Credit Card Fraud Detection

\n \n\n\n",[19,68],"301e2150-30d6-11f1-9318-42dde27851f2","components","301e2222-30d6-11f1-9318-42dde27851f2",8,["D",1775383191355],"directory",[19,75],"162dfe78-30d6-11f1-9318-42dde27851f2",4,["D",1775383147837],[19],{"_37":81,"_13":19,"_40":43,"_42":-5,"_44":45,"_46":82,"_48":49,"_50":107,"_17":52,"_53":79,"_54":-5,"_56":57,"_58":-5,"_96":108,"_18":109},{"_37":99,"_13":100,"_40":101,"_42":-5,"_44":45,"_46":102,"_48":49,"_50":103,"_17":52,"_53":24,"_54":104,"_56":57,"_58":-5,"_96":105,"_18":106},{"_37":88,"_13":89,"_40":90,"_42":-5,"_44":45,"_46":91,"_48":49,"_50":92,"_17":93,"_53":94,"_54":95,"_56":57,"_58":-5,"_96":97,"_18":98},"45d3d8b8-30d7-11f1-9260-42dde27851f2","main.ts","3bc952b4-30d5-11f1-9621-42dde27851f2",11,["D",1775383657264],3,"http","import { sqlite } from \"https://esm.town/v/std/sqlite/main.ts\";\nimport { Hono } from \"npm:hono\";\n\nconst app = new Hono();\n\n// Initialize DB\nawait sqlite.execute(`\n CREATE TABLE IF NOT EXISTS transactions (\n id INTEGER PRIMARY KEY AUTOINCREMENT,\n amount REAL NOT NULL,\n merchant TEXT NOT NULL,\n category TEXT NOT NULL,\n location TEXT NOT NULL,\n card_last4 TEXT NOT NULL,\n time_of_day TEXT NOT NULL,\n is_international INTEGER NOT NULL DEFAULT 0,\n is_online INTEGER NOT NULL DEFAULT 0,\n risk_score REAL NOT NULL,\n status TEXT NOT NULL,\n flagged_reasons TEXT NOT NULL DEFAULT '[]',\n created_at TEXT NOT NULL DEFAULT (datetime('now'))\n )\n`);\n\n// Fraud detection logic\nfunction detectFraud(tx: {\n amount: number;\n category: string;\n timeOfDay: string;\n isInternational: boolean;\n isOnline: boolean;\n}): { riskScore: number; reasons: string[]; status: string } {\n const reasons: string[] = [];\n let riskScore = 0;\n\n if (tx.amount > 5000) { riskScore += 35; reasons.push(\"Unusually high transaction amount (>$5,000)\"); }\n else if (tx.amount > 2000) { riskScore += 20; reasons.push(\"High transaction amount (>$2,000)\"); }\n else if (tx.amount > 1000) { riskScore += 10; }\n\n if (tx.isInternational) { riskScore += 25; reasons.push(\"International transaction detected\"); }\n\n if (tx.timeOfDay === \"midnight\" || tx.timeOfDay === \"latenight\") {\n riskScore += 20;\n reasons.push(\"Transaction at unusual hours (midnight–5am)\");\n }\n\n if ([\"crypto\", \"gambling\", \"wire_transfer\"].includes(tx.category)) {\n riskScore += 25;\n reasons.push(`High-risk merchant category: ${tx.category.replace(\"_\", \" \")}`);\n }\n\n if (tx.isOnline && tx.isInternational) {\n riskScore += 15;\n reasons.push(\"Online purchase from international location\");\n }\n\n const clampedScore = Math.min(riskScore, 100);\n let status = \"approved\";\n if (clampedScore >= 70) status = \"blocked\";\n else if (clampedScore >= 40) status = \"flagged\";\n\n return { riskScore: clampedScore, reasons, status };\n}\n\n// Serve the full HTML page\napp.get(\"/\", (c) => {\n return c.html(`\n\n\n\n\nFraudGuard AI – Credit Card Fraud Detection\n\n\n\n\n\n\n\n

Total

—

Approved

—

Flagged

—

Blocked

—

Avg Risk

—

Volume

—

\n\n\n\n\n

💳 Submit Transaction

\n Amount (USD)\n \n

\n Card Last 4 Digits\n \n

\n Merchant Name\n \n

\n Category\n \n

\n Time of Day\n \n

\n Location\n \n

\n 🌍 International Transaction\n \n

\n 🌐 Online / Card-Not-Present\n \n

\n \n

\n\n

📊 Live Insights

📈

Submit a transaction to see live insights

\n\n\n

\n Recent Transactions\n \n

\n \n \n \n \n \n \n

#	Merchant	Category	Amount	Card	Location	Time	Risk	Status	Date
📭 No transactions yet

\n\n\n

🧠 Detection Rules

💰

Transaction Amount

Transactions over $2,000 trigger medium risk (+20 pts); over $5,000 trigger high risk (+35 pts).

