Notebooks/Models/FCNPhysioNetChallenge2020.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"accelerator":"GPU","colab":{"name":"FCNPhysioNetChallenge2020.ipynb","provenance":[],"collapsed_sections":[],"machine_shape":"hm"},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"NHpUgjVmZhme","executionInfo":{"status":"ok","timestamp":1607793431721,"user_tz":-60,"elapsed":8822,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"26035266-8062-49b6-b993-864e350f9e15"},"source":["!pip install wfdb wget"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Collecting wfdb\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/b1/a0/922d06ec737e219a9f45545432842e68a84e8b52f292704056eea1d35e41/wfdb-3.1.1.tar.gz (113kB)\n","\r\u001b[K     |██▉                             | 10kB 28.5MB/s eta 0:00:01\r\u001b[K     |█████▊                          | 20kB 32.3MB/s eta 0:00:01\r\u001b[K     |████████▋                       | 30kB 20.1MB/s eta 0:00:01\r\u001b[K     |███████████▌                    | 40kB 16.5MB/s eta 0:00:01\r\u001b[K     |██████████████▍                 | 51kB 15.6MB/s eta 0:00:01\r\u001b[K     |█████████████████▎              | 61kB 14.9MB/s eta 0:00:01\r\u001b[K     |████████████████████▏           | 71kB 16.2MB/s eta 0:00:01\r\u001b[K     |███████████████████████         | 81kB 15.2MB/s eta 0:00:01\r\u001b[K     |██████████████████████████      | 92kB 16.0MB/s eta 0:00:01\r\u001b[K     |████████████████████████████▉   | 102kB 15.4MB/s eta 0:00:01\r\u001b[K     |███████████████████████████████▊| 112kB 15.4MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 122kB 15.4MB/s \n","\u001b[?25hCollecting wget\n","  Downloading https://files.pythonhosted.org/packages/47/6a/62e288da7bcda82b935ff0c6cfe542970f04e29c756b0e147251b2fb251f/wget-3.2.zip\n","Requirement already satisfied: certifi>=2016.8.2 in /usr/local/lib/python3.6/dist-packages (from wfdb) (2020.12.5)\n","Requirement already satisfied: chardet>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from wfdb) (3.0.4)\n","Requirement already satisfied: cycler>=0.10.0 in /usr/local/lib/python3.6/dist-packages (from wfdb) (0.10.0)\n","Requirement already satisfied: idna>=2.2 in /usr/local/lib/python3.6/dist-packages (from wfdb) (2.10)\n","Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.6/dist-packages (from wfdb) (0.17.0)\n","Requirement already satisfied: kiwisolver>=1.1.0 in /usr/local/lib/python3.6/dist-packages (from wfdb) (1.3.1)\n","Requirement already satisfied: matplotlib>=2.0.0 in /usr/local/lib/python3.6/dist-packages (from wfdb) (3.2.2)\n","Collecting mne>=0.18.0\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/4d/0e/6448521738d3357c205795fd5846d023bd7935bb83ba93a1ba0f7124205e/mne-0.21.2-py3-none-any.whl (6.8MB)\n","\u001b[K     |████████████████████████████████| 6.8MB 12.0MB/s \n","\u001b[?25hCollecting nose>=1.3.7\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/15/d8/dd071918c040f50fa1cf80da16423af51ff8ce4a0f2399b7bf8de45ac3d9/nose-1.3.7-py3-none-any.whl (154kB)\n","\u001b[K     |████████████████████████████████| 163kB 58.3MB/s \n","\u001b[?25hRequirement already satisfied: numpy>=1.10.1 in /usr/local/lib/python3.6/dist-packages (from wfdb) (1.18.5)\n","Requirement already satisfied: pandas>=0.17.0 in /usr/local/lib/python3.6/dist-packages (from wfdb) (1.1.5)\n","Requirement already satisfied: pyparsing>=2.0.4 in /usr/local/lib/python3.6/dist-packages (from wfdb) (2.4.7)\n","Requirement already satisfied: python-dateutil>=2.4.2 in /usr/local/lib/python3.6/dist-packages (from wfdb) (2.8.1)\n","Requirement already satisfied: pytz>=2018.3 in /usr/local/lib/python3.6/dist-packages (from wfdb) (2018.9)\n","Requirement already satisfied: requests>=2.8.1 in /usr/local/lib/python3.6/dist-packages (from wfdb) (2.23.0)\n","Requirement already satisfied: scikit-learn>=0.18 in /usr/local/lib/python3.6/dist-packages (from wfdb) (0.22.2.post1)\n","Requirement already satisfied: scipy>=0.17.0 in /usr/local/lib/python3.6/dist-packages (from wfdb) (1.4.1)\n","Requirement already satisfied: six>=0.9.0 in /usr/local/lib/python3.6/dist-packages (from wfdb) (1.15.0)\n","Requirement already satisfied: sklearn>=0.0 in /usr/local/lib/python3.6/dist-packages (from wfdb) (0.0)\n","Collecting threadpoolctl>=1.0.0\n","  Downloading https://files.pythonhosted.org/packages/f7/12/ec3f2e203afa394a149911729357aa48affc59c20e2c1c8297a60f33f133/threadpoolctl-2.1.0-py3-none-any.whl\n","Requirement already satisfied: urllib3>=1.22 in /usr/local/lib/python3.6/dist-packages (from wfdb) (1.24.3)\n","Building wheels for collected packages: wfdb, wget\n","  Building wheel for wfdb (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for wfdb: filename=wfdb-3.1.1-cp36-none-any.whl size=117829 sha256=20acca4964cc39011c7bf96847ee4b6574a82db54c74aef4f62a3e86ac2e8db6\n","  Stored in directory: /root/.cache/pip/wheels/bc/d0/c1/90538d266ccba2d1076fbc9970192c7ea1a09c99df3e65c69b\n","  Building wheel for wget (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for wget: filename=wget-3.2-cp36-none-any.whl size=9681 sha256=5975c2e09d1eaa6d85521b9595ba93f2b851a97810cd2c04944384fc64e123b8\n","  Stored in directory: /root/.cache/pip/wheels/40/15/30/7d8f7cea2902b4db79e3fea550d7d7b85ecb27ef992b618f3f\n","Successfully built wfdb wget\n","Installing collected packages: mne, nose, threadpoolctl, wfdb, wget\n","Successfully installed mne-0.21.2 nose-1.3.7 threadpoolctl-2.1.0 wfdb-3.1.1 wget-3.2\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"02UxjZbnFRwC","executionInfo":{"status":"ok","timestamp":1607793433688,"user_tz":-60,"elapsed":10785,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["!pip install -q kaggle"],"execution_count":2,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hFosbpXkOi6p","executionInfo":{"status":"ok","timestamp":1607793458332,"user_tz":-60,"elapsed":35418,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"b04c0b30-a9a6-4c12-e99a-6f55245d3ebb"},"source":["from google.colab import drive\n","drive.mount('/content/drive')\n","\n"],"execution_count":3,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"id":"L65YY9QqQZtf","executionInfo":{"status":"ok","timestamp":1607793459308,"user_tz":-60,"elapsed":36384,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"2fed39ee-8ad2-4e32-fb59-7520f14ef394"},"source":["import os\n","import shutil\n","\n","shutil.copy(\"/content/drive/My Drive/kaggle.json\",\"./kaggle.json\")"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"},"text/plain":["'./kaggle.json'"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ls2UQcuoFUoz","executionInfo":{"status":"ok","timestamp":1607793459740,"user_tz":-60,"elapsed":36805,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"eeff6e2a-ce9e-4536-ccdd-ac3e6860d4a0"},"source":["!mkdir -p ~/.kaggle\n","!cp kaggle.json ~/.kaggle/\n","!ls ~/.kaggle\n","!chmod 600 /root/.kaggle/kaggle.json"],"execution_count":5,"outputs":[{"output_type":"stream","text":["kaggle.json\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ZYvFpr3_Fbxy","executionInfo":{"status":"ok","timestamp":1607793473353,"user_tz":-60,"elapsed":50409,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"607daefb-358b-4f28-c3f7-f8d0a162045c"},"source":["!kaggle datasets download -d bjoernjostein/georgia-12lead-ecg-challenge-database"],"execution_count":6,"outputs":[{"output_type":"stream","text":["Downloading georgia-12lead-ecg-challenge-database.zip to /content\n","100% 481M/483M [00:11<00:00, 31.1MB/s]\n","100% 483M/483M [00:11<00:00, 42.8MB/s]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"i6z9N1N-Fejq","executionInfo":{"status":"ok","timestamp":1607793493574,"user_tz":-60,"elapsed":70621,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"7afe0e18-2776-4e06-d4ed-f9acb974193e"},"source":["!kaggle datasets download -d bjoernjostein/st-petersburg-incart-12lead-arrhythmia-database"],"execution_count":7,"outputs":[{"output_type":"stream","text":["Downloading st-petersburg-incart-12lead-arrhythmia-database.zip to /content\n","100% 564M/564M [00:17<00:00, 20.9MB/s]\n","100% 564M/564M [00:17<00:00, 33.0MB/s]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Eh6rvtI3FhtZ","executionInfo":{"status":"ok","timestamp":1607793528826,"user_tz":-60,"elapsed":105863,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"0d3fa919-bc9a-44f1-b774-d471078ff1ca"},"source":["!kaggle datasets download -d bjoernjostein/ptbxl-electrocardiography-database"],"execution_count":8,"outputs":[{"output_type":"stream","text":["Downloading ptbxl-electrocardiography-database.zip to /content\n"," 99% 1.34G/1.35G [00:34<00:00, 62.9MB/s]\n","100% 1.35G/1.35G [00:34<00:00, 