\n Updating rankings...\n

\n );\n\n return (\n

{IS_PUBLIC ? \"Let's all name Woombie\" : \"Let's name Woombie\"}

\n\n {/* Username reminder banner */}\n {(Object.values(state.comparisons).reduce(\n (sum, losers) => sum + Object.values(losers).reduce((a, b) => a + b, 0),\n 0,\n ) >= 5 && /\\d/.test(username)) && (\n \n \n Hey there! Your current name is{\" \"}\n {username}, which looks like a randomly generated ID. Please change it to your actual name!\n \n setShowUsernameChange(true)}\n >\n Change My Name\n \n

\n )}\n\n {error && (\n

\n {error}\n \n

\n )}\n\n {currentPair\n ? (\n

Choose the Better Name:

\n recordComparison(currentPair[0], currentPair[1])}\n >\n {currentPair[0]}\n \n

\n recordComparison(currentPair[1], currentPair[0])}\n >\n {currentPair[1]}\n \n

\n \n Pass! I don't know!\n \n {lastPair.pair && (\n \n ↩️ Back\n \n )}\n

\n )\n :

Add at least two names to start comparing!

}\n\n

\n setNewCandidateName(e.target.value)}\n placeholder=\"Enter a new name\"\n />\n \n

\n\n

\n \n \n \n

\n\n {/* State Display Modal */}\n {showState && (\n

Your Stats ({username})

{stateDisplay}

\n \n setShowUsernameChange(true)}\n >\n Change Your Name\n \n

\n )}\n\n {/* Global Stats Modal */}\n {showGlobalStats && (\n

Global Rankings (viewing as {username})

\n {isLoadingLeaderboard && }\n {\n if (!showRawData) {\n fetchDetailedData();\n }\n setShowRawData(!showRawData);\n }}\n >\n {showRawData ? \"Show Rankings\" : \"Show Raw Data\"}\n \n \n setShowSingleVoterNames(e.target.checked)}\n style={{ marginRight: \"5px\" }}\n />\n Include names with less than two voters\n \n \n setIncludeUserGeneratedNames(e.target.checked)}\n style={{ marginRight: \"5px\" }}\n />\n Show user-added names\n \n

\n {isLoadingLeaderboard ? (\n

\n ) : showRawData ? (\n

\n                {JSON.stringify(leaderboardData?.rawData, null, 2)}\n

\n ) : (\n

\n {/* Left Column - Name Rankings */}\n

TOP PERFORMERS BY RANKING ALGORITHM

\n CONSENSUS TOP PERFORMERS\n

\n Players who rank highly across multiple algorithms\n

\n {(leaderboardData?.summary.topPerformers.consensus || [])\n .filter(player => \n (showSingleVoterNames || player.voterCount > 1) && \n (includeUserGeneratedNames || INITIAL_NAMES.includes(player.name))\n )\n .slice(0, 5)\n .map((player, index) => (\n

\n #{index + 1}: {player.name}\n {player.voterCount < 2 && (\n \n (1 voter)\n \n )}\n \n

\n Top 10 in {player.topTenCount}/3 ranking methods\n Avg Rank: {player.avgRank.toFixed(1)}\n

\n ))}\n

\n\n

Understanding the Rankings

\n Bradley-Terry Rank: Based on win/loss with opponent strength (regularized and normalized for stability).\n
\n Eigenvector Rank: Based on who you've beaten - higher rank means you've beaten players who themselves beat many others\n
\n PageRank Rank: Similar to Eigenvector but with more randomness, often highlighting different strengths\n
\n Consensus: Players who rank highly across multiple algorithms\n

\n\n \n\n

Regularized Bradley-Terry Rankings

\n Based on win/loss factoring in opponent strength. 100 is average\n

\n {(leaderboardData?.summary.topPerformers.bradleyTerry || [])\n .filter(player => \n (showSingleVoterNames || player.voterCount > 1) && \n (includeUserGeneratedNames || INITIAL_NAMES.includes(player.name))\n )\n .slice(0, 10)\n .map((player, index) => (\n

