{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Continuous Wavelet Spectrum "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Example for NINO3 SST"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First written on Nov,19, 2014 \n",
"Nov. 25 2014: Modification to Scale-average \n",
"author: tmiyama at gmail"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Introduction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wavelet anaysis tool by Torrence and Compo [1998] is very popular in climatology. However, Liu et al. [2007] has pointed out that the method by Torrence and Compo [1998] has a bias in favor of large scales. \n",
" \n",
"This notebook is the translation of Liu et al.'s matlab test program \n",
"http://ocgweb.marine.usf.edu/~liu/wavelet_test_ElNino3_YLiu.m \n",
"to python. \n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__References:__ \n",
" \n",
"* Liu, Y., X.S. Liang, and R.H. Weisberg, 2007: Rectification of the bias in the wavelet power spectrum. Journal of Atmospheric and Oceanic Technology, 24(12), 2093-2102. http://ocgweb.marine.usf.edu/~liu/wavelet.html\n",
" \n",
"* Torrence, C., and G. P. Compo, 1998: A practical guide to wavelet analysis. Bull. Amer. Meteor. Soc., 79, 6178. http://paos.colorado.edu/research/wavelets/ "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is the comment in the original matlab script.\n",
"\n",
"% Rectification of the bias in the Wavelet power spectrum with the data set \n",
"% (Nino3.dat) given by Torrence and Compo (1998). This code is modified \n",
"% from wavetest.m, the example script provided by Torrence and Compo\n",
"% (1998), to demonstrate how to rectify the bias in wavelet power spectrum. \n",
"% This code generates Figure 4 of Liu et al. (2007). \n",
"% \n",
"% Yonggang Liu, 2006.4.12 \n",
"% \n",
"% E-mail: yliu18@gmail.com \n",
"% http://ocgweb.marine.usf.edu/~liu/wavelet.html \n",
"%\n",
"% References: \n",
"%\n",
"% Liu, Y., X.S. Liang, and R.H. Weisberg, 2007: Rectification of the bias\n",
"% in the wavelet power spectrum. Journal of Atmospheric and Oceanic \n",
"% Technology, 24(12), 2093-2102.\n",
"% \n",
"% Torrence, C., and G. P. Compo, 1998: A practical guide to wavelet \n",
"% analysis. Bull. Amer. Meteor. Soc., 79, 61�78.\n",
"%======================================================================== \n",
"% Here starts with the original file header:\n",
" \n",
" \n",
"%WAVETEST Example Matlab script for WAVELET, using NINO3 SST dataset \n",
"% \n",
"% See \"http://paos.colorado.edu/research/wavelets/\" \n",
"% Written January 1998 by C. Torrence \n",
"% \n",
"% Modified Oct 1999, changed Global Wavelet Spectrum (GWS) to be sideways, \n",
"% changed all \"log\" to \"log2\", changed logarithmic axis on GWS \n",
"% a normal axis. \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Reading modules and data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Read usual modules__"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Read Wavelet modules__\n",
"These modules are translations from the matlab tools by Torrence and Compo (1998). \n",
"http://paos.colorado.edu/research/wavelets/software.html \n",
"\n",
"See the bottom of this notebook for the insides of these modules."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from wavelet import wavelet\n",
"from wave_signif import wave_signif"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Input SST time series from sst_nino3.dat__ \n",
"The daataset is from http://paos.colorado.edu/research/wavelets/software.html"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sst_nino3=np.loadtxt('sst_nino3.dat')\n",
"sst = sst_nino3\n",
"n=len(sst)\n",
"dt = 0.25 \n",
"\n",
"time = np.arange(n)*dt + 1871.0 # construct time array\n",
"xlim = [1870,2000] # plotting range\n",
"\n",
"plt.plot(time,sst)\n",
"xrange=plt.xlim(xlim)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"------------------------------------------------------ Computation\n",
"\n",
" Normalize by standard deviation (not necessary, but makes it easier to compare with plot on Interactive Wavelet page, at\n",
" \"http://paos.colorado.edu/research/wavelets/plot/\" )\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Wavelet Spectrum by Torrence and Compo [1998]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean= -1.984126984127118e-05\n",
