From b2bd64a94602e042348fed1c03c45b252e820116 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Tue, 10 Jan 2023 15:15:03 -0800 Subject: [PATCH 1/6] Created visualize_2p_responses notebook as duplicate of visualize_unit_responses. Has yet to be significantly modified --- .../visualize_2p_responses.ipynb | 1219 +++++++++++++++++ 1 file changed, 1219 insertions(+) create mode 100644 docs/visualization/visualize_2p_responses.ipynb diff --git a/docs/visualization/visualize_2p_responses.ipynb b/docs/visualization/visualize_2p_responses.ipynb new file mode 100644 index 00000000..dd86507b --- /dev/null +++ b/docs/visualization/visualize_2p_responses.ipynb @@ -0,0 +1,1219 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "740a0b46", + "metadata": {}, + "source": [ + "## Visualizing 2P responses to stimulus" + ] + }, + { + "cell_type": "markdown", + "id": "ab930914", + "metadata": {}, + "source": [ + "Some of this content is adapted from the [Allen SDK Documentation](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_session.html)." + ] + }, + { + "cell_type": "markdown", + "id": "2f6bb025", + "metadata": {}, + "source": [ + "After processing Neuropixel ecephys data with [Kilosort](https://github.com/MouseLand/Kilosort), individual neuronal units have been identified and are stored in the Units table, in the `Units` section of the NWB file. The Units table contains information about hypothetical neurons determined by Kilosort. With this information, and the stimulus information found in the stimulus tables of the `Intervals` section, this notebook helps examine the spiking behavior of these units in response to stimulus and their associated waveforms" + ] + }, + { + "cell_type": "markdown", + "id": "4c83be96", + "metadata": {}, + "source": [ + "### Environment Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "09650a3e", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "\n", + "import fsspec\n", + "import h5py\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from dandi import dandiapi\n", + "from fsspec.implementations.cached import CachingFileSystem\n", + "from pynwb import NWBHDF5IO\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "id": "3cc865a1", + "metadata": {}, + "source": [ + "### Streaming Ecephys File\n", + "The Allen Institute's `Visual Coding - Neuropixels` dataset can be used here as a demonstration of this analysis. Below is the code to stream this data from DANDI. If you'd like to use other data, set `dandiset_id` and `dandi_filepath` accordingly. If the dandiset is embargoed, you'll have to set `authenticate` to True and `dandi_api_key` to be your dandi api key." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "faa81fb6", + "metadata": {}, + "outputs": [], + "source": [ + "dandiset_id = \"000021\"\n", + "dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n", + "authenticate = True\n", + "dandi_api_key = os.environ['DANDI_API_KEY']" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "2133c3d2", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "A newer version (0.48.0) of dandi/dandi-cli is available. You are using 0.46.3\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Retrieved file url https://dandiarchive.s3.amazonaws.com/blobs/ef6/6a8/ef66a8f3-9121-42b5-bdf7-3f892b8cb27c?response-content-disposition=attachment%3B%20filename%3D%22sub-703279277_ses-719161530.nwb%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAUBRWC5GAEKH3223E%2F20230110%2Fus-east-2%2Fs3%2Faws4_request&X-Amz-Date=20230110T000940Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=e86696b66deb873e26c016b43b4db4d5e3b128a577d4e5deb72e4bcca84ac6b1\n" + ] + } + ], + "source": [ + "if authenticate:\n", + " client = dandiapi.DandiAPIClient(token=dandi_api_key)\n", + "else:\n", + " client = dandiapi.DandiAPIClient()\n", + "my_dandiset = client.get_dandiset(dandiset_id)\n", + "\n", + "file = my_dandiset.get_asset_by_path(dandi_filepath)\n", + "base_url = file.client.session.head(file.base_download_url)\n", + "file_url = base_url.headers['Location']\n", + "\n", + "print(f\"Retrieved file url {file_url}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0ae496b0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.1.3 because version 1.5.1 is already loaded.\n", + " warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n", + "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.2 because version 2.5.0 is already loaded.\n", + " warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n" + ] + } + ], + "source": [ + "fs = CachingFileSystem(\n", + " fs=fsspec.filesystem(\"http\"),\n", + ")\n", + "\n", + "# opening may take awhile on a large file\n", + "f = fs.open(file_url, \"rb\")\n", + "file = h5py.File(f)\n", + "io = NWBHDF5IO(file=file, mode='r', load_namespaces=True)\n", + "nwb = io.read()" + ] + }, + { + "cell_type": "markdown", + "id": "53919d11", + "metadata": {}, + "source": [ + "### Extracting Unit Data\n", + "The `Units` table is shown below. Individual units are identified with the `id` column. Note that, while each id is unique, they are not perfectly ordinal; some ids are missing. In the cells below, the unit properties are listed and a slice of the units table is shown. More thorough descriptions of several unit properties can be found in [Visualizing Unit Quality Metrics](visualize_unit_metrics.ipynb)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "50a4d0b6", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['waveform_duration', 'cluster_id', 'peak_channel_id',\n", + " 'cumulative_drift', 'amplitude_cutoff', 'snr', 'recovery_slope',\n", + " 'isolation_distance', 'nn_miss_rate', 'silhouette_score',\n", + " 'velocity_above', 'quality', 'PT_ratio', 'l_ratio', 'velocity_below',\n", + " 'max_drift', 'isi_violations', 'firing_rate', 'amplitude',\n", + " 'local_index', 'spread', 'waveform_halfwidth', 'd_prime',\n", + " 'presence_ratio', 'repolarization_slope', 'nn_hit_rate', 'spike_times',\n", + " 'spike_amplitudes', 'waveform_mean'],\n", + " dtype='object')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# this may take awhile when using file streaming\n", + "units = nwb.units.to_dataframe()\n", + "units.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ce0e64b4", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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3232 rows × 29 columns

