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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'review_score', 'review_text', 'review_date', 'helpful_count'}) and 8 missing columns ({'description', 'content_rating', 'app_name', 'categories', 'score', 'ratings_count', 'section', 'downloads'}).
This happened while the csv dataset builder was generating data using
hf://datasets/dmytrobuhai/play_market_2025_1m_reviews_500_titles/apps_reviews.csv (at revision 8b1de18dfe29fe6d678646adb9f0beba1e1ff585), ['hf://datasets/dmytrobuhai/play_market_2025_1m_reviews_500_titles@8b1de18dfe29fe6d678646adb9f0beba1e1ff585/apps_info.csv', 'hf://datasets/dmytrobuhai/play_market_2025_1m_reviews_500_titles@8b1de18dfe29fe6d678646adb9f0beba1e1ff585/apps_reviews.csv', 'hf://datasets/dmytrobuhai/play_market_2025_1m_reviews_500_titles@8b1de18dfe29fe6d678646adb9f0beba1e1ff585/games_info.csv', 'hf://datasets/dmytrobuhai/play_market_2025_1m_reviews_500_titles@8b1de18dfe29fe6d678646adb9f0beba1e1ff585/games_reviews.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1837, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
app_id: int64
review_text: string
review_score: int64
review_date: string
helpful_count: int64
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 878
to
{'app_id': Value('int64'), 'app_name': Value('string'), 'description': Value('string'), 'score': Value('float64'), 'ratings_count': Value('int64'), 'downloads': Value('int64'), 'content_rating': Value('string'), 'section': Value('string'), 'categories': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1839, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'review_score', 'review_text', 'review_date', 'helpful_count'}) and 8 missing columns ({'description', 'content_rating', 'app_name', 'categories', 'score', 'ratings_count', 'section', 'downloads'}).
This happened while the csv dataset builder was generating data using
hf://datasets/dmytrobuhai/play_market_2025_1m_reviews_500_titles/apps_reviews.csv (at revision 8b1de18dfe29fe6d678646adb9f0beba1e1ff585), ['hf://datasets/dmytrobuhai/play_market_2025_1m_reviews_500_titles@8b1de18dfe29fe6d678646adb9f0beba1e1ff585/apps_info.csv', 'hf://datasets/dmytrobuhai/play_market_2025_1m_reviews_500_titles@8b1de18dfe29fe6d678646adb9f0beba1e1ff585/apps_reviews.csv', 'hf://datasets/dmytrobuhai/play_market_2025_1m_reviews_500_titles@8b1de18dfe29fe6d678646adb9f0beba1e1ff585/games_info.csv', 'hf://datasets/dmytrobuhai/play_market_2025_1m_reviews_500_titles@8b1de18dfe29fe6d678646adb9f0beba1e1ff585/games_reviews.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
app_id int64 | app_name string | description string | score float64 | ratings_count int64 | downloads int64 | content_rating string | section string | categories string |
|---|---|---|---|---|---|---|---|---|
1 | Western Union Send Money Now | Enjoy a $0 transfer fee* on your next online international money transfer with Western Union®. Send money fast & safely to Mexico or globally from the US, available 24/7.Western Union lets you send money to loved ones with ease, reliability, and convenience. Whether you’re supporting family or friends globally, paying ... | 4.6 | 317,000 | 10,000,000 | Everyone | Budgeting tools | Finance |
2 | Priceline: Hotel, Flight & Car | Save on your next trip with exclusive deals on hotels, flights & rental cars in the Priceline app. From cheap flights to amazing hotel room offers, you’re guaranteed to find deals you won’t want to miss.Vacation vibes or business trip? 5-star hotel or budget hostel? No matter what your travel plans are, you can save on... | 4.7 | 502,000 | 10,000,000 | Everyone | Business tools | Travel & Local |
3 | Slack | Slack brings team communication and collaboration into one place so you can get more work done, whether you belong to a large enterprise or a small business. Check off your to-do list and move your projects forward by bringing the right people, conversations, tools, and information you need together. Slack is available... | 3.4 | 134,000 | 10,000,000 | Everyone | Business tools | Business |
4 | MyWalmart | Introducing MyWalmart, the one app designed for and developed from the feedback of Walmart associates, as well as a venue for customers to learn about and apply for a career with Walmart.With the MyWalmart app, you can easily learn about Walmart history, cultural values, the benefits we offer and apply for a career wit... | 4.7 | 211,000 | 1,000,000 | Everyone | Business tools | Business |
5 | Fidelity Investments | Invest at a firm invested in you. Fidelity’s secure and easy-to-use award-winning app gives you access to a broad choice of investments, expert insights, and investing tools—helping you make smart decisions with your money.Secure: Fidelity is committed to your security with 2-factor authentication, voice biometrics, se... | 4.6 | 182,000 | 5,000,000 | Everyone | Business tools | Finance |
6 | AXS Tickets | Tap for tickets to see the artists and teams you love. With the AXS app, you can find great events near you, buy 100% official tickets, sell your seats if you can’t go, and more. It’s all a fan needs, all in one app.BUY THE PERFECT TICKETSFront row or on the aisle? Pick your exact seats on interactive maps, get more ti... | 4.8 | 35,500 | 5,000,000 | Everyone | Entertainment | Entertainment |
