{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Time-Delay Embedded and Multivariate Auto Regressive Hidden Markov Models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook shows examples of training and inspecting a Time-Delay Embedded Hidden Markov Model (TDE-HMM) and a Multivariate Auto Regressive Hidden Markov Model (MAR-HMM). \n", "\n", "The TDE-HMM and MAR-HMM are trained on Magnetoencephalogram (MEG) data. The TDE-HMM is trained on whole-brain data, while the MAR-HMM is trained on only two-channel data. \n", "\n", "This notebook showcases also how to perform spectral analysis on the HMM states, including computing the states power spectra and the states cross-channel coherence.\n", "\n", "**Note:** Due to rendering issues when viewing this notebook through github, internal links, like the table of contents, may not work correctly. To ensure that the notebook renders correctly, you can view it through [this link](https://nbviewer.org/github/vidaurre/glhmm/blob/main/docs/notebooks/HMM-TDE_vs_HMM-MAR_example.ipynb).\n", "\n", "Authors: Laura Masaracchia " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Outline\n", "1. [Background](#background)\n", "2. [Preparation](#preparation)\n", "3. [TDE-HMM example](#HMM-TDE)\n", " * [Load and preprocess data](#load-data-tde)\n", " * [Initialise and train a TDE-HMM](#initialise-hmm-tde)\n", " * [Inspect model](#inspect-model)\n", " * [Spectral analysis](#spectral-tde)\n", " \n", "4. [MAR-HMM example](#HMM-MAR)\n", " * [Load data](#load-data-mar)\n", " * [Initialise and train a MAR-HMM](#initialise-hmm-mar)\n", " * [Relate states to behaviour](#onset)\n", " * [Spectral analysis](#spectral-mar)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background \n", "\n", "The MAR-HMM was introduced in [Vidaurre et al. (2016)](https://www.sciencedirect.com/science/article/pii/S1053811915010691). Given a multichannel time series *y*, the MAR-HMM models estimates the probability of each time point of the data of belonging to state *k* by using a multivariate autoregressive model. This means that for each time point data *yt*, the MAR-HMM tries to find a linear combination of the previous P time points to predict *yt*. P is in this case a HMM parameter that has to be specified by the user, called \"order\". The states here are the weights estimated in the prediction process.\n", "\n", "The TDE-HMM was introduced in [Vidaurre et al. (2018)](https://www.nature.com/articles/s41467-018-05316-z). This HMM models the autocovariance of the signal. Given a multichannel time series data *y*, the autocovariance is computed within a window of length 2L and resolution S around each time point *yt*. The window is specified by the user in the form (-L, -L+S, ...-S, 0, S, ..., L-S, L), which indicates the time points around t to be included in the window. Then, the data are restructured according to the lags embedding, and the HMM is run on the embedded data. Here, the states are the covariance matrices that best describe the signal. \n", "\n", "The TDE-HMM is typically preferred for high-dimensional data, while the MAR-TDE can be more precise in detecting frequency and amplitude related states.\n", "Check [Masaracchia et al. (2023)](https://journals.physiology.org/doi/full/10.1152/jn.00054.2023) for a comparison between the MAR-HMM and TDE-HMM working mechanisms, biases and expected outcomes. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparation \n", "If you dont have the **GLHMM-package** installed, then run the following command in your terminal:\n", "\n", "```!pip install git+https://github.com/vidaurre/glhmm```" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting git+https://github.com/vidaurre/glhmm\n", " Cloning https://github.com/vidaurre/glhmm to /private/var/folders/43/6pvmtxkj1t31dy3ztfcww9cx1m_h0k/T/pip-req-build-f85z5cmt\n", " Running command git clone --filter=blob:none --quiet https://github.com/vidaurre/glhmm /private/var/folders/43/6pvmtxkj1t31dy3ztfcww9cx1m_h0k/T/pip-req-build-f85z5cmt\n", " Resolved https://github.com/vidaurre/glhmm to commit b4edad29e236e5688424a126243a925e54cbf212\n", " Installing build dependencies ... \u001b[?25ldone\n", "\u001b[?25h Getting requirements to build wheel ... \u001b[?25ldone\n", "\u001b[?25h Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n", "\u001b[?25hRequirement already satisfied: scipy in /Users/au673157/anaconda3/lib/python3.11/site-packages (from glhmm==1.0.0) (1.10.1)\n", "Requirement already satisfied: numpy in /Users/au673157/anaconda3/lib/python3.11/site-packages (from glhmm==1.0.0) (1.23.5)\n", "Requirement already satisfied: scikit-learn in /Users/au673157/anaconda3/lib/python3.11/site-packages (from glhmm==1.0.0) (1.3.2)\n", "Requirement already satisfied: matplotlib in /Users/au673157/anaconda3/lib/python3.11/site-packages (from glhmm==1.0.0) (3.7.1)\n", "Requirement already satisfied: numba in /Users/au673157/anaconda3/lib/python3.11/site-packages (from glhmm==1.0.0) (0.58.0)\n", "Requirement already satisfied: seaborn in 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patsy>=0.5.2->statsmodels->glhmm==1.0.0) (1.16.0)\n", "Building wheels for collected packages: glhmm\n", " Building wheel for glhmm (pyproject.toml) ... \u001b[?25ldone\n", "\u001b[?25h Created wheel for glhmm: filename=glhmm-1.0.0-py3-none-any.whl size=165139 sha256=229b438093e10392f4b29f59b6f95489b010cfa06deb224f9654a589cfb1a5ee\n", " Stored in directory: /private/var/folders/43/6pvmtxkj1t31dy3ztfcww9cx1m_h0k/T/pip-ephem-wheel-cache-ah4l0at5/wheels/73/39/44/d3ee0c50a18e95f840c3481c25961f199ad5b37fb8b0bed2f2\n", "Successfully built glhmm\n", "Installing collected packages: glhmm\n", " Attempting uninstall: glhmm\n", " Found existing installation: glhmm 0.2.11\n", " Uninstalling glhmm-0.2.11:\n", " Successfully uninstalled glhmm-0.2.11\n", "Successfully installed glhmm-1.0.0\n", "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.1\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n" ] } ], "source": [ "!pip install git+https://github.com/vidaurre/glhmm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will then import the necessary libraries and modules for this notebook" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/au673157/anaconda3/lib/python3.11/site-packages/_distutils_hack/__init__.py:26: UserWarning: Setuptools is replacing distutils.\n", " warnings.warn(\"Setuptools is replacing distutils.\")\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from glhmm import glhmm, preproc, utils, graphics, spectral, io, statistics, auxiliary\n", "import pickle\n", "import sys\n", "import pip" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## TDE-HMM Example: Modelling whole-brain MEG data \n", "\n", "For this example, we will use whole-brain MEG resting state data. The data was collected from 10 participants while resting in a dark room. Each participant completed two sessions, except for one participant with only one session. \n", "\n", "Each session is stored as a 2D matrix with the shape of (No. of timepoints, No. of parcels):\n", "\n", "Timepoints: The total number of recorded time points in the session.\n", "Parcels: Here regions according to a prespecified parcellation.\n", "\n", "The data we will load are a subset of the data collected and used for the original [TDE-HMM paper](https://www.nature.com/articles/s41467-018-05316-z)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load and preprocess data \n", "The next two cells will fetch the data from the OSF website and download them into the same folder as this notebook. If you prefer, you can also directly download the files from the [OSF project page](https://osf.io/8qcyj/?view_only=119c38072a724e0091db5ba377935666) and skip the next two cells. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# checks if osfclient is installed and otherwise installs it using pip install\n", "# skip this if you have manually downloaded the data\n", "\n", "def install(package):\n", " pip.main(['install', package])\n", "\n", "try:\n", " import osfclient\n", "except ImportError:\n", " print('osfclient is not installed, installing it now')\n", " install('osfclient')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100%|████████████████████████████████████| 127M/127M [00:03<00:00, 39.2Mbytes/s]\n" ] } ], "source": [ "! osf -p 8qcyj fetch MEG_data/data_MEG_TDE.pkl ./example_data/data_MEG_TDE.pkl" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will then load the data into the notebook \n", "\n", "##### NOTE: this cell is compulsory to all!" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of sessions in data_meg: 5\n" ] } ], "source": [ "# Loading the data\n", "\n", "with open(\"./example_data/data_MEG_TDE.pkl\", \"rb\") as f:\n", " data_meg_tde = pickle.load(f)\n", "\n", "# Display data information\n", "print(f\"Number of sessions in data_meg: {len(data_meg_tde)}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prepare data\n", "\n", "Once we have loaded the data we need to make them in the right format for the HMM, meaning concatenate all sessions and subjects along the time axis. We also need to create the indices that will tell the start and end timepoint of each session: \n", "\n", "- Concatenated brain activity (X_concat)\n", "The brain activity data (data_meg) contains recordings from multiple sessions. We concatenate all the sessions along the time dimension to form a single, continuous 2D matrix: [timepoints × sessions, features].\n", "\n", "- Create index matrix (idx_data)\n", "To track the start and end timepoints for each session, we generate an index matrix, idx_data, using the function get_indices_from_list. It will have a shape of: [No. of sessions, 2]. Each row specifies the start and end timepoints for a session.\n", "\n", "\n", "Loading data and data formats are explained in more detail in the [Standard Gaussian HMM tutorial](./GaussianHMM_example.ipynb).\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# concatenate data\n", "X_concat = []\n", "for j in range(len(data_meg_tde)):\n", " X_concat.extend(data_meg_tde[j])\n", "\n", "X_concat = np.array(X_concat)\n", "\n", "# Get the start and end indices for each session\n", "idx_data = statistics.get_indices_from_list(data_meg_tde)\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 75685],\n", " [ 75685, 151447],\n", " [151447, 226381],\n", " [226381, 301893],\n", " [301893, 377536]])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# show the session indices\n", "idx_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "##### NOTE: It is important to standardise your timeseries and, if necessary, apply other kinds of preprocessing before fitting the model.\n", "\n", "We always recommend to plot the data before doing any preprocessing, and understand what preprocessing steps are needed. \n", "\n", "The data for this tutorial have already been preprocessed, so we will only standardise them. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Preprocess data\n", "X_preproc = preproc.preprocess_data(X_concat, idx_data)[0]\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# visualize some data\n", "# decide on a plotting range of the signal \n", "plot_range = np.arange(200000,202000)\n", "\n", "Fs = 250 # sampling frequency of the signal\n", "n_regions = X_preproc.shape[1]\n", "\n", "# plot each parcel separately\n", "fig = plt.figure(figsize=(10,8))\n", "for i in range(n_regions):\n", " plt.plot(X_preproc[plot_range,i]+i*5)\n", "\n", "plt.xticks(np.arange(0,len(plot_range),Fs),np.arange(int(len(plot_range)/Fs)))\n", "plt.xlabel('time [s]')\n", "plt.yticks(np.arange(0,n_regions*5,5),np.arange(n_regions))\n", "plt.ylabel('parcel')\n", "plt.title('Example of Preprocessed Signal')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initialise and train a TDE-HMM \n", "We first initialise the glhmm object, which we here call `TDE_hmm`. By specifying the parameters of the glhmm object, we define which type of model we want to fit and how states should be defined. \n", "\n", "In the case of the TDE-HMM, this is done with two steps: we will first embed the data within a window of lags, then we will run a default (i.e. Gaussian) HMM on the embedded data. \n", "\n", "For the first step, we will use the `build_data_tde`option in the preprocessing module. This will create an embedded version of the data according to the **lags** we define. The lags will indicate the length and resolution of the window to use to embed the data. In this specific case, our window of lags will be of length 2L, where L=35, with resolution S=5. The lags window will go from -35 to +35 with step of 5: `embedded_lags = np.arange(-L,L+1,S)`. We will then use PCA on the embedded signal, using number of PC=number of parcels * 2, to follow the original [TDE-HMM paper](https://doi.org/10.1038/s41467-018-05316-z) preprocessing and HMM settings.\n", "\n", "We will then run a Gaussian HMM on the embedded data, to capture the autocovariance of the signal. \n", "\n", "We model 10 states by setting the parameter `K=10`. We will also specify the covariance type as `covtype='full'` and no means modelling. So our states will be characterised only by functional connectivity (covariance)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Specify time lags\n", "S=5\n", "L = 35\n", "lags = np.arange(-L, L + 1, S)\n", "\n", "# Build the MEG data in TDE format\n", "X_embedded, idx_tde, pca_model = preproc.build_data_tde(X_preproc,idx_data,lags=lags,pca=n_regions*2)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# instantiate model\n", "K=10\n", "TDE_hmm = glhmm.glhmm(model_beta='no', model_mean='state', K=K, covtype='full')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training HMM-TDE\n", "Init repetition 1 free energy = 63945242.26363943\n", "Init repetition 2 free energy = 63960406.542562775\n", "Init repetition 3 free energy = 63882160.247551166\n", "Init repetition 4 free energy = 63867329.00079531\n", "Init repetition 5 free energy = 63908398.950842775\n", "Best repetition: 4\n", "Cycle 1 free energy = 63857362.42757152\n", "Cycle 2 free energy = 63846845.332875386\n", "Cycle 3, free energy = 63840872.80908218, relative change = 0.3621990282593063\n", "Cycle 4, free energy = 63837111.15853057, relative change = 0.1857488804283497\n", "Cycle 5, free energy = 63833926.50930166, relative change = 0.1358875377630957\n", "Cycle 6, free energy = 63831474.15989289, relative change = 0.0947282158550761\n", "Cycle 7, free energy = 63829495.784432106, relative change = 0.07099439465613099\n", "Cycle 8, free energy = 63827637.402728, relative change = 0.06251909675062768\n", "Cycle 9, free energy = 63825891.29173486, relative change = 0.0554829352903556\n", "Cycle 10, free energy = 63824374.01168278, relative change = 0.045994328954685346\n", "Cycle 11, free energy = 63823074.337182924, relative change = 0.03790454601364171\n", "Cycle 12, free energy = 63821723.76017774, relative change = 0.037896394673299576\n", "Cycle 13, free energy = 63820724.0211532, relative change = 0.027286640503072886\n", "Cycle 14, free energy = 63819787.16050876, relative change = 0.02493290714002275\n", "Cycle 15, free energy = 63819057.75872617, relative change = 0.019042111694845088\n", "Cycle 16, free energy = 63818403.79401329, relative change = 0.01678613065068411\n", "Cycle 17, free energy = 63817759.66814152, relative change = 0.01626467147847695\n", "Cycle 18, free energy = 63817148.54815109, relative change = 0.015196742996158459\n", "Cycle 19, free energy = 63816674.28241634, relative change = 0.01165611587695376\n", "Cycle 20, free energy = 63816262.87029992, relative change = 0.010010134992562059\n", "Cycle 21, free energy = 63815968.787892655, relative change = 0.0071045312648853895\n", "Cycle 22, free energy = 63815681.040631816, relative change = 0.006903495348055411\n", "Cycle 23, free energy = 63815389.71620584, relative change = 0.00694080550181527\n", "Cycle 24, free energy = 63815052.6827992, relative change = 0.007965857711000298\n", "Cycle 25, free energy = 63814775.99890221, relative change = 0.006496996945602436\n", "Cycle 26, free energy = 63814579.0749586, relative change = 0.004602817020691603\n", "Cycle 27, free energy = 63814378.82569455, relative change = 0.004658736245969561\n", "Cycle 28, free energy = 63814228.10416342, relative change = 0.003494236589835568\n", "Cycle 29, free energy = 63814051.12208444, relative change = 0.004086279021009162\n", "Cycle 30, free energy = 63813834.46039891, relative change = 0.004977528232991238\n", "Cycle 31, free energy = 63813722.80231103, relative change = 0.0025586399336136913\n", "Cycle 32, free energy = 63813616.74623246, relative change = 0.0024243782547021075\n", "Cycle 33, free energy = 63813490.2783988, relative change = 0.00288264505034032\n", "Cycle 34, free energy = 63813392.75755326, relative change = 0.002217911699118092\n", "Cycle 35, free energy = 63813327.38728433, relative change = 0.0014845057140788437\n", "Cycle 36, free energy = 63813218.37548818, relative change = 0.0024694560424192435\n", "Cycle 37, free energy = 63813098.43528346, relative change = 0.0027096562808133972\n", "Cycle 38, free energy = 63812969.505615436, relative change = 0.0029042843395558626\n", "Cycle 39, free energy = 63812877.571343176, relative change = 0.0020666420003150783\n", "Cycle 40, free energy = 63812807.15909478, relative change = 0.0015803349593133459\n", "Cycle 41, free energy = 63812729.217802264, relative change = 0.0017462623217067744\n", "Cycle 42, free energy = 63812654.68963167, relative change = 0.001667008308345958\n", "Cycle 43, free energy = 63812591.537828565, relative change = 0.0014105550161867429\n", "Cycle 44, free energy = 63812502.20867358, relative change = 0.0019912777328705243\n", "Cycle 45, free energy = 63812402.936475195, relative change = 0.0022080365227844937\n", "Cycle 46, free energy = 63812306.26506688, relative change = 0.002145575720258484\n", "Cycle 47, free energy = 63812251.722074844, relative change = 0.0012090919756748886\n", "Cycle 48, free energy = 63812209.953423984, relative change = 0.0009250578544846764\n", "Cycle 49, free energy = 63812151.46746594, relative change = 0.0012936234468506405\n", "Cycle 50, free energy = 63812088.27729245, relative change = 0.0013957230140131652\n", "Cycle 51, free energy = 63812038.54028973, relative change = 0.0010973684232707386\n", "Cycle 52, free energy = 63811979.2842319, relative change = 0.0013056843018834003\n", "Cycle 53, free energy = 63811903.453207515, relative change = 0.0016681200015377523\n", "Cycle 54, free energy = 63811810.7580577, relative change = 0.002034945168989832\n", "Cycle 55, free energy = 63811727.9279695, relative change = 0.0018150760700905966\n", "Cycle 56, free energy = 63811650.12052952, relative change = 0.001702111422890948\n", "Cycle 57, free energy = 63811577.29433968, relative change = 0.0015906077955388199\n", "Cycle 58, free energy = 63811532.965912856, relative change = 0.0009672473823318347\n", "Cycle 59, free energy = 63811483.85993079, relative change = 0.0010703468872381792\n", "Cycle 60, free energy = 63811456.52211005, relative change = 0.0005955186040606615\n", "Cycle 61, free energy = 63811425.11726446, relative change = 0.0006836457203401198\n", "Cycle 62, free energy = 63811390.33761296, relative change = 0.0007565384025749757\n", "Cycle 63, free energy = 63811340.80360355, relative change = 0.0010763203280040102\n", "Cycle 64, free energy = 63811291.30588004, relative change = 0.0010743763488941685\n", "Cycle 65, free energy = 63811231.50957072, relative change = 0.0012962306390928242\n", "Cycle 66, free energy = 63811183.2058821, relative change = 0.0010460048231308626\n", "Cycle 67, free energy = 63811118.191176504, relative change = 0.0014058985652396004\n", "Cycle 68, free energy = 63811075.18849771, relative change = 0.0009290396156070967\n", "Cycle 69, free energy = 63811029.244737044, relative change = 0.0009915951776376668\n", "Cycle 70, free energy = 63810974.77424294, relative change = 0.0011742455200433452\n", "Cycle 71, free energy = 63810934.4666848, relative change = 0.0008681742071883731\n", "Cycle 72, free energy = 63810901.57557712, relative change = 0.0007079316515725212\n", "Cycle 73, free energy = 63810843.74780619, relative change = 0.0012431086010561805\n", "Cycle 74, free energy = 63810738.547452174, relative change = 0.0022563620562687904\n", "Cycle 75, free energy = 63810674.722389065, relative change = 0.0013670636168552222\n", "Cycle 76, free energy = 63810601.27008634, relative change = 0.001570797359911436\n", "Cycle 77, free energy = 63810526.04165671, relative change = 0.0016061962971957446\n", "Cycle 78, free energy = 63810491.91088759, relative change = 0.0007281927218517238\n", "Cycle 79, free energy = 63810461.5625229, relative change = 0.0006470747321397408\n", "Cycle 80, free energy = 63810429.64077241, relative change = 0.0006801588541925804\n", "Cycle 81, free energy = 63810378.85896069, relative change = 0.0010808419458779716\n", "Cycle 82, free energy = 63810344.27197743, relative change = 0.0007356091028885622\n", "Cycle 83, free energy = 63810302.07077115, relative change = 0.0008967464156890853\n", "Cycle 84, free energy = 63810264.53646845, relative change = 0.0007969423219916067\n", "Cycle 85, free energy = 63810226.86573814, relative change = 0.0007991997729508386\n", "Cycle 86, free energy = 63810193.520432614, relative change = 0.000706934028099671\n", "Cycle 87, free energy = 63810138.812760435, relative change = 0.0011584812470963853\n", "Cycle 88, free energy = 63810084.348599955, relative change = 0.001151996055346548\n", "Cycle 89, free energy = 63810064.76641725, relative change = 0.0004140201064389087\n", "Cycle 90, free energy = 63810026.89462792, relative change = 0.0008000710454423068\n", "Cycle 91, free energy = 63809996.106609255, relative change = 0.0006499981007757681\n", "Cycle 92, free energy = 63809970.55945002, relative change = 0.0005390620848012277\n", "Cycle 93, free energy = 63809960.984278426, relative change = 0.00020200168881137962\n", "Cycle 94, free energy = 63809949.10522471, relative change = 0.00025054252948151134\n", "Cycle 95, free energy = 63809926.12124913, relative change = 0.0004845228763306369\n", "Cycle 96, free energy = 63809905.34465434, relative change = 0.00043779755345568663\n", "Cycle 97, free energy = 63809887.11472797, relative change = 0.0003839874932506016\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Cycle 98, free energy = 63809862.789258435, relative change = 0.0005121190475342604\n", "Cycle 99, free energy = 63809839.94994087, relative change = 0.00048060031181781037\n", "Cycle 100, free energy = 63809817.74606985, relative change = 0.00046701061649564107\n", "Finished training in 1570.41s : active states = 10\n" ] } ], "source": [ "# train HMM\n", "print('Training HMM-TDE')\n", "\n", "stc_tde, xi_tde, fe_tde = TDE_hmm.train(X=None, Y=X_embedded, indices=idx_tde)\n", "vpath_tde = TDE_hmm.decode(X=None, Y=X_embedded, viterbi=True)\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'stc_tde' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[11], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# save your trained hmm\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m hmm_dict \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhmm\u001b[39m\u001b[38;5;124m'\u001b[39m:TDE_hmm,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mstc\u001b[39m\u001b[38;5;124m'\u001b[39m:stc_tde,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mxi\u001b[39m\u001b[38;5;124m'\u001b[39m:xi_tde,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfe\u001b[39m\u001b[38;5;124m'\u001b[39m:fe_tde,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvpath\u001b[39m\u001b[38;5;124m'\u001b[39m:vpath_tde}\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m./example_data/hmm_tde.pkl\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwb\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m fp:\n\u001b[1;32m 4\u001b[0m pickle\u001b[38;5;241m.\u001b[39mdump(hmm_dict, fp, pickle\u001b[38;5;241m.\u001b[39mHIGHEST_PROTOCOL)\n", "\u001b[0;31mNameError\u001b[0m: name 'stc_tde' is not defined" ] } ], "source": [ "# save your trained hmm\n", "hmm_dict = {'hmm':TDE_hmm,'stc':stc_tde,'xi':xi_tde,'fe':fe_tde,'vpath':vpath_tde}\n", "with open(\"./example_data/hmm_tde.pkl\", \"wb\") as fp:\n", " pickle.dump(hmm_dict, fp, pickle.HIGHEST_PROTOCOL)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ... or load a pre-trained hmm\n", "\n", "If you are short on time and do not want to initialise and train an HMM on these data, you can download and load a pre-trained hmm with the same settings. This is done in the next cell" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100%|████████████████████████████████████| 364M/364M [00:09<00:00, 39.1Mbytes/s]\n" ] } ], "source": [ "! osf -p 8qcyj fetch MEG_data/hmm_tde.pkl ./example_data/hmm_tde.pkl" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# load into the notebook\n", "with open('./example_data/hmm_tde.pkl', \"rb\") as f:\n", " hmm_dict = pickle.load(f)\n", "\n", "TDE_hmm = hmm_dict['hmm']\n", "stc_tde = hmm_dict['stc']\n", "vpath_tde = hmm_dict['vpath']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inspect model \n", "\n", "compute metrics and plot them.\n", "\n", "#### Note: because of the data embeddings, the vpath and gamma (state time courses) are not of the same dimensions of the original data. For this reason we need to re-align them with the data (padGamma function) to plot them." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# apply the padGamma function to the vp to plot states and signal\n", "T = auxiliary.get_T(idx_data)\n", "options_tde = {'embeddedlags':list(lags)}\n", "paddedVP = auxiliary.padGamma(vpath_tde, T, options_tde)\n", "\n", "\n", "# plot state time courses with signal\n", "plotting_range = np.arange(15000,20000)\n", "graphics.plot_vpath(paddedVP[plotting_range], signal=X_preproc[plotting_range,1].copy(), title=\"States and signal example\")\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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RI0eK7ONW5XkO8L/ko6DOzcnK3XffTceOHfn6669JTk7GxcWFVq1aWRQX/O95HDt2rMi1P3fddRf//Oc/ARgzZgzR0dFmdfbs2WNaH1KdeHp60qlTJy5fvkxgYGChz8mvv/7KxIkTK2Xcpk2bmmYp3nrrLVOCUfCZ/e6778w+f4sXLyY8PLzYPkv630NwcDC1atVi8uTJrFixosjzY3788Ue+/PJL0+9r164lOjrarG5eXh7ffPMNUPQfA0RE/tKqaBcyEakE//73v01brjZs2NDo6+trfOaZZ4z9+vUztmzZ0nRt+PDhxvz8/EJtC7aVrVWrlrF///7GF154wTh69Gjjzp07jUaj0XjixAmjg4ODETA6OzsbBw8ebBwwYICxXr16xiZNmhhfeOGFIrfqzcnJMTZt2tQIGB944AHj888/bxw9erTx7bffNtXJy8szPvPMM0bAaGVlZXzggQeMgwcPNg4bNszo7u5urF27thEwRkVFVfpzMBqNxqNHj5rq3LqNsdFoNP7jH/8wXX/xxReLjKG4rYuNRqOxW7duRsDYrl0747PPPmscPXq08fXXXzddv379unHs2LGmMR544AHjU089ZezXr5+xVatWZlv/lrQ9dHFbFFuydXFxitvq+tChQ0ZHR0fT52To0KHG/v37G2vXrm10d3c3urm5GQHT58oSJZ2zYjTeOE+m4PO5ePFiU/nAgQNNn2tfX1/jU089ZWzfvr3RYDAY//nPfxZ7/5MmTTICRicnJ+PQoUONo0ePNo4ePbrQ9shffPGF0c7OzggYmzVrZvT19TU+++yzxr59+xqbNWtmBIzDhg0z1f/73/9u6vOxxx4zPvvss8YBAwYYGzVqZHpep0+ftvi5iIj8FShZEbmDXLp0ybhu3TpjYGCg8cEHHzQ2a9bMWLNmTaOtra2xdevWxqeffvq2X/iXLFli7NKli+kLGGBctmyZ6XpycrLx2WefNd5zzz1Ga2trY4sWLYxjx441nj179rZfzg8dOmQcMGCAsWHDhkYrK6tiv3h+/fXXxkGDBhmdnZ2NNWvWNDo4OBj/9re/GZ966injZ599ZszMzPxDnoPRaDQ2b968yMMejUajcePGjabnEx4eXmT72z2PlJQU4zPPPGNs0qSJ8a677ir2C3NUVJRx4MCBxrvvvttYs2ZNY8OGDY0PPvigcfr06YXOMalOyUpBv88995yxUaNGxlq1ahlbt25tnDZtmjErK8uUbB09erTYvm9lSbJiNBqNs2fPNt1PweGKubm5xnnz5hnvu+8+o52dndHR0dHo6+tr3LRp023v/+rVq8YpU6YYXV1djbVq1TI9j+TkZLN7/cc//mHs2LGjsXbt2kYbGxtjixYtjF5eXsY5c+YYf/75Z1Pdffv2Gf/v//7P6OHhYXR2djbWqlXL2LBhQ2PXrl2Ns2bNKvU5MSIifwUGo7GU26CIiIiUQXJyMq6urtSpU4f09HRt0ysiIiXS/1OIiEiFyczMLHKdR0pKCs8++yzXr19nxIgRSlRERMQimlkREZEKc/LkSVxcXGjdujVt27albt26nDp1ir1795KTk0OnTp2Ijo42HSopIiJyO0pWRESkwly5coXp06ezdetWTp06xYULF7Czs6Ndu3YMHjyYwMBA7OzsqjpMERH5k1CyIiIiIiIi1ZJeGhYRERERkWpJyYqIiIiIiFRLSlZERERERKRaUrIiIiIiIiLVkpIVERERERGplpSsiIiIiIhItaRkRUREREREqiUlKyIiIiIiUi0pWRERERERkWpJyYqIiIiIiFRLSlZERERERKRauquqAxARERGR6i0vL4/8/PyqDkPuADVq1KBmzZoW16+2yUpOTg7/+te/WLlyJRkZGdx///289dZbPPbYYxXW9sqVK8ybN4+4uDji4+PJyMhg2bJljBw50qzP0tQtbex79+4lJCSEHTt2kJ2dTatWrRgzZgyvvfaaRc9KREREpDJcunSJtLQ0cnJyqjoUuYNYW1vj5ORE3bp1S6xbbZOVkSNHEhERwfjx42nTpg3Lly+nX79+bNu2DQ8Pjwppm5aWxowZM7jnnnvo1KkT27dvL7bP0tQtTeybNm3iiSee4IEHHiAoKAh7e3uOHz/OL7/8YtFzEhEREakMly5dIjU1FXt7e5ycnKhZsyYGg6Gqw5I/MaPRSF5eHhcvXiQ1NRWgxITFYDQajX9EcKURHx9Pjx49mDdvHpMmTQIgOzubjh070qhRI2JjYyukbU5ODhkZGTRu3JiEhAS6d+9+29kSS+qWZvxLly7Rtm1bHnroISIiIrCy0hIiERERqR5OnDhBzZo1adasmZIUqVBGo5FffvmFvLw8WrVqddu61fLbcUREBDVq1GDMmDGmMhsbG0aPHs2uXbs4ffp0hbS1tramcePGFsVkad3SjP/ZZ5/x22+/MXPmTKysrMjMzOT69esWxSMiIiJSWfLy8sjJyaFevXpKVKTCGQwG6tWrR05ODnl5ebetWy2TlX379tG2bVuzaaEHH3wQgP3791dK24pQmvG3bNlC3bp1SU1NpV27dtjb21O3bl1efvllsrOzKzVOERERkeIULKYvzUJokdIo+GyVtHFDtUxWzpw5Q5MmTczKC8p+/fXXSmlbEUoz/rFjx7h27RoDBw6kd+/erFmzhhdeeIEPP/yQUaNGFTtGTk4Oly5dKvSjhW8iIiJS0TSrIpXF0s9WtVxgf/XqVaytrc3KbWxsTNcro21FKM34V65cISsri7Fjx/Lee+8BMGjQIHJzc/noo4+YMWMGbdq0Metr9uzZTJ8+vVBZcHAwISEhFXgnIiIiVWdD8ivlat/fJayCIhGRqlQtZ1ZsbW2LnCkoeDXK1ta2UtpWhNKMX/Dvp59+ulDdZ555BoBdu3YVOcbUqVO5ePFioZ+pU6dWSPwiIiIiItVFtZxZadKkiWk7s5udOXMGgKZNm1ZK24pQmvGbNm1KYmIid999d6G6jRo1AiAjI6PIMaytrYucvRERERERuZNUy5mVzp07k5SUxKVLlwqVx8XFma5XRtuKUJrxu3btCmCW3BSsa2nYsGElRioiIiIiUr1Vy5mVIUOGMH/+fBYvXmw6qyQnJ4dly5bRo0cPmjdvDkBWVhanTp3CyckJJyenUrWt6tgBhg4dypw5c1i6dCk+Pj6m8o8//pi77roLLy+vSo1VREREpKze+XF3VYdQrAkde1ZIP5mZmbz77rtERESQlJREXl4eDRs2xMXFBQ8PDwICAmjdurWpfsuWLQE4efJkucdevnw5o0aNKvYMwIqSlZXFBx98wA8//MDevXtJSkrCaDSSnJxsup+qVC2TlR49euDv78/UqVM5d+4crq6urFixgpMnT7J06VJTvfj4eLy9vQstLre0bYGFCxdy4cIF02zGV199ZTo9PjAwkHr16pWqbmnGf+CBB3jhhRf4z3/+w7Vr13j44YfZvn07q1evZurUqZX+ypqIiIiIFO3y5ct4eHhw8OBBXF1dGT58OA0aNCAtLY34+HjmzJlD69atCyUrf0bnzp0z/YG9RYsW1K9fn/T09CqO6n+qZbIC8MknnxAUFMTKlSvJyMjg/vvvZ8OGDXh6elZo2/nz55OSkmL6/csvv+TLL78EYPjw4YWSFUvrlmb8Dz/8kHvuuYdly5axdu1aWrRowb///W/Gjx9v2YMSERERkQoXGhrKwYMHCQgIYPHixWZb7SYnJ98RR0c4OTmxadMmunbtiqOjI3369OHbb7+t6rBMDEaj0VjVQYiIiIjcTFsXV63s7GySk5NxcXExHb9wqzv9NbB+/foRFRXFvn37SlzzfPLkSVxcXIq8VvAGUMHRFBs2bOCnn37i3Llz1KtXDw8PD4KCgnjggQdMbUaOHMmKFSuK7O/mr+6XL19m/vz5REREcOLECaytrenRowdBQUF4eHiU/qbBlKxU9mtglnzGoBrPrIiIiIiIVJUGDRoAkJSUVGKy4uDgQHBwMKGhoQCF3pApWIOcnp7O+PHj6dWrF/369aN+/fqcOHGCyMhIoqKiiI6Opnv37gD4+flx4cIF1q9fz8CBA4scPz09HU9PTxITE3F3d2fs2LFcunSJ9evX4+3tzerVq/Hz8yvnU6h6SlZERERERG7h7+/PqlWrCAgIID4+Hl9fX7p27WpKYm7m4OBASEgIy5cvByjyoO769etz6tQpnJ2dC5UnJibSs2dPpk2bxubNm4HCyYqfn1+RC+wDAwNJTExkyZIlBAQEmMpnz55Nt27dGDNmDH369LntrMWfQbXculhEREREpCoNGDCABQsWYDQaWbBgAb1798bJyQlXV1fGjRvHsWPHStWftbW1WaIC0KFDB7y9vYmOjiYvL8+ivtLS0ggPD8fHx6dQogI3zuubPHky58+fZ8uWLaWKsTrSzIqIiIiISBEmTJjAiy++yDfffENsbCwJCQnExcWxaNEili5dSnh4OAMGDLC4v/379/P222+zY8cOzp49a5acpKWl0aRJkxL72bNnD/n5+eTk5BQ5i1OQSB05coT+/ftbHF91pGRFRERERKQYderUwd/fH39/fwAuXrzItGnTCAsLY/To0aSmplKrVq0S+4mNjTWdq+fr60ubNm2wt7fHYDCwbt06Dhw4YPHuYgVbC+/cuZOdO3cWWy8zM9Oi/qozJSsiIiIiIhaqV68eCxcuZOPGjaSkpHDo0CG6du1aYruZM2eSk5NDTEyM2U5du3fv5sCBAxbHULduXQAmTpzI/PnzS3cDfzJasyIiIiIiUgoGg4HatWubldeoUYP8/Pwi2xw/fhxHR0ezRCUrK4u9e/cW2RdQZH/du3fHYDCwa9eusoT/p6JkRURERETkFh999BF79uwp8tq6des4fPgwDg4OdOzY0VTu6OhIWloa2dnZZm1atGhBRkYGiYmJprL8/HwmTZrE+fPnzeo7OjoCcPr0abNrjRs3ZujQocTGxjJv3jyKOjYxLi6OrKyskm+0mtNrYCIiIiIit4iKimLs2LG4urri7u5O06ZNyczMZN++fcTExGBlZUVYWBjW1tamNj4+PiQkJNC3b1969epFrVq18PT0xNPTk8DAQDZt2oSHhwdDhw7FxsaG7du3k5qaipeXF9u3by80vpubG7a2toSGhpKRkUHDhg0BeOONNwAICwvj6NGjTJkyhZUrV+Lm5oaDgwOnT58mISGBY8eOcebMGezs7Eq810mTJpGWlgbAoUOHTGX29vYABAQElPmQyfLSCfYiIiJS7egE+6pl6enid7KjR48SGRnJ5s2b+fnnnzlz5gwAzs7OeHh4EBgYaLZW5cqVK0yYMIENGzZw7tw58vPzTSfYA6xZs4ZZs2Zx5MgR7Ozs8PHxYfbs2cyYMYMVK1aYnRr/9ddfExISwo8//sjVq1eBwifYX716lYULFxIeHs6RI0e4fv06jRs3plOnTgwaNIinn36au+4qeW6iZcuWpKSkFHt92bJlRZ71Uh6WfsaUrIiIiEi1o2SlailZkcpm6WdMa1ZERERERKRaUrIiIiIiIiLVkpIVERERERGplpSsiIiIiIhItaRkRUREREREqiUlKyIiIiIiUi0pWRERERERkWpJyYqIiIiIiFRLSlZERERERKRaUrIiIiIiIiLVkpIVERERERGplpSsiIiIiIhItaRkRUREREREqqW7qjoAEREREfkz2lDVAdxG/6oOQCqIZlZERERERIqQmZnJrFmz6NKlC/b29lhbW9OsWTN69erF1KlTOX78eKH6LVu2pGXLlhUy9vLlyzEYDCxfvrxC+ivO/v37CQoKomfPnjRq1Ahra2tatWrFK6+8QmpqaqWObQnNrIiIiIiI3OLy5ct4eHhw8OBBXF1dGT58OA0aNCAtLY34+HjmzJlD69atad26dVWHWi5jx44lLi6OBx98kKeeegpra2vi4uL44IMPWL16NTExMbRv377K4lOyIiIiIiJyi9DQUA4ePEhAQACLFy/GYDAUup6cnExOTk4VRVdxnn32WVatWoWrq2uh8rlz5/J///d/TJw4kY0bN1ZRdHoNTERERETEzK5duwB49dVXzRIVABcXF9OMw8mTJzEYDKSkpJCSkoLBYDD9hISEAJCbm8v7779P7969ad68OdbW1jRq1IhBgwaxb9++Qn2PHDmSUaNGATBq1KhC/d3s8uXLBAcH06FDB2xtbXFwcKB3797s2LHD4vsMDAw0S1QAJk2ahK2tLd9//73FfVUGzayIiIiIiNyiQYMGACQlJdG5c+fb1nVwcCA4OJjQ0FAAxo8fb7rm5eUFQHp6OuPHj6dXr17069eP+vXrc+LECSIjI4mKiiI6Opru3bsD4Ofnx4ULF1i/fj0DBw4scvz09HQ8PT1JTEzE3d2dsWPHcunSJdavX4+3tzerV6/Gz8+vzPdvMBioWbNmkYnaH8lgNBqNVRqBiIiIyC02JL9Srvb9XcIqKJK/puzsbJKTk3FxccHGxqaYWnf2bmCRkZEMHDiQOnXqMGbMGHx9fenataspiSlKweL6kydPml3LyckhLS0NZ2fnQuWJiYn07NmTnj17snnzZlP58uXLGTVqFMuWLWPkyJFm/T377LN89tlnLFmyhICAAFP5uXPn6NatG9nZ2Zw6deo2//1u74svvmDYsGH4+/vzxRdflKmP27HsM6bXwEREREREzAwYMIAFCxZgNBpZsGABvXv3xsnJCVdXV8aNG8exY8dK1Z+1tbVZogLQoUMHvL29iY6OJi8vz6K+0tLSCA8Px8fHp1CiAtCoUSMmT57M+fPn2bJlS6liLHD69Glee+01bG1tefPNN8vUR0XRa2AiIiIiIkWYMGECL774It988w2xsbEkJCQQFxfHokWLWLp0KeHh4QwYMMDi/vbv38/bb7/Njh07OHv2rFlykpaWRpMmTUrsZ8+ePeTn55OTk2NaE3OzgkTqyJEj9O9fulmm33//nX79+nHu3Dk++eQT2rVrV6r2FU3JioiIiIhIMerUqYO/vz/+/v4AXLx4kWnTphEWFsbo0aNJTU2lVq1aJfYTGxuLj48PAL6+vrRp0wZ7e3sMBgPr1q3jwIEDFu8ulp6eDsDOnTvZuXNnsfUyMzMt6q/A77//ziOPPEJiYiIffPABw4cPL1X7yqBkRURERETEQvXq1WPhwoVs3LiRlJQUDh06RNeuXUtsN3PmTHJycoiJicHDw6PQtd27d3PgwAGLY6hbty4AEydOZP78+aW7gWIUJCoHDhxg0aJFvPTSSxXSb3lpzYqIiIiISCkYDAZq165tVl6jRg3y8/OLbHP8+HEcHR3NEpWsrCz27t1bZF9Akf11794dg8Fg2l65vG5OVN5//31eeaV8G1xUJCUrIiIiIiK3+Oijj9izZ0+R19atW8fhw4dxcHCgY8eOpnJHR0fS0tLIzs42a9OiRQsyMjJITEw0leXn5zNp0iTOnz9vVt/R0RG4sdj9Vo0bN2bo0KHExsYyb948itrcNy4ujqysrBLvMz09nUcffZQDBw7w7rvvMm7cuBLb/JH0GpiIiIiIyC2ioqIYO3Ysrq6uuLu707RpUzIzM9m3bx8xMTFYWVkRFhaGtbW1qY2Pjw8JCQn07duXXr16UatWLTw9PfH09CQwMJBNmzbh4eHB0KFDsbGxYfv27aSmpuLl5cX27dsLje/m5oatrS2hoaFkZGTQsGFDAN544w0AwsLCOHr0KFOmTGHlypW4ubnh4ODA6dOnSUhI4NixY5w5cwY7O7vb3uegQYPYv38/7du3Jz09vcgF++PHj8fBwaFcz7OsdM6KiIiIVDs6Z6VqWXoGxp3s6NGjREZGsnnzZn7++WfOnDkDgLOzMx4eHgQGBpqtVbly5QoTJkxgw4YNnDt3jvz8fIKDg00JwJo1a5g1axZHjhzBzs4OHx8fZs+ezYwZM1ixYgXJycmms1oAvv76a0JCQvjxxx+5evUqQKFZlKtXr7Jw4ULCw8M5cuQI169fp3HjxnTq1IlBgwbx9NNPc9ddt5+baNmyJSkpKbetc2tcFcHSz5iSFREREal2lKxULSUrUtl0KKSIiIiIiPypKVkREREREZFqScmKiIiIiIhUS0pWRERERESkWlKyIiIiIiIi1ZKSFRERERERqZaUrIiIiIiISLWkZEVERERERKolJSsiIiIiIlItKVkREREREZFqScmKiIiIiIhUS0pWRERERESkWlKyIiIiIiIi1dJdVR2AiIiIiPz5bNt8rKpDKJb3Y20qpJ/MzEzeffddIiIiSEpKIi8vj4YNG+Li4oKHhwcBAQG0bt3aVL9ly5YAnDx5stxjL1++nFGjRrFs2TJGjhxZ7v6Kc/ToUebPn09CQgK//PILly5dokmTJnTs2JF//OMfPPLII5U2tiWUrIiIiIiI3OLy5ct4eHhw8OBBXF1dGT58OA0aNCAtLY34+HjmzJlD69atCyUrf0aHDh3iyy+/xM3NjYceeoi6deuSmprK+vXr2bhxI2+99Rb//Oc/qyw+JSsiIiIiIrcIDQ3l4MGDBAQEsHjxYgwGQ6HrycnJ5OTkVFF0FeeJJ55g8ODBZvf366+/8sADDzB9+nReffVVHBwcqiQ+rVkREREREbnFrl27AHj11VfNvsgDuLi40L59e+DGa18Gg4GUlBRSUlIwGAymn5CQEAByc3N5//336d27N82bN8fa2ppGjRoxaNAg9u3bV6jvkSNHMmrUKABGjRpVqL+bXb58meDgYDp06ICtrS0ODg707t2bHTt2WHyf1tbWRd5f06ZNcXd3Jy8vj5SUFIv7q2iaWRERERERuUWDBg0ASEpKonPnzret6+DgQHBwMKGhoQCMHz/edM3LywuA9PR0xo8fT69evejXrx/169fnxIkTREZGEhUVRXR0NN27dwfAz8+PCxcusH79egYOHFjk+Onp6Xh6epKYmIi7uztjx47l0qVLrF+/Hm9vb1avXo2fn1+Z7//3338nLi4OOzs7WrVqVeZ+ystgNBqNVTa6iIiISBE2JL9Srvb9XcIqKJK/puzsbJKTk3FxccHGxqbIOnf6AvvIyEgGDhxInTp1GDNmDL6+vnTt2tWUxBTldgvsc3JySEtLw9nZuVB5YmIiPXv2pGfPnmzevNlUXtIC+2effZbPPvuMJUuWEBAQYCo/d+4c3bp1Izs7m1OnThX73+9WSUlJfPbZZ+Tn5/Prr78SGRnJhQsX+PDDDxk9erRFfZSGJZ8x0MyKiIiIFGN65I/lah88oGMFRSLyxxswYAALFiwgODiYBQsWsGDBAgBat25Nnz59+Pvf/06bNpYnRdbW1maJCkCHDh3w9vbm22+/JS8vj5o1a5bYV1paGuHh4fj4+BRKVAAaNWrE5MmTee2119iyZQv9+/e3KL6kpCSmT59u+t3e3p5ly5YxfPhwi9pXFiUrIiIiIiJFmDBhAi+++CLffPMNsbGxJCQkEBcXx6JFi1i6dCnh4eEMGDDA4v7279/P22+/zY4dOzh79ix5eXmFrqelpdGkSZMS+9mzZw/5+fnk5OSY1sTc7NixG7NeR44csThZ6d+/P0ajkdzcXE6ePMmSJUt4/vnniY+P57333rOoj8pQbRfY5+Tk8Prrr9O0aVNsbW3p0aNHoamximpbmrrHjh3jqaeeolmzZtjZ2dG+fXtmzJhBVlaWqc6ePXsYN24cHTp0oHbt2txzzz0MHTqUpKQks/5++OEH+vTpQ926dalTpw6+vr7s37/fonsUERERkcpXp04d/P39+fe//01MTAznz5/nlVdeITs7m9GjR5Obm2tRP7GxsfTs2ZMvv/ySzp07ExgYyL/+9S+Cg4Pp1KkTgMW7i6WnpwOwc+dOpk+fbvbz2WefATfOiSmtWrVq0bZtW+bNm8fLL7/M+++/T1RUVKn7qSjVNlkZOXIk77zzDs8++yzvvvsuNWrUoF+/fhbtblCatpbWPX36NA8++CC7d+9m3LhxhIaG4ubmRnBwME8//bSp3ty5c1mzZg2PPPII7777LmPGjCE6OpouXbrw44//m07fu3cvHh4enDhxguDgYP71r39x7NgxHn74YY4ePVqOJyciIiIilaVevXosXLiQFi1akJaWxqFDhyxqN3PmTHJyctiyZQuRkZEsWLCA6dOnExISQuPGjUsVQ926dQGYOHEiRqOx2J/g4OBS39/NfH19Adi+fXu5+imPavkaWHx8PJ9//jnz5s1j0qRJADz//PN07NiRKVOmEBsbWyFtS1N35cqVXLhwgR07dtChQwcAxowZw/Xr1/nkk0/IyMigfv36TJgwgc8++4xatWqZ2g4bNoz77ruPOXPmsGrVKgCCgoKwtbVl165dpoVaw4cPp23btkybNo01a9ZUxKMUERERkQpmMBioXbu2WXmNGjWKnWk5fvw4jo6OeHh4FCrPyspi7969RfYFkJ+fb3ate/fuGAwG0/bKleXXX38FsGgdTWUp18xKbm4uX3/9Ne+88w5vvvmmqTw7O5tz585x/fr1MvUbERFBjRo1GDNmjKnMxsaG0aNHs2vXLk6fPl0hbUtT99KlSwDcfffdhcZr0qQJVlZWpuTkoYceKpSoALRp04YOHTpw+PBhU1lMTAyPPvpooR0lmjRpwsMPP8yGDRu4cuXK7R+SiIiIiFSajz76iD179hR5bd26dRw+fBgHBwc6dvzfRhKOjo6kpaWRnZ1t1qZFixZkZGSQmJhoKsvPz2fSpEmcP3/erL6joyNAkd97GzduzNChQ4mNjWXevHkUtblvXFxcoaUKxfnhhx+KbJ+SksLs2bMB6Nu3b4n9VJYyz6xERkYyZswYzp8/j9FoxGAwEBQUBMDBgwdxc3Nj5cqVPPPMM6Xue9++fbRt29Y0xVXgwQcfBG4sTmrevHm525amrpeXF3PnzmX06NFMnz6dBg0aEBsbywcffMBrr71WZHZdwGg08ttvv5lmZODGO4m2trZmde3s7MjNzeXHH3+kZ8+exfYpIiIiIpUnKiqKsWPH4urqiru7O02bNiUzM5N9+/YRExODlZUVYWFhWFtbm9r4+PiQkJBA37596dWrF7Vq1cLT0xNPT08CAwPZtGkTHh4eDB06FBsbG7Zv305qaipeXl5mr1q5ublha2tLaGgoGRkZNGzYEIA33ngDgLCwMI4ePcqUKVNYuXIlbm5uODg4cPr0aRISEjh27BhnzpzBzs7utvc5ceJEfv75Z3r06ME999yDlZUVx48fJyoqitzcXCZNmoS7u3vFPtxSKFOysnPnToYMGUKTJk1499132b17N//9739N1x988EFcXV1Zs2ZNmZKVM2fOFLkTQkFZwZRUeduWpm6fPn148803mTVrFpGRkabyf/7zn7z11lu3vZ9PP/2U1NRUZsyYYSpr164du3fvJj8/3zTNl5ubS1xcHACpqanF9peTk2O2AMva2rrQ/1hEREREpOzmzp2Lu7s7mzdvJjo6mjNnzgDg7OzMiBEjCAwMpGvXroXaBAUFkZGRwYYNG4iJiSE/P5/g4GA8PT3p378/ERERzJo1i1WrVmFnZ4ePjw9r164t9B2xgKOjIxEREYSEhLBkyRKuXr0K/C9ZcXR0JDY2loULFxIeHs6nn37K9evXady4MZ06dSIoKAgnJ6cS73PcuHF88cUX/PDDD3z77bfk5ubSqFEj+vfvz5gxY+jdu3d5H2W5lClZefPNN3FwcOCHH37AycmJ33//3axOt27dTF+8S+vq1atFfvEuODCm4D9WeduWdpyWLVvi6enJ4MGDadCgARs3bmTWrFk0btyYcePGFRnPkSNHePXVV3Fzc2PEiBGm8ldeeYWXX36Z0aNHM2XKFK5fv85bb71l+h/C7e5x9uzZhfbBBggODi5y6zoRERGRylARBy9WZ+3atWPy5MlMnjzZ4jb29vYsXry42OuDBw9m8ODBZuXLly9n+fLlZuX9+vWjX79+xfZna2tb6hhvNWTIEIYMGVLm9pWtTMlKXFwcQ4YMuW221rx5c9avX1+moGxtbYvcuq3g/b+iXp8qS9vS1P38888ZM2YMSUlJNGvWDIBBgwZx/fp1Xn/9dZ5++mmzE03Pnj3L448/Tr169UzrYwqMHTuW06dPM2/ePFasWAHcSPCmTJnCzJkzsbe3L/Yep06dyoQJEwqVaVZFRERERO40ZVpgn5OTY7bO41YXLlzAyqps6/ebNGlimmG4WUFZ06ZNK6RtaeqGhYXxwAMPmBKVAgMGDCArK4t9+/YVKr948SJ9+/blwoULfPPNN0XGPHPmTH777TdiYmI4ePAge/bsMW1K0LZt22Lv0dramrp16xb6UbIiIiIiIneaMmUTrVq1KnZ3hAK7du2iffv2ZQqqc+fOJCUlmXbgKlDwWlnnzp0rpG1p6v72229Fbh1XcPLotWvXTGXZ2dk88cQTJCUlsWHDBu69995i461fvz4eHh7cd999AGzZsoVmzZqV+dmJiIiIiNwpypSsDB48mJ07d7Js2bIir8+fP58ff/yRYcOGlSmoIUOGkJ+fX+idv5ycHJYtW0aPHj1MO3RlZWVx5MgR0tLSSt22tHXbtm3Lvn37zE6i/+9//4uVlRX3338/cGMLumHDhrFr1y5Wr16Nm5ubxfcdHh7Onj17GD9+fJlnpURERERE7hRlWrMyefJk1qxZQ0BAAJ999plp3ceUKVPYtWsXsbGxdO7cudhF5yXp0aMH/v7+TJ06lXPnzuHq6sqKFSs4efIkS5cuNdWLj4/H29u70OJyS9uWtu7kyZOJioqiV69ejBs3jgYNGrBhwwaioqIICAgwveY1ceJEIiMjeeKJJ0hPTzcdAllg+PDhAERHRzNjxgx8fX1p0KABu3fvZtmyZfTp04e///3vZXpuIiIiIiJ3kjIlK/b29sTExJi2Oit4PWr+/PkYDAaGDh1qtu90aX3yyScEBQWxcuVKMjIyuP/++9mwYQOenp4V2tbSup6ensTGxhISEkJYWBi///47Li4uzJw5kylTppjq7d+/H4CvvvqKr776ymy8gmTF2dmZGjVqMG/ePC5fvoyLiwtvvfUWEyZM4K67ynz8jYiIiIjIHcNgLOrIylL4/fff2bNnD+np6dStW5fu3bubnfIuIiIifz7TI38sV/vgAR1LrlSMDcmvlGvs/i5h5Wr/V5ednU1ycjIuLi6mIx1EKpKln7Fy/wm/QYMG9OnTp7zdiIiIiIiIFFKmVdw1atTgzTffvG2dmTNn6nUmEREREREpszIlK0ajEUveHivnG2YiIiIiIvIXVmn7454/f/62J82LiIiIiIjcjsXvaX3yySeFft+/f79ZGdw4Z+T06dN88skndOxY9oV1IiIiIiLy12ZxsjJy5EgMBgMABoOB9evXs379erN6Ba9+2drams4+ERERERERKS2Lk5WC0+qNRiMvvPACfn5+DBw40KxejRo1cHR0xM3Njfr161dcpCIiIiIi8pdicbIyYsQI07+///57nnzySQYMGFApQYmIiIhI9XZt+sSqDqFYdwUvqJB+MjMzeffdd4mIiCApKYm8vDwaNmyIi4sLHh4eBAQE0Lp1a1P9li1bAnDy5Mlyj718+XJGjRrFsmXLGDlyZLn7K41+/foRFRWFtbU12dnZf+jYtyrT3sIFsywiIiIiIneiy5cv4+HhwcGDB3F1dWX48OE0aNCAtLQ04uPjmTNnDq1bty6UrNwJlixZwrfffouNjU212Nm33Aeh5Ofnk5aWRk5OTpHX77nnnvIOISIiIiLyhwoNDeXgwYMEBASwePFi09rtAsnJycV+//2zOnnyJBMnTmTChAmsXr2as2fPVnVIZd+6+IcffqB3797Y29vTtGlTXFxczH5atWpVkbGKiIiIiPwhdu3aBcCrr75qlqgAuLi40L59e+DGl3yDwUBKSgopKSkYDAbTT8GGU7m5ubz//vv07t2b5s2bY21tTaNGjRg0aBD79u0r1PfIkSMZNWoUAKNGjSrU380uX75McHAwHTp0wNbWFgcHB3r37s2OHTtKfb8F69KbNGnCjBkzSt2+spRpZmX//v306tWLu+66C19fX7766is6depE48aN2bt3L+fPn8fLy4sWLVpUdLwiIiIiIpWuQYMGACQlJdG5c+fb1nVwcCA4OJjQ0FAAxo8fb7rm5eUFQHp6OuPHj6dXr17069eP+vXrc+LECSIjI4mKiiI6Opru3bsD4Ofnx4ULF1i/fj0DBw4scvz09HQ8PT1JTEzE3d2dsWPHcunSJdavX4+3tzerV6/Gz8/P4vt9//33+f7774mOjq5WZyWWKVl58803AYiLi+Nvf/sbVlZWPPnkk/zrX//i6tWrTJw4kYiICP7zn/9UaLAiIiIiIn8Ef39/Vq1aRUBAAPHx8fj6+tK1a1dTEnMzBwcHQkJCWL58OUCRx3fUr1+fU6dO4ezsXKg8MTGRnj17Mm3aNDZv3gwUTlb8/PyKXGAfGBhIYmIiS5YsISAgwFQ+e/ZsunXrxpgxY+jTpw82NjYl3uuxY8eYOnUqr732Gu7u7iXW/yOV6TWwHTt2MGDAAP72t7+Zym4+X2XhwoU0bdqUadOmVUyUIiIiIiJ/oAEDBrBgwQKMRiMLFiygd+/eODk54erqyrhx4zh27Fip+rO2tjZLVAA6dOiAt7c30dHR5OXlWdRXWloa4eHh+Pj4FEpUABo1asTkyZM5f/48W7ZsKbGv69evM2LECJo0acLMmTMtu5k/UJlmVi5evFhoPUrNmjW5cuWK6XcrKyu8vLz473//W/4IRURERESqwIQJE3jxxRf55ptviI2NJSEhgbi4OBYtWsTSpUsJDw8v1VEe+/fv5+2332bHjh2cPXvWLDlJS0ujSZMmJfazZ88e8vPzycnJKXIWpyCROnLkCP37979tX/PmzWP37t1s27YNOzs7i+/lj1KmZKVRo0ZkZGSYfm/cuLFZdpmdnU1WVlb5ohMRERERqUJ16tTB398ff39/4MYf7adNm0ZYWBijR48mNTWVWrVqldhPbGwsPj4+APj6+tKmTRvs7e0xGAysW7eOAwcOWLy7WHp6OgA7d+5k586dxdbLzMy8bT9JSUkEBwfzyiuv8PDDD1s09h+tTMnKvffey9GjR02/u7u7s27dOnbt2oWbmxuHDx/miy++MO2QICIiIiJyJ6hXrx4LFy5k48aNpKSkcOjQIbp27Vpiu5kzZ5KTk0NMTAweHh6Fru3evZsDBw5YHEPdunUBmDhxIvPnzy/dDdzkp59+Iicnh0WLFrFo0aIi6xTsQJaRkYGDg0OZxyqrMiUrjz/+OP/4xz84c+YMTZo04fXXX2ft2rV4eHjg6OhIRkYG169f15oVEREREbnjGAwGateubVZeo0YNcnNzi2xz/PhxHB0dzRKVrKws9u7dW2RfcONMw1t1794dg8Fg2l65rFq2bMno0aOLvBYeHs7Vq1dNi/utra3LNVZZlSlZGTt2LEOHDqV+/foAdOrUie+++46ZM2dy4sQJunbtSmBgII8//niFBisiIiIi8kf46KOP6NKli2k74ZutW7eOw4cP4+DgQMeOHU3ljo6O/Pjjj2RnZ5vtwtWiRQuSkpJITEykQ4cOwI1EZNKkSZw/f95sDEdHRwBOnz5tdq1x48YMHTqU8PBw5s2bx6RJk8zOYImLi+O+++677TqUzp078/HHHxd5bcuWLZw9e7bY63+UMiUrNWvW5O677y5U9tBDD7Fx48YKCUpEREREpCpFRUUxduxYXF1dcXd3p2nTpmRmZrJv3z5iYmKwsrIiLCys0IyDj48PCQkJ9O3bl169elGrVi08PT3x9PQkMDCQTZs24eHhwdChQ7GxsWH79u2kpqbi5eXF9u3bC43v5uaGra0toaGhZGRk0LBhQwDeeOMNAMLCwjh69ChTpkxh5cqVuLm54eDgwOnTp0lISODYsWOcOXOmWi6aL40yJSuWuHTpEu+8806ROxSIiIiIyJ/bXcELqjqESjV37lzc3d3ZvHkz0dHRnDlzBgBnZ2dGjBhBYGCg2VqVoKAgMjIy2LBhAzExMeTn5xMcHIynpyf9+/cnIiKCWbNmsWrVKuzs7PDx8WHt2rVFnhjv6OhIREQEISEhLFmyhKtXrwL/S1YcHR2JjY1l4cKFhIeH8+mnn3L9+nUaN25Mp06dCAoKwsnJqZKfUuUzGAsOSKkgmZmZhIaG8s4773DhwoUi37MTERGR6m965I/lah88oGPJlYqxIfmVco3d3yWsXO3/6rKzs0lOTsbFxcWiQwVFSsvSz1ipDoU8duwYo0aN4v7776dLly78/e9/59y5c8CNQyHfe+89XFxc+Ne//kVOTg4TJkwo312IiIiIiMhflsWvgf388888+OCDXLp0yXRa/f79+9m8eTM7duzA39+f7du3Y2Njw/jx43n99ddp1KhRpQUuIiIiIiJ3NouTlVmzZnHx4kVeeukl0xZnH3/8MYsXL8bDw4MjR44wfPhw3n77bRo3blxpAYuIiIiIyF+DxcnKtm3bePDBB/nggw9MZd26dWPfvn0kJCQwefJk5s6dWylBioiIiIjIX4/Fa1bOnDmDu7u7WXnBwTb/+Mc/Ki4qERERERH5y7M4WcnNzaVevXpm5XXr1gXQq18iIiIiIlKhSrUbmIiIiIiIyB+lVIdCbtiwgbNnzxYqS0hIAOCVV8z3QzcYDCxatKgc4YmIiIiIyF9VqZKVhIQEU3Jyqw8//NCsTMmKiIiIiIiUVal2AxMREREREfmjWJysPPzww5UZh4iIiIiISCFaYC8iIiIiItWSkhUREREREamWSrXAXkREREQEYHrkj1UdQrGCB3Ss6hCkgmhmRURERESkCJmZmcyaNYsuXbpgb2+PtbU1zZo1o1evXkydOpXjx48Xqt+yZUtatmxZIWMvX74cg8HA8uXLK6S/4pw8eRKDwVDsT0hISKWOXxLNrIiIiIiI3OLy5ct4eHhw8OBBXF1dGT58OA0aNCAtLY34+HjmzJlD69atad26dVWHWiE6deqEn5+fWbmXl9cfHsvNlKyIiIiIiNwiNDSUgwcPEhAQwOLFizEYDIWuJycnk5OTU0XRVbzOnTtX+SxKUfQamIiIiIjILXbt2gXAq6++apaoALi4uNC+fXvgf69SpaSkkJKSUuRrVLm5ubz//vv07t2b5s2bY21tTaNGjRg0aBD79u0r1PfIkSMZNWoUAKNGjSrU380uX75McHAwHTp0wNbWFgcHB3r37s2OHTsq+nFUGc2siIiIiIjcokGDBgAkJSXRuXPn29Z1cHAgODiY0NBQAMaPH2+6VvAaVXp6OuPHj6dXr17069eP+vXrc+LECSIjI4mKiiI6Opru3bsD4Ofnx4ULF1i/fj0DBw4scvz09HQ8PT1JTEzE3d2dsWPHcunSJdavX4+3tzerV68u8rWu4vz6668sWrSIixcvcvfdd+Pl5VUtXnEzGI1GY2kbtWrVqsQ6VlZW1K1bl3bt2vHkk08ydOjQMgUoIiIiVaO8uz2VZ0emDcmvlGvs/i5h5Wr/V5ednU1ycjIuLi7Y2NgUWedO3w0sMjKSgQMHUqdOHcaMGYOvry9du3Y1JTFFKVhcf/LkSbNrOTk5pKWl4ezsXKg8MTGRnj170rNnTzZv3mwqX758OaNGjWLZsmWMHDnSrL9nn32Wzz77jCVLlhAQEGAqP3fuHN26dSM7O5tTp04V+9+vwMmTJ3FxcTErNxgMPPvss3z44YfUrl37tn2UhSWfMSjja2DXr18nNzeXkydPcvLkSX755Reys7P55ZdfTGXZ2dn8/PPPhIeH8/TTT+Pr60tubm6Zb0hERERE5I8yYMAAFixYgNFoZMGCBfTu3RsnJydcXV0ZN24cx44dK1V/1tbWZokKQIcOHfD29iY6Opq8vDyL+kpLSyM8PBwfH59CiQpAo0aNmDx5MufPn2fLli0l9mVnZ0dQUBA//PADFy5cID09nS1btvDggw+yatUqnn/+ectusJKUKVnZv38/TZo0wcfHh9jYWHJycvj111/JyckhNjaWRx55hKZNm3Lq1CmSkpLo168f3333HQsWLKjo+EVEREREKsWECRP49ddf+eKLLxg/fjweHh6cOnWKRYsWcf/99xMZGVmq/vbv388zzzzDPffcQ61atUzrUL766ityc3NJS0uzqJ89e/aQn59PTk4OISEhZj+7d+8G4MiRIyX21ahRI2bMmEGXLl2oV68e9evX55FHHmHr1q20a9eOL7/8kr1795bqPitSmdasvP766+Tk5LBp0yasrP6X7xgMBnr27Mk333zDAw88wP/93//x4Ycfsnr1au69914+//xzpk6dWmHBi4iIiIhUpjp16uDv74+/vz8AFy9eZNq0aYSFhTF69GhSU1OpVatWif3Exsbi4+MDgK+vL23atMHe3h6DwcC6des4cOCAxbuLpaenA7Bz50527txZbL3MzEyL+iuKnZ0dzz33HG+88QY7d+6kS5cuZe6rPMqUrKxfv56RI0cWSlRuVqNGDfr168eKFSv48MMPsbGxwcfHh//+97/lClZEREREpCrVq1ePhQsXsnHjRlJSUjh06BBdu3Ytsd3MmTPJyckhJiYGDw+PQtd2797NgQMHLI6hbt26AEycOJH58+eX7gZKwcnJCShf0lNeZXoN7NKlS1y6dOm2dS5evMjFixdNvxfcrIiIiIjIn5nBYChy0XmNGjXIz88vss3x48dxdHQ0S1SysrKKfM2qRo0aAEX21717dwwGg2l75coSFxcH/G/jgKpQpmTl3nvv5b///S8nTpwo8vqJEyf4/PPPuffee01lp06domHDhmWLUkSkkA3l/BEREbm9jz76iD179hR5bd26dRw+fBgHBwc6dvzfzmOOjo6kpaWRnZ1t1qZFixZkZGSQmJhoKsvPz2fSpEmcP3/erL6joyMAp0+fNrvWuHFjhg4dSmxsLPPmzaOozX3j4uLIysoq8T737dtXZPsvv/ySFStWUL9+ffr27VtiP5WlTK+BTZs2jSFDhtC5c2cCAgJwd3enUaNGnDt3jp07d7J06VKuXLnCtGnTgBuH4GzatAlfX98KDV5EREREpDJERUUxduxYXF1dcXd3p2nTpmRmZrJv3z5iYmKwsrIiLCwMa2trUxsfHx8SEhLo27cvvXr1olatWnh6euLp6UlgYCCbNm3Cw8ODoUOHYmNjw/bt20lNTcXLy4vt27cXGt/NzQ1bW1tCQ0PJyMgw/dH/jTfeACAsLIyjR48yZcoUVq5ciZubGw4ODpw+fZqEhASOHTvGmTNnsLOzu+19/uMf/+D48eO4ubnRrFkz8vPz2bt3Lzt27MDa2prly5dTr169in24pVCmc1YA/vOf/zB+/HiuXLlS6DRNo9GIvb0977zzjmkrtQsXLvD999/ToUMHXF1dKyZyEfkLK+/sSP8KiULkTqdzVv66LD0D40529OhRIiMj2bx5Mz///DNnzpwBwNnZGQ8PDwIDA83Wqly5coUJEyawYcMGzp07R35+PsHBwaZT7NesWcOsWbM4cuQIdnZ2+Pj4MHv2bGbMmMGKFStITk4u9MrV119/TUhICD/++CNXr14FKDQLcvXqVRYuXEh4eDhHjhzh+vXrNG7cmE6dOjFo0CCefvpp7rrr9nMTH3/8MWvWrCExMZG0tDSuX7+Os7MzPj4+TJw4kfbt21fA0zRn6WeszMkK3FiXsn79eg4cOMClS5eoW7cunTp1YuDAgVWagYnInU7JisgfQcnKX5eSFalsln7GyvQaWIF69epV+UExIiIiIiJyZyrTAnsREREREZHKVuaZldzcXNatW8eePXu4cOFCkduqGQwGli5dWq4ARURERETkr6lMyUpKSgqPPfYYx48fL3KrswJKVkREREREpKzKlKz84x//4Oeff+a5557jhRdeoFmzZiXuNCAiIiIiIlIaZcowtm7dyiOPPMKKFSsqOh4RERERERGgjAvsr1+/zgMPPFDRsYiIiIiIiJiUKVnp0aMHhw8fruhYRERERERETMqUrMyZM4etW7cSERFR0fGIiIiIiIgAZVyzsnHjRry9vRk2bBgPP/wwXbp0oW7dumb1DAYDQUFB5Q5SRERERET+eso0sxISEsLXX3+N0Whk+/btvPPOO4SEhBT5U1Y5OTm8/vrrNG3aFFtbW3r06MHmzZsrvK2ldbdv347BYCjyZ/fu3aWuB5CYmIi/vz+tWrXCzs4OJycnPD09+eqrr0rxpERERERE7kxlmlnZtm1bRcdhZuTIkURERDB+/HjatGnD8uXL6devH9u2bcPDw6PC2pZ2nNdee43u3bsXKnN1dS1TvZSUFC5fvsyIESNo2rQpWVlZrFmzhgEDBvDRRx8xZsyY296niIiIiMidzGC83amOVSQ+Pp4ePXowb948Jk2aBEB2djYdO3akUaNGxMbGVkjb0tTdvn073t7erF69miFDhhQ7vqX1ipOfn0/Xrl3Jzs7myJEjpW4v8tewoVytt21uV+a23o+1KdfYIn8m0yN/LFf74AEdy9x2Q/Ir5Rq7v0tYudr/1WVnZ5OcnIyLiws2NjZVHY7cgSz9jFXLkxwjIiKoUaNGoZkFGxsbRo8ezbRp0zh9+jTNmzcvd9uyjnP58mVsbW1LPAjT0no3q1GjBs2bN2fPnj0WtxERERH5o13fOLqqQyiW1eNLK6SfzMxM3n33XSIiIkhKSiIvL4+GDRvi4uKCh4cHAQEBtG7d2lS/ZcuWAJw8ebLcYy9fvpxRo0axbNkyRo4cWe7+SpKbm8vChQv57LPPOHr0KAAtWrTg4YcfZtGiRZU+fnEs+hZ96tQpAJydnalRo4bpd0vcc889pQ5q3759tG3b1mzR/oMPPgjA/v37i01WStO2LOOMGjWKK1euUKNGDXr16sW8efPo1q2bWRyW1oMb/0O4evUqFy9eJDIykqioKIYNG1ZkXRERERGpfJcvX8bDw4ODBw/i6urK8OHDadCgAWlpacTHxzNnzhxat25dKFn5s8rIyKBPnz7Ex8fz0EMP8dJLLwGQnJxMeHh49U9WWrZsicFg4PDhw7Rt29b0e0kMBgPXrl0rdVBnzpyhSZMmZuUFZb/++muFtC1N3Vq1ajF48GD69euHk5MTP/30E/Pnz6dXr17ExsaaDsm0tN7NJk6cyEcffQSAlZUVgwYNYuHChcXeY05ODjk5OYXKrK2tsba2LraNiIgUrzx/Ia6ov+CKSPUSGhrKwYMHCQgIYPHixWbffZOTk82+j/1ZvfDCC+zZs4dPP/2UZ555ptC1snyXr0gWJSvPP/88BoOBevXqFfq9sly9erXIL94F77NdvXq1QtqWpu5DDz3EQw89ZPp9wIABDBkyhPvvv5+pU6fyzTfflKrezcaPH8+QIUP49ddf+eKLL8jPzyc3N7fYe5w9ezbTp08vVBYcHFyu3ddERERE5H927doFwKuvvlrk914XFxfTv0+ePFno95vrF3xHy83N5aOPPmLDhg389NNPnDt3jnr16uHh4UFQUFChP2iPHDmSFStWADfe1hk1apTp2s3LzS9fvsz8+fOJiIjgxIkTWFtb06NHD4KCgkrckKrA7t27WbduHc8995xZogKUajlDZbBo9OXLl9/294pma2tbZKaanZ1tul4RbcszDtzY3WvgwIF8+eWX5OfnU6NGjTLVa9++Pe3btwduJIK+vr488cQTxMXFFfk/jqlTpzJhwoRCZZpVEREREak4DRo0ACApKYnOnTvftq6DgwPBwcGEhoYCN/4QXcDLywuA9PR0xo8fT69evejXrx/169fnxIkTpiUA0dHRpp1k/fz8uHDhAuvXr2fgwIFFjp+eno6npyeJiYm4u7szduxYLl26xPr1602bPfn5+ZV4n+Hh4QD4+/uTlpZGZGQkv/32G82bN6dv376m51BVquUC+yZNmpCammpWfubMGQCaNm1aIW3LM06B5s2bk5ubS2ZmZpEHY5a2HsCQIUN46aWXSEpKol07812L9MqXiIiISOXy9/dn1apVBAQEEB8fj6+vL127di3yy7uDgwMhISGmP+gX9bZL/fr1OXXqFM7OzoXKExMT6dmzJ9OmTTOd9XdzsuLn51fkAvvAwEASExNZsmQJAQEBpvLZs2fTrVs3xowZQ58+fUrcze2HH34A4NixYwwfPpxLly6Zrtnb2/Pxxx9X6VrqMh0KWdk6d+5MUlJSoYcFEBcXZ7peEW3LM06BEydOYGNjg729fYXUg/+9fnbx4sUS64qIiIhIxRswYAALFizAaDSyYMECevfujZOTE66urowbN45jx46Vqj9ra2uzRAWgQ4cOeHt7Ex0dTV5enkV9paWlER4ejo+PT6FEBaBRo0ZMnjyZ8+fPs2XLlhL7OnfuHABTpkzBz8+P48ePk5GRwapVq7CysuK5557j4MGDFsVVGcqcrPz000+88sordO/enTZt2tCqVSuzn7LujjBkyBDy8/NZvHixqSwnJ4dly5bRo0cP0w5dWVlZHDlyhLS0tFK3LW3d8+fPm8V54MABIiMj8fX1xcrKqlT14H8fjpvl5eXxySefYGtry7333nv7ByUiIiIilWbChAmmNcXjx4/Hw8ODU6dOsWjRIu6//34iIyNL1d/+/ft55plnuOeee6hVqxYGgwGDwcBXX31Fbm5uoe+0t7Nnzx7y8/PJyckhJCTE7Gf37t0AFp3Zd/36dQDuu+8+li9fTqtWrXBwcODZZ59lzpw55OXl8d5775XqPitSmV4D+/777+nTpw85OTncdddd3H333UUuvinreZM9evTA39+fqVOncu7cOVxdXVmxYgUnT55k6dL/7boSHx+Pt7d3ocXllrYtbd1hw4Zha2vLQw89RKNGjfjpp59YvHgxdnZ2zJkzp9T1AF566SUuXbqEp6cnzs7OnD17lk8//ZQjR46wYMECi2ZhRERERKTy1KlTB39/f/z9/YEbb75MmzaNsLAwRo8eTWpqKrVq1Sqxn9jYWHx8fADw9fWlTZs22NvbYzAYWLduHQcOHLB4d7H09HQAdu7cyc6dO4utl5mZWWJfBRtoPfHEE2ZrpQcMGMArr7xCQkKCRXFVhjIlK//3f//HtWvX+PjjjxkxYkSxC8vL45NPPiEoKIiVK1eSkZHB/fffz4YNG/D09KzQtpbW9fPz49NPP+Wdd97h0qVLNGzYkEGDBhEcHIyrq2up68GNxGbp0qV88MEH/P7779SpU4euXbsyd+5cBgwYUMYnJyIiIiKVpV69eixcuJCNGzeSkpLCoUOH6Nq1a4ntZs6cSU5ODjExMWY7de3evZsDBw5YHEPB+ueJEycyf/780t3ALdq1a0dCQgIODg5m1wrKbrcTb2UrU7Jy4MABnnrqKV544YWKjsfExsaGefPmMW/evGLreHl5FTl7Y0nb0tZ97bXXeO2110rsz9J6AE899RRPPfWURXVFREREpHowGAzUrl3brLxGjRrFHj9x/PhxHB0dzRKVrKws9u7dW2RfAPn5+WbXunfvjsFgMG2vXB4+Pj58+umn/PTTT2bXCspatmxZ7nHKqkxrVmrXrk2jRo0qOhYRERERkWrho48+Ys+ePUVeW7duHYcPH8bBwYGOHTuayh0dHUlLSzMdg3GzFi1akJGRQWJioqksPz+fSZMmFbnm2dHREYDTp0+bXWvcuDFDhw4lNjaWefPmFfnH+7i4OLKyskq8zyFDhuDk5MSnn37KoUOHTOW5ubkEBwcDMHTo0BL7qSxlmlnp168fMTExFR2LiIiIiEi1EBUVxdixY3F1dcXd3Z2mTZuSmZnJvn37iImJwcrKirCwsELHSfj4+JCQkEDfvn3p1asXtWrVwtPTE09PTwIDA9m0aRMeHh4MHToUGxsbtm/fTmpqKl5eXmzfvr3Q+G5ubtja2hIaGkpGRgYNGzYE4I033gAgLCyMo0ePMmXKFFauXImbmxsODg6cPn2ahIQEjh07xpkzZ7Czs7vtfdatW5clS5YwZMgQevbsyZAhQ6hfvz5btmwhMTGRfv36Fbl18h+lTMnKvHnz8PDw4LXXXmPOnDklPgQRqXhJSUllbtu2bdsKjEREROTOM3fuXNzd3dm8eTPR0dGmc/icnZ0ZMWIEgYGBZmtVgoKCyMjIYMOGDcTExJCfn09wcDCenp7079+fiIgIZs2axapVq7Czs8PHx4e1a9cyY8YMs/EdHR2JiIggJCSEJUuWmNaNFCQrjo6OxMbGsnDhQsLDw/n000+5fv06jRs3plOnTgQFBeHk5GTRvfr5+fH999/z1ltvERkZSVZWFm3atGHu3LlMmDChUtanW8pgtGDLroKdC2524cIFDhw4QO3atWnbtm2RBx0aDAa+++67iolURAr5aycrG8rVettm88NWLeX9WJtyjS3V0/WNo8vc1urxpSVX+pOaHvljudoHD+hYcqVibEh+pVxj93cJK1f7v7rs7GySk5NxcXEp8VBBkbKw9DNm0czKrdNSN7ty5UqRi4IAs+3PRERERERELGVRslJwWIyIiIiIiMgfpcwn2IuIiIiIiFSmMi2wz8/PJzMzE3t7e6yszPOdguu1a9eu0gU5IiIiIn+076ZvLVf7R4LN1wqL/FWVaWZl+vTpNGrUiN9//73I6+np6dx9993MnDmzXMGJiIiIiMhfV5mSlQ0bNvDII4+Y9nu+VcOGDXn00UdZv359uYITEREREZG/rjIlKydOnKB9+/a3rdOuXTuSk5PLFJSIiIiIiEiZkpW8vLwi16rczGAwkJ2dXaagREREREREypSsuLq6snXr7RePbd26FRcXlzIFJSIiIiIiUqZkZdCgQezfv59//etf5OfnF7qWn59PUFAQ+/fvx9/fv0KCFBERERGRv54ybV08ceJEPv/8c2bOnMnnn3+Ot7c3zs7OpKamsm3bNo4fP87f/vY3Jk2aVNHxioiIiIjIX0SZkhV7e3uio6N5+eWXWbt2LT///LPpmpWVFUOGDCEsLAx7e/sKC1RERERERP5aypSswI3tiSMiIvjtt99ISEjg4sWLODg40K1bNxo1alSRMYqIiIiIyF9QmZOVAnfffTePP/54RcQiIiIiIiJiUqZkpUaNGoSEhBAUFFRsnZkzZxIcHMy1a9fKHJzInSx/76/l60BvWYqISBXakPxKVYdQrP4uYRXST2ZmJu+++y4REREkJSWRl5dHw4YNcXFxwcPDg4CAAFq3bm2q37JlSwBOnjxZ7rGXL1/OqFGjWLZsGSNHjix3f8UZOXIkK1asuG2dGTNm3PZ7f2UqU7JiNBoxGo0W1RMRERER+bO5fPkyHh4eHDx4EFdXV4YPH06DBg1IS0sjPj6eOXPm0Lp160LJyp+Rn5+fKcm61fz588nMzKR3795/bFA3KfdrYMU5f/48tra2ldW9iIiIiEilCQ0N5eDBgwQEBLB48WIMBkOh68nJyeTk5FRRdBXHz88PPz8/s/IffviB6dOnc9999/Hggw/+8YH9fxYnK5988kmh3/fv329WBjfOWTl9+jSffPIJHTt2LH+EIiIiIiJ/sF27dgHw6quvmiUqQKHDz0+ePFno95vrBwcHExISQm5uLh999BEbNmzgp59+4ty5c9SrVw8PDw+CgoJ44IEHTG1ufjVr1KhRjBo1ynTt5jeXLl++zPz584mIiODEiRNYW1vTo0cPgoKC8PDwKNf9L126FIDRo0eXq5/ysjhZGTlypOnBGwwG1q9fz/r1683qFTxAW1tbQkJCKiZKEREREZE/UIMGDQBISkqic+fOt63r4OBAcHAwoaGhAIwfP950zcvLC4D09HTGjx9Pr1696NevH/Xr1+fEiRNERkYSFRVFdHQ03bt3B27Mdly4cIH169czcODAIsdPT0/H09OTxMRE3N3dGTt2LJcuXWL9+vV4e3uzevXqImdMLHH16lU+++wzrK2tee6558rUR0WxOFlZtmwZcCMZeeGFF/Dz82PgwIFm9WrUqIGjoyNubm7Ur1+/4iIVEREREfmD+Pv7s2rVKgICAoiPj8fX15euXbuakpibOTg4EBISwvLlywGK/IN9/fr1OXXqFM7OzoXKExMT6dmzJ9OmTWPz5s1A4WTFz8+vyAX2gYGBJCYmsmTJEgICAkzls2fPplu3bowZM4Y+ffpgY2NT6nuPiIjg4sWLPPXUUzg6Opa6fUWyOFkZMWKE6d/ff/89Tz75JAMGDKiUoEREREREqtKAAQNYsGABwcHBLFiwgAULFgDQunVr+vTpw9///nfatGljcX/W1tZmiQpAhw4d8Pb25ttvvyUvL4+aNWuW2FdaWhrh4eH4+PgUSlQAGjVqxOTJk3nttdfYsmUL/fv3tzjGAgWvgN3ad1Uo0wL7glkWEREREZE71YQJE3jxxRf55ptviI2NJSEhgbi4OBYtWsTSpUsJDw8v1R/v9+/fz9tvv82OHTs4e/YseXl5ha6npaXRpEmTEvvZs2cP+fn55OTkFDmLc+zYMQCOHDlS6mTl559/Jjo6GhcXF3x8fErVtjJU2m5gIiIiIiJ/dnXq1MHf3x9/f38ALl68yLRp0wgLC2P06NGkpqZSq1atEvuJjY01ffn39fWlTZs22NvbYzAYWLduHQcOHLB4d7H09HQAdu7cyc6dO4utl5mZaVF/N/vPf/5jWvZR1MYCfzSLkhUrKyusrKz46aefaNu2LVZWVhYFbzAYdCikiIiIiNwx6tWrx8KFC9m4cSMpKSkcOnSIrl27lthu5syZ5OTkEBMTY7ZT1+7duzlw4IDFMdStWxeAiRMnMn/+/NLdwG3k5+ezYsUKatSoUWgHsqpkUbLi6emJwWDAzs6u0O8iIiIiIn81BoOB2rVrm5XXqFGD3NzcItscP34cR0dHs0QlKyuLvXv3FtkX3EggbtW9e3cMBoNpe+WK8vXXX/Prr7/y+OOPF7m+pipYlKxs3779tr+LiIiIiNxJPvroI7p06WLaTvhm69at4/Dhwzg4OBQ6V9DR0ZEff/yR7Oxss124WrRoQVJSEomJiXTo0AG4kYhMmjSJ8+fPm41RsAvX6dOnza41btyYoUOHEh4ezrx585g0aZLZREJcXBz33XefabLBEtXlbJWbac2KiIiIiMgtoqKiGDt2LK6urri7u9O0aVMyMzPZt28fMTExWFlZERYWhrW1tamNj48PCQkJ9O3bl169elGrVi08PT3x9PQkMDCQTZs24eHhwdChQ7GxsWH79u2kpqbi5eVlNhng5uaGra0toaGhZGRk0LBhQwDeeOMNAMLCwjh69ChTpkxh5cqVuLm54eDgwOnTp0lISODYsWOcOXPG4mTlt99+Y+PGjdx999088cQTFfMQK0CZkpWVK1fi7e1Ns2bNKjoeEREREZEqN3fuXNzd3dm8eTPR0dGcOXMGAGdnZ0aMGEFgYKDZWpWgoCAyMjLYsGEDMTEx5OfnExwcjKenJ/379yciIoJZs2axatUq7Ozs8PHxYe3atcyYMcNsfEdHRyIiIggJCWHJkiVcvXoV+F+y4ujoSGxsLAsXLiQ8PJxPP/2U69ev07hxYzp16kRQUBBOTk4W3++KFSu4du0aI0aM4K67qs98hsFYcOR8KRQssG/VqhVeXl54e3vj7e1t0VZrInJD/t5fy9X+uP2VMrdt27ZtucauehvK1Xrb5nZlbuv9mOV76sufx/WNZX/lwerxpRUYSfUyPfLHcrUPHtCx5ErF2JD8SrnG7u8SVq725fHd9K3lav9IcNVvF5udnU1ycjIuLi5lOlRQpCSWfsasytL5f/7zH4YPH05ubi5Lly7lueeeo1mzZrRv356xY8cSHh7Ob7/9VubgRUREREREyjTHM3LkSEaOHAnAiRMn2Lp1K9u2beP7779n8eLFLFmyBID27duTmJhYYcGKiIiIiMhfR7lfSGvVqhWtWrUiICCAS5cu8fHHHzN37lzOnz/PkSNHKiJGEZE/jHOL278Zm5SUVOy1P//rdSIiItVLuZKVq1evEhMTw7Zt29i2bRt79+4lPz8fW1tbHnvsMby9vSsqThERERER+YspU7Lyr3/9i23btrFnzx5yc3OxtrbGzc2NoKAgfHx8ePDBB6lZs2ZFxyoiIiIiIn8hZUpW3nrrLQwGA4888ghTpkyhV69ehfaYFhERERERKa8y7QZ2//33A7BlyxYGDx7MkCFD+Pe//83+/fsrMjYREREREfkLK9PMyv79+0lPT+f77783rVeZOHEiBoOB+vXr8/DDD+Pt7Y2Pjw/33ntvRccsIiIiIiJ/AWVeYO/o6MiTTz7Jk08+CUBaWhrbt29n27ZtREREsG7dOgwGA9euXauwYEVERERE5K+j3FsXA/z222+mGZatW7dy/vz5iuhWRERERET+wsqUrPz++++mWZStW7dy9OhRAIxGI40bN+app57C29tbWxeLiIiIiEiZlSlZadSoEXAjOXFycmLw4MGm5KR9+/YVGqCIiIiIiPw1lSlZGTBgAD4+Pnh7e9OxY8eKjklERERERKRsycratWsrOg4REREREZFCKmSBPcC1a9c4dOgQAB07dtQJ9iIiIiJ3sPy9v1Z1CMWq0aVphfSTmZnJu+++S0REBElJSeTl5dGwYUNcXFzw8PAgICCA1q1bm+q3bNkSgJMnT5Z77OXLlzNq1CiWLVvGyJEjy93f7Vy9epUPPviAVatWkZycjNFopEWLFgwdOpRx48ZRr169Sh3/dixOVpKTk9m2bRseHh60bdu20LUNGzYwevRo0tLSAKhfvz5hYWEMHTq0YqMVEREREfkDXL58GQ8PDw4ePIirqyvDhw+nQYMGpKWlER8fz5w5c2jdunWhZOXPKC8vD29vb+Li4ujcubMpMdq2bRtvvPEG//3vf4mPj8fOzq5K4rM4WVmyZAlz587lxIkThcp//vlnhg4dSnZ2Ni1atKB27docPnyYZ599ljZt2vDAAw9UeNAif6R3ftxd5rYTOvaswEhERETkjxIaGsrBgwcJCAhg8eLFGAyGQteTk5PJycmpougqztq1a4mLi+PJJ5/kyy+/LHTNz8+P9evXExERwfPPP18l8VlZWnHHjh107tyZFi1aFCp/9913yc7O5tVXXyU5OZkff/yRNWvWkJ+fz8KFCys8YBERERGRyrZr1y4AXn31VbNEBcDFxcW0C+7JkycxGAykpKSQkpKCwWAw/YSEhACQm5vL+++/T+/evWnevDnW1tY0atSIQYMGsW/fvkJ9jxw5klGjRgEwatSoQv3d7PLlywQHB9OhQwdsbW1xcHCgd+/e7Nixw+L7LJiI6Nu3r9m1xx9/HKBKz1As1Wtg/fv3Nyv/5ptvqFWrFrNmzTKV+fn50atXL2JiYiomShERERGRP1CDBg0ASEpKonPnzret6+DgQHBwMKGhoQCMHz/edM3LywuA9PR0xo8fT69evejXrx/169fnxIkTREZGEhUVRXR0NN27dwdufJe+cOEC69evZ+DAgUWOn56ejqenJ4mJibi7uzN27FguXbrE+vXr8fb2ZvXq1fj5+ZV4nwU7+0ZFRfHiiy8WurZx40YMBkOVnp1ocbJy/vx5nJycCpWlp6dz/PhxevXqRZ06dQpde+CBB0hISKiYKEVERERE/kD+/v6sWrWKgIAA4uPj8fX1pWvXrqYk5mYODg6EhISwfPlyANNsys3q16/PqVOncHZ2LlSemJhIz549mTZtGps3bwYKJyt+fn5FLrAPDAwkMTGRJUuWEBAQYCqfPXs23bp1Y8yYMfTp0wcbG5vb3ufjjz+On58fa9eu5YEHHjAlV9u2bSM5OZnFixfTpUuX2/ZRmSx+DaxmzZr8/vvvhcp++OEHALp162ZWv3bt2uUMTURERESkagwYMIAFCxZgNBpZsGABvXv3xsnJCVdXV8aNG8exY8dK1Z+1tbVZogLQoUMHvL29iY6OJi8vz6K+0tLSCA8Px8fHp1CiAjcOb588eTLnz59ny5YtJfZlMBhYs2YNr7/+OgcOHCA0NJTQ0FAOHDjAk08+yWOPPWbZDVYSi2dW2rZty3fffVeobNOmTRgMBh566CGz+r/++itNmjQpf4QiIiIiIlVgwoQJvPjii3zzzTfExsaSkJBAXFwcixYtYunSpYSHhzNgwACL+9u/fz9vv/02O3bs4OzZs2bJSVpamkXfn/fs2UN+fj45OTlFzuIUJFJHjhwpchnHzbKysnj66aeJi4vjv//9L48++igAW7Zs4e9//ztRUVHExcWZtmX+o1mcrAwePJg33niDsWPH8sorr5CUlMTixYuxt7enT58+ZvV37tyJq6trhQYrIiIiIvJHqlOnDv7+/vj7+wNw8eJFpk2bRlhYGKNHjyY1NZVatWqV2E9sbCw+Pj4A+Pr60qZNG+zt7TEYDKxbt44DBw5YvLtYeno6cOP79s6dO4utl5mZWWJfs2bNIjIykvXr1xdKvIYNG4aNjQ1+fn7MnDmTJUuWWBRbRbM4WRk/fjzh4eEsXrzYFKzRaOSdd94xe+UrISGBn3/+mZdeeqlioxURERERqUL16tVj4cKFbNy4kZSUFA4dOkTXrl1LbDdz5kxycnKIiYnBw8Oj0LXdu3dz4MABi2OoW7cuABMnTmT+/Pmlu4FbREVFARS5iL6g7Nbdyv5IFicrdnZ27Ny5k3//+9/s3r2bBg0a4O/vzxNPPGFWd+/evQwcOLBU02IiIiIiIn8GBoOhyPXZNWrUIDc3t8g2x48fx9HR0SxRycrKYu/evUX2BZCfn292rXv37hgMBtP2yuVREO/58+fNNswq2LLY2tq63OOUlcUL7AHs7e0JCgpi48aNfPLJJ0UmKgBjxoxh7dq1tGnTpkKCFBERERH5I3300Ufs2bOnyGvr1q3j8OHDODg4mLb+BXB0dCQtLY3s7GyzNi1atCAjI4PExERTWX5+PpMmTSryHBNHR0cATp8+bXatcePGDB06lNjYWObNm4fRaDSrExcXR1ZWVon36e7uDsD06dO5fv16odiCg4OBomdd/igWz6yIiIiIiPxVREVFMXbsWFxdXXF3d6dp06ZkZmayb98+YmJisLKyIiwsrNCsg4+PDwkJCfTt25devXpRq1YtPD098fT0JDAwkE2bNuHh4cHQoUOxsbFh+/btpKam4uXlxfbt2wuN7+bmhq2tLaGhoWRkZNCwYUMA3njjDQDCwsI4evQoU6ZMYeXKlbi5ueHg4MDp06dJSEjg2LFjnDlzBjs7u9ve57Rp01i/fj2ffPIJP/zwg2ldzXfffcdPP/1EmzZtmDhxYgU+2dJRsiIiIiIipVajS9OqDqFSzZ07F3d3dzZv3kx0dDRnzpwBwNnZmREjRhAYGGi2ViUoKIiMjAw2bNhATEyMaXbC09OT/v37ExERwaxZs1i1ahV2dnb4+Piwdu1aZsyYYTa+o6MjERERhISEsGTJEq5evQr8L1lxdHQkNjaWhQsXEh4ezqeffsr169dp3LgxnTp1IigoyOyMxKLcc889/PDDD8yePZtvvvmGjz76CIPBQMuWLZk8eTJTp06lfv365X2cZVaq18D+SDk5Obz++us0bdoUW1tbevToYToopyLbWlp3z549jBs3jg4dOlC7dm3uuecehg4dSlJSUqF6I0eOxGAwFPuTmppq1vfevXsZMGAAjo6O2NnZ0bFjR9577z2L7lVEREREKl67du2YPHkymzZt4sSJE1y9epWrV6/y888/s3z58iIX1dvb27N48WJ+/fVXrl27htFoLLS18ODBg/nhhx/IzMzk/PnzhIeH06pVK5YvX47RaDTbHrhfv37Ex8eTlZWF0Wg0e93L1taWyZMnk5CQwJUrV8jKyuLEiROsXbuW5557jrvusmxeomnTprz//vscO3aMnJwcsrOzOXLkCG+//XaVJipQjWdWRo4cSUREBOPHj6dNmzYsX76cfv36sW3bNrOFSeVpa2nduXPnsnPnTvz9/bn//vs5e/YsCxcupEuXLuzevdv0vuJLL71k2p+6gNFoZOzYsbRs2dLsMKBNmzbxxBNP8MADDxAUFIS9vT3Hjx/nl19+Kc/jExERERH506uWyUp8fDyff/458+bNY9KkSQA8//zzdOzYkSlTphAbG1shbUtTd8KECXz22WeF9tEeNmwY9913H3PmzGHVqlXAjfcL3dzcCsW0Y8cOsrKyePbZZwuVX7p0ieeff57HH3+ciIgIrKyq7USXiIhUQ7fO7pdW27ZtKygSEZHKUS2/HUdERFCjRg3GjBljKrOxsWH06NHs2rWryF0RytK2NHUfeughswN/2rRpQ4cOHTh8+PBt7+ezzz7DYDDwzDPPmJX/9ttvzJw5EysrKzIzMwvtwiAiIiIi8ldWLZOVffv20bZtW9OBNwUefPBBAPbv318hbcszDtx4veu333677eKlvLw8vvjiCx566CGz9xC3bNlC3bp1SU1NpV27dtjb21O3bl1efvnlIre8ExERERH5K6mWycqZM2do0qSJWXlB2a+//lohbcszDsCnn35Kamoqw4YNK7bOt99+y++//272ChjAsWPHuHbtGgMHDqR3796sWbOGF154gQ8//JBRo0YV22dOTg6XLl0q9JOTk3PbWEVERERE/myqZbJy9erVIk/KtLGxMV2viLblGefIkSO8+uqruLm5MWLEiGLrffbZZ9SsWZOhQ4eaXSvYteH555/nvffeY9CgQbz33nu89NJLfP755xw7dqzIPmfPnk29evUK/cyePbvYGERERERE/oyqZbJia2tb5ExBwatRtra2FdK2rOOcPXuWxx9/nHr16pnWvRTlypUrrF+/nt69e9OgQYMiYwV4+umnC5UXrG3ZtWtXkf1OnTqVixcvFvqZOnVqkXVFRERERP6squVuYE2aNCnyPJKCw3iaNi3+EKLStC3LOBcvXqRv375cuHCBmJiY28aybt26IncBK9C0aVMSExO5++67C5U3atQIgIyMjCLbWVtbFzkjJCIiIiJyJ6mWMyudO3cmKSmJS5cuFSqPi4szXa+ItqUdJzs7myeeeIKkpCQ2bNjAvffee9v7+PTTT7G3t2fAgAFFXi84TOjWhKlgrUzDhg1v27+IiIiIyJ2sWiYrQ4YMIT8/n8WLF5vKcnJyWLZsGT169KB58+YAZGVlceTIEdLS0krdtrR18/PzGTZsGLt27WL16tVmZ6nc6vz582zZsoUnn3wSOzu7IusUrGNZunRpofKPP/6Yu+66Cy8vr9uOISIiIiJyJ6uWr4H16NEDf39/pk6dyrlz53B1dWXFihWcPHmy0Bf7+Ph4vL29CQ4OJiQkpFRtS1t34sSJREZG8sQTT5Cenm46BLLA8OHDC/0eHh7OtWvXin0FDOCBBx7ghRde4D//+Q/Xrl3j4YcfZvv27axevZqpU6fe9hUzEREREZE7XbVMVgA++eQTgoKCWLlyJRkZGdx///1s2LABT0/PCm1rad2CM1e++uorvvrqK7N+bk1WPv30Uxo1asSjjz5621g//PBD7rnnHpYtW8batWtp0aIF//73vxk/fnyJ9ykiIiIiciertsmKjY0N8+bNY968ecXW8fLywmg0lqltaetu3769xL5uVtxOXreqWbMmwcHBBAcHl6p/EREREZE7XbVNVkRERESk+kpKSqrqEIrVtm3bqg5BKoiSFRGRCnJt+sQS69wVvOAPiERERCpCZmYm7777LhERESQlJZGXl0fDhg1xcXHBw8ODgIAAWrdubarfsmVLAE6ePFnusZcvX86oUaNYtmwZI0eOLHd/t5ORkcHMmTNZt24dp0+fpm7dujz88MNMnz6dDh06VOrYJVGyIiIiIiJyi8uXL+Ph4cHBgwdxdXVl+PDhNGjQgLS0NOLj45kzZw6tW7culKz8Gf3++++4ublx7Ngx3NzcGDhwIGfOnGHNmjVERUWxdetWevToUWXxKVkREREREblFaGgoBw8eJCAggMWLF2MwGApdT05OJicnp4qiqzjBwcEcO3aMCRMmsGDB/2b/d+3aRa9evXjhhRc4dOgQVlZVc+JJtTxnRURERESkKhVslvTqq6+aJSoALi4utG/fHrjx2pfBYCAlJYWUlBQMBoPpp+B4jdzcXN5//3169+5N8+bNsba2plGjRgwaNIh9+/YV6nvkyJGMGjUKgFGjRhXq72aXL18mODiYDh06YGtri4ODA71792bHjh0W3+f69euxsrJi+vTphcrd3Nx44okn+Omnn/j+++8t7q+iaWZFREREROQWDRo0AG5sJNC5c+fb1nVwcCA4OJjQ0FCAQkdQFBzynZ6ezvjx4+nVqxf9+vWjfv36nDhxgsjISKKiooiOjqZ79+4A+Pn5ceHCBdavX8/AgQOLHD89PR1PT08SExNxd3dn7NixXLp0ifXr1+Pt7c3q1avx8/Mr8T7Pnj2Lk5MT9vb2ZtdcXFwA2Lp1K97e3iX2VRmUrIiIiIiI3MLf359Vq1YREBBAfHw8vr6+dO3a1ZTE3MzBwYGQkBCWL18OYJpNuVn9+vU5deoUzs7OhcoTExPp2bMn06ZNY/PmzUDhZMXPz6/IBfaBgYEkJiayZMkSAgICTOWzZ8+mW7dujBkzhj59+mBjY3Pb+3RycuLcuXNcuXLFLGFJTk4GqnbnN70GJiIiIiJyiwEDBrBgwQKMRiMLFiygd+/eODk54erqyrhx4zh27Fip+rO2tjZLVAA6dOiAt7c30dHR5OXlWdRXWloa4eHh+Pj4FEpUABo1asTkyZM5f/48W7ZsKbGvvn37cv36dbPXwOLi4tiwYQMAFy5csCiuyqCZFRERERGRIkyYMIEXX3yRb775htjYWBISEoiLi2PRokUsXbqU8PBwBgwYYHF/+/fv5+2332bHjh2cPXvWLDlJS0ujSZMmJfazZ88e8vPzycnJKXIWpyCROnLkCP37979tXzNmzOCbb75h/vz57Nq1i549e3LmzBkiIiK49957OXjwYJUtrgclKyIicgeYHvljudoH1aigQETkjlOnTh38/f3x9/cH4OLFi0ybNo2wsDBGjx5NamoqtWrVKrGf2NhYfHx8APD19aVNmzbY29tjMBhYt24dBw4csHh3sfT0dAB27tzJzp07i62XmZlZYl/NmjVjz549BAcHExUVRXx8PM2bN2fGjBm0bNmSp556ikaNGlkUV2VQsiIiIiIiYqF69eqxcOFCNm7cSEpKCocOHaJr164ltps5cyY5OTnExMTg4eFR6Nru3bs5cOCAxTHUrVsXgIkTJzJ//vzS3UARnJ2d+fjjj83KC2ZtunXrVu4xykprVkRERERESsFgMFC7dm2z8ho1apCfn19km+PHj+Po6GiWqGRlZbF3794i+wKK7K979+4YDAbT9sqVIT8/n88//5y77rqLwYMHV9o4JVGyIiIiIiJyi48++og9e/YUeW3dunUcPnwYBwcHOnbsaCp3dHQkLS2N7OxsszYtWrQgIyODxMREU1l+fj6TJk3i/PnzZvUdHR0BOH36tNm1xo0bM3ToUGJjY5k3bx5Go9GsTlxcHFlZWSXeZ15eHlevXi1Udv36dSZNmsTRo0cJDAykadOmJfZTWfQamIiIiIjILaKiohg7diyurq64u7vTtGlTMjMz2bdvHzExMVhZWREWFoa1tbWpjY+PDwkJCfTt25devXpRq1YtPD098fT0JDAwkE2bNuHh4cHQoUOxsbFh+/btpKam4uXlxfbt2wuN7+bmhq2tLaGhoWRkZNCwYUMA3njjDQDCwsI4evQoU6ZMYeXKlbi5ueHg4MDp06dJSEjg2LFjnDlzBjs7u9ve52+//UaHDh3w9fXFxcWF3Nxcvv32W44cOcLjjz/O7NmzK/bBlpKSFREREREptbZt21Z1CJVq7ty5uLu7s3nzZqKjozlz5gxwY33HiBEjCAwMNFurEhQUREZGBhs2bCAmJob8/HyCg4Px9PSkf//+REREMGvWLFatWoWdnR0+Pj6sXbuWGTNmmI3v6OhIREQEISEhLFmyxDT7UZCsODo6Ehsby8KFCwkPD+fTTz/l+vXrNG7cmE6dOhEUFISTk1OJ91mvXj0GDhzIzp072bBhAzVr1qRjx44sWbKEF154oUp3AgMlKyIiIiIiZtq1a8fkyZOZPHmyxW3s7e1ZvHhxsdcHDx5c5PqP5cuXmw6UvFm/fv3o169fsf3Z2tqWOsZb1alTh08++aTM7Sub1qyIiIiIiEi1pGRFRERERESqJSUrIiIiIiJSLSlZERERERGRaknJioiIiIiIVEtKVkREREREpFpSsiIiIiIiItWSkhUREREREamWlKyIiIiIiEi1pGRFRERERESqpbuqOgCR8poe+WOZ2wYP6FiBkYiIiIhIRdLMioiIiIiIVEtKVkREREREpFrSa2AiIiIiUmrfTd9a1SEU65FgnwrpJzMzk3fffZeIiAiSkpLIy8ujYcOGuLi44OHhQUBAAK1btzbVb9myJQAnT54s99jLly9n1KhRLFu2jJEjR5a7v+JkZWXxwQcf8MMPP7B3716SkpIwGo0kJyeb7qcoSUlJvPHGG2zdupXMzEzatm3L2LFjGTt2LAaDocLiU7IiIiIiInKLy5cv4+HhwcGDB3F1dWX48OE0aNCAtLQ04uPjmTNnDq1bty6UrPwZnTt3jkmTJgHQokUL6tevT3p6+m3b/PTTTzz00ENcvXqVoUOH0rRpUzZu3Mgrr7zCTz/9xPvvv19h8SlZERERKYcNya+Uq31/l7AKikREKlJoaCgHDx4kICCAxYsXm80WJCcnk5OTU0XRVRwnJyc2bdpE165dcXR0pE+fPnz77be3bfPyyy9z8eJFvv76a/r27QvAm2++yaOPPsrChQt55plncHNzq5D4tGZFREREROQWu3btAuDVV18t8rUmFxcX2rdvD9x47ctgMJCSkkJKSgoGg8H0ExISAkBubi7vv/8+vXv3pnnz5lhbW9OoUSMGDRrEvn37CvU9cuRIRo0aBcCoUaMK9Xezy5cvExwcTIcOHbC1tcXBwYHevXuzY8cOi+/T3t6exx57DEdHR4vqJyUlER0djbe3tylRAahVqxZvvvkmAEuWLLF4/JJoZkVERERE5BYNGjQAbnw579y5823rOjg4EBwcTGhoKADjx483XfPy8gIgPT2d8ePH06tXL/r160f9+vU5ceIEkZGRREVFER0dTffu3QHw8/PjwoULrF+/noEDBxY5fnp6Op6eniQmJuLu7s7YsWO5dOkS69evx9vbm9WrV+Pn51fOp2Bu+/btAPj6+ppd8/DwoHbt2nz//fcVNp6SFRERERGRW/j7+7Nq1SoCAgKIj4/H19eXrl27mpKYmzk4OBASEsLy5csBTLMpN6tfvz6nTp3C2dm5UHliYiI9e/Zk2rRpbN68GSicrPj5+RW5wD4wMJDExESWLFlCQECAqXz27Nl069aNMWPG0KdPH2xsbMr+EIpw7NgxANq0aWN2rUaNGri4uPDTTz9x7do17rqr/KmGXgMTEREREbnFgAEDWLBgAUajkQULFtC7d2+cnJxwdXVl3Lhxpi/tlrK2tjZLVAA6dOiAt7c30dHR5OXlWdRXWloa4eHh+Pj4FEpUABo1asTkyZM5f/48W7ZsKVWMlrh48SIA9erVK/J63bp1uX79OpcvX66Q8TSzIiIiIpXi+sbRZW98r3XFBSJSRhMmTODFF1/km2++ITY2loSEBOLi4li0aBFLly4lPDycAQMGWNzf/v37efvtt9mxYwdnz541S07S0tJo0qRJif3s2bOH/Px8cnJyipzFKUikjhw5Qv/+/S2OrzpSsiIiIiIiUow6derg7++Pv78/cGNmYdq0aYSFhTF69GhSU1OpVatWif3Exsbi43Pj/BdfX1/atGmDvb09BoOBdevWceDAAYt3FyvYWnjnzp3s3Lmz2HqZmZkW9VcaBTMqBTMst7p06RIGg4E6depUyHhKVkRERERELFSvXj0WLlzIxo0bSUlJ4dChQ3Tt2rXEdjNnziQnJ4eYmBg8PDwKXdu9ezcHDhywOIa6desCMHHiRObPn1+6GyingrUqRb0Gl5+fT3JyMi4uLhWyXgW0ZkVEREREpFQMBgO1a9c2K69Rowb5+flFtjl+/DiOjo5miUpWVhZ79+4tsi+gyP66d++OwWAwba/8R3r44YcB2LRpk9m1HTt2kJmZaapTETSzIn9plrxPPf4210JbvFhhsYiIiEj18dFHH9GlSxfTdsI3W7duHYcPH8bBwYGOHTuayh0dHfnxxx/Jzs4224WrRYsWJCUlkZiYSIcOHYAbicikSZM4f/682RgF556cPn3a7Frjxo0ZOnQo4eHhzJs3j0mTJpmdwRIXF8d9992HnZ1d6W/+Ntq1a4enpyfbtm0jKirKdNZKbm4uQUFBAGaL/stDyYqIFGl65I9lbhs8oGPJlURERKqxqKgoxo4di6urK+7u7jRt2pTMzEz27dtHTEwMVlZWhIWFYW39v80gfHx8SEhIoG/fvvTq1YtatWrh6emJp6cngYGBbNq0CQ8PD4YOHYqNjQ3bt28nNTUVLy8v0/klBdzc3LC1tSU0NJSMjAwaNmwIwBtvvAFAWFgYR48eZcqUKaxcuRI3NzccHBw4ffo0CQkJHDt2jDNnzliUrEyaNIm0tDQADh06ZCqzt7cHbiQfN88IhYWF4e7ujp+fH8OGDaNJkyZs3LiRxMRExo0bx0MPPVT2B38LJSsiIiIiIreYO3cu7u7ubN68mejoaM6cOQOAs7MzI0aMIDAw0GytSlBQEBkZGWzYsIGYmBjy8/MJDg7G09OT/v37ExERwaxZs1i1ahV2dnb4+Piwdu1aZsyYYTa+o6MjERERhISEsGTJEq5evQr8L1lxdHQkNjaWhQsXEh4ezqeffsr169dp3LgxnTp1IigoCCcnJ4vuNSIigpSUlEJla9asMf3by8urULLSoUMH4uLieOONN9i4cSOZmZm0bduWRYsW8fLLL1s0pqWUrIiIiIhIqT0S7FPVIVSqdu3aMXnyZCZPnmxxG3t7exYvXlzs9cGDBzN48GCz8uXLl5sOlLxZv3796NevX7H92draljrGopw8ebLUbdq1a8fq1avLNa4ltMBeRERERESqJc2siEiFK9dBcIDV40srKBIRERH5M9PMioiIiIiIVEtKVkREREREpFpSsiIiIiIiItWS1qyIyB0lf2+XEut4Nij+2nGuVGA0IiIiUh6aWRERERERkWpJyYqIiPy/9u4+Ksoy/+P4ZxjkUQURDUgTEjuVpJKZqWmiu7VakidBd6sT7tF1219hHekJ00Y8R8vKVvaQJ93Mnuyk0oPibm72Sy3FJ87PMlOCXHEVRURTCHWE4f794Wm2iSdlGO+Z6f06Z/7guq9rrg/XGZEv93XfNwA0yTAMsyPAT13qZ4ttYH7ilb3b3Ro/I+m2dkoCAAB8XYcOHWSxWFRbW6vQ0FCz48AP1dbWymKxqEOHDi32o1gBAACAC6vVqoiICJ04cUJ2u12dO3dWYGCgLBaL2dHgwwzDUH19vaqrq1VdXa3IyEhZrdYWx1CsAAAA/EJJSYnZEUwXExOj0NBQVVZWqrq62uw48CNWq1WxsbGKiIhotS/FCgAAABqxWCyKjIxURESEHA6H6uvrzY4EPxAYGCir1XrJZ+koVgAAANAsi8WiwMBABQbyayOuPO4GBgAAAMArUawAAAAA8EqczwPgddYd/J82jx2j1p9gDwAAfAPFCuCG68LfbvH4uoPNHx+jWe0dBwAuy//mfN7i8dtbOLYluXv7hgGAJnjtNjC73a6nn35acXFxCg0N1eDBg7Vhw4Z2H+uJvp6aHwAa/jGlzS8AAHyN1xYrkydP1iuvvKIHHnhAubm5slqtGjt2rLZs2dKuYz3R11PzA4DnrXPjBQBA+/LKbWA7d+7U+++/r5deeklPPPGEJOmhhx5SUlKSnnrqKRUWFrbLWE/09dT8APxDztq9bo2f3fKDfuGDHP93tO2DO7ZfDgDwRl5ZrOTn58tqtWratGnOtpCQEE2ZMkUzZ87U4cOH1bNnT7fHeqKvp+YHAHe5c+MCSbonYWw7JQEA4NJ4ZbGye/duXXfddercubNL+6233ipJ+uqrr5r9Jf5yxnqir6fm9zx3t3Dc0y4pAABoD26dsZI4awV4Ca8sVo4dO6bY2NhG7T+1HT3a/A+gyxnrib6emv/n7Ha77Ha7S1v9hQsKDApqsj/wS63dAUjiLkBtsVl3t9rn9t2VzR7z9XXduKHUrfEpv+3T7DHuWgUAv05eWaycO3dOwcHBjdpDQkKcx9tjrCf6emr+n3v++eeVk5Pj0maz2TRnzpwm+9vtdj3//PPKzs5ucj5fZ0tNcmP0sjaPtNvtKnJnXRPaPLUk6Tp3xtrcGS2NbrVH29dVkn7rzmfWr9dVcmdt3VrXS5Dy23Z/S6fRtlFtH3tJvUxcVzc+s+594tz7zHp6Xd0+X+/DPwsA/JdX3g0sNDS00ZkDSTp//rzzeHuM9URfT83/c9nZ2Tpz5ozLKzs7u8m+0sVfqnNycpqcC23HunoOa+sZrKtnsK4A4DleeWYlNjZW5eXljdqPHTsmSYqLi2uXsZ7o66n5fy44ONgvz5AAAAAAP+eVZ1YGDBigkpISVVdXu7Tv2LHDebw9xnqir6fmBwAAAH5tvLJYSUtLk8Ph0NKlS51tdrtdy5cv1+DBg513yDp79qyKi4tVVVV12WM91ddT8wMAAAC/Nl65DWzw4MFKT09Xdna2KisrlZiYqLfeektlZWVatuy/F+vt3LlTKSkpLheXX+pYT/X11PzuCA4Ols1mY+tYO2NdPYe19QzW1TNYVwDwIMNLnTt3znjiiSeMmJgYIzg42Bg0aJCxfv16lz4bN240JBk2m+2yx3qyr6fmBwAAAH5NLIZhGGYXTAAAAADwS155zQoAAAAAUKwAAAAA8EoUKwAAAAC8EsWKH/vxxx9ls9n0u9/9TlFRUbJYLHrzzTfNjuXTdu3apUcffVR9+/ZVeHi4rrnmGk2cOFElJSVmR/N53377rdLT03XttdcqLCxM0dHRGjFihAoKCsyO5lfmzZsni8WipKQks6P4tE2bNslisTT52r59u9nxAMBveOWti9E+qqqqNHfuXF1zzTXq37+/Nm3aZHYkn7dgwQJt3bpV6enp6tevnyoqKpSXl6ebb75Z27dv5xdANxw6dEg1NTXKyMhQXFyczp49qw8++ECpqalasmSJpk2bZnZEn3fkyBHNnz9f4eHhZkfxG9OnT9egQYNc2hITE01KAwD+h7uB+TG73a4ffvhBMTExKioq0qBBg7R8+XJNnjzZ7Gg+q7CwULfccouCgoKcbaWlpbrpppuUlpamd99918R0/sfhcGjgwIE6f/68iouLzY7j837/+9/rxIkTcjgcqqqq0t69e82O5LM2bdqklJQUrV69WmlpaWbHAQC/xTYwPxYcHKyYmBizY/iVoUOHuhQqktSnTx/17dtX+/fvNymV/7JarerZs6dOnz5tdhSf98UXXyg/P1+LFi0yO4rfqampUX19vdkxAMAvUawAbjIMQ8ePH1d0dLTZUfxCbW2tqqqqdODAAf31r3/VJ598otGjR5sdy6c5HA5lZmZq6tSpuummm8yO41f++Mc/qnPnzgoJCVFKSoqKiorMjgQAfoVrVgA3rVixQuXl5Zo7d67ZUfxCVlaWlixZIkkKCAjQfffdp7y8PJNT+bbXXntNhw4d0meffWZ2FL8RFBSkCRMmaOzYsYqOjta+ffv08ssva/jw4SosLFRycrLZEQHAL1CsAG4oLi7WI488oiFDhigjI8PsOH7h8ccfV1pamo4ePapVq1bJ4XDowoULZsfyWSdPntRzzz2n2bNnq1u3bmbH8RtDhw7V0KFDnV+npqYqLS1N/fr1U3Z2ttavX29iOgDwH2wDA9qooqJCd999tyIiIpSfny+r1Wp2JL9w/fXX6ze/+Y0eeughrVu3Tj/++KPGjRsn7gXSNrNmzVJUVJQyMzPNjuL3EhMTde+992rjxo1yOBxmxwEAv0CxArTBmTNnNGbMGJ0+fVrr169XXFyc2ZH8Vlpamnbt2sWzbNqgtLRUS5cu1fTp03X06FGVlZWprKxM58+fV11dncrKynTq1CmzY/qVnj176sKFC6qtrTU7CgD4BYoV4DKdP39e48aNU0lJidatW6cbb7zR7Eh+7dy5c5IuFoi4POXl5WpoaND06dOVkJDgfO3YsUMlJSVKSEjgWqt29u9//1shISHq2LGj2VEAwC9wzQpwGRwOhyZNmqRt27ZpzZo1GjJkiNmR/EZlZaW6d+/u0lZXV6e3335boaGhFIVtkJSUpI8++qhR+6xZs1RTU6Pc3Fz17t3bhGS+78SJE42uAfr666+1du1ajRkzRgEB/C0QANoDxYqfy8vL0+nTp3X06FFJUkFBgY4cOSJJyszMVEREhJnxfE5WVpbWrl2rcePG6dSpU40eAvnggw+alMz3/fnPf1Z1dbVGjBihq6++WhUVFVqxYoWKi4u1cOFC/lLdBtHR0Ro/fnyj9p+etdLUMVyaSZMmKTQ0VEOHDlX37t21b98+LV26VGFhYXrhhRfMjgcAfoMn2Pu5+Ph4HTp0qMljBw8eVHx8/JUN5ONGjhypzZs3N3ucf05t9/7772vZsmX65ptvdPLkSXXq1EkDBw5UZmamUlNTzY7nV0aOHMkT7N30t7/9TStWrND333+v6upqdevWTaNHj5bNZlNiYqLZ8QDAb1CsAAAAAPBKbKoFAAAA4JUoVgAAAAB4JYoVAAAAAF6JYgUAAACAV6JYAQAAAOCVKFYAAAAAeCWKFQAAAABeiWIFAAAAgFeiWAEAAADglShWAMBEkydPlsViUVlZ2SX1Lysrk8Vi0eTJkz2aCwAAb0CxAgCtqK2t1fz583XzzTerY8eOCg4OVo8ePTR8+HBlZ2frwIEDZkf0KIvFopEjR5odAwDwKxRodgAA8GY1NTW6/fbbtWfPHiUmJurBBx9U165dVVVVpZ07d+qFF15Q79691bt37yuS5+qrr9b+/fsVERFxReYDAMBMFCsA0IJFixZpz549mjp1qpYuXSqLxeJy/ODBg7Lb7VcsT4cOHXT99ddfsfkAADAT28AAoAXbtm2TJD3yyCONChVJSkhIcCkeWtoyFR8fr/j4+CaPNTQ06MUXX1SfPn0UEhKihIQEzZ07V3V1dS79WrpmpaamRjabTX379lVoaKgiIyN11113acuWLU3OWVNTo5ycHPXr109hYWGKiIhQcnKyZs+erbq6Om3atMn5PW/evFkWi8X5evPNN5t8TwAA2hNnVgCgBV27dpUklZSUaMCAAR6b5/HHH9fWrVs1ceJEdezYUQUFBbLZbNqzZ4/y8/NbHX/q1CmNGDFC3377rYYNG6aHH35Y1dXVWrNmjVJSUrR69WqNHz/e2b+yslJ33HGHiouLNWDAAP3lL39RQ0ODiouLtWDBAmVlZSk+Pl42m005OTnq1auXS4HkybUAAMDJAAA0a82aNYYko1OnTkZWVpbxr3/9y6iqqmq2vyTjjjvuaPJYr169jF69erm0ZWRkGJKMbt26GYcPH3a22+12Y8SIEYYkIz8/39l+8OBBQ5KRkZHh8j7333+/Icn4+9//7tJ+/Phxo2fPnka3bt2Mc+fOOdsnTJhgSDJmzpzZKGdFRYVRV1d3Sd8TAACexDYwAGhBamqqFi5cKMMwtHDhQt11112Kjo5WYmKiHn30UZWWlrbLPI899ph69Ojh/DooKEjz5s2TpFa3XFVVVWnlypUaNWqUpk6d6nKse/fuevLJJ3XixAl99tlnkqSKigp9+OGH6t27t+bMmdPo/a666ioFBnLiHQBgPv43AoBWzJgxQ3/605+0fv16FRYWqqioSDt27NCrr76qZcuWaeXKlUpNTXVrjuHDhzdqGzJkiAIDA7V79+4Wx+7atUsOh0N2u73J4uOngqq4uFj33HOPioqKZBiGUlJS1KFDB7dyAwDgSRQrAHAJOnXqpPT0dKWnp0uSzpw5o5kzZ2rx4sWaMmWKysvLFRQU1Ob3v+qqqxq1Wa1Wde3aVWfOnGlx7KlTpyRJW7du1datW5vtV1tb68wuXbwNMgAA3oxtYADQBhEREcrLy1OvXr1UVVWlb775RtLFu4HV19c3OaalouP48eON2hwOh06ePNnqM1U6d+4sScrKypJhGM2+bDabJCkyMlKSVF5e3ur3CQCAmShWAKCNLBaLwsPDXdq6dOnSZBFQVlam06dPN/teX375ZaO2bdu2qb6+XsnJyS3mGDRokCwWi/M2y6255ZZbFBAQoI0bNza6NXJTAgIC5HA4Lum9AQBoTxQrANCCJUuWaNeuXU0e+/jjj7V//35FRkYqKSlJ0sXCoaysTJs3b3b2u3DhgmbMmNHiPLm5uTpy5IjLmGeffVaSmnymys/FxMRo4sSJKiws1EsvvSTDMBr12bFjh86ePSvp4pazCRMm6MCBA8rJyWnUt7Ky0uXsUFRUlEs2AACuFK5ZAYAWfPLJJ3r44YeVmJioYcOGKS4uTrW1tdq9e7e+/PJLBQQEaPHixQoODpZ08WL8Tz/9VGPHjtUf/vAHhYWFacOGDYqMjFRsbGyz89x2223q37+/Jk2apPDwcBUUFOi7777TfffdpwkTJrSac/Hixfruu+/01FNP6Z133tGQIUMUGRmpw4cPq6ioSKWlpTp27JjCwsKc/ffu3at58+bpn//8p0aNGiXDMFRSUqJPP/1Ux48fd24XGzVqlFatWqXx48crOTlZVqtVqamp6tevn/sLDABACyhWAKAFCxYs0LBhw7RhwwZ98cUXOnbsmKSLF6dnZGQoMzNTAwcOdPa/8847tWrVKs2dO1fvvPOOoqKilJ6ervnz5zvPvjRl0aJFWr16tV5//XX95z//UWxsrObMmaPs7OxLyhkVFaXCwkLl5eVp5cqVWrFihRoaGhQTE6P+/ftr9uzZio6OdvaPjo7W9u3b9fLLL2v16tXKy8tTSEiIEhIS9Mwzz7hsb8vNzZUkff755yooKFBDQ4N69OhBsQIA8DiL0dR+AQCAVyouLtYNN9ygadOmacmSJWbHAQDAo7hmBQB8yPfffy9JLg+QBADAX7ENDAB8QElJid544w299957CggI0L333mt2JAAAPI4zKwDgA/bt26fc3Fx16dJFH3zwAdeLAAB+FbhmBQAAAIBX4swKAAAAAK9EsQIAAADAK1GsAAAAAPBKFCsAAAAAvBLFCgAAAACvRLECAAAAwCtRrAAAAADwShQrAAAAALzS/wM2Q2VdqVF7QQAAAABJRU5ErkJggg==", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# inspect states - basic sanity checks\n", "FO = utils.get_FO(stc_tde, indices=idx_tde)\n", "SR = utils.get_switching_rate(stc_tde, indices=idx_tde)\n", "LTmean, LTmed, LTmax = utils.get_life_times(vpath_tde, indices=idx_tde)\n", "\n", "# plot some relevant statistics\n", "graphics.plot_FO(FO)\n", "graphics.plot_switching_rates(SR)\n", "graphics.plot_state_lifetimes(LTmed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### State covariances \n", "We have defined the model so that each state has a covariance (functional connectivity). We can retrieve them by using the `get_covariance_matrix` functions:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "graphics.plot_state_prob_and_covariance(TDE_hmm.Pi,TDE_hmm.P, TDE_hmm.get_means(),TDE_hmm.get_covariance_matrices())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spectral analysis \n", "\n", "We will now use the spectral package to compute the states power spectra and coherence, and plot them.\n", "\n", "This is done with the function `spectral.multitaper_spectral_analysis` that computes the states spectra using the non parametric multitaper approach. The function outputs a dictionary with the states power spectrum, states cross-channel coherence and cross-channel spectra. \n", "\n", "The function needs as compulsory input the sampling frequency Fs of the data, which in our case is 250Hz, so we will specify `Fs=250`. The function also needs the Gamma (i.e., the state probability time courses) to compute the power spectrum of each state. We can input the padded Gamma, or the original gamma, specifying in the options the `embeddedlags` used to train the HMM. In this last case, the function will pad the Gamma first.\n", "\n", "Other possible options for the spectral analysis are: \n", "- `fpass`, the frequency range for the power spectrum estimation. \n", "- `win`, the length of the window used to compute the power spectrum\n", "- `n_tapers`, the number of multitapers to use\n", "- `tapers_res`, the resolution of the multitapers" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/au673157/anaconda3/lib/python3.11/site-packages/glhmm/spectral.py:303: ComplexWarning: Casting complex values to real discards the imaginary part\n", " psdc[j,:,:,:,k] = psdc_sk.transpose(2,0,1)\n" ] } ], "source": [ "\n", "# get states spectral properties\n", "options_tde = {'embeddedlags':list(lags), 'fpass':[0,100], 'win':1500,'n_tapers':9,'tapers_res':5}\n", "spectral_measures = spectral.multitaper_spectral_analysis(X_preproc, idx_data, Fs=250, Gamma=stc_tde, options=options_tde)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the state power spectra for a specific session, and channel\n", "selected_channel = 21\n", "selected_session = 2\n", "\n", "f = spectral_measures['f']\n", "psd = spectral_measures['p']\n", "\n", "graphics.plot_state_psd(psd[selected_session,:,selected_channel],\n", " f,\n", " highlight_freq=True,\n", " title=\"States power spectra in channel %d\"%selected_channel)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# for a specific session, plot the state coherence between two channels\n", "coh = spectral_measures['coh']\n", "chann_1 = 30\n", "chann_2 = 3\n", "graphics.plot_state_coherence(coh[selected_session,:,chann_1,chann_2],\n", " f,\n", " title='Coherence between regions %d and %d'%(chann_1,chann_2),\n", " highlight_freq=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MAR-HMM Example: two-channel MEG data \n", "\n", "For this example, we will use MEG data from subjects performing a simple motor task. The data consist of 10 minute sessions of subjects who were asked to rest and tap with their left finger once every roughly 30 seconds (but without counting the time in between taps). \n", "\n", "Each subject session data is stored as a 2D matrix with the shape of (No. of timepoints, No. of channels). Here there are only two channels from the motor cortex.\n", "\n", "We will use a subset of data collected and used for the original [MAR-HMM paper](https://www.sciencedirect.com/science/article/pii/S1053811915010691)\n", "\n", "#### Note: this part will repeat some of the analysis steps done for the TDE-HMM (e.g., inspecting the model, spectral analysis). The repeated passages will not be explained again step by step like above. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load and preprocess data \n", "Donwload the data from the OSF website and into 'example_data' folder. If you prefer, you can also directly download the files from the [OSF project page](https://osf.io/8qcyj/?view_only=119c38072a724e0091db5ba377935666)." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100%|██████████████████████████████████| 15.9M/15.9M [00:00<00:00, 28.1Mbytes/s]\n" ] } ], "source": [ "! osf -p 8qcyj fetch MEG_data/data_MEG_MAR.pkl ./example_data/data_MEG_MAR.pkl" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of subjects in data_meg: 4\n" ] } ], "source": [ "# Loading the data in the notebook\n", "\n", "with open(\"./example_data/data_MEG_MAR.pkl\", \"rb\") as f:\n", " data_meg_mar = pickle.load(f)\n", "\n", "# Display data information\n", "print(f\"Number of subjects in data_meg: {len(data_meg_mar)}\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# concatenate subject data\n", "X_concat = []\n", "for j in range(len(data_meg_mar)):\n", " X_concat.extend(data_meg_mar[j])\n", "\n", "X_concat = np.array(X_concat)\n", "\n", "# Get the start and end indices for each session\n", "idx_data = statistics.get_indices_from_list(data_meg_mar)\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0, 300000],\n", " [300000, 540000],\n", " [540000, 762000],\n", " [762000, 996000]])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# show the indices of the subject/session dat\n", "idx_data" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# Preprocess data\n", "X_preproc = preproc.preprocess_data(X_concat, idx_data)[0]\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# visualize some data\n", "# decide on a plotting range of the signal \n", "plot_range = np.arange(200000,202000)\n", "\n", "Fs = 250 # sampling frequency of the signal\n", "n_regions = X_preproc.shape[1]\n", "\n", "# plot each parcel separately\n", "fig = plt.figure(figsize=(6,4))\n", "for i in range(n_regions):\n", " plt.plot(X_preproc[plot_range,i]+i*5)\n", "\n", "plt.xticks(np.arange(0,len(plot_range),Fs),np.arange(int(len(plot_range)/Fs)))\n", "plt.xlabel('time [s]')\n", "plt.yticks(np.arange(0,n_regions*5,5),np.arange(n_regions))\n", "plt.ylabel('channel')\n", "plt.title('Example of Preprocessed Signal')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initialise and train a MAR-HMM \n", "We first initialise the glhmm object, which we here call `MAR_hmm`. By specifying the parameters of the glhmm object, we define which type of model we want to fit and how states should be defined. \n", "\n", "In the case of the MAR-HMM, this is done with two steps: we will first construct the data to regress, and the data to predict, then we will run a decoding (i.e. Gaussian Linear) HMM on the embedded data. For more information about the decoding (Gaussian Linear) HMM, see the paper [Vidaurre et al., (2025)](https://doi.org/10.1016/j.neuroimage.2015.11.047) and the notebook [GLHMM_example](./GLHMM_example.ipynb).\n", "\n", "For the first step, we will use the `build_data_mar`option in the preprocessing module. This will create an embedded version of the data X and Y, so that in the GLHMM X will be used to predict Y. To create the X and Y embeddings of the data, the function will need the **order**, indicating how many points back in time will be used to predict the next time point. In this specific case, we will use `order=5`. See original [MAR-HMM paper](https://doi.org/10.1016/j.neuroimage.2015.11.047) for more information about the model. \n", "\n", "We will then run a GLHMM on the embedded data, to predict Y from X. \n", "\n", "We model 4 states by setting the parameter `K=3`. We will also specify the covariance type as `covtype='full'` and no means modelling. So our states will be characterised only by functional connectivity (covariance)." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# build data MAR\n", "autoregressive_order = 5\n", "data = preproc.build_data_autoregressive(X_preproc,idx_data,autoregressive_order)\n", "X_embed = data[0]\n", "Y_embed = data[1]\n", "idx_mar = data[2].astype(int)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# instantiate model\n", "MAR_hmm = glhmm.glhmm(model_beta='state', model_mean='state', K=3, covtype='full')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Init repetition 1 free energy = -409995.47743206273\n", "Init repetition 2 free energy = -410007.32170446805\n", "Init repetition 3 free energy = -409711.58471609437\n", "Init repetition 4 free energy = -416096.45643933036\n", "Init repetition 5 free energy = -410827.13787181646\n", "Best repetition: 4\n", "Cycle 1 free energy = -380134.8511688909\n", "Cycle 2 free energy = -393346.9872322161\n", "Cycle 3, free energy = -399627.6069583118, relative change = 0.3222027605508867\n", "Cycle 4, free energy = -404563.0874407205, relative change = 0.20203998469182397\n", "Cycle 5, free energy = -408425.376168671, relative change = 0.13652234194948656\n", "Cycle 6, free energy = -411402.4979490233, relative change = 0.0952141298412003\n", "Cycle 7, free energy = -413658.15037918993, relative change = 0.06728611095275565\n", "Cycle 8, free energy = -415350.6004637728, relative change = 0.04805946539461588\n", "Cycle 9, free energy = -416626.60474234546, relative change = 0.03496692138962858\n", "Cycle 10, free energy = -417608.86580660404, relative change = 0.026211791657626392\n", "Cycle 11, free energy = -418390.67667228915, relative change = 0.020436387279518065\n", "Cycle 12, free energy = -419037.87645436387, relative change = 0.016636232717777737\n", "Cycle 13, free energy = -419594.2261453409, relative change = 0.01409930317723119\n", "Cycle 14, free energy = -420087.07303765486, relative change = 0.012335906972405414\n", "Cycle 15, free energy = -420532.0372806496, relative change = 0.011014733594655202\n", "Cycle 16, free energy = -420936.5265899372, relative change = 0.009913546566741871\n", "Cycle 17, free energy = -421302.47081316076, relative change = 0.00888912758098903\n", "Cycle 18, free energy = -421628.84463883407, relative change = 0.007865567962498451\n", "Cycle 19, free energy = -421913.89975651563, relative change = 0.0068229202750682005\n", "Cycle 20, free energy = -422156.7194454287, relative change = 0.005778412499775442\n", "Cycle 21, free energy = -422358.25342684373, relative change = 0.004773039846098059\n", "Cycle 22, free energy = -422521.829866545, relative change = 0.0038591200582622958\n", "Cycle 23, free energy = -422652.6460666326, relative change = 0.003076739995623617\n", "Cycle 24, free energy = -422756.66690690524, relative change = 0.002440553938669501\n", "Cycle 25, free energy = -422839.6758782313, relative change = 0.001943784382468087\n", "Cycle 26, free energy = -422906.6974947578, relative change = 0.0015669563575981935\n", "Cycle 27, free energy = -422961.7530572823, relative change = 0.001285536896130175\n", "Cycle 28, free energy = -423007.868895087, relative change = 0.0010756377845664122\n", "Cycle 29, free energy = -423047.2342537378, relative change = 0.0009173426368087528\n", "Cycle 30, free energy = -423081.40668211365, relative change = 0.0007956966040115935\n", "Cycle 31, free energy = -423111.4963586305, relative change = 0.0007001401897236219\n", "Cycle 32, free energy = -423138.30439810985, relative change = 0.0006233927153819875\n", "Cycle 33, free energy = -423162.41818304046, relative change = 0.000560426410414532\n", "Cycle 34, free energy = -423184.2754586244, relative change = 0.0005077251541588786\n", "Cycle 35, free energy = -423204.20778640424, relative change = 0.000462796042133579\n", "Cycle 36, free energy = -423222.4706170679, relative change = 0.00042385332254459755\n", "Cycle 37, free energy = -423239.2645159675, relative change = 0.00038960973124509574\n", "Cycle 38, free energy = -423254.7503324722, relative change = 0.00035913387566010473\n", "Cycle 39, free energy = -423269.0600942226, relative change = 0.00033174972039400546\n", "Cycle 40, free energy = -423282.3048338777, relative change = 0.00030696457218429204\n", "Cycle 41, free energy = -423294.5802015379, relative change = 0.0002844171623707729\n", "Cycle 42, free energy = -423305.97046236385, relative change = 0.0002638398311739737\n", "Cycle 43, free energy = -423316.55128324317, relative change = 0.0002450302061127081\n", "Cycle 44, free energy = -423326.3915691258, relative change = 0.00022782900983525233\n", "Cycle 45, free energy = -423335.55452459224, relative change = 0.0002121019972980551\n", "Cycle 46, free energy = -423344.0980896762, relative change = 0.00019772538733660763\n", "Cycle 47, free energy = -423352.0749239072, relative change = 0.0001845753507031368\n", "Cycle 48, free energy = -423359.532164634, relative change = 0.0001725227475370654\n", "Cycle 49, free energy = -423366.5112211271, relative change = 0.0001614339233032839\n", "Cycle 50, free energy = -423373.04783657205, relative change = 0.00015117687481668726\n", "Cycle 51, free energy = -423379.17253779, relative change = 0.00014163018458945403\n", "Cycle 52, free energy = -423384.91143498494, relative change = 0.00013269107972708387\n", "Cycle 53, free energy = -423390.2872076109, relative change = 0.00012427970027056227\n", "Cycle 54, free energy = -423395.32007381, relative change = 0.00011633868810241035\n", "Cycle 55, free energy = -423400.02858935494, relative change = 0.00010882922076539903\n", "Cycle 56, free energy = -423404.4302096855, relative change = 0.00010172551774608645\n", "Cycle 57, free energy = -423408.5416259779, relative change = 9.500960627460148e-05\n", "Cycle 58, free energy = -423412.3789284274, relative change = 8.866732108242926e-05\n", "Cycle 59, free energy = -423415.9576597834, relative change = 8.268576397803254e-05\n", "Cycle 60, free energy = -423419.2928116792, relative change = 7.705197916813049e-05\n", "Cycle 61, free energy = -423422.3987998933, relative change = 7.175246425507793e-05\n", "Cycle 62, free energy = -423425.2894388231, relative change = 6.677315003894696e-05\n", "Cycle 63, free energy = -423427.9779245086, relative change = 6.209959610168954e-05\n", "Cycle 64, free energy = -423430.47682839783, relative change = 5.771723704517751e-05\n", "Cycle 65, free energy = -423432.79810085904, relative