{ "cells": [ { "cell_type": "markdown", "id": "61f47308-5d54-4e18-8ab8-76ab66232770", "metadata": {}, "source": [ "# Time-frequency mean-centred analysis\n", "\n", "This tutorial shows the visualization options for time-frequency analysis." ] }, { "cell_type": "markdown", "id": "3599292e-c635-4a68-9abd-7dd237bf4af2", "metadata": {}, "source": [ "## Loading data\n", "\n", "First we will load the raw data and extract epochs." ] }, { "cell_type": "code", "execution_count": 10, "id": "7460b1c3-c10b-4b4c-86d1-439730a17565", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Opening raw data file C:\\Users\\isaac\\mne_data\\MNE-sample-data\\MEG\\sample\\sample_audvis_filt-0-40_raw.fif...\n", " Read a total of 4 projection items:\n", " PCA-v1 (1 x 102) idle\n", " PCA-v2 (1 x 102) idle\n", " PCA-v3 (1 x 102) idle\n", " Average EEG reference (1 x 60) idle\n", " Range : 6450 ... 48149 = 42.956 ... 320.665 secs\n", "Ready.\n", "Finding events on: STI 014\n", "319 events found on stim channel STI 014\n", "Event IDs: [ 1 2 3 4 5 32]\n" ] } ], "source": [ "import numpy as np\n", "import mne\n", "from mne.datasets import sample\n", "from mne.stats import permutation_cluster_test\n", "\n", "data_path = sample.data_path()\n", "meg_path = data_path / \"MEG\" / \"sample\"\n", "raw_fname = meg_path / \"sample_audvis_filt-0-40_raw.fif\"\n", "\n", "raw = mne.io.read_raw_fif(raw_fname)\n", "events = mne.find_events(raw, stim_channel=\"STI 014\")\n", "\n", "# Extract epochs\n", "epochs = mne.Epochs(\n", " raw,\n", " events,\n", " event_id={\n", " \"aud/l\": 1,\n", " \"aud/r\": 2,\n", " \"vis/l\": 3,\n", " \"vis/r\": 4\n", " },\n", " tmin=-1, tmax=2,\n", " picks=['eeg'],\n", " baseline=(None, 0),\n", " preload=True,\n", " verbose=False\n", ")\n", "epochs = epochs.resample(100)" ] }, { "cell_type": "markdown", "id": "010d2eb1-c23f-4e45-bf7e-e8993c76a4d6", "metadata": {}, "source": [ "## Running time-frequency decomposition\n", "\n", "Next, we will perform a time-frequency decomposition via Morlet wavelets." ] }, { "cell_type": "code", "execution_count": 11, "id": "d1eaa197-8a92-4205-b937-828f20574aad", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Applying baseline correction (mode: mean)\n" ] } ], "source": [ "tfr = epochs.compute_tfr(\n", " method=\"morlet\",\n", " freqs=np.exp(np.linspace(np.log(3), np.log(30), 20)), # log space freqs\n", " n_cycles=5,\n", " decim=5,\n", " return_itc=False,\n", " average=False)\n", "tfr = tfr.crop(tmin=-0.2, tmax=0.8)\n", "# Baseline correction: log-transform, then subtract baseline mean\n", "tfr.data = 10*np.log10(tfr.data)\n", "tfr = tfr.apply_baseline(mode=\"mean\", baseline=(None, 0))" ] }, { "cell_type": "markdown", "id": "d8befd25-a0a8-4910-8844-4c47bf3b28c0", "metadata": {}, "source": [ "## Fitting and evaluating mean-centred PLS model\n", "\n", "Next, we will fit a mean-centred PLS model comparing the auditory vs visual trials." ] }, { "cell_type": "code", "execution_count": 12, "id": "4f9d958b-af8a-4131-830c-6a8bc81dfbd1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " array([,\n", " ], dtype=object))" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import mne_plsc\n", "import pandas as pd\n", "\n", "labels = mne_plsc.utils.get_epoch_labels(tfr)\n", "# Collapse left vs right\n", "mapping = {'aud/l': 'Auditory',\n", " 'aud/r': 'Auditory',\n", " 'vis/l': 'Visual',\n", " 'vis/r': 'Visual'}\n", "labels = [mapping[lab] for lab in labels]\n", "res = mne_plsc.fit_mc(tfr,\n", " between=labels,\n", " random_state=123)\n", "res.plot_lv(0)" ] }, { "cell_type": "markdown", "id": "495f95eb-c91e-4c6e-aefb-dd9f2c89f407", "metadata": {}, "source": [ "In the plot above, the left panel shows a pattern of brain saliences over times, frequencies, and channels. It appears