From fb1add3d3c7eab9f8da4cdb9992929b0a84d5a7f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Victor=20F=C3=A9rat?= Date: Wed, 31 Jan 2024 13:15:17 +0100 Subject: [PATCH] Update tutorial export ipynb to .py Add references --- docs/references.bib | 11 + tutorials/segmentation/10_entropy.ipynb | 648 ------------------------ tutorials/segmentation/10_entropy.py | 239 ++++++--- 3 files changed, 185 insertions(+), 713 deletions(-) delete mode 100644 tutorials/segmentation/10_entropy.ipynb diff --git a/docs/references.bib b/docs/references.bib index 916dd95f..dd0d3e3c 100644 --- a/docs/references.bib +++ b/docs/references.bib @@ -167,3 +167,14 @@ @article{von2018partial volume = {9}, year = {2018} } + +@article{vonWegner2023, + title = {Complexity Measures for EEG Microstate Sequences: Concepts and Algorithms}, + ISSN = {1573-6792}, + url = {http://dx.doi.org/10.1007/s10548-023-01006-2}, + DOI = {10.1007/s10548-023-01006-2}, + journal = {Brain Topography}, + publisher = {Springer Science and Business Media LLC}, + author = {von Wegner, Frederic and Wiemers, Milena and Hermann, Gesine and T\"{o}dt, Inken and Tagliazucchi, Enzo and Laufs, Helmut}, + year = {2023} +} \ No newline at end of file diff --git a/tutorials/segmentation/10_entropy.ipynb b/tutorials/segmentation/10_entropy.ipynb deleted file mode 100644 index a73809c2..00000000 --- a/tutorials/segmentation/10_entropy.ipynb +++ /dev/null @@ -1,648 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Entropy and related measures" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "# sphinx_gallery_thumbnail_number = 2\n", - "from matplotlib import pyplot as plt\n", - "from mne.io import read_raw_eeglab\n", - "from pycrostates.cluster import ModKMeans\n", - "from pycrostates.datasets import lemon" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load example data\n", - "We load 60 seconds of eyes-closed (EC) resting state data from the [LEMON dataset](https://doi.org/10.1038/sdata.2018.308)." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Reading /home/frederic/pycrostates_data/PREPROCESSED_LEMON/sub-010021_EC.fdt\n", - "Reading 0 ... 15000 = 0.000 ... 60.000 secs...\n", - "EEG channel type selected for re-referencing\n", - "Applying average reference.\n", - "Applying a custom ('EEG',) reference.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_13141/2185397776.py:2: RuntimeWarning: Limited 1 annotation(s) that were expanding outside the data range.\n", - " raw = read_raw_eeglab(raw_fname, preload=False)\n", - "/tmp/ipykernel_13141/2185397776.py:2: RuntimeWarning: The data contains 'boundary' events, indicating data discontinuities. Be cautious of filtering and epoching around these events.\n", - " raw = read_raw_eeglab(raw_fname, preload=False)\n" - ] - }, - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Measurement dateUnknown
ExperimenterUnknown
ParticipantUnknown
Digitized points64 points
Good channels61 EEG
Bad channelsNone
EOG channelsNot available
ECG channelsNot available
Sampling frequency250.00 Hz
Highpass0.00 Hz
Lowpass125.00 Hz
Filenamessub-010021_EC.fdt
Duration00:01:00 (HH:MM:SS)
" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "raw_fname = lemon.data_path(subject_id=\"010021\", condition=\"EC\")\n", - "raw = read_raw_eeglab(raw_fname, preload=False)\n", - "raw.crop(0, 60) # crop the dataset to speed up computation\n", - "raw.load_data()\n", - "raw.set_eeg_reference(\"average\") # Apply a common average reference" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Using matplotlib as 2D backend.\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# this subject has a posterior dominant rhythm in the alpha frequency band\n", - "_ = raw.plot(duration=10.0, start=10.0, n_channels=25)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Microstate clustering\n", - "Perform a clustering into K=5 microstate classes" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/frederic/miniconda3/envs/pycrostates-dev/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ModK = ModKMeans(n_clusters=5, random_state=42)\n", - "ModK.fit(raw, n_jobs=2)\n", - "ModK.reorder_clusters(order=[4, 2, 0, 3, 1]) # 010021\n", - "ModK.rename_clusters(new_names=[\"A\", \"B\", \"C\", \"D\", \"F\"])\n", - "ModK.plot()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Segmentation\n", - "Perform two segmentations, i.e. back-fitting the maps obtained in the previous step, followed by:\n", - "1. Minimal post-processing (`half_window_size=1`, `min_segment_length=1`)\n", - "2. Smoothing (`half_window_size=3`, `min_segment_length=5`)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "# Once a set of cluster centers has been fitted, It can be used to predict the\n", - "# microstate segmentation with the method\n", - "# :meth:`pycrostates.cluster.ModKMeans.predict`. It returns either a\n", - "# `~pycrostates.segmentation.RawSegmentation` or an\n", - "# `~pycrostates.segmentation.EpochsSegmentation` depending on the object to\n", - "# segment. Below, the provided instance is a continuous `~mne.io.Raw` object:\n", - "\n", - "segm_pure = ModK.predict(\n", - " raw,\n", - " reject_by_annotation=True,\n", - " factor=10,\n", - " half_window_size=1,\n", - " min_segment_length=1,\n", - " reject_edges=True,\n", - ")\n", - "\n", - "segm_smooth = ModK.predict(\n", - " raw,\n", - " reject_by_annotation=True,\n", - " factor=10,\n", - " half_window_size=5,\n", - " min_segment_length=5,\n", - " reject_edges=True,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The differences between the non-smoothed (pure) and smoothed microstate sequences can be visualized with the plot method of the segmentation objects." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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hIx/5CN7znve42ubKK6/E+Pg47r33XpxyyikYHR2FZVmejSUIgiBKyeZ0QCjErVhHAEPRcIMtIojmwbPQ2bBhAzZs2OB6/UcffRS/+93vcPjwYSxcWKgCWLNmjdfDEgRBEGVI57TJv1lvFwaGhxpoDUE0F7Oeo/OLX/wC5557Lr761a9i1apVOPXUU3HjjTdCVdWy2+i6jnQ6XfQgCIIg7EkbU0JH7OvC0OhIA60hiOZi1svLDx8+jN///vcIBoN46KGHEI1G8clPfhKxWAz333+/7TZbtmzBbbfdNtumEQRBzAvSOX3yb8HvQyJLycgEMcGse3QsywJjDN///vdx/vnn4y/+4i9w55134rvf/W5Zr85NN92EVCo1+RgcHJxtMwmCIFqW6R4dAFDyOkzKgyQIAHMgdFasWIFVq1aht7d3ctnpp58OzjmGhuzjyIFAYLI5IDUJJAiCcGZ6jg4AcAAxnXrpEAQwB0LnzW9+M0ZGRpCd5krdv38/BEGYlRkkBEEQ7UbG0MFQ3AWYmgYSRAHPQiebzWLnzp3YuXMnAODIkSPYuXMnBgYGABTCThs3bpxc/4Mf/CAWLVqE6667Dq+99hqeeuop/H//3/+Hj3zkIwiFQvV5FwRBEG1MOqeVnMypaSBBFPAsdJ5//nmcffbZOPvsswEAmzdvxtlnn42bb74ZADA6OjopegCgq6sLjz/+OJLJJM4991xcffXVuOKKK/C1r32tTm+BIAiivUmqMphQ7NGJaiR0CAKoourq4osvBue87Otbt24tWbZ27Vo8/vjjXg9FEARBuCCaTIJ1TE2+FpiAMAkdggBAs64IgiBanmg8Dh4KTD4XRAFj6WTjDCKIJoKEDkEQRIsTS8Qgdk55dFgogFgq2TiDCKKJIKFDEATR4iSSSQjTQlcI+IoqXQminSGhQxAE0eLImgLmm5ZyGfAhLZPQIQiAhA5BEETLo5r5oudCwI9MJtMgawiiuSChQxAE0cJYnEOfIXRY0I+sTA0DCQIgoUMQBNHSyDkdMxt+MJ8EVbOfJUgQ7QYJHYIgiBZm+uTyCRhj0E2zAdYQRPNBQocgCKKFmTm5fALDytsuJ4h2g4QOQRBECzNzcvkEOfLoEAQAEjoEQRAtTTmhY4Ijb1lzbA1BNB8kdAiCIFqYtFGaozOBmjfm0BJiLrj22mvBGCt5HDx4sNGmNS2eh3oSBEEQzUM6p4GB2b6mmDl0I2j7GtG6XH755bj//vuLli1ZsqRB1jQ/JHQIgiBamIyh2bvmOYeSz821OcQcEAgEsHz58kab0TKQ0CEIgmhhkroKMHuPDoWuWod0Ol30PBAIIBAIlFmb8ALl6BAEQbQw6WwGQsBn+xp5dFqH1atXo7e3d/KxZcuWsuv+8pe/RFdX1+Tj/e9//xxa2nqQR4cgCKKFkRUF3G9/KldNEjqtwuDgIHp6eiafO3lzLrnkEnzzm9+cfN7Z2TmrtrU6JHQIgiBamKwiF08un4ZCoauWoaenp0joONHZ2YlTTjllli2aP1DoiiAIooXJyjLgtw9dqRS6IggSOgRBEK2MrKhgdkKHMcrRIQiQ0CEIgmhpFFWBYJOjw8AoR4cgQDk6BEEQLY2qqmBLF5YsF0A5OvORrVu3NtqEloM8OgRBEC2MnjPAJLFkOQPl6BAEQEKHIAiipclZ9lPKuSAgq9kP/CSIdoKEDkEQRAtTTuiwoB8ZOTPH1hBE80FChyAIooXJWZbtcub3IZXJzrE1BNF8kNAhCIJoUTjnyJfx6CAgkUeHIEBChyAIomXRzXzZ11jQj3SWPDoEQUKHIAiiRdHMfNnJ5ULAD5mEDkGQ0CEIgmhVNIeGgCzgg6woc2gNQTQnJHQIgiBaFM0pdCUI0KlhIEGQ0CEIgmhVnDw6AKCb9hVZBNFOkNAhCIJoUZw8OgBgWM6vE0Q7QEKHIAiiRakkdPLcgsX5HFlDEM2JZ6Hz1FNP4YorrsDKlSvBGMPDDz/settnnnkGkiThrLPO8npYgiAIYgaVQldu1yGI+YxnoSPLMtatW4e7777b03bJZBIbN27En/3Zn3k9JEEQBGGDls8DFTw2Cg32JNocyesGGzZswIYNGzwf6O/+7u/wwQ9+EKIoevICEQRBEPa48dbQBHOi3ZmTHJ37778fhw8fxi233OJqfV3XkU6nix4EQRBEMU4NA4NCHlev2AM1R+dPor2ZdaFz4MABfO5zn8P//M//QJLcOZC2bNmC3t7eycfq1atn2UqCIIjWQzPzYLAXOid1pPBni4cgWofm2CqCaC5mVeiYpokPfvCDuO2223Dqqae63u6mm25CKpWafAwODs6ilQRBEK2JbubKyJwpGKhpINHeeM7R8UImk8Hzzz+Pl156CZs2bQIAWJYFzjkkScJvfvMbvP3tby/ZLhAIIBAIzKZpBEEQLY/qQugIJHSINmdWhU5PTw92795dtOw///M/8dvf/hY/+clPcOKJJ87m4QmCIOY1hdCVM4yT0CHaG89CJ5vN4uDBg5PPjxw5gp07d2LhwoU4/vjjcdNNN2F4eBjf+973IAgCzjzzzKLtly5dimAwWLKcIAiC8IasaYDonIFAoSui3fEsdJ5//nlccsklk883b94MALjmmmuwdetWjI6OYmBgoH4WEgRBELbIsgz4fY7rkNAh2h3PQufiiy8Gd2hQtXXrVsftb731Vtx6661eD0sQBEHMIKMqYH7n0zjl6BDtDs26IgiCaFFkWQavIHTIo0O0O7OajEwQBEHMHrIiQ6gUuqJk5FnjS5EzEFCdP/9K6NkcgMP1MYiwhTw6BEEQLYqiqGAVhA6Froh2h4QOQRBEi6K4yNGh0BXR7pDQIQiCaFEUtbJHB1ybG2MIokkhodNCOFW7EQTRfuj5HJhQ/jQeCDDkdHUOLSKI5oOETovw3f07cOF//hPUfK7RphAE0STkLNPx9SAJHYIgodMq/Pa1ndj/9A7c9dJvG20KQRBNQp5bjq8HAwJ0jYQO0d6Q0GkRdr76Cno3/Cm+9uP/xoFUpNHmEATRBOTMyh4dnTw6RJtDQqcF0M08ItkUhKAfgs+HH+1/odEmEQTRYEzLglnJoxNkyJFHh2hzSOi0AIfSUUykIUsnLMO2559rqD0EQTQe3coDzHl2ecGjQ1VXRHtDQqcF2D8tVCX1dWP/0NGKSYgEQcxvNDNfcZ1ggMEgoUO0OSR0WoC98TGIgjj5PG9a2JcMN9AigiAajVuho2skdIj2hoROC/DHPa9CXNpXtOzl+EhjjCEIoinQ8jmgQm+tQIDBMPQ5soggmhMSOi3Aqwf2QVy6YPK51NWB7Yf3NdAigiAajW5WztFhjIFZ1HuLaG9I6DQ5mZyOlK4UdT+VTliGp5//QwOtIgii0RhW5dBVAcrnI9obEjpNzriaKblrE/w+hNNJZHPkkiaIdsVwWZDA4FYQEcT8hIROkxPXFPsXBFYQQQRBtCVGhWaBEzDy6BBtDgmdJieulxE6AMbV7BxaQhBEM+E+dJWngcBEW0NCp8lxEjoREjoE0bYYllmx6goAGDhA4SuijSGh0+TEdQUCSisrGBjCGgkdgmhXdJehKwAAb718PlnW8cKL/Y02g5gHkNBpcqJqFsymhFQQGMayybk3iCCIpsB96AoAjFmzY7Z44rev4bqP3IysTA0PidogodPkjMUiYJ3BkuVCTweOjlLTQIJoV9wmIwNoSY9OOJJGMnEER45EKq9MEA6Q0GlyRsbHwLpDJctZbzeODg81wCKCIJoBwzLBbMLatrSg0BkdjUAQfTh8mIQOURskdJqc8UgEYndnyXKxpwNj4fEGWEQQRDNgWPlKjZGnaEGhMzAwiFBoEfbsGWi0KUSLQ0KnyUlm0mBBf8lyJghIGxS7Joh2xTA9eHTQekJneHgECxaegh1/fLHRphAtDgmdJoZzDtnQbZORgYLrmrojE0R74ikZuQU9OolEBsFgL44OjMCyqA8QUT0kdJqYbN6ACYcfOOeIUIk5QbQlhRwdl/DWqroyTQuqWhBn+ZyJ0bFkYw1qIq699trCsFbG4PP5sGzZMlx66aW47777YFlWo81rSkjoNDFOzQInCFPTQIJoSzTDAHebpNNiHp1USinqhXjoULhxxjQhl19+OUZHR9Hf349f//rXuOSSS/CpT30K73znO5HPU3PImZDQaWISboQOeXQIoi1RdRXMJ7pcu7WETiyenRxmLAgCDh2iwovpBAIBLF++HKtWrcKb3vQm/OM//iN+/vOf49e//jW2bt3aaPOaDhI6TUwljw5jjDw6BNGmqJoOSJK7lVvMoxOLyZPjLXy+EI70DzfYoubn7W9/O9atW4ef/exnjTal6XD5KyEaQdnJ5ccQwDAmp+fIGoIgmglV1917dFpM6MTjUzdwotSBsdH579FJp4vP5YFAAIFAwNM+1q5di127dtXTrHkBeXSamFiZOVcTsO4ODI6PzqFFBEE0C5qmAtJ8FToyBKFwefL5OjE2Pv+FzurVq9Hb2zv52