{"cells":[{"metadata":{},"cell_type":"markdown","source":"TTF in the title means time to failure.\n\nTrain data shows earth quake being after a big signal of acoustic data. In this kernel, analyzing the relationship of earth quake and big signal.\nThe procedure is below.\n\n1. Cutting signal data from acoustic data.\n2. Analyzing individual signal data.\n3. Predicting time_to_failure \n\nIn making the kernel,I referred to【https://www.kaggle.com/allunia/shaking-earth 】　and 【https://www.kaggle.com/artgor/earthquakes-fe-more-features-and-samples 】.\nI really appreciate them."},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport os\nimport matplotlib.pyplot as plt\nimport matplotlib.gridspec as gridspec\nimport matplotlib.patches as patches\n\n# Any results you write to the current directory are saved as output.","execution_count":1,"outputs":[]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"thin_rate = 10\n\ndata = pd.read_csv('../input/train.csv',  dtype={'acoustic_data': np.int16 ,'time_to_failure': np.float32})\ndata = data[::thin_rate]","execution_count":2,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"delta_time means time per index"},{"metadata":{"trusted":true},"cell_type":"code","source":"delta_time = ((data.time_to_failure[0]-data.time_to_failure[5000000])/5000000)*thin_rate\ndelta_time","execution_count":3,"outputs":[{"output_type":"execute_result","execution_count":3,"data":{"text/plain":"2.596006393432617e-06"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"acoustic_data_per_100 = data.acoustic_data[::10]\ntime_to_failure_per_100 = data.time_to_failure[::10]\n\n\nfig, ax1 = plt.subplots(figsize=(20, 10))\nplt.title(\"train_data\", fontsize = 30)\nax1.plot(acoustic_data_per_100, color = \"blue\")\nax1.set_xlabel(\"index\", fontsize = 20)\nax1.set_ylabel(\"acoustic_data\", color = \"blue\", fontsize = 20)\nax1.tick_params(axis=\"x\",labelsize = 10)\nax1.tick_params(axis=\"y\", labelcolor=\"blue\", labelsize = 15)\nax1.plot()\n\nax2 = ax1.twinx()\nax2.plot(time_to_failure_per_100, color = \"green\")\nax2.set_ylabel(\"time_to_failure\", color = \"green\", fontsize = 20)\nax2.tick_params(axis=\"y\", labelcolor=\"green\", labelsize = 15)\nax2.plot()\n","execution_count":4,"outputs":[{"output_type":"execute_result","execution_count":4,"data":{"text/plain":"[]"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x720 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"data[\"rolling_std\"] = data.acoustic_data.rolling(window=1000).std()\nrolling_std_per_100 = data['rolling_std'].values[::10]\ntime_to_failure_per_100 = data.time_to_failure[::10]\nacoustic_data_per_100 = data.acoustic_data[::10]\nindex = np.arange(len(acoustic_data_per_100))\nbbox = {\n    \"facecolor\" : \"lightblue\",\n    \"edgecolor\" : \"blue\",\n    \"boxstyle\" : \"Round\",\n    \"linewidth\" : 2\n}\n\nfig, ax1 = plt.subplots(figsize=(20, 10))\nplt.title(\"comparison between the two\", fontsize = 30)\nax1.plot(index,acoustic_data_per_100, color = \"blue\")\nax1.set_xlabel(\"index\", fontsize = 20)\nax1.set_ylabel(\"acoustic_data\", color = \"blue\", fontsize = 20)\nax1.set_ylim(-3000,3000)\nax1.tick_params(axis=\"x\",labelsize = 10)\nax1.tick_params(axis=\"y\", labelcolor=\"blue\", labelsize = 15)\nax1.plot()\n\nax2 = ax1.twinx()\nax2.plot(index,rolling_std_per_100, color = \"red\")\nax2.set_ylabel(\"rolling_std\", color = \"red\", fontsize = 20)\nax2.set_ylim(-600,600)\nax2.tick_params(axis=\"y\", labelcolor=\"red\", labelsize = 15)\nax2.plot()\n\nfig, ax1 = plt.subplots(figsize=(20, 10))\nplt.title(\"cut a signal\", fontsize = 30)\nax1.plot(index,acoustic_data_per_100, color = \"blue\")\nax1.set_xlabel(\"index\", fontsize = 20)\nax1.set_ylabel(\"acoustic_data\", color = \"blue\", fontsize = 20)\nax1.plot([44200, -1000], [44200, 1000], 'k-', lw=2)\nax1.set_xlim(44000,45000)\nax1.set_ylim(-3000,3000)\nax1.tick_params(axis=\"x\",labelsize = 10)\nax1.tick_params(axis=\"y\", labelcolor=\"blue\", labelsize = 15)\nax1.plot()\n\nax2 = ax1.twinx()\nax2.plot(index,rolling_std_per_100, color = \"red\")\nax2.hlines(80, 44375, 44509, linestyle='dashed', linewidth=2)\nax2.vlines(44375, 0, 200, linestyle='dashed', linewidth=2)\nax2.vlines(44509, 0, 200, linestyle='dashed', linewidth=2)\nax2.vlines(44345, -200, 200, linestyle='solid', linewidth=2,color = \"royalblue\")\nax2.vlines(44479, -200, 200, linestyle='solid', linewidth=2,color = \"royalblue\")\nax2.text(44290,270,\"cutting line\", size = 20, color = \"red\" ,bbox = bbox)\nax2.annotate('', xy=[44345,100], xytext=[44375,100],\n            arrowprops = dict(shrink=0, width=1, headwidth=8,headlength=10, connectionstyle='arc3',facecolor='royalblue', edgecolor='royalblue')\n           )\nax2.annotate('', xy=[44479,100], xytext=[44509,100],\n            arrowprops = dict(shrink=0, width=1, headwidth=8,headlength=10, connectionstyle='arc3',facecolor='royalblue', edgecolor='royalblue')\n           )\nax2.set_ylabel(\"rolling_std\", color = \"red\", fontsize = 20)\nax2.set_ylim(-600,600)\nax2.tick_params(axis=\"y\", labelcolor=\"red\", labelsize = 15)\nax2.plot()\n\ndel rolling_std_per_100\ndel acoustic_data_per_100\ndel time_to_failure_per_100\n","execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x720 with 2 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"peak_line = 80\ni= 0\n\nstart_index = []\nend_index = []\nsample_num = []\n\nnp_std = np.asarray(data.rolling_std)\n\nfor i in range(len(data)-1):\n    if ((np_std[i] < peak_line ) & ( peak_line <= np_std[i+1])):\n        start_index.append(i)\n    if ((peak_line <= np_std[i]) & ( np_std[i+1] < peak_line )\n    &((len(start_index) -  len(end_index)) ==  1)):\n        end_index.append(i)\n\nfor i in range (len(start_index)):\n    sample_num.append(-(start_index[i] - end_index[i]))\n\ndel np_std","execution_count":6,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data = data.drop(\"rolling_std\", axis = 1)","execution_count":7,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"acoustic_table = np.stack([start_index, end_index , sample_num], axis = 1) #numpy_ndarray\n\ncolumns = [\"start_index\", \"end_index\",\"sample_num\"] #pandas_DataFrame\n\nacoustic_table = pd.DataFrame(acoustic_table , columns=columns)\nacoustic_table.start_index = acoustic_table.start_index - 300\nacoustic_table.end_index = acoustic_table.end_index - 300\n\ndel start_index\ndel end_index\ndel sample_num","execution_count":8,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(figsize=(20, 20))\n\n\nwork = data.acoustic_data[acoustic_table.start_index[0]:acoustic_table.end_index[0]]\nplt.subplot(511)\nplt.title(\"cutted signals\", fontsize = 30)\nplt.plot(work,color = 'b')\n\nwork = data.acoustic_data[acoustic_table.start_index[10]:acoustic_table.end_index[10]]\nplt.subplot(512)\nplt.plot(work,color = 'b')\n\nwork = data.acoustic_data[acoustic_table.start_index[20]:acoustic_table.end_index[20]]\nplt.subplot(513)\nplt.plot(work,color = 'b')\n\nwork = data.acoustic_data[acoustic_table.start_index[30]:acoustic_table.end_index[30]]\nplt.subplot(514)\nplt.plot(work,color = 'b')\n\nwork = data.acoustic_data[acoustic_table.start_index[40]:acoustic_table.end_index[40]]\nplt.subplot(515)\nplt.plot(work,color = 'b')\n\ndel work","execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x1440 with 5 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"f = []\nF = []\nF_abs = []\nwork = []\npi = np.pi\n\nfourier_data = []\nomega_data = []\nenergy_data = []\n\nfor i in range(len(acoustic_table)):\n\n    f = []\n    F = []\n    F_abs = []\n    omega = []\n    fourier_work = data.acoustic_data[acoustic_table.start_index[i]:acoustic_table.end_index[i]]\n    N = len(fourier_work)\n    half_N = int(N/2 + 1)\n    delta_omega = 2*pi/half_N\n\n    #fourier_data\n    f.append(fourier_work)\n    F.append(np.fft.fft(fourier_work)[0:half_N+1])\n    F_abs.append(np.abs(F))\n    \n    #frequency_data (omega_data)\n    omega.append(np.linspace(0, 2*pi, half_N+1))\n    \n    #energy_data\n    U = np.dot(F_abs[0], omega[0])\n\n    fourier_data.append(F_abs)\n    omega_data.append(omega)\n    energy_data.append(U)","execution_count":10,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"acoustic_table[\"fourier_data\"] = fourier_data\nacoustic_table[\"omega_data\"] = omega_data\nacoustic_table[\"energy_data\"] = energy_data\n\ndel fourier_data\ndel omega_data\ndel energy_data","execution_count":11,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"np_index = np.asarray(acoustic_table.start_index)\nnp_time = np.asarray (data.time_to_failure)\n\n#time_data\ntime_work = []\ni = 0\nfor i in range(len(acoustic_table)):\n    index_work = np_index[i]\n    time_work.append(np_time[index_work])\nacoustic_table[\"time_to_failure\"] = time_work\n\ndel time_work","execution_count":12,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"acoustic_table","execution_count":13,"outputs":[{"output_type":"execute_result","execution_count":13,"data":{"text/plain":"    start_index       ...         time_to_failure\n0        443454       ...                0.317897\n1       3168002       ...                4.781199\n2       4764371       ...                0.634797\n3       4886744       ...                0.316698\n4       7521475       ...                7.654096\n5       7970776       ...                6.486896\n6      10134697       ...                0.865796\n7      10346342       ...                0.315697\n8      13117810       ...                1.973696\n9      13753607       ...                0.321399\n10     16423236       ...                6.081296\n11     17700484       ...                2.762700\n12     18580286       ...                0.477300\n13     18642278       ...                0.316598\n14     21586376       ...                0.724599\n15     21738990       ...                0.328797\n16     21741862       ...                0.321397\n17     23730653       ...                2.213599\n18     24193886       ...                1.010199\n19     24462746       ...                0.312198\n20     27372489       ...                8.861598\n21     30661281       ...                0.318797\n22     33678283       ...                0.387498\n23     33707335       ...                0.311899\n24     37414654       ...                0.319698\n25     40156812       ...                4.623300\n26     41812768       ...                0.322596\n27     46015434       ...                0.429998\n28     46025400       ...                0.404397\n29     46059063       ...                0.317196\n30     49105190       ...                1.233297\n31     49161009       ...                1.087500\n32     49227463       ...                0.915099\n33     49458371       ...                0.316096\n34     52755489       ...                0.317997\n35     55881284       ...                6.950596\n36     56348269       ...                5.736600\n37     57867205       ...                1.791298\n38     58427581       ...                0.335798\n39     58433675       ...                0.319798\n40     61196841       ...                2.602098\n41     61207007       ...                2.575499\n42     62075650       ...                0.319796\n\n[43 rows x 7 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>start_index</th>\n      <th>end_index</th>\n      <th>sample_num</th>\n      <th>fourier_data</th>\n      <th>omega_data</th>\n      <th>energy_data</th>\n      <th>time_to_failure</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>443454</td>\n      <td>444792</td>\n      <td>1338</td>\n      <td>[[[2936.0, 3141.34919898135, 1083.822572753850...</td>\n      <td>[[0.0, 0.009377888518178487, 0.018755777036356...