Datasets:
Commit
·
ff3ffa0
1
Parent(s):
678d061
Update parquet files
Browse files- README.md +0 -34
- magic.py +0 -97
- magic/magic-train.parquet +3 -0
- magic04.data +0 -0
README.md
DELETED
@@ -1,34 +0,0 @@
|
|
1 |
-
---
|
2 |
-
language:
|
3 |
-
- en
|
4 |
-
tags:
|
5 |
-
- magic
|
6 |
-
- tabular_classification
|
7 |
-
- binary_classification
|
8 |
-
pretty_name: Magic
|
9 |
-
size_categories:
|
10 |
-
- 10K<n<100K
|
11 |
-
task_categories: # Full list at https://github.com/huggingface/hub-docs/blob/main/js/src/lib/interfaces/Types.ts
|
12 |
-
- tabular-classification
|
13 |
-
configs:
|
14 |
-
- magic
|
15 |
-
---
|
16 |
-
# Magic
|
17 |
-
The [Magic dataset](https://archive.ics.uci.edu/ml/datasets/Magic) from the [UCI ML repository](https://archive.ics.uci.edu/ml/datasets).
|
18 |
-
|
19 |
-
# Configurations and tasks
|
20 |
-
| **Configuration** | **Task** | **Description** |
|
21 |
-
|-------------------|---------------------------|---------------------------------------------------------------|
|
22 |
-
| magic | Binary classification | Classify the person's magic as over or under the threshold. |
|
23 |
-
|
24 |
-
|
25 |
-
# Usage
|
26 |
-
```python
|
27 |
-
from datasets import load_dataset
|
28 |
-
|
29 |
-
dataset = load_dataset("mstz/magic", "magic")["train"]
|
30 |
-
```
|
31 |
-
|
32 |
-
# Features
|
33 |
-
|**Feature** |**Type** | **Description** |
|
34 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
magic.py
DELETED
@@ -1,97 +0,0 @@
|
|
1 |
-
"""Magic"""
|
2 |
-
|
3 |
-
from typing import List
|
4 |
-
from functools import partial
|
5 |
-
|
6 |
-
import datasets
|
7 |
-
|
8 |
-
import pandas
|
9 |
-
|
10 |
-
|
11 |
-
VERSION = datasets.Version("1.0.0")
|
12 |
-
_BASE_FEATURE_NAMES = [
|
13 |
-
"major_axis_length",
|
14 |
-
"minor_axis_length",
|
15 |
-
"log_of_sum_of_content",
|
16 |
-
"ratio_of_sum_of_highest_pixels_and_size",
|
17 |
-
"ratio_of_highest_pixel_and_size",
|
18 |
-
"projected_distance_highest_to_center_pixel",
|
19 |
-
"third_root_of_third_moment_along_major_axis",
|
20 |
-
"third_root_of_third_moment_along_minor_axis",
|
21 |
-
"angle_major_axis_to_origin",
|
22 |
-
"distance_origin_to_center",
|
23 |
-
"class"
|
24 |
-
]
|
25 |
-
|
26 |
-
|
27 |
-
DESCRIPTION = "Magic dataset from the UCI ML repository."
|
28 |
-
_HOMEPAGE = "https://archive.ics.uci.edu/ml/datasets/Magic"
|
29 |
-
_URLS = ("https://archive.ics.uci.edu/ml/datasets/Magic")
|
30 |
-
_CITATION = """
|
31 |
-
@misc{misc_magic_gamma_telescope_159,
|
32 |
-
author = {Bock,R.},
|
33 |
-
title = {{MAGIC Gamma Telescope}},
|
34 |
-
year = {2007},
|
35 |
-
howpublished = {UCI Machine Learning Repository},
|
36 |
-
note = {{DOI}: \\url{10.24432/C52C8B}}
|
37 |
-
}"""
|
38 |
-
|
39 |
-
# Dataset info
|
40 |
-
urls_per_split = {
|
41 |
-
"train": "https://huggingface.co/datasets/mstz/magic/raw/main/magic04.data"
|
42 |
-
}
|
43 |
-
features_types_per_config = {
|
44 |
-
"magic": {
|
45 |
-
"major_axis_length": datasets.Value("float64"),
|
46 |
-
"minor_axis_length": datasets.Value("float64"),
|
47 |
-
"log_of_sum_of_content": datasets.Value("float64"),
|
48 |
-
"ratio_of_sum_of_highest_pixels_and_size": datasets.Value("float64"),
|
49 |
-
"ratio_of_highest_pixel_and_size": datasets.Value("float64"),
|
50 |
-
"projected_distance_highest_to_center_pixel": datasets.Value("float64"),
|
51 |
-
"third_root_of_third_moment_along_major_axis": datasets.Value("float64"),
|
52 |
-
"third_root_of_third_moment_along_minor_axis": datasets.Value("float64"),
|
53 |
-
"angle_major_axis_to_origin": datasets.Value("float64"),
|
54 |
-
"distance_origin_to_center": datasets.Value("float64"),
|
55 |
-
"class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
|
56 |
-
}
|
57 |
-
}
|
58 |
-
features_per_config = {k: datasets.Features(features_types_per_config[k]) for k in features_types_per_config}
|
59 |
-
|
60 |
-
|
61 |
-
class MagicConfig(datasets.BuilderConfig):
|
62 |
-
def __init__(self, **kwargs):
|
63 |
-
super(MagicConfig, self).__init__(version=VERSION, **kwargs)
|
64 |
-
self.features = features_per_config[kwargs["name"]]
|
65 |
-
|
66 |
-
|
67 |
-
class Magic(datasets.GeneratorBasedBuilder):
|
68 |
-
# dataset versions
|
69 |
-
DEFAULT_CONFIG = "magic"
|
70 |
-
BUILDER_CONFIGS = [
|
71 |
-
MagicConfig(name="magic",
|
72 |
-
description="Magic for binary classification.")
|
73 |
-
]
|
74 |
-
|
75 |
-
|
76 |
-
def _info(self):
|
77 |
-
info = datasets.DatasetInfo(description=DESCRIPTION, citation=_CITATION, homepage=_HOMEPAGE,
|
78 |
-
features=features_per_config[self.config.name])
|
79 |
-
|
80 |
-
return info
|
81 |
-
|
82 |
-
def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]:
|
83 |
-
downloads = dl_manager.download_and_extract(urls_per_split)
|
84 |
-
|
85 |
-
return [
|
86 |
-
datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloads["train"]})
|
87 |
-
]
|
88 |
-
|
89 |
-
def _generate_examples(self, filepath: str):
|
90 |
-
data = pandas.read_csv(filepath, header=None)
|
91 |
-
data.columns = _BASE_FEATURE_NAMES
|
92 |
-
data.loc[:, "class"] = data["class"].apply(lambda x: 1 if x == "g" else 0)
|
93 |
-
|
94 |
-
for row_id, row in data.iterrows():
|
95 |
-
data_row = dict(row)
|
96 |
-
|
97 |
-
yield row_id, data_row
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
magic/magic-train.parquet
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:cc1ff05ae731bad20bc481ca0ccb2b2350b977a337f2f0f3d531140485e38796
|
3 |
+
size 1589221
|
magic04.data
DELETED
The diff for this file is too large to render.
See raw diff
|
|