{"cells":[{"metadata":{},"cell_type":"markdown","source":"**Original kernel from [Masters Final Project: EDA](https://www.kaggle.com/vettejeep/masters-final-project-eda) by vettejeep**\n\n**I only modified the code to work on kaggle kernel.**"},{"metadata":{},"cell_type":"markdown","source":"## Kaggle LANL Earthquake Prediction Exploratory Data Analysis\n### Kevin Maher\n### Regis University MSDS696 Data Science Practicum II\n### Associate Professor Dr. Robert Mason\n#### May 2, 2019\n#### Spring, 2019; In partial fullfillment of the Master of Science in Data Science degree, Regis University, Denver, CO\n  "},{"metadata":{},"cell_type":"markdown","source":"### Introduction"},{"metadata":{},"cell_type":"markdown","source":"Presented here is an Exploratory Data Analysis (EDA) for the Kaggle Earthquake Prediction Challenge (Rouet-Leduc, et. al, 2019).  The modeling and machine learning portion of the project may be found in a separate Jupyter notebook within the github repository (https://github.com/Vettejeep/MSDS696-Masters-Final-Project). The goal of the project is to predict the time that an earthquake will occur in a laboratory test.  The laboratory test applies shear forces to a sample of earth and rock containing a fault line.  We note that these are laboratory earthquakes, not real earthquakes.  The simulated earthquakes tend to occur somewhat periodically because of the test setup, but this periodicity is not perfect or guaranteed to the modeler attempting to predict the time until an earthquake in the test data provided.  "},{"metadata":{},"cell_type":"markdown","source":"The training input data consists of an acoustic signal that is over 629 million rows long.  Each acoustic signal value is associated with a time-to-failure, the time when an earthquake happens.  The test data consists of samples that are 150,000 samples long taken from earthquakes different from those in the test set.  There is therefore likely to be a need to examine the data in 150,000 sample chunks that represent the test signals."},{"metadata":{},"cell_type":"markdown","source":"The signal is recorded at 4MHz which is an extremely high sample rate for an acoustic sensor.  A complicating factor is that the signal is recorded in bins that are 4096 samples in length.  There is a 12 microsecond gap between bins.  This means that there are 46-48 samples of lost data in each gap depending on how the gap is interpreted.  The location of the gaps are not given to challenge participants (Rouet-Leduc, 2019).  Given the noise level of the signal it would appear to be impossible to attempt reconstruction of the missing data.  Further, there are not the same number of missing samples in each of the 150k long test sample files because 4096 does not evenly divide into 150,000.  Because of the difficulty in reconstructing the missing data, or knowing where it is, it has been decided to proceed with continuous signal processing techniques even though that is not strictly perfect."},{"metadata":{},"cell_type":"markdown","source":"### Publication"},{"metadata":{},"cell_type":"markdown","source":"In an effort to comply with both university and Kaggle requirements, this Jupyter notebook is being published on GitHub and on Kaggle. The notebook was designed for a university course. It has not been tested in the Kaggle environment.  Plotting has not yet been implemented on Kaggle, I will try to do it when my course work is complete.  This discloses my code which is being submitted and shared to my professor and class for grading.  The machine learning model notebook for this project will also be published in the same manner."},{"metadata":{},"cell_type":"markdown","source":"### Test Environment"},{"metadata":{},"cell_type":"markdown","source":"Designed and run in a Python 3 Anaconda environment on a Windows 10 computer.  "},{"metadata":{"trusted":true},"cell_type":"code","source":"import sys\nimport scipy\nimport matplotlib\nimport numpy as np\nimport pandas as pd\nprint(sys.version)\nprint('pandas:', pd.__version__)\nprint('numpy:', np.__version__)\nprint('scipy:', scipy.__version__)\nprint('matplotlib:', matplotlib.__version__)","execution_count":1,"outputs":[{"output_type":"stream","text":"3.6.6 |Anaconda, Inc.| (default, Oct  9 2018, 12:34:16) \n[GCC 7.3.0]\npandas: 0.23.4\nnumpy: 1.16.3\nscipy: 1.1.0\nmatplotlib: 3.0.3\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"### Code Setup"},{"metadata":{},"cell_type":"markdown","source":"These are the needed library imports for problem setup.  