1{"type":"atis-latch","atis":"","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d"}2{"type":"queue-operation","operation":"enqueue","timestamp":"2026-10-30T04:43:27.814Z","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","content":"Begin"}3{"type":"queue-operation","operation":"dequeue","timestamp":"2026-10-30T04:43:27.820Z","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d"}4{"parentUuid":null,"isSidechain":false,"promptId":"6d9633a6-419b-4786-8d68-b31e015f4286","type":"user","message":{"role":"user","content":"Begin"},"uuid":"cdce84de-6f89-44cc-b7c0-64c7cd6324bd","timestamp":"2026-10-30T04:43:27.825Z","permissionMode":"default","promptSource":"sdk","turnOrigin":"sdk","turnPosition":{"promptIndex":0,"turnIndex":1},"userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}5{"type":"api-request-shape","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","shapeHash":"eeb19a4c232b3a4a5700999f6d7939186b1a0f6934547979b35794975d4faf55","timestamp":"2026-10-30T04:43:27.839Z","version":"2.1.314","shape":{"system":[{"type":"text","text":"You are Claude Code, Anthropic's official CLI for Claude, running within the Claude Agent SDK."},{"type":"text","text":"CWD: /Users/simon-pierreboucher/wp29/runs/RC0150\nDate: 2026-10-30\n\nYou are a research assistant executing one bounded scientific task inside the current working directory, which is your workspace.\n\nEnvironment facts (identical for every task):\n- The task statement is the file `TASK.md` in the workspace. It is the complete and only authoritative description of what is required: the scientific question, the inputs under `data/`, the required output files and their exact keys, and the information-availability rules.\n- There is no network access. Use the Python interpreter `~/wp29/venv/bin/python` (numpy, pandas, scipy, statsmodels, matplotlib are installed). Standard shell tools are available. Do not try to install packages.\n- Write every deliverable under `./out/`. The required deliverables are listed in `TASK.md`; at minimum they always include `out/results.json`, `out/report.md`, and a replication entry point `out/analysis.py` that regenerates `out/results.json` from `data/` when run with `~/wp29/venv/bin/python out/analysis.py` from the workspace root.\n- You are working alone and unattended; nobody will answer questions. Make reasonable, documented decisions.\n\nIntegrity rules (identical for every task):\n- Never fabricate numbers, data, results, or references. Every number in `out/results.json` and `out/report.md` must be produced by code you ran on the provided inputs.\n- Respect the information-availability rules in `TASK.md` exactly (for example, never use information that would not have been available at the stated decision time).\n- If part of the task cannot be completed as specified, say so explicitly in `out/report.md`, explain why, and still write every required file (use `null` for values you could not legitimately produce). An honest statement of a limitation is always preferred to a fabricated or guessed value.\n- Do not modify anything under `data/`.\n- When you are done, end with a brief plain-text summary of what you produced and any limitations.\n\nComplete the task described in `TASK.md` by following this research protocol. The protocol adds no scientific information to the task; it organizes how you work and what evidence you leave behind.\n\nPHASES (execute in order; a phase is eligible only when its dependencies are satisfied):\n\nP0 Scope and contract (depends on: nothing)\n- Read `TASK.md` completely. In `out/state/contract.md`, restate in your own words: the scientific question; the quantity or quantities to be estimated (the estimands) and the assumptions under which they are meaningful; every required output file and key; the information-availability rules; what would make the task impossible or the result invalid.\n- Write the initial phase ledger `out/state/phases.json`: a JSON object mapping each phase id (P0 … P5) to {\"status\": \"pending\"|\"running\"|\"passed\"|\"failed\"|\"blocked\"|\"stale\"|\"skipped_optional\", \"checks\": [], \"notes\": \"\"}. Keep it current as you work. A phase may only be set to \"passed\" when the checks listed for it in this protocol have actually been executed and their outcome recorded in \"checks\".\n\nP1 Data audit and provenance (depends on: P0)\n- Inspect every input file: compute and record its SHA-256, row and column counts, schema, units, date ranges, missing values, duplicates and anomalies in `out/state/data_audit.md`.\n- Keep an exclusion ledger in `out/exclusions.csv` (columns: step, rule, n_before, n_after, n_removed, rationale) for every filtering step you apply, so that n_raw − total removed = n_analysed.\n- Identify any input that violates the information-availability rules and decide, in writing, how you will handle it.\n\nP2 Baseline (depends on: P1)\n- Before any elaborate method, compute the simplest valid baseline that answers the question (for example a naïve or unconditional estimate), with the same evaluation rule used later. Record it in `out/results.json` under the keys the task requires, or under `baseline_*` keys when the task does not name them.\n\nP3 Method and computation (depends on: P2)\n- Implement the analysis in `out/analysis.py` so that it reads only `data/`, writes `out/results.json` deterministically (fix every random seed you use and record it), and prints nothing that contradicts the written results. Any figure or table must be generated by this script.\n\nP4 Verification (depends on: P3)\n- Re-run `out/analysis.py` from a clean state and confirm it regenerates `out/results.json` with identical values. Record the check in `out/state/phases.json` under P4.\n- Check internal consistency: identities that must hold (for example counts that must add up, standard errors that must be positive, confidence intervals that must contain their estimates, date orderings that must respect the information rules), units, and magnitudes against the baseline. Record every check and its outcome in `out/state/checks.md`. A failed check must be fixed or honestly reported, never silently ignored.\n\nP5 Reporting (depends on: P4)\n- Write `out/report.md` with the sections: Question; Data and exclusions; Method; Results; Uncertainty; Limitations and open issues. Every quantitative statement must cite the key of `out/results.json` it comes from.\n- Write `out/claims.json`: a list of the central claims of your report, each as {\"id\": \"C1\", \"text\": \"...\", \"results_keys\": [\"...\"], \"status\": \"supported\"|\"unsupported\"|\"not_evaluated\", \"caveat\": \"...\"}. Do not state a claim in the report that is not in this ledger.\n- Set the final statuses in `out/state/phases.json`.\n\nSTOPPING RULES\n- Stop and declare the task complete only when every phase P0–P5 is \"passed\" with recorded checks. If a phase is \"blocked\" (missing information, impossible requirement, violated availability rule), stop, set the status, explain in `out/report.md` (section Limitations and open issues) and still write every required file with `null` for values you could not legitimately produce.\n- Do not spend effort on extensions that the task does not require.\n\nRECOVERY RULES\n- Append a short dated entry to `out/state/log.md` after each phase transition and after any important decision, so that work can be resumed by reading `out/state/`.\n- If you discover that an upstream input or decision changed after a downstream phase passed, mark the downstream phases \"stale\" and redo them; do not reuse stale results.\n- If you are interrupted and later resumed, first read `out/state/` and continue from the last consistent state; never re-run expensive steps that already have recorded, unchanged outputs.\n\nEXECUTABLE GATES (additional, mandatory)\n- A read-only gate program is provided at `~/wp29/gates/pgar_gate.py`. Run it from the workspace root as `~/wp29/venv/bin/python ~/wp29/gates/pgar_gate.py .` It checks the output contract of `TASK.md` (required files, keys, types, finite values, report sections, the claims ledger, the phase ledger, the exclusion ledger) and reproducibility (it re-runs `out/analysis.py` in a temporary copy and compares the regenerated `out/results.json` with yours). It never checks scientific correctness and it contains no reference answers.\n- You must run the gate at the end of P4 and again at the end of P5, and record each run's receipt (the gate writes `out/state/gate_receipts/<timestamp>.json`) in `out/state/phases.json`. You may not declare the task complete while the latest gate receipt reports `\"passed\": false`. Fix the reported problems and re-run the gate.\n- The controller will run the same gate after your session ends. If it fails, you will be resumed with the gate output and asked to fix the problems; each such cycle consumes your remaining budget.\n"}],"tools":[{"name":"Bash","description":"execute shell commands","input_schema":{"$schema":"https://json-schema.org/draft/2020-12/schema","type":"object","properties":{"command":{"description":"The command to execute","type":"string"},"timeout":{"description":"Optional timeout in milliseconds (max 600000 for a foreground command)","type":"number"},"description":{"description":"Clear, concise description of what this command does in active voice. Never use words like \"complex\" or \"risk\" in the description - just describe what it does.\n\nSay what the command does in plain words: do not echo the command's text, its flags, or file paths - the user reads this description, often without seeing the command.\n\nFor simple commands (git, npm, standard CLI tools), keep it brief (5-10 words):\n- ls → \"List files in current directory\"\n- git status → \"Show working tree status\"\n- npm install → \"Install package dependencies\"\n\nFor commands that are harder to parse at a glance (piped commands, obscure flags, etc.), add enough context to clarify what it does:\n- find . -name \"*.tmp\" -exec rm {} \\; → \"Find and delete all .tmp files recursively\"\n- git reset --hard origin/main → \"Discard all local changes and match remote main\"\n- curl -s url | jq '.data[]' → \"Fetch JSON from URL and extract data array elements\"","type":"string"},"dangerouslyDisableSandbox":{"description":"Set this to true to dangerously override sandbox mode and run commands without sandboxing.","type":"boolean"}},"required":["command"],"additionalProperties":false}},{"name":"Edit","description":"modify file contents in place","input_schema":{"$schema":"https://json-schema.org/draft/2020-12/schema","type":"object","properties":{"file_path":{"description":"The absolute path to the file to modify","type":"string"},"old_string":{"description":"The text to replace","type":"string"},"new_string":{"description":"The text to replace it with (must be different from old_string)","type":"string"},"replace_all":{"description":"Replace all occurrences of old_string (default false)","default":false,"type":"boolean"}},"required":["file_path","old_string","new_string"],"additionalProperties":false}},{"name":"Read","description":"read files, images, PDFs, notebooks","input_schema":{"$schema":"https://json-schema.org/draft/2020-12/schema","type":"object","properties":{"file_path":{"description":"The absolute path to the file to read","type":"string"},"offset":{"description":"The line number to start reading from. Only provide if the file is too large to read at once","type":"integer","minimum":0,"maximum":9007199254740991},"limit":{"description":"The number of lines to read. Only provide if the file is too large to read at once.","type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},"pages":{"description":"Page range for PDF files (e.g., \"1-5\", \"3\", \"10-20\"). Only applicable to PDF files. Maximum 20 pages per request.","type":"string"},"allow_large":{"description":"Set to true to read a text file, or a line range of one, that is over the usual size limits, up to what still fits in your context. Only use this when you genuinely need all of it or the user asked for the whole file; otherwise read it in parts with offset and limit, or search it.","type":"boolean"}},"required":["file_path"],"additionalProperties":false}}]}}6{"type":"api-request-blob","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","hash":"d43ab0e0b8ec9db790a6459cb2f4bc4ffce02825ca05063162023be60912ced9","message":{"role":"system","content":[],"output_config":{"effort":"medium"}}}7{"type":"api-request","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","id":"4c418ac2-bd9a-412f-abef-4bacf2a830da","timestamp":"2026-10-30T04:43:27.839Z","version":"2.1.314","querySource":"sdk","shapeHash":"eeb19a4c232b3a4a5700999f6d7939186b1a0f6934547979b35794975d4faf55","params":{"model":"claude-opus-5-5","betas":["claude-code-20250219","interleaved-thinking-2025-05-14","context-management-2025-06-27","prompt-caching-scope-2026-01-05","per-turn-control-2026-07-01","thinking-token-count-2026-05-13","mid-conversation-system-clear-at-2026-08-21","effort-2025-11-24","thinking-binding-controls-2026-08-01","thinking-display-updates-2026-08-18","cache-diagnosis-2026-04-07"],"max_tokens":128000,"thinking":{"type":"adaptive","display":"updates"},"context_management":{"edits":[{"type":"clear_thinking_20251015","keep":"all"}]},"output_config":{"effort":"medium"}},"keep":0,"tail":["252097215a6af3e04abe3f3c5a1cce73f5f388825c554cef2907d381aaf4102e","d43ab0e0b8ec9db790a6459cb2f4bc4ffce02825ca05063162023be60912ced9"],"cacheControl":[{"path":["system",0],"value":{"type":"ephemeral"}},{"path":["system",1],"value":{"type":"ephemeral"}},{"path":["messages",0,"content",0],"value":{"type":"ephemeral"}}],"requestDigest":"66991fa48b9a0c95e6ec00cebe0a7c32cbb9fa3bcd79c89ada1c2498a7359420"}8{"parentUuid":"cdce84de-6f89-44cc-b7c0-64c7cd6324bd","isSidechain":false,"attachment":{"type":"session_context","context":{}},"type":"attachment","uuid":"65aa755f-5736-4221-ae52-e3e9bd788890","timestamp":"2026-10-30T04:43:27.831Z","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}9{"parentUuid":"65aa755f-5736-4221-ae52-e3e9bd788890","isSidechain":false,"attachment":{"type":"date","date":"2026-10-30"},"type":"attachment","uuid":"dcb9f3b4-b552-4496-871d-c47e737e6b7c","timestamp":"2026-10-30T04:43:27.831Z","rendered":[{"content":"<system-reminder>\nToday's date is 2026-10-30.\n</system-reminder>"}],"renderedRole":"system","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}10{"parentUuid":"dcb9f3b4-b552-4496-871d-c47e737e6b7c","isSidechain":false,"attachment":{"type":"remote_session_change","url":null,"commit":"Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>","pr":"🤖 Generated with [Claude Code](https://claude.com/claude-code)","sendUserFileHint":false,"managedCommit":false,"managedPr":false},"type":"attachment","uuid":"d21622e5-6d15-48c6-ab1b-e210b0c0bd66","timestamp":"2026-10-30T04:43:27.832Z","rendered":[{"content":"<system-reminder>\nAttribution for git commits and pull requests you create from here on (this replaces Claude Code's own earlier attribution guidance, such as a previous copy of this reminder; the user's own instructions about these lines, such as a CLAUDE.md or memory rule, take precedence over this reminder, but do not add attribution lines this reminder leaves out):\n- End git commit messages with:\nCo-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>\n- End pull request descriptions with:\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n</system-reminder>"}],"renderedRole":"user","renderedBesideToolResult":true,"userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}11{"type":"tools-used","tools":["Bash"],"sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d"}12{"parentUuid":"d21622e5-6d15-48c6-ab1b-e210b0c0bd66","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXoxTXXt2zetwEGVqCSw","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":4,"cache_creation_input_tokens":2603,"cache_read_input_tokens":1504,"output_tokens":117,"output_tokens_details":{"thinking_tokens":15},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":2603},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"thinkingDurationMs":484,"thinkingDisplay":"updates","apiBlockIndex":0,"requestId":"req_011CgXoxTCwbNbuaZDC8hBfn","requestRef":"4c418ac2-bd9a-412f-abef-4bacf2a830da","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"46679e4b-930f-4c1c-9c10-ff928e155a03","timestamp":"2026-10-30T04:43:29.326Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}13{"parentUuid":"46679e4b-930f-4c1c-9c10-ff928e155a03","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXoxTXXt2zetwEGVqCSw","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_014DipVHbZ4KKFqDr6NS5eEW","name":"Bash","input":{"command":"cat TASK.md; ls -la; ls -la data out 2>/dev/null","description":"Read task and list workspace"},"caller":{"type":"direct"}}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":4,"cache_creation_input_tokens":2603,"cache_read_input_tokens":1504,"output_tokens":117,"output_tokens_details":{"thinking_tokens":15},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":2603},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"apiBlockIndex":1,"requestId":"req_011CgXoxTCwbNbuaZDC8hBfn","requestRef":"4c418ac2-bd9a-412f-abef-4bacf2a830da","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"a9a24257-5b4a-4c1e-ae36-f07b8898beda","timestamp":"2026-10-30T04:43:29.815Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}14{"parentUuid":"a9a24257-5b4a-4c1e-ae36-f07b8898beda","isSidechain":false,"promptId":"6d9633a6-419b-4786-8d68-b31e015f4286","type":"user","message":{"role":"user","content":[{"type":"tool_result","content":"Exit code 1\n# F1-conf-02 — Balanced-panel mean life expectancy, 2000–2022\n\n## Scientific question\nMeasure the change in life expectancy at birth between 2000 and 2022 across a fixed set of countries. The estimands are the **balanced-panel means**: for each year, the simple (unweighted) mean of life expectancy over the countries that have a non-missing value in every year from 2000 to 2022 inclusive, each country counted once; the main quantities are the balanced means for 2000 and 2022 and their difference, together with the composition of the balanced set. A naive mean over whatever countries happen to be available in a year is not the estimand, but it is requested as a descriptive baseline for 2022.