{ "cells": [ { "cell_type": "markdown", "id": "1f82a0fd-ba19-4688-9cb1-e6c3fbd46a86", "metadata": {}, "source": [ "# 1. How HMP works: practical, methodological and theoretical grounds" ] }, { "cell_type": "markdown", "id": "00b90586-b01f-4960-9b7d-20dcee9a81e8", "metadata": {}, "source": [ "## Data " ] }, { "cell_type": "markdown", "id": "d75ead65-410a-4095-8f35-98c8c3b4ef46", "metadata": {}, "source": [ "### Simulation" ] }, { "cell_type": "markdown", "id": "b1b39472", "metadata": {}, "source": [ "We will start by simulating data to demonstrate the HMP analysis on simulated data.\n", "First, we need to load several libraries, after which we simulate a dataset with 4 events and the resulting 5 inter-event times (stimulus -> event 1, event 1 -> event 2, ..., event 4 -> response.\n", "\n", "> [!NOTE]\n", "> Most of this code is specific to simulation cases, to apply to your own data, use the code of the next tutorials\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "c186d78b-6255-4cb7-9112-dbef672f628e", "metadata": { "tags": [] }, "outputs": [], "source": [ "## Importing these packages is specific for this simulation case\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from scipy.stats import gamma\n", "\n", "## Importing HMP\n", "import hmp\n", "from hmp import simulations" ] }, { "cell_type": "code", "execution_count": 2, "id": "a8c6ba06-d383-4f5b-afeb-a77a2dd5ff2c", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/gabriel/ownCloud/projects/RUGUU/hmp/hmp/simulations.py:219: UserWarning: /home/gabriel/ownCloud/projects/RUGUU/hmp/docs/source/notebooks/./dataset_raw.fif exists no new simulation performed\n", " warn(f\"{subj_file} exists no new simulation performed\", UserWarning)\n" ] } ], "source": [ "cpus = 2 # For multiprocessing, usually a good idea to use multiple CPUs as long as you have enough RAM\n", "\n", "n_trials = 100 #Number of trials to simulate\n", "sfreq = 500 #Sampling rate of the simulated data\n", "\n", "##### Here we define the sources of the brain activity (event) for each trial\n", "n_events = 4 #How many events to simulate\n", "frequency = 10. #Frequency of the event defining its duration, half-sine of 10Hz = 50ms\n", "amplitude = .2e-7 #Amplitude of the event in nAm, defining signal to noise ratio\n", "shape = 2 #shape of the gamma distribution, with the defined means below it dictates the onset time probabilities\n", "means = np.array([60, 150, 200, 100, 80])/shape #Mean duration of the between event times in ms\n", "#Which source to activate for each event (see atlas when calling simulations.available_sources())\n", "names = ['inferiortemporal-lh','caudalanteriorcingulate-rh','bankssts-lh','superiorparietal-lh','superiorparietal-lh']\n", "\n", "sources = []\n", "for source in zip(names, means): #One source = one frequency, one amplitude and a given by-trial variability distribution\n", " sources.append([source[0], frequency, amplitude, gamma(shape, scale=source[1])])\n", "\n", "# Function used to generate the data\n", "file = simulations.simulate(sources, n_trials, cpus, 'dataset', overwrite=False, sfreq=sfreq, seed=0)\n", "#load electrode position, specific to the simulations\n", "info = simulations.positions()" ] }, { "cell_type": "markdown", "id": "2c3a6d08-886f-44a3-a11c-fe9596f14348", "metadata": {}, "source": [ "Next, we load the simulated data, reflecting a realistic EEG dataset of a single participant. As you can see, we use standard MNE functions here." ] }, { "cell_type": "code", "execution_count": 3, "id": "9267c5f8-53f0-496c-b0fb-41fbdac45171", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Recovering the events to epoch the data (in the number of trials defined above)\n", "events = np.load(file[1])\n", "resp_trigger = int(np.max(np.unique(events[:,2])))#Resp trigger is the last source in each trial\n", "event_id = {'stimulus':1}#trigger 1 = stimulus\n", "resp_id = {'response':resp_trigger}\n", "#Keeping only stimulus and response triggers\n", "\n", "#Visualising the raw simulated EEG data\n", "import mne\n", "\n", "raw = mne.io.read_raw_fif(file[0], preload=False, verbose=False)\n", "raw.pick_types(eeg=True).plot(scalings=dict(eeg=1e-5), events=events, block=True);\n" ] }, { "cell_type": "markdown", "id": "a424f75c-4b1c-45ce-bbcf-749724faba9c", "metadata": {}, "source": [ "### Data Format \n", "We now prepare the data for the HMP package. First, we read the data into an xarray." ] }, { "cell_type": "code", "execution_count": 4, "id": "7e2233fe-2525-4c97-a3b9-f4042a699dc0", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processing participant /home/gabriel/ownCloud/projects/RUGUU/hmp/docs/source/notebooks/./dataset_raw.fif's raw eeg\n", " Size: 30MB\n", "Dimensions: (participant: 1, epoch: 100, channel: 59, sample: 1251)\n", "Coordinates:\n", " * epoch (epoch) int64 800B 0 1 2 3 4 5 6 7 ... 92 93 94 95 96 97 98 99\n", " * channel (channel) " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#example usage of xarray\n", "epoch_data.sel(channel=['EEG 001','EEG 002','EEG 003'], sample=range(400))\\\n", " .data.groupby('sample').mean(['participant','epoch']).plot.line(hue='channel')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7bea33a1-6543-47a9-b31e-7d2a0ac6f8a6", "metadata": {}, "source": [ "### Data preprocessing" ] }, { "cell_type": "markdown", "id": "75822b20-1162-402d-b948-924bf550c21f", "metadata": {}, "source": [ "Next, we transform the data for HMP:\n", "- We cut the data at the interval of interest (here the time between simulated stimuli and simulated response denoted as `rt` in `epoch_data`)\n", "- Apply PCA and select top components to lower computational load\n", "- zscore the data per trial\n", "\n", "For the PCA we select 3 components for simplicity (more on this with real data in Tutorial 3)." ] }, { "cell_type": "code", "execution_count": 6, "id": "f907beed-eba5-429b-84ef-25a39a7854a6", "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100 positively defined intervalsbetween 0.002 and inf seconds.\n", "Rejection summary: \n", " 0 trials rejected based on threshold of None \n", " 0 trials rejected based on interval limit of (0.002, inf) \n", " 0 trials detected with no interval (e.g. preprocessing or interval exceeding epoch)) \n" ] } ], "source": [ "from hmp import transformers\n", "\n", "transformed = transformers.ProjPCA(epoch_data, n_comp=3)" ] }, { "cell_type": "code", "execution_count": 7, "id": "b7d5a16a-5734-467c-a570-54b92f47f105", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from hmp.visu import plot_components_sensor\n", "\n", "plot_components_sensor(transformed.weights, info)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5595a75b-9044-44e3-829c-fe2e97d69f69", "metadata": {}, "source": [ "From now on the estimation performed by HMP will be done on these 3 virtual channels" ] }, { "cell_type": "markdown", "id": "7f8e421d-fb8e-4586-a580-ae5795794d94", "metadata": {}, "source": [ "## HMP and implementation assumptions" ] }, { "cell_type": "markdown", "id": "acdd44ca-06a9-4f4e-8b4d-1768bdd001b0", "metadata": {}, "source": [ "### Expected pattern" ] }, { "cell_type": "markdown", "id": "43082c11-0971-4171-b5f1-a8124ae98d15", "metadata": {}, "source": [ "HMP assumes that a transition or cognitive event is represented in the data as a specific pattern.\n", "Therefore, before estimating a model one needs to build such an expected event characteristics. \n", "\n", "The standard 50ms half-sine can be created by invoking the `HalfSine` class. The class will then store the expected pattern given the sampling frequency of the data." ] }, { "cell_type": "code", "execution_count": 8, "id": "a66f6edd-16bd-4a76-8c34-019378e455a7", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "HalfSine(sfreq=500.0, width=25, location=25, template=array([0.00502324, 0.01499051, 0.02472136, 0.03406234, 0.04286614,\n", " 0.05099392, 0.05831749, 0.06472136, 0.07010453, 0.07438212,\n", " 0.07748665, 0.07936918, 0.08 , 0.07936918, 0.07748665,\n", " 0.07438212, 0.07010453, 0.06472136, 0.05831749, 0.05099392,\n", " 0.04286614, 0.03406234, 0.02472136, 0.01499051, 0.00502324]))" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from hmp.patterns import HalfSine\n", "\n", "event_properties = HalfSine.create_expected(sfreq=epoch_data.sfreq)\n", "event_properties" ] }, { "cell_type": "markdown", "id": "7a0400a4-a7cc-45a2-879e-24e6eade0bb2", "metadata": {}, "source": [ "`event_properties.template` contains the default shape that we expect in the data, but we can replace that with whatever template we want if we have specific hypothesis: " ] }, { "cell_type": "code", "execution_count": 9, "id": "3897a3bd-4b2f-45fb-a6de-11358740f50e", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(2,3))\n", "plt.plot(event_properties.template, 'x', label='default')\n", "plt.ylabel('Normalized value')\n", "plt.xlabel('Samples NOT time')\n", "\n", "# Alternative template, just for fun\n", "from scipy import signal\n", "\n", "fancy = signal.windows.flattop(len(event_properties.template))\n", "fancy = fancy/np.sum(fancy**2)#Normalizing as the original one\n", "plt.plot(fancy, 'x', label='fancy')\n", "plt.legend(bbox_to_anchor=(1,1))\n", "plt.show();" ] }, { "cell_type": "markdown", "id": "034e5b8d-e7d8-40a0-b105-bacfa78b003b", "metadata": {}, "source": [ "If we wanted the fancy one we could simply do:\n", "```python\n", "from hmp.patterns import Arbitrary\n", "event_properties = Arbitrary.create_expected(sfreq=epoch_data.sfreq, template=fancy)\n", "```" ] }, { "cell_type": "markdown", "id": "ce15f5d4-07a2-42d1-a9e8-76bcc9050d16", "metadata": {}, "source": [ "We then create a `TrialData` class that combines the expected pattern with the data. The class will automatically cross-correlate the data with the provided template.\n", "\n", "Below, we plot those cross-correlated values; the vertical lines indicate the start of the events in the simulated data." ] }, { "cell_type": "code", "execution_count": 10, "id": "a34ca685-1951-4732-8d10-c61edd758270", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from hmp import transformers\n", "from hmp.trialdata import TrialData\n", "\n", "trial_data = TrialData.from_transformer(transformed.data, pattern=event_properties.template)\n", "plt.plot(trial_data.cross_corr[trial_data.starts[0]:trial_data.ends[0]])\n", "\n", "#Recover the actual time of the simulated events\n", "sim_source_times = np.reshape(np.ediff1d(events[:,0],to_begin=0)[events[:,2] > 1], (n_trials, n_events+1))\n", "plt.vlines(sim_source_times[0,:-1].cumsum(), -2.5, 2.5, 'k') #overlaying the simulated event onset times\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3410012e-a3c0-4ece-9540-31532136fbd4", "metadata": {}, "source": [ "The specific pattern to be expected is an open discussion, given the transient and oscillatory nature of E/MEG signals, a half-sine is a good starting point. The specific width (or frequency) of the half-sine is more crucial (see tutorial on assumption and the simulations in the [paper](https://direct.mit.edu/imag/article/doi/10.1162/imag_a_00400/125469/Trial-by-trial-detection-of-cognitive-events-in)), overall the shorter the pattern the better up to the point were high frequency noise gets in the way of the estimation. \n", "\n", "Based on experience, a pattern width between 30 and 50ms generally provides the most robust solutions (but caution regarding the number of points in the pattern given the sampling rate, e.g. no use to take a 100Hz signal with a 30ms half-sine as the pattern would only be defined on three points) " ] }, { "cell_type": "markdown", "id": "17fa4a8c-88fc-43c7-bfe5-48773287f7f2", "metadata": {}, "source": [ "### Expected time distribution" ] }, { "cell_type": "markdown", "id": "c26c0e13-aa40-48aa-a040-07d6a6eef953", "metadata": {}, "source": [ "Next HMP assumes that the time of the event peak follow a specific one-parameter time distribution. By default we expect event peak times to vary per-trial according to a Gamma distribution with a shape of 2 and a scale free to vary:" ] }, { "cell_type": "code", "execution_count": 11, "id": "21c65b0b-2d53-4a91-8724-b09aa192cfff", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from hmp.distributions import Gamma\n", "\n", "gamma_2 = Gamma()\n", "gamma_2" ] }, { "cell_type": "markdown", "id": "0e2cf284-33ae-480d-945f-86856294a1db", "metadata": {}, "source": [ "For example an event happening on average 100ms following stimulus would have the blue distribution given a Gamma with a shape of 2 or the orange one with a Weibull and a shape of 5." ] }, { "cell_type": "code", "execution_count": 12, "id": "d04d1645-25dd-4420-af30-5308a04813ed", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "example_mean = 100\n", "x = np.linspace(0, 500, 1000)\n", "plt.plot(x, gamma_2.pdf(x, gamma_2.shape,\n", " scale=gamma_2.mean_to_scale(example_mean)),\n", " label=r'Default Gamma$_2$')\n", "\n", "## Other distribution to illustrate\n", "from hmp.distributions import Weibull\n", "\n", "other_time_distribution = Weibull(shape=5)\n", "plt.plot(x, other_time_distribution.pdf(x, other_time_distribution.shape,\n", " scale=other_time_distribution.mean_to_scale(example_mean)),\n", " label=r'Example Weibull$_5$')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "28da16dd-2103-4d99-8294-9078b244d7c8", "metadata": {}, "source": [ "Overall the specific distribution doesn't really matter (see tutorials on assumptions and the appendix of the [paper](https://direct.mit.edu/imag/article/doi/10.1162/imag_a_00400/125469/Trial-by-trial-detection-of-cognitive-events-in)). The most important thing is to not exclude likely times (e.g. the Weibull doesn't allow event to happen directly after the stimulus for example). \n", "\n", "> [!NOTE]\n", "> Declaring a time distribution is not a requirement, if you don't provide one, HMP will assume a Gamma distribution with a shape of 2 and a scale free to vary. This is the default setting and works well in most cases.\n" ] }, { "cell_type": "markdown", "id": "8375c4f1-0f4f-4d3c-8dd5-3ab08d05a5f2", "metadata": {}, "source": [ "## An HMP model" ] }, { "cell_type": "markdown", "id": "3920bb20-1be3-4d56-a50c-7dba0c2c8cad", "metadata": {}, "source": [ "After having defined the expected event pattern, cross-correlated it with the transformed data, and the overall shape of the by-trial time distributions we can create a proper HMP model. In this case we'll use the `EventModel` which is a model with a pre-defined number of events (more on the different model classes in the next tutorial)." ] }, { "cell_type": "code", "execution_count": 13, "id": "09e46777-d99f-41e6-bc81-fb9be4363063", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/gabriel/ownCloud/projects/RUGUU/hmp/hmp/models/event.py:574: RuntimeWarning: Convergence failed, estimation hit the maximum number of iterations: (0)\n", " warn(\n" ] } ], "source": [ "from hmp.models import EventModel\n", "\n", "model_true = EventModel(event_properties, gamma_2, n_events=n_events,\n", " max_iteration=0)#max_iteration=0 prevents from actually going through the EM\n", "model_true.fit(trial_data, verbose=False)# Just to illustrate the default starting points" ] }, { "cell_type": "markdown", "id": "1b2cae0c-ad95-4d90-bf5c-3afde8a1045e", "metadata": {}, "source": [ "### HMP parameters" ] }, { "cell_type": "markdown", "id": "02822c64-f107-4c54-a4f7-0dd3dd64e2e0", "metadata": {}, "source": [ "Given an expected number of events, the model will estimate the parameters of the distribution of the time interval between events and the contribution of each channel (here principal components) to each event. In this simulation case we know when in time we simulated each event and also what channels were associated with which source, so we can use this information to estimate the ground truth model. The following cell basically extract those true parameters but of course only works on simulated data." ] }, { "cell_type": "code", "execution_count": 14, "id": "8226ac6e-357e-49c0-a6f2-6198a2be41f7", "metadata": {}, "outputs": [], "source": [ "# `events` refers to the actual simulation times of the events, specific to simulations only\n", "sim_source_times, true_time_pars, true_channel_pars, _ = \\\n", " simulations.simulated_times_and_parameters(events, model_true, trial_data)" ] }, { "cell_type": "markdown", "id": "7029af20-e556-4e93-ba62-807622e18417", "metadata": {}, "source": [ "#### Time parameters" ] }, { "cell_type": "markdown", "id": "8288dcd8-7290-4d1c-b5da-cc4cbda53eb4", "metadata": {}, "source": [ "The `time_pars` attribute of an HMP model contains the time parameter of the choosen distribution for each event. The matrix below is a 2D array where each row corresponds to an event and each column corresponds to a parameter of the time distribution (in this case the Gamma distribution). The first column is the shape parameter (fixed in the cells above) and the second column is the scale parameter (that will be updated as we estimate an HMP model)." ] }, { "cell_type": "code", "execution_count": 15, "id": "d4530334-1c2e-4f30-97ed-1053e0bbde57", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ 2, 15],\n", " [ 2, 35],\n", " [ 2, 51],\n", " [ 2, 21],\n", " [ 2, 18]]])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Fixing true parameter in model, specific to simulations\n", "model_true.time_pars = np.array([true_time_pars])\n", "model_true.time_pars" ] }, { "cell_type": "markdown", "id": "f525474f-54d5-4958-a48a-3bec478f983d", "metadata": {}, "source": [ "If we represent those as Gamma distributions we obtain the following probability densities (the expected mean of a gamma is `shape * scale`):" ] }, { "cell_type": "code", "execution_count": 16, "id": "404c03f3-ed02-4337-8a78-40042246a912", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6, 2))\n", "colors = plt.cm.rainbow(np.linspace(0, 1, 5))\n", "\n", "T = 350\n", "\n", "for event in range(5):\n", " plt.plot(np.linspace(0, T, 1001),\n", " gamma_2.pdf(np.linspace(0, T, 1001), gamma_2.shape, scale=model_true.time_pars[0, event, 1]),\n", " label=f'to event {event+1}', color=colors[event])\n", "plt.xlabel('t')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "740f23fe-9bf6-46ea-a923-64014472d2ed", "metadata": {}, "source": [ "The width of these distribution indicates the variability of the between-event durations over trials and (with real data) participants." ] }, { "cell_type": "markdown", "id": "5c340a04-8a68-4f56-a95f-dbbcbcd9848a", "metadata": {}, "source": [ "#### Channel parameters" ] }, { "cell_type": "markdown", "id": "d01def7a-620f-4129-ba14-0f51d004d7e5", "metadata": {}, "source": [ "The `channel_pars` attribute of an HMP model contains the contribution of each channel/PC to each event. The matrix below is a 2D array where each row corresponds to an event and each column corresponds to a channel." ] }, { "cell_type": "code", "execution_count": 17, "id": "a654a92a-e4ae-47dd-ade1-727766e0f690", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ 2.259428 , -0.7011607 , -0.6010468 ],\n", " [-0.46350476, -2.323172 , -0.5961314 ],\n", " [-2.1603231 , -0.5396277 , 1.1990838 ],\n", " [-2.1996193 , 0.66299623, -1.5674071 ]]], dtype=float32)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Fixing true parameter in model, specific to simulations\n", "model_true.channel_pars = np.array([true_channel_pars])\n", "model_true.channel_pars" ] }, { "cell_type": "markdown", "id": "9f6fdddb-a0ca-451c-a524-e53e5ed65a85", "metadata": {}, "source": [ "Again if we represent this visually we observe the following plot" ] }, { "cell_type": "code", "execution_count": 18, "id": "845bdf37-f048-4d83-b24a-8661ae70ed0f", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(model_true.channel_pars[0].T, origin=\"lower\", )\n", "plt.colorbar()\n", "plt.ylabel('Principal components')\n", "plt.xlabel('Event number')\n", "plt.yticks(np.arange(trial_data.n_dims), np.arange(trial_data.n_dims)+1)\n", "plt.xticks(np.arange(n_events), np.arange(n_events)+1)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "48dfd218-1fb0-4e16-aa87-47c285984f86", "metadata": {}, "source": [ "We used 3 PC components (y-axis) to estimate 4 events. As is visible in the matrix above, each event has a unique combination of component contributions, although this is not a requirement." ] }, { "cell_type": "markdown", "id": "00127e9b-92d1-4415-9756-7c14fe4c8e04", "metadata": {}, "source": [ "### Transforming the data to event probability space using these parameters" ] }, { "cell_type": "markdown", "id": "f5a3d533-fc18-4466-9044-a2d90c1f9127", "metadata": {}, "source": [ "As an exceedingly simple example, we will first feed these true time and channel parameters into the HMP model fitting procedure as starting points.\n", "We then call the `transform` method which gives, for a set of time and channel parameters, the probability associated with each event for each E/MEG sample." ] }, { "cell_type": "code", "execution_count": 19, "id": "9d70c3de-d8ec-46c6-854d-1b860d59ce81", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Transforming to event probability space\n", "loglikelihood_true, estimates_true = model_true.transform(trial_data, )" ] }, { "cell_type": "markdown", "id": "e60308a7-0876-4bc3-a33f-7f1a620e94fb", "metadata": {}, "source": [ "We can now look at the probabilities associated with this true model" ] }, { "cell_type": "code", "execution_count": 20, "id": "28fd2878-18a2-42df-94b6-e8f97e46f0c0", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray (trial: 100, sample: 635, event: 4)> Size: 2MB\n",
       "array([[[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [1.75394822e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [3.63494012e-04, 1.71211311e-08, 0.00000000e+00, 0.00000000e+00],\n",
       "        ...,\n",
       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
       "\n",
       "       [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [4.91641968e-05, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [9.18395592e-05, 1.17248285e-10, 0.00000000e+00, 0.00000000e+00],\n",
       "        ...,\n",
       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
       "\n",
       "       [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [6.37242563e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [1.43471594e-03, 7.75176542e-08, 0.00000000e+00, 0.00000000e+00],\n",
       "        ...,\n",
       "...\n",
       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
