{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Data Augmentation & Feature Reduction\n\n* Testing augmenting data for `time_to_failure` in a certain range, e.g., adding sample with a ttf that is $\\geq 10$.\n* Unlike the original kernel, for augmented data, the out-of-fold MAE is computed ONLY for first 4194 segments.\n\nReference\n* [Basic Data Augmentation & Feature Reduction](https://www.kaggle.com/bigironsphere/basic-data-augmentation-feature-reduction)\n* [HyperOpt by BigIronSphere](https://www.kaggle.com/bigironsphere/parameter-tuning-in-one-function-with-hyperopt)"},{"metadata":{"trusted":true},"cell_type":"code","source":"import os\npath = os.listdir(\"../input\")\nprint(path)","execution_count":116,"outputs":[{"output_type":"stream","text":"['lanl-earthquake-nonmagic-features', 'lanl-earthquakes-try-to-find-magic-features', 'lanl-features', 'LANL-Earthquake-Prediction']\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport numpy.random\nfrom sklearn.model_selection import KFold\nfrom sklearn.metrics import mean_absolute_error\nfrom tqdm import tqdm_notebook\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nsns.set()","execution_count":3,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"#import required packages\nimport lightgbm as lgb\nimport xgboost as xgb\nimport catboost as cb\nimport gc\nfrom hyperopt import hp, tpe, Trials, STATUS_OK\nfrom hyperopt.fmin import fmin\nfrom hyperopt.pyll.stochastic import sample\n#optional but advised\nimport warnings\nwarnings.filterwarnings('ignore')\n\n#GLOBAL HYPEROPT PARAMETERS\nNUM_EVALS = 1000 #number of hyperopt evaluation rounds\nN_FOLDS = 5 #number of cross-validation folds on data in each evaluation round\n\n#LIGHTGBM PARAMETERS\nLGBM_MAX_LEAVES = 2**10 #maximum number of leaves per tree for LightGBM\nLGBM_MAX_DEPTH = 25 #maximum tree depth for LightGBM\nEVAL_METRIC_LGBM_REG = 'mae' #LightGBM regression metric. Note that 'rmse' is more commonly used \nEVAL_METRIC_LGBM_CLASS = 'auc'#LightGBM classification metric\n\n#XGBOOST PARAMETERS\nXGB_MAX_LEAVES = 2**12 #maximum number of leaves when using histogram splitting\nXGB_MAX_DEPTH = 25 #maximum tree depth for XGBoost\nEVAL_METRIC_XGB_REG = 'mae' #XGBoost regression metric\nEVAL_METRIC_XGB_CLASS = 'auc' #XGBoost classification metric\n\n#CATBOOST PARAMETERS\nCB_MAX_DEPTH = 8 #maximum tree depth in CatBoost\nOBJECTIVE_CB_REG = 'MAE' #CatBoost regression metric\nOBJECTIVE_CB_CLASS = 'Logloss' #CatBoost classification metric\n\n#OPTIONAL OUTPUT\nBEST_SCORE = 0\n\ndef quick_hyperopt(data, labels, package='lgbm', num_evals=NUM_EVALS, diagnostic=False, Class=False):\n    \n    #==========\n    #LightGBM\n    #==========\n    \n    if package=='lgbm':\n        \n        print('Running {} rounds of LightGBM parameter optimisation:'.format(num_evals))\n        #clear space\n        gc.collect()\n        \n        integer_params = ['max_depth',\n                         'num_leaves',\n                          'max_bin',\n                         'min_data_in_leaf',\n                         'min_data_in_bin']\n        \n        def objective(space_params):\n            \n            #cast integer params from float to int\n            for param in integer_params:\n                space_params[param] = int(space_params[param])\n            \n            #extract nested conditional parameters\n            if space_params['boosting']['boosting'] == 'goss':\n                top_rate = space_params['boosting'].get('top_rate')\n                other_rate = space_params['boosting'].get('other_rate')\n                #0 <= top_rate + other_rate <= 1\n                top_rate = max(top_rate, 0)\n                top_rate = min(top_rate, 0.5)\n                other_rate = max(other_rate, 0)\n                other_rate = min(other_rate, 0.5)\n                space_params['top_rate'] = top_rate\n                space_params['other_rate'] = other_rate\n            \n            subsample = space_params['boosting'].get('subsample', 1.0)\n            space_params['boosting'] = space_params['boosting']['boosting']\n            space_params['subsample'] = subsample\n            \n            if Class:\n                cv_results = lgb.cv(space_params, train, nfold = N_FOLDS, stratified=True,\n                                    early_stopping_rounds=100, metrics=EVAL_METRIC_LGBM_CLASS, seed=42)\n                best_loss = 1 - cv_results['auc-mean'][-1]\n                \n            else:\n                cv_results = lgb.cv(space_params, train, nfold = N_FOLDS, stratified=False,\n                                    early_stopping_rounds=100, metrics=EVAL_METRIC_LGBM_REG, seed=42)\n                best_loss = cv_results['l1-mean'][-1] #'l2-mean' for rmse\n            \n            return{'loss':best_loss, 'status': STATUS_OK }\n        \n        train = lgb.Dataset(data, labels)\n                \n        #integer and string parameters, used with hp.choice()\n        boosting_list = [{'boosting': 'gbdt',\n                          'subsample': hp.uniform('subsample', 0.5, 1)},\n                         {'boosting': 'goss',\n                          'subsample': 1.0,\n                         'top_rate': hp.uniform('top_rate', 0, 0.5),\n                         'other_rate': hp.uniform('other_rate', 0, 0.5)}] #if including 'dart', make sure to set 'n_estimators'\n        \n        if Class:\n            metric_list = ['auc'] #modify as required for other classification metrics\n            objective_list = ['binary', 'cross_entropy']\n        \n        else:\n            metric_list = ['MAE', 'RMSE'] \n            objective_list = ['huber', 'gamma', \n                              'fair', 'tweedie']\n        \n        \n        space ={'boosting' : hp.choice('boosting', boosting_list),\n                'num_leaves' : hp.quniform('num_leaves', 2, LGBM_MAX_LEAVES, 1),\n                'max_depth': hp.quniform('max_depth', 2, LGBM_MAX_DEPTH, 1),\n                'max_bin': hp.quniform('max_bin', 32, 255, 1),\n                'min_data_in_leaf': hp.quniform('min_data_in_leaf', 1, 256, 1),\n                'min_data_in_bin': hp.quniform('min_data_in_bin', 1, 256, 1),\n                'min_gain_to_split' : hp.quniform('min_gain_to_split', 0.1, 5, 0.01),\n                'lambda_l1' : hp.uniform('lambda_l1', 0, 5),\n                'lambda_l2' : hp.uniform('lambda_l2', 0, 5),\n                'learning_rate' : hp.loguniform('learning_rate', np.log(0.005), np.log(0.2)),\n                'metric' : hp.choice('metric', metric_list),\n                'objective' : hp.choice('objective', objective_list),\n                'feature_fraction' : hp.quniform('feature_fraction', 0.5, 1, 0.01),\n                'bagging_fraction' : hp.quniform('bagging_fraction', 0.5, 1, 0.01)\n            }\n        \n        #optional: activate GPU for LightGBM\n        #follow compilation steps here:\n        #https://www.kaggle.com/vinhnguyen/gpu-acceleration-for-lightgbm/\n        #then uncomment lines below:\n        #space['device'] = 'gpu'\n        #space['gpu_platform_id'] = 0,\n        #space['gpu_device_id'] =  0\n\n        trials = Trials()\n        best = fmin(fn=objective,\n                    space=space,\n                    algo=tpe.suggest,\n                    