{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "gpuType": "T4" }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "accelerator": "GPU" }, "cells": [ { "cell_type": "markdown", "source": [ "## 1. Loading Dataset" ], "metadata": { "id": "P6NQsCurF07E" } }, { "cell_type": "code", "source": [ "import os\n", "os.environ['KAGGLE_API_TOKEN']='KGAT_123940d3279a96f42943147acd3f3c76'" ], "metadata": { "id": "vvIlJ3qpf8I1" }, "execution_count": 1, "outputs": [] }, { "cell_type": "code", "source": [ "! kaggle datasets download -d ipythonx/automated-cardiac-diagnosis" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6kEPuSxpgbnf", "outputId": "b2dcd998-de2f-46b1-f1fc-97545d5bd711" }, "execution_count": 2, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Warning: Looks like you're using an outdated `kaggle` version (installed: 2.0.2), please consider upgrading to the latest version (2.2.2)\n", "Dataset URL: https://www.kaggle.com/datasets/ipythonx/automated-cardiac-diagnosis\n", "License(s): ODbL-1.0\n", "Downloading automated-cardiac-diagnosis.zip to /content\n", "100% 2.11G/2.11G [01:26<00:00, 26.3MB/s]\n", "\n" ] } ] }, { "cell_type": "code", "source": [ "!unzip automated-cardiac-diagnosis.zip" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-pu3QElN1YaH", "outputId": "d69661e3-6b53-44f1-99e0-8d36b2429cc3" }, "execution_count": 3, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Archive: automated-cardiac-diagnosis.zip\n", " inflating: ACDC/database/LICENSE_TERMS.md \n", " inflating: ACDC/database/MANDATORY_CITATION.md \n", " inflating: ACDC/database/STATE-OF-THE-ART-nnUNet-method.md \n", " inflating: ACDC/database/script_acdc_visu.ipynb \n", " inflating: ACDC/database/testing/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient101/Info.cfg \n", " inflating: ACDC/database/testing/patient101/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient101/patient101_4d.nii \n", " inflating: ACDC/database/testing/patient101/patient101_frame01.nii \n", " inflating: ACDC/database/testing/patient101/patient101_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient101/patient101_frame14.nii \n", " inflating: ACDC/database/testing/patient101/patient101_frame14_gt.nii \n", " inflating: ACDC/database/testing/patient102/Info.cfg \n", " inflating: ACDC/database/testing/patient102/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient102/patient102_4d.nii \n", " inflating: ACDC/database/testing/patient102/patient102_frame01.nii \n", " inflating: ACDC/database/testing/patient102/patient102_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient102/patient102_frame13.nii \n", " inflating: ACDC/database/testing/patient102/patient102_frame13_gt.nii \n", " inflating: ACDC/database/testing/patient103/Info.cfg \n", " inflating: ACDC/database/testing/patient103/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient103/patient103_4d.nii \n", " inflating: ACDC/database/testing/patient103/patient103_frame01.nii \n", " inflating: ACDC/database/testing/patient103/patient103_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient103/patient103_frame11.nii \n", " inflating: ACDC/database/testing/patient103/patient103_frame11_gt.nii \n", " inflating: ACDC/database/testing/patient104/Info.cfg \n", " inflating: ACDC/database/testing/patient104/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient104/patient104_4d.nii \n", " inflating: ACDC/database/testing/patient104/patient104_frame01.nii \n", " inflating: ACDC/database/testing/patient104/patient104_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient104/patient104_frame11.nii \n", " inflating: ACDC/database/testing/patient104/patient104_frame11_gt.nii \n", " inflating: ACDC/database/testing/patient105/Info.cfg \n", " inflating: ACDC/database/testing/patient105/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient105/patient105_4d.nii \n", " inflating: ACDC/database/testing/patient105/patient105_frame01.nii \n", " inflating: ACDC/database/testing/patient105/patient105_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient105/patient105_frame10.nii \n", " inflating: ACDC/database/testing/patient105/patient105_frame10_gt.nii \n", " inflating: ACDC/database/testing/patient106/Info.cfg \n", " inflating: ACDC/database/testing/patient106/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient106/patient106_4d.nii \n", " inflating: ACDC/database/testing/patient106/patient106_frame01.nii \n", " inflating: ACDC/database/testing/patient106/patient106_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient106/patient106_frame13.nii \n", " inflating: ACDC/database/testing/patient106/patient106_frame13_gt.nii \n", " inflating: ACDC/database/testing/patient107/Info.cfg \n", " inflating: ACDC/database/testing/patient107/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient107/patient107_4d.nii \n", " inflating: ACDC/database/testing/patient107/patient107_frame01.nii \n", " inflating: ACDC/database/testing/patient107/patient107_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient107/patient107_frame10.nii \n", " inflating: ACDC/database/testing/patient107/patient107_frame10_gt.nii \n", " inflating: ACDC/database/testing/patient108/Info.cfg \n", " inflating: ACDC/database/testing/patient108/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient108/patient108_4d.nii \n", " inflating: ACDC/database/testing/patient108/patient108_frame01.nii \n", " inflating: ACDC/database/testing/patient108/patient108_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient108/patient108_frame09.nii \n", " inflating: ACDC/database/testing/patient108/patient108_frame09_gt.nii \n", " inflating: ACDC/database/testing/patient109/Info.cfg \n", " inflating: ACDC/database/testing/patient109/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient109/patient109_4d.nii \n", " inflating: ACDC/database/testing/patient109/patient109_frame01.nii \n", " inflating: ACDC/database/testing/patient109/patient109_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient109/patient109_frame10.nii \n", " inflating: ACDC/database/testing/patient109/patient109_frame10_gt.nii \n", " inflating: ACDC/database/testing/patient110/Info.cfg \n", " inflating: ACDC/database/testing/patient110/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient110/patient110_4d.nii \n", " inflating: ACDC/database/testing/patient110/patient110_frame01.nii \n", " inflating: ACDC/database/testing/patient110/patient110_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient110/patient110_frame11.nii \n", " inflating: ACDC/database/testing/patient110/patient110_frame11_gt.nii \n", " inflating: ACDC/database/testing/patient111/Info.cfg \n", " inflating: ACDC/database/testing/patient111/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient111/patient111_4d.nii \n", " inflating: ACDC/database/testing/patient111/patient111_frame01.nii \n", " inflating: ACDC/database/testing/patient111/patient111_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient111/patient111_frame07.nii \n", " inflating: ACDC/database/testing/patient111/patient111_frame07_gt.nii \n", " inflating: ACDC/database/testing/patient112/Info.cfg \n", " inflating: ACDC/database/testing/patient112/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient112/patient112_4d.nii \n", " inflating: ACDC/database/testing/patient112/patient112_frame01.nii \n", " inflating: ACDC/database/testing/patient112/patient112_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient112/patient112_frame12.nii \n", " inflating: ACDC/database/testing/patient112/patient112_frame12_gt.nii \n", " inflating: ACDC/database/testing/patient113/Info.cfg \n", " inflating: ACDC/database/testing/patient113/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient113/patient113_4d.nii \n", " inflating: ACDC/database/testing/patient113/patient113_frame01.nii \n", " inflating: ACDC/database/testing/patient113/patient113_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient113/patient113_frame08.nii \n", " inflating: ACDC/database/testing/patient113/patient113_frame08_gt.nii \n", " inflating: ACDC/database/testing/patient114/Info.cfg \n", " inflating: ACDC/database/testing/patient114/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient114/patient114_4d.nii \n", " inflating: ACDC/database/testing/patient114/patient114_frame01.nii \n", " inflating: ACDC/database/testing/patient114/patient114_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient114/patient114_frame11.nii \n", " inflating: ACDC/database/testing/patient114/patient114_frame11_gt.nii \n", " inflating: ACDC/database/testing/patient115/Info.cfg \n", " inflating: ACDC/database/testing/patient115/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient115/patient115_4d.nii \n", " inflating: ACDC/database/testing/patient115/patient115_frame01.nii \n", " inflating: ACDC/database/testing/patient115/patient115_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient115/patient115_frame13.nii \n", " inflating: ACDC/database/testing/patient115/patient115_frame13_gt.nii \n", " inflating: ACDC/database/testing/patient116/Info.cfg \n", " inflating: ACDC/database/testing/patient116/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient116/patient116_4d.nii \n", " inflating: ACDC/database/testing/patient116/patient116_frame01.nii \n", " inflating: ACDC/database/testing/patient116/patient116_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient116/patient116_frame09.nii \n", " inflating: ACDC/database/testing/patient116/patient116_frame09_gt.nii \n", " inflating: ACDC/database/testing/patient117/Info.cfg \n", " inflating: ACDC/database/testing/patient117/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient117/patient117_4d.nii \n", " inflating: ACDC/database/testing/patient117/patient117_frame01.nii \n", " inflating: ACDC/database/testing/patient117/patient117_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient117/patient117_frame13.nii \n", " inflating: ACDC/database/testing/patient117/patient117_frame13_gt.nii \n", " inflating: ACDC/database/testing/patient118/Info.cfg \n", " inflating: ACDC/database/testing/patient118/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient118/patient118_4d.nii \n", " inflating: ACDC/database/testing/patient118/patient118_frame01.nii \n", " inflating: ACDC/database/testing/patient118/patient118_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient118/patient118_frame10.nii \n", " inflating: ACDC/database/testing/patient118/patient118_frame10_gt.nii \n", " inflating: ACDC/database/testing/patient119/Info.cfg \n", " inflating: ACDC/database/testing/patient119/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient119/patient119_4d.nii \n", " inflating: ACDC/database/testing/patient119/patient119_frame01.nii \n", " inflating: ACDC/database/testing/patient119/patient119_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient119/patient119_frame09.nii \n", " inflating: ACDC/database/testing/patient119/patient119_frame09_gt.nii \n", " inflating: ACDC/database/testing/patient120/Info.cfg \n", " inflating: ACDC/database/testing/patient120/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient120/patient120_4d.nii \n", " inflating: ACDC/database/testing/patient120/patient120_frame01.nii \n", " inflating: ACDC/database/testing/patient120/patient120_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient120/patient120_frame08.nii \n", " inflating: ACDC/database/testing/patient120/patient120_frame08_gt.nii \n", " inflating: ACDC/database/testing/patient121/Info.cfg \n", " inflating: ACDC/database/testing/patient121/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient121/patient121_4d.nii \n", " inflating: ACDC/database/testing/patient121/patient121_frame01.nii \n", " inflating: ACDC/database/testing/patient121/patient121_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient121/patient121_frame10.nii \n", " inflating: ACDC/database/testing/patient121/patient121_frame10_gt.nii \n", " inflating: ACDC/database/testing/patient122/Info.cfg \n", " inflating: ACDC/database/testing/patient122/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient122/patient122_4d.nii \n", " inflating: ACDC/database/testing/patient122/patient122_frame01.nii \n", " inflating: ACDC/database/testing/patient122/patient122_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient122/patient122_frame06.nii \n", " inflating: ACDC/database/testing/patient122/patient122_frame06_gt.nii \n", " inflating: ACDC/database/testing/patient123/Info.cfg \n", " inflating: ACDC/database/testing/patient123/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient123/patient123_4d.nii \n", " inflating: ACDC/database/testing/patient123/patient123_frame01.nii \n", " inflating: ACDC/database/testing/patient123/patient123_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient123/patient123_frame11.nii \n", " inflating: ACDC/database/testing/patient123/patient123_frame11_gt.nii \n", " inflating: ACDC/database/testing/patient124/Info.cfg \n", " inflating: ACDC/database/testing/patient124/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient124/patient124_4d.nii \n", " inflating: ACDC/database/testing/patient124/patient124_frame01.nii \n", " inflating: ACDC/database/testing/patient124/patient124_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient124/patient124_frame07.nii \n", " inflating: ACDC/database/testing/patient124/patient124_frame07_gt.nii \n", " inflating: ACDC/database/testing/patient125/Info.cfg \n", " inflating: ACDC/database/testing/patient125/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient125/patient125_4d.nii \n", " inflating: ACDC/database/testing/patient125/patient125_frame01.nii \n", " inflating: ACDC/database/testing/patient125/patient125_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient125/patient125_frame07.nii \n", " inflating: ACDC/database/testing/patient125/patient125_frame07_gt.nii \n", " inflating: ACDC/database/testing/patient126/Info.cfg \n", " inflating: ACDC/database/testing/patient126/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient126/patient126_4d.nii \n", " inflating: ACDC/database/testing/patient126/patient126_frame01.nii \n", " inflating: ACDC/database/testing/patient126/patient126_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient126/patient126_frame07.nii \n", " inflating: ACDC/database/testing/patient126/patient126_frame07_gt.nii \n", " inflating: ACDC/database/testing/patient127/Info.cfg \n", " inflating: ACDC/database/testing/patient127/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient127/patient127_4d.nii \n", " inflating: ACDC/database/testing/patient127/patient127_frame01.nii \n", " inflating: ACDC/database/testing/patient127/patient127_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient127/patient127_frame07.nii \n", " inflating: ACDC/database/testing/patient127/patient127_frame07_gt.nii \n", " inflating: ACDC/database/testing/patient128/Info.cfg \n", " inflating: ACDC/database/testing/patient128/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient128/patient128_4d.nii \n", " inflating: ACDC/database/testing/patient128/patient128_frame01.nii \n", " inflating: ACDC/database/testing/patient128/patient128_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient128/patient128_frame11.nii \n", " inflating: ACDC/database/testing/patient128/patient128_frame11_gt.nii \n", " inflating: ACDC/database/testing/patient129/Info.cfg \n", " inflating: ACDC/database/testing/patient129/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient129/patient129_4d.nii \n", " inflating: ACDC/database/testing/patient129/patient129_frame01.nii \n", " inflating: ACDC/database/testing/patient129/patient129_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient129/patient129_frame08.nii \n", " inflating: ACDC/database/testing/patient129/patient129_frame08_gt.nii \n", " inflating: ACDC/database/testing/patient130/Info.cfg \n", " inflating: ACDC/database/testing/patient130/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient130/patient130_4d.nii \n", " inflating: ACDC/database/testing/patient130/patient130_frame01.nii \n", " inflating: ACDC/database/testing/patient130/patient130_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient130/patient130_frame11.nii \n", " inflating: ACDC/database/testing/patient130/patient130_frame11_gt.nii \n", " inflating: ACDC/database/testing/patient131/Info.cfg \n", " inflating: ACDC/database/testing/patient131/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient131/patient131_4d.nii \n", " inflating: ACDC/database/testing/patient131/patient131_frame01.nii \n", " inflating: ACDC/database/testing/patient131/patient131_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient131/patient131_frame09.nii \n", " inflating: ACDC/database/testing/patient131/patient131_frame09_gt.nii \n", " inflating: ACDC/database/testing/patient132/Info.cfg \n", " inflating: ACDC/database/testing/patient132/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient132/patient132_4d.nii \n", " inflating: ACDC/database/testing/patient132/patient132_frame01.nii \n", " inflating: ACDC/database/testing/patient132/patient132_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient132/patient132_frame15.nii \n", " inflating: ACDC/database/testing/patient132/patient132_frame15_gt.nii \n", " inflating: ACDC/database/testing/patient133/Info.cfg \n", " inflating: ACDC/database/testing/patient133/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient133/patient133_4d.nii \n", " inflating: ACDC/database/testing/patient133/patient133_frame01.nii \n", " inflating: ACDC/database/testing/patient133/patient133_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient133/patient133_frame10.nii \n", " inflating: ACDC/database/testing/patient133/patient133_frame10_gt.nii \n", " inflating: ACDC/database/testing/patient134/Info.cfg \n", " inflating: ACDC/database/testing/patient134/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient134/patient134_4d.nii \n", " inflating: ACDC/database/testing/patient134/patient134_frame01.nii \n", " inflating: ACDC/database/testing/patient134/patient134_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient134/patient134_frame15.nii \n", " inflating: ACDC/database/testing/patient134/patient134_frame15_gt.nii \n", " inflating: ACDC/database/testing/patient135/Info.cfg \n", " inflating: ACDC/database/testing/patient135/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient135/patient135_4d.nii \n", " inflating: ACDC/database/testing/patient135/patient135_frame01.nii \n", " inflating: ACDC/database/testing/patient135/patient135_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient135/patient135_frame10.nii \n", " inflating: ACDC/database/testing/patient135/patient135_frame10_gt.nii \n", " inflating: ACDC/database/testing/patient136/Info.cfg \n", " inflating: ACDC/database/testing/patient136/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient136/patient136_4d.nii \n", " inflating: ACDC/database/testing/patient136/patient136_frame01.nii \n", " inflating: ACDC/database/testing/patient136/patient136_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient136/patient136_frame12.nii \n", " inflating: ACDC/database/testing/patient136/patient136_frame12_gt.nii \n", " inflating: ACDC/database/testing/patient137/Info.cfg \n", " inflating: ACDC/database/testing/patient137/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient137/patient137_4d.nii \n", " inflating: ACDC/database/testing/patient137/patient137_frame01.nii \n", " inflating: ACDC/database/testing/patient137/patient137_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient137/patient137_frame11.nii \n", " inflating: ACDC/database/testing/patient137/patient137_frame11_gt.nii \n", " inflating: ACDC/database/testing/patient138/Info.cfg \n", " inflating: ACDC/database/testing/patient138/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient138/patient138_4d.nii \n", " inflating: ACDC/database/testing/patient138/patient138_frame01.nii \n", " inflating: ACDC/database/testing/patient138/patient138_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient138/patient138_frame10.nii \n", " inflating: ACDC/database/testing/patient138/patient138_frame10_gt.nii \n", " inflating: ACDC/database/testing/patient139/Info.cfg \n", " inflating: ACDC/database/testing/patient139/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient139/patient139_4d.nii \n", " inflating: ACDC/database/testing/patient139/patient139_frame01.nii \n", " inflating: ACDC/database/testing/patient139/patient139_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient139/patient139_frame08.nii \n", " inflating: ACDC/database/testing/patient139/patient139_frame08_gt.nii \n", " inflating: ACDC/database/testing/patient140/Info.cfg \n", " inflating: ACDC/database/testing/patient140/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient140/patient140_4d.nii \n", " inflating: ACDC/database/testing/patient140/patient140_frame01.nii \n", " inflating: ACDC/database/testing/patient140/patient140_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient140/patient140_frame09.nii \n", " inflating: ACDC/database/testing/patient140/patient140_frame09_gt.nii \n", " inflating: ACDC/database/testing/patient141/Info.cfg \n", " inflating: ACDC/database/testing/patient141/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient141/patient141_4d.nii \n", " inflating: ACDC/database/testing/patient141/patient141_frame01.nii \n", " inflating: ACDC/database/testing/patient141/patient141_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient141/patient141_frame11.nii \n", " inflating: ACDC/database/testing/patient141/patient141_frame11_gt.nii \n", " inflating: ACDC/database/testing/patient142/Info.cfg \n", " inflating: ACDC/database/testing/patient142/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient142/patient142_4d.nii \n", " inflating: ACDC/database/testing/patient142/patient142_frame01.nii \n", " inflating: ACDC/database/testing/patient142/patient142_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient142/patient142_frame12.nii \n", " inflating: ACDC/database/testing/patient142/patient142_frame12_gt.nii \n", " inflating: ACDC/database/testing/patient143/Info.cfg \n", " inflating: ACDC/database/testing/patient143/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient143/patient143_4d.nii \n", " inflating: ACDC/database/testing/patient143/patient143_frame01.nii \n", " inflating: ACDC/database/testing/patient143/patient143_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient143/patient143_frame12.nii \n", " inflating: ACDC/database/testing/patient143/patient143_frame12_gt.nii \n", " inflating: ACDC/database/testing/patient144/Info.cfg \n", " inflating: ACDC/database/testing/patient144/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient144/patient144_4d.nii \n", " inflating: ACDC/database/testing/patient144/patient144_frame01.nii \n", " inflating: ACDC/database/testing/patient144/patient144_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient144/patient144_frame09.nii \n", " inflating: ACDC/database/testing/patient144/patient144_frame09_gt.nii \n", " inflating: ACDC/database/testing/patient145/Info.cfg \n", " inflating: ACDC/database/testing/patient145/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient145/patient145_4d.nii \n", " inflating: ACDC/database/testing/patient145/patient145_frame01.nii \n", " inflating: ACDC/database/testing/patient145/patient145_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient145/patient145_frame13.nii \n", " inflating: ACDC/database/testing/patient145/patient145_frame13_gt.nii \n", " inflating: ACDC/database/testing/patient146/Info.cfg \n", " inflating: ACDC/database/testing/patient146/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient146/patient146_4d.nii \n", " inflating: ACDC/database/testing/patient146/patient146_frame01.nii \n", " inflating: ACDC/database/testing/patient146/patient146_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient146/patient146_frame10.nii \n", " inflating: ACDC/database/testing/patient146/patient146_frame10_gt.nii \n", " inflating: ACDC/database/testing/patient147/Info.cfg \n", " inflating: ACDC/database/testing/patient147/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient147/patient147_4d.nii \n", " inflating: ACDC/database/testing/patient147/patient147_frame01.nii \n", " inflating: ACDC/database/testing/patient147/patient147_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient147/patient147_frame09.nii \n", " inflating: ACDC/database/testing/patient147/patient147_frame09_gt.nii \n", " inflating: ACDC/database/testing/patient148/Info.cfg \n", " inflating: ACDC/database/testing/patient148/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient148/patient148_4d.nii \n", " inflating: ACDC/database/testing/patient148/patient148_frame01.nii \n", " inflating: ACDC/database/testing/patient148/patient148_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient148/patient148_frame10.nii \n", " inflating: ACDC/database/testing/patient148/patient148_frame10_gt.nii \n", " inflating: ACDC/database/testing/patient149/Info.cfg \n", " inflating: ACDC/database/testing/patient149/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient149/patient149_4d.nii \n", " inflating: ACDC/database/testing/patient149/patient149_frame01.nii \n", " inflating: ACDC/database/testing/patient149/patient149_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient149/patient149_frame12.nii \n", " inflating: ACDC/database/testing/patient149/patient149_frame12_gt.nii \n", " inflating: ACDC/database/testing/patient150/Info.cfg \n", " inflating: ACDC/database/testing/patient150/MANDATORY_CITATION.md \n", " inflating: ACDC/database/testing/patient150/patient150_4d.nii \n", " inflating: ACDC/database/testing/patient150/patient150_frame01.nii \n", " inflating: ACDC/database/testing/patient150/patient150_frame01_gt.nii \n", " inflating: ACDC/database/testing/patient150/patient150_frame12.nii \n", " inflating: ACDC/database/testing/patient150/patient150_frame12_gt.nii \n", " inflating: ACDC/database/training/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient001/Info.cfg \n", " inflating: ACDC/database/training/patient001/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient001/patient001_4d.nii \n", " inflating: ACDC/database/training/patient001/patient001_frame01.nii/CMD03Gate1.nii \n", " inflating: ACDC/database/training/patient001/patient001_frame01_gt.nii/DCM03-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient001/patient001_frame12.nii/CMD03Gate12.nii \n", " inflating: ACDC/database/training/patient001/patient001_frame12_gt.nii/DCM03-OH-AL_V2_12.nii \n", " inflating: ACDC/database/training/patient002/Info.cfg \n", " inflating: ACDC/database/training/patient002/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient002/patient002_4d.nii \n", " inflating: ACDC/database/training/patient002/patient002_frame01.nii/DCM04Gate1.nii \n", " inflating: ACDC/database/training/patient002/patient002_frame01_gt.nii/DCM04-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient002/patient002_frame12.nii/DCM04Gate12.nii \n", " inflating: ACDC/database/training/patient002/patient002_frame12_gt.nii/DCM04-OH-AL_V2_12.nii \n", " inflating: ACDC/database/training/patient003/Info.cfg \n", " inflating: ACDC/database/training/patient003/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient003/patient003_4d.nii \n", " inflating: ACDC/database/training/patient003/patient003_frame01.nii/DCM08Gate1.nii \n", " inflating: ACDC/database/training/patient003/patient003_frame01_gt.nii/DCM08-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient003/patient003_frame15.nii/DCM08Gate15.nii \n", " inflating: ACDC/database/training/patient003/patient003_frame15_gt.nii/DCM08-OH-AL_V2_15.nii \n", " inflating: ACDC/database/training/patient004/Info.cfg \n", " inflating: ACDC/database/training/patient004/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient004/patient004_4d.nii \n", " inflating: ACDC/database/training/patient004/patient004_frame01.nii/DCM09Gate1.nii \n", " inflating: ACDC/database/training/patient004/patient004_frame01_gt.nii/DCM09-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient004/patient004_frame15.nii/DCM09Gate15.nii \n", " inflating: ACDC/database/training/patient004/patient004_frame15_gt.nii/DCM09-OH-AL_15.nii \n", " inflating: ACDC/database/training/patient005/Info.cfg \n", " inflating: ACDC/database/training/patient005/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient005/patient005_4d.nii \n", " inflating: ACDC/database/training/patient005/patient005_frame01.nii/DCM10Gate1.nii \n", " inflating: ACDC/database/training/patient005/patient005_frame01_gt.nii/DCM10-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient005/patient005_frame13.nii/DCM10Gate13.nii \n", " inflating: ACDC/database/training/patient005/patient005_frame13_gt.nii/DCM10-OH-AL_V2_13.nii \n", " inflating: ACDC/database/training/patient006/Info.cfg \n", " inflating: ACDC/database/training/patient006/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient006/patient006_4d.nii \n", " inflating: ACDC/database/training/patient006/patient006_frame01.nii/DCM12Gate1.nii \n", " inflating: ACDC/database/training/patient006/patient006_frame01_gt.nii/DCM12-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient006/patient006_frame16.nii/DCM12Gate16.nii \n", " inflating: ACDC/database/training/patient006/patient006_frame16_gt.nii/DCM12-OH-AL_V2_16.nii \n", " inflating: ACDC/database/training/patient007/Info.cfg \n", " inflating: ACDC/database/training/patient007/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient007/patient007_4d.nii \n", " inflating: ACDC/database/training/patient007/patient007_frame01.nii/DCM13Gate1.nii \n", " inflating: ACDC/database/training/patient007/patient007_frame01_gt.nii/DCM13-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient007/patient007_frame07.nii/DCM13Gate7.nii \n", " inflating: ACDC/database/training/patient007/patient007_frame07_gt.nii/DCM13-OH-AL_V2_7.nii \n", " inflating: ACDC/database/training/patient008/Info.cfg \n", " inflating: ACDC/database/training/patient008/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient008/patient008_4d.nii \n", " inflating: ACDC/database/training/patient008/patient008_frame01.nii/DCM15Gate1.nii \n", " inflating: ACDC/database/training/patient008/patient008_frame01_gt.nii/DCM15-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient008/patient008_frame13.nii/DCM15Gate13.nii \n", " inflating: ACDC/database/training/patient008/patient008_frame13_gt.nii/DCM15-OH-AL_13.nii \n", " inflating: ACDC/database/training/patient009/Info.cfg \n", " inflating: ACDC/database/training/patient009/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient009/patient009_4d.nii/DCM_16.nii \n", " inflating: ACDC/database/training/patient009/patient009_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient009/patient009_frame01_gt.nii/DCM16-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient009/patient009_frame13.nii/12.nii \n", " inflating: ACDC/database/training/patient009/patient009_frame13_gt.nii/DCM16-OH-AL_12.nii \n", " inflating: ACDC/database/training/patient010/Info.cfg \n", " inflating: ACDC/database/training/patient010/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient010/patient010_4d.nii/CMD_17.nii \n", " inflating: ACDC/database/training/patient010/patient010_frame01.nii/17Gate0.nii \n", " inflating: ACDC/database/training/patient010/patient010_frame01_gt.nii/DCM17-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient010/patient010_frame13.nii/17Gate12.nii \n", " inflating: ACDC/database/training/patient010/patient010_frame13_gt.nii/DCM17-OH-AL_12.nii \n", " inflating: ACDC/database/training/patient011/Info.cfg \n", " inflating: ACDC/database/training/patient011/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient011/patient011_4d.nii/CMD_22.nii \n", " inflating: ACDC/database/training/patient011/patient011_frame01.nii/DCM22Gate0.nii \n", " inflating: ACDC/database/training/patient011/patient011_frame01_gt.nii/DCM22-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient011/patient011_frame08.nii/7.nii \n", " inflating: ACDC/database/training/patient011/patient011_frame08_gt.nii/DCM22-OH-AL_7.nii \n", " inflating: ACDC/database/training/patient012/Info.cfg \n", " inflating: ACDC/database/training/patient012/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient012/patient012_4d.nii/CMD_23.nii \n", " inflating: ACDC/database/training/patient012/patient012_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient012/patient012_frame01_gt.nii/DCM23-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient012/patient012_frame13.nii/23Gate12.nii \n", " inflating: ACDC/database/training/patient012/patient012_frame13_gt.nii/DCM23-OH-AL_12.nii \n", " inflating: ACDC/database/training/patient013/Info.cfg \n", " inflating: ACDC/database/training/patient013/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient013/patient013_4d.nii/CMD_25.nii \n", " inflating: ACDC/database/training/patient013/patient013_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient013/patient013_frame01_gt.nii/DCM25-OH-AL_V2_0.nii \n", " inflating: ACDC/database/training/patient013/patient013_frame14.nii/13.nii \n", " inflating: ACDC/database/training/patient013/patient013_frame14_gt.nii/DCM25-OH-AL_V2_13.nii \n", " inflating: ACDC/database/training/patient014/Info.cfg \n", " inflating: ACDC/database/training/patient014/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient014/patient014_4d.nii/CMD_26.nii \n", " inflating: ACDC/database/training/patient014/patient014_frame01.nii/DCM26Gate0.nii \n", " inflating: ACDC/database/training/patient014/patient014_frame01_gt.nii/DCM26-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient014/patient014_frame13.nii/DCM26Gate12.nii \n", " inflating: ACDC/database/training/patient014/patient014_frame13_gt.nii/DCM26-OH-AL_12.nii \n", " inflating: ACDC/database/training/patient015/Info.cfg \n", " inflating: ACDC/database/training/patient015/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient015/patient015_4d.nii/paient015_4d_new.nii \n", " inflating: ACDC/database/training/patient015/patient015_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient015/patient015_frame01_gt.nii/DCM27_V3_0.nii \n", " inflating: ACDC/database/training/patient015/patient015_frame10.nii/9.nii \n", " inflating: ACDC/database/training/patient015/patient015_frame10_gt.nii/DCM27_V3_9.nii \n", " inflating: ACDC/database/training/patient016/Info.cfg \n", " inflating: ACDC/database/training/patient016/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient016/patient016_4d.nii/CMD_28.nii \n", " inflating: ACDC/database/training/patient016/patient016_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient016/patient016_frame01_gt.nii/DCM28-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient016/patient016_frame12.nii/11.nii \n", " inflating: ACDC/database/training/patient016/patient016_frame12_gt.nii/DCM28-OH-AL_11.nii \n", " inflating: ACDC/database/training/patient017/Info.cfg \n", " inflating: ACDC/database/training/patient017/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient017/patient017_4d.nii/CMD_31.nii \n", " inflating: ACDC/database/training/patient017/patient017_frame01.nii/31Gate0.nii \n", " inflating: ACDC/database/training/patient017/patient017_frame01_gt.nii/DCM31OH_AL_0.nii \n", " inflating: ACDC/database/training/patient017/patient017_frame09.nii/31Gate8.nii \n", " inflating: ACDC/database/training/patient017/patient017_frame09_gt.nii/DCM31OH_AL_8.nii \n", " inflating: ACDC/database/training/patient018/Info.cfg \n", " inflating: ACDC/database/training/patient018/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient018/patient018_4d.nii/CMD_32.nii \n", " inflating: ACDC/database/training/patient018/patient018_frame01.nii/32Gate0.nii \n", " inflating: ACDC/database/training/patient018/patient018_frame01_gt.nii/DCM32OH_AL_0.nii \n", " inflating: ACDC/database/training/patient018/patient018_frame10.nii/32Gate9.nii \n", " inflating: ACDC/database/training/patient018/patient018_frame10_gt.nii/DCM32OH_AL_9.nii \n", " inflating: ACDC/database/training/patient019/Info.cfg \n", " inflating: ACDC/database/training/patient019/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient019/patient019_4d.nii \n", " inflating: ACDC/database/training/patient019/patient019_frame01.nii \n", " inflating: ACDC/database/training/patient019/patient019_frame01_gt.nii \n", " inflating: ACDC/database/training/patient019/patient019_frame11.nii \n", " inflating: ACDC/database/training/patient019/patient019_frame11_gt.nii \n", " inflating: ACDC/database/training/patient020/Info.cfg \n", " inflating: ACDC/database/training/patient020/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient020/patient020_4d.nii/DCM_34.nii \n", " inflating: ACDC/database/training/patient020/patient020_frame01.nii/34Gate0.nii \n", " inflating: ACDC/database/training/patient020/patient020_frame01_gt.nii/DCM34OH_AL_0.nii \n", " inflating: ACDC/database/training/patient020/patient020_frame11.nii/34Gate10.nii \n", " inflating: ACDC/database/training/patient020/patient020_frame11_gt.nii/DCM34OH_AL_10.nii \n", " inflating: ACDC/database/training/patient021/Info.cfg \n", " inflating: ACDC/database/training/patient021/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient021/patient021_4d.nii \n", " inflating: ACDC/database/training/patient021/patient021_frame01.nii/HCM01Gate1.nii \n", " inflating: ACDC/database/training/patient021/patient021_frame01_gt.nii/HCM01-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient021/patient021_frame13.nii/HCM01Gate13.nii \n", " inflating: ACDC/database/training/patient021/patient021_frame13_gt.nii/HCM01-OH-AL_13.nii \n", " inflating: ACDC/database/training/patient022/Info.cfg \n", " inflating: ACDC/database/training/patient022/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient022/patient022_4d.nii \n", " inflating: ACDC/database/training/patient022/patient022_frame01.nii/HCM03Gate1.nii \n", " inflating: ACDC/database/training/patient022/patient022_frame01_gt.nii/HCM03-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient022/patient022_frame11.nii/HCM03Gate11.nii \n", " inflating: ACDC/database/training/patient022/patient022_frame11_gt.nii/HCM03-OH-AL_11.nii \n", " inflating: ACDC/database/training/patient023/Info.cfg \n", " inflating: ACDC/database/training/patient023/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient023/patient023_4d.nii \n", " inflating: ACDC/database/training/patient023/patient023_frame01.nii/HCM05Gate1.nii \n", " inflating: ACDC/database/training/patient023/patient023_frame01_gt.nii/HCM05-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient023/patient023_frame09.nii/HCM05Gate9.nii \n", " inflating: ACDC/database/training/patient023/patient023_frame09_gt.nii/HCM05-OH-AL_V2_9.nii \n", " inflating: ACDC/database/training/patient024/Info.cfg \n", " inflating: ACDC/database/training/patient024/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient024/patient024_4d.nii \n", " inflating: ACDC/database/training/patient024/patient024_frame01.nii/HCM06Gate1.nii \n", " inflating: ACDC/database/training/patient024/patient024_frame01_gt.nii/HCM06-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient024/patient024_frame09.nii/HCM06Gate9.nii \n", " inflating: ACDC/database/training/patient024/patient024_frame09_gt.nii/HCM06-OH-AL_9.nii \n", " inflating: ACDC/database/training/patient025/Info.cfg \n", " inflating: ACDC/database/training/patient025/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient025/patient025_4d.nii \n", " inflating: ACDC/database/training/patient025/patient025_frame01.nii/HCM07Gate1.nii \n", " inflating: ACDC/database/training/patient025/patient025_frame01_gt.nii/HCM07-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient025/patient025_frame09.nii/HCM07Gate9.nii \n", " inflating: ACDC/database/training/patient025/patient025_frame09_gt.nii/HCM07-OH-AL_V2_9.nii \n", " inflating: ACDC/database/training/patient026/Info.cfg \n", " inflating: ACDC/database/training/patient026/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient026/patient026_4d.nii \n", " inflating: ACDC/database/training/patient026/patient026_frame01.nii/HCM08Gate1.nii \n", " inflating: ACDC/database/training/patient026/patient026_frame01_gt.nii/HCM08-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient026/patient026_frame12.nii/HCM08Gate12.nii \n", " inflating: ACDC/database/training/patient026/patient026_frame12_gt.nii/HCM08-OH-AL_12.nii \n", " inflating: ACDC/database/training/patient027/Info.cfg \n", " inflating: ACDC/database/training/patient027/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient027/patient027_4d.nii \n", " inflating: ACDC/database/training/patient027/patient027_frame01.nii/HCM09Gate1.nii \n", " inflating: ACDC/database/training/patient027/patient027_frame01_gt.nii/HCM09-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient027/patient027_frame11.nii/HCM09Gate11.nii \n", " inflating: ACDC/database/training/patient027/patient027_frame11_gt.nii/HCM09-OH-AL_V2_11.nii \n", " inflating: ACDC/database/training/patient028/Info.cfg \n", " inflating: ACDC/database/training/patient028/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient028/patient028_4d.nii \n", " inflating: ACDC/database/training/patient028/patient028_frame01.nii/HCM10Gate1.nii \n", " inflating: ACDC/database/training/patient028/patient028_frame01_gt.nii/HCM10-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient028/patient028_frame09.nii/HCM10Gate9.nii \n", " inflating: ACDC/database/training/patient028/patient028_frame09_gt.nii/HCM10-OH-AL_V2_9.nii \n", " inflating: ACDC/database/training/patient029/Info.cfg \n", " inflating: ACDC/database/training/patient029/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient029/patient029_4d.nii \n", " inflating: ACDC/database/training/patient029/patient029_frame01.nii/HCM11Gate1.nii \n", " inflating: ACDC/database/training/patient029/patient029_frame01_gt.nii/HCM11-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient029/patient029_frame12.nii/HCM11Gate12.nii \n", " inflating: ACDC/database/training/patient029/patient029_frame12_gt.nii/HCM11-OH-AL_12.nii \n", " inflating: ACDC/database/training/patient030/Info.cfg \n", " inflating: ACDC/database/training/patient030/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient030/patient030_4d.nii \n", " inflating: ACDC/database/training/patient030/patient030_frame01.nii/HCM12Gate1.nii \n", " inflating: ACDC/database/training/patient030/patient030_frame01_gt.nii/HCM12-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient030/patient030_frame12.nii/HCM12Gate12.nii \n", " inflating: ACDC/database/training/patient030/patient030_frame12_gt.nii/HCM12-OH-AL_12.nii \n", " inflating: ACDC/database/training/patient031/Info.cfg \n", " inflating: ACDC/database/training/patient031/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient031/patient031_4d.nii \n", " inflating: ACDC/database/training/patient031/patient031_frame01.nii/HCM13Gate1.nii \n", " inflating: ACDC/database/training/patient031/patient031_frame01_gt.nii/HCM13-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient031/patient031_frame10.nii/HCM13Gate10.nii \n", " inflating: ACDC/database/training/patient031/patient031_frame10_gt.nii/HCM13-OH-AL_10.nii \n", " inflating: ACDC/database/training/patient032/Info.cfg \n", " inflating: ACDC/database/training/patient032/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient032/patient032_4d.nii \n", " inflating: ACDC/database/training/patient032/patient032_frame01.nii/HCM14Gate1.nii \n", " inflating: ACDC/database/training/patient032/patient032_frame01_gt.nii/HCM14-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient032/patient032_frame12.nii/HCM14Gate12.nii \n", " inflating: ACDC/database/training/patient032/patient032_frame12_gt.nii/HCM14-OH-AL_12.nii \n", " inflating: ACDC/database/training/patient033/Info.cfg \n", " inflating: ACDC/database/training/patient033/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient033/patient033_4d.nii \n", " inflating: ACDC/database/training/patient033/patient033_frame01.nii/HCM15Gate1.nii \n", " inflating: ACDC/database/training/patient033/patient033_frame01_gt.nii/HCM15-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient033/patient033_frame14.nii/HCM15Gate14.nii \n", " inflating: ACDC/database/training/patient033/patient033_frame14_gt.nii/HCM15-OH-AL_14.nii \n", " inflating: ACDC/database/training/patient034/Info.cfg \n", " inflating: ACDC/database/training/patient034/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient034/patient034_4d.nii/HCM_16_r.nii \n", " inflating: ACDC/database/training/patient034/patient034_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient034/patient034_frame01_gt.nii/HCM16-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient034/patient034_frame16.nii/15.nii \n", " inflating: ACDC/database/training/patient034/patient034_frame16_gt.nii/HCM16-OH-AL_16.nii \n", " inflating: ACDC/database/training/patient035/Info.cfg \n", " inflating: ACDC/database/training/patient035/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient035/patient035_4d.nii/HCM_18_r.nii \n", " inflating: ACDC/database/training/patient035/patient035_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient035/patient035_frame01_gt.nii/HCM18-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient035/patient035_frame11.nii/10.nii \n", " inflating: ACDC/database/training/patient035/patient035_frame11_gt.nii/HCM18-OH-AL_10.nii \n", " inflating: ACDC/database/training/patient036/Info.cfg \n", " inflating: ACDC/database/training/patient036/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient036/patient036_4d.nii/HCM_20_r.nii \n", " inflating: ACDC/database/training/patient036/patient036_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient036/patient036_frame01_gt.nii/HCM20-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient036/patient036_frame12.nii/11.nii \n", " inflating: ACDC/database/training/patient036/patient036_frame12_gt.nii/HCM20-OH-AL_11.nii \n", " inflating: ACDC/database/training/patient037/Info.cfg \n", " inflating: ACDC/database/training/patient037/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient037/patient037_4d.nii/HCM_22_r.nii \n", " inflating: ACDC/database/training/patient037/patient037_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient037/patient037_frame01_gt.nii/HCM22-OH-AL_V2_0.nii \n", " inflating: ACDC/database/training/patient037/patient037_frame12.nii/11.nii \n", " inflating: ACDC/database/training/patient037/patient037_frame12_gt.nii/HCM22-OH-AL_V2_11.nii \n", " inflating: ACDC/database/training/patient038/Info.cfg \n", " inflating: ACDC/database/training/patient038/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient038/patient038_4d.nii/HCM_24_r.nii \n", " inflating: ACDC/database/training/patient038/patient038_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient038/patient038_frame01_gt.nii/HCM24_OH_AL_0.nii \n", " inflating: ACDC/database/training/patient038/patient038_frame11.nii/10.nii \n", " inflating: ACDC/database/training/patient038/patient038_frame11_gt.nii/HCM24_OH_AL_10.nii \n", " inflating: ACDC/database/training/patient039/Info.cfg \n", " inflating: ACDC/database/training/patient039/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient039/patient039_4d.nii/HCM_26_r.nii \n", " inflating: ACDC/database/training/patient039/patient039_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient039/patient039_frame01_gt.nii/HCM26-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient039/patient039_frame10.nii/9.nii \n", " inflating: ACDC/database/training/patient039/patient039_frame10_gt.nii/HCM26-OH-AL_9.nii \n", " inflating: ACDC/database/training/patient040/Info.cfg \n", " inflating: ACDC/database/training/patient040/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient040/patient040_4d.nii/HCM_27.nii \n", " inflating: ACDC/database/training/patient040/patient040_frame01.nii/27Gate0.nii \n", " inflating: ACDC/database/training/patient040/patient040_frame01_gt.nii/HCM27-OH-AL_V2_0.nii \n", " inflating: ACDC/database/training/patient040/patient040_frame13.nii/27Gate12.nii \n", " inflating: ACDC/database/training/patient040/patient040_frame13_gt.nii/HCM27-OH-AL_V2_12.nii \n", " inflating: ACDC/database/training/patient041/Info.cfg \n", " inflating: ACDC/database/training/patient041/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient041/patient041_4d.nii/MINF_03.nii \n", " inflating: ACDC/database/training/patient041/patient041_frame01.nii/03bGate0.nii \n", " inflating: ACDC/database/training/patient041/patient041_frame01_gt.nii/MINF03-OH-AL_V2_0.nii \n", " inflating: ACDC/database/training/patient041/patient041_frame11.nii/03bGate10.nii \n", " inflating: ACDC/database/training/patient041/patient041_frame11_gt.nii/MINF03-OH-AL_V2_10.nii \n", " inflating: ACDC/database/training/patient042/Info.cfg \n", " inflating: ACDC/database/training/patient042/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient042/patient042_4d.nii \n", " inflating: ACDC/database/training/patient042/patient042_frame01.nii/MINF06Gate1.nii \n", " inflating: ACDC/database/training/patient042/patient042_frame01_gt.nii/MINF06-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient042/patient042_frame16.nii/MINF06Gate16.nii \n", " inflating: ACDC/database/training/patient042/patient042_frame16_gt.nii/MINF06-OH-AL_V2_16.nii \n", " inflating: ACDC/database/training/patient043/Info.cfg \n", " inflating: ACDC/database/training/patient043/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient043/patient043_4d.nii/MINF_10_r.nii \n", " inflating: ACDC/database/training/patient043/patient043_frame01.nii/10bGate0.nii \n", " inflating: ACDC/database/training/patient043/patient043_frame01_gt.nii/MINF10-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient043/patient043_frame07.nii/10bGate6.nii \n", " inflating: ACDC/database/training/patient043/patient043_frame07_gt.nii/MINF10-OH-AL_6.nii \n", " inflating: ACDC/database/training/patient044/Info.cfg \n", " inflating: ACDC/database/training/patient044/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient044/patient044_4d.nii \n", " inflating: ACDC/database/training/patient044/patient044_frame01.nii/MINF14Gate1.nii \n", " inflating: ACDC/database/training/patient044/patient044_frame01_gt.nii/MINF14-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient044/patient044_frame11.nii/MINF14Gate11.nii \n", " inflating: ACDC/database/training/patient044/patient044_frame11_gt.nii/MINF14-OH-AL_11.nii \n", " inflating: ACDC/database/training/patient045/Info.cfg \n", " inflating: ACDC/database/training/patient045/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient045/patient045_4d.nii/IDM_21.nii \n", " inflating: ACDC/database/training/patient045/patient045_frame01.nii/21Gate0.nii \n", " inflating: ACDC/database/training/patient045/patient045_frame01_gt.nii/MINF21_V1OH_AL_0.nii \n", " inflating: ACDC/database/training/patient045/patient045_frame13.nii/21Gate12.nii \n", " inflating: ACDC/database/training/patient045/patient045_frame13_gt.nii/MINF21_V1OH_AL_12.nii \n", " inflating: ACDC/database/training/patient046/Info.cfg \n", " inflating: ACDC/database/training/patient046/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient046/patient046_4d.nii/IDM_22.nii \n", " inflating: ACDC/database/training/patient046/patient046_frame01.nii/22Gate0.nii \n", " inflating: ACDC/database/training/patient046/patient046_frame01_gt.nii/MINF22-OH-AL_V2_0.nii \n", " inflating: ACDC/database/training/patient046/patient046_frame10.nii/22Gate9.nii \n", " inflating: ACDC/database/training/patient046/patient046_frame10_gt.nii/MINF22-OH-AL_V2_9.nii \n", " inflating: ACDC/database/training/patient047/Info.cfg \n", " inflating: ACDC/database/training/patient047/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient047/patient047_4d.nii/IDM_23.nii \n", " inflating: ACDC/database/training/patient047/patient047_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient047/patient047_frame01_gt.nii/MINF23-OH-AL_V2_0.nii \n", " inflating: ACDC/database/training/patient047/patient047_frame09.nii/8.nii \n", " inflating: ACDC/database/training/patient047/patient047_frame09_gt.nii/MINF23-OH-AL_V2_9.nii \n", " inflating: ACDC/database/training/patient048/Info.cfg \n", " inflating: ACDC/database/training/patient048/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient048/patient048_4d.nii/IDM_28.nii \n", " inflating: ACDC/database/training/patient048/patient048_frame01.nii/28Gate0.nii \n", " inflating: ACDC/database/training/patient048/patient048_frame01_gt.nii/MINF28-OH-AL_V2_0.nii \n", " inflating: ACDC/database/training/patient048/patient048_frame08.nii/28Gate7.nii \n", " inflating: ACDC/database/training/patient048/patient048_frame08_gt.nii/MINF28-OH-AL_V2_7.nii \n", " inflating: ACDC/database/training/patient049/Info.cfg \n", " inflating: ACDC/database/training/patient049/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient049/patient049_4d.nii \n", " inflating: ACDC/database/training/patient049/patient049_frame01.nii/MINF04Gate1.nii \n", " inflating: ACDC/database/training/patient049/patient049_frame01_gt.nii/MINF04-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient049/patient049_frame11.nii/MINF04Gate11.nii \n", " inflating: ACDC/database/training/patient049/patient049_frame11_gt.nii/MINF04-OH-AL_11.nii \n", " inflating: ACDC/database/training/patient050/Info.cfg \n", " inflating: ACDC/database/training/patient050/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient050/patient050_4d.nii \n", " inflating: ACDC/database/training/patient050/patient050_frame01.nii/MINF11Gate1.nii \n", " inflating: ACDC/database/training/patient050/patient050_frame01_gt.nii/MINF11-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient050/patient050_frame12.nii/MINF11Gate12.nii \n", " inflating: ACDC/database/training/patient050/patient050_frame12_gt.nii/MINF11-OH-AL_V2_12.nii \n", " inflating: ACDC/database/training/patient051/Info.cfg \n", " inflating: ACDC/database/training/patient051/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient051/patient051_4d.nii/IDM_34.nii \n", " inflating: ACDC/database/training/patient051/patient051_frame01.nii/34Gate0.nii \n", " inflating: ACDC/database/training/patient051/patient051_frame01_gt.nii/MINF34-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient051/patient051_frame11.nii/34Gate10.nii \n", " inflating: ACDC/database/training/patient051/patient051_frame11_gt.nii/MINF34-OH-AL_10.nii \n", " inflating: ACDC/database/training/patient052/Info.cfg \n", " inflating: ACDC/database/training/patient052/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient052/patient052_4d.nii/MINF_34.nii \n", " inflating: ACDC/database/training/patient052/patient052_frame01.nii/34Gate0.nii \n", " inflating: ACDC/database/training/patient052/patient052_frame01_gt.nii/MINF40-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient052/patient052_frame09.nii/34Gate8.nii \n", " inflating: ACDC/database/training/patient052/patient052_frame09_gt.nii/MINF40-OH-AL_8.nii \n", " inflating: ACDC/database/training/patient053/Info.cfg \n", " inflating: ACDC/database/training/patient053/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient053/patient053_4d.nii/MINF_35.nii \n", " inflating: ACDC/database/training/patient053/patient053_frame01.nii/35Gate0.nii \n", " inflating: ACDC/database/training/patient053/patient053_frame01_gt.nii/MINF35-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient053/patient053_frame12.nii/35Gate11.nii \n", " inflating: ACDC/database/training/patient053/patient053_frame12_gt.nii/MINF35-OH-AL_11.nii \n", " inflating: ACDC/database/training/patient054/Info.cfg \n", " inflating: ACDC/database/training/patient054/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient054/patient054_4d.nii/MINF_36.nii \n", " inflating: ACDC/database/training/patient054/patient054_frame01.nii/36Gate0.nii \n", " inflating: ACDC/database/training/patient054/patient054_frame01_gt.nii/MINF36-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient054/patient054_frame12.nii/36Gate11.nii \n", " inflating: ACDC/database/training/patient054/patient054_frame12_gt.nii/MINF36-OH-AL_11.nii \n", " inflating: ACDC/database/training/patient055/Info.cfg \n", " inflating: ACDC/database/training/patient055/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient055/patient055_4d.nii/MINF_38.nii \n", " inflating: ACDC/database/training/patient055/patient055_frame01.nii/38Gate0.nii \n", " inflating: ACDC/database/training/patient055/patient055_frame01_gt.nii/MINF_38_OH_AL_0.nii \n", " inflating: ACDC/database/training/patient055/patient055_frame10.nii/38Gate9.nii \n", " inflating: ACDC/database/training/patient055/patient055_frame10_gt.nii/MINF_38_OH_AL_10.nii \n", " inflating: ACDC/database/training/patient056/Info.cfg \n", " inflating: ACDC/database/training/patient056/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient056/patient056_4d.nii/MINF_37.nii \n", " inflating: ACDC/database/training/patient056/patient056_frame01.nii/37Gate0.nii \n", " inflating: ACDC/database/training/patient056/patient056_frame01_gt.nii/MINF37OH_AL_0.nii \n", " inflating: ACDC/database/training/patient056/patient056_frame12.nii/37Gate11.nii \n", " inflating: ACDC/database/training/patient056/patient056_frame12_gt.nii/MINF37OH_AL_11.nii \n", " inflating: ACDC/database/training/patient057/Info.cfg \n", " inflating: ACDC/database/training/patient057/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient057/patient057_4d.nii \n", " inflating: ACDC/database/training/patient057/patient057_frame01.nii \n", " inflating: ACDC/database/training/patient057/patient057_frame01_gt.nii/MINF41OH_AL_0.nii \n", " inflating: ACDC/database/training/patient057/patient057_frame09.nii \n", " inflating: ACDC/database/training/patient057/patient057_frame09_gt.nii/MINF41OH_AL_8.nii \n", " inflating: ACDC/database/training/patient058/Info.cfg \n", " inflating: ACDC/database/training/patient058/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient058/patient058_4d.nii \n", " inflating: ACDC/database/training/patient058/patient058_frame01.nii \n", " inflating: ACDC/database/training/patient058/patient058_frame01_gt.nii \n", " inflating: ACDC/database/training/patient058/patient058_frame14.nii \n", " inflating: ACDC/database/training/patient058/patient058_frame14_gt.nii \n", " inflating: ACDC/database/training/patient059/Info.cfg \n", " inflating: ACDC/database/training/patient059/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient059/patient059_4d.nii \n", " inflating: ACDC/database/training/patient059/patient059_frame01.nii \n", " inflating: ACDC/database/training/patient059/patient059_frame01_gt.nii \n", " inflating: ACDC/database/training/patient059/patient059_frame09.nii \n", " inflating: ACDC/database/training/patient059/patient059_frame09_gt.nii \n", " inflating: ACDC/database/training/patient060/Info.cfg \n", " inflating: ACDC/database/training/patient060/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient060/patient060_4d.nii/MINF_44.nii \n", " inflating: ACDC/database/training/patient060/patient060_frame01.nii/44Gate0.nii \n", " inflating: ACDC/database/training/patient060/patient060_frame01_gt.nii/MINF44OH_AL_0.nii \n", " inflating: ACDC/database/training/patient060/patient060_frame14.nii/44Gate13.nii \n", " inflating: ACDC/database/training/patient060/patient060_frame14_gt.nii/MINF44OH_AL_13.nii \n", " inflating: ACDC/database/training/patient061/Info.cfg \n", " inflating: ACDC/database/training/patient061/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient061/patient061_4d.nii \n", " inflating: ACDC/database/training/patient061/patient061_frame01.nii/MYO04Gate1.nii \n", " inflating: ACDC/database/training/patient061/patient061_frame01_gt.nii/NOR01_OH_AL_1.nii \n", " inflating: ACDC/database/training/patient061/patient061_frame10.nii/MYO04Gate10.nii \n", " inflating: ACDC/database/training/patient061/patient061_frame10_gt.nii/NOR01_OH_AL_10.nii \n", " inflating: ACDC/database/training/patient062/Info.cfg \n", " inflating: ACDC/database/training/patient062/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient062/patient062_4d.nii \n", " inflating: ACDC/database/training/patient062/patient062_frame01.nii/NOR02Gate1.nii \n", " inflating: ACDC/database/training/patient062/patient062_frame01_gt.nii/NOR02-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient062/patient062_frame09.nii/NOR02Gate9.nii \n", " inflating: ACDC/database/training/patient062/patient062_frame09_gt.nii/NOR02-OH-AL_V2_9.nii \n", " inflating: ACDC/database/training/patient063/Info.cfg \n", " inflating: ACDC/database/training/patient063/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient063/patient063_4d.nii \n", " inflating: ACDC/database/training/patient063/patient063_frame01.nii/NOR03Gate1.nii \n", " inflating: ACDC/database/training/patient063/patient063_frame01_gt.nii/NOR03-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient063/patient063_frame16.nii/NOR03Gate16.nii \n", " inflating: ACDC/database/training/patient063/patient063_frame16_gt.nii/NOR03-OH-AL_16.nii \n", " inflating: ACDC/database/training/patient064/Info.cfg \n", " inflating: ACDC/database/training/patient064/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient064/patient064_4d.nii \n", " inflating: ACDC/database/training/patient064/patient064_frame01.nii/NOR07Gate1.nii \n", " inflating: ACDC/database/training/patient064/patient064_frame01_gt.nii/NOR07-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient064/patient064_frame12.nii/NOR07Gate12.nii \n", " inflating: ACDC/database/training/patient064/patient064_frame12_gt.nii/NOR07-OH-AL_V2_12.nii \n", " inflating: ACDC/database/training/patient065/Info.cfg \n", " inflating: ACDC/database/training/patient065/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient065/patient065_4d.nii \n", " inflating: ACDC/database/training/patient065/patient065_frame01.nii/NOR09Gate1.nii \n", " inflating: ACDC/database/training/patient065/patient065_frame01_gt.nii/NOR09-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient065/patient065_frame14.nii/NOR09Gate14.nii \n", " inflating: ACDC/database/training/patient065/patient065_frame14_gt.nii/NOR09-OH-AL_14.nii \n", " inflating: ACDC/database/training/patient066/Info.cfg \n", " inflating: ACDC/database/training/patient066/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient066/patient066_4d.nii \n", " inflating: ACDC/database/training/patient066/patient066_frame01.nii/NOR11Gate1.nii \n", " inflating: ACDC/database/training/patient066/patient066_frame01_gt.nii/NOR11-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient066/patient066_frame11.nii/NOR11Gate11.nii \n", " inflating: ACDC/database/training/patient066/patient066_frame11_gt.nii/NOR11-OH-AL_V2_11.nii \n", " inflating: ACDC/database/training/patient067/Info.cfg \n", " inflating: ACDC/database/training/patient067/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient067/patient067_4d.nii \n", " inflating: ACDC/database/training/patient067/patient067_frame01.nii/NOR14Gate1.nii \n", " inflating: ACDC/database/training/patient067/patient067_frame01_gt.nii/NOR14-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient067/patient067_frame10.nii/NOR14Gate10.nii \n", " inflating: ACDC/database/training/patient067/patient067_frame10_gt.nii/NOR14-OH-AL_V2_10.nii \n", " inflating: ACDC/database/training/patient068/Info.cfg \n", " inflating: ACDC/database/training/patient068/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient068/patient068_4d.nii/NOR_19.nii \n", " inflating: ACDC/database/training/patient068/patient068_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient068/patient068_frame01_gt.nii/NOR19-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient068/patient068_frame12.nii/11.nii \n", " inflating: ACDC/database/training/patient068/patient068_frame12_gt.nii/NOR19-OH-AL_11.nii \n", " inflating: ACDC/database/training/patient069/Info.cfg \n", " inflating: ACDC/database/training/patient069/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient069/patient069_4d.nii/NOR_21b.nii \n", " inflating: ACDC/database/training/patient069/patient069_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient069/patient069_frame01_gt.nii/NOR21-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient069/patient069_frame12.nii/11.nii \n", " inflating: ACDC/database/training/patient069/patient069_frame12_gt.nii/NOR21-OH-AL_11.nii \n", " inflating: ACDC/database/training/patient070/Info.cfg \n", " inflating: ACDC/database/training/patient070/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient070/patient070_4d.nii/NOR_22.nii \n", " inflating: ACDC/database/training/patient070/patient070_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient070/patient070_frame01_gt.nii/NOR22-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient070/patient070_frame10.nii/9.nii \n", " inflating: ACDC/database/training/patient070/patient070_frame10_gt.nii/NOR22-OH-AL_9.nii \n", " inflating: ACDC/database/training/patient071/Info.cfg \n", " inflating: ACDC/database/training/patient071/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient071/patient071_4d.nii \n", " inflating: ACDC/database/training/patient071/patient071_frame01.nii/MYO01Gate1.nii \n", " inflating: ACDC/database/training/patient071/patient071_frame01_gt.nii/NOR23-OH-AL_V2_1.nii \n", " inflating: ACDC/database/training/patient071/patient071_frame09.nii/MYO01Gate9.nii \n", " inflating: ACDC/database/training/patient071/patient071_frame09_gt.nii/NOR23-OH-AL_V2_9.nii \n", " inflating: ACDC/database/training/patient072/Info.cfg \n", " inflating: ACDC/database/training/patient072/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient072/patient072_4d.nii \n", " inflating: ACDC/database/training/patient072/patient072_frame01.nii/MYO03Gate1.nii \n", " inflating: ACDC/database/training/patient072/patient072_frame01_gt.nii/NOR25-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient072/patient072_frame11.nii/MYO03Gate11.nii \n", " inflating: ACDC/database/training/patient072/patient072_frame11_gt.nii/NOR25-OH-AL_11.nii \n", " inflating: ACDC/database/training/patient073/Info.cfg \n", " inflating: ACDC/database/training/patient073/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient073/patient073_4d.nii \n", " inflating: ACDC/database/training/patient073/patient073_frame01.nii/MYO12Gate1.nii \n", " inflating: ACDC/database/training/patient073/patient073_frame01_gt.nii/NOR30-OH-AL_1.nii \n", " inflating: ACDC/database/training/patient073/patient073_frame10.nii/MYO12Gate10.nii \n", " inflating: ACDC/database/training/patient073/patient073_frame10_gt.nii/NOR30-OH-AL_10.nii \n", " inflating: ACDC/database/training/patient074/Info.cfg \n", " inflating: ACDC/database/training/patient074/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient074/patient074_4d.nii/NOR_33.nii \n", " inflating: ACDC/database/training/patient074/patient074_frame01.nii/33Gate0.nii \n", " inflating: ACDC/database/training/patient074/patient074_frame01_gt.nii/NOR33-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient074/patient074_frame12.nii/33Gate11.nii \n", " inflating: ACDC/database/training/patient074/patient074_frame12_gt.nii/NOR33-OH-AL_11.nii \n", " inflating: ACDC/database/training/patient075/Info.cfg \n", " inflating: ACDC/database/training/patient075/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient075/patient075_4d.nii/NOR_24b.nii \n", " inflating: ACDC/database/training/patient075/patient075_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient075/patient075_frame01_gt.nii/NOR24-OH-AL_V3_0.nii \n", " inflating: ACDC/database/training/patient075/patient075_frame06.nii/5.nii \n", " inflating: ACDC/database/training/patient075/patient075_frame06_gt.nii/NOR24-OH-AL_V3_5.nii \n", " inflating: ACDC/database/training/patient076/Info.cfg \n", " inflating: ACDC/database/training/patient076/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient076/patient076_4d.nii/NOR_33.nii \n", " inflating: ACDC/database/training/patient076/patient076_frame01.nii/33Gate0.nii \n", " inflating: ACDC/database/training/patient076/patient076_frame01_gt.nii/NOR33-OH_AL_0.nii \n", " inflating: ACDC/database/training/patient076/patient076_frame12.nii/33Gate11.nii \n", " inflating: ACDC/database/training/patient076/patient076_frame12_gt.nii/NOR33-OH_AL_11.nii \n", " inflating: ACDC/database/training/patient077/Info.cfg \n", " inflating: ACDC/database/training/patient077/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient077/patient077_4d.nii/NOR_34.nii \n", " inflating: ACDC/database/training/patient077/patient077_frame01.nii/34Gate0.nii \n", " inflating: ACDC/database/training/patient077/patient077_frame01_gt.nii/NOR34OH_AL_0.nii \n", " inflating: ACDC/database/training/patient077/patient077_frame09.nii/34Gate8.nii \n", " inflating: ACDC/database/training/patient077/patient077_frame09_gt.nii/NOR34OH_AL_8.nii \n", " inflating: ACDC/database/training/patient078/Info.cfg \n", " inflating: ACDC/database/training/patient078/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient078/patient078_4d.nii \n", " inflating: ACDC/database/training/patient078/patient078_frame01.nii \n", " inflating: ACDC/database/training/patient078/patient078_frame01_gt.nii \n", " inflating: ACDC/database/training/patient078/patient078_frame09.nii \n", " inflating: ACDC/database/training/patient078/patient078_frame09_gt.nii \n", " inflating: ACDC/database/training/patient079/Info.cfg \n", " inflating: ACDC/database/training/patient079/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient079/patient079_4d.nii \n", " inflating: ACDC/database/training/patient079/patient079_frame01.nii \n", " inflating: ACDC/database/training/patient079/patient079_frame01_gt.nii \n", " inflating: ACDC/database/training/patient079/patient079_frame11.nii \n", " inflating: ACDC/database/training/patient079/patient079_frame11_gt.nii \n", " inflating: ACDC/database/training/patient080/Info.cfg \n", " inflating: ACDC/database/training/patient080/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient080/patient080_4d.nii \n", " inflating: ACDC/database/training/patient080/patient080_frame01.nii \n", " inflating: ACDC/database/training/patient080/patient080_frame01_gt.nii \n", " inflating: ACDC/database/training/patient080/patient080_frame10.nii \n", " inflating: ACDC/database/training/patient080/patient080_frame10_gt.nii \n", " inflating: ACDC/database/training/patient081/Info.cfg \n", " inflating: ACDC/database/training/patient081/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient081/patient081_4d.nii/RV_05.nii \n", " inflating: ACDC/database/training/patient081/patient081_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient081/patient081_frame01_gt.nii/RV_05-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient081/patient081_frame07.nii/6.nii \n", " inflating: ACDC/database/training/patient081/patient081_frame07_gt.nii/RV_05-OH-AL_6.nii \n", " inflating: ACDC/database/training/patient082/Info.cfg \n", " inflating: ACDC/database/training/patient082/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient082/patient082_4d.nii/RV_09.nii \n", " inflating: ACDC/database/training/patient082/patient082_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient082/patient082_frame01_gt.nii/RV_09-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient082/patient082_frame07.nii/6.nii \n", " inflating: ACDC/database/training/patient082/patient082_frame07_gt.nii/RV_09-OH-AL_6.nii \n", " inflating: ACDC/database/training/patient083/Info.cfg \n", " inflating: ACDC/database/training/patient083/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient083/patient083_4d.nii/RV_12.nii \n", " inflating: ACDC/database/training/patient083/patient083_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient083/patient083_frame01_gt.nii/RV_12-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient083/patient083_frame08.nii/7.nii \n", " inflating: ACDC/database/training/patient083/patient083_frame08_gt.nii/RV_12-OH-AL_7.nii \n", " inflating: ACDC/database/training/patient084/Info.cfg \n", " inflating: ACDC/database/training/patient084/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient084/patient084_4d.nii/RV_13.nii \n", " inflating: ACDC/database/training/patient084/patient084_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient084/patient084_frame01_gt.nii/RV_13-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient084/patient084_frame10.nii/9.nii \n", " inflating: ACDC/database/training/patient084/patient084_frame10_gt.nii/RV_13-OH-AL_9.nii \n", " inflating: ACDC/database/training/patient085/Info.cfg \n", " inflating: ACDC/database/training/patient085/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient085/patient085_4d.nii/RV_14.nii \n", " inflating: ACDC/database/training/patient085/patient085_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient085/patient085_frame01_gt.nii/RV_14-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient085/patient085_frame09.nii/8.nii \n", " inflating: ACDC/database/training/patient085/patient085_frame09_gt.nii/RV_14-OH-AL_8.nii \n", " inflating: ACDC/database/training/patient086/Info.cfg \n", " inflating: ACDC/database/training/patient086/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient086/patient086_4d.nii/RV_19.nii \n", " inflating: ACDC/database/training/patient086/patient086_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient086/patient086_frame01_gt.nii/RV_19-OH-AL_V3_0.nii \n", " inflating: ACDC/database/training/patient086/patient086_frame08.nii/7.nii \n", " inflating: ACDC/database/training/patient086/patient086_frame08_gt.nii/RV_19-OH-AL_V3_7.nii \n", " inflating: ACDC/database/training/patient087/Info.cfg \n", " inflating: ACDC/database/training/patient087/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient087/patient087_4d.nii/RV_20.nii \n", " inflating: ACDC/database/training/patient087/patient087_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient087/patient087_frame01_gt.nii/RV_20-OH-AL_V2_0.nii \n", " inflating: ACDC/database/training/patient087/patient087_frame10.nii/9.nii \n", " inflating: ACDC/database/training/patient087/patient087_frame10_gt.nii/RV_20-OH-AL_V2_9.nii \n", " inflating: ACDC/database/training/patient088/Info.cfg \n", " inflating: ACDC/database/training/patient088/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient088/patient088_4d.nii/RV_22.nii \n", " inflating: ACDC/database/training/patient088/patient088_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient088/patient088_frame01_gt.nii/RV_22-OH-AL_V2_0.nii \n", " inflating: ACDC/database/training/patient088/patient088_frame12.nii/11.nii \n", " inflating: ACDC/database/training/patient088/patient088_frame12_gt.nii/RV_22-OH-AL_V2_11.nii \n", " inflating: ACDC/database/training/patient089/Info.cfg \n", " inflating: ACDC/database/training/patient089/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient089/patient089_4d.nii/RV_27.nii \n", " inflating: ACDC/database/training/patient089/patient089_frame01.nii/0.nii \n", " inflating: ACDC/database/training/patient089/patient089_frame01_gt.nii/RV_27-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient089/patient089_frame10.nii/9.nii \n", " inflating: ACDC/database/training/patient089/patient089_frame10_gt.nii/RV_27-OH-AL_9.nii \n", " inflating: ACDC/database/training/patient090/Info.cfg \n", " inflating: ACDC/database/training/patient090/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient090/patient090_4d.nii/RV_06_r.nii \n", " inflating: ACDC/database/training/patient090/patient090_frame04.nii/3.nii \n", " inflating: ACDC/database/training/patient090/patient090_frame04_gt.nii/RV_06-OH-AL_3.nii \n", " inflating: ACDC/database/training/patient090/patient090_frame11.nii/10.nii \n", " inflating: ACDC/database/training/patient090/patient090_frame11_gt.nii/RV_06-OH-AL_10.nii \n", " inflating: ACDC/database/training/patient091/Info.cfg \n", " inflating: ACDC/database/training/patient091/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient091/patient091_4d.nii/RV_15_nor.nii \n", " inflating: ACDC/database/training/patient091/patient091_frame01.nii/RV_15Gate_dia_0.nii \n", " inflating: ACDC/database/training/patient091/patient091_frame01_gt.nii/RV_15-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient091/patient091_frame09.nii/RV_15Gate_sys_8.nii \n", " inflating: ACDC/database/training/patient091/patient091_frame09_gt.nii/RV_15-OH-AL_9.nii \n", " inflating: ACDC/database/training/patient092/Info.cfg \n", " inflating: ACDC/database/training/patient092/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient092/patient092_4d.nii/RV_36.nii \n", " inflating: ACDC/database/training/patient092/patient092_frame01.nii/36Gate0.nii \n", " inflating: ACDC/database/training/patient092/patient092_frame01_gt.nii/RV_36-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient092/patient092_frame06.nii/36Gate5.nii \n", " inflating: ACDC/database/training/patient092/patient092_frame06_gt.nii/RV_36-OH-AL_5.nii \n", " inflating: ACDC/database/training/patient093/Info.cfg \n", " inflating: ACDC/database/training/patient093/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient093/patient093_4d.nii/RV_37_v1.nii \n", " inflating: ACDC/database/training/patient093/patient093_frame01.nii/RV_37Gate0.nii \n", " inflating: ACDC/database/training/patient093/patient093_frame01_gt.nii/RV_37_OH_AL_0_v1.nii \n", " inflating: ACDC/database/training/patient093/patient093_frame14.nii/RV_37Gate13.nii \n", " inflating: ACDC/database/training/patient093/patient093_frame14_gt.nii/RV_37_OH_AL_13_v1.nii \n", " inflating: ACDC/database/training/patient094/Info.cfg \n", " inflating: ACDC/database/training/patient094/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient094/patient094_4d.nii/RV_38.nii \n", " inflating: ACDC/database/training/patient094/patient094_frame01.nii/38Gate0.nii \n", " inflating: ACDC/database/training/patient094/patient094_frame01_gt.nii/RV_38_OH_AL_0.nii \n", " inflating: ACDC/database/training/patient094/patient094_frame07.nii/38Gate6.nii \n", " inflating: ACDC/database/training/patient094/patient094_frame07_gt.nii/RV_38_OH_AL_6.nii \n", " inflating: ACDC/database/training/patient095/Info.cfg \n", " inflating: ACDC/database/training/patient095/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient095/patient095_4d.nii/RV_39.nii \n", " inflating: ACDC/database/training/patient095/patient095_frame01.nii/39Gate0.nii \n", " inflating: ACDC/database/training/patient095/patient095_frame01_gt.nii/RV_39-OH-AL_0.nii \n", " inflating: ACDC/database/training/patient095/patient095_frame12.nii/39Gate11.nii \n", " inflating: ACDC/database/training/patient095/patient095_frame12_gt.nii/RV_39-OH-AL_11.nii \n", " inflating: ACDC/database/training/patient096/Info.cfg \n", " inflating: ACDC/database/training/patient096/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient096/patient096_4d.nii/RV_41.nii \n", " inflating: ACDC/database/training/patient096/patient096_frame01.nii/41Gate0.nii \n", " inflating: ACDC/database/training/patient096/patient096_frame01_gt.nii/RV_41OH_AL_0.nii \n", " inflating: ACDC/database/training/patient096/patient096_frame08.nii/41Gate7.nii \n", " inflating: ACDC/database/training/patient096/patient096_frame08_gt.nii/RV_41OH_AL_7.nii \n", " inflating: ACDC/database/training/patient097/Info.cfg \n", " inflating: ACDC/database/training/patient097/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient097/patient097_4d.nii/RV_40.nii \n", " inflating: ACDC/database/training/patient097/patient097_frame01.nii/40Gate0.nii \n", " inflating: ACDC/database/training/patient097/patient097_frame01_gt.nii/RV_40OH_AL_0.nii \n", " inflating: ACDC/database/training/patient097/patient097_frame11.nii/40Gate10.nii \n", " inflating: ACDC/database/training/patient097/patient097_frame11_gt.nii/RV_40OH_AL_10.nii \n", " inflating: ACDC/database/training/patient098/Info.cfg \n", " inflating: ACDC/database/training/patient098/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient098/patient098_4d.nii/RV_42.nii \n", " inflating: ACDC/database/training/patient098/patient098_frame01.nii/42Gate0.nii \n", " inflating: ACDC/database/training/patient098/patient098_frame01_gt.nii/RV42OH_AL_0.nii \n", " inflating: ACDC/database/training/patient098/patient098_frame09.nii/42Gate8.nii \n", " inflating: ACDC/database/training/patient098/patient098_frame09_gt.nii/RV42OH_AL_8.nii \n", " inflating: ACDC/database/training/patient099/Info.cfg \n", " inflating: ACDC/database/training/patient099/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient099/patient099_4d.nii \n", " inflating: ACDC/database/training/patient099/patient099_frame01.nii \n", " inflating: ACDC/database/training/patient099/patient099_frame01_gt.nii \n", " inflating: ACDC/database/training/patient099/patient099_frame09.nii \n", " inflating: ACDC/database/training/patient099/patient099_frame09_gt.nii \n", " inflating: ACDC/database/training/patient100/Info.cfg \n", " inflating: ACDC/database/training/patient100/MANDATORY_CITATION.md \n", " inflating: ACDC/database/training/patient100/patient100_4d.nii/RV_44.nii \n", " inflating: ACDC/database/training/patient100/patient100_frame01.nii/44Gate0.nii \n", " inflating: ACDC/database/training/patient100/patient100_frame01_gt.nii/RV44OH_AL_0.nii \n", " inflating: ACDC/database/training/patient100/patient100_frame13.nii/44Gate12.nii \n", " inflating: ACDC/database/training/patient100/patient100_frame13_gt.nii/RV44OH_AL_12.nii \n" ] } ] }, { "cell_type": "code", "source": [ "!pip install nibabel" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "L9TCcZb45W_6", "outputId": "0813f224-3be0-4388-d996-a7f51b7b355c" }, "execution_count": 4, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: nibabel in /usr/local/lib/python3.12/dist-packages (5.4.2)\n", "Requirement already satisfied: numpy>=1.25 in /usr/local/lib/python3.12/dist-packages (from nibabel) (2.0.2)\n", "Requirement already satisfied: packaging>=20 in /usr/local/lib/python3.12/dist-packages (from nibabel) (26.2)\n", "Requirement already satisfied: typing-extensions>=4.6 in /usr/local/lib/python3.12/dist-packages (from nibabel) (4.16.0)\n" ] } ] }, { "cell_type": "code", "source": [ "!file /content/ACDC/database/training/patient001/patient001_frame01.nii" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PcGf3Wlv5yhh", "outputId": "53bfd7b5-c63a-4726-ca59-7a97ead4b460" }, "execution_count": 5, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "/content/ACDC/database/training/patient001/patient001_frame01.nii: directory\n" ] } ] }, { "cell_type": "code", "source": [ "import nibabel as nib\n", "import matplotlib.pyplot as plt\n", "\n", "vol=nib.load('/content/ACDC/database/training/patient001/patient001_frame01.nii/CMD03Gate1.nii')\n", "vol.shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "MG5iy1mhi27X", "outputId": "8eec485d-d5f1-49a4-d9d5-1de96d955c67" }, "execution_count": 6, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(216, 256, 10)" ] }, "metadata": {}, "execution_count": 6 } ] }, { "cell_type": "code", "source": [ "vol=vol.get_fdata()\n", "vol.shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "pYXdev_67pPc", "outputId": "83ad690a-e309-4b15-e265-3cf2bdeb1464" }, "execution_count": 7, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(216, 256, 10)" ] }, "metadata": {}, "execution_count": 7 } ] }, { "cell_type": "code", "source": [ "img_0=vol[108,:,:]\n", "img_1=vol[:,128,:]\n", "img_2=vol[:,:,5]" ], "metadata": { "id": "9yvrZs-J7DEB" }, "execution_count": 8, "outputs": [] }, { "cell_type": "code", "source": [ "fig,axes=plt.subplots(1,3,figsize=(10,10))\n", "\n", "axes[0].imshow(img_0,cmap='gray')\n", "axes[1].imshow(img_1,cmap='gray')\n", "axes[2].imshow(img_2,cmap='gray')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 851 }, "id": "Rp7B15vD65x3", "outputId": "594d92fd-8a5e-4bb3-cd23-663a94a84f63" }, "execution_count": 9, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 9 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "plt.imshow(img_2,cmap='gray')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 451 }, "id": "vpJmcN-78FHY", "outputId": "45915152-5c97-4d6d-f89a-baed181926d2" }, "execution_count": 10, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 10 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "vol_gt=nib.load('/content/ACDC/database/training/patient001/patient001_frame01_gt.nii/DCM03-OH-AL_V2_1.nii')\n", "vol_gt=vol_gt.get_fdata()\n", "vol_gt.shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "bgaSrmQj8NGv", "outputId": "211e0b06-00cd-48ce-98a1-c9bc930a3100" }, "execution_count": 11, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(216, 256, 10)" ] }, "metadata": {}, "execution_count": 11 } ] }, { "cell_type": "code", "source": [ "plt.imshow(vol_gt[:,:,5],cmap='gray')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 451 }, "id": "x9N9_a-C8W7F", "outputId": "972ad3bf-7091-4d2f-ea93-5f419004ab76" }, "execution_count": 12, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 12 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "import numpy as np" ], "metadata": { "id": "Ua-zS2Cb8wz2" }, "execution_count": 13, "outputs": [] }, { "cell_type": "code", "source": [ "mask=(vol_gt[:,:,5]==3).astype(np.int32)\n", "plt.imshow(mask, cmap='gray')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 451 }, "id": "032fDe3F8npx", "outputId": "5dd469df-8e0a-4193-a5f7-36c4d4a583e5" }, "execution_count": 14, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 14 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "def data_extraction(dir,count):\n", " patients=[]\n", "\n", " for patient in sorted(os.listdir(dir)):\n", "\n", " patient_path=os.path.join(dir,patient)\n", "\n", " data={\n", " 'patient':patient,\n", " 'mask':{},\n", " 'image':{}\n", " }\n", "\n", " if (not os.path.isdir(patient_path)):\n", " continue\n", "\n", " for item in sorted(os.listdir(patient_path)):\n", "\n", " if '4d' in item:\n", " continue\n", "\n", " item_path=os.path.join(patient_path,item)\n", "\n", " if(os.path.isdir(item_path)):\n", "\n", " nii_files=[f for f in os.listdir(item_path) if f.endswith('.nii')] # all the nii files in the diectories per partient\n", "\n", " nii_path=os.path.join(item_path,nii_files[0])\n", "\n", " frame=item.split('_')[1]\n", "\n", " # so patient001_frame01.nii -> ['patient001','_frame01.nii'], for img and patient001_frame12_gt.nii -> ['patient001','_frame12','_gt.nii'] for mask.\n", "\n", " frame=frame.replace('.nii','') # to equalize it all\n", "\n", "\n", " if '_gt' in item:\n", " data['mask'][frame]=nii_path\n", " else:\n", " data['image'][frame]=nii_path\n", "\n", " patients.append(data)\n", " count+=1\n", "\n", " return patients,count" ], "metadata": { "id": "BxTXGitb887d" }, "execution_count": 15, "outputs": [] }, { "cell_type": "code", "source": [ "def data_extraction_test(dir,count):\n", " patients=[]\n", "\n", " for patient in sorted(os.listdir(dir)):\n", "\n", " patient_path=os.path.join(dir,patient)\n", "\n", " data={\n", " 'patient':patient,\n", " 'mask':{},\n", " 'image':{}\n", " }\n", "\n", " if (not os.path.isdir(patient_path)):\n", " continue\n", "\n", " for item in sorted(os.listdir(patient_path)):\n", "\n", " if '4d' in item:\n", " continue\n", "\n", " if not item.endswith('.nii'):\n", " continue\n", "\n", " item_path=os.path.join(patient_path,item)\n", "\n", " frame=item.split('_')[1]\n", "\n", " # so patient001_frame01.nii -> ['patient001','_frame01.nii'], for img and patient001_frame12_gt.nii -> ['patient001','_frame12','_gt.nii'] for mask.\n", "\n", " if '_gt' in item:\n", "\n", " frame=frame.replace('_gt.nii','') # to equalize it all\n", " data['mask'][frame]=item_path\n", "\n", " else:\n", " frame=frame.replace('.nii','') # to equalize it all\n", " data['image'][frame]=item_path\n", "\n", " patients.append(data)\n", " count+=1\n", "\n", " return patients,count" ], "metadata": { "id": "vldjJYKnguYj" }, "execution_count": 61, "outputs": [] }, { "cell_type": "code", "source": [ "patients,count=data_extraction('/content/ACDC/database/training',0)\n", "count" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "hNfJ--1pHY4Y", "outputId": "da87c8b5-1ad0-4f37-c84f-8043f5fb787a" }, "execution_count": 62, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "100" ] }, "metadata": {}, "execution_count": 62 } ] }, { "cell_type": "code", "source": [ "patients[0]['mask'], patients[0], patients[0]['image']" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Dw-A7gqfAGs0", "outputId": "a6b29194-f249-4dbd-8a23-2518d5e78c4e" }, "execution_count": 63, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "({'frame01': '/content/ACDC/database/training/patient001/patient001_frame01_gt.nii/DCM03-OH-AL_V2_1.nii',\n", " 'frame12': '/content/ACDC/database/training/patient001/patient001_frame12_gt.nii/DCM03-OH-AL_V2_12.nii'},\n", " {'patient': 'patient001',\n", " 'mask': {'frame01': '/content/ACDC/database/training/patient001/patient001_frame01_gt.nii/DCM03-OH-AL_V2_1.nii',\n", " 'frame12': '/content/ACDC/database/training/patient001/patient001_frame12_gt.nii/DCM03-OH-AL_V2_12.nii'},\n", " 'image': {'frame01': '/content/ACDC/database/training/patient001/patient001_frame01.nii/CMD03Gate1.nii',\n", " 'frame12': '/content/ACDC/database/training/patient001/patient001_frame12.nii/CMD03Gate12.nii'}},\n", " {'frame01': '/content/ACDC/database/training/patient001/patient001_frame01.nii/CMD03Gate1.nii',\n", " 'frame12': '/content/ACDC/database/training/patient001/patient001_frame12.nii/CMD03Gate12.nii'})" ] }, "metadata": {}, "execution_count": 63 } ] }, { "cell_type": "code", "source": [ "img_frame_1=nib.load('/content/ACDC/database/training/patient001/patient001_frame01.nii/CMD03Gate1.nii').get_fdata()[:,:,5]\n", "mask_frame_1=nib.load('/content/ACDC/database/training/patient001/patient001_frame01_gt.nii/DCM03-OH-AL_V2_1.nii').get_fdata()[:,:,5]\n", "img_frame_12=nib.load('/content/ACDC/database/training/patient001/patient001_frame12.nii/CMD03Gate12.nii').get_fdata()[:,:,5]\n", "mask_frame_12=nib.load('/content/ACDC/database/training/patient001/patient001_frame12_gt.nii/DCM03-OH-AL_V2_12.nii').get_fdata()[:,:,5]" ], "metadata": { "id": "K1giNsP9CV4s" }, "execution_count": 64, "outputs": [] }, { "cell_type": "code", "source": [ "import imageio.v2 as imageio\n", "\n", "fig,axes=plt.subplots(2,2,figsize=(12,12))\n", "axes[0][0].imshow(img_frame_1,cmap='gray')\n", "axes[0][1].imshow(mask_frame_1,cmap='gray')\n", "axes[1][0].imshow(img_frame_12,cmap='gray')\n", "axes[1][1].imshow(mask_frame_12,cmap='gray')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 943 }, "id": "bJNvWhjtALx6", "outputId": "47e6933a-27d9-4a72-9258-385f5bd71378" }, "execution_count": 65, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 65 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "mask_frame_1.shape,mask_frame_12.shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "sjJYvNQtEWCl", "outputId": "5aabbc29-9843-4d43-ecba-8b8d65757c56" }, "execution_count": 66, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "((216, 256), (216, 256))" ] }, "metadata": {}, "execution_count": 66 } ] }, { "cell_type": "code", "source": [ "mask_frame_1=np.array([mask_frame_1==3]).astype(np.int32)\n", "mask_frame_12=np.array([mask_frame_12==3]).astype(np.int32)\n", "mask_frame_1.shape,mask_frame_12.shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "tlVy0ZaxDkFa", "outputId": "3257d81d-8943-42b5-d6c3-eb8092bdd4cd" }, "execution_count": 67, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "((1, 216, 256), (1, 216, 256))" ] }, "metadata": {}, "execution_count": 67 } ] }, { "cell_type": "code", "source": [ "import imageio.v2 as imageio\n", "\n", "fig,axes=plt.subplots(1,2,figsize=(12,12))\n", "axes[0].imshow(img_frame_1,cmap='gray')\n", "axes[0].imshow(mask_frame_1.squeeze(), cmap='gray', alpha=0.3)\n", "axes[1].imshow(img_frame_12,cmap='gray')\n", "axes[1].imshow(mask_frame_12.squeeze(), cmap='gray', alpha=0.3)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 439 }, "id": "uSrc6oslDWMa", "outputId": "318389d8-0463-47a1-f282-a845189e35f4" }, "execution_count": 69, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 69 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "from skimage.measure import find_contours\n", "\n", "fig,axes=plt.subplots(1,2,figsize=(12,12))\n", "\n", "for coords in find_contours(mask_frame_1.squeeze(),0.5):\n", " axes[0].plot(coords[:,1],coords[:,0], color='red', linewidth=2)\n", "\n", "for coords in find_contours(mask_frame_12.squeeze(),0.5):\n", " axes[1].plot(coords[:,1],coords[:,0], color='lightgreen', linewidth=2)\n", "\n", "axes[0].imshow(img_frame_1,cmap='gray')\n", "axes[1].imshow(img_frame_12,cmap='gray')\n", "\n", "axes[0].axis(False)\n", "axes[1].axis(False)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 410 }, "id": "2E0tOnvHGGnk", "outputId": "863d1c0c-9d4d-4206-b501-b96211a4cc71" }, "execution_count": 70, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(np.float64(-0.5), np.float64(255.5), np.float64(215.5), np.float64(-0.5))" ] }, "metadata": {}, "execution_count": 70 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## 2. Test DataLoading" ], "metadata": { "id": "OsYnoufuG99r" } }, { "cell_type": "code", "source": [ "patients_test,count=data_extraction_test('/content/ACDC/database/testing',0)\n", "count" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "nRV7dN87Hcrt", "outputId": "74f89dd1-a0e4-48db-8832-2550761a8851" }, "execution_count": 71, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "50" ] }, "metadata": {}, "execution_count": 71 } ] }, { "cell_type": "code", "source": [ "patients_test[0]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "fTNIKdssgMwj", "outputId": "adae25fc-5b9d-4717-cd21-ea0966fbd586" }, "execution_count": 73, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'patient': 'patient101',\n", " 'mask': {'frame01': '/content/ACDC/database/testing/patient101/patient101_frame01_gt.nii',\n", " 'frame14': '/content/ACDC/database/testing/patient101/patient101_frame14_gt.nii'},\n", " 'image': {'frame01': '/content/ACDC/database/testing/patient101/patient101_frame01.nii',\n", " 'frame14': '/content/ACDC/database/testing/patient101/patient101_frame14.nii'}}" ] }, "metadata": {}, "execution_count": 73 } ] }, { "cell_type": "code", "source": [ "from torch.utils.data import Dataset, DataLoader\n", "from torchvision.transforms import functional, InterpolationMode\n", "import torch\n", "import random\n", "\n", "class ACDC_Dataset(Dataset):\n", "\n", " def __init__(self,patients,transform=True):\n", " self.patients=[]\n", " self.transforms=transform\n", "\n", " for patient in patients:\n", "\n", " patient_id=patient['patient']\n", "\n", " for frame in patient['image']:\n", "\n", " img_path=patient['image'][frame]\n", " mask_path=patient['mask'][frame]\n", "\n", " img_load=nib.load(img_path).get_fdata()\n", " mask_load=nib.load(mask_path).get_fdata()\n", "\n", " # mid=img_load.shape[2]//2\n", "\n", " # img_load=img_load[:,:,mid]\n", " # mask_load=mask_load[:,:,mid]\n", "\n", " mask_load=(mask_load==3).astype(np.float32)\n", "\n", " for i in range(img_load.shape[2]):\n", "\n", " self.patients.append({\n", " 'patient_id':patient_id,\n", " 'frame':frame,\n", " 'slice':i,\n", " 'img':img_load[:,:,i],\n", " 'mask':mask_load[:,:,i],\n", " })\n", "\n", " def __len__(self):\n", " return len(self.patients)\n", "\n", "\n", " def __getitem__(self,idx):\n", "\n", "\n", " img=self.patients[idx]['img']\n", " mask=self.patients[idx]['mask']\n", "\n", " img=torch.tensor(img).float().unsqueeze(0) # channel dimension from unsqueeze\n", " mask=torch.tensor(mask).float().unsqueeze(0)\n", "\n", " # if self.transforms:\n", "\n", " c,h,w=img.shape\n", " # First pad it to wa square and then resize it.