{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "d0996dfa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Current pyAMARES version is 0.3.5\n", "Author: Jia Xu, MR Research Facility, University of Iowa\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "from IPython.display import Image\n", "import pyAMARES" ] }, { "cell_type": "markdown", "id": "f70a9110", "metadata": {}, "source": [ "# Using AMARES for Post-Processing: Removing Metabolite Residuals from Macromolecule (MM) Spectra" ] }, { "cell_type": "markdown", "id": "41550900", "metadata": {}, "source": [ "- [Simicic, Dunja, et al. \"In vivo macromolecule signals in rat brain 2H-MR spectra at 9.4 T: parametrization, spline baseline estimation, and T2 relaxation times.\" Magnetic Resonance in Medicine 86.5 (2021): 2384-2401.](https://doi.org/10.1002/mrm.28910) provides an excellent example of removing residual metabolites from short-echo time (TE) 1H-MR spectra using [jMRUI](http://www.mrui.uab.es/mrui/) \n", "\n", "- We will reproduce the **jMRUI/AMARES** example using pyAMARES:\n", "\t- Download example MM spectra and AMARES prior knowledge for jMRUI from the supplementary material here: [Supinfo 2](https://onlinelibrary.wiley.com/action/downloadSupplement?doi=10.1002%2Fmrm.28910&file=mrm28910-sup-0002-Supinfo2.zip).\n", "\n", "\t- After downloading `mrm28910-sup-0002-supinfo2.zip`, unzip it. The necessary jMRUI files for removing MM from 1H MRS are located in the folder `Metabolite_removal_PK_SV`.\n", "\n", "\t- Due to the [CC BY-NC-ND 4.0 license](https://creativecommons.org/licenses/by-nc-nd/4.0/) under which the paper is published, we do not provide the files in the pyAMARES GitHub repository. Please download them directly from the URLs mentioned above, which link to the supplementary information (SI) of the paper [Simicic et al](https://doi.org/10.1002/mrm.28910)." ] }, { "cell_type": "markdown", "id": "482e3375", "metadata": {}, "source": [ "**Load 1H MRS Spectrum in the jMRUI Format Using the spec2nii Tool**\n", "\n", "- [spec2nii](https://github.com/wtclarke/spec2nii) can be installed with the command: `pip install spec2nii`" ] }, { "cell_type": "code", "execution_count": 2, "id": "9694699b", "metadata": {}, "outputs": [], "source": [ "mrui_spectra = \"Data_PK_forSubmission/Metabolite_removal_PK_SV/TE02_MMspectrum.mrui\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "1548cd92", "metadata": {}, "outputs": [], "source": [ "from spec2nii import jmrui # Load jmrui module" ] }, { "cell_type": "code", "execution_count": 4, "id": "b7a42226", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4096,)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fid, header, str_info = jmrui.read_mrui(\n", " \"Data_PK_forSubmission/Metabolite_removal_PK_SV/TE02_MMspectrum.mrui\"\n", ")\n", "fid.shape" ] }, { "cell_type": "code", "execution_count": 5, "id": "a83ddcaf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'type_of_sig': 0.0,\n", " 'number_of_points': 4096,\n", " 'sampling_interval': 0.2,\n", " 'begin_time ': 0.0,\n", " 'zero_order_phs': 0.0,\n", " 'transmitter_frequency': 400265406.1,\n", " 'magnetic_field': 9.4,\n", " 'type_of_nucleus': 0.0,\n", " 'reference_frequency_hz': -1879.846708627255,\n", " 'reference_frequency_ppm': -4.696500571817103,\n", " 'fid_or_echo': 0.0,\n", " 'apodizing': 0.0,\n", " 'num_zeros_view': 0.0}" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check header information\n", "header" ] }, { "cell_type": "markdown", "id": "baa59230", "metadata": {}, "source": [ "## Two Methods of Analyzing 1H MRS Spectrum Using a Reference Peak (Water Peak)\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "da83fd5b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(5000.0, 400.2654061, 0.0)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Obtain spectral parameters required by AMARES from the header:\n", "sw = 1.0 / (header[\"sampling_interval\"] * 1e-3) # 1/dwell\n", "MHz = header[\"transmitter_frequency\"] * 1e-6\n", "deadtime = header[\"begin_time \"]\n", "sw, MHz, deadtime" ] }, { "cell_type": "markdown", "id": "d38fb879", "metadata": {}, "source": [ "### Method 1 (shif FID): Shift FID to Align the Water Peak at 4.7 ppm" ] }, { "cell_type": "code", "execution_count": 7, "id": "2ebdc010", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4.696500571817103" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "carrier = abs(header[\"reference_frequency_ppm\"])\n", "carrier" ] }, { "cell_type": "markdown", "id": "17295ca9", "metadata": {}, "source": [ "### Method 2 (shift prior knowledge): Adjust Prior Knowledge by Offsetting the Reference Peak Relative to the Carrier and Center of Readout (Similar to OXSA)" ] }, { "cell_type": "code", "execution_count": 8, "id": "88ff4d40", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-4.696500571817103" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ppm_offset = header[\"reference_frequency_ppm\"] # -4.7 ppm\n", "ppm_offset" ] }, { "cell_type": "markdown", "id": "2b709de6", "metadata": {}, "source": [ "## Prior Knowledge of Residual Metabolites \n", "\n", "**Visualizing Screenshots of jMRUI/AMARES Prior Knowledge Files**" ] }, { "cell_type": "markdown", "id": "265c4a71", "metadata": {}, "source": [ "- Initial Values" ] }, { "cell_type": "code", "execution_count": 9, "id": "4c87b273", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(\"../images/SV.png\")" ] }, { "cell_type": "markdown", "id": "a7178b09", "metadata": {}, "source": [ "- Constraints " ] }, { "cell_type": "code", "execution_count": 10, "id": "fecca2de", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(\"../images/PK.png\")" ] }, { "cell_type": "markdown", "id": "4b9998c5", "metadata": {}, "source": [ "- Overall Phases" ] }, { "cell_type": "code", "execution_count": 11, "id": "8a5f2fb7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(\"../images/phase.png\")" ] }, { "cell_type": "markdown", "id": "193753d7", "metadata": {}, "source": [ "**Visualizing pyAMARES Prior Knowledge Converted from jMRUI's StartingValues.sv, PriorKnowledge.pk, and OverallPhases.op**" ] }, { "cell_type": "code", "execution_count": 12, "id": "7eee23fa", "metadata": {}, "outputs": [], "source": [ "PKfilename = (\n", " \"attachment/Table1.csv\" # Prior Knowledge, a combination of in pyAMARES format\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "id": "7f9dbea3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IndexCr_aCr_bGluGlxInsIns2Ins_bNAA_aNAANAA2TauTau2
0Initial ValuesNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1amplitude2.516562.55Ins145.25NAA7Tau
2chemicalshift3.0214951923.922.3464430993.7625035223.5236619973.620098014.0425676951.9849329672.4998413172.6597352253.2598370483.418481785
3linewidth314.3193.52.67.92.62.213NAA3.5Tau
4phase0000000000180180
5g000000000000
6BoundsNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
7amplitude(2.4, 2.6)(15.0, 17.0)(4.5, 5.5)(5.4, 6.6)(2.3, 2.8)(2.3, 2.8)(0.9, 1.1)(3.6, 4.4)(5.0, 5.5)(5.0, 5.5)(6.7, 7.3)(6.7, 7.3)
8chemicalshift(3.02, 3.03)3.922.353.753.52(3.61, 3.62)(4.03, 4.04)(2.0, 2.01)(2.51, 2.52)(2.66, 2.67)(3.41, 3.42)(3.24, 3.25)
9linewidth(12, 15)2020(22,25)202020(10, 18)(18.0, 22.0)(18.0, 22.0)2020
10phase000000018000180180
11g000000000000
12# Index of JMRUICr_3Cr_3.9Glu_2.3Glx_3.7Ins_3.5Ins_3.6Ins_4NAA_2NAA_2.5NAA_2.6Tau_3.4Tau_3.2
\n", "
" ], "text/plain": [ " Index Cr_a Cr_b Glu Glx \\\n", "0 Initial Values NaN NaN NaN NaN \n", "1 amplitude 2.5 16 5 6 \n", "2 chemicalshift 3.021495192 3.92 2.346443099 3.762503522 \n", "3 linewidth 3 14.3 19 3.5 \n", "4 phase 0 0 0 0 \n", "5 g 0 0 0 0 \n", "6 Bounds NaN NaN NaN NaN \n", "7 amplitude (2.4, 2.6) (15.0, 17.0) (4.5, 5.5) (5.4, 6.6) \n", "8 chemicalshift (3.02, 3.03) 3.92 2.35 3.75 \n", "9 linewidth (12, 15) 20 20 (22,25) \n", "10 phase 0 0 0 0 \n", "11 g 0 0 0 0 \n", "12 # Index of JMRUI Cr_3 Cr_3.9 Glu_2.3 Glx_3.7 \n", "\n", " Ins Ins2 Ins_b NAA_a NAA \\\n", "0 NaN NaN NaN NaN NaN \n", "1 2.55 Ins 1 4 5.25 \n", "2 3.523661997 3.62009801 4.042567695 1.984932967 2.499841317 \n", "3 2.6 7.9 2.6 2.2 13 \n", "4 0 0 0 0 0 \n", "5 0 0 0 0 0 \n", "6 NaN NaN NaN NaN NaN \n", "7 (2.3, 2.8) (2.3, 2.8) (0.9, 1.1) (3.6, 4.4) (5.0, 5.5) \n", "8 3.52 (3.61, 3.62) (4.03, 4.04) (2.0, 2.01) (2.51, 2.52) \n", "9 20 20 20 (10, 18) (18.0, 22.0) \n", "10 0 0 0 180 0 \n", "11 0 0 0 0 0 \n", "12 Ins_3.5 Ins_3.6 Ins_4 NAA_2 NAA_2.5 \n", "\n", " NAA2 Tau Tau2 \n", "0 NaN NaN NaN \n", "1 NAA 7 Tau \n", "2 2.659735225 3.259837048 3.418481785 \n", "3 NAA 3.5 Tau \n", "4 0 180 180 \n", "5 0 0 0 \n", "6 NaN NaN NaN \n", "7 (5.0, 5.5) (6.7, 7.3) (6.7, 7.3) \n", "8 (2.66, 2.67) (3.41, 3.42) (3.24, 3.25) \n", "9 (18.0, 22.0) 20 20 \n", "10 0 180 180 \n", "11 0 0 0 \n", "12 NAA_2.6 Tau_3.4 Tau_3.2 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pk = pd.read_csv(PKfilename)\n", "pk" ] }, { "cell_type": "markdown", "id": "a387d8d5", "metadata": {}, "source": [ "**Weighting the First 20 Points of an FID Similarly to jMRUI**" ] }, { "cell_type": "code", "execution_count": 14, "id": "3c54b44c", "metadata": {}, "outputs": [], "source": [ "def Weighting(fid, BeginInterval=0, End=20):\n", " \"\"\"\n", " Applies a quarter-sine wave weighting to the first points of a FID.