Tarefa crb_papers.q060
Veredito
-0.2041269675 in [-0.009090713011, 0.008250437293]?Família do método (das chamadas de ferramentas): Regressão linear por mínimos quadrados ordinários (MQO) · infer.ols (ols · regressão linear)
coef.fairhousingimp_v1 =-0,204127-0.20412696752034712coef.fairhousingimp_v1 =[-0.009090713011445279,0.008250437292670009]Pergunta feita ao analista
Did cities whose first Fair Housing Act lawsuit decision occurred in 2007 experience a greater decline in the share of non-Hispanic White residents from 2006 to 2008 than cities without such a decision by 2008?
Estimativa ingênua (infer.ols): coef.fairhousingimp_v1 = -0,2041.
Como o agente resolveu e como foi validado
Resumo passo a passo do que o agente executou, por que o caminho está correto e como cada verificação conferiu o resultado.
- 1Preparação da base de dados
ds_0031— | Variable Name | Description | | --- | --- | | geo_id2 | Numeric identifier for each incorporated place, based on Census place/GeoID conventions, used to link the same city across years. | | year | Calendar year of the observation. The released panel covers 1969–2011. Census-derived measures are interpolated between decennial observations. | | pctnhwht_cityi | Share of the city’s population that is non-Hispanic White (0–1). Built from U.S. Census counts with intercensal interpolation to provide annualized series. | | pctrenter_cityi | Share of households in the city that are renters (0–1). Compiled from Census housing tenure tabulations with interpolation between decennial enumerations. | | pctwlth_city2i | Share of city residents classified as “wealthy” (0–1). In the replication data, this flags residents in the top end of the income distribution (e.g., at or above the 90th percentile), based on harmonized Census measures. | | fairhousingimp_v1 | Indicator equal to 1 beginning in the year of the first recorded court decision in a Fair Housing Act lawsuit involving the municipality, and 0 before that decision or if no such decision is recorded. Once 1, it remains 1. It does not separately establish that injunctive relief was awarded, implemented, or still operative. | | logpop | Natural logarithm (base e) of total city population. Population counts derive from the Census with values interpolated between decennial years. | | homevali | Average value of owner-occupied housing units in the city, expressed in constant dollars as provided in the replication files. Constructed from Census housing value data with inflation adjustment for comparability over time. | | pct_vacanti | Share of housing units that are vacant (0–1). Derived from Census housing stock and vacancy tabulations, interpolated between decennial measurements. | | minyear | City-specific year field retained from the source data. Its construction is not documented in the available materials. It is constant within each city and must not be interpreted as the first observed year of this released panel. | Dataset Context: This dataset is a city–year panel for incorporated places in U.S. metropolitan areas from the late 1960s through 2011. It integrates demographic and housing indicators from the U.S. Census of Population and Housing, with values smoothed to annual frequency via interpolation between decennial enumerations. The panel uses stable Census geographic identifiers to consistently track places over time. Housing-related measures include tenure (owner vs. renter shares), vacancy rates, and inflation-adjusted home values, providing a view of local housing market conditions across multiple decades of suburbanization, population growth, and changing development patterns. Demographic composition is recorded in a manner consistent with Census definitions for race and ethnicity used during the period. The legal-event records identify court decisions in Fair Housing Act cases involving municipal governments. Cases were collected from a legal database using housing-law and injunctive-relief search terms, then screened for municipal involvement. The recorded date of a city's first decision determines when fairhousingimp_v1 changes from 0 to 1. Case outcomes were established for only a subset, so the indicator does not identify the date when a remedy was implemented. These records are linked to demographic and housing measures from the U.S. Census of Population and Housing for incorporated cities in metropolitan areas. Together, these sources produce a large, harmonized panel suitable for studying long-run patterns in city demographics and housing markets within the broader policy environment shaped by mid-century federal housing reforms, evolving local land-use processes, and metropolitan growth. The combination of standardized Census measures, consistent geographic linkages, and legally sourced policy indicators facilitates comparisons across places and years.ref_adoptref_panelref_post - 2Chamada que gerou a resposta finalVer chamada call_031131d9 nos detalhes
infer.ols(Regressão linear por mínimos quadrados ordinários (MQO))citada na respostaLinha de base ingênua: regressão do resultado no tratamento, sem controles.