\n #{index + 1}: {player.name}\n {player.voterCount < 2 && (\n \n (1 voter)\n \n )}\n \n {player.score?.toFixed(1) || '0.0'} pts ({(player.winRate * 100)?.toFixed(1) || '0.0'}%)\n

\n ))}\n

\n\n

PageRank Rankings

Network-based importance

\n {(leaderboardData?.summary.topPerformers.pageRank || [])\n .filter(player => \n (showSingleVoterNames || player.voterCount > 1) && \n (includeUserGeneratedNames || INITIAL_NAMES.includes(player.name))\n )\n .slice(0, 10)\n .map((player, index) => (\n

\n #{index + 1}: {player.name}\n {player.voterCount < 2 && (\n \n (1 voter)\n \n )}\n \n {player.score?.toFixed(3) || '0.000'} ({(player.winRate * 100)?.toFixed(1) || '0.0'}%)\n

\n ))}\n

\n\n

Eigenvector Rankings

Based on beating players who beat others

\n {(leaderboardData?.summary.topPerformers.eigenvector || [])\n .filter(player => \n (showSingleVoterNames || player.voterCount > 1) && \n (includeUserGeneratedNames || INITIAL_NAMES.includes(player.name))\n )\n .slice(0, 10)\n .map((player, index) => (\n

\n #{index + 1}: {player.name}\n {player.voterCount < 2 && (\n \n (1 voter)\n \n )}\n \n {player.score?.toFixed(3) || '0.000'} ({(player.winRate * 100)?.toFixed(1) || '0.0'}%)\n

\n ))}\n

\n\n

Basic Win Rate

Simple win/loss ratio

\n {[...(leaderboardData?.allnames?.entries || [])]\n .filter(player => \n (showSingleVoterNames || player.voterCount > 1) && \n (includeUserGeneratedNames || INITIAL_NAMES.includes(player.name))\n )\n .sort((a, b) => b.winRate - a.winRate)\n .slice(0, 10)\n .map((player, index) => (\n

\n #{index + 1}: {player.name}\n {player.voterCount < 2 && (\n \n (1 voter)\n \n )}\n \n {(player.winRate * 100).toFixed(1)}% ({player.wins}/{player.losses})\n

\n ))}\n

\n\n {leaderboardData?.analysis?.surprisingMatchups && (\n (() => {\n const filteredMatches = leaderboardData.analysis.surprisingMatchups\n .filter(match => match.voterCount > 1)\n .slice(0, 5);\n \n return filteredMatches.length > 0 ? (\n

\n SURPRISING MATCHUPS\n

\n Lower-ranked players who beat higher-ranked players\n

\n {filteredMatches.map((match, index) => (\n

\n Rank #{match.winnerRank} {match.winner} beat rank #{match.loserRank} {match.loser}\n \n (Difference: {match.rankDifference} ranks, {match.voterCount} {match.voterCount < 2 ? 'voter' : 'voters'} agree)\n \n

\n ))}\n

\n ) : null;\n })()\n )}\n\n {/* Full Rankings by Average Rank Section */}\n {leaderboardData?.allnames?.entries && leaderboardData.allnames.entries.length > 0 && (\n

\n COMPLETE RANKINGS BY AVERAGE RANK\n

\n All names sorted by average algorithm rank, with individual rankings shown\n

\n {/* Header row */}\n

Rank

Name

BT Rank

EV Rank

PR Rank

\n \n {/* Data rows */}\n {[...leaderboardData.allnames.entries]\n .map(player => ({\n ...player,\n avgRank: (player.ranks.bradleyTerry.rank + player.ranks.eigenvector.rank + player.ranks.pageRank.rank) / 3\n }))\n .filter(player => \n (showSingleVoterNames || player.voterCount > 1) && \n (includeUserGeneratedNames || INITIAL_NAMES.includes(player.name))\n )\n .sort((a, b) => a.avgRank - b.avgRank)\n .map((player, index) => (\n \n