max_evals=num_evals, \n                    trials=trials)\n                \n        #fmin() will return the index of values chosen from the lists/arrays in 'space'\n        #to obtain actual values, index values are used to subset the original lists/arrays\n        best['boosting'] = boosting_list[best['boosting']]['boosting']#nested dict, index twice\n        best['metric'] = metric_list[best['metric']]\n        best['objective'] = objective_list[best['objective']]\n                \n        #cast floats of integer params to int\n        for param in integer_params:\n            best[param] = int(best[param])\n        \n        print('{' + '\\n'.join('{}: {}'.format(k, v) for k, v in best.items()) + '}')\n        if diagnostic:\n            return(best, trials)\n        else:\n            return(best)\n    \n    #==========\n    #XGBoost\n    #==========\n    \n    if package=='xgb':\n        \n        print('Running {} rounds of XGBoost parameter optimisation:'.format(num_evals))\n        #clear space\n        gc.collect()\n        \n        integer_params = ['max_depth']\n        \n        def objective(space_params):\n            \n            for param in integer_params:\n                space_params[param] = int(space_params[param])\n                \n            #extract multiple nested tree_method conditional parameters\n            #libera te tutemet ex inferis\n            if space_params['tree_method']['tree_method'] == 'hist':\n                max_bin = space_params['tree_method'].get('max_bin')\n                space_params['max_bin'] = int(max_bin)\n                if space_params['tree_method']['grow_policy']['grow_policy']['grow_policy'] == 'depthwise':\n                    grow_policy = space_params['tree_method'].get('grow_policy').get('grow_policy').get('grow_policy')\n                    space_params['grow_policy'] = grow_policy\n                    space_params['tree_method'] = 'hist'\n                else:\n                    max_leaves = space_params['tree_method']['grow_policy']['grow_policy'].get('max_leaves')\n                    space_params['grow_policy'] = 'lossguide'\n                    space_params['max_leaves'] = int(max_leaves)\n                    space_params['tree_method'] = 'hist'\n            else:\n                space_params['tree_method'] = space_params['tree_method'].get('tree_method')\n                \n            #for classification replace EVAL_METRIC_XGB_REG with EVAL_METRIC_XGB_CLASS\n            cv_results = xgb.cv(space_params, train, nfold=N_FOLDS, metrics=[EVAL_METRIC_XGB_REG],\n                             early_stopping_rounds=100, stratified=False, seed=42)\n            \n            best_loss = cv_results['test-mae-mean'].iloc[-1] #or 'test-rmse-mean' if using RMSE\n            #for classification, comment out the line above and uncomment the line below:\n            #best_loss = 1 - cv_results['test-auc-mean'].iloc[-1]\n            #if necessary, replace 'test-auc-mean' with 'test-[your-preferred-metric]-mean'\n            return{'loss':best_loss, 'status': STATUS_OK }\n        \n        train = xgb.DMatrix(data, labels)\n        \n        #integer and string parameters, used with hp.choice()\n        boosting_list = ['gbtree', 'gblinear'] #if including 'dart', make sure to set 'n_estimators'\n        metric_list = ['MAE', 'RMSE'] \n        #for classification comment out the line above and uncomment the line below\n        #metric_list = ['auc']\n        #modify as required for other classification metrics classification\n        \n        tree_method = [{'tree_method' : 'exact'},\n               {'tree_method' : 'approx'},\n               {'tree_method' : 'hist',\n                'max_bin': hp.quniform('max_bin', 2**3, 2**7, 1),\n                'grow_policy' : {'grow_policy': {'grow_policy':'depthwise'},\n                                'grow_policy' : {'grow_policy':'lossguide',\n                                                  'max_leaves': hp.quniform('max_leaves', 32, XGB_MAX_LEAVES, 1)}}}]\n        \n        #if using GPU, replace 'exact' with 'gpu_exact' and 'hist' with\n        #'gpu_hist' in the nested dictionary above\n        \n        objective_list_reg = ['reg:linear', 'reg:gamma', 'reg:tweedie']\n        objective_list_class = ['reg:logistic', 'binary:logistic']\n        #for classification change line below to 'objective_list = objective_list_class'\n        objective_list = objective_list_reg\n        \n        space ={'boosting' : hp.choice('boosting', boosting_list),\n                'tree_method' : hp.choice('tree_method', tree_method),\n                'max_depth': hp.quniform('max_depth', 2, XGB_MAX_DEPTH, 1),\n                'reg_alpha' : hp.uniform('reg_alpha', 0, 5),\n                'reg_lambda' : hp.uniform('reg_lambda', 0, 5),\n                'min_child_weight' : hp.uniform('min_child_weight', 0, 5),\n                'gamma' : hp.uniform('gamma', 0, 5),\n                'learning_rate' : hp.loguniform('learning_rate', np.log(0.005), np.log(0.2)),\n                'eval_metric' : hp.choice('eval_metric', metric_list),\n                'objective' : hp.choice('objective', objective_list),\n                'colsample_bytree' : hp.quniform('colsample_bytree', 0.1, 1, 0.01),\n                'colsample_bynode' : hp.quniform('colsample_bynode', 0.1, 1, 0.01),\n                'colsample_bylevel' : hp.quniform('colsample_bylevel', 0.1, 1, 0.01),\n                'subsample' : hp.quniform('subsample', 0.5, 1, 0.05),\n                'nthread' : -1\n            }\n        \n        trials = Trials()\n        best = fmin(fn=objective,\n                    space=space,\n                    algo=tpe.suggest,\n                    max_evals=num_evals, \n                    trials=trials)\n        \n        best['tree_method'] = tree_method[best['tree_method']]['tree_method']\n        best['boosting'] = boosting_list[best['boosting']]\n        best['eval_metric'] = metric_list[best['eval_metric']]\n        best['objective'] = objective_list[best['objective']]\n        \n        #cast floats of integer params to int\n        for param in integer_params:\n            best[param] = int(best[param])\n        if 'max_leaves' in best:\n            best['max_leaves'] = int(best['max_leaves'])\n        if 'max_bin' in best:\n            best['max_bin'] = int(best['max_bin'])\n        \n        print('{' + '\\n'.join('{}: {}'.format(k, v) for k, v in best.items()) + '}')\n        \n        if diagnostic:\n            return(best, trials)\n        else:\n            return(best)\n    \n    #==========\n    #CatBoost\n    #==========\n    \n    if package=='cb':\n        \n        print('Running {} rounds of CatBoost parameter optimisation:'.format(num_evals))\n        \n        #clear memory \n        gc.collect()\n            \n        integer_params = ['depth',\n                          #'one_hot_max_size', #for categorical data\n                          'min_data_in_leaf',\n                          'max_bin']\n        \n        def objective(space_params):\n                        \n            #cast integer params from float to int\n            for param in integer_params:\n                space_params[param] = int(space_params[param])\n                \n            #extract nested conditional