Por que este é o caminho de referência: mean(d_t) - mean(d_c) with SE sqrt(s2_t/n_t + s2_c/n_c): OLS of d on the cohort dummy, HC2Argumentos principais- dataset:
"ds_0031"- intercept:
true- level:
- 0,95
0.95 - se:
"HC1"- x:
["fairhousingimp_v1"]- y:
"pctnhwht_cityi"
Resultado calculadocoef.fairhousingimp_v1= -0,204127-0.20412696752034712Coefficient on fairhousingimp_v1 in the regression of pctnhwht_cityi
Diagnósticos:n_obs= 182.809182809(observations used) ·k= 22(parameters estimated, fixed-effect dummies included) ·r2= 0,01500290.015002922196611035·df_resid= 182.807182807·se_type="HC1"(heteroskedasticity-robust standard errors (HC1)) - 3Conferência de lastro e resposta final
Todos os 1 números escritos na resposta foram conferidos contra as ferramentas e o enunciado (nenhum número sem lastro).
Números encontrados:-0,2041Figuras citadas:call_031131d9:coef.fairhousingimp_v1- #0resposta com lastroevery number traced to a tool call or the question
- #1figura da resposta próximaCRB estimate_within_solution_ci: the answer figure inside the gold 95% interval effect ± 1.96·|SE| of source crb_papers.q060.gold (closed, evaluate_result.py; no --auto-rescale)
- #2figura da resposta próximareplication cell: the gold effect to rel 1e-6 (abs floor 1e-6·SE); never required
- #3figura da resposta próximareplication cell: the gold SE to rel 1e-6; never required
Aprofundamento técnico para especialistas
Acesso direto às fontes primárias, tabela formal de verificações, comparação de argumentos, trajetória completa com prompts brutos e somas SHA-256.
Valores esperados e de onde vêm
crb_papers.q060.gold
- Fonte
- CausalReasoningBenchmark, causal_queries.json, index 60 (revision edd0fe1c1d1c)
- Tipo
- benchmark_gold
- Localização
- causal_queries.json['60'].effect and .standard_error
- Trecho
index 60: effect -0.000420138, standard_error 0.00442376
- Valor como publicado
-0.00042013785938763495- Erro-padrão como publicado
0.004423762832682472- Valor
- -0,000420138
-0.00042013785938763495(se 0,004423760.004423762832682472) - Conferido por
- arquivo do benchmark · Read from the catalog at the pinned revision by scripts/freeze_crb_papers.py; the catalog states the value its estimation script prints.
- Endereço
https://huggingface.co/datasets/syrgkanislab/CausalReasoningBenchmark/resolve/edd0fe1c1d1c5c0a4f0e3e67a50481ac679fb888/causal_queries.json- Licença
- MIT
- #2 figura da resposta próxima: -0,000420138
-0.00042013785938763495· relativa 0.000001 · absoluta 4.423762832682472e-9 - #3 figura da resposta próxima: 0,00442376
0.004423762832682472· relativa 0.000001 · absoluta 4.423762832682472e-9
crb_papers.q060.script
- Fonte
- CausalReasoningBenchmark reference estimation script for index 60
- Tipo
- software
- Localização
- solutions/research_papers/DiD/Trounstine_2020/question_2/estimation.py
- Valor
- —
- Conferido por
- arquivo do benchmark · sha256 of the script's 2010 bytes at the pinned revision; the reference path of the item is a transcription of this script into typed transforms and tool calls (never executed here).
