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@ZGainsforth
Created May 17, 2023 16:57
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PCA, ICA, NMF on an FTIR map
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{
"cells": [
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"%pylab is deprecated, use %matplotlib inline and import the required libraries.\n",
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\zsg\\AppData\\Local\\Temp\\ipykernel_1408\\1112234328.py:8: DeprecationWarning: Importing display from IPython.core.display is deprecated since IPython 7.14, please import from IPython display\n",
" from IPython.core.display import display, HTML\n"
]
},
{
"data": {
"text/html": [
"<style>.container { width:100% !important; }</style>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Intel(R) Extension for Scikit-learn* enabled (https://github.com/intel/scikit-learn-intelex)\n"
]
}
],
"source": [
"# Created 2017, Zack Gainsforth\n",
"%pylab inline\n",
"import sys, os, shutil\n",
"#import QuickPlot\n",
"import matplotlib.pylab as pylab\n",
"from matplotlib import colors as mplcolors\n",
"pylab.rcParams['figure.figsize'] = 8, 6 # that's default image size for this interactive session\n",
"from IPython.core.display import display, HTML\n",
"display(HTML(\"<style>.container { width:100% !important; }</style>\"))\n",
"from ipywidgets.widgets import interactive, fixed, interact\n",
"%config InlineBackend.figure_format = 'retina'\n",
"from sklearnex import patch_sklearn; patch_sklearn()\n",
"from sklearn.preprocessing import StandardScaler, MinMaxScaler, RobustScaler\n",
"from sklearn.decomposition import NMF, PCA, FastICA, KernelPCA, FactorAnalysis, LatentDirichletAllocation\n",
"from sklearn.pipeline import Pipeline\n",
"from tabulate import tabulate\n",
"#from ncempy.io import mrc\n",
"from scipy.signal import medfilt\n",
"import tifffile\n",
"import hyperspy.api as hs\n",
"import dask.array as da\n",
"from PyMca5.PyMcaIO import OmnicMap"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Map shape is (95, 135, 11305)\n",
"Spectral range is 550.10 cm-1 to 5999.94 cm-1\n"
]
},
{
"data": {
"text/plain": [
"{'Number of points': 11305,\n",
" 'Number of scan points': 8480,\n",
" 'Interferogram peak position': 4096,\n",
" 'Number of sample scans': 16,\n",
" 'Number of FFT points': 32768,\n",
" 'Number of background scans': 1024,\n",
" 'First X value': 550.0951538085938,\n",
" 'Last X value': 5999.9423828125,\n",
" 'Identifier for start indices of spectra': 0.3840997517108917,\n",
" 'Laser frequency': 15798.0,\n",
" 'Data spacing': 0.48211670461817996,\n",
" 'Background gain': 1.0,\n",
" 'First map location': [-2108.0, -11078.2001953125],\n",
" 'Last map location': [-1840.0, -10890.2001953125],\n",
" 'Mapping stage X step size': 2.0,\n",
" 'Mapping stage Y step size': 2.000002145767212,\n",
" 'Number of spectra': 12824.986385121647}"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"BinningFactor = 1\n",
"LogFitting=True # LogFitting is for other types of data -- not so much FTIR.\n",
"FileName = '0005 Tagish Lake.map'\n",
