metadata

language:
  - multilingual
license:
  - cc-by-nc-sa-4.0
multilinguality:
  - multilingual
size_categories:
  - 1M<n<10M
source_datasets:
  - original
task_categories:
  - other
  - object-detection
  - text-retrieval
  - token-classification
  - text-generation
task_ids: []
pretty_name: Mario Maker 2 users
tags:
  - text-mining

Mario Maker 2 users

Part of the Mario Maker 2 Dataset Collection

Dataset Description

The Mario Maker 2 users dataset consists of 6 million users from Nintendo's online service totaling around 1.2GB of data. The dataset was created using the self-hosted Mario Maker 2 api over the course of 1 month in February 2022.

How to use it

The Mario Maker 2 users dataset is a very large dataset so for most use cases it is recommended to make use of the streaming API of datasets. You can load and iterate through the dataset with the following code:

from datasets import load_dataset

ds = load_dataset("TheGreatRambler/mm2_user", streaming=True, split="train")
print(next(iter(ds)))

#OUTPUT:
{
 'pid': '14608829447232141607',
 'data_id': 1,
 'region': 0,
 'name': 'げんまい',
 'country': 'JP',
 'last_active': 1578384457,
 'mii_data': [some binary data],
 'mii_image': '000f165d6574777a7881949e9da1acc1cac7cacad3dad9e0eff2f9faf900430a151c25384258637084878e8b96a0b0',
 'pose': 0,
 'hat': 0,
 'shirt': 0,
 'pants': 0,
 'wearing_outfit': 0,
 'courses_played': 12,
 'courses_cleared': 10,
 'courses_attempted': 23,
 'courses_deaths': 13,
 'likes': 0,
 'maker_points': 0,
 'easy_highscore': 0,
 'normal_highscore': 0,
 'expert_highscore': 0,
 'super_expert_highscore': 0,
 'versus_rating': 0,
 'versus_rank': 1,
 'versus_won': 0,
 'versus_lost': 1,
 'versus_win_streak': 0,
 'versus_lose_streak': 1,
 'versus_plays': 1,
 'versus_disconnected': 0,
 'coop_clears': 1,
 'coop_plays': 1,
 'recent_performance': 1383,
 'versus_kills': 0,
 'versus_killed_by_others': 0,
 'multiplayer_unk13': 286,
 'multiplayer_unk14': 5999927,
 'first_clears': 0,
 'world_records': 0,
 'unique_super_world_clears': 0,
 'uploaded_levels': 0,
 'maximum_uploaded_levels': 100,
 'weekly_maker_points': 0,
 'last_uploaded_level': 1561555201,
 'is_nintendo_employee': 0,
 'comments_enabled': 1,
 'tags_enabled': 0,
 'super_world_id': '',
 'unk3': 0,
 'unk12': 0,
 'unk16': 0
}

Each row is a unique play in the level denoted by the data_id done by the player denoted by the pid, pid is a 64 bit integer stored within a string from database limitations. cleared and liked denote if the player successfully cleared the level during their play and/or liked the level during their play. Every level has only one unique play per player.

Each row is a unique user associated denoted by the pid. data_id is not used by Nintendo but, like levels, it counts up sequentially and can be used to determine account age. mii_data is a charinfo type Switch Mii. mii_image can be used with Nintendo's online studio API to generate images:

from datasets import load_dataset

ds = load_dataset("TheGreatRambler/mm2_user", streaming=True, split="train")

mii_image = next(iter(ds))["mii_image"]
print("Face: https://studio.mii.nintendo.com/miis/image.png?data=%s&type=face&width=512&instanceCount=1" % mii_image)
print("Body: https://studio.mii.nintendo.com/miis/image.png?data=%s&type=all_body&width=512&instanceCount=1" % mii_image)
print("Face (x16): https://studio.mii.nintendo.com/miis/image.png?data=%s&type=face&width=512&instanceCount=16" % mii_image)
print("Body (x16): https://studio.mii.nintendo.com/miis/image.png?data=%s&type=all_body&width=512&instanceCount=16" % mii_image)

pose, hat, shirt and pants has associated enums described below. last_active and last_uploaded_level are UTC timestamps. super_world_id, if not empty, provides the ID of a super world in TheGreatRambler/mm2_world.

You can also download the full dataset. Note that this will download ~1.2GB:

ds = load_dataset("TheGreatRambler/mm2_user", split="train")

