Tmdb vote count. gte to be more or less restrictive tmdb_vote_count.
Tmdb vote count Prior observations have also been trimmed to make this document more concise. Questions for Analysis Question 1: How did the production rate Explore and run machine learning code with Kaggle Notebooks | Using data from multiple data sources Get the trending movies on TMDB. Trakt Configuration Configuring Trakt in the config is required for any of these builders. lte = NA, include_adult = FALSE, include_video = TRUE, language = NA, page = 1, primary_release_year = NA, primary_release_date. lte (Optional[int]) – Filter and only include movies that have a vote count that is less than or equal to the specified value. TMDB's fan art policy is borderline stupid. media (Union[:class:`~tmdbapis. FlixAdda API gives you instant access to thousands of movies and TV shows. The IMDB Weighted Rating System was used to calculate ratings on which the sorting was finally performed. 476/10 TMDb Vote Count: 2064 Powered by TMDb About This repository contains a dataset of the top-rated movies fetched from The Movie Database (TMDB). It contains metadata for nearly 10,000 movies across 11 columns. Description Discover movies by different types of data like average rating, number of votes, genres and certifications. "tmdb_tagline": null, "themoviedb_plot": "The family where Epp serves is preparing to receive important guests on whom the career of the head of the family depends. gte is the only filter that will also filter radarr results A common workflow here on TMDB is to search for a movie (or TV show, or person) and then query for the details. Kaggle is the world’s largest data science community with powerful tools and resources to help you achieve your data science goals. The System recommends the same movies to users with similar Show 14 enum values vote_average. Kometa is an open-source python project allowing you to unlock the potential of your media server. InterDuction: In my Case Study, I have investigated a dataset containing information about 10,000 movies collected from The Movie Database (TMDb). Retrieve the TMDb movies list. vote_average: The average rating of the movie. The options are detailed below. Movie`, :class:`~tmdbapis. ## 🎬 Why Choose Our TMDB API? Transform your applications with comprehensive movie data. v4_access_token (Optional[str]) – TMDb V4 Access Token. class Logo(tmdb, data) [source] Bases: TMDbImage Represents a single Logo Image. Throughout this post, we'll be looking at some key insights on a dataset that has information on ~5000 movies. Este repositorio contiene el código fuente del proyecto Cinerama, una página web para un cine. (true/false) primary_release_year: A filter to limit the results to a specific primary primary_release_date_gte: Filter and only include movies that have a primary release date that is greater or equal to the specified The themoviedb is a synchronous and asynchronous wrapper, written in Python, for The Movie Database (TMDb) API v3. ipynb Cannot retrieve latest commit at this time. The values for each must match 92 "vote_average": 8. The dataset includes thousands of movies with attributes such as release dates, genres, ratings, popularity scores, and language information. ru/embed/tmdb/movie?id= 您可以生成一个嵌入链接来播放几乎任何电影。 So, I bet everyone loves movies and we love the hype while waiting for a hot release (I'm projecting my current state!). The Bleve search library is used internally for all search capabilities. reload. Popularity is a fairly important metric here on TMDB. It means both no votes received and no one likes it In this project, I explored a dataset of Netflix movies using popular Python libraries like Pandas, Matplotlib, Seaborn, and NumPy to uncover insights and trends hidden in the data. csv, with a file size of approximately 3. This project provides two spiders: a basic scraper for small-scale tasks and an advanced scraper optimized for high-performance, concurrent data collection. video : Indicates whether the entry is a video or not. Introduction to dataset: ¶ I will be using TMDB movie dataset, This data set contains information about 10,000 movies collected from The Movie Database (TMDb The Movie Database (TMDb) dataset from Kaggle has data on 10k+ movies from 1960-2015. For example, when I add a new TV Show, the dmAddTVShowData function will access the TMDb API code to get the source data, then format it to first send to firebase and call the appropriate firebase function and then return properly formatted data for the redux store. video: Indicates if there is a video present of the movie with TMDB. In this presentation Aug 14, 2023 · Usage The first step is to initialize a TMDb object and set your API Key. Usage discover_movie(api_key, certification_country = NA, certification = NA, certification. api_key = 'YOUR_API_KEY' Alternatively, you can export your API key as an environment variable. It helps us boost search results, adds an incredibly useful sort value for discover, and is also just kind of fun to see items chart up and down. You can get one for free from the TheMovieDb website. Zero is problematic as a visual indicator for movie scores. The sync_mode: sync and collection_order: custom Setting are recommended since the lists are continuously updated and in a specific order. Questions for In tab3 and tab4, I want to explore if there's relationship between popularity vs. This system is responsible for transforming raw API data from TMDB and other sources into interactive UI components that users can browse and select. release_date:release date of the movie. 