\n", " max_dim=max(h,w)\n", " padding_h=max_dim-h\n", " padding_w=max_dim-w\n", "\n", " top_h=padding_h//2\n", " left_w=padding_w//2\n", "\n", " bottom_h=padding_h-top_h\n", " right_w=padding_w-left_w\n", "\n", " img=functional.pad(img,(left_w,right_w,top_h,bottom_h))\n", " mask=functional.pad(mask,(left_w,right_w,top_h,bottom_h))\n", "\n", " img=functional.resize(img,(256,256),interpolation=InterpolationMode.BILINEAR)\n", " mask=functional.resize(mask,(256,256),interpolation=InterpolationMode.NEAREST)\n", "\n", " # if random.random()>0.5:\n", " # img=functional.hflip(img)\n", " # mask=functional.hflip(mask)\n", "\n", " # # if random.random()>0.5:\n", " # # img=functional.vflip(img)\n", " # # mask=functional.vflip(mask)\n", "\n", " # # theta=random.randint(-10,10)\n", "\n", " # # img=functional.rotate(img,theta, interpolation=InterpolationMode.BILINEAR)\n", " # # mask=functional.rotate(mask,theta, interpolation=InterpolationMode.NEAREST)\n", "\n", " # img=functional.normalize(img, mean=[0.5],std=[0.5])\n", "\n", " return img,mask,self.patients[idx]['patient_id'],self.patients[idx]['frame'],self.patients[idx]['slice']" ], "metadata": { "id": "eHsnKrkmHnwf" }, "execution_count": 74, "outputs": [] }, { "cell_type": "code", "source": [ "train_dataset=ACDC_Dataset(patients, transform=True)\n", "test_dataset=ACDC_Dataset(patients_test, transform=False)" ], "metadata": { "id": "mSSB5Zj2btaa" }, "execution_count": 75, "outputs": [] }, { "cell_type": "code", "source": [ "train_dataloader=DataLoader(train_dataset, batch_size=8, shuffle=True)\n", "test_dataloader=DataLoader(test_dataset, batch_size=1, shuffle=False)" ], "metadata": { "id": "yXMvlZocdbqF" }, "execution_count": 88, "outputs": [] }, { "cell_type": "code", "source": [ "img,mask,id,frame,s=next(iter(train_dataloader))\n", "img[0].shape,mask[0].shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "alDYp7E0ds4F", "outputId": "e7a6ea9a-cd5f-4628-8829-0d46f77b653c" }, "execution_count": 78, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(torch.Size([1, 256, 256]), torch.Size([1, 256, 256]))" ] }, "metadata": {}, "execution_count": 78 } ] }, { "cell_type": "code", "source": [ "plt.imshow(img[1].squeeze(), cmap='gray')\n", "plt.imshow(mask[1].squeeze(), cmap='gray', alpha=0.5)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 452 }, "id": "P1PB0t5Dd4c_", "outputId": "8c8fa06c-54e4-416c-ef94-a3e05923b717" }, "execution_count": 79, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 79 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## 3. Model Definition" ], "metadata": { "id": "MScnrL-R527q" } }, { "cell_type": "code", "source": [ "!pip install segmentation_models_pytorch" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "NnOC17QUbvn1", "outputId": "2d4b58e5-9580-498f-e590-9737d0c247f6" }, "execution_count": 80, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: segmentation_models_pytorch in /usr/local/lib/python3.12/dist-packages (0.5.0)\n", "Requirement already satisfied: huggingface-hub>=0.24 in /usr/local/lib/python3.12/dist-packages (from segmentation_models_pytorch) (1.23.0)\n", "Requirement already satisfied: numpy>=1.19.3 in /usr/local/lib/python3.12/dist-packages (from segmentation_models_pytorch) (2.0.2)\n", "Requirement already satisfied: pillow>=8 in /usr/local/lib/python3.12/dist-packages (from segmentation_models_pytorch) (11.3.0)\n", "Requirement already satisfied: safetensors>=0.3.1 in /usr/local/lib/python3.12/dist-packages (from segmentation_models_pytorch) (0.8.0)\n", "Requirement already satisfied: timm>=0.9 in /usr/local/lib/python3.12/dist-packages (from segmentation_models_pytorch) (1.0.28)\n", "Requirement already satisfied: torch>=1.8 in /usr/local/lib/python3.12/dist-packages (from segmentation_models_pytorch) (2.11.0+cu128)\n", "Requirement already satisfied: torchvision>=0.9 in /usr/local/lib/python3.12/dist-packages (from segmentation_models_pytorch) (0.26.0+cu128)\n", "Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.12/dist-packages (from segmentation_models_pytorch) (4.67.3)\n", "Requirement already satisfied: click<9.0.0,>=8.4.2 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.24->segmentation_models_pytorch) (8.4.2)\n", "Requirement already satisfied: filelock>=3.10.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.24->segmentation_models_pytorch) (3.29.7)\n", "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.24->segmentation_models_pytorch) (2025.3.0)\n", "Requirement already satisfied: hf-xet<2.0.0,>=1.5.1 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.24->segmentation_models_pytorch) (1.5.1)\n", "Requirement already satisfied: httpx<1,>=0.23.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.24->segmentation_models_pytorch) (0.28.1)\n", "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.24->segmentation_models_pytorch) (26.2)\n", "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.24->segmentation_models_pytorch) (6.0.3)\n", "Requirement already satisfied: typing-extensions>=4.1.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.24->segmentation_models_pytorch) (4.16.0)\n", "Requirement already satisfied: setuptools<82 in /usr/local/lib/python3.12/dist-packages (from torch>=1.8->segmentation_models_pytorch) (75.2.0)\n", "Requirement already satisfied: sympy>=1.13.3 in /usr/local/lib/python3.12/dist-packages (from torch>=1.8->segmentation_models_pytorch) (1.14.0)\n", "Requirement already satisfied: networkx>=2.5.1 in /usr/local/lib/python3.12/dist-packages (from torch>=1.8->segmentation_models_pytorch) (3.6.1)\n", "Requirement already satisfied: jinja2 in /usr/local/lib/python3.12/dist-packages (from torch>=1.8->segmentation_models_pytorch) (3.1.6)\n", "Requirement already satisfied: cuda-toolkit==12.8.1 in /usr/local/lib/python3.12/dist-packages (from cuda-toolkit[cublas,cudart,cufft,cufile,cupti,curand,cusolver,cusparse,nvjitlink,nvrtc,nvtx]==12.8.1; platform_system == \"Linux\"->torch>=1.8->segmentation_models_pytorch) (12.8.1)\n", "Requirement already satisfied: cuda-bindings<13,>=12.9.4 in /usr/local/lib/python3.12/dist-packages (from torch>=1.8->segmentation_models_pytorch) (12.9.7)\n", "Requirement already satisfied: nvidia-cudnn-cu12==9.19.0.56 in /usr/local/lib/python3.12/dist-packages (from torch>=1.8->segmentation_models_pytorch) (9.19.0.56)\n", "Requirement already satisfied: nvidia-cusparselt-cu12==0.7.1 in /usr/local/lib/python3.12/dist-packages (from torch>=1.8->segmentation_models_pytorch) (0.7.1)\n", "Requirement already satisfied: nvidia-nccl-cu12==2.28.9 in /usr/local/lib/python3.12/dist-packages (from torch>=1.8->segmentation_models_pytorch) (2.28.9)\n", "Requirement already satisfied: nvidia-nvshmem-cu12==3.4.5 in /usr/local/lib/python3.12/dist-packages (from torch>=1.8->segmentation_models_pytorch) (3.4.5)\n", "Requirement already satisfied: triton==3.6.0 in /usr/local/lib/python3.12/dist-packages (from torch>=1.8->segmentation_models_pytorch) (3.6.0)\n", "Requirement already satisfied: nvidia-cublas-cu12==12.8.4.1.* in /usr/local/lib/python3.12/dist-packages (from cuda-toolkit[cublas,cudart,cufft,cufile,cupti,curand,cusolver,cusparse,nvjitlink,nvrtc,nvtx]==12.8.1; platform_system == \"Linux\"->torch>=1.8->segmentation_models_pytorch) (12.8.4.1)\n", "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.8.90.* in /usr/local/lib/python3.12/dist-packages (from cuda-toolkit[cublas,cudart,cufft,cufile,cupti,curand,cusolver,cusparse,nvjitlink,nvrtc,nvtx]==12.8.1; platform_system == \"Linux\"->torch>=1.8->segmentation_models_pytorch) (12.8.90)\n", "Requirement already satisfied: nvidia-cufft-cu12==11.3.3.83.* in /usr/local/lib/python3.12/dist-packages (from cuda-toolkit[cublas,cudart,cufft,cufile,cupti,curand,cusolver,cusparse,nvjitlink,nvrtc,nvtx]==12.8.1; platform_system == \"Linux\"->torch>=1.8->segmentation_models_pytorch) (11.3.3.83)\n", "Requirement already satisfied: nvidia-cufile-cu12==1.13.1.3.* in /usr/local/lib/python3.12/dist-packages (from cuda-toolkit[cublas,cudart,cufft,cufile,cupti,curand,cusolver,cusparse,nvjitlink,nvrtc,nvtx]==12.8.1; platform_system == \"Linux\"->torch>=1.8->segmentation_models_pytorch) (1.13.1.3)\n", "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.8.90.* in /usr/local/lib/python3.12/dist-packages (from cuda-toolkit[cublas,cudart,cufft,cufile,cupti,curand,cusolver,cusparse,nvjitlink,nvrtc,nvtx]==12.8.1; platform_system == \"Linux\"->torch>=1.8->segmentation_models_pytorch) (12.8.90)\n", "Requirement already satisfied: nvidia-curand-cu12==10.3.9.90.* in /usr/local/lib/python3.12/dist-packages (from cuda-toolkit[cublas,cudart,cufft,cufile,cupti,curand,cusolver,cusparse,nvjitlink,nvrtc,nvtx]==12.8.1; platform_system == \"Linux\"->torch>=1.8->segmentation_models_pytorch) (10.3.9.90)\n", "Requirement already satisfied: nvidia-cusolver-cu12==11.7.3.90.* in /usr/local/lib/python3.12/dist-packages (from cuda-toolkit[cublas,cudart,cufft,cufile,cupti,curand,cusolver,cusparse,nvjitlink,nvrtc,nvtx]==12.8.1; platform_system == \"Linux\"->torch>=1.8->segmentation_models_pytorch) (11.7.3.90)\n", "Requirement already satisfied: nvidia-cusparse-cu12==12.5.8.93.* in /usr/local/lib/python3.12/dist-packages (from cuda-toolkit[cublas,cudart,cufft,cufile,cupti,curand,cusolver,cusparse,nvjitlink,nvrtc,nvtx]==12.8.1; platform_system == \"Linux\"->torch>=1.8->segmentation_models_pytorch) (12.5.8.93)\n", "Requirement already satisfied: nvidia-nvjitlink-cu12==12.8.93.* in /usr/local/lib/python3.12/dist-packages (from cuda-toolkit[cublas,cudart,cufft,cufile,cupti,curand,cusolver,cusparse,nvjitlink,nvrtc,nvtx]==12.8.1; platform_system == \"Linux\"->torch>=1.8->segmentation_models_pytorch) (12.8.93)\n", "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.8.93.* in /usr/local/lib/python3.12/dist-packages (from cuda-toolkit[cublas,cudart,cufft,cufile,cupti,curand,cusolver,cusparse,nvjitlink,nvrtc,nvtx]==12.8.1; platform_system == \"Linux\"->torch>=1.8->segmentation_models_pytorch) (12.8.93)\n", "Requirement already satisfied: nvidia-nvtx-cu12==12.8.90.* in /usr/local/lib/python3.12/dist-packages (from cuda-toolkit[cublas,cudart,cufft,cufile,cupti,curand,cusolver,cusparse,nvjitlink,nvrtc,nvtx]==12.8.1; platform_system == \"Linux\"->torch>=1.8->segmentation_models_pytorch) (12.8.90)\n", "Requirement already satisfied: cuda-pathfinder~=1.1 in /usr/local/lib/python3.12/dist-packages (from cuda-bindings<13,>=12.9.4->torch>=1.8->segmentation_models_pytorch) (1.5.6)\n", "Requirement already satisfied: anyio in /usr/local/lib/python3.12/dist-packages (from httpx<1,>=0.23.0->huggingface-hub>=0.24->segmentation_models_pytorch) (4.14.2)\n", "Requirement already satisfied: certifi in /usr/local/lib/python3.12/dist-packages (from httpx<1,>=0.23.0->huggingface-hub>=0.24->segmentation_models_pytorch) (2026.6.17)\n", "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.12/dist-packages (from httpx<1,>=0.23.0->huggingface-hub>=0.24->segmentation_models_pytorch) (1.0.9)\n", "Requirement already satisfied: idna in /usr/local/lib/python3.12/dist-packages (from httpx<1,>=0.23.0->huggingface-hub>=0.24->segmentation_models_pytorch) (3.18)\n", "Requirement already satisfied: h11>=0.16 in /usr/local/lib/python3.12/dist-packages (from httpcore==1.*->httpx<1,>=0.23.0->huggingface-hub>=0.24->segmentation_models_pytorch) (0.16.0)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from sympy>=1.13.3->torch>=1.8->segmentation_models_pytorch) (1.3.0)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2->torch>=1.8->segmentation_models_pytorch) (3.0.3)\n" ] } ] }, { "cell_type": "code", "source": [ "from segmentation_models_pytorch import Unet\n", "\n", "model=Unet(\n", " encoder_name='resnet34',\n", " encoder_weights='imagenet',\n", " in_channels=1,\n", " classes=1\n", ") # in_channels is colour channels" ], "metadata": { "id": "wEWo5qDI5-4g" }, "execution_count": 40, "outputs": [] }, { "cell_type": "code", "source": [ "model.state_dict, model.parameters()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "yFqs_Luh6_t9", "outputId": "b520ebef-0e43-4f35-94ac-063496478b73" }, "execution_count": 41, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(,\n", " )" ] }, "metadata": {}, "execution_count": 41 } ] }, { "cell_type": "code", "source": [ "device='cuda' if torch.cuda.is_available() else 'cpu'\n", "device" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "id": "N0KP5Fql7FEW", "outputId": "4b231f54-6042-4b7c-8589-5d20e5bc6763" }, "execution_count": 42, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'cuda'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 42 } ] }, { "cell_type": "code", "source": [ "model.to(device)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "bgSglL12E6Iv", "outputId": "8329eab5-eb77-4f1f-db2b-7afe96148e17" }, "execution_count": 43, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Unet(\n", " (encoder): ResNetEncoder(\n", " (conv1): Conv2d(1, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n", " (layer1): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " (2): BasicBlock(\n", " (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (layer2): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " (2): BasicBlock(\n", " (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " (3): BasicBlock(\n", " (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (layer3): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " (2): BasicBlock(\n", " (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " (3): BasicBlock(\n", " (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " (4): BasicBlock(\n", " (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " (5): BasicBlock(\n", " (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (layer4): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " (2): BasicBlock(\n", " (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " )\n", " (decoder): UnetDecoder(\n", " (center): Identity()\n", " (blocks): ModuleList(\n", " (0): UnetDecoderBlock(\n", " (conv1): Conv2dReLU(\n", " (0): Conv2d(768, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " )\n", " (attention1): Attention(\n", " (attention): Identity()\n", " )\n", " (conv2): Conv2dReLU(\n", " (0): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " )\n", " (attention2): Attention(\n", " (attention): Identity()\n", " )\n", " )\n", " (1): UnetDecoderBlock(\n", " (conv1): Conv2dReLU(\n", " (0): Conv2d(384, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " )\n", " (attention1): Attention(\n", " (attention): Identity()\n", " )\n", " (conv2): Conv2dReLU(\n", " (0): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " )\n", " (attention2): Attention(\n", " (attention): Identity()\n", " )\n", " )\n", " (2): UnetDecoderBlock(\n", " (conv1): Conv2dReLU(\n", " (0): Conv2d(192, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " )\n", " (attention1): Attention(\n", " (attention): Identity()\n", " )\n", " (conv2): Conv2dReLU(\n", " (0): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " )\n", " (attention2): Attention(\n", " (attention): Identity()\n", " )\n", " )\n", " (3): UnetDecoderBlock(\n", " (conv1): Conv2dReLU(\n", " (0): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " )\n", " (attention1): Attention(\n", " (attention): Identity()\n", " )\n", " (conv2): Conv2dReLU(\n", " (0): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " )\n", " (attention2): Attention(\n", " (attention): Identity()\n", " )\n", " )\n", " (4): UnetDecoderBlock(\n", " (conv1): Conv2dReLU(\n", " (0): Conv2d(32, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (1): BatchNorm2d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " )\n", " (attention1): Attention(\n", " (attention): Identity()\n", " )\n", " (conv2): Conv2dReLU(\n", " (0): Conv2d(16, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (1): BatchNorm2d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace=True)\n", " )\n", " (attention2): Attention(\n", " (attention): Identity()\n", " )\n", " )\n", " )\n", " )\n", " (segmentation_head): SegmentationHead(\n", " (0): Conv2d(16, 1, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (1): Identity()\n", " (2): Activation(\n", " (activation): Identity()\n", " )\n", " )\n", ")" ] }, "metadata": {}, "execution_count": 43 } ] }, { "cell_type": "code", "source": [ "import segmentation_models_pytorch\n", "import torch.nn as nn\n", "\n", "bce_loss=nn.BCEWithLogitsLoss()\n", "dice_loss=segmentation_models_pytorch.losses.DiceLoss(\n", " from_logits=True,\n", " mode='binary'\n", ")" ], "metadata": { "id": "I3a4vHW6E_oD" }, "execution_count": 44, "outputs": [] }, { "cell_type": "code", "source": [ "def criterion(pred,target):\n", " return dice_loss(pred,target)+bce_loss(pred,target)" ], "metadata": { "id": "SfeCqWLdFcIM" }, "execution_count": 45, "outputs": [] }, { "cell_type": "code", "source": [ "optimizer=torch.optim.Adam(model.parameters(), lr=0.001, weight_decay=0.0001)" ], "metadata": { "id": "jPfHCjeNFpV2" }, "execution_count": 46, "outputs": [] }, { "cell_type": "code", "source": [ "epochs=10\n", "\n", "for epoch in range(epochs):\n", "\n", " model.train()\n", " train_loss=0\n", "\n", " for img,mask,_,_,_ in train_dataloader:\n", "\n", " img=img.to(device)\n", " mask=mask.to(device)\n", "\n", " optimizer.zero_grad()\n", "\n", " pred=model(img)\n", "\n", " loss=criterion(pred,mask)\n", "\n", " loss.backward()\n", " optimizer.step()\n", "\n", " train_loss+=loss.item()\n", "\n", " print(f\"{epoch+1}: Train Loss: {train_loss/len(train_dataloader)}\")\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "BYUH5EJdGCaM", "outputId": "d8722e1d-1d1f-4117-d894-01268106acb7" }, "execution_count": 47, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "1: Train Loss: 0.42026601750488696\n", "2: Train Loss: 0.13322048093358133\n", "3: Train Loss: 0.08522639741704344\n", "4: Train Loss: 0.08913852097509115\n", "5: Train Loss: 0.08825366546029914\n", "6: Train Loss: 0.08156611574771197\n", "7: Train Loss: 0.08601522330007597\n", "8: Train Loss: 0.07109907880153286\n", "9: Train Loss: 0.07966629635185411\n", "10: Train Loss: 0.07598085124811081\n" ] } ] }, { "cell_type": "code", "source": [ "model.eval()\n", "\n", "test_loss=0\n", "preds=[]\n", "with torch.inference_mode():\n", "\n", " for img,mask,patient,frame,idx in test_dataloader:\n", "\n", " img=img.to(device)\n", " mask=mask.to(device)\n", "\n", " pred=model(img)\n", "\n", " loss=criterion(pred,mask)\n", " test_loss+=loss.item()\n", "\n", " pred=torch.sigmoid(pred)\n", "\n", " pred=(pred>0.5).float()\n", "\n", "\n", " preds.append({'patient':patient[0],\n", " 'frame':frame[0],\n", " 'slice':idx.item(),\n", " 'mask':pred[0,0].cpu().numpy() # pred has batch,c,h,w, so it returns [h,w]\n", " })\n", "\n", "print(f\"Test Loss: {test_loss/len(test_dataloader)}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "a0EDAvRhezzl", "outputId": "8a6d57cd-5c18-4cd2-d2b2-bca81c9ad55b" }, "execution_count": 96, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Test Loss: 0.23063831456593073\n" ] } ] }, { "cell_type": "code", "source": [ "# Now, u need to grp ['patient', 'frame'] to make the keys" ], "metadata": { "id": "qvCU5SmnfPar" }, "execution_count": 97, "outputs": [] }, { "cell_type": "code", "source": [ "from collections import defaultdict\n", "\n", "grouped=defaultdict(list) # creates list for missing keys\n", "\n", "for pred in preds:\n", " grouped[(pred['patient'],pred['frame'])].append(pred)" ], "metadata": { "id": "PWvFUZGLk6BF" }, "execution_count": 103, "outputs": [] }, { "cell_type": "code", "source": [ "#now, the slices need to be places inproper order, so in order of sorted idx\n", "for key in grouped:\n", " grouped[key]=sorted(grouped[key], key=lambda x:x['slice'])" ], "metadata": { "id": "mlQ2Ws1AmEvf" }, "execution_count": 106, "outputs": [] }, { "cell_type": "code", "source": [ "vols={}\n", "\n", "for key in grouped:\n", "\n", " patient,frame=key\n", "\n", " for p in patients_test:\n", " if p['patient']==patient:\n", " img_path=p['image'][frame]\n", " break\n", "\n", " img_load=nib.load(img_path)\n", " x_scale,y_scale,z_scale=img_load.header.get_zooms()[:3]\n", "\n", " total_vol=0\n", "\n", " for