{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"import gc\nimport os\nimport time\nimport logging\nimport datetime\nimport warnings\nimport numpy as np\nimport pandas as pd\nimport seaborn as sns\nimport xgboost as xgb\nimport lightgbm as lgb\nfrom scipy import stats\nfrom scipy.signal import hann\nfrom tqdm import tqdm_notebook\nimport matplotlib.pyplot as plt\nfrom scipy.signal import hilbert\nfrom scipy.signal import convolve\nfrom sklearn.svm import NuSVR, SVR\nfrom catboost import CatBoostRegressor\nfrom sklearn.kernel_ridge import KernelRidge\nfrom sklearn.metrics import mean_squared_error\nfrom sklearn.preprocessing import LabelEncoder\nfrom sklearn.metrics import mean_absolute_error\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.linear_model import LinearRegression\nfrom sklearn.model_selection import KFold,StratifiedKFold, RepeatedKFold\nwarnings.filterwarnings(\"ignore\")","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"45e5498b89764854036baa88eda6ead21d41f382"},"cell_type":"code","source":"IS_LOCAL = False\nif(IS_LOCAL):\n    PATH=\"../input/LANL/\"\nelse:\n    PATH=\"../input/\"\nos.listdir(PATH)","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"91bda65accbd9172a37799acd2e9198a3477060e"},"cell_type":"code","source":"print(\"There are {} files in test folder\".format(len(os.listdir(os.path.join(PATH, 'test' )))))","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"bb8916c762c26e98e31a721e4aae673aa12e6c5f"},"cell_type":"code","source":"%%time\ntrain_df = pd.read_csv(os.path.join(PATH,'train.csv'), dtype={'acoustic_data': np.int16, 'time_to_failure': np.float32})","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"40c15befb5782fe1d671ae4ad0ca592aff316073"},"cell_type":"code","source":"print(\"Train: rows:{} cols:{}\".format(train_df.shape[0], train_df.shape[1]))","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"0ee349f0d7f482a0cc4827a3b7515a915e4dd37f"},"cell_type":"code","source":"pd.options.display.precision = 15\ntrain_df.head(10)","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"206af56767581d8e98777da3b0670e11d4e444bd"},"cell_type":"code","source":"train_ad_sample_df = train_df['acoustic_data'].values[::100]\ntrain_ttf_sample_df = train_df['time_to_failure'].values[::100]\n\ndef plot_acc_ttf_data(train_ad_sample_df, train_ttf_sample_df, title=\"Acoustic data and time to failure: 1% sampled data\"):\n    fig, ax1 = plt.subplots(figsize=(12, 8))\n    plt.title(title)\n    plt.plot(train_ad_sample_df, color='r')\n    ax1.set_ylabel('acoustic data', color='r')\n    plt.legend(['acoustic data'], loc=(0.01, 0.95))\n    ax2 = ax1.twinx()\n    plt.plot(train_ttf_sample_df, color='b')\n    ax2.set_ylabel('time to failure', color='b')\n    plt.legend(['time to failure'], loc=(0.01, 0.9))\n    plt.grid(True)\n\nplot_acc_ttf_data(train_ad_sample_df, train_ttf_sample_df)\ndel train_ad_sample_df\ndel train_ttf_sample_df","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"845e5a241e545d73cfb1dbaea2cfa464faf8148a"},"cell_type":"code","source":"for i in range(7):\n    train_ad_sample_df = train_df['acoustic_data'].values[6291455*i:6291455*(i+1)]\n    train_ttf_sample_df = train_df['time_to_failure'].values[6291455*i:6291455*(i+1)]\n    plot_acc_ttf_data(train_ad_sample_df, train_ttf_sample_df, title=\"Acoustic data and time to failure: 1% of data\")\n    del train_ad_sample_df\n    