7 | IMDb: Movies & TV Shows | Discover the ultimate streaming companion for entertainment fans! Select your preferred streaming services to unlock personalized recommendations made just for you. Create and customize your own watchlist, rate/review and share movies and shows or watch trending trailers each week. Download the free app to navigate the... | 4.4 | 948,000 | 100,000,000 | Teen | Entertainment | Entertainment |
8 | Wingstop | We’re making it easier than ever to bring our iconic flavors straight to you. Build a custom order as bold as your crew with Wingstop’s lineup of wings, crispy tenders, mouthwatering chicken sandwiches, and always-satisfying sides and dips.Check out our top features:• Order ASAP or up to seven days in advance, for pick... | 4.8 | 136,000 | 1,000,000 | Everyone | Food and drink apps | Food & Drink |
9 | Panda Express | Good Fortune Awaits with Panda Rewards and the Panda Express® App. Order your Panda favorites on the fly for dine-in, take out, or delivery. And you can earn Panda Points when you satisfy your Panda cravings!Features:* Join Panda Rewards and earn Panda Points with qualifying purchases by ordering in the app or scanning... | 4.7 | 51,000 | 5,000,000 | Everyone | Food and drink apps | Food & Drink |
10 | Safeway Deals & Delivery | Shop, save and plan your meals with our all-in-one app. Get everything you need - from fresh produce and deli orders to pet food and prescriptions - in store or for pickup or delivery. Find and save with weekly deals, coupons and offers. And, easily earn and redeem rewards as you shop.With our app, you can:SHOP EASIERQ... | 4.7 | 327,000 | 5,000,000 | Everyone | Go shopping | Shopping |
11 | My Earthquake Alerts - Map | My Earthquake Alerts is a powerful earthquake monitoring app which delivers all of the information you need, with push notifications included, all free of charge. It also includes a beautifully simple design optimized for the latest versions of Android.FEATURES- Live earthquake map which can detect and track earthquake... | 4.6 | 184,000 | 5,000,000 | Everyone | Maps & GPS | Weather |
12 | Suno - AI Music | Make any song you can imagine with Suno, an AI music studio right in your pocket.We offer the following features:• Make songs from text description and prompts• Uplevel your song with personalized lyrics• Discover and follow new artists• Curate your own playlistsGet started with 10 free songs (50 free credits) per day,... | 4.8 | 290,000 | 5,000,000 | Teen | Music & audio | #9 top free music & audio, Music & Audio |
13 | Scanner Radio - Police Scanner | Listen to live audio from over 8,000 fire and police scanners, NOAA weather radio stations, ham radio repeaters, air traffic (ATC), and marine radios from around the world. Turn on notifications to receive alerts anytime a scanner has more than 2500 listeners (to find out about major events and breaking news).FEATURES•... | 4.7 | 452,000 | 10,000,000 | Everyone | News & magazines | #9 top free news & magazines, News & Magazines |
14 | Dairy Queen® Food & Treats | Life's Sweet with the DQ® App!Satisfy your cravings with easy ordering and get food fast at Dairy Queen®. Plus, earn food rewards and receive exclusive deals that are only available through the App.Explore the MenuDiscover new and limited-time menu items and indulge in the latest Blizzard® of the Month. From burgers to... | 4.5 | 66,100 | 5,000,000 | Everyone | Popular apps | Food & Drink |
15 | DoorDash - Dasher | Enjoy the freedom to be your own boss and earn money on your schedule. Plus, get 100% of your tips, always.* CASH AFTER EVERY DASH *Get paid right after every dash, automatically, with no deposit fees — ever.* EARN WITH NUMBER ONE *Make money delivering with the #1 Food & Drink Delivery app, available in 7,000+ cities ... | 4.4 | 459,000 | 10,000,000 | Everyone | Popular apps | #5 top free business, Business |
16 | Google One | The Google One app lets you automatically back up your phone and manage your Google cloud storage.• Automatically back up the important things on your phone, like photos, contacts and messages using your 15 GB of storage that comes with every Google account. If you break, lose or upgrade your phone, you can restore eve... | 4.2 | 729,000 | 1,000,000,000 | Everyone | Popular apps | #1 top grossing productivity, Productivity |
17 | Yahoo Mail | Meet the mail app designed to simplify your life. The secure, fast, simple Yahoo Mail makes email effortless so you can spend more time enjoying life and less time in your inbox.Download now to experience the most efficient features yet.ELIMINATE JUNKInstantly declutter your inbox with delete by sender and one-tap unsu... | 4.5 | 8,119,999 | 100,000,000 | Everyone | Popular apps | Communication |
18 | Google Wallet | Google Wallet gives you fast, secure access to your everyday essentials. Tap to pay everywhere Google Pay is accepted, board a flight, go to a movie, and more – all with just your phone. Keep everything protected in one place, no matter where you go.CONVENIENTGet what you need fast+ Three quick ways for accessing your ... | 4.5 | 1,860,000 | 1,000,000,000 | Everyone | Popular apps | #7 top free finance, Finance |
