上传文件至 'project'

2 weeks ago · c3389f3534
5 changed files with 771 additions and 0 deletions
--- a/project/MovieCrawler.java
+++ b/project/MovieCrawler.java
@ -0,0 +1,520 @@
 import java.io.*;
 import java.net.*;
 import java.nio.charset.StandardCharsets;
 import java.time.LocalDateTime;
 import java.time.format.DateTimeFormatter;
 import java.util.*;
 import java.util.regex.Matcher;
 import java.util.regex.Pattern;
 import java.util.stream.Collectors;
 public class MovieCrawler {
    private static final String BASE_URL = "https://movie.douban.com/top250";
    private static final int MAX_PAGES = 10;
    private static final String OUTPUT_DIR = "D:/";
    public static void main(String[] args) {
        System.out.println("=".repeat(80));
        System.out.println("豆瓣电影Top250爬虫与数据分析系统");
        System.out.println("=".repeat(80));
        long startTime = System.currentTimeMillis();
        try {
            List<Movie> movies = crawlMovies();
            if (movies.isEmpty()) {
                System.err.println("未能爬取到任何电影数据，请检查网络连接或稍后重试。");
                return;
            }
            System.out.println("\n数据爬取完成，共获取 " + movies.size() + " 部电影数据");
            System.out.println("开始数据分析...");
            analyzeMovies(movies);
            System.out.println("\n开始保存数据...");
            saveData(movies);
            long endTime = System.currentTimeMillis();
            long duration = (endTime - startTime) / 1000;
            System.out.println("\n" + "=".repeat(80));
            System.out.println("所有任务完成！");
            System.out.println("总耗时: " + duration + " 秒");
            System.out.println("输出文件位置: " + OUTPUT_DIR);
            System.out.println("=".repeat(80));
        } catch (Exception e) {
            System.err.println("程序执行出错: " + e.getMessage());
            e.printStackTrace();
        }
    }
    private static List<Movie> crawlMovies() throws InterruptedException {
        List<Movie> movies = new ArrayList<>();
        for (int page = 0; page < MAX_PAGES; page++) {
            int start = page * 25;
            String url = BASE_URL + "?start=" + start;
            try {
                System.out.println("正在爬取第 " + (page + 1) + " 页...");
                List<Movie> pageMovies = crawlPage(url, page * 25 + 1);
                movies.addAll(pageMovies);
                if (page < MAX_PAGES - 1) {
                    Thread.sleep(2000);
                }
            } catch (Exception e) {
                System.err.println("爬取第 " + (page + 1) + " 页失败: " + e.getMessage());
            }
        }
        return movies;
    }
    private static List<Movie> crawlPage(String url, int startRank) throws Exception {
        String html = fetchHtml(url);
        List<Movie> movies = new ArrayList<>();
        Pattern moviePattern = Pattern.compile("<div class=\"item\">(.*?)</div>\s*</div>", Pattern.DOTALL);
        Matcher movieMatcher = moviePattern.matcher(html);
        int rank = startRank;
        while (movieMatcher.find()) {
            String movieHtml = movieMatcher.group(1);
            Movie movie = parseMovie(movieHtml, rank++);
            if (movie != null) {
                movies.add(movie);
                System.out.printf("  [%d] %s - %.1f分\n", movie.getRank(), movie.getTitle(), movie.getRating());
            }
        }
        return movies;
    }
    private static String fetchHtml(String url) throws Exception {
        URL obj = new URL(url);
        HttpURLConnection con = (HttpURLConnection) obj.openConnection();
        con.setRequestMethod("GET");
        con.setRequestProperty("User-Agent", "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36");
        con.setConnectTimeout(10000);
        con.setReadTimeout(10000);
        int responseCode = con.getResponseCode();
        if (responseCode != HttpURLConnection.HTTP_OK) {
