{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Processing the power spectra\n", "\n", "This notebook loads the pickle files that contain the power spectra for each participant. It also writes the relevant data (regression slope, intercept) to file, and plots it so you can check everything looks good.\n", "\n", "Data is written to separate CSV files depending on where it comes from. The following are produced:\n", "\n", "```\n", "../csv/\n", " |--megbehavior.csv\n", " |--rest.csv\n", " |--task.csv\n", " |--agesplit-spectra.csv\n", " |--vstm-behavior.csv\n", "```" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# path operations\n", "from glob import glob\n", "import os\n", "from pathlib import Path\n", "\n", "# data format and storage\n", "from collections import namedtuple\n", "import pickle\n", "\n", "# numerical tools\n", "import numpy as np\n", "import scipy.stats\n", "import pandas as pd\n", "import scikit.bootstrap as boot\n", "\n", "# for cluster stats, we need to make partial functions\n", "from functools import partial\n", "\n", "# plotting tools\n", "from matplotlib import pyplot as plt\n", "# %matplotlib notebook\n", "import matplotlib.cm\n", "import matplotlib.colors\n", "# custom function\n", "from plotting_aids import plot_linfit\n", "\n", "# interactive notebook features\n", "try:\n", " from tqdm import tqdm_notebook as tqdm\n", "except:\n", " from tqdm import tqdm\n", "from ipywidgets import interact\n", "\n", "# meg analysis\n", "import mne" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load the task data from the pickles:\n", "\n", "Define the data structure for the summary data:\n", "(Using namedtuple for this)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sub_params = namedtuple('sub_params',\n", " ['pid', 'slopes', 'age', 'gender',\n", " 'intercepts', 'rsquared'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the filepaths:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# camcanroot = Path('/Volumes') / 'Seagate Expansion Drive' /'camcan'\n", "# camcanroot = Path('D:') / 'camcan'\n", "# camcanroot = Path('/data') / 'group' / 'FANS' / 'camcan-meg' / 'camcan165' / 'camcan165'\n", "camcanroot = Path('/Users') / 'jan' / 'Documents' / 'eeg-data' / 'camcan'\n", "# specific paths\n", "megdataroot = camcanroot / 'cc700' / 'mri' / 'pipeline' / 'release004' / 'BIDSsep' / 'megraw'\n", "megfiles = list(megdataroot.glob('*/meg/task_raw.fif'))\n", "pickleroot = Path('.') / 'pickles'\n", "csvroot = Path('.') / 'csv'\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Opening raw data file /Users/jan/Documents/eeg-data/camcan/cc700/mri/pipeline/release004/BIDSsep/megraw/sub-CC110033/meg/task_raw.fif...\n", " Read a total of 8 projection items:\n", " mag_ssp_upright.fif : PCA-mags-v1 (1 x 306) idle\n", " mag_ssp_upright.fif : PCA-mags-v2 (1 x 306) idle\n", " mag_ssp_upright.fif : PCA-mags-v3 (1 x 306) idle\n", " mag_ssp_upright.fif : PCA-mags-v4 (1 x 306) idle\n", " mag_ssp_upright.fif : PCA-mags-v5 (1 x 306) idle\n", " grad_ssp_upright.fif : PCA-grad-v1 (1 x 306) idle\n", " grad_ssp_upright.fif : PCA-grad-v2 (1 x 306) idle\n", " grad_ssp_upright.fif : PCA-grad-v3 (1 x 306) idle\n", " Range : 16000 ... 557999 = 16.000 ... 557.999 secs\n", "Ready.\n", "Current compensation grade : 0\n" ] } ], "source": [ "raw = mne.io.read_raw_fif(megfiles[0])\n", "\n", "channel_names = [raw.ch_names[i] for i in mne.pick_types(raw.info, meg='grad')]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "pos = mne.channels.layout._auto_topomap_coords(\n", " raw.info, mne.pick_types(raw.info, meg='grad')[0::2]\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the task data" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "643 rest files found.\n", "640 task files found.\n" ] } ], "source": [ "psds = {}\n", "picklelist = {}\n", "ids = {}\n", "# load the task data from pickles\n", "for recording in ['rest', 'task']:\n", " picklelist[recording] = list(pickleroot.glob(pattern='*' + recording + '.pickle'))\n", " print(f'{len(picklelist[recording])} {recording} files found.')\n", " tuplist = [pickle.load(open(f, 'rb')) for f in picklelist[recording]]\n", " tuplist = list(zip(*tuplist))\n", " psds[recording] = list(tuplist[0])\n", " ids[recording] = [file.name[0:8] for file in picklelist[recording]]\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "subject_details = pd.DataFrame.from_csv(camcanroot / 'cc700-scored' / 'participant_data.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Re-do the linear regression for each subject to populate the data structure" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "56f4471902914b5ab06740d932500430" } }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d22f5eeb943b45558167da504ebebe92" } }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5969328f100745d58c5077eba7b36d9d" } }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# re-construct the frequencies that were used to evaluate the PSD:\n", "freqs = np.linspace(2, 24, num=psds['task'][0].shape[-1])\n", "# the frequencies over which the line should be fit:\n", "findices = (freqs > 14) | (freqs < 7)\n", "\n", "summary_data = {'rest': [], 'task': []}\n", "\n", "for name, data in tqdm(psds.items()):\n", " for subject, psd in tqdm(enumerate(data)):\n", " # Do the linear regression\n", " linfits = [scipy.stats.linregress(freqs[findices], np.log10(psd.T[findices, grad]))\n", " for grad in range(psd.shape[0])]\n", " summary_data[name].append(\n", " sub_params(pid=ids[name][subject],\n", " slopes=np.array([l.slope for l in linfits]),\n", " intercepts=np.array([l.intercept for l in linfits]),\n", " rsquared=np.array([l.rvalue**2 for l in linfits]),\n", " age=subject_details.loc[ids[name][subject], 'age'],\n", " gender=1)\n", " )" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true, "scrolled": true }, "outputs": [], "source": [ "bad_elecs = {'rest': [], 'task': []}\n", "\n", "for name, data in summary_data.items():\n", " for p in data:\n", " bads = np.zeros_like(p.rsquared, dtype='bool')\n", " bads = bads | (p.slopes > 0)\n", " bads = bads | (p.intercepts >\n", " p.intercepts.mean() +\n", " 2 * p.intercepts.std())\n", " bads = bads | (p.intercepts <\n", " p.intercepts.mean() -\n", " 2 * p.intercepts.std())\n", " bad_elecs[name].append(bads)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save the data to CSV files" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for recording in list(summary_data.keys()):\n", " outdicts = [{\n", " 'pid': p.pid,\n", " 'removed_elecs': e.sum(),\n", " 'average.slope': p.slopes[~e].mean(),\n", " 'average.intercept': p.intercepts[~e].mean(),\n", " 'average.rsquared': p.rsquared[~e].mean(),\n", " 'age': p.age,\n", " 'sex': p.gender\n", " }\n", " for p, e in zip(summary_data[recording],\n", " bad_elecs[recording])\n", " ]\n", " \n", " with open(csvroot / (recording + '.csv'), 'w+') as f:\n", " pd.DataFrame.from_dict(outdicts).to_csv(f, index=False)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualising data\n", "\n", "Now we're gonna plot the data. First, we define a color scheme:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "a = matplotlib.cm.ScalarMappable(norm=matplotlib.colors.Normalize(vmin=0, vmax=1), cmap='viridis')\n", "\n", "colorscheme = {'rest': 'lightblue',\n", " 'task': 'pink',\n", " 'old': a.to_rgba(0.75),\n", " 'young': a.to_rgba(0.25)}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare resting-state to task" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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j/AngLufcM4G/B96abf8KcK9z7h7g5cBvmNlGqaRfB74/2+/3gJ/e5nhE5CZc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SVaKQKjHu7DtdaUUUgZhaiyRGe5iN1cXFmrNdZoKm2Y1mtUh9JyjdKEniI0RpxpC4wn+2Oa6M9T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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = freqs\n", "plt.figure(figsize=(16, 8))\n", "\n", "# actually plot the spectra\n", "plt.subplot2grid((1, 4), (0, 0), colspan=3)\n", "lines = []\n", "colors = [[1, 0.4, 0.4], [0.4, 0.4, 1]]\n", "labels = ['Task', 'Rest']\n", "for name, data in psds.items():\n", " \n", " pltdata = np.log10(\n", " np.stack([p[~e, :].mean(axis=0) for p, e in zip(data, bad_elecs[name])],\n", " axis=-1)\n", " )\n", " \n", " line = plt.plot(x, np.mean(pltdata, axis=-1),\n", " color=colorscheme[name], label=name.capitalize())\n", " lines.append(line)\n", " \n", " # regression line\n", " linfit = scipy.stats.linregress(freqs[findices], np.mean(pltdata, axis=-1)[findices])\n", " x2 = np.array([freqs.min(), freqs.max()])\n", " y2 = linfit.slope*x2 + linfit.intercept\n", " plt.plot(x2, y2, '-.', color=colorscheme[name])\n", " \n", " plt.fill_between(\n", " x, np.mean(pltdata, axis=-1)-scipy.stats.sem(pltdata, axis=-1),\n", " np.mean(pltdata, axis=-1)+scipy.stats.sem(pltdata, axis=-1),\n", " color=colorscheme[name], alpha=0.3\n", " )\n", " plt.legend()\n", "\n", "# plot the slopes between settings\n", "ax = plt.subplot2grid((1, 4), (0, 3))\n", "plt.title('Slopes across the two conditions')\n", "plt.ylabel('Regression slopes (arb. units)')\n", "\n", "# collect all the average slopes\n", "slopevecs = [[p.slopes[~e].mean() for p, e in zip(data, bad_elecs[name])]\n", " for name, data in summary_data.items()]\n", "# plot the boxes\n", "boxplt = plt.violinplot(slopevecs, showextrema=False, showmeans=True)\n", "# color the boxes appropriately\n", "boxplt['cmeans'].set_color('black')\n", "for b, n in zip(boxplt['bodies'], psds.keys()):\n", " b.set_facecolor(colorscheme[n])\n", " b.set_edgecolor('black')\n", " b.set_linewidth(2)\n", "\n", "if scipy.stats.ttest_ind(*slopevecs).pvalue < 0.001:\n", " plt.text(x=1.4, y=np.max(ax.get_ylim()) - 0.2*np.diff(ax.get_ylim()), s='***')\n", "elif scipy.stats.ttest_ind(*slopevecs).pvalue < 0.01:\n", " plt.text(x=1.4, y=np.max(ax.get_ylim()) - 0.2*np.diff(ax.get_ylim()), s='**')\n", "elif scipy.stats.ttest_ind(*slopevecs).pvalue < 0.05:\n", " plt.text(x=1.4, y=np.max(ax.get_ylim()) - 0.2*np.diff(ax.get_ylim()), s='*')\n", "else:\n", " plt.text(x=1.4, y=np.max(ax.get_ylim()) - 0.2*np.diff(ax.get_ylim()), s='n.d.')\n", "\n", "plt.subplots_adjust(wspace=0.5)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Check if the two correlate" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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i7/Yo3kXH6HBRd4xuCKz9Xz2Y1+DKFXp+Zk6rCnmdPHV6yYqufp6fmQu9ozI6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\nqcP+H2ijEpEyqWeIAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(0.77567850605251365, 4.840995104850859e-129)\n" ] } ], "source": [ "ids = {name: [p.pid for p in data]\n", " for name, data in summary_data.items()}\n", "\n", "coords = [[np.mean(p.slopes[~e]) for p, e in zip(data, bad_elecs[name])\n", " if p.pid in ids['rest'] and p.pid in ids['task']]\n", " for name, data in summary_data.items()]\n", "# x = [np.mean(p.slopes[~e]) for p, e in zip(summary_data['rest'], bad_elecs) if p.pid in restids]\n", "# y = [np.mean(p.slopes[~e]) for p, e in zip(restall_parameters, restbad_elecs) if p.pid in taskids]\n", "\n", "plt.figure(figsize=(12, 8))\n", "plt.scatter(coords[0], coords[1])\n", "plt.xlabel(f'Slope during {list(summary_data.keys())[0]}', fontsize=20)\n", "plt.ylabel(f'Slope during {list(summary_data.keys())[1]}', fontsize=20)\n", "plt.show()\n", "\n", "print(scipy.stats.pearsonr(*coords))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Make a split power spectrum for age groups in `task`" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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llFNYuHAh999/P5/4xCcAuPXWW1m3bh2///3vD+VbtWoV55xzzpTrEwRh5mnc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AkYHonjbiinTgkheLT6wwxlh3ip/xU+q3+aBufWd+l1oRO2QqQKaXaP7GGpdwnN7qabpocriqIo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jIe4W0zRhYIFtKp3CltZX4haNJJD+KpAH7FJKfVYpNU0p5VZKTVVK/Tawc+D8V+/GRIUQQggx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\nIiKDht/vpWjWOEYVZlFWUReVLKc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "recording= 'task'\n", "\n", "ages = np.array([p.age for p in summary_data[recording]])\n", "agesplit = {'young': ages < np.percentile(ages, 25),\n", " 'old': ages > np.percentile(ages, 75)}\n", "\n", "young = ages < np.percentile(ages, 25)\n", "old = ages > np.percentile(ages, 75)\n", "\n", "plt.figure(figsize=(16, 8))\n", "\n", "plt.subplot2grid((1, 4), (0, 0), colspan=3)\n", "legendentries = []\n", "for groupname, group in agesplit.items():\n", " pltdata = np.log10(np.stack([p[~e, :].mean(axis=0)\n", " for p, e, g in zip(psds[recording], bad_elecs[recording], group)\n", " if g],\n", " axis=-1))\n", " plt.fill_between(\n", " freqs,\n", " np.mean(pltdata, axis=-1)-scipy.stats.sem(pltdata, axis=-1),\n", " np.mean(pltdata, axis=-1)+scipy.stats.sem(pltdata, axis=-1),\n", " color=colorscheme[groupname], alpha=0.3\n", " )\n", " legendentries.append(plt.plot(freqs, np.mean(pltdata, axis=-1),\n", " color=colorscheme[groupname],\n", " label=groupname.capitalize()))\n", "\n", "plt.ylabel('Power ($log_{10}(mV^2)$)', fontsize=20)\n", "plt.xlabel('Frequency (Hz)', fontsize=20)\n", "plt.title('Average power spectra for two age groups', fontsize=20)\n", "plt.legend(fontsize=16)\n", "\n", "# plot the slopes between settings\n", "ax = plt.subplot2grid((1, 4), (0, 3))\n", "plt.title('Average slopes', fontsize=20)\n", "plt.ylabel('Regression slopes (arb. units)')\n", "\n", "# collect all the average slopes\n", "slopevecs = [[p.slopes[~e].mean()\n", " for i, (p, e) in enumerate(zip(summary_data[recording], bad_elecs[recording]))\n", " if g[i]]\n", " for groupname, g in agesplit.items()]\n", "# plot the boxes\n", "violins = plt.violinplot(slopevecs, showextrema=False, showmeans=True)\n", "# color the boxes appropriately\n", "for patch, groupname in zip(violins['bodies'], agesplit.keys()):\n", " patch.set_facecolor(colorscheme[groupname])\n", " patch.set_edgecolor('black')\n", " patch.set_alpha(0.3)\n", "# make the mean line black\n", "violins['cmeans'].set_color('black')\n", "\n", "if scipy.stats.ttest_ind(*slopevecs).pvalue < 0.001:\n", " plt.text(x=1.4, y=np.max(ax.get_ylim()) - 0.2*np.diff(ax.get_ylim()), s='***')\n", "elif scipy.stats.ttest_ind(*slopevecs).pvalue < 0.01:\n", " plt.text(x=1.4, y=np.max(ax.get_ylim()) - 0.2*np.diff(ax.get_ylim()), s='**')\n", "elif scipy.stats.ttest_ind(*slopevecs).pvalue < 0.05:\n", " plt.text(x=1.4, y=np.max(ax.get_ylim()) - 0.2*np.diff(ax.get_ylim()), s='*')\n", "else:\n", " plt.text(x=1.4, y=np.max(ax.get_ylim()) - 0.2*np.diff(ax.get_ylim()), s='n.d.')\n", "\n", "plt.subplots_adjust(wspace=0.5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# write the split data to a csv file\n", "outdicts = [\n", " {\n", " **{'pid': p.pid, 'group': 'young' if p.age < np.percentile(ages, 25) else 'old'},\n", " **{str(freq): power for freq, power in zip(freqs, np.log10(psd[~e, :]).mean(axis=0))}\n", " }\n", " for p, e, psd in zip(summary_data[recording], bad_elecs[recording], psds[recording])\n", " if (p.age < np.percentile(ages, 25)) or (p.age > np.percentile(ages, 75))\n", "]\n", "\n", "with open(csvroot / 'agesplit-spectra.csv', 'w+') as f:\n", " pd.DataFrame.from_dict(outdicts).to_csv(f, index=False)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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JPEDQ1ny4bSf1Pj8p7t75yzsvOZX5F15HYV0NdQEfozKycRyDfve3fPISO2rL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\nj5lTsr4pa7+ueg+z9q/l6SE/Oal9A1pCCMGwtAEMSxtw3M6xsmpJUxB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HDYefnmq/n1uyv5YP9hVEVw/pjh3H3O6XFHtArr6rGrakSnpB0HajrtY3dWVnH7G4upabW8rtMT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\nKEgSCZEsDVY98RaDr56E6m3ntlwfqt9LsmKQpJgkqwa2Dr7w/POA5emqe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R58LUZD4HoU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1JTE2I5Gc5G+G2WMnK/nrJxagiOtE/gDQp9F/59K8O07DMfVddNKAslaeK4SI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86jL0kuxD5FVNY0+F205zSEIbkswRHKwq8fjcG0SZ9pEt6BFzdqxKT4ZkcwwPtB13WsfIrSng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\naWGryWzi9LG9ohSVEEIIIYSIlHAWuz4GrAP+BNyglFoJHA5ynNZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(0.32034726701665406, 9.7072295445765612e-17)\n" ] } ], "source": [ "for recording, data in summary_data.items():\n", " x = np.array([p.age for p in data])\n", " y = np.array([np.mean(p.slopes) for p in data])\n", " plt.figure(figsize=(12, 8))\n", " plt.scatter(x, y, c=x)\n", " plot_linfit(x, y)\n", " plt.xlabel(r'Age (Years)', fontsize=20)\n", " plt.ylabel(r'Regression slope ($log_{10}(mV^2) \\times Hz^{-1}$)', fontsize=20)\n", " plt.title(recording.capitalize())\n", " plt.show()\n", " print(scipy.stats.pearsonr(x, y))\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Load the short-term memory data\n", "stm = pd.read_csv(\n", " camcanroot / 'cc700-scored' / 'VSTMcolour' / 'release001' / 'summary' / 'VSTMcolour_summary.txt',\n", " sep='\\t', skiprows=8, index_col=0\n", ")\n", "\n", "with open(csvroot / 'vstm-behavior.csv', 'w+') as