42.0MB/s]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nQ10o4CbFl5P","executionInfo":{"status":"ok","timestamp":1607793552316,"user_tz":-60,"elapsed":129343,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"4921a3a3-3443-4c5d-e402-4fcc39a58db5"},"source":["!kaggle datasets download -d bjoernjostein/ptb-diagnostic-ecg-database"],"execution_count":9,"outputs":[{"output_type":"stream","text":["Downloading ptb-diagnostic-ecg-database.zip to /content\n"," 98% 873M/890M [00:21<00:00, 28.1MB/s]\n","100% 890M/890M [00:21<00:00, 42.6MB/s]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ubNpillvF-7I","executionInfo":{"status":"ok","timestamp":1607793568115,"user_tz":-60,"elapsed":145133,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"9ae8f584-7140-455f-9ced-dd9502252dfc"},"source":["!kaggle datasets download -d bjoernjostein/china-12lead-ecg-challenge-database"],"execution_count":10,"outputs":[{"output_type":"stream","text":["Downloading china-12lead-ecg-challenge-database.zip to /content\n"," 99% 401M/406M [00:14<00:00, 27.2MB/s]\n","100% 406M/406M [00:14<00:00, 29.1MB/s]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fah_ygLLF9si","executionInfo":{"status":"ok","timestamp":1607793588782,"user_tz":-60,"elapsed":165791,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"556e5618-bfcd-43da-b15c-df8c11e85542"},"source":["!kaggle datasets download -d bjoernjostein/china-physiological-signal-challenge-in-2018"],"execution_count":11,"outputs":[{"output_type":"stream","text":["Downloading china-physiological-signal-challenge-in-2018.zip to /content\n"," 99% 817M/824M [00:19<00:00, 47.8MB/s]\n","100% 824M/824M [00:19<00:00, 43.9MB/s]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"62Bmmz9w0_qt","executionInfo":{"status":"ok","timestamp":1607793589865,"user_tz":-60,"elapsed":166865,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"43816557-090a-4083-aa38-aaf5d493dfcc"},"source":["!kaggle datasets download -d bjoernjostein/physionet-snomed-mappings"],"execution_count":12,"outputs":[{"output_type":"stream","text":["Downloading physionet-snomed-mappings.zip to /content\n","\r  0% 0.00/3.37k [00:00<?, ?B/s]\n","\r100% 3.37k/3.37k [00:00<00:00, 5.11MB/s]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"V-bIBSr6GMjJ","executionInfo":{"status":"ok","timestamp":1607793680298,"user_tz":-60,"elapsed":257296,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["import os, zipfile\n","\n","dir_name = \"./\"\n","extension = \".zip\"\n","\n","os.chdir(dir_name) # change directory from working dir to dir with files\n","\n","for item in os.listdir(dir_name): # loop through items in dir\n","    if item.endswith(extension): # check for \".zip\" extension\n","        file_name = os.path.abspath(item) # get full path of files\n","        zip_ref = zipfile.ZipFile(file_name) # create zipfile object\n","        zip_ref.extractall(dir_name) # extract file to dir\n","        zip_ref.close() # close file\n","        os.remove(file_name) # delete zipped file"],"execution_count":13,"outputs":[]},{"cell_type":"code","metadata":{"id":"L7Znt-5GdNGs","executionInfo":{"status":"ok","timestamp":1607793680302,"user_tz":-60,"elapsed":257298,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["import shutil\n","import os\n","\n","source = 'Training_2/'\n","dest1 = 'WFDB/'\n","\n","files = os.listdir(source)\n","\n","for f in files:\n","    shutil.move(source+f, dest1)"],"execution_count":14,"outputs":[]},{"cell_type":"code","metadata":{"id":"ZduM0OfxdzQV","executionInfo":{"status":"ok","timestamp":1607793680302,"user_tz":-60,"elapsed":257296,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["source = 'Training_PTB/'\n","dest1 = 'WFDB/'\n","\n","files = os.listdir(source)\n","\n","for f in files:\n","    shutil.move(source+f, dest1)"],"execution_count":15,"outputs":[]},{"cell_type":"code","metadata":{"id":"L3UgDi5veB_X","executionInfo":{"status":"ok","timestamp":1607793680303,"user_tz":-60,"elapsed":257295,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["source = 'Training_StPetersburg/'\n","dest1 = 'WFDB/'\n","\n","files = os.listdir(source)\n","\n","for f in files:\n","    shutil.move(source+f, dest1)"],"execution_count":16,"outputs":[]},{"cell_type":"code","metadata":{"id":"wf1k84aJeKl0","executionInfo":{"status":"ok","timestamp":1607793680794,"user_tz":-60,"elapsed":257784,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["source = 'Training_WFDB/'\n","dest1 = 'WFDB/'\n","\n","files = os.listdir(source)\n","\n","for f in files:\n","    shutil.move(source+f, dest1)"],"execution_count":17,"outputs":[]},{"cell_type":"code","metadata":{"id":"ySHZwsaWd3Gj","executionInfo":{"status":"ok","timestamp":1607793686470,"user_tz":-60,"elapsed":263458,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["import pandas as pd\n","import os\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","import tensorflow_addons as tfa\n","import tensorflow as tf\n","from tensorflow import keras\n","from keras.utils import plot_model\n","from keras.preprocessing.sequence import pad_sequences\n","from sklearn.preprocessing import LabelEncoder\n","from sklearn.utils.class_weight import compute_class_weight\n","from sklearn.metrics import roc_auc_score\n","from scipy.io import loadmat\n","from sklearn.preprocessing import MultiLabelBinarizer\n","from sklearn.model_selection import StratifiedKFold\n","%load_ext autoreload\n","%autoreload\n","%reload_ext autoreload"],"execution_count":18,"outputs":[]},{"cell_type":"code","metadata":{"id":"dEqcbveoeni3","executionInfo":{"status":"ok","timestamp":1607793686472,"user_tz":-60,"elapsed":263456,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["def load_challenge_data(filename):\n","    x = loadmat(filename)\n","    data = np.asarray(x['val'], dtype=np.float64)\n","    new_file = filename.replace('.mat','.hea')\n","    input_header_file = os.path.join(new_file)\n","    with open(input_header_file,'r') as f:\n","        header_data=f.readlines()\n","    return data, header_data"],"execution_count":19,"outputs":[]},{"cell_type":"code","metadata":{"id":"RNqkxuCUemI6","executionInfo":{"status":"ok","timestamp":1607793686472,"user_tz":-60,"elapsed":263454,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["def import_key_data(path):\n","    gender=[]\n","    age=[]\n","    labels=[]\n","    ecg_filenames=[]\n","    for subdir, dirs, files in sorted(os.walk(path)):\n","        for filename in files:\n","            filepath = subdir + os.sep + filename\n","            if filepath.endswith(\".mat\"):\n","                data, header_data = load_challenge_data(filepath)\n","                labels.append(header_data[15][5:-1])\n","                ecg_filenames.append(filepath)\n","                gender.append(header_data[14][6:-1])\n","                age.append(header_data[13][6:-1])\n","    return gender, age, labels, ecg_filenames"],"execution_count":20,"outputs":[]},{"cell_type":"code","metadata":{"id":"JYSn2tDVebM5","executionInfo":{"status":"ok","timestamp":1607793707925,"user_tz":-60,"elapsed":284905,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["gender, age, labels, ecg_filenames = import_key_data(\"./WFDB/\")\n","ecg_filenames = np.asarray(ecg_filenames)"],"execution_count":21,"outputs":[]},{"cell_type":"code","metadata":{"id":"JlKThJuMf1c1","executionInfo":{"status":"ok","timestamp":1607793707927,"user_tz":-60,"elapsed":284905,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["def get_signal_lengths(path, title):\n","    signal_lenght=[]\n","    for subdir, dirs, files in sorted(os.walk(path)):\n","        for filename in files:\n","            filepath = subdir + os.sep + filename\n","            if filepath.endswith(\".mat\"):\n","                data, header_data = load_challenge_data(filepath)\n","                splitted = header_data[0].split()\n","                signal_lenght.append(splitted[3])\n","    signal_lenght_df = pd.DataFrame(signal_lenght)\n","    signal_count=signal_lenght_df[0].value_counts()\n","    plt.figure(figsize=(20,10))\n","    plt.title(title,fontsize =36)\n","    sns.barplot(signal_count[:10,].index, signal_count[:10,].values)\n","      #plt.savefig(\"signallengde.png\")"],"execution_count":22,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":675},"id":"0DXJk-1ffwpT","executionInfo":{"status":"ok","timestamp":1607793728411,"user_tz":-60,"elapsed":305379,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"68ddc633-c1bb-4c0f-eb47-0f3f855c90a2"},"source":["get_signal_lengths(\"./WFDB/\", \"Distribution of signal lengths of the ECGs\")"],"execution_count":23,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n","  FutureWarning\n"],"name":"stderr"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x720 