            throw new Exception("HTTP error code: " + responseCode);
        }
        BufferedReader in = new BufferedReader(new InputStreamReader(con.getInputStream(), StandardCharsets.UTF_8));
        String inputLine;
        StringBuilder content = new StringBuilder();
        while ((inputLine = in.readLine()) != null) {
            content.append(inputLine).append("\n");
        }
        in.close();
        con.disconnect();
        return content.toString();
    }
    private static Movie parseMovie(String html, int rank) {
        Movie movie = new Movie();
        movie.setRank(rank);
        // 解析标题
        Pattern titlePattern = Pattern.compile("<span class=\"title\">(.*?)</span>");
        Matcher titleMatcher = titlePattern.matcher(html);
        if (titleMatcher.find()) {
            movie.setTitle(cleanText(titleMatcher.group(1)));
        }
        // 解析评分
        Pattern ratingPattern = Pattern.compile("<span class=\"rating_num\" property=\"v:average\">(.*?)</span>");
        Matcher ratingMatcher = ratingPattern.matcher(html);
        if (ratingMatcher.find()) {
            try {
                movie.setRating(Double.parseDouble(cleanText(ratingMatcher.group(1))));
            } catch (NumberFormatException e) {
                movie.setRating(0.0);
            }
        }
        // 解析评价人数
        Pattern ratingPeoplePattern = Pattern.compile("<span>(\d+)人评价</span>");
        Matcher ratingPeopleMatcher = ratingPeoplePattern.matcher(html);
        if (ratingPeopleMatcher.find()) {
            try {
                movie.setRatingPeople(Integer.parseInt(ratingPeopleMatcher.group(1)));
            } catch (NumberFormatException e) {
                movie.setRatingPeople(0);
            }
        }
        // 解析详细信息
        Pattern infoPattern = Pattern.compile("<div class=\"bd\">\s*<p class=\"\">(.*?)</p>", Pattern.DOTALL);
        Matcher infoMatcher = infoPattern.matcher(html);
        if (infoMatcher.find()) {
            String info = cleanText(infoMatcher.group(1));
            movie.setInfo(info);
            movie.setYear(extractYear(info));
            movie.setDirector(extractDirector(info));
        }
        // 解析推荐语
        Pattern quotePattern = Pattern.compile("<span class=\"inq\">(.*?)</span>");
        Matcher quoteMatcher = quotePattern.matcher(html);
        if (quoteMatcher.find()) {
            movie.setQuote(cleanText(quoteMatcher.group(1)));
        } else {
            movie.setQuote("暂无推荐语");
        }
        return movie;
    }
    private static String cleanText(String text) {
        if (text == null || text.isEmpty()) {
            return "";
        }
        return text.replaceAll("<.*?>", "").replaceAll("\\s+", " ").trim();
    }
    private static String extractYear(String text) {
        if (text == null || text.isEmpty()) {
            return "未知";
        }
        Pattern pattern = Pattern.compile("(\\d{4})");
        Matcher matcher = pattern.matcher(text);
        if (matcher.find()) {
            return matcher.group(1);
        }
        return "未知";
    }
    private static String extractDirector(String info) {
        if (info == null || info.isEmpty()) {
            return "未知";
        }
        String cleaned = info.trim();
        if (cleaned.startsWith("导演:")) {
            int endIndex = cleaned.indexOf("主演:");
            if (endIndex == -1) {
                endIndex = cleaned.indexOf("类型:");
            }
            if (endIndex == -1) {
                endIndex = cleaned.length();
            }
            String directorPart = cleaned.substring(3, endIndex).trim();
            String[] directors = directorPart.split("/");
            if (directors.length > 0) {
                return directors[0].trim();
            }
        }
        return "未知";
    }
    private static void analyzeMovies(List<Movie> movies) {
