{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":59093,"databundleVersionId":7469972,"sourceType":"competition"}],"dockerImageVersionId":30635,"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# <center>⭐️⭐️HMS - Harmful Brain Activity Classification ⭐️⭐️</center>\n\n\n![header.png](attachment:31d6d5db-2dd7-4933-aa9d-be6e5b6c125b.png)\n\n# 📢**💡Goal of the Competition💡**\n\nThe goal of this competition is to detect and classify seizures and other types of harmful brain activity. You will develop a model trained on electroencephalography (EEG) signals recorded from critically ill hospital patients.\n\nYour work may help rapidly improve electroencephalography pattern classification accuracy, unlocking transformative benefits for neurocritical care, epilepsy, and drug development. Advancement in this area may allow doctors and brain researchers to detect seizures or other brain damage to provide faster and more accurate treatments. \n\n## ***This notebook just exploration purpose***","metadata":{},"attachments":{"31d6d5db-2dd7-4933-aa9d-be6e5b6c125b.png":{"image/png":"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"}}},{"cell_type":"code","source":"import os \nimport pathlib\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport librosa","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-01-12T04:30:09.279071Z","iopub.execute_input":"2024-01-12T04:30:09.279428Z","iopub.status.idle":"2024-01-12T04:30:09.682250Z","shell.execute_reply.started":"2024-01-12T04:30:09.279401Z","shell.execute_reply":"2024-01-12T04:30:09.681074Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"base_dir = pathlib.Path(\"/kaggle/input/hms-harmful-brain-activity-classification\")\nos.listdir(base_dir)","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:09.684449Z","iopub.execute_input":"2024-01-12T04:30:09.684991Z","iopub.status.idle":"2024-01-12T04:30:09.697154Z","shell.execute_reply.started":"2024-01-12T04:30:09.684957Z","shell.execute_reply":"2024-01-12T04:30:09.695024Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"path_train = base_dir / \"train.csv\"\ntrain = pd.read_csv(path_train)\ntrain.head()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:09.700013Z","iopub.execute_input":"2024-01-12T04:30:09.700508Z","iopub.status.idle":"2024-01-12T04:30:09.975873Z","shell.execute_reply.started":"2024-01-12T04:30:09.700466Z","shell.execute_reply":"2024-01-12T04:30:09.974710Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.expert_consensus.unique()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:09.978927Z","iopub.execute_input":"2024-01-12T04:30:09.979660Z","iopub.status.idle":"2024-01-12T04:30:10.000658Z","shell.execute_reply.started":"2024-01-12T04:30:09.979623Z","shell.execute_reply":"2024-01-12T04:30:09.998766Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"path_sample_sub = base_dir / \"sample_submission.csv\"\nsample = pd.read_csv(path_sample_sub)\nsample.head()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:10.002854Z","iopub.execute_input":"2024-01-12T04:30:10.003429Z","iopub.status.idle":"2024-01-12T04:30:10.022745Z","shell.execute_reply.started":"2024-01-12T04:30:10.003387Z","shell.execute_reply":"2024-01-12T04:30:10.021586Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"path_sample_sub = base_dir / \"test.csv\"\ntest = pd.read_csv(path_sample_sub)\ntest.head()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:10.024236Z","iopub.execute_input":"2024-01-12T04:30:10.024657Z","iopub.status.idle":"2024-01-12T04:30:10.042468Z","shell.execute_reply.started":"2024-01-12T04:30:10.024616Z","shell.execute_reply":"2024-01-12T04:30:10.040282Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import matplotlib.pyplot as plt\n%matplotlib inline\nimport seaborn as sns\nimport cv2\n\n#Preprocessing\nfrom sklearn import model_selection\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.preprocessing import OrdinalEncoder,StandardScaler\nfrom sklearn import preprocessing\n#Model\nfrom sklearn.ensemble import RandomForestRegressor\nfrom sklearn.metrics import mean_squared_error\nfrom xgboost import