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"bxhlfAhEgM75","executionInfo":{"status":"ok","timestamp":1607793728413,"user_tz":-60,"elapsed":186292,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["def clean_up_gender_data(gender):\n","  gender = np.asarray(gender)\n","  gender[np.where(gender == \"Male\")] = 0\n","  gender[np.where(gender == \"male\")] = 0\n","  gender[np.where(gender == \"M\")] = 0\n","  gender[np.where(gender == \"Female\")] = 1\n","  gender[np.where(gender == \"female\")] = 1\n","  gender[np.where(gender == \"F\")] = 1\n","  gender[np.where(gender == \"NaN\")] = 2\n","  np.unique(gender)\n","  gender = gender.astype(np.int)\n","  return gender\n","\n","def clean_up_age_data(age):\n","    age = np.asarray(age)\n","    age[np.where(age == \"NaN\")] = -1\n","    np.unique(age)\n","    age = age.astype(np.int)\n","    return age\n","\n","def import_gender_and_age(age, gender):\n","    gender_binary = clean_up_gender_data(gender)\n","    age_clean = clean_up_age_data(age)\n","    print(\"gender data shape: {}\".format(gender_binary.shape[0]))\n","    print(\"age data shape: {}\".format(age_clean.shape[0]))\n","    return age_clean, gender_binary"],"execution_count":24,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Xnz_i7DRgET3","executionInfo":{"status":"ok","timestamp":1607793728413,"user_tz":-60,"elapsed":173578,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"66963258-336c-4ec0-f7f4-d323aec2cf60"},"source":["age, gender = import_gender_and_age(age, gender)"],"execution_count":25,"outputs":[{"output_type":"stream","text":["gender data shape: 43101\n","age data shape: 43101\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"oo64WQEegcv1","executionInfo":{"status":"ok","timestamp":1607793728414,"user_tz":-60,"elapsed":173007,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["def make_undefined_class(labels, df_unscored):\n","    df_labels = pd.DataFrame(labels)\n","    for i in range(len(df_unscored.iloc[0:,1])):\n","        df_labels.replace(to_replace=str(df_unscored.iloc[i,1]), inplace=True ,value=\"undefined class\", regex=True)\n","\n","    return df_labels"],"execution_count":26,"outputs":[]},{"cell_type":"code","metadata":{"id":"RJFCVs5sgRSI","executionInfo":{"status":"ok","timestamp":1607793732618,"user_tz":-60,"elapsed":4196,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["SNOMED_scored=pd.read_csv(\"SNOMED_mappings_scored.csv\", sep=\";\")\n","SNOMED_unscored=pd.read_csv(\"SNOMED_mappings_unscored.csv\", sep=\";\")\n","df_labels = make_undefined_class(labels,SNOMED_unscored)"],"execution_count":27,"outputs":[]},{"cell_type":"code","metadata":{"id":"ws4j-pbQg4PG","executionInfo":{"status":"ok","timestamp":1607793732619,"user_tz":-60,"elapsed":4194,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["def onehot_encode(df_labels):\n","    one_hot = MultiLabelBinarizer()\n","    y=one_hot.fit_transform(df_labels[0].str.split(pat=','))\n","    print(\"The classes we will look at are encoded as SNOMED CT codes:\")\n","    print(one_hot.classes_)\n","    y = np.delete(y, -1, axis=1)\n","    print(\"classes: {}\".format(y.shape[1]))\n","    return y, one_hot.classes_[0:-1]"],"execution_count":28,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ljAmEeIvg3Dp","executionInfo":{"status":"ok","timestamp":1607793732620,"user_tz":-60,"elapsed":4180,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"3a8ff567-b9d9-4b3b-928d-ecb564268e3b"},"source":["y , snomed_classes = onehot_encode(df_labels)"],"execution_count":29,"outputs":[{"output_type":"stream","text":["The classes we will look at are encoded as SNOMED CT codes:\n","['10370003' '111975006' '164889003' '164890007' '164909002' '164917005'\n"," '164934002' '164947007' '17338001' '251146004' '270492004' '284470004'\n"," '39732003' '426177001' '426627000' '426783006' '427084000' '427172004'\n"," '427393009' '445118002' '47665007' '59118001' '59931005' '63593006'\n"," '698252002' '713426002' '713427006' 'undefined class']\n","classes: 27\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"y94HxfgWhGbN","executionInfo":{"status":"ok","timestamp":1607795039803,"user_tz":-60,"elapsed":931,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["def plot_classes(classes, scored_classes,y):\n","    for j in range(len(classes)):\n","        for i in range(len(scored_classes.iloc[:,1])):\n","            if (str(scored_classes.iloc[:,1][i]) == classes[j]):\n","                classes[j] = scored_classes.iloc[:,0][i]\n","    plt.figure(figsize=(30,20))\n","    plt.bar(x=classes,height=y.sum(axis=0), color=\"black\")\n","    plt.title(\"Distribution of Diagnosis\", color = \"black\", fontsize = 30)\n","    plt.tick_params(axis=\"both\", colors = \"black\")\n","    plt.xlabel(\"Diagnosis\", color = \"black\")\n","    plt.ylabel(\"Count\", color = \"black\")\n","    plt.xticks(rotation=90, fontsize=20)\n","    plt.yticks(fontsize = 20)\n","    plt.savefig(\"fordeling.png\")\n","    plt.show()"],"execution_count":38,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":806},"id":"zfPX2_jBhEjz","executionInfo":{"status":"ok","timestamp":1607795041842,"user_tz":-60,"elapsed":2960,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"67341370-3065-4ced-d895-929cb918f5e1"},"source":["plot_classes(snomed_classes, SNOMED_scored,y)"],"execution_count":39,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 2160x1440 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1km2x2VKDWia","executionInfo":{"status":"ok","timestamp":1607795066054,"user_tz":-60,"elapsed":2801,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}},"outputId":"826ab7e9-a3b7-44ac-bf00-e291c12222dc"},"source":["pip install XGBoost"],"execution_count":40,"outputs":[{"output_type":"stream","text":["Requirement already satisfied: XGBoost in /usr/local/lib/python3.6/dist-packages (0.90)\n","Requirement already satisfied: scipy in /usr/local/lib/python3.6/dist-packages (from XGBoost) (1.4.1)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from XGBoost) (1.18.5)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"zKcZW5DDDc2Y","executionInfo":{"status":"ok","timestamp":1607795112410,"user_tz":-60,"elapsed":975,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"}}},"source":["from xgboost import XGBClassifier"],"execution_count":43,"outputs":[]},{"cell_type":"code","metadata":{"id":"oXCkhqXbDobE"},"source":["XGBClassifier()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"l4272zhwhWR6"},"source":["def get_labels_for_all_combinations(y):\n","    y_all_combinations = LabelEncoder().fit_transform([''.join(str(l)) for l in y])\n","    return y_all_combinations"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"iEogvny1hOwi","executionInfo":{"elapsed":63336,"status":"ok","timestamp":1607620801185,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"},"user_tz":-60},"outputId":"575cad8b-f591-4d41-e203-55007698cf54"},"source":["y_all_comb = get_labels_for_all_combinations(y)\n","print(\"Total number of unique combinations of diagnosis: {}\".format(len(np.unique(y_all_comb))))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Total number of unique combinations of diagnosis: 1414\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"k-lkQ-QIhdii"},"source":["def split_data(labels, y_all_combo):\n","    folds = list(StratifiedKFold(n_splits=10, shuffle=True, random_state=42).split(labels,y_all_combo))\n","    print(\"Training split: {}\".format(len(folds[0][0])))\n","    print(\"Validation split: {}\".format(len(folds[0][1])))\n","    return folds"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"rtUaaTHR-jlH"},"source":["def split_data_opt(labels, y_all_combo):\n","    folds = list(StratifiedKFold(n_splits=10, shuffle=True, random_state=42).split(labels,y_all_combo))\n","    print(\"Training split: {}\".format(len(folds[0][0])))\n","    print(\"Validation split: {}\".format(len(folds[0][1])))\n","    return folds"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"y6x68t-qhuKj","executionInfo":{"elapsed":63323,"status":"ok","timestamp":1607620801186,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"},"user_tz":-60},"outputId":"d5ef4d2b-38dc-43b0-f726-f3cd990ae018"},"source":["folds = split_data(labels, y_all_comb)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Training split: 38790\n","Validation split: 4311\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_split.py:667: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.