change = 5.361160576174069e-05\n", "Cycle 66, free energy = -423434.9530820354, relative change = 4.976850125414391e-05\n", "Reached early convergence\n", "Finished training in 766.37s : active states = 3\n" ] } ], "source": [ "# train HMM\n", "stc_mar, xi_mar, fe_mar = MAR_hmm.train(X=X_embed,Y=Y_embed,indices=idx_mar)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# get vpath\n", "vpath_mar = MAR_hmm.decode(X=X_embed, Y=Y_embed, viterbi=True)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# save your trained hmm\n", "hmm_dict = {'hmm':MAR_hmm,'stc':stc_mar,'xi':xi_mar,'fe':fe_mar,'vpath':vpath_mar}\n", "with open(\"./example_data/hmm_mar.pkl\", \"wb\") as fp:\n", " pickle.dump(hmm_dict, fp, pickle.HIGHEST_PROTOCOL)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### or download the trained model " ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100%|████████████████████████████████████| 120M/120M [00:03<00:00, 39.0Mbytes/s]\n" ] } ], "source": [ "# or download the trained model \n", "! osf -p 8qcyj fetch MEG_data/hmm_mar.pkl ./example_data/hmm_mar.pkl" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# and load it into your notebook\n", "# load into the notebook\n", "with open('./example_data/hmm_mar.pkl', \"rb\") as f:\n", " hmm_dict = pickle.load(f)\n", "\n", "MAR_hmm = hmm_dict['hmm']\n", "stc_mar = hmm_dict['stc']\n", "vpath_mar = hmm_dict['vpath']" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pad Gamma\n", "T = auxiliary.get_T(idx_data)\n", "options_mar ={'order':autoregressive_order}\n", "paddedGamma = auxiliary.padGamma(stc_mar, T, options_mar)\n", "paddedVP = auxiliary.padGamma(vpath_mar, T, options_mar)\n", "\n", "# plot state time courses with signal\n", "plotting_range = np.arange(5000,10000)\n", "graphics.plot_vpath(paddedVP[plotting_range], signal=X_preproc[plotting_range,1].copy(), title=\"States and signal example\")\n" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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AAOApYhiGYmJilJCQIMMwCrocmJSdnZ1cXV3l6OiYbV/Th5ULFy5o/PjxKlGixAP7jRo1Sjdu3MjxuD4+Pvrqq68ytH/66af66aef9Oqrr1rbjh49qtKlS+u9996Tq6urYmJi9MUXX+ill17S7t27Vb9+/ZxfEAAAwFMqISFB8fHxcnNzU4kSJWSxWAq6JJiIYRhKS0tTQkKCoqOjJSnbwGIxTB57u3XrpqtXryo9PV2xsbGZ3lk5duyYGjZsqFGjRmnUqFE5urOSmZSUFD333HNq1qyZNmzY8MC+ly9fVsWKFdWnTx/Nnj0713MBAAA8TQzD0OnTp1WiRAm5u7sXdDkwMcMwdOHCBaWlpalq1aoP7GvqBfbbtm3TsmXLNG3atAf2e++99/TnP/9ZLVu2zNN8q1evVlJSkvXxrwcpW7asHBwcFB8fn6c5AQAAngbp6elKT0/P0aM9eLZZLBY5OTkpNTU127VNpn0MLD09XUFBQerbt6/q1q2bZb+lS5dq165dOnHihKKiovI058KFC2Vvb69OnTplejw+Pl5paWmKiYnRtGnTlJiYaPO4GAAAwLPq9u3bkqQiRUz7x0uYyL1F9unp6Q9ccG/ab9Ps2bN19uxZbdq0Kcs+KSkpGjp0qN5//315eHjkKazExcVp/fr1CggIUKlSpTLt06xZM508eVKSVLJkSX388cfq06dPlmOmpqYqNTXVps3Ozk52dnYPXScAAICZsU4FOZHT74kpw8q1a9c0atQojRw5Um5ubln2mzhxotLS0jRixIg8z7ls2TLdunXrgY+AzZ8/X4mJifr11181f/58paSkKD09XYUKZf403YQJEzR69GibtuDgYIWEhOS5XgAAnmSfHNvz2OYaXKfZY5sLQP4yZVj5+OOP5eLioqCgoCz7REVFafLkyZo5c6ZKliyZ5zkXLlwoFxcXtWvXLss+3t7e1n/u1q2batWqJUmaMmVKpv2HDx+uwYMH27RxVwUAAADIGdMtsD99+rTmzp2rgQMH6uLFi4qKilJUVJRu3ryptLQ0RUVFKS4uTqNGjZK7u7t8fX2tfWJiYiRJV69eVVRUlO7cuZOjOc+dO6ft27crMDAwx5vUlC5dWn5+flq4cGGWfezs7OTo6GjzQ1gBAAAAcsZ0d1aio6N1584dDRw4UAMHDsxw3NPTU++9957OnTunX375JdPXnb3zzjuSpOvXr8vZ2TnbOb/55hsZhpGjt4DdLyUlRQkJCbk6BwAAAEDOmC6s1KlTR999912G9o8//lhJSUmaPn26qlWrpoSEBMXGxtr0OXbsmEaOHKkPPvhA3t7e1o0kb9y4oXPnzsnV1VWurq4Zxl60aJEqV66sFi1aZFrTlStXVLZsWZu2qKgo/fDDD2rcuPHDXioAAMAz43GuU8qt/FrXlJycrOnTp2vZsmU6deqU0tLS5ObmJk9PT7Vo0UJ9+/ZVtWrVrP09PDwkKc9vtJWksLAw9e7dW/Pnz1evXr3yPF5Wbty4oc8++0wHDx7Ujz/+qFOnTskwDEVGRlqvJz+ZLqy4uroqICAgQ/u9vVYyO3bPvbsoTZo0sem3b98+tWrVKtPF7ceOHdORI0f00UcfZflWgrp16+rVV19VgwYNVLp0aZ0+fVrz5s1TWlqaJk6cmIurAwAAwNMoKSlJLVq00JEjR1S9enX16NFDZcqUUWxsrPbt26eJEyeqWrVqNmHlSXTlyhUNHTpUklSlShWVLl1acXFxj2w+04WVx+3empO//vWvWfZ5++23tXbtWq1fv15JSUkqW7asWrdurREjRjxwDxgAAAA8G6ZNm6YjR46ob9++mjt3boa/BI+MjMywpcWTyNXVVRs2bJCXl5dcXFzUtm1b/fe//31k81kMwzAe2egAAACZ4NXFT5+bN28qMjJSnp6eKl68eIbjT/tjYO3bt9e6det06NAhNWjQ4IF9o6Ki5Onpmemxe08C3bp1S3PmzNGaNWv0888/68qVK3JyclKLFi00cuRINWzY0HpOr169tGDBgkzHu/+P+klJSZoyZYqWLVumX3/9VXZ2dmratKlGjhyZ5XKI7NwLK7l9DCy778s9z/ydFQAAACCvypQpI0k6depUtmHF2dlZwcHB1mUOgwYNsh7z9fWVdHfD8kGDBqlly5Zq3769SpcurV9//VXh4eFat26dtm3bpiZNmki6u0wiPj5eq1at0muvvZbp/HFxcfLx8dHx48fVvHlz9e/fX4mJiVq1apVatWqlpUuXPnC5RUEhrAAAAAB5FBgYqK+//lp9+/bVvn371Lp1a3l5eVlDzP2cnZ0VEhKisLAwScp0w/DSpUvr3Llzcnd3t2k/fvy4mjVrphEjRmjjxo2SbMNKQEBApgvsg4KCdPz4cX3++efq27evtX3ChAlq3Lix+vXrp7Zt2z7wLkdBMN0+KwAAAMCTxt/fX1OnTpVhGJo6daratGkjV1dXVa9eXQMGDNDp06dzNZ6dnV2GoCJJtWvXVqtWrbRt2zalpaXlaKzY2FgtXrxYfn5+NkFFksqWLathw4bp6tWr2rRpU65qfBy4swIAAADkg8GDB+vNN9/U+vXrtWvXLh04cEB79+7VzJkzNW/ePC1evFj+/v45Hu/w4cP617/+pR07digmJiZDOImNjVX58uWzHWf//v1KT09Xampqpndx7gWpiIgIdejQIcf1PQ6EFQAAACCflCpVSoGBgQoMDJQkJSQkaMSIEZo1a5b69Omj6OhoFStWLNtxdu3aJT8/P0lS69atVaNGDZUsWVIWi0UrV67UTz/9lOO3i917tfDOnTu1c+fOLPslJyfnaLzHibACAAAAPCJOTk4KDQ3V2rVrdfbsWR09elReXl7Znjdu3DilpqZq+/btGd7UtWfPHv300085rsHR0VGSNGTIEE2ZMiV3F1DAWLMCAAAAPEIWi0UlSpTI0F64cGGlp6dnes6ZM2fk4uKSIajcuHFDP/74Y6ZjScp0vCZNmshisWj37t0PU36BIqwAAAAAeTRnzhzt378/02MrV67UiRMn5OzsrDp16ljbXVxcFBsbq5s3b2Y4p0qVKrp+/bqOHz9ubUtPT9fQoUN19erVDP1dXFwkSefPn89wrFy5curSpYt27dqlyZMnK7NtFvfu3asbN25kf6GPGY+BAQAAAHm0bt069e/fX9WrV1fz5s1VoUIFJScn69ChQ9q+fbsKFSqkWbNmyc7OznqOn5+fDhw4oHbt2qlly5YqVqyYfHx85OPjo6CgIG3YsEEtWrRQly5dVLx4cW3ZskXR0dHy9fXVli1bbOb39vaWvb29pk2bpuvXr8vNzU2S9PHHH0uSZs2apZMnT+qDDz7QV199JW9vbzk7O+v8+fM6cOCATp8+rUuXLsnBwSHbax06dKhiY2MlSUePHrW2lSxZUpLUt2/fh95k8vfYwR4AADx27GD/9MnpjuRPq5MnTyo8PFwbN27UL7/8okuXLkmS3N3d1aJFCwUFBWVYq/Lbb79p8ODBWrNmja5cuaL09HTrDvaStHz5co0fP14RERFycHCQn5+fJkyYoDFjxmjBggUZdo3//vvvFRISomPHjiklJUWS7Q72KSkpCg0N1eLFixUREaE7d+6oXLlyql+/vjp16qS//OUvKlIk+3sZHh4eOnv2bJbH58+fn+leL/fL6feFsAIAAB47wsrT51kPK8idnH5fWLMCAAAAwJQIKwAAAABMibACAAAAwJQIKwAAAABMibACAAAAwJQIKwAAAABMibACAAAAwJQIKwAAAABMibACAAAAwJQIKwAAAABMibACAAAAwJQIKwAAAABMibACAAAAwJSKFHQBAAAAeBasKegCHqBDQReALHBnBQAAAMgHycnJGj9+vBo1aqSSJUvKzs5OFStWVMuWLTV8+HCdOXPGpr+Hh4c8PDzyZe6wsDBZLBaFhYXly3hZOXz4sEaOHKlmzZqpbNmysrOzU9WqVfXOO+8oOjo63+fjzgoAAACQR0lJSWrRooWOHDmi6tWrq0ePHipTpoxiY2O1b98+TZw4UdWqVVO1atUKutQ86d+/v/bu3auXXnpJ3bp1k52dnfbu3avPPvtMS5cu1fbt2/XCCy/k23yEFQAAACCPpk2bpiNHjqhv376aO3euLBaLzfHIyEilpqYWUHX5p3v37vr6669VvXp1m/ZJkybpo48+0pAhQ7R27dp8m4/HwAAAAIA82r17tyTp3XffzRBUJMnT09N6xyEqKkoWi0Vnz57V2bNnZbFYrD8hISGSpFu3bmnGjBlq06aNKlWqJDs7O5UtW1adOnXSoUOHbMbu1auXevfuLUnq3bu3zXj3S0pKUnBwsGrXri17e3s5OzurTZs22rFjR46vMygoKENQkaShQ4fK3t5eW7duzfFYOcGdFQAAACCPypQpI0k6deqUGjRo8MC+zs7OCg4O1rRp0yRJgwYNsh7z9fWVJMXFxWnQoEFq2bKl2rdvr9KlS+vXX39VeHi41q1bp23btqlJkyaSpICAAMXHx2vVqlV67bXXMp0/Li5OPj4+On78uJo3b67+/fsrMTFRq1atUqtWrbR06VIFBAQ89PVbLBYVLVo006CWFxbDMIx8HREAACAbnxzb89jmGlyn2WOb61l28+ZNRUZGytPTU8WLF8+kx9P9NrDw8HC99tprKlWqlPr166fWrVvLy8vLGmIyc29xfVRUVIZjqampio2Nlbu7u0378ePH1axZMzVr1kwbN260toeFhal3796aP3++evXqlWG87t27a9GiRfr888/Vt29fa/uVK1fUuHFj3bx5U+fOncvi3132lixZoq5duyowMFBLlizJtn/235e7TPcY2PHjxxUYGKiqVavKwcFBrq6u8vHx0erVqzP0XbJkiZo1ayZnZ2eVKVNGr7zySq6ekQsPD1ejRo1UvHhxVa5cWcHBwbp9+7ZNn0uXLumjjz5Sq1atVKpUKVksFm3ZsiWvlwkAAICniL+/v6ZOnSrDMDR16lS1adNGrq6uql69ugYMGKDTp0/najw7O7sMQUWSateurVatWmnbtm1KS0vL0VixsbFavHix/Pz8bIKKJJUtW1bDhg3T1atXtWnTplzVeM/58+c1cOBA2dvb65///OdDjZEV0z0GdvbsWSUlJalnz56qUKGCbty4oeXLl8vf319z5sxRv379JEkzZszQwIED9ac//UkTJ07UzZs3FRYWpg4dOmj58uXq1KnTA+dZt26dAgIC5OvrqxkzZujo0aMaO3asrly5os8++8za7+TJk5o0aZJq1KihunXrWp9HBAAAAO43ePBgvfnmm1q/fr127dqlAwcOaO/evZo5c6bmzZunxYsXy9/fP8fjHT58WP/617+0Y8cOxcTEZAgnsbGxKl++fLbj7N+/X+np6UpNTbWuibnfvSAVERGhDh1yd5fp2rVrat++va5cuaIvv/xSNWvWzNX52TFdWGnfvr3at29v0zZgwAB5eXnpk08+sQkrTZo00erVq63Pxr3xxhtyd3fXggULsg0rQ4cOVb169bRhwwYVKXL3Y3B0dNT48eP13nvvWRdAeXl56dq1a3JxcdGyZcsUGBiY35cMAACAp0SpUqUUGBho/TNjQkKCRowYoVmzZqlPnz6Kjo5WsWLFsh1n165d8vPzkyS1bt1aNWrUUMmSJWWxWLRy5Ur99NNPOX67WFxcnCRp586d2rlzZ5b9kpOTczTePdeuXdOrr76q48eP67PPPlOPHj1ydX5OmO4xsMwULlxYlSpVUnx8vLUtMTFRZcuWtVnE4+joqJIlS8re3v6B4/3888/6+eef1a9fP2tQkaR33nlHhmFo2bJl1rZSpUrJxcUl/y4GAAAAzwwnJyeFhoaqSpUqio2N1dGjR3N03rhx45SamqpNmzYpPDxcU6dO1ejRoxUSEqJy5crlqgZHR0dJ0pAhQ2QYRpY/wcHBOR7zXlD56aefFBoaqrfeeitXNeWU6e6s3JOcnKyUlBQlJCRY33rQtWtX63FfX18tW7ZMM2bMUMeOHXXz5k3NmDFDCQkJeu+99x449r3XvTVu3NimvUKFCqpYsWKG18EBAAAAD8tisahEiRIZ2gsXLqxbt25les6ZM2fk4uKiFi1a2LTfuHFDP/74Y6ZjSVJ6enqGY02aNJHFYsm35Qz3B5UZM2bonXfeyZdxM2PaOytDhgyRm5ubqlevrqFDh+rPf/6zQkNDrcf//e9/y9fXVwMHDpSnp6dq1aqlJUuW6IcffpC3t/cDx7506ZIkZfqMX/ny5XXx4sV8uYbU1FQlJiba/DwNmwEBAADA1pw5c7R///5Mj61cuVInTpyQs7Oz6tSpY213cXFRbGysbt68meGcKlWq6Pr16zp+/Li1LT09XUOHDtXVq1cz9L/3JND58+czHCtXrpy6dOmiXbt2afLkycrsZcB79+7VjRs3sr3OuLg4/eEPf9BPP/2k6dOna8CAAdmekxemvbMyaNAgde7cWRcvXtSSJUuUnp5ukzwdHBxUs2ZNVaxYUR06dFBSUpI+/fRTderUSdu3b890s5p7UlJSJN19y8LvFS9eXImJiflyDRMmTNDo0aNt2oKDgzNd2AQAAIAn17p169S/f39Vr15dzZs3V4UKFZScnKxDhw5p+/btKlSokGbNmmXz508/Pz8dOHBA7dq1U8uWLVWsWDH5+PjIx8dHQUFB2rBhg1q0aKEuXbqoePHi2rJli6Kjo+Xr65vh7bTe3t6yt7fXtGnTdP36dbm5uUmSPv74Y0nSrFmzdPLkSX3wwQf66quv5O3tLWdnZ50/f14HDhzQ6dOndenSJTk4ODzwOjt16qTDhw/rhRdeUFxcXKZ/rh00aJCcnZ3z9Hne88Tss9K6dWvFx8dr7969slgsateunYoUKWLzSuO4uDjVqFFDf/jDH7R48eIsx5oyZYqGDRumc+fOqVKlSjbHXnrpJRUuXDjT22T3Fthv3rzZumHPg6Smpma4k2JnZyc7OzveLw8AeKbx/8GnT073zXhanTx5UuHh4dq4caN++eUX65M87u7uatGihYKCguTl5WVzzm+//abBgwdrzZo1unLlitLT023+Ynv58uUaP368IiIi5ODgID8/P02YMEFjxozRggULFBkZad2rRZK+//57hYSE6NixY9a/nL//j/opKSkKDQ3V4sWLFRERoTt37qhcuXKqX7++OnXqpL/85S8267kz4+HhobNnzz6wz+/rykxOvy9PTFiZO3eu3nrrLUVERKho0aKqVq2a5s6dqzfffNOm32uvvaaDBw/qwoULWY61cOFC9ejRQ3v37tVLL71kc6xSpUp66aWXtHz58gzn5TasPAj/kQYAPMv4/+DT51kPK8idJ3ZTyKzcS4cJCQm6fPmypMwXEKWlpWXY2PH3GjRoIEk6cOCATfvFixd14cIF63EAAAAABcd0YeXKlSsZ2tLS0vTll1/K3t5eL774oqpXr65ChQpp8eLFNre2Lly4oO3bt6thw4Y250ZERFhvxUl3d/584YUXNHfuXJvA89lnn8lisahz586P6OoAAAAA5JTpFti/9dZbSkxMlI+Pj9zd3RUTE6OFCxcqIiJCU6dOVcmSJVWyZEm98cYb+s9//qNXX31VnTp1UlJSkmbNmqWUlBQNHz7cOl50dLRq1aqlnj17KiwszNo+efJk+fv7q3Xr1urWrZuOHTum0NBQ9e3bV7Vq1bKpaezYsZJkfRvDV199pR07dkj6v0VLAAAAAPKX6cJK165dNW/ePH322We6du2aSpUqJS8vL02aNEn+/v7Wfp999pnq16+vefPmWcNJkyZN9OWXX8rHxyfbeTp06KAVK1Zo9OjRCgoKkpubm0aMGKFRo0Zl6Dty5Eib37/44gvrPxNWAAAAgEfjiVlg/7RhYSGAJwX/vcKjwPfq6cMCe+TGU7fAHgAAAMCzhbACAAAAwJQIKwAAAABMibACAAAAwJRM9zYwAA+PBasAAOBpwp0VAAAAAKZEWAEAAABgSoQVAAAAAKbEmhUAAAA8cps3ni7oErLU6o818mWc5ORkTZ8+XcuWLdOpU6eUlpYmNzc3eXp6qkWLFurbt6+qVatm7e/h4SFJioqKyvPcYWFh6t27t+bPn69evXrlebysnDx5UlOmTNGBAwd04cIFJSYmqnz58qpTp47ef/99vfrqq/k6H2EFAAAAyKOkpCS1aNFCR44cUfXq1dWjRw+VKVNGsbGx2rdvnyZOnKhq1arZhJUn0dGjR7VixQp5e3vr5ZdflqOjo6Kjo7Vq1SqtXbtWY8eO1T/+8Y98m4+wAgAAAOTRtGnTdOTIEfXt21dz586VxWKxOR4ZGanU1NQCqi7/dOzYUa+//nqG67t48aIaNmyo0aNH691335Wzs3O+zMeaFQAAACCPdu/eLUl69913M/xBXpI8PT31wgsvSLr72JfFYtHZs2d19uxZWSwW609ISIgk6datW5oxY4batGmjSpUqyc7OTmXLllWnTp106NAhm7F79eql3r17S5J69+5tM979kpKSFBwcrNq1a8ve3l7Ozs5q06aNduzYkePrtLOzy/T6KlSooObNmystLU1nz57N8XjZ4c4KAAAAkEdlypSRJJ06dUoNGjR4YF9nZ2cFBwdr2rRpkqRBgwZZj/n6+kqS4uLiNGjQILVs2VLt27dX6dKl9euvvyo8PFzr1q3Ttm3b1KRJE0lSQECA4uPjtWrVKr322muZzh8XFycfHx8dP35czZs3V//+/ZWYmKhVq1apVatWWrp0qQICAh76+q9du6a9e/fKwcFBVatWfehxfo+wAgAAAORRYGCgvv76a/Xt21f79u1T69at5eXlZQ0x93N2dlZISIjCwsIkyXo35X6lS5fWuXPn5O7ubtN+/PhxNWvWTCNGjNDGjRsl2YaVgICATBfYBwUF6fjx4/r888/Vt29fa/uECRPUuHFj9evXT23btlXx4sVzdL2nTp3SokWLlJ6erosXLyo8PFzx8fGaPXu2SpUqlaMxcoLHwAAAAIA88vf319SpU2UYhqZOnao2bdrI1dVV1atX14ABA3T6dO7ehmZnZ5chqEhS7dq11apVK23btk1paWk5Gis2NlaLFy+Wn5+fTVCRpLJly2rYsGG6evWqNm3alOP6Tp06pdGjR2vs2LH64osvdPPmTc2fP199+vTJ8Rg5wZ0VAAAAIB8MHjxYb775ptavX69du3bpwIED2rt3r2bOnKl58+Zp8eLF8vf3z/F4hw8f1r/+9S/t2LFDMTExGcJJbGysypcvn+04+/fvV3p6ulJTUzO9i3MvSEVERKhDhw45qq1Dhw4yDEO3bt1SVFSUPv/8c/3973/Xvn379O9//ztHY+QEYQUAAADIJ6VKlVJgYKACAwMlSQkJCRoxYoRmzZqlPn36KDo6WsWKFct2nF27dsnPz0+S1Lp1a9WoUUMlS5aUxWLRypUr9dNPP+X47WJxcXGSpJ07d2rnzp1Z9ktOTs7RePcrVqyYnn/+eU2ePFk3btzQjBkz1K5dO7Vr1y7XY2WGsAIAAAA8Ik5OTgoNDdXatWt19uxZHT16VF5eXtmeN27cOKWmpmr79u1q0aKFzbE9e/bop59+ynENjo6OkqQhQ4ZoypQpubuAXGjdurVmzZqlLVu25FtYYc0KAAAA8AhZLBaVKFEiQ3vhwoWVnp6e6TlnzpyRi4tLhqBy48YN/fjjj5mOJSnT8Zo0aSKLxWJ9vfKjcvHiRUlS0aJF821MwgoAAACQR3PmzNH+/fszPbZy5UqdOHFCzs7OqlOnjrXdxcVFsbGxunnzZoZzqlSpouvXr+v48ePWtvT0dA0dOlRXr17N0N/FxUWSdP78+QzHypUrpy5dumjXrl2aPHmyDMPI0Gfv3r26ceNGttd58ODBTM8/e/asJkyYIEn5dldF4jEwAAAAIM/WrVun/v37q3r16mrevLkqVKig5ORkHTp0SNu3b1ehQoU0a9Ys2dnZWc/x8/PTgQMH1K5dO7Vs2VLFihWTj4+PfHx8FBQUpA0bNqhFixbq0qWLihcvri1btig6Olq+vr7asmWLzfze3t6yt7fXtGnTdP36dbm5uUmSPv74Y0nSrFmzdPLkSX3wwQf66quv5O3tLWdnZ50/f14HDhzQ6dOndenSJTk4ODzwOocMGaJffvlFTZs2VeXKlVWoUCGdOXNG69at061btzR06FA1b9483z5XwgoAAACQR5MmTVLz5s21ceNGbdu2TZcuXZIkubu7q2fPngoKCsqwVmXkyJG6fv261qxZo+3btys9PV3BwcHy8fFRhw4dtGzZMo0fP15ff/21HBwc5Ofnp++++05jxozJML+Li4uWLVumkJAQff7550pJSZH0f2HFxcVFu3btUmhoqBYvXqyFCxfqzp07KleunOrXr6+RI0fK1dU12+scMGCAlixZooMHD+q///2vbt26pbJly6pDhw7q16+f2rRpk9eP0obFyOw+Dh65T47teWxzDa7T7LHNhYLF9wqPAt8rPAp8r54+N2/eVGRkpDw9PXO8sSCeXTn9vrBmBQAAAIApEVYAAAAAmBJhBQAAAIApEVYAAAAAmBJhBQAAAIApEVYAAAAAmBJhBQAAAIApEVYAAACQb9jCDzmR0++J6cLK8ePHFRgYqKpVq8rBwUGurq7y8fHR6tWrbfrt27dP77zzjry8vFS0aFFZLJYcz3Hjxg3NnDlTrVu3Vvny5VWqVCk1bNhQn332mdLT0zP0/+WXX9S5c2eVLl1aDg4OatGihTZv3pznawUAAHhaFC1aVNLdP2cB2UlOTpbFYrF+b7JS5DHVk2Nnz55VUlKSevbsqQoVKujGjRtavny5/P39NWfOHPXr10+S9P333+s///mP6tWrp6pVq+rUqVM5nuPXX39VUFCQXn31VQ0ePFiOjo7673//q3feeUd79uzRggULrH3Pnz8vb29vFS5cWMOGDVOJEiU0f/58tW7dWj/88IN8fHzy/TMAAAB40hQuXFjOzs66cuWKJMnBwSFXf5mMp59hGLp9+7YSExOVmJgoZ2dnFS5c+IHnWIwn4F5denq6vLy8dPPmTUVEREiSLl++LEdHR9nb22vAgAGaOXNmjm8nxcbG6vLly6pdu7ZN+xtvvKH58+fr9OnTql69uiTp3Xff1dy5c3Xs2DHVrFlT0t2/MXjhhRfk5uamgwcPPtQ1fXJsz0Od9zAG12n22OZCweJ7hUeB7xUeBb5XTyfDMBQTE6P4+PiCLgUmVrhwYZUtW1ZOTk7ZBlrT3VnJTOHChVWpUiXt37/f2vbcc8899Hiurq5ydXXN0P7nP/9Z8+fP14kTJ6xhZfv27WrYsKE1qEh3/6bA399fM2fO1OnTp1WjRo2HrgUAAOBpYbFYVL58eZUtW1ZpaWkFXQ5MqEiRIipcuHCO77qZNqwkJycrJSVFCQkJCg8P17p169S1a9dHOmdMTIwk2QSZ1NRUlS5dOkNfBwcHSdLBgwcJKwAAAPcpXLhwto/3ADlh2rAyZMgQzZkzR5JUqFAhderUSaGhoY9svlu3bmnatGny9PRUkyZNrO01a9bU9u3blZSUpFKlSlnbd+zYIUmKjo7OcszU1FSlpqbatNnZ2cnOzi6fqwcAAACePqZ7G9g9gwYN0saNG7VgwQK1a9dO6enpunXr1iObb8CAAfr5558VGhqqIkX+L8O9/fbbio+PV9euXXXo0CGdOnVKgwYN0oEDByRJKSkpWY45YcIEOTk52fxMmDDhkV0DAAAA8DQxbVh54YUX9Ic//EF///vftWbNGv3222/q2LHjI3l39+TJk/X555/rn//8p9q3b29zrF27dpoxY4a2bdumRo0aqWbNmlq7dq3GjRsnSSpZsmSW4w4fPlwJCQk2P8OHD8/3+gEAAICnkWnDyu917txZ+/fvz9UrinMiLCxMH374ofr376+PP/440z4DBgzQ5cuXtWvXLh04cEARERFycnKSJD3//PNZjm1nZydHR0ebHx4BAwAAAHLGtGtWfu/e41YJCQn5NuaqVavUt29fderUSTNnznxg3xIlSsjb29v6+6ZNm2Rvb6/mzZvnWz0AAAAA/o/p7qzc20jofmlpafryyy9lb2+vF198MddjRkRE6Ny5czZt27ZtU7du3eTj46OFCxeqUKGcfxS7du3SihUr1KdPH+sdFgAAAAD5y3R3Vt566y0lJibKx8dH7u7uiomJ0cKFCxUREaGpU6da14icPXtWX331lSRZF7uPHTtWklSlShX97W9/s45Zq1YtvfLKK9qyZYv1XH9/f1ksFnXu3FlLly61qaFevXqqV6+etW+XLl3k7++vcuXK6fjx45o9e7bq1aun8ePHP9LPAgAAAHiWmS6sdO3aVfPmzdNnn32ma9euqVSpUvLy8tKkSZPk7+9v7RcZGamRI0fanHvv91deecUmrPxeZGSk9XGyd999N8Px4OBga1hxdHRU+fLlFRoaqri4OLm7u2vgwIH6xz/+YfMqYwAAAAD5y3RhpVu3burWrVu2/Xx9fXP8ZrDf98vNuaVLl9bKlStz1BcAAABA/jHdmhUAAAAAkAgrAAAAAEyKsAIAAADAlAgrAAAAAEyJsAIAAADAlAgrAAAAAEyJsAIAAADAlAgrAAAAAEyJsAIAAADAlPJtB/uff/5ZERERSk5O1t/+9rf8GhYAAADAMyrPd1b279+vBg0aqG7dugoMDFSvXr2sx7Zt2yYHBweFh4fndRoAAAAAz5g8hZXjx4/Lz89PkZGRev/999WuXTub4y1btpSrq6uWLl2apyIBAAAAPHvyFFaCg4MlSQcPHtSUKVPUpEkTm+MWi0Xe3t7av39/XqYBAAAA8AzKU1jZunWrXn/9dVWvXj3LPpUrV9alS5fyMg0AAACAZ1CewkpSUpLKli37wD4pKSlKT0/PyzQAAAAAnkF5CiuVKlXS0aNHH9jnxx9/VLVq1fIyDQAAAIBnUJ7CSocOHbRhwwZt2rQp0+NLlizRnj17FBAQkJdpAAAAADyD8rTPyogRI7Rs2TK1b99ePXv2VExMjCRp1qxZ2r17t7755ht5eHho8ODB+VIsAAAAgGdHnsKKm5ubtm7dqr/97W+aN2+etX3AgAGSpKZNm+qbb76Rk5NT3qoEAAB4AmzeePqxzdXqjzUe21xAQcnzDvZVq1bVzp07dfjwYe3Zs0dxcXFydHRU06ZNM7zKGAAAAAByKs9h5Z4GDRqoQYMG+TUcAAAAgGdcnhbYAwAAAMCjkuc7K0lJSZo3b55++uknXbx4UWlpaRn6WCwW/fDDD3mdCgAAAMAzJE9hZf/+/WrXrp2uX78uwzCy7GexWPIyDQAAAIBnUJ4eA3vvvfcUHx+viRMn6ty5c0pLS9OdO3cy/LCDPQAAAIDcytOdlUOHDqlbt24aNmxYftUDAAAAAJLyeGfFxcVFbm5u+VULAAAAAFjlKawEBATof//7n+7cuZNf9QAAAACApDw+BjZhwgT5+fmpe/fumjJlitzd3fOrLgAAHil2GgcA88tTWHF0dNTcuXP1hz/8QUuWLFHp0qXl6OiYoZ/FYtGZM2fyMhUAAACAZ0yeHgP74Ycf1KJFC8XHx6tIkSKyt7eXYRgZfnhMDAAAAEBu5enOyocffijDMLR48WJ17tyZ/VQAAAAA5Js8hZWff/5ZPXr0UGBgYH7Vo/3792vBggXavHmzoqKiVKZMGTVr1kxjx47V888/n+k5aWlpql+/vk6cOKHJkydr6NCh2c7j4eGhs2fPZmh/6623NHv2bOvvvr6+2rp1a6ZjFClSRGlpaTm8MuBps+YxztXhMc4FAADMIk9hxc3NTfb29vlViyRp0qRJ2rlzpwIDA1WvXj3FxMQoNDRUjRo10p49e1SnTp0M58yYMUPnzp3L9VwNGjTQkCFDbNp+H4j+8Y9/qG/fvjZtycnJ6t+/v1q3bp3rOQEAAADkTJ7CSvfu3bV06VKlpKTkW2gZPHiwFi1apGLFilnbunbtqrp162rixIn6+uuvbfpfuXJFY8aM0YcffqhRo0blai53d3f16NHjgX3++Mc/Zmi7V0P37t1zNR8AAACAnMvTAvuQkBDVqVNHbdu21c6dO/Xbb7/luaCXX37ZJqhIUo0aNVS7dm2dOHEiQ/+PPvpINWvWzDZ0ZOXWrVtKTk7O1TmLFi1SiRIl9Nprrz3UnAAAAACyl6c7K/fuphiGIR8fnyz7WSwW3b59+6HnMQxDly9fVu3atW3a9+3bpwULFmjHjh0Ptbj/f//7nxwcHJSenq4qVaro/fff13vvvffAc65evaqNGzeqa9euKlGixAP7pqamKjU11abNzs5OdnZ2ua4VAAAAeNbkKay0bNnysbwBbOHChYqOjtaYMWOsbYZhKCgoSF27dpW3t7eioqJyNWa9evXUokUL1axZU9euXVNYWJgGDRqkixcvatKkSVmet3jxYt2+fTtHj4BNmDBBo0ePtmkLDg5WSEhIrmoFAAAAnkV5CitbtmzJpzKyFhERoXfffVfe3t7q2bOntT0sLExHjx7VsmXLHmrc8PBwm9979+6tdu3a6ZNPPlFQUJAqVqyY6XmLFi2Sm5tbpmtZfm/48OEaPHiwTVvB3FXhrU0AAAB48uRpzcqjFhMToz/96U9ycnLSsmXLVLhwYUlSYmKihg8frmHDhqlSpUr5MpfFYtH777+v27dvZxnCfv31V+3evVtdu3ZVkSLZ5zw7Ozs5Ojra/PAIGAAAAJAzebqz8iglJCSoXbt2io+P1/bt21WhQgXrsSlTpujWrVvq2rWr9fGvCxcuSJKuX7+uqKgoVahQIcNC/ezcCz5xcXGZHl+0aJEk3gIGAAAAPA65CitvvPGGLBaLxo8fr+eee05vvPFGjs6zWCyaN29ejue5efOmOnbsqFOnTmnTpk168cUXbY6fO3dO169fz7DgXpLGjx+v8ePH69ChQ2rQoEGO55Tu3jmR7u4fk5lFixapWrVqatasWa7GBQAAAJB7uQorYWFhslgs+vDDD/Xcc88pLCwsR+flJqykp6era9eu2r17t1atWiVvb+8MfQYOHKiAgACbtitXruitt95Sr1699Nprr8nT01PS3d3tz5w5IycnJ5UvX17S3TsnTk5O1sfK7vWbOHGiihUrplatWmWY89ChQzpx4oRGjhyZo+sAAAAAkDe5CiuRkZGS7m6meP/v+WnIkCEKDw9Xx44dFRcXl2ETyB49eqhRo0Zq1KiRTfu9x8Fq165tE2Sio6NVq1Yt9ezZ0xquwsPDNXbsWHXu3Fmenp6Ki4vTokWLdOzYMY0fP17lypXLUNfChQsl8QgYAAAA8LjkKqxUqVLlgb/nh8OHD0uSVq9erdWrV2c4/rCbP96vbt26evHFF/X111/r6tWrKlasmBo0aKAlS5YoMDAwQ/87d+7o22+/VaNGjVSzZs08zw8AAAAge3laYD9mzBj5+vo+cEPI7du3a/PmzRo1alSOxnzY1yF7eHjIMIwctXt5eWV4dfGDFCpUyLqAHwAAAMDjkadXF4eEhGQbLrZt25ZhY0QAAAAAyM4j32fl1q1bNgvZAQAAACAn8hxWLBZLlsdu3bql7du3q2zZsnmdBgAAAMAzJtdrVqpWrWrz+6effqr58+dn6Jeenq7Y2FjdvHlTb7755sNXiCfK5o2nH9tcrf5Y47HNBQAAgMcv12Hlzp071rspFotFhmFkurC9aNGiql27tvz8/NibBAAAAECu5Tqs3NvPRLr7lqz3338/x2/6AgAAAICcytOriyMjI+Xs7JxPpQAAAADA/8lTWLl/U8iff/5ZERERSk5O1t/+9rc8FwYAAADg2Zbnt4Ht379fDRo0UN26dRUYGKhevXpZj23btk0ODg652oARAAAAAKQ8hpXjx4/Lz89PkZGRev/999WuXTub4y1btpSrq6uWLl2apyIBAAAAPHvyFFaCg4MlSQcPHtSUKVPUpEkTm+MWi0Xe3t7av39/XqYBAAAA8AzKU1jZunWrXn/9dVWvXj3LPpUrV9alS5fyMg0AAACAZ1CewkpSUlK2u9OnpKQoPT09L9MAAAAAeAblKaxUqlRJR48efWCfH3/8UdWqVcvLNAAAAACeQXkKKx06dNCGDRu0adOmTI8vWbJEe/bsUUBAQF6mAQAAAPAMytM+KyNGjNCyZcvUvn179ezZUzExMZKkWbNmaffu3frmm2/k4eGhwYMH50uxAAAAAJ4deQorbm5u2rJli/7+979r3rx51vYBAwZIkpo2bapvvvlGTk5OeasSAAAAwDMnT2FFkqpVq6adO3fq8OHD2rNnj+Li4uTo6KimTZtmeJUxAAAAAORUrsJKp06d1K1bN3Xp0kXS3R3qPTw8VLlyZTVo0EANGjR4FDUCAAAAeAblKqysXLnSJpC0atVKwcHBGjVqVH7XBQB4Jq15jHPVfIxzAQAeRq7eBubs7KzExETr74Zh5HtBAAAAACDl8s7Kiy++qG+++UZNmjRR+fLlJUlRUVHatm1btuf6+Pg8XIUAAAAAnkm5CiujRo1SQECA/vrXv1rbFixYoAULFmR7LrvYAwAAAMiNXIWV1q1b68SJE9q0aZOio6MVEhKiV155Ra+88sqjqg8AAADAMyrXry6uUqWK+vTpI0kKCQmRr68vC+wBAAAA5Ls87bMSGRkpZ2fnfCoFAAAAAP5PnsJKlSpV8qsOAAAAALCRq7AyZswYWSwWvfvuu3JxcdGYMWNydJ7FYtHIkSMfqkAAAAAAz6ZchZWQkBBZLBZ17dpVLi4uCgkJydF5hBUAAAAAuZWrsLJ582ZJUuXKlW1+BwAAAID8lquw8vtXFOfklcWTJk3Sf//7X/3vf//LXWUAAAAAnmmFHvUEERER2rp1a67O+e233xQcHKy2bdvKxcVFFotFYWFhGfpZLJYsf/74xz9mO8/Nmzc1YcIEvfjii3JwcJC7u7sCAwN1/Phxm35hYWFZzhMTE5OrawMAAACQM3l6G9ijEhsbqzFjxqhy5cqqX7++tmzZkmm/r776KkPbgQMHNH36dLVu3Trbebp3767w8HC9+eabatSokS5evKiZM2fK29tbR48ezfC2szFjxsjT09OmjVc3AwBgdmse41w1H+NcwNPPlGGlfPnyunTpksqVK6cDBw6oSZMmmfbr0aNHhrYtW7bIYrHoL3/5ywPniI6O1ooVKzR06FBNnjzZ2t6yZUv5+flpxYoVev/9923OadeunRo3bvwQVwQAAAAgtx75Y2APw87OTuXKlcv1eampqVq+fLleeeUVVaxY8YF9k5KSJEnPPfecTXv58uUlSfb29lmel56enuvaAAAAAOSOKcPKw/r+++8VHx+v7t27Z9u3WrVqqlixoqZOnarVq1frwoUL2rdvn/r37y9PT09169YtwzmtWrWSo6OjHBwc5O/vr9OnTz9wjtTUVCUmJtr8pKamPvT1AQAAAM8SUz4G9rAWLlwoOzs7de7cOdu+RYsW1fLly/XXv/5V/v7+1nYvLy/t2rXLZi2Kg4ODevXqZQ0rBw8e1CeffKKXX35ZP/74oypVqpTpHBMmTNDo0aNt2oKDg3O8Pw2AuzZvfPBfDOSnVn+s8djmAgAAD5brsNK+fftc9T969Ghup3goiYmJWrt2rdq3b5/jRe+lS5dWgwYNFBgYqGbNmumXX37RhAkTFBgYqI0bN6p48eKSpC5duqhLly7W8wICAtSmTRv5+Pho3Lhxmj17dqbjDx8+XIMHD7Zps7Oze7gLBAAAAJ4xuQ4r69evz/UkFosl1+fk1vLly3Xz5s0cPQImSQkJCWrZsqWGDRumIUOGWNsbN24sX19fzZ8/X2+//XaW57do0UJNmzbVpk2bsuxjZ2dHOAEAAAAeUq7DSmRk5KOoI88WLlwoJycndejQIUf9ly9frsuXL9s8Aibd3ejS0dFRO3fufGBYkaRKlSrp5MmTD10zAAAAgKzlOqz8fu8RM7h06ZI2b96sXr165fhOxuXLlyUpw5u9DMNQenq6bt++ne0Yv/76q9zc3HJfMAAAAIBsPRVvA/v22291586dLB8BS0tLU0REhC5dumRte/75563n3i88PFzJyclq2LChte3q1asZxvz+++918OBBtW3bNj8uAQAAAMDvmPZtYKGhoYqPj9fFixclyfp6YUkKCgqSk5OTte/ChQtVoUIF+fr6ZjpWdHS0atWqpZ49eyosLEyS1LFjR9WuXVtjxozR2bNnrQvsQ0NDVb58efXp08d6/ssvv6yGDRuqcePGcnJy0o8//qgvvvhClSpV0ogRIx7NBwAAAAA840wbVqZMmaKzZ89af1+xYoVWrFgh6e7O9ffCysmTJ3Xw4EENHjxYhQrl/EZRsWLFtH37dv3zn//U2rVr9c0336hUqVIKCAjQ+PHj5erqau3btWtXrV27Vhs2bNCNGzdUvnx5vfnmmwoODs6wqSQAAACA/GHasBIVFZWjfjVr1pRhGA/s4+HhkWmf0qVL65NPPtEnn3zywPPHjh2rsWPH5qgeAAAAAPnjqVizAgAAAODpQ1gBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmRFgBAAAAYEqEFQAAAACmZDEMwyjoIpAzqampmjBhgoYPHy47O7uCLgdPCb5XeBT4XuFR4HsFPHsIK0+QxMREOTk5KSEhQY6OjgVdDp4SfK/wKPC9wqPA9wp49vAYGAAAAABTIqwAAAAAMCXCCgAAAABTIqw8Qezs7BQcHMyiQuQrvld4FPhe4VHgewU8e1hgDwAAAMCUuLMCAAAAwJQIKwAAAABMibACAAAAwJQIKwAAAABMibBicr/99puCg4PVtm1bubi4yGKxKCwsrKDLwhNu//79GjBggGrXrq0SJUqocuXK6tKli06dOlXQpeEJdvz4cQUGBqpq1apycHCQq6urfHx8tHr16oIuDU+RcePGyWKxqE6dOgVdCoDHoEhBF4AHi42N1ZgxY1S5cmXVr19fW7ZsKeiS8BSYNGmSdu7cqcDAQNWrV08xMTEKDQ1Vo0aNtGfPHv4QgIdy9uxZJSUlqWfPnqpQoYJu3Lih5cuXy9/fX3PmzFG/fv0KukQ84S5cuKDx48erRIkSBV0KgMeEVxebXGpqqq5fv65y5crpwIEDatKkiebPn69evXoVdGl4gu3atUuNGzdWsWLFrG2nT59W3bp11blzZ3399dcFWB2eJunp6fLy8tLNmzcVERFR0OXgCdetWzddvXpV6enpio2N1bFjxwq6JACPGI+BmZydnZ3KlStX0GXgKfPyyy/bBBVJqlGjhmrXrq0TJ04UUFV4GhUuXFiVKlVSfHx8QZeCJ9y2bdu0bNkyTZs2raBLAfAY8RgYAEmSYRi6fPmyateuXdCl4AmXnJyslJQUJSQkKDw8XOvWrVPXrl0Luiw8wdLT0xUUFKS+ffuqbt26BV0OgMeIsAJAkrRw4UJFR0drzJgxBV0KnnBDhgzRnDlzJEmFChVSp06dFBoaWsBV4Uk2e/ZsnT17Vps2bSroUgA8ZoQVAIqIiNC7774rb29v9ezZs6DLwRNu0KBB6ty5sy5evKglS5YoPT1dt27dKuiy8IS6du2aRo0apZEjR8rNza2gywHwmLFmBXjGxcTE6E9/+pOcnJy0bNkyFS5cuKBLwhPuhRde0B/+8Af9/e9/15o1a/Tbb7+pY8eO4n0ueBgff/yxXFxcFBQUVNClACgAhBXgGZaQkKB27dopPj5e69evV4UKFQq6JDyFOnfurP3797OPD3Lt9OnTmjt3rgYOHKiLFy8qKipKUVFRunnzptLS0hQVFaW4uLiCLhPAI0RYAZ5RN2/eVMeOHXXq1CmtWbNGL774YkGXhKdUSkqKpLvhGMiN6Oho3blzRwMHDpSnp6f1Z+/evTp16pQ8PT1ZZwc85VizAjyD0tPT1bVrV+3evVurVq2St7d3QZeEp8CVK1dUtmxZm7a0tDR9+eWXsre3JxAj1+rUqaPvvvsuQ/vHH3+spKQkTZ8+XdWqVSuAygA8LoSVJ0BoaKji4+N18eJFSdLq1at14cIFSVJQUJCcnJwKsjw8gYYMGaLw8HB17NhRcXFxGTaB7NGjRwFVhifZW2+9pcTERPn4+Mjd3V0xMTFauHChIiIiNHXqVJUsWbKgS8QTxtXVVQEBARna7+21ktkxAE8XdrB/Anh4eOjs2bOZHouMjJSHh8fjLQhPPF9fX23dujXL4/xnAQ/j22+/1bx583T06FFdu3ZNpUqVkpeXl4KCguTv71/Q5eEp4uvryw72wDOCsAIAAADAlFhgDwAAAMCUCCsAAAAATImwAgAAAMCUCCsAAAAATImwAgAAAMCUCCsAAAAATImwAgAAAMCUCCsAAAAATImwAgAAAMCUCCsA8Jj06tVLFotFUVFROeofFRUli8WiXr16PdK6AAAwK8IKANwnOTlZ48ePV6NGjVSyZEnZ2dmpYsWKatmypYYPH64zZ84UdImPlMVika+vb0GXAQCAJKlIQRcAAGaRlJSkFi1a6MiRI6pevbp69OihMmXKKDY2Vvv27dPEiRNVrVo1VatW7bHU4+7urhMnTsjJyemxzAcAgNkQVgDg/5s2bZqOHDmivn37au7cubJYLDbHIyMjlZqa+tjqKVq0qF544YXHNh8AAGbDY2AA8P/t3r1bkvTuu+9mCCqS5OnpaRMeHvTIlIeHhzw8PDI9dufOHf3rX/9SjRo1VLx4cXl6emrMmDFKS0uz6fegNStJSUkKDg5W7dq1ZW9vL2dnZ7Vp00Y7duzIdM6kpCSNHj1a9erVk4ODg5ycnNSwYUONHDlSaWlp2rJli/Wat27dKovFYv0JCwvLdEwAAB417qwAwP9XpkwZSdKpU6fUoEGDRzbPoEGDtHPnTnXp0kUlS5bU6tWrFRwcrCNHjmjZsmXZnh8XFycfHx8dP35czZs3V//+/ZWYmKhVq1apVatWWrp0qQICAqz9r1y5oldeeUURERFq0KCB3n77bd25c0cRERGaNGmShgwZIg8PDwUHB2v06NGqUqWKTUB6lJ8FAAAPZAAADMMwjFWrVhmSjFKlShlDhgwx/vvf/xqxsbFZ9pdkvPLKK5keq1KlilGlShWbtp49exqSDDc3N+P8+fPW9tTUVMPHx8eQZCxbtszaHhkZaUgyevbsaTPOX//6V0OS8fnnn9u0X7582ahUqZLh5uZmpKSkWNtff/11Q5IxYsSIDHXGxMQYaWlpObomAAAeNx4DA4D/z9/fX1OnTpVhGJo6daratGkjV1dXVa9eXQMGDNDp06fzZZ733ntPFStWtP5erFgxjRs3TpKyfeQqNjZWixcvlp+fn/r27WtzrGzZsho2bJiuXr2qTZs2SZJiYmK0YsUKVatWTSEhIRnGe+6551SkCDfZAQDmxP+hAOA+gwcP1ptvvqn169dr165dOnDggPbu3auZM2dq3rx5Wrx4sfz9/fM0R8uWLTO0eXt7q0iRIjp06NADz92/f7/S09OVmpqaafi4F6giIiLUoUMHHThwQIZhqFWrVipatGie6gYA4HEjrADA75QqVUqBgYEKDAyUJCUkJGjEiBGaNWuW+vTpo+joaBUrVuyhx3/uuecytBUuXFhlypRRQkLCA8+Ni4uTJO3cuVM7d+7Msl9ycrK1dunua5ABAHjS8BgYAGTDyclJoaGhqlKlimJjY3X06FFJd98Gdvv27UzPeVDouHz5coa29PR0Xbt2Lds9VRwdHSVJQ4YMkWEYWf4EBwdLkpydnSVJ0dHR2V4nAABmQ1gBgBywWCwqUaKETVvp0qUzDQFRUVGKj4/Pcqzt27dnaNu9e7du376thg0bPrCOJk2ayGKxWF+znJ3GjRurUKFC2rx5c4ZXI2emUKFCSk9Pz9HYAAA8aoQVAPj/5syZo/3792d6bOXKlTpx4oScnZ1Vp04dSXeDQ1RUlLZu3Wrtd+vWLQ0ePPiB80yfPl0XLlywOecf//iHJGW6p8r9ypUrpy5dumjXrl2aPHmyDMPI0Gfv3r26ceOGpLuPnL3++us6c+aMRo8enaHvlStXbO4Oubi42NQGAEBBYs0KAPx/69atU//+/VW9enU1b95cFSpUUHJysg4dOqTt27erUKFCmjVrluzs7CTdXYy/YcMGtW/fXn/5y1/k4OCgjRs3ytnZWeXLl89ynmbNmql+/frq2rWrSpQoodWrV+vkyZPq1KmTXn/99WzrnDVrlk6ePKkPPvhAX331lby9veXs7Kzz58/rwIEDOn36tC5duiQHBwdr/2PHjmncuHH6/vvv5efnJ8MwdOrUKW3YsEGXL1+2Pi7m5+enJUuWKCAgQA0bNlThwoXl7++vevXq5f0DBgAglwgrAPD/TZo0Sc2bN9fGjRu1bds2Xbp0SdLdxek9e/ZUUFCQvLy8rP1bt26tJUuWaMyYMfrqq6/k4uKiwMBAjR8/3nr3JTPTpk3T0qVL9Z///Efnzp1T+fLlFRISouHDh+eoThcXF+3atUuhoaFavHixFi5cqDt37qhcuXKqX7++Ro4cKVdXV2t/V1dX7dmzR1OmTNHSpUsVGhqq4sWLy9PTUx999JHN423Tp0+XJP3vf//T6tWrdefOHVWsWJGwAgAoEBYjs2cIAAAFLiIiQrVq1VK/fv00Z86cgi4HAIDHjjUrAGBSv/zyiyTZbCAJAMCzhMfAAMBkTp06pS+++EKLFi1SoUKF9NprrxV0SQAAFAjurACAyfz888+aPn26SpcureXLl7NeBADwzGLNCgAAAABT4s4KAAAAAFMirAAAAAAwJcIKAAAAAFMirAAAAAAwJcIKAAAAAFMirAAAAAAwJcIKAAAAAFMirAAAAAAwpf8H/yJhqKy3fYwAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# inspect states metrics\n", "FO = utils.get_FO(stc_mar, indices=idx_mar)\n", "SR = utils.get_switching_rate(stc_mar, indices=idx_mar)\n", "LTmean, LTmed, LTmax = utils.get_life_times(vpath_mar, indices=idx_mar)\n", "\n", "# plot some relevant