XGBRegressor\nfrom lightgbm import LGBMRegressor\nimport lightgbm as lgb","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:10.043847Z","iopub.execute_input":"2024-01-12T04:30:10.045021Z","iopub.status.idle":"2024-01-12T04:30:14.221779Z","shell.execute_reply.started":"2024-01-12T04:30:10.044981Z","shell.execute_reply":"2024-01-12T04:30:14.219856Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.columns","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:14.223995Z","iopub.execute_input":"2024-01-12T04:30:14.224460Z","iopub.status.idle":"2024-01-12T04:30:14.235022Z","shell.execute_reply.started":"2024-01-12T04:30:14.224421Z","shell.execute_reply":"2024-01-12T04:30:14.233266Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(15,10))\nsns.countplot( data=train, x=\"expert_consensus\");","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:14.236648Z","iopub.execute_input":"2024-01-12T04:30:14.237336Z","iopub.status.idle":"2024-01-12T04:30:14.680313Z","shell.execute_reply.started":"2024-01-12T04:30:14.237300Z","shell.execute_reply":"2024-01-12T04:30:14.678645Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"binary_relation_map = {'Seizure':0,'GPD':1,'LRDA':2,'Other':3,'GRDA':4, 'LPD':5}\n\ntrain['expert_consensus'] = train['expert_consensus'].map(binary_relation_map)","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:14.684553Z","iopub.execute_input":"2024-01-12T04:30:14.684940Z","iopub.status.idle":"2024-01-12T04:30:14.696503Z","shell.execute_reply.started":"2024-01-12T04:30:14.684909Z","shell.execute_reply":"2024-01-12T04:30:14.695549Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.sample(3)","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:14.698013Z","iopub.execute_input":"2024-01-12T04:30:14.700339Z","iopub.status.idle":"2024-01-12T04:30:14.732208Z","shell.execute_reply.started":"2024-01-12T04:30:14.699301Z","shell.execute_reply":"2024-01-12T04:30:14.730257Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#add extra one columns\ntrain['kfold']=-1\n#Distributing the data 5 shares\nkfold = model_selection.KFold(n_splits=5, shuffle= True, random_state = 12)\nfor fold, (train_indicies, valid_indicies) in enumerate(kfold.split(X=train)):\n    #print(fold,train_indicies,valid_indicies)\n    train.loc[valid_indicies,'kfold'] = fold\n\n    \nprint(train.kfold.value_counts()) #total data 300000 = kfold split :5 * 60000\n\n#output of train folds data\ntrain.to_csv(\"trainfold_5.csv\",index=False)","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:14.734250Z","iopub.execute_input":"2024-01-12T04:30:14.734617Z","iopub.status.idle":"2024-01-12T04:30:15.204241Z","shell.execute_reply.started":"2024-01-12T04:30:14.734580Z","shell.execute_reply":"2024-01-12T04:30:15.203186Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.columns","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:15.205725Z","iopub.execute_input":"2024-01-12T04:30:15.206097Z","iopub.status.idle":"2024-01-12T04:30:15.216967Z","shell.execute_reply.started":"2024-01-12T04:30:15.206070Z","shell.execute_reply":"2024-01-12T04:30:15.214943Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X = train.drop(['seizure_vote', 'lpd_vote',\n       'gpd_vote', 'lrda_vote', 'grda_vote', 'other_vote', 'kfold'],axis=1)\n\ny = train.drop(['eeg_id', 'eeg_sub_id', 'eeg_label_offset_seconds', 'spectrogram_id',\n       'spectrogram_sub_id', 'spectrogram_label_offset_seconds', 'label_id',\n       'patient_id', 'expert_consensus','kfold'],axis = 1)","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:15.219240Z","iopub.execute_input":"2024-01-12T04:30:15.219750Z","iopub.status.idle":"2024-01-12T04:30:15.245512Z","shell.execute_reply.started":"2024-01-12T04:30:15.219700Z","shell.execute_reply":"2024-01-12T04:30:15.243781Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from sklearn import model_selection\nxtrain,xvalid,ytrain,yvalid = model_selection.train_test_split(X,y,test_size = 