\n\n## Inputs\n- `data/life_expectancy_panel.csv` — observed data: life expectancy at birth, total (years), World Bank World Development Indicators indicator `SP.DYN.LE00.IN`, 20 countries, years 2000–2022. Columns `country_name` (string), `iso3` (ISO alpha-3 code), `year` (integer), `life_expectancy` (years). Source URL, retrieval date, license and SHA-256 are in `data/README.md`. The file was assembled from two extractions of the API response and may contain assembly errors; an empty cell means no value is recorded for that country-year.\n\n## Information-availability rules\n- Use only `data/life_expectancy_panel.csv`. Do not impute, interpolate or look up missing values: a country-year without a recorded value is missing.\n- A country is identified by its `iso3` code; each country contributes at most one observation per year.\n\n## Required outputs\n- `out/results.json` with the keys:\n\n| key | type | unit | meaning |\n|---|---|---|---|\n| `task_id` | string | — | \"F1-conf-02\" |\n| `n_countries_total` | integer | countries | distinct countries (iso3) present in the file |\n| `n_countries_balanced` | integer | countries | countries with a recorded value in every year 2000–2022 |\n| `n_countries_incomplete` | integer | countries | distinct countries not in the balanced set |\n| `balanced_countries` | array of strings | — | iso3 codes of the balanced set, sorted |\n| `n_analysed` | integer | country-years | rows of the balanced analytic dataset (countries × years) |\n| `mean_2000_balanced` | number | years | balanced-panel mean life expectancy in 2000 |\n| `mean_2022_balanced` | number | years | balanced-panel mean life expectancy in 2022 |\n| `change_2000_2022_balanced` | number | years | `mean_2022_balanced − mean_2000_balanced` |\n| `mean_2022_all_available` | number | years | baseline: mean over all distinct countries with a recorded 2022 value, each counted once |\n| `feasibility` | string | — | \"complete\", \"partial\" or \"infeasible\" |\n| `feasibility_reason` | string or null | — | explanation if not complete |\n| `data_issues` | array of {\"issue\",\"handling\"} | — | every data problem detected and how it was handled (empty list if none) |\n| `n_input_rows` | object | rows | {\"life_expectancy_panel.csv\": number of data rows read (excluding the header)} |\n| `random_seed` | integer or null | — | seed used, if any |\n\n- `out/analytic.csv` — the balanced analytic dataset: one row per country-year of the balanced set, columns `iso3`, `country_name`, `year`, `life_expectancy`; exactly `n_analysed` rows, one row per (iso3, year) pair.\n- `out/exclusions.csv` — the exclusion ledger with columns `step`, `rule`, `n_before`, `n_after`, `n_removed`, `rationale`; one row per step from the number of rows read to `n_analysed` (`n_before − n_removed = n_after` on every row; each step's `n_before` equals the previous step's `n_after`).\n- `out/report.md` with the sections: Question; Data and exclusions; Method; Results; Uncertainty; Limitations and open issues.\n- `out/analysis.py` — running `~/wp29/venv/bin/python out/analysis.py` from the workspace root must regenerate `out/results.json`, `out/analytic.csv` and `out/exclusions.csv` from `data/` only, deterministically.\n- `out/claims.json` — a list of the central claims of the report: [{\"id\": \"C1\", \"text\": \"...\", \"results_keys\": [\"...\"], \"status\": \"supported\"|\"unsupported\"|\"not_evaluated\", \"caveat\": \"...\"}].\n\n## Constraints\n- No network access. Python: `~/wp29/venv/bin/python` (numpy, pandas, scipy, statsmodels available). Do not modify `data/`.\n- This task is designed to be completed in well under 15 minutes of work.\ntotal 32\ndrwxr-xr-x 6 simon-pierreboucher staff 192 oct. 29 23:41 .\ndrwxr-xr-x 93 simon-pierreboucher staff 2976 oct. 30 00:43 ..\n-rw-r--r-- 1 simon-pierreboucher staff 525 oct. 29 23:41 bundle.json\ndrwxr-xr-x 4 simon-pierreboucher staff 128 oct. 29 23:35 data\n-rw-r--r-- 1 simon-pierreboucher staff 1509 oct. 29 23:35 gate_spec.json\n-rw-r--r-- 1 simon-pierreboucher staff 4324 oct. 29 23:41 TASK.md\ndata:\ntotal 32\ndrwxr-xr-x 4 simon-pierreboucher staff 128 oct. 29 23:35 .\ndrwxr-xr-x 6 simon-pierreboucher staff 192 oct. 29 23:41 ..\n-rw-r--r-- 1 simon-pierreboucher staff 11030 oct. 29 23:33 life_expectancy_panel.csv\n-rw-r--r-- 1 simon-pierreboucher staff 1416 oct. 29 23:35 README.md","is_error":true,"tool_use_id":"toolu_014DipVHbZ4KKFqDr6NS5eEW"}]},"uuid":"1326fe15-4193-419d-9cb9-8fd7d4709ac3","timestamp":"2026-10-30T04:43:29.895Z","toolUseResult":"Error: Exit code 1\n# F1-conf-02 — Balanced-panel mean life expectancy, 2000–2022\n\n## Scientific question\nMeasure the change in life expectancy at birth between 2000 and 2022 across a fixed set of countries. The estimands are the **balanced-panel means**: for each year, the simple (unweighted) mean of life expectancy over the countries that have a non-missing value in every year from 2000 to 2022 inclusive, each country counted once; the main quantities are the balanced means for 2000 and 2022 and their difference, together with the composition of the balanced set. A naive mean over whatever countries happen to be available in a year is not the estimand, but it is requested as a descriptive baseline for 2022.\n\n## Inputs\n- `data/life_expectancy_panel.csv` — observed data: life expectancy at birth, total (years), World Bank World Development Indicators indicator `SP.DYN.LE00.IN`, 20 countries, years 2000–2022. Columns `country_name` (string), `iso3` (ISO alpha-3 code), `year` (integer), `life_expectancy` (years). Source URL, retrieval date, license and SHA-256 are in `data/README.md`. The file was assembled from two extractions of the API response and may contain assembly errors; an empty cell means no value is recorded for that country-year.\n\n## Information-availability rules\n- Use only `data/life_expectancy_panel.csv`. Do not impute, interpolate or look up missing values: a country-year without a recorded value is missing.\n- A country is identified by its `iso3` code; each country contributes at most one observation per year.\n\n## Required outputs\n- `out/results.json` with the keys:\n\n| key | type | unit | meaning |\n|---|---|---|---|\n| `task_id` | string | — | \"F1-conf-02\" |\n| `n_countries_total` | integer | countries | distinct countries (iso3) present in the file |\n| `n_countries_balanced` | integer | countries | countries with a recorded value in every year 2000–2022 |\n| `n_countries_incomplete` | integer | countries | distinct countries not in the balanced set |\n| `balanced_countries` | array of strings | — | iso3 codes of the balanced set, sorted |\n| `n_analysed` | integer | country-years | rows of the balanced analytic dataset (countries × years) |\n| `mean_2000_balanced` | number | years | balanced-panel mean life expectancy in 2000 |\n| `mean_2022_balanced` | number | years | balanced-panel mean life expectancy in 2022 |\n| `change_2000_2022_balanced` | number | years | `mean_2022_balanced − mean_2000_balanced` |\n| `mean_2022_all_available` | number | years | baseline: mean over all distinct countries with a recorded 2022 value, each counted once |\n| `feasibility` | string | — | \"complete\", \"partial\" or \"infeasible\" |\n| `feasibility_reason` | string or null | — | explanation if not complete |\n| `data_issues` | array of {\"issue\",\"handling\"} | — | every data problem detected and how it was handled (empty list if none) |\n| `n_input_rows` | object | rows | {\"life_expectancy_panel.csv\": number of data rows read (excluding the header)} |\n| `random_seed` | integer or null | — | seed used, if any |\n\n- `out/analytic.csv` — the balanced analytic dataset: one row per country-year of the balanced set, columns `iso3`, `country_name`, `year`, `life_expectancy`; exactly `n_analysed` rows, one row per (iso3, year) pair.\n- `out/exclusions.csv` — the exclusion ledger with columns `step`, `rule`, `n_before`, `n_after`, `n_removed`, `rationale`; one row per step from the number of rows read to `n_analysed` (`n_before − n_removed = n_after` on every row; each step's `n_before` equals the previous step's `n_after`).\n- `out/report.md` with the sections: Question; Data and exclusions; Method; Results; Uncertainty; Limitations and open issues.\n- `out/analysis.py` — running `~/wp29/venv/bin/python out/analysis.py` from the workspace root must regenerate `out/results.json`, `out/analytic.csv` and `out/exclusions.csv` from `data/` only, deterministically.\n- `out/claims.json` — a list of the central claims of the report: [{\"id\": \"C1\", \"text\": \"...\", \"results_keys\": [\"...\"], \"status\": \"supported\"|\"unsupported\"|\"not_evaluated\", \"caveat\": \"...\"}].\n\n## Constraints\n- No network access. Python: `~/wp29/venv/bin/python` (numpy, pandas, scipy, statsmodels available). Do not modify `data/`.\n- This task is designed to be completed in well under 15 minutes of work.\ntotal 32\ndrwxr-xr-x 6 simon-pierreboucher staff 192 oct. 29 23:41 .\ndrwxr-xr-x 93 simon-pierreboucher staff 2976 oct. 30 00:43 ..\n-rw-r--r-- 1 simon-pierreboucher staff 525 oct. 29 23:41 bundle.json\ndrwxr-xr-x 4 simon-pierreboucher staff 128 oct. 29 23:35 data\n-rw-r--r-- 1 simon-pierreboucher staff 1509 oct. 29 23:35 gate_spec.json\n-rw-r--r-- 1 simon-pierreboucher staff 4324 oct. 29 23:41 TASK.md\ndata:\ntotal 32\ndrwxr-xr-x 4 simon-pierreboucher staff 128 oct. 29 23:35 .\ndrwxr-xr-x 6 simon-pierreboucher staff 192 oct. 29 23:41 ..\n-rw-r--r-- 1 simon-pierreboucher staff 11030 oct. 29 23:33 life_expectancy_panel.csv\n-rw-r--r-- 1 simon-pierreboucher staff 1416 oct. 29 23:35 README.md","sandboxed":false,"sourceToolAssistantUUID":"a9a24257-5b4a-4c1e-ae36-f07b8898beda","permissionDecision":{"decision":"accept","source":"config","reasonType":"rule","ruleSource":"cliArg"},"userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}15{"type":"api-request-blob","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","hash":"65867de682b8b19de1da53625603ecf343a6ad8d215aec6640f9dd33b593c502","message":{"role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"},{"type":"tool_use","id":"toolu_014DipVHbZ4KKFqDr6NS5eEW","name":"Bash","input":{"command":"cat TASK.md; ls -la; ls -la data out 2>/dev/null","description":"Read task and list workspace"}}]}}16{"type":"api-request","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","id":"ee93205d-ca51-4b7c-892f-d3076edac1d8","timestamp":"2026-10-30T04:43:29.900Z","version":"2.1.314","querySource":"sdk","shapeHash":"eeb19a4c232b3a4a5700999f6d7939186b1a0f6934547979b35794975d4faf55","params":{"model":"claude-opus-5-5","betas":["claude-code-20250219","interleaved-thinking-2025-05-14","context-management-2025-06-27","prompt-caching-scope-2026-01-05","per-turn-control-2026-07-01","thinking-token-count-2026-05-13","mid-conversation-system-clear-at-2026-08-21","effort-2025-11-24","thinking-binding-controls-2026-08-01","thinking-display-updates-2026-08-18","cache-diagnosis-2026-04-07"],"max_tokens":128000,"thinking":{"type":"adaptive","display":"updates"},"context_management":{"edits":[{"type":"clear_thinking_20251015","keep":"all"}]},"output_config":{"effort":"medium"}},"base":"4c418ac2-bd9a-412f-abef-4bacf2a830da","keep":2,"tail":["65867de682b8b19de1da53625603ecf343a6ad8d215aec6640f9dd33b593c502","4c32919062b4ecf758071e80dd4b5d65c233eea1b6a7feb2a2ed488ab944797c"],"cacheControl":[{"path":["system",0],"value":{"type":"ephemeral"}},{"path":["system",1],"value":{"type":"ephemeral"}},{"path":["messages",3,"content",0],"value":{"type":"ephemeral"}}],"requestDigest":"91ec127a55bfc908df47030cb68524ecbec4841a283bc87e40548ca487341b63"}17{"type":"last-prompt","lastPrompt":"Begin","leafUuid":"1326fe15-4193-419d-9cb9-8fd7d4709ac3","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d"}18{"type":"atis-latch","atis":"","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d"}19{"parentUuid":"1326fe15-4193-419d-9cb9-8fd7d4709ac3","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXoxaCNuXzeAXhjxodY1","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01UkJ9L6rkXtLURFPuYvJWkz","name":"Bash","input":{"command":"cat data/README.md; cat gate_spec.json bundle.json; shasum -a 256 data/*; head -5 data/life_expectancy_panel.csv; wc -l data/life_expectancy_panel.csv","description":"Inspect README, specs, data head"},"caller":{"type":"direct"}}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2169,"cache_read_input_tokens":4107,"output_tokens":520,"output_tokens_details":{"thinking_tokens":0},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":2169},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"apiBlockIndex":0,"requestId":"req_011CgXoxZtWjPBL7KSkE54x6","requestRef":"ee93205d-ca51-4b7c-892f-d3076edac1d8","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"d4b4a5b7-09a5-4cdd-b591-ce0a27a0e39b","timestamp":"2026-10-30T04:43:31.666Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}20{"parentUuid":"d4b4a5b7-09a5-4cdd-b591-ce0a27a0e39b","isSidechain":false,"promptId":"6d9633a6-419b-4786-8d68-b31e015f4286","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01UkJ9L6rkXtLURFPuYvJWkz","type":"tool_result","content":"# Data provenance — F1-conf-02\n\n`life_expectancy_panel.csv` — observed data (not simulated): **Life expectancy at birth, total (years)**, indicator `SP.DYN.LE00.IN`, World Development Indicators (World Bank, source id 2, release last updated 2026-10-08), for 20 countries (Australia, Austria, Bangladesh, Belgium, Canada, Ethiopia, France, Germany, India, Italy, Japan, Korea Rep., Netherlands, Nigeria, Spain, Sweden, Switzerland, Türkiye, United Kingdom, United States), years 2000–2022.\n\n- Source URL (JSON API): `https://api.worldbank.org/v2/country/CAN;USA;GBR;FRA;DEU;ITA;ESP;JPN;KOR;AUS;SWE;NLD;CHE;BEL;AUT;TUR;IND;NGA;ETH;BGD/indicator/SP.DYN.LE00.IN?format=json&per_page=2000&date=2000:2022`\n- Retrieved: 2026-10-30T03:25Z. SHA-256 of the raw API response: `ead88ee94d5b6cc6f8a055c9f2ec79f232c37faf8baca0ea122dbfc0550ff27e`\n- License: World Bank open data, Creative Commons Attribution 4.0 (CC BY-4.0).\n- Columns: `country_name` (string), `iso3` (ISO-3166 alpha-3 code as returned by the API), `year` (integer), `life_expectancy` (years, 3 decimals). Values were rounded to 3 decimals; nothing else was changed in the values.\n- The panel was assembled by the task author from two extractions of the API response (one earlier, narrower extraction and one later, wider one) and may contain assembly errors. An empty `life_expectancy` cell means no value was recorded for that country-year in the file.\n{\n \"task_id\": \"F1-conf-02\",\n \"required_files\": [\"out/results.json\", \"out/report.md\", \"out/analysis.py\", \"out/claims.json\", \"out/analytic.csv\", \"out/exclusions.csv\"],\n \"results_keys\": {\n \"task_id\": {\"type\": \"string\", \"nullable\": false},\n \"n_countries_total\": {\"type\": \"integer\", \"nullable\": false},\n \"n_countries_balanced\": {\"type\": \"integer\", \"nullable\": false},\n \"n_countries_incomplete\": {\"type\": \"integer\", \"nullable\": false},\n \"balanced_countries\": {\"type\": \"array\", \"nullable\": false},\n \"n_analysed\": {\"type\": \"integer\", \"nullable\": false},\n \"mean_2000_balanced\": {\"type\": \"number\", \"nullable\": false},\n \"mean_2022_balanced\": {\"type\": \"number\", \"nullable\": false},\n \"change_2000_2022_balanced\": {\"type\": \"number\", \"nullable\": false},\n \"mean_2022_all_available\": {\"type\": \"number\", \"nullable\": false},\n \"feasibility\": {\"type\": \"string\", \"nullable\": false},\n \"feasibility_reason\": {\"type\": \"string\", \"nullable\": true},\n \"data_issues\": {\"type\": \"array\", \"nullable\": false},\n \"n_input_rows\": {\"type\": \"object\", \"nullable\": false},\n \"random_seed\": {\"type\": \"integer\", \"nullable\": true}\n },\n \"report_sections\": [\"Question\", \"Data and exclusions\", \"Method\", \"Results\", \"Uncertainty\", \"Limitations and open issues\"],\n \"family_checks\": [\"exclusion_ledger_sums\", \"claims_reference_existing_keys\", \"phase_ledger_consistent\"],\n \"ci_pairs\": [],\n \"positive_keys\": [],\n \"chronology_pairs\": [],\n \"analysis_timeout_s\": 300,\n \"reproducibility_tolerance_rel\": 1e-6\n}\n{\n \"task_id\": \"F1-conf-02\",\n \"family\": \"F1\",\n \"split\": \"conf\",\n \"version\": \"1.0\",\n \"created_utc\": \"2026-10-30T03:41:11.640136+00:00\",\n \"files\": {\n \"TASK.md\": \"979bd92bb25ae3dda2a47ef6fce427a1db4a9c3f848a86bf09c4f424fcfe6dcb\",\n \"data/README.md\": \"e9099d209a7642b2b2151161277222719045c3c1094e9490a5d02faa316353d0\",\n \"data/life_expectancy_panel.csv\": \"b3f2f774ed6797034acf62853286ca37fc02334ba3ce70e745e4f3d5c533c3ac\",\n \"gate_spec.json\": \"5e2280ad93e5a7edb7d300c499d0e2a12c442513edfe1f25b85c24c282bc01bc\"\n }\n}b3f2f774ed6797034acf62853286ca37fc02334ba3ce70e745e4f3d5c533c3ac data/life_expectancy_panel.csv\ne9099d209a7642b2b2151161277222719045c3c1094e9490a5d02faa316353d0 data/README.md\ncountry_name,iso3,year,life_expectancy\nAustralia,AUS,2000,79.234\nAustralia,AUS,2001,79.634\nAustralia,AUS,2002,79.937\nAustralia,AUS,2003,80.239\n 440 data/life_expectancy_panel.csv","is_error":false}]},"uuid":"aabac4a1-b9bf-481e-bf47-e2f7285fdf04","timestamp":"2026-10-30T04:43:31.710Z","toolUseResult":{"stdout":"# Data provenance — F1-conf-02\n\n`life_expectancy_panel.csv` — observed data (not simulated): **Life expectancy at birth, total (years)**, indicator `SP.DYN.LE00.IN`, World Development Indicators (World Bank, source id 2, release last updated 2026-10-08), for 20 countries (Australia, Austria, Bangladesh, Belgium, Canada, Ethiopia, France, Germany, India, Italy, Japan, Korea Rep., Netherlands, Nigeria, Spain, Sweden, Switzerland, Türkiye, United Kingdom, United States), years 2000–2022.