"std= 0.7335991128242201\n"
]
}
],
"source": [
"variance = np.std(sst)**2\n",
"mean=np.mean(sst)\n",
"sst = (sst - np.mean(sst))/np.sqrt(variance)\n",
"print \"mean=\",mean\n",
"print \"std=\", np.sqrt(variance)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Set wavelet parameters__"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"pad = 1 # pad the time series with zeroes (recommended)\n",
"dj = 0.25 # this will do 4 sub-octaves per octave\n",
"s0 = 2.*dt # this says start at a scale of 6 months\n",
"j1 = 7./dj # this says do 7 powers-of-two with dj sub-octaves each\n",
"lag1 = 0.72 # lag-1 autocorrelation for red noise background\n",
"mother = 'Morlet'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Wavelet transform__"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"wave,period,scale,coi = wavelet(sst,dt,pad,dj,s0,j1,mother);\n",
"power = (np.abs(wave))**2 # compute wavelet power spectrum"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Significance levels:__ \n",
"(variance=1 for the normalized SST)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"signif,fft_theor = wave_signif(1.0,dt,scale,0,lag1,-1,-1,mother)\n",
"sig95 = np.dot(signif.reshape(len(signif),1),np.ones((1,n))) # expand signif --> (J+1)x(N) array\n",
"sig95 = power / sig95 # where ratio > 1, power is significant"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Global wavelet spectrum & significance levels__"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"global_ws = variance*power.sum(axis=1)/float(n) # time-average over all times\n",
"dof = n - scale # the -scale corrects for padding at edges\n",
"global_signif,fft_theor = wave_signif(variance,dt,scale,1,lag1,-1,dof,mother)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Scale-average between El Nino periods of 2--8 years__"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"avg = (scale >= 2) & (scale < 8)\n",
"Cdelta = 0.776; # this is for the MORLET wavelet\n",
"scale_avg = np.dot(scale.reshape(len(scale),1),np.ones((1,n))) # expand scale --> (J+1)x(N) array\n",
"scale_avg = power / scale_avg # [Eqn(24)]\n",
"scale_avg = variance*dj*dt/Cdelta*sum(scale_avg[avg,:]) # [Eqn(24)]\n",
"scaleavg_signif ,fft_theor= wave_signif(variance,dt,scale,2,lag1,-1,[2,7.9],mother)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Reconstuction__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Define inverse wavelet function base on Torrence and Compo [1998], eq. (11)\n",
"See list at the bottom of this note"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"from wavelet_inverse import wavelet_inverse"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reconstruct"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"root square mean error 0.07755811016771953 deg C\n"
]
}
],
"source": [
"iwave=wavelet_inverse(wave, scale, dt, dj, \"Morlet\")\n",
"print \"root square mean error\",np.sqrt(np.sum((sst-iwave)**2)/float(len(sst)))*np.sqrt(variance),\"deg C\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Plot__\n",
"\n",
"Corresponding to Fig. 4 top in Liu et al. (2007)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/tmiyama/anaconda3/envs/py2/lib/python2.7/site-packages/matplotlib/contour.py:1004: UserWarning: The following kwargs were not used by contour: 'color', 'linewidth'\n",
" s)\n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#figure size\n",
"fig=plt.figure(figsize=(10,10))\n",
"\n",
"# subplot positions\n",
"width= 0.65\n",
"hight = 0.28;\n",
"pos1a = [0.1, 0.75, width, 0.2]\n",
"pos1b = [0.1, 0.37, width, hight]\n",
"pos1c = [0.79, 0.37, 0.18, hight]\n",
"pos1d = [0.1, 0.07, width, 0.2]\n",
"\n",
"#########################################\n",
"#---- a) Original signal\n",
"#########################################\n",
"ax=fig.add_axes(pos1a)\n",
"#original\n",
"ax.plot(time,sst*np.sqrt(variance)+mean,\"r-\")\n",
"#reconstruction\n",
"ax.plot(time,iwave*np.sqrt(variance)+mean,\"k--\")\n",
"\n",
"ax.set_ylabel('NINO3 SST (degC)')\n",
"plt.title('a) NINO3 Sea Surface Temperature (seasonal)')\n",
"\n",
"#########################################\n",
"# b) Wavelet spectrum\n",
"#########################################\n",
"\n",
"#--- Contour plot wavelet power spectrum\n",
"bx=fig.add_axes(pos1b,sharex=ax)\n",