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" + ], + "text/plain": [ + " waveform_duration cluster_id peak_channel_id cumulative_drift \\\n", + "id \n", + "950921187 0.604355 4 850249267 481.80 \n", + "950921172 0.521943 3 850249267 681.53 \n", + "950921152 0.467002 2 850249267 1070.71 \n", + "950921135 0.467002 1 850249267 253.42 \n", + "950921111 0.439531 0 850249267 141.82 \n", + "... ... ... ... ... \n", + "950958827 0.686767 327 850256505 425.47 \n", + "950958817 0.535678 326 850256505 391.97 \n", + "950958015 0.576884 236 850256505 195.00 \n", + "950958038 0.137353 239 850256507 132.76 \n", + "950958064 0.604355 242 850256511 314.21 \n", + "\n", + " amplitude_cutoff snr recovery_slope isolation_distance \\\n", + "id \n", + "950921187 0.425574 2.209140 -0.118430 17.537571 \n", + "950921172 0.390098 1.959983 -0.109729 14.677643 \n", + "950921152 0.500000 2.522905 -0.109867 15.783665 \n", + "950921135 0.500000 2.803475 -0.150379 26.666930 \n", + "950921111 0.018056 4.647943 -0.328727 66.901065 \n", + "... ... ... ... ... \n", + "950958827 0.013262 1.197137 -0.033924 47.100934 \n", + "950958817 0.029259 2.162418 -0.045889 44.871938 \n", + "950958015 0.003844 3.398071 -0.072890 43.340940 \n", + "950958038 0.001628 3.938438 -0.121152 84.593734 \n", + "950958064 0.084867 3.099177 -0.064093 49.170211 \n", + "\n", + " nn_miss_rate silhouette_score ... local_index spread \\\n", + "id ... \n", + "950921187 0.009496 0.036369 ... 4 50.0 \n", + "950921172 0.003857 0.103446 ... 3 40.0 \n", + "950921152 0.017776 0.027818 ... 2 50.0 \n", + "950921135 0.023742 0.076530 ... 1 40.0 \n", + "950921111 0.006595 NaN ... 0 30.0 \n", + "... ... ... ... ... ... \n", + "950958827 0.000569 0.003954 ... 323 70.0 \n", + "950958817 0.004134 -0.030602 ... 322 50.0 \n", + "950958015 0.001142 -0.127013 ... 232 40.0 \n", + "950958038 0.000101 0.250970 ... 235 40.0 \n", + "950958064 0.001985 0.153596 ... 238 60.0 \n", + "\n", + " waveform_halfwidth d_prime presence_ratio repolarization_slope \\\n", + "id \n", + "950921187 0.357119 2.962274 0.99 0.381716 \n", + "950921172 0.260972 2.067810 0.99 0.536663 \n", + "950921152 0.247236 2.220043 0.99 0.566559 \n", + "950921135 0.233501 2.339206 0.99 0.669090 \n", + "950921111 0.219765 4.395994 0.99 1.261416 \n", + "... ... ... ... ... \n", + "950958827 0.219765 3.495039 0.99 0.166195 \n", + "950958817 0.164824 3.535095 0.96 0.374690 \n", + "950958015 0.137353 4.977663 0.92 0.634695 \n", + "950958038 0.082412 6.011525 0.71 0.613976 \n", + "950958064 0.151089 4.192806 0.99 0.426358 \n", + "\n", + " nn_hit_rate spike_times \\\n", + "id \n", + "950921187 0.473829 [1.0439430431793884, 1.543311060144649, 2.7287... \n", + "950921172 0.445946 [10.406435026164546, 17.127986534673788, 18.48... \n", + "950921152 0.284058 [1.2775103414155262, 2.3915133536963493, 3.701... \n", + "950921135 0.590737 [9.473732504122962, 13.198542576065163, 18.302... \n", + "950921111 0.952667 [1.1677100445138795, 1.1707767194728813, 1.349... \n", + "... ... ... \n", + "950958827 0.562500 [56.68879155534432, 56.71539151930708, 140.382... \n", + "950958817 0.618474 [32.77642395146384, 53.25072954651286, 53.3577... \n", + "950958015 0.767932 [171.13333650757914, 614.5358357924764, 895.59... \n", + "950958038 0.995134 [2625.1812451333517, 2625.195478447402, 2625.2... \n", + "950958064 0.947028 [8.229957206651436, 8.243390521785514, 9.81902... \n", + "\n", + " spike_amplitudes \\\n", + "id \n", + "950921187 [0.0001908626967721937, 0.00016134635752077775... \n", + "950921172 [0.00014485615850768024, 0.0001722424107984555... \n", + "950921152 [0.00014859435856024575, 0.0001531048673600236... \n", + "950921135 [0.00032386170367170055, 0.0004518112387675137... \n", + "950921111 [0.00015644521007973124, 0.000214412247939483,... \n", + "... ... \n", + "950958827 [7.006826592238747e-05, 6.896932990521833e-05,... \n", + "950958817 [7.075155819535531e-05, 7.864810630992507e-05,... \n", + "950958015 [9.143536229559716e-05, 0.00010639289111014194... \n", + "950958038 [9.332805407085107e-05, 0.00011217241356378219... \n", + "950958064 [0.00021079520849161493, 0.0001983938878704022... \n", + "\n", + " waveform_mean \n", + "id \n", + "950921187 [[0.0, 0.5961149999999966, 5.378099999999993, ... \n", + "950921172 [[0.0, -1.341600000000002, -0.4586399999999933... \n", + "950921152 [[0.0, -0.6427199999999993, -2.836079999999998... \n", + "950921135 [[0.0, -3.2800950000000078, -6.087510000000009... \n", + "950921111 [[0.0, -0.9291749999999945, -6.120270000000007... \n", + "... ... \n", + "950958827 [[0.0, 1.456064999999999, -2.1444149999999933,... \n", + "950958817 [[0.0, 5.052254999999994, -0.3732300000000003,... \n", + "950958015 [[0.0, 7.7005500000000175, 12.612210000000019,... \n", + "950958038 [[0.0, -1.2247949999999905, 3.6318750000000044... \n", + "950958064 [[0.0, -4.4120700000000035, -6.431880000000012... \n", + "\n", + "[3232 rows x 29 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "units" + ] + }, + { + "cell_type": "markdown", + "id": "95d75e1d", + "metadata": {}, + "source": [ + "### Filtering Units\n", + "It might be of interest to only examine units with certain properties. They can be selected based on any metric. Below, only units with a 'good' quality SNR are chosen, along with a few other choices." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "cf33f592", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(974, 29)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# selected_units = units[units.quality == 'good']\n", + "selected_units = units[units.firing_rate > 5]\n", + "# selected_units = units[units.cumulative_drift < 200]\n", + "selected_units.shape" + ] + }, + { + "cell_type": "markdown", + "id": "c2e2334f", + "metadata": {}, + "source": [ + "### Showing Spike Times\n", + "Here, a histogram plot of unit spikes over time is created. In the second cell below, set `stim_time` to be the time of the stimulus you're interested in viewing. To get an idea of the stimulus times you might be interested in, access one of the tables in the `Intervals` section. The first cell below shows how to access these. Set `interval_start` and `interval_end` to the relative time bounds of the histogram around `stim_time`. Finally, `start_unit` and `end_unit` can be used to choose the slice indices of `selected_units` to display. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "1e5b2e6b", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['drifting_gratings_presentations', 'flashes_presentations', 'gabors_presentations', 'invalid_times', 'natural_movie_one_presentations', 'natural_movie_three_presentations', 'natural_scenes_presentations', 'spontaneous_presentations', 'static_gratings_presentations'])\n" + ] + } + ], + "source": [ + "print(nwb.intervals.keys())\n", + "stim_table = nwb.intervals['flashes_presentations'] # change this to view a different stimulus table\n", + "# print(stim_table)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "2a325d04", + "metadata": {}, + "outputs": [], + "source": [ + "stim_time = 800 # arbitrarily chosen here\n", + "interval_start = -0.1\n", + "interval_end = 5\n", + "\n", + "start_unit = 0\n", + "end_unit = 200" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "64a6e418", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "200" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "spike_times = [elem for elem in selected_units.spike_times[start_unit:end_unit]]\n", + "if len(spike_times) == 0:\n", + " raise Exception(\"There are no spiking units in this selection\")\n", + "len(spike_times)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "1747fe2f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(200, 199)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# generate histograms with 200 bins for each unit\n", + "time_bin_edges = np.linspace(interval_start, interval_end, 200)\n", + "hists = []\n", + "for unit_spike_times in spike_times:\n", + " hist, bins = np.histogram(unit_spike_times-stim_time, bins=time_bin_edges)\n", + " hists.append(hist)\n", + "hists = np.array(hists)\n", + "\n", + "hists.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e2d7563e", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'unit spikes over time')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(16,16))\n", + "img = ax.imshow(hists)\n", + "cbar = plt.colorbar(img, shrink=0.5)\n", + "cbar.set_label('# spikes')\n", + "\n", + "ax.yaxis.set_major_locator(plt.NullLocator())\n", + "ax.set_ylabel(\"units\", fontsize=16)\n", + "\n", + "xtick_step=20\n", + "reltime = np.array(time_bin_edges)\n", + "ax.set_xticks(np.arange(0, len(reltime), xtick_step))\n", + "ax.set_xticklabels([f'{mp:1.3f}' for mp in reltime[::xtick_step]], rotation=45)\n", + "\n", + "ax.set_xlabel(\"time since stimulus event\", fontsize=16)\n", + "ax.set_title(\"unit spikes over time\", fontsize=20)" + ] + }, + { + "cell_type": "markdown", + "id": "f2ca9341", + "metadata": {}, + "source": [ + "### Getting Stimulus Epochs\n", + "Here, epochs are extracted from the stimulus tables. In this case, an 'epoch' is a continuous period of time during a session where a particular type of stimulus is shown. The output here is a list of epochs, where an epoch is a tuple of four values; the stimulus name, the stimulus block, the starting time and the ending time." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d0e3f844", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['drifting_gratings_presentations', 'flashes_presentations', 'gabors_presentations', 'invalid_times', 'natural_movie_one_presentations', 'natural_movie_three_presentations', 'natural_scenes_presentations', 'spontaneous_presentations', 'static_gratings_presentations']\n" + ] + } + ], + "source": [ + "stimulus_names = list(nwb.intervals.keys())\n", + "print(stimulus_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "9fdc4f40", + "metadata": {}, + "outputs": [], + "source": [ + "# extract epoch times from stim table where stimulus rows have a different 'block' than following row\n", + "def extract_epochs(stim_name, stim_table, epochs):\n", + " \n", + " epoch_start = stim_table.start_time[0]\n", + " epoch_stop = stim_table.stop_time[0]\n", + "\n", + " for i in range(len(stim_table)):\n", + " this_block = stim_table.stimulus_block[i]\n", + " # if end of table, end the current epoch\n", + " if i+1 >= len(stim_table):\n", + " epochs.append((stim_name, this_block, epoch_start, epoch_stop))\n", + " break\n", + " next_block = stim_table.stimulus_block[i+1]\n", + "\n", + " # if next row is the same epoch, push back epoch_stop time\n", + " if next_block == this_block:\n", + " epoch_stop = stim_table.stop_time[i+1]\n", + " # otherwise, end the epoch, start new epoch\n", + " else:\n", + " epochs.append((stim_name, this_block, epoch_start, epoch_stop))\n", + " epoch_start = stim_table.start_time[i+1]\n", + " return epochs" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "2afe14f6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "15\n", + "[('drifting_gratings_presentations', 2.0, 1591.1338573815906, 2190.634543106125), ('drifting_gratings_presentations', 5.0, 3182.4628573815908, 3781.963503106125), ('drifting_gratings_presentations', 7.0, 4713.741627381592, 5397.312443106124), ('flashes_presentations', 1.0, 1290.8830973815907, 1589.382401312724), ('gabors_presentations', 0.0, 89.8968273815905, 1001.8917716749913), ('natural_movie_one_presentations', 4.0, 2852.1870373815905, 3152.4377773815904), ('natural_movie_one_presentations', 12.0, 7710.293937381591, 8010.54467738159), ('natural_movie_three_presentations', 3.0, 2221.6604473815905, 2822.161967381591), ('natural_movie_three_presentations', 6.0, 4083.215117381591, 4683.716567381592), ('natural_scenes_presentations', 9.0, 5908.739537381591, 6389.157337381589), ('natural_scenes_presentations', 10.0, 6689.408117381589, 7169.809297381591), ('natural_scenes_presentations', 13.0, 8040.56972738159, 8568.510620243858), ('static_gratings_presentations', 8.0, 5398.31325738159, 5878.714467381591), ('static_gratings_presentations', 11.0, 7199.83431738159, 7680.268867381591), ('static_gratings_presentations', 14.0, 8611.04613738159, 9151.49746738159)]\n" + ] + } + ], + "source": [ + "# extract epochs from all valid stimulus tables\n", + "epochs = []\n", + "for stim_name in stimulus_names:\n", + " stim_table = nwb.intervals[stim_name]\n", + " try:\n", + " epochs = extract_epochs(stim_name, stim_table, epochs)\n", + " except:\n", + " continue\n", + "print(len(epochs))\n", + "print(epochs)" + ] + }, + { + "cell_type": "markdown", + "id": "d1c90bcc", + "metadata": {}, + "source": [ + "#### Visualizing Unit Activity Throughout Epochs\n", + "Below is a view of the spiking activity of a unit throughout a session, where epochs are shown as colored sections. Set `unit_num` to be the id of the unit to view. Set `time_start` to the starting bound of the session you'd like to see, and `time_end` to the ending bound. You may want to use the output above to inform your choice." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "8b1d9007", + "metadata": {}, + "outputs": [], + "source": [ + "unit_num = 950930672\n", + "time_start = 0\n", + "time_end = 10000" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "8eacf09e", + "metadata": {}, + "outputs": [], + "source": [ + "spikes = units.spike_times[unit_num]\n", + "time_bin_edges = np.linspace(time_start, time_end, (time_end-time_start))\n", + "hist, bins = np.histogram(spikes, bins=time_bin_edges)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "6d11f911", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(15,5))\n", + "\n", + "# assign unique color to each stimulus name\n", + "stim_names = list({epoch[0] for epoch in epochs})\n", + "colors = plt.cm.rainbow(np.linspace(0,1,len(stim_names)))\n", + "stim_color_map = {stim_names[i]:colors[i] for i in range(len(stim_names))}\n", + "\n", + "epoch_key = {}\n", + "height = max(hist)\n", + "# draw colored rectangles for each epoch\n", + "for epoch in epochs:\n", + " stim_name, stim_block, start, end = epoch\n", + " color = stim_color_map[stim_name]\n", + " rec = ax.add_patch(mpl.patches.Rectangle((start, 0), end-start, height, alpha=0.4, facecolor=color))\n", + " epoch_key[stim_name] = rec\n", + " \n", + "ax.set_xlim(time_start, time_end)\n", + "ax.set_ylim(-0.1, height+0.1)\n", + "ax.set_xlabel(\"time (s)\")\n", + "ax.set_ylabel(\"# spikes\")\n", + "\n", + "fig.legend(epoch_key.values(), epoch_key.keys(), loc=\"lower right\", bbox_to_anchor=(1.12, 0.25))\n", + "ax.plot(bins[:-1], hist)" + ] + }, + { + "cell_type": "markdown", + "id": "34a45648", + "metadata": {}, + "source": [ + "### Waveforms\n", + "The `Units` table can also be used to view the waveforms of a units with the `waveform_mean` property, which consists of the mean waveform of that unit as measured by each channel along the probe. One channel will contain the peak waveform. With a bit of legwork, the `peak_channel_id` of the unit and the `Electrodes` section can be used to get the single peak waveform as shown below. There is also a timewise and channelwise view of all the mean waveforms and an average of the waveforms across all channels. " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "32fd8345", + "metadata": {}, + "outputs": [], + "source": [ + "unit_num = 950922199" + ] + }, + { + "cell_type": "markdown", + "id": "e4658307", + "metadata": {}, + "source": [ + "#### Peak waveform" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "b01f1b67", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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s2XPNY/fu3Vvn84iIHBVDFRG5pNjYWADVC85TU1PrPEan0+HHH39szrLqZG7jDOCa7aWtJYriNVtjf/HFF5ZQcOVanHHjxgGoHm0xTy+zlnktz7VGA3/99VdkZWVZdd7Jkydj+fLlkMlkOH78OIYPH37dJhfXo1AoLF0EzSNRwNUjUJevq9q0aRMAIDAwsM5gcPlapmtdgw8//LBBNd59992WgPftt9/i4sWLltbf1+qSZ4vPZUNERERY2vevWrWq3o19jUYjvvjiCwDVa6Z69eplt5qIiGyFoYqIXNLlIwdvvPFGncfMnTsXGRkZzVVSvS5fF3TmzBmbnnvBggV1hsoTJ05g4cKFlte/cm+jRx991NIRb/r06bVGXeqydu3aq/ZvMren/v333+uc4nbmzBnMmjWr4R/MZaZMmYJPP/0UgiAgOTkZw4cPv+aoXENcvl+VeVTnylDVr18/qNVqFBUV4ZtvvgFQvZ6qrtHGy/foMoeIKy1btuyqPcLqExYWhmHDhgEAvvvuO6xYscISiq8VqmzxuWwo8+czLy8Ps2fPrvOY+fPn4/jx4wCABx544Jpt3omIHAVDFRG5pJ49e1r23Pnkk08wbdo0bN68GQcOHMDKlSsxfPhwvP/++03e48gWevbsaRmtev7557FhwwacPHkSp0+fxunTp6/bFa8+7dq1g8lkQv/+/fHqq69i9+7d2L17N1599VUkJiaipKQEAPDuu+9e1ZggNDQUX375JQRBQFZWFnr37o2HHnoIv/32Gw4cOIA9e/bgxx9/xFNPPYW2bdtizJgxSEtLq3WOKVOmAKjevygxMRGff/459u7di3/++QcvvfQSEhISUFhY2OiRiunTp1vahB85cgQ33XQTioqKGnUuoPa6qivXU5m5ublZ9qsyX7/69qfq2bOnZQTro48+wl133YU1a9Zg//79+PXXXzFp0iT85z//sXQebAhzeEpPT8eiRYsAAL17975mO3FbfC4b6sEHH7R83y1fvhzDhw/Hjz/+iAMHDmDt2rW4/fbbsWDBAgDVUxaff/75Rr0OEVGzE4mIXNSJEyfEkJAQEUCdt//+97/i8uXLLe+fO3fuqnPExMSIAMSpU6de87WmTp0qAhBjYmKueuzcuXOW11i+fHmdz3/yySfrrXPz5s1WfdyDBw8WAYiDBw8W16xZI3p4eNR5XplMJi5ZsuSa5/rtt9/EgICAemu7/FybNm2q9VydTieOHDmy3ue4u7uLq1atavK1W7ZsmSgIgghATEhIEIuKiqy6XpfXe/m1Gj16dJ3Hvfjii7U+jkOHDtV7zoMHD4r+/v71XoOuXbuKmZmZlvdffPHFa9ao0WhEd3f3Wud48803G/TxNeVzKYrX/hq/XEFBgThgwIBrvkbHjh3F8+fP1/n8y6/v9TT02IbWfvn3DhHR5ThSRUQuKz4+HgcOHMBDDz2EmJgYqFQqBAcH4+abb8batWvx+uuvS12ixauvvopPPvkEgwYNQkBAgM1aSY8ePRpJSUmYPn265RqEhITg9ttvx/bt2/H4449f8/ljx47FuXPnsGTJEgwbNgyhoaFQKpVwd3dHbGwsxowZg6VLl+L8+fMYOnRorecqlUqsXbsW77zzDnr37g0PDw+4u7ujXbt2ePDBB3HgwAFMmjSpyR/jgw8+iHfffRdA9dS9kSNHWkaRrKFUKi2jLED9I1CX3x8QEHDNDWp79OiBQ4cO4cEHH0RMTAyUSiUCAgLQt29fLFmyBHv37rWqLby3tzfGjh1reV8ul+Puu+9u0HOb8rm0RkBAAP755x989dVXuPnmmy2vExgYiCFDhuC9997DoUOHEBMT0+jXICJqboIoXmfjDyIialGGDBmCrVu3YvDgwbU2syUiIqLG4UgVERERERFREzBUERERERERNQFDFRERERERURMwVBERERERETUBQxUREREREVETsPsfERERERFREyikLsDRmEwmZGZmwtvbG4IgSF0OERERERFJRBRFlJaWIiIiAjJZ/ZP8GKqukJmZiejoaKnLICIiIiIiB5Geno6oqKh6H2eouoK3tzeA6gvn4+MjcTVERERERCQVjUaD6OhoS0aoD0PVFcxT/nx8fBiqiIiIiIjousuC2P2PiIiIiIioCRiqiIiIiIiImoChioiIiIiIqAkYqoiIiIiIiJqAoYqIiIiIiKgJGKqIiIiIiIiagKGKiIiIiIioCRiqiIiIiIiImoChioiIiIiIqAkYqoiIiIiIiJqAoYqIiIiIiKgJGKqIiIiIiIiagKGKiIiIiIioCRiqiIiIiIiImoChioiIiIiIqAkYqoiIiIiIiJpAIXUBRERElzOZROSXa5FVXIXiSj16tvKDj5tS6rKIiIjqxVBFRETNzmQSse98IU7mlCKzpApZxZXV/5ZUIqdEC53RZDnWx02BmQPbYPrA1gxXRETkkARRFEWpi3AkGo0Gvr6+KCkpgY+Pj9TlEBG1KBeLKvDD/otYnXQRGcWV9R4nCECItxoyQUBWSRWA6nA1Y2Aspg+Iha87wxUREdlfQ7MBQ9UVGKqIiGyrSm/E+mPZWJ10ETvO5MP8U8fbTYF+sYGI9HNDuJ87wn3dEFHzb6iPG5RyGYwmEWuPZuGdjadwOrfM8ryZDFdERNQMGKoaiaGKiKjpRFFEcoYGq5LS8euhDGiqDJbHBrQLxJ29ozGqcxjclPIGnc9oEvFHTbg6dVm4mjEgFjMGMlwREZF9MFQ1EkMVEVHTaKr0mP3dQWxJzbPcF+nnjjsSonBHQhSiAzwafW6TScSfydl4e+NJnMypDlc+bgq8/a+eGBoX0uTaiYiILtfQbOC0LdVfffVVCIKAxx57zHJfVVUVZs2ahcDAQHh5eeH2229HTk6OdEUSEbmY9MIK3P7BTmxJzYNKLsPY7hH4emZfbHtyKObc1KFJgQoAZDIBo7uFY92jN+KDyb0QF+oNTZUB93+ZhBV70mz0URAREVnHKUPVvn378NFHH6Fbt2617p8zZw5+//13rF69Glu3bkVmZiYmTpwoUZVERK7lUHoxbvtgJ07lliHUR42f/nMD3v1XTwxqHwyZTLDpa8lkAm7tGo7fHxmI23tFwWgS8czPR7F4XQpMJk7AICKi5uV0oaqsrAyTJ0/GJ598An9/f8v9JSUl+Oyzz7B06VIMGzYMCQkJWL58OXbu3Indu3dLWDERUcu3LjkLd3+8C/llWnQM98EvswagS6Sv3V9XpZBhyaRueGxEewDAB1vO4LGVh6A1GO3+2kRERGZOF6pmzZqF0aNHY8SIEbXu379/P/R6fa374+Pj0apVK+zatave82m1Wmg0mlo3IiJqGFEU8fE/Z/DQtwdQpTdhaFwwVj+YiHBf92arQRAEPDaiA16/oxsUMgG/Hc7EfZ/tRXGFrtlqICIi1+ZUoer777/HgQMHsGjRoqsey87Ohkqlgp+fX637Q0NDkZ2dXe85Fy1aBF9fX8stOjra1mUTEbVIBqMJz/6SjFf+SIEoAvf1j8EnU3rDSy3NvvKTekfji+l94a1WYO+5Qty+bCfSCyskqYWIiFyL04Sq9PR0PProo/j222/h5uZms/M+/fTTKCkpsdzS09Ntdm4iopaqtEqPGTXNIQQBeH5MJ7w8vjMUcml/rAxsH4TVDyUi3NcNZ/LKcdsHO3A4vVjSmoiIqOVzmlC1f/9+5ObmolevXlAoFFAoFNi6dSveeecdKBQKhIaGQqfTobi4uNbzcnJyEBYWVu951Wo1fHx8at2IiKh+WSWVmPThLvxzMg/uSjk+ujcBMwfGQhBs24yiseLDqtd0dQr3QX6ZDnd/vBsbjrMTLBER2Y/ThKrhw4fj6NGjOHTokOXWu3dvTJ482fK2UqnExo0bLc9JTU1FWloaEhMTJayciKjlyCvV4p5P9iAluxTB3mqs/L/+GNm5/j9cSSXUxw2rHkzE4A7BqNQb8Z9v93PEioiI7Eaaie+N4O3tjS5dutS6z9PTE4GBgZb7Z86ciblz5yIgIAA+Pj545JFHkJiYiP79+0tRMhFRi1JcocN9n+3BufxyRPq5Y+X/9UeUf9P2nbInL7UCn07tjf98ewAbjudg1ooDWDt7EHzdlVKXRkRELYzTjFQ1xJtvvokxY8bg9ttvx4033oiwsDD89NNPUpdFROT0yrQGTF2+zzJC9e39/Rw6UJkp5TIsmdQdUf7uuFhUiad+OAJR5D5WRERkW4LIny61aDQa+Pr6oqSkhOuriIgAVOmNmLZ8L3afLYSfhxIr/52IuDBvqcuyyuH0Ytzx4U7ojSJeGtsJ0wbESl0SERE5gYZmgxY1UkVERLalM5jw0Df7sftsIbzUCnw1o6/TBSoA6B7th6dv6QgAeOWPFBy5WCxtQURE1KIwVBERUZ2MJhFzVh7C5tQ8uCll+HxaH3SL8pO6rEabPqA1RnYKhc5owsMrDkJTpZe6JCIiaiEYqoiI6Comk4h5Px7B2qNZUMoFfHhvAvrGBkhdVpMIgoDX76heX5VWWIF5P3J9FRER2QZDFRER1SKKIl5ecxyr91+ETADeubsnhsSFSF2WTfh6KPHePb2glAv442g2vt59QeqSiIioBWCoIiKiWpZuOIkvdp4HALx+R3fc0jVc2oJsrEe0H+bVrK/635oTSM4okbgiIiJydgxVRERk8eP+i3h302kAwILxnXF7QpTEFdnHjAGtcVPN+qpZKw6glOuriIioCRiqiIgIAHAqpxTP/ZIMAJg9rB3uS2wtbUF2VL2+qhsi/dxxoaAC8346yvVVRETUaAxVRESECp0BD317AJV6Iwa2C8KjIzpIXZLd+Xmo8N49PaGQCVh7JAsfbDnDYEVERI3CUEVE5OJEUcRzPyfjdG4ZQrzVeOvuHpDLBKnLahY9W/lj3i3xAIDX16fi4RUHORWQiIisxlBFROTiViWl46eDGZAJwLv/6okgL7XUJTWrmQNj8cKYTtUjVkezMPbd7TieqZG6LCIiciIMVURELuxElgYv/HoMAPD4yDj0axMocUXNTxAEzBgYi1UPJiLC1w3nCypw2wc7sHJfGqcDEhFRgzBUERG5qDKtAbO+PQCtwYQhccF4aHBbqUuSVK9W/lg7exCGxgVDazDhqR+P4vHVh1GhM0hdGhEROTiGKiIiFySKIp7+6SjO5pcj3NcNS+/sAZmLrKO6Fn9PFT6b2gdPjIqDTAB+OpCBCe/vwOncUqlLIyIiB8ZQRUTkgr7dk4bfD2dCIRPw3j09EeCpkrokhyGTCZg1tB1WPNAfwd5qnMwpw7j3duDXQxlSl0ZERA6KoYqIyMUkZ5Tg5TXHAQBP3hyHhJgAiStyTP3bBOKP2YNwQ9tAVOiMePT7Q3h/82mpyyIiIgfEUEVE5EI0VXrMWnEAOoMJIzqG4IFBbaQuyaEFe6vx9cx+mDW0er3Z6+tT8dn2cxJXRUREjoahiojIhTzz01FcKKhApJ873pjUA4LAdVTXI5cJeGJUPObUbIi8YM1xfL37gsRVERGRI2GoIiJyETtP52PNkSwoZALen9wLvh5KqUtyKrOHt8NDQ6pHrJ7/JRmrktIlroiIiBwFQxURkQswmUQs/OMEAGByv1boEe0nbUFOSBAEPDkqDtMHtAYAPPXjETavICIiAAxVREQu4eeDGTiWqYG3WoFHa6axkfUEQcALYzrhnn6tIIrA3FWHsS45S+qyiIhIYgxVREQtXKXOiCV/pQIAZg1rx/bpTSQIAv43vgtu7xUFo0nEI98dxKaUHKnLIiIiCTFUERG1cJ/vOIeskipE+rlj2g2tpS6nRZDJBCy+oxvGdAuH3ijiwW8OYPupfKnLIiIiiTBUERG1YHmlWnxQs7fSkzfHwU0pl7iilkMuE/DmXT0wslModAYT7v9qH/acLZC6LCIikgBDFRFRC/bW3ydRrjOie5QvxnaLkLqcFkcpl+Hde3piSFwwqvQmTFu+D78dzpS6LCIiamYMVURELdSpnFJ8v6+67fczt3aETMY9qexBrZDjw3sTMLhDMCr1Rsz+7iDm/34MeqNJ6tKIiKiZMFQREbVQi/5MgdEkYmSnUPRrEyh1OS2am1KOz6f1wX9q9rFavuM8/vXxbuRqqiSujIiImgNDFRFRC7TjdD42peRCIRMw75Z4qctxCXKZgCdvjsfH9yXAW61A0oUi3PrOdq6zIiJyAQxVREQtjMkkYuHaSxv9tgn2krgi1zKycxh+e2Qg4kK9kV+mxT2f7sGn285CFEWpSyMiIjthqCIiamF+PpiB41nc6FdKsUGe+HnWDZjQIwJGk4j/rT2Bh1ccRJnWIHVpRERkBwxVREQtSKXOiNfXc6NfR+ChUuDNu3rg5fGdoZAJWHs0CxPe34HTuWVSl0ZERDbGUEVE1IJ8tv0ssjXc6NdRCIKAKYmtsfL/EhHqo8bp3DLc/fFupBVUSF0aERHZEEMVEVELkVeqxbItZwBwo19HkxDjjzWPDELHcB/kl2kx5fM9yC/TSl0WERHZCEMVEVEL8f7m09zo14EFe6vx5fQ+iPJ3x/mCCsz4Yh/KucaKiKhFYKgiImoBSir1WJVUvdHvf0fFcaNfBxXi44avZvRFgKcKRy6W4KFvD0Bn4CbBRETOjqGKiKgFWJ2UjgqdEXGh3hjYLkjqcuga2gR74bOpveGulOOfk3l46scjMJnYbp2IyJkxVBEROTmjScQXO88DAKYNaA1B4CiVo+vZyh8fTO4FuUzAzwcz8Nr6FKlLIiKiJmCoIiJychuO5+BiUSX8PJSY0CNS6nKogYbGh+DViV0BAB9tPYvPtp+TuCIiImoshioiIie3fEf1L+P39G0FdxU7/jmTSb2j8eTNcQCABWuO47fDmRJXREREjcFQRUTkxI5llmDPuULIZQLuS4yRuhxqhIcGt7XsKfb4qkPYcTpf2oKIiMhqDFVERE7six3nAQC3dAlDuK+7tMVQowiCgOfHdMLoruHQG0X839f7cfRiidRlERGRFRiqiIicVEGZFr/WTBebPiBW4mqoKeQyAW/c2R392wSgTGvAvZ/tQXIGgxURkbNgqCIiclIr9qRBZzChe5QverXyk7ocaiI3pRyfTOmNnq38UFKpx72f7cHxTI3UZRERUQMwVBEROSGdwYSvd18AUD1KxTbqLYO3mxJfzuiL7tF+KK7QY/Knu5GSzWBFROToGKqIiJzQn8lZyC3VIsRbjVu7hktdDtmQj5sSX83oi25Rviiq0GPyJ3twMqdU6rKIiOgaGKqIiJyMKIr4vGZPo3v7x0Cl4H/lLY2vuxJfz+iHLpE+KCjX4Z5PduMUgxURkcPiT2IiIidzIK0Yhy+WQCWX4Z5+raQuh+zE10OJb2b2Q+cIH+SX6fCvT/bgdG6Z1GUREVEdGKqIiJyMebPfcT0iEOSllrgasic/DxW+mdkPHcN9kF+mxb8+2Y0zeQxWRESOhqGKiMiJZJVU4s/kbADA9AGtpS2GmoW/pwrf3t8P8WHeyCvV4l8f78a5/HKpyyIiosswVBEROZGvd12A0SSib2wAOkf4Sl0ONZOAmmAVF+qN3FIt7v54F1KzucaKiMhRMFQRETmJKr0R3+1NAwDM4CiVywn0UuPbB/qhQ6gXcjRa3LFsJ3aezpe6LCIiAkMVEZHT+OVgBooq9Ijyd8dNncKkLockEOSlxqr/S0Tf1gEo1Rowdfle/HTgotRlERG5PIYqIiInIIoilu84DwCYmtgachk3+3VVfh4qfDWzL8Z2j4DeKGLuqsN4Z+MpiKIodWlERC6LoYqIyAnsPluI1JxSeKjkuLNPtNTlkMTclHK8fVcPPDi4LQBg6YaTeOrHI9AbTRJXRkTkmhiqiIicwM8Hq6d4jeseAV93pcTVkCOQyQTMuyUeCyZ0gUwAViVdxIwv9qG0Si91aURELoehiojIwVXpjfjzaHUb9Qk9IyWuhhzNff1j8MmU3nBXyrHtVD7u/Gg3skuqpC6LiMilMFQRETm4Lam5KNUaEO7rhr6tA6QuhxzQ8I6hWPl//RHkpcKJLA1u+2AHUrI1UpdFROQynCZULVq0CH369IG3tzdCQkIwYcIEpKam1jqmqqoKs2bNQmBgILy8vHD77bcjJydHooqJiGzjl4OZAKqn/snYoILq0S3KDz//ZwDaBnsiq6QK9366B7kajlgRETUHpwlVW7duxaxZs7B7925s2LABer0eI0eORHn5pV3l58yZg99//x2rV6/G1q1bkZmZiYkTJ0pYNRFR05RU6rEpNRcAML4Hp/7RtUUHeODHh25AfJg38st0ePT7QzCa2BWQiMjeBNFJe7Dm5eUhJCQEW7duxY033oiSkhIEBwdjxYoVuOOOOwAAKSkp6NixI3bt2oX+/fs36LwajQa+vr4oKSmBj4+PPT8EIqLrWrUvHU/+eATtQ7zw15wbIQgcqaLrO5NXhrHvbkeFzohHh7fHnJs6SF0SEZFTamg2cJqRqiuVlJQAAAICqtcX7N+/H3q9HiNGjLAcEx8fj1atWmHXrl31nker1UKj0dS6ERE5il8PZwCoblDBQEUN1TbYC6/c1hUA8M6mU9hxOl/iioiIWjanDFUmkwmPPfYYBgwYgC5dugAAsrOzoVKp4OfnV+vY0NBQZGdn13uuRYsWwdfX13KLjub+L0TkGHI0Vdh5pgBA9XoqImtM6BmJu/tEQxSBR78/hNxSrq8iIrIXpwxVs2bNQnJyMr7//vsmn+vpp59GSUmJ5Zaenm6DComImu73w5kQRSAhxh/RAR5Sl0NO6KVxnWvWV2nxGNdXERHZjdOFqocffhhr1qzB5s2bERUVZbk/LCwMOp0OxcXFtY7PyclBWFhYvedTq9Xw8fGpdSMicgS/Hqru+je+B0epqHHclHK8d08veKjk2HmmAO9uOiV1SURELZLThCpRFPHwww/j559/xqZNmxAbG1vr8YSEBCiVSmzcuNFyX2pqKtLS0pCYmNjc5RIRNcmZvDIczSiBXCZgdNdwqcshJ9Yu5NL6qrc3nsJOrq8iIrI5pwlVs2bNwjfffIMVK1bA29sb2dnZyM7ORmVlJQDA19cXM2fOxNy5c7F582bs378f06dPR2JiYoM7/xEROQrzKNWg9kEI9FJLXA05uwk9I3FX7+r1VbO5voqIyOacJlQtW7YMJSUlGDJkCMLDwy23lStXWo558803MWbMGNx+++248cYbERYWhp9++knCqomIrCeKIn47VNP1j3tTkY28NK4z4kK5voqIyB6cdp8qe+E+VUQktcPpxRj//g64K+VIem4EPNUKqUuiFuJ0bhnGvVe9f9WcER3w6Ij2UpdEROTQWvw+VURELdUvNaNUN3UKZaAim2oX4oWFt1VvRfLWxpNYl5wlcUVERC0DQxURkQMxmkT8frj6F112/SN7uK1nlGV91YPfHMDTPx1FudYgdVlERE6NoYqIyIHsPJOP/DIt/D2UuLFDsNTlUAv18oTOuH9gdRfd7/am4dZ3tmH/hUKJqyIicl4MVUREDsTc9e/WruFQyvlfNNmHWiHHc2M6YcUD/RDh64YLBRWY9OEuLF6XAp3BJHV5REROhz+xiYgcRJXeiHXJ2QCA8ez6R83ghrZBWDfnRkzsFQmTCHyw5QwmvL8DqdmlUpdGRORUGKqIiBzEppRclGkNiPRzR+8Yf6nLIRfh46bE0jt7YNnkXvD3UOJ4lgZj39uOT7edhYlt14mIGoShiojIQfxysLrr39juEZDJBImrIVdzS9dwrJ9zI4bGBUNnMOF/a0/gnk93c6NgIqIGYKgiInIAJRV6bEnNAwBM6MmufySNEG83fD6tD165rSs8VHLsPluICe/twPFMjdSlERE5NIYqIiIH8GdyFnRGE+JCvREfxo3HSTqCIOCefq2w5pGBaBPsicySKtzx4U6sP5YtdWlERA6LoYqIyAGYu/6N5ygVOYg2wV74+T8DMKh9ECp0Rjz4zX4s23IGosh1VkREV2KoIiKSWI6mCrvPFQAAxnZjqCLH4euuxPJpfTAlMQaiCLy2LgWPrz4MrcEodWlERA6FoYqISGJ/HM2CKAK9WvkhOsBD6nKIalHIZXh5fBcsGN8ZcpmAnw5k4J5P9iC/TCt1aUREDoOhiohIYmuOZAEAxnCUihzYfYmt8eX0vvBxU2D/hSKMf28HUrLZwIKICGCoIiKSVGZxJfZfKIIgALd2DZe6HKJrGtg+CD/PGoDYIE9kFFfi9g924i82sCAiYqgiIpLSH0erR6n6xAQgzNdN4mqIrq9tsBd+/s8NSGwTiHKdEf/+ej/mrDyEAk4HJCIXxlBFRCQh89S/0d04SkXOw89Dha9m9sX9A2MhCMDPBzMwYulW/Lj/IrsDEpFLYqgiIpJIemEFDqUXQxCAW7qGSV0OkVWUchmeG9MJP/9nAOLDvFFUocfjqw/jvs/24kJBudTlERE1K4YqIiKJmKf+9YsNQIg3p/6Rc+oR7YffHxmIp26Oh1ohw/bT+Rj55j9YtuUM9EaT1OURETULhioiIomw6x+1FEq5DA8NaYv1j92IAe0CoTWY8Nq6FIx7bwcOpxdLXR4Rkd0xVBERSeBCQTmOZpRAJgA3d+HUP2oZWgd54puZ/bBkUnf4eShxIkuD2z7Ygf+tOY5KHTcMJqKWi6GKiEgC5lGqG9oGIchLLXE1RLYjCALuSIjCxrmDMaFHBEwi8On2c7j1nW3Yd75Q6vKIiOyCoYqISAJr2fWPWrhALzXeursnlk/rgzAfN5zLL8edH+3C/N+PoUJnkLo8IiKbYqgiImpmZ/PKcDxLA7lMwM2dOfWPWrah8SFYP+dG3Nk7CqIILN9xHre8vQ17zhZIXRoRkc0wVBERNTPzKNWAdkHw91RJXA2R/fm6K7H4ju74YnofhPu64UJBBe76eDde/DUZ5VqOWhGR82OoIiJqZpe6/nHqH7mWIXHVo1b/6hsNAPhy1wXc/PY/2HkmX+LKiIiahqGKiKgZncopRWpOKZRyAaM6ceofuR4fNyUWTeyGr2b0RaSfO9ILK3HPJ3tw+7KdWLUvHWUcuSIiJ8RQRUTUjMyjVIPaB8PXQylxNUTSubFDMNY9NgiT+7WCXCZg/4UiPPnjEfRd+DeeWH0YSecLIYqi1GUSETWIQuoCiIhchSiKWHuUU/+IzLzdlFh4W1c8Orw9fjyQgdVJ6TibX47V+y9i9f6LaBPkiUm9o3F7r0iE+LhJXS4RUb0EkX8GqkWj0cDX1xclJSXw8fGRuhwiakFSsjW4+a1tUMllSHp+BHzcOFJFdDlRFJF0oQir9qVj7dEsVNRsGCyXCRgaF4IpiTEY2C4IMpkgcaVE5Coamg04UkVE1EzMXf8GxwUzUBHVQRAE9GkdgD6tA/DiuM5YeyQTq5IuYv+FIvx9Igd/n8hBbJAn7u0fgzsSouDrzu8jInIMHKm6AkeqiMgeRFHEsDe24lx+Od6+uwfG94iUuiQip3E6txTf7E7Dj/svorSmkYW7Uo4JPSNwX//W6BTBn9dEZB8NzQYMVVdgqCIieziWWYLR72yHWiHD/udvgpeaEwWIrFWuNeDngxn4etcFpOaUWu7v09of9yW2xi1dwqCUswcXEdkOp/8RETkQc9e/oXEhDFREjeSpVuDe/jGY3K8V9p4rxFe7LmD9sWzsO1+EfeeLEBfqjbfu7oGO4fyjKBE1L/5kJyKyM1EUseZIJgBgTHd2/SNqKkEQ0K9NIPq1CUSOpgor9qTh693Vo1fj39uBJ0bFYebAWDa0IKJmwzFyIiI7O5pRgvTCSrgr5RgWHyJ1OUQtSqiPG+bc1AF/zbkRIzqGQGc0YeEfJzD