{"cells":[{"metadata":{"trusted":true},"cell_type":"code","source":"import numpy as np\nimport matplotlib.pyplot as plt\nimport pandas as pd\nimport os\nplt.rcParams.update({'font.size': 18})","execution_count":3,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Load in predictions"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Load calculated data\npatient_mask = np.load(\"../input/bigimaging-complete/patient_mask.npz\")['arr_0']\npatient_indices = patient_mask.nonzero()[0]\npred_min = np.load(\"../input/bigimaging-complete/min_vols.npz\")['arr_0'][patient_indices]\npred_max = np.load(\"../input/bigimaging-complete/max_vols.npz\")['arr_0'][patient_indices]\n\n# Load ground truth data\npath = os.path.join(\"..\", \"input\", \"second-annual-data-science-bowl\", \"train.csv\")\nground_truth = pd.read_csv(path)\ntrue_min = np.array(ground_truth.Systole)[patient_indices]\ntrue_max = np.array(ground_truth.Diastole)[patient_indices]\n\nmin_limit, max_limit = 0, 600\n","execution_count":4,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Clip at [0, 600] ml\npred_min = pred_min.clip(min_limit, max_limit)\npred_max = pred_max.clip(min_limit, max_limit)","execution_count":8,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Systole (min) and diastole (max) volume comparison"},{"metadata":{"trusted":true},"cell_type":"code","source":"fig, (ax1, ax2) = plt.subplots(1, 2, figsize=[16,8])\n\nax1.plot(true_min, pred_min, \"*\")\nax1.set_xlim([min_limit, max_limit])\nax1.set_ylim([min_limit, max_limit])\nax1.set_xlabel(\"True systole (min) volumes\")\nax1.set_ylabel(\"Predicted systole (min) volumes\")\n\nax2.plot(true_max, pred_max, \"*\")\nax2.set_xlim([min_limit, max_limit])\nax2.set_ylim([min_limit, max_limit])\nax2.set_xlabel(\"True diastole (max) volumes\")\nax2.set_ylabel(\"Predicted diastole (max) volumes\")\n\nplt.show()","execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x576 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=[15,10])\n\nax1.hist(pred_min, bins=100, edgecolor=\"black\")\nax1.set_xlabel(\"Predicted systole (min) volume\")\nax1.set_ylabel(\"Frequency\")\nax1.set_ylim([0,60])\nax1.set_xlim([min_limit, max_limit])\n\nax2.hist(pred_max, bins=100, edgecolor=\"black\")\nax2.set_xlabel(\"Predicted diastole (max) volume\")\nax2.set_ylabel(\"Frequency\")\nax2.set_ylim([0,60])\nax2.set_xlim([min_limit, max_limit])\n\nax3.hist(true_min, bins=100, edgecolor=\"black\")\nax3.set_xlabel(\"True systole (min) volume\")\nax3.set_ylabel(\"Frequency\")\nax3.set_ylim([0,60])\nax3.set_xlim([min_limit, max_limit])\n\nax4.hist(true_min, bins=100, edgecolor=\"black\")\nax4.set_xlabel(\"True diastole (max) volume\")\nax4.set_ylabel(\"Frequency\")\nax4.set_ylim([0,60])\nax4.set_xlim([min_limit, max_limit])\n\nplt.show()","execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 4 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig, (ax1, ax2) = plt.subplots(2, 1, figsize=[20,15])\n\nax1.plot(patient_indices+1, true_min, '*', label=\"true\")\nax1.plot(patient_indices+1, pred_min, '+', color='r', label=\"pred\")\nax1.set_ylabel('Volume (ml)')\nax1.set_xlabel('Patient id')\nax1.set_title('True vs Predicted Systole')\nax1.legend()\n\nax2.plot(patient_indices+1, true_max, '*', label=\"true\")\nax2.plot(patient_indices+1, pred_max, '+', color='r', label=\"pred\")\nax2.set_ylabel('Volume (ml)')\nax2.set_xlabel('Patient id')\nax2.set_title('True vs Prediced Diastole')\nax2.legend()\n\nfig.show()","execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x1080 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"### RMSE"},{"metadata":{"trusted":true},"cell_type":"code","source":"rmse_min = np.sqrt(((true_min - pred_min)**2).mean())\nrmse_max = np.sqrt(((true_max - pred_max)**2).mean())\nprint(\"MSE Systole:\", rmse_min)\nprint(\"MSE Diastole:\", rmse_max)","execution_count":16,"outputs":[{"output_type":"stream","text":"MSE Systole: 46.07715460028152\nMSE Diastole: 56.21705265222936\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"### Correlation"},{"metadata":{"trusted":true},"cell_type":"code","source":"corr_max = np.corrcoef(pred_min, true_min)\ncorr_min = np.corrcoef(pred_max, true_max)\n\nprint(corr_max[0,1], \"Correlation predicted and true max values\")\nprint(corr_min[0,1], \"Correlation predicted and true min values\")","execution_count":18,"outputs":[{"output_type":"stream","text":"0.5484389616091542 Correlation predicted and true max values\n0.6268268265778091 Correlation predicted and true min values\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"## Ejection rate comparison"},{"metadata":{"trusted":true},"cell_type":"code","source":"def ejection_rate(v_max, v_min): return (v_max - v_min) / v_max\n\npred_ejections = np.array([ejection_rate(vd, vs) for vd,vs in zip(pred_max, pred_min)])\ntrue_ejections = np.array([ejection_rate(vd, vs) for vd,vs in zip(true_max, true_min)])\n\nrmse_ejection = np.sqrt(((true_ejections- pred_ejections)**2).mean())\nprint(\"RMSE Ejection Rate:\", rmse_ejection)","execution_count":19,"outputs":[{"output_type":"stream","text":"RMSE Ejection Rate: 0.1387662119891367\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig, ax = plt.subplots(1, 1, figsize=[20,5])\n\nax.plot(patient_indices, true_ejections, '*', label=\"true\")\nax.plot(patient_indices, pred_ejections, '+', color='r', label=\"pred\")\nax.set_title('Ejection rate, true vs pred', fontsize=16)\nax.set_ylabel('Ejection rate')\nax.set_xlabel('Patient')\nax.legend()\n\nfig.show()","execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x360 with 1 Axes>","image/png":"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\n"},"metadata":{}}]}],"metadata":{"kernelspec":{"display_name":"Python 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