sliced_data in grouped[key]:\n", " pixels=np.sum(sliced_data['mask'])\n", " total_vol+=(pixels*x_scale*y_scale*z_scale)\n", "\n", " vols[key]=total_vol/1000" ], "metadata": { "id": "9swAbOOYmuo0" }, "execution_count": 108, "outputs": [] }, { "cell_type": "code", "source": [ "patient_ef={}\n", "\n", "patients=set(patient for patient,frame in vols.keys())\n", "\n", "for patient in patients:\n", "\n", " frame_vols=[]\n", " for (p,f),volume in vols.items():\n", "\n", " if p==patient:\n", " frame_vols.append(volume)\n", "\n", " edv=max(frame_vols)\n", " esv=min(frame_vols)\n", "\n", " ef=((edv-esv)/edv)*100\n", "\n", " patient_ef[patient]={\n", " 'EDV':edv,\n", " 'ESV':esv,\n", " 'EF':ef\n", " }" ], "metadata": { "id": "qlMNVKT0pRsU" }, "execution_count": 124, "outputs": [] }, { "cell_type": "code", "source": [ "patient_ef" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "mIwJSC_CrIZ8", "outputId": "d84e9d1e-ad75-4878-dfa9-75b4cc653afe" }, "execution_count": 125, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'patient141': {'EDV': np.float32(122.63877),\n", " 'ESV': np.float32(39.72068),\n", " 'EF': np.float32(67.61165)},\n", " 'patient108': {'EDV': np.float32(164.16016),\n", " 'ESV': np.float32(26.831055),\n", " 'EF': np.float32(83.65556)},\n", " 'patient136': {'EDV': np.float32(267.73685),\n", " 'ESV': np.float32(165.93922),\n", " 'EF': np.float32(38.021523)},\n", " 'patient111': {'EDV': np.float32(83.23462),\n", " 'ESV': np.float32(23.058105),\n", " 'EF': np.float32(72.29746)},\n", " 'patient124': {'EDV': np.float32(183.73251),\n", " 'ESV': np.float32(61.173386),\n", " 'EF': np.float32(66.70519)},\n", " 'patient140': {'EDV': np.float32(194.59111),\n", " 'ESV': np.float32(95.97186),\n", " 'EF': np.float32(50.680244)},\n", " 'patient115': {'EDV': np.float32(168.6026),\n", " 'ESV': np.float32(103.572845),\n", " 'EF': np.float32(38.56984)},\n", " 'patient145': {'EDV': np.float32(220.12419),\n", " 'ESV': np.float32(178.37968),\n", " 'EF': np.float32(18.96407)},\n", " 'patient106': {'EDV': np.float32(260.83987),\n", " 'ESV': np.float32(244.23828),\n", " 'EF': np.float32(6.3646684)},\n", " 'patient131': {'EDV': np.float32(231.35231),\n", " 'ESV': np.float32(196.5476),\n", " 'EF': np.float32(15.044026)},\n", " 'patient132': {'EDV': np.float32(263.40887),\n", " 'ESV': np.float32(229.3145),\n", " 'EF': np.float32(12.943518)},\n", " 'patient135': {'EDV': np.float32(272.63504),\n", " 'ESV': np.float32(222.20499),\n", " 'EF': np.float32(18.497274)},\n", " 'patient119': {'EDV': np.float32(172.93054),\n", " 'ESV': np.float32(65.47718),\n", " 'EF': np.float32(62.136715)},\n", " 'patient105': {'EDV': np.float32(137.73354),\n", " 'ESV': np.float32(22.60672),\n", " 'EF': np.float32(83.586624)},\n", " 'patient109': {'EDV': np.float32(195.80078),\n", " 'ESV': np.float32(95.38574),\n", " 'EF': np.float32(51.28429)},\n", " 'patient127': {'EDV': np.float32(208.79082),\n", " 'ESV': np.float32(96.18421),\n", " 'EF': np.float32(53.93274)},\n", " 'patient146': {'EDV': np.float32(147.36234),\n", " 'ESV': np.float32(31.354155),\n", " 'EF': np.float32(78.72308)},\n", " 'patient139': {'EDV': np.float32(192.59494),\n", " 'ESV': np.float32(69.97918),\n", " 'EF': np.float32(63.665096)},\n", " 'patient102': {'EDV': np.float32(66.94336),\n", " 'ESV': np.float32(18.261719),\n", " 'EF': np.float32(72.72064)},\n", " 'patient113': {'EDV': np.float32(451.27582),\n", " 'ESV': np.float32(374.28882),\n", " 'EF': np.float32(17.059855)},\n", " 'patient150': {'EDV': np.float32(97.74091),\n", " 'ESV': np.float32(36.16918),\n", " 'EF': np.float32(62.99484)},\n", " 'patient118': {'EDV': np.float32(148.68434),\n", " 'ESV': np.float32(100.65058),\n", " 'EF': np.float32(32.305862)},\n", " 'patient144': {'EDV': np.float32(105.85767),\n", " 'ESV': np.float32(30.59253),\n", " 'EF': np.float32(71.10032)},\n", " 'patient122': {'EDV': np.float32(234.31654),\n", " 'ESV': np.float32(178.16922),\n", " 'EF': np.float32(23.962168)},\n", " 'patient117': {'EDV': np.float32(252.43661),\n", " 'ESV': np.float32(239.80078),\n", " 'EF': np.float32(5.005547)},\n", " 'patient114': {'EDV': np.float32(71.68415),\n", " 'ESV': np.float32(17.458408),\n", " 'EF': np.float32(75.64537)},\n", " 'patient149': {'EDV': np.float32(195.79614),\n", " 'ESV': np.float32(116.75391),\n", " 'EF': np.float32(40.36966)},\n", " 'patient116': {'EDV': np.float32(139.79492),\n", " 'ESV': np.float32(52.58789),\n", " 'EF': np.float32(62.382114)},\n", " 'patient125': {'EDV': np.float32(149.61359),\n", " 'ESV': np.float32(62.999672),\n", " 'EF': np.float32(57.891743)},\n", " 'patient138': {'EDV': np.float32(126.47065),\n", " 'ESV': np.float32(18.168707),\n", " 'EF': np.float32(85.634056)},\n", " 'patient128': {'EDV': np.float32(164.13008),\n", " 'ESV': np.float32(75.70828),\n", " 'EF': np.float32(53.873)},\n", " 'patient147': {'EDV': np.float32(86.579384),\n", " 'ESV': np.float32(30.969648),\n", " 'EF': np.float32(64.22976)},\n", " 'patient107': {'EDV': np.float32(119.031204),\n", " 'ESV': np.float32(49.627487),\n", " 'EF': np.float32(58.307163)},\n", " 'patient101': {'EDV': np.float32(172.96439),\n", " 'ESV': np.float32(109.63026),\n", " 'EF': np.float32(36.616863)},\n", " 'patient112': {'EDV': np.float32(207.05222),\n", " 'ESV': np.float32(123.236916),\n", " 'EF': np.float32(40.48027)},\n", " 'patient103': {'EDV': np.float32(183.86232),\n", " 'ESV': np.float32(132.51953),\n", " 'EF': np.float32(27.924585)},\n", " 'patient129': {'EDV': np.float32(235.02527),\n", " 'ESV': np.float32(107.41753),\n", " 'EF': np.float32(54.29533)},\n", " 'patient137': {'EDV': np.float32(156.22844),\n", " 'ESV': np.float32(82.99286),\n", " 'EF': np.float32(46.877243)},\n", " 'patient143': {'EDV': np.float32(242.95973),\n", " 'ESV': np.float32(180.17302),\n", " 'EF': np.float32(25.842438)},\n", " 'patient120': {'EDV': np.float32(139.10011),\n", " 'ESV': np.float32(88.49487),\n", " 'EF': np.float32(36.380447)},\n", " 'patient133': {'EDV': np.float32(292.79782),\n", " 'ESV': np.float32(290.40527),\n", " 'EF': np.float32(0.817133)},\n", " 'patient142': {'EDV': np.float32(89.871544),\n", " 'ESV': np.float32(10.168494),\n", " 'EF': np.float32(88.685524)},\n", " 'patient130': {'EDV': np.float32(186.86478),\n", " 'ESV': np.float32(52.13222),\n", " 'EF': np.float32(72.10163)},\n", " 'patient134': {'EDV': np.float32(109.606064),\n", " 'ESV': np.float32(56.839737),\n", " 'EF': np.float32(48.141796)},\n", " 'patient110': {'EDV': np.float32(109.17969),\n", " 'ESV': np.float32(31.37207),\n", " 'EF': np.float32(71.265656)},\n", " 'patient123': {'EDV': np.float32(121.60475),\n", " 'ESV': np.float32(35.51855),\n", " 'EF': np.float32(70.7918)},\n", " 'patient104': {'EDV': np.float32(137.81676),\n", " 'ESV': np.float32(20.505217),\n", " 'EF': np.float32(85.12138)},\n", " 'patient148': {'EDV': np.float32(147.45045),\n", " 'ESV': np.float32(98.29296),\n", " 'EF': np.float32(33.33831)},\n", " 'patient126': {'EDV': np.float32(92.61659),\n", " 'ESV': np.float32(33.496),\n", " 'EF': np.float32(63.833694)},\n", " 'patient121': {'EDV': np.float32(181.0285),\n", " 'ESV': np.float32(64.00025),\n", " 'EF': np.float32(64.64631)}}" ] }, "metadata": {}, "execution_count": 125 } ] }, { "cell_type": "code", "source": [ "true_vols={}\n", "\n", "for p in patients_test:\n", "\n", " patient_id=p['patient']\n", "\n", " for frame in p['mask']:\n", "\n", " mask_path=p['mask'][frame]\n", " img_path=p['image'][frame]\n", "\n", " mask_load=nib.load(mask_path).get_fdata()\n", " mask=(mask_load==3).astype(np.float32)\n", "\n", " img_load=nib.load(img_path)\n", " x_scale,y_scale,z_scale=img_load.header.get_zooms()[:3]\n", " total_vol=0\n", "\n", " for i in range(mask.shape[2]):\n", "\n", " pixels=np.sum(mask[:,:,i])\n", " total_vol+=(pixels*x_scale*y_scale*z_scale)\n", "\n", " true_vols[(patient_id,frame)]=total_vol/1000" ], "metadata": { "id": "pFJGYKk0rkMd" }, "execution_count": 126, "outputs": [] }, { "cell_type": "code", "source": [ "true_patient_ef={}\n", "\n", "patients=set(patient for patient,frame in true_vols.keys())\n", "\n", "for patient in patients:\n", "\n", " frame_vols=[]\n", " for (p,f),volume in true_vols.items():\n", "\n", " if p==patient:\n", " frame_vols.append(volume)\n", "\n", " edv=max(frame_vols)\n", " esv=min(frame_vols)\n", "\n", " ef=((edv-esv)/edv)*100\n", "\n", " true_patient_ef[patient]={\n", " 'EDV':edv,\n", " 'ESV':esv,\n", " 'EF':ef\n", " }" ], "metadata": { "id": "M_n5BOcmviJ7" }, "execution_count": 127, "outputs": [] }, { "cell_type": "code", "source": [ "patient_ef" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ZUqKPbCYv2HA", "outputId": "685ac4f6-0e1f-4a26-d6b5-194d301d8680" }, "execution_count": 128, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'patient141': {'EDV': np.float32(122.63877),\n", " 'ESV': np.float32(39.72068),\n", " 'EF': np.float32(67.61165)},\n", " 'patient108': {'EDV': np.float32(164.16016),\n", " 'ESV': np.float32(26.831055),\n", " 'EF': np.float32(83.65556)},\n", " 'patient136': {'EDV': np.float32(267.73685),\n", " 'ESV': np.float32(165.93922),\n", " 'EF': np.float32(38.021523)},\n", " 'patient111': {'EDV': np.float32(83.23462),\n", " 'ESV': np.float32(23.058105),\n", " 'EF': np.float32(72.29746)},\n", " 'patient124': {'EDV': np.float32(183.73251),\n", " 'ESV': np.float32(61.173386),\n", " 'EF': np.float32(66.70519)},\n", " 'patient140': {'EDV': np.float32(194.59111),\n", " 'ESV': np.float32(95.97186),\n", " 'EF': np.float32(50.680244)},\n", " 'patient115': {'EDV': np.float32(168.6026),\n", " 'ESV': np.float32(103.572845),\n", " 'EF': np.float32(38.56984)},\n", " 'patient145': {'EDV': np.float32(220.12419),\n", " 'ESV': np.float32(178.37968),\n", " 'EF': np.float32(18.96407)},\n", " 'patient106': {'EDV': np.float32(260.83987),\n", " 'ESV': np.float32(244.23828),\n", " 'EF': np.float32(6.3646684)},\n", " 'patient131': {'EDV': np.float32(231.35231),\n", " 'ESV': np.float32(196.5476),\n", " 'EF': np.float32(15.044026)},\n", " 'patient132': {'EDV': np.float32(263.40887),\n", " 'ESV': np.float32(229.3145),\n", " 'EF': np.float32(12.943518)},\n", " 'patient135': {'EDV': np.float32(272.63504),\n", " 'ESV': np.float32(222.20499),\n", " 'EF': np.float32(18.497274)},\n", " 'patient119': {'EDV': np.float32(172.93054),\n", " 'ESV': np.float32(65.47718),\n", " 'EF': np.float32(62.136715)},\n", " 'patient105': {'EDV': np.float32(137.73354),\n", " 'ESV': np.float32(22.60672),\n", " 'EF': np.float32(83.586624)},\n", " 'patient109': {'EDV': np.float32(195.80078),\n", " 'ESV': np.float32(95.38574),\n", " 'EF': np.float32(51.28429)},\n", " 'patient127': {'EDV': np.float32(208.79082),\n", " 'ESV': np.float32(96.18421),\n", " 'EF': np.float32(53.93274)},\n", " 'patient146': {'EDV': np.float32(147.36234),\n", " 'ESV': np.float32(31.354155),\n", " 'EF': np.float32(78.72308)},\n", " 'patient139': {'EDV': np.float32(192.59494),\n", " 'ESV': np.float32(69.97918),\n", " 'EF': np.float32(63.665096)},\n", " 'patient102': {'EDV': np.float32(66.94336),\n", " 'ESV': np.float32(18.261719),\n", " 'EF': np.float32(72.72064)},\n", " 'patient113': {'EDV': np.float32(451.27582),\n", " 'ESV': np.float32(374.28882),\n", " 'EF': np.float32(17.059855)},\n", " 'patient150': {'EDV': np.float32(97.74091),\n", " 'ESV': np.float32(36.16918),\n", " 'EF': np.float32(62.99484)},\n", " 'patient118': {'EDV': np.float32(148.68434),\n", " 'ESV': np.float32(100.65058),\n", " 'EF': np.float32(32.305862)},\n", " 'patient144': {'EDV': np.float32(105.85767),\n", " 'ESV': np.float32(30.59253),\n", " 'EF': np.float32(71.10032)},\n", " 'patient122': {'EDV': np.float32(234.31654),\n", " 'ESV': np.float32(178.16922),\n", " 'EF': np.float32(23.962168)},\n", " 'patient117': {'EDV': np.float32(252.43661),\n", " 'ESV': np.float32(239.80078),\n", " 'EF': np.float32(5.005547)},\n", " 'patient114': {'EDV': np.float32(71.68415),\n", " 'ESV': np.float32(17.458408),\n", " 'EF': np.float32(75.64537)},\n", " 'patient149': {'EDV': np.float32(195.79614),\n", " 'ESV': np.float32(116.75391),\n", " 'EF': np.float32(40.36966)},\n", " 'patient116': {'EDV': np.float32(139.79492),\n", " 'ESV': np.float32(52.58789),\n", " 'EF': np.float32(62.382114)},\n", " 'patient125': {'EDV': np.float32(149.61359),\n", " 'ESV': np.float32(62.999672),\n", " 'EF': np.float32(57.891743)},\n", " 'patient138': {'EDV': np.float32(126.47065),\n", " 'ESV': np.float32(18.168707),\n", " 'EF': np.float32(85.634056)},\n", " 'patient128': {'EDV': np.float32(164.13008),\n", " 'ESV': np.float32(75.70828),\n", " 'EF': np.float32(53.873)},\n", " 'patient147': {'EDV': np.float32(86.579384),\n", " 'ESV': np.float32(30.969648),\n", " 'EF': np.float32(64.22976)},\n", " 'patient107': {'EDV': np.float32(119.031204),\n", " 'ESV': np.float32(49.627487),\n", " 'EF': np.float32(58.307163)},\n", " 'patient101': {'EDV': np.float32(172.96439),\n", " 'ESV': np.float32(109.63026),\n", " 'EF': np.float32(36.616863)},\n", " 'patient112': {'EDV': np.float32(207.05222),\n", " 'ESV': np.float32(123.236916),\n", " 'EF': np.float32(40.48027)},\n", " 'patient103': {'EDV': np.float32(183.86232),\n", " 'ESV': np.float32(132.51953),\n", " 'EF': np.float32(27.924585)},\n", " 'patient129': {'EDV': np.float32(235.02527),\n", " 'ESV': np.float32(107.41753),\n", " 'EF': np.float32(54.29533)},\n", " 'patient137': {'EDV': np.float32(156.22844),\n", " 'ESV': np.float32(82.99286),\n", " 'EF': np.float32(46.877243)},\n", " 'patient143': {'EDV': np.float32(242.95973),\n", " 'ESV': np.float32(180.17302),\n", " 'EF': np.float32(25.842438)},\n", " 'patient120': {'EDV': np.float32(139.10011),\n", " 'ESV': np.float32(88.49487),\n", " 'EF': np.float32(36.380447)},\n", " 'patient133': {'EDV': np.float32(292.79782),\n", " 'ESV': np.float32(290.40527),\n", " 'EF': np.float32(0.817133)},\n", " 'patient142': {'EDV': np.float32(89.871544),\n", " 'ESV': np.float32(10.168494),\n", " 'EF': np.float32(88.685524)},\n", " 'patient130': {'EDV': np.float32(186.86478),\n", " 'ESV': np.float32(52.13222),\n", " 'EF': np.float32(72.10163)},\n", " 'patient134': {'EDV': np.float32(109.606064),\n", " 'ESV': np.float32(56.839737),\n", " 'EF': np.float32(48.141796)},\n", " 'patient110': {'EDV': np.float32(109.17969),\n", " 'ESV': np.float32(31.37207),\n", " 'EF': np.float32(71.265656)},\n", " 'patient123': {'EDV': np.float32(121.60475),\n", " 'ESV': np.float32(35.51855),\n", " 'EF': np.float32(70.7918)},\n", " 'patient104': {'EDV': np.float32(137.81676),\n", " 'ESV': np.float32(20.505217),\n", " 'EF': np.float32(85.12138)},\n", " 'patient148': {'EDV': np.float32(147.45045),\n", " 'ESV': np.float32(98.29296),\n", " 'EF': np.float32(33.33831)},\n", " 'patient126': {'EDV': np.float32(92.61659),\n", " 'ESV': np.float32(33.496),\n", " 'EF': np.float32(63.833694)},\n", " 'patient121': {'EDV': np.float32(181.0285),\n", " 'ESV': np.float32(64.00025),\n", " 'EF': np.float32(64.64631)}}" ] }, "metadata": {}, "execution_count": 128 } ] }, { "cell_type": "code", "source": [ "pred_vals=[]\n", "true_vals=[]\n", "\n", "for patient in sorted(patient_ef.keys()):\n", " pred=patient_ef[patient]\n", " true=true_patient_ef[patient]\n", "\n", " pred_vals.append(pred)\n", " true_vals.append(true)\n", "\n", " error=abs(pred['EDV']-true['EDV'])\n", " acc=(1-error/true['EDV'])*100\n", "\n", " print(f\"{patient}, Accuracy: {acc}%\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PkIKMO7twVGL", "outputId": "a1370047-5b1b-4028-c2b5-b34bd904d271" }, "execution_count": 138, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "patient101, Accuracy: 77.70252990722656%\n", "patient102, Accuracy: 84.26551818847656%\n", "patient103, Accuracy: 96.80732727050781%\n", "patient104, Accuracy: 97.28197479248047%\n", "patient105, Accuracy: 90.75497436523438%\n", "patient106, Accuracy: 91.75543212890625%\n", "patient107, Accuracy: 91.61272430419922%\n", "patient108, Accuracy: 97.53408813476562%\n", "patient109, Accuracy: 76.71021270751953%\n", "patient110, Accuracy: 86.98696899414062%\n", "patient111, Accuracy: 90.39948272705078%\n", "patient112, Accuracy: 93.11532592773438%\n", "patient113, Accuracy: 53.860252380371094%\n", "patient114, Accuracy: 34.50602722167969%\n", "patient115, Accuracy: 90.93657684326172%\n", "patient116, Accuracy: 96.04159545898438%\n", "patient117, Accuracy: 65.10316467285156%\n", "patient118, Accuracy: 99.5133285522461%\n", "patient119, Accuracy: 74.08515167236328%\n", "patient120, Accuracy: 99.18219757080078%\n", "patient121, Accuracy: 91.69020080566406%\n", "patient122, Accuracy: 95.06380462646484%\n", "patient123, Accuracy: 86.34679412841797%\n", "patient124, Accuracy: 49.12809753417969%\n", "patient125, Accuracy: 68.72050476074219%\n", "patient126, Accuracy: 74.69833374023438%\n", "patient127, Accuracy: 51.98714828491211%\n", "patient128, Accuracy: 95.53673553466797%\n", "patient129, Accuracy: 71.77729797363281%\n", "patient130, Accuracy: 95.69254302978516%\n", "patient131, Accuracy: 95.7913818359375%\n", "patient132, Accuracy: 96.9255142211914%\n", "patient133, Accuracy: 78.48307800292969%\n", "patient134, Accuracy: 98.64636993408203%\n", "patient135, Accuracy: 95.65044403076172%\n", "patient136, Accuracy: 96.264404296875%\n", "patient137, Accuracy: 76.98967742919922%\n", "patient138, Accuracy: 94.4444580078125%\n", "patient139, Accuracy: 65.50668334960938%\n", "patient140, Accuracy: 66.24171447753906%\n", "patient141, Accuracy: 99.03047943115234%\n", "patient142, Accuracy: 83.16899871826172%\n", "patient143, Accuracy: 95.0841293334961%\n", "patient144, Accuracy: 95.7431640625%\n", "patient145, Accuracy: 97.27468872070312%\n", "patient146, Accuracy: 99.33773040771484%\n", "patient147, Accuracy: 70.91716766357422%\n", "patient148, Accuracy: 98.04997253417969%\n", "patient149, Accuracy: 92.42042541503906%\n", "patient150, Accuracy: 82.94732666015625%\n" ] } ] }, { "cell_type": "code", "source": [ "pred_ef=[i['EF'] for i in pred_vals]\n", "true_ef=[i['EF'] for i in true_vals]" ], "metadata": { "id": "JbFxx5qEzI4a" }, "execution_count": 141, "outputs": [] }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize=(10,10))\n", "plt.scatter(pred_ef,true_ef)\n", "\n", "plt.plot(\n", " [min(true_ef),max(true_ef)],\n", " [min(true_ef),max(true_ef)],\n", " color='red',\n", ")\n", "\n", "plt.xlabel('Predicted EF')\n", "plt.ylabel('True EF')\n", "plt.title('Predicted vs True EF')\n", "\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 872 }, "id": "q9_eOxDpxr3o", "outputId": "72c34f49-d748-40f4-e5e9-1754764b7764" }, "execution_count": 142, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0kAAANXCAYAAADgpRSrAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAkAxJREFUeJzs3Xl8VOXd///XJCxhHYQKCVUUrRQDWouKYq1aKxpWUVBR8Yuo1VIX3G6qthpxweWudatSrRb5icotIkpYYq1Wb60LKtVbxKVqrAsJWCIJAgmQzO+P08QEEggwM2cmeT0fj3n0zJkzZz4ZH4W8ua7rc0VisVgMSZIkSRIAGWEXIEmSJEmpxJAkSZIkSXUYkiRJkiSpDkOSJEmSJNVhSJIkSZKkOgxJkiRJklSHIUmSJEmS6jAkSZIkSVIdhiRJkiRJqsOQJEnapj333JMzzzyz9vkLL7xAJBLhhRdeCK2mzW1eoyRJO8qQJEkp7qGHHiISidQ+srKy6NOnDxdccAErVqwIu7ztsnDhQq699tqwy0iIo446qt5/p8YeYf/811577VbrKykpAeCzzz5r9JpDDz001J9BkhKtVdgFSJKa5rrrrqN3795UVFTw8ssvM23aNBYuXMjSpUtp3759Ums54ogjWL9+PW3atNmu9y1cuJB77rkn9KCQCL/5zW8455xzap+/8cYb3HXXXVx11VXsu+++tef333//MMrbwrRp0+jYseMW57t06VLv+amnnsrQoUPrndt1110TWZokhc6QJElpYsiQIRx00EEAnHPOOXTr1o3f//73PP3005x66qkNvmft2rV06NAh7rVkZGSQlZUV9/ums8GDB9d7npWVxV133cXgwYM56qijGn1fov4bbcuYMWP43ve+t83rBgwYwLhx45JQkSSlDqfbSVKaOvroowEoKioC4Mwzz6Rjx4588sknDB06lE6dOnH66acDUF1dzR133EG/fv3IysqiR48enHfeeXzzzTf17hmLxbjhhhvYbbfdaN++PT/72c947733tvjsxtYkvf766wwdOpRddtmFDh06sP/++3PnnXfW1nfPPfcA1Ju6VSPeNW5u48aNdO3alQkTJmzxWnl5OVlZWVx++eW15+6++2769etH+/bt2WWXXTjooIN49NFHt/k5W1Mz1W3ZsmWcdtpp7LLLLhx++OFAMF2voTB15plnsueee9Y719TvSpK0YxxJkqQ09cknnwDQrVu32nObNm3iuOOO4/DDD+d3v/td7TS88847j4ceeogJEyZw0UUXUVRUxB/+8Af+8Y9/8Pe//53WrVsDcM0113DDDTcwdOhQhg4dypIlSzj22GPZsGHDNut59tlnGT58ODk5OUyaNIns7Gzef/995s+fz6RJkzjvvPNYvnw5zz77LA8//PAW7090ja1bt+aEE07gySef5L777qs3VfCpp56isrKSsWPHAvCnP/2Jiy66iDFjxjBp0iQqKir4v//7P15//XVOO+20bX4X23LSSSexzz77MHXqVGKx2Ha/v6nf1daUlpZuca5Vq1ZbTLdbt24d//73v+udi0ajTfoMSUpbMUlSSps+fXoMiP31r3+Nff3117EvvvgiNmvWrFi3bt1i7dq1i3355ZexWCwWGz9+fAyIXXHFFfXe/9JLL8WA2COPPFLvfGFhYb3zK1eujLVp0yY2bNiwWHV1de11V111VQyIjR8/vvbc3/72txgQ+9vf/haLxWKxTZs2xXr37h3bY489Yt988029z6l7r/PPPz/W0F89iaixIc8880wMiBUUFNQ7P3To0Nhee+1V+/z444+P9evXb6v32pbZs2fX+45isVgsPz8/BsROPfXULa4/8sgjY0ceeeQW58ePHx/bY489ap839btqTE0NDT1++MMf1l5XVFTU6HV1fyZJao4cSZKkNHHMMcfUe77HHnvwyCOP8P3vf7/e+YkTJ9Z7Pnv2bKLRKIMHD643InDggQfSsWNH/va3v3Haaafx17/+lQ0bNnDhhRfWmwZ38cUXM3Xq1K3W9o9//IOioiJuv/32LUYi6t6rMcmoEYIpit/73vf4n//5H4YPHw7AN998w7PPPltvql2XLl348ssveeONNzj44IO3ed/t9ctf/nKH39vU72pb5syZQ+fOneuda2ht1LnnnstJJ51U79yPfvSjHaxektKDIUmS0sQ999xDnz59aNWqFT169OCHP/whGRn1l5a2atWK3Xbbrd65f/7zn5SVldG9e/cG77ty5UoA/vWvfwGwzz771Ht91113ZZdddtlqbTVT//r379/0HyjJNULw/YwePZpHH32UyspK2rZty5NPPsnGjRs55ZRTaq/79a9/zV//+lcGDhzID37wA4499lhOO+00fvKTn+zQz7e53r177/B7m/pdbcsRRxzRpMYN++yzzxYBXZKaO0OSJKWJgQMH1na3a0zbtm23CE7V1dV0796dRx55pMH3pEI752TWOHbsWO677z4WLVrEqFGjePzxx+nbt2+90ZF9992XDz/8kPnz51NYWMicOXO49957ueaaa5gyZcpO19CuXbstzkUikQbXJ1VVVdV7ng7/PSUp3RmSJKmZ23vvvfnrX//KT37ykwZ/Oa+xxx57AMFIxV577VV7/uuvv95m17S9994bgKVLl2511KGxqXfJqLHGEUccQU5ODv/zP//D4YcfzvPPP89vfvObLa7r0KEDp5xyCqeccgobNmzgxBNP5MYbb+TKK69MSPvzXXbZhU8//XSL8zWjZzWa+l1JknacLcAlqZk7+eSTqaqq4vrrr9/itU2bNrF69WogWPPUunVr7r777nojGnfcccc2P2PAgAH07t2bO+64o/Z+Nereq2bNy+bXJKPGGhkZGYwZM4aCggIefvhhNm3aVG+qHcCqVavqPW/Tpg25ubnEYjE2btzY5M/aHnvvvTcffPABX3/9de25d955h7///e/1rmvqdyVJ2nGOJElSM3fkkUdy3nnncdNNN/H2229z7LHH0rp1a/75z38ye/Zs7rzzTsaMGcOuu+7K5Zdfzk033cTw4cMZOnQo//jHP1i0aNE2165kZGQwbdo0RowYwQEHHMCECRPIycnhgw8+4L333uOZZ54BguYCABdddBHHHXccmZmZjB07Nik11nXKKadw9913k5+fz3777ce+++5b7/Vjjz2W7OxsfvKTn9CjRw/ef/99/vCHPzBs2DA6deq0nf8Fmuass87i97//Pccddxxnn302K1eu5I9//CP9+vWjvLy89rqmflfb8sQTT9CxY8ctzg8ePJgePXrE9WeTpLQTam89SdI21bQAf+ONN7Z63fjx42MdOnRo9PX7778/duCBB8batWsX69SpU2y//faLTZ48ObZ8+fLaa6qqqmJTpkyJ5eTkxNq1axc76qijYkuXLo3tscceW20BXuPll1+ODR48ONapU6dYhw4dYvvvv3/s7rvvrn1906ZNsQsvvDC26667xiKRyBbtwONZ49ZUV1fHdt999xgQu+GGG7Z4/b777osdccQRsW7dusXatm0b23vvvWP/9V//FSsrK2vS/WOxrbcA//rrrxt8z8yZM2N77bVXrE2bNrEDDjgg9swzz2zRArxGU76rhmytBXjdemtagP/3f/93k39mSWouIrHYDuxiJ0mSJEnNlGuSJEmSJKkOQ5IkSZIk1WFIkiRJkqQ6DEmSJEmSVIchSZIkSZLqMCRJkiRJUh3NfjPZ6upqli9fTqdOnYhEImGXI0mSJCkksViMNWvW0LNnTzIyGh8vavYhafny5ey+++5hlyFJkiQpRXzxxRfstttujb7e7ENSp06dgOCL6Ny5c8jVSJIkSQpLeXk5u+++e21GaEyzD0k1U+w6d+5sSJIkSZK0zWU4Nm6QJEmSpDoMSZIkSZJUhyFJkiRJkuowJEmSJElSHYYkSZIkSarDkCRJkiRJdRiSJEmSJKkOQ5IkSZIk1WFIkiRJkqQ6DEmSJEmSVIchSZIkSZLqMCRJkiRJUh2GJEmSJEmqw5AkSZIkSXUYkiRJkiSpDkOSJEmSJNVhSJIkSZKkOgxJkiRJklSHIUmSJEmS6jAkSZIkSVIdhiRJkiRJqsOQJEmSJEl1GJIkSZIkqQ5DkiRJkiTVYUiSJEmSpDoMSZIkSZJUhyFJkiRJkupoFXYBkiRJkhKvqjrG4qJSVq6poHunLAb27kpmRiTsslKSIUmSJElq5gqXFjOlYBnFZRW153KiWeSPyCWvf06IlaUmp9tJkiRJzVjh0mImzlxSLyABlJRVMHHmEgqXFodUWeoyJEmSJEnNTXU13HADVSu/ZkrBMmINXFJzbkrBMqqqG7qi5TIkSZIkSWmoqjrGq5+s4um3v+LVT1bVDzpXXQVXX03lT37K16XfNnqPGFBcVsHiotLEF5xGXJMkSZIkpZmtrjH637lwyy0AfHDGL9m0btu/8q9cU7HNa1oSR5IkSZKkNLK1NUZz8qcRu/DC4MR111F5+hlNumf3TlnxLjOtOZIkSZIkpYmq6lija4x+tPxD7pp3K5HqaqrPPpuM3/6WgbFghKmkrKLB90SA7GjQDlzfcSRJkiRJShOLi0q3GEEC2OOb5Tww5zrabarkb3sdyOLLb4BIhMyMCPkjcoEgENVV8zx/RK77JW3GkCRJkiSliYbWDnVdV8ZDs/P53roy3u2xN+cffwUrKqpqX8/rn8O0cQPIjtafUpcdzWLauAHuk9QAp9tJkiRJaWLztUNZGyt4YM519P6mmC+iPThrzLWsa9Nui+vy+ucwODebxUWlrFxTQfdOwRQ7R5AaZkiSJEmS0