| \begin{document} | |
| Please Considering ONLY those movies whose number of votes falls within the top 15% !!! | |
| Weighted Rating (wr) Formula : IMDB's weighted rating (wr) is calculated using the formula : | |
| \begin{equation} | |
| Weighted Rating(WR) = \left(\frac{v}{v+m}\cdot R \right) + \left(\frac{m}{v+m} \cdot C \right) | |
| \end{equation} | |
| where, | |
| \begin{enumrate} | |
| \item $v$ : Number of votes for the movie | |
| \item $m$ : Minimum votes required to be listed in the chart, set to the 85th percentile. | |
| \item $R$ : Average rating of the movie | |
| \item $C$ : Mean vote across the dataset | |
| \end{enumrate} | |
| We'll use this formula to calculate a score for each movie, which will help us in recommending movies to users. | |
| Now, let's proceed with the implementation of demographic filtering. | |
| \end{document} |