Convert dataset to Parquet

#3
by iszhaoxin - opened
README.md CHANGED
@@ -17,8 +17,65 @@ task_categories:
17
  - other
18
  task_ids:
19
  - other-other
20
- paperswithcode_id: null
21
  pretty_name: test
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
22
  ---
23
 
24
  # Dataset Card for test
 
17
  - other
18
  task_ids:
19
  - other-other
 
20
  pretty_name: test
21
+ dataset_info:
22
+ - config_name: customers
23
+ features:
24
+ - name: customer_id
25
+ dtype: int32
26
+ - name: name
27
+ dtype: string
28
+ - name: age
29
+ dtype: int32
30
+ splits:
31
+ - name: train
32
+ num_bytes: 1604
33
+ num_examples: 70
34
+ - name: validation
35
+ num_bytes: 345
36
+ num_examples: 15
37
+ - name: test
38
+ num_bytes: 343
39
+ num_examples: 15
40
+ download_size: 5771
41
+ dataset_size: 2292
42
+ - config_name: products
43
+ features:
44
+ - name: product_id
45
+ dtype: int32
46
+ - name: name
47
+ dtype: string
48
+ - name: price
49
+ dtype: float32
50
+ splits:
51
+ - name: train
52
+ num_bytes: 1226
53
+ num_examples: 56
54
+ - name: validation
55
+ num_bytes: 263
56
+ num_examples: 12
57
+ - name: test
58
+ num_bytes: 262
59
+ num_examples: 12
60
+ download_size: 5619
61
+ dataset_size: 1751
62
+ configs:
63
+ - config_name: customers
64
+ data_files:
65
+ - split: train
66
+ path: customers/train-*
67
+ - split: validation
68
+ path: customers/validation-*
69
+ - split: test
70
+ path: customers/test-*
71
+ - config_name: products
72
+ data_files:
73
+ - split: train
74
+ path: products/train-*
75
+ - split: validation
76
+ path: products/validation-*
77
+ - split: test
78
+ path: products/test-*
79
  ---
80
 
81
  # Dataset Card for test
customers/{validation.parquet → test-00000-of-00001.parquet} RENAMED
@@ -1,3 +1,3 @@
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- size 2714
 
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+ oid sha256:9f7e5b6ddef226a3d843c0d2292b5c44a9c2a86795fc8ba6b261c2592e8538ae
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+ size 1661
customers/test.csv DELETED
@@ -1,16 +0,0 @@
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- ,customer_id,name,age
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- 96,97,Customer_97,40
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- 39,40,Customer_40,29
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- 33,34,Customer_34,31
16
- 30,31,Customer_31,67
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
customers/{test.parquet → train-00000-of-00001.parquet} RENAMED
@@ -1,3 +1,3 @@
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- size 2707
 
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+ size 2447
customers/train.csv DELETED
@@ -1,71 +0,0 @@
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- ,customer_id,name,age
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- 92,93,Customer_93,24
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- 51,52,Customer_52,29
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
customers/val.csv DELETED
@@ -1,16 +0,0 @@
1
- ,customer_id,name,age
2
- 26,27,Customer_27,58
3
- 53,54,Customer_54,43
4
- 70,71,Customer_71,22
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- 31,32,Customer_32,33
16
- 22,23,Customer_23,53
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
products/test.parquet → customers/validation-00000-of-00001.parquet RENAMED
@@ -1,3 +1,3 @@
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- size 2736
 