"x = OmnicMap.OmnicMap(FileName)\n",
"print(f'Map shape is {x.data.shape}')\n",
"print(f\"Spectral range is {x.info['OmnicInfo']['First X value']:0.2f} cm-1 to {x.info['OmnicInfo']['Last X value']:0.2f} cm-1\")\n",
"display(x.info['OmnicInfo'])\n",
"\n",
"ODRaw = x.data\n",
"ODRaw = np.moveaxis(ODRaw, -1, 0)\n",
"ODRaw = np.flip(ODRaw, axis=1)\n",
"E = np.linspace(x.info['OmnicInfo']['First X value'], x.info['OmnicInfo']['Last X value'], x.info['OmnicInfo']['Number of points'])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\zsg\\AppData\\Local\\Temp\\ipykernel_1408\\1158509690.py:15: RuntimeWarning: divide by zero encountered in log\n",
" p1 = ax[1,0].imshow(np.log(np.sum(ODRaw, axis=0))); plt.colorbar(p1, ax=ax[1,0])\n",
"C:\\Users\\zsg\\AppData\\Local\\Temp\\ipykernel_1408\\1158509690.py:16: RuntimeWarning: divide by zero encountered in log\n",
" p1 = ax[1,1].imshow(np.log(np.std(ODRaw, axis=0))); plt.colorbar(p1, ax=ax[1,1])\n"
]
},
{
"data": {
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"text/plain": [
"<Figure size 1400x1400 with 8 Axes>"
]
},
"metadata": {
"image/png": {
"height": 1104,
"width": 1123
}
},
"output_type": "display_data"
}
],
"source": [
"# Remove bad data if any is here\n",
"ODRaw[:,18:22,:] = 0 \n",
"#ODRaw[ODRaw < 0] = 0\n",
"# ODRaw[:,4,0] = 0\n",
"# ODRaw[:,29,8] = 0\n",
"# ODRaw[:,8,33] = 0\n",
"\n",
"OutputDirBase = os.path.splitext(FileName)[0]\n",
"if not os.path.exists(OutputDirBase):\n",
" os.mkdir(OutputDirBase)\n",
"\n",
"fig,ax = plt.subplots(2,2, figsize=(14,14))\n",
"p1 = ax[0,0].imshow(np.sum(ODRaw, axis=0)); plt.colorbar(p1, ax=ax[0,0])\n",
"p1 = ax[0,1].imshow(np.std(ODRaw, axis=0)); plt.colorbar(p1, ax=ax[0,1])\n",
"p1 = ax[1,0].imshow(np.log(np.sum(ODRaw, axis=0))); plt.colorbar(p1, ax=ax[1,0])\n",
"p1 = ax[1,1].imshow(np.log(np.std(ODRaw, axis=0))); plt.colorbar(p1, ax=ax[1,1])\n",
"ax[0,0].set_title(f'Sum from {E[0]:0.2f} to {E[-1]:0.2f} cm$^{-1}$ (linear).')\n",
"ax[0,1].set_title(f'Std from {E[0]:0.2f} to {E[-1]:0.2f} cm$^{-1}$ (linear).')\n",
"ax[1,0].set_title(f'Sum from {E[0]:0.2f} to {E[-1]:0.2f} cm$^{-1}$ (log).')\n",
"ax[1,1].set_title(f'Std from {E[0]:0.2f} to {E[-1]:0.2f} cm$^{-1}$ (log).')\n",
"plt.savefig(os.path.join(OutputDirBase, 'SumStdImages.png'), dpi=300)\n",
"#os.system('/Users/Zack/.iterm2/imgcat ODSum.png')\n",
"plt.show()\n",
"\n",
"# Save the raw stack as a tiff stack.\n",
"tifffile.imwrite(os.path.join(OutputDirBase, 'Stack.tif'), ODRaw)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x2304950d390>]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 505,
"width": 667
}
},
"output_type": "display_data"
}
],
"source": [
"# Plotting some interesting inclusions.\n",
"plt.plot(ODRaw[:,18,14])\n",
"plt.plot(ODRaw[:,8,18])\n",
"plt.plot(ODRaw[:,13,16])\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The List of spectra for ML has shape (12825, 11305)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\zsg\\AppData\\Local\\Temp\\ipykernel_1408\\3182785412.py:13: RuntimeWarning: divide by zero encountered in log\n",