       "\n",
       "       [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [3.60404616e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [1.15357138e-03, 9.09062265e-08, 0.00000000e+00, 0.00000000e+00],\n",
       "        ...,\n",
       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
       "\n",
       "       [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [2.19484401e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [6.73266240e-04, 8.69995986e-09, 0.00000000e+00, 0.00000000e+00],\n",
       "        ...,\n",
       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],\n",
       "      shape=(100, 635, 4))\n",
       "Coordinates:\n",
       "  * event        (event) int64 32B 0 1 2 3\n",
       "  * sample       (sample) int64 5kB 0 1 2 3 4 5 6 ... 629 630 631 632 633 634\n",
       "  * trial        (trial) object 800B MultiIndex\n",
       "  * participant  (trial) object 800B 'sub-0' 'sub-0' 'sub-0' ... 'sub-0' 'sub-0'\n",
       "  * epoch        (trial) int64 800B 0 1 2 3 4 5 6 7 ... 92 93 94 95 96 97 98 99\n",
       "    group        (trial) int8 100B 0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0\n",
       "Attributes:\n",
       "    sfreq:        500.0\n",
       "    event_width:  25
" ], "text/plain": [ " Size: 2MB\n", "array([[[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [1.75394822e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [3.63494012e-04, 1.71211311e-08, 0.00000000e+00, 0.00000000e+00],\n", " ...,\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n", "\n", " [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [4.91641968e-05, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [9.18395592e-05, 1.17248285e-10, 0.00000000e+00, 0.00000000e+00],\n", " ...,\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n", "\n", " [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [6.37242563e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [1.43471594e-03, 7.75176542e-08, 0.00000000e+00, 0.00000000e+00],\n", " ...,\n", "...\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n", "\n", " [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [3.60404616e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [1.15357138e-03, 9.09062265e-08, 0.00000000e+00, 0.00000000e+00],\n", " ...,\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n", "\n", " [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [2.19484401e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [6.73266240e-04, 8.69995986e-09, 0.00000000e+00, 0.00000000e+00],\n", " ...,\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],\n", " shape=(100, 635, 4))\n", "Coordinates:\n", " * event (event) int64 32B 0 1 2 3\n", " * sample (sample) int64 5kB 0 1 2 3 4 5 6 ... 629 630 631 632 633 634\n", " * trial (trial) object 800B MultiIndex\n", " * participant (trial) object 800B 'sub-0' 'sub-0' 'sub-0' ... 'sub-0' 'sub-0'\n", " * epoch (trial) int64 800B 0 1 2 3 4 5 6 7 ... 92 93 94 95 96 97 98 99\n", " group (trial) int8 100B 0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0\n", "Attributes:\n", " sfreq: 500.0\n", " event_width: 25" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "estimates_true" ] }, { "cell_type": "markdown", "id": "6d667479-a7d7-4c99-8b84-caac8b24fb58", "metadata": {}, "source": [ "This is a matrix with dimensions trial x sample_in_trial x event, where the values indicate the probablity of that event occurring at that sample." ] }, { "cell_type": "markdown", "id": "86c7bfdd-c3bc-46cd-a5a0-b5278f7ff81f", "metadata": {}, "source": [ "We can represent this graphically, for example by plotting the average probability for each event at each time sample:" ] }, { "cell_type": "code", "execution_count": 21, "id": "a850b27a-49f7-4f72-9bfa-95cc2352e2ac", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for event in range(n_events):\n", " plt.plot(estimates_true.sel( event=event).mean('trial'), label=event+1,\n", " color=colors[event])\n", "plt.ylabel('P(event)')\n", "plt.xlabel('Time (sample)')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e0f8db4a-88b5-4fa5-8746-df2b4c30f7d6", "metadata": {}, "source": [ "And we can even look at a single trial:" ] }, { "cell_type": "code", "execution_count": 22, "id": "fdd8e93d-73d3-4fa8-abc7-a2720ac93ae7", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for event in range(n_events):\n", " plt.plot(estimates_true.sel(trial=('sub-0',0), event=event), label=f\"Event {event+1}\",\n", " color=colors[event])\n", "plt.ylabel('P(event)')\n", "plt.xlabel('Time (sample)')\n", "plt.xlim(0,225)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "985ab0e5-74fa-49a5-a610-6e6f39941212", "metadata": {}, "source": [ "**Note** In this trial there is a first bump in the probabilities for the 1st event (and the smaller one for the 2nd event). This is because the time distribution of this first event expect it to happen most of the time before sample 50 (thus some likelihood is also given to the next one starting early). But in this case, the simulated event was later, thus the initial time expectation was overweighted by the fact that an event with very similar topography happened slightly later." ] }, { "cell_type": "markdown", "id": "8a43e239-143f-4c07-9ffa-5a7fbb276fe6", "metadata": {}, "source": [ "#### Visualizing the average time location and topographies associated with the estimated events" ] }, { "cell_type": "markdown", "id": "02624a47-30f4-48b7-b6f0-b34983493084", "metadata": {}, "source": [ "Now the above plots might not be the most informative visually, what we can do is average the electrodes values at each most likely time point of each event, and then plot the topographies associated with these times. This gives us a nice overview of the average event position and the topographies associated with each event." ] }, { "cell_type": "code", "execution_count": 23, "id": "08b541d4-64f9-4a23-98aa-5beb9059c389", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABD0AAACvCAYAAAD+FaUjAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAA0PFJREFUeJzsnXW8FUUfh5/ZPXG76e5upEFKATEQSUUkbLEwAMVCVEQRxQAxMQhRiVdAQAREpBvpbi5wu07szvvHnroIiiig13n4LPfes3t258yZmZ39zi+ElFKiUCgUCoVCoVAoFAqFQlHA0K50ARQKhUKhUCgUCoVCoVAoLgVK9FAoFAqFQqFQKBQKhUJRIFGih0KhUCgUCoVCoVAoFIoCiRI9FAqFQqFQKBQKhUKhUBRIlOihUCgUCoVCoVAoFAqFokCiRA+FQqFQKBQKhUKhUCgUBRIleigUCoVCoVAoFAqFQqEokCjRQ6FQKBQKhUKhUCgUCkWBRIkeCoVCoVAoFAqFQqFQKAokSvRQKBQKhUKhUCgUCoVCUSBRoodCoVAoFAqFQqFQKAo8P/30EzfccAPFixdHCMHMmTMv+TWPHj1Knz59SExMJDw8nFq1arF27dpLfl1FECV6KBQKhUKhUCgUCoWiwJOdnU2dOnV49913L8v1UlNTad68OXa7nXnz5rFt2zbGjBlDfHz8Zbm+wkJIKeWVLoRCoVAoFAqFQqFQKBSXCyEEM2bMoEuXLoHXXC4XTz/9NFOmTCEtLY2aNWvy6quv0rp164u6xtChQ1m+fDnLli37ewqtuCiUpYdCoVAoFAqFQqFQKP7zDBo0iBUrVjB16lQ2b95M9+7d6dixI7t3776o882ePZuGDRvSvXt3ChcuTL169fjggw/+5lIr/ghl6aFQKBQKhUKhUCgUiv8UZ1t6HDp0iPLly3Po0CGKFy8eOK59+/Y0atSIl19++U9fIywsDIDBgwfTvXt31qxZw8MPP8yECRO44447/pbPofhjbFe6AAqFQqFQKBQKhUKhUFxJtmzZgmEYVK5cOd/rLpeLxMREAHbs2EG1atV+9zxDhgxh1KhRAJimScOGDQOCSb169di6dasSPS4zSvRQKBQKhUKhUCgUCsV/mqysLHRdZ926dei6nm9fVFQUAOXLl2f79u2/ex6/QAJQrFgxqlevnm9/tWrV+Oabb/6mUisuBCV6KBQKhUKhUCgUCoXiP029evUwDIPk5GRatmx5zmMcDgdVq1a94HM2b96cnTt35ntt165dlClT5i+VVfHnUKKHQqFQKBQKhUKhUCgKPFlZWezZsyfw9/79+9m4cSMJCQlUrlyZ2267jb59+zJmzBjq1avHqVOnWLRoEbVr16Zz585/+nqPPvoozZo14+WXX6ZHjx6sXr2aiRMnMnHixL/zYyn+ABXIVKFQKBQKhUKhUCgUBZ4lS5bQpk2b37x+xx138Omnn+LxeBg5ciSfffYZR48eJSkpiSZNmvDCCy9Qq1ati7rmd999x7Bhw9i9ezflypVj8ODB3HXXXX/1oyj+BEr0UCgUCoVCoVAoFAqF4h/M+PHjGT9+PAcOHACgRo0aPPvss3Tq1Omcx3/wwQd89tlnbN26FYAGDRrw8ssv06hRIwA8Hg/Dhw9n7ty57Nu3j9jYWNq3b8+oUaPyZa/x43K5aNy4MZs2bWLDhg3UrVv3knzOS4F2pQugUCgUCoVCoVAoFAqF4vyULFmSUaNGsW7dOtauXUvbtm256aab+PXXX895/JIlS+jduzeLFy9mxYoVlCpVimuvvZajR48CkJOTw/r163nmmWdYv3493377LTt37uTGG2885/mefPLJc4oh/waUpYdCoVAoFAqFQqFQKBT/MhISEnjttdcYOHDgHx5rGAbx8fG888479O3b95zHrFmzhkaNGnHw4EFKly4deH3evHkMHjyYb775hho1avzrLD1UIFOFQqFQKBQKhUKhUCiuAC6XC5fLle81p9OJ0+k873sMw2D69OlkZ2fTtGnTC7pOTk4OHo+HhISE8x6Tnp6OEIK4uLjAaydPnuSuu+5i5syZREREXNC1/mko0eOPOL3nj4+5jGRn5xBVtg4AWQc2ERn5D214SRWvdAkU/0b+Yf0N/iV9TvU3haJg8g8bE/8V4yEUvDHxH9YO/Pzj20NBaweXACkluR4DgHC7jhDiCpfon8HnzvaX9Xp7h7XghRdeyPfac889x/PPP/+bY7ds2ULTpk3Jy8sjKiqKGTNmUL169Qu6zpAhQyhevDjt25/78+Xl5TFkyBB69+5NTEwMYLWRfv36ce+999KwYcNAPJF/G0r0OB9eN6x4B3LOQN0+oNuvdIn+HRge2PgFRCRC00Fgc1zpEin+Daj+dnGo/qZQFEzUmHhxFLQxUbWDi6OgtYNLSK7HoPqz8wHYNqIDEQ71aAhgt19e8WfYsGEMHjw432vns/KoUqUKGzduJD09na+//po77riDpUuX/qHwMWrUKKZOncqSJUsICwv7zX6Px0OPHj2QUjJ+/PjA62+//TaZmZkMGzbsIj7ZPwfVsn8Pr8u64Sj+HF63VXcKxZ9B9beLQ/U3haJgosbEi6OgjYmqHVwcBa0dKC4rDuflzfXxR64soTgcDipWtKyYGjRowJo1a3jrrbd4//33z/ue119/nVGjRvHDDz9Qu3bt3+z3Cx4HDx7kxx9/DFh5APz444+sWLHiN+Vr2LAht912G5MmTbqgcl9plOhxPnQ7NL4HzuwDTVXTBaPZoHZPSCyvViQUF47qbxeH6m8KRcFEjYkXR0EbE1U7uDgKWjtQXHaczn+Pm49pmr+JBxLK6NGjeemll5g/fz4NGzb8zX6/4LF7924WL15MYmJivv3jxo1j5MiRgb+PHTtGhw4dmDZtGo0bN/77PsglRo2g50MIiEiAnJQrXZJ/F0JAeJxVdwrFhaL628Wh+ptCUTBRY+LFUdDGRNUOLo6C1g4Ulx3bZXZvuVCGDRtGp06dKF26NJmZmUyePJklS5Ywf77lotS3b19KlCjBK6+8AsCrr77Ks88+y+TJkylbtiwnTpwAICoqiqioKDweD926dWP9+vV89913GIYROCYhIQGHw5Evg4v/vQAVKlSgZMmSl+uj/2WU6KFQKBQKhUKhUCgUCgWX373lQklOTqZv374cP36c2NhYateuzfz587nmmmsAOHToEJoWLPv48eNxu91069Yt33n8QVKPHj3K7NmzAX6Tfnbx4sW0bt36kn6ey4kSPc6HacCxjZB+GApVA02/0iX6d2AacGo75KVD8bqq3hQXhupvF4fqbwpFwUSNiRdHQRsTVTu4OApaO1Bcdi53INML5aOPPvrd/UuWLMn39x9lWilbtixSyj9Vhot5zz8BJXqcD9OA3Qssk8KkKoAaMC8IacKB5ZZJYdFa6kajuDBUf7s4VH9TKAomaky8OAramKjawcVR0NqB4rLj+BfF9FBcGEr0OB9Cg0JVIPOE5RuouDCEgIRyEF3UqkOF4kJQ/e3iUP1NoSiYqDHx4ihoY6JqBxdHQWsHlxBNCK6rVTTwu8LC+Q91b1FcPEr0OB+6DWp2hdN7rnRJ/l1oNqh0LSRVvNIlUfybUP3t4lD9TaEomKgx8eIoaGOiagcXR0FrB5eQMLvOe7c1uNLF+MfxTw1kqrh4lOihUCgUCoVCoVAoFAoFYHP8+2JWKH4fJXooFAqFQqFQKBQKhUIB2OzmlS6C4m9GiR7nw/DAqgmQfRpq9wLdfqVL9O/A8MDmqRCZBI3vVfWmuDBUf7s4VH9TKAomaky8OAramKjawcVR0NrBJSTH7aX6s/MB2DaiAxEO9WgIoNmUpceVIi0tjRkzZrBs2TIOHjxITk4OhQoVol69enTo0IFmzZpd1HlVlJbzISW4ssCdc6VL8u/DnWPV3b8wnZHiCqH628Wj+ptCUfBQY+LFU5DGRNUOLp6C1A4Ulx2bXV7WTQHHjh3jzjvvpFixYowcOZLc3Fzq1q1Lu3btKFmyJIsXL+aaa66hevXqTJs27U+fX8l550OzQcMBkLL/H5vqas3GzbRu3uRKFyM/mg41b7GiZmuqeSkukH9Bf/tHovqbQlEw+ReMictWrqFju6uvdDHyU9DGxH94O5i3aOmVLsK5KWjtQHHZ0VVMj8tOvXr1uOOOO1i3bh3Vq1c/5zG5ubnMnDmTN998k8OHD/P4449f8PmVpcf50DSILmKZxv2D0l15DW/g9/a39GPiZ1OvYGnOgdCsOosuYtWhQnEh/FP7m9fLky+8Gvj70ynfXsHSnAPV3xSKgsk/dEw0zaCfe6ded/L6ux8i/0kr6QVtTPyHtgPDMHjyhVfpPvChK12Uc1PQ2oHisqPb5GXdFLBt2zZGjx59XsEDIDw8nN69e7NixQr69+//p86vRoJ/Ealp6XTtNyjw98Bbu3PPY8/w4NAReDyeK1gyhaLgkZqWznW972TCpKCwOGjYCzw0bARer/d33qlQKBQFj+zsHG6/P7iq9tj9A3ni+VfpN2gIeXmuK1gyxeUkPSOTG/vcw5j3Publ4Y8FXn/46ZFqLqooMOh287JuCkhMTOS7777LJ67/0fF/BiV6nA/TgOOb4dRO6/crgIGHbJHCzjObeGv629Rpfx1rNm0M7B/wYiuGv96XCZMm07JndzamrCaZI2SRjsGVKTOmYdXZ8c1XrN4U/0L+Af1NGnnInCPIlI1s++VzGrfrwLr165n5atfAMWMeuYbxn3xJx5tv5PT++cicnUjPaTyevCtSZtXfFIoCyj9hTJQepDcZ6d7F/l1zaN7pOn74aVlg/3N9i/L5K934atb/aNP5Oo5un43M/BWZdwJpXqGH34I2Jv4T2oHpRrpPIHO3s3PztzS5piOLflrOuGGdGdQpGCB00tRvuOaG60nePQczYxu7d6zH671CYlhBaweKy46y9LgydOnShVKlSvH000+zZ8+ev/XcytHtfJgG7JgDOSmQUB649L6UEpMskUyWdpo8kYlXWA9SP2/dyjNDPyAmLoKKVYuzYfVeAIRm0r1fK8pWKsLj/cdzY4dHGPvFg5SvUhyAMCKIIJp4ChNNPAJxyT8D0oR9SyAiAQpV/Uf6oCr+gVyJ/iYNyNqHzD4IrtPgyQQpmbd8L7c+/x0lC0WzcnxPiiZGBd5zV+dq1KmUQM+nZtP0lmeZ+c6tVKtajEdfmsuQh7pSsnQV0IqCjFH9TaFQXDxXYEw0TYOVKxagyzNcVTMByAYh+HnNAbo98AURYXb63lSX8VNWW2+QBrd2qEql4n3o+vjXNO72PN++3o2GNYqDpjFn5XFiE4rQosW1YC+GEGpM/NNckXujCa7DSPdh8KSCtNrBD7/sodej0yicEMm8ibfz0vgl3NCqXOB9343rwe3DZ9O423NcfVUZ6lQtzsP9W2LaYxGOJLCXAq2QageKfwUquOiVYf/+/XzyySdMmjSJUaNG0aJFC+688066detGeHj4Xzq3kP8oZ8x/EIYXfv0WMk9ApWsvaSAkD7lk6MfI0I5hiuDqiMfj5bXnZvDJe4soWSaJqrVKcuZUJutXWspXRKST2IRISpROIjomnE1r9pGdlccTI3tyyx1XAwL/l+sknESKkSiLYhOXMHWX6YXdCyC6KNToCrrS1RQXwGXsb9KTiczcARk7wcizIrubEo/Hy9D3lvLW9PWULxZLrfKJpGTkkZrlYsu+MwDUrlCIQvHhREY4WbHlKJk5bt565npm/7iT2Z8/gHBGgiOCvYdyObA/h3ZN2yLkJZxsqf6mUBRMLueY6M1GZu6EnD24vTk8994SNu48SWSEnT0Hz7B1dzJOh42E2DBio8LZvu8UAFXKJBIRZiMuKozYaAertx7nVFoOL93fmkf7NuWT7zaTmBBFl061EfZocFYEvRRCOC7ZZylwY+LlbAdGNjJvD+TuAxm0XvR6DYa/tYgxnyynTPE46lQtRmp6DsdPZXL4eDq5Lsvds1X90sREOflh1X68XpOxT3Xivj7NEA47QrNZ34UWDXopEMURai76jyDPY3DfF+sAGN+nAWF2JRABZD96zWW9XuTYhZf1ev8GFi9ezKeffso333yDzWajV69eDBw4kKuuuuqizqdEjz/i9N9rWuNHIskRKWTqR8gVZ/AvCiefSOf7/61n6YKtLF+6A7fvZlKiVAKlyxYiPimKuTOswalH3xYc3H8Km03n4P5TpJ7OIDvLMiWMiYugWZuatLymFq061SUyylLHpNRJoBCFKE6kiL4knw2ApIqX7tyKgsul6m9SQt4RS+zIPgLSAAnHkjOYuWQXc37Zx+L1h3C5LTPY6HAbdptOmENH0wRHTmUDcFv7qri8BidSc9h1OJXkFCuNoN2mccv19encsSE33tSCD7/4iao1ytK6fQ1wReBwJ2Ezo85bvr+M6m8KRcHkEo2JADLzMDJlM+QcAZsAm86p9FxmLN3DvOV7+GHFPnLyrIWYkkWiqVgqgaTYCL5etB2AB7rXw+uVpGbkceJMFnuOpHLstDVWRkU4qFI2katql2TkE51ISIoFm9PatGJAcQRqDnLBXMp7o+ckMnc3uI+Cb6nsxKlMZizaztylu/hxxT7y3NZctHSxWCqUTqBooWhio8LQBLzns/wpkhSJx2MipdUmAGJjwujQsgrXta/JTZ3qERsbZVldCBuQBBRHiJhL8tmAgtcOFJeNnCc7XtbrRYz+/rJe799EZmYmU6dO5dNPP2XlypXUrFmTTZs2/enzKNHjj7gENxoPuSTbtpOnpaEJkIbJD/M28+VHS/l58XY0TdCoWSVata1GeLiDnnc0JywiDICcbBfVi1nRsn89Po6wCCemFOTlefh+9nrWrdxLYuEYsjPzWP3zTrZtOogzzE6b6+rRc2Bbal1VAdDQhCSBIpSkIvql8HJSNxrFxXAJ+pv0ZiJTlkPucZASw2Mw+6fdTPh2Az+uPYgmBK3qlKBt/ZKs/vUEUpq8eNtV1Cwdi5CSrFwPsb0/B6Bt3RJ0bFSGR3o1RI8I43SuwUf/28LH364nJjqc9VsOEx7uoFChOMZPfIiWbarilS48hosVCw9zQ/PuaFyC1S3V3xSKgsmlGBNdGci930PmQbDbMDWN+euPMH7WZuavOoApJc1qleCaJuUID7Nzd9d6REc6QUqys/OIaT0WgIzvBxEZFjJ/EIK0XA8T/7eVXI/BtAXb2HXgDHa7zvXtq3N//za0uboWwubwWSwkgrc0Qo2Jf8ylaAdGNjJ7DXhOggTTMJizdCcj3l3M+m3HEQKS4iLo1qEGFUoncnePhkRGOECIwJad6yGm7vMAZKx9xrcfzqTn8eG368jO9TJ/6U7Wbj6M02njpg51eeDOtrRoXDno5iKTQFS6NJYfBa0dKC4buc90vqzXC39xzmW93r+Nffv28fHHHzN+/HgyMjIuKmiyEj3+iL/xRiORTFv4NQ07FUFoXkyvwayvVvHOa3M5uO8U9RuVo9ftzbn+5vrEx0f53iExfd+QKS3Ro2rRhwHYdfItwiOdmBJMKTAlGFKwZ/dJRjw+mWtuqE+LdjWZN2Mt337xM4f2naRmg/Lc++SNNGtTA00TOLBTKK8cSc5if9vnBNSNRnFx/J39TUrI2YlMXw9eN163l8/nbOHlT35h39E0mtYsTr/OtbilVQXsSO55/QeaVC7EAx2qILwSfNGjs3M9xPafAkDaF7fx1apDzF1/hM+e6UxkQjREhXPfyLk8PqgTjqgYpszawIuvTCMnx8VVjSsxZPjNlCwXj80BhYsUI8FTlUj55yJO/yGqvykUBZO/+WHXPLIBuXsBCC9SE0xfdYgXp6xn++FU6lUsxIDONenetjKFEiKtVJ/+B1wf2dl5xLQfB0DGrLvzix6aBjYdHHaw29l+JI23pqyhWuWifDR9Lb/uOkHdmqV4dkhXbup8FULXQdrAWwqhxsTf5+++N7r3IXO3gPTgdXuYMmczL723hN0Hz5AQG87we1px+w11ME3JrUO+4bXHO1CnWrGAVTJCgK6TnechpvZzAGRsfN4SPcBqC7pufceajaMns5gyax0fTV7Ozj0nuKpeOZ574kY6tauBkBJMDbSqCL3o3/Y5gYLXDhSXjbyXbrqs1wt7etZlvd6/gdzcXKZPn87HH3/MsmXLKFeuHP3796dfv36UKFHiT59PiR7nw/DAmo8g+xTU7Ab6X1OgXeRyVOwklxQcNsGKJdt4ccg09uw8Tscb6vLg4x2p37C8T/n2q9+W6OEXP6QU5GS7qFTEsvTYk/wWkZFhmJKAOGJIgSHB7ZHMmr6Ka29owP49J6lYvRTLFm3lgzfmsHnNXq5qUZVhr/ZCA1JPZdCxZWsKmRXR/+qKi+GBrV9DZCG4auBfrjfFf4S/ub9JIwuZuQryToBhsPDnPTzy+gJ2HDjDza0rM7RvYxpWKQqmwaGjqdz56kKe7l6XVpULIV1e8BhIn9qYnecl/v7pAKR90IuoaAdLdp/m7XnbmfbSTdjjo1m85STLNh7huad7Q1gM13d7iTvv7sjLL09h7erdlC6bxBPP3Mh13RrjNQWRRjGKygqqvykUinPzd4+JuekY62chz+xB6ILl+87w6Odr2LA/hY4NSjK0Z31a1CyO0H1Ch65ZD64B4QNAkJ3tIqbjOwBkfDuQSLtmxUXC9x6/6OF0IB12rn1gCt9/dhd6WBg/rjrIK28v4Mdl22lyVUXGje5Hw3rlraCT3liQ5f96vI+CNib+3e3AzEbmbQDvSZCSxSv28vCI2fy6O5kb21bl+KlM5r53GwkxYYD1vZ9KzeH+kXMoVyKOO7s1oHK5JBAa6Fp+S4+tLwZFD6EhNN1yZfFvQsdEsmDJdl564zuWr95DqyaVGDeyO7WrFgXDgxRFkfZa6La/FrCwwLWDS0iO20uDF38AYN0z7YlwqPgnAK7RN1/W6zmfnHFZr/dPZuXKlXz88cd89dVXuN1uunbtysCBA2nTps1fOq9q2edDSshNhbyMv3yqk+Zxjom9aMJg1JNTSDmVwYL/radRs4rMXfYUdeuXQUNDCC2Q8UECCEvwsCYUEiFAC1lxEWgINHRhiR4CiSYkmgTdIeh+axMyMlx89Nb3NGtTgy63NafVNTVZtnALrw2fRreWL1CsZAKT5z5Bln4Cj+0MhbzVCTMT/toHzsuwTFeVnqa4UP7G/vbd99Po2MSBZrhJTc/loZfnMHnuVlrVK8UXz3WmXpUiltmUYbBi02Ge/egXJtzfnPJx4cgcNzLPQHoM/CZWMs8bLGauB1MXtK6YxImmZRnxwc+8+FA7WtcvySsTluB1u7A5TYQQdLr+Ktp2rMGcOSu5+473ePSeT9m1K5m7BnfGZTtBmkyllKxKjIj/ax9Y9TeFouDxN46JxoGNGOtmgddFltfLsBlbmLh0Dw3KJfDTCx1pVqMo6BrC4wGv9TBrrbxroAnrAddv8WGEpP80DNAk0mtaoohXQximNYERAqFpdG5Zif8t2sbN19enXcuqtGtThx+X7+LRp76kcdtneOT+jox86hbCHW4wTyFFFYRW+K994II0Jv6N7UB6D4FrM0gP6ZkuHn1xNpO+WUez+qVZOf1eIp12PvhqNQkx4dZ1hSVmFYqPYPobPVi1+Qhvfb6SrBw3n7x8M9pZSViEpiH0syx//KKZb26rCY2ObWvSoU115i/awuBnp9OgwyievK8tzwxqi0Mc4M5HxvLWSy8S81etNApSO7jE5HpUWt+zEWEqoOuVoHr16uzcuZN69erxyiuvcOuttxIbG/u3nFuJHudDs0G9PpB64C+lutrvPchxDmHXJL+u2sP/vlqJRDJ6fD963tYYu675BA/dJ2hYNwaBZYIokMh84kfIXUZYQol1vO9Y309TSIQpiI1x8saHA/ngrfm4clwsmrsRBDz/xu3M+HI5c75dzQN9xvPOpLspWy6JU/aNJHpqEGEWuch606H6jRBf9pJGGVcUMP6m/iaNvSxd/iMlEmqTlZ5D70emkJ3r4ZPnOnN7h+rWHM6USK+Xj2Zb/utfP9mWGE1gZnuQuV6ky7AsPaS0/JxdQdHDzPUidQ1TQq+rStF/4go2bj1C3Qbl6diqEvN/2EjnLq0JC7PjyvMg7NDhurrMWTKMGV+v4Z3X5rJ44VZe/fBeipQsxHbzV8qLqhTSki6y3lR/UygKJH/TmOjdvow1M79g3+lsSieG0+/zNZzMdDHu1gbc3bYSul1HugyEbiJ1AZqGkBpIHTTTEjw0M/jwapjBk/vGSMvc1GeVKq0FGjTL/aFz8wq8++1Gbu5cP/Ceti2rsW7Ji7w5YT7PvPQ183/YxNcf30fV8klgrEfqNRB6qYustwI2Jv5d90bPLvDuBCFZs/EIPR74jNT0XCa+cgsDutZHSMn3S3ZSrkQ8/mCm1g//vFPSuFYJGtcuySczNjDi3cU8/1C73woK/nlswC0qxHo55LxCSjq2qU7bhUN57b0FjHhzPvMW/Uq3jjWpViaOqNxfkNkCEVnh4j5wQWsHisuOcKp2cyVo3749U6ZMoU6dOn/7ubW//YwFBU2DuFIQXcy66f9JpJRsc+9jn3EEQwq+/nQJd930GoWKxvLZrMF0v60puiYsa42AhYf10/9PE/59WtASJKQsGv73+d7r268JywZEFxJdgN0muHdwJ+w2YYkjpkn5CoV57f0BfP3DMNJTs7np6pdYvnQ7miZJdWwlWz96cfUmNKvO4kpZdahQXAh/tb8hkWI/iMM0qF2asR8uo23fDylfMp7N0++m73W1fIKHQWpKFgNe+p4TyRlMffRqogEzy4PMcpN+OpvXv9/GzR/+QtcPV3DLxyu49bPVgeucOpWFzPEic72YOR5e7FmPUZ+tApebm9pUYe7CzWAYlCieyNEjZ/BP9ubMWs+jT93I1IVDST2Txa3tXmTVT9vxSMmv3h0cM05eXL2p/qZQFEz+4pgI4N28kGXTJ/HMd1tZuOMErd9cgi4Ea4a0554W5dG8EukxkG7f5jHBMC3LDa8XvEbIT8Oy7JBniR7IYMwPacVCkoZhiSOmSbhdw+32hqzXWO+x2TQeH9SJdT8+D0Cja0cya95Ga7dnM9Kz96I+c4EbE/+GdiC9O8DYAwg+mraalt3fpUSRWDbNG8zAno0QvnpqXLskC1fs9VkaQ2CxLXQzTfp3qcv2fafYfeBMIPYVYLmE5hNBQk1BQs9jWptp4LDB04PasfLbB0jLyOP5cYuoUT4JTAOZvBSZvu2iPnOBaweKy46wa5d1U1iMGzfukggeoESPS8Ym10H2ek7iMWDCy9MZPeRzut5xNRO+eoQSpRMtNxQhECK/8OF3WfGLHQItIH5oQkcTQaVfBEQRv5YeKpjg2ySab39EuJ2bezbm5l5NKF4yHl2T1K5Xmv/99BR1GpTljpvH8e3UVWgaZDh2kqMfu0K1p1D8SRwnwZGK1Gz8vGY/n89Yx729G7Pwg76USIqyJuJeL1//sJ3uz/yPO9tX5umbaiJyPchMN2aWm9mrD9Hjk5VUjg7nqxvrMP3GOnx1Qx0+71wrcJl7v97I95uOBixCSkQ6cGhw5EgK5YtGc+DQKTC9lC6ZxKGDpwLuahvWHsAEatYry5RFz1C1dhke7j2W+d+sxJCCXz17OOpNvkKVp1AoChrG9kWYOxZTp1Qc+05nMWn1QbrXLUmJ2HDCNA28lluK9JjgNZGGtH56fX97TKRf6DAM6+FWnuuh1jfZ0LVAHBAR8rB76GQmJYvFWsf5H9pDHqKrVynOynlP0aF1DboOnMh7ny619nl+vXjhQxFAGjvBPIhE8OyY77nryWn079GIxV8NomypREKtMuLjI2herzRffLf57LOEfGeAlLzySHuGvbEgf3uQJtI0g6JGYDPANHyp4o2A4OF/XRpe6lQuQt2qRWhapyQ3PTKNT2dvtO7byT8j07ZfvgpTKHyIMNtl3RTQsWNHVq5c+YfHZWZm8uqrr/Luu+/+qfMr0eN8mCYkb4cze/OvbFwA67OPsC33JG4vjH9+MpPfmcsDz/XgiVdu41RyBp+9vxgp8ztDCrAEECEsgQM9IHQIoaNhbSLkKwtIHMKSNfwhT89G+MWPszZdgC4gPiGCSV8/QNdejXn4rk+Z+tkvCAEZjl3k6X/yQUyaVp0lb8+3AqBQ/C5/ob9NmzedH1f+jNQdPDJ8Ku9+spSqFQvz1rM3YNc18BocO55Kt6dnsXPfaf73VHualYnDzHJjZrhwpeXx2LT1/LQzmW9uqkenkonIPImZawY2P593rs34Ffs5cCID6TKQLoPr65dkwcp9CMPAaddx57koW6Ywhw8lg7DmiIWLxFiuMlIQFRvJ2C8fpv3NTXjpwQ/4ftoy3F7JA8Nf4FDun7T4UP1NoSiY/IUx0Ty4ErnvJ4Rd480lu9mfksO9zcrxaa8GVEiKxJRBASOYNtS3GdISO7xGQASRPquN37gy+MQOoWsIm4Zw2BB2Hey2gACy6tdjNKhV0hcXRDun8BEV6WTaxIE8OOBqBg3/mrEfLrGOcW9Feg7+uXoraGPiX2gH0twP8hASGPLybEa+NZ+Xh97A+FE9cTgdoNus7CohQWsfH9CCz2dvIivHTeAGlm+zhI/yJeKpXCaRBctDssqYZkDEkIYXQjfTawkdpmH9Ln1CmmlZF3313SbqVinKD+Nvo/8NtRk4Yi4Tv91guaMeX4pM3/3n6q2gtQPF5ceuXd5NQffu3bnllluoXr06Q4YMYfr06Sxfvpx169bxww8/MG7cOHr06EGxYsVYv349N9xww586v5KWzofphV9nQk4KNBxg3RQugK05yazOPkqYDtPHfs3sTxYwaOTt9BjQFjCpUa8cH78515dmVqLhDxZFMPgXmi9YuhaI6+FfONFCzBv9liFg+pPbIqX5G+Hj7GBT1nv9Qoj1t82u88b423E67Tx2/+dERoZx4y1XkebYToLLicO8wCAypgF7foCIBGj5GGh/MRK74r/BRfY3ryOVjjdX4+YbX2BunXK8/f583nv9Dhb9uIlcl5dwabJ7bzL3v7aAt+5qSrWkSKTLi+kykLleUlNyuGvqOnpULcbN5QphuiWGIa3FKGmVwesJ9ie7R3Jn7ZLM3XaC+4vGID0GzSsm8dysrQzwGpQrlcD+A8cpU6oQG+at9fVRGPXWrbjxu74LNJudIW8MQLPZGPP4x/z8/QYad2jARu8BorwRJNiiL7DeVH9TKAokFzkmyjM7kPsXgU1j7NxtvDh3G9WLxjDyuppgSCLtOtluI8Q6w1r9EBo+9wWshX0TBCaggRZq4REyodB1sPkCRWrC+t00rZUWuw2payxYuZ/7BrY+R/pb/7zH+qkJwdjnuxDm0HhsxCwiw+3c3bsxuDciRTjCdoHBTQvamHix7UCeALkfhMaIsXN4ffwPjB3RjYcHXh1ylPDFhrMsdqRhYHPaue/Wxrw3bS1P9m8WtO44B0/f1ZIbBk0OKau03KOQLPx5D1k5bq5uUp7ExGhrcS40IK6UYHqRhsGJE+l89NUavnu7NzYkE4Z0wGnTuG/0AiIdOre1r4I8shBsEYjIC0xTWdDageKyo2J6XH4GDhxInz59mD59OtOmTWPixImkp6cDlmFA9erV6dChA2vWrKFatWp/+vzqGz0fQkBcabA5L/gtaZ48lmQcRBOweNpiZo6fzR3DenF93/a+yQPYdI1Hn+2KKQWmtIKU+v8FXFRE0E1F+v0qff+Hih6a0EEIpJRIDKQ0MENWYoJhT2XA3FQIiT/GGCE/BQKEzqg3byU7y8WDd35M0WJxNG5WiQzHDhLzGiK4wCBaMcUgqkjI5Eah+AMuor+ZwoUr7ChOTadChWK88eYMXh/Vn3sHtmP//uPsO5xKjSKRfDBrE6/ecRVV48MxM1xIl0FOlotPlu9n9tZjPN+iIg0TojHyTAyPZi1omiIwxzc8Idc0BElOO1tSspFeE+ExKRYXxomUHDBMSheN4dDh09RrUo/Dh075REnBwN4TGD/lAcAX9w9AaDz0yh1kZ7lYPm8NN93dGY+UrM7dyzVRtdEv1H9b9TeFouBxEWOi9OQg9y8ETfDNmkMM+Wojj15Tmd3HM4m0aeAxaVIqnp/2nKZqqfigL7nuDz5J8AFX+BN4hIodIp/mgc1GukcyZeluNu9PoW/nmjSpVMgSPuw2Fm04Qv0axQmPcPpSlmogdIKB2f3Ch6W0CCF4Zej1ZGW7eGD4t5QqGkunNlXBvQGpt0WIC0w7WpDGxItpB7iAPSAEn075hRden8PIoTfy8J1tyadgCN36Pk0dhBeheZGmyU3tqnLjfV9aoke+RuG/gBXHJTLcwZtDO1Gv2wTrZcNg2aq9jBy/hKsblKFwYiR3DfmaIklRPNSvBdUqF7HcnyyFDelzO31wxGzeeKIDDg3wmggpeevhtmRluxk4aj4lEiNoXacE8vAPUPlWhPYfbAeXEE0IGpdLCPyu8OFQaY6vBE6nkz59+tCnTx8A0tPTyc3NJTExEbv9r30nSvQ4H7od6t0Gp/f88bFYgUsXpO/HK02Obt7DlyM/5Zrb2tHlrk7oPncSgcnLT37JI8NvwsQydT+XOwr+2B7Cv04cInrkEx4EUpqY0vBt0m+dipS+EKc+K5JQsSOf0BHAig2ia/DmhH4cP5bKXX3eZ+Evz1CkmCDLcYBo9wVE0dbtUO1G+KupxhT/Lf5sf0OSE34QiZfVK3YyadJCSpcuzOBHu0FeJmVLJ3HwWDo1ikSy41AKdbvWRGa4MTJdfPjTXr7dfJQ+NUsws0s9dAMMt8TwaBgegWmKfFbEphmaMUmS5TWIcuggfT7xXhNdgOk1KFYomuMnUmmfEMmZMxkBdzURMpEwpdVHTWmtssUkxlCpTgVGP/A2r856EW9SPJtzj1AvovSF1ZvqbwpFweNPjokA8uAPYOSx9XAaAyb8Qq8mZSibEEndwjGBOB3tyybRf+ZG7rmmiiV42HWEHjIxkNJyKfBloQ2szAcsQ4LTxocmLOd0lotbb6rPY53qct/wGXz5XGcKxYSB3ca4aev4dEwP6z1Ct4QPXfe5SZiWFUM+rEWft57vwuFjqdz28GTWfvcI5cskgftXcNa9sHorSGPiRbQDS/CQrN14iHuf/JI7+7Rg2MOdsMQm3yFCs74PTbOym2i6la7YZqCZJna7bllLOm0+65+z56qWcFWhRDDlepcHvqRh9eJMfrkLiREOkCZ3Xl+LLfvP8PYnyzh8MoMB3RtyQ7vq2OyWVdAbHy2jZb1S1CyfZAXNNU0wJUJK3n+sLUdOZtDrhbmsHd+Lkkkm8thyRMnWF1ZvBakdXELC7DrT7ml6pYvxz8OmHpH/CcTGxv5tKWuVE9HfxOacZI66M3Bn5fDRY29TrkZ57ni6D7oWDCo6ZcJCypQvTEJCJLqQAUHinG4pPvcWK3ipDeGL6aGJYCeUmPne6xc8DFNYPwFD+nOjB7eQcKchgVNFYHM67Uz87B6EgPsHfIhpmuTYjuDW0i9jjSoU58dlT8awZZCalsXtt75Gw6sqU6NGGUtI0HQrkOixtOBE3pDIPC/v/ribo6ezmdmlPj3KFUJzSbx54HX7BA9D+FyPfb+HWHyANS/M9BjEhNnw+aiB16RQdBinU7IpUTiaI8dSfBF2wL8s2qGzFYnalCIgeJoSMtKySTuVzmPvPgjAuMcm4DFMtruOc9qbeXkqU6FQ/OuRZ3ZAyi5y8zz0eu1HKhSOYsIdjZiz+RhdqhWzApN6DKJ0DV0IsvM8YNMQDh0RZkc4bdbvDhv4fseuW8cEBA+dXDM4IN55RwtmfzmIXr1bUbFqaUY8ei0jPlkBDhvr9yRTpkQcCQkxwYdqv6WHZguJ8RHyIXwCi26zMemNW0mMj6DnA5/j8ZggjyLNU5e/Yv9lSJEMWgaZWS563jWBujVL8fbLvQMuLL+JraLZLIFAd4DNgbA7wGajQ4tKzFi0I79FTiiBdhDc980bPRj1YBsSnTrk5kFOHmTnUqt4NO893p4vXryRAwdO03ngJ/R5ZDKd+n9MZmYeD/a6KiB2WJsV68Oua3z5dAfC7Dq3vfQ9hteA5A3IzCOXuhoVCsvS43JuikuOEj3+BjIMFyuzDuHUYeboz8nNzGbQ2AeICLPh1CQO3UTHoEad0gx8oB12TWLTZEisDRGStjY/ViYWHV3YfpO9xS+S+DO9gGXh4b9FBe4fPqsPv+CBT+gIrOAELEq0wFa4SDzvfHQny5fu4OMJP4KADOdOJCoglOLKYggXrrBjCDSGPvYpmRm5fPblE4SFOfF4DRAaRQrHcvJMVr73mYbJ3G0neLpROYRLYrgEXp91h+ERGF5hBZSXQaFDING04KRO6IJDGbmUjAn3peezXo+LdJCWkUuxxEiOn0zPFzhNIChfscg5P8uZ5HSuuqY+cUlx3P/aPWz95Vd++PIHJLAiex/Gnwxcp1Ao/ntIdzZy3wLwehk+aTX7kzP58sFWCNOK4eGQWFlZTIk0JGViwzlyOtsXh0OzAo/a7eBwgMOOsNuCIojNF5jUZsMrNO4Z+2PgunWa1IWoJHBGg81Jk0YVScl288ncrQx5azHD7m1tCSb+h2y/8KH5LEbyiR/+PHPWPCguLpIp7/Rl47ZjvPzeImu/91ek9JyzDhQgcYN+xApI+vxXJJ/OZPL79+AMcwbjaUDI9+H/6Rc+7GBzImx2+nSpxxffbbbuc79JRRtCiBWjzTQg12UJHrl51u85PvEjN49YXfBoj/rMf7c3bw/tyIyxPXn+nlYIf0DTfJlfLPGjUGw4nw+7luW/HuetbzdZBiYHFyBN1Q4UlxglehQ4lOhxPgwPrPkItn6d36n/HCzL3IemmRxYu40VM5fRZ9htlCydiFM3cegmx/ce44VBH9Ly6so4bRKHJrEJ0IUlaGhowVgewkpRa1l1WJlb/BYffuHDj5XRxZ/S1m9RIvNZdVgxymSIhYfmS5Wr57P04ByCS6s2NRhwT1tefm4Gx4+mYmi5ZNr3/3G9bf3aqrs/qDeFIsCf6G+uiMNommDZkm1M+WIpr74+kFKlCpOX58bptIKVRUWFk53jzvc+0ytx6gICQeSFL3ue+M18ztICZWCO7scjJfP3n6ZB8VjfZD64T5om0RF2srJysfzTg/veHTs/3/mlP5NLTCSNrqmPBGo1q0X7W9sx7Y2vSDmRSqqRx8bcP1jRUv1NoSiY/Ikx0dz5PTInk/U7T/LWd7/yQre6VCsSTXq2m7hwh/XgagRWQdh7Jpti8eEITViihk0Hhy3/BNzu++l0WGKI08Hc9UeoV7Nk8MLOCLCHgc0Buh1h03l/5M2YQmPsU50oXjTEJFmIoItLqNAR+vAtRIi7hUbDeuUYOugaXn57Ibv2nwbNC/IP3DwK2pj4J9oB9kOgSZav2s0HkxYz+vlelC9f7Ld1DsF69oseNofve3SAzU5UbCSN65RkxuId1vG/SVfsI1SYd3nA5QKXG1xuZK4L6RdAclyQlwd5bshzE+/UCdNkMB2y1/CJK2efX9KyRlEe6lKbZz9bzaET6ZCbijy87I/rrSC1g0tIjttL/RcXUv/FheS4z3Y5++8idP2ybopLjxI9zoeUkJUM2Wd+97DjnnROGxk4MJn6yudUqleRDr1aEaZLnLrEyMvl9WFf8NTIWwjTTeyaQBMaumZDF/7Nji7saGf9rQsbm9bv54MJ3/PW2Jm8NXYmkz9fGri2XXNi08LQhQObcKALO3ZNw65J7MLabJq0XGzyiSi6z4JEC2xBl5d8lcCQ57oQHuHgpWe/ASnJsR3GxH12NeQn+4xVd+dbGVAozuYC+5thy0La8pAGPDH4Y5o0rcod/a/BNEw0TQQmZpoQmCFm2JhWPwiz6xzMzvPNAaVv8dESNzRdWnNtm7Q23zFayCj51LJd3N2gNLGRDp+yaAUB3HsigxJJUeTkuQkPd3IuETFYlKDzy9wvfuTI3uOBfT0e7YHdYWfqmGkAbM87Qd4frWip/qZQFDwucEyU6ceRhzZjZrt55MNVVCsey0PtKiM9JnHhdtJy3SExhQTf7TtF9eKxxCZEgNNmCR423Sdy2EKsPmwh4oeNo2m5vP3VWrp1rBm8uBZiraFZbitRsZEM7NWYmlWKh1iTWte2DErPsvgIVZVD40wI65inHuxIiaJxDH7+W99DezKSvN+vu4I0Jl5oO9CyQc/ClPDQk5NoWK889wy8xlfXevC70vSzxA67L+aK3+LD5hOw7Ay9vw0ffruRVyet4KtFO9h+8AzBzCs+ocJrBAvh8YLbi3R5kHlepMuLzPUic9w+8cMFbjd4POD2WMd7vEHBw39nDLi4+H5KeP62q4iNcPDkRyut45I3IN1Z56qKIAWpHVxiUrLdpGT/wdz+v4ay9ChwKNHjfGg2qNMTql5n3STOwx5XMg4d1s77hcM7D3Pns7cRYYcwm4lderBLL6+/35/SJWKxaXqI0GELCBW6Zm3W3w50bCz5cQtdbnyBaVOWUq5MERrWr0zD+pWJjY4IXHvV8r04tDAcWjg2zenbHNg0OzZNx6Zp6EKzLEl8YoffRUY7y9LDCrYY+smsG1BsXARDnunCN1NXsf3XIyBMcmzHfqfedKvO6vS06lChuBAusL8ZjjR0ofP11F/Y/uthXnvjLnRhY8vmg9SqVY5AvsWQ3EWGYSIFCIfGiA7VeWDRNvZkZaPbJbrdRLdLbHYTm/+nw/pdt0ufIBKcMCVGObmpZnGETUPYdUSYzobj6RRJjCQqNoKNO5OpUrGIVQIJ+KLtPDPylkAcj3wIy0LET2RsJF0fuoUVs5dzdM9RTCS7Xb/jx676m0JRMLnAMXHX0jl4ctzMW3OY5btO8eotdbEZVqwhp00nx2ME0tLuyczlgw2HeK57HUS4zbLy0HzigyaCKWjtNp+riwOcdn7adpJ+I+fx3gtdKFW6UPDiUp5lsaEjbH4LETvCYVmABFOV+o/1WXyEPoAH3F9C9+mER4UzanhX5i7ayvI1+33HnPydeitgY+IFtgNsKSA0vpm9mg2bD/DGqH5oeogg5Xcn0v2b77s5u/79bi66DWdEOLMm3M5VdUrjMuHlj35hwtfrgrGyTJ+lhh/DtIKRur1IjwEeEzwG0m2AyxJDcHmCQofXa22GAchgO9R+a30cE+ngxTsaMX3ZXjbuOWWJIcmbfqfeClg7UFx+lOhxxUlLS+PDDz9k2LBhpKSkALB+/XqOHj16UedTI8H50DRIKJ/PN/9sckw3x72p6BjMeHcWV7WrS+0G5XFoEofw8tbwL2jVrjo3damLXbcEj0AAUaEFxAdd2NDQSUnJ5svPv2fB/HU0aVyVzz5+gsSEqHyBpLKzywWu/8OCDXw4cS6PPtaVxs0qY0gPhvSiSy+mNH3xN/wPfyJg3RF6MwnE6JD4kubKwOYPs9rr9ma8PWYub46ew/hJd5FjO0qkt8w5Y5AgNIgtZdWdQnGhXEB/k8KDdOSAFIx65Suuv6EJjRvVQCCY+e1yOnVsFPAF9ngMbDYNTEmNson8vO8MLYrHUal0HBO71uP5H7aTku2mZHQYVeIiqRIfQZX4SIqFO33N3+fyIkA3gkrF41dXsh4WdA0RppONZOjUDXz5XGcMh4Px09by5cT7OHYyg8KF4zClScrpdH5ZtpNbKhT7zWdq3ukqIhNi8r3Wultr5nz4HbPHz+S+MQ+w25VMzbBi+TLABFD9TaEomFzAmOjJyWTat3NZvjeZtYdSKREbzoJNR9l6MIU7m5cnJsJBsdhwdqdkE6/rPDT/Vz65qynh8eFWkFLNCk4a2LT8gUXTs1y8+PEvpGa7+XbCHcQkRJPtDrWgM6wx1y9o6HZAIKTvQTjUekCEBDIVmqVPa4BugmnzZXMxrTJYuXJ9FxF0u6kRtd6ax4tvfMf339QAkYr0lgrEMstHQRsTL+je6AV7FtIUvDjqa65tV4cWzaoHXU8Chj6+eBkIn4WHA5/yHuL2ogdED6Hr2MOdtG1ZGYA+XerR46EpXN2wDNVKJwCmJXT4MQwgxE1FysCUUhoS4TWQHi9C981D/QJHwBrI93nBZ+mR/3P2bVeJV79az8ip6/n6qWuRyZuhRFNfCtyzKGjtQHH5sSmXkyvJ5s2bad++PbGxsRw4cIC77rqLhIQEvv32Ww4dOsRnn332p8+pRI+/wB5XMlJItv60haP7jjP4tQE4NYlTN/nu88XUqlOaG26qh0PTsAlHwLpCE8GsLNKE5T/t4MsvfiQtNYv+/a7l4Vk3YtcFGF7w+M04ff6UnqBZ50vP9iIj28Nrb3zDu2//jyeGdqNWnTJW+loMXzpbS/iQyEDcED9SWklwrX3SJ3qE7rPeaXdo3P1ge54fMp3hL52heIkE8rTThJshKz4KxSXG60xFCPh+3np27zrKRx8/jkDj+3lrOHQomebNawR8d01TovvSMD7Vrwndhs1ifP9GlI8Oo0zpWD6+9SpMt8HRtFy2ncxg56lMZh04xZGMPGxCEO2w4dAEGW4v6a6gj2tYtAMt3A52jWwhuf3DlYwY0IwipZJ46YvVdL+xIYlFC/HyuPlcf2MTpDRZtXIXXsO0LHVDPo8Qkuj4KPZuO0itlnGB120OGx3u6MjU0VPo+WRvzMIJHPGkUcoRj0KhUPgRBzbxZPNyrCodR+vxyxjbpTbtKxdm56ksen+0gm/ubs7QDtW4+4s1CGBMz3qUKh0H/gClNt3KyuITPzwS1m47weK1B9i48yR5bi8P9W1G+9bVrKwedif5zdX8EZ/9VgKO4Kp6qGWH36Ij1K0FrAExIIZoQaEjdKVfWIs1Tzx0PX3vncC2XSeoXr00yDQwEi51Ff87sKeDJli0eAtbtx3irTF3EsiMI/3zOmn9Lv3ftyMkCKkGmNZ+v1Cl2UE3rMUtaSJNEyHg9Sc7MeT175n6ys2/LUeoyKKFXDuQOlAE3WI0DdCt6/rjGYiQ42RoAFVLPLHpOoO71mHQez9z4GQmZYsAKbshscqlqFXFfx1lfXFFGTx4MP369WP06NFER0cHXr/uuuu49dZbL+qcSvQ4H6YJKfsg9SDElcrvdwqYUrIrLxkELJi8iIo1y1C7UUUcusnqRRvp3a8l0WEaYbqGXfPH6LCEDk3Y2Lb1MJ99+gO/bj1IyxY1eWZYb8qXLWLlrTc94DF8qyj+Ad83GfC6goXw5FEsMZI3RvVj38HTvDFuBvv2naD/gA7c0KUxaBKJgZQSEzOfxYjEt5Liu0lJIRBSnmXjEfyrZ5+mvPrCLL78ZDmPD7+BLP3ouUUPaULaYev3hPLkC4igUJyPP+hvEonHnoKOYOL7c6jfoBJNm9Zg3dpdfDBxDtOmDvfnLwKgRLF4Nm87hrTbiCsUx6Thnej/0vc80qkqHSoXQTo8aF6T0jEOSpeIoaMvqwGmxPSaZOR5cBsm0Q4bpgZJI+YBIMLtiEg7+9NzuH/SGp7r35RmTSsyb8NRDp/K5unh13AoOYeVa3YxeFg33DKHXTuP0b5zHSuWhxT5PldklJOFU5dSu2UdX3+09re8pRXfvPk1S6cv4cYHurI97+S5RQ/V3xSKgskfjIkAx1cvopAh+XDFfsrFR3B3vdJomqBiXARZeR4+/WUf97auxBf9m6DrgsLFY6ysLAHBw79p7D2ewV0j59C6UTlaNynPQwNaEhUdgbDbLbHDH+jSDHFnCAgcWtCNxXohGJT0XK4rQrPEFgDpe03aglYImk6o6IHQ6NG1GU88O4UJnyxi3Jg7wZZ6btGjoI2JfzgXNRFhWSB03v9wATVrlKH11bWtnVKEWMwQnEf6vwvrDCHiiM+80Z9dx7T7hAoDIQwkUKZ0AjFRTnYcTKFqyZBAtf7zC0DXrG8vNCGPL/6V8FvymKavDYR+z77N3zb8cT4MM6DL9Glbmac+WcUH32/npTsaIU9sQJxL9Cho7UBx+bE5rnQJ/tOsWbOG999//zevlyhRghMnTlzUOdUocD5ML2yZDru+z3+T93HQnUq26SE9JZN1SzZzbY+W2DU4cfAEC75dQZRTw6kLX3wNf6wNJ1s3HqbXLa/w0cTv6denPQvmvsizQ7tTvmQcuHOszZML7lzLquM3W4jo4XX5XsulfKk43nnjHqZPeYoD+05wy00vokkbNuG0Yob4Mr8IoQdS3IqQ9HBnR8yWof+kJCIqjM5d6jPjq9UYpiRPO4NH5Jyj3gyrzrZMt+pQobgQ/qC/eWypGCKPk8kpLJi/jjv6XYsmNEa9MoXx4x/B6bATXHUUJCRE065VNV76cDlEhlGiXGFmvd6VH3edZsCkVRx0e9BinWgxzrN+OrDFh5FQNIqiJWKILBSBFhsWKEeeU2PcT7t5ZMp6PhhyDc2bVGBvSh5vfr6SN1/uA44Ihgz/ghEj+2HgISMzi263NqFEuUL5AtP7e15EVDggMQ0jn7NYeFQEDTtcxYr//YKUkmOedDKNcwTvU/1NoSiY/MGYePzXtcxZ/Ss5Hi8ztx3ntlolEB4T6TaQbpPrqxRhye5TIARFkyIpVDgKEaZbKWr9oodv23k0nXtemstno7vz7CPX0qp5FaITYhHhERAeBc5Ia3NEWJsfm9MXK8Jn5WEPy7/ZfJs9zDrWZufTz36g/bVP8t2c1cGApf5zaDaf9YEIxqHw7XOEhXFrz1ZM++YXPAZgdyO1/8CY+AftYM/hnaBLUtNy+N+cVfTrew0iELA0NIBpSDwPoRM6/fttZhZ//Qfje6DplmCh6wzs3pAv5myGc7pc4osPo+FLU+izJhJWxjN/DBkRInb4f4aKHiGpktG1gBVIZLiD7q0qMHnJHitYedZhZO45grwWtHaguPyE9p3LsSny4XQ6ycjI+M3ru3btolChi/M0UKLH+RACootC5Lkr9oArFQmsW7Qe0zBpdX1jNAG/LNhEr/6tsGtg8wUrtQk7Gjaef2Yy49+dw4R3H+LdsfdQt3pxhDsH3FngzvZtfuHDJ3J4fUKH1/d76IOP1wWGG7z+zUVkmI0nHutG8+Y1WfbTrwGBQ/MHKw3EFAm944WKHARuflLKfK6ZN3a/ioP7TrF182GkgFztPNHEIwtZdXeuG6JCcS7+oL+59DOYeJk9ewWmKeneoxUSSdOmNZg5c3lwouxPi6jbeOT+TnjRGPPFaogIJzwhhtcHX8OTtzfmuVlbufWDFXy27hCbU7LJC9Ms0SMuzPrp+13EOUkmONHsM3EFRYrGMnt0V8pULMb25BzuefE7Ph43gPC4eF57Zx71G1aiSo1ieE03E8fPZ9WKXRhSYPjjhMj887uh7w0CUwbmin735ibXN+PkgRMc3nkICRxyp5277lR/UygKHn8wJjrS9rPiYAoL95wmy23Qo1pRpMdAekzwmkTqOnkewxpMbALhtCw6AlYevoClK3ck8+BrC/j89Z6ULJ2EcDgRzjAIi4SwaHBGBQSPI8k5TJ2xKlCGbr1HcfcD75KZ4w4+IIdmCNFCLDuExuYtB/hh0Xq+++4V3nzrG/Jc3qDwEZpdxD84+s/je1i/tefVnDqdwbJfdlr77NnnrruCNCb+QTtYs3kjU6Yu4bu5q3G7vfTq2Tq/hU2+zWfhcdb879zXDRWdQr5LXaNBrZJs2nUy+D35kYDwzS8FITc6Qv7mt99LvuP8LjFaMKjuWcLHrW0qc+hUFmt2+4J8p54njXFBageXEE0IapeMpXbJWDRVV0H81m2Xa1Pk48Ybb2TEiBF4PJbbuhCCQ4cOMWTIEG655ZaLOqeSls6HboeG/eH0uQfT095spIQNSzZSuV4FYpNiEJj0ue8aou0muiasLC2aDWnoPPjAezRuVI1RI/pZQoUn14o/YHh9Li1+dxZ/oKlQ5T1kidgIUaxN06f8+/0wff6RUmIYpi91Zn6EEIF4HcGApVbQU+kLfhoqgITEoeKqZpWJig7jx++3UqN2GVzitwocuh1qdoWkin+6yhX/Yf6gv3m0DJAG8+eupXGTKiQmRiGl5JFHb+H55yYxYOBrvDb6bhLjIixzbelASMnzQ7oy8OGPWLTuMO0algYhqFGjJF+8UIRTyRn8uO4Q36w7wq6jaeS5LVew0Fu+BBJigpYeM0d1ITImAsKdTF+6h8/+t5kvxt9NsbIlGffhYk6cyuDl0XfgNnM5ciyZFT/v5K6H7yfX8M0H/XM76YvhJySu7FzeGvIJj779ICYSIQVCQLVGVXFGONm8ZCOlq5bhjPccE3zV3xSKgskfjImx3lROZbn4ftdJqiRFUiEuwhI8wLpx6wKbJsh2eYmKsCPsuhW8NJCS1s6n83cwZ8VevnrnNuISY6y4HTYH6H53FieHjqcx439rmb9wPUWLJdCsWbVAGaZ9/QybNu7jtttHM/2r4Tjtus9Nj3M+3C5YsJYBAzoRFmanbt2KHDh4kqqVigXjSAhhzYcCg6UeIoJo1G9QhWLFEpgzfx1t2zUAmxtc5KegjYl/0A6692xBz1ufITfHRYMGlSheohCWss7vpGr1p4b1uROFWnxAyI3qt8KJEBo2h53oSCdHkjOJDw8J9uh3bzlbDBFYViJ+lyft7P3n+ht8d8mQz2GAadKsVnHio5zMW3eYxtWKInOSfyvhFLR2cAkJs+vMHtTiShfjn4eyvriijBkzhm7dulG4cGFyc3O5+uqrOXHiBE2bNuWll166qHOqb/Qi8EiDNG8uApPtq7fTqe81VpBCCRNGz6Jr94bUqVHCytCCzvPPfknrq+twe+82lvWG4Qavx/ppeoPCR0Dw4LemhsL38zc3sXPkwBSClSu28fiT3cmficW3P7/zClLKQNwPS/iQmFJabpeAlAIJ2B02mrSswoplOxn0ZGfcIvNvrVeF4lxk52aRZpwmOjqSZT9tY9BD11t+zMJE1zVGvjSAVat20LPXSEY8fwfNGlf2ZQQwEXaTd165jZvveIcKZbpQNikq4F9cqFgcPTtG0/Ns097QCbsQZLtNvvhxt7UvOgIZFc6oSas4lpLDzC8exhYVy9sfLmb/4dO88np/PGYeWTmZOMM13vqgHyYaVshg0ITMF9NNSEFUTAQIyDiTTlRCLKZPFHE47VRrXJ0dq7dz/b03ccY4z6qmQqH4TyGlRGacRNMES/edplPFwkivaYkeEmsyIgQ3VyvGV2sOMbBDFbBpVnwOhx3DpjN0/DIcYXamvt0HW3i4L25HcFuwZBvvTZxHfEI0N3dtwfT7O2NzaGRmZXP33W8B4DFdNG1ejfseuJE77xrLZ5OeRASWSQg+BPseSXfvPsqtt7ZFIilWLJHjx1OoWql4MGuM9D1cB1wV81uKCKFxbfsGLFmy2XqP3XN5K/4fhsTE5jQZO/YBqla9g0cf7XZW/fmOk7Bx01527TpC5UolqVe3vHWML05GYKEtMM8MtQQJWVTzz1F1g6fva8MTby7iw6c7hRTINxEW+KyJQ8wa82VqOUvkCMUnjOS6PCAl4XY9/zTXENiEoG29kizZfMyyAPm9tO4KxUUibL9dOFZcPmJjY1m4cCE///wzmzdvJisri/r169O+ffuLPqdyb7kITntykMCx/SfISsuiYt1KeE2BVwocTgepZ7ICx+bmePh160Fu793asu4IxObIDcbucOeSmZKO6cpFetxIrwdpGEjTUrX9aTjPeaMIBAkLKvHbdxyhZKlCOBw2a3IUOgkJ5A/ziR1+Kw8MTGlgSBOvKQOfx5AiEEBbSqh3VXk2rTuA12viJgcT5SupuLSku06xauVudu86RnpaNlc1qYTpa68mJqY0aNSoMt/OeIFXXp3C6nV7rcjzNgfoDiJiopnw2m3c/+ws3AhwOMBpB6cjmB89zAmR4RAVCTGREBMFsVEQGw3RkYGyHMl00+eZ/xERE8nbo+/AFhXHB18sZ8+Bk4x6fQBe04XHzOOF4dNYt2YvcQnWey0NRQatfEM3Ad3vux7D7bVcoX3CiAAq1avEvk17kIZJhpGLR/7Wp1uhUPzHyD6NNFy4vAb7U3JoXCwW6ZGYHoHpFZhuicwzuL58IeZuOYY0pfXQabfhFhr9XplPjarFeWnYDdgioyAsCsJiIDyW1VtOcMvtY/nx5218+OnjTPjoIdpfVxtTd5HnzcRlBOc3hvRgSi8dOjSkWfOajBj5pW8eEvpgG3yAPnr0FMWKJQJQtWppNm/ZH7Ty0HwpVG1Oy9JEd+SPKaHbQNdp2Kgqmzbv49HHJtC1+7OkZqZcgS/gH4LNAwIMw8Dl8tC8ea2Ahcamzft56ZUpDBg4ho7XDWPqtCV4vAaff/kDnW94hhmzVuD2mCGxP0IFJp9gAdbfui3ku7AjdDs1qpcgJjqM3UdTg+UxTd/c9Rx+nKEuLGdz1sLDydRsbnpoKjc+PI25v+yzhI2QoLvoGk1rFGPNrmQ8UoI3E2mcbfKjUPxFdMfl3f4k7777LmXLliUsLIzGjRuzevXq3z1++vTpVK1albCwMGrVqsXcuXPz7ZdS8uyzz1KsWDHCw8Np3749u3fvzndMSkoKt912GzExMcTFxTFw4ECysrK4lLRo0YL777+fJ5988i8JHqAsPc6P4YFNUyArGap09uWft/hpw3omfTiJvBxrkC1ZvRxuU+AxBTWvqog9zDL3EwhW/rKDdm3rWnE5/LE6vG4Ml4uly3cweeY6jp5IJybSwZm0HNo3r8jD/ZoTFu4ETVhZVYRGIAx2qOjhj8Ct5/eHHf3aNJ4Y0tNnx2Hmc2fxiyDBfaZP7DDwmjIQd8D0WXeA9bDmp2a9MmRnuXjsnk+IjY/g2UElqFgsJHK24YGdcyCqMNTpna/eFIrz8jv9bc/hvUyetAzh02jr1i9rWSQJ08qGIgQSQWSUk08/G0KPbiOY+c1zREfYfaKhQblyxenbowmvfbycp+9pFVyR8it6uhb0HdYELq/JkjUH2LLzJEdPBt24nntnCcMe7kTdepXAGcnqzUf58aetfPrF43hlHl7pYsP6vWRl5dKybbXA6c92a9ZCNySVapVh1qeLuLZPezQR7Hvla5UjLzuPD4dOIDI2kjqPJlG3dIX89ab6m0JR8PidMfHXDasZ+9lath5LB6B+oWikAYYhrAV8HfCYRNp1PB4Tw2NY44pN554xi7ilU21uvqE+OK3ApB7hYMq3a5jy1TJq1CjHmHH3U6x4LF7pJs/IwpBeDOnFlBJ3yMOlKX3iszC4577reXzwBF4b8zWPPtwVmy2YyUUCs2f9QpkyRS0XWyRt29bl3XdnsnPnYex2ndOn0pFSUq5cMSpXLoHdrpOd7UIIQYsWtShcOJ6xb37DokXrME2TnTsPU7JkIc6knyI+OiF/vRWkMfF32sHGbVsY98GnZGXlAlCjRllAsHLVNl5++UuGDOnNnXdeR+Ei8dbil5T0vq0N6WnZfPH5Irp0fYEyZYvQo1tLWjaviU3XQPoWskKFCP9c07/IhvWtNm1Qll/3ng6W1TTBtCySLaOd34kPIX3ZyqTMfy0hGPn+T7zyeAdqVSzM7UO+RkpJ56blCQS+MkwaVC9Gntug/2s/EhflZMgTzSlTpWH+eitI7eASkus2aP/GUgB+GHw14Q79D97xH0H/5z4iT5s2jcGDBzNhwgQaN27Mm2++SYcOHdi5cyeFCxf+zfG//PILvXv35pVXXuH6669n8uTJdOnShfXr11OzZk0ARo8ezbhx45g0aRLlypXjmWeeoUOHDmzbto2wMMvN+7bbbuP48eMsXLgQj8dD//79ufvuu5k8efLf/hnHjRt3zteFEISFhVGxYkVatWqFrl94e/3nfqNXGikh/Sjk5F9FSM/I5IEBT+Jyu8lKyyIsKhxnbDQeU+IxBZXrlCfj8FFfakrBpo37adGkphV01J1LTnoab3/4Iz8s20mr+qV5um9jyhax8g9LTfD14l3ccNckht3bmrbNK/niE0C+tGN+tPxiB5rOr9sPIzSNqlVLY0hvSNpZM2DZYUpr8wsepjQwTInHgDmz1nM6OZN6jSsw9sUZ3P1wRxq3qBxYpa5YpSgAs6evJjYugj2bh/HzrK/RQtOBZZ60bjjn9SdVKM7iPP0tLT2D7r2fIjUlA4/HICYugti4iGAMGiEsk2hfS4+Ni+Dp4X0Y+vQnvPvWfaAbYFqrVL26NuH6W8f5REJvcAKFCK4i2W1Mmr2JybM20KF1Na5qWIF20eGMm7QcgI/fHkBkdDTYw5C2MJ57cQqffvEEJh4M6cGQXipXL8qI0T0D4iEEL6X5XFeE35pDgCYtOefEwZMc2XWEEpVLYck4gpIVigOw4n+/EBkbyV27k1k1+yvV3xSKgs55xsTc3Dy6PDiStPRMzmS5sGmC0tFhmLkgfbGDEALhS8NdLNpJcnoeJYrG8NPW45QoFsfNNzaEsCikI5KvvtvIxI8X0L1Ha7769hkcYTqG6cFl5uA13XilB49psHvnCU6fzqRm7VKBsvjHPCGtIOmvj7mXDz+Yyw03Dic6OoKkQrGkpGSSnp5N3boVGT36roCgGxbu4Ls5L3PgwAmklBQqZKU/3b37KPv2HcfjMShSLArDa/L2O7M4ePAEjz7anSFDehETcz3ff7+GxMQYVq/czdoFs7DbQx5qC9KYeJ52kJmVxY09HiY3L48zZzKw2238+ut+nE4bQ4d+wKxZLxITG+lzVzZ8rsyWZW9UrJP7BnXmgQdvYPeuY3z7zTJefGkyY8fcQ50apcD0WQ+HZETDl7klEGNFmpQpGc+KFXvyFTWg9COQmMFYHoGDCH4vAbFD5tu953AKDWqWAASfje7GwKdmsPdwCg90b4Bu10CXVKtUBIApi3aSEBPGhgPPsnzBd+reeBFIJEfTcgO/K3z8g4OLvvHGG9x11130798fgAkTJjBnzhw+/vhjhg4d+pvj33rrLTp27MgTTzwBwIsvvsjChQt55513mDBhAlJK3nzzTYYPH85NN90EwGeffUaRIkWYOXMmvXr1Yvv27Xz//fesWbOGhg0tgfHtt9/muuuu4/XXX6d48eJ/62ccO3Ysp06dIicnh/j4eABSU1OJiIggKiqK5ORkypcvz+LFiylVqtQfnM1CiR7nQ7NBzVsg7aBv2cRixpwFnElO4c2lb/Fi7xFkpmRi+txBPKbEEBrjXpnNZ18NAmDHjsPc3a8DGG5OHkvm9kGfcPfNdXl8TDc0jwe8BmRlW5MUm073lhXo2Lgsw95byuxF23l16HU4w50+a0Mzfxn9fpb+qNyazksvT+HFl/pb8Tn8biyEuLLIEHcWLPcAQ5p4pGD0iJlERIfTa0AboqLDePndAYwfPZvGLSpbdiYCoqIsH7fW19bktoGtuKvne2zZtpM6NX3BzTQdKl8LcWVUECDFhXOe/vbtd/NJPpnKo8M689kHS8nN9QREO4FpWX8If7+wJmJXt67JF58vZMuvh6lVrVhAGBSajt2uYxgmut9P2X8pX3q8Vyb+RGqWi++nDEKz2UFoZOeE+I3bwsFhpWFctHQbVzWuQnxCJB4zz5pYSsm0z5dTuXoxGjSu4BMLBRrSN+8TluVUiBji/6XptQ3YuX4XpaqU8r0kifT1t3pt6tK6exvG3j+WX3fsplZ1n3WV6m8KRcHkPGPigiU/s/foada/0pk2IxaQ7bICf0oTTNMaUWTIGKMh8Hotc7Nvlu7h/juvhvBojqV6GfTkOzRqUp2Z343A7hQY0oPbcPksO9x4TQ9u0+Tt1+ezb08y7a6vx/btJwJlCVh6SAMDgSYkd97ViTvvvo6c7DxSUrKIj48mKios8DAlz3LRK1O2UL4HrTr1ylG3Xjnw5ZoTQuPmm1sG9rtcLjRN0KhRNV4dfRdXt3qU5avX07p5Y1+9FbAx8TztYPb3izhyNJk9ez/n2mue5OjR04wePRWAiRMfIyY2CulzAfXP+yzxw2/9KxBCULZiEo8PvYU7BlzL8GGf4Mpz8eTgrtStWTqoovmDmgJoBv6As1fVK8u4j5cFy+q3oJTgFzKkkD5bHxEUOEzNMl4OtbgEEBqn0nIoVigmEP/DGe7ks9Hd+HD6Wq57eBpFEiKpWjaRMsUtkazdVWUZ3KcRnR/+ivWbf6Vh3Vq+chawdqC4/FyEy8lfweVy4XLld9NyOp04nflji7jdbtatW8ewYcMCr2maRvv27VmxYsU5z71ixQoGDx6c77UOHTowc+ZMAPbv38+JEyfyuY/ExsbSuHFjVqxYQa9evVixYgVxcXEBwQOgffv2aJrGqlWruPnmmy/qc5+Pl19+mYkTJ/Lhhx9SoYJl4bxnzx7uuece7r77bpo3b06vXr149NFH+frrry/onGokOB+aBoUqBwf6s0gqHEeR0kUoXrEkCIFXgtcU4LTj8fjM7oEzpzNIio9Epp/g3icnM+bBNtQsEoFMzUC6faKHlKBpiDA7hDuJdjp457H2fLN0D3cN+5pPR3dHczryuZkAQfXdZ+mxfedRIiLDKFeuKCYGQc02VEX3qf1SBiYrHlOw/Kfd3D+0C2g6EjCkJDo+kuGv9goEXxRCEh8XTpFisVStVowihaN9xQiNuq1BfDkVMVvx5zhPf/O3rR59mrH0h20kJsVYc6dALBqTYGgia2JlSsFDD9/MpM8X8vqoAZZVhy/mTZmSiew9nErlEjGW0GH6+pBN5+WJy3AZktee6x6SOlEDPaR92+wBX/MJH8zj7fcG+cQOM1DeDtfV5ZH7PqHPgJZce0PdfItMmpBoUgRDxPldXCTUalKZMlVL4c7JxRERjgSiYyOJS4qldOWSxCfF5qsT6w/V3xSKAskfjIlFEyIoVyiSrBwPNruORzPwR2IIhtIQHMvMo2hCBF5g5+FUqtUow8adp3n8uWmMHXc/FasWwWu6yDMsQdm/OGJILx7TZM3qg/S8sx2O8DBMCWuXbwuUxXKN9SB88x2/46xAEBZhp3hEPCAx5PkDjvoXZPJ9Rvxuvf4PYp0TwOl0ULVqaapVK02RIvG+40PfXMDGxD9oB0WKxFOxYnEqVCjO/PmvAf7vwQzM9wIxsHybxAi5L0k0oROX5GD8hw9w5FAKb46Zwe5dR4iKDMPj8QYsNXRd4+abmnJrt6bYbF6iY6LIzjvru/U3QjP0d58qJ/At1pkhwVJNgqsPcOhEBmVLxPk/JAiB5rBz961NuLtXY86kZrNj3ym27z1FdKSDfcfSeOnTFfnqxPqjgLUDxeVHO/fz36XilVde4YUXXsj32nPPPcfzzz+f77XTp09jGAZFihTJ93qRIkXYsWPHOc994sSJcx5/4sSJwH7/a793zNmuMzabjYSEhMAxfyfDhw/nm2++CQgeABUrVuT111/nlltuYd++fYwePfpPpa9VosefJCzMUtykx43h8ZJQLNF6JpJgSPBKwX3DumJI383GNMHw8OGkH7m6bklqFong6N6TjJq8jr0nMtGBbLdBp9rFGdy1FpphIgwTDJNbWlXkyMkMJnyxkvv7tfDdKEKeoEJTiWkakz5fyL333RCw7Ag5kPzCh3UTlEgMKTl2LJ3PJy7mtSZVAyK9QLBk7kYy0rLo079FvqwTiYlRuFwevG5vvjpRKP5unE5LaY9PiOT0qUyqVC0RmDz5J3Y+e26rlQuBQFKjZhl27T4SNKv1rVR1aF2dmQu38uTAltb7NA0pBC+//xMeE0YMucny/dVsIX0rZEKuW6LH0RNphEc4KVQ4Fq/ptiy1pJWtqXiJJKbMfJSsrFx+WbKDpldXDay6+vG7u5j5BBHBzg172LBsK/2H34r0TXJjEqLx5LkxPW4AwpyqvykU/1WcDmtMdAEJUU5OZ7jAoaHZTDSblXVNaBLNBltSs0iMduKIcjBu3g563lCXE2kmjz87jc+/GkJkrEamK5Vftx4gqXAUSYVjfDGFJIYpWfLjDubMWM+w1/viNq14X9XqBB8iTenFlF4M00pDKqVECuuB1hqJ87suAD7rPAIiRnC+IkOOEb4xUv9N3Mvjx1MwDJM1a3Yy8sUvgf/mHMR/H8jLc+N2eylePCn/AVJaVpEYvu/I67Pg8QRez8tzo9s0MtPySEqKRRc6hUtG8Npb/dGwY3hNbDZfGmIEebkevpi0iO63v8H0Tx/EZnNQu2pxFq3YB2C5smgiJGsPVnBTtOCind8KKeD2olmLfzYdfBaRpj/wbmhqW2lNThMLx9K8cCzNm1Rk4vS1NKhZgju61qd5jwmBvqFQ/B0Y8vImahg2bNhvrDHOtvL4L3H8+HG83t9+B16vNyCyFC9enMzMC88kqrK3nA/ThNSDkHEsn1tJ4IHD48br8uB02rD5045jjcurl23HlLBn1wkqli9GXmYGX81aywOdqrFi5R76vfYjfSoX5dsb6vJVx1rM6VKPnLQ8Js7Zjsx2IfNc4HKDy82D3euz8Jc9bNh8GGkY+V1cAqKH9UC3ffsh6ta1FDHhW+rx/+9XwC13Sn+aWhNTCqZ/sYJu/Vr7rAyDU4yff9xKqzZVA9kkrM+osW3rUT6ZsAS3y8xfJ2CVL+OYVXfmWe44CsX5+IP+lucySU3JwuG0BdqwFZg3/2msxU3Bnt3HKFok3nrFv0ImNDq2rcFPq/azdtsxK5MBMPjVeaDrPP9kiOARiFbvi/XhR7OBpvHdvLXcdFNz3/UFGpo1QRc6mtCxaXaioyL44J1F1vukZYFi+jMiEWIFjGVFJQRc1aYOcUkxLJu1wic0Sg7tOsLcSQvwuq0VtbCwkImd6m8KRcHkvGOiX/QQCF3Da0pyAc0But1Et0l0O+zJyWPo4l281KsePx5MZeWeM/Tu1ZI7H/+C1968Gxx5zF+wkpVr9/DFlyt59MEv2XcoDbdpZXDL9Ui+/PgnHh3Rw+e+K3CbllVroIiBuGBeTOnBlP7YRh680m25yOTbPBjSnd/qIOB64Xe/OH9MgbFjp3PffWPZufMwW7fu56abmvnqpADPQf7o3pjnJi/PjcNhI2hrY/pcnEMFDw9e6cJjuvhg4gK6XT+GEc/O4FiKi6FPTqXr9aOZ9d0qslzp5HqzyDMy8Wo55JkZ5Pqy9uhOL/3vaUuP3lcz5IXp4Ajnpo41g2W1+bKrhIoVYLlZm/7N9Lm0mOCf05qmJXx4DaqWSWDzrpPW+4RAaDpCtyFsdoQ9ZHM4WLf1KBOnrsblc+sq0O1AcdkxTM9l3ZxOJzExMfm2c4keSUlJ6LrOyZMn871+8uRJihYtes7PUrRo0d893v/zj45JTk7Ot9/r9ZKSknLe6/4V2rRpwz333MOGDRsCr23YsIH77ruPtm3bArBlyxbKlSt3wedUosf5ML2wcTJs/x+YQR9U0zd42nWJrluKtk2ALSRW09rlO9A1jflzN3LDdY344ssf6dOpOof2nOC5SWuZfGMdquMkN9kk54zAnSZ5rG4Z5m08ytadpyDbEjzweNC8Bh8Ov44nXp3L0aNnkKGqlz+3uo9SpQqzdevBUKkjxETUL3iYwZuiNDEl9L3vGhq0qJIvY4smJM2urkaZsknoAnRhrWJrvgfI2LgINKHnqxPrD8Oqs42TrTpUKC6EP+hvYPksWn/7VgVl0IRXCBEQHDR0nn12Ek8Nu+03cXA03caX7/Zj7Ec/c+Pdk+h85yRaNKnE8MHXI2whgoemB13HQs2KfXF0Vq3aSYuWNXzWt8Fr60JHw4YQOkJoaL7o9QZB12W/uGj60kEHTo3V73rcfwOtbmzCV2/NYPo7swCIjo9C962UmaFvUv1NoSiYnG9M9Cu9dhu6TaNkYgSfbT2KFm5DD9ewhcFpvDy8eAefDWpBaoSTsXO388Hb/bnjsa8Y9Ogt6GEeenQZzdFUD4WqVGDAUz0Z9fGDCKeT+/p+yFODp7F6xT5Gf3QvtrBwXIbAbVjChydkYSQ7z4Mhrfhg/gwvXtNjBUA9azNMvyjiDckGEwyqHuriErDiC5nfLFq0nv37TzBjxojAa2VKW6bWBXoOct52EPzMuq5hyqDg4V/Y8gtJhvTgMfNYuHADs2ZvpMk19RgzeTD9n+5Fjj2ah1+/h5e+eIIqzWoz7u1F9Ok5lnffnUW2J5VZ//uZjZt3cCbzNDleSwC5vmt90jKyWb31BPXrhbiP2O0Iuw1h1y23UH9TkflufvmFD69hiR++n5FOO067zonkTGv+6o9dp+nBxQhbMMWnw2ELZGYJrZMC1w4Ulx0zEPvw8mwXisPhoEGDBixatChYVtNk0aJFNG3a9Jzvadq0ab7jARYuXBg4vly5chQtWjTfMRkZGaxatSpwTNOmTUlLS2PdunWBY3788UdM06Rx48YXXP4L5aOPPiIhIYEGDRoEYps0bNiQhIQEPvroIwCioqIYM2bMBZ9TubecDyEgMuk3UZ/PpKahaYL4uAgcYXa8Ljd2zfJi9Vt8REaFoQmNdat38+idnek9dhpThrblvhfm8Eb7ajgzYNneLP534CQtCiVxTdkEwjSTce2rM/DLdXz3eBvCbBrCZgPdQ2KEg3eHduK+Z2Yy+a1bg4WRZki6L5OhQ3px731vMmv2i76bhWVGKIQIxBjxvTEwpchzeRn19DSGvdYXy6LQsupY8v1GGjQqjyb8D5Qami9tbtXqJWjVukYg2vqZ1DTKli4ZPH14vFV3oUq/QvF7/EF/i4kLp0q1YuTleXySh/SHRrOQEn+GIyklGenZlC1TGAy3zx3Gp0rqOnHxMUwePwC3y4PDaQ9mQdLtPkuP/Kn58gVB021INA4eOknhwvFITDQ0nx+75gtcGjTheHlsSH+F31h5hAqNwaqQ2HSNXg93YdPyX4kvFEv91rU5cchS2E+fSaV0yZAo2aq/KRQFj/ONiSmpACQlRhEWZqdQLCzef5qkcDtdKxYmLdfDvXO3MaZ3fYqUSWDAq4v4YvxARry7lG63tuWqlqX5aeU2nhgzkLBChUlz+1ztbCbhUdE88kIPvC4PxcsWxmtqeEyBVwq8pgiMWX4WLdhGr96NfKnuJaYwOXumEfg4aL6gzjoCac0nzhqyrHE038ge4P33ZzN+/CMIKWnRvCblyhUlKdGKK3YmNS3/wQVpTDxPOzh9xtcOkmIJC3OQl+cOCVpv+Kw8LDHKKz0sW7adTz9cxvPv3I1bd3LGpZFnaHhMyzVbE+DUdNrdfh2tu2aRfOQkRzJ0du1PZ+lPe6lRtwyxMWGsWLKNhwd35NmRPbmz7ztMn3hXoEym02EFqNK8CK/hEzf8Lqgy+HkkSNMXiBzTCmxqGGBYIkj/m+rw4bTVDH/kWkQgVa7I79ItBHVrlqJJwwokFU4E4ExKGoRkdC9Q7eASIhBUKhwV+F1hYZjnj0V0SfgTmYIHDx7MHXfcQcOGDWnUqBFvvvkm2dnZgWwuffv2pUSJErzyyisAPPzww1x99dWMGTOGzp07M3XqVNauXcvEiRMBa/HukUceYeTIkVSqVCmQsrZ48eJ06dIFgGrVqtGxY0fuuusuJkyYgMfjYdCgQfTq1etvz9wClmXJwoUL2bFjB7t27QKgSpUqVKlSJXBMmzZt/tQ5lehxPnQ7NLoLTu/J9/Kp0ynExEXhtAti4yLJSsvCplk3a92X1vWlCXcjAJfLS5hDYBgG3mwXaRl5lHc4mLYpmdl7T9GvZAWmHjpAqstDrxpFKBQm6FenJG/N3caT3euC3W3lOdcEVYrH0O6qMnz27dpgYUzDuqFo1o2lZPEE2rSpy1dfLaVnr9Ygdcu6P3CzDD4uSp9/5L7dyURFhwdOKQBPnosv31/EtTMeQgif6T6atXqNIDUli4TEaJIS4wJ1kq/eavdQwaMUf47f6W/xCVEITSM7282uHccItmMriKnlRy5DgoMKIqPCycjMISbSHhKbw+YTCgEhcITbfZFE9fwWHkIPCh8AImSVSGh89MkCrr3Wil5t9aygVZU4y7Lky0+W8ejTN1gB632WHaFWHucTP4SQ6ALqtaiJlJLEIvEc3HkYgNMpqr8pFAWe842JZ1LQdY3YhBgSYsPZnpLNj0+2Y+zsX7nl6/XoQjCia23q1ijKB8v3061zXY6kGZxJz6P9dTXp3f1VnnnvftIJ50yeNe449eBifHThJHQhcZsExA6vT/gQ+AK2+yhUNB6vBCGNwFwjsLj/Gzk3KBBrWHMTTRIYZ8Vv/gWtVAFyc10kJsSAlJxJyaBBg0okJUQH6iRfvRWkMfE87eB0SioxMZE4HHbiE6I5cybD5/Zp+lyXg8KH1/TiRfD02H64dSeZHp0Mj+DEiQy+fnM6acmpXHtPV3JT07BjUqtRFZLKV+K4S9KsxzU+a2aJXZMQHsnQx6fy8ef3cOvtrRn3STB7y2Pv/8x7D7fFpmvg9iK8XitYuN+6I7RJSJCmtOa4pmkd57P4uOaqMrw+aQXuXDfOSJtlk+6/N4fEsTuTmk1iYjRJviDfBbodXELCHToLB199pYvxj+PPWF9cbnr27MmpU6d49tlnOXHiBHXr1uX7778PBCI9dOhQvvTNzZo1Y/LkyQwfPpynnnqKSpUqMXPmTGrWDLqnPfnkk2RnZ3P33XeTlpZGixYt+P777wkLCwsc8+WXXzJo0CDatWuHpmnccsstjBs37pJ+1qpVq1K1atW/5VxK9PiTnE5JJT4xBpsmSSwcy9Z1ey1LD+l7fhKSIQPfY9KUBwHJiWOnKZYUyaotR2lWKoEzKW4+3n6YcZUaoxk6Q8vU4oEdq+hYuhD2MLilQmF6zN7IrUfTKVU23ucjaQ30g7rV55pBU4OFMb1WDnJNsx7YhCA7O4/ixSzV25qiWKsqwaBhfqxHRo/XpFFLqzEJn5XHplV76HNna8IcGrrPysNv6WEYklPJGRQtGk+Sz9LjtG/lSaH4uzmdkkpCYiwSKF+pMMuX7Axx0ZIh6fCCAfGkkNx8cwumfbWUuwZcG2Ieq/lS5dkAPRAZPjCR8pvQ+kUPPyHuLRs372fe/NVMmzY8kArQCgrsMyk+q/xbNh0OrIz695m+oMd+ocP/U0p+836vx0v6mUwKl0yi+wM38P2Xi/NP7BQKxX+K0ympREU4yUFQtFAMP64/jDMxkiE96zHEbaWvxWkjw67zzfL9zJ36EF3u+5x3P3yYsW98S/sujckWYRzPkKxauI6MU6m07dkGI8pmxRwyTWyaf0y1rNMMU2D4BqfQmB4R0REMf+wrnn+1GxEOy9JNhggV/rEaLDHalMHx2nrRMtALxCDzp50RfuEjSF6eh7w8F2FOB8eOnaFokTgiI52EhTkCVg//JU6dSaFQUhwARYsksO3Xg4A/eGkwRoopDdav20dmtptSkVGkuTSyPILtmw9hK5RE/d7X4SxRHMMEMyyZvWu2sP6XWdz02K1MHvIOhUsXpsE1DahUqxyRYTqFa1TlybcrMvO7jdx0cz3u6bsyUKZmjSpy49OzeO2Bq6lRIhY8XvB6wTARhrVIJ/03u7OxboZgmggpubZpeZas3EuHtjXwh9cPLlLomFJyIjmdokUSSCxk1cNpdW9U/I1c7kCmf5ZBgwYxaNCgc+5bsmTJb17r3r073bt3P+/5hBCMGDGCESNGnPeYhIQEJk+e/KfLerEcOXKE2bNnc+jQIdxud759b7zxxp8+n4rp8Sc5dSaFxIQ4dAElyhbi2IGTaBjomgwE/HTneQK368OHT1G6SDQ7DqRQLTGKj7YcpU/x8uSmQ3aWgTdPcEOhksw+cBKvSyBzTV5sXZknpm7AyPEg89zgtuJ76IbJzW0qBwtjGpb5vt+EX0qWLdtCi5ZWnnKv12D6Vz8xe8ZKNGELickRnEqULptEpWolAqkzhZCUrViI626qhy6CBqn+YKgH95/GNCXlyhclItxJZGS4eghTXDJOnUkhKTEOKaFmndJkZ7uCaRUDQkPQesn/evfuLZk8+QcOHDyVPxuLZrNERL87iy0c7GFgc/r8hO0hMT1CNh9PP/MJ77//CFLIQCR8f1R8ifGbyVyJUgm/STUdKn78nuABcPxgMlJKipUuTFi4k7Aw539ygq9QKCxOnU6hcFIcXZ/4hrj4SA6fyiLP4UCLi0DERyASItDiI3l26kaG3N+O+auO0LhpDeIKOanTpAKNrmvCjKm/sHDGCmKrVsSMjOKLUVNIdQnS3IJUt066WyfHa7k/+GN5+C0+Qt1bipUtSu3GFRk04GO8vrgawRDqlhBtSBOvlBimedbYbeYTRYKI/Is0vqDVjz7ajb59X2Xzln2kp2dToUIJhKaTlBj3n5yDnD6TGrC2LV+hGHv3HsNreIJ1G5Km9ttpq4hLisNtCPIMwZnUHKa++iUuYcderDgpGTZOnA4jy16KQq06Ua3/AA5kOGjx9CBKtG9JuiOGn5bu4Jk+r/L1F8s4nq2RnO7l5ZHfMHL0bYEy9ejWjPdH9eS1aeu5960lHM72QkQ4OB1gt4HNhtA1a9OsLbD4oAVthJDgsOsht9OQ4wAQHDx8Bo/HoEL5otgdDuJio/+T7UBx6bjcgUwV+Vm0aBFVqlRh/PjxjBkzhsWLF/PJJ5/w8ccfs3Hjxos6pxI9zofhgY1TYMd31u8+0jMyiXCEIYEyFYuRl+Mi5fgZNOGL22R6ad2hFkKa6JrG0WNnKJ4YxZYDZ6gcE8HiwynUtxUmM90gN8fElWfSPLoIP508jdet4c2FKhERVImPYPqy/chcL9LlBbcXPB56t6sWLKPX5ds8vjJKwsLsAZOmF57/jEMHT7Jm9U6effozdGFHFzZ0YfMFXYRD+08x9eMlvokKYJq8+MSUoC4ihHWv8R2xY/sRAKpULYmUVrTstPSM/PW24zur7gzViRUXyO/0tzBff6tQpRiuPA9bNx/EnwrRH+wukM3F97vdYWPiB4N57PH3eXXM10jNHsi8EhQ8nJxIyWPW/M38su4AOW5pBUfzCx96iMuLjzFj7ycuIdIKyGe6fen/PMFMBCHB94SAZ1/qhmmYvuxHVoYW/6B7PjdjKQUHdx9n8cyV7Nl6AID92w+zZMYvhIeHkZYRkp5L9TeFomBy3jExi+ioaN5/+Ram/7AdKWHn6VyIjkTERUNsFBN+3ENETATt2tdn3AeLuO+hzrzz9neEJcSzfsNRVixYT/E2zTBi4yndthlXP9qXRV//xKxJP7Bo7npO5ghSXBpZHo1cQ8Ply9ziFz/85BkaV1/fmKdf70tWnicYZJWg8GGYAreBL3ZE0PrAxB+81PSN337