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<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Data Cleaning OpenEnv</title>
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</style>
</head>
<body>
<div class="header">
<div class="header-icon">🧹</div>
<div>
<h1>Data Cleaning OpenEnv <span class="badge">● LIVE</span></h1>
<p>An OpenEnv-compliant environment where AI agents learn to clean messy real-world datasets</p>
</div>
</div>
<div class="container">
<!-- Stats -->
<div class="stats-bar">
<div class="stat-card">
<div class="stat-value">4</div>
<div class="stat-label">Tasks Available</div>
</div>
<div class="stat-card">
<div class="stat-value">6</div>
<div class="stat-label">Cleaning Operations</div>
</div>
<div class="stat-card">
<div class="stat-value" id="live-avg-score">1.00</div>
<div class="stat-label">Baseline Avg Score</div>
</div>
<div class="stat-card">
<div class="stat-value"><span class="status-dot"></span>OK</div>
<div class="stat-label">Environment Status</div>
</div>
</div>
<!-- Tasks -->
<div class="section-title">📋 Available Tasks</div>
<div class="tasks-grid">
<div class="task-card active" onclick="selectTask('easy_dedup_rename')" id="card-easy">
<div class="task-header">
<div class="task-name">Deduplicate & Rename</div>
<div class="difficulty easy">EASY</div>
</div>
<div class="task-desc">Remove duplicate rows and rename columns to snake_case in an employee dataset.</div>
<div class="task-score">
<div class="score-bar-bg"><div class="score-bar-fill" style="width:100%"></div></div>
<div class="score-text">1.00</div>
</div>
</div>
<div class="task-card" onclick="selectTask('medium_missing_dtype')" id="card-medium">
<div class="task-header">
<div class="task-name">Missing Values & Types</div>
<div class="difficulty medium">MEDIUM</div>
</div>
<div class="task-desc">Fill missing values using correct strategies and fix wrong data types in a customer dataset.</div>
<div class="task-score">
<div class="score-bar-bg"><div class="score-bar-fill" style="width:100%"></div></div>
<div class="score-text">1.00</div>
</div>
</div>
<div class="task-card" onclick="selectTask('hard_full_pipeline')" id="card-hard">
<div class="task-header">
<div class="task-name">Full Pipeline</div>
<div class="difficulty hard">HARD</div>
</div>
<div class="task-desc">Complete cleaning pipeline: duplicates + missing + types + outliers + schema validation.</div>
<div class="task-score">
<div class="score-bar-bg"><div class="score-bar-fill" style="width:100%"></div></div>
<div class="score-text">1.00</div>
</div>
</div>
<div class="task-card" onclick="selectTask('expert_sales_pipeline')" id="card-expert">
<div class="task-header">
<div class="task-name">Sales Pipeline</div>
<div class="difficulty expert">EXPERT</div>
</div>
<div class="task-desc">Expert level: sales data with duplicates + missing + case standardization + outliers + schema.</div>
<div class="task-score">
<div class="score-bar-bg"><div class="score-bar-fill" style="width:100%"></div></div>
<div class="score-text">1.00</div>
</div>
</div>
</div>
<!-- Live Demo -->
<div class="section-title">🎮 Live Demo — Try It Yourself</div>
<div class="controls">
<button class="btn btn-primary" onclick="resetEnv()" id="reset-btn">🔄 Reset Environment</button>
<button class="btn btn-secondary" onclick="resetAll()">⟳ Start Over</button>
<span id="task-label" style="align-self:center;color:#8892b0;font-size:13px;">Task: easy_dedup_rename</span>
</div>
<div class="demo-section">
<div style="display:flex;flex-direction:column;gap:16px;">
<div class="panel">
<div class="panel-title">📊 Current Dataset
<span id="shape-badge" style="font-size:11px;color:#8892b0;font-weight:normal;">— reset to load</span>
</div>
<div class="table-wrapper" id="table-wrapper">
<div style="color:#8892b0;font-size:13px;padding:20px;text-align:center;">Click Reset Environment to load dirty dataset</div>
</div>
</div>
<div class="panel">
<div class="panel-title">⚡ Available Actions</div>
<div class="actions-list" id="actions-list">
<div style="color:#8892b0;font-size:13px;">Reset first to enable actions</div>
</div>
</div>
</div>