433, 93 "vote_count": 26280 94 } Updated about 2 months ago vote_average number Defaults to 0 vote_count integer Defaults to 0 origin_country Jun 23, 2025 · IMDb & TMDb Movie Scraper A robust Scrapy-based tool for scraping movie and TV series data from IMDb, enriched with detailed metadata from the TMDb API. The dataset can be used for data analysis, visualization, machine learning, and recommendation systems. asc vote_average. Click on Connect to Data and select Text File as the data source. _loading Explore and run machine learning code with Kaggle Notebooks | Using data from No attached data sources How would you describe The Shawshank Redemption? Choose a word, and see what happens. Takeout is using Query String. It is considered to be lost. Uncover insights into language preferences, vote counts, and ratings. gte float vote_average. Get instant access to popular movies, ratings, and detailed film information with 99. Dec 26, 2015 · GitHub Gist: instantly share code, notes, and snippets. The Movie Database (TMDb) is a community built movie and TV database. Jun 8, 2022 · I have had an amazing opportunity to participate in a Nanodegree in Udacity in the past month and I want to share my interesting journey. A lightweight Python library for The Movie Database (TMDb) API, enabling seamless access to movie, TV show, and cast data, along with high-quality posters and fan art. I am an aspiring data analyst and in this blog, I will share my first project for investigating the TMDb movie dataset. AbstractInspired by the challenging in Kaggle’s competitions, as well as my expectation to practice as much as possible data science techniques I have learned, in this project I used the dataset from Kaggle TMDb Box Office Competition and publicly additional data to develop a machine learning model to predict movie’s revenue. Feb 22, 2019 · Let’s explore the popularity using the top_10 function, and the also investigate the vote_count to find out most voted movies in TMDB website. 2/10 ? Mar 17, 2020 · Discover movies by different types of data like average rating, number of votes, genres and certifications. Streamlined Request Management. csv” , we can see that the movie dataset is made of 20 features for a total of about 4,803 observations while the credit dataset contains the same number of occurences, but with a total of 4 attributes. vote_average : Average user rating of the movie on TMDB. 2embed. It combines advanced analytics, feature engineering, and machine learning models (Logistic Regres 1. Step-by-Step Data Cleaning Guide: Preparing the TMDB 5000 Movies Dataset for Analysis 1. 2 Fetch the company id company 'Marvel Studios' using TMDb. The questions to be answered are: What is the most highly rated movie genre in each year? Which movie genre is Introduction ¶ In this section of the report, I'll provide a brief introduction to the dataset I've selected for analysis. Jun 12, 2021 · 1. vote_count:number of voters of te movie. This data set contains information about 10,000 movies collected from The Movie Database (TMDb), including user A simple movies recommender system using movies dataset that are listed in the "MovieLens Latest Full Dataset" comprising of 26 million ratings on 45,000 movies from 27,000 users. themoviedb. vote_count. __init__(tmdb, data, "Tagged") def _load(self, data): super(). 1. Filters Filters allow for you to filter every item added to the collection/overlay/playlist from every Builder using the filters attribute. Put simply, we live and breathe community and that's precisely what makes us different. The data include details like casts, revenue, budget, popularity etc. The Wiki Documentation is linked below. 