"""
WiFi data models for the unified scanner.
"""

from __future__ import annotations

from dataclasses import dataclass, field
from datetime import datetime

from .constants import (
    AUTH_UNKNOWN,
    BAND_UNKNOWN,
    CIPHER_UNKNOWN,
    PROXIMITY_UNKNOWN,
    SCAN_MODE_QUICK,
    SECURITY_UNKNOWN,
    SIGNAL_UNKNOWN,
    WIDTH_UNKNOWN,
    get_band_from_channel,
    get_vendor_from_mac,
)


@dataclass
class WiFiObservation:
    """Represents a single WiFi access point scan result."""

    timestamp: datetime
    bssid: str
    essid: str | None = None
    channel: int | None = None
    frequency_mhz: int | None = None
    rssi: int | None = None

    # Security
    security: str = SECURITY_UNKNOWN
    cipher: str = CIPHER_UNKNOWN
    auth: str = AUTH_UNKNOWN

    # Additional info
    width: str = WIDTH_UNKNOWN
    beacon_count: int = 0
    data_count: int = 0

    @property
    def is_hidden(self) -> bool:
        """Check if this is a hidden network."""
        return not self.essid or self.essid.strip() == ""

    @property
    def band(self) -> str:
        """Get WiFi band from channel."""
        if self.channel:
            return get_band_from_channel(self.channel)
        return BAND_UNKNOWN

    @property
    def vendor(self) -> str | None:
        """Get vendor name from BSSID."""
        return get_vendor_from_mac(self.bssid)

    def to_dict(self) -> dict:
        """Convert to dictionary for JSON serialization."""
        return {
            "timestamp": self.timestamp.isoformat(),
            "bssid": self.bssid,
            "essid": self.essid,
            "is_hidden": self.is_hidden,
            "channel": self.channel,
            "frequency_mhz": self.frequency_mhz,
            "band": self.band,
            "rssi": self.rssi,
            "security": self.security,
            "cipher": self.cipher,
            "auth": self.auth,
            "width": self.width,
            "beacon_count": self.beacon_count,
            "data_count": self.data_count,
            "vendor": self.vendor,
        }


@dataclass
class WiFiAccessPoint:
    """Aggregated WiFi access point data over time."""

    # Identity
    bssid: str
    essid: str | None = None
    is_hidden: bool = False
    revealed_essid: str | None = None  # Revealed through correlation

    # Radio info
    channel: int | None = None
    frequency_mhz: int | None = None
    band: str = BAND_UNKNOWN
    width: str = WIDTH_UNKNOWN

    # Signal aggregation
    rssi_samples: list[tuple[datetime, int]] = field(default_factory=list)
    rssi_current: int | None = None
    rssi_median: float | None = None
    rssi_min: int | None = None
    rssi_max: int | None = None
    rssi_variance: float | None = None
    rssi_ema: float | None = None

    # Proximity/signal bands
    signal_band: str = SIGNAL_UNKNOWN
    proximity_band: str = PROXIMITY_UNKNOWN
    estimated_distance_m: float | None = None
    distance_confidence: float = 0.0

    # Security
    security: str = SECURITY_UNKNOWN
    cipher: str = CIPHER_UNKNOWN
    auth: str = AUTH_UNKNOWN

    # Timestamps
    first_seen: datetime = field(default_factory=datetime.now)
    last_seen: datetime = field(default_factory=datetime.now)
    seen_count: int = 0
    seen_rate: float = 0.0  # Observations per minute

    # Traffic stats
    beacon_count: int = 0
    data_count: int = 0
    client_count: int = 0

    # Metadata
    vendor: str | None = None

    # Heuristic flags
    heuristic_flags: list[str] = field(default_factory=list)
    is_new: bool = False
    is_persistent: bool = False
    is_strong_stable: bool = False

    # Baseline tracking
    in_baseline: bool = False
    baseline_id: int | None = None

    @property
    def display_name(self) -> str:
        """Get display name (revealed SSID, ESSID, or BSSID)."""
        if self.revealed_essid:
            return f"{self.revealed_essid} (revealed)"
        if self.essid and not self.is_hidden:
            return self.essid
        return f"[Hidden] {self.bssid}"

    @property
    def age_seconds(self) -> float:
        """Seconds since last seen."""
        return (datetime.now() - self.last_seen).total_seconds()