50z3ILK6UujwichEMVUREdmae+jesYwg8VJwgQGQPQV5qfDKlN165rSvclXLsOluAm9/6B78dzpS6NCJyAQxVRER29texbADA6K6c+kdkT4Ig4J5+rbB29kB0j/aDpsqA2d8dxGPfH0RJpV7q8oioBWOoImqkCwXlSDpfCIPRJHUp5MDO5pXhfEEFlHIBN3YIlrocIpfQJtgLPzyYiNnD20MmAL8cysStb2/D7rMFUpdGRC0U56EQWSm9sAJvbjiJnw9lQBSBEG81busZidsTotAh1Fvq8sjBbErJBQD0jQ1g1z+iZqSUyzD3pg4Y3CEYc1YeQlphBf71yW4MbBeEib0iMapzGKfjEpHNcJ+qK3CfKqpPrqYK7246je/3pUFvrP628VYrLBtRAkD3KF/cnhCFcd0j4OehkqpUciD3fLIbO88U4PkxnTBzYKzU5RC5pDKtAS//fgyrki5a7vNQyXFzlzBM7BmFxLaBkLNTIBHVgZv/NhJDFV2puEKHD7eexRc7z6FKXz3Vb1D7IPx3ZBw6hvtgU0oufjxwEZtTcmEwVX87qeQyDO8YgjsSojC4QzAU3IzSJZVW6dHz5Q0wmERs/u8QxAZ5Sl0SkUu7UFCOnw9m4OeDGbhQUGG5P9RHjQk9InFbr0jEh/FnPxFdwlDVSAxVZFauNWD5jnP46J+zKK2qHo3q1coPT4yKR2LbwKuOzy/T4rdDmfhh/0Ucz9JY7h/UPghfTu/L/VJc0J9Hs/DQtwcQG+SJzf8dInU5RFRDFEUcSCvCTwcysOZIVq0mFnGh3rixQxAGtg9G39YBcFfJJayUiKRml1BlMpmwdetWbNu2DRcuXEBFRQWCg4PRs2dPjBgxAtHR0TYpXkoMVQQA207lYc7KQ8gv0wEA4sO88cSoOAyLD4EgXD8cHc/U4McDF/Htnguo0puw9M7umNgryt5lk4P57+rD+GH/RcwYEIsXxnaSuhwiqoPWYMTmlDz8dOAiNqfmWqZ3A9WzDhJi/DGwfRAGtQ9C5whfThMkcjE2DVWVlZV44403sGzZMhQWFqJHjx6IiIiAu7s7CgsLkZycjMzMTIwcORIvvPAC+vfvb9MPpjkxVNG5/HKMe3c7SrUGxAR6YO5NHTC2W0SjRpqWbTmD19alINhbjc3/HcJGBS7EZBLR95W/kV+mw7f398OAdkFSl0RE11FcocM/p/Kx/VQetp/KR2ZJVa3H/TyUuKFtIEZ0DMUtXcI5ikXkAmwaqqKjo5GYmIhp06bhpptuglKpvOqYCxcuYMWKFfjoo4/w7LPP4oEHHmjaRyARhirXVq414LYPduBkThn6tPbHt/f3h0rR+PVQWoMRo978B+cLKvB/g9vg6Vs62rBacmSH04sx/v0d8FIrcOD5m5r0dUREzU8URZzLL8f20/nYfiofu84U1GpM5K1WYEz3CNzZOwo9ov0aNIuBiJyPTUPViRMn0LFjw34Z1Ov1SEtLQ9u2bRterQNhqHJdoiji4e8OYu2RLIR4q7HmkYEI8XFr8nk3peRgxhdJUMoFrH/sRrQJ9rJBteTo3txwEm9vPIWbO4fhw/sSpC6HiJrIYDThSEYJtqTm4eeDF5FeWGl5rEOoF+7sHY0JPSMR5KWWsEoisrWGZoMG/em0Y8eOSE5ObtALK5VKpw1U5No+234Oa49kQSETsOzeXjYJVAAwLD4UQ+OCoTeKWLDmuE3OSY7PvD/VsPgQiSshIltQyGXo1cofc2/qgK3/HYrvHuiPiT0j4aaU4WROGf639gT6v7IR//d1EjaeyIHJxD5gRK6kwfNRunXrhn79+uGTTz5BaWmpPWsiana7zhRg0Z8pAIAXxnZCQkyATc///JhOUMoFbE7Nw6aUHJuemxxPrqYKRzNKAABD4oMlroaIbE0mE5DYNhBL7+qBvc+OwMLbuqB7tB8MJhHrj+Vg5pdJmLp8LwrLdVKXSkTNpMGhauvWrejcuTMef/xxhIeHY+rUqdi2bZs9ayNqFlkllXh4xQEYTSIm9ozEff1jbP4abYK9MKNm49eXfz8OrcFo89cgx7ElNQ8A0C3KFyHethnxJCLH5OOmxOR+Mfh11gCsf+xG3D8wFu5KObadysfYd7fjyMViqUskombQ4FA1aNAgfP7558jKysK7776L8+fPY/DgwejQoQNee+01ZGdn27NOIrvQGox48JsDKCjXoVO4Dxbe1tVui40fGdYewd5qnC+owOfbz9vlNcgxmKf+DY3j1D8iVxIX5o3nxnTCL7MGIDbIExnFlbjjw11YuS9N6tKIyM6sbkfl6emJ6dOnY+vWrTh58iQmTZqE999/H61atcK4cePsUSOR3bz023EcTi+Gr7sSH92XYNf2uF5qBZ6+JR4A8O6mU8jRVF3nGeSMtAYjtp2qHqka3pGhisgVxYV549eHB+CmTqHQGUx46sejePqnI6jSc5YCUUvVpB6/7dq1wzPPPIPnnnsO3t7eWLt2ra3qIrK7lfvS8N3eNAgC8PbdPRAd4GH315zQIxK9WvmhQmfEqzVruKhl2XeuCOU6I4K81OgS4St1OUQkER83JT66NwFPjIqDIADf7U3HnR/tQkZx5fWfTEROp9Gh6p9//sG0adMQFhaGJ554AhMnTsSOHTtsWRuR3Ry5WIznfz0GAJg7ogOGNNM0LZlMwEvjOkMQgJ8PZiDpfGGzvC41n0tT/4IbtWE0EbUcMpmAWUPb4cvpfeHvocSRiyUY8842bD+VL3VpRGRjVoWqzMxMvPLKK+jQoQOGDBmC06dP45133kFmZiY++eQT9O/f3151EtnM6dxSPPTNAegMJozoGIJZQ9s16+t3i/LDXb2jAQAv/X4MRrbdbVE2p7KVOhHVdmOHYPz+yEB0jfRFUYUeUz7fg7f+Pon0wgo0YLtQInICDdr8FwBuueUW/P333wgKCsKUKVMwY8YMxMXF2bu+ZsfNf1sug9GEj7edxVt/n4LOYELrQA/8+vBA+Lorm72W/DIthi7ZgtIqAxZN7Ip/9W3V7DWQ7Z3NK8OwN7ZCKRdw4Pmb4O3W/F9bROS4qvRGvPBrMlYlXbTcF+KtRu/W/kiICUCf1v7oGO4DpbxJqzOIyIYamg0UDT2hUqnEDz/8gDFjxkAut99ifrKvCp0BZ3LLcTqvFKdzy3A6twxn88qhUsjQKsADrQI8EFXzb6sAD0T6uUOlcP7/3FOzS/HED4dx5GLN3kFxwXh1YjdJAhUABHmpMWdEB7y85jheX5+KW7uEw9eDv4A7O/PUv76xAQxURHQVN6Uci+/ojr6xgfhm9wUcyyxBbqkWfxzNxh9Hq7souyvl6BHth941ASvc1w0Rfu4I8lJDbuWUYqNJhN5ogpuSv7cR2VuDR6qcyfvvv4/XX38d2dnZ6N69O95991307du3Qc9tKSNVOoMJJ3NKcTxTg5TsUpzOK8OZ3DKrF8gKAhDh645If3f4eyjhpVbC200BL7UCXjX/ertV33zclAj0UiPQSwVvtcJurcmtoTea8NHWM3h74ynojSK83RR4YUwn3JEQJXl9eqMJt769DadyyzB7WDvMHdnyRn5dzeRPd2PH6QI8N7oj7h/URupyiMjBVemNOJxejKQLRdh/oQhJ5wuhqTLUeaxCJiDUxw0Rfm4I93VHuJ8bQr3dUGUwoqhch6IKPYordCgs16G4Qo/CCh1KKvUAgLhQb/RpHYDerf3Rp3UAIvzcm/PDJHJqDc0GVoeqoUOHXvOX0U2bNllzOptbuXIlpkyZgg8//BD9+vXDW2+9hdWrVyM1NRUhIddf4+CMoapca8CJLA2SM0pwLFODY5kanMothd5Y96c20FOFtiFeaBfihXbBXmgb4gWD0YS0wgqkFVYgvbAS6TVvVzay/atKIUNwTcAK8lIjyEuFQC81Okf4YETH0Gb5q9mJLA3+u/owjmVqAADD40PwysSuCPVxnM1Yfz54EXNWHkZ8mDfWPXaj1OVQE5RW6dFrwQbojSI2PT4YbYK9pC6JiJyMySTidF4Zks5Xh6xz+WXIKqlCjqYKtlx+G+nnjoQYf/Rp7Y/erQPQIdTb6lEwIldh8+l/Zj169Kj1vl6vx6FDh5CcnIypU6daXaitLV26FA888ACmT58OAPjwww+xdu1afP7555g3b57E1TWO3mhCdkkVMosrkVlSicziKlwsqkRmcSXSCitwvqAcdUVjHzcFOkX4oGO4D9qHeFeHqBAvBHiqGvS6oigiv0yHtMIKZBRXQlOpR5nWgLIqA8q0BpRWGVBaVXOf1oDiCj0KyrQo1xmhM5iQUVxZ58iYt5sCY7tH4I6EKPSM9mvwiJHOYMKRi8U4k1cGN6UcnioFPNRyeKkV8FBVj5p5quVQymX4cOsZvLfpNAwmEb7uSrw0rhMm9IiUfHTqSkM6hEAmACnZpcgorkQk/3rotLafyofeKCI2yJOBiogaRSYT0CHUGx1CvXFPv0trbQ1GE/LKtMgsrkJWSSWyiquQWVKJXI0Wbko5AjyV8PNQIcBTBX8PJfw9VPD3VMHPQwlRBA5cKMK+80VIulCIY5kay8/n3w5nAgBCfdSYktga9/RtBf8G/o5ARLXZbPrfSy+9hLKyMixZssQWp2sUnU4HDw8P/PDDD5gwYYLl/qlTp6K4uBi//vrrVc/RarXQarWW9zUaDaKjoyUfqdp5Jh9L1qcis7gKOaVVdYamy4X5uKFzhA86R/igU4QvOkf4IMrfXZIQUakzIr9Mi/wyLQrKdNX/luuQo6nCxhO5tYJWm2BP3JEQhYk9oxDmW3sESW804cjFEuw+W4DdZwuQdL7I6pGzkZ1C8b/buiDE23FGp650+7Kd2H+hCAtv64LJ/WKkLoca6YnVh7F6/0XMGBCLF8Z2krocIqI6lWsNOJRejH3nC5F0vggH06r31gMAN6UME3tFYcaAWLQL4R+HiAA7jlTV595770Xfvn0lDVX5+fkwGo0IDQ2tdX9oaChSUureaHXRokWYP39+c5RnFZMJOJBWbHlfJZchwq96sWqEnzsizTd/d8SFeSPISy1dsVdwV8kRHeBR52a6L40VsftsAX7YfxF/JGfhbF45Fq9LxZL1qRjYPhjjukcgt7QKu88WIul8ISp0tUNUgKcKXSJ9YTSZUKY1okJrQHnNSFm5zmhpTx7gqcJL4zpjbLdwhxudutLQuGDsv1CEzSm5DFVOymQSsTk1DwBbqRORY/NUKzCgXRAGtAsCUD0LZM2RTHy2/RyOZWqwYk8aVuxJw9C4YMwc2AYD2gU6/M9RIkdgs1C1a9cuuLk57mhAfZ5++mnMnTvX8r55pEpqnSN88MHkXpYAFeipahEbicpkAm5oF4Qb2gVh/vjO+PNoNn7YfxF7zxfin5N5+OdkXq3j/T2U6BcbiMS2gejfJhDtQ7zqvQ6iKEJrMKFca4CPu9JpWtIOjQ/Bkr9OYsfpAlTpjezS5ISOZpQgv0wLT5UcfWMDpC6HiKjBVIrq0anbekZi99lCfLb9HDam5GBzah42p+YhPswbMwbEom2IJzRVl6b+l1ZVLwcwvw0BuLd/DHq18pf6QyKShNWhauLEibXeF0URWVlZSEpKwvPPP2+zwhojKCgIcrkcOTk5te7PyclBWFhYnc9Rq9VQqx1nlMfM31OFW7uGS12GXXm7KXFnn2jc2Sca5/PL8dOBi9iUmosIX3dLiIoL9W5wmBQEAW5KudOFkk7hPgj1USNHo8Wec4UY3CFY6pLISuZW6oPaB7eILQiIyPUIgoDEttV/xDyXX44vdpzD6v0XkZJdiid/PNKgc/x8MAN392mFp26Og58H12aRa7E6VPn6+tZ6XyaTIS4uDi+//DJGjhxps8IaQ6VSISEhARs3brSsqTKZTNi4cSMefvhhSWuja2sd5Im5I+Ncsq24IAgYGheC7/elY3NKLkOVE9qcWh2qOPWPiFqC2CBPzB/fBXNvisP3+9Lww/6L0BlNl22jorRspWK+LzW7FD8dzMB3e9Pw17FsPH1rR9zey/EaRBHZS4vbp2rlypWYOnUqPvroI/Tt2xdvvfUWVq1ahZSUlKvWWtXFGVuqk/Nbfywb//f1frQK8MDWJ4bwh5ATyS2tQt+FGwEAe58d7tBNUYiI7GnvuUI898tRnMwpAwD0bR2A/93WBR1CvSWujKjxGpoNGjRPxZly11133YUlS5bghRdeQI8ePXDo0CGsW7euQYGKSCoD2gVBKReQVliBs/nlUpdDVthS06Cia6QvAxURubS+sQFYO3sQ5t0SD3elHHvPF+LWt7dh0Z8nUKGre1NjopaiQdP/OnfujBdeeAETJ06ESlX/HNlTp05h6dKliImJkXRPqIcffpjT/cipeKkV6BcbiO2n87E5JRdtuc+R09ha01xlaBynbRIRKeUyPDi4LcZ0C8f8349jw/EcfLT1LNYczsKDg9vAQ6WAURQhiiJMImA0Vb9tNFW/3ybYE/3bBDrd+ui66AwmFJRrYTCK0BlN0BtN0BtE6E0m6A0m6I0iDCYT2gZ71dkxmZxLg0LVu+++i6eeegr/+c9/cNNNN6F3796IiIiAm5sbioqKcPz4cWzfvh3Hjh3Dww8/jIceesjedRO1OEPjQ6pDVWou7h/URupyqAEMRhO2n8oHAAyO43oqIiKzKH8PfDKlN/4+noMXfzuGjOJKPP/rsQY910Mlx8B2QRjRMRRD4oOdbhbAqZxSfLsnDT8duAhNVcNG6CL9LjXpSmwbiEg/d5vVYzKJOJ6lgUIuIDbIE2qF9YG1pFKPUzmlKCjXwd9DhQBPJQI81fB1V0LeArpT24JVa6q2b9+OlStXYtu2bbhw4QIqKysRFBSEnj17YtSoUZg8eTL8/Z27lSbXVJFUzuaVYdgbW6GUCzj4wkh4qW224wHZyf4LRbh92U74uiux/7kRUDhJG38iouZUoTPgo61ncSCtCDJBgExA9b+y2m+bTCIOpBUhR6Ot9fzu0X4YER+CYR1D0Cncx7LuWGcwQVOlh6ZSD02VoeZfPYwmEcFeaoT4qBHi4wZvtcKqtcpagxHlWiP83JUN7kBcpTdiXXI2VuxJw97zhZb7FTIBKoXM8q9SXn1TyAWo5DKIInAmrwwGU+1fx1sFeKB/mwAktg1Ev9hARFgZsowmEfsvFOGPo1n4MznLck3lMgExgR7oEOKN9qFeaBfihQ6h3ogN8oSbUo4qvRGnc8uQml2KkzmlSKn5N6ukqs7XkQmAn4cK/h5KBHqq4e+phLtSDkEQIACAAAgQIAiAAMD8adAbRWgNRugMJmgNJmj1JmgNRmgNJst9CyZ0xrB46ZfvNDQbtLhGFU3FUEVSGvL6ZpwvqMCH9ybg5i51bwNAjmPphpN4Z+MpjO4ajvcn95K6HCIipyeKIo5lavD3iRxsPJGLoxkltR4P8lJDLgM0lQZU6o0NOqebUoZQHzeEeFeHrBBvNQQIKKnUo6SyOpSZ3y6u1KFKbwIAuCvl6BDqhbgwb3QI9UZ8mA/iwrwR5KWyhLSzeWX4bm91h8SiCj2A6uAyPD4Ek/vHYFC7oOsGs3KtAUkXirD7bAF2nSnA0YwSGK8IWUFeanSJ9EHnCB90ifBFl0hfRPm71wqLBqMJe88X4s+j2Vh3LBt5pZfCqZdaAQFAqbbukTOZAAR7q5FXqoWpnmQQ4euGEB83lFTqUVCmbfAoXGO9fXcPjO8RadfXaAiGqkZiqCIpzf/9GJbvOI+7ekfjtTu6SV0OXcf493fgcHoxFt/eDXf2kX7TcCKiliZHU4VNKbnYeCIX20/nWQLP5bzVCvi417R5d1dCJgB5pVrklmqrNya2sQBPFeJCvWESRew5d2lUKsLXDXf3bYU7e0cjzLfxUxbLtAYknS/ErrMF2H22EMl1hCwA8HFToHOELzpH+KBCb8T65GwUlOtqPX5TpzDc2jUMA9sHQSWXIUejxancUpzKKcOp3DKcyqkeibo8IPl7KBEX5o24UG90CPNGfJg32od6w8dNWev19UYTiip0KCrXo7BcV3PTQmswQRQBEWLNv6j1PgCo5DKolTKoFTKoFXKoFJfeNt/fKsDDIfY7Y6hqJIYqktI/J/Mw5fO9CPFWY88zw9la3YEVluuQ8L8NEEVg99PDm/QDlIiIrq9Kb8SxTA3UChl83ZXV+2S5Ka65pqdSZ0RuaRVyS7XI1WiRW1plmQrn666sdfPzqP7Xx10JD5UcFwoqLFPgUrM1OJlThvMF5bj8N2dBAIbGhWByv1YYEhdil/VFlTojUrI1SM7U4HhmCZIzNEjNLoXOeHXA9PNQYmSnUNzaNRw3tA1q0Ib0oigir0yLi0WViPb3qDUSRw3PBly0QeRA+rUJgLtSjtxSLY5latAl0vf6TyJJbDuVB1EE4sO8GaiIiJqBm1KOhBjr1u67q+SICfRETKCn1a/XLqR6zdGtXcMt91XqjDiVW4rU7FKUVhkwsnMoovzt27nPXSVHz1b+6Nnq0seuM5hwKrcUxzI1OJZRAhHATZ1C0b9NIJRWru8VBAEh3m5O1xDE0TBUETkQtUKOAe2C8PeJHGxJzWWocmDmVuqDO7CVOhGRq3BXydEtyg/dovwkrUOlkNVM/fMFenP6uSNgqyoiBzMsvro196aUXIkrofqYTCL+OVnTSp2hioiIyOU1aKRKo9E0+IRch0TUNEPjq39JP5hejMJyHQI8pV+kSbWdyNYgv0wLD5UcCa2dexsJIiIiaroGhSo/P7/rLlgTRRGCIMBobFh7SyKqW7ivO+LDvJGSXYp/TuZhQk/p24lSbeapfze0DWzUJopERETUsjQoVG3evNnedRDRZYbFhyAluxSbUnIZqhzQ1lSupyIiIqJLGhSqBg8ebO86iOgyQ+ND8MGWM9h6Mg9Gk2iXFq3UOKVVeuy/UAQAuJGhioiIiNCE7n8VFRVIS0uDTqerdX+3btywlKipekb7wdddiZJKPQ6mFaF36wCpS6IaO88UwGAS0TrQo1EteomIiKjlsTpU5eXlYfr06fjzzz/rfJxrqoiaTiGXYXCHYPx2OBObUnIZqhwIW6kTERHRlaxuqf7YY4+huLgYe/bsgbu7O9atW4cvv/wS7du3x2+//WaPGolckrkL4Oaa9TskPVEUL62nimOoIiIiompWj1Rt2rQJv/76K3r37g2ZTIaYmBjcdNNN8PHxwaJFizB69Gh71EnkcgZ3CIEgACeyNMgqqUS4r7vUJbm8s/nlyCiuhEouQ/82gVKXQ0RERA7C6pGq8vJyhIRUb07q7++PvLzqv9p27doVBw4csG11RC4swFOFHtF+AIAtHK1yCOZRqr6xAfBQNXpJKhEREbUwVoequLg4pKamAgC6d++Ojz76CBkZGfjwww8RHh5u8wKJXNmwuOo/YGxKyZW4EgK4noqIiIjqZnWoevTRR5GVlQUAePHFF/Hnn3+iVatWeOedd/DKK6/YvEAiVzY0vjpU7TidD62BTWCkVKU3YvfZAgBcT0VERES1WT1/5d5777W8nZCQgAsXLiAlJQWtWrVCUFCQTYsjcnWdI3wQ4q1GbqkW+y8U4Ya2/B6Typ5zhdAaTAj3dUP7EC+pyyEiIiIHYvVI1ZU8PDzQq1cvBioiOxAEAT1b+QEATmSVSluMi7N0/esQDEHgZsxERER0SYNGqubOnYsFCxbA09MTc+fOveaxS5cutUlhRFQtLswH64/lICVLI3UpLm3ryep1bTdyPRURERFdoUGh6uDBg9Dr9Za3iaj5xId5AwBSczhSJZX0wgqcySuHXCZgQDuOyhMREVFtDQpVmzdvrvNtIrI/c6g6mVMKo0mEXMapZ83tn1PVU/96RvvB110pcTVERETkaKxeUzVjxgyUll79F/Py8nLMmDHDJkUR0SUxgZ5wU8pQpTfhQkG51OW4pH/YSp2IiIiuwepQ9eWXX6KysvKq+ysrK/HVV1/ZpCgiukQuE9AhtGYKYDanADY3vdGEHafZSp2IiIjq1+BQpdFoUFJSAlEUUVpaCo1GY7kVFRXhjz/+QEhIiD1rJXJZcTWh6gRDVbM7cKEIZVoDAjxV6BLhK3U5RERE5IAavE+Vn58fBEGAIAjo0KHDVY8LgoD58+fbtDgiqhYf7gMASM1mB8DmtrVm6t+N7YMg43o2IiIiqkODQ9XmzZshiiKGDRuGH3/8EQEBAZbHVCoVYmJiEBERYZciiVyduVlFCkeqmp05VHHqHxEREdWnwaFq8ODBAIBz584hOjoaMlmT9w0mogaKqwlVaYUVqNAZ4KFq8LcuNUFeqRbHMqtHBwe1Z6giIiKiuln9m1lMTAyKi4uxd+9e5ObmwmQy1Xp8ypQpNiuOiKoFeakR5KVGfpkWJ3PK0CPaT+qSXMKus9UNKjqG+yDISy1xNUREROSorA5Vv//+OyZPnoyysjL4+PhAEC6tMRAEgaGKyE7iw7yx/bQWKVkahqpmsvN0PgBgQNtAiSshIiIiR2b1HL7HH38cM2bMQFlZGYqLi1FUVGS5FRYW2qNGIgLXVUlh55nqkaoB7YIkroSIiIgcmdWhKiMjA7Nnz4aHh4c96iGiesRZQhU7ADaH9MIKpBVWQC4T0Cc24PpPICIiIpdldagaNWoUkpKS7FELEV1DR0tb9VKIoihxNS2feT1V9yhfeKnZGISIiIjqZ/VvCqNHj8YTTzyB48ePo2vXrlAqlbUeHzdunM2KI6JL2oV4QSYARRV65JVqEeLjJnVJLZp5PdUNbTn1j4iIiK7N6lD1wAMPAABefvnlqx4TBAFGo7HpVRHRVdyUcrQO8sTZvHKcyC5lqLIjURQt66luaMcmFURERHRtVk//M5lM9d4YqIjsq2OYeQog11XZ05m8cuSWaqFSyNCrlb/U5RAREZGDa9IOvlVVVbaqg4gawNKsIosdAO1p15nqqX+9Y/zhppRLXA0RERE5OqtDldFoxIIFCxAZGQkvLy+cPXsWAPD888/js88+s3mBRHQJ26o3jx2na6b+cX8qIiIiagCrQ9XChQvxxRdfYPHixVCpVJb7u3Tpgk8//dSmxRFRbfE10/9O55ZBbzRJXE3LZDKJls5/iWxSQURERA1gdaj66quv8PHHH2Py5MmQyy9Ni+nevTtSUlJsWhwR1Rbl7w5PlRw6ownn88ulLqdFOp6lQUmlHl5qBbpH+UpdDhERETmBRm3+265du6vuN5lM0Ov1NimKiOomkwnowCmAdrWrputf39gAKORNWnZKRERELsLq3xg6deqEbdu2XXX/Dz/8gJ49e9qkKCKq36V1VewAaA87z5j3p+J6KiIiImoYq/epeuGFFzB16lRkZGTAZDLhp59+QmpqKr766iusWbPGHjUS0WXiLW3VOVJla3qjCXvPFQIAEhmqiIiIqIGsHqkaP348fv/9d/z999/w9PTECy+8gBMnTuD333/HTTfdZI8aiegy5rbqJ9hW3eaOXCxGuc4Ifw+lZU8wIiIiouuxeqQKAAYNGoQNGzbYuhYiagDz9L+M4kpoqvTwcVNKXFHLsfO0uetfIGQyQeJqiIiIyFlYPVLVpk0bFBQUXHV/cXEx2rRpY5OiiKh+fh4qhPm4AQBOcgqgTe08w1bqREREZD2rQ9X58+dhNBqvul+r1SIjI8MmRRHRtcWHswOgrVXpjdifVgSATSqIiIjIOg2e/vfbb79Z3l6/fj18fS/t32I0GrFx40a0bt3apsURUd3iwryxJTWPzSpsaP+FIugMJoT6qNEmyFPqcoiIiMiJNDhUTZgwAQAgCAKmTp1a6zGlUonWrVvjjTfesGlxRFQ3tlW3PXMr9QFtgyAIXE9FREREDdfgUGUymQAAsbGx2LdvH4KCuOaASCrmtuop2aUQRZEhwAYurafi1D8iIiKyjtXd/86dO2ePOojICm2DvaCQCSitMiCzpAqRfu5Sl+TUSqv0OHKxBABDFREREVnP6kYVALB161aMHTsW7dq1Q7t27TBu3Dhs27bN1rURUT1UChnaBnsBAFI5BbDJ9p4rhNEkIibQA1H+HlKXQ0RERE7G6lD1zTffYMSIEfDw8MDs2bMxe/ZsuLu7Y/jw4VixYoU9aiSiOnATYNsxT/1j1z8iIiJqDKun/y1cuBCLFy/GnDlzLPfNnj0bS5cuxYIFC3DPPffYtEAiqltcmDdwGOwAaAOXQhXXihIREZH1rB6pOnv2LMaOHXvV/ePGjbPbeqvz589j5syZiI2Nhbu7O9q2bYsXX3wROp2u1nFHjhzBoEGD4ObmhujoaCxevNgu9RA5go41e1UxVDVNYbkOJ7Kqp1D2b8ORKiIiIrKe1SNV0dHR2LhxI9q1a1fr/r///hvR0dE2K+xyKSkpMJlM+Oijj9CuXTskJyfjgQceQHl5OZYsWQIA0Gg0GDlyJEaMGIEPP/wQR48exYwZM+Dn54d///vfdqmLSEpxNR0Az+SVQWcwQaVo1BJJl7erZpQqLtQbwd5qiashIiIiZ2R1qHr88ccxe/ZsHDp0CDfccAMAYMeOHfjiiy/w9ttv27xAALj55ptx8803W95v06YNUlNTsWzZMkuo+vbbb6HT6fD5559DpVKhc+fOOHToEJYuXcpQRS1ShK8bvN0UKK0y4ExeGTqG+0hdklMy70/Frn9ERETUWFaHqoceeghhYWF44403sGrVKgBAx44dsXLlSowfP97mBdanpKQEAQEBlvd37dqFG2+8ESqVynLfqFGj8Nprr6GoqAj+/v51nker1UKr1Vre12jYSY2cgyAIiA/zxr7zRUjJ1jBUNZJ5pGpAO66nIiIiosaxOlQBwG233YbbbrvN1rU02OnTp/Huu+9aRqkAIDs7G7GxsbWOCw0NtTxWX6hatGgR5s+fb79iiewoPsynJlRxXVVjZJVU4mx+OWQC0Dc24PpPICIiIqpDoxdhJCUl4euvv8bXX3+N/fv3N+oc8+bNgyAI17ylpKTUek5GRgZuvvlmTJo0CQ888EBjy7d4+umnUVJSYrmlp6c3+ZxEzcXcVp3NKhpn5+nqUaqukb7wdVdKXA0RERE5K6tHqi5evIh//etf2LFjB/z8/AAAxcXFuOGGG/D9998jKiqqwed6/PHHMW3atGse06ZNG8vbmZmZGDp0KG644QZ8/PHHtY4LCwtDTk5OrfvM74eFhdV7frVaDbWai9PJOcXXhKoU7lXVKOZW6olspU5ERERNYHWouv/++6HX63HixAnExcUBAFJTUzF9+nTcf//9WLduXYPPFRwcjODg4AYdm5GRgaFDhyIhIQHLly+HTFZ7kC0xMRHPPvss9Ho9lMrqvzhv2LABcXFx9U79I3J2HWpCVbamCsUVOvh5qK7zDLrc3vPmUMUmFURERNR4Vk//27p1K5YtW2YJVAAQFxeHd999F//8849NizPLyMjAkCFD0KpVKyxZsgR5eXnIzs5Gdna25Zh77rkHKpUKM2fOxLFjx7By5Uq8/fbbmDt3rl1qInIEPm5KRPq5AwDXVVmpsFyH9MJKAECPaD9piyEiIiKn1qh9qvR6/VX3G41