        System.out.println("\n" + "=".repeat(80));
        System.out.println("豆瓣电影Top250数据分析报告");
        System.out.println("=".repeat(80));
        analyzeRatingDistribution(movies);
        analyzeYearDistribution(movies);
        analyzeDirectorRanking(movies);
        analyzeTopRatedMovies(movies);
        analyzeMostPopularMovies(movies);
    }
    private static void analyzeRatingDistribution(List<Movie> movies) {
        System.out.println("\n【评分分布统计】");
        System.out.println("-".repeat(80));
        Map<Double, Long> ratingDistribution = movies.stream()
                .collect(Collectors.groupingBy(
                        movie -> Math.round(movie.getRating() * 10.0) / 10.0,
                        TreeMap::new,
                        Collectors.counting()
                ));
        System.out.printf("%-10s %-15s %-15s\n", "评分区间", "电影数量", "占比");
        System.out.println("-".repeat(80));
        int total = movies.size();
        for (Map.Entry<Double, Long> entry : ratingDistribution.entrySet()) {
            double percentage = (entry.getValue() * 100.0) / total;
            System.out.printf("%-10.1f %-15d %-14.2f%%\n", entry.getKey(), entry.getValue(), percentage);
        }
        double avgRating = movies.stream()
                .mapToDouble(Movie::getRating)
                .average()
                .orElse(0.0);
        System.out.printf("\n平均评分: %.2f\n", avgRating);
    }
    private static void analyzeYearDistribution(List<Movie> movies) {
        System.out.println("\n【年份分布统计】");
        System.out.println("-".repeat(80));
        Map<String, Long> yearDistribution = movies.stream()
                .filter(movie -> !"未知".equals(movie.getYear()))
                .collect(Collectors.groupingBy(
                        Movie::getYear,
                        TreeMap::new,
                        Collectors.counting()
                ));
        System.out.printf("%-10s %-15s\n", "年份", "电影数量");
        System.out.println("-".repeat(80));
        yearDistribution.entrySet().stream()
                .sorted(Map.Entry.<String, Long>comparingByValue().reversed())
                .limit(10)
                .forEach(entry -> System.out.printf("%-10s %-15d\n", entry.getKey(), entry.getValue()));
        String mostProductiveYear = yearDistribution.entrySet().stream()
                .max(Map.Entry.comparingByValue())
                .map(Map.Entry::getKey)
                .orElse("未知");
        System.out.printf("\n电影产量最高的年份: %s\n", mostProductiveYear);
    }
    private static void analyzeDirectorRanking(List<Movie> movies) {
        System.out.println("\n【导演作品排行】");
        System.out.println("-".repeat(80));
        Map<String, Long> directorCount = movies.stream()
                .filter(movie -> !"未知".equals(movie.getDirector()))
                .collect(Collectors.groupingBy(
                        Movie::getDirector,
                        Collectors.counting()
                ));
        List<Map.Entry<String, Long>> topDirectors = directorCount.entrySet().stream()
                .sorted(Map.Entry.<String, Long>comparingByValue().reversed())
                .limit(10)
                .collect(Collectors.toList());
        System.out.printf("%-5s %-30s %-15s\n", "排名", "导演", "作品数量");
        System.out.println("-".repeat(80));
        for (int i = 0; i < topDirectors.size(); i++) {
            Map.Entry<String, Long> entry = topDirectors.get(i);
            System.out.printf("%-5d %-30s %-15d\n", i + 1, entry.getKey(), entry.getValue());
        }
    }
    private static void analyzeTopRatedMovies(List<Movie> movies) {
        System.out.println("\n【高分电影TOP10】");
        System.out.println("-".repeat(80));
        System.out.printf("%-5s %-40s %-10s %-10s\n", "排名", "电影名称", "评分", "年份");
        System.out.println("-".repeat(80));
        movies.stream()
