+
User Gender Distribution
+
User Gender Distribution
+
User Age Distribution
+
User Occupation Distribution
+
Movie Genre Distribution
+
Movie Release Year Distribution
+
Top 20 Most Rated Movies
+
Rating Distribution
+
Average Rating by Movie Genre
+
Top 20 Highest Rated Movies (min. 100 ratings)
+
Movie Genre Preferences by Gender
+
Movie Genre Preferences by Age Group
+
Preferences for Movies by Decade Across Age Groups
- Relationship Between Gender and Average Rating
+
+ Average Rating by Gender
{"本分析基于MovieLens数据集，包含" if USE_CHINESE else "This analysis is based on the MovieLens dataset, containing"} {len(self.users_df)} {"位用户" if USE_CHINESE else "users"}、{len(self.movies_df)} {"部电影" if USE_CHINESE else "movies"} {"和" if USE_CHINESE else "and"} {len(self.ratings_df)} {"条原始评分记录" if USE_CHINESE else "original rating records"}。
+{"This analysis is based on the MovieLens dataset, containing" if USE_ENGLISH else "本分析基于MovieLens数据集，包含"} {len(self.users_df)} {"users" if USE_ENGLISH else "位用户"}、{len(self.movies_df)} {"movies" if USE_ENGLISH else "部电影"} {"and" if USE_ENGLISH else "和"} {len(self.ratings_df)} {"original rating records" if USE_ENGLISH else "条原始评分记录"}。
- {"用户性别分布" if USE_CHINESE else "User Gender Distribution"}
+
+ {"User Gender Distribution" if USE_ENGLISH else "用户性别分布"}
- {"用户年龄分布" if USE_CHINESE else "User Age Distribution"}
+
+ {"User Age Distribution" if USE_ENGLISH else "用户年龄分布"}
- {"用户职业分布" if USE_CHINESE else "User Occupation Distribution"}
+
+ {"User Occupation Distribution" if USE_ENGLISH else "用户职业分布"}
- {"电影类型分布" if USE_CHINESE else "Movie Genre Distribution"}
+
+ {"Movie Genre Distribution" if USE_ENGLISH else "电影类型分布"}
- {"电影发行年份分布" if USE_CHINESE else "Movie Release Year Distribution"}
+
+ {"Movie Release Year Distribution" if USE_ENGLISH else "电影发行年份分布"}
- {"评分数量最多的20部电影" if USE_CHINESE else "Top 20 Most Rated Movies"}
+
+ {"Top 20 Most Rated Movies" if USE_ENGLISH else "评分数量最多的20部电影"}
- {"评分分布情况" if USE_CHINESE else "Rating Distribution"}
+
+ {"Rating Distribution" if USE_ENGLISH else "评分分布情况"}
- {"各类型电影的平均评分" if USE_CHINESE else "Average Rating by Movie Genre"}
+
+ {"Average Rating by Movie Genre" if USE_ENGLISH else "各类型电影的平均评分"}
- {"评分最高的20部电影（至少有100个评分）" if USE_CHINESE else "Top 20 Highest Rated Movies (min. 100 ratings)"}
+
+ {"Top 20 Highest Rated Movies (min. 100 ratings)" if USE_ENGLISH else "评分最高的20部电影（至少有100个评分）"}
- {"不同性别的电影类型偏好对比" if USE_CHINESE else "Movie Genre Preferences by Gender"}
+
+ {"Movie Genre Preferences by Gender" if USE_ENGLISH else "不同性别的电影类型偏好对比"}
- {"不同年龄段的电影类型偏好对比" if USE_CHINESE else "Movie Genre Preferences by Age Group"}
+
+ {"Movie Genre Preferences by Age Group" if USE_ENGLISH else "不同年龄段的电影类型偏好对比"}
- {"不同年龄段对不同年代电影的偏好" if USE_CHINESE else "Preferences for Movies by Decade Across Age Groups"}
+
+ {"Preferences for Movies by Decade Across Age Groups" if USE_ENGLISH else "不同年龄段对不同年代电影的偏好"}
- {"性别与平均评分的关系" if USE_CHINESE else "Relationship Between Gender and Average Rating"}
+
+ {"Average Rating by Gender" if USE_ENGLISH else "性别与平均评分的关系"}
{"通过对MovieLens数据集的深入分析，我们发现了用户特征（如性别、年龄、职业）与电影偏好之间存在显著关联。主要结论包括：" if USE_CHINESE else "Through in-depth analysis of the MovieLens dataset, we found significant correlations between user characteristics (gender, age, occupation) and movie preferences. Key findings include:"}
+{"Through in-depth analysis of the MovieLens dataset, we found significant correlations between user characteristics (gender, age, occupation) and movie preferences. Key findings include:" if USE_ENGLISH else "通过对MovieLens数据集的深入分析，我们发现了用户特征（如性别、年龄、职业）与电影偏好之间存在显著关联。主要结论包括："}
{"这些发现对于电影推荐系统的设计和电影营销策略制定具有重要参考价值。" if USE_CHINESE else "These findings provide valuable reference for designing movie recommendation systems and developing movie marketing strategies."}
+{"These findings provide valuable reference for designing movie recommendation systems and developing movie marketing strategies." if USE_ENGLISH else "这些发现对于电影推荐系统的设计和电影营销策略制定具有重要参考价值。"}