"levels = [0.0625,0.125,0.25,0.5,1,2,4,8,16] \n",
"Yticks = 2**(np.arange(np.int(np.log2(np.min(period))),np.int(np.log2(np.max(period)))+1))\n",
"bx.contour(time,np.log2(period),np.log2(power),np.log2(levels))\n",
"bx.set_xlabel('Time (year)')\n",
"bx.set_ylabel('Period (years)')\n",
"import matplotlib.ticker as ticker\n",
"ymajorLocator=ticker.FixedLocator(np.log2(Yticks))\n",
"bx.yaxis.set_major_locator( ymajorLocator )\n",
"ticks=bx.yaxis.set_ticklabels(Yticks)\n",
"plt.title('b) Wavelet Power Spectrum')\n",
"\n",
"# 95% significance contour, levels at -99 (fake) and 1 (95% signif)\n",
"cs = bx.contour(time,np.log2(period),sig95,[1],color='k',linewidth=1)\n",
"\n",
"# cone-of-influence, anything \"below\" is dubious\n",
"ts = time;\n",
"coi_area = np.concatenate([[np.max(scale)], coi, [np.max(scale)],[np.max(scale)]])\n",
"ts_area = np.concatenate([[ts[0]], ts, [ts[-1]] ,[ts[0]]]);\n",
"L = bx.plot(ts_area,np.log2(coi_area),'k',linewidth=3)\n",
"F=bx.fill(ts_area,np.log2(coi_area),'k',alpha=0.3,hatch=\"x\")\n",
"\n",
"#########################################\n",
"# c) Global Wavelet spectrum\n",
"#########################################\n",
"\n",
"#--- Plot global wavelet spectrum\n",
"cx=fig.add_axes(pos1c,sharey=bx)\n",
"cx.plot(global_ws,np.log2(period),\"r-\")\n",
"cx.plot(global_signif,np.log2(period),'k--')\n",
"ylim=cx.set_ylim(np.log2([period.min(),period.max()]))\n",
"cx.invert_yaxis()\n",
"plt.title('c) Global Wavelet Spectrum')\n",
"xrangec=cx.set_xlim([0,1.25*np.max(global_ws)])\n",
"\n",
"#########################################\n",
"# d) Scale average Spectrum\n",
"#########################################\n",
"#--- Plot Scale-averaged spectrum -----------------\n",
"dx=fig.add_axes(pos1d,sharex=bx)\n",
"dx.plot(time,scale_avg,\"r-\")\n",
"dx.plot([time[0],time[-1]],[scaleavg_signif,scaleavg_signif],\"k--\")\n",
"xrange=dx.set_xlim(xlim)\n",
"dx.set_ylabel('Avg variance (degC$^2$)')\n",
"title=plt.title('d) Scale-average Time Series')\n",
"plt.savefig(\"nino3_TorrenceCompo.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Wavelet Spectrum by Liu et al [2007]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Bias rectification__ \n",
" \n",
"divided by scales "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"########################\n",
"# Spectrum\n",
"########################\n",
"powers=np.zeros_like(power)\n",
"for k in range(len(scale)):\n",
" powers[k,:] = power[k,:]/scale[k]\n",
"#significance: sig95 is already normalized = 1\n",
"\n",
"########################\n",
"# Spectrum\n",
"########################\n",
"global_wss = global_ws/scale \n",
"global_signifs=global_signif/scale\n",
"\n",
"########################\n",
"# Scale-average between El Nino periods of 2--8 years\n",
"########################\n",
"# No need to change \n",
"# because in Eqn(24) of Torrence and Compo [1998], division by scale has been done.\n",
"scale_avgs=scale_avg\n",
"scaleavg_signifs=scaleavg_signif"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Plot__ \n",
"\n",
"Corresponding to Fig. 4 bottom in Liu et al. (2007)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#figure size\n",
"fig=plt.figure(figsize=(10,10))\n",
"\n",
"# subplot positions\n",
"width= 0.65\n",
"hight = 0.28;\n",
"pos1a = [0.1, 0.75, width, 0.2]\n",
"pos1b = [0.1, 0.37, width, hight]\n",
"pos1c = [0.79, 0.37, 0.18, hight]\n",
"pos1d = [0.1, 0.07, width, 0.2]\n",
"\n",
"#########################################\n",
"#---- a) Original signal\n",
"#########################################\n",
"ax=fig.add_axes(pos1a)\n",
"#original\n",
"ax.plot(time,sst*np.sqrt(variance)+mean,\"r-\")\n",
"#reconstruction\n",
"ax.plot(time,iwave*np.sqrt(variance)+mean,\"k--\")\n",
"\n",
"ax.set_ylabel('NINO3 SST (degC)')\n",
"plt.title('a) NINO3 Sea Surface Temperature (seasonal)')\n",
"\n",
"#########################################\n",
"# b) Wavelet spectrum\n",
"#########################################\n",
"\n",
"#--- Contour plot wavelet power spectrum\n",
"bx=fig.add_axes(pos1b,sharex=ax)\n",
"levels = [0.0625,0.125,0.25,0.5,1,2,4,8,16] \n",
"Yticks = 2**(np.arange(np.int(np.log2(np.min(period))),np.int(np.log2(np.max(period)))+1))\n",
"bx.contour(time,np.log2(period),np.log2(powers),np.log2(levels))\n",
"bx.set_xlabel('Time (year)')\n",