\n", " This function mimics JMRUI's Weighting but Python uses 0-based indexing.\n", "\n", " Args:\n", " fid (numpy.ndarray): The 1D FID signal array to be weighted.\n", " BeginInterval (int, optional): The starting index for apodization in the FID. Defaults to 0.\n", " End (int, optional): The ending index for apodization in the FID. If not specified, weighting\n", " applies until the 20th point.\n", "\n", " Returns:\n", " tuple:\n", " - numpy.ndarray: The weighted FID.\n", " - numpy.ndarray: The array of weights applied to the FID\n", "\n", " Note:\n", " - The 1D array `apod` refers to the weighting applied to an FID. Note the residual from\n", " jMRUI's AMARES appears unapodized, even if the FID has been previously weighted prior to\n", " AMARES quantitation by jMRUI. Thus, `apod` is used to weight the residual returned by\n", " jMRUI/AMARES, allowing for direct comparison with the residual generated by pyAMARES.\n", " \"\"\"\n", " weight = np.sin(np.linspace(0, np.pi / 2, End - BeginInterval))\n", " apod = np.ones(fid.shape)\n", " apod[BeginInterval:End] = weight\n", " return fid * apod, apod" ] }, { "cell_type": "code", "execution_count": 15, "id": "ea92d782", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fid2, apod = Weighting(fid, BeginInterval=0, End=20)\n", "plt.plot(fid2.real)" ] }, { "cell_type": "markdown", "id": "65c762d0", "metadata": {}, "source": [ "## AMARES Fitting (Method 1): \n", "- **Shift the FID so the Water Peak is at 4.7 ppm** " ] }, { "cell_type": "markdown", "id": "f378c9c4", "metadata": {}, "source": [ "- Load prior knowledge and initialize the FID object." ] }, { "cell_type": "code", "execution_count": 16, "id": "1738bfab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shift FID so that center frequency is at 4.696500571817103 ppm!\n", "Checking comment lines in the prior knowledge file\n", "Comment: in line 13 # Index of JMRUI,Cr_3,Cr_3.9,Glu_2.3,Glx_3.7,Ins_3.5,Ins_3.6,Ins_4,NAA_2,NAA_2.5,NAA_2.6,Tau_3.4,Tau_3.2\n", "\n" ] }, { "data": { "image/png": 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Cr_aCr_bGluGlxInsIns2Ins_bNAA_aNAANAA2TauTau2
Index
Initial ValuesNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
amplitude2.516562.55Ins145.25NAA7Tau
chemicalshift3.0214953.922.3464433.7625043.5236623.6200984.0425681.9849332.4998412.6597353.2598373.418482
linewidth314.3193.52.67.92.62.213NAA3.5Tau
phase0000000000180180
g000000000000
BoundsNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
amplitude(2.4, 2.6)(15.0, 17.0)(4.5, 5.5)(5.4, 6.6)(2.3, 2.8)(2.3, 2.8)(0.9, 1.1)(3.6, 4.4)(5.0, 5.5)(5.0, 5.5)(6.7, 7.3)(6.7, 7.3)
chemicalshift(3.02, 3.03)3.922.353.753.52(3.61, 3.62)(4.03, 4.04)(2.0, 2.01)(2.51, 2.52)(2.66, 2.67)(3.41, 3.42)(3.24, 3.25)
linewidth(12, 15)2020(22,25)202020(10, 18)(18.0, 22.0)(18.0, 22.0)2020
phase000000018000180180
g000000000000
\n", "
" ], "text/plain": [ " Cr_a Cr_b Glu Glx \\\n", "Index \n", "Initial Values NaN NaN NaN NaN \n", "amplitude 2.5 16 5 6 \n", "chemicalshift 3.021495 3.92 2.346443 3.762504 \n", "linewidth 3 14.3 19 3.5 \n", "phase 0 0 0 0 \n", "g 0 0 0 0 \n", "Bounds NaN NaN NaN NaN \n", "amplitude (2.4, 2.6) (15.0, 17.0) (4.5, 5.5) (5.4, 6.6) \n", "chemicalshift (3.02, 3.03) 3.92 2.35 3.75 \n", "linewidth (12, 15) 20 20 (22,25) \n", "phase 0 0 0 0 \n", "g 0 0 0 0 \n", "\n", " Ins Ins2 Ins_b NAA_a \\\n", "Index \n", "Initial Values NaN NaN NaN NaN \n", "amplitude 2.55 Ins 1 4 \n", "chemicalshift 3.523662 3.620098 4.042568 1.984933 \n", "linewidth 2.6 7.9 2.6 2.2 \n", "phase 0 0 0 0 \n", "g 0 0 0 0 \n", "Bounds NaN NaN NaN NaN \n", "amplitude (2.3, 2.8) (2.3, 2.8) (0.9, 1.1) (3.6, 4.4) \n", "chemicalshift 3.52 (3.61, 3.62) (4.03, 4.04) (2.0, 2.01) \n", "linewidth 20 20 20 (10, 18) \n", "phase 0 0 0 180 \n", "g 0 0 0 0 \n", "\n", " NAA NAA2 Tau Tau2 \n", "Index \n", "Initial Values NaN NaN NaN NaN \n", "amplitude 5.25 NAA 7 Tau \n", "chemicalshift 2.499841 2.659735 3.259837 3.418482 \n", "linewidth 13 NAA 3.5 Tau \n", "phase 0 0 180 180 \n", "g 0 0 0 0 \n", "Bounds NaN NaN NaN NaN \n", "amplitude (5.0, 5.5) (5.0, 5.5) (6.7, 7.3) (6.7, 7.3) \n", "chemicalshift (2.51, 2.52) (2.66, 2.67) (3.41, 3.42) (3.24, 3.25) \n", "linewidth (18.0, 22.0) (18.0, 22.0) 20 20 \n", "phase 0 0 180 180 \n", "g 0 0 0 0 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "FIDobj = pyAMARES.initialize_FID(\n", " fid=fid2,\n", " priorknowledgefile=PKfilename,\n", " preview=True,\n", " xlim=(10, -10), # Set a wide spectrum width to check if flip_axis is necessary.\n", " MHz=MHz,\n", " sw=sw,\n", " deadtime=deadtime,\n", " carrier=carrier, # Set water peak at 4.7 ppm.\n", " ppm_offset=0.0, # Note: ppm_offset is disabled.\n", " flip_axis=True,\n", " normalize_fid=False,\n", " noise_var=\"jMRUI\",\n", ") # Uses jMRUI's default method for noise variance estimation,\n", "# which calculates noise using the last 10% of points in the FID.\n", "# By default, pyAMARES employs OXSA's strategy, estimating noise from\n", "# the residual. However, in this case, where the residual is the\n", "# MM spectrum itself, it is not suitable for noise variance estimation." ] }, { "cell_type": "markdown", "id": "09dd1f65", "metadata": {}, "source": [ "- Initialization Using Levenberg-Marquardt Method:" ] }, { "cell_type": "code", "execution_count": 17, "id": "c04ddbbf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A copy of the input fid_parameters will be returned because inplace=False\n", "Autogenerated tol is 1.376e-05\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting with method=leastsq took 6.727328 seconds\n", "Estimated CRLBs are calculated using the default noise variance estimation used by jMRUI.\n", "a_sd is all None, use crlb instead!\n", "freq_sd is all None, use crlb instead!\n", "lw_sd is all None, use crlb instead!\n", "phase_sd is all None, use crlb instead!\n", "g_std is all None, use crlb instead!\n", "Norm of residual= 1250021.690\n", "Norm of the data=1268915.419\n", "resNormSq / dataNormSq = 0.985\n" ] } ], "source": [ "FIDresult1 = pyAMARES.fitAMARES(\n", " fid_parameters=FIDobj,\n", " fitting_parameters=FIDobj.initialParams,\n", " method=\"leastsq\",\n", " ifplot=False,\n", " inplace=False,\n", ")" ] }, { "cell_type": "markdown", "id": "62db530e", "metadata": {}, "source": [ "- Fitting AMARES Using Levenberg-Marquardt-Initialized Parameters:" ] }, { "cell_type": "code", "execution_count": 18, "id": "4ab73601", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A copy of the input fid_parameters will be returned because inplace=False\n", "Autogenerated tol is 1.376e-05\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting with method=least_squares took 1.022673 seconds\n", "Estimated CRLBs are calculated using the default noise variance estimation used by jMRUI.\n", "Norm of residual= 1247564.390\n", "Norm of the data=1268915.419\n", "resNormSq / dataNormSq = 0.983\n" ] } ], "source": [ "FIDresult1b = pyAMARES.fitAMARES(\n", " fid_parameters=FIDresult1,\n", " fitting_parameters=FIDresult1.fittedParams,\n", " method=\"least_squares\",\n", " ifplot=False,\n", " inplace=False,\n", ")" ] }, { "cell_type": "markdown", "id": "a3b0ca54", "metadata": {}, "source": [ "- Visualize the fitting results." ] }, { "cell_type": "code", "execution_count": 19, "id": "fa7ec98b", "metadata": {}, "outputs": [], "source": [ "plotParameters = FIDresult1b.plotParameters\n", "plotParameters.xlim = (4.2, -0.2) # Set xlimi to 4.2 to -0.2 ppm" ] }, { "cell_type": "code", "execution_count": 20, "id": "383d5cc6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fitting_parameters is None, just use the fid_parameters.out_obj.params\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pyAMARES.plotAMARES(fid_parameters=FIDresult1b, plotParameters=plotParameters)" ] }, { "cell_type": "markdown", "id": "b3439195", "metadata": {}, "source": [ "## AMARES Fitting (Method 2): \n", "- **Use the offset between the reference peak and carrier versus the center of readout to shift the chemical shift of peaks in prior knowledge. This method will shift peak positions by ppm_offset.