Vector Motion
AI/ML

Data Drift Card - ML Data Quality Monitoring

Monitor data drift and distribution changes in your ML datasets. Detect anomalies and ensure model stability with real-time quality checks.

Data Drift Card

The Data Drift Card tracks statistical drift in input data distributions, helping teams detect when model retraining may be needed due to changing data patterns.

Preview

Installation

npx shadcn@latest add https://vectormotion.vercel.app/registry/data-drift-card.json
Data Drift Card
'use client'import React from 'react';import { GitBranch, AlertTriangle } from 'lucide-react';import { motion } from 'motion/react';import { clsx, type ClassValue } from "clsx"import { twMerge } from "tailwind-merge"import { ResponsiveContainer, AreaChart, Area, XAxis, Tooltip, ReferenceLine } from 'recharts';function cn(...inputs: ClassValue[]) {   return twMerge(clsx(inputs))}interface DriftData {   x: number;   baseline: number;   current: number;   [key: string]: any;}interface DataDriftCardProps {   className?: string;   title?: string;   featureName?: string;   status?: string;   isDetected?: boolean;   data?: DriftData[];}const DEFAULT_DATA: DriftData[] = [   { x: 1, baseline: 20, current: 22 },   { x: 2, baseline: 35, current: 30 },   { x: 3, baseline: 50, current: 40 },   { x: 4, baseline: 45, current: 55 },   { x: 5, baseline: 60, current: 75 }, // Drift starts here   { x: 6, baseline: 55, current: 85 },   { x: 7, baseline: 40, current: 80 },];const DEFAULT_TITLE = "Data Drift";const DEFAULT_FEATURE_NAME = '"Age"';const DEFAULT_STATUS = "Detected";export const DataDriftCard: React.FC<DataDriftCardProps> = ({   className = "",   title = DEFAULT_TITLE,   featureName = DEFAULT_FEATURE_NAME,   status = DEFAULT_STATUS,   isDetected = true,   data = DEFAULT_DATA,}) => {   return (      <motion.div         initial={{ opacity: 0, y: 20 }}         animate={{ opacity: 1, y: 0 }}         transition={{ duration: 0.5, delay: 0.1 }}         className={cn(            "relative overflow-hidden rounded-2xl border border-border bg-card text-card-foreground shadow-sm transition-all hover:border-orange-300 dark:hover:border-orange-700 hover:shadow-md flex flex-col h-full",            className         )}      >         <div className="p-5 flex flex-col h-full relative z-10">            <div className="mb-4 flex items-start justify-between">               <div>                  <h3 className="font-bold text-lg text-foreground">                     {title}                  </h3>                  <div className="flex items-center gap-2 mt-1">                     {isDetected && (                        <span className="text-sm font-medium text-orange-500 bg-orange-500/10 px-2 py-0.5 rounded-full flex items-center gap-1">                           <AlertTriangle className="w-3 h-3" />                           {status}                        </span>                     )}                     <span className="text-xs text-muted-foreground">Feature: {featureName}</span>                  </div>               </div>               <div className="rounded-lg border-2 border-orange-100 dark:border-orange-800 p-2 text-orange-500 dark:text-orange-400 flex items-center justify-center">                  <GitBranch className="h-5 w-5" />               </div>            </div>            <div className="flex-1 w-full min-h-[140px] relative">               <ResponsiveContainer width="100%" height="100%">                  <AreaChart data={data}>                     <defs>                        <linearGradient id="baselineGradient" x1="0" y1="0" x2="0" y2="1">                           <stop offset="5%" stopColor="#e4e4e7" stopOpacity={0.8} />                           <stop offset="95%" stopColor="#e4e4e7" stopOpacity={0} />                        </linearGradient>                        <linearGradient id="currentGradient" x1="0" y1="0" x2="0" y2="1">                           <stop offset="5%" stopColor="#f97316" stopOpacity={0.3} />                           <stop offset="95%" stopColor="#f97316" stopOpacity={0} />                        </linearGradient>                     </defs>                     <Tooltip                        cursor={{ strokeDasharray: '3 3' }}                        content={() => null}                     />                     <Area                        type="monotone"                        dataKey="baseline"                        stroke="#a1a1aa"                        strokeWidth={2}                        strokeDasharray="4 4"                        fill="url(#baselineGradient)"                     />                     <Area                        type="monotone"                        dataKey="current"                        stroke="#f97316"                        strokeWidth={2}                        fill="url(#currentGradient)"                     />                  </AreaChart>               </ResponsiveContainer>               <div className="flex justify-center gap-4 mt-2 text-[10px] font-medium">                  <div className="flex items-center gap-1">                     <div className="w-2 h-0.5 bg-zinc-400 border-t border-dashed border-zinc-400"></div>                     <span className="text-muted-foreground">Baseline</span>                  </div>                  <div className="flex items-center gap-1">                     <div className="w-2 h-0.5 bg-orange-500"></div>                     <span className="text-orange-500">Current</span>                  </div>               </div>            </div>            <div className="absolute -bottom-4 -right-4 z-0 opacity-5 pointer-events-none">               <GitBranch className="w-40 h-40 text-orange-500" />            </div>         </div>      </motion.div>   );};

Props

Prop

Type

Usage

This component is a demo card displaying data drift metrics with animated visualizations and dark mode support.