"bx.set_ylabel('Period (years)')\n",
"import matplotlib.ticker as ticker\n",
"ymajorLocator=ticker.FixedLocator(np.log2(Yticks))\n",
"bx.yaxis.set_major_locator( ymajorLocator )\n",
"ticks=bx.yaxis.set_ticklabels(Yticks)\n",
"plt.title('b) Wavelet Power Spectrum')\n",
"\n",
"# 95% significance contour, levels at -99 (fake) and 1 (95% signif)\n",
"cs = bx.contour(time,np.log2(period),sig95,[1],color='k',linewidth=1)\n",
"\n",
"# cone-of-influence, anything \"below\" is dubious\n",
"ts = time;\n",
"coi_area = np.concatenate([[np.max(scale)], coi, [np.max(scale)],[np.max(scale)]])\n",
"ts_area = np.concatenate([[ts[0]], ts, [ts[-1]] ,[ts[0]]]);\n",
"L = bx.plot(ts_area,np.log2(coi_area),'k',linewidth=3)\n",
"F=bx.fill(ts_area,np.log2(coi_area),'k',alpha=0.3,hatch=\"x\")\n",
"\n",
"#########################################\n",
"# c) Global Wavelet spectrum\n",
"#########################################\n",
"\n",
"#--- Plot global wavelet spectrum\n",
"cx=fig.add_axes(pos1c,sharey=bx)\n",
"cx.plot(global_wss,np.log2(period),\"r-\")\n",
"cx.plot(global_signifs,np.log2(period),'k--')\n",
"ylim=cx.set_ylim(np.log2([period.min(),period.max()]))\n",
"cx.invert_yaxis()\n",
"plt.title('c) Global Wavelet Spectrum')\n",
"xrangec=cx.set_xlim([0,1.25*np.max(global_wss)])\n",
"\n",
"#########################################\n",
"# d) Global Wavelet spectrum\n",
"#########################################\n",
"#--- Plot Scale-averaged spectrum -----------------\n",
"dx=fig.add_axes(pos1d,sharex=bx)\n",
"dx.plot(time,scale_avgs,\"r-\")\n",
"dx.plot([time[0],time[-1]],[scaleavg_signifs,scaleavg_signifs],\"k--\")\n",
"xrange=dx.set_xlim(xlim)\n",
"dx.set_ylabel('Avg variance (degC$^2$)')\n",
"title=plt.title('d) Scale-average Time Series')\n",
"plt.savefig(\"nino3_liu.png\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"def wavelet(Y,dt,pad=0.,dj=0.25,s0=-1,J1=-1,mother=\"MORLET\",param=-1):\n",
" \"\"\"\n",
"This function is the translation of wavelet.m by Torrence and Compo\n",
"\n",
"import wave_bases from wave_bases.py\n",
"\n",
"The following is the original comment in wavelet.m\n",
"\n",
"#WAVELET 1D Wavelet transform with optional singificance testing\n",
"%\n",
"% [WAVE,PERIOD,SCALE,COI] = wavelet(Y,DT,PAD,DJ,S0,J1,MOTHER,PARAM)\n",
"%\n",
"% Computes the wavelet transform of the vector Y (length N),\n",
"% with sampling rate DT.\n",
"%\n",
"% By default, the Morlet wavelet (k0=6) is used.\n",
"% The wavelet basis is normalized to have total energy=1 at all scales.\n",
"%\n",
"%\n",
"% INPUTS:\n",
"%\n",
"% Y = the time series of length N.\n",
"% DT = amount of time between each Y value, i.e. the sampling time.\n",
"%\n",
"% OUTPUTS:\n",
"%\n",
"% WAVE is the WAVELET transform of Y. This is a complex array\n",
"% of dimensions (N,J1+1). FLOAT(WAVE) gives the WAVELET amplitude,\n",
"% ATAN(IMAGINARY(WAVE),FLOAT(WAVE) gives the WAVELET phase.\n",
"% The WAVELET power spectrum is ABS(WAVE)^2.\n",
"% Its units are sigma^2 (the time series variance).\n",
"%\n",
"%\n",
"% OPTIONAL INPUTS:\n",
"% \n",
"% *** Note *** setting any of the following to -1 will cause the default\n",
"% value to be used.\n",
"%\n",
"% PAD = if set to 1 (default is 0), pad time series with enough zeroes to get\n",
"% N up to the next higher power of 2. This prevents wraparound\n",
"% from the end of the time series to the beginning, and also\n",
"% speeds up the FFT's used to do the wavelet transform.\n",
"% This will not eliminate all edge effects (see COI below).\n",
"%\n",
"% DJ = the spacing between discrete scales. Default is 0.25.\n",
"% A smaller # will give better scale resolution, but be slower to plot.\n",
"%\n",
"% S0 = the smallest scale of the wavelet. Default is 2*DT.\n",
"%\n",
"% J1 = the # of scales minus one. Scales range from S0 up to S0*2^(J1*DJ),\n",
"% to give a total of (J1+1) scales. Default is J1 = (LOG2(N DT/S0))/DJ.\n",
"%\n",
"% MOTHER = the mother wavelet function.\n",
"% The choices are 'MORLET', 'PAUL', or 'DOG'\n",
"%\n",
"% PARAM = the mother wavelet parameter.\n",
"% For 'MORLET' this is k0 (wavenumber), default is 6.\n",
"% For 'PAUL' this is m (order), default is 4.\n",
"% For 'DOG' this is m (m-th derivative), default is 2.\n",
"%\n",
"%\n",
"% OPTIONAL OUTPUTS:\n",
"%\n",