\n","  % (min_groups, self.n_splits)), UserWarning)\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"ahI1bQ79h6h6"},"source":["def plot_all_folds(folds,y,onehot_enc):\n","    X_axis_labels=onehot_enc\n","    plt.figure(figsize=(20,100))\n","    h=1\n","    for i in range(len(folds)):\n","        plt.subplot(10,2,h)\n","        plt.subplots_adjust(hspace=1.0)\n","        plt.bar(x= X_axis_labels, height=y[folds[i][0]].sum(axis=0))\n","        plt.title(\"Distribution of Diagnosis - Training set - Fold {}\".format(i+1) ,fontsize=\"20\", color = \"black\")\n","        plt.tick_params(axis=\"both\", colors = \"black\")\n","        plt.xticks(rotation=90, fontsize=10)\n","        plt.yticks(fontsize = 10)\n","        #plt.xlabel(\"Diagnosis\", color = \"white\")\n","        plt.ylabel(\"Count\", color = \"black\")\n","        h=h+1\n","        plt.subplot(10,2,h)\n","        plt.subplots_adjust(hspace=1.0)\n","        plt.bar(x= X_axis_labels, height=y[folds[i][1]].sum(axis=0))\n","        plt.title(\"Distribution of Diagnosis - Validation set - Fold {}\".format(i+1) ,fontsize=\"20\", color = \"black\")\n","        plt.tick_params(axis=\"both\", colors = \"black\")\n","        #plt.xlabel(\"Diagnosis\", color = \"white\")\n","        plt.ylabel(\"Count\", color = \"black\")\n","        plt.xticks(rotation=90, fontsize=10)\n","        plt.yticks(fontsize = 10)\n","        h=h+1"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"LtliBk5uhzlp","executionInfo":{"elapsed":72125,"status":"ok","timestamp":1607620810001,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"},"user_tz":-60},"outputId":"9fd1009d-2c54-4186-be9c-581c8b442206"},"source":["plot_all_folds(folds,y,snomed_classes)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x7200 with 20 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"CZpchj3piELO"},"source":["def shuffle_batch_generator_demo(batch_size, gen_x,gen_y, gen_z): \n","    np.random.shuffle(order_array)\n","    batch_features = np.zeros((batch_size,5000, 12))\n","    batch_labels = np.zeros((batch_size,snomed_classes.shape[0])) #drop undef class\n","    batch_demo_data = np.zeros((batch_size,2))\n","    while True:\n","        for i in range(batch_size):\n","\n","            batch_features[i] = next(gen_x)\n","            batch_labels[i] = next(gen_y)\n","            batch_demo_data[i] = next(gen_z)\n","\n","        X_combined = [batch_features, batch_demo_data]\n","        yield X_combined, batch_labels\n","        \n","def shuffle_batch_generator(batch_size, gen_x,gen_y): \n","    np.random.shuffle(order_array)\n","    batch_features = np.zeros((batch_size,5000, 12))\n","    batch_labels = np.zeros((batch_size,snomed_classes.shape[0])) #drop undef class\n","    while True:\n","        for i in range(batch_size):\n","\n","            batch_features[i] = next(gen_x)\n","            batch_labels[i] = next(gen_y)\n","            \n","        yield batch_features, batch_labels\n","\n","def generate_y_shuffle(y_train):\n","    while True:\n","        for i in order_array:\n","            y_shuffled = y_train[i]\n","            yield y_shuffled\n","\n","\n","def generate_X_shuffle(X_train):\n","    while True:\n","        for i in order_array:\n","                #if filepath.endswith(\".mat\"):\n","                    data, header_data = load_challenge_data(X_train[i])\n","                    X_train_new = pad_sequences(data, maxlen=5000, truncating='post',padding=\"post\")\n","                    X_train_new = X_train_new.reshape(5000,12)\n","                    yield X_train_new\n","\n","def generate_z_shuffle(age_train, gender_train):\n","    while True:\n","        for i in order_array:\n","            gen_age = age_train[i]\n","            gen_gender = gender_train[i]\n","            z_train = [gen_age , gen_gender]\n","            yield z_train"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"E_ZUxBAYiWNJ"},"source":["def calculating_class_weights(y_true):\n","    number_dim = np.shape(y_true)[1]\n","    weights = np.empty([number_dim, 2])\n","    for i in range(number_dim):\n","        weights[i] = compute_class_weight('balanced', [0.,1.], y_true[:, i])\n","    return weights"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"PSe8tS4QiRCi"},"source":["new_weights=calculating_class_weights(y)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bX5ymMociuD-","executionInfo":{"elapsed":72361,"status":"ok","timestamp":1607620810257,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"},"user_tz":-60},"outputId":"1cd87f0d-d4a0-4b2b-a829-ccab6ce3b82e"},"source":["keys = np.arange(0,27,1)\n","weight_dictionary = dict(zip(keys, new_weights.T[1]))\n","weight_dictionary"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{0: 72.0752508361204,\n"," 1: 14.243555849306015,\n"," 2: 6.201582733812949,\n"," 3: 68.63216560509554,\n"," 4: 20.701729106628243,\n"," 5: 21.273938795656466,\n"," 6: 4.611705542478066,\n"," 7: 63.383823529411764,\n"," 8: 59.04246575342466,\n"," 9: 38.759892086330936,\n"," 10: 9.00187969924812,\n"," 11: 12.464141122035858,\n"," 12: 3.5409957279000985,\n"," 13: 9.13543874523103,\n"," 14: 74.828125,\n"," 15: 1.0337954523649622,\n"," 16: 8.971898417985013,\n"," 17: 114.63031914893617,\n"," 18: 17.379435483870967,\n"," 19: 11.932724252491694,\n"," 20: 50.469555035128806,\n"," 21: 8.971898417985013,\n"," 22: 19.379946043165468,\n"," 23: 100.23488372093023,\n"," 24: 21.615346038114343,\n"," 25: 13.37709497206704,\n"," 26: 31.552708638360176}"]},"metadata":{"tags":[]},"execution_count":42}]},{"cell_type":"code","metadata":{"id":"_ZLHTtMxizYh"},"source":["reduce_lr = tf.keras.callbacks.ReduceLROnPlateau(\n","    monitor='val_AUC', factor=0.1, patience=1, verbose=1, mode='max',\n","    min_delta=0.0001, cooldown=0, min_lr=0\n",")\n","\n","early_stop = tf.keras.callbacks.EarlyStopping(monitor='val_AUC', mode='max', verbose=1, patience=2)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"tePDPh2di3ty"},"source":["from scipy import optimize\n","def thr_chall_metrics(thr, label, output_prob):\n","    return -compute_challenge_metric_for_opt(label, np.array(output_prob>thr))"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"L7KwBaLVjgKx"},"source":["def iterate_threshold(y_pred, ecg_filenames, y ,val_fold ):\n","    init_thresholds = np.arange(0,1,0.05)\n","    \n","    all_scores = []\n","    for i in init_thresholds:\n","        pred_output = y_pred > i\n","        pred_output = pred_output * 1\n","        score = compute_challenge_metric_for_opt(generate_validation_data(ecg_filenames,y,val_fold)[1],pred_output)\n","        print(score)\n","        all_scores.append(score)\n","    all_scores = np.asarray(all_scores)\n","    \n","    return all_scores"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"E_phMrjh41N5"},"source":["def iterate_threshold_new(y_true,y_pred):\n","    init_thresholds = np.arange(0,1,0.05)\n","    \n","    all_scores = []\n","    for i in init_thresholds:\n","        pred_output = y_pred > i\n","        pred_output = pred_output * 1\n","        score = compute_challenge_metric_for_opt(y_true,pred_output)\n","        print(score)\n","        all_scores.append(score)\n","    all_scores = np.asarray(all_scores)\n","    \n","    return all_scores"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"G37wRsgtjuM2"},"source":["def generate_validation_data(ecg_filenames, y,test_order_array):\n","    y_train_gridsearch=y[test_order_array]\n","    ecg_filenames_train_gridsearch=ecg_filenames[test_order_array]\n","\n","    ecg_train_timeseries=[]\n","    for names in ecg_filenames_train_gridsearch:\n","        data, header_data = load_challenge_data(names)\n","        data = pad_sequences(data, maxlen=5000, truncating='post',padding=\"post\")\n","        ecg_train_timeseries.append(data)\n","    X_train_gridsearch = np.asarray(ecg_train_timeseries)\n","\n","    X_train_gridsearch = X_train_gridsearch.reshape(ecg_filenames_train_gridsearch.shape[0],5000,12)\n","\n","    return X_train_gridsearch, y_train_gridsearch"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"eXO1FjzfkIfg"},"source":["def compute_challenge_metric_for_opt(labels, outputs):\n","    classes=['10370003','111975006','164889003','164890007','164909002','164917005','164934002','164947007','17338001',\n"," '251146004','270492004','284470004','39732003','426177001','426627000','426783006','427084000','427172004','427393009','445118002','47665007','59118001',\n"," '59931005','63593006','698252002','713426002','713427006']\n","\n","\n","    normal_class = '426783006'\n","    weights = np.array([[1.    , 0.425 , 0.375 , 0.375 , 0.4   , 0.275 , 0.375 , 0.425 ,\n","        0.5   , 0.45  , 0.425 , 0.4625, 0.475 , 0.425 , 0.425 , 0.375 ,\n","        0.5   , 0.5   , 0.425 , 0.475 , 0.475 , 0.475 , 0.375 , 0.4625,\n","        0.475 , 0.425 , 0.475 ],\n","       [0.425 , 1.    , 0.45  , 0.45  , 0.475 , 0.35  , 0.45  , 0.35  ,\n","        0.425 , 0.475 , 0.35  , 0.3875, 0.4   , 0.35  , 0.35  , 0.3   ,\n","        0.425 , 0.425 , 0.35  , 0.4   , 0.4   , 0.45  , 0.45  , 0.3875,\n","        0.4   , 0.35  , 0.45  ],\n","       [0.375 , 0.45  , 1.    , 0.5   , 0.475 , 0.4   , 0.5   , 0.3   ,\n","        0.375 , 0.425 , 0.3   , 0.3375, 0.35  , 0.3   , 0.3   , 0.25  ,\n","        0.375 , 0.375 , 0.3   , 0.35  , 0.35  , 0.4   , 0.5   , 0.3375,\n","        0.35  , 0.3   , 0.4   ],\n","       [0.375 , 0.45  , 0.5   , 1.    , 0.475 , 0.4   , 0.5   , 0.3   ,\n","        0.375 , 0.425 , 0.3   , 0.3375, 0.35  , 0.3   , 0.3   , 0.25  ,\n","        0.375 , 0.375 , 0.3   , 0.35  , 0.35  , 0.4   , 0.5   , 0.3375,\n","        0.35  , 0.3   , 0.4   ],\n","       [0.4   , 0.475 , 0.475 , 0.475 , 1.    , 0.375 , 0.475 , 0.325 ,\n","        0.4   , 0.45  , 0.325 , 0.3625, 0.375 , 0.325 , 0.325 , 0.275 ,\n","        0.4   , 0.4   , 0.325 , 0.375 , 0.375 , 0.425 , 0.475 , 0.3625,\n","        0.375 , 0.325 , 0.425 ],\n","       [0.275 , 0.35  , 0.4   , 0.4   , 0.375 , 1.    , 0.4   , 0.2   ,\n","        0.275 , 0.325 , 0.2   , 0.2375, 0.25  , 0.2   , 0.2   , 0.15  ,\n","        0.275 , 0.275 , 0.2   , 0.25  , 0.25  , 0.3   , 0.4   , 0.2375,\n","        0.25  , 0.2   , 0.3   ],\n","       [0.375 , 0.45  , 0.5   , 0.5   , 0.475 , 0.4   , 1.    , 0.3   ,\n","        0.375 , 0.425 , 0.3   , 0.3375, 0.35  , 0.3   , 0.3   , 0.25  ,\n","        0.375 , 0.375 , 0.3   , 0.35  , 0.35  , 0.4   , 0.5   , 0.3375,\n","        0.35  , 0.3   , 0.4   ],\n","       [0.425 , 0.35  , 0.3   , 0.3   , 0.325 , 0.2   , 0.3   , 1.    ,\n","        0.425 , 0.375 , 0.5   , 0.4625, 0.45  , 0.5   , 0.5   , 0.45  ,\n","        0.425 , 0.425 , 0.5   , 0.45  , 0.45  , 0.4   , 0.3   , 0.4625,\n","        0.45  , 0.5   , 0.4   ],\n","       [0.5   , 0.425 , 0.375 , 0.375 , 0.4   , 0.275 , 0.375 , 0.425 ,\n","        1.    , 0.45  , 0.425 , 0.4625, 0.475 , 0.425 , 0.425 , 0.375 ,\n","        0.5   , 1.    , 0.425 , 0.475 , 0.475 , 0.475 , 0.375 , 0.4625,\n","        0.475 , 0.425 , 0.475 ],\n","       [0.45  , 0.475 , 0.425 , 0.425 , 0.45  , 0.325 , 0.425 , 0.375 ,\n","        0.45  , 1.    , 0.375 , 0.4125, 0.425 , 0.375 , 0.375 , 0.325 ,\n","        0.45  , 0.45  , 0.375 , 0.425 , 0.425 , 0.475 , 0.425 , 0.4125,\n","        0.425 , 0.375 , 0.475 ],\n","       [0.425 , 0.35  , 0.3   , 0.3   , 0.325 , 0.2   , 0.3   , 0.5   ,\n","        0.425 , 0.375 , 1.    , 0.4625, 0.45  , 0.5   , 0.5   , 0.45  ,\n","        0.425 , 0.425 , 0.5   , 0.45  , 0.45  , 0.4   , 0.3   , 0.4625,\n","        0.45  , 0.5   , 0.4   ],\n","       [0.4625, 0.3875, 0.3375, 0.3375, 0.3625, 0.2375, 0.3375, 0.4625,\n","        0.4625, 0.4125, 0.4625, 1.    , 0.4875, 0.4625, 0.4625, 0.4125,\n","        0.4625, 0.4625, 0.4625, 0.4875, 0.4875, 0.4375, 0.3375, 1.    ,\n","        0.4875, 0.4625, 0.4375],\n","       [0.475 , 0.4   , 0.35  , 0.35  , 0.375 , 0.25  , 0.35  , 0.45  ,\n","        0.475 , 0.425 , 0.45  , 0.4875, 1.    , 0.45  , 0.45  , 0.4   ,\n","        0.475 , 0.475 , 0.45  , 0.5   , 0.5   , 0.45  , 0.35  , 0.4875,\n","        0.5   , 0.45  , 0.45  ],\n","       [0.425 , 0.35  , 0.3   , 0.3   , 0.325 , 0.2   , 0.3   , 0.5   ,\n","        0.425 , 0.375 , 0.5   , 0.4625, 0.45  , 1.    , 0.5   , 0.45  ,\n","        0.425 , 0.425 , 0.5   , 0.45  , 0.45  , 0.4   , 0.3   , 0.4625,\n","        0.45  , 0.5   , 0.4   ],\n","       [0.425 , 0.35  , 0.3   , 0.3   , 0.325 , 0.2   , 0.3   , 0.5   ,\n","        0.425 , 0.375 , 0.5   , 0.4625, 0.45  , 0.5   , 1.    , 0.45  ,\n","        0.425 , 0.425 , 0.5   , 0.45  , 0.45  , 0.4   , 0.3   , 0.4625,\n","        0.45  , 0.5   , 0.4   ],\n","       [0.375 , 0.3   , 0.25  , 0.25  , 0.275 , 0.15  , 0.25  , 0.45  ,\n","        0.375 , 0.325 , 0.45  , 0.4125, 0.4   , 0.45  , 0.45  , 1.    ,\n","        0.375 , 0.375 , 0.45  , 0.4   , 0.4   , 0.35  , 0.25  , 0.4125,\n","        0.4   , 0.45  , 0.35  ],\n","       [0.5   , 0.425 , 0.375 , 0.375 , 0.4   , 0.275 , 0.375 , 0.425 ,\n","        0.5   , 0.45  , 0.425 , 0.4625, 0.475 , 0.425 , 0.425 , 0.375 ,\n","        1.    , 0.5   , 0.425 , 0.475 , 0.475 , 0.475 , 0.375 , 0.4625,\n","        0.475 , 0.425 , 0.475 ],\n","       [0.5   , 0.425 , 0.375 , 0.375 , 0.4   , 0.275 , 0.375 , 0.425 ,\n","        1.    , 0.45  , 0.425 , 0.4625, 0.475 , 0.425 , 0.425 , 0.375 ,\n","        0.5   , 1.    , 0.425 , 0.475 , 0.475 , 0.475 , 0.375 , 0.4625,\n","        0.475 , 0.425 , 0.475 ],\n","       [0.425 , 0.35  , 0.3   , 0.3   , 0.325 , 0.2   , 0.3   , 0.5   ,\n","        0.425 , 0.375 , 0.5   , 0.4625, 0.45  , 0.5   , 0.5   , 0.45  ,\n","        0.425 , 0.425 , 1.    , 0.45  , 0.45  , 0.4   , 0.3   , 0.4625,\n","        0.45  , 0.5   , 0.4   ],\n","       [0.475 , 0.4   , 0.35  , 0.35  , 0.375 , 0.25  , 0.35  , 0.45  ,\n","        0.475 , 0.425 , 0.45  , 0.4875, 0.5   , 0.45  , 0.45  , 0.4   ,\n","        0.475 , 0.475 , 0.45  , 1.    , 0.5   , 0.45  , 0.35  , 0.4875,\n","        0.5   , 0.45  , 0.45  ],\n","       [0.475 , 0.4   , 0.35  , 0.35  , 0.375 , 0.25  , 0.35  , 0.45  ,\n","        0.475 , 0.425 , 0.45  , 0.4875, 0.5   , 0.45  , 0.45  , 0.4   ,\n","        0.475 , 0.475 , 0.45  , 0.5   , 1.    , 0.45  , 0.35  , 0.4875,\n","        0.5   , 0.45  , 0.45  ],\n","       [0.475 , 0.45  , 0.4   , 0.4   , 0.425 , 0.3   , 0.4   , 0.4   ,\n","        0.475 , 0.475 , 0.4   , 0.4375, 0.45  , 0.4   , 0.4   , 0.35  ,\n","        0.475 , 0.475 , 0.4   , 0.45  , 0.45  , 1.    , 0.4   , 0.4375,\n","        0.45  , 0.4   , 1.    ],\n","       [0.375 , 0.45  , 0.5   , 0.5   , 0.475 , 0.4   , 0.5   , 0.3   ,\n","        0.375 , 0.425 , 0.3   , 0.3375, 0.35  , 0.3   , 0.3   , 0.25  ,\n","        0.375 , 0.375 , 0.3   , 0.35  , 0.35  , 0.4   , 1.    , 0.3375,\n","        0.35  , 0.3   , 0.4   ],\n","       [0.4625, 0.3875, 0.3375, 0.3375, 0.3625, 0.2375, 0.3375, 0.4625,\n","        0.4625, 0.4125, 0.4625, 1.    , 0.4875, 0.4625, 0.4625, 0.4125,\n","        0.4625, 0.4625, 0.4625, 0.4875, 0.4875, 0.4375, 0.3375, 1.    ,\n","        0.4875, 0.4625, 0.4375],\n","       [0.475 , 0.4   , 0.35  , 0.35  , 0.375 , 0.25  , 0.35  , 0.45  ,\n","        0.475 , 0.425 , 0.45  , 0.4875, 0.5   , 0.45  , 0.45  , 0.4   ,\n","        0.475 , 0.475 , 0.45  , 0.5   , 0.5   , 0.45  , 0.35  , 0.4875,\n","        1.    , 0.45  , 0.45  ],\n","       [0.425 , 0.35  , 0.3   , 0.3   , 0.325 , 0.2   , 0.3   , 0.5   ,\n","        0.425 , 0.375 , 0.5   , 0.4625, 0.45  , 0.5   , 0.5   , 0.45  ,\n","        0.425 , 0.425 , 0.5   , 0.45  , 0.45  , 0.4   , 0.3   , 0.4625,\n","        0.45  , 1.    , 0.4   ],\n","       [0.475 , 0.45  , 0.4   , 0.4   , 0.425 , 0.3   , 0.4   , 0.4   ,\n","        0.475 , 0.475 , 0.4   , 0.4375, 0.45  , 0.4   , 0.4   , 0.35  ,\n","        0.475 , 0.475 , 0.4   , 0.45  , 0.45  , 1.    , 0.4   , 0.4375,\n","        0.45  , 0.4   , 1.    ]])\n","    \n","    num_recordings, num_classes = np.shape(labels)\n","    normal_index = classes.index(normal_class)\n","\n","    # Compute the observed score.\n","    A = compute_modified_confusion_matrix(labels, outputs)\n","    observed_score = np.nansum(weights * A)\n","\n","    # Compute the score for the model that always chooses the correct label(s).\n","    correct_outputs = labels\n","    A = compute_modified_confusion_matrix(labels, correct_outputs)\n","    correct_score = np.nansum(weights * A)\n","\n","    # Compute the score for the model that always chooses the normal class.\n","    inactive_outputs = np.zeros((num_recordings, num_classes), dtype=np.bool)\n","    inactive_outputs[:, normal_index] = 1\n","    A = compute_modified_confusion_matrix(labels, inactive_outputs)\n","    inactive_score = np.nansum(weights * A)\n","\n","    if correct_score != inactive_score:\n","        normalized_score = float(observed_score - inactive_score) / float(correct_score - inactive_score)\n","    else:\n","        normalized_score = float('nan')\n","\n","    return normalized_score\n","\n","def compute_modified_confusion_matrix(labels, outputs):\n","    # Compute a binary multi-class, multi-label confusion matrix, where the rows\n","    # are the labels and the columns are the outputs.\n","    num_recordings, num_classes = np.shape(labels)\n","    A = np.zeros((num_classes, num_classes))\n","\n","    # Iterate over all of the recordings.\n","    for i in range(num_recordings):\n","        # Calculate the number of positive labels and/or outputs.\n","        normalization = float(max(np.sum(np.any((labels[i, :], outputs[i, :]), axis=0)), 1))\n","        # Iterate over all of the classes.\n","        for j in range(num_classes):\n","            # Assign full and/or partial credit for each positive class.