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-updated font size for the ROC charts
1 parent 3803ba2 commit ce3d315

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Lines changed: 13 additions & 8 deletions

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web/categorizer/management/commands/evaluate_classifier.py

Lines changed: 13 additions & 8 deletions
Original file line numberDiff line numberDiff line change
@@ -289,10 +289,13 @@ def _plot_roc_curve(self, output_dir, tp_results, obs_results, ground_truth):
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ax.plot(fpr_c, tpr_c, linewidth=2, label=f"Included (AUC={auc_c:.3f})")
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ax.plot(fpr_d, tpr_d, linewidth=2, label=f"Excluded (AUC={auc_d:.3f})")
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ax.plot([0, 1], [0, 1], "k--", linewidth=1, label="Random")
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ax.set_xlabel("False Positive Rate")
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ax.set_ylabel("True Positive Rate")
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ax.set_title("ROC Curve (MathWorld identifier included vs. excluded)")
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ax.legend(loc="lower right")
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ax.set_xlabel("False Positive Rate", fontsize=12)
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ax.set_ylabel("True Positive Rate", fontsize=12)
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ax.set_title(
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"ROC Curve (MathWorld identifier included vs. excluded)", fontsize=14
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)
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ax.tick_params(axis="both", labelsize=12)
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ax.legend(loc="lower right", fontsize=12)
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fig.tight_layout()
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fig.savefig(os.path.join(output_dir, "roc_curve.png"), dpi=150)
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plt.close(fig)
@@ -342,13 +345,15 @@ def _plot_roc_curve_labeled(self, output_dir, tp_preds, obs_preds, limit):
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label=f"Without MathWorld ID (AUC={auc_wo:.3f})",
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)
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ax.plot([0, 1], [0, 1], "k--", linewidth=1, label="Random")
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ax.set_xlabel("False Positive Rate")
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ax.set_ylabel("True Positive Rate")
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ax.set_xlabel("False Positive Rate", fontsize=12)
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ax.set_ylabel("True Positive Rate", fontsize=12)
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ax.set_title(
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f"ROC Curve (n={len(common_ids)}, "
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"labels = include-MW-ID aggregated answer)"
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"labels = include-MW-ID aggregated answer)",
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fontsize=14,
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)
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ax.legend(loc="lower right")
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ax.tick_params(axis="both", labelsize=12)
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ax.legend(loc="lower right", fontsize=12)
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fig.tight_layout()
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fig.savefig(os.path.join(output_dir, "roc_curve_labeled.png"), dpi=150)
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plt.close(fig)

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