del train_ttf_sample_df","execution_count":47,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x576 with 2 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":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size 864x576 with 2 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"abcf886f07660f12d170a2182675e15efffefde0"},"cell_type":"code","source":"rows = 150000\nsegments = int(np.floor(train_df.shape[0] / rows))\nprint(\"Number of segments: \", segments)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"segments","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"8b46e3d6267988a865b69efc1f92ba90a20ca7b7"},"cell_type":"code","source":"def add_trend_feature(arr, abs_values=False):\n    idx = np.array(range(len(arr)))\n    if abs_values:\n        arr = np.abs(arr)\n    lr = LinearRegression()\n    lr.fit(idx.reshape(-1, 1), arr)\n    return lr.coef_[0]\n\ndef classic_sta_lta(x, length_sta, length_lta):\n    sta = np.cumsum(x ** 2)\n    # Convert to float\n    sta = np.require(sta, dtype=np.float)\n    # Copy for LTA\n    lta = sta.copy()\n    # Compute the STA and the LTA\n    sta[length_sta:] = sta[length_sta:] - sta[:-length_sta]\n    sta /= length_sta\n    lta[length_lta:] = lta[length_lta:] - lta[:-length_lta]\n    lta /= length_lta\n    # Pad zeros\n    sta[:length_lta - 1] = 0\n    # Avoid division by zero by setting zero values to tiny float\n    dtiny = np.finfo(0.0).tiny\n    idx = lta < dtiny\n    lta[idx] = dtiny\n    return sta / lta","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"c65536bf1bf32037175518c3cc8fc7439e217e9d"},"cell_type":"code","source":"train_X = pd.DataFrame(index=range(segments), dtype=np.float64)\ntrain_y = pd.DataFrame(index=range(segments), dtype=np.float64, columns=['time_to_failure'])\ntotal_mean = train_df['acoustic_data'].mean()\ntotal_std = train_df['acoustic_data'].std()\ntotal_max = train_df['acoustic_data'].max()\ntotal_min = train_df['acoustic_data'].min()\ntotal_sum = train_df['acoustic_data'].sum()\ntotal_abs_sum = np.abs(train_df['acoustic_data']).sum()","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"0745eb336b1313d3c46c957d7b18c19c98076743"},"cell_type":"code","source":"def create_features(seg_id, seg, X):\n    xc = pd.Series(seg['acoustic_data'].values)\n    zc = np.fft.fft(xc)\n    \n    X.loc[seg_id, 'mean'] = xc.mean()\n    X.loc[seg_id, 'std'] = xc.std()\n    X.loc[seg_id, 'max'] = xc.max()\n    X.loc[seg_id, 'min'] = xc.min()\n    \n    #FFT transform values\n    realFFT = np.real(zc)\n    imagFFT = np.imag(zc)\n    X.loc[seg_id, 'Rmean'] = realFFT.mean()\n    X.loc[seg_id, 'Rstd'] = realFFT.std()\n    X.loc[seg_id, 'Rmax'] = realFFT.max()\n    X.loc[seg_id, 'Rmin'] = realFFT.min()\n    X.loc[seg_id, 'Imean'] = imagFFT.mean()\n    X.loc[seg_id, 'Istd'] = imagFFT.std()\n    X.loc[seg_id, 'Imax'] = imagFFT.max()\n    X.loc[seg_id, 'Imin'] = imagFFT.min()\n    X.loc[seg_id, 'Rmean_last_5000'] = realFFT[-5000:].mean()\n    X.loc[seg_id, 'Rstd__last_5000'] = realFFT[-5000:].std()\n    X.loc[seg_id, 'Rmax_last_5000'] = realFFT[-5000:].max()\n    X.loc[seg_id, 'Rmin_last_5000'] = realFFT[-5000:].min()\n    X.loc[seg_id, 'Rmean_last_15000'] = realFFT[-15000:].mean()\n    X.loc[seg_id, 'Rstd_last_15000'] = realFFT[-15000:].std()\n    X.loc[seg_id, 'Rmax_last_15000'] = realFFT[-15000:].max()\n    X.loc[seg_id, 'Rmin_last_15000'] = realFFT[-15000:].min()\n    \n    X.loc[seg_id, 'mean_change_abs'] = np.mean(np.diff(xc))\n    X.loc[seg_id, 'mean_change_rate'] = np.mean(np.nonzero((np.diff(xc) / xc[:-1]))[0])\n    X.loc[seg_id, 'abs_max'] = np.abs(xc).max()\n    X.loc[seg_id, 'abs_min'] = np.abs(xc).min()\n    \n    X.loc[seg_id, 'std_first_50000'] = xc[:50000].std()\n    X.loc[seg_id, 'std_last_50000'] = xc[-50000:].std()\n    X.loc[seg_id, 'std_first_10000'] = xc[:10000].std()\n    X.loc[seg_id, 'std_last_10000'] = xc[-10000:].std()\n    \n    X.loc[seg_id, 'avg_first_50000'] = xc[:50000].mean()\n    X.loc[seg_id, 'avg_last_50000'] = xc[-50000:].mean()\n    X.loc[seg_id, 'avg_first_10000'] = xc[:10000].mean()\n    X.loc[seg_id, 'avg_last_10000'] = xc[-10000:].mean()\n    \n    X.loc[seg_id, 'min_first_50000'] = xc[:50000].min()\n    X.loc[seg_id, 'min_last_50000'] = xc[-50000:].min()\n    X.loc[seg_id, 'min_first_10000'] = xc[:10000].min()\n    X.loc[seg_id, 'min_last_10000'] = xc[-10000:].min()\n    \n    X.loc[seg_id, 'max_first_50000'] = xc[:50000].max()\n    X.loc[seg_id, 'max_last_50000'] = xc[-50000:].max()\n    X.loc[seg_id, 'max_first_10000'] = xc[:10000].max()\n    X.loc[seg_id, 'max_last_10000'] = xc[-10000:].max()\n    \n    X.loc[seg_id, 'max_to_min'] = xc.max() / np.abs(xc.min())\n    X.loc[seg_id, 'max_to_min_diff'] = xc.max() - np.abs(xc.min())\n    X.loc[seg_id, 'count_big'] = len(xc[np.abs(xc) > 500])\n    X.loc[seg_id, 'sum'] = xc.sum()\n    \n    X.loc[seg_id, 'mean_change_rate_first_50000'] = np.mean(np.nonzero((np.diff(xc[:50000]) / xc[:50000][:-1]))[0])\n    X.loc[seg_id, 'mean_change_rate_last_50000'] = np.mean(np.nonzero((np.diff(xc[-50000:]) / xc[-50000:][:-1]))[0])\n    X.loc[seg_id, 'mean_change_rate_first_10000'] = np.mean(np.nonzero((np.diff(xc[:10000]) / xc[:10000][:-1]))[0])\n    X.loc[seg_id, 'mean_change_rate_last_10000'] = np.mean(np.nonzero((np.diff(xc[-10000:]) / xc[-10000:][:-1]))[0])\n    \n    X.loc[seg_id, 'q95'] = np.quantile(xc, 0.95)\n    X.loc[seg_id, 'q99'] = np.quantile(xc, 0.99)\n    X.loc[seg_id, 'q05'] = np.quantile(xc, 0.05)\n    X.loc[seg_id, 'q01'] = np.quantile(xc, 0.01)\n    \n    X.loc[seg_id, 'abs_q95'] = np.quantile(np.abs(xc), 0.95)\n    X.loc[seg_id, 'abs_q99'] = np.quantile(np.abs(xc), 0.99)\n    X.loc[seg_id, 'abs_q05'] = np.quantile(np.abs(xc), 0.05)\n    X.loc[seg_id, 'abs_q01'] = np.quantile(np.abs(xc), 0.01)\n    \n    X.loc[seg_id, 'trend'] = add_trend_feature(xc)\n    X.loc[seg_id, 'abs_trend'] = add_trend_feature(xc, abs_values=True)\n    X.loc[seg_id, 'abs_mean'] = np.abs(xc).mean()\n    X.loc[seg_id, 'abs_std'] = np.abs(xc).std()\n    \n    X.loc[seg_id, 'mad'] = xc.mad()\n    X.loc[seg_id, 'kurt'] = xc.kurtosis()\n    X.loc[seg_id, 'skew'] = xc.skew()\n    X.loc[seg_id, 'med'] = xc.median()\n    \n    X.loc[seg_id, 'Hilbert_mean'] = np.abs(hilbert(xc)).mean()\n    X.loc[seg_id, 'Hann_window_mean'] = (convolve(xc, hann(150), mode='same') / sum(hann(150))).mean()\n    X.loc[seg_id, 'classic_sta_lta1_mean'] = classic_sta_lta(xc, 500, 10000).mean()\n    X.loc[seg_id, 'classic_sta_lta2_mean'] = classic_sta_lta(xc, 5000, 100000).mean()\n    X.loc[seg_id, 'classic_sta_lta3_mean'] = classic_sta_lta(xc, 3333, 6666).mean()\n    X.loc[seg_id, 'classic_sta_lta4_mean'] = classic_sta_lta(xc, 10000, 25000).mean()\n    X.loc[seg_id, 'Moving_average_700_mean'] = xc.rolling(window=700).mean().mean(skipna=True)\n    X.loc[seg_id, 