\n","            if labels[i, j]:\n","                for k in range(num_classes):\n","                    if outputs[i, k]:\n","                        A[j, k] += 1.0/normalization\n","\n","    return A\n","\n","\n","def compute_f_measure(labels, outputs):\n","    num_recordings, num_classes = np.shape(labels)\n","\n","    A = compute_confusion_matrices(labels, outputs)\n","\n","    f_measure = np.zeros(num_classes)\n","    for k in range(num_classes):\n","        tp, fp, fn, tn = A[k, 1, 1], A[k, 1, 0], A[k, 0, 1], A[k, 0, 0]\n","        if 2 * tp + fp + fn:\n","            f_measure[k] = float(2 * tp) / float(2 * tp + fp + fn)\n","        else:\n","            f_measure[k] = float('nan')\n","\n","    macro_f_measure = np.nanmean(f_measure)\n","\n","    return macro_f_measure\n","\n","# Compute F-beta and G-beta measures from the unofficial phase of the Challenge.\n","def compute_beta_measures(labels, outputs, beta):\n","    num_recordings, num_classes = np.shape(labels)\n","\n","    A = compute_confusion_matrices(labels, outputs, normalize=True)\n","\n","    f_beta_measure = np.zeros(num_classes)\n","    g_beta_measure = np.zeros(num_classes)\n","    for k in range(num_classes):\n","        tp, fp, fn, tn = A[k, 1, 1], A[k, 1, 0], A[k, 0, 1], A[k, 0, 0]\n","        if (1+beta**2)*tp + fp + beta**2*fn:\n","            f_beta_measure[k] = float((1+beta**2)*tp) / float((1+beta**2)*tp + fp + beta**2*fn)\n","        else:\n","            f_beta_measure[k] = float('nan')\n","        if tp + fp + beta*fn:\n","            g_beta_measure[k] = float(tp) / float(tp + fp + beta*fn)\n","        else:\n","            g_beta_measure[k] = float('nan')\n","\n","    macro_f_beta_measure = np.nanmean(f_beta_measure)\n","    macro_g_beta_measure = np.nanmean(g_beta_measure)\n","\n","    return macro_f_beta_measure, macro_g_beta_measure\n","\n","# Compute recording-wise accuracy.\n","def compute_accuracy(labels, outputs):\n","    num_recordings, num_classes = np.shape(labels)\n","\n","    num_correct_recordings = 0\n","    for i in range(num_recordings):\n","        if np.all(labels[i, :]==outputs[i, :]):\n","            num_correct_recordings += 1\n","\n","    return float(num_correct_recordings) / float(num_recordings)\n","\n","# Compute confusion matrices.\n","def compute_confusion_matrices(labels, outputs, normalize=False):\n","    # Compute a binary confusion matrix for each class k:\n","    #\n","    #     [TN_k FN_k]\n","    #     [FP_k TP_k]\n","    #\n","    # If the normalize variable is set to true, then normalize the contributions\n","    # to the confusion matrix by the number of labels per recording.\n","    num_recordings, num_classes = np.shape(labels)\n","\n","    if not normalize:\n","        A = np.zeros((num_classes, 2, 2))\n","        for i in range(num_recordings):\n","            for j in range(num_classes):\n","                if labels[i, j]==1 and outputs[i, j]==1: # TP\n","                    A[j, 1, 1] += 1\n","                elif labels[i, j]==0 and outputs[i, j]==1: # FP\n","                    A[j, 1, 0] += 1\n","                elif labels[i, j]==1 and outputs[i, j]==0: # FN\n","                    A[j, 0, 1] += 1\n","                elif labels[i, j]==0 and outputs[i, j]==0: # TN\n","                    A[j, 0, 0] += 1\n","                else: # This condition should not happen.\n","                    raise ValueError('Error in computing the confusion matrix.')\n","    else:\n","        A = np.zeros((num_classes, 2, 2))\n","        for i in range(num_recordings):\n","            normalization = float(max(np.sum(labels[i, :]), 1))\n","            for j in range(num_classes):\n","                if labels[i, j]==1 and outputs[i, j]==1: # TP\n","                    A[j, 1, 1] += 1.0/normalization\n","                elif labels[i, j]==0 and outputs[i, j]==1: # FP\n","                    A[j, 1, 0] += 1.0/normalization\n","                elif labels[i, j]==1 and outputs[i, j]==0: # FN\n","                    A[j, 0, 1] += 1.0/normalization\n","                elif labels[i, j]==0 and outputs[i, j]==0: # TN\n","                    A[j, 0, 0] += 1.0/normalization\n","                else: # This condition should not happen.\n","                    raise ValueError('Error in computing the confusion matrix.')\n","\n","    return A\n","\n","\n","def compute_modified_confusion_matrix_nonorm(labels, outputs):\n","    # Compute a binary multi-class, multi-label confusion matrix, where the rows\n","    # are the labels and the columns are the outputs.\n","    num_recordings, num_classes = np.shape(labels)\n","    A = np.zeros((num_classes, num_classes))\n","\n","    # Iterate over all of the recordings.\n","    for i in range(num_recordings):\n","        # Calculate the number of positive labels and/or outputs.\n","        #####normalization = float(max(np.sum(np.any((labels[i, :], outputs[i, :]), axis=0)), 1))\n","        # Iterate over all of the classes.\n","        for j in range(num_classes):\n","            # Assign full and/or partial credit for each positive class.\n","            if labels[i, j]:\n","                for k in range(num_classes):\n","                    if outputs[i, k]:\n","                        A[j, k] += 1.0#/normalization\n","\n","    return A\n","\n","\n","def plot_classes(classes,snomedscored,y_label):\n","    for j in range(len(classes)):\n","        for i in range(len(snomedscored.iloc[:,1])):\n","            if (str(snomedscored.iloc[:,1][i]) == classes[j]):\n","                classes[j] = snomedscored.iloc[:,0][i]\n","    plt.style.use(['seaborn-paper'])      \n","    plt.figure(figsize=(30,20))\n","    plt.bar(x=classes,height=y_label.sum(axis=0),color=\"black\")\n","    #plt.title(\"Distribution of Diagnosis\", color = \"black\")\n","    plt.tick_params(axis=\"both\", colors = \"black\")\n","    plt.xlabel(\"Diagnosis\", color = \"black\",fontsize = 40)\n","    plt.ylabel(\"Count\", color = \"black\", fontsize=40)\n","    plt.xticks(rotation=90, fontsize=40)\n","    plt.yticks(fontsize = 40)\n","    plt.savefig(\"diagnoses_distribution.png\",dpi=200,bbox_inches = 'tight')\n","    plt.show()\n","    \n","\n","def plot_classes_2(classes,y_label,snomedscored, norskliste):\n","\n","    for j in range(len(classes)):\n","        for i in range(len(snomedscored.iloc[:,1])):\n","            if (str(snomedscored.iloc[:,1][i]) == classes[j]):\n","                classes[j] = snomedscored.iloc[:,0][i]\n","    plt.figure(figsize=(20,10))\n","    plt.gca()\n","    plt.bar(x=norskliste,height=y_label.sum(axis=0))\n","    #plt.title(\"Distribution of Diagnosis\", color = \"black\")\n","    plt.tick_params(axis=\"both\", colors = \"black\")\n","    plt.xlabel(\"Diagnoser\", color = \"black\", fontsize=20)\n","    plt.ylabel(\"Antall\", color = \"black\", fontsize=20)\n","\n","    plt.xticks(rotation=90, fontsize=20)\n","    #plt.grid()\n","    plt.yticks(fontsize = 20)\n","    plt.savefig(\"fordeling.png\",dpi=200,bbox_inches = 'tight')\n","    plt.show()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"UiMuKP-ejF6G"},"source":["def FCN():\n","    inputlayer = keras.layers.Input(shape=(5000,12)) \n","\n","    conv1 = keras.layers.Conv1D(filters=128, kernel_size=8,input_shape=(5000,12), padding='same')(inputlayer)\n","    conv1 = keras.layers.BatchNormalization()(conv1)\n","    conv1 = keras.layers.Activation(activation='relu')(conv1)\n","\n","    conv2 = keras.layers.Conv1D(filters=256, kernel_size=5, padding='same')(conv1)\n","    conv2 = keras.layers.BatchNormalization()(conv2)\n","    conv2 = keras.layers.Activation('relu')(conv2)\n","\n","    conv3 = keras.layers.Conv1D(128, kernel_size=3,padding='same')(conv2)\n","    conv3 = keras.layers.BatchNormalization()(conv3)\n","    conv3 = keras.layers.Activation('relu')(conv3)\n","\n","    gap_layer = keras.layers.GlobalAveragePooling1D()(conv3)\n","\n","\n","    outputlayer = keras.layers.Dense(27, activation='sigmoid')(gap_layer)\n","\n","    model = keras.Model(inputs=inputlayer, outputs=outputlayer)\n","  \n","\n","\n","    model.compile(loss=tf.keras.losses.BinaryCrossentropy(), optimizer=tf.keras.optimizers.Adam(learning_rate=0.001), metrics=[tf.keras.metrics.BinaryAccuracy(\n","        name='accuracy', dtype=None, threshold=0.5),tf.keras.metrics.Recall(name='Recall'),tf.keras.metrics.Precision(name='Precision'), \n","                    tf.keras.metrics.AUC(\n","        num_thresholds=200,\n","        curve=\"ROC\",\n","        summation_method=\"interpolation\",\n","        name=\"AUC\",\n","        dtype=None,\n","        thresholds=None,\n","        multi_label=True,\n","        label_weights=None,\n","    )])\n","\n","    return