**" ] }, { "cell_type": "markdown", "id": "e319945a", "metadata": {}, "source": [ "\n", "- Load prior knowledge and initialize the FID object." ] }, { "cell_type": "code", "execution_count": 21, "id": "c703b0ac", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Checking comment lines in the prior knowledge file\n", "Comment: in line 13 # Index of JMRUI,Cr_3,Cr_3.9,Glu_2.3,Glx_3.7,Ins_3.5,Ins_3.6,Ins_4,NAA_2,NAA_2.5,NAA_2.6,Tau_3.4,Tau_3.2\n", "\n", "Shifting the ppm by ppm_offset=-4.70 ppm\n", "before opts.initialParams[freq_Cr_a].value=1209.4000000550775\n", "new value should be opts.initialParams[freq_Cr_a].value + opts.ppm_offset * opts.MHz=-670.4467085721776\n", "after opts.initialParams[freq_Cr_a].value=-670.4467085721776\n", "before opts.initialParams[freq_Cr_b].value=1569.040391912\n", "new value should be opts.initialParams[freq_Cr_b].value + opts.ppm_offset * opts.MHz=-310.8063167152552\n", "after opts.initialParams[freq_Cr_b].value=-310.8063167152552\n", "before opts.initialParams[freq_Glu].value=940.6237043350001\n", "new value should be opts.initialParams[freq_Glu].value + opts.ppm_offset * opts.MHz=-939.223004292255\n", "after opts.initialParams[freq_Glu].value=-939.223004292255\n", "before opts.initialParams[freq_Glx].value=1500.995272875\n", "new value should be opts.initialParams[freq_Glx].value + opts.ppm_offset * opts.MHz=-378.85143575225516\n", "after opts.initialParams[freq_Glx].value=-378.85143575225516\n", "before opts.initialParams[freq_Ins].value=1408.934229472\n", "new value should be opts.initialParams[freq_Ins].value + opts.ppm_offset * opts.MHz=-470.91247915525514\n", "after opts.initialParams[freq_Ins].value=-470.91247915525514\n", "before opts.initialParams[freq_Ins2].value=1448.9607700820002\n", "new value should be opts.initialParams[freq_Ins2].value + opts.ppm_offset * opts.MHz=-430.88593854525493\n", "after opts.initialParams[freq_Ins2].value=-430.88593854525493\n", "before opts.initialParams[freq_Ins_b].value=1617.072240644\n", "new value should be opts.initialParams[freq_Ins_b].value + opts.ppm_offset * opts.MHz=-262.77446798325514\n", "after opts.initialParams[freq_Ins_b].value=-262.77446798325514\n", "before opts.initialParams[freq_NAA_a].value=800.5308122\n", "new value should be opts.initialParams[freq_NAA_a].value + opts.ppm_offset * opts.MHz=-1079.3158964272552\n", "after opts.initialParams[freq_NAA_a].value=-1079.3158964272552\n", "before opts.initialParams[freq_NAA].value=1004.666169311\n", "new value should be opts.initialParams[freq_NAA].value + opts.ppm_offset * opts.MHz=-875.1805393162551\n", "after opts.initialParams[freq_NAA].value=-875.1805393162551\n", "before opts.initialParams[freq_NAA2].value=1064.705980226\n", "new value should be opts.initialParams[freq_NAA2].value + opts.ppm_offset * opts.MHz=-815.140728401255\n", "after opts.initialParams[freq_NAA2].value=-815.140728401255\n", "before opts.initialParams[freq_Tau].value=1364.905034801\n", "new value should be opts.initialParams[freq_Tau].value + opts.ppm_offset * opts.MHz=-514.941673826255\n", "after opts.initialParams[freq_Tau].value=-514.941673826255\n", "before opts.initialParams[freq_Tau2].value=1300.862569825\n", "new value should be opts.initialParams[freq_Tau2].value + opts.ppm_offset * opts.MHz=-578.9841388022551\n", "after opts.initialParams[freq_Tau2].value=-578.9841388022551\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Printing the Prior Knowledge File attachment/Table1.csv\n" ] }, { "data": { "text/html": [ "
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Cr_aCr_bGluGlxInsIns2Ins_bNAA_aNAANAA2TauTau2
Index
Initial ValuesNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
amplitude2.516562.55Ins145.25NAA7Tau
chemicalshift3.0214953.922.3464433.7625043.5236623.6200984.0425681.9849332.4998412.6597353.2598373.418482
linewidth314.3193.52.67.92.62.213NAA3.5Tau
phase0000000000180180
g000000000000
BoundsNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
amplitude(2.4, 2.6)(15.0, 17.0)(4.5, 5.5)(5.4, 6.6)(2.3, 2.8)(2.3, 2.8)(0.9, 1.1)(3.6, 4.4)(5.0, 5.5)(5.0, 5.5)(6.7, 7.3)(6.7, 7.3)
chemicalshift(3.02, 3.03)3.922.353.753.52(3.61, 3.62)(4.03, 4.04)(2.0, 2.01)(2.51, 2.52)(2.66, 2.67)(3.41, 3.42)(3.24, 3.25)
linewidth(12, 15)2020(22,25)202020(10, 18)(18.0, 22.0)(18.0, 22.0)2020
phase000000018000180180
g000000000000
\n", "
" ], "text/plain": [ " Cr_a Cr_b Glu Glx \\\n", "Index \n", "Initial Values NaN NaN NaN NaN \n", "amplitude 2.5 16 5 6 \n", "chemicalshift 3.021495 3.92 2.346443 3.762504 \n", "linewidth 3 14.3 19 3.5 \n", "phase 0 0 0 0 \n", "g 0 0 0 0 \n", "Bounds NaN NaN NaN NaN \n", "amplitude (2.4, 2.6) (15.0, 17.0) (4.5, 5.5) (5.4, 6.6) \n", "chemicalshift (3.02, 3.03) 3.92 2.35 3.75 \n", "linewidth (12, 15) 20 20 (22,25) \n", "phase 0 0 0 0 \n", "g 0 0 0 0 \n", "\n", " Ins Ins2 Ins_b NAA_a \\\n", "Index \n", "Initial Values NaN NaN NaN NaN \n", "amplitude 2.55 Ins 1 4 \n", "chemicalshift 3.523662 3.620098 4.042568 1.984933 \n", "linewidth 2.6 7.9 2.6 2.2 \n", "phase 0 0 0 0 \n", "g 0 0 0 0 \n", "Bounds NaN NaN NaN NaN \n", "amplitude (2.3, 2.8) (2.3, 2.8) (0.9, 1.1) (3.6, 4.4) \n", "chemicalshift 3.52 (3.61, 3.62) (4.03, 4.04) (2.0, 2.01) \n", "linewidth 20 20 20 (10, 18) \n", "phase 0 0 0 180 \n", "g 0 0 0 0 \n", "\n", " NAA NAA2 Tau Tau2 \n", "Index \n", "Initial Values NaN NaN NaN NaN \n", "amplitude 5.25 NAA 7 Tau \n", "chemicalshift 2.499841 2.659735 3.259837 3.418482 \n", "linewidth 13 NAA 3.5 Tau \n", "phase 0 0 180 180 \n", "g 0 0 0 0 \n", "Bounds NaN NaN NaN NaN \n", "amplitude (5.0, 5.5) (5.0, 5.5) (6.7, 7.3) (6.7, 7.3) \n", "chemicalshift (2.51, 2.52) (2.66, 2.67) (3.41, 3.42) (3.24, 3.25) \n", "linewidth (18.0, 22.0) (18.0, 22.0) 20 20 \n", "phase 0 0 180 180 \n", "g 0 0 0 0 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "FIDobj2 = pyAMARES.initialize_FID(\n", " fid=fid2,\n", " priorknowledgefile=PKfilename,\n", " preview=True,\n", " xlim=(10, -10), # Set a wide spectrum width to assess if flip_axis is required.\n", " MHz=MHz,\n", " sw=sw,\n", " deadtime=deadtime,\n", " carrier=0.0, # Carrier frequency is set to 0.0 ppm.\n", " ppm_offset=ppm_offset, # ppm_offset is adjusted to -4.7 ppm.\n", " flip_axis=True,\n", " normalize_fid=False,\n", " noise_var=\"jMRUI\",\n", ") # Uses jMRUI's default method for noise variance estimation." ] }, { "cell_type": "markdown", "id": "90c01870", "metadata": {}, "source": [ "- Initialization Using Levenberg-Marquardt Method:" ] }, { "cell_type": "code", "execution_count": 22, "id": "2e9f3f18", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A copy of the input fid_parameters will be returned because inplace=False\n", "Autogenerated tol is 7.156e-06\n", "Fitting with method=leastsq took 6.562004 seconds\n", "Estimated CRLBs are calculated using the default noise variance estimation used by jMRUI.\n", "a_sd is all None, use crlb instead!\n", "freq_sd is all None, use crlb instead!\n", "lw_sd is all None, use crlb instead!\n", "phase_sd is all None, use crlb instead!\n", "g_std is all None, use crlb instead!\n", "Norm of residual= 1250420.864\n", "Norm of the data=1253689.258\n", "resNormSq / dataNormSq = 0.997\n" ] } ], "source": [ "FIDresult2 = pyAMARES.fitAMARES(\n", " fid_parameters=FIDobj2,\n", " fitting_parameters=FIDobj2.initialParams,\n", " method=\"leastsq\",\n", " ifplot=False,\n", " inplace=False,\n", ")" ] }, { "cell_type": "markdown", "id": "0a7d0cfb", "metadata": {}, "source": [ "- Fitting AMARES Using Levenberg-Marquardt-Initialized Parameters:" ] }, { "cell_type": "code", "execution_count": 23, "id": "c0966511", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A copy of the input fid_parameters will be returned because inplace=False\n", "Autogenerated tol is 7.156e-06\n", "Fitting with method=least_squares took 1.431434 seconds\n", "Estimated CRLBs are calculated using the default noise variance estimation used by jMRUI.\n", "Norm of residual= 1247563.979\n", "Norm of the data=1253689.258\n", "resNormSq / dataNormSq = 0.995\n" ] } ], "source": [ "FIDresult2b = pyAMARES.fitAMARES(\n", " fid_parameters=FIDresult2,\n", " fitting_parameters=FIDresult2.fittedParams,\n", " method=\"least_squares\",\n", " ifplot=False,\n", " inplace=False,\n", ")" ] }, { "cell_type": "markdown", "id": "1ae7c508", "metadata": {}, "source": [ "## Compare the Fitted Results\n", "### Method 1 (Shift FID):" ] }, { "cell_type": "code", "execution_count": 24, "id": "00780d85", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
 amplitudesdCRLB(%)chem shift(ppm)sd(ppm)CRLB(cs%) LW(Hz)sd(Hz)CRLB(LW%)phase(deg)sd(deg)CRLB(phase%)gg_sdg (%)
name               
Cr_a2.6002.39615.3513.0200.0170.09514.99819.58321.7550.0000.000nan0.0000.000nan
Cr_b17.0002.0291.9883.9200.0000.00020.0000.0000.0000.0000.000nan0.0000.000nan
Glu4.5001.9787.3232.3500.0000.00020.0000.0000.0000.0000.000nan0.0000.000nan
Glx6.6003.1828.0333.7500.0000.00023.44515.86411.2740.0000.000nan0.0000.000nan
Ins4.6002.6569.6193.5200.0000.00020.0000.0000.0000.0000.000nan0.0000.000nan
Ins_b0.9001.98436.7364.0300.0770.31920.0000.0000.0000.0000.000nan0.0000.000nan
NAA_a3.6002.60912.0732.0000.0160.13717.99718.52017.146180.0000.0000.0000.0000.000nan
NAA10.0003.5085.8442.5200.0160.10622.00011.8158.9480.0000.000nan0.0000.000nan
Tau14.6002.6663.0433.4100.0100.04620.0000.0000.000180.0000.0000.0000.0000.000nan
\n" ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "FIDresult1b.styled_df" ] }, { "cell_type": "markdown", "id": "83337314", "metadata": {}, "source": [ "### Method 2 (Shift Prior Knowledge):\n", "\n", "**Note:** The results from Method 2 are nearly identical to those from Method 1, except that the chemical shifts (in ppm) are adjusted by `ppm_offset`." ] }, { "cell_type": "code", "execution_count": 25, "id": "07776572", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
 amplitudesdCRLB(%)chem shift(ppm)sd(ppm)CRLB(cs%) LW(Hz)sd(Hz)CRLB(LW%)phase(deg)sd(deg)CRLB(phase%)gg_sdg (%)
name               
Cr_a2.6002.39615.437-1.6770.0170.17315.00019.58721.8770.0000.000nan0.0000.000nan
Cr_b17.0002.0292.000-0.7770.0000.00020.0000.0000.0000.0000.000nan0.0000.000nan
Glu4.5001.9787.363-2.3470.0000.00020.0000.0000.0000.0000.000nan0.0000.000nan
Glx6.6003.1928.103-0.9470.0000.00023.56415.99411.3710.0000.000nan0.0000.000nan
Ins4.6002.6579.676-1.1770.0000.00020.0000.0000.0000.0000.000nan0.0000.000nan
Ins_b0.9001.98436.939-0.6670.0771.94120.0000.0000.0000.0000.000nan0.0000.000nan
