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Datasets:
TheGreatRambler
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mm2_user

Tasks:
Other
Object Detection
Text Retrieval
Modalities:
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Formats:
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Languages:
multilingual
Size:
1M - 10M
Tags:
text-mining
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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.