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@padjiman
Last active March 23, 2018 14:16
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ScFU2AO6+PpeB1JUZHHFE3FGIiCRP4nP25s3TyoFZU1IS+vrXrIk7EhHJgkQ3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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11c53c860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.title('ROC Curve')\n",
"plt.plot(fpr, tpr, 'b',\n",
"label='AUC = %0.2f'% auc)\n",
"plt.legend(loc='lower right')\n",
"plt.plot([0,1],[0,1],'r--')\n",
"plt.xlim([0,1.1])\n",
"plt.ylim([0,1.1])\n",
"plt.ylabel('True Positive Rate')\n",
"plt.xlabel('False Positive Rate')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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