statistics\n", "graphics.plot_FO(FO)\n", "graphics.plot_switching_rates(SR)\n", "graphics.plot_state_lifetimes(LTmean)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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Cr68v3n33XYSHh8PT0xOHDh3C66+/bvNdi6tP4c++7777cOrUKaxfvx4bN27Et99+i88//xyTJk0q9XTiZJ9bJ/kl5UyCuWrVKjz88MNYuHChxfpbt26ZB+06q2bNmhg2bBiGDRuG7OxsdOzYEQkJCeYkv7j6ffvtt/D09MSmTZsspvpMSkqyKVvUPurUqQMfHx8YDAZ07dq1RHUHUGRXoz/++APVqlUrdgCzSWhoKIxGI06fPm0ebATcGxB869YtiznnAeDMmTMQQlh8nz/++AMAzIOQnP0bWddfCIEzZ86USQPH0X9bpsFavr6+Dv0t6tati5deegkvvfQSrly5ggceeABTpkxhkk9EVE5at24NALh8+bJ5XXExftWqVYiLi8Mnn3xiXnfnzh2b5/EU937TOcHf379U5+eSCg8Px5YtW/DQQw/ZnYAiOTkZ169fx+rVqy2e+3Lu3LlSfb63tzcGDhyIgQMHIj8/H08++SSmTJmCiRMncvrpcuT2ffJLwjRXuyNPvNVqtTbTTK1cuRIXL14s0Wdfv37d4rVer0dERIRF15vi6qfVaiFJkkV3lNTU1CIfzOHt7V3k+5966il8++23OHbsmM17rl696tB3SElJsehjeP78eaxbtw7du3eXvbvy6KOPArg3E01h06dPBwDzDEEmly5dsphxJzMzE1999RVatWplvtrh7N/oq6++QlZWlvn1qlWrcPny5TJJmIv63YsSHR2N8PBwTJs2DdnZ2TbbTX8Lg8Fgc/vT398fQUFBxU45SkREjtu+fbvNOQT43xiyJk2amNcVF+OLOg/NmjXLZpxacef32NhY+Pr64oMPPkBBQYHN/h09P5fUgAEDYDAY8N5779lsu3v3rrm+pnN84e+an5+Pzz//vMSfbZ0XeXh4IDIyEkKIIn8LKjuKvJJvGjT61ltvYdCgQahatSp69+5d5IOaHnvsMbz77rsYNmwYHnzwQfz222/45ptvStwfOjIyEp07d0Z0dDRq1qyJAwcOmKdHtK7fyy+/jNjYWGi1WgwaNAi9evXC9OnT0aNHDzz99NO4cuUK5syZg4iICIv+baZ9bNmyBdOnT0dQUBAaNGiAdu3a4cMPP8T27dvRrl07jBgxApGRkbhx4wYOHTqELVu24MaNG7LfoXnz5oiNjbWYQhOAQ7fVoqKiEBcXhy+++MJ822/fvn1YsmQJ+vTpg4cfftiifOPGjTF8+HDs378fAQEBWLRoEdLT0y3uXjj7N6pZsybat2+PYcOGIT09HTNmzEBERARGjBghW3850dHRmDt3Lt5//31ERETA39+/yD6WGo0GX375JXr27IlmzZph2LBhCA4OxsWLF7F9+3b4+vri+++/R1ZWFkJCQtCvXz9ERUVBr9djy5Yt2L9/v8UVIyIiKpmxY8ciNzcXffv2RdOmTZGfn4/du3djxYoVCAsLw7Bhw8xlizu3PvbYY1i6dCn8/PwQGRmJlJQUbNmyxWZcWKtWraDVajF16lRkZGRAp9OhS5cu8Pf3x9y5c/Hss8/igQcewKBBg1CnTh38/fff2LBhAx566CHMnj273H6DTp064cUXX0RiYiKOHDmC7t27o2rVqjh9+jRWrlyJmTNnol+/fnjwwQdRo0YNxMXF4eWXX4YkSVi6dGmRjSRHde/eHYGBgXjooYcQEBCA33//HbNnz0avXr0sJsmgcuCCGX1sFDeFpre3t01Z09SNhcFq6kMhhHjvvfdEcHCw0Gg0FtMgFjWF5r///W9Rt25d4eXlJR566CGRkpIiOnXqZDH9lKNTaL7//vuibdu2onr16sLLy0s0bdpUTJkyxWKqrrt374qxY8eKOnXqCEmSLL7PwoULRaNGjYROpxNNmzYVSUlJRX7nkydPio4dOwovLy8BwOI7paeni9GjR4t69eqJqlWrisDAQPHII4+IL774wm7dTb/l6NGjxddff22ux/33328zHZipTlevXrXZR0FBgZg8ebJo0KCBqFq1qqhXr56YOHGixdRbQtz7W/Tq1Uts2rRJtGzZ0vydV65caVHO0b+RaRrL//znP2LixInC399feHl5iV69eom//vrLYp8lnUIzLS1N9OrVS/j4+AgA5s+3nkLT5PDhw+LJJ58UtWrVEjqdToSGhooBAwaIrVu3CiHuTTf26quviqioKOHj4yO8vb1FVFSU+Pzzz21+VyIict6PP/4onnvuOdG0aVOh1+uFh4eHiIiIEGPHjhXp6ekWZYs7t968eVMMGzZM1K5dW+j1ehEbGytOnjxpk1MIIcSCBQtEw4YNhVartTkvbN++XcTGxgo/Pz/h6ekpwsPDxdChQy2mrS5KUXmSEMWfi4vLob744gsRHR0tvLy8hI+Pj2jRooV47bXXxKVLl8xlfvnlF/GPf/xDeHl5iaCgIPOUo9bfpVOnTkVOjWl9fp0/f77o2LGj+TwYHh4uXn31VZGRkWH3O1PpSUKUonlGiiNJEkaPHl2uVxSIiIiIqHwpsk8+EREREZGaMcknIiIiIlIYJvlERERERArDJJ8sCCHYH5+IyI45c+YgLCwMnp6eaNeuHfbt21ds2YKCAouHCkVFRWHjxo0WZRISEiBJksXStGnT8v4aRKRwTPKJ7HDmZF7Y8uXLIUkS+vTpY7F+6NChNifzHj16lEPNiag8rFixAhMmTEB8fDwOHTqEqKgoxMbG4sqVK0WWf/vttzF//nzMmjULJ06cwMiRI9G3b18cPnzYolyzZs1w+fJl87Jr166K+DpEpGCcXYeoGCtWrMCQIUMwb948tGvXDjNmzMDKlStx6tQp+Pv7F/u+1NRUtG/fHg0bNkTNmjUtHmY2dOhQm+cA6HQ61KhRozy/ChGVkXbt2qFNmzbmO55GoxH16tXD2LFj8cYbb9iUDwoKwltvvYXRo0eb1z311FPw8vLC119/DeDelfy1a9fiyJEjFfIdiEgdFPkwrMrCaDTi0qVL8PHxKfZR2GomhEBWVhaCgoKg0RR/0+nOnTvIz893aJ8eHh4OP0J7+vTpGDFihPlBKfPmzcOGDRuwaNGiIk/mwL0n2P7zn//E5MmT8fPPPxf55ESdTmd+mi8RlT1nYoIQwib+6nQ66HQ6m7L5+fk4ePAgJk6caF6n0WjQtWtXpKSkFLn/vLw8m5jj5eVlc6X+9OnTCAoKgqenJ2JiYpCYmIj69es79B2UiOdHcpSrcwV3xiTfhS5duoR69eq5uhpu7/z58wgJCSly2507dxDkpcdNGIrcbi0wMBC//vqrxcFb1Am9JCdzAHj33Xfh7++P4cOH4+effy6yTHJyMvz9/VGjRg106dIF77//vs1TE4moZO7cuYMGDRogLS3NofJ6vR7Z2dkW6+Lj45GQkGBT9tq1azAYDAgICLBYHxAQgJMnTxa5/9jYWEyfPh0dO3ZEeHg4tm7ditWrV8Ng+F/MateuHRYvXowmTZrg8uXLmDx5Mjp06IBjx46p9omgPD+Ss8o6Vzh37lylT/SZ5LuQKXj/J7gxqmm0Lq6N+8k1GjD44h92T3L5+fm4CQOWeDZENZkhJrkwIi7tT5sTdFEn9JKczHft2oWFCxfaveXeo0cPPPnkk2jQoAHOnj2LN998Ez179kRKSgq0Wv4bICqt/Px8pKWlYbG2gUMxYWj2OZw/fx6+vr7m9UVdxS+pmTNnYsSIEWjatCkkSUJ4eDiGDRuGRYsWmcv07NnT/P8tW7ZEu3btEBoaiv/+978YPnx4mdWlMjHF/R7DfkZVD72La+O8Zxb0c3UVSuSTbp+5ugpOM9zNxcGt/cs8V8jPz2eSTyVnugVZTaOFN5P8Yjlyq1bvVRXekv3fUCMMwB2Uywk9KysLzz77LBYsWIDatWsXW27QoEHm/2/RogVatmyJ8PBwJCcn45FHHil1PYjoHr1XFcdiQjbg6+trEROKU7t2bWi1WqSnp1usT09PL7YLXp06dbB27VrcuXMH169fR1BQEN544w00bNiw2M+pXr06GjdujDNnzsjWSalMcb+qhx5VdZXvbkY1mX977qpKVW9XV6HEyjpXUALOrkOKoNFK0FSRWbT3AoDphG5aikrynT2Znz17FqmpqejduzeqVKmCKlWq4KuvvsJ3332HKlWq4OzZs0XWu2HDhqhdu7aqT+ZE5UGqqnFocYaHhweio6OxdetW8zqj0YitW7ciJibG7ns9PT0RHByMu3fv4ttvv8UTTzxRbNns7GycPXsWdevWdap+RGSfM7mCEvBKPimCVFWCpLF/YEpGxw/cwidz0zSYppP5mDFjbMo3bdoUv/32m8W6t99+G1lZWZg5c2axfUsvXLiA69ev82ROVMY0WgkamZigcSImmEyYMAFxcXFo3bo12rZtixkzZiAnJ8c8QH/IkCEIDg5GYmIiAGDv3r24ePEiWrVqhYsXLyIhIQFGoxGvvfaaeZ+vvPIKevfujdDQUFy6dAnx8fHQarUYPHiw0/UjouKVda7g7pjkkyJoqpT9Cd2Zk7mnpyeaN29u8f7q1asDgHl9dnY2Jk+ejKeeegqBgYE4e/YsXnvtNURERCA2NtapuhGRfeV1Mh84cCCuXr2KSZMmIS0tDa1atcLGjRvN43f+/vtvixk+7ty5g7fffht//vkn9Ho9Hn30USxdutQcH4B7jf3Bgwfj+vXrqFOnDtq3b489e/agTp06TtePiIpXHrmCO2OST4pQHid0Z0/mcrRaLY4ePYolS5bg1q1bCAoKQvfu3fHee++V6UA/Iirfk/mYMWOKvKMH3Js9q7BOnTrhxIkTdve3fPnyEtWDiJzDK/lElZDWQwOt1n7CrTU4/9w3Z07m1hYvXmzx2svLC5s2bXK6DkTkPK1n+cQEIqq8yitXcFdM8kkRNFr5wTIaKKd1TkT2SVoJkkxMkBgTiFRFbbkCk3xSBEnjwC04oZwDl4jsU9vJnIjkqS1XYJJPiiBpNZBkbsFJUM4tOCKyT20ncyKSp7ZcgUk+KYK2igbaKjL97CTlHLhEZJ/aTuZEJE9td/iY5JMiSFrIHrjM8YnUgw1/IrKmqSLJxgWNZKyg2pQ/JvmkCA4NsuOteSLVYMOfiKypLVdgkk+KIGk0kGTmrJfbTkTKobaTORHJU1uuwCSfFMGhQXYy24lIOdR2MicieWrLFRjhSBG0VTUOLaQeixcvhiRJSE1NlS2bnJwMSZJkH3BW2XXu3BnNmzcvs/2lpqZCkiRMmzZNtmxCQgIkyfLkGRYWhqFDh5pfO/N3MH229UPnTEwnc7mFiNTDNPBWblEKZj2kCJKkMV+5K3aR+M+9pCRJcmhx9yT5888/LzYpJPe0bNkyzJgxw+n3seFPRNbU1vhndx1SBLXdgqtoS5cutXj91VdfYfPmzTbr77vvvoqsll3PPvssBg0aBJ1OZ173+eefo3bt2hZXjwGgY8eOuH37Njw8PCq4lurx9ttv44033rBbpqi/w7Jly3Ds2DGMHz/eomxoaChu376NqlWrFrkvU8PfHjb8idRFo9VCU0Vrv4xQzoh8JvmkCA7NfWtkkl9SzzzzjMXrPXv2YPPmzTbrreXm5qJatWrlWbViabVaaLX2g7mJRqOBp6dnOdeo7OXk5MDb29vV1XBIlSpVUKWK/VOOM38HSZLslmXDn4isqS1X4GUMUgS13YJzR6b+3gcPHkTHjh1RrVo1vPnmmwCAdevWoVevXggKCoJOp0N4eDjee+89GAyGIvdx4sQJPPzww6hWrRqCg4Px0Ucf2XzerFmz0KxZM1SrVg01atRA69atsWzZMvN26z75YWFhOH78OHbs2GHuXtS5c2cAxfcFX7lyJaKjo+Hl5YXatWvjmWeewcWLFy3KDB06FHq9HhcvXkSfPn2g1+tRp04dvPLKKzbfryhhYWF47LHH8NNPP6FVq1bw9PREZGQkVq9ebVHO9H127NiBl156Cf7+/ggJCTFv//zzz9GsWTPodDoEBQVh9OjRuHXrVpGfefDgQTz44IPw8vJCgwYNMG/ePIvt+fn5mDRpEqKjo+Hn5wdvb2906NAB27dvL/Z7fPrppwgNDYWXlxc6deqEY8eOWWwvqk++Neu/Q+fOnbFhwwb89ddf5r9ZWFgYgOL75P/xxx8AnOt7GxYWhvbt22Pz5s1260dElZvacgVeySdF0FRR1y04d3X9+nX07NkTgwYNwjPPPIOAgAAA9xJUvV6PCRMmQK/XY9u2bZg0aRIyMzPx8ccfW+zj5s2b6NGjB5588kkMGDAAq1atwuuvv44WLVqgZ8+eAIAFCxbg5ZdfRr9+/TBu3DjcuXMHR48exd69e/H0008XWbcZM2Zg7Nix0Ov1eOuttwDAXL+iLF68GMOGDUObNm2QmJiI9PR0zJw5E7/88gsOHz6M6tWrm8saDAbExsaiXbt2mDZtGrZs2YJPPvkE4eHhGDVqlOzvdvr0aQwcOBAjR45EXFwckpKS0L9/f2zcuBHdunWzKPvSSy+hTp06mDRpEnJycgDcS6AnT56Mrl27YtSoUTh16hTmzp2L/fv345dffrHo0nLz5k08+uijGDBgAAYPHoz//ve/GDVqFDw8PPDcc88BADIzM/Hll19i8ODBGDFiBLKysrBw4ULExsZi3759aNWqlUWdvvrqK2RlZWH06NG4c+cOZs6ciS5duuC3336z+xvLeeutt5CRkYELFy7g008/BQDo9fpiyx8/fhyPPPIIAOeu5L/yyis4duwYDh06ZPN7E5FyqG3WLSb5pAi8Ne8e0tLSMG/ePLz44osW65ctWwYvLy/z65EjR2LkyJH4/PPP8f7771v0m7906RK++uorPPvsswCA4cOHIzQ0FAsXLjQn+Rs2bECzZs2wcuVKh+vWp08fvP322+Yr8vYUFBTg9ddfR/PmzbFz505zt5D27dvjsccew6efforJkyeby9+5cwcDBw7EO++8Y/5+DzzwABYuXOhQkv/HH3/g22+/xZNPPmn+zk2bNsXrr79uk3TWrFkTW7duNXdFunr1KhITE9G9e3f8+OOP0Pz/Capp06YYM2YMvv76awwbNsz8/kuXLuGTTz7BhAkTAAAvvvgi2rVrh4kTJ+LZZ59F1apVUaNGDaSmplr0jR8xYgSaNm2KWbNmYeHChRZ1OnPmDE6fPo3g4GAAQI8ePdCuXTtMnToV06dPl/3+xenWrRuCg4Nx8+ZN2b8ZAIwbNw4hISE4ceKEUyfzMWPGwNfXt8T1JKLKQW25gnKaK6RqarsF5650Op1FQmlSOMHPysrCtWvX0KFDB+Tm5uLkyZMWZfV6vUVC5+HhgbZt2+LPP/80r6tevTouXLiA/fv3l8O3AA4cOIArV67gpZdesuj33atXLzRt2hQbNmywec/IkSMtXnfo0MGizvYEBQWhb9++5te+vr4YMmQIDh8+jLS0NIuyI0aMsBhrsGXLFuTn52P8+PHmBN9UztfX16auVapUsWiEeXh44MUXX8SVK1dw8OBBAPfGM5gSfKPRiBs3buDu3bto3bo1Dh06ZFP/Pn36mBN8AGjbti3atWuHH374waHvXxZu3LiBbdu2mX9HTRWNQwsRqYfa4oJyvgmp2r0kXm4aTSb55S04OLjIGWqOHz+Ovn37ws/PD76+vqhTp445kc/IyLAoGxISYtN3u0aNGrh586b59euvvw69Xo+2bduiUaNGGD16NH755Zcy+x5//fUXAKBJkyY225o2bWrebuLp6Yk6derYrbM9ERERNt+5cePGAGAzz3+DBg0cqquHhwcaNmxoU9egoCCbwbpFfdaSJUvQsmVLeHp6olatWqhTpw42bNhg8/cCgEaNGtmsa9y4sUPPKCgrZ86cgRACU6ZMAeBcw//tt9/G0aNHK6yuROQaassVmOSTIkga+QF2Sjpw3VXhK/Ymt27dQqdOnfDrr7/i3Xffxffff4/Nmzdj6tSpAO5dKS6suBlxRKExFffddx9OnTqF5cuXo3379vj222/Rvn17xMfHl+G3cZyjs/iUhaJ+47L29ddfY+jQoQgPD8fChQuxceNGbN68GV26dLH5e7kLU73Gjh0LwLmT+VdffYUHHngAX375pcvqT0TlT225ApN8UgTTwFu5hSpecnIyrl+/jsWLF2PcuHF47LHH0LVrV9SoUaNU+/X29sbAgQORlJSEv//+G7169cKUKVNw586dYt8jN7uLSWhoKADg1KlTNttOnTpl3l5WTFehCzPNEmOaTaY4xdU1Pz8f586ds6nrpUuXzAN2i/usVatWoWHDhli9ejWeffZZxMbGomvXrsX+tqdPn7ZZ98cff8jW3RGO/s0aNmwIAOZBxs6czE+cOIGWLVsiISGh1PUlIveltq69TPJJEdR24FYmpqvchZPY/Px8fP755yXe5/Xr1y1ee3h4IDIyEkIIFBQUFPs+b2/vYqeVLKx169bw9/fHvHnzkJeXZ17/448/4vfff0evXr1KXPeiXLp0CWvWrDG/zszMxFdffYVWrVohMDDQ7nu7du0KDw8PfPbZZxa/8cKFC5GRkWFT17t372L+/Pnm1/n5+Zg/fz7q1KmD6OhoAEX/zfbu3YuUlJQi67B27VqLqUX37duHvXv3mgdKl4a3t3eRXYSs+fv7o3PnzkhKSgLgXEzQ6/WIiIiw+FsTkfLI392TH7BfmXB2HVIEtY2Yr0wefPBB1KhRA3FxcXj55ZchSRKWLl1qc+XaGd27d0dgYCAeeughBAQE4Pfff8fs2bPRq1cv+Pj4FPu+6OhozJ07F++//z4iIiLg7++PLl262JSrWrUqpk6dimHDhqFTp04YPHiweQrNsLAw/Otf/ypx3YvSuHFjDB8+HPv370dAQAAWLVqE9PR0c8JqT506dTBx4kRMnjwZPXr0wOOPP45Tp07h888/R5s2bWxmpQkKCsLUqVORmpqKxo0bY8WKFThy5Ai++OIL81Xwxx57DKtXr0bfvn3Rq1cvnDt3DvPmzUNkZCSys7Nt6hAREYH27dtj1KhRyMvLw4wZM1CrVi289tprpf5toqOjsWLFCkyYMAFt2rSBXq9H7969iyw7Z84cPPTQQwAcnFb3/7v4jB8/HqtWrcKYMWNKXV8icl+ODKzVGJnkE7kVtc19W5nUqlUL69evx7///W+8/fbbqFGjBp555hk88sgjiI2NLdE+X3zxRXzzzTeYPn06srOzERISgpdffhlvv/223fdNmjQJf/31Fz766CNkZWWhU6dORSb5wL2HXFWrVg0ffvghXn/9dXh7e6Nv376YOnWqxRz5ZaFRo0aYNWsWXn31VZw6dQoNGjTAihUrHP59EhISUKdOHcyePRv/+te/ULNmTbzwwgv44IMPLObIB+4NCF6yZAnGjh2LBQsWICAgALNnz8aIESPMZYYOHYq0tDTMnz8fmzZtQmRkJL7++musXLnS5oFhADBkyBBoNBrMmDEDV65cQdu2bTF79mzUrVu3VL8LcO+5AEeOHEFSUpL5gVvFJfmRkZFITk5Gq1atnGr479q1C++//z5effXVUteXiNyX2nIFSZTmchqVSmZmJvz8/LCu3n3w1rC/uLUcowFPnP8dGRkZxc5hbfoNjw/vDR+PqkWWMcnKL0Czhd/b3R9RRQsLC0Pz5s2xfv16V1dFEUwx4diwxxyKCc2T1jMmuCHT37H3i4dRVVf83Tl3NWzOo66uQokk9vzC1VVw2t2CHOzb1Iu5QhF4JZ8UQdJqIcnMcCJp3XNWECIqe+zCR0TW1HYlXznfxAV27tyJ3r17IygoCJIkYe3ata6ukmpJkgOD7BycpYOIKj+1DbAjIgdIkmOLQjDClUJOTg6ioqIwZ84cV1dF9XhCJ6LCJI0GklZmYUwgUhW1XRBkd51S6NmzZ5lMEUelx1vzVFlV5FNh1URtt+WJSJ5Ds24ZlNO1l0l+BcrLy7OYhzkzM9OFtVEWntCJqDA2/InImtpyBeV8k0ogMTERfn5+5qVevXqurpJiaKpI5vlvi194QidSC3bhIyJrksaRB+W5upZlh1fyK9DEiRMxYcIE8+vMzEwm+mVFo7m3yJUht2M0GnHp0iX4+Pgoqi8klQ8hBLKyshAUFASNnWPadDK3R0kncyKSp7Y7fEzyK5BOp4NOp3N1NRRJkuQHyzCBdE+XLl1iY5ecdv78eYSEhBS7XaqihSTT91Yy8PkkRKqisguCTPJJEdTWz05JfHzuPegmSWqAapXw0uqs3vNdXYUSKcjLd3UVSuTu3Vwc3NLP/O+mOGz4E5E1jVYLjcwzdeS2VyZM8kshOzsbZ86cMb8+d+4cjhw5gpo1a6J+/fourJn6qO0WnJKYEq1qkgbVpMoXXKtU9XZ1FUpEGO0/9dHdySbwbPgTkRW15QpM8kvhwIEDePjhh82vTf3t4+LisHjxYhfVSqW08rfmcbfyJZBEVDJqO5kTkQMkB7rrVMI7ysVhkl8KnTt3hhDC1dUgAJKkgSRzYMptJyIFUdnJnIgc4EDjHwpq/DPJJ2XQSPIHpoIOXCKyT3Kg762koL63RCRPbRcEmeSTIrD/LRFZYMOfiKw4NOuWXNffSoRJPikC+98SUWFs+BORNbXlCoxwpAiSVgNJq5VZnP/nPmfOHISFhcHT0xPt2rXDvn37ii27evVqtG7dGtWrV4e3tzdatWqFpUuXWtbz/6f1s14+/vhjp+tGRMWTf6qlA31ziUhZJMn0pDw7i3LiApN8UgbTAy7kFiesWLECEyZMQHx8PA4dOoSoqCjExsbiypUrRZavWbMm3nrrLaSkpODo0aMYNmwYhg0bhk2bNpnLXL582WJZtGgRJEnCU089VaqvT0RWVHYyJyJ5amv8M8knRSjuCrn14ozp06djxIgRGDZsGCIjIzFv3jxUq1YNixYtKrJ8586d0bdvX9x3330IDw/HuHHj0LJlS+zatctcJjAw0GJZt24dHn74YTRs2LBU35+ILKntZE5EDiiHC4LuTDnfhNRNcuCg/f8R85mZmRZLXl6eze7y8/Nx8OBBdO3a1bxOo9Gga9euSElJka2OEAJbt27FqVOn0LFjxyLLpKenY8OGDRg+fHgJvzQRFUe++56Ws+sQqUx5XBB0Z0zySRGcuWpXr149+Pn5mZfExESb/V27dg0GgwEBAQEW6wMCApCWllZsPTIyMqDX6+Hh4YFevXph1qxZ6NatW5FllyxZAh8fHzz55JOl+OZEVCQnGv5EpA7S/z840+6ioMY/Ixwpg1br2ALg/PnzyMjIMC8TJ04ss2r4+PjgyJEj2L9/P6ZMmYIJEyYgOTm5yLKLFi3CP//5T3h6epbZ5xPRPeXZXceZAfmdO3cu8kphr169zGVWr16N7t27o1atWpAkCUeOHClRvYhIhuw4HWU1/jmFJimCMw+48PX1ha+vr92ytWvXhlarRXp6usX69PR0BAYGFvs+jUaDiIgIAECrVq3w+++/IzExEZ07d7Yo9/PPP+PUqVNYsWKF3XoQUQk5crIuwcncNCB/3rx5aNeuHWbMmIHY2FicOnUK/v7+NuVXr16N/Px88+vr168jKioK/fv3N6/LyclB+/btMWDAAIwYMcLpOhGRg1T2/AzlNFdI3UwHrtziIA8PD0RHR2Pr1q3mdUajEVu3bkVMTIzD+zEajUX2+V+4cCGio6MRFRXl8L6IyAllHBNMnB2QX7NmTYvB9ps3b0a1atUskvxnn30WkyZNshgDRERlz3RBUG5RCl7JJ0UojwffTJgwAXFxcWjdujXatm2LGTNmICcnB8OGDQMADBkyBMHBweY+/YmJiWjdujXCw8ORl5eHH374AUuXLsXcuXMt9puZmYmVK1fik08+cao+ROQ4RwbWmrZnZmZarNfpdNDpdDblTQPyC3fxc2ZAPnCvgT9o0CB4e3s7VJ6IypDKruQzySdlkCT5Oa+dHDE/cOBAXL16FZMmTUJaWhpatWqFjRs3mgfj/v3339AUajjk5OTgpZdewoULF+Dl5YWmTZvi66+/xsCBAy32u3z5cgghMHjwYKfqQ0SOc6bhX69ePYv18fHxSEhIsClvb0D+yZMnZeu0b98+HDt2DAsXLpQtS0Rlz5nGvxIwySdl0GrMA2vtlnHSmDFjMGbMmCK3WQ+off/99/H+++/L7vOFF17ACy+84HRdiMgJTjT8z58/bzFOp6ir+GVh4cKFaNGiBdq2bVsu+yciGRpJfh58BV3JV07HI1I101U7uYXK3s6dO9G7d28EBQVBkiSsXbvW1VUi+t/J3O5y72RuGoxvWopL8ks6IB+4d6dv+fLlfC4GkSuZGv9yi0Iw6yFlUNm0WO4kJycHUVFRmDNnjqurQvQ/5XAyL82A/JUrVyIvLw/PPPNMib4OEZWe2i4IsrsOKYPkwGAaBbXO3UnPnj3Rs2dPV1eDyIKkrQJJa/8UJ7e9KM4OyDdZuHAh+vTpg1q1atns88aNG/j7779x6dIlAMCpU6cAwDwjDxGVkXKaWtddMcknRXBmnnxyrby8PItpRa1nNiEqE+XU8Hd2QD5wL2nftWsXfvrppyL3+d1335kbCQAwaNAgAMUPACaikpE0Dgy81XDgLZF7KfREW7tlyOUSExMxefJkV1eDFK48G/7ODMgHgCZNmkAIUez+hg4diqFDh5aoLkTkBJVNoclLm6QMKhtMU5lNnDgRGRkZ5uX8+fOurhIpUTk9DIuIKjGVjd/jlXxSBtNsGXJlyOWKe9AQUZlSWd9bInJAOTxTx50xySdl4AmdiApjFz4isqayC4JM8kkZVNbPzp1kZ2fjzJkz5tfnzp3DkSNHULNmTdSvX9+FNSNVY8OfiKypLC4wySdl0GgAuRHxCmqdu5MDBw7g4YcfNr+eMGECACAuLg6LFy92Ua1I9djwJyJrWo0Dd/iUkyswySdlUNktOHfSuXNnuzOHELmEJDlwxY5JPpGqsE8+USWksgOXiGQwJhCRNZVdEGSST8qgsn52RCSDA2+JyJrKGv9M8kkZJAda50zyidSDDX8isqayuMAk3w1MiZyGKlW9XV0Nt3O3IAc438uxwhqtAwNvedWOSDXY8CciaxoH7vApKFdgkk/KoLJbcEQkgzGBiKzxSj5RJaSywTREJENlJ3MicoDKGv9M8kkRhCRByByYctuJSEFUdjInIgeo7IIgk3xSBs6JTUSFCK0WQqbvrdx2IlIWtV0QZJJPiiA0WgiZwTJy24lIQdjwJyJrGi2gkUl9FZQrMMknZWD/WyIqjDGBiKzwSj5RZcT+t0RUiNpO5kTkAJU1/pnkkzKobDANEclQ2cmciBygsguCTPJJEXjVjogsaB146A0H3hKpi8ouCDLJJ0UQmioQMoNp5LYTkXKw4U9E1tQWF5j1kDKo7BYcEclgdx0isqK2C4LK+SakagIaCJkTtgBP6ERqISQHYgKTfCJ1UdkFQSb5pAwqO3CV6NMec1Clqrerq+G0Ty6Pd3UVSuTD+792dRVKpCA/y7GCjAlEZEVtFwSZ5JMy8ME3RFSIkBx4QJ7Egbfu7tmn66Ga3tfV1XDa/Zr7XV2FEgnRhrm6Ck4ryMsCNjlYWGWNfyb5pAh84i0RWWDDn4isqSwuMMknRRCQICAzYl5mOxEph9pm0SAieWq7IMgknxSBg+yIyAJn1yEiK2q7IMgkn5SBJ3QiKkRtJ3Mikqe2C4JM8kkReGueiApT23zYROQAlV0QZIQjRVBbPzsiso8NfyKypra4wCSflMGBW3BKap0TkX1quy1PRPLUdkGQST4pAvvfEpEFlc2HTUQOUNkFQSb5pAi8akdEFlR2MicieWq7IMgkn5RBggNX7SqkJkTkBoySFkaZJ9rKbSciZVHbBUEm+aQIPKETkQU2/InImsriApN8UgS1tc6JyD4BDQRkYoLMdiJSFrXFBSb5pAhq62dHRPapbao8IpJn1GhhlJk9R257ZcIknxSBV/KJqDDGBCKyprYLgkzySRF41Y6IClPbyZyI5Kmt8a+cb0KqZhp4K7c4a86cOQgLC4OnpyfatWuHffv2FVt2wYIF6NChA2rUqIEaNWqga9euNuWzs7MxZswYhISEwMvLC5GRkZg3b57T9SIi+0y35eUWIlIP0wVBuUUpmOSTIpiu2sktzlixYgUmTJiA+Ph4HDp0CFFRUYiNjcWVK1eKLJ+cnIzBgwdj+/btSElJQb169dC9e3dcvHjRXGbChAnYuHEjvv76a/z+++8YP348xowZg++++65U35+ILJVHTCCiyk1tcYFJPimCgMZ8G67Yxcl/7tOnT8eIESMwbNgw8xX3atWqYdGiRUWW/+abb/DSSy+hVatWaNq0Kb788ksYjUZs3brVXGb37t2Ii4tD586dERYWhhdeeAFRUVF27xAQkfNk44EjD8siIkUpr7v+7ooRrhQSExPRpk0b+Pj4wN/fH3369MGpU6dcXS1VcqZ1npmZabHk5eXZ7C8/Px8HDx5E165dzes0Gg26du2KlJQUh+qUm5uLgoIC1KxZ07zuwQcfxHfffYeLFy9CCIHt27fjjz/+QPfu3Uv5C7gOjwNyR+V5xc6ZbnyFLV++HJIkoU+fPhbr2Y2PqGKUxwVBd6acb+ICO3bswOjRo7Fnzx5s3rwZBQUF6N69O3JyclxdNdW5149O7uC9d0KvV68e/Pz8zEtiYqLN/q5duwaDwYCAgACL9QEBAUhLS3OoTq+//jqCgoIsGgqzZs1CZGQkQkJC4OHhgR49emDOnDno2LFjKb69a/E4IHdUXidzZ7vxmaSmpuKVV15Bhw4dbLaxGx9RxVBbdx3OrlMKGzdutHi9ePFi+Pv74+DBg5U6aauMjJIGRplb76bt58+fh6+vr3m9Tqcr8/p8+OGHWL58OZKTk+Hp6WleP2vWLOzZswffffcdQkNDsXPnTowePdqmMVCZ8Dggd3QvJsg9Bdv5JL9wNz4AmDdvHjZs2IBFixbhjTfeKPI9BoMB//znPzF58mT8/PPPuHXrlsX2wt34AOCFF17A/PnzsW/fPjz++ONO15GIima6IChXRimY5JehjIwMALDonlFYXl6eRdeQzMzMCqmXGgghQQiZ6fL+f7uvr69Fkl+U2rVrQ6vVIj093WJ9eno6AgMD7b532rRp+PDDD7Flyxa0bNnSvP727dt48803sWbNGvTq1QsA0LJlSxw5cgTTpk2rtEm+NR4H5A6cmULT+t+gTqcrsvFv6sY3ceJE8zpHuvG9++678Pf3x/Dhw/Hzzz/bbDd143vuuecQFBSE5ORk/PHHH/j000/t1p+InKO2qXXZXaeMGI1GjB8/Hg899BCaN29eZJnExESLbiL16tWr4Foqmcb8uOriFmf+uXt4eCA6Otpi0KxpEG1MTEyx7/voo4/w3nvvYePGjWjdurXFtoKCAhQUFECjsayHVquF0Wh0uG7ujMcBuQtnpspzpAsfULJufLt27cLChQuxYMGCYuuqxG58RO7ICI1Di1LwSn4ZGT16NI4dO4Zdu3YVW2bixImYMGGC+XVmZiYTnDJSHq3zCRMmIC4uDq1bt0bbtm0xY8YM5OTkmG/TDxkyBMHBweaEYOrUqZg0aRKWLVuGsLAw80lfr9dDr9fD19cXnTp1wquvvgovLy+EhoZix44d+OqrrzB9+vQSfGv3w+OA3IUzd/fKqwtfVlYWnn32WSxYsAC1a9cutpwSu/ERuSdHxuIwyadCxowZg/Xr12Pnzp0ICQkptlxxt4Cp9MojyR84cCCuXr2KSZMmIS0tDa1atcLGjRvNV/H+/vtvi6vyc+fORX5+Pvr162exn/j4eCQkJAC4N7vGxIkT8c9//hM3btxAaGgopkyZgpEjRzpVN3fE44Dci+Mnc0e68AHOd+M7e/YsUlNT0bt3b/M60127KlWq4NSpUwgKClJFNz4id6C27jpM8ktBCIGxY8dizZo1SE5ORoMGDVxdJdVy5BZbSW7BjRkzBmPGjClyW3JyssXr1NRU2f0FBgYiKSnJ6Xq4Mx4H5I7KIyYU7sZnmgbT1I2vqDjRtGlT/Pbbbxbr3n77bWRlZWHmzJmoV68e7ty5o/hufETugkk+OWz06NFYtmwZ1q1bBx8fH3P3DD8/P3h5ebm4durizK15Kls8DsgdldfJ3JlufJ6enjZjU6pXrw4A5vUeHh6K78ZH5C6Y5JPD5s6dCwDmac9MkpKSMHTo0IqvkIqp7cB1JzwOyB2VV0xwthufI5TcjY/InagtV2CSXwpCCFdXgf6f2g5cd8LjgNxRed7dc6Ybn7XFixfbrFNiNz4id2QUGhiFTDc+me2VCZN8UgQm+URUGGMCEVlTW1xgkk+KYIAGBpnWt0FB02IRkX3lNRifiCovJvlElZDaDlwisk/Age46jAlEqqK2uMAknxSBs+sQUWFGSDDKnKzlthORsqgtLjDJJ0UQkG99c3gokXrw7h4RWePAW6JKSG0HLhHZx7t7RGRNbRcEmeSTIvCETkSFGYXkQMOfMYFITdSWKzDJJ0UQAOQeAK+k1jkR2cfuOkRkTW1xgUk+KYLaWudEZB9jAhFZU1tcYJJPiqC21jkR2ce7e0RkzSgkGGSSeCV14+NIRFIE08BbuYWI1MF0xU5uofLRr18/aDQaSJIESZIQExPj6ioRmS8Iyi1KwayHFMEoHFuISB3UdjJ3Nzdu3IBer0fbtm1dXRUiM7U1/tldhxSB3XWIqDBOq+ta27ZtM/+/JDH2kntQW67AJJ8UQW2DaYjIPkfu3vHunvu4cOECLl++bH6dnZ3twtqQUqktLjDJJ0UQ4t4iV4aI1EFtV+wqu+bNmyMjI8PV1SCFU1tcYJJPimAQGhhkbr3LbSfXMhoMMGoMrq6G0z5qs8zVVSiR1/cMcnUVSiTnrgHrHSjHu3uVy7Fjx2yu5Hfp0sWFNSIlMholGI0ys+vIbK9MmOSTIvBKPhEVxphQuYSEhCAkJMT8OjMz04W1IaUyQoJR5kq93PbKhEk+KYLabsERkX28u0dE1tR2h49JPimC2gbTEJF9vJLvWkePHsXChQvNr1NTUzFu3Dg0a9YML7zwggtrRmqmtrjAJJ+UwZG5bRXUOici+3h3z7Xi4+Oxdu1a8+u0tDR89tlnqFKlCpN8chm1xQUm+aQIBgceVS23nYiUg3f3XGvNmjWurgKRDaNRgoEDb4kqF7XdgiMiGby7R0RW1JYrcNQRKYLaHlVNRPaZ7u7JLUSkHqbZdeQWZ9WoUQOSJJmX3r17l0PtnccknxTBdGtebiEidTBdsZNbiEg9yiMuhIaG4tatW/D398eIESMgSRLWr1+PJUuWlM+XcAKTfFIEntCJqDDe3SMia+URF/7++29oNBqkp6fjiy++QHZ2NgDgpZdeKo+v4BT2ySdFMMCBgbcKGjFPRPZx4C0RWTMY7y1yZQBg586d8Pb2Nq+vX78+wsPDLcr+/fffAICIiAjzumrVqkGSJOTm5pZNpUuBST4pgtoG0xCRfYwJRGTNmSk0rfvV63Q63Llzx2Ld999/DwAICwuzWF+lShUUFBSUsralxySfFIEndCIqjHf3iMiaEQ7c4fv//37//fc2V/IrGyb5buDfm19GNUnr6mq4nVxhwEAHyxqFBKPMCV1uOxEpBxv+RGTNmbjQsWNH+Pr62i3bu3dvjBkzBqmpqRbr7969W4palh0m+aQIPKETUWGMCURkrazjgunq/tmzZ83rcnNzIYRAtWrVSlLFMsXZdUgRjMb/DagpbjHKDLYhIuUw3d2TW4hIPcojLtSvXx8GgwGBgYEYNWoUfHx8AACzZs0qj6/gFF7JJ0VwZNorTpdHpB68kk9E1owOXPBz9oLgX3/9herVqyM9PR3z5s0DADz66KN47rnnSljLssMknxSBJ3QiKowxgYisCQem1i1JXLh161aJ6lPemOSTInBObCIqzGiUYDDKDMaX2U5EyqK2u/5M8kkReNWOiApjTCAia2qLCxx4S4ogN+jWkafcUcnMnTsXLVu2hK+vL3x9fRETE4Mff/zR1dUilTPd3ZNbiEg91BYXeCWfFEFtrXN3EhISgg8//BCNGjWCEAJLlizBE088gcOHD6NZs2aurh6pFGMCEVkrj4G37oxJPimC2g5cd2L96O8pU6Zg7ty52LNnD5N8chkm+URkTW3j95jkkyLwhO4eDAYDVq5ciZycHMTExBRZJi8vD3l5eebXmZmZFVU9UhFHuuixCx+RuqgtV2CST4qgtgPX3fz222+IiYnBnTt3oNfrsWbNGkRGRhZZNjExEZMnT67gGpLa8O4eEVlTW1zgwFtSBIMQMBhlFmb55aZJkyY4cuQI9u7di1GjRiEuLg4nTpwosuzEiRORkZFhXs6fP1/BtSU1MDX85RYiUg+1xQUm+aQI5XXgzpkzB2FhYfD09ES7du2wb9++YsseP34cTz31FMLCwiBJEmbMmGFTJisrC+PHj0doaCi8vLzw4IMPYv/+/c5XzM14eHggIiIC0dHRSExMRFRUFGbOnFlkWZ1OZ56Jx7QQlTW1ncyJSJ5BODATn4LiApN8UgRh/N9tuOIW4eQtuBUrVmDChAmIj4/HoUOHEBUVhdjYWFy5cqXI8rm5uWjYsCE+/PBDBAYGFlnm+eefx+bNm7F06VL89ttv6N69O7p27YqLFy86+5XdmtFotOh3T1TRjHBgqrwS7tuZxv+CBQvQoUMH1KhRAzVq1EDXrl1tyg8dOhSSJFksPXr0KGHtiKg4QgiHFqVgkk+KUB5X7aZPn44RI0Zg2LBhiIyMxLx581CtWjUsWrSoyPJt2rTBxx9/jEGDBkGn09lsv337Nr799lt89NFH6NixIyIiIpCQkICIiAjMnTu3JF/bLUycOBE7d+5EamoqfvvtN0ycOBHJycn45z//6eqqkYoZjcKhxVnONv6Tk5MxePBgbN++HSkpKahXrx66d+9u07Dv0aMHLl++bF7+85//lOh7E1Hx1HaHjwNvSRGcmRbLejYXnU5nk5Tn5+fj4MGDmDhxonmdRqNB165dkZKSUqI63r17FwaDAZ6enhbrvby8sGvXrhLt0x1cuXIFQ4YMweXLl+Hn54eWLVti06ZN6Natm6urRiomHBhg5+zdPcCy8Q8A8+bNw4YNG7Bo0SK88cYbNuW/+eYbi9dffvklvv32W2zduhVDhgwxr9fpdMXeASSislFeccFd8Uo+KYLRIBxaAKBevXrw8/MzL4mJiTb7u3btGgwGAwICAizWBwQEIC0trUR19PHxQUxMDN577z1cunQJBoMBX3/9NVJSUnD58uUS7dMdLFy4EKmpqcjLy8OVK1ewZcsWJvjkcs5cscvMzLRYiutqZmr8d+3a1bzO2cZ/bm4uCgoKULNmTYv1ycnJ8Pf3R5MmTTBq1Chcv369ZF+ciIqltiv5TPJJEZx5VPX58+ctZncpfLW+vC1duhRCCAQHB0On0+Gzzz7D4MGDodHwUCQqS87EBEca/kDZNP5ff/11BAUFWTQUevToga+++gpbt27F1KlTsWPHDvTs2RMGg6FkX56IiuRMXFACdtchRXBmnnxHZnSpXbs2tFot0tPTLdanp6eX6pZ6eHg4duzYgZycHGRmZqJu3boYOHAgGjZsWOJ9EpEtZ2LC+fPnLWJCUWNqysKHH36I5cuXIzk52aLb3qBBg8z/36JFC7Rs2RLh4eFITk7GI488Ui51IVKjwnf17ZVRCl4+JEUo60F2Hh4eiI6OxtatWwt9hhFbt24t9kmuzvD29kbdunVx8+ZNbNq0CU888USp90lE/2MwCIcWADZTuhaX5Jem8T9t2jR8+OGH+Omnn9CyZUu7ZRs2bIjatWvjzJkzTnxjIpKjtiv5TPJJEcqjn92ECROwYMECLFmyBL///jtGjRqFnJwc84C7IUOGWHT1yc/Px5EjR3DkyBHk5+fj4sWLOHLkiMWJetOmTdi4cSPOnTuHzZs34+GHH0bTpk3N+ySislEeMaGkjf+PPvoI7733HjZu3IjWrVvLfs6FCxdw/fp11K1b17kKEpFdauuTz+46pAimp9rKlXHGwIEDcfXqVUyaNAlpaWlo1aoVNm7caO6P+/fff1v0pb906RLuv/9+8+tp06Zh2rRp6NSpE5KTkwHAPAbgwoULqFmzJp566ilMmTIFVatWdapuRGSfI3fvSjKF5oQJExAXF4fWrVujbdu2mDFjhk3jPzg42Nyvf+rUqZg0aRKWLVuGsLAwc999vV4PvV6P7OxsTJ48GU899RQCAwNx9uxZvPbaa4iIiEBsbKzT9SOi4pVXXHBXTPJJEYQDD7sqybRYY8aMwZgxY4rcZkrcTcLCwmQfojFgwAAMGDDA+YoQkVOc6ZPvDGcb/3PnzkV+fj769etnsZ/4+HgkJCRAq9Xi6NGjWLJkCW7duoWgoCB0794d7733XrmNDSBSq/KKC+6KST4pgoD8U+oEFHTkEpFd5Xkyd6bxn5qaandfXl5e2LRpU8kqQkROKY+7/u6MST4pgtoecEFE9hUeWGuvDBGpR3nd9XdXTPJJEYRw4Eq+ku7BEZFdvLtHRNbUFheY5JMi8KodERXGu3tEZE1tcYFJPimC2gbTEJF9vLtHRNbUFheY5JMiqG1aLCKyz5GH2jAkuL/YVlXh61sJpxh+YLmra1AiK1xdgRLIzMzEmtmOlVXbXX8m+aQIamudE5F9wiggZLJ4ue1EpCxqu+vPJJ8UQW0j5onIPrVdsSMieWq766+RL0LFmTt3Llq2bAlfX1/4+voiJiYGP/74o6urpUoGo9GhhYjUwXR3T24hIvVQW1zglfxSCAkJwYcffohGjRpBCIElS5bgiSeewOHDh9GsWTNXV09V1NY6VxJTQDXczXVxTUqmIC/L1VUokZy7BldXoURyDPfqLds9j3f3iMiK2uICk/xS6N27t8XrKVOmYO7cudizZw+T/Aqmtn52SpKVdS9JPri1v4troi7fuboCpZSVlQU/P79itxuFgFHmoJfbTkTKora4wCS/jBgMBqxcuRI5OTmIiYlxdXVURwgHBtkp6MBVkqCgIJw/fx4+Pj6QJKlM952ZmYl69erh/Pnz8PX1LdN9l7fKWvfyrrcQAllZWQgKCpItx8H4RFSYwWCEwWD/Ur3c9sqESX4p/fbbb4iJicGdO3eg1+uxZs0aREZGFlk2Ly8PeXl55teZmZkVVU3FEw60znlCd08ajQYhISHl+hmmcTOVUWWte3nW294VfBMOvCUia2q768+Bt6XUpEkTHDlyBHv37sWoUaMQFxeHEydOFFk2MTERfn5+5qVevXoVXFvlMt41OrQQkTqY7u7ZXZR0NiciWWqLC0zyS8nDwwMRERGIjo5GYmIioqKiMHPmzCLLTpw4ERkZGebl/PnzFVxb5TI9+EZuISJ1MN3ds7co6WRORPLUFhfYXaeMGY1Giy45hel0Ouh0ugqukTrwwTdUFJ1Oh/j4+Ep53FXWurtLvRkTiMia2uICk/xSmDhxInr27In69esjKysLy5YtQ3JyMjZt2uTqqqkOB9lRUXQ6HRISElxdjRKprHV3l3qr7WRORPLUNlaHSX4pXLlyBUOGDMHly5fh5+eHli1bYtOmTejWrZurq6Y6RqP8PPh8FhaReqjtZE5E8tTW+GeSXwoLFy50dRXo/xkNRhhlpr2S205EysG7e0RkTW1xgUk+KYLaWudEZB/v7hGRNbXFBSb5pAhGOPAUOzDJJ1ILtV2xIyJ5aosLTPJJEXgln4gKY0wgImuOPDNHSc/U4Tz5pAim1rncQuqxc+dO9O7dG0FBQZAkCWvXrnV1lRySmJiINm3awMfHB/7+/ujTpw9OnTrl6mrJmjt3Llq2bGl+0m1MTAx+/PFHl9XHYDSaH2Ff7KKk+/JEJMt019/uoqC7/kzySRGMd40wyCxKap2TvJycHERFRWHOnDmuropTduzYgdGjR2PPnj3YvHkzCgoK0L17d+Tk5Li6anaFhITgww8/xMGDB3HgwAF06dIFTzzxBI4fP+6S+sg+1dKBK/1EpCxqiwvsrkOKoLZ+diSvZ8+e6Nmzp6ur4bSNGzdavF68eDH8/f1x8OBBdOzY0UW1kte7d2+L11OmTMHcuXOxZ88eNGvWrMLrw5hARNbUFheY5JMiCKMRQubWu9x2IneUkZEBAKhZs6aLa+I4g8GAlStXIicnBzExMS6pgzAK2Vk0lHTFjojkqS0uMMknRTA6cODKbSdyN0ajEePHj8dDDz2E5s2bu7o6sn777TfExMTgzp070Ov1WLNmDSIjI11SFw68JSJraosLTPJJEdR2C47UYfTo0Th27Bh27drl6qo4pEmTJjhy5AgyMjKwatUqxMXFYceOHS5J9I0GA4wGg2wZIlIPtcUFJvmkCMa7Rhi16pkWi5RvzJgxWL9+PXbu3ImQkBBXV8chHh4eiIiIAABER0dj//79mDlzJubPn1/hdeHdPSKypra4wCSfFMEII4xCJskHk3xyf0IIjB07FmvWrEFycjIaNGjg6iqVmNFoRF5enks+m3f3iMia2uICk3xSBGGU70cn0wYghcnOzsaZM2fMr8+dO4cjR46gZs2aqF+/vgtrZt/o0aOxbNkyrFu3Dj4+PkhLSwMA+Pn5wcvLy8W1K97EiRPRs2dP1K9fH1lZWVi2bBmSk5OxadMml9RHbX1viUie2uICk3xSBLUduCTvwIEDePjhh82vJ0yYAACIi4vD4sWLXVQreXPnzgUAdO7c2WJ9UlIShg4dWvEVctCVK1cwZMgQXL58GX5+fmjZsiU2bdqEbt26uaQ+jAlEZE1tcYFJPimC2m7BkbzOnTtXyr95ZawzACxcuNDVVbDALnxEZM1gNEIjM7BWSU/CZpJPimC4a4BGI3Pg3lXOiHkiss94V8CokRuMXzkbVERUMryST1QJCWGEkLlqJ7ediJSDd/eIyJra4gKTfFIEtbXOicg+o9EIo8xtd7ntRKQsaosLTPJJGRxI8sEkn0g12PAnImtqiwtM8kkRjMKBQXbsrkOkGuzCR0TW+MRbokrIaDDAKDOwVkkHLhHZJ+4aZQfeCj4Fm0hdVHbXn0k+KYLabsERkX28u0dE1tQWF5jkkyLw1jwRFcaGPxFZU1tcYJJPimA0AkaZA1NBA+aJSIYQRgiZg54NfyJ1UVtcYJJPiiCMDhy4zPKJVENtV+yISJ7a4oLG1RUgKgumEfNyCxGpg8FghMFgkFlK1vCfM2cOwsLC4OnpiXbt2mHfvn12y69cuRJNmzaFp6cnWrRogR9++MG8raCgAK+//jpatGgBb29vBAUFYciQIbh06VKJ6kZExSvPuOCOmOSTIpha53KLs5w5mR8/fhxPPfUUwsLCIEkSZsyYUep9ElHJmO7uyS3OWrFiBSZMmID4+HgcOnQIUVFRiI2NxZUrV4osv3v3bgwePBjDhw/H4cOH0adPH/Tp0wfHjh0DAOTm5uLQoUN45513cOjQIaxevRqnTp3C448/Xqrv70qJiYlo06YNfHx84O/vjz59+uDUqVOurhZRucUFd8UknxShPA5cZ0/mubm5aNiwIT788EMEBgaWyT6JqGTKq+E/ffp0jBgxAsOGDUNkZCTmzZuHatWqYdGiRUWWnzlzJnr06IFXX30V9913H9577z088MADmD17NgDAz88PmzdvxoABA9CkSRP84x//wOzZs3Hw4EH8/fffpfoNXGXHjh0YPXo09uzZg82bN6OgoADdu3dHTk6Oq6tGKldeccFdsU8+KcJP/20PX19fu2UyMzPh5+f4PgufzAFg3rx52LBhAxYtWoQ33njDpnybNm3Qpk0bAChye0n2SUQl48yMW5mZmRbrdToddDqdTfn8/HwcPHgQEydONK/TaDTo2rUrUlJSivyMlJQUTJgwwWJdbGws1q5dW2y9MjIyIEkSqlevbrf+7mrjxo0WrxcvXgx/f38cPHgQHTt2dFGtiNQ3Ex+TfBcS4l5rMVdB/6DKkul3Mf1O9lifpO2VceSEXpKTuZzy2CcRFe1ufrbsFTnD3XtXluvVq2exPj4+HgkJCTblr127BoPBgICAAIv1AQEBOHnyZJGfkZaWVmT5tLS0IsvfuXMHr7/+OgYPHix74aKyyMjIAADUrFmz2DJ5eXnIy8uzeY8jsZ3UzfRvxJFcwZm4oARM8l0oKysLADBMnAOUc3eozGVlZcGvmEvwHh4eCAwMtDlJF0ev1zt0Qi/JyVxOeeyTiCyZYsL+zf0cKh8YGIhff/0Vnp6e5nVFXcWvCAUFBRgwYACEEJg7d65L6lDWjEYjxo8fj4ceegjNmzcvtlxiYiImT55ss97R2E7kSK7gTFzw8PAoy+q5BJN8FwoKCsL58+fh4+MDSZJcXR23I4RAVlYWgoKCii3j6emJc+fOIT8/3+F9Wv/WrjqhE1HZczYmeHh4WCT49tSuXRtarRbp6ekW69PT04sdhxMYGOhQeVOC/9dff2Hbtm2KuYo/evRoHDt2DLt27bJbbuLEiRbdmoxGI27cuIFatWqV+fnx4sWLiIyMxIkTJxAcHFym+y5PlbXewL2r7fXq1cP58+fL/N92eeQKzsQFd8Yk34U0Gg1CQkJcXQ23VlyrvDBPT88yPxhLcjJ3xT6JyFZ5xATg3ok/OjoaW7duRZ8+fQDcS0a3bt2KMWPGFPmemJgYbN26FePHjzev27x5M2JiYsyvTQn+6dOnsX37dtSqVavM6+4KY8aMwfr167Fz507Zc11R3SbLa0yCqXuHj49PpWpMVdZ6F+br61sudXdVruDuOLsOUREKn8xNTCfzwidnV++TiCrWhAkTsGDBAixZsgS///47Ro0ahZycHPNg+iFDhliMuxk3bhw2btyITz75BCdPnkRCQgIOHDhgbhQUFBSgX79+OHDgAL755hsYDAakpaUhLS3N4auO7kYIgTFjxmDNmjXYtm0bGjRo4OoqEakSr+QTFWPChAmIi4tD69at0bZtW8yYMcPmZB4cHIzExEQA9wbWnjhxwvz/Fy9exJEjR6DX6xEREeHQPonIvQ0cOBBXr17FpEmTkJaWhlatWmHjxo3msTZ///03NJr/XT978MEHsWzZMrz99tt488030ahRI6xdu9bcP/3ixYv47rvvAACtWrWy+Kzt27ejc+fOFfK9ytLo0aOxbNkyrFu3Dj4+PuZBxn5+fvDy8nJx7YjUQxKODEcmUqnZs2fj448/Np/MP/vsM7Rr1w4A0LlzZ4SFhWHx4sUAgNTU1CKvWHXq1AnJyckO7ZOIqLIrrg99UlIShg4dWrGVKUJmZiYef/xxfPfdd5Wq20tlrTdwb/akxMRETJw4kePgKhCTfCIiIiIihWGffCIiIiIihWGST0RERESkMEzyiYiIiIgUhkk+EREREZHCMMknIiIiIlIYJvlERESkeLNmzUJAQAC0Wi0kSbJ4aJk7i42Nhbe3NyRJgkajQd26dfHjjz+6uloOmTt3Llq2bGl+0m1MTEylqbsSMMknIiIixbt58yYaNWqEV155xdVVccrBgwcxePBgrF27FsuXL4fBYEDv3r1x5coVV1dNVkhICD788EMcPHgQBw4cQJcuXfDEE0/g+PHjrq6aKnCefCIiIlIVSZLwxhtvmJ9YXpn8/vvviIyMxGeffYaxY8e6ujpOq1mzJj7++GMMHz7c1VVRvCqurgAREREROebSpUsA7l0lr0wMBgNWrlyJnJwcxMTEuLo6qsAkn4iIiKgSuHv3Lp5++mn4+Pigb9++rq6OQ3777TfExMTgzp070Ov1WLNmDSIjI11dLVVgkk9ERERUCURFReH69etISUlxdVUc1qRJExw5cgQZGRlYtWoV4uLisGPHDib6FYBJPhEREZGba9myJU6dOoVt27ahTZs2rq6Owzw8PBAREQEAiI6Oxv79+zFz5kzMnz/fxTVTPs6uQ0REROSmjEYjWrZsiePHj+PHH39Ex44dXV2lUjEajcjLy3N1NVSBV/KJiIhI8dLS0rBjxw7z699//x0rVqxA/fr13XogqCnBnzFjBgICAnD06FEA9wbe1qxZ08W1s2/ixIno2bMn6tevj6ysLCxbtgzJycnYtGmTq6umCpxCk4iIiBRvxowZ+Ne//mWzPjw8HGfOnHFBjRwjSVKR64cPH44vv/yygmvjnOHDh2Pr1q24fPky/Pz80LJlS7z++uvo1q2bq6umCkzyiYiIiIgUhn3yiYiIiIgUhkk+EREREZHCMMknIiIiIlIYJvlERERERArDJJ+IiIiISGGY5BMRERERKQyTfCIiIiIihWGST0RERESkMEzyiYiIiIgUhkk+EREREZHCMMknIiIiIlIYJvlERERERArDJJ+IiIiISGGY5BMRERERKQyTfCIiIiIihWGST0RERESkMEzyiYiIiIgUhkk+EREREZHCMMknIiIiIlIYJvlERERERArDJJ+IiIiISGGY5BMRERERKQyTfCIiIiIihWGST0RERESkMEzyiYiIiIgUhkk+EREREZHCMMknIiIiIlIYJvlERERERArDJJ+IiIiISGGY5BMRERERKQyTfCIiIiIihWGST0RERESkMEzyiYiIiIgUhkk+EREREZHCMMknIiIiIlIYJvlERERERArDJJ+IiIiISGGY5BMRERERKQyTfCIiIiIihWGST0RERESkMEzyiYiIiIgUhkk+EREREZHCMMknIiIiIlIYJvlERERERArDJJ+IiIiISGGY5BMRERERKQyTfCIiIiIihWGST0RERESkMEzyiYiIiIgUhkk+EREREZHCMMknIiIiIlIYJvlERERERArDJJ+IiIiISGGY5BMRERERKQyTfCIiIiIihWGST0RERESkMEzyiYiIiIgUhkk+EREREZHCMMknIiIiIlIYJvlERERERArDJJ+IiIiISGGY5BMRERERKQyTfCIiIiIihWGST0RERESkMEzyiYiIiIgUhkk+EREREZHCMMknIiIiIlIYJvlERERERArDJJ+IiIiISGGY5BMRERERKQyTfCIiIiIihWGST0RERESkMEzyiYiIiIgUhkk+EREREZHCMMknIiIiIlIYJvlERERERArDJJ+IiIiISGGY5BMRERERKQyTfCIiIiIihWGST0RERESkMEzyiYiIiIgUhkm+yqSmpkKSJCxevNjVVSEiN8G4QETWGBcqP5cl+b/99hv69euH0NBQeHp6Ijg4GN26dcOsWbMsyn3wwQdYu3ZtiT/nxIkTSEhIQGpqaukqTETljnGBiKwxLhCVjCSEEBX9obt378bDDz+M+vXrIy4uDoGBgTh//jz27NmDs2fP4syZM+ayer0e/fr1K3FLctWqVejfvz+2b9+Ozp07l80XqMSEEMjLy0PVqlWh1WpdXR0iM8YF12FcIHfFuOA6jAuVXxVXfOiUKVPg5+eH/fv3o3r16hbbrly54ooqKd7du3dhNBrh4eEBT09PV1enTN25cwf5+fkOlVXi91cKxoWKp9S4wJigHIwLFY9xQUFxQbhAkyZNROfOnWXLAbBZ4uLihBBCpKamilGjRonGjRsLT09PUbNmTdGvXz9x7tw58/uTkpKK3Mf27dvNZX744QfRvn17Ua1aNaHX68Wjjz4qjh075tD3uHnzphg/frwIDQ0VHh4eIjg4WDz77LPi6tWr5jLp6eniueeeE/7+/kKn04mWLVuKxYsXm7fn5+eLGjVqiKFDh9rsPyMjQ+h0OvHvf/9bCCFEXl6eeOedd8QDDzwgfH19RbVq1UT79u3Ftm3bLN537tw5AUB8/PHH4tNPPxUNGzYUGo1GHD582LwtKSnJXP7XX38VcXFxokGDBkKn04mAgAAxbNgwce3aNYv9xsfHCwDi9OnTIi4uTvj5+QlfX18xdOhQkZOTY1P/pUuXijZt2ggvLy9RvXp10aFDB7Fp0yaLMqX5/YUQ4vbt26IGtEX+nYtaAgMDxe3btx3eP1UcxgXGhbL4/RkTlIVxgXGhLH5/tcYFl1zJDw0NRUpKCo4dO4bmzZsXW27p0qV4/vnn0bZtW7zwwgsAgPDwcADA/v37sXv3bgwaNAghISFITU3F3Llz0blzZ5w4cQLVqlVDx44d8fLLL+Ozzz7Dm2++ifvuuw8AzP9dunQp4uLiEBsbi6lTpyI3Nxdz585F+/btcfjwYYSFhRVbt+zsbHTo0AG///47nnvuOTzwwAO4du0avvvuO1y4cAG1a9fG7du30blzZ5w5cwZjxoxBgwYNsHLlSgwdOhS3bt3CuHHjULVqVfTt2xerV6/G/Pnz4eHhYf6MtWvXIi8vD4MGDQIAZGZm4ssvv8TgwYMxYsQIZGVlYeHChYiNjcW+ffvQqlUrizomJSXhzp07eOGFF6DT6VCzZk0YjUab77J582b8+eefGDZsGAIDA3H8+HF88cUXOH78OPbs2QNJkizKDxgwAA0aNEBiYiIOHTqEL7/8Ev7+/pg6daq5zOTJk5GQkIAHH3wQ7777Ljw8PLB3715s27YN3bt3L/Xvb5Kfn4+bMGCJZ0NUkxlikgsj4tL+RH5+vjJa6ArDuMC4UNrfH2BMUBrGBcaF0v7+gIrjgitaFj/99JPQarVCq9WKmJgY8dprr4lNmzaJ/Px8m7Le3t7m1nhhubm5NutSUlIEAPHVV1+Z161cudKmNS6EEFlZWaJ69epixIgRFuvT0tKEn5+fzXprkyZNEgDE6tWrbbYZjUYhhBAzZswQAMTXX39t3pafny9iYmKEXq8XmZmZQgghNm3aJACI77//3mI/jz76qGjYsKH59d27d0VeXp5FmZs3b4qAgADx3HPPmdeZWt++vr7iypUrFuWLapkX9Vv+5z//EQDEzp07zetMLfPCnyWEEH379hW1atUyvz59+rTQaDSib9++wmAwFPnblPb3N8nIyBAAxCp9I/GjT1O7yyp9IwFAZGRkOLRvqliMC4wLZREXGBOUhXGBcYFxoeRcMrtOt27dkJKSgscffxy//vorPvroI8TGxiI4OBjfffedQ/vw8vIy/39BQQGuX7+OiIgIVK9eHYcOHZJ9/+bNm3Hr1i0MHjwY165dMy9arRbt2rXD9u3b7b7/22+/RVRUFPr27WuzzdSS/eGHHxAYGIjBgwebt1WtWhUvv/wysrOzsWPHDgBAly5dULt2baxYscJc7ubNm9i8eTMGDhxoXqfVas0td6PRiBs3buDu3bto3bp1kd/5qaeeQp06dWR/i8K/5Z07d3Dt2jX84x//AIAi9zty5EiL1x06dMD169eRmZkJ4N4VBaPRiEmTJkGjsfwnZvptSvv7W5OqahxayH0xLjAulGVcYExQBsYFxgXGhZJzSXcdAGjTpg1Wr16N/Px8/Prrr1izZg0+/fRT9OvXD0eOHEFkZKTd99++fRuJiYlISkrCxYsXIQpNEpSRkSH7+adPnwZw74Apiq+vr933nz17Fk899ZTdMn/99RcaNWpk8w/XdPvvr7/+AgBUqVIFTz31FJYtW4a8vDzodDqsXr0aBQUFFgctACxZsgSffPIJTp48iYKCAvP6Bg0a2Hx+UeuKcuPGDUyePBnLly+3GchU1G9Zv359i9c1atQAcC/Q+Pr64uzZs9BoNHb/hqX9/a1pPTXQauwfmFpjhU8kRU5iXGBcAMomLjAmKAfjAuMCwLhQEi5L8k08PDzQpk0btGnTBo0bN8awYcOwcuVKxMfH233f2LFjkZSUhPHjxyMmJgZ+fn6QJAmDBg0qsh+ZNVOZpUuXIjAw0GZ7lSoV+9MMGjQI8+fPx48//og+ffrgv//9L5o2bYqoqChzma+//hpDhw5Fnz598Oqrr8Lf3x9arRaJiYk4e/aszT4Lt7jtGTBgAHbv3o1XX30VrVq1gl6vh9FoRI8ePYr8LYubSks4MRtrWf/+mioSNBrJfhmj/e3kPhgX7mFcsOTM78+YoDyMC/cwLlhiXCiey5P8wlq3bg0AuHz5snmd9SAOk1WrViEuLg6ffPKJed2dO3dw69Yti3LFvd80IMff3x9du3Z1uq7h4eE4duyY3TKhoaE4evQojEajRev85MmT5u0mHTt2RN26dbFixQq0b98e27Ztw1tvvWWxv1WrVqFhw4ZYvXq1xfeSC3D23Lx5E1u3bsXkyZMxadIk83pTy7kkwsPDYTQaceLECZvBPYXLACX//a1JVSVIMgeupKADV00YFxgXSoIxQdkYFxgXSkJtccElHY+2b99eZCvuhx9+AAA0adLEvM7b29vmQATutQ6t9zFr1iwYDAaLdd7e3gBgs4/Y2Fj4+vrigw8+sLiNZXL16lW73+Gpp54y3za0ZqrXo48+irS0NIu+c3fv3sWsWbOg1+vRqVMn83qNRoN+/frh+++/x9KlS3H37l2bW2+mFnHh7713716kpKTYras9Re0TAGbMmFHiffbp0wcajQbvvvuuTcve9Dml/f2tabTSvRa6vUWrnANXiRgXGBfKMi4wJigD4wLjAuNCybnkSv7YsWORm5uLvn37omnTpsjPz8fu3buxYsUKhIWFYdiwYeay0dHR2LJlC6ZPn46goCA0aNAA7dq1w2OPPYalS5fCz88PkZGRSElJwZYtW1CrVi2Lz2rVqhW0Wi2mTp2KjIwM6HQ6dOnSBf7+/pg7dy6effZZPPDAAxg0aBDq1KmDv//+Gxs2bMBDDz2E2bNnF/sdXn31VfPT8Z577jlER0fjxo0b+O677zBv3jxERUXhhRdewPz58zF06FAcPHgQYWFhWLVqFX755RfMmDEDPj4+FvscOHAgZs2ahfj4eLRo0cLcF8/ksccew+rVq9G3b1/06tUL586dw7x58xAZGYns7OwS/S18fX3RsWNHfPTRRygoKEBwcDB++uknnDt3rkT7A4CIiAi89dZbeO+999ChQwc8+eST0Ol02L9/P4KCgpCYmAhfX99S/f7WJK0ESebAlKCcA1eJGBcYF8oyLjAmKAPjAuMC40IpVNxEPv/z448/iueee040bdpU6PV64eHhISIiIsTYsWNFenq6RdmTJ0+Kjh07Ci8vL4uHW9y8eVMMGzZM1K5dW+j1ehEbGytOnjwpQkNDbabQWrBggWjYsKHQarU202Nt375dxMbGCj8/P+Hp6SnCw8PF0KFDxYEDB2S/x/Xr18WYMWNEcHCw8PDwECEhISIuLs7ioRDp6enmenp4eIgWLVpYTEdVmNFoFPXq1RMAxPvvv1/k9g8++ECEhoYKnU4n7r//frF+/XoRFxcnQkNDzeUKP9zCWlFTYl24cEH07dtXVK9eXfj5+Yn+/fuLS5cuCQAiPj7eXM40JVbhh3cI8b+HiBR+sIgQQixatEjcf//9QqfTiRo1aohOnTqJzZs3W5Qpze8vxP+mxdrYrKX4ueX9dpeNzVoqZlosJWJcSCpyf4wLzv3+jAnKwriQVOT+GBcYFxwhCeHE6AciN5OZmQk/Pz/81Op+eBczwMckx2BA9yOHkZGR4fTsPURUOTAmEJE1tcYFtxp4S1RSGq18PzqNkm7BEZFdjAlEZE1tcYFJPimCJKlrxDwR2ceYQETW1BYXmOSTIkhayLbOJXZMI1INxgQisqa2uMAknxTBoRHzQjmtcyKyjzGBiKypLS4wySdF0FTRQlPF/mAaDRTUPCciuxgTiMia2uICk3xSBIcG0yiodU5E9jEmEJE1tcUFlzzxtjJZtmxZqZ7mlpubi4SEBCQnJ5dZnYpz//33Y+LEiQCAGzduQKPRFPm5c+fORf/+/VG/fn1IkoShQ4eWe93Km6SRHFqIyoLS4sL58+cxefJktG3bFjVq1EDt2rXRuXNnbNmypdzrV14YE6iiKS0u3L59G8OHD0fz5s3h5+cHvV6PqKgozJw5s8gnz1YGaosLTPJllMVBO3ny5HI/aHNzc3Hs2DH84x//AADs2bMHGo0Gbdq0sSk7depUbNu2Dc2aNUOVKsq4mSNJGkgamUXiP3cqG0qLC+vWrcPUqVMRERGB999/H++88w6ysrLQrVs3JCUllWsdywtjAlU0pcWF27dv4/jx43j00UeRmJiIadOmISoqCv/6178QFxdXrnUsL2qLC8rI8AiHDh3C3bt3zQdtSkoKmjVrBm9vb5uyO3bsMF/F1+v1FV3VcuFI61tJrXMiRzgaFx5++GH8/fffqF27tnndyJEj0apVK0yaNAnDhg2r0HqXBcYEoqI5Ghdq1qyJPXv2WKwbOXIk/Pz8MHv2bEyfPh2BgYEVVu+yoLa4oJzmSglkZWVh/PjxCAsLg06ng7+/P7p164ZDhw4BADp37owNGzbgr7/+uje3qiQhLCwMAJCfn49JkyYhOjoafn5+8Pb2RocOHbB9+3bz/lNTU1GnTh0AwOTJk837SEhIMJc5efIk+vXrh5o1a8LT0xOtW7fGd99951D9c3Nzce3aNVy7dg07d+5ESEgItFotrl27hl27dqFFixbm7YWFhoZCkpTzjxgAtFU1Di1EctQYF5o1a2aR4AOATqfDo48+igsXLiArK6skP6VLMSZQWVJjXCiO6XvdunXLoc92J2qLC6q+kj9y5EisWrUKY8aMQWRkJK5fv45du3bh999/xwMPPIC33noLGRkZuHDhAj799FMAMF/5zszMxJdffonBgwdjxIgRyMrKwsKFCxEbG4t9+/ahVatWqFOnDubOnYtRo0ahb9++ePLJJwEALVu2BAAcP34cDz30EIKDg/HGG2/A29sb//3vf9GnTx98++236Nu3r936f/TRR5g8ebLFOlOQMPnmm28AAEIoZ7R4UUy32eTKEMlhXPiftLQ0VKtWDdWqVXPw13MfjAlUltQcF/Lz85GZmYnbt2/jwIEDmDZtGkJDQxEREVHCX9N11BYXJKH07M+O6tWr45lnnsHs2bOLLfPYY4/h2LFjSE1NtVhvMBhgMBjg4eFhXnfr1i00bdoUvXr1wsKFCwEA165dQ506dRAfH2/RIgeArl274sqVK9i/fz90Oh2AewdX+/btcfXqVfzxxx926//nn3/izz//hBACTzzxBMaMGYPu3bvj2LFj+Ne//oX//ve/qFGjhvmziqLX69GvXz8sXrzY7me5q8zMTPj5+WH/Ew9DX9V+mzW74C7arNuOjIwM+Pr6VlANqbJhXLjnzJkzaNGiBfr374+vvvrK7me6E8YEKg9qjgvLly/H4MGDza9bt26NRYsWoUWLFnY/052oNS6o+kp+9erVsXfvXly6dAlBQUFOvVer1UKrvTfXqtFoxK1bt2A0GtG6dWvz7Tt7bty4gW3btuHdd99FVlaWxe3w2NhYxMfH4+LFiwgODi52Hw0bNkTDhg1x9OhR3L59G88//zwaN26MI0eOICwsDP3793fqO1VmautnR+WHceHerf3+/fvDy8sLH374oQPf3P0wJlBZUnNcePjhh7F582bcunULW7duxa+//oqcnBwnfgH3oba4oOok/6OPPkJcXBzq1auH6OhoPProoxgyZAgaNmzo0PuXLFmCTz75BCdPnrSYTqpBgway7z1z5gyEEHjnnXfwzjvvFFnmypUrxR60eXl55gP9hx9+QEBAAGrWrIlr165hy5YtaNeunblvXc2aNaFR0O2noqjtwKXyo/a4YDAYMGjQIJw4cQI//vij0wmNu2BMoLKk5rgQEBCAgIAAAEC/fv3wwQcfoFu3bjh9+jQH3ro5VSf5AwYMQIcOHbBmzRr89NNP+PjjjzF16lSsXr0aPXv2tPver7/+GkOHDkWfPn3w6quvwt/fH1qtFomJiTh79qzsZxuNRgDAK6+8gtjY2CLL2Ovv9p///Mdmxgvr/nUrVqwAAJw7d848UEap7h24cv3slHPgUvlRe1wYMWIE1q9fj2+++QZdunSRrbO7YkygsqT2uFBYv3798NZbb2HdunV48cUX5arvVtQWF1Sd5ANA3bp18dJLL+Gll17ClStX8MADD2DKlCnmg7a4WWhWrVqFhg0bYvXq1RZl4uPjLcoV935T679q1ap2+8UWJzY2Fps3bwYAPPnkk3jhhRfQo0cPnDp1CmPGjMHy5ctRq1YtAKh0Le2S0FSRHxGvEcq+m0FlR61x4dVXX0VSUhJmzJhh0Qe3MmJMoLKm1rhg7fbt2wCAjIwMp+viamqLC6pN8g0GA7Kzs+Hn52de5+/vj6CgIOTl5ZnXeXt7F/kP2dS/TghhPjD37t2LlJQU1K9f31zONCuF9VRT/v7+6Ny5M+bPn4+xY8eibt26FtuvXr1q09IurG7duqhbty7OnTuHrKwsPPPMM2jVqhXOnDmDwMBADBw40MFfQhnUNmKeyoea48LHH3+MadOm4c0338S4ceOKLVdZMCZQWVFrXLh27Rpq1apl0/j48ssvAdwbgFvZqC0uqDbJz8rKQkhICPr164eoqCjo9Xps2bIF+/fvxyeffGIuFx0djRUrVmDChAlo06YN9Ho9evfujcceewyrV69G37590atXL5w7dw7z5s1DZGQksrOzze/38vJCZGQkVqxYgcaNG6NmzZpo3rw5mjdvjjlz5qB9+/Zo0aIFRowYgYYNGyI9PR0pKSm4cOECfv31V9nv8csvv8DHx8c8yn337t2IiYmx+57vv//evO+CggIcPXoU77//PgDg8ccfN0/ZVZmorZ8dlQ+1xoU1a9bgtddeQ6NGjXDffffh66+/ttjerVs3c5/cyoIxgcqKWuPC119/jXnz5qFPnz5o2LAhsrKysGnTJmzevBm9e/eulN35VBcXhErl5eWJV199VURFRQkfHx/h7e0toqKixOeff25RLjs7Wzz99NOievXqAoAIDQ0VQghhNBrFBx98IEJDQ4VOpxP333+/WL9+vYiLizOXMdm9e7eIjo4WHh4eAoCIj483bzt79qwYMmSICAwMFFWrVhXBwcHiscceE6tWrXLoe4wcOVI88sgj5tcRERHi448/tvueuLg4AaDIJSkpyaHPdRcZGRkCgPgt7lGROuIJu8tvcY8KACIjI8PV1SY3pda4EB8fX2xMACC2b9/u0Oe6A8YEKmtqjQv79+8X/fv3F/Xr1xc6nU54e3uLBx54QEyfPl0UFBQ49JnuQq1xQdXz5FPlZ5r79tiwx+DjUdVu2az8AjRPWq+IuW+JqGiMCURkTa1xQTkdj0jVNFW0Di3OGjBgAKpUqQJJkqDX65GUlGS3/IQJE6DT6SBJEjw9PS2eMJibm4t27drB09MTkiRBq9UiPDzcoXmSicg55RUTAMYFospKbbkCk3xSBklybHHCuHHjsHLlSgwZMgTr1q1DvXr1MHz4cBw/frzI8vPnz8enn36Krl274vvvv0ebNm2QkJCANWvWALg3iOnMmTMYNWoUfvjhB8yfPx/p6eno0KFDqb8+EVkph5gAMC4QVWoqyxXYXYcqNdMtuN9f7AsfncwtuLwC3Dd/jcO34PR6vfkJgQBw9+5d6HQ6dOvWDRs3brQpX79+feTl5SE9Pd1iH/Xr18eJEyeK/IwlS5Zg6NChDg2YJiJ55RkTAMYFospIrbmCamfXIWVxZlqsixcvIjMz07ze19fX5kDOzs5GTk4OevXqZV5XpUoVhIWFFTuLwaVLl9C7d2+LddHR0di3b1+xdTId5PXq1bNbdyJyTlnHBIBxgaiyU1uuwCSfFMGZabEiIyMt1nfq1AnJyckW6/744w8Ato8cr1WrlkXruzCDwYCQkBCLdXXr1rWYR7mwW7duISEhAaGhoTbvI6LSKeuYADAuEFV2assVmOSTImiqaGQHy2gMBgDAiRMn4OPjY17vitHzubm5aNq0KQBg165dFf75REpX2WICwLhAVN4qW1wobUyo8CTfaDTi0qVL8PHxKfYRzkTAvacDZmVlISgoCBrZ22uOt86Dg4NlD9bGjRsDAM6dO2ex/vr16xYHfWFarRYXLlywWHf58mXodDqLdbm5uYiIiEBGRgaOHj2q+qt1jAnkDEfjQlnHBIBxoSIxLpCjmCsUr8KT/EuXLrGfITnl/Pnz8v+4NZp7i1wZB+n1enh7e2PDhg1ITEwEcG8wTWpqKrp161bke4KCgrB7926LdYcOHbK4jWc6aG/cuIHDhw+jUaNGDtdJqRgTqCRk40IZxwSAcaEiMS6Qs5gr2KrwJN/Usjm5ZgF8vKtV9Me7tb6fVHd1FdyK4W4uDm7tX2xruDBJkmSv9jh7NWj48OH47LPPMGLECDzxxBN49dVXIYTAtGnTAADh4eHw9/dHSkoKAOCtt97CyJEj0bt3b4waNQofffQRsrOzMWXKFAD3Dtrw8HBcvXoVy5YtQ0FBgXk0fsOGDaHX652qn1KY/r6/r1vEmGDl6bn+rq6C27lbkIPd3/WWjQvlERMAxoWKYvr7JkkNUE3ibN+FLX9praur4FYK8rOx/osY5gpFqPAk3/Tj+XhXgy9P6BaqVPV2dRXckiMHnDMj5h01c+ZMXLp0CUlJSfjyyy/h7e2NBQsWoHnz5gDu3Y4rXLcXX3wRp06dwuzZs7F+/XrodDokJCSgb9++AO611NPS0gAAAwcOtPisTz/9FOPHj3eqfkrBmFC8KlXVmeA5QvZEXQ4xAWBcqCim37CapEE1qWQPLVOqqjr5ZFaNmCvY4sBbUgRn+tk5Y+XKlcVuu3Xrls266dOnY/r06UWWb9++PfhYCqKKUV4xAWBcIKqs1JYrMMknZdBqIck9ivourwYRqQZjAhFZU1lcYJJPiiBJGkgy/TblthORcjAmEJE1tcUFJvmkDBrp3iJXhojUgTGBiKypLC4wySdFKK9BdkRUOTEmEJE1tcUFJvmkCOU5yI6IKh/GBCKypra4wCSfFEHSaiBp7Q+WkbTKaZ0TkX2MCURkTW1xgUk+KUM5PN2SiCoxxgQisqayuMAknxShvJ5uSUSVE2MCEVlTW1xgkk/KIDnQOlfQtFhEJIMxgYisqSwuMMknRVDbYBoiso8xgYisqS0uMMknZdBq7y1yZYhIHRgTiMiayuICk3xSBLU9xY6I7GNMICJraosLTPJJGVT2FDsiksGYQETWVBYXmOSTIqjtKXZEZB9jAhFZU1tcYJJPyiBJ9xa5MkSkDowJRGRNZXGBST4pg0Zy4AEXyjlwiUgGYwIRWVNZXGCST4ogabUOPKpaOSPmicg+xgQisqa2uMAkn5RB0sg/wEJBI+aJSAZjAhFZU1lcYJJPyiA5MGJeQf3siEgGYwIRWVNZXGCST4qgtrlvicg+xgQisqa2uMAkn5RBZXPfEpEMxgQisqayuMAkn5RBo723yJUhInVgTCAiayqLC0zySRk0GgemxVLOLTgiksGYQETWVBYXmOSTMqhsxDwRyWBMICJrKosLTPJJGVTWz46IZDAmEJE1lcUFJvmkDJLkQOtcOQcuEclgTCAiayqLC0zySRm02nuLXBkiUgfGBCKyprK44HTHo379+kGj0UCSJEiShJiYmPKoF5FzJMmxhcocYwK5JcYEl2JcILeksrjgdJJ/48YN6PV6tG3btjzqQ1QypsE0cguVOcYEckuMCS7FuEBuSWVxwenuOtu2bTP/v6Sg1g5VcpID02Ip6MB1J4wJ5JYYE1yKcYHcksriQrn3yb9w4QIuX75sfp2dnV3eH0lq5MgtNp5o3AJjAlUIxoRKhXGBKoTK4kK5J/nNmzdHRkZGeX8MqZ3K5r6tzBgTqEIwJlQqjAtUIVQWF8o9yT927JhN67xLly7l/bGkNiobMV+ZMSZQhWBMqFQYF6hCqCwulHuSHxISgpCQEPPrzMzM8v5IUiEhSRAyt9jktlPFYEygisCYULkwLlBFUFtc4Dz5pAwqe8AFEclgTCAiayqLC04n+UePHsXChQvNr1NTUzFu3Dg0a9YML7zwQplWjshhKutn504YE8gtMSa4FOMCuSWVxQWnk/z4+HisXbvW/DotLQ2fffYZqlSpwgOXXEZtt+DcCWMCuSPGBNdiXCB3pLa44HSSv2bNmvKoB1HpaLT3FrkyVOYYE8gtMSa4FOMCuSWVxQX2ySdl0DjwgAu57USkHIwJRGRNZXGBST4pgtpuwRGRfYwJRGRNbXGBST4pg8oG0xCRDMYEIrKmsrjAJJ8UQUgaCJkDU247ESkHYwIRWVNbXGCST4ogJC2EzGAZISlnMA0R2ceYQETW1BYXmOSTMkiS/AMsFNTPjohkMCYQkTWVxQUm+aQMKnuKHRHJYEwgImsqiwtM8kkR1DZinojsY0wgImtqiwtM8kkZVDZinohkMCYQkTWVxQUm+aQIAhIEZFrnMtuJSDkYE4jImtriApN8UgShqQKhsf/PWW47ESkHYwIRWVNbXFDONyFVU1s/OyKyjzGBiKypLS4wySdFUNsDLojIPsYEIrKmtrjAJJ+UQWVz3xKRDMYEIrKmsrjAJJ+UwYHWuZJGzBORDMYEIrKmsrjAJJ8UwShpYZR5FLXcdiJSDsYEIrKmtrjAJJ+UQYIDt+AqpCZE5A4YE4jImsriApN8UgQBDQRkBtPIbCci5WBMICJraosLTPJJEdQ2LRYR2ceYQETW1BYXmOSTIqhtWiwiso8xgYisqS0uMMknRVDbYBoiso8xgYisqS0uMMknRVDbLTgiso8xgYisqS0uMMknRRCQIGSGxMttJyLlYEwgImtqiwtM8kkR1NbPjojsY0wgImtqiwtM8kkR1NY6JyL7GBOIyJra4gKTfFIEAQda5wqa+5aI7GNMICJraosLTPJJEYySxoER88o5cInIPsYEIrKmtrjAJJ8UQW234IjIPsYEIrKmtrjgsiS/7yfVUaWqt6s+3i1tGZfq6iq4lcyc2wjc5FhZtU2LpURPz/VHlap6V1fDrSx/y+DqKridrGwjwr+VL8eYoAzLX1qLqjofV1fDrcTNiXV1FdxKrjBgjYNl1RYXeCWfFEEICULIHLgy24lIORgTiMia2uICk3xSCI0Dg2WU08+OiOQwJhCRNXXFBSb5pAhGaGCUOTDlthORcjAmEJE1tcUFJvmkCGobTENE9jEmEJE1tcUFJvmkCGo7cInIPsYEIrKmtrjAJJ8UQW2DaYjIPsYEIrKmtrjAJJ8UQW2tcyKyjzGBiKypLS4wySdFUNtgGiKyjzGBiKypLS4wySdFEHDgFpyCWudEZB9jAhFZU1tcYJJPimCEBKPMgSm3nYiUgzGBiKypLS4o554EqZqpn53c4qwBAwagSpUqkCQJer0eSUlJdstPmDABOp0OkiTB09MTkydPttj+2muvoVatWtBoNJAkCStWrHC6TkQkr7xiAsC4QFRZqS1XYJJPimAaMS+3OGPcuHFYuXIlhgwZgnXr1qFevXoYPnw4jh8/XmT5+fPn49NPP0XXrl3x/fffo02bNkhISMCaNWvMZTIzMxEVFYVnn322VN+XiOwrj5gAMC4QVWZqyxUkIYQo1R6clJmZCT8/P7SN3YAqVb0r8qPd3pZxqa6uglvJzLmNwD6jkJGRAV9f36LL/P+/p+SD56DXF13GJDs7E52jG9jdX2F6vR4NGzbE0aNHAQB3796FTqdDt27dsHHjRpvy9evXR15eHtLT0y32Ub9+fZw4ccKi7K5du9ChQwcsX74cAwcOlK2Lkpn+hh2f2oYqVfWuro5bWf6WwdVVcDtZ2TkIj+la7HFcnjEBYFyoKKa/Y98xv6GqzsfV1XErcXNiXV0Ft5IrDOifd4a5QhHYJ58UwSg0MAqZEfP/v/3ixYvIzMw0r/f19bU5kLOzs5GTk4NevXqZ11WpUgVhYWH49ddfi9z/pUuX0Lt3b4t10dHR2Ldvn1PfhYhKr6xjAsC4QFTZqS1XYJJPiuDMAy4iIyMt1nfq1AnJyckW6/744w8AQIMGDSzW16pVy6L1XZjBYEBISIjFurp16yIvL0+2/kRUtso6JgCMC0SVndpyBSb5pAgCgNGBMgBw4sQJ+Pj87/avo7fpiajyYEwgImtqiwtM8kkRnGmdBwcHyx6sjRs3BgCcO3fOYv3169ctDvrCtFotLly4YLHu8uXL0Ol0dj+LiMpeWccEgHGBqLJTW67A2XVIEcp6Wiy9Xg9vb29s2LDBvO7u3btITU1FVFRUke8JCgrC7t27LdYdOnTI5jYeEZW/8pgqj3GBqHJTW67AJJ8UwTSYRm5xxvDhw/Hbb79hxIgRWL9+PVq0aAEhBKZNmwYACA8PR0xMjLn8W2+9hStXrqB379744Ycf0LlzZ2RnZ2PKlCnmMmfPnsWKFSuwdetWAMDu3buxYsUK86h8Iiob5RETAMYFospMbbkCu+uQIhjFvUWujDNmzpyJS5cuISkpCV9++SW8vb2xYMECNG/eHMC923GS9L8W/4svvohTp05h9uzZWL9+PXQ6HRISEtC3b19zmcTERCxcuND8+rPPPsNnn31W7EA/IiqZ8ogJAOMCUWWmtlyB8+S7Ec6Tb8mZefI37LkMb5m5b3OyM9HrH3WdmhObyh/nyS8e58m35eg8+YwJlRvnyS8e58m35Mw8+WqLC7yST4rgzGAaIlI+xgQisqa2uMAknxRBiHuLXBkiUgfGBCKypra4wCSfFMEgNDDIDJaR205EysGYQETW1BYXmOSTIqitdU5E9jEmEJE1tcUFJvmkCI7MbevsnNhEVHkxJhCRNbXFBSb5pAjlNV0eEVVOjAlEZE1tcYFJPimDAyPmoaAR80QkgzGBiKypLC4wySdFUFs/OyKyjzGBiKypLS4wySdFMAgJBpnWt9x2IlIOxgQisqa2uODUPEGJiYlo06YNfHx84O/vjz59+uDUqVPlVTcih5kecCG3UNljXCB3xJjgOowJ5K7UFhecSvJ37NiB0aNHY8+ePdi8eTMKCgrQvXt35OTklFf9iBxiGkwjt1DZY1wgd8SY4DqMCeSu1BYXnOqus3HjRovXixcvhr+/Pw4ePIiOHTuWacWInKG2fnbuhHGB3BFjguswJpC7UltcKFWf/IyMDABAzZo1iy2Tl5eHvLw88+vMzMzSfCRRkdQ29607k4sLjAlUERgT3AdzBXIXaosLJX52r9FoxPjx4/HQQw+hefPmxZZLTEyEn5+fealXr15JP5KoWAYBGIwyi4Ja5+7KkbjAmEAVgTHBPTBXIHeitrhQ4iR/9OjROHbsGJYvX2633MSJE5GRkWFezp8/X9KPJCqW6Rac3ELly5G4wJhAFYExwT0wVyB3ora4UKLuOmPGjMH69euxc+dOhISE2C2r0+mg0+lKVDkiRxmFBKPMiHi57VQ6jsYFxgSqCIwJrsdcgdyN2uKCU0m+EAJjx47FmjVrkJycjAYNGpRXvYicorbBNO6EcYHcEWOC6zAmkLtSW1xwKskfPXo0li1bhnXr1sHHxwdpaWkAAD8/P3h5eZVLBYkcobYD150wLpA7YkxwHcYEcldqiwtO9cmfO3cuMjIy0LlzZ9StW9e8rFixorzqR+QQo1GCQWYxGpVzC86dMC6QO2JMcB3GBHJXaosLTnfXIXJHamuduxPGBXJHjAmuw5hA7kptcaFU8+QTuQtHnlKnpKfYEZF9jAlEZE1tcYFJPimC2lrnRGQfYwIRWVNbXGCST4qgtgOXiOxjTCAia2qLC0zySRHUdguOiOxjTCAia2qLC0zySREMhnuLXBkiUgfGBCKypra4wCSfFEFtt+CIyD7GBCKypra4wCSfFEFtBy4R2ceYQETW1BYXmOSTIhjhQD+7CqkJEbkDxgQisqa2uMAknxRBCCH7ABY+oIVIPRgTiMia2uICk3xSBKMDg2mMChpMQ0T2MSYQkTW1xQUm+aQIautnR0T2MSYQkTW1xQUm+aQIapv7lojsY0wgImtqiwtM8kkR1NY6JyL7GBOIyJra4gKTfFIEYRQQMs1vue1EpByMCURkTW1xgUk+KYLBeG+RK0NE6sCYQETW1BYXmOSTIhiNAkaZ1rfcdiJSDsYEIrKmtrjAJJ8UQW397IjIPsYEIrKmtrjAJJ8UQW0HLhHZx5hARNbUFheY5JMiGIWAUebIlNtORMrBmEBE1tQWF5jkkyII471FrgwRqQNjAhFZU1tcYJJPimA0ChgM6hlMQ0T2MSYQkTW1xQUm+aQIQggImVtsctuJSDkYE4jImtriApN8UgS1PaqaiOxjTCAia2qLC0zySRHU9hQ7IrKPMYGIrKktLjDJJ0VQ27RYRGQfYwIRWVNbXGCST4pgMBhhkHkWtdx2IlIOxgQisqa2uMAknxRBbdNiEZF9jAlEZE1tcaHCk3zTqGXD3dyK/mi3l5lz29VVcCtZufd+D0dGuqvtARdKYvr73i3IcXFN3E9WtoLONmUkK+fevxO5uMCYULmZ/r4F+dkuron7yRUGV1fBreT+f1bOXMFWhSf5WVlZAICDW/tX9Ee7vcBNrq6Be8rKyoKfn5/dMmqbFktJTDFh93e9XVwT9xP+ratr4L7k4gJjQuVmigvrv4hxcU3czxpXV8BNMVewVeFJflBQEM6fPw8fHx9IklTRH2928OBBdOnSBdu2bUN0dLTL6uFuMjMzUa9ePZw/fx6+vr4urYsQAllZWQgKCpItazQK2QdYKOkBF0riLjEBYFwoTmWMC4wJlRvjgnurjDEBUF9cqPAkX6PRICQkpKI/1oZerzf/19X/QN2Rr6+vW/wucq1yE6NRwKiip9gpibvEBIBxQU5liguMCZUb40LlUJliAqC+uMCBt6QIwoF+dkq6BUdE9jEmEJE1tcUFJvmkCGp7wAUR2ceYQETW1BYXVJvk161bF35+fqhbt66rq+JWdDod4uPjodPpXF0Vp6jtwKXywbhQtMoYFxgTqKwwLtiqjDEBUF9cUG2SHxISglu3brm6Gm5Hp9MhISHB1dVwmlHcW+TKENnDuFC0yhgXGBOorDAu2KqMMQFQX1xQbZJPyqK21jkR2ceYQETW1BYXmOSTIhgMwoFHVSvnwCUi+xgTiMia2uICk3xSBLU94IKI7GNMICJraosLTPJJEdR2C46I7GNMICJraosLGldXwBX69esHjUYDSZIgSRJiYvjY7MTERLRp0wY+Pj7w9/dHnz59cOrUKVdXy2GmA1duISoKY4ItxgRSO8YFW4wLlYsqk/wbN25Ar9ejbdu2rq6K29ixYwdGjx6NPXv2YPPmzSgoKED37t2Rk5Pj6qo5xIh7D7iwu0A5By6VLcYEW4wJpHaMC7YYFyoXVXbX2bZtm/n/JUlyYU3cx8aNGy1eL168GP7+/jh48CA6duzoolo5zmgwwigzmEZuO6kXY4ItxgRSO8YFW4wLlYsqk3ySl5GRAQCoWbOmi2viGGEUMKqonx1RRWNMICJrjAvujUk+2TAajRg/fjweeughNG/e3NXVcYjaBtMQVSTGBCKyxrjg/pjkk43Ro0fj2LFj2LVrl6ur4jC1TYtFVJEYE4jIGuOC+2OSTxbGjBmD9evXY+fOnQgJCXF1dRwmjEYIo/1+dHLbicgWYwIRWWNcqByY5BOAey3XsWPHYs2aNUhOTkaDBg1cXSWnGAxGaGSfYqecA5eovDEmEJE1xoXKRZVJ/tGjR7Fw4ULz69TUVIwbNw7NmjXDCy+84MKauc7o0aOxbNkyrFu3Dj4+PkhLSwMA+Pn5wcvLy8W1k6e2fnZUthgTbDEmkNoxLthiXKhcJKGkzkcO6tu3L9auXWuzvkqVKigoKKj4CrmB4qYHS0pKwtChQyu2Mk7IzMyEn58fHn/xCKrqfOyWLcjLwnfzWyEjIwO+vr4VVEOqDBgTbDEmkNoxLthiXKhcVHklf82aNa6ugtup7G09I4wwCpm5b6GcW3BUthgTbDEmkNoxLthiXKhcVJnkk/IIo/wtNpnjmogUhDGBiKypLS4wySdFUFs/OyKyjzGBiKypLS4wySdFMBgM0BgMsmWISB0YE4jImtriApN8UgS1tc6JyD7GBCKypra4wCSfFEEII4RMRzq57USkHIwJRGRNbXGBST4pgtpa50RkH2MCEVlTW1zQuLoCRGXi/w9cewtKcODOmTMHYWFh8PT0RLt27bBv3z675VeuXImmTZvC09MTLVq0wA8//GCxXQiBSZMmoW7duvDy8kLXrl1x+vRpp+tFRDLKKSYAjAtElZbKcgUm+aQIBoPBocUZK1aswIQJExAfH49Dhw4hKioKsbGxuHLlSpHld+/ejcGDB2P48OE4fPgw+vTpgz59+uDYsWPmMh999BE+++wzzJs3D3v37oW3tzdiY2Nx586dUn1/IrJUHjEBYFwgqszUliuo8om3pBymp9h17p+MKlX1dsveLchG8srODj/Frl27dmjTpg1mz54NADAajahXrx7Gjh2LN954w6b8wIEDkZOTg/Xr15vX/eMf/0CrVq0wb948CCEQFBSEf//733jllVcAABkZGQgICMDixYsxaNAgZ746ERWhPGMCwLhAVBmpNVfglXxSBLnbb470wyssPz8fBw8eRNeuXc3rNBoNunbtipSUlCLfk5KSYlEeAGJjY83lz507h7S0NIsyfn5+aNeuXbH7JKKSKeuYADAuEFV2assVOPCWFMGZEfOZmZkW63U6HXQ6ncW6a9euwWAwICAgwGJ9QEAATp48WeT+09LSiiyflpZm3m5aV1wZIiobZR0TAMYFospObbkCr+STIhiNgNEoZJZ7ZevVqwc/Pz/zkpiY6NrKE1GZY0wgImtqiwu8kk+KYLxrgFGyP1jGePfe9vPnz1v0syvqil3t2rWh1WqRnp5usT49PR2BgYFF7j8wMNBuedN/09PTUbduXYsyrVq1slt3InJOWccEgHGBqLJTW67AK/mkCKZbcHILAPj6+losRR24Hh4eiI6OxtatW83rjEYjtm7dipiYmCLrEBMTY1EeADZv3mwu36BBAwQGBlqUyczMxN69e4vdJxGVTFnHBIBxgaiyU1uuwCv5pAjl8YCLCRMmIC4uDq1bt0bbtm0xY8YM5OTkYNiwYQCAIUOGIDg42HwLb9y4cejUqRM++eQT9OrVC8uXL8eBAwfwxRdfAAAkScL48ePx/vvvo1GjRmjQoAHeeecdBAUFoU+fPs5/aSIqVnk99IZxgajyUluuwCSfFOFufhaE0f5gGsPdHKf2OXDgQFy9ehWTJk1CWloaWrVqhY0bN5oHw/z999/QaP53M+zBBx/EsmXL8Pbbb+PNN99Eo0aNsHbtWjRv3txc5rXXXkNOTg5eeOEF3Lp1C+3bt8fGjRvh6enpVN2IyL7yiAkA4wJRZaa2XIHz5FOldufOHTRo0MDhEeeBgYE4d+4cT55ECsWYQETW1BoXmORTpXfnzh3k5+c7VNbDw6PSH7REZB9jAhFZU2NcYJJPRERERKQwnF2HiIiIiEhhmOQTERERESkMk3wiIiIiIoVhkk9EREREpDBM8omI/q/dOpABAAAAGORvfY+vKAKAGckHAIAZyQcAgBnJBwCAGckHAIAZyQcAgJkABXlDhG2otGMAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the states covariance matrices\n", "graphics.plot_state_prob_and_covariance(MAR_hmm.Pi,MAR_hmm.P, MAR_hmm.get_means(),MAR_hmm.get_covariance_matrices())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Relate behavioural outcome to states probability \n", "\n", "As mentioned, these data were recorded while subjects would rest and tap their left finger occasionally. We will now take the timings of the tappings and align the state time courses to them, to explore the relation between the states and correlates of movement in the data.\n", "\n", "We will download the tapping onset from the OSF folder first.\n", "\n", "This is stored as a boolean vector (indicating the exact tap timing) of shape (No. of timepoints)." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100%|████████████████████████████████████| 996k/996k [00:00<00:00, 11.1Mbytes/s]\n" ] } ], "source": [ "# download onset\n", "! osf -p 8qcyj fetch MEG_data/onset_tap_MAR.pkl ./example_data/onset_tap_MAR.pkl" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "# load the onset data into the notebook\n", "with open('./example_data/onset_tap_MAR.pkl', \"rb\") as f:\n", " onset = pickle.load(f)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "# concatenate the onset \n", "onset_concat = []\n", "\n", "for i in range(len(onset)):\n", " onset_concat.extend(onset[i])\n", " \n", "onset_concat = np.array(onset_concat)\n", "\n", "\n", "# find the exact timing of the onset\n", "onset_timing = np.where(onset_concat)[0]\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "# now select a window around the timings - let's say 4 seconds, from -2 to +2 after the tapping\n", "\n", "state_around_tap = []\n", "for i in onset_timing:\n", " state_around_tap.append(paddedGamma[i-500:i+501,:])\n", " \n", "state_around_tap = np.array(state_around_tap)\n" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot average state probability around finger tapping\n", "K=3\n", "cmap = plt.get_cmap('Set3')\n", "component_colors = [cmap(i) for i in range(K)]\n", "plt.figure()\n", "for k in range(K):\n", " plt.plot(np.arange(-500,501),np.mean(state_around_tap[:,:,k],0), color=component_colors[k], label='state %d'%(k+1))\n", "plt.xticks(np.arange(-500,501,Fs), np.arange(-2,3))\n", "plt.vlines(x=0, ymin=0.15,ymax=0.65,linestyle='--', color='k', label='tap')\n", "#plt.yticks([0,0.5,1])\n", "plt.legend()\n", "plt.xlabel('Time [s]')\n", "plt.ylabel('Probability')\n", "plt.title('States probability around finger tapping onset')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get states spectral properties " ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# get states spectral properties\n", "#options = {'order':autoregressive_order}\n", "spectral_measures = spectral.multitaper_spectral_analysis(X_preproc, idx_data, Fs=250, Gamma=paddedGamma, options={'fpass':[0,50]})" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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ePVs1GAydynMfPXpUXbp0qZqTk6Pq9Xo1Pz9fveaaa9RXXnkl3OZnP/uZOmfOHDUlJUVNSEhQJ02apP785z/vUF69K6FS7O+//776rW99S01NTVUtFov6ta99TW1oaOjUfs2aNeqkSZNUvV6vZmdnq3fccUe4nPrp/v73v6uAeuWVV3Y4/s1vflMF1GeffbbL/jzzzDPq7Nmz1YSEBDUpKUmdPn26+sMf/lCtrKwMtxk1alSvy84fO3ZMvfXWW9WxY8eqJpNJTUtLUy+99FL1nXfe6dAOUL/3ve+p//u//6uOHz8+/Pt67733Op2zpqZG/d73vqcWFhaqer1ezcnJUS+77DL1mWee6dDO5XKpP/7xj9XRo0eH2335y19Wjx49Gm7T3e/95ptvVhMTE7u8ps8++0xdtGiRarFY1IyMDPX2229X//3vf6uA+oc//KFXPxchhBjuFFU9bY5fCCGEGAChTXs//vhjzjvvvHh3J24UReF73/tel2l8Qgghhh5ZcyWEEEIIIYQQUSDBlRBCCCGEEEJEgQRXQgghhBBCCBEFElwJESPPP/88iqKwY8eOeHclKkLXc+LEiXh3RQwDt9xyC6qqjuj1VhAsZy7rrcRAkrFJiNiS4EoIEVVVVVX86Ec/4tJLLyUpKQlFUdi0aVO8uyWEEGIE27hxI7feeisTJkzAbDYzZswYvvnNb3a5l58Q/SH7XAkhourgwYM8+uijjB8/nunTp3fauFYIIYQYaPfccw+NjY1cf/31jB8/nmPHjrFmzRrefPNN9uzZQ05OTry7KIYJCa6EEFE1e/ZsGhoaSEtL45VXXuH666+Pd5eEEEKMcI8//jgXXXQRGs2ppK3FixezYMEC1qxZw89+9rM49k4MJ5IWKEQfVVRUcNttt5GXl4fRaGT06NHccccdeDyeDu3cbjcrVqwgMzOTxMRErrvuOurq6jq0eeONN7j66qvD5xo7diwPP/wwfr+/Q7uFCxcybdo0PvvsMy699FLMZjP5+fn84he/6NBu06ZNKIrC//t//4+f//znFBQUYDKZuOyyyzhy5Eina9m2bRuLFy/GarViNptZsGAB//rXv/r0c0lKSiItLa1PrxVCCNE/MjZ17ZJLLukQWIWOpaWlsX///j6dU4iuyMyVEH1QWVnJnDlzaG5u5lvf+haTJk2ioqKCV155BZfLhcFgCLe98847SU1N5YEHHuDEiRM88cQTLF++nJdffjnc5vnnn8disbBixQosFgvvvvsu999/P3a7nV/+8pcd3rupqYnFixfzxS9+kRtuuIFXXnmFe+65h+nTp3PllVd2aPvII4+g0Wj4z//8T2w2G7/4xS/42te+xrZt28Jt3n33Xa688kpmz57NAw88gEaj4Q9/+AOf+9zn2Lx5M3PmzInRT1EIIUQ0ydgUGYfDgcPhICMjo9/nEiJMFUJEbOnSpapGo1E//vjjTs8FAgFVVVX1D3/4gwqoixYtCh9TVVX9wQ9+oGq1WrW5uTl8zOVydTrPt7/9bdVsNqttbW3hYwsWLFAB9U9/+lP4mNvtVnNyctQvfelL4WPvvfeeCqiTJ09W3W53+PiTTz6pAuonn3wS7uv48ePVkpKSDn10uVzq6NGj1csvvzx8LHQ9x48f79XPSFVVdd26dSqgvvfee71+jRBCiL6RsSkyDz/8sAqoGzdujPi1QnRH0gKFiFAgEOD111/n85//fJdlpBVF6fD3b33rWx2OXXzxxfj9fkpLS8PHEhISwn9uaWmhvr6eiy++GJfLxYEDBzqcz2Kx8PWvfz38d4PBwJw5czh27FinvixbtqzDncqLL74YINx2z549HD58mK9+9as0NDRQX19PfX09TqeTyy67jA8++IBAINCrn4sQQoj4kbEpMh988AEPPfQQN9xwA5/73Of6dS4hTidpgUJEqK6uDrvdzrRp03rVvqioqMPfU1NTgWAKRcinn37Kfffdx7vvvovdbu/Q3mazdfh7QUFBp0EyNTWVvXv3Rvzehw8fBuDmm2/utv82my38OiGEEIOTjE29d+DAAa677jqmTZvG73//+z6dQ4juSHAlRIxptdouj6uqCkBzczMLFiwgOTmZn/70p4wdOxaTycSuXbu45557Ot2dO9v5ImkbOvcvf/lLZs6c2WVbi8XS5XEhhBBD10gdm8rLy7niiiuwWq289dZbJCUl9ek8QnRHgishIpSZmUlycjL79u2Lyvk2bdpEQ0MDr732Gpdcckn4+PHjx6Ny/p6MHTsWgOTkZBYtWhTz9xNCCBEbMjadXUNDA1dccQVut5uNGzeSm5sbtXMLESJrroSIkEajYcmSJfztb39jx44dnZ7v6i5dT0J38E5/ncfj4Te/+U3/OtoLs2fPZuzYsfzqV7/C4XB0ev7MsrxCCCEGJxmbeuZ0OrnqqquoqKjgrbfeYvz48dHoqhCdyMyVEH3wX//1X/zzn/9kwYIFfOtb32Ly5MlUVVWxbt06PvzwQ1JSUnp9rvnz55OamsrNN9/MXXfdhaIo/PnPf454IOwLjUbD73//e6688kqmTp3KsmXLyM/Pp6Kigvfee4/k5GT+9re/RXze0GaMn376KQB//vOf+fDDDwG47777oncBQgghwmRs6t7XvvY1tm/fzq233sr+/fs77G1lsVhYsmRJlK9CjFQSXAnRB/n5+Wzbto2f/OQnvPDCC9jtdvLz87nyyisxm80RnSs9PZ0333yT//iP/+C+++4jNTWVr3/961x22WWUlJTE6ApOWbhwIVu3buXhhx9mzZo1OBwOcnJymDt3Lt/+9rf7dM6f/OQnHf7+3HPPhf8swZUQQsSGjE3d27NnDxAcj04fkwBGjRolwZWIGkUdiFsQQgghhBBCCDHMyZorIYQQQgghhIgCCa6EEEIIIYQQIgokuBJCCCGEEEKIKJDgSgghhBBCCCGiIO7B1VNPPUVxcTEmk4m5c+eyffv2HtuvW7eOSZMmYTKZmD59Om+99VanNvv37+faa6/FarWSmJjI+eefT1lZWawuQQghhBBCCCHiG1y9/PLLrFixggceeIBdu3YxY8YMSkpKqK2t7bL9li1buOmmm7jtttvYvXs3S5YsYcmSJR12Iz969CgXXXQRkyZNYtOmTezdu5ef/OQnmEymgbosIYQQQgghxAgU11Lsc+fO5fzzz2fNmjUABAIBCgsLufPOO/nRj37Uqf2NN96I0+nkzTffDB+74IILmDlzJmvXrgXgK1/5Cnq9nj//+c997lcgEKCyspKkpCQURenzeYQQQkRGVVVaWlrIy8tDo4l7csWgImOTEELERyRjU9w2EfZ4POzcuZNVq1aFj2k0GhYtWsTWrVu7fM3WrVtZsWJFh2MlJSW8/vrrQHDg+fvf/84Pf/hDSkpK2L17N6NHj2bVqlU9bg7ndrtxu93hv1dUVDBlypS+X5wQQoh+KS8vp6CgIN7dGFQqKyspLCyMdzeEEGLE6s3YFLfgqr6+Hr/fT3Z2dofj2dnZHDhwoMvXVFdXd9m+uroagNraWhwOB4888gg/+9nPePTRR1m/fj1f/OIXee+991iwYEGX5129ejUPPfRQp+Pl5eUkJyf35fKEEEL0gd1up7CwkKSkpHh3ZdAJ/UxkbBJCiIEVydgUt+AqFgKBAABf+MIX+MEPfgDAzJkz2bJlC2vXru02uFq1alWHGbHQDzA5OVkGMCGEiANJe+ss9DORsUkIIeKjN2NT3IKrjIwMtFotNTU1HY7X1NSQk5PT5WtycnJ6bJ+RkYFOp+uU0jd58mQ+/PDDbvtiNBoxGo19uQwhhBBCCCGEAOJYLdBgMDB79mw2btwYPhYIBNi4cSPz5s3r8jXz5s3r0B5gw4YN4fYGg4Hzzz+fgwcPdmhz6NAhRo0aFeUrEEIIIYQQQohT4poWuGLFCm6++WbOO+885syZwxNPPIHT6WTZsmUALF26lPz8fFavXg3A3XffzYIFC3jssce4+uqreemll9ixYwfPPPNM+JwrV67kxhtv5JJLLuHSSy9l/fr1/O1vf2PTpk3xuEQhhBBCCCHECBHX4OrGG2+krq6O+++/n+rqambOnMn69evDRSvKyso6lDucP38+L774Ivfddx/33nsv48eP5/XXX2fatGnhNtdddx1r165l9erV3HXXXUycOJFXX32Viy66aMCvTwghIqWqKj6fD7/fH++uxIxer0er1ca7G0IIIXppuI9NWq0WnU4XlfW+cd3narCy2+1YrVZsNpssGhZCDBiPx0NVVRUulyveXYkpRVEoKCjAYrF0ek4+f7snPxshRDyMlLHJbDaTm5uLwWDo9Fwkn7/DqlqgEEIMVYFAgOPHj6PVasnLy8NgMAzLinmqqlJXV8fJkycZP368zGAJIcQgNhLGJlVV8Xg81NXVcfz4ccaPH9+vTewluBJCiEHA4/EQCAQoLCzEbDbHuzsxlZmZyYkTJ/B6vRJcCSHEIDZSxqaEhAT0ej2lpaV4PB5MJlOfzxW3aoFCCCE668/dsqFiuN31FEKI4W4kjE3Rusbh/5MSQgghhBBCiAEgwZXoFb8/QGODC0eLG58vEO/uCCGEEB14vX4aG5y0tnqRWl1CiHiRNVfirBobnBz4rBZ3my98zGjUMWFyJhmZnat9CSGEEAPJ5/Wz6+OTuJweALRaDUnJRiZOzsKc2LnylxBCxIrMXIlu+bx+Dnxaw793VeJu86HXa9Hpg/9k3G4fx440yN1BIQQffPABn//858nLy0NRFF5//fV4d0mMIKqq8ukn1bicHjQaBUUJZls0N7Vy4lhjvLsnhIiTeI1NElyJbn26r5qqSjsABYUpXHBRMRcvHMv8i0ej0Sg4HR5a7O4491IIEW9Op5MZM2bw1FNPxbsrYgQ6eqiexgYXGo3CrPMLuORz4zjn3DwAamtacLt9ZzmDEGI4itfYJGmBoktOh4fG+uBmcTNn55Oadqr8ptGkIzPbQk1VC5UnbSRb+16uUgjRPVVV8anxWeOoUzS9rup35ZVXcuWVV8a4R0J0VlVho7ysGYDJ07JJSg6OR+kZiSRbTdhtbVRV2Cgekx7HXgoxvMjY1DMJrkSXKk/aAMjITOwQWIXk5VupqWqhtqaFcRMz0Olkrxohos2nBvifzz6Oy3vfOeV89Ir8fy0GL5/Pz+GD9QAUj0kjKzupw/MFhSl8Zqum4qSNouI0NBrZAkCIaJCxqWeSFjiI+Xx+9n9aQ3lp0wC/b4CqqmA6YH6htcs21hQT5kQ9fr9KTbVjILsnhBBCUFVpx+8PYE7UUzwmrdPzmdkWDAYtHref+joZp4QQA0NmrgYpny/Av3dVYre1oSiQk5uM3jAwkXptdQt+X4CEBH2Xs1YQ3AQ0L9/KkUP1VJ60kV/QdRAmhOg7naLhzinnx+29hRisVFXlZHs6YEFhSpdpQhqNQm6+ldLjjZwss3Wa2RJC9I2MTT2T4GoQ8vkC7N1dgd3WBoCqQl2tg7wBCGBUVeVkeTMAeYXWHvNas3OTOXq4AUeLmxZ7WzjXXQgRHYqiDPr0ByHiob7OSVurD51OQ05ecrft8guslJ1oxNbciqPFjSXJOIC9FGJ4krGpZ4M//BthAgGVvbsrsDW3odNpyM4J3mmrrR2YlAabrQ2nI1jONreHAQvAYNCSmZ0IQGWFfSC6J4QQQoRnrfIKrGi13X+VMZp0ZGQF92MsG+AUeyHEyCQzV4NMY4MLW3MbWq2GGbPy0ek11FS30NzowuPxY4hxamBF+6xVdk4Sev3Z3ys7J5naagfNTa6Y9ksIMXg5HA6OHDkS/vvx48fZs2cPaWlpFBUVxbFnIhaam1r5964Kxk7IoKAwZcDfv8XeRnNTK4rS/brg0xWNSqWuxkFNVQtFo1Jl9kqIESJeY5PMXA0y7jYvAKlpCSRbTZjNBixJRlQV6mM8e9XU6KK2vThFbwYsgOTk4CDlcnrx+eJTllMIEV87duzg3HPP5dxzzwVgxYoVnHvuudx///1x7pmIhYryZgIBlZqqlri8f2jWKjPLgsmkP2v7ZKuJrOzg7NWRw/Wx7JoQYhCJ19gkM1eDjMfjB8BgPPWrycq24GhxU1sTu3VXocqEALn5yb1eP2Uw6jAadbjdPhwONykpCTHpnxBi8Fq4cCGqqsa7G2IABAIBGtr3QGyxuwkE1AEtce7zBcIVagtHpfb6dWPGZVBX66CpwUVjg5O09MRYdVEIMUjEa2ySmatBxtO+k/zp6X+hO27NTS48ntjsNH/4YB3uNh+mBB3jJmRG9NpQioXD7o5F14QQQgwSTY2t+P3BLAVVVXG0DOznvq25FVVVMZl0EW1gn2DWk9+ewnj0UL3cDBBCxIwEV4NMVzNXCWYDSeHUQGfU37Ou1kF1ZTC9Y/LUHHS6yP5ZJLWnBra0tEW9b0IIIQaPM9PTW+wD+7lva24FICU18iyJ4tFp6HQaHA5P3FIahRDDnwRXg4y7febKeEbhisz22avamugOCIGAyqH9tQAUFaf2acBKap+5apGZKyGEGLZUVaW+LniDLzRrFNoyZKA0N/U9uNIbtBSNDqYSnjjeKLNXQoiYkOBqkOlq5goIb37Y1NiKz+uP2vs5nR48Hj86nYbRYzvvcN8blnBRC084XUQIIcTwYre14fH40eo0FBUHgxT7AN5U8/sD2G3B97P2IbgCyC9IQafT0OryhteOCSFENElwNYioqtrlmisI5osbTcGAqyWKOe6O9pQOS5IRjaZv/xyMRh16vRZVBafDE7W+CSGEGDxCs1bp6WasKcGZK5fTE9Ubfj2x29pQVRWDQUtCwtmrBHZFp9OQmx/cwzFUdVAIIaJJgqtBxOcLEMpSMBg77zEVSr+L5gLiUKCW1I99PxRFOW3dlaQGCiHEcBRab5WRZcFg0GGKwQ2/npyeEqgofa9QGCps0dTowumQMUsIEV0SXA0ioVkrnU7T5SySJQbBVehcodS+vjpVMVCKWgghxHDjdHpwubwoCqRnmIGBX3fVn2IWp0tI0JORFSzFLrNXQohok+BqEOluvVVIKICJ1l3C08vo9mfmCpCZKyGEGMZCs1apaWZ0umBmRWg/xIGoGBgIqNiag+/T3+AKoKB99qq6qgXvAKU1CiFGBgmuBpFQpcCuUgLhVAAUrcIRrS4vfn9wA0hzoqFf50pKCg6yjhYPgYBUYBJCiOHE6Qyupz09sDk1cxX7m2ot9jYCARW9XtPv8QqC12FJMhIIqFSetEWhh0IIESTB1SDicQfvnhkNXc9cGU06dHoNqhoMsPorVDrdkmTsV/46gClBh06nQVXVqPRNCDF0rF69mvPPP5+kpCSysrJYsmQJBw8ejHe3RBSF0tZDhZXgVMaC2+3D3RabDe5DmttTAq0p/VtvFaIoCgVFKQBUnrRJWXYhhqF4jU0SXA0iHk/XlQJDFEWJ6p5SoRQ+Sz9TAiHYt3Daoqy7EmJEef/99/ne977HRx99xIYNG/B6vVxxxRU4ndHf9HygPPXUUxQXF2MymZg7dy7bt2/vsf26deuYNGkSJpOJ6dOn89Zbb3Vqs3//fq699lqsViuJiYmcf/75lJWVxeoSosoduvl3Wtq6Vqsh0RKcRbLH+HO/P/tbdScr24JGo9DW5ovqWmYhxOAQr7FJgqtB5GxrriC6RS0cLcHBsL/rrUJk3ZUQI9P69eu55ZZbmDp1KjNmzOD555+nrKyMnTt3xrtrffLyyy+zYsUKHnjgAXbt2sWMGTMoKSmhtra2y/Zbtmzhpptu4rbbbmP37t0sWbKEJUuWsG/fvnCbo0ePctFFFzFp0iQ2bdrE3r17+clPfoLJZBqoy+qX8DYhZ4xPyQOw7kpVo7veKkSr1ZDWXpwjVGZeCDF8xGtskuBqEPGcZc0VnAqE+hvAqKp6qgx7PysFhoT6FtqLRAjRXyrgi9Oj7/8P22zBNSxpaX3bmDzeHn/8cW6//XaWLVvGlClTWLt2LWazmeeee67L9k8++SSLFy9m5cqVTJ48mYcffphZs2axZs2acJsf//jHXHXVVfziF7/g3HPPZezYsVx77bVkZWUN1GX1md8fwOcLrvM1njE+DUTFQFtzG35fAK1WE5VMi9NlZloAqGsv2CGE6A0Zm3rS/RSJGHChNVeGbtZcAVjChSPcqKra59xzd5sPnzeAohBO6+ivYC58MGWxuqqF3LzkqJxXiJHLD6yP03svpi9DRCAQ4Pvf/z4XXngh06ZNi363Yszj8bBz505WrVoVPqbRaFi0aBFbt27t8jVbt25lxYoVHY6VlJTw+uuvA8Gfyd///nd++MMfUlJSwu7duxk9ejSrVq1iyZIlsbqUqAkVW9JqFbTajvdkwxkL9v6NST2pqgh+IcrMToz6+dMzE1EUcDo8tLo8JJijMx4KMbzJ2NQTmbkaRMJrrnqYuTIn6tFoFAIBFZfL2+f3Cs1aJSYautxTqy9MCXqKx6YDcPhALS6XFLYQYqT53ve+x759+3jppZfi3ZU+qa+vx+/3k52d3eF4dnY21dXVXb6murq6x/a1tbU4HA4eeeQRFi9ezD//+U+uu+46vvjFL/L+++932xe3243dbu/wiIfwjT+jrlNwk2gJFkTy+QK0tfZ9TOqO1+untiY4q5SXb436+fV6Ldb2VMO6WkkNFGK4GsixSWauBolAQMXrDaZd9DRzFSocYbe14bC7SexjSdpwpcDk6Ob7jypOpanBRXNTK599Us2s8wvRaKJ/J1OIkUFL8C5dvN47MsuXL+fNN9/kgw8+oKCgIAZ9GpoCgeBn+xe+8AV+8IMfADBz5ky2bNnC2rVrWbBgQZevW716NQ899NCA9bM7oZkrYxfrgTUaBUuSgRa7mxa7O+ozP7XVLQQCKomJhnAKYrRlZlpobmylvs5BUXFqTN5DiOFFxqaeyMzVIBGatVIU0Ot7/rVEYzPhaG0efCZFUZg8LRudTkOL3c2JYw1RPb8QI4tC8B5YPB69vymiqirLly/nr3/9K++++y6jR4/uz0XHVUZGBlqtlpqamg7Ha2pqyMnJ6fI1OTk5PbbPyMhAp9MxZcqUDm0mT57cY7XAVatWYbPZwo/y8vK+XFK/hfdg7KaSbWgzYXsUqtieTlVP7UGVW5Ack5RDgIysRCC4tiu09lkI0RMZm3oiwdUgcfp6q7MNIEnhioF9X0Dc0v5aS5SKWZzOZNIzcUpwkXbZiSa8Xn/U30MIMXh873vf43//93958cUXSUpKorq6murqalpbW+PdtYgZDAZmz57Nxo0bw8cCgQAbN25k3rx5Xb5m3rx5HdoDbNiwIdzeYDBw/vnnd9pf5dChQ4waNarbvhiNRpKTkzs84sHTw8wVnF4pNrpFLVrsbhwODxqNQk5u7K7dZNKHr0GqBgoxfMRrbJK0wEGiN+utQk4vxx7pAmKfz09VpT0czFks0Q+uALKykzie2IDL6aWp0UVWdlJM3kcIEX9PP/00AAsXLuxw/A9/+AO33HLLwHeon1asWMHNN9/Meeedx5w5c3jiiSdwOp0sW7YMgKVLl5Kfn8/q1asBuPvuu1mwYAGPPfYYV199NS+99BI7duzgmWeeCZ9z5cqV3HjjjVxyySVceumlrF+/nr/97W9s2rQpHpcYEXc3ZdhDQjNXjigXtagMFbLIsqDXR54KFImMTAstdjd1dQ7yCqK/tksIMfDiNTZJcDVI9KZSYEiixYCigNcbwN3mw5SgP+tr/P4Ax440UFVhx+8P5v9bU0zodLGbvExLT8TlbKaxQYIrIYaz4bb1wo033khdXR33338/1dXVzJw5k/Xr14eLVpSVlXUoBDR//nxefPFF7rvvPu69917Gjx/P66+/3qEi1XXXXcfatWtZvXo1d911FxMnTuTVV1/loosuGvDri5Sniw2ETxcsjBQsatHa6sUchXVXPl+A2uoWgAEJdjKzEjl+tIGmhlY8Hl+vxmIhxOAWr7FJPj0GiUhmrkJ7fbTY3TTUO8kvTOmxvaqq7N9XE97Hw2zWk1+UEtM0C4C0dDMny4LBVaxK9AohRCwsX76c5cuXd/lcV7NN119/Pddff32P57z11lu59dZbo9G9AeU+yx6MGo1CouVUUYtoBFf1dQ78fpUEsx5rSuw3WjYnGkhKDo6rFeU2RrdXvhVCiEjJmqtBIpKZKyA8E1RTffaND48daaCu1oGiKEw7J5c580dRUJgS01krgJTUBDQaBXebD5cz+iV6hRBCxN7Z1lwBJLenBrbYo7PuqrHeBQRTAgfixpyiKBQWBSsFVpy0hTM8hBAiUhJcDRKhmStjL2auALKyg7vK25pbcbd1X92o8qSNshNNAEyamkVm9sAMVBCcYbOmBPcPaWyQRcJCCDHU+HwB/P5gak13a66g42bC/aWqanjMSM9I7Pf5eisz24LRqMPr8YdTEoUQIlISXA0S7ghnrkwJp1Ilamu6HgSam1s5dKAWgOIxaTFPA+xKWroZgMYG14C/txBCiP4JzVppdZoesx1CRS1a2gst9Yfd7sbrDaDVaWK2t1VXNBqFgqIUAMrLmofdWkIhxMCQ4GqQiGTNVUgoNTC0e/2ZThxtRFWDs1zFY9L638k+SMsIBlfNTa2SZiGEEEPMqQ2Eex6bzO1FLfy+AK2u/qWBN9YHZ63S0swDvgl9bn4yWq2C0+GhqVFuCgohIifB1SCgqmrEa64gmMIAYLe10dracTBzOtzhgWHM+Iy4FZNITDRgNOoIBFRszUNvzxshhBjJzlaGPUSjUU5tcN/P1MCGUHDVfnNuIOn1WnLyglke5aXNA/7+Qoihb1AEV0899RTFxcWYTCbmzp3L9u3be2y/bt06Jk2ahMlkYvr06bz11lsdnr/llltQFKXDY/HixbG8hH7x+wMEAqGc9t7PXBmNOlJSg2uazkwNLC9rBoLlZRN6Uao9VhRFOZUaWC93AYUQYig5Wxn2051ad9X3ohYejy8cnKWnD9x6q9MVtqcGNja4cDk9cemDEGLointw9fLLL7NixQoeeOABdu3axYwZMygpKaG2trbL9lu2bOGmm27itttuY/fu3SxZsoQlS5awb9++Du0WL15MVVVV+PGXv/xlIC6nT0KDl1anQauN7FeSndOeGnha1UCPx09NVTDYKmivfhRPoeCqQdZdCSHEkOLuRaXAkNC6K3s/Zq5C63MTLQaMpvjsFpNgNoTHrRopbCGEiFDcg6vHH3+c22+/nWXLljFlyhTWrl2L2Wzmueee67L9k08+yeLFi1m5ciWTJ0/m4YcfZtasWaxZs6ZDO6PRSE5OTviRmhr/IKM74bQLQ+Q70GdkWVAUcLS4w4NSZYWNQEDFkmQckP1Bzia1fZByOT04WvpfSUoIIcTA8Jxlj6vTnT5z1dc1tqEMh4GsEtiV0I3LmuoWKWwhhIhIXIMrj8fDzp07WbRoUfiYRqNh0aJFbN26tcvXbN26tUN7gJKSkk7tN23aRFZWFhMnTuSOO+6goaGh23643W7sdnuHx0DyeCJfbxViMGjJyAyuvfr3rgoOH6ijorwZCKY2DIaNe/V6LZlZwT4e+KxGBiohhBgiIpm5Skw0YEoIrrENrZuKRLAEezC4Cs0cxUtGlgWNRqHV5ZWbgkKIiMQ1uKqvr8fv95Odnd3heHZ2NtXV1V2+prq6+qztFy9ezJ/+9Cc2btzIo48+yvvvv8+VV16J3+/v8pyrV6/GarWGH4WFhf28sshEusfVmSZNyQovwD1Z3ozH7cdg0JLVfudtMBg/MROtTkOL3U1FuS3e3RFCRNHTTz/NOeecQ3JyMsnJycybN49//OMf8e6WiILwNiG9CK4URTlVxbYXG9wDNDW62PVxOf/eXcGne6vxev1odaf2SIwXnU5DRmZw9iyUZi+EGFriNTbFPS0wFr7yla9w7bXXMn36dJYsWcKbb77Jxx9/zKZNm7psv2rVKmw2W/hRXl4+oP31ts9c6fuQFgig02uZPDWbc87NC+eoF4xKGfAStj0xmnSMHZcOwLEj9bS19q9UrxBi8CgoKOCRRx5h586d7Nixg8997nN84Qtf4NNPP41310Q/BCvZ9n7mCk5tcN9Q78Tn6zk10OcLsH9fDbbmNhrrXdTVBgOyeJRg74qkBgoxtMVrbIrPatF2GRkZaLVaampqOhyvqakhJyeny9fk5ORE1B5gzJgxZGRkcOTIES677LJOzxuNRoxGYx+uIDrCwZW+b8FVSHpGInPmjcLpcA/oxou9lVdgpaa6BVtzG4cO1DJ9Zt6gSFsUQvTP5z//+Q5///nPf87TTz/NRx99xNSpU+PUK9FfPt9plWx7efPPkmQkwayn1eWloc5Bdg+b15ceb8Tt9mEy6Rg1Og2Px4/fHyCvwBqV/vdXWkYiOp0Gj8dPc1MrqWnxTVUUQkQmXmNTXGeuDAYDs2fPZuPGjeFjgUCAjRs3Mm/evC5fM2/evA7tATZs2NBte4CTJ0/S0NBAbm5udDoeZV5vaM1V/4IrCKYyWFMSBmXQoigKEydnoygKDfUu6usiz8kXYiRRVRW/PxCXR1/v1Pv9fl566SWcTmePn8ti8AvNWukiqGQbTA0Mzl51t8E9gNPhoby0CYDxkzLJK7BSPCaNseMz4rp9yOk0mlPXIqmBQpwiY1PP4jpzBbBixQpuvvlmzjvvPObMmcMTTzyB0+lk2bJlACxdupT8/HxWr14NwN13382CBQt47LHHuPrqq3nppZfYsWMHzzzzDAAOh4OHHnqIL33pS+Tk5HD06FF++MMfMm7cOEpKSuJ2nT3x9DMtcChJtBgoKk6h9HgTx47Uk56ROCjSP4QYjAIBlQ/ePRqX977kc2PRanv//+Ynn3zCvHnzaGtrw2Kx8Ne//pUpU6bEsIci1iIpZnG6rOwkSo830VDvwuf1ozsjK0NVVQ4dqEVVgxkXoaJMg1FWThKVFXbqah3haoh6vTZc8EKIkUjGpp7FPbi68cYbqaur4/7776e6upqZM2eyfv36cNGKsrIyNJpTd8zmz5/Piy++yH333ce9997L+PHjef3115k2bRoAWq2WvXv38sc//pHm5mby8vK44oorePjhh+Oa+tcTrzeYl97ftMChomhUKpUnbbicXqor7YMmBUQI0XcTJ05kz5492Gw2XnnlFW6++Wbef/99CbCGsEiKWZwu0WLAnGjA5fRQX+cMF1yC4Jeyk2XNNDe1otEojJ+UGdU+R1tKagJGow6328ehA3Xh4xMnZ8nYJcQQEI+xSVFllWYndrsdq9WKzWYjObn7fPFo+XDTMbxeP+fPK8JiGZwBYLSVlzZx5FA9BqOWCy4sjnjzZCGGm7a2No4fP87o0aMxmYJrJlVVDa95GWgajdKv9OJFixYxduxYfvvb33Z6rqtrDRnoz9+hZKB/NqXHGzl2pIGc3CQmT+t+XXNXjh9t4MSxRqwpJorHpKEoCnZbGxXltvCMWPGYNEaPTY9F16OqscFJZYUdVBWXy4vT4SE3L5lJU7PP/mIhhjgZm4Ii+fyN+8zVSKeqanjN1UiZuQLIL7RysqyZtjYfJ8uaGTU6Ld5dEmLQURQlovSHwSQQCOB2y/5AQ1l4g/sIZ64gmBp44lgjtuY2/r2rssNzBoOW/MIUiopTo9LPWEtLTyQtPViWva7Gwb69VbTI3ldiBJOxqWcSXMVZKCUQRlZwpdFoGD0unf37aig70URevnVErDkTYjhatWoVV155JUVFRbS0tPDiiy+yadMm3n777Xh3TfSDpz0tMNI1VxBMDRw1OpXGBhdqQCWgquj1WvLyrWTlWDqk+w8lliQDAC6nh0BAlXVXQgxi8RqbJLiKs1AZdp1OM+I+pLNzkig/0YTD4eHE8UbGTxzcufdCiK7V1taydOlSqqqqsFqtnHPOObz99ttcfvnl8e6a6IdTM1d9u/E1ZlwGY8ZFs0fxZ0rQo9Vq8PsDtLo8JI6QVH4hhqJ4jU0SXMVZOCVwBM7aKIrCmPEZ7N1dSUW5jYKilEFTglcI0XvPPvtsvLsgYiB0889gkK8KIYqiYEkyYGtuo6XFLcGVEINYvMamoTkvP4xEawPhoSot3UxqWgKqqnL8SEO8uyOEEKKdx9M+czUCb/71JFR4ytHiiXNPhBCDkQRXceaJ4gbCQ5GiKIwdnwFATXULLfa2OPdICCFEcMPOYDWwvhS0GM4sSe3BlUOKWgghOpPgKs5G+swVQFKyieycJACOHq7v8+7bQgghoiNUzEKjGbpVwWIlHFxJxUAhRBckuIqzkbzm6nSjx6WjKApNja00Nrji3R0hhBjRTk8J7M+eMsNRoiVYMdDr8YeLfgghRIgEV3EmM1dBCQl68guDu92XlzbFuTdCCDGyeULFLCQlsBOtVoM5MVh8SWavhBBnkuAqzkb6mqvTFRalANDU2IrLJQuFxcg0EtJiR8I1DnUetxSz6MmpohYSXImRYSR8bkfrGiW4ijOZuTrFlKAnLd0MQFWFPc69EWJg6fXBO+Eu1/BPi/V4gjdPtFr53BuswjNXElx1SYpaiJFiJI1NoWsMXXNfyXx/nMmaq47yCqw0NrioqrAzemz6iNtYWYxcWq2WlJQUamtrATCbzcNyrUsgEKCurg6z2YxOJ0PQYCVpgT07VdRCsizE8DYSxiZVVXG5XNTW1pKSktLvG3/yqRlHqqqemrmS4AqA9IxEDEYtHrefulpHuIqgECNBTk4OQHgQG640Gg1FRUXDboAeTiQtsGehtECX04PfH0CrlUQgMXyNlLEpJSUlfK39IcFVHPn9KoFAML9T0gKDNBqF3DwrpccbqTxpk+BKjCiKopCbm0tWVhZerzfe3YkZg8GARiNfRgezU2mB8jWhKwajFr1ei9frx+nwkGw1xbtLQsTMSBib9Hp91FLV5VMzjkIpgbKPSEd5+cmUHm+kuakVl9ODOdEQ7y4JMaC0Wq2sRxJxFQqu9Eb5d9gVRVGwJBloamzF0eKW4EqMCDI29Y7cOoyj04tZSHrMKaYEPekZwcIWlRW2OPdGCCFGHkkLPLvQuqvmptY490QIMZhIcBVHUsyie3kFwT2vqirs+P2BOPdGCCFGDp8vEE5Zl7TA7mVlB9PWa2taaGsdnqlSQojISXAVR1KGvXvpGYmYEvT4fAGqq1ri3R0hhBgxvJ7grJVGo6DTydeE7iRbTaSmJaCqUFbaFO/uCCEGCbklFUeyj0j3FEWhoNDKkUP1nCxrJi8/WVInhRBiALjDZdhlbDqbouI0mhorqKqwUzwmbcBm+vz+AHt3V9Lq8mI06TAatZgTDaSlJ5JsNck2JkLEkQRXcSRpgT3LzUvm+NEGXE4PTY0u0tIT490lIYQY9rxuqRTYW6lpCSQlG2mxuzlZ1syYcRkD8r5VFfbwWi93+/o4cFJ6vAmdXkNWdhLjJmRIiXgh4kD+r4sjSQvsmU6vJTcvuPaqvKw5vp0RQowoTz31FMXFxZhMJubOncv27dt7bL9u3TomTZqEyWRi+vTpvPXWWx2ev+WWW1AUpcNj8eLFsbyEPvN4pJhFbymKwqjRaQBUlNvw+fwxf0+/P0DpiUYAisekMW1GLuMnZpKVY0Gn0+DzBqg8aaP0uKQqChEPElzFkcxcnV1+UTC4aqx34XJ64twbIcRI8PLLL7NixQoeeOABdu3axYwZMygpKel2A80tW7Zw0003cdttt7F7926WLFnCkiVL2LdvX4d2ixcvpqqqKvz4y1/+MhCXEzFJWY9MRmYi5kQDPl+AivLYV7itrrTjcfsxGnWMGp1KZpaFgqIUpk7P5cIFY5g4OQuA8tImWl1SaEOIgSbBVRyF9xHRy6+hO2azgfSMYDrgyfLm+HZGCDEiPP7449x+++0sW7aMKVOmsHbtWsxmM88991yX7Z988kkWL17MypUrmTx5Mg8//DCzZs1izZo1HdoZjUZycnLCj9TU1IG4nIiFy7AbJS2wNxRFYVRx8HdZeryR1ihWDvT7Axw9XE99nQOAQCAQnpEqGp3aaTNujUYhNz+Z1LQEAgGVI4fqotYXIUTvyLf6OArNXElee88K2mevaqtbUFU1zr0RQgxnHo+HnTt3smjRovAxjUbDokWL2Lp1a5ev2bp1a4f2ACUlJZ3ab9q0iaysLCZOnMgdd9xBQ0NDj31xu93Y7fYOj4EgM1eRy85Nwppiwu9XOfBZTdTGqrITTZSdaOKTPVV8ureK8tJm3G4fBqOW3LzkLl+jKArjJ2aiKFBf56Sh3hmVvgghekeCqziSNVe9k5JqRqtV8HoDOFrc8e6OEGIYq6+vx+/3k52d3eF4dnY21dXVXb6murr6rO0XL17Mn/70JzZu3Mijjz7K+++/z5VXXonf3/0andWrV2O1WsOPwsLCflxZ750KruTGX28pisKkqdloNArNja1UVvQ/EFZVlZrTtiKprXFw7EgwIB9VnNZjsYpEi5H8whQADh+sC+9bJoSIPQmu4iQQUPH5gpvj6g3ya+iJRqOQkpoAQFNja5x7I4QQkfvKV77Ctddey/Tp01myZAlvvvkmH3/8MZs2ber2NatWrcJms4Uf5eXlA9LXcEELKcUeEbPZwJjx6QAcPVTX742F7bY2Wlu9aLUKM2fnk5hoAIIzirn5Xc9anW70mDQMBi2tLi811bJfpBADRb7Vx0koJRBk5qo3UtPMADQ1uuLcEyHEcJaRkYFWq6WmpqbD8ZqaGnJycrp8TU5OTkTtAcaMGUNGRgZHjhzpto3RaCQ5ObnDI9ZUVcXjlrTAviooTAmnBx460L/1TtWVwdmvzCwLqWlmzrugkMlTs5k5O79XJdZ1ei35hcG0+vpaR7/6IoToPQmu4iRcKVCvkc1xeyEUXDU3tUp6gxAiZgwGA7Nnz2bjxo3hY4FAgI0bNzJv3rwuXzNv3rwO7QE2bNjQbXuAkydP0tDQQG5ubnQ6HiV+vxr+jNVLWmDEFEVh4pRgimhDvRN3m+8sr+ia3x+gtiYYEGXnBoNqjUZDTl4yiRZjr8+TkWkBoLHBhd8f6FNfhBCRkeAqTsLrreTOYK8kWgzoDVoCARW7rS3e3RFCDGMrVqzgd7/7HX/84x/Zv38/d9xxB06nk2XLlgGwdOlSVq1aFW5/9913s379eh577DEOHDjAgw8+yI4dO1i+fDkADoeDlStX8tFHH3HixAk2btzIF77wBcaNG0dJSUlcrrE7oZRArVZBp5OvCH2RmGgg2WoCoLamb+l4DfVOfL4ARqOO1LSEvvfFYsBo0hEIqJL5IcQAkU/OODk1cyXBVW8oikJqeN2VDBBCiNi58cYb+dWvfsX999/PzJkz2bNnD+vXrw8XrSgrK6Oqqircfv78+bz44os888wzzJgxg1deeYXXX3+dadOmAaDVatm7dy/XXnstEyZM4LbbbmP27Nls3rwZo7H3sxADIbxFiMxa9Ut2ThJAePYpUtWVwaAsOzepX9ktiqKQkRnczqShTqoGCjEQ5NMzTmTmKnKp6WZqaxw0NrgYPTY93t0RQgxjy5cvD888namrIhTXX389119/fZftExISePvtt6PZvZgJ73ElY1O/ZGZbOHywLlyUIiFB3+vXejw+GhuCgVBOblK/+5KRmUhFuY36OicTVFWWIggRYzJzFSfhUrcyc9VroXVXLfa2cKVFIYQQ0RO68SeVAvvn9HS+2ggq9bW1ejnwaS2qCklJxojWV3UnJTUBrVbB4/HTYpftTISINQmu4iScFih3B3stIUGPKUGPqgYLWwghhIgut1v2uIqWrPbUwN6UQff7Axw/2sC2LaXhTX+LRqdGpR8ajYa09GBqYL2kBgoRcxJcxYnPG5x50ekkuIpEWpqsuxJCiFjxeiQtMFoysywoCjgdHpyOnmeMDu2v5cSxRgIBlZTUBM6/oIis7P6nBIacWnclJdmFiDUJruLk9FLsovdCqYGNDS5UVUqyCyFENIVT1iW46je9XhueMaqp7j6ocTk9VFcFZ7emTMth5ux8LEnRLXSSnhHsh8Ph6ffmxkKInsk3+zgJrRnSyZqriKSmmdFoFFxODwc+q5UASwghoigcXBklLTAasnOC+0xVVdq6TWcvO9EEQHqGud/VAbujN2ixpgTLw0tqoBCxJcFVnPjaZ65kH5HI6A1aJk/LRlGCu9cf3C8BlhBCREtonytZDxwd6ZkWjCYdHref3TtO8sm/K3E5PeHn21q9VFfZARg1Oi2mfcnMCgZ6vVkDJoToO/lmHyfe9jVXss9V5LKyk5g8NQeAqgo7h2IcYPl8fpqbWrHb2nA63OEvH0IIMdyE1gNLJdvo0Ok0nDenkLwCKwD1tU4+/qiMqgobAGWlTahqsKKfNaXvmwX3RqjAht3WhsvlOUtrIURfybx/HKiqis/XPnMla676JDs3CRWV/ftqqKyw4/H4mTI9B602uj9PVVX5965K7La2DsdnzMonLd0c1fcSQoh4CgTU01LWZWyKFoNRx8TJWRQUWjl8sJ6mRhcHPqulubmV2va1WLGetYJgefi0dDONDS5qqlpkv0ghYkQ+PePA71cJTbTIzFXf5eQmM2V6DoqiUF/nZPeOk7jd0Z1VstvasNvaUBQwmnTh4O3Escaovo8QQsRb6KYfSCXbWEi0GJkxK4/RY4OBVHVlC4GASlKyMbwnVqxlt29KXFPVIin1QsSIBFdxEBrAFAU0GtkpvT+yc5KYOTsfvV5Di93Nzu3lUQ2wKsqDqRvZuUnMv3g0c+ePQlHA1tzaaTZLCCGGslNbhGhkbIoRRVEoHpPOOefmhddcjx6THpMiFl3JzLKg1Sq0tnplDBMiRiS4ioPwAKbXDtgH6nCWkprArDmFJCTocbf5OHq4Pirn9bh91NYEF/7mF6QAwdmr7Pa89bLSpqi8jxBCDAahLUIkJTD20jMSmXvhKGbPKSS9fQ+qgaDVasKFLULl34UQ0SWfoHEQ3uNKKgVGjdlsYMr0YJGLmqqWbkvenk5VVepqHdRWt+Bu6zzbVVlhR1UhKdlIstUUPl44KhWAuhoHrS7ZL0QIMTyc2n9RUgIHgsGg6zC2DJTs3GQAaqtbCAQCA/7+Qgx3g+Lb/VNPPUVxcTEmk4m5c+eyffv2HtuvW7eOSZMmYTKZmD59Om+99Va3bb/zne+gKApPPPFElHvdd7LHVWwkW03k5gcHjcMHagkEus8n9/kCfLKnin3/ruLTT6rZsvk4Wzcf58ihOnw+P4GASuXJYEpgQWFKh9dakozhYhblZTJ7JYQYHk7PqhDDV2paAgajFp8vQEOdK97dEWLYiXtw9fLLL7NixQoeeOABdu3axYwZMygpKaG2trbL9lu2bOGmm27itttuY/fu3SxZsoQlS5awb9++Tm3/+te/8tFHH5GXlxfry4iIT1IvYmbMuAx0Og0Oh4fKChuqqmK3tVFx0kZDvROPx0drq5ddH5fTUO9Eo1GwWAwAtLX5KC9tZvuWMo4ersft9qHXa8nMtnR6n9DsVVWFPXy3VwghhjLJqhgZFEUhO6d99qpGUgOFiLa4f4I+/vjj3H777SxbtowpU6awdu1azGYzzz33XJftn3zySRYvXszKlSuZPHkyDz/8MLNmzWLNmjUd2lVUVHDnnXfywgsvoNfrB+JSei28x5VUY4o6g0HLmHHB8rLHDtfz4fvH2Lm9nEP7a9m7u5J/vX+cbf86gdPhwWDQMvO8As6fN4qLLx3DtBm5wXVbbh8ny5oByM1P7rK8e2paAhaLocMMlxBCDGXhsUk2EB72QtkXLXZ3nHsixPAT1+DK4/Gwc+dOFi1aFD6m0WhYtGgRW7du7fI1W7du7dAeoKSkpEP7QCDAN77xDVauXMnUqVNj0/l+kD2uYiuvwIolyYjfr+LzBtDpNKSmmUkwB4NsVQ2m9s2eW4i1Pd9dp9OSmWXh/HlFjBqdGq7kmN++8eOZFEWhoH32quKkTUraCiGGvHBWhdz4G/aSkowAtLZ6w793IUR0xHUT4fr6evx+P9nZ2R2OZ2dnc+DAgS5fU11d3WX76urq8N8fffRRdDodd911V6/64Xa7cbtP3b2x2+29vYQ+8YbL3coAFguKojB9Zi51tQ6Sk00kJZvCZYV9vgDuNi8JZkOXpYa1Wg1jxmWQl29FVVVMCd3PemZlWzh6qA53m4/6Ome4ApMQQgxFpwpayI2/4U5v0GI06XC3+XA4PKSkDsw+W0KMBMPuE3Tnzp08+eSTPP/8870uc7569WqsVmv4UVhYGNM++mQAizmTSU9hUSrWlIQOQZROpyHRYjzrHi6mBD0JZkOPbbRaDbn5wZmtCkkNFEIMceG0QCloMSKEZq9a7LLflRDRFNdv9xkZGWi1Wmpqajocr6mpIScnp8vX5OTk9Nh+8+bN1NbWUlRUhE6nQ6fTUVpayn/8x39QXFzc5TlXrVqFzWYLP8rLy/t/cT2QaoHDR1572mBTgwuX0xPn3gghRN+dKrYkY9NIYGkPrhwtsu5KiGiKa3BlMBiYPXs2GzduDB8LBAJs3LiRefPmdfmaefPmdWgPsGHDhnD7b3zjG+zdu5c9e/aEH3l5eaxcuZK33367y3MajUaSk5M7PGJJKjINHwkJetIzgguDZfZKCDGUSVrgyJKU3D5zJcGVEFHVpzVXXq+X6upqXC4XmZmZpKWl9bkDK1as4Oabb+a8885jzpw5PPHEEzidTpYtWwbA0qVLyc/PZ/Xq1QDcfffdLFiwgMcee4yrr76al156iR07dvDMM88AkJ6eTnp6eof30Ov15OTkMHHixD73M5pkL5HhJb8ghYZ6F9WVdsaMS++yuqAQIvaiOTaNRF6fpAWOJElJwYJOLqcHvz8gY5cQUdLr/5NaWlp4+umnWbBgAcnJyRQXFzN58mQyMzMZNWoUt99+Ox9//HHEHbjxxhv51a9+xf3338/MmTPZs2cP69evDxetKCsro6qqKtx+/vz5vPjiizzzzDPMmDGDV155hddff51p06ZF/N7xEqoWKHcHh4e0DDOmBD0+X4CaKtkzRIiBFKuxaaQJBFT8krI+ohiMWvQGLaoKToektQsRLYraixrSjz/+OD//+c8ZO3Ysn//855kzZw55eXkkJCTQ2NjIvn372Lx5M6+//jpz587lf/7nfxg/fvxA9D8m7HY7VqsVm80W9RRBVVV5f+MRVBXmXzwaoymuBRtFlJSdaOLo4XoSzHrmzBt11oIZQoiuRfL5K2NT9Hg8Pv71/nEAFi4a1+uCUGJo+/euChobXEyYlEl+YUq8uyPEoBXJ52+vvtl//PHHfPDBB93uGTVnzhxuvfVW1q5dyx/+8Ac2b948pAewWPL7A4TCWdnnavjIK7BSdqKRVpeXmuoWcvNiu25PCCFjUzSd2iJEI4HVCGJJMtLY4JJ1V0JEUa+Cq7/85S+9OpnRaOQ73/lOvzo03IXWW2k0iuQ3DyM6nYbC4lSOHW7gxLFGsnOSZPZKiBiTsSl6vFIpcEQKFbWQioFCRI98ux9g4QFMKgUOOwWFKegNWtpavVRXxnYjaiGEiCbZf3FkSgqXY/cQCJx1lYgQohei9in6m9/8hp/+9KfROt2wJXtcDV9arYZRxakAnDjeSCAQiHOPhBAyNvWObCA8MpkS9Oh0GlRVlb0ahYiSqAVXr776Ks8//3y0TjdsyT4iw1tegRWDUYu7zUdFuex7JUS8ydjUO6fGJgmuRhJFUcKbCcu6KyGiI2rf8Ddu3MixY8eidbphK7zHlU4GsOFIq9VQPDq4t86RQ/UcOVQnM1hCxJGMTb3jC6+5kht/I004uLK3xbknQgwP8ik6wE6lBcqPfrjKzbeSV2AFoLy0mZ3bT8oeIkKIQU3SAkcuKWohRHRFvMnSn/70px6fX7p0aZ87MxJI6sXwp9EoTJycRVq6mYOf1eJocfPvXRVccFGxVBAUIkZkbOofn4xNI1ZSkgmAFrubQECVcUqIfoo4uLr77rs7/N3r9eJyuTAYDJjNZhnAzsIn1QJHjMwsC8lWEzs+KsPt9lFX6yA7Jyne3RJiWJKxqX+8khY4YpkT9Wi1Cn5/sKhFKE1QCNE3EX+KNjU1dXg4HA4OHjzIRRdd1Os9R0ayUFqg3B0cGYxGXThFsPKkFLgQIlZkbOqfcFqgrAcecRRFISk5NHsl666E6K+o3KIaP348jzzySKc7h6Izb7ighdwdHCly85MBaG5qxSmlboUYMDI29V44q8IgwdVIFFp3ZbfLuish+itq3/B1Oh2VlZXROt2wJRWZRh6TSU9GZiIgs1dCDDQZm3rn1MyVjE0jkcxcCRE9Ea+5+r//+78Of1dVlaqqKtasWcOFF14YtY4NV15JCxyR8gqs1Nc5qa60M2ZcOlqtfIERIpqiPTY99dRT/PKXv6S6upoZM2bwP//zP8yZM6fb9uvWreMnP/kJJ06cYPz48Tz66KNcddVVXbb9zne+w29/+1v++7//m+9///sR9y3aAgEVv1/GppEsuT24crS4CQQCaDQyRgnRVxEHV0uWLOnwd0VRyMzM5HOf+xyPPfZYtPo1bJ0qaCED2EiSlm7GZNLR1uajtsZBbl5yvLskxLASzbHp5ZdfZsWKFaxdu5a5c+fyxBNPUFJSwsGDB8nKyurUfsuWLdx0002sXr2aa665hhdffJElS5awa9cupk2b1qHtX//6Vz766CPy8vIivsZYCY1LIFkVI5UpQYder8HrDeBo8ZBsNcW7S0IMWRF/igYCgQ4Pv99PdXU1L774Irm5ubHo47ChqqrsczVCKYoihS2EiKFojk2PP/44t99+O8uWLWPKlCmsXbsWs9nMc88912X7J598ksWLF7Ny5UomT57Mww8/zKxZs1izZk2HdhUVFdx555288MIL6PX6Pl9rtJ2+FlhRpAz3SCRFLYSIHvmGP4BCgRWAXoKrESc3LxlFAbutjbZWb7y7I4TogsfjYefOnSxatCh8TKPRsGjRIrZu3drla7Zu3dqhPUBJSUmH9oFAgG984xusXLmSqVOn9qovbrcbu93e4RELsv+iAClqIUS0RO0b/htvvHHWTRxHOl/73UGNRpF85hHIYNRhsQQHL5tN7gwKMRAiHZvq6+vx+/1kZ2d3OJ6dnU11dXWXr6murj5r+0cffRSdTsddd93V676sXr0aq9UafhQWFvb6tZGQQksCpKiFENEStU/Se+65h2XLlkXrdMOSzyd3B0e65JTg4GWX4EqIATEYxqadO3fy5JNP8vzzz0eUdrdq1SpsNlv4UV5eHpP+SaElAaeKWjgdnnCBEyFE5KIWXB04cAC/33/2hiNYOK9d7g6OWKHBS4IrIQZGpGNTRkYGWq2WmpqaDsdramrIycnp8jU5OTk9tt+8eTO1tbUUFRWh0+nQ6XSUlpbyH//xHxQXF3fbF6PRSHJycodHLHg9cuNPgNGkw9C+z1mLpAYK0WfyLX8AhWauZAPhkStUgSlY7laNc2+EEGcyGAzMnj2bjRs3ho8FAgE2btzIvHnzunzNvHnzOrQH2LBhQ7j9N77xDfbu3cuePXvCj7y8PFauXMnbb78du4vppfDYJDf+RrzQGCWpgUL0XcSl2ENcLhdlZWV4PJ4Ox88555x+d2q4Cq25kruDI1eCWY9Or8HnDeBocUu5WyGiLBpj04oVK7j55ps577zzmDNnDk888QROpzOcXrh06VLy8/NZvXo1AHfffTcLFizgscce4+qrr+all15ix44dPPPMMwCkp6eTnp7e4T30ej05OTlMnDixP5cbFV4Zm0S7pGQT9XVO7BJcCdFnEQdXdXV1LFu2jH/84x9dPi+pgd3zyqLhEU9RFJKtJhrrXdhtbRJcCREl0RybbrzxRurq6rj//vuprq5m5syZrF+/Ply0oqysrENRovnz5/Piiy9y3333ce+99zJ+/Hhef/31TntcDVZSLVCEhCoGttgkLVCIvoo4uPr+979Pc3Mz27ZtY+HChfz1r3+lpqaGn/3sZ7KJ8FmE97iSDYRHtOTkU8GVECI6oj02LV++nOXLl3f53KZNmzodu/7667n++ut7ff4TJ05E3KdYkWqBIiR0w6+11Yu7zYfR1OcEJyFGrIj/r3n33Xd54403OO+889BoNIwaNYrLL7+c5ORkVq9ezdVXXx2Lfg4Lp+4OygA2klmlYqAQUSdjU99JWqAI0eu1JCUZaWlx09ToIicvNkVUhBjOIv6W73Q6ycrKAiA1NZW6ujoApk+fzq5du6Lbu2EmtOZKZq5GttBeIq2tXjweX5x7I8TwIGNT30laoDhdaroZgKZGV5x7IsTQFHFwNXHiRA4ePAjAjBkz+O1vf0tFRQVr164lNzc36h0cTqQik4DgFxhzogGQ2SshokXGpr6TtEBxutS0YHDV2OhCVaWqrRCRijgt8O6776aqqgqABx54gMWLF/PCCy9gMBh4/vnno92/YUXWXImQZKsRl9OD3eYmI9MS7+4IMeTJ2NQ3gYCK3x/8Aq2XsUkQTF3XaBQ8bj8up5dEiyHeXRJiSIk4uPr6178e/vPs2bMpLS3lwIEDFBUVkZGREdXODTen0gLl7uBIl2xNoLqyBbutNd5dEWJYkLGpb0I3/QC0MjYJQKvVYE0x0dTYSlOjS4IrISLU709Ss9nMrFmzZPDqhVMzVzKAjXTW9opMdrtb0i6EiAEZm3rH356urtUqaDRKnHsjBotwamCDrLsSIlK9+pb/yCOP0Nrauzvs27Zt4+9//3u/OjUcqap6KriSvPYRz5xoQKNR8PsCtNhlPxEh+kLGpv6TdHXRlbT2ohbNTa0EAnIDUIhI9Opb/meffUZRURHf/e53+cc//hGuwgTg8/nYu3cvv/nNb5g/fz433ngjSUlJMevwUBUIqOEZCpm5EhqNQkZmIgClxxvj3BshhiYZm/ovFFxJSqA4nSXJiE6vwe8P0GKXwktCRKJXn6Z/+tOfeOedd/B6vXz1q18lJycHg8FAUlISRqORc889l+eee46lS5dy4MABLrnkklj3e8jpkNeulUFMQPHYdADq65zYmmXtlRCRkrGp/yRdXXRFURRJDRSijxQ1wgUfgUCAvXv3UlpaSmtrKxkZGcycOXNY5bXb7XasVis2m43k5OhsoOdyeti2pRSdTsPFl46NyjnF0Hfg0xqqKu2kpCYwc3Y+iiJrHsTI1tfPXxmb+qaqwsaBz2pJSzczY1Z+VM4phofKkzYO7q/FmmJi1vmF8e6OEHEVyedvxNUCNRoNM2fOZObMmX3t34jklbuDogvFY9OoqW6huamVxgYX6RmJ8e6SEEOSjE19IzNXojuhzYTttjZ8Pr+syxOil+TTdICEKzLJACZOYzLpyS+0AnDsSINUDhRCDKhThZbki7PoKCFBj9msR1WD6etCiN6Rb/oDRCoyie4UFaeh1WpwtLipq3XEuztCiBFEZq5ETzKzg0Vg6mpkbBKit+TTdIDIBsKiOwaDlsJRKQCUHW+S2SshxICR4Er0JCvbAgSLWvjaM3CEED2TT9MBIntciZ7kF6ag0Si0tLhpapTKgUKIgRFKWZfgSnQl0WLAnKgnEFAlNVCIXoro09Tr9aLT6di3b1+s+jNsyd1B0RODQUtefnDtVdkJ2fdKiEjI2NR3UmxJ9ERRFDKzJDVQiEhE9Gmq1+spKirC75ep4Uj55O6gOIvCUSkoCjQ1tmK3yaaNQvSWjE195/eGNhGW9cCia1k5wdTAhnpJDRSiNyL+pv/jH/+Ye++9l8ZGubseCSloIc7GlKAnKyd4h7DsRFOceyPE0CJjU99Iyro4m8TEYGqgqkpqoBC9EfE+V2vWrOHIkSPk5eUxatQoEhM77suza9euqHVuOPFL6oXohaLiVGqqWqirdeByejAnGuLdJSGGBBmb+kZS1sXZKIpCVnYSJ441UlfjICc3OhtYCzFcRRxcLVmyJAbdGP68EVULDFWLU2LWHzE4WSxG0jMSaah3cuJ4I1Om5cS7S0IMCTI2RU5VVUlZF72SmW3hxLHGYGqg1y/7ognRg4iDqwceeCAW/Rj2er+JsBNV3UwAaPGYqXTp8apZnJM6BkWRYGskGD02jYZ6JzVVLRSOSiUpyRjvLgkx6MnYFLlAQCW084OkrIueJCYaSEw04HR6qK5qoaAoJd5dEmLQ6tOtqubmZn7/+9+zatWqcH77rl27qKio6FMnnnrqKYqLizGZTMydO5ft27f32H7dunVMmjQJk8nE9OnTeeuttzo8/+CDDzJp0iQSExNJTU1l0aJFbNu2rU99i5bepl64vBUoig+t4iPFaGdKagNjkg6yre7kQHRTDAJJyabw3iLHDtfHuTdCDB3RHpuGu9C4BKDVys070T1FUcgvDFa0PVnWLPsxCtGDiIOrvXv3MmHCBB599FF+9atf0dzcDMBrr73GqlWrIu7Ayy+/zIoVK3jggQfYtWsXM2bMoKSkhNra2i7bb9myhZtuuonbbruN3bt3s2TJEpYsWdKhBO+ECRNYs2YNn3zyCR9++CHFxcVcccUV1NXVRdy/aDm1aLjnu4MtvmAf9zeb2NeUiTegIUkfoNx5nH831sS8n2JwGDMuA0UJbtzY2OCKd3eEGPSiPTaNBKff9JPMCHE2OXnJ6HQaWlu9NEhhCyG6FXFwtWLFCm655RYOHz6MyWQKH7/qqqv44IMPIu7A448/zu23386yZcuYMmUKa9euxWw289xzz3XZ/sknn2Tx4sWsXLmSyZMn8/DDDzNr1izWrFkTbvPVr36VRYsWMWbMGKZOncrjjz+O3W5n7969EfcvGoJ57b2budIrwQ+sRF0B01LnotfkAzAh2cPGyuMcsjXEtrNiUEgw68kvSAHg6OF6uUsoxFlEe2waCXxeWW8lek+r1ZBXEJy9Ki9rjm9nhBjEIv5E/fjjj/n2t7/d6Xh+fj7V1dURncvj8bBz504WLVp0qkMaDYsWLWLr1q1dvmbr1q0d2gOUlJR0297j8fDMM89gtVqZMWNGl23cbjd2u73DI5r8/lNfjHsaxFq8bVgNHgAyTbntR/MAmJziRUHlHyePcNIZ3f6JwWnUmFS0Wg2OFje11bJ5oxA9iebYNFJIpUARqfxCK4oCzU2ttLS4490dIQaliD9RjUZjl8HHoUOHyMzMjOhc9fX1+P1+srOzOxzPzs7udjCsrq7uVfs333wTi8WCyWTiv//7v9mwYQMZGRldnnP16tVYrdbwo7CwMKLrOJtQNSZFAY2m+9SLKlcVWg14/AoJulCp03RAj0HrZ25mAn5V5f/KDtHkbo1qH8XgYzDoKByVAkDFyea49kWIwS6aY9NI4e9luroQISaTnsys4Jrgk6WyH6MQXYk4uLr22mv56U9/itfrBYKLHMvKyrjnnnv40pe+FPUO9tWll17Knj172LJlC4sXL+aGG27odh3XqlWrsNls4Ud5eXlU+3L6BsI95bU7vMH1Vm3+RE6VYdcAwVmsuVkKOQmJtPl9/LX0IK0+b1T7KQaf3LxgkG1rbsPj8cW5N0IMXkNlbBpMZOZK9EXhqFQAaqpbcLtlXBLiTBF/oj722GM4HA6ysrJobW1lwYIFjBs3jqSkJH7+859HdK6MjAy0Wi01NR0LNdTU1JCT0/X+Pjk5Ob1qn5iYyLhx47jgggt49tln0el0PPvss12e02g0kpyc3OERTb0ZwLwBP4rSEmynSTnj2WBqoFap5gujxpOsN9LsaeONskP4AgHE8GVK0GNpL8VeXysLiIXoTjTHppEiNDadfYsQIU5JtppItppQVaipaol3d4QYdCLe58pqtbJhwwY+/PBD9u7di8PhYNasWZ3WQfWGwWBg9uzZbNy4MbwBZCAQYOPGjSxfvrzL18ybN4+NGzfy/e9/P3xsw4YNzJs3r8f3CgQCuN3xyQ/292ID4TKHnUxT8I5rgjb9jGfTAAPgIVHXwnWjJvLSsU+pdLXwdsVRrioYJ5WehrHMLAuOFjd1dY7wYmIhREfRHJtGCtlAWPRVVo4Fu62NhnonRcWp8e6OEINKxMFVW1sbJpOJiy66iIsuuqjfHVixYgU333wz5513HnPmzOGJJ57A6XSybNkyAJYuXUp+fj6rV68G4O6772bBggU89thjXH311bz00kvs2LGDZ555BgCn08nPf/5zrr32WnJzc6mvr+epp56ioqKC66+/vt/97YvQAKbVdz+AHWtp5JKc0NqsM79Ah1IDS4FK0k0z+HzRBF47cYCDtgZSDCYuzI7uOjExeGRmJXL8aANNDa34fH7Z7FOILkR7bBoJTk9ZFyISGRkWjhysx9bcitfrRy/r9oQIizi4SklJYc6cOSxYsIBLL72UefPmkZCQ0OcO3HjjjdTV1XH//fdTXV3NzJkzWb9+fbhoRVlZGRrNqaBk/vz5vPjii9x3333ce++9jB8/ntdff51p06YBoNVqOXDgAH/84x+pr68nPT2d888/n82bNzN16tQ+97M/zpYWqKoqdW31GLUqqqqgKJYuWoWCq2pgOkUWK4vyR/PPimNsq6sg1WBiSqos2h6OzIkGEsx6Wl1eGupdZOckxbtLQgw60R6bRgJZcyX6KsGsx5xowOX00FjvJDs3ussphBjKFDXCDXQ+/PBDPvjgAzZt2sSWLVvw+Xycd955LFiwgIULF3L55ZfHqq8Dxm63Y7VasdlsUVl/VXq8kWNHGsjJS2by1OxOz9e0Othet5PPF7WgqskoyiVdnEUF/gl4gQuB4DT85uoyPq6vRAHSjAlkmMxkmsyMTUol3WTudJaAqnLU3sS+5lq8fj9mnR6zTk+eOYmJ1nRJLxykjh6up+xEE1nZFqaek3v2FwgxRPX181fGpsjt3V1JQ72TiZOzJOVYREzGJTGSRPL5G3FwdTqfz8fHH3/Mb3/7W1544QUCgQB+v7+vpxs0oj2AhT6ACopSGD+x8+zS9roKAuoBLshqBQqBrvfjgp1AFTCh/RGc9Xq74iifNdd3ap1hMjMxOR2TVotPVXH5vOxvrsfh83R59qLEZC7PH4PVYOryeRE/Nlsbu7aXo9VquGjh6A6zuUIMJ9H4/JWxqXd2fVyOrbmNqefkkJUtM+IiMs3Nrez++CQ6nYYLF4zpcasZIYa6SD5/I04LhOC+IZs2bQo/3G4311xzDQsXLuzL6Ya9s6VeVLkcTE8NlTPt6e5hBsHgqp5QcKUoCosLxnFhViF1bhcNba1UuFo44Wimvs1FfZur01kStDqmp2WRYTTj8nmxe93sbaylzGnnT0f2ckl2EeekZcss1iCSnGzEYNTicftpamglPTMx3l0SYtCRsSkykhYo+sNqNaHXa/F6/diaW0lN65wtI8RIFHFwlZ+fT2trKwsXLmThwoXcc889nHPOOfJFvAc9VWRSVZWqVgeX5YXuqvYUDYc2QW4CfJz+60syGEkyGBmTlMr5QKvPx2F7AyccNkBFq2jQazQUmJOZYE1Hd8bMx4y0bP5ZcYwKVwsbq07Q7HFzSU6R/F4HCUVRyMy0UHHSRl2tQ4IrIc4gY1Pk+lrQwhcIcMjWQHFSCmadPhZdE0OAoiikZ5iprmqhoc4pwZUQ7SK+XZWZmYnL5aK6uprq6mpqampobW2NRd+GDV8PpdhbvB5U1Y1FHyCYoNlTcGUGEgiuv2rs8T0TdDrOScvm2qIJXFs0kasLx3NF/limpGZ2CqwAUo0J3DB6ChdnFwGws6GKjVXH6UfWqIiyzOxgoZPaGkc4YBdCBMnYFDl/H2auQqno6yuO8vfywzJGjHChG3319bIPoxAhEQdXe/bsobq6mh/96Ee43W7uvfdeMjIymD9/Pj/+8Y9j0cchr6e7g1WtDrISgimBipJIz5OJCqdmrzqvseovRVE4PzOPy/PGALC3sZZ/nDyCzdMW9fcSkUtJTcCcqMfvD1BdKRs3CnG6aI9NTz31FMXFxZhMJubOncv27dt7bL9u3TomTZqEyWRi+vTpvPXWWx2ef/DBB5k0aRKJiYmkpqayaNEitm3bFnG/okVV1T5tIryjvoqDtgYAyp12TjiaY9E9MUSkpZtRFGh1eXE5u17PLcRI06dE65SUFK699lruvfdeVq1axZe//GU+/vhjHnnkkWj3b1jw9zCAVbscZJpC6616s0A5tMFw9IOrkOlpWcGNiYEDtgaePbSHPx3ey5aactr8vrO+XsSGoigUFKYAcLK8We4YC3GGaI1NL7/8MitWrOCBBx5g165dzJgxg5KSEmpra7tsv2XLFm666SZuu+02du/ezZIlS1iyZAn79u0Lt5kwYQJr1qzhk08+4cMPP6S4uJgrrriCurq6fl1zX4XGJej9zFWpo5kPa8oAyGyvRru5upyAfBaNWDqdlpTU4L+FulpHnHsjxOAQcXD12muvcdddd3HOOeeQnZ3NHXfcgcPh4LHHHmPXrl2x6OOQF7o7qO9iE+GqVgeZpt6stwoJzVzZgdjdJZqUksF1oyZRkJiMAtS7XXxUV8ELRz6hplU+QOMlOzcZnU5Dq8tLY33nYiVCjFTRHJsef/xxbr/9dpYtW8aUKVNYu3YtZrOZ5557rsv2Tz75JIsXL2blypVMnjyZhx9+mFmzZrFmzZpwm69+9assWrSIMWPGMHXqVB5//HHsdjt79+7t13X3VWhcUhQFrfbsXwVsnjb+Xn4EFZiaksmXi6dg1Gipd7vY30W1WjFyZOcEU9YrTtoIBCTQFiLighbf+c53uOSSS/jWt77FggULmD59eiz6NayE1secOXPlVwPUtEY6c2UCkoAWgrNXedHr6BmKk1IoTkqh1efleEszW2tPYvO6eenYpyzIGcUMqSg44HQ6Dbl5yZSXNXOyvFkKWwjRLlpjk8fjYefOnaxatSp8TKPRsGjRIrZu3drla7Zu3cqKFSs6HCspKeH111/v9j2eeeYZrFYrM2Z0t/UGuN1u3G53+O92uz2CK+lZpJUCt9aepM3vIzshkcvyRqPTaJiTmc/mmjK21JYzsYtCSWJkyMpJ4ujhBtxtPupqHbLRvRjxIg6uukuLEF0LBFT8/uCdnDMHsfq2ViBAmjGSmSsIpgbGPrgKSdDpmZKayZjkVN4+eZSjLU28W3UCp8/LhdmFMX9/0VF+YQrlZc00NrhwOj0kJhri3SUh4i5aY1N9fT1+v5/s7I4bvmdnZ3PgwIEuX1NdXd1l++rq6g7H3nzzTb7yla/gcrnIzc1lw4YNZGRk0J3Vq1fz0EMP9fFKehYOrrrIqDiTN+DnsD1YRGlhTnE4iJqZnsPuhmpavB72NFZzXkbsxyMx+Gi1GvILrZw41sjJsmYJrsSI16fbTH6/n1dffZWf/exn/OxnP+O1114bFhs0xoLff3pee8eCFtWuFtKNfoL77ukJzkr1Rmgj4oFNxTBpdVxbNCFcUXBbXQWlsph5wCWY9WS0z1idLGuOb2eEGEQG+9h06aWXsmfPHrZs2cLixYu54YYbegwKV61ahc1mCz/Ky8uj1peetgg507GWZryBAMl6I3lmS/i4XqPhwuwCAHbWV+FXA92dQgxz+QVWFEXBbmvD1ixVOsXIFnFwdeTIESZPnszSpUt57bXXeO211/jGN77B1KlTOXr0aCz6OKSF7g5qNEqn3curOqUE9jbFLq29rYvgDNbACVUUPCc1C4B/nDyK0ycVggZaQVEKAJUnbVRVRi9VSIihKlpjU0ZGBlqtlpqamg7Ha2pqyMnJ6fI1OTk5vWqfmJjIuHHjuOCCC3j22WfR6XQ8++yz3fbFaDSSnJzc4REtkaQFHmhfUzXJmt4pFXySNQOzVo/T5+VYS3PU+ieGFoNRR3ZucMaqXG76iREu4uDqrrvuYuzYsZSXl7Nr1y527dpFWVkZo0eP5q677opFH4e0ngaw6ojXW4Xogaz2P39CcN+rgbUgt5h0YwIun5f1J49K5boBlpKaQF6BFYADn9ZQVWGLc4+EiK9ojU0Gg4HZs2ezcePG8LFAIMDGjRuZN29el6+ZN29eh/YAGzZs6Lb96ec9fU3VQOrtBsJtfh/H2zMUJqV0TmHUajRMTQ1mU3zSKMsGRrLC9pt+dTUOWlu98e2MEHEUcXD1/vvv84tf/IK0tLTwsfT0dB555BHef//9qHZuOPB521Mvzshrb/P7aHS3RVgp8HRTAS3BzYRL+9nLyOk1Gq4uHI9O0VDqsLGjvmrA+zCSKYrChEmZ5Be2B1if1VJ5UgIsMXJFc2xasWIFv/vd7/jjH//I/v37ueOOO3A6nSxbtgyApUuXdih4cffdd7N+/Xoee+wxDhw4wIMPPsiOHTtYvnw5AE6nk3vvvZePPvqI0tJSdu7cya233kpFRQXXX399FK4+cr2duTpsaySgqmSYzGS0l18/07T2TIYTjmbsnvgEiyL+LElGUtMSAElZFyNbxMGV0WikpaVzKprD4cBgkIX1Z+ru7mCwnLka3kA48uDKDExu//N+gimCAyvDZGZh7igA/lVTTpVLSrQPJEVRGD8xM5wieHB/rWziKEasaI5NN954I7/61a+4//77mTlzJnv27GH9+vXhohVlZWVUVZ26oTR//nxefPFFnnnmGWbMmMErr7zC66+/zrRp0wDQarUcOHCAL33pS0yYMIHPf/7zNDQ0sHnzZqZOndqPq+47n7d3wdV+26mUwO6kGk0UJQbHsE+aZPZqJCsqTgWCKevuNtkXU4xMEQdX11xzDd/61rfYtm0bqqqiqiofffQR3/nOd7j22mtj0cchrbsNhKtcDiz6AEatSnD9lKXzi89qFMH1V37ilR44PTWLCclpBFB5q/wwbtlkeEApisK4CRmkZQTvKJ843hjnHgkRH9Eem5YvX05paSlut5tt27Yxd+7c8HObNm3i+eef79D++uuv5+DBg7jdbvbt28dVV10Vfs5kMvHaa69RUVGB2+2msrKSN954g/PPP7/P19tf/m62CDldi9fNSWdwTecka/dVDQGmpwUDz31NtbKp8AiWmmbGmmIiEFBlPBIjVsTB1a9//WvGjh3LvHnzMJlMmEwmLrzwQsaNG8eTTz4Ziz4OaeENhM8YwE46W05LCbQQTPGLlAKcQ/DXWAcM/B1DRVFYlD+GZL0Bm9fNO5XHZf3VAFMUhTFjg3eVa6paZPZKjEgyNkWmN6XYD9oaAMg3J5FsMPZ4vnFJqSRodTh9Xo63NHV4zuH1sLO+iverSznW0oQ30HUFx2MtTbx87FO211XgC0jlwaFIURTGjAsG4lUVNlpdsvZKjDwR73OVkpLCG2+8weHDh9m/fz+KojB58mTGjRsXi/4NeV1tIOwLBKhw2Zmd0deUwNNZgCLgBFAJZPfYOhZMWh1XFY7n5WOfctDWwCiLNZyDLwZGUrKJ9IxEGuqdnDjeyJRpXVc1E2K4krEpMr0paHHYFpx5mGhNB7xADcFN7DtXtw0VtthRX8V7VaUcsjVi1umpa3NR5jy1HnRnfRVaRaEgMZmpKZmMS05DUYKp5aG1uxWuFvY21nBRdhETu6hQKAa3lNQEUtPNNDW4OHGsgckyHokRJuLgKmT8+PHhQUs++LrX1aLhKlcLflUlNyF0Z66/5XXzCAZXNQRTBPsyC9bPHpiTmJ9VyL9qy/mguoyJ1nT0moHvx0hWPCaNhnonNVUtFI9OwyybC4sRSMam3jlbQYtWn5eq1uA62rHJqcBBguMMgIHgfovjOT2lfXpqNrsaqrF73dhtHQtb5JuTSDUmUOpopsXrodRho9RhI0Grw6I3UNcWXDc80ZpOhbMFu9fDWyePsLO+inlZBYxOSpHf5xAyZmw6OxtcVFe1UFScRqJFxiMxcvRpE+Fnn32WadOmhVMvpk2bxu9///to921Y6OruYFl7Dnt2Ql8rBZ4pFTACPgZ6Y+HTnZ+Zh9VgpM3v49Omurj1Y6RKtppIb197VSq57mIEkrGp984WXJ1wBGebMoxmkvQGIFTAQwN4gAqCxZROSTWa+PrY6SzOH8slOUXMTs/lwqxCbp0wkxvHTOWK/DF8c8K53DxuBhdk5pOo09Pq91HX5sKg0XJN4XiuLhzPsgkzmJ9VgF6joabNyetlB3nx2D521lfxWVMdx1qaqG114hlEG0SLjpKtpvBm9yeONcS5N0IMrIhnru6//34ef/xx7rzzzvAeHlu3buUHP/gBZWVl/PSnP416J4eyrioylTls6BSVRF0oF7m/wZUC5BK8q1hNPFIDATSKwqz0XN6rOsGuhmrOSctGI3caB1TxmHQa6oN3C7Nzk0hLT4x3l4QYEDI2RSa8TUg3wdXx9g2BRyelAM2Am+BXhkUE1/fuIrjWt2O2RE8l2yE4m5huSmC+qZALsgo43tJEhauFc9KySTGYANBrtFyQVcA5adnsqK9kT0MNNa1Oalqdnc5n1urJSjBzbnouxRarzG4NIqPHplNf56S2xkGxwyOzV2LEiDi4evrpp/nd737HTTfdFD527bXXcs4553DnnXfKAHaGM+8Ouv0+qlsdZCf4CI4BxvZHf50eXE2nj5OS/TYtNZMtteU0e9o41tLEuOS0s79IRE2y1UR2ThI11S18sqeKaTNySc+QAEsMfzI2RaanNVcBVaW0fePg4qQUgrNUENy8XkdwvDEBbUADpza1j4xGURibnMbYbsYJs07PJTmjOC8jj3831tDobqXN76PV56XF66HV78Pl93LCYeOEw0amyczMtBzMOh0aRcGo1ZGbYJGAK04sSUYyMhOpr3NSdqJR1l6JESPi4Mrr9XLeeed1Oj579mx8PinDfaZQQYtQcFXhbEEFihJDH/b9nbUKSSOYB+8hONhlRum8kdFrtMxIzWZ7fSU766skuIqDSVOz8fsD1Nc52fdvCbDEyCBjU+8FAiqBQLCqa1czVzWtDlr9PgwaLXlmC8H1vHAqK0IhGFCVEZzFim0BI7NOz7ysgk7H3X4fzZ429jfX80lTLXVtLjZUHuvQJt+cxKK8MaSbEmLaR9G1UaPTqK9zUlPdQvHYdBIS9PHukhAxF/H0xje+8Q2efvrpTsefeeYZvva1r0WlU8OJ74x9rkJVk4osoeAqKUrvpAChu0JVPTWMuZnpOWgUhQpXi2wsHAcajcLUc3LJyEwkEFD5ZE8VtubWeHdLiJiSsan3QuMSdL3PVSglcJTFilZxAQ5OBVQhoT/XEo89FgGMWh3ZCRYW5hbzzQnnMi+rgHxzEjkJFrJMiegUDRWuFv58dC9basrxS3n3AZdsNZGabkZVoUzWAosRok/VAp999ln++c9/csEFFwCwbds2ysrKWLp0KStWrAi3e/zxx6PTyyHM257XbjAEUy9CxSwyTNEow36mXIJ3EquBacQrNdCiNzDJms5nzfXsrK/kmqIJcenHSBYKsD7dW0V9nZMDn9Zw3gVFaLXx+TchxECQsal3wluEaBU0ms4pc8fbUwKD662q249mAKfPOmQQHGNcgJPTqwbGQ0L77NbpM1x2j5t3q45zrKWZj+oqsHndXFkgpfkHWvHoNJoaXFRVtlA8Jh2jqc+FqoUYEiL+F75v3z5mzZoFwNGjRwHIyMggIyODffv2hdtJjnMw9SJU0EJv0OHyealvLzeboG1rbxXNASmd4ODnARoJDn7xMTsjl8+a6zlkb+SQrYEJ1vS49WWk0mgUJk3NZvuWUlwuL8ePNjBuQnzSRYWINRmbes/rCQZXekPn9VYunzdcOKLYkgIcbn/mzEJJOoLp6PUEZ6/iG1x1Jdlg5AtFEzloa+AfJ4+wv7mesUmpMh4NsJTUBKwpJmzNbZSVNjF+ooxDYniLOLh67733YtGPYSk0gAHo9RqO24O71hckGlGUUKXAaKUFQvAuYg5QTnABcvyCq0xTIrPSc9jVUM36k0dJNhjJSRh8g+9wp9drmTgli0/2VFFe2kxmlgVriqw9EMOPjE295/GEMio6fwU40Z4SmGkyY9EHgKb2Z7qqQpvFqeBqTPQ7GgWKojApJYN6t4vtdZW8U3mcfHMSiXqpXDeQRo1OY+/uSipP2sgvtGI2y89fDF+SIxRDntNSAhVFocwRTAmckBxKrTAT/Q1/89v/W0WwRG78XJIzimJLCj41wBulB2nxeuLan5EqI9NCdm4wiD/waQ1+v6w7EGIkOxVcdR5/OqYEhgpZpABd3ZQJrbtqILjP4uA1L7OATJOZNr+PDZXHUdX4rBMbqdLSzaSmmQkEVA7tr5WfvxjWJLiKIY87ONiEUi8qXS0A5JujXczidOkES+T6ODUwxodGUbi6cBzpxgScPi9vlB7EKwuK42L8xEwMBi0ul5f9+2rClcKEECOP19NxbDrdyfZ1wcGUwDOrBJ7JQvAmoUpwz6vBS6vRsLhgHFpF4VhLE582D+7+DjeKojBhciYajUJTYyu11S3x7pIQMSPBVQx5T7s76PH7aXQHK7alGEIpgbFIk1OA0ILekzE4f2SMWh1LRk0kQaujts3J5uqyeHdpRNLrtUyeloOiKNTVOvjsk2oJsIQYobqbuXJ4PTh9XhQgOyGB4IwU9FxqPRR41Ua5l9GXaTIzP6sQgM3VZXj88c3uGGnMZgOjRge3Zzl8qD5c8EuI4UaCqxg6Pa+9ts2JClh0BvRaV3uLWMxcwanUwDrAHaP36D2rwcTi9gpNexqrOdbSdJZXiFhISzczbYYEWEKMdN2tuaptL2SRZkxAr7ETTC030HNV21DgVQ0M/syEWRk5pBhMtPp97GqI77YlI1FRcSrmRANej5+jh+vj3R0hYkKCqxjynFaRKVR9KTvBDISmw2MVXCUBVoKpGpUxeo/IjE5K4dz04D5cb588ikPWX8VFRqalQ4C1e8dJnE75XQgxknjcXVcLrGkLjVOJBAtVQLAwUk8VFtMBI+BlKMxeaRUNF2YHszt21FfR6vOe5RUimjQahYmTgwF5VYWdipO2OPdIiOiT4CqGQnntBoOW6tbgZroFZhPBQQhiW7p28KQGhlycXUSGyUyr38dbJ49wyNZAmcNGk1s2uB1IGZkWps/IRatVsNva2PFRGaXHG2UWS4gR4vSx6XShm4BZpjODq55oOJUtMXjGm55MSE4ny2TGE/CzvW5w3IAcSVJSE8LpgYf211Ij66/EMCPBVQydntceGrTyE0PPxqJS4OnyCN5ttHFqpiy+dBoNV7cvKD7ptPNm+WFeObGfPxz+N582yeLigZSemciceaNISw9Wbzp2pIFD+wf/XWchRP91t+YqlBaYk2AEmtuP9mZPotDNvBqC+ywOboqicFF2ERBMVW/xxj99fqQZPTaNvAIrAPv3VdNQ74xzj4SIHgmuYig0gKFTaPYENw1OM4bK1cYqJTDEyKlB8USM36v30k1mrhs1ibFJqeSbk7DqjUBwcbHbP7hL+Q43pgQ955ybx8QpwRSN6io7Ho/8DoQYzgIBFZ/v1Ob2IU6fB4cvGBhlmtoIppUn0nUJ9jMltz8GTyr62YyyWCkwJ+FXVf5VUx7v7ow4iqIwYVImWdkWVBX2/bsKh0OCXDE8SHAVQ6FqgS1qcMCy6o0YYl7M4nTF7f8t5VSKR/wVWax8YdREbhwzlVvGzyDVYMLl9/JRXUW8uzbiKIpCXr6VpGQjqgo1VYNjllMIERuhcUlRgpvbh5wqZmFCrw1VCYxkI/rQ7NXQCFQUReGinODs1WfN9expqI5zj0YeRVGYPC2H1LQEAgGV/Z9UE5DtWsQwIMFVjKiqGp4FaPQH1xTlmC2Ao71FLNdbhWQBRe1/3s1gTNfQajQsyB0FwO6Gall/FSe5ecFqYFWVdtncUYhhLDQu6fXBze1DTq23stD79Vany2ewpaKfTZ45iQvbS7O/V3WCo3apZDvQNJpggKXXa3E4PBw70hjvLgnRbxJcxYjPFyD0HbXWGwwYBqZS4JmmEEztcAP/Jpi2MbiMtqRQbLESUFU+kH2w4iIrJwmNRsHp8OBokdQMIYarbtdbtVcKLEjUA6H1L5EEV0ZOlWUfGoUtAOZk5jEtNQsV+Hv54XDxKTFwjEZdOD29vLSJpkbXWV4hxOAmwVWMhFIvtDoNNe7gh3WuOVSuFgZm5gpAB8wieEexBhh8wYuiKCzIKUYBjrY0cdgud64Gml6vJSMzWG2lqtIe594IIWLl1BYhHfe4Cs1cFSSGbq6kAPoIzx6qGljOYNhjsTcUReGyvGJGWaz41ABvlB6UrULiIDPLQm5+MINi/6c1ssGwGNIkuIqR0ACm02toaf+gzjKGPixiXSnwTFZgUvufP+VUFajBI92UwMz2fbDeLDvErvoqSU8bYKGBraaqBb9f8t6FGI5CN/4MxlNjUKvPGx6nrPpQdkVvqgSeKYfgjUMPsIfBmCnRFa2i4ZrC8aQbE3D6vLxVfpiAjD8DbtyETBIS9LjbfOzdXSnjkBiyJLiKkXDVtfabg2nGBPQDWsziTGOAbCAA7GQwrr+6OLuIKSkZqMCm6lLerjiKTxa3DpjUNDNGkw6fL0B9nZTFFWI48nSxx1Vo1irFYEKrCWUOpPfh7BqCmRIaoA443o+eDiyjVsfniyag12g46WqRCoJxoNNpmDYzF51Og93Wxid7qqTAhRiSJLiKkdDdQa8S/GDISUhk4NdbnU4BZhKcNWslWOBicN2Z02k0lOSPZWHOKBSCFZzWHf8Ml8971teK/lMUhZzc4OxVRXmzbCosxDB0Ki3wVHAVWm81ymIgmM6nEEwL7Itkgmt9AfYzGDMlupNmTOCK/LEAfFxfKQUu4sBiMXLOrHy0WoWmRheffVItY5EYciS4ipHQANaqBO8SZicMdKXAruiB8wimJNYBB+PUj+4pisKsjFy+WDwZo0ZLVauDvxzdR0ObVBEcCLn5ySgK2Jrb2P+pDGpCDDenClqcWnMVmrkalRj6/z2JcNpFn4wimCKoAruAtn6ca2BNtKZzbnuK+vqTR7B7hsbaseHEajUxbUYeiqJQV+vk0IFaWSYghhQJrmIkNIDZA8H0u+DMVSgtMDE+nQKCdxXPaf/zEYJ7YA0+oyxWbho7DaveiM3r5qVj+yh32OLdrWEvIUHP1HNyURSorXZIgCXEMOPtolpgaI+rzIRQlkBKP99FITjOJBAc9z5iqBS4ALgku4icBAvugJ/1J4/I+qs4SEs3M/WcYJBbVWHn+NGGs7xCiMFjUARXTz31FMXFxZhMJubOncv27dt7bL9u3TomTZqEyWRi+vTpvPXWW+HnvF4v99xzD9OnTycxMZG8vDyWLl1KZeXA7hrvbc9rb1N8GDVashMSOHX3zjygfeksHxjf/udPCFYRHHzSjAncNHYaeebgIPdG2SHZB2sAZGZZOgRYn31SLZWbhBgmPO6Oa65afT5s3mDgY9GHbgCmROGdDMAFBEu0O4BtDMa1vl3RajRcWTAuvP5qZ31VvLs0ImVmWZg4OViivfR4EyfLmuPbISF6Ke7B1csvv8yKFSt44IEH2LVrFzNmzKCkpITa2tou22/ZsoWbbrqJ2267jd27d7NkyRKWLFnCvn37AHC5XOzatYuf/OQn7Nq1i9dee42DBw9y7bXXDuRlhWeufBqVIosVjRIKrLQEB514mwAUtv95JzA4c8vNOj1fLp5CvjkJT8DP38oP45UFrjF3eoBVV+tg+5ZSamuGxsagQoiuqaoavlESWnNV076vU6rBiFYJZQekROkdE4F5BAMsO8EAa2isoU01mliYUwzAv2rLw7N7YmDlFVgZPTZYXOXwwTrZKkQMCXEPrh5//HFuv/12li1bxpQpU1i7di1ms5nnnnuuy/ZPPvkkixcvZuXKlUyePJmHH36YWbNmsWbNGgCsVisbNmzghhtuYOLEiVxwwQWsWbOGnTt3UlY2cHs8hYIrryZAsSWFU5symgmmTMSbAkwnWG43AHzMYB30dBoNVxeOx6zVU9/m4t3KoVOBaijLzLIw87wCzGY9Ho+fT/dW8+neKkkTFGKI8nlPbW4fWnMV2jR3bJIe8BO8ARjNoksWgjNYBsAGbAd8UTx/7ExLzWRsUioBVeUfJ4/Ijb04GTU6lfxCKwAHPq3h2JEGWYMlBrW4Blcej4edO3eyaNGi8DGNRsOiRYvYunVrl6/ZunVrh/YAJSUl3bYHsNlsKIpCSkpKl8+73W7sdnuHR3+FZ660AYqTrJxabxXvlMDTaYDZBO8ueoATce1NTyx6A1cVjkMBPm2uY19T1zObIrpSUhI474IiRo1OC6YJ1jioqZI7h0IMRaEy7DqdBo0meJMvVMyiyBL6smol+jcAkwgGWHqCWRLbCQZyg5uiKFyePwazTk+Du5Wd9QO7vEAEKYrC+ImZFBWnAlB6vJHPPqmWfbDEoBXX4Kq+vh6/3092dnaH49nZ2VRXV3f5murq6ojat7W1cc8993DTTTeRnJzcZZvVq1djtVrDj8LCwi7b9ZbfH8DvC/5Pn2QykqQ3MjiKWXRFRzBFEOAYg3X2CqDIYmV+VvB3807lcY7YG8/yChENWq2GMePSGTMuAwjmvsvslRBDj+eMYhaqqoZnrjJNofVQKTF692RgLsExpxHYwVAIsMw6PQtzRgHB8uwO79BYNzbcKIrC2PEZTJqSFb7R99knXX/vEyLe4p4WGEter5cbbrgBVVV5+umnu223atUqbDZb+FFe3r/NA0M57SoqRcnW9qODceYqJI9g6oaXwTx7BTAnM4+J1nQCqsrfyg5x0FYf7y6NGHkFVvR6Da2tXll/JcQQdOYeVw6fB6fPiwKYdaHU9ZQY9iAFmMOp7UCOxfC9omeiNZ2cBAveQEA2F46z3HwrM2bloyhQX+ekoV7WwonBJ67BVUZGBlqtlpqajtXqampqyMnJ6fI1OTk5vWofCqxKS0vZsGFDt7NWAEajkeTk5A6P/nC3V2PyalRGJ6e0Hx3MwZXCqeqBg3v2SlEUriwYx+SUDFTgrfIjkiI4QHQ6DQWjTqVlSM67EEOL94w9rqpdwS+m2QkmFCV0wyQ1xr1II7jeF4LbgQz+Eu2KorAwNzh79WlznRS3iLPUNDMFhSkAHDlYJ5kUYtCJa3BlMBiYPXs2GzduDB8LBAJs3LiRefPmdfmaefPmdWgPsGHDhg7tQ4HV4cOHeeedd0hPT4/NBXSjwRksF+7XBsg3JxPcSHEwB1fQcfZqcBeM0CgKi/PHMj01CxX4Z8UxXj2+nzoZ8GKuoNCKTqfB5fRSV+s4+wuEGKKG4xYhoTVXobTAUErguGQdwXHKCJgGoCf5BNd2+YFDA/B+/ZdnTmKiNfhd4v3qUrm5FGejxqSh12txubxUlDfHuztCdBD3tMAVK1bwu9/9