analytics

type AnalyticsConfig struct {
	PredictiveEnabled       bool          `json:"predictive_enabled"`
	TrendAnalysisEnabled    bool          `json:"trend_analysis_enabled"`
	AnomalyDetectionEnabled bool          `json:"anomaly_detection_enabled"`
	DataRetention           time.Duration `json:"data_retention"`
	AnalysisInterval        time.Duration `json:"analysis_interval"`
	AutoAnalysis            bool          `json:"auto_analysis"`
	NotificationEnabled     bool          `json:"notification_enabled"`
}

type AnalyticsService struct {
	// contains filtered or unexported fields
}

type AnalyticsStatus struct {
	OverallStatus string                 `json:"overall_status"`
	Models        map[string]int         `json:"models"`
	Forecasters   map[string]int         `json:"forecasters"`
	LastAnalysis  time.Time              `json:"last_analysis"`
	Metadata      map[string]interface{} `json:"metadata,omitempty"`
}

type Anomaly struct {
	ID         string                 `json:"id"`
	Timestamp  time.Time              `json:"timestamp"`
	Value      float64                `json:"value"`
	Expected   float64                `json:"expected"`
	Deviation  float64                `json:"deviation"`
	Severity   string                 `json:"severity"`   // low, medium, high, critical
	Type       string                 `json:"type"`       // statistical, trend, seasonal, etc.
	Confidence float64                `json:"confidence"` // 0-1 confidence score
	Metadata   map[string]interface{} `json:"metadata,omitempty"`
}

type AnomalyConfig struct {
	Sensitivity     float64       `json:"sensitivity"` // 0-1, lower = more sensitive
	WindowSize      int           `json:"window_size"`
	MinDataPoints   int           `json:"min_data_points"`
	RetentionPeriod time.Duration `json:"retention_period"`
	AutoThreshold   bool          `json:"auto_threshold"`
	Threshold       float64       `json:"threshold"`
}

type AnomalyDetector struct {
	// contains filtered or unexported fields
}

type AnomalyReport struct {
	ID          string                 `json:"id"`
	Anomalies   []Anomaly              `json:"anomalies"`
	TotalCount  int                    `json:"total_count"`
	Severity    string                 `json:"severity"` // low, medium, high, critical
	GeneratedAt time.Time              `json:"generated_at"`
	Metadata    map[string]interface{} `json:"metadata,omitempty"`
}

type DataPoint struct {
	Timestamp time.Time              `json:"timestamp"`
	Value     float64                `json:"value"`
	Metadata  map[string]interface{} `json:"metadata,omitempty"`
}

type Forecast struct {
	ID           string                 `json:"id"`
	ForecasterID string                 `json:"forecaster_id"`
	Target       string                 `json:"target"`
	Predictions  []Prediction           `json:"predictions"`
	GeneratedAt  time.Time              `json:"generated_at"`
	Horizon      time.Duration          `json:"horizon"`
	Accuracy     float64                `json:"accuracy"`
	Metadata     map[string]interface{} `json:"metadata,omitempty"`
}

type Forecaster struct {
	ID        string                 `json:"id"`
	Name      string                 `json:"name"`
	ModelID   string                 `json:"model_id"`
	Target    string                 `json:"target"`    // what to forecast
	Horizon   time.Duration          `json:"horizon"`   // forecast horizon
	Frequency time.Duration          `json:"frequency"` // forecast frequency
	Enabled   bool                   `json:"enabled"`
	LastRun   time.Time              `json:"last_run"`
	Metadata  map[string]interface{} `json:"metadata,omitempty"`
}

type Prediction struct {
	ID         string                 `json:"id"`
	ModelID    string                 `json:"model_id"`
	Target     string                 `json:"target"`
	Value      float64                `json:"value"`
	Confidence float64                `json:"confidence"` // 0-1 confidence score
	Timestamp  time.Time              `json:"timestamp"`
	Horizon    time.Duration          `json:"horizon"`
	Metadata   map[string]interface{} `json:"metadata,omitempty"`
}

type PredictiveConfig struct {
	MaxModels        int           `json:"max_models"`
	TrainingInterval time.Duration `json:"training_interval"`
	ForecastInterval time.Duration `json:"forecast_interval"`
	DataRetention    time.Duration `json:"data_retention"`
	AutoTraining     bool          `json:"auto_training"`
	AutoForecasting  bool          `json:"auto_forecasting"`
}

type PredictiveEngine struct {
	// contains filtered or unexported fields
}

type PredictiveModel struct {
	ID          string                 `json:"id"`
	Name        string                 `json:"name"`
	Type        string                 `json:"type"`     // linear, exponential, arima, lstm, etc.
	Category    string                 `json:"category"` // cost, performance, capacity, security
	Parameters  map[string]interface{} `json:"parameters"`
	Accuracy    float64                `json:"accuracy"`
	LastTrained time.Time              `json:"last_trained"`
	Status      string                 `json:"status"` // active, training, inactive
	Metadata    map[string]interface{} `json:"metadata,omitempty"`
}

type TrendAnalysis struct {
	ID          string                 `json:"id"`
	Trend       string                 `json:"trend"`      // increasing, decreasing, stable, volatile
	Strength    float64                `json:"strength"`   // 0-1 trend strength
	Direction   float64                `json:"direction"`  // slope of trend
	Volatility  float64                `json:"volatility"` // measure of volatility
	Seasonality bool                   `json:"seasonality"`
	Period      time.Duration          `json:"period,omitempty"`
	Confidence  float64                `json:"confidence"` // 0-1 confidence score
	GeneratedAt time.Time              `json:"generated_at"`
	Metadata    map[string]interface{} `json:"metadata,omitempty"`
}

type TrendAnalyzer struct {
	// contains filtered or unexported fields
}

type TrendChange struct {
	ID           string                 `json:"id"`
	Timestamp    time.Time              `json:"timestamp"`
	FromTrend    string                 `json:"from_trend"`
	ToTrend      string                 `json:"to_trend"`
	FromStrength float64                `json:"from_strength"`
	ToStrength   float64                `json:"to_strength"`
	Significance float64                `json:"significance"`
	Metadata     map[string]interface{} `json:"metadata,omitempty"`
}

type TrendConfig struct {
	MinDataPoints   int           `json:"min_data_points"`
	WindowSize      int           `json:"window_size"`
	Sensitivity     float64       `json:"sensitivity"`
	RetentionPeriod time.Duration `json:"retention_period"`
}

type TrendPoint struct {
	Timestamp time.Time `json:"timestamp"`
	Value     float64   `json:"value"`
	Trend     string    `json:"trend"`
	Strength  float64   `json:"strength"`
}