{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from scipy import stats\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.dpi'] = 120" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate Some Data\n", "\n", "Create an artificial climate signal at mothly resolution, containing different periodic signals." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Synthetic Signal')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.arange(1820, 1980, 1/12)\n", "\n", "# cyclic variability\n", "annual = np.sin((x + 3/12) * 2 * np.pi) # annual\n", "c1 = np.sin((x - 7/12) * 2 * np.pi / 6) # 6-year\n", "c2 = np.sin((x + 2/12) * 2 * np.pi / 8) # 8-year\n", "\n", "# appearance and disappearance of multi-year cycles\n", "c1_onoff = stats.norm.pdf(x, 1860, 22)\n", "c2_onoff = stats.norm.pdf(x, 1930, 8)\n", "# normalise the on/off signals\n", "c1_onoff /= c1_onoff.max()\n", "c2_onoff /= c2_onoff.max()\n", "\n", "# add noise\n", "err = np.random.normal(0, 0.12, x.size)\n", "\n", "# background\n", "bkg = 0.8 + -3e-3 * (x - 1820)\n", "\n", "y = (\n", " annual * 0.2 + # annual signal\n", " c1 * 0.18 * c1_onoff + # 6-year cycle\n", " c2 * 0.23 * c2_onoff + # 7-year cycle\n", " err + # error\n", " bkg # linear background\n", " )\n", "\n", "fig, axs = plt.subplots(4, 1, figsize=[8, 8], sharex=True)\n", "\n", "anx, ccx, errx, cmx = axs\n", "\n", "anx.plot(x, annual * 0.2)\n", "ccx.plot(x, c1 * c1_onoff * 0.18)\n", "ccx.plot(x, c2 * c2_onoff * 0.23)\n", "errx.plot(x, err + bkg)\n", "cmx.plot(x, y)\n", "\n", "anx.set_ylabel('Annual')\n", "ccx.set_ylabel('Multi-Annual')\n", "errx.set_ylabel('Backround\\n& Error')\n", "cmx.set_ylabel('Synthetic Signal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Torrence and Compo Wavelet Method\n", "\n", "Wavelet analysis allows the identification of periodic signals across the duration of a signal. It's key advantage over 'normal' fourier spectral analysis is that it changes the size of the data window depending on the frequency it's looking for, so that all frequencies are resolved with similar 'power' in the resulting spectrogram. \n", "We've included [some slides](https://github.com/rses-datascience/DataSurgeries/raw/master/07_Wavelets/TSA%202007-7.pdf), which explain this better.\n", "\n", "- [Description of method](http://paos.colorado.edu/research/wavelets/).\n", "- [Python Implementation of Method (PyCWT)](http://pycwt.readthedocs.io/en/latest/)\n", "- Code below modified from [this tutorial](http://pycwt.readthedocs.io/en/latest/tutorial.html)\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import pycwt as wavelet\n", "from pycwt.helpers import find" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# get data\n", "t = x # time\n", "dat = y # data\n", "\n", "# replace the above with references to your data to use this code with your data\n", "\n", "# some data characteristics\n", "dt = t[1] - t[0] # delta time (time step - must be the same for all data)\n", "t0 = t[0] # start time\n", "N = t.size # length of data\n", "\n", "# de-trend and normalise data\n", "p = np.polyfit(t - t0, dat, 1) # fit polynomial\n", "dat_notrend = dat - np.polyval(p, t - t0) # subtract polynomial\n", "std = dat_notrend.std() # calculate Standard deviation\n", "var = std ** 2 # calculate Variance\n", "dat_norm = dat_notrend / std # divide by standard deviation to normalized dataset" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# define wavelet parameters\n", "# try using different wavelets, and see what effect it has on the analysis.\n", "mother = wavelet.Morlet(6)\n", "s0 = 2 * dt # Starting scale, in this case 2 months\n", "dj = 1 / 12 # Twelve sub-octaves per octaves\n", "J = 7 / dj # Seven powers of two with dj sub-octaves\n", "alpha, _, _ = wavelet.ar1(dat) # Lag-1 autocorrelation for red noise" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# apply wavelet transform\n", "wave, scales, freqs, coi, fft, fftfreqs = wavelet.cwt(dat_norm, dt, dj, s0, J,\n", " mother)\n", "iwave = wavelet.icwt(wave, scales, dt, dj, mother) * std" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# calculate the normalised wavelet and Fourier spectra and associated scales\n", "power = (np.abs(wave)) ** 2\n", "fft_power = np.abs(fft) ** 2\n", "period = 1 / freqs\n", "\n", "# rectify power spectrum\n", "power /= scales[:, None]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# calculate wavelet significance\n", "signif, fft_theor = wavelet.significance(1.0, dt, scales, 0, alpha,\n", " significance_level=0.95,\n", " wavelet=mother)\n", "sig95 = np.ones([1, N]) * signif[:, None]\n", "sig95 = power / sig95" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# calculate