'Moving_average_1500_mean'] = xc.rolling(window=1500).mean().mean(skipna=True)\n    X.loc[seg_id, 'Moving_average_3000_mean'] = xc.rolling(window=3000).mean().mean(skipna=True)\n    X.loc[seg_id, 'Moving_average_6000_mean'] = xc.rolling(window=6000).mean().mean(skipna=True)\n    ewma = pd.Series.ewm\n    X.loc[seg_id, 'exp_Moving_average_300_mean'] = (ewma(xc, span=300).mean()).mean(skipna=True)\n    X.loc[seg_id, 'exp_Moving_average_3000_mean'] = ewma(xc, span=3000).mean().mean(skipna=True)\n    X.loc[seg_id, 'exp_Moving_average_30000_mean'] = ewma(xc, span=6000).mean().mean(skipna=True)\n    no_of_std = 2\n    X.loc[seg_id, 'MA_700MA_std_mean'] = xc.rolling(window=700).std().mean()\n    X.loc[seg_id,'MA_700MA_BB_high_mean'] = (X.loc[seg_id, 'Moving_average_700_mean'] + no_of_std * X.loc[seg_id, 'MA_700MA_std_mean']).mean()\n    X.loc[seg_id,'MA_700MA_BB_low_mean'] = (X.loc[seg_id, 'Moving_average_700_mean'] - no_of_std * X.loc[seg_id, 'MA_700MA_std_mean']).mean()\n    X.loc[seg_id, 'MA_400MA_std_mean'] = xc.rolling(window=400).std().mean()\n    X.loc[seg_id,'MA_400MA_BB_high_mean'] = (X.loc[seg_id, 'Moving_average_700_mean'] + no_of_std * X.loc[seg_id, 'MA_400MA_std_mean']).mean()\n    X.loc[seg_id,'MA_400MA_BB_low_mean'] = (X.loc[seg_id, 'Moving_average_700_mean'] - no_of_std * X.loc[seg_id, 'MA_400MA_std_mean']).mean()\n    X.loc[seg_id, 'MA_1000MA_std_mean'] = xc.rolling(window=1000).std().mean()\n    \n    X.loc[seg_id, 'iqr'] = np.subtract(*np.percentile(xc, [75, 25]))\n    X.loc[seg_id, 'q999'] = np.quantile(xc,0.999)\n    X.loc[seg_id, 'q001'] = np.quantile(xc,0.001)\n    X.loc[seg_id, 'ave10'] = stats.trim_mean(xc, 0.1)\n    \n    for windows in [10, 100, 1000]:\n        x_roll_std = xc.rolling(windows).std().dropna().values\n        x_roll_mean = xc.rolling(windows).mean().dropna().values\n        \n        X.loc[seg_id, 'ave_roll_std_' + str(windows)] = x_roll_std.mean()\n        X.loc[seg_id, 'std_roll_std_' + str(windows)] = x_roll_std.std()\n        X.loc[seg_id, 'max_roll_std_' + str(windows)] = x_roll_std.max()\n        X.loc[seg_id, 'min_roll_std_' + str(windows)] = x_roll_std.min()\n        X.loc[seg_id, 'q01_roll_std_' + str(windows)] = np.quantile(x_roll_std, 0.01)\n        X.loc[seg_id, 'q05_roll_std_' + str(windows)] = np.quantile(x_roll_std, 0.05)\n        X.loc[seg_id, 'q95_roll_std_' + str(windows)] = np.quantile(x_roll_std, 0.95)\n        X.loc[seg_id, 'q99_roll_std_' + str(windows)] = np.quantile(x_roll_std, 0.99)\n        X.loc[seg_id, 'av_change_abs_roll_std_' + str(windows)] = np.mean(np.diff(x_roll_std))\n        X.loc[seg_id, 'av_change_rate_roll_std_' + str(windows)] = np.mean(np.nonzero((np.diff(x_roll_std) / x_roll_std[:-1]))[0])\n        X.loc[seg_id, 'abs_max_roll_std_' + str(windows)] = np.abs(x_roll_std).max()\n        \n        X.loc[seg_id, 'ave_roll_mean_' + str(windows)] = x_roll_mean.mean()\n        X.loc[seg_id, 'std_roll_mean_' + str(windows)] = x_roll_mean.std()\n        X.loc[seg_id, 'max_roll_mean_' + str(windows)] = x_roll_mean.max()\n        X.loc[seg_id, 'min_roll_mean_' + str(windows)] = x_roll_mean.min()\n        X.loc[seg_id, 'q01_roll_mean_' + str(windows)] = np.quantile(x_roll_mean, 0.01)\n        X.loc[seg_id, 'q05_roll_mean_' + str(windows)] = np.quantile(x_roll_mean, 0.05)\n        X.loc[seg_id, 'q95_roll_mean_' + str(windows)] = np.quantile(x_roll_mean, 0.95)\n        