                .sorted(Comparator.comparing(Movie::getRating).reversed())
                .limit(10)
                .forEach(movie -> System.out.printf("%-5d %-40s %-10.1f %-10s\n",
                        movie.getRank(), movie.getTitle(), movie.getRating(), movie.getYear()));
    }
    private static void analyzeMostPopularMovies(List<Movie> movies) {
        System.out.println("\n【最受关注电影TOP10】");
        System.out.println("-".repeat(80));
        System.out.printf("%-5s %-40s %-15s %-10s\n", "排名", "电影名称", "评价人数", "评分");
        System.out.println("-".repeat(80));
        movies.stream()
                .sorted(Comparator.comparing(Movie::getRatingPeople).reversed())
                .limit(10)
                .forEach(movie -> System.out.printf("%-5d %-40s %-15d %-10.1f\n",
                        movie.getRank(), movie.getTitle(), movie.getRatingPeople(), movie.getRating()));
    }
    private static void saveData(List<Movie> movies) {
        saveToCSV(movies, OUTPUT_DIR + "douban_movies.csv");
        saveToJSON(movies, OUTPUT_DIR + "douban_movies.json");
        saveToText(movies, OUTPUT_DIR + "douban_movies.txt");
    }
    private static void saveToCSV(List<Movie> movies, String filename) {
        try (BufferedWriter writer = new BufferedWriter(new FileWriter(filename, StandardCharsets.UTF_8))) {
            writer.write("排名,电影名称,评分,评价人数,年份,导演,推荐语\n");
            for (Movie movie : movies) {
                String line = String.format("%d,%s,%.1f,%d,%s,%s,%s\n",
                        movie.getRank(),
                        escapeCSV(movie.getTitle()),
                        movie.getRating(),
                        movie.getRatingPeople(),
                        movie.getYear(),
                        escapeCSV(movie.getDirector()),
                        escapeCSV(movie.getQuote()));
                writer.write(line);
            }
            System.out.println("CSV数据已保存到: " + filename);
        } catch (IOException e) {
            System.err.println("保存CSV文件失败: " + e.getMessage());
        }
    }
    private static String escapeCSV(String text) {
        if (text == null) {
            return "";
        }
        if (text.contains(",") || text.contains("\"") || text.contains("\n")) {
            return "\"" + text.replace("\"", "\"\"") + "\"";
        }
        return text;
    }
    private static void saveToJSON(List<Movie> movies, String filename) {
        try (BufferedWriter writer = new BufferedWriter(new FileWriter(filename, StandardCharsets.UTF_8))) {
            StringBuilder json = new StringBuilder();
            json.append("[\n");
            for (int i = 0; i < movies.size(); i++) {
                Movie movie = movies.get(i);
                json.append("  {\n");
                json.append("    \"rank\": ").append(movie.getRank()).append(",\n");
                json.append("    \"title\": \"").append(escapeJSON(movie.getTitle())).append("\",\n");
                json.append("    \"rating\": ").append(movie.getRating()).append(",\n");
                json.append("    \"ratingPeople\": ").append(movie.getRatingPeople()).append(",\n");
                json.append("    \"year\": \"").append(movie.getYear()).append("\",\n");
                json.append("    \"director\": \"").append(escapeJSON(movie.getDirector())).append("\",\n");
                json.append("    \"quote\": \"").append(escapeJSON(movie.getQuote())).append("\"\n");
                json.append("  }");
                if (i < movies.size() - 1) {
                    json.append(",");
                }
                json.append("\n");
            }
            json.append("]");
            writer.write(json.toString());
            System.out.println("JSON数据已保存到: " + filename);
        } catch (IOException e) {
            System.err.println("保存JSON文件失败: " + e.getMessage());