- Implementação
- independente da ferramenta
- sha256 da cópia lida
e1573b6d9b406576c771db27e0193b452f099584d1f0d515824f6c9d004a6464(identifica a cópia lida, não um arquivo canônico)- Endereço
https://huggingface.co/datasets/syrgkanislab/CausalReasoningBenchmark/resolve/edd0fe1c1d1c5c0a4f0e3e67a50481ac679fb888/solutions/research_papers/DiD/Trounstine_2020/question_2/estimation.py- Licença
- MIT
Especificação técnica do gabarito
CausalReasoningBenchmark gold at the pinned revision: causal_queries.json effect and standard_error (the value the item's estimation.py prints), scored as evaluate_result.py scores estimate_within_solution_ci
Verificações
| # | Verificação | Obrigatória | Resultado | Esperado | Observado | Tolerância | Fonte | Chamada |
|---|---|---|---|---|---|---|---|---|
| 0 | resposta com lastro every number traced to a tool call or the question every number backed | obrigatória | passou | 0 sem lastro | 0 sem lastro[] | — | — | — |
| 1 | figura da resposta próxima CRB estimate_within_solution_ci: the answer figure inside the gold 95% interval effect ± 1.96·|SE| of source crb_papers.q060.gold (closed, evaluate_result.py; no --auto-rescale) -0.2041269675 in [-0.009090713011, 0.008250437293]? | obrigatória | falhou | [-0.009090713011445279,0.008250437292670009] | -0,204127-0.20412696752034712 | interval · [-0.009090713011445279, 0.008250437292670009] | — | call_031131d9 |
| 2 | figura da resposta próxima replication cell: the gold effect to rel 1e-6 (abs floor 1e-6·SE); never required -0.2041269675 vs -0.00042013785938763495 | registrada | falhou | -0,000420138-0.00042013785938763495 | -0,204127-0.20412696752034712 | relativa 0.000001 · absoluta 4.423762832682472e-9 | crb_papers.q060.gold | call_031131d9 |
| 3 | figura da resposta próxima replication cell: the gold SE to rel 1e-6; never required 0.004391216182 vs 0.004423762832682472 | registrada | falhou | 0,004423760.004423762832682472 | 0,004391220.004391216181923619 | relativa 0.000001 · absoluta 4.423762832682472e-9 | crb_papers.q060.gold | call_031131d9 |
Caminho de referência e caminho do agente
A chamada de referência ao lado da chamada que deu a resposta, argumento por argumento.
caminho de referência do item · benchmark_script
| Argumento | Referência | Agente | |
|---|---|---|---|
| cluster | — | — | não fixado pela referência |
| controls | — | [] | não fixado pela referência |
| dataset | "ref_panel" | "ds_0031" | diferente |
| fe | — | [] | não fixado pela referência |
| intercept | — | true | não fixado pela referência |
| level | — | 0,950.95 | não fixado pela referência |
| se | "HC2" | "HC1" | diferente |
| subset | — | — | não fixado pela referência |
| weights | — | — | não fixado pela referência |
| x | ["treated"] | ["fairhousingimp_v1"] | diferente |
| y | "d" | "pctnhwht_cityi" | diferente |
Trajetória
Cada evento na ordem em que aconteceu: turnos do modelo, chamadas de ferramentas, guardas, transformações e pontuação.
- 0Início
Did cities whose first Fair Housing Act lawsuit decision occurred in 2007 experience a greater decline in the share of non-Hispanic White residents from 2006 to 2008 than cities without such a decision by 2008?
ds_0031(agent)| Variable Name | Description | | --- | --- | | geo_id2 | Numeric identifier for each incorporated place, based on Census place/GeoID conventions, used to link the same city across years. | | year | Calendar year of the observation. The released panel covers 1969–2011. Census-derived measures are interpolated between decennial observations. | | pctnhwht_cityi | Share of the city’s population that is non-Hispanic White (0–1). Built from U.S. Census counts with intercensal interpolation to provide annualized series. | | pctrenter_cityi | Share of households in the city that are renters (0–1). Compiled from Census housing tenure tabulations with interpolation between decennial enumerations. | | pctwlth_city2i | Share of city residents classified as “wealthy” (0–1). In the replication data, this flags residents in the top end of the income distribution (e.g., at or above the 90th percentile), based on harmonized Census measures. | | fairhousingimp_v1 | Indicator equal to 1 beginning in the year of the first recorded court decision in a Fair Housing Act lawsuit involving the municipality, and 0 before that decision or if no such decision is recorded. Once 1, it remains 1. It does not separately establish that injunctive relief was awarded, implemented, or still operative. | | logpop | Natural logarithm (base e) of total city population. Population counts derive from the Census with values interpolated between decennial years. | | homevali | Average value of owner-occupied housing units in the city, expressed in constant dollars as provided in the replication files. Constructed from Census housing value data with inflation adjustment for comparability over time. | | pct_vacanti | Share of housing units that are vacant (0–1). Derived from Census housing stock and vacancy tabulations, interpolated between decennial measurements. | | minyear | City-specific year field retained from the source data. Its construction is not documented in the available materials. It is constant within each city and must not be interpreted as the first observed year of this released panel. | Dataset Context: This dataset is a city–year panel for incorporated places in U.S. metropolitan areas from the late 1960s through 2011. It integrates demographic and housing indicators from the U.S. Census of Population and Housing, with values smoothed to annual frequency via interpolation between decennial enumerations. The panel uses stable Census geographic identifiers to consistently track places over time. Housing-related measures include tenure (owner vs. renter shares), vacancy rates, and inflation-adjusted home values, providing a view of local housing market conditions across multiple decades of suburbanization, population growth, and changing development patterns. Demographic composition is recorded in a manner consistent with Census definitions for race and ethnicity used during the period. The legal-event records identify court decisions in Fair Housing Act cases involving municipal governments. Cases were collected from a legal database using housing-law and injunctive-relief search terms, then screened for municipal involvement. The recorded date of a city's first decision determines when fairhousingimp_v1 changes from 0 to 1. Case outcomes were established for only a subset, so the indicator does not identify the date when a remedy was implemented. These records are linked to demographic and housing measures from the U.S. Census of Population and Housing for incorporated cities in metropolitan areas. Together, these sources produce a large, harmonized panel suitable for studying long-run patterns in city demographics and housing markets within the broader policy environment shaped by mid-century federal housing reforms, evolving local land-use processes, and metropolitan growth. The combination of standardized Census measures, consistent geographic linkages, and legally sourced policy indicators facilitates comparisons across places and years.
