init

README.md

@@ -66,7 +66,7 @@ If the number of triples in a predicate is higher than `max predicate`, we choos
 
 - distribution of predicates
 
-<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'"/>
+<img src="https://huggingface.co/datasets/relbert/t_rex/resolve/main/data/stats.predicate_distribution.max_predicate_100.png" alt="" width="500" style="margin-left:'auto' margin-right:'auto' display:'block'"/>
 
 
 ## Dataset Structure

stats.py

@@ -112,13 +112,14 @@ if __name__ == '__main__':
     # plot predicate distribution
     df_p = pd.DataFrame([dict(enumerate(sorted(p.values(), reverse=True))) for p in p_dist_full]).T
     df_p.columns = [f"min entity: {mef}, max predicate: {mpf}" for mef, mpf in candidates]
-    fig = plt.figure()
-    _df_p = df_p[[f"min entity: {mef}, max predicate: 10" for mef in [1, 2, 3, 4]]]
-    _df_p.columns = [f"min entity: {mef}" for mef in [1, 2, 3, 4]]
-    ax = sns.lineplot(data=_df_p, linewidth=2.5)
-    ax.set(xlabel='unique predicates sorted by frequency', ylabel='number of triples', title='Predicate Distribution (max predicate: 10)')
-    ax.get_figure().savefig("data/stats.predicate_distribution.png", bbox_inches='tight')
-    ax.get_figure().clf()
+    for mpf in [100, 50, 25, 10]:
+        fig = plt.figure()
+        _df_p = df_p[[f"min entity: {mef}, max predicate: {mpf}" for mef in [1, 2, 3, 4]]]
+        _df_p.columns = [f"min entity: {mef}" for mef in [1, 2, 3, 4]]
+        ax = sns.lineplot(data=_df_p, linewidth=2.5)
+        ax.set(xlabel='unique predicates sorted by frequency', ylabel=f'number of triples', title='Predicate Distribution (max predicate: {mpf})')
+        ax.get_figure().savefig(f"data/stats.predicate_distribution.max_predicate_{mpf}.png", bbox_inches='tight')
+        ax.get_figure().clf()
 
     # plot entity distribution
     df_e = pd.DataFrame([dict(enumerate(sorted(e.values(), reverse=True))) for e in e_dist_full]).T