\n {index + 1}\n

\n {player.name}\n {player.voterCount < 2 && (\n \n (1 voter)\n \n )}\n

\n #{player.ranks.bradleyTerry.rank}\n

\n #{player.ranks.eigenvector.rank}\n

\n #{player.ranks.pageRank.rank}\n

\n \n ))\n }\n

\n )}\n\n {leaderboardData?.analysis?.inconsistentVoters && leaderboardData?.analysis?.inconsistentVoters.length > 0 && (\n

\n INCONSISTENT VOTER DETAILS\n

\n Voters who gave contradictory ratings\n

\n {(leaderboardData?.analysis?.inconsistentVoters || []).map((voter, index) => (\n

\n Voter {voter.voter_id} had {voter.inconsistencies.length} inconsistent matchups\n

\n ))}\n

\n )}\n

\n\n {/* Right Column - Voter Leaderboard */}\n

Voter Leaderboard

\n \n {/* Header row */}\n

Rank

Username

Votes

\n\n {/* Data rows */}\n {Object.entries(leaderboardData?.voters || {})\n .map(([userId, stats]) => ({ \n userId, \n totalVotes: stats.totalVotes \n }))\n .sort((a, b) => b.totalVotes - a.totalVotes)\n .slice(0, 40)\n .map((voter, index) => {\n const rowStyle = {\n display: \"grid\",\n gridTemplateColumns: \"auto 1fr auto\",\n gap: window.innerWidth < 768 ? \"5px\" : \"10px\",\n padding: window.innerWidth < 768 ? \"5px\" : \"10px\",\n borderBottom: \"1px solid #ddd\",\n backgroundColor: index === 0 ? \"#f3e8fd\" : \n index === 1 ? \"#f7f0fd\" : \n index === 2 ? \"#faf5fd\" :\n index < 10 ? `rgba(228, 244, 252, ${1 - (index - 3) * 0.1})` : \n \"transparent\",\n fontWeight: index < 3 ? \"bold\" : \"normal\"\n };\n return (\n

{index + 1}

{voter.userId}

{voter.totalVotes}

\n );\n })}\n {Object.keys(leaderboardData?.voters || {}).length > 40 && (\n \n ... and {Object.keys(leaderboardData?.voters || {}).length - 40} more voters\n

\n )}\n

\n \n

Global Statistics

Total Votes: {leaderboardData?.stats.totalVotes || 0}

Total Players: {leaderboardData?.stats.totalPlayers || 0}

Total Matches: {leaderboardData?.stats.totalMatches || 0}

\n )}\n

\n {\n const textToCopy = showRawData\n ? JSON.stringify(leaderboardData?.rawData, null, 2)\n : JSON.stringify({\n stats: leaderboardData?.stats,\n rankings: leaderboardData?.summary.topPerformers,\n voterStats: leaderboardData?.voters\n }, null, 2);\n navigator.clipboard.writeText(textToCopy);\n setError(\"Copied to clipboard!\");\n setTimeout(() => setError(null), 2000);\n }}\n >\n Copy to Clipboard\n \n \n setShowUsernameChange(true)}\n >\n Change Your Name\n \n

\n \n \n )}\n\n {/* User ID Modal */}\n {showUsernameModal && (\n

Set Your Name

\n Your current name is: {username}\n {/\\d/.test(username) && (\n \n This looks like a randomly generated ID. Please change it to your actual name!\n \n )}\n

\n setNewUsername(e.target.value)}\n placeholder=\"Enter your name\"\n />\n

\n {\n setShowUsernameModal(false);\n setNewUsername(\"\");\n }}\n >\n Maybe Later\n \n handleUsernameChange(newUsername)}\n >\n Set Name\n \n