</td>\n      <td>[31802844.95638701]</td>\n      <td>0.317897</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>3168002</td>\n      <td>3169096</td>\n      <td>1094</td>\n      <td>[[[3641.0, 1105.03220380273, 536.163284031588,...</td>\n      <td>[[0.0, 0.011465666618940851, 0.022931333237881...</td>\n      <td>[11978319.395247752]</td>\n      <td>4.781199</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>4764371</td>\n      <td>4765357</td>\n      <td>986</td>\n      <td>[[[4588.0, 561.411852518608, 326.4509740954108...</td>\n      <td>[[0.0, 0.012718998597529526, 0.025437997195059...</td>\n      <td>[5314267.699609619]</td>\n      <td>0.634797</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4886744</td>\n      <td>4888169</td>\n      <td>1425</td>\n      <td>[[[3926.0, 2620.034612128257, 1078.93674118651...</td>\n      <td>[[0.0, 0.008812321608947526, 0.017624643217895...</td>\n      <td>[37852939.09276269]</td>\n      <td>0.316698</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>7521475</td>\n      <td>7522450</td>\n      <td>975</td>\n      <td>[[[5066.0, 460.1748492648405, 411.370147452904...</td>\n      <td>[[0.0, 0.01287537972782702, 0.0257507594556540...</td>\n      <td>[4900080.162367408]</td>\n      <td>7.654096</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>7970776</td>\n      <td>7971917</td>\n      <td>1141</td>\n      <td>[[[5041.0, 1183.3824134560875, 611.76834004087...</td>\n      <td>[[0.0, 0.011003827157932725, 0.022007654315865...</td>\n      <td>[12092658.001027992]</td>\n      <td>6.486896</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>10134697</td>\n      <td>10135652</td>\n      <td>955</td>\n      <td>[[[4927.0, 167.46396317297652, 357.66351049225...</td>\n      <td>[[0.0, 0.013144739136358967, 0.026289478272717...</td>\n      <td>[4301450.331744953]</td>\n      <td>0.865796</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>10346342</td>\n      <td>10347634</td>\n      <td>1292</td>\n      <td>[[[3935.0, 3573.400592027293, 1663.98966089028...</td>\n      <td>[[0.0, 0.009711260134744337, 0.019422520269488...</td>\n      <td>[25645386.850324724]</td>\n      <td>0.315697</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>13117810</td>\n      <td>13118786</td>\n      <td>976</td>\n      <td>[[[4617.0, 379.5748376813558, 295.856458006856...</td>\n      <td>[[0.0, 0.012849049707933715, 0.025698099415867...</td>\n      <td>[4296656.62161073]</td>\n      <td>1.973696</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>13753607</td>\n      <td>13754915</td>\n      <td>1308</td>\n      <td>[[[6317.0, 229.1574893043622, 3382.33894766447...</td>\n      <td>[[0.0, 0.0095926493239383, 0.0191852986478766,...</td>\n      <td>[28503446.633801706]</td>\n      <td>0.321399</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>16423236</td>\n      <td>16424250</td>\n      <td>1014</td>\n      <td>[[[5805.0, 581.6281170706038, 1183.00685586819...</td>\n      <td>[[0.0, 0.012368475014133044, 0.024736950028266...</td>\n      <td>[6121321.264929238]</td>\n      <td>6.081296</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>17700484</td>\n      <td>17701457</td>\n      <td>973</td>\n      <td>[[[4374.0, 32.35011453037536, 547.733123179039...</td>\n      <td>[[0.0, 0.012901817879218862, 0.025803635758437...</td>\n      <td>[4751589.293137973]</td>\n      <td>2.762700</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>18580286</td>\n      <td>18581165</td>\n      <td>879</td>\n      <td>[[[3202.0, 977.97207329288, 1098.7026921937484...</td>\n      <td>[[0.0, 0.014279966607226332, 0.028559933214452...</td>\n      <td>[3545673.252021555]</td>\n      <td>0.477300</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>18642278</td>\n      <td>18643762</td>\n      <td>1484</td>\n      <td>[[[10710.0, 3924.2041287381176, 5672.698630760...</td>\n      <td>[[0.0, 0.008456507815854086, 0.016913015631708...</td>\n      <td>[36840165.93355734]</td>\n      <td>0.316598</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>21586376</td>\n      <td>21587114</td>\n      <td>738</td>\n      <td>[[[3615.0, 591.5479022973232, 611.673132185737...</td>\n      <td>[[0.0, 0.01698158191129618, 0.0339631638225923...</td>\n      <td>[2974754.196316563]</td>\n      <td>0.724599</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>21738990</td>\n      <td>21740156</td>\n      <td>1166</td>\n      <td>[[[4955.0, 785.491781876022, 1121.106362168475...</td>\n      <td>[[0.0, 0.010758878950649977, 0.021517757901299...</td>\n      <td>[16078018.466973]</td>\n      <td>0.328797</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>21741862</td>\n      <td>21743115</td>\n      <td>1253</td>\n      <td>[[[296.0, 5343.800989369385, 4506.709345720085...</td>\n      <td>[[0.0, 0.010021029198053567, 0.020042058396107...</td>\n      <td>[24516622.695676]</td>\n      <td>0.321397</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>23730653</td>\n      <td>23731685</td>\n      <td>1032</td>\n      <td>[[[4567.0, 437.9483338763641, 816.660480745515...</td>\n      <td>[[0.0, 0.012153163069979857, 0.024306326139959...</td>\n      <td>[8034775.249617399]</td>\n      <td>2.213599</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>24193886</td>\n      <td>24194895</td>\n      <td>1009</td>\n      <td>[[[4100.0, 534.043043728049, 706.3389587743775...</td>\n      <td>[[0.0, 0.012441951103325914, 0.024883902206651...</td>\n      <td>[5927884.501795782]</td>\n      <td>1.010199</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>24462746</td>\n      <td>24463989</td>\n      <td>1243</td>\n      <td>[[[3319.0, 1993.6007820253028, 1680.4844987448...</td>\n      <td>[[0.0, 0.01010158409514403, 0.0202031681902880...