NODQgZ9BqodN1jRgytDcPP/IuAPv2n2DrtkOEOQr4HOR37o1OhxOJpGq10rhcHvbtOxFwbQmt59xcD2WqlLQC0ZqCX+aupkHXtrhtDrJcGkd3nuaHp19hw1dL2bb0AN+PmMjSDxewfy/khFcgO7w0jqr16DhqKGlenSPpJlWuvoqTZ3KQtrxgWcNjKF2pNJPG3cE9fVvw6NtLeO6z1bht9nzCRyDLi6757smaL1Oa33VF8NP6QzSuWyoktW1glgpItu08BkC1ysWRWHPR9Iys/PVWkNrBJSTXbXDNG0u55o2l5Lr/uS4dl5t/aiDT/wrDhg3j8ccfZ8uWLYSFhfHNN99w+PBhrr766t+1WPk9lOhxPqSE1AOQfjTfy21bNGHFyk2cPpVJxZplANiyahcaoGuSk4dO0uGGepw6kU7RovEcPnyKkkmRHDiRwY5DaTSKTSInwyQ7yyQ318TjlkQJB+keD4ZX4HEJjByTxxuW5eNlezl+IhNcHvB4wOMlPMTqXnrcIcKHGwwvkRFhHD6cTGZGDhs37OHJwbcwamRf4mIieeuNWdiEA5tw+IQP2Lh2PxWqFvelzJQcOXia0mUL+bxpRUDs8N9slizaQmxsBEWLxfHz0u2cSUmjbYsm+esu/ahVd+cyYVQozsX5+lvLpiz/ZRNnTmdRvXZpAD77aKlvlTCYetmfxcVv7WFKg3IVivLVN89is+s8P3Jy0OLDF7/j0LF0buv/BidOZbBo6WZuH/AGnbs8z8B73uL+B9/lldFfMX/hBiZ8OC9QnoqVilqqfGimgkCaRq8vBaMMtP3XR85m364TaMLK8hRI/4w/vW6oMbgleGxeuYNZH8/HMEw2rdhOWISThKLxZGfkkpqarvqbQvFf4LxjYhPWb9kFNjszPugHwKAxPzBj1UHemr2VjkNnk+IyefmZW5i1ZA+t29Qh15PLgnkbCS9SBE9UHK0e60dGroOMHJ3MPI0Mt6BsmyaIuDhOpbs4mu5h9ANvs+zHrWS4INfrz94C7pCwRbmGJYrYIyO4u/cEMrNyzwrbIMjJ85Ce4WLq5yvIzjPwmCam9CL9Y6XPktQvYgfH8eBY7k+LW69+BVq2qo3DYaNwkXjeGPsNe/Yfpm3LszIWFKQx8TztoE2LJixfuYkTx1Oo58ug8vOyLUHJyCcY5ea5efyFWzCw0qUbUtDo5qup0qYRLkOQ59I5vGozZW98hKQqnQmPqEGp5gPRIyqRejKCle9/y7yn3mD9rPWcTI2gUPPWrFm5h/EvTqXfc3ewesPhQJnembQMwuMgIob6jaryzYd3UqNGSXq9MIc8oYPDnl/4sOnW73abtc+3f9/xDMKcduLio4JBTM+qk0VLtxIVGUbpkgn8smIXJ5JP07alujdeDBLJ7uQsdidnncPy6r+LYXov66bIz/bt2+nbty8ANpuN3NxcoqKiGDFiBK+++upFnVPF9Dgfmg2q3QBph/Ot9N7eowtDXnyNsU9Pxu2y1ONlc9fQ/pZm2ITkmw8X8sAj17L78CmqVy3Fmp8306BdBSolRDFzRzI9oyuRedTgZG4uhQknLExiGJJ4u5PkHDfFHTYMj8ThlrzSvipPTF3PF4Nagl1H6L54Az4mTVvJ/f1bWZlaDCcYbl58oS/97hiFpmk88/RtVtwP08uQx7pya9/X2LH9GJWrFUFIDVMKGreqRuGSiYEHr5iYcHr1b+UTQYKmhBaSBfM2kJ6ew5ODP2XTugNUrlCOVs0ahdSbDhXaQlyp/FkvFIrf4zz9rW+PLgwb+TojnpiGK88FwA/ztgRXAjGRaFi+zAaakD6/cRO/bPfwo13o1eNlDh9Lo1SxGDBNTAQPPvYB745/kHIViyAxEGiYBqSl5uJ2edm//zhbNu+nSNGEQHkswUPmFzlCUi36XcGsiTvUqFWKXzcfpnzVEtg0iU2CIaW1WirxTfUtpBRMHjeTLnd2onrjqkgp+GLM1+TluPh1zS72bzpA1UrladGkYUi9qf6mUBRIzjMmdr+xEw8/PZJHRvyPmEirz7s8Jqey3VSqVJRZ/VsSHhOD1xHFux8tYsq3T7F2y3b6PHgd381YyymPnch6jclKtwMSu8PEcBqYDieFm1j38lQJVz8+gI3T5uHR7FSpW56oCAd2TYRmTSXPq2H3amCDLn1a8f47i3h8aGdfOntLvPh58XYOH0kjNi6Se2+bwHtf3EN0uC2QGc4Kku7P2WKJ2FbmOc33mkAKEymt8XzWrOW43V6W/byFQ4eSKVq4EJ2vaR1SbwVsTDxPO7it24088cKrPPzQu4EH1W++/pnb+7UlEOxbmqxZtYdVqw7Q7d7OAVfKL4dPpOOz9+IxIfXwGaIqNyHck4jzjBub10QSTnRkDbzpOmUa3o5XuMhJP8TeVYcID3dRsUkdsn5eyw8LfyUiNydQpiPHUnhu9CyeG9IVzeYE3U7Pbk2Jiw3n9pfm8eWznXHompWlxbTu0egaOOzsOZ7B9kMpJKfmMuX7rUx46RZrzhsIxuhfTLCCtc6Zv4Gs7DwGPf4pW7cfo1yZkvnFr4LWDhSXHbepBKArSWRkZCCOR7Fixdi7dy81atQA4PTp0xd1TmXpcT40DYrWhKRK+QIZJibEM/rZJ9m4fDtrf9pKw9Y1ObT7mG/1VnLkQDIVKhRl5c+7adKwImdSMvh57X46lSvEgfRcEo0IVmWe4jX3JjxuE8NrPRyVDovgcFYu0hRIU2B6JDXjIhGG5MSpbKTbn8s8qAYu/mUv69bvt0z3vB7wuqlUvjD/mzWCOf97katbVLf2GV6E4eGpIT2Z9MlCwMpnvmH9Idas2INms2P6IrNPn/QTVaoVD7HtCCrsaanZHD1yhhu6NOKD8fNJTk5nzIihIeIIVl0lVbLqTlPNS3GBnKe/JSUmMOqZJ1ixdDu/LN1Bq3bVcYTZCJpAWyta1qqhGUjRZ0hv0CLD9PDU8N4MffoTpM+15f1PFtHumgaUq1QEj3ThNvNwmTkYmpu4JCfFSsbSolUN7h90AzfcFMw/HrTq8JCTl8NH7y/g9u5vkpuXy+TPl5KRkRkIbArQvmMtihWPxyYkNk3i8EXAt2nBbE9+dm3aR9qpDBzhTkwpSE/N4vSxMzTu0JC5kxaScSaT159X/U2h+E9wnjExIiKcMS8MY92WI3w9bzM3XFODwyczuPO25nTuWIfwuDgIi+K9z5bTvefVnE5N4XRaNqXqVuP7yYtJrF+HzCwbOdk2cnPs5ObYyM2xkZljIyNHJyNXJyNHI9ceQ53+PYitWZVJz33Mqh82kGeAO8S9JdeAPF+ciGYdGtCgeVWfJYdvPEayf08yJcsWpv1NjehzX3vS0y13CIGGJmxWoPSAWIzPusOyBvGP56ZvTM/Oy2HvnmPceFMTPpu0gN27jjB25FPY7fZgvRW0MfE87SAuNobXnhvCsmVbmDd3NR07XcWOHYd9cVP8Sd0lB/edonT5wvnW73Mysq2A2iYc+GklWSdO48jxEpnhIupMLrZDh4lJySU6NY+oVBeR2TqxUZWw2cuwffq37Fm5n5q330Z05YpUuzoowj87sjfFSibRe8A4zmRLCIuBsGg6XFOPO7o34panZ3MozWW5uoSFccpt8s532+jw2De8+fUGjqa7iEmIYvo7fahYoXD+jC3gi11nkpmZw4HDZ+h6fQMmfPIjh4+m8MaIp/Jlqyhw7UBx2fGGxDK6HJsiP02aNOHnn38G4LrrruOxxx7jpZdeYsCAATRp0uQP3n1ulPx5ETx8Tz+u7tOC/a4jbFm+jecGjOXQrqNUqVaUl9/phw6sXbWbru3r0qBKEX5Zt4+WNcpQITyavDzJepelUGUaHuKk9RWkedzE2u0ITfqsLAApqZQYyeHTWRQtHm3doUL6xasPtmbY+J+YVr8cwnBbLi66nUin0xrwDY/P0sMAJF6vF13XAqZU742dzwPDu+MxBbrmy9yydt9vTO79D5gL5m3ANCUvv3Y74z+6lyRRFadR6PJUuuI/y6P39qfn3U1I4xC/LN7GXb3e45tpK+jWs4Vl6SGC+QAsK1a//YTwTaR1atQqRYOrKvPEsE9pfXUtFv6wganTn8JrunziiBsJaMKLKWxIYUcXVkrb0ABThvTglSZpaZmsW7uHsCg7b396J+iC6Jgwbu8+jhdG9aR23bIAxCdEU7tuGYY8+AWvvHUrdl/Uea8mMaQvM4Kv8KeOn6FT33aBdLZrf9yIlND/2dsZ9Po9tIivTlln4ctW7wqF4p/JwD7d6dezHnm5u9iw5RAtu4xhxZbjtGhcGWxOth9M58dl2/ny6yd4/IkPaNShPsdO5dKoVydyzTAyU022fT0NR0wc5dpfi2kIvB4TTffFHdIkum5imJY13TVD7+Tbx16nauPq2EOeH/O8Aqch0IWGW5ckFk/kzVfnMnjodQB4TahUsxRV6pTHlOD1GORk5mIrFoOu2QPxxfzWcQHLOWmG2M9Zhh8APyxcT06Oi6ef68HETx8kXpTF4fnvjokPDOzD3fd3xKWfYenSjVx/3XA2b9pPzdqlAGvmVqlacSILJVjp0X31WK5eZStFsSFI23+QIu1uwn7GYPeqKVQr3YbNGydRomQDSlVqjc2jo3ttaIaJCHdSoeswUo6sIbt2JX6Zs4TUcvGB8rjMXO64sy316lei1x1v0O/2dtzatRECuOG6BlQqW4in315IanouAHEx4XTtVJs5d7fDHua03Fh8QfkDmVoC7i2+Wak0mffDZjweg9eevYVJbw8gIqImmlb8Mta84r+Ay1BCxJXkjTfeICvLitPzwgsvkJWVxbRp06hUqdJFZW4BZelxfkwTMo5BVrI1CJ9F6bCiaA4ndVrUIDo2kh9nrODTMbNw6LB88U7atqnF//63gmvrl8D0mKw9mEq96ETcLpNs00skNitAqAbokt05mVSIDUe3SXS7RNgF2DR2ncmmdGJk8MIhvolF4sPJzfX4cpwbAVcWK5WtOyh6SBOEYPZ3q+h8QyO80o3L8FDrqgr8v737jo+iWhs4/puZ7ZtOSKEmoUtvIohSpagUFUFEmiiioGDvgr6Wa29XsF5Q4VJEVC4KKiCoiEgRFFB6hxCKSUjf3TnvH7PZJAICEQLE5+tnTHZ3dubscObs5JlznlOhckX8SsMX0PGbGhXiIqxxtsc41z+a9gMXtalN5aoxeDxuHIHoo1dSpnXMMvcGuy8KcRJOcL5FG5Vwuuxc0vECwsJdvPPGwhKzAJjKLHaHq2gMeNESYNQdPbiozQXM+vQHPph8P0o3Q+tt3LibrVv2MPuTpfjNAvwqmKvDtHp1FPIFCnh7/Dwef2Q6rdrV4cprL0LZHBQojQ6XN+HdabcRXzmSmdN/IDvHuqMZFRVGw8bVmDjhm1AvD3twMYK5dMCaCaFKDStBsKng289+oF7LukTFV8Dt9lLZEXPUcZHzTYhy6gRtom6rhCfMTetWtalaOYYpn/4MDg/peRq33zuJV9+4lRxfNrt3H6J649osmb+GhFbNyM614Qs4ibygDb58xYEN2yjIN8gvMCgoMPD7dPw+HZ9fx+ezZm8JGDb6PjcanE6K5zm0cnxYuT58pkZUfAwrlm3lUHouR3J83DHsP1zQLAWX1wXAjEmLSUyIQA8lVC9KrK4X5vZQBJOcFrXjhe3x9KmLqXtBFWrVi8fpMrD5o44+buWtTTxBPbD5I3C7nXTo2ITY2AimT/2WUH4Updi18zCxCTGhfB6mgvrtmgVnh9Wodc1AHI4wyM0l84+deJ1RtL/wdjL+2IGR78PmM7H5Ath8Jvb8AA7ThT2yOntWbya6bh3WfLc2VJYj2VnkB3Jo2LQKn84Zy5bt+xl57/uYDi+4wqlbP4nJ/x7E5+8P5/PJtzLlrZu45pqLsUfGgNvqFWItYdasaoY9OKSn5AXplJk/0qpZMsnVKuD1ONG0Y9x8K2/1QJS5fFMv00WUlJKSQqNGjQBrqMubb77JL7/8wscff0z16tVLtU05ysdj+mHl+7DuE0oMYg2KMcIIJwzD4aB9z1Z8Me1b1q3aTFLVikx6awE39GnD8pWbCVcm9SqGsfVwDlUdXkwT2tjjqaR5ibQ7sNt1vsrYQ7fK8TjcCptTYTg1dKfBxsxcTCAu2o1m6ME5ZYv/k2lF2dKVAhUoCn4E/GAGAyLB6MrylZtofmEKftPPjz9soWf/dvhN605z4ZwTdzzYC0MPTVIb2tPOHQf4Zv6v9L3+EjQ0nL5YtGN1FDID1jFb+b5VDiFOxgnON7eKxGGG43Da6XVtSzZv3EeBz4dSyrpAVsWnQSw+9EUFs//7MTHpfXVr3n3vbpxuezCzfYC9+w7x+MMfUSEhnFUrt/LQvR/iC+TjD87O4i8W9Pjhh3Uc/uMI417sT55fs2Y2CGjkBX86vS4iY8LwhrsY1Oc19u6xptAbMrwD9eoXTg1dNL21rhVdzn34/EfWoQBSdx7g1yVradv7YkwFVe2x2DU534T4xzhBm6hpHtBj0e1Obuh7MVNn/cShLJMht73FE08NJibexbadqfzfm8M5nOVj+VcryPVr+Ap0fn33dTyValGxzVUU5ORSkOfDDGiYplbUI0BZQ20DptVjIycrlzmvTi/RA8NU4A/2WCvson3j6MtZ+8sebh34NpdfexEOlyuUr8PtdhAZ4Srq5YERHNpSmNqZUCJTKxGnPzS8JS3tMHM+W0Hf/m0wCWD4w9GV4xjHrZy1iSeqBwEH+JzY7Tb69W/HlA+/ITevAKUUBX4/s6b+aN3YMq1ktPv3HWbBxDn4lUYgoLFr0XxQECjIISHuAhQKTdNpXOdqcrMPoimFpgj+VBgBE11zsvO7b/FWqkZkpaKeNi8+N5v8QB75gWxMPZ97H76GRk1SuOexqcUCGuHgCbeCHO7IoqUw2OH0gsMDdrc1jXyJ3h6we+8ffLFgLTf0KRx2WhFNsx91XMpdPRBlrnC2o7JaREkpKSkcOnToqOfT09NJSUkp1TYl6HE8mgauSHCGH3eVJHs8AL2HdOLwgUyaX1iDNcu2UbtmJebOWcqQy+vzzbJttKkcQ67PxGnYcDg12kTFcUtkPdweHc2tmHNwF0PqVsHuNrF7QPcapKkAd85dyzN9GqM5bWA3iqb5Clq37RBVEiKCU34Fo+Eq2OtDBYI9/HXQjFAXes0wCSg//xm/ABNCeQZ++WEd9w19g8+mfh+8+xxcP/j/9ybMJzzCTd/+FwPg/Ksupc5w69gdb05OIf7sJM63iEBlAAYPb8+RzDyeevTjokBHsf9KbBYgFAApyvdRdBcxwCczf2TA0LbYHA7ueqw3l13RiJz8XAKqAL8qwF9seEvzVsmMuOcK8gNGKNBRENCDMxtoobue7bs24OlX+pOXl8/WLan8+4W5OJxW7hy/qeEP/jRV0dxI1oW+Vf4vP/wKb6SXNj3aYCqo5ZDzTYh/lJNoE6ESGHZuGdaV7Jx8Lr/mGW68qRuNWyaxYctOHr1vKll+G5t/TyWuVjX8wYiFpmvkpe0CBQdWLMafnW29ELpOsHqgWYkvreGD3phI0rbuLbH3YCrKUOA2oDQatapFk4tqM/aVwbTu2BCwLjT9Ph8vvzsMQ9MxNMNKdqoV5vDwF0sO7bemcFSBYO896+f77y1E0+D6IW0xVeCfcw1yEvVAy7Neu2XEFRw8kMFH079HoVj7625q1a+C3yz8foIl/1tKnQ4tyfOD36+TsX0LSgObN4oqlVpYQ42UYlfqKvYdWF80dFTTULqG0sDhrUBBZiamMoirXS1Ujp4D2rF1xwHyAnnkB3IpCOQw+KZOREaF8epbX1tBjVDwIxj0cEVYgQ67G2wuKJxe3gjOtKYbRbk9dIPx7y/G43YwqN/FwevbKsc/duWpHpxBGhqVo9xUjnKXuNn5T5cf0Mp0ESVt376dQODoQG9+fj579uw5xjtOTHJ6HI9hh9a3wcHNx12lmiOWTf7tVIyPoG7Danz56Up2/n6A8S/eyI1DX+LTRy/jmuk/8WG3RmyMyGDVkYN0j6qG3a7h9ysMQ+OjrK0MrlmVsHBweCHHofHyj1tZuTedV/o3p1rlSDS3LRj4sEOxaOAjby7mnaevQQt9OdiK9QQpHA+pgW5j+cptNGqSYk0Vh8llVzThnkGv4nY7uPmObiREO3nx9QFUqBgWvIjRggkTNQ4dyGTSuwsZflsXPF4nesCLYXqOf9yaXA+xNU/bP4X4BziJ8y1cxfOH2kztC6pwScd6fPDetzw4rjcul9u6OxUcllWYzQMIJsmz6nEoQKJpwYtpa+l1dQu8US4CCvxKo2mb2rz12pcEfCY3DG3Hmp+3hcpQYOr4g8EOq5eU9QeBoRXmy7cooEpKAspXwFOPfELTlsk0bVWDXL/VKyTPr+MztRIhmv6jrwKlyDyUyfxpC7l8aHecbiexRhjRtmJD3P583OR8E6L8OYk2EWJA30vVJDcpyYls2ZbKpZ0bUGDm8vzTn3LLA1eT7ddJrJtM+0rVSc1T2O0mda+5lp/ffI06w8aSd3AvzsjIYB4Phc1mYreZwXspZmj4nVKKlOZ1j/qTyAjmANGDQ/WswC5UqBhptcXBN4x/YQ49ejXlopY1rZmylIlSvtC0tIWzYQHB4HVRr72sI7m89e+v6XtDG6IqeNBMJ45A1PGPW3lqE0+iHmgFXjB1atWpTPcrWvDyc59y9XXNuaBRVeKSK5EbDHrkBzTqtmsOFeM4mKeRk16AO6G6NaRI11i68m0uu+heUIotu76j7SX3onQNU9cIGDp+u07ApqO57DS45QE0LYtvJ80JlSMyriKT3vgfHpfBPQ9eCcFeI/c9fC23jxjPZ/PW0OvyFqBBRlYBPyxeS+UqcTRqmGz1xvAX+wNH061omQp+uWJy+NAR3njvG24edCnh4R5QXjQt4vjHrTzVgzPI7TBY8kDHs12Mc44kFz07Zs+eHfr9yy+/JDIyMvQ4EAiwYMECkpKSSrVtCXr8DTZNp6q9Iq9OnkmfAa158oHpVIiOwJ+dTaVYD3peAZgKh4JBdSszZvHv/JL5BzU8EfhMk02ZR3DZNR6uUw1HOKzMymbsoo3c1bUuTwxohmY30Fw2NJfDynbtsFO8b+moga1JSo63ugAawci4ZhR1ByQ4HEY3mPHxd9wwuBNKKXRNo/+AVvQfcFGwe70WyvRdSCt2/+aV5+eg6Rojx1jJyZwF/9zEYeLs0TEIMxPI1ndz98M96N3pOd6b8A0j77y8xHpFAbvgIC2tcLCWHuw6bQaT5SlQ8P57ixnz0JXkBzQCpkYAjSGjLmPhnFXMnbOSXtcWZafPC+gYwd4dPgWmss6RgGb9rpTVN9xUwbwddgePPdcXn6mRXaxniE9RIuCBBjabwdqlv/HTgp/RDYMrb+yOBtRyxp/xYyuEOP9oaCgznvemTqdL1+ZMmDCHt9+aw5AR7bjzsatQ4TGk5WksmbOUAqeH6KZNcLr8VEiqwEUPPkbAdND8nidwOMFmN7HbTRzOAHa7GcodaegKQ4P8I9k0vbwNerG/A2waVjsX/GloxdJIa6pEV+Lf1+zg4bE90TStWC+OwllajpVzQYXa6zf//RVZR/K4497uKGXi8SWe0eN6vtHQ0PPDCTjzeOixvlzS6j6mTVnCwvnrGPvGzfj8Vg/ENUvWkvZHLvEVEsnL18nN8lO1+1DMTIWyGVRNupjFy1/ngpqX07rNaHC78dt1/I7CxcDvNPhjwxKytHSSkkvOoJAT0Bl2/zVMe+MLflq+jYsuTEHTNDRd5+XXR3DjoJfYsesgaWkZrF6zha5dWzDy9n+zZeMkNNNv9VCGksO4NS34Xa3x7OtzMZXivtuvsHo4q8pleJTFP430vjg7evfuDYCmaQwePLjEa3a7naSkJF588cVSbVuCHn9Tki2BXZv28eB7w/hs6jI2/L6b/835ic4tq7MnNZMqkW40pXA5NF5pXZ8dGXnsyM7BZmhcHxlHlSgnzgiTtzbs5af9mcwcfSlRFbxoDgNsOprdZgU73E78msHL034K7btTuwusZE+Fi+EoCnxouvWloFnLuvU7uaBBVQpULnbNid0ANA0V7OJfGPRQwazZhb09Nm3Yx7sT5nP/o1cTUyEczbTh8B8joaIQZSAiUIVsYzfNL0yhW48mvP3v+Qy5uSPh4V4rxoce6qGkYTWaGprVlTooVNeDj35dvSP4G1Z+G6WhdBude7bApsGRrPzQe/P8OraATkHh2PfgJb6ptOD+rYv9wh5Z1gwt1vAX6z3W+/5MA2ITopj03AzWfL+O6+68hohoL3ZsVLXL+SaEODZ/fgT/m/MTM2Y9SnZuDs/830fk+vKpfkEVkptXsAK5/gAF/lzshsLpNFHKj67bKCjwYZoadrvf6uHhMHG6AtgNM9RDw7ByqvPz7MXUalKTmCZFY6kdBth1cBgmNl1h01So10dhviJlmvxxKItrB7XFMHSUMvGTH0o8Xahkt/rgK0qxa9dBXn9hLkNHdKBSlWhQOi5/Qlkc2vOKnh+J6dhPoyZJXHXtRfzfwx/RrmsjAtjID/byWPLZEtrcfA0+EwJ+nU2fzSKsQXfCXdVQGlSr24nYqGQI+NHDI8l32QjYdHwOA7/dIODUCWg5pP3wKRfdez8Oh0mXW65m45JfACupbb5f5/qRl7Pp5034lYmh/ARUAQ67jf+8fzdzP19BvQZJjPu/QezadZDVq7cEJyu2eiWDPzhuSgOlBxPxKzZu2ssrb37Jg3f2JC4+GkwDkNkDxZmTH5AMEGeDGUw8nJyczPLly4mNjT1t25Z/0eMJ+OHXmbDxy79MguTR3bw34VE8DidRkV5y8wp4+a2v6Nq0Crv2ZlA5wgW6hm4oHC5FSoyLDtViaJ8URY1EO45YxX3LNpPvMJhyZzuiK0WghzvRwlxoXjd4XOBxsTEtmx73zSI+oaibj+ZwgcNdFPCwOawufYatKOChG/y2YTcpKYlouo5Nc+AwPNh0p5VETDOKTRtnBH/qgI5pKu4eNYmq1Spw2+juALjzqwVfPw7Tbx2zX2dax1CIk3GS55sDD+GBKqQfzsJm00n/I5tnxs0K9uQoftEcHNKiCrPYm8FnteDdQyi8k5hYOZri/S4CykpglefXyQ0mKS1UEMzb4Tc1lNJC71NYCf2sZHE6+aZGXkAj26+T5dPJC+glAx7q6DsIEdFhbF+/k7gqsfQcZvXyaOqujqHJ+SbEP85Jtol2w8WHbz8DmsmjT/QDYMKrc6nVMIWCgI5fQXSlWCIqRuPQwW1TuFwBXG4/Hq+fsDAfLrcfl9t6zusw8drBY4MwG3htYFcm25avpU6LOiWmrHUZCpdhhnp5GBoUn2tDA14a9zELv/iZ7r2ao5TCr3wUBPLxm75QXqXiM3BZS1Ey04fumkpEhJs7H7gcpRThvhT0v7pfV97axJOsB5ppx5Yfg6kCjH2qD7k5BeTm+kLfRbl+jZiqCXjiYvEr0A1Fxfr1OLJpBaZdxzR0CpwG3rhkvIm1yHfbKHDZyPPYyPfYKHAZ+LU8XC4fdfsNJjzGicrNYu/v20Nl8JsavuCQzwnP/c/KB6MK82n5sDs1rrqmDe07NETTNFb/vIVGjZKLEpVqerF8HkboGtZUGrfd9R8qJ8Zw/529gj1BktAwjnc4yl89OIPyfAF6/vt7ev77e/J8R+dQ+KeSRKZn17Zt205rwAOkp8fxKRMOboKcwyWmiT2WOFJYvnYTTRql0PWSejzy1ExWrd2NzefHYehoOhh260tctyk0XWGzKzSXzh2LN9ChYSWu71ILzesKDmOxgd2G0nW2pGYy9avVLFu3j7f/dQ0VYiMZMTY43skRzHJdGPAoTPpUnKbx9DNTeWzsQHRsaLrVtbRwCICmNEwC6OhWl/9Ql1LFm69/yY9LNjL7q4dwuxzYfdE4/SeogErBH9shP/OY06sJcUyncL5FBWow/ev/0fPqlrRqXZtH75vG5T1ahi6kik9vpwVvV5oErOzzoWFbRXXz8Wf7HrUPv6kR0MCmrIz3hXxKA9PaSvG7mSah0TIEFChTw8+xe3WYSgutD9YMLqaCT9+dR/rBTO544WbsTjsJRjTV7HK+CfGPdAptYoS9Mrn+zUTFunjsmb7cfeskvl2wlqaXtcJUUK1+Crv3pmPoVu8MTVM4DSvg4DOtdsuhg8umsPkK8GVmY3c52LHyN/IyskhqXIv+427G5TDQC4oSO7sMcBoqNBW31SYWJUJXQPM2tTm4Px1TWVPcBhShITI6wSEwWvFMTEWmfbiEr7/4hYnTb8Ub4cYeiMLj/4vElVD+2sRTqAf2vHjQ9xPQTK654WKmvLuIS65eS802Tdi1ZS8t+nQiXwV7NJoaCc2aoxzbIUwjz2dHDygrYakG+R47BcGeHn67TkD3sW3a09S7fiiVGibh9vjI359G+r4Dof2bCgxNsXfbfirGR2BNOliYU0sFrz31YM9Lja5dW9CzxyPcdmtP7LqO9U1aLKqmA0rxxjtzWfjtOr767GHcHhcEwtHUCYZZl7d6cAaZSvHL7ozQ78KSJ/GfMvfaa6+d9Lp33HHHKW9fgh7HoxtQpxuk7/7TNLFHMzQbkSQzekR3Zs9cQMNacQx8ah5vDW1FXsAEQ0O3a9i14N1mu9Vd8JHvNlG3ShT9O9SAMDd4XeBy8v36VD74Yi279h+hZvUK9LqsPo/cezm63Ul2QbEGqVgvj/QjeUz6cC7Ll2/A5XLQvHltunZtSXJyAocOZVKzZpXgXZWiC47CHoVgJSlTWjC3hzJZsWwT//foTG4b3Z2LL6mHpgw8+UknPm6aDsmXQlSVowMwQhzPKZxvOga9Lr2GQOxmHA4HX36+hhFDx7No6dMkVoopkY+mOCuYV5goD0xlkptXwKhh7zHhw+FF6ylrGmeUdfFXPJlV4UWddYFftBcVfM1UVnJTUwWHuRyjR8exrF+xkUnPzeTq4d1ZPv9nGja/gMvrNTvxG+V8E6J8OoU2UUPDmVOFbFcaYVEeOl3ZjGfumshLs5MJq5yAL9/Hl69N49p/WReJdt364ybUfpkmGrBuziLWz19Gs26tadihGerIEaKjw4iN8VAhPhqnQYm/SR3BXh42XWHXFPh9vPHi5zRtlYLfF6BStVjadW2E3xdg/her6XJFEwqHA1rXIaooCUgwAFIYMPlt7R4eumsq1w1qw2VXNAalE+2rd+LZJcpbm3hK9UDHm1eDV559gyv7XcymLYd4bszbPD7rSf43/lM63HE9foeGPzg9saYb2D0eDvz0GRVa9iTT7sKZ4weFNaTFYaDsCpvdz86PXyWp6+XE1ojH7fXhcQc4tDuVag1qhPbvMhQOAlSuFM7jz/bBrunomg09mFcrOI9acFioicvtYMjQbrz8yizuu7tPcCslAx/LV27k3oc/YNSIy+ncsak1dDSQdOLjVt7qgShzEvQoey+//PJJradpmgQ9TivdgEpNwfFX08UVqZd8Aabm4YuvX+bzF6+h9dAPePSj1bStHoNmaOAw0OyAobEtO48xn69nWLsa9Lk0BS3CjeZxsS09nztfm0e9mvE8eHtnkpPi0HSjaOouw1Zynna7izy/zquvfcI336xhxK09GHJjV3JzCli27DdeeGEGu3al0bt3W6Aw3wCgtGDuA4UeDHwUTvZpKpM9u/5g6PWv07xlDR57sh9oGu7cJHTlOLnjFldPMmaLU3OK51ul6CSyjAB5xn7eeX8kHds8yqDrXmH2l4/icTuBol4eRQqzeVjDXUxMtm/dT5WqFY65j0Aw+OErFriwTmXrbqYRChgW9vTQSjwuDHjox7pGV0WzvezffZD/G/Fv6jWrweB7ryFtXzrRB524dDnfhPjHOsU20TDdaEfimDrxO8aOH87Ay57kyeGv8PB/H8Mb4cXQdTL2phFZKQ6bUhTk5nMk9RDzx8/A9Pm56t4BNL24AV2va4/D0NE1qNK/A2BdO1i5PRTKKLrxUhTwsF4be/dk2nVpQPvLGpC6L50HR07i3ieupWa9yixZ9BsZf2TT54aLQ1OJE+wNpweTnpqa1enjYFomN143gZSa8fzfC9ehgChfTWzqOLPG/fm4lac28RTrgd0Mp0uH9qQ0qsq9rwzn1u7jePnWl3DHROKuEEVGPiWyaIclVuK3KW8TUbspjuiqFLhtmKaG6cvi4PIvSP99BXX730TTEbfh9pi43D68Hj8eo4DYVhdQIbzoe8ptDzD9zXnUSI6hT98L0TXDGkZNMLE+ob7EwRtsiv7Xd+CqXo/Rr287qlctzNFhBT727DnENf2fpWnjFJ5/eog1bNtXCQ35bhRnnk86CJW5bdu2nXilv0GCHqeR8lemXctaVI52M+uRLnR84H8czMjj2c71sDkN0DWmr9/L1F/3MmHIhSQnx4DXieZ18/PuTO4fv5i3nulDSo3EYrk5jJJzlRcLesxd8CsT3vqcW265krvvvTZ0hyQ83E3Pnq3p1eviYne9rZ4c1h9i1tAWXemYGugKlGZiKsj4I5u+vZ/H4bAzaepoHHY7dl/UiYe1CFHGvAVJ+GyZxCcYTJ5xFz26PMlNg17ng6l3YrMdo2lThWGGwiFcAQybRs8+LazkpcVXDa5e2HOjkE2zkvUZetFdyYACTM3KXRoa4mK9p+ji/hjFATIOZ/PAwJdwuBw8+uZIHA4bTZNr06xu3b99fIQQ/yzRWjI3juiJK8zLExNHc0evp3h11KuMGH8Pve8bgD3My2dPvUdm2mHqtG5I6z4dGfbcSLweB3bdSlhqDyYk/XPM2Ap8KIrn9nPoCoeu8OflsmbVVsa+0B+Px/qDNCExiucm3Mj2LQfQNI0Hn7mOCc/NocAXwGE3gjNfqeDwvmC0Q0HWkTyG9B1PTnYB//3fGFweB45AFN7ACYa1iJDru/RnlW817kg7d46/kyeuf5Iq4V7y8v2Yym5935lYQ60dOg2GjSErdT97ln1F9r6duCrEU6P39cQkV6be1ZfjdIPD4cfp8uNymoQ5TdZO/5K4uEiqX140u9m+TbvZ9OsO7rm3C4ZuDWPRND04gxoQmj1Nw8TE0DQ0zeD5F0Zw510T+Hjm2FDOuPT0TK646nE0TePjaQ/idDnA70ULHPsmhRCnm/T0OHeo4LCro29mnhpJZHo8SkHWgZMaR1nIMOyMvu1uUDrNa8Qy7fa2pGbmMXjmKjKVyai5a1n/Rw6f3tmO5JQYtHAXWriHxZsO8vA73zPtjUGk1KpiDVtxeoI5O7xFuTsKfwYtW76RT2aP46o+bVAECChrMVUAk8KfVp4OIDRtZ+GMFgR/Wl9IOn8czqZ396c4kJbBzNkPkJAQg2468eQnn9pxyzlsHTsZGyhOVinONw2D8LxaoAyatajBxCl38OUXqxg26DX8/kDJ7aiiOVtCyU0xWbNqG42bJwWHphTPt6EV/V5sn4UBj8KkfbqmsAWndSy6l1UYMLGWQDBwUrgopaHQyDiczT39niXz8BGe+fAuYipG4tac1HekcNLkfBOifCrNNYhuo0/bPujKRpUalXjw7TFsXr2ZN+94mbAILx63g+vHDePWCffSdXA3osIcxIQ7CLNDmF0RbleE2RVeu4nXdvTitikcRtHtT4eu8OXkct9Nb+G0G3g8jmBOD6s9rBgfQX5+Pr/9shNd1xn5QE8+m76MzRtTgz1LtRJtb2ZmPkOu+TdbNqYyceZIqlaPRVcOYnwXnHhYS/HjVp7axFLUAx2dOkZtAqZBYt0kal9Un+0/b+STh16noMAavmJN8KcwDEV4XDTxDepRt+8AWox5gCbDbiQq3kHyJY2IjA4QFu7DG+bD6w4Q7jTJ3bmbtN+20K53G7z2ojIlJ0XzzCv9sRtFCfJDyfG1Et+Qwe9gKwhSq3Zl2rZtxIQ354Cuk56RQ5fLH2H3nkN8MftxKlWOBeWAglOYora81QNR5nIDWpku4mgffPABDRs2xO1243a7adSoER9++GGptydBj+MJ+GD5u/DrR3+ZMfvPwqOroVXtDkqnW6PK9G1RlU/X7aPeSwu4skllnrquGY5IF1qYC7xuvtt4iBenruCjCYOpEB9j5ehwuMHusQIczuBPh4f07ABPPfdxaF8PP3Y9TrcRzIwdCM53HyjKiB7sxl84dAUKv3IKp/QMBkHQ2LXzIF07PMru3Yf4/Ktx1KlbFV3ZCcupg67sJ3/cTL91zJa/ax1DIU5GKc83mxlGWG4tUDpdL2/G+1PvZM5ny+l/zXMcycoLZhctmp7WCnhYF1q/rd/N0iWbrJkCgtsr6uFhdbAtvCAvVBjw0CE0xMUI/iy82C9U2EskYGoltqOAfTsPMPqqpzi0P53np99P1RqJOLDTwlEfp3YSXXdDO5HzTYhyqZRtolsLo65eH00Z1GtZl7vfvodNKzYwYcSz+I5k4TSsBKSu4MwsHpvCG1w8NhOPYVo/iy1um4nTZuI0TBzFhrfYdMW6VVu45c5uXHhxrVAS08L2UdcUVarFMvXdbwCrbb24Q32euOe/ZB3JCwU+FJC2P5P+V77I7+t28/6s0TRsWh1N2YjNb4JNuU/+uJW3NrG016J6GK1cdcjL8eH3m/R9fgzblq7hi/ufJz8rBw0VDHqY2OzWdMUuj4kn3MTjtYIcYeE+wsJ8hHv9RLpNIp2KtBVrqFK1Ajf/awSRTg2Prag+rF2xmYqx4RjBYS2FAQ8tmNOjkJXCRRW7TlWMHnM1Cxf+zJzPl9Gu4z1s3ZbK/HnPUL9+Eig75FZHk2tRUYZ8ZtkuoqSXXnqJW2+9lcsvv5wZM2YwY8YMunXrxogRI04698efSdDjr9iDiUJPkRZWDb12D9B0PrypDdNuvAh/QDFu7nq2Z+eheZ3gcfHr3iM8/cFSpr5+A2FREda+7C6wuULBj/Rsk8kzvueGIS8yeNiLNGtRO7SfgPKFenUogl8eFOvlEfxCMVXJ+9WhmVuwMjH+8P1vtG97P/n5Pr7+5inqN0hCV3a8ObUx1Kl/futznMJFihBQ6vPNHojEm5cCSuOKni2Y8en9/PD9b3Tr+BjbtqUVBTxCfT2sXh6ffLSMQTddGrzbWDgFLcG1i2Zj+fNEuGAlKdW0YmPdg8lNDa0oL18ouSnB7tvBx6t/3MDtvZ7EV+Dn5VkPk1y3CjZsNHPUx6PL+SaECCplmxihR9DEURcNjQsuuoB7/vMgqVv28OKAcRzcuscKehjW9LUem8JlM63FsH46DWVNR2szcRkKp6FwBoeyOIsFdp+6530ualuLC9vU/FPAI7gASTXicDiMYMAZYhOjGPVAL1L3pYfa2LU/7+SaTv8ibV8GU7+4h6YXpoBpo2JBExzq5HJZlDxu5axNLGU9iLdHcok3mRa92pPSpgm9X7qPtN+3Mu+ucWSlpqIb1kyCdoeJ0xXA7fGHFq/HT5g7QLjLCnYYWel88ejr7Fm1niivjegwu1V3ivX86dCpLkaJIS06uqajB2+uBQdaF92MUyo4nbyJpsPwW3rQp8/jHDqUybeLX6ZJ01qADXIqo51MTrmjjls5qwdnUIzXQYy3FMe4HMvzl+0iSnr99deZMGECzz77LD179qRnz54899xzjB8//pRmeSlOU0r6ff2lg5tL/VYzbQOBH6eB38cvqRn0G7+EQ1n5vHV3Jy5tlcL14z5n2r8HUDEx1urNYXeBzQl2F/kBjccen8LvG3Zx9dWXcFnX5sTFR5KVlU1M5DUA7P/jv3i8zmPuO/RlU9jFkOA86IV3ujHx+/28/NLHjH30Q1pdVIfJ0+4nLj4SAjqu7GR0sxR/gBWS5FGiNP7G+eazpZPj3goarP1lOzf0fYn09Cxem3ALPa+6MJS8VKkA2Tm5mASwOw0KAkXzpPuDU9QWnzc9LzefbjVHALBk+xt4w5wYwelqdS2Yh15Z6+ebGnl+nfyAht+0hscUJhA2AyYfv/U5k56fRYOWtXh4wkiiYyNwYqeZoz5hurf0x03ONyHKp7/RJqb5M/jmyEZyTJPUbam8cccrHNxzgKFjB3FZn0twGtYMLA7dGrZnO6rnWlFuo8K2LD8nj4uTRgLwzozb6di1gRUMDgY5rPZOhXpxBBTk5vo5nJ5HTMUIwAqIrPpxE4fSMjh8IJN/PfIRtetVYvzkW6lcNQYDG/G+xrhUZOmPW3lrE/9GPdicm86HqZvI8Jns3byHLx9+hdzD6bQcOZzql15sBfB1hc2msNtM7DaFw7BmY8nYtou1n3/LlaP6UJB5hEpVY3EbVrAswmFi5GfTvoZVHzanvUZ4mBebZkfX7KEhLlpw1hnrzw2rJhUPiigTXn9tNg8/+B8aNUrB6bTzwQcPkFK9EhyJRwsc+zr3pJS3eiDKzF1L/1um+3up9fVlur9zncvlYu3atdSsWfIc3rRpEw0bNiQvL++Utyk9Pc4gPa4ORpuBaB43jWtXZNmLvejYrCr9nphL8yEf8NDIjlRMiLECHTZHcHGS59fod/2/aH1xfWZ9Oo7rB7YnNs5LwPThV0Xd9IoPZTFVAKUCxYazmEc9V9zatTvo1OF+HnnofUaP6c3cr54kPj4aPeDAlV3j7wU8hDgL7P4ovDk1QWk0aFSdRUufpu2lFzDoupe48YZX2bfvsBX4UCb/eXsBi+avI1A48wpFvTs07U/LSexb05Q1lW3wZ/EZWxSwdf1O7unzFBOf/Zg+t3Tj2an3ER0bgUtz0sLR8O8FPIQQ4hjibJF0Cq+HW7NRJSWBJz4ax0XdWvLm/e/w7PCXSN+XhtNQOAp7cgSHrxiaH+UrYNOv2/lh/moOpx7EoSvsuiIrPTO0/Yva1rJ6d/wp4KFRbIgLkP5HNs8/OqPEFN/hUV7GjpnME/dOpc/Atkybdz+VqsagKweJvmZ/L+AhSqjpjmJwQh3smkFUUhV6vPEklVs24YfnX+WH517El3UAlyuA2xnA7VB4g7ld0n5ex/fvfEy3od2pEOkkqXpsibwvbpvJnP8uDu3HCmIU9vTQihb0UD45glPXFn7rrl+3g8s63s9997zNyFG9+G7JK/x36iM88vBE8tJi/l7AQ4i/ocAs20WUVLNmTWbMmHHU89OnT6dWrVql2qbM3nKG6bEpaG2HY26eQ3TgD2Y81ZPB//qazxZt5OpRU3hgVBduH96VMLcDDAcYdkaPGc/Nt1xB1+4tgkNYzKJpNlVROmEz2E2/kNUVv2iGFjQtmMg0YH3hKMW+fYd4+un/8vZbn1OjZiUWfPMcF7e9AIVCy/diz01AU1ItxPnJFoggLLsuue7tREXDh9PvYvp/v+Ohez/gwkb3MObeKxl0UzsWzPuVKbNHh4a1qOC48uK5b3RNoZSGrp24M5y1vrUYmnXhj6ZxODWdaa/PZu6UhVRKTuD5mQ/RoGVtNE0Rp1egnj0Fx6nk8BBCiFMQawvjisj6LMvZyh+GYswLt3BJt2ZMePQDbuzwIANu7cbA27oQHeXG0BU/zP+VSW98xR0P9cLlsnFw3x8smb+WB//Vj389/BEb1u4KbVvXigIdUJgtjFCk2JoZzprJJT+3gCOZOfh8ASa+/iWT31pAVIyXh57px+ARndA0cAWiiQ/UxYbcdDndUtwR3F2tPhP3bmVzQKPDY3ew9ZsWLHvjfT4ZehfNB/Sgeb+uuMPd2DXFhi+X0KLLhTRvWw+vXQ8NeXIa1jAnt80kM+0QSxeuDe2jKHeHRtHMgUVDqSk2S1pq6h+88Ows3nlzLtWT4vh6wb9o174JGjpV4qsy+fV/Y2inkMNDiNMs3y/JRc+mxx9/nH79+vHtt99y8cUXA7BkyRIWLFhwzGDIyZDhLccT8MOGzyEzFVLaWdPG/g1KmXBwFbu3/MCI5+fx/kvX8cT4xbz54RKiIj2MuqU7twy/gtXrdvPl16t47oXhRTk7iiV7ysrOoVLMYAB2H/oPXm/Ji4PCqHooUammY2g2tm7ez4Q3Puc/783D6bTzwIPXMeqOXtjtNjA1jJyKGL6Iv/UZASt51NbFEJEAda6wpt0V4kRO9/mGIt+RSp5jD2iKQ4cz+NcTH/P+e98QGeWhx1XNueOBK4moEI7f1PApazhKQBV1yQ6Y1gVafk4+nWrcCsD3hcNbKEzUV3RnUwF+UyMvoLNhQxoz3lvAvKmLsTvt9BvZg543dsHptGHHRn17Cgm20zANtJxvQpRPp/0aRLHVl8pm/w50PYA/J4f/vv4/Pnp3Pg6nneuGtafPwEuYP3sFA25qT1iYo0QvN59fsW/3YaIreGhSZQwA6/a9RliYFbT9c8CjaL9Wu/jt4g3Mn7OGWVO+RwFDR3Zh2OhubF6/h/wcHz0vvpJIVelvfUag/LWJp7kemErx1aFUZqftxo/Cn53Fz+9/wq+z5uPwuLiw72UUZGYRkxDDFcN74A7mfnEFgx4Ow8SuW79npB4kN/MIPdo+CcC2A28SHuYJDmspmr3FSmiqoZTJ5i27mfDG50x6bz42m8Fd913NmDFX4XI50UwDW248ekEp8rgc9UHLWT04g/J8AQb/5ycA3r/xQlx24yyX6NwwdP70Mt3fxM79ynR/56q1a9fSoEEDAFauXMnLL7/Mb7/9BkC9evW4++67adq0aam2La3A8SgT9q+3prxKvvRvb07TdKjYAj0vghcejqZCbASvPtmPu0ZdyTOvf8m/XvqUp56fRWSklxdeuIWMzCN4whxFiUqDvT2K9/QonPKrZLkBzURDJy0tg3mfr2T61O/5bvFaKlaM5J57r+WO0VcRFRVm9e4o8GJkx56+3h1KwaHNkHsYanc/PdsU5d/pPt/QcBUkYvdHku3aSlS0n2devoGbR3VmSL/XmfrhEqZM+p72XRtyRZ+LuKj9BTg87mAvqeA2gpGM4mMAC6dYLLxrBQodzQqspGWyYO4vzJ7xIyt/2EhUhXD63nYFPYd2wRvpRQPi9RgucKSc2gwtf0XONyHKp9N+DaJRw5FIoi2aDYGN5ESY3PFoHwbe0okP35jHpH9/xXuvzOXSyxpQqUoUHS5rQGSUJ/R+p12jelIFcnPyQ88V5jSCYwc8/jiUxfx5a/lk+k8sWfQbNrvBDbd0YsjIrlSoaP1h27hefcIyK5+egAeUvzbxNNcDXdPoFptIk/AoJqduYbdN0XnMDVw8oDvLPpjNDx9+TqDAT4P2TVn79TJatmuIK8oV7OVhJbm164o5/11MUvUYWl1Ucor1Y00tfCAtg7lfLGfqlG9YvOhXomPCGDW6B6NG96BChUjrBl2BB3tOolyLngWmUizbdjj0u7AU5Evw52xo1KgRLVu25KabbuK6665j8uTJp23bEvQ4Ht2Amp0hY3dwfvHTo3LV2lSqUgv8W0DfQ/WkCN58bQRPP3kjdz0wiYXf/Mzgwc9ht9u4qE1dWl1UiybNU6hVJ5FqSbElhrNYU21aj7Oz89i2OY0Nv+1h1Yqt/PjDBtb8vB2A9h0b8s5/RtO3bwc87mAma9PAyKmAXhB22j4bYB2r6m0gsop1DIU4GWfofDNMD+E59cm17ybHvpulSzYw6KZLufLq5kybsoxPpv3I6METsDtsNG5Zg4Yta1K3cRLValaiUrVYbA57ibBiYVK/nKxc9mxPY9uGfaxdtZXVP21m3eod6LpGq0vrMfbfw2jTvRXK7kQBDhzUsyeReDp6dxQn55sQ5dMZahM9uosmWkNS1V72aztISIziimsuJCs9i8YtUvhs+lLuHPYehqHT7MIUmrdKoVHz6tY1SHLFo4b7FQY7cnMK2L71AJs37GP1yu2s+HELq1dsxzQVrS6uxZOv3MDKn7bRq19rKlQMx1B24lQK0c5EqHjaPl75axPPUD1IcLq5q1p9vk3fx+L0vXgSKxAZG8XA528nY08aK+d8z/gxr2OzG9RtVpOGLWrSoGkSteomYFMmiz5fxbvTR6J8BaFtappGdnYe27ceZNPv+1i5YgvLftjAqpVbAGjXviET3hnF1de2xuV2WAGSgI49LxGbL+q0fTarMOWsHogyV1AgaS/PhsWLFzNx4kTuvvtu7rzzTvr06cOwYcO45JJL/va2ZXjLifyNjNknopQfjMPgSAeHxhW9xjF1+sPsTT3A3LnL+GbhGn5atoG0/Rmh90RGechIzwGgRq14CvIDHD6cRXZWURbbpOQ4WraqRcfLGnNZlybExUdjaDYMzY7hD0PPi0TzeY8ZkT9tJGO2KI0zeL6Z+FmxYSmV62mYjnxrthZTY+vWAyz6ai3LvvudX5Zv4fCBokR94VFevGEuUncfAiC+cgxH0rPJyS6621k1uSKNW9SgTYd6tO3UgOjYCPICOjl+HY+KooqRQJxeAV2T800IcYrOaJsYIJ00Nh9ch2nPoWJsOLqm2Lv7MIu/XsuSRb+x6qetpO5ND70nItJNZkYuACk14/D5AqT/kc2RzKJrkCrVYmh2YQqXdKhH+y71iU+IIqA0fl61k7x0ne5tuxCh4qxZ5c6U8tYmnsF6kG8GmLd+DVPnfE7rwV1w28BtQOa+/az9dg1rl67jt1VbOLQ/PfSe8Ag