X.loc[seg_id, 'q99_roll_mean_' + str(windows)] = np.quantile(x_roll_mean, 0.99)\n        X.loc[seg_id, 'av_change_abs_roll_mean_' + str(windows)] = np.mean(np.diff(x_roll_mean))\n        X.loc[seg_id, 'av_change_rate_roll_mean_' + str(windows)] = np.mean(np.nonzero((np.diff(x_roll_mean) / x_roll_mean[:-1]))[0])\n        X.loc[seg_id, 'abs_max_roll_mean_' + str(windows)] = np.abs(x_roll_mean).max()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"5a446450bfd25296d6b98dde3e750e11d96250a4","_kg_hide-input":true},"cell_type":"code","source":"# iterate over all segments\nfor seg_id in tqdm_notebook(range(segments)):\n    seg = train_df.iloc[seg_id*rows:seg_id*rows+rows]\n    create_features(seg_id, seg, train_X)\n    train_y.loc[seg_id, 'time_to_failure'] = seg['time_to_failure'].values[-1]","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"ff98b8f65290cfa14a5fed507a5567a589109fc9"},"cell_type":"code","source":"train_X.shape","execution_count":46,"outputs":[{"output_type":"execute_result","execution_count":46,"data":{"text/plain":"(4194, 154)"},"metadata":{}}]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"dc6dd182bf1819c4dcfe823416efca51ff15d5bf"},"cell_type":"code","source":"train_X.head(10)","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"5e9f4c996ac9842fd3243e4f9d3a6e77b8b65cf7"},"cell_type":"code","source":"scaler = StandardScaler()\nscaler.fit(train_X)\nscaled_train_X = pd.DataFrame(scaler.transform(train_X), columns=train_X.columns)","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"1212dd6508332a32bfb4e337f3076ee9680584d4"},"cell_type":"code","source":"scaled_train_X.head(10)","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"38e67f8e457d7c7ce4900b454d3d4a1ab5c42d04"},"cell_type":"code","source":"submission = pd.read_csv('../input/sample_submission.csv', index_col='seg_id')\ntest_X = pd.DataFrame(columns=train_X.columns, dtype=np.float64, index=submission.index)","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"1f06fee3edb09ac05890fa109808487de395d1de"},"cell_type":"code","source":"submission.shape, test_X.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"e3b54cd654438c2af63060b03ddb767eacbd70c6","_kg_hide-input":true},"cell_type":"code","source":"for seg_id in tqdm_notebook(test_X.index):\n    seg = pd.read_csv('../input/test/' + seg_id + '.csv')\n    create_features(seg_id, seg, test_X)","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"a18c26409ced2a71c3b7b4926d05455afd5fa26a"},"cell_type":"code","source":"scaled_test_X = pd.DataFrame(scaler.transform(test_X), columns=test_X.columns)","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"9c5701e9cc1c9076bde818af54fa67ec4ad3eb4b"},"cell_type":"code","source":"scaled_test_X.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"7bf4d31bea2f1fd82fbfdc1a4a84f36834daf5c3","_kg_hide-input":true},"cell_type":"code","source":"scaled_test_X.tail(10)","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"99d43c789dde8cac37270dc16430cf98870788d3"},"cell_type":"code","source":"n_fold = 5\nfolds = KFold(n_splits=n_fold, shuffle=True, random_state=42)\ntrain_columns = scaled_train_X.columns.values","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"b3fc19ff1bf1bb0897e29747421514f211ea0edc"},"cell_type":"code","source":"params = {'num_leaves': 51,\n         'min_data_in_leaf': 40,\n         'objective':'regression',\n         'max_depth': 