19 | United Airlines | Meet the United appFrom planning, to booking, to day of travel, we’ve got you covered.On our app you can:• look for flights across our global network and book them easily for yourself, or your friends and family• check in for your flight and get your boarding pass before you get to the airport• change seats, or flights... | 4.6 | 774,000 | 10,000,000 | Everyone | Popular apps | Travel & Local |
20 | Transit • Subway & Bus Times | Transit is your real-time urban travel companion. Open the app to instantly see accurate next departure times, track buses and trains near you on the map, and see upcoming transit schedules. Use the trip planner to quickly compare trips - including options like bus and bike, or metro and subway. Get alerted about servi... | 4.6 | 284,000 | 10,000,000 | Everyone | Popular apps | #5 top free maps & navigation, Maps & Navigation |
21 | NetShort - Popular Dramas & TV | Welcome to NetShort, a next-generation HD streaming platform where we offer exclusive vertical TV programming. Our goal is to change how you watch movies, allowing you to enjoy mini-series up to one minute long anytime, anywhere. Whether you're at home or on the go, NetShort lets you watch the most popular mini-series,... | 4.6 | 825,000 | 10,000,000 | Teen | Popular apps | Entertainment |
22 | Microsoft Word: Edit Documents | The document editor that you can take with you on the go – Microsoft Word.Write and create documents on your mobile device much like you do on your PC. Edit docs, share notes, convert to PDF documents, craft a powerful cover letter, and collaborate on projects using your mobile device.Documents are easy to create, read... | 4.8 | 13,000,000 | 1,000,000,000 | Everyone | Popular apps | #9 top grossing productivity, Productivity |
23 | Claude by Anthropic | Whether you're drafting a business proposal between meetings, translating menus while traveling, brainstorming gift ideas while shopping, or composing a speech while waiting for a flight, Claude is ready to assist you.INSTANT ANSWERSWith Claude you have a world of intelligence right in your pocket. Just start a chat, a... | 4.6 | 62,700 | 1,000,000 | Teen | Popular apps | Productivity |
24 | textPlus: Text Message + Call | Join more than 150 million others who have downloaded textPlus - the best free second phone number app for unlimited texting and calling.textPlus allows you to call, just talk, text and message your friends with a real phone number or second phone number - no phone service required!Send free, unlimited SMS messages and... | 4.1 | 544,000 | 50,000,000 | Everyone | Popular apps | Social |
25 | Bigo Live - Live Streaming App | What is BIGO LIVE? A popular global free live stream app and platform!Watch great live streams, enjoy live game streaming, live chat with people worldwide, or go live to become a social media influencer ... BIGO LIVE has over 400 million users around the world now. And we invite you to join our warm community!Why is BI... | 4.4 | 6,110,000 | 500,000,000 | Teen | Popular apps | #3 top grossing social, Social |
26 | Google Earth | Create and collaborate on immersive, data-driven maps from anywhere, with the new Google Earth. See the world from above with high-resolution satellite imagery, explore 3D terrain and buildings in hundreds of cities, and dive in to streets and neighborhoods with Street View's 360° perspectives. | 4 | 2,980,000 | 500,000,000 | Everyone | Popular apps | #4 top free travel & local, Travel & Local |
27 | Marriott Bonvoy: Book Hotels | Book direct and enjoy exclusive offers with Marriott Bonvoy® to take the stress out of travel and find the best hotel deals.Search hotels, resorts, and luxury destinations across 8,000+ hotels, 130+ countries, and over 30 brands. Join for free and earn rewards when you book with Marriott Bonvoy.Unlock extraordinary hot... | 4.8 | 432,000 | 10,000,000 | Everyone | Popular apps | Travel & Local |
28 | Facebook Lite | Keeping up with friends is faster and easier than ever with the Facebook Lite app! Use Facebook Lite as a friends app to connect and keep up with your social network. The Facebook Lite app is small, allowing you to save space on your phone and use Facebook in 2G conditions. Many of the classic features of Facebook are ... | 4.4 | 30,300,000 | 1,000,000,000 | Teen | Popular apps | #7 top free social, Social |
29 | Uber Eats: Food Delivery | Get food delivery to your doorstep from thousands of amazing local and national restaurants. Find the meal you crave and order food from restaurants easily with the Uber Eats app. Track your order in real-time.FIND YOUR FAVORITE FOOD & RESTAURANTSOrder food from nearby restaurants and search by cuisine, restaurant name... | 4.6 | 6,320,000 | 100,000,000 | Everyone | Popular apps | #3 top free food & drink, Food & Drink |
30 | VIZIO | WatchFree+ | VIZIO Device Control and WatchFree+ FREE Live TVStream 300+ free live channels anywhere—no VIZIO TV required! Plus, control your VIZIO devices and discover entertainment, all through the VIZIO Mobile app.WATCHFREE+ MOBILE: Free live channels, anytime, anywhere.• Stream 300+ Free Live Channels: Watch news, sports, movie... | 4.3 | 79,500 | 10,000,000 | Everyone | Popular apps | Entertainment |
31 | Google Lens | Google Lens lets you search what you see, get things done faster, and understand the world around you—using just your camera or a photo.SCAN & TRANSLATE TEXTTranslate words you see, save a business card to your contacts, add events to your calendar from a poster, and copy and paste complicated codes or long paragraphs ... | 4.7 | 2,550,000 | 1,000,000,000 | Everyone | Popular apps | Tools |