NAA_a3.6002.60912.140-2.6970.0160.10218.00018.52517.242180.0000.0000.0000.0000.000nan
NAA10.0003.5085.876-2.1770.0160.12322.00011.8168.9970.0000.000nan0.0000.000nan
Tau14.6002.6663.059-1.2870.0100.12420.0000.0000.000180.0000.0000.0000.0000.000nan
\n" ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "FIDresult2b.styled_df" ] }, { "cell_type": "markdown", "id": "ff3b4eb9", "metadata": {}, "source": [ "## Compare to jMRUI Results:\n", "- Load jMRUI results \n", "- Both json and Detailed Results are loaded for peak names and the fitted results. " ] }, { "cell_type": "code", "execution_count": 26, "id": "402797d0", "metadata": {}, "outputs": [], "source": [ "import json\n", "\n", "with open(\"attachment/20240519_weighted.json\") as f:\n", " d = json.load(f)" ] }, { "cell_type": "code", "execution_count": 27, "id": "01c3c0eb", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NumberFreq. (ppm)sd Freq.(ppm)Sp. Width (Hz)sd Sp. Width (Hz)Amplitudesd Ampl.Phase (deg)sd Ph.(deg)
013.920.00000020.000.0017.000.386500
123.410.00160120.000.007.300.30661800
233.250.00159420.000.007.300.30661800
343.020.00290415.003.692.600.509400
452.670.00270322.003.545.000.663100
562.350.00000020.000.004.500.386600
672.000.00275818.003.503.600.55561800
783.750.00000023.633.036.600.722400
893.520.00000020.000.002.250.394300
9103.620.00524620.000.002.250.389000
10114.030.01300020.000.000.900.383000
11122.520.00270222.003.505.000.650000
\n", "
" ], "text/plain": [ " Number Freq. (ppm) sd Freq.(ppm) Sp. Width (Hz) sd Sp. Width (Hz) \\\n", "0 1 3.92 0.000000 20.00 0.00 \n", "1 2 3.41 0.001601 20.00 0.00 \n", "2 3 3.25 0.001594 20.00 0.00 \n", "3 4 3.02 0.002904 15.00 3.69 \n", "4 5 2.67 0.002703 22.00 3.54 \n", "5 6 2.35 0.000000 20.00 0.00 \n", "6 7 2.00 0.002758 18.00 3.50 \n", "7 8 3.75 0.000000 23.63 3.03 \n", "8 9 3.52 0.000000 20.00 0.00 \n", "9 10 3.62 0.005246 20.00 0.00 \n", "10 11 4.03 0.013000 20.00 0.00 \n", "11 12 2.52 0.002702 22.00 3.50 \n", "\n", " Amplitude sd Ampl. Phase (deg) sd Ph.(deg) \n", "0 17.00 0.3865 0 0 \n", "1 7.30 0.3066 180 0 \n", "2 7.30 0.3066 180 0 \n", "3 2.60 0.5094 0 0 \n", "4 5.00 0.6631 0 0 \n", "5 4.50 0.3866 0 0 \n", "6 3.60 0.5556 180 0 \n", "7 6.60 0.7224 0 0 \n", "8 2.25 0.3943 0 0 \n", "9 2.25 0.3890 0 0 \n", "10 0.90 0.3830 0 0 \n", "11 5.00 0.6500 0 0 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "detailedresults = pd.read_csv(\"attachment/DetailedResults.csv\")\n", "detailedresults" ] }, { "cell_type": "markdown", "id": "c3731914", "metadata": {}, "source": [ "- Reorder pyAMARES Fitted Results\n", "\n", " Because pyAMARES requires that multiplets be defined together, the order of its fitting results differs from that of jMRUI. To facilitate comparison, reorder the results from pyAMARES.\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "fdf4dfec", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Index': '# Index of JMRUI',\n", " 'Cr_a': 'Cr_3',\n", " 'Cr_b': 'Cr_3.9',\n", " 'Glu': 'Glu_2.3',\n", " 'Glx': 'Glx_3.7',\n", " 'Ins': 'Ins_3.5',\n", " 'Ins2': 'Ins_3.6',\n", " 'Ins_b': 'Ins_4',\n", " 'NAA_a': 'NAA_2',\n", " 'NAA': 'NAA_2.5',\n", " 'NAA2': 'NAA_2.6',\n", " 'Tau': 'Tau_3.4',\n", " 'Tau2': 'Tau_3.2'}" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Mapping pyAMARES Peak List to jMRUI Peak Names\n", "map_dic = {}\n", "for a, b in zip(pk.columns.to_list(), pk.iloc[-1, :].to_list()):\n", " map_dic[a] = b\n", "map_dic" ] }, { "cell_type": "code", "execution_count": 29, "id": "4e917203", "metadata": {}, "outputs": [], "source": [ "# Reorder Method 1 result\n", "result1_mapped = FIDresult1b.result_multiplets.rename(index=map_dic)\n", "df_reordered1 = result1_mapped.reindex(d[\"peakNames\"])\n", "# Reorder Method 2 result\n", "result2_mapped = FIDresult2b.result_multiplets.rename(index=map_dic)\n", "df_reordered2 = result2_mapped.reindex(d[\"peakNames\"])" ] }, { "cell_type": "code", "execution_count": 30, "id": "99378b47", "metadata": {}, "outputs": [], "source": [ "# Define a function to do linear regression between two lists\n", "import scipy\n", "\n", "\n", "def compare_plot(x, y, labellist, title=\"\", xlabel=\"\", ylabel=\"\"):\n", " assert len(x) == len(y) == len(labellist)\n", " # x = x / x[0]\n", " # y = y / y[0]\n", " plt.scatter(x, y)\n", " for i, j, l in zip(x, y, labellist):\n", " plt.annotate(l, (i * 1.02, j * 1.02))\n", "\n", " slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(x, y)\n", "\n", " x_fit = np.linspace(min(x), max(x), 100)\n", " y_fit = slope * x_fit + intercept\n", " plt.plot(x_fit, y_fit, \"r\", label=f\"{slope=:.3f}\") # Linear fit line\n", "\n", " combined_min = min(min(x), min(y)) * 0.95\n", " combined_max = max(max(x), max(y)) * 1.05\n", " plt.plot(\n", " [combined_min, combined_max], [combined_min, combined_max], \"k--\"\n", " ) # Dashed diagonal line\n", "\n", " # Beautify the plot\n", " plt.xlabel(xlabel)\n", " plt.ylabel(ylabel)\n", " # plt.axis('equal') # Use the same scale for both x and y axes\n", "\n", " # Print the results\n", " print(f\"Slope: {slope:.3f}\")\n", " print(f\"Pearson's R: {r_value:.4f}\")\n", " print(f\"P-value: {p_value:.2e}\")\n", " plt.title(f\"{title} {r_value=:.2f} {p_value=:.2f}\")\n", " plt.xlim(combined_min, combined_max)\n", " plt.ylim(combined_min, combined_max)\n", " plt.legend()\n", " # Display the plot\n", " plt.show()\n", "\n", " # Return the slope, Pearson's R, and p-value\n", " return slope, r_value, p_value" ] }, { "cell_type": "markdown", "id": "e2562acd", "metadata": {}, "source": [ "- Both tools report identical amplitudes" ] }, { "cell_type": "code", "execution_count": 31, "id": "bf03ad6b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Slope: 1.002\n", "Pearson's R: 1.0000\n", "P-value: 5.85e-25\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "(1.0015735641341859, 0.9999905778878695, 5.847700001798031e-25)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "compare_plot(\n", " x=df_reordered2[\"amplitude\"],\n", " y=detailedresults[\"Amplitude\"],\n", " labellist=df_reordered2.index.to_list(),\n", " title=\"Amplitude comparison\\n\",\n", " xlabel=\"pyAMARES (a.u.)\",\n", " ylabel=\"jMRUI (a.u.)\",\n", ")" ] }, { "cell_type": "markdown", "id": "654b72d4", "metadata": {}, "source": [ "- The CRLB (%), or sd/amplitude*100, shows very similar values between the tools. However, pyAMARES reports slightly lower CRLB values, as indicated by a slope of 1.096." ] }, { "cell_type": "code", "execution_count": 32, "id": "37150efd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Slope: 1.096\n", "Pearson's R: 0.9663\n", "P-value: 3.25e-07\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "(1.0961043920100964, 0.9662767018870508, 3.2458845230544995e-07)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "compare_plot(\n", " x=df_reordered2[\"CRLB(%)\"],\n", " y=detailedresults[\"sd Ampl.\"] / detailedresults[\"Amplitude\"] * 100,\n", " labellist=df_reordered2.index.to_list(),\n", " title=\"CRLB (%) comparison\\n\",\n", " xlabel=\"pyAMARES (%)\",\n", " ylabel=\"jMRUI (%)\",\n", ")" ] }, { "cell_type": "markdown", "id": "116f455a", "metadata": {}, "source": [ "- Both tools report identical linewidth (Hz)" ] }, { "cell_type": "code", "execution_count": 33, "id": "857128a3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Slope: 1.013\n", "Pearson's R: 0.9998\n", "P-value: 5.76e-18\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "(1.0125348503618228, 0.9997639907514843, 5.764011462496292e-18)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "compare_plot(\n", " x=df_reordered1[\"LW(Hz)\"],\n", " y=detailedresults[\"Sp. Width (Hz)\"],\n", " labellist=df_reordered2.index.to_list(),\n", " title=\"Line Width comparison\\n\",\n", " xlabel=\"pyAMARES (Hz)\",\n", " ylabel=\"jMRUI (Hz)\",\n", ")" ] }, { "cell_type": "markdown", "id": "8827b67a", "metadata": {}, "source": [ "**Conclusion:** Using the same prior knowledge datasets, pyAMARES delivers fitting results that are identical to those obtained with jMRUI." ] }, { "cell_type": "markdown", "id": "fe4a4f5a", "metadata": {}, "source": [ "**Visualizing MM Spectra with Residual Metabolites Removed by jMRUI and pyAMARES**" ] }, { "cell_type": "code", "execution_count": 34, "id": "ca227518", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4096,)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "residual, header, str_info = jmrui.read_mrui(\"attachment/20240519_residual.mrui\")\n", "residual.shape" ] }, { "cell_type": "markdown", "id": "b4ea44f6", "metadata": {}, "source": [ "- Weight the jMRUI's residual for direct comparison with pyAMARES." ] }, { "cell_type": "code", "execution_count": 35, "id": "ac79d505", "metadata": {}, "outputs": [], "source": [ "residual2 = np.conj(\n", " residual * apod\n", ") # conj() flips the ppm axis to be compatible with pyAMARES" ] }, { "cell_type": "markdown", "id": "6565178a", "metadata": {}, "source": [ "- Shift the JMRUI residual to align the water peak at 4.7 ppm for comparison with the residual obtained by Method 1:" ] }, { "cell_type": "code", "execution_count": 36, "id": "337072ca", "metadata": {}, "outputs": [], "source": [ "residual_fid_mrui_shifted = residual2 * np.exp(\n", " 1j * 2 * np.pi * carrier * FIDresult1b.MHz * FIDresult1b.timeaxis\n", ")" ] }, { "cell_type": "code", "execution_count": 