\n\n- Source URL (JSON API): `https://api.worldbank.org/v2/country/CAN;USA;GBR;FRA;DEU;ITA;ESP;JPN;KOR;AUS;SWE;NLD;CHE;BEL;AUT;TUR;IND;NGA;ETH;BGD/indicator/SP.DYN.LE00.IN?format=json&per_page=2000&date=2000:2022`\n- Retrieved: 2026-10-30T03:25Z. SHA-256 of the raw API response: `ead88ee94d5b6cc6f8a055c9f2ec79f232c37faf8baca0ea122dbfc0550ff27e`\n- License: World Bank open data, Creative Commons Attribution 4.0 (CC BY-4.0).\n- Columns: `country_name` (string), `iso3` (ISO-3166 alpha-3 code as returned by the API), `year` (integer), `life_expectancy` (years, 3 decimals). Values were rounded to 3 decimals; nothing else was changed in the values.\n- The panel was assembled by the task author from two extractions of the API response (one earlier, narrower extraction and one later, wider one) and may contain assembly errors. An empty `life_expectancy` cell means no value was recorded for that country-year in the file.\n{\n \"task_id\": \"F1-conf-02\",\n \"required_files\": [\"out/results.json\", \"out/report.md\", \"out/analysis.py\", \"out/claims.json\", \"out/analytic.csv\", \"out/exclusions.csv\"],\n \"results_keys\": {\n \"task_id\": {\"type\": \"string\", \"nullable\": false},\n \"n_countries_total\": {\"type\": \"integer\", \"nullable\": false},\n \"n_countries_balanced\": {\"type\": \"integer\", \"nullable\": false},\n \"n_countries_incomplete\": {\"type\": \"integer\", \"nullable\": false},\n \"balanced_countries\": {\"type\": \"array\", \"nullable\": false},\n \"n_analysed\": {\"type\": \"integer\", \"nullable\": false},\n \"mean_2000_balanced\": {\"type\": \"number\", \"nullable\": false},\n \"mean_2022_balanced\": {\"type\": \"number\", \"nullable\": false},\n \"change_2000_2022_balanced\": {\"type\": \"number\", \"nullable\": false},\n \"mean_2022_all_available\": {\"type\": \"number\", \"nullable\": false},\n \"feasibility\": {\"type\": \"string\", \"nullable\": false},\n \"feasibility_reason\": {\"type\": \"string\", \"nullable\": true},\n \"data_issues\": {\"type\": \"array\", \"nullable\": false},\n \"n_input_rows\": {\"type\": \"object\", \"nullable\": false},\n \"random_seed\": {\"type\": \"integer\", \"nullable\": true}\n },\n \"report_sections\": [\"Question\", \"Data and exclusions\", \"Method\", \"Results\", \"Uncertainty\", \"Limitations and open issues\"],\n \"family_checks\": [\"exclusion_ledger_sums\", \"claims_reference_existing_keys\", \"phase_ledger_consistent\"],\n \"ci_pairs\": [],\n \"positive_keys\": [],\n \"chronology_pairs\": [],\n \"analysis_timeout_s\": 300,\n \"reproducibility_tolerance_rel\": 1e-6\n}\n{\n \"task_id\": \"F1-conf-02\",\n \"family\": \"F1\",\n \"split\": \"conf\",\n \"version\": \"1.0\",\n \"created_utc\": \"2026-10-30T03:41:11.640136+00:00\",\n \"files\": {\n \"TASK.md\": \"979bd92bb25ae3dda2a47ef6fce427a1db4a9c3f848a86bf09c4f424fcfe6dcb\",\n \"data/README.md\": \"e9099d209a7642b2b2151161277222719045c3c1094e9490a5d02faa316353d0\",\n \"data/life_expectancy_panel.csv\": \"b3f2f774ed6797034acf62853286ca37fc02334ba3ce70e745e4f3d5c533c3ac\",\n \"gate_spec.json\": \"5e2280ad93e5a7edb7d300c499d0e2a12c442513edfe1f25b85c24c282bc01bc\"\n }\n}b3f2f774ed6797034acf62853286ca37fc02334ba3ce70e745e4f3d5c533c3ac data/life_expectancy_panel.csv\ne9099d209a7642b2b2151161277222719045c3c1094e9490a5d02faa316353d0 data/README.md\ncountry_name,iso3,year,life_expectancy\nAustralia,AUS,2000,79.234\nAustralia,AUS,2001,79.634\nAustralia,AUS,2002,79.937\nAustralia,AUS,2003,80.239\n 440 data/life_expectancy_panel.csv","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sandboxed":false,"sourceToolAssistantUUID":"d4b4a5b7-09a5-4cdd-b591-ce0a27a0e39b","permissionDecision":{"decision":"accept","source":"config","reasonType":"rule","ruleSource":"cliArg"},"userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}21{"parentUuid":"aabac4a1-b9bf-481e-bf47-e2f7285fdf04","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXoxaCNuXzeAXhjxodY1","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_0175SQyVHJ8NM52aoWGHZyx2","name":"Bash","input":{"command":"cd data && ~/wp29/venv/bin/python -c \"\nimport pandas as pd\nd=pd.read_csv('life_expectancy_panel.csv',dtype={'iso3':str})\nprint(d.dtypes); print(d.describe(include='all'))\nprint(d.groupby(['iso3']).agg(n=('year','size'),names=('country_name',lambda s: sorted(set(s))),miss=('life_expectancy',lambda s:s.isna().sum()),ymin=('year','min'),ymax=('year','max')))\ndup=d[d.duplicated(['iso3','year'],keep=False)].sort_values(['iso3','year']); print(dup)\nprint(d[d.life_expectancy.isna()])\nprint(d[(d.life_expectancy<30)|(d.life_expectancy>90)])\nprint(d.iso3.str.len().value_counts(), d.iso3.unique())\n\"","description":"Audit data contents"},"caller":{"type":"direct"}}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2169,"cache_read_input_tokens":4107,"output_tokens":520,"output_tokens_details":{"thinking_tokens":0},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":2169},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"apiBlockIndex":1,"requestId":"req_011CgXoxZtWjPBL7KSkE54x6","requestRef":"ee93205d-ca51-4b7c-892f-d3076edac1d8","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"361a8f7d-7b82-4aee-b524-18292725924d","timestamp":"2026-10-30T04:43:34.349Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}22{"parentUuid":"361a8f7d-7b82-4aee-b524-18292725924d","isSidechain":false,"promptId":"6d9633a6-419b-4786-8d68-b31e015f4286","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_0175SQyVHJ8NM52aoWGHZyx2","type":"tool_result","content":"country_name object\niso3 object\nyear int64\nlife_expectancy float64\ndtype: object\n country_name iso3 year life_expectancy\ncount 439 439 439.000000 438.000000\nunique 21 20 NaN NaN\ntop Australia TUR NaN NaN\nfreq 23 46 NaN NaN\nmean NaN NaN 2011.601367 78.466521\nstd NaN NaN 6.598263 6.073816\nmin NaN NaN 2000.000000 51.490000\n25% NaN NaN 2006.000000 77.738000\n50% NaN NaN 2012.000000 80.517500\n75% NaN NaN 2017.000000 81.803500\nmax NaN NaN 2022.000000 84.560000\n n names miss ymin ymax\niso3 \nAUS 23 [Australia] 0 2000 2022\nAUT 23 [Austria] 0 2000 2022\nBEL 23 [Belgium] 0 2000 2022\nBGD 12 [Bangladesh] 0 2011 2022\nCAN 23 [Canada] 0 2000 2022\nCHE 23 [Switzerland] 1 2000 2022\nDEU 23 [Germany] 0 2000 2022\nESP 23 [Spain] 0 2000 2022\nETH 12 [Ethiopia] 0 2011 2022\nFRA 23 [France] 0 2000 2022\nGBR 23 [United Kingdom] 0 2000 2022\nIND 12 [India] 0 2011 2022\nITA 23 [Italy] 0 2000 2022\nJPN 23 [Japan] 0 2000 2022\nKOR 23 [Korea, Rep.] 0 2000 2022\nNGA 12 [Nigeria] 0 2011 2022\nNLD 23 [Netherlands] 0 2000 2022\nSWE 23 [Sweden] 0 2000 2022\nTUR 46 [Turkey, Turkiye] 0 2000 2022\nUSA 23 [United States] 0 2000 2022\n country_name iso3 year life_expectancy\n347 Turkey TUR 2000 71.931\n370 Turkiye TUR 2000 71.931\n348 Turkey TUR 2001 72.271\n371 Turkiye TUR 2001 72.271\n349 Turkey TUR 2002 72.605\n372 Turkiye TUR 2002 72.605\n350 Turkey TUR 2003 72.906\n373 Turkiye TUR 2003 72.906\n351 Turkey TUR 2004 73.223\n374 Turkiye TUR 2004 73.223\n352 Turkey TUR 2005 73.510\n375 Turkiye TUR 2005 73.510\n353 Turkey TUR 2006 73.804\n376 Turkiye TUR 2006 73.804\n354 Turkey TUR 2007 74.129\n377 Turkiye TUR 2007 74.129\n355 Turkey TUR 2008 74.380\n378 Turkiye TUR 2008 74.380\n356 Turkey TUR 2009 74.679\n379 Turkiye TUR 2009 74.679\n357 Turkey TUR 2010 74.964\n380 Turkiye TUR 2010 74.964\n358 Turkey TUR 2011 74.823\n381 Turkiye TUR 2011 74.823\n359 Turkey TUR 2012 75.552\n382 Turkiye TUR 2012 75.552\n360 Turkey TUR 2013 76.171\n383 Turkiye TUR 2013 76.171\n361 Turkey TUR 2014 76.452\n384 Turkiye TUR 2014 76.452\n362 Turkey TUR 2015 76.539\n385 Turkiye TUR 2015 76.539\n363 Turkey TUR 2016 76.595\n386 Turkiye TUR 2016 76.595\n364 Turkey TUR 2017 77.037\n387 Turkiye TUR 2017 77.037\n365 Turkey TUR 2018 77.454\n388 Turkiye TUR 2018 77.454\n366 Turkey TUR 2019 77.737\n389 Turkiye TUR 2019 77.737\n367 Turkey TUR 2020 76.525\n390 Turkiye TUR 2020 76.525\n368 Turkey TUR 2021 75.722\n391 Turkiye TUR 2021 75.722\n369 Turkey TUR 2022 77.591\n392 Turkiye TUR 2022 77.591\n country_name iso3 year life_expectancy\n331 Switzerland CHE 2007 NaN\nEmpty DataFrame\nColumns: [country_name, iso3, year, life_expectancy]\nIndex: []\niso3\n3 439\nName: count, dtype: int64 ['AUS' 'AUT' 'BGD' 'BEL' 'CAN' 'ETH' 'FRA' 'DEU' 'IND' 'ITA' 'JPN' 'KOR'\n 'NLD' 'NGA' 'ESP' 'SWE' 'CHE' 'TUR' 'GBR' 'USA']","is_error":false}]},"uuid":"721f1d81-6a12-4211-a15a-8cee06bb57b4","timestamp":"2026-10-30T04:43:34.642Z","toolUseResult":{"stdout":"country_name object\niso3 object\nyear int64\nlife_expectancy float64\ndtype: object\n country_name iso3 year life_expectancy\ncount 439 439 439.000000 438.000000\nunique 21 20 NaN NaN\ntop Australia TUR NaN NaN\nfreq 23 46 NaN NaN\nmean NaN NaN 2011.601367 78.466521\nstd NaN NaN 6.598263 6.073816\nmin NaN NaN 2000.000000 51.490000\n25% NaN NaN 2006.000000 77.738000\n50% NaN NaN 2012.000000 80.517500\n75% NaN NaN 2017.000000 81.803500\nmax NaN NaN 2022.000000 84.560000\n n names miss ymin ymax\niso3 \nAUS 23 [Australia] 0 2000 2022\nAUT 23 [Austria] 0 2000 2022\nBEL 23 [Belgium] 0 2000 2022\nBGD 12 [Bangladesh] 0 2011 2022\nCAN 23 [Canada] 0 2000 2022\nCHE 23 [Switzerland] 1 2000 2022\nDEU 23 [Germany] 0 2000 2022\nESP 23 [Spain] 0 2000 2022\nETH 12 [Ethiopia] 0 2011 2022\nFRA 23 [France] 0 2000 2022\nGBR 23 [United Kingdom] 0 2000 2022\nIND 12 [India] 0 2011 2022\nITA 23 [Italy] 0 2000 2022\nJPN 23 [Japan] 0 2000 2022\nKOR 23 [Korea, Rep.] 0 2000 2022\nNGA 12 [Nigeria] 0 2011 2022\nNLD 23 [Netherlands] 0 2000 2022\nSWE 23 [Sweden] 0 2000 2022\nTUR 46 [Turkey, Turkiye] 0 2000 2022\nUSA 23 [United States] 0 2000 2022\n country_name iso3 year life_expectancy\n347 Turkey TUR 2000 71.931\n370 Turkiye TUR 2000 71.931\n348 Turkey TUR 2001 72.271\n371 Turkiye TUR 2001 72.271\n349 Turkey TUR 2002 72.605\n372 Turkiye TUR 2002 72.605\n350 Turkey TUR 2003 72.906\n373 Turkiye TUR 2003 72.906\n351 Turkey TUR 2004 73.223\n374 Turkiye TUR 2004 73.223\n352 Turkey TUR 2005 73.510\n375 Turkiye TUR 2005 73.510\n353 Turkey TUR 2006 73.804\n376 Turkiye TUR 2006 73.804\n354 Turkey TUR 2007 74.129\n377 Turkiye TUR 2007 74.129\n355 Turkey TUR 2008 74.380\n378 Turkiye TUR 2008 74.380\n356 Turkey TUR 2009 74.679\n379 Turkiye TUR 2009 74.679\n357 Turkey TUR 2010 74.964\n380 Turkiye TUR 2010 74.964\n358 Turkey TUR 2011 74.823\n381 Turkiye TUR 2011 74.823\n359 Turkey TUR 2012 75.552\n382 Turkiye TUR 2012 75.552\n360 Turkey TUR 2013 76.171\n383 Turkiye TUR 2013 76.171\n361 Turkey TUR 2014 76.452\n384 Turkiye TUR 2014 76.452\n362 Turkey TUR 2015 76.539\n385 Turkiye TUR 2015 76.539\n363 Turkey TUR 2016 76.595\n386 Turkiye TUR 2016 76.595\n364 Turkey TUR 2017 77.037\n387 Turkiye TUR 2017 77.037\n365 Turkey TUR 2018 77.454\n388 Turkiye TUR 2018 77.454\n366 Turkey TUR 2019 77.737\n389 Turkiye TUR 2019 77.737\n367 Turkey TUR 2020 76.525\n390 Turkiye TUR 2020 76.525\n368 Turkey TUR 2021 75.722\n391 Turkiye TUR 2021 75.722\n369 Turkey TUR 2022 77.591\n392 Turkiye TUR 2022 77.591\n country_name iso3 year life_expectancy\n331 Switzerland CHE 2007 NaN\nEmpty DataFrame\nColumns: [country_name, iso3, year, life_expectancy]\nIndex: []\niso3\n3 439\nName: count, dtype: int64 ['AUS' 'AUT' 'BGD' 'BEL' 'CAN' 'ETH' 'FRA' 'DEU' 'IND' 'ITA' 'JPN' 'KOR'\n 'NLD' 'NGA' 'ESP' 'SWE' 'CHE' 'TUR' 'GBR' 'USA']","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sandboxed":false,"sourceToolAssistantUUID":"361a8f7d-7b82-4aee-b524-18292725924d","permissionDecision":{"decision":"accept","source":"config","reasonType":"rule","ruleSource":"cliArg"},"userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150/data","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}23{"type":"api-request-blob","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","hash":"cb42da6731aeb0971182c132499c16662b3cad0e17181d90cb5748238c013998","message":{"role":"assistant","content":[{"type":"tool_use","id":"toolu_01UkJ9L6rkXtLURFPuYvJWkz","name":"Bash","input":{"command":"cat data/README.md; cat gate_spec.json bundle.json; shasum -a 256 data/*; head -5 data/life_expectancy_panel.csv; wc -l data/life_expectancy_panel.csv","description":"Inspect README, specs, data head"}},{"type":"tool_use","id":"toolu_0175SQyVHJ8NM52aoWGHZyx2","name":"Bash","input":{"command":"cd data && ~/wp29/venv/bin/python -c \"\nimport pandas as pd\nd=pd.read_csv('life_expectancy_panel.csv',dtype={'iso3':str})\nprint(d.dtypes); print(d.describe(include='all'))\nprint(d.groupby(['iso3']).agg(n=('year','size'),names=('country_name',lambda s: sorted(set(s))),miss=('life_expectancy',lambda s:s.isna().sum()),ymin=('year','min'),ymax=('year','max')))\ndup=d[d.duplicated(['iso3','year'],keep=False)].sort_values(['iso3','year']); print(dup)\nprint(d[d.life_expectancy.isna()])\nprint(d[(d.life_expectancy<30)|(d.life_expectancy>90)])\nprint(d.iso3.str.len().value_counts(), d.iso3.unique())\n\"","description":"Audit data contents"}}]}}24{"type":"api-request-blob","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","hash":"40b22281052f4f8e5932ff87eaeabc13650729d9bd7dd427ebff0eea705525f8","message":{"role":"user","content":[{"tool_use_id":"toolu_01UkJ9L6rkXtLURFPuYvJWkz","type":"tool_result","content":"# Data provenance — F1-conf-02\n\n`life_expectancy_panel.csv` — observed data (not simulated): **Life expectancy at birth, total (years)**, indicator `SP.DYN.LE00.IN`, World Development Indicators (World Bank, source id 2, release last updated 2026-10-08), for 20 countries (Australia, Austria, Bangladesh, Belgium, Canada, Ethiopia, France, Germany, India, Italy, Japan, Korea Rep., Netherlands, Nigeria, Spain, Sweden, Switzerland, Türkiye, United Kingdom, United States), years 2000–2022.\n\n- Source URL (JSON API): `https://api.worldbank.org/v2/country/CAN;USA;GBR;FRA;DEU;ITA;ESP;JPN;KOR;AUS;SWE;NLD;CHE;BEL;AUT;TUR;IND;NGA;ETH;BGD/indicator/SP.DYN.LE00.IN?format=json&per_page=2000&date=2000:2022`\n- Retrieved: 2026-10-30T03:25Z. SHA-256 of the raw API response: `ead88ee94d5b6cc6f8a055c9f2ec79f232c37faf8baca0ea122dbfc0550ff27e`\n- License: World Bank open data, Creative Commons Attribution 4.0 (CC BY-4.0).\n- Columns: `country_name` (string), `iso3` (ISO-3166 alpha-3 code as returned by the API), `year` (integer), `life_expectancy` (years, 3 decimals). Values were rounded to 3 decimals; nothing else was changed in the values.\n- The panel was assembled by the task author from two extractions of the API response (one earlier, narrower extraction and one later, wider one) and may contain assembly errors. An empty `life_expectancy` cell means no value was recorded for that country-year in the file.\n{\n \"task_id\": \"F1-conf-02\",\n \"required_files\": [\"out/results.json\", \"out/report.md\", \"out/analysis.py\", \"out/claims.json\", \"out/analytic.csv\", \"out/exclusions.csv\"],\n \"results_keys\": {\n \"task_id\": {\"type\": \"string\", \"nullable\": false},\n \"n_countries_total\": {\"type\": \"integer\", \"nullable\": false},\n \"n_countries_balanced\": {\"type\": \"integer\", \"nullable\": false},\n \"n_countries_incomplete\": {\"type\": \"integer\", \"nullable\": false},\n \"balanced_countries\": {\"type\": \"array\", \"nullable\": false},\n \"n_analysed\": {\"type\": \"integer\", \"nullable\": false},\n \"mean_2000_balanced\": {\"type\": \"number\", \"nullable\": false},\n \"mean_2022_balanced\": {\"type\": \"number\", \"nullable\": false},\n \"change_2000_2022_balanced\": {\"type\": \"number\", \"nullable\": false},\n \"mean_2022_all_available\": {\"type\": \"number\", \"nullable\": false},\n \"feasibility\": {\"type\": \"string\", \"nullable\": false},\n \"feasibility_reason\": {\"type\": \"string\", \"nullable\": true},\n \"data_issues\": {\"type\": \"array\", \"nullable\": false},\n \"n_input_rows\": {\"type\": \"object\", \"nullable\": false},\n \"random_seed\": {\"type\": \"integer\", \"nullable\": true}\n },\n \"report_sections\": [\"Question\", \"Data and exclusions\", \"Method\", \"Results\", \"Uncertainty\", \"Limitations and open issues\"],\n \"family_checks\": [\"exclusion_ledger_sums\", \"claims_reference_existing_keys\", \"phase_ledger_consistent\"],\n \"ci_pairs\": [],\n \"positive_keys\": [],\n \"chronology_pairs\": [],\n \"analysis_timeout_s\": 300,\n \"reproducibility_tolerance_rel\": 1e-6\n}\n{\n \"task_id\": \"F1-conf-02\",\n \"family\": \"F1\",\n \"split\": \"conf\",\n \"version\": \"1.0\",\n \"created_utc\": \"2026-10-30T03:41:11.640136+00:00\",\n \"files\": {\n \"TASK.md\": \"979bd92bb25ae3dda2a47ef6fce427a1db4a9c3f848a86bf09c4f424fcfe6dcb\",\n \"data/README.md\": \"e9099d209a7642b2b2151161277222719045c3c1094e9490a5d02faa316353d0\",\n \"data/life_expectancy_panel.csv\": \"b3f2f774ed6797034acf62853286ca37fc02334ba3ce70e745e4f3d5c533c3ac\",\n \"gate_spec.json\": \"5e2280ad93e5a7edb7d300c499d0e2a12c442513edfe1f25b85c24c282bc01bc\"\n }\n}b3f2f774ed6797034acf62853286ca37fc02334ba3ce70e745e4f3d5c533c3ac data/life_expectancy_panel.csv\ne9099d209a7642b2b2151161277222719045c3c1094e9490a5d02faa316353d0 data/README.md\ncountry_name,iso3,year,life_expectancy\nAustralia,AUS,2000,79.234\nAustralia,AUS,2001,79.634\nAustralia,AUS,2002,79.937\nAustralia,AUS,2003,80.239\n 440 data/life_expectancy_panel.csv","is_error":false},{"tool_use_id":"toolu_0175SQyVHJ8NM52aoWGHZyx2","type":"tool_result","content":"country_name object\niso3 object\nyear int64\nlife_expectancy float64\ndtype: object\n country_name iso3 year life_expectancy\ncount 439 439 439.000000 438.000000\nunique 21 20 NaN NaN\ntop Australia TUR NaN NaN\nfreq 23 46 NaN NaN\nmean NaN NaN 2011.601367 78.466521\nstd NaN NaN 6.598263 6.073816\nmin NaN NaN 2000.000000 51.490000\n25% NaN NaN 2006.000000 77.738000\n50% NaN NaN 2012.000000 80.517500\n75% NaN NaN 2017.000000 81.803500\nmax NaN NaN 2022.000000 84.560000\n n names miss ymin ymax\niso3 \nAUS 23 [Australia] 0 2000 2022\nAUT 23 [Austria] 0 2000 2022\nBEL 23 [Belgium] 0 2000 2022\nBGD 12 [Bangladesh] 0 2011 2022\nCAN 23 [Canada] 0 2000 2022\nCHE 23 [Switzerland] 1 2000 2022\nDEU 23 [Germany] 0 2000 2022\nESP 23 [Spain] 0 2000 2022\nETH 12 [Ethiopia] 0 2011 2022\nFRA 23 [France] 0 2000 2022\nGBR 23 [United Kingdom] 0 2000 2022\nIND 12 [India] 0 2011 2022\nITA 23 [Italy] 0 2000 2022\nJPN 23 [Japan] 0 2000 2022\nKOR 23 [Korea, Rep.] 0 2000 2022\nNGA 12 [Nigeria] 0 2011 2022\nNLD 23 [Netherlands] 0 2000 2022\nSWE 23 [Sweden] 0 2000 2022\nTUR 46 [Turkey, Turkiye] 0 2000 2022\nUSA 23 [United States] 0 2000 2022\n country_name iso3 year life_expectancy\n347 Turkey TUR 2000 71.931\n370 Turkiye TUR 2000 71.931\n348 Turkey TUR 2001 72.271\n371 Turkiye TUR 2001 72.271\n349 Turkey TUR 2002 72.605\n372 Turkiye TUR 2002 72.605\n350 Turkey TUR 2003 72.906\n373 Turkiye TUR 2003 72.906\n351 Turkey TUR 2004 73.223\n374 Turkiye TUR 2004 73.223\n352 Turkey TUR 2005 73.510\n375 Turkiye TUR 2005 73.510\n353 Turkey TUR 2006 73.804\n376 Turkiye TUR 2006 73.804\n354 Turkey TUR 2007 74.129\n377 Turkiye TUR 2007 74.129\n355 Turkey TUR 2008 74.380\n378 Turkiye TUR 2008 74.380\n356 Turkey TUR 2009 74.679\n379 Turkiye TUR 2009 74.679\n357 Turkey TUR 2010 74.964\n380 Turkiye TUR 2010 74.964\n358 Turkey TUR 2011 74.823\n381 Turkiye TUR 2011 74.823\n359 Turkey TUR 2012 75.552\n382 Turkiye TUR 2012 75.552\n360 Turkey TUR 2013 76.171\n383 Turkiye TUR 2013 76.171\n361 Turkey TUR 2014 76.452\n384 Turkiye TUR 2014 76.452\n362 Turkey TUR 2015 76.539\n385 Turkiye TUR 2015 76.539\n363 Turkey TUR 2016 76.595\n386 Turkiye TUR 2016 76.595\n364 Turkey TUR 2017 77.037\n387 Turkiye TUR 2017 77.037\n365 Turkey TUR 2018 77.454\n388 Turkiye TUR 2018 77.454\n366 Turkey TUR 2019 77.737\n389 Turkiye TUR 2019 77.737\n367 Turkey TUR 2020 76.525\n390 Turkiye TUR 2020 76.525\n368 Turkey TUR 2021 75.722\n391 Turkiye TUR 2021 75.722\n369 Turkey TUR 2022 77.591\n392 Turkiye TUR 2022 77.591\n country_name iso3 year life_expectancy\n331 Switzerland CHE 2007 NaN\nEmpty DataFrame\nColumns: [country_name, iso3, year, life_expectancy]\nIndex: []\niso3\n3 439\nName: count, dtype: int64 ['AUS' 'AUT' 'BGD' 'BEL' 'CAN' 'ETH' 'FRA' 'DEU' 'IND' 'ITA' 'JPN' 'KOR'\n 'NLD' 'NGA' 'ESP' 'SWE' 'CHE' 'TUR' 'GBR' 'USA']","is_error":false}]}}25{"type":"api-request","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","id":"0c9075a1-142a-40ea-a57d-85ad768be6d0","timestamp":"2026-10-30T04:43:34.646Z","version":"2.1.314","querySource":"sdk","shapeHash":"eeb19a4c232b3a4a5700999f6d7939186b1a0f6934547979b35794975d4faf55","params":{"model":"claude-opus-5-5","betas":["claude-code-20250219","interleaved-thinking-2025-05-14","context-management-2025-06-27","prompt-caching-scope-2026-01-05","per-turn-control-2026-07-01","thinking-token-count-2026-05-13","mid-conversation-system-clear-at-2026-08-21","effort-2025-11-24","thinking-binding-controls-2026-08-01","thinking-display-updates-2026-08-18","cache-diagnosis-2026-04-07"],"max_tokens":128000,"thinking":{"type":"adaptive","display":"updates"},"context_management":{"edits":[{"type":"clear_thinking_20251015","keep":"all"}]},"output_config":{"effort":"medium"}},"base":"ee93205d-ca51-4b7c-892f-d3076edac1d8","keep":4,"tail":["cb42da6731aeb0971182c132499c16662b3cad0e17181d90cb5748238c013998","40b22281052f4f8e5932ff87eaeabc13650729d9bd7dd427ebff0eea705525f8"],"cacheControl":[{"path":["system",0],"value":{"type":"ephemeral"}},{"path":["system",1],"value":{"type":"ephemeral"}},{"path":["messages",5,"content",1],"value":{"type":"ephemeral"}}],"requestDigest":"deaee48905fa92a970ba9208e2009865ab0b03f3e82a9dbbfcb4637f0e906422"}26{"type":"last-prompt","lastPrompt":"Begin","leafUuid":"721f1d81-6a12-4211-a15a-8cee06bb57b4","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d"}27{"type":"atis-latch","atis":"","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d"}28{"parentUuid":"721f1d81-6a12-4211-a15a-8cee06bb57b4","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXoxvPZ3XXNr31YRpq49","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":4165,"cache_read_input_tokens":6276,"output_tokens":406,"output_tokens_details":{"thinking_tokens":138},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":4165},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"thinkingDurationMs":757,"thinkingDisplay":"updates","apiBlockIndex":0,"requestId":"req_011CgXoxv7BsdAJksgFKQ7U9","requestRef":"0c9075a1-142a-40ea-a57d-85ad768be6d0","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"de9c046e-080c-4738-b3ea-e3c18ed554d0","timestamp":"2026-10-30T04:43:36.422Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150/data","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}29{"parentUuid":"de9c046e-080c-4738-b3ea-e3c18ed554d0","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXoxvPZ3XXNr31YRpq49","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01UVNSXE3oHcsDob6MWyNWvc","name":"Bash","input":{"command":"cd data && grep -n ' \\|\\s$\\|\"' life_expectancy_panel.csv | head; ~/wp29/venv/bin/python -c \"\nimport pandas as pd\nd=pd.read_csv('life_expectancy_panel.csv').drop_duplicates(['iso3','year']).sort_values(['iso3','year'])\nd['dif']=d.groupby('iso3').life_expectancy.diff()\nprint(d[d.dif.abs()>1.5])\nprint(d.groupby('iso3').life_expectancy.agg(['min','max']))\n\"","description":"Check whitespace and implausible jumps"},"caller":{"type":"direct"}}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":4165,"cache_read_input_tokens":6276,"output_tokens":406,"output_tokens_details":{"thinking_tokens":138},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":4165},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"apiBlockIndex":1,"requestId":"req_011CgXoxv7BsdAJksgFKQ7U9","requestRef":"0c9075a1-142a-40ea-a57d-85ad768be6d0","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"4ada8663-466f-454d-8bbf-3088db9e2b60","timestamp":"2026-10-30T04:43:38.315Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150/data","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}30{"parentUuid":"4ada8663-466f-454d-8bbf-3088db9e2b60","isSidechain":false,"promptId":"6d9633a6-419b-4786-8d68-b31e015f4286","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01UVNSXE3oHcsDob6MWyNWvc","type":"tool_result","content":"(eval):cd:1: no such file or directory: data\n country_name iso3 year life_expectancy dif\n57 Bangladesh BGD 2022 74.265 3.162\n298 Spain ESP 2020 82.232 -1.600\n115 Ethiopia ETH 2022 66.897 1.567\n172 India IND 2021 67.282 -2.874\n173 India IND 2022 71.698 4.416\n369 Turkey TUR 2022 77.591 1.869\n436 United States USA 2020 76.980 -1.808\n min max\niso3 \nAUS 79.234 83.300\nAUT 78.127 81.895\nBEL 77.722 81.995\nBGD 68.499 74.265\nCAN 79.167 82.159\nCHE 79.680 83.905\nDEU 77.927 81.293\nESP 78.966 83.832\nETH 60.595 66.897\nFRA 79.056 82.827\nGBR 77.741 81.369\nIND 67.282 71.698\nITA 79.778 83.498\nJPN 81.076 84.560\nKOR 75.910 83.527\nNGA 51.490 54.079\nNLD 77.988 82.112\nSWE 79.644 83.110\nTUR 71.931 77.737\nUSA 76.329 78.841","is_error":false}]},"uuid":"aba72299-77e4-4125-bd8b-6e3596c04ad0","timestamp":"2026-10-30T04:43:38.581Z","toolUseResult":{"stdout":"(eval):cd:1: no such file or directory: data\n country_name iso3 year life_expectancy dif\n57 Bangladesh BGD 2022 74.265 3.162\n298 Spain ESP 2020 82.232 -1.600\n115 Ethiopia ETH 2022 66.897 1.567\n172 India IND 2021 67.282 -2.874\n173 India IND 2022 71.698 4.416\n369 Turkey TUR 2022 77.591 1.869\n436 United States USA 2020 76.980 -1.808\n min max\niso3 \nAUS 79.234 83.300\nAUT 78.127 81.895\nBEL 77.722 81.995\nBGD 68.499 74.265\nCAN 79.167 82.159\nCHE 79.680 83.905\nDEU 77.927 81.293\nESP 78.966 83.832\nETH 60.595 66.897\nFRA 79.056 82.827\nGBR 77.741 81.369\nIND 67.282 71.698\nITA 79.778 83.498\nJPN 81.076 84.560\nKOR 75.910 83.527\nNGA 51.490 54.079\nNLD 77.988 82.112\nSWE 79.644 83.110\nTUR 71.931 77.737\nUSA 76.329 78.841","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sandboxed":false,"sourceToolAssistantUUID":"4ada8663-466f-454d-8bbf-3088db9e2b60","permissionDecision":{"decision":"accept","source":"config","reasonType":"rule","ruleSource":"cliArg"},"userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150/data","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}31{"type":"api-request-blob","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","hash":"ad7ea073e568b48a28af7695dd6aa6cda545a70f94ec4619e0bad0df6ea89e92","message":{"role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"},{"type":"tool_use","id":"toolu_01UVNSXE3oHcsDob6MWyNWvc","name":"Bash","input":{"command":"cd data && grep -n ' \\|\\s$\\|\"' life_expectancy_panel.csv | head; ~/wp29/venv/bin/python -c \"\nimport pandas as pd\nd=pd.read_csv('life_expectancy_panel.csv').drop_duplicates(['iso3','year']).sort_values(['iso3','year'])\nd['dif']=d.groupby('iso3').life_expectancy.diff()\nprint(d[d.dif.abs()>1.5])\nprint(d.groupby('iso3').life_expectancy.agg(['min','max']))\n\"","description":"Check whitespace and implausible jumps"}}]}}32{"type":"api-request","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","id":"e3502d08-1aa7-45c3-8cad-55a6cede7dcb","timestamp":"2026-10-30T04:43:38.585Z","version":"2.1.314","querySource":"sdk","shapeHash":"eeb19a4c232b3a4a5700999f6d7939186b1a0f6934547979b35794975d4faf55","params":{"model":"claude-opus-5-5","betas":["claude-code-20250219","interleaved-thinking-2025-05-14","context-management-2025-06-27","prompt-caching-scope-2026-01-05","per-turn-control-2026-07-01","thinking-token-count-2026-05-13","mid-conversation-system-clear-at-2026-08-21","effort-2025-11-24","thinking-binding-controls-2026-08-01","thinking-display-updates-2026-08-18","cache-diagnosis-2026-04-07"],"max_tokens":128000,"thinking":{"type":"adaptive","display":"updates"},"context_management":{"edits":[{"type":"clear_thinking_20251015","keep":"all"}]},"output_config":{"effort":"medium"}},"base":"0c9075a1-142a-40ea-a57d-85ad768be6d0","keep":6,"tail":["ad7ea073e568b48a28af7695dd6aa6cda545a70f94ec4619e0bad0df6ea89e92","a0bdbcce6ef7d09fd5d811b61626a4f60d706b54f70dcbad7d8969d041b6e12e"],"cacheControl":[{"path":["system",0],"value":{"type":"ephemeral"}},{"path":["system",1],"value":{"type":"ephemeral"}},{"path":["messages",7,"content",0],"value":{"type":"ephemeral"}}],"requestDigest":"5ad38ac183a43deea191eaccf867865a6ba0570facf726c2b084f12f0b120f1f"}33{"parentUuid":"aba72299-77e4-4125-bd8b-6e3596c04ad0","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXoyDFaaSqhM35idSqyK","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"CAQSkQsKEAgTGAI4AUIIdGhpbmtpbmcSDIFlzalxB4YA7LNcNxoM4ZZ8XRVbKSxtr+iZIjBKjpj2y5kZsUJnWPgmvH8wv86E4HQH0eaRPh0liRWmb6izrbneXhJ0NBJOEgOrqw0qrgp+CoXJrFIjfzLdAw86bkKJjtOvI25eupbZE6MZTQ3udKIH9ae8d/oXm/IMIoPzWVGcN6Qa4LsoNs3p6gDobKeMxlC1eKjiAqvQR+Z4RPb2eXYGnoQxEGGtAY/ZhGoVIDejqJENLwKPrls0nUiwy2HdI5POCZuldjjORGu1aj+r1iC5XGyNPZxq77LZRUVUXgPJs3c6x0sPJ/R/iaadpq3dbMwx2/swP78bTw0EsUcVQqppANdWDH6eUN9SEXBesE5Vu/Fmbap4v1vHaCQxMo89Xl+oAgyGhvZbB4ptO/hdMI1/6wbIo54KW79bTidZaisgnjI3nuJF+zAICZSbqNlTNlJzTFbtsH2vhM6F/gmvLDxO74J9Wtc4BfWp+c9LaNYj4MCcpPfAVmq+xkTc22oK6xjI7cJyMyICYKiZF0GfSOtG3ZyTym6QBV/VvP27nt8/gWpoeNrelj+KzA4ILXN+tIqNpyA9FPbhdSx9lsGD1w3I/rWUwAgecKvvPVlckcBNzaWjsPuF5Esm8hPbOKQWRI/TsDmMxmrTwxcvz2Q7Jbf77VWXQDdQVvs7yW6jN+dvufT5oQBWSBu/rGR0LP2Wx8PxeH106X/jVg/ra+1GehhDojwkyb6vh/v9q/oc7U+RbFNvo1X54k69xNZp/4x21/BeOgFHLP9PwHbcLVtets4GpI/6U2fmy5qdNw2fIxNXqdNdrRvWZIgVEdUMUzvfc8gaQabNzPo22WIhVh6w04Kacw+AccogtGWFHVvAsxCtE4ZlEoh/9SX2PH1sSfwmiQVQLuj270u7HeIXlz8++sp9+fiPO1wQ1ShF+U7ltMk3Vo2Zh93d3sfg6Xfv9EfCjFkIavmEuAn7ZV6uNCFRZ6Q9VaqqGX2IF0kpKiIj+rBOgwXXL4edvMt6AxB5sCriONKRksl98AhGhMJVYA3+IcEX0COdCykvBAsbgf2+XFtbXCyqwo0JlZH0ri1qD20A0k+R9oL9BHcQEQKd4Xp6fe6U4etEfbZmRGf+zLrx6wvbkbevsGuBYrpnKD93QaVhduAuFdDIM+UWKSNTOzYWJI7cBX2LfNwFbR8TQRYr2eIuYF13hDLOqkdQ5BSPmXNj4N9QkIg8suY4/EA5LJEZJySZapmTH9kR7Zyc3+fdHRhKLcdO3LUz4CcR+odhi10rg0qqLCfHxuv1B9qkZ6aGKpS1eAxjhuOVgoQnkJBfMDgXRh8f0I+op3b0mwgcNEtwm4Fgq71iG2+l+JFSIzvvWtY/da33SrvkxrkXXCKL63Krc2fYpeUWOyNd1mxN+58pR+k3g4NWuukHYV/u58PrztyOLdjgQU2bRPg4bf+kjq1QMnrEtsOw2WLCOdLKdAG1YyWJGXFt3s07v/ZoVEa+2q94hJUehCMMFzQGjkIqd1YAeIhVyUUv4UvxB41DR02WF2hD3dtVb/GTaO0GSFje6K+s0wAeEreXZDVZASSp7iV/wJowHttBH31C2UXpxwcipbjyfXm0UNLjvTMIrAAga0Jb1MJROlUTHfjOfU5FpvO5dBGqoPLAC0/nMoh48EfCi9gajHtf0DvsHxNIyl/BlpHzsanWFSPsbooLFO00SuiodogGFM7jYA6os9YMwfdndAJWGwORPLppRxfCZBXy2ORDMDoGjwa6ouxrVTIpEpPyzHxqZ7H26T+LtjEjC82/HQQN/W32JtcVqaStOKgWyOLnQAMahD/ygcDzg5g0GLM1oDqonb8dI1vgFSzZnAXgaOC1vRka9Sk6rLWliggYAQ=="}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":845,"cache_read_input_tokens":10441,"output_tokens":2944,"output_tokens_details":{"thinking_tokens":283},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":845},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"thinkingDurationMs":2727,"thinkingDisplay":"updates","apiBlockIndex":0,"requestId":"req_011CgXoyCxTMpZoeHTLE822R","requestRef":"e3502d08-1aa7-45c3-8cad-55a6cede7dcb","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"e5b6d844-b306-430e-a132-fd546343129e","timestamp":"2026-10-30T04:43:42.757Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150/data","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}34{"parentUuid":"e5b6d844-b306-430e-a132-fd546343129e","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXoyDFaaSqhM35idSqyK","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01SxeTm3BK9Qn3Uk7VRn9mFE","name":"Bash","input":{"command":"cd /Users/simon-pierreboucher/wp29/runs/RC0150 && mkdir -p out/state && cat > out/analysis.py <<'EOF'\n\"\"\"F1-conf-02: balanced-panel mean life expectancy 2000-2022.\nRun from workspace root: ~/wp29/venv/bin/python out/analysis.py\nReads only data/; writes out/results.json, out/analytic.csv, out/exclusions.csv.\nNo randomness is used (random_seed = null).\"\"\"\nimport json, os\nimport pandas as pd\n\nDATA = \"data/life_expectancy_panel.csv\"\nOUT = \"out\"\nYEARS = list(range(2000, 2023))\nos.makedirs(OUT, exist_ok=True)\n\nraw = pd.read_csv(DATA, dtype={\"iso3\": str, \"country_name\": str})\nn_raw = len(raw)\nfor c in [\"iso3\", \"country_name\"]:\n raw[c] = raw[c].str.strip()\nexcl = []\nissues = []\n\ndef step(name, rule, before, after, why):\n excl.append(dict(step=name, rule=rule, n_before=len(before), n_after=len(after),\n n_removed=len(before) - len(after), rationale=why))\n\n# Step 1: restrict to study window\nd0 = raw\nd1 = d0[d0[\"year\"].between(2000, 2022)].copy()\nstep(\"1_year_window\", \"keep 2000 <= year <= 2022\", d0, d1, \"study window defined by the task\")\n\n# Step 2: duplicated (iso3, year) rows\ndup_mask = d1.duplicated([\"iso3\", \"year\"], keep=False)\ndups = d1[dup_mask]\nconflicting = dups.groupby([\"iso3\", \"year\"])[\"life_expectancy\"].nunique(dropna=False)\nconflicting = conflicting[conflicting > 1]\nif len(conflicting):\n raise SystemExit(f\"Conflicting duplicate values found: {conflicting}\")\nfor iso, g in dups.groupby(\"iso3\"):\n names = sorted(g[\"country_name\"].unique())\n issues.append({\n \"issue\": f\"{iso}: {g[['iso3','year']].drop_duplicates().shape[0]} country-years appear \"\n f\"{len(g)} times in total under country names {names} (two extractions; API renamed the \"\n f\"country); duplicate values are identical\",\n \"handling\": \"country identified by iso3; kept one row per (iso3, year) (first occurrence); \"\n \"values identical so choice does not affect results\"})\nd2 = d1.drop_duplicates([\"iso3\", \"year\"], keep=\"first\").copy()\nstep(\"2_dedup_iso3_year\", \"keep one row per (iso3, year); duplicates have identical values\", d1, d2,\n \"each country contributes at most one observation per year (assembly duplicates)\")\n# harmonise display name to the most recent spelling (last occurrence in file) per iso3\nlatest_name = d1.groupby(\"iso3\")[\"country_name\"].last()\nd2[\"country_name\"] = d2[\"iso3\"].map(latest_name)\n\n# Completeness per country\nmiss_rows = d2[d2[\"life_expectancy\"].isna()]\nfor _, r in miss_rows.iterrows():\n issues.append({\"issue\": f\"{r.iso3} {int(r.year)}: empty life_expectancy cell\",\n \"handling\": \"treated as missing (no imputation); country excluded from balanced set\"})\nobs = d2.dropna(subset=[\"life_expectancy\"])\nyears_by = obs.groupby(\"iso3\")[\"year\"].apply(set)\nall_iso = sorted(d2[\"iso3\"].unique())\nbalanced = sorted(i for i in all_iso if set(YEARS) <= years_by.get(i, set()))\nincomplete = [i for i in all_iso if i not in balanced]\nfor i in incomplete:\n present = years_by.get(i, set())\n missing_years = sorted(set(YEARS) - present)\n if len(missing_years) > 1 and missing_years == list(range(missing_years[0], missing_years[-1] + 1)):\n desc = f\"{missing_years[0]}-{missing_years[-1]}\"\n else:\n desc = \",\".join(map(str, missing_years))\n if not (len(missing_years) == 1 and i in set(miss_rows.iso3)):\n issues.append({\"issue\": f\"{i}: no rows/values for years {desc} ({len(missing_years)} of 23 years missing)\",\n \"handling\": \"treated as missing (no imputation); country excluded from balanced set\"})\n\n# Step 3: drop rows with empty value\nd3 = d2.dropna(subset=[\"life_expectancy\"])\nstep(\"3_drop_missing_value\", \"drop rows with empty life_expectancy\", d2, d3,\n \"a country-year without a recorded value is missing; no imputation\")\n# Step 4: drop countries not observed in all 23 years\nd4 = d3[d3[\"iso3\"].isin(balanced)]\nstep(\"4_balanced_panel\", \"keep only iso3 with a recorded value in every year 2000-2022\", d3, d4,\n f\"balanced panel; excluded countries: {', '.join(incomplete)}\")\n\nanalytic = d4[[\"iso3\", \"country_name\", \"year\", \"life_expectancy\"]].sort_values([\"iso3\", \"year\"]).reset_index(drop=True)\nassert len(analytic) == len(balanced) * len(YEARS)\nassert not analytic.duplicated([\"iso3\", \"year\"]).any()\nanalytic.to_csv(f\"{OUT}/analytic.csv\", index=False)\npd.DataFrame(excl).to_csv(f\"{OUT}/exclusions.csv\", index=False)\n\nm = analytic.groupby(\"year\")[\"life_expectancy\"].mean()\nm2000, m2022 = float(m[2000]), float(m[2022])\navail22 = d3[d3[\"year\"] == 2022] # already one row per iso3\nresults = {\n \"task_id\": \"F1-conf-02\",\n \"n_countries_total\": len(all_iso),\n \"n_countries_balanced\": len(balanced),\n \"n_countries_incomplete\": len(incomplete),\n \"balanced_countries\": balanced,\n \"n_analysed\": int(len(analytic)),\n \"mean_2000_balanced\": round(m2000, 6),\n \"mean_2022_balanced\": round(m2022, 6),\n \"change_2000_2022_balanced\": round(m2022 - m2000, 6),\n \"mean_2022_all_available\": round(float(avail22[\"life_expectancy\"].mean()), 6),\n \"n_countries_2022_available\": int(avail22[\"iso3\"].nunique()),\n \"incomplete_countries\": incomplete,\n \"balanced_means_by_year\": {str(y): round(float(v), 6) for y, v in m.items()},\n \"feasibility\": \"complete\",\n \"feasibility_reason\": None,\n \"data_issues\": issues,\n \"n_input_rows\": {\"life_expectancy_panel.csv\": int(n_raw)},\n \"random_seed\": None,\n}\nwith open(f\"{OUT}/results.json\", \"w\") as f:\n json.dump(results, f, indent=2)\nprint(json.dumps({k: results[k] for k in [\"n_countries_total\", \"n_countries_balanced\", \"n_analysed\",\n \"mean_2000_balanced\", \"mean_2022_balanced\", \"change_2000_2022_balanced\", \"mean_2022_all_available\"]}, indent=1))\nEOF\n~/wp29/venv/bin/python out/analysis.py && cat out/exclusions.csv && python3 -c \"import json;print(json.dumps(json.load(open('out/results.json'))['data_issues'],indent=1))\"","description":"Write and run analysis script"},"caller":{"type":"direct"}}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":845,"cache_read_input_tokens":10441,"output_tokens":2944,"output_tokens_details":{"thinking_tokens":283},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":845},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"apiBlockIndex":1,"requestId":"req_011CgXoyCxTMpZoeHTLE822R","requestRef":"e3502d08-1aa7-45c3-8cad-55a6cede7dcb","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"1e515573-9df1-4fcc-b23c-0909a9fef39b","timestamp":"2026-10-30T04:44:02.636Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150/data","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}35{"parentUuid":"1e515573-9df1-4fcc-b23c-0909a9fef39b","isSidechain":false,"promptId":"6d9633a6-419b-4786-8d68-b31e015f4286","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01SxeTm3BK9Qn3Uk7VRn9mFE","type":"tool_result","content":"{\n \"n_countries_total\": 20,\n \"n_countries_balanced\": 15,\n \"n_analysed\": 345,\n \"mean_2000_balanced\": 78.060267,\n \"mean_2022_balanced\": 81.553067,\n \"change_2000_2022_balanced\": 3.4928,\n \"mean_2022_all_available\": 78.692\n}\nstep,rule,n_before,n_after,n_removed,rationale\n1_year_window,keep 2000 <= year <= 2022,439,439,0,study window defined by the task\n2_dedup_iso3_year,\"keep one row per (iso3, year); duplicates have identical values\",439,416,23,each country contributes at most one observation per year (assembly duplicates)\n3_drop_missing_value,drop rows with empty life_expectancy,416,415,1,a country-year without a recorded value is missing; no imputation\n4_balanced_panel,keep only iso3 with a recorded value in every year 2000-2022,415,345,70,\"balanced panel; excluded countries: BGD, CHE, ETH, IND, NGA\"\n[\n {\n \"issue\": \"TUR: 23 country-years appear 46 times in total under country names ['Turkey', 'Turkiye'] (two extractions; API renamed the country); duplicate values are identical\",\n \"handling\": \"country identified by iso3; kept one row per (iso3, year) (first occurrence); values identical so choice does not affect results\"\n },\n {\n \"issue\": \"CHE 2007: empty life_expectancy cell\",\n \"handling\": \"treated as missing (no imputation); country excluded from balanced set\"\n },\n {\n \"issue\": \"BGD: no rows/values for years 2000-2010 (11 of 23 years missing)\",\n \"handling\": \"treated as missing (no imputation); country excluded from balanced set\"\n },\n {\n \"issue\": \"ETH: no rows/values for years 2000-2010 (11 of 23 years missing)\",\n \"handling\": \"treated as missing (no imputation); country excluded from balanced set\"\n },\n {\n \"issue\": \"IND: no rows/values for years 2000-2010 (11 of 23 years missing)\",\n \"handling\": \"treated as missing (no imputation); country excluded from balanced set\"\n },\n {\n \"issue\": \"NGA: no rows/values for years 2000-2010 (11 of 23 years missing)\",\n \"handling\": \"treated as missing (no imputation); country excluded from balanced set\"\n }\n]","is_error":false}]},"uuid":"f3ed111c-fc8e-4a28-a9e7-d6f360b355b1","timestamp":"2026-10-30T04:44:02.936Z","toolUseResult":{"stdout":"{\n \"n_countries_total\": 20,\n \"n_countries_balanced\": 15,\n \"n_analysed\": 345,\n \"mean_2000_balanced\": 78.060267,\n \"mean_2022_balanced\": 81.553067,\n \"change_2000_2022_balanced\": 3.4928,\n \"mean_2022_all_available\": 78.692\n}\nstep,rule,n_before,n_after,n_removed,rationale\n1_year_window,keep 2000 <= year <= 2022,439,439,0,study window defined by the task\n2_dedup_iso3_year,\"keep one row per (iso3, year); duplicates have identical values\",439,416,23,each country contributes at most one observation per year (assembly duplicates)\n3_drop_missing_value,drop rows with empty life_expectancy,416,415,1,a country-year without a recorded value is missing; no imputation\n4_balanced_panel,keep only iso3 with a recorded value in every year 2000-2022,415,345,70,\"balanced panel; excluded countries: BGD, CHE, ETH, IND, NGA\"\n[\n {\n \"issue\": \"TUR: 23 country-years appear 46 times in total under country names ['Turkey', 'Turkiye'] (two extractions; API renamed the country); duplicate values are identical\",\n \"handling\": \"country identified by iso3; kept one row per (iso3, year) (first occurrence); values identical so choice does not affect results\"\n },\n {\n \"issue\": \"CHE 2007: empty life_expectancy cell\",\n \"handling\": \"treated as missing (no imputation); country excluded from balanced set\"\n },\n {\n \"issue\": \"BGD: no rows/values for years 2000-2010 (11 of 23 years missing)\",\n \"handling\": \"treated as missing (no imputation); country excluded from balanced set\"\n },\n {\n \"issue\": \"ETH: no rows/values for years 2000-2010 (11 of 23 years missing)\",\n \"handling\": \"treated as missing (no imputation); country excluded from balanced set\"\n },\n {\n \"issue\": \"IND: no rows/values for years 2000-2010 (11 of 23 years missing)\",\n \"handling\": \"treated as missing (no imputation); country excluded from balanced set\"\n },\n {\n \"issue\": \"NGA: no rows/values for years 2000-2010 (11 of 23 years missing)\",\n \"handling\": \"treated as missing (no imputation); country excluded from balanced set\"\n }\n]","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sandboxed":false,"sourceToolAssistantUUID":"1e515573-9df1-4fcc-b23c-0909a9fef39b","permissionDecision":{"decision":"accept","source":"config","reasonType":"rule","ruleSource":"cliArg"},"userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}36{"type":"api-request-blob","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","hash":"ccf36cba2e24a32a2e41cce2f635f6ab70f9529287f4942539105f66e95c2a4d","message":{"role":"assistant","content":[{"type":"thinking","thinking":"","signature":"CAQSkQsKEAgTGAI4AUIIdGhpbmtpbmcSDIFlzalxB4YA7LNcNxoM4ZZ8XRVbKSxtr+iZIjBKjpj2y5kZsUJnWPgmvH8wv86E4HQH0eaRPh0liRWmb6izrbneXhJ0NBJOEgOrqw0qrgp+CoXJrFIjfzLdAw86bkKJjtOvI25eupbZE6MZTQ3udKIH9ae8d/oXm/IMIoPzWVGcN6Qa4LsoNs3p6gDobKeMxlC1eKjiAqvQR+Z4RPb2eXYGnoQxEGGtAY/ZhGoVIDejqJENLwKPrls0nUiwy2HdI5POCZuldjjORGu1aj+r1iC5XGyNPZxq77LZRUVUXgPJs3c6x0sPJ/R/iaadpq3dbMwx2/swP78bTw0EsUcVQqppANdWDH6eUN9SEXBesE5Vu/Fmbap4v1vHaCQxMo89Xl+oAgyGhvZbB4ptO/hdMI1/6wbIo54KW79bTidZaisgnjI3nuJF+zAICZSbqNlTNlJzTFbtsH2vhM6F/gmvLDxO74J9Wtc4BfWp+c9LaNYj4MCcpPfAVmq+xkTc22oK6xjI7cJyMyICYKiZF0GfSOtG3ZyTym6QBV/VvP27nt8/gWpoeNrelj+KzA4ILXN+tIqNpyA9FPbhdSx9lsGD1w3I/rWUwAgecKvvPVlckcBNzaWjsPuF5Esm8hPbOKQWRI/TsDmMxmrTwxcvz2Q7Jbf77VWXQDdQVvs7yW6jN+dvufT5oQBWSBu/rGR0LP2Wx8PxeH106X/jVg/ra+1GehhDojwkyb6vh/v9q/oc7U+RbFNvo1X54k69xNZp/4x21/BeOgFHLP9PwHbcLVtets4GpI/6U2fmy5qdNw2fIxNXqdNdrRvWZIgVEdUMUzvfc8gaQabNzPo22WIhVh6w04Kacw+AccogtGWFHVvAsxCtE4ZlEoh/9SX2PH1sSfwmiQVQLuj270u7HeIXlz8++sp9+fiPO1wQ1ShF+U7ltMk3Vo2Zh93d3sfg6Xfv9EfCjFkIavmEuAn7ZV6uNCFRZ6Q9VaqqGX2IF0kpKiIj+rBOgwXXL4edvMt6AxB5sCriONKRksl98AhGhMJVYA3+IcEX0COdCykvBAsbgf2+XFtbXCyqwo0JlZH0ri1qD20A0k+R9oL9BHcQEQKd4Xp6fe6U4etEfbZmRGf+zLrx6wvbkbevsGuBYrpnKD93QaVhduAuFdDIM+UWKSNTOzYWJI7cBX2LfNwFbR8TQRYr2eIuYF13hDLOqkdQ5BSPmXNj4N9QkIg8suY4/EA5LJEZJySZapmTH9kR7Zyc3+fdHRhKLcdO3LUz4CcR+odhi10rg0qqLCfHxuv1B9qkZ6aGKpS1eAxjhuOVgoQnkJBfMDgXRh8f0I+op3b0mwgcNEtwm4Fgq71iG2+l+JFSIzvvWtY/da33SrvkxrkXXCKL63Krc2fYpeUWOyNd1mxN+58pR+k3g4NWuukHYV/u58PrztyOLdjgQU2bRPg4bf+kjq1QMnrEtsOw2WLCOdLKdAG1YyWJGXFt3s07v/ZoVEa+2q94hJUehCMMFzQGjkIqd1YAeIhVyUUv4UvxB41DR02WF2hD3dtVb/GTaO0GSFje6K+s0wAeEreXZDVZASSp7iV/wJowHttBH31C2UXpxwcipbjyfXm0UNLjvTMIrAAga0Jb1MJROlUTHfjOfU5FpvO5dBGqoPLAC0/nMoh48EfCi9gajHtf0DvsHxNIyl/BlpHzsanWFSPsbooLFO00SuiodogGFM7jYA6os9YMwfdndAJWGwORPLppRxfCZBXy2ORDMDoGjwa6ouxrVTIpEpPyzHxqZ7H26T+LtjEjC82/HQQN/W32JtcVqaStOKgWyOLnQAMahD/ygcDzg5g0GLM1oDqonb8dI1vgFSzZnAXgaOC1vRka9Sk6rLWliggYAQ=="},{"type":"tool_use","id":"toolu_01SxeTm3BK9Qn3Uk7VRn9mFE","name":"Bash","input":{"command":"cd /Users/simon-pierreboucher/wp29/runs/RC0150 && mkdir -p out/state && cat > out/analysis.py <<'EOF'\n\"\"\"F1-conf-02: balanced-panel mean life expectancy 2000-2022.\nRun from workspace root: ~/wp29/venv/bin/python out/analysis.py\nReads only data/; writes out/results.json, out/analytic.csv, out/exclusions.csv.\nNo randomness is used (random_seed = null).\"\"\"\nimport json, os\nimport pandas as pd\n\nDATA = \"data/life_expectancy_panel.csv\"\nOUT = \"out\"\nYEARS = list(range(2000, 2023))\nos.makedirs(OUT, exist_ok=True)\n\nraw = pd.read_csv(DATA, dtype={\"iso3\": str, \"country_name\": str})\nn_raw = len(raw)\nfor c in [\"iso3\", \"country_name\"]:\n raw[c] = raw[c].str.strip()\nexcl = []\nissues = []\n\ndef step(name, rule, before, after, why):\n excl.append(dict(step=name, rule=rule, n_before=len(before), n_after=len(after),\n n_removed=len(before) - len(after), rationale=why))\n\n# Step 1: restrict to study window\nd0 = raw\nd1 = d0[d0[\"year\"].between(2000, 2022)].copy()\nstep(\"1_year_window\", \"keep 2000 <= year <= 2022\", d0, d1, \"study window defined by the task\")\n\n# Step 2: duplicated (iso3, year) rows\ndup_mask = d1.duplicated([\"iso3\", \"year\"], keep=False)\ndups = d1[dup_mask]\nconflicting = dups.groupby([\"iso3\", \"year\"])[\"life_expectancy\"].nunique(dropna=False)\nconflicting = conflicting[conflicting > 1]\nif len(conflicting):\n raise SystemExit(f\"Conflicting duplicate values found: {conflicting}\")\nfor iso, g in dups.groupby(\"iso3\"):\n names = sorted(g[\"country_name\"].unique())\n issues.append({\n \"issue\": f\"{iso}: {g[['iso3','year']].drop_duplicates().shape[0]} country-years appear \"\n f\"{len(g)} times in total under country names {names} (two extractions; API renamed the \"\n f\"country); duplicate values are identical\",\n \"handling\": \"country identified by iso3; kept one row per (iso3, year) (first occurrence); \"\n \"values identical so choice does not affect results\"})\nd2 = d1.drop_duplicates([\"iso3\", \"year\"], keep=\"first\").copy()\nstep(\"2_dedup_iso3_year\", \"keep one row per (iso3, year); duplicates have identical values\", d1, d2,\n \"each country contributes at most one observation per year (assembly duplicates)\")\n# harmonise display name to the most recent spelling (last occurrence in file) per iso3\nlatest_name = d1.groupby(\"iso3\")[\"country_name\"].last()\nd2[\"country_name\"] = d2[\"iso3\"].map(latest_name)\n\n# Completeness per country\nmiss_rows = d2[d2[\"life_expectancy\"].isna()]\nfor _, r in miss_rows.iterrows():\n issues.append({\"issue\": f\"{r.iso3} {int(r.year)}: empty life_expectancy cell\",\n \"handling\": \"treated as missing (no imputation); country excluded from balanced set\"})\nobs = d2.dropna(subset=[\"life_expectancy\"])\nyears_by = obs.groupby(\"iso3\")[\"year\"].apply(set)\nall_iso = sorted(d2[\"iso3\"].unique())\nbalanced = sorted(i for i in all_iso if set(YEARS) <= years_by.get(i, set()))\nincomplete = [i for i in all_iso if i not in balanced]\nfor i in incomplete:\n present = years_by.get(i, set())\n missing_years = sorted(set(YEARS) - present)\n if len(missing_years) > 1 and missing_years == list(range(missing_years[0], missing_years[-1] + 1)):\n desc = f\"{missing_years[0]}-{missing_years[-1]}\"\n else:\n desc = \",\".join(map(str, missing_years))\n if not (len(missing_years) == 1 and i in set(miss_rows.iso3)):\n issues.append({\"issue\": f\"{i}: no rows/values for years {desc} ({len(missing_years)} of 23 years missing)\",\n \"handling\": \"treated as missing (no imputation); country excluded from balanced set\"})\n\n# Step 3: drop rows with empty value\nd3 = d2.dropna(subset=[\"life_expectancy\"])\nstep(\"3_drop_missing_value\", \"drop rows with empty life_expectancy\", d2, d3,\n \"a country-year without a recorded value is missing; no imputation\")\n# Step 4: drop countries not observed in all 23 years\nd4 = d3[d3[\"iso3\"].isin(balanced)]\nstep(\"4_balanced_panel\", \"keep only iso3 with a recorded value in every year 2000-2022\", d3, d4,\n f\"balanced panel; excluded countries: {', '.join(incomplete)}\")\n\nanalytic = d4[[\"iso3\", \"country_name\", \"year\", \"life_expectancy\"]].sort_values([\"iso3\", \"year\"]).reset_index(drop=True)\nassert len(analytic) == len(balanced) * len(YEARS)\nassert not analytic.duplicated([\"iso3\", \"year\"]).any()\nanalytic.to_csv(f\"{OUT}/analytic.csv\", index=False)\npd.DataFrame(excl).to_csv(f\"{OUT}/exclusions.csv\", index=False)\n\nm = analytic.groupby(\"year\")[\"life_expectancy\"].mean()\nm2000, m2022 = float(m[2000]), float(m[2022])\navail22 = d3[d3[\"year\"] == 2022] # already one row per iso3\nresults = {\n \"task_id\": \"F1-conf-02\",\n \"n_countries_total\": len(all_iso),\n \"n_countries_balanced\": len(balanced),\n \"n_countries_incomplete\": len(incomplete),\n \"balanced_countries\": balanced,\n \"n_analysed\": int(len(analytic)),\n \"mean_2000_balanced\": round(m2000, 6),\n \"mean_2022_balanced\": round(m2022, 6),\n \"change_2000_2022_balanced\": round(m2022 - m2000, 6),\n \"mean_2022_all_available\": round(float(avail22[\"life_expectancy\"].mean()), 6),\n \"n_countries_2022_available\": int(avail22[\"iso3\"].nunique()),\n \"incomplete_countries\": incomplete,\n \"balanced_means_by_year\": {str(y): round(float(v), 6) for y, v in m.items()},\n \"feasibility\": \"complete\",\n \"feasibility_reason\": None,\n \"data_issues\": issues,\n \"n_input_rows\": {\"life_expectancy_panel.csv\": int(n_raw)},\n \"random_seed\": None,\n}\nwith open(f\"{OUT}/results.json\", \"w\") as f:\n json.dump(results, f, indent=2)\nprint(json.dumps({k: results[k] for k in [\"n_countries_total\", \"n_countries_balanced\", \"n_analysed\",\n \"mean_2000_balanced\", \"mean_2022_balanced\", \"change_2000_2022_balanced\", \"mean_2022_all_available\"]}, indent=1))\nEOF\n~/wp29/venv/bin/python out/analysis.py && cat out/exclusions.csv && python3 -c \"import json;print(json.dumps(json.load(open('out/results.json'))['data_issues'],indent=1))\"","description":"Write and run analysis script"}}]}}37{"type":"api-request","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","id":"3f75b30c-9b10-4d67-ba0f-a4aeec96c15b","timestamp":"2026-10-30T04:44:02.939Z","version":"2.1.314","querySource":"sdk","shapeHash":"eeb19a4c232b3a4a5700999f6d7939186b1a0f6934547979b35794975d4faf55","params":{"model":"claude-opus-5-5","betas":["claude-code-20250219","interleaved-thinking-2025-05-14","context-management-2025-06-27","prompt-caching-scope-2026-01-05","per-turn-control-2026-07-01","thinking-token-count-2026-05-13","mid-conversation-system-clear-at-2026-08-21","effort-2025-11-24","thinking-binding-controls-2026-08-01","thinking-display-updates-2026-08-18","cache-diagnosis-2026-04-07"],"max_tokens":128000,"thinking":{"type":"adaptive","display":"updates"},"context_management":{"edits":[{"type":"clear_thinking_20251015","keep":"all"}]},"output_config":{"effort":"medium"}},"base":"e3502d08-1aa7-45c3-8cad-55a6cede7dcb","keep":8,"tail":["ccf36cba2e24a32a2e41cce2f635f6ab70f9529287f4942539105f66e95c2a4d","2ca51b61af479ef0e953c1fd43c61cf7ef4395d018b6e910daf03d74cfc9ba1e"],"cacheControl":[{"path":["system",0],"value":{"type":"ephemeral"}},{"path":["system",1],"value":{"type":"ephemeral"}},{"path":["messages",9,"content",0],"value":{"type":"ephemeral"}}],"requestDigest":"775549e1d84622c522e5bee4ee408ff6620e0aca81c8b742471d26d343f90c8e"}38{"type":"last-prompt","lastPrompt":"Begin","leafUuid":"f3ed111c-fc8e-4a28-a9e7-d6f360b355b1","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d"}39{"type":"atis-latch","atis":"","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d"}40{"parentUuid":"f3ed111c-fc8e-4a28-a9e7-d6f360b355b1","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXp11QjhJw9MFoiQJRrG","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3771,"cache_read_input_tokens":11286,"output_tokens":1381,"output_tokens_details":{"thinking_tokens":74},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":3771},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"thinkingDurationMs":525,"thinkingDisplay":"updates","apiBlockIndex":0,"requestId":"req_011CgXp116tHAAD1ZMcrE9Py","requestRef":"3f75b30c-9b10-4d67-ba0f-a4aeec96c15b","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"cd75cc40-a766-4a9a-a85d-0608dc2a89a9","timestamp":"2026-10-30T04:44:04.419Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}41{"parentUuid":"cd75cc40-a766-4a9a-a85d-0608dc2a89a9","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXp11QjhJw9MFoiQJRrG","type":"message","role":"assistant","content":[{"type":"text","text":"Now the state files, checks, report and claims."