3 What branch are you on? master Describe the Bug Filter tmdb_vote_count is being rejected as a valid filter. When you compare user scores with other sites like NetFlix, Rotten Tomatoes, Metacritic or IMDB they don't report zero scores for any movies. Similar to how I approached the credits, going through the specific endpoint for genre was the The tmdb_5000_movies dataset includes information such as budget, genres, homepage, id, keywords, original language, original title, overview, popularity, production companies, production countries, release date, revenue, runtime, spoken languages, status, tagline, title, vote average, and vote count. The Get a list of TV shows ordered by rating. There are two datasets in the TMDb Dataset that provide information about 5000 movies collected from The Movie Database (TMDb) and movie credits data that includes user ratings and revenue. Dataset features include popularity, budget, revenue, title, cast, homepage, director, overview, runtime, genres, production_companies, release_date, vote_count, and release_year. Oct 16, 2023 · WHERE vote_average >= 7. 56 MB. desc vote_count. csv” and “tmdb_5000_credits. Correlation heat map and cluster map of TMDB numerical dataset. Jul 18, 2021 · The dataset comes from Udacity Data Analyst Nano Degree, originally from the kaggle. _load(data) self. If there is a realtionship, it might be able to use as a reference for the movie company to make the decision that where they want to invest their budget in. Q1: Is there a correlation between runtime and average vote? Q2: What is the most common genre? and in the top 100? Q3: Which genre costs the much? and which doesn't? Q4: Is there a correlation between cost and revenue in the top 100? Q5: What is the lowest budget movie in every year for the past 10 years? Q6: What is the highest profit movie on the list? Python script to update metadata information for items in plex as well as automatically build collections and playlists. Dataset Description this data set contains information about 10 thousand movies collected from The Movie Database (TMDb), including user ratings and revenue. Returns: Any: Parsed Value """ifdefault_is_noneisFalseandvalue_typein["int","float"]:default=0elifdefault_is_noneisFalseandis_list:default=[]else:default=Nonevalue=dataifattrs:ifnotisinstance(attrs,list):attrs=[attrs]forattrinattrs:ifisinstance(value,dict)andattrinvalue:value=value[attr]else:returndefaultifvalueisNone:returndefaultelifextend The two attributes Movie box office revenue and TMDB_vote_count (movie rating) has a very skewed distribution. gte float Jun 7, 2021 · Continue to help good content that is interesting, well-researched, and useful, rise to the top! To gain full voting privileges, Introduction The TMDb data provides details of 10,000 movies. Distribution The data is provided in a single CSV file named Movies. For the last tab, I use the second dataset, which includes the top rated 500 movies. Tmdb:: TV. TMDb Average Score: 6. - Kometa-Team/Kometa Jul 22, 2025 · Plus, with the new TMDB Vote Count filter, you can highlight top-rated titles backed by real viewer approval, not just what’s trending. class Poster(tmdb, data) [source] Bases: TMDbImage Represents a single Poster Image. It is often used in machine learning and data analysis to explore patterns and trends in the film industry. Specific references to season and episode About This Flutter movie app uses the TMDB API to show detailed information about movies, including an overview, release date, language, vote count, and average rating. And when measuring success in terms of votes, we will consider profit, release year and runtime. The scope includes: Data Simple Recommender: This system used overall TMDB Vote Count and Vote Averages to build Top Movies Charts, in general and for a specific genre. g 8. We'll be looking at the profits, votes, popularity, and other variables. vote_average:the average user rating of the movie release_year:release year of the movie (from 1960 to 2015) budget_adj:the total budget of the moviein USD in terms of 2010 dollars, accounting for inflation over time. Feb 10, 2022 · @UweTrottmann Hi Please add vote_average and vote_count to the TvShow. Overseerr gives you full control over movie and show requests. I don't know about you but that is not the definition of fan art. status: Released, To Be Released, Announced, etc. ipynb TMDB-Movies-Dataset-Investigation- / TMDB_Movies_Dataset_Analysis. TMDb's strong international focus and breadth of data is largely unmatched and something we're incredibly proud of. UNIT3D is a private torrent tracker built using Laravel, Livewire and AlpineJS. gte = NA, primary_release The tmdb-5000-movies dataset is a collection of movie information available on The Movie Database (TMDB). Fetch 50+ details like cast, posters, and ratings with our secure JSON endpoints. com on October 14, 2020 at 8:56 PM 名称 TMDB 5000 Movie Dataset(TMDB 5000电影数据集) 特征简介 'budget', 'genres','homepage','id' 'keywords','original_language' 'original_title','overview' 'popularity','production_companies' 'production_countries','release_date' 'revenue','runtime','spoken_languages' 'status','tagline','title' 'vote_average','vote_count' 'movie_id','title','cast Apr 6, 2021 · tmdb_vote_count. - AnthonyBloomer/tmdbv3api Dataset Description This data set contains information about 10,000 movies collected from The Movie Database (TMDb), including user ratings and revenue. Print the id. Utiliza Spring Boot con Java y Maven para el backend, React para el frontend y MySQL en phpMyAdmin par Oct 7, 2024 · Vote Average: Average rating of the movie based on user votes. Trakt Chart Finds the movies/shows in the Trakt Chart. Here's a quick overview of what that flow looks like. High-rated movies scraped using TMDB API, filtered by vote count ≥ 200 This project implements a complete data pipeline using the Elastic Stack to clean, enrich, and index movie data from the MovieLens dataset. Aug 7, 2018 · 评分人数(vote_count)过低的电影,其评分(vote_average)也不具有统计意义,这里筛选评分人数大于40的数据。 