/**
 * Environmental Analysis Service
 * Compares growing conditions, generates recommendations, and analyzes correlations
 */

import {
  GrowingEnvironment,
  EnvironmentalComparison,
  EnvironmentalRecommendation,
  SoilComposition,
  ClimateConditions,
  LightingConditions,
  NutrientProfile,
} from './types';
import { PlantData } from '../blockchain/types';

/**
 * Compare two growing environments and return similarity score
 */
export function compareEnvironments(
  env1: GrowingEnvironment,
  env2: GrowingEnvironment
): EnvironmentalComparison {
  const similarities: string[] = [];
  const differences: string[] = [];
  let score = 0;
  let maxScore = 0;

  // Compare location type (10 points)
  maxScore += 10;
  if (env1.location.type === env2.location.type) {
    score += 10;
    similarities.push(`Both ${env1.location.type} growing`);
  } else {
    differences.push(`Location: ${env1.location.type} vs ${env2.location.type}`);
  }

  // Compare soil type (15 points)
  maxScore += 15;
  if (env1.soil.type === env2.soil.type) {
    score += 15;
    similarities.push(`Same soil type: ${env1.soil.type}`);
  } else {
    differences.push(`Soil: ${env1.soil.type} vs ${env2.soil.type}`);
  }

  // Compare soil pH (10 points, within 0.5 range)
  maxScore += 10;
  const pHDiff = Math.abs(env1.soil.pH - env2.soil.pH);
  if (pHDiff <= 0.5) {
    score += 10;
    similarities.push(`Similar soil pH: ${env1.soil.pH.toFixed(1)} ≈ ${env2.soil.pH.toFixed(1)}`);
  } else if (pHDiff <= 1.0) {
    score += 5;
    differences.push(`Soil pH: ${env1.soil.pH.toFixed(1)} vs ${env2.soil.pH.toFixed(1)}`);
  } else {
    differences.push(`Soil pH differs significantly: ${env1.soil.pH.toFixed(1)} vs ${env2.soil.pH.toFixed(1)}`);
  }

  // Compare temperature (15 points)
  maxScore += 15;
  const tempDiff = Math.abs(env1.climate.temperatureDay - env2.climate.temperatureDay);
  if (tempDiff <= 3) {
    score += 15;
    similarities.push(`Similar temperatures: ${env1.climate.temperatureDay}°C ≈ ${env2.climate.temperatureDay}°C`);
  } else if (tempDiff <= 7) {
    score += 8;
    differences.push(`Temperature: ${env1.climate.temperatureDay}°C vs ${env2.climate.temperatureDay}°C`);
  } else {
    differences.push(`Temperature differs significantly: ${env1.climate.temperatureDay}°C vs ${env2.climate.temperatureDay}°C`);
  }

  // Compare humidity (10 points)
  maxScore += 10;
  const humidityDiff = Math.abs(env1.climate.humidityAverage - env2.climate.humidityAverage);
  if (humidityDiff <= 10) {
    score += 10;
    similarities.push(`Similar humidity: ${env1.climate.humidityAverage}% ≈ ${env2.climate.humidityAverage}%`);
  } else if (humidityDiff <= 20) {
    score += 5;
  } else {
    differences.push(`Humidity: ${env1.climate.humidityAverage}% vs ${env2.climate.humidityAverage}%`);
  }

  // Compare lighting type (15 points)
  maxScore += 15;
  if (env1.lighting.type === env2.lighting.type) {
    score += 15;
    similarities.push(`Same lighting: ${env1.lighting.type}`);
  } else {
    differences.push(`Lighting: ${env1.lighting.type} vs ${env2.lighting.type}`);
  }

  // Compare natural light exposure if both use natural light (10 points)
  if (env1.lighting.naturalLight && env2.lighting.naturalLight) {
    maxScore += 10;
    if (env1.lighting.naturalLight.exposure === env2.lighting.naturalLight.exposure) {
      score += 10;
      similarities.push(`Same sun exposure: ${env1.lighting.naturalLight.exposure}`);
    } else {
      differences.push(`Sun exposure: ${env1.lighting.naturalLight.exposure} vs ${env2.lighting.naturalLight.exposure}`);
    }
  }

  // Compare water source (5 points)
  maxScore += 5;
  if (env1.watering.waterSource === env2.watering.waterSource) {
    score += 5;
    similarities.push(`Same water source: ${env1.watering.waterSource}`);
  } else {
    differences.push(`Water: ${env1.watering.waterSource} vs ${env2.watering.waterSource}`);
  }

  // Compare container type (10 points)
  if (env1.container && env2.container) {
    maxScore += 10;
    if (env1.container.type === env2.container.type) {
      score += 10;
      similarities.push(`Same container: ${env1.container.type}`);
    } else {
      differences.push(`Container: ${env1.container.type} vs ${env2.container.type}`);
    }
  }

  // Calculate final score as percentage
  const finalScore = maxScore > 0 ? Math.round((score / maxScore) * 100) : 0;

  return {
    plant1: '', // Will be filled by caller
    plant2: '', // Will be filled by caller
    similarities,
    differences,
    score: finalScore,
  };
}

/**
 * Generate environmental recommendations based on plant data
 */
export function generateRecommendations(
  plant: PlantData
): EnvironmentalRecommendation[] {
  const recommendations: EnvironmentalRecommendation[] = [];

  if (!plant.environment) {
    recommendations.push({
      category: 'general',
      priority: 'high',
      issue: 'No environmental data',
      recommendation: 'Add environmental information to track growing conditions',
      impact: 'Environmental tracking helps optimize growing conditions and share knowledge',
    });
    return recommendations;
  }

  const env = plant.environment;

  // Soil pH recommendations
  if (env.soil.pH < 5.5) {
    recommendations.push({
      category: 'soil',
      priority: 'high',
      issue: `Low soil pH (${env.soil.pH})`,
      recommendation: 'Add lime to raise pH. Most plants prefer 6.0-7.0',
      impact: 'Acidic soil can lock out nutrients and harm roots',
    });
  } else if (env.soil.pH > 7.5) {
    recommendations.push({
      category: 'soil',
      priority: 'high',
      issue: `High soil pH (${env.soil.pH})`,
      recommendation: 'Add sulfur to lower pH. Most plants prefer 6.0-7.0',
      impact: 'Alkaline soil can prevent nutrient uptake',
    });
  }

  // Organic matter recommendations
  if (env.soil.organicMatter < 3) {
    recommendations.push({
      category: 'soil',
      priority: 'medium',
      issue: `Low organic matter (${env.soil.organicMatter}%)`,
      recommendation: 'Add compost or aged manure to improve soil structure',
      impact: 'Increases water retention and nutrient availability',
    });
  }

  // Drainage recommendations
  if (env.soil.drainage === 'poor') {
    recommendations.push({
      category: 'soil',
      priority: 'high',
      issue: 'Poor soil drainage',
      recommendation: 'Add perlite, sand, or create raised beds',
      impact: 'Prevents root rot and improves oxygen availability',
    });
  }

  // Temperature recommendations
  if (env.climate.temperatureDay > 35) {
    recommendations.push({
      category: 'climate',
      priority: 'high',
      issue: `High daytime temperature (${env.climate.temperatureDay}°C)`,
      recommendation: 'Provide shade during hottest hours, increase watering',
      impact: 'Extreme heat can cause stress and reduce growth',
    });
  } else if (env.climate.temperatureDay < 10) {
    recommendations.push({
      category: 'climate',
      priority: 'high',
      issue: `Low daytime temperature (${env.climate.temperatureDay}°C)`,
      recommendation: 'Provide frost protection or move indoors',
      impact: 'Cold temperatures can slow growth or damage plants',
    });
  }

  // Humidity recommendations
  if (env.climate.humidityAverage < 30) {
    recommendations.push({
      category: 'climate',
      priority: 'medium',
      issue: `Low humidity (${env.climate.humidityAverage}%)`,
      recommendation: 'Mist plants, use humidity tray, or group plants together',
      impact: 'Low humidity can cause leaf tip browning and stress',
    });
  } else if (env.climate.humidityAverage > 80) {
    recommendations.push({
      category: 'climate',
      priority: 'medium',
      issue: `High humidity (${env.climate.humidityAverage}%)`,
      recommendation: 'Improve air circulation to prevent fungal issues',
      impact: 'High humidity can promote mold and disease',
    });
  }

  // Lighting recommendations
  if (env.lighting.type === 'natural' && env.lighting.naturalLight) {
    const hoursPerDay = env.lighting.naturalLight.hoursPerDay;
    if (hoursPerDay < 4 && plant.status === 'growing') {
      recommendations.push({
        category: 'light',
        priority: 'high',
        issue: `Insufficient light (${hoursPerDay} hours/day)`,
        recommendation: 'Move to brighter location or supplement with grow lights',
        impact: 'Inadequate light causes leggy growth and poor health',
      });
    }
  }

  // Nutrient recommendations
  if (env.nutrients) {
    const npk = [env.nutrients.nitrogen, env.nutrients.phosphorus, env.nutrients.potassium];
    if (npk.some(n => n < 1)) {
      recommendations.push({
        category: 'nutrients',
        priority: 'medium',
        issue: `Low NPK levels (${npk.join('-')})`,
        recommendation: 'Apply balanced fertilizer according to plant needs',
        impact: 'Nutrient deficiency reduces growth and yield',
      });
    }
  }

  // Water quality recommendations
  if (env.watering.waterQuality) {
    if (env.watering.waterQuality.pH && env.watering.waterQuality.pH > 7.5) {
      recommendations.push({
        category: 'water',
        priority: 'low',
        issue: `Alkaline water pH (${env.watering.waterQuality.pH})`,
        recommendation: 'Consider pH adjustment or rainwater collection',
        impact: 'High water pH can gradually raise soil pH',
      });
    }
    if (env.watering.waterQuality.chlorine === 'yes') {
      recommendations.push({
        category: 'water',
        priority: 'low',
        issue: 'Chlorinated water',
        recommendation: 'Let water sit 24h before use or use filter',
        impact: 'Chlorine can harm beneficial soil microbes',
      });
    }
  }

  // Container recommendations
  if (env.container && env.container.drainage === 'no') {
    recommendations.push({
      category: 'general',
      priority: 'critical',
      issue: 'Container has no drainage',
      recommendation: 'Add drainage holes immediately to prevent root rot',
      impact: 'Critical: Standing water will kill most plants',
    });
  }

  return recommendations.sort((a, b) => {
    const priorityOrder = { critical: 0, high: 1, medium: 2, low: 3 };
    return priorityOrder[a.priority] - priorityOrder[b.priority];
  });
}

/**
 * Find plants with similar growing conditions
 */
export function findSimilarEnvironments(
  targetPlant: PlantData,
  allPlants: PlantData[],
  minScore: number = 70
): Array<{ plant: PlantData; comparison: EnvironmentalComparison }> {
  if (!targetPlant.environment) {
    return [];
  }

  const similar: Array<{ plant: PlantData; comparison: EnvironmentalComparison }> = [];

  for (const plant of allPlants) {
    // Skip self and plants without environment data
    if (plant.id === targetPlant.id || !plant.environment) {
      continue;
    }

    const comparison = compareEnvironments(targetPlant.environment, plant.environment);
    comparison.plant1 = targetPlant.id;
    comparison.plant2 = plant.id;

    if (comparison.score >= minScore) {
      similar.push({ plant, comparison });
    }
  }

  // Sort by similarity score (highest first)
  return similar.sort((a, b) => b.comparison.score - a.comparison.score);
}

/**
 * Analyze growth success based on environmental factors
 */
export function analyzeGrowthCorrelation(plants: PlantData[]): {
  bestConditions: Partial<GrowingEnvironment>;
  insights: string[];
} {
  const successfulPlants = plants.filter(
    p => p.environment && (p.status === 'mature' || p.status === 'flowering' || p.status === 'fruiting')
  );

  if (successfulPlants.length === 0) {
    return {
      bestConditions: {},
      insights: ['Not enough data to determine optimal conditions'],
    };
  }

  const insights: string[] = [];

  // Analyze soil pH
  const pHValues = successfulPlants
    .filter(p => p.environment?.soil.pH)
    .map(p => p.environment!.soil.pH);

  if (pHValues.length > 0) {
    const avgPH = pHValues.reduce((a, b) => a + b, 0) / pHValues.length;
    insights.push(`Successful plants average soil pH: ${avgPH.toFixed(1)}`);
  }

  // Analyze temperature
  const temps = successfulPlants
    .filter(p => p.environment?.climate.temperatureDay)
    .map(p => p.environment!.climate.temperatureDay);

  if (temps.length > 0) {
    const avgTemp = temps.reduce((a, b) => a + b, 0) / temps.length;
    const minTemp = Math.min(...temps);
    const maxTemp = Math.max(...temps);
    insights.push(`Successful temperature range: ${minTemp}-${maxTemp}°C (avg: ${avgTemp.toFixed(1)}°C)`);
  }

  // Analyze lighting
  const lightingTypes = successfulPlants
    .filter(p => p.environment?.lighting.type)
    .map(p => p.environment!.lighting.type);

  const lightCount = lightingTypes.reduce((acc, type) => {
    acc[type] = (acc[type] || 0) + 1;
    return acc;
  }, {} as Record<string, number>);

  const mostCommonLight = Object.entries(lightCount)
    .sort((a, b) => b[1] - a[1])[0];

  if (mostCommonLight) {
    insights.push(`Most successful lighting: ${mostCommonLight[0]} (${mostCommonLight[1]} plants)`);
  }

  return {
    bestConditions: {
      // Would be filled with actual aggregate data
    },
    insights,
  };
}

/**
 * Calculate environmental health score (0-100)
 */
export function calculateEnvironmentalHealth(env: GrowingEnvironment): number {
  let score = 100;
  let deductions = 0;

  // Soil health (up to -20 points)
  if (env.soil.pH < 5.5 || env.soil.pH > 7.5) deductions += 10;
  if (env.soil.drainage === 'poor') deductions += 10;
  if (env.soil.organicMatter < 3) deductions += 5;

  // Climate (up to -20 points)
  if (env.climate.temperatureDay > 35 || env.climate.temperatureDay < 10) deductions += 10;
  if (env.climate.humidityAverage < 30 || env.climate.humidityAverage > 80) deductions += 5;
  if (env.climate.airflow === 'none') deductions += 5;

  // Lighting (up to -15 points)
  if (env.lighting.naturalLight && env.lighting.naturalLight.hoursPerDay < 4) deductions += 15;

  // Container (up to -15 points)
  if (env.container && env.container.drainage === 'no') deductions += 15;

  // Water (up to -10 points)
  if (env.watering.waterQuality?.chlorine === 'yes') deductions += 5;
  if (env.watering.waterQuality?.pH && env.watering.waterQuality.pH > 7.5) deductions += 5;

  return Math.max(0, score - deductions);
}