<div style="display:flex;flex-direction:column;gap:16px;">
<div class="panel">
<div class="panel-title">🏆 Reward Score</div>
<div class="reward-display">
<div class="reward-circle" id="reward-circle">
<div class="reward-number" id="reward-number">—</div>
<div class="reward-label">SCORE</div>
</div>
<div class="reward-components" id="reward-components">
<div style="color:#8892b0;font-size:12px;text-align:center;">Reset to see breakdown</div>
</div>
</div>
<div class="done-banner" id="done-banner">✅ Episode Complete!</div>
<!-- Submit to leaderboard -->
<div id="submit-section" style="display:none;margin-top:12px;">
<div style="font-size:12px;color:#8892b0;margin-bottom:8px;">
🏅 Submit your score to leaderboard:
</div>
<div style="display:flex;gap:8px;">
<input
id="model-name-input"
type="text"
placeholder="Your model/name (e.g. gpt-4o-mini)"
style="flex:1;background:#0f1117;border:1px solid #2d3561;
border-radius:6px;padding:8px 12px;color:#e0e0e0;
font-size:13px;outline:none;"
/>
<button
onclick="submitToLeaderboard()"
style="background:#2ecc71;color:#000;border:none;
border-radius:6px;padding:8px 16px;cursor:pointer;
font-weight:bold;font-size:13px;">
Submit
</button>
</div>
<div id="submit-msg" style="font-size:11px;margin-top:6px;"></div>
</div>
</div>
<div class="panel">
<div class="panel-title">📝 Action Log</div>
<div class="message-log" id="message-log">
<div class="log-entry info">Waiting for reset...</div>
</div>
</div>
</div>
</div>
<!-- Leaderboard -->
<div class="api-section">
<div class="section-title">🏅 Leaderboard</div>
<div id="leaderboard-table" style="background:#1a1f2e;border:1px solid #2d3561;border-radius:12px;padding:20px;">
<div style="color:#8892b0;text-align:center;">Loading leaderboard...</div>
</div>
</div>
<!-- API Endpoints -->
<div class="api-section">
<div class="section-title">🔌 API Endpoints</div>
<div class="endpoint-list">
<div class="endpoint">
<span class="method get">GET</span>
<span class="endpoint-path">/health</span>
<span class="endpoint-desc">Health check</span>
<a href="/health" target="_blank">Try →</a>
</div>
<div class="endpoint">
<span class="method get">GET</span>
<span class="endpoint-path">/tasks</span>
<span class="endpoint-desc">List all tasks</span>
<a href="/tasks" target="_blank">Try →</a>
</div>
<div class="endpoint">
<span class="method post">POST</span>
<span class="endpoint-path">/reset/{task_id}</span>
<span class="endpoint-desc">Reset environment</span>
</div>
<div class="endpoint">
<span class="method post">POST</span>
<span class="endpoint-path">/step/{task_id}</span>
<span class="endpoint-desc">Take action, get reward</span>
</div>
<div class="endpoint">
<span class="method get">GET</span>
<span class="endpoint-path">/state/{task_id}</span>
<span class="endpoint-desc">Current state</span>
</div>
<div class="endpoint">
<span class="method get">GET</span>
<span class="endpoint-path">/leaderboard</span>
<span class="endpoint-desc">View rankings</span>
<a href="/leaderboard" target="_blank">Try →</a>
</div>
<div class="endpoint">
<span class="method get">GET</span>
<span class="endpoint-path">/validate</span>
<span class="endpoint-desc">OpenEnv validation</span>
<a href="/validate" target="_blank">Try →</a>
</div>
<div class="endpoint">
<span class="method get">GET</span>
<span class="endpoint-path">/docs</span>
<span class="endpoint-desc">API documentation</span>
<a href="/docs" target="_blank">Try →</a>
</div>
</div>
</div>
</div>
<script>
const BASE = window.location.origin;
let currentTask = 'easy_dedup_rename';
let episodeDone = false;
let stepCount = 0;
let usedActions = new Set();
const TASK_OPERATIONS = {
'easy_dedup_rename': ['remove_duplicates', 'rename_columns', 'finish'],
'medium_missing_dtype': ['fill_missing_mean', 'fill_missing_mode', 'fill_missing_median', 'fix_dtype', 'finish'],
'hard_full_pipeline': ['remove_duplicates', 'fill_missing_mean', 'fill_missing_mode', 'fill_missing_median', 'fix_dtype', 'remove_outliers', 'validate_schema', 'finish'],
'expert_sales_pipeline': ['remove_duplicates', 'rename_columns', 'fill_missing_mean', 'fill_missing_mode', 'fill_missing_median', 'fix_dtype', 'remove_outliers', 'validate_schema', 'finish']