</td>\n      <td>[31648119.07208657]</td>\n      <td>0.312198</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>27372489</td>\n      <td>27373668</td>\n      <td>1179</td>\n      <td>[[[5792.0, 1290.5169211057957, 2561.6190045842...</td>\n      <td>[[0.0, 0.010649466622338281, 0.021298933244676...</td>\n      <td>[15210905.637421427]</td>\n      <td>8.861598</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>30661281</td>\n      <td>30662534</td>\n      <td>1253</td>\n      <td>[[[6875.0, 977.57289627386, 4882.273664991248,...</td>\n      <td>[[0.0, 0.010021029198053567, 0.020042058396107...</td>\n      <td>[26676262.39313689]</td>\n      <td>0.318797</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>33678283</td>\n      <td>33679359</td>\n      <td>1076</td>\n      <td>[[[5386.0, 1690.8657122346006, 1830.6637370157...</td>\n      <td>[[0.0, 0.011657115597735782, 0.023314231195471...</td>\n      <td>[11089335.030697212]</td>\n      <td>0.387498</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>33707335</td>\n      <td>33708695</td>\n      <td>1360</td>\n      <td>[[[4108.0, 2490.401840601866, 2597.95874181147...</td>\n      <td>[[0.0, 0.009226410142701301, 0.018452820285402...</td>\n      <td>[32366130.27610337]</td>\n      <td>0.311899</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>37414654</td>\n      <td>37416040</td>\n      <td>1386</td>\n      <td>[[[2653.0, 4049.8523525056444, 5185.1027792709...</td>\n      <td>[[0.0, 0.009053581134264533, 0.018107162268529...</td>\n      <td>[38292131.42686669]</td>\n      <td>0.319698</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>40156812</td>\n      <td>40157825</td>\n      <td>1013</td>\n      <td>[[[4588.0, 911.0467042862911, 673.925255085336...</td>\n      <td>[[0.0, 0.012392870428362103, 0.024785740856724...</td>\n      <td>[5896421.501520518]</td>\n      <td>4.623300</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>41812768</td>\n      <td>41814213</td>\n      <td>1445</td>\n      <td>[[[6425.0, 1286.9321764191534, 5022.6303142616...</td>\n      <td>[[0.0, 0.008690436109515334, 0.017380872219030...</td>\n      <td>[35731029.154053226]</td>\n      <td>0.322596</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>46015434</td>\n      <td>46016460</td>\n      <td>1026</td>\n      <td>[[[5249.0, 150.71320031982958, 426.33434017737...</td>\n      <td>[[0.0, 0.012224095928364953, 0.024448191856729...</td>\n      <td>[6188174.570634099]</td>\n      <td>0.429998</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>46025400</td>\n      <td>46026403</td>\n      <td>1003</td>\n      <td>[[[4271.0, 243.40996700216627, 296.77630496100...</td>\n      <td>[[0.0, 0.012516305392788021, 0.025032610785576...</td>\n      <td>[5405339.80848026]</td>\n      <td>0.404397</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>46059063</td>\n      <td>46060393</td>\n      <td>1330</td>\n      <td>[[[7179.0, 1609.1142133443022, 4941.0078569905...</td>\n      <td>[[0.0, 0.009434212172942321, 0.018868424345884...</td>\n      <td>[30779252.02377244]</td>\n      <td>0.317196</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>49105190</td>\n      <td>49106217</td>\n      <td>1027</td>\n      <td>[[[4088.0, 500.5929644015901, 423.654966802752...</td>\n      <td>[[0.0, 0.012224095928364953, 0.024448191856729...</td>\n      <td>[7271220.4861168135]</td>\n      <td>1.233297</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>49161009</td>\n      <td>49161763</td>\n      <td>754</td>\n      <td>[[[3034.0, 334.6499891134038, 570.975145579865...</td>\n      <td>[[0.0, 0.016622183352326948, 0.033244366704653...</td>\n      <td>[2895156.2389974617]</td>\n      <td>1.087500</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>49227463</td>\n      <td>49228406</td>\n      <td>943</td>\n      <td>[[[5800.0, 1260.694199130911, 1083.86389404311...</td>\n      <td>[[0.0, 0.013311833277922852, 0.026623666555845...</td>\n      <td>[3727884.7241057083]</td>\n      <td>0.915099</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>49458371</td>\n      <td>49459744</td>\n      <td>1373</td>\n      <td>[[[7563.0, 3999.989603626635, 6729.83013943382...</td>\n      <td>[[0.0, 0.009145830141455001, 0.018291660282910...</td>\n      <td>[39792308.23916204]</td>\n      <td>0.316096</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>52755489</td>\n      <td>52756865</td>\n      <td>1376</td>\n      <td>[[[4187.0, 2234.850682260379, 435.710496376357...</td>\n      <td>[[0.0, 0.009119282013323057, 0.018238564026646...</td>\n      <td>[32158049.29332359]</td>\n      <td>0.317997</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>55881284</td>\n      <td>55882299</td>\n      <td>1015</td>\n      <td>[[[5227.0, 558.1535757209285, 897.770142943059...</td>\n      <td>[[0.0, 0.012368475014133044, 0.024736950028266...</td>\n      <td>[5814019.902196587]</td>\n      <td>6.950596</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>56348269</td>\n      <td>56349296</td>\n      <td>1027</td>\n      <td>[[[2477.0, 1698.2274947084418, 1411.2330571081...</td>\n      <td>[[0.0, 0.012224095928364953, 0.024448191856729...</td>\n      <td>[9742723.835403277]</td>\n      <td>5.736600</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>57867205</td>\n      <td>57868255</td>\n      <td>1050</td>\n      <td>[[[4600.0, 112.69287797637693, 265.65112330756...</td>\n      <td>[[0.0, 0.011945219215170316, 0.023890438430340...</td>\n      <td>[10063890.886133436]</td>\n      <td>1.791298</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td>58427581</td>\n      <td>58428554</td>\n      <td>973</td>\n      <td>[[[3521.0, 37.33769993792794, 142.252853104788...</td>\n      <td>[[0.0, 0.012901817879218862, 0.025803635758437...</td>\n      <td>[4266192.316754315]</td>\n      <td>0.335798</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>58433675</td>\n      <td>58434933</td>\n      <td>1258</td>\n      <td>[[[5593.0, 130.35629133851774, 3064.8509549566...</td>\n      <td>[[0.0, 0.009973310011396168, 0.019946620022792...</td>\n      <td>[28095475.99735171]</td>\n      <td>0.319798</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>61196841</td>\n      <td>61197949</td>\n      <td>1108</td>\n      <td>[[[9551.0, 3792.920618231334, 3218.80252254758...</td>\n      <td>[[0.0, 0.011321054607530787, 0.022642109215061...</td>\n      <td>[14925837.302841127]</td>\n      <td>2.602098</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>61207007</td>\n      <td>61208000</td>\n      <td>993</td>\n      <td>[[[4291.0, 438.36738771705626, 288.12467471141...</td>\n      <td>[[0.0, 0.01264222395810782, 0.0252844479162156...</td>\n      <td>[5480703.093076267]</td>\n      <td>2.575499</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>62075650</td>\n      <td>62076933</td>\n      <td>1283</td>\n      <td>[[[1090.0, 5010.8759905077595, 1935.9744230111...</td>\n      <td>[[0.0, 0.009786893001837361, 0.019573786003674...</td>\n      <td>[29074828.0652961]</td>\n      <td>0.319796</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The graph of \"The relationship of energy and time_to_failure\" means high energy datas have same time_to_failures.  Border of high and low energy datas is about understood.\nIn below graph, border is determined sorted energy data.Border is center of the two energy data these have most wide energy difference."},{"metadata":{"trusted":true},"cell_type":"code","source":"#Border is determined sorted energy data.Border is center of the two enegy data these have most wide difference.\nnp_energy_data = np.asarray(acoustic_table.energy_data)\nnp_sort_energy_data = np.sort(np_energy_data)\nnp_sort_energy_data\n\nnp_sort_energy_diffdata = np.diff(np_sort_energy_data) \n\nhigh_border_index = (np.argmax(np_sort_energy_diffdata) + 1)\nlow_border_index = (np.argmax(np_sort_energy_diffdata))\nborder_energy = (np_sort_energy_data[high_border_index] + np_sort_energy_data[low_border_index])/2\n\n#graph plot\nx = (np.asarray(acoustic_table.time_to_failure))\ny = (np.asarray(acoustic_table.energy_data))\nr = patches.Rectangle(xy=(0, border_energy), width=0.1, height=0.5, ec='#000000', fill=False)\n\nplt.figure(figsize=(15, 8))\nplt.scatter(x = x, y = y)\nplt.tick_params(axis=\"x\", labelsize = 15)\nplt.tick_params(axis=\"y\", labelleft=False, left=False)\nplt.title(\"The relationship of energy and time_to_failure\",fontsize = 20)\nplt.hlines(border_energy, 0, 10, linestyle='solid', color = \"red\",linewidth=2)\nplt.text(4,border_energy*1.05,\"border energy\", size = 20, color = \"red\")\nplt.text(0.8,border_energy*1.5,\"high energy data\", size = 20, color = \"royalblue\")\nplt.xlabel(\"time_to_failure\", fontsize = 20)\nplt.ylabel(\"energy_data\", fontsize = 20)\n\nplt.figure(figsize=(15, 8))\nplt.scatter(x = x, y = y)\nplt.tick_params(axis=\"x\", labelsize = 15)\nplt.tick_params(axis=\"y\", labelleft=False, left=False)\nplt.title(\"Expansion of high enegy data\",fontsize = 20)\nplt.vlines(border_energy, 0, 10, linestyle='solid', color = \"red\",linewidth=2)\nplt.text(0.33,border_energy*1.5,\"high energy data\", size = 20, color = \"royalblue\")\nplt.xlim(0.3,0.35)\nplt.ylim(border_energy,border_energy*2)\nplt.xlabel(\"time_to_failure\", fontsize = 20)\nplt.ylabel(\"energy_data\", fontsize = 20)","execution_count":14,"outputs":[{"output_type":"execute_result","execution_count":14,"data":{"text/plain":"Text(0, 0.5, 'energy_data')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x576 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/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size 1080x576 with 1 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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Time_to_failure could be predicted from high energy data's time_to_failure. \nI will calculate time_to_failure from now on."},{"metadata":{"trusted":true},"cell_type":"code","source":"data[\"predict_time\"] = np.nan\n\nnp_energy = np.asarray(acoustic_table.energy_data)\nnp_predict_time = np.asarray(data.predict_time)\n\nfor i in range(len(np_energy)):\n    if (np_energy[i] > border_energy):\n        np_predict_time[acoustic_table.start_index[i]] = 0.32\ndata.predict_time = np_predict_time\n\ndel np_energy\ndel np_predict_time","execution_count":15,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"just_before_time_data = data[data.predict_time > 0]\njust_before_time_data","execution_count":16,"outputs":[{"output_type":"execute_result","execution_count":16,"data":{"text/plain":"           acoustic_data  time_to_failure  predict_time\n4434540                4         0.317897          0.32\n48867440              44         0.316698          0.32\n103463420             -5         0.315697          0.32\n137536070              3         0.321399          0.32\n186422780              6         0.316598          0.32\n217418620              4         0.321397          0.32\n244627460              4         0.312198          0.32\n306612810              2         0.318797          0.32\n337073350             10         0.311899          0.32\n374146540             -2         0.319698          0.32\n418127680              5         0.322596          0.32\n460590630             -1         0.317196          0.32\n494583710              3         0.316096          0.32\n527554890              7         0.317997          0.32\n584336750              9         0.319798          0.32\n620756500              5         0.319796          0.32","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      <th>predict_time</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>4434540</th>\n      <td>4</td>\n      <td>0.317897</td>\n      <td>0.32</td>\n    </tr>\n    <tr>\n      <th>48867440</th>\n      <td>44</td>\n      <td>0.316698</td>\n      <td>0.32</td>\n    </tr>\n    <tr>\n      <th>103463420</th>\n      <td>-5</td>\n      <td>0.315697</td>\n      <td>0.32</td>\n    </tr>\n    <tr>\n      <th>137536070</th>\n      <td>3</td>\n      <td>0.321399</td>\n      <td>0.32</td>\n    </tr>\n    <tr>\n      <th>186422780</th>\n      <td>6</td>\n      <td>0.316598</td>\n      <td>0.32</td>\n    </tr>\n    <tr>\n      <th>217418620</th>\n      <td>4</td>\n      <td>0.321397</td>\n      <td>0.32</td>\n    </tr>\n    <tr>\n      <th>244627460</th>\n      <td>4</td>\n      <td>0.312198</td>\n      <td>0.32</td>\n    </tr>\n    <tr>\n      <th>306612810</th>\n      <td>2</td>\n      <td>0.318797</td>\n      <td>0.32</td>\n    </tr>\n    <tr>\n      <th>337073350</th>\n      <td>10</td>\n      <td>0.311899</td>\n      <td>0.32</td>\n    </tr>\n    <tr>\n      <th>374146540</th>\n      <td>-2</td>\n      <td>0.319698</td>\n      <td>0.32</td>\n    </tr>\n    <tr>\n      <th>418127680</th>\n      <td>5</td>\n      <td>0.322596</td>\n      <td>0.32</td>\n    </tr>\n    <tr>\n      <th>460590630</th>\n      <td>-1</td>\n      <td>0.317196</td>\n      <td>0.32</td>\n    </tr>\n    <tr>\n      <th>494583710</th>\n      <td>3</td>\n      <td>0.316096</td>\n      <td>0.32</td>\n    </tr>\n    <tr>\n      <th>527554890</th>\n      <td>7</td>\n      <td>0.317997</td>\n      <td>0.32</td>\n    </tr>\n    <tr>\n      <th>584336750</th>\n      <td>9</td>\n      <td>0.319798</td>\n      <td>0.32</td>\n    </tr>\n    <tr>\n      <th>620756500</th>\n      <td>5</td>\n      <td>0.319796</td>\n      <td>0.32</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"quake_time = pd.DataFrame()\n\nnp_predict_time = np.asarray(data.predict_time)\nnp_wait_start_index = []\nnp_wait_end_index = []\n\nnp_before032_wait_end_index = np.where(np_predict_time == 0.32)\nnp_before032_wait_end_index = np_before032_wait_end_index[0]","execution_count":17,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"i = 0\nindex_length_toend = int((0.32/delta_time))\n\nfor i in range(len(np_before032_wait_end_index)):\n    np_wait_end_index.append(int(np_before032_wait_end_index[i] + index_length_toend))\n \n \nnp_wait_start_index = np_wait_end_index + np.array(1)\nnp_wait_start_index = np.insert(np_wait_start_index, 0, 0)\nnp_wait_end_index.append(np.nan)\n\nquake_time[\"wait_start_index\"] = np_wait_start_index\nquake_time[\"wait_end_index\"] = np_wait_end_index\n\ndel np_predict_time\ndel np_wait_end_index\ndel np_before032_wait_end_index","execution_count":18,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"quake_time","execution_count":19,"outputs":[{"output_type":"execute_result","execution_count":19,"data":{"text/plain":"    wait_start_index  wait_end_index\n0                  0        566720.0\n1             566721       5010010.0\n2            5010011      10469608.0\n3           10469609      13876873.0\n4           13876874      18765544.0\n5           18765545      21865128.0\n6           21865129      24586012.0\n7           24586013      30784547.0\n8           30784548      33830601.0\n9           33830602      37537920.0\n10          37537921      41936034.0\n11          41936035      46182329.0\n12          46182330      49581637.0\n13          49581638      52878755.0\n14          52878756      58556941.0\n15          58556942      62198916.0\n16          62198917             NaN","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>wait_start_index</th>\n      <th>wait_end_index</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>566720.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>566721</td>\n      <td>5010010.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>5010011</td>\n      <td>10469608.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>10469609</td>\n      <td>13876873.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>13876874</td>\n      <td>18765544.0</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>18765545</td>\n      <td>21865128.0</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>21865129</td>\n      <td>24586012.0</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>24586013</td>\n      <td>30784547.0</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>30784548</td>\n      <td>33830601.0</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>33830602</td>\n      <td>37537920.0</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>37537921</td>\n      <td>41936034.0</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>41936035</td>\n      <td>46182329.0</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>46182330</td>\n      <td>49581637.0</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>49581638</td>\n      <td>52878755.0</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>52878756</td>\n      <td>58556941.0</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>58556942</td>\n      <td>62198916.0</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>62198917</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"np_wait_start_index = np.array(quake_time.wait_start_index)\nnp_wait_end_index = np.array(quake_time.wait_end_index)\nnp_wait_end_index = np_wait_end_index.astype(np.int32)\nnp_predict_time = np.array(data.predict_time)\ni = 0\nj = 0\n\nfor i in range(len(np_wait_end_index-1)):\n    j = np_wait_start_index[i]\n    k = 0\n    sample_num = np_wait_end_index[i] - np_wait_start_index[i]\n    while (j < np_wait_end_index[i] +1):\n        np_predict_time[j] = (sample_num - k)*delta_time\n        j+=1\n        k+=1","execution_count":20,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data.predict_time = np_predict_time","execution_count":21,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data","execution_count":22,"outputs":[{"output_type":"execute_result","execution_count":22,"data":{"text/plain":"           