parameters\n            if space_params['bootstrap_type']['bootstrap_type'] == 'Bayesian':\n                bagging_temp = space_params['bootstrap_type'].get('bagging_temperature')\n                space_params['bagging_temperature'] = bagging_temp\n                \n            if space_params['grow_policy']['grow_policy'] == 'LossGuide':\n                max_leaves = space_params['grow_policy'].get('max_leaves')\n                space_params['max_leaves'] = int(max_leaves)\n                \n            space_params['bootstrap_type'] = space_params['bootstrap_type']['bootstrap_type']\n            space_params['grow_policy'] = space_params['grow_policy']['grow_policy']\n                           \n            #random_strength cannot be < 0\n            space_params['random_strength'] = max(space_params['random_strength'], 0)\n            #fold_len_multiplier cannot be < 1\n            space_params['fold_len_multiplier'] = max(space_params['fold_len_multiplier'], 1)\n                       \n            #for classification set stratified=True\n            cv_results = cb.cv(train, space_params, fold_count=N_FOLDS, \n                             early_stopping_rounds=25, stratified=False, partition_random_seed=42)\n           \n            best_loss = cv_results['test-MAE-mean'].iloc[-1] #'test-RMSE-mean' for RMSE\n            #for classification, comment out the line above and uncomment the line below:\n            #best_loss = cv_results['test-Logloss-mean'].iloc[-1]\n            #if necessary, replace 'test-Logloss-mean' with 'test-[your-preferred-metric]-mean'\n            \n            return{'loss':best_loss, 'status': STATUS_OK}\n        \n        train = cb.Pool(data, labels.astype('float32'))\n        \n        #integer and string parameters, used with hp.choice()\n        bootstrap_type = [{'bootstrap_type':'Poisson'}, \n                           {'bootstrap_type':'Bayesian',\n                            'bagging_temperature' : hp.loguniform('bagging_temperature', np.log(1), np.log(50))},\n                          {'bootstrap_type':'Bernoulli'}] \n        LEB = ['No', 'AnyImprovement', 'Armijo'] #remove 'Armijo' if not using GPU\n        #score_function = ['Correlation', 'L2', 'NewtonCorrelation', 'NewtonL2']\n        grow_policy = [{'grow_policy':'SymmetricTree'},\n                       {'grow_policy':'Depthwise'},\n                       {'grow_policy':'Lossguide',\n                        'max_leaves': hp.quniform('max_leaves', 2, 32, 1)}]\n        eval_metric_list_reg = ['MAE', 'RMSE', 'Poisson']\n        eval_metric_list_class = ['Logloss', 'AUC', 'F1']\n        #for classification change line below to 'eval_metric_list = eval_metric_list_class'\n        eval_metric_list = eval_metric_list_reg\n                \n        space ={'depth': hp.quniform('depth', 2, CB_MAX_DEPTH, 1),\n                'max_bin' : hp.quniform('max_bin', 1, 32, 1), #if using CPU just set this to 254\n                'l2_leaf_reg' : hp.uniform('l2_leaf_reg', 0, 5),\n                'min_data_in_leaf' : hp.quniform('min_data_in_leaf', 1, 50, 1),\n                'random_strength' : hp.loguniform('random_strength', np.log(0.005), np.log(5)),\n                #'one_hot_max_size' : hp.quniform('one_hot_max_size', 2, 16, 1), #uncomment if using categorical features\n                'bootstrap_type' : hp.choice('bootstrap_type', bootstrap_type),\n                'learning_rate' : hp.uniform('learning_rate', 0.05, 0.25),\n                'eval_metric' : hp.choice('eval_metric', eval_metric_list),\n                'objective' : OBJECTIVE_CB_REG,\n                #'score_function' : hp.choice('score_function', score_function), #crashes kernel - reason unknown\n                'leaf_estimation_backtracking' : hp.choice('leaf_estimation_backtracking', LEB),\n                'grow_policy': hp.choice('grow_policy', grow_policy),\n                #'colsample_bylevel' : hp.quniform('colsample_bylevel', 0.1, 1, 0.01),# CPU only\n                'fold_len_multiplier' : hp.loguniform('fold_len_multiplier', np.log(1.01), np.log(2.5)),\n                'od_type' : 'Iter',\n                'od_wait' : 25,\n                'task_type' : 'GPU',\n                'verbose' : 0\n            }\n        \n        #optional: run CatBoost without GPU\n        #uncomment line below\n        #space['task_type'] = 'CPU'\n            \n        trials = Trials()\n        best = fmin(fn=objective,\n                    space=space,\n                    algo=tpe.suggest,\n                    max_evals=num_evals, \n                    trials=trials)\n        \n        #unpack nested dicts first\n        best['bootstrap_type'] = bootstrap_type[best['bootstrap_type']]['bootstrap_type']\n        best['grow_policy'] = grow_policy[best['grow_policy']]['grow_policy']\n        best['eval_metric'] = eval_metric_list[best['eval_metric']]\n        \n        #best['score_function'] = score_function[best['score_function']] \n        #best['leaf_estimation_method'] = LEM[best['leaf_estimation_method']] #CPU only\n        best['leaf_estimation_backtracking'] = LEB[best['leaf_estimation_backtracking']]        \n        \n        #cast floats of integer params to int\n        for param in integer_params:\n            best[param] = int(best[param])\n        if 'max_leaves' in best:\n            best['max_leaves'] = int(best['max_leaves'])\n        \n        print('{' + '\\n'.join('{}: {}'.format(k, v) for k, v in best.items()) + '}')\n        \n        if diagnostic:\n            return(best, trials)\n        else:\n            return(best)\n    \n    else:\n        print('Package not recognised. Please use \"lgbm\" for LightGBM, \"xgb\" for XGBoost or \"cb\" for CatBoost.')              ","execution_count":9,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"def quick_kfold_imp(X, y, test=None, params=None, n_fold=6, random_state=1127):\n    \n    folds = KFold(n_splits=n_fold, shuffle=True, random_state=random_state)\n    test_preds = np.zeros(len(test))\n    oof_preds = np.zeros(len(X))\n    #obtain both split and gain importance\n    imp_s = np.zeros(X.shape[1])\n    imp_g = np.zeros(X.shape[1])\n\n    if type(y) is not np.ndarray:\n        y = y.values.flatten()\n        \n    for train_idx, valid_idx in folds.split(y):\n         \n        X_train, X_valid = X.iloc[train_idx, :], X.iloc[valid_idx, :]\n        y_train, y_valid = y[train_idx], y[valid_idx]\n        \n        model = lgb.LGBMRegressor(**params, n_estimators = 50000, n_jobs = -1, eval_metric='mae', importance_type='split')\n        model.fit(X_train, y_train,eval_set=[(X_train, y_train), (X_valid, y_valid)],\n                  verbose=0, early_stopping_rounds=200)\n        val_preds = model.predict(X_valid)\n        imp_s += model.feature_importances_/n_fold\n        \n        model = lgb.LGBMRegressor(**params, \n                                  n_estimators = 50000, \n                                  n_jobs = -1, eval_metric='mae', \n                                  importance_type='gain')\n        model.fit(X_train, y_train,eval_set=[(X_train, y_train), (X_valid, y_valid)],\n                  verbose=0, early_stopping_rounds=200)\n        oof_preds[valid_idx] = model.predict(X_valid)\n#         MAE += mean_absolute_error(y_valid, oof_preds[valid_idx])/n_fold\n        