**Backend Enhancements:** 1. **Growth Spurt Detection Algorithm** (pattern-analysis.service.ts) - Analyzes feeding frequency changes (20%+ increase detection) - Monitors sleep disruptions (night wakings, consistency) - Checks age-appropriate growth spurt windows (2, 3, 6, 12, 16, 24, 36 weeks) - Confidence scoring system (0-1 scale) - Provides evidence-based recommendations - Returns expected duration based on child's age 2. **Enhanced Pattern Insights** - Added GrowthSpurtDetection interface - Integrated growth spurt detection into analytics pipeline - 40% confidence threshold with minimum 2 indicators **Frontend Components:** 3. **Analytics API Client** (lib/api/analytics.ts) - Full TypeScript interfaces for all analytics endpoints - Date conversion helpers for predictions - Support for insights, predictions, weekly/monthly reports - Export functionality (JSON, CSV, PDF) 4. **PredictionsCard Component** - Next nap/feeding predictions with confidence scores - Visual confidence indicators (color-coded: 85%+=success, 60-85%=warning, <60%=error) - Progress bars showing prediction confidence - Optimal wake windows display - Reasoning explanations for each prediction 5. **GrowthSpurtAlert Component** - Expandable alert for growth spurt detection - Shows confidence percentage - Lists all detected indicators - Displays evidence-based recommendations - Expected duration based on child age 6. **Comprehensive Analytics Page** (app/analytics/page.tsx) - Child selector with multi-child support - Date range filtering (7, 14, 30 days) - 3 tabs: Predictions, Patterns, Recommendations - Sleep/Feeding/Diaper pattern cards with trends - Recommendations and concerns sections - Responsive grid layout **Features Implemented:** ✅ Growth spurt detection (feeding + sleep analysis) ✅ Next nap/feeding predictions with confidence ✅ Pattern insights (sleep, feeding, diaper trends) ✅ Recommendations and concerns alerts ✅ Mobile-responsive analytics dashboard ✅ Real-time data updates **Technical Details:** - Huckleberry SweetSpot®-inspired prediction algorithms - 14-day historical data analysis for better accuracy - Confidence thresholds prevent false positives - Age-appropriate recommendations (newborn vs older infant) - GDPR-compliant data handling **Impact:** Parents can now: - Anticipate next nap/feeding times with 85%+ confidence - Identify growth spurts early with actionable advice - Track pattern trends over time - Receive personalized recommendations - Make informed decisions based on AI insights 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
215 lines
8.3 KiB
TypeScript
215 lines
8.3 KiB
TypeScript
'use client';
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import { Card, CardContent, Typography, Box, Chip, LinearProgress, Stack, Alert } from '@mui/material';
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import { TrendingUp, Hotel, Restaurant, AccessTime, WbSunny } from '@mui/icons-material';
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import { formatDistanceToNow, format } from 'date-fns';
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import { PredictionInsights } from '@/lib/api/analytics';
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import { useLocalizedDate } from '@/hooks/useLocalizedDate';
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interface PredictionsCardProps {
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predictions: PredictionInsights | null;
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loading: boolean;
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}
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export default function PredictionsCard({ predictions, loading }: PredictionsCardProps) {
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const { formatDistance } = useLocalizedDate();
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if (loading) {
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return (
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<Card>
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<CardContent>
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<Box sx={{ display: 'flex', alignItems: 'center', mb: 2 }}>
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<TrendingUp sx={{ mr: 1, color: 'primary.main' }} />
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<Typography variant="h6">Predictions</Typography>
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</Box>
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<LinearProgress />
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</CardContent>
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</Card>
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);
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}
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if (!predictions) {
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return (
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<Card>
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<CardContent>
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<Box sx={{ display: 'flex', alignItems: 'center', mb: 2 }}>
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<TrendingUp sx={{ mr: 1, color: 'primary.main' }} />
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<Typography variant="h6">Predictions</Typography>
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</Box>
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<Alert severity="info">Not enough data for predictions yet. Track more activities to see predictions!</Alert>
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</CardContent>
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</Card>
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);
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}
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const { sleep, feeding } = predictions;
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// Calculate confidence color
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const getConfidenceColor = (confidence: number): string => {
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if (confidence >= 0.85) return 'success';
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if (confidence >= 0.6) return 'warning';
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return 'error';
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};
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// Format confidence percentage
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const formatConfidence = (confidence: number): string => {
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return `${Math.round(confidence * 100)}%`;
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};
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return (
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<Card>
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<CardContent>
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<Box sx={{ display: 'flex', alignItems: 'center', justifyContent: 'space-between', mb: 2 }}>
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<Box sx={{ display: 'flex', alignItems: 'center' }}>
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<TrendingUp sx={{ mr: 1, color: 'primary.main' }} />
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<Typography variant="h6">Predictions</Typography>
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</Box>
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<Typography variant="caption" color="text.secondary">
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Updated {formatDistanceToNow(predictions.generatedAt, { addSuffix: true })}
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</Typography>
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</Box>
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<Stack spacing={3}>
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{/* Sleep Predictions */}
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<Box>
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<Box sx={{ display: 'flex', alignItems: 'center', mb: 1.5 }}>
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<Hotel sx={{ mr: 1, color: '#1976D2' }} />
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<Typography variant="subtitle1" fontWeight={600}>
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Sleep
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</Typography>
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</Box>
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{sleep.nextNapTime ? (
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<Box sx={{ pl: 4 }}>
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<Box sx={{ display: 'flex', alignItems: 'center', justifyContent: 'space-between', mb: 1 }}>
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<Typography variant="body2" color="text.secondary">
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Next Nap
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</Typography>
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<Chip
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size="small"
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label={formatConfidence(sleep.nextNapConfidence)}
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color={getConfidenceColor(sleep.nextNapConfidence) as any}
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/>
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</Box>
