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Datasets:
Cloudy1225
/
HTAG

Tasks:
Graph Machine Learning
Text Classification
Languages:
English
Size:
1M<n<10M
License:
Dataset card Data Studio Files
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Update README.md

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README.md CHANGED
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  ## Dataset Format
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  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:
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  ## Dataset Statistics
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- | | # Nodes | # Edges | # Classes | # Splits |
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- | ------ | ------------------- | -------------------------- | --------- | ---------------- |
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- | TMDB | **24,412** | **104,858** | 4 | Train: 5,698 |
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- | | Movie: 7,505 | Movie-Actor: 86,517 | | Valid: 711 |
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- | | Actor: 13,016 | Movie-Director: 18,341 | | Test: 1,096 |
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- | | Director: 3,891 | | | |
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- | CroVal | **44386** | **164,981** | 6 | Train: 9,699 |
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- | | Question: 34153 | Question-Question: 46,269 | | Valid: 9,889 |
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- | | User: 8898 | Question-User: 34,153 | | Test: 14,565 |
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- | | Tag: 1335 | Question-Tag: 84,559 | | |
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- | ArXiv | **231,111** | **2,075,692** | 40 | Train: 47,084 |
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- | | Paper: 81,634 | Paper-Paper: 1,019,624 | | Valid: 18,170 |
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- | | Author: 127,590 | Paper-Author: 300,233 | | Test: 16,380 |
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- | | FoS: 21,887 | Paper-FoS: 755,835 | | |
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- | Book | **786,257** | **9,035,291** | 8 | Train: 330,201 |
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- | | Book | Book-Book: 7,614,902 | | Valid: 57,220 |
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- | | Author | Book-Author: 825,905 | | Test: 207,063 |
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- | | Publisher | Book-Publisher: 594,484 | | |
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- | DBLP | **1,989,010** | **29,830,033** | 9 | Train: 508,464 |
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- | | Paper: 964350 | Paper-Paper: 16,679,526 | | Valid: 158,891 |
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- | | Author: 958961 | Paper-Author: 3,070,343 | | Test: 296,995 |
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- | | FoS: 65699 | Paper-FoS: 10,080,164 | | |
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- | Patent | **5,646,139** | **8,833,738** | 120 | Train: 1,705,155 |
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- | | Patent: 2,762,187 | Patent-Inventor: 6,071,551 | | Valid: 374,275 |
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- | | Inventor: 2,873,311 | Patent-Examiner: 2,762,187 | | Test: 682,757 |
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- | | Examiner: 10,641 | | | |
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+ ## Download
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+
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+ ```python
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+ from huggingface_hub import snapshot_download
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+ # Download all
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+ snapshot_download(repo_id="Cloudy1225/HTAG", repo_type="dataset", local_dir="./data")
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+
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+ # Or just download heterogeneous graphs and PLM-based node features
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+ snapshot_download(repo_id="Cloudy1225/HTAG", repo_type="dataset", local_dir="./data", allow_patterns="*.pkl")
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+
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+ # Or just download raw texts
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+ snapshot_download(repo_id="Cloudy1225/HTAG", repo_type="dataset", local_dir="./data", allow_patterns=["*.csv", "*.csv.zip"])
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+ ```
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+
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  ## Dataset Format
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  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:
 
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  ## Dataset Statistics
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+ | | # Nodes | # Edges | # Classes | # Splits |
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+ | ------------------------------------------------------------ | ------------------- | -------------------------- | --------- | ---------------- |
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+ | [TMDB](https://huggingface.co/datasets/Cloudy1225/HTAG/blob/main/tmdb/README.md) | **24,412** | **104,858** | 4 | Train: 5,698 |
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+ | | Movie: 7,505 | Movie-Actor: 86,517 | | Valid: 711 |
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+ | | Actor: 13,016 | Movie-Director: 18,341 | | Test: 1,096 |
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+ | | Director: 3,891 | | | |
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+ | [CroVal](https://huggingface.co/datasets/Cloudy1225/HTAG/blob/main/croval/README.md) | **44386** | **164,981** | 6 | Train: 980 |
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+ | | Question: 34153 | Question-Question: 46,269 | | Valid: 1,242 |
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+ | | User: 8898 | Question-User: 34,153 | | Test: 31,931 |
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+ | | Tag: 1335 | Question-Tag: 84,559 | | |
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+ | [ArXiv](https://huggingface.co/datasets/Cloudy1225/HTAG/blob/main/arxiv/README.md) | **231,111** | **2,075,692** | 40 | Train: 47,084 |
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+ | | Paper: 81,634 | Paper-Paper: 1,019,624 | | Valid: 18,170 |
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+ | | Author: 127,590 | Paper-Author: 300,233 | | Test: 16,380 |
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+ | | FoS: 21,887 | Paper-FoS: 755,835 | | |
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+ | [Book](https://huggingface.co/datasets/Cloudy1225/HTAG/blob/main/book/README.md) | **786,257** | **9,035,291** | 8 | Train: 330,201 |
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+ | | Book | Book-Book: 7,614,902 | | Valid: 57,220 |
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+ | | Author | Book-Author: 825,905 | | Test: 207,063 |
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+ | | Publisher | Book-Publisher: 594,484 | | |
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+ | [DBLP](https://huggingface.co/datasets/Cloudy1225/HTAG/blob/main/dblp/README.md) | **1,989,010** | **29,830,033** | 9 | Train: 508,464 |
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+ | | Paper: 964350 | Paper-Paper: 16,679,526 | | Valid: 158,891 |
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+ | | Author: 958961 | Paper-Author: 3,070,343 | | Test: 296,995 |
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+ | | FoS: 65699 | Paper-FoS: 10,080,164 | | |
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+ | [Patent](https://huggingface.co/datasets/Cloudy1225/HTAG/blob/main/patent/README.md) | **5,646,139** | **8,833,738** | 120 | Train: 1,705,155 |
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+ | | Patent: 2,762,187 | Patent-Inventor: 6,071,551 | | Valid: 374,275 |
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+ | | Inventor: 2,873,311 | Patent-Examiner: 2,762,187 | | Test: 682,757 |
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+ | | Examiner: 10,641 | | | |
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