diff --git a/project_images/.DS_Store b/project_images/.DS_Store index fa034b4..6dc8b0b 100644 Binary files a/project_images/.DS_Store and b/project_images/.DS_Store differ diff --git a/project_images/average rating per movie genre.png b/project_images/average_rating_per_movie_genre.png similarity index 100% rename from project_images/average rating per movie genre.png rename to project_images/average_rating_per_movie_genre.png diff --git a/project_images/distribution of movie genres.png b/project_images/distribution_of_movie_genres.png similarity index 100% rename from project_images/distribution of movie genres.png rename to project_images/distribution_of_movie_genres.png diff --git a/project_images/distribution of movies per year.png b/project_images/distribution_of_movies_per_year.png similarity index 100% rename from project_images/distribution of movies per year.png rename to project_images/distribution_of_movies_per_year.png diff --git a/project_images/distribution of ratings.png b/project_images/distribution_of_ratings.png similarity index 100% rename from project_images/distribution of ratings.png rename to project_images/distribution_of_ratings.png diff --git a/project_images/outliers in ratings.png b/project_images/outliers_in_ratings.png similarity index 100% rename from project_images/outliers in ratings.png rename to project_images/outliers_in_ratings.png diff --git a/project_images/release year vs average rating.png b/project_images/release_year_vs_average_rating.png similarity index 100% rename from project_images/release year vs average rating.png rename to project_images/release_year_vs_average_rating.png diff --git a/project_images/top 20 highest rated movies.png b/project_images/top_20_highest_rated_movies.png similarity index 100% rename from project_images/top 20 highest rated movies.png rename to project_images/top_20_highest_rated_movies.png diff --git a/project_images/top 20 rated titles by num of ratings.png b/project_images/top_20_rated_titles_by_num_of_ratings.png similarity index 100% rename from project_images/top 20 rated titles by num of ratings.png rename to project_images/top_20_rated_titles_by_num_of_ratings.png