Hugging Face's logo

Datasets:
Cloudy1225
/
HTAG

Tasks:
Graph Machine Learning
Text Classification
Languages:
English
Size:
1M<n<10M
License:
Dataset card Data Studio Files
xet
Community
Cloudy1225 commited on
Commit
6e2dd37
·
verified ·
1 Parent(s): 16e6e1d

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +43 -26
README.md CHANGED
@@ -20,6 +20,23 @@ size_categories:
20
 
21
 
22
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
23
  ## Dataset Format
24
 
25
  The dataset includes heterogeneous graph edges, raw text, PLM-based features, labels, and years associated with text-attributed nodes. Raw text is provided in `.csv` or `.csv.zip` files, while the remaining data are stored in a dictionary object within a `.pkl` file. For example, by reading the `tmdb.pkl` file, the following dictionary can be obtained:
@@ -50,32 +67,32 @@ The dataset includes heterogeneous graph edges, raw text, PLM-based features, la
50
 
51
  ## Dataset Statistics
52
 
53
- | | # Nodes | # Edges | # Classes | # Splits |
54
- | ------ | ------------------- | -------------------------- | --------- | ---------------- |
55
- | TMDB | **24,412** | **104,858** | 4 | Train: 5,698 |
56
- | | Movie: 7,505 | Movie-Actor: 86,517 | | Valid: 711 |
57
- | | Actor: 13,016 | Movie-Director: 18,341 | | Test: 1,096 |
58
- | | Director: 3,891 | | | |
59
- | CroVal | **44386** | **164,981** | 6 | Train: 9,699 |
60
- | | Question: 34153 | Question-Question: 46,269 | | Valid: 9,889 |
61
- | | User: 8898 | Question-User: 34,153 | | Test: 14,565 |
62
- | | Tag: 1335 | Question-Tag: 84,559 | | |
63
- | ArXiv | **231,111** | **2,075,692** | 40 | Train: 47,084 |
64
- | | Paper: 81,634 | Paper-Paper: 1,019,624 | | Valid: 18,170 |
65
- | | Author: 127,590 | Paper-Author: 300,233 | | Test: 16,380 |
66
- | | FoS: 21,887 | Paper-FoS: 755,835 | | |
67
- | Book | **786,257** | **9,035,291** | 8 | Train: 330,201 |
68
- | | Book | Book-Book: 7,614,902 | | Valid: 57,220 |
69
- | | Author | Book-Author: 825,905 | | Test: 207,063 |
70
- | | Publisher | Book-Publisher: 594,484 | | |
71
- | DBLP | **1,989,010** | **29,830,033** | 9 | Train: 508,464 |
72
- | | Paper: 964350 | Paper-Paper: 16,679,526 | | Valid: 158,891 |
73
- | | Author: 958961 | Paper-Author: 3,070,343 | | Test: 296,995 |
74
- | | FoS: 65699 | Paper-FoS: 10,080,164 | | |
75
- | Patent | **5,646,139** | **8,833,738** | 120 | Train: 1,705,155 |
76
- | | Patent: 2,762,187 | Patent-Inventor: 6,071,551 | | Valid: 374,275 |
77
- | | Inventor: 2,873,311 | Patent-Examiner: 2,762,187 | | Test: 682,757 |
78
- | | Examiner: 10,641 | | | |
79
 
80
 
81
 
 
20
 
21
 
22
 
23
+ ## Download
24
+
25
+ ```python
26
+ from huggingface_hub import snapshot_download
27
+
28
+ # Download all
29
+ snapshot_download(repo_id="Cloudy1225/HTAG", repo_type="dataset", local_dir="./data")
30
+
31
+ # Or just download heterogeneous graphs and PLM-based node features
32
+ snapshot_download(repo_id="Cloudy1225/HTAG", repo_type="dataset", local_dir="./data", allow_patterns="*.pkl")
33
+
34
+ # Or just download raw texts
35
+ snapshot_download(repo_id="Cloudy1225/HTAG", repo_type="dataset", local_dir="./data", allow_patterns=["*.csv", "*.csv.zip"])
36
+ ```
37
+
38
+
39
+
40
  ## Dataset Format
41
 
42
  The dataset includes heterogeneous graph edges, raw text, PLM-based features, labels, and years associated with text-attributed nodes. Raw text is provided in `.csv` or `.csv.zip` files, while the remaining data are stored in a dictionary object within a `.pkl` file. For example, by reading the `tmdb.pkl` file, the following dictionary can be obtained:
 
67
 
68
  ## Dataset Statistics
69
 
70
+ | | # Nodes | # Edges | # Classes | # Splits |
71
+ | ------------------------------------------------------------ | ------------------- | -------------------------- | --------- | ---------------- |
72
+ | [TMDB](https://huggingface.co/datasets/Cloudy1225/HTAG/blob/main/tmdb/README.md) | **24,412** | **104,858** | 4 | Train: 5,698 |
73
+ | | Movie: 7,505 | Movie-Actor: 86,517 | | Valid: 711 |
74
+ | | Actor: 13,016 | Movie-Director: 18,341 | | Test: 1,096 |
75
+ | | Director: 3,891 | | | |
76
+ | [CroVal](https://huggingface.co/datasets/Cloudy1225/HTAG/blob/main/croval/README.md) | **44386** | **164,981** | 6 | Train: 980 |
77
+ | | Question: 34153 | Question-Question: 46,269 | | Valid: 1,242 |
78
+ | | User: 8898 | Question-User: 34,153 | | Test: 31,931 |
79
+ | | Tag: 1335 | Question-Tag: 84,559 | | |
80
+ | [ArXiv](https://huggingface.co/datasets/Cloudy1225/HTAG/blob/main/arxiv/README.md) | **231,111** | **2,075,692** | 40 | Train: 47,084 |
81
+ | | Paper: 81,634 | Paper-Paper: 1,019,624 | | Valid: 18,170 |
82
+ | | Author: 127,590 | Paper-Author: 300,233 | | Test: 16,380 |
83
+ | | FoS: 21,887 | Paper-FoS: 755,835 | | |
84
+ | [Book](https://huggingface.co/datasets/Cloudy1225/HTAG/blob/main/book/README.md) | **786,257** | **9,035,291** | 8 | Train: 330,201 |
85
+ | | Book | Book-Book: 7,614,902 | | Valid: 57,220 |
86
+ | | Author | Book-Author: 825,905 | | Test: 207,063 |
87
+ | | Publisher | Book-Publisher: 594,484 | | |
88
+ | [DBLP](https://huggingface.co/datasets/Cloudy1225/HTAG/blob/main/dblp/README.md) | **1,989,010** | **29,830,033** | 9 | Train: 508,464 |
89
+ | | Paper: 964350 | Paper-Paper: 16,679,526 | | Valid: 158,891 |
90
+ | | Author: 958961 | Paper-Author: 3,070,343 | | Test: 296,995 |
91
+ | | FoS: 65699 | Paper-FoS: 10,080,164 | | |
92
+ | [Patent](https://huggingface.co/datasets/Cloudy1225/HTAG/blob/main/patent/README.md) | **5,646,139** | **8,833,738** | 120 | Train: 1,705,155 |
93
+ | | Patent: 2,762,187 | Patent-Inventor: 6,071,551 | | Valid: 374,275 |
94
+ | | Inventor: 2,873,311 | Patent-Examiner: 2,762,187 | | Test: 682,757 |
95
+ | | Examiner: 10,641 | | | |
96
 
97
 
98