Discord Server Language Diversity Analyzer \u2014 interaction-bot.com<\/title><\/p>\n<style>\n*, *::before, *::after { box-sizing: border-box; margin: 0; padding: 0; }<\/p>\n<p>body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Roboto, Oxygen, Ubuntu, Cantarell, \"Helvetica Neue\", sans-serif;\n line-height: 1.6;\n color: #1a1a2e;\n background: #f8f9fc;\n}<\/p>\n<p>.tool-section {\n background: linear-gradient(135deg, #5865f2 0%, #4752c4 100%);\n padding: 48px 20px 56px;\n color: #fff;\n}<\/p>\n<p>.tool-section h1 {\n font-size: clamp(1.5rem, 4vw, 2.2rem);\n text-align: center;\n margin-bottom: 8px;\n font-weight: 700;\n letter-spacing: -0.02em;\n}<\/p>\n<p>.tool-section .subtitle {\n text-align: center;\n opacity: 0.85;\n font-size: 1.05rem;\n margin-bottom: 36px;\n}<\/p>\n<p>.tool-card {\n max-width: 900px;\n margin: 0 auto;\n background: #fff;\n border-radius: 16px;\n padding: 32px;\n color: #1a1a2e;\n box-shadow: 0 8px 32px rgba(0,0,0,0.12);\n}<\/p>\n<p>.input-area {\n display: flex;\n flex-direction: column;\n gap: 16px;\n margin-bottom: 24px;\n}<\/p>\n<p>.presets {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n}<\/p>\n<p>.preset-btn {\n background: #eef0ff;\n border: 1px solid #d0d5f7;\n border-radius: 20px;\n padding: 6px 14px;\n font-size: 0.85rem;\n cursor: pointer;\n color: #4752c4;\n transition: all 0.15s;\n}<\/p>\n<p>.preset-btn:hover, .preset-btn:focus {\n background: #d0d5f7;\n border-color: #5865f2;\n}<\/p>\n<p>.preset-btn:focus-visible {\n outline: 2px solid #5865f2;\n outline-offset: 2px;\n}<\/p>\n<p>.input-row {\n display: flex;\n gap: 12px;\n flex-wrap: wrap;\n}<\/p>\n<p>.input-row textarea {\n flex: 1;\n min-width: 260px;\n min-height: 72px;\n padding: 12px 16px;\n border: 2px solid #dde;\n border-radius: 10px;\n font-size: 0.95rem;\n font-family: inherit;\n resize: vertical;\n transition: border-color 0.2s;\n}<\/p>\n<p>.input-row textarea:focus {\n outline: none;\n border-color: #5865f2;\n box-shadow: 0 0 0 3px rgba(88,101,242,0.12);\n}<\/p>\n<p>.analyze-btn {\n padding: 12px 28px;\n background: #5865f2;\n color: #fff;\n border: none;\n border-radius: 10px;\n font-size: 1rem;\n font-weight: 600;\n cursor: pointer;\n white-space: nowrap;\n transition: background 0.2s, transform 0.1s;\n}<\/p>\n<p>.analyze-btn:hover { background: #4752c4; }\n.analyze-btn:active { transform: scale(0.98); }\n.analyze-btn:focus-visible {\n outline: 2px solid #5865f2;\n outline-offset: 2px;\n}<\/p>\n<p>.error-msg {\n color: #d32f2f;\n font-size: 0.9rem;\n min-height: 20px;\n margin-bottom: 8px;\n}<\/p>\n<p>.results {\n display: none;\n}<\/p>\n<p>.results.active {\n display: block;\n}<\/p>\n<p>.results-grid {\n display: grid;\n grid-template-columns: 1fr 1fr;\n gap: 24px;\n margin-bottom: 28px;\n}<\/p>\n<p>.chart-container {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n}<\/p>\n<p>.chart-container canvas {\n max-width: 280px;\n width: 100%;\n height: auto;\n}<\/p>\n<p>.metrics {\n display: flex;\n flex-direction: column;\n gap: 14px;\n justify-content: center;\n}<\/p>\n<p>.metric {\n background: #f8f9fc;\n border-radius: 10px;\n padding: 14px 16px;\n border-left: 4px solid #5865f2;\n}<\/p>\n<p>.metric-label {\n font-size: 0.8rem;\n text-transform: uppercase;\n letter-spacing: 0.06em;\n color: #6b7280;\n font-weight: 600;\n}<\/p>\n<p>.metric-value {\n font-size: 1.6rem;\n font-weight: 700;\n color: #1a1a2e;\n}<\/p>\n<p>.metric-context {\n font-size: 0.8rem;\n color: #6b7280;\n margin-top: 2px;\n}<\/p>\n<p>.score-bar-bg {\n width: 100%;\n height: 8px;\n background: #e5e7eb;\n border-radius: 4px;\n margin-top: 6px;\n}<\/p>\n<p>.score-bar-fill {\n height: 100%;\n border-radius: 4px;\n transition: width 0.5s ease, background 0.5s ease;\n}<\/p>\n<p>.recommendation {\n background: #f0fdf4;\n border: 1px solid #bbf7d0;\n border-radius: 12px;\n padding: 20px 24px;\n margin-bottom: 8px;\n}<\/p>\n<p>.recommendation h3 {\n font-size: 1.05rem;\n margin-bottom: 10px;\n color: #166534;\n}<\/p>\n<p>.feature-list {\n display: flex;\n flex-wrap: wrap;\n gap: 10px;\n}<\/p>\n<p>.feature-tag {\n display: inline-flex;\n align-items: center;\n gap: 6px;\n padding: 8px 14px;\n border-radius: 8px;\n font-size: 0.9rem;\n font-weight: 600;\n}<\/p>\n<p>.feature-tag.recommended {\n background: #dcfce7;\n color: #166534;\n border: 1px solid #86efac;\n}<\/p>\n<p>.feature-tag.optional {\n background: #f8f9fc;\n color: #6b7280;\n border: 1px solid #e5e7eb;\n}<\/p>\n<p>.feature-desc {\n margin-top: 12px;\n font-size: 0.9rem;\n color: #374151;\n line-height: 1.5;\n}<\/p>\n<p>.explainer {\n max-width: 780px;\n margin: 0 auto;\n padding: 48px 20px 64px;\n}<\/p>\n<p>.explainer h2 {\n font-size: 1.5rem;\n margin: 36px 0 14px;\n color: #1a1a2e;\n}<\/p>\n<p>.explainer h2:first-child {\n margin-top: 0;\n}<\/p>\n<p>.explainer p, .explainer li {\n color: #374151;\n font-size: 0.98rem;\n line-height: 1.7;\n margin-bottom: 12px;\n}<\/p>\n<p>.explainer ul, .explainer ol {\n margin-left: 20px;\n margin-bottom: 16px;\n}<\/p>\n<p>.explainer img {\n max-width: 100%;\n border-radius: 10px;\n margin: 16px 0;\n}<\/p>\n<p>.explainer .caption {\n font-size: 0.8rem;\n color: #6b7280;\n text-align: center;\n margin-top: -10px;\n margin-bottom: 20px;\n font-style: italic;\n}<\/p>\n<p>.explainer iframe {\n width: 100%;\n max-width: 560px;\n aspect-ratio: 16\/9;\n border: none;\n border-radius: 10px;\n margin: 16px auto;\n display: block;\n}<\/p>\n<p>.cta-box {\n background: #eef0ff;\n border: 1px solid #d0d5f7;\n border-radius: 12px;\n padding: 24px;\n margin-top: 36px;\n text-align: center;\n}<\/p>\n<p>.cta-box p {\n margin-bottom: 12px;\n}<\/p>\n<p>.cta-box a {\n color: #4752c4;\n font-weight: 600;\n}<\/p>\n<p>.language-tag {\n display: inline-block;\n padding: 2px 8px;\n background: #eef0ff;\n border-radius: 4px;\n font-size: 0.82rem;\n font-weight: 500;\n color: #4752c4;\n margin: 0 2px;\n}<\/p>\n<p>@media (max-width: 640px) {\n .tool-card { padding: 20px; }\n .results-grid { grid-template-columns: 1fr; }\n .chart-container { order: -1; }\n .chart-container canvas { max-width: 220px; }\n .input-row { flex-direction: column; }\n .input-row textarea { min-width: 100%; }\n}\n<\/style>\n<p><\/head><br \/>\n<body><\/p>\n<section class=\"tool-section\">\n<h1>Discord Server Language Diversity Analyzer<\/h1>\n<p class=\"subtitle\">Paste your server’s language breakdown and see what translation features you need.