}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3771,"cache_read_input_tokens":11286,"output_tokens":1381,"output_tokens_details":{"thinking_tokens":74},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":3771},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"apiBlockIndex":1,"requestId":"req_011CgXp116tHAAD1ZMcrE9Py","requestRef":"3f75b30c-9b10-4d67-ba0f-a4aeec96c15b","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"be65e379-676e-4f32-845d-52d7f8fe48ce","timestamp":"2026-10-30T04:44:04.419Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}42{"parentUuid":"be65e379-676e-4f32-845d-52d7f8fe48ce","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXp11QjhJw9MFoiQJRrG","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_014t5Dcffqwao9qGJprMcrkM","name":"Bash","input":{"command":"cp out/results.json /tmp/r1.json && rm out/results.json out/analytic.csv out/exclusions.csv && ~/wp29/venv/bin/python out/analysis.py >/dev/null && cmp /tmp/r1.json out/results.json && echo IDENTICAL\n~/wp29/venv/bin/python - <<'EOF'\nimport json,pandas as pd\nr=json.load(open('out/results.json')); a=pd.read_csv('out/analytic.csv'); e=pd.read_csv('out/exclusions.csv')\nd=pd.read_csv('data/life_expectancy_panel.csv')\nchk=[]\nchk.append((\"n_analysed == rows analytic.csv\", len(a)==r['n_analysed']))\nchk.append((\"n_analysed == n_balanced*23\", r['n_analysed']==r['n_countries_balanced']*23))\nchk.append((\"balanced+incomplete==total\", r['n_countries_balanced']+r['n_countries_incomplete']==r['n_countries_total']))\nchk.append((\"unique (iso3,year) in analytic\", not a.duplicated(['iso3','year']).any()))\nchk.append((\"no NaN in analytic\", a.life_expectancy.notna().all()))\nchk.append((\"ledger chain\", all(e.n_before-e.n_removed==e.n_after) and all(e.n_before.iloc[1:].values==e.n_after.iloc[:-1].values)))\nchk.append((\"ledger start=n_input_rows, end=n_analysed\", e.n_before.iloc[0]==r['n_input_rows']['life_expectancy_panel.csv']==len(d) and e.n_after.iloc[-1]==r['n_analysed']))\nchk.append((\"change == m2022-m2000\", abs(r['change_2000_2022_balanced']-(r['mean_2022_balanced']-r['mean_2000_balanced']))<1e-6))\nchk.append((\"recompute means from analytic\", abs(a[a.year==2000].life_expectancy.mean()-r['mean_2000_balanced'])<1e-6 and abs(a[a.year==2022].life_expectancy.mean()-r['mean_2022_balanced'])<1e-6))\ndd=d.drop_duplicates(['iso3','year']); chk.append((\"baseline recompute 2022 (20 countries, TUR once)\", abs(dd[dd.year==2022].life_expectancy.mean()-r['mean_2022_all_available'])<1e-6))\nchk.append((\"magnitudes 40-90 years\", all(40<r[k]<90 for k in ['mean_2000_balanced','mean_2022_balanced','mean_2022_all_available'])))\nchk.append((\"balanced_countries sorted\", r['balanced_countries']==sorted(r['balanced_countries'])))\nwith open('out/state/checks.md','w') as f:\n f.write(\"# Verification checks (P4)\\n\\n- Clean re-run of out/analysis.py: results.json byte-identical (cmp) -> PASS\\n\")\n for n,ok in chk: f.write(f\"- {n} -> {'PASS' if ok else 'FAIL'}\\n\")\n f.write(\"\\nNote: baseline (78.692, all 20 countries) is lower than balanced 2022 mean (81.553) because it includes the 4 low-LE countries (BGD, ETH, IND, NGA) excluded from the balanced set; direction expected.\\n\")\nprint(open('out/state/checks.md').read())\nEOF","description":"Reproducibility and consistency checks"},"caller":{"type":"direct"}}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3771,"cache_read_input_tokens":11286,"output_tokens":1381,"output_tokens_details":{"thinking_tokens":74},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":3771},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"apiBlockIndex":2,"requestId":"req_011CgXp116tHAAD1ZMcrE9Py","requestRef":"3f75b30c-9b10-4d67-ba0f-a4aeec96c15b","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"7f428f35-0c79-4ff2-b150-6eb5690367ea","timestamp":"2026-10-30T04:44:13.823Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}43{"parentUuid":"7f428f35-0c79-4ff2-b150-6eb5690367ea","isSidechain":false,"promptId":"6d9633a6-419b-4786-8d68-b31e015f4286","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_014t5Dcffqwao9qGJprMcrkM","type":"tool_result","content":"IDENTICAL\n# Verification checks (P4)\n\n- Clean re-run of out/analysis.py: results.json byte-identical (cmp) -> PASS\n- n_analysed == rows analytic.csv -> PASS\n- n_analysed == n_balanced*23 -> PASS\n- balanced+incomplete==total -> PASS\n- unique (iso3,year) in analytic -> PASS\n- no NaN in analytic -> PASS\n- ledger chain -> PASS\n- ledger start=n_input_rows, end=n_analysed -> PASS\n- change == m2022-m2000 -> PASS\n- recompute means from analytic -> PASS\n- baseline recompute 2022 (20 countries, TUR once) -> PASS\n- magnitudes 40-90 years -> PASS\n- balanced_countries sorted -> PASS\n\nNote: baseline (78.692, all 20 countries) is lower than balanced 2022 mean (81.553) because it includes the 4 low-LE countries (BGD, ETH, IND, NGA) excluded from the balanced set; direction expected.","is_error":false}]},"uuid":"3c27df3e-7b87-45fa-8e7a-c299b3bbdb68","timestamp":"2026-10-30T04:44:14.348Z","toolUseResult":{"stdout":"IDENTICAL\n# Verification checks (P4)\n\n- Clean re-run of out/analysis.py: results.json byte-identical (cmp) -> PASS\n- n_analysed == rows analytic.csv -> PASS\n- n_analysed == n_balanced*23 -> PASS\n- balanced+incomplete==total -> PASS\n- unique (iso3,year) in analytic -> PASS\n- no NaN in analytic -> PASS\n- ledger chain -> PASS\n- ledger start=n_input_rows, end=n_analysed -> PASS\n- change == m2022-m2000 -> PASS\n- recompute means from analytic -> PASS\n- baseline recompute 2022 (20 countries, TUR once) -> PASS\n- magnitudes 40-90 years -> PASS\n- balanced_countries sorted -> PASS\n\nNote: baseline (78.692, all 20 countries) is lower than balanced 2022 mean (81.553) because it includes the 4 low-LE countries (BGD, ETH, IND, NGA) excluded from the balanced set; direction expected.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sandboxed":false,"sourceToolAssistantUUID":"7f428f35-0c79-4ff2-b150-6eb5690367ea","permissionDecision":{"decision":"accept","source":"config","reasonType":"rule","ruleSource":"cliArg"},"userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}44{"type":"api-request-blob","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","hash":"cc8b8a6d0e6a54d297a4e7c878fb14084e08d5705482be6a5242017804258e2f","message":{"role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"},{"type":"text","text":"Now the state files, checks, report and claims."},{"type":"tool_use","id":"toolu_014t5Dcffqwao9qGJprMcrkM","name":"Bash","input":{"command":"cp out/results.json /tmp/r1.json && rm out/results.json out/analytic.csv out/exclusions.csv && ~/wp29/venv/bin/python out/analysis.py >/dev/null && cmp /tmp/r1.json out/results.json && echo IDENTICAL\n~/wp29/venv/bin/python - <<'EOF'\nimport json,pandas as pd\nr=json.load(open('out/results.json')); a=pd.read_csv('out/analytic.csv'); e=pd.read_csv('out/exclusions.csv')\nd=pd.read_csv('data/life_expectancy_panel.csv')\nchk=[]\nchk.append((\"n_analysed == rows analytic.csv\", len(a)==r['n_analysed']))\nchk.append((\"n_analysed == n_balanced*23\", r['n_analysed']==r['n_countries_balanced']*23))\nchk.append((\"balanced+incomplete==total\", r['n_countries_balanced']+r['n_countries_incomplete']==r['n_countries_total']))\nchk.append((\"unique (iso3,year) in analytic\", not a.duplicated(['iso3','year']).any()))\nchk.append((\"no NaN in analytic\", a.life_expectancy.notna().all()))\nchk.append((\"ledger chain\", all(e.n_before-e.n_removed==e.n_after) and all(e.n_before.iloc[1:].values==e.n_after.iloc[:-1].values)))\nchk.append((\"ledger start=n_input_rows, end=n_analysed\", e.n_before.iloc[0]==r['n_input_rows']['life_expectancy_panel.csv']==len(d) and e.n_after.iloc[-1]==r['n_analysed']))\nchk.append((\"change == m2022-m2000\", abs(r['change_2000_2022_balanced']-(r['mean_2022_balanced']-r['mean_2000_balanced']))<1e-6))\nchk.append((\"recompute means from analytic\", abs(a[a.year==2000].life_expectancy.mean()-r['mean_2000_balanced'])<1e-6 and abs(a[a.year==2022].life_expectancy.mean()-r['mean_2022_balanced'])<1e-6))\ndd=d.drop_duplicates(['iso3','year']); chk.append((\"baseline recompute 2022 (20 countries, TUR once)\", abs(dd[dd.year==2022].life_expectancy.mean()-r['mean_2022_all_available'])<1e-6))\nchk.append((\"magnitudes 40-90 years\", all(40<r[k]<90 for k in ['mean_2000_balanced','mean_2022_balanced','mean_2022_all_available'])))\nchk.append((\"balanced_countries sorted\", r['balanced_countries']==sorted(r['balanced_countries'])))\nwith open('out/state/checks.md','w') as f:\n f.write(\"# Verification checks (P4)\\n\\n- Clean re-run of out/analysis.py: results.json byte-identical (cmp) -> PASS\\n\")\n for n,ok in chk: f.write(f\"- {n} -> {'PASS' if ok else 'FAIL'}\\n\")\n f.write(\"\\nNote: baseline (78.692, all 20 countries) is lower than balanced 2022 mean (81.553) because it includes the 4 low-LE countries (BGD, ETH, IND, NGA) excluded from the balanced set; direction expected.\\n\")\nprint(open('out/state/checks.md').read())\nEOF","description":"Reproducibility and consistency checks"}}]}}45{"type":"api-request","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","id":"50062faf-03de-45d3-90ba-c4e5272b4739","timestamp":"2026-10-30T04:44:14.351Z","version":"2.1.314","querySource":"sdk","shapeHash":"eeb19a4c232b3a4a5700999f6d7939186b1a0f6934547979b35794975d4faf55","params":{"model":"claude-opus-5-5","betas":["claude-code-20250219","interleaved-thinking-2025-05-14","context-management-2025-06-27","prompt-caching-scope-2026-01-05","per-turn-control-2026-07-01","thinking-token-count-2026-05-13","mid-conversation-system-clear-at-2026-08-21","effort-2025-11-24","thinking-binding-controls-2026-08-01","thinking-display-updates-2026-08-18","cache-diagnosis-2026-04-07"],"max_tokens":128000,"thinking":{"type":"adaptive","display":"updates"},"context_management":{"edits":[{"type":"clear_thinking_20251015","keep":"all"}]},"output_config":{"effort":"medium"}},"base":"3f75b30c-9b10-4d67-ba0f-a4aeec96c15b","keep":10,"tail":["cc8b8a6d0e6a54d297a4e7c878fb14084e08d5705482be6a5242017804258e2f","32404ceed8d2973bac12ee83c5c36780f0611e904c8c129a5be5e39861abd50d"],"cacheControl":[{"path":["system",0],"value":{"type":"ephemeral"}},{"path":["system",1],"value":{"type":"ephemeral"}},{"path":["messages",11,"content",0],"value":{"type":"ephemeral"}}],"requestDigest":"8950776388f8431d9c999019da48e40953372cd9f45c4d577045f1329ffdc9ca"}46{"parentUuid":"3c27df3e-7b87-45fa-8e7a-c299b3bbdb68","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXp1rDN4PwD89EqogQ2Z","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01LWHMVPhcBdDxLRaLqF13Vq","name":"Bash","input":{"command":"cat > out/state/contract.md <<'EOF'\n# Contract — F1-conf-02\n**Question:** change in life expectancy at birth (WDI SP.DYN.LE00.IN) 2000→2022 across a fixed country set.\n**Estimands:** balanced-panel means — for each year, unweighted mean over countries (iso3) with a recorded value in every year 2000–2022, each counted once; mean_2000_balanced, mean_2022_balanced, their difference; composition of the balanced set. Meaningful as a descriptive, unweighted (not population-weighted) mean of a fixed set; not representative of the world.\n**Baseline:** mean_2022_all_available = mean over all distinct iso3 with recorded 2022 value, each once.\n**Outputs:** out/results.json (task_id, n_countries_total, n_countries_balanced, n_countries_incomplete, balanced_countries, n_analysed, mean_2000_balanced, mean_2022_balanced, change_2000_2022_balanced, mean_2022_all_available, feasibility, feasibility_reason, data_issues, n_input_rows, random_seed), out/analytic.csv, out/exclusions.csv, out/report.md (6 sections), out/analysis.py, out/claims.json.\n**Information rules:** only data/life_expectancy_panel.csv; no imputation/interpolation/lookups; empty cell = missing; country = iso3; ≤1 obs per country-year.\n**Invalidity conditions:** conflicting duplicate values for same (iso3, year) that cannot be resolved without outside info; no country complete across all years (infeasible).\nEOF\ncat > out/state/data_audit.md <<'EOF'\n# Data audit\nFile: data/life_expectancy_panel.csv — SHA-256 b3f2f774ed6797034acf62853286ca37fc02334ba3ce70e745e4f3d5c533c3ac (matches bundle.json).\n- 439 data rows + header, 4 columns: country_name (str), iso3 (str, all 3 chars), year (int, 2000–2022), life_expectancy (float, years, 3 dp; range 51.49–84.56).\n- 20 distinct iso3, 21 distinct country_name (TUR appears as both \"Turkey\" and \"Turkiye\").\n- Duplicates: TUR has 46 rows = 23 years × 2 (one per name); duplicate values identical → deduplicate on (iso3, year).\n- Missing: 1 empty cell, CHE 2007.\n- Structurally missing years: BGD, ETH, IND, NGA only have rows for 2011–2022 (12 rows each) — the narrower extraction.\n- No whitespace/quoting anomalies; no out-of-range values; largest year-on-year changes (≤4.4 y) occur in 2020–2022 (COVID) and are plausible.\n- Availability rules: no input violates them; missing values are NOT imputed. data/README.md is provenance only.\nEOF\ncat > out/state/log.md <<'EOF'\n# Log\n- 2026-10-30 P0: read TASK.md, wrote contract.\n- 2026-10-30 P1: audited data; found TUR duplicate (two names, identical values), CHE 2007 missing, BGD/ETH/IND/NGA 2000–2010 absent. Decision: dedupe on (iso3,year); no imputation.\n- 2026-10-30 P2/P3: baseline mean_2022_all_available and balanced means implemented in out/analysis.py (no randomness).\n- 2026-10-30 P4: clean re-run identical; 13 consistency checks pass (checks.md).\nEOF","description":"Write contract, audit, log"},"caller":{"type":"direct"}}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1718,"cache_read_input_tokens":15057,"output_tokens":1299,"output_tokens_details":{"thinking_tokens":0},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":1718},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"apiBlockIndex":0,"requestId":"req_011CgXp1qvm6WfLK2TuHuYUo","requestRef":"50062faf-03de-45d3-90ba-c4e5272b4739","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"5da0c0da-3ad9-4423-aa0f-34f214643097","timestamp":"2026-10-30T04:44:25.868Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}47{"parentUuid":"5da0c0da-3ad9-4423-aa0f-34f214643097","isSidechain":false,"promptId":"6d9633a6-419b-4786-8d68-b31e015f4286","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LWHMVPhcBdDxLRaLqF13Vq","type":"tool_result","content":"(Bash completed with no output)","is_error":false}]},"uuid":"48238034-275a-4a30-9cd9-34d6f705ac7c","timestamp":"2026-10-30T04:44:25.904Z","toolUseResult":{"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sandboxed":false,"sourceToolAssistantUUID":"5da0c0da-3ad9-4423-aa0f-34f214643097","permissionDecision":{"decision":"accept","source":"config","reasonType":"rule","ruleSource":"cliArg"},"userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}48{"type":"api-request-blob","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","hash":"9f562541f80e01109a1c6e6dcc87156546d5f5008a0f3b6f29cbb243182cf349","message":{"role":"assistant","content":[{"type":"tool_use","id":"toolu_01LWHMVPhcBdDxLRaLqF13Vq","name":"Bash","input":{"command":"cat > out/state/contract.md <<'EOF'\n# Contract — F1-conf-02\n**Question:** change in life expectancy at birth (WDI SP.DYN.LE00.IN) 2000→2022 across a fixed country set.\n**Estimands:** balanced-panel means — for each year, unweighted mean over countries (iso3) with a recorded value in every year 2000–2022, each counted once; mean_2000_balanced, mean_2022_balanced, their difference; composition of the balanced set. Meaningful as a descriptive, unweighted (not population-weighted) mean of a fixed set; not representative of the world.\n**Baseline:** mean_2022_all_available = mean over all distinct iso3 with recorded 2022 value, each once.\n**Outputs:** out/results.json (task_id, n_countries_total, n_countries_balanced, n_countries_incomplete, balanced_countries, n_analysed, mean_2000_balanced, mean_2022_balanced, change_2000_2022_balanced, mean_2022_all_available, feasibility, feasibility_reason, data_issues, n_input_rows, random_seed), out/analytic.csv, out/exclusions.csv, out/report.md (6 sections), out/analysis.py, out/claims.json.\n**Information rules:** only data/life_expectancy_panel.csv; no imputation/interpolation/lookups; empty cell = missing; country = iso3; ≤1 obs per country-year.\n**Invalidity conditions:** conflicting duplicate values for same (iso3, year) that cannot be resolved without outside info; no country complete across all years (infeasible).\nEOF\ncat > out/state/data_audit.md <<'EOF'\n# Data audit\nFile: data/life_expectancy_panel.csv — SHA-256 b3f2f774ed6797034acf62853286ca37fc02334ba3ce70e745e4f3d5c533c3ac (matches bundle.json).\n- 439 data rows + header, 4 columns: country_name (str), iso3 (str, all 3 chars), year (int, 2000–2022), life_expectancy (float, years, 3 dp; range 51.49–84.56).\n- 20 distinct iso3, 21 distinct country_name (TUR appears as both \"Turkey\" and \"Turkiye\").\n- Duplicates: TUR has 46 rows = 23 years × 2 (one per name); duplicate values identical → deduplicate on (iso3, year).\n- Missing: 1 empty cell, CHE 2007.\n- Structurally missing years: BGD, ETH, IND, NGA only have rows for 2011–2022 (12 rows each) — the narrower extraction.\n- No whitespace/quoting anomalies; no out-of-range values; largest year-on-year changes (≤4.4 y) occur in 2020–2022 (COVID) and are plausible.\n- Availability rules: no input violates them; missing values are NOT imputed. data/README.md is provenance only.\nEOF\ncat > out/state/log.md <<'EOF'\n# Log\n- 2026-10-30 P0: read TASK.md, wrote contract.\n- 2026-10-30 P1: audited data; found TUR duplicate (two names, identical values), CHE 2007 missing, BGD/ETH/IND/NGA 2000–2010 absent. Decision: dedupe on (iso3,year); no imputation.\n- 2026-10-30 P2/P3: baseline mean_2022_all_available and balanced means implemented in out/analysis.py (no randomness).\n- 2026-10-30 P4: clean re-run identical; 13 consistency checks pass (checks.md).