| { |
| "task_id": "census_003", |
| "domain": "CENSUS_GOV", |
| "autonomy_type": "ordered table", |
| "oracle_output_cardinality": 4, |
| "instruction": "我在为加州教育部门整理一份疫情前县级筛选名单，用来判断哪些县在学校餐食申请和家长资料年度更新时，不能只依赖英文线上入口，仍需保留纸质材料和线下协助。请以 2013–2017 年 American Community Survey 五年估计中的加州县级数据为范围，并使用同一份数据中的 California 全州值作为比较基准；先筛出 5–17 岁人口不少于 75,000 人的县，再保留 保留 5–17 岁中英语说得 not well 或 not at all的人口不少于 2,000 人、且该占比高于全州的县。随后核对这些县的数字接入和收入条件：无互联网接入住户占比需高于全州，家庭收入中位数需低于全州。最后，在三类线下支持信号中，保留至少两类高于全州的县：无车住户占比、过去 12 个月内所在家庭领取过 SSI、现金公共援助、Food Stamps 或 SNAP 的未成年人占比、租房户中每间房超过 1 人的占比。请将所有符合条件的县按县名字母顺序输出为一行；每个县写成 County|SchoolAgePop|SchoolAgeLEP|LEPSharePct|NoInternetPct|NoVehiclePct|ChildBenefitSharePct|CrowdedRenterPct|MedianIncome|SupportPath，县与县之间用英文逗号分隔。SupportPath 只使用 BENEFITS、CROWD、MOBILITY 三个标签：公共援助信号对应 BENEFITS，住房拥挤信号对应 CROWD，无车住户信号对应 MOBILITY；若多个标签同时适用，按 BENEFITS、CROWD、MOBILITY 的固定顺序用加号连接。", |
| "start_url": "https://data.census.gov/advanced", |
| "output_format": "请将所有符合条件的县按县名字母顺序输出为一行；每个县写成 County|SchoolAgePop|SchoolAgeLEP|LEPSharePct|NoInternetPct|NoVehiclePct|ChildBenefitSharePct|CrowdedRenterPct|MedianIncome|SupportPath，县与县之间用英文逗号分隔。SupportPath 只使用 BENEFITS、CROWD、MOBILITY 三个标签：公共援助信号对应 BENEFITS，住房拥挤信号对应 CROWD，无车住户信号对应 MOBILITY；若多个标签同时适用，按 BENEFITS、CROWD、MOBILITY 的固定顺序用加号连接。", |
| "oracle_answer": "Fresno County|200205|5127|2.561|20.588|8.686|46.388|13.967|48730|BENEFITS+CROWD+MOBILITY,Kern County|185802|4130|2.223|21.739|7.058|37.285|14.394|50826|BENEFITS+CROWD,Los Angeles County|1641669|37540|2.287|16.338|9.204|27.238|16.741|61015|BENEFITS+CROWD+MOBILITY,Tulare County|104542|2703|2.586|25.738|6.274|49.347|14.535|44871|BENEFITS+CROWD", |
| "metadata": { |
| "State-Gated Retrieval": [ |
| "只使用 2013-2017 American Community Survey 5-year estimates 的 California 县级数据，并使用同一发布中的 California 全州值作为比较基准。", |
| "只保留 5-17 岁人口不少于 75,000、SchoolAgeLEP 不少于 2,000 且该占比高于全州、无互联网占比高于全州、家庭收入中位数低于全州的县。", |
| "SchoolAgeLEP 必须由 B16004 中四大语言组的 not well / not at all 八个单元格合计；最终县还需在 Mobility、Benefits、Crowd 三类线下支持信号中至少两类高于全州。" |
| ], |
| "dependency_type": "Data + Control", |
| "intra_chain": true, |
| "inter_chain": true, |
| "data_dependency": [ |
| "the 2013-2017 ACS 5-year county geography yields California county candidates and the statewide baseline row", |
| "B16004 and the downstream access/income/support tables yield SchoolAgeLEP, no-internet share, no-vehicle share, child-benefit share, crowded-renter share, and median income for counties and the statewide baseline", |
| "final rows are produced only after the SchoolAgeLEP numerator is computed from all eight 1980-target language cells and the downstream support-path branches are applied" |
| ], |
| "control_dependency": [ |
| "the SchoolAgeLEP numerator must be computed from the full eight-cell language set in B16004 rather than from only two Spanish LEP cells", |
| "county eligibility and SupportPath labels must be determined from the LEP numerator and candidate set defined under that full eight-cell calculation", |
| "the BENEFITS / CROWD / MOBILITY path labels must be determined by applying all three downstream support branches to the same county set" |
| ], |
| "freeze": { |
| "historical_window": "2013-2017 American Community Survey 5-year estimates for California counties, using the California statewide row from the same release as the comparison baseline" |
| }, |
| "answer_type": "multi-row ordered table" |
| }, |
| "rubric": { |
| "inclusion_conditions": [ |
| "只使用 2013-2017 American Community Survey 5-year estimates 的 California 县级数据，并使用同一发布中的 California 全州值作为比较基准。", |
| "只保留 5-17 岁人口不少于 75,000、SchoolAgeLEP 不少于 2,000 且该占比高于全州、无互联网占比高于全州、家庭收入中位数低于全州的县。", |
| "SchoolAgeLEP 必须由 B16004 中四大语言组的 not well / not at all 八个单元格合计；最终县还需在 Mobility、Benefits、Crowd 三类线下支持信号中至少两类高于全州。" |
| ], |
| "exclusion_conditions": [ |
| "排除只取 Spanish LEP 两行、未合并全部八个目标单元格的结果。", |
| "排除没有重新跑 B28011、B19013、B08201、B09010、B25014 支路的结果。", |
| "排除最终 SupportPath 不满足至少两类高于全州的县。" |
| ], |
| "normalization": { |
| "field_separator": "|", |
| "record_separator": ",", |
| "schema": [ |
| "County", |
| "SchoolAgePop", |
| "SchoolAgeLEP", |
| "LEPSharePct", |
| "NoInternetPct", |
| "NoVehiclePct", |
| "ChildBenefitSharePct", |
| "CrowdedRenterPct", |
| "MedianIncome", |
| "SupportPath" |
| ], |
| "county": "use the county display name including the word `County` and excluding a trailing state suffix", |
| "dedup_key": "county FIPS / GEOID", |
| "SchoolAgeLEP": "sum the eight designated school-age LEP 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": "population counts and median income are emitted as plain integers without commas", |
| "SupportPath": "use only BENEFITS, CROWD, and MOBILITY, and when multiple labels apply join them with `+` in the fixed order BENEFITS+CROWD+MOBILITY", |
| "sorting_or_selection": "county name alphabetical ascending", |
| "stop_condition": [ |
| "all candidate counties are validated under the same geography and product settings", |
| "the school-age LEP aggregation and all three support-signal gates are checked before the final line is emitted" |
| ] |
| } |
| } |
| } |
|
|
