init
Browse files- README.md +15 -0
- data/stats.predicate_size.csv +5 -0
- stats.py +6 -0
README.md
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@@ -42,6 +42,8 @@ We first remove triples that contain either of subject or object with the occurr
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Then, we reduce the number triples in each predicate to be less than `max predicate`.
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If the number of triples in a predicate is higher than `max predicate`, we choose top-`max predicate` triples in terms of the frequency of the subject and the object.
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| min entity/max predicate | 10 | 25 | 50 | 100 |
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|-------------------------|-----|------|------|------|
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| 1 | 6,052 | 12,295 | 20,602 | 33,206 |
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@@ -49,8 +51,21 @@ If the number of triples in a predicate is higher than `max predicate`, we choos
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| 3 | 4,986 | 10,093 | 16,599 | 26,151 |
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| 4 | 4,640 | 9,384 | 15,335 | 24,075 |
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<img src="https://huggingface.co/datasets/relbert/t_rex/resolve/main/data/stats.entity_distribution.png" alt="" width="500" style="margin-left:'auto' margin-right:'auto' display:'block'"/>
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<img src="https://huggingface.co/datasets/relbert/t_rex/resolve/main/data/stats.predicate_distribution.png" alt="" width="500" style="margin-left:'auto' margin-right:'auto' display:'block'"/>
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Then, we reduce the number triples in each predicate to be less than `max predicate`.
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If the number of triples in a predicate is higher than `max predicate`, we choose top-`max predicate` triples in terms of the frequency of the subject and the object.
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- number of triples in each configuration
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| min entity/max predicate | 10 | 25 | 50 | 100 |
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|-------------------------|-----|------|------|------|
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| 1 | 6,052 | 12,295 | 20,602 | 33,206 |
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| 3 | 4,986 | 10,093 | 16,599 | 26,151 |
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| 4 | 4,640 | 9,384 | 15,335 | 24,075 |
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- number of predicates in each configuration
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| min entity / max predicate | 10 | 25 | 50 | 100 |
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|-----------------------------:|-----:|-----:|-----:|------:|
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| 1 | 818 | 818 | 818 | 818 |
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| 2 | 726 | 726 | 726 | 726 |
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| 3 | 665 | 665 | 665 | 665 |
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| 4 | 614 | 614 | 614 | 614 |
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- distribution of entities
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<img src="https://huggingface.co/datasets/relbert/t_rex/resolve/main/data/stats.entity_distribution.png" alt="" width="500" style="margin-left:'auto' margin-right:'auto' display:'block'"/>
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- distribution of predicates
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<img src="https://huggingface.co/datasets/relbert/t_rex/resolve/main/data/stats.predicate_distribution.png" alt="" width="500" style="margin-left:'auto' margin-right:'auto' display:'block'"/>
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data/stats.predicate_size.csv
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min entity / max predicate,10,25,50,100
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1,818,818,818,818
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2,726,726,726,726
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3,665,665,665,665
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4,614,614,614,614
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stats.py
CHANGED
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df_size.index.name = "min entity / max predicate"
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df_size.to_csv("data/stats.data_size.csv")
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print(df_size.to_markdown())
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# plot predicate distribution
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df_p = pd.DataFrame([dict(enumerate(sorted(p.values(), reverse=True))) for p in p_dist_full]).T
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df_size.index.name = "min entity / max predicate"
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df_size.to_csv("data/stats.data_size.csv")
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print(df_size.to_markdown())
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df_size = pd.DataFrame(
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[{"min entity": mef, "max predicate": mpf, "freq": len(x)} for x, (mef, mpf) in zip(p_dist_full, candidates)])
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df_size = df_size.pivot(index="min entity", columns="max predicate", values="freq")
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df_size.index.name = "min entity / max predicate"
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df_size.to_csv("data/stats.predicate_size.csv")
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print(df_size.to_markdown())
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# plot predicate distribution
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df_p = pd.DataFrame([dict(enumerate(sorted(p.values(), reverse=True))) for p in p_dist_full]).T
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