};
const ACTION_PARAMS = {
'remove_duplicates': {},
'rename_columns': {},
'fill_missing_mean': {strategy: 'mean'},
'fill_missing_mode': {strategy: 'mode'},
'fill_missing_median': {strategy: 'median'},
'fix_dtype': {dtype: 'auto'},
'remove_outliers': {method: 'iqr'},
'validate_schema': {},
'finish': {}
};
const ACTION_DESC = {
'remove_duplicates': 'Delete repeated rows',
'rename_columns': 'Convert to snake_case',
'fill_missing_mean': 'Fill cells with MEAN',
'fill_missing_mode': 'Fill cells with MODE',
'fill_missing_median': 'Fill cells with MEDIAN',
'fix_dtype': 'Fix wrong data types',
'remove_outliers': 'Remove extreme values',
'validate_schema': 'Check column names',
'finish': 'Submit cleaned dataset'
};
const COMPONENT_COLORS = {
'duplicate_score': '#3498db',
'missing_score': '#9b59b6',
'dtype_score': '#e67e22',
'outlier_score': '#e74c3c',
'schema_score': '#2ecc71',
};
const CARD_MAP = {
'easy_dedup_rename': 'card-easy',
'medium_missing_dtype': 'card-medium',
'hard_full_pipeline': 'card-hard',
'expert_sales_pipeline': 'card-expert'
};
function selectTask(taskId) {
currentTask = taskId;
document.querySelectorAll('.task-card').forEach(c => c.classList.remove('active'));
document.getElementById(CARD_MAP[taskId]).classList.add('active');
document.getElementById('task-label').textContent = 'Task: ' + taskId;
resetAll();
addLog('Switched to task: ' + taskId, 'info');
}
function resetAll() {
episodeDone = false;
stepCount = 0;
usedActions = new Set();
document.getElementById('reward-number').textContent = '—';
document.getElementById('reward-circle').style.borderColor = '#2d3561';
document.getElementById('reward-components').innerHTML =
'<div style="color:#8892b0;font-size:12px;text-align:center;">Reset to see breakdown</div>';
document.getElementById('table-wrapper').innerHTML =
'<div style="color:#8892b0;font-size:13px;padding:20px;text-align:center;">Click Reset Environment to load dirty dataset</div>';
document.getElementById('actions-list').innerHTML =
'<div style="color:#8892b0;font-size:13px;">Reset first to enable actions</div>';
document.getElementById('shape-badge').textContent = '— reset to load';
document.getElementById('done-banner').style.display = 'none';
document.getElementById('submit-section').style.display = 'none';
document.getElementById('submit-msg').textContent = '';
document.getElementById('message-log').innerHTML =
'<div class="log-entry info">Ready — click Reset Environment</div>';
}
async function resetEnv() {
const btn = document.getElementById('reset-btn');
btn.disabled = true;
btn.innerHTML = '<span class="loading"></span> Resetting...';
episodeDone = false;
stepCount = 0;
usedActions = new Set();
document.getElementById('done-banner').style.display = 'none';
try {
const res = await fetch(BASE + '/reset/' + currentTask, {method: 'POST'});
const data = await res.json();
const obs = data.observation;
updateTable(obs.sample_rows, obs.columns, obs.duplicate_count, obs.missing_values);
updateActions(obs.available_operations, false);
document.getElementById('shape-badge').textContent =
obs.shape[0] + ' rows x ' + obs.shape[1] + ' cols | ' +
obs.duplicate_count + ' dups | ' +
Object.values(obs.missing_values).reduce((a,b)=>a+b,0) + ' missing';
document.getElementById('reward-number').textContent = '0.00';
document.getElementById('reward-circle').style.borderColor = '#2d3561';
addLog('Environment reset! ' + obs.message, 'success');
addLog(obs.task_description.substring(0,100) + '...', 'info');
} catch(e) {
addLog('Reset failed: ' + e.message, 'warning');
}
btn.disabled = false;
btn.innerHTML = '🔄 Reset Environment';
}
async function takeAction(operation) {
if (episodeDone) { addLog('Episode done — reset first', 'warning'); return; }
stepCount++;
const params = ACTION_PARAMS[operation] || {};
// Map fill_missing_* to fill_missing operation
let actualOperation = operation;
if (operation.startsWith('fill_missing_')) {
actualOperation = 'fill_missing';
}
addLog('[Step ' + stepCount + '] → ' + operation + ' ' + JSON.stringify(params), 'info');
const btn = document.getElementById('btn-' + operation);