🌍

International Flag

Transactions made from international locations add +25 risk points.

🌙

Unusual Hours

Transactions between midnight and 5am are suspicious (+20 pts).

⚠️

High-Risk Categories

Cryptocurrency, gambling, and wire transfers add +25 pts each.

🌐

Online + International

Card-not-present combined with international adds +15 pts bonus.

📊 Risk Thresholds

✅ ApprovedScore: 0–39

Transaction proceeds normally with no intervention.

⚠️ FlaggedScore: 40–69

Transaction is held for manual review by a fraud analyst.

🚫 BlockedScore: 70–100

Transaction is automatically blocked and cardholder is notified.

\n 💡 Tip: Try submitting a transaction with amount $8,500 + Cryptocurrency + Midnight + International + Online to see a perfect 100/100 risk score blocked!\n

\n\n\n\n\n\n`);\n});\n\n// API: Submit transaction\napp.post(\"/api/transactions\", async (c) => {\n const body = await c.req.json();\n const { amount, merchant, category, location, cardLast4, timeOfDay, isInternational, isOnline } = body;\n\n const { riskScore, reasons, status } = detectFraud({\n amount, category, timeOfDay,\n isInternational: !!isInternational,\n isOnline: !!isOnline,\n });\n\n await sqlite.execute({\n sql: `INSERT INTO transactions (amount, merchant, category, location, card_last4, time_of_day, is_international, is_online, risk_score, status, flagged_reasons)\n VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)`,\n args: [\n amount, merchant, category, location, cardLast4, timeOfDay,\n isInternational ? 1 : 0, isOnline ? 1 : 0,\n riskScore, status, JSON.stringify(reasons),\n ],\n });\n\n return c.json({ riskScore, reasons, status });\n});\n\n// API: Get all transactions\napp.get(\"/api/transactions\", async (c) => {\n const result = await sqlite.execute(\n \"SELECT * FROM transactions ORDER BY created_at DESC LIMIT 100\"\n );\n return c.json(result.rows);\n});\n\n// API: Get stats\napp.get(\"/api/stats\", async (c) => {\n const total = await sqlite.execute(\"SELECT COUNT(*) as count FROM transactions\");\n const flagged = await sqlite.execute(\"SELECT COUNT(*) as count FROM transactions WHERE status = 'flagged'\");\n const blocked = await sqlite.execute(\"SELECT COUNT(*) as count FROM transactions WHERE status = 'blocked'\");\n const approved = await sqlite.execute(\"SELECT COUNT(*) as count FROM transactions WHERE status = 'approved'\");\n const avgRisk = await sqlite.execute(\"SELECT AVG(risk_score) as avg FROM transactions\");\n const totalAmount = await sqlite.execute(\"SELECT SUM(amount) as total FROM transactions\");\n\n return c.json({\n total: total.rows[0]?.count ?? 0,\n flagged: flagged.rows[0]?.count ?? 0,\n blocked: blocked.rows[0]?.count ?? 0,\n approved: approved.rows[0]?.count ?? 0,\n avgRiskScore: Math.round((avgRisk.rows[0]?.avg as number) ?? 0),\n totalAmount: Math.round((totalAmount.rows[0]?.total as number) ?? 0),\n });\n});\n\n// API: Clear all transactions\napp.delete(\"/api/transactions\", async (c) => {\n await sqlite.execute(\"DELETE FROM transactions\");\n return c.json({ success: true });\n});\n\napp.onError((err) => Promise.reject(err));\n\nexport default app.fetch;\n","children",[],[89],"68ec0362-30d6-11f1-898a-42dde27851f2","README.md","68ec040c-30d6-11f1-898a-42dde27851f2",10,["D",1775383286655],"# 🛡️ FraudGuard AI — Credit Card Fraud Detection\n\nA real-time credit card fraud detection web app built with React, Hono, and SQLite on Val Town.\n\n## 🔗 Live Demo\nDeployed on Val Town — see the endpoint URL in the val's HTTP file.\n\n## 🏗️ Architecture\n\n```mermaid\ngraph TD\n User[\"👤 User / Browser\"] -->|Submit Transaction| FE[\"⚛️ React Frontend\"]\n FE -->|POST /api/transactions| API[\"🔀 Hono Backend (main.ts)\"]\n API -->|Run Rules Engine| Engine[\"🧠 Fraud Detector\"]\n Engine -->|Score + Verdict| API\n API -->|Store Result| DB[\"🗄️ SQLite (std/sqlite)\"]\n API -->|Return JSON| FE\n FE -->|GET /api/stats| API\n API -->|Aggregate Counts| DB\n```\n\n## 🧠 Detection Rules\n\n| Rule | Risk Points |\n|---|---|\n| Amount > $5,000 | +35 |\n| Amount > $2,000 | +20 |\n| International transaction | +25 |\n| Late-night / midnight hours | +20 |\n| High-risk category (crypto, gambling, wire) | +25 |\n| Online + international combo | +15 |\n\n## 🚦 Risk