<\/p>\n<div class=\"tool-card\" role=\"main\" aria-label=\"Language diversity analyzer\">\n<div class=\"input-area\">\n<div class=\"presets\" role=\"group\" aria-label=\"Preset language distributions\">\n <button class=\"preset-btn\" type=\"button\" data-preset=\"gaming\">\ud83c\udfae Global Gaming Server<\/button><br \/>\n <button class=\"preset-btn\" type=\"button\" data-preset=\"european\">\ud83c\uddea\ud83c\uddfa European Community<\/button><br \/>\n <button class=\"preset-btn\" type=\"button\" data-preset=\"bilingual\">\ud83c\udf10 Bilingual Server<\/button><br \/>\n <button class=\"preset-btn\" type=\"button\" data-preset=\"high\">\ud83c\udf0d Highly Diverse<\/button>\n <\/div>\n<div class=\"input-row\">\n <textarea id=\"langInput\" placeholder=\"English 60%, Spanish 25%, French 10%, Japanese 5%\" aria-label=\"Language distribution input\"><\/textarea><br \/>\n <button class=\"analyze-btn\" type=\"button\" id=\"analyzeBtn\">Analyze<\/button>\n <\/div>\n<\/p><\/div>\n<div class=\"error-msg\" id=\"errorMsg\" role=\"alert\"><\/div>\n<div class=\"results\" id=\"results\">\n<div class=\"results-grid\">\n<div class=\"chart-container\">\n <canvas id=\"pieChart\" width=\"280\" height=\"280\" aria-label=\"Language distribution pie chart\" role=\"img\"><\/canvas>\n <\/div>\n<div class=\"metrics\">\n<div class=\"metric\">\n<div class=\"metric-label\">Unique Languages<\/div>\n<div class=\"metric-value\" id=\"uniqueLang\">0<\/div>\n<\/p><\/div>\n<div class=\"metric\">\n<div class=\"metric-label\">Diversity Score<\/div>\n<div class=\"metric-value\" id=\"diversityScore\">0<\/div>\n<div class=\"score-bar-bg\">\n<div class=\"score-bar-fill\" id=\"diversityBar\"><\/div>\n<\/div>\n<div class=\"metric-context\">0 = everyone speaks the same language, 100 = every language equally represented<\/div>\n<\/p><\/div>\n<div class=\"metric\">\n<div class=\"metric-label\">Messages Benefiting from Auto-Translation<\/div>\n<div class=\"metric-value\" id=\"translationPct\">0%<\/div>\n<div class=\"metric-context\" id=\"translationContext\"><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"recommendation\" id=\"recommendation\">\n<h3>\ud83d\udd27 Recommended Interaction Bot Features<\/h3>\n<div class=\"feature-list\" id=\"featureTags\"><\/div>\n<div class=\"feature-desc\" id=\"featureDesc\"><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/section>\n<section class=\"explainer\">\n<h2>How this analyzer works<\/h2>\n<p>\n If you run a Discord server with members from more than one language background, you have probably wondered whether you need a translation bot, and which features are worth setting up. This tool turns your rough sense of your server’s makeup into concrete numbers that match Interaction Bot’s feature set.\n <\/p>\n<p>\n Paste a list of languages and their approximate percentages. The tool accepts free-form input: <span class=\"language-tag\">English 60%, Spanish 25%, French 10%, Japanese 5%<\/span> or <span class=\"language-tag\">EN 60, ES 25, FR 10, JP 5<\/span> both work. You do not need exact numbers. A rough estimate from your server’s introduction channel or a quick poll is enough to get useful guidance.\n <\/p>\n<p> <img decoding=\"async\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/5\/5e\/Languages_by_total_number_of_speakers_highest_estimate.jpg\" alt=\"Chart showing the world's most spoken languages by total number of speakers, illustrating the kind of distribution patterns a multilingual server might reflect.\" loading=\"lazy\"><\/p>\n<p class=\"caption\">The world’s most spoken languages by estimated total speakers. A multilingual Discord server often mirrors this kind of distribution, with one or two languages dominating and a long tail of smaller language groups. Credit: Wikimedia Commons, <a href=\"https:\/\/commons.wikimedia.org\/wiki\/File:Languages_by_total_number_of_speakers_highest_estimate.jpg\">via Wikimedia<\/a>.<\/p>\n<h2>What the numbers mean<\/h2>\n<h3>Unique languages<\/h3>\n<p>\n The count of distinct languages in your input. Servers with 2 languages need a different setup than servers with 12. Interaction Bot supports <strong>over 100 languages<\/strong> for automatic translation, so even a server with a long tail of languages is covered.\n <\/p>\n<h3>Diversity score (0\u2013100)<\/h3>\n<p>\n This uses the <strong>normalized Simpson Diversity Index<\/strong>, a standard measure borrowed from ecology and linguistics. It answers the question: if you pick two members at random, how likely are they to speak different languages?\n <\/p>\n<p>\n The raw Simpson index is <em>D = 1 \u2212 \u03a3(p\u1d62\u00b2)<\/em> where p\u1d62 is the proportion of speakers for each language. A server where everyone speaks one language scores D = 0. A server with five languages at 20% each scores D = 0.8. The tool normalizes this to a 0\u2013100 scale so the score reads intuitively: 0 means no diversity, 100 means maximum diversity for the number of languages present.\n <\/p>\n<h3>Messages benefiting from auto-translation<\/h3>\n<p>\n This is the <strong>Simpson index expressed as a percentage<\/strong>. It estimates what share of message-reader pairs cross a language boundary. In a server that is 60% English and 40% Spanish, about 48% of message-reader pairs involve different languages, meaning nearly half of all reading events would benefit from translation. This is not a measure of how many messages <em>get<\/em> translated, but how often translation would make communication possible where it otherwise would not be.\n <\/p>\n<p>\n The assumption here is that members send messages in proportion to their language group size and read messages across all languages. In practice, members self-segregate into language channels, but the index still gives a useful upper-bound estimate of the translation need.\n <\/p>\n<p> <iframe src=\"https:\/\/www.youtube.com\/embed\/rKs7eBYKyaY\" title=\"How to Setup Discord Translator Bot \u2014 Auto Translate Messages (2025 Tutorial) by UnityXpert\" loading=\"lazy\" allowfullscreen><\/iframe><\/p>\n<p class=\"caption\">UnityXpert’s walkthrough of setting up a Discord translator bot walks through the same configuration decisions this analyzer helps you make \u2014 which channels to translate, which languages to prioritize, and how to handle mixed-language communities.