f:\n", " stm.to_csv(f)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(-0.066509719757944133, 0.10077311325520133)\n" ] }, { "data": { "image/png": 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NSb63ug2FgTwePPx7/HPVm7y56RNKgoWc0/cojizd87+5SFNYQzd9mNmXgDeB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Uv52BryBEYlLfv0YzUhO47bLj+eOTSxCI9iIpV5wzk1PmTe5zf1+F0rJ6vlhdgtNhY9bM4SQn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\nE+njhe2pW3N0FPspSgRPthVQlN2U3zl7LzA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f6jCmj9pP6WhoTLeidEyuAKaKyHRsRoYe\n2LRffYA3gBeSH6ooyTHGNDijzkeJSIFJsHjLLjAM+FxE3sKGl3ixk/GOADYDp5iYOGMnLjgy6dEF\n9BORA4FKY0wk9/dfgCdE5DNsGM4l2LCThA58hvvYnpQD92NDi5T0KUftp3QgNLxEUTogTuaHq7EO\nSyk2Ddti7ASlv5n4yW7KbkBHCC/JJCKyD3Yi5Vhsruwwtr+vAn8xCVZDdCb2Jcoq0cRGzuI4v8RO\nOv0Gu9rjjDbugqIoSsZQp1tRFEVRFEVRMozGdCuKoiiKoihKhlGnW1EURVEURVEyjDrdiqIoiqIo\nipJh1OlWFEVRFEVRlAyjTreiKIqiKIqiZBh1uhVFURRFURQlw6jTrSiKoiiKoigZRp1uRVEURVEU\nRckw6nQriqIoiqIoSob5f3s/3vtk+b3PAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "recording = 'task'\n", "\n", "ages = np.array([p.age for p in summary_data[recording] if p.pid in stm.index])\n", "slopes = [np.mean(p.slopes[~e])\n", " for p, e in zip(summary_data[recording], bad_elecs[recording])\n", " if p.pid in stm.index]\n", "\n", "x = np.array(slopes)\n", "y = np.array(\n", " [float(stm.loc[p.pid, 'Prcsn_ss3']) for p in summary_data[recording] if p.pid in stm.index]\n", ")\n", "# exclusion params\n", "include = y < 1\n", "\n", "x = x[include]\n", "y = y[include]\n", "c = ages[include]\n", "\n", "print(scipy.stats.pearsonr(x, y))\n", "\n", "plt.figure(figsize=(12, 8))\n", "plt.scatter(x, y, c=c)\n", "plot_linfit(x, y)\n", "plt.ylabel(r'Short term memory performance', fontsize=20)\n", "plt.xlabel(r'Regression slope ($log_{10}(mV^2) \\times Hz^{-1}$)', fontsize=20)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(-0.0075748607959751834, 0.84974013832389983)\n" ] }, { "data": { "image/png": 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GtVm89TEMxYu/nczx/bvhdhm4XQa9uqbx4j0/Ii3pyG/PKKJPNfZ/mEqplcAC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\nQ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MwaN4Ceae0T0hA+KMjMSmXf3sLIG01ZO0dJ0K/z+H3z+fe8n7c5Zu/YRO6feAa/XfUR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\nrA/MLdM/ybwS2BpYivsyN4WkY0re+hXTlGbrheb7Lwg6RRjTQdAPZnYDfsE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "recording = 'task'\n", "\n", "megbehaviorroot = camcanroot / 'cc700-scored' / 'MEG' / 'release001' / 'data'\n", "megmeanrt = []\n", "megmedianrt = []\n", "\n", "ages = []\n", "\n", "rtdicts = []\n", "\n", "for p in summary_data[recording]:\n", " try:\n", " meg_behaviour = pd.read_csv(\n", " megbehaviorroot / p.pid / ('MEG_' + p.pid + '_scored.txt'), sep='\\t'\n", " )\n", " meanrt = meg_behaviour.loc[0, 'mRT_inv_trim']\n", " medianrt = meg_behaviour.loc[0, 'mdnRT_inv_trim']\n", " megmeanrt.append(meanrt)\n", " megmedianrt.append(medianrt)\n", " ages.append(p.age)\n", " rtdicts.append({'pid': p.pid, 'age': p.age,\n", " 'mean.rt': meanrt,\n", " 'median.rt': medianrt})\n", " except:\n", " ages.append(np.nan)\n", " megmeanrt.append(np.nan)\n", " megmedianrt.append(np.nan)\n", "\n", "\n", "\n", "slopes = np.array([np.mean(p.slopes[~e]) for p, e in zip(summary_data[recording], bad_elecs[recording])])\n", "\n", "x = slopes\n", "y = np.array(megmedianrt)\n", "include = (~np.isnan(x) & ~np.isnan(y))\n", "x = x[include]\n", "y = y[include]\n", "c = np.array(ages)[include]\n", "\n", "print(scipy.stats.pearsonr(x, y))\n", "\n", "plt.figure(figsize=(12, 8))\n", "plt.scatter(x, y, c=c)\n", "plot_linfit(x, y)\n", "plt.ylabel(r'Task performance (reaction time)', fontsize=20)\n", "plt.xlabel(r'Regression slope ($log_{10}(mV^2) \\times Hz^{-1}$)', fontsize=20)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "with open(csvroot / 'megbehavior.csv', 'w+') as f:\n", " pd.DataFrame.from_dict(rtdicts).to_csv(f, index=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "# Check if correlations are locally more strong\n", "\n", "\n", "### Costom correlation function for clustering" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# use this function to make a function that correlates with a fixed vector\n", "def corrtest(y):\n", " def correlate_t_transform(y, x):\n", " ts = np.zeros(x.shape[-1])\n", " for sensor in range(x.shape[-1]):\n", " # run the pearson correlation\n", " include = ~np.isnan(y) & ~np.isnan(x[..., sensor])\n", " r, p = scipy.stats.pearsonr(y[include], x[include, sensor])\n", " # t-transorm\n", " ts[sensor] = r / np.sqrt((1 - r**2) / (len(x) - 2))\n", " return ts\n", " return partial(correlate_t_transform, y)\n", "\n", "# use this function for the bootstrap (no p values)\n", "def pearsonr_nop(x, y):\n", " r, _ = scipy.stats.pearsonr(x, y)\n", " return r" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cluster analysis: 1/f noise and age\n", "\n" ] }, { "cell_type": "code", "execution_count": 183, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "51946e15f9e74dcfa1936f4fcae55206" } }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "stat_fun(H1): min=1.685991 max=10.997090\n", "Running initial clustering\n", "Found 1 clusters\n", "Permuting ...\n", "[........................................] 100.00000 | Computing cluster p-values\n", "Done.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2198d23725db4fcbb145b2752b5e1736" } }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "stat_fun(H1): min=-0.010603 max=11.715988\n", "Running initial clustering\n", "Found 1 clusters\n", "Permuting ...\n", "[........................................] 100.00000 | Computing cluster p-values\n", "Done.\n" ] }, { "data": { "image/png": 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wuCoOuWVPimqLsKSSkUbTsUYy2xPls05yXbDMND18wOM5VtD0t87AlALDUh0r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\nK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5DYuB3xT9fD6XSqqti8efDVDAZNC4DVYs5CBgIm7GlSIWTDMSQ370T0g0+R7eqF7/Tj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\nAGwuTKh8aEsBSL6hQggpBTAawOGczzsZIONpOl1H0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POYRhzrsC29zn9ZKI5uPv4D5E80PKlw/51Nm6+oxDcZXhhJsGo3RQAbihRDSQ\nPW/8upQJl9CyNol/nP0qxpy0NYYcOtZSJhlDkWQcykTVJKia4UtxqBLOCalvV2PdNXdnkFX3EkK8\n/6Pd/EaMLYZIWEg5FcC9lTdOY6GKIjBJgEkcsqxZRKJItk8kxDRIjCPENIQkFZLQ8NWdH2D12/X4\n7S37oLymIK8p40ciCmmWwzVEKhgMuxvcRR768dyaB2yZf9FRa3HyhIswaVId5syZhYfm3oRb/q8C\nwPd/Wb0vvJNAnOfK2c/PweuRLb5O4F644xrqU7h72mosm9+KIWNKcNaMAejbSye0SWpmeTXBoME0\nZ1iPRGKSyfr6Tvzz7H9ju7qdULXPSKicIcNly8Qxna+qw8TRHI5XzhmERmh/41M0//25DDRtKyHE\nol7dxCaMLYJIiGgfUuSXCn+zi1J2/IFgZti74Rsx1UhIVi01Ypo0IaZCgYpPZ76NtsXN2P+WvVFQ\nkt8f8n1JRCE91YVJIJKDVMxlQCeTA0YvQWtLu8MPEMerC4f8oGeSqzb8iQTonnR6e4zfPt7zXXXM\nCpw2YRomGSbf/Y/PwFVP1XRzF47rGefWYPTeBbPIxGy5MUmlJzJZt6gNL/3hNew8fU/03aUGGU33\npWQ0yeUvyTpUiapKLlUiNMKa6XOgrm1cLzLZsUKIhl7dyCaKzZ5IiGhrUpR3waiw8voLofSJg5nO\nVUORONVIWFahMA0hSUOIqZCg4fMZ/0X70hYcMOs3KCiULHJwEonXqdodiYQcpo6XQHLIhLjlFzjv\nyBaceNzFliJ5ZO6NuPvZeHe3nxf+qqH3TtcfQiY9HfP7MfNyiPLJ+WNzy55HJZnn5waBeAnFRSQg\nZLmsrwPpasNBJqu+aMKrU/+Dfe44GNGaPpYyyWq6qWMqE19VokngGiE5fznWz3lMiExmvkhndhZC\ndOXczGaCzbr5l4gGkCK/VrTvrwuUAf2hlBVbaQFNJ5lEdj4R26mqB5vpJPK2i0RklutUzUciEoSv\nEslHIgqpNqEQh0IqQtCvp5CGq2+L4pG5N6C0NI5H596Av94WQYQ01xQC79XkbG42z+9cF6Hs95+Y\nZ3JsUzznVKBBgeZaN2JMMebMmYVEIoE5c2ZhxJgShEjLmRRSrYmBW/Mh0iyHtrlszpvqTzHuV4KA\nYjTNMwi9ed/YX2Yaqrbpgx0n74B3LnsNIpGy6oY3tsjqxGk47a3kUEwgMmowWFGMQkMGDSNFfoaI\npF/6nfgPnp4MAAAgAElEQVSpsNkqEiIKkaJ8EN9/r9FaoisqlRah5LA9dbPGcLKaaiQk6wrENGki\nkoqQpGLRw59i7dvLceDt+7iUiDfAzNu8a1ZUpyKRHPO2GeQhEQiXArGXhUOh2PM/NryKYVW9isvr\nUvhmXgdGjy3C1bdFMbBaztmvJx+Jub0nlbOmPoPrp7Rj0bw2jBxbjItvKbac0Na58vhvNKOJ11yv\nOfwipjrJCtkRnKbfR1ZIljKxFQmzmobfvOZDJFoz2Pmv+0ETEjJctkycrCZZjteM6lAlqh6wxjVC\n+yv/Q2r+Uqjrm9uyq9bOFpo2vcc/xCaIzZZIWCh0Z3jo4BP6nH9a4drpN6JiyikI11RYZo0sm34R\nDbKkISxpCEsqFElDRMqi8b1l+OKv7yGZTKKyVu+b0mdQ1EUiTr+ISSLmF9EkBCdpOE0al/pwbeM9\nEojZlOlsJv6xoQnC8YcnMPG4SyxT6tG5N+CR5wrc++WQCPlu6741yL/tujvi8fPpcDBfQtFNGdvU\nyQi512SSSBGeO/klsLSEtu9aUTGyEiMv3xtKvzLLxMn4+Eo0TXe6ah0ZrJp6A/pNPQcNM//WxRPJ\n3wsh/pX/yW+a2CyJhCRpglRUeG/V9GkxtasdDbfdg6qZl0BSBJgkIMkaZNlwqhpqxPSNRCQVCsvi\n9cOfxGXTLsXkyXZ/kd8/tJuredePRJxEwSyHqgqJbNUhGWaL0ydiKRcPiXgJxCQPpyrx2qeZjEBz\nM0drC0dLC0dbq8DSJSr+70nC6tUJ9O0bQ+3YNBgjJBICXAMYA4gBskwoLCQUFRGeeiKDtja3z+KL\nb/qA5O6bgevrNVxal7aUzDWzIqgapNj796BogB6cwcYdc49vRA8+s9eZy6Y6yQrZl0y8PhMnmaS5\ngudPfAOTT6pDXV0dZs+ZjVsfvh3bzDkCaU32VSWqqjtdTTJZf88zkCv6IDxsCBpvvbdDZLNbCyGW\n59bcTRebHZEQ0RgKhT7uf+F5UaWmCh1vvoPM2rXoc/qRINPJKvMcsyYsqwhLKkJMRfMHS/Hepa+5\nxoIpLi3G1A8P7RWJdKdGQqR1a9KY8yFD9QCGiWOQiE0qQDol8M7baXwzX8WCBVksWqiisYEjlRIo\nKWUoK2UoKSWUlDB89WUIdXV/xOTJdZg9exbuvfc6XHQxQzRKkGRAcIBzIJsV6OgU6GgXuPcegXPP\ntY+5/vprkEh2on9/CUOGShhdq2DMGBmjxymoGSyBMYIGwnGHJfMqGdshmk+F5CcZP0Wimypu8gDc\n6qS3ZGJOpopJG8Ry5y5P5/Qd2u/f57ocr6YqyWq6IlEN80ZohOQ3q9B095Oo/Ms0dLz2Lm/752uL\nRTK1zeaUZW2zIhIiKqJweEH50YcPKNhtPIQk0HD7/Sj41fYo3G2cETuiQVFssyYk6/1mwpL+GxJp\nvH7KU4iyMKacNcXVW3biw7vkNWe8JOJVI77EkpdQ3GrESyLZtMBDDyTwwL1dGDpMxrbbKRhTK2P0\naBn9KyXE43quEBMSgKHDGtHiaBEpLY1j6ZIKSN2MJ7pihYrzJmXx9bwOjB1biDmzFfTvL2HFKg1L\nFqtYsEDFvHlZzJunoq2NY6utFGy1jYL770mhtdV9rU+/7WedN6cHcx7Txs9McrbMuNfnEkpvycTZ\nmuOajJacp05+F38wezPPno3bHrkd4+84VCcRLiGtyshyhowqWYFquq9EAucEniWsvfw2lB57KMIj\nh6PproczyYVLnuaJxPG9qtibADarEHkKhe+MbTWuvGDnHQESEGoW6cXLUH720fZwCkz3rFtj0MBO\ncCyThtX//haReBh7XLULbr9yFq6YfgUGjK7A767bqlsSccIkETsGhNuJjJzrPcf3hkQYgNm3dOKz\nTzP4+8OlGDNGMa7hD5Moxo0twpw5syyVMG5sERQX2eS+zMNrFLz6ogIgBs1hStUOZ6gdruDgAwDN\n+BA1NHF8+WUWn3+WQSwWdV1rzNhChIhbL70E4TKHnD16nSQjkbCOYRDggvRjQYD5zC2Vwh3Z2Ji+\nXRhPzJwnc5sKQJdhknFcFoBtfFkFg8YZ9v3rtrj9ilm44oorEI1GMf66PSEzzUrhKBlh85IRKq8n\nQILe/UJIIAko3GtndLz5PiKjRqDs5N+H1v555uFEdJQQ4v/y/Ok2KWw2ioSIDpKKCp8YcPmlBVQQ\nhpAFkvMXov3l19H/irN9zZqwolpO1rCsQqEs3jztKew4aQcM3b0fQo7eu6Yfwwwg8yoRe933VyO6\nKaP1SCQMwLKlKn5/RBNe+Xcf9Oun04cfiXiVhlNdjBtbhDvnKBhWY786rKeRzg1wo76YxGJSqGat\nB55/Lok/TdeQSCQxZmwhbp6lYGCN/c3Kp0D083ictz4OWz3AzFYoLiXi8J/0VpmYrTluNeI2d9Jc\nRobL+PiB+Vjz8XfY/eYDkeUyUpqSV5WoqqQHqGkErSuL1VNvQr9LzoVS0ReZb1fgu1l3t4lsduTm\nEKy2WSgSIionRXm44sQTC1g0AsEEQEDyq/mIbjPaHkmOnGPSeEbGg0DHwu+gdmVQvUs/I46Eu5pu\nmS9xCDSv6sJjFy3FigXNGFxbhlNmVKN/dcgVAg+41QjgbN7N7T9ikogXd87pxBlnFeQlET9ThQEY\nUiPjpRdlAFFLfbA8ioT5dcyzwvYJGgQYyCAVMxkrQRMCEoDDDo/igw/aAArhmuuiMDIvWneZr/la\nA+W0RHnVi34tuAfrcakT7tgnvzL5bkUWc6Z+h6XzWzFkTClOvqkGJQMLHONw2KfigqCQBk6EbU6o\nxbLXlmPVq4tQuV8tZEuN2KqEc2GlpcisW4+O219A+9KVKCwvQ+sLr6LijBMQHjYYRXvsFul4+/2/\nE9GBm/oQF5tFQBopobsLd9wpEhkxDIKgS9WGRuDTeeh4/jW0X3Mvsg1N1h/XJBDJyG5m5qFY8sx8\njDxsJGTJNnes4SQMc8Z8+Z2K5LGLluKMiReitaUNZ0y8EH+/aIXVX8YZfAaYBKETypr6DCYd2YR9\nR63A2Ue2YnV91lIjJpxqBABe/3caRxwR9X0O+UjE2g7KIRFzHTP+KSRBIsqZFJKsfaxjyHE+x/Ul\nAJPrCjH3sSRaWrhvWXzLb6ixnMn4W1nN3o5ntLY+i7OOaMOeI1fhnCNbsa4+4wgE9AT+OeZvn7oO\np02YhtaWNpw+YSr+ftEKV8uZqSAl4q5gtbAC7HbxLvjijo/Au5J2gitHkBozhyZhHB13PI+LTzsL\n7a2tuOyCKZC+WQa1uRmCCZQcckBYKircHcAm7yvZ5ImEiI5hseh+ZYceHAUDwAQECXT97RFcftll\naG9tw8WnnYWuu561x+l15F5lRqVMrm3DmndWoPbIkZYacZo0fukAzIjJFQuaMXnSZMRiMUyaNBnL\n5rdYasQbwQrYvpHrp7ThpOMuRktLO0487mL8+fxEj/dbNUBCY8OGDUXrJBHAViAmEYRJ8Z1MUrH2\n95CJiYwmcMXl7Zh4fBTxEmcAWZ7ydDPp17HjZixSN/5u089P4oTjLkFLSztOOO5iXH1Bl3WMH5ko\n0P+WS+a3YlLO34w7/q7CIg8zgtn84AzYpgzVvx6Er2//wI54JWdycDPaVaB9ySrUGdepmzwZyWQS\nrc+/oifbDsmoOP2kIpLlO4ho4Ab8SX9xbNJEQkTlJMv39D3p5CIKK7oaYYDgKrrWNaCurk7/A06a\njPYlq6wvhZnlykzqLJOGRY98hlFHjkJhqWxVGr+cIs5gM3P74NpSzDEygs2ZMxtDx5TYodg+fWlM\nLJrXjkmT6ozKXIeF8zp6vOettlbwyadZ322aEJavwoTz5bX8Gj4q2iQRP7PGhJNwuttv5k2d6Ozk\nuPyquFWGnlMz5bumUT5PEJ5JJt/M6/A8w3aXYnSSSchUGRAYPqbEEY5v/s2MvxeZcUD6sVZHTOPj\nIpOGnSdvi3UfrkLTJyutPDVWZjUjdJ6RQPGwgZhl1I1Zc2ajaMggpBcsRnrFSggmEKoZgPg+eyuk\nKA8S9dJRtRFi0yaScHhG4fgdQ5HB1caI14Ya+eBjxIrjrj9g8bCBet8aZxpF4w+fbmjDqv8sxVYT\na3MqjZ393a6Y5lcqZESnnjFzAO57fAZKSotx/+MzcO7M/jlKxNshjxHHqLFxV9+SUWNzM62bMF/E\nAw+MYO5jSXz3na5K/LRJd2TihZMQdMMlf11m6J5ANCHwj5dSeP6FFGbdWQpFIdsZC7Km7iCRe9Kv\na5hODlPHxGijNcp8hqPHFuX4sEwycQYLTr2lDA8+PgMlpXE88PhNxt/MdIar1kdCIc3qk+M0cQqK\nZOx26S74+Pr/QiRTVj8cZ1IsiXGUXXAwbnrgb4iXlODG++9G7JyjUHzEfmh9+h8Q0H15xQf8JsIK\nC3YBcHC3D2cjxibbakNE27NI9L1Bl/0xTPEohARAEtB4Gmun34iS4w8Bf+19tC9difiwgSitOwSx\nAcUIyUbwmRGAFpGy+Oiyf6FvbSl2Pnuc1VJj5/nM2p28DJUBOLv9C8tZ6vWHdEciEjjW1Wfwlwu6\nsGheO0aNLcJfb4uiusZ0ovo3/XIucMtNnZj7WAKnn1GAM88sQCRq+ya8cPpN7K+7bZJ4VQYDQaLu\nyIKDQ4CDIys0aBDICt0Vu65BxW/3b8Ltd5dg+x1C4PCGsrudqc77ssvrd0173nlOTRBW1qu4pC6T\ntz+Q3d/G3aKTEVJOa07GiCfJCMkR8WoGpylWC06KK1Yrzn/++iHSCQ3jr9wXKU1BRpOQ1vT+OBlV\ntoLUnNGuPAOsvWIWig87ALGtx4JUQmret2h44O+NIpWu3hQD1TZJIiEixqKxr8oOPGhM0W47Q0iA\nkAWEJND28uvIrlmLikkTetXk2/bJMnw+87845olDEIsIK0FwLpF4O9v1nJTIj0AAWL4TwJ0RraeQ\n+PoVKqbVZTF/XidGjixEeUUSX3yWxXbbh7Dddgq23VZB7RgZFRX6CHt+LTr5yOT7EIkKDZowyYRD\ng0CGc5x6WiuGj5Jx4SVFxgtqJhvyjxlx3pt5xdX1Ki6YnMW8eZ0YO7YQt85WUF0j57T8OMnEeY3u\nmoi9wWteMrH73tjNwlkHqZgkYjYHp7mMVFLg6RNeQu0p26Ny31FIaYoVOp82wubtaFcjZ4nKkPjk\nG7Q++TL6XzEFDDKgAQ13PZBJLV5yI0+lNrmOfZuqaXOCXBwfXLTTThDMaPVjgNbZiY7X30bx0fsD\nTO/KTcawm9YQEw7fiCRUfH3HBxh/3g6IhMnlXDMnpzlj+krsruyaZXc7u7KHSO8i7+zabofA57b8\nAN00iTqaPqfVZTHhuEt15+yJl6K9NYqX/90Hxx4XRVdC4I47urDfPuux3TYNOPaYJtw0swMLFqlQ\nzRgPIRwvogAXQv/9gR4MZyzJ3CeTWL1Gw6QphRaJcBCy5otqTHpmWn2beW8abBPo/MlZHGfc43HH\nXYoLJrv9Qd35TJzrTUK243K4Y5m7uyvA3f/Jiv9xOF/96oZCGiJRwp5//jU+u+19ZBrb9fScRnY9\n0/EqG45Xq8WQCUS3GwVWGEPXB59Y4QplRx0eAudTiah32Zw2ImxyioSI4iQryyvPPrc0PLTapUZa\nnn4BAhrKTz7EShcge/rVmGokKmex+oUvUP/KIhx2328Rk1XXkBGmIrErUW7HO28Gsxw14lAg1j6e\nOBLnr7NvDZDby3eb4Q05Ye7zF1fY5yN9xLr1jRwLF6p44/U0Xn0lhWRSIBIuxPr1CYwdW4g754Qw\npEbOq0oUI23G0hVZHH9eOz7/uh3bjovj0TviGFTNwMGhCYEsNGQFx/JVKn534Ho89HgZhtWGLBLR\njMhPL/z6EJnL44bnhvIvXFKRY96YyKdMzG3cQVZ+ysTsW2MqE12N2PNZIVlh9M5gtbSQ9UA0LiPN\nFXx4/wKseHsVfj37UGRYJMfE0QPV3EFqifn1aLr7KVRdfTGYkACV0Pbiy5m2N//7Cs+kD83/Fmx8\n2PQUCbFLYrVjpMjgGoAMNUKA2taGrvc/QfEhe+lKhOygIPPLYKVRlDRkGlrx9T0f4deX74oQczf1\nWc41B4mEPL/WPNzqw5tMJwQ72Y77q2hPQJ5R4zwvSa3HsThmbKHVIsKh+xI4CGUVEnb9VRiXXxnH\nm+9WoLIyjrq6P6KlpR3HHnspzp2UMXwNblVimismjj+vHUcdqzdPH3XsxZh4XrtrP260El18aRtO\nOb0AI2sVaIKwrJ7jhMO7sPOItTjliE4sq9eQAUPGelmZZXpwY1kzlseMLcy5R62bb52fMvGLN/Eq\nE+fxzjgTpylqKtGQV5E4nK9mk/AOp9QiWhLG13PeR4ipdlyJoYBlSbOy8hHjIAZER9dAihcg+eU8\nCBIACcT32ydEirwXEeUOg7gRY5NSJETUh2R5+cCplxTIFWWWEhGyQPPcZ0DREMomHuCrRiKK3Tkv\nzLL4+NIX0X+rPtj5rLGIsozLNxJmZlYvmyBMKezt/g/kRqi61Uiuc9GJfIOIO/c1X4yV9Sourctg\nwbwO1I4twk2zFAwyQs/zmUYAcr7yxcVxfPB+GQZUykZriFuZxJieTChasyxHHTQtG6CTieFkffYf\nSdx8cyeefakcQtbTFp5weBeOd/T+fXjujfjbMyWOe/b3CzEIrKnP4qK6LBbM67DC66tr3AHYXkPM\n69C193P6SPyViekvyXG6epyvzg5+Tuer6XhNcxntbRzPnvgvbD15V1TsPszyl6RVIxmS4S9RVaND\nn0boeOdrdL7xAfpNPRekEkgldL7zP63p+ec/5On0bnn/qBsZNilFQrJ8WeG225NSXgYYdiWYrkYS\nH3+J+IG/zlEjelZ4/csQMnKxNry5EKmGTmx3Sq0Vmehs2lMcqsJUGF4SCXn3Q65vJWRFSXIoZI/9\n65zywdV93vhyD6qW8ehzMXz6bT88+lwMVdWKy8+Qb/IqmaoBMRx2RBPeei/lq0xMbDvO3Ty99bi4\nRSJcCHzXqOGqq9px1TVxMIVZ6sIvtiMDCRlIdiIhIweI+ZKb6qR/dQiPPhfDF4v74vHnYxhYI7tU\nl583x6nszChYAL1SJr4RsM4+US5fCs+pI+ZofmGmIl7MsMeVu+PTm96G1t6VE1vCrEmvoyCgYMex\nUBubkVm1VlfYBBTuNF5iofBWRLTXD3xVfnZsMkRCRP0AnFu2329j5gMXTEAwga53P0Rsx60hFxeC\nmN7rkjEzgtXhXGUcSKfw9R3/w64X7YJIiOwhNV1+kdycnwqpLhPGVCBOAvGShx6L4G/OOCt/PngJ\ngeeZLNMgz3T9rBAeM3K9Pj73etz/SBhX/iWOC+racMnlbWjt1JA1FEZWcLTxJDp5CvfOieKpJ/Tj\nnnriBtw7J2wpkc40x6lntuDoY6MYv3PIMk00UE58zMixxeCCGV319Q5yTkLJgCEr9Mm8T6v8vYw/\n8aI7MrGXc8nE3OYyd1xq1J9QzKlm+3IM3W8Ivp79nj4CgeR2vJrDfZoNARRiiO2yLRIffWaZN5Al\nlB50UAGFwzM3lSC1TYdIQuEri3bYSZJKSi0vNwgQXEPnOx+icO+dDJXi9Y3YakRmHEvnfoaKrSpQ\nPb7catr1+kVCHhIxfSFOL76TQLzKQyEOBfpk2uzeyYQfmegDXedO3amOLJirRcQ5DahW8PBzBfj0\n23545LkCDKhRsNe+Efzz1T7o6uLYa+/1ePqZhB4Z6yCUgTWEV18swLpl/fHqiwUYWM305l4hcOnl\nbejTh2HSlEJkjGExzTJefmshHpp7I0pK43ho7k24+JZiaCBkhFORdE8o5r2YhAKgR0LJR8zO591T\nzltvvxxXnhiyY4lyWnKYZo0rvON5W2P9l+vQ+MFyqxXHrUqMdBbQu2zEdhqHxKdfGUQCgAGFO2xH\nLBIdBWCfbl+MjQSbRO9fIqoiRTm1dJ/9QhaBGE2+ya8XQiorRnhwpa5ELCIxmnsdaiTb0IYlT3+N\nwx8+2GXSOFtozHlm9p/wylyf7v6Au7eubw9Wjx3PIFwtDEBu1rCcbGFGPo7uwEHdmkwAAKGfO1ZC\nuO7mEnz2UQZXX9WOBx9KYPIfCrDHHmFEwwzMJ0J20eIs/nx1B9av5/j73FIIZiZT1p2pXDD0q1Yw\n6/+i0NDX8jtkzTgQwcDAoUH3zXAww5/E7d66Rhldt28c78xR4vcsnM9aInfPYdc281jidq/hfD2G\noQJCBkiF5PPt1RhZw3uGoaKwQMGv/rgb/nv12/jNw1WQwwV6HeQMzJkLx8hXEh4yAIJzZFevQ7iy\nCoIDTJZQfuBBBeufe+ZWItpqY+8dvGkQSSh8SXz7HWW5OK6bNEZKAEECiU++QMFu2+spAky5SLaE\ndPbwXTj3U4w4ZARKq6JQKOMrTc3hDazWGWjdkohfE6YTdrUz83WQVcH9yCRfwmTnuh5NojyEY5KM\ndQ6DULbeMYynXyzHi8+kMOeOLtRd0IY99whj333DKCtl4FxA04CXXknj9ddSOOOsApx0RgGkkG2O\nOB2YTudl1hEWpwkGiTg0Y52+H7cIRSMOSRA4hDEvwD0miR+h+D13a73Ps2Yk8qZ6ZMR9yYQ7iE4n\nE9X1NwEDOCdoxKASQ80ufdF3q76of2E+an6/A2Ti0BiHyjgYMSvBll5vCdFxI5FatBihqkqQUc6C\nbbZF80v/HMKTyT0BvNntH/0XxkZPJERUQLJyesmv9pAFYKUJAAFCU5H66huUHHuATiCwx6shZ+AZ\ncWitHah/ZTGOfOJQW43kca52RyJmLlWvAnGGezet1yDLhKI4AczuZs/h/iqasRZAbiSmvs7f8jQd\njt0NuJ2XcKwIUbLugwu91ebgo2M47OgoGhs0vPl6Gi+9nEJnp4AkAZJEGDNOxmtvVaCw2G7Gdf5a\ncRgOEnHmUPXekwYOiSiHUEBqt+qEQeSE2/fWh+JVh9ZzNFRJvqFFmUuxGBnWDDKxQu+JQSOGLJMg\nCw1jjxuNt656F4OP2RYSk0BcWL3PietkwjX93kLDqpH6chGwF4yPJIFJDCV7/iba/MpLf0RAJBuM\nEyKDhwi5vNzo3Wv7R1KLlkLu3wdKeRwg7iERI4eFoUiW/d+XqNl3CIr7hn3UiNsv4uxu3h2JOAlk\n3RoNzz+TxMv/SmHlSg1CAIkugXiccObZBTj3D4WA8G91cPo/9GXWqxdDE1K36sSPcLzpDrkjjsVs\nuSmuYDhygowjJxTknF/3ddgBZzaZSJbPw0kiZkYy57Wt68MIbnMQik4iskudgDRbZeUxd34IzHvz\ne9b6tXqRrhFqDpEopEElhgHblEGOSGj+bCWKthtqxZUwI52FcwqPGIS2516z6rbZoFC0w3hqeukf\nvyaiwRtz5vmNmkiIiCgUvqx0j