to represent increased theta power and reduced alpha power, but we don't yet know about its spatial distribution because the saliences are averaged over channels. The right panel shows us that this pattern is more strongly expressed in response to visual than auditory stimuli. We can assess the significance of this pattern via permutation testing. We will do 100 permutations here for speed, but it would be advisable to do many more for a real analysis." ] }, { "cell_type": "code", "execution_count": 13, "id": "67f86b80-96d9-44d5-85e3-607a739e99ae", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Getting permutations: 100%|███████████████████████████████████████████████████████| 100/100 [00:00<00:00, 30988.58it/s]\n", "Permuting: 100%|█████████████████████████████████████████████████████████████████████| 100/100 [00:03<00:00, 29.22it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " LV index singular value variance explained p value\n", "0 0 166.90936 1.0 0.009901\n", "1 1 0.00000 0.0 NaN\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "res.permute(100)\n", "print(res.summary())" ] }, { "cell_type": "markdown", "id": "92b94ef4-58b0-4a34-8c43-b4054ff879bc", "metadata": {}, "source": [ "## Cluster analysis\n", "\n", "If we want to know where on the scalp theta power increases and alpha power decreases, we need to examine the clusters of strong saliences. To do so, we will first perform bootstrap resampling to estimate the $z$ scores of the brain saliences. For speed, we will only perform 100 bootstrap resamples, but for a real analysis we would do many more." ] }, { "cell_type": "code", "execution_count": 14, "id": "45ef897d-ea8f-4e29-b2d8-84387c1ddfd5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Getting resamples: 100%|███████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 2333.62it/s]\n", "Resampling: 100%|████████████████████████████████████████████████████████████████████| 100/100 [00:06<00:00, 16.35it/s]\n" ] } ], "source": [ "res.bootstrap(100)" ] }, { "cell_type": "markdown", "id": "ad334796-c454-41aa-a189-f524bc9fa072", "metadata": {}, "source": [ "Before cluster analysis, it is necessary to add an adjacency matrix to the data, indicating which channels and times can be part of the same cluster. After adding one, we can find clusters where the absolute $z$ values are above some threshold." ] }, { "cell_type": "code", "execution_count": 15, "id": "0e5c8959-05f2-422a-9fe0-9f69e32936d1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Could not find a adjacency matrix for the data. Computing adjacency based on Delaunay triangulations.\n", "-- number of adjacent vertices : 59\n", "Clustering z-scores\n", "Computing clusters for lv_idx 0...\n", "32 clusters\n" ] } ], "source": [ "res.add_adjacency()\n", "res.cluster(threshold=4)" ] }, { "cell_type": "markdown", "id": "722bba83-84e5-49af-bcd8-f7f777b969be", "metadata": {}, "source": [ "This yields many clusters, but as we can see, there are only two clusters that account for more than 10% of the saliences that are above our threshold:" ] }, { "cell_type": "code", "execution_count": 16, "id": "c36169f6-5a03-4112-86a4-3269f68ecaf3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = res.plot_cluster_sizes(lv_idx=0)\n", "ax.axhline(y=10, c='k', ls=':') # Show 10% line" ] }, { "cell_type": "markdown", "id": "e29d6d14-0863-426b-8d5b-16ac27037cd6", "metadata": {}, "source": [ "Plotting these clusters shows us that they correspond to the frequency bands we visually identified earlier, and shows us that are most strongly represented over occipital sites:" ] }, { "cell_type": "code", "execution_count": 