{"cells":[{"metadata":{"trusted":true},"cell_type":"code","source":"from scipy.stats import kurtosis\nimport matplotlib.pyplot as plt\nimport scipy.signal as sg\nfrom scipy import linalg\nimport seaborn as sns\nimport pandas as pd\nimport numpy as np\nimport graphviz\nimport warnings\nimport random\nimport time\nimport glob\nimport sys\nimport os","execution_count":1,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"%time train = pd.read_csv('../input/train.csv',nrows=4000000,dtype = {'acoustic_data': np.int16, 'time_to_failure': np.float64} ) # float32 is enough :)","execution_count":6,"outputs":[{"output_type":"stream","text":"CPU times: user 1.01 s, sys: 236 ms, total: 1.24 s\nWall time: 1.26 s\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"train.shape[0]","execution_count":7,"outputs":[{"output_type":"execute_result","execution_count":7,"data":{"text/plain":"4000000"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"train.head(5)","execution_count":8,"outputs":[{"output_type":"execute_result","execution_count":8,"data":{"text/plain":"   acoustic_data  time_to_failure\n0             12           1.4691\n1              6           1.4691\n2              8           1.4691\n3              5           1.4691\n4              8           1.4691","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>acoustic_data</th>\n      <th>time_to_failure</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>12</td>\n      <td>1.4691</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>6</td>\n      <td>1.4691</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>8</td>\n      <td>1.4691</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>5</td>\n      <td>1.4691</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>8</td>\n      <td>1.4691</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## 小波包变换"},{"metadata":{"trusted":true},"cell_type":"code","source":"import pywt","execution_count":9,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"wtp_data=train.acoustic_data\nwtp_data=wtp_data-wtp_data.mean()\nmaxlevel=3\nwavelet='db4'\nwp=pywt.WaveletPacket(data=wtp_data.values.reshape(len(wtp_data)),wavelet=wavelet,mode='symmetric',maxlevel=maxlevel)\nnodename=[node.path for node in wp.get_level(maxlevel, 'natural')]\nfig,ax=plt.subplots(int(np.power(2,maxlevel)/2),2,figsize=(16,int(4*(np.power(2,maxlevel)/2))))\nj=0\nk=0\nfor i in nodename:\n    ax[k][j].plot(wp[i].data)\n    ax[k][j].set_title(i)\n    j+=1\n    if j>1:\n        k+=1\n        j=0\ndel wtp_data,wp","execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x1152 with 8 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"#### 分析：db4小波3层分解，后4个节点可以判定为噪声数据，前四个节点信息有用。降噪？"},{"metadata":{},"cell_type":"markdown","source":"####  "}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.6.3"}},"nbformat":4,"nbformat_minor":1}