Thresholds\n\n| Score | Status | Action |\n|---|---|---|\n| 0–39 | ✅ Approved | Proceeds normally |\n| 40–69 | ⚠️ Flagged | Requires manual review |\n| 70–100 | 🚫 Blocked | Automatically blocked |\n\n## 📁 File Structure\n\n```\nmain.ts ← Hono HTTP server + fraud detection logic + SQLite\nfrontend/\n index.html ← HTML entry point\n index.tsx ← React entry point\n style.css ← Dark theme UI styles\n components/\n App.tsx ← Full React app (form, stats, table, charts)\nREADME.md\n```\n\n## 🛠️ Tech Stack\n\n- **Backend**: Hono (TypeScript)\n- **Frontend**: React 18 (client-side)\n- **Database**: Val Town SQLite (`std/sqlite`)\n- **Runtime**: Deno on Val Town\n",[],[100],["D",1775383147837],[110,111,112,113],[19],{"_37":74,"_13":75,"_40":76,"_42":43,"_44":45,"_46":77,"_48":49,"_50":123,"_17":52,"_53":79,"_54":-5,"_56":57,"_58":-5,"_96":124,"_18":125},{"_37":67,"_13":68,"_40":69,"_42":43,"_44":45,"_46":70,"_48":49,"_50":120,"_17":52,"_53":24,"_54":72,"_56":57,"_58":-5,"_96":121,"_18":122},{"_37":60,"_13":61,"_40":62,"_42":43,"_44":45,"_46":63,"_48":49,"_50":117,"_17":52,"_53":24,"_54":65,"_56":57,"_58":-5,"_96":118,"_18":119},{"_37":38,"_13":39,"_40":41,"_42":43,"_44":45,"_46":47,"_48":49,"_50":114,"_17":52,"_53":24,"_54":55,"_56":57,"_58":-5,"_96":115,"_18":116},["D",1775383186070],[],[19,39],["D",1775383189750],[],[19,61],["D",1775383151309],[],[19,68],["D",1775383191355],[126],[19,75],{"_37":127,"_13":128,"_40":129,"_42":76,"_44":45,"_46":130,"_48":49,"_50":131,"_17":52,"_53":24,"_54":132,"_56":57,"_58":-5,"_96":133,"_18":134},"5bca176e-30d6-11f1-ba75-42dde27851f2","App.tsx","5bca1818-30d6-11f1-ba75-42dde27851f2",9,["D",1775383264624],"/** @jsxImportSource https://esm.sh/react@18.2.0 */\nimport { useState, useEffect } from \"https://esm.sh/react@18.2.0\";\n\n// ─── Types ───────────────────────────────────────────────────────────────────\ninterface Transaction {\n id: number;\n amount: number;\n merchant: string;\n category: string;\n location: string;\n card_last4: string;\n time_of_day: string;\n is_international: number;\n is_online: number;\n risk_score: number;\n status: string;\n flagged_reasons: string;\n created_at: string;\n}\n\ninterface Stats {\n total: number;\n approved: number;\n flagged: number;\n blocked: number;\n avgRiskScore: number;\n totalAmount: number;\n}\n\ninterface AnalysisResult {\n riskScore: number;\n reasons: string[];\n status: \"approved\" | \"flagged\" | \"blocked\";\n}\n\n// ─── Helpers ─────────────────────────────────────────────────────────────────\nconst statusIcon = (s: string) => s === \"approved\" ? \"✅\" : s === \"flagged\" ? \"⚠️\" : \"🚫\";\nconst statusLabel = (s: string) => s === \"approved\" ? \"Approved\" : s === \"flagged\" ? \"Flagged for Review\" : \"Blocked\";\nconst riskClass = (score: number) => score >= 70 ? \"high\" : score >= 40 ? \"medium\" : \"low\";\nconst fmtAmt = (n: number) => \"$\" + n.toLocaleString(\"en-US\", { minimumFractionDigits: 2, maximumFractionDigits: 2 });\nconst fmtDate = (s: string) => new Date(s).toLocaleString();\n\nconst CATEGORIES = [\n { value: \"retail\", label: \"🛍️ Retail\" },\n { value: \"food\", label: \"🍔 Food & Dining\" },\n { value: \"travel\", label: \"✈️ Travel\" },\n { value: \"entertainment\", label: \"🎭 Entertainment\" },\n { value: \"health\", label: \"🏥 Health & Medical\" },\n { value: \"crypto\", label: \"₿ Cryptocurrency\" },\n { value: \"gambling\", label: \"🎲 Gambling\" },\n { value: \"wire_transfer\", label: \"💸 Wire Transfer\" },\n { value: \"utilities\", label: \"💡 Utilities\" },\n { value: \"electronics\", label: \"💻 Electronics\" },\n];\n\nconst TIME_SLOTS = [\n { value: \"morning\", label: \"🌅 Morning (6am–12pm)\" },\n { value: \"afternoon\", label: \"☀️ Afternoon (12pm–6pm)\" },\n { value: \"evening\", label: \"🌆 Evening (6pm–12am)\" },\n { value: \"latenight\", label: \"🌙 Late Night (12am–3am)\" },\n { value: \"midnight\", label: \"🌑 Midnight (3am–6am)\" },\n];\n\n// ─── Risk Gauge ───────────────────────────────────────────────────────────────\nfunction RiskGauge({ score }: { score: number }) {\n const r = 50, circ = 2 * Math.PI * r;\n const dashoffset = circ - (score / 100) * circ;\n const color = score >= 70 ? \"#ef4444\" : score >= 40 ? \"#f59e0b\" : \"#10b981\";\n return (\n