32 | Wendy’s | If you love Wendy’s — (who doesn’t, right?) — you need this app. Earn Rewards for FREE fresh food, get exclusive offers on our latest deals, and order delivery wherever you are. We could keep going, but they only give us so many characters. For more nuggets to ponder below ... it’s gotta be Wendy’s.Easy Sign UpCreating... | 4.7 | 487,000 | 10,000,000 | Everyone | Popular apps | #10 top free food & drink, Food & Drink |
33 | Intuit Credit Karma | CONNECT YOUR ACCOUNTS FOR FINANCIAL INSIGHTS- Track your monthly spending- Monitor transactions- Look out for ATM fees, late payments and moreGET TO KNOW YOUR CREDIT- Get alerts when credit scores change- Learn what affects your scores and how to build creditEXPLORE YOUR OFFERS- Compare offers and apply with more confi... | 4.6 | 3,000,000 | 50,000,000 | Everyone | Popular apps | #6 top free finance, Finance |
34 | Dollar General-Digital Coupons | Download the DG Android App and join myDG® to earn deals, rewards and bonuses! Explore all the benefits of myDG® for additional savings today. Shop in the app and find everything that you need at the lowest prices!. myDG® Wallet – See your exclusive offers, filter and search your clipped Coupons and Cash Back, access y... | 4.7 | 716,000 | 10,000,000 | Everyone | Popular apps | Shopping |
35 | Google Drive | Google Drive, part of Google Workspace, lets you securely store, intelligently organize and collaborate on files and folders from anywhere, on any device.With Drive, you can:• Safely store and access your files anywhere• Edit and store 100+ file types, including PDFs, Office files, videos and more• Quickly access recen... | 4.3 | 10,500,000 | 10,000,000,000 | Everyone | Popular apps | Productivity |
36 | Finch: Self-Care Pet | Meet your new self-care best friend! Finch is a self-care pet app that helps you feel prepared and positive, one day at a time. Take care of your pet by taking care of yourself! Choose from a wide variety of daily self-care exercises personalized for you.BEST DAILY SELF-CARE TRACKER ✨Is self-care a chore? Struggling wi... | 4.9 | 383,000 | 5,000,000 | Everyone | Popular apps | #3 top free health & fitness, Health & Fitness |
37 | Scoopz: Real Life, Real Video | Scoopz is a creator-first social video app for authentic, unscripted stories. From neighborhood happenings to lifestyle tips, family moments, adorable animal antics, and even newsworthy events, Scoopz is a platform built for creators to bring real stories to life through vibrant short-form videos. Whether you’re captur... | 4.7 | 51,700 | 5,000,000 | Mature 17+ | Popular apps | Entertainment |
38 | Google Messages | Google Messages is the official Google app for messaging. Google Messages is revolutionizing how a billion users connect and is powered by Rich Communication Services (RCS), the industry standard for texting that replaces SMS and MMS. With RCS, you can share high resolution photos and videos, enjoy dynamic group chats,... | 4.5 | 23,600,000 | 5,000,000,000 | Everyone | Popular apps | Communication |
39 | Amazon Photos: Photo & Video | Amazon Photos lets you store and share full-resolution photos, keeping favorite moments secure and in the spotlight. Prime members get free prints delivery (US only) and unlimited photo storage (available in US, UK, CA, DE, FR, IT, ES and JP) for a lifetime of memories. Not a Prime member? All Amazon Photos customers h... | 4.7 | 997,000 | 50,000,000 | Everyone | Popular apps | #9 top free photography, Photography |
40 | Walmart: Shopping & Savings | Save money. Live better.The Walmart app is the easiest way to shop for everything on your list, including fresh groceries, household essentials, the latest tech and a lot more. Plus, our convenient pickup, delivery and shipping options make it a breeze to get your order exactly when you want it, whether you’re shopping... | 4.7 | 5,670,000 | 100,000,000 | Everyone | Popular apps | #1 top free shopping, Shopping |
41 | Samsung Health | Start healthy habits for yourself with Samsung Health.Samsung Health has various features to help you manage your health. As the app allows you to automatically record many activities, creating a healthy lifestyle is easier and simpler than ever.Check various health records on the home screen. Easily add and edit the i... | 3.6 | 1,530,000 | 1,000,000,000 | Everyone | Popular apps | Health & Fitness |
42 | Popeyes® App | This chicken delivers. With the Popeyes® app, you’ll never have to wait in line for your favorite chicken again. Just select pick up or delivery, explore our menu, add something delicious to your cart and enjoy!Features:Mobile Coupons: Get exclusive access to the best mobile-only deals.Restaurant Locator: Find your clo... | 4.9 | 106,000 | 5,000,000 | Everyone | Popular apps | Food & Drink |
43 | Ticketmaster－Buy, Sell Tickets | Ticketmaster gives you access to millions of live event tickets and makes it easy to buy, sell, transfer, and get in - so you can get on with making memories that last.We are the Official Ticketing Partner of the NFL, NBA, NHL, and USTA. Add in our exclusive partnerships with thousands of venues, artists, bands, theate... | 2.4 | 164,000 | 10,000,000 | Everyone | Popular apps | Events |
