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@holmesal
Created May 22, 2019 09:00
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"import random\n",
"import matplotlib.pyplot as plt\n",
"from tqdm import tqdm_notebook\n",
"import feather\n",
"from scipy import signal, interpolate, fftpack\n",
"from pathlib import Path"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Decimation\n",
"\n",
"`scipy.signal.decimate` is just a lowpass filter followed by a resample, to some factor. I’m not totally sure how it handles the aliasing if you resample off a factor of 2, so I’m sticking with 2,4,8,16,32.\n",
"\n",
"My goal here is to find a resampling factor that lets me shrink the data somewhat, without losing the important features. I'll use an FFT to inspect the data for the dominant frequencies of periodic signals, and then I'll use scipy's decimation function to resample as low as I can.\n",
"\n",
"To keep things speedy, I'm only going to use the first 6 million datapoints."
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"PATH = Path('./data')\n",
"TRAIN_6m = PATH/\"train_6m.feather\""
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 20 ms, sys: 4 ms, total: 24 ms\n",
"Wall time: 17 ms\n"
]
}
],
"source": [
"%%time\n",
"data = feather.read_dataframe(TRAIN_6m)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 6000000 entries, 0 to 5999999\n",
"Data columns (total 2 columns):\n",
"acoustic_data int16\n",
"time_to_failure float32\n",
"dtypes: float32(1), int16(1)\n",
"memory usage: 34.3 MB\n"
]
}
],
"source": [
"data.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Running into memory issues, so taking an even smaller slice here and only looking at 1 million datapoints at a time.\n",
"\n",
"Also subtracting the mean to remove a small offset that seems to be present."
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"raw = np.array(data.acoustic_data)[:1_000_000]\n",
"# zero-center\n",
"raw = raw - raw.mean()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From https://docs.scipy.org/doc/scipy/reference/generated/scipy.signal.decimate.html\n",
" \n",
"> Downsample the signal after applying an anti-aliasing filter.\n",
">\n",
"> By default, an order 8 Chebyshev type I filter is used. A 30 point FIR filter with Hamming window is used if ftype is ‘fir’."
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1000000, 500000, 250000, 125000, 62500)"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dec2 = signal.decimate(raw, 2)\n",
"dec4 = signal.decimate(raw, 4)\n",
"dec8 = signal.decimate(raw, 8)\n",
"dec16 = signal.decimate(raw, 16)\n",
"len(raw), len(dec2), len(dec4), len(dec8), len(dec16)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's what the raw data looks like, with the various decimations overlaid.\n",
"\n",
"Note that the `.repeat(N)` is a sort of \"broadcasting\" (e.g. [1,2,3] => [1,1,2,2,3,3]) necessary to make the different signals line up on the x-axis - because the decimated signals have fewer elements."
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f83ac7252e8>"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.cm.get_cmap('magma', 5)\n",
"\n",
"plt.figure(figsize=(20,12));\n",
"plt.ylim(0, 100)\n",
"plt.grid(True)\n",
"plt.plot(raw, c=cmap(0))\n",
"plt.plot(dec2.repeat(2), c=cmap(1))\n",
"plt.plot(dec4.repeat(4), c=cmap(2))\n",
"plt.plot(dec8.repeat(8), c=cmap(3))\n",
"plt.plot(dec16.repeat(16), c=cmap(4))\n",
"plt.legend(('raw', 'dec2', 'dec4', 'dec8', 'dec16'), loc='best', prop={'size': 18})"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f83ac4afac8>"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"subset = range(400_000, 450_000)\n",
"plt.figure(figsize=(20,12));\n",
"plt.ylim(0, 100)\n",
"plt.grid(True)\n",
"plt.plot(raw[subset], c=cmap(0))\n",
"plt.plot(dec2.repeat(2)[subset], c=cmap(1))\n",
"plt.plot(dec4.repeat(4)[subset], c=cmap(2))\n",
"plt.plot(dec8.repeat(8)[subset], c=cmap(3))\n",
"plt.plot(dec16.repeat(16)[subset], c=cmap(4))\n",
"plt.legend(('raw', 'dec2', 'dec4', 'dec8', 'dec16'), loc='best', prop={'size': 18})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Just based on this, *dec8* is looking pretty attractive - it seems to retain most of the peaks, while decreasing the noise level substantially.\n",
"\n",
"Let's look at the frequency domain to see what frequencies are dominant.\n",
"\n",
"The axis labels are incorrect, but it should be fine for just seeing what frequencies we're losing as we decimate"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [],
"source": [
"yf = fftpack.fft(raw)\n",
"yfdec2 = fftpack.fft(dec2)\n",
"yfdec4 = fftpack.fft(dec4)\n",
"yfdec8 = fftpack.fft(dec8)\n",
"yfdec16 = fftpack.fft(dec16)"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f83ac5a0cf8>"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,12));\n",
"plt.ylim(0, 80000)\n",
"plt.grid(True)\n",
"plt.plot(abs(yf[:len(yf)//2]), c=cmap(0)) # the //2 just chops off the second (symmetric) half of the fft\n",
"plt.plot(abs(yfdec2[:len(yfdec2)//2]), c=cmap(1))\n",
"plt.plot(abs(yfdec4[:len(yfdec4)//2]), c=cmap(2))\n",
"plt.plot(abs(yfdec8[:len(yfdec8)//2]), c=cmap(3))\n",
"plt.plot(abs(yfdec16[:len(yfdec16)//2]), c=cmap(4))\n",
"plt.legend(('raw', 'dec2', 'dec4', 'dec8', 'dec16'), loc='best', prop={'size': 18})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Based on this, `dec4` is actually looking a lot better then `dec8`. `dec8` looks like it loses the most dominant peak, but `dec4` retains it.\n",
"\n",
"I'm not totally sure how to think about the plateu that goes missing from `dec2` to `dec4`. The fact that it's constant makes me think that it's noise.\n",
"\n",
"Here's a more zoomed-in plot of the lower end of the frequency range."
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f83ac5278d0>"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,12));\n",
"plt.ylim(0, 80_000)\n",
"plt.xlim(0, 150_000)\n",
"plt.grid(True)\n",
"plt.plot(abs(yf[:len(yf)//2]), c=cmap(0)) # the //2 just chops off the second (symmetric) half of the fft\n",
"plt.plot(abs(yfdec2[:len(yfdec2)//2]), c=cmap(1))\n",
"plt.plot(abs(yfdec4[:len(yfdec4)//2]), c=cmap(2))\n",
"plt.plot(abs(yfdec8[:len(yfdec8)//2]), c=cmap(3))\n",
"plt.plot(abs(yfdec16[:len(yfdec16)//2]), c=cmap(4))\n",
"plt.legend(('raw', 'dec2', 'dec4', 'dec8', 'dec16'), loc='best', prop={'size': 18})"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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