<\/p>\n<h2>Which Interaction Bot features match your server<\/h2>\n<p>\n Interaction Bot offers three translation modes, and each fits a different kind of language profile:\n <\/p>\n<ul>\n<li><strong>Flag Translation<\/strong> \u2014 Members react to any message with a flag emoji (\ud83c\uddea\ud83c\uddf8, \ud83c\uddeb\ud83c\uddf7, \ud83c\uddef\ud83c\uddf5) and the bot replies with a translation. Best for servers with one dominant language and occasional foreign-language messages. Low overhead, no channel setup required.<\/li>\n<li><strong>Channel Translation<\/strong> \u2014 Designate specific channels where every message is automatically translated into a target language (or multiple target languages). Best for servers with 2\u20134 significant language groups that each need their own space, or for a single <em>lingua franca<\/em> channel that auto-translates everything to English.<\/li>\n<li><strong>Role-Based Translation<\/strong> \u2014 Assign a language role to each member and the bot automatically translates messages to each reader’s preferred language in designated channels. Best for highly diverse servers where no single language dominates and members expect to read in their own language by default.<\/li>\n<\/ul>\n<p>\n The recommendation the tool gives is not a rule. It is a starting point. A bilingual server might still benefit from role-based translation if the split is near 50\/50 and both groups are large. A highly diverse server with a strong <em>lingua franca<\/em> culture might get by with just flag translation. Use the recommendation as a hypothesis, then test it.\n <\/p>\n<h2>Why language diversity matters for server growth<\/h2>\n<p>\n Discord is a global platform. According to Discord’s own transparency reports, the platform serves users in over 150 countries, and popular public servers routinely draw members from dozens of language backgrounds. A server that only works for English speakers is leaving growth on the table.\n <\/p>\n<p>\n Setting up translation is not just about accessibility. It directly affects retention. A member who joins a server and cannot read the conversation leaves within minutes. A member who discovers the server speaks their language, even through machine translation, is far more likely to stay and participate.\n <\/p>\n<p>\n The analyzer above gives you a quick read on where your server stands. If the diversity score surprises you, that is the point. Many admins underestimate how multilingual their community already is.\n <\/p>\n<div class=\"cta-box\">\n<p><strong>Ready to set up translation for your server?<\/strong><\/p>\n<p><a href=\"https:\/\/interaction-bot.com\/blog\/what-is-interaction-bot\/\">What Is Interaction Bot? The Complete Guide<\/a> covers every translation mode, how to configure them from the web dashboard, and what a working multilingual server looks like in practice.<\/p>\n<\/p><\/div>\n<\/section>\n<p><script>\n(function() {\n 'use strict';<\/p>\n<p> const presets = {\n gaming: 'English 40%, Spanish 20%, Portuguese 15%, French 10%, German 8%, Japanese 5%, Korean 2%',\n european: 'English 35%, German 20%, French 18%, Spanish 12%, Italian 10%, Dutch 5%',\n bilingual: 'English 70%, Spanish 30%',\n high: 'English 25%, Spanish 18%, French 15%, German 12%, Japanese 10%, Portuguese 8%, Korean 7%, Arabic 5%'\n };<\/p>\n<p> const COLORS = [\n '#5865f2', '#eb459e', '#faa61a', '#57f287', '#ed4245',\n '#9b59b6', '#1abc9c', '#e67e22', '#3498db', '#2ecc71',\n '#e74c3c', '#f1c40f', '#00bcd4', '#ff6f00', '#5c6bc0',\n '#26a69a', '#ec407a', '#8d6e63', '#7e57c2', '#66bb6a'\n ];<\/p>\n<p> var textarea = document.getElementById('langInput');\n var analyzeBtn = document.getElementById('analyzeBtn');\n var errorMsg = document.getElementById('errorMsg');\n var results = document.getElementById('results');\n var canvas = document.getElementById('pieChart');\n var ctx = canvas.getContext('2d');<\/p>\n<p> document.querySelectorAll('.preset-btn').forEach(function(btn) {\n btn.addEventListener('click', function() {\n var key = btn.getAttribute('data-preset');\n if (presets[key]) {\n textarea.value = presets[key];\n analyze();\n }\n });\n });<\/p>\n<p> analyzeBtn.addEventListener('click', analyze);\n textarea.addEventListener('keydown', function(e) {\n if (e.key === 'Enter' && (e.ctrlKey || e.metaKey)) {\n analyze();\n }\n });<\/p>\n<p> function parseInput(raw) {\n var parts = raw.split(\/[,;n]+\/).filter(function(s) { return s.trim(); });\n var languages = [];<\/p>\n<p> for (var i = 0; i < parts.length; i++) {\n var part = parts[i].trim();\n if (!part) continue;\n\n var match = part.match(\/^(.+?)s+(d+.?d*)s*%?s*$\/);\n if (!match) {\n match = part.match(\/^(.+?):s*(d+.?d*)s*%?s*$\/);\n }\n if (!match) {\n match = part.match(\/^(d+.?d*)s*%?s+(.+)$\/);\n if (match) {\n match = [part, match[2].trim(), match[1]];\n }\n }\n\n if (!match) return null;\n\n var name = match[1].trim();\n var pct = parseFloat(match[2]);\n\n name = name.charAt(0).toUpperCase() + name.slice(1).toLowerCase();\n\n if (isNaN(pct) || pct <= 0) return null;\n languages.push({ name: name, pct: pct });\n }\n\n if (languages.length === 0) return null;\n\n var total = languages.reduce(function(sum, l) { return sum + l.pct; }, 0);\n if (total === 0) return null;\n languages.forEach(function(l) { l.pct = (l.pct \/ total) * 100; });\n\n languages.sort(function(a, b) { return b.pct - a.pct; });\n\n return languages;\n }\n\n function analyze() {\n errorMsg.textContent = '';\n var raw = textarea.value.trim();\n\n if (!raw) {\n errorMsg.textContent = 'Enter a language distribution, e.g. \"English 60%, Spanish 25%, French 15%\".';\n results.classList.remove('active');\n return;\n }\n\n var languages = parseInput(raw);\n\n if (!languages) {\n errorMsg.textContent = 'Could not parse input. Use the format \"Language percentage%\", e.g. \"English 60%, Spanish 40%\".';\n results.classList.remove('active');\n return;\n }\n\n if (languages.length === 1) {\n errorMsg.textContent = '';\n }\n\n renderResults(languages);\n }\n\n function renderResults(languages) {\n results.classList.add('active');\n\n var n = languages.length;\n var proportions = languages.map(function(l) { return l.pct \/ 100; });\n\n var sumSq = proportions.reduce(function(s, p) { return s + p * p; }, 0);\n var simpsonD = 1 - sumSq;\n\n var maxD = (n > 1) ? (1 - 1\/n) : 1;\n var normalizedScore = maxD > 0 ? Math.round((simpsonD \/ maxD) * 100) : 0;<\/p>\n<p> var translationPct = Math.round(simpsonD * 