global wavelet spectrum, and determine significance\n", "glbl_power = power.mean(axis=1)\n", "dof = N - scales # Correction for padding at edges\n", "glbl_signif, tmp = wavelet.significance(var, dt, scales, 1, alpha,\n", " significance_level=0.95, dof=dof,\n", " wavelet=mother)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# calculate 2-8 year power spectrum and significance\n", "sel = find((period >= 2) & (period < 8))\n", "Cdelta = mother.cdelta\n", "scale_avg = (scales * np.ones((N, 1))).transpose()\n", "scale_avg = power / scale_avg # As in Torrence and Compo (1998) equation 24\n", "scale_avg = var * dj * dt / Cdelta * scale_avg[sel, :].sum(axis=0)\n", "scale_avg_signif, tmp = wavelet.significance(var, dt, scales, 2, alpha,\n", " significance_level=0.95,\n", " dof=[scales[sel[0]],\n", " scales[sel[-1]]],\n", " wavelet=mother)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot Results" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/oscar/miniconda3/envs/py3/lib/python3.6/site-packages/numpy/core/numeric.py:492: ComplexWarning: Casting complex values to real discards the imaginary part\n", " return array(a, dtype, copy=False, order=order)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "title = 'Wavelet Analysis'\n", "units = 'zscore'\n", "label = 'Sythetic Record'\n", "\n", "# Prepare the figure\n", "figprops = dict(figsize=(11, 8), dpi=72)\n", "fig = plt.figure(**figprops)\n", "\n", "# First sub-plot, the original time series anomaly and inverse wavelet\n", "# transform.\n", "ax = fig.add_axes([0.1, 0.75, 0.65, 0.2])\n", "ax.plot(t, iwave, '-', linewidth=1, color=[0.5, 0.5, 0.5])\n", "ax.plot(t, dat, 'k', linewidth=1)\n", "ax.set_title('a) {}'.format(title))\n", "ax.set_ylabel(r'{} [{}]'.format(label, units))\n", "\n", "# Second sub-plot, the normalized wavelet power spectrum and significance\n", "# level contour lines and cone of influece hatched area. Note that period\n", "# scale is logarithmic.\n", "bx = fig.add_axes([0.1, 0.37, 0.65, 0.28], sharex=ax)\n", "levels = [0.0625, 0.125, 0.25, 0.5, 1, 2, 4, 8, 16]\n", "bx.contourf(t, np.log2(period), np.log2(power), np.log2(levels),\n", " extend='both', cmap=plt.cm.Blues_r)\n", "extent = [t.min(), t.max(), 0, max(period)]\n", "bx.contour(t, np.log2(period), sig95, [-99, 1], colors='k', linewidths=2,\n", " extent=extent)\n", "bx.fill(np.concatenate([t, t[-1:] + dt, t[-1:] + dt,\n", " t[:1] - dt, t[:1] - dt]),\n", " np.concatenate([np.log2(coi), [1e-9], np.log2(period[-1:]),\n", " np.log2(period[-1:]), [1e-9]]),\n", " 'w', alpha=0.4, hatch='x')\n", "bx.set_title('b) {} Wavelet Power Spectrum ({})'.format(label, mother.name))\n", "bx.set_ylabel('Period (years)')\n", "#\n", "Yticks = 2 ** np.arange(np.ceil(np.log2(period.min())),\n", " np.ceil(np.log2(period.max())))\n", "bx.set_yticks(np.log2(Yticks))\n", "bx.set_yticklabels(Yticks)\n", "\n", "# Third sub-plot, the global wavelet and Fourier power spectra and theoretical\n", "# noise spectra. Note that period scale is logarithmic.\n", "cx = fig.add_axes([0.77, 0.37, 0.2, 0.28], sharey=bx)\n", "cx.plot(glbl_signif, np.log2(period), 'k--', zorder=5)\n", "cx.plot(var * fft_theor, np.log2(period), '--', color='#cccccc')\n", "cx.plot(var * fft_power, np.log2(1./fftfreqs), '-', color='#cccccc',\n", " linewidth=1.)\n", "cx.plot(var * glbl_power, np.log2(period), 'k-', linewidth=1.5)\n", "cx.set_title('c) Global Wavelet Spectrum')\n", "cx.set_xlabel(r'Power [({})^2]'.format(units))\n", "cx.set_xlim([0, np.percentile(glbl_power, 90) + var])\n", "cx.set_ylim(np.log2([period.min(), period.max()]))\n", "cx.set_yticks(np.log2(Yticks))\n", "cx.set_yticklabels(Yticks)\n", "plt.setp(cx.get_yticklabels(), visible=False)\n", "\n", "# Fourth sub-plot, the scale averaged wavelet spectrum.\n", "dx = fig.add_axes([0.1, 0.07, 0.65, 0.2], sharex=ax)\n", "dx.axhline(scale_avg_signif, color='k', linestyle='--', linewidth=1.)\n", "dx.plot(t, scale_avg, 'k-', linewidth=1.5)\n", "dx.set_title('d) {}--{} year scale-averaged power'.format(2, 8))\n", "dx.set_xlabel('Time (year)')\n", "dx.set_ylabel(r'Average variance [{}]'.format(units))\n", "ax.set_xlim([t.min(), t.max()])\n", "\n", "fig.savefig('wavelets.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 6- and 8-year components are clearly visible in the power spectrum, but they are not 'significant'. This is likely because the intensity of the 1-year cycle 'saturates' the analysis. \n", "\n", "We *know* these signals are real, because we generated them, which highlights potential limitations of the analysis. If using this, you'll need to think carefully about what 'significant' means." ] } ], "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }