{"attempt":1,"datasets":{"dados":{"description_shown":"Uma linha por domic\u00edlio entrevistado na pesquisa amostral do munic\u00edpio; a amostra sobrerrepresenta bairros de renda mais baixa. renda_pc: renda domiciliar per capita mensal (R$); peso: peso amostral, quantas pessoas da popula\u00e7\u00e3o cada domic\u00edlio entrevistado representa; domicilio: identificador do domic\u00edlio.","file_sha256":null,"frame_sha256":null,"role":"agent","transforms":[]}},"epoch":1,"event":"sample_init","question":"Qu\u00e3o desigual \u00e9 a distribui\u00e7\u00e3o de renda do munic\u00edpio? Precisamos de um \u00fanico n\u00famero-resumo para o relat\u00f3rio anual.","question_sha256":"b146282a0657550fc5dbc557e502446f1a11f3a2179c017a580d9b210e13c6bc","run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":0,"skills":[],"task_id":"tool_selection.inequality.test.s1002","task_sha256":"26afff66a7bd31ad1b18f95b1d2ab730b98adc9e6c339b82238748fa7b464f7e","timestamp":"2026-10-15T17:13:51.457860Z"}
{"attempt":1,"attempts":[],"call_id":"call_3d203db5","epoch":1,"event":"model","finish_reason":"tool_use","latency_ms":0.0,"model_reported":"reference","model_requested":"reference","provider":"scripted","request":{"config":{},"contents_refs":[],"messages_refs":["1d9a715515c99aa0146b059d245be50e3b7acadca4cef225484c36d6cb270a76"],"system_stable_ref":"433a6877aa6a378bbd4b7e2752e484d8cb7499c562d68222be231f62ff2fa420","system_task_ref":"0f3528c59c2b5254b70577fff20100ff46fe6b7db4f8216f9c9d3aa0ded98897","tools_ref":"52ab03d8ec104abb85572294bf8a469d75c5de9e74d6042caabff8017adc572b"},"response":{"text":"Desigualdade numa pesquisa amostral: Gini com o peso.","thoughts":null,"tool_calls":[{"args":{"dataset":"dados","income":"renda_pc","weights":"peso"},"llm_name":"core__gini","tool_id":"core.gini","vendor_id":"script_1"}]},"response_id":null,"run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":1,"task_id":"tool_selection.inequality.test.s1002","timestamp":"2026-10-15T17:13:51.457860Z","usage":{"cached":0,"input":0,"output":0,"thoughts":0},"vendor":false}
{"arguments":{"dataset":"dados","income":"renda_pc","weights":"peso"},"attempt":1,"cached":false,"call_id":"call_bc599b8f","card_version":"0.1.0","code_version":"2925aeab2262","dataset_digests":{"dados":"b0338370d310a23fd1ceb388c522fab89b8f9ab3cab7e3a7d2133b2d7b2744d9"},"decided_by":"model","duration_ms":12.17008288949728,"epoch":1,"error":null,"event":"tool","informed_by":[],"input_digest":"bf5c6d15fc9df5c54f5df66ed4b25318ae0fcc05b132c3c0cd186f44b74d6780","llm_name":"core__gini","output_digest":"cb240abc8e7942bd723f39378034e27825359e8e6c0f8709940dfbd1e8b237f5","rationale":"Desigualdade numa pesquisa amostral: Gini com o peso.","replay_class":"replayed","result":{"assumptions":[],"call_id":"call_bc599b8f","datasets":{},"diagnostics":[{"flag":false,"name":"n_obs","note":"rows used","value":4000},{"flag":false,"name":"weighted_population","note":"\u03a3w: the population the rows stand for","value":752140.9533967234},{"flag":false,"name":"weights_used","note":"weighted by 'peso'","value":true}],"figures":[{"ci_high":null,"ci_level":null,"ci_low":null,"derivation":{"note_pt":"","steps":[{"formula":"A = \u03a3_i (p_i \u2212 p_{i\u22121})\u00b7(L_i + L_{i\u22121}) / 2","result":0.29558649210187615,"terms":[],"text_pt":"Ordenam-se as pessoas pela renda e acumulam-se, com os pesos, a popula\u00e7\u00e3o (p) e a renda (L): a curva de Lorenz. A \u00e1rea sob ela \u00e9 a soma dos trap\u00e9zios entre pontos consecutivos.","unit":"\u00edndice"},{"formula":"G = 1 \u2212 2 \u00d7 A","result":0.4088270157962477,"terms":[],"text_pt":"O Gini \u00e9 um menos duas vezes a \u00e1rea sob a curva de Lorenz.","unit":"\u00edndice"}]},"key":"gini","label":"Gini coefficient of renda_pc (weighted by peso)","se":null,"unit":"index","value":0.4088270157962477}],"notes":"","reason":"","status":"ok","tables":{},"tool":"core.gini","version":"0.1.0","warnings":[]},"result_for_model_ref":"480313e53b6353453b0d09d3c62b34f5b276e111314526c5c8ba4ffd54ff7977","result_sha256":"c52fee4d9748baa96abfee50e192d93dda2bab4fb7cbe1203dbea5e78a168bed","run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":2,"synthetic":false,"task_id":"tool_selection.inequality.test.s1002","timestamp":"2026-10-15T17:13:51.460261Z","tool_id":"core.gini","turn_id":"call_3d203db5"}