GRERE2KSoK23YsAGnT5/G6dOnr5peKIoiAMDX1xd//fUXZs2ahYSEBAQFBeGFF15gO3Vq8TqGeyOjuBKp2aXcvNYKRy4WAwBigzy5noqIiIiaxOqRqtdffx2PPPIIkpKSLPclJSXh0UcfrdWNz5amTZsGURTrvF2uW7du2LZtG6qqqnDx4kU89dRTdqmHyJGYm1WkZHM7AGscuVgCAOgW5StxJUREROTsrB6pmjZtGioqKtCvXz8oFNVPNxgMUCgUmDFjBmbMmGE5trCw0HaVElGd4sOq96fi9D/rmEequkX5SVoHEREROT+rQ9Vbb71lhzKIqLHMHQBPZpdCFEUIgiBxRY5PFEUcrhmp6s6RKiIiImoiq0PV1KlT7VEHETVSdIAHAKBcZ0RxhR7+nuwAeD3ZmirklWohlwnoHMFQRURERE3T6M1/icgxuCnlCPKqDlIZxZUSV+McDqdXj1K1D/GCu0oucTVERETk7BiqiFoAc1v1TIaqBjGvp+rO9VRERERkAwxVRC1ABEOVVY5m1HT+i+bUPyIiImo6hiqiFsASqkqqJK7E8YmieKmdeqSftMUQERFRi9DoUHX69GmsX78elZXVfxm/cs8oImo+5lDFNVXXd6GgAiWVeqjkMsseX0RERERNYXWoKigowIgRI9ChQwfceuutyMrKAgDMnDkTjz/+uM0LJKLri/RzAwBkFDFUXc/hmvVUHSN8oFJwsJ6IiIiazurfKObMmQOFQoG0tDR4eHhY7r/rrruwbt06mxZHRA3DNVUNd4T7UxEREZGNWb1P1V9//YX169cjKiqq1v3t27fHhQsXbFYYETWcuftfbqkWWoMRagXbhNfH3PmvGzv/ERERkY1YPVJVXl5ea4TKrLCwEGq12iZFEZF1AjxVUNdMZcsp0UpcjeMyGE1IztAA4EgVERER2Y7VoWrQoEH46quvLO8LggCTyYTFixdj6NChNi2OiBpGEATLaBWbVdTvTF45KvVGeKrkaBPsJXU5RERE1EJYPf1v8eLFGD58OJKSkqDT6fDkk0/i2LFjKCwsxI4dO+xRIxE1QISfO87mlzNUXYO5SUWXSF/IZYK0xRAREVGLYfVIVZcuXXDy5EkMHDgQ48ePR3l5OSZOnIiDBw+ibdu29qiRiBogoqYDIJtV1O/SeipO/SMiIiLbsXqkCgB8fX3x7LPP2roWImqCSL/qtY4MVfWzbPrLJhVERERkQ40KVcXFxdi7dy9yc3NhMplqPTZlyhSbFEZE1jGPVHH6X920BiNOZJmbVPhJWwwRERG1KFaHqt9//x2TJ09GWVkZfHx8IAiX1iUIgsBQRSSRSO5VdU0pWaXQG0X4eygRHeAudTlERETUgli9purxxx/HjBkzUFZWhuLiYhQVFVluhYWF9qiRiBog4rLuf6IoSlyN4zGvp+oa5Vfrj0FERERETWV1qMrIyMDs2bPr3KuKiKQT5ls9/a9Kb0JRhV7iahzP4Zr1VNyfioiIiGzN6lA1atQoJCUl2aMWImoCN6Ucwd7VG3BzCuDVjrJJBREREdmJ1WuqRo8ejSeeeALHjx9H165doVQqaz0+btw4mxVHRNaJ8HNHXqkWGcWV6BLJERmzCp0Bp3JLAbCdOhEREdme1aHqgQceAAC8/PLLVz0mCAKMRmPTqyKiRon0c8PhdI5UXSk5QwOTCIT6qBHq4yZ1OURERNTCWB2qrmyhTkSOI8KXHQDrcmnTXz9J6yAiIqKWyeo1VUTkuC7vAEiXsEkFERER2VOjNv8tLy/H1q1bkZaWBp1OV+ux2bNn26QwIrLepVBVJXEljoUjVURERGRPVoeqgwcP4tZbb0VFRQXKy8sREBCA/Px8eHh4ICQkhKGKSEJR/pz+d6XiCh0uFFQAYJMKIiIisg+rp//NmTMHY8eORVFREdzd3bF7925cuHABCQkJWLJkiT1qJKIGMo9U5ZVqoTWwaQwAHM2onvoXE+gBPw+VxNUQERFRS2R1qDp06BAef/xxyGQyyOVyaLVaREdHY/HixXjmmWfsUSMRNZC/hxJuyupv6+wSTgEEgCPcn4qIiIjszOpQpVQqIZNVPy0kJARpaWkAAF9fX6Snp9u2OiKyiiAIl9ZVFXEKIAAcTi8GwCYVREREZD9Wr6nq2bMn9u3bh/bt22Pw4MF44YUXkJ+fj6+//hpdunSxR41EZIVIP3eczStnB8Aa5pGqrtwMmYiIiOzE6pGqV155BeHh4QCAhQsXwt/fHw899BDy8vLw8ccf27xAIrJOpJ+5WQWn/+VqqpCtqYJMALowVBEREZGdWDVSJYoiQkJCLCNSISEhWLdunV0KI6LGifBjB0Az8/5U7UK84Klu1A4SRERERNdl1UiVKIpo164d104ROTBLqCphqOL+VERERNQcrApVMpkM7du3R0FBgb3qIaImivBzA8BGFcCl9VRsUkFERET2ZPWaqldffRVPPPEEkpOT7VEPETWReU1VRnElRFGUuBrpiKLIkSoiIiJqFlYvMpgyZQoqKirQvXt3qFQquLu713q8sLDQZsURkfXCfN0gCIDWYEJhuQ6BXmqpS5LExaJKFFXooZQLiA/3lrocIiIiasGsDlVvvfWWHcogIltRK+QI9lIjt1SLzOIqlw1Vh2tGqTqG+0CtkEtbDBEREbVoVoeqqVOn2qMOIrKhCD935JZqkVFcia4uup7oKPenIiIiombSqB7DRqMRP//8M06cOAEA6NSpE8aPHw+Fgi2LiRxBpJ87DqUXu3Rb9eRMhioiIiJqHlanoGPHjmHcuHHIzs5GXFwcAOC1115DcHAwfv/9d8seVkQkHUsHQBcNVaIoIjlDA4Cb/hIREZH9Wd397/7770fnzp1x8eJFHDhwAAcOHEB6ejq6deuGf//73/aokYis5OobAGcUV6KksrpJRftQL6nLISIiohbO6pGqQ4cOISkpCf7+/pb7/P39sXDhQvTp08emxRFR40S6eKgyj1K1D/FmkwoiIiKyO6tHqjp06ICcnJyr7s/NzUW7du1sUhQRNU2EZa+qKokrkcaxmvVUXSJ9JK6EiIiIXEGDQpVGo7HcFi1ahNmzZ+OHH37AxYsXcfHiRfzwww947LHH8Nprr9m7XiJqAPNIVX6ZFlV6o8TVNL9jmVxPRURERM2nQdP//Pz8IAiC5X1RFHHnnXda7hNFEQAwduxYGI2u9wsckaPx81DCXSlHpd6IrJIqxAZ5Sl1Ss0rOqB6p6hzBkSoiIiKyvwaFqs2bN9u7DiKyIUEQEOHnhjN55cgsrnSpUJVbWoXcUi0EoXrjXyIiIiJ7a1CoGjx4sL3rICIbi/T3wJm8cpdrq26e+tc22AseKu6dR0RERPbXqN84qqqqcOTIEeTm5sJkMtV6bNy4cTYpjIiaJrJmrypX6wB4jFP/iIiIqJlZHarWrVuHKVOmID8//6rHBEHgmioiBxHh65pt1S1NKiLYpIKIiIiah9Ut1R955BFMmjQJWVlZMJlMtW4MVESO41JbddcKVcmZHKkiIiKi5mV1qMrJycHcuXMRGhpqj3qIyEYiLBsAu85eVSUVeqQXVofIzhypIiIiomZidai64447sGXLFjuUQkS2FOV/aaTKvO1BS3csq3qUKjrAHb4eSomrISIiIldh9Zqq9957D5MmTcK2bdvQtWtXKJW1f3GZPXu2zYojosYL9XGDIAA6gwkF5ToEeamlLsnujmVUr6fqHM5RKiIiImo+Voeq7777Dn/99Rfc3NywZcuWWpsCC4LAUEXkIFQKGUK81cjRaJFZXOkSocq8nqpLJNdTERERUfOxOlQ9++yzmD9/PubNmweZzOrZg0TUjCL83C2hqluUn9Tl2J2581/nSI5UERERUfOxOhXpdDrcddddkgUqrVaLHj16QBAEHDp0qNZjR44cwaBBg+Dm5obo6GgsXrxYkhqJHIW5WcXFopbfAbBCZ8CZvDIA7PxHREREzcvqZDR16lSsXLnSHrU0yJNPPomIiIir7tdoNBg5ciRiYmKwf/9+vP7663jppZfw8ccfS1AlkWOIdKEOgCeyNBBFIMRbjRBvN6nLISIiIhdi9fQ/o9GIxYsXY/369ejWrdtVjSqWLl1qs+Ku9Oeff+Kvv/7Cjz/+iD///LPWY99++y10Oh0+//xzqFQqdO7cGYcOHcLSpUvx73//2241ETmyS6Gq5Y9UWTb95dQ/IiIiamZWh6qjR4+iZ8+eAIDk5ORaj13etMLWcnJy8MADD+CXX36Bh4fHVY/v2rULN954I1QqleW+UaNG4bXXXkNRURH8/f3rPK9Wq4VWq7W8r9FobF88kUQse1WVtPxQlZzBTX+JiIhIGlaHqs2bN9ujjmsSRRHTpk3Dgw8+iN69e+P8+fNXHZOdnY3Y2Nha95k3KM7Ozq43VC1atAjz58+3ec1EjiDCr3oanCuMVCWb26lz018iIiJqZo3uNnH69GmsX78elZXVv6w1ZnPRefPmQRCEa95SUlLw7rvvorS0FE8//XRjy63X008/jZKSEsstPT3d5q9BJBXz9L/8Mh2q9EaJq7EfrcGIU7mlANhOnYiIiJqf1SNVBQUFuPPOO7F582YIgoBTp06hTZs2mDlzJvz9/fHGG280+FyPP/44pk2bds1j2rRpg02bNmHXrl1Qq2vvs9O7d29MnjwZX375JcLCwpCTk1PrcfP7YWFh9Z5frVZfdV6ilsLXXQkPlRwVOiMyiyvRJthL6pLs4lROGfRGEb7uSkuQJCIiImouVoeqOXPmQKlUIi0tDR07drTcf9ddd2Hu3LlWharg4GAEBwdf97h33nkH//vf/yzvZ2ZmYtSoUVi5ciX69esHAEhMTMSzzz4LvV5vaZ6xYcMGxMXF1Tv1j6ilEwQBkX7uOJVbhsziqhYbqszrqbpE+th1bScRERFRXawOVX/99RfWr1+PqKioWve3b98eFy5csFlhl2vVqlWt9728qn8xbNu2raWOe+65B/Pnz8fMmTPx1FNPITk5GW+//TbefPNNu9RE5CwiLKGq5a6rsnT+43oqIiIikoDVoaq8vLzO7nuFhYWSTqPz9fXFX3/9hVmzZiEhIQFBQUF44YUX2E6dXJ65A2BGCw5VyZnVI1Wd2PmPiIiIJGB1qBo0aBC++uorLFiwAED19CKTyYTFixdj6NChNi+wLq1bt66zMUa3bt2wbdu2ZqmByFlE1nQAbKmhymgScSKLe1QRERGRdKwOVYsXL8bw4cORlJQEnU6HJ598EseOHUNhYSF27NhhjxqJqAkiWvgGwGfzylClN8FTJUdsoKfU5RAREZELsrqlepcuXXDy5EkMHDgQ48ePR3l5OSZOnIiDBw+ibdu29qiRiJogsoWHKvPUv47hPpDJ2KSCiIiImp/VI1VA9fqlZ5991ta1EJEdWEaqSqpgMoktLniYN/3l1D8iIiKSSqNCVVVVFY4cOYLc3FyYTKZaj40bN84mhRGRbYT5ukEQAJ3BhIJyHYK9W9a+bMdqRqo6s0kFERERScTqULVu3TpMmTIF+fn5Vz0mCAKMRqNNCiMi21DKZQj1dkO2pgqZxZUtKlSZTCKO1YxUdWY7dSIiIpKI1WuqHnnkEUyaNAlZWVkwmUy1bgxURI4pooV2AEwvqkCp1gCVXIb2oS1zY2MiIiJyfFaHqpycHMydOxehoaH2qIeI7KCldgA0b/obH+4Npdzq/86IiIiIbMLq30LuuOMObNmyxQ6lEJG9RPq3zA2AkzO4noqIiIikZ/Waqvfeew+TJk3Ctm3b0LVrVyiVylqPz54922bFEZFtRPi2zJGq5EyupyIiIiLpWR2qvvvuO/z1119wc3PDli1bIAiX2jMLgsBQReSAwn2r11Rll1RJXIntiKKIYzUjVWynTkRERFKyOlQ9++yzmD9/PubNmweZjGsYiJxBuO+lvapaihyNFgXlOshlAuLDvKUuh4iIiFyY1alIp9PhrrvuYqAiciLhNd3/8su00BlM1znaOZjXU7UL9oKbUi5xNUREROTKrE5GU6dOxcqVK+1RCxHZSYCHCiq5DKII5Ja2jNEqc+e/zpFsUkFERETSsnr6n9FoxOLFi7F+/Xp069btqkYVS5cutVlxRGQbMpmAUF810gsrkVVShSh/D6lLarLkTHPnP66nIiIiImlZHaqOHj2Knj17AgCSk5NrPXZ50woicizhvu6WUNUSWJpUsJ06ERERSczqULV582Z71EFEdnapA6Dzt1UvLNdZmm50YqgiIiIiibHbBJGLCKsJVZnFzj9SdbxmPVXrQA94uymvczQRERGRfTFUEbkI8wbALWGvquNZ1VP/OoZzlIqIiIikx1BF5CLMI1VZGucPVSeySgEAnRiqiIiIyAEwVBG5CPNIVVax86+pOpFVPf2PI1VERETkCBiqiFyEeaQqr0wLvdF5NwDWGow4nVsGAOjIJhVERETkABiqiFxEoKcKSrlQswGwVupyGu10bhkMJhE+bgpE1ARFIiIiIikxVBG5CJlMuLSuyomnAJrXU3UM9+HeeEREROQQGKqIXEi4T826KifuAMj1VERERORoGKqIXEiYZQNg5w1V5j2quOkvEREROQqGKiIXEu5XswFwiXNO/xNFESeya0IVR6qIiIjIQTBUEbmQcB/nHqnK1lShuEIPuUxAuxAvqcshIiIiAsBQReRSwnyde02VeT1V22BPuCnlEldDREREVI2hisiFRNRM/8ty0ul/l3f+IyIiInIUDFVELsTcqCK31Dk