    @property
    def duration_seconds(self) -> float:
        """Total duration from first to last seen."""
        return (self.last_seen - self.first_seen).total_seconds()

    def get_rssi_history(self, max_points: int = 50) -> list[dict]:
        """Get RSSI history for visualization."""
        if not self.rssi_samples:
            return []
        samples = self.rssi_samples[-max_points:]
        return [{"timestamp": ts.isoformat(), "rssi": rssi} for ts, rssi in samples]

    def to_dict(self) -> dict:
        """Convert to dictionary for JSON serialization."""
        return {
            # Identity
            "bssid": self.bssid,
            "essid": self.essid,
            "display_name": self.display_name,
            "is_hidden": self.is_hidden,
            "revealed_essid": self.revealed_essid,
            # Radio
            "channel": self.channel,
            "frequency_mhz": self.frequency_mhz,
            "band": self.band,
            "width": self.width,
            # Signal
            "rssi_current": self.rssi_current,
            "rssi_median": round(self.rssi_median, 1) if self.rssi_median else None,
            "rssi_min": self.rssi_min,
            "rssi_max": self.rssi_max,
            "rssi_variance": round(self.rssi_variance, 2) if self.rssi_variance else None,
            "rssi_ema": round(self.rssi_ema, 1) if self.rssi_ema else None,
            "rssi_history": self.get_rssi_history(),
            # Proximity
            "signal_band": self.signal_band,
            "proximity_band": self.proximity_band,
            "estimated_distance_m": round(self.estimated_distance_m, 2) if self.estimated_distance_m else None,
            "distance_confidence": round(self.distance_confidence, 2),
            # Security
            "security": self.security,
            "cipher": self.cipher,
            "auth": self.auth,
            # Timestamps
            "first_seen": self.first_seen.isoformat(),
            "last_seen": self.last_seen.isoformat(),
            "age_seconds": round(self.age_seconds, 1),
            "duration_seconds": round(self.duration_seconds, 1),
            "seen_count": self.seen_count,
            "seen_rate": round(self.seen_rate, 2),
            # Traffic
            "beacon_count": self.beacon_count,
            "data_count": self.data_count,
            "client_count": self.client_count,
            # Metadata
            "vendor": self.vendor,
            # Heuristics
            "heuristic_flags": self.heuristic_flags,
            "heuristics": {
                "is_new": self.is_new,
                "is_persistent": self.is_persistent,
                "is_strong_stable": self.is_strong_stable,
            },
            # Baseline
            "in_baseline": self.in_baseline,
            "baseline_id": self.baseline_id,
        }

    def to_summary_dict(self) -> dict:
        """Compact dictionary for list views."""
        return {
            "bssid": self.bssid,
            "essid": self.essid,
            "display_name": self.display_name,
            "is_hidden": self.is_hidden,
            "channel": self.channel,
            "band": self.band,
            "rssi_current": self.rssi_current,
            "rssi_median": round(self.rssi_median, 1) if self.rssi_median else None,
            "signal_band": self.signal_band,
            "proximity_band": self.proximity_band,
            "security": self.security,
            "vendor": self.vendor,
            "client_count": self.client_count,
            "last_seen": self.last_seen.isoformat(),
            "age_seconds": round(self.age_seconds, 1),
            "heuristic_flags": self.heuristic_flags,
            "in_baseline": self.in_baseline,
        }

    def to_legacy_dict(self) -> dict:
        """Convert to legacy format for TSCM compatibility."""
        return {
            "bssid": self.bssid,
            "essid": self.essid or "",
            "vendor": self.vendor,
            "power": str(self.rssi_current) if self.rssi_current else "-100",
            "channel": str(self.channel) if self.channel else "",
            "privacy": self.security,
            "first_seen": self.first_seen.isoformat() if self.first_seen else "",
            "last_seen": self.last_seen.isoformat() if self.last_seen else "",
            "beacon_count": str(self.beacon_count),
            "lan_ip": "",  # Not tracked in new system
        }


@dataclass
class WiFiClient:
    """WiFi client (station) observed during scanning."""

    # Identity
    mac: str
    vendor: str | None = None

    # Signal
    rssi_samples: list[tuple[datetime, int]] = field(default_factory=list)
    rssi_current: int | None = None
    rssi_median: float | None = None
    rssi_min: int | None = None
    rssi_max: int | None = None
    rssi_ema: float | None = None

    # Proximity
    signal_band: str = SIGNAL_UNKNOWN
    proximity_band: str = PROXIMITY_UNKNOWN
    estimated_distance_m: float | None = None

    # Association
    associated_bssid: str | None = None
    is_associated: bool = False

    # Probes
    probed_ssids: list[str] = field(default_factory=list)
    probe_timestamps: dict[str, datetime] = field(default_factory=dict)

    # Timestamps
    first_seen: datetime = field(default_factory=datetime.now)
    last_seen: datetime = field(default_factory=datetime.now)
    seen_count: int = 0

    # Traffic stats
    packets_sent: int = 0
    packets_received: int = 0

    # Heuristics
    heuristic_flags: list[str] = field(default_factory=list)

    @property
    def age_seconds(self) -> float:
        """Seconds since last seen."""
        return (datetime.now() - self.last_seen).total_seconds()

    def get_rssi_history(self, max_points: int = 50) -> list[dict]:
        """Get RSSI history for visualization."""
        if not self.rssi_samples:
            return []
        samples = self.rssi_samples[-max_points:]
        return [{"timestamp": ts.isoformat(), "rssi": rssi} for ts, rssi in samples]

    def to_dict(self) -> dict:
        """Convert to dictionary for JSON serialization."""
        return {
            "mac": self.mac,
            "vendor": self.vendor,
            # Signal
            "rssi_current": self.rssi_current,
            "rssi_median": round(self.rssi_median, 1) if self.rssi_median else None,
            "rssi_min": self.rssi_min,
            "rssi_max": self.rssi_max,
            "rssi_ema": round(self.rssi_ema, 1) if self.rssi_ema else None,
            "rssi_history": self.get_rssi_history(),
            # Proximity
            "signal_band": self.signal_band,
            "proximity_band": self.proximity_band,
            "estimated_distance_m": round(self.estimated_distance_m, 2) if self.estimated_distance_m else None,
            # Association
            "associated_bssid": self.associated_bssid,
            "is_associated": self.is_associated,
            # Probes
            "probed_ssids": self.probed_ssids,
            "probe_count": len(self.probed_ssids),
            # Timestamps
            "first_seen": self.first_seen.isoformat(),
            "last_seen": self.last_seen.isoformat(),
            "age_seconds": round(self.age_seconds, 1),
            "seen_count": self.seen_count,
            # Traffic
            "packets_sent": self.packets_sent,
            "packets_received": self.packets_received,
            # Heuristics
            "heuristic_flags": self.heuristic_flags,
        }


@dataclass
class WiFiProbeRequest:
    """A single probe request captured during scanning."""

    timestamp: datetime
    client_mac: str
    probed_ssid: str
    rssi: int | None = None
    client_vendor: str | None = None

    def to_dict(self) -> dict:
        """Convert to dictionary for JSON serialization."""
        return {
            "timestamp": self.timestamp.isoformat(),
            "client_mac": self.client_mac,
            "probed_ssid": self.probed_ssid,
            "rssi": self.rssi,
            "client_vendor": self.client_vendor,
        }


@dataclass
class ChannelStats:
    """Statistics for a single WiFi channel."""

    channel: int
    band: str = BAND_UNKNOWN
    frequency_mhz: int | None = None

    # Counts
    ap_count: int = 0
    client_count: int = 0

    # Signal stats
    rssi_avg: float | None = None
    rssi_min: int | None = None
    rssi_max: int | None = None

    # Utilization score (0.0-1.0, lower is better)
    utilization_score: float = 0.0

    # Recommendation rank (1 = best)
    recommendation_rank: int | None = None

    def to_dict(self) -> dict:
        """Convert to dictionary for JSON serialization."""
        return {
            "channel": self.channel,
            "band": self.band,
            "frequency_mhz": self.frequency_mhz,
            "ap_count": self.ap_count,
            "client_count": self.client_count,
            "rssi_avg": round(self.rssi_avg, 1) if self.rssi_avg else None,
            "rssi_min": self.rssi_min,
            "rssi_max": self.rssi_max,
            "utilization_score": round(self.utilization_score, 3),
            "recommendation_rank": self.recommendation_rank,
        }


@dataclass
class ChannelRecommendation:
    """Channel recommendation with reasoning."""

    channel: int
    band: str
    score: float  # Lower is better
    reason: str
    is_dfs: bool = False
    recommendation_rank: int | None = None

    def to_dict(self) -> dict:
        """Convert to dictionary for JSON serialization."""
        return {
            "channel": self.channel,
            "band": self.band,
            "score": round(self.score, 3),
            "reason": self.reason,
            "is_dfs": self.is_dfs,
            "rank": self.recommendation_rank,
        }


@dataclass
class WiFiScanResult:
    """Complete result from a WiFi scan operation."""

    # Discovered entities
    access_points: list[WiFiAccessPoint] = field(default_factory=list)
    clients: list[WiFiClient] = field(default_factory=list)
    probe_requests: list[WiFiProbeRequest] = field(default_factory=list)

    # Channel analysis
    channel_stats: list[ChannelStats] = field(default_factory=list)
    recommendations: list[ChannelRecommendation] = field(default_factory=list)

    # Scan metadata
    scan_mode: str = SCAN_MODE_QUICK
    interface: str | None = None
    started_at: datetime | None = None
    completed_at: datetime | None = None
    duration_seconds: float | None = None

    # Status
    is_complete: bool = False
    error: str | None = None
    warnings: list[str] = field(default_factory=list)

    @property
    def network_count(self) -> int:
        """Total number of access points found."""
        return len(self.access_points)

    @property
    def client_count(self) -> int:
        """Total number of clients found."""
        return len(self.clients)

    @property
    def hidden_count(self) -> int:
        """Number of hidden networks."""
        return sum(1 for ap in self.access_points if ap.is_hidden)

    def to_dict(self) -> dict:
        """Convert to dictionary for JSON serialization."""
        return {
            # Entities
            "access_points": [ap.to_dict() for ap in self.access_points],
            "clients": [c.to_dict() for c in self.clients],
            "probe_requests": [p.to_dict() for p in self.probe_requests],
            # Channel analysis
            "channel_stats": [cs.to_dict() for cs in self.channel_stats],
            "recommendations": [r.to_dict() for r in self.recommendations],
            # Metadata
            "scan_mode": self.scan_mode,
            "interface": self.interface,
            "started_at": self.started_at.isoformat() if self.started_at else None,
            "completed_at": self.completed_at.isoformat() if self.completed_at else None,
            "duration_seconds": round(self.duration_seconds, 2) if self.duration_seconds else None,
            # Stats
            "network_count": self.network_count,
            "client_count": self.client_count,
            "hidden_count": self.hidden_count,
            # Status
            "is_complete": self.is_complete,
            "error": self.error,
            "warnings": self.warnings,
        }

    def to_summary_dict(self) -> dict:
        """Compact summary for status endpoints."""
        return {
            "scan_mode": self.scan_mode,
            "interface": self.interface,
            "network_count": self.network_count,
            "client_count": self.client_count,
            "hidden_count": self.hidden_count,
            "is_complete": self.is_complete,
            "error": self.error,
        }


@dataclass
class WiFiScanStatus:
    """Current WiFi scanning status."""

    is_scanning: bool = False
    scan_mode: str = SCAN_MODE_QUICK
    interface: str | None = None
    started_at: datetime | None = None
    networks_found: int = 0
    clients_found: int = 0
    error: str | None = None

    @property
    def elapsed_seconds(self) -> float | None:
        """Seconds since scan started."""
        if self.started_at:
            return (datetime.now() - self.started_at).total_seconds()
        return None

    def to_dict(self) -> dict:
        """Convert to dictionary for JSON serialization."""
        return {
            "is_scanning": self.is_scanning,
            "scan_mode": self.scan_mode,
            "interface": self.interface,
            "started_at": self.started_at.isoformat() if self.started_at else None,
            "elapsed_seconds": round(self.elapsed_seconds, 1) if self.elapsed_seconds else None,
            "networks_found": self.networks_found,
            "clients_found": self.clients_found,
            "error": self.error,
        }


@dataclass
class WiFiCapabilities:
    """WiFi system capabilities check result."""

    # Platform
    platform: str = "unknown"  # 'linux', 'darwin', 'windows'
    is_root: bool = False

    # Interfaces
    interfaces: list[dict] = field(default_factory=list)
    default_interface: str | None = None

    # Quick scan tools
    has_nmcli: bool = False
    has_iw: bool = False
    has_iwlist: bool = False
    has_airport: bool = False
    preferred_quick_tool: str | None = None

    # Deep scan tools
    has_airmon_ng: bool = False
    has_airodump_ng: bool = False
    has_monitor_capable_interface: bool = False
    monitor_interface: str | None = None

    # Issues
    issues: list[str] = field(default_factory=list)

    @property
    def can_quick_scan(self) -> bool:
        """Whether quick scanning is available."""
        return (self.has_nmcli or self.has_iw or self.has_iwlist or self.has_airport) and len(self.interfaces) > 0

    @property
    def can_deep_scan(self) -> bool:
        """Whether deep scanning is available."""
        return self.has_airmon_ng and self.has_airodump_ng and self.has_monitor_capable_interface and self.is_root

    def to_dict(self) -> dict:
        """Convert to dictionary for JSON serialization."""
        return {
            # Status
            "available": self.can_quick_scan,
            "can_quick_scan": self.can_quick_scan,
            "can_deep_scan": self.can_deep_scan,
            # Platform
            "platform": self.platform,
            "is_root": self.is_root,
            # Interfaces
            "interfaces": self.interfaces,
            "default_interface": self.default_interface,
            # Quick scan tools
            "tools": {
                "nmcli": self.has_nmcli,
                "iw": self.has_iw,
                "iwlist": self.has_iwlist,
                "airport": self.has_airport,
                "airmon_ng": self.has_airmon_ng,
                "airodump_ng": self.has_airodump_ng,
            },
            "preferred_quick_tool": self.preferred_quick_tool,
            # Deep scan
            "has_monitor_capable_interface": self.has_monitor_capable_interface,
            "monitor_interface": self.monitor_interface,
            # Issues
            "issues": self.issues,
        }