19, "id": "43e70f24-e550-461f-9efb-b17e39041545", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " array([, ],\n", " dtype=object))" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res.plot_cluster(lv_idx=0, cluster_idx=0)\n", "res.plot_cluster(lv_idx=0, cluster_idx=1)" ] }, { "cell_type": "markdown", "id": "4c03aea0-8e60-4bab-9d7d-fe771fdfd540", "metadata": {}, "source": [ "Note that we can also display the temporo-spectral *distribution* of the cluster using `plot_type='distribution'`:" ] }, { "cell_type": "code", "execution_count": 22, "id": "14e7dd0b-f658-4010-a5af-f7dd1da9c576", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " array([, ],\n", " dtype=object))" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res.plot_cluster(lv_idx=0, cluster_idx=0, plot_type='distribution')" ] }, { "cell_type": "markdown", "id": "698c598c-dfc2-49bf-a21d-336f87f6c53a", "metadata": {}, "source": [ "For further analysis, we can extract the actual spectral power data in these clusters. Since we baseline corrected the spectral data before fitting the model, we can see how theta and alpha power differ from baseline in each condition:" ] }, { "cell_type": "code", "execution_count": 18, "id": "fd0155fe-454f-494f-9750-2a7595a87123", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "alpha Axes(0.1,0.15;0.363636x0.75)\n", "theta Axes(0.536364,0.15;0.363636x0.75)\n", "dtype: object" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3j9qXkAYnGkA5CQo+/vhjE/RoEKY3ew2m7rjjDjPPSeCktF+sli1bmn6WtMsCDS62bt2abj3ti0i/Q7tWqFmzpvXhhx9m2B3BY489ZpbrMde06eP4wfZFA0NdV4MwPUcaJLRr187cqP1pdwbanYAeOw3INNDSYCQrgZPuk3ZHod1AaGD2+OOPW6dPnw76GQ0q9DMaIGYlcNLuKRYsWGCCOt1vPQ/azURaem1qNxgaEOrx1H3SYEYDqLNnz/rW02tEg0RdJ+119dNPPwUN7uzAP23/YjbtLuGGG24w17O+NI16Dvz7LVM//vij6ZtJuxXQfdH90y4QtI+ntMeWwAk5LUz/yb3yLQCXS6vztKooWNVFfqPVNdqOSLtryAtaFaqP/qetJg0lWm2r1bVavZr2iTEAuY82TgAum7bPstvD2HSIFu3Th0FhL53+rn333XdNn1gETUD+QOCEkKM3ZCdjp2X2Wf/Gvbh8Os6bjrOnHXhqQ2l9mkobUmsj5LQdEuLitM8q7fxSG4VrA/uMHhBA9rA7kAWcoDsCAJdNuwjQJ6D+3//7f+ZJJ30q77bbbjNPVOkgtsgaPYbaFYH2tj18+HC5/fbbOYTZYNWqVeYpTR3UWI9tTtEnGvUHhPbynlH/UwhdBE5AiNFuCvSVn2g/U9rLdX4Tqk04tZ+lUE17fg+ctAsEbSeY04GTfo+eRwIn96GqDgAAwCECJ+Qb2vOzDmyr435ph3laxXPXXXdlOPaaP22ArJ0wrl+/Xlq0aGE+r70S6xhawWgvzToExJVXXmnGhNNOI9P2cq09Iev3a6PcyMhI06u2tjU5ffp0tu0zgNyh7e/+9re/mf9r3qDtmvTln79o7+yaj+jfuw6XNH/+/KDt+R544AEzHI69no4v6d+OUseaVDoCgP09dikx+Uroo6oO+cb3339vitJ79uxpAhrN0N58800TFG3dutXXe3FGtIdlbZCsvSHrYLuffvqpPPLII6YXb83o/GnbGx1i5KmnnjK9UE+cOFHuvfdeWbt2rW8dHSpCe4XWbWgQp70iaw/P+/btM8sAhA7trVyHnNFG99prvw7jo+xhd7755huZM2eO+fGmPZ7rOHvao/zevXt97fS0l/1mzZr5GpPrZ3W8vb59+5qe2bXtlI4YoMMmjRgxQh566CFfT+r6g06Rr7hAjvcUBTiUnJycbt7q1atNp3YzZszwzdNOBtN2Nti6dWszT3vvtqWkpJgOKcuWLevryM/+rHbUp8tt//jHP8x8/96Qg6VHezvW3pG1E0QAoUU7Xg3Wi7jO0449d+7c6ZunPcvr/FdffdU3r2/fvlZcXFxA7+iqZ8+eVvHixX15xvfff28+qx3lpkW+EvqoqkO+odVr/v0C6XhVNWrUMI04/ccay0h4eLh5fNumJU06ffjwYVOF50+L0HW5zf5VqIOUBkuPPh5+5MgR86tR81kd7R2Ae+ggwvagwqp+/fpm7EY7T9C/ex3PsEuXLub/mh/Yr44dO5qSayf5FPlK6CNwQr6hbYe0eFvbEmnbAS1K16JwHVhUMyUng83ag9Pa7JHX07aTStuZoD5Ob1f32bSIXp++KVWqlBQtWtSkRTsiVE7SAyB0BOtgVPMFO0/QLiI0L9JuBjQv8H/pDzGlP9Iuhnwl9NHGCfnGE088Ie+//75pJ9C8eXPziLu2JdA2T9qYOzvpyOzB2I+Anz9/Xtq3by/Hjh2Tp59+2nTuqEGZNgzVYCq70wMgb10sT7D/5nv16iV9+vQJuq6WUmWGfMUdCJyQb2hv3pohTZo0yTfvzJkz5lee075TtErNv9RJG4Mq7U8lK7S3Zv3s9OnTpXfv3r75eTXmGoDLpz/ELpWWLGmjcQ1+tFrvUr6HfMUdqKpDvvrFl7bTP32KTTMqJ3SstLfeess3ffbsWTOtGZ72ap3VtCj/9Oj/dcBVAKHJ/lHl9MdY2jxBn7LTdk5btmxJt1yr8i72PeQr7kCJE/KNzp07ywcffGCq6OrUqSOrV6+WxYsXOx6yQ9s4TZgwwbRn0rZN2pP1hg0bTJuEiIiILKVFq+a0oah2V6DVc9pIVDNM/zZQAEKL/QPqmWeeMU0ANF/Qxt5OaTcmS5culaZNm0q/fv1MPqXV+dooXPMq/b/SvEMfatF+5LSUSgMp/Qz5ijtQ4oR8Q0tztFrso48+ksGDB0tCQoLJjLRhthPakPM///mPrFu3znR099tvv8lrr71mMris0gz1yy+/NMMljB8/3gyfcNVVV8mMGTMuYc8A5AfaMeVzzz0nGzduNG0Vtb83/5Kii9FOL7U/N20Mrn0+aV9Omm9pwKQ/2vzzD63m1xImHeRav2f58uXkKy4Rpn0S5HUigMulnWTqY8HBitABAMgulDgBAAA4ROAEAADgEIETAACAQ7RxAgAAcIgSJwAAAIcInAAAAByiA8w0dDwiHbpDOy27nO75AWQ/7T3l5MmTprPTAgVC63cfeQvgjvyFwCkNDZoqVqyY0+cHwGXQzk2vvPLKkDqG5C2AO/IXAqc0tKTJPnA6zIZbpaamysKFC6VDhw5ZHo4E+Y9XzmdiYqL5YWP/nYYS8haEIq/kLVnJXwic0rCr5zRocnvgFB0dbfbR7X8MXuC18xmK1ejkLQhFXstbnOQvodVIAAAAIA8ROAEAADhE4AQAAOAQgRMAAIBDBE4AAAAOETgBAAA4ROAEAADgEIETAACAQwROHnT+/HlZvny5rFixwrzrNAAAuDgCJ4+ZM2eO1KhRQ9q3by+TJ0827zqt8wEAQOYInDxEg6M777xT6tWrJytXrpSZM2ead53W+QRPAABkjsDJI7Q6bvDgwdK5c2eZO3euNG3aVKKiosy7Tuv8p556imo7AAAyQeDkEVqytHv3bhk+fLgUKBB42nV62LBhEh8fb9YDAADBETh5REJCgnmvW7du0OX2fHs9AACQHoGTR8TFxZn3LVu2BF1uz7fXAwAA6RE4eUSrVq2kSpUqMm7cOLlw4ULAMp0eP368VK1a1awHAACCI3DyiIIFC8qkSZNk3rx50q1bN1mzZo2cPn3avOu0zn/ppZfMegAAILjwDObDhXr06CGzZ882T9fdeOONvvla0qTzdTkAAMgYgZPHaHDUtWtXWbp0qXz11Vdy6623Stu2bSlpAgDAAQInD9LquNatW8upU6fMO9VzAAA4QxsnAAAAhwicAAAAHCJwAgAAcIjACQAAwCECJwAAAIcInAAAABwicAIAAHCIwAkAAMAhAicAAACHCJwAAAAcInACAABwiMAJAADAjYHTihUrpEuXLlKhQgUJCwuTuXPnBiy/7777zHz/1y233JJn6QUAAO4SUoHTqVOnpEGDBvL6669nuI4GSgkJCb7XzJkzczWNAADAvcIlhNx6663mlZnIyEgpX758rqUJAAB4R0gFTk4sW7ZMypYtKyVLlpSbbrpJnn/+eSldunSG66ekpJiXLTEx0bynpqaal1vZ++bmffQSr5zPUNo/8pbQOVfImFfylqzso6sCJ62m69Gjh1StWlV27dolw4cPNyVUq1evloIFCwb9zPjx42X06NHp5i9cuFCio6PF7RYtWpTXSUA2cvv5TE5OllBB3uLua9Fr3J63ZCV/CbMsy5IQpA2/P//8c+nWrVuG6/z6669SvXp1Wbx4sbRr187xr8KKFSvKkSNHJCYmRtwcWesfQvv27SUiIiKvk4PL5JXzqX+fsbGxcuLEiXz/90ne4u5r0Su8krdkJX9xVYlTWtWqVTMHYefOnRkGTtomSl9p6QXi9ovES/vpFW4/n6G0b+Qt7r4WvcbteYtyun8h9VRdVu3bt0+OHj0qcXFxeZ0UAADgAiFV4pSUlGRKj2zx8fGyYcMGKVWqlHlpW6U77rjDPFWnbZyGDBkiNWrUkI4dO+ZpugEAgDuEVOC0bt06adu2rW960KBB5r1Pnz7y5ptvyqZNm2T69Oly/Phx00lmhw4d5LnnngtaFQcAAODqwKlNmzaSWVv2BQsW5Gp6AACAt4RU4IRLf8Ry+/btAfOSTqfIqs27pGTsOika9b8SuVq1anmiGwYAAC4FgZMHaNDUuHHjoMsmpplev369NGrUKFfSBQBAqCFw8gAtRdKAyN+OhOMyaNZmmXxXPakZVyJgXQAAEByBkwdo1VvaUqQCe45K5MrTUrtuA2lYOeMhaQAAgEf6cQIAAMhOBE4AAAAOETgBAAA4ROAEAADgEIETAACAQwROAAAADhE4AQAAOETgBAAA4BCBEwAAgEMETgAAAA4x5AoAADCSk5PNwPC2pNMpsmrzLikZu06KRkUGHCUd21SH9PIaAicAAGBo0NS4ceN0R2NikOOzfv36dOOgegGBEwAA8JUiaUBk25FwXAbN2iyT76onNeNKpFvXiwicAACAoVVv/qVIBfYclciVp6V23QbSsHJpjhKNwwEAAJzjqToAAACHCJwAAAAcInACAABwiMAJAADAIQInAAAAhwicAAAAHCJwAgAAcIjACQAAwCECJwAAAIcInAAAABwicAIAAHCIwAkAAMAhAicAAACHCJwAAAAcInACAABwiMAJAADAIQInAAAAhwicAAAAHCJwAgAAcIjACQAAwCECJwAAADcGTitWrJAuXbpIhQoVJCwsTObOnRuw3LIsGTFihMTFxUlUVJTcfPPN8ssvv+RZegEAgLuEVOB06tQpadCggbz++utBl0+cOFFeeeUVmTp1qqxdu1aKFCkiHTt2lDNnzuR6WgEAgPuESwi59dZbzSsYLW2aMmWKPPvss9K1a1czb8aMGVKuXDlTMtWzZ89cTi0AAHCbkAqcMhMfHy8HDx401XO24sWLS9OmTWX16tUZBk4pKSnmZUtMTDTvqamp5uVW586d8727eT+9wj6Hbj+XobR/Xs1bvHIteoWX7hWpDvfPNYGTBk1KS5j86bS9LJjx48fL6NGj081fuHChREdHi1v9lqT/hsuaNWtk/5a8Tg2yy6JFi1x9MJOTkyVUeDVv8cq16BVeulckO8xfXBM4Xaphw4bJoEGDAn4VVqxYUTp06CAxMTHiVhv3HhPZvE6aNWsmDSqVyuvkIBt+KemNqn379hIREeHa42mX2oQCr+YtXrkWvcJL94pEh/mLawKn8uXLm/dDhw6Zp+psOt2wYcMMPxcZGWleaekfvJv/6MPDw33vbt5Pr3H7dRtK++bVvMVr++l2XrpXRDjcv5B6qi4zVatWNcHTkiVLAqJHfbquefPmeZo2AADgDiFV4pSUlCQ7d+4MaBC+YcMGKVWqlFSqVEkGDhwozz//vFx11VUmkPr73/9u+nzq1q1bnqYbAAC4Q0gFTuvWrZO2bdv6pu32A3369JFp06bJkCFDTF9PDz30kBw/flxuuOEGmT9/vhQuXDgPUw0AANwipAKnNm3amP6aMqK9iY8ZM8a8AAAAPB04AQDy3yPc27dv900nnU6RVZt3ScnYdVI06n+N42vVquWJbhjgfgROQAjiZoX8QoOmxo0bp5s/Mc30+vXrpVGjRrmWLiCnEDgBIYibFfILLUnSoMi2I+G4DJq1WSbfVU9qxpUIWA9wAwInIARxs0J+odVv/iVJBfYclciVp6V23QbSsHLpPE0bkBMInIAQxM0KAPKGazrABAAAyGkETgAAAA4ROAEAADhE4AQAAOAQgRMAAIBDBE4AAAAOETgBAAA4ROAEAADgEIETAACAQwROAAAADhE4AQAAOETgBAAA4BCBEwAAgEMETgAAAA4ROAEAADhE4AQAAOAQgRMAAIBDBE4AAAAOETgBAAA4ROAEAADgEIETAACAQwROAAAADhE4AQAAOETgBAAA4FC40xUBAID7xB85JadSzgVdtuv3U7738PCMQ4YikeFSNbaIeAGBEwAAHg6a2r607KLrDZ69+aLrLH2qjSeCJwInAAA8yi5pmnJ3Q6lRtmj65adTZN6y1dK5TXMpEhUZdBs7DyfJwE82ZFhq5enAKTU1VWrVqiXz5s2T2rVr51yqAABArtGgqe4VxYPe9w+WEWlUuaRERERwRrLaOFwP2pkzZzhwAADAk7L8VN1jjz0mEyZMkHPnvFEkBwAAcMltnL7//ntZsmSJLFy4UOrVqydFigQ2BJszZ05WNwkAAODOwKlEiRJyxx135ExqAAAA3BQ4vf/++zmTEgAAADf2HK7tmxYvXixvvfWWnDx50sw7cOCAJCUlZXf6AAAAQrfEac+ePXLLLbfI3r17JSUlRdq3by/FihUzDcZ1eurUqTmTUgAAgFALnAYMGCBNmjSRjRs3SunSpX3zu3fvLv369cvu9CEHutB32o2+l7rQBwAgRwKnlStXyqpVq6RQoUIB86tUqSL79++XvDRq1CgZPXp0wLyaNWvK9u3bxUucdqHvpBt9r3ShDwBAjgROFy5ckPPnz6ebv2/fPlNll9euueYa0/7KltmghF7tQt9JN/pe60IfAAAnshxVdOjQQaZMmSJvv/22mQ4LCzONwkeOHCmdOnWSvKaBUvny5fM6Gfm6C31FN/oAAORC4DRp0iTp2LGj1KlTxwy/cs8998gvv/wisbGxMnPmTMlrmpYKFSpI4cKFpXnz5jJ+/HipVKlShutrg3Z92RITE32Bhb5Ckd2ru75ntA/2/IyWO9kG8g+vnK9Q2jc35i1OeOVa9Mr5uti9wk3n3Gnasxw4XXnllaZh+McffyybNm0ypU19+/aVe++9V6KioiQvNW3aVKZNm2baNSUkJJj2Tq1atZItW7ZkWI2ogVXadlFKe0aPjo6WUPSb6RUiXL755hvZE7ymzmfRokWXvQ3kPft8rVmzRvZvEddKTk6WUOHGvMUJr1yLbuE0r8/oXuGm+4XT/CXMsixLXOr48eNSuXJlmTx5sgnunP4qrFixohw5ckRiYmIkFP10IFG6vblG5j7STK6pEJNhZK1/CNqdRLARr51sA/nHxr3H5M531snsfk2kQaVS4lb696ml2ydOnMj3f59uzFuc8Mq16BYXy+svdq9w0/3Caf6S5RInrfZq06aNtG7dWtq2bSvVqlWT/EqHh7n66qtl586dGa4TGRlpXmnpBZLRRZLf2Q3i9f1i+5DRfmZlG8h7XjlfobRvbsxbnPDKtei185XZdRvuknPuNO1Z7jl83Lhxpv2QdnhZo0YN8wuqV69e8s4775j2RfmJViPu2rVL4uLi8jopAADABbJc4qRBkr6UtiNavny5zJs3Tx599NEMuyrILU899ZR06dLFVM/pEDD6pF/BggXlz3/+c56lCQAAuEf4pTag0kZgy5Ytk6VLl8qPP/4odevWNVV4eUn7ktIg6ejRo1KmTBm54YYbTANF/T8AAECuB04tWrQwgVLt2rVNoDR06FC58cYbpWTJkpLX9Ek/AACAnJLlNk46fEmRIkWkVq1a5qUBVH4ImgAAAPJd4KTVYF9//bU0a9ZMFixYIC1btpQrrrjCdISpDcQBAADcKsuBkw6xUr9+fenfv7/Mnj1bvvrqK9O/w6xZs+Thhx/OmVQCAACEYhunH374wTQK15c2ED958qTUq1dPnnjiCdO3EwAAgFtlOXC6/vrr5dprrzVBUr9+/UzD8OLFgw8kCwAA4OnA6dixY64eLgAAAC8JC0+U+MQdUqBw+oHmdODeA+cOyLZj23w9hKcVn5hktuEVWQ6c7KBp/fr1sm3bNvP/OnXqSKNGjbI/dQAAIEdFlFgrw78bl+k6b8x/4yLbaCcincQLshw4HT58WO6++27TY7iOBWcPpqvj1mk/SnQ2CQBA6Eg93lQm3XaPVC8bvMTp22++lZY3tMywxGnX4STp/9Eu8YosB07aCFzHgPvpp59MH05q69at0qdPH/Ok3cyZM3MinQAAIAdY52KkakxNqVM6fXvl1NRUiQ+Pl9qlamc4CO6FMyfEOve7Z85NlgOn+fPny+LFi31Bk11V9/rrr0uHDh2yO30AAACh24+TDuQbLOrUeboMAADArbIcON10000yYMAAOXDggG/e/v375cknn5R27bRxGAAAgDtlOXB67bXXJDExUapUqSLVq1c3r6pVq5p5r776as6kEgAAIBTbOFWsWNH0Hq7tnHTAX6XtnW6++eacSB8AAEDoBk72eHU6Pp2+AAAAvCLLVXVqyZIl0rlzZ19Vnf5fS6AAAADcLMuB0xtvvCG33HKLFCtWzDQS15f2Jt6pUyfTJQEAAIBbZbmqbty4cfLyyy/L448/7punHV+2bNnSLHvssceyO40AAAChWeKkw6toiVNa2vnliRMnsitdAAAAoR843X777fL555+nm/+vf/3LtHUCAABwqyxX1enwKmPHjpVly5ZJ8+bNzbw1a9bIt99+K4MHD5ZXXnkloAoPAADAs4HTu+++KyVLljQD++rLVqJECbPMv8sCAqe8ExaeKPGJO6RA4fSjXdsjXh84d0C2HdsWdMTr+MQksw0AAHAZgVN8fHxWP4I8EFFirQz/btxF13tj/huZbEOH0OmUzSkDAMBjHWAi/0s93lQm3XaPVC+bcYnTt998Ky1vaBm0xGnX4STp/9GuXEgpAAChg8DJpaxzMVI1pqbUKV086PLU1FSJD4+X2qVqS0RERLrlF86cEOvc77mQUgAAQscl9RwOAADgRZQ4AQAciz9ySk6lnMtw+a7fT/negzUDsBWJDJeqsUU48gg5BE4AAMdBU9uXljlad/DszRddZ+lTbQie4M7AadOmTY43WL9+/ctJDwAgn7JLmqbc3VBqZPDgyanTKTJv2Wrp3Ka5FImKDLrOzsNJMvCTDZmWXAEhHTg1bNjQ9MtkWVbQ5fYyfT9//nx2pxEAkI9o0FT3iowfPDlYRqRR5ZJBHzwBPBE40XcTkLdoVwIAIRQ4Va5cOedTAiAo2pUAgAsah+twK3v37pWzZ8+mGwQYQPahXQkAhHDg9Ouvv0r37t1l8+bNAe2e9P+KNk5AzqBdCQCEYAeYAwYMkKpVq8rhw4clOjpafvrpJ1mxYoU0adJEli1z9pgqAACAJ0qcVq9eLV9//bXExsZKgQIFzOuGG26Q8ePHS//+/eXHH3/MmZQCAACEWomTVsUVK1bM/F+DpwMHDvgakO/YsSP7UwgAABCqJU5169aVjRs3muq6pk2bysSJE6VQoULy9ttvS7Vq1XImlQAAAKEYOD377LNy6tR/xyIaM2aMdO7cWVq1aiWlS5eWTz75JCfSCAAAcsDp1P92Wr1l/4kMe4Jf97tI+T1/ZNoTvJdkOXDq2LGj7/81atSQ7du3y7Fjx6RkyZK+J+sAAED+t+v/gp6hczIbWzBcPtj5/UW3VSTSG8PfZmkvtSv9qKgo2bBhg6mys5UqVSon0gYAAHJQh2vKm/fqZYtKVETBdMt3JJwwAzZPurOe1IwLPsyOHTRVjS3iiXOVpcBJxx2qVKlSvu+r6fXXX5cXX3xRDh48KA0aNJBXX31Vrr/++rxOFgAA+UqpIoWk5/WVMlx+7tx/B2KuXqZIhuMTek2Wn6p75plnZPjw4aZ6Lj/SdlaDBg2SkSNHyg8//GACJ61e1H6nAAAALkeWKyRfe+012blzp1SoUMF0QVCkSGDRnAYreWny5MnSr18/uf/++8301KlT5d///re89957MnTo0DxNGwAA8Fjg1LVr13zbCFzHzVu/fr0MGzbMN0876Lz55ptNx53BpKSkmJctMTHR155LX6HILlrV94z2wZ6f0XIn20DonE+n28nvQind5C3uvha9wkvnKtXh/mU5cBo1apTkV0eOHDHtr8qVKxcwX6f16b9gtMfz0aNHp5u/cOFCM6RMKPrNPCQRLt98843sKZr5uosWLbrsbSD/n8+sbie/Sk5OllBB3uLua9Er7HO1Zs0a2b8lr1OTP/KXLAdO2snl999/b/pt8nf8+HFp1KiRGQQ4lGjplLaJ8i9xqlixonTo0EFiYmIkFP10IFFe2