"% PERIOD = the vector of \"Fourier\" periods (in time units) that corresponds\n",
"% to the SCALEs.\n",
"%\n",
"% SCALE = the vector of scale indices, given by S0*2^(j*DJ), j=0...J1\n",
"% where J1+1 is the total # of scales.\n",
"%\n",
"% COI = if specified, then return the Cone-of-Influence, which is a vector\n",
"% of N points that contains the maximum period of useful information\n",
"% at that particular time.\n",
"% Periods greater than this are subject to edge effects.\n",
"% This can be used to plot COI lines on a contour plot by doing:\n",
"%\n",
"% contour(time,log(period),log(power))\n",
"% plot(time,log(coi),'k')\n",
"%\n",
"%----------------------------------------------------------------------------\n",
"% Copyright (C) 1995-2004, Christopher Torrence and Gilbert P. Compo\n",
"%\n",
"% This software may be used, copied, or redistributed as long as it is not\n",
"% sold and this copyright notice is reproduced on each copy made. This\n",
"% routine is provided as is without any express or implied warranties\n",
"% whatsoever.\n",
"%\n",
"% Notice: Please acknowledge the use of the above software in any publications:\n",
"% ``Wavelet software was provided by C. Torrence and G. Compo,\n",
"% and is available at URL: http://paos.colorado.edu/research/wavelets/''.\n",
"%\n",
"% Reference: Torrence, C. and G. P. Compo, 1998: A Practical Guide to\n",
"% Wavelet Analysis. Bull. Amer. Meteor. Soc. , 79, 61-78.\n",
"%\n",
"% Please send a copy of such publications to either C. Torrence or G. Compo:\n",
"% Dr. Christopher Torrence Dr. Gilbert P. Compo\n",
"% Research Systems, Inc. Climate Diagnostics Center\n",
"% 4990 Pearl East Circle 325 Broadway R/CDC1\n",
"% Boulder, CO 80301, USA Boulder, CO 80305-3328, USA\n",
"% E-mail: chris[AT]rsinc[DOT]com E-mail: compo[AT]colorado[DOT]edu\n",
"%----------------------------------------------------------------------------\"\"\" \n",
" #modules\n",
" import numpy as np\n",
" from wave_bases import wave_bases\n",
" \n",
" #set default\n",
" n1 = len(Y)\n",
" if (s0 == -1): s0=2.*dt\n",
" if (dj == -1): dj = 1./4.\n",
" if (J1 == -1): J1=np.fix((np.log(n1*dt/s0)/np.log(2))/dj)\n",
" if (mother == -1): mother = 'MORLET'\n",
" #print \"s0=\",s0\n",
" #print \"J1=\",J1\n",
"\n",
" #....construct time series to analyze, pad if necessary\n",
" x = Y - np.mean(Y);\n",
" if (pad == 1):\n",
" base2 = np.fix(np.log(n1)/np.log(2) + 0.4999) # power of 2 nearest to N\n",
" temp=np.zeros(int((2**(base2+1)-n1),))\n",
" x=np.concatenate((x,temp))\n",
" \n",
" n = len(x)\n",
"\n",
" #....construct wavenumber array used in transform [Eqn(5)]\n",
" k = np.arange(1,np.fix(n/2)+1)\n",
" k = k*(2.*np.pi)/(n*dt)\n",
" k = np.concatenate((np.zeros((1,)),k, -k[-2::-1]));\n",
"\n",
" #....compute FFT of the (padded) time series\n",
" f = np.fft.fft(x) # [Eqn(3)]\n",
" \n",
" #....construct SCALE array & empty PERIOD & WAVE arrays\n",
" scale=np.array([s0*2**(i*dj) for i in range(0,int(J1)+1)])\n",
" period = scale.copy()\n",
" wave = np.zeros((int(J1)+1,n),dtype=np.complex) # define the wavelet array # make it complex\n",
" # loop through all scales and compute transform\n",
" for a1 in range(0,int(J1)+1):\n",
" daughter,fourier_factor,coi,dofmin=wave_bases(mother,k,scale[a1],param)\n",
" wave[a1,:] = np.fft.ifft(f*daughter) # wavelet transform[Eqn(4)]\n",
" period = fourier_factor*scale\n",
" coi=coi*dt*np.concatenate(([1.E-5],np.arange(1.,(n1+1.)/2.-1),np.flipud(np.arange(1,n1/2.)),[1.E-5])) # COI [Sec.3g]\n",
" wave = wave[:,:n1] # get rid of padding before returning\n",
" return wave,period,scale,coi\n",
" # end of code\n"
]
}
],
"source": [
"!cat wavelet.py"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"def wave_bases(mother,k,scale,param):\n",
" \"\"\"\n",
" This is translation of wave_bases.m by Torrence and Gilbert P. Compo\n",
" \n",
" The folloing is the original README\n",
" \n",
"% WAVE_BASES 1D Wavelet functions Morlet, Paul, or DOG\n",
"%\n",
"% [DAUGHTER,FOURIER_FACTOR,COI,DOFMIN] = ...\n",
"% wave_bases(MOTHER,K,SCALE,PARAM);\n",
"%\n",
"% Computes the wavelet function as a function of Fourier frequency,\n",
"% used for the wavelet transform in Fourier space.\n",
"% (This program is called automatically by WAVELET)\n",
"%\n",
"% INPUTS:\n",
"%\n",
"% MOTHER = a string, equal to 'MORLET' or 'PAUL' or 'DOG'\n",