model"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"uQ2dwB6Zi6qF","executionInfo":{"elapsed":17994069,"status":"ok","timestamp":1607450689246,"user":{"displayName":"Bjørn-Jostein Singstad","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgbT952bSxEJGPgix_eIyqsgxYfJpyxLTVk86pC=s64","userId":"13071319855773021895"},"user_tz":-60},"outputId":"c7aaeb72-a533-465d-8d5f-47e7fa3b88c0"},"source":["val_res = np.zeros(shape=(6,10))\n","training_res = np.zeros(shape=(6,10))\n","\n","score_array=[]\n","for i in range(len(folds)):\n","    print(\"{}-fold\".format(i))\n","    y_train = y[folds[i][0]]\n","    y_val = y[folds[i][1]]\n","    order_array = folds[i][0]\n","    model = FCN() # velg modell\n","    batchsize = 30\n","    model.fit(x=shuffle_batch_generator(batch_size=batchsize, gen_x=generate_X_shuffle(ecg_filenames), gen_y=generate_y_shuffle(y)), epochs=100, steps_per_epoch=(len(order_array)/batchsize), validation_data=generate_validation_data(ecg_filenames,y,folds[i][1]), verbose = 0, validation_freq=1, class_weight=weight_dictionary, callbacks=[reduce_lr,early_stop])\n","    print(\"predictioin on train data\")\n","    y_train = y[folds[i][0]]\n","    y_val = y[folds[i][1]]\n","    y_pred_train = model.predict(x=generate_validation_data(ecg_filenames,y,folds[i][0])[0]) #velg mellom demo-data eller ikke\n","    if i == 0:\n","      print(\"first threshold opt.\")\n","      init_thresholds = np.arange(0,1,0.05)\n","      opt_fold = split_data_opt(np.asarray(labels)[folds[i][0]],y_all_comb[folds[i][0]])\n","      #all_scores = iterate_threshold(y_pred_train, ecg_filenames, y ,folds[i][0])\n","      all_scores = iterate_threshold_new(y_train[opt_fold[0][1]],y_pred_train[opt_fold[0][1]])\n","      #all_scores = iterate_threshold(y_pred_train, ecg_filenames, y ,folds[i][0])\n","      print(\"second threshold opt.\")\n","      new_best_thr = optimize.fmin(thr_chall_metrics, args=(y_train[opt_fold[0][1]],y_pred_train[opt_fold[0][1]]), x0=init_thresholds[all_scores.argmax()]*np.ones(27))\n","    else:\n","      print(\"Optimize threshold\")\n","      opt_fold = split_data_opt(np.asarray(labels)[folds[i][0]],y_all_comb[folds[i][0]])\n","      new_best_thr = optimize.fmin(thr_chall_metrics, args=(y_train[opt_fold[0][1]],y_pred_train[opt_fold[0][1]]), x0=new_best_thr)\n","    binary_y_pred_train =  (y_pred_train>new_best_thr)*1\n","    print(\"predictioin on test data\")\n","    y_pred_val = model.predict(x=generate_validation_data(ecg_filenames,y,folds[i][1])[0]) #velg mellom demo-data eller ikke\n","    binary_y_pred_val = (y_pred_val>new_best_thr)*1\n","\n","    \n","    val_res[0,i] = compute_beta_measures(y_val,binary_y_pred_val,2)[0]\n","    val_res[1,i] = compute_beta_measures(y_val,binary_y_pred_val,2)[1]\n","    val_res[2,i] = compute_f_measure(y_val,binary_y_pred_val)\n","    val_res[3,i] = compute_accuracy(y_val,binary_y_pred_val)\n","    val_res[4,i] = compute_challenge_metric_for_opt(y_val,binary_y_pred_val)\n","    val_res[5,i] = roc_auc_score(y_val, y_pred_val)\n","    training_res[0,i] = compute_beta_measures(y_train,binary_y_pred_train,2)[0]\n","    training_res[1,i] = compute_beta_measures(y_train,binary_y_pred_train,2)[1]\n","    training_res[2,i] = compute_f_measure(y_train,binary_y_pred_train)\n","    training_res[3,i] = compute_accuracy(y_train,binary_y_pred_train)\n","    training_res[4,i] = compute_challenge_metric_for_opt(y_train,binary_y_pred_train)\n","    training_res[5,i] = roc_auc_score(y_train, y_pred_train)\n","\n","\n","\n","    print(\"{}-fold cross val:\".format(i))\n","    print(\"F2-score:\",compute_beta_measures(y_val,binary_y_pred_val,2)[0])\n","    print(\"G2-score:\",compute_beta_measures(y_val,binary_y_pred_val,2)[1])\n","    print(\"F-measure:\",compute_f_measure(y_val,binary_y_pred_val))\n","    print(\"Accuracy:\",compute_accuracy(y_val,binary_y_pred_val))\n","    print(\"Challenge prediction:\", compute_challenge_metric_for_opt(y_val,binary_y_pred_val))\n","    print(\"Challenge prediction (train data):\", compute_challenge_metric_for_opt(y_train,binary_y_pred_train))\n","    \n","validerings_resultat = pd.DataFrame(val_res)\n","trenings_resultat = pd.DataFrame(training_res)\n","validerings_resultat.to_csv(\"/content/drive/MyDrive/logs/valideringsresultat_FCN.csv\")\n","trenings_resultat.to_csv(\"/content/drive/MyDrive/logs/treningsresultat_FCN.csv\")"],"execution_count":null,"outputs":[{"output_type":"stream","text":["0-fold\n","\n","Epoch 00006: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 00022: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 00025: ReduceLROnPlateau reducing learning rate to 1.0000000656873453e-06.\n","\n","Epoch 00026: ReduceLROnPlateau reducing learning rate to 1.0000001111620805e-07.\n","Epoch 00026: early stopping\n","predictioin on train data\n","first threshold opt.\n","Training split: 34911\n","Validation split: 3879\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_split.py:667: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.\n","  % (min_groups, self.n_splits)), UserWarning)\n"],"name":"stderr"},{"output_type":"stream","text":["0.1494902110503054\n","0.2793983140312213\n","0.1977251703391837\n","0.0908455156238689\n","-0.01039158424373448\n","-0.10121594255975007\n","-0.1840703940205763\n","-0.25351074051554495\n","-0.33030358436872503\n","-0.4058173794738334\n","-0.48149159227867006\n","-0.5428934414308346\n","-0.5938161200995657\n","-0.6409253604677402\n","-0.6736518422070858\n","-0.7094453251631363\n","-0.7422437996788737\n","-0.7682774044180138\n","-0.7920282117266697\n","-0.8121097478582372\n","second threshold opt.\n","Optimization terminated successfully.\n","         Current function value: -0.349813\n","         Iterations: 418\n","         Function evaluations: 678\n","predictioin on test data\n","0-fold cross val:\n","F2-score: 0.3600850693024735\n","G2-score: 0.16616726083072655\n","F-measure: 0.2937631929432155\n","Accuracy: 0.1368591974019949\n","Challenge prediction: 0.3431635597482053\n","Challenge prediction (train data): 0.3520749288208793\n","1-fold\n","\n","Epoch 00007: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 00017: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 00019: ReduceLROnPlateau reducing learning rate to 1.0000000656873453e-06.\n","\n","Epoch 00023: ReduceLROnPlateau reducing learning rate to 1.0000001111620805e-07.\n","\n","Epoch 00024: ReduceLROnPlateau reducing learning rate to 1.000000082740371e-08.\n","Epoch 00024: early stopping\n","predictioin on train data\n","Optimize threshold\n","Training split: 34911\n","Validation split: 3880\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_split.py:667: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.\n","  % (min_groups, self.n_splits)), UserWarning)\n"],"name":"stderr"},{"output_type":"stream","text":["Optimization terminated successfully.\n","         Current function value: -0.362628\n","         Iterations: 458\n","         Function evaluations: 729\n","predictioin on test data\n","1-fold cross val:\n","F2-score: 0.367078558885389\n","G2-score: 0.15352120056205257\n","F-measure: 0.28021899893869556\n","Accuracy: 0.10162412993039444\n","Challenge prediction: 0.3581053813826356\n","Challenge prediction (train data): 0.35891119752343603\n","2-fold\n","\n","Epoch 00012: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 00019: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 00023: ReduceLROnPlateau reducing learning rate to 1.0000000656873453e-06.\n","\n","Epoch 00025: ReduceLROnPlateau reducing learning rate to 1.0000001111620805e-07.\n","\n","Epoch 00027: ReduceLROnPlateau reducing learning rate to 1.000000082740371e-08.\n","\n","Epoch 00029: ReduceLROnPlateau reducing learning rate to 1.000000082740371e-09.\n","\n","Epoch 00030: ReduceLROnPlateau reducing learning rate to 1.000000082740371e-10.\n","\n","Epoch 00031: ReduceLROnPlateau reducing learning rate to 1.000000082740371e-11.\n","Epoch 00031: early stopping\n","predictioin on train data\n","Optimize threshold\n","Training split: 34911\n","Validation split: 3880\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_split.py:667: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.\n","  % (min_groups, self.n_splits)), UserWarning)\n"],"name":"stderr"},{"output_type":"stream","text":["Optimization terminated successfully.\n","         Current function value: -0.375006\n","         Iterations: 233\n","         Function evaluations: 441\n","predictioin on test data\n","2-fold cross val:\n","F2-score: 0.38151402954799324\n","G2-score: 0.15985796481735928\n","F-measure: 0.29077158029272404\n","Accuracy: 0.11345707656612529\n","Challenge prediction: 0.3684876163744665\n","Challenge prediction (train data): 0.3715996913509285\n","3-fold\n","\n","Epoch 00008: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 00016: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 00018: ReduceLROnPlateau reducing learning rate to 1.0000000656873453e-06.