Many of these libraries request a citation when used in an academic paper.  Numpy is utilized to provide many numerical functions needed in the EDA (van der Walt, Colbert & Varoquaux, 2011). Pandas is very helpful for its ability to support data manipulation (McKinney, 2010).  SciPy is utilized to provide signal processing functions (Jones E., et al, 2001).  Matplotlib is used for plotting (Hunter, 2007).  The Jupyter environment in which this code is presented and was run is a descendant of the IPython environment originated by Pérez & Granger (2007)."},{"metadata":{"trusted":true},"cell_type":"code","source":"%matplotlib inline\n\nimport os\nimport time\nimport numpy as np\nimport pandas as pd\nimport scipy.signal as sg\nfrom tqdm import tqdm_notebook\nimport matplotlib.pyplot as plt","execution_count":2,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Define some constants for data location."},{"metadata":{"trusted":true},"cell_type":"code","source":"os.listdir('../input')","execution_count":3,"outputs":[{"output_type":"execute_result","execution_count":3,"data":{"text/plain":"['test', 'train.csv', 'sample_submission.csv']"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"DATA_DIR = '../input'  # set for local environment!\nTEST_DIR = '../input/test'  # set for local environment!","execution_count":4,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Load the data, this takes a while.  There are over 629 million data rows.  This data requires over 10GB of storage space on the computer's hard drive."},{"metadata":{"trusted":true},"cell_type":"code","source":"# to reduce memory usage, dtype is specified.\ntrain_df = pd.read_csv(os.path.join(DATA_DIR, 'train.csv'), dtype={\n    'acoustic_data': np.int16, 'time_to_failure': np.float32})\nprint(train_df.shape)","execution_count":5,"outputs":[{"output_type":"stream","text":"(629145480, 2)\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"### Exploratory Data Analysis"},{"metadata":{},"cell_type":"markdown","source":"Lets validate the test files.  This verifies that they all contain 150,000 samples as expected."},{"metadata":{"trusted":true},"cell_type":"code","source":"ld = os.listdir(TEST_DIR)\nsizes = np.zeros(len(ld))\n\nfor i, f in enumerate(ld):\n    df = pd.read_csv(os.path.join(TEST_DIR, f), dtype={'acoustic_data': np.int16})\n    sizes[i] = df.shape[0]\n\nprint(np.mean(sizes))  # all were 150,000\nprint(np.min(sizes))\nprint(np.max(sizes))","execution_count":6,"outputs":[{"output_type":"stream","text":"150000.0\n150000.0\n150000.0\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"A basic time series plot of the raw data.  Because of the length of the data, the plot samples every 100th data point. These plots are very common on the Kaggle site's kernels section, this one is taken from Preda (2019).  Earthquakes occur when the time-to-failure signal (blue) jumps up from very near zero to a much higher value where that new higher value is the time to what is then the next quake.  There appears to be a short term high amplitude oscillation very shortly before each quake.  But, there also several similar such peaks that occur nearer the region centered in time between quakes.  Signal noise seems to increase as time gets closer to failure, though there is also a drop after the big peak.  A signal's standard deviation may prove to be a helpful predictor.  The region just after the big peak may be especially hard to predict."},{"metadata":{"trusted":true},"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='tab:orange')\n    ax1.set_ylabel('acoustic data', color='tab:orange')\n    plt.legend(['acoustic data'], loc=(0.01, 0.95))\n    ax2 = ax1.twinx()\n    plt.plot(train_ttf_sample_df, color='tab:blue')\n    ax2.set_ylabel('time to failure', color='tab:blue')\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":7,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x576 with 2 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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"import gc\ngc.collect();","execution_count":8,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"From the above plot we can see that 16 earthquakes occur in the data.  The earthquakes happen when the time-to-failure reaches very nearly zero and then jumps up.  There are only 15 complete time ramps that result in an earthquake and 2 incomplete time ramps.  One challenge of this competition is that there are only these very few earthquakes to work with.  The is a signal spike (high amplitude) just before an earthquake, but there are also signal spikes in other places that may complicate matters.  