"% K = a vector, the Fourier frequencies at which to calculate the wavelet\n",
"% SCALE = a number, the wavelet scale\n",
"% PARAM = the nondimensional parameter for the wavelet function\n",
"%\n",
"% OUTPUTS:\n",
"%\n",
"% DAUGHTER = a vector, the wavelet function\n",
"% FOURIER_FACTOR = the ratio of Fourier period to scale\n",
"% COI = a number, the cone-of-influence size at the scale\n",
"% DOFMIN = a number, degrees of freedom for each point in the wavelet power\n",
"% (either 2 for Morlet and Paul, or 1 for the DOG)\n",
"%\n",
"%----------------------------------------------------------------------------\n",
"% Copyright (C) 1995-1998, Christopher Torrence and Gilbert P. Compo\n",
"% University of Colorado, Program in Atmospheric and Oceanic Sciences.\n",
"% This software may be used, copied, or redistributed as long as it is not\n",
"% sold and this copyright notice is reproduced on each copy made. This\n",
"% routine is provided as is without any express or implied warranties\n",
"% whatsoever.\n",
"%----------------------------------------------------------------------------\n",
" \"\"\"\n",
" #import modules\n",
" import numpy as np\n",
"\n",
" #\n",
" mother = mother.upper()\n",
" n = len(k)\n",
" # define Heaviside step function\n",
" def ksign(x):\n",
" y=np.zeros_like(x)\n",
" y[x>0]=1\n",
" return y\n",
" #\n",
" if mother=='MORLET': #----------------------------------- Morlet\n",
" if (param == -1): param = 6.\n",
" k0 = param\n",
" expnt = -(scale*k - k0)**2/2. *ksign(k)\n",
" norm = np.sqrt(scale*k[1])*(np.pi**(-0.25))*np.sqrt(n) # total energy=N [Eqn(7)]\n",
" daughter = norm*np.exp(expnt)\n",
" daughter = daughter*ksign(k) # Heaviside step function\n",
" fourier_factor = (4.*np.pi)/(k0 + np.sqrt(2. + k0**2)) # Scale-->Fourier [Sec.3h]\n",
" coi = fourier_factor/np.sqrt(2) # Cone-of-influence [Sec.3g]\n",
" dofmin = 2. # Degrees of freedom\n",
" elif mother=='PAUL': #-------------------------------- Paul\n",
" if (param == -1): param = 4.\n",
" m = param\n",
" expnt = -(scale*k)*ksign(k)\n",
" norm = np.sqrt(scale*k[1])*(2.**m/np.sqrt(m*np.prod(np.arange(2,2*m))))*np.sqrt(n)\n",
" daughter = norm*((scale*k)**m)*np.exp(expnt)\n",
" daughter = daughter*ksign(k) # Heaviside step function\n",
" fourier_factor = 4*np.pi/(2.*m+1.)\n",
" coi = fourier_factor*np.sqrt(2)\n",
" dofmin = 2.\n",
" elif mother=='DOG': #-------------------------------- DOG\n",
" if (param == -1): param = 2.\n",
" m = param\n",
" expnt = -(scale*k)**2 / 2.0\n",
" from scipy.special import gamma \n",
" norm = np.sqrt(scale*k[1]/gamma(m+0.5))*np.sqrt(n)\n",
" daughter = -norm*(1j**m)*((scale*k)**m)*np.exp(expnt);\n",
" fourier_factor = 2.*np.pi*np.sqrt(2./(2.*m+1.))\n",
" coi = fourier_factor/np.sqrt(2)\n",
" dofmin = 1.\n",
" else:\n",
" raise Exception(\"Mother must be one of MORLET,PAUL,DOG\")\n",
"\n",
"\n",
" return daughter,fourier_factor,coi,dofmin \n",
"\n",
" # end of code\n"
]
}
],
"source": [
"!cat wave_bases.py"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"def wave_signif(Y,dt,scale1,sigtest=-1,lag1=-1,siglvl=-1,dof=-1,mother=-1,param=-1):\n",
" \"\"\"\n",
"This function is the translation of wave_signif.m by Torrence and Compo\n",
"use scipy function \"chi2\" instead of chisquare_inv\n",
"\n",
"The following is the original comment in wave_signif.m\n",
"\n",
"%WAVE_SIGNIF Significance testing for the 1D Wavelet transform WAVELET\n",
"%\n",
"% [SIGNIF,FFT_THEOR] = ...\n",
"% wave_signif(Y,DT,SCALE,SIGTEST,LAG1,SIGLVL,DOF,MOTHER,PARAM)\n",
"%\n",
"% INPUTS:\n",
"%\n",
"% Y = the time series, or, the VARIANCE of the time series.\n",
"% (If this is a single number, it is assumed to be the variance...)\n",
"% DT = amount of time between each Y value, i.e. the sampling time.\n",
"% SCALE = the vector of scale indices, from previous call to WAVELET.\n",
"%\n",
"%\n",
"% OUTPUTS:\n",
"%\n",
"% SIGNIF = significance levels as a function of SCALE\n",
"% FFT_THEOR = output theoretical red-noise spectrum as fn of PERIOD\n",
"%\n",
"%\n",
"% OPTIONAL INPUTS:\n",
"% *** Note *** setting any of the following to -1 will cause the default\n",
"% value to be used.\n",
"%\n",
"% SIGTEST = 0, 1, or 2. If omitted, then assume 0.\n",
"%\n",
"% If 0 (the default), then just do a regular chi-square test,\n",
"% i.e. Eqn (18) from Torrence & Compo.\n",