100);<\/p>\n<p> document.getElementById('uniqueLang').textContent = n;\n document.getElementById('diversityScore').textContent = normalizedScore;<\/p>\n<p> var bar = document.getElementById('diversityBar');\n bar.style.width = normalizedScore + '%';\n if (normalizedScore < 30) bar.style.background = '#57f287';\n else if (normalizedScore < 60) bar.style.background = '#faa61a';\n else bar.style.background = '#ed4245';\n\n document.getElementById('translationPct').textContent = translationPct + '%';\n\n var ctxEl = document.getElementById('translationContext');\n if (translationPct < 20) {\n ctxEl.textContent = 'Low need \u2014 most messages are already readable by most members.';\n } else if (translationPct < 50) {\n ctxEl.textContent = 'Moderate need \u2014 a significant share of conversations cross language lines.';\n } else {\n ctxEl.textContent = 'High need \u2014 most message pairs involve different languages. Auto-translation would transform readability.';\n }\n\n renderRecommendation(languages, simpsonD, n);\n drawPieChart(languages);\n }\n\n function renderRecommendation(languages, simpsonD, n) {\n var maxPct = languages[0].pct;\n var tagContainer = document.getElementById('featureTags');\n var descEl = document.getElementById('featureDesc');\n\n var tags = [];\n var desc = '';\n\n tags.push({ name: '\ud83c\udff3\ufe0f Flag Translation', cls: 'recommended' });\n\n if (n <= 2 && maxPct >= 65) {\n desc = 'Your server has a clear dominant language (' + languages[0].name + ' at ' + Math.round(maxPct) + '%). <strong>Flag translation alone<\/strong> will cover most situations. Members who encounter a message in another language can react with a flag emoji for an instant translation. Set up channel translation only if the minority language group is large and active enough to justify a dedicated channel.';\n tags.push({ name: '\ud83d\udcfa Channel Translation', cls: 'optional' });\n tags.push({ name: '\ud83c\udfad Role-Based Translation', cls: 'optional' });\n } else if (n <= 4 && maxPct >= 40) {\n desc = 'Your server has ' + n + ' language groups with ' + languages[0].name + ' as the largest (' + Math.round(maxPct) + '%). <strong>Channel translation<\/strong> is the right primary setup: create dedicated channels for the top 2\u20133 languages, each auto-translating to the others. Keep <strong>flag translation<\/strong> enabled for one-off messages in smaller languages. Role-based translation is optional unless members regularly switch between channels.';\n tags.push({ name: '\ud83d\udcfa Channel Translation', cls: 'recommended' });\n tags.push({ name: '\ud83c\udfad Role-Based Translation', cls: 'optional' });\n } else {\n desc = 'Your server is highly multilingual with ' + n + ' languages and no single group above ' + Math.round(maxPct) + '%. <strong>All three translation modes<\/strong> are worth enabling. Use <strong>role-based translation<\/strong> so each member reads in their own language automatically. Pair it with <strong>channel translation<\/strong> for announcement channels that everyone needs to read. Keep <strong>flag translation<\/strong> on for quick on-demand translations anywhere.';\n tags.push({ name: '\ud83d\udcfa Channel Translation', cls: 'recommended' });\n tags.push({ name: '\ud83c\udfad Role-Based Translation', cls: 'recommended' });\n }<\/p>\n<p> tagContainer.innerHTML = tags.map(function(t) {\n return '<span class=\"feature-tag ' + t.cls + '\">' + t.name + '<\/span>';\n }).join('');<\/p>\n<p> descEl.innerHTML = desc;\n }<\/p>\n<p> function drawPieChart(languages) {\n var dpr = window.devicePixelRatio || 1;\n var size = 280;\n canvas.width = size * dpr;\n canvas.height = size * dpr;\n canvas.style.width = size + 'px';\n canvas.style.height = size + 'px';\n ctx.setTransform(dpr, 0, 0, dpr, 0, 0);<\/p>\n<p> var cx = size \/ 2;\n var cy = size \/ 2;\n var radius = size \/ 2 - 8;\n var startAngle = -Math.PI \/ 2;<\/p>\n<p> ctx.clearRect(0, 0, size, size);<\/p>\n<p> var total = languages.reduce(function(s, l) { return s + l.pct; }, 0);<\/p>\n<p> for (var i = 0; i < languages.length; i++) {\n var sliceAngle = (languages[i].pct \/ total) * 2 * Math.PI;\n var endAngle = startAngle + sliceAngle;\n\n ctx.beginPath();\n ctx.moveTo(cx, cy);\n ctx.arc(cx, cy, radius, startAngle, endAngle);\n ctx.closePath();\n ctx.fillStyle = COLORS[i % COLORS.length];\n ctx.fill();\n\n if (languages[i].pct >= 5) {\n var midAngle = startAngle + sliceAngle \/ 2;\n var labelRadius = radius * 0.65;\n var lx = cx + Math.cos(midAngle) * labelRadius;\n var ly = cy + Math.sin(midAngle) * labelRadius;<\/p>\n<p> ctx.fillStyle = '#fff';\n ctx.font = 'bold 11px -apple-system, BlinkMacSystemFont, \"Segoe UI\", Roboto, sans-serif';\n ctx.textAlign = 'center';\n ctx.textBaseline = 'middle';<\/p>\n<p> var pctText = Math.round(languages[i].pct) + '%';\n ctx.fillText(pctText, lx, ly);\n }<\/p>\n<p> startAngle = endAngle;\n }<\/p>\n<p> ctx.beginPath();\n ctx.arc(cx, cy, radius * 0.38, 0, 2 * Math.PI);\n ctx.fillStyle = '#fff';\n ctx.fill();\n }<\/p>\n<p> if (textarea.value.trim()) {\n analyze();\n }\n})();\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Paste your Discord server’s language breakdown and get a diversity score, translation need estimate, and feature recommendations for Interaction Bot.<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-tool.php","meta":{"footnotes":""},"class_list":["post-55","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/interaction-bot.com\/blog\/wp-json\/wp\/v2\/pages\/55","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/interaction-bot.com\/blog\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/interaction-bot.com\/blog\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/interaction-bot.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/interaction-bot.com\/blog\/wp-json\/wp\/v2\/comments?post=55"}],"version-history":[{"count":0,"href":"https:\/\/interaction-bot.com\/blog\/wp-json\/wp\/v2\/pages\/55\/revisions"}],"wp:attachment":[{"href":"https:\/\/interaction-bot.com\/blog\/wp-json\/wp\/v2\/media?parent=55"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":55,"date":"2026-07-27T15:27:15","date_gmt":"2026-07-27T15:27:15","guid":{"rendered":"https:\/\/interaction-bot.com\/blog\/discord-server-language-diversity-analyzer\/"},"modified":"2026-07-27T15:27:15","modified_gmt":"2026-07-27T15:27:15","slug":"discord-server-language-diversity-analyzer","status":"publish","type":"page","link":"https:\/\/interaction-bot.com\/blog\/discord-server-language-diversity-analyzer\/","title":{"rendered":"Discord Server Language Diversity Analyzer"},"content":{"rendered":"