3UTFeHA6dLRvTAPCGOcnOKvpuTEqO48JWdejYuQldu7YgMbECpjIxlR/N78ZeEIvNFynXomdZToGfCx77EoD1T3TF45D74QBXzfi0TPf3Sd/eZbq/c112djYzZsxg0qRJfPfdd9SsWZNhw4YxePBgEhISSrVNCXqcyBn8oikuK+8Q0+Z8xuCb2xHAh6n8BJSfgOlnf+of/P77LnbvOsjOHQd57slPALjp1k6EhbuJjg4jLj6K5OQ4atWtTHR0WDCfRzBrtjJw+GKxF8Sim2WUCVu+aERplNH5lqf9Qbq+l3R10BrXHJxeNmDCwbRMtm7YR+ruQxzYn0HGH1lMe9O6ILj+tq5UqBhJbFwkVZMrklI7gcgoTyjHh6YBpkG4SqCCqoxH8/xVMU4fOd+EKJ/KqE3M1TLI1PeSq+8H3SwxE8vhg0fYtCGVPTsPsWvnIV588n8ADB3RAU+Yk6goDxXjI6iWFEvN2glEV/hTD1LTwB1IIMxfGSenIV/DyShvbWIZ1YN9BUfYmL+fNPMQDsMM5vIwcegmOYfTefv5z6hUORqHXScnK5eszDwmvb0IgIfGXUPVahVJSo6nXr0qREdHomuFM7foaMqGURCBLT+67GYILG/14AyQoMexXf7h/8p0f18M7FGm+zufbN68mYkTJ/Lhhx+SmppKt27dmD179ilvR4Iex6MU5GXA4W3gCAsO8C+D3Wp+AvYsAno2PiMLv5aF0vzBGVwU2dl5JMXeAlhJo7xeZ2gasFCgQ9mxB7wYphcj4MXuj0SjjLr3KQUFWRCTDK7IMjtu4jx3ls43P/lkcphssshSWWSrLGtOpGK5PbKz8+kcTGQ6f8sEvF4rcFiYyNSm6YQRhodwvIQTTgV0Od+EEH/HWWoTA/jI0Q/i045QYGTi146EgiC6BjlZ+dSMHw3A5rRXcXmcf84shqYM7GYYDhWBw4zAFYhFL6vR1OWtTTxL9SDP9HEg8AfZHCFfO4JPzyIv6wgPDX+LiR/fjsMAmw652X5qxI0CYPvBtwnzuooCHdiwB8KC16IeDF+4XIuegyTocWyd3/2iTPc3/6bLy3R/55vs7GymTJnCgw8+SHp6OoFA4MRv+hOp2ccT8MGPE6zkUS1uBKNsps7SlA1bQRQ2onBizUIR0HPw69n49Sx8BVmhde3+aBx+D5rSMbBjM8OxBbzoynVmuwv+FdMPq/8Lnhi45G6wyXSc4iScpfPNhpMYEokB0KzzLYdssskih2z8+HGSE1q/ArF48WDHThhevITjUq5g4PEskPNNiPLpLLWJBnbCzUQgEQJWm+jXsvHpR/DrRzD9RdcgDn8FPAEPGgaaacemwnCYEdiUR65BTpezVA9cup2qehwQB1j1INP5B+++VpVo04GGH800MQNFw5pcvoq4CsKwmWFyLSrOe36/5PQ4F3z77bf85z//4eOPP0bXdfr27cuwYcNKtS0JevwVw3bWp7nS0LCZXmymF4hDKyj6Aywqvy5eWxl1nz8V58BxE+ehc6DeaJqGlzC8WlH37Gyj6JyrZdTGa5xj59w5cNyEEGfAOXBua2jYVRj2QBgEEjF8Re1hTEFDvPZzrD2Ec+K4nVbnwOfR0Ih0xhAZFwMBrAWw5xfVh7D8lHPrmvQcOG7nC7dMU3sUmb3l7Nm7dy+TJk1i0qRJbN68mTZt2vDaa6/Rt29fvF5vqbcrw1tOpIzGUZ6s7OwcwpIaA5C1fQ1e7zn0BVOcjKMUpXGOnW9wnpxzcr4JUT6dY23iedEeQvlrE8+xelDonK8P5a0eiDLT4rmFZbq/Ffd1LNP9nau6d+/O/PnziY2NZdCgQdx4443UqVPntGxbQqBCCCGEEEIIIQSg+82zXYR/JLvdzsyZM7nyyisxjNPb20aCHkIIIYQQQgghBGDPP/VEmeLvK82sLCdLsrQcT8APv38B2xZbCZHEyTH91jH7/QvrGApxMuR8Kx0534Qon6RNLJ3y1iZKPSid8lYPzqA8X4ChE39i6MSfyPPJH/qFDJ9Zpos486Snx/EoE/atsTJmV2tztktz/lAK0n6HrDSo2flsl0acL+R8Kx0534Qon6RNLJ3y1iZKPSid8lYPziBTKb7ZcCD0u7DYCyQAVN5I0ON4dAOSL4WMPaBJh5iTpulQpSVEVraOoRAnQ8630pHzTYjySdrE0ilvbaLUg9Ipb/VAlDmHDG8pdyTocTy6AUkXn7MZs89ZugGVm0nGbHFq5HwrHTnfhCifpE0snfLWJko9KJ3yVg9EmTMkkWm5I2FjIYQQQgghhBACsOf7y3Q5U3r27Em1atVwuVwkJiYycOBA9u7de9z1Dx8+zO23306dOnVwu91Uq1aNO+64g4yMjNA6a9asoX///lStWhW32029evV49dVXj7vNJUuWYLPZaNKkyen8aKdMenocj1LgywFfLthcoGlnu0TnB6XAnwcF2WD3yHETJ0fOt9KR802I8knaxNIpb22i1IPSKW/1QJS58jJ7S4cOHXjooYdITExkz5493HPPPfTp04cffvjhmOvv3buXvXv38sILL3DBBRewY8cORowYwd69e5k5cyYAK1euJC4ujsmTJ1O1alV++OEHhg8fjmEYjBo1qsT20tPTGTRoEJ06dWL//v1n/PP+FQl6HE/AB0tes5JHtbgRDPvZLtH5wfTDqg/AEwOX3A02x9kukTgfyPlWOnK+CVE+SZtYOuWtTZR6UDrlrR6IMmcrJ8Nb7rzzztDv1atX54EHHqB37974fD7s9qPbkwYNGvDxxx+HHteoUYOnnnqKG264Ab/fj81m48YbbyzxnpSUFJYuXcqsWbOOCnqMGDGC66+/HsMw+PTTT0/vhztFpQp6KKU4cuTI6S7LucVfANl5kJsPR7LAODfiQ9k5uaHfM7OyCJjnWCQy4IecfFB5kJkpXzTi5Jyj5xuc4+ecnG9ClE/naJt4TreHUP7axHO0HhQ6Z+tDeasHZ1BOgR8zPweAzMxM/I5zq479lfDwcLQz1IunrHt65Ofnk5+fX+I5p9OJ0+k8bfs4fPgwU6ZMoU2bNscMeBxPRkYGERER2GzHrxsZGRnExMSUeG7ixIls3bqVyZMn8+STT5a63KeNKoW0tDQFyCKLLLLIIossssgiiyyyyCJLmS4ZGRml+TP2nDR27NijPt/YsWNPy7bvu+8+5fF4FKAuuugidfDgwZN+74EDB1S1atXUQw89dNx1lixZomw2m/ryyy9Dz23cuFHFxcWpDRs2KKWsz9e4ceNSf4bTQVPq1CdlzsjIICoqil27dhEREXGqbxfilGRmZlK1alWpb6JMSH0TZU3qnChLUt9EWZL6Js6UM9nTo6ydSk+PBx54gGefffYvt/fbb79Rt25dAA4ePMjhw4fZsWMHjz/+OJGRkcyZM+eExy4zM5PLLruMmJgYZs+efczeIWvXrqVDhw6MHj2aRx55BIBAIMBFF13EsGHDGDFiBADjxo3j008/ZfXq1X+5zzOpVEGPzMxMIiMjQ91dhDiTpL6JsiT1TZQ1qXOiLEl9E2VJ6psQp9eBAwc4dOjQX66TkpKCw3H0sK7du3eHko+2bt36uO8/cuQIXbt2xePxMGfOHFwu11HrrF+/ng4dOnDTTTfx1FNPhZ5PT08nOjoawzBCz5mmiVIKwzD46quv6Nix48l81NPq/Bm4JYQQQgghhBBC/ENVrFiRihUrluq9pmklaP1zr5LiMjMz6dq1K06nk9mzZx8z4LFu3To6duzI4MGDSwQ8ACIiIvj1119LPDd+/HgWLlzIzJkzSU5OLlXZ/y4JegghhBBCCCGEEOXEsmXLWL58OW3btiU6OpotW7bw6KOPUqNGjVAvjz179tCpUyc++OADLrzwQjIzM+nSpQs5OTlMnjyZzMxMMjMzASvYYhgGa9eupWPHjnTt2pW77rqL1NRUAAzDoGLFiui6ToMGDUqUJS4uDpfLddTzZalUQQ+n08nYsWNPa0ZZIY5H6psoS1LfRFmTOifKktQ3UZakvglxdng8HmbNmsXYsWPJzs4mMTGRbt268cgjj4TOR5/Px4YNG8jJsWbwWbVqFcuWLQOgZs2aJba3bds2kpKSmDlzJgcOHGDy5MlMnjw59Hr16tXZvn172Xy4UihVTg8hhBBCCCGEEEKIc51+tgsghBBCCCGEEEIIcSZI0EMIIYQQQgghhBDlkgQ9hBBCCCGEEEIIUS5J0EMIIYQQQgghhBDlUqmCHm+88QZJSUm4XC5atWrFTz/9dLrLJf6Bxo0bh6ZpJZa6deuGXs/Ly2PkyJFUqFCBsLAwrrnmGvbv338WSyzOJ99++y09evSgUqVKaJrGp59+WuJ1pRSPPfYYiYmJuN1uOnfuzKZNm0qsc/jwYQYMGEBERARRUVEMGzaMrKysMvwU4nxxovo2ZMiQo9q7bt26lVhH6ps4Gc888wwtW7YkPDycuLg4evfuzYYNG0qsczLfnzt37uSKK67A4/EQFxfHvffei9/vL8uPIs4DJ1Pf2rdvf1T7NmLEiBLrSH0TQpSlUw56TJ8+nbvuuouxY8eyatUqGjduTNeuXUlLSzsT5RP/MPXr12ffvn2h5fvvvw+9duedd/K///2Pjz76iMWLF7N3716uvvrqs1hacT7Jzs6mcePGvPHGG8d8/bnnnuO1117jzTffZNmyZXi9Xrp27UpeXl5onQEDBrBu3Tq+/vpr5syZw7fffsvw4cPL6iOI88iJ6htAt27dSrR3U6dOLfG61DdxMhYvXszIkSP58ccf+frrr/H5fHTp0oXs7OzQOif6/gwEAlxxxRUUFBTwww8/8P777zNp0iQee+yxs/GRxDnsZOobwM0331yifXvuuedCr0l9E0KUOXWKLrzwQjVy5MjQ40AgoCpVqqSeeeaZU92UECWMHTtWNW7c+JivpaenK7vdrj766KPQc7/99psC1NKlS8uohKK8ANQnn3wSemyapkpISFDPP/986Ln09HTldDrV1KlTlVJKrV+/XgFq+fLloXXmzp2rNE1Te/bsKbOyi/PPn+ubUkoNHjxY9erV67jvkfomSistLU0BavHixUqpk/v+/OKLL5Su6yo1NTW0zoQJE1RERITKz88v2w8gzit/rm9KKdWuXTs1evTo475H6psQoqydUk+PgoICVq5cSefOnUPP6bpO586dWbp06WkLxIh/rk2bNlGpUiVSUlIYMGAAO3fuBGDlypX4fL4Sda9u3bpUq1ZN6p7427Zt20ZqamqJ+hUZGUmrVq1C9Wvp0qVERUXRokWL0DqdO3dG13WWLVtW5mUW579FixYRFxdHnTp1uPXWWzl06FDoNalvorQyMjIAiImJAU7u+3Pp0qU0bNiQ+Pj40Dpdu3YlMzOTdevWlWHpxfnmz/Wt0JQpU4iNjaVBgwY8+OCD5OTkhF6T+iaEKGu2U1n54MGDBAKBEo0UQHx8PL///vtpLZj452nVqhWTJk2iTp067Nu3j8cff5xLLrmEtWvXkpqaisPhICoqqsR74uPjSU1NPTsFFuVGYR06VttW+FpqaipxcXElXrfZbMTExEgdFKesW7duXH311SQnJ7NlyxYeeughunfvztKlSzEMQ+qbKBXTNBkzZgwXX3wxDRo0ADip78/U1NRjtn+FrwlxLMeqbwDXX3891atXp1KlSvzyyy/cf//9bNiwgVmzZgFS34QQZe+Ugh5CnEndu3cP/d6oUSNatWpF9erVmTFjBm63+yyWTAghTq/rrrsu9HvDhg1p1KgRNWrUYNGiRXTq1Okslkycz0aOHMnatWtL5MMS4kw5Xn0rnnuoYcOGJCYm0qlTJ7Zs2UKNGjXKuphCCHFqiUxjY2MxDOOojN/79+8nISHhtBZMiKioKGrXrs3mzZtJSEigoKCA9PT0EutI3ROnQ2Ed+qu2LSEh4aiEzX6/n8OHD0sdFH9bSkoKsbGxbN68GZD6Jk7dqFGjmDNnDt988w1VqlQJPX8y358JCQnHbP8KXxPiz45X346lVatWACXaN6lvQoiydEpBD4fDQfPmzVmwYEHoOdM0WbBgAa1btz7thRP/bFlZWWzZsoXExESaN2+O3W4vUfc2bNjAzp07pe6Jvy05OZmEhIQS9SszM5Nly5aF6lfr1q1JT09n5cqVoXUWLlyIaZqhCzohSmv37t0cOnSIxMREQOqbOHlKKUaNGsUnn3zCwoULSU5OLvH6yXx/tm7dml9//bVEoO3rr78mIiKCCy64oGw+iDgvnKi+Hcvq1asBSrRvUt+EEGXqVDOfTps2TTmdTjVp0iS1fv16NXz4cBUVFVUiA7MQpXH33XerRYsWqW3btqklS5aozp07q9jYWJWWlqaUUmrEiBGqWrVqauHChWrFihWqdevWqnXr1me51OJ8ceTIEfXzzz+rn3/+WQHqpZdeUj///LPasWOHUkqpf/3rXyoqKkp99tln6pdfflG9evVSycnJKjc3N7SNbt26qaZNm6ply5ap77//XtWqVUv179//bH0kcQ77q/p25MgRdc8996ilS5eqbdu2qfnz56tmzZqpWrVqqby8vNA2pL6Jk3HrrbeqyMhItWjRIrVv377QkpOTE1rnRN+ffr9fNWjQQHXp0kWtXr1azZs3T1WsWFE9+OCDZ+MjiXPYierb5s2b1RNPPKFWrFihtm3bpj777DOVkpKiLr300tA2pL4JIcraKQc9lFLq9ddfV9WqVVMOh0NdeOGF6scffzzd5RL/QP369VOJiYnK4XCoypUrq379+qnNmzeHXs/NzVW33Xabio6OVh6PR1111VVq3759Z7HE4nzyzTffKOCoZfDgwUopa9raRx99VMXHxyun06k6deqkNmzYUGIbhw4dUv3791dhYWEqIiJCDR06VB05cuQsfBpxrvur+paTk6O6dOmiKlasqOx2u6pevbq6+eabj7p5IPVNnIxj1TNATZw4MbTOyXx/bt++XXXv3l253W4VGxur7r77buXz+cr404hz3Ynq286dO9Wll16qYmJilNPpVDVr1lT33nuvysjIKLEdqW9CiLKkKaVU2fUrEUIIIYQQQgghhCgbp5TTQwghhBBCCCGEEOJ8IUEPIYQQQgghhBBClEsS9BBCCCGEEEIIIUS5JEEPIYQQQgghhBBClEsS9BBCCCGEEEIIIUS5JEEPIYQQQgghhBBClEsS9BBCCCGEEEIIIUS5JEEPIYQQ55UhQ4bQu3fvs7b/gQMH8vTTT4ceJyUl8corr5y18pxJ7du3Z8yYMSe9/rx582jSpAmmaZ65QgkhhBBCnAIJegghhDhnaJr2l8u4ceN49dVXmTRp0lkp35o1a/jiiy+44447Qs8tX76c4cOHn5XynGu6deuG3W5nypQpZ7soQgghhBAA2M52AYQQQohC+/btC/0+ffp0HnvsMTZs2BB6LiwsjLCwsLNRNABef/11rr322hJlqFix4lkrz7loyJAhvPbaawwcOPBsF0UIIYQQQnp6CCGEOHckJCSElsjISDRNK/FcWFjYUcNb2rdvz+23386YMWOIjo4mPj6ed955h+zsbIYOHUp4eDg1a9Zk7ty5Jfa1du1aunfvTlhYGPHx8QwcOJCDBw8et2yBQICZM2fSo0ePEs//eXiLpmm8++67XHXVVXg8HmrVqsXs2bP/8nOPHz+eWrVq4XK5iI+Pp0+fPqHX5s2bR9u2bYmKiqJChQpceeWVbNmyJfT69u3b0TSNGTNmcMkll+B2u2nZsiUbN25k+fLltGjRgrCwMLp3786BAwdC7ys8jo8//jgVK1YkIiKCESNGUFBQcNxy5ufnc88991C5cmW8Xi+tWrVi0aJFJdbp0aMHK1asKFFGIYQQQoizRYIeQgghznvvv/8+sbGx/PTTT9x+++3ceuutXHvttbRp04ZVq1bRpUsXBg4cSE5ODgDp6el07NiRpk2bsmLFCubNm8f+/fvp27fvcffxyy+/kJGRQYsWLU5Ynscff5y+ffvyyy+/cPnllzNgwAAOHz58zHVXrFjBHXfcwRNPPMGGDRuYN28el156aej17Oxs7rrrLlasWMGCBQvQdZ2rrrrqqLwZY8eO5ZFHHmHVqlXYbDauv/567rvvPl599VW+++47Nm/ezGOPPVbiPQsWLOC3335j0aJFTJ06lVmzZvH4448f93ONGjWKpUuXMm3aNH755ReuvfZaunXrxqZNm0LrVKtWjfj4eL777rsTHichhBBCiDNOCSGEEOegiRMnqsjIyKOeHzx4sOrVq1focbt27VTbtm1Dj/1+v/J6vWrgwIGh5/bt26cAtXTpUqWUUv/3f/+nunTpUmK7u3btUoDasGHDMcvzySefKMMwlGmaJZ6vXr26evnll0OPAfXII4+EHmdlZSlAzZ0795jb/fjjj1VERITKzMw85ut/duDAAQWoX3/9VSml1LZt2xSg3n333dA6U6dOVYBasGBB6LlnnnlG1alTJ/R48ODBKiYmRmVnZ4eemzBhggoLC1OBQEApZR3b0aNHK6WU2rFjhzIMQ+3Zs6dEeTp16qQefPDBEs81bdpUjRs37qQ+jxBCCCHEmSQ9PYQQQpz3GjVqFPrdMAwqVKhAw4YNQ8/Fx8cDkJaWBlgJSb/55ptQjpCwsDDq1q0LcNxhGbm5uTidTjRNO6XyeL1eIiIiQvv+s8suu4zq1auTkpLCwIEDmTJlSqhHCsCmTZvo378/KSkpREREkJSUBMDOnTuPu8/Cz/vnY/DnMjRu3BiPxxN63Lp1a7Kysti1a9dR5fz1118JBALUrl27xHFbvHjxUcfM7XaX+AxCCCGEEGeLJDIVQghx3rPb7SUea5pW4rnCQEXhkJCsrCx69OjBs88+e9S2EhMTj7mP2NhYcnJyKCgowOFwnHJ5jjeNa3h4OKtWrWLRokV89dVXPPbYY4wbN47ly5cTFRVFjx49qF69Ou+88w6VKlXCNE0aNGhwVO6NY33ePz/3d6aSzcrKwjAMVq5ciWEYJV77c3LZw4cPS4JXIYQQQpwTJOghhBDiH6dZs2Z8/PHHJCUlYbOd3FdhkyZNAFi/fn3o99PFZrPRuXNnOnfuzNixY4mKimLhwoW0a9eODRs28M4773DJJZcA8P3335+2/a5Zs4bc3FzcbjcAP/74I2FhYVStWvWodZs2bUogECAtLS1UlmPJy8tjy5YtNG3a9LSVUwghhBCitGR4ixBCiH+ckSNHcvjwYfr378/y5cvZsmULX375JUOHDiUQCBzzPRUrVqRZs2anNegAMGfOHF577TVWr17Njh07+OCDDzBNkzp16hAdHU2FChV4++232bx5MwsXLuSuu+46bfsuKChg2LBhrF+/ni+++IKxY8cyatQodP3oy4PatWszYMAABg0axKxZs9i2bRs//fQTzzzzDJ9//nlovR9//BGn00nr1q1PWzmFEEIIIUpLgh5CCCH+cSpVqsSSJUsIBAJ06dKFhg0bMmbMGKKioo75B3+hm266iSlTppzWskRFRTFr1iw6duxIvXr1ePPNN5k6dSr169dH13WmTZvGypUradCgAXfeeSfPP//8adt3p06dqFWrFpdeein9+vWjZ8+ejBs37rjrT5w4kUGDBnH33XdTp04devfuzfLly6lWrVponalTpzJgwIASuUKEEEIIIc4WTSmlznYhhBBCiPNBbm4uderUYfr06ed9T4YhQ4aQnp7Op59+etq2efDgQerUqcOKFStITk4+bdsVQgghhCgt6ekhhBBCnCS3280HH3zAwYMHz3ZRzknbt29n/PjxEvAQQgghxDlDEpkKIYQQp6B9+/ZnuwjnrBYtWtCiRYuzXQwhhBBCiBAZ3iKEEEIIIYQQQohySYa3CCGEEEIIIYQQolySoIcQQgghhBBCCCHKJQl6CCGEEEIIIYQQolySoIcQQgghhBBCCCHKJQl6CCGEEEIIIYQQolySoIcQQgghhBBCCCHKJQl6CCGEEEIIIYQQolySoIcQQgghhBBCCCHKJQl6CCGEEEIIIYQQolz6f5SVdzKMRHqkAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the average event position and the topographies assocaited with each event\n", "hmp.visu.plot_topo_timecourse(epoch_data, estimates_true, info, times_to_display=None)\n", "plt.vlines(np.mean(np.cumsum(sim_source_times,axis=1),axis=0)[:-1], np.repeat(0,4), np.repeat(1,4), zorder=10, color='k')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "96086202", "metadata": {}, "source": [ "In the plot above we see the four recovered events; the vertical lines again indicate the average peak time of the simulated events. Not surprisingly, as we just used the true time and channel parameters, the recovery is perfect." ] }, { "cell_type": "markdown", "id": "1a2516f5-9070-48ec-9a36-54289d5f06c0", "metadata": {}, "source": [ "## Estimating a model without the ground truth" ] }, { "cell_type": "markdown", "id": "3afd5a5b-7d98-4e4a-b754-d53772dfc5d2", "metadata": {}, "source": [ "in real data, to estimate this unkown set of parameters (time and channel parameters) we use the expectation maximization algorithm on the event probability as obtained through the Baum-Welsh algorithm. \n", "We start with neutral guess on the time and channel parameters (0's for `channel_pars`, and mean RT / n_events for the `time_pars`)." ] }, { "cell_type": "code", "execution_count": 24, "id": "e221bab6-cde0-4f93-ba0c-c5ee6265ce7e", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimating 4 events model with 1 starting point(s)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#r Defining a fresh model as we would do for real data\n", "model = EventModel(event_properties, gamma_2, n_events=n_events)\n", "loglikelihood, estimates = model.fit_transform(trial_data)#This function simultaneously estimates the paraneters and transform the data to event probability space\n", "\n", "hmp.visu.plot_topo_timecourse(epoch_data, estimates, info)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "dc628b5d", "metadata": {}, "source": [ "Also without providing the true magnitudes and parameters, the algorithm manages to recover the events, **on average**, in the simulated data." ] }, { "cell_type": "markdown", "id": "46c73858-a23a-4759-b375-9967ae45d0cf", "metadata": {}, "source": [ "### EM algorithm" ] }, { "cell_type": "markdown", "id": "dd29ddf3-314f-4641-9be0-aa0183b67ffa", "metadata": {}, "source": [ "Under the hood, HMP uses an expectation maximization algorithm to find the solution that best explains the data. The way it works is:\n", "1. make a first proposal on the time location and channel contribution towards each event\n", "2. Compute the most likely location of the events given this proposition\n", "3. Update the parameters according to this most likely position\n", "4. Repeat steps 2-3 up to the moment where the loglikelihood of the data stops increasing more than the tolerance criterion (default 1e-4)\n", "\n", "More details about the algorithm can be found in the accompanying 2024 [paper](https://direct.mit.edu/imag/article/doi/10.1162/imag_a_00400/125469/Trial-by-trial-detection-of-cognitive-events-in)\n", "\n", "We can inspect the traces of this EM algorithm to see how the log-likelihood of the fit developed with iterations. This shows how many iterations it needed and at what Log-likelihood (LL) it stopped according to the default tolerance on the increase in LL (default 1e-4)." ] }, { "cell_type": "code", "execution_count": 25, "id": "acbdb2c8-d89c-4fb3-9df1-bdc2d02e70cc", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAGwCAYAAACjPMHLAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAULNJREFUeJzt3XlcVPX+P/DXDDAzrAOyI7sLuK+l4FqR2LWMW93STCPJ8mbX9bprad7C5VpR3qvXr1fz9tOrmWVlViKmNxNXJNMUTQFRFkVghnVY5vz+AE5MLAICZ5bX8/E4D2fO+cw574PGvDrn8/kcmSAIAoiIiIgIACCXugAiIiIiY8JwRERERFQHwxERERFRHQxHRERERHUwHBERERHVwXBEREREVAfDEREREVEd1lIXYGr0ej0yMzPh6OgImUwmdTlERETUDIIgoLCwED4+PpDLm742xHDUQpmZmfDz85O6DCIiImqFjIwM+Pr6NtmG4aiFHB0dAVT/cJ2cnCSuhoiIiJpDq9XCz89P/B5vCsNRC9XeSnNycmI4IiIiMjHN6RLDDtlEREREdTAcEREREdXBcERERERUB8MRERERUR0MR0RERER1mEw4Gj9+PPz9/aFSqeDt7Y3JkycjMzPToM358+cxYsQIqFQq+Pn5Ye3atfX2s2fPHoSGhkKlUqFPnz44cOBAR50CERERmQCTCUcPPfQQPvnkE6SkpGDv3r24du0annnmGXG7VqvFmDFjEBAQgLNnz2LdunVYsWIFNm/eLLY5fvw4Jk6ciJiYGJw7dw5RUVGIiorChQsXpDglIiIiMkIyQRAEqYtojS+//BJRUVHQ6XSwsbHBxo0bsXTpUmRnZ0OhUAAAFi1ahH379uHy5csAgOeeew7FxcXYv3+/uJ+hQ4eif//+2LRpU7OOq9VqoVarodFoOM8RERGRiWjJ97fJXDmqKy8vDzt27EB4eDhsbGwAAImJiRg5cqQYjAAgMjISKSkpyM/PF9tEREQY7CsyMhKJiYmNHkun00Gr1RosREREZL5MKhwtXLgQ9vb2cHV1xY0bN/DFF1+I27Kzs+Hp6WnQvvZ9dnZ2k21qtzckNjYWarVaXPhcNSIiIvMmaThatGgRZDJZk0vtLTEAmD9/Ps6dO4eDBw/CysoKU6ZMQXvfFVy8eDE0Go24ZGRktOvxiIiISFqSPltt3rx5iI6ObrJNcHCw+NrNzQ1ubm7o3r07evToAT8/P5w4cQJhYWHw8vJCTk6OwWdr33t5eYl/NtSmdntDlEollEplS06LiIiITJik4cjd3R3u7u6t+qxerwdQ3ScIAMLCwrB06VJUVFSI/ZDi4+MREhICFxcXsU1CQgJmz54t7ic+Ph5hYWH3cRZERES/EQQBggAIta+BmvfV6/G7979vhzo3RIQ6bwSD9YbHq7+u4X008rLx9g2eX5Ob6+274X003UJhLYeHo+reB2onkoaj5jp58iROnz6N4cOHw8XFBdeuXcPy5cvRpUsXMdg8//zzWLlyJWJiYrBw4UJcuHABcXFxeO+998T9zJo1C6NGjcL69esxbtw47Nq1C2fOnDEY7k9ERC0jCAIqqgToKqtQXqmHrlL/uz+r6r1uqE3t+8oqPaoEAVV6QK8XUCUI0OsF6AUBVULNujrrq9vWbNcL0OtRb53BdgHi+98+jzrbqxNL3dCirxN40FSwoTYx0N8Zn702TLLjm0Q4srOzw2effYY333wTxcXF8Pb2xtixY7Fs2TLxlpdarcbBgwcxY8YMDBo0CG5ubnjjjTfwyiuviPsJDw/Hzp07sWzZMixZsgTdunXDvn370Lt3b6lOjYiow5RVVEFbVgFtaQU0pZXi6+r3FdCWVUJbWoGyiqp7BJza5bdAQ8ZHJqvz2mC9rJH1ddvX3XKvA7V9UxsraceLmew8R1LhPEdEJJUqvYDCsgpoSytrwkzdYFPzZ03o0TQQejoqxCis5FBYy6G0/u1PpbVVvXWK362vfW1jJYNcJoOVvHqRy2SQyyC+tpLLIJfLYCWTwUqOem3r/mmwXVbzOXn1/uq3/e1YMll1PJDVtEPN67rrZZDV/Angd+9/3w4yNLqtNpTU2ydq1zcjzMhakFAsVEu+v03iyhERkTnS6wXcKdIhs6AUmQVlyNKUIltThoIGgo22tAKFusr7PqZMBjipbOBkaw0nlQ3Utja//WlrDUeVDewUVg2Gl/phpoE2VnLI5fyiJtPGcERE1E60ZRXILChFVkEZbhWUVr/WVL+uDUIVVS2/eG+nsBIDTm24cbKtDTrWcLKtfl839DipbKC2s4GDwprhhegeGI6IiFpBV1mFHI2uTugpxa2aqz+1V4KKmnGlx0oug6ejEj7OtvB2toW3WgVnu99f0akOPWpbGziqbKCwNqn5e4lMDsMREdHv6PUCcot11be6CkprrvSU1YSeUmRqynCnUNesfbnY2cBbbQsfZ1t0dlbB27n6tY9aBR9nW3g4KmEtcedTIjLEcEREFktXWYVrt4uRkqPF5exCpGQX4vqdYmRrylBede/Oy0prOTo728LbWQWfmgDk46yq+bP6KpCdgr9miUwN/6slIrOn1wu4VVBaE4B+C0KpucWo1Dfc50cuAzwcVQZhx0ddfeWnc817FzsbjhIiMkMMR0RkVvKLy8UQlJJTiMvZhbiSXYji8qoG2zuqrBHq5YgQL0eEeDmhm4cDfF1s4emkknyuFSKSBsMREZmksooq/Hq7qN7VoNuN9AWysZKhi7tDTRByEgORt1rFqz9EZIDhiIiMml4v4EZeiRh+avsHpeUWo5E7YvB1sTW4GhTq5YggN3teCSKiZmE4IiKjUVBSjouZ2t9ui2UX4kpOEUorGr4l5mxngxBPR/FqUEhNIHJQ8lcbEbUef4MQkSQEQcC1O8VISs/H2fR8nL2Rj19vFzXYVmEtRzcPB4R4ORrcFvNwVPKWGBG1OYYjIuoQJeWV+ClDg6Qb1WEo6UY+Ckoq6rXz72SHUC/Dq0GBrnacC4iIOgzDERG1i8yC0uorQjVB6GKmFlW/6ySktJajn58zBgW4YJC/CwYGuKCTvUKiiomIqjEcEdF9q6jS45dMrXh7LCk9H1masnrtvJxUGBRYHYQGBbigh7cTH4VBREaH4YiIWiy/uFy8PXY2PR8/3SxAWYXhjNJWchl6ejthUED1FaFBAS7w4bB5IjIBDEdE1CS9XsC1O0ViEDp7Ix/X7xTXa6e2tcFA/5pbZAGd0M9PzUdnEJFJ4m8uIjJQUl6J5IwCcRRZ0o0CaErrd5zu4m5fE4Sql2A3B8jlvCpERKaP4YjIwhXpKnE6NQ+J1+8i8dpd/JJVv+O0ykaOfr7OYhAa6O8CF3acJiIzxXBEZGFKy6twJj0Px69Vh6Gfb2nqhSFvtcrgqlAPbyfOLk1EFoPhiMjMlVVUIelGPk5cu4vE63eRnFGAiirDMOTXyRbhwW4I6+KKB4I6obOzrUTVEhFJj+GIyMyUV+rx080CJNZcGTp7Ix/llYYjyXzUKgzt4oqwYFeEdXGFr4udRNUSERkfhiMiE1dZpcfPtzRin6Ezafn1nkXm7qgUg1B4F1f4d7LjkHoiokYwHBGZmCq9gF8ytUi8novEa3dxOi0fRbpKgzad7BUIC3YVrw51cbdnGCIiaiaGIyIjp9cLSMkprL5Ndv0uTl6/C22ZYRhS29pgSFAnhHWpvjrU3cORw+qJiFqJ4YjIyFQ/rb5IDEMnruchr7jcoI2D0hoPBnVCeBdXDA12RQ9vJ1gxDBERtQmGIyIjkZxRgI9+TMWP1+7iTqHOYJudwgqDAzuJ/YZ6+zjxKfVERO2E4YhIYmfT8xCX8Cv+d+WOuE5pLcegABeEBbsivKsr+vo6c54hIqIOwnBEJJET1+/ig4SrOH7tLoDqB7X+cUBnPD3QFwP8naGysZK4QiIiy8RwRNSBBEHAj7/exQeHr+JUah4AwFouw58G++LPo7rC35XzDRERSY3hiKgDCIKAI1fu4MOEq0i6UQAAUFjJ8ewDvpg+qgsnYSQiMiIMR0TtSBAEJFy6jQ8OX8X5mxoA1f2JJj7oj+mjusBLrZK4QiIi+j2GI6J2oNcLOPhLNj5I+BW/ZGkBALY2VnhhqD+mjQyGhyNDERGRsTKZ4S/jx4+Hv78/VCoVvL29MXnyZGRmZorb09LSIJPJ6i0nTpww2M+ePXsQGhoKlUqFPn364MCBAx19KmTGqvQCvvopE4/F/YDp/y8Jv2RpYa+wwvRRXfDDwoewdFxPBiMiIiNnMleOHnroISxZsgTe3t64desW/vrXv+KZZ57B8ePHDdodOnQIvXr1Et+7urqKr48fP46JEyciNjYWjz/+OHbu3ImoqCgkJSWhd+/eHXYuZH4qq/T46nwmNhz+FdfuFAMAHJXWiB4WiKnDguBir5C4QiIiai6ZIAiC1EW0xpdffomoqCjodDrY2NggLS0NQUFBOHfuHPr379/gZ5577jkUFxdj//794rqhQ4eif//+2LRpU7OOq9VqoVarodFo4OTk1BanQiasokqPfedu4R/f/4q0uyUAACeVNWKGByN6WCDUtjYSV0hEREDLvr9N5spRXXl5edixYwfCw8NhY2P45TN+/HiUlZWhe/fuWLBgAcaPHy9uS0xMxNy5cw3aR0ZGYt++fY0eS6fTQaf7bbZirVbbNidBJq28Uo+9STfxj+9/xc38UgCAi50NXh4RjClhAXBUMRQREZkqkwpHCxcuxIYNG1BSUoKhQ4caXAFycHDA+vXrMWzYMMjlcuzduxdRUVHYt2+fGJCys7Ph6elpsE9PT09kZ2c3eszY2FisXLmyfU6ITE5ZRRX2nMnAxiPXkKkpAwC4OSgwbUQwXhgaAHulSf0nRUREDZD0ttqiRYuwZs2aJttcunQJoaGhAIDc3Fzk5eUhPT0dK1euhFqtxv79+yGTNfzAzSlTpiA1NRU//PADAEChUGD79u2YOHGi2Oaf//wnVq5ciZycnAb30dCVIz8/P95WszBlFVXYefIG/vW/a8jRVv978HBU4tVRXfD8g/6wVXA2ayIiY2Yyt9XmzZuH6OjoJtsEBweLr93c3ODm5obu3bujR48e8PPzw4kTJxAWFtbgZ4cMGYL4+HjxvZeXV70QlJOTAy8vr0aPr1QqoVQqm3E2ZI5Kyiux48QN/Ot/15FbVB2KvNUq/Hl0Fzw72I+P+CAiMkOShiN3d3e4u7u36rN6vR4ADK7q/F5ycjK8vb3F92FhYUhISMDs2bPFdfHx8Y2GK7JcRbpK/CcxDVt+SEVecTkAoLOzLV57qAueGeQLpTVDERGRuTKJDhInT57E6dOnMXz4cLi4uODatWtYvnw5unTpIgab7du3Q6FQYMCAAQCAzz77DFu3bsWWLVvE/cyaNQujRo3C+vXrMW7cOOzatQtnzpzB5s2bJTkvMj6a0gpsP56GrT+moqCkAgAQ4GqHGaO74o8DO8PGymSmBiMiolYyiXBkZ2eHzz77DG+++SaKi4vh7e2NsWPHYtmyZQa3vFatWoX09HRYW1sjNDQUu3fvxjPPPCNuDw8Px86dO7Fs2TIsWbIE3bp1w759+zjHEQEAfvw1F9P/31kUllUCAILd7PH6w10xvp8PrBmKiIgshsnOcyQVznNkngRBwNj3f0BKTiG6eTjg9Ye74vG+PrCSN9zZn4iITIvJdMgmMhbHr91FSk4h7BRW+PTP4Zy8kYjIgvFeARGAbT+mAgCeGeTLYEREZOEYjsjipeUWI+HybQDAi+GB0hZDRESSYzgii/fR8TQIAvBQiDu6uDtIXQ4REUmM4YgsmrasAnvOZAAAXhoWJHE1RERkDBiOyKLtOXMTxeVV6OrhgBHd3KQuh4iIjADDEVmsKr2A7cfTAAAvDQts9Bl9RERkWRiOyGIlXMrBjbwSqG1t8NQAX6nLISIiI8FwRBZr249pAICJD/rDVsFnpRERUTWGI7JIl7K0SLx+F1ZyGaaEBUhdDhERGRGGI7JItZM+ju3tBR9nW4mrISIiY8JwRBbnbpEO+5IzAQBThwVKWwwRERkdhiOyODtP3kB5pR79fNUY6O8idTlERGRkGI7IopRX6vGfE+kAqid95PB9IiL6PYYjsigHfs7CnUIdPByV+EMfb6nLISIiI8RwRBZDEARsremIPXloABTW/OdPRET18duBLEbSjXycv6mBwlqO54f4S10OEREZKYYjshhbayZ9jOrvA1cHpbTFEBGR0WI4IouQWVCKby9kA6juiE1ERNQYhiOyCP9JTEeVXkBYsCt6eDtJXQ4RERkxhiMyeyXllfjvqRsAgJc46SMREd0DwxGZvc/P3YKmtAL+nezwSA9PqcshIiIjx3BEZk0QBGyr6Yj9YnggrOSc9JGIiJrGcERm7Yerufj1dhEclNZ4drCv1OUQEZEJYDgis1Y76eMzg3zhqLKRuBoiIjIFDEdktq7dKcKRlDuQyYDo8ECpyyEiIhPBcERm66OavkaPhHog0M1e2mKIiMhkMByRWdKUVmBv0k0AwFRO+khERC3AcERm6ZPTGSgpr0KIpyPCurhKXQ4REZkQhiMyO5VVenx0PA0AMHV4IGQyDt8nIqLmYzgis3PoUg5uFZTCxc4GT/bvLHU5RERkYhiOyOxsPZYGAHh+iD9UNlbSFkNERCaH4YjMyoVbGpxKy4O1XIbJQwOlLoeIiEyQyYUjnU6H/v37QyaTITk52WDb+fPnMWLECKhUKvj5+WHt2rX1Pr9nzx6EhoZCpVKhT58+OHDgQAdVTh2hdtLHP/TxhpdaJXE1RERkikwuHC1YsAA+Pj711mu1WowZMwYBAQE4e/Ys1q1bhxUrVmDz5s1im+PHj2PixImIiYnBuXPnEBUVhaioKFy4cKEjT4Haye3CMuz/KQsAMHU4h+8TEVHrmFQ4+uabb3Dw4EH8/e9/r7dtx44dKC8vx9atW9GrVy9MmDABM2fOxLvvviu2iYuLw9ixYzF//nz06NEDq1atwsCBA7Fhw4ZGj6nT6aDVag0WMk47TtxAeZUeA/yd0d/PWepyiIjIRJlMOMrJycG0adPw8ccfw87Ort72xMREjBw5EgqFQlwXGRmJlJQU5Ofni20iIiIMPhcZGYnExMRGjxsbGwu1Wi0ufn5+bXRG1JZ0lVXYcTIdACd9JCKi+2MS4UgQBERHR2P69OkYPHhwg22ys7Ph6elpsK72fXZ2dpNtarc3ZPHixdBoNOKSkZFxP6dC7eSrn7KQW1QOLycVxvb2krocIiIyYZKGo0WLFkEmkzW5XL58GR9++CEKCwuxePHiDq9RqVTCycnJYCHjIggCttV0xJ4SHgAbK5PI/EREZKSspTz4vHnzEB0d3WSb4OBgHD58GImJiVAqlQbbBg8ejEmTJmH79u3w8vJCTk6Owfba915eXuKfDbWp3U6m6XRaPi5maqGykWPiA/5Sl0NERCZO0nDk7u4Od3f3e7b74IMP8Le//U18n5mZicjISOzevRtDhgwBAISFhWHp0qWoqKiAjY0NACA+Ph4hISFwcXER2yQkJGD27NnivuLj4xEWFtaGZ0Udbeux6qtGfxzgCxd7xT1aExERNU3ScNRc/v6GVwMcHBwAAF26dIGvry8A4Pnnn8fKlSsRExODhQsX4sKFC4iLi8N7770nfm7WrFkYNWoU1q9fj3HjxmHXrl04c+aMwXB/Mi0ZeSU4+Et1n7GXhgVKWwwREZkFs+mcoVarcfDgQaSmpmLQoEGYN28e3njjDbzyyitim/DwcOzcuRObN29Gv3798Omnn2Lfvn3o3bu3hJXT/fhPYhr0AjC8qxu6ezpKXQ4REZkBmSAIgtRFmBKtVgu1Wg2NRsPO2RIr1lViaGwCCssqsTV6MB4O9bz3h4iIyCK15PvbbK4ckeXZm3QThWWVCHKzx+juHlKXQ0REZoLhiEySXi/gox/TAADR4YGQy2XSFkRERGaD4YhM0tErd3A9txiOSms8PchX6nKIiMiMMByRSdpaM+njcw/4wUFpEoMuiYjIRDAckcm5mlOIH67mQi4DXgwPlLocIiIyMwxHZHK2HU8DADza0xN+neo/hJiIiOh+MByRSSkoKcdnSTcBAC8NC5K4GiIiMkcMR2RS/nsqA2UVevT0dsKQoE5Sl0NERGaI4YhMRkWVHv9JTANQ/agQmYzD94mIqO0xHJHJ+O5iNrI0ZXC1V+CJfj5Sl0NERGaK4YhMxraaSR8nDQ2AysZK2mKIiMhsMRyRSfgpowBn0/NhYyXDC0P9pS6HiIjMGMMRmYRtNZM+PtHXBx6OKomrISIic8ZwREYvR1uG/eezAHD4PhERtT+GIzJ6/+9EOir1Ah4IdEEfX7XU5RARkZljOCKjVlZRhR0nbwDgVSMiIuoYDEdk1L5MzkRecTk6O9tiTE9PqcshIiILwHBERksQBGyt6Yg9JSwA1lb850pERO2P3zZktBKv38Xl7ELY2lhhwgMcvk9ERB2D4YiMVu2kj08P6gy1nY20xRARkcVgOCKjlH63GIcu5QAAosPZEZuIiDoOwxEZpe3H0yEIwKju7ujq4SB1OUREZEEYjsjoFJZV4JMzGQCAl4YFSlsMERFZHIYjMjqfnr2JIl0lurjbY2Q3d6nLISIiC8NwREalSi/go+NpAIDoYUGQy2XSFkRERBaH4YiMyveXbyP9bgmcVNZ4emBnqcshIiILxHBERqV20seJD/rDTmEtcTVERGSJGI7IaFzO1uL4tbuwksswJTxQ6nKIiMhCMRyR0fioZtLHyF6e6OxsK20xRERksRiOyChU6QV8cyEbADB5aKC0xRARkUVjOCKj8NPNAmhKK+CkssYDgS5Sl0NERBaM4YiMwpGUOwCAEd3cYW3Ff5ZERCQdk/sW0ul06N+/P2QyGZKTk8X1aWlpkMlk9ZYTJ04YfH7Pnj0IDQ2FSqVCnz59cODAgQ4+A2rI0SvV4WhUCCd9JCIiaZlcOFqwYAF8fHwa3X7o0CFkZWWJy6BBg8Rtx48fx8SJExETE4Nz584hKioKUVFRuHDhQkeUTo3IKy7H+ZsFAKqfpUZERCQlkwpH33zzDQ4ePIi///3vjbZxdXWFl5eXuNjY2Ijb4uLiMHbsWMyfPx89evTAqlWrMHDgQGzYsKEjyqdG/HD1DgQBCPVyhKeTSupyiIjIwplMOMrJycG0adPw8ccfw87OrtF248ePh4eHB4YPH44vv/zSYFtiYiIiIiIM1kVGRiIxMbHR/el0Omi1WoOF2tbRmv5Go0M8JK6EiIgIaPYUxE899VSzd/rZZ5+1qpjGCIKA6OhoTJ8+HYMHD0ZaWlq9Ng4ODli/fj2GDRsGuVyOvXv3IioqCvv27cP48eMBANnZ2fD09DT4nKenJ7Kzsxs9dmxsLFauXNmm50O/0euF3/ob8ZYaEREZgWaHI7VaLb4WBAGff/451Go1Bg8eDAA4e/YsCgoKWhSiFi1ahDVr1jTZ5tKlSzh48CAKCwuxePHiRtu5ublh7ty54vsHHngAmZmZWLdunRiOWmPx4sUG+9VqtfDz82v1/sjQxUwt7haXw15hhUEBHMJPRETSa3Y42rZtm/h64cKFePbZZ7Fp0yZYWVkBAKqqqvDaa6/Bycmp2QefN28eoqOjm2wTHByMw4cPIzExEUql0mDb4MGDMWnSJGzfvr3Bzw4ZMgTx8fHiey8vL+Tk5Bi0ycnJgZeXV6PHVyqV9Y5LbefoldsAgGFd3aCwNpm7vEREZMZa9WTPrVu34tixY2IwAgArKyvMnTsX4eHhWLduXbP24+7uDnf3e99K+eCDD/C3v/1NfJ+ZmYnIyEjs3r0bQ4YMafRzycnJ8Pb2Ft+HhYUhISEBs2fPFtfFx8cjLCysWfVS26ud34hD+ImIyFi0KhxVVlbi8uXLCAkJMVh/+fJl6PX6NimsLn9/f4P3Dg4OAIAuXbrA19cXALB9+3YoFAoMGDAAQHW/p61bt2LLli3i52bNmoVRo0Zh/fr1GDduHHbt2oUzZ85g8+bNbV4z3ZumpAJJN/IBsL8REREZj1aFo5deegkxMTG4du0aHnzwQQDAyZMnsXr1arz00kttWmBLrFq1Cunp6bC2tkZoaCh2796NZ555RtweHh6OnTt3YtmyZViyZAm6deuGffv2oXfv3pLVbMl+vJYLvQB09XCAr0vjIxCJiIg6kkwQBKGlH9Lr9fj73/+OuLg4ZGVlAQC8vb0xa9YszJs3z+B2m7nRarVQq9XQaDQt6l9F9S349Cd8cuYmYoYHYfnjPaUuh4iIzFhLvr9bdeVILpdjwYIFWLBggTjvD4MCtYQgcAg/EREZp1aFo1p37txBSkoKACA0NBRubm5tUhSZv5ScQuRodVDZyPFgUCepyyEiIhK1aux0cXExpk6dCm9vb4wcORIjR46Et7c3YmJiUFJS0tY1khmqHaUWFuwKlY353oYlIiLT06pwNHfuXBw9ehRfffUVCgoKUFBQgC+++AJHjx7FvHnz2rpGMkO1jwzhLTUiIjI2rbqttnfvXnz66acYPXq0uO4Pf/gDbG1t8eyzz2Ljxo1tVR+ZoSJdJc6k5wHg89SIiMj4tOrKUUlJSb1nlAGAh4cHb6vRPR3/NRcVVQICXO0Q6GYvdTlEREQGWhWOwsLC8Oabb6KsrExcV1paipUrV3K2abqn2lFqo3lLjYiIjFCrbqvFxcUhMjISvr6+6NevHwDgp59+gkqlwnfffdemBZJ5MRjCz0eGEBGREWpVOOrduzeuXr2KHTt24PLlywCAiRMnYtKkSbC1tW3TAsm8XLtTjJv5pVBYyTE02FXqcoiIiOpp9TxHdnZ2mDZtWlvWQhag9qrRkOBOsFPc1zRbRERE7aLV307Xrl3D+++/j0uXLgEAevXqhZkzZ6JLly5tVhyZH86KTURExq5VHbK/++479OzZE6dOnULfvn3Rt29fnDhxAr169UJ8fHxb10hmorS8Cieu3wXAcERERMarVVeOFi1ahDlz5mD16tX11i9cuBCPPvpomxRH5uVE6l2UV+rR2dkWXT0cpC6HiIioQa26cnTp0iXExMTUWz916lT88ssv910UmafaWbFHdneHTCaTuBoiIqKGtSocubu7Izk5ud765ORkeHhwxmNqGPsbERGRKWjVbbVp06bhlVdewfXr1xEeHg4A+PHHH7FmzRrMnTu3TQsk85B+txipucWwlsswrCuH8BMRkfFqVThavnw5HB0dsX79eixevBgA4OPjgxUrVmDmzJltWiCZh9qrRoMCXOCospG4GiIiosa1KhzJZDLMmTMHc+bMQWFhIQDA0dGxTQsj81Lb34izYhMRkbG771n4GIroXnSVVTh+rXoI/+ju7JNGRETGrVUdsnNycjB58mT4+PjA2toaVlZWBgtRXadT81FaUQV3RyV6eDNMExGRcWvVlaPo6GjcuHEDy5cvh7e3N4dlU5OOXrkNoHqUGv+tEBGRsWtVODp27Bh++OEH9O/fv43LIXNU2xl7NPsbERGRCWjVbTU/Pz8IgtDWtZAZyiwoxZWcIshlwPCublKXQ0REdE+tCkfvv/8+Fi1ahLS0tDYuh8xN7VWj/n7OcLZTSFwNERHRvTX7tpqLi4tBf5Hi4mJ06dIFdnZ2sLExnLcmLy+v7Sokk1Y7hH90CEepERGRaWh2OHr//ffbsQwyRxVVevz4ay4APjKEiIhMR7PD0YsvvtiedZAZSkrPR6GuEp3sFejTWS11OURERM3S7HCk1Wrh5OQkvm5KbTuybLX9jUZ2c4NcziH8RERkGlrU5ygrKwseHh5wdnZucL4aQRAgk8lQVVXVpkWSaTrCR4YQEZEJanY4Onz4MDp16gQA+P7779utIDIPt7Vl+CWr+grjiG4MR0REZDqaHY5GjRrV4GuihtTeUuvrq4abg1LiaoiIiJqv2eHo/Pnzzd5p3759W1UMmY/acMRRakREZGqaHY769+8PmUx2z5mx2eeIqvQCfrjKIfxERGSamj1DdmpqKq5fv47U1NQml+vXr7dLoYGBgZDJZAbL6tWrDdqcP38eI0aMgEqlgp+fH9auXVtvP3v27EFoaChUKhX69OmDAwcOtEu9liw5owCa0go4qazR389Z6nKIiIhapNlXjgICAtqzjmZ56623MG3aNPG9o6Oj+Fqr1WLMmDGIiIjApk2b8PPPP2Pq1KlwdnbGK6+8AgA4fvw4Jk6ciNjYWDz++OPYuXMnoqKikJSUhN69e3f4+Zir2ltqI7q5w9qqVU+oISIikkyrv7k+/vhjDBs2DD4+PkhPTwdQPYv2F1980WbF/Z6joyO8vLzExd7eXty2Y8cOlJeXY+vWrejVqxcmTJiAmTNn4t133xXbxMXFYezYsZg/fz569OiBVatWYeDAgdiwYUOjx9TpdNBqtQYLNY39jYiIyJS1Khxt3LgRc+fOxR/+8AcUFBSIfYycnZ3b9TEjq1evhqurKwYMGIB169ahsrJS3JaYmIiRI0dCofjt4aaRkZFISUlBfn6+2CYiIsJgn5GRkUhMTGz0mLGxsVCr1eLi5+fXxmdlXu4W6XD+ZgEAzm9ERESmqVXh6MMPP8T//d//YenSpbCyshLXDx48GD///HObFVfXzJkzsWvXLnz//fd49dVX8c4772DBggXi9uzsbHh6ehp8pvZ9dnZ2k21qtzdk8eLF0Gg04pKRkdFWp2SWjv2aC0EAQr0c4emkkrocIiKiFmt2n6O6UlNTMWDAgHrrlUoliouLm72fRYsWYc2aNU22uXTpEkJDQzF37lxxXd++faFQKPDqq68iNjYWSmX7zaOjVCrbdf/m5mjNrNijQzwkroSIiKh1WhWOgoKCkJycXK+T9rfffosePXo0ez/z5s1DdHR0k22Cg4MbXD9kyBBUVlYiLS0NISEh8PLyQk5OjkGb2vdeXl7inw21qd1O90evF9jfiIiITF6rwtHcuXMxY8YMlJWVQRAEnDp1Cv/9738RGxuLLVu2NHs/7u7ucHdv3ZdocnIy5HI5PDyqr1CEhYVh6dKlqKiogI2NDQAgPj4eISEhcHFxEdskJCRg9uzZ4n7i4+MRFhbWqhrI0MVMLe4Wl8NeYYVBAS5Sl0NERNQqrQpHL7/8MmxtbbFs2TKUlJTg+eefh4+PD+Li4jBhwoS2rhGJiYk4efIkHnroITg6OiIxMRFz5szBCy+8IAaf559/HitXrkRMTAwWLlyICxcuIC4uDu+99564n1mzZmHUqFFYv349xo0bh127duHMmTPYvHlzm9dsiY5euQ0AGNbVDQprDuEnIiLTJBPuNeV1A7RaLZycnAAAJSUlKCoqEq/g/Prrr+jatWubFpmUlITXXnsNly9fhk6nQ1BQECZPnoy5c+ca9Ac6f/48ZsyYgdOnT8PNzQ1/+ctfsHDhQoN97dmzB8uWLUNaWhq6deuGtWvX4g9/+EOza9FqtVCr1dBoNOLPgKo9s/E4zqTn4+0/9sakIdLPi0VERFSrJd/frQpHI0aMwKFDh+p1VE5JScEjjzyCmzdvtnSXJoPhqGGakgoMWHUQegE4tvAh+LrYSV0SERGRqCXf36269+Hg4IA//vGPBvMMXbp0CaNHj8bTTz/dml2SifvxWi70AtDVw4HBiIiITFqrwtFnn30GjUaDSZMmQRAEXLhwAaNHj8bEiRMRFxfX1jWSCTiSUt3fiKPUiIjI1LUqHNna2uLrr79GSkoKnn32WTzyyCOYMmWKwaM6yHIIAofwExGR+Wj2aLXfP1NMLpdj9+7dePTRR/H0009j+fLlYhv2xbEsl7MLkaPVQWUjx4NBnaQuh4iI6L40Oxw5OztDJpPVWy8IAjZt2oR//etfEAQBMplMfNYaWYbaq0Zhwa5Q2VjdozUREZFxa3Y4+v7779uzDjJhtY8M4S01IiIyB80OR6NGjWrPOshEFekqcSY9DwCfp0ZEROah2eHo/Pnz6N27N+RyOc6fP99k2759+953YWQajv+ai4oqAQGudgh0s5e6HCIiovvW7HDUv39/ZGdnw8PDA/3794dMJkND80eyz5Fl4Sg1IiIyN80OR6mpqeJDYlNTU9utIDIdgiDgSE1/o9EhDEdERGQemh2OAgICGnxNluvanWLcKiiFwkqOocGuUpdDRETUJpodjr788stm73T8+PGtKoZMS+0ttQeDOsFO0ex/SkREREat2d9oUVFRzWrHPkeWo/aRIbylRkRE5qTZ4Uiv17dnHWRiSsurcDK1egg/O2MTEZE5adWz1eq6efMmg5MFOpF6F+WVevioVejq4SB1OURERG3mvsNRz549kZaW1galkCkRZ8UO8WjwsTJERESm6r7DUUNzHZH54/xGRERkru47HJHlSb9bjNTcYljLZRjWlUP4iYjIvNx3OFqyZAk6derUFrWQiai9ajQowAWOKhuJqyEiImpb9z05zeLFi9uiDjIhv/U34i01IiIyP60KR3Pnzm1wvUwmg0qlQteuXfHkk0/yipIZ0lVW4fi1uwDY34iIiMxTq8LRuXPnkJSUhKqqKoSEhAAArly5AisrK4SGhuKf//wn5s2bh2PHjqFnz55tWjBJ63RqPkorquDuqERPbyepyyEiImpzrepz9OSTTyIiIgKZmZk4e/Yszp49i5s3b+LRRx/FxIkTcevWLYwcORJz5sxp63pJYkevVM+KPaq7O4fwExGRWZIJrRiL37lzZ8THx9e7KnTx4kWMGTMGt27dQlJSEsaMGYPc3Nw2K9YYaLVaqNVqaDQaODlZ3pWTR989iqu3i/DhxAF4op+P1OUQERE1S0u+v1t15Uij0eD27dv11t+5cwdarRYA4OzsjPLy8tbsnozUrYJSXL1dBLkMGNHNTepyiIiI2kWrb6tNnToVn3/+OW7evImbN2/i888/R0xMjPiA2lOnTqF79+5tWStJ7H81Q/j7+znD2U4hcTVERETto1Udsv/1r39hzpw5mDBhAiorK6t3ZG2NF198Ee+99x4AIDQ0FFu2bGm7SklyR1KqrxaODvGQuBIiIqL206o+R7WKiopw/fp1AEBwcDAcHMz/AaSW2ueookqPAW/Fo0hXiS9mDEM/P2epSyIiImq2lnx/39ckkA4ODuJcRpYQjCxZUno+inSV6GSvQJ/OaqnLISIiajet6nOk1+vx1ltvQa1WIyAgAAEBAXB2dsaqVaug1+vbukYyAkdq+huN7OYGuZxD+ImIyHy16srR0qVL8e9//xurV6/GsGHDAADHjh3DihUrUFZWhrfffrtNiyTp8ZEhRERkKVoVjrZv344tW7Zg/Pjx4rq+ffuic+fOeO211xiOzMxtbRl+yaqeomFEN4YjIiIyb626rZaXl4fQ0NB660NDQ5GXl3ffRTUkMDAQMpnMYFm9erW4PS0trd52mUyGEydOGOxnz549CA0NhUqlQp8+fXDgwIF2qdecHK25pdbXVw03B6XE1RAREbWvVoWjfv36YcOGDfXWb9iwAX379r3vohrz1ltvISsrS1z+8pe/1Gtz6NAhgzaDBg0Stx0/fhwTJ05ETEwMzp07h6ioKERFReHChQvtVrM5qA1HfNAsERFZglbdVlu7di3GjRuHQ4cOISwsDACQmJiIjIyMdr0S4+joCC8vrybbuLq6NtomLi4OY8eOxfz58wEAq1atQnx8PDZs2IBNmza1eb3moEov4Ier1Y+AYTgiIiJL0KorR6NGjcKVK1fwxz/+EQUFBSgoKMBTTz2Fixcv4uOPP27rGkWrV6+Gq6srBgwYgHXr1okTUNY1fvx4eHh4YPjw4fjyyy8NtiUmJiIiIsJgXWRkJBITExs9pk6ng1arNVgsSXJGATSlFXBSWaM/5zYiIiIL0Op5jnx8fOp1vP7pp5/w73//G5s3b77vwn5v5syZGDhwIDp16oTjx49j8eLFyMrKwrvvvgugep6l9evXY9iwYZDL5di7dy+ioqKwb98+seN4dnY2PD09Dfbr6emJ7OzsRo8bGxuLlStXtvn5mIraW2ojurnD2qpVWZqIiMik3NckkPdr0aJFWLNmTZNtLl26hNDQUMydO1dc17dvXygUCrz66quIjY2FUqmEm5ubQZsHHngAmZmZWLduncGoupZavHixwX61Wi38/PxavT9Tw/5GRERkaSQNR/PmzUN0dHSTbYKDgxtcP2TIEFRWViItLQ0hISGNtomPjxffe3l5IScnx6BNTk5Ok/2YlEollErLHKF1t0iH8zcLAHB+IyIishyShiN3d3e4u7fuSzc5ORlyuRweHo0/BDU5ORne3t7i+7CwMCQkJGD27Nniuvj4eLFTORk69msuBAEI9XKEp5NK6nKIiIg6RIvC0VNPPdXk9oKCgvuppVGJiYk4efIkHnroITg6OiIxMRFz5szBCy+8ABcXFwDVE1MqFAoMGDAAAPDZZ59h69at2LJli7ifWbNmYdSoUVi/fj3GjRuHXbt24cyZM+3SR8ocHOGs2EREZIFaFI7U6qYfOKpWqzFlypT7KqghSqUSu3btwooVK6DT6RAUFIQ5c+YY9AUCqofmp6enw9raGqGhodi9ezeeeeYZcXt4eDh27tyJZcuWYcmSJejWrRv27duH3r17t3nNpk6vF/C/mv5Go7s3fnWOiIjI3MgEQRCkLsKUaLVaqNVqaDQaODk5SV1Ou/n5pgZPbDgGe4UVzr0xBgprjlQjIiLT1ZLvb37jUYOOpNwGAIR3dWMwIiIii8JvPWpQ7RD+0exvREREFobhiOrRlFQg6UY+AGBkN4YjIiKyLAxHVM+xX3OhF4Au7vbw62QndTlEREQdiuGI6jl6pbq/0egQjlIjIiLLw3BEBgRB4CNDiIjIojEckYHL2YXI0eqgspHjwaBOUpdDRETU4RiOyEDtVaOwYFeobKwkroaIiKjjMRyRgaMpvKVGRESWjeGIREW6SpxJzwMAjGJnbCIislAMRyQ6/msuKqoEBLjaIcjNXupyiIiIJMFwRCKOUiMiImI4ohqCIOBICh8ZQkRExHBEAICUnELcKiiFwlqOocGuUpdDREQkGYYjAgDEX8wBAIzo6gY7hbXE1RAREUmH4YgAAAd/qQ5Hj/b0lLgSIiIiaTEcETILSvHzLQ1kMuCRHgxHRERk2RiOCIcuVV81GujvAndHpcTVEBERSYvhiBDPW2pEREQihiMLpymtQOK1uwCAMQxHREREDEeW7kjKbVTqBXRxt0ewu4PU5RAREUmO4cjC1d5SG9PLS+JKiIiIjAPDkQXTVVaJs2KzvxEREVE1hiMLduJ6Hop0lXB3VKK/r7PU5RARERkFhiMLdvBiNgAgoocn5HKZxNUQEREZB4YjC6XXC+L8RmN68ZYaERFRLYYjC3X+lgY5Wh3sFVYI78IHzRIREdViOLJQ8b9U31IbHeIBpbWVxNUQEREZD4YjC3XwImfFJiIiagjDkQVKyy3G1dtFsJLL8FCIh9TlEBERGRWGIwtUO/Hj0OBOUNvZSFwNERGRcWE4skAHa/obPdqDt9SIiIh+z6TC0ddff40hQ4bA1tYWLi4uiIqKMth+48YNjBs3DnZ2dvDw8MD8+fNRWVlp0ObIkSMYOHAglEolunbtio8++qjjTsAI5BbpcDY9HwDwKB8ZQkREVI+11AU01969ezFt2jS88847ePjhh1FZWYkLFy6I26uqqjBu3Dh4eXnh+PHjyMrKwpQpU2BjY4N33nkHAJCamopx48Zh+vTp2LFjBxISEvDyyy/D29sbkZGRUp1ahzp86Tb0AtDLxwmdnW2lLoeIiMjoyARBEKQu4l4qKysRGBiIlStXIiYmpsE233zzDR5//HFkZmbC07P6dtGmTZuwcOFC3LlzBwqFAgsXLsTXX39tEKomTJiAgoICfPvtt82qRavVQq1WQ6PRwMnJ6f5ProO9vP0MDl3KwZyI7pgV0U3qcoiIiDpES76/TeK2WlJSEm7dugW5XI4BAwbA29sbjz32mEHISUxMRJ8+fcRgBACRkZHQarW4ePGi2CYiIsJg35GRkUhMTGz02DqdDlqt1mAxVSXllfjhKh80S0RE1BSTCEfXr18HAKxYsQLLli3D/v374eLigtGjRyMvLw8AkJ2dbRCMAIjvs7Ozm2yj1WpRWlra4LFjY2OhVqvFxc/Pr03PrSP9cDUXuko9fF1s0cPbUepyiIiIjJKk4WjRokWQyWRNLpcvX4ZerwcALF26FE8//TQGDRqEbdu2QSaTYc+ePe1a4+LFi6HRaMQlIyOjXY/XnupO/CiT8UGzREREDZG0Q/a8efMQHR3dZJvg4GBkZWUBAHr27CmuVyqVCA4Oxo0bNwAAXl5eOHXqlMFnc3JyxG21f9auq9vGyckJtrYNd05WKpVQKpXNPykjVVmlx+HLNQ+a7clRakRERI2RNBy5u7vD3d39nu0GDRoEpVKJlJQUDB8+HABQUVGBtLQ0BAQEAADCwsLw9ttv4/bt2/DwqJ71OT4+Hk5OTmKoCgsLw4EDBwz2HR8fj7CwsLY8LaN0Nj0f+SUVcLazwQOBLlKXQ0REZLRMos+Rk5MTpk+fjjfffBMHDx5ESkoK/vznPwMA/vSnPwEAxowZg549e2Ly5Mn46aef8N1332HZsmWYMWOGeOVn+vTpuH79OhYsWIDLly/jn//8Jz755BPMmTNHsnPrKAdrZsV+OMQD1lYm8ddOREQkCZOZ52jdunWwtrbG5MmTUVpaiiFDhuDw4cNwcam+CmJlZYX9+/fjz3/+M8LCwmBvb48XX3wRb731lriPoKAgfP3115gzZw7i4uLg6+uLLVu2mP0cR4IgiI8MGdOLo9SIiIiaYhLzHBkTU5zn6HK2FmPf/wEKaznOLX8U9kqTycRERERtwuzmOaL7E18zSm1EVzcGIyIiontgOLIAtf2NOPEjERHRvTEcmbnMglL8fEsDmQx4pAfDERER0b0wHJm5Q5eqrxoN9HeBu6Ppz9dERETU3hiOzJw4So231IiIiJqF4ciMaUorkHjtLgD2NyIiImouhiMzdiTlNir1Arp6OCDY3UHqcoiIiEwCw5EZi+coNSIiohZjODJTusoqHEm5A4DhiIiIqCUYjszUiet5KNJVwt1Rif6+zlKXQ0REZDIYjszUwYvZAICIHp6Qy2USV0NERGQ6GI7MkF4viPMb8UGzRERELcNwZIbO39IgR6uDvcIK4V1cpS6HiIjIpDAcmaH4X6pvqY0O8YDS2kriaoiIiEwLw5EZ4hB+IiKi1mM4MjNpucW4klMEa7kMD4V4SF0OERGRyWE4MjO1V42GBHeC2s5G4mqIiIhMD8ORmTlY099oTE8viSshIiIyTQxHZiS3SIez6fkAgAj2NyIiImoVhiMzcvjSbegFoJePEzo720pdDhERkUliODIjB2v6G/GWGhERUesxHJmJkvJK/HCVD5olIiK6XwxHZuKHq7nQVerh62KLHt6OUpdDRERkshiOzETdiR9lMj5oloiIqLUYjsxAZZUeCZfY34iIiKgtMByZgbPp+cgvqYCznQ0eCHSRuhwiIiKTxnBkBmpHqT0c6gFrK/6VEhER3Q9+k5o4QRDE/kZjOEqNiIjovjEcmbiUnELcyCuB0lqOkd3dpS6HiIjI5DEcmbj4i9VXjYZ3dYOdwlriaoiIiEwfw5GJO1hnCD8RERHdP4YjE5alKcXPtzSQyYBHejAcERERtQWGIxN2qOaq0UB/F7g7KiWuhoiIyDyYVDj6+uuvMWTIENja2sLFxQVRUVEG22UyWb1l165dBm2OHDmCgQMHQqlUomvXrvjoo4867gTa2EGOUiMiImpzJtODd+/evZg2bRreeecdPPzww6isrMSFCxfqtdu2bRvGjh0rvnd2dhZfp6amYty4cZg+fTp27NiBhIQEvPzyy/D29kZkZGRHnEab0ZRWIPHaXQDsb0RERNSWTCIcVVZWYtasWVi3bh1iYmLE9T179qzX1tnZGV5eDT9CY9OmTQgKCsL69esBAD169MCxY8fw3nvvNRqOdDoddDqd+F6r1d7PqbSZIym3UakX0NXDAcHuDlKXQ0REZDZM4rZaUlISbt26BblcjgEDBsDb2xuPPfZYg1eOZsyYATc3Nzz44IPYunUrBEEQtyUmJiIiIsKgfWRkJBITExs9dmxsLNRqtbj4+fm13Yndh3iOUiMiImoXJhGOrl+/DgBYsWIFli1bhv3798PFxQWjR49GXl6e2O6tt97CJ598gvj4eDz99NN47bXX8OGHH4rbs7Oz4elpGCY8PT2h1WpRWlra4LEXL14MjUYjLhkZGe1whi2jq6zCkZQ7ANjfiIiIqK1Jeltt0aJFWLNmTZNtLl26BL1eDwBYunQpnn76aQDVfYt8fX2xZ88evPrqqwCA5cuXi58bMGAAiouLsW7dOsycObPVNSqVSiiVxjUS7MT1PBTpKuHhqEQ/X2epyyEiIjIrkoajefPmITo6usk2wcHByMrKAmDYx0ipVCI4OBg3btxo9LNDhgzBqlWroNPpoFQq4eXlhZycHIM2OTk5cHJygq2tbetPpIMdvJgNAIjo6Qm5XCZxNUREROZF0nDk7u4Od/d7Pw9s0KBBUCqVSElJwfDhwwEAFRUVSEtLQ0BAQKOfS05OhouLi3jlJywsDAcOHDBoEx8fj7CwsPs4i46l1ws4dIn9jYiIiNqLSYxWc3JywvTp0/Hmm2/Cz88PAQEBWLduHQDgT3/6EwDgq6++Qk5ODoYOHQqVSoX4+Hi88847+Otf/yruZ/r06diwYQMWLFiAqVOn4vDhw/jkk0/w9ddfS3JerfHzLQ1ytDrYK6wQ3sVV6nKIiIjMjkmEIwBYt24drK2tMXnyZJSWlmLIkCE4fPgwXFxcAAA2Njb4xz/+gTlz5kAQBHTt2hXvvvsupk2bJu4jKCgIX3/9NebMmYO4uDj4+vpiy5YtJjXH0cFfqm+pjQ7xgNLaSuJqiIiIzI9MqDvWne5Jq9VCrVZDo9HAycmpw48/5r2juJJThPef64+oAZ07/PhERESmqCXf3yYxlJ+qpeUW40pOEazlMjwU4iF1OURERGaJ4ciE1E78OCS4E9R2NhJXQ0REZJ4YjkxIbX+jMT0bfjwKERER3T+GIxORW6TD2fR8ANXzGxEREVH7YDgyEYcv3YZeAHp3dkJnZ9OZsJKIiMjUMByZiIO1D5rtwVtqRERE7YnhyASUllfh2K81D5rtxVtqRERE7YnhyAT87+odlFXo4etii1AvR6nLISIiMmsMRyagdgj/oz09IZPxQbNERETtieHIyFVW6ZFQ86BZDuEnIiJqfwxHRu5sej7ySyrgbGeDBwJdpC6HiIjI7DEcGbnaUWoPh3rA2op/XURERO2N37ZGTBAEsb/RGE78SERE1CEYjoxYSk4hbuSVQGktx8ju7lKXQ0REZBEYjoxY/MXqq0bDu7rBTmEtcTVERESWgeHIiMXXjlLjxI9EREQdhuHISGVpSnH+pgYyGfBwKMMRERFRR2E4MlKHajpiD/J3gbujUuJqiIiILAfDkZE6WGdWbCIiIuo4DEdGSFNagcRrdwEwHBEREXU0hiMjdCTlNir1Arp6OCDY3UHqcoiIiCwKw5ERiuctNSIiIskwHBkZXWUVjqTcAcBZsYmIiKTAcGRkTlzPQ5GuEh6OSvTzdZa6HCIiIovDcGRk4n/JBgBE9PSEXC6TuBoiIiLLw3BkRPR6gf2NiIiIJMZwZER+vqVBjlYHe4UVwru4Sl0OERGRRWI4MiIHa26pjQ7xgNLaSuJqiIiILBPDkRGpvaXGB80SERFJh+HISKTlFuNKThGs5TKMDvGQuhwiIiKLZS11AVTtRl4J3ByUCPFygNrWRupyiIiILBbDkZEY2d0dp5Y8gryScqlLISIismgmcVvtyJEjkMlkDS6nT58W250/fx4jRoyASqWCn58f1q5dW29fe/bsQWhoKFQqFfr06YMDBw505Kk0SS6Xwc1BKXUZREREFs0kwlF4eDiysrIMlpdffhlBQUEYPHgwAECr1WLMmDEICAjA2bNnsW7dOqxYsQKbN28W93P8+HFMnDgRMTExOHfuHKKiohAVFYULFy5IdWpERERkZGSCIAhSF9FSFRUV6Ny5M/7yl79g+fLlAICNGzdi6dKlyM7OhkKhAAAsWrQI+/btw+XLlwEAzz33HIqLi7F//35xX0OHDkX//v2xadOmZh1bq9VCrVZDo9HAycmpjc+MiIiI2kNLvr9N4srR73355Ze4e/cuXnrpJXFdYmIiRo4cKQYjAIiMjERKSgry8/PFNhEREQb7ioyMRGJiYqPH0ul00Gq1BgsRERGZL5MMR//+978RGRkJX19fcV12djY8PQ3nB6p9n52d3WSb2u0NiY2NhVqtFhc/P7+2Og0iIiIyQpKGo0WLFjXa0bp2qb0lVuvmzZv47rvvEBMT0yE1Ll68GBqNRlwyMjI65LhEREQkDUmH8s+bNw/R0dFNtgkODjZ4v23bNri6umL8+PEG6728vJCTk2Owrva9l5dXk21qtzdEqVRCqeQIMiIiIkshaThyd3eHu7t7s9sLgoBt27ZhypQpsLExnCgxLCwMS5cuRUVFhbgtPj4eISEhcHFxEdskJCRg9uzZ4ufi4+MRFhZ2/ydDREREZsGk+hwdPnwYqampePnll+tte/7556FQKBATE4OLFy9i9+7diIuLw9y5c8U2s2bNwrfffov169fj8uXLWLFiBc6cOYPXX3+9I0+DiIiIjJhJhaN///vfCA8PR2hoaL1tarUaBw8eRGpqKgYNGoR58+bhjTfewCuvvCK2CQ8Px86dO7F582b069cPn376Kfbt24fevXt35GkQERGRETPJeY6kxHmOiIiITI/Zz3NERERE1F4YjoiIiIjqYDgiIiIiqkPSofymqLaLFh8jQkREZDpqv7eb09Wa4aiFCgsLAYCPESEiIjJBhYWFUKvVTbbhaLUW0uv1yMzMhKOjI2QyWZvuW6vVws/PDxkZGRY5Es7Szx/gz4Dnb9nnD/BnYOnnD7Tfz0AQBBQWFsLHxwdyedO9injlqIXkcrnBA2/bg5OTk8X+RwHw/AH+DHj+ln3+AH8Gln7+QPv8DO51xagWO2QTERER1cFwRERERFQHw5ERUSqVePPNN6FUKqUuRRKWfv4AfwY8f8s+f4A/A0s/f8A4fgbskE1ERERUB68cEREREdXBcERERERUB8MRERERUR0MR0RERER1MBwZiX/84x8IDAyESqXCkCFDcOrUKalL6jCxsbF44IEH4OjoCA8PD0RFRSElJUXqsiSzevVqyGQyzJ49W+pSOtStW7fwwgsvwNXVFba2tujTpw/OnDkjdVkdoqqqCsuXL0dQUBBsbW3RpUsXrFq1qlnPgDJV//vf//DEE0/Ax8cHMpkM+/btM9guCALeeOMNeHt7w9bWFhEREbh69ao0xbaDps6/oqICCxcuRJ8+fWBvbw8fHx9MmTIFmZmZ0hXcxu7191/X9OnTIZPJ8P7773dYfQxHRmD37t2YO3cu3nzzTSQlJaFfv36IjIzE7du3pS6tQxw9ehQzZszAiRMnEB8fj4qKCowZMwbFxcVSl9bhTp8+jX/961/o27ev1KV0qPz8fAwbNgw2Njb45ptv8Msvv2D9+vVwcXGRurQOsWbNGmzcuBEbNmzApUuXsGbNGqxduxYffvih1KW1m+LiYvTr1w//+Mc/Gty+du1afPDBB9i0aRNOnjwJe3t7REZGoqysrIMrbR9NnX9JSQmSkpKwfPlyJCUl4bPPPkNKSgrGjx8vQaXt415//7U+//xznDhxAj4+Ph1UWQ2BJPfggw8KM2bMEN9XVVUJPj4+QmxsrIRVSef27dsCAOHo0aNSl9KhCgsLhW7dugnx8fHCqFGjhFmzZkldUodZuHChMHz4cKnLkMy4ceOEqVOnGqx76qmnhEmTJklUUccCIHz++efie71eL3h5eQnr1q0T1xUUFAhKpVL473//K0GF7ev359+QU6dOCQCE9PT0jimqAzV2/jdv3hQ6d+4sXLhwQQgICBDee++9DquJV44kVl5ejrNnzyIiIkJcJ5fLERERgcTERAkrk45GowEAdOrUSeJKOtaMGTMwbtw4g38LluLLL7/E4MGD8ac//QkeHh4YMGAA/u///k/qsjpMeHg4EhIScOXKFQDATz/9hGPHjuGxxx6TuDJppKamIjs72+C/BbVajSFDhlj070WZTAZnZ2epS+kQer0ekydPxvz589GrV68OPz4fPCux3NxcVFVVwdPT02C9p6cnLl++LFFV0tHr9Zg9ezaGDRuG3r17S11Oh9m1axeSkpJw+vRpqUuRxPXr17Fx40bMnTsXS5YswenTpzFz5kwoFAq8+OKLUpfX7hYtWgStVovQ0FBYWVmhqqoKb7/9NiZNmiR1aZLIzs4GgAZ/L9ZusyRlZWVYuHAhJk6caDEPo12zZg2sra0xc+ZMSY7PcERGZcaMGbhw4QKOHTsmdSkdJiMjA7NmzUJ8fDxUKpXU5UhCr9dj8ODBeOeddwAAAwYMwIULF7Bp0yaLCEeffPIJduzYgZ07d6JXr15ITk7G7Nmz4ePjYxHnT42rqKjAs88+C0EQsHHjRqnL6RBnz55FXFwckpKSIJPJJKmBt9Uk5ubmBisrK+Tk5Bisz8nJgZeXl0RVSeP111/H/v378f3338PX11fqcjrM2bNncfv2bQwcOBDW1tawtrbG0aNH8cEHH8Da2hpVVVVSl9juvL290bNnT4N1PXr0wI0bNySqqGPNnz8fixYtwoQJE9CnTx9MnjwZc+bMQWxsrNSlSaL2d5+l/16sDUbp6emIj4+3mKtGP/zwA27fvg1/f3/xd2J6ejrmzZuHwMDADqmB4UhiCoUCgwYNQkJCgrhOr9cjISEBYWFhElbWcQRBwOuvv47PP/8chw8fRlBQkNQldahHHnkEP//8M5KTk8Vl8ODBmDRpEpKTk2FlZSV1ie1u2LBh9aZvuHLlCgICAiSqqGOVlJRALjf8dWxlZQW9Xi9RRdIKCgqCl5eXwe9FrVaLkydPWszvxdpgdPXqVRw6dAiurq5Sl9RhJk+ejPPnzxv8TvTx8cH8+fPx3XffdUgNvK1mBObOnYsXX3wRgwcPxoMPPoj3338fxcXFeOmll6QurUPMmDEDO3fuxBdffAFHR0exT4FarYatra3E1bU/R0fHev2r7O3t4erqajH9rubMmYPw8HC88847ePbZZ3Hq1Cls3rwZmzdvlrq0DvHEE0/g7bffhr+/P3r16oVz587h3XffxdSpU6Uurd0UFRXh119/Fd+npqYiOTkZnTp1gr+/P2bPno2//e1v6NatG4KCgrB8+XL4+PggKipKuqLbUFPn7+3tjWeeeQZJSUnYv38/qqqqxN+LnTp1gkKhkKrsNnOvv//fh0EbGxt4eXkhJCSkYwrssHFx1KQPP/xQ8Pf3FxQKhfDggw8KJ06ckLqkDgOgwWXbtm1SlyYZSxvKLwiC8NVXXwm9e/cWlEqlEBoaKmzevFnqkjqMVqsVZs2aJfj7+wsqlUoIDg4Wli5dKuh0OqlLazfff/99g//dv/jii4IgVA/nX758ueDp6SkolUrhkUceEVJSUqQtug01df6pqamN/l78/vvvpS69Tdzr7//3Onoov0wQzHgKViIiIqIWYp8jIiIiojoYjoiIiIjqYDgiIiIiqoPhiIiIiKgOhiMiIiKiOhiOiIiIiOpgOCIiIiKqg+GIiIiIqA6GIyIyK9HR0Ub5iInAwEC8//77UpdBRM3AcEREHSY6OhoymazeMnbsWLFNYGAgZDIZdu3aVe/zvXr1gkwmw0cffdToMeLi4gy2jx49GrNnz27Ds2jaRx99BGdn53rrT58+jVdeeaXD6iCi1uODZ4moQ40dOxbbtm0zWKdUKg3e+/n5Ydu2bZgwYYK47sSJE8jOzoa9vX2T+1er1W1XbB3l5eX39cBPd3f3NqyGiNoTrxwRUYdSKpXw8vIyWFxcXAzaTJo0CUePHkVGRoa4buvWrZg0aRKsrZv+f7q6t9Wio6Nx9OhRxMXFiVep0tLSAAAXLlzAY489BgcHB3h6emLy5MnIzc0V9zN69Gi8/vrrmD17Ntzc3BAZGQkAePfdd9GnTx/Y29vDz88Pr732GoqKigAAR44cwUsvvQSNRiMeb8WKFQDq31a7ceMGnnzySTg4OMDJyQnPPvsscnJyxO0rVqxA//798fHHHyMwMBBqtRoTJkxAYWFhi37eRNRyDEdEZHQ8PT0RGRmJ7du3AwBKSkqwe/duTJ06tUX7iYuLQ1hYGKZNm4asrCxkZWXBz88PBQUFePjhhzFgwACcOXMG3377LXJycvDss88afH779u1QKBT48ccfsWnTJgCAXC7HBx98gIsXL2L79u04fPgwFixYAAAIDw/H+++/DycnJ/F4f/3rX+vVpdfr8eSTTyIvLw9Hjx5FfHw8rl+/jueee86g3bVr17Bv3z7s378f+/fvx9GjR7F69eoW/QyIqOV4W42IOtT+/fvh4OBgsG7JkiVYsmSJwbqpU6di3rx5WLp0KT799FN06dIF/fv3b9Gx1Go1FAoF7Ozs4OXlJa7fsGEDBgwYgHfeeUdct3XrVvj5+eHKlSvo3r07AKBbt25Yu3atwT7r9l8KDAzE3/72N0yfPh3//Oc/oVAooFarIZPJDI73ewkJCfj555+RmpoKPz8/AMB//vMf9OrVC6dPn8YDDzwAoDpEffTRR3B0dAQATJ48GQkJCXj77bdb9HMgopZhOCKiDvXQQw9h48aNBus6depUr924cePw6quv4n//+x+2bt3a4qtGTfnpp5/w/fff1wtpQPXVmtpwNGjQoHrbDx06hNjYWFy+fBlarRaVlZUoKytDSUkJ7OzsmnX8S5cuwc/PTwxGANCzZ084Ozvj0qVLYjgKDAwUgxEAeHt74/bt2y06VyJqOYYjIupQ9vb26Nq16z3bWVtbY/LkyXjzzTdx8uRJfP75521WQ1FREZ544gmsWbOm3jZvb2+DWutKS0vD448/jj//+c94++230alTJxw7dgwxMTEoLy9vdjhqLhsbG4P3MpkMer2+TY9BRPUxHBGR0Zo6dSr+/ve/47nnnqvXabu5FAoFqqqqDNYNHDgQe/fuRWBg4D07eNd19uxZ6PV6rF+/HnJ5dZfNTz755J7H+70ePXogIyMDGRkZ4tWjX375BQUFBejZs2ez6yGi9sEO2UTUoXQ6HbKzsw2WuqPE6urRowdyc3PrDf1vicDAQJw8eRJpaWnIzc2FXq/HjBkzkJeXh4kTJ+L06dO4du0avvvuO7z00ktNBpuuXbuioqICH374Ia5fv46PP/5Y7Khd93hFRUVISEhAbm4uSkpK6u0nIiICffr0waRJk5CUlIRTp05hypQpGDVqFAYPHtzqcyWitsFwREQd6ttvv4W3t7fBMnz48Ebbu7q6wtbWttXH++tf/worKyv07NkT7u7uuHHjBnx8fPDjjz+iqqoKY8aMQZ8+fTB79mw4OzuLV4Qa0q9fP7z77rtYs2YNevfujR07diA2NtagTXh4OKZPn47nnnsO7u7u9Tp0A9W3x7744gu4uLhg5MiRiIiIQHBwMHbv3t3q8ySitiMTBEGQuggiIiIiY8ErR0RERER1MBwRERER1cFwRERERFQHwxERERFRHQxHRERERHUwHBERERHVwXBEREREVAfDEREREVEdDEdEREREdTAcEREREdXBcERERERUx/8HRxUFuHGkWCwAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(model.traces)\n", "plt.ylabel('Log-likelihood')\n", "plt.xlabel('EM iteration')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0cc08eb7-bfae-4f0c-ae12-9b9c8b317536", "metadata": {}, "source": [ "Along this we can take a look at how the position of the events were updated, i.e. how the time parameters changed according to the evolution of the EM algorithm:" ] }, { "cell_type": "code", "execution_count": 26, "id": "71a1e8f1-222c-407d-9e6d-1b97bbc01842", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(model.time_pars_dev[:,0,:,1], label=['Interval '+str(x) for x in [1,2,3,4,5]])\n", "plt.ylabel(r'Gamma$_2$ scale')\n", "plt.xlabel('EM iteration')\n", "plt.legend(loc=1)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9427b390-96a1-463d-a0e1-b35f7e4ae625", "metadata": {}, "source": [ "Here we see that the the first EM iteration starts with the assumption that all events are equally spaced in the RT. Then for example the first interval progressively became shorter while the second one became longer. As we progress in the EM iteration the time distribution parameters get more stable. We can increase the tolerance but this, most of the time, wouldn't have much consequences except making the fit slower: " ] }, { "cell_type": "code", "execution_count": 27, "id": "97dee3d6-4b10-4c11-95c0-48bd6c58f53c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimating 4 events model with 1 starting