6,\n         'learning_rate': 0.01,\n         \"boosting\": \"gbdt\",\n         \"feature_fraction\": 0.5,\n         \"bagging_freq\": 5,\n         \"bagging_fraction\": 0.5,\n         \"bagging_seed\": 20,\n         \"metric\": 'mae',\n         \"lambda_l1\": 0.1,\n         \"verbosity\": -1,\n         \"nthread\": -1,\n         \"random_state\": 42}\nparamsNoneOver = {'num_leaves': 51,\n         'min_data_in_leaf': 10, \n         'objective':'regression',\n         'max_depth': 6,\n         'learning_rate': 0.01,\n         \"boosting\": \"gbdt\",\n         \"feature_fraction\": 0.9,\n         \"bagging_freq\": 1,\n         \"bagging_fraction\": 0.9,\n         \"bagging_seed\": 30,\n         \"metric\": 'mae',\n         \"lambda_l1\": 0.1,\n         \"verbosity\": -1,\n         \"nthread\": -1,\n         \"random_state\": 30}","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"d0b278f0a14dbd3dee610e2e27a0cc6d55844678"},"cell_type":"code","source":"oof = np.zeros(len(scaled_train_X))\npredictions = np.zeros(len(scaled_test_X))\nfeature_importance_df = pd.DataFrame()\n#run model\nfor fold_, (trn_idx, val_idx) in enumerate(folds.split(scaled_train_X,train_y.values)):\n    strLog = \"fold {}\".format(fold_)\n    print(strLog)\n    \n    X_tr, X_val = scaled_train_X.iloc[trn_idx], scaled_train_X.iloc[val_idx]\n    y_tr, y_val = train_y.iloc[trn_idx], train_y.iloc[val_idx]\n\n    model = lgb.LGBMRegressor(**paramsNoneOver, n_estimators = 20000, n_jobs = -1)\n    model.fit(X_tr, \n              y_tr, \n              eval_set=[(X_tr, y_tr), (X_val, y_val)], \n              eval_metric='mae',\n              verbose=1000, \n              early_stopping_rounds=1000)\n    oof[val_idx] = model.predict(X_val, num_iteration=model.best_iteration_)\n    #feature importance\n    fold_importance_df = pd.DataFrame()\n    fold_importance_df[\"Feature\"] = train_columns\n    fold_importance_df[\"importance\"] = model.feature_importances_[:len(train_columns)]\n    fold_importance_df[\"fold\"] = fold_ + 1\n    feature_importance_df = pd.concat([feature_importance_df, fold_importance_df], axis=0)\n    #predictions\n    predictions += model.predict(scaled_test_X, num_iteration=model.best_iteration_) / folds.n_splits","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_y.to_csv('train_y.csv',index=False)\nscaled_test_X.to_csv('scaled_test_x',index=False)\nscaled_train_X.to_csv('scaled_train_x',index=False)","execution_count":49,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"0f64306227bc30ffa306b5821a63f04ab6a874c0"},"cell_type":"code","source":"cols = (feature_importance_df[[\"Feature\", \"importance\"]]\n        .groupby(\"Feature\")\n        .mean()\n        .sort_values(by=\"importance\", ascending=False)[:200].index)\nbest_features = feature_importance_df.loc[feature_importance_df.Feature.isin(cols)]\n\nplt.figure(figsize=(14,26))\nsns.barplot(x=\"importance\", y=\"Feature\", data=best_features.sort_values(by=\"importance\",ascending=False))\nplt.title('LightGBM Features (averaged over folds)')\nplt.tight_layout()\nplt.savefig('lgbm_importances.png')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"641d4feeb57e87e24c3f4bc29863c35169f9302f","_kg_hide-input":true},"cell_type":"code","source":"submission.time_to_failure = predictions\nsubmission.to_csv('submission.csv',index=True)","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}