Data Structure

Data Instances

{
 'pid': '14608829447232141607',
 'data_id': 1,
 'region': 0,
 'name': 'げんまい',
 'country': 'JP',
 'last_active': 1578384457,
 'mii_data': [some binary data],
 'mii_image': '000f165d6574777a7881949e9da1acc1cac7cacad3dad9e0eff2f9faf900430a151c25384258637084878e8b96a0b0',
 'pose': 0,
 'hat': 0,
 'shirt': 0,
 'pants': 0,
 'wearing_outfit': 0,
 'courses_played': 12,
 'courses_cleared': 10,
 'courses_attempted': 23,
 'courses_deaths': 13,
 'likes': 0,
 'maker_points': 0,
 'easy_highscore': 0,
 'normal_highscore': 0,
 'expert_highscore': 0,
 'super_expert_highscore': 0,
 'versus_rating': 0,
 'versus_rank': 1,
 'versus_won': 0,
 'versus_lost': 1,
 'versus_win_streak': 0,
 'versus_lose_streak': 1,
 'versus_plays': 1,
 'versus_disconnected': 0,
 'coop_clears': 1,
 'coop_plays': 1,
 'recent_performance': 1383,
 'versus_kills': 0,
 'versus_killed_by_others': 0,
 'multiplayer_unk13': 286,
 'multiplayer_unk14': 5999927,
 'first_clears': 0,
 'world_records': 0,
 'unique_super_world_clears': 0,
 'uploaded_levels': 0,
 'maximum_uploaded_levels': 100,
 'weekly_maker_points': 0,
 'last_uploaded_level': 1561555201,
 'is_nintendo_employee': 0,
 'comments_enabled': 1,
 'tags_enabled': 0,
 'super_world_id': '',
 'unk3': 0,
 'unk12': 0,
 'unk16': 0
}

Data Fields

Field	Type	Description
pid	string	The player ID of this user, an unsigned 64 bit integer as a string
data_id	int	The data ID of this user, while not used internally user codes are generated using this
region	int	User region, enum below
name	string	User name
country	string	User country as a 2 letter ALPHA-2 code
last_active	int	UTC timestamp of when this user was last active, not known what constitutes active
mii_data	bytes	The CHARINFO blob of this user's Mii
mii_image	string	A string that can be fed into Nintendo's studio API to generate an image
pose	int	Pose, enum below
hat	int	Hat, enum below
shirt	int	Shirt, enum below
pants	int	Pants, enum below
wearing_outfit	bool	Whether this user is wearing pants
courses_played	int	How many courses this user has played
courses_cleared	int	How many courses this user has cleared
courses_attempted	int	How many courses this user has attempted
courses_deaths	int	How many times this user has died
likes	int	How many likes this user has recieved
maker_points	int	Maker points
easy_highscore	int	Easy highscore
normal_highscore	int	Normal highscore
expert_highscore	int	Expert highscore
super_expert_highscore	int	Super expert high score
versus_rating	int	Versus rating
versus_rank	int	Versus rank, enum below
versus_won	int	How many courses this user has won in versus
versus_lost	int	How many courses this user has lost in versus
versus_win_streak	int	Versus win streak
versus_lose_streak	int	Versus lose streak
versus_plays	int	Versus plays
versus_disconnected	int	Times user has disconnected in versus
coop_clears	int	Coop clears
coop_plays	int	Coop plays
recent_performance	int	Unknown variable relating to versus performance
versus_kills	int	Kills in versus, unknown what activities constitute a kill
versus_killed_by_others	int	Deaths in versus from other users, little is known about what activities constitute a death
multiplayer_unk13	int	Unknown, relating to multiplayer
multiplayer_unk14	int	Unknown, relating to multiplayer
first_clears	int	First clears
world_records	int	World records
unique_super_world_clears	int	Super world clears
uploaded_levels	int	Number of uploaded levels
maximum_uploaded_levels	int	Maximum number of levels this user may upload
weekly_maker_points	int	Weekly maker points
last_uploaded_level	int	UTC timestamp of when this user last uploaded a level
is_nintendo_employee	bool	Whether this user is an official Nintendo account
comments_enabled	bool	Whether this user has comments enabled on their levels
tags_enabled	bool	Whether this user has tags enabled on their levels
super_world_id	string	The ID of this user's super world, blank if they do not have one
unk3	int	Unknown
unk12	int	Unknown
unk16	int	Unknown

Data Splits

The dataset only contains a train split.

Enums

The dataset contains some enum integer fields. This can be used to convert back to their string equivalents:

Regions = {
    0: "Asia",
    1: "Americas",
    2: "Europe",
    3: "Other"
}

MultiplayerVersusRanks = {
    1: "D",
    2: "C",
    3: "B",
    4: "A",
    5: "S",
    6: "S+"
}

UserPose = {
    0: "Normal",
    15: "Fidgety",
    17: "Annoyed",
    18: "Buoyant",
    19: "Thrilled",
    20: "Let's go!",
    21: "Hello!",
    29: "Show-Off",
    31: "Cutesy",
    39: "Hyped!"
}

UserHat = {
    0: "None",
    1: "Mario Cap",
    2: "Luigi Cap",
    4: "Mushroom Hairclip",
    5: "Bowser Headpiece",
    8: "Princess Peach Wig",
    11: "Builder Hard Hat",
    12: "Bowser Jr. Headpiece",
    13: "Pipe Hat",
    15: "Cat Mario Headgear",
    16: "Propeller Mario Helmet",
    17: "Cheep Cheep Hat",
    18: "Yoshi Hat",
    21: "Faceplant",
    22: "Toad Cap",
    23: "Shy Cap",
    24: "Magikoopa Hat",
    25: "Fancy Top Hat",
    26: "Doctor Headgear",
    27: "Rocky Wrench Manhold Lid",
    28: "Super Star Barrette",
    29: "Rosalina Wig",
    30: "Fried-Chicken Headgear",
    31: "Royal Crown",
    32: "Edamame Barrette",
    33: "Superball Mario Hat",
    34: "Robot Cap",
    35: "Frog Cap",
    36: "Cheetah Headgear",
    37: "Ninji Cap",
    38: "Super Acorn Hat",
    39: "Pokey Hat",
    40: "Snow Pokey Hat"
}