\n \n

\n {score}\n / 100\n

Risk Score

\n );\n}\n\n// ─── Transaction Form ─────────────────────────────────────────────────────────\nfunction TransactionForm({ onResult }: { onResult: () => void }) {\n const [form, setForm] = useState({\n amount: \"\", merchant: \"\", category: \"retail\", location: \"\",\n cardLast4: \"\", timeOfDay: \"afternoon\", isInternational: false, isOnline: false,\n });\n const [loading, setLoading] = useState(false);\n const [result, setResult] = useState(null);\n\n const set = (key: string, val: unknown) => setForm(f => ({ ...f, [key]: val }));\n\n const handleSubmit = async (e: React.FormEvent) => {\n e.preventDefault();\n if (!form.amount || !form.merchant || !form.location || !form.cardLast4) return;\n setLoading(true);\n setResult(null);\n try {\n const res = await fetch(\"/api/transactions\", {\n method: \"POST\",\n headers: { \"Content-Type\": \"application/json\" },\n body: JSON.stringify({ ...form, amount: parseFloat(form.amount) }),\n });\n const data = await res.json();\n setResult(data);\n onResult();\n } finally {\n setLoading(false);\n }\n };\n\n return (\n

💳 Submit Transaction

\n Amount (USD)\n set(\"amount\", e.target.value)} required />\n

\n Card Last 4 Digits\n set(\"cardLast4\", e.target.value)} required />\n

\n Merchant Name\n set(\"merchant\", e.target.value)} required />\n

\n Category\n \n

\n Time of Day\n \n

\n Location\n set(\"location\", e.target.value)} required />\n

\n 🌍 International Transaction\n \n set(\"isInternational\", e.target.checked)} />\n \n \n

\n 🌐 Online / Card-Not-Present\n \n set(\"isOnline\", e.target.checked)} />\n \n \n

\n \n

\n\n {result && (\n

\n {statusIcon(result.status)}\n {statusLabel(result.status)}\n

\n \n

\n {result.reasons.length > 0 ? (\n <>\n

Risk factors detected:

\n \n ) : (\n

✓ No suspicious patterns detected

\n )}\n

\n );\n}\n\n// ─── Stats Panel ───────────────────────────────────────────────────────────────\nfunction StatsPanel({ stats }: { stats: Stats | null }) {\n if (!stats) return null;\n return (\n

Total Transactions

{stats.total}

Approved

{stats.approved}

Flagged

{stats.flagged}

Blocked

{stats.blocked}

Avg Risk Score

{stats.avgRiskScore}

Total Volume

{fmtAmt(stats.totalAmount)}

\n );\n}\n\n// ─── Transactions Table ───────────────────────────────────────────────────────\nfunction TransactionsTable({ transactions, onClear }: { transactions: Transaction[]; onClear: () => void }) {\n if (transactions.length === 0) {\n return (\n

📭

No transactions yet. Submit one to get started!