acoustic_data  time_to_failure  predict_time\n0                     12         1.469100      1.471209\n10                     5         1.469100      1.471206\n20                     4         1.469100      1.471204\n30                     4         1.469100      1.471201\n40                     0         1.469100      1.471198\n50                    11         1.469100      1.471196\n60                     4         1.469100      1.471193\n70                     6         1.469100      1.471191\n80                     6         1.469100      1.471188\n90                     1         1.469100      1.471185\n100                   -1         1.469100      1.471183\n110                    6         1.469100      1.471180\n120                    4         1.469100      1.471178\n130                    3         1.469100      1.471175\n140                    5         1.469100      1.471172\n150                    3         1.469100      1.471170\n160                   11         1.469100      1.471167\n170                    3         1.469100      1.471165\n180                    4         1.469100      1.471162\n190                    1         1.469100      1.471159\n200                    7         1.469100      1.471157\n210                   10         1.469100      1.471154\n220                    1         1.469100      1.471152\n230                    6         1.469100      1.471149\n240                   -1         1.469100      1.471146\n250                    7         1.469100      1.471144\n260                    7         1.469100      1.471141\n270                    6         1.469100      1.471139\n280                    5         1.469100      1.471136\n290                    9         1.469100      1.471133\n...                  ...              ...           ...\n629145180              0         9.759796           NaN\n629145190              6         9.759796           NaN\n629145200              4         9.759796           NaN\n629145210              4         9.759796           NaN\n629145220              5         9.759796           NaN\n629145230              5         9.759796           NaN\n629145240              0         9.759796           NaN\n629145250              8         9.759796           NaN\n629145260              5         9.759796           NaN\n629145270              1         9.759796           NaN\n629145280              4         9.759796           NaN\n629145290              1         9.759796           NaN\n629145300              4         9.759796           NaN\n629145310              3         9.759796           NaN\n629145320              4         9.759796           NaN\n629145330              6         9.759796           NaN\n629145340             10         9.759796           NaN\n629145350              6         9.759795           NaN\n629145360              3         9.759795           NaN\n629145370              6         9.759795           NaN\n629145380              8         9.759795           NaN\n629145390              5         9.759795           NaN\n629145400              7         9.759795           NaN\n629145410              7         9.759795           NaN\n629145420             10         9.759795           NaN\n629145430              6         9.759795           NaN\n629145440              6         9.759795           NaN\n629145450              3         9.759795           NaN\n629145460              8         9.759795           NaN\n629145470              6         9.759795           NaN\n\n[62914548 rows x 3 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>acoustic_data</th>\n      <th>time_to_failure</th>\n      <th>predict_time</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>12</td>\n      <td>1.469100</td>\n      <td>1.471209</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>5</td>\n      <td>1.469100</td>\n      <td>1.471206</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>4</td>\n      <td>1.469100</td>\n      <td>1.471204</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>4</td>\n      <td>1.469100</td>\n      <td>1.471201</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>0</td>\n      <td>1.469100</td>\n      <td>1.471198</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>11</td>\n      <td>1.469100</td>\n      <td>1.471196</td>\n    </tr>\n    <tr>\n      <th>60</th>\n      <td>4</td>\n      <td>1.469100</td>\n      <td>1.471193</td>\n    </tr>\n    <tr>\n      <th>70</th>\n      <td>6</td>\n      <td>1.469100</td>\n      <td>1.471191</td>\n    </tr>\n    <tr>\n      <th>80</th>\n      <td>6</td>\n      <td>1.469100</td>\n      <td>1.471188</td>\n    </tr>\n    <tr>\n      <th>90</th>\n      <td>1</td>\n      <td>1.469100</td>\n      <td>1.471185</td>\n    </tr>\n    <tr>\n      <th>100</th>\n      <td>-1</td>\n      <td>1.469100</td>\n      <td>1.471183</td>\n    </tr>\n    <tr>\n      <th>110</th>\n      <td>6</td>\n      <td>1.469100</td>\n      <td>1.471180</td>\n    </tr>\n    <tr>\n      <th>120</th>\n      <td>4</td>\n      <td>1.469100</td>\n      <td>1.471178</td>\n    </tr>\n    <tr>\n      <th>130</th>\n      <td>3</td>\n      <td>1.469100</td>\n      <td>1.471175</td>\n    </tr>\n    <tr>\n      <th>140</th>\n      <td>5</td>\n      <td>1.469100</td>\n      <td>1.471172</td>\n    </tr>\n    <tr>\n      <th>150</th>\n      <td>3</td>\n      <td>1.469100</td>\n      <td>1.471170</td>\n    </tr>\n    <tr>\n      <th>160</th>\n      <td>11</td>\n      <td>1.469100</td>\n      <td>1.471167</td>\n    </tr>\n    <tr>\n      <th>170</th>\n      <td>3</td>\n      <td>1.469100</td>\n      <td>1.471165</td>\n    </tr>\n    <tr>\n      <th>180</th>\n      <td>4</td>\n      <td>1.469100</td>\n      <td>1.471162</td>\n    </tr>\n    <tr>\n      <th>190</th>\n      <td>1</td>\n      <td>1.469100</td>\n      <td>1.471159</td>\n    </tr>\n    <tr>\n      <th>200</th>\n      <td>7</td>\n      <td>1.469100</td>\n      <td>1.471157</td>\n    </tr>\n    <tr>\n      <th>210</th>\n      <td>10</td>\n      <td>1.469100</td>\n      <td>1.471154</td>\n    </tr>\n    <tr>\n      <th>220</th>\n      <td>1</td>\n      <td>1.469100</td>\n      <td>1.471152</td>\n    </tr>\n    <tr>\n      <th>230</th>\n      <td>6</td>\n      <td>1.469100</td>\n      <td>1.471149</td>\n    </tr>\n    <tr>\n      <th>240</th>\n      <td>-1</td>\n      <td>1.469100</td>\n      <td>1.471146</td>\n    </tr>\n    <tr>\n      <th>250</th>\n      <td>7</td>\n      <td>1.469100</td>\n      <td>1.471144</td>\n    </tr>\n    <tr>\n      <th>260</th>\n      <td>7</td>\n      <td>1.469100</td>\n      <td>1.471141</td>\n    </tr>\n    <tr>\n      <th>270</th>\n      <td>6</td>\n      <td>1.469100</td>\n      <td>1.471139</td>\n    </tr>\n    <tr>\n      <th>280</th>\n      <td>5</td>\n      <td>1.469100</td>\n      <td>1.471136</td>\n    </tr>\n    <tr>\n      <th>290</th>\n      <td>9</td>\n      <td>1.469100</td>\n      <td>1.471133</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>629145180</th>\n      <td>0</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145190</th>\n      <td>6</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145200</th>\n      <td>4</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145210</th>\n      <td>4</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145220</th>\n      <td>5</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145230</th>\n      <td>5</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145240</th>\n      <td>0</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145250</th>\n      <td>8</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145260</th>\n      <td>5</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145270</th>\n      <td>1</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145280</th>\n      <td>4</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145290</th>\n      <td>1</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145300</th>\n      <td>4</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145310</th>\n      <td>3</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145320</th>\n      <td>4</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145330</th>\n      <td>6</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145340</th>\n      <td>10</td>\n      <td>9.759796</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145350</th>\n      <td>6</td>\n      <td>9.759795</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145360</th>\n      <td>3</td>\n      <td>9.759795</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145370</th>\n      <td>6</td>\n      <td>9.759795</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145380</th>\n      <td>8</td>\n      <td>9.759795</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145390</th>\n      <td>5</td>\n      <td>9.759795</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145400</th>\n      <td>7</td>\n      <td>9.759795</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145410</th>\n      <td>7</td>\n      <td>9.759795</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145420</th>\n      <td>10</td>\n      <td>9.759795</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145430</th>\n      <td>6</td>\n      <td>9.759795</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145440</th>\n      <td>6</td>\n      <td>9.759795</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145450</th>\n      <td>3</td>\n      <td>9.759795</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145460</th>\n      <td>8</td>\n      <td>9.759795</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>629145470</th>\n      <td>6</td>\n      <td>9.759795</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>62914548 rows × 3 columns</p>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"predict_time_work = np_predict_time[~np.isnan(np_predict_time)]\npredict_time_work = predict_time_work[::50]\n\nindex_work = np.arange(len(predict_time_work))","execution_count":23,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"time_to_failure_per_100 = data.time_to_failure[::10]\nindex_time_to_failure = np.arange(len(time_to_failure_per_100))\n\npredict_time_per_100 = data.predict_time[::10]\npredict_time_per_100 = predict_time_per_100[~np.isnan(predict_time_per_100)]\nindex_predict_time = np.arange(len(predict_time_per_100))\n\nplt.figure(figsize=(20, 10))\nplt.scatter(x = index_time_to_failure, y = time_to_failure_per_100, s=5)\nplt.tick_params(axis=\"x\", labelsize = 15)\nplt.tick_params(axis=\"y\", labelsize = 15)\nplt.title(\"Mesured time_to_failure\",fontsize = 20)\nplt.xlabel(\"index\", fontsize = 20)\nplt.ylabel(\"Mesured time_to_failure\", fontsize = 20)\n\nplt.figure(figsize=(20, 10))\nplt.scatter(x = index_predict_time, y = predict_time_per_100, s=5)\nplt.tick_params(axis=\"x\", labelsize = 15)\nplt.tick_params(axis=\"y\", labelsize = 15)\nplt.title(\"Predicted time_to_failure\",fontsize = 20)\nplt.xlabel(\"index\", fontsize = 20)\nplt.ylabel(\"Predicted time_to_failure\", fontsize = 20)","execution_count":24,"outputs":[{"output_type":"execute_result","execution_count":24,"data":{"text/plain":"Text(0, 0.5, 'Predicted time_to_failure')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x720 with 1 Axes>","image/png":"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Predicted time to failure is seem to same mesured. Here, end data of predicted is nan, becouse of can not read from acoustic_data in this method.\n* There was a problem for fitting test data. When cutting signal, threshold size of rolling_std could not be decided individual test data."}],"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}