rzGDIVzTYWYDCNrvcm2b9/eNPq/lG0gdM6n0+3kd3aJcCggb3H3tegVG/ceE9m8Tpo1ayYNKrn7CXqn+UuWA6fdu3cHfapOi6X37dsneUmHgClYsKAcOnQoYL5Oly//30cu04qMjDSvtPQPPqM/+vwuPDzc936xfchoP7OyDeT/85nV7eRXoZRu8hZ3X4te4aVzFeFw/xwHTl988YXv/wsWLJDixf/3WKIGUkuWLDHDsOQlHfqlcePGJi3dunUz8y5cuGCmH3/88TxNGwAACH2OAyc7ENGG4X369EkXpVWpUkUmTZokeU2r3TR9TZo0MX03TZkyxQwRYz9l5wUX60LfSTf6XutCHwCAbA2ctORGaamStnHSarH86O6775bff/9dRowYYTrAbNiwocyfPz9dg3E3c9aFvrNu9L3ShT4AAE5k+a4YHx8v+Z1Wy3m5au5iXeg77UbfS13oAwCQI4FT//79zeC++h6sY0ytGkP+7kJf0Y0+AAC5MOTKZ599Ji1btkw3v0WLFjJ79uxLSAIAAIBLS5yOHj0a8ESdTfs80g4oAQDuFRaeKPGJO6RA4aIZlmYfOHdAth3b5nuUPa34xCSzHcATgZNW02lj67RtiL766ivTOSYAwL0iSqyV4d+Nu+h6b8x/4yLbaScinbIxZUA+DZz0cX8NmvTJtZtuusnM036StCsC2jcBgLulHm8qk267xzx8klGJ07fffCstb2iZYYmTPvnb/6NdOZxSIJ8ETg888IDpJXzs2LHy3HPPmXnah9Obb74pvXv3zok0AgDyCetcjFSNqSl1ShfPcPif+PB4qV2qdoY9MV84c0Ksc7/ncEqBnHFJnfQ88sgj5qWlTlFRUVK0KKM0AgAA98vyU3V2UezixYtlzpw5YlmWmXfgwAFJSqK3aQAA4F5ZLnHas2eP3HLLLbJ3715TZaejsRcrVkwmTJhgpqdOnZozKQUAAAi1EqcBAwaYceD++OMPU01n6969u2kkDgAA4FZZLnFauXKlrFq1SgoVKhQwXxuI79+/PzvTBgAAENolTjrY7/nz59PN37dvn6myAwAAcKssB04dOnQI6K8pLCzMNAofOXKkdOpEZ2YAAMC9slxVpx1dduzYUerUqSNnzpyRe+65R3755ReJjY2VmTNn5kwqAY9jmAsACNHA6corr5SNGzfKxx9/LJs2bTKlTX379pV77703oLE4gOzDMBcAEMIdYGo3+r169cr+1AAIimEuACCEA6cdO3bIq6++Ktu2bTPTtWvXNuPX1apVK7vTB4BhLgAgdBuHf/bZZ1K3bl1Zv369NGjQwLx++OEHqVevnlkGAADgVlkucRoyZIgMGzZMxowZEzBfn6rTZXfccUd2pg8AACB0S5wSEhKkd+/e6eZrmyddBgAA4FZZDpzatGljeg9P65tvvpFWrVplV7oAAABCv6ru9ttvl6efftq0cWrWrJmZt2bNGpk1a5aMHj1avvjii4B1AQAAPBs4Pfroo+b9jTfeMK9gy+wexYMNzQIAAOCZwEnHqgMAAPCiLLdxAgAA8CrHgdPq1atl3rx5AfNmzJghVatWlbJly8pDDz0kKSkpOZFGAACA0AqctN+mn376yTe9efNmM0bdzTffLEOHDpUvv/xSxo8fn1PpBAAACJ3AacOGDdKuXTvftA7y27RpU3nnnXdk0KBB8sorr8inn36aU+kEAAAIncDpjz/+kHLlyvmmly9fLrfeeqtv+rrrrpPffvst+1MIAAAQaoGTBk3x8fHm/2fPnjXj09n9OKmTJ09KREREzqQSAAAglAKnTp06mbZM2mu4jlUXHR0d0FP4pk2bpHr16jmVTgAAgNDpx+m5556THj16SOvWraVo0aIyffp0KVSokG/5e++9Jx06dMipdAIAAIRO4BQbGysrVqyQEydOmMCpYMGCAct1yBWdDwAA4FZZ7jm8ePHiQeeXKlUqO9IDAMinTqf+dxitLftPZLjOqdMpsu53kfJ7/pAiUZFB19l5OCnH0gjku8AJAOBNu/4v4Bk6Z/NF1gyXD3Z+f9HtFYnkFoTQw1ULAHCkwzXlzXv1skUlKiKwuYZtR8IJGTx7s0y6s57UjAteQ2EHTVVji3DkEXIInAAAjpQqUkh6Xl8p03XOnTtn3quXKSJ1r8g4cAJCFYP8AgAAOETgBAAA4BCBEwAAgBcDpypVqkhYWFjA64UXXsjrZAEAAJdwXePwMWPGSL9+/XzTxYoVy9P0AAAA93Bd4KSBUvny/31kFnADOh0EgPzDdYGTVs3puHqVKlWSe+65R5588kkJD894N1NSUszLlpiYaN5TU1PNy63sR4b13c376QY/J5zI1k4HIwtaIXvOQynd5C3kLW7gpXtFqsP9c1Xg1L9/f2nUqJEZ/mXVqlUybNgwSUhIkMmTJ2f4mfHjx8vo0aPTzV+4cKFER0eLW/1mOgAOlzVr1sj+LXmdGmQqVaRntTApG2VJoQxaJR46LfLBznD5S41zUi4q401FFhTZuna5bA3RQ56cnCyhgryFvMUNvHSvSHaYv4RZlmVJPjZ06FCZMGFCputs27ZNatWqlW7+e++9J3/9618lKSlJIiMjHf8qrFixohw5ckRiYmLErTbuPSZ3vrNOZvdrIg0qMc5gqPPK+dS/Tx1wXAcbz+9/n+Qt7r4WvcIreUtW8pd8X+I0ePBgue+++zJdp1q1akHnN23a1BQv7t69W2rWrBl0HQ2oggVVERER5uVWdvWlvrt5P73CK+czlPaNvMXd16JXeCVvUU73L98HTmXKlDGvS7FhwwYpUKCAlC1bNtvTBQAAvCffB05OrV69WtauXStt27Y1T9bptDYM79Wrl5QsWTKvkwcAAFzANYGTFot//PHHMmrUKNO2oGrVqiZwGjRoUF4nDQAAuIRrAid9mk5b/QMAAOQUVw25AgAAkJMInAAAABwicAIAAHCIwAkAAMAhAicAAACvPVWHzMff2b59e8C8HQnHJeXgTtm2JUouHC3hm69D17h5jD4AAC4HgZMHaNDUuHHjoMvumR44vX79etO1AwAASI/AyQO0FEkDIn9Jp1Pk30tXy21tm0vRqP+N1RdssGQAAPBfBE4eoFVvaUuRUlNT5Y8jh6X59U1cP3AjAADZhcbhAAAADhE4AQAAOETgBAAA4BCBEwAAgEMETgAAAA4ROAEAADhE4AQAAOAQgRMAAIBDdIAJAACCjm2a0bimXh7blMAJAABkOrZp2nFNvTy2KYETAAAIOrZpRuOaenlsUwInAAAQdGxTxjVNj8bhAAAADhE4AQAAOETgBAAA4BCBEwAAgEMETgAAAA4ROAEAADhE4AQAAOAQgRMAAIBDBE4AAAAOETgBAAA4ROAEAADgEIETAAAAgRMAAED2osQJAADAIQInAAAAhwicAAAAHCJwAgAAcIjACQAAwCECJwAAAIcInAAAANwWOI0dO1ZatGgh0dHRUqJEiaDr7N27V2677TazTtmyZeVvf/ubnDt3LtfTCgAA3ClcQsTZs2flrrvukubNm8u7776bbvn58+dN0FS+fHlZtWqVJCQkSO/evSUiIkLGjRuXJ2kGAADuEjKB0+jRo837tGnTgi5fuHChbN26VRYvXizlypWThg0bynPPPSdPP/20jBo1SgoVKpTLKQYA90tOTpbt27f7pnckHJeUgztl25YouXD0f7UDtWrVMrUBCB1aILF8+XJZsWKFFClSRNq2bSsFCxYUrwuZwOliVq9eLfXq1TNBk61jx