" p1 = ax[1,0].imshow(np.log(np.sum(Full, axis=0))); plt.colorbar(p1, ax=ax[1,0])\n",
"C:\\Users\\zsg\\AppData\\Local\\Temp\\ipykernel_1408\\3182785412.py:14: RuntimeWarning: divide by zero encountered in log\n",
" p1 = ax[1,1].imshow(np.log(np.std(Full, axis=0))); plt.colorbar(p1, ax=ax[1,1])\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1400x1400 with 8 Axes>"
]
},
"metadata": {
"image/png": {
"height": 1104,
"width": 1123
}
},
"output_type": "display_data"
}
],
"source": [
"Full = ODRaw\n",
"\n",
"medkern = 1\n",
"#print(f'Smoothing with median filter kernel {medkern}')\n",
"Full = medfilt(Full,kernel_size=(1,medkern,medkern))\n",
"\n",
"Dat = Full.reshape(Full.shape[0], np.prod(Full.shape[1:])).T\n",
"print(f'The List of spectra for ML has shape {Dat.shape}')\n",
"\n",
"fig,ax = plt.subplots(2,2, figsize=(14,14))\n",
"p1 = ax[0,0].imshow(np.sum(Full, axis=0)); plt.colorbar(p1, ax=ax[0,0])\n",
"p1 = ax[0,1].imshow(np.std(Full, axis=0)); plt.colorbar(p1, ax=ax[0,1])\n",
"p1 = ax[1,0].imshow(np.log(np.sum(Full, axis=0))); plt.colorbar(p1, ax=ax[1,0])\n",
"p1 = ax[1,1].imshow(np.log(np.std(Full, axis=0))); plt.colorbar(p1, ax=ax[1,1])\n",
"ax[0,0].set_title(f'Sum from {E[0]:0.2f} to {E[-1]:0.2f} cm$^{-1}$ (linear).')\n",
"ax[0,1].set_title(f'Std from {E[0]:0.2f} to {E[-1]:0.2f} cm$^{-1}$ (linear).')\n",
"ax[1,0].set_title(f'Sum from {E[0]:0.2f} to {E[-1]:0.2f} cm$^{-1}$ (log).')\n",
"ax[1,1].set_title(f'Std from {E[0]:0.2f} to {E[-1]:0.2f} cm$^{-1}$ (log).')\n",
"plt.savefig(os.path.join(OutputDirBase, 'FilteredSumStdImages.png'), dpi=300)\n",
"#os.system('/Users/Zack/.iterm2/imgcat ODSum.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 505,
"width": 674
}
},
"output_type": "display_data"
}
],
"source": [
"np.random.seed(5)\n",
"\n",
"scale = None\n",
"#scale = MinMaxScaler()\n",
"#scale = StandardScaler() # Cannot be used with NMF\n",
"#scale = RobustScaler() # Cannot be used with NMF\n",
"pca = PCA(n_components=20); OutputDir=os.path.join(OutputDirBase, 'PCA')\n",
"#pca = FactorAnalysis(n_components=10); OutputDir=os.path.join(OutputDirBase, 'FactorAnalysis')\n",
"#pca = FastICA(n_components=10); OutputDir=os.path.join(OutputDirBase, 'ICA')\n",
"#pca = NMF(n_components=5); OutputDir=os.path.join(OutputDirBase, 'NMF')\n",
"pipe = Pipeline(steps=[('scale', scale), ('pca', pca)])\n",
"\n",
"# Clear out and make a new directory for the output of the PCA.\n",
"OutputDir += str(pca.n_components)\n",
"if os.path.exists(OutputDir):\n",
" shutil.rmtree(OutputDir)\n",
"os.mkdir(OutputDir)\n",
"\n",
"if LogFitting == True:\n",
" logDat = np.log(Dat - np.min(Dat) + 1)\n",
"else:\n",
" logDat = Dat\n",
"pipe.fit(logDat)\n",
"if(type(pca) not in [FastICA, NMF, FactorAnalysis]):\n",
" plt.semilogy(pca.explained_variance_)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"NormComponents = pca.components_.copy()\n",
"NormComponents = NormComponents/np.sum(NormComponents, axis=1)[:,np.newaxis]\n",
"#print(tabulate(NormComponents, showindex=True, tablefmt='orgtbl'))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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