44 | X | The X app is the trusted global digital town square for everyone.With X, you can:- Post content for the world to see and join public conversations- Stay up to date on breaking news and follow your interests- Stay better informed with extra context from Community Notes- Go live with Spaces for audio or stream live video... | 3.8 | 22,600,000 | 1,000,000,000 | Mature 17+ | Popular apps | #1 top grossing news & magazines, News & Magazines |
45 | Google Keep - Notes and lists | Quickly capture what’s on your mind and get a reminder later at the right place or time. Speak a voice memo on the go and have it automatically transcribed. Grab a photo of a poster, receipt or document and easily organize or find it later in search. Google Keep makes it easy to capture a thought or list for yourself, ... | 4.1 | 1,670,000 | 1,000,000,000 | Everyone | Popular apps | Productivity |
46 | Google Play Books & Audiobooks | Dive into a world of stories with Google Play Books! Explore millions of ebooks, audiobooks, comics, and manga — all in one app.Key Features:• Your library, anywhere: Enjoy books on your phone, tablet, computer, or even in your car with Android Auto. Plus, you can download books to read offline.• Earn Google Play Point... | 4.7 | 2,840,000 | 1,000,000,000 | Teen | Popular apps | Books & Reference |
47 | Robinhood - FinTech SuperApp | Robinhood helps you run your money your way. Identify trends for your investing strategies with technical indicators like moving average (MA), relative strength index (RSI), and more.TRADING-Commission-free trading on stocks, options, and ETFs.-Lowest costs on average on Bitcoin (BTC), Ethereum (ETH), Dogecoin (DOGE), ... | 4.2 | 515,000 | 10,000,000 | Everyone | Popular apps | Finance |
48 | Meta Horizon | With the Meta Horizon app, you can customize your avatar and jump into games, events and more. Connect with friends around the world. Explore from Horizon on your phone, or your Meta Quest.A few things you can do in Horizon…■ Discover Thousands of ExperiencesExplore and download games, apps and worlds. Jump into multip... | 3.7 | 67,300 | 10,000,000 | Teen | Popular apps | Entertainment |
49 | Getcontact | We take action to stop unauthorized calls and messages worldwide. Every year, we block at least three billion unwanted calls and fraudulent attempts. With your feedback, we provide better protection for millions of Getcontact users.Stay Safe from Unwanted Calls & MessagesCALLER ID & SPAM CALL BLOCKERInstantly identify ... | 4.2 | 3,790,000 | 100,000,000 | Everyone | Popular apps | #8 top free communication, Communication |
50 | Character AI: Chat, Talk, Text | AI Chat just got real.Imagine speaking to super intelligent and life-like chat bot Characters that hear you, understand you, and remember you.• Millions of user created Characters and voicesNow you can call or text any Character from our library of millions of user-created Characters, or easily create your own. Pair an... | 4.4 | 1,530,000 | 10,000,000 | Teen | Popular apps | Entertainment |
51 | Carrier Services | Carrier Services provides services to support RCS (Rich Communication Services) messaging in Google’s Messages app. It collects diagnostic and crash data to ensure these services operate smoothly.Please see the Google Play store entry for Google’s Messages app for more information on Carrier Services’ data collection a... | 4.3 | 1,770,000 | 5,000,000,000 | Everyone | Popular apps | Communication |
52 | NewsBreak: Local News & Alerts | Get daily news alerts & updates on current events sent straight to your phone, because a small news reader makes a big difference to communities! Keep up to date with news that impacts you & your community! Read trending headlines on live local news updates, international news, weather alerts, & more!Small news makes a... | 4.6 | 576,000 | 50,000,000 | Teen | Popular apps | #1 top free news & magazines, News & Magazines |
53 | Tor Browser | Tor Browser for Android is the only official mobile browser supported by the Tor Project, developers of the world’s strongest tool for privacy and freedom online.Tor Browser will ALWAYS be free, but donations make it possible. The TorProject is a 501(c)(3) nonprofit based in the US. Please consider makinga contribution... | 4.5 | 245,000 | 10,000,000 | Everyone | Popular apps | Communication |
54 | DuckDuckGo Browser, Search, AI | At DuckDuckGo, we believe the best way to protect your personal information from hackers, scammers, and privacy-invasive companies is to stop it from being collected at all. That's why millions of people choose DuckDuckGo over Chrome and other browsers to search and browse online. Our built-in search engine is like Goo... | 4.7 | 2,270,000 | 50,000,000 | Everyone | Popular apps | #3 top free tools, Tools |
55 | Workday | The Workday Mobile App gives you the tools, insights, and answers you need to maintain workplace productivity - all in one convenient place.TOP FEATURESThe Workday app is the ultimate mobile solution that gives you instant access to nearly all your Workday tasks, from checking in to work and requesting time off to conn... | 4.4 | 207,000 | 10,000,000 | Everyone | Popular apps | #10 top free business, Business |