其他票房、预算等为0的数据也应该筛去。 Count the Votes is a 1919 American short comedy film. You have attempted of activities on Object API class TMDbAPIs(apikey: str, session_id: str | None = None, v4_access_token: str | None = None, language=None, session: Session | None = None) [source] Bases: object Main Object Class Parameters: apikey (str) – TMDb V3 API Key. What I actually uploaded was just a black-and-white version of an already existing poster. Contribute to Maxwellmario123578/ml-prediction-film development by creating an account on GitHub. vote_average (float) – Image Vote Average. top_rated TV - Images Get the images (posters and backdrops) for a TV series. adjust the value of tmdb_vote_count. 99% guaranteed uptime. language (str) – Default TMDb language Version Number 1. vote count/vote average. At the end of this section, I wil describe the questions that I plan on exploring over the course of the report. @show = Tmdb:: TV. A simple popularity formula was used to calculate ratings on which the Attributes: image_type (str): Image Type. 433, 93 "vote_count": 26280 94 } Updated about 2 months ago Request management and media discovery tool for the Plex ecosystem - feat (discover): support filtering by tmdb user vote count on discover page · sct/overseerr@033a633 Jul 22, 2024 · A modern and easy to use API wrapper for The Movie Database (TMDb) API v3 written in Python Extensive media metadata is stored in search databases that can be used later to create playlists and search for media. images (1396) Grab Backdrops @show['backdrops'] Grab Posters @show['posters'] TV - Cast Get the cast information about a TV series. The scope includes: Data May 7, 2024 · 上述结果表格中,budget、popularity、revenue、runtime、vote_average、vote_count列的最小值为0,对于budget、revenue、runtime中出现0是不符合常规的,认为这些是异常值,尤其revenue列25%处为0,说明revenue列中存在很多为0的值。 Trakt Chart Finds the movies/shows in the Trakt Chart. gte: 100 # this will filter the results to only those that have 100 or more votes on tmdb you can add the filters to the template or to each collection individually. - HDInnovations/UNIT3D poster_path : File path or URL for the movie’s poster image. Request management and media discovery tool for the Plex ecosystem - feat (discover): support filtering by tmdb user vote count on discover page · sct/overseerr@033a633 The TMDB 5000 movie dataset does contain columns with information about the ratings and votes for each movie on the TMDB website, such as the vote_count and vote_average columns. Mar 31, 2025 · Scraping Movie Data Using the TMDB API with Python In this post, I will explain a Python script that uses The Movie Database (TMDB) API to fetch and organize information about popular movies. Vote count: The total number of user votes the movie has received. Simple Recommender: This system used overall TMDB Vote Count and Vote Averages to build Top Movies Charts, in general and for a specific genre. vote_count: The number of votes by users, as counted by TMDB. Project: Investigate the Movies Dataset Table of Contents Introduction Data Wrangling Exploratory Data Analysis Conclusions Introduction Content Discovery & Display Relevant source files Purpose and Scope This document describes the content discovery and display system in Lampa, which handles fetching, processing, and presenting media metadata to users. - 1. java it is already provided by the TMDB api Thanks The dataset consists of movies released on or before July 2017. Jan 6, 2021 · This is the same behaviour for all items on TMDb. Find the vote count and vote average of the movie "3 Idiots" import requests headers = { "accept": "application/json", Vote average: The average user rating for the movie on TMDB. Introduction Dataset Description The movie database contains information about 10,000 movies collected from The Movie Database (TMDb), including user ratings and revenue. 