LJli+d9cM7LVum2M+TRaWLiuuJYVcE6AognEnNmD0EQzYOq6+6FTovNuhoPJyAIhfcmin4kk/M/GXlwcBA9PT2Tz716cwBgz549OPHEE+tp1rzAs0fnqaeewhVXXIGVK1eCMYaHH37Ycf2f/exnuPTSS7FkyRL09PTgwgsvxGOPPVatvW1FVE4DYvl/EQsGkExT6Iog2hFNU8F88zNHZ3BgCD5foSM8YwyK2lpCrRp6enqKHl6Fzm9/+1vs3r0b733ve2fJwtbFs9CRZRnr1q3D3Xff7Wr9p556CpdeeikeeeQRvPDCC7jkkktwxRVX4KWXXvJsbLsxEh4HbOZcTSCE/MhkSOgQRDuiabprocNbTegMjcDn7558nsuZMAwqm55A13WMjY1heHgYL774Im6//Xb81V/9Fd75zndi48aNjTav6fAcutqwYQM2bNjgev277rqr6Pntt9+On//85/jf//1fnH322V4P31aMRcK2c64mYH4fsmrlEnSCIOYfmq6BhXyu1uVW48bFPHdoACGfD+uOX+F6m0gkCkk6rmhZKqVgyZKeMlu0F48++ihWrFgBSZKwYMECrFu3Dl/72tdwzTXXTOY2EVPMeY6OZVnIZDJYuHBh2XV0XYeuT92BzMxGbxei0SiE1eU/J8YYtHxuDi0iCKJZ0HUDzFfe4ztBIMBgGAoqrzk7fOaO/8Tq1cfhxzdtcr2NLOvo7SvOUEylVBI6ALZu3Uq9cjwy59Lv3/7t35DNZnHllVeWXWfLli1F2eerV6+eQwubh6yqQPA737EZJrlzCaIdMQx3yciBAIPWIM+vrBsYCUdx+HC/621yORP5vFmyPJki7zVRHXMqdH7wgx/gtttuw49//GMsXbq07Ho33XQTUqnU5GNwcHAOrWwO8pYFzYWIyVkmOKeBdwTRbuQsy1UpcTAgQKvQk2u2eHV4HFwQEM9mXQ/m1LTcZFfk6aRSar3NI9qEOQtd/ehHP8JHP/pRPPjgg1i/fr3jutU0SppvpAwVcCFgOGNQ8jl0+vxzYBVBEM1Cnrsb4BgMsIYJnd2DYwAA07IQychY1ttVcRvVpsKKgSFFHh2iSubEo/PDH/4Q1113HX74wx/iHe94x1wcsuVJGO7vXpT8/C+9JAiimLzLSdWhYONCV8/sfAW+7l4AwFA86WobO6EjCCChQ1SNZ6GTzWaxc+dO7Ny5EwBw5MgR7Ny5EwMDAwAKYafp5W0/+MEPsHHjRtxxxx244IILMDY2hrGxMaRSqfq8g3lKUldt3bd2ZEnoEETbYXry6DQm7PPHl3YisHg5AGAw7u6cr2mlBRaC4EMkStcMojo8C53nn38eZ5999mRp+ObNm3H22Wfj5ptvBgCMjo5Oih4A+K//+i/k83lcf/31WLFixeTjU5/6VJ3ewvyk0kDP6ci51uqRQRBE7bj16AQDDGoDPDrhdBYpRQUTBIhMwGAs6Wo7VTNKwvaiFMLY6NgsWEm0A55zdC6++GLH5NeZZW/btm3zeggCQNJT6IpKzAminbA4hwV3yb0BP4Ouu+ujk0qrOHIkjLPWnVCLeQCA14anxjYIoQ4cGnQ3gVxVS89nPl8nRsfm/7wrYnagzkJNSqLCQM/pyHny6BBEO5GzSsuvyxEIsKK+ZE488sjLuOaaf7LNk/FKXFYmq8LEngV4bf9+V9upqlEStpekEKKRaM02Ee0JCZ0mJa6rrv85lKNDEO2Fl/5ZgsBgWe68vuFwEolEP17bM1KtaZOkVX1K6IQ6MTzqziNj59ERBBFZuXHdnYnWhoROkxJJJ4AKzQInUHIkdAiindA9eHQAgDF3wmhoeAQ+fxd27uyvwqpiMpoOgU0cnyGr61CNyoJL1QwINoUYmpZz3YuHIKZDQqdJGR13Hug5AQMgk0eHINoKw6PQAXcpdAZHsHDhKXjiiWeqsKqYlKwArPgSM5yoPM5HU3O2BacW55BlCtMT3iGh06QUBnp2VFxPACOhQxBthvfRL+6E0Xg4gq7uFdiz71DN08KjsTgEf7BoWSSTrbidqpU5n3FOYyCIqiCh06TEYjEIXe7G8GWpvJwg2orZ8uhksyoYE2CZFvbsrS1PJxqPA4FioaO6EE+ZjAzGbGZ4MYZEQq7JJqI9IaHTpGQNHUysPLCP+SWkspXvkgiCmD949ehwXnkmnmHkoR8TIowxvPLKUNX2AUAsnoAYLL5ZU/TK3udUKgtRsM9PjMfpXEd4h4ROE2JaFjTTZW+cgB/JTOW4N0EQ8wfPHh0AgPM5JZGc8pZIUgBDQ5EqjjFFMpmEWOTRYVBcJCNn0mkwsXR2HwNDPE4eHcI7JHSakHROc9kKDEDQj1SahA5BtBNe+ugAx9rScGdvSiIxlf8iSaGaG/RlNQ1MnOpJy5g7oZNKZyAKpUJHEIBoLFOTTUR7QkKnCUno7rsiC6EAEmmaAUMQ7UR1Hh1noROPZydHL0i+Toy67HtTDm2GqBGYu9BVJpOBaOPRkcQghoeoOzLhHRI6TUjCUEtmvZRDCPqRydBdDkG0E96rruDZoxONVt+J2LQsGPlSMSYbboROFqIUKFku+bsxMORujARBTIeEThOS9DDQkwV8yMoUtyaIdqIqj05FoSNDFAuXhFo7EWdtPDdMlJDOVj63qapiW3Xl93dhZKT2js1E+0FCpwlJGlrJrJdyMEGARkM9CaKtMMz6h64i0SSYMCUwNC0H03Q3IX0mWU0HZmQaMp8777Ohm5OjI6YjCBJSSaq6IrxDQqcJSRkqmMuBngCgu5xjQxDE/MCwqgldOffbGhoagSQWNylNpd3nC04nrZYei/n8SLoonLALeU2gajnkHV4nCDtI6DQhScP9QE8AMEyrYo8MgiDmD4ZlergVOkaF0NXQ0Ch8/q6iZalkdZ2IM5qd0AkgnXb26HDOkc85CxlqGkh4hYROExLLpsGkys0CJ+Dg0KtJTiQIoiUphK48Sp0KQiccDsPnK/boVDtyIWPj0RH8fmSyzkLHMPKOrTUYQL10CM+Q0GlCwrEYWFew8orTyNK8K4JoGwwr792jUyFHJ5vVwGYM4UxVKXTSmo6ZQkzw+ZHNOIsUVXUOw3MAMeqOTHhEqrwKMdeEoxGwTndzriZQ8gaAztkxiCCIpqLeoStDV3H9h36HHa92Y++hpQAKMiVZbehK1UsSipkoQTWc84RU1ajYWqOZPDo/3XcWhA5vN6UzsRQNwC/rYxBhC3l0mpBoPO56oOcEco48OgTRLlQXqi5/jjDzaSxbLGPFkqnQkiCw6kNXmg7BRonpeWe7y04uP4YoMPLoEJ4hodOEJDNpsEBpZ9CycA6ZQlcE0TZUJXQcq67seuYwJKr0niSzCsBKLy+5ChVTqppzbK0hCD6MjcWrsoloX0joNCFKzrDtI1EWxqC6HQJKEETLoxkGmOjx9O0QumJcL4kYiWIAY+PhKqwDYskEhEBpd+OcacKyyoemVNX5hk2SOjE4MFiVTUT7QkKnybA4h16FaFGpaSBBtA2qpoL5vKRYsgpVV6UenVrmXcXiCcBvn7ui5sqfqzTN+TzmD3RjaJi6IxPeIKHTZGS8TC6fhkbl5QTRNqi6BnhoQVFILXYQOlwriRj5fJ0IhyPVmIdYLA4xYJdn6DzBvJJHRxQDSCYrNx0kiOmQ0GkykkZ182U0Cl0RRNugqjogeSyadfTolObviKIfqVR1oiKeSEII2Ht0FN1J6DifxxhjFcUQQcyEhE6TkdJV13OuJmBgFLoiiDZC0zVwn5fTNwN3zNEpHfXAGIOm5RxzasqRVWUIks/2NafQlaoZttVa09GN6mdwEe0JCZ0mI2l4ny3DQKErgmgnVE0F8+rRsfHaTH/Nrn2NxTkyWe9eZr3sGAcOxWay+QQFb42z0uG80NyQINxCQqfJSBpaxYZZMykIHfLoEES7oOm6p2RkxgDLdBA6vLxwqGbeVc5hurpTjo6iGK4c2tUOGyXaExI6TUZhcrl3KHRFEO2DqmlgPvfJyH4/g6E7eEFskpEnSHsUFZxzmGXDXc7JyJmMDCZUFnBebSLaGxI6TUbK0CDYNNpygkkismp1HUwJgmg9cobhKXQV8DPoevlzBHMIa6XS3s4teoWmgE6hK0WWIQj2uT3TIaFDeIGETpOR0GTvycgBP7JK88x/IQhidtF0HcxDeXnAD+iOHp3ywiGV8iYqNAePDQOgGuXzCbOyAoFVFnCZDOXoEO4hodNkhONxCJ2lHUUd8UvIyuTRIYh2IZ/PAR46IwcCgK45CRb7ZGRRYJ69J5rDPCvGAMUo79GRs5U9OgLzbhPR3pDQaTLC0TDgcXJ5QeiQR4cg2oWcZXkaExMMALpeXhxwyyEZ2aOo0HMOQqdCjk5WliGIzkKHMQpdEd4godNkhGMxz5PLmd8HWaGJvgTRLpjcWx+ZgJ9Bc8jRMfQsgsFS4cSYiFgs5elYmoPQgcCQVcvnA8myUtmjI/gQjSY92US0NyR0moxEIgGhw76jaDlYwEehK4JoI/Iem/gF/Ay6Vt5ro6oyOkKllwNR6sDoiLd5V04eHUHyIyOXvylTVRVChaorUQpivMpho0R74lnoPPXUU7jiiiuwcuVKMMbw8MMPV9xm27ZteNOb3oRAIIBTTjkFW7durcLU9kA2dDDB279FCPigUNUVQbQNJpwrm2YSCDDHZGRFzSJk49Hx+ToxFvYmKpxydODzI5XKlN9W0yoKHUnqwHiVM7iI9sSz0JFlGevWrcPdd9/tav0jR47gHe94By655BLs3LkTn/70p/HRj34Ujz32mGdj2wHNqqIfjihC0526nhIEMZ8o36fGnoCfQTfKnyNURS4jdDoQi8Y8HUsz8kC50cSSD+lM+flZuZxZMffI5+tA1KNNRHvjtYc4NmzYgA0bNrhe/5577sGJJ56IO+64AwBw+umn4/e//z3+/d//HZdddpnXw89rcpaJvGXB73E7xhgMi0ZAEES7YHrsnl5oGFi+2klTZSzpLb3vFQQRctabt9jJoyP4A0ily3t08nkTlWpOBUFC1qNNRHsz6zk627dvx/r164uWXXbZZdi+fXvZbXRdRzqdLnq0A9mc7rmHzgQ5GnJHELMO5xx7RhqbH5K3LPByHpMyFLwkTqMX7D06AKDreU9DNAs5Ovb7Enx+ZLLlc3RyOXfHqTTlnCCmM+tCZ2xsDMuWLStatmzZMqTTaaiqfYngli1b0NvbO/lYvXr1bJvZFGRy1YefctxbzJ4gCO9sPziAyzffjMPheMNsyFlV/tZ5eU+LpinoCJW/yfLSoM+p6krw+5EtI3Qsi8N0mJE1HdOyoOskdgh3NGXV1U033YRUKjX5GBwcbLRJc0JNQseywD26swmC8Ma2Vw9A7t+P4YS3kut6UrXQcUhg1nUdfr+90OHw1rdGz+XL5tkwJiBXJrRlOHRMLjWKUy8dwjWec3S8snz5coyPF5cnjo+Po6enB6GQfb+YQCCAQMBjd+B5QC1Ch4MjZ1nwi+7bwhME4Y1fPbENweXHYTzduL5VVefjOXh0gJxjEnBh3tUiV4dRczkwh9BazrIPT+l6zlPoPp1WsWRJj+v1ifZl1j06F154IZ544omiZY8//jguvPDC2T50WTjneGrvEZhlfnCNIpOrbX6LZpIrlyBmi0hGxuD4OMRAEOFUI4VOtectB6HDnc8dXuZd6bk8WJkcHQDIl8n30XVvAs5rx2aiffEsdLLZLHbu3ImdO3cCKJSP79y5EwMDAwAKYaeNGzdOrv93f/d3OHz4MP7hH/4Be/fuxX/+53/ixz/+MT7zmc/U5x1UwZ6RMK7+xy/i2QNHG2aDHRlDh+3AGZeQ0CGI2eO5g4VznOgLYLCBfVyqD11Z4GU7KtdP6Gj5fLlcZAAoe4Opecm5YQzpNA32JNzhWeg8//zzOPvss3H22WcDADZv3oyzzz4bN998MwBgdHR0UvQAwIknnohf/epXePzxx7Fu3Trccccd+M53vtPQ0vKXB8agDBzC0SZrI57N607nB2c4h2pSiTlBzBa/fekV+EIdELt6cGSgcXmDRpW/88I9VGmJOecc3CGs5XWwp6LqACsfQi/n0TG8eHQ4RzZLQodwh+ccnYsvvtgx6dWu6/HFF1+Ml156yeuhZo0/7jsAsaMTR8ajjTaliExOB2PVRxO1PHl0CGK2eHr7HxBYdhy4ZWFgcKhhdlTv0QHADYDNHDHjnFPDGEMy5X5osCzLYL7ylxYODtOyIM7oAO/FoyMIDFm5fZukjo2N4ctf/jJ+9atfYXh4GEuXLsVZZ52FT3/60/izP/uzRpvXdMx6MnIz8vvndqD7dWdiz4EDAC5ttDmTpHTV00TiIhij0BVBzBKccySyMoKLJTARSIyXb3o321QrdBhDQejMhGuOOcCiEEB43H0n4qysgFWYQG7kTYT8xULHS44OYwxymwqd/v5+vPnNb0ZfXx/+9V//FW94wxuQy+Xw2GOP4frrr8fevXsbbWLT0XZCJ61qGIsn0bXmVBw4dLjR5hQRT6YgBL32RZ6CQlcEMTukFA35aQJDMXIw8nn4pbk/hRq1eHRsQlfgzmEpUerA6OiY6yNkFRmQnIWOnjcR8hev46UvDmMi0g2sfGskn/zkJ8EYw44dO9DZ2Tm5/PWvfz0+8pGPNNCy5qUp++jMJq8OF0rdmSgilsnC8jgzZjaJJRNAqPqyevLoEMTsMFoyiJIjknEfzqknNQkdW4+Os2fEH+jBgIecJFmWITgKHWbbS0fX866LMUTRj3gs4dqmVmDmNADdZn5hPB7Ho48+iuuvv75I5EzQ19c3B5a2Hm0ndF4eGIVwzE9rWhbCmea5K4gnE2AdVQodzp2nBhMEUTXjNuXkdsvKoZt5XPbdf8Hl92/BT468jLxlwbQs/DEyAMtjpaXhsnuwLbZCp4JHR/QhFnffIFFWVDBfZY9OyTJPOToBxBvYtHE2WL16ddFEgC1btpSsc/DgQXDOsXbt2gZY2Lq0Xehq+8uvQurpnXw+FE9heW93Ay2aIpFKQOibmSjoHvLoEMTsMFbi0QHCHkInd730BHa9shv+45Zh091fxR0nngjGBBx8bQ+++9kvYsPq013vq9ocnXJVV+CVq5c0PQ9VNRAKVQ6tK4oCQSr1NkzHsBU65Tsqz0SSgojHGzeGYzYYHBxET89UA0S7prnU/b462s6jMzBwFFL3gsnng7HmuStIp7Ng1eboMAaVhA5BzAqjyTTEaRWRDAzjaXehq93xUdz1wH8jdNapkJYvROd5Z2A0r2DEyMLf140/jB7xZEttVVd2YSp3Sb3jYXfDlVVNA6uYo1PqfdZ05+7M0xGlIJLJ5jl314Oenp6ih53Qed3rXgfGGCUce6TthE4ylYbgL3yBRCbgaBPFedW8UXXVFQODRsnIBDErHBkchhDsmHwuCALGkpUv/K8mxvDuu/8ZgVVLwaSp3jLi8kUQVyyCdMJyPPmH7Z5sqTZHp3zVlbseOePj7oSFYRhggvOlJWfj0fHSR0cQJMiy4nr9+cLChQtx2WWX4e6774YslwrtZDI590a1AG0ndBRj6q5B6OjCvsP9jTVoGrUIFQbqo0MQs8Wh/n6I3VMhbyHUiaNDw47bqPkc3n3Pl5DrDkJcYT8nSuzpxKGRQegefvs1eXSqDF0BQNilRydXpiHgdOxydAoeHVeHAGOsbaeX33333TBNE+effz5++tOf4sCBA9izZw++9rWvNXS0UjPTVkLHtCxouakfh9S3CHv27W+gRVOYlgWDV38CYwCUvM1JjCCImhkeHYPY2TX5XOzqwdFB50qko9k4MukMpDIiZwKTc7yWGHdcZzo5y6yhg7r3qiug0B3ZrUfHjdApl6PjBcMw2zJn5aSTTsKLL76ISy65BH//93+PM888E5deeimeeOIJfPOb32y0eU1JWyUjZ9TiH7QYCCI6Mtoga4qpVaQwSYSsU0t0gqg3lsWRVjSEpuXoCP4A0hlnD8fRrLuwOAOwMzaMsxevcrV+oeqqSqlTZehK8nXgSL+zB2uCvGXCOUPHPkdHVTV4eV8W59D1PILBSkebf6xYsQLf+MY38I1vfKPRprQEbeXRSamlQmC6h6eRZHK1dflkfh+yNjFbgiBqIy4rMGcMw2SSD6riLBAGs0nHKd4TiH1deObAK67tMar06BScHzbnGRceHb+/FwcOHqq4nmVxmC56k+VsSuRlWQUTvN17t2t3ZMIbbSV0kkqp0MmZpq0bda6pWegESOgQxGxQKC0vlhaMMeg551DLkXgYosPMpwl8q5fhuRdfcG1PtaErp2RkXmGPPl8nRkYqd0d228vL7rOTszIE5s07Q0KHcENbCZ2UjdABGNI2np65JpPTXXcFtcUvkdAhiFlgrExjwErVT68e3A+2pK/i/pkkIuMh7GxY1U4vF2yFDueVQ0aMMchZHWaF/JtK4m8Cu6aHmawMwatHRyGhQ1SmrYRO0tbVzG1DWnNNJlejDRS6IohZIZKWAZvp3nYl0tM51N8PaVGP4zoTGFbedTVVzrJqSEauvo+OxTmiMedhppoLocMYoOfsQlcKhArDQEu3IaFDVKathE5K1Wxj5vaenrmlLjk6CgkdYvbg3AQ3XgKX/xvcjDbanDkjq+uTY2OmYx4b42CHaVmIazKYKNq+bkfKcHce0nIGXNdhF8FgJ2pyRhY+n7v9VSoxd+PRYWC2OTqKLEMQPAgdzknoEK5oK6GTVDSbExZDWm38jyVbo9ARAr62bKBFzB1m+uv4/nc24Bv/8feA9qtGmzNnKGU79rKyHoxxNQOLVy6znk7KcNe4T9d1QHIvoKZg4DYeHUXOIhR0IXQ4x9CQcyWZmxwdxuyrrhRFhUgeHWIWaCuhE0tlbO6wmiV0pUNgNfw7JBG6yztCgqiGdLIfJ68J4uQ1QYA7hzDmExlVBWx/mxyqYV+16ba0fDpJtx4dXQdcJDnPhDGAW6XHUFUZIRcj9iRJwsFDzu04XOfo2IT9VE315NERBEZCh3BFWwmd8UgEbFobd6DgRm2G0FVKV6se/wAcqwKpZaoxQVQgmYyhr6fwXbPM9hE6yVQGzGc/g04t055iUE56Po5bj46qa4Dk/dQdCACGXnoMTVNceXQCwcXY8cedzra5bNdh59ExDAOC4N5TxRgJHcId7SV0wlEIwVDRMoE1R9VVNJmAECod4uaFamfgEIQbkokY+noFdIQYlCou5K1KKp0C89sJHQbNsPdgHM3Ei4aAuiFpI0Ls0AwdkLx7dIIBBk0rzePTVAWhgAuhE+jBgf2HHLsRu/LoMAGaXlr9lct5C/UxxpDOULieqExbCZ1ILApxhkcHgoh4pvFJvLFEAqyjNqGTo6GexCySTMXR2y2gpxtIp5tnGO5sk0qnwXz2v81yoauDQwNgPR22r9nBGHOdjKzrBiB6P3UHAwXvzUw0TUHQhUeHMQZVzSGRKH++dFN1JYgSFLVU1OU99jMThQDi8aSnbYj2ZF4InZg+BjlfeeBcOlPqghaCIYSjja8giSUTQI0enVwNs7KI+cmQnMRgNlmXfelaFsGggJ5uhnQqXpd9tgLJdBqC3/63qZQJ1UTjcbBOF4kvxxDAkHQbutLUoknobil4dEqPoaoKgi48OhMcOhwp+5orj44kQdWKQ06macEqU8FWDiYGEI+3j+AmqmdeCJ0vPPQxfPy/rsBvhx90XE/RjZI8GBYIIRwt/8OdK+KJBIQaPTp5zmG14ZA7ojzX/eAbuOq7d9ZnZ8emXPd0CchkkvXZZwuQzWQglhE65Tw6qUwGQtD975lJImJZd0Mzdd0AqyIZORgshKlmoukaQkF3lwJBYDhyJFz2dVdVV6IEdYYdup7zXDIvSUHEE0lP2xDtScsLHTmfRiIRx6pz+3D3A/+GuG7fpjxnmrbdOMVQByKR2GybWZF0NgsWsE949IJmNsfsLqLxRLUsXjm4H4cG+nE4Xdt3nHM+KXS6uwSk05U9qPMFRdXARHthUS5Uk8lmwILuf8+sK4jxmLv/kW7oNXh0SoWOoevwuSx28kkhvPLKkbKva0a+YjNDLoolHh3N4+RyoCB0UiR0CBe0vNCJ6EPgAHxBEb6QhGTO3jtTrleO4A8g1QQnbdUs16vD437yJHSIAk8MHwBQyK34xZFdte2MT3UH9vsZDKN9kkCdqhnLeXQUVfXkdWGd7j3Lul6L0CkNXXHu/twT7FiK5194sbxt+XxFxwwTJSgzutQbuvfzliD4kMm2T/UfUT0tL3TC2uDUE86RNOxPFuVKyBljUGwqAOaaunhiOIdGCcnEMX72wu/hW9wH/+tW43u/+aVjtUxFePG8J+ZybMB8wLAZVwAUIi3lhI6W93bjInSFEI27y3vSDQPMVz+hA+7+3CNJAYyH42W/S1ouX3FiuyD5oGrF5+NoWkHmOAmWh4gcYwx6FZ4gov1oeaEzmj0K8VjvBQYByZx9YrH9nKsCWi5f20WgRkzLqltpuEqhKwKAkjfwzEsvQFq9FGJXCKPRCF5Ljle/Q2uG15M3viXDXJA3LeTLJMkyxqCWCV15HbzJAn4kM+48y4ZhAB5GS0wQCLBCV+WZx2bebM3nTCiK/c2hns9Xmg8KJkolgms0lYYZYsh7SIoGAE1r7LmbaA1aXui8evBl9KwqVDcEOiWMxAZs1xtW+vH6sw6DCaUnLQ4OuYFenWy+TnfHjFHoigAAPPzCyzA5n/QqiD4fHtj7fPU75MUXYc4tcJtJ2PONQgM8+wsp4/YeHYtz5DyOf2CMQcm7+zzz3KoqzM0YA+c2osZumfOOEI3ah4xUzQCYswhjkgRNK36vdp2S3WBxDk2jcx7hTMsLnQOH9qNvVScAoHtFEIePHrRdL2UOoadPhSTZ/6AaOQYibdQvDEDJyAQARBMZQJi6GPrXHo8fPPq/tgn5rrBsLmwzwlnzkUo3QHZhb83MVeVl0M182SGh08l7FFFFzAhTcW4B8P6diMXs//eyokCo0MyQiSJ0vfh8W63QAYBMpj28i0T1tLTQUU0ZqqlAEAsn9K4lIQwOD9qum4fzj6GRgz0zOQ2ok/uVPDoEgJLQAvNJyKoKto3a3whUZMZsK8YAWPNf6Ch6DuViMUzyIWszSNetZ2YmHIWZd5VwI4bKM9N7U52t0Zi9R0dRFKBMhdoEjAkl08sLCd/VnQPTaXf9h4j2paWFTkQbKjoFCSKDnMvY3k3loTmGjhs57ypd4+Ty6VCODgGUCh0ACCzuxRd/8yA+8r/34vmI/Q1BWaw0Si74be7RYT4f0pnSC342Z3juCTOBm6aBZk0enRlCx2aaeSVEgSFaxqOjqKqr8RR5s/g91OLRSWdI6BDOtLTQCeuDJfcAFkzIZmnjrXyF5MlGhq4yuTodm3NXDbuI+Y+sqCUXW/H45egfOIpHtz+Nf/zFf3vbIc+A86nTBec4VnI+v5ENB4+H5EMmW/oZVOvRAdwN9iyXHO2OGcm7VSSVM0HE+Lh9R2JFUcGkyk15Zr4Hw8yjYhazHZxT6IqoSGsLHXUIgs1bsCsxV7U0pGC5JDnW+BydOvTQAcijQxRIxpIQO4sH2DLGEDh9DULrXodde1/Dqwn75pp2WFa69CvaNqGrMsnIPj/S2dLPQMnnqg5FJ13MuzJrCnNzFIWvqvDo+KROHO239wgqqlq2ueJ0ZgodvRaPDoWuiAq0tNDZP/gaOhaXdh+1KzHPyikEOu1/gAJjiGcb92PJ5PSKvSfcwJhAQocAACRjCQhdobKvS50hfOuFJ13vT87E0NU5dbpgDG0RunLqsSX4/LYN6+RZ9OiYlgVeZS7LJEXixrut/kAv+o+WEzqVk5GB0jyjQujK+/sSBIE8OkRFWlro7N23BwtP6CpaxgCkDBuhk0kj0GXvUhVECSOxxg2Hy+S0uvwjBFAyMlEgGUs6Ch3/acfjp//3KOScuwtdMhlFX+/U83YJXSlG+WRkweeHbJOMLOery9FhqJyjk6tLv61p//NqcnTEAKJR+3EVqqa5Cl1ZFodlTQmbaqsBGQMSyfn/PSRqo6rr69133401a9YgGAziggsuwI4dOxzXv+uuu3DaaachFAph9erV+MxnPgNNq02F560cUkocvhnhKEEQEVNHS9aXMykEussInc5uHB3wmJxZR1KqUlQKXAvk0SEAIJNOQwiVHyrJBAGWwDCiuBskmUxG0dtdlPrfFh4dWTfKniSZ5IOqlgoTJWdUFboSwJCqELqqi9CZLm645tlUxhhkWS8SKhNomgbmwqMDFIsbPV9djo4kBsuKrrkgsLsDwZ21PQK7Oxpmf7vgWeg88MAD2Lx5M2655Ra8+OKLWLduHS677DKEw/YTbX/wgx/gc5/7HG655Rbs2bMH9957Lx544AH84z/+Y02Gx4xRW0dn59IADg8eLlkuy1n4O+x/gGJXDwaGhmqypxZiqQSYh0nH5WCiANnmxEu0H7qeAxMq/Lw5x7jqblZQMpFAX+/UTQVjDLwNcnRk3SjbnI8xBsMm+V/OG1WFohkqe2Tr0kG9SOhUV/FpWRzJVKk3K5fLgzF3lxV92mc3s9zcLYIYxPi4fTd8gpjAs9C588478bGPfQzXXXcdzjjjDNxzzz3o6OjAfffdZ7v+s88+ize/+c344Ac/iDVr1uDP//zPcdVVV1X0AlUiqo/YLu9c6Mf4eKlHJ2/qEH32b1cMBBFNNC50FUnEwTpqn1zOAn6klfl/8WkWBmJJPLZ7P1440jiRbAfnHLkyowlmMuZS6MhyGp0dUxdvQQDMfOOH4c42sm44OhrsyqKVfHlx5IgkIqM6h2FmQ+hUWwdh1x0556EibPpnV20yss/XgUjE3TBUon3xJHQMw8ALL7yA9evXT+1AELB+/Xps377ddps//dM/xQsvvDApbA4fPoxHHnkEf/EXf1H2OLquI51OFz1mEtGHINicgYI9fsQTpcPxTDjfKWVUe1fsXBBPJsBCwZr3w/ySbQMzov5EMzLe9v8+j49/6d/wN7ffVZd9plIKtv1ub837UVUDblqtCExAWHUpjLladPHu7hKQSTfu5mCuSKbTEHzlva12noiCR8c7LOBHKuP8/6hPjo5e5m9v2HVHntkfx4np3jBV1wvq2SOSL4R4fP5/D4na8PTNikajME0Ty5YtK1q+bNkyjI3Zl6p+8IMfxBe/+EW85S1vgc/nw8knn4yLL77YMXS1ZcsW9Pb2Tj5Wr15dss7R8EH4O0tzbgSRQc0VX+wtbsEq6QhaDAdHwmHw52ySSCYhdNYudLhfQlamxLy5IJzOwjJNdJ10OpLpTF1E8iO/3oVPfPILSNVYLpt2WYUiSCKGU+7yG7hVvM+eLiDdBkInlU4DvvLeVtPiJRVEaU2t6qKNgIS0TRXXdOqfo1NnoVOlR0dVVQgukphnwpgApYHNXonWYNarrrZt24bbb78d//mf/4kXX3wRP/vZz/CrX/0K//zP/1x2m5tuugmpVGryMThYmii867WXsfCkTtvtc1wraoplWO5+COF0Y8I+WVkB83v/kc+EBfzIyhS6mgsS8tTYDg5elz5Mu3cfgK6lsG9faejVCxmXnWJZXxf6hyon4XOuY+Y8pJ5uhkxm/gudZDIN5iB0AA5tRpgwlUmBBasIRQf8SFWYYF71rLLp8NqqroCCJ3/mGAjOOfIe7JserlJUxVW1lh2aVt1sMaJ9cJcef4zFixdDFEWMj48XLR8fH8fy5cttt/nCF76AD3/4w/joRz8KAHjDG94AWZbx8Y9/HJ///Och2Nz5BAIBBALl3cWcc4zHR3HC2oX2rwPQLAUhsSCENFNx4UpmiKRlnL6y4op1R8nnqovpz4D5JWQV8ujMBTO9f5GMjAWd5cu53fDCSy+js2spXtszjPPPO6nq/WTS7kSXuKDbldCBTbPAnm4Bg+NJ78a1GKlMGoLfuVBAMXLoDEwJm1Q6Axb0ftEWgn5kbBoQTmd2PDre73cFgSGdLvac5zyErYBij46iqhB81Qkdy+JQVQMdHbUXdBDzE0/fcL/fj3POOQdPPPHE5DLLsvDEE0/gwgsvtN1GUZQSMSOKheqNalV4KhdF3qowVXhaoqRuKa5aUYUrxMdnC71OJeHM77Pt60HUn6RcnLMSzdQmMHM5E+HxODo7l+HZZ1+save+uQ1cdQURt8tlK4KVehq5OARmbOU/zjXQmU0HoMGi54t9vMp0GqvDoMBdCpy7JyDNydKo5DYtCAPF4smiZ4bFEfHqOjqK5Gx1RDuqOTDjhyaMDAJs3b8Y111yDc889F+effz7uuusuyLKM6667DgCwceNGrFq1Clu2bAEAXHHFFbjzzjtx9tln44ILLsDBgwfxhS98AVdcccWk4PHKkHqwYkMuxcxgEVYAKHh0KiEKDOH03HtDdDMPs9ZOp8dgPglqjf2JCHckFLWo9VGtQmdwKAbL4gh1LMauXa+Cc161l89t6AoAMjkDpmVBdMopsbIlF0NBYLCs+X9xkWUFrGORwxocqjEjdJVNQ6iiXQTzSVA05890dsrLqyiFFwMlScAzQ3iVKMnRcQwROpPOaCgTVCAI70LnAx/4ACKRCG6++WaMjY3hrLPOwqOPPjqZoDwwMFDkwfmnf/onMMbwT//0TxgeHsaSJUtwxRVX4Mtf/nLVRh9N74VQoVeDPM2j4yZ0xSQ/hiNz348hZahVz8WZCWMMhkVDPeeCcCI1OdNHAEM0W5sn7ciRQoksYwyqmsPYWAorVvRVtS8vLfE5OGK6jKWhboeV7PNGWA0VO62CnjcrCk7VKPboZDNZCNPbSLuEMQa9Qh+deoeueJXl5ZIULBE6Xsc4TO+jo2kqhM4F3g05Bnl0CCc8Cx0A2LRpEzZt2mT72rZt24oPIEm45ZZbcMstt1RzKFt27N6ORSd3Oa6jmlNudTehK9bRhaODc98PJa4rdRvoCdSr/JSoxPh4GCxU6GjKBAHhZG09ZQ4cHC/ycO7dN1q10EmlvYmuMTXjLHTsBnoC4JYBzi3XDeJaET2Xg7NvhkGdEbpSdA1McvIClaeSx6b2GxmhWOhU6ZWTpCCSiWTRMt2meaITRX10NA2s1wdUqI4tB827IpxouTOUxU0c7N+H7qXly7EZGJT8VKzbTejK19WDgYYInfreidQnhk9UYiQ8DjFYSHYXQp0YGLFvYOmWl158Bf5AH4BCDturr1X/XYxGExB97tsVVOyOzMu9zgE+fy8wnHNXHXtnenQMs3oxYliWY+6il4Z8DkeZ/EvXVAQC3m+0BMGHTLY4XFuoovKSozP12eby+cqdvMvAGHl0CGdaTuhE9RGYcK5SYmCQzWnJyC5CV4I/gFhq7ju9JnSlbqEroHAipFLL2ScaiUIMFYSO2NmNgaHahM6rr+1FKFSoIvT5OjEwMFz1vsLhCKSAuwowBlRuGmhlwHnpqaLwE5y/QqcgciqdOUpzdPQaSsA5uOPNimHmazxfsCKPjqbJCAWryNFhDLpeLPB0jzk60z1AXvrvzEQQBKQ95KUR7UfLCZ0h5UDFdaSAiERmqhGaZrlz5Wc1zVNnz3qQ0N2UvruHg9fpro9wIqNoYMdCTWJHF8ZmtFzwgmHkkcmokyEgydeJ4eHqe+mEI1HXQkdgAkYVZ4HPeRplL/guf1utiLuxBKzoAm9xjhyvzauq5MtXlBqWWWOomx3ri1RA0xRUO2bPmCnwPISuGCv26Jg1iDcGhkSC+ocR5Wk5oXMw/ip8AecyxGCfD+HI1IVH1tJgYuWTA+ccLw/W1qzNK3FdqZhY7RWNJpjPKpzzwoTqYzBBQKaGhoEz3e4+X0fZIbluiMfikPwuPTodAQxFnUWapiTK3/Xz+Xsn7cZDwRiKcnSUfHWTy6ejOCQkG2a+5huj6V2uNU2uWuiYFi8SO3rOvcBjfOrz5ZzDrKGzuCh1YGSk+hsNYv7TckJn16svle2IPEGoz4fwtJN3IpNAoLNy3rUoinjy1coeo3oynkqC+arKCS+LSkJnVpF1o2Tkg5bLeXbdT5DOqEV36YIgIVNDubqiaGCCu9YNrLcTA8POYbJkMoK+3tLLK+cA+Pz16NgN7JwJY6yorNrJG+OWih6dGqROIAAYxtT/TFUUBKvI0QEAcI6sPOUdspvkXg4mTH1ubj5nJ3y+TgwNVR/qJeY/LSd0BscG0bnQ+RYk1OtHND5VKp5IxhHortyMKrB8NR569P9qttELo5FxsO6Ouu5TrVCiStRGssxsnViVJeapVGmLAU3LwawyjGoY7i8cYncnxitMf04mYujtaUOPjosLNwOgTUtGlvO5mqsonYSObuZrOmkHAwyaOvU91TQFoVD19srThI7XPjoT62seq7Vm4vN3YXyMPDpEeVpK6OimCt1SKva1EH0CVH3qjjiZTCDQVVnoiMEODI6PY6TGUmEvjI6NQ+ipo9DhnEJXs0xCtr+4V9s0MJUq3R/n1VWScM6Ry7n//7OgH/F00nGdZCqGvp4yycjzWui4E4zqtAu8nKu9t5Bj6KrGqspgoCBuJtA0tXqPDoqFjifPjCBAPtbctFpP6NSuRGQy89ezSNROSwmdmO4+f8awpgZ7JtMpV6EroHCH9tTeI9WYVxWRWARC3T06zdc08Aev3IWf7P1mo82oC0lFhV1jtGqbBqbTaqkXgDEkkt6FU2HAofv1GWNF+UZ2ZNIp9HSXOVXMY6FjuMnREUTI0/KzhlLp2nJ0OK8YuqrFXxQMsCKho6oqgoHqLwPThY6ed58/JEh+ZOTC99urJ8iOWjygxPynpYRO3HDvnrRgTU4tl5UspKC7nAVfZw+2vbS7KvuqIWNoVfePsIUxKGbteQL1hHOOR3//C2zb8XijTakL5Tw6kSpnpaXSCoSZQodzJBPehZOqev/fG5YJ3aH3i2UqEIR2DF25yNHx+YrmUx2N1T7RXXHwyOr5XE0DY4JBFIWujJyOKmdpAgBkeUrk6XkPFWGSD9ljHtBaPTpA4bYjmSSvDmFPSwmdmDEKwYPJyrHuyIapuZ4bJC1YjNf27q3KPq9wziFXuJuuBq3JcnSi+ggMriOejcDizXPXVW2/oYSigc24dxWZgHi2uot+IpG1FRKJKk7cimJUlSMS18sfa3qVTjFsXicju8rRkfxFjfP0fL62HJ0KHjZF02oqXih4dKa+pwz5qmeqATM8Ork8yunhEiQJWbkgEAsendp7fyUScz+rkGgNWkroHB0/hGCv+9sPJZ+BYenIcfdiQgwEMRaNz0nTPTlvwJyFC79aQ2fW2aBffg3gHBZMpHJzP0/MDk3L4dLLb8KvH33Z87ZJWS0VJgxIV1liPj4ehSgVl4MzxpCsInSlVOHRAcoLHc5zAMoJZzavPTquck6mXbABd+EuJwpd3cvfqKiaCtQqdKZ3Y+fV3xQJglBUdeWlj44wTSB6HR1RDhI6RDlaSujsO7gXC453n88imymkc7HKK85Az+eRKlNZU08SdR7/AKCQjNxkHp1Xhp9HsKdQKRfVm6MM9PDhMMZGB3HT5/8d+/ePedo2nEhAkIonLTN/ELF4sipbxsbHIYrF3+uC0KnGo1NdMmxZjw7PODgoGPg8FjpuPTrZIo9ObcnCAuAYelY1DZCqP20Xqq6mC53qRQZjpTk6bhF8PmSV6Tk6tbdNrSanjWgPWkrohOOjCPb4K694jIQRQdJwLp0tx0AsWdV2Xkg4hAuqhcH5RNkInvnj01h+ei8Ahohe26iEenHwUBii6EcotBibb/yGp21Hx8JAsNgDI/iDiMS9i2oAiIxH4PMVCx1R9CEc8Z7voSjV/e/LfhetjGNuLZ/PnZFdeGcEnw+yMiN0VSPOHh0NTHKXb2hHIMCg69PFcA1CBwzpaQNkVc0AmMv+TT4/ZLl+OTqCwBCvIqeNaA9aSuiYHtysAhMQUUaQrDJUMhBPVbWdF2KzIXSYs+t7rkkZUWT1JESfAF9AwlDycKNNAgDs2TsAny+AUGgxBgeHkfdwJx6NxyEEZ3hggiFEY/GqbEmm0hDFYgEvSh0YGvLepVtVvXfmZWDlv4u8fKuFgnegwkDQFsZVw0DJD1me+uxq9ehAEJDRynvJlBpDV4yxY+FIgHMLQPX2imIA8WleTFlRIEguq1tFCdqxUG89cnQYY4jF5u93kaiNlhI6Xn4KXcuCOHh0L1K5qKcEZqAgklrXo8OQqUMvj3oxok4JmwXHd+DVfXNX0ebEH/7wAkKhJZPPY3H3FVOZTBqCb4YwCYaQSCSrskVR9JKEUJ+vE6Oj3oVONR4dgTFHj045OjsYZHn2bwieOXgIZ99xC5Ly3N6x6/nKibpMFKFN85DoRm03GSzoQzpbXlxqNSYjA5iWl6PXVAnPxADi8Smvo6IogOhS6DAG49jw01o7IwOAJIVoDARRlpYSOl6iuAuO68CBw/sxEh2E32UPnQnEUAj7jw56M64KEoZaU8WDHUwSkcg2z52NbKYnq1C6lgZxdGjuehSVwzQtHD06Ap9/apRILOpe6GRlpUToCNJUzoEXcjkTOZsZQT5fCNGo91CYohoQPLYrYH4J46kyYTKHHJ3ODkCWZ/+7ducffo2BF57DwZHqwtDVoufNigVUjLGiC7WsqjWFlhDwI+XQpkDT9DqMjDkWKuK13RBJUrBY6Kgq4NKjA2BS6NQjR0fydWF4uDnC4rPNtddeC8bY5GPRokW4/PLLsWvXrkab1rS0lNDxghQQkZTjODxwEN3LvU2tk3oX4dW9+2bJsimi2TREsYaToh0dAcQS1YVQZgMln4Fw7CTGGINmytDNxiawjowmS0JV0Zh7oaPlcra9j9Qq7uZtmwUCYEyAXEVisaoYnqubWVcIo+Eyd8NWuuxdf0eIQZlloTMsp/DszufgP2E5stnZLxCYjpFz1wAvZ059l5SsAhZ0n0c4ExbwIZ0p/5mqeu0eHW4d+55yvaZKeEkKIjnNiykrKpjkvio2ny9UnNYjr8nn68TomLeiglbm8ssvx+joKEZHR/HEE09AkiS8853vbLRZTUtLCR3m0VwTeRwePICuxUFP24mhTgxVETbwyoGhQQjd7qZMu4WFAoiVuztvAHI+jZl3a5EGV14dOlR8UWcMiHqI75crIdZyOc9tCVJppWxOTT5nem4AmJXd94yaQOjpLC90eBrlThOdHQJkubomiW75zu5nCjkpjCGTmVuh4zbfpkjoqAoEf/Ud+ISg30XoqrabI8by4Nys2aMjCL6iHkKqqoK5DF0BQN6yYFm8Ljk6ouhDOjW738VmIhAIYPny5Vi+fDnOOussfO5zn8Pg4CAiFebWtSstJXSEKsoqdVOrajvFyEHWZ7d66YW9B4Eu50nsXhE6gohXmSsyG8SSkeLQIWNI5xrrcdq/fwyiOPWdEAQB0ah7oZNzuAAqHr06leZZpVLe8lKSiRQEwZtHQegKIRK1T9rnVhblwgqFHJ3Zvbj86LFfInTGiQCAbJUNGatFNdw1XzQtPjnNXs7KYIFaPDrF5eozyeUMoB5eYJ6uWegwxqDrU993RXWfjDyBns/XpeoKKCTit+MYiGw2i//5n//BKaecgkWLFjXanKak1mDvnBJaUEOvcs8wDMSSOH3l0lk7gpJMQazz/oWOIFKR5gldhWPjCPZNfc0YAM1sbL+LV17dB7+/Z/K5JIUwOOAuvm/kTccmjylVQ6eHC10qZR+6AlCYd5VQsHx5n+v9JVNpz0KHiSIyur23JGck4PPZ2xcMFs9Nmg2yhgr/sVBNOjO3SfaqqoGJ7s45ej6PkN8HVVYgLK5B6PilonL1meQsq+a8Ps4BWGkAtX+ehjElUlRNA5v2u3KDlssfC/nWnqs4MQh3wYL63jzOFel0sScvEAggELBPu/jlL3+Jrq4uAIAsy1ixYgV++ctfes7Paxda6lMJehQ6AoTqB+wxVnVLf7cYdUksLIZJImRjbl38ToQjYYR6p5/4GTSrsULn8OEj8Af6Jp/7/D044jL5XHWcDM6QUb1dPFIptfx3lHMkvXp0kikIovcLrZrPwbKxI5WMoLfb/iJUKFWePa+nls8hb02Jykxmbj06sqq4TiyeGEypKgpYoPobMiYI0M3yHsNcjdPLJ+EpgKs1VV0BBW/WhNjRVA3Mo0dHzeWgaCpYnXIVvf5emonVq1ejt7d38rFly5ay615yySXYuXMndu7ciR07duCyyy7Dhg0bcPTo0Tm0uHVoKY9Oh4dmgQAQWuBH5FD15a9pbXYFQ960UP29X3k0h6GAc00iEcPCE6feJQODZjb2ZBSLpRDqWDD53OfrxMiwu5wsRXf+bDOaN6GTTquOd2FeuyMnUylIYsBzGzgOjpShYkGguD9QMhFDX6/ThrMndJLGlLARgn7EoslZO5YdiuLeo6PmcliAUOFi73f6wCpjWOX/eya36uD7QMGjU4+u1pwjK+tY6JeQy+fBmLd7Z83IIysrnpKYy8LYnCes15PBwUH09Ex5xMp5cwCgs7MTp5xyyuTz73znO+jt7cW3v/1tfOlLX5pVO1uRlvLoeM216TsuBEOpMv7LedWzi9xg5PMwZ2melmGatnfnjUA1VQjitFMzA5Rc48rfDSNfMiZBEERkMu4EhWIYcHKzpz16dBLJTNnJ4ILgfQxENp2BKHmrMpy0xWYkSSwexsK+8nfbrOwcrNopEjpdHYiE5zbRUtVUcJeeBu2YVyNnmjWHlgwHj07eqtPv2koBVn2KFrLHksRzlvf8GC2XgywrEOohdIA5T1ivJz09PUUPJ6EzE8YYBEGAqs7fkSy10FJCxyvBHj9OvXhFVdsKAvN80fJCXJ69LyRHYWBoo+GcI2cWn3gCXRLiyepGJdSDSMReZBlG3lWFU709OuFwDIJoXxXIGPM8v0dVNQhCdY5au3lXidgwFvQ5nSZM8BrmJTmRnBaCFbs7EI3M7UBYRVEhuPToaMdCmvk6JMNa4GXFTt2GAPM0YCU8e2BKYAzpYyHFat67mstDVmQwX318263s0fGCrusYGxvD2NgY9uzZgxtuuAHZbBZXXHFFo01rSloqdFUN3cuqK99mAJLK7ImRxCwKHQDI5HR0+6q7s68XmqWUFI36uxsrdMKRdNnk32gsi9XHLXTc3qmqigGec3QikRjEMkJHFAMYH/fmxdCNPDqqvDkOa8UVVJxrAM+CsQrJnVwDWFd1B3UgNd2j0xlEIj63QkdVVdc5J+qxHJ28ZdV+UuUccl6Hf8agV9OyYNVYhl1AAKwUzHy8Lg1LJ7woedP7e9eMfN08Ogxz34KgUTz66KNYsaJwE9/d3Y21a9fiwQcfxMUXX9xYw5qUeS90qoX5g4jOYpl2LKu4Kl2tloyhAR3eKiDqjZIv7QcS7PYhnmikRyddNvk3Gs24EDrlvT4CY0h79OhEozFIkr0Yl6ROz23tDSOPjiqKThhjGFVm/L9Ml/2OuAKg/kJneiiNiSIUZW4vYqqmgrkMA2pGviBE6hQyVvI5LJhxaKNeichgsKwUUslx9PbU6NHhHJmMCs458lXYp+VyyMoyBF8dhA4DMm3g0dm6dSu2bt3aaDNainkduqoFwR+sqgW/W+bCo9NoFDNTks0S7PYhkWxcQ8PxcLps8m/MRXdk2Sl0JQhIOvRAsSOZTECS7D06Pr+3bq/5vFl1HxFBEDCUnvF/MYfcbVyPpFYbUoYKYdrNgK7nPTdkrAVV1V33hdFyuUKZdJ3sy9r8fp2SlL3Q1SlAzkQRjYxisbOur4ggMKQzGnJVfu/UXB7xRAJCsPbGqYJQPE2dICYgoVMGIRhCJDZ7QieWnd0fZFMInXymxNEuBUQoWuPKy4eHIxBt8i4EgbkaA+Ho0QkEEE14E3GKokMQ7BNeRTHgaVBoNQM9J2C9nTg8NFC80ByCq/4mfHa+y3FdmRwfAhRyvmp5j14xDB0o87+ZiTrZD6YOMGabY+eUpOyFBX1AIh5BNDqOxQtr7LIMhmxGg5Gvbl6Vlssho2q15woBEMQgIpHGeYuJ5oWEThmEYAdiMXeN94x8Hg89/yq++X/Put5/LCPXp0y0DE0hdEz7xN+c1TjbDh48Ap9NUzNBEDE+XlmkKHqufF6DP4hY3JvQ0bTyd+mMMaiK4dqLoXgcFzEdcVEvDg/0Fy0zjQF3Dcj47IQLIvE4ECqO31TqJF1PvFRQabkcFCNft3C0ndDR6+TRWdArIJGMIJ1OoKe7tksAE0QkkpnJPkKetmWFgo96zLoCAFEMIhZtnmapRPNAOTplECQJWRfJyKZlYf1N/4L+w4fBLRN/c/H58Ltwd4+EwxA66jvnajrZXONj1Uq+NHQFADkrB4tbEOpwF+eVo0cHEAiUtkmXfF0YGKgcqlGMHMpUg0MMhFyLYwDQ9RzMCnfppmlBVQ10dFTOFVEVdyML7BA6ggj3F3t0Rob2Y+VyN0Jndjw6Y9EI0Fkc1kunVaxY0Tcrx5tJznTXs4YxBs3IV2gm6Q1lNj06vQIOHI0dSzSv7RIgSUGEw1FkNQNe51UxBgwnys/18m5LaFbTDYjWhTw6Drg5cY0mMzg6cBTdp54Jwe9HzGU35ZHRMYjd9U/gBAABrGk8OvaDWDkMqzFCLJnM2pZf+/3dOOpC6Mh6+c9VCIQQ9xC6clshknDZS6cWjw5jhe/M9E7E/f37sGa1iwvhLOXoRKJRiN3FlUdz6dFxWy7NWOFcUbfQFYBszkbo1MmjEwoJ0LTaZ10BgCiGEA5HMZ72PvOMARiOV9/QdSaSFETCY+iYaA9I6Dhg5PKTw/rKcSQy/YfFEM24yz8ZHR+H2NlRecUqYGiO0FUiE4Pot/+KNWLelSzrRbN5piNJIVcN6dJZpeyEZkGSkFXdezfcVoik3Aodubb/OUdxibmcHUdXp/MpgnPMmtCJxmMQZnp05nAMhNsqIobCCAitTh4dBkDO2yQjm2bdkp1hpeuyK8lX8KJEqhA6ADBUR6EjCCJkpfHnPaL5IKHjAAeQcbiDB4Cj0eI7CLdJxslUuqYpx04wSURSmd2p0m4Ix8YQ6rMvG23EGIhwpLybnDGGbFavmA+TTqcdm5tpZYSUHa6amzE2Jx6dCSZKzLmVcZ97M0uhq6yuFc1A4gBSc+TR4ZzDdNuFmAOqkYPq4X/vBAODbOPRqVeOToH6CCZRDCCZTGI8nS1KHHcDE30YqnMTSL1CQ0+iPSGhU4FKYyD2DY9CmmzMxxF1WV6c1Y26NOuyJeS9+mc2iEQjCPWVigIONGSwZzzufMx83qxY1ZNKpwEHoaPnK3sBJ0inXQgJzpFyOahQUYya7/jHJnrpmO6GnDImzIpHh3MO1WZm21yFrnIe8mGYJCEjK47NJL1Q8OiUydGZxd5b1cAYg6blMJpIex7MyXw+qJpW1EKgVvKmVdZrS7QvVQmdu+++G2vWrEEwGMQFF1yAHTt2OK6fTCZx/fXXY8WKFQgEAjj11FPxyCOPVGXwnMIqj4HY9cqrEBcsBgAITEDUxcwkLZf3dCL1CusIeMoVmS2iMXuhAwBqA0JXbgRDLO7sCUtlMhD8zonBlbyAE7jx6AiC4HrelarWJp6nNw3sT77iUjOxWRE6qpkrGXcgCCLi8folrzqh5z0IHZ8PWVmuX46OICBtM7OoXjk69UbXczgyMACh02POoeSDZeh1KS2f5NiQUYKYjudv2AMPPIDNmzfjlltuwYsvvoh169bhsssuQzgctl3fMAxceuml6O/vx09+8hPs27cP3/72t7Fq1aqajZ91XAz2PHx0EFJnNwBAEEWMxZMVdxuXFVTTc8ItQkcQsQY25ZtA0bIQfc2To5NOqxVviCs1DcykMxAqjNZIuezgm8lqZQd6TiAIDPGEuyGosqLXJHQEQZxsGrhjZD8kyd2++CwInaTNgFGfL4Tx8bkZA6F7KZeWfMhms3UTOkLIj0S6NHelfp2RC9TLkcLB0D8wCKnL29R2JvmRTychBOubq5htkzEQhHs8C50777wTH/vYx3DdddfhjDPOwD333IOOjg7cd999tuvfd999iMfjePjhh/HmN78Za9aswdve9jasW7euZuPnAiePjmLkkNa0yYsLC3ViaGS04j5nuyuy0BFAKpWc1WO4IQ/7iwVDI4WO81c+XsGjk81mIfidcqsYki6FTuGE7Hy1EaUQRkfsbyJmksloNV28hL5OHB46CgB48g+7ce66yiXtjAFmvv7/y+mTyycQfSFE56ghnOHFoyP5Cx6depWXB/1IppMli3Wzvh4dzuvkSeEc4UgUQsBbuwzB54ORikOoZmaJA+0wBoLwhqdvumEYeOGFF7B+/fqpHQgC1q9fj+3bt9tu84tf/AIXXnghrr/+eixbtgxnnnkmbr/99or9Q5qFlINHZyCWLHoudnZjcLjyfKB4VkW9kgHtYJIEWW/sj70w+8b+xM8gNCR0lUhkHT0ogsAqenRUIwdWoVtuyuUw2FRarujRkaRODLsQzwAQjyUgitUPchUX9eLw0X4kdAUjsST6eivnXHR2CJCzyaqPWY6EndCRAkhn5ip05V5UCFJ9Q1cs6EcyVfo+69VHBwBMCxW/e24pFG14D5sKPj9yqQTEju662DFBuwz2JNzjSehEo1GYpolly5YVLV+2bBnGyszkOXz4MH7yk5/ANE088sgj+MIXvoA77rgDX/rSl8oeR9d1pNPpokcjEATnHJ3+SHFzODHUgXC0comyk3iqF1qd7/68kuflG4gxBig5d+GYejIejkAsM0ATACTRj5FR59CImwug29BVJBKHIDgLE7+/C8PDI672F43FaxI6QkcQh4YH8cNDL7neZmEfkEh4m7DuhpRR+hmKkh+ZzNx8b7zl6PghyzJkVatLPIgFA0hlbYROHXN0kikTC/rq5NERUdUMMib5YGqK63li7nbK3FUzEm3FrFddWZaFpUuX4r/+679wzjnn4AMf+AA+//nP45577im7zZYtW9Db2zv5WL169WybaQtjApJy+UTQI5FEUcUAY8KxDqHOVMr7qQe6ac7pAMSZODUE9Hf6kJw5QHIOGB+LQBTL5wNI/h4c7XeuNjIqCB3G3IeuIpEoRNF+oOcEgiAhkci4+l/GY3FHIecG34IefOWxn0AMuLv4LF4oIBpxP3jULUm99HcnCBLUCsUB9cLwkKMjSD4oioJ0VgarwxRuIeRHNlPqWdRNE6xOuX25vIDFC+uzL8tlLtdMmCDUry/QxD5BHh2iFE9CZ/HixRBFEePj40XLx8fHsXz5ctttVqxYgVNPPRXitNLD008/HWNjYzDKDEi86aabkEqlJh+Dg+5KXeuN4A8g6pBcvHv/AfhmJOAZ+XzFMtOUokF0M0OoBji3ENEa10tHdxI63QJiiblv1R6JRODzlRc6fn8XBhy+a3nTqthbRWBA0mXoKhqLQ/JVFia5nOnq5B2Pl5+E7hbfKcch88zLWHraYlfrL+gTkUjUP0E4rqsQbfKp5qp02JNHRxShGzmkM5kK+Vvu96eWmV5erxKGBb1CzQM9J6hW6MwGgkAeHaIUT1dbv9+Pc845B0888cTkMsuy8MQTT+DCCy+03ebNb34zDh48CGtaa/n9+/djxYoV8Jc5KQQCAfT09BQ9GgELBBGNlj+Jv7JnL8S+0rlJsQq9dBJZGbNZdTXBa8nxyivNEoZZ/mQT7PYjkZx7oZNMpSGK5S9EouhH3KFTq5tkUyaIiKbchVeSiQQklx6Y8XDlDrKZTBaCULtHYcG7L4Y/5G4/ksRg5usvqIcSUTB/qVfJi6elFrwOmjRME5lsFoJDjyVPx7cJPRuWWbezxmUXB9HVWaccHV8tGfD1veFjjCGdnvtmpERz4/lbtnnzZnz729/Gd7/7XezZswef+MQnIMsyrrvuOgDAxo0bcdNNN02u/4lPfALxeByf+tSnsH//fvzqV7/C7bffjuuvv75+72KWEIIdCMfsL8icc4xE4zYnNoZYhV464VgcQqC2O+9KMMawJ9E4oaNb5b0agW4f4g0of3fTZ8bJc6K46LrKgu7ytABAUTQIFRKbJxgfr5ynpjlNVvcAk7zd6XNLrXuY9PDAUbAFpUmq+ZzpuiFjLXipugIAVTMQTSTr4tEBCmGq0mX1E3mBgFC3hqVcYmBV/v993d5K0ishCgFEPQzWJdoDz1lgH/jABxCJRHDzzTdjbGwMZ511Fh599NHJBOWBgQEI01T66tWr8dhjj+Ezn/kM3vjGN2LVqlX41Kc+hc9+9rP1exezhBgIIRG3FzrhtIycaaI09ZMjWmEMRCQaBQvO3uRyAJB6u7DjwB584ow3z+pxymFYWtm6MikgICvPbTKyaVowcpUvXrmcCVU1EAqVXrAUo/KEZiEYwni4ciiHcw5NyyPkooUIYwzj484eHc45DCOP+hbqusUCeAZg9fO8Hh0ahLjCZn+MQddztv+feuLVo2NaFvYeGYDvlBV1qae0wKGbeQSmzVXzatNcwTpCYP7q3nVgyYr62iIGEJmjFgRE61BVuvumTZuwadMm29e2bdtWsuzCCy/Ec889V82hGgoTRWTKJA4ficRRLvxUabBnJBaDGOzAbBbYS8ctwfO7dwJ/NYsHccApGZkxBrNMj53pcM6RT9+Lvbv/B2de+BMw0V3eiB1eRgdEY1msPm5hyXI3Lf7FUKcrj46m5YrCuY77FAWMjDp7wAr7a1zyOawEINRP6EQzKQgnLLB9TVHshWg98dQwEEDnSWsx/sTDWHz6CbBcfLfdIOeNIqGjGZpnb9tcIPb0wd9XnV1da06tqy0+KYRolDw6RDE066oCapmE6cOROOzu7kUmVBQ68Xjcc3MtrzBJQlTOINugKeaGQ+gKQNkeO9PJjn0JD3z/nzA4cBBjB/++pvCIF6ETCduHidyErgSfH2mbipmZeEmYlHzdOHjwiOM6jaw0YQwFoVMndDMPxWbW0wRqHYaXVsJr6IoJAhadd7HneU9OzBzsKWsaWD1LseuEr6sHUldj8ihnIkpBpFL1m4hOzA9I6FRAz9kPadw/NAbJJvGQiRLGE84/NFkzCqWVc8Ajg3vwvge/gd+OHJiT402gm5pjKazF847ChZtRPPGbb+Kv39WNy9/egW3bfgOu/rJqe9IZ90JnvJzQKSN6S9erLIi8dG8NBPpw6NBhx3WycoMrTeoodMKqg1DkHKqLFg61oufznnNYfH2lXsBakPPFNymapgNlRqoQBUSxUOpPENOhX00FCl0/S70iL73yKsS+0lAKCwQRi5d3nXLOPbvFq4UB2Pyjb+HZnS/gqn/5Ar7yh1/PyXGBgkfH6TLBMdFUsNwOnoEkscnurRddEMIL2++o2p5Uyp3QEQQB4TIVToUeSZUvfkberDi01YsHRpICiEachUQ2qzdssjXnqEnoDGaTeMcDdyGmFTyh46pz/paq1mnUggN63mz4oHA5X/w+VV0Fr0OfnvmOpjdnLhPROEjoVIIx2wZ/h/r7bd21BaFT/qSv5vIw56iRn29BDwQAoTeegs4Lz8S3fvnTOWsiWOij43ylMKzyYbXo6GNY2Dd1Ul+5XMLY6AHwfHU9ldyGrnz+DvT324/xkF16dIDK3ZG99vpQtZxjyKaxvUMEgFcvdH4/fhjP/PdP8FD/bgDAqOpQYcYYFGUOQle5+vWsqQrOIc8IO6uqCibRKbsSOcPZW0y0H/SrqQTnJRctWTeQ0ewnRYvBEOKJ8h4dt+MB6oF0wnL4Tj4OQCEBWMvncDQ7N2Xdull5Uni5hGXOLTy/43Gcu27m3SsD1x6typ50Wi3qYl0On9SFQ4eP2r6meCjfrjTmo5qcmnCZkBpwzKPTMBgss/oE0F2jAwicchz+69cPg3OOMSVT/nPmHNqchK4aP4tPnpGnpGoamK/5cnSaDdPiyLmosCTaBxI6Lpg576o/Wl4sCP6g7UC+CQoXwMbdbexOuBsQWSuymoXoL5+YyQDkynl08q/BNBVIMzqunn2mHy/+4ftV2ZNKKa5CET5/F4aG7D06WU13/YOpNAYik9U8D1UslzsEFHJ0GuWB6O4SIGfcTVi3Y/vOFxB6/UkYGB3GK4kxjKQTRS0qZjIXyciqYTQsFDjBzGRkVdOBJkxGbjo4R1ZupPAnmg361bhg5t35kEP3XCYIUPTyJ+K5mHNVDlGUsHNsEFcc//pZP1Yqk4Kvw1kWlAtdce33sAt7rVwu4aVXDoDnh8Ck4zzZE4m4G3gpCCJSSQWc8xKvQkbVXTe0ruS5k7M6vHTHZoxhYDCG8887qez+6jWN2iuLFwLR6Ch6Vnnf1rQsHB4dgu+Np0AK+PGD157DcDgMoa/Ldn3GhJpydNKGhq88/xt89txL0esvX/moqhqY0LjTIwNDdoZHR9NUCL10ynaDosyN0Fn6kl5yQ+aVfF7HvjrZQ9hDHh0XzBQnI4m0Y0WR5jAqoHABbMwFSTxuCZ5+acecHCudTcHX4VxqW86jk0kdQG+3/QmdMQD6bz3bMx6OQKgwQHOCfN5E2ia0lMykwVy2+K807yqVdudhmsDv78Qf//ha2dfTaaVunW69smiBWPVgz6PZBHLH+gn5156A//nVz/HK4QMQFtqXKwtCbR6dLz/3CL555114esy5XD+rKHUZ0FktAmOlVVe6DjRhH51mRJ2DPC6idSChUwFBEJCacXdwNByFKJU/CeZNq2wfjkq5G7OJtKAbewf6YbpsVFcLmUwa/pDz3We5HJ3w+AiWlukNeNrJfuzd/RPP9oyHnQd6lthgU3mVTKbA/JW9Qoyxih6daDRecXL5dDo6l+EPz71Q9vV4IgXBYY7XbLKgT0A8Xt1gz+nz2JgkwmTAyOgohI7yn41c5d36rtgIvvvznyB46vHYFR1yXDebzTY8TDQzdGUYRlM2DGxGZApdEdMgoVMBxhiSM4Z07j14CEJPn+N2Wc3+h5ZSNDQowgAAyFkmDmdmv0V6JpuBL+R8Ui4XugqHR7B0sf22J6/x4eDBF8GtyrOfppOIxV0P0CzYULr/RCoJ5qssTgQGJGRnj040EvUkdARBQiKZQTJp3yMkFo1BEGZ3flo5RJHBMp2bZJbjlegwxGnzvoKvPwnavqNlvVOi5EfKIQfOidt+8yACyxfDv2oJntn5ouO6sqyASY0RjkBB9KXV4s80Z+bnrP9Wq6PMQR4X0TrQr6YCQiBQMtjz8JF++Lr7HLfLOAgdp7DXXLArPvsJybIsw+fg0eEAcmU8OqlUDD3dTl9NDuhPebJH1XTXAzQZs0/8TabSEAIuPDq+ACIJ5+q2aCwOyee9O/befSPl9yc1RugAALgKzr17Cp975WUIy6dGPTBJRO8731J2fYH5kXI5HX4mu/e+BnH1UoiLevHa4YOOJcgZWQZz8NrONizoR3xGh9+8RZVEbiGPDjEdEjoVYIEQItEpocM5RyyTrdDqnZdUak0QTSZtJp7PHZIk4ZWIfVWRW17eNYDb/vkBxwuFkdMgVujiWraPjpV1zDdZvNCH8NAvXNk6ge6hiZggCIhESi+mmXQGopvQVbADw6POOSuJRNKTh2nCrldftQ+5VLO/esIYB7h3T8v+w4cgLSmeaSXZTC2fQBD9VbX4l3MGMoYGxthkq4Vhpfx+VFWB0EChw0OBkjYVOeoN4wrG2JxU5hGtAwmdCgjBDkSmeXTisop8ha63QHmPTjgSA2Z5zpUTwsrF2L7rpZr28fj/7cL9992Dl3ba95sBgFyFWVYCmG2ODucqGHPe9ryzfPjDc4+BW0lX9nLOkfPQjZqDYWSktC+MomlgYuW8DamrB4NlStQn96Worj1MEwSDi/DMs/Z5OplMFkIDq4Sq7Y6s5A1PSdSiGEAq7V1QHc2W/j9fiZcXo7KiQGhgMrLY3YHxWHHek0keHVewOWoqSbQOJHQqIAZCiCeSk8+HHUrLp1NW6ESjEIKNEzrigm7s6z9cU+fQP/7xJfT0nYD7tz5m+zrnHCavJCyYfdWVVbnxnCAwcJ6HJT/owtrCZG/uIVzo83Xh6NHSDsxum8iJgSCiFUJXmua9TX0wtAC7d++BYZRuq3loZjgbcA7AHPC0Td6yoJvePgdR9CNTReiqP5so6osjCgJ2xcqLUV03AI9CtJ4InUHEp32HLM5hVBEabEcYa4LZb0RTQUKnAkwQIGtTP5rhpLu7yXJCJxqLQWyg0GGMQbPyGK0wT6gcnHMcOTyARYtOw+9+9wxGR5Ml6xRmWFUWUrppczKy3CVKv/m8IH7/5DfAeWXx4fXuLhDowfBwaS6M4cErlNEM22GwAGAY+aoq3xhj0PUctv1ub9Fyy+IwXExWn00YE2Bq5avC7Ega7getTiAIPmRl74nP/Zl40clOXL4Qzzp4NnOm2VDhyAQBsj71+5Bz+jE1SVRCFP1IJqs7vxHzExI6LlCnTaMeTqQrjhJgYIXmcjZksnJDc3QAAJxj77SyXi+EI2noRmGysyAI+M3ju0vW0a3KFzDRL0DWbKZUm+6EzsIFIuLxCKDZe5Wm47UcWZJCiMfjRV4vI5+H6eGOmnOORJleOrXMpersWop77/150TJZ1ht+DXz9aRJe2/2Ep21SVQgdxhiMKoY27hkZKCpZF5cuwIEj5SfCGy7C07ONauYmv4OZHCXXukUQAkhM88ITBAkdF+Sm9cXpHw1D8DknpAoCQ9rGo8M59zQYcrYQGMOrDvkJThw+HJn82+cLYWg4UrKOYeepmYEvJCIr29x1uQhdTXD+2SE8+etPg5vO70VVDE93w4wx5PNmkSdI1nPw2ugxnLYRcqhuztUEodAi7Nm7H/v3T73noaHq50zVi9WrfBg8+go4d+9ZSujehQ4AGFXMMXpl7x6IyxdNPmeMlQzNnE4+3/gwkYWpeVeZXOOm07caohhAMuk9YZ2Yv5DQccO0CeZ7DxyE0N3rvLogImFzkZN1Y06a9VVC7OvBC4f2Vl7RhkOHxidd+qLYgdGRUpFRrhHgdKSQgEzWJgxoxeD2a7limYiA38CRXR8Ft+xFBVB9g7lYfGqfsu4uHDedaMY+xJKpcdK4zxfEj3/yzOTz/qPVNeurP3kgv8f12tWErgDY5ihVYmB8FGJ3ccNI3TJtc4Q458g3we8UmPqMyKPjHlEKIplMNtoMookgoeMGzic7Gh86ehS+SkInEETMJhk1lq3uxF5vpFWL8MLul6vadufL+xEIFMp/ff5OjI2XhsB0F0LHFxSRlUvFiZmPeMqNuPBcPw4eeBkvP7UePF9m6rhS3YDGeInQ8UY4bS90ap003t1zPB566JHJXiFH+schOrY7mCsYYDg34ptOtUInb1owTfdCJG1oUPL2/7+EXtqAsRkml08w4fXK5knouEWSAshkqmsqScxPSOi4JK3qyJkmEhkZrEI1BguEEI2V5prEZfuutnMNkyREEgnsCHurkgGAnS+9jFDHEgCAJAURi5WGTQwXOTq+kISMjdCJx4axaIG3r+X6t4aQSY/i6Gufs31d8Ri6miAWmxIqWd2Al9CVILCyoatacnQK+xaRy+XwxG9fBQDs3PkaAoEFFbaafZYvlTAy4L6RY1JXK+a72cI5dA/J1/2Z8qG9uI3Q0Twknc8qnE/mMZFHxz2MCVC1xibnE80FCR2XpBQNw/E0uIvwhVjGoxPPNofQAYDg8cvxt9//Rtk7XTsMI49oLDXZr4UxwXZKsG5pFTWBPyRCthE6hTlX3i9+f3qeH7tefhrcJsdHUXTPDh1BYEUeHcVj6EoQJYzG7UvMMxmt5t7YPb3H4b77HgIA7N27H8FQ44XOG8/wYdfLz7huXZDQlaq7hHuZYN6fLV/qby90mucimZgQOgYJHS/kqghvEvMXEjpuOJaj0x911xBNCNjHiGOygkZNLp+JuHwhxkdGcc/u37veJpVSSvrRaHoe+RmufsPUKmoCKShCU0s9P+HIKJYs8h6GKYS7OKA9WvKaohoQPM4IYowhnpjy6HgNXbGObvQPlPbiAQoeHaHGgWd+fw8OHzmKl3cNIJVWwVjjf8qFmVdZwDzkav1IOgnmr6IpH2OeZhmNKikIZT4fO6GjN4lHhwFITQtdCU1y7mgFqsnjIuYvjT87tgACOI5GEzgaS7q6A2WCCMWm6iqeVWu+wNUT3ymr8Mgfnna9fjptH5KaubyQjFyhBJ8x2+7JuppCMFjd1/L1pwXwyktbS5Yrsvf8GsYkjI5OhR+9hq6krh4MlOmOnE4rdenREgh04V//7aGa91NfGGD8wdWaY5EIWFd187m8tPgfTEYh2Ez9ZmCI2QgdtUmEjsCEKY9OTieZQxBVQkLHBb4FS/Hb7TtwcHgMosu28HZx/kgyDcaaIWm0gNTXjf2D/a4rwVJlhE4qVbx8cMxdjx6TF1+sOOcAr24KNgCceLyE/iOvlpSbp9JZz+MWfP5uDBydymGS9ZynC43gDyBaJnQVjcUhipVnZlWiq3s1du16sakayS1fKmHkqLt+OuPRCNiMSii3eBE6BwcGgAVdJcsFOHl0muAzFRgSxyaYJxUZoMnlBFEV9MtxgdS7ALv27sXOV1+D2Luo8gYodFbNz6gMGRodhdjRORsmVk3OtHAo465JXzqt2l7sk6nii8XRwQjc9NbLzxwTwdModA+pHkkEkD9SbF8yBUHwJiwCgR4MDU95ZGTd8JQ4yxhDVrfvjhyJxCAItU8anxhQ2RwVVwUKeTpPu5pkHovFIHZV0SWcc09Cp3+gH9Ki0kpJ5vdhPFma06U2SY6O0BHE2LF5V/FUAkJH7eK4baCeQ8Q0SOi4gDGGnGlh9/6DkLp73G6F7Izw1fDoGIRQcwkdANgVLx13YEcqrdre56ZmCJ2ZOTvlsLgFa/oIBytRH+eEFS56mkgkIQjeulGLoh/JaTOVspruOb2Kc25baReNxiH56jMGpLdvDTo6V9RlX/WgkKejAPkDFdfNqAqYVN0gUi9jPSLpFIRA6f+f9YQwMl7aB6pZcnTQFcJ4pNCQM55IgodI6BBENZDQcYnABHBueUj65EjNGAMRjoSbzqMj+X3YOVp+Cvl00mkV4owcIwYgmSy+mOt6Dm4/JmP6YE+ercONmACYxUInmUxBlLxfJHQtN5nUmMpkwCTvozsiNk0DY7EYJKk+QkeSgvD7m+s7BTAg93zFtRSzyi7hHpKRdTNftrJQ6O7EqE0fqGYpLxe7OxCOHhM6SfLoEES1kNBxidTVg5ynJlQMiRl382lZrdiDZ64Rj1+Gp553lzyaSGRK7GeMlYSu1KwGX6jynTrDjC7KVvX5OROIooCcMVq0LJ1KQ5KqCxVNlJgnkkkwv/cLTcSmaWA2q3rOGWolurskpGLOjQO1fK7q7sMCY4WxHi4YcxheK3SFELHpd9UsQoeFAkimCqMMkqlU0awuwhm/rzQni2hfSOi4xL94OSzNSydXjvC0u/m8aTVN7H86YncHDo8OI2dVDjeNjYUhicWeCFEQEYsVC0BF1uDvcBeSyFnTLlg1JCJPsGwJw/hof9GyTDYLQfBexmwGGCKxCaGTAqtiGGs4U9wryDQtT/klrcgbzxCxe9d2x3Wq7YoMFNIv3I71GFXSZfM1mCAgmytt3tgsfXQYY5CPdUTOqgqYr7owXzvS1b280SYQTQQJHZcwQcDCc9/iaZvpd/PJMpOsmwGTcxxOV05IHh8LQ5SKq2REqQOjo8XufzmjeBA60y40dRA6q5aLGBkpDsXpet5zObclAunVIp7eX0hsTqUzEDx6dASBlXh0MhmtGep5ZpWebhGZ1CA4Ly/okoZadcKoIEhIlxmvMZNRJe1Ylaaa+RLPkpYzq25kWG+0fA4W59Dy3r/DBEEUIKHjASa6v6MSmYDItBEAcbl5hQ4YENHKD8WcIByJwucrFjqSrwOjo8UJnaoHj05xjk7tQmdBn4B4vFh4GdWEIhgAxjBy7H+YSqUgBLyFDgShtDtyIln7e2wNLCB/sOyrSUOruizey3TqUSVdsVouaRSHXrVcrmlEBQeQyWnQzebwMhFEK0JCZ5ZggSCGxiOTz5tp/IMddv1EZpJOZyGKxSEgn68T4XCkaJmq6K5ydIAZOTpcRq1fScYYYKUnxxBYFkcuV92QRtEfwHCs8N5kVfUkdAGAdXaVdEeembg9r8m9WvalpF698BdEP1JJd/lyg/EIhAq9r2LaTKGTb6rq5HE1C3Pe+wEJYvYgoTNLCB3dODo0dZGLNbHQYWAlJ3s77HJLBEFEdsZ701UdUqDyV4uj2KPDrSzqMyLDBHjhjr+WfBj/wiU4MnAElsWR1XTPd/lSV29Jd+R2ETrBoAQls7Ps6wlDqSF05Ucq7U7oHBo4Craw23GdmSJf9TAwdC4YkpONNoFoQrZv3w5RFPGOd7yj0aY0PSR0ZgmpqxtDw1P9aaLZ6gcYzjYCY4hWCF2ZpgW9zPwYTcsVDXI0Tcu1KJieo2OZmfrdSZuF8JWi6NWHSDq6MBYJYyiRQs707hUS/IGS4a6JpNy034N68oa1Ena//EzZ19OGVvXJRxT9SLkMXR0ZPApxoXPvq5lCR1YUMLGKGVyzAQd2x0ebqvs10Rzce++9uOGGG/DUU09hZMRdL7R2papzzd133401a9YgGAziggsuwI4dO1xt96Mf/QiMMbzrXe+q5rAthSD5kExPlbbuHRiCWEV58lwgBP0Ys+kQO51yc64AwOJANjvlmTFNd2XDhfLyqe3kbBKdHXUSAceaBsoeGsvNhDEGNZ/DS0erO4kwxpDRirsjJ5NKW3TyX7RQRCxypGyH5JShVT2kUhT9yGQr55RxzhFNpyA4DA5lKBU6GVkGcznqZbaR/D5sG9jXaDOIJiObzeKBBx7AJz7xCbzjHe/A1q1bG21SU+P5lPvAAw9g8+bNuOWWW/Diiy9i3bp1uOyyyxAOhx236+/vx4033oiLLrqoamNbDSWXm/QE/PHFlyEtWtpgi+zh3SGMVJhP5SR0wPnk66ZpFXl3nGFFOTqZTBLdXXUSOseaBqqKUVM7eM6Bx3bt8zz9fGp7jsS0irvx8ThE0XuZeivCWB6wRm1fi2fSQDWTywEwJkCzGZo7kyE5Bc10TkQXmICUUVxiLssyUGXH5nojnrAMz7/4Io00aAPS6XTRQ9fLf8d//OMfY+3atTjttNPwoQ99CPfdd5+H82774fnsfeedd+JjH/sYrrvuOpxxxhm455570NHRgfvuu6/sNqZp4uqrr8Ztt92Gk046qSaDWwuGWFaBZXH0j4xAasLxDwAg9nRidNz+gjRBOuOcPKoc6wKtau49KAysyKOTSddL6AjTPDrVh64meHLHC5B6F1a9fXha9d3w8AhEsbpBli1Jvt92cTQRA6uhAZ5hVA4l7ozbT48vggEJrbgSLisrVXXBng3Erg7kswqFrtqA1atXo7e3d/KxZcuWsuvee++9+NCHPgQAuPzyy5FKpfC73/1urkxtOTwJHcMw8MILL2D9+vVTOxAErF+/Htu3l28Q9sUvfhFLly7F3/zN31RvaYsSScsYTaWryvGYK4SOIKIJ59DVzAnlM1HkgsDRVG+JnMUenRS6O2uP6wQCAjS1cJHzMhOpHEosAl+fu2GudkSnNY4cHRmDz98uXVsZkD9s+0o0ngDrrD6U60bovDB2FGIFz4zQEUQ4Xvzdz8oymNQcoSuifRgcHEQqlZp83HTTTbbr7du3Dzt27MBVV10FAJAkCR/4wAdw7733zqW5LYUn/2w0GoVpmli2bFnR8mXLlmHv3r222/z+97/Hvffei507d7o+jq7rRW67tMsKi+aDI5KREc02d++UQodY51CAY+gKU51qVc290BEkAVltKo8pk03XxaOzYqmA0ZF+nLTkWDJyDW5/weeHqWQ9zDgrJTytuV00Fockrap6X62EzydCVw8iaOPIjCXiEHqr9+jk8iYsi0MQyv9vt+3YDumEZWVfBwB0BhGOFofdFUWB0GRCp5bvH9Ea9PT0oKen8tDoe++9F/l8HitXrpxcxjlHIBDAN77xDfT29s6mmS3JrP56MpkMPvzhD+Pb3/42Fi9e7Hq7LVu2FLnwVq9ePYtWzi7RjIwDY7Gmr7TRzTwMB69TOq06Nl6b8Jx4Kef2dYhIZ5OTzw1dQcBFWXolViwTMDI8AACQZb2mT96/YDGMVOWu0eUQBFY02FNRjKZpRjfbnLxGwOGDu2xfS6fTYMEawkOcO37XDNPEweFBiD3O4WKhqwPhGfOuFFWp2HtnLpF6OwF9fo8NIdyRz+fxve99D3fccQd27tw5+Xj55ZexcuVK/PCHP2y0iU2JJ4/O4sWLIYoixmdM/B0fH8fy5aWzRQ4dOoT+/n5cccUVk8usY+3WJUnCvn37cPLJJ5dsd9NNN2Hz5s2Tz9PpdEuKHZEJCKezePXQYUidzR+uiOsylnfY31Ek4hkIov0gyumzhzQtB7e9cPydAtKpaWXC3N38okp0dwnIZKIAgFg863jXXwmpqwehJSsrr1iG6d2RDSOPXJMMjJwLjl8l4f9+fwBn/Enpa0reAKux/ExRDXSWCX/tTY3DdJHXInQEEB8t9ujougH0NM/QVd/xywCac0UA+OUvf4lEIoG/+Zu/KfHcvPe978W9996Lv/u7v2uQdc2LpzON3+/HOeecgyeeeGJymWVZeOKJJ3DhhReWrL927Vrs3r27SHn+5V/+JS655BLs3LmzrHgJBAKTbjy37rxmhPn8GI5E8eLLu+Fb2JwVV9Nx6o48OjYOn2SfRCsIwmSOjhePjr/Th1RmutCpz11roTtyFpxzDA+HIYnVh0gYY+g8aW3V2wudXeg/Wmgc2S7NAicQBAYrnwS3EbCVqqEq4jDBfGAghu8++Zy73QgCFKPYvpxpNpXXjUkS/KsrhOCItuDee+/F+vXrbcNT733ve/H8889j1y57L2o74/k2YfPmzbjmmmtw7rnn4vzzz8ddd90FWZZx3XXXAQA2btyIVatWYcuWLQgGgzjzzDOLtu/r6wOAkuXzEaGzCz9/9HEkI+NYcFbzT9ONOQidsfEIhBmTy6ejFHl03OEPiciMFvKvOM8DyAGoV7WLCfA0hgaHIPka500Tu3qxZ38hIbfdhE4BDuQHAN/rJpfoZh55btX8n1ZsRPXIaBLveu/nkDrRQPDP3OVCKflCw8sJcWPkTe8nRoKYA/73f/+37Gvnn38+lZiXwfPv+QMf+AAikQhuvvlmjI2N4ayzzsKjjz46maA8MDBQdc+R+YavdxFyAPrWrWm0Ka6IO4yBCI+Pw+ezz3dggoj0sTyUgkfH3Y/N3yEhkTlWes1nQQRYEYyMjMIf6Kv/vl0i+AOI9McK/XTaZqDnFIwBMA8XCZ1MTiu/gQcmxPV0XnrpKMx8Dj2nnIZMD3f1TbTAoeRz6PQVpFfetEjoEMQ8oqrf86ZNm7Bp0ybb17Zt2+a4bTt1cGSCAP+CJY02wxUMzDF0lUrJEMU+29dEwY9EYmK2lLeqKz137OJfh8nlJZgRpFJZBDvcJ8LXm0IYzcL4eArhcLoN77iEkl46aaMOuVhlkpGf+8Or8Ps74TUwljJUdPr84Jwjb7nr7E0QRGtArhcCQOV5VxMNAW23FQJIJJIAvIWuAMDEsfVnQehY+bCj3XMGY9h/YBzPP78P/kD58N98pCMkIpM6WLQsXTePTqnQ2bbtGXR2rfC8r4nuyHq+eftdEQRRHSR0CACAEAxgNGFfRm2aFnSHic6iNCV0vHRGBoC8dWy/VuXZRd4QoCmjTdNQdt/+UTz19HZ0dlZfwdWKrFrBMDpytGhZ2qiD0GGsJEdnbDyFdFqGIHh3VCeNQp8ozWiuyeUEQdQOCR0CwLF5V+Njtq+l06qjYJCkIFKpQlKxl6orAOCwCmKnzh4dxhgUeaQpZgT5+xbj8ce3Ix5PV3URbmVWLBUxMjJQtCxdoTmlGwSGkqqrXbsG4La1wUwmPDpavn3K/wmiXSChQwAAxN5ODI/az7tKpVVHwSAIPmSPJRVnMnLFtvszMSwN4PX16CzsExCLDlRecQ7w9y7Evv0HGm1GQwiFBGhqomhZXTw6KPXo/GHHPvj81bUSmPLokNAhiPkGCR0CQGHmz1gsavtaKuU8VJAxBv2Yyz+dzkDyOJVat9S6e3SWL2UIjw81xTBExgRYZg5Sk40VmDO4DM6nQkKZnAahxk7hgiAgM2PQ7M6duxEKek88L0wwPyZ08nm4rRokCKI1IKFDACiIlWxeh5YvzVGoNNATAHS9cCecSWcgBdxf0DmOeXQsGdWGHexYulhCIj7eNK0OFDmCjk7vSbLzAcY4YE3lf6UMreYTjyj6kZreVRtANBqD5POe7C0ASOiF73hSrvxdJwiitWiOqwDRNAwrqZJlqVTlHjd504JpWkilMvB59eiYEx6d+gkdv58hl8uWHVsxpzCGZSvOgq+Ki/B8gHMA5tTYmHgmDXj8jsyECX4kk8XDfrOyVt3wy6AfkVQhvDZ9LhlBEPMDEjpEEYNysmRZKqVCFCt/VRTFQCab9uTRYSh4dHidhQ4AJJIKAv7mEBfBYF+jTWgs1tQ8qWgiBtZR/VgOABDFAJLTPDqqaiCfq640nHUGEI5GCrZlZAg0KZwg5hX0iyYmYQCGpk0TnyAWT0EQKntGZEVHNitD8jj5WbdU5HNpiGJ9hc542MTiRe1V5dScsGKhE0+AlRnG6RZR9COdmvLoJGoYr8E6OzAeLeSnjSfTTTXniiCI2iGhQ0wiMAFHM4mS5aOjYYhSZc+IoujQNAOCC+/PdAxLQyadRHdXfS8wsYSJFc0/S7UNEGDlp0JXsUQcQs0eHT8ymczk83i8+qo9sSuIeLyQQzQ4Og4hZD/qhCCI1oSEDjEJW9CNfUcPlywfGxuHJNpPLp+OIhvI5byV53IUcnTS6QS663x9WbPah4V9lFzaaHq6BWRSQ5PP05k0WLC2kZ6CIEGd1vU6kag+t4ZJEjJaoeR9YGgQQmd3TbYRBNFckNAhJpGW9uHAoUMlyyPhCCRfZaEjKzoMw1uehAAGw1IxGDtYd4/OuzZ0oqerCUZAtDkrlzGMDB+ZfK7mc2B1qIabPm4kkahtKKxyrInh2HgYUkfjpt0TBFF/SOgQkwjBAMaT8ZLlqXQWolg57yab1WB6HojIoFsaBkfjWL60vvk0q1e1ad+aJmP5UhGjo1MeHdWsz5gFXc8hf2w2VTyRramVQJ5bSKoqUrJSFxFGEETzQL9oogjVzCEzo0W/24nksZj3PAkmMihGFno+B5+PkkDnI4GAAENPAgC0fK6u08EnejyFw0kIYm1C+bWhceg0AoIg5h0kdIgSpldeaVoOebPyhUlgDK+8OgxwbxcxX1DESKLfo4VEy8EVcG5gRElXXtcDyWM9noaGhiFJtSV5PXdoEPVucUAQROMhoUOU8PLQ8OTf6bTqaowCY8D25/ZD9Nigz98pYiBRmgBNzC84BzRjBEM2fZqqhjGkkhNCZwR+f/W5Ncwn4fd7DtbLMoIgmggSOkQRQlcHfvjgbyefJ110RQYKIyRi0SPo7DrO0/F8IRGJdKzyikTLszdxBENyqq4+k4nvZywWg+SiBUI5fCuX4OXdr9bLLIIgmggSOkQRwVOOw2t/3In9+8cAAAcPjsPNkENB9EPXU57HHPg7JRgy5UW0A8NKCkNysm6dhxn4pNDJynpNjf7Evi7k5DQFrghiHkJChyjB39mDu/7jZwCA3z75IgKByn1FBMEPy/IuWPwdEhJDMhZRB+N5jc/HcCQRxf6Bfgi99WmYxJiAVFKpafzD1L4KEkcQSOoQxHyDhA5RQufS4/D7Z57DwYPjeOrp7ejsqjx12+/vxcJFp3g+lugXED2cwerja2sgRzQ3J6/xYff+g9h/+BCExb112acgSIjGUojX0CxwOpahQ5Doe0gQ8w0SOoQtfn8HvnT7T6BrOVcToX2+EAKBPs/HYYxBz+bQ00senfnM8askHOgfxGgsArGzPoNWJV8IIyNjNXVFng7P6WCd1CyQIOYbJHQIW7p7jseLL+4gVz5RFwSBIWPoyObq16naJ3VidHQc0Wj1c66mE1p5AqSu+nibCIJoHug2mrCFMQGWlUN3z6pZP1awm8IF7QB30abAC5KvA9FoGEeOhGvqijyBf9EyMEpHJjwgbtsJkdXWgZ3z+nQKJ8pDQocoy9Jlb5yT45xw3mIAmYrrEcR0BEFENqvjpZ174A+QJ4YgCHsodEU0nOPPWdxoE4i5or5OHWiajl27XkEotKi+OyYIYt5AQocgiDkh0NcBoc5Ch3MgkchCELx15CYIon2g0BVBEHNC5+pF8HXUp+KKIAjCLeTRIQhiThD9EsReKt8mCGJuIaFDEETLwrkJSaqt6oUgiPkNCR2CIFoWXUshGKJkdoIgykNChyCIlqWn93j4/ZVnsREE0b5QMjJBEC3LXDS0JAiitSGPDkEQBEEQ8xYSOgRBEARBzFuqEjp333031qxZg2AwiAsuuAA7duwou+63v/1tXHTRRViwYAEWLFiA9evXO65PEARBEARRLzwLnQceeACbN2/GLbfcghdffBHr1q3DZZddhnA4bLv+tm3bcNVVV+HJJ5/E9u3bsXr1avz5n/85hoeHazaeIAiCIAjCCc9C584778THPvYxXHfddTjjjDNwzz33oKOjA/fdd5/t+t///vfxyU9+EmeddRbWrl2L73znO7AsC0888UTNxhMEQRAEQTjhSegYhoEXXngB69evn9qBIGD9+vXYvn27q30oioJcLoeFCxd6s5QgCIIgCMIjnsrLo9EoTNPEsmXLipYvW7YMe/fudbWPz372s1i5cmWRWJqJruvQdX3yeTqd9mImQRAEQRAEgDmuuvrKV76CH/3oR3jooYcQDAbLrrdlyxb09vZOPlavXj2HVhIEQRAEMV/wJHQWL14MURQxPj5etHx8fBzLly933Pbf/u3f8JWvfAW/+c1v8MY3vtFx3ZtuugmpVGryMTg46MVMgiAIgiAIAB6Fjt/vxznnnFOUSDyRWHzhhReW3e6rX/0q/vmf/xmPPvoozj333IrHCQQC6OnpKXoQBEEQBEF4xfMIiM2bN+Oaa67Bueeei/PPPx933XUXZFnGddddBwDYuHEjVq1ahS1btgAA/uVf/gU333wzfvCDH2DNmjUYGxsDAHR1daGrq6uOb4UgCIIgCKIYz0LnAx/4ACKRCG6++WaMjY3hrLPOwqOPPjqZoDwwMABBmHIUffOb34RhGHjf+95XtJ9bbrkFt956a23WEwRBEARBOFDVUM9NmzZh06ZNtq9t27at6Hl/f381hyAIgiAIgqgZmnVFEARBEMS8hYQOQRAEQRDzFhI6BEEQBEHMW0joEARBEESbsG3bNjDGkEwmXW9z8cUX49Of/nRNx926dSv6+vpq2gcAMMbw8MMPe9qGhA5BEARBEPMWEjoEQRAEQcxbSOgQBEEQRIuwZs0a3HXXXUXLzjrrrMm+dIwxfOc738G73/1udHR04HWvex1+8YtflN1fLBbDVVddhVWrVqGjowNveMMb8MMf/rBkvXw+j02bNqG3txeLFy/GF77wBXDOJ1/XdR033ngjVq1ahc7OTlxwwQUl7WZm8vOf/xxvetObEAwGcdJJJ+G2225DPp+ffP3AgQN461vfimAwiDPOOAOPP/545Q/IBhI6BEEQBNFg0ul00UPX9ar3ddttt+HKK6/Erl278Bd/8Re4+uqrEY/HbdfVNA3nnHMOfvWrX+GVV17Bxz/+cXz4wx/Gjh07itb77ne/C0mSsGPHDvzHf/wH7rzzTnznO9+ZfH3Tpk3Yvn07fvSjH2HXrl14//vfj8svvxwHDhywPe7TTz+NjRs34lOf+hRee+01fOtb38LWrVvx5S9/GUBhvNR73vMe+P1+/OEPf8A999yDz372s1V9HiR0CIIgCKLBrF69Gr29vZOPiTFK1XDttdfiqquuwimnnILbb78d2Wy2RLhMsGrVKtx4440466yzcNJJJ+GGG27A5Zdfjh//+Mcl9v37v/87TjvtNFx99dW44YYb8O///u8AChMR7r//fjz44IO46KKLcPLJJ+PGG2/EW97yFtx///22x73tttvwuc99Dtdccw1OOukkXHrppfjnf/5nfOtb3wIA/N///R/27t2L733ve1i3bh3e+ta34vbbb6/q86iqMzJBEARBEPVjcHCwaIB1IBCoel9vfOMbJ//u7OxET08PwuGw7bqmaeL222/Hj3/8YwwPD8MwDOi6jo6OjqL1/uRP/gSMscnnF154Ie644w6Ypondu3fDNE2ceuqpRdvouo5FixbZHvfll1/GM888M+nBmbBF0zQoioI9e/Zg9erVWLlyZdExq4GEDkEQBEE0mJ6eniKhUw5BEIpyYwAgl8sVPff5fEXPGWOwLMt2f//6r/+K//iP/8Bdd92FN7zhDejs7MSnP/1pGIbh2vZsNgtRFPHCCy9AFMWi18oN785ms7jtttvwnve8p+S1YDDo+thuIKFDEARBEC3CkiVLMDo6Ovk8nU7jyJEjVe/vmWeewV/91V/hQx/6EIBCbsz+/ftxxhlnFK33hz/8oej5c889h9e97nUQRRFnn302TNNEOBzGRRdd5Oq4b3rTm7Bv3z6ccsoptq+ffvrpGBwcxOjoKFasWDF5zGqgHB2CIAiCaBHe/va347//+7/x9NNPY/fu3bjmmmtKvCheeN3rXofHH38czz77LPbs2YO//du/xfj4eMl6AwMD2Lx5M/bt24cf/vCH+PrXv45PfepTAIBTTz0VV199NTZu3Iif/exnOHLkCHbs2IEtW7bgV7/6le1xb775Znzve9/DbbfdhldffRV79uzB/9/evQdFVb5xAP8iC7sgAioIKIUZKF6QS0iuzIgZuBUywx+iOMXNoLHxGuUkycBoE45OZnkB0wnMicRL6pQX1B9qITEikRhm6qCJOoKpYSi4m7vv749ycwPMPcuyy/L9zKyxz77vOc959hx73HPYU1JSguzsbABAdHQ0hg8fjpSUFNTW1qK8vBxLliyRtI1sdIiIiHqIrKwsREVFYerUqYiNjUV8fDyeffZZycvLzs5GWFgYVCoVJk2aBG9vb8THx7cbl5ycjLa2NkRERGDOnDlYsGAB3njjDf3rRUVFSE5Oxttvv40RI0YgPj4eJ0+exNNPP93helUqFfbu3YtDhw5h3LhxGD9+PFavXg0/Pz8Af52i2717t36d6enpBtfzGIOnroiIiHoIV1dXlJSUGMRSUlL0P//7+h0ABrd7mDRpksGYAQMG/OctFR79PpyCgoIOxzg4OGDp0qVYunRph6+npqYiNTXVIKZSqaBSqTpd7/Dhw1FeXm4Q62j7/gs/0SEiIiKbxUaHiIiIbBYbHSIiIrJZbHSIiIjIZrHRISIiIpvFRoeIiIhsFhsdIiIisllsdIiIiMhmsdEhIiIim8VGh4iIiGwWGx0iIiKyWWx0iIiIyGax0SEiIiKbxUaHiIiIbBYbHSIiIrJZbHSIiIjIZrHRISIiIpvFRoeIiIhsFhsdIiIislmSGp3169dj6NChUCgUeP7551FVVfXY8Tt27EBgYCAUCgWCgoKwf/9+SckSERERGcPoRmfbtm3IzMxEbm4uampqEBwcDJVKhRs3bnQ4/vvvv8fMmTPx+uuv48cff0R8fDzi4+NRV1dncvJEREREj2N0o/PRRx8hIyMDaWlpGDVqFDZs2ABnZ2cUFhZ2OP6TTz7BSy+9hEWLFmHkyJF4//33ERYWhnXr1pmcPBEREdHjGNXoaDQa/PDDD4iOjv5nAX36IDo6GpWVlR3OqaysNBgPACqVqtPxRERERF1FZszgmzdvQqvVwsvLyyDu5eWFX375pcM5jY2NHY5vbGzsdD1qtRpqtVr//M6dO3/F7z0AYGdMyo8QAADtfTV0D7QSl9G1dG1q6ORayVtkDgKAVm0HrVb6deqa1j+hadPAmPfqjz5a3HHUws6ua6ohANhB4F7bA2i1942erwOgVf+1z5iSkhAA2nTQav+UvhAJtGoBXatO8r7VdvcB/mjRQsDO5P3z4XuhufcnRJvx74X4+786TR9otU+WjbZNB+198US5i7//0KntTN7/dG1a6FrVVnFMq+00T/wePnyPWiUcL1q1DFq1venHCQCdRgOtVjx+8BN48ED993JNX9Zj14M//9lBTVkGmZVRjU53Wb58OZYuXdouvm5KaRcsfW8XLMO2/WrqAo4CWGbclFWmrrNTF6VP/V/XZWERJdKnfvb3o2utMWn2r8YMPmrSqmzCJQD9jZ5lwvFihVpaWuDm5tbly3V0dIS3tzeON3bNL9Z4e3vD0dGxS5ZF7RnV6Hh4eMDe3h5NTU0G8aamJnh7e3c4x9vb26jxAJCVlYXMzEz98+bmZvj5+aGhocEsO62t++OPP/DUU0/hypUrcHV1tXQ6PQprZxrWzzSsnzRCCLS0tGDw4MFmWb5CocClS5eg0Wi6ZHmOjo5QKBRdsixqz6hGx9HREc899xzKysoQHx8PANDpdCgrK8PcuXM7nKNUKlFWVoaFCxfqY4cPH4ZSqex0PXK5HHK5vF3czc2NB7sJXF1dWT+JWDvTsH6mYf2MZ+5/FCsUCjYnPYTRp64yMzORkpKC8PBwRERE4OOPP8a9e/eQlpYGAEhOTsaQIUOwfPlyAMCCBQsQFRWFVatWITY2FiUlJaiursbGjRu7dkuIiIiI/sXoRmfGjBn47bffkJOTg8bGRoSEhKC0tFR/wXFDQwP69PnnQtYJEybgyy+/RHZ2Nt577z0EBARgz549GDNmTNdtBREREVEHJF2MPHfu3E5PVR07dqxdLCEhAQkJCVJWBeCvU1m5ubkdns6i/8b6ScfamYb1Mw3rR2Q6O2Hu378jIiIishDe1JOIiIhsFhsdIiIisllsdIiIiMhmsdEhIiIim2UVjc61a9fw2muvYeDAgXByckJQUBCqq6sfO+fYsWMICwuDXC6Hv78/Nm/e3D3JWiFj67dr1y7ExMTA09MTrq6uUCqVOHjwYDdmbD2k7HsPVVRUQCaTISQkxLxJWjEp9VOr1ViyZAn8/Pwgl8sxdOhQFBYWdlPG1kNK7YqLixEcHAxnZ2f4+Phg1qxZuHXrVjdlTNQzWfxeV7///jsiIyPxwgsv4MCBA/D09MSFCxfQv3/nd2m5dOkSYmNjMXv2bBQXF6OsrAzp6enw8fGBSqXqxuwtT0r9vvvuO8TExCAvLw/u7u4oKipCXFwcTpw4gdDQ0G7M3rKk1O6h5uZmJCcn48UXX2x3i5PeQmr9pk+fjqamJnz22Wfw9/fH9evXodPpuilr6yCldhUVFUhOTsbq1asRFxeHa9euYfbs2cjIyMCuXbu6MXuinsXiv16+ePFiVFRUoLy8/InnvPvuu9i3bx/q6ur0scTERDQ3N6O0tCtu/NlzSKlfR0aPHo0ZM2YgJyenizKzfqbULjExEQEBAbC3t8eePXtw6tSprk/QykmpX2lpKRITE3Hx4kUMGDDAjNlZNym1+/DDD1FQUID6+np9bO3atVixYgWuXr1qjjSJbILFT119/fXXCA8PR0JCAgYNGoTQ0FBs2rTpsXMqKysRHR1tEFOpVKisrDRnqlZJSv3+TafToaWlpdf9j0dq7YqKinDx4kXk5uZ2Q5bWS0r9Hs5ZuXIlhgwZguHDh+Odd95BW1tbN2VtHaTUTqlU4sqVK9i/fz+EEGhqasLOnTvxyiuvdFPWRD2UsDC5XC7kcrnIysoSNTU14tNPPxUKhUJs3ry50zkBAQEiLy/PILZv3z4BQLS2tpo7ZasipX7/tmLFCtG/f3/R1NRkxkytj5TanT9/XgwaNEicO3dOCCFEbm6uCA4O7qaMrYuU+qlUKiGXy0VsbKw4ceKE2Ldvn/Dz8xOpqandmLnlST1ut2/fLlxcXIRMJhMARFxcnNBoNN2UNVHPZPFGx8HBQSiVSoPYvHnzxPjx4zudw0bnH1Lq96ji4mLh7OwsDh8+bI70rJqxtXvw4IEIDw8XBQUF+lhvbnSk7HsxMTFCoVCI5uZmfeyrr74SdnZ2verYlVK7M2fOCB8fH7Fy5UpRW1srSktLRVBQkJg1a5a50yXq0Sx+6srHxwejRo0yiI0cORINDQ2dzvH29m53AWhTUxNcXV3h5ORkljytlZT6PVRSUoL09HRs37693anA3sDY2rW0tKC6uhpz586FTCaDTCbDsmXLUFtbC5lMhiNHjnRH2lZDyr7n4+ODIUOGwM3NzWCOEKJXXWcipXbLly9HZGQkFi1ahLFjx0KlUiE/Px+FhYW4fv26uVMm6rEs/ltXkZGROHfunEHs/Pnz8PPz63SOUqnE/v37DWKHDx+GUqk0S47WTEr9AGDr1q2YNWsWSkpKEBsba84UrZaxtXN1dcVPP/1kEMvPz8eRI0ewc+dOPPPMM2bL1RpJ2fciIyOxY8cO3L17Fy4uLvo5ffr0ga+vr1nztSZSatfa2gqZzPCvbHt7ewCA4C0LiTpn6Y+UqqqqhEwmEx988IG4cOGC/lTKF198oR+zePFikZSUpH9+8eJF4ezsLBYtWiTOnj0r1q9fL+zt7UVpaaklNsGipNSvuLhYyGQysX79enH9+nX949HTCb2BlNr9W28+dSWlfi0tLcLX11dMmzZNnDlzRnz77bciICBApKenW2ITLEZK7YqKioRMJhP5+fmivr5eHD9+XISHh4uIiAhLbAJRj2HxRkcIIb755hsxZswYIZfLRWBgoNi4caPB6ykpKSIqKsogdvToURESEiIcHR3FsGHDRFFRUfclbGWMrV9UVJQA0O6RkpLSvYlbASn73qN6c6MjhLT6nT17VkRHRwsnJyfh6+srMjMze9X1OQ9Jqd2aNWvEqFGjhJOTk/Dx8RGvvvqquHr1ajdmTdTzWPx7dIiIiIjMxeIXIxMRERGZCxsdIiIisllsdIiIiMhmsdEhIiIim8VGh4iIiGwWGx0iIiKyWWx0iIiIyGax0SEiIiKbxUaHqJulpqYiPj7eYutPSkpCXl7eE41NTEzEqlWrzJwREZH58JuRibqQnZ3dY1/Pzc3FW2+9BSEE3N3duyepR9TW1mLy5Mm4fPmy/qaaj1NXV4eJEyfi0qVLBnccJyLqKdjoEHWhxsZG/c/btm1DTk6OwV2qXVxcnqjBMJf09HTIZDJs2LDhieeMGzcOqampmDNnjhkzIyIyD566IupC3t7e+oebmxvs7OwMYi4uLu1OXU2aNAnz5s3DwoUL0b9/f3h5eWHTpk24d+8e0tLS0K9fP/j7++PAgQMG66qrq8PLL78MFxcXeHl5ISkpCTdv3uw0N61Wi507dyIuLs4gnp+fj4CAACgUCnh5eWHatGkGr8fFxaGkpMT04hARWQAbHSIr8Pnnn8PDwwNVVVWYN28e3nzzTSQkJGDChAmoqanBlClTkJSUhNbWVgBAc3MzJk+ejNDQUFRXV6O0tBRNTU2YPn16p+s4ffo07ty5g/DwcH2suroa8+fPx7Jly3Du3DmUlpZi4sSJBvMiIiJQVVUFtVptno0nIjIjNjpEViA4OBjZ2dkICAhAVlYWFAoFPDw8kJGRgYCAAOTk5ODWrVs4ffo0AGDdunUIDQ1FXl4eAgMDERoaisLCQhw9ehTnz5/vcB2XL1+Gvb09Bg0apI81NDSgb9++mDp1Kvz8/BAaGor58+cbzBs8eDA0Go3BaTkiop6CjQ6RFRg7dqz+Z3t7ewwcOBBBQUH6mJeXFwDgxo0bAP66qPjo0aP6a35cXFwQGBgIAKivr+9wHW1tbZDL5QYXTMfExMDPzw/Dhg1DUlISiouL9Z8aPeTk5AQA7eJERD0BGx0iK+Dg4GDw3M7OziD2sDnR6XQAgLt37yIuLg6nTp0yeFy4cKHdqaeHPDw80NraCo1Go4/169cPNTU12Lp1K3x8fJCTk4Pg4GA0Nzfrx9y+fRsA4Onp2SXbSkTUndjoEPVAYWFhOHPmDIYOHQp/f3+DR9++fTucExISAgD4+eefDeIymQzR0dFYuXIlTp8+jV9//RVHjhzRv15XVwdfX194eHiYbXuIiMyFjQ5RDzRnzhzcvn0bM2fOxMmTJ1FfX4+DBw8iLS0NWq22wzmenp4ICwvD8ePH9bG9e/dizZo1OHXqFC5fvowtW7ZAp9NhxIgR+jHl5eWYMmWK2beJiMgc2OgQ9UCDBw9GRUUFtFotpkyZgqCgICxcuBDu7u7o06fzwzo9PR3FxcX65+7u7ti1axcmT56MkSNHYsOGDdi6dStGjx4NALh//z727NmDjIwMs28TEZE58AsDiXqRtrY2jBgxAtu2bYNSqfzP8QUFBdi9ezcOHTrUDdkREXU9fqJD1Is4OTlhy5Ytj/1iwUc5ODhg7dq1Zs6KiMh8+IkOERER2Sx+okNEREQ2i40OERER2Sw2OkRERGSz2OgQERGRzWKjQ0RERDaLjQ4RERHZLDY6REREZLPY6BAREZHNYqNDRERENuv/5tx8vh3LxPIAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "t0, t1 = 6, 7\n", - "_ = segm_pure.plot(tmin=t0, tmax=t1)\n", - "plt.show()\n", - "_ = segm_smooth.plot(tmin=t0, tmax=t1)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Shannon entropy\n", - "The Shannon entropy of the microstate sequence describes how flat the microstate class distribution is. The two extremes are:\n", - "1. A flat distribution. In this example, the maximum entropy would be observed if each microstate class (A, B, C, D, F) had probability $p=1/5$. The resulting Shannon entropy would be h=log(5)=2.32 bits.\n", - "2. A peaked distribution. If any microstate class occurs with probability $p=1$, and all other classes with probability $p=0$, the resulting Shannon entropy would achieve its minimum value of h=0 bits. \n", - "\n", - "In the example below, we observe that smoothing leads to a slight entropy reduction. " - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Microstate sequence without smoothing, Shannon entropy h = 2.30 bits\n", - "Microstate sequence with smoothing, Shannon entropy h = 2.26 bits\n" - ] - } - ], - "source": [ - "# Entropy\n", - "# TODO: explain the concept of entropy and its application to MS analysis\n", - "h_pure = segm_pure.entropy(ignore_repetitions=False)\n", - "h_smooth = segm_smooth.entropy(ignore_repetitions=False)\n", - "print(f\"Microstate sequence without smoothing, Shannon entropy h = {h_pure:.2f} bits\")\n", - "print(f\"Microstate sequence with smoothing, Shannon entropy h = {h_smooth:.2f} bits\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Entropy rate and excess entropy\n", - "The entropy rate of the microstate sequence is a measure of its Kolmogorov complexity, excess entropy measures statistical complexity. High entropy rate (or high Kolmogorov complexity) means the next microstate label is less predictable, based on the sequence history. \n", - "History length is provided as a free parameter `history_length` when calling the function `excess_entropy_rate`, and is given in units of samples. \n", - "The function `excess_entropy_rate` performs a linear fit to joint entropy values across different history lengths and returns two parameters; the slope parameter corresponds to the entropy rate, the y-axis intersection to excess entropy. \n", - "This procedure is illustrated below. Further details are given in [https://doi.org/10.1007/s10548-023-01006-2](https://doi.org/10.1007/s10548-023-01006-2)." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Entropy rate: 1.036 bits/sample.\n", - "Excess entropy: 1.428 bits.\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Excess entropy\n", - "# TODO: explain the concept of excess entropy and its application to MS analysis and parameters.\n", - "from pycrostates.segmentation import excess_entropy_rate\n", - "import matplotlib.pyplot as plt\n", - "\n", - "h_length = 9 # history_length\n", - "a, b, residuals, lags, joint_entropies = excess_entropy_rate(segm_pure, \n", - " history_length=h_length, \n", - " ignore_repetitions=False)\n", - "print(f\"Entropy rate: {a:.3f} bits/sample.