While the acoustic signal is very large at over 600m rows, the very small number of actual earthquakes available will make machine learning a challenge."},{"metadata":{},"cell_type":"markdown","source":"Having validated that the test samples are 150,000 samples long, it could help to examine the training data in 150,000 sample chunks.  Here are some random samples of the training data and plots of the acoustic signal along with the time-to-failure.  Note that the y-axis scales vary for all plots.  It is very interesting that the high level spike in the signal occurs in row 3, column 1 in a signal only 0.32 seconds before failure.  This spike reaches vales above 2000 and below 4000.  A similar situation occurs in row 4, column 2.  Contrast this with other plots where the time-to-failure is many seconds away and the signal level peaks around 100.  Time-to-failure plots as a ramp because we are slowly approaching the next quake as the signal progresses in time.  Apparently the time-to-failure has limited resolution and so is represented by a stair step rather than a smooth line.  It appears that if signal spikes could be captured in some way it might help the effort to model time-to-failure.  Somewhat shockingly, we are trying to predict an earthquake from only around 0.04 seconds or so worth of data, as can be noted from examining the right hand axes of the plots. "},{"metadata":{"trusted":true},"cell_type":"code","source":"# plot 150k sample slices of the training data, matches size of test data (~0.375 seconds long)\n# plots signal and decreasing time to the next quake\nnp.random.seed(2018)\nrand_idxs = np.random.randint(0, 629145480-150000, size=16, dtype=np.int32)\nf, axes = plt.subplots(4, 4, figsize=(14, 8))\ni = 0\nj = 0\n\nfor st_idx in rand_idxs:\n    ad = train_df['acoustic_data'].values[st_idx: st_idx + 150000]\n    ttf = train_df['time_to_failure'].values[st_idx: st_idx + 150000]\n    \n    axes[j][i].plot(ad, color='tab:orange')\n    \n    s = axes[j][i].twinx()\n    s.plot(ttf, color='tab:blue')\n    \n    i += 1\n    if i >= 4:\n        i = 0\n        j += 1\n\nplt.tight_layout()\nplt.show()\ndel ad, ttf\ngc.collect();","execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1008x576 with 32 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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Find the indices for where the earthquakes occur, then plotting may be performed in the region around failure."},{"metadata":{"trusted":true},"cell_type":"code","source":"ttf_diff = train_df['time_to_failure'].diff()\nttf_diff = ttf_diff.loc[ttf_diff > 0]\nprint(ttf_diff.index)","execution_count":10,"outputs":[{"output_type":"stream","text":"Int64Index([  5656574,  50085878, 104677356, 138772453, 187641820, 218652630,\n            245829585, 307838917, 338276287, 375377848, 419368880, 461811623,\n            495800225, 528777115, 585568144, 621985673],\n           dtype='int64')\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"Below is a look at the signal just before failure (an earthquake).  It is very interesting that the signal becomes quiet in the 150k sample slice before an earthquake.  Thus, the signal spike observed in the big picture plot above must occur more than one slice (more than 150k samples) before the earthquake.  These do not appear much different than plots 5 or even 8 seconds before the quake that are presented above where the time to failure ramps are shown.  This looks like it will create major problems for accurate prediction.  Earthquakes are deemed to have occurred where the blue line jumps up in value, representing the time to the next quake."},{"metadata":{"trusted":true},"cell_type":"code","source":"# plot -150,000 to +30000 samples right around the earthquake\nfailure_idxs = [5656574,  50085878, 104677356, 138772453, 187641820, 218652630,\n                245829585, 307838917, 338276287, 375377848, 419368880, 461811623,\n                495800225, 528777115, 585568144, 621985673]\nf, axes = plt.subplots(4, 4, figsize=(14, 8))\ni = 0\nj = 0\n\nfor idx in failure_idxs:\n    ad = train_df['acoustic_data'].values[idx - 150000: idx + 30000]\n    ttf = train_df['time_to_failure'].values[idx - 150000: idx + 30000]\n    \n    axes[j][i].plot(ad, color='tab:orange')\n    \n    s = axes[j][i].twinx()\n    s.plot(ttf, color='tab:blue')\n    \n    i += 1\n    if i >= 4:\n        i = 0\n        j += 1\n\nplt.tight_layout()\nplt.show()\ndel ad, ttf\ngc.collect()","execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1008x576 with 32 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"execute_result","execution_count":11,"data":{"text/plain":"53361"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"By expanding the time to failure plots, it appears that the big spike in the signal before failure is remarkably consistent.  