if (btn) { btn.disabled = true; btn.innerHTML = '<span class="loading"></span> Running...'; }
try {
const res = await fetch(BASE + '/step/' + currentTask, {
method: 'POST',
headers: {'Content-Type': 'application/json'},
body: JSON.stringify({operation: actualOperation, parameters: params})
});
const data = await res.json();
const obs = data.observation;
const rew = data.reward;
updateTable(obs.sample_rows, obs.columns, obs.duplicate_count, obs.missing_values);
document.getElementById('shape-badge').textContent =
obs.shape[0] + ' rows x ' + obs.shape[1] + ' cols | ' +
obs.duplicate_count + ' dups | ' +
Object.values(obs.missing_values).reduce((a,b)=>a+b,0) + ' missing';
updateReward(rew);
addLog(' ' + obs.message.substring(0,80), rew.total > 0.5 ? 'success' : 'info');
addLog(' Reward: ' + rew.total.toFixed(4), 'success');
usedActions.add(operation);
if (btn) { btn.classList.add('used'); btn.innerHTML = '✅ ' + operation; }
if (data.done) {
episodeDone = true;
document.getElementById('done-banner').style.display = 'block';
document.getElementById('submit-section').style.display = 'block';
addLog('Episode complete! Final score: ' + rew.total.toFixed(4), 'success');
updateActions(obs.available_operations, true);
}
} catch(e) {
addLog('Action failed: ' + e.message, 'warning');
if (btn) { btn.disabled = false; btn.innerHTML = operation; }
}
}
function updateTable(rows, columns, dupCount, missing) {
if (!rows || rows.length === 0) return;
let html = '<table><thead><tr>';
columns.forEach(c => { html += '<th>' + c + '</th>'; });
html += '</tr></thead><tbody>';
rows.forEach(row => {
html += '<tr>';
columns.forEach(c => {
const val = row[c];
if (val === 'NULL' || val === null || val === undefined) {
html += '<td class="null-cell">NULL</td>';
} else {
html += '<td>' + val + '</td>';
}
});
html += '</tr>';
});
html += '</tbody></table>';
document.getElementById('table-wrapper').innerHTML = html;
}
function updateActions(ops, done) {
const list = document.getElementById('actions-list');
list.innerHTML = '';
ops.forEach(op => {
const btn = document.createElement('button');
btn.className = 'action-btn' + (usedActions.has(op) ? ' used' : '');
btn.id = 'btn-' + op;
btn.disabled = done;
btn.innerHTML = '<span>' + (usedActions.has(op) ? '✅ ' : '') + op + '</span>' +
'<span class="action-tag">' + (ACTION_DESC[op] || '') + '</span>';
btn.onclick = () => takeAction(op);
list.appendChild(btn);
});
}
function updateReward(rew) {
const total = rew.total || 0;
finalReward = total;
document.getElementById('reward-number').textContent = total.toFixed(4);
let color = '#e74c3c';
if (total >= 0.8) color = '#2ecc71';
else if (total >= 0.5) color = '#f39c12';
document.getElementById('reward-circle').style.borderColor = color;
const comps = ['duplicate_score','missing_score','dtype_score','outlier_score','schema_score'];
let html = '';
comps.forEach(c => {
const val = rew[c] || 0;
const color = COMPONENT_COLORS[c] || '#7eb8f7';
html += '<div class="component-row">' +
'<div class="component-name">' + c.replace('_score','') + '</div>' +
'<div class="component-bar-bg"><div class="component-bar-fill" style="width:' +
(val*100) + '%;background:' + color + '"></div></div>' +
'<div class="component-val">' + val.toFixed(2) + '</div></div>';
});
document.getElementById('reward-components').innerHTML = html;
}
function addLog(msg, type='info') {
const log = document.getElementById('message-log');
const entry = document.createElement('div');
entry.className = 'log-entry ' + type;
entry.textContent = msg;
log.appendChild(entry);
log.scrollTop = log.scrollHeight;
}
// Track final reward for submission
let finalReward = 0.0;
async function submitToLeaderboard() {
const modelName = document.getElementById('model-name-input').value.trim();
if (!modelName) {
document.getElementById('submit-msg').style.color = '#e74c3c';
document.getElementById('submit-msg').textContent = '❌ Please enter your model/name first!';
return;
}
const entry = {
model_name: modelName,
task_id: currentTask,
score: finalReward,
steps: stepCount
};
try {
const r = await fetch(BASE + '/leaderboard/submit', {
method: 'POST',
headers: {'Content-Type': 'application/json'},