imp_g += model.feature_importances_/n_fold\n        test_preds += model.predict(test)/n_fold\n                \n    ## using global num_segments to compute\n    print('OOF MAE: {:.7f}'.format(mean_absolute_error(y[:NUM_SEGMENTS], \n                                                       oof_preds[:NUM_SEGMENTS])))\n    \n    return imp_s, imp_g, test_preds, oof_preds","execution_count":6,"outputs":[]},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"_train = pd.read_csv('../input/lanl-earthquake-nonmagic-features/train_X.csv')\n_test = pd.read_csv('../input/lanl-earthquake-nonmagic-features/test_X.csv')\ny = pd.read_csv('../input/lanl-features/y.csv').values.flatten()[:-1]","execution_count":4,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train = _train\ntest = _test\nNUM_SEGMENTS = len(y) # global","execution_count":5,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"refined_set = ['abs_max_roll_mean_1000',\n 'abs_min',\n 'abs_q01',\n 'abs_trend',\n 'autocorrelation_1000',\n 'av_change_abs_roll_std_10',\n 'avg_first_10000',\n 'avg_first_50000',\n 'c3_5',\n 'classic_sta_lta4_mean',\n 'count_big_50000_threshold_5',\n 'energy_spectra_22640hz',\n 'energy_spectra_9306hz',\n 'energy_spectra_lowest100_denoised',\n 'energy_spectra_norm_109306hz',\n 'energy_spectra_norm_149306hz_denoised',\n 'energy_spectra_norm_15973hz_denoised',\n 'energy_spectra_norm_169306hz_denoised',\n 'energy_spectra_norm_22640hz_denoised',\n 'energy_spectra_norm_29306hz_denoised',\n 'energy_spectra_norm_49306hz_denoised',\n 'energy_spectra_norm_62640hz_denoised',\n 'energy_spectra_norm_69306hz',\n 'energy_spectra_norm_89306hz_denoised',\n 'energy_spectra_norm_9306hz_denoised',\n 'energy_spectra_norm_95973hz_denoised',\n 'fft_100_roll_std_70',\n 'fft_mean_change_rate',\n 'fft_min_roll_mean_100',\n 'fft_spkt_welch_density_100',\n 'fft_spkt_welch_density_5',\n 'fft_time_rev_asym_stat_10',\n 'iqr',\n 'kstat_3',\n 'kurt',\n 'mad',\n 'max_first_5000',\n 'max_last_10000',\n 'max_to_min',\n 'mean',\n 'med',\n 'mean_change_abs',\n 'num_crossings',\n 'num_peaks_10',\n 'q01_roll_std_1000',\n 'q05_roll_mean_100',\n 'q05_roll_std_1000',\n 'q95_roll_mean_100',\n 'q99_roll_mean_1000',\n 'skew',\n 'std_0_to_10',\n 'std_neg_10_to_0',\n 'std_neg_2_to_2']","execution_count":71,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train = _train[refined_set]\ntest = _test[refined_set]\n\n# train = _train\n# test = _test","execution_count":72,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ref_params = {'bagging_fraction': 0.71,\n             'boosting': 'gbdt',\n             'feature_fraction': 0.76,\n             'lambda_l1': 3.131216244016188,\n             'lambda_l2': 2.4124061313905836,\n             'learning_rate': 0.049886848207269734,\n             'max_bin': 193,\n             'max_depth': 15,\n             'metric': 'MAE',\n             'min_data_in_bin': 167,\n             'min_data_in_leaf': 62,\n             'min_gain_to_split': 2.07,\n             'num_leaves': 38,\n             'objective': 'fair',\n             'subsample': 0.9133120405819966}","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"lgbm_params = quick_hyperopt(train, y, 'lgbm', 150)","execution_count":78,"outputs":[{"output_type":"stream","text":"Running 150 rounds of LightGBM parameter optimisation:\n100%|██████████| 150/150 [02:14<00:00,  1.08s/it, best loss: 2.0110136930981826]\n{bagging_fraction: 0.63\nboosting: goss\nfeature_fraction: 0.89\nlambda_l1: 3.886028178784438\nlambda_l2: 2.2000693481883307\nlearning_rate: 0.11921720543953868\nmax_bin: 179\nmax_depth: 14\nmetric: MAE\nmin_data_in_bin: 249\nmin_data_in_leaf: 1\nmin_gain_to_split: 2.58\nnum_leaves: 79\nobjective: huber\nother_rate: 0.11524165935114555\ntop_rate: 0.2730165297235937}\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"With some parameter tuning these features can obtain a CV score of just under 2. Now we can use another quick function to isolate the feature split and gain importance scores from a shuffled KFold. "},{"metadata":{},"cell_type":"markdown","source":"We'll run it in a loop with different seeds to get a more accurate picture of the feature importance."},{"metadata":{"trusted":true},"cell_type":"code","source":"train_features = train.columns\nimp_split = np.zeros(train.shape[1])\nimp_gain = np.zeros(train.shape[1])\ntest_preds = np.zeros(len(test))\ntrain_preds = np.zeros(len(train))\n\nN = 30\nfor i in tqdm_notebook(range(N)):\n    imp_s, imp_g, preds, oof_preds = quick_kfold_imp(train, y, test, \n                                                     lgbm_params, random_state=i)\n    imp_split += imp_s/N\n    imp_gain += imp_g/N\n    test_preds += preds/N\n    train_preds += oof_preds/N\n\ninitial_imp = pd.DataFrame({'feature':train_features,\n                          'importance_split':imp_split,\n                          'importance_gain':imp_gain,\n                          'importance_score':np.log((imp_split*imp_gain))})\n\ninitial_imp.sort_values('importance_score', ascending=False, inplace=True)\ninitial_imp.head(10)","execution_count":79,"outputs":[{"output_type":"display_data","data":{"text/plain":"HBox(children=(IntProgress(value=0, max=30), HTML(value='')))","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"2257be52ed5a4cd68fe2a58825ab0bb5"}},"metadata":{}},{"output_type":"stream","text":"OOF MAE: 1.9973168\nOOF MAE: 2.0058823\nOOF MAE: 2.0138480\nOOF MAE: 2.0051860\nOOF MAE: 2.0126006\nOOF MAE: 2.0146640\nOOF MAE: 2.0082337\nOOF MAE: 2.0157252\nOOF MAE: 2.0076490\nOOF MAE: 2.0026403\nOOF MAE: 2.0141697\nOOF MAE: 2.0073747\nOOF MAE: 2.0091632\nOOF MAE: 2.0117526\nOOF MAE: 2.0077479\nOOF MAE: 2.0189631\nOOF MAE: 2.0009393\nOOF MAE: 2.0040882\nOOF MAE: 2.0133990\nOOF MAE: 2.0020668\nOOF MAE: 2.0065624\nOOF MAE: 2.0072802\nOOF MAE: 2.0074547\nOOF MAE: 2.0167659\nOOF MAE: 2.0038980\nOOF MAE: 2.0084765\nOOF MAE: 2.0027512\nOOF MAE: 1.9975978\nOOF MAE: 2.0113002\nOOF MAE: 2.0052789\n\n","name":"stdout"},{"output_type":"execute_result","execution_count":79,"data":{"text/plain":"                                 feature        ...         importance_score\n39                          num_peaks_10        ...                14.141858\n46                           std_0_to_10        ...                12.698977\n25                   fft_100_roll_std_70        ...                11.909147\n2                                abs_q01        ...                11.370771\n38                         num_crossings        ...                11.215482\n42                     q05_roll_std_1000        ...                11.042853\n21  energy_spectra_norm_89306hz_denoised        ...                10.401368\n37                                   med        ...                10.252229\n27                 fft_min_roll_mean_100        ...                10.177016\n12          energy_spectra_norm_109306hz        ...                