Csengupta1101 / Netflix-Rating

The project revolves around Netflix shows and movies around the world. The problem statement that is being tried to address here is that what kind of show to come up with in future times and how well that will fit with the audience

Project Introduction

The project revolves around Netflix shows and movies around the world. The problem statement that is being tried to address here is that what kind of show to come up with in future times and how well that will fit with audience.

Primary Problem Statements

1. What is the Average rating of Netflix Movie.
2. Is Avg Rating for Movies Higher than Avg Rating for TV Series.
3. Are TV Series are more loved in comparison to Movies, If yes what is the Reason behind that.
4. Does Having an ensemble cast have an impact on the popularity of the show.
5. Does Audiences prefer a longer episode or a shorter episode, what is the scope of Short series?
6. Apart from the United States, which other States are Huge Viewers of Netflix.
7. Which Genre is having a bigger fan following
8. Compare the Ratings with respect to the release year of the show.
9. Try to Analyze the Recipe of making a Huge Hit TV Show or Movie in Netflix

Libraries used

1. Pandas for Data Handling
2. Numpy for numerical operations
3. Matplotlib for data visualization
4. Seaborn for data visualization
5. Sklearn for feature scaling

Process Followed

1. Reading the Dataset.
2. Handling the missing values in the data.
3. Removing unnecessary columns
4. Proper scaling of the data.
5. Plotting the data on required parameters to get best visualization on each aspect
6. Preparing the Findings

Findings

The average rating of a movie is higher than the average rating of a Tv series , among all age groups. Now this can lead to multiple theories.The most ideal would be the time factor taken into consideration , A movies does get to a conclusive phase in a matter of couple of hours or may be a day if it's a woody allen film while to reach a conclusive phase a tv series takes 3 , 5 years. Not all showmakers are as brilliant as david crane and Martha Kaufman to keep audinece hooked for a decade and even two decades after the end of the show.

Going by the dataset and ofcourse by own experience it can be safely said that Documentary is a genre where Netflix doesn't have a competitor. At all. And yes our data screams the same as well.

Following up with our last statement a much related finding should inetrest everyone. The majority of netflix shows(read - documentary) runs with the voice of Sir David Attenborough. His broadcasting impacts everyone , form north to south pole.

Well the findings suggest the Hit show receipe something like this -

1. Ofcourse it needs to be a documentary based on a real life event.
2. The boradcaster should only be Sir David Attenborough.
3. It would be an icing of the cake if the real life scenario discussed here involves mysterious , ghostly , adultrey affaiars surround a couple living in a small town outside states.

Apart from USA , India , Uk both leads the chart in terms of viewrship of Netflix worldwide.

Conclusion

I hope you'll find this findings useful. Let me know your thoughts and in case if you have any input to offer here.