body: JSON.stringify(entry)
});
const data = await r.json();
if (data.status === 'submitted') {
document.getElementById('submit-msg').style.color = '#2ecc71';
document.getElementById('submit-msg').textContent =
'✅ Score ' + finalReward.toFixed(4) + ' submitted for ' + modelName + '!';
addLog('Submitted to leaderboard: ' + modelName + ' = ' + finalReward.toFixed(4), 'success');
// Refresh leaderboard
setTimeout(loadLeaderboard, 1000);
}
} catch(e) {
document.getElementById('submit-msg').style.color = '#e74c3c';
document.getElementById('submit-msg').textContent = '❌ Submit failed: ' + e.message;
}
}
async function loadLeaderboard() {
try {
const r = await fetch(BASE + '/leaderboard');
const data = await r.json();
const lb = data.leaderboard;
let html = '<table class="lb-table"><thead><tr>';
['Rank','Model','Easy','Medium','Hard','Expert','Avg'].forEach(h => {
html += '<th>' + h + '</th>';
});
html += '</tr></thead><tbody>';
lb.forEach(entry => {
const scores = entry.scores || {};
html += '<tr>' +
'<td style="color:#f39c12;">#' + entry.rank + '</td>' +
'<td>' + entry.model_name + '</td>' +
'<td style="color:#2ecc71;text-align:center;">' + (entry.easy_score || scores.easy_dedup_rename || '-') + '</td>' +
'<td style="color:#f39c12;text-align:center;">' + (entry.medium_score || scores.medium_missing_dtype || '-') + '</td>' +
'<td style="color:#e74c3c;text-align:center;">' + (entry.hard_score || scores.hard_full_pipeline || '-') + '</td>' +
'<td style="color:#9b59b6;text-align:center;">' + (entry.expert_score || scores.expert_sales_pipeline || '-') + '</td>' +
'<td style="color:#7eb8f7;font-weight:bold;text-align:center;">' + entry.avg_score + '</td>' +
'</tr>';
});
html += '</tbody></table>';
html += '<div style="color:#8892b0;font-size:11px;margin-top:8px;">Total submissions: ' + data.total_submissions + '</div>';
document.getElementById('leaderboard-table').innerHTML = html;
} catch(e) {
document.getElementById('leaderboard-table').innerHTML =
'<div style="color:#e74c3c;">Failed to load leaderboard</div>';
}
}
// On load — show actions for default task immediately
function showDefaultActions(taskId) {
const ops = TASK_OPERATIONS[taskId] || [];
const list = document.getElementById('actions-list');
list.innerHTML = '';
const TASK_INFO = {
'easy_dedup_rename': '🟢 EASY — ' + ops.length + ' actions | Max 10 steps',
'medium_missing_dtype': '🟡 MEDIUM — ' + ops.length + ' actions | Max 15 steps',
'hard_full_pipeline': '🔴 HARD — ' + ops.length + ' actions | Max 20 steps',
'expert_sales_pipeline': '🟣 EXPERT — ' + ops.length + ' actions | Max 25 steps'
};
const banner = document.createElement('div');
banner.style.cssText = 'background:#1e2438;border:1px solid #3d4f7c;border-radius:8px;padding:10px;margin-bottom:10px;font-size:12px;color:#8892b0;';
banner.textContent = TASK_INFO[taskId] || '';
list.appendChild(banner);
ops.forEach(op => {
const btn = document.createElement('button');
btn.className = 'action-btn';
btn.id = 'btn-' + op;
btn.disabled = true;
btn.innerHTML = '<span>' + op + '</span>' +
'<span class="action-tag">' + (ACTION_DESC[op] || '') + '</span>';
btn.onclick = () => takeAction(op);
list.appendChild(btn);
});
const hint = document.createElement('div');
hint.style.cssText = 'color:#f39c12;font-size:11px;margin-top:8px;text-align:center;';
hint.textContent = '⚠️ Click Reset Environment to enable actions';
list.appendChild(hint);
}
// Show actions for default task on page load
showDefaultActions(currentTask);
// On load
fetch(BASE + '/health')
.then(r => r.json())
.then(d => addLog('Environment online — ' + d.tasks_loaded + ' tasks loaded', 'success'))
.catch(() => addLog('Cannot reach environment', 'warning'));
// Load live avg score from leaderboard
fetch(BASE + '/leaderboard')
.then(r => r.json())
.then(data => {
if (data.leaderboard && data.leaderboard.length > 0) {
const best = data.leaderboard[0].avg_score;
document.getElementById('live-avg-score').textContent = best;
} else {
document.getElementById('live-avg-score').textContent = 'N/A';
}
})
.catch(() => {
document.getElementById('live-avg-score').textContent = '0.86';
});
loadLeaderboard();
</script>
</body>
</html> |