Datasets:
task_id stringlengths 20 23 | difficulty int64 1 4 | difficulty_tier stringclasses 3
values | n_turns int64 2 20 | source_agent stringclasses 2
values | messages listlengths 7 43 | tools listlengths 1 1 |
|---|---|---|---|---|---|---|
0032_386_32386426_qa_2 | 3 | medium | 7 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0079_726_79726462_qa_1 | 2 | medium | 3 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0058_272_58272349_qa_4 | 1 | easy | 3 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0108_986_108986276_qa_3 | 2 | medium | 3 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0135_720_135720396_qa_1 | 3 | medium | 6 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0130_285_130285411_qa_1 | 1 | easy | 4 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0123_500_123500011_qa_3 | 1 | easy | 3 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0096_784_96784965_qa_2 | 2 | medium | 3 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0043_591_43591690_qa_2 | 2 | medium | 4 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0001_733_1733851_qa_3 | 2 | medium | 12 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0069_399_69399288_qa_4 | 4 | hard | 4 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0035_303_35303628_qa_1 | 3 | medium | 4 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0028_054_28054736_qa_2 | 1 | easy | 3 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0089_604_89604836_qa_4 | 2 | medium | 3 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0053_910_53910928_qa_5 | 4 | hard | 8 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0041_193_41193082_qa_3 | 2 | medium | 4 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0056_687_56687302_qa_2 | 3 | medium | 5 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0127_535_127535783_qa_4 | 1 | easy | 7 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0115_972_115972863_qa_1 | 2 | medium | 3 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0017_339_17339042_qa_3 | 3 | medium | 5 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0102_923_102923439_qa_3 | 1 | easy | 3 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0112_804_112804674_qa_4 | 3 | medium | 5 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0057_778_57778333_qa_1 | 2 | medium | 3 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0083_238_83238182_qa_2 | 2 | medium | 4 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
0024_251_24251009_qa_3 | 1 | easy | 3 | bash | [
{
"role": "system",
"content": "You are an autonomous data-analysis agent operating in a sandboxed Linux container. Your only tool is `bash`. The dataset files are in /home/user/input/. Python 3 + pandas + numpy + scikit-learn + scipy are pre-installed.\n\nWork the problem step-by-step: first inspect the da... | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a shell command in the sandbox and return its combined stdout+stderr. The shell is non-stateful between calls (each call is a fresh `bash -c`). Use it to explore files (ls, head, cat), run Python (`python3 -c ...`), and writ... |
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data_agent_harbor_train_sft
4677 verified agent trajectories (SFT) for the data_agent_harbor_train environments. TRL-ready tool-calling format: messages + tools columns.
Each row is a reward=1 rollout — instruction -> bash tool calls (shell commands) -> final answer — graded deterministically (no LLM judge). Single bash tool throughout.
Columns
messages: OpenAI/TRL chat format (system, user, assistant+tool_calls, tool, ...).tool_calls[].function.argumentsare JSON objects;toolmessages carryname.tools: thebashtool JSON schema (forapply_chat_template(..., tools=...)).task_id,difficulty(1-5),n_turns,source_agent(bash|seta).
Usage
from datasets import load_dataset
ds = load_dataset('AdithyaSK/data_agent_harbor_train_sft', split='train')
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