98UOh+uqUpS8xa6MqA5zRoz34hMHBI0rHhpEfa/bT90rW7Dy9M/\nxppvGjGothwTbxyG4hpm+UWssHYzHL4HEmEAFi3M4qSJLdh//zCm/6kIO+0UgiQRVFVg2TINv9t/\nPc4+twDoxgGfL2UgkKtM3MRgR87mPbcP4XDjPBaxGGaEfn6Rk1LRPs4mvKzLlDHiMTwkkhFOM8aZ\nm4Rb9yo5CEVfp6sT/TIcEJJ9z8bLLBmmiqlOAH9Cycmu1gPMHK7mM5d6QSYhqGioT+Ghi1agfkET\nBozug32v3RbhylKMOHg41ry+GGO3H4ws3Em1NLOVhgClfx/wrgR4MgkpFLPKw8JhxMfvTO0fvn8B\ngAu+1838jNjYW232kWKx0ujQ4e4vkeEfSS+rR3jEYIPBTXa32V4yhlFMrmoBASgdGsd/p3+Cc48/\nH60tbThr4hTMvXixEcnok03L0SyYj0RWr9Jw+kktuHx6Ea69rhi77hqGZHRhXbNaw+RJGXAu4ejD\nU6hfYdvVzhBy00mpgZCB3qLhzGqe00JjDX7tbVLNP5lxHGYsh/c8ZquJq+XEaD1xTcJ2rpokkoE7\ncMvbmzYrZKNHrT1ljMkOQ5fs/eAc5Ft2+12MZ+ZsKnb23fFOK+tVHH94AtuP+A4nHN6FFfV24oWe\nVJ87KDBPkiroy49ctBxnTpyC1pY2nHP8Bfj3H78AI4HKbfuiaV4DmKmYHfFDel01J4JcXgK1qcWo\n40Y9B1Cy+x5hAKcTUeEPeot+BmzUREJK6JKyPfctJEbw849kV65BaPBAx3i+Nok4g77Wf7oK/cZX\nIiRxrPmmwcpmNnnSZKxY0AwGbqkRq7I4nKpr67M4+fBOjB+xDscfnsDqFXpHsuZmjlNPbMaZZxfg\nSJ/0h3WTszj5pMvQ3q53QLuwLguzQ5sfiTijLDPW+CpyzqQZX/6McJOCSSw9Ta5zOUjG9aL7kYpF\ndrkkooFs8oC3S75NMOZkl8FNKNZ62CSSFbLrOt5ANqfPyTtdUpfBRCOD2vHHXYLL61J5Ha0m1tRn\nUXfUehwwegmmHNWIhpV6r/4cMnE0Cy93ZMmbPGkyVn/TCAkc5SOL0bmmA1oybbfWGJNd0XVlIpWX\nQm1ugZfflNIyRGuGqgBO/GFv0k+PjZZIiGgQIHYv2np7ZhOI7R/JrlkHuaIcLBbS09Y5/kDMUMWm\nf6Tp8zWoGt8fDAJVo/titpHwaPac2RhcW2opjHxqZPr5SRxvVMaJx12CaXVZMADX/qUdxcUMJ58c\nyyn/ypUqvv66E5Mn2xGe8+d1AvCGbtskYr5U9Ss4LjyqAYfWLsK0o9ZhdX3WTRrWd9D9cnYXZ5I3\n/sSlFGTrpc0Z48URA2IrGPvltpSDqUg8CsXb8S0lFEeHOCeh2MTiPO+qFSrOOrIVe45chdOO6EB9\nvWqRiTfGxglvlO03nix0fi0/117QjpOOuwitLfrvjVPa3DlmLCe7XVeGjCl11auBoyvASCAUYigd\nXor2bxtdH7ccQiFALi+B1twKwPPRJKB0j9+UkBK68Ae/UD8xNloiAZNOKBq7raBwyGZoh38k+10j\nlOWAaskAACAASURBVMoK2+1gykXAViTGH7xzZStKh5SAEcdvr90adz16K0pKi3HvYzfj9JmD4BqD\nxqNGgNzKaBLC1GmFiMUIRxzejLlzE7j3ni5cNK0NB/5uPQ49uAkVFTFXhGft2CLPF16yTBnrRYaE\nmVOaccqEaWhtaccpE6bh5ilNRiyGrUis4K58pNLLqX4FxwVHNuKg0Ysx+cj1WFWfdZlLXlPINL9W\n1muYdGQzDhi9BBcc2YjV9VmH2pAMR6q97FIbPnk+TEJxmTiO3+suaHflt73q/KRLHZkml9Ps0UC+\nGdSA/E3rQG4KzEXz2qy6YcKZewYATp8xAPc9djNKSotx92O34KDrx1rbCvoWIN2U7LnKxyLgKf+c\nRtHBw0CyXElEW/d4ol8AGyWREBGxUOjc+PY7x5wk4oTa2AS5b7nlaNWPy+3DwiDQtbYDhQN087J8\nYAynPjoe1372G0yZW4uKQRFr33yd6ryVccxY/VwDB8l4+LFSHDshijdeT2NFvYatt1Fw1V/ieO/j\nvnjkiTAen3s9SkvjeGzuDbhuVtjVymF++b0vzeL5ra6KvGR+q+VTMM0Ck1icSmR1vYqphpKZelQD\n1tZnAMAiGu9kktbJE/Sv78kTLsINF7RbJOXngzH9N9de0GF9tU+ecBFumdJkN/3C7p5vkYoxv64+\njdkTvsal276J2RO+xrr6tItQnEmFnGbSt/PbcvrvONWRk1RMYskKhqtvi+JRo3vAI3NvwJ9vi+Wo\nF68ze6RPiH9P6DsoggufGI2bPt8TZzy6PcoHxqz6Fy4JI92WsuqTXc/tjx8AUCgEkc74np8YQ/H2\nO4dZOHJ6j4X5BbBREgmAbUiWKyLVg/Ul40k7A9HUxibI/cqN7cJyWpkw5aPamYTQBKLFobwRn8yZ\n2cxh1pi4flbY1Vfl5ln2wFJEhInHx3DXPaX401/iOO6EGLYbHwKTCZU1Ch5/Xu9k9+Bzheg3KGT4\nHWwSMVs5nGQydIw7mfSQMaUuB6zTh+IkFJ0Uphkv9zTMmNJqxW8APh37BMshrW/nt1rn9PpgnI7f\nRfPcL/bi+a22qSbIRSLOY5+85FvLKXnmxCmYe/ESx3bbwZr1kKs7WbP+cptmmNfkct5j3+oQ7n02\njncWDcDdzxajf7XiUiPeoT8B4I+3xh0h/jfi0lviLnPGqUTc4xTljrgIAJHiMLJtSdvJCiu8yFVn\nKRICT6f1UHkfxLfZUYYQJxN1k8LuF8JGVyAAYKHwGcXb7hQmSXd2uBytBtSWVkhlJTlKxevISjcn\nEO0Tc42Fayd0dmd1Z56KYFae6moJc5+P4ovFffHk81GrW7sm3JPZOzVrvajGl9FwWpokYvoHskI2\n5mXXutNmDMR9j89ESWkx7nt8Jk6bUW0pF6cq8BKKHyl4v75OswYAhnle0OFjSmxnplP1eKYRnuOG\njSn1pC+0m4QtPwqXsXJBk8spuXJBk4+fxplMSP89b2Z/PGAka/774zMw9eZSB8G5zTCv49nbyuWc\ngFwzp6pawZxnyvHqwiGY80w5qqpDOXW0u/gdb6CgUqBATfpn/neCFBlQjVYllzNWr//hvv0hFcVl\nAHv2eLKfGRtdHAkRSSQrxxdtM54Ag0AA+8EahMLbOyEVFzqOE57z6CZOqjONUFHI+uP22A8lD5yR\nlFagF9wBZiZ56Pvktsw4m0mtVgnPlxsASgcWYsrcWtf1M0L/4nHDMNEgQQIz4h70yEyTFMw8IMPH\nlFiE4YWpVCbf3BezL5yBK6ZfgWFjSnD+zX0coexkxGvknuOCW8pxyxTzuFKcM7O/yy+i+ytshcCF\n3glvYG0fzJ4z2xqcfWBtH6uMWQAgDRAyFKjIGNVTA6FsUAxXPjXYNdxp1op10eNOzLLq8TE6eoqx\n8cIvspURzxtl3BswmUHL9FwOIkJOlxrPh7Jku11j6996+XQA//nBBfoJsNERCYA95KI4wn37gTvJ\nw/kLQOvohBQvdG/2NqsB0DrTUArDALqvVN6hNHsDv0TETgJxOihdTZkO2987/qydgMddcXUS0QnH\ncg4LDhAzgqQ4/jCzP26fOtNFCrlldp+3f3UY1zw9CMAg114WAeUJw68YFMFfnx4ETdTYTcGGSWPH\nr9h9cEwz7sDrxuGuS2/DFdOvwMDRFTjo+nG6WgCBCab3WbG6G3hTVTLr146I1UnVDLPXt9vRu+b9\ndtedoLfwC6/vCYw4pJAEnu3FoGZEgINIBOXwCOLjtqf1//nnEUQUEkL4O1R+AWx8RMLYIfFx2+tB\nGU5zxtlywzXwRBKsKJpDHIBbdWS7MggVdn+b+XqR+sHX228QCGBHe/oFa3lVSMYhy7lBJvmuYX1p\nhSMvKcFFJn2qI7jyqRpIqLaIsafXx6lY7GOMl89JKD7lMR29XpPGa0aY5hAHIT6gCBMe3sUiTEZG\nMiWhR45muQxulEOBqVIACNmKhtVJxI6ItXoTk6FKhN3D2LwvTdjDfHixoSSj99XxGwzEuH5YAk+r\nebfbJ2KA1k1ZCJCL4lBKytOZpoZfAXjj+5f2p8FGRyQkK0cXjB4XdsUMOZ2tAHhnF1hBDCRJMF8V\nb/S52XqjJrOQo8r37o9hynoArlBs8zzelH69USHOZdMPwIUjBkPYfWxMKc2sl1sfuNvqbyJ01RIi\n1UUmVti7YZ50e48ektA8xzjVi/nKOve1y+w2acznZzp07chTH8UlOLiQDELRM/lDOK/rNBVtn4at\nSv6fvfMOs6Qo2/6vuk+aMznHndkcYXeBJQkskkRAkqBkSSogwRdJKrsEFSUqLgiCgkp4QVRQUVBA\nQbLkvIGNszsbZifnE7rr+6NTdZ8+M7PgKr7XV9fVc/p09/Tprqq++37u56mnhMtU1DB7bx5i6dWl\nCzh+9qmaLdsCKvo4TZ5ogaWRuPloQvqiEBIRiyIzebQUpX8Xz5pf2Pni3w7n/wNJeBFCTNZi8ap4\nfaMv+AxUrQSM3n60ZAF93/8Z/WusCbBKzz+CaFOJq4Y7xRzJEEn8625ztJyg+bQQL5IzN4pTFQed\nh85XpI6GxBQmGsIFFIeNpImMCiZOGQtUvPtTxpgoxQERdQCeAyJGwKTxCZo2gIAzONFbB6xrxroX\nR/tXExE5rMREc3UTRytSAcW5JhVUrG1efJClK3mMxfr9cFD5qCxFs8fjOMMuAGKFEbJDfoBQmXRm\nSxcDt/+evlWtJEtLyHZ0Ei1TzNLAS7Vo2pxY9yv/OAa48CNd5HYonzSvzSGF02abQrMuS6oeG3AF\nV6O3j4JMlsvOtGZ5v/T0s+i75Y/uSdR6zw5niRR4QOIkKwpmH3dKvg6kPuDuGxYvXkEFERcw8Dwz\n3hJT1q2pDDJmxEoiHDIRU3AaBL+b087GLh1G4IXZQzApcq7nZbSSN4hNMdscEDFdAPGPiVFNGgdo\nIDwDnP9eghG3fo9OWERsOmd/eMyNGyMTCOIL1tfHEVeDJVoYJTOYyzScXxv46SNcesZX6evt5dsX\nX8LQPb/xRbUGS6KuERBVQojJ/7KL/JjlEwUkWiJ5fPGsHQtzKtBhJ4AUksyWrQz19nuzvJ93Pr2r\nNvgAxKGP2aE0scKob9tHLQ6AgMdCgnqIGhuimjQjZtTOOB71pn8MAIhzzIiSoTxjBsLUpV+DcIVN\nG0ysa8vv2tzWEow98f2uAyLS+131GG86DS0HOLzrzA8m6r36w/lzAcXE050cF3k+UMkHKMH6Ul3E\nY5WwqUjB6nMFlQWMdA3lGbgn6Vu1wevLF1xA/9r1uT+gPBNC0yiaOksCh4yvFbd/+cQAiRCiwMyk\ndiuYMsM3zsAntjrh8ZvbKaytzpkk3DqPvxEzgxmiyShhZVtdg05xQMRbVwavKSASBAa1c6dsAEk5\nYGJPaaAuWVMJLzf9YOKPl1D0g5BX2HjBJGwsjlNygcsDEZWNuOdR2EjQpHHOYR3r/X/wflUwcdjY\naAxFNSHDQMWJu1EBRY2ZCQMT597Vopp9+YLTwHtxFVUnGO4YQppB9mt5GUumNHl9eckSilsmKP1d\n+uRhp3mLp++Y1BPJE8bRrP+W8knSSHaNVVSn9URBzK24MDABspvaSRy2kOvvvpNFixa7k4Q7Dacy\nD2M4TTQZ9dnd21ryPYijeWZGzKiPbrsBZ4EHImtaD1I2I0kNWX4GE0EkoRONRt3AuaidgNpNXWgC\nWhYNeyJwaWf3CnhyHFPNuYcwr0W++/NnM1OF1lwQGY2NqMxDdXH7fgtLcLW0EqzrN5W2dLOYKeu2\nN8ZEs5USj+nomDiJk/LF3SC8HLKWVqK5+oYqtm9LcSeUd0xnTCLxKNGiGJmeIbTSWCCpEZSceyTX\n32r15YJkAQWnHxd+cuGliku2TMXMpBcIIXQp5Th8y9u3fHKARNP2Sk6cWuCgsNq33WRGgESSbttM\nYs40IvvMozxiokesybDA8MDEbsjMYIZoYTgjCZbxCpLB0aYu9VbMGfVNGASRlKt1CEbS8P4f1/Dm\n3e+R6k+73ictprPXpbsx9cBmKwmz/QxFMTCFPUxeaphYCYmszq/lsKygeDgaOwm+eYPgAX7RVQUR\nNYI1yEa8OtOU77nJmkwpbABUwESa9sBEL++qJjVXfHYymbmAorjINSEtT5Qdb2LKMI+P5wXbFjBx\nwAkscFYVkKDOpgtJUX0RQxt7SZaV+kYAA8Tqyim76gxKMhpbbvgVMp12TRmhaCVOy0kBkWQRekFh\nNjvQOxt4N2+j/pvKJwZI9HjioILmSbpTaT6hVQGX7NZOtEQMvbQQoTSYGoymgklmIE28eHxA4rue\nMd5GPsERZc7YAL121wMgkjY13n+0lVfvfIfSCaUs/N6+lO9QZ/22kGx9t50XvvMca55ez16X7kpR\nadQFE00qU1vYD5SGhoZh0XOVlWAHs43D1g8DDgjz2PjNFH/SIb+71w82nvmT653SRgUTL0OZ5mMn\n1h4nqlVdt5hGMJAvyNicc43XS5MvKE3H9G13ZyCwR6GXTSqjf203ydnN+QfuCYg21pLZuBm54xxE\nyO+om5JNk0Tfsrf25BMAJJ8IjUQIIcxMZpfEhIm5+ogS3SqFJL1uPbFJE1ykduihdR4PTJzPzECK\nWJE1VkJNLfBxihvJ6oCJE1OBE8EpfF6FoDmTygqevvYN3rp3KftcuZADlhxM6ZwGsqZO1rQmny6Z\n3cDBv/o8sdIED5/wJzrXD7rmgRMJ6rISd/E//N58MNr4FiWzmDtC2PV2eCOA/WaK36RxNZyAwAr4\nQGSoN03Xun7fkAJ3vw948ouwzm+pofjqAEF1HE5QnDWC14+/HfPpJWrJN1rcSwTu7S+bWMrAuu6c\ngXvBrH4WkGyx/knInLwkTpECkhOmJrVofL/x9NntXT4pjGSy0CN6pKQsd09AI0mv20BsUhNu+oCQ\njFMeMzHJhpg2YW+fcYfFh1BzXy4QnEF1SuYy/O7MV+/6gM6VvRxy56GIwgQZUyMrc7UDLR5jpwv3\nIllTyMs/ep1DfrivBYbSouwalnYCVoe3WIl0qTmMnbO0ff0Id13cxpoPupk0u5wzbpxAhT0EPhjz\n4X3X7P8d5teXrqJ1aScTZlVy5A9mU9xU7BNYc0waBCODWf589pN0r+rhkJ8cSMMCi4lZbCGXHfhZ\niubFftjsxLRjbdyAOtvUCbIUPxuxs8DbzMRQTBxdjF9y0IUV0+KMk3LbThnbpQmT8kklbHxjJWpQ\nmpfZT4mbaaqh/4kXcmPj1WLvSza2AOwz7ovdjuUTwUiAPRONzSmhCX8gmuvy9dbTrRuJtTSEnsSZ\nfMhatxnJkAUk/4qxFsHimDVggwnCfdO5I3RdF6bllehc0887Dyxn4dX7IAoTmNIDkd4NA7x41mP8\nYb+7ePGsx+jb0I8pBdOOnU37u1vpau33u1Fd80H1rgjXHex4J/LmI5ERfn5RG2eecBE93b2cccJF\n3HXRBp+uY7mq1dHJ3vLgpavclABfPfFCHvnmUgs0TT0HRByTJ2vAk5f+A9kPuq7z3GUv0/bKppy6\nDRNmDTS61g9x38mvcO2CP3PPya/SsX44J3o2Y/pTLvjdxxHv3D7Wpv6On5WMpzgpF9UUFE5QmiYk\nxY3FDLT15biAXa3E7vfRmkqyWzutwXshTEQFmHh1PdLMVgkhKsd9odupfDKARIhdkxOnloTpI2pE\nq0RaeVpb6l2zx6WFyulUGzQ7lCZemEu8VGDJdduFpxNwSpDuqmHtW9anuem4ZVwy/x/cfuLbdKwf\ncplK1hQ8fc2rzDtzLonaEh+IZE2N9777LF8/5Vx6u3v5+inn8s53nrdEw3iMaUdO570HlofEjlgP\nytbWEX58/Af8z7wXuOm4ZWxen8JAc92izpKWEXcx0Fi7tJvzlGH9a5d2BTQe/5JSAuWCKQE2LOvw\ngYi3OCaJ4LXb32Jw5RCXXXgZvT29XP7ty3lh0Suk+lJufQb1HNU8+su33+Hsk75Ob3cvZ5/0dR79\n5gceoAb1GcXsyUidra0j3HLCe24dtbVmlGA6fyzOaO09nhLsM6VNhQxuHkCGjKVRk0DrRQWgaZhD\nQ4GDyGEpQtOIV9T1Awu2+QL/xeUTASRaLLEgXlOf+7S77MRKZmR09SCiEfTSYh8tFAIfVXT/3TQw\nM+a/NETeKWp+D+fTQOOui9bz5RO/4b6l//DNpS5QrH52I+nBLDOOnWXpEIGHrWPFJt+DuXXFJrK2\n2TP1mNms+stqUiOGP4jLfgDUhEFfPvEb3HPxOp+m4uXk8G9rmVXhyzXaPKsyBzRG7OhbFURGzCiN\nM6t8/9s4s9oFEe/3vC7W/t5W3rn3fQb7Br37PP98BvsGeeWWN4BcEVYVgE0paFu2NQBeW30A4gva\nU76beerIqj/hY5duSH9AKwnG1oxVHBNGx+qD8ZIYqc7B/EmgAYQkUl1BtqMrFDyCJVHbVADMHPdF\nbafyiQASKY2Z0Zra8EA0vPXMpi1EG2tHmx7GLZqQmFkTLaqxvSZ0NxUQccrapd2BbOId7r6uVb00\n7l6PpodXe9X0et+DWT293t2XqCqidGIpm9/t9AWhOQ9QkB2sc5mFf3HC8x2gOPa66dz5vz9yc40e\n8YPZbgSuG40rI6QCAXYpM8LB35/H7ff/mNLyUm67fwn7f28nN6gs6KExpKByRgXTPjeFZFHSvc8l\ntyyhsKSQ+Sdb+VccT1S+Ekze3Tiz2geozu8FWYohtdA6ckwcpz3d4QYfgYU4JZhhDyxPXLw0QaYv\nPCcr4DoW9MICzKGxc7wCJGoaCrVofI+PfLH/ovJvARIhRKUQ4stCiD8JITYJId4RQpxi7yuSWaMk\nWlaeq48EhNbM5nYi9dXud1XxBnx2J4CZMdAiH+0W21qznH50P7tP28TJRw2yoXX0YeBOx5s4qzz0\nLQ0w0D5Csjp32gqnzFr0aW6+9yeUlpdy870/Yc7ihb79NfNr2fxmu/17nicjI3U3YVAYsxjNRCls\nLOXU+3Zl0euf5eR7d6ewqcQFDSfCVgWPlBlh2LDWCxpKOeKX+3LOy8dy5C8XkmwstYPs9IAb2Kob\nPaqzz+V7MOWYFr73ve9RUlLCDTdfz2d+upCyiaU+L4c3Obs9+tk+x4HXeOB1+/0/5rPfn+vuDwMU\nwAWTYB21zKpQ/sevlagenA3rslx4jJUg+8JjtrJhXTbUBILRY5GiRTEyg+nRs8kDIh5DjnimHkHW\nopR4RS1o2gKwvJ9CiNuEEMuFEK1CiLuEEIcLIbY9/mEby3b32gghEsALwHvA/cC5wDTgQSHEk0Bj\ntKw8LTQtIkM8J6rQmtncbusjMoeVhOUlMTMmIg+QmE68BXixF0q54utDnHz8ZW62scsvuI5f/X70\n+YkMKTjlxon87OIfsXjxIppmVXHYtTu4+wc7hqldUJcbQ2GXZEMpu9x2pPtAWW81775q5tWy/KEP\nXK+IQ90BPveDOdzxrZtZvHgRE2ZV8vlrZ7pCo3d94Q+Yux4IZQ+OifHVnbNumKSHDbIpAyNlfaZT\nJmbGMivjpXHKJ3veOCEEu5w1n+Z9JmCksjTuXGPdq++e85eypiKO+dXe9rFOhjSrWPEyznUqUbAA\nUuOIH8xy66h5ViUnXD/VvT8dzfLc2B4c9TpuvLCbU0+4xO0LN154Azf8rt4NvstX1FgSsIAkO5DK\ne7xbR4k4ZmqU41TBtaIGmc002V8/j+XFOdqulkOAq+zPr435wx+j/Dvcv98CPpBSHqtsWyeE+AVw\nLfBkvLrOVadDhVawgtE6ukjuuoOyLcTGDBQhBH1t/Tx55ctsWtZO08wqvnD9NBoDeTgNBA5sm1Jj\neWAKisWLF2HK4pzzB99M1RMKOP+BHVwdwXq7W/uiCZ10f9pyVQbAxJvIWvmOXziu3rGGF6561hqz\noVsPgCataM+ixhJOund3NDvKFSAVeCbzAUdY9KkpNQbah+ha3UdPax/d6/oY3DLEcHeKke4RUr0p\nssMZzKxEj+tEEhHrM66jRXX0mIYW1eld08uBN+1P/XxvWLwuJHVzKqz7CwBIkIl49RHyopDCPxwC\nNQBPiWy1z10xoZAz7tvFnY7VSrdguIF8Gia6UNIR2AFrwQz2ixYvwsDzHDoajLNuoNG5fogHLl3N\n+qUdNMysYa/v7IrMmpDHrPWVsSIRlP2RolKkNKNCiEbgJuA0KeUH9u7lQohfAe8LIe6VUr409o9/\ntLJdgUQIMQuLgcwL2f1dYClgxmobEnnDHZRweaOrh0hVeMLn0H/VBdKQvHzFPznv5AvcPKF3XvYj\nLnhgh5zjDam5cRkz7CkonLeQOh/KaFGirn2sxBXomGTRqJtbSft7HUw53HqYzJwAufCHxzkmUZYg\nWhijp22QygmFaMISXo1AjIUZiGlQ84FY9xAS7GUItq7oYf0rm2l/r4P29zow0gblk8spaSmlaEIp\nlfMbSZQniJcliJYUWAmj4jq6pox8VQdNItnwfCvPLHqWo+87jERZ3N0/HgAZz2htlSl5DEXNcYJb\nL2pUrAPc1hADK7YkyEqcuJKpo+TCVfUUQ2F0v750FWedeKHb525dbJlUBVWFPrFcKotT5MgIWoE3\nTUpoLgG7CCHQY4mMMTL0HeCfUspn1P1Sym4hxIXAnUKInaWUY2eh/ghluwGJnTL/DuBqKWVbcL+U\nsk8IcRmwJFJWZtW+TxsJjLeRltdGr7TnGAl0sjAFXOgapmGyefkWn8i2ePEiADeaU/0dy+QxuPLH\nSa7++nUsXryImXOK+e6P/dpGWJLgsOI9MJL6nap5877lCEzAmhhbC/y+739FbjatihkVdCzronxC\nkReoZYIp7LEoIZ0uaK444JEaMln7Qhtrn22j7eWNRIti1O/WQMO+k9jxa3tQ2FCMxJ9syR89C6YE\nw/TAIetetxWO3rR3M5Pe2Mw/rn6Bz9y0H+h+QTUIIB8n1UMQVJyweGu7CiIGptTQhaEE8nmsBGF/\n2ibvBT+sYomdIHvq7DIusHPhqrMKBkXb1oCwu2jxIrSETqKqkLzhbg4zHE55QDKe6rAS+HwRmJ3n\niIeA04CLsKyAf3nZnoxkLtAE3DbKMfcjxK3WIKU8NSas0HhzaBgiEbR4DKd2w5wxvsmxIhpmxqBh\nZr0vc/mEWZU5AUgqGzEQNDZHueuREnSKfcepJfhdF5KMVL9bEY/WqFaonlaKpgs2vdJG3W4TrE5s\n7wsDEyek330wgdq5tWx4aRPTDmq2mZETqemkZPSzkSALMQzB+le3sPzPa2h9dj1Vc6qZsG8Lc768\nC8n6Uld7MaUgZeaGt4cVd2oPu+4jONnOLDDZ+WsLePjY39HzYRc1M8vd4yEXQEYDkjCQHO1YFUx8\n+xCjshKkaX3a+2uaC/heIEF2xucW9rLEORHNE2ZV+vpczdQa2tduJVJSQMb0MxFf4ngpMPsH0JLJ\ncZs40shEgCellCGJTEBKKYUQFwFP8V8IJCYwMNoQZyml1OKJroKJUyyakc9jA5iDQ2iFVuj2aLqI\n760Usx6qXRct4CfXLHEzlx99bThwWzTVGu6lS0lYBvXxxhI45o0KJhEh2et/5vPiTa9y5P316JEo\nzrCzMDAJGxc0+ZDJ/P743zP8jV0oKIrYuoo1MC3seEfvGOpJs/SPq1j2yIfo8QhTD5/G3HN3J1pe\n5ALHiOEPIPP+P5yReA+/poCeCZp17RGscHMtolkmUMwDIxVAVPBQH/og69NELuPKBy6+Y/MM/DPt\nTw2BOgVGTGTt6T8Co4SVEswS543psYL5jvzBbDdbfv3MGuoW1qHVxjFEBBmIIXLAREowM1myW7uI\n1NjeSTvoleBiF3ufxtgD9/oYOxf4Ry7bE0hGgMSYR5lmZaQoV8TMOWx4GK0w13U6GqgIIYgWxYgW\nx/nc3ftRoKdJ6mniIgukrIYU9oA3YYGII7i6OU/ttIzbElegYw19V8HE+i3BxIWNvPvblSz7zVJm\nnbCjDR5WJw+aJt6D6rV/sipJ/S51rP7rGuYcM819u9q1ZP21v0tTsuH1dpb+fiXrX9zIhL0nsMcV\n+1Ixp9Y1WdKmP4Q92MGts3qgohZVwxHCmrBdQ4AJEc10Xb9Ogql4YdTHXkYTVk0pQkFFBYjRGIqz\nzz0+ACY6qhdL2oCi5c3r4qotSsLnXBDxQvKLm4o57p49GTJjDBtR/nDmX5l60k4+xiel8DDB9jJk\nNnWiV5ajRaMwSsSBcNmIgZlNo0VjE/MfDVjP4ihBLB+v/EeBRAgRQYgivbDI57HJPRDk0DBaQWJc\nwWhqiRXHSfelocaCCMfVq7p/1WLlr5C+eICwXJ45WbPsnBQOA3G+B1mCrsFe31jA77/8BBMPnERB\ndREI681tPXT+c3vjNrzzzDh6Oi/f+AqNezRQ3FDk3ocjsvZsHGTt31v54LcriCQiTD1iOjt941NE\nS5J21KkTlq+7nTpratabEn8OETnKQ6umC4xopgIgGqaUVt4UG4wzQ1miyYhdV6Yb8ameJ+zccw3Z\n/wAAIABJREFUzu86iYrylbB9fncwPjDRbPAImjiOwGodjw0sujJ7gOOd8Sd3CsbpOK75rKnTtbqP\nvvV9VO3WQtqpayx9SUqBqZg6mfWbiDbUWr8vhY+NCPUTaz0z1IcWSyD8ExOFlf+7QALUaLHYCLrm\nMwhdUFHMG2kYiEju3CE+tTtAwU0pSNYUMrB5AHNqkfeAOCq70xGEZgttGrqQrnmDI7gFyniFVhVM\nHOqvS5PKSUXs8MXpvPiDlzjwpgPQnEzq7uWr44D8XhCAxj0amHnMdP5w2uPMO20O0USEzEiWVG+a\nDS9tpH/jAM0Lm9n7ir0p37EOiT1o0O7E1rqeAyDuugokSn0Gi2YPSXCBwK4yNNCkk1vEqm9pSjRd\n5JgympChQVzOAxs0Z4JsJBhC7yvqFLkhyZKs79ZcOmhZkLrFSG0wcfQVJylS2PWpIGLaAwbV1Jgm\ngtfveJvpx83F1GMYWauODVPDtOvb9dpIGHl/JYlpUxChIKJ6H6yPdFcHseIK0n2d9Yxe/k8DSbVW\nkLQI3HiYxih0JAgiTilsLKGvbcC3z41adEFEYAhhu/8s88ZjLKbPPh6fPiLdhraGmXtvese7suCM\nWfzx3H/w5P88xT5X7U1BRYH/TRg8pwq0aOxw4hxq59Ww9DfL0WIakUSESEGUnc/dhZqd6pG69aAE\nWYczUNABDWfQoPS9KYVbp2pdysCDmt7cxeabHqfnwzbKpzUy8ZsHUtxUYsW2ONpNHvPDZSXCzGFt\nJsKe1Gp0wA6mObDW1f9RACpP5jXru6eX+MHES4rkXLPzuyqQ+YBEAZGsqbPxvW7a32ln7rcPsIDc\nrnvDMSlNTx+RJoy8t4KSzx6g6CF2eiO7ilxwsddTXVtIVNaQ6mkfawTw/2kgKdDiCa/lR3tGg3Oi\n5inBTlXYWMJAW78yMEsxTQQ+nQTHa6PEG3gaRm4JdnRHGwHbk4EgOAObJixWQkzj8J/szyt3vMsf\nvvQn9r9mH2rm2Xk5xnGrphRUzq5h7yutyFDVRWs4mocCFA4LcTuxzUAG2/pove4Juj9so2xaI3UX\nHUKsrsL+jfyMTwjJphv/wiWnneN6Jm667nbmLDnGpwOobSpsn5LDSlQQUYHDSamYD0zCGYrCTFwa\nGwCVEDAxhacxWQBigYlmh8dbZk+uR0xNiuQkr1LzzqTMCGlT8NptbzL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3/QA9a3pZ/cQa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FZ977IcoXLqt64bG0SU8uH1l9HXqyZGKmPGRdeF1kloUepSZQw+HSXAQvIJr/ndyMp5CJ5H5or7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\nkwghRvw/uLkTh+drJe4ECkX67Y1IvPYSq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rvals = {}\n", "pvals = {}\n", "obs = {}\n", "clusters = {}\n", "cluster_pvs = {}\n", "rcis = {}\n", "\n", "for i, recording in enumerate(['task', 'rest']):\n", " \n", " rvals[recording], pvals[recording], rcis[recording] = [], [], []\n", " \n", " y = np.array([p.age for p in summary_data[recording]])\n", "\n", " # set things up for the cluster analysis\n", " connectivity, ch_names = mne.channels.read_ch_connectivity('neuromag306mag')\n", " obs[recording] = np.zeros((y.size, len(ch_names)))\n", "\n", " for channel in tqdm(range(0, len(summary_data[recording][0].slopes), 2)):\n", "\n", " slopes = np.array(\n", " [np.mean([p.slopes[channel], p.slopes[channel+1]])\n", " if not e[channel] else np.nan\n", " for p, e in zip(summary_data[recording], bad_elecs[recording])]\n", " )\n", "\n", " obs[recording][:, channel//2] = slopes\n", "\n", " # exclude individuals for which this channel was bad\n", " include = ~np.isnan(slopes) & ~np.isnan(y)\n", "\n", " rval, pval = scipy.stats.pearsonr(slopes[include], y[include])\n", " rvals[recording].append(rval)\n", " pvals[recording].append(pval)\n", " \n", " # calculate the confidence intervals for the corr coefficient\n", " \n", "\n", " rvals[recording] = np.array(rvals[recording])\n", " pvals[recording] = np.array(pvals[recording])\n", "\n", " corrt = corrtest(y)\n", "\n", "\n", " _, clusters[recording], cluster_pvs[recording], _ = mne.stats.permutation_cluster_1samp_test(\n", " obs[recording], stat_fun=corrt, connectivity=connectivity, threshold=scipy.stats.t.isf(0.05, len(y)))\n", "\n", "\n", "for recording in ['task', 'rest']:\n", " # plot, with the appropriate masking\n", " mask = np.zeros_like(clusters[recording][0], dtype=bool)\n", " for clust, p in zip(clusters[recording], cluster_pvs[recording]):\n", " if p < 0.05:\n", " mask = mask | clust\n", " im, _ = mne.viz.plot_topomap(\n", " data=rvals[recording], pos=pos, cmap='viridis', mask=mask,\n", " vmin=np.min([rvals['task'].min(), rvals['rest'].min()]),\n", " vmax=np.max([rvals['task'].max(), rvals['rest'].max()]),\n", " show=False)\n", " \n", " ax = plt.gca()\n", " # \n", " plt.title(recording.capitalize())\n", " plt.savefig(str(Path('.') / 'ccn-submission' / 'figures' / ('r-' + recording + '.pdf')),\n", " transparent=True, bbox_inches='tight')\n", " plt.show()\n", "\n", "#\n", "fig = plt.figure(figsize=(4.5, 0.5))\n", "ax = plt.gca()\n", "cbar = plt.colorbar(im, cax = ax, orientation='horizontal')\n", "cbar.set_label('Correlation coefficient (slope, age)', size=14)\n", "plt.savefig(str(Path('.') / 'ccn-submission' / 'figures' / 'r-cbar.pdf'),\n", " transparent=True, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare the correlations across the two tasks" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e5c7e308941846fdb8665717d7bbcf19" } }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "40b4111433ea4547b9e9620a3a884913" } }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# list of indices for the bootstrap\n", "straplist = list(boot.bootstrap.bootstrap_indexes(np.array([p.age for p in summary_data[recording]])))\n", "bootrs = {}\n", "\n", "\n", "\n", "for i, recording in enumerate(['task', 'rest']):\n", " \n", " rvals[recording], pvals[recording], rcis[recording] = [], [], []\n", " bootrs[recording] = np.zeros((len(straplist), len(ch_names)))\n", " \n", " y = np.array([p.age for p in summary_data[recording]])\n", "\n", " # set things up for the cluster analysis\n", " connectivity, ch_names = mne.channels.read_ch_connectivity('neuromag306mag')\n", "\n", " for channel in tqdm(range(0, len(summary_data[recording][0].slopes), 2)):\n", " \n", " # bootstrap the correlation coefficient for this channel\n", " slopes = np.array(\n", " [np.mean([p.slopes[channel], p.slopes[channel+1]])\n", " if not e[channel] else np.nan\n", " for p, e in zip(summary_data[recording], bad_elecs[recording])]\n", " )\n", " \n", " for i, indices in enumerate(straplist):\n", " islopes = slopes[indices]\n", " iy = y[indices]\n", " # exclude NaNs\n", " include = ~np.isnan(islopes) & ~np.isnan(iy)\n", " # run the correlation\n", " rval, _ = scipy.stats.pearsonr(np.random.randislopes[include], iy[include])\n", " bootrs[recording][i, channel//2] = rval\n", " \n" ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [ { "data": { "image/png": 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vyv8xSGRcSsWJ8RJSMUIpRoR8EE4zhjF0PflHdD7yW6hMLahqnWokPzSIoeee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\nAABJRU5ErkJggg==\n", 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# take the difference of each bootstrapped iteration\n", "bootdiff = bootrs['task']-bootrs['rest']\n", "\n", "pvs = np.amin(\n", " np.stack([(bootdiff > 0).mean(axis=0), (bootdiff < 0).mean(axis=0)], axis=-1),\n", " axis=-1\n", ")\n", "\n", "# make a \"mask\" for all the channels that are significant\n", "mask = pvs < 0.05\n", "\n", "im, _ = mne.viz.plot_topomap(\n", " data=bootdiff.mean(axis=0), pos=pos, cmap='viridis', mask=mask,\n", " show=False)\n", "plt.savefig(str(Path('.') / 'ccn-submission' / 'figures' / 'r-difference.pdf'),\n", " transparent=True, bbox_inches='tight')\n", "plt.show()\n", "\n", "fig = plt.figure(figsize=(4.5, 0.5))\n", "ax = plt.gca()\n", "cbar = plt.colorbar(im, cax = ax, orientation='horizontal', ticks=[-0.1, 0, 0.1])\n", "cbar.set_label('Difference in correlation coefficients\\n(Task $-$ Rest)', size=14)\n", "plt.savefig(str(Path('.') / 'ccn-submission' / 'figures' / 'r-difference-cbar.pdf'),\n", " transparent=True, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Topographic analysis: sensorimotor rt & sensorimotor 1/_f_ noise" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2d8181b068224396854e4e2153bfa636" } }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e4ea32cd48f8400b88f5c79666f2a676" } }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "rvals = []\n", "pvals = []\n", "recording = 'task'\n", "\n", "megbehaviorroot = megbehaviorroot = camcanroot / 'cc700-scored' / 'MEG' / 'release001' / 'data'\n", "megfiles = list(megbehaviorroot.glob(pattern='*/*_scored.txt'))\n", "\n", "megdfs = []\n", "for file in tqdm(megfiles):\n", " megdf = pd.read_csv(file, sep='\\t')\n", " \n", " if len(megdf.index == 0):\n", " megdf['CCID'] = pd.Series([file.name[4:12]])\n", " \n", " megdfs.append(megdf)\n", "\n", "\n", "megdata = pd.concat(megdfs)\n", "megdata.set_index('CCID')\n", "megdata.index = megdata['CCID']\n", "\n", "megdata = megdata.drop_duplicates(subset='CCID', keep='first')\n", "\n", "y = np.array(\n", " [megdata.mdnRT_inv_trim[p.pid]\n", " for p in summary_data[recording]\n", " if p.pid in megdata.index]\n", ")\n", "\n", "include = ~np.isnan(y)\n", "\n", "# set things up for the cluster analysis\n", "connectivity, ch_names = mne.channels.read_ch_connectivity('neuromag306mag')\n", "obs = np.zeros((y.size, len(ch_names)))\n", "\n", "for channel in tqdm(range(0, len(summary_data[recording][0].slopes), 2)):\n", " \n", " slopes = np.array(\n", " [np.mean([p.slopes[channel], p.slopes[channel+1]])\n", " if not e[channel] else np.nan\n", " for p, e in zip(summary_data[recording], bad_elecs[recording])\n", " if p.pid in megdata.index]\n", " )\n", " \n", " obs[:, channel//2] = slopes\n", " \n", " # exclude individuals for which this channel was bad\n", " include = ~np.isnan(slopes) & ~np.isnan(y)\n", " \n", " rval, pval = scipy.stats.pearsonr(slopes[include], y[include])\n", " rvals.append(rval)\n", " pvals.append(pval)\n", "\n", "rvals = np.array(rvals)\n", "pvals = np.array(pvals)\n", "\n", "# corrt = corrtest(y)\n", "# T_obs, clusters, cluster_pvs, h = mne.stats.permutation_cluster_1samp_test(\n", "# obs, stat_fun=corrt, connectivity=connectivity, threshold=scipy.stats.t.isf(0.05, len(y))\n", "# )" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "stat_fun(H1): min=-2.416651 max=1.620313\n", "Running initial clustering\n", "Found 1 clusters\n", "Permuting ...\n", "[........................................] 100.00000 | Computing cluster p-values\n", "Done.\n" ] } ], "source": [ "corrt = corrtest(y)\n", "\n", "T_obs, clusters, cluster_pvs, h = mne.stats.permutation_cluster_1samp_test(\n", " obs, stat_fun=corrt, connectivity=connectivity, threshold=scipy.stats.t.isf(0.05, len(y))\n", ")" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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V8+Hk5ITOnXu+GWzS01PRo0dHpKQk48+tW4wzI0IjM/vg92AfkTwXezaPTCJO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\nRcaQEFFkDAkRRfYT3SFuTqZT//kAAAAASUVORK5CYII=\n", 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hCLWkuH2I4R/eT/urz0R1d6O1RIeWVBJCCURCHiKIHKJB5FNJRZHsD1Cd29/N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UhLJihoXXsio1vuoe3ccw0TzuluDkRI2YhlItKaONHopFLV+u75N05uOEbybz6ON5A89KyfkuJQ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\nWztXWRCeG0MG80hEME+oyCUTT7hICs8yaV/6KmLDRyM6YnSBS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# mask = np.zeros_like(clusters[0], dtype=bool)\n", "# for clust, p in zip(clusters, cluster_pvs):\n", "# if p < 0.05:\n", "# mask = mask | clust\n", "\n", "mne.viz.plot_topomap(data=rvals, pos=pos, vmin=-0.2, vmax=0.2, cmap='bwr_r')\n", "mne.viz.plot_topomap(data=pvals, pos=pos, vmin=0, vmax=1, cmap='viridis_r');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Topographic analysis: VSTM & resting 1/_f_ noise" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "stat_fun(H1): min=-2.884205 max=2.811469\n", "Running initial clustering\n", "Found 3 clusters\n", "Permuting ...\n", "[........................................] 100.00000 | Computing cluster p-values\n", "Done.\n" ] } ], "source": [ "rvals = []\n", "pvals = []\n", "recording = 'rest'\n", "\n", "y = np.array(\n", " [float(stm.loc[p.pid, 'Prcsn_ss2'])\n", " for p in summary_data[recording]\n", " if p.pid in stm.index]\n", ")\n", "\n", "\n", "# set things up for the cluster analysis\n", "connectivity, ch_names = mne.channels.read_ch_connectivity('neuromag306mag')\n", "obs = np.zeros((y.size, len(ch_names)))\n", "\n", "for channel in range(0, len(summary_data[recording][0].slopes), 2):\n", " slopes = np.array(\n", " [np.mean((p.slopes[channel], p.slopes[channel+1]))\n", " if not e[channel] else np.nan\n", " for p, e in zip(summary_data[recording], bad_elecs[recording])\n", " if p.pid in stm.index]\n", " )\n", "\n", " include = ~np.isnan(y) & ~np.isnan(slopes)\n", " obs[:, channel//2] = slopes\n", " rval, pval = scipy.stats.pearsonr(slopes[include], y[include])\n", " rvals.append(rval)\n", " pvals.append(pval)\n", "\n", "pvals, rvals = np.array(pvals), np.array(rvals)\n", "# run the cluster analysis\n", "# Do cluster analysis\n", "corrt = corrtest(y)\n", "T_obs, clusters, cluster_pvs, h = mne.stats.permutation_cluster_1samp_test(\n", " obs, stat_fun=corrt, connectivity=connectivity, threshold=scipy.stats.t.isf(0.05, len(y))\n", ")" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0.63483688, 0.49260826, 0.5990631 , 0.9137817 , 0.33795147,\n", " 0.10002403, 0.20018211, 0.42351522, 0.18479596, 0.10329765,\n", " 0.31130264, 0.12541555, 0.30571967, 0.28459687, 0.29674481,\n", " 0.72774158, 0.15672743, 0.43513076, 0.14048002, 0.05620856,\n", " 0.07738012, 0.01171168, 0.11626592, 