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\nDiscord Server Language Diversity Analyzer \u2014 interaction-bot.com<\/title><\/p>\n<style>\n*, *::before, *::after { box-sizing: border-box; margin: 0; padding: 0; }<\/p>\n<p>body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Roboto, Oxygen, Ubuntu, Cantarell, \"Helvetica Neue\", sans-serif;\n line-height: 1.6;\n color: #1a1a2e;\n background: #f8f9fc;\n}<\/p>\n<p>.tool-section {\n background: linear-gradient(135deg, #5865f2 0%, #4752c4 100%);\n padding: 48px 20px 56px;\n color: #fff;\n}<\/p>\n<p>.tool-section h1 {\n font-size: clamp(1.5rem, 4vw, 2.2rem);\n text-align: center;\n margin-bottom: 8px;\n font-weight: 700;\n letter-spacing: -0.02em;\n}<\/p>\n<p>.tool-section .subtitle {\n text-align: center;\n opacity: 0.85;\n font-size: 1.05rem;\n margin-bottom: 36px;\n}<\/p>\n<p>.tool-card {\n max-width: 900px;\n margin: 0 auto;\n background: #fff;\n border-radius: 16px;\n padding: 32px;\n color: #1a1a2e;\n box-shadow: 0 8px 32px rgba(0,0,0,0.12);\n}<\/p>\n<p>.input-area {\n display: flex;\n flex-direction: column;\n gap: 16px;\n margin-bottom: 24px;\n}<\/p>\n<p>.presets {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n}<\/p>\n<p>.preset-btn {\n background: #eef0ff;\n border: 1px solid #d0d5f7;\n border-radius: 20px;\n padding: 6px 14px;\n font-size: 0.85rem;\n cursor: pointer;\n color: #4752c4;\n transition: all 0.15s;\n}<\/p>\n<p>.preset-btn:hover, .preset-btn:focus {\n background: #d0d5f7;\n border-color: #5865f2;\n}<\/p>\n<p>.preset-btn:focus-visible {\n outline: 2px solid #5865f2;\n outline-offset: 2px;\n}<\/p>\n<p>.input-row {\n display: flex;\n gap: 12px;\n flex-wrap: wrap;\n}<\/p>\n<p>.input-row textarea {\n flex: 1;\n min-width: 260px;\n min-height: 72px;\n padding: 12px 16px;\n border: 2px solid #dde;\n border-radius: 10px;\n font-size: 0.95rem;\n font-family: inherit;\n resize: vertical;\n transition: border-color 0.2s;\n}<\/p>\n<p>.input-row textarea:focus {\n outline: none;\n border-color: #5865f2;\n box-shadow: 0 0 0 3px rgba(88,101,242,0.12);\n}<\/p>\n<p>.analyze-btn {\n padding: 12px 28px;\n background: #5865f2;\n color: #fff;\n border: none;\n border-radius: 10px;\n font-size: 1rem;\n font-weight: 600;\n cursor: pointer;\n white-space: nowrap;\n transition: background 0.2s, transform 0.1s;\n}<\/p>\n<p>.analyze-btn:hover { background: #4752c4; }\n.analyze-btn:active { transform: scale(0.98); }\n.analyze-btn:focus-visible {\n outline: 2px solid #5865f2;\n outline-offset: 2px;\n}<\/p>\n<p>.error-msg {\n color: #d32f2f;\n font-size: 0.9rem;\n min-height: 20px;\n margin-bottom: 8px;\n}<\/p>\n<p>.results {\n display: none;\n}<\/p>\n<p>.results.active {\n display: block;\n}<\/p>\n<p>.results-grid {\n display: grid;\n grid-template-columns: 1fr 1fr;\n gap: 24px;\n margin-bottom: 28px;\n}<\/p>\n<p>.chart-container {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n}<\/p>\n<p>.chart-container canvas {\n max-width: 280px;\n width: 100%;\n height: auto;\n}<\/p>\n<p>.metrics {\n display: flex;\n flex-direction: column;\n gap: 14px;\n justify-content: center;\n}<\/p>\n<p>.metric {\n background: #f8f9fc;\n border-radius: 10px;\n padding: 14px 16px;\n border-left: 4px solid #5865f2;\n}<\/p>\n<p>.metric-label {\n font-size: 0.8rem;\n text-transform: uppercase;\n letter-spacing: 0.06em;\n color: #6b7280;\n font-weight: 600;\n}<\/p>\n<p>.metric-value {\n font-size: 1.6rem;\n font-weight: 700;\n color: #1a1a2e;\n}<\/p>\n<p>.metric-context {\n font-size: 0.8rem;\n color: #6b7280;\n margin-top: 2px;\n}<\/p>\n<p>.score-bar-bg {\n width: 100%;\n height: 8px;\n background: #e5e7eb;\n border-radius: 4px;\n margin-top: 6px;\n}<\/p>\n<p>.score-bar-fill {\n height: 100%;\n border-radius: 4px;\n transition: width 0.5s ease, background 0.5s ease;\n}<\/p>\n<p>.recommendation {\n background: #f0fdf4;\n border: 1px solid #bbf7d0;\n border-radius: 12px;\n padding: 20px 24px;\n margin-bottom: 8px;\n}<\/p>\n<p>.recommendation h3 {\n font-size: 1.05rem;\n margin-bottom: 10px;\n color: #166534;\n}<\/p>\n<p>.feature-list {\n display: flex;\n flex-wrap: wrap;\n gap: 10px;\n}<\/p>\n<p>.feature-tag {\n display: inline-flex;\n align-items: center;\n gap: 6px;\n padding: 8px 14px;\n border-radius: 8px;\n font-size: 0.9rem;\n font-weight: 600;\n}<\/p>\n<p>.feature-tag.recommended {\n background: #dcfce7;\n color: #166534;\n border: 1px solid #86efac;\n}<\/p>\n<p>.feature-tag.optional {\n background: #f8f9fc;\n color: #6b7280;\n border: 1px solid #e5e7eb;\n}<\/p>\n<p>.feature-desc {\n margin-top: 12px;\n font-size: 0.9rem;\n color: #374151;\n line-height: 1.5;\n}<\/p>\n<p>.explainer {\n max-width: 780px;\n margin: 0 auto;\n padding: 48px 20px 64px;\n}<\/p>\n<p>.explainer h2 {\n font-size: 1.5rem;\n margin: 36px 0 14px;\n color: #1a1a2e;\n}<\/p>\n<p>.explainer h2:first-child {\n margin-top: 0;\n}<\/p>\n<p>.explainer p, .explainer li {\n color: #374151;\n font-size: 0.98rem;\n line-height: 1.7;\n margin-bottom: 12px;\n}<\/p>\n<p>.explainer ul, .explainer ol {\n margin-left: 20px;\n margin-bottom: 16px;\n}<\/p>\n<p>.explainer img {\n max-width: 100%;\n border-radius: 10px;\n margin: 16px 0;\n}<\/p>\n<p>.explainer .caption {\n font-size: 0.8rem;\n color: #6b7280;\n text-align: center;\n margin-top: -10px;\n margin-bottom: 20px;\n font-style: italic;\n}<\/p>\n<p>.explainer iframe {\n width: 100%;\n max-width: 560px;\n aspect-ratio: 16\/9;\n border: none;\n border-radius: 10px;\n margin: 16px auto;\n display: block;\n}<\/p>\n<p>.cta-box {\n background: #eef0ff;\n border: 1px solid #d0d5f7;\n border-radius: 12px;\n padding: 24px;\n margin-top: 36px;\n text-align: center;\n}<\/p>\n<p>.cta-box p {\n margin-bottom: 12px;\n}<\/p>\n<p>.cta-box a {\n color: #4752c4;\n font-weight: 600;\n}<\/p>\n<p>.language-tag {\n display: inline-block;\n padding: 2px 8px;\n background: #eef0ff;\n border-radius: 4px;\n font-size: 0.82rem;\n font-weight: 500;\n color: #4752c4;\n margin: 0 2px;\n}<\/p>\n<p>@media (max-width: 640px) {\n .tool-card { padding: 20px; }\n .results-grid { grid-template-columns: 1fr; }\n .chart-container { order: -1; }\n .chart-container canvas { max-width: 220px; }\n .input-row { flex-direction: column; }\n .input-row textarea { min-width: 100%; }\n}\n<\/style>\n<p><\/head><br \/>\n<body><\/p>\n<section class=\"tool-section\">\n<h1>Discord Server Language Diversity Analyzer<\/h1>\n<p class=\"subtitle\">Paste your server’s language breakdown and see what translation features you need.