\n )}\n\n {/* Name Change Modal */}\n {showUsernameChange && (\n

Change Your Name

\n Your current name is: {username}\n {/\\d/.test(username) && (\n \n This looks like a randomly generated ID. Please change it to your actual name!\n \n )}\n

\n setNewUsername(e.target.value)}\n placeholder=\"Enter your new name\"\n />\n

\n {\n setShowUsernameChange(false);\n setNewUsername(\"\");\n }}\n >\n Cancel\n \n handleUsernameChange(newUsername)}\n >\n Change Name\n \n

\n )}\n\n {/* Show user ID customization button after some interaction */}\n {hasInteracted && !showUsernameModal && (\n setShowUsernameModal(true)}\n >\n Set Your Name\n \n )}\n\n \n remove test data\n \n \n );\n}\n\nconst styles = {\n container: {\n fontFamily: \"'Segoe UI', Tahoma, Geneva, Verdana, sans-serif\",\n maxWidth: \"600px\",\n margin: \"0 auto\",\n padding: \"20px\",\n backgroundColor: \"#f4f4f8\",\n borderRadius: \"12px\",\n boxShadow: \"0 4px 6px rgba(0,0,0,0.1)\",\n color: \"#333\",\n },\n title: {\n textAlign: \"center\",\n color: \"#2c3e50\",\n marginBottom: \"20px\",\n fontSize: \"2em\",\n fontWeight: 600,\n },\n subtitle: {\n textAlign: \"center\",\n color: \"#34495e\",\n marginBottom: \"15px\",\n },\n buttonContainer: {\n display: \"flex\",\n justifyContent: \"space-between\",\n alignItems: \"center\",\n gap: \"20px\",\n marginBottom: \"20px\",\n },\n nameComparisonWrapper: {\n display: \"flex\",\n flexDirection: \"column\",\n alignItems: \"center\",\n gap: \"10px\",\n },\n nameButton: {\n backgroundColor: \"#3498db\",\n color: \"white\",\n border: \"none\",\n padding: \"15px 30px\",\n fontSize: \"1.2em\",\n borderRadius: \"8px\",\n cursor: \"pointer\",\n transition: \"all 0.3s ease\",\n boxShadow: \"0 4px 6px rgba(0,0,0,0.1)\",\n fontWeight: 600,\n \":hover\": {\n backgroundColor: \"#2980b9\",\n transform: \"scale(1.05)\",\n },\n },\n vsText: {\n fontSize: \"1.5em\",\n color: \"#7f8c8d\",\n fontWeight: \"bold\",\n },\n actionButtonsRow: {\n display: \"flex\",\n justifyContent: \"center\",\n gap: \"15px\",\n marginTop: \"20px\",\n },\n secondaryButton: {\n backgroundColor: \"#2ecc71\",\n color: \"white\",\n border: \"none\",\n padding: \"10px 20px\",\n borderRadius: \"6px\",\n cursor: \"pointer\",\n transition: \"all 0.3s ease\",\n },\n backButton: {\n backgroundColor: \"#f39c12\",\n color: \"white\",\n border: \"none\",\n padding: \"10px 20px\",\n borderRadius: \"6px\",\n cursor: \"pointer\",\n transition: \"all 0.3s ease\",\n },\n controlPanel: {\n marginTop: \"30px\",\n display: \"flex\",\n flexDirection: \"column\",\n gap: \"15px\",\n },\n addNameSection: {\n display: \"flex\",\n gap: \"10px\",\n },\n nameInput: {\n flex: 1,\n padding: \"10px\",\n borderRadius: \"6px\",\n border: \"1px solid #bdc3c7\",\n },\n addButton: {\n backgroundColor: \"#2980b9\",\n color: \"white\",\n border: \"none\",\n padding: \"10px 20px\",\n borderRadius: \"6px\",\n cursor: \"pointer\",\n },\n actionButtons: {\n display: \"flex\",\n justifyContent: \"space-between\",\n gap: \"15px\",\n },\n dangerButton: {\n backgroundColor: \"#e74c3c\",\n color: \"white\",\n border: \"none\",\n padding: \"10px 20px\",\n borderRadius: \"6px\",\n cursor: \"pointer\",\n },\n modalOverlay: {\n position: \"fixed\",\n top: 0,\n left: 0,\n width: \"100%\",\n height: \"100%\",\n backgroundColor: \"rgba(0, 0, 0, 0.5)\",\n display: \"flex\",\n justifyContent: \"center\",\n alignItems: \"center\",\n zIndex: 1000,\n },\n modalContent: {\n backgroundColor: \"white\",\n padding: \"20px\",\n borderRadius: \"8px\",\n width: \"90%\",\n maxWidth: \"800px\",\n maxHeight: \"90vh\",\n display: \"flex\",\n flexDirection: \"column\",\n overflow: \"hidden\",\n },\n pre: {\n width: \"100%\",\n minHeight: \"200px\",\n maxHeight: \"60vh\",\n fontFamily: \"monospace\",\n marginBottom: \"15px\",\n padding: \"10px\",\n border: \"1px solid #ddd\",\n borderRadius: \"4px\",\n overflow: \"auto\",\n whiteSpace: \"pre-wrap\",\n wordBreak: \"break-word\",\n },\n columnPre: {\n width: \"100%\",\n height: \"100%\",\n fontFamily: \"monospace\",\n padding: \"10px\",\n border: \"1px solid #ddd\",\n borderRadius: \"4px\",\n overflow: \"auto\",\n whiteSpace: \"pre-wrap\",\n wordBreak: \"break-word\",\n },\n modalButtons: {\n display: \"flex\",\n justifyContent: \"space-between\",\n },\n errorMessage: {\n backgroundColor: \"#ffdddd\",\n color: \"#d9534f\",\n padding: \"15px\",\n borderRadius: \"8px\",\n marginBottom: \"20px\",\n display: \"flex\",\n justifyContent: \"space-between\",\n alignItems: \"center\",\n boxShadow: \"0 2px 4px rgba(0,0,0,0.1)\",\n },\n dismissButton: {\n backgroundColor: \"#d9534f\",\n color: \"white\",\n border: \"none\",\n padding: \"5px 10px\",\n borderRadius: \"4px\",\n marginLeft: \"10px\",\n },\n placeholder: {\n textAlign: \"center\",\n color: \"#7f8c8d\",\n fontStyle: \"italic\",\n },\n modalText: {\n marginBottom: \"15px\",\n },\n};\n\nfunction client() {\n createRoot(document.getElementById(\"root\")).render();\n}\nif (typeof document !== \"undefined\") { client(); }\n\nexport default async function server(request: Request): Promise {\n const { blob } = await import(\"https://esm.town/v/std/blob\");\n const KEY = \"lets_name_woombie_public\";\n\n // Handle leaderboard operations\n if (request.method === \"GET\" && new URL(request.url).pathname.endsWith(\"/leaderboard\")) {\n let leaderboard = await blob.getJSON(LEADERBOARD_KEY) || {};\n return new Response(JSON.stringify(leaderboard), {\n headers: { \"Content-Type\": \"application/json\" },\n });\n }\n\n if (request.method === \"POST\" && new URL(request.url).pathname.endsWith(\"/update-username\")) {\n const { oldUserId, newUserId } = await request.json();\n\n // Update leaderboard\n let leaderboard = await blob.getJSON(LEADERBOARD_KEY) || {};\n if (leaderboard[oldUserId]) {\n leaderboard[newUserId] = leaderboard[oldUserId];\n delete leaderboard[oldUserId];\n }\n\n // Update user-generated names\n let userNames = await blob.getJSON(USER_GENERATED_NAMES_KEY) || { \n blocklist: [],\n users: {}\n };\n if (userNames.users[oldUserId]) {\n userNames.users[newUserId] = userNames.users[oldUserId];\n delete userNames.users[oldUserId];\n }\n\n // Save both updates\n await blob.setJSON(LEADERBOARD_KEY, leaderboard);\n await blob.setJSON(USER_GENERATED_NAMES_KEY, userNames);\n return new Response(\"Updated\", { status: 200 });\n }\n\n if (request.method === \"POST\" && new URL(request.url).pathname.endsWith(\"/update-leaderboard\")) {\n const { userId, comparisons } = await request.json();\n\n let leaderboard = await blob.getJSON(LEADERBOARD_KEY) || {};\n\n // Validate the data format\n const isValidFormat = (data: any): boolean => {\n if (typeof data !== \"object\" || data === null) return false;\n\n for (const [winner, losers] of Object.entries(data)) {\n if (typeof losers !== \"object\" || losers === null) return false;\n\n for (const [loser, count] of Object.entries(losers)) {\n if (typeof count !== \"number\") return false;\n }\n }\n\n return true;\n };\n\n // Simply store or remove the user's state\n if (Object.keys(comparisons).length === 0 || !isValidFormat(comparisons)) {\n delete leaderboard[userId];\n } else {\n leaderboard[userId] = comparisons;\n }\n\n await blob.setJSON(LEADERBOARD_KEY, leaderboard);\n return new Response(\"Updated\", { status: 200 });\n }\n\n // Handle existing state operations\n if (request.method === \"GET\" && new URL(request.url).pathname.endsWith(\"/state\")) {\n let state = await blob.getJSON(KEY);\n\n // If no state exists, initialize with the predefined names\n if (!state || state.names.length === 0) {\n state = {\n names: INITIAL_NAMES,\n comparisons: {},\n };\n await blob.setJSON(KEY, state);\n }\n\n return new Response(JSON.stringify(state), {\n headers: { \"Content-Type\": \"application/json\" },\n });\n }\n\n if (request.method === \"POST\" && new URL(request.url).pathname.endsWith(\"/save\")) {\n const state = await request.json();\n await blob.setJSON(KEY, state);\n return new Response(\"Saved\", { status: 200 });\n }\n\n if (request.method === \"POST\" && new URL(request.url).pathname.endsWith(\"/clear-leaderboard\")) {\n await blob.setJSON(LEADERBOARD_KEY, {});\n return new Response(\"Cleared\", { status: 200 });\n }\n\n if (request.method === \"POST\" && new URL(request.url).pathname.endsWith(\"/remove-test-data\")) {\n let leaderboard = await blob.getJSON(LEADERBOARD_KEY) || {};\n\n // Create a new object without test users\n const filteredData = Object.fromEntries(\n Object.entries(leaderboard).filter(([userId]) => {\n // Skip any user ID that contains \"test\" (case insensitive)\n return !userId.toLowerCase().includes(\"test\");\n }),\n );\n\n // Write the filtered data back to storage\n await blob.setJSON(LEADERBOARD_KEY, filteredData);\n\n return new Response(\n JSON.stringify({\n success: true,\n message: \"Test data removed\",\n removedCount: Object.keys(leaderboard).length - Object.keys(filteredData).length,\n }),\n {\n status: 200,\n headers: { \"Content-Type\": \"application/json\" },\n },\n );\n }\n\n if (request.method === \"POST\" && new URL(request.url).pathname.endsWith(\"/save-user-name\")) {\n const { name, userId } = await request.json();\n \n // Get current user-generated names\n const userNames = await blob.getJSON(USER_GENERATED_NAMES_KEY) || { \n blocklist: [],\n users: {}\n };\n\n // Normalize the name\n const normalizedName = name.trim().charAt(0).toUpperCase() + name.trim().slice(1).toLowerCase();\n\n // Check if name is in blocklist\n if (userNames.blocklist.some((n: string) => n.toLowerCase() === normalizedName.toLowerCase())) {\n return new Response(\"Name is not allowed\", { status: 400 });\n }\n\n // Initialize user's name list if it doesn't exist\n if (!userNames.users[userId]) {\n userNames.users[userId] = [];\n }\n\n // Check for duplicates in user's list - if exists, just return success\n if (userNames.users[userId].some((n: string) => n.toLowerCase() === normalizedName.toLowerCase())) {\n return new Response(\"Name already exists\", { status: 200 });\n }\n\n // Add the normalized name to the user's list\n userNames.users[userId].push(normalizedName);\n await blob.setJSON(USER_GENERATED_NAMES_KEY, userNames);\n\n return new Response(\"Name saved\", { status: 200 });\n }\n\n if (request.method === \"POST\" && new URL(request.url).pathname.endsWith(\"/blocklist-name\")) {\n try {\n const { name } = await request.json();\n let userNames = await blob.getJSON(USER_GENERATED_NAMES_KEY) || { \n blocklist: [],\n users: {}\n };\n \n // Add to blocklist if not already there\n if (!userNames.blocklist.some((n: string) => n.toLowerCase() === name.toLowerCase())) {\n userNames.blocklist.push(name);\n // Remove from all user lists\n Object.keys(userNames.users).forEach(user => {\n userNames.users[user] = userNames.users[user].filter((n: string) => \n n.toLowerCase() !== name.toLowerCase()\n );\n });\n await blob.setJSON(USER_GENERATED_NAMES_KEY, userNames);\n }\n \n return new Response(\"Blocklisted\", { status: 200 });\n } catch (error) {\n return new Response(\"Failed to blocklist name\", { status: 500 });\n }\n }\n\n if (request.method === \"GET\" && new URL(request.url).pathname.endsWith(\"/get-user-names\")) {\n const userNames = await blob.getJSON(USER_GENERATED_NAMES_KEY) || { \n blocklist: [],\n users: {}\n };\n \n // Get all names from all users, excluding blocklisted names and duplicates\n const allNames = Object.values(userNames.users || {}).flat();\n const validNames = allNames.filter(name => \n !userNames.blocklist.some(blocked => blocked.toLowerCase() === name.toLowerCase())\n );\n \n // Remove duplicates while preserving case\n const uniqueNames = validNames.filter((name, index, self) =>\n self.findIndex(n => n.toLowerCase() === name.toLowerCase()) === index\n );\n \n return new Response(JSON.stringify(uniqueNames), {\n headers: { \"Content-Type\": \"application/json\" },\n });\n }\n\n return new Response(\n `\n \n \n ${IS_PUBLIC ? \"Let's all name Woombie\" : \"Let's name Woombie\"}\n \n \n \n

\n \n \n View Source\n \n \n `,\n {\n headers: { \"Content-Type\": \"text/html\" },\n },\n );\n}","deleted","label",[62],"58bac862-8135-11f0-9f64-0224a6c84d84","README.md","751957aa-7ddc-11f0-9aa7-0224a6c84d84",["D",1756072657022],5,"# Let's name Woombie!\n\n## What this is:\n\nWho is Woombie? Woombie is my baby-to-be. He's going to be born soon. (Edit: he\nhas been born!) Why woombie? Because unborn children need provisional names, and\nhe's the brother of our pet robot, Roombie\n\nWe have a list of names we want to try out. Vote on which you like the best.\n\n# For developers:\n\n## Okay, but what's really going on here?\n\nAha! You're right! This project is also an exploration and tutorial in the world\nof ranking and statistics.\n\nReal-world auto-dating ranking systems face messy data: power users, trolls,\nincomplete comparisons. Real-world data analysis also faces the fundamental\nproblem that the experimental design you're using might not be ideal. For\ninstance, you might wish you had a metadata-aware ranker for matchups, but\ninstead you have an almost fully stochastic one.\n\n(Note: by ranking system I mean \"system that ranks people for leaderboards\", not\n\"content ranking in feeds\". Confusing, I know)\n\nThis app demonstrates how, _and more importantly why_, to build robust scoring\nalgorithms that handle these challenges.\n\nSpecifically --\n\n- With messy or imperfect data, even algorithms meant to account for that\n messiness give different results\n- Behold the power of regularization. Throw out a few rogue actors / outlier\n data and things become a lot clearer\n- Rather than put data into a black box algorithm and call it a day: interrogate\n the results!\n\n## This is a tutorial?\n\nYes. Look at that leaderboard!\n\n# The problem: How shall we crown the best name?\n\nIf we had millions of votes from many people, then we could use simple win % and\nbe done with it. But we do not live in that world. We have an odd distribution\nof voters on a small sample of all overall possible matchups. We aren't in the\nrealm of arithmetic. We're in the realm of ... statistics.\n\n## Accounting for power users\n\nFirst off, how do we deal with power users? If Mary votes for Imri over Alon 10\ntimes, then we probably don't want to overweight that. It's the same as voting\nfor Imri over Alon ... once? 1.5 times?\n\nBut if Mary has voted 50 times for different matchups, and Lisa voted just once,\ndoes Lisa's opinion count just as much?\n\nThe first move I made was to merge, per user per matchup, all votes. So if Mary\nvoted for Imri over Alon 3 times, flatten it to once.\n\n## Simple overall win # doesn't work\n\nWhat if a name was lucky, and matched up against awful names very often? We want\nto give a boost to names that unexpectedly beat strong contenders.\n\n## Win % doesn't work -- especially with user submissions\n\nImagine a person submitted a name e.g. \"X Æ A-Xii\", and voted for it heavily\n(beating any other name). And imagine that few other people even got the chance\nto vote on it (since the name, by design, takes a while to propagate to other\nvoters) \"X Æ A-Xii\" would have a very high win percentage -- but almost all the\nvotes would come from one person.\n\n## Doesn't Elo fix this?\n\nYou'd think! But Elo assumes that order matters. It assumes that the names are\n_players_ who can increase or decrease in skill over time. Nope!\n\n# Different approaches that work\n\nThis _isn't_ an exhaustive explanation of\n\n## Network theory\n\nTurns out, there are algorithms out there that can account for finding truth in\na sea of untrusted actors. The most famous one is pagerank.\n\nFor instance: \"if a strong node (name) votes for another node (loses to another\nname), take that seriously\"\n\n- A name is a domain.\n- A link is a \"I lost to them\".\n- Links from domains with low pagerank don't matter much.\n- Links from domains with high pagerank matter a lot\n\nPagerank -- more useful than just for web search!\n\nPlus -- Eigenvector centrality: a more general version of pagerank.\n\n## Win/Loss without time\n\nWhat we thought Elo did, Bradley-Terry rankings do! Trying to deduce reality via\npairwise rankings. \"If you win unexpectedly against a strong opponent, that\nmatters more\"\n\n# Wait, we get different winners!\n\nYes! Between algorithms, between checking boxes (include names with less than\ntwo voters, show user added names), we get different results. (And you should\nhave seen the results from e.g. Elo before I realized it was unsuited).\n\nData is important, analyzing it is helpful, data sense to interrogate the\nproblem is necessary -- but at the end of the day, making decisions needs to be\n_informed_ by data, not mandated.\n\nIn the end, we chose Omri. :-)",[82],{"_35":81,"_13":82,"_63":83,"_65":-5,"_66":67,"_68":31,"_70":71,"_37":94,"_17":85,"_74":24,"_76":86,"_78":51,"_79":-5,"_91":95,"_18":96},{"_35":61,"_13":62,"_63":64,"_65":-5,"_66":67,"_68":69,"_70":71,"_37":90,"_17":73,"_74":75,"_76":77,"_78":51,"_79":-5,"_91":92,"_18":93},["D",1743713684797],"children",[],[62],["D",1756072657022],[],[82],"8e3b7bd4-2772-11f0-b46e-569c3dd06744",["D",1746203341448],"legacyEnvVars","public","httpPrivacy","description","Vote on my baby's name! 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