Datasets:
data_id
int32 12.2M
20.2M
| pid
stringlengths 12
20
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int32 18.2k
200k
| replay
unknown |
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Mario Maker 2 ninjis
Part of the Mario Maker 2 Dataset Collection
Dataset Description
The Mario Maker 2 ninjis dataset consists of 3 million ninji replays from Nintendo's online service totaling around 12.5GB 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 ninjis 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_ninji", streaming=True, split="train")
print(next(iter(ds)))
#OUTPUT:
{
'data_id': 12171034,
'pid': '4748613890518923485',
'time': 83388,
'replay': [some binary data]
}
Each row is a ninji run in the level denoted by the data_id
done by the player denoted by the pid
, The length of this ninji run is time
in milliseconds.
replay
is a gzip compressed binary file format describing the animation frames and coordinates of the player throughout the run. Parsing the replay is as follows:
from datasets import load_dataset
import zlib
import struct
ds = load_dataset("TheGreatRambler/mm2_ninji", streaming=True, split="train")
row = next(iter(ds))
replay = zlib.decompress(row["replay"])
frames = struct.unpack(">I", replay[0x10:0x14])[0]
character = replay[0x14]
character_mapping = {
0: "Mario",
1: "Luigi",
2: "Toad",
3: "Toadette"
}
# player_state is between 0 and 14 and varies between gamestyles
# as outlined below. Determining the gamestyle of a particular run
# and rendering the level being played requires TheGreatRambler/mm2_ninji_level
player_state_base = {
0: "Run/Walk",
1: "Jump",
2: "Swim",
3: "Climbing",
5: "Sliding",
7: "Dry bones shell",
8: "Clown car",
9: "Cloud",
10: "Boot",
11: "Walking cat"
}
player_state_nsmbu = {
4: "Sliding",
6: "Turnaround",
10: "Yoshi",
12: "Acorn suit",
13: "Propeller active",
14: "Propeller neutral"
}
player_state_sm3dw = {
4: "Sliding",
6: "Turnaround",
7: "Clear pipe",
8: "Cat down attack",
13: "Propeller active",
14: "Propeller neutral"
}
player_state_smb1 = {
4: "Link down slash",
5: "Crouching"
}
player_state_smw = {
10: "Yoshi",
12: "Cape"
}
print("Frames: %d\nCharacter: %s" % (frames, character_mapping[character]))
current_offset = 0x3C
# Ninji updates are reported every 4 frames
for i in range((frames + 2) // 4):
flags = replay[current_offset] >> 4
player_state = replay[current_offset] & 0x0F
current_offset += 1
x = struct.unpack("<H", replay[current_offset:current_offset + 2])[0]
current_offset += 2
y = struct.unpack("<H", replay[current_offset:current_offset + 2])[0]
current_offset += 2
if flags & 0b00000110:
unk1 = replay[current_offset]
current_offset += 1
in_subworld = flags & 0b00001000
print("Frame %d:\n Flags: %s,\n Animation state: %d,\n X: %d,\n Y: %d,\n In subworld: %s"
% (i, bin(flags), player_state, x, y, in_subworld))
#OUTPUT:
Frames: 5006
Character: Mario
Frame 0:
Flags: 0b0,
Animation state: 0,
X: 2672,
Y: 2288,
In subworld: 0
Frame 1:
Flags: 0b0,
Animation state: 0,
X: 2682,
Y: 2288,
In subworld: 0
Frame 2:
Flags: 0b0,
Animation state: 0,
X: 2716,
Y: 2288,
In subworld: 0
...
Frame 1249:
Flags: 0b0,
Animation state: 1,
X: 59095,
Y: 3749,
In subworld: 0
Frame 1250:
Flags: 0b0,
Animation state: 1,
X: 59246,
Y: 3797,
In subworld: 0
Frame 1251:
Flags: 0b0,
Animation state: 1,
X: 59402,
Y: 3769,
In subworld: 0
You can also download the full dataset. Note that this will download ~12.5GB:
ds = load_dataset("TheGreatRambler/mm2_ninji", split="train")
Data Structure
Data Instances
{
'data_id': 12171034,
'pid': '4748613890518923485',
'time': 83388,
'replay': [some binary data]
}
Data Fields
Field | Type | Description |
---|---|---|
data_id | int | The data ID of the level this run occured in |
pid | string | Player ID of the player |
time | int | Length in milliseconds of the run |
replay | bytes | Replay file of this run |
Data Splits
The dataset only contains a train split.
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 contains no harmful language or depictions.
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