sTA3l1r1xhFqqu4q+B3DFj+IauzOnLmSdfy7467kNPIGqPMjAiD9u4WQtXpx+l2kiRJUpqoXWMUi3Htc/dz7D9fozKzNeeMvppPu+0OuMYoHhxJkiRJktJIXv8cFm16nb5LFlBNhEuGX8abu/X7bp8k1xjtNEOSJEmSlE5mzaLv728A4PMrp3DcyWdxhmuM4sqQJEmSJKWLF1+E8eOD40mT2PPG37JnxGAUb65JkiRJktLBsmUwahRs2AAnngi33QYGpIQwJEmSJEmpbvlyGDIEVq+Gww6DmTMhMzPsqpotQ5IkSZKUytasgWHD4PPPoU8fmDcP2rULu6pmzZAkSZIkpaqNG2HMGHj7bejeHRYtgm7udZRohiRJkiQpFcVicO658Je/QPv2sGAB7LVX2FW1CIYkSZIkKRVNmQIPPQQZGfD443DQQWFX1GIYkiRJkqRU8+CDQUgCmDYtWJOkpDEkSZIkSamksBDOOy84vuqqYMqdksqQJEmSJKWKJUvgpJOgqgrOOANuuCHsilokQ5IkSZKUCj77LJhW9+238POfwwMPuFlsSFqFXYAkSZLU4pWWwtChUFIC++0Hc+ZAmzZhV7XTqqpjLC4qZeWaCrp3ymJg765kZqR+8DMkSZIkSWGqqIBRo+D99+H734eFCyEaDbuqnVa4tJgpBcsoLquoPZcTzSJ/RC55/XNCrGzbnG4nSZIkhaW6GsaPh5degs6dg81id9st7Kp2WuHSYibOXFIvIAGUlFUwceYSCpcWh1RZ0xiSJEmSpLBMnhzsgdS6NcydG0y1S3NV1TGmFCwj1sBrNeemFCyjqrqhK1KDIUmSJEkKw913w223Bcd//jMcfXS49cTJ4qLSLUaQ6ooBxWUVLC4qTV5R28mQJEmSJCXb3LkwaVJwPHUqjBsXbj1xtHJN4wFpR64LgyFJkiRJSqZXXoHTToNYLNg09oorwq4orrp3yorrdWGwu50kSZLUiLi3sP7oIxg5MuhoN3w4/OEPzW4vpIG9u5ITzaKkrKLBdUkRIDsafJepypAkSZIkNSDuLaxXroQhQ2DVKjj4YJg1C1o1v1/HMzMi5I/IZeLMJUSgXlCqiYP5I3JTer8kp9tJkiRJm4l7C+u1a4ORo08/hb32goIC6NAhjhWnlrz+OUwbN4DsaP0pddnRLKaNG5Dy+yQ1v+gqSZIk7YRttbCOELSwHpyb3bTRkE2bYOxYeOMN6NYt2AupR484V5168vrnMDg3O77TFZPEkCRJkiTVsT0trAft3W3rN4vF4MILYf58yMqCefOgT5/4FpzCMjMi2/6OUpDT7SRJkqQ64trC+pZb4I9/DJozPPIIHHbYTlanZDAkSZIkSXXErYX1I4/AlVcGx3fcASeeuHOFKWkMSZIkSVIdNS2sG1s5EyHocrfVFtbPPw8TJgTHl10GF10U7zKVQKGGpKqqKq6++mp69+5Nu3bt2Hvvvbn++uuJxb5bJheLxbjmmmvIycmhXbt2HHPMMfzzn/8MsWpJkiQ1ZzUtrIEtglKTWli/+y6ccAJs3Agnnwy33pqwWpUYoYakW265hWnTpvGHP/yB999/n1tuuYVbb72Vu+++u/aaW2+9lbvuuos//vGPvP7663To0IHjjjuOioqmzRWVJEmSttcOt7D+8ksYOhTKy+GnP4UZMyDDyVvpJhKrO2yTZMOHD6dHjx48+OCDtedGjx5Nu3btmDlzJrFYjJ49e3LZZZdx+eWXA1BWVkaPHj146KGHGDt27DY/o7y8nGg0SllZGZ07d07YzyJJkqTmp6o61vQW1mVlQTB6913o2xf+/nfoupUpeUq6pmaDUGPtYYcdxnPPPcdHH30EwDvvvMPLL7/MkCFDACgqKqKkpIRjjjmm9j3RaJRDDjmEV199tcF7VlZWUl5eXu8hSZIk7YiaFtbHH/B9Bu3drfGAtGEDjB4dBKTs7GAvJANS2gp1n6QrrriC8vJy+vbtS2ZmJlVVVdx4442cfvrpAJSUlADQY7PNtnr06FH72uZuuukmpkyZktjCJUmSpBqxGJxzDjz3HHToAAsWwJ57Jvxjt2uUS9sl1JD0+OOP88gjj/Doo4/Sr18/3n77bS6++GJ69uzJ+PHjd+ieV155JZdeemnt8/Lycnbfffd4lSxJkiTVd/XV8PDDkJkJTzwBAwYk/CMLlxYzpWBZvU1vc6JZ5I/IbXy9lJos1JD0X//1X1xxxRW1a4v2228//vWvf3HTTTcxfvx4srOzAVixYgU5Od/9x16xYgUHHHBAg/ds27Ytbdu2TXjtkiRJEvffDzfeGBzfdx/k5SX8IwuXFjNx5hI2byxQUlbBxJlLtt5YQk0S6pqkdevWkbFZt4/MzEyqq6sB6N27N9nZ2Tz33HO1r5eXl/P6668zaNCgpNYqSZIk1bNgAUycGBxfcw2cfXbCP7KqOsaUgmVbBCSg9tyUgmVUVYfWm61ZCHUkacSIEdx444306tWLfv368Y9//IPf//73nHXWWQBEIhEuvvhibrjhBvbZZx969+7N1VdfTc+ePRk1alSYpUuSJKkle/PNYA+k6mo480y49tqkfOziotJ6U+w2FwOKyypYXFTKoL27JaWm5ijUkHT33Xdz9dVX86tf/YqVK1fSs2dPzjvvPK655praayZPnszatWs599xzWb16NYcffjiFhYVkZWVt5c6SJElSgnz6KQwbBuvWwbHHBlPuIslpmLByTdP2Cm3qdWpYqPskJYP7JEmSJCluVq2Cww6Djz6CAw6AF1+EJP6O+eonqzj1T69t87rHfnGoI0kNSIt9kiRJkqS0sX49jBwZBKRevYI1SUn+R/iBvbuSE82isXGrCEGXu4G93aNpZxiSJEmSpG2pqoIzzoBXXoFoFBYuhJ49k15GZkaE/BG5AFsEpZrn+SNy3S9pJxmSJEmSpG25/HKYMwfatIGnnoJ+/UIrJa9/DtPGDSA7Wn+NfnY0y/bfcRJq4wZJkiQp5d1+O9xxR3A8YwYcdVSY1QBBUBqcm83iolJWrqmge6dgip0jSPFhSJIkSZIaM3s2XHZZcHzrrTB2bLj11JGZEbE5Q4I43U6SJElqyMsvB+uQYjE4//xgyp1aBEOSJEmStLkPPgg62VVWwvHHw513Jm0vJIXPkCRJkiTVVVICeXnwzTdw6KHw6KOQmRl2VUoiQ5IkSZJU49tvYdgw+Ne/4Ac/gHnzoH37sKtSkhmSJEmSJIBNm+Dkk2HJEvje92DRIth117CrUggMSZIkSVIsBhMnBsGoXTuYPz8YSVKLZEiSJEmSbrwRHngAMjJg1iw45JCwK1KIDEmSJElq2WbMgKuvDo7vvjvoaqcWzZAkSZKkluvZZ+Gcc4LjX/8afvWrcOtRSjAkSZIkqWV65x0YPTpo2HDqqTB1atgVKUUYkiRJktTyfPEFDB0Ka9bAUUfB9OnBeiQJQ5IkSZJamtWrYcgQWL4c+vWDuXOhbduwq1IKMSRJkiSp5aishBNOgPfeg549YeFC6NIl7KqUYgxJkiRJahmqq2HCBHjhBejUCRYsgF69wq5KKciQJEmSpJbhqqvgscegVSuYMwcOOCDsipSiDEmSJElq/u69F265JTh+4AEYPDjcepTSDEmSJElq3ubNgwsvDI6vuw7Gjw+3HqU8Q5IkSZKar9dfh7Fjg/VI55wDv/1t2BUpDRiSJEmS1Dx9/DEMHw7r1wctv6dNg0gk7KqUBgxJkiRJan6+/joIRv/+NwwYAI8/HjRskJrAkCRJkqTmZd06GDkyGEnac8+g1XfHjmFXpTRiSJIkSVLzUVUFp50Gr70Gu+wCixZBdnbYVSnNGJIkSZLUPMRiMGkSPP00tG0bdLXr2zfsqpSGDEmSJElqHn73O7jnnqA5w8MPw+GHh12R0pQhSZIkSelv1iyYPDk4vu02OOmkcOtRWjMkSZIkKb29+OJ3G8ROmgSXXBJuPUp7hiRJkiSlr2XLYNQo2LABTjwxGEWSdpIhSZIkSelp+fJgL6TVq+Gww2DmTMjMDLsqNQOGJEmSJKWfNWtg2DD4/HPo0yfoZNeuXdhVqZkwJEmSJCm9bNwIY8bA229D9+7BXkjduoVdlZoRQ5IkSZLSRywG554Lf/kLtG8PCxbAXnuFXZWamVZhFyBJkpQOqqpjLC4qZeWaCrp3ymJg765kZkTCLqvlmTIFHnoIMjLg8cfhoIPCrkjNkCFJkiRpGwqXFjOlYBnFZRW153KiWeSPyCWvf06IlbUwDz4YhCSAadOCNUlSAjjdTpIkaSsKlxYzceaSegEJoKSsgokzl1C4tDikylqYwkI477zg+Kqrgil3UoIYkiRJkhpRVR1jSsEyYg28VnNuSsEyqqobukJxs2QJnHQSVFXBGWfADTeEXZGaOUOSJElSIxYXlW4xglRXDCguq2BxUWnyimppPvssmFb37bfw85/DAw9AxLVgSixDkiRJUiNWrmk8IO3IddpOpaUwdCiUlMB++8GcOdCmTdhVqQUwJEmSJDWie6esuF6n7VBRAaNGwfvvw/e/DwsXQjQadlVqIQxJkiRJjRjYuys50Swam9wVIehyN7B312SW1fxVV8P48fDSS9C5c7BZ7G67hV2VWhBDkiRJUiMyMyLkj8gF2CIo1TzPH5HrfknxNnlysAdS69Ywd24w1U5KIkOSJEnSVuT1z2HauAFkR+tPqcuOZjFt3AD3SYq3u++G224LjqdPh6OPDrcetUhuJitJkrQNef1zGJybzeKiUlauqaB7p2CKnSNIcTZ3LkyaFBxPnQqnnx5uPWqxDEmSJElNkJkRYdDe3cIuo/l65RU47TSIxYJNY6+4IuyK1II53U6SJEnh+ugjGDky6Gg3fDj84Q/uhaRQGZIkSZIUnpUrYcgQWLUKDj4YZs2CVk52UrgMSZIkSQrH2rXByNGnn8Jee0FBAXToEHZVkiFJkiRJIdi0CcaOhTfegG7dgr2QevQIuyoJMCRJkiQp2WIxuOACmD8fsrJg3jzo0yfsqqRahiRJkiQl1803w333Bc0ZHn0UDjss7IqkegxJkiRJSp5HHoGrrgqO77gDTjgh1HKkhhiSJEmSlBzPPw8TJgTHl10GF10Ubj1SIwxJkiRJSrx33w1GjTZuhJNPhltvDbsiqVGGJEmSJCXWl1/C0KFQXg4//SnMmAEZ/hqq1OVOXZIkSWpUVXWMxUWlrFxTQfdOWQzs3ZXMjEjTb1BWFgSkL7+Evn3hqaeCjnZSCjMkSZIkxdFOh4oUUri0mCkFyyguq6g9lxPNIn9ELnn9c7Z9gw0bYPToYKpddnawF1LXrgmsWIoPQ5IkSVKc7HSoSCGFS4uZOHMJsc3Ol5RVMHHmEqaNG7D1nykWg3POgeeegw4dYMEC2HPPRJYsxY2TQSVJkuKgJlTUDUjwXagoXFocUmXbr6o6xpSCZVsEJKD23JSCZVRVN3TFf1x9NTz8MGRmwhNPwIABiShVSghDkiRJ0k6KS6hIIYuLSrcIe3XFgOKyChYXlTZ8wf33w403Bsf33Qd5efEvUkogQ5IkSdJO2ulQkWJWrmn8Z9nmdQsWwMSJwfE118DZZ8exMik5DEmSJEk7aadCRQrq3qlp3ee2uO7NN4M9kKqr4cwz4dpr416blAyGJEmSpJ20w6EiRQ3s3ZWcaBaN9eSLEDSkGNi7Tqe6Tz+FYcNg3To49thgyl0kPbv6SYYkSZKknbRDoSKFZWZEyB+RC7DFz1TzPH9E7netzVetgiFDYOVKOOAAmD0bWrdOVrlS3BmSJEmSdtJ2h4o0kNc/h2njBpAdrT/6lR3Nqt/+e/16GDkSPvoIevUK1iR17hxCxVL8RGKxWHq0WdlB5eXlRKNRysrK6Oz/YSVJUgI1p32Samx1c9yqKjjlFJgzB6JR+PvfoV+/cAuWtqKp2cDNZCVJkuIkr38Og3OzGw8VaSgzI8Kgvbs1/OLllwcBqU0beOopA5KaDUOSJElSHG01VDQnt98Od9wRHM+YAUcdFWY1UlwZkiRJkrR9Zs+Gyy4Ljm+9FcaObfTSrU7Xk1KUIUmSJElN9/LLcMYZEIvB+ecHU+4a0RzXaKllsLudJEmSmqRq2ftsGj4CKispPWYIVbff0eheSIVLi5k4c0m9gARQUlbBxJlLKFxanISKpR1jSJIkSdI2Pf/CO6z8yc9oVbaaJT1/yGH7n83hv3uxwbBTVR1jSsEyGmqhXHNuSsEyqqqbdZNlpTFDkiRJkrbq2cUfs+vY0eSsXkHRLjmcM/oaKlpnNToqtLiodIsRpLpiQHFZBYuLShNcubRjDEmSJElqVNWGjXQ443T2W/EJq9p15syTplDaPgo0Piq0ck3jAamupl4nJZshSZIkSQ2Lxfj3GWdx2EeLWd+qLWePyedfu/Ssfwlbjgp175TVpNs39Top2QxJkiRJatiNN9Lj8ZlURTK4cORk3u75w0YvrRkVqqqOUR2L0aVd60avjRB0uRvYu2u8K5biwhbgkiRJ2tKMGXD11QDkH3Mef93nkK1e3r1TVoMtvzdX0wsvf0Su+yUpZYU6krTnnnsSiUS2eJx//vkAVFRUcP7559OtWzc6duzI6NGjWbFiRZglS5IkNX/PPgvnnANA9eTJPPez0TQWZ2pGhb5ZW9lgy+/NZUezmDZugPskKaWFGpLeeOMNiouLax/PPvssACeddBIAl1xyCQUFBcyePZsXX3yR5cuXc+KJJ4ZZsiRJUvP2zjswejRs2gSnnkrGTTeRPyIXYIugVPP86mG5XL/g/QZbftfo0r41j5x9CC//+mgDklJeqNPtdt1113rPb775Zvbee2+OPPJIysrKePDBB3n00Uc5+uijAZg+fTr77rsvr732GoceemgYJUuSJDVfn38OQ4fCmjVw1FEwfTpkZJDXP4dp4wZsMZUuO5pF/ohcou3abHMEafW6jWRkROI6xa6qOsbiolJWrqmge6dgjZNT+BQPKbMmacOGDcycOZNLL72USCTCW2+9xcaNGznmmGNqr+nbty+9evXi1VdfbTQkVVZWUllZWfu8vLw84bVLkiSlvdWrg4C0fDn06wdz50LbtrUv5/XPYXBudoOh5Om3v2rSR8Sz5XdD659y/hPaHKnSzkqZ7nZPPfUUq1ev5swzzwSgpKSENm3a0KVLl3rX9ejRg5KSkkbvc9NNNxGNRmsfu+++ewKrliRJagYqK+GEE+C996BnT1i4EDb7HQwgMyPCoL27cfwB32fQ3t1qR22S3fK7cGlxg+ufGtvcVtpeKROSHnzwQYYMGULPnj23ffFWXHnllZSVldU+vvjiizhVKEmS1AxVV8OECfDCC9CpEyxYAL16bdctBvbuSk40a5vNHeLR8ruqOsaUgmUNrn9qbHNbaXulREj617/+xV//+lfO+U8XFYDs7Gw2bNjA6tWr6127YsUKsrOzG71X27Zt6dy5c72HJEmSGnHVVfDYY9CqFcyZAwccsN23yMyIbLO5Q7xafi8uKt3q+qeGNreVtldKhKTp06fTvXt3hg0bVnvuwAMPpHXr1jz33HO15z788EM+//xzBg0aFEaZkiRJzcu998IttwTHDzwAgwfv8K1qmjtkR+tPqYt3y++mrmuK5/ontTyhN26orq5m+vTpjB8/nlatvisnGo1y9tlnc+mll9K1a1c6d+7MhRdeyKBBg+xsJ0mStLPmzYMLLwyOr7sOxo/f6VturblDvCR7/VNzZnfAxoUekv7617/y+eefc9ZZZ23x2u23305GRgajR4+msrKS4447jnvvvTeEKiVJkpqR11+HsWOD9UjnnAO//W3cbl3T3CFRatY/lZRVNLguKUIwehWP9U/Nmd0Bty4Si8Wa9aq28vJyotEoZWVlrk+SJEn6+GMYNAj+/W8YMiQYUWoV+r+bb5ea7nZAvaBUMwYSz+l9zVHN97d5CGgJ319Ts0FKrEmSJElSEnz9dRCM/v1vGDAAHn887QISJG/9U3Nkd8CmSb//V0iSJGn7rVsHI0cGI0l77hm0+u7YMeyqdlgy1j81R9vTHTCR0yZTnSFJkiSpuauqgtNOg9deg112gUWLYCtbqqSLRK9/ao7sDtg0TreTJElqzmIxmDQJnn4a2rYN1iD17Rt2VQqJ3QGbxpAkSZLUnP3ud3DPPRCJwMMPw+GHh12RQlTTHbCxSYkRgi53Lb07oCFJkiSpuZo1CyZPDo5vuw1OOincehS6zIwI+SNyAbYISjXP80fktvi1XYYkSZKk5ujFF7/bIHbSJLjkknDrUcqwO+C22bhBkiSpuVm2DEaNgg0bYPToYBRJqsPugFtnSJIkSWpOli8P9kJavRoOOyxYh5SZGXZVSkF2B2yc0+0kSZKaizVrYNgw+Pxz6NMn6GTXrl3YVUlpx5AkSZLUHGzcCGPGwNtvQ/fuwV5I3RwlkHaE0+0kSZLSVFV1LFhTUr6eQTdOpvtf/gLt28OCBbDXXmGXJ6UtQ5IkSVIaKlxazJSCZRSXVXDxy49w/N8foyqSwdv//UcOPOigsMuT0prT7SRJktJM4dJiJs5cQnFZBSe/8xcu/vtjAFx97K8Y83lXCpcWh1yhlN4MSZIkSWmkqjrGlIJlxIAjP32Lqc/8AYC7B53CowfkATClYBlV1bEQq5TSmyFJkiQpjSwuKqW4rIJ+JR9z71M30SpWzZx+P+O2n44DIAYUl1WwuKg03EKlNGZIkiRJSiMr11SwW9kKpj8xhQ4bK3h5jx9xxZCLIBLZ4jpJO8aQJEmSlEZ6Vq1n+uxr6b72G97fdU8mnnAVGzNbb3Fd905ZIVQnNQ92t5MkSUoXFRUcdMlZRFZ9QXHHbkwYcy1r2naod0kEyI5mMbB314SUUNt2fE0F3TsFn5OZEdn2G6U0YkiSJElKB9XVMH48kZdeYmPHTkw4eQorOn+v3iU1USV/RG5CgkvdtuM1cqJZ5I/IJa9/Ttw/TwqL0+0kSZLSweTJ8Pjj0Lo1rZ9+iosvOZHsaP0pddnRLKaNG5CQwFK37XhdJWUVTJy5xLbjalYcSZIkSUp1d90Ft90WHE+fDkcfTR4wODc7KVPf6rYd31yMYARrSsEyBudmO/VOzYIhSZIkKZU9+SRcfHFwPHUqnH567UuZGREG7d0t4SXUtB1vTN2248moR0o0p9tJkiSlqldeCUJRLAbnnQdXXBFKGU1tJ27bcTUXhiRJkqRU9NFHMHIkVFTA8OHwhz9ssRdSsjS1nbhtx9VcGJIkSZJSzcqVMGQIrFoFBx8Ms2ZBq/BWSQzs3ZWcaBaNRbQIQZe7RLUdl5LNkCRJkpRK1q4NRo4+/RT22gsKCqBDh22/L4EyMyLkj8gF2CIoJbrtuBQGQ5IkSVKCVFXHePWTVTz99le8+skqqqob6g9Xx6ZNMHYsvPEGdOsGixZBjx7JKXYb8vrnMG3cgKS2HZfCYnc7SZKkBNjujVdjMbjgApg/H7KyYN486NMniRVvW17/nKS1HZfCZEiSJEmKs5qNVzcfN6rZeLXBkZebb4b77guaMzz6KBx2WNLq3R7JajsuhcnpdpIkSXG0rY1XIdh4td7Uu0cegauuCo7vuANOOCHBVUraGkOSJElSHG3PxqsAPP88TJgQHF92GVx0UeKLlLRVhiRJkqQ42q6NV999Nxg12rgRTj4Zbr01wdVJagpDkiRJUhw1dUPV3b4thaFDobwcfvpTmDEDMvzVTEoF/j9RkiQpjpqy8eoP2m5iwK9Ohy+/hL594amngo52klKCIUmSJCmOtrXxauuqjcx65ndE3n0XsrODvZC6dk16nZIaZ0iSJEmKs0Y3Xu3clr99+Ajfe/1l6NABFiyAPfcMp0hJjXKfJEmSpARoaOPVQ/78ezIKnoDMTHjiCRgwIOwyJTXAkCRJkpQg9TZevf9+mDr1u+O8vPAKk7RVTreTJElKtAULYOLE4Piaa+Css8KtR9JWGZIkSZIS6c03gz2QqqvhzDPh2mvDrkjSNhiSJEmSEuXTT2HYMFi3Do49NphmF2msObikVGFIkiRJSoRVq2DIEFi5Eg44AGbPhtatw65KUhMYkiRJkuJt/XoYORI++gh69QrWJHXuHHZVkprIkCRJkhRPVVUwbhy88gp06QILF0LPnmFXJWk7GJIkSZLi6bLL4MknoU0beOop6Ncv7IokbSdDkiRJUrzcfjvceWdwPGMGHHlkuPVI2iFuJitJkrSZquoYi4tKWbmmgu6dshjYuyuZGdvoSjd7djCKBHDrrTB2bOILlZQQhiRJkqQ6CpcWM6VgGcVlFbXncqJZ5I/IJa9/Tr1ra8LUpv/9X37yyzPIiMXg/PPh8suTXbakOHK6nSRJ0n8ULi1m4swl9QISQElZBRNnLqFwaXG9aw+/5Xl+e/Ns9vvV/yNjQyUv7nsYhb+4wr2QpDRnSJIkSSIYFZpSsIxYA6/VnJtSsIyq6lhtmNr0VTEzHs+nS8W3LOn5Q3455FImPvZOvTAlKf0YkiRJkoDFRaVbjCDVFQOKyyp47ZNVTClYRrsN6/nzE9eyW/lKinbJ4ZzR17C+dRbwXZiSlJ4MSZIkScDKNY0HpLpe/fTfrPxmLfc8fTP7rfiEVe06c+ZJUyhtHwW+C1OLi0oTWK2kRLJxgyRJCt0OdZOLs+6dspp2YQxueOYefvbpW6xv1Zazx+Tzr1223Cy2qaFLUuoxJEmSpFBtTze5RBrYuys50SxKyioaXJcUAbKjWZz0zAz2+L+/UBXJ4MKRk3m75w8bvF+TQ5eklON0O0mSFJrt6SaXaJkZEfJH5AJBIKqr5vl91UvZ446bAbj2mPP46z6HbHGfCEHIG9i7a+KKlZRQhiRJkhSK7ekmlyx5/XOYNm4A2dH6o0DZ0Swe32sN+18b7H/06VnnM3PAsEbDVP6I3KRPF5QUP063kyRJoWhqN7nFRaUM2rtb0urK65/D4Nzs+mukyr8g88gTYNMmOPVU9vrTXUxbtmKLaYLZIUwTlBR/hiRJkhSKpjY2SGYDhM0bSAzfvyeZX34Bw4fBmjVw1FEwfTpkZDQcpkJoOCEp/gxJkiTFUSp0aUsXTW1skKwGCA01kNinzSaefOzXdFq+HPr1g7lzoW3b2tczMyJJHeWSlByGJEmS4iRVurSli6Z2k0tGA4SaBhJ162izaSPXPXYNnT7/kIru2WQtXAhduiS8Fknhs3GDJElxkEpd2tJFU7rJJaMBQkMNJCKxav574R0M+vxd1rRpxy9OmULVbrsntA5JqcOQJEnSTkrFLm3pYmvd5KaNG5CUEbiGGkhMfvH/4/j3X2RjRiYTR13FS+2/z+Ki0oTXIik1ON1OkqSdlKpd2tJF2A0QNm8MMW7JAia+/gQAV+RdxMu9f9zgdZKaL0OSJEk7KRW7tKWbMBsg1G0Mccw/X2fKX+8D4LbDT2fOfj9v8DpJzZshSZKknZRqXdq0fWoaSGS//w53z7uVzFg1j+1/LHcfNhZIbgMJSanBNUmSJO2kml+yG5scFiHocucv2akpMyPCLT9qxwNPTKHdpkr+tteB/Pa48yESSWoDCUmpw5AkSdJOSpUubTujqjrGq5+s4um3v+LVT1a1rCYTX3/NEZPG0219OR/03Ifzj7+CqoxMILkNJCSlDqfbSZIUBzVd2jbfJyk7DfZJatH7O61bByNGwMcfw557ss/fX+TB9W3cDFhq4SKxWKxZ/1NReXk50WiUsrIyOnfuHHY5kqRmrqo6FlqXth3R0Caq8N0IWBijKEn7DquqYPRoePpp2GUXeOUV6Ns3/p8jKWU0NRs4kiRJUhyF2aVte21rf6cIwf5Og3Ozkxb0kjaqFYvBpElBQGrbFubNMyBJquWaJEmSWqjt2d8pGWpGtTavqaSsgokzl1C4tDh+H/a738E990AkAg8/DIcfHr97S0p7hiRJklqoVNrfaVujWhCMasWlocSsWTB5cnB8221w0kk7f09JzYohSZKkFiqV9ndK2qjWiy/C+PHB8aRJcMklO3c/Sc2SIUmSpBYqlfZ3Ssqo1nvvwahRsGFD0LDhttt2/F6SmjVDkiRJLVQq7e+U8FGt5cthyBBYvRoOOyxYh5SZuWP3ktTsGZIkSWrBavZ3yo7WDx/J3kQ1oaNaa9bAsGHwxRfQp0/Qya5du50pV1IzZwtwSZJauLz+OQzOzQ51f6eaUa2JM5cQgXoNHHZqVGvjRhgzBt5+G7p3h0WLoFt6tGhPR+m2T5jUGEOSJElKif2daka1Nt8nKXtH90mKxeDcc+Evf4H27WHBAthrrzhXrRpJ2+NKSoJILBaLQy/N1NXUXXUlSVJqiNtoxLXXwpQpkJERTLEbNizutSpQs8fV5r9U1vxXS+bUTWlrmpoNQl+T9NVXXzFu3Di6detGu3bt2G+//XjzzTdrX4/FYlxzzTXk5OTQrl07jjnmGP75z3+GWLEkSUqkmlGt4w/4PoP27rZjAenBB4OABDBtmgEpgZK6x5WUJKGGpG+++Yaf/OQntG7dmkWLFrFs2TJuu+02dtlll9prbr31Vu666y7++Mc/8vrrr9OhQweOO+44KioSv7GdJElKQ4WFcN55wfFvfhNMuVPCJG2PKymJQl2TdMstt7D77rszffr02nO9e/euPY7FYtxxxx389re/5fjjjwfg//v//j969OjBU089xdixY5NesyRJSmFLlgSNGqqq4Iwz4Prrw66o2UvKHldSkoU6kjRv3jwOOuggTjrpJLp3786Pf/xj/vSnP9W+XlRURElJCcccc0ztuWg0yiGHHMKrr77a4D0rKyspLy+v95AkSS3AZ58F0+rWroWf/xweeAAidlZLtITvcSWFINSQ9OmnnzJt2jT22WcfnnnmGSZOnMhFF13EjBkzACgpKQGgR48e9d7Xo0eP2tc2d9NNNxGNRmsfu+++e2J/CEmSFL7SUhg6FEpKYL/9YM4caNMm7KpahITucSWFJNSQVF1dzYABA5g6dSo//vGPOffcc/nFL37BH//4xx2+55VXXklZWVnt44svvohjxZIkKeVUVMCoUfD++/D978PChRCNhl1Vi1GzxxWwRVDaqT2upBCFGpJycnLIzc2td27ffffl888/ByA7OxuAFStW1LtmxYoVta9trm3btnTu3LneQ5IkNVPV1TB+PLz0EnTuHGwWu9tuYVfV4tTscZUdrT+lLjuaZftvpaVQGzf85Cc/4cMPP6x37qOPPmKPPfYAgiYO2dnZPPfccxxwwAFA0Nv89ddfZ+LEickuV5IkpZrJk+Hxx6F1a5g7N5hqp1Dk9c9hcG52fPa4kkIWaki65JJLOOyww5g6dSonn3wyixcv5v777+f+++8HIBKJcPHFF3PDDTewzz770Lt3b66++mp69uzJqFGjwixdkiSF7a674LbbguPp0+Hoo8OtR7V7XEnpLtSQdPDBBzN37lyuvPJKrrvuOnr37s0dd9zB6aefXnvN5MmTWbt2Leeeey6rV6/m8MMPp7CwkKwsO6RIktRiPfkkXHxxcDx1KtT53UGSdlYkFos16+2Py8vLiUajlJWVuT5JkqTm4JVXghbfFRXwy1/Cvffa6ltSkzQ1G4TauEGSJGm7fPQRjBwZBKThw+Huuw1IkuLOkCRJktLDypUwZAisWgUHHwyzZkGrUFcOSGqmDEmSJCn1rV0bjBx9+instRcUFECHDmFXJamZMiRJkqTUtmkTjB0Lb7wB3boFeyH16BF2VZKaMceoJUlS6orF4IILYP58yMqCefOgT5+wq0qaquqY+w5JITAkSZKk1HXzzXDffUFzhkcfhcMOC7uipClcWsyUgmUUl1XUnsuJZpE/Ipe8/jkhViY1f063kyRJqWnmTLjqquD4zjvhhBPCrSeJCpcWM3HmknoBCaCkrIKJM5dQuLQ4pMqklsGQJEmSUs/zz8NZZwXHl10GF14Ybj1JVFUdY0rBMhrayLLm3JSCZVRVN+utLqVQGZIkSVJqeffdYNRo40Y4+WS49dawK0qqxUWlW4wg1RUDissqWFxUmryipBbGkCRJklLHl1/C0KFQXg4//SnMmAEZLevXlZVrGg9IO3KdpO3Xsv7UkSRJqausLAhIX34JffvCU08FHe1amO6dmvYzN/U6SdvPkCRJksK3YQOMHh1MtcvODvZC6to17KpCMbB3V3KiWTTW6DtC0OVuYO+W+f1IyWBIkiRJ4YrF4Jxz4LnnoEMHWLAA9twz7KpCk5kRIX9ELsAWQanmef6IXPdLkhLIkCRJksJ19dXw8MOQmQlPPAEDBoRdUejy+ucwbdwAsqP1p9RlR7OYNm6A+yRJCeZmspIkKTz33w833vjdcV5euPWkkLz+OQzOzWZxUSkr11TQvVMwxc4RJCnxDEmSJCkcCxbAxInB8TXXfLcvkmplZkQYtHe3sMuQWhyn20mSpOR7881gD6TqajjzTLj22rArkqRahiRJkpRcn34Kw4bBunVw7LHBNLuIU8gkpQ5DkiRJSp5Vq2DIEFi5Eg44AGbPhtatw65KkuoxJEmSpORYvx5GjoSPPoJevYI1SZ07h12VJG3Bxg2SJKmequpY/DuqVVXBuHHwyivQpQssXAg9e8alXkmKN0OSJEmqVbi0mCkFyyguq6g9lxPNIn9E7s7tzXPZZfDkk9CmDTz1FPTrt/PFSlKCON1OkiQBQUCaOHNJvYAEUFJWwcSZSyhcWrxjN779drjzzuB4xgw48sidrFSSEsuQJEmSqKqOMaVgGbEGXqs5N6VgGVXVDV2xFbNnB6NIALfeCmPH7kyZkpQUhiRJksTiotItRpDqigHFZRUsLipt+k1ffhnOOANiMTj/fLj88p0vVJKSwJAkSZJYuabxgLQj1/HBB0Enu8pKOP74YLqdeyFJShOGJEmSRPdOWfG7rqQE8vLgm2/g0EPh0UchM3MnK5Sk5LG7nSRJKSwh7bgbMLB3V3KiWZSUVTS4LikCZEeDz9+qb7+FYcPgX/+CH/wA5s2D9u3jXq8kJZIhSZKkFJWwdtwNyMyIkD8il4kzlxCBekGpJpLlj8jdekDbtAlOPhmWLIHvfQ8WLYJdd41rnZKUDE63kyQpBSWsHfdW5PXPYdq4AWRH60+py45mMW3cgK0Hs1gMJk4MglG7djB/fjCSJElpyJEkSZJSzLbacUcI2nEPzs2O+9S7vP45DM7N3v4pfjfcAA88ABkZMGsWHHJIXOuSpGQyJEmSlGK2px33oL27xf3zMzMi23ffGTPgmmuC47vvDrraSVIaMyRJkpRi4t6OO5GefRbOOSc4/vWv4Ve/CreeECSruYak5DEkSZKUYuLajjuR3nkHRo8OGjaceipMnRpuPSFIZnMNSclj4wZJklJMTTvuxsYiIgS/iG+zHXciff45DB0Ka9bAUUfB9OnBeqQWJIzmGpKSo2X9aSZJUhqoaccNbBGUmtyOO5FWrw4C0vLl0K8fzJ0LbduGU0tIttVcA4LmGlXVDV0hKdUZkiRJSkE71Y47kSor4YQT4L33oGdPWLgQunQJp5YQbU9zDUnpxzVJkiSlqB1ux50o1dUwYQK88AJ06hQEpF69wqklZGnVXEPSdjMkSZKUwra7HXciXXUVPPYYtGoFc+bAj34UdkWhSZvmGpJ2iNPtJEnStt17L9xyS3D8wAMweHC49YQsLZprSNphhiRJkrR18+bBhRcGx9ddB+PHh1tPCkj55hqSdoohSZIkUVUd49VPVvH021/x6iervuvK9vrrMHZssB7pnHPgt78Nt9AUkrLNNSTtNNckSZLUwjW2IeotP2rHEeOPh/XrYcgQmDYNIo6M1JVyzTUkxYUhSZKkFqxmQ9TNd/PZULyC3f/7cvjm3zBgADz+eNCwQVtIqeYakuLC6XaSJLVQjW2ImrWxggeeuI7e3xSzfJdsqgrmQ8eOodQoSWEwJEmS1EI1tCFqRnUVdxX8jh8Xf8jqrI6cMTqfxevbhFShJIXDkCRJUgu1xUansRj5z93Psf98jcrM1pwz+mo+6ba7G6JKanEMSZIktVCbb3R67uInGb9kAdVEuGT4Zby5W78Gr5Ok5s6QJElSC1V3Q9QRy17kqhemA3Dj0WezsO/hbogqqcUyJEmS1ELVbIh6yOfv8ruFtwPw5wNH8uDBo9wQVVKLZi9PSZJasLxIKT+ffzOtqzaxsM9h3HD02UCwIWr+iFw3RJXUIhmSJElqqZYvhyFDaL2mjNhhh9Ht/v/h9o0RN0SV1OIZkiRJaonKy2HoUPjiC+jTh8i8eRzSzQ1RJQlckyRJUsuzcSOMGQPvvAPdu0NhIRiQJKmWIUmSpJYkFoNzz4Vnn4X27WHBAujdO+yqJCmlGJIkSWpJpkyBhx6CjAx4/HE46KCwK5KklGNIkiSppXjwwSAkAUybBsOGhVuPJKUoQ5IkSS1BYSGcd15w/JvfBFPuJEkNsrudJElppqo6xuKiUlauqWhau+4lS4JGDVVVcMYZcP31yStWktKQIUmSpDRSuLSYKQXLKC6rqD2Xs7WNXz/7LJhWt3Yt/Pzn8MADEHH/I0naGqfbSZKUJgqXFjNx5pJ6AQmgpKyCiTOXULi0uP4bSkthyBAoKYH99oM5c6BNmyRWLEnpyZAkSVIaqKqOMaVgGbEGXqs5N6VgGVXV/3lWUQGjRsEHH8D3vw8LF0I0mqRqJSm9GZIkSUoDi4tKtxhBqisGFJdVsLioFKqrYfx4eOkl6NwZFi2C3XZLXrGSlOYMSZIkpYGVaxoPSFtcN3lysAdS69Ywd24w1U6S1GSGJEmS0kD3TllNum7/J/8/uO224Mn06XD00QmsSpKaJ0OSJElpYGDvruREs2isL10EGPvFG+x5w2+CE1OnwumnJ6s8SWpWDEmSJKWBzIwI+SNyAbYIShFgwJfvc+OcW4jEYvDLX8IVVyS9RklqLgxJkiSlibz+OUwbN4DsaP2pdwdv/DePLZhKZmUFDB8Od9/tXkiStBPcTFaSpDSS1z+HwbnZLC4qZeWaCnpuWMNBp15EZPU3cPDBMGsWtPKvd0naGf4pKklSmsnMiDBo726wdi387AT49FPYay8oKIAOHcIuT5LSntPtJElKR5s2wdix8MYb0K1bsBdSjx5hVyVJzYIhSZKkdBOLwQUXwPz5kJUF8+ZBnz5hVyVJzYYhSZKkdHPzzXDffUFzhkcfhcMOC7siSWpWDEmSJKWTmTPhqquC4zvvhBNOCLceSWqGDEmSJKWL55+Hs84Kji+7DC68MNx6JKmZMiRJkpQO3n03GDXauBFOPhluvTXsiiSp2TIkSZKU6r78EoYOhfJyOOIImDEDMvwrXJISxT9hJUlKZWVlQUD68kvo2xfmzg062kmSEsaQJElSqtqwAUaPDqbaZWcHeyF17Rp2VZLU7BmSJElKRbEYnHMOPPccdOgACxbAnnuGXZUktQihhqRrr72WSCRS79G3b9/a1ysqKjj//PPp1q0bHTt2ZPTo0axYsSLEiiVJSpKrr4aHH4bMTHjiCRgwIOyKJKnFCH0kqV+/fhQXF9c+Xn755drXLrnkEgoKCpg9ezYvvvgiy5cv58QTTwyxWkmSkuD+++HGG787zssLtx5JamFahV5Aq1ZkZ2dvcb6srIwHH3yQRx99lKOPPhqA6dOns++++/Laa69x6KGHJrtUSZISb/58mDgxOM7P/25fJElS0oQ+kvTPf/6Tnj17stdee3H66afz+eefA/DWW2+xceNGjjnmmNpr+/btS69evXj11VcbvV9lZSXl5eX1HpIkpYU33oBTToHqapgwIQhJkqSkCzUkHXLIITz00EMUFhYybdo0ioqK+OlPf8qaNWsoKSmhTZs2dOnSpd57evToQUlJSaP3vOmmm4hGo7WP3XffPcE/hSRJcfDppzB8OKxbB8ceC/fdB5FI2FVJUosU6nS7IUOG1B7vv//+HHLIIeyxxx48/vjjtGvXbofueeWVV3LppZfWPi8vLzcoSZJS26pVMGQIrFwJBxwAs2dD69ZhVyVJLVbo0+3q6tKlC3369OHjjz8mOzubDRs2sHr16nrXrFixosE1TDXatm1L586d6z0kSUpZ69fDyJHw0UfQq1fQ6tu/uyQpVCkVkr799ls++eQTcnJyOPDAA2ndujXPPfdc7esffvghn3/+OYMGDQqxSkmS4qSqCsaNg1degS5dYOFC6Nkz7KokqcULdbrd5ZdfzogRI9hjjz1Yvnw5+fn5ZGZmcuqppxKNRjn77LO59NJL6dq1K507d+bCCy9k0KBBdraTJDUPl10GTz4JbdrAU09Bv35hVyRJIuSQ9OWXX3LqqaeyatUqdt11Vw4//HBee+01dt11VwBuv/12MjIyGD16NJWVlRx33HHce++9YZYsSVJ83H473HlncDxjBhx5ZLj1SJJqRWKxWCzsIhKpvLycaDRKWVmZ65MkSalh9mw4+eTg+NZb4b/+K9x6JKmFaGo2SKk1SZIkNXsvvwxnnBEcn38+XH55uPVIkrZgSJIkKVk++CDoZFdZCccfH0y3cy8kSUo5hiRJkpKhpATy8uCbb+DQQ+HRRyEzM+yqJEkNMCRJkpRo334Lw4bBv/4FP/gBzJsH7duHXZUkqRGGJEmSEmnTpqBJw5Il8L3vwaJF8J8urpKk1GRIkiQpUWIxmDgxCEbt2sH8+cFIkiQppRmSJElKlBtugAcegIwMmDULDjkk7IokSU3Q5JB0xBFHsHr16trn8+bNY/369YmoSZKk9DdjBlxzTXB8991BVztJUlpockh6+eWX2bBhQ+3zcePGUVxcnJCiJElKa88+C+ecExz/+tfwq1+FW48kabvs8HS7WCwWzzokSWoe3nkHRo8OGjaceipMnRp2RZKk7eSaJEmS4uXzz2HoUFizBo46CqZPD9YjSZLSSqvtufiZZ54hGo0CUF1dzXPPPcfSpUvrXTPSOdeSpJZo9eogIC1fDv36wdy50LZt2FVJknZAJNbEeXMZTfiXsEgkQlVV1U4XFU/l5eVEo1HKysro3Llz2OVIkpqjykrIy4MXXoCePeHVV6FXr7CrkiRtpqnZoMkjSdXV1XEpTJKkZqW6GiZMCAJSp06wcKEBSZLSnBOlJUnaGVddBY89Bq1awZw58KMfhV2RJGknNTkk/epXv+Lbb7+tff7YY4+xdu3a2uerV69m6NCh8a1OkqRUdu+9cMstwfEDD8DgweHWI0mKiyaHpPvuu49169bVPj/vvPNYsWJF7fPKykqeeeaZ+FYnSVKqmjcPLrwwOL7uOhg/Ptx6JElx0+SQtHl/B/dJkiS1WK+/DmPHBuuRzjkHfvvbsCuSJMWRa5IkSdoeH38Mw4fD+vUwZAhMmwaRSNhVSZLiyJAkSVJTff11EIz+/W8YMAAefzxo2CBJala260/2a665hvbt2wOwYcMGbrzxxtrNZeuuV5IkqdlZtw5GjAhGkvbcExYsgI4dw65KkpQATQ5JRxxxBB9++GHt88MOO4xPP/10i2skSWp2qqrgtNOCtUi77AKLFkF2dthVSZISpMkh6YUXXkhgGZIkpahYDCZNgqefhrZtg652ffuGXZUkKYFckyRJ0tb87ndwzz1Bc4aHH4bDDw+7IklSghmSJElqzKxZMHlycHzbbXDSSeHWI0lKCkOSJEkNefHF7zaInTQJLrkk3HokSUljSJIkaXPvvQejRsGGDTB6dDCKJElqMQxJkiTVtXx5sBfS6tVw2GHBOqTMzLCrkiQl0Q6FpJdeeolx48YxaNAgvvrqKwAefvhhXn755bgWJ0lSUpWXw9Ch8MUX0KdP0MmuXbuwq5IkJdl2h6Q5c+Zw3HHH0a5dO/7xj39QWVkJQFlZGVOnTo17gZIkJcXGjTBmDLzzDnTvDoWF0K1b2FVJkkKw3SHphhtu4I9//CN/+tOfaN26de35n/zkJyxZsiSuxUmSlBSxGJx7Ljz7LLRvDwsWQO/eYVclSQrJdoekDz/8kCOOOGKL89FolNWrV8ejJkmSkmvKFHjoIcjIgMcfh4MOCrsiSVKItjskZWdn8/HHH29x/uWXX2avvfaKS1GSpPRXVR3j1U9W8fTbX/HqJ6uoqo6FXVLDHnwwCEkA06bBsGHh1iNJCl2r7X3DL37xCyZNmsSf//xnIpEIy5cv59VXX+Xyyy/n6quvTkSNkqQ0U7i0mCkFyyguq6g9lxPNIn9ELnn9c0KsbDOFhXDeecHxb34TTLmTJLV4kVgstl3/tBeLxZg6dSo33XQT69atA6Bt27ZcfvnlXH/99QkpcmeUl5cTjUYpKyujc+fOYZcjSc1e4dJiJs5cwuZ/uUT+87/Txg1IjaC0ZAkccQSsXQtnnAEzZkAksu33SZLSVlOzwXaHpBobNmzg448/5ttvvyU3N5eOHTvucLGJZEiSpOSpqo5x+C3P1xtBqisCZEezePnXR5OZEWIg+ewzGDQISkrg5z+HhQuhTZvw6pEkJUVTs8F2T7er0aZNG3Jzc3f07ZKkZmhxUWmjAQkgBhSXVbC4qJRBe4fUXru0NNgstqQE9tsP5swxIEmS6tnukPSzn/2MyFamIzz//PM7VZAkKX2tXNN4QNqR6+KuogJGjYIPPoDddgtGkKLRcGqRJKWs7Q5JBxxwQL3nGzdu5O2332bp0qWMHz8+XnVJktJQ905Zcb0urqqrYfx4eOkl6Nw5CEi77Zb8OiRJKW+7Q9Ltt9/e4Plrr72Wb7/9dqcLkiSlr4G9u5ITzaKkrGKLxg3w3Zqkgb27Jrs0mDw52AOpdWuYOzeYaidJUgO2e5+kxowbN44///nP8bqdJCkNZWZEyB8RrFfdfGJ2zfP8EbnJb9pw111w223B8fTpcPTRyf18SVJaiVtIevXVV8nKCmH6hCQppeT1z2HauAFkR+v/nZAdzQqn/feTT8LFFwfHU6fC6acn9/MlSWlnu6fbnXjiifWex2IxiouLefPNN91MVpIEBEFpcG42i4tKWbmmgu6dgil2SR9BeuWVIBTFYvDLX8IVVyT38yVJaWm7Q1J0sy5AGRkZ/PCHP+S6667j2GOPjVthkqT0lpkRCa/NN8BHH8HIkUFHu+HD4e673SxWktQk2xWSqqqqmDBhAvvttx+77LJLomqSJGnnrFgBeXmwahUcfDDMmgWtdnhrQElSC7Nda5IyMzM59thjWb16dYLKkSRpJ61dG4wcFRXBXnvB/PnQoUPYVUmS0sh2N27o378/n376aSJqkSRp52zaBGPHwptvQrdusGgRdO8edlWSpDSz3SHphhtu4PLLL2f+/PkUFxdTXl5e7yFJUihiMbjggmDkKCsL5s2DPn3CrkqSlIaaPEH7uuuu47LLLmPo0KEAjBw5kkidBbCxWIxIJEJVVVX8q5QkaVtuvhnuuy9ozvDoo3DYYWFXJElKU5FYLNbQpuhbyMzMpLi4mPfff3+r1x155JFxKSxeysvLiUajlJWV0blz57DLkSQlwsyZcMYZwfFdd8GFF4ZbjyQpJTU1GzR5JKkmS6VaCJIktXDPPw9nnRUcX3aZAUmStNO2a01SxP0lJEmp5N134YQTYONGOPlkuPXWsCuSJDUD27VpRJ8+fbYZlEpLS3eqIEmSmuTLL2HIECgvhyOOgBkzIGO7+xFJkrSF7QpJU6ZMIRqNJqoWSZKapqwMhg6Fr76Cvn1h7tygo50kSXGwXSFp7NixdHe/CUlSmDZsgNGjg6l22dnBXkhdu4ZdlSSpGWnyvATXI0mSQheLwTnnwHPPQYcOsGAB7Lln2FVJkpqZJoekJnYKlyQpca6+Gh5+GDIz4YknYMCAsCuSJDVDTZ5uV11dncg6JEnauvvvhxtv/O44Ly/ceiRJzZZtgCRJqW/+fJg4MTjOz/9uXyRJkhLAkCRJSm1vvAGnnALV1TBhQhCSJElKIEOSJCl1ffopDB8O69bBscfCffeBjYQkSQlmSJIkpaZVq4LNYleuhAMOgNmzoXXrsKuSJLUAhiRJUupZvx5GjoSPPoJevYJW3507h12VJKmFMCRJklJLVRWMGwevvAJdusDChdCzZ9hVSZJaEEOSJCm1XHYZPPkktGkDTz0F/fqFXZEkqYVp8j5JkiQ1VVV1jMVFpaxcU0H3TlkM7N2VzIwmNFy4/Xa4887geMYMOPLIxBYqSVIDDEmSpLgqXFrMlIJlFJdV1J7LiWaRPyKXvP45jb9x9my49NLg+NZbYezYBFcqSVLDnG4nSYqbwqXFTJy5pF5AAigpq2DizCUULi1u+I0vvwxnnBEcX3ABXH55giuVJKlxhiRJUlxUVceYUrCMWAOv1ZybUrCMqurNrvjgg6CTXWUljBoFd9zhXkiSpFAZkiRJcbG4qHSLEaS6YkBxWQWLi0q/O1lSAnl58M03cOih8MgjkJmZ+GIlSdoKQ5IkKS5Wrmk8IDV43bffwrBh8K9/wQ9+APPmQfv2CaxQkqSmMSRJkuKie6espl+3aROcfDIsWQLf+x4sWgS77prgCiVJahpDkiQpLgb27kpONIvGVhNFCLrcDdxzF5g4MQhG7drB/PnBSJIkSSnCkCRJiovMjAj5I3IBtghKNc/zR+SSOfVGeOAByMiAWbPgkEOSWqckSdtiSJIkxU1e/xymjRtAdrT+1LvsaBbTxg0g781n4JprgpN/+EPQ1U6SpBTjZrKSpLjK65/D4NxsFheVsnJNBd07ZTGwd1cy//os/OIXwUW//nUw5U6SpBRkSJIkxV1mRoRBe3f77sQ778CYMUHDhlNPhalTwytOkqRtcLqdJCmxPv8chg6FNWvgqKNg+vRgPZIkSSnKv6UkSYmzenUQkJYvh379YO5caNs27KokSdoqp9tJkhKjshJOOAHeew969oSFC6FLl7Cr2iFV1bEt11hlNNbsXJKU7gxJkqT4q66GCRPghRegU6cgIPXqFXZVO6RwaTFTCpZRXFZRey4nmkX+iFzy+ueEWJkkKVFSZrrdzTffTCQS4eKLL649V1FRwfnnn0+3bt3o2LEjo0ePZsWKFeEVKUlqmquugsceg1atYM4c+NGPwq5ohxQuLWbizCX1AhJASVkFE2cuoXBpcUiVSZISKSVC0htvvMF9993H/vvvX+/8JZdcQkFBAbNnz+bFF19k+fLlnHjiiSFVKUlqknvugVtuCY4feAAGDw63nh1UVR1jSsEyYg28VnNuSsEyqqobukKSlM5CD0nffvstp59+On/605/YZZddas+XlZXx4IMP8vvf/56jjz6aAw88kOnTp/PKK6/w2muvNXq/yspKysvL6z0kSUkybx5cdFFwfN11MH58uPXshMVFpVuMINUVA4rLKlhcVJq8oiRJSRF6SDr//PMZNmwYxxxzTL3zb731Fhs3bqx3vm/fvvTq1YtXX3210fvddNNNRKPR2sfuu++esNolSXW8/jqMHRusRzrnHPjtb8OuaKesXNN4QNqR6yRJ6SPUkDRr1iyWLFnCTTfdtMVrJSUltGnThi6bdULq0aMHJSUljd7zyiuvpKysrPbxxRdfxLtsSdLmPv4Yhg+H9ethyBCYNg0i6d39rXunrLheJ0lKH6F1t/viiy+YNGkSzz77LFlZ8fsLpm3btrR1Dw5JSp6vvw6C0b//DQMGwOOPBw0b0tzA3l3JiWZRUlbR4LqkCJAdDdqBS5Kal9BGkt566y1WrlzJgAEDaNWqFa1ateLFF1/krrvuolWrVvTo0YMNGzawevXqeu9bsWIF2dnZ4RQtSapv3ToYMSIYSdpzT1iwADp2DLuquMjMiJA/IhcIAlFdNc/zR+S6X5IkNUOhhaSf//znvPvuu7z99tu1j4MOOojTTz+99rh169Y899xzte/58MMP+fzzzxk0aFBYZUuSalRVwWmnBWuRdtkFFi2CZvaPWHn9c5g2bgDZ0fozHrKjWUwbN8B9kiSpmQptPkSnTp3o379/vXMdOnSgW7dutefPPvtsLr30Urp27Urnzp258MILGTRoEIceemgYJUuSasRiMGkSPP00tG0bdLXr2zfsqhIir38Og3OzWVxUyso1FXTvFEyxcwRJkpqvlJ40fvvtt5ORkcHo0aOprKzkuOOO49577w27LEnS734X7IcUicDMmXD44WFXlFCZGREG7d0t7DIkSUkSicVizXoXvPLycqLRKGVlZXTu3DnsciQp/c2aBaeeGhz//vdwySXh1iNJUhM1NRuEvk+SJCmNvPjidxvETppkQJIkNUuGJElS07z3HowaBRs2wOjRcNttYVckSVJCGJIkSdu2fHmwF9Lq1XDYYfDww5CZGXZVkiQlhCFJkrR15eUwdCh88QX06RN0smvXLuyqJElKGEOSJKlxGzfCmDHwzjvQvTsUFkI3u7xJkpo3Q5IkqWGxGJx7Ljz7LLRvDwsWQO/eYVclSVLCGZIkSQ279lp46CHIyIDHH4eDDgq7IkmSksKQJEna0oMPwnXXBcfTpsGwYeHWI0lSEhmSJEn1FRbCeecFx7/5TTDlTpKkFsSQJEn6zpIlQaOGqio44wy4/vqwK5IkKekMSZKkwGefBdPq1q6Fn/8cHngAIpGwq5IkKekMSZIkKC0NNostKYH99oM5c6BNm7CrkiQpFIYkSWrpKipg1Cj44APYbTdYuBCi0bCrkiQpNIYkSWrJqqth/Hh46SXo3DkISLvtFnZVkiSFypAkSS3Z5MnBHkitW8PcucFUO0mSWjhDkiS1VHfdBbfdFhxPnw5HHx1uPZIkpQhDkiS1RE8+CRdfHBxPnQqnnx5qOZIkpRJDkiS1NK+8EoSiWAx++Uu44oqwK5IkKaUYkiSpJfnoIxg5MuhoN3w43H23eyFJkrSZVmEXIElKkhUrIC8PVq2Cgw+GWbOg1db/GqiqjrG4qJSVayro3imLgb27kplhqJIkNW+GJElqCdauDUaOiopgr71g/nzo0GGrbylcWsyUgmUUl1XUnsuJZpE/Ipe8/jmJrliSpNA43U6SmrtNm2DsWHjzTejWDRYtgu7dt/qWwqXFTJy5pF5AAigpq2DizCUULi1OZMWSJIXKkCRJzVksBhdcEIwcZWXBvHnQp89W31JVHWNKwTJiDd3uP/87pWAZVdUNXSFJUvozJElSc3bzzXDffUFzhkcfhcMO2+ZbFheVbjGCVFcMKC6rYHFRaRwLlSQpdRiSJKm5mjkTrroqOL7zTjjhhCa9beWaxgPSjlwnSVK6MSRJUnP0/PNw1lnB8WWXwYUXNvmt3TtlxfU6SZLSjSFJkpqbd98NRo02boSTT4Zbb92utw/s3ZWcaBaNNfqOEHS5G9i7606XKklSKjIkSVJz8uWXMGQIlJfDEUfAjBmQsX1/1GdmRMgfkQuwRVCqeZ4/Itf9kiRJzZYhSZKai7IyGDoUvvoK9t0X5s4NOtrtgLz+OUwbN4DsaP33Z0ezmDZugPskSZKaNTeTlaTmYMMGGD06mGqXnR3shdR156bD5fXPYXBuNouLSlm5poLunYIpdo4gSZKaO0OSJKW7WAzOOQeeew46dIAFC2CPPeJy68yMCIP27haXe0mSlC6cbidJ6e7qq+HhhyEzE554AgYMCLsiSZLSmiFJktLZ/ffDjTd+d5yXF249kiQ1A063k6R0NX8+TJwYHOfnf7cvElBVHXMtkSRJO8iQJEnp6I034JRToLoaJkwIQtJ/FC4tZkrBMorLKmrP5USzyB+Ra1c6SZKawOl2kpRuPv0Uhg+Hdevg2GPhvvsgEowSFS4tZuLMJfUCEkBJWQUTZy6hcGlxGBVLkpRWDEmSlE5WrQo2i125Eg44IGjU0Lo1EEyxm1KwjFgDb6s5N6VgGVXVDV0hSZJqGJIkKV2sXw8jR8JHH0GvXkGr706dal9eXFS6xQhSXTGguKyCxUWlSShWkqT0ZUiSpHRQVQXjxsErr0CXLrBwIfTsWe+SlWsaD0g7cp0kSS2VIUmS0sFll8GTT0KbNvDUU9Cv3xaXdO+U1aRbNfU6SZJaKkOSJKW622+HO+8MjmfMgCOPbPCygb27khPNorFG3xGCLncDe3dNSJmSJDUXhiRJSmWzZ8OllwbHt94KY8c2emlmRoT8EbkAWwSlmuf5I3LdL0mSpG0wJElSqnrpJTjjjOD4ggvg8su3+Za8/jlMGzeA7Gj9KXXZ0SymjRvgPkmSJDWBm8lKUip6/304/niorIRRo+COO2r3QtqWvP45DM7NZnFRKSvXVNC9UzDFzhEkSZKaxpAkSammpCTYC+mbb+DQQ+GRRyAzc7tukZkRYdDe3RJUoCRJzZvT7SQplXz7LQwbBv/6F/zgBzBvHrRvH3ZVkiS1KIYkSUoVmzbBySfDkiXwve/BokWw665hVyVJUotjSJKkVBCLwcSJQTBq1w7mzw9GkiRJUtIZkiQpFdxwAzzwAGRkwKxZcMghYVckSVKLZUiSpLA99BBcc01w/Ic/wMiRoZYjSVJLZ0iSpDD95S/wi18Ex7/+dTDlTpIkhcqQJElheecdGDMmaNhw2mkwdWrYFUmSJAxJkhSOzz+HoUNhzRo46ij485+D9UiSJCl0/o0sScm2enUQkJYvh379YO5caNs27KokSdJ/GJIkKZkqK+GEE+C996BnT1i4ELp0CbsqSZJUhyFJkpKluhomTIAXXoBOnYKA1KtX2FVJkqTNGJIkKVmuugoeewxatYI5c+BHPwq7IkmS1ABDkiQlwz33wC23BMcPPACDB4dbjyRJapQhSZIS7emn4aKLguPrr4fx48OtR5IkbZUhSZIS6fXX4dRTg/VI55wDv/lN2BVJkqRtMCRJUqJ8/DEMHw7r18OQITBtGkQiYVclSZK2wZAkSYnw9ddBMPr3v2HAAHj88aBhgyRJSnmGJEmKt3XrYMSIYCRpzz1hwQLo2DHsqiRJUhMZkiQpnqqq4LTTgrVIu+wCixZBdnbYVUmSpO1gSJKkeInFYNKkoJtd27Ywbx707Rt2VZIkaTsZkiQpXn73u2A/pEgEZs6Eww8PuyJJkrQDDEmSFA+PPQaTJwfHt90GY8aEW48kSdphhiRJ2lkvvghnnhkcT5oEl1wSajmSJGnnGJIkaWe89x6MGgUbNsDo0cEokiRJSmuGJEnaUcuXB3shrV4Nhx0GDz8MmZlhVyVJknaSIUmSdkR5OQwdCl98AX36BJ3s2rULuypJkhQHhiRJ2l4bNwaNGd55B7p3h8JC6NYt7KokSVKcGJIkaXvEYnDuufDss9C+PSxYAL17h12VJEmKI0OSJG2Pa6+Fhx6CjAx4/HE46KCwK5IkSXFmSJKkpnrwQbjuuuB42jQYNizceiRJUkIYkiSpKQoL4bzzguPf/CaYcidJkpolQ5IkbcuSJUGjhqoqOOMMuP76sCuSJEkJ1CrsAiQppX32WTCtbu1a+PnP4YEHIBIJu6qEqKqOsbiolJVrKujeKYuBvbuSmdE8f1ZJkrbGkCRJjSktDTaLLSmB/faDOXOgTZuwq0qIwqXFTClYRnFZRe25nGgW+SNyyeufE2JlkiQln9PtJKkhFRUwahR88AHsthssXAjRaNhVbbeq6hivfrKKp9/+ilc/WUVVdWyLawqXFjNx5pJ6AQmgpKyCiTOXULi0OFnlSpKUEkINSdOmTWP//fenc+fOdO7cmUGDBrFo0aLa1ysqKjj//PPp1q0bHTt2ZPTo0axYsSLEiiVtTVN+IU8L1dUwfjy89BJ07hwEpN12i+tHJOO7KlxazOG3PM+pf3qNSbPe5tQ/vcbhtzxfL/RUVceYUrCMhj695tyUgmXp+99SkqQdEOp0u912242bb76ZffbZh1gsxowZMzj++OP5xz/+Qb9+/bjkkktYsGABs2fPJhqNcsEFF3DiiSfy97//PcyyJTWgWU3Xmjw52AOpdWuYOzeYahdHyfiuakaHNo82NaND08YNIK9/DouLSrcYQaorBhSXVbC4qJRBe3eLS22SJKW6SCwWS6l/HuzatSv//d//zZgxY9h111159NFHGTNmDAAffPAB++67L6+++iqHHnpog++vrKyksrKy9nl5eTm77747ZWVldO7cOSk/g9TSNPYLec2S/5pfyNPCXXfBpEnB8cyZcPrpcb19Mr6rquoYh9/yfKPhJwJkR7N4+ddHM///ljNp1tvbvOedYw/g+AO+v1N1SZIUtvLycqLR6DazQcqsSaqqqmLWrFmsXbuWQYMG8dZbb7Fx40aOOeaY2mv69u1Lr169ePXVVxu9z0033UQ0Gq197L777skoX2qxmtV0rSefhIsvDo6nTo17QErWd7U9o0PdO2U16Z5NvU6SpOYg9JD07rvv0rFjR9q2bcsvf/lL5s6dS25uLiUlJbRp04YuXbrUu75Hjx6UlJQ0er8rr7ySsrKy2scXX3yR4J9Aatm25xfylPbKK0EoisXgl7+EK66I+0ck67tauabxz9j8uoG9u5ITzaKxRt8RgqmAA3t33amaJElKJ6G3AP/hD3/I22+/TVlZGU888QTjx4/nxRdf3OH7tW3blrZt28axQklbsz2/kKesjz6CkSODjnbDh8PddydkL6RkfVfbMzqUmREhf0QuE2cuIQL1RrlqvoH8EbnulyRJalFCH0lq06YNP/jBDzjwwAO56aab+NGPfsSdd95JdnY2GzZsYPXq1fWuX7FiBdnZ2eEUK2kLaT9da8UKyMuDVavg4INh1ixolZh/P0rWd7W9o0N5/XOYNm4A2dH6n5sdzUqv9WSSJMVJ6CNJm6uurqayspIDDzyQ1q1b89xzzzF69GgAPvzwQz7//HMGDRoUcpWSatT8Ql5SVtHgWpuaJgEpOV1r7dpg5KioCPbaC+bPhw4dEvZxyfqudmR0KK9/DoNzs1lcVMrKNRV07xTU4QiSJKklCnUk6corr+R///d/+eyzz3j33Xe58soreeGFFzj99NOJRqOcffbZXHrppfztb3/jrbfeYsKECQwaNKjRznaSkq/mF3Jgi5GLlJ6utWkTjB0Lb74J3brBokXQvXtCPzKZ39WOjA5lZkQYtHc3jj/g+wzau1vq/TeTJClJQh1JWrlyJf/v//0/iouLiUaj7L///jzzzDMMHjwYgNtvv52MjAxGjx5NZWUlxx13HPfee2+YJUtqQM0v5Jvv/ZOdqvskxWJwwQXByFFWFhQUQJ8+SfnoZH5Xjg5JkrRjUm6fpHhrai90STuvqjqWHr+Q33QTXHVV0Jxhzhw44YSkl5A235UkSc1IU7NByq1JkpS+aqZrpbSZM4OABHDnnaEEJEiT70qSpBYq9O52kpQ0zz8PZ50VHF92GVx4Ybj1SJKklGRIktQyvPtuMGq0cSOcfDLcemvYFUmSpBRlSJLU/H35JQwZAuXlcMQRMGMGZPjHnyRJapi/JUhq3srKYOhQ+Oor2HdfmDs36GgnSZLUCEOSpOZrwwYYPTqYapedHeyF1DUFN7WVJEkpxZAkqXmKxeCcc+C556BDB1iwAPbYI+yqJElSGjAkSWqerr4aHn4YMjPhiSdgwICwK5IkSWnCkCSp+bn/frjxxu+O8/LCrUeSJKUVN5NtYaqqYywuKmXlmgq6d8piYO+uZGZEwi5Lip/582HixOA4P/+7fZEkSZKayJDUghQuLWZKwTKKyypqz+VEs8gfkUte/5wQK5Pi5I034JRToLoaJkwIQpIkSdJ2crpdC1G4tJiJM5fUC0gAJWUVTJy5hMKlxSFVJsXJp5/C8OGwbh0ceyzcdx9EHCWVJEnbz5DUAlRVx5hSsIxYA6/VnJtSsIyq6oaukNLAqlXBZrErV8IBBwSNGlq3DrsqSZKUpgxJLcDiotItRpDqigHFZRUsLipNXlFSvKxfDyNHwkcfQa9eQavvTp3CrkqSJKUxQ1ILsHJN4wFpR66TUkZVFYwbB6+8Al26BJvF9uwZdlWSJCnNGZJagO6dsuJ6nZQyLrsMnnwS2rSBp56C3NywK5IkSc2AIakFGNi7KznRLBpbwh4h6HI3sHfXZJYl7Zzbb4c77wyOZ8yAI48Mtx5JktRsGJJagMyMCPkjgn9h3zwo1TzPH5HrfklKH7Nnw6WXBse33gpjx4ZbjyRJalYMSS1EXv8cpo0bQHa0/pS67GgW08YNcJ8kpY+XXoIzzgiOL7gALr883HokSVKz42ayLUhe/xwG52azuKiUlWsq6N4pmGLnCJLSxvvvw/HHQ2UljBoFd9zhXkiSJCnuDEktTGZGhEF7dwu7DGn7lZQEeyF98w0ceig88ghkZoZdlSRJaoacbicp9X37LQwbBv/6F/zgBzBvHrRvH3ZVkiSpmXIkSVJq27QJTj4ZliyB730v2Atp113DrmqbqqpjTm2VJClNGZIkpa5YDCZODIJRu3Ywf34wktSAVAolhUuLmVKwjOKy7zZozolmkT8i1yYpkiSlAUOSpNR1ww3wwAOQkQGzZsEhhzR4WSqFksKlxUycuYTYZudLyiqYOHOJ3SQlSUoDrkmSlJoeegiuuSY4/sMfYOTIBi+rCSV1AxJ8F0oKlxYnuNDvVFXHmFKwbIuABNSem1KwjKrqhq6QJEmpwpAkKfX85S/wi18Ex7/+dTDlrgGpFkoWF5VuEdY2r6m4rILFRaVJqUeSJO0YQ5Kk1PL22zBmTNCw4bTTYOrURi9NtVCyck3jtezIdZIkKRyGJEmp4/PPYehQWLMGjjoK/vznYD1SI1ItlHTvlBXX6yRJUjgMSZJSw+rVQUAqLoZ+/WDuXGjbdqtvSbVQMrB3V3KiWTTWUy9C0FBiYO+uSalHkiTtGEOSpPBVVsIJJ8B770HPnrBwIXTpss23pVooycyIkD8it/azN68FIH9ErvslSZKU4gxJksJVXQ0TJsALL0CnTkFA6tWrSW9NxVCS1z+HaeMGkB2tP3qVHc2y/bckSWkiEovFmnUv2vLycqLRKGVlZXTu3DnsciRt7oor4JZbiLVqxfsPzOKfPzp0uzeDTaV9kmqk0ua2kiQp0NRsYEiSFJ577oELLgDg+jGTeXDvI2pf2t6QYyiRJEnbYkj6D0OSlKKefhpOPBGqq7ntp+O4+7Cx9V6uiTdOUZMkSfHS1GzgmiRJyff663DqqVBdzdMHDeHuQadscUkYm8FKkiSBIUlSsn38MQwfDuvX882Rx3Dpz34JkYanxSV7M1hJkiQwJElKpq+/hiFD4N//hgED+PvUe6jKyNzm25K1GawkSRIYkiQly7p1MGJEMJK0556wYAHdenRr0luTtRmsJEkSQKuwC5DUAlRVwWmnBWuRdtkFFi2C7GwGVsfIiWZRUlZBQ6uOIgT7CyVrM1hJkiRwJElSosViMGlS0M2ubVuYNw/69gVSczNYSZIkQ5KkxPrd74L9kCIRmDkTDj+83st5/XOYNm4A2dH6U+qyo1m2/5YkSaFwup2kxHnsMZg8OTi+7TYYM6bBy/L65zA4N9vNYCVJUkowJElKjBdfhDPPDI4vvhguuWSrl2dmRBi0d9MaOUiSJCWS0+0kxd9778GoUbBhA4weHYwiSZIkpQlDkqT4Wr482Atp9Wo47DB4+GHI8I8aSZKUPvzNRVL8lJfD0KHwxRfQp0/Qya5du7CrkiRJ2i6GJEnxsXFj0JjhnXege3coLIRurjGSJEnpx5AkaefFYnDuufDss9C+PSxYAL17h12VJEnSDjEkSdp5114LDz0UrD16/HE46KCwK5IkSdphhiRJO+fBB+G664LjadNg2LBw65EkSdpJhiRJO27RIjjvvOD4N78JptxJkiSlOUOSpB2zZAmcdBJUVcEZZ8D114ddkSRJUlwYkiRtv88+C6bVrV0LP/85PPAARCJhVyVJkhQXhiRJ26e0NNgstqQE9tsP5syBNm3CrkqSJCluDEmSmq6iAkaNgg8+gN12g4ULIRoNuypJkqS4MiRJaprqahg/Hl56CTp3DgLSbruFXZUkSVLcGZIkNc3kycEeSK1bw9y5wVQ7SZKkZsiQJGnb7roLbrstOJ4+HY4+Otx6JEmSEsiQJGnrnnwSLr44OJ46FU4/PdRyJEmSEs2QJKlxr7wShKJYDH75S7jiirArkiRJSjhDkqSGffQRjBwZdLQbPhzuvtu9kCRJUotgSJK0pRUrIC8PVq2Cgw+GWbOgVauwq5IkSUoKQ5Kk+tauDUaOiopgr71g/nzo0CHsqiRJkpLGkCTpO5s2wdix8Oab0K0bLFoE3buHXZUkSVJSGZIkBWIxuOCCYOQoKwsKCqBPn7CrkiRJSjpDkqTAzTfDffcFzRkefRQGDQq7IkmSpFAYkiTBzJlw1VXB8Z13wgknhFuPJElSiAxJUkv3/PNw1lnB8WWXwYUXhluPJElSyAxJUkv27rvBqNHGjXDyyXDrrWFXJEmSFDpDktRSffklDBkC5eVwxBEwYwZk+EeCJEmSvxFJLVFZGQwdCl99BfvuC3PnBh3tJEmSZEiSWpwNG2D06GCqXXZ2sBdS165hVyVJkpQyDElSSxKLwdlnw3PPQceOsHAh7LFH2FVJkiSlFEOS1JL89rdBu+/MTHjiCfjxj8OuSJIkKeUYkqSW4v77YerU746POy7ceiRJklKUIUlqCebPh4kTg+P8/O/2RZIkSdIWDElSc/fGG3DKKVBdDRMmBCFJkiRJjTIkSc3Zp5/C8OGwbh0ceyzcdx9EImFXJUmSlNJahV2ApMZVVcdYXFTKyjUVdO+UxcDeXcnMaGLIWbUq2Cx25Uo44ICgUUPr1gmtV5IkqTkIdSTppptu4uCDD6ZTp050796dUaNG8eGHH9a7pqKigvPPP59u3brRsWNHRo8ezYoVK0KqWEqewqXFHH7L85z6p9eYNOttTv3Taxx+y/MULi3e9pvXr4eRI+Gjj6BXL1iwADp1SnzRkiRJzUCoIenFF1/k/PPP57XXXuPZZ59l48aNHHvssaxdu7b2mksuuYSCggJmz57Niy++yPLlyznxxBNDrFpKvMKlxUycuYTisop650vKKpg4c8nWg1JVFYwbB6+8Al26BJvF9uyZ2IIlSZKakUgsFouFXUSNr7/+mu7du/Piiy9yxBFHUFZWxq677sqjjz7KmDFjAPjggw/Yd999efXVVzn00EO3ec/y8nKi0ShlZWV07tw50T+CtNOqqmMcfsvzWwSkGhEgO5rFy78+uuGpdxdfDHfeCW3awF/+AkcemdB6JUmS0kVTs0FKNW4oKysDoGvXrgC89dZbbNy4kWOOOab2mr59+9KrVy9effXVBu9RWVlJeXl5vYeUThYXlTYakABiQHFZBQ/9vYiq6s3+jeP224OABDBjhgFJkiRpB6RMSKqurubiiy/mJz/5Cf379wegpKSENm3a0KVLl3rX9ujRg5KSkgbvc9NNNxGNRmsfu+++e6JLl+Jq5ZrGA1Jd1y94v/4apdmz4dJLg+Nbb4WxYxNUoSRJUvOWMiHp/PPPZ+nSpcyaNWun7nPllVdSVlZW+/jiiy/iVKGUHN07ZTX52po1Sq/PeArOOCM4ecEFcPnliSlOkiSpBUiJFuAXXHAB8+fP53//93/Zbbfdas9nZ2ezYcMGVq9eXW80acWKFWRnZzd4r7Zt29K2bdtElywlzMDeXcmJZlFSVsG2FgzGgB/8+wv2nTgZKith1Ci44w73QpIkSdoJoY4kxWIxLrjgAubOncvzzz9P7969671+4IEH0rp1a5577rnacx9++CGff/45gwYNSna5UlJkZkTIH5ELBE0atmbXb7/hodn5dF6/hjUHHASPPAKZmYkvUpIkqRkLNSSdf/75zJw5k0cffZROnTpRUlJCSUkJ69evByAajXL22Wdz6aWX8re//Y233nqLCRMmMGjQoCZ1tpPSVV7/HKaNG0B2tPGpd+03rOfPT1zLbuUrKdolh5dvexDat09ilZIkSc1TqCFp2rRplJWVcdRRR5GTk1P7+J//+Z/aa26//XaGDx/O6NGjOeKII8jOzubJJ58MsWopOfL65/Dyr4/m6mH7bvFaZnUV9zx9M/ut+IRV7Tpz5klT6LLH90OoUpIkqflJqX2SEsF9kpTuavZNql2jFItxU+HdnPp/f2F9q7acdupUSvb9UeP7JkmSJAlI032SJG1p8zVKF74yi1P/7y9URTK4aORk3u75Q/JH5BqQJEmS4sSQJKWBmjVKZ338Ipe9/AgA+YN/ydKDjmTauAHk9c8JuUJJkqTmIyVagEvatrzl73Lc07cD8M8zf8Ww317HlN5dHUGSJEmKM0OSlA7efhvGjCGyaROcdhr7PHg3+2Q4ECxJkpQI/pYlpbrPP4ehQ2HNGjjqKPjzn8GAJEmSlDD+piWlstWrg4BUXAz9+sHcudC2bdhVSZIkNWuGJClVVVbCCSfAe+9Bz56waBF06RJ2VZIkSc2eIUlKRdXVMGECvPACdOoECxfC7ruHXZUkSVKLYEiSUtFVV8Fjj0GrVjBnDvzoR2FXJEmS1GIYkqRUc889cMstwfEDD8DgweHWI0mS1MIYkqRU8vTTcNFFwfH118P48eHWI0mS1AIZkqRU8frrcOqpwXqkc86B3/wm7IokSZJaJEOSlAo+/hiGD4f164OW39OmQSQSdlWSJEktkiFJCtvXX0NeHvz733DggfA//xM0bJAkSVIoDElSmNatgxEj4JNPYM89Yf586Ngx7KokSZJaNEOSFJaqKjjttGAt0i67BJvFZmeHXZUkSVKLZ0iSwhCLwaRJQTe7tm1h3jzo2zfsqiRJkoQhSQrH734X7IcUicDMmXD44WFXJEmSpP8wJEnJ9thjMHlycHzbbTBmTLj1SJIkqR5DkpRML7wAZ54ZHF98MVxySYjFSJIkqSGGJClZ3nuP2KhRsGEDy38+lFd/dRVV1bGwq5IkSdJmDElSMixfzvpjjiVSVsab39+Xn/3obE59cDGH3/I8hUuLw65OkiRJdRiSpEQrL6f86MG0K1nOJ12/zzmjr6aydVsASsoqmDhziUFJkiQphRiSpETauJHY6DF0/nAZX7fvwviTprC6Xefal2sm200pWObUO0mSpBRhSJISJRaDc88l8tdnWde6LWeNyefLLltuFhsDissqWFxUmvwaJUmStAVDkpQo114LDz1ELCOD84+/gndz9tnq5SvXVCSnLkmSJG1Vq7ALkJqlBx+E664D4NPr/pu/rfnhNt/SvVNWoquSJElSEziSJMXbokVw3nnB8W9+w55XXkJONItII5dHgJxoFgN7d01WhZIkSdoKQ5IUT0uWwEknQVUV/L//B9dfT2ZGhPwRuQBbBKWa5/kjcsnMaCxGSZIkKZkMSVK8fPYZDBsGa9fCMcfAn/4EkSD45PXPYdq4AWRH60+py45mMW3cAPL654RQsCRJkhrimiQpHkpLYcgQKCmB/faDJ56ANm3qXZLXP4fBudksLipl5ZoKuncKptg5giRJkpRaDEnSzqqogFGj4IMPYLfdYOFCiEYbvDQzI8Kgvbsltz5JkiRtF6fbSTujuhrGj4eXXoLOnYOAtNtuYVclSZKknWBIknbG5Mnw+OPQujXMnRtMtZMkSVJac7pdklRVx1yL0tzcdRfcdltwPH06HH10uPVIkiQpLgxJSVC4tJgpBcsoLquoPZcTzSJ/RK5dzdLVk0/CxRcHxzfdBKefHmo5kiRJih+n2yVY4dJiJs5cUi8gAZSUVTBx5hIKlxaHVJl22CuvBKEoFoOJE+HXvw67IkmSJMWRISmBqqpjTClYRqyB12rOTSlYRlV1Q1coJX30EYwcGXS0Gz48mHIXcdqkJElSc2JISqDFRaVbjCDVFQOKyypYXFSavKK041asgLw8WLUKDj4YZs2CVs5YlSRJam4MSQm0ck3jAWlHrlOI1q4NRo6KimCvvWD+fOjQIeyqJEmSlACGpATq3ikrrtcpJJs2wdix8Oab0K0bLFoE3buHXZUkSZISxJCUQAN7dyUnmkVjK1YiBF3uBvbumsyytD1iMbjggmDkKCsLCgqgT5+wq5IkSVICGZISKDMjQv6IXIAtglLN8/wRue6XlMpuvhnuuy9ozvDoozBoUNgVSZIkKcEMSQmW1z+HaeMGkB2tP6UuO5rFtHED3Ccplc2cCVddFRzfeSeccEK49UiSJCkpbM2VBHn9cxicm83iolJWrqmge6dgip0jSCns+efhrLOC48sugwsvDLceSZIkJY0hKUkyMyIM2rtb2GWoKd59Nxg12rgRTj4Zbr017IokSZKURE63k+r68ksYMgTKy+GII2DGDMjw/yaSJEktib/9STXKymDoUPjqK9h3X5g7N+hoJ0mSpBbFkCQBbNgAo0cHU+2ys4O9kLraml2SJKklMiRJsRicfTY89xx07AgLF8Iee4RdlSRJkkJi4wa1GFXVsYY7DP72t0G778xMeOIJ+PGPwy5VkiRJITIkqUUoXFrMlIJlFJdV1J7LiWbxp4ol9J86NThx//1w3HEhVShJkqRUYUhSs1e4tJiJM5cQ2+x87lv/y75P3hA8yc//bl+krWh0NEqSJEnNhiFJzVpVdYwpBcu2CEj7F3/E3fNuITNWzfwDj2PI1deQuY17NTYalT8il7z+OXGvXZIkSeGwcYOatcVFpfVCDcDuq0t48InraL+xkv/d88dc/LOJLP7sm63ep2Y0avN7lZRVMHHmEgqXFse9dkmSJIXDkKRmbeWa+qGmy/pyHpqdz67rVvNe972YOOpKNmW22uK6uhobjQJqz00pWEZVdUNXSJIkKd0YktSsde/03WawbTdW8sCc69m79Cu+7LwrE8bks7Zt+y2u21xDo1F1xYDisgoWF5XGrW5JkiSFx5CkZm1g767kRLPIrK7ijvm3cdBX71PWtgNnnjSFlZ26ESFYVzSwd+Mbx25tlGlHrpMkSVJqs3GDmrXMjAj5I3JZfuYvGfLRK1RmtuLcE3/Lx9/rRU1PuvwRuVvtULe1UaYduU6SJEmpzZCkZi/v2Vnw1jwALh96Ca/32g+A7CZ2pqsZjSopq2hwXVLkP/fa2miUJEmS0ochSc3b7Nlw6aUAVN9yC6eNPptjtnOPo5rRqIkzlxCBekGpqaNRkiRJSh+RWCzWrFtylZeXE41GKSsro3PnzmGXo2R66SUYPBgqK+GCC+CuuyCy40HGfZIkSZLSW1OzgSNJap7efx+OPz4ISKNGwR137FRAAsjrn8Pg3GwWF5WycjtHoyRJkpQ+DElqfkpKYMgQ+OYbOPRQeOQRyMyMy60zMyIM2rtbXO4lSZKk1GQLcDUv334Lw4bBv/4FP/gBzJsH7duHXZUkSZLSiCFJzcfGjXDSSbBkCey6KxQWBv8rSZIkbQdDkpqHWAwmTgyCUbt2MH8+7L132FVJkiQpDRmS1DzccAM8+CBkZMCsWTBwYNgVSZIkKU0ZkpT+HnoIrrkmOP7DH2DkyFDLkSRJUnozJCm9/eUv8ItfBMe//nUw5U6SJEnaCYYkpa+334YxY2DTJjjttP+/vfuPjunO/zj+mohMIiaJxObXSkjL+r0OUjbYVdu0qFqhP063tFH9sVtRkmz9aouWEuzaY1knoVrabSmtUoL2pNmVsksoy6kifmwcdiW0q8lENKKZ+/1jvmZnlmArk5uM5+Oce87cz70z9505byd5uZ97rzRnjtkVAQAAwAcQktA4nTol3X+/VFEh3X239OabzuuRAAAAgFvEX5VofL75xvmw2JISqXNnaf16yWo1uyoAAAD4CEISGpdLl6Thw6VDh6TYWGnrVikszOyqAAAA4EMISWg8HA7pySelggLJZpO2bJHi4syuCgAAAD6GkITG48UXpdWrJX9/ad06qVs3sysCAACADyIkoXFYskSaN8/5evly6d57za0HAAAAPouQhIbvo4+k8eOdr2fNklJTza0HAAAAPo2QhIatsFD65S+d1yM9/bT00ktmVwQAAAAfR0hCw3X8uPTAA9K33zqfiZSdLVksZlcFAAAAH2dqSPrss880dOhQxcbGymKxaMOGDR7bDcPQ9OnTFRMTo6CgICUnJ+vYsWPmFIv69dVX0qBB0tdfSz17SmvWOG/YAAAAAHiZqSGpsrJS3bp105IlS665ff78+Vq0aJFycnJUWFio4OBgDRw4UFVVVfVcKerVxYvS0KHSiRNSmzZSbq7UvLnZVQEAAOA2Yep/zQ8ePFiDBw++5jbDMLRw4UK9/PLLGjZsmCTp7bffVlRUlDZs2KBHH320PktFfampkR57zHktUosWzofFRkebXRUAAABuIw32mqTi4mKVlpYqOTnZNRYaGqrevXtr586dtb7v0qVLstvtHgsaCcOQJkxw3s3OapU2bpQ6dDC7KgAAANxmGmxIKi0tlSRFRUV5jEdFRbm2XUtWVpZCQ0NdS1xcnFfrRB363e+cz0OyWKR33pH69TO7IgAAANyGGmxI+r6mTp2q8vJy13L69GmzS8LNWL1amjTJ+XrBAumhh8ytBwAAALetBhuSov//OpSzZ896jJ89e9a17VqsVqtCQkI8FjRw27ZJo0c7X6enSxkZJhYDAACA212DDUkJCQmKjo5Wfn6+a8xut6uwsFBJSUkmVoY69eWXUkqKVF0tPfig8ywSAAAAYCJT72534cIFHT9+3LVeXFys/fv3Kzw8XPHx8UpPT9drr72mdu3aKSEhQdOmTVNsbKxSUlLMKxp158wZafBgqbxc6ttX+tOfJL8Gm9sBAABwmzA1JH3++ecaMGCAaz0zM1OSlJqaqpUrV2rSpEmqrKzUs88+q7KyMvXr108ff/yxAgMDzSoZdcVul+6/Xzp9Wmrf3nlHu6Ags6sCAAAAZDEMwzC7CG+y2+0KDQ1VeXk51yc1FJcvS0OGSHl5UmSktGuXlJBgdlUAAADwcTebDZjbhPplGNKzzzoDUrNm0ubNBCQAAAA0KIQk1K9XXpFWrnRee7R2rZSYaHZFAAAAgAdCEurPG29IM2c6X2dnO6fcAQAAAA0MIQn1Y+tW6Ve/cr5+6SXnlDsAAACgASIkwfv27ZMefliqqZGeeEKaNcvsigAAAIBaEZLgXSdPOm/1XVkpJSdLr78uWSxmVwUAAADUipAE7zl/3vmw2LNnpa5dpQ8+kAICzK4KAAAAuC5CEryjqkpKSZGOHJFatZK2bJFCQ82uCgAAALghQhLqnsMhpaZK27dLISHOgNSqldlVAQAAADeFkIS6N2mS8xlITZtK69c7p9oBAAAAjYS/2QWg4apxGNpdfF7nKqoUaQtUr4RwNfG7wU0XFi2SFixwvl6xQvr5z71fKAAAAFCHCEm4po8PlujVTYdUUl7lGosJDdSMoZ00qEvMtd/04YdSerrzdVaWNHKk9wsFAAAA6hjT7XCVjw+W6Ll39nkEJEkqLa/Sc+/s08cHS65+09/+5gxFhiE995w0eXI9VQsAAADULUISPNQ4DL266ZCMa2y7MvbqpkOqcbjtcfSo9ItfOO9o98ADzil3PAsJAAAAjRQhCR52F5+/6gySO0NSSXmVdhefdw7Y7c5nIf3739Jdd0nvvSf5M4sTAAAAjRchCR7OVdQekK65n83mnF7Xtq2UmysFB3uxOgAAAMD7CEnwEGkL/N/2s1ikF16QDhyQIiO9WBkAAABQPwhJ8NArIVwxoYGq7Yoii5x3ueuVEO65oVkzb5cGAAAA1AtCEjw08bNoxtBOknRVULqyPmNopxs/LwkAAABopAhJuMqgLjHKHtVD0aGeU++iQwOVPapH7c9JAgAAAHwAtyHDNQ3qEqN7O0Vrd/F5nauoUqTNOcWOM0gAAADwdYQk1KqJn0VJd0aYXQYAAABQr5huBwAAAABuCEkAAAAA4IaQBAAAAABuCEkAAAAA4IaQBAAAAABuCEkAAAAA4IaQBAAAAABuCEkAAAAA4IaQBAAAAABuCEkAAAAA4IaQBAAAAABuCEkAAAAA4IaQBAAAAABuCEkAAAAA4IaQBAAAAABuCEkAAAAA4IaQBAAAAABuCEkAAAAA4IaQBAAAAABuCEkAAAAA4IaQBAAAAABuCEkAAAAA4IaQBAAAAABuCEkAAAAA4IaQBAAAAABuCEkAAAAA4IaQBAAAAABu/M0uwNsMw5Ak2e12kysBAAAAYKYrmeBKRqiNz4ekiooKSVJcXJzJlQAAAABoCCoqKhQaGlrrdotxoxjVyDkcDp05c0Y2m00Wi6Vejmm32xUXF6fTp08rJCSkXo4JXEH/wUz0H8xGD8JM9F/DZxiGKioqFBsbKz+/2q888vkzSX5+fmrVqpUpxw4JCeEfCExD/8FM9B/MRg/CTPRfw3a9M0hXcOMGAAAAAHBDSAIAAAAAN4QkL7BarZoxY4asVqvZpeA2RP/BTPQfzEYPwkz0n+/w+Rs3AAAAAMD/gjNJAAAAAOCGkAQAAAAAbghJAAAAAOCGkAQAAAAAbghJdWzJkiVq06aNAgMD1bt3b+3evdvskuCDsrKydNddd8lmsykyMlIpKSkqKiry2KeqqkppaWmKiIhQ8+bN9eCDD+rs2bMmVQxfNnfuXFksFqWnp7vG6D9427/+9S+NGjVKERERCgoKUteuXfX555+7thuGoenTpysmJkZBQUFKTk7WsWPHTKwYvqKmpkbTpk1TQkKCgoKCdOedd2rWrFlyvxca/df4EZLq0Jo1a5SZmakZM2Zo37596tatmwYOHKhz586ZXRp8TEFBgdLS0rRr1y7l5eXp8uXLuu+++1RZWenaJyMjQ5s2bdL777+vgoICnTlzRiNGjDCxaviiPXv2aOnSpfrxj3/sMU7/wZu++eYb9e3bV02bNtXWrVt16NAhLViwQC1atHDtM3/+fC1atEg5OTkqLCxUcHCwBg4cqKqqKhMrhy+YN2+esrOz9cc//lGHDx/WvHnzNH/+fC1evNi1D/3nAwzUmV69ehlpaWmu9ZqaGiM2NtbIysoysSrcDs6dO2dIMgoKCgzDMIyysjKjadOmxvvvv+/a5/Dhw4YkY+fOnWaVCR9TUVFhtGvXzsjLyzP69+9vTJgwwTAM+g/eN3nyZKNfv361bnc4HEZ0dLTx29/+1jVWVlZmWK1WY/Xq1fVRInzYkCFDjDFjxniMjRgxwhg5cqRhGPSfr+BMUh2prq7W3r17lZyc7Brz8/NTcnKydu7caWJluB2Ul5dLksLDwyVJe/fu1eXLlz36sUOHDoqPj6cfUWfS0tI0ZMgQjz6T6D9438aNG5WYmKiHH35YkZGR6t69u15//XXX9uLiYpWWlnr0YGhoqHr37k0P4pb16dNH+fn5Onr0qCTpwIED2rFjhwYPHiyJ/vMV/mYX4Cu+/vpr1dTUKCoqymM8KipKR44cMakq3A4cDofS09PVt29fdenSRZJUWlqqgIAAhYWFeewbFRWl0tJSE6qEr3nvvfe0b98+7dmz56pt9B+87R//+Ieys7OVmZmpF198UXv27NH48eMVEBCg1NRUV59d63cyPYhbNWXKFNntdnXo0EFNmjRRTU2NZs+erZEjR0oS/ecjCElAI5eWlqaDBw9qx44dZpeC28Tp06c1YcIE5eXlKTAw0OxycBtyOBxKTEzUnDlzJEndu3fXwYMHlZOTo9TUVJOrg69bu3at3n33Xa1atUqdO3fW/v37lZ6ertjYWPrPhzDdro60bNlSTZo0ueruTWfPnlV0dLRJVcHXjRs3Trm5ufrLX/6iVq1aucajo6NVXV2tsrIyj/3pR9SFvXv36ty5c+rRo4f8/f3l7++vgoICLVq0SP7+/oqKiqL/4FUxMTHq1KmTx1jHjh116tQpSXL1Gb+T4Q0TJ07UlClT9Oijj6pr1656/PHHlZGRoaysLEn0n68gJNWRgIAA9ezZU/n5+a4xh8Oh/Px8JSUlmVgZfJFhGBo3bpzWr1+vP//5z0pISPDY3rNnTzVt2tSjH4uKinTq1Cn6Ebfsnnvu0RdffKH9+/e7lsTERI0cOdL1mv6DN/Xt2/eqxx4cPXpUrVu3liQlJCQoOjraowftdrsKCwvpQdyyixcvys/P80/oJk2ayOFwSKL/fAXT7epQZmamUlNTlZiYqF69emnhwoWqrKzUk08+aXZp8DFpaWlatWqVPvroI9lsNtcc59DQUAUFBSk0NFRPPfWUMjMzFR4erpCQED3//PNKSkrST37yE5OrR2Nns9lc179dERwcrIiICNc4/QdvysjIUJ8+fTRnzhw98sgj2r17t5YtW6Zly5ZJkuu5Xa+99pratWunhIQETZs2TbGxsUpJSTG3eDR6Q4cO1ezZsxUfH6/OnTvr73//u37/+99rzJgxkug/n2H27fV8zeLFi434+HgjICDA6NWrl7Fr1y6zS4IPknTNZcWKFa59vv32W2Ps2LFGixYtjGbNmhnDhw83SkpKzCsaPs39FuCGQf/B+zZt2mR06dLFsFqtRocOHYxly5Z5bHc4HMa0adOMqKgow2q1Gvfcc49RVFRkUrXwJXa73ZgwYYIRHx9vBAYGGnfccYfx0ksvGZcuXXLtQ/81fhbDcHs8MAAAAADc5rgmCQAAAADcEJIAAAAAwA0hCQAAAADcEJIAAAAAwA0hCQAAAADcEJIAAAAAwA0hCQAAAADcEJIAAAAAwA0hCQDQaIwePVopKSmu9bvvvlvp6en1Xse2bdtksVhUVlZW78cGAHgfIQkAcEtGjx4ti8Uii8WigIAAtW3bVjNnztR3333n9WN/+OGHmjVr1k3tW9/Bpk2bNq7vxX2ZO3euJOnkyZPX3D5q1Kh6qQ8AUDt/swsAADR+gwYN0ooVK3Tp0iVt2bJFaWlpatq0qaZOnXrVvtXV1QoICKiT44aHh9fJ53jLzJkz9cwzz3iM2Ww2j/VPP/1UnTt3dq0HBQXVS20AgNpxJgkAcMusVquio6PVunVrPffcc0pOTtbGjRsl/WeK3OzZsxUbG6v27dtLkk6fPq1HHnlEYWFhCg8P17Bhw3Ty5EnXZ9bU1CgzM1NhYWGKiIjQpEmTZBiGx3H/e7rdpUuXNHnyZMXFxclqtapt27Z64403dPLkSQ0YMECS1KJFC1ksFo0ePVqS5HA4lJWVpYSEBAUFBalbt2764IMPPI6zZcsW/ehHP1JQUJAGDBjgUef12Gw2RUdHeyzBwcEe+0RERHhsDw0NvanPBgB4DyEJAFDngoKCVF1d7VrPz89XUVGR8vLylJubq8uXL2vgwIGy2Wzavn27/vrXv6p58+YaNGiQ630LFizQypUr9eabb2rHjh06f/681q9ff93jPvHEE1q9erUWLVqkw4cPa+nSpWrevLni4uK0bt06SVJRUZFKSkr0hz/8QZKUlZWlt99+Wzk5Ofryyy+VkZGhUaNGqaCgQJIzzI0YMUJDhw7V/v379fTTT2vKlCne+NoAAA0E0+0AAHXGMAzl5+frk08+0fPPP+8aDw4O1vLly13T7N555x05HA4tX75cFotFkrRixQqFhYVp27Ztuu+++7Rw4UJNnTpVI0aMkCTl5OTok08+qfXYR48e1dq1a5WXl6fk5GRJ0h133OHafmVqXmRkpMLCwiQ5zzzNmTNHn376qZKSklzv2bFjh5YuXar+/fsrOztbd955pxYsWCBJat++vb744gvNmzfvht/H5MmT9fLLL3uMbd26VT/96U9d63369JGf33/+z3L79u3q3r37DT8bAOA9hCQAwC3Lzc1V8+bNdfnyZTkcDj322GN65ZVXXNu7du3qcR3SgQMHdPz48auuz6mqqtKJEydUXl6ukpIS9e7d27XN399fiYmJV025u2L//v1q0qSJ+vfvf9N1Hz9+XBcvXtS9997rMV5dXe0KKocPH/aoQ5IrUN3IxIkTXdP6rvjhD3/osb5mzRp17NjRtR4XF3ez5QMAvISQBAC4ZQMGDFB2drYCAgIUGxsrf3/PXy//fR3OhQsX1LNnT7377rtXfdYPfvCD71XD97nhwYULFyRJmzdvviq8WK3W71WHu5YtW6pt27bX3ScuLu6G+wAA6hchCQBwy4KDg/+nP/R79OihNWvWKDIyUiEhIdfcJyYmRoWFhfrZz34mSfruu++0d+9e9ejR45r7d+3aVQ6HQwUFBa7pdu6unMmqqalxjXXq1ElWq1WnTp2q9QxUx44dXTehuGLXrl03/iEBAI0WN24AANS7kSNHqmXLlho2bJi2b9+u4uJibdu2TePHj9c///lPSdKECRM0d+5cbdiwQUeOHNHYsWOv+4yjNm3aKDU1VWPGjNGGDRtcn7l27VpJUuvWrWWxWJSbm6uvvvpKFy5ckM1m0wsvvKCMjAy99dZbOnHihPbt26fFixfrrbfekiT9+te/1rFjxzRx4kQVFRVp1apVWrly5U39nBUVFSotLfVY7Hb7LX13AADvIyQBAOpds2bN9Nlnnyk+Pl4jRoxQx44d9dRTT6mqqsp1Zuk3v/mNHn/8caWmpiopKUk2m03Dhw+/7udmZ2froYce0tixY9WhQwc988wzqqyslOS8FujVV1/VlClTFBUVpXHjxkmSZs2apWnTpikrK0sdO3bUoEGDtHnzZiUkJEiS4uPjtW7dOm3YsEHdunVTTk6O5syZc1M/5/Tp0xUTE+OxTJo06ft+bQCAemIxarsCFgAAAABuQ5xJAgAAAAA3hCQAAAAAcENIAgAAAAA3hCQAAAAAcENIAgAAAAA3hCQAAAAAcENIAgAAAAA3hCQAAAAAcENIAgAAAAA3hCQAAAAAcENIAgAAAAA3/wdJx9bSJ0Tz7QAAAABJRU5ErkJggg==\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "torch.save(model.state_dict(),'ef_model.pth')" ], "metadata": { "id": "EQCtyQY6zkFx" }, "execution_count": 143, "outputs": [] }, { "cell_type": "code", "source": [ "from google.colab import files\n", "files.download('ef_model.pth')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 17 }, "id": "XOvWg7WFztmy", "outputId": "1de9ee69-5ede-4960-989f-fbd9347093a1" }, "execution_count": 144, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "application/javascript": [ "\n", " async function download(id, filename, size) {\n", " if (!google.colab.kernel.accessAllowed) {\n", " return;\n", " }\n", " const div = document.createElement('div');\n", " const label = document.createElement('label');\n", " label.textContent = `Downloading \"${filename}\": `;\n", " div.appendChild(label);\n", " const progress = document.createElement('progress');\n", " progress.max = size;\n", " div.appendChild(progress);\n", " document.body.appendChild(div);\n", "\n", " const buffers = [];\n", " let downloaded = 0;\n", "\n", " const channel = await google.colab.kernel.comms.open(id);\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", "\n", " for await (const message of channel.messages) {\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", " if (message.buffers) {\n", " for (const buffer of message.buffers) {\n", " buffers.push(buffer);\n", " downloaded += buffer.byteLength;\n", " progress.value = downloaded;\n", " }\n", " }\n", " }\n", " const blob = new Blob(buffers, {type: 'application/binary'});\n", " const a = document.createElement('a');\n", " a.href = window.URL.createObjectURL(blob);\n", " a.download = filename;\n", " div.appendChild(a);\n", " a.click();\n", " div.remove();\n", " }\n", " " ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "application/javascript": [ "download(\"download_f919b5e3-3aaa-4dde-b272-f3b7a255ef80\", \"ef_model.pth\", 97894575)" ] }, "metadata": {} } ] } ] }