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 # tmdb_analysis
 Movies data analysis, This data set contains informationa about 10,000 movies collected from The Movie Database (TMDb)
+The data include the movies' popularity, budget, revenue, original title, cast, runtime, genres, release date, and many more info.
+
+before starting the analysis, some issues were found in the data and treated through various solutions:
+- A lot redundant columns, 20 columns are too much to explore
+- some rows are duplicated
+- Some values are not logical like runtime = 0, revenue and budget = $0
+- Some columns have multiple values in one cell, like genre
+
+Then using visuals and graphs, some questions about movies revenue were explored:
+- If there's correlation between vote, budget, and revenue
+- What's Impact of voting score on revenue
+- The ranking of genres' revenue in last year
+Some extra questions about each genre releases numbers 
+- What genres dominate the market interm of release numbers
+- How did the top 4 genres releases change through the years
+