        }
    }
    private static String escapeJSON(String text) {
        if (text == null) {
            return "";
        }
        return text.replace("\\", "\\\\")
                   .replace("\"", "\\\"")
                   .replace("\n", "\\n")
                   .replace("\r", "\\r")
                   .replace("\t", "\\t");
    }
    private static void saveToText(List<Movie> movies, String filename) {
        try (BufferedWriter writer = new BufferedWriter(new FileWriter(filename, StandardCharsets.UTF_8))) {
            writer.write("豆瓣电影Top250评分数据\n");
            writer.write("爬取时间: " + LocalDateTime.now().format(DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss")) + "\n");
            writer.write("=".repeat(80) + "\n\n");
            for (Movie movie : movies) {
                writer.write(String.format("排名: %d\n", movie.getRank()));
                writer.write(String.format("电影名称: %s\n", movie.getTitle()));
                writer.write(String.format("评分: %.1f\n", movie.getRating()));
                writer.write(String.format("评价人数: %d人\n", movie.getRatingPeople()));
                writer.write(String.format("年份: %s\n", movie.getYear()));
                writer.write(String.format("导演: %s\n", movie.getDirector()));
                writer.write(String.format("详细信息: %s\n", movie.getInfo()));
                writer.write(String.format("推荐语: %s\n", movie.getQuote()));
                writer.write("-".repeat(80) + "\n\n");
            }
            System.out.println("文本数据已保存到: " + filename);
        } catch (IOException e) {
            System.err.println("保存文本文件失败: " + e.getMessage());
        }
    }
    static class Movie {
        private int rank;
        private String title;
        private double rating;
        private int ratingPeople;
        private String year;
        private String director;
        private String info;
        private String quote;
        public int getRank() {
            return rank;
        }
        public void setRank(int rank) {
            this.rank = rank;
        }
        public String getTitle() {
            return title;
        }
        public void setTitle(String title) {
            this.title = title;
        }
        public double getRating() {
            return rating;
        }
        public void setRating(double rating) {
            this.rating = rating;
        }
        public int getRatingPeople() {
            return ratingPeople;
        }
        public void setRatingPeople(int ratingPeople) {
            this.ratingPeople = ratingPeople;
        }
        public String getYear() {
            return year;
        }
        public void setYear(String year) {
            this.year = year;
        }
        public String getDirector() {
            return director;
        }
        public void setDirector(String director) {
            this.director = director;
        }
        public String getInfo() {
            return info;
        }
        public void setInfo(String info) {
            this.info = info;
        }
        public String getQuote() {
            return quote;
        }
        public void setQuote(String quote) {
            this.quote = quote;
        }
    }
 }
--- a/project/douban_movies.csv
+++ b/project/douban_movies.csv
@ -0,0 +1,251 @@
 排名,电影名称,评分,评价人数,年份,导演,推荐语
 1,肖申克的救赎,9.7,0,1994,弗兰克·德拉邦特 Frank Darabont,暂无推荐语
 2,霸王别姬,9.6,0,1993,陈凯歌 Kaige Chen,暂无推荐语
 3,泰坦尼克号,9.5,0,1997,詹姆斯·卡梅隆 James Cameron,暂无推荐语
 4,阿甘正传,9.5,0,1994,罗伯特·泽米吉斯 Robert Zemeckis,暂无推荐语
 5,千与千寻,9.4,0,2001,宫崎骏 Hayao Miyazaki,暂无推荐语
 6,美丽人生,9.5,0,1997,罗伯托·贝尼尼 Roberto Benigni,暂无推荐语
 7,星际穿越,9.4,0,2014,克里斯托弗·诺兰 Christopher Nolan,暂无推荐语
 8,这个杀手不太冷,9.4,0,1994,吕克·贝松 Luc Besson,暂无推荐语
 9,盗梦空间,9.4,0,2010,克里斯托弗·诺兰 Christopher Nolan,暂无推荐语
 10,楚门的世界,9.4,0,1998,彼得·威尔 Peter Weir,暂无推荐语
 11,辛德勒的名单,9.5,0,1993,史蒂文·斯皮尔伯格 Steven Spielberg,暂无推荐语