\")\n", - "print(f\"Excess entropy: {b:.3f} bits.\")\n", - "\n", - "# joint entropy plot from which excess entropy and entropy rate are calculated\n", - "plt.figure()\n", - "plt.plot(lags, joint_entropies, '-sk')\n", - "plt.plot(lags, a*lags+b, '-b')\n", - "plt.xlabel(\"lag (samples)\")\n", - "plt.ylabel(\"joint entropy (bit)\")\n", - "plt.title(\"Entropy rate & excess entropy\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can now test how microstate sequence (Kolmogorov) complexity changes with pre-processing:\n", - "1. no smoothing, full microstate sequence (duplicates not removed)\n", - "2. smoothing, full microstate sequence (duplicates not removed)\n", - "3. no smoothing, microstate jump sequence (duplicates removed)\n", - "4. smoothing, microstate jump sequence (duplicates removed)\n", - "\n", - "Smoothing makes microstate sequences more predictable (less complex), removing duplicates makes sequences less predictable (more complex)." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1. Microstate sequence without smoothing, entropy rate: 1.04 bits/sample\n", - "2. Microstate sequence with smoothing, entropy rate: 0.43 bits/sample\n", - "3. Microstate jump sequence without smoothing, entropy rate: 1.20 bits/sample\n", - "4. Microstate jump sequence with smoothing, entropy rate: 0.93 bits/sample\n" - ] - } - ], - "source": [ - "# We can also ignore state repetitions (i.e. self-transitions) by setting the ignore_repetitions to True.\n", - "# This is useful when you don't want to take state duration into account.\n", - "er_pure, _, _, _, _ = excess_entropy_rate(segm_pure, history_length=h_length, ignore_repetitions=False)\n", - "er_smooth, _, _, _, _ = excess_entropy_rate(segm_smooth, history_length=h_length, ignore_repetitions=False)\n", - "er_pure_jump, _, _, _, _ = excess_entropy_rate(segm_pure, history_length=h_length, ignore_repetitions=True)\n", - "er_smooth_jump, _, _, _, _ = excess_entropy_rate(segm_smooth, history_length=h_length, ignore_repetitions=True)\n", - "print(f\"1. Microstate sequence without smoothing, entropy rate: {er_pure:.2f} bits/sample\")\n", - "print(f\"2. Microstate sequence with smoothing, entropy rate: {er_smooth:.2f} bits/sample\")\n", - "print(f\"3. Microstate jump sequence without smoothing, entropy rate: {er_pure_jump:.2f} bits/sample\")\n", - "print(f\"4. Microstate jump sequence with smoothing, entropy rate: {er_smooth_jump:.2f} bits/sample\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Autoinformation function\n", - "The autoinformation function (AIF) is the information-theoretic analogy to the autocorrelation function (ACF) for numerical time series. \n", - "The autoinformation coefficient at time lag $k$ is the information shared between microstate labels $k$ time samples apart. Mathematically, it is computed as the mutual information between the microstate label $X_t$ at time $t$, and the label $X_{t+k}$ at $t+k$, averaged across the whole sequence: $H(X_{t+k}) - H(X_{t+k} \\vert X_{t})$.\n", - "\n", - "Below, we compare the AIF of microstate sequences with and without smoothing. Smoothing increases overall temporal dependencies and removes microstate oscillations (AIF peaks at 50, 100, 150 ms) that are visible in the minimally pre-processed sequence." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "# auto_information_function\n", - "# TODO: explain the auto_information_function and parameters.\n", - "# We compute the AIF for the full microstate sequence with and without smoothing\n", - "from pycrostates.segmentation import auto_information_function\n", - "import numpy as np\n", - "\n", - "lags1 = np.arange(1, 100)\n", - "lags, ai_pure = auto_information_function(segm_pure, lags=lags1, ignore_repetitions=False, n_jobs=2)\n", - "lags, ai_smooth = auto_information_function(segm_smooth, lags=lags1, ignore_repetitions=False, n_jobs=2)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# AIF plot\n", - "lags_ms = lags*1000/raw.info['sfreq'] # convert samples in milliseconds\n", - "fsize = 14 # fontsize\n", - "\n", - "plt.figure(figsize=(16,4))\n", - "plt.semilogy(lags_ms, ai_pure, '-k', label='AIF pure')\n", - "plt.semilogy(lags_ms, ai_smooth, '-b', label='AIF smooth')\n", - "plt.legend(loc='upper right', fontsize=fsize)\n", - "plt.xlabel(\"lag (ms)\", fontsize=fsize)\n", - "plt.ylabel(\"autoinf. (bit)\", fontsize=fsize)\n", - "plt.title(\"Auto information function\", fontsize=fsize)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Partial autoinformation\n", - "Partial autoinformation (PAI) describes the dependence between microstate sequence labels $k$ samples apart, removing the influence of all intermediate labels. The autoinformation function does not account for the effect of intermediate time steps. \n", - "PAI is computationally more expensive and it is recommended to start with a low number of lags (e.g. 5). \n", - "PAI coefficients can identify (first-order) Markov processes as their PAI coefficients are zero for lags $k \\ge 2$. \n", - "\n", - "Below, we compare the PAI coefficients of microstate sequences with and without smoothing.\n", - "It is observed that smoothing shifts temporal dependencies from towards the first time lag, i.e. renders the sequences more Markovian." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "# partial_auto_information_function\n", - "# TODO: explain the partial_auto_information_function and parameters.\n", - "from pycrostates.segmentation import partial_auto_information_function\n", - "import numpy as np\n", - "\n", - "lags_paif = np.arange(1, 6)\n", - "lags2, pai_pure = partial_auto_information_function(segm_pure, \n", - " lags=lags_paif, \n", - " ignore_repetitions=False, \n", - " n_jobs=1)\n", - "lags2, pai_smooth = partial_auto_information_function(segm_smooth, \n", - " lags=lags_paif, \n", - " ignore_repetitions=False, \n", - " n_jobs=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot PAIF\n", - "w = 0.4\n", - "wh = w/2\n", - "\n", - "fig = plt.figure(figsize=(7.5,5))\n", - "ax = plt.gca()\n", - "ax.bar(lags_paif-wh, pai_pure, width=w, color='k', label='pure')\n", - "ax.bar(lags_paif+wh, pai_smooth, width=w, color='b', label='smoothed')\n", - "ax.legend(loc='upper right', fontsize=14)\n", - "ax.set_xlabel(\"lag (samples)\")\n", - "ax.set_ylabel(\"partial autoinf. (bit)\")\n", - "\n", - "offset = 1\n", - "left, bottom, width, height = [0.5, 0.35, 0.35, 0.3]\n", - "axin = fig.add_axes([left, bottom, width, height])\n", - "axin.bar(lags_paif[offset:]-wh, pai_pure[offset:], color='k', width=w)\n", - "axin.bar(lags_paif[offset:]+wh, pai_smooth[offset:], color='b', width=w)\n", - "axin.set_xlabel(\"lag (samples)\")\n", - "axin.set_ylabel(\"partial autoinf. (bit)\")\n", - "\n", - "ax.set_title(\"Partial autoinformation function\")\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python [conda env:pycrostates-dev] *", - "language": "python", - "name": "conda-env-pycrostates-dev-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.13" - }, - "toc": { - "base_numbering": "", - "nav_menu": {}, - "number_sections": false, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": { - "height": "calc(100% - 180px)", - "left": "10px", - "top": "150px", - "width": "344.117px" - }, - "toc_section_display": true, - "toc_window_display": true - }, - "varInspector": { - "cols": { - "lenName": 16, - "lenType": 16, - "lenVar": 40 - }, - "kernels_config": { - "python": { - "delete_cmd_postfix": "", - "delete_cmd_prefix": "del ", - "library": "var_list.py", - "varRefreshCmd": "print(var_dic_list())" - }, - "r": { - "delete_cmd_postfix": ") ", - "delete_cmd_prefix": "rm(", - "library": "var_list.r", - "varRefreshCmd": "cat(var_dic_list()) " - } - }, - "types_to_exclude": [ - "module", - "function", - "builtin_function_or_method", - "instance", - "_Feature" - ], - "window_display": false - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/tutorials/segmentation/10_entropy.py b/tutorials/segmentation/10_entropy.py index f933683b..6cc7c150 100644 --- a/tutorials/segmentation/10_entropy.py +++ b/tutorials/segmentation/10_entropy.py @@ -1,22 +1,12 @@ -# %% """ -Segmentation metrics -==================== - -This tutorial introduces measures of entropy and excess entropy for microstate. +Entropy and related measures +============================ -# %% +""" +#%% # .. include:: ../../../../links.inc -# %% -# Entropy -# ------------ -# -# We start by fitting a modified K-means -# (:class:`~pycrostates.cluster.ModKMeans`) with a sample dataset. For more -# details about fitting a clustering algorithm, please refer to -# :ref:`this tutorial `. -# +#%% # .. note:: # # The lemon datasets used in this tutorial is composed of EEGLAB files. To @@ -30,28 +20,46 @@ # Note that an environment created via the `MNE installers`_ includes # ``pymatreader`` by default. +# %% # sphinx_gallery_thumbnail_number = 2 - -import numpy as np from matplotlib import pyplot as plt from mne.io import read_raw_eeglab - from pycrostates.cluster import ModKMeans from pycrostates.datasets import lemon -raw_fname = lemon.data_path(subject_id="010017", condition="EC") +#%% [markdown] +# ## Load example data +# We load 60 seconds of eyes-closed (EC) resting state data from the \ :footcite:t:`babayan_mind-brain-body_2019`. + +#%% +raw_fname = lemon.data_path(subject_id="010021", condition="EC") raw = read_raw_eeglab(raw_fname, preload=False) raw.crop(0, 60) # crop the dataset to speed up computation raw.load_data() raw.set_eeg_reference("average") # Apply a common average reference +#%% +# this subject has a posterior dominant rhythm in the alpha frequency band +_ = raw.plot(duration=10.0, start=10.0, n_channels=25) + +# %% [markdown] +# ## Microstate clustering +# Perform a clustering into K=5 microstate classes + +# %% ModK = ModKMeans(n_clusters=5, random_state=42) ModK.fit(raw, n_jobs=2) -ModK.reorder_clusters(order=[4, 1, 3, 2, 0]) +ModK.reorder_clusters(order=[4, 2, 0, 3, 1]) # 010021 ModK.rename_clusters(new_names=["A", "B", "C", "D", "F"]) ModK.plot() -# %% +#%% [markdown] +# ## Segmentation +# Perform two segmentations, i.e. back-fitting the maps obtained in the previous step, followed by: +# 1. Minimal post-processing (`half_window_size=1`, `min_segment_length=1`) +# 2. Smoothing (`half_window_size=3`, `min_segment_length=5`) + +#%% # Once a set of cluster centers has been fitted, It can be used to predict the # microstate segmentation with the method # :meth:`pycrostates.cluster.ModKMeans.predict`. It returns either a @@ -59,76 +67,177 @@ # `~pycrostates.segmentation.EpochsSegmentation` depending on the object to # segment. Below, the provided instance is a continuous `~mne.io.Raw` object: -segmentation = ModK.predict( +segm_pure = ModK.predict( raw, reject_by_annotation=True, factor=10, - half_window_size=10, - min_segment_length=5, + half_window_size=1, + min_segment_length=1, reject_edges=True, ) -# %% -# Entropy -# ------- -# TODO: explain the concept of entropy and its application to MS analysis +segm_smooth = ModK.predict( + raw, + reject_by_annotation=True, + factor=10, + half_window_size=5, + min_segment_length=5, + reject_edges=True, +) -h = segmentation.entropy(ignore_repetitions=False) +#%% [markdown] +# The differences between the non-smoothed (pure) and smoothed microstate sequences can be visualized with the plot method of the segmentation objects. # %% -# We can also ignore state repetitions (i.e. self-transitions) by setting the ignore_repetitions to True. -# This is useful when you don't want to take state duration into account. -h = segmentation.entropy(ignore_repetitions=True) +t0, t1 = 6, 7 +_ = segm_pure.plot(tmin=t0, tmax=t1) +plt.show() +_ = segm_smooth.plot(tmin=t0, tmax=t1) +plt.show() -# %% -# Excess entropy -# -------------- -# TODO: explain the concept of excess entropy and its application to MS analysis and parameters. +#%% [markdown] +# ## Shannon entropy +# The Shannon entropy \ :footcite:t:`shannon1948mathematical` of the microstate sequence describes how flat the microstate class distribution is. The two extremes are: +# 1. A flat distribution. In this example, the maximum entropy would be observed if each microstate class (A, B, C, D, F) had probability $p=1/5$. The resulting Shannon entropy would be h=log(5)=2.32 bits. +# 2. A peaked distribution. If any microstate class occurs with probability $p=1$, and all other classes with probability $p=0$, the resulting Shannon entropy would achieve its minimum value of h=0 bits. +# +# In the example below, we observe that smoothing leads to a slight entropy reduction. +#%% +# Entropy +# TODO: explain the concept of entropy and its application to MS analysis +h_pure = segm_pure.entropy(ignore_repetitions=False) +h_smooth = segm_smooth.entropy(ignore_repetitions=False) +print(f"Microstate sequence without smoothing, Shannon entropy h = {h_pure:.2f} bits") +print(f"Microstate sequence with smoothing, Shannon entropy h = {h_smooth:.2f} bits") + +#%% [markdown] +# ## Entropy rate and excess entropy +# The entropy rate of the microstate sequence is a measure of its Kolmogorov complexity, excess entropy measures statistical complexity. High entropy rate (or high Kolmogorov complexity) means the next microstate label is less predictable, based on the sequence history. +# History length is provided as a free parameter `history_length` when calling the function `excess_entropy_rate`, and is given in units of samples. +# The function `excess_entropy_rate` performs a linear fit to joint entropy values across different history lengths and returns two parameters; the slope parameter corresponds to the entropy rate, the y-axis intersection to excess entropy. +# This procedure is illustrated below. Further details are given in \ :footcite:t:`vonWegner2023`. + +#%% +# Excess entropy from pycrostates.segmentation import excess_entropy_rate +import matplotlib.pyplot as plt -a, b, residuals, lags, joint_entropies = excess_entropy_rate( - segmentation, history_length=12, ignore_repetitions=False -) +h_length = 9 # history_length +a, b, residuals, lags, joint_entropies = excess_entropy_rate(segm_pure, + history_length=h_length, + ignore_repetitions=False) +print(f"Entropy rate: {a:.3f} bits/sample.") +print(f"Excess entropy: {b:.3f} bits.") -plt.figure(layout="constrained") -plt.plot(lags, joint_entropies, "-sk") -plt.plot(lags, a * lags + b, "-b") +# joint entropy plot from which excess entropy and entropy rate are calculated +plt.figure() +plt.plot(lags, joint_entropies, '-sk') +plt.plot(lags, a*lags+b, '-b') +plt.xlabel("lag (samples)") +plt.ylabel("joint entropy (bit)") plt.title("Entropy rate & excess entropy") plt.show() -# %% -# auto_information_function -# TODO: explain the auto_information_function and parameters. +#%% [markdown] +# We can now test how microstate sequence (Kolmogorov) complexity changes with pre-processing: +# 1. no smoothing, full microstate sequence (duplicates not removed) +# 2. smoothing, full microstate sequence (duplicates not removed) +# 3. no smoothing, microstate jump sequence (duplicates removed) +# 4. smoothing, microstate jump sequence (duplicates removed) +# +# Smoothing makes microstate sequences more predictable (less complex), removing duplicates makes sequences less predictable (more complex). +#%% +# We can also ignore state repetitions (i.e. self-transitions) by setting the ignore_repetitions to True. +# This is useful when you don't want to take state duration into account. +er_pure, _, _, _, _ = excess_entropy_rate(segm_pure, history_length=h_length, ignore_repetitions=False) +er_smooth, _, _, _, _ = excess_entropy_rate(segm_smooth, history_length=h_length, ignore_repetitions=False) +er_pure_jump, _, _, _, _ = excess_entropy_rate(segm_pure, history_length=h_length, ignore_repetitions=True) +er_smooth_jump, _, _, _, _ = excess_entropy_rate(segm_smooth, history_length=h_length, ignore_repetitions=True) +print(f"1. Microstate sequence without smoothing, entropy rate: {er_pure:.2f} bits/sample") +print(f"2. Microstate sequence with smoothing, entropy rate: {er_smooth:.2f} bits/sample") +print(f"3. Microstate jump sequence without smoothing, entropy rate: {er_pure_jump:.2f} bits/sample") +print(f"4. Microstate jump sequence with smoothing, entropy rate: {er_smooth_jump:.2f} bits/sample") + +#%% [markdown] +# ## Autoinformation function +# The autoinformation function (AIF) is the information-theoretic analogy to the autocorrelation function (ACF) for numerical time series. +# The autoinformation coefficient at time lag $k$ is the information shared between microstate labels $k$ time samples apart. Mathematically, it is computed as the mutual information between the microstate label $X_t$ at time $t$, and the label $X_{t+k}$ at $t+k$, averaged across the whole sequence: $H(X_{t+k}) - H(X_{t+k} \vert X_{t})$. +# +# Below, we compare the AIF of microstate sequences with and without smoothing. Smoothing increases overall temporal dependencies and removes microstate oscillations (AIF peaks at 50, 100, 150 ms) that are visible in the minimally pre-processed sequence. + +#%% +# We compute the AIF for the full microstate sequence with and without smoothing from pycrostates.segmentation import auto_information_function +import numpy as np -lags, ai = auto_information_function( - segmentation, lags=np.arange(1, 20), ignore_repetitions=False, n_jobs=2 -) - -plt.figure(layout="constrained") -plt.plot(lags, ai, "-sk") -plt.title("Auto information function") +lags1 = np.arange(1, 100) +lags, ai_pure = auto_information_function(segm_pure, lags=lags1, ignore_repetitions=False, n_jobs=2) +lags, ai_smooth = auto_information_function(segm_smooth, lags=lags1, ignore_repetitions=False, n_jobs=2) + +#%% +# AIF plot +lags_ms = lags*1000/raw.info['sfreq'] # convert samples in milliseconds +fsize = 14 + +plt.figure(figsize=(16,4)) +plt.semilogy(lags_ms, ai_pure, '-k', label='AIF pure') +plt.semilogy(lags_ms, ai_smooth, '-b', label='AIF smooth') +plt.legend(loc='upper right', fontsize=fsize) +plt.xlabel("lag (ms)", fontsize=fsize) +plt.ylabel("autoinf. (bit)", fontsize=fsize) +plt.title("Auto information function", fontsize=fsize) plt.show() -# %% -# partial_auto_information_function -# TODO: explain the partial_auto_information_function and parameters. +#%% [markdown] +# ## Partial autoinformation +# Partial autoinformation (PAI) describes the dependence between microstate sequence labels $k$ samples apart, removing the influence of all intermediate labels. The autoinformation function does not account for the effect of intermediate time steps. +# PAI is computationally more expensive and it is recommended to start with a low number of lags (e.g. 5). +# PAI coefficients can identify (first-order) Markov processes as their PAI coefficients are zero for lags $k \ge 2$. +# +# Below, we compare the PAI coefficients of microstate sequences with and without smoothing. +# It is observed that smoothing shifts temporal dependencies from towards the first time lag, i.e. renders the sequences more Markovian. +#%% from pycrostates.segmentation import partial_auto_information_function +import numpy as np -lags, pai = partial_auto_information_function( - segmentation, lags=np.arange(1, 5), ignore_repetitions=False, n_jobs=1 -) - -plt.figure() -plt.plot(lags, pai, "-sk") -plt.title("Partial Auto information function") +lags_paif = np.arange(1, 6) +lags2, pai_pure = partial_auto_information_function(segm_pure, + lags=lags_paif, + ignore_repetitions=False, + n_jobs=1) +lags2, pai_smooth = partial_auto_information_function(segm_smooth, + lags=lags_paif, + ignore_repetitions=False, + n_jobs=1) + +#%% +# plot PAIF +w = 0.4 +wh = w/2 + +fig = plt.figure(figsize=(7.5,5)) +ax = plt.gca() +ax.bar(lags_paif-wh, pai_pure, width=w, color='k', label='pure') +ax.bar(lags_paif+wh, pai_smooth, width=w, color='b', label='smoothed') +ax.legend(loc='upper right', fontsize=14) +ax.set_xlabel("lag (samples)") +ax.set_ylabel("partial autoinf. (bit)") + +offset = 1 +left, bottom, width, height = [0.5, 0.35, 0.35, 0.3] +axin = fig.add_axes([left, bottom, width, height]) +axin.bar(lags_paif[offset:]-wh, pai_pure[offset:], color='k', width=w) +axin.bar(lags_paif[offset:]+wh, pai_smooth[offset:], color='b', width=w) +axin.set_xlabel("lag (samples)") +axin.set_ylabel("partial autoinf. (bit)") + +ax.set_title("Partial autoinformation function") plt.show() - -# %% +#%% # References # ---------- -# .. footbibliography:: +# .. footbibliography:: \ No newline at end of file