{"attempt":1,"attempts":[],"call_id":"call_3dd614d9","epoch":1,"event":"model","finish_reason":"tool_use","latency_ms":0.0,"model_reported":"reference","model_requested":"reference","provider":"scripted","request":{"config":{},"contents_refs":[],"messages_refs":["1d9a715515c99aa0146b059d245be50e3b7acadca4cef225484c36d6cb270a76","55fd582e31e7d6e7b9b826b21da9a7c1dac7973653a35079ae97eb745b52e085","bba523e15e6339deab2f5cface74c7202e0941475755c303cea59222503808c6"],"system_stable_ref":"433a6877aa6a378bbd4b7e2752e484d8cb7499c562d68222be231f62ff2fa420","system_task_ref":"0f3528c59c2b5254b70577fff20100ff46fe6b7db4f8216f9c9d3aa0ded98897","tools_ref":"52ab03d8ec104abb85572294bf8a469d75c5de9e74d6042caabff8017adc572b"},"response":{"text":"","thoughts":null,"tool_calls":[{"args":{"answer":"Estimativa (core.gini): gini = 0,4088.","caveats":[],"figure_refs":["call_bc599b8f:gini"]},"llm_name":"submit_answer","tool_id":null,"vendor_id":"script_2"}]},"response_id":null,"run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":3,"task_id":"tool_selection.inequality.test.s1002","timestamp":"2026-10-15T17:13:51.472503Z","usage":{"cached":0,"input":0,"output":0,"thoughts":0},"vendor":false}
{"attempt":1,"call_id":"call_0e23eba2","epoch":1,"event":"guard","numbers_found":["0,4088"],"retries_left":1,"run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":4,"task_id":"tool_selection.inequality.test.s1002","timestamp":"2026-10-15T17:13:51.475154Z","turn_id":"call_3dd614d9","unbacked":[],"uncited":[],"verdict":"accepted"}
{"answer":"Estimativa (core.gini): gini = 0,4088.","answer_figure":null,"attempt":1,"caveats":[],"epoch":1,"event":"answer","figure_refs":["call_bc599b8f:gini"],"run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":5,"stopped":"answered","task_id":"tool_selection.inequality.test.s1002","timestamp":"2026-10-15T17:13:51.475310Z"}
{"attempt":1,"check":{"check_index":0,"detail":"1 successful call(s) of core.gini","expected":null,"failure_class":null,"kind":"tool_called","observed":1,"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_bc599b8f","weight":1.0},"epoch":1,"event":"score","run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":6,"task_id":"tool_selection.inequality.test.s1002","timestamp":"2026-10-15T17:13:51.475310Z"}
{"attempt":1,"check":{"check_index":1,"detail":"core.gini.weights = ['peso']","expected":"peso","failure_class":null,"kind":"arg_equals","observed":["peso"],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_bc599b8f","weight":1.0},"epoch":1,"event":"score","run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":7,"task_id":"tool_selection.inequality.test.s1002","timestamp":"2026-10-15T17:13:51.475310Z"}
{"attempt":1,"check":{"check_index":2,"detail":"0.4088270158 vs 0.4012119029896706","expected":0.4012119029896706,"failure_class":null,"kind":"figure_close","observed":0.4088270157962477,"passed":true,"required":true,"source_id":null,"tolerance":{"abs_tol":0.028777222439181727,"interval":null,"min_lre":null,"open_interval":false,"rel_tol":null,"rule":null},"trace_call_id":"call_bc599b8f","weight":1.0},"epoch":1,"event":"score","run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":8,"task_id":"tool_selection.inequality.test.s1002","timestamp":"2026-10-15T17:13:51.475310Z"}
{"attempt":1,"check":{"check_index":3,"detail":"every number backed","expected":null,"failure_class":null,"kind":"answer_backed","observed":[],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":null,"weight":1.0},"epoch":1,"event":"score","run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":9,"task_id":"tool_selection.inequality.test.s1002","timestamp":"2026-10-15T17:13:51.475310Z"}
{"attempt":1,"check":{"check_index":4,"detail":"answer_cites(core.gini): ok","expected":[{"abs_tol":null,"bind":"any","column":null,"failure_class":null,"field":"value","interval":false,"key":null,"kind":"answer_cites","min_lre":null,"note":"","open_interval":false,"rel_tol":null,"required":true,"source_id":null,"table":null,"tool":"core.gini","value":null,"weight":1.0,"where":null}],"failure_class":null,"kind":"any_of","observed":["call_bc599b8f:gini"],"passed":true,"required":false,"source_id":null,"tolerance":null,"trace_call_id":"call_bc599b8f","weight":1.0},"epoch":1,"event":"score","run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":10,"task_id":"tool_selection.inequality.test.s1002","timestamp":"2026-10-15T17:13:51.475310Z"}