37, "id": "d41f0e3d", "metadata": {}, "outputs": [], "source": [ "residual_spec = np.fft.fftshift(np.fft.fft(residual_fid_mrui_shifted))\n", "residual_spec_pyamares1 = np.fft.fftshift(\n", " np.fft.fft(FIDresult1b.residual)\n", ") # FFT the residual" ] }, { "cell_type": "code", "execution_count": 38, "id": "9548ab73", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Metabolite-Free MM Spectra, jMRUI vs pyAMARES (method1: shift FID)')" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5E6X0H62GCAtQThoHpJTOPc7BwHIhRKFR51YpZSWXdyeWoJ6tX1AmPPsCcMOkbEV58qWD8spDjSb/Z4z+bH8LjPNMcDs/UsqV0vBodWMK8L6Uco/zuVDP/CThfc76eZT3m61htnkSO/8NRv3mQ437cRSlwNajLA2VkFIeQL3j47zdLF/48Sy/DFwklHeiP3M/Xtsp4xm6EdWJ2Y9qI5zXVbZDWYtsz2gxTo4sQnlXv+HlunGodyUXZc7Mpm6Wj7yLMle7+wbUlFeFEAUoBflfVAfxDJtVw1DkZ6E6kj4R/nVINccyQojFwIdSyncCLYszRk/5EynlcC/7pwKXSSlPaVjJ6h+h1m7tAsJ8WSKEEIuAOY3tt6svhPIGnAUM8XO0rWmkCCFuBtpIKe+pqm59LDjVaBoEKWUGyiXfG73wsID3WMEY1diWrhwTSCk3oka1miBHSlnltIgNrcg0TRLD9NEFFf3kmEMIMQs1h3WrVMtKNJomizYtajQajSaoabTR7zUajUaj8YcmY1pMTk6W7du3D7QYGo1GE1SsWrXqsJTSa/CKYKDJKLL27duzcmWDpSHSaDSaJoEQYnfVtRo32rSo0Wg0mqBGKzKNRqPRBDVakWk0Go0mqGkyc2SeKC8vJyMjg5IST1k6NBrvREREkJaWRliYe5B7jUbT2GjSiiwjI4PY2Fjat2+PELUNmK45VpBSkp2dTUZGBh06dAi0OBqNpgqatGmxpKSEpKQkrcQ01UIIQVJSkh7JazRBQpNWZIBWYpoaoZ8bjSZ4aPKKTKPRaDRNG63IGoDjjz+e9PR0hBA8+OCD9vLDhw8TFhbGTTfdBMAjjzxC69at6d+/Pz179mTu3Ln2uiNHjnRZ8J2enk7v3ipR7uLFixk7dmwDfRuNRqNpXGhF1gD88ccfAHTs2JFvvvnGXv7JJ5/Qq1cvl7q33347a9as4auvvuLaa6+lvLy8QWXVaDSaYEMrsgYgJiYGgMjISHr06GEfWX388cdccsklHo/p0qULUVFR5ObmNpicGo1GE4w0afd7F154AbZsqbpedejWDe70mHXdK+PHj2fevHm0aNGCkJAQWrVqRWZmZqV6q1evpkuXLqSmptaVtBqNRtMkOXYUWSPhjDPO4MEHH6R58+Zceumllfa/9NJLvP322+zcuZMffvjBXu7Ji0571mk0Gs2xpMiqOXKqL8xmMwMHDuSFF15gw4YNfP311y77b7/9du666y4+//xzJk+ezI4dO4iIiCApKcnFzJiTk0NycnJDi6/RaDSNDj1HFgDuvPNOnn32WZKSkrzWueCCCxg0aBCzZs0ClNfihx9+iC2j96xZsxg1alSDyKvRaDSNGa3IGgB3E2CvXr2YMmVKlcc99NBDvPjii1itVqZNm0ZsbCz9+vWjX79+FBYWctddd9WXyBqNRhM0CFsPP9gZNGiQdE+suWnTJnr06BEgiRTZ2dkMGDCA3buDPnfdMUdjeH40mvpGCLFKSjko0HLUBj0iq0cyMzMZPny4HjlpNBpNPXLsOHsEgFatWrF169ZAi6HRaDRNGj0i02g0Gk1QoxWZRqPRaIIarcg0Go1GE9RoRabRaDSaoEYrskbIP//8gxCCH3/80aVcCMHll19u366oqCAlJaVSCpdx48YxfPhwlzJfKWKuuOIKOnToQP/+/enfvz/HH388AAcOHGDs2LH069ePnj17ctZZZ9X1V3UhPT2dOXPm2LdnzpxpT3FTE7wdv3nzZoYPH054eDj/+c9/anx+TSNHSti0Sf3XNGm0ImuEzJ07lxEjRrgoG4Do6GjWr19PcXExAAsXLqR169YudfLy8li9ejV5eXns2rXLZZ+vFDHPP/88a9asYc2aNfa0Mw899BCnn346//77Lxs3buSZZ56pj69rx12R1ReJiYnMmDFDL4to6ixcCJdfrv5rmjR1psiEEBFCiL+FEP8KITYIIR41yhOFEAuFENuM/82cjrlPCLFdCLFFCDHGqXygEGKdsW+GCNLouOnp6XTv3p0pU6bQt29fLrroIoqKivjll184//zz7fUWLlzIBRdcAICUkk8//ZSZM2fy008/UVJS4nLOM888k2+//RZQCm/ChAku+z/77DPOOecce5R9T/ibImb//v2kpaXZt/v27Vvld46JieHee+9l4MCBnHbaafz999+MHDmSjh07smDBAgAsFgt33303gwcPpm/fvrz55psATJ8+nd9++43+/fvz0ksvAWot3hlnnEGXLl2455577NeZO3cuffr0oXfv3tx777328vfff5+uXbty8skns2zZMo8ypqamMnjwYMLCwqr8PprgZfXSAk7Z+jprfzsSaFE09UxdjshKgVOklP2A/sAZQohhwHTgFyllF+AXYxshRE9gPNALOAN4TQgRYpzrdWAa0MX4O6MuBJw2rfLfJ5+ofSUlnvfbYvrm5VXe5w9btmxh2rRprF27lri4OF577TVOOeUUNm3axKFDhwDV+F555ZUALFu2jA4dOtCpUydGjhzJd99953I+m4IqKSlh7dq1DB061GW/TblNmDCh0ojOhqcUMXfffbfdtDhp0iQAbrzxRq666ipGjRrFk08+6THdjDtHjx5l5MiRrFq1itjYWB544AEWLlzIF198wUMPPQTAu+++S3x8PCtWrGDFihW8/fbb7Nq1i2eeeYYTTzyRNWvWcPvttwOwZs0aPv74Y9atW8fHH3/M3r17yczM5N5772XRokWsWbOGFStW8OWXX7J//34efvhhli1bxsKFC9m4caM/P5GmiVJmCSXfEq0ti8cAdabIpKLQ2Awz/iQwDphllM8CzjM+jwPmSSlLpZS7gO3AECFESyBOSvmnVPGzZjsdE3S0adOGE044AYDLLruM33//3T7X9eGHH5KXl8eff/7JmWeeCShFNH78eEApLXdl1LdvX9LT05k7d26lOasDBw6wfft2RowYQdeuXQkNDWX9+vX2/S+99BLdunVj6NChPPLIIy7HOpsWP/roIwDGjBnDzp07ueaaa9i8eTPHHXecXfl6w2w2c8YZqt/Rp08fTj75ZMLCwujTpw/p6ekA/PTTT8yePZv+/fszdOhQsrOz2bZtm8fznXrqqcTHxxMREUHPnj3ZvXs3K1asYOTIkaSkpBAaGsqkSZNYunQpy5cvt5ebzWaPaXI0xw57c1VC2y374wIsiaa+qdPIHsaIahXQGfiflHK5EKK5lHI/gJRyvxDCNgxoDfzldHiGUVZufHYv93S9aaiRG23btq1Svrfe8r4vIsL3/oQE3/u94W4VtW1feeWVnHPOOURERHDxxRcTGhqKxWLhs88+Y8GCBTz55JNIKcnOzqagoIDY2Fj7Oc4991zuuusuFi9eTHZ2tr38448/Jjc3lw4dOgCQn5/PvHnzeOKJJwDvKWJ8kZiYyMSJE5k4cSJjx45l6dKlXHjhhV7rh4WF2b+jyWQiPDzc/rmiogJQ5tNXXnmFMWPGuBy7ePHiSuezHQ8QEhJCRUUFvuKDBqkVWlMPHClRz87hQt/PuCb4qVNnDymlRUrZH0hDja56+6juqcWRPso9Xe8tKeUgKeWglJSUasvbEOzZs4c///wTcDhxgApf1apVK5544gmuuOIKAH7++Wf69evH3r17SU9PZ/fu3Vx44YV8+eWXLuecOnUqDz30EH369HEpnzt3Lj/88APp6emkp6ezatUqj/Nk7ilivLFo0SKKiooAKCgoYMeOHfYOQ/fu3at9L2yMGTOG119/3e5ssnXrVo4ePUpsbCwFBQVVHj906FCWLFnC4cOHsVgszJ07l5NPPpmhQ4falXt5eTmf2OzGmmMSk1DNhjYtNn3qxWtRSpkHLEbNbR0wzIUY/w8a1TKANk6HpQGZRnmah/KgpEePHsyaNYu+ffuSk5PD9ddfb983adIk2rRpQ8+ePQGliJydQAAuvPDCSp58aWlp3HrrrS5l6enp7Nmzh2HDhtnLOnToQFxcHMuXL68kl3OKGHCdI+vfvz9lZWWsWrWKQYMG0bdvX4YPH87VV1/N4MGDOXz4sM9RUVVcffXV9OzZkwEDBtC7d2+uvfZaKioq6Nu3L6GhofTr18/u7OGJli1b8vTTTzNq1Cj69evHgAEDGDduHC1btuSRRx5h+PDhnHbaaQwYMMDj8VlZWaSlpfHiiy/yxBNPkJaWRn5+fo2/j6Zx0qqZ8u6NMZcFWBJNvSOlrJM/IAVIMD5HAr8BY4HngelG+XTgOeNzL+BfIBzoAOwEQox9K4BhqNHZ98BZVV1/4MCB0p2NGzdWKmtIdu3aJXv16uV1/4033ijfeeedBpSobvj666/lyy+/HGgx6p1APz+a2pHx0nw5MGqD/PqarwItSqMGWCnrSA8E6q8u58haArOMeTITMF9K+Y0Q4k9gvhDiKmAPcLGhQDcIIeYDG4EK4EYppcU41/XATEMhfm/8NSkGDhxIdHQ0L7zwQqBFqTbuC7A1msaIOdRKcmgeYSZL1ZU1QU2dKTIp5VrgOA/l2cCpXo55EnjSQ/lKwNf8WlDQvn17F69BZ1atWtXA0mg0xxYr0pPJs8TSu7nnd1DTdGjykT2knunV1AD93AQ/FdYQKmQIwrOvmKYJ0aQVWUREBNnZ2bpR0lQLaSx7qGppgqZxU1yuDE5Ld3hcvaNpQjTpDNFpaWlkZGRUuYhXo3EnIiLCJTyXJviwWNVKnn1HYgIsiaa+adKKLCwszL44WKPRHFsIk1JkxgoTTROmSZsWNRrNsUu3FipYcFiI1mRNHa3INBpNk2RA28MIJBFh2v2+qaMVmUajaZJYKiStwg4TF6EjezR1tCLTaDRNktm/dWBfeQoX9d0aaFE09YxWZBqNpklitahlNybdyjV59E+s0WiaJJYyNTf22douAZZEU99oRabRaJokxUVqRLYvLzrAkmjqG63INBpNk8SmyPQ6sqaPVmQajabpkZNDm+2/AlqRHQtoRabRaJocy2cs56WDEwGwaEXW5NGKTKPRNDmkcDRtzaMKAyiJpiHQikyj0TQ5WiSU2D9PPe6fAEqiaQi0ItNoNE2OovIw+2f571qssz4IoDSa+kYrMo1G0+RYtzfB/nnwD48x5IaBgRNGU+9oRabRaJocEWbt4XEsoRWZRqNpctiSatroGL4PdKb4JotWZBqNpslRVuI6IosxFesFZU0Yrcg0Gk2To6zUdfS1trgz5cUVAZJGU99oRabRaJocozru5vm0l13KKkq0ImuqaEWm0WiaHG1ichmVtI45HR5gaPR6QCuypkxooAXQaDSaumZHZiSHS/qxq6gZy4/2BqCi1BJgqTT1hVZkGo2myfHZmk78kD6Y/FKzvUwrsqaLNi1qNJomR1kZhIe6mhJDpDYtNlW0ItNoNE2OsjIIC3F4Li7tdg2JseUBlEhTn2hFptFomhxl2/dgLsnnlCltGX2KhUPlzTgw/aVAi6WpJ+pMkQkh2gghfhVCbBJCbBBC3GqUJwohFgohthn/mzkdc58QYrsQYosQYoxT+UAhxDpj3wwhhPB0TY1Go/FEkTWCI5YYnnsthnPHlHLhzuc4+6trAi2Wpp6oyxFZBXCnlLIHMAy4UQjRE5gO/CKl7AL8Ymxj7BsP9ALOAF4TQoQY53odmAZ0Mf7OqEM5NRpNU8ZqZWTsKqackwNAqSkywAJp6ps6U2RSyv1SytXG5wJgE9AaGAfMMqrNAs4zPo8D5kkpS6WUu4DtwBAhREsgTkr5p5RSArOdjtFoNBqfVBSX887h8zAnKAUW2zwqwBJp6pt6mSMTQrQHjgOWA82llPtBKTsg1ajWGtjrdFiGUdba+Oxe7uk604QQK4UQKw8dOlSn30Gj0QQnZYVlHKxoRqlVud7Hp4YHWCJNfVPnikwIEQN8Btwmpcz3VdVDmfRRXrlQyreklIOklINSUlKqL6xGo2lylB1V3onmSDVTEZWW6NipI+A3SepUkQkhwlBK7CMp5edG8QHDXIjx/6BRngG0cTo8Dcg0ytM8lGs0Gk2VlBWWAWAOV33iFu0juOPc7VyV/BW5r80NpGiaeqIuvRYF8C6wSUr5otOuBcAU4/MU4Cun8vFCiHAhRAeUU8ffhvmxQAgxzDjnZKdjNBqNxidlRWrhs21EJgSMSNrMu4fH8X8vNPN1qCZIqcsQVScAlwPrhBBrjLL7gWeA+UKIq4A9wMUAUsoNQoj5wEaUx+ONUkpbDJnrgZlAJPC98afRaDRVYpalnBb7N61b9LSXfbh5EACdzXu9HaYJYupMkUkpf8fz/BbAqV6OeRJ40kP5SqB3Xcmm0WiOHVLjSngm7VXo5UjjUmFRTVPn0PQASaWpT3RkD41G07QoLVX/w8LsRRbD1rO3UJsWmyJakWk0mibF6nVhjNzyJv+mx9vLmkcVAPBN7vGBEktTj2hFptFomhQlRy0UWiMxmR0zJ+1iVZSPQxXNyHnunUCJpqkntCLTaDRNirJiZUcMj3GYFttNPMH++Z0ZRQ0uk6Z+0YpMo9E0KWyKLCwixF7W+/wuXHleLgDSq0+aJljRikyj0TQpytZvASA81uxSHhOrmrsD5YmVjtEEN1qRaTSammO1wgcfQGFhoCWx8/nPyskjJj7EpXxkn2wAlhYe1+AyaeoXrcg0Gk2NOfTjagZdN5A/bm48oZ8SQgroFrGbuFYxLuVJaTqdS1NFKzKNJlDk+4qpHRxs2hUBwPx/OgdYEgcVzVsT0iwOzK6mxdJ+Q9QHk272mhr6F9VoAsFff5F+wiQsA4cEWpJakZJkBaDZwa3KzNgIqLAIQkMqR7lPbBcLkVH0bp3X8EJp6pW6jLWo0Wj85M95u7l557MArAywLLWhYzsLEEo7835YswYGDAi0SFRYINRUWZEJAX0TM4gIsXg4ShPM6BGZRhMA4k0FgRahTjCHWmkddohXD11C+ZoNgRYHgAqLidBQz3nHru64iMmW9xtYIk19oxWZRtOQZGfDmWcSnbEl0JLUCavWh7OvXCW1XbeqLMDSKB7s/QX3DPrV477YvRuYcXA8JZt2NbBUmvpEKzKNpiFZsgQOHWLJiqhAS1In2BYfA3y5um0AJXHQITKL9omeHWlePjCBraVtObivvIGl0tQnWpFpNA1IxiPv8OKBSfx1VGUpuj11ToAlqh0VZQ4Hj7z8RtCc5OTw4m+D+esPz44na4q7ApCU1JBCaeob7eyh0TQUUnLejv8AkBiiRgwiJjqQEtUaF0VWZPZRs2H4d/4W5uSMYU6ObycaU4gOU9WUaARdKI3m2EAWFds/51jiAPg5b1CgxKkTbIqsfVIBpRWBb04OFUT4VW/vxHuhrHHM6WlqT+CfPI3mGKHkUGVPxQMlcQGQpO5ISyjkkmY/kxxdTHkjUGT+jrTKZSgcOVLP0mgaCm1arA7r1kF6OpxzTqAl0QQhBQeLK5WVW0I81Aweei58mZ4tMjjY73Qqdu0FhgdUnhG984BUBkdtBHpW2h8fUsgRSwxT0h9hSb6F6JSGllBTHwS+CxVMXHklPPpooKXQBCmFuQ5PuRhTMZc0+5kKa3C/gmV7srBIE6mtQmkVciDQ4mC2lpAYkk8bs2dZpgx0rHU7kqMXRjcVgvst0miCiAhRwsjYVQAUWiOZn3tacCuyigqO3/IeQzfP5K8jPfg444Sqj6lnNm4LY0DUZia86lmW/jeNsH+uKNWKrKkQxG+RRhNEHDxIqwNreK71DHtR2y4RDI/6FzIzAyhYzSnKzLN//nNvGq/uOy9gsthYv6aCnwuGEje0h8f9rVs5In5oRdZ00IpMo2kAys44l8IX38IkJG3NWZyW/C+fXf4l8SGFbJz4RKDFqxG5ux2Ljs3hgnJrCEjPoaEaiu3bIS6qgsSW4R73J6U65iSdlw5oghvt7KHRNABT0h9lW2kbIk2lFKe2Y/B4MwUVH/B53sks/GcYngMqNW5yM44CIYy+NJGwihwqZAjWCiumsMA5sOQVmUmOPIrw4rxYJsOAUgAqSioaTjBNvaJHZNUgsyyZtUWNJ++SJnjYVtoGgGJrOHfcDlNvieHjf1SUiXHxSwIpWo1Z+foKACZdUk5YhGpKKo4cDaRIRgoX7yOtQ8Uq2eaVSV/TpVVgZdXUHVqRVYP79t3E1N0PBVoMTRBySbOf7Z9POlHSvDkUlyuDSGJIcK5n+iGzLwAtBrYmobPyYz/80Axfh9Q7lgpJqI8BYWxLpcgSQ/MJE3pE1lTQiqwadIvYbQ8tpNFUB7NwuN6bY1QoJ9t00pqiroEQqdY8f9qPvDBkPkkpJk6/Mo2HWr7DTXOPx1oSuIgZLw+fx6xRM73uj0lU9/6FA5PYu083f00F/UtWgxBhxYIp4BPamgCyZQvkV7MzU1bGF3kj7ZvhsaoxTY4uAuBwRUIdCdewtDEf4OQ2OwGISYkkL7oVe8paUJpfGjihyssRYd6n/k1OLd6e9bpT2lSoM0UmhHhPCHFQCLHeqSxRCLFQCLHN+N/Mad99QojtQogtQogxTuUDhRDrjH0zhPA2bdvwfJJ7KkcsMY0mpbsmAEyaBNddV61D5OYtHLVGAnBBwq9ExoUBEGNWo7S4kOCcq1m2pw1/5DmiZ4SfeiIApQWBG5G9t/l45u0c4rPOBVer0Pe3PtOCsl9+awixNPVMXY7IZgJnuJVNB36RUnYBfjG2EUL0BMYDvYxjXhNC2CzbrwPTgC7Gn/s5G570dNe1PiUlARNFE0BsHZitW6t1WHqWI