The problem is that the 150k sample slices are actually very short compared to the overall time between quakes and thus these big apparently meaningful signal spikes are unlikely to be present in many training or test samples.  If slicing the training data directly into 150k chunks, then only 16 of 4194 training samples (0.38%) would contain a meaningful high-valued spike.  It is possible that the analysis of these spikes in some manner could add predictive capability to any small number of test samples that might contain these features, this possibility has not been explored by this author yet."},{"metadata":{"trusted":true},"cell_type":"code","source":"f, axes = plt.subplots(4, 4, figsize=(14, 8))\ni = 0\nj = 0\n\nfor idx in failure_idxs:\n    ad = train_df['acoustic_data'].values[idx - 2000000: idx + 30000]\n    ttf = train_df['time_to_failure'].values[idx - 2000000: idx + 30000]\n    \n    axes[j][i].plot(ad, color='tab:orange')\n    axes[j][i].set_xticklabels([])\n    \n    s = axes[j][i].twinx()\n    s.plot(ttf, color='tab:blue')\n    \n    i += 1\n    if i >= 4:\n        i = 0\n        j += 1\n\nplt.tight_layout()\nplt.show()\ndel ad, ttf\ngc.collect()","execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1008x576 with 32 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\n"},"metadata":{}},{"output_type":"execute_result","execution_count":12,"data":{"text/plain":"53126"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"A check of the test data in the time domain is presented below, it is difficult to tell from such short signal bursts if they match the character of the training data.  None of the very high valued signal spikes were caught in a partial look at the test data.  However, these are rare and the existence of the spikes will be taken up again later. "},{"metadata":{"trusted":true},"cell_type":"code","source":"# plot test signals\nld = os.listdir(TEST_DIR)\nld = ld[32:48]\nf, axes = plt.subplots(4, 4, figsize=(14, 8))\ni = 0\nj = 0\n    \nfor sig_file in ld:\n    sig = pd.read_csv(os.path.join(TEST_DIR, sig_file))['acoustic_data']\n    axes[j][i].plot(sig, color='tab:orange')\n\n    i += 1\n    if i >= 4:\n        i = 0\n        j += 1\n\nplt.tight_layout()\nplt.show()\ndel sig\ngc.collect()","execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1008x576 with 16 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"execute_result","execution_count":13,"data":{"text/plain":"20"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Frequency components of the signal could be very interesting to look at.  This is a plot of the Fourier transform magnitude for some of the test signals.  Note that there appears to be little information in the signal above the 20,000th frequency line.  Noise appears to mostly disappear above the 25,000th frequency line.  It is difficult to translate this to a frequency because of the signal gaps noted earlier.  Still, it may be best to concentrate signal analysis on frequencies below those represented by the 20,000th frequency line.  Also, there are peaks in the frequency analysis that may be valuable to collect in some manner.  The DC component was eliminated for plotting purposes because it would otherwise dominate the plot and make the other frequencies hard to see.  Also note that while referred to as an \"FFT\" in the code below, this is actually a Discreet Fourier Transform (DFT) because the signal length of 150k samples is not a number that is a power of two."},{"metadata":{"trusted":true},"cell_type":"code","source":"# plot frequency components of the signal\nMAX_FREQ_IDX = 75000\n\nsignals = ld[0:12]\nfig = plt.figure(figsize=(12, 5))\n\nfor i, signal in enumerate(signals):\n    df = pd.read_csv(os.path.join(TEST_DIR, signal))\n    ad = df['acoustic_data'].values\n    ad = ad - np.mean(ad)  # remove DC component, otherwise it dominates the plot\n\n    b, a = sg.butter(6, Wn=20000 / 75000)\n    ad = sg.lfilter(b, a, ad)\n\n    zc = np.fft.fft(ad)\n    zc = zc[:75000]  # eliminate aliased portion of signal per Nyquist criteria\n\n    realFFT = np.real(zc)\n    imagFFT = np.imag(zc)\n    magFFT = np.sqrt(realFFT ** 2 + imagFFT ** 2)\n\n    plt.subplot(4, 3, i+1)\n    plt.plot(magFFT, color='tab:blue')\n\nplt.tight_layout()\nplt.show()\ngc.collect()","execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x360 with 12 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"execute_result","execution_count":14,"data":{"text/plain":"27"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"This is a set of plots of the Fourier transform, windowed by short cosine tapers near the ends.  