0.1,random_state=12)\nprint(xtrain.shape,xvalid.shape,ytrain.shape,yvalid.shape)","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:15.247790Z","iopub.execute_input":"2024-01-12T04:30:15.248313Z","iopub.status.idle":"2024-01-12T04:30:15.310956Z","shell.execute_reply.started":"2024-01-12T04:30:15.248285Z","shell.execute_reply":"2024-01-12T04:30:15.309911Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"    #Model hyperparameter of XGboostRegressor\nxgb_params = {\n        'learning_rate': 0.03628302216953097,\n        'subsample': 0.7875490025178,\n        'colsample_bytree': 0.11807135201147,\n        'max_depth': 3,\n        'booster': 'gbtree', \n        'reg_lambda': 0.0008746338866473539,\n        'reg_alpha': 23.13181079976304,\n        'random_state':40,\n        'n_estimators':10000\n           \n    }\n    \nmodel= XGBRegressor(**xgb_params)\nmodel.fit(xtrain, ytrain)\npred = model.predict(xvalid)\npred","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:43:22.544266Z","iopub.execute_input":"2024-01-12T04:43:22.544634Z","iopub.status.idle":"2024-01-12T04:46:57.785494Z","shell.execute_reply.started":"2024-01-12T04:43:22.544606Z","shell.execute_reply":"2024-01-12T04:46:57.784064Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pred = pred / len(xvalid)","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:52:57.938632Z","iopub.execute_input":"2024-01-12T04:52:57.938990Z","iopub.status.idle":"2024-01-12T04:52:57.945956Z","shell.execute_reply.started":"2024-01-12T04:52:57.938964Z","shell.execute_reply":"2024-01-12T04:52:57.943621Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\nsub = pd.read_csv(\"/kaggle/input/hms-harmful-brain-activity-classification/sample_submission.csv\")\nsub[\"seizure_vote\"] = pred[0][0]\nsub[\"lpd_vote\"] = pred[0][1]\nsub[\"gpd_vote\"] = pred[0][2]\nsub[\"lrda_vote\"] = pred[0][3]\nsub[\"grda_vote\"] = pred[0][4]\nsub[\"other_vote\"] = pred[0][5]\n\nsub\n\n","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:53:01.058978Z","iopub.execute_input":"2024-01-12T04:53:01.059463Z","iopub.status.idle":"2024-01-12T04:53:01.078624Z","shell.execute_reply.started":"2024-01-12T04:53:01.059430Z","shell.execute_reply":"2024-01-12T04:53:01.077202Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#test_pred_str = LB.inverse_transform(test_pre)\n\nsub.to_csv('submission.csv',index=False)","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:53:13.579512Z","iopub.execute_input":"2024-01-12T04:53:13.579901Z","iopub.status.idle":"2024-01-12T04:53:13.585781Z","shell.execute_reply.started":"2024-01-12T04:53:13.579871Z","shell.execute_reply":"2024-01-12T04:53:13.584945Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sub.head()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:53:19.719412Z","iopub.execute_input":"2024-01-12T04:53:19.719839Z","iopub.status.idle":"2024-01-12T04:53:19.732541Z","shell.execute_reply.started":"2024-01-12T04:53:19.719786Z","shell.execute_reply":"2024-01-12T04:53:19.731218Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sample_rate = 200\neeg_dir = base_dir / \"train_eegs\"\neeg_ids_folder = set(x.stem for x in eeg_dir.glob(\"*.parquet\"))\neeg_ids_train = set(train[\"eeg_id\"].unique())\nprint(\"eeg_id_train == eeg_id_folder:\", eeg_ids_train == eeg_ids_folder)\nprint(\"all train eeg_id present:\", eeg_ids_train.issubset(eeg_ids_folder))\nprint(\"too many in folder:\", eeg_ids_folder.difference(eeg_ids_train))\n\n","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-01-12T04:30:20.605461Z","iopub.execute_input":"2024-01-12T04:30:20.605946Z","iopub.status.idle":"2024-01-12T04:30:20.991349Z","shell.execute_reply.started":"2024-01-12T04:30:20.605919Z","shell.execute_reply":"2024-01-12T04:30:20.989931Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"rec = train.iloc[1]\nrec","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:20.992395Z","iopub.execute_input":"2024-01-12T04:30:20.992720Z","iopub.status.idle":"2024-01-12T04:30:21.004451Z","shell.execute_reply.started":"2024-01-12T04:30:20.992692Z","shell.execute_reply":"2024-01-12T04:30:21.002504Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"path_eeg = \"/kaggle/input/hms-harmful-brain-activity-classification/train_eegs/1007580543.parquet\"\npath_eeg\n","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:21.006168Z","iopub.execute_input":"2024-01-12T04:30:21.006607Z","iopub.status.idle":"2024-01-12T04:30:21.025406Z","shell.execute_reply.started":"2024-01-12T04:30:21.006570Z","shell.execute_reply":"2024-01-12T04:30:21.023864Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"eeg = pd.read_parquet(path_eeg)\neeg\n","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:21.026604Z","iopub.execute_input":"2024-01-12T04:30:21.027132Z","iopub.status.idle":"2024-01-12T04:30:21.235618Z","shell.execute_reply.started":"2024-01-12T04:30:21.027098Z","shell.execute_reply":"2024-01-12T04:30:21.234405Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"i_start = int(rec.eeg_label_offset_seconds) * sample_rate\ni_stop = i_start + 50 * sample_rate\nfig, axs = plt.subplots(nrows=eeg.shape[1], figsize=(16, 10), tight_layout=True, sharex=True, gridspec_kw={\"hspace\": 0})\neeg.loc[i_start:i_stop].plot(subplots=True, ax=axs)\nfor ax in axs.flat:\n    ax.legend(loc=\"upper right\")\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:21.236865Z","iopub.execute_input":"2024-01-12T04:30:21.238399Z","iopub.status.idle":"2024-01-12T04:30:25.740164Z","shell.execute_reply.started":"2024-01-12T04:30:21.238346Z","shell.execute_reply":"2024-01-12T04:30:25.738594Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"spec_dir = base_dir / \"train_spectrograms\"\nspec_dir\n","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:25.742042Z","iopub.execute_input":"2024-01-12T04:30:25.742755Z","iopub.status.idle":"2024-01-12T04:30:25.751580Z","shell.execute_reply.started":"2024-01-12T04:30:25.742717Z","shell.execute_reply":"2024-01-12T04:30:25.749894Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\n\npath_spec = \"/kaggle/input/hms-harmful-brain-activity-classification/train_spectrograms/1000493950.parquet\"\nspec = pd.read_parquet(path_spec)\nspec = spec.set_index(\"time\")\nspec\n\n","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:25.753963Z","iopub.execute_input":"2024-01-12T04:30:25.754426Z","iopub.status.idle":"2024-01-12T04:30:25.838891Z","shell.execute_reply.started":"2024-01-12T04:30:25.754391Z","shell.execute_reply":"2024-01-12T04:30:25.837106Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\n\nspec.columns = spec.columns.str.split(\"_\", expand=True)\nspec.columns.names = [\"region\", \"freq\"]\nspec = spec.T\nspec = spec.reset_index()\nspec[\"freq\"] = spec[\"freq\"].astype(\"float\")\nspec = spec.set_index([\"region\", \"freq\"])\nspec\n\n","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:25.841221Z","iopub.execute_input":"2024-01-12T04:30:25.841735Z","iopub.status.idle":"2024-01-12T04:30:25.888390Z","shell.execute_reply.started":"2024-01-12T04:30:25.841690Z","shell.execute_reply":"2024-01-12T04:30:25.886290Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"regions = list(spec.index.get_level_values(0).unique())\nregions\n","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:25.895522Z","iopub.execute_input":"2024-01-12T04:30:25.896259Z","iopub.status.idle":"2024-01-12T04:30:25.909118Z","shell.execute_reply.started":"2024-01-12T04:30:25.896204Z","shell.execute_reply":"2024-01-12T04:30:25.907563Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fig, axs = plt.subplots(nrows=2, ncols=2, sharex=\"all\", sharey=\"all\", tight_layout=True, figsize=(16, 10))\nfor region, ax in zip(regions, axs.flat):\n    df = spec.loc[region]\n    librosa.display.specshow(\n        df.values, \n        cmap='rainbow',\n        ax=ax\n    )\n    ax.set_title(region)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-01-12T04:30:25.911551Z","iopub.execute_input":"2024-01-12T04:30:25.912468Z","iopub.status.idle":"2024-01-12T04:30:26.413343Z","shell.execute_reply.started":"2024-01-12T04:30:25.912425Z","shell.execute_reply":"2024-01-12T04:30:26.411518Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"credit: \n\n1. https://www.kaggle.com/code/morodertobias/hms-data-inspection\n2. https://www.kaggle.com/code/mpwolke/seizures-classification-parquet","metadata":{}}]}