0.07529134, 0.26598141,\n", " 0.84465004, 0.35188884, 0.37022235, 0.35712962, 0.28125733,\n", " 0.27361949, 0.10737108, 0.29598098, 0.32720496, 0.16095462,\n", " 0.27494932, 0.22200873, 0.02089129, 0.42433003, 0.13313962,\n", " 0.11712669, 0.2104469 , 0.1073702 , 0.0425613 , 0.07941234,\n", " 0.13204227, 0.0297955 , 0.23575768, 0.30216438, 0.18241094,\n", " 0.30880397, 0.78265828, 0.99989757, 0.34380778, 0.24918103,\n", " 0.61466412, 0.85902056, 0.57422141, 0.47092049, 0.18488471,\n", " 0.69653859, 0.62732886, 0.66365019, 0.63591786, 0.31815449,\n", " 0.40551369, 0.31737737, 0.3772492 , 0.84138291, 0.88215201,\n", " 0.18174611, 0.05113032, 0.01463789, 0.09766038, 0.31219153,\n", " 0.09339084, 0.04417132, 0.03682638, 0.02953571, 0.10291297,\n", " 0.73408369, 0.20577372, 0.17935297, 0.0692599 , 0.62311323,\n", " 0.9302807 , 0.07086518, 0.09853648, 0.01690916, 0.00886513,\n", " 0.48059095, 0.72726044, 0.3364001 , 0.70753284, 0.09447095,\n", " 0.41332452, 0.66138372, 0.50734013, 0.16487912, 0.9190434 ,\n", " 0.7000673 , 0.9933798 ])" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pvals" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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KfWro+0qaChNuSmoqxm7ejIyMDOT28UFkWBg6V6uGknnyQEsIrt69a9c2eT4h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\npSqVKlWicqWKngnGg4qD1QoWC5LDQc4M4+vR1as5HhbGlj172H3yJC0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PAAAg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\nz83FpDlz6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I9NgodvzkNxi59hZMvvhM9J12GKQ07Kh+70PY9N3rMOv1p6O2/zQPIsICiQM697NryFPb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\nKaWoUBJhKYRjIxwL4soYQYiueIRDIwSDx/CPDuHtP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GOEwXCAQ+UqFSWRPw0Jvg/8JGse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\ny68slZycAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mask = np.zeros_like(clusters[0], dtype=bool)\n", "for clust, p in zip(clusters, cluster_pvs):\n", " if p < 0.05:\n", " mask = mask | clust\n", "\n", "mne.viz.plot_topomap(data=rvals, pos=pos, vmin=-0.2, vmax=0.2, cmap='bwr_r', mask=mask)\n", "mne.viz.plot_topomap(data=pvals, pos=pos, vmin=0, vmax=1, cmap='viridis_r', mask=mask);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Topographic analysis: motor learning" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "motorlearning = pd.read_csv(\n", " camcanroot / 'cc700-scored' / 'MotorLearning' / 'release001' /\n", " 'summary' / 'MotorLearning_summary.txt',\n", " sep='\\t', skiprows=8, index_col=0\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "recording = 'rest'\n", "# the various behavioural metrics\n", "preexposure = np.array([motorlearning.LatePreExposureTrajectoryErrorSD[p.pid]\n", " for p in summary_data[recording] if p.pid in motorlearning.index])\n", "exposurestart = np.array([motorlearning.EarlyExposureTrajectoryErrorMean[p.pid]\n", " for p in summary_data[recording] if p.pid in motorlearning.index])\n", "exposureend = np.array([motorlearning.LateExposureTrajectoryErrorMean[p.pid]\n", " for p in summary_data[recording] if p.pid in motorlearning.index])\n", "postexposure = np.array([motorlearning.EarlyPostExposureTrajectoryErrorSD[p.pid]\n", " for p in summary_data[recording] if p.pid in motorlearning.index])\n", "\n", "# choose which metric you want to correlate:\n", "y = np.double(postexposure) - np.double(preexposure)\n", "\n", "# set things up for the cluster analysis\n", "connectivity, ch_names = mne.channels.read_ch_connectivity('neuromag306mag')\n", "obs = np.zeros((y.size, len(ch_names)))\n", "\n", "pvals = []\n", "rvals = []\n", "for channel in range(0, len(summary_data[recording][0].slopes), 2):\n", " slopes = np.array(\n", " [np.mean((p.slopes[channel], p.slopes[channel+1]))\n", " for p, e in zip(summary_data[recording], bad_elecs[recording])\n", " if p.pid in motorlearning.index]\n", " )\n", " \n", " obs[:, channel//2] = slopes\n", " rval, pval = scipy.stats.pearsonr(slopes, y)\n", " rvals.append(rval)\n", " pvals.append(pval)\n", "\n", "pvals, rvals = np.array(pvals), np.array(rvals)\n", "# run the cluster analysis\n", "# Do cluster analysis\n", "corrt = corrtest(y)\n", "T_obs, clusters, cluster_pvs, h = mne.stats.permutation_cluster_1samp_test(\n", " obs, stat_fun=corrt, connectivity=connectivity, threshold=scipy.stats.t.isf(0.05, len(y))\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "mask = np.zeros_like(clusters[0])\n", "for cluster, p in zip(clusters, cluster_pvs):\n", " if p < 0.05:\n", " mask = mask | cluster\n", "\n", "mne.viz.plot_topomap(data=rvals, pos=pos, vmin=-0.2, vmax=0.2, cmap='bwr_r', mask=mask)\n", "mne.viz.plot_topomap(data=pvals, pos=pos, vmin=0, vmax=1, cmap='viridis_r');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Topographic analysis: force matching" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "forcematching = pd.read_csv(\n", " camcanroot / 'cc700-scored' / 'ForceMatching' / 'release001' /\n", " 'summary' / 'ForceMatching_summary.txt',\n", " sep='\\t', skiprows=8, index_col=0\n", ")\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "scrolled": false }, "outputs": [], "source": [ "recording = 'rest'\n", "# the various behavioural metrics\n", "fingercomp = np.array([forcematching.FingerOverCompensationSD[p.pid]\n", " for p in summary_data[recording] if p.pid in forcematching.index])\n", "slidercomp = np.array([forcematching.SliderOverCompensationSD[p.pid]\n", " for p in summary_data[recording] if p.pid in forcematching.index])\n", "\n", "# choose which metric you want to correlate:\n", "y = np.double(fingercomp) # - np.double(slidercomp)\n", "include = ~np.isnan(y)\n", "y = y[include]\n", "\n", "pvals = []\n", "rvals = []\n", "for channel in range(0, len(summary_data[recording][0].slopes), 2):\n", " slopes = np.array(\n", " [np.mean((p.slopes[channel], p.slopes[channel+1]))\n", " for p in summary_data[recording]\n", " if p.pid in forcematching.index]\n", " )\n", " \n", " slopes = slopes[include]\n", " rval, pval = scipy.stats.pearsonr(slopes, y)\n", " rvals.append(rval)\n", " pvals.append(1-pval)\n", "\n", "mne.viz.plot_topomap(data=rvals, pos=pos, vmin=-0.2, vmax=0.2, cmap='bwr_r')\n", "mne.viz.plot_topomap(data=pvals, pos=pos, vmin=0.2, vmax=1, cmap='viridis');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Topographic analysis: force matching" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "hoteltask = pd.read_csv(\n", " camcanroot / 'cc700-scored' / 'Hotel' / 'release001' /\n", " 'summary' / 'Hotel_summary.txt',\n", " sep='\\t', skiprows=8, index_col=0\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "recording = 'rest'\n", "# the various behavioural metrics\n", "performance = np.array([hoteltask.Time[p.pid]\n", " for p in summary_data[recording] if p.pid in hoteltask.index])\n", "qc = np.array([hoteltask.QCflag[p.pid]\n", " for p in summary_data[recording] if p.pid in hoteltask.index])\n", "\n", "# choose which metric you want to correlate:\n", "y = np.double(performance) # - np.double(slidercomp)\n", "include = (~np.isnan(y)) & (np.double(qc) == 0)\n", "y = y[include]\n", "\n", "# set things up for the cluster analysis\n", "obs = np.zeros((y.size, len(ch_names)))\n", "connectivity, ch_names = mne.channels.read_ch_connectivity('neuromag306planar', picks=range(0, 204, 2))\n", "\n", "pvals = []\n", "rvals = []\n", "for channel in range(0, len(summary_data[recording][0].slopes), 2):\n", " slopes = np.array(\n", " [np.mean((p.slopes[channel], p.slopes[channel+1]))\n", " for p in summary_data[recording]\n", " if p.pid in hoteltask.index]\n", " )\n", " # take out NaNs\n", " slopes = slopes[include]\n", " # populate data for cluster analysis\n", " obs[:, channel//2] = slopes\n", " rval, pval = scipy.stats.pearsonr(slopes, y)\n", " rvals.append(rval)\n", " pvals.append(pval)\n", "\n", "rvals = np.array(rvals)\n", "pvals = np.array(pvals)\n", "# Do cluster analysis\n", "corrt = corrtest(y)\n", "T_obs, clusters, cluster_pvs, h = mne.stats.permutation_cluster_1samp_test(\n", " obs, stat_fun=corrt, connectivity=connectivity\n", ")\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "mask = np.zeros_like(clusters[0])\n", "for cluster, p in zip(clusters, cluster_pvs):\n", " if p < 0.05:\n", " mask = mask | cluster\n", "\n", "mne.viz.plot_topomap(data=rvals, pos=pos, vmin=-0.2, vmax=0.2, cmap='bwr_r', mask=mask)\n", "mne.viz.plot_topomap(data=pvals, pos=pos, vmin=0, vmax=1, cmap='viridis_r');" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 2 }