10.154877\n\n[10 rows x 4 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>feature</th>\n      <th>importance_split</th>\n      <th>importance_gain</th>\n      <th>importance_score</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>39</th>\n      <td>num_peaks_10</td>\n      <td>124.380000</td>\n      <td>11142.445729</td>\n      <td>14.141858</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>std_0_to_10</td>\n      <td>59.386667</td>\n      <td>5513.237706</td>\n      <td>12.698977</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>fft_100_roll_std_70</td>\n      <td>50.166667</td>\n      <td>2962.522994</td>\n      <td>11.909147</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>abs_q01</td>\n      <td>62.826667</td>\n      <td>1380.762242</td>\n      <td>11.370771</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td>num_crossings</td>\n      <td>40.346667</td>\n      <td>1840.831991</td>\n      <td>11.215482</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>q05_roll_std_1000</td>\n      <td>79.786667</td>\n      <td>783.284671</td>\n      <td>11.042853</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>energy_spectra_norm_89306hz_denoised</td>\n      <td>107.846667</td>\n      <td>305.105536</td>\n      <td>10.401368</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>med</td>\n      <td>85.746667</td>\n      <td>330.574384</td>\n      <td>10.252229</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>fft_min_roll_mean_100</td>\n      <td>93.186667</td>\n      <td>282.142189</td>\n      <td>10.177016</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>energy_spectra_norm_109306hz</td>\n      <td>93.933333</td>\n      <td>273.770916</td>\n      <td>10.154877</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"The importance score was calculated as the natural log of the gain score multiplied by the split score."},{"metadata":{},"cell_type":"markdown","source":"### MAEs for different time_to_failure"},{"metadata":{"trusted":true},"cell_type":"code","source":"index1 = (y>11)\nindex2 = np.logical_and(y<11, y>9)\nindex3 = np.logical_and(y<9, y>7)\nindex4 = np.logical_and(y<7, y>5)\nindex5 = np.logical_and(y<5, y>3)\nindex6 = np.logical_and(y<3, y>1)\nindex7 = (y<1)","execution_count":12,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print(\"OOF MAE for different time_to_failure:\")\nprint(\"MAE for ttf>11   = {:.5f}\".format(mean_absolute_error(y[index1], train_preds[index1])))\nprint(\"MAE for 9<ttf<11 = {:.5f}\".format(mean_absolute_error(y[index2], train_preds[index2])))\nprint(\"MAE for 7<ttf<9  = {:.5f}\".format(mean_absolute_error(y[index3], train_preds[index3])))\nprint(\"MAE for 5<ttf<7  = {:.5f}\".format(mean_absolute_error(y[index4], train_preds[index4])))\nprint(\"MAE for 3<ttf<5  = {:.5f}\".format(mean_absolute_error(y[index5], train_preds[index5])))\nprint(\"MAE for 1<ttf<3  = {:.5f}\".format(mean_absolute_error(y[index6], train_preds[index6])))\nprint(\"MAE for ttf<1    = {:.5f}\".format(mean_absolute_error(y[index7], train_preds[index7])))","execution_count":80,"outputs":[{"output_type":"stream","text":"OOF MAE for different time_to_failure:\nMAE for ttf>11   = 4.37866\nMAE for 9<ttf<11 = 2.67325\nMAE for 7<ttf<9  = 1.78202\nMAE for 5<ttf<7  = 1.66766\nMAE for 3<ttf<5  = 1.27125\nMAE for 1<ttf<3  = 1.17183\nMAE for ttf<1    = 2.86704\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"imp_idx = list(initial_imp.feature.values[:50])","execution_count":81,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"np.abs(train[imp_idx].corrwith(train['energy_spectra_norm_89306hz_denoised']))\\\n.sort_values(ascending=False)[:10]","execution_count":82,"outputs":[{"output_type":"execute_result","execution_count":82,"data":{"text/plain":"energy_spectra_norm_89306hz_denoised    1.000000\nenergy_spectra_norm_95973hz_denoised    0.224757\nenergy_spectra_norm_29306hz_denoised    0.152382\nenergy_spectra_norm_15973hz_denoised    0.120724\nenergy_spectra_22640hz                  0.119311\nenergy_spectra_norm_62640hz_denoised    0.115505\nenergy_spectra_norm_22640hz_denoised    0.114195\nabs_max_roll_mean_1000                  0.112495\nkurt                                    0.108247\nq99_roll_mean_1000                      0.106235\ndtype: float64"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"np.abs(train[imp_idx].corrwith(train['num_peaks_10'])).sort_values(ascending=False)[:10]","execution_count":83,"outputs":[{"output_type":"execute_result","execution_count":83,"data":{"text/plain":"num_peaks_10           1.000000\nstd_0_to_10            0.996353\nnum_crossings          0.975184\nfft_100_roll_std_70    0.890154\nabs_q01                0.859745\nfft_100_roll_std_20    0.761199\nmad                    0.601006\nq05_roll_std_1000      0.598897\niqr                    0.510227\nstd_neg_2_to_2         0.506298\ndtype: float64"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"np.abs(train[imp_idx].corrwith(train['fft_100_roll_std_70'])).sort_values(ascending=False)[:10]","execution_count":84,"outputs":[{"output_type":"execute_result","execution_count":84,"data":{"text/plain":"fft_100_roll_std_70       1.000000\nfft_100_roll_std_20       0.960888\nnum_crossings             0.930771\nnum_peaks_10              0.890154\nstd_0_to_10               0.878955\nmad                       0.868318\nabs_q01                   0.729766\niqr                       0.693849\nenergy_spectra_22640hz    0.627278\nabs_max_roll_mean_1000    0.598586\ndtype: float64"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"initial_imp_plot = initial_imp[:200]\nplot_height = int(np.floor(len(initial_imp_plot)/5))\nplt.figure(figsize=(12, plot_height));\nsns.barplot(x='importance_score', y='feature', data=initial_imp_plot);\nplt.title('Original Feature Scores');","execution_count":36,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x2880 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Now we have our baseline feature scores and predictions for the original data."},{"metadata":{"trusted":true},"cell_type":"code","source":"sub_1 = pd.read_csv('../input/LANL-Earthquake-Prediction/sample_submission.csv')\nsub_1['time_to_failure'] = test_preds\nsub_1.to_csv('sub_orginal_data.csv', index=False)","execution_count":85,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Generate Augmented Data\n---\nNow that we have established a baseline, we can produce our augmented dataset. In this version I will be substituting 50% of the features in each row with randomly sampled values from that feature's actual distribution."},{"metadata":{},"cell_type":"markdown","source":"# Augment data selectively"},{"metadata":{"trusted":true},"cell_type":"code","source":"# index_augment = np.logical_or(y>9, y<2)\nindex_augment = (y > 9)\n# index_augment = np.logical_or(y>10, y<1)\ntrain_select = train[index_augment]\nprint(\"No. of samples to be augmented: {}\".format(train_select.shape[0]))","execution_count":86,"outputs":[{"output_type":"stream","text":"No. of samples to be augmented: 812\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"a = np.arange(0, train.shape[1])\n#initialise aug dataframe - remember to set dtype!