 12,忠犬八公的故事,9.4,0,2009,莱塞·霍尔斯道姆 Lasse Hallström,暂无推荐语
 13,海上钢琴师,9.3,0,1998,朱塞佩·托纳多雷 Giuseppe Tornatore,暂无推荐语
 14,疯狂动物城,9.3,0,2016,拜伦·霍华德 Byron Howard,暂无推荐语
 15,三傻大闹宝莱坞,9.2,0,2009,拉库马·希拉尼 Rajkumar Hirani,暂无推荐语
 16,机器人总动员,9.3,0,2008,安德鲁·斯坦顿 Andrew Stanton,暂无推荐语
 17,放牛班的春天,9.3,0,2004,克里斯托夫·巴拉蒂 Christophe Barratier,暂无推荐语
 18,无间道,9.3,0,2002,刘伟强,暂无推荐语
 19,控方证人,9.6,0,1957,比利·怀尔德 Billy Wilder,暂无推荐语
 20,寻梦环游记,9.1,0,2017,李·昂克里奇 Lee Unkrich,暂无推荐语
 21,大话西游之大圣娶亲,9.2,0,1995,刘镇伟 Jeffrey Lau,暂无推荐语
 22,熔炉,9.3,0,2011,黄东赫 Dong-hyuk Hwang,暂无推荐语
 23,触不可及,9.3,0,2011,奥利维·那卡什 Olivier Nakache,暂无推荐语
 24,教父,9.3,0,1972,弗朗西斯·福特·科波拉 Francis Ford Coppola,暂无推荐语
 25,末代皇帝,9.3,0,1987,贝纳尔多·贝托鲁奇 Bernardo Bertolucci,暂无推荐语
 26,哈利·波特与魔法石,9.2,0,2001,Chris Columbus,暂无推荐语
 27,当幸福来敲门,9.1,0,2006,加布里尔·穆奇诺 Gabriele Muccino,暂无推荐语
 28,龙猫,9.2,0,1988,宫崎骏 Hayao Miyazaki,暂无推荐语
 29,活着,9.3,0,1994,张艺谋 Yimou Zhang,暂无推荐语
 30,怦然心动,9.1,0,2010,罗伯·莱纳 Rob Reiner,暂无推荐语
 31,蝙蝠侠：黑暗骑士,9.2,0,2008,克里斯托弗·诺兰 Christopher Nolan,暂无推荐语
 32,指环王3：王者无敌,9.3,0,2003,彼得·杰克逊 Peter Jackson,暂无推荐语
 33,我不是药神,9.0,0,2018,文牧野 Muye Wen,暂无推荐语
 34,乱世佳人,9.3,0,1939,维克多·弗莱明 Victor Fleming,暂无推荐语
 35,飞屋环游记,9.1,0,2009,彼特·道格特 Pete Docter,暂无推荐语
 36,让子弹飞,9.0,0,2010,姜文 Wen Jiang,暂无推荐语
 37,哈尔的移动城堡,9.1,0,2004,宫崎骏 Hayao Miyazaki,暂无推荐语
 38,十二怒汉,9.4,0,1957,西德尼·吕美特 Sidney Lumet,暂无推荐语
 39,海蒂和爷爷,9.3,0,2015,阿兰·葛斯彭纳 Alain Gsponer,暂无推荐语
 40,素媛,9.3,0,2013,李濬益 Jun-ik Lee,暂无推荐语
 41,猫鼠游戏,9.1,0,2002,史蒂文·斯皮尔伯格 Steven Spielberg,暂无推荐语
 42,天空之城,9.2,0,1986,宫崎骏 Hayao Miyazaki,暂无推荐语
 43,鬼子来了,9.3,0,2000,姜文 Wen Jiang,暂无推荐语
 44,摔跤吧！爸爸,9.0,0,2016,涅提·蒂瓦里 Nitesh Tiwari,暂无推荐语
 45,少年派的奇幻漂流,9.1,0,2012,李安 Ang Lee,暂无推荐语
 46,钢琴家,9.3,0,2002,罗曼·波兰斯基 Roman Polanski,暂无推荐语
 47,指环王2：双塔奇兵,9.2,0,2002,彼得·杰克逊 Peter Jackson,暂无推荐语
 48,死亡诗社,9.2,0,1989,彼得·威尔 Peter Weir,暂无推荐语
 49,大话西游之月光宝盒,9.0,0,1995,刘镇伟 Jeffrey Lau,暂无推荐语
 50,绿皮书,8.9,0,2018,彼得·法雷里 Peter Farrelly,暂无推荐语
 51,何以为家,9.1,0,2018,娜丁·拉巴基 Nadine Labaki,暂无推荐语
 52,闻香识女人,9.1,0,1992,马丁·布莱斯 Martin Brest,暂无推荐语
 53,大闹天宫,9.4,0,1961,万籁鸣 Laiming Wan,暂无推荐语
 54,黑客帝国,9.1,0,1999,安迪·沃卓斯基 Andy Wachowski,暂无推荐语
 55,指环王1：护戒使者,9.1,0,2001,彼得·杰克逊 Peter Jackson,暂无推荐语
 56,罗马假日,9.1,0,1953,威廉·惠勒 William Wyler,暂无推荐语
 57,教父2,9.3,0,1974,弗朗西斯·福特·科波拉 Francis Ford Coppola,暂无推荐语
 58,狮子王,9.1,0,1994,Roger Allers,暂无推荐语
 59,天堂电影院,9.2,0,1988,朱塞佩·托纳多雷 Giuseppe Tornatore,暂无推荐语
 60,饮食男女,9.2,0,1994,李安 Ang Lee,暂无推荐语
 61,辩护人,9.2,0,2013,杨宇硕 Woo-seok Yang,暂无推荐语
 62,本杰明·巴顿奇事,9.0,0,2008,大卫·芬奇 David Fincher,暂无推荐语
 63,搏击俱乐部,9.0,0,1999,大卫·芬奇 David Fincher,暂无推荐语
 64,美丽心灵,9.1,0,2001,朗·霍华德 Ron Howard,暂无推荐语
 65,穿条纹睡衣的男孩,9.2,0,2008,马克·赫尔曼 Mark Herman,暂无推荐语
 66,情书,8.9,0,1995,岩井俊二 Shunji Iwai,暂无推荐语
 67,哈利·波特与死亡圣器(下),9.0,0,2011,大卫·叶茨 David Yates,暂无推荐语
 68,两杆大烟枪,9.1,0,1998,盖·里奇 Guy Ritchie,暂无推荐语
 69,窃听风暴,9.2,0,2006,弗洛里安·亨克尔·冯·多纳斯马尔克 Florian Henckel von Donnersmarck &n... 2006,暂无推荐语
 70,音乐之声,9.1,0,1965,罗伯特·怀斯 Robert Wise,暂无推荐语
 71,功夫,8.9,0,2004,周星驰 Stephen Chow,暂无推荐语
 72,哈利·波特与阿兹卡班的囚徒,9.0,0,2004,阿方索·卡隆 Alfonso Cuarón,暂无推荐语
 73,西西里的美丽传说,8.9,0,2000,朱塞佩·托纳多雷 Giuseppe Tornatore,暂无推荐语
 74,阿凡达,8.8,0,2009,詹姆斯·卡梅隆 James Cameron,暂无推荐语
 75,看不见的客人,8.8,0,2016,奥里奥尔·保罗 Oriol Paulo,暂无推荐语
 76,拯救大兵瑞恩,9.1,0,1998,史蒂文·斯皮尔伯格 Steven Spielberg,暂无推荐语
 77,沉默的羔羊,8.9,0,1991,乔纳森·戴米 Jonathan Demme,暂无推荐语
 78,小鞋子,9.2,0,1997,马基德·马基迪 Majid Majidi,暂无推荐语
 79,布达佩斯大饭店,8.9,0,2014,韦斯·安德森 Wes Anderson,暂无推荐语
 80,蝴蝶效应,8.9,0,2004,埃里克·布雷斯 Eric Bress,暂无推荐语
 81,飞越疯人院,9.1,0,1975,米洛斯·福尔曼 Miloš Forman,暂无推荐语
 82,还有明天,9.3,0,2023,宝拉·柯特莱西 Paola Cortellesi,暂无推荐语
 83,禁闭岛,8.9,0,2010,Martin Scorsese,暂无推荐语
 84,心灵捕手,9.0,0,1997,格斯·范·桑特 Gus Van Sant,暂无推荐语
 85,致命魔术,8.9,0,2006,克里斯托弗·诺兰 Christopher Nolan,暂无推荐语
 86,低俗小说,8.9,0,1994,昆汀·塔伦蒂诺 Quentin Tarantino,暂无推荐语
 87,超脱,9.0,0,2011,托尼·凯耶 Tony Kaye,暂无推荐语
 88,哈利·波特与密室,8.9,0,2002,Chris Columbus,暂无推荐语
 89,一一,9.1,0,2000,杨德昌 Edward Yang,暂无推荐语
 90,喜剧之王,8.8,0,1999,周星驰 Stephen Chow,暂无推荐语
 91,杀人回忆,8.9,0,2003,奉俊昊 Joon-ho Bong,暂无推荐语