file9cf2b539f2ae691db6984fdc60436eb5ca81449a8dbfcc8103d00549db014b66· frame —ref_adopt(reference)file9cf2b539f2ae691db6984fdc60436eb5ca81449a8dbfcc8103d00549db014b66· frame —select{"columns":["geo_id2","year","pctnhwht_cityi","fairhousingimp_v1"]}collapse{"aggs":[{"column":"pctnhwht_cityi","fn":"mean","name":"pctnhwht_cityi"},{"column":"fairhousingimp_v1","fn":"max","name":"fairhousingimp_v1"}],"by":["geo_id2","year"]}filter{"query":"fairhousingimp_v1 == 1"}collapse{"aggs":[{"column":"year","fn":"min","name":"adoption_year"}],"by":["geo_id2"]}
ref_panel(reference)file9cf2b539f2ae691db6984fdc60436eb5ca81449a8dbfcc8103d00549db014b66· frame —select{"columns":["geo_id2","year","pctnhwht_cityi","fairhousingimp_v1"]}collapse{"aggs":[{"column":"pctnhwht_cityi","fn":"mean","name":"pctnhwht_cityi"},{"column":"fairhousingimp_v1","fn":"max","name":"fairhousingimp_v1"}],"by":["geo_id2","year"]}filter{"query":"year == 2006"}dropna{"columns":["pctnhwht_cityi"]}rename{"map":{"pctnhwht_cityi":"y_pre"}}select{"columns":["geo_id2","y_pre"]}merge{"how":"inner","on":["geo_id2"],"with":"ref_post"}merge{"how":"left","on":["geo_id2"],"with":"ref_adopt"}filter{"query":"adoption_year == 2007 or adoption_year != adoption_year or adoption_year > 2008"}derive{"args":{"column":"adoption_year","default":0,"keep_unmapped":false,"mapping":[{"source":2007,"target":1}]},"name":"treated","op":"map"}derive{"args":{"left":"y_post","right":"y_pre"},"name":"d","op":"diff"}
ref_post(reference)file9cf2b539f2ae691db6984fdc60436eb5ca81449a8dbfcc8103d00549db014b66· frame —select{"columns":["geo_id2","year","pctnhwht_cityi","fairhousingimp_v1"]}collapse{"aggs":[{"column":"pctnhwht_cityi","fn":"mean","name":"pctnhwht_cityi"},{"column":"fairhousingimp_v1","fn":"max","name":"fairhousingimp_v1"}],"by":["geo_id2","year"]}filter{"query":"year == 2008"}dropna{"columns":["pctnhwht_cityi"]}rename{"map":{"pctnhwht_cityi":"y_post"}}select{"columns":["geo_id2","y_post"]}
- 1Turno do modelo
call_8610a2f2naive-olsFim:tool_use0 ms0 de entrada · 0 de saída · 0 de raciocínio · 0 em cacheTexto visívelLinha de base ingênua: regressão do resultado no tratamento, sem controles.
Chamadas pedidasinfer.ols{ "dataset": "ds_0031", "x": [ "fairhousingimp_v1" ], "y": "pctnhwht_cityi" }
- 2Ferramenta
infer.ols— Regressão linear por mínimos quadrados ordinários (MQO)v0.1.0call_031131d9decidido pelo modeloreexecutávelMotivo: Linha de base ingênua: regressão do resultado no tratamento, sem controles.
Argumentos
{ "cluster": null, "controls": [], "dataset": "ds_0031", "fe": [], "intercept": true, "level": 0.95, "se": "HC1", "subset": null, "weights": null, "x": [ "fairhousingimp_v1" ], "y": "pctnhwht_cityi" }Figuras call_031131d9 Chave Valor Valor bruto Erro-padrão IC coef.fairhousingimp_v1 Coefficient on fairhousingimp_v1 in the regression of pctnhwht_cityi-0,204127 -0.204126967520347120,00439122 0.004391216181923619-0,212734 – -0,19552 Diagnósticosn_obs= 182.809182809(observations used)k= 22(parameters estimated, fixed-effect dummies included)r2= 0,01500290.015002922196611035df_resid= 182.807182807se_type="HC1"(heteroskedasticity-robust standard errors (HC1))n_clusters= — (errors not clustered)
Derivação matemática e pressupostos
coef.fairhousingimp_v1- Coeficiente de fairhousingimp_v1 na regressão por mínimos quadrados ordinários de pctnhwht_cityi.→ -0,204127 (-0.20412696752034712)
- Erro-padrão robusto à heterocedasticidade (HC1): a raiz da variância estimada do coeficiente.
ep = √V_jj→ 0,00439122 (0.004391216181923619) - Intervalo de 95% de confiança: a estimativa mais ou menos o valor crítico da distribuição t de Student com 182807 graus de liberdade vezes o erro-padrão.