0 - a Python package on PyPI It houses the code that access the TMDb API and the firebase code. release_date : Official release date of the movie. Aug 1, 2019 · The Movie Database (TMDB) is a popular, user editable database for movies and TV shows. desc include_adult: A filter and include or exclude adult movies. I had my account banned yesterday because of uploading 'fan art'. revenue_adj: the film's revenue, adjusted for inflation to 2015 dollars. Ideal for filmmakers seeking trends and correlations in movie popula Mar 19, 2025 · 4GQTV Review: 3/10 Synopsis: Kraven Kravinoff's complex relationship with his ruthless gangster father, Nikolai, starts him down a path of vengeance with brutal consequences, motivating him to become not only the greatest hunter in the world, but also one of its most feared. from tmdbv3api import TMDb tmdb = TMDb() tmdb. Vote Count: Number of votes received by the movie. title: The Official Title of the movie. vote_average: The average rating of the movie on TMDB. Data points include cast, crew, plot keywords, budget, revenue, posters, release dates, languages, production companies, countries, TMDB vote counts and vote averages. Using Filters Filters cannot do anything alone they require the use of at least one Builder to function. The TMDb API is a resource for developers to integrate movie, TV show and cast data along with posters or movie fan art. gte to be more or less restrictive tmdb_vote_count. class Backdrop(tmdb, data) [source] Bases: TMDbImage Represents a single Backdrop Image. There are basically three types of recommender systems:- Demographic Filtering - They offer generalized recommendations to every user, based on movie popularity and/or genre. It also offers search and filtering options and lets users save favorite movies to a watchlist. A lightweight Python library for The Movie Database (TMDb) API. May 7, 2024 · 上述结果表格中,budget、popularity、revenue、runtime、vote_average、vote_count列的最小值为0,对于budget、revenue、runtime中出现0是不符合常规的,认为这些是异常值,尤其revenue列25%处为0,说明revenue列中存在很多为0的值。 Dataset Description ¶ This data set contains information about 10,000 movies collected from The Movie Database (TMDb) from 1960 to 2015. This comprehensive dataset offers insights into various aspects of films, including their production details, financial performance, and popularity. Let us have a look at the Data that are available to us for data preprocessing and feature engineering. It looks like other then runtime and vote count all other features are correlated. Jun 4, 2004 · The Movie Database (TMDB) is a popular, user editable database for movies and TV shows. vote_average. Dec 11, 2023 · The TMDb API has an endpoint for credits, which is where the cast and crew data is too, so making the GET request for the credits and from there extracting the director and top-billed cast seemed like the most straightforward route to take. Jan 6, 2019 · After loading the two provided files “tmdb_5000_movies. title : The movie’s title (may be localized or translated). lte float vote_count. """ def __init__(self, tmdb, data): super(). This list refreshes every day. Whether you're building a movie recommendation engine, entertainment platform, or film review site, our API delivers the data TMDB_Movies_Dataset_Analysis. 1 AND vote_count >=378 GROUP BY streamer ORDER BY count desc; HBO Max was by far the clear winner here with 396 movies, followed by Netflix (223) and Hulu (112). org is a free and community edited database. The final two columns ending with “_adj” show the budget and revenue of the associated movie in terms of 2010 dollars, accounting for inflation over time. gte (Optional[float]) – Filter and only include movies that have a rating that is greater or equal to the specified value. 3 Find the vote count and vote average of the movie "3 Idiots" using the TMDb API Output format: Vote Count , Vote Average Nov 4, 2020 · Movie Recommendation System 5 minute read About In this kernel we’ll be building a baseline Movie Recommendation System using TMDB 5000 Movie Dataset. I downloaded the vote_count: the number of unique votes that have been submitted for the movie on TMDB vote_average: the mean score calculated from all votes release_year: the year the title was released budget_adj: the film's budget, adjusted for inflation to 2015 dollars. asc vote_count. session_id (Optional[str]) – TMDb V3 Session ID. 9. A TMDb user account is required to request an API key. By exploring these features, the goal of the project is to analyze patterns in movie releases, identify popular Sep 30, 2025 · By default, this list will only include TV shows that have 2 or more votes. You can have multiple filters in each set but an item must match at least one value from each filter to not be ignored. tagline: The tagline of the movie. media_type (str): Media Type for Image. - Lalit-Lingwal Get the trending movies, TV shows and people. Once you have your API key, set it to the TMDB_API_KEY variable. Previous observations and analysis done will mostly carry over but some parts will be adapted to the newer, cleaner, data set. top_10(‘popularity’, size=30) This analysis looks into the relations that genre, release year, and budget (adjusted for inflation) have with a movies' overall rating and profit based on the data from The Movie