"% If 1, then do a \"time-average\" test, i.e. Eqn (23).\n",
"% In this case, DOF should be set to NA, the number\n",
"% of local wavelet spectra that were averaged together.\n",
"% For the Global Wavelet Spectrum, this would be NA=N,\n",
"% where N is the number of points in your time series.\n",
"% If 2, then do a \"scale-average\" test, i.e. Eqns (25)-(28).\n",
"% In this case, DOF should be set to a\n",
"% two-element vector [S1,S2], which gives the scale\n",
"% range that was averaged together.\n",
"% e.g. if one scale-averaged scales between 2 and 8,\n",
"% then DOF=[2,8].\n",
"%\n",
"% LAG1 = LAG 1 Autocorrelation, used for SIGNIF levels. Default is 0.0\n",
"%\n",
"% SIGLVL = significance level to use. Default is 0.95\n",
"%\n",
"% DOF = degrees-of-freedom for signif test.\n",
"% IF SIGTEST=0, then (automatically) DOF = 2 (or 1 for MOTHER='DOG')\n",
"% IF SIGTEST=1, then DOF = NA, the number of times averaged together.\n",
"% IF SIGTEST=2, then DOF = [S1,S2], the range of scales averaged.\n",
"%\n",
"% Note: IF SIGTEST=1, then DOF can be a vector (same length as SCALEs),\n",
"% in which case NA is assumed to vary with SCALE.\n",
"% This allows one to average different numbers of times\n",
"% together at different scales, or to take into account\n",
"% things like the Cone of Influence.\n",
"% See discussion following Eqn (23) in Torrence & Compo.\n",
"%\n",
"%\n",
"%----------------------------------------------------------------------------\n",
"% Copyright (C) 1995-1998, Christopher Torrence and Gilbert P. Compo\n",
"% University of Colorado, Program in Atmospheric and Oceanic Sciences.\n",
"% This software may be used, copied, or redistributed as long as it is not\n",
"% sold and this copyright notice is reproduced on each copy made. This\n",
"% routine is provided as is without any express or implied warranties\n",
"% whatsoever.\n",
"%----------------------------------------------------------------------------\n",
" \"\"\"\n",
" from scipy.stats import chi2\n",
" import numpy as np\n",
"\n",
" try:\n",
" n1=len(Y)\n",
" except:\n",
" n1=1\n",
" J1 = len(scale1) - 1\n",
" scale = scale1\n",
" s0 = np.min(scale)\n",
" dj = np.log(scale[1]/scale[0])/np.log(2.)\n",
" \n",
"\n",
" if (n1 == 1):\n",
" variance = Y\n",
" else:\n",
" variance = np.std(Y)**2\n",
"\n",
" if (sigtest == -1): sigtest = 0\n",
" if (lag1 == -1): lag1 = 0.0\n",
" if (siglvl == -1): siglvl = 0.95\n",
" if (mother == -1): mother = 'MORLET'\n",
"\n",
" mother = mother.upper()\n",
"\n",
" # get the appropriate parameters [see Table(2)]\n",
" if (mother=='MORLET'): #---------------------------------- Morlet\n",
" if (param == -1): param = 6.\n",
" k0 = param\n",
" fourier_factor = (4.*np.pi)/(k0 + np.sqrt(2. + k0**2)) # Scale-->Fourier [Sec.3h]\n",
" empir = [2.,-1,-1,-1]\n",
" if (k0 == 6): empir[1:4]=[0.776,2.32,0.60] \n",
" elif (mother=='PAUL'): #-------------------------------- Paul\n",
" if (param == -1): param = 4.\n",
" m = param\n",
" fourier_factor = 4.*np.pi/(2.*m+1.)\n",
" empir = [2.,-1,-1,-1]\n",
" if (m == 4): empir[1:4]=[1.132,1.17,1.5] \n",
" elif (mother=='DOG'): #--------------------------------- DOG\n",
" if (param == -1): param = 2.\n",
" m = param\n",
" fourier_factor = 2.*np.pi*np.sqrt(2./(2.*m+1.))\n",
" empir = [1.,-1,-1,-1]\n",
" if (m == 2): empir[1:4] = [3.541,1.43,1.4]\n",
" if (m == 6): empir[1:4] = [1.966,1.37,0.97]\n",
" else:\n",
" raise Exception(\"Mother must be one of MORLET,PAUL,DOG\")\n",
"\n",
" period = scale*fourier_factor\n",
" dofmin = empir[0] # Degrees of freedom with no smoothing\n",
" Cdelta = empir[1] # reconstruction factor\n",
" gamma_fac = empir[2] # time-decorrelation factor\n",
" dj0 = empir[3] # scale-decorrelation factor\n",
"\n",
" freq = dt / period # normalized frequency\n",
" fft_theor = (1.-lag1**2) / (1.-2.*lag1*np.cos(freq*2.*np.pi)+lag1**2) # [Eqn(16)]\n",
" fft_theor = variance*fft_theor # include time-series variance\n",
" signif = fft_theor\n",
" try:\n",
" test=len(dof)\n",
" except:\n",
" if (dof == -1):\n",
" dof = dofmin\n",
" else:\n",
" pass\n",
" #\n",
" if (sigtest == 0): # no smoothing, DOF=dofmin [Sec.4]\n",
" dof = dofmin\n",
" chisquare = chi2.ppf(siglvl,dof)/dof\n",
" signif = fft_theor*chisquare # [Eqn(18)]\n",
" elif (sigtest == 1): # time-averaged significance\n",
