{"cells":[{"metadata":{},"cell_type":"markdown","source":"# General information\n\nLinks to Raw Acoustic Data for experiment [p4581](https://psu.box.com/s/6c2mkkb8s3qhb74urx18igbk5sg7iius).\n<br />Data shared by David Chas Bolton. More information on his personal [site](https://sites.psu.edu/chasbolton/).\n\n<br />The .npz files contain the raw continuous time series data, single channel-33 and time to failure. Acoustic data are recorded continuously at 4 MHz throughout the experiment from a 14-bit data acquisition system."},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import numpy as np\nimport pandas as pd\n\nimport matplotlib.pyplot as plt\n%matplotlib inline\n\nimport os.path as osp\n\nimport warnings\nwarnings.filterwarnings(\"ignore\")","execution_count":1,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"path = '../input/laboratory-acoustic-data-exp4581/p4581'","execution_count":2,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# How load?\n<br>Access to Acoustic Data: ``numpy.load(\"earthquake_*.npz\")['acoustic_data'] ``\n<br>Time between acoustica data by axis = 1: 0.252016890769332e-6\n<br>Time between acoustica data by axis = 0 contained here: ``numpy.load(\"earthquake_*.npz\")['ttf'] ``"},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"acDataStd = np.empty((0,))\nacTime = np.empty((0,))\nevents = 297\n\nfor i in range(events):\n    a = np.load(osp.join(path, f\"earthquake_{i:03d}.npz\"))['acoustic_data'] \n    t = np.load(osp.join(path, f\"earthquake_{i:03d}.npz\"))['ttf'] \n    acDataStd = np.hstack([acDataStd, a.std(axis=1)])\n    acTime = np.hstack([acTime, t])","execution_count":7,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Plot std and single event from set\n\nData have various std by time. Its terms of the experiment."},{"metadata":{"trusted":true},"cell_type":"code","source":"# smooth data\nN = 1000\nacDataStd = np.convolve(acDataStd, np.ones((N))/ N, mode='same')","execution_count":10,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig, ax1 = plt.subplots(figsize=(16, 8))\nplt.title(\"Trends of acoustic_data and time\")\nplt.plot(acDataStd, color='b')\nax1.set_ylabel('acoustic_data', color='b')\nplt.legend(['acoustic_data'])\nax2 = ax1.twinx()\nplt.plot(acTime, color='g')\nax2.set_ylabel('time', color='g')\nplt.legend(['time'], loc=(0.875, 0.9))\nplt.grid(False)","execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x576 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We actually can see different parts of set with chenged constant stress.\n<br />![a classic laboratory earthquake model](https://i.imgur.com/moMmVqh.jpg)"},{"metadata":{"trusted":true},"cell_type":"code","source":"event = 50\nacData = np.load(osp.join(path, f\"earthquake_{event:03d}.npz\"))['acoustic_data'] \nacTime = np.load(osp.join(path, f\"earthquake_{event:03d}.npz\"))['ttf'] ","execution_count":3,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"steps = np.arange(4096) * 0.252016890769332e-6\nt = acTime[:, np.newaxis] + np.flip(steps)[np.newaxis]","execution_count":4,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig, ax1 = plt.subplots(figsize=(16, 8))\nplt.title(\"Trends of acoustic_data and time\")\nplt.plot(acData.flatten(), color='b')\nax1.set_ylabel('acoustic_data', color='b')\nplt.legend(['acoustic_data'])\nax2 = ax1.twinx()\nplt.plot(t.flatten(), color='g')\nax2.set_ylabel('time', color='g')\nplt.legend(['time'], loc=(0.875, 0.9))\nplt.grid(False)","execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x576 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"event = 3\nacData = np.load(osp.join(path, f\"earthquake_{event:03d}.npz\"))['acoustic_data'] \nacTime = np.load(osp.join(path, f\"earthquake_{event:03d}.npz\"))['ttf'] ","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"steps = np.arange(4096) * 0.252016890769332e-6\nt = acTime[:, np.newaxis] + np.flip(steps)[np.newaxis]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig, ax1 = plt.subplots(figsize=(16, 8))\nplt.title(\"Trends of acoustic_data and time\")\nplt.plot(acData.flatten(), color='b')\nax1.set_ylabel('acoustic_data', color='b')\nplt.legend(['acoustic_data'])\nax2 = ax1.twinx()\nplt.plot(t.flatten(), color='g')\nax2.set_ylabel('time', color='g')\nplt.legend(['time'], loc=(0.875, 0.9))\nplt.grid(False)","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}