56 | Google Calendar | Get the official Google Calendar app, part of Google Workspace, for your Android phone, tablet, or Wear OS device to save time and make the most of every day.• Different ways to view your calendar - Quickly switch between month, week, and day view.• Events from Gmail - Flight, hotel, concert, restaurant reservations, a... | 4.6 | 3,670,000 | 5,000,000,000 | Everyone | Popular apps | Productivity |
57 | Taco Bell Fast Food & Delivery | Download the official Taco Bell® app and your taste buds will officially thank you. Earn points on every qualifying order and reward yourself with free food. Gain access to exclusives only available on the app. Order tacos for delivery or pickup.Features Include:1. Order and pay ahead for delivery or pickup2. Customize... | 1.9 | 188,000 | 10,000,000 | Everyone | Popular apps | Food & Drink |
58 | Subway® | ● Customize Your Way or Order as it Comes: Like extra cheese? Us too. Customize your Footlong just like you do in the restaurant. Swap your condiments, pick your toppings, or toast your bread — the opportunities are endless. Or choose a Subway Series sandwich and leave the choices to us.● All New Rewards: Join the new ... | 4.4 | 453,000 | 10,000,000 | Everyone | Popular apps | Food & Drink |
59 | Xbox | Easily share game clips and screenshots from your console to favorite gaming & social networks. Friends and parties follow you with voice and text chat, even if they’re on console or PC. See notifications, achievements from you and your friends, messages, and more. Play games from your console straight to your phone ov... | 4.5 | 2,120,000 | 100,000,000 | Teen | Popular apps | Entertainment |
60 | DeepSeek - AI Assistant | Experience seamless interaction with DeepSeek's official AI assistant for free!Powered by the groundbreaking DeepSeek-V3 model with over 600B parameters, this state-of-the-art AI leads global standards and matches top-tier international models across multiple benchmarks. Enjoy faster speeds and comprehensive features d... | 4.3 | 142,000 | 10,000,000 | Teen | Popular apps | #6 top free productivity, Productivity |
61 | ReelShort - Stream Drama & TV | Tired of never finishing a movie or paying for unused subscriptions?Watch ReelShort — Every Second is DramaWelcome to ReelShort, a next-gen HD streaming platform offering exclusive vertical TV videos, series, and movies. Recognized by Times100 for our innovation in the entertainment industry, we're changing the way you... | 4.3 | 641,000 | 50,000,000 | Teen | Popular apps | #3 top free entertainment, Entertainment |
62 | Speak & Learn English: Learna | Ready to Speak English Confidently?Welcome to Learna AI English Tutor App, your all-in-one solution for mastering the English language! Learn English with grammar, speaking, reading, pronunciation, and vocabulary practices designed to enhance your proficiency in every aspect of the language.With Learna AI, you can thro... | 4.6 | 241,000 | 10,000,000 | Everyone | Popular apps | #6 top free education, Education |
63 | Text Me: Second Phone Number | Text Free - Free Text to any number in the USA Canada: free text / SMS plus MMS plus group chat!Free Calling App - Free Call to any number in the USA Canada: next generation real voice calls plus voicemailA Real Phone Number: Get now your own real USA Canada phone number to call, text now for freeTurn now your Google A... | 4.3 | 544,000 | 50,000,000 | Everyone | Popular apps | Social |
64 | Amazon Music: Songs & Podcasts | We're changing the way you discover and play the music you love. Listen free to music and podcasts with ads—no credit card required. Prime members can enjoy all the music + top podcasts ad-free. Want more benefits? Get 100 million songs on-demand, ad-free top podcasts, and audiobooks with Amazon Music Unlimited.Include... | 3.5 | 3,210,000 | 100,000,000 | Teen | Popular apps | #6 top free music & audio, Music & Audio |
65 | Google Chat | Google Chat is an intelligent and secure communication and collaboration tool, built for teams. From ad-hoc messaging to topic-based workstream collaboration, Chat makes it easy to get work done where the conversation is happening.• Group collaboration that allows Google Workspace content creation and sharing (Docs, Sh... | 4.4 | 288,000 | 50,000,000 | Everyone | Popular apps | Business |
66 | HP Smart | Print, scan, and share files by using HP Smart with your HP Printer. HP Smart makes it easy to get started and keeps you going with features like Print Anywhere or Mobile Fax!· Start with a hassle-free set up, then print, scan, copy, and share files directly from your mobile device to your friends, co-workers, or a lin... | 4.3 | 795,000 | 100,000,000 | Everyone | Popular apps | Productivity |
67 | TextNow: Call + Text Unlimited | Call and text for free with TextNow, the free phone service with over 100 million users, now including Free Data for Essential Apps.Staying connected shouldn’t stress you out. With the TextNow app, you can get nationwide talk, text and data coverage from the nation’s largest 4G LTE & 5G network, without having to worry... | 4.5 | 1,500,000 | 100,000,000 | Everyone | Popular apps | #3 top grossing communication, Communication |