jj/+8Y/s37+fO+64A6fTybJlywBYunQpq1atCre/++67Wb9+PY899hgHDhzgwQcfZMeOHSxfvhwIDmJf/vKX2bFjBy+88AJ+v5/q6mqqq6vxeAYmV7qmJXgHUKfXotNoCN6ZC+WWD9bgSuHU2qvjDPb9SBRFYVHeaOZm5qNRFEqdNv589BNePbGfdcc/44+H/80fDu1he10FHv/gz+sfKnQ6LQVFKQCcOCazV2J4Gu5bhJxZhr3AHCoMkMLAVLNVgCntfy4Fhkaa8cXZRWgVhXKnnb8c28eHNWWUO2zyORgHer2WMeOCwe6JY43hGwdCDAaKOgg+FdasWcMvf/lLqqurmTlzJr/+9a+ZO3cuAAsXLqS4uJjnn38+3H7dunXcd999nDhxgvHjx/OLX/yCq666CoATJ04wevToLt/nvffeY+HChWftj91ux2q1YrPZ+pQi+OauAyQ2aNGn6bho9miCi3e3ENyt/rKIzzdwVOADggNdEXBOfLvTS82eNv5VU85BW9c7uJu0OmakZaOqKg3uVhw+D8WWFOZk5qHXaAe4t0Of1+tn6+bj+P0qk6ZkkZtvPfuLhOil/n7+RsPcuXM5//zzw1t8BAIBCgsLufPOO/nRj37Uqf2NN96I0+nkzTffDB+74IILmDlzJmvXru3yPT7++GPmzJlDaWkpRUVFvepXf382n+yppL7OyYRJmeQVWHlq/w48AT/fnaTBpKsFJnIqRXwg7ACqgSyCa7EGv531VbxfXdrh2ERrOlcWjEOjDIZtVkYOVVXZsa0cR4ub3LxkJk3NPvuLhOijSD5/dQPUpx4tX748PPN0pk2bNnU6dv3113P99dd32b64uDiud5G8AT+uNg+JJJBiDqVXDPaUwBAFmAZsBcoIbjIc6/z7/ksxmLi6cDznZeRS6XJg0upI1Olp8brZVldJs6eNbXUVHV5T0+rks+Y6FuSMItVootLZQmWrA38ggFlnIFGnJ0Gnw6TVYWw/X5oxQQZPgncMR41O49iRBg4frMOakoA5cTBsjC1E/4W2CDk9Y6I3W4SsWLGiw7GSkhJef/31bt/nbFuEQHCbELf71Jqk/m4TEq4WaNTR5GnDE/CjUzQYtaEU3+77EhuTgBqgFqgkmJ4+uM3OyGV8chplThtlDjuH7A0ctDWgoLC4YKyMEQMoVKJ9946TVFXasSQZw5kVQsTToAiuhhNfIECmPhEIkGQyth8dKsEVQDrBoKoc2AtczCDIHu2V7AQL2QmWDscmp2RywFbPEXsj5vYASa9o2VZ3ErvXw5vlh3t9foNGS26ChYLEZM5JyyJBp4/2JQwZRcWpNDa6aG5s5dNPqpk9pwCNZmj8OxGiJz1tEXLgwIEuXxOLLUIguE3IQw89FOEVdC+UOqU3aKlsTwnMNyegKKF0x4GehbYAowkWUtpNMH2+f1uhDITk/9/evYfHWZ4H/v++cz5qRuezLNvyAdvYxjY2JgkQYCEJyQ+SNuXXTQMkbHt1S7qw7PZKsldb0m6vJWmaTUqTDenuFpL8GkhoG9JmNySUgyEcbeMj+CjLlmSdpZHmfHyf3x+PRgfbwgeNNBrp/lzXXJZGo/E7r6T3nvt57ud+HE42OGrYUF7D6nAFP+88wdGxIayGwW2NKzAkwZo3wXI3y1dW0tGuB/ucThvVtb6Lf6MQc0iSqwJz2+yUW1yEiON05k9vKSVXAFehSzUi6NbsK4p6NLNhMQzWBatZF6yedv/aYCW7B3vYM9SLYUC920+Dx4fLaiOezRDLZkjmshO3cCZF2sxxJjbGmdgYe4Z7uL6mmY0VNViNpZdUGIbBuvV17H6zk2gkRfvxYVatrb74NwqxxF3qFiGgtwmZOiMWDodntQ9jZso+V32jugHQcn++NNoFFGMGei16jW83cGD845VFOI4r01ZWwcea2/g/XSd4d3QQUylua1yBVQab5s2y5eWkkhl6zoZ573AfmxyNBMvdxT4ssYRJcjUHMlNGB7VSS64c6ATrIHAMqEevF1s87BYr19c2c11NE8BFSzlMpRhOxjkbj3AwNMBQMs5Lvac5MNJPm7+careHapeXcodryYxaOl021q6v5dD+Hrq7RvGXOalrKM4aGSEKZb62CHnxxRcvWrfvdDpxOp3v+5hLlcuZ5HK6ZN7hsE40s6ifCEv+gvw/l88CbELHnVPAkfH7SyfBWj2+9+Ivuk9yZGyISDbNJ5pX47bJW6z5YBgGq9bWkE7nGBqMcehADzuuXzax5YAQ802GVuZAesrooJZvEV4qyRXo0owKdJnGQXSzi8XHYhiXVCNvMQyq3V42V9bxOyuv5taG5bisNkZSCd4e6uH/dJ3kyRMH+J/H9vFCTwdnoqMMJeP0xCN0RseIZxfu3mGzUVXtpXm8xv3Iu/3SEleUvMW6RUg+LlksBhgwkNRxqdyRvzYVs5Qq3z1w7fjnx5iMm6VhbbCKTy5bi8NipTsW5ulThxlKxi/+jaIgLBaDdVfX4fU5yGZMTp28cIMrIeaDpPUFppQik5m6UWOOyU0SvcU6rCtgoLsFvgIMotdgXVpHq8XOYhhsrKhldaCS42PDDCRiDCTjDCXjRLNpDoz0c2Bk+ii23WLh9saVrA7M7xuq+bBydRWmUpztGuP40UGyWZNlyyuKfVhCXLGHH36Ye++9l23btrF9+3a+9a1vnbdFSGNjI48++iigtwi58cYb+cY3vsEdd9zB008/zZ49e/jbv/1bYHKLkHfeeYef//znE1uEAFRUVOBwzH05Xjo1fb1VTincVhtOa2L8EcWauZpqJTA0fnsXuJb5aQ1fGK3+IHevWM+zZ44SSif5wcmDVLs8rCqrwG6xcjYeoScWwUSxzBdgpb+cVn8Ql1XeihWC1Wph9VU17NvdTe/ZMA2NAcoC87FvmxDTyV90gZmmIljuJp3OjZcF5rsw2YBSa4DgQ7fmPQK8B1Sz2MoDZ8NltbGxYnIRe9Y06YyN0R4O0REZxVQKu8WCiSIy3jxjSzzCh+paFtU6rXzHJpvNwpmOEKdODmOaiuUrF18iKZaGu+++m8HBQf70T/90YouQ5557bqJpRWdn57QGLtdffz0/+tGP+OM//mP+y3/5L6xatYpnn32WDRs2AHD27Fn++Z//GYDNmzdP+78udYuQ2ZpaUZHftqKtrALDODX+iIWQXOU71r6C7iDYhy5LLx3VLg+/vWID/9pzio7IKIPJOIMXmME6NjY88XPw2uwEHS78dicZM0fazJFTJvUeP6vKKqh3+5ZMuflsBYNuauv99PdGOH50gK3bm+XciXm3IPa5WmgKu89KP7AbKANumP3BzTuF3qMrhE6utlNKI4kLgakUr/V3sXuoB4B6t4+PNK2k3Ln4EtXO0yHaTwwBsHJVFS2tC7+Vv1hYFsI+VwvVbM5NJpMjGklhovhx/xGSuSyfbl1Fsy/fXv52Fs4A4DHgBLrJxk2U6jhwIpuhPRKiPRzCRNHo8dPo0T+3U5EQpyIhhlOJizwLeGx2ri6vYVtVPU6Z5bqoVCrLW6+dIZczZS9GUTAlt8/V4laK662mMtCLjfPlgWeBpqIeUamxGAYfqmuh3uPjl93t9Cai/ODkQT5Q28yWyvpFtS9KS2s5plJ0nBym/cQQVpuFxiYJbEIUm91upbzCQ0ckRDKXxWOz0zhRqe5i4SRWAG3oWBNHV05cXdzDuUJum50N5bpl+7kavX4+VNdCMpdlNJUklE4Sy6axW6w4LVZMFKcjo3RERolnM7w1eJb9I31sr2pkY0XNtCQrnctxOjrKcCpBKpcllcuhUAQcLgJ2JwGHC5/djtfmwLYEuhg6nTZaV1TQfmKI9hPDVNf4sNmtF/9GIQpEkqs5V2qdAi/EB6wGjo7f6gG5UF2utrIKatq8PH/2FGdiY7zS18nxsRE+XL+Mes9CKMkpjNblFeSyJp2nQxw/MoDFQEYOhVgg8qVoq8sqsBj5svWFdv2xossD3wbOoMvR24p6RHPFZbVR5/FR5zm/oci6YDU506Q9EuL1gW5GUgle7e/k1f5OKp1u6j0+YpkMnbExcpdYhOSx2llXXsW1VQ2Leq/GppYgvWfHiMczdHWOSpm6mFeSXM25fHJVSs0sLmQ5es+r5Pi/pdMmdyEpczj5VOtaDocG2dV3hr5ElKdOvcvqsgo+WNdC0LE4Ft+uaKsklzM52zXG0fcGiEXTrFhVpTuVCSGKImuanAyHAFgTqAI6x7+yEDddrUFvCXIEPajnYCk2VbJaLKwOVNJWVsHR0SHeHjrLSCrJcCoxraQw6HDR5C0bb1JiRSkYyyQZS6cYS6eIZdPklCKey7BnqJeDIwNsrapnS2Xdoiw1tFgMlrdV8u7BPrrOjNLUHJyyPY4Qc2vx/UUtOIth5gr0SOIa9CaPJ9Gt2oux4WTpMwyDqytqaPUHeb2/i3dHBzkeHqE9EuKjTW2LoqPguU0uujpHiUbTrN9Yh13KM4QoitPRUdJmDr/dQYPHh94oHhbezFXeSvSmwu3oLUHslFqDi0KxGAbryqtZV15NLJOmNxGlLxHFYbGy0l9BhfP991hUSpEyc5yNhXl9oJvBZJw3BrrZN9zHjupGNlXULrqSweoaHz6fg2g0TeeZECtXVRX7kMQSsbj+khYck8k1VwtxZPByNaGDcAYd7MRs+O0Obm9ayWdXXk2zt4ycUvyfrhMcH1sc+3MYhsGKtirWb6zDYjEIjcTZt6ebbNYs9qEJsSRNlgRWjr8RX+jJFei9r5rHPz6ATraWNq/dQVtZBR+sbWF7dSOVLvdFO+IZhoHLamNlWQW/s/JqPt68inKHi2Quy66+M/zd8f28FxpkMfU4Mww9ewXQ3Tk6sR2BEHNNkqs5FUV327OhFwyXOoPJTR47gIt3ORIXV+328hutV7EuWIWCRZVgAdTU+tm6vRmHw0osmubYe/2LKoALUQoyZo72fElgsBI9SJbfg3EhD/7l91wsA7LoLoJiNgzDYHWgkntXbeK2xhX47Q6i2TTPnW3np2eOEk6nLv4kJaKyyou/zIlpKs6cDhX7cMQSIcnVnJo6KrhY1prUABXoWbkjRT6WxcNiGNzWuHJagnVkdKjYh1UwPr+T9RvrMQwY6I/SdWa02IckxJJyKhIiq0wCDie1Li+T8WmhdQq8EAO9/gp0g4vz940Sl89iGGwor+FzqzbzgZpmrIbB6egY3z95gP3DfZiLYBBMV1Do2aue7jEi4WSRj0gsBZJczalSKLm4XAawbvzjHvRGj6IQzk2wftF9kv3DfcU+rIIJlrtpW1MNQPuJIUIj8gZJiPlS7/ZzfU0TWyvrS6gkcKqq8ZuJ3gdLFIrNYmFHTSOfbdtIvdtHxjR5sfc0T506TF8ievEnWODKKzwEy92YpmLv2910d45K9YSYU5JczalSC16XKojuHghwCF2qIQrBYhjc3riSTRW1ALzYe5o3B7oXTSBobApQV6//Hg7u6+HUyWGy2VyRj0qIxa/M4eS6miY2V9aN35N/07yQSwKnmlqWfhYYK+KxLE4VTjd3r1jPh+tbcVis9Cdi/Kj9MC/0dJDKlW6cNwyDDRvrqar2opTixLFBDu3vIZ0u3dckFjZJrubUYk2uQHcOdKPXXR0v8rEsLoZhcHN9K9dVNwLw+kA3z/d0kDVLvxGEYRisvqqG8gqProHvGOHNX5/hbPfYokkghSgNpRifgkDD+MfvATIwU2gWw+Cayjo+t2oTVwV0d70DI/384ORBTkdGi3tws2B3WNmwqZ5Va6uxWAyGh+LsfqOTkWGpoBCFJ8nVnMkyWRdeVswDmSM29CaPoJtbyChiIRmGwfW1zdxUvwyAw6EBnjp1mFCq9OvFrVYLm7Y0sGFTPW6PnUwmx/EjAxw/MiAJlhDzphSTK9ADexZgGHgViT1zw2t38NHmNn6z9SoCdieRTJp/OnOUX3a3k8hmin14V8QwDJqag2zd3ozH6yCdznHgnbO0nxjCNCX2iMKR5GrO5AOXk8W7H1Qtes8RhS4PlItToW2prOc3WtfittoYTMb5+/ZDvDda+u1yDcOgusbH9p3LJvYe6Tkb5t2DveRypT9DJ8TClqY0OgVeiBe4Fh1bo8Cv0XsvlvY1caFq8QW4Z9VGrhkvJ313dJC/O7G/pBte+PxOtu1opqFRD3x3ng6x561OxkalA7IoDEmu5kypjgpervXoDYZH0XXwotCW+YL8TttGGj1+0maO57rbeabjPYaSpV/OYLEYtLSWs35jHYZhMDgQ4+C+HjIZKfcRYu6UUqfAC6kGbgTq0EnVUeBUUY9oMbNbrHy4vpW7l6+jyuUhlcvxYu9p/r+Thzg0MkA6V3rXa6vVwpp1teMb21uIRdO8s7ubY+/1S/wRsybJ1ZxZKsmVC1g1/vERpLnF3PDbHXx6+To+UNOMzbDQHY/ww5MH+dXZdrpj4ZKfyaqp9bNpSwNWq4XRUIK9b3cRj8lmoULMjXx8KuWSdQewlckW7UeA/uIdzhLQ6C3jd1Zezc31rTitVoZScZ7vOcXjR/fyXPdJIpnS2x+rptbP9utbqWvQfws9Z8O89foZ+npLP66K4jGU/PacJxwOEwgEGBsbo6zsSoPPm8AQsInJ3eUXqxywC73GbCWTwU7MhXA6xct9pzkZntwQ0W93sLqskmW+AI1eP3aLtYhH+H4UupWyiZ7xnD6+E42kOLi/h1Qyi81mYf3GeioqPUU4TlEshbn+Lk6FOzcHgU6gjckOfKUqX5beib6mfIDSThpLQyKb4XBokHdHBxgZXwvsszn4VOtaqlylec0eDSU4dqSfeEyvKQtWuFmztgaPd7Eu7RCX43Kuv5JcXUBhAtiv0HXtH0R3OFrs+oA96DfLN6Lr4sVc6o6FeTc0yInwCGlzsozBahg0ectYH6ymrawCm6WYE9QmeuF5L3pUeerIpgU9sxtAb0xdD1hJpbIcPtBLeCyJYUBtnZfmZZX4/M75PnhRBJJczaxw5+Y1IARcAzQW5uCKygTeQl9r3MCHWLxrnRcWpRS9iSi/OnuKkVQCp8XKncvW0OQtzb9d01R0nglx5tQIpqmw2Sxs3tqIv8xV7EMTRSbJ1SzNPoClgOfHP/4IurPeYqeAt4FB9EaP25Gq0/mRNU06IqN0REOciY4RyUyW07msNtYHq7m+tmkeZ7My6N+DfvQm05faWcoJtAIBcrlTHDtio783MPHVYIWbtlVVEuQWOUmuZlaYc6OA59AVBzeyeErX0+jmFnH0mqzt6L2xxHxIZLP8rPMYPfEIVsPg482rWVlWXuzDumKJeIb3DvcRHktKgiUASa5mbfYBbAhdFugBbi7swS1oEXRrXBNdCrkRCW7zSylFKJ3k6OgQh0ODRLM60WrxlnHXsrVzMIuVQrdCDqN//mF0B6+plxUHeuF5PbpcxzJ+S45/7xi6Gcq5beYNxkb9dHd6GRzwo5SBYUDb6moamwMYhvxuLUaSXM2sMOcmBryE/hv8CItrECyMTrBMdHn6yuIezhKTMU3+b9cJ2iMhrIbBp5evo8FTusl7NpvjwDs9kmAJQJKrWZt9AOsA3kW3Kr+2sAe34OXLA2Fx1POXLlMp2iMhnus+ScY0We4P8v80r8Y66wQrh944upvpZX5TedG//7Xokr+LJUIm0IPu+BVHlyqtRCdmh0km+jhxrIahQR2oq6q9rFlXi8OxUNeWiSslydXMCnNu8tfoMuCGwh3cgnEGvQbLAK4HSnf2pBSZSvHPncc4FRnFZbXx/65YT4XTXezDumLZrMmBd84SHktitVnYsLGOikpZ9rAUXc71dzENWS0g4fF/l+Ibgzr0jBXovUekPW6xWAyDVWUV3LVsLVbDoCMyyv/tPkkyN5uOjkPo5iXtTCZWXvSs1Br0YMItwIeBdUAllzZ7aQGa0G/2PgJcjZ75tQGbcbmvZsOmAVat6ccwTIYGY7z12mk6z4QwTdkXS4hLt9jjUwvQgJ4934suFxTzxWIY3NG8ijq3l2Quyz+dPkosU7o/A5vNwqYtjQTL3eSyJgf39XC2a7TYhyUWOJm5uoDZjw7+Gr3v0xb0RX4pOoneewRgGzrpEsVyOjLKzzqPkVMKA6h1+2jxllHudOG1OXDb7IRSCXoTUfoTMdxWG63+IMt9QcocTvTi91PoxhSgW/CvR69tmK81hQngEJHIGEcO1xGL6vIMl9vO6jXVVFbLaOJiIDNXMyvMudmL/jtezGVzGXSJehw9aLO5qEezFMWzGZ46dZixdAqHxcqaQCVXV9TgtzsYTiYYTiXw2x20lVUU+1AviWmaHHtvgL5evY1Bc0uQlaurpDx9CZGywFmaXQBbrIuFL5cCDqNLNKzo8ozA+36HmFsdkRAv954hlD53bdPMlvvS3FCXotI1tfyvFT1LVYzNRxVwFqUO0dfj5dTJGtJpXRrYtrqKppagBLsSJ8nVzApzbl5Cr7vagR4cWaxC6K6IANehGy2J+RRKJflZ5zFGUokZH3NT/TK2VNbP41FdiEJXYqTQM51l6AZL5zxKKc50hOhoHwZg5aoqWlql7HSpuJzr71JoYzfPMug/yiRLux25gZ7ZiKM7x+1Gt6WXxaDFstxfznJ/OZF0is7YGGfjESKZNLFMhng2g9/hoN7tp87tJZpNkzHPcn1NGMOAnAljmUrKHVdhGMEivgoDaMIwvNQ3vk1NXTsnjzXSc9bLyeNDJBIZVq2plgRLiAvKoRMrWPwDf+XAMibXYN2AHugT86Xc6eLeto10x8IcCg1yIjxMTikCDidem4OeeISXe89gN6xcXVEzD0ek0FVFg+jkO8lkQjWVBV3q3oreSkfHE8MwaF1Rgc1m4cSxQU6dHKIs4CJYXrprysTckOSq4BzoDoE5ZEmbBV0a+Rq6g9xu9AyWBLhi8jucrHfUsL78/YLZCHp9FZyO+Hiu20E8Z7Dc18eH610EncVOksuBnVitb7L6qm7cnmraT1RwtmuMZCLL+o11WK1L/e9PiHNFxv91cKGR+cVnLbqBRwxdqr6muIezBBmGQbMvQLMvQMZcAYDdYkEpxSt9newd7uX5nlNYDYOrgnNRZqfQHWm70OWw77f+y4l+fxJHd7A9i441a5g689nYHCAcTtLfG+Hdg71su64Fp1PeTotJUhZ4AVKWUmgx9Dq0DHokaENRj0ZcTBSdEGeAWpTayjvD/fy6v5OcUlgNg82VdVxX3YjTaiN/CSnObFEUvb9anIF+H0cON2CaBoGgi6s3N2C3SyJfauT6O7PZn5tO4CD6jeJ1hT24BasHeAc92HcD4Cvu4YgJSile6O3g4MgAAD6bg2W+AMt8AZb7gzits0lYFPpn385kExfQcwpV6JJYDzqhyg825GPYKHB6/PvzDZOq0cm6Xt6Qy5nsfbuLWDRNIOhi89YmLBapmFjMZM3VLElwnwsD6DfBoDvK1RbxWMTMRtFvROLoILKT/AT3cDLOy31nOBMdA8CC3ncqpxQWDJq9ZbSVlbOyrAKf3TGPx5xDN9s4yWjIwaH9jWSzVrw+B5u2NMqIYomR6+/MZn9u3kVvFbIcXba9FEzd4N6Prp4oxnpRcSFKKV7uO8PBkX5yU96OWgyDFm+AtrJygg4XfrsDr82Bw3opA2YZdCloT/7Z0E21mtEdbC+1qiEJnEAPSuSPrRmdZDmJx9LsebuLXNakts7PVRtqpSR9EZPkapYkuM+V99Bvgu3oEUSpU1448ntXnUIHETd6jdz00iGlFB3RUV7pO8NIaubGGNdWNfDB2uZ5DjS6m2A0MsaBd5pIp224XDbWrKuRfUlKiFx/Zzb7c/MGMAxsQr9JXCoS6OqJFHoG4lqkbH9hyZgmPfEwZ6JjnIqMztgEY5kvwLaqelq8M20kP8rkAKGB3m9zOXp26krFgGNMJms2YDWwjOGhJIf296AUNDQFWL1W1vwuVpJczZIE97mSA15H1z9XostS5CJUfAPoEe38QvcG9Kj2zGsyTKWIZFJYDAOrYSGZy9IeDnEyPEJvIgrA2kAVtzeuKMCmxZdDAe+RiHdz4J0mEgkdUGvr/LStrsIhs1gLnlx/Zzb7Tra/Qo/qfxC9UH8pGUXHHxPd6GIDEn8WruFkgpPhEbpiY7rxUjZD2sxNfL3K5eGG2hZa/cEp39UD7Ef/jN3ANehN7AtlBB0rx8Y/dwIr6e+r4L1DgwC0tJazcpV0plyMJLmaJQnucymK3n8kh34TvxkZQSyWKHo2cWD8cyd6897Z7Un2bmiQ58+ewkTR4i3jlobl+O1ObPOaZHWQzb5HR3sV3Z3lgIHNBhs2NVBeIbNYC5lcf2c2u3OTBP51/OOPsjQbC/Wi9/kCPYC0vIjHIi7XaDrJvuE+DocGyIxvHr+zponrqhswjA7gyPgja9HvLeai/FOhm2OcQM+IAtjp6W7k2BE9INm8LMjKVbIH1mIjydUsSXCfa73oaXuFfiO/BUmw5ttZ9AifQo/etqLLHAoTjE5HRvmXruMTARDAa7NT6fRQ7/FR7/HR4PHjmtWC5YsZAtqJhMMcfa+OaMSFYSjWXV1OTe1i3t+ntMn1d2azOzeDwFvoLUI+XPiDKxnt6DfhFvQMnvyOlZpkLstr/V0cHOmj1p3l+hpFq183rRhO1pLMraHRO9c/VxPoRnehjAPQeaac9uO6C29VtYt1VzdK19pFRJKrWZLgPh/60SOIJnqUaQtLcyS1GAbRC7wVev3Beuaig1Z/Isq/9nQwnEyQVeZ5X7caBqsDlWwsr6XB45vDUb44uVwnRw4nGBzwAYrVaxWNzW3I79zCI9ffmc3u3Iyi93xyohfkL1UK2IOOQX50giXXgdISB46SNfuxWSZLBXf1etg77AYMVvrL+XB9K2WOud5ywESXC/YD/fT3Wjn6Xh2macHnz3H1pgZcbrmOLQaSXM2SBPf5MoAOcibQiJ7Gl2n0uTWGXneQQ2+SuIW5PudKKZK5LGOZFAOJGL3xKGfjEUbTkw0xgg4XLd4yGr1lNHnL8M9Bt0GlYhw/2kFPtw621TUJ2la34HIHC/5/iSsn19+ZybkplBSwC73n0VLqnFjqFLrq4jCQBcBUVrpjDg6FXAyndDXE2VgYBdgMCzuqG9lSVY99XsrSFTDC2OhpDu33kMnYsNpM2lb7qW+olzLBEifJ1SxJAJtPU2dR1gCrins4i1oE3S0sjW4osp1ijdgqpehNRDk0MsCxseHzZrbq3T7WBCpZFajAby/cyKNSJmc6ujh9KoVSBhaLSUurg5bWZVK+sUDI9Xdmcm4KqR+9sT3ADvQsvli4zm2vXg5chW7MMv3aPZSM80JPB2fjetNsn83B9bVNrAtWY5mnBCeRGOG9Q72Ex/RAYXmlhdblDfjLnBJrSpQkV7MkAWy+nUFfNAG2omdUROHk0HXh7ehZwjL0/lULY6+XVC5LVyzM2ViE7liY/mRs2terXB6W+QK0+gI0ePzYLbNPCKORMCeOdTEa0oHPZlM0NpfT2FyO02kjlzPJZkzsDqtsDDnP5Po7Mzk3hXYIHX/s6P2v/MU9HDGDMLrKJd9efRW6xfrMSYpSiqNjw/y6v5NIJg1ApdPNNZV1rA1UXeJ+WbOjVIauM0foaHdimvpYDQP8ZS6qarw0NgWw2aQktVRIcjVLEsCK4TB6R3QL+o1/eVGPZnFQTLZZj4/fV43e48ZVrIO6qGgmzYnwCMfHhidGHvMsGNS4vTR5/VxdXkO588r3SlPKZKD/JB0nMxMt2w0DDMPANPVl0eGw0tgcoKExIG3c54lcf2cm56bQpm4P4kQnWNJNdGE5CxxE/6zc6FL2S39/kDVN9o/08dbgWVI5vT7LYbGyJlBJpdON127Ha3NQ5fLMUYMlRTx2lI72OKMhD+n05P9hsymaWrI0NduxO1p4v+1PRPFJcjVLEsCKwUSXaAyiE6yNQFNRj6i0DaE3PQyNf+5E7+tSRymta4tnM3RGxzgzfotm0xNfs1ss3N64ktWByln9H0r1MTR4gs7TAcJjF07WDMOgps5HU3OQssDCTUwXg4Vy/f3Od77D17/+dfr6+ti0aRN/8zd/w/bt22d8/DPPPMOf/MmfcPr0aVatWsXXvvY1Pvaxj018/Z/+6Z94/PHH2bt3LyMjI+zbt4/Nmzdf1jEtlHOzuKTR5dIR9Jv365EN7heCHHqrkDPjn1ehE6srW4+bzGU5HBrg4MjAtPW+U1U63dR7fKzwl7PcFyzwHo0hlDpJMjlCaNhDV2c58ZhOpgzDpKo6Rl2DnYrKOiyWMvTrLJ1YvRSUVHIlAUxMygL70LXwoBcaX4W0ab8cafQoX9/45xb0eVyF3lW+dCmlCGdSnI1FOBQamJjV2lZVzwdrW2ZZSx8BdpOIZ8AAu70ci2UVg/02urtGCY9NBmN/mZPqGh9WmwWLxcBms+DzOXF77LJguQAWwvX3xz/+Mffccw+PP/44O3bs4Fvf+hbPPPMMx44do6am5rzHv/7669xwww08+uijfPzjH+dHP/oRX/va13jnnXfYsGEDAD/84Q/p6OigoaGB3/3d35XYtKAk0TNYcfTM1fXILEIxjaHfC0THP29Dr8me/fVVKUVnLMypSIjY+ObEkUyKcCY97XEuq421gUrWBCqp9/gLuFYrCnSiVIbBAQdnOqxEI5PPbbPnqKyMUVkVp6LKwG6vRFeclCNdLYurZJIrCWDifAo4jt6gD/RFZSulnhjMjxB6/7AEOgi1oJOqxTfTYirFr/s72TPUC0C1y8P26gZWlVXOIgim0SOl3VPuqwfWEx6D7q5RBvqizHTJtFoNfH4nVdU+qmt9uN0LY01bqVkI198dO3Zw7bXX8u1vfxsA0zRpbm7mD//wD/nSl7503uPvvvtuYrEYP//5zyfuu+6669i8eTOPP/74tMeePn2a5cuXS2xacOLoBCuJXpd6HVc6SyKuVBo4hV4frNAJ7mbmo9lIPJuhJ67X/R4bGyaWzUx8zWm10uoLsswXoNFTRtDhLOhAWiSSoq9ngP6+OJn01MFkRSCYoLIqRmVVAp+/AViJ/F4WR8kkVxLAxMx60Jvc5hswbGcxJgmFoYD87vQK8KAT0kAxD2peHB8b5ldnT5E2dS19wO5ke3UjG8qrZxH8ougGIPkky45u1dxIOp2j92yYWDSNaSpMU5FOZyc+n8rnd1IWcOH1OfB6HfjLXNhsMgt7McW+/qbTaTweD//wD//AXXfdNXH/vffey+joKD/72c/O+56WlhYefvhhHnrooYn7HnnkEZ599lkOHDgw7bESmxayKLpEMIXuQncdMrA3H5LopOoMuhwQ9P6XmyhGImEqRWd0jPdGh+iIhibWauV5bHYaPX6W+QK0eAMEnYV5b2KaivBYkuGhCMODMWKx7LSvV1VHaFsTwu1eBixjoTSlWiou5/pbtKtGOp1m7969fPnLX564z2KxcOutt/LGG29c8HveeOMNHn744Wn33X777Tz77LOzOpZUKkUqlZr4PBwOz+r5RCE0oJOEt9Gdgn4NXMtSSBguTxZdBphvT1uPXq+2NC66qwOVNHvL2D/Sz/7hPsYyKZ7vOcWxsWFua1xxhRtI+tCjpSvQCX54/N9eHI7NLFtecd53mKYiEU8zGkow0B9lNJQgGkkRjaSmPc7nc1AW1Os5UskMqWQWu9NGZaWHyiovHq+MSBbb0NAQuVyO2traaffX1tZy9OjRC35PX1/fBR/f19d3wcdfKolN882Hbsv+BnrT5beBa5A1WHMlgp6lOoseGAQd49so5vpgi2HQ6g/S6g9iKkVfIkpHZJSuWJj+RJR4NsOJ8AgnwiP6iO1OVgcqWRuopMrlueKBPYvFIFjuJljuZuUqSCYyDA/FGB6KMTIcZ2jQz8iwl5bWQWrrTuP2VGEYy9ADAVd+rpRSE4OFuZxJLjv+b84klzXJ5RQ+vxOvT+LTpSpacrWQAtijjz7Kn/3Zn83qOcRcCAIfQAe4GPAqOnloY+kmWQo9m2eiy//2oQOUAawDWllqi2DdNjs7a5rYVlXPgZF+Xu/vpjM2xg9OHuSDtc2sClTgtV1JUCgDPogeUT2OXgv4a5TaSlb5pm1KmVE5xixpRn1pMi4DVWMjF8lRgQt72iAaTZNKZolG00Sj02v7iaYJDcc5eXwIu92C3W7FZrfidtupayijvMIta7mWKIlNxZCvlHgTGAFeQpdirURmsQrBRHexPYNuYJVXgY7t1SykGGYxDBo8fho8uk1/1jTpS0TpioXpjI7RG48ylkmxe6iH3UM9VDjdbKmsY12wGtssG2K43HYam4M0NgeJRVMcPzrIaCjB6VNVnD5VhcVi4vF24/F04/YEcbvLcHsceLwOHA69Pss0FelUlkg4RSgUJzSSIBGfHoMutX6tLOCiobGMsoCLXE4nYDabBa/PeclbluRyJslEhng8QzKZweN2UF7pxjIvmzzPH7lSAF/+8penzYiFw2Gam5uLeERikhedYOWbNPSO3+rRswtLZYFnHF3610V+Z/pJTnQXpdl1zSt1douVbVUNrPSX81x3O72JKC/2nubF3tNUuzys8JezuaIWr/1yEi0L+YBvqt1YjBgZ81V+0e3jTNSNx2ZHoSb2UbmQ2jIv161sot7hJTqWIhJOYRgGLpcNh9NGIp5meCjGaChBJmOSyZhAhvBYkv6+CB6PnfrGAF6vA6fLhtNlw2azTEu4cjmTVCqLw2GbVnpomoqx0QTZrInX68Dltsu+XRdRVVWF1Wqlv79/2v39/f3U1dVd8Hvq6uou6/GXSmJTsZSj4867wDB6DXAXukxNNhu+fEn0TOAIepZq6ox+HTpxLY3tV2wWC03eMpq8ZeysaSKdy3E6OsrRsWE6IiFGUgn+taeDNwfOsq2qnvLxkkEDg1q3F7ftyqpKvD4nm7c2MtAfpbszRDSSwjQtRCMuohHQ53iy8ZLdrmNEOp2b6SkvyDDAarNgteqbjjUQHktO3M5ltRr4Ay6845UXylQYhoHXp8vhnU4bw0MxBgaijI7Ez0vmrFYLldUeKiu9lAVci6I5VNGSq4UUwJxOJ06ndAZauBzANnR51kl0CVwv+kJyLYtzcadCz9aF0DMmM83OVqLLVmQ9Wl65083dK9azf7iP90aHGEjGGEzGGUzG2TvUy6aKWrZV17/vbFbGzHEyHCKUShDNZoikUwwlvdzRkqXJm+XOZRGOj6XY1eclktEJvs/moMLpxm934LHZyZg5DocG6U/E+FnnMQwg4HBR7nDhsdlxWW04lRWnz4azzEkjbpw5Kz6Lg1zGJBSK09cTJh7P0H5iaNrxGQY6kbJbyKRzEwHUMMDnc1IWdJFO5RgZjpPLmVO+z8DtseN02XA5bTicVgzDwLAYoCCTyZHJ5MhmcjicNtweOx63g2C5G7tjaQxkOBwOtm7dygsvvDCx5so0TV544QW+8IUvXPB7du7cyQsvvDBtzdXzzz/Pzp07Z3UsEpuKKd/Uog/d6CYBvIUuF16LdLF9PwqdSPWh41f8nK87gGZ006XS3lfMYbWyOlDJ6kAlqVyWd0OD7B7qIZpN83LfmWmPtRgGK/xB1gerab2CVu+GYVBb56e2zo9SimQiQzQaIxHvI5GIkkjYScTsJJOO8UG6/PeB2+OgvMJNeYUHv1835FDjpZgWi4HFYhn/98JJTSqVpa8nTF9vhEw6i2U8+UqnsmSzJqMjCUZHEpf0Omw2i45DThvhcJJ0KsdAX5SBPt0d0m7Xs2F2hxWH3YrDacXp0o/3eOy4SqBZVNGSq4UUwESpKEPP0LSi98QKoWvjt7M4auJz6DKJvvF/U+d8vQod2MvRgd3CQiqfWEgshsGWqnq2VNUTz2Y4HR3lwHA/vYkoe4d72T/SR7XLS63bS7XLg9/uwG2zY8HgyOgQh0MDpMxzR/wMXutv4taGFBXOXlYH0rSVZYlmmnBYmnDZyjn353FdTRN7h3o5ONJPyswxmk7OuMdKnt1iod7tp7HCz4qGatSoIjQcJ5XKkkpmyWRyKKWD3ZTlOFgsevPjSCRFZMpaL4fDisNpIx7TTTfisTTx2MwzbRdiGAbVNV7qG8sor7jyNQWl4uGHH+bee+9l27ZtbN++nW9961vEYjE+97nPAXDPPffQ2NjIo48+CsCDDz7IjTfeyDe+8Q3uuOMOnn76afbs2cPf/u3fTjznyMgInZ2d9PTo9ZHHjh0D9KDhbAcIxVwx0FUSNUzuuXQKPZt1DXqN1lKXQs9KhdEDgnF0qXrmnMf50aX+1ejZqsWXnDqtNrZU1bOxopZ3Rwc5MjpEztRJTtrMEUonORkOcTIcwmoY1Li81Ht8tPgCtPqCl9XpVg+UOXB7HOj3BAn04HMXuVyORNyBUgZOVw12exuG4Znda3PaWLa84rw1x0opYrE0Y6NJkokMhmFgsUAup4hGdKVGJpPD53dSU+ujusY3bWZKKUU4nGJoYHKtciZjMhqaOVGrqPTQ0lpOsHzhlswXvRX7vffey/e+972JAPaTn/yEo0ePUltbe14Ae/3117nxxhv56le/OhHA/tt/+2/TWrFPDWD5x6xZs+ayAph0ZCoFYfQoYgqdWF2LTr5KjUIH6i50UjX1Db0FHYwq0A0+SvH1LRxKKU5Hx3hjoIu+ROyijw/YnSzzBfDZHXhtDurcXqrd+VHWMHAYPTqb50C/cWhB/8wmL/pKKaLZDKFUgtF0kkQ2S9LMksplSeVypHM5UmaWkVRyovNhntNipdkXoMVbRosvQJnVQTZjkk7rWSaHw4rLZcdmt5BKZRkb1aUbNpuFyiov/rLxUUqlSCazJOJ6/VcqlSWd1omaUgoU2B1WvebLpp8rHk8Ti6SJTUnG7HbL+KJrDx6vA8MAw2Jgt1vxFKCcY6Fcf7/97W9P7MG4efNmHnvsMXbs2AHATTfdRGtrK08++eTE45955hn++I//eGIPxr/8y7+ctgfjk08+OZGcTfXII4/wla985ZKOaaGcm6WrDziAThws6HWuy1hag1wKff3rQq+dOndWKs+O7vhXh66wWPizDXNtMBnnvdAgR8eGprV6B/Da7FwVrGJVWQVldice25VeS3Po39NO9HsL0L+rLegS9/mtcsk3y7BaLy2ZNk2TaCRNIp4hk9FVGelUlmQqSyqZIR6bPG8+vxO3245h6MFFp8uO26Nvfr/zkv/PS1UyrdhBApiYjTg6wYqhJ2GvQV/MS0EWffE7zfTg5EYHo1pk08C5oZRiNJ2kPxGbKBmMZzMksllSZpYGj59rKusuYSRRoctTu9BJ1tSkqAy9eXMjlzNCayrFcCpOTyxCVyzMmdjYBdsA++0O3FY7HpuN5f5y2srKsRpzNxIcCSfpPRumvy9CNmvO+DibzYI/4CIQcFFd68Pnu/ySNrn+zkzOzUKQQCdY+VLdanSH1sVQPfF+TPT2FB3omampfOgmUz50mZ8HfQ1cfLNThZCPQb3xKD2JCCfGRkjkpq+ltmDgtzto8Ppp8pRR7/HhstqwWyzYLdZLnOUaBo4xOQhoQcel0t0rKxHP0HkmRF9P+LztT6bKd16srPJSXuHB453fgb+iJ1cLkQSwUpIG9jI5QrMOffFYiCOJCr1O7Cy6tCQ/G2BFvwlvZrYtVUWxmOgy1bPoNyD5BMSN3si5iSt5o2EqRX8iRmd0jM7YGD3xCLkLXLK9NjubKmpZF6y+wvbzl3g8piISTjIaSjAaSpBKZVFKoUxdpjg12F21oZa6+su/fsr1d2ZybhaK/N6CR9F/6xYWb0dBhS5TP8JkUmVBDwI2omfpZVZqNnKmSUd0lHdDg/QloufNal1IpdNNvcdPvVsnXRiMr+t1Uun0TEm+8tUxR9Hlm6B/fpXogYFqdMlmaUmnsgwPxzFzJqZSmDm9Bi2RyBCLpUmnpg9K5gf+yspcNLUEcDgu/+9UkqtZkgBWakzgEHoGAXSCsg590S+WGHq0aBQYQ89OnbvOxYMOxo0svoC8lKXRs5IdTK6by/+sm5jNbGTGNBlKxohnsyRyGUKpJO+GBonnJoNxhdNFqy9Ik7eMWrcXn80xL3XppqmIRVOEx5KMjSVZvrIS9xUsPJbr78zk3Cw0EXTsyc8MuIDVXOlgysISY7JD7+j4fXYmB4tKc+ajFJhKEcumGU4mOBuP0B0LM5iMkzFzXMobdrvFQp3bh9fmIGPmyJg5HFYrG4KKFl8fNkv0nO8Iotey17MYqmWU0muLh4fiDA/FCI8lpw38ffDGFVfUoEmSq1mSAFaKFLrE7iiT5Vl16LVKFcxPnXEa3cmwm8lgdCF+9BvtBko/AIuZ5dC/k+1MJtZ29AxlKzrhmr2saXIiPMLBkX564pHzgq/basNnd5AxTR1kLVZafAGW+4M0e8uwGZYFtShYrr8zk3OzEOXLg4+gSwZBz1i3MdvBlPlnomNYB3pQMM+Cvma1IUlV8SilyClFIpelPxGlNx6lPxEjq/TaWRPFSCpBxpy5dBsUy7xWtlXbafKksFpGmKy0cKDflzSymKpopg78JRIZ2lZf2XYKklzNkgSwUpZE1xh3nXO/F10P7hm/VaBrwi928cigR/ASTO4jkV/MnA+aMSA6/m/+z8lAX5zKx//1oS9cDiShWmoutL4u34VsJYXcEDuZy9IZHeNMdIzeRJThZPySRjoBbIaFVYEKrqmso85dvC5ocv2dmZybhSyH7ibYzuSMtZ3JQb5KFta1X6GPM46Ob1H0dSp/7AY6TtaN3xb7mrLFQa/bTdAbj5AxzYk1WpFMijPR6aXlNsPCuqCfZb4wTd4Qbtvkuq+s6SaUquN0tIzhVIqsaWIxLFgMXUGRzGVJZLPYLBbqPT7q3T5q3T78dsesN09eqCS5miUJYItBvpvR8PjHF+JCN46wMtlCNocOKgY6iTq3HfrF+NEzE43ozX2FyFPo7lodTC6GB53kl6F/d8rHb4UZMdRlhHGSuexEkI1mUnRER+mIjM64+XG928emylpWlVVin+dAKdffmcm5KQX5JOsUUzd11QNr9UxWUxTibzzL5Ky4Mf5/p5mMXfkBwTSTcc1Ex7oY05vw5DnR65ZbkFmqxSdj5jg+Nsw7w30MJiebaRkoWn0Z1gZTtJWlsI9f9kfTFl7r93JszMGl/s56bHa8NjsOixW7xYLDYqXM4STocBF0uPDZHbitNlxW24KqmrgYSa5mSQLYYpNGlzjkE6goOum61J3LnejZLtf4x3b0G+Xc+L8e9MyUf/wxpXOxEMUyhh7h7rnA1wLoGa165vJ3SSlFMqd/hxUwmk5yYKSfY2PDmONhwWm1si5YzZbKOgKO+WnhK9ffmcm5KSX5RgL5Te+nNilwogfgmph5i438zFKMyaqI/PUgjF7nNdPA4aUy0DHLPX6rRsrVlwalFGfjETqjY1gMY6Lb7Gg6STgdo8YdYltVDLdNv09K5xyMpgOE0n6S2QBOqxOX1UYyl6UnHqU3EWEoGb9gw6WZWDCo83hZXaY3YfbZF3YyL8nVLEkAWwpy6NmDQXQgyZcL2tBBTI1/7EU6IYm5k0AnWhH0G6V+JuvfXeiNoyvRI90e5iNxj2XSHAoNcCg0MDGzZTMsXF/bxJbK+sva6PJKyPV3ZnJuSpWJjje96CYRUxOt/MCdHV1FkRq/Jbi0AUDLOR87xp/LwWTilH/Tmn+752GyZbokUmImWXSlRfv4x1N50APKlei93qzjA3ZZwpk0sWyarGmSMU1SuSxjmRSjqSSj6STxbIaUef7vdvn4rJbP5iDodFHv9lHv8eG0LoyGX5JczZIEMCFEcaTQa7NOM/0NGOhkvww9s9XAXC84NpXiTHSM3YNn6Y7rFsy1bi+3Na6k2lWYZhwXItffmcm5WQxy6EG9bnSZ8Ps1H4DJRCifBOWrJSqYv2ZNYmnLD0b3o39nk+d83QdcjU60LvEZTZNINs2pSIjjY8P0xM/tYDip0umm2RugxVdGs7esaMmWJFezJAFMCFFcOXRJ0TCTLf3PvVQH0COGjcxlRzKlFIdDg7zSd4aUmcNqGNxU38rG8po5qZeX6+/M5NwsNmn0jHV+nVSOyRmn/KxTKXUbFEtDCl1tkS9vz6/7a2SyecvlJUDRTJqRVIJoNk00k2YomaA3EWEsPX3duwHUe3ws8wVZ5gtQ5/bNeTVFniRXsyQBTAixsJjotYJh9Kh3L5Mj3nb04vNlFKq9+4VEM2me7zlFR2QUgDWBSm5tWF7wUUS5/s5Mzo0QYmFJo7fA6ZxyX77TZC260+SVx6V4NkN3LExXLExndIxQevqsmctqY7kvyHJ/kBX+chzWuRuMkORqliSACSEWtjS6G+YZJtu7gw5my9AL0ws/mqeUYu9wL7/u68JEUWZ3cH1tM1cFqgo2iyXX35nJuRFCLEwhdKnrINNjEui1WT50IxcXk1vjTC13vTThtG4pfyY6ypno2LS1Ww6LlauCVWwsr6Ha7b3iVzLj/y3J1exIABNClAaFroM/zfT27m50t8H8Gi0fhUy2euIR/m/XCcLjDS+qXB4+VNvCcn9w1s8t19+ZybkRQixsCp1c9Y/fht/nsQY6RlWimzcFuZz2/6ZS9MQjnIqEOBEemVZCWO3y0FZWQVtZOVVOT0EG/yS5miUJYEKI0hNBl2Z0c34zjPweO40Uah+tjJlj33Afuwd7JkYPV/jL+XD9slm1bZfr78zk3AghSksanWDl91xLoLcWiDLzPmte9GxXgMk9IN+/3E8pRVcszMGRfk6GQ5hT1ij7bA4avX4aPX4avWVUOd1XlGxdzvV3YfQ3FEIIMUt+YD2wFt3uOb8PTn7B/Jnxm43JQGUZ/9w+fsuXbTjRa7oy6Ba8AXTt/GSAs1usbK9u5OryWt4ePMt7oR6SuQH2DPWyLuii2rUBm8U3x69ZCCHEwpUf2DuXQidaI0w2b4ozuRXByJTHWpic3apGx7rpyZFhGLT4ArT4AiSyGU5FQpwMhzgdDWGzJLAZYWyWDKlcjlD6Biqcc7c+GSS5EkKIRcaKnqFqHP88v8fOWXTSleX8PUsuhR1oRidfkfFbCrctx431WW6sn9pSOsrxsQ5WB66+wtcghBBi8TKY3F+0afy+LHpGK9+8KYzuSJhBr+UaBI6gB/+q0QmXgZ4By6GTsiRuW5L15WnWl2dQKoNhTJ8hm4+CPUmuhBBiUbMANeO3HHp0ML9RtokOaJnxW750I4VO0uzo4NU/fv+p9/2flHIRyzrpjCrayhrm4sUIIYRYlGzodVfBKfcpdLKVT66G0fGpe/z2/nT1n2X8OStQqhzDmPu94SS5EkKIJcOKLqm4XOuZ3PhUjT+HH904I19maMcw7PjscFVQzckeWEIIIZYSg8l4swI9QBhCb2Y8Nv51KzqBcqJjkgtdjpgvd3eRL2mfr7AkyZUQQoiLsKDbvNde0qMlsRJCCFF4VvTaq6piH8j7urwG80IIIYQQQgghLkiSKyGEEEIIIYQoAEmuhBBCCCGEEKIAJLkSQgghhBBCiAKQ5EoIIYQQQgghCkCSKyGEEEIIIYQoAEmuhBBCCCGEEKIAJLkSQgghhBBCiAKQ5EoIIYQQQgghCkCSKyGEEEIIIYQoAEmuhBBCCCGEEKIAbMU+gIVIKQVAOBwu8pEIIcTSkr/u5q/DYpLEJiGEKI7LiU2SXF1AJBIBoLm5uchHIoQQS1MkEiEQCBT7MBYUiU1CCFFclxKbDCXDg+cxTZOenh78fj+GYVz294fDYZqbm+nq6qKsrGwOjnBhW+qvH+QcyOtf2q8frvwcKKWIRCI0NDRgsUjl+lQSm2ZHXv/Sfv0g50Be/5W//suJTTJzdQEWi4WmpqZZP09ZWdmS/OXNW+qvH+QcyOtf2q8fruwcyIzVhUlsKgx5/Uv79YOcA3n9V/b6LzU2ybCgEEIIIYQQQhSAJFdCCCGEEEIIUQCSXM0Bp9PJI488gtPpLPahFMVSf/0g50Be/9J+/SDnYCFa6j8Tef1L+/WDnAN5/fPz+qWhhRBCCCGEEEIUgMxcCSGEEEIIIUQBSHIlhBBCCCGEEAUgyZUQQgghhBBCFIAkV0IIIYQQQghRAJJczYHvfOc7tLa24nK52LFjB2+//XaxD2lOvPLKK3ziE5+goaEBwzB49tlnp31dKcWf/umfUl9fj9vt5tZbb+XEiRPFOdg58Oijj3Lttdfi9/upqanhrrvu4tixY9Mek0wmeeCBB6isrMTn8/Ebv/Eb9Pf3F+mIC+u73/0uGzdunNiMb+fOnfziF7+Y+Ppifu0X8tWvfhXDMHjooYcm7lvs5+ArX/kKhmFMu61du3bi64v99ZeSpRKXQGKTxCaJTVNJbJr/2CTJVYH9+Mc/5uGHH+aRRx7hnXfeYdOmTdx+++0MDAwU+9AKLhaLsWnTJr7zne9c8Ot/+Zd/yWOPPcbjjz/OW2+9hdfr5fbbbyeZTM7zkc6NXbt28cADD/Dmm2/y/PPPk8lkuO2224jFYhOP+Y//8T/yL//yLzzzzDPs2rWLnp4ePvWpTxXxqAunqamJr371q+zdu5c9e/Zw8803c+edd/Luu+8Ci/u1n2v37t1873vfY+PGjdPuXwrnYP369fT29k7cfv3rX098bSm8/lKwlOISSGyS2CSxKU9iU5FikxIFtX37dvXAAw9MfJ7L5VRDQ4N69NFHi3hUcw9QP/3pTyc+N01T1dXVqa9//esT942Ojiqn06meeuqpIhzh3BsYGFCA2rVrl1JKv1673a6eeeaZicccOXJEAeqNN94o1mHOqfLycvW//tf/WlKvPRKJqFWrVqnnn39e3XjjjerBBx9USi2Nn/8jjzyiNm3adMGvLYXXXyqWalxSSmKTUhKblJLYJLFp0ny8fpm5KqB0Os3evXu59dZbJ+6zWCzceuutvPHGG0U8svnX0dFBX1/ftHMRCATYsWPHoj0XY2NjAFRUVACwd+9eMpnMtHOwdu1aWlpaFt05yOVyPP3008RiMXbu3LmkXvsDDzzAHXfcMe21wtL5+Z84cYKGhgZWrFjBZz7zGTo7O4Gl8/oXOolL00lsWlp/mxKbJDYVIzbZCvIsAoChoSFyuRy1tbXT7q+treXo0aNFOqri6OvrA7jguch/bTExTZOHHnqID3zgA2zYsAHQ58DhcBAMBqc9djGdg0OHDrFz506SySQ+n4+f/vSnrFu3jv379y/61w7w9NNP884777B79+7zvrYUfv47duzgySefZM2aNfT29vJnf/ZnfOhDH+Lw4cNL4vWXAolL00lsWhrXJolNEpuKGZskuRKiAB544AEOHz48raZ3KVizZg379+9nbGyMf/iHf+Dee+9l165dxT6sedHV1cWDDz7I888/j8vlKvbhFMVHP/rRiY83btzIjh07WLZsGT/5yU9wu91FPDIhBEhsktgksakYsUnKAguoqqoKq9V6XseR/v5+6urqinRUxZF/vUvhXHzhC1/g5z//OS+99BJNTU0T99fV1ZFOpxkdHZ32+MV0DhwOB21tbWzdupVHH32UTZs28dd//ddL4rXv3buXgYEBtmzZgs1mw2azsWvXLh577DFsNhu1tbWL/hycKxgMsnr1ak6ePLkkfgdKgcSl6SQ2SWxa7K9dYtP55js2SXJVQA6Hg61bt/LCCy9M3GeaJi+88AI7d+4s4pHNv+XLl1NXVzftXITDYd56661Fcy6UUnzhC1/gpz/9KS+++CLLly+f9vWtW7dit9unnYNjx47R2dm5aM7BuUzTJJVKLYnXfsstt3Do0CH2798/cdu2bRuf+cxnJj5e7OfgXNFolPb2durr65fE70ApkLg0ncQmiU2L/bVLbDrfvMemgrTFEBOefvpp5XQ61ZNPPqnee+899Xu/93sqGAyqvr6+Yh9awUUiEbVv3z61b98+Baj//t//u9q3b586c+aMUkqpr371qyoYDKqf/exn6uDBg+rOO+9Uy5cvV4lEoshHXhj//t//exUIBNTLL7+sent7J27xeHziMb//+7+vWlpa1Isvvqj27Nmjdu7cqXbu3FnEoy6cL33pS2rXrl2qo6NDHTx4UH3pS19ShmGoX/3qV0qpxf3aZzK1I5NSi/8c/Kf/9J/Uyy+/rDo6OtRrr72mbr31VlVVVaUGBgaUUov/9ZeKpRSXlJLYJLFJYtO5JDbNb2yS5GoO/M3f/I1qaWlRDodDbd++Xb355pvFPqQ58dJLLyngvNu9996rlNItb//kT/5E1dbWKqfTqW655RZ17Nix4h50AV3otQPqiSeemHhMIpFQf/AHf6DKy8uVx+NRn/zkJ1Vvb2/xDrqAPv/5z6tly5Yph8Ohqqur1S233DIRvJRa3K99JucGsMV+Du6++25VX1+vHA6HamxsVHfffbc6efLkxNcX++svJUslLiklsUlik8Smc0lsmt/YZCilVGHmwIQQQgghhBBi6ZI1V0IIIYQQQghRAJJcCSGEEEIIIUQBSHIlhBBCCCGEEAUgyZUQQgghhBBCFIAkV0IIIYQQQghRAJJcCSGEEEIIIUQBSHIlhBBCCCGEEAUgyZUQUyil+L3f+z0qKiowDIP9+/cX+5AWrHQ6TVtbG6+//npBn/e5555j8+bNmKZZ0OcVQohSJbHp0klsEsUmyZUQUzz33HM8+eST/PznP6e3t5cNGzYU+5AWrMcff5zly5dz/fXXT9xnGAbPPvvseY+97777uOuuuy7peT/ykY9gt9v5+7//+wIdqRBClDaJTZdOYpMoNkmuhJiivb2d+vp6rr/+eurq6rDZbOc9Jp1OF+HIFhalFN/+9re5//775+T577vvPh577LE5eW4hhCg1EpsujcQmsRBIciXEuPvuu48//MM/pLOzE8MwaG1tBeCmm27iC1/4Ag899BBVVVXcfvvtABw+fJiPfvSj+Hw+amtr+exnP8vQ0NDE88ViMe655x58Ph/19fV84xvf4KabbuKhhx6aeMyFRtOCwSBPPvnkxOddXV381m/9FsFgkIqKCu68805Onz497bjvuusu/uqv/or6+noqKyt54IEHyGQyE49JpVJ88YtfpLm5GafTSVtbG//7f/9vlFK0tbXxV3/1V9OOYf/+/RiGwcmTJy94rvbu3Ut7ezt33HHHZZxh7fTp0xiGcd7tpptumnjMJz7xCfbs2UN7e/tlP78QQiwmEpsmSWwSpUCSKyHG/fVf/zV//ud/TlNTE729vezevXvia9///vdxOBy89tprPP7444yOjnLzzTdzzTXXsGfPHp577jn6+/v5rd/6rYnv+aM/+iN27drFz372M371q1/x8ssv884771zWMWUyGW6//Xb8fj+vvvoqr732Gj6fj4985CPTRilfeukl2tvbeemll/j+97/Pk08+OS0I3nPPPTz11FM89thjHDlyhO9973v4fD4Mw+Dzn/88TzzxxLT/94knnuCGG26gra3tgsf16quvsnr1avx+/2W9HoDm5mZ6e3snbvv27aOyspIbbrhh4jEtLS3U1tby6quvXvbzCyHEYiKxaZLEJlESlBBiwje/+U21bNmyaffdeOON6pprrpl233/9r/9V3XbbbdPu6+rqUoA6duyYikQiyuFwqJ/85CcTXx8eHlZut1s9+OCDE/cB6qc//em05wkEAuqJJ55QSin1wx/+UK1Zs0aZpjnx9VQqpdxut/rlL3+plFLq3nvvVcuWLVPZbHbiMZ/+9KfV3XffrZRS6tixYwpQzz///AVf89mzZ5XValVvvfWWUkqpdDqtqqqq1JNPPjnDWVLqwQcfVDfffPN59wPK5XIpr9c77Waz2dSdd9553uMTiYTasWOH+vjHP65yudy0r11zzTXqK1/5yozHIIQQS4XEJolNonScX7QrhDjP1q1bp31+4MABXnrpJXw+33mPbW9vJ5FIkE6n2bFjx8T9FRUVrFmz5rL+3wMHDnDy5MnzRuGSyeS0soT169djtVonPq+vr+fQoUOALqOwWq3ceOONF/w/GhoauOOOO/i7v/s7tm/fzr/8y7+QSqX49Kc/PeNxJRIJXC7XBb/2zW9+k1tvvXXafV/84hfJ5XLnPfbzn/88kUiE559/Hotl+kS62+0mHo/PeAxCCLHUSWyaTmKTWAgkuRLiEni93mmfR6NRPvGJT/C1r33tvMfW19fPWA9+LsMwUEpNu29qPXo0GmXr1q0X7E5UXV098bHdbj/vefPtYt1u90WP49/9u3/HZz/7Wb75zW/yxBNPcPfdd+PxeGZ8fFVV1USAPFddXd15JRt+v5/R0dFp9/3FX/wFv/zlL3n77bcvWMIxMjIy7TUKIYSYTmLTdBKbxEIgyZUQV2DLli384z/+I62trRfs2rRy5UrsdjtvvfUWLS0tAIRCIY4fPz5tlK66upre3t6Jz0+cODFtRGzLli38+Mc/pqamhrKysis61quvvhrTNNm1a9d5o3Z5H/vYx/B6vXz3u9/lueee45VXXnnf57zmmmv47ne/i1IKwzAu+5j+8R//kT//8z/nF7/4BStXrjzv6/nRz2uuueayn1sIIZYqiU0Sm0TxSUMLIa7AAw88wMjICL/927/N7t27aW9v55e//CWf+9znyOVy+Hw+7r//fv7oj/6IF198kcOHD3PfffedV15w88038+1vf5t9+/axZ88efv/3f3/aSN9nPvMZqqqquPPOO3n11Vfp6Ojg5Zdf5j/8h/9Ad3f3JR1ra2sr9957L5///Od59tlnJ57jJz/5ycRjrFYr9913H1/+8pdZtWoVO3fufN/n/PCHP0w0GuXdd9+9jLOmHT58mHvuuYcvfvGLrF+/nr6+Pvr6+hgZGZl4zJtvvonT6bzocQghhJgksUlikyg+Sa6EuAINDQ289tpr5HI5brvtNq6++moeeughgsHgRJD6+te/zoc+9CE+8YlPcOutt/LBD37wvPr4b3zjGzQ3N/OhD32If/tv/y3/+T//52klDx6Ph1deeYWWlhY+9alPcdVVV3H//feTTCYva7Twu9/9Lr/5m7/JH/zBH7B27Vp+93d/l1gsNu0x999/P+l0ms997nMXfb7Kyko++clPXtFminv27CEej/MXf/EX1NfXT9w+9alPTTzmqaee4jOf+cz7ln8IIYSYTmKTxCZRfIY6t6hWCDFnbrrpJjZv3sy3vvWtYh/KeV599VVuueUWurq6qK2tvejjDx48yL/5N/+G9vb2Cy6evlJDQ0OsWbOGPXv2sHz58oI9rxBCiAuT2HRxEpvEpZKZKyGWuFQqRXd3N1/5ylf49Kc/fUnBC2Djxo187Wtfo6Ojo6DHc/r0af7H//gfEryEEGIJk9gkSpU0tBBiiXvqqae4//772bx5Mz/4wQ8u63vvu+++gh/Ptm3b2LZtW8GfVwghROmQ2CRKlZQFCiGEEEIIIUQBSFmgEEIIIYQQQhSAJFdCCCGEEEIIUQCSXAkhhBBCCCFEAUhyJYQQQgghhBAFIMmVEEIIIYQQQhSAJFdCCCGEEEIIUQCSXAkhhBBCCCFEAUhyJYQQQgghhBAFIMmVEEIIIYQQQhTA/w/ueX3suunP/gAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot state power spectra per channel\n", "select_subject = 2\n", "cmap = plt.get_cmap('Set3')\n", "component_colors = [cmap(i) for i in range(K)]\n", "f = spectral_measures['f']\n", "psd = spectral_measures['p']\n", "fig, axs= plt.subplots(ncols=2, figsize=(10,4))\n", "for i in range(2):\n", " for k in range(K):\n", " axs[i].plot(f,psd[select_subject,:,i,k], color=component_colors[k],label='state %d'%(k+1))\n", " axs[i].set_xlabel('frequency (Hz)')\n", " axs[i].set_ylabel('power (a.u.)')\n", " axs[i].legend()\n", " axs[i].set_title(\"channel %d\"%(i+1))\n", "fig.suptitle('states power spectra')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# for a specific session, plot the state coherence between two channels\n", "K=3\n", "coh = spectral_measures['coh']\n", "chann_1 = 0\n", "chann_2 = 1\n", "fig = plt.figure()\n", "for k in range(K):\n", " plt.plot(f,coh[select_subject,:,chann_1,chann_2,k],color=component_colors[k], label='state %d'%(k+1))\n", " plt.xlabel('frequency (Hz)')\n", " plt.ylabel('power (a.u.)')\n", " plt.legend()\n", " plt.title(\"cross-channel coherence between ch %d and %d\"%(chann_1,chann_2))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 2 }