{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"import os\nimport pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\n\nfrom tqdm import tqdm_notebook as tqdm \n\nos.listdir('../input')","execution_count":203,"outputs":[{"output_type":"execute_result","execution_count":203,"data":{"text/plain":"['test', 'train.csv', 'sample_submission.csv']"},"metadata":{}}]},{"metadata":{"_kg_hide-input":false},"cell_type":"markdown","source":"## <center> Preparing Data"},{"metadata":{"_kg_hide-input":false},"cell_type":"markdown","source":"The standard deviation with a window size of 4000 points is used as the base function."},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"CHUNCK_SIZE = 40000000\nN_SMOOTH_POINTS = 4000","execution_count":204,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"def feature_extractor(x):\n    return np.std(x)","execution_count":205,"outputs":[]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"x, y = [], []\nfor train in tqdm(pd.read_csv('../input/train.csv', \n                                   dtype={'acoustic_data': np.int16, 'time_to_failure': np.float16}, \n                                   chunksize=CHUNCK_SIZE)):\n    for i in range(N_SMOOTH_POINTS, len(train), N_SMOOTH_POINTS):\n        x.append(feature_extractor((train.iloc[i-N_SMOOTH_POINTS: i, 0].values)))\n        y.append(np.mean(train.iloc[i-N_SMOOTH_POINTS: i, 1].values))","execution_count":206,"outputs":[{"output_type":"display_data","data":{"text/plain":"HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ff2451d132df44e4b4dcba6866d12769"}},"metadata":{}}]},{"metadata":{"_kg_hide-input":false},"cell_type":"markdown","source":"## <center> Failure Detection"},{"metadata":{"_kg_hide-input":false},"cell_type":"markdown","source":"Failure detection algorithm based on calculation gradient and choices threshold for finding outliers, which is failure."},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"from sklearn.base import BaseEstimator\n\nclass FailureDetector(BaseEstimator):\n    def __init__(self, window_size=3, \n                 dtime=1.5, \n                 delay=3,\n                 init_thr=-100,\n                 max_itr=100,\n                 use_bias=False,\n                 verbose=1):\n        self.window_size = window_size\n        self.dtime=dtime\n        self.delay = delay\n        self.thr = init_thr\n        self.b = 0\n        self.verbose = verbose\n        self.max_itr = max_itr\n        self.use_bias = use_bias\n    \n    def fit(self, x, y):\n        _y = np.where((np.array(y)[1:] - np.array(y)[:-1]) > self.dtime)[0]\n        peaks = self.uniques(_y, self.delay)\n        \n        n_peaks = len(peaks)\n        _error = n_peaks\n        itr = 0\n        while _error != 0 and itr < self.max_itr:\n            _p = np.where(self.feature(x, self.window_size) < self.thr)[0]\n            _peaks = self.uniques(_p, self.delay)\n            itr += 1\n            _error = n_peaks - len(_peaks)\n            if self.verbose == 1:\n                print(f'Iter:{itr}; Thr: {self.thr}; Error: {_error}')\n            if abs(_error) > 0:\n                self.thr += 10*_error/abs(_error)\n            \n        self.b = np.mean(peaks - _peaks)\n        \n    def predict(self, x):\n        peaks = np.where(self.feature(x, self.window_size) < self.thr)[0]\n        peaks = self.uniques(peaks, self.delay).astype(np.float64)\n        if self.use_bias:\n            peaks += self.b\n        return np.floor(peaks).astype(int)\n        \n    @staticmethod\n    def uniques(x, delay):\n        peaks = [0]\n        for j in range(len(x)):\n            if x[j] - peaks[-1] > delay:\n                peaks.append(x[j])\n        peaks.pop(0)\n        return np.array(peaks)\n    \n    @staticmethod\n    def feature(x, size):\n        new_x = np.zeros_like(x)\n        for i in range(1, len(x)):\n            new_x[i] = x[i-size if i-size > 0 else 0] - x[i]\n        return new_x","execution_count":208,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"x, y = np.array(x), np.array(y)","execution_count":209,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"%%time\nfd = FailureDetector(verbose=0)\nfd.fit(x, y)\nfailure = fd.predict(x)","execution_count":210,"outputs":[{"output_type":"stream","text":"CPU times: user 3.55 s, sys: 8 ms, total: 3.56 s\nWall time: 3.56 s\n","name":"stdout"}]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"fig, ax = plt.subplots(1, 1, figsize=(24,8))\n\nax.plot(x)\nax.plot(np.array(y))\nfor f in failure:\n    plt.axvspan(f-10, f+10, alpha=0.3, color='g')\nfig.savefig('train_failures.png');","execution_count":211,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1728x576 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_kg_hide-input":false},"cell_type":"markdown","source":"At the plot above can be counted 16 failures."},{"metadata":{"_kg_hide-input":false},"cell_type":"markdown","source":"## <center> How much failures in test data?..."},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"submission = pd.read_csv('../input/sample_submission.csv', index_col='seg_id')\nfor seg_id in tqdm(submission.index):\n    seg = pd.read_csv('../input/test/' + seg_id + '.csv')\n    x_seg = []\n    for i in range(N_SMOOTH_POINTS, len(seg), N_SMOOTH_POINTS):\n        x_seg.append(feature_extractor((seg.iloc[i-N_SMOOTH_POINTS: i, 0].values)))\n    x_seg = np.array(x_seg)\n    failure = fd.predict(x_seg)\n    \n    if len(failure) > 0:\n        fig, ax = plt.subplots(1, 1, figsize=(24,8))\n\n        ax.plot(x_seg)\n        for f in failure:\n            plt.axvspan(f-2, f+2, alpha=0.3, color='g')\n        plt.title(f'{seg_id}')\n        plt.show()\n        fig.savefig(f'{seg_id}.png')","execution_count":212,"outputs":[{"output_type":"display_data","data":{"text/plain":"HBox(children=(IntProgress(value=0, max=2624), HTML(value='')))","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0b525e8ba1544ce8bb66bb3ada45f948"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1728x576 with 1 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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":{},"cell_type":"markdown","source":"Hmm ... This algorithm detected <b> 7 </b> failures, which are visualized in the graphs above."},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}