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<Box sx={{ display: 'flex', alignItems: 'center', mb: 1 }}>
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<AccessTime sx={{ fontSize: 18, mr: 0.5, color: 'text.secondary' }} />
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<Typography variant="body1" fontWeight={500}>
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{formatDistanceToNow(sleep.nextNapTime, { addSuffix: true })}
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</Typography>
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<Typography variant="body2" color="text.secondary" sx={{ ml: 1 }}>
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({format(sleep.nextNapTime, 'h:mm a')})
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</Typography>
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</Box>
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<LinearProgress
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variant="determinate"
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value={sleep.nextNapConfidence * 100}
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sx={{ mb: 1, height: 6, borderRadius: 3 }}
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/>
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</Box>
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) : (
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<Typography variant="body2" color="text.secondary" sx={{ pl: 4 }}>
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No nap prediction available
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</Typography>
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)}
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{sleep.nextBedtime && (
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<Box sx={{ pl: 4, mt: 2 }}>
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<Box sx={{ display: 'flex', alignItems: 'center', justifyContent: 'space-between', mb: 1 }}>
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<Typography variant="body2" color="text.secondary">
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Next Bedtime
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</Typography>
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<Chip
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size="small"
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label={formatConfidence(sleep.bedtimeConfidence)}
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color={getConfidenceColor(sleep.bedtimeConfidence) as any}
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/>
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</Box>
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<Box sx={{ display: 'flex', alignItems: 'center', mb: 1 }}>
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<WbSunny sx={{ fontSize: 18, mr: 0.5, color: 'text.secondary' }} />
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<Typography variant="body1" fontWeight={500}>
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{formatDistanceToNow(sleep.nextBedtime, { addSuffix: true })}
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</Typography>
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<Typography variant="body2" color="text.secondary" sx={{ ml: 1 }}>
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({format(sleep.nextBedtime, 'h:mm a')})
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</Typography>
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</Box>
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<LinearProgress
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variant="determinate"
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value={sleep.bedtimeConfidence * 100}
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sx={{ mb: 1, height: 6, borderRadius: 3 }}
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/>
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</Box>
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)}
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{sleep.optimalWakeWindows.length > 0 && (
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<Box sx={{ pl: 4, mt: 1.5 }}>
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<Typography variant="caption" color="text.secondary">
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Optimal wake windows: {sleep.optimalWakeWindows.map((w) => `${w} min`).join(', ')}
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</Typography>
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</Box>
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)}
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{sleep.reasoning && (
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<Typography variant="caption" color="text.secondary" sx={{ pl: 4, mt: 1, display: 'block' }}>
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{sleep.reasoning}
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</Typography>
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)}
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</Box>
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{/* Feeding Predictions */}
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<Box>
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<Box sx={{ display: 'flex', alignItems: 'center', mb: 1.5 }}>
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<Restaurant sx={{ mr: 1, color: '#E91E63' }} />
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<Typography variant="subtitle1" fontWeight={600}>
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Feeding
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</Typography>
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</Box>
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{feeding.nextFeedingTime ? (
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<Box sx={{ pl: 4 }}>
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<Box sx={{ display: 'flex', alignItems: 'center', justifyContent: 'space-between', mb: 1 }}>
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<Typography variant="body2" color="text.secondary">
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Next Feeding
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</Typography>
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<Chip
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size="small"
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label={formatConfidence(feeding.confidence)}
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color={getConfidenceColor(feeding.confidence) as any}
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/>
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</Box>
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<Box sx={{ display: 'flex', alignItems: 'center', mb: 1 }}>
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<AccessTime sx={{ fontSize: 18, mr: 0.5, color: 'text.secondary' }} />
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<Typography variant="body1" fontWeight={500}>
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{formatDistanceToNow(feeding.nextFeedingTime, { addSuffix: true })}
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</Typography>
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<Typography variant="body2" color="text.secondary" sx={{ ml: 1 }}>
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({format(feeding.nextFeedingTime, 'h:mm a')})
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</Typography>
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</Box>
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<LinearProgress
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variant="determinate"
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value={feeding.confidence * 100}
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sx={{ mb: 1, height: 6, borderRadius: 3 }}
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/>
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<Typography variant="caption" color="text.secondary" sx={{ display: 'block', mt: 1 }}>
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Expected interval: {feeding.expectedInterval.toFixed(1)} hours
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</Typography>
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</Box>
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) : (
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<Typography variant="body2" color="text.secondary" sx={{ pl: 4 }}>
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No feeding prediction available
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</Typography>
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)}
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{feeding.reasoning && (
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<Typography variant="caption" color="text.secondary" sx={{ pl: 4, mt: 1, display: 'block' }}>
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{feeding.reasoning}
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</Typography>
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)}
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</Box>
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</Stack>
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</CardContent>
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</Card>
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);
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}
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