<\/p>\n<div class=\"tool-card\" role=\"main\" aria-label=\"Language diversity analyzer\">\n<div class=\"input-area\">\n<div class=\"presets\" role=\"group\" aria-label=\"Preset language distributions\">\n <button class=\"preset-btn\" type=\"button\" data-preset=\"gaming\">\ud83c\udfae Global Gaming Server<\/button><br \/>\n <button class=\"preset-btn\" type=\"button\" data-preset=\"european\">\ud83c\uddea\ud83c\uddfa European Community<\/button><br \/>\n <button class=\"preset-btn\" type=\"button\" data-preset=\"bilingual\">\ud83c\udf10 Bilingual Server<\/button><br \/>\n <button class=\"preset-btn\" type=\"button\" data-preset=\"high\">\ud83c\udf0d Highly Diverse<\/button>\n <\/div>\n<div class=\"input-row\">\n <textarea id=\"langInput\" placeholder=\"English 60%, Spanish 25%, French 10%, Japanese 5%\" aria-label=\"Language distribution input\"><\/textarea><br \/>\n <button class=\"analyze-btn\" type=\"button\" id=\"analyzeBtn\">Analyze<\/button>\n <\/div>\n<\/p><\/div>\n<div class=\"error-msg\" id=\"errorMsg\" role=\"alert\"><\/div>\n<div class=\"results\" id=\"results\">\n<div class=\"results-grid\">\n<div class=\"chart-container\">\n <canvas id=\"pieChart\" width=\"280\" height=\"280\" aria-label=\"Language distribution pie chart\" role=\"img\"><\/canvas>\n <\/div>\n<div class=\"metrics\">\n<div class=\"metric\">\n<div class=\"metric-label\">Unique Languages<\/div>\n<div class=\"metric-value\" id=\"uniqueLang\">0<\/div>\n<\/p><\/div>\n<div class=\"metric\">\n<div class=\"metric-label\">Diversity Score<\/div>\n<div class=\"metric-value\" id=\"diversityScore\">0<\/div>\n<div class=\"score-bar-bg\">\n<div class=\"score-bar-fill\" id=\"diversityBar\"><\/div>\n<\/div>\n<div class=\"metric-context\">0 = everyone speaks the same language, 100 = every language equally represented<\/div>\n<\/p><\/div>\n<div class=\"metric\">\n<div class=\"metric-label\">Messages Benefiting from Auto-Translation<\/div>\n<div class=\"metric-value\" id=\"translationPct\">0%<\/div>\n<div class=\"metric-context\" id=\"translationContext\"><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"recommendation\" id=\"recommendation\">\n<h3>\ud83d\udd27 Recommended Interaction Bot Features<\/h3>\n<div class=\"feature-list\" id=\"featureTags\"><\/div>\n<div class=\"feature-desc\" id=\"featureDesc\"><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/section>\n<section class=\"explainer\">\n<h2>How this analyzer works<\/h2>\n<p>\n If you run a Discord server with members from more than one language background, you have probably wondered whether you need a translation bot, and which features are worth setting up. This tool turns your rough sense of your server’s makeup into concrete numbers that match Interaction Bot’s feature set.\n <\/p>\n<p>\n Paste a list of languages and their approximate percentages. The tool accepts free-form input: <span class=\"language-tag\">English 60%, Spanish 25%, French 10%, Japanese 5%<\/span> or <span class=\"language-tag\">EN 60, ES 25, FR 10, JP 5<\/span> both work. You do not need exact numbers. A rough estimate from your server’s introduction channel or a quick poll is enough to get useful guidance.\n <\/p>\n<p> <img decoding=\"async\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/5\/5e\/Languages_by_total_number_of_speakers_highest_estimate.jpg\" alt=\"Chart showing the world's most spoken languages by total number of speakers, illustrating the kind of distribution patterns a multilingual server might reflect.\" loading=\"lazy\"><\/p>\n<p class=\"caption\">The world’s most spoken languages by estimated total speakers. A multilingual Discord server often mirrors this kind of distribution, with one or two languages dominating and a long tail of smaller language groups. Credit: Wikimedia Commons, <a href=\"https:\/\/commons.wikimedia.org\/wiki\/File:Languages_by_total_number_of_speakers_highest_estimate.jpg\">via Wikimedia<\/a>.<\/p>\n<h2>What the numbers mean<\/h2>\n<h3>Unique languages<\/h3>\n<p>\n The count of distinct languages in your input. Servers with 2 languages need a different setup than servers with 12. Interaction Bot supports <strong>over 100 languages<\/strong> for automatic translation, so even a server with a long tail of languages is covered.\n <\/p>\n<h3>Diversity score (0\u2013100)<\/h3>\n<p>\n This uses the <strong>normalized Simpson Diversity Index<\/strong>, a standard measure borrowed from ecology and linguistics. It answers the question: if you pick two members at random, how likely are they to speak different languages?\n <\/p>\n<p>\n The raw Simpson index is <em>D = 1 \u2212 \u03a3(p\u1d62\u00b2)<\/em> where p\u1d62 is the proportion of speakers for each language. A server where everyone speaks one language scores D = 0. A server with five languages at 20% each scores D = 0.8. The tool normalizes this to a 0\u2013100 scale so the score reads intuitively: 0 means no diversity, 100 means maximum diversity for the number of languages present.\n <\/p>\n<h3>Messages benefiting from auto-translation<\/h3>\n<p>\n This is the <strong>Simpson index expressed as a percentage<\/strong>. It estimates what share of message-reader pairs cross a language boundary. In a server that is 60% English and 40% Spanish, about 48% of message-reader pairs involve different languages, meaning nearly half of all reading events would benefit from translation. This is not a measure of how many messages <em>get<\/em> translated, but how often translation would make communication possible where it otherwise would not be.\n <\/p>\n<p>\n The assumption here is that members send messages in proportion to their language group size and read messages across all languages. In practice, members self-segregate into language channels, but the index still gives a useful upper-bound estimate of the translation need.\n <\/p>\n<p> <iframe src=\"https:\/\/www.youtube.com\/embed\/rKs7eBYKyaY\" title=\"How to Setup Discord Translator Bot \u2014 Auto Translate Messages (2025 Tutorial) by UnityXpert\" loading=\"lazy\" allowfullscreen><\/iframe><\/p>\n<p class=\"caption\">UnityXpert’s walkthrough of setting up a Discord translator bot walks through the same configuration decisions this analyzer helps you make \u2014 which channels to translate, which languages to prioritize, and how to handle mixed-language communities.