68 | Weather | Hyperlocal weather forecasts are here to help you own the day! Trusted by 100 Million+ users across the world, the Weather app by Swish will keep you weather-ready, every day.Key Features✓10 Day weather forecast✓48 hours rain forecast✓Multi-layer radar maps✓10+ customizable widgets✓Air quality info✓Sun and Moon Tracker... | 4.7 | 125,000 | 10,000,000 | Everyone | Popular apps | Weather |
69 | Coinbase: Buy BTC, ETH, SOL | Coinbase is the world’s most trusted cryptocurrency exchange to securely buy, sell, trade, store, and stake crypto. We’re the only publicly traded crypto exchange in the U.S.Here’s a taste of what Coinbase offers:POWERFUL TOOLS FOR CRYPTO PROS- Buy and sell crypto using advanced trading tools and earn staking rewards¹-... | 4.5 | 895,000 | 10,000,000 | Everyone | Popular apps | Finance |
70 | Samsung Internet Browser | Samsung Internet provides the best web browsing experience for you with Video Assistant, Dark Mode, Customize menu, Extensions such as Translator, and by protecting your privacy with Secret mode, Smart Anti-Tracking and Smart Protection.Samsung Internet with tiles and complication feature is available on Galaxy Watch d... | 3.6 | 5,820,000 | 1,000,000,000 | Everyone | Popular apps | Communication |
71 | Google Tasks | Get more done with the Google Tasks mobile app. Manage, capture, and edit your tasks from anywhere, at anytime, with to-dos that sync across all your devices. Integrations with Gmail and Google Calendar help you get tasks done—faster.Quickly capture tasks anywhere• Create task lists with your most important to-dos• Vie... | 4.6 | 475,000 | 10,000,000 | Everyone | Popular apps | Productivity |
72 | Microsoft Authenticator | Use Microsoft Authenticator for easy, secure sign-ins for all your online accounts using multi-factor authentication, passwordless, or password autofill. You also have additional account management options for your Microsoft personal, work or school accounts.Getting started with multi-factor authenticationMulti factor ... | 4.7 | 2,049,999 | 100,000,000 | Everyone | Popular apps | #5 top free business, Business |
73 | Microsoft OneDrive | Microsoft OneDrive’s cloud storage secures photos, videos, and files to keep them protected, synced, and accessible on all your devices. The OneDrive app lets you view and securely share photos, videos, and files with friends and family. Plus, you can use the app to automatically back up your phone’s photos and videos.... | 4.6 | 6,200,000 | 1,000,000,000 | Everyone | Popular apps | #3 top grossing productivity, Productivity |
74 | Nextdoor: Neighborhood network | Nextdoor is used by nearly 1 in 3 households in the U.S. and is in more than 290,000 neighborhoods worldwide.Meet neighbors with shared interests, discover new places nearby, and get recommendations for local businesses. Buy, sell, and offer up used items on For Sale & Free, your local marketplace on Nextdoor. Join gro... | 4.4 | 369,000 | 10,000,000 | Teen | Popular apps | #10 top free lifestyle, Lifestyle |
75 | UpFoto - AI Photo Enhancer | Want to enhance blurry, pixelated, and damaged photos to amazing HD quality? Try AI Photo Enhancer, and refresh your precious memories with just one click!Based on cutting-edge AI technology, AI Photo Enhancer boasts its incredible effects that instantly turn your 10 years even 20 years old photos into HD selfies as if... | 4.6 | 1,120,000 | 50,000,000 | Everyone | Popular apps | #6 top free photography, Photography |
76 | ibis Paint X | ibis Paint X is a popular and versatile drawing app downloaded more than 400 million times in total as a series, which provides over 47000 brushes, over 21000 materials, over 2100 fonts, 84 filters, 46 screentones, 27 blending modes, recording drawing processes, stroke stabilization feature, various ruler features such... | 4.4 | 2,690,000 | 100,000,000 | Everyone | Popular apps | #5 top grossing art & design, Art & Design |
77 | Audiomack: Music Downloader | Stream and download the best new trending music (full tracks offline data-free) and listen to your local MP3s! Browse music from the best artists in top categories like Hip-Hop, Rap, R&B, EDM, Afropop, and Reggae on the Audiomack music app. Download songs and listen offline, without using your data, or listen to your p... | 4.8 | 6,200,000 | 100,000,000 | Teen | Popular apps | Music & Audio |
78 | Intune Company Portal | The Company Portal provides access to corporate apps and resources from almost any network. Your company must already subscribe to Microsoft Intune, and your IT admin must set up your account before you can use this app.Features:• Enroll to access corporate resources• Browse and install company apps• View and manage al... | 2.6 | 168,000 | 50,000,000 | Everyone | Popular apps | Business |
79 | Hilton Honors: Book Hotels | Book hotels through the Hilton Honors app for the best rates available. Earn Points when you stay at one of our 8000+ hotels around the world. Find hotels, manage your stays, redeem travel rewards, access your Digital Key, and so much more.CHOOSE YOUR HOTEL ROOM* Pick the room that's right for you in advance and check ... | 4.5 | 157,000 | 10,000,000 | Everyone | Popular apps | Travel & Local |
80 | Beats | DOWNLOAD THE BEATS APPGet connected quickly with simple one-touch pairing* and gain easy access to battery status and settings. You can even create unique Android widgets for your Beats, or locate them on a map if you happen to misplace them*. The Beats app also keeps your headphones and speakers up to date with the la... | 3.8 | 21,500 | 5,000,000 | Everyone | Popular apps | Tools |
