Top 20 Movies Data Analysis

This page explores IMDb’s Top 20 movies dataset and highlights patterns in ratings, runtime, and popularity.

Introduction

User goal: quickly understand what kinds of movies dominate IMDb’s highest-rated list, and how rating, votes, and runtime relate to each other.

Core Dataset

Rank Movie Title Year IMDb Rating Votes Runtime
1The Shawshank Redemption19949.32.8M142 min
2The Godfather19729.21.9M175 min
3The Dark Knight20089.02.9M152 min
4The Godfather Part II19749.01.3M202 min
512 Angry Men19579.0860K96 min
6Schindler's List19939.01.4M195 min
7The Return of the King20039.02.0M201 min
8Pulp Fiction19948.92.2M154 min
9The Fellowship of the Ring20018.92.0M178 min
10The Good, the Bad and the Ugly19668.8820K178 min
11Forrest Gump19948.82.2M142 min
12Fight Club19998.82.3M139 min
13The Two Towers20028.81.8M179 min
14Inception20108.82.6M148 min
15The Empire Strikes Back19808.71.3M124 min
16The Matrix19998.72.0M136 min
17Goodfellas19908.71.3M146 min
18One Flew Over the Cuckoo's Nest19758.71.0M133 min
19Se7en19958.61.8M127 min
20Seven Samurai19548.6370K207 min
IMDb Top 20 Movies — rating, votes, and runtime summary dataset (20 rows, 6 columns).

Analysis: Votes (Most vs Least)

Below is a side-by-side comparison of the movie with the most votes vs. the least votes in this Top 20 list. This helps show popularity differences even when ratings are very close.

Most Votes

Movie Votes Rating Year
The Dark Knight 2.9M 9.0 2008

Observation: The highest-vote movie is also relatively modern (2008), suggesting newer films can accumulate more votes due to larger online audiences.

Least Votes

Movie Votes Rating Year
Seven Samurai 370K 8.6 1954

Observation: The lowest-vote movie is much older (1954). Even though it is a classic, older films may have fewer votes because fewer viewers rate them online.

Glossary of Terms

IMDb Rating
A score from 0–10 representing audience evaluation of a movie.
Votes
The number of users who rated the movie. More votes usually mean a more reliable rating.
Runtime
The total length of the movie measured in minutes.
Rank
The movie’s position in this dataset based on rating popularity.
Dataset
A structured collection of information organized in rows and columns for analysis.