5Dt/S3fx2w4RjSLUiOXXEtsUI7yZ24awqwdjgXGtu9VVhg4RbYoszt/Hezos8746xLsn9+ZUVTPEmkagjpTZFLKpUCOW/E4YJbxeRZwnlP5PCllqZRyF7AdGCKEaAnESSn/lFJKYLbTMYHjoovg3HMd2889FzhZNIGj3CkZ4y+/+H1YaJjDqFBgcSTUTI5WsRf3ljWHV1+tvXwNTGmZiXCzQwGHR6m+aEkAR2QVVkFoFYuKOvZwrDErKPcvWr6mcVPfc2TNpZT7AYz/qUZ5a2CvU70Mo6y18dm93CNCiGlCiJVCiJWHDh2qU8E9MSBqMwOjNsOmTfV+LU3jQ5aWkVMRR74lGu691+/jyiscimzU1jfsnyssqtwiQyif+WHdCdoQFBZSWipdFVm00iBlhYHLvlxeUEqYD/d7G2+2fQpQ6Wc0wU+gnD08zXtJH+UekVK+JaUcJKUclJJS/2Gscyvi1MT8zp1QXDmSuaZpU15Uzuhtr3LK1tfVKMrf40o8h0JavK8LAKUyjLk5Z4AleEIm/XjcdHYcSSY8wvHKDu1Xwicdp9M2OUDmuvR0KmQIoenbq6za1pzFmXF/0KNVcC590LhS34rsgGEuxPh/0CjPANo41UsDMo3yNA/ljYKM8lR2l7VQGzt3BlaYOuLfX3MoLa6l84qUMHs2HDxYdd0gpvyow2R2/o7n/TvomWewTP8/j7tanuNIqjnj4KWUffldreRrSN7NHgdAXIJDkcUkmukQnom5IjCKrKyogszyZL/qXrTzWZYf7U3XVoX1LJWmIahvRbYAmGJ8ngJ85VQ+XggRLoTogHLq+NswPxYIIYYZ3oqTnY4JOFOTFgBglQK+/DKwwtQBWZtyuWpsFk+e7yspvB+kp7PoiT8oHHMhfBc8jXF1KSuqvsls7ew1LCvs5ygId8zPXHip62TO9BvyqViznmAgQpTR1pzFFafts5flyXjm5Ixh9/cbAyJT+m6BRDDq+u5V1j1qjSTHEkd2SXQDSKapb+rS/X4u8CfQTQiRIYS4CngGOF0IsQ043dhGSrkBmA9sBH4AbpRS2uwq1wPvoBxAdgDf15WM1Wb9enjxRfumNCyfFTIEvvgiUFLVGab8PABK0rPY+W8BVkvNPOeKcku5Z98tjNz6JjtmL6tDCRsX5UXVjwQxdfdDvHn4Avv2cSmOht9kAqIdDenSwuPYuTE4PGI3lnRgb1lzUjs7Mlzny1hePDCJ6/7bLSAylRer38ecmuD3MT9saldP0mgakrr0WpwgpWwppQyTUqZJKd+VUmZLKU+VUnYx/uc41X9SStlJStlNSvm9U/lKKWVvY99NhvdiYLj1Vpgzx7751uHzAXjn8HmqoCi4XXeT49UIY9Hezlxy/F5m3ryqRueJKMmzf37ml0FQGsAFsfVFSQlljzxl33y45dt+HRZrcn1Grnk0zWV7/B2uvkxlT/ppsmwESASlXfvYt2ObK4/MQxXNvB1Sr5QVq76wOdL/oMUiRMeEaAroX9EX8fEAzM0Zwye5p9qLlxQOUB8efzwQUtUZ7qGE8jbs81LTN9kZDseXUCzwyiu1kqtR8vvvRO93OBGYhB/zihUVXNhskX1z5pxwhox3XeN013RX8+LzWZfXTs4GQFY4nFKOWGLsn2NS1KLvCBEY93ubU01ohP9JPapy1dcEB1qR+SJOmU1eODCJZ7OMqb6QEFqGHVafFy4M6lHZ6jWuP/8Z3XbV6DxrtkTaP68o6smPyxNqI1bjJD6eHEscX3S6G4CHM6/1Xf+112DqVH4r7G8vCq3wbDY8O/53++cNJb4X8zYGygsdI+6oZMe6uDCzoEVzydC0mnWIaotNkVVnRBZiCr6F6JrKaEXmi3C35HydOkHXruwta0GJVcXLC2ZFVpzv6ryQGF8z9++yEtfRyU+7AzNHUp+s3xXNpTuf5qUDEx2Fvtzl33uPQ/9msqPUYUo82tZz1uL7W7xP78gddSVqvVNywOGybgu3ZaNbUjaZRQkNLJGiU0o+D7R8l9ZpVUe1m9PhAUBFy9cEP1qR+cJdkZlMgGB3WQsWFwxUZUG8nuzgXte5rG8y+tfoPO7u++a92+GCC7zUDk5scYKXFh7nKFyxwucxt+y927ERZqZrd8+v2wU7nmd9cSdjq9GEFvXKgQ2H7Z9DQl3lDQ2V9oXeDU2LmELOS1hCs+SqR2RtzAcYG/87XVNyG0AyTX2jFZk3iorgjz9ciuLijRc0JJQHMq9Xn3OD80UoK7Hy2kdxLmV5hTWbMCgvdVVkw6PXsW5LmJfawUlUaPXmfR7OnGZPpgnQPiKL2FjPdQ9UJNo/C6zI8sadJ6tz7AFahGVDfEKlfaEhKkxUIPhn7maWH+1FWUhklXXP3v5fvjkyglbfvNkAkmnqG63IvLFxI38U9uX0rf+zF1VYjZ6e8Z6WWsNg6tQACFd75t37DwVHXBVQYfphL7V94zwiizEV89j+q7ky/eFaydfYqCir7Nyxdbv31+fbIyNctq2lfijC5BSiTCWUZ+dT8thzcKRuo07seXchWZ/+XnXFKhD7M5nfcTrffVvZLBcSAhZrYJqVT3YM4MY991LRrOooP/kWtezhAn8XtmsaNVqReaOoiCOWGBWZ3FZUbGgwI7OM3QEkCCOXc7Ry6pBvdvbAetg97nPVjFn7PCYjklihterecDBi/sVpOWNbtfaoc3Ke38fvsUWE8UD8wM4MuLgzK19YwpJu17LrvUWMeHYsi+74BjIyvB5XXS64pTVjpyTCunW1Os+j04sZv/PpSvNjAPFR5cSaApOWxlIhaZ9YQFRU1XVdEpNpgh79a3qjqIiMMiPGcYcO0Nw5tp5SZAuOnESRNTzo0roUFVjI2XQAgKHRrpEkTGXV/y7LcntidZvbSQ0NTpOrN/rucCyA//yVfazsMdnPe1W1me2XpWbemmm2L47euENFZP/xlxAeHvIdhd/XQc4sp2d00LAQcv6uOh6hR44c4esjJ5JZnkypNFfafefIVXzU88maSlkrysshPMw/h6Xb/9vesaHzCwY9WpF5IyuLFUVG0sCISEhMYv58WL4caO1YxFpkjYCywKWtqAnvXLuCD9f0AqDYGkF8SCF3Nv+IO5t/RP6h6i9mfirrykplpbJpzZEdsUSTGKI8PkrDYrh+93RW3Ptplcfd03YeAIOiqs6YsLWwFdMzbqL8iPKE/eVQX749MoI579TeM/aXe3502d61q2ZWhKWP/mr/bI6prMgIDYWKwMzxlZYJwsP8+16TroqwdxzWDptWn2JpGoCmo8g2bVJrd+qKV1/FLFxfyKgoNQdApMN8VmyNgB+NRiI93TVnVSPlUIZDWY0bnEmJNZzfC/vxwoFJ7P2yBtE9QsMgLo6u4XvsRWfHL2tSPd1Tt75OjiUOUlKJahnPiqKeHChPrDJifdKE0SAEub1OqPIaR83N+LlgCOHrXX+D8hVrkPuzaiV/nHSdb0tJqZlDxuZch2XCHF25s7JgUxfu23F1jc5dW8rKBWY/FRnAef13AzB1wx31JZKmgWg6igzgvfdg0KBK3oY1wSoFfx3t7VKWalgajzvOtR7PPQd5eSoB5/TpsGcPjZmUEMc8WM9L+1AqwwgXSgHv/2iRt8O8khSWz/HtMokJcYwcdpW2CrqRql8kxBMWrUYij+yfBgUe8ll99x0DojYDEJLcjOQRPegwzPscmY2kDsqL1FpuYUj0Bnv5+9nn8NqZX9dK7PAw105F29SamcNbtHF4tpqjKnu5puclsORIv0rlDcEL/Wbz9En+h2Y1exhQaoKTpqXIbCyqfmPszvpy10W98fGO+eGePR3lE3cZ8wG2+IJLljT6NVQ94x2RF7IL1Vq5lUVqse70fTdV+3zPdn6bW0asZnWRI+r4n0f7YNmRXjtBGwsHDrhsOodAsh6prMjyX36fkbFqVBUWG8EPP8Azz1R9GZsiezJrKn8f7eWy77Pdgzwd4jdr1jnWVp0Ys6bmuc+clgaYQiqP6kLDQ6iwhiD98dKsY+LkEZrF+f+9tCJrOjRNRVYHXoShVtcX0dkTOiQENU+WmkqpDFOXE24v9S+/uAQcbixICWtXOcyfZVbVKBdZnVK+V7Mj0D9yC52be2jQf/u3ZkI2NjY60pJ891MYMbFOv7WHEdkjubfy4oFJAER2a1NpvzeiYlxfx1GxtUyvY2Atq2DGHwPt278V9mfjtprNYfZqkc2tqfNY1PV6j/sT0mKwIjiyqeHTCH60czi/ZvofVcYcrn7Hx1rptWTBTpNRZIWWSNJLW9bNyaxWekbsxBQZzklnxXL33dDRKQTeL78AcfH2yB8lMrzyBPe996oUMFu21I1MdcS+1xcwJ2eMfbvvma2Z1PtfvvnO0WPfsqB6Mv96uA9bc5KJMpXQIyLdXr5uTfBkPPbK778j77rbHl/TZIIwJx1gKsx3rb9+PTk7DY/NHj1o3c5/hSEEdD3Vofh+LXCMwu5u+3H1ZTcoya0cfeZoYc06e50Sc7k86Tvilnk24aV1Vh2ijM0Nn7Byzt4R/LbP/1iV4Ubf7cSYf+pJIk1D0WQU2d7yFly081mWFhxXfatJUZGaW/vlF5g7V813AV27QLsRbbj0Upg/31H93nuND0aLViZDvbvgf/hhNYWpX1LeedplOyw+ituXT6DFyY6e7NI97at1zod2T+XbLZ0ptobTxuxwSli7O75WsjYKvvyS1UXd2W9kHo6OVgrn+Oi1AORlunoUWtesZWep8mp96CHhumrDD+Ys8Bz+48zE5dUU3EFxbuVns6KoZqa/3FzYXdoCaQ73uD+5eQjtzfuRZQ3s9JSbS1kpeBHLI1edupvEkHyu23Nf/cmlaRCajCKzcUfG7cycJeDzz/0/aJ8xZ3TvvfDCC/DMM5y05S02Z8WT4iFIwPHHGx/CI7iz+UeYRQVy7jxmZ5+tPNmcaWSLpU/Y8q7987TkL4iKrRyX7khZNRY1S0m5NYQws8pP9VP+MPuu/MLGHzewSlJS1IgbiDSV2h1Wr0hWzhdbt7l+x+/WtLKbac89t+7EWF/YvsbHFuVUVmQlL79B6ZK/qn2uT/5qw4U7n0eaPMcz7NkTPu10L31aV39hfW1YdtrD5FpiMYdXo0kzm8mxxLGlRCfXDHaanCIDyCxLgqeeqrqiDfdV/keOqMZICBYs8HxISgqMGwcTEn8k0lTKgflLmHHwUm7f6+bKKyWsXu2IOhtArBWunmul0owIdTRItgjsXtooj0iLlQoZQqgRPNaEJAR1ndLixqXEa8QnnxBjJMcMc1qO8YiRxiU/x9Wk3CxGjUTuaP5RjS/5QMt3K5XdvP2WGp8v1nSUaJOrefHujFs54aw4L0d4wGqFxYspyykkNMTqPTBGhGGvc3OQ8UhODtann4WyMnL+7wWK5n7lvzxu3Lr5OqB6I7JVe6oOZaUJDpqkIosyGT1Qf9cxub+VJhNmUQ5CsN1LAITsbDXPP2jTbAZtmm2/ZnpZS/4s7MPO0tasKeqqFNm0aco1P8C4K7JZ2We79KxPiFbOGWaz/yMpa5lqyEPDBO3MWZwWtxxL9540T7HyaM+az+s0FraWtOWq3Q8CENPZMQebWaEawYKl/7iMutskK4VhWzxdE857b5z985xR79T4PDYSwo6ypNu1rHx/Pa3DDtXoHLvvf5PZV/5K4fpdxJi9mw1ziiMZtGk2T9xddZzI3//ve4Y8cQ67Zi5h9H/PZPINMVUe443jotS8bnVGZPvya349TeOiySmyh1q+w/hmP6mN//zH4Tl45ZUwY4bng9wVmcVChQyt7InoxPTp0LWrYzsu5CiRplLKZBg3772bS3Y+zdW7HyDnO8N8k9OwphZPWModiswWmso51XuzUOWBV50RWUWxatRCwwSF1kjKE1J58CETL4z+yWM8x2DjmyMn2j9nljv14LuppQaFWYXw55/24nKLup+eop34zUknMThqI1GmEj7bO6Tm5zEozi8nsyyZ8k7d2Vdes1HI9a/3ZcbBS8koa05cpI/5NcOn/cu8k32f0Gpl2dfqnfjicfUsppfV3Fmrb6TqcV4xarffx4SFV+NB1zRqmpwiGxq9ntZmo9c5f77yHCwvV4FSZ8/2fJDbPJZctZrLkr4jJb6Ms8/2fMgFF0CXLq5lkaJyeKf/HpxQ3a9Qb1jKHF4wyaF5hApXr5iLPh1P94h0EkL9V0BhlhJmtn+Us4blkN1pCL9GncW4cbAhvw2vbRpVZ7IHBCnVyNygbRun58To5PxaMMjFBf/fPc0At+UMNeDO5h/yUtqLrM0zvBgrLLDb/0bamRXrIjh3x4ts2+86Amlr9j9aiM00+dfR3sRFeQ9BFdHMv/lVefAQI43lBc5etDVlU0l7QEXI8pewCK3ImgpNTpGdvf2/TNj5JA9nOsVP8zYSMygrsXLhjudYeVQtChYCbkn9mO8fX8Wjj3o/rn17sAWF3VzSToUwcsMqnW5xgMNXhQjHiOzbIyOokG4v8nHH8eHgGUzsvtrvc5qKj9I7cgeprUJ5b2YIXy1Q33dNdht+yuwNO4In83EliouZmT3WvvnGTIdy+vZbpQjWFnfm7y0O70xzqLrHtTEtAmwq6UC2JR4p1fNVYI3i9iHLahQtpbxEdVjMUaH2+UuAu5p/iLT4Z36/ebDDMWTyEO/LMyJjQxnZPp1XBn/g83yypJQb99zrUnZfi5l+yeIJW2LSDZnN/D7GHKme/0ubLazxdTWNgyanyAC2lbZxzQe1c6fP+rv3qKzP1+25j0GbZrOxuAMFlijK8b0GqJ2Ts9OH2Wd5rDMm7k++yjuZPWXN4c477a79gSA81MLUJC/eKzaio6tlEsw/UMxXeSezvziBvn0d8ZSjzBUctUbCNdfUQuIA8803LpvOi+KbN4fuxpq53P0lKjxaRQVln6r7m9CudksPHt1/DQ/uu542UY4ccb8V9mff8uqndSkrdigyi9Mrf8veu+ym4ao4sU06JiQnxfzDKSd6P0YISEk18fq6EVi3bPNa78h+12UL77V7jAub1TwiT4lVeXnsO5rg9zGR0epejIhZo5yxmlBs0GONJqnIbFhso6HlvtfgJMa6vpjpZa0YtfUNPlnWqsprNA/PA+CH/OEe93cKz+Dx/VepBH5//AF3BC5AqaywcGXy13zf+RY+er2ATz6q3Lt/aud4nlni+bt4ImNnGY/vv4pt2a7LDqJjBUetEY3CW7OmWN1ej7Q01/1ritTau9DPPlYBq2++mRIjtcnO8O7UFgsmWpNJuCjnrPhlAJWSofrDipkqbmNYVOWOWVmBf9kOrloyGSuCpYXHUdHLdyzF7COhbCzpwBsXeh/p7NnheOfOjPuDxYUDGbv9Jb9k8YQtjZCnQMbeGHycMpG+n30OnHKKmlPXBCVNWpHNyTmD746oqOPLj/ayL1R1J2aNa9bcnAplIgwNq9p779YX2vrcb1tIa6cOEyVWhxVztnHbuTs4ccvb/GY+lW6Th9LhvP6V6mWUN2fLIf/NM4U5ShnGJLn6PcecPIgyGcbatmM9HRYUHC50mBIHRG12TnoAwBGLmnPqH7VV1f9zqz001Xvv1XINXUQkhIYR1rMLpTLM/hyXFVU/RcqCg0MB1ci/9n1Hru7viK6/+4eq08sAlJc6FOjWfN8BkEusSpmvyOvitY7tuQG1hGV29tlklSf5JYtPmvn/7JKQAMDqou5kliVT9E3tY7RqAkOTVGTnxP/Gyh6TefngeB4y1vvcuOdeLtn5dOXKhw9jedt13c4fR/sCENrWjxHZgNaQkup1/7V77nct8OEJWZ9cf005y/5RqXNNp3p3wogIt1Ja7v9jcTRH9ehjkl2dG9p3C4foGB5YMc7TYUHBN7Oy7Z+dQ2/ZaGfez0kx/5AUqmyOj+9X6UviQo7St2/trv3a9x148esunPncKDoe7/Dmiwmrfr44+7HNwhhyUgRbwhxZHV6+Z5/3ebeSErZe9hjWb7+n/KijTlSib0cWkzEPd3GrZV7rFK7eav88Od3HRLQf5L1qRM8JM9N7XCe/jysIc1gRzt3xIu9kep4e0DR+mowic17wuausFbtLXXuNSaFHOD9hMbz/Pjz5JLzyCuzaBSUlHHSLxlEhQyA2jtDkhCqv+8MPQHISxLvVjXC87O+2e5yVPSarjQApMmc8RS23kXkglK2HmrHlC0eg3LKVa5ElHhrQ339n77tqqUN0kmvjNmoUEBJCWmjt8mgFjIMHaZ25wr7ZysP6q62lbVlaeBw37rmHQZtms6xQmdyuTv6y1pcfMgROOgk6djbxzMNqPqmDOZOOcYerPc86Ou4vTEjCY5TZ7b45fTjvSvXMryrqzr4X5nk8bs9X/zDxi4t4+bpNbC912FWrUmS2tYkRFu9zrY9/2sPLwdVfRH/Po6qD9tltv9lTLflDRFK0y/Znh0+q9rWDkczbniN90v8FWow6pckosjIZxv0t3ueZ1q+yvrgTF+58DoBh0esptESSXRGv5sz+9z/44guYNQsuvhisVscEeGwchEeQb4mB5qkqyn0VqHCLggdfb0XLZk6NfZhZ+efHx3PV7gd54cAkBm2azQ+Ha5eOoy4ICfP+sx8pUEouf7HyXMzbnMXxJ4fywaWujg+sX88bk35jxsFLAYhOdrW7CQEjOmeRX1QNf+jGQHGx+vv9d8bE/8W05C8A2NfW+7zhciNvnW05g80MWFek9GkJ0dGcHrecT6f9xGM9PSsej2zbRlrYQdXRM2KDprYK5YFXW3ByjPqNxz0xiOL9eZUODTEppRIuXEds7r+1O51T1bzoO7tO9VrHNpfojm2BfXXoYM4kMSSfdqmVgyP7IswsIMFhivTXgzPYOfftsVz05aRAi1GnNBlFVi5DKenRn5NXOCZs32j7NM+0foWRW1WahgVHPPS4pMRic0NPbAbt27E99XgIM7ssePaGLZjwihUgTE4jHSlV5uQw9cLONdbKvJgemFxlExJ/tAe69aWgbZEf/v01h7wd2RQdVFHMt2x3PejXd7bzzmFlNrwx5RPikis3TPFJoeSVRkBWEI3KTj4ZTjsN+eRTvH7oQjLKVRd/TmHVgRNtSy02G2ua6orYeBOzZpuYmzOGZ7KmeH6OPbF6NTz8MEXWCPpFba1kDZjyf45RVnFBZQUSFqIa9vUlTua66Ggi430n8rr53ihahR2mU6qHpKMGSaFHiDKV8NYDe5Wra1wc5ycsrpEiqyCEHEscO7Oiqn3sax8nuS4+q4OkvI0OqxW2efcgbQo0GUUG8OKKkxh+ahQkKweLzPIU12gMnigrc3g3SlRYi5gYYmMrL3j2RJIxP/3DD5BZ7DzRbJhI3Kx47cRuFUK8Kr75RkXkP1SzkELunBD9L8mheVyW+D0dWnrPDjw24TcA3thxGs+dvYTYKDXK6JWwz6Xer/MdcrU2H/QYey+hYyJ5FbHw228BX0PnN1YrlJaSVZHEu4fH+RxddYtyddyxec7ZUr7UJbHNQimwqobafSG7NzKvuJ8Zvx/HvNzR/F7Yv9L+xJP72D8fWfh3pf1bM9T1bEk+JyT+yMxF7bzHWbQxahQR0SGUxnh33jCHmxg1qJAB941h8ep4/nhuGf/X8j1CZfWfk6+MKCLfrKt+8N8hI8wMaKOe5SJrBNkvfwiPPVbt8zRq3nkHJkyArVurrhukNFpFJoQ4QwixRQixXQgx3a+DooweWUoqdOvOYzHPMXHXE76PmTDByc3aYZ8vKPBv7ek770CcbR20k9Ka3NWzy//Y+N/V/FxV2KIV1zCagwtS8tbhC+w9+bax3hVpmdXhvty5ZL19bU2Z25o65wb+S3mex3OdNqKEme0fQT7zrFPum8ZNidVMidXMV3kjXcpff71y3dYXDqtciFOszzrE2YPWOdqIL57JuoLZ2V5C0wCJHRxr3S6+p32l/eUVrr2wyHBJ796VqnkkIlJQUuZhLtZqhVmzyC8OtZssY2LU4mQpQZZXf0Rmo8xSs0gdw9o4Omnr1ljwGim8gSl6/2PKfqi9J2XOih38VtCfwrfmQFERZ8Uv44KEX9l309Nk3vZcHUgaeBqlIhNChAD/A84EegIThBA9fR4UHg5JTk4bJpNf8WrKrKH8nG/Es3ObaN6zp2pZW7Z0aqNtppvQUBg9GiHg8Ymb7XUHR22kT+R215W1XjhabubLvJPrJAtMcW4Ja4s7A/BhzpkcOuB9LuDDPNeGb/de9Yj8muV6+52daypGjPR4rj69rHSOyGBbaVvKFgeHyWbU1jcYve1Vu9nUxuDBHiq7++Mb7ChN81heGyJbO57tImuEX04Rfx51jLhMonL9qLhQTnHKQu2uRNxHXoWXTPVXXCLMVkpKPTQvX33F388s4qg1km3rHM/QV+s7MnjzbA7urH5CzpM77AWgxciard2bOuBfu0n99UMX8uR+/79nnXPhhfYA4xfdlsZdkw/W+pQ/7O7B7Rl3MPL1S1h524fcnPIxw6LXMe79cZz7dvAuj3GmUSoyYAiwXUq5U0pZBswDfPtxC8Hw4YIzz/R94jKrUm5rirqyuqgbFkL4IMdwu3V610NCoJOfnrxjxsBbb+EYmrVrR1ZxPCtWwO60E+z2xxVFPVmYP9QvM9uTa87iif1XsX5nNXKDeaHwoGsUhZ9WeTf5HJ/gWFf02iFHxP5z2/3rqCQl7ZOVR1qYqODVNz0vQj1SYuaT3FOZuOsJ3s0OAjd8KSmXoX7HSbztTscI4PduV9eXVAA0a25m9nlfOMyWfmSPlU4mAm9677nPOjEmToWfKslzHUmacO3w3PNUgt/y9ml+kO7ReyuV79pt4gYjNFXHyP328rhU9Zzn7fU+r+aN58b8wuvHf8glN1XDZdGJYiLpHK5k3VGaxhe20fiBA/71ZuuQl/4+gVf+Vuv+moXmu4SVs1NQAI8/rhICAyxdqqYhPHmzSsmyNY65w/f/6MaVux/mnn01TwvUGGmsiqw14PwWZBhlLgghpgkhVgohVlZUVHDBBer3XbnSqZJNGyWpebO3Dl/AzXvu5urdD3DDnukUWx0LeU8bcoSTjHn0r76qnqf8gAHQZ0QCdO8O5nA6qwEQ4ZEmSHQojs0l7ZHL/lDBjAsLPUfFX7uWw7lK4ZaWefiJysuhwn8TTMEBV0VWdNT7iCzO7NqYHbr/RQA2bDYa7YMHYfBgKvKVImsemmMLeF6JA0cieTZrCgDxIdXoaVutqmfgx8i1TrBYVPiwxYsZFbuSCDcvva7hnhuzVmkme+Bd58W8FzX7pV7ETJEH2V+eTM+IXdWOuSjdJ2sNMksS+dFIhlpa4HrO2kxr3jx8JXe0r5zc1hLm6CRMvsbxOTFNNba5mdXzPAQoLRP0Stzv9TmsijfXDGFJ4QCXss2jroezz1bRwRuQdcWd2Wwk+gwX5ZRKD53EDz9UDdQ8w3v1IyP3nc2h448/YM0aOHwY5s937dAg6mbheSOjsSoyT29dpT6llPItKeUgKeWgZs1CSXSyLNqmyzCHQ+cukJrC2K7bmJk91m5yqZAhFFgcvZVLbmvNvffCDTdQ7RT1YFgyhbqltsFZly7q2wyJVmGCfivsz9dHTlLpZS64AEaPdj3JN9/A1KmcEaLC+8RFlqvwR7YI63/8AcOH+53fbOPnm7nkLHXsq88WMbrVBi5/pLP3+oWukUruzrgVUB6fGVc9zJ73fuaD7LPINaKf2Lz6PGGOcph2zaJCrdvzh7//VoqsOslRa8O338KSJXD33fxaMMjuGv5wy7cBPPeKDWzJSC/a+ay9LK6X72gvNWXKb2rUt7GkA2WF1VNkT7X+n8dyWzbwSFMp4VZXJZIc49geHVfNbNIWixrNzHNdKrAhy9GItnvgcvvn+OZKqR3JrH7qn/t/O5NrV9R8RFxkqTwCv+zvm5lx8FKey5pc4/NWyf798PTTLqPrtcWd7cs51hZ3tjvaOLM9uxnjdz7F6u3qHfw+ow/Hb36XzCwT5X//w6DTE5h2+k5+OPNlBk3t43KOkS29B3wOZhqrIssA2jhtpwGZvg5IS4N+TiHgfv4ZfjLSkqn1M4JvrJXtjmX9HJMfFqugeXOYOrVm65bDnDpPNo9zdWnBxuKOqiA0jG9sAY1to7EdO+Cll5RX0W/Ka7CN+QA9I3YRsWqZCkj73/+qurfcwosHJjH7X9/x7my8+pDDxt5lTEee2nYxzXp7DtUFEJ7qPdjtefMu5YLH+/PywfEesxi746zInsmaotbteWLBAsh0+nltdrBffvFsE5PSP89Pf9izx+6l5n6plw5OpK05i/0+erCevBoXULWrfk245SnHIv+8eT9AWRklG3Ywo+3zlG50zTJgzcnDZPT9Xm3zHKMf8ex9GRGrHtpiaziRJqd1kEeP0vfd2+ybrfpWL4/Za8sHMnrrq+TP+sKlPDzKySHD6SWLaqYsIwvfq74pz2KFkJCaTyY3H+l5cfbKoz3t8+cbT7yWLaffVONreOTxx+Gzz9QyCSk5/Pz73utKabfCbD6czPbSNDZnqBBp365IpUyGkb4vjF0/Ks/E1UXd2XbANRvH063/xyWdVtEUaayKbAXQRQjRQQhhBsYD1XIlMps9hF0LM7uGk+rRgwmbH7Jv+jHt4BPnoLK2tVqlRttQaDXmuqRUEUacufRSZR6YOBFraTn/PTCB7aVtODv+d1r8OIv5OadRstfh7j4nZ4xaiPzrr45zWK0ebeSR4Wo0ER9SWCkeoieeWDiUOW9V3Su+Ze9dtAo7zEkx/3it4x6k9mC5hzh45eVKkUydCosWqZfaeaHb6aerOiecAJ8bpqolS1T535VdxqvNnj1ICb8WDKRYut6ffEs0hdEtMKX4MMVEu0aHSAnN5e576id6ywmjHdc6676+/HbzfOY8l8Hs7LP56FmnpQCbNrH+o3/tywEOx7SHiRM9njM8zvGdZ506C8v1RmPtlhr9krOq54RRKKPJscQxb8/xLuW2pQODoza6lMemqFHR4oKB1boOgMUiCKlFSzblLs9KemNJB5WayWJh8upbmfTHDTW/iAf2FDTjP1mXkXHVwzB4MLNm5Hmu+Ndf5F47nQXd7yFnwo3klCgr0oG8cIpXbuAvYwRnKbdiLnEE6S60uM6v94jYRWlF08zB1igVmZSyArgJ+BHYBMyXUm6o7nk8jqoSnRtTof4SEiAlpTrTTh656y74/Xe1SHqakQ7txBPh/ukO09RZScv582gffsofyqHyBJXexYlZ//Tlw5wzeeHAJJ4/cDmLCwfy3IHJvPpdRygr46Y99wCoeRwnl/aM/37KrONeQh5w9XKa1F/dtruaf+jSaHkjMimKrpM8uehVJrM8GVHZ4mvHXZGdtf3lypVscz2HD8M998C0aciQUMpliAoVlpcHy5apHoHN1Lhkifp/ww2VU87k5lavR2I2s76kE3dn3MpJW96utDsnqjU5zbybYmnrakackPgTp3oPaFErwmNdJ4Fu/3AAC75S9799Qh4AuWt2M2iQ5Mdn1wBwW+pcxn7u3QsvIs5xzlcOXsqcH5R9fuvucAZtUoloTbExpN58abVkPVyslO7XB1wzXNuylLfpFetSHplQ9bPpjQqLsEchqQmhobh0yM6KX+Ziis2aUz/BhJ/7dzTzckdz3g4VxMF92UaUqYSJiT+y+ernOf2jKTy2/2pGL7jRPjIrL5MU/eYYYVk3b2X7J47v8VneKfbP/0l7mfN2/Iebf2oaXoruNEpFBiCl/E5K2VVK2UlK+WRNz/OcsUzCbnb0tJqzZStITrGto64xZrMKsdixo2NQIQSMPMXYSErijodi+O7ICdy/70bO3v4yF+x4njJrKJllyZRZQ9m0xVW+Nw5dCMDOstZw77323leJNLOyoJu9p/2/Oc145eCl/LNgLzvf/ZW981TA1r7t8/mm8+2cFrfcd0gPN15u84Jf9ZaEnuJ1X1xSGKmhbibAxx9XL6LVCgUFyJmzeOnARDYWd7BXOXAkguGb33fklLvrLsfxZWXw9deO7VVOppK//lIjtRf8k52yMqxr19dq3dfo0cJlKO78PeqasIgQXkp70aXMNkcprEp55+5WPfKPc08HjOenrfc5u4h4VwXy8sHxrBh+C/mLHB5T329o6/m98YXRicwrdR0VVBiKbPJ/3EzjQtA8NMcefcZv5s/HcjiX0FqYFgF2lzkCMz/a8k1GxznWge7MSXBU/OMP5aRVBzgHAhq0aTbvGks+bJ6pFTKEOTljuGzX4y7HZf2wBoCydVvY/8639nLLb3+wpshzOKK7jLnu1dnVXzQeDDRaRVZXnHIKPPKIchJUykwoT44Org3OySf7fN9rRUiYCXr0gNRUHlt3PiQlEWkqtY9mHsi8gXN3vMjxW94jNdTVi3FPmZoX+ftoL/v8mY3r9tzHlT+Nh3//RRpOJpZDOVxyS3POv0qNPNdmt2biric4devr1Zr4a3dP1T3w0OgIHnzNe4YAU4jgYExH+/bFzX5R3lb//APvvgujRlH+7mw+yjmDKemP2Otl3qT6LR/nnI7VyJC8rLCfSq9z/PHkW6L5JPdUNWJbs8ZxwZsMs9iPP8JaLw3i0qWOuclPPmHnfxdwqaesCAbXXJTnM8H4U0/B5Tc45iJ+jj3Pe+VaIkyCFUWVJ/8B9ucaDgtuE33eYhra8BRu6vq113Hd2w4vvqQaOLnZ9F6x1fX8XVOPcH3KZ8QnVu5UHahIVJkn5s/3L6zZZ5/Bc89xfsKvnNPs96rr+8DmfQowePNs+2gU4PheR3i1zXO81vZZJp+Ty4qr36zVtQAoK0Mc8PwdD5Ynwvz5lHnyWATm554GQJE1nCvSH7aXf31gCPNyR1eqP+GyIIt3WgOavCIDGDsW4uOVgxDAFXckMeMt1VO85x5o0QJiY508HesYNRBSZsyiIqCigmJrOJ3C1bzGogJHIOFWZu8hqTzNH6wr7swPF71D25gcTEgG//KMfd8fTyxi2tuDyLdE+702ykba1NGkhflejHle5/WMq2J52MUXOsyqhyoSWFIwQJkJv/sOwP6ySgQbizuwrcTh47O1tC2f5Z1CviWaW/feyW177wTg67wTeTZrCm8dOt/VScTGkSNqzs1dmRUVqcSmkw1PtP37KzUW45v9RK8II6N4u3b0GduO412neSpx661wQYIxX+meBaGOmWPE7HQn/dddZMxZyqJHllbrfMIkvHo0AiT2bOl1ny9axTitB/vqK/uapy6pR7gq+StiEzxYB0JUgzvoyt4sOOsNn+eXFiuDJvdg7PaXePPwBQyV1fSqdKNrhPcIOtZyC8Ni1tMi7DAbSzrw5NIRniseOsShq6Y7PIx9sOfVBSwr6ONxX4/IXQy6sreLcvVEtJsl4TcPYcgIC+PKp/0IGhvkHBOKzEZqqnKQW7ZMWbcGDVLLvrKyKmW1r1NsFr22bWHzZuy95q2llYeAZ8d771l6ixjxQOb1hJvKSQnN5Ze96qE1Ibnlad8JEKvCZra6PuWzyjvDwynqMaByuRsirbU9AsbigoHcmXEbG699mYM7C3nv8LnctFfN+d3TfDbT993MywcnEIpjjuvZrClcv2c6IVgZFr0OcNj+38s+l4wc197H0oLjOGIxnCLck5jaRmJZWWokN28epW4jlrtafMiGEjWK7NIvmvbtq/yKAGq9j8lkX9LT0HyeN4pHb83mjW2upt6n3qh6ONX/i0e87vtpRTUSVToxqKUK+3RyzGpWTP/MbuMv3J3N/vIkrKbKo4Q+zRy/12NbLvF5fmu5ekayypPYX57Mv7m1M6dsKzGOb968Un7BH5dGMjX9IZXlHVeToDM/TV/EmfMm889rf6oCKdXyA5spcs8e+1qv+cu8ew6XGGtbbdYYTwyI2uxYuO2BxJB8WoUd5qz++12WJdl4fNh33NN8duUdQcoxpchAucNv26aWDr3xBrVOgOgP4eHw8cfKi/744/EZXui1g15c1MHnQsZzSj6hVIZx776bAYg0lXBhQt1MUr9uzNPZiDKVMG16Elc9VHUoprFjgfJy2psdURwsmHg481peO3QR64s70SMinW4Ru8ksT+avo715bP81LufYUtIOCybeyz6XPwr7urzgu7Lj1FqLc8/luazJ3JFxO3fuvV3tLC11OY/L4vPZs/n7aC+u2e2al+nzXEfS0blzoVXVuVUB+DZ5CnTuTLdu/tWvD9xzpt2S+jGjL696QWRC62gSQ/Irldfm+Um+4CTOif+NJYUDuH7PdAr3q1HKDc+05ZztL3G0tLIiG5Scbv/cK2In63r5MG9bXdf2PbRvWo1lBVgaMhKAv7cn8dPqZJqFOEZVlk8+t4d4AzjP/J3LgvTyt97H+u86Vu1R3o/bDxqm5tWr4T//geefp+Tn33l02Pf830m/cfTbxXRs4RqkwJntfoQ4W13kOxxXjiWOzPJkYmI87z+1+z5ahGVDePUsNY2VY06R2RYq/+IUfOGkk7x6J9cJJpMKMJKQAPfdB/NGe18v4uxp5M4XeSPta4PceW/3KeRZHJ5gR62R9nMN63SYn9ZW30T08eIWfP6na0vewZxJkTWCc88sp50f88Y9e8IFMQtJd5pM7xO5w5EDDugekc6iAoenpHNdd27Ze5fL9sp9LeHZZyEz0z53sLa4C28cuhBLqZMb6pAhWF58mRGb32FB3kmwdCl/FlY27TyVdSVExzBuZOWG3SfmcHr0rv+5iP/95N1MVGyNcFFI/kZwMMdFcLqTc4ON/mNrHjOy63k9eehNx6jjxX9PBSnZWKLmpkMjKt+raBweqBtKOnJl+sNeO30hwkqsyaEMIlt4X//oDzN/bMWtr3XHZILERIgNdygqCw4z6CXNfmbGwUtJ/9ThDDP89qE8cuZf9NilHC/6dlQjsD27JS8emMTPcw8x9/m9fH3kRH7MH8Yn7+ZTtmpdreT1h7bmLO45W3ktJ4fmMSx6vX3fuxuHc0fG7bzyRANFz6lnjjlFFm44aTmv+XrxRTV10hDExkLrPh7G+s4IAWlqrighxNXe/lmne+yfu0Xstq9J+zTXu8/3cQNNJHaqvomo0+BE2vZNcBSkpBARpR4ZT0FovbG0metE2tKC49ha4tCCX+SN5KOcM/w6VxvzAZft7EKz6iE4YUXwzuFx/L7B+M5SgtVK3pp0SqSZx/ZfTbE13Lu3YqtWFPfzHNneG4sXK/+V+mboCaGcf1kM9z6fQoxT4GZQc605FofjycoiL1mY3TGZ+KdIDSX7RDrWj4W0q13w4zUWR0chpzRKJSy1nTu8siLb2L9yb9JrfjKrlcdavUH3iHQQJmZ83sZzPT/p3Udw+RRHc3j2vQ6nmsf3X2X/bOss7TpgmLQNRfvdkRPYZHisxr77X5CSXdsqmJMzhun7buK7vx1r1Xb8eZD/rHN1yugXuc1FMdsQET5GTFVM6lulyR6iaMarIdzzkcNTdFOOKq+wBD5jfV1wzCkygJkz4X0fi+jrmz/7XYfPyRchIEbN8zhHWzCLcpeQWq+0ed4RJcQH48+sXa/rjgeieer1RP7emUJOtGrcrOH+BzM+HJGmsm/bzpdxu2OBuBfszhNu7HVbd1dUYqIiPJqcijgmJf4AYHfhbh5ldAKMdTeRTorrw+wzefOwlzh6JuGICuMnMTHUONZfdfm/N9ty8Q0pVd7D6uRFs83XPviFw6GoJtFtnEnp5PjNTQX5WA8c4s22TzF1UhnmiMpNzyOvJHFb6lzAsaZKVHgO+Hg038Lj+69mc0l72sTk0r1n3TZlk6f5vremnMPw778uitZmAfkq+wTy35lP7mHHXG+YcNSzhaBy5vqUTxkYvalS+bNDK8erJDoawsOZs6w9J8T867LrsVZvMjlJjQwzylPZHa/mTrpePpQ2pzns3pFd1HtcZPJiewwyjklF1ru3h6gfDcjWnaEQ6VBII85JVA29rUwIe8zG/eWOxW2Jofn2TNOgRmHl0rs566rkr1jZYzLRMbVrkSbe147Rk1tgMsFD73Wg++ltSe4QW/WBBtdcU3UdZ8bE/cUP+cPVRhvfk/jTo1/lxcUDGL3tVW5I+YS/u0+hRJoJFRa6JWerSuXlrC/u5JJrrZISS0mxj+zGjhXcfnv1ZA4EU5N8B7uxh0WrBs6Zj9JSqxfP0Z2YRIdmX7q/M9+e/l+u3XM/bVJLPdaPilJODAAxpmISQ/IRFs8jMku51T76fKP5wx7r1AZPzijOrJm5hvvPWEVFcWVF++7hcdzzWAylJQ6rhbNjl/Oo2cZ1e+7z6JWcFOG64P/4yzvz7sJ2vPRVJ7p2pdIortASSfMoxzq38lCHQrZ1TI6L2sLdb3Ri5OR2DJ3kY7F/EHFMKrJAs9E1Og+mVi2UrbNdWxCCiLQU5Z3epavdJRnUnMf3+YYveFgYbx0+3+d1NhR34pHMaWTkRvusVx2Gjgjjwy9j/En1Zufaa+G1c3/wu/6P+cPUcoH2HdRQp1MnXLwonDoBqWG5/Go0AGdtf5khm2exuqg7FTKE8ryjyma8cydXpD/MxU6BfSuRnKKSy3Xtyi23