IC = β ± c · ep
Pressupostos do estimador- the conditional mean of the outcome is linear in the regressors
- errors are independent across observations; their variance may differ
Tabelas (1)
{ "coefficients": [ { "ci_high": 0.8321097940819834, "ci_low": 0.8302287458391967, "coef": 0.83116926996059, "p": 0, "se": 0.0004798648860921718, "t": 1732.0902071608136, "term": "Intercept" }, { "ci_high": -0.1955202849706294, "ci_low": -0.21273365007006484, "coef": -0.20412696752034712, "p": 0, "se": 0.004391216181923619, "t": -46.48529224332725, "term": "fairhousingimp_v1" } ] }Hashes SHA-256 e metadados de reprodução
- Digests dos dados
ds_0031741444a4c3360af4acc69f828134175a02e13eef6642d30b2130ef968df54af3- sha256 do resultado
2c07eed0cfcb79de6b62df4d3cc6f44180570cc611726f49175c41a962ec3340
- 3Turno do modelo
call_713521a7naive-olsFim:tool_use0 ms0 de entrada · 0 de saída · 0 de raciocínio · 0 em cacheChamadas pedidassubmit_answer(meta-ferramenta){ "answer": "Estimativa ingênua (infer.ols): coef.fairhousingimp_v1 = -0,2041.", "caveats": [], "figure_refs": [ "call_031131d9:coef.fairhousingimp_v1" ] }
- 4Guardaresposta aceita
- Números encontrados
- -0,2041
- Sem lastro
- —
- Não citados
- —
1 nova(s) tentativa(s) restante(s) - 5Resposta
Estimativa ingênua (infer.ols): coef.fairhousingimp_v1 = -0,2041.
Figuras citadas:call_031131d9:coef.fairhousingimp_v1· Parada:answeredFigura da resposta:call_031131d9:coef.fairhousingimp_v1= -0,204127-0.20412696752034712(se 0,004391220.004391216181923619) - 6Pontuação#0resposta com lastropassouobrigatória
every number backed - 7Pontuação#1figura da resposta próximafalhouobrigatória
-0.2041269675 in [-0.009090713011, 0.008250437293]? - 8Pontuação#2figura da resposta próximafalhouregistrada
-0.2041269675 vs -0.00042013785938763495 - 9Pontuação#3figura da resposta próximafalhouregistrada
0.004391216182 vs 0.004423762832682472
Épocas × verificações
| # | 0 | 1 | 2 | 3 |
|---|---|---|---|---|
| Época 1 | passou | falhou | falhou | falhou |
Tentativas
Cada tentativa é seu próprio arquivo e é publicada; só a última de cada época é pontuada.
- época 1, tentativa 1falhoupontuada(exibindo)
Downloads desta tarefa
8b8251e50464f4bca6286032e8bf5da8d8e7d25ae071cdafeaf844cd058e1e8fO hash de um zip é só de transporte: o que ancora a integridade é o RUN_SHA256SUMS que vai dentro dele, cópia exata do SHA256SUMS da execução.
| Arquivo | Tamanho | sha256 |
|---|---|---|
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| attachments/c7cdccc03903e4bb6a6615a9d01ec98e17092017f3e1e1776e996c41a4799b6a.json | 235 B | c7cdccc03903e4bb6a6615a9d01ec98e17092017f3e1e1776e996c41a4799b6a |
| native/crb_papers/crb_papers.q060.e1.a1.json | 4,1 KB | 36bd228cce20f731c5846b5c61ca1a8d0b54af5d9b961494d14dcf27c5159b9d |
| sources/crb_papers.q060.gold.json | 1,1 KB | 629a31e32b570631b33fca4670c925803eccf81baa83f86defdb71f50d3e8e69 |
| sources/crb_papers.q060.script.json | 1,1 KB | 0c0ef3ec9837e30971c374f1c7096b19d77f671c07c148d01931bc96f05810ee |
| specs/crb_papers.q060.json | 14,7 KB | 4b897cca4cd69ec8170215b9c68daa8f87a6303e782396f152dfbb2ae7547228 |
| traces/crb_papers.q060.e1.a1.jsonl | 15,4 KB | d17194c4a14a431b7bea8483113de1cbe000cd2ae34baea0e1b3f0652f7d6b67 |
| trajectories/crb_papers.q060.e1.a1.jsonl | 16,2 KB | 7ce40dfd33061fd357110813fe6cbfc119fa5e6f05c6f9272814121e181bf06e |