81 | Firefox Fast & Private Browser | Choose the browser that prioritizes people over profits.When you choose Firefox, you protect your data while supporting the non-profit Mozilla Foundation, whose mission is to build a better internet that's safe and accessible for everyone.What Firefox offers:• Automatic tracker blocking — By default, Firefox blocks tra... | 4.6 | 5,880,000 | 100,000,000 | Everyone | Popular apps | Communication |
82 | Telegram X | An alternative Telegram client based on TDLib, with higher speed, slicker animations and experimental features. | 4.2 | 737,000 | 100,000,000 | Mature 17+ | Popular apps | Social |
83 | Google Home | Create a more organized and personalized smart home with Google Home. Set up, manage, and control your Google Nest, Wifi, and Chromecast devices, plus thousands of compatible smart home products like lights, cameras, thermostats, and more – all from the Google Home app.Personalize your home view.Pin your most-used devi... | 4.2 | 3,110,000 | 1,000,000,000 | Everyone | Popular apps | Lifestyle |
84 | Zelle® | Zelle® is a great way to send money to friends and family, even if they bank somewhere different than you do. More than 2,200 banks and credit unions across the U.S. now offer Zelle® through their mobile app or online banking. The Zelle® app will help you locate a bank or credit union that offers Zelle®. And for those ... | 4.1 | 161,000 | 10,000,000 | Everyone | Popular apps | Finance |
85 | Substack | Discover and discuss great writing on Substack.World-class writing: The best stories, ideas, and culture right at your fingertips.Great discussions: Join conversations with the most interesting readers.All your subscriptions in one place: Find what you want to read quickly and easily.Subscriber-only chats: Join private... | 4.8 | 110,000 | 1,000,000 | Teen | Popular apps | #4 top free news & magazines, News & Magazines |
86 | Kikoff - Build Credit Quickly | Kikoff is the smartest way to build credit fast.Starting under 600? You could jump 25 points your first month.*Pick a plan, starting at just $5 a month.†Make your first payment - and Kikoff starts reporting to Equifax, Experian, and TransUnion - which can result in a serious credit glow up.Kikoff works by giving you ac... | 4.8 | 85,800 | 1,000,000 | Everyone | Popular apps | Finance |
87 | KFC US - Ordering App | Where finger lickin' good deals meet finger lickin' good food. Order your favorites with our easy-to-use app.Earn KFC Rewards for Free FoodKFC customers can unlock free KFC by earning points on orders through their Rewards Account via the app.*Exclusive Deals & DiscountsFind exclusive deals only available here. Save on... | 3.4 | 23,800 | 5,000,000 | Everyone | Popular apps | Food & Drink |
88 | American Airlines | With the American Airlines app, you’re covered with the information you need exactly when you need it. Need a mobile boarding pass? Wondering where the closest Admirals Club® lounge is located? All of this info, and more, is available at your fingertips.-Dynamic home screen: Knows where you are in your travel journey a... | 4.6 | 98,100 | 10,000,000 | Everyone | Popular apps | #8 top free travel & local, Travel & Local |
End of preview.
📊 Play Market 2025 - 1M Reviews, 550+ Titles
This dataset provides cleaned and structured data from the Google Play Market, featuring over 1 million user reviews, detailed metadata for 335 games and 217 applications, and processed fields for advanced analysis.
🧾 Dataset Contents
apps_info.csv
Metadata for mobile applications, including:
app_id: Unique identifierapp_name: Name of the appdescription: Cleaned full descriptionscore: Average user rating (0–5)ratings_count: The number of people who rated the app(int)downloads: Download count (int)content_rating: Audience rating (e.g., Everyone, Teen)section: App section/categorycategories: Comma-separated genre tags
apps_reviews.csv
User review data for apps:
app_id: Links toapps_info.csvreview_text: Cleaned review textreview_score: Star rating (1–5)review_date: Standardized timestamphelpful_count: Upvote count for review
games_info.csv
Metadata for mobile games, including:
game_id: Unique identifiergame_name: Name of the gamedescription: Cleaned full descriptionscore: Average user rating (0–5)ratings_count: The number of people who rated the game (int)downloads: Download count (int)content_rating: Audience ratingsection: Game section/categorycategories: Comma-separated genre tags
games_reviews.csv
User review data for games:
game_id: Links togames_info.csvreview_text: Cleaned review textreview_score: Star rating (1–5)review_date: Standardized timestamphelpful_count: Upvote count for review
📦 Dataset Summary
- 🧠 Cleaned and ready-to-use for NLP, sentiment analysis, or recommendation systems
- 🧩 Multi-source: Games and Apps handled separately
- 📅 Temporal component: All reviews include review dates
🔢 Statistics
- 📦 Applications: 217
- 📦 Games: 335
- ✍️ Total Reviews: 1,000,000+
Data was collected from publicly accessible Google Play user reviews for educational and research purposes. All personal information was removed. Not intended for commercial use
- Downloads last month
- 91