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+ size 1663
dataset_infos.json DELETED
@@ -1,80 +0,0 @@
1
- {
2
- "customers": {
3
- "description": "This is the customer dataset. It contains information about customer interactions.",
4
- "citation": "@inproceedings{author2024dataset,\n title={A Dataset for Customer Interactions},\n author={Author, A.},\n booktitle={Conference on Data},\n year={2024}\n}",
5
- "homepage": "https://example.com/customers",
6
- "license": "MIT License",
7
- "features": {
8
- "customer_id": {
9
- "dtype": "int32"
10
- },
11
- "purchase_amount": {
12
- "dtype": "float32"
13
- },
14
- "age": {
15
- "dtype": "int32"
16
- }
17
- },
18
- "splits": {
19
- "train": {
20
- "num_examples": 70
21
- },
22
- "validation": {
23
- "num_examples": 15
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- },
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- "test": {
26
- "num_examples": 15
27
- }
28
- },
29
- "download_size": 12345678,
30
- "dataset_size": 23456789,
31
- "task_categories": [
32
- "tabular"
33
- ],
34
- "task_ids": [
35
- "regression"
36
- ],
37
- "version": "1.0.0"
38
- },
39
- "products": {
40
- "description": "This is the product dataset. It includes details about various products.",
41
- "citation": "@inproceedings{author2024dataset,\n title={A Dataset for Product Analysis},\n author={Author, B.},\n booktitle={Product Analytics Conference},\n year={2024}\n}",
42
- "homepage": "https://example.com/products",
43
- "license": "Apache License 2.0",
44
- "features": {
45
- "product_id": {
46
- "dtype": "int32"
47
- },
48
- "product_name": {
49
- "dtype": "string"
50
- },
51
- "price": {
52
- "dtype": "float32"
53
- },
54
- "in_stock": {
55
- "dtype": "bool"
56
- }
57
- },
58
- "splits": {
59
- "train": {
60
- "num_examples": 56
61
- },
62
- "validation": {
63
- "num_examples": 12
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- },
65
- "test": {
66
- "num_examples": 12
67
- }
68
- },
69
- "download_size": 7890123,
70
- "dataset_size": 8901234,
71
- "task_categories": [
72
- "classification"
73
- ],
74
- "task_ids": [
75
- "binary_classification"
76
- ],
77
- "version": "1.0.0"
78
- }
79
- }
80
-
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
customers/train.parquet → products/test-00000-of-00001.parquet RENAMED
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products/test.csv DELETED
@@ -1,13 +0,0 @@
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- ,product_id,name,price
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products/train.csv DELETED
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- ,product_id,name,price
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products/train.parquet DELETED
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products/val.csv DELETED
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- ,product_id,name,price
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test.py DELETED
@@ -1,88 +0,0 @@
1
- import os
2
- from pdb import set_trace
3
-
4
- import datasets
5
- import pandas as pd
6
-
7
- _CITATION = """\
8
- Put your dataset citation here.
9
- """
10
-
11
- _DESCRIPTION = """\
12
- Description of your dataset goes here.
13
- """
14
-
15
- _HOMEPAGE = "https://your-dataset-homepage.com"
16
-
17
- _LICENSE = "License information goes here."
18
-
19
-
20
- class Test(datasets.GeneratorBasedBuilder):
21
- """Your dataset description"""
22
-
23
- BUILDER_CONFIGS = [
24
- datasets.BuilderConfig(
25
- name="customers",
26
- data_dir="./",
27
- version=datasets.Version("1.0.0"),
28
- description="This is subset A"),
29
- datasets.BuilderConfig(
30
- name="products",
31
- data_dir="./",
32
- version=datasets.Version("1.0.0"),
33
- description="This is subset B"),
34
- ]
35
-
36
- def _info(self):
37
- if self.config.name == "customers":
38
- features = datasets.Features(
39
- {
40
- "customer_id": datasets.Value("int32"),
41
- "name": datasets.Value("string"),
42
- "age": datasets.Value("int32"),
43
- }
44
- )
45
- elif self.config.name == "products":
46
- features = datasets.Features(
47
- {
48
- "product_id": datasets.Value("int32"),
49
- "name": datasets.Value("string"),
50
- "price": datasets.Value("float32"),
51
- }
52
- )
53
- else:
54
- raise ValueError(f"Unknown subset: {self.config.name}")
55
-
56
- return datasets.DatasetInfo(
57
- description=_DESCRIPTION,
58
- features=features,
59
- supervised_keys=None,
60
- homepage=_HOMEPAGE,
61
- license=_LICENSE,
62
- citation=_CITATION,
63
- )
64
-
65
- def _split_generators(self, dl_manager):
66
- data_dir = os.path.join(self.config.data_dir, self.config.name)
67
- # set_trace()
68
- return [
69
- datasets.SplitGenerator(
70
- name=datasets.Split.TRAIN,
71
- gen_kwargs={"filepath": os.path.join(data_dir, "train.csv")},
72
- ),
73
- datasets.SplitGenerator(
74
- name=datasets.Split.VALIDATION,
75
- gen_kwargs={"filepath": os.path.join(data_dir, "val.csv")},
76
- ),
77
- datasets.SplitGenerator(
78
- name=datasets.Split.TEST,
79
- gen_kwargs={"filepath": os.path.join(data_dir, "test.csv")},
80
- ),
81
- ]
82
-
83
- def _generate_examples(self, filepath):
84
- with open(filepath, encoding="utf-8") as f:
85
- df = pd.read_csv(filepath, index_col=0)
86
- for id_, item in df.iterrows():
87
- # set_trace()
88
- yield id_, item.to_dict()