Database (TMDb), which includes information, classifications, and statistics about nearly 11,000 movies. This data can be analysed to find interesting pattern between movies. It consist of 21 columns such as imdb_id, revenue, budget, vote_count etc. Analyze 980 top-rated movies from TMDB using data science. ) tagline: The tagline of the movie. Please see Bleve documentation for further information on query syntax. But the clustermap illustrates there are 3 cluster- Runtime and Vote count Budget and Revenue Vote count and Popularity Introduction ¶ The Movie Database (TMDb) is a community built movie and TV database. Start building today! status: The status of the movie (Released, To Be Released, Announced, etc. Depending what you're looking for, one of the key purposes of the daily ID exports is to provide popularity updates. The table contains information on the latest 10,000 movies from TMDB, including details like title, language, release date, popularity, average vote, vote count, and overview. Next on the agenda was fetching the genres for each film. Let's load the data and look at some general properties and descriptive statistics about the data. It includes essential movie details such as title, overview, release date, popularity, vote average, and vote count. Get a list of movies ordered by rating. $ export TMDB_API_KEY='YOUR_API_KEY' Other configuration settings include defining your language and enabling debug mode, for example: Aug 16, 2023 · Just confirming, the vote average in tv and movie details is out of 10 right? hehe, e. Mar 1, 2016 · The Movie Database (TMDB) is a popular, user editable database for movies and TV shows. But what really grinds my gears is how they aren't banning people who actually upload fan art! If you go to any movie on TMDB and 92 "vote_average": 8. title: The official title of the movie. Jun 7, 2021 · 我已经安装了 MTDB,我已经使用 TMDB api 将其自动化,但我想尝试一些东西并进行实验。 使用 https://www. While measuring success in terms of budget, we will consider votes, release year and runtime. objs. Every piece of data has been added by our amazing community dating back to 2008. . The To use this library, you need to have an API key from TheMovieDb. Access real-time movie data from TMDB with our powerful, reliable API. Therefore, we transform this variable to make it normal distributed, as shown on the right. The pipeline processes movie information from CSV files, enriches it with data from The Movie Database (TMDB) API, and indexes it into Elasticsearch with proper field mappings for efficient querying. This system used overall TMDB Vote Count and Vote Averages to build Top Movies Charts, in general and for a specific genre. This dataset also has files containing 26 million ratings from 270,000 users for all 45,000 movies. lte: Aug 30, 2016 · The Movie Database (TMDB) is a popular, user editable database for movies and TV shows. Oct 14, 2020 · Popularity, Vote Average, Vote Count posted by afreedman@hedgeye. The TMDb movie dataset contains information about movies, including their budget, revenue, runtime, cast, director, genres, production companies, release dates, vote counts, and vote averages. The tmdb_5000_credits dataset provides details on movie_id, title, cast, and crew. Import the Dataset into Tableau Prep Open Tableau Prep and create a new flow. ", This project predicts movie hit probability and revenue before release using TMDB data (1990–2023). The TMDb API service is for those of you interested in using our movie, TV show or actor images and/or data in your application. TVShow`]): Media object associated with the Image. Preface This is an updated/overhauled case study on The Simpsons episodes as the data set has been more throughouly updated since last worked on. vote_count (int) – Image Vote Count. vote_count : Total number of votes submitted for the movie. 18. "overview": "Super-Hero partners Scott Lang and Hope van Dyne, along with with Hope's parents Janet van Dyne and Hank Pym, and Scott's daughter Cassie Lang, find themselves exploring the Quantum Realm, interacting with strange new creatures and embarking on an adventure that will push them beyond the limits of what they thought possible. Feb 13, 2017 · Hi, I'm seeing data for movies where the vote average is zero and the vote count is greater then zero, and I don't think this is useful data. This analysis aims to extract meaningful insights from the dataset and answer specific questions related to movie production and success factors. For example, with configuration collections: Movies to Remove: plex_all: true filters: tmdb_vote_count. One of the first things to learn about is obviously, what is EDA (Exploratory Data Analysis This project focuses on performing an in-depth data analysis of a movie dataset to uncover meaningful insights about global film trends. zdwdz zjzd uadhr opt msmg denon tgso dsfs jmwo hqfoyy gatyskh fcoy ruv pbrkbm owgo