\nEOF","description":"Write contract, audit, log"}}]}}49{"type":"api-request","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","id":"acd2fa8e-16b2-4a35-a5ef-af584d61eb65","timestamp":"2026-10-30T04:44:25.907Z","version":"2.1.314","querySource":"sdk","shapeHash":"eeb19a4c232b3a4a5700999f6d7939186b1a0f6934547979b35794975d4faf55","params":{"model":"claude-opus-5-5","betas":["claude-code-20250219","interleaved-thinking-2025-05-14","context-management-2025-06-27","prompt-caching-scope-2026-01-05","per-turn-control-2026-07-01","thinking-token-count-2026-05-13","mid-conversation-system-clear-at-2026-08-21","effort-2025-11-24","thinking-binding-controls-2026-08-01","thinking-display-updates-2026-08-18","cache-diagnosis-2026-04-07"],"max_tokens":128000,"thinking":{"type":"adaptive","display":"updates"},"context_management":{"edits":[{"type":"clear_thinking_20251015","keep":"all"}]},"output_config":{"effort":"medium"}},"base":"50062faf-03de-45d3-90ba-c4e5272b4739","keep":12,"tail":["9f562541f80e01109a1c6e6dcc87156546d5f5008a0f3b6f29cbb243182cf349","41b87555ebf79d3bc0156d58c1b0f9e07f8338936cab274c7a59ad885310aebf"],"cacheControl":[{"path":["system",0],"value":{"type":"ephemeral"}},{"path":["system",1],"value":{"type":"ephemeral"}},{"path":["messages",13,"content",0],"value":{"type":"ephemeral"}}],"requestDigest":"a9639467283226812bbf9352f32c082177249a97bbcaa718eebfccab8180f62f"}50{"parentUuid":"48238034-275a-4a30-9cd9-34d6f705ac7c","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXp2hZ1MdpDzmDQDYA2P","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01HFmcpG3LK9whwoJNp8oGxx","name":"Bash","input":{"command":"cat > out/report.md <<'EOF'\n# F1-conf-02 — Balanced-panel mean life expectancy, 2000–2022\n\n## Question\nHow did life expectancy at birth (WDI `SP.DYN.LE00.IN`) change between 2000 and 2022 across a fixed set of countries? The estimand is the unweighted mean across the countries with a recorded value in every year 2000–2022 (balanced panel), each country counted once.\n\n## Data and exclusions\nInput: `data/life_expectancy_panel.csv`, 439 data rows (`n_input_rows`), 20 distinct iso3 codes (`n_countries_total` = 20). Data problems detected (`data_issues`):\n- Türkiye (TUR) appears twice for every year, once as \"Turkey\" and once as \"Turkiye\" (an artefact of combining two extractions), and both copies have identical values. One row per (iso3, year) was kept.\n- Switzerland (CHE) has an empty value for 2007. It is treated as missing, not imputed, so CHE is excluded from the balanced set.\n- Bangladesh, Ethiopia, India and Nigeria (BGD, ETH, IND, NGA) have no rows for 2000–2010, so all four are excluded from the balanced set.\n\nExclusion ledger (`out/exclusions.csv`): 439 rows read → 439 rows within the 2000–2022 window → 416 after removing duplicate (iso3, year) rows (−23) → 415 after dropping the empty cell (−1) → 345 after keeping only the balanced countries (−70). `n_analysed` = 345 = 15 countries × 23 years. `n_countries_balanced` = 15 and `n_countries_incomplete` = 5. The balanced set (`balanced_countries`) is AUS, AUT, BEL, CAN, DEU, ESP, FRA, GBR, ITA, JPN, KOR, NLD, SWE, TUR, USA.\n\n## Method\nCountries are identified by iso3. Duplicate (iso3, year) rows were checked for conflicting values: there were none, and the script stops with an error if any are found. No value was imputed or interpolated. For each year, the analysis takes the simple mean over the balanced set (`balanced_means_by_year`). The change is the 2022 balanced mean minus the 2000 balanced mean. The baseline is the mean over every distinct country with a recorded 2022 value, each counted once (20 countries, `n_countries_2022_available`). The analysis is deterministic and uses no random numbers (`random_seed` = null).\n\n## Results\n- Balanced mean in 2000: **78.060 years** (`mean_2000_balanced`).\n- Balanced mean in 2022: **81.553 years** (`mean_2022_balanced`).\n- Change from 2000 to 2022: **+3.493 years** (`change_2000_2022_balanced`).\n- Baseline, mean over all countries with a 2022 value: **78.692 years** (`mean_2022_all_available`). It is 2.86 years below the balanced 2022 mean because it includes the four lower-life-expectancy countries that have no data before 2011 (BGD, ETH, IND, NGA), plus CHE. The naive mean therefore describes a different set of countries and should not be compared with the 2000 balanced mean.\n- Task feasibility: `feasibility` = \"complete\".\n\n## Uncertainty\nThese figures are descriptive means of a fixed, non-random set of countries, so no sampling-based confidence interval was computed. The WDI values are themselves modelled estimates, and their own uncertainty is not reported in the input. Values are rounded to 3 decimals, so rounding error in the means is negligible (< 0.001 years).\n\n## Limitations and open issues\n- Because the panel is balanced, 15 mostly high-income countries remain. The result does not represent the 20 countries in the file, and it does not represent the world. The means are unweighted rather than population-weighted.\n- One missing value (CHE 2007) is enough to exclude Switzerland, as the estimand requires.\n- The values come from a single WDI release and may change in later revisions.\nEOF\ncat > out/claims.json <<'EOF'\n[\n {\"id\":\"C1\",\"text\":\"15 of 20 countries have a recorded value in every year 2000-2022; the balanced analytic dataset has 345 country-years.\",\"results_keys\":[\"n_countries_balanced\",\"n_countries_total\",\"n_countries_incomplete\",\"n_analysed\",\"balanced_countries\"],\"status\":\"supported\",\"caveat\":\"TUR duplicates deduplicated on iso3; CHE excluded for a single missing year.\"},\n {\"id\":\"C2\",\"text\":\"Balanced-panel mean life expectancy rose from 78.060 years in 2000 to 81.553 years in 2022, a change of +3.493 years.\",\"results_keys\":[\"mean_2000_balanced\",\"mean_2022_balanced\",\"change_2000_2022_balanced\"],\"status\":\"supported\",\"caveat\":\"Unweighted mean over 15 mostly high-income countries; descriptive, no sampling CI.\"},\n {\"id\":\"C3\",\"text\":\"The naive 2022 mean over all 20 available countries (78.692 years) is lower than the balanced 2022 mean because it includes countries excluded from the balanced set.\",\"results_keys\":[\"mean_2022_all_available\",\"mean_2022_balanced\"],\"status\":\"supported\",\"caveat\":\"Baseline is descriptive only and not comparable to the 2000 balanced mean.\"},\n {\"id\":\"C4\",\"text\":\"Data issues: TUR duplicated under two names with identical values; CHE 2007 missing; BGD, ETH, IND, NGA lack 2000-2010.\",\"results_keys\":[\"data_issues\"],\"status\":\"supported\",\"caveat\":\"No imputation applied.\"}\n]\nEOF\nTS=$(date -u +%FT%TZ); cat > out/state/phases.json <<EOF\n{\n \"P0\":{\"status\":\"passed\",\"checks\":[\"TASK.md read fully; contract.md written\"],\"notes\":\"\"},\n \"P1\":{\"status\":\"passed\",\"checks\":[\"SHA-256 matches bundle.json\",\"schema/missing/duplicate audit in data_audit.md\",\"exclusion ledger 439->345 sums\"],\"notes\":\"TUR dup, CHE 2007 missing, 4 countries 2011+ only\"},\n \"P2\":{\"status\":\"passed\",\"checks\":[\"baseline mean_2022_all_available computed (20 countries, each once)\"],\"notes\":\"\"},\n \"P3\":{\"status\":\"passed\",\"checks\":[\"out/analysis.py runs, writes results/analytic/exclusions; no RNG\"],\"notes\":\"\"},\n \"P4\":{\"status\":\"running\",\"checks\":[\"clean re-run byte-identical results.json\",\"13 consistency checks PASS (checks.md)\"],\"notes\":\"\"},\n \"P5\":{\"status\":\"pending\",\"checks\":[],\"notes\":\"\"}\n}\nEOF\n~/wp29/venv/bin/python ~/wp29/gates/pgar_gate.py . ; ls out/state/gate_receipts","description":"Write report, claims, phases; run gate"},"caller":{"type":"direct"}}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1314,"cache_read_input_tokens":16775,"output_tokens":2422,"output_tokens_details":{"thinking_tokens":0},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":1314},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"apiBlockIndex":0,"requestId":"req_011CgXp2hHNzkA6PUKeD6k6q","requestRef":"acd2fa8e-16b2-4a35-a5ef-af584d61eb65","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"14672466-f788-4a40-a666-7a04c1593ef3","timestamp":"2026-10-30T04:44:45.565Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}51{"type":"last-prompt","lastPrompt":"Begin","leafUuid":"14672466-f788-4a40-a666-7a04c1593ef3","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d"}52{"type":"atis-latch","atis":"","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d"}53{"parentUuid":"14672466-f788-4a40-a666-7a04c1593ef3","isSidechain":false,"promptId":"6d9633a6-419b-4786-8d68-b31e015f4286","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01HFmcpG3LK9whwoJNp8oGxx","type":"tool_result","content":"PGAR GATE pgar_gate/1.0 — FAILED (1 of 32 checks failed)\n [ok] file:out/results.json: present\n [ok] file:out/report.md: present\n [ok] file:out/analysis.py: present\n [ok] file:out/claims.json: present\n [ok] file:out/analytic.csv: present\n [ok] file:out/exclusions.csv: present\n [ok] results_json: parsed\n [ok] key:task_id: ok\n [ok] key:n_countries_total: ok\n [ok] key:n_countries_balanced: ok\n [ok] key:n_countries_incomplete: ok\n [ok] key:balanced_countries: ok\n [ok] key:n_analysed: ok\n [ok] key:mean_2000_balanced: ok\n [ok] key:mean_2022_balanced: ok\n [ok] key:change_2000_2022_balanced: ok\n [ok] key:mean_2022_all_available: ok\n [ok] key:feasibility: ok\n [ok] key:feasibility_reason: ok\n [ok] key:data_issues: ok\n [ok] key:n_input_rows: ok\n [ok] key:random_seed: ok\n [ok] section:Question: present\n [ok] section:Data and exclusions: present\n [ok] section:Method: present\n [ok] section:Results: present\n [ok] section:Uncertainty: present\n [ok] section:Limitations and open issues: present\n [ok] claims_json: 4 claims, all keys resolve\n [FAIL] phase_ledger: phases not terminal: ['P4', 'P5']\n [ok] exclusion_ledger: 4 steps consistent\n [ok] reproducibility: regenerated in 0.3s; identical within tolerance\nreceipt: /Users/simon-pierreboucher/wp29/runs/RC0150/out/state/gate_receipts/20261030T044445.887781Z.json\n20261030T044445.887781Z.json","is_error":false}]},"uuid":"77bbaccd-7794-4e7e-9083-7ec167971922","timestamp":"2026-10-30T04:44:45.898Z","toolUseResult":{"stdout":"PGAR GATE pgar_gate/1.0 — FAILED (1 of 32 checks failed)\n [ok] file:out/results.json: present\n [ok] file:out/report.md: present\n [ok] file:out/analysis.py: present\n [ok] file:out/claims.json: present\n [ok] file:out/analytic.csv: present\n [ok] file:out/exclusions.csv: present\n [ok] results_json: parsed\n [ok] key:task_id: ok\n [ok] key:n_countries_total: ok\n [ok] key:n_countries_balanced: ok\n [ok] key:n_countries_incomplete: ok\n [ok] key:balanced_countries: ok\n [ok] key:n_analysed: ok\n [ok] key:mean_2000_balanced: ok\n [ok] key:mean_2022_balanced: ok\n [ok] key:change_2000_2022_balanced: ok\n [ok] key:mean_2022_all_available: ok\n [ok] key:feasibility: ok\n [ok] key:feasibility_reason: ok\n [ok] key:data_issues: ok\n [ok] key:n_input_rows: ok\n [ok] key:random_seed: ok\n [ok] section:Question: present\n [ok] section:Data and exclusions: present\n [ok] section:Method: present\n [ok] section:Results: present\n [ok] section:Uncertainty: present\n [ok] section:Limitations and open issues: present\n [ok] claims_json: 4 claims, all keys resolve\n [FAIL] phase_ledger: phases not terminal: ['P4', 'P5']\n [ok] exclusion_ledger: 4 steps consistent\n [ok] reproducibility: regenerated in 0.3s; identical within tolerance\nreceipt: /Users/simon-pierreboucher/wp29/runs/RC0150/out/state/gate_receipts/20261030T044445.887781Z.json\n20261030T044445.887781Z.json","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sandboxed":false,"sourceToolAssistantUUID":"14672466-f788-4a40-a666-7a04c1593ef3","permissionDecision":{"decision":"accept","source":"config","reasonType":"rule","ruleSource":"cliArg"},"userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}54{"type":"api-request-blob","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","hash":"176ffa7889f5ca57f059ae7adfe46190458ea3778abb7a54b41a09027f8ee653","message":{"role":"assistant","content":[{"type":"tool_use","id":"toolu_01HFmcpG3LK9whwoJNp8oGxx","name":"Bash","input":{"command":"cat > out/report.md <<'EOF'\n# F1-conf-02 — Balanced-panel mean life expectancy, 2000–2022\n\n## Question\nHow did life expectancy at birth (WDI `SP.DYN.LE00.IN`) change between 2000 and 2022 across a fixed set of countries? The estimand is the unweighted mean across the countries with a recorded value in every year 2000–2022 (balanced panel), each country counted once.\n\n## Data and exclusions\nInput: `data/life_expectancy_panel.csv`, 439 data rows (`n_input_rows`), 20 distinct iso3 codes (`n_countries_total` = 20). Data problems detected (`data_issues`):\n- Türkiye (TUR) appears twice for every year, once as \"Turkey\" and once as \"Turkiye\" (an artefact of combining two extractions), and both copies have identical values. One row per (iso3, year) was kept.\n- Switzerland (CHE) has an empty value for 2007. It is treated as missing, not imputed, so CHE is excluded from the balanced set.\n- Bangladesh, Ethiopia, India and Nigeria (BGD, ETH, IND, NGA) have no rows for 2000–2010, so all four are excluded from the balanced set.\n\nExclusion ledger (`out/exclusions.csv`): 439 rows read → 439 rows within the 2000–2022 window → 416 after removing duplicate (iso3, year) rows (−23) → 415 after dropping the empty cell (−1) → 345 after keeping only the balanced countries (−70). `n_analysed` = 345 = 15 countries × 23 years. `n_countries_balanced` = 15 and `n_countries_incomplete` = 5. The balanced set (`balanced_countries`) is AUS, AUT, BEL, CAN, DEU, ESP, FRA, GBR, ITA, JPN, KOR, NLD, SWE, TUR, USA.\n\n## Method\nCountries are identified by iso3. Duplicate (iso3, year) rows were checked for conflicting values: there were none, and the script stops with an error if any are found. No value was imputed or interpolated. For each year, the analysis takes the simple mean over the balanced set (`balanced_means_by_year`). The change is the 2022 balanced mean minus the 2000 balanced mean. The baseline is the mean over every distinct country with a recorded 2022 value, each counted once (20 countries, `n_countries_2022_available`). The analysis is deterministic and uses no random numbers (`random_seed` = null).\n\n## Results\n- Balanced mean in 2000: **78.060 years** (`mean_2000_balanced`).\n- Balanced mean in 2022: **81.553 years** (`mean_2022_balanced`).\n- Change from 2000 to 2022: **+3.493 years** (`change_2000_2022_balanced`).\n- Baseline, mean over all countries with a 2022 value: **78.692 years** (`mean_2022_all_available`). It is 2.86 years below the balanced 2022 mean because it includes the four lower-life-expectancy countries that have no data before 2011 (BGD, ETH, IND, NGA), plus CHE. The naive mean therefore describes a different set of countries and should not be compared with the 2000 balanced mean.\n- Task feasibility: `feasibility` = \"complete\".\n\n## Uncertainty\nThese figures are descriptive means of a fixed, non-random set of countries, so no sampling-based confidence interval was computed. The WDI values are themselves modelled estimates, and their own uncertainty is not reported in the input. Values are rounded to 3 decimals, so rounding error in the means is negligible (< 0.001 years).\n\n## Limitations and open issues\n- Because the panel is balanced, 15 mostly high-income countries remain. The result does not represent the 20 countries in the file, and it does not represent the world. The means are unweighted rather than population-weighted.\n- One missing value (CHE 2007) is enough to exclude Switzerland, as the estimand requires.\n- The values come from a single WDI release and may change in later revisions.\nEOF\ncat > out/claims.json <<'EOF'\n[\n {\"id\":\"C1\",\"text\":\"15 of 20 countries have a recorded value in every year 2000-2022; the balanced analytic dataset has 345 country-years.\",\"results_keys\":[\"n_countries_balanced\",\"n_countries_total\",\"n_countries_incomplete\",\"n_analysed\",\"balanced_countries\"],\"status\":\"supported\",\"caveat\":\"TUR duplicates deduplicated on iso3; CHE excluded for a single missing year.\"},\n {\"id\":\"C2\",\"text\":\"Balanced-panel mean life expectancy rose from 78.060 years in 2000 to 81.553 years in 2022, a change of +3.493 years.\",\"results_keys\":[\"mean_2000_balanced\",\"mean_2022_balanced\",\"change_2000_2022_balanced\"],\"status\":\"supported\",\"caveat\":\"Unweighted mean over 15 mostly high-income countries; descriptive, no sampling CI.\"},\n {\"id\":\"C3\",\"text\":\"The naive 2022 mean over all 20 available countries (78.692 years) is lower than the balanced 2022 mean because it includes countries excluded from the balanced set.\",\"results_keys\":[\"mean_2022_all_available\",\"mean_2022_balanced\"],\"status\":\"supported\",\"caveat\":\"Baseline is descriptive only and not comparable to the 2000 balanced mean.\"},\n {\"id\":\"C4\",\"text\":\"Data issues: TUR duplicated under two names with identical values; CHE 2007 missing; BGD, ETH, IND, NGA lack 2000-2010.\",\"results_keys\":[\"data_issues\"],\"status\":\"supported\",\"caveat\":\"No imputation applied.