\n","\n","Epoch 00020: ReduceLROnPlateau reducing learning rate to 1.0000001111620805e-07.\n","\n","Epoch 00021: ReduceLROnPlateau reducing learning rate to 1.000000082740371e-08.\n","Epoch 00021: early stopping\n","predictioin on train data\n","Optimize threshold\n","Training split: 34911\n","Validation split: 3880\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_split.py:667: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.\n","  % (min_groups, self.n_splits)), UserWarning)\n"],"name":"stderr"},{"output_type":"stream","text":["Optimization terminated successfully.\n","         Current function value: -0.383107\n","         Iterations: 49\n","         Function evaluations: 308\n","predictioin on test data\n","3-fold cross val:\n","F2-score: 0.36736984744804396\n","G2-score: 0.1639982925799615\n","F-measure: 0.29459898213481217\n","Accuracy: 0.14547563805104408\n","Challenge prediction: 0.3693402491371283\n","Challenge prediction (train data): 0.37325355182126785\n","4-fold\n","\n","Epoch 00004: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 00006: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 00008: ReduceLROnPlateau reducing learning rate to 1.0000000656873453e-06.\n","\n","Epoch 00010: ReduceLROnPlateau reducing learning rate to 1.0000001111620805e-07.\n","\n","Epoch 00012: ReduceLROnPlateau reducing learning rate to 1.000000082740371e-08.\n","\n","Epoch 00013: ReduceLROnPlateau reducing learning rate to 1.000000082740371e-09.\n","\n","Epoch 00014: ReduceLROnPlateau reducing learning rate to 1.000000082740371e-10.\n","Epoch 00014: early stopping\n","predictioin on train data\n","Optimize threshold\n","Training split: 34911\n","Validation split: 3880\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_split.py:667: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.\n","  % (min_groups, self.n_splits)), UserWarning)\n"],"name":"stderr"},{"output_type":"stream","text":["Optimization terminated successfully.\n","         Current function value: -0.340513\n","         Iterations: 200\n","         Function evaluations: 395\n","predictioin on test data\n","4-fold cross val:\n","F2-score: 0.317082592395441\n","G2-score: 0.1358114925319359\n","F-measure: 0.25116927989859844\n","Accuracy: 0.15754060324825986\n","Challenge prediction: 0.333035671059333\n","Challenge prediction (train data): 0.33918101627710645\n","5-fold\n","\n","Epoch 00004: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 00023: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 00026: ReduceLROnPlateau reducing learning rate to 1.0000000656873453e-06.\n","\n","Epoch 00027: ReduceLROnPlateau reducing learning rate to 1.0000001111620805e-07.\n","Epoch 00027: early stopping\n","predictioin on train data\n","Optimize threshold\n","Training split: 34911\n","Validation split: 3880\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_split.py:667: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.\n","  % (min_groups, self.n_splits)), UserWarning)\n"],"name":"stderr"},{"output_type":"stream","text":["Optimization terminated successfully.\n","         Current function value: -0.359348\n","         Iterations: 313\n","         Function evaluations: 535\n","predictioin on test data\n","5-fold cross val:\n","F2-score: 0.3588951721925062\n","G2-score: 0.1459055687823903\n","F-measure: 0.27035210622269734\n","Accuracy: 0.10069605568445476\n","Challenge prediction: 0.36018799908543336\n","Challenge prediction (train data): 0.36160225235713767\n","6-fold\n","\n","Epoch 00011: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 00024: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 00025: ReduceLROnPlateau reducing learning rate to 1.0000000656873453e-06.\n","\n","Epoch 00028: ReduceLROnPlateau reducing learning rate to 1.0000001111620805e-07.\n","\n","Epoch 00029: ReduceLROnPlateau reducing learning rate to 1.000000082740371e-08.\n","Epoch 00029: early stopping\n","predictioin on train data\n","Optimize threshold\n","Training split: 34911\n","Validation split: 3880\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_split.py:667: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.\n","  % (min_groups, self.n_splits)), UserWarning)\n"],"name":"stderr"},{"output_type":"stream","text":["Optimization terminated successfully.\n","         Current function value: -0.378798\n","         Iterations: 167\n","         Function evaluations: 386\n","predictioin on test data\n","6-fold cross val:\n","F2-score: 0.36693167970168344\n","G2-score: 0.15232675593039613\n","F-measure: 0.28066086438103466\n","Accuracy: 0.09907192575406032\n","Challenge prediction: 0.37018964985047\n","Challenge prediction (train data): 0.3755877694805821\n","7-fold\n","\n","Epoch 00007: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 00010: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 00012: ReduceLROnPlateau reducing learning rate to 1.0000000656873453e-06.\n","\n","Epoch 00013: ReduceLROnPlateau reducing learning rate to 1.0000001111620805e-07.\n","\n","Epoch 00015: ReduceLROnPlateau reducing learning rate to 1.000000082740371e-08.\n","\n","Epoch 00017: ReduceLROnPlateau reducing learning rate to 1.000000082740371e-09.\n","\n","Epoch 00019: ReduceLROnPlateau reducing learning rate to 1.000000082740371e-10.\n","\n","Epoch 00020: ReduceLROnPlateau reducing learning rate to 1.000000082740371e-11.\n","Epoch 00020: early stopping\n","predictioin on train data\n","Optimize threshold\n","Training split: 34911\n","Validation split: 3880\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_split.py:667: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.\n","  % (min_groups, self.n_splits)), UserWarning)\n"],"name":"stderr"},{"output_type":"stream","text":["Optimization terminated successfully.\n","         Current function value: -0.354488\n","         Iterations: 72\n","         Function evaluations: 289\n","predictioin on test data\n","7-fold cross val:\n","F2-score: 0.3381818188065407\n","G2-score: 0.14969673573668366\n","F-measure: 0.2695243484391335\n","Accuracy: 0.16264501160092806\n","Challenge prediction: 0.3438240275496972\n","Challenge prediction (train data): 0.3529859091892704\n","8-fold\n","\n","Epoch 00007: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 00017: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 00024: ReduceLROnPlateau reducing learning rate to 1.0000000656873453e-06.\n","\n","Epoch 00025: ReduceLROnPlateau reducing learning rate to 1.0000001111620805e-07.\n","Epoch 00025: early stopping\n","predictioin on train data\n","Optimize threshold\n","Training split: 34911\n","Validation split: 3880\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_split.py:667: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.\n","  % (min_groups, self.n_splits)), UserWarning)\n"],"name":"stderr"},{"output_type":"stream","text":["Optimization terminated successfully.\n","         Current function value: -0.372777\n","         Iterations: 28\n","         Function evaluations: 235\n","predictioin on test data\n","8-fold cross val:\n","F2-score: 0.35839136843584674\n","G2-score: 0.15053690786536023\n","F-measure: 0.2788164483166986\n","Accuracy: 0.13178654292343386\n","Challenge prediction: 0.3714814033823547\n","Challenge prediction (train data): 0.3700959262851218\n","9-fold\n","\n","Epoch 00011: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 00014: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 00015: ReduceLROnPlateau reducing learning rate to 1.0000000656873453e-06.\n","Epoch 00015: early stopping\n","predictioin on train data\n","Optimize threshold\n","Training split: 34911\n","Validation split: 3880\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_split.py:667: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.\n","  % (min_groups, self.n_splits)), UserWarning)\n"],"name":"stderr"},{"output_type":"stream","text":["Optimization terminated successfully.\n","         Current function value: -0.368878\n","         Iterations: 53\n","         Function evaluations: 268\n","predictioin on test data\n","9-fold cross val:\n","F2-score: 0.3726050420877578\n","G2-score: 0.15621445302699938\n","F-measure: 0.2883872556672574\n","Accuracy: 0.11160092807424594\n","Challenge prediction: 0.37246253950941466\n","Challenge prediction (train data): 0.37348851395168503\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"8L1sG-CS53fu"},"source":[""],"execution_count":null,"outputs":[]}]}