" try: \n",
" test=len(dof)\n",
" except:\n",
" dof=np.zeros((J1+1,))+dof\n",
" truncate = dof < 1\n",
" dof[truncate] = 1.\n",
" dof = dofmin*np.sqrt(1. + (dof*dt/gamma_fac / scale)**2 ) # [Eqn(23)]\n",
" truncate = dof < dofmin\n",
" dof[truncate] = dofmin # minimum DOF is dofmin\n",
" for a1 in range(J1+1):\n",
" chisquare = chi2.ppf(siglvl,dof[a1])/dof[a1]\n",
" signif[a1] = fft_theor[a1]*chisquare\n",
" elif (sigtest == 2): # time-averaged significance\n",
" if not (len(dof) == 2):\n",
" raise Exception(\"DOF must be set to [S1,S2], the range of scale-averages'\")\n",
" if (Cdelta == -1):\n",
" raise Exception('Cdelta & dj0 not defined for '+mother+' with param = '+str(param))\n",
" s1 = dof[0];\n",
" s2 = dof[1];\n",
" avg = (scale >= s1) & (scale <= s2) # scales between S1 & S2\n",
" navg=np.sum(avg)\n",
" if navg==0:\n",
" raise Exception('No valid scales between '+str(s1)+' and '+str(s2))\n",
" Savg = 1./np.sum(1 / scale[avg]) # [Eqn(25)]\n",
" Smid = np.exp((np.log(s1)+np.log(s2))/2.) # power-of-two midpoint\n",
" dof = (dofmin*navg*Savg/Smid)*np.sqrt(1. + (navg*dj/dj0)**2) # [Eqn(28)]\n",
" fft_theor = Savg*np.sum(fft_theor[avg] / scale[avg]) # [Eqn(27)]#\n",
" chisquare = chi2.ppf(siglvl,dof)/dof\n",
" signif = (dj*dt/Cdelta/Savg)*fft_theor*chisquare # [Eqn(26)]\n",
" else:\n",
" raise Exception('sigtest must be either 0, 1, or 2')\n",
"\n",
" return signif,fft_theor\n",
"\n",
"# end of code\n"
]
}
],
"source": [
"!cat wave_signif.py"
]
},
{
"cell_type": "code",
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"metadata": {},
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"text": [
"def wavelet_inverse(wave, scale, dt, dj=0.25, mother=\"MORLET\",param=-1):\n",
" \"\"\"Inverse continuous wavelet transform\n",
" Torrence and Compo (1998), eq. (11)\n",
"\n",
" INPUTS\n",
" waves (array like):\n",
" WAVE is the WAVELET transform. This is a complex array.\n",
" \n",
" scale (array like):\n",
" the vector of scale indices \n",
" dt (float) :\n",
" amount of time between each original value, i.e. the sampling time.\n",
" dj (float, optional) :\n",
" the spacing between discrete scales. Default is 0.25.\n",
" A smaller # will give better scale resolution, but be slower to plot.\n",
" mother (string, optional) :\n",
" the mother wavelet function.\n",
" The choices are 'MORLET', 'PAUL', or 'DOG'\n",
" PARAM = the mother wavelet parameter.\n",
" For 'MORLET' this is k0 (wavenumber), default is 6.\n",
" For 'PAUL' this is m (order), default is 4.\n",
" For 'DOG' this is m (m-th derivative), default is 2. \n",
"\n",
" OUTPUTS\n",
" iwave (array like) :\n",
" Inverse wavelet transform.\n",
" \"\"\"\n",
" import numpy as np\n",
" \n",
" j1, n = wave.shape\n",
" J1 = len(scale)\n",
" if not j1 == J1:\n",
" print j1,n,J1\n",
" raise Exception(\"Input array are inconsistent\")\n",
" sj = np.dot(scale.reshape(len(scale),1),np.ones((1,n)))\n",
" #\n",
" mother = mother.upper()\n",
" \n",
" # psi0 comes from Table 1,2 Torrence and Compo (1998)\n",
" # Cdelta comes from Table 2 Torrence and Compo (1998)\n",
" if mother=='MORLET': #----------------------------------- Morlet\n",
" if (param == -1): param = 6.\n",
" psi0=np.pi**(-0.25)\n",
" if param==6.:\n",
" Cdelta = 0.776\n",
" elif mother=='PAUL': #-------------------------------- Paul\n",
" if (param == -1): param = 4.\n",
" m = param \n",
" psi0=np.real(2.**m*1j**m*np.prod(np.arange(2, m + 1))/np.sqrt(np.pi*np.prod(np.arange(2,2*m+1)))*(1**(-(m+1))))\n",
" if m==4.:\n",
" Cdelta = 1.132 \n",
" elif mother=='DOG': #-------------------------------- DOG\n",
" if (param == -1): param = 2.\n",
" m = param\n",
" from scipy.special import gamma \n",
" from numpy.lib.polynomial import polyval\n",
" from scipy.special.orthogonal import hermitenorm\n",
" p = hermitenorm(m)\n",
" psi0=(-1)**(m+1)/np.sqrt(gamma(m+0.5))*polyval(p, 0)\n",
" print psi0\n",
" if m==2.:\n",
" Cdelta=3.541\n",
" if m==6.:\n",
" Cdelta=1.966\n",
" else:\n",
" raise Exception(\"Mother must be one of MORLET,PAUL,DOG\")\n",
" \n",
" #eq. (11) in Torrence and Compo (1998)\n",
" iwave = dj * np.sqrt(dt) / Cdelta /psi0 * (np.real(wave) / sj**0.5).sum(axis=0) \n",
" return iwave"
]
}
],
"source": [
"!cat wavelet_inverse.py"
]
},
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