UserShirt = {
    0: "Nintendo Shirt",
    1: "Mario Outfit",
    2: "Luigi Outfit",
    3: "Super Mushroom Shirt",
    5: "Blockstripe Shirt",
    8: "Bowser Suit",
    12: "Builder Mario Outfit",
    13: "Princess Peach Dress",
    16: "Nintendo Uniform",
    17: "Fireworks Shirt",
    19: "Refreshing Shirt",
    21: "Reset Dress",
    22: "Thwomp Suit",
    23: "Slobbery Shirt",
    26: "Cat Suit",
    27: "Propeller Mario Clothes",
    28: "Banzai Bill Shirt",
    29: "Staredown Shirt",
    31: "Yoshi Suit",
    33: "Midnight Dress",
    34: "Magikoopa Robes",
    35: "Doctor Coat",
    37: "Chomp-Dog Shirt",
    38: "Fish Bone Shirt",
    40: "Toad Outfit",
    41: "Googoo Onesie",
    42: "Matrimony Dress",
    43: "Fancy Tuxedo",
    44: "Koopa Troopa Suit",
    45: "Laughing Shirt",
    46: "Running Shirt",
    47: "Rosalina Dress",
    49: "Angry Sun Shirt",
    50: "Fried-Chicken Hoodie",
    51: "? Block Hoodie",
    52: "Edamame Camisole",
    53: "I-Like-You Camisole",
    54: "White Tanktop",
    55: "Hot Hot Shirt",
    56: "Royal Attire",
    57: "Superball Mario Suit",
    59: "Partrick Shirt",
    60: "Robot Suit",
    61: "Superb Suit",
    62: "Yamamura Shirt",
    63: "Princess Peach Tennis Outfit",
    64: "1-Up Hoodie",
    65: "Cheetah Tanktop",
    66: "Cheetah Suit",
    67: "Ninji Shirt",
    68: "Ninji Garb",
    69: "Dash Block Hoodie",
    70: "Fire Mario Shirt",
    71: "Raccoon Mario Shirt",
    72: "Cape Mario Shirt",
    73: "Flying Squirrel Mario Shirt",
    74: "Cat Mario Shirt",
    75: "World Wear",
    76: "Koopaling Hawaiian Shirt",
    77: "Frog Mario Raincoat",
    78: "Phanto Hoodie"
}

UserPants = {
    0: "Black Short-Shorts",
    1: "Denim Jeans",
    5: "Denim Skirt",
    8: "Pipe Skirt",
    9: "Skull Skirt",
    10: "Burner Skirt",
    11: "Cloudwalker",
    12: "Platform Skirt",
    13: "Parent-and-Child Skirt",
    17: "Mario Swim Trunks",
    22: "Wind-Up Shoe",
    23: "Hoverclown",
    24: "Big-Spender Shorts",
    25: "Shorts of Doom!",
    26: "Doorduroys",
    27: "Antsy Corduroys",
    28: "Bouncy Skirt",
    29: "Stingby Skirt",
    31: "Super Star Flares",
    32: "Cheetah Runners",
    33: "Ninji Slacks"
}

# Checked against user's shirt
UserIsOutfit = {
    0: False,
    1: True,
    2: True,
    3: False,
    5: False,
    8: True,
    12: True,
    13: True,
    16: False,
    17: False,
    19: False,
    21: True,
    22: True,
    23: False,
    26: True,
    27: True,
    28: False,
    29: False,
    31: True,
    33: True,
    34: True,
    35: True,
    37: False,
    38: False,
    40: True,
    41: True,
    42: True,
    43: True,
    44: True,
    45: False,
    46: False,
    47: True,
    49: False,
    50: False,
    51: False,
    52: False,
    53: False,
    54: False,
    55: False,
    56: True,
    57: True,
    59: False,
    60: True,
    61: True,
    62: False,
    63: True,
    64: False,
    65: False,
    66: True,
    67: False,
    68: True,
    69: False,
    70: False,
    71: False,
    72: False,
    73: False,
    74: False,
    75: True,
    76: False,
    77: True,
    78: False
}

Dataset Creation

The dataset was created over a little more than a month in Febuary 2022 using the self hosted Mario Maker 2 api. As requests made to Nintendo's servers require authentication the process had to be done with upmost care and limiting download speed as to not overload the API and risk a ban. There are no intentions to create an updated release of this dataset.

Considerations for Using the Data

The dataset consists of many different Mario Maker 2 players globally and as such their names could contain harmful language. Harmful depictions could also be present in their Miis, should you choose to render it.