\ntrain_aug = pd.DataFrame(index=train_select.index, columns=train.columns, dtype='float64')\n\nfor i in tqdm_notebook(range(len(train_select))):\n    #ratio of features to be randomly sampled\n    AUG_FEATURE_RATIO = 0.6\n    #to integer count\n    AUG_FEATURE_COUNT = np.floor(train_select.shape[1]*AUG_FEATURE_RATIO).astype('int16')\n    \n    #randomly sample half of columns that will contain random values\n    aug_feature_index = np.random.choice(train_select.shape[1], AUG_FEATURE_COUNT, replace=False)\n    aug_feature_index.sort()\n    \n    #obtain indices for features not in aug_feature_index\n    feature_index = np.where(np.logical_not(np.in1d(a, aug_feature_index)))[0]\n        \n    #first insert real values for features in feature_index\n    train_aug.iloc[i, feature_index] = train_select.iloc[i, feature_index]\n              \n    #random row index to randomly sampled values for each features\n    rand_row_index = np.random.choice(len(train_select), len(aug_feature_index), replace=True)\n\n    #for each feature being randomly sampled, extract value from random row in train\n    for n, j in enumerate(aug_feature_index):\n        train_aug.iloc[i, j] = train_select.iloc[rand_row_index[n], j]","execution_count":87,"outputs":[{"output_type":"display_data","data":{"text/plain":"HBox(children=(IntProgress(value=0, max=812), HTML(value='')))","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"43c7e9b77b82439c84f3aba8a2e16eb3"}},"metadata":{}},{"output_type":"stream","text":"\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"Please note that `pandas` will set the datatype of its columns as `'object'` unless you specify otherwise.  I mention this because the above code, which takes less than 1 minute to process 4194 rows of 100 features, will take around an hour if `dtype` isn't set to `'float64'`!"},{"metadata":{},"cell_type":"markdown","source":"We can see, for a basic sanity check, that for each row in `train_aug` that half the values are the same as in `train`, and the remaining half are seemingly random. The random values for each feature were sampled from that feature's original distribution, and the overall distributions for each variable in `train` shouldn't be very different as a result."},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.distplot(train_select['mad'], color=\"red\", label=\"Original distribution\")\nsns.distplot(train_aug['mad'], color=\"skyblue\", label=\"Augmented distribution\")\nplt.legend();","execution_count":90,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"The distributions look almost identical and now we can examine the MAE for the augmented data, along with the feature importances.\n\n# Augmented Data Evaluation\n---\n\nThe corresponding y-values for the augmented rows will be the same for the original data. We can run `quick_hyperopt()` again to get an idea of the optimal CV score."},{"metadata":{"trusted":true},"cell_type":"code","source":"train_all = pd.concat([train, train_aug])\ny_all = np.append(y, y[index_augment])\n\nprint('Original train data shape: {}'.format(train.shape))\nprint('Augmented train data shape: {}'.format(train_all.shape))","execution_count":91,"outputs":[{"output_type":"stream","text":"Original train data shape: (4194, 49)\nAugmented train data shape: (5006, 49)\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"params_all = quick_hyperopt(train_all, y_all, 'lgbm', 150)","execution_count":92,"outputs":[{"output_type":"stream","text":"Running 150 rounds of LightGBM parameter optimisation:\n100%|██████████| 150/150 [04:08<00:00,  2.30s/it, best loss: 1.9552222287944698]\n{bagging_fraction: 0.56\nboosting: gbdt\nfeature_fraction: 0.58\nlambda_l1: 1.0231597269626116\nlambda_l2: 2.418442769296895\nlearning_rate: 0.17651862088375575\nmax_bin: 197\nmax_depth: 16\nmetric: RMSE\nmin_data_in_bin: 10\nmin_data_in_leaf: 9\nmin_gain_to_split: 1.44\nnum_leaves: 746\nobjective: huber\nsubsample: 0.878611343066945}\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"The combined data has a higher CV, indicating that LightGBM has been less eager to identify predictive feature interactions. Now we can examine the feature importances, and how they have changed relative to the original data. We'll run the augmentation process within a loop to ensure an even distribution of random features."},{"metadata":{"trusted":true},"cell_type":"code","source":"imp_split_all = np.zeros(train_aug.shape[1])\nimp_gain_all = np.zeros(train_aug.shape[1])\ntest_preds_aug = np.zeros(len(test)) \ntrain_preds_aug = np.zeros(len(train_all)) \n\nN = 30\nfor i in tqdm_notebook(range(N)):\n    \n    a = np.arange(0, train_select.shape[1])\n    np.random.seed(i)\n    train_aug = pd.DataFrame(index=train_select.index, columns=train.columns, dtype='float64')\n\n    for i in range(0, len(train_select)):\n        #ratio of features to be randomly sampled\n        AUG_FEATURE_RATIO = 0.6\n        #to integer count\n        AUG_FEATURE_COUNT = np.floor(train_select.shape[1]*AUG_FEATURE_RATIO).astype('int16')\n    \n        #randomly sample half of columns that will contain random values\n        aug_feature_index = np.random.choice(train_select.shape[1], AUG_FEATURE_COUNT, replace=False)\n        aug_feature_index.sort()\n    \n        #obtain indices for features not in aug_feature_index\n        feature_index = np.where(np.logical_not(np.in1d(a, aug_feature_index)))[0]\n        \n        #first insert real values for features in feature_index\n        train_aug.iloc[i, feature_index] = train_select.iloc[i, feature_index]\n              \n        #random row index to randomly sampled values for each features\n        rand_row_index = np.random.choice(len(train_select), len(aug_feature_index), replace=True)\n        \n        #for each feature being randomly sampled, extract value from random row in train\n        for n, j in enumerate(aug_feature_index):\n            train_aug.iloc[i, j] = train_select.iloc[rand_row_index[n], j]\n    \n    \n    train_all = pd.concat([train, train_aug])\n        \n    imp_s, imp_g, preds, oof_preds = quick_kfold_imp(train_all, y_all, test, \n                                                     params=params_all, random_state=i)\n    imp_split_all += imp_s/N\n    imp_gain_all += imp_g/N\n    test_preds_aug += preds/N\n    train_preds_aug += oof_preds/N\n","execution_count":96,"outputs":[{"output_type":"display_data","data":{"text/plain":"HBox(children=(IntProgress(value=0, max=30), HTML(value='')))","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"6bcbe39c43364d26b1b0b0797d91d1b6"}},"metadata":{}},{"output_type":"stream","text":"OOF MAE: 2.0362095\nOOF MAE: 2.0216630\nOOF MAE: 2.0322860\nOOF MAE: 2.0275111\nOOF MAE: 2.0141723\nOOF MAE: 2.0316017\nOOF MAE: 2.0289560\nOOF MAE: 2.0371534\nOOF MAE: 2.0378579\nOOF MAE: 2.0347399\nOOF MAE: 2.0248289\nOOF MAE: 2.0305759\nOOF MAE: 2.0359781\nOOF MAE: 2.0208970\nOOF MAE: 2.0285687\nOOF MAE: 2.0302209\nOOF MAE: 2.0369547\nOOF MAE: 2.0364826\nOOF MAE: 2.0356869\nOOF MAE: 2.0259955\nOOF MAE: 2.0197829\nOOF MAE: 2.0307294\nOOF MAE: 2.0325033\nOOF MAE: 2.0341608\nOOF MAE: 2.0254458\nOOF MAE: 2.0371144\nOOF MAE: 2.0287955\nOOF MAE: 2.0357396\nOOF MAE: 2.0331675\nOOF MAE: 2.0311606\n\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"_train_preds_aug = train_preds_aug[:NUM_SEGMENTS]\nprint(\"OOF mae for different time_to_failure after data augmentation:\")\nprint(\"MAE for ttf>11   = {:.5f}\".format(mean_absolute_error(y[index1], _train_preds_aug[index1])))\nprint(\"MAE for 9<ttf<11 = {:.5f}\".format(mean_absolute_error(y[index2], _train_preds_aug[index2])))\nprint(\"MAE for 7<ttf<9  = {:.5f}\".format(mean_absolute_error(y[index3], _train_preds_aug[index3])))\nprint(\"MAE for 5<ttf<7  = {:.5f}\".format(mean_absolute_error(y[index4], _train_preds_aug[index4])))\nprint(\"MAE for 3<ttf<5  = {:.5f}\".format(mean_absolute_error(y[index5], _train_preds_aug[index5])))\nprint(\"MAE for 1<ttf<3  = {:.5f}\".format(mean_absolute_error(y[index6], _train_preds_aug[index6])))\nprint(\"MAE for ttf<1    = {:.5f}\".format(mean_absolute_error(y[index7], _train_preds_aug[index7])))","execution_count":97,"outputs":[{"output_type":"stream","text":"OOF mae for different time_to_failure after data augmentation:\nMAE for ttf>11   = 4.05534\nMAE for 9<ttf<11 = 2.41610\nMAE for 7<ttf<9  = 1.78841\nMAE for 5<ttf<7  = 1.75102\nMAE for 3<ttf<5  = 1.38691\nMAE for 1<ttf<3  = 1.29562\nMAE for ttf<1    = 3.04997\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"aug_imp = pd.DataFrame({'feature':train_features,\n                          'importance_split':imp_split_all,\n                          'importance_gain':imp_gain_all,\n                          'importance_score':np.log((imp_split_all*imp_gain_all))})","execution_count":98,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"aug_imp.sort_values('importance_score', ascending=False, inplace=True)\nlist(aug_imp.feature.values[:20])","execution_count":99,"outputs":[{"output_type":"execute_result","execution_count":99,"data":{"text/plain":"['num_peaks_10',\n 'std_0_to_10',\n 'fft_100_roll_std_70',\n 'num_crossings',\n 'abs_q01',\n 'mad',\n 'q05_roll_std_1000',\n 'fft_100_roll_std_20',\n 'med',\n 'std_neg_10_to_0',\n 'q05_roll_mean_100',\n 'count_big_50000_threshold_5',\n 'std_neg_2_to_2',\n 'q99_roll_mean_1000',\n 'abs_min',\n 'energy_spectra_norm_49306hz_denoised',\n 'abs_max_roll_mean_1000',\n 'q95_roll_mean_100',\n 'max_first_5000',\n 'c3_5']"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"From inspection, the most important features appear to have changed. "},{"metadata":{"trusted":true},"cell_type":"code","source":"aug_imp_plot = aug_imp.iloc[:100]\nplot_height = int(np.floor(len(aug_imp_plot)/5))\nplt.figure(figsize=(12, plot_height));\nsns.barplot(x='importance_score', y='feature', data=aug_imp_plot);\nplt.title('Augmented Data Feature Scores');\nplt.show()","execution_count":100,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x648 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We can then prepare a submission made with the augmented data and its different feature importances for comparison."},{"metadata":{"trusted":true},"cell_type":"code","source":"sub_aug = pd.read_csv('../input/LANL-Earthquake-Prediction/sample_submission.csv')\nsub_aug['time_to_failure'] = test_preds_aug\nsub_aug.to_csv('sub_aug_data.csv', index=False)","execution_count":101,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.distplot(sub_1['time_to_failure'], label='LGB prediction')\nsns.distplot(sub_aug['time_to_failure'], label='LGB predictions using augmented data')\nplt.legend();","execution_count":102,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"# Feature Importance Change\n---\n\nSo what is the relative change in feature importance for each feature? LightGBM can be inconsistent with feature importance scores so they'll have to be scaled."},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.preprocessing import MinMaxScaler","execution_count":103,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"initial_imp.loc[initial_imp.importance_score<-100, 'importance_score'] = -50\naug_imp.loc[aug_imp.importance_score<-100,'importance_score'] = -100\nscaler = MinMaxScaler()\ninitial_imp.iloc[:, 1:] = scaler.fit_transform(initial_imp.iloc[:, 1:])\nscaler = MinMaxScaler()\naug_imp.iloc[:, 1:] = scaler.fit_transform(aug_imp.iloc[:, 1:])","execution_count":104,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"aug_cols = ['feature'] + [x + '_all' for x in aug_imp.columns if x != 'feature']\naug_imp.columns = aug_cols\nfeature_df = initial_imp.merge(aug_imp, on='feature', how='inner')\nfeature_df['score_change'] = feature_df['importance_score_all'] - feature_df['importance_score']\nfeature_df.sort_values('score_change', ascending=False, inplace=True)\nfeature_df.head(10)","execution_count":105,"outputs":[{"output_type":"execute_result","execution_count":105,"data":{"text/plain":"                feature      ...       score_change\n48                  mad      ...           0.433866\n2   fft_100_roll_std_70      ...           0.132879\n4         num_crossings      ...           0.127226\n1           std_0_to_10      ...           0.103431\n14  fft_100_roll_std_20      ...           0.081089\n28       std_neg_2_to_2      ...           0.035578\n3               abs_q01      ...           0.022867\n40    q95_roll_mean_100      ...           0.017784\n7                   med      ...           0.001063\n0          num_peaks_10      ...           0.000000\n\n[10 rows x 8 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>feature</th>\n      <th>importance_split</th>\n      <th>importance_gain</th>\n      <th>importance_score</th>\n      <th>importance_split_all</th>\n      <th>importance_gain_all</th>\n      <th>importance_score_all</th>\n      <th>score_change</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>48</th>\n      <td>mad</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.349385</td>\n      <td>0.057524</td>\n      <td>0.433866</td>\n      <td>0.433866</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>fft_100_roll_std_70</td>\n      <td>0.239462</td>\n      <td>0.259347</td>\n      <td>0.643683</td>\n      <td>0.527772</td>\n      <td>0.393503</td>\n      <td>0.776562</td>\n      <td>0.132879</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>num_crossings</td>\n      <td>0.138826</td>\n      <td>0.157784</td>\n      <td>0.532982</td>\n      <td>0.511163</td>\n      <td>0.198656</td>\n      <td>0.660208</td>\n      <td>0.127226</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>std_0_to_10</td>\n      <td>0.333948</td>\n      <td>0.490302</td>\n      <td>0.769732</td>\n      <td>0.668195</td>\n      <td>0.611587</td>\n      <td>0.873162</td>\n      <td>0.103431</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>fft_100_roll_std_20</td>\n      <td>0.245337</td>\n      <td>0.026901</td>\n      <td>0.324076</td>\n      <td>0.557970</td>\n      <td>0.036070</td>\n      <td>0.405165</td>\n      <td>0.081089</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>std_neg_2_to_2</td>\n      <td>0.376922</td>\n      <td>0.007821</td>\n      <td>0.238554</td>\n      <td>0.578893</td>\n      <td>0.011807</td>\n      <td>0.274132</td>\n      <td>0.035578</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>abs_q01</td>\n      <td>0.369201</td>\n      <td>0.116127</td>\n      <td>0.557764</td>\n      <td>0.746711</td>\n      <td>0.096579</td>\n      <td>0.580631</td>\n      <td>0.022867</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>q95_roll_mean_100</td>\n      <td>0.250256</td>\n      <td>0.008033</td>\n      <td>0.206069</td>\n      <td>0.384545</td>\n      <td>0.010053</td>\n      <td>0.223853</td>\n      <td>0.017784</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>med</td>\n      <td>0.604086</td>\n      <td>0.021037</td>\n      <td>0.379257</td>\n      <td>0.846851</td>\n      <td>0.021627</td>\n      <td>0.380321</td>\n      <td>0.001063</td>\n    </tr>\n    <tr>\n      <th>0</th>\n      <td>num_peaks_10</td>\n      <td>1.000000</td>\n      <td>1.000000</td>\n      <td>1.000000</td>\n      <td>1.000000</td>\n      <td>1.000000</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"plot_height = int(np.floor(len(feature_df)/5))\nplt.figure(figsize=(12, plot_height));\nsns.barplot(x='score_change', y='feature', data=feature_df);\nplt.title('Difference in Feature Scores');","execution_count":106,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x648 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"This has clearly identified some features that became *less* valuable when more randomness is introduced into the dataset.  