{
  "task_id": "census_002",
  "domain": "CENSUS_GOV",
  "autonomy_type": "ordered table",
  "oracle_output_cardinality": 5,
  "instruction": "Using the 2015–2019 American Community Survey 5-year estimates, identify New Mexico counties that simultaneously have a large renter population, significant language barriers, limited internet access, transportation difficulties, low income, and rental stress. Use the New Mexico county-level data from this release and the New Mexico statewide values from the same release as the comparison baseline. First, retain counties with at least 2,500 renter households and at least 500 limited-English-proficient households. Then, keep only counties that meet all of the following conditions: the share of limited-English-proficient households is higher than the statewide share; the share of households with no internet access is higher than the statewide share; the share of households with no vehicle is higher than the statewide share; and the median household income is lower than the statewide median. Next, evaluate the rental housing stress indicators for renter households. Retain only counties that meet at least one of the following: the share of renter households with a rent-to-income ratio of 35% or more is higher than the statewide share, or the share of renter households with more than one occupant per room is higher than the statewide share. If both conditions are met, indicate both. Finally, output all qualifying counties as a single line, sorted alphabetically by county name. Each county should be formatted as County|RenterHH|LEPHH|LEPSharePct|NoInternetPct|NoVehiclePct|SevereRentBurdenPct|CrowdedRenterPct|MedianIncome|StressPath, with counties separated by commas. StressPath must be RENT, CROWD, or BOTH. Percentage fields should have three decimal places and no percent sign.",
  "start_url": "https://data.census.gov/advanced",
  "output_format": "Output all qualifying counties as a single line, sorted alphabetically by county name. Each county should be formatted as County|RenterHH|LEPHH|LEPSharePct|NoInternetPct|NoVehiclePct|SevereRentBurdenPct|CrowdedRenterPct|MedianIncome|StressPath, with counties separated by commas. StressPath must be RENT, CROWD, or BOTH. Percentage fields should have three decimal places and no percent sign.",
  "oracle_answer": "Doña Ana County|28729|7883|10.127|22.612|6.079|44.172|6.391|40973|BOTH,Luna County|3482|1109|12.455|34.030|8.165|42.700|1.407|29360|RENT,McKinley County|6090|1610|7.688|50.587|10.978|27.568|16.256|33834|CROWD,San Miguel County|3443|1200|10.337|38.470|7.684|47.376|2.440|30946|RENT,Taos County|2854|652|5.387|28.844|5.726|48.823|4.555|38329|RENT",
  "metadata": {
    "State-Gated Retrieval": [
      "Use only the 2015-2019 American Community Survey 5-year estimates for New Mexico counties, and use the New Mexico statewide values from the same release as the comparison baseline.",
      "Candidate counties must have at least 2,500 renter households and at least 500 limited-English-proficient households. Additionally, the LEP share, no-internet share, and no-vehicle share must all be higher than the statewide shares, and the median household income must be lower than the statewide median.",
      "LEPHH must be computed by summing all four limited-English language groups from C16002. Finally, retain only counties where at least one of Severe Rent Burden or Crowded Renter is higher than the statewide value, and write StressPath according to the rule."
    ],
    "dependency_type": "Data + Control",
    "intra_chain": true,
    "inter_chain": true,
    "data_dependency": [
      "the 2015-2019 ACS 5-year county geography yields New Mexico county candidates and the statewide baseline row",
      "C16002 and the downstream housing/income tables yield LEPHH, LEP share, no-internet share, no-vehicle share, severe rent burden, crowded-renter share, and median income for counties and the state baseline",
      "final rows are produced only after the LEPHH numerator is computed from all four limited-English language groups and the downstream stress-path filters are applied"
    ],
    "control_dependency": [
      "the LEPHH numerator must be computed from all four limited-English language groups in C16002 rather than from Spanish-only counts",
      "county eligibility and StressPath labels must be determined from the LEPHH measure and statewide LEP baseline defined under that full four-group calculation",
      "the RENT / CROWD / BOTH classification must be determined by evaluating the same county set against both downstream housing-stress branches"
    ],
    "freeze": {
      "historical_window": "2015-2019 American Community Survey 5-year estimates for New Mexico counties, using the New Mexico statewide row from the same release as the comparison baseline"
    },
    "answer_type": "multi-row ordered table"
  },
  "rubric": {
    "inclusion_conditions": [
      "Use only the 2015-2019 American Community Survey 5-year estimates for New Mexico counties, and use the New Mexico statewide values from the same release as the comparison baseline.",
      "Candidate counties must have at least 2,500 renter households and at least 500 limited-English-proficient households. Additionally, the LEP share, no-internet share, and no-vehicle share must all be higher than the statewide shares, and the median household income must be lower than the statewide median.",
      "LEPHH must be computed by summing all four limited-English language groups from C16002. Finally, retain only counties where at least one of Severe Rent Burden or Crowded Renter is higher than the statewide value, and write StressPath according to the rule."
    ],
    "exclusion_conditions": [
      "Exclude results that treat Spanish-only limited-English households as the entire LEPHH count.",
      "Exclude results that do not use the statewide baseline from the same release or that do not recalculate LEPHH/LEPSharePct/LEPShare_state.",
      "Exclude counties that do not meet the final stress-path condition of RENT, CROWD, or BOTH."
    ],
    "normalization": {
      "field_separator": "|",
      "record_separator": ",",
      "schema": [
        "County",
        "RenterHH",
        "LEPHH",
        "LEPSharePct",
        "NoInternetPct",
        "NoVehiclePct",
        "SevereRentBurdenPct",
        "CrowdedRenterPct",
        "MedianIncome",
        "StressPath"
      ],
      "county": "use the county display name including the word `County` and excluding a trailing state suffix",
      "dedup_key": "county FIPS / GEOID",
      "LEPHH": "sum the four designated limited-English-proficient renter-household cells before emitting the integer total",
      "percentage_fields": "all percentage fields are plain numbers with exactly three decimal places and no percent sign",
      "numeric_fields": "household counts and median income are emitted as plain integers without commas",
      "StressPath": {
        "allowed_values": [
          "RENT",
          "CROWD",
          "BOTH"
        ],
        "rule": "emit BOTH only when both the severe-rent-burden and crowded-renter signals survive; otherwise emit the single surviving label"
      },
      "sorting_or_selection": "county name alphabetical ascending",
      "stop_condition": [
        "all candidate counties are validated under the same geography and product settings",
        "the renter scope and LEP aggregation are checked before the final line is emitted"
      ]
    }
  }
}