mZg0yf/vFyhsyze8kWut3GB6IwQrncIzCGnmOCY+1nuwZH9wjyTzqOHEUxbj3bT+XraKU3moIoEBUZspyveiyCocSsK2LKMu8TSHZ6NzeAYf5JzFT/nDMJsquDHlk0p1tua3oLS4dvcP4N8cV5Ppy6+b6ddPRQwC+MnIXECs6ljOzjmbvJMdpnz3iClRphJ6RuwiORn+83q0u1U+aNGKLAC4u8MuXWpkixAm6N6D5K6JpKSguscmE8dFuUWsjo5WC7qrGFb+dbQ33xwZwZZM/0dP9UXphRPV+gdvtGtfuUwIpk5FZTBwjizRvj22MCxf551Ix3Dl6n3E4mommT+nApYuxTrlSgByDWeYOR0e8CjCjTcKzjkv1JHxu5HjyUTVwexYV/fap/6ncOgUnkHrsEO06hbL8adF086cRWjP2q0/Co/2rAxOuqqL12NsoxKJ4OeCIRw94lmRWSscSmJbae3mxzxhCqlsxYgLUaMjZ6/Cgo8W8L9DlT2NR0SvpqKs+ors27cyebOtI+vD0izHveobub2Sufe0K9OgbVve/bENJCRQ3rkH5z3mWBbjvuD96vNzGP5APcVQCyBakQWAe+6Bh92sIfffD8uXq2AFH32kzAC33w7T2v+kJuI7OpmJYmJ45/1QLrnBv4jkIWGB/5m/XxJlzwnnQjfju3mauBbY3YevvVYwyimbMSmpkJrKSwcnejWhlRcqE5Z7Li6LrHw/evWCyy5Tv0t1RpuBZMGRkyqVpXZ2aOEhZ1ThVOTE1tK2/HG0L0LAjK/a8VnuKaT2rlmiShu2vof7wt6UagTSryjxblqsTzzND+ZbKls2ptzveX3GWXHLuHjdQx73uXNDyqf2zykn92Rff0eW9lCnFEKhovK9eOrVeFZuiqFfP/jg51bM+TGZ5s3V0guAiGauc32TZ5/GsGv9y5wRTAS+hTsGiYqCc84BQkOJax3LImO5TkgItGvnCKg+aRJ8G6pMLbffjn0od9eZG+nfH+64x78Wt93Q2i2Mrgtuu03lKXRfbIophKnXR/Dbb3CKs6ICHrslm4svhvHjVQb4X50ioABgNpNviabA6tl7q6LMSonVTIiwujiPPJlVOYjurFmuaXiCgRAqN+ZtU2sWN/KpD9ry2Kz2tZSoMl3C97qs+zsj7k+f9Y+Pc40NXl7sWZGFy5rHx/QXW4LVvk6enLZRmQ3n7za+mcNDaPq+mxm19Q3uaO59hfwZcX9ybfLnTN12HwO7KMekoyKGNYccyxaGNVdRZgTS53w4qCh4tnBicacMonN4hj1NT1NHK7IA0urkrpw4oY1vU1brNOjRk5NOj2DCiWpOxBKuGu7QUDg7yVj/k5yiVu+2a8f8f7ry2eqOfLOpMz/s6EqH4YFXZKmp8OijcM0QJy+r5BRefFEFsY+MdFr3ZLgcd25TSmSkihnsvLDzuedUhJbLr3eYTD3FtN1e2oYRW97h89xRjEtYYi/fbHZdBT/xthpkUW0EnJvgIRxVQQGkpHLS2dWzj46+IIbRF9a9Cdrd7GczA3ujQ5Tr8oqKQ7kqT58bh6f/p/bCVcFnM5SszouhPY3KbNyQ6pgrs3mUvnig8mTrRQ90hw4duKP5R1yT8iWEhXHJU/1J7N+WiNQ4Uk9UJt3Yri0JMZa5SATriv13zDjv3XOYlzO62rGeg5UgMaI0TTIzoXMVz+bIkcrUGBcH175+HOecuJg2kx3RJx7dcyUjFqopo379DIdHAY31pw3L3A2oBc/Ne6dwkpN1zLZY1kZ8tKM3bjYDMbEQFsopxprxqGiH/cdqFbgnEbetjXoq60o3KdRxYaKCchlKRXxwpn4PNVUekR1OL2TlnlqmcahLWrWGQwdVTjnUvK33pDIQcvoo+MCx/fsdn/ODJZIb9kx3qXfr744M6Z5GpnVB86lnw80bq65ocN++m3iq9f+4f9+NXut80nE6He5bwPT7Irmv5eUcKm/GO8CpZ4Vz6lnKMWPqfS1I6d2C88+HBwcandDoGAhrnO90Y+AY0deNl6VVxHi99Vb44QcV9DgmPoSu159KZLTrz3b66XDccWpUUtu1P/VNiGHzNyGd18e60C0ui5U9JtM8yc2s1KYNJ17siPrhOq0maWvO4rbejpAtx8dUjoDvvC7PluRx/vzqfYfGgnMKextxopoRSeqZH/+K5+QejuDTMeNO81l//GOu32nGwUvtnowAFBaSeeX/uaR7sdRnM5bqebRuDyztxLLCfmwuaU9yaB5dwvfSNVxlu44ylXDb/dFck/wlHcIdzjgL84eypriyQ43ZrEzpJpMjbNfzjxfz0SI/46Udg2hFFkC6dlVmNV+YTNQ6T1pjYnUn5eFlRVRalD7y4lRo0YKPLvteFUS6TlS3amX3MgZUaDHbwtnzr0hgT1R3Np18HXTuzKKu1xPtFvmC9u0ZOaGVPaCtrSf/6KN19OUamFMSVC62FKecb6NubVwT+UlJEB3mWGv13Bu+TZ6pqY7Oxs2pHzvmNo1kqVsXbObc+ZP4PM9hlXCew6prvv4jCdo4zKM9I3YB2ANLuzM7+2wOVyRQIs32UGvF1nAmToQlBQO4fvd0j8d5IzpMzdN1aFka0DiejR2tyALInDkq28ixxFW3OTSRe6zGtP7JRLZK5O7ChxhU+Ctby11NjdnZkJ7u2G7TBs6NX0qsqYiep7WClq34cVEYhJkpat2lci6uyChWZTQnKVopv8KENE6a1FY5oQQhCaHK8WBYtzx7Wd9L/QxL1YC0j3YEM/bHI7TYiP7+ysFL7crg2+53IPdmkJ1f2XnBV5by2tKyJSz9K5wTY9YAMDCqcvSNbh5SwOwta+6SoijroImtpW1ZUdTTXueMq9MI6+Q7YOnmI8q0WFyqm2pf6LujaVA6dvb+yG3apMLxZR0Og5hYW2QpO6+/Dg+4LQGblzuaAmsUzz/vWn7ewTf5KuJSaN0a4uJofZzyljx4EBgyWK3BS01h6ergDdGztlitMZr4+on2MvdFyI2B/jE1HzHZorw/nHktyz9Op2Nc5bBb/xZ7X5dWF0QlmHl+uooSk5+gInQMbbnXvn9LiRdllJpK3zNbQ3w8Ye0NT0SnOGZPvBzHn2t9ByvI6zdSudN26lTzL3AMoBWZpkHxFQP12muVm36klzB3ffsqc6wnbObXCRPU/wprCDRLhLh4aJ1GbPtkOnRQeu3kMZHQoqU9DFiwktXyOADSOkfYRwXm6Mbnbp0d2x6AiXfUznt22/9+ork4SFKoW+zQuNpFvvcH06030+uMtqRNPR2AnGYd7YkGnT0xH5rbk9mTlBv+/eN38fpH8cz8qTUpzU1EdWvLTU9Wb57rnhdb8PwXXegxwP/Ypsci2g1G06CEhgItWznSEDgxYID6Gz0aPv9crYupks6dQUrefhs2bIBTToE771RJU53ZvBlWrlTByn/7TZWNGAFnnlnrrxQwXv6xOxvXWYiMD+W/fd/n6OFihOnrQItViYhJF8JfFVxzT/VSsJuQWJ0Ws798cDz9v/iMB1v+7BKWatbC+neCMJlg1mcxWCywbW8EU68LZ+UfZezeZWXHa5uJCznK861fZuC5H7LmCyVzRJSJ8HAV2xWo0eg/IgJGjaq63rGOkD6SPAYTgwYNkitXrqy6oibgLFqknAD61YFfwlVXKZ342muu5W++CW+/7dhOSFD5NwGOHIHt25WirCITRvBw6BDs3at6AkHOoO4FUFBAx65h7PzbNVlo89AcDlQk8ujlO3j4g04gBCsLAzsvOChaueiv3JUMqalMH/YrP69rzlMPFDP6vsqBgBsbQohVUspBVddsvOgRmabBsa0DqwsiIvDoxn/ttXDeeSpKyubN0NYpiH58PAxs/O1L9UhJqV7sp0bMz3/FYrXGIgSc3qcCch1emQcqVHSb2Eg1gfrENbuBADu4tGoN0gqpKvZpYriKSJ+S4DkFjabu0YpME9Tk58M+L8EijJyClcyMmsaNc0T2G4b9w2vft69UZ32WmhTdezjwQ+rvlsXbVgcA0D4uB+hAuxae09Vo6h6tyDRBzezZgZZAU59k5XtWVNH9OsOCXMJ7BT6flntSB7NJjRZLK0ICIM2xiVZkmqCmsUcy0dQOq8XzHP6EO1pSmtiS8Vc0rDz+sKf/ubCsgKzWHWhZdXVNHaAVmUajabRYPYRRjBBlmM0wbVrDy+MP1z+QxMDRSRx3fKAlOXYI7oU0Go2mSdM7OatSWf+oytHwGxNhYXDCCYGW4thCKzKNRtNoSYlXsQYHDnesO3zw8+MCJY6mkVInikwIcbEQYoMQwiqEGOS27z4hxHYhxBYhxBin8oFCiHXGvhlCqNkOIUS4EOJjo3y5EKJ9Xcio0WiCj76PXMCbt2zg+fmOMFDNR9RvSCpN8FFXI7L1wAWAS1ISIURPYDzQCzgDeE0IYXPleR2YBnQx/s4wyq8CcqWUnYGXgGfrSEaNRhNkxKfFMvDpi4ltpqfzNd6pE0UmpdwkpdziYdc4YJ6UslRKuQvYDgwRQrQE4qSUf0oVWmQ2cJ7TMbOMz58Cp9pGaxqN5thECGhrzmJ03F+BFkXTCKnvObLWwF6n7QyjrLXx2b3c5RgpZQVwBPCYwlcIMU0IsVIIsfLQoUOeqmg0miZChQy1J0PVaJzxW5EJIX4WQqz38DfO12EeyqSPcl/HVC6U8i0p5SAp5aCUJhKeR6PReCbT2pzvTGMDLYamEeK34VlK6TtHuWcygDZO22lAplGe5qHc+ZgMIUQoEA/k1ODaGo2mCfHkJ91cYmZqNDbq27S4ABhveCJ2QDl1/C2l3A8UCCGGGfNfk4GvnI6ZYny+CFgkm0qIfo1GU2PGjPEztY/mmKNOXIGEEOcDrwApwLdCiDVSyjFSyg1CiPnARqACuFFKaTNyXw/MBCKB740/gHeBD4QQ21EjsfF1IaNGo9FomiY6H5lGo9EcwzSFfGQ6sodGo9FoghqtyDQajUYT1GhFptFoNJqgRisyjUaj0QQ1WpFpNBqNJqjRikyj0Wg0QY1WZBqNRqMJarQi02g0Gk1QoxWZRqPRaIIarcg0Go1GE9RoRabRaDSaoEYrMo1Go9EENVqRaTQajSao0YpMo9FoNEGNVmQajUajCWq0ItNoNBpNUKMVmUaj0WiCGq3INBqNRhPUaEWm0Wg0mqBGKzKNRqPRBDVakWk0Go0mqNGKTKPRaDRBjVZkGo1GowlqtCLTaDQaTVCjFZlGo9FoghqtyDQajUYT1GhFptFoNJqgRisyjUaj0QQ1WpFpNBqNJqipE0UmhHheCLFZCLFWCPGFECLBad99QojtQogtQogxTuUDhRDrjH0zhBDCKA8XQnxslC8XQrSvCxk1Go1G0zSpqxHZQqC3lLIvsBW4D0AI0RMYD/QCzgBeE0KEGMe8DkwDuhh/ZxjlVwG5UsrOwEvAs3Uko0aj0WiaIHWiyKSUP0kpK4zNv4A04/M4YJ6UslRKuQvYDgwRQrQE4qSUf0opJTAbOM/pmFnG50+BU22jNY1Go9Fo3Amth3NOBT42PrdGKTYbGUZZufHZvdx2zF4AKWWFEOIIkAQcdr+QEGIaalQHUCiE2FILuZM9XaMR0Zjla8yygZavtmj5akdjl69boAWoLX4rMiHEz0ALD7v+T0r5lVHn/4AK4CPbYR7qSx/lvo6pXCjlW8BbPsT2GyHESinloLo4V33QmOVrzLKBlq+2aPlqRzDIF2gZaovfikxKeZqv/UKIKcBY4FTDXAhqpNXGqVoakGmUp3kodz4mQwgRCsQDOf7KqdFoNJpji7ryWjwDuBc4V0pZ5LRrATDe8ETsgHLq+FtKuR8oEEIMM+a/JgNfOR0zxfh8EbDISTFqNBqNRuNCXc2RvQqEAwsNv4y/pJTXSSk3CCHmAxtRJscbpZQW45jrgZlAJPC98QfwLvCBEGI7aiQ2vo5krIo6MVHWI41ZvsYsG2j5aouWr3Zo+eoZoQc7Go1GowlmdGQPjUaj0QQ1WpFpNBqNJqg55hSZECJECPGPEOIbD/uEES5ruxFua0ADyhUhhPhbCPGvEGKDEOJRD3VGCiGOCCHWGH8PNTL5Ann/2gghfhVCbDLku9VDnUDeP3/kC+T9e08IcVAIsd7L/oDdOz/lC9i9M65/hhGGb7sQYrqH/YG+f1XJF9D7V2uklMfUH3AHMAf4xsO+s1BOJwIYBixvQLkEEGN8DgOWA8Pc6oz0JHcjki+Q968lMMD4HIsKldazEd0/f+QL5P07CRgArPeyP2D3zk/5AnnvQoAdQEfADPzbyJ49f+QL2P2ri79jakQmhEgDzgbe8VJlHDBbKv4CEoQKp1XvGNcsNDbDjL9G44njp3yBvH/7pZSrjc8FwCYc0WICjp/yBfL+LaURr9f0Q76A3TtgCLBdSrlTSlkGzDPkaSz4I18g71+tOaYUGfBf4B7A6mW/PTyWgXPorHrHMHuuAQ4CC6WUyz1UG26Y974XQvRqKNn8lC+g98+GUBkTjkONGt0J2P2z4UO+RnH/fBDwe+eDQN47f68dqPvnj3yN/dnzyTGjyIQQY4GDUspVvqp5KGuwUZGU0iKl7I+KdDJECNHbrcpqoJ2Ush/wCvBlQ8nmp3wBvX8AQogY4DPgNillvtvugN4/qFK+gN8/HwT83lVBIO+dP9cO5P3zR77G/OxVyTGjyIATgHOFEOmoofUpQogP3ep4C6nVoEgp84DFOFLb2MrzbeY9KeV3QJgQIrmxyEeA758QIgylJD6SUn7uvj/Q968q+Wgkz58nAn3v/CCQ967Kawf4/vlzbxrts+cPx4wik1LeJ6VMk1K2R0ULWSSlvMyt2gJgsuHBMww4IlU4rXpHCJEijISkQohI4DRgs1udFkLYE5AOQf1+2Y1FPgJ7/wQqKswmKeWLXuoE8v5VKR8BvH9VEch75yeBvHcrgC5CiA5CCDOqfVngXCHA969K+WjEz54/1Ecal6BCCHEdgJTyDeA7lPfOdqAIuLIBRWkJzBIq8agJmC+l/MZNvouA64UQFUAxMF5K2VDDf3/kC+T9OwG4HFhnzOMB3A+0dZIvkPfPH/kCdv+EEHNRnnXJQogM4GGUQ09juHf+yBeweydVuqmbgB9RHoLvSRWer1G8u37KF8h3t9boEFUajUajCWqOGdOiRqPRaJomWpFpNBqNJqjRikyj0Wg0QY1WZBqNRqMJarQi02g0Gk1QoxWZRqPRaIIarcg0Go1GE9T8PzTudAY73F9AAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(FIDresult1b.ppm, np.real(residual_spec), \"r-\", alpha=0.8, label=\"jMRUI\")\n", "plt.plot(\n", " FIDresult1b.ppm,\n", " -1 * np.real(residual_spec_pyamares1),\n", " \"b--\",\n", " alpha=0.8,\n", " label=\"pyAMARES, method 1\",\n", ")\n", "plt.xlim(4.2, 0)\n", "plt.ylim(-2000, 3800)\n", "plt.legend()\n", "plt.title(\"Metabolite-Free MM Spectra, jMRUI vs pyAMARES (method1: shift FID)\")" ] }, { "cell_type": "markdown", "id": "d74f6a8c", "metadata": {}, "source": [ "- The jMRUI residual can be directly compared to the residual obtained by Method 2, which shifts the peak positions defined in the prior knowledge." ] }, { "cell_type": "code", "execution_count": 39, "id": "6d5a8cf7", "metadata": {}, "outputs": [], "source": [ "residual_spec2 = np.fft.fftshift(np.fft.fft(residual2))\n", "residual_spec_pyamares2 = np.fft.fftshift(np.fft.fft(FIDresult2b.residual))" ] }, { "cell_type": "code", "execution_count": 40, "id": "3d48f134", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Metabolite-Free MM spectra, jMRUI vs pyAMARES (method 2: shift Prior Knowledge)')" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(FIDresult1b.ppm + 4.7, np.real(residual_spec2), \"r-\", alpha=0.8, label=\"jMRUI\")\n", "plt.plot(\n", " FIDresult1b.ppm + 4.7,\n", " -1 * np.real(residual_spec_pyamares2),\n", " \"b--\",\n", " alpha=0.8,\n", " label=\"pyAMARES, method 2\",\n", ")\n", "plt.xlim(4.2, 0)\n", "plt.ylim(-2000, 3800)\n", "plt.legend()\n", "plt.title(\n", " \"Metabolite-Free MM spectra, jMRUI vs pyAMARES (method 2: shift Prior Knowledge)\"\n", ")" ] }, { "cell_type": "markdown", "id": "d6c8c039", "metadata": {}, "source": [ "**Conclusion:** The residual spectra with metabolite signals eliminated, obtained by both jMRUI and pyAMARES, are identical." ] } ], "metadata": { "kernelspec": { "display_name": "mrs", "language": "python", "name": "mrs" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.13" } }, "nbformat": 4, "nbformat_minor": 5 }