 92,摩登时代,9.3,0,1936,查理·卓别林 Charles Chaplin,暂无推荐语
 93,致命ID,8.9,0,2003,詹姆斯·曼高德 James Mangold,暂无推荐语
 94,春光乍泄,9.0,0,1997,王家卫 Kar Wai Wong,暂无推荐语
 95,加勒比海盗,8.8,0,2003,戈尔·维宾斯基 Gore Verbinski,暂无推荐语
 96,海豚湾,9.3,0,2009,路易·西霍尤斯 Louie Psihoyos,暂无推荐语
 97,美国往事,9.1,0,1984,赛尔乔·莱翁内 Sergio Leone,暂无推荐语
 98,红辣椒,9.0,0,2006,今敏 Satoshi Kon,暂无推荐语
 99,七宗罪,8.8,0,1995,大卫·芬奇 David Fincher,暂无推荐语
 100,唐伯虎点秋香,8.8,0,1993,李力持 Lik-Chi Lee,暂无推荐语
 101,狩猎,9.1,0,2012,托马斯·温特伯格 Thomas Vinterberg,暂无推荐语
 102,幽灵公主,8.9,0,1997,宫崎骏 Hayao Miyazaki,暂无推荐语
 103,甜蜜蜜,8.9,0,1996,陈可辛 Peter Chan,暂无推荐语
 104,寄生虫,8.8,0,2019,奉俊昊 Joon-ho Bong,暂无推荐语
 105,天书奇谭,9.2,0,1983,王树忱 Shuchen Wang,暂无推荐语
 106,蝙蝠侠：黑暗骑士崛起,8.9,0,2012,克里斯托弗·诺兰 Christopher Nolan,暂无推荐语
 107,超能陆战队,8.8,0,2014,唐·霍尔 Don Hall,暂无推荐语
 108,7号房的礼物,8.9,0,2013,李焕庆 Hwan-kyeong Lee,暂无推荐语
 109,第六感,8.9,0,1999,M·奈特·沙马兰 M. Night Shyamalan,暂无推荐语
 110,茶馆,9.5,0,1982,谢添 Tian Xie,暂无推荐语
 111,爱在黎明破晓前,8.8,0,1995,理查德·林克莱特 Richard Linklater,暂无推荐语
 112,爱在日落黄昏时,8.9,0,2004,理查德·林克莱特 Richard Linklater,暂无推荐语
 113,被嫌弃的松子的一生,8.8,0,2006,中岛哲也 Tetsuya Nakashima,暂无推荐语
 114,哈利·波特与火焰杯,8.8,0,2005,迈克·内威尔 Mike Newell,暂无推荐语
 115,头脑特工队,8.8,0,2015,彼特·道格特 Pete Docter,暂无推荐语
 116,未麻的部屋,9.1,0,1997,今敏 Satoshi Kon,暂无推荐语
 117,重庆森林,8.8,0,1994,王家卫 Kar Wai Wong,暂无推荐语
 118,借东西的小人阿莉埃蒂,8.9,0,2010,米林宏昌 Hiromasa Yonebayashi,暂无推荐语
 119,菊次郎的夏天,8.9,0,1999,北野武 Takeshi Kitano,暂无推荐语
 120,入殓师,8.9,0,2008,泷田洋二郎 Yôjirô Takita,暂无推荐语
 121,断背山,8.8,0,2005,李安 Ang Lee,暂无推荐语
 122,剪刀手爱德华,8.7,0,1990,蒂姆·波顿 Tim Burton,暂无推荐语
 123,勇敢的心,8.9,0,1995,梅尔·吉布森 Mel Gibson,暂无推荐语
 124,时空恋旅人,8.8,0,2013,理查德·柯蒂斯 Richard Curtis,暂无推荐语
 125,驯龙高手,8.8,0,2010,迪恩·德布洛斯 Dean DeBlois,暂无推荐语
 126,消失的爱人,8.7,0,2014,大卫·芬奇 David Fincher,暂无推荐语
 127,无人知晓,9.1,0,2004,是枝裕和 Hirokazu Koreeda,暂无推荐语
 128,倩女幽魂,8.8,0,1987,程小东 Siu-Tung Ching,暂无推荐语
 129,傲慢与偏见,8.7,0,2005,乔·怀特 Joe Wright,暂无推荐语
 130,新世界,8.9,0,2013,朴勋政 Hoon-jung Park,暂无推荐语
 131,花样年华,8.8,0,2000,王家卫 Kar Wai Wong,暂无推荐语
 132,玩具总动员3,8.9,0,2010,李·昂克里奇 Lee Unkrich,暂无推荐语
 133,一个叫欧维的男人决定去死,8.9,0,2015,汉内斯·赫尔姆 Hannes Holm,暂无推荐语
 134,完美的世界,9.1,0,1993,克林特·伊斯特伍德 Clint Eastwood,暂无推荐语
 135,色，戒,8.7,0,2007,李安 Ang Lee,暂无推荐语
 136,阳光灿烂的日子,8.8,0,1994,姜文 Wen Jiang,暂无推荐语
 137,怪兽电力公司,8.8,0,2001,彼特·道格特 Pete Docter,暂无推荐语
 138,小森林 夏秋篇,9.0,0,2014,森淳一 Junichi Mori,暂无推荐语
 139,天使爱美丽,8.7,0,2001,让-皮埃尔·热内 Jean-Pierre Jeunet,暂无推荐语
 140,教父3,9.0,0,1990,弗朗西斯·福特·科波拉 Francis Ford Coppola,暂无推荐语
 141,侧耳倾听,8.9,0,1995,近藤喜文 Yoshifumi Kondo,暂无推荐语
 142,哪吒闹海,9.2,0,1979,王树忱 Shuchen Wang,暂无推荐语
 143,九品芝麻官,8.8,0,1994,王晶 Jing Wong,暂无推荐语
 144,被解救的姜戈,8.8,0,2012,昆汀·塔伦蒂诺 Quentin Tarantino,暂无推荐语
 145,请以你的名字呼唤我,8.8,0,2017,卢卡·瓜达尼诺 Luca Guadagnino,暂无推荐语
 146,幸福终点站,8.8,0,2004,史蒂文·斯皮尔伯格 Steven Spielberg,暂无推荐语
 147,釜山行,8.6,0,2016,延尚昊 Sang-ho Yeon,暂无推荐语
 148,神偷奶爸,8.7,0,2010,皮艾尔·柯芬 Pierre Coffin,暂无推荐语
 149,小森林 冬春篇,9.0,0,2015,森淳一 Junichi Mori,暂无推荐语
 150,喜宴,9.0,0,1993,李安 Ang Lee,暂无推荐语
 151,萤火之森,8.8,0,2011,大森贵弘 Takahiro Omori,暂无推荐语
 152,告白,8.8,0,2010,中岛哲也 Tetsuya Nakashima,暂无推荐语
 153,玛丽和麦克斯,9.0,0,2009,亚当·艾略特 Adam Elliot,暂无推荐语
 154,七武士,9.3,0,1954,黑泽明 Akira Kurosawa,暂无推荐语
 155,头号玩家,8.6,0,2018,史蒂文·斯皮尔伯格 Steven Spielberg,暂无推荐语
 156,模仿游戏,8.8,0,2014,莫滕·泰杜姆 Morten Tyldum,暂无推荐语
 157,惊魂记,9.0,0,1960,阿尔弗雷德·希区柯克 Alfred Hitchcock,暂无推荐语
 158,大鱼,8.8,0,2003,蒂姆·波顿 Tim Burton,暂无推荐语
 159,心灵奇旅,8.7,0,2020,彼特·道格特 Pete Docter,暂无推荐语
 160,机器人之梦,9.1,0,2023,巴勃罗·贝格尔 Pablo Berger,暂无推荐语
 161,射雕英雄传之东成西就,8.7,0,1993,刘镇伟 Jeffrey Lau,暂无推荐语
 162,背靠背，脸对脸,9.5,0,1994,黄建新 Jianxin Huang,暂无推荐语
 163,血战钢锯岭,8.7,0,2016,梅尔·吉布森 Mel Gibson,暂无推荐语
 164,你的名字。,8.5,0,2016,新海诚 Makoto Shinkai,暂无推荐语
 165,我是山姆,9.0,0,2001,杰茜·尼尔森 Jessie Nelson,暂无推荐语
 166,阳光姐妹淘,8.8,0,2011,姜炯哲 Hyeong-Cheol Kang,暂无推荐语
 167,恐怖直播,8.7,0,2013,金秉祐 Byeong-woo Kim,暂无推荐语
 168,黑客帝国3：矩阵革命,8.8,0,2003,拉娜·沃卓斯基 Lana Wachowski,暂无推荐语
 169,末路狂花,9.0,0,1991,雷德利·斯科特 Ridley Scott,暂无推荐语
 170,小丑,8.7,0,2019,托德·菲利普斯 Todd Phillips,暂无推荐语
 171,三块广告牌,8.7,0,2017,马丁·麦克唐纳 Martin McDonagh,暂无推荐语
 172,谍影重重3,8.9,0,2007,保罗·格林格拉斯 Paul Greengrass,暂无推荐语