point(s)\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAGwCAYAAAC6ty9tAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAfBBJREFUeJzt3XdgU2Xbx/HvSZt070ELtLSl7L0ERBBlKyBDHFQBRZThAFQEH5RtQQUVBzgBlYqKioKKQoWCyLLsqcwCpZRh90qT8/yRNjSU0Z20vT7ve54m59znPlcSS369z1JUVVURQgghhKgCNNYuQAghhBCirEiwEUIIIUSVIcFGCCGEEFWGBBshhBBCVBkSbIQQQghRZUiwEUIIIUSVIcFGCCGEEFWGvbULqEhGo5H4+Hjc3NxQFMXa5QghhBCiCFRVJTU1lZo1a6LR3HxMploFm/j4eIKCgqxdhhBCCCFK4MyZM9SuXfumbapVsHFzcwNMb4y7u7uVqxFCCCFEUaSkpBAUFGT+Hr+ZahVs8nc/ubu7S7ARQgghKpmiHEYiBw8LIYQQosqQYCOEEEKIKkOCjRBCCCGqjGp1jI0QQoiqyWAwoNfrrV2GKAWdTnfLU7mLwmaCzfTp05kxY4bFvAYNGnDkyBEAsrKyeP7551mxYgXZ2dn06tWLDz74gBo1alijXCGEEDZAVVUSEhJISkqydimilDQaDaGhoeh0ulL1YzPBBqBJkyasX7/e/Nze/mp5EyZM4Oeff+bbb7/Fw8ODp59+mkGDBrFlyxZrlCqEEMIG5Icaf39/nJ2d5eKrlVT+BXTPnz9PcHBwqT5Hmwo29vb2BAQEFJqfnJzMp59+SlRUFHfffTcAS5YsoVGjRmzbto0OHTpUdKlCCCGszGAwmEONj4+PtcsRpeTn50d8fDy5ublotdoS92NTBw//+++/1KxZk7CwMCIiIoiLiwMgNjYWvV5P9+7dzW0bNmxIcHAwW7duvWF/2dnZpKSkWExCCCGqhvxjapydna1ciSgL+bugDAZDqfqxmWDTvn17li5dytq1a1m0aBEnT56kc+fOpKamkpCQgE6nw9PT02KdGjVqkJCQcMM+IyMj8fDwME9yOwUhhKh6ZPdT1VBWn6PN7Irq06eP+XHz5s1p3749derU4ZtvvsHJyalEfU6ZMoWJEyean+dfklkIIYQQVZPNjNhcy9PTk/r163Ps2DECAgLIyckpdNT7hQsXrntMTj4HBwfz7RPkNgpCCCFE1WezwSYtLY3jx48TGBhImzZt0Gq1REdHm5cfPXqUuLg4OnbsaMUqhRBCiOpn6dKlhQ4PsRU2syvqhRdeoF+/ftSpU4f4+HimTZuGnZ0dDz/8MB4eHowcOZKJEyfi7e2Nu7s7zzzzDB07dpQzooQQlYaqqqioGFUjqqpixHj1sWrEiOmxqqqm9lz9ee28/P4s2uX1f+3yW9ZF0doVh0LRjpcoyXEV+X3rs/UYjAb0Bj12Brti91OEDZVhV1c7e/yxx0lOSua7H74r8vpaOy0rv1vJfQPuK7uiSsFgNB3gm2vMLbRMQcFOY8ecOXP4+eef2bNnDzqdrsKuNWQzwebs2bM8/PDDXL58GT8/P+644w62bduGn58fAG+99RYajYbBgwdbXKBPCCEAjKqRDH0G6fp0MnIzyNBnkJGb91yfQXqu6WeGPoMsQxa5xlz0Rj25xlyLKX+eXtUXmnejttcGlPzwcm2AEWUrUBfIS+EvoaaoaDJtdgdEISnZKaTp0zh65Wix1juXdq7Y61xLr9eX6lTqfAnpCRhV43XrcbR3pK5nXXJychgyZAgdO3bk008/LfU2i8pmgs2KFStuutzR0ZH333+f999/v4IqEkJYg96gJzEzkYT0BC6kXyAhI4GLGRdJ16ffMLRk5GaQmZtp7dIrTP5f/4qiXH2cPyKgYDHPGmcMleVI0c3a2GnsTK8x7/9UVSVbX7h9eYxIXctBW/L3esR9I6jfuD4Ojg589+V3aLVaHhjxAOMmjQOgZ+ueADw3/DkAagbV5PddvwPwx69/sOiNRRz/5zj+Af70f7A/T0540nyB26Z+TZn6+lT+jP6T7Zu3M3zMcH6I+oFRE0bx0GMPmWs4vO8wD3R/gN9if6NmUE2WLVrGqq9Wcfb0Wdw93enaqyvPv/o8zq5FP7U+/24CS5cuLdH7UlI2E2yEEFWf3qDnQsYFLmRcMAWXjAum8JL3OCE9gctZl0u1DTvFDmetM872zrhoXcw/nbRO5ueO9o7Ya+yxV+zR2mnRarTYK/ameRp703ONvcWUP+/an/aKPRqNBg0aNIoGRVHQKKbn+Y/zA8a18/OXmR8rBb6mFcvAIqc0F5aVlcXJkycJ9QrF0dGRjJxcGr/6m1VqOTSzF866on2lejp6QhY08W0CgIvWhTXfrGHixIn8veNvtm7dyogRIxjYYyA9evRgT+we/P39WbJkCb1790aj0eDn48fmzZuZ+vRU3nnnHTp37szx48d56qmn8HPyY9q0aebtffTmR0RGRvLJ+59gb2+PCy5s/GkjM1+YaW7z2c+f0alTJ7q3NF0vLtA1kMXvLSY0NJQTJ04wbtw4Ppv3mXlPyQ7XHWgUDY19GpfRO1h2JNgIIcrUpcxL7EncQ1xqnHnUpbihRafRUcOlBjWcaxDgEoCfsx/uOnec7J0swkp+gHHWXg0xDnYOEgJEpdO8eXNzGKlXrx7vvfce0dHR9OjRw3xIhqenp8WZwDNnzmTy5MmMGDECgLp16zJr1iwmTZrE9OnTze2GDh3K448/bn7+yCOPsGDBAs6cOUNwcDBGo5Gvv/6aqVOnmn93JkyYYG4fGhrK7NmzGT16NIsWLQKuBm1b/F2TYCOEKDGjauRk8kl2Je5iT+Iedl3Yxdm0szddJz+0BLgEUMP5angx/3SpgZeDl03+gylsm5PWjkMze1lt26XRvHlzi+eBgYEkJibedJ29e/eyZcsW5syZY55nMBjIysoiIyPDfEXmtm3bWqzXsmVLGjVqRFRUFJMnTyYmJobExESGDBlibrN+/XoiIyM5cuQIKSkp5ObmFurXVkmwEUIUWbYhmwOXDrA7cTe7E3ezJ3EPKTmWtypRUKjnVY/6XvUtA0veT08HTwktolwoilLk3UG25toDehVFwWi8+QHnaWlpzJgxg0GDBhVa5ujoaH7s4uJSaHlERIQ52ERFRdG7d2/z/bZOnTpF3759GTNmDHPmzMHb25s///yTkSNHkpOTI8FGCFF5Xcm6wp7EPabRmMRdHLp8CL1Rb9HG0c6R5n7Naenfklb+rWjh1wI3nZuVKhaiatJqtYXuodS6dWuOHj1KeHh4sfsbOnQoU6dOJTY2lpUrV7J48WLzstjYWIxGI/Pnz0ejMZ1t9s0335TuBVQgCTZCCMB0JsvplNPm0Zjdibs5lXKqUDtfJ19a+beipV9LWtdoTQPvBmg1pT99VAhxYyEhIURHR9OpUyccHBzw8vLi1VdfpW/fvgQHB3P//fej0WjYu3cvBw4cYPbs2bfs7/bbb2fkyJEYDAb69+9vXhYeHo5er+fdd9+lX79+bNmyxSL4FFVcXBxXrlwhLi4Og8HAnj17zP27uroWu7+ikmAjRDV3POk4UYejWB+3nitZVwotr+tRl5b+phDTyq8Vtd1qy64kISrY/PnzmThxIh9//DG1atXi1KlT9OrVizVr1jBz5kzmzZuHVqulYcOGPPHEE0XqMyIigrFjxzJs2DCLezK2aNGCBQsWMG/ePKZMmUKXLl2IjIxk2LBhxar51VdfZdmyZebnrVq1AmDDhg107dq1WH0Vh6IW9YIDVUBKSgoeHh4kJyfLfaNEtWZUjWw+u5nlh5ez9fxW83ydRkdT36a08m9lGpXxb4mHg4cVKxXixsyne4eGWhxTIiqnm32exfn+lhEbIaqRtJw0Vh1bRdSRKM6kngFAo2i4K+guHmzwIG1qtEFnp7NylUIIUXISbISoBk4ln+KrI1+x6tgqMnIzAHDTuTG43mAeavgQtVxrWblCIYQoGxJshKiiVFXlr/i/WH54OZvPbTbPD/MII6JRBH3D+uKste3TNoUQorgk2AhRxWToM/jp+E9EHYniZPJJwHRtmS61uxDRKIIOgR3k4F8hRJUlwUaIKuJM6hlWHFnBD//+QKo+FTDdg2Zg+EAebvgwwe7BVq5QCCHKnwQbISoxVVXZkbCD5YeXs/HMRvNdjOu41+Hhhg8zIHwALtrCVx0VQoiqSoKNEJVQrjGXH4/9yJeHv+RY0jHz/E41OxHRKIJOtTqhUTRWrFAIIaxDgo0QlczJ5JNM/XMq+y7tA8DJ3on+dfsztNFQwjzCrFydEEJYlwQbISoJo2rkqyNf8Xbs22QZsnDTuvFUi6cYWG8g7jq54KQQouIsXbqU8ePHk5SUZO1SCpGxaiEqgfi0eEb9Poq5O+aSZciiY2BHvr/ve4Y3GS6hRohKZsSIEQwYMKBY6yiKwqpVq8qlnvJw6tQpRo4cSWhoKE5OTtStW5dp06aRk5NT7tuWERshbJiqqqw6top5O+eRrk/Hyd6JiW0m8mCDB+WUbSFEsen1erTa8r9p7ZEjRzAajXz44YeEh4dz4MABRo0aRXp6Om+++Wa5bltGbISwURczLvLMH8/w6l+vkq5Pp6VfS1b2W8lDDR+SUCNEFdK1a1eeffZZJk2ahLe3NwEBAUyfPt28PCQkBICBAweiKIr5OcCPP/5I69atcXR0JCwsjBkzZpCbm2terigKixYton///ri4uDBr1ixq167NokWLLGrYvXs3Go2G06dPA7BgwQKaNWuGi4sLQUFBjB07lrS0tCK/pt69e7NkyRJ69uxJWFgY/fv354UXXuD7778v/htUTDJiI4QNWntqLbO3zSY5OxmtRsszrZ5hWONh2GnsrF2aELZLVUGfYZ1ta52hFH9wLFu2jIkTJ7J9+3a2bt3KiBEj6NSpEz169GDnzp34+/uzZMkSevfujZ2d6d+BzZs3M2zYMBYuXEjnzp05fvw4Tz75JADTpk0z9z19+nTmzp3L22+/jb29PZmZmURFRTFmzBhzm+XLl9OpUyfq1KkDgEajYeHChYSGhnLixAnGjh3LpEmT+OCDD0r8GpOTk/H29i7x+kUlwUYIG5KUlcRr21/j11O/AtDIuxFz7phDPa96Vq5MiEpAnwGv1bTOtl+OB13JrxnVvHlzcxipV68e7733HtHR0fTo0QM/Pz8APD09CQgIMK8zY8YMJk+ezPDhwwEICwtj1qxZTJo0ySLYDB06lMcee8z8PCIigvnz5xMXF0dwcDBGo5EVK1YwdepUc5vx48ebH4eEhDB79mxGjx5d4mBz7Ngx3n333XLfDQUSbISwGZvObmLaX9O4lHkJO8WOJ5o9wVPNn0JrV/77w4UQ1tW8eXOL54GBgSQmJt50nb1797JlyxbmzJljnmcwGMjKyiIjIwNnZ9O94Nq2bWuxXsuWLWnUqBFRUVFMnjyZmJgYEhMTGTJkiLnN+vXriYyM5MiRI6SkpJCbm1uo36I6d+4cvXv3ZsiQIYwaNapY65aEBBshrCxdn84bO9/gu3+/AyDUI5TX7niNpr5NrVyZEJWM1tk0cmKtbZdm9WsO6FUUBaPReNN10tLSmDFjBoMGDSq0zNHR0fzYxaXwSFJERIQ52ERFRdG7d298fHwA0xlNffv2ZcyYMcyZMwdvb2/+/PNPRo4cSU5OTrGCTXx8PHfddRe33347H330UZHXKw0JNkJY0c6Enbyy5RXOpZ1DQeGRxo/wbKtncbR3vPXKQghLilKq3UG2TKvVYjAYLOa1bt2ao0ePEh4eXuz+hg4dytSpU4mNjWXlypUsXrzYvCw2Nhaj0cj8+fPRaEznGH3zzTfF3sa5c+e46667aNOmDUuWLDH3Vd4k2AhhBVm5Wbyz6x2+PPwlALVcazGr0yzaBbSzcmVCCFsUEhJCdHQ0nTp1wsHBAS8vL1599VX69u1LcHAw999/PxqNhr1793LgwAFmz559y/5uv/12Ro4cicFgoH///uZl4eHh6PV63n33Xfr168eWLVssgk9RnDt3jq5du1KnTh3efPNNLl68aF5W8Dih8iCnewtRwQ5cOsADax4wh5rB9QbzXf/vJNQIIW5o/vz5rFu3jqCgIFq1agVAr169WLNmDb///jvt2rWjQ4cOvPXWW+Yzm24lIiKCvXv3MnDgQJycnMzzW7RowYIFC5g3bx5NmzZl+fLlREZGFqvedevWcezYMaKjo6lduzaBgYHmqbwpqqqq5b4VG5GSkoKHhwfJycm4u8vVWkXF0hv0LN63mE/3f4pBNeDn5MeM22fQuXZna5cmRKWUlZXFyZMnCQ0NtTimRFRON/s8i/P9LbuihKgAlzMv88wfz7D/0n4A+oT24X/t/4eHg4eVKxNCiKpFgo0Q5exMyhmeWv8UZ1LP4OHgwSsdXqFXSC9rlyWEEFWSBBshytGhy4cYs34MV7KuUMu1Fou7LybEI8TaZQkhRJUlwUaIcrI1fivjN4wnIzeDht4NWdR9Eb5OvtYuSwghqjQ5K0qIcvDLiV8YGz2WjNwM2ge0Z0mvJRJqhBCiAsiIjRBl7PODn/PG328A0CukF6/d8Ro6O52VqxJCiOpBgo0QZcSoGnk79m2WHFwCQESjCCa1m4RGkYFRIYSoKBJshCgDeqOeaVumsfrEagCea/0cI5uORFEUK1cmhBDVi83+KTl37lwURbG4dXrXrl1RFMViGj16tPWKFALI0GfwTPQzrD6xGjvFjlmdZvFEsyck1AghhBXYZLDZuXMnH374YaHbuAOMGjWK8+fPm6fXX3/dChUKYXIl6wojfxvJlvgtONk7sfDuhQwIH2DtsoQQolwtXboUT09Pa5dxXTYXbNLS0oiIiODjjz/Gy8ur0HJnZ2cCAgLMk9waQVjL2dSzDPt1GAcuH8DTwZNPen5Cl9pdrF2WEMLGjRgxggEDBhRrHUVRWLVqVbnUU1769+9PcHAwjo6OBAYG8uijjxIfH1/u27W5YDNu3Djuvfdeunfvft3ly5cvx9fXl6ZNmzJlyhQyMjJu2Fd2djYpKSkWkxBl4ciVIzz666OcTjlNTZeafN7nc5r7FR5hFEIIW6LX6ytsW3fddRfffPMNR48e5bvvvuP48ePcf//95b5dmwo2K1asYNeuXTe8i+jQoUP58ssv2bBhA1OmTOGLL77gkUceuWF/kZGReHh4mKegoKDyKl1UI9vPb2fE2hFcyrxEfa/6fHHPF4R6hFq7LCFEJdW1a1eeffZZJk2ahLe3NwEBAUyfPt28PCQkBICBAweiKIr5OcCPP/5I69atcXR0JCwsjBkzZpCbm2terigKixYton///ri4uDBr1ixq167NokWLLGrYvXs3Go2G06dPA7BgwQKaNWuGi4sLQUFBjB07lrS0tGK9rgkTJtChQwfq1KnD7bffzuTJk9m2bVu5hyubOSvqzJkzPPfcc6xbt+6Gd2l98sknzY+bNWtGYGAg3bp14/jx49StW7dQ+ylTpjBx4kTz85SUFAk3olTWnlrLy5tfRm/U0y6gHe/c9Q5uOjdrlyWEAFRVJTM30yrbdrJ3KtUJA8uWLWPixIls376drVu3MmLECDp16kSPHj3YuXMn/v7+LFmyhN69e2NnZwfA5s2bGTZsGAsXLqRz584cP37c/D05bdo0c9/Tp09n7ty5vP3229jb25OZmUlUVBRjxowxt1m+fDmdOnWiTp06AGg0GhYuXEhoaCgnTpxg7NixTJo0iQ8++KBEr+/KlSssX76c22+/Ha1WW9K3qUhsJtjExsaSmJhI69atzfMMBgObNm3ivffeIzs72/xh5mvfvj0Ax44du26wcXBwwMHBoXwLF9XG8sPLmbdjHioqPer0ILJzJA528t+XELYiMzeT9lHtrbLt7UO346x1LvH6zZs3N4eRevXq8d577xEdHU2PHj3w8/MDwNPTk4CAAPM6M2bMYPLkyQwfPhyAsLAwZs2axaRJkyyCzdChQ3nsscfMzyMiIpg/fz5xcXEEBwdjNBpZsWIFU6dONbcpeEZySEgIs2fPZvTo0cUONi+99BLvvfceGRkZdOjQgTVr1hRr/ZKwmV1R3bp1Y//+/ezZs8c8tW3bloiICPbs2VMo1ADs2bMHgMDAwAquVlQnqqryduzbzN0xFxWVhxo8xBtd3pBQI4QoM9eeBRwYGEhiYuJN19m7dy8zZ87E1dXVPOWfOVzw+NO2bdtarNeyZUsaNWpEVFQUADExMSQmJjJkyBBzm/Xr19OtWzdq1aqFm5sbjz76KJcvX77pca3X8+KLL7J7925+//137OzsGDZsGKqqFquP4rKZERs3NzeaNm1qMc/FxQUfHx+aNm3K8ePHiYqK4p577sHHx4d9+/YxYcIEunTpct3TwoUoC3qjnul/Teen4z8B8GyrZ+UaNULYKCd7J7YP3W61bZfGtbtnFEXBaDTedJ20tDRmzJjBoEGDCi0reEiHi4tLoeURERFERUUxefJkoqKi6N27Nz4+PgCcOnWKvn37MmbMGObMmYO3tzd//vknI0eOJCcnB2fnoo9M+fr64uvrS/369WnUqBFBQUFs27aNjh07FrmP4rKZYHMrOp2O9evX8/bbb5Oenk5QUBCDBw+2GDoToixl6DN4IeYFNp/bjJ1ix7SO0xhYb6C1yxJC3ICiKKXaHWTLtFotBoPBYl7r1q05evQo4eHhxe5v6NChTJ06ldjYWFauXMnixYvNy2JjYzEajcyfPx+NxrRj55tvvindCwBzUMvOzi51Xzdj08Fm48aN5sdBQUHExMRYrxhRrWToMxgbPZbYC7E42jny5p1vcmfQndYuSwhRTYWEhBAdHU2nTp1wcHDAy8uLV199lb59+xIcHMz999+PRqNh7969HDhwgNmzZ9+yv9tvv52RI0diMBjo37+/eVl4eDh6vZ53332Xfv36sWXLFovgUxTbt29n586d3HHHHXh5eXH8+HFeeeUV6tatW66jNWBDx9gIYSsy9BmMWT+G2AuxuGpd+bjnxxJqhBBWNX/+fNatW0dQUBCtWrUCoFevXqxZs4bff/+ddu3a0aFDB9566y3zmU23EhERwd69exk4cCBOTld3pbVo0YIFCxYwb948mjZtyvLly294GZYbcXZ25vvvv6dbt240aNCAkSNH0rx5c2JiYsr9pB5FLe+jeGxISkoKHh4eJCcnyxWLxXXlh5pdibtw07rxYY8PaebXzNplCSGuIysri5MnTxIaGnrDy4SIyuNmn2dxvr9lxEaIPBJqhBCi8rPpY2yEqCjp+nTGrh9rDjUf9fyIpr5Nb72iEEIImyLBRlR76fp0xqwfw+7E3RJqhBCikpNgI6q1a0PNxz0/polvE2uXJYQQooQk2IhqyyLU6Nz4uIeEGiGEqOwk2IhqKS0njTHrx7Dn4h5TqOn5MU18JNQIIURlJ2dFiWpHQo0QQlRdEmxEtZKWk8bo9aPZc3EP7jp3CTVCCFHFyK4oUW3kh5q9F/eaQ01jn8bWLksIIUQZkhEbUS2k5aTx1PqnJNQIIUQZWLp0KZ6entYu47ok2IgqLzUnlafWP8W+i/sk1AghrG7EiBEMGDCgWOsoisKqVavKpZ7ylp2dTcuWLVEUhT179pT79iTYiCotNSeV0etGs+/iPjwcPPik5ycSaoQQ1ZZer6/wbU6aNImaNWtW2PYk2IgqyxxqLplCzcc9PqaRTyNrlyWEEBa6du3Ks88+y6RJk/D29iYgIIDp06ebl4eEhAAwcOBAFEUxPwf48ccfad26NY6OjoSFhTFjxgxyc3PNyxVFYdGiRfTv3x8XFxdmzZpF7dq1WbRokUUNu3fvRqPRcPr0aQAWLFhAs2bNcHFxISgoiLFjx5KWllbs1/brr7/y+++/8+abbxZ73ZKSg4dFlXRtqPmk5yc09G5o7bKEEOVIVVXUzEyrbFtxckJRlBKvv2zZMiZOnMj27dvZunUrI0aMoFOnTvTo0YOdO3fi7+/PkiVL6N27N3Z2dgBs3ryZYcOGsXDhQjp37szx48d58sknAZg2bZq57+nTpzN37lzefvtt7O3tyczMJCoqijFjxpjbLF++nE6dOlGnTh0ANBoNCxcuJDQ0lBMnTjB27FgmTZrEBx98UOTXdOHCBUaNGsWqVatwdnYu8XtTXBJsRJWTmpPKU+ueYv+l/RJqhKhG1MxMjrZuY5VtN9gVi1KKL+/mzZubw0i9evV47733iI6OpkePHvj5+QHg6elJQECAeZ0ZM2YwefJkhg8fDkBYWBizZs1i0qRJFsFm6NChPPbYY+bnERERzJ8/n7i4OIKDgzEajaxYsYKpU6ea24wfP978OCQkhNmzZzN69OgiBxtVVRkxYgSjR4+mbdu2nDp1qtjvSUnJrihRpaTkpFiEmk97fiqhRghh85o3b27xPDAwkMTExJuus3fvXmbOnImrq6t5GjVqFOfPnycjI8Pcrm3bthbrtWzZkkaNGhEVFQVATEwMiYmJDBkyxNxm/fr1dOvWjVq1auHm5sajjz7K5cuXLfq9mXfffZfU1FSmTJlSpPZlSUZsRJWRnJ3M6HWjOXD5AJ4OnnzS8xMaeDewdllCiAqiODnRYFes1bZdGlqt1rI/RcFoNN50nbS0NGbMmMGgQYMKLXN0dDQ/dnFxKbQ8IiKCqKgoJk+eTFRUFL1798bHxweAU6dO0bdvX8aMGcOcOXPw9vbmzz//ZOTIkeTk5BRpt9Iff/zB1q1bcXBwsJjftm1bIiIiWLZs2S37KCkJNqJKSMpK4sl1T3L4ymEJNUJUU4qilGp3kC3TarUYDAaLea1bt+bo0aOEh4cXu7+hQ4cydepUYmNjWblyJYsXLzYvi42NxWg0Mn/+fDQa046db775plj9L1y4kNmzZ5ufx8fH06tXL77++mvat29f7HqLQ4KNqPQuZ15m1LpR/Pvfv3g7evNxz4+p71Xf2mUJIUSZCQkJITo6mk6dOuHg4ICXlxevvvoqffv2JTg4mPvvvx+NRsPevXs5cOCARai4UX+33347I0eOxGAw0L9/f/Oy8PBw9Ho97777Lv369WPLli0WwacogoODLZ67uroCULduXWrXrl2svopLjrERlVpiRiKP/fYY//73L35OfizptURCjRCiypk/fz7r1q0jKCiIVq1aAdCrVy/WrFnD77//Trt27ejQoQNvvfWW+cymW4mIiGDv3r0MHDgQpwK70lq0aMGCBQuYN28eTZs2Zfny5URGRpbL6yoPiqqqqrWLqCgpKSl4eHiQnJyMu7u7tcsRpZSQnsDI30YSlxpHDecafNrrU+q4F+0XWghR+WVlZXHy5ElCQ0MtjikRldPNPs/ifH/LrihRKZ1NPcsTvz/BubRz1HKtxSc9P6G2W/kObwohhLB9EmxEpXM65TRP/P4ECekJBLsF82mvTwlwCbj1ikIIIao8CTaiUjmRdIInfn+Ci5kXCfUI5ZOen+Dv7G/tsoQQQtgIOXhYVBr//PcPj/32GBczLxLuGc5nvT6TUCOEEMKCBBtRKRy6fIjHf3ucK1lXaOTdiM96fYavk6+1yxJCCGFjJNgIm7f/4n6e+P0JkrOTaebbjI97foyXo5e1yxJCCGGDJNgIm7Y7cTej1o0iNSeVVv6t+KjHR3g4eFi7LCGEEDZKgo2wWTvO7+CpdU+Rrk+nXUA7FndfjKvO1dplCSGEsGESbIRN+uvcX4yNHktmbiYdAzvyfrf3cdZWzXvACCGEKDsSbITNiTkTw9N/PE22IZsutbvwbrd3cbIv3Z1zhRBClJ2lS5fi6elp7TKuS4KNsCnRp6MZv3E8eqOebsHdeLvr2zjYOdx6RSGEqCRGjBjBgAEDirWOoiisWrWqXOopLyEhIaY7rheY5s6dW+7blQv0CZux9uRaJm+ejEE10DukN691fg2tRmvtsoQQosrQ6/VotRX37+rMmTMZNWqU+bmbm1u5b1NGbIRN+On4T7y0+SUMqoH+dfszt/NcCTVCiGqha9euPPvss0yaNAlvb28CAgKYPn26eXlISAgAAwcORFEU83OAH3/8kdatW+Po6EhYWBgzZswgNzfXvFxRFBYtWkT//v1xcXFh1qxZ1K5dm0WLFlnUsHv3bjQaDadPnwZgwYIFNGvWDBcXF4KCghg7dixpaWnFfm1ubm4EBASYJxcXl2L3UVw2G2zmzp2LoiiMHz/ePC8rK4tx48bh4+ODq6srgwcP5sKFC9YrUpSJ7/75jql/TsWoGhlcbzCzOs3CTmNn7bKEEJWMqqrosw1WmVRVLVXty5Ytw8XFhe3bt/P6668zc+ZM1q1bB8DOnTsBWLJkCefPnzc/37x5M8OGDeO5557j0KFDfPjhhyxdupQ5c+ZY9D19+nQGDhzI/v37eeKJJ3j44YeJioqyaLN8+XI6depEnTp1ANBoNCxcuJCDBw+ybNky/vjjDyZNmlTs1zV37lx8fHxo1aoVb7zxhkXoKi82uStq586dfPjhhzRv3txi/oQJE/j555/59ttv8fDw4Omnn2bQoEFs2bLFSpWK0vr6yNfM3j4bgIcaPMSU9lPQKDabt4UQNiw3x8hHz8VYZdtPvnMnWoeS/0HWvHlzpk2bBkC9evV47733iI6OpkePHvj5+QHg6elJQMDVG/7OmDGDyZMnM3z4cADCwsKYNWsWkyZNMvcFMHToUB577DHz84iICObPn09cXBzBwcEYjUZWrFjB1KlTzW0KDiqEhIQwe/ZsRo8ezQcffFDk1/Tss8/SunVrvL29+euvv5gyZQrnz59nwYIFxXtzisnmgk1aWhoRERF8/PHHzJ492zw/OTmZTz/9lKioKO6++27AlF4bNWrEtm3b6NChg7VKFiX00/GfzKFmWONhvND2BRRFsXJVQghR8a79Qz4wMJDExMSbrrN37162bNliMUJjMBjIysoiIyMDZ2fTJTLatm1rsV7Lli1p1KgRUVFRTJ48mZiYGBITExkyZIi5zfr164mMjOTIkSOkpKSQm5tbqN9bmThxosXr0+l0PPXUU0RGRuLgUH4nhdhcsBk3bhz33nsv3bt3twg2sbGx6PV6unfvbp7XsGFDgoOD2bp163WDTXZ2NtnZ2ebnKSkp5Vu8KLLo09G8uuVVACIaRUioEUKUmr1Ow5Pv3Gm1bZfGtQf0KoqC0Wi86TppaWnMmDGDQYMGFVrm6Ohofny941oiIiLMwSYqKorevXvj4+MDwKlTp+jbty9jxoxhzpw5eHt78+effzJy5EhycnKKHGyu1b59e3Jzczl16hQNGjQoUR9FYVPBZsWKFezatcu8/7CghIQEdDpdofPma9SoQUJCwnX7i4yMZMaMGeVRqiiFv+L/4sVNL2JQDdxX9z4mtZskoUYIUWqKopRqd5At02q1GAwGi3mtW7fm6NGjhIeHF7u/oUOHMnXqVGJjY1m5ciWLFy82L4uNjcVoNDJ//nw0GlNg++abb0r3AoA9e/ag0Wjw9/cvdV83YzPB5syZMzz33HOsW7fOImmWxpQpUyyGwlJSUggKCiqTvkXJ7Encw/gNpuvU9KjTg+m3T5djaoQQ4hZCQkKIjo6mU6dOODg44OXlxauvvkrfvn0JDg7m/vvvR6PRsHfvXg4cOGCxx+NG/d1+++2MHDkSg8FA//79zcvCw8PR6/W8++679OvXjy1btlgEn6LYunUr27dv56677sLNzY2tW7cyYcIEHnnkEby8yvcmxjbzjRIbG0tiYiKtW7fG3t4ee3t7YmJiWLhwIfb29tSoUYOcnBySkpIs1rtw4YLFwVQFOTg44O7ubjEJ6zl65aj5Ngm317yduZ3nYq+xmWwthBA2a/78+axbt46goCBatWoFQK9evVizZg2///477dq1o0OHDrz11lvmM5tuJSIigr179zJw4ECcnK5e3b1FixYsWLCAefPm0bRpU5YvX05kZGSx6nVwcGDFihXceeedNGnShDlz5jBhwgQ++uijYvVTEopa2nPUykhqaqr5/Pl8jz32GA0bNuSll14iKCgIPz8/vvrqKwYPHgzA0aNHadiw4Q2PsblWSkoKHh4eJCcnS8ipYKeSTzF87XCuZF2hlX8rFndfLPd+EkKUSlZWFidPniQ0NLTMRvqF9dzs8yzO97fN/Lns5uZG06ZNLea5uLjg4+Njnj9y5EgmTpyIt7c37u7uPPPMM3Ts2FHOiLJx59POM2rdKK5kXaGhd0Pe6/aehBohhBDlwmaCTVG89dZbaDQaBg8eTHZ2Nr169SrWOfWi4l3KvMSodaNISE8gxD2Exd0X466T0TIhhBDlw2Z2RVUE2RVVsZKzkxn520iO/neUQJdAPu/zOQEu1z8eSgghikt2RVUtZbUrymYOHhZVS4Y+g3HR4zj631F8HH34uOfHEmqEEEKUOwk2osxlG7J5bsNz7L24FzedGx/2+JA67kU7Sl8IIYqrGu14qNLK6nOUYCPKVK4xl0kxk9h2fhtO9k4s6r6IBt7ld4VJIUT1lX+13oyMDCtXIspCTk4OAHZ2pbvIYqU6eFjYNqNq5NUtr/LHmT/QarQsvHshLfxaWLssIUQVZWdnh6enp/meSs7OznIV80rKaDRy8eJFnJ2dsbcvXTSRYCPKhKqqRG6PZPWJ1dgpdrx555t0CJTT8IUQ5Sv/Aq23umGksH0ajYbg4OBSh1MJNqJMvLv7XVYcXYGCwuw7ZnN38N3WLkkIUQ0oikJgYCD+/v7o9XprlyNKQafTme9NVRoSbESpLTmwhI/3fwzAy+1fpm9YXytXJISobuzs7Ep9bIaoGuTgYVEq3/7zLQtiFwDwXOvneKjhQ1auSAghRHUmwUaU2C8nfmHW1lkAPN70cZ5o9oSVKxJCCFHdSbARJRJzJob//fk/VFQebPAg41uPt3ZJQgghhBxjI4pvZ8JOJm6cSK6ayz2h9/By+5ete4plxhVIPAwXD8PFo5CbDToX0DqbfpofO4PO9epjrYvlcnsHkFNFhRCiUpNgI4rl2H/HeDr6aXKMOXQN6srsO2ajUSpo4C8rGRKPQOIhuHgkL8wcgbQLZdO/YndNCHIBBw8IaAq12kLttuAVIuFHCCFsmAQbUWRG1ciMrTPIyM2gbY22vHnnm2g12rLfUHaqaeQlP7gkHjIFmtT4G6/jGQx+jcC/IejcQJ8OOemQk3GLxxlgyDb1oRogO8U0FXT6z6uPnX3yQk47qN0GarUBR4+yfw+EEEKUiAQbUWSrjq1iz8U9ONk7Edk5Egc7h9J3mpYIx6ILjMIcgeS4G7d3rwV+DcG/kWnyawR+DcDBteQ1GHKvhhx9BuSkXQ0+6Zcgfjec/RsS9kHGZfj3N9OUz7eBaTSndltT6PFvDHbyqyWEENYg//qKIvkv6z/zad3jWo4r/Z26Uy/AXwth56eQm1l4uWuN6wcYJ8/Sbfd67OzBzuPGIy8t8k5hz82GhP1wdqcp6Jz7G/47BZeOmqY9y03ttM5Qs5VpNKd23uiOe82yr1sIIUQhEmxEkbwV+xbJ2cnU86rH0EZDS97R9QJNQDMIan81wPg3Amfvsim8LNk7XB2ZyZd2Ec7FmsLOub/h3C7TrqzTW0xTPreapvWC2kNoF6jRFMrgCptCCCEsKWo1ut97SkoKHh4eJCcn4+7ubu1yKo1dF3YxfO1wAD7v8zmt/FsVv5PrBZpabeGuKVC3W9U5INdohEv/mELO2Z1wNhYSD4JqtGzn5A2hnSH0TtPkU7fqvAdCCFHGivP9LSM24qb0Rj2ztpkuwjeo3qDih5rqEmjyaTSmA5j9G0KrR0zzstPg/B5T0Dn9l2nKvAKHfjRNYDp2KLSLKeSE3Sm7roQQooRkxEbc1JIDS1gQuwBPB09WD1iNp6Nn0VasboGmOAx60y6rkzFwIgbO7gBDjmUbn/C80ZwupskWd80JIUQFKc73twQbcUPn085z34/3kZmbyczbZzKw3sBbrySBpvhyMuDMNji5yRR0zu+5ZteVYjoOKbQLhHWF4I6lOwtMCCEqGdkVJcrE3B1zyczNpLV/a+4Lv+/mjSXQlJzOGerebZoAMpNMBx6fiDGFnYuHTaeaJ+yDre+Bxt703obdaTrjKqAZuJXyLDUhhKgiJNiI64o5E8MfZ/7AXrFnaoepN766sASasufkCQ3vNU1geo9PbjLtujoZA0lxphGeM9uuruPibwo4gc0hIG/yDpMzr4QQ1Y4EG1FIZm4mkTsiAXi08aPU86pXuJEEmorjVgOaDzFNAFdOmoLOqT/h/F64/C+kJ8LxaNOUT+tiuh1EQPOroce/sem0dSGEqKIk2IhCPtr3EefSzhHgEsDoFqMtF+oz4Y/ZEmisyTvUNLUxnYJPTrrp9hPn95ouIJiwDy4cNF05+cx205RPY2+6UnJgXtgJaG4KP05e1nktQghRxkocbDZv3syHH37I8ePHWblyJbVq1eKLL74gNDSUO+64oyxrFBXoRNIJlh5cCsDk2ybjrHW+ulBVYdVYOPi96bkEGtugcyl84UBDLlw+dvXYnPN5PzP/M11XJ/Eg7P3qanvPYPBvAu6Bpqs+u9YwHbeT/9PFX24TIYSoFEr0L9V3333Ho48+SkREBLt37yY723QTweTkZF577TV++eWXMi1SVAxVVZm9fTa5xlzurH0ndwfdbdlgy9umUKOxh/uXQKN+EmhslZ391evpNH/ANE9VIeWcaVQnP+gk7DMds5M/3ZACLr7gGmDaNXazn1rHCnmJQghxPSU63btVq1ZMmDCBYcOG4ebmxt69ewkLC2P37t306dOHhISE8qi11OR075tbfXw1L//5Mo52jqwasIparrWuLvx3HSwfAqhw73xo94TV6hRlLDPJFHYu/QNpFyA1ocDPRNNj1VD0/hw9TCM9Tl5g72i6d5Y2/6dTgXlOBSbna+YXbJ/3XGMPih0oGtDk/ZRgLUS1UO6nex89epQuXboUmu/h4UFSUlJJuhRWlpydzJt/vwnAUy2esgw1l47BypGACq2HQ9uR1ilSlA8nz7zbO3S+/nKj0XRX87QE00HjaQnXhJ8CP3OzICvZNFUERZM32eWFnfzgU3Be/mPN1eUWoahAOLp2nkVwusk8C9f8rVjob8diLLdYdrP1irjOdbdX2nbXaVaa/oq0XhG3WRo2fYk3W64NqNEEHv3BapsvUbAJCAjg2LFjhISEWMz/888/CQsLK4u6RAVbuGshV7KuEOYRxvDGw68uyEqBFUMhO9l0A8d73pS/kqsbjQZc/UxTQLMbt1NVU6DJDzrZqaaDzfUZpsCjz8h7XmDKzbzaRl+gzbXtb/QPuWrMu5hhLhRjUEkIUY6sfF2tEgWbUaNG8dxzz/HZZ5+hKArx8fFs3bqVF154gVdeeaWsaxTlbP/F/Xz7z7cATO0wFa2d1rTAaITvn4RLR013p37gC7DXWbFSYdMUxTT64+QJfg3Krl9Vhdxs0+4w1QjGa36qhrzH+fMLzrv2cYH1TJ1bbqfgvOuNfNxo3nXD/nXmlajd9UaUbrWsiOuUxfIiLbrZOkX5Q6mIf0wV+Y+usu6vKijD16p1Kru+SqBEwWby5MkYjUa6detGRkYGXbp0wcHBgRdeeIFnnnmmrGsU5SjXmMusbbNQUekX1o92Ae2uLtz4GvzzK9g5wENfmg4OFaKiKYockCyEKLJS3SsqJyeHY8eOkZaWRuPGjXF1te3718jBw4UtP7ycuTvm4qZzY/WA1fg4+ZgWHPoRvhlmejxgMbR82HpFCiGEqNYq7F5ROp2Oxo0bl6YLYUWJGYm8u/tdAMa3Hn811Fw4CD+MMT3uMFZCjRBCiEqjyMFm4sSJRe50wYIFJSpGVKw3dr5Buj6d5r7Nub/+/aaZGVfgq4dNV60NvRN6zLJukUIIIUQxFDnY7N69u0jtlGp1sFXl9de5v1h7ai0aRXP1JpeGXPh2BCSdBs86MGSpXG1WCCFEpVLkb60NGzaUZx2iAmUbspmzfQ4AQxsOpZFPI9OCda+a7h6tdYGHvwJnbytWKYQQQhSfxtoFiIr36f5PiUuNw9/Jn3Etx5lm7vkKtr1vejxwkekCS0IIIUQlU6pgc+jQIdauXctPP/1kMZXEokWLaN68Oe7u7ri7u9OxY0d+/fVX8/KuXbuiKIrFNHr06Jv0KK7ndMppPtn/CQAv3vYirjpXOBsLq58zNejyIjS+z4oVCiGEECVXogMoTpw4wcCBA9m/fz+KopB/xnj+8TUGQ/EvAVq7dm3mzp1LvXr1UFWVZcuWcd9997F7926aNDGNHowaNYqZM2ea13F2dr5Rd+I6VFVlzrY56I16bq95O73q9DJdIv/rR8CQDfX7QNeXrV2mEEIIUWIlGrF57rnnCA0NJTExEWdnZw4ePMimTZto27YtGzduLFEh/fr145577qFevXrUr1+fOXPm4OrqyrZt28xtnJ2dCQgIME+3Opc9OzublJQUi6k6++3Ub2w9vxWdRsf/2v8PxZAD3zwKqfHgWx8GfWS6fL4QQghRSZXoW2zr1q3MnDkTX19fNBoNGo2GO+64g8jISJ599tlSF2UwGFixYgXp6el07NjRPH/58uX4+vrStGlTpkyZQkZGxk37iYyMxMPDwzwFBQWVurbKKi0njdd3vg7AE82eINgtCH55Ec5sBwcPeOgrcJSLFgohhKjcSrQrymAw4ObmBoCvry/x8fE0aNCAOnXqcPTo0RIXs3//fjp27EhWVhaurq788MMP5gsADh06lDp16lCzZk327dvHSy+9xNGjR/n+++9v2N+UKVMsrr+TkpJSbcPNe3ve42LmRYLdgnm82ePw96ewaxmgwP2fgW+4tUsUQgghSq1EwaZp06bs3buX0NBQ2rdvz+uvv45Op+Ojjz4q1d29GzRowJ49e0hOTmblypUMHz6cmJgYGjduzJNPPmlu16xZMwIDA+nWrRvHjx+nbt261+3PwcEBBweHEtdTVRy6fIivjnwFwP86/A+HM3/Dry+ZFnafBvW6W7E6IYQQouyUKNhMnTqV9PR0AGbOnEnfvn3p3LkzPj4+fP311yUuRqfTER5uGjlo06YNO3fu5J133uHDDz8s1LZ9+/YAHDt27IbBRoBRNTJn2xyMqpHeIb253TkIvuwKxlxoOhg6jbd2iUIIIUSZKVGw6dWrl/lxeHg4R44c4cqVK3h5eZXplYeNRiPZ2dnXXbZnzx4AAgMDy2x7VdEvJ39h36V9ONs782KLp2HFUMi4BAHNoP97pjsnCyGEEFVEiYJNZGQkNWrU4PHHHzfP8/b25rPPPuPixYu89NJLxe5zypQp9OnTh+DgYFJTU4mKimLjxo389ttvHD9+nKioKO655x58fHzYt28fEyZMoEuXLjRv3rwkL6FayMrN4p1d7wDwRLOR+K+fCQn7wNkHHooCnZwuL4QQomop0VlRH374IQ0bNiw0v0mTJixevLhEhSQmJjJs2DAaNGhAt27d2LlzJ7/99hs9evRAp9Oxfv16evbsScOGDXn++ecZPHgwq1evLtG2qosvD39JQnoCAS4BPJqcCgdWgsYeHvgcPIOL3Z+qqqRv30HCa6+RvnVrOVQshBBClI6i5l9drxgcHR05fPgwoaGhFvNPnDhB48aNycrKKrMCy1JKSgoeHh4kJyff8ho4ld3lzMvc+8O9pOvTea1eBP3WzQPVCPe8CbeNKlZfuRcvkrRqFUkrV6I/HWee7z3ycfyfew5Fpyvr8oUQQgiz4nx/l2hXVFBQEFu2bCkUbLZs2ULNmjVL0qUoYx/s+YB0fTpNvBpw7+bFplDT6lFo90SR1lcNBtL//JOklStJ3bARcnMB0Dg749iiORlbt3Hl08/I2LGTWvPfRBdc/BEgIYQQoqyVKNiMGjWK8ePHo9frufvuuwGIjo5m0qRJPP/882VaoCi+40nHWfnvSgBeyABN5n+mg4XvnX/Lg4X1586R9N33JH3/PbkJCeb5Ti1b4jnkftx790bj4kLKunWcn/oKWfv3c3LgIAKmT8OjX79yfV1CCCHErZQo2Lz44otcvnyZsWPHkpOTA5h2T7300ktMmTKlTAsUxTf/7/kYVSN3ezWh7a5fQbEznQFlf/1r+qg5OaRu2EjSt9+SvmUL5O2dtPPwwGPAfXgMHoxj/foW67j36IFTkyacmzSJzL9jiX9xEul/bqHGK69g5+pS7q9RCCGEuJ4SHWOTLy0tjcOHD+Pk5ES9evVs/mJ41eEYm63xW3ly3ZPYK3b8cDmbkOR46PQc9JhZqG32iZMkfbeS5FU/Yrh82TzfuUMHPIfcj1v37mhu8ZmqublcWvwhlz74AIxGdHXqUHP+fJyaNinz1yaEEKJ6Ks73d6mCTWVT1YONwWjggTUP8M9//xDhGMTkw1vAOwzG/AVaJwCMWVmk/v47Sd98S8bff5vXtfPzxXPgIDwHD0JXp06xt53x99+ce3ESuefPg1aL/8SJeA8fhiI31RRCCFFK5X7wcGZmJqqq4uxsug7K6dOn+eGHH2jUqJHFxftExfrp+E/8898/uNk7M/po3unY/RaC1omsI0dI+nYlyatXY8y/y7lGg2vnzng+MATXLl1QtNoSb9u5bVvCfvie86+8Quq69STOm0f6X39Rc24k9j4+ZfDqhBBCiFsrUbC57777GDRoEKNHjyYpKYnbbrsNnU7HpUuXWLBgAWPGjCnrOsUtZOgzeHf3uwA8lZaNp9EIrYej1mrP2TFjSduwwdxWW7MmHvcPxnPQILQBAWVWg52nJ7UWLiTp66+5EDmX9M2bOXHfAGrOm4trp05lth0hhBDiRkq0n2DXrl107twZgJUrVxIQEMDp06f5/PPPWbhwYZkWKIpm6cGlXMy8SG07Fx4+fxJcA1C7zyBh1ixTqNFqcevdm6BPPqHu+nX4jR1bpqEmn6IoeD30ECHffoNDvXAMly5xZuQTJL75JqpeX+bbE0IIIQoqUbDJyMjAzc0NgN9//51Bgwah0Wjo0KEDp0+fLtMCxa0lZiSy9OBSAMafj0MHcO98/lv1K0nfrgSNhqAP3qf222/hekenCjnuxbF+fUK++QbPhx4E4PInn3Iq4hFy4uJusaYQQghRciX6hgsPD2fVqlWcOXOG3377jZ49ewKm2yJUxYNybd27u98lMzeTlkZ7eqanQ6P+pKf4c+G1SAD8n5+Ia94IW0XSODkROH06tRa+g8bdnax9+zg5cBDJq9dUeC1CCCGqhxIFm1dffZUXXniBkJAQ2rdvT8eOHQHT6E2rVq3KtEBxc0euHOHHYz8C8ELCWRRHD3JaPs+58eMhNxf3fv3wLnCzUmtw79mTsFU/4NSmDcb0dOJffJH4yVMwpqdbtS4hhBBVT4lP905ISOD8+fO0aNECTd6ujR07duDu7n7dG2Tagqp2ureqqoxaN4rt57fTOyOLNy4kYuy5gFPzVpN99CiOTZpQZ/mXaBwdrV0qkHfNm0WLubRo0dVr3iyYj1MTueaNEEKIG5Pr2NxAVQs2m85uYlz0OLTAT2fOUat2J87tDiP1t9+x8/UldOW35XKAcGml79hB/KSXTLds0Grxf34i3sOHo9zidg9CCCGqp+J8f8vV0yqpXGMu8/+eD8AjSSnURsflyx1J/e130GqpvfAdmww1AC633UboD9/j2r0b6PUkzp3HxQVvWbssIYQQVYAEm0rqu3++40TyCTwNRp5ITibVaygXP/4CgIBXX8G5dWsrV3hz9l5e1H73XfwnvwTA5Y8/5tKHH1m5KiGEEJWdBJtKKC0njQ/2fgDAmP+ScLBrQvynMQB4RUTgNWSINcsrMkVR8BkxAv9JkwC4+NZbXFm+3MpVCSGEqMwk2FRCn+z/hCtZVwjJ0TPoSjZnorUYMzJwvu02auSNgFQmPo8/hu9Y09WqL8yaTdIPq6xbkBBCiEqr1MEmMzOTc+fOFZp/8ODB0nYtriM+LZ4vDpl2OU28nETiwWbo4y+grVWLWu+8Xar7PVmT7zPP4DXsUQDO/+9/pPz+u5UrEkIIURmVKtisXLmSevXqce+999K8eXO2b99uXvboo4+WujhR2Du73iHHmEO7zCwa7fYj/UgCipMTtT94H3svL2uXV2KKolBj8mQ8Bg8Co5Fzz79A2uY/rV2WEEKISqZUwWb27NnExsayZ88elixZwsiRI4mKigJM11gRZWv/xf38cvIXFFXlhZ0Z/Lc3F4Cac+fi2KCBlasrPUWjIXDmTNx69wa9nrPPPENGbKy1yxJCCFGJlOju3vn0ej01atQAoE2bNmzatImBAwdy7NgxuSZJGVNVlTd3zgNgxPEMNNs9UTHiO3YM7r16Wrm6sqPY2VHr9XmcyUgnfdNmzjw1muBlS+UifkIIIYqkVCM2/v7+7Nu3z/zc29ubdevWcfjwYYv5ovSi46LZdXEvAckG7vnZATXXiGu3bvg+/bS1Sytzik5H7YULcW7XDmNaGmdGPkH2sWPWLksIIUQlUKpg88UXX5hHbPLpdDq++uorYmJiSlWYuEpv0PPW9rloc1VmrcxFzQCHeuHUnDevQu7UbQ0aR0dqL/oAx2bNMCQlEff4SHLOnLF2WUIIIWxcqXZFpaSkEBcXR05OjsX8/v3706lTp1IVJq5acXg5cRkJjP/VgEeiHRoPD2q//z52ri7WLq1c2bm6EvTRh8QNG072v/8S99jj1Fn+JdprwrQQQgiRr0TB5sSJEwwcOJD9+/ejKIr5QOH842oMBkPZVVjNJWcns3j3u/T5W+X2A4BGQ60F89EFB1u7tAph7+VF0KefcPqRR9HHxRH3+EjqfPE59t7e1i5NCCGEDSrRfoznnnuO0NBQEhMTcXZ25uDBg2zatIm2bduycePGMi6xevtw+zzqHM9iWLQpLNZ4aRKu1Ww0TOvvT/Bnn2EfEEDO8eOceWIUhtRUa5clhBDCBpUo2GzdupWZM2fi6+uLRqNBo9Fwxx13EBkZybPPPlvWNVZbcUmniI79iQmrjNipCh4DBuA1bJi1y7IKXe1aBH/2GXbe3mQdOsSZp0ZjzMiwdllCCCFsTImCjcFgwM3NDQBfX1/i4+MBqFOnDkePHi276qq599c+y8TvDLhmgWOThgTMmF6tT6N3CAsl+NNP0Li5kblrF2efeRbjNcd3CSGEqN5KFGyaNm3K3r17AWjfvj2vv/46W7ZsYebMmYSFhZVpgdXVrmNraRx1jOBLgIcTtT/4EI2Dg7XLsjrHRo0I+uhDFGdn0rdsIf75F1Bzc61dlhBCCBtRomAzdepUjEYjADNnzuTkyZN07tyZX375hYULF5ZpgdWR0Whgx9yXuO0fFYMdhCz+FG0Nf2uXZTOcW7Ui6P33ULRaUtet4/z/pqLm/fcohBCielPUMrr3wZUrV/Dy8rLpXSUpKSl4eHiQnJyMu7u7tcu5oej5I6j5sem+W24vPE7tJ160ckW2KTU6mrPPPgcGA15Dh1Ljlak2/d+fEEKIkinO93eZXd3N29tbvlTKwL7v38R3iSnUnOvkL6HmJty6daPm3EhQFP6LiuLi2+9YuyQhhBBWVuIL9GVlZbFv3z4SExPNu6Xy9e/fv9SFVUend/xI5uxPcc+Fk+H29HjvZ2uXZPM8+vXDmJ5BwvTpXP7wQzQuLvg+OcraZQkhhLCSEgWbtWvXMmzYMC5dulRomaIocoG+Evjv9H5OjZ+MfwbE11Do8tlqtE6u1i6rUvB66EGM6WkkvvEmFxcsQOPijHdEhLXLEkIIYQUl2hX1zDPPMGTIEM6fP4/RaLSYJNQUX3bqZXY88RD+V+CKGzT5YDGu/iHWLqtS8Rk5Ep8xowG4MGs2V5Yts3JFQgghrKFEwebChQtMnDix0A0wRfEZDQbWPd6d4DNGMnXgG/kCAU26WLusSsnv2WfxGfUEABci53Jp8WIrVySEEKKilSjY3H///WV+64RFixbRvHlz3N3dcXd3p2PHjvz666/m5VlZWYwbNw4fHx9cXV0ZPHgwFy5cKNMarGHtM92ouz+LXA3kju9Pg+4jrV1SpaUoCn4TJ+L77DMAXHz7HRLfepsyOvFPCCFEJVCi070zMjIYMmQIfn5+NGvWDK1Wa7G8JLdVWL16NXZ2dtSrVw9VVVm2bBlvvPEGu3fvpkmTJowZM4aff/6ZpUuX4uHhwdNPP41Go2HLli1F3oatne79x5yHCfxiDwDxQ5vR7dVvrFtQFXL5syUkvv46AF7DHqXGlCly1p4QQlRSxfn+LlGw+fTTTxk9ejSOjo74+PhYfGEoisKJEyeKX/V1eHt788Ybb3D//ffj5+dHVFQU999/PwBHjhyhUaNGbN26lQ4dOhSpP1sKNjs/n4rj3O+wN8KJO32598PNVq2nKroSFcWFmbMA8BwyhIDp01Ds7KxclRBCiOIqzvd3ic6K+t///seMGTOYPHkyGk2ZXQrHzGAw8O2335Kenk7Hjh2JjY1Fr9fTvXt3c5uGDRsSHBx802CTnZ1Ndna2+XlKSkqZ11oSxzZ8jmZ+Xqhp7EDv96KtXVKV5D10KBpHJ85PnUrSt99izMqiZuRrKPYlvsqBEEIIG1eiVJKTk8ODDz5Y5qFm//79uLq64uDgwOjRo/nhhx9o3LgxCQkJ6HQ6PD09LdrXqFGDhISEG/YXGRmJh4eHeQoKCirTeksi8chfXHgpEudsOFNbw91LfsdOq7N2WVWW56CB1HrzDbC3J2X1as5NfB5VbpwphBBVVomSyfDhw/n666/LuhYaNGjAnj172L59O2PGjGH48OEcOnSoxP1NmTKF5ORk83TmzJkyrLb40i6fYd/oJ/BOgYte0ObjL3HykHtAlTf3e+6h9sJ3TPeW+v13zjzzDMasLGuXJYQQohyUaEzeYDDw+uuv89tvv9G8efNCBw8vWLCgRMXodDrCw8MBaNOmDTt37uSdd97hwQcfJCcnh6SkJItRmwsXLhAQEHDD/hwcHHCwkTti52ZnsumxewlNUElzguAFc/AJbWXtsqoNt7vvpvbiRZwd9zTpMZs489Rogj54H42Li7VLE0IIUYZKNGKzf/9+WrVqhUaj4cCBA+zevds87dmzp8yKMxqNZGdn06ZNG7RaLdHRV49FOXr0KHFxcXTs2LHMtlee1o6+i9B/9OTYgfbl4YR0HGTtkqod106dCP74IzTOzmRs307cE6MwpKZauywhhBBlqEQjNhs2bCjrOpgyZQp9+vQhODiY1NRUoqKi2LhxI7/99hseHh6MHDmSiRMn4u3tjbu7O8888wwdO3Ys8hlR1vT7lH7U3ZoMQPLITnQZMtnKFVVfzu3aEbx0CXFPjCJz927iRjxG0CcfY+/lZe3ShBBClIEyvwmmoij069ev2P0lJiYybNgwzp8/j4eHB82bN+e3336jR48eALz11ltoNBoGDx5MdnY2vXr14oMPPihp+RXmrw+eodaqYwCcvieI3hM/sXJFwql5c+osW0rc4yPJOniQuGHDCf7sU+z9/KxdmhBCiFIq0XVs1q5dy6OPPsrly5cLd2jDN8Gs6OvYHFzzLvopH+Cgh+OtXbjni+1o5DoqNiP7+HHiRjxG7sWL6EJCCF7yGdrAQGuXJYQQ4hrF+f4u8U0wH3jgAbkJ5k2c3bWW1GmmUHMq1I6en0RLqLExDnXrUmf5l2hr1iTn1ClORzxCjpXPnBNCCFE6chPMcpAcf5Rjz07AIx0S/BQ6fbYKnbOHtcsS16ELDqbOl1+grROMPj6e0xGPkF1GV84WQghR8WzmJphVRU5aElsfH0yNS5DkCg3eW4h7YLi1yxI3oa1ZkzpffIEuvC65iYmcfuRRso4etXZZQgghSsBmboJZEcr7GBujwcAvEbdRd08GWVpwfP0ZGvUZW+bbEeUj97//iBs5kuxDh9F4eBD8ycc4NWtm7bKEEKLaqzI3wSxr5R1sfn2uGyG/xWNUIHVCHzo8WbILFQrrMaSkcGbUk2Tu3YvGxYWgDxfj3LattcsSQohqrdyDTUBAAM8++2y53QSzvJRnsPlp+lhq/Hwc99Q4zg5pSI9ZP5Rp/6LiGNLSOTt2LBk7dqA4OlIz8jXc+/SxdllCCFFtlftZUeV1E8zKKuq1BZw5P5DDDR7hWCcfCTWVnJ2rC0EffYhL586oWVmcmzCRcxOfx5CUZO3ShBBC3IJN3QSzsmrYsgZ2hmzSXWvx3922f9FAcWsaR0eCPngf37FjwM6OlF9+4US//qRt2mTt0oQQQtyETd0Es7JqfU8EOw79Ascg4a9LpA3U4+qsvfWKwqYpWi1+zz6La9euxE+eQs6JE5x58ik8hwzB/6WXsHOVG2gKIYStKdExNnfdddeNO1QU/vjjj1IVVV7K8xibtPQcPpi0GReDgl1rL0Y/KXfurkqMWVlcfOstriz7HABt7drUjHwN53btrFyZEEJUfeV+8HBlVd5nRX0edYDUTYlkKSrD5tyOn7dTmW9DWFf69h2cnzIFfXw8KArew4fjN2E8GgcHa5cmhBBVVrkfPCyu7+EHGpOiA0dV4cul+61djigHLu1vI/SnH/G4fzCoKleWLuXkoMFk7j9g7dKEEEJQyhGbQ4cOERcXR05OjsX8/v37l7qw8lARN8FcteYY59bEoUflvpfbEhost1KoqlI3bOD8K69iuHQJ7OzwHT0a39FPoWjl+CohhChL5b4r6sSJEwwcOJD9+/ejKAr5XeRfqM9Wb4RZEcHGaDQS+WIMnukqabUceOmVTuWyHWEbcv/7j4SZM0n9dS0Ajk2aUHPeXBzC5TYaQghRVsp9V9Rzzz1HaGgoiYmJODs7c/DgQTZt2kTbtm2r/T2kNBoNnQaZvtScz2Wx5+BFK1ckypO9lxe133qLmvPfROPhQdbBg5wcNJjLny1BtdGAL4QQVVmJgs3WrVuZOXMmvr6+aDQaNBoNd9xxB5GRkTZ7n6iK1LVTEMne9mhQ+GX5YWuXIyqAx733EvbTT7h06Yyak0Pi668TN3wEOWfOWLs0IYSoVkoUbAwGA25ubgD4+voSHx8PQJ06dTgqd0UG4J6IhhhR8biSy8Yt8uVWHWhr+BP04YcEzJyBxtmZjL//5sR9A/jv62+oRicfCiGEVZUo2DRt2pS9e/cC0L59e15//XW2bNnCzJkzCQsLK9MCK6uWTfzJqOUIwJbvj2E0Gq1ckagIiqLg9cADhP64Cqe2bVAzMkiYNo0zTz2F/kKitcsTQogqr0TBZurUqeYv6pkzZ3Ly5Ek6d+7ML7/8wsKFC8u0wMrsgeFNyUXFM13lp19s847nonzogoKos2wZ/pMmoeh0pG/azIn+/UlatQpVr7d2eUIIUWWV2QX6rly5gpeXl/nMKFtUEWdFXeut+TvQ/ZtGig5eWNAVrb1cOqi6yT52jPhJL5F16BAA9v7+eD7wAJ5DhqCt4W/l6oQQwvaV2+nemZmZREdH07dvXwCmTJlCdna2ebm9vT0zZ87E0dGxhKWXL2sEm4tXMvn8f3/hqCq4dfFn2NCmFbJdYVtUvZ7Ln37Glc8/x3DlimmmnR1u3brh9fBDOHfoYNN/FAghhDWVW7BZvHgxP//8M6tXrwbAzc2NJk2a4ORkunXAkSNHmDRpEhMmTChF+eXHGsEGYPGHuzHs/o90O5Wxr3fG1UVXYdsWtsWYk0Pq7+v4b8VXZP4da56vCw3F6+GH8BgwALsK/G9TCCEqg3ILNp07d2bSpEn069cPMAWbvXv3mg8Y/vLLL3n//ffZunVrKcovP9YKNmkZej54cRMuBgVNS0/GjG5dYdsWtivr6D/8t+IrUn78CWNGBgCKoyPufe/F6+GHcWrSxMoVCiGEbSi3C/QdO3aMZs2amZ87Ojqi0Vzt4rbbbuNQ3nEE4ipXZy2BdwQAkLn3PxIvZVi5ImELHBvUJ3DaNMI3bSJg2qs41KuHmpVF8srvODX4fk4+8CBJP6zCmJVl7VKFEKLSKFawSUpKsjim5uLFi4SEhJifG41Gi+XiqoeGNCJFBw5yg0xxDTtXF7wefpjQn36kzvIvcb/3XtBqydq3j/NTpnDszq5cmPc6OadPW7tUIYSwecUKNrVr1+bAgRvfxXjfvn3Url271EVVRVp7DY37BANgdyyNY6eSrFuQsDmKouDcpg215r9JvQ1/4DdhAvY1AzEkJ3NlyRKO9+pN3MgnSI2ORs3NtXa5Qghhk4oVbO655x5effVVsq4zNJ6ZmcmMGTO49957y6y4qqZfrzCSXDXYo/Dd5wetXY6wYfa+vvg+9STh69ZRe9EHuHTpDIpC+pYtnB33NMd69OTSokVkHzuGKhd/FEIIs2IdPHzhwgVatmyJTqfj6aefpn79+gAcPXqU9957j9zcXHbv3k2NGjXKreDSsNbBwwXFbD3LgWX/YESl07hmtG4m1zERRZNz5gxJX39N0srvMCQlmefbeXjg1LIlTq1b49y6FY7NmqGx0UsuCCFESZTbWVEAJ0+eZMyYMaxbt858/xtFUejRowcffPCBTd9SwRaCDcBr/9uEx+Vckr3seTmyi9XqEJWTMTub1N9+I+n7H8jcswf12hFUrRbHxo1wbtUap9atcG7dGntfX+sUK4QQZaBcg02+K1eucOzYMQDCw8Px9vYuSTcVylaCzd5DF9m0cB8aFBpFhHN352Cr1SIqN1WvJ+vwYTJ27SJz9x4yd+0i9+LFQu20wcE4t2qFU6tWOLVuhUN4OIpGroIthKgcKiTYVEa2EmwA5s3+C9ezWSQ7K0x+806L0+aFKClVVdGfO0fmrl2msLNrN9n//gvX/Jpr3N1xatkC59atcWrVGqfmzdDkXWhTCCFsjQSbG7ClYHPqTAqr5uxEi0LAPbUZ3L++VesRVZchJYXMvXvNQSdz3z7UzEzLRvb2ONSvhy64DtpaNdHWqoWudm20tWqhrVVLjtkRQlhVcb6/7SuoJnGNkCB3qO8G/6Txz7qz5PQOQ6eTj0OUPTt3d1w7d8a1c2cgb/fVkaNk7t5Nxm5T2Mm9cIHsQ4fJPnT4+n34+qLLCznaWrXQ5oUeXe1a2NesiUYntwkRQtgGGbGxokv/ZbLsf3/haFRw6eTHiEeb3XolIcqYqqrkxseTdfgw+nPnyDl7Dv25vOnsWYzp6TfvQFGw9/cvEHpqoatVC3s/P+w8PNB4eGDn6YmdmxuKvYR3IUTxyYhNJeHr5YRrKx9yY69wcVsiqQNzcHOVv3xFxVIUxRxKrqWqKsbk5EJhR3/uHDnnzqI/F4+amUnuhQvkXrhA5q5dN92WxtUVOw8P0+SZF3rcPSznubvnPffEztM0X3aFCSGKSkZsrCwjU8+7L2zG1QA092Dc2DbWLkmIIlNVFcN//5nDjmnE5yz6s+cwXLmCITkZQ3IyxrS0Um1H0enQODmhODqicXREcXJC4+Bg+unoWGC+IxpHJxRHBzSOTmicHFEcHE0/89s4OqJxcAB7exR7LYrWHsXeNGFvj6LVmp+b5ylKGb1jQoiSqJQjNpGRkXz//fccOXIEJycnbr/9dubNm0eDBg3Mbbp27UpMTIzFek899RSLFy+u6HLLjLOTltpdAkjakED2/iQSEtMJ8HexdllCFImiKNh7e2Pv7Y1T8+Y3bKfm5mJITcWQlIQxL+wYkpMxJCVjSEnJe55kCkEW85LBYEDNycGQkwPJyRX46gq4Juwo9vagzQtG9vYodhrQ2IFGYzqN3s7OFIbs7ECjoGjswE6DomhuOE/RKHl9KKZ5imKaNKafiqKAeT55p+vnt9HkPSzYRjH1aQ5leT+VAvPMi5QC4a3g8gLt8h4XCnmFQt8tlhd6fv23/KZh8obLbDiAVqNwbO/jjcd991lt+zYzYtO7d28eeugh2rVrR25uLi+//DIHDhzg0KFDuLiYvui7du1K/fr1mTlzpnk9Z2fnIo++2OKIDYAh18i85zfikQ1ZYc48P6mDtUsSwiaoqooxPR1jcjLGrCyMmVmo2Xk/szIxZmWbfhaYb8zKRM3KNv3MzMKYnY2amYkxKws1K8v0MzsbNTf36qTXg15vugeXbfyTKESl5di4MaHff1emfVbKEZu1a9daPF+6dCn+/v7ExsbSpcvVq/M6OzsTEBBQ0eWVKzt7Dc3uqUPcD6exP5HOPyf+o36Yl7XLEsLqFEXBztUVO1fXCtumajDkhZ1cyNUXCkCqXg8W83LBaDDds8toRDUYwKjeZF7ez7x5qrHAMoOpPaimdVVMQUtVQTWarvauqqb2qmpqV/C5RTvy+qJAWFPNV4zHPEu9ujyvT9PDAvMKtrV4s64Ngeo1i2/R/kYZ8mbh8kbLyjyQSsAtqesdr1eRbCbYXCs5b8j52isaL1++nC+//JKAgAD69evHK6+8grOz83X7yM7OJjs72/w8JSWl/AoupXt7hBK57gyeaUa+//wQk6d3snZJQlRLip0dip0dODhYuxQhRAnY5OVujUYj48ePp1OnTjRt2tQ8f+jQoXz55Zds2LCBKVOm8MUXX/DII4/csJ/IyEg8PDzMU1BQUEWUXyIajYY7h9QDwDUhi7/3Jli5IiGEEKLysZljbAoaM2YMv/76K3/++Se1a9e+Ybs//viDbt26cezYMerWrVto+fVGbIKCgmzuGJuCXpu6GY9LepI87fjf3DutXY4QQghhdcU5xsbmRmyefvpp1qxZw4YNG24aagDat28PYL4Z57UcHBxwd3e3mGxd/0caY0TFM8nA+o2nrV2OEEIIUanYTLBRVZWnn36aH374gT/++IPQ0NBbrrNnzx4AAgMDy7m6itO0oQ8ZtU03I9z1y6nCB98JIYQQ4oZsJtiMGzeOL7/8kqioKNzc3EhISCAhIYHMvJv1HT9+nFmzZhEbG8upU6f46aefGDZsGF26dKH5Ta6fURn1GlKfXFRcUgwc2pNo7XKEEEKISsNmgs2iRYtITk6ma9euBAYGmqevv/4aAJ1Ox/r16+nZsycNGzbk+eefZ/DgwaxevdrKlZe9lg18ife2AyDm+2MyaiOEEEIUkc2c7n2rL++goKBCVx2uypp1D+byNyexv5jN2SNXCGrkY+2ShBBCCJtnMyM2wtJ9twdxyNF0ca0N38mojRBCCFEUEmxslJujFo82PuSikno2nbNH/rN2SUIIIYTNk2Bjw+6/I4S9OgMA2346IaM2QgghxC1IsLFh7UK8SKipJReVxJMpnD0sozZCCCHEzUiwsWGKotC/Y7B51GbHmpMyaiOEEELchAQbGzeodS3+ds5Fj0rCiWQZtRFCCCFuQoKNjfN3c6R9Y/8CozZyrI0QQghxIxJsKoGH2gWxw1FPLioJJ1I4c/iKtUsSQgghbJIEm0rgzvp+uHg4sMchb9RmtRxrI4QQQlyPBJtKwN5Ow/1tarPDQY9RgQsnUzhzSEZthBBCiGtJsKkkHmgbRLoGdulyATlDSgghhLgeCTaVRIivCx3CvNnhoEe1U7hwMoU4GbURQgghLEiwqUQebGcatTnqYhqpkWNthBBCCEsSbCqRPk0DcXO0J5pMFHuFxFMpxB2UURshhBAinwSbSsRRa8d9LWuSoYFLATpAjrURQgghCpJgU8k81C4YgO/TU7DTakg8lcLpA5etXJUQQghhGyTYVDJNa3nQONCdJNWIUs8VgJ0yaiOEEEIAEmwqpQfbBQHwc0469loNiadTZdRGCCGEQIJNpTSgZS109hr2XUqjRhtfQEZthBBCCJBgUyl5OGvp0zQAgL8dDdjr8kZt9suojRBCiOpNgk0l9WBb0+6oHw8n0KhzTUDOkBJCCCEk2FRSHcJ8CPJ2IjU7lwuBOux1Gi7GyaiNEEKI6k2CTSWl0Sg80MY0avPtwfM061obkFEbIYQQ1ZsEm0rs/ra10Siw4+QVvFr7YO9gx8W4VE7JqI0QQohqSoJNJRbo4cSd9f0A+PHwBZp3rQXIGVJCCCGqLwk2lVz+NW2+23WWpnfXvjpqs++SlSsTQgghKp4Em0ru7oY18HHRcTE1m23nkmkux9oIIYSoxiTYVHI6ew2D25jCzNc742jZIwitgx2XzqRxcq+M2gghhKheJNhUAQ/kXdNmw9GLpBqNNLvLFHR2/iyjNkIIIaoXCTZVQLi/K23qeGEwqqzcdZaW3WXURgghRPUkwaaKyL8S8Tc7z+DoopVRGyGEENWSBJsq4t7mgbjo7Dh1OYPtJ6/Qqnvw1VGbPTJqI4QQonqQYFNFuDjY06+F6Z5R3+w8g6OrluZ5ozY7fj6JapRRGyGEEFWfBJsq5IG8a9r8cuA8KVl6WnYPRutox+WzaZzYe9HK1QkhhBDlT4JNFdIqyJN6/q5k6Y38tCfeYtRm55qTGA1GK1cohBBClC8JNlWIoijmKxF/8/cZAFp2D0bnaMflc+nsWH3SmuUJIYQQ5c5mgk1kZCTt2rXDzc0Nf39/BgwYwNGjRy3aZGVlMW7cOHx8fHB1dWXw4MFcuHDBShXbpkGta6O1U9h3NplD8Sk4umjp+khDAGLXnubUfjmQWAghRNVlM8EmJiaGcePGsW3bNtatW4der6dnz56kp6eb20yYMIHVq1fz7bffEhMTQ3x8PIMGDbJi1bbH20VHj8Y1gKujNvXa1qBZ3q0W1i85RMqlTKvVJ4QQQpQnRbXRi5xcvHgRf39/YmJi6NKlC8nJyfj5+REVFcX9998PwJEjR2jUqBFbt26lQ4cOt+wzJSUFDw8PkpOTcXd3L++XYDUbjyYyYslOPJy0bH+5G45aOwx6I9/P30XiqRT867gx6IU22GltJtcKIYQQN1Sc72+b/WZLTk4GwNvbG4DY2Fj0ej3du3c3t2nYsCHBwcFs3br1un1kZ2eTkpJiMVUHnev5UdPDkeRMPb8fMu2qs9Nq6DWqCQ4u9iSeTmXLyn+tXKUQQghR9mwy2BiNRsaPH0+nTp1o2rQpAAkJCeh0Ojw9PS3a1qhRg4SEhOv2ExkZiYeHh3kKCgoq79Jtgp1G4f68KxF/vTPOPN/dx4kejzUBYH/MOf7Zef33TQghhKisbDLYjBs3jgMHDrBixYpS9TNlyhSSk5PN05kzZ8qoQts3pE1tFAW2HLvMmSsZ5vl1mvrQpk8dADZ8eZQr59Nv1IUQQghR6dhcsHn66adZs2YNGzZsoHbt2ub5AQEB5OTkkJSUZNH+woULBAQEXLcvBwcH3N3dLabqIsjbmU51fQH49m/LQHdbvzBqNfAiN9vA2o8OoM82WKNEIYQQoszZTLBRVZWnn36aH374gT/++IPQ0FCL5W3atEGr1RIdHW2ed/ToUeLi4ujYsWNFl1sp5F/T5tvYsxgK3FJBo1HoObIJzh46/jufzsblR+RGmUIIIaoEmwk248aN48svvyQqKgo3NzcSEhJISEggM9N0arKHhwcjR45k4sSJbNiwgdjYWB577DE6duxYpDOiqqOeTWrg6azlfHIWm/61vKWCs7uOXk80RdEo/LPjAgc3x1upSiGEEKLs2EywWbRoEcnJyXTt2pXAwEDz9PXXX5vbvPXWW/Tt25fBgwfTpUsXAgIC+P77761YtW1zsLdjQMtagOnGmNeqWc+TDgPCANj8zT8knq4eZ40JIYSoumz2Ojblobpcx6agw+dT6PPOZrR2Cpsm3UWgh5PFclVV+XXxfk7uvYSbjyMPvNwORxetlaoVQgghCqsS17ERZaNRoDu3hXqjN6i898exQssVRaHb8Ea4+zqSejmL6GWHUY3VJusKIYSoYiTYVAPP96gPmG6xUPDU73wOzlp6P9kMO3sNp/ZdYve6uEJthBBCiMpAgk010D7MhzvCfdEbVN794/pXHPYLdqPzg/UA2PbjCc79819FliiEEEKUCQk21cTEnqZRm+92nePkpetflK/xHTVp0D4A1ajy+ycHSU/OrsgShRBCiFKTYFNNtA724q4GfhiMKu+s/+e6bRRF4c6hDfCu6UJGSg7rPjuI0WCs4EqFEEKIkpNgU41M7NEAgB/3xvPvhdTrttE62NH7yaZoHew4dzSJHatPVmSJQgghRKlIsKlGmtX2oFeTGqgqvL3+xnf39gpw4a5HGwIQu/Y0p/ZfqqgShRBCiFKRYFPNTOhRH0WBn/ef51D8jS/IV69tDZp1Nd2ra/2SQ6RcyqyoEoUQQogSk2BTzTQMcOfeZoEAvHWDY23ydRocjn+IO9kZufz28QEMejneRgghhG2TYFMNje9eH40C6w5dYO+ZpBu2s9Nq6DWqCQ4u9iSeTmXLyhvvvhJCCCFsgQSbaijc35UBrUz3kFqw7uajNu4+TvR4rAkA+2PO8c/OhHKvTwghhCgpCTbV1HPd6mGnUYj55yKxp6/ctG2dpj606VMHgA1fHuXK+etfB0cIIYSwNgk21VQdHxeGtDEdHDz/95uP2gDc1i+MWg28yM02sPajA+izDeVdohBCCFFsEmyqsafvDkdrp/DX8cv8dfzmp3RrNAo9RzbB2UPHf+fTWTZlCz9/sI/d6+K4cCpFLuQnhBDCJiiqqlabWzkX57bn1cWrPx7g862naVvHi29Hd0RRlJu2P38siV8W7ycrTW8x397BjsAwd2rW86RmPU/8Q9yx19qVZ+lCCCGqieJ8f0uwqeYupGTR5fUNZOcaWfb4bdxZ3++W6xgMRi7GpXL+32TijyVx/lgS2Rm5Fm009go1QtypGW4KOgF1PdA52pfXyxBCCFGFSbC5AQk21zdrzSE+/fMkLWp7sGpcp1uO2lxLNapcjk/n/LEk4v81TRkpORZtFMV0B/HAvKATGO6Bk6uuLF+GEEKIKkqCzQ1IsLm+S2nZdJ63gUy9gY+HtaVH4xql6k9VVZITM02jOf8mEX8siZRLWYXaedd0oWa4J75BrigaBVTTuqpqCkuqqqIaC8xT1bz5gEU7LNsaTY+NqopqUE0/jQUfm9YzGvPbqhiNoBqNeT9N2zYaTMtMr8nUN4BqBMirAwq3Mf2/uUYKrGtByf+hXH2cnynzHigF2+XPK5A7FY2CouT/ND0m76dGY+pXURQUDeblN25boJ0GNIoCGgVNwXUstldw/tXHGo2pX4vtX6cOlGv6Kjjf3O7qMlNfecvz3peC8/Pfx4JtFE1+wwL9m2cVaG9+2ws+KbhMsWhnXr9Quxv0de1nrhSeWaS/J27Sprh/kJRU2W+mYuoWFUdjp+DsXrZ/uEqwuQEJNjc299cjLI45TqNAd35+5g7Tl1IZSr2SZRrROZZM/L9J/CenjAshRJXkF+zGAy+3K9M+i/P9LQc9CACe6hLGl9tOc/h8CmsPJnBP3m0XyoqbtyNutwVQ/7YAADJTczh/zHSMTtKFjOv8BX/NKEP+X9t5IwholELLFEWBvJEGRaOgsSvQn8Y0gmD5s/Cy/G2a1rUcdcgfWMl/fO1zJW8YoeBrudHIAGAezQFQzcM8BZblPTDPVs3/c3UkiAKjW3kjWKhgzPt5vdGugqNbV9vmjVoVmFdo1Mx4zShZgeVGVQWjivHakbWC2yywbdSbzb/eKFzeu6Tmv/abj6Rdt03Btub3z/wBFJivWrzdV99/teCPq+vf4E9Diz8ZC/Zp8XkWenjNitdvX+RFRfyzVS16QyFuSSnjP4yLS4KNAMDLRcfjd4SyMPpf3lr3D72aBGBXjv9xOrnpCGvlR1irWx+sLIQQQhSVXMdGmI28IxR3R3v+TUxj9d54a5cjhBBCFJsEG2Hm4aTlyS5hALwT/S+5ctE9IYQQlYwEG2FhRKdQvF10nLyUzve7z1m7HCGEEKJYJNgIC64O9oy+0zRqszD6X3JyZdRGCCFE5SHBRhTyaIcQ/NwcOPtfJt/8fcba5QghhBBFJsFGFOKks2Ns17oAvPfHMbL0cidvIYQQlYMEG3FdD98WTKCHIwkpWXy1I87a5QghhBBFIsFGXJej1o6n7w4H4P0Nx8nMkVEbIYQQtk+CjbihIW2CqO3lxKW0bD7fesra5QghhBC3JMFG3JDOXsOz3eoBsDjmOGnZuVauSAghhLg5CTbipga1qkWorwv/ZehZuuWktcsRQgghbkqCjbgpezsN47ubRm0+2nSC5Ey9lSsSQgghbkyCjbilvs1rUs/flZSsXD7dfMLa5QghhBA3JMFG3JKdRmFCj/oAfLblFP+l51i5IiGEEOL6JNiIIundJIBGge6kZefy4SYZtRFCCGGbJNiIItFoFJ7PG7VZ9tcpLqZmW7kiIYQQojCbCjabNm2iX79+1KxZE0VRWLVqlcXyESNGoCiKxdS7d2/rFFsNdWvkT4sgTzL1BiZ+s4ez/2VYuyQhhBDCgk0Fm/T0dFq0aMH7779/wza9e/fm/Pnz5umrr76qwAqrN0VRmNKnIfYahc3/XqL7ghgWRv8r95ISQghhM+ytXUBBffr0oU+fPjdt4+DgQEBAQJH6y87OJjv76i6TlJSUUtUnoEOYD2uevYNpPx5k+8krLFj3DytjzzKtX2O6Naph7fKEEEJUczY1YlMUGzduxN/fnwYNGjBmzBguX758w7aRkZF4eHiYp6CgoAqstOpqGODOiic7sPDhVtRwdyDuSgYjl/3N40t3cvpyurXLE0IIUY0pqqqq1i7iehRF4YcffmDAgAHmeStWrMDZ2ZnQ0FCOHz/Oyy+/jKurK1u3bsXOzq5QH9cbsQkKCiI5ORl3d/eKeBlVXnp2Lgv/+JfP/jyJ3qCis9Pw1J1hjO0ajpOu8GcihBBCFFdKSgoeHh5F+v6uVMHmWidOnKBu3bqsX7+ebt263bLP4rwxoniOJaYxY/VBNv97CYBank680rcRvZoEoCiKlasTQghRmRXn+7vS7YoqKCwsDF9fX44dO2btUqq9cH9XPn/8NhY/0oZank6cS8pk9Je7GPbZDo4lplm7PCGEENVEpQ42Z8+e5fLlywQGBlq7FIFplK130wDWT7yTZ+8OR2evYfO/l+j99iYifzksdwcXQghR7mwq2KSlpbFnzx727NkDwMmTJ9mzZw9xcXGkpaXx4osvsm3bNk6dOkV0dDT33Xcf4eHh9OrVy7qFCwtOOjsm9mzAugld6NbQn1yjyoebTtBt/kZ+3HMOG937KYQQogqwqWNsNm7cyF133VVo/vDhw1m0aBEDBgxg9+7dJCUlUbNmTXr27MmsWbOoUaNopxnLMTbWEX34AjNWHyLuiumCfu1DvZl5X1MaBLhZuTIhhBCVQZU4eLg8SLCxniy9gY83neD9jcfI0hux0ygM61iH8d3r4+GktXZ5QgghbJgEmxuQYGN9Z//LYM7Ph/n1QAIAvq46nutWj4aB7vi6OuDjqsPNwV7OpBJCCGEmweYGJNjYjk3/XGT66oOcuFj4gn46ew1+rg74uurMYcfX1cE0uZnm+7k64OPqgKeTFo1GQpAQQlRlEmxuQIKNbcnJNbLsr1OsPZjApbRsLqVmk55TvPtO2WsUvF10V0OPiw5nBzs0ioJGUVAU8h6b7lBufpx3E9X8x3aaa9pes1xRTGd9KVCgX1C4ukyjYHp87TwKLFOu1lDweX6/mvztKDd+rskbzbpal+m9MG83770xzVcKLL/6GvKXKwWWX0/+vw4q6nXm5T8vsMyijYqqmuaZfuY9v9HjvL7M7Yvw2Gh+XOCnud+85Xm1GG+wPQrUZzRa1kGh9pbPKVAL19Z/zftTcN389+raede2L/yeXv0srl2eX0tRP7cbteO67Sy3WdD1vkCu367wzJJ8+9zoK6uoXRV1m9ert6Rs/Vu2rMur5enEuLvCy7RPCTY3IMHG9mXmGLiUls3FvKBzOT2HS6nZpuCTlmOan7csJUtOHxdCCFvTtJY7a57pXKZ9Fuf726ZugimEk86OIG9ngrydb9k2J9fI5fRsLqXmXA1Dadlk642oqukvdKOa/5e6ilFVMRjz/4q//vL8eaoKBqNqOSJQYJnRYhQg7+d12ql5bTBvS80bSbi6zfz+LJ9f/WksOJpwTd0U+OvdYgQif16B51wzilBwxCC/j4KjP4DFaE++/OOfzPOuaWNerliOEhUcQbIY7bp2nfxRsgLrktfOPEpVYKSp4MhV/ugYBbZ57XqF+rqmP+Wada+tv/DI3NX3i2vWufZ9ML9PBda5uvzqe3+1lqvv7LWfxXXbX/MZFGyX3/b68yk036IPuH7ja/q8tt/rNL/O8usPGd5sJPGGi4p4bF5Rd16X5aF+N3qdVZG/u4NVty/BRlRaOnsNgR5OBHo4WbsUIYQQNsKmLtAnhBBCCFEaEmyEEEIIUWVIsBFCCCFElSHBRgghhBBVhgQbIYQQQlQZEmyEEEIIUWVIsBFCCCFElSHBRgghhBBVhgQbIYQQQlQZEmyEEEIIUWVIsBFCCCFElSHBRgghhBBVhgQbIYQQQlQZEmyEEEIIUWXYW7uAiqSqKgApKSlWrkQIIYQQRZX/vZ3/PX4z1SrYpKamAhAUFGTlSoQQQghRXKmpqXh4eNy0jaIWJf5UEUajkfj4eNzc3FAUpUz7TklJISgoiDNnzuDu7l6mfYuik8/BNsjnYBvkc7AN8jmUnqqqpKamUrNmTTSamx9FU61GbDQaDbVr1y7Xbbi7u8t/uDZAPgfbIJ+DbZDPwTbI51A6txqpyScHDwshhBCiypBgI4QQQogqQ4JNGXFwcGDatGk4ODhYu5RqTT4H2yCfg22Qz8E2yOdQsarVwcNCCCGEqNpkxEYIIYQQVYYEGyGEEEJUGRJshBBCCFFlSLARQgghRJUhwaYMvP/++4SEhODo6Ej79u3ZsWOHtUuqdqZPn46iKBZTw4YNrV1Wlbdp0yb69etHzZo1URSFVatWWSxXVZVXX32VwMBAnJyc6N69O//++691iq3CbvU5jBgxotDvR+/eva1TbBUVGRlJu3btcHNzw9/fnwEDBnD06FGLNllZWYwbNw4fHx9cXV0ZPHgwFy5csFLFVZcEm1L6+uuvmThxItOmTWPXrl20aNGCXr16kZiYaO3Sqp0mTZpw/vx58/Tnn39au6QqLz09nRYtWvD+++9fd/nrr7/OwoULWbx4Mdu3b8fFxYVevXqRlZVVwZVWbbf6HAB69+5t8fvx1VdfVWCFVV9MTAzjxo1j27ZtrFu3Dr1eT8+ePUlPTze3mTBhAqtXr+bbb78lJiaG+Ph4Bg0aZMWqqyhVlMptt92mjhs3zvzcYDCoNWvWVCMjI61YVfUzbdo0tUWLFtYuo1oD1B9++MH83Gg0qgEBAeobb7xhnpeUlKQ6ODioX331lRUqrB6u/RxUVVWHDx+u3nfffVapp7pKTExUATUmJkZVVdN/+1qtVv3222/NbQ4fPqwC6tatW61VZpUkIzalkJOTQ2xsLN27dzfP02g0dO/ena1bt1qxsurp33//pWbNmoSFhREREUFcXJy1S6rWTp48SUJCgsXvh4eHB+3bt5ffDyvYuHEj/v7+NGjQgDFjxnD58mVrl1SlJScnA+Dt7Q1AbGwser3e4vehYcOGBAcHy+9DGZNgUwqXLl3CYDBQo0YNi/k1atQgISHBSlVVT+3bt2fp0qWsXbuWRYsWcfLkSTp37kxqaqq1S6u28n8H5PfD+nr37s3nn39OdHQ08+bNIyYmhj59+mAwGKxdWpVkNBoZP348nTp1omnTpoDp90Gn0+Hp6WnRVn4fyl61uru3qLr69Oljfty8eXPat29PnTp1+Oabbxg5cqQVKxPC+h566CHz42bNmtG8eXPq1q3Lxo0b6datmxUrq5rGjRvHgQMH5Dg/K5ERm1Lw9fXFzs6u0FHtFy5cICAgwEpVCQBPT0/q16/PsWPHrF1KtZX/OyC/H7YnLCwMX19f+f0oB08//TRr1qxhw4YN1K5d2zw/ICCAnJwckpKSLNrL70PZk2BTCjqdjjZt2hAdHW2eZzQaiY6OpmPHjlasTKSlpXH8+HECAwOtXUq1FRoaSkBAgMXvR0pKCtu3b5ffDys7e/Ysly9flt+PMqSqKk8//TQ//PADf/zxB6GhoRbL27Rpg1artfh9OHr0KHFxcfL7UMZkV1QpTZw4keHDh9O2bVtuu+023n77bdLT03nsscesXVq18sILL9CvXz/q1KlDfHw806ZNw87OjocfftjapVVpaWlpFn/1nzx5kj179uDt7U1wcDDjx49n9uzZ1KtXj9DQUF555RVq1qzJgAEDrFd0FXSzz8Hb25sZM2YwePBgAgICOH78OJMmTSI8PJxevXpZseqqZdy4cURFRfHjjz/i5uZmPm7Gw8MDJycnPDw8GDlyJBMnTsTb2xt3d3eeeeYZOnbsSIcOHaxcfRVj7dOyqoJ3331XDQ4OVnU6nXrbbbep27Zts3ZJ1c6DDz6oBgYGqjqdTq1Vq5b64IMPqseOHbN2WVXehg0bVKDQNHz4cFVVTad8v/LKK2qNGjVUBwcHtVu3burRo0etW3QVdLPPISMjQ+3Zs6fq5+enarVatU6dOuqoUaPUhIQEa5ddpVzv/QfUJUuWmNtkZmaqY8eOVb28vFRnZ2d14MCB6vnz561XdBWlqKqqVnycEkIIIYQoe3KMjRBCCCGqDAk2QgghhKgyJNgIIYQQosqQYCOEEEKIKkOCjRBCCCGqDAk2QgghhKgyJNgIIYQQosqQYCOEEEKIKkOCjRDCZowYMcImb7cQEhLC22+/be0yhBBFIMFGCFEkI0aMQFGUQlPv3r3NbUJCQlAUhRUrVhRav0mTJiiKwtKlS2+4jXfeecdiedeuXRk/fnwZvoqbW7p0KZ6enoXm79y5kyeffLLC6hBClJzcBFMIUWS9e/dmyZIlFvMcHBwsngcFBbFkyRIeeugh87xt27aRkJCAi4vLTfv38PAou2ILyMnJQafTlXh9Pz+/MqxGCFGeZMRGCFFkDg4OBAQEWExeXl4WbSIiIoiJieHMmTPmeZ999hkRERHY29/8b6mCu6JGjBhBTEwM77zzjnl06NSpUwAcOHCAPn364OrqSo0aNXj00Ue5dOmSuZ+uXbvy9NNPM378eHx9fc13sV6wYAHNmjXDxcWFoKAgxo4dS1paGgAbN27kscceIzk52by96dOnA4V3RcXFxXHffffh6uqKu7s7DzzwABcuXDAvnz59Oi1btuSLL74gJCQEDw8PHnroIVJTU4v1fgshik+CjRCiTNWoUYNevXqxbNkyADIyMvj66695/PHHi9XPO++8Q8eOHRk1ahTnz5/n/PnzBAUFkZSUxN13302rVq34+++/Wbt2LRcuXOCBBx6wWH/ZsmXodDq2bNnC4sWLAdBoNCxcuJCDBw+ybNky/vjjDyZNmgTA7bffzttvv427u7t5ey+88EKhuoxGI/fddx9XrlwhJiaGdevWceLECR588EGLdsePH2fVqlWsWbOGNWvWEBMTw9y5c4v1Hgghik92RQkhimzNmjW4urpazHv55Zd5+eWXLeY9/vjjPP/88/zvf/9j5cqV1K1bl5YtWxZrWx4eHuh0OpydnQkICDDPf++992jVqhWvvfaaed5nn31GUFAQ//zzD/Xr1wegXr16vP766xZ9FjxeJyQkhNmzZzN69Gg++OADdDodHh4eKIpisb1rRUdHs3//fk6ePElQUBAAn3/+OU2aNGHnzp20a9cOMAWgpUuX4ubmBsCjjz5KdHQ0c+bMKdb7IIQoHgk2Qogiu+uuu1i0aJHFPG9v70Lt7r33Xp566ik2bdrEZ599VuzRmpvZu3cvGzZsKBSwwDRKkh9s2rRpU2j5+vXriYyM5MiRI6SkpJCbm0tWVhYZGRk4OzsXafuHDx8mKCjIHGoAGjdujKenJ4cPHzYHm5CQEHOoAQgMDCQxMbFYr1UIUXwSbIQQRebi4kJ4ePgt29nb2/Poo48ybdo0tm/fzg8//FBmNaSlpdGvXz/mzZtXaFlgYKBFrQWdOnWKvn37MmbMGObMmYO3tzd//vknI0eOJCcnp8jBpqi0Wq3Fc0VRMBqNZboNIURhEmyEEOXi8ccf58033+TBBx8sdIBxUel0OgwGg8W81q1b89133xESEnLLg5ELio2NxWg0Mn/+fDQa0+GF33zzzS23d61GjRpx5swZzpw5Yx61OXToEElJSTRu3LjI9QghyoccPCyEKLLs7GwSEhIspoJnIxXUqFEjLl26VOj08OIICQlh+/btnDp1ikuXLmE0Ghk3bhxXrlzh4YcfZufOnRw/fpzffvuNxx577KahJDw8HL1ez7vvvsuJEyf44osvzAcVF9xeWloa0dHRXLp0iYyMjEL9dO/enWbNmhEREcGuXbvYsWMHw4YN484776Rt27Ylfq1CiLIhwUYIUWRr164lMDDQYrrjjjtu2N7HxwcnJ6cSb++FF17Azs6Oxo0b4+fnR1xcHDVr1mTLli0YDAZ69uxJs2bNGD9+PJ6enuaRmOtp0aIFCxYsYN68eTRt2pTly5cTGRlp0eb2229n9OjRPPjgg/j5+RU6+BhMu5R+/PFHvLy86NKlC927dycsLIyvv/66xK9TCFF2FFVVVWsXIYQQQghRFmTERgghhBBVhgQbIYQQQlQZEmyEEEIIUWVIsBFCCCFElSHBRgghhBBVhgQbIYQQQlQZEmyEEEIIUWVIsBFCCCFElSHBRgghhBBVhgQbIYQQQlQZEmyEEEIIUWX8HzWEhToBh7fHAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#re-defining the model to remove previous run\n", "lowtol_model = EventModel(event_properties, gamma_2, n_events=n_events, tolerance=1e-10)\n", "lowtol_loglikelohood, lowtol_estimates = lowtol_model.fit_transform(trial_data)\n", "plt.plot(lowtol_model.time_pars_dev[:,0,:,1], label=['Interval '+str(x) for x in [1,2,3,4,5]])\n", "plt.ylabel(r'Gamma$_2$ scale')\n", "plt.xlabel('EM iteration')\n", "plt.legend(loc=1)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5ef7a7d1-e022-4d7e-b1b9-49c0965e1c80", "metadata": {}, "source": [ "Here the profile is exactly the same except that the EM algorithm went through a few more iterations." ] }, { "cell_type": "markdown", "id": "2f10077e-bdf6-4441-af8e-1a622c2c28e2", "metadata": {}, "source": [ "## Using the single trial estimation" ] }, { "cell_type": "markdown", "id": "87d48f6e-8c50-4475-8199-09e809c94318", "metadata": {}, "source": [ "If we select for all trials the most likely sample to contain a transition (e.g. the maximum probability in the single trial plot with p(events) on the y-axis) we can take a look at the recovery of our simulated times on all trials:" ] }, { "cell_type": "code", "execution_count": 28, "id": "994c370a-f663-4b04-8c8e-36a75f60d6a4", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Estimate the duration between events based on the most time for each event at each trial\n", "estimated_times = hmp.utils.event_times(estimates, duration=True, mean=False, add_rt=True).T\n", "\n", "fig, ax = plt.subplots(n_events+1,2, figsize=(10,2.5*n_events+1), dpi=100, sharex=True)\n", "i = 0\n", "ax[0,0].set_title('point-wise')\n", "ax[0,1].set_title('Histograms')\n", "ax[-1,0].set_xlabel('Real by-trial peak')\n", "\n", "for event in estimated_times:\n", " ax[i,0].plot([np.min(event), np.max(event)], [np.min(event), np.max(event)],'--', color='k')\n", " ax[i,0].plot(sim_source_times[:,i], event, 'o', color=colors[i])\n", " ax[i,0].set_ylabel(f'estimated peak {i+1} time')\n", " ax[i,1].hist(event, color='red', bins=20, histtype='step', label='Estimated')\n", " ax[i,1].hist(sim_source_times[:,i].T, color='k', bins=20, histtype='step', label='True')\n", " i+= 1\n", "ax[0,-1].legend()\n", "plt.xlim(0,250)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5487b4fc", "metadata": {}, "source": [ "Overall the exact time of the simulated event is detected as the most likely time by HMP! Of course this will depend on the signal to noise ratio and the non-violation of HMP's assumptions (see the simulations in the [paper](https://direct.mit.edu/imag/article/doi/10.1162/imag_a_00400/125469/Trial-by-trial-detection-of-cognitive-events-in))" ] }, { "cell_type": "markdown", "id": "3cf410d4-1799-4ea5-9372-259b8557997f", "metadata": {}, "source": [ "## Saving and loading a model" ] }, { "cell_type": "markdown", "id": "7f736b9c-cb84-4808-8742-804cb3ad439d", "metadata": {}, "source": [ "Depending on the size of the data (with main factor the sampling rate) the HMP model can take a while to estimate. Therefore, it is often useful to save the model and the estimates for later use. " ] }, { "cell_type": "code", "execution_count": 29, "id": "767ed1a7-509a-4c53-9aba-cfa23869c721", "metadata": {}, "outputs": [], "source": [ "import pickle\n", "\n", "with open(\"model.pkl\", 'wb') as output:\n", " pickle.dump(model, output)\n", "\n", "\n", "# Same goes fpr the estimates\n", "with open(\"estimates.pkl\", 'wb') as output:\n", " pickle.dump(estimates, output)\n" ] }, { "cell_type": "markdown", "id": "3d2bab2a-8f3e-41a3-912d-169d5a777a2f", "metadata": {}, "source": [ "For those who are not comortable in continuing in python you also have the option to just export the estimated event probabilities to a csv for use in other languages/softwares" ] }, { "cell_type": "code", "execution_count": 30, "id": "0b6a68d6-ecd4-46e3-95ef-5c0d4235a7b0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved at estimates.csv\n", " sample event participant epoch group eventprobs\n", "0 0 0 sub-0 0 0 0.0\n", "1 0 0 sub-0 1 0 0.0\n", "2 0 0 sub-0 2 0 0.0\n", "3 0 0 sub-0 3 0 0.0\n", "4 0 0 sub-0 4 0 0.0\n", "... ... ... ... ... ... ...\n", "253995 634 3 sub-0 95 0 0.0\n", "253996 634 3 sub-0 96 0 0.0\n", "253997 634 3 sub-0 97 0 0.0\n", "253998 634 3 sub-0 98 0 0.0\n", "253999 634 3 sub-0 99 0 0.0\n", "\n", "[254000 rows x 6 columns]\n" ] } ], "source": [ "io.save_eventprobs_csv(estimates, 'estimates.csv')\n", "import pandas as pd\n", "\n", "df_estimates = pd.read_csv('estimates.csv')\n", "print(df_estimates)" ] } ], "metadata": { "kernelspec": { "display_name": "hmp", "language": "python", "name": "hmp" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }