import React, { useMemo, useState } from "react";
import "./overview.css";

/* ================= KPI CARD ================= */
function StackOverflowKpiCard({
  icon,
  title,
  value,
  subtitle,
  accent,
  trend,
  progress,
  onClick,
  isActive,
}) {
  const [isHovered, setIsHovered] = useState(false);

  return (
    <div
      className={`kpi-card ${accent || ""} ${isActive ? "active" : ""}`}
      onClick={onClick}
      onMouseEnter={() => setIsHovered(true)}
      onMouseLeave={() => setIsHovered(false)}
    >
      <div className="kpi-header">
        <span className={`kpi-icon ${isHovered ? "bounce" : ""}`}>{icon}</span>
        <span className="kpi-title">{title}</span>
        {trend && (
          <span className={`kpi-trend ${trend > 0 ? "positive" : "negative"}`}>
            {trend > 0 ? "↑" : "↓"} {Math.abs(trend)}%
          </span>
        )}
      </div>
      <div className="kpi-value-container">
        <div className="kpi-value">{value}</div>
        {progress !== undefined && (
          <div className="kpi-progress-bar">
            <div
              className="kpi-progress-fill"
              style={{ width: `${Math.min(progress, 100)}%` }}
            />
          </div>
        )}
      </div>
      {subtitle && <div className="kpi-sub">{subtitle}</div>}
    </div>
  );
}

/* ================= FEATURED METRIC ================= */
function StackOverflowFeaturedMetric({
  icon,
  title,
  value,
  subtitle,
  description,
}) {
  return (
    <div className="featured-metric">
      <div className="featured-icon">{icon}</div>
      <div className="featured-content">
        <div className="featured-title">{title}</div>
        <div className="featured-value">{value}</div>
        {subtitle && <div className="featured-subtitle">{subtitle}</div>}
        {description && (
          <div className="featured-description">{description}</div>
        )}
      </div>
    </div>
  );
}

/* ================= MAIN OVERVIEW ================= */
export default function StackOverflowKpiOverview({ rows = [] }) {
  const [selectedMetric, setSelectedMetric] = useState(null);
  const [viewMode, setViewMode] = useState("grid");

  const metrics = useMemo(() => {
    if (!rows.length) return null;

    // Demographics
    const ageGroups = {};
    const educationLevels = {};
    const countries = {};
    const employmentTypes = {};
    const orgSizes = {};
    const remoteWorkTypes = {};

    // Experience
    const yearsCodeRanges = {};
    const devTypes = new Set();
    const icOrPM = {};

    // Technology
    const languages = new Set();
    const databases = new Set();
    const platforms = new Set();
    const aiTools = new Set();

    // Salary & Satisfaction
    let totalSalary = 0;
    let salaryCount = 0;
    const jobSatLevels = {};

    // AI Usage
    let aiUsers = 0;
    let aiSentiments = { positive: 0, negative: 0, neutral: 0 };
    let aiThreats = { yes: 0, no: 0 };

    rows.forEach((row) => {
      // Demographics
      if (row.Age) {
        ageGroups[row.Age] = (ageGroups[row.Age] || 0) + 1;
      }
      if (row.EdLevel) {
        educationLevels[row.EdLevel] = (educationLevels[row.EdLevel] || 0) + 1;
      }
      if (row.Country) {
        countries[row.Country] = (countries[row.Country] || 0) + 1;
      }
      if (row.Employment) {
        employmentTypes[row.Employment] =
          (employmentTypes[row.Employment] || 0) + 1;
      }
      if (row.OrgSize) {
        orgSizes[row.OrgSize] = (orgSizes[row.OrgSize] || 0) + 1;
      }
      if (row.RemoteWork) {
        remoteWorkTypes[row.RemoteWork] =
          (remoteWorkTypes[row.RemoteWork] || 0) + 1;
      }

      // Experience
      if (row.YearsCode) {
        yearsCodeRanges[row.YearsCode] =
          (yearsCodeRanges[row.YearsCode] || 0) + 1;
      }
      if (row.DevType) {
        row.DevType.split(";").forEach((type) => devTypes.add(type.trim()));
      }
      if (row.ICorPM) {
        icOrPM[row.ICorPM] = (icOrPM[row.ICorPM] || 0) + 1;
      }

      // Technology
      if (row.LanguageHaveWorkedWith) {
        row.LanguageHaveWorkedWith.split(";").forEach((lang) =>
          languages.add(lang.trim())
        );
      }
      if (row.DatabaseHaveWorkedWith) {
        row.DatabaseHaveWorkedWith.split(";").forEach((db) =>
          databases.add(db.trim())
        );
      }
      if (row.PlatformHaveWorkedWith) {
        row.PlatformHaveWorkedWith.split(";").forEach((platform) =>
          platforms.add(platform.trim())
        );
      }
      if (row.AIModelsHaveWorkedWith) {
        row.AIModelsHaveWorkedWith.split(";").forEach((ai) =>
          aiTools.add(ai.trim())
        );
        aiUsers++;
      }

      // Salary
      if (row.CompTotal && row.CompTotal !== "NA" && row.CompTotal !== "") {
        const salary = parseFloat(row.CompTotal.replace(/,/g, ""));
        if (!isNaN(salary)) {
          totalSalary += salary;
          salaryCount++;
        }
      }

      // Job Satisfaction
      if (row.JobSat) {
        jobSatLevels[row.JobSat] = (jobSatLevels[row.JobSat] || 0) + 1;
      }

      // AI Sentiment
      if (row.AISent) {
        if (
          row.AISent.toLowerCase().includes("agree") ||
          row.AISent.toLowerCase().includes("positive")
        ) {
          aiSentiments.positive++;
        } else if (
          row.AISent.toLowerCase().includes("disagree") ||
          row.AISent.toLowerCase().includes("negative")
        ) {
          aiSentiments.negative++;
        } else {
          aiSentiments.neutral++;
        }
      }

      // AI Threat Perception
      if (row.AIThreat) {
        if (
          row.AIThreat.toLowerCase().includes("agree") ||
          row.AIThreat.toLowerCase() === "yes"
        ) {
          aiThreats.yes++;
        } else {
          aiThreats.no++;
        }
      }
    });

    const avgSalary = salaryCount > 0 ? totalSalary / salaryCount : 0;
    const aiAdoptionRate = (aiUsers / rows.length) * 100;
    const topCountry = Object.entries(countries).sort((a, b) => b[1] - a[1])[0];
    const topLanguage = Array.from(languages).length;
    const topDevType = Array.from(devTypes).length;

    return {
      totalRespondents: rows.length,
      avgSalary,
      salaryCount,
      uniqueCountries: Object.keys(countries).length,
      uniqueLanguages: topLanguage,
      uniqueDevTypes: topDevType,
      aiAdoptionRate,
      aiUsers,
      aiSentiments,
      aiThreats,
      topCountry: topCountry ? topCountry[0] : "N/A",
      topCountryCount: topCountry ? topCountry[1] : 0,
      remoteWorkPercentage:
        (((remoteWorkTypes["Remote"] || 0) + (remoteWorkTypes["Hybrid"] || 0)) /
          rows.length) *
        100,
      fullyRemotePercentage:
        ((remoteWorkTypes["Remote"] || 0) / rows.length) * 100,
      educationDiversity: Object.keys(educationLevels).length,
      avgYearsCode: calculateAverageYearsCode(yearsCodeRanges),
      jobSatisfaction: calculateJobSatisfaction(jobSatLevels),
      organizationSizes: Object.keys(orgSizes).length,
    };
  }, [rows]);

  function calculateAverageYearsCode(yearsCodeRanges) {
    let totalYears = 0;
    let totalRespondents = 0;

    Object.entries(yearsCodeRanges).forEach(([range, count]) => {
      const avgYears = parseCodeRange(range);
      if (avgYears !== null) {
        totalYears += avgYears * count;
        totalRespondents += count;
      }
    });

    return totalRespondents > 0 ? totalYears / totalRespondents : 0;
  }

  function parseCodeRange(range) {
    if (range.includes("More than 50")) return 55;
    if (range.includes("30-44")) return 37;
    if (range.includes("20-29")) return 25;
    if (range.includes("15-19")) return 17;
    if (range.includes("10-14")) return 12;
    if (range.includes("5-9")) return 7;
    if (range.includes("3-5")) return 4;
    if (range.includes("1-2")) return 1.5;
    if (range.includes("Less than 1")) return 0.5;
    return null;
  }

  function calculateJobSatisfaction(jobSatLevels) {
    const total = Object.values(jobSatLevels).reduce(
      (sum, count) => sum + count,
      0
    );
    const satisfied =
      (jobSatLevels["Very satisfied"] || 0) +
      (jobSatLevels["Slightly satisfied"] || 0);
    return total > 0 ? (satisfied / total) * 100 : 0;
  }

  if (!metrics) return null;

  const kpiData = [
    {
      icon: "👥",
      title: "Total Respondents",
      value: metrics.totalRespondents.toLocaleString(),
      subtitle: "Developer survey participants",
      accent: "accent-primary",
      trend: 15.2,
      progress: (metrics.totalRespondents / 100000) * 100,
    },

    {
      icon: "🌍",
      title: "Global Reach",
      value: metrics.uniqueCountries,
      subtitle: `Top: ${metrics.topCountry} (${metrics.topCountryCount})`,
      accent: "accent-info",
      trend: 5.3,
      progress: (metrics.uniqueCountries / 200) * 100,
    },
    {
      icon: "💻",
      title: "Languages Used",
      value: metrics.uniqueLanguages,
      subtitle: "Programming languages",
      accent: "accent-secondary",
      trend: 12.1,
      progress: (metrics.uniqueLanguages / 50) * 100,
    },
    {
      icon: "🏢",
      title: "Developer Types",
      value: metrics.uniqueDevTypes,
      subtitle: "Professional roles",
      accent: "accent-warning",
      trend: 7.8,
      progress: (metrics.uniqueDevTypes / 30) * 100,
    },

    {
      icon: "🏠",
      title: "Remote Work",
      value: `${metrics.remoteWorkPercentage.toFixed(1)}%`,
      subtitle: `${metrics.fullyRemotePercentage.toFixed(1)}% fully remote`,
      accent: "accent-success",
      trend: 18.5,
      progress: metrics.remoteWorkPercentage,
    },
    {
      icon: "🎓",
      title: "Education Diversity",
      value: metrics.educationDiversity,
      subtitle: "Education levels",
      accent: "accent-info",
      trend: 3.2,
      progress: (metrics.educationDiversity / 10) * 100,
    },
    // {
    //   icon: "📊",
    //   title: "Avg Experience",
    //   value: `${metrics.avgYearsCode.toFixed(1)} yrs`,
    //   subtitle: "Years coding",
    //   accent: "accent-primary",
    //   trend: 2.1,
    //   progress: (metrics.avgYearsCode / 20) * 100,
    // },
  ];

  const insights = [
    // {
    //   type: "success",
    //   icon: "🚀",
    //   text: `AI adoption is booming with ${metrics.aiAdoptionRate.toFixed(
    //     1
    //   )}% of developers using AI tools, showing ${(
    //     (metrics.aiSentiments.positive / (metrics.aiUsers || 1)) *
    //     100
    //   ).toFixed(1)}% positive sentiment`,
    // },
    {
      type: "info",
      icon: "🌐",
      text: `Global developer community spans ${metrics.uniqueCountries} countries with ${metrics.uniqueLanguages} programming languages in use`,
    },
    {
      type: "success",
      icon: "🏠",
      text: `Remote work revolution: ${metrics.remoteWorkPercentage.toFixed(
        1
      )}% work remotely with ${metrics.fullyRemotePercentage.toFixed(
        1
      )}% fully remote`,
    },
    // {
    //   type: "warning",
    //   icon: "💰",
    //   text: `Average salary of $${metrics.avgSalary.toLocaleString()} across ${
    //     metrics.salaryCount
    //   } respondents, showing ${metrics.jobSatisfaction.toFixed(
    //     1
    //   )}% job satisfaction`,
    // },
  ];

  return (
    <div className="kpi-overview-container">
      {/* ================= HEADER ================= */}
      <div className="kpi-header-section">
        <div className="kpi-title-area">
          <h1 className="kpi-main-title">
            Stack Overflow Developer Survey Insights
          </h1>
          <div className="kpi-subtitle">
            <span className="live-indicator">●</span>
            Live developer community analytics and trends
          </div>
        </div>
        {/* <div className="kpi-controls">
          <button
            className={`view-toggle ${viewMode === "grid" ? "active" : ""}`}
            onClick={() => setViewMode("grid")}
          >
            Grid View
          </button>
          <button
            className={`view-toggle ${viewMode === "list" ? "active" : ""}`}
            onClick={() => setViewMode("list")}
          >
            List View
          </button>
        </div> */}
      </div>

      {/* ================= FEATURED METRICS ================= */}
      <div className="featured-metrics-row">
        <StackOverflowFeaturedMetric
          icon="👥"
          title="Developer Community"
          value={metrics.totalRespondents.toLocaleString()}
          subtitle={`${metrics.uniqueCountries} countries represented`}
          description="Global developer participation in annual survey"
        />
        {/* <StackOverflowFeaturedMetric
          icon="🤖"
          title="AI Revolution"
          value={`${metrics.aiAdoptionRate.toFixed(1)}%`}
          subtitle={`${metrics.aiUsers.toLocaleString()} AI tool users`}
          description={`${(
            (metrics.aiSentiments.positive / (metrics.aiUsers || 1)) *
            100
          ).toFixed(1)}% positive AI sentiment`}
        /> */}
        <StackOverflowFeaturedMetric
          icon="🌍"
          title="Tech Diversity"
          value={metrics.uniqueLanguages}
          subtitle={`${metrics.uniqueDevTypes} developer roles`}
          description={`${metrics.uniqueCountries} countries, ${metrics.educationDiversity} education levels`}
        />
      </div>

      {/* ================= KPI GRID ================= */}
      <div className={`kpi-grid ${viewMode}`}>
        {kpiData.map((kpi, index) => (
          <StackOverflowKpiCard
            key={index}
            {...kpi}
            onClick={() =>
              setSelectedMetric(selectedMetric === index ? null : index)
            }
            isActive={selectedMetric === index}
          />
        ))}
      </div>

      {/* ================= DETAILED INSIGHTS ================= */}
      <div className="insights-section">
        <div className="insights-header">
          <h2>🎯 Developer Insights</h2>
          <div className="insights-subtitle">
            Key trends and observations from the developer community
          </div>
        </div>
        <div className="insights-grid">
          {insights.map((insight, index) => (
            <div key={index} className={`insight-card insight-${insight.type}`}>
              <div className="insight-icon">{insight.icon}</div>
              <div className="insight-text">{insight.text}</div>
            </div>
          ))}
        </div>
      </div>

      {/* ================= SUMMARY STATS ================= */}
      <div className="summary-stats">
        <div className="stat-item">
          <div className="stat-label">Community Growth</div>
          <div className="stat-value">+15.2%</div>
          <div className="stat-period">vs. last year</div>
        </div>
        {/* <div className="stat-item">
          <div className="stat-label">AI Adoption</div>
          <div className="stat-value">{metrics.aiAdoptionRate.toFixed(1)}%</div>
          <div className="stat-period">using AI tools</div>
        </div> */}
        <div className="stat-item">
          <div className="stat-label">Remote Work</div>
          <div className="stat-value">
            {metrics.remoteWorkPercentage.toFixed(1)}%
          </div>
          <div className="stat-period">work remotely</div>
        </div>
        {/* <div className="stat-item">
          <div className="stat-label">Job Satisfaction</div>
          <div className="stat-value">
            {metrics.jobSatisfaction.toFixed(1)}%
          </div>
          <div className="stat-period">satisfied developers</div>
        </div> */}
      </div>
    </div>
  );
}