47yyCOPyE8//STXXntt0M+lpKSYly0xMdG8p6ammpdb2fvm5n30ErtKWt/dfE5Dad+8krds2bJFmjZtmm7+PdMDp9euXZthPoz85/PPPzcFD7t37zbTkydPlipVqsiECROke/fu4kZO/y5dEzgdPHgwIGhS9rQuy8j48eN9pVlpS7C88Oto0aJFeZ0EZIPfkvTfcFmzZo3s3+Lu0o1Q4ZW8RYPDSZMm+aZTL4gcOyNSqrBIhF8rWr0BaxMKhEZBxMSJE6VJkyam8KFSpUqmDfHs2bOlZ8+eMmTIENNsxqv5S5hlWZbkkaFDh5roNTPbtm0zRbw2raobOHCgHD9+PGC9hx56SPbs2SMLFiwIOAhavPif//xHbr31Vse/CitWrChHjhyRmJgYcSuNrDVoat++vWkHhtC2ce8xufOddTK7XxNpUKmUuJX+fcbGxsqJEyfy/d8neQt5SyjS6rnatWvLNddcI5999pmZtu8VWk13xx13mGYx+nJbtZ3T/CVPS5wGDx4s9913X6brVKtWzdG2tFH4d999FzDv0KFDvmUZiYyMNK+0NJjwQkDhlf10u/DwcN+7m89nKO0beQt5Syj69ttvTengzJkzzTVsV1/Z94pnnnnGPOGupdtt2rQRL+YveRo4lSlTxryygxYbapcFhw8fNl0RKI2SNWqsU6dOtnwHAABuZlen1q1bN+jyuv8338vVriHTj5PWr27YsMG8a9Gh/l9fSUmmcYd06NDBBEh/+ctfZOPGjabK7tlnn5XHHnssaIkSAAAIFBcX52v0H8yW/5tvr+dFIRM4jRgxwjyRMXLkSBMs6f/1tW7dOrNc61rnzZtn3rX0qVevXqYfpzFjxuR10gEACAmtWrUyT89p/4cXLlwIWKbT48ePl6pVq5r1vCpknqrTRuEZ9eFkq1y5smkIDgAAsk4LH/QpyTvvvFO6detmRuA4ffq0adP04osvmgIKfbrObQ3DXRk4AQCAnNejRw8THOkDXDfeeKNvvpY0zZ492yz3MgInAAAQQIOjrl27ytKlS+Wrr74yXfrQc/h/ETgBAIB0tDqudevWcurUKfPu5eq5kGwcDgAAkNcInAAAABwicAIAAHCIwAkAAMAhAicAAACHCJwAAAAcInACAABwiMAJAADAIQInAAAAhwicAAAAHCJwAgAAcIjACQAAwCECJwAAAIcInAAAABwicAIAAHCIwAkAAMAhAicAAACHCJwAAAAcInACAABwiMAJAADAoXCnKwLIP5KTk2X79u2+6R0JxyXl4E7ZtiVKLhwt4Ztfq1YtiY6OzqNUAoD7EDgBIUiDpsaNG6ebf8/0wOn169dLo0aNci9hAOByBE5ACNKSJA2KbEmnU+TfS1fLbW2bS9GoyID1AADZh8AJCEFa/eZfkpSamip/HDksza9vIhEREXmaNgBwMxqHAwAAOETgBAAA4BCBEwAAgEMETgAAAA4ROAEAADhE4AQAAOAQgRMAAIBDBE5AiDt//rwsX75cVqxYYd51GgCQMwicgBA2Z84cqVGjhrRv314mT55s3nVa5wMAsh+BExCiNDi68847pV69erJy5UqZOXOmeddpnU/wBADZj8AJCEFaHTd48GDp3LmzzJ07V5o2bSpRUVHmXad1/lNPPUW1HQBkMwInIARpydLu3btl+PDhUqBA4J+xTg8bNkzi4+PNegCA7EPgBISghIQE8163bt2gy+359noAgOxB4ASEoLi4OPO+ZcuWoMvt+fZ6AACPBU5jx46VFi1aSHR0tJQoUSLoOmFhYeleH3/8ca6nFchprVq1kipVqsi4cePkwoULAct0evz48VK1alWzHgDAg4HT2bNn5a677pJHHnkk0/Xef/99Uz1hv7p165ZraQRyS8GCBWXSpEkyb948c42vWbNGTp8+bd51Wue/9NJLZj0AQPYJlxAxevRo8z5t2rRM19PSqPLly+dSqoC806NHD5k9e7Z5uu7GG2/0zdeSJp2vywEAHg2cnHrsscfkwQcflGrVqsnDDz8s999/v6myy0hKSop52RITE817amqqebmVvW9u3kcv6NKli3Tq1EmWLVsmixYtMh1gtmnTxpQ0ufHchtI+kbeEzrlCxrx0r0h1uI+uCpzGjBkjN910k2kHtXDhQnn00UclKSlJ+vfvn+FntC2IXZrlTz+v23E7vdnCHbTUSW/WCxYsELdKTk6WUEHeQt7iJl64VyQ7zF/CLMuyJI8MHTpUJkyYkOk627Ztk1q1avmmtapu4MCBcvz48Ytuf8SIEabN02+//ZalX4UVK1aUI0eOSExMjLg5srZLKCIiIvI6ObhMXjmf+vcZGxsrJ06cyPd/n+Qt7r4WvcIreUtW8pc8LXHSthn33Xdfputoldul0l6Un3vuOZOBRUZGBl1H5wdbpheI2y8SL+2nV7j9fIbSvpG3uPta9Bq35y3K6f7laeBUpkwZ88opGzZskJIlS2YYNAEAAGRFyLRx2rt3rxw7dsy86zhdGhQpHQm+aNGi8uWXX8qhQ4ekWbNmUrhwYVO0qH3c6HhdAAAAngqctL3S9OnTfdPXXnuteV+6dKl5ikiL2F5//XV58sknRZttaUA1efJk6devXx6mGgAAuEnIBE7aKDyzPpxuueUW8wIAABCv9xwOAACQ1wicAAAAHCJwAgAAcFsbp9xi9wdqD73i5k7NtJdU3U+3983hBV45n/bfZR7223vJyFsQirySt2QlfyFwSuPkyZPmXXsPB5B//06LFy8uoYS8BXBH/pKnQ67kRxcuXJADBw5IsWLFMh0cONTZQ8vocDT5fegKXJxXzqdmV5qpVahQQQoUCK2WBuQtCEVeyVuykr9Q4pSGHqwrr7xSvEL/ENz+x+AlXjifoVbSZCNvQSjzQt7iNH8JrZ9sAAAAeYjACQAAwCECJ4/SgY9HjhzJAMguwflEfsG16C6cz/RoHA4AAOAQJU4AAAAOETgBAAA4ROAEAADgEIGTy40aNUoaNmzom77vvvukW7dueZomXNq5y2m7d+82nb5u2LAh174ToY38JXSRv1w6Aqd8ZvXq1VKwYEG57bbbcmT7//jHP2TatGm+6TZt2sjAgQNz5LuQsS5dusgtt9wSdNnKlStNANOjRw9ZsmQJhxHZhvzFG8hfchaBUz7z7rvvyhNPPCErVqwwQ7/kRK+oJUqUyPbtnj17Ntu36WZ9+/aVRYsWyb59+9Ite//996VJkyZSv359KV26dJ6kD+5E/uIN5C85i8ApH0lKSpJPPvlEHnnkEVPi5F8ypP9PG/DMnTs33Xh6L7zwgpQrV86Mtad/PGfOnAlY7l9Vp/9fvny5KYXS7ehLq2uUzr/++utNHx5xcXEydOhQOXfuXEBJ1eOPP25Kq2JjY6Vjx47ywAMPSOfOndONrF22bFmTYeN/9DiVKVMm4Bzb18CsWbPMuUtblL5s2TJzTooUKWKuhZYtW8qePXvSnVebnhs9T7b58+fLDTfcYD6rAZmmYdeuXZwWjyB/8Q7yl5xF4JSPfPrpp1KrVi2pWbOm9OrVS9577z0z6GBWPq8323Hjxsm6detMwPPGG29kuL4GTM2bN5d+/fpJQkKCeelgjvv375dOnTrJddddJxs3bpQ333zTBD7PP/98wOenT58uhQoVkm+//VamTp0qDz74oLk563Zs8+bNk+TkZLn77rsv8ai4U3h4uPTu3dsETv7nWIOm8+fPy5///OeA9TVo1cCodevWsmnTJlPl8tBDD2VpIOpTp07JoEGDzLWhVYA6dlr37t3N4LNwP/IX7yB/yVkM8puPaHCiAZPS9i8nTpwwJT/+pQaZmTJliimp0JfSQGfx4sXpSp38q+008ImOjpby5cv75muwpQHUa6+9Zm7MGsxpteHTTz8tI0aM8I0afdVVV8nEiRMDtqlB3wcffCBDhgzxVTvdddddUrRo0Us8Ku6lJXQvvvhiwDnW43XHHXekG2hSRyjX60F/SVavXt3Mq127dpa+T7frTwNzLfXaunWr1K1b97L3B/kb+Yu3kL/kHEqc8okdO3bId9995ytp0F8MWkqTlSqubdu2SdOmTQPmaYlSVul29HP+pRlaLaRF/f5tcho3bpzus1rqpDd/dejQIfnqq6/MHzDS04C0RYsWJoBRO3fuNA3D7cDXX6lSpUx1nFaJasNPLS30L9lz4pdffjHXV7Vq1cwo51WqVDHz9+7dy+lxOfIX7yF/yTkETvmEBkhaHVOhQgUTNOlLq8g+++wzU9KgpTxpq+20/VBe0rY2aWn106+//mqqkj788EOpWrWqtGrVKk/SFwo0SNJzfPLkSRNwammSVscFo8v1uGqwpW3hrr76almzZo1Z5uT60IDr2LFj8s4778jatWvNS9Gw3/3IX7yJ/CVnEDjlAxowzZgxQyZNmmT60LFf2r5IA6mZM2eaKhW9uWo7FVva/na06sa+GdrsG2tGtKpO29Sk3Y7eoP1vxNqOSRucX3nllZluTxsda1scvclr+53777/f0THwqj/96U8m6PnnP/9prgEtncus3dK1114rw4YNk1WrVpnqNf2c0usjbQmU//Vx9OhRU+rw7LPPSrt27cw5/uOPP3Jwz5BfkL94F/lLDrGQ5z7//HOrUKFC1vHjx9MtGzJkiNWkSRPr6NGjVpEiRaz+/ftbO3futD766COrQoUKGtn41v3444+twoULW++99561Y8cOa8SIEVaxYsWsBg0a+Nbp06eP1bVrV990v379rOuuu86Kj4+3fv/9d+v8+fPWvn37rOjoaOuxxx6ztm3bZs2dO9eKjY21Ro4c6ftc69atrQEDBgTdn4ULF5r9KViwoLV///5sPFLu1LdvX6tkyZLpjpceb/vc/frrr9bQoUOtVatWWbt377YWLFhglS5d2nrjjTfM8vnz51thYWHW9OnTrZ9//tmc+5iYGHOelJ5XXb9Xr17WL7/8Yi1ZssScd71+9PpTeg3o9I8//pgnxwE5g/zF28hfsh+BUz7QuXNnq1OnTkGXrV271tzMNm7caDLAGjVqWFFRUeYzb7/9dkDgpMaOHWuCnKJFi5ogSQOvzAInDbCaNWtmtqnb0punWrZsmbmxagBUvnx56+mnn7ZSU1MdBU4XLlywKleunOE+IZAGQ3rs0x4v/8Dp4MGDVrdu3ay4uDhzTvT4anCkAZFNp8uVK2cVL17cevLJJ63HH3/cFzipRYsWWbVr17YiIyOt+vXrm3NM4OR+5C/eRv6S/cL0n5wqzYI3aSPyK664wlTXae/XAED+AregOwJkG+0P6MiRI6atlnayePvtt3N0AZC/wFUInJBt9LF2fYpOG5Brw3B9MhAAyF/gJlTVAQAAOER3BAAAAA4ROAEAADhE4AQAAOAQgRMAAIBDBE4AAAAOETghV7Vp00YGDhzIUQdA3oKQROCEkKL9Q2nnmgBA3oK8QOAEAADgEIETct25c+fk8ccfl+LFi0tsbKz8/e9/15GKzbKUlBR56qmnzFh3RYoUkaZNm8qyZcvMMn2///775cSJExIWFmZeo0aNktdee03q1q3r2/7cuXPNsqlTp/rm3XzzzfLss8/6pv/1r39Jo0aNpHDhwlKtWjUZPXq0SZft+PHj8uCDD0qZMmUkJiZGbrrpJtm4caNvuX5vw4YN5YMPPpAqVaqYfenZs6ecPHkyx48fgODIW5ArcmDgYCBDrVu3tooWLWoNGDDA2r59u/Xhhx9a0dHR1ttvv22WP/jgg1aLFi2sFStWWDt37rRefPFFKzIy0vr555+tlJQUa8qUKVZMTIyVkJBgXidPnrQ2bdpkhYWFWYcPHzbbGDhwoBUbG2vdfffdZvrs2bPmOxYtWmSmddu6jWnTplm7du2yFi5caFWpUsUaNWqUL50333yz1aVLF+v777833z148GCrdOnS1tGjR83ykSNHmv3o0aOHtXnzZrPN8uXLW8OHD+fsA3mAvAW5hcAJuZ651a5d27pw4YJv3tNPP23m7dmzxypYsKC1f//+gM+0a9fOGjZsmPn/+++/bxUvXjxguW5Lg5pZs2aZ6YYNG1rjx483gYz65ptvrIiICOvUqVO+7Y0bNy5gGx988IEVFxdn/r9y5UoTWJ05cyZgnerVq1tvvfWWL3DSYCwxMdG3/G9/+5vVtGnTbDhKALKKvAW5hVFYkeuaNWtmqtJszZs3l0mTJsnmzZvl/PnzcvXVVwesr9V3pUuXznB7uq0bb7zRVOVpldzWrVvl0UcflYkTJ8r27dtl+fLlct1110l0dLRZX6vcvv32Wxk7dqxvG/q9Z86ckeTkZLM8KSkp3XeePn1adu3a5ZvWKrpixYr5puPi4uTw4cOXeXQAXCryFuQGAifkGxqsFCxYUNavX2/e/RUtWvSi3Ry8/fbbsnLlSrn22mtNuyQ7mNLAqXXr1gHfo22aevTokW472uZJl2sQZLet8uf/RF9ERES6AO7ChQtZ2mcAOY+8BdmJwAm5bu3atQHTa9askauuusoEPFryo6U2rVq1CvrZQoUKmXXS0sBI+4eaNWuWCaKUvi9evNiULg0ePNi3rjYK37Fjh9SoUSPod+jygwcPSnh4uClVAhAayFuQG3iqDrlu7969MmjQIBO8zJw5U1599VUZMGCAqaK79957pXfv3jJnzhyJj4+X7777TsaPHy///ve/zWc1kNFfj0uWLJEjR46YqjVVv359KVmypPzzn/8MCJz0CTut6mvZsqXv+0eMGCEzZswwpU4//fSTbNu2TT7++GPfU3da3afVh926dZOFCxfK7t27ZdWqVfLMM8/IunXruGKAfIq8Bbki11pTAf/XgPPRRx+1Hn74YdMAu2TJkuZJNLuxuD4BN2LECPOUmzbo1gbb3bt3N0/O2fSz2hhcL19tpG3r2rWrFR4ebp60U+fPnzfbb9asWbpjP3/+fPP0XlRUlEnH9ddf73uyT2mj7yeeeMKqUKGCSUfFihWte++919q7d69Zrt/boEGDgG2+/PLLVuXKlTnPQB4gb0FuCdN/cidEAwAACG1U1QEAADhE4AQAAOAQgRMAAIBDBE4AAAAOETgBAAA4ROAEAADgEIETAACAQwROAAAABE4AAADZixInAAAAhwicAAAAxJn/D1e3HDTrPWiRAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = res.get_cluster_data(lv_idx=0, cluster_idx=[0, 1])\n", "df['cluster_idx'] = df['cluster_idx'].replace({0: 'alpha', 1: 'theta'})\n", "df.groupby('cluster_idx').boxplot(column='cluster_mean', by='between',\n", " ylabel='Spectral power')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.10" } }, "nbformat": 4, "nbformat_minor": 5 }