Add script to plot model F1 histogram

Author: bgyori

models/plot_model_f1.py

@@ -0,0 +1,18 @@
+import matplotlib.pyplot as plt
+from gilda.grounder import load_gilda_models
+
+
+if __name__ == '__main__':
+    models = load_gilda_models(-1)
+    f1s = [m.stats['f1']['mean'] for m in models.values()]
+    plt.ion()
+    plt.figure(figsize=(8, 4))
+    plt.hist(f1s, 100, color='gray')
+    plt.xlabel('Mean F1 of disambiguation model', fontsize=18)
+    plt.ylabel('Number of models', fontsize=18)
+    plt.xticks(fontsize=14)
+    plt.yticks(fontsize=14)
+    plt.axvline(x=0.7, linestyle='--', color='gray')
+    plt.subplots_adjust(left=0.114, right=0.98, bottom=0.157, top=0.97)
+    plt.show()
+    plt.savefig('gilda_model_f1_plots.pdf')