\n );\n }\n return (\n <>\n

\n Recent Transactions ({transactions.length})\n \n

\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n {transactions.map(tx => (\n \n \n \n \n \n \n \n \n \n \n \n \n ))}\n \n

#	Merchant	Category	Amount	Card	Location	Time	Risk	Status	Date
{tx.id}	{tx.merchant}	{tx.category}	{fmtAmt(tx.amount)}	••••{tx.card_last4}	{tx.location}{tx.is_international ? \" 🌍\" : \"\"}	{tx.time_of_day}	\n = 70 ? \"var(--red)\" : tx.risk_score >= 40 ? \"var(--yellow)\" : \"var(--green)\" }}>\n {tx.risk_score}\n \n	\n \n {statusIcon(tx.status)} {tx.status}\n \n	{fmtDate(tx.created_at)}

\n \n );\n}\n\n// ─── How It Works ─────────────────────────────────────────────────────────────\nfunction HowItWorks() {\n const rules = [\n { icon: \"💰\", title: \"Transaction Amount\", desc: \"Transactions over $2,000 trigger medium risk; over $5,000 trigger high risk signals.\" },\n { icon: \"🌍\", title: \"International Flag\", desc: \"Transactions made from international locations add significant risk points.\" },\n { icon: \"🌙\", title: \"Unusual Hours\", desc: \"Transactions made between midnight and 5am are considered suspicious.\" },\n { icon: \"⚠️\", title: \"High-Risk Categories\", desc: \"Cryptocurrency, gambling, and wire transfer categories are elevated risk.\" },\n { icon: \"🌐\", title: \"Online + International\", desc: \"Card-not-present combined with international location doubles the risk flag.\" },\n ];\n\n const thresholds = [\n { label: \"Approved\", range: \"0 – 39\", color: \"var(--green)\", icon: \"✅\", desc: \"Transaction proceeds normally\" },\n { label: \"Flagged\", range: \"40 – 69\", color: \"var(--yellow)\", icon: \"⚠️\", desc: \"Requires manual review\" },\n { label: \"Blocked\", range: \"70 – 100\", color: \"var(--red)\", icon: \"🚫\", desc: \"Transaction is automatically blocked\" },\n ];\n\n return (\n

🧠 Detection Rules

\n {rules.map((r, i) => (\n

\n {r.icon}\n

{r.title}

{r.desc}

\n ))}\n

📊 Risk Thresholds

\n {thresholds.map((t, i) => (\n

\n {t.icon} {t.label}\n Score: {t.range}\n

{t.desc}

\n ))}\n

\n Risk scores are computed by summing weighted signals. Multiple risk factors compound for higher scores.\n

\n );\n}\n\n// ─── App ───────────────────────────────────────────────────────────────────────\nexport default function App() {\n const [tab, setTab] = useState<\"analyze\" | \"history\" | \"how\">(\"analyze\");\n const [transactions, setTransactions] = useState([]);\n const [stats, setStats] = useState(null);\n\n const fetchData = async () => {\n const [txRes, statsRes] = await Promise.all([\n fetch(\"/api/transactions\"),\n fetch(\"/api/stats\"),\n ]);\n setTransactions(await txRes.json());\n setStats(await statsRes.json());\n };\n\n useEffect(() => { fetchData(); }, []);\n\n const handleClear = async () => {\n if (!confirm(\"Clear all transaction history?\")) return;\n await fetch(\"/api/transactions\", { method: \"DELETE\" });\n fetchData();\n };\n\n return (\n <>\n

\n 🛡️\n

FraudGuard AI

Credit Card Fraud Detection System

\n 🔴 LIVE DETECTION\n

\n\n \n\n \n\n {tab === \"analyze\" && (\n

\n \n

📊 Live Insights

\n {stats && stats.total > 0 ? (\n

Fraud Rate

\n {Math.round(((stats.flagged + stats.blocked) / stats.total) * 100)}%\n

{stats.flagged + stats.blocked} of {stats.total} transactions suspicious

\n {[\n { label: \"Approved\", val: stats.approved, color: \"var(--green)\" },\n { label: \"Flagged\", val: stats.flagged, color: \"var(--yellow)\" },\n { label: \"Blocked\", val: stats.blocked, color: \"var(--red)\" },\n ].map(s => (\n

{s.val}

{s.label}

\n ))}\n

Distribution

\n {stats.total > 0 && (\n <>\n

\n \n )}\n

\n ● Approved\n ● Flagged\n ● Blocked\n

\n ) : (\n

📈

Submit transactions to see insights

\n )}\n

\n )}\n\n {tab === \"history\" && (\n \n )}\n\n {tab === \"how\" && }\n\n \n \n 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