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Split (1)

train

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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 7 new columns ({'uid', 'review', 'rating', 'formated_date', 'date', 'votes', 'unix_timestamp'}) and 7 missing columns ({'price', 'num_reviews', 'app_name', 'content_rating', 'avg_rating', 'developer_name', 'description'}).

This happened while the csv dataset builder was generating data using

hf://datasets/recmeapp/mobilerec/interactions/mobilerec_final.csv (at revision d81e7aea789facdbbe1fd5f9c956b24bb42f8d76)

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 "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              app_package: string
              review: string
              rating: int64
              votes: int64
              date: string
              uid: string
              formated_date: string
              unix_timestamp: double
              app_category: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1306
              to
              {'app_package': Value(dtype='string', id=None), 'app_name': Value(dtype='string', id=None), 'developer_name': Value(dtype='string', id=None), 'app_category': Value(dtype='string', id=None), 'description': Value(dtype='string', id=None), 'content_rating': Value(dtype='string', id=None), 'num_reviews': Value(dtype='string', id=None), 'price': Value(dtype='string', id=None), 'avg_rating': Value(dtype='float64', id=None)}
              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 1321, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 935, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              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 7 new columns ({'uid', 'review', 'rating', 'formated_date', 'date', 'votes', 'unix_timestamp'}) and 7 missing columns ({'price', 'num_reviews', 'app_name', 'content_rating', 'avg_rating', 'developer_name', 'description'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/recmeapp/mobilerec/interactions/mobilerec_final.csv (at revision d81e7aea789facdbbe1fd5f9c956b24bb42f8d76)
              
              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_package string	app_name string	developer_name string	app_category string	description string	content_rating string	num_reviews string	price string	avg_rating float64
com.natewren.lines	Lines Pro - Icon Pack	Nate Wren Design	Personalization	Lines icons (pro version) are outlined shapes of the most popular apps. Included with the hand-crafted line icons are matching wallpapers, and widgets for clocks, battery and weather. Widgets offer color, size, and font customization and over 200 hand-picked wallpapers of skies, clouds, landscapes and abstract designs ...	Everyone	2,997	$1.99 Buy	4.7
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com.disney.castleofillusion_goo	Castle of Illusion	Disney	Adventure	Mickey Mouse returns to star in Castle of Illusion, a fantastical reimagining of the Sega Genesis classic. When the evil witch Mizrabel kidnaps Minnie, it’s up to Mickey to brave the dangers of the Castle of Illusions to rescue Minnie. Gather your courage and traverse enchanted forests, take on hordes of rebellious toy...	Everyone	39,984	$4.99 Buy	3.8
com.commissionsinc.homeseeker	Etta Homes	CINC	Lifestyle	Discover, Discuss & Organize Features Include: • Establish a digital relationship with your agent. Communicate via the all new Etta messenger. • Receive Personalized Property Recommendations: As your agent finds properties that are a fit you will receive an email and push notification to view the recommendations dire...	Everyone	1,090	Install	4.7
mobile.eaudiologia.pro	Hearing Test Pro	e-audiologia.pl	Medical	The app provides two basic hearing test: pure-tone audiometry and the speech intelligibility test (the digits-in-noise). Pure-tone audiometry determines the degree of hearing loss in relation to the sound frequency. The test consists in determining the quietest sound that you are able to hear, thus determining your he...	Everyone	224	$4.62 Buy	4.6
com.outfit7.mytalkingtomfriends	My Talking Tom Friends	Outfit7 Limited	Casual	Every day is a blast in the My Talking Tom Friends house with Tom, Angela, Hank, Ginger, Ben and Becca. Players take care of all six at once. - Closet full of fun fashions - Wacky food reactions - Creative and sporty activities for everyone - Toys, stickers and coins to collect - Daily trips to town - New mini games a...	Everyone	2,654,731	Install	4.2
me.tomhicks.asketchaday	Sketch a Day: Daily challenges & tutorials	Tom Hicks	Art & Design	Get daily inspiration and get your creativity flowing with Sketch a Day! Join 250,000 artists in the best sketching community around! The idea is simple: every day, we set a new subject for everyone to draw. You do your sketch or drawing, take a photo, and upload it for that day for everyone to see. You can sketch, d...	Teen	6,937	Install	4.7
com.sec.android.app.sbrowser.beta	Samsung Internet Browser Beta	Samsung Electronics Co., Ltd.	Communication	You can install Samsung Internet Beta along with the Samsung Internet stable version. 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 Protect...	Everyone	77,529	Install	4.4
providence.nassau.mobile.providencehealth	Providence	PROVIDENCE HEALTH & SERVICES	Medical	Providence’s mobile app is your personalized connection to the great care and services Providence caregivers are known for. ULTIMATE CONVENIENCE - Check your symptoms - Get care easily with your smartphone – including telehealth and virtual visits – from wherever you choose FAST ACCESS TO CARE - Locate nearby Urg...	Everyone	582	Install	4
com.baviux.pillreminderwidget	Lady Pill Widgets	Baviux	Medical	"Lady Pill Widgets" is a pack of 2 widgets that displays on your home screen all the information you need about your birth control pill. "Lady Pill Widgets" contains the following widgets: - "Lady Pill Cycle": * Displays the current day of the 28 day cycle. * Indicates if you have to take the pill in the current day....	Everyone	1,331	$2.99 Buy	4.9
air.com.flipline.papasdonuteriatogo	Papa's Donuteria To Go!	Flipline Studios	Strategy	Fry and serve delicious donuts in Papa's Donuteria To Go! -- ABOUT THE GAME -- You just got a new job at Papa's Donuteria in the whimsical town of Powder Point! The pay and benefits are nice, but you took the job for that coveted Line-Jump Pass for the amusement park right outside the shop. It's not all fun and games...	Everyone	1,423	$1.99 Buy	4.8
com.cellit.flexilist.leye	LettuceEats	Lettuce Entertain You Enterprises	Food & Drink	Forget the hassle of carrying another card! The LettuceEats app gives Frequent Diner Club members access to all of your account features straight from your mobile phone! You can seamlessly find restaurants near you, make a reservation, view your account balance and transaction history, get points, and redeem reward dol...	Everyone	528	Install	3.6
com.hg.bfbb	SpongeBob SquarePants BfBB	HandyGames	Action	Are you ready, kids? Play as SpongeBob, Patrick and Sandy and show the evil Plankton that crime pays even less than Mr. Krabs. Want to save Bikini Bottom from lots of rampant robots with your mighty bubbles? Of course you do! Want to underpants bungee jump? Why wouldn't you! The battle is on! Features: ● Play as Spong...	Everyone	2,578	$9.99 Buy	4.3
com.is.core.app	Comera - Video Calls & Chat	Comera Technology LLC	Communication	Comera is a free-messaging app that allows you to talk to your friends and family via one-to-one chats, voice calls, and video calls through connectivity over mobile data or Wi-Fi. It also enables you to connect through group chats and lets you share photos, videos, documents, locations, and a whole lot more. Why Come...	Everyone	10,650	Install	4.3
com.qdance.radio	Q-dance	Q-dance	Music & Audio	The Q-dance app: your digital portal into the world of the harder styles. Experience everything our scene has to offer to the fullest. - Experience live-streams, shows, series and movies - Relive over 500+ live-sets from the full Q-dance history - Connect & interact with your friends around the globe - Keep track of y...	Everyone	1,224	Install	4.5
com.ustwo.watchfaces.hero	Looks Watch Faces for Wear OS by Google	ustwo Studios	Personalization	Stylish and functional, “Looks” is a collection of timeless favorites augmented with the power of real-time information. The "Looks" collection supports complications to give you access to the information and apps you care about, while allowing for deep customization to make the most of your day and match your style. ...	Everyone	1,912	Install	4.3
com.copilot.app.release	CoPilot-Buy Smarter: Cars, SUVs, & Trucks	CoPilot	Auto & Vehicles	Frustrated with the grind of car shopping? CoPilot removes the hassle from car shopping and buying so you save time and find the best new, nearly-new or used car for your money. Your CoPilot searches every dealer in your area for the best cars matching what you are looking for, creating easy to review curated and ranke...	Everyone	1,315	Install	3.8
atlantis.invaders.subnautica.space.shooter	Atlantis: Alien Space Shooter	Spirit Bomb - Arcade Shooting Games	Action	You are Earth's last hope! Entrusted with the most advanced submarines, your mission is to defend humanity against swarms of alien monsters emerged from the oceans. Shower the enemies with rains of bullets while dodging their vicious attacks with your masterful maneuvers. Recover treasured technology from the lost civi...	Everyone	6,370	Install	4.9
uk.co.serenity.guided.meditation	Serenity: Guided Meditation & Mindfulness	Olson Meditation and Mindfulness Apps	Health & Fitness	Serenity: Guided Meditations allows you to learn a variety of meditation and mindfulness techniques that aims to bring a sense of peace, calm and happiness to your life. Learn the basics with the free, easy to follow 7 day audio course. Gain the skills required to make mindful meditation a part of the rest of your lif...	Everyone	36,273	Install	4.9
com.code3apps.EMTTutor	EMT Tutor NREMT-B Study Guide	Code3Apps	Medical	EMT Basic review material on the go. Over 1000 Quiz Questions and 1000 Flashcards! The EMT tutor is a comprehensive training tool for the EMT Basic. Whether you are a seasoned veteran or starting class this app will position you for success in the real world. If you are a student going through class you will benefit ...	Everyone	657	$3.99 Buy	4.5
com.google.android.apps.podcasts	Google Podcasts	Google LLC	Music & Audio	With Google Podcasts, you can play the latest episodes from your favorite shows, explore podcast recommendations just for you, and manage your listening activity. Discover podcasts you'll love • Subscribe and listen to all your favorite podcasts for free. • Explore show and episode recommendations just for you. • Brow...	Teen	552,112	Install	4.5
com.sonder.mahalo	Sonder	Sonder, Inc USA	Travel & Local	Sonder is a clean, modern, contact-free way to stay in neighborhoods around the world. Each Sonder is purposefully selected and designed to reflect the neighborhood and city it’s in. Whether your stay is two days or two months, in a studio or a four-bedroom, Sonder ensures a unique, yet consistent experience. With 24...	Everyone	314	Install	4.1
com.summithealth.mobile	My Summit Health	Summit Health Management, LLC.	Medical	Taking charge of your health care just got easier. My Summit Health connects you to Summit Health and CityMD locations, providers, and the info you need to manage your health quickly, efficiently, and securely. With My Summit Health you can: • Find walk-in urgent care with location-based search results so that you can...	Everyone	184	Install	3.3
com.pintraveler.pintraveler	Pin Traveler: World Travel Map & Trip Tracker App	Pin Traveler LLC	Travel & Local	Can’t remember the name of that place you visited last summer? Want to create a wishlist for your future travels? Wish you could see all the places and countries you have been to on a map? Pin Traveler is here to help you keep track of your trips all around the world and share them with whoever you want! Keep track of...	Everyone	315	Install	4.2
com.kofflancanta.icescream	Update Ice Scream 5 for MCPE	KofflanCanta	Libraries & Demo	Update Ice Scream 5 for MCPE Do you like thrilling, horror, and jump scare games? and do you like minecraft? This mod ice scream 5 is perfect for you to play! Don't forget to download minecraft 1.16.40 apk or other versions first to play this mod. DISCLAIMER This is an unofficial application for Minecraft Pocket Edi...	Everyone	726	Install	4.3
me.id.auth	ID.me Authenticator	ID.me	Productivity	ID.me Authenticator is a simple and free Two Factor Authentication (2FA) solution for your ID.me account. It keeps your online accounts secure on websites that support 2FA. This app generates 6-digit Time-Based One-Time Passwords (TOTP) and PUSH notification based one-touch authentication. ID.me Authenticator as a TOT...	Everyone	59,980	Install	3.5
com.connection.wireless.wirelessconnectortv	Mirror Link Screen Connector	Boss Inc	Libraries & Demo	Mirror Link Screen Connector is a mirror link car to phone connector software which will allow you to drive easily & full mirror link Mobile with your car screen Using Mirror Link Screen Connector you can connect your phone to your car screen without using any cable this app help you to mirror your phone with home tv ...	Everyone	8,489	Install	3.9
com.nike.snkrs	Nike SNKRS: Find & Buy The Latest Sneaker Releases	Nike, Inc.	Shopping	YOUR ULTIMATE SNEAKER SOURCE Explore, buy and unlock the best of Nike and Jordan Brand sneakers. SNKRS provides inside access to the latest launches, hottest events and exclusive releases that Nike and Jordan Brand have to offer. GET THE STORY Learn about the inspiration and heritage behind your favorite pairs, untold...	Everyone	92,321	Install	4.3
com.wearlynx.slandroidsnowbird	Snowbird	Snowbird Ski & Summer Resort	Sports	The official app of Snowbird. Connect with your friends on lifts and trails, track your performance stats, view real-time weather, resort information and more. REAL-TIME CHAIRLIFT STATUS Find out information on chairlift wait times, openings and closings. REAL-TIME TRAIL STATUS Discover up-to-date details on trail gr...	Everyone	34	Install	3.6
com.passportparking.mobile.parkby	ParkByApp	ParkByApp	Travel & Local	No more digging for coins. This is how parking should be. Pay, extend, and manage your parking session with just a few taps. It’s easy! PAY ON THE GO Pay quickly and securely with your smartphone. - Time's precious, stop wasting it feeding a meter. - Forget refilling the meter in the rain or braving the cold. NO PRI...	Everyone	110	Install	3.1

End of preview.

Dataset Card for Dataset Name

Dataset Summary

MobileRec is a large-scale app recommendation dataset. There are 19.3 million user\item interactions. This is a 5-core dataset. User\item interactions are sorted in ascending chronological order. There are 0.7 million users who have had at least five distinct interactions. There are 10173 apps in total.

Supported Tasks and Leaderboards

Sequential Recommendation

Languages

English

How to use the dataset?

from datasets import load_dataset
import pandas as pd

# load the dataset and meta_data 
mbr_data = load_dataset('recmeapp/mobilerec', data_dir='interactions')
mbr_meta = load_dataset('recmeapp/mobilerec', data_dir='app_meta')

# Save dataset to .csv file for creating pandas dataframe
mbr_data['train'].to_csv('./mbr_data.csv') 

# Convert to pandas dataframe
mobilerec_df = pd.read_csv('./mbr_data.csv')

# How many interactions are there in the MobileRec dataset?
print(f'There are {len(mobilerec_df)} interactions in mobilerec dataset.')

# How many unique app_packages (apps or items) are there?
print(f'There are {len(mobilerec_df["app_package"].unique())} unique apps in mobilerec dataset.')

# How many unique users are there in the mobilerec dataset?
print(f'There are {len(mobilerec_df["uid"].unique())} unique users in mobilerec dataset.')

# How many categoris are there?
print(f'There are {len(mobilerec_df["app_category"].unique())} unique categories in mobilerec dataset.')

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