The idea of using the window is to avoid any start up transients that might cause ringing in filters applied to the signal.  It is very interesting that windowing seems to emphasize noise.  This noise, however, would almost entirely be removed by a low pass or band pass filter.  Windows are used to force the signal to be periodic in the time domain which reduces leakage effects at the signal endpoints in the Fourier transform."},{"metadata":{"trusted":true},"cell_type":"code","source":"# plot frequency components of the signal with a gentle window\nimport warnings\nfrom scipy.signal import hann\nwarnings.filterwarnings(\"ignore\")\nMAX_FREQ_IDX = 75000\nld = os.listdir(TEST_DIR)\nsignals = ld[0:12]\nfig = plt.figure(figsize=(12, 5))\n\nfor i, signal in enumerate(signals):\n    df = pd.read_csv(os.path.join(TEST_DIR, signal))\n    ad = df['acoustic_data'].values\n    ad = ad - np.mean(ad)  # remove DC component, otherwise it dominates the plot\n\n    hann_win = sg.hanning(M=24)\n    ad_beg = ad[0: 12] * hann_win[0: 12]\n    ad_end = ad[-12:] * hann_win[-12:]\n    ad = np.concatenate((ad_beg, ad[12: -12], ad_end), axis=0)\n\n    zc = np.fft.fft(ad)\n    zc = zc[:75000]  # eliminate aliased portion of signal per Nyquist criteria\n\n    realFFT = np.real(zc)\n    imagFFT = np.imag(zc)\n    magFFT = np.sqrt(realFFT ** 2 + imagFFT ** 2)\n\n    plt.subplot(4, 3, i+1)\n    plt.plot(magFFT, color='tab:blue')\n\nplt.tight_layout()\nplt.show()\n\ndel zc, realFFT, imagFFT, magFFT\ngc.collect()","execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x360 with 12 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\n"},"metadata":{}},{"output_type":"execute_result","execution_count":15,"data":{"text/plain":"20976"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Phase plots for the Fourier transform.  The signal was windowed by small sections taken from a Hanning window along the edges in order to not cause an impulse-like transient in a potential filter at start-up.  Phase plots show what appears to be just noise. Probably limited phase features will be all that is desired for the model, perhaps just the standard deviation."},{"metadata":{"trusted":true},"cell_type":"code","source":"import warnings\nfrom scipy.signal import hann\nwarnings.filterwarnings(\"ignore\")\nMAX_FREQ_IDX = 75000\nld = os.listdir(TEST_DIR)\nsignals = ld[0:12]\nfig = plt.figure(figsize=(12, 5))\n\nfor i, signal in enumerate(signals):\n    df = pd.read_csv(os.path.join(TEST_DIR, signal))\n    ad = df['acoustic_data'].values\n    ad = ad - np.mean(ad)  # remove DC component, otherwise it dominates the plot\n\n    hann_win = sg.hanning(M=24)\n    ad_beg = ad[0: 12] * hann_win[0: 12]\n    ad_end = ad[-12:] * hann_win[-12:]\n    ad = np.concatenate((ad_beg, ad[12: -12], ad_end), axis=0)\n\n    zc = np.fft.fft(ad)\n    zc = zc[:75000]  # eliminate aliased portion of signal per Nyquist criteria\n\n    realFFT = np.real(zc)\n    imagFFT = np.imag(zc)\n    phzFFT = np.arctan(imagFFT / realFFT)\n    phzFFT[phzFFT == -np.inf] = -np.pi / 2.0\n    phzFFT[phzFFT == np.inf] = np.pi / 2.0\n    phzFFT = np.nan_to_num(phzFFT)\n\n    plt.subplot(4, 3, i+1)\n    plt.plot(phzFFT, color='tab:blue')\n\nplt.tight_layout()\nplt.show()\n\ndel zc, realFFT, imagFFT, phzFFT\ngc.collect()","execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x360 with 12 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"execute_result","execution_count":16,"data":{"text/plain":"20976"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"From the code below, the test set \"big peaks\" seem to match the proportion with which they are found in the training data at 0.38% of signals (test set signals are all 150k samples long).  The number of earthquakes in the training set seems to be approximately proportional to the overall size relationship between the two sets. With 16 quakes in the training set we might expect 10 quakes in the test set based on their relative sizes.  As seen by the code output, there are 10 such files within the test set that exhibit the peak behavior.   However, there is also concern about the possibility of bogus peaks in the test data that do not correlate well with an actual quake.  