 173,高山下的花环,9.5,0,1984,谢晋 Jin Xie,暂无推荐语
 174,电锯惊魂,8.7,0,2004,詹姆斯·温 James Wan,暂无推荐语
 175,无间道2,8.8,0,2003,刘伟强 Andrew Lau,暂无推荐语
 176,达拉斯买家俱乐部,8.8,0,2013,让-马克·瓦雷 Jean-Marc Vallée,暂无推荐语
 177,疯狂原始人,8.7,0,2013,科克·德·米科 Kirk De Micco,暂无推荐语
 178,绿里奇迹,8.9,0,1999,弗兰克·德拉邦特 Frank Darabont,暂无推荐语
 179,爱在午夜降临前,8.9,0,2013,理查德·林克莱特 Richard Linklater,暂无推荐语
 180,疯狂的石头,8.6,0,2006,宁浩 Hao Ning,暂无推荐语
 181,雨中曲,9.1,0,1952,斯坦利·多南 Stanley Donen,暂无推荐语
 182,2001太空漫游,8.9,0,1968,斯坦利·库布里克 Stanley Kubrick,暂无推荐语
 183,海街日记,8.8,0,2015,是枝裕和 Hirokazu Koreeda,暂无推荐语
 184,风之谷,8.9,0,1984,宫崎骏 Hayao Miyazaki,暂无推荐语
 185,上帝之城,9.0,0,2002,费尔南多·梅里尔斯 Fernando Meirelles,暂无推荐语
 186,心迷宫,8.7,0,2014,忻钰坤 Yukun Xin,暂无推荐语
 187,英雄本色,8.6,0,1986,吴宇森 John Woo,暂无推荐语
 188,记忆碎片,8.7,0,2000,克里斯托弗·诺兰 Christopher Nolan,暂无推荐语
 189,纵横四海,8.8,0,1991,吴宇森 John Woo,暂无推荐语
 190,无敌破坏王,8.7,0,2012,瑞奇·莫尔 Rich Moore,暂无推荐语
 191,卢旺达饭店,8.9,0,2004,特瑞·乔治 Terry George,暂无推荐语
 192,东京教父,9.0,0,2003,今敏 Satoshi Kon,暂无推荐语
 193,恐怖游轮,8.5,0,2009,克里斯托弗·史密斯 Christopher Smith,暂无推荐语
 194,小偷家族,8.7,0,2018,是枝裕和 Hirokazu Koreeda,暂无推荐语
 195,牯岭街少年杀人事件,8.9,0,1991,杨德昌 Edward Yang,暂无推荐语
 196,魔女宅急便,8.7,0,1989,宫崎骏 Hayao Miyazaki,暂无推荐语
 197,冰川时代,8.7,0,2002,卡洛斯·沙尔丹哈 Carlos Saldanha,暂无推荐语
 198,芙蓉镇,9.3,0,1987,谢晋 Jin Xie,暂无推荐语
 199,忠犬八公物语,9.2,0,1987,神山征二郎 Seijirô Kôyama,暂无推荐语
 200,岁月神偷,8.7,0,2010,罗启锐 Alex Law,暂无推荐语
 201,遗愿清单,8.7,0,2007,罗伯·莱纳 Rob Reiner,暂无推荐语
 202,荒蛮故事,8.7,0,2014,达米安·斯兹弗隆 Damián Szifron,暂无推荐语
 203,大佛普拉斯,8.7,0,2017,黄信尧 Hsin-yao Huang,暂无推荐语
 204,源代码,8.6,0,2011,邓肯·琼斯 Duncan Jones,暂无推荐语
 205,花束般的恋爱,8.6,0,2021,土井裕泰 Nobuhiro Doi,暂无推荐语
 206,白日梦想家,8.6,0,2013,本·斯蒂勒 Ben Stiller,暂无推荐语
 207,疯狂的麦克斯4：狂暴之路,8.7,0,2015,乔治·米勒 George Miller,暂无推荐语
 208,爱乐之城,8.4,0,2016,达米恩·查泽雷 Damien Chazelle,暂无推荐语
 209,可可西里,8.9,0,2004,陆川 Chuan Lu,暂无推荐语
 210,你看起来好像很好吃,8.9,0,2010,藤森雅也 Masaya Fujimori,暂无推荐语
 211,贫民窟的百万富翁,8.6,0,2008,丹尼·鲍尔 Danny Boyle,暂无推荐语
 212,波西米亚狂想曲,8.6,0,2018,布莱恩·辛格 Bryan Singer,暂无推荐语
 213,城市之光,9.3,0,1931,查理·卓别林 Charles Chaplin,暂无推荐语
 214,爆裂鼓手,8.6,0,2014,达米恩·查泽雷 Damien Chazelle,暂无推荐语
 215,青蛇,8.6,0,1993,徐克 Hark Tsui,暂无推荐语
 216,东邪西毒,8.6,0,1994,王家卫 Kar Wai Wong,暂无推荐语
 217,哈利·波特与死亡圣器(上),8.6,0,2010,大卫·叶茨 David Yates,暂无推荐语
 218,无耻混蛋,8.7,0,2009,昆汀·塔伦蒂诺 Quentin Tarantino,暂无推荐语
 219,终结者2：审判日,8.8,0,1991,詹姆斯·卡梅隆 James Cameron,暂无推荐语
 220,大红灯笼高高挂,8.8,0,1991,张艺谋 Yimou Zhang,暂无推荐语
 221,黑天鹅,8.6,0,2010,达伦·阿罗诺夫斯基 Darren Aronofsky,暂无推荐语
 222,新龙门客栈,8.7,0,1992,李惠民 Raymond Lee,暂无推荐语
 223,初恋这件小事,8.5,0,2010,普特鹏·普罗萨卡·那·萨克那卡林 Puttipong Promsaka Na Sakolnakorn,暂无推荐语
 224,人工智能,8.7,0,2001,史蒂文·斯皮尔伯格 Steven Spielberg,暂无推荐语
 225,千钧一发,8.8,0,1997,安德鲁·尼科尔 Andrew Niccol,暂无推荐语
 226,崖上的波妞,8.6,0,2008,宫崎骏 Hayao Miyazaki,暂无推荐语
 227,雨人,8.7,0,1988,巴瑞·莱文森 Barry Levinson,暂无推荐语
 228,虎口脱险,8.9,0,1966,杰拉尔·乌里 Gérard Oury,暂无推荐语
 229,哈利·波特与凤凰社,8.6,0,2007,大卫·叶茨 David Yates,暂无推荐语
 230,彗星来的那一夜,8.6,0,2013,詹姆斯·沃德·布柯特 James Ward Byrkit,暂无推荐语
 231,罗生门,8.8,0,1950,黑泽明 Akira Kurosawa,暂无推荐语
 232,海边的曼彻斯特,8.6,0,2016,肯尼斯·罗纳根 Kenneth Lonergan,暂无推荐语
 233,恋恋笔记本,8.5,0,2004,尼克·卡索维茨 Nick Cassavetes,暂无推荐语
 234,真爱至上,8.5,0,2003,理查德·柯蒂斯 Richard Curtis,暂无推荐语
 235,火星救援,8.5,0,2015,雷德利·斯科特 Ridley Scott,暂无推荐语
 236,黑客帝国2：重装上阵,8.7,0,2003,拉娜·沃卓斯基 Lana Wachowski,暂无推荐语
 237,冰雪奇缘,8.5,0,2013,克里斯·巴克 Chris Buck,暂无推荐语
 238,步履不停,8.8,0,2008,是枝裕和 Hirokazu Koreeda,暂无推荐语
 239,奇迹男孩,8.6,0,2017,斯蒂芬·卓博斯基 Stephen Chbosky,暂无推荐语
 240,千年女优,8.8,0,2001,今敏 Satoshi Kon,暂无推荐语
 241,战争之王,8.7,0,2005,安德鲁·尼科尔 Andrew Niccol,暂无推荐语
 242,谍影重重2,8.7,0,2004,保罗·格林格拉斯 Paul Greengrass,暂无推荐语
 243,蜘蛛侠：平行宇宙,8.6,0,2018,鲍勃·佩尔西凯蒂 Bob Persichetti,暂无推荐语
 244,攻壳机动队,9.0,0,1995,押井守 Mamoru Oshii,暂无推荐语
 245,血钻,8.7,0,2006,爱德华·兹威克 Edward Zwick,暂无推荐语
 246,小姐,8.5,0,2016,朴赞郁 Chan-wook Park,暂无推荐语
 247,隐藏人物,8.9,0,2016,特奥多尔·梅尔菲 Theodore Melfi,暂无推荐语
 248,魂断蓝桥,8.8,0,1940,茂文·勒鲁瓦 Mervyn LeRoy,暂无推荐语
 249,血观音,8.6,0,2017,杨雅喆 Ya-che Yang,暂无推荐语
 250,房间,8.7,0,2015,伦尼·阿伯拉罕森 Lenny Abrahamson,暂无推荐语
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