<\/p>\n<h2>Which Interaction Bot features match your server<\/h2>\n<p>\n Interaction Bot offers three translation modes, and each fits a different kind of language profile:\n <\/p>\n<ul>\n<li><strong>Flag Translation<\/strong> \u2014 Members react to any message with a flag emoji (\ud83c\uddea\ud83c\uddf8, \ud83c\uddeb\ud83c\uddf7, \ud83c\uddef\ud83c\uddf5) and the bot replies with a translation. Best for servers with one dominant language and occasional foreign-language messages. Low overhead, no channel setup required.<\/li>\n<li><strong>Channel Translation<\/strong> \u2014 Designate specific channels where every message is automatically translated into a target language (or multiple target languages). Best for servers with 2\u20134 significant language groups that each need their own space, or for a single <em>lingua franca<\/em> channel that auto-translates everything to English.<\/li>\n<li><strong>Role-Based Translation<\/strong> \u2014 Assign a language role to each member and the bot automatically translates messages to each reader’s preferred language in designated channels. Best for highly diverse servers where no single language dominates and members expect to read in their own language by default.<\/li>\n<\/ul>\n<p>\n The recommendation the tool gives is not a rule. It is a starting point. A bilingual server might still benefit from role-based translation if the split is near 50\/50 and both groups are large. A highly diverse server with a strong <em>lingua franca<\/em> culture might get by with just flag translation. Use the recommendation as a hypothesis, then test it.\n <\/p>\n<h2>Why language diversity matters for server growth<\/h2>\n<p>\n Discord is a global platform. According to Discord’s own transparency reports, the platform serves users in over 150 countries, and popular public servers routinely draw members from dozens of language backgrounds. A server that only works for English speakers is leaving growth on the table.\n <\/p>\n<p>\n Setting up translation is not just about accessibility. It directly affects retention. A member who joins a server and cannot read the conversation leaves within minutes. A member who discovers the server speaks their language, even through machine translation, is far more likely to stay and participate.\n <\/p>\n<p>\n The analyzer above gives you a quick read on where your server stands. If the diversity score surprises you, that is the point. Many admins underestimate how multilingual their community already is.\n <\/p>\n<div class=\"cta-box\">\n<p><strong>Ready to set up translation for your server?<\/strong><\/p>\n<p><a href=\"https:\/\/interaction-bot.com\/blog\/what-is-interaction-bot\/\">What Is Interaction Bot? The Complete Guide<\/a> covers every translation mode, how to configure them from the web dashboard, and what a working multilingual server looks like in practice.<\/p>\n<\/p><\/div>\n<\/section>\n<p><script>\n(function() {\n 'use strict';<\/p>\n<p> const presets = {\n gaming: 'English 40%, Spanish 20%, Portuguese 15%, French 10%, German 8%, Japanese 5%, Korean 2%',\n european: 'English 35%, German 20%, French 18%, Spanish 12%, Italian 10%, Dutch 5%',\n bilingual: 'English 70%, Spanish 30%',\n high: 'English 25%, Spanish 18%, French 15%, German 12%, Japanese 10%, Portuguese 8%, Korean 7%, Arabic 5%'\n };<\/p>\n<p> const COLORS = [\n '#5865f2', '#eb459e', '#faa61a', '#57f287', '#ed4245',\n '#9b59b6', '#1abc9c', '#e67e22', '#3498db', '#2ecc71',\n '#e74c3c', '#f1c40f', '#00bcd4', '#ff6f00', '#5c6bc0',\n '#26a69a', '#ec407a', '#8d6e63', '#7e57c2', '#66bb6a'\n ];<\/p>\n<p> var textarea = document.getElementById('langInput');\n var analyzeBtn = document.getElementById('analyzeBtn');\n var errorMsg = document.getElementById('errorMsg');\n var results = document.getElementById('results');\n var canvas = document.getElementById('pieChart');\n var ctx = canvas.getContext('2d');<\/p>\n<p> document.querySelectorAll('.preset-btn').forEach(function(btn) {\n btn.addEventListener('click', function() {\n var key = btn.getAttribute('data-preset');\n if (presets[key]) {\n textarea.value = presets[key];\n analyze();\n }\n });\n });<\/p>\n<p> analyzeBtn.addEventListener('click', analyze);\n textarea.addEventListener('keydown', function(e) {\n if (e.key === 'Enter' && (e.ctrlKey || e.metaKey)) {\n analyze();\n }\n });<\/p>\n<p> function parseInput(raw) {\n var parts = raw.split(\/[,;n]+\/).filter(function(s) { return s.trim(); });\n var languages = [];<\/p>\n<p> for (var i = 0; i < parts.length; i++) {\n var part = parts[i].trim();\n if (!part) continue;\n\n var match = part.match(\/^(.+?)s+(d+.?d*)s*%?s*$\/);\n if (!match) {\n match = part.match(\/^(.+?):s*(d+.?d*)s*%?s*$\/);\n }\n if (!match) {\n match = part.match(\/^(d+.?d*)s*%?s+(.+)$\/);\n if (match) {\n match = [part, match[2].trim(), match[1]];\n }\n }\n\n if (!match) return null;\n\n var name = match[1].trim();\n var pct = parseFloat(match[2]);\n\n name = name.charAt(0).toUpperCase() + name.slice(1).toLowerCase();\n\n if (isNaN(pct) || pct <= 0) return null;\n languages.push({ name: name, pct: pct });\n }\n\n if (languages.length === 0) return null;\n\n var total = languages.reduce(function(sum, l) { return sum + l.pct; }, 0);\n if (total === 0) return null;\n languages.forEach(function(l) { l.pct = (l.pct \/ total) * 100; });\n\n languages.sort(function(a, b) { return b.pct - a.pct; });\n\n return languages;\n }\n\n function analyze() {\n errorMsg.textContent = '';\n var raw = textarea.value.trim();\n\n if (!raw) {\n errorMsg.textContent = 'Enter a language distribution, e.g. \"English 60%, Spanish 25%, French 15%\".';\n results.classList.remove('active');\n return;\n }\n\n var languages = parseInput(raw);\n\n if (!languages) {\n errorMsg.textContent = 'Could not parse input. Use the format \"Language percentage%\", e.g. \"English 60%, Spanish 40%\".';\n results.classList.remove('active');\n return;\n }\n\n if (languages.length === 1) {\n errorMsg.textContent = '';\n }\n\n renderResults(languages);\n }\n\n function renderResults(languages) {\n results.classList.add('active');\n\n var n = languages.length;\n var proportions = languages.map(function(l) { return l.pct \/ 