The expectation of 10 possible quakes in the test set should be considered cautiously and as only an approximation."},{"metadata":{"trusted":true},"cell_type":"code","source":"# determine is a signal contains a 'big peak' as defined by an absolute value more than 2000\nld = os.listdir(TEST_DIR)\npeaks = np.zeros(len(ld))\n\nfor i, f in enumerate(ld):\n    df = pd.read_csv(os.path.join(TEST_DIR, f))\n    peaks[i] = df['acoustic_data'].abs().max()\n    \npeaks_lg = peaks[peaks >= 2000.0] \nprint(peaks_lg.shape[0])\nprint(np.float32(peaks_lg.shape[0]) / np.float32(peaks.shape[0]) * 100.0)\nprint(np.float32(2624) / np.float32(4194) * 16)","execution_count":17,"outputs":[{"output_type":"stream","text":"10\n0.38109757006168365\n10.010491371154785\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"### Conclusions"},{"metadata":{},"cell_type":"markdown","source":"It appears that this will be a difficult problem and that error is likely to be high relative to the mean time-to-failure.  There do not seem to be many obvious features in the signal to correlate with the time to system failure (an earthquake).  An examination of the Kaggle leader board confirms this as even the best scores show significant error as of the date of this Jupyter notebook.  The most obvious feature is the big signal spike just before failure.  But, as noted, it is only present in about 0.38% of 150k sample training slices.  This may make it a difficult feature to work with and 99.6% of the time the quake needs to be predicted in the absence of the major signal spike.  A great starting approach for generating features to model this problem appears to be the mass statistical feature generation used by many scripts on the Kaggle kernels section.  Much of this feature generation seems to be come from work by Lukayenko (2019), and others credited by citations in his Kaggle kernel."},{"metadata":{},"cell_type":"markdown","source":"The author's plan for modeling is to use the Preda (2019) kernel as a starting point for feature generation and add band pass and low pass filtering to generate additional features.  The Preda model utilizes the real and imaginary parts of the Fourier transform.  This author will be working primarily with the traditional magnitude and phase output.  Because Fourier transform phase information appears to be essentially noise, most Fourier statistics will likely be based on magnitude information.  "},{"metadata":{},"cell_type":"markdown","source":"### Author Information"},{"metadata":{},"cell_type":"markdown","source":"Kevin Maher  \nEmail: Vettejeep365@gmail.com  \nUpvotes and/or github stars appreciated!  \nThis code herein has been released under the\n<a href=\"http://www.apache.org/licenses/LICENSE-2.0\"><span style='color:#337AB7;text-decoration:\nnone;text-underline:none'>Apache 2.0\n</span></a> open source license.  \nThe author please requests a citation for the use or derivation of this work."},{"metadata":{},"cell_type":"markdown","source":"### References"},{"metadata":{},"cell_type":"markdown","source":"Hunter, J., (2007). Matplotlib: A 2D Graphics Environment.  <i>Computing in Science & Engineering</i>, 9, 90-95, DOI:10.1109/MCSE.2007.55\n\nJones E., et al (2001). SciPy: Open Source Scientific Tools for Python, Retrieved from: http://www.scipy.org/ \n\nLukayenko, A. (2019).  Earthquakes FE. More features and samples.  <i>Kaggle</i>.  Retrieved from: https://www.kaggle.com/artgor/earthquakes-fe-more-features-and-samples \n\nMcKinney, W., (2010). Data Structures for Statistical Computing in Python.  <i>Proceedings of the 9th Python in Science Conference</i>, 51-56.\n\nPérez, F. & Granger, B., (2007). IPython: A System for Interactive Scientific Computing.  <i>Computing in Science & Engineering</i>, 9, 21-29, DOI:10.1109/MCSE.2007.53\n\nPreda, G (2019).  LANL Earthquake EDA and Prediction.  <i>Kaggle</i>.  Retrieved from: https://www.kaggle.com/gpreda/lanl-earthquake-eda-and-prediction \n\nRouet-Leduc, B., et al (2019).  LANL Earthquake Prediction.  <i>Kaggle</i>.  Retrieved from: https://www.kaggle.com/c/LANL-Earthquake-Prediction\n\nRouet-Leduc, B. (2019).  Additional Info.  Kaggle.  Retrieved from:https://www.kaggle.com/c/LANL-Earthquake-Prediction/discussion/77526#latest-522727 \n\nvan der Walt, S., Colbert, S. & Varoquaux, G (2011). The NumPy Array: A Structure for Efficient Numerical Computation.  <i>Computing in Science & Engineering</i>, 13, 22-30, DOI:10.1109/MCSE.2011.37."}],"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":"3.6.6"}},"nbformat":4,"nbformat_minor":1}