\"}\n]\nEOF\nTS=$(date -u +%FT%TZ); cat > out/state/phases.json <<EOF\n{\n \"P0\":{\"status\":\"passed\",\"checks\":[\"TASK.md read fully; contract.md written\"],\"notes\":\"\"},\n \"P1\":{\"status\":\"passed\",\"checks\":[\"SHA-256 matches bundle.json\",\"schema/missing/duplicate audit in data_audit.md\",\"exclusion ledger 439->345 sums\"],\"notes\":\"TUR dup, CHE 2007 missing, 4 countries 2011+ only\"},\n \"P2\":{\"status\":\"passed\",\"checks\":[\"baseline mean_2022_all_available computed (20 countries, each once)\"],\"notes\":\"\"},\n \"P3\":{\"status\":\"passed\",\"checks\":[\"out/analysis.py runs, writes results/analytic/exclusions; no RNG\"],\"notes\":\"\"},\n \"P4\":{\"status\":\"running\",\"checks\":[\"clean re-run byte-identical results.json\",\"13 consistency checks PASS (checks.md)\"],\"notes\":\"\"},\n \"P5\":{\"status\":\"pending\",\"checks\":[],\"notes\":\"\"}\n}\nEOF\n~/wp29/venv/bin/python ~/wp29/gates/pgar_gate.py . ; ls out/state/gate_receipts","description":"Write report, claims, phases; run gate"}}]}}55{"type":"api-request","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","id":"bba8d279-62da-46e7-87a2-d5b0d7ebd8f0","timestamp":"2026-10-30T04:44:45.901Z","version":"2.1.314","querySource":"sdk","shapeHash":"eeb19a4c232b3a4a5700999f6d7939186b1a0f6934547979b35794975d4faf55","params":{"model":"claude-opus-5-5","betas":["claude-code-20250219","interleaved-thinking-2025-05-14","context-management-2025-06-27","prompt-caching-scope-2026-01-05","per-turn-control-2026-07-01","thinking-token-count-2026-05-13","mid-conversation-system-clear-at-2026-08-21","effort-2025-11-24","thinking-binding-controls-2026-08-01","thinking-display-updates-2026-08-18","cache-diagnosis-2026-04-07"],"max_tokens":128000,"thinking":{"type":"adaptive","display":"updates"},"context_management":{"edits":[{"type":"clear_thinking_20251015","keep":"all"}]},"output_config":{"effort":"medium"}},"base":"acd2fa8e-16b2-4a35-a5ef-af584d61eb65","keep":14,"tail":["176ffa7889f5ca57f059ae7adfe46190458ea3778abb7a54b41a09027f8ee653","4d0eeed1c5d70d4a765abd2d567911da5876b62e215f924fe6ba5433a314308e"],"cacheControl":[{"path":["system",0],"value":{"type":"ephemeral"}},{"path":["system",1],"value":{"type":"ephemeral"}},{"path":["messages",15,"content",0],"value":{"type":"ephemeral"}}],"requestDigest":"7016cabd3ebfc72c054d44ebf3533edfb7972f7cc9d40abfcd57303c439aa885"}56{"parentUuid":"77bbaccd-7794-4e7e-9083-7ec167971922","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXp4B2XAMjFNmcVUds1B","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3104,"cache_read_input_tokens":18089,"output_tokens":881,"output_tokens_details":{"thinking_tokens":136},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":3104},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"thinkingDurationMs":1287,"thinkingDisplay":"updates","apiBlockIndex":0,"requestId":"req_011CgXp4Am9FXQ9YX9Vx3Sq7","requestRef":"bba8d279-62da-46e7-87a2-d5b0d7ebd8f0","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"13438ed7-f604-4c52-87dd-be8967ae0c5b","timestamp":"2026-10-30T04:44:48.203Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}57{"parentUuid":"13438ed7-f604-4c52-87dd-be8967ae0c5b","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXp4B2XAMjFNmcVUds1B","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01KwonDYsfZwNNAhvhg9KvSu","name":"Bash","input":{"command":"sed -i '' 's/It is 2.86 years below the balanced 2022 mean/It is 2.86 years below the balanced 2022 mean (`mean_2022_balanced` − `mean_2022_all_available`)/' out/report.md\nR1=20261030T044445.887781Z.json\ncat > out/state/phases.json <<EOF\n{\n \"P0\":{\"status\":\"passed\",\"checks\":[\"TASK.md read fully; contract.md written\"],\"notes\":\"\"},\n \"P1\":{\"status\":\"passed\",\"checks\":[\"SHA-256 matches bundle.json\",\"schema/missing/duplicate audit in data_audit.md\",\"exclusion ledger 439->345 sums\"],\"notes\":\"TUR dup, CHE 2007 missing, 4 countries 2011+ only\"},\n \"P2\":{\"status\":\"passed\",\"checks\":[\"baseline mean_2022_all_available computed (20 countries, each once)\"],\"notes\":\"\"},\n \"P3\":{\"status\":\"passed\",\"checks\":[\"out/analysis.py runs, writes results/analytic/exclusions; no RNG\"],\"notes\":\"\"},\n \"P4\":{\"status\":\"passed\",\"checks\":[\"clean re-run byte-identical results.json\",\"13 consistency checks PASS (checks.md)\",\"gate run end of P4: receipt $R1 — all contract/reproducibility checks ok; only failure was non-terminal phase ledger (expected mid-run)\"],\"notes\":\"\"},\n \"P5\":{\"status\":\"passed\",\"checks\":[\"report.md 6 sections, quantities cite results keys\",\"claims.json 4 claims, keys resolve\",\"final gate run: see latest receipt in out/state/gate_receipts/\"],\"notes\":\"\"}\n}\nEOF\necho \"- 2026-10-30 P4 gate receipt $R1 (only phase-ledger non-terminal). P5: report, claims written; final gate run.\" >> out/state/log.md\n~/wp29/venv/bin/python ~/wp29/gates/pgar_gate.py . | grep -v '\\[ok\\]'","description":"Finalize phases and rerun gate"},"caller":{"type":"direct"}}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3104,"cache_read_input_tokens":18089,"output_tokens":881,"output_tokens_details":{"thinking_tokens":136},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":3104},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"apiBlockIndex":1,"requestId":"req_011CgXp4Am9FXQ9YX9Vx3Sq7","requestRef":"bba8d279-62da-46e7-87a2-d5b0d7ebd8f0","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"deb668c0-4bc7-4b8a-bf35-d1112d2c2edf","timestamp":"2026-10-30T04:44:53.361Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}58{"parentUuid":"deb668c0-4bc7-4b8a-bf35-d1112d2c2edf","isSidechain":false,"promptId":"6d9633a6-419b-4786-8d68-b31e015f4286","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01KwonDYsfZwNNAhvhg9KvSu","type":"tool_result","content":"PGAR GATE pgar_gate/1.0 — PASSED (0 of 32 checks failed)\nreceipt: /Users/simon-pierreboucher/wp29/runs/RC0150/out/state/gate_receipts/20261030T044453.693698Z.json","is_error":false}]},"uuid":"47d18f66-5404-4ebc-ab6d-f8ae37cd35c3","timestamp":"2026-10-30T04:44:53.700Z","toolUseResult":{"stdout":"PGAR GATE pgar_gate/1.0 — PASSED (0 of 32 checks failed)\nreceipt: /Users/simon-pierreboucher/wp29/runs/RC0150/out/state/gate_receipts/20261030T044453.693698Z.json","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sandboxed":false,"sourceToolAssistantUUID":"deb668c0-4bc7-4b8a-bf35-d1112d2c2edf","permissionDecision":{"decision":"accept","source":"config","reasonType":"rule","ruleSource":"cliArg"},"userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}59{"type":"api-request-blob","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","hash":"39b13cbc206deff4174eb5d2a4608aaefe42ffc9fe7984ff88afc8f85222eea5","message":{"role":"assistant","content":[{"type":"thinking","thinking":"","signature":"CAQS5ggKEAgTGAI4AUIIdGhpbmtpbmcSDGBSDqdc3ctdeoxPxBoM+TTuT7ksUTUNp9bPIjCV7HBpZVeD0uOgF3smvqs6XcDb+r8OghJjaRIz+9NhM4kjm1139CmdXBM2oJFLoI0qgwgD0yPyn/eNW5QXhLvr+2LREn5B1Iow2ed2gBeJW9wQ87wgXL+wuelxvOvZF9JyZQfRhGQZpFdUmhjkUzxHV7sDqsDjVWxAHh+T3O7a320ximZIu9y6eYM/5bLz6lma7gmPSV9wghLCaI8uonHj0YOYtCEY5cPHn9ZHxvhNoKzaHyjJAsq6j6s21l5edchiysr0UEwOhdnzvZd2ZH9/EFY85Mbce04WfmjFdKo3+ap4ONIHP9hHvJdf7a+6MI9syxGgEbQu4UqEfk65+ZPOsdNPiSnm3/7bNfFoRZRtqKK6Ij/OgywUqY2dJgr1dZ5um16MNreF2eu+vLXzJZI5WkDgcW/5obLUO53fefDxGcR4RMnjFKKnbCuBughmGXviMn8ocx9RFjJCx8CiKJQzrtjveE0AYJrNczORi2BZW71xNVnDhnYtV8u6p6dse8TzAV1I1NEVwqiidrPIrz/OMFsQjkexcGtHc0CSEGCvs/ZxHmmb929W5uxux3h6/M1zOo5J2t4nbqis0W6fxTSzarpMxNUBJvAlu4BOhkCYFYCFpKv4wzXow1iAFVg8ycZY76Gta6uRkZ2xs6KHJ4dycJwkrXjVdkUR31MDuf/v3XqjTfAv2PqNK75o0qfjPWNi0vLt1k56/rK9H+5phx+EfPPkXsmp7M1Rp/YIh9l/qnQxkR1LHTu5ZtFa238lS6JOpCZfeoFdTsqEwDw8z0+55vBqeU7j2xwLeqHMYfaZwhKLgA4ituUYILLdnK3b51tfVVyfaK5EgcEUofyTQuhVYemsx4gPsux7wTpt8ZB0fTfExXLPsgEI8V+83v0T69Abl5VwDhX5werm9KTEqV6UrSJoEnnvrD3KGTdkiqprqz7EVWLd3c7bYLvGUaP/F9ksNxGq2qMgqHqHzjew7DAt1yMMVIs8tTk1v4CDfDO9kVIRif8yohMvwc0cHhPe7bHJZqiBeoH8szyo6RieXXKnD5tGTyUKiMb7zpovOPUiFWYMoQUORLifL+6oBWk/TtM73TnPk++RutwP+GplgXD3pZhyN25qCuvDwHDt4WW1uxcnMWAcaG4OJpF4iQhs6GUCcI17PI+CJNL2hry50dgC/3WaTBSY7Rbe/2EMU0na76smfwHadz7VcFFdDUzLhhQ0zbth9L2wJ5+P5qgRQI/FTKAJhlR/s4VNEoojf4T49hnV0n5urVMxIaaTy29kecyjfZlLzMUWFcOcpJwli7xFvfkt0/G1jkuMrNJKDniVRQ2r4/D+2A6n1gGRcsBNFE9KyGMhVk6gRPDStQTadq/XCAq1Prkk/Ucj3RcaRInN0YFvkucoI7P+w0hrZL/9htHBGyjIudB22NAWMV558xBd707Ph+AAGAE="},{"type":"tool_use","id":"toolu_01KwonDYsfZwNNAhvhg9KvSu","name":"Bash","input":{"command":"sed -i '' 's/It is 2.86 years below the balanced 2022 mean/It is 2.86 years below the balanced 2022 mean (`mean_2022_balanced` − `mean_2022_all_available`)/' out/report.md\nR1=20261030T044445.887781Z.json\ncat > out/state/phases.json <<EOF\n{\n \"P0\":{\"status\":\"passed\",\"checks\":[\"TASK.md read fully; contract.md written\"],\"notes\":\"\"},\n \"P1\":{\"status\":\"passed\",\"checks\":[\"SHA-256 matches bundle.json\",\"schema/missing/duplicate audit in data_audit.md\",\"exclusion ledger 439->345 sums\"],\"notes\":\"TUR dup, CHE 2007 missing, 4 countries 2011+ only\"},\n \"P2\":{\"status\":\"passed\",\"checks\":[\"baseline mean_2022_all_available computed (20 countries, each once)\"],\"notes\":\"\"},\n \"P3\":{\"status\":\"passed\",\"checks\":[\"out/analysis.py runs, writes results/analytic/exclusions; no RNG\"],\"notes\":\"\"},\n \"P4\":{\"status\":\"passed\",\"checks\":[\"clean re-run byte-identical results.json\",\"13 consistency checks PASS (checks.md)\",\"gate run end of P4: receipt $R1 — all contract/reproducibility checks ok; only failure was non-terminal phase ledger (expected mid-run)\"],\"notes\":\"\"},\n \"P5\":{\"status\":\"passed\",\"checks\":[\"report.md 6 sections, quantities cite results keys\",\"claims.json 4 claims, keys resolve\",\"final gate run: see latest receipt in out/state/gate_receipts/\"],\"notes\":\"\"}\n}\nEOF\necho \"- 2026-10-30 P4 gate receipt $R1 (only phase-ledger non-terminal). P5: report, claims written; final gate run.\" >> out/state/log.md\n~/wp29/venv/bin/python ~/wp29/gates/pgar_gate.py . | grep -v '\\[ok\\]'","description":"Finalize phases and rerun gate"}}]}}60{"type":"api-request","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","id":"7954be3a-b9c7-4e81-b76b-8b82756b9ba0","timestamp":"2026-10-30T04:44:53.704Z","version":"2.1.314","querySource":"sdk","shapeHash":"eeb19a4c232b3a4a5700999f6d7939186b1a0f6934547979b35794975d4faf55","params":{"model":"claude-opus-5-5","betas":["claude-code-20250219","interleaved-thinking-2025-05-14","context-management-2025-06-27","prompt-caching-scope-2026-01-05","per-turn-control-2026-07-01","thinking-token-count-2026-05-13","mid-conversation-system-clear-at-2026-08-21","effort-2025-11-24","thinking-binding-controls-2026-08-01","thinking-display-updates-2026-08-18","cache-diagnosis-2026-04-07"],"max_tokens":128000,"thinking":{"type":"adaptive","display":"updates"},"context_management":{"edits":[{"type":"clear_thinking_20251015","keep":"all"}]},"output_config":{"effort":"medium"}},"base":"bba8d279-62da-46e7-87a2-d5b0d7ebd8f0","keep":16,"tail":["39b13cbc206deff4174eb5d2a4608aaefe42ffc9fe7984ff88afc8f85222eea5","cba97c8f606f798a1b7487b3032bf404c953eb3d9ea4d080bc45ea1c7bc0b45c"],"cacheControl":[{"path":["system",0],"value":{"type":"ephemeral"}},{"path":["system",1],"value":{"type":"ephemeral"}},{"path":["messages",17,"content",0],"value":{"type":"ephemeral"}}],"requestDigest":"c6a9317a8d560e6384ecf300244c556bbaaa6669cf537c2266c6bf3f2280788d"}61{"parentUuid":"47d18f66-5404-4ebc-ab6d-f8ae37cd35c3","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXp4kk45KB58VpvG1t3A","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01FMktf915XzxFEXQpN8mnpV","name":"Bash","input":{"command":"~/wp29/venv/bin/python - <<'EOF'\nimport json\np=json.load(open('out/state/phases.json'))\np['P5']['checks'][-1]=\"final gate run: receipt 20261030T044453.693698Z.json PASSED (0/32 failed)\"\njson.dump(p,open('out/state/phases.json','w'),indent=1)\nEOF\necho \"- 2026-10-30 final gate receipt 20261030T044453.693698Z.json PASSED.\" >> out/state/log.md\n~/wp29/venv/bin/python ~/wp29/gates/pgar_gate.py . | head -1","description":"Record final receipt and confirm gate"},"caller":{"type":"direct"}}],"container":null,"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":976,"cache_read_input_tokens":21193,"output_tokens":286,"output_tokens_details":{"thinking_tokens":0},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":976},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"apiBlockIndex":0,"requestId":"req_011CgXp4k8LqadA3gND8HAab","requestRef":"7954be3a-b9c7-4e81-b76b-8b82756b9ba0","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"50b32009-31ae-4c65-8dd7-c9dbe49f8297","timestamp":"2026-10-30T04:44:56.377Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}62{"parentUuid":"50b32009-31ae-4c65-8dd7-c9dbe49f8297","isSidechain":false,"promptId":"6d9633a6-419b-4786-8d68-b31e015f4286","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01FMktf915XzxFEXQpN8mnpV","type":"tool_result","content":"PGAR GATE pgar_gate/1.0 — PASSED (0 of 32 checks failed)","is_error":false}]},"uuid":"d6b1d6e8-09f3-4358-b421-0373c80d8810","timestamp":"2026-10-30T04:44:56.705Z","toolUseResult":{"stdout":"PGAR GATE pgar_gate/1.0 — PASSED (0 of 32 checks failed)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sandboxed":false,"sourceToolAssistantUUID":"50b32009-31ae-4c65-8dd7-c9dbe49f8297","permissionDecision":{"decision":"accept","source":"config","reasonType":"rule","ruleSource":"cliArg"},"userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}63{"type":"api-request-blob","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","hash":"ef8c499401703b6c0dd5329f1f21ae707d742cdaa048fc019b722878f01f62d6","message":{"role":"assistant","content":[{"type":"tool_use","id":"toolu_01FMktf915XzxFEXQpN8mnpV","name":"Bash","input":{"command":"~/wp29/venv/bin/python - <<'EOF'\nimport json\np=json.load(open('out/state/phases.json'))\np['P5']['checks'][-1]=\"final gate run: receipt 20261030T044453.693698Z.json PASSED (0/32 failed)\"\njson.dump(p,open('out/state/phases.json','w'),indent=1)\nEOF\necho \"- 2026-10-30 final gate receipt 20261030T044453.693698Z.json PASSED.\" >> out/state/log.md\n~/wp29/venv/bin/python ~/wp29/gates/pgar_gate.py . | head -1","description":"Record final receipt and confirm gate"}}]}}64{"type":"api-request","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","id":"9048916e-aef2-4679-87fc-256dd730dd41","timestamp":"2026-10-30T04:44:56.708Z","version":"2.1.314","querySource":"sdk","shapeHash":"eeb19a4c232b3a4a5700999f6d7939186b1a0f6934547979b35794975d4faf55","params":{"model":"claude-opus-5-5","betas":["claude-code-20250219","interleaved-thinking-2025-05-14","context-management-2025-06-27","prompt-caching-scope-2026-01-05","per-turn-control-2026-07-01","thinking-token-count-2026-05-13","mid-conversation-system-clear-at-2026-08-21","effort-2025-11-24","thinking-binding-controls-2026-08-01","thinking-display-updates-2026-08-18","cache-diagnosis-2026-04-07"],"max_tokens":128000,"thinking":{"type":"adaptive","display":"updates"},"context_management":{"edits":[{"type":"clear_thinking_20251015","keep":"all"}]},"output_config":{"effort":"medium"}},"base":"7954be3a-b9c7-4e81-b76b-8b82756b9ba0","keep":18,"tail":["ef8c499401703b6c0dd5329f1f21ae707d742cdaa048fc019b722878f01f62d6","b7aa4d5854495b822a3c629badfbb63297eb7e63c54b19a698b2ff064bb0af24"],"cacheControl":[{"path":["system",0],"value":{"type":"ephemeral"}},{"path":["system",1],"value":{"type":"ephemeral"}},{"path":["messages",19,"content",0],"value":{"type":"ephemeral"}}],"requestDigest":"0ce9cd047472d2100c620d157789c2ffb643ae4cb26219bde24691f7b353211f"}65{"parentUuid":"d6b1d6e8-09f3-4358-b421-0373c80d8810","isSidechain":false,"message":{"model":"claude-opus-5-5","id":"msg_011CgXp4yHbjaN3Q7dLshaGd","type":"message","role":"assistant","content":[{"type":"text","text":"I've finished the analysis: across the 15 countries with a value in every year, mean life expectancy rose from **78.060 years in 2000 to 81.553 years in 2022, an increase of 3.493 years**. The final check script passes all 32 checks, and re-running `out/analysis.py` from scratch gives identical results.\n\n**Countries kept (15 of 20):** AUS, AUT, BEL, CAN, DEU, ESP, FRA, GBR, ITA, JPN, KOR, NLD, SWE, TUR, USA. That gives 345 country-years (15 × 23).\n\n**Data problems found and how I handled them:**\n- **Türkiye (TUR) appears twice for every year**, once as \"Turkey\" and once as \"Turkiye\", with identical values. I kept one row per country-year, so it is counted once.\n- **Switzerland (CHE) has an empty value for 2007.** I didn't fill it in, so Switzerland is excluded even though only one year is missing.\n- **Bangladesh, Ethiopia, India and Nigeria have no data for 2000–2010**, so all four are excluded.\n\n**Simple comparison for 2022:** the plain mean over all 20 countries with a 2022 value is 78.692 years. It is lower than the 81.553 above because it includes the four lower-life-expectancy countries that drop out of the full-period set. It describes a different group, so it shouldn't be compared with the 2000 figure.\n\n**Limitations:**\n- The 15 remaining countries are mostly high-income, so the result doesn't represent all 20 countries in the file, let alone the world.\n- The means are simple averages, not weighted by population.\n- There is no confidence interval: these are descriptive averages over a fixed set of countries, not a random sample.\n\nFiles are in `out/`:\n- `results.json`\n- `analysis.py`\n- `analytic.csv`\n- `exclusions.csv`\n- `report.md`\n- `claims.json`\n- `state/` (working notes and check records)"}],"container":null,"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":326,"cache_read_input_tokens":22169,"output_tokens":656,"output_tokens_details":{"thinking_tokens":0},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":326},"inference_geo":"global","iterations":[],"speed":"standard","fallback_credit":null},"input_transformations":[],"diagnostics":null,"context_management":null},"apiBlockIndex":0,"requestId":"req_011CgXp4xykCWqNNgJRU3Xr1","requestRef":"9048916e-aef2-4679-87fc-256dd730dd41","requestedModel":"claude-opus-5-5","type":"assistant","uuid":"c544d8bb-1bcb-4852-b260-b4b86d611dbb","timestamp":"2026-10-30T04:45:02.707Z","effort":"medium","perTurnEffort":"medium","userType":"external","entrypoint":"sdk-cli","cwd":"/Users/simon-pierreboucher/wp29/runs/RC0150","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","version":"2.1.314","gitBranch":"HEAD"}66{"type":"last-prompt","lastPrompt":"Begin","leafUuid":"c544d8bb-1bcb-4852-b260-b4b86d611dbb","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d"}67{"type":"cost-state","sessionId":"aeffb5cf-cc8b-47a5-8ef2-2fe3f30d897d","totalCostUSD":0.3486624,"totalAPIDuration":92439,"totalAPIDurationWithoutRetries":92433,"totalToolDuration":2459,"totalLinesAdded":0,"totalLinesRemoved":0,"totalDuration":95043,"startTime":1793335407672,"modelUsage":{"claude-opus-5-5":{"inputTokens":22,"outputTokens":10912,"thinkingTokens":646,"cacheReadInputTokens":126897,"cacheCreationInputTokens":20991,"cacheCreationEphemeral5mInputTokens":20991,"cacheCreationEphemeral1hInputTokens":0,"webSearchRequests":0,"costUSD":0.3486624}},"hasUnknownModelCost":false}68