100; });\n\n var sumSq = proportions.reduce(function(s, p) { return s + p * p; }, 0);\n var simpsonD = 1 - sumSq;\n\n var maxD = (n > 1) ? (1 - 1\/n) : 1;\n var normalizedScore = maxD > 0 ? Math.round((simpsonD \/ maxD) * 100) : 0;<\/p>\n<p> var translationPct = Math.round(simpsonD * 100);<\/p>\n<p> document.getElementById('uniqueLang').textContent = n;\n document.getElementById('diversityScore').textContent = normalizedScore;<\/p>\n<p> var bar = document.getElementById('diversityBar');\n bar.style.width = normalizedScore + '%';\n if (normalizedScore < 30) bar.style.background = '#57f287';\n else if (normalizedScore < 60) bar.style.background = '#faa61a';\n else bar.style.background = '#ed4245';\n\n document.getElementById('translationPct').textContent = translationPct + '%';\n\n var ctxEl = document.getElementById('translationContext');\n if (translationPct < 20) {\n ctxEl.textContent = 'Low need \u2014 most messages are already readable by most members.';\n } else if (translationPct < 50) {\n ctxEl.textContent = 'Moderate need \u2014 a significant share of conversations cross language lines.';\n } else {\n ctxEl.textContent = 'High need \u2014 most message pairs involve different languages. Auto-translation would transform readability.';\n }\n\n renderRecommendation(languages, simpsonD, n);\n drawPieChart(languages);\n }\n\n function renderRecommendation(languages, simpsonD, n) {\n var maxPct = languages[0].pct;\n var tagContainer = document.getElementById('featureTags');\n var descEl = document.getElementById('featureDesc');\n\n var tags = [];\n var desc = '';\n\n tags.push({ name: '\ud83c\udff3\ufe0f Flag Translation', cls: 'recommended' });\n\n if (n <= 2 && maxPct >= 65) {\n desc = 'Your server has a clear dominant language (' + languages[0].name + ' at ' + Math.round(maxPct) + '%). <strong>Flag translation alone<\/strong> will cover most situations. Members who encounter a message in another language can react with a flag emoji for an instant translation. Set up channel translation only if the minority language group is large and active enough to justify a dedicated channel.';\n tags.push({ name: '\ud83d\udcfa Channel Translation', cls: 'optional' });\n tags.push({ name: '\ud83c\udfad Role-Based Translation', cls: 'optional' });\n } else if (n <= 4 && maxPct >= 40) {\n desc = 'Your server has ' + n + ' language groups with ' + languages[0].name + ' as the largest (' + Math.round(maxPct) + '%). <strong>Channel translation<\/strong> is the right primary setup: create dedicated channels for the top 2\u20133 languages, each auto-translating to the others. Keep <strong>flag translation<\/strong> enabled for one-off messages in smaller languages. Role-based translation is optional unless members regularly switch between channels.';\n tags.push({ name: '\ud83d\udcfa Channel Translation', cls: 'recommended' });\n tags.push({ name: '\ud83c\udfad Role-Based Translation', cls: 'optional' });\n } else {\n desc = 'Your server is highly multilingual with ' + n + ' languages and no single group above ' + Math.round(maxPct) + '%. <strong>All three translation modes<\/strong> are worth enabling. Use <strong>role-based translation<\/strong> so each member reads in their own language automatically. Pair it with <strong>channel translation<\/strong> for announcement channels that everyone needs to read. Keep <strong>flag translation<\/strong> on for quick on-demand translations anywhere.';\n tags.push({ name: '\ud83d\udcfa Channel Translation', cls: 'recommended' });\n tags.push({ name: '\ud83c\udfad Role-Based Translation', cls: 'recommended' });\n }<\/p>\n<p> tagContainer.innerHTML = tags.map(function(t) {\n return '<span class=\"feature-tag ' + t.cls + '\">' + t.name + '<\/span>';\n }).join('');<\/p>\n<p> descEl.innerHTML = desc;\n }<\/p>\n<p> function drawPieChart(languages) {\n var dpr = window.devicePixelRatio || 1;\n var size = 280;\n canvas.width = size * dpr;\n canvas.height = size * dpr;\n canvas.style.width = size + 'px';\n canvas.style.height = size + 'px';\n ctx.setTransform(dpr, 0, 0, dpr, 0, 0);<\/p>\n<p> var cx = size \/ 2;\n var cy = size \/ 2;\n var radius = size \/ 2 - 8;\n var startAngle = -Math.PI \/ 2;<\/p>\n<p> ctx.clearRect(0, 0, size, size);<\/p>\n<p> var total = languages.reduce(function(s, l) { return s + l.pct; }, 0);<\/p>\n<p> for (var i = 0; i < languages.length; i++) {\n var sliceAngle = (languages[i].pct \/ total) * 2 * Math.PI;\n var endAngle = startAngle + sliceAngle;\n\n ctx.beginPath();\n ctx.moveTo(cx, cy);\n ctx.arc(cx, cy, radius, startAngle, endAngle);\n ctx.closePath();\n ctx.fillStyle = COLORS[i % COLORS.length];\n ctx.fill();\n\n if (languages[i].pct >= 5) {\n var midAngle = startAngle + sliceAngle \/ 2;\n var labelRadius = radius * 0.65;\n var lx = cx + Math.cos(midAngle) * labelRadius;\n var ly = cy + Math.sin(midAngle) * labelRadius;<\/p>\n<p> ctx.fillStyle = '#fff';\n ctx.font = 'bold 11px -apple-system, BlinkMacSystemFont, \"Segoe UI\", Roboto, sans-serif';\n ctx.textAlign = 'center';\n ctx.textBaseline = 'middle';<\/p>\n<p> var pctText = Math.round(languages[i].pct) + '%';\n ctx.fillText(pctText, lx, ly);\n }<\/p>\n<p> startAngle = endAngle;\n }<\/p>\n<p> ctx.beginPath();\n ctx.arc(cx, cy, radius * 0.38, 0, 2 * Math.PI);\n ctx.fillStyle = '#fff';\n ctx.fill();\n }<\/p>\n<p> if (textarea.value.trim()) {\n analyze();\n }\n})();\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Paste your Discord server’s language breakdown and get a diversity score, translation need estimate, and feature recommendations for Interaction Bot.<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-tool.php","meta":{"footnotes":""},"class_list":["post-55","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/interaction-bot.com\/blog\/wp-json\/wp\/v2\/pages\/55","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/interaction-bot.com\/blog\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/interaction-bot.com\/blog\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/interaction-bot.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/interaction-bot.com\/blog\/wp-json\/wp\/v2\/comments?post=55"}],"version-history":[{"count":0,"href":"https:\/\/interaction-bot.com\/blog\/wp-json\/wp\/v2\/pages\/55\/revisions"}],"wp:attachment":[{"href":"https:\/\/interaction-bot.com\/blog\/wp-json\/wp\/v2\/media?parent=55"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}