This indicates that these particular features may have been attributed weight by the model due to random variance instead of a genuine relationship with the target. As a last experiment, we can isolate the features whose change in feature importance was in the bottom two quintiles and remove them. Their predictions can then be evaluated on the test set."},{"metadata":{"trusted":true},"cell_type":"code","source":"MIN_SCORE = np.percentile(feature_df.score_change.values.flatten(), 20)\nbest_features = feature_df.loc[feature_df.score_change >= MIN_SCORE, :].feature.values.flatten()\ntrain = train[best_features]\ntest = test[best_features]\ntrain_select = train[index_augment]","execution_count":107,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"params_final = quick_hyperopt(train, y, 'lgbm', 150)","execution_count":109,"outputs":[{"output_type":"stream","text":"Running 150 rounds of LightGBM parameter optimisation:\n100%|██████████| 150/150 [01:54<00:00,  1.09it/s, best loss: 2.0024738271698515]\n{bagging_fraction: 0.72\nboosting: goss\nfeature_fraction: 0.81\nlambda_l1: 4.1192081329187085\nlambda_l2: 4.315621163484001\nlearning_rate: 0.05717937258650297\nmax_bin: 87\nmax_depth: 7\nmetric: RMSE\nmin_data_in_bin: 147\nmin_data_in_leaf: 16\nmin_gain_to_split: 4.36\nnum_leaves: 194\nobjective: fair\nother_rate: 0.1833544556573913\ntop_rate: 0.4588882312192332}\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_preds_final = np.zeros(len(train_all))\ntest_preds_final = np.zeros(len(test)) \n\nN = 30\nfor i in tqdm_notebook(range(N)):\n    \n    a = np.arange(0, train_select.shape[1])\n    np.random.seed(i)\n    train_aug = pd.DataFrame(index=train_select.index, columns=train.columns, dtype='float64')\n\n    for i in range(len(train_select)):\n        #ratio of features to be randomly sampled\n        AUG_FEATURE_RATIO = 0.6\n        #to integer count\n        AUG_FEATURE_COUNT = np.floor(train_select.shape[1]*AUG_FEATURE_RATIO).astype('int16')\n    \n        #randomly sample half of columns that will contain random values\n        aug_feature_index = np.random.choice(train_select.shape[1], AUG_FEATURE_COUNT, replace=False)\n        aug_feature_index.sort()\n    \n        #obtain indices for features not in aug_feature_index\n        feature_index = np.where(np.logical_not(np.in1d(a, aug_feature_index)))[0]\n        \n        #first insert real values for features in feature_index\n        train_aug.iloc[i, feature_index] = train_select.iloc[i, feature_index]\n              \n        #random row index to randomly sampled values for each features\n        rand_row_index = np.random.choice(len(train_select), len(aug_feature_index), replace=True)\n        \n        #for each feature being randomly sampled, extract value from random row in train\n        for n, j in enumerate(aug_feature_index):\n            train_aug.iloc[i, j] = train_select.iloc[rand_row_index[n], j]\n    \n    \n    train_all = pd.concat([train, train_aug])\n        \n    _,  _, preds, tr_preds = quick_kfold_imp(train_all, y_all, test, \n                                             params=params_final, random_state=i)\n    test_preds_final += preds/N\n    train_preds_final += tr_preds/N","execution_count":110,"outputs":[{"output_type":"display_data","data":{"text/plain":"HBox(children=(IntProgress(value=0, max=30), HTML(value='')))","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f829a96408c94c53be1b56d67a3ab981"}},"metadata":{}},{"output_type":"stream","text":"OOF MAE: 2.0368067\nOOF MAE: 2.0316209\nOOF MAE: 2.0319736\nOOF MAE: 2.0383090\nOOF MAE: 2.0520397\nOOF MAE: 2.0340842\nOOF MAE: 2.0324323\nOOF MAE: 2.0345105\nOOF MAE: 2.0288067\nOOF MAE: 2.0522585\nOOF MAE: 2.0382528\nOOF MAE: 2.0344847\nOOF MAE: 2.0387202\nOOF MAE: 2.0463625\nOOF MAE: 2.0250896\nOOF MAE: 2.0341837\nOOF MAE: 2.0332618\nOOF MAE: 2.0355881\nOOF MAE: 2.0291737\nOOF MAE: 2.0406240\nOOF MAE: 2.0349792\nOOF MAE: 2.0378893\nOOF MAE: 2.0315163\nOOF MAE: 2.0301958\nOOF MAE: 2.0304880\nOOF MAE: 2.0471570\nOOF MAE: 2.0326408\nOOF MAE: 2.0420635\nOOF MAE: 2.0392572\nOOF MAE: 2.0424989\n\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"sub_final = pd.read_csv('../input/LANL-Earthquake-Prediction/sample_submission.csv')\nsub_final['time_to_failure'] = test_preds_final\nsub_final.to_csv('sub_quintile_features_removed.csv', index=False)","execution_count":111,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.distplot(sub_1['time_to_failure'], label='LGB prediction')\nsns.distplot(sub_aug['time_to_failure'], label='LGB predictions using augmented data')\nsns.distplot(sub_final['time_to_failure'], label='LGB predictions using refined data')\nplt.legend();","execution_count":112,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"# Check MAE for different TTF"},{"metadata":{"trusted":true},"cell_type":"code","source":"_train_preds_final = train_preds_final[:NUM_SEGMENTS]\nprint(\"OOF mae for different time_to_failure for refined data:\")\nprint(\"MAE for ttf>11   = {:.5f}\".format(mean_absolute_error(y[index1], _train_preds_final[index1])))\nprint(\"MAE for 9<ttf<11 = {:.5f}\".format(mean_absolute_error(y[index2], _train_preds_final[index2])))\nprint(\"MAE for 7<ttf<9  = {:.5f}\".format(mean_absolute_error(y[index3], _train_preds_final[index3])))\nprint(\"MAE for 5<ttf<7  = {:.5f}\".format(mean_absolute_error(y[index4], _train_preds_final[index4])))\nprint(\"MAE for 3<ttf<5  = {:.5f}\".format(mean_absolute_error(y[index5], _train_preds_final[index5])))\nprint(\"MAE for 1<ttf<3  = {:.5f}\".format(mean_absolute_error(y[index6], _train_preds_final[index6])))\nprint(\"MAE for ttf<1    = {:.5f}\".format(mean_absolute_error(y[index7], _train_preds_final[index7])))","execution_count":113,"outputs":[{"output_type":"stream","text":"OOF mae for different time_to_failure for refined data:\nMAE for ttf>11   = 3.69499\nMAE for 9<ttf<11 = 2.31585\nMAE for 7<ttf<9  = 1.88519\nMAE for 5<ttf<7  = 1.91985\nMAE for 3<ttf<5  = 1.40494\nMAE for 1<ttf<3  = 1.27642\nMAE for ttf<1    = 3.04327\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(figsize=(16, 6))\nplt.plot(y, color='b', label='time_to_failure', linewidth = 2)\nplt.plot(train_preds_final[:NUM_SEGMENTS], color='orange', label='LGB OOF estimate')\nplt.legend(loc='best')\nplt.autoscale(axis='x', tight=True)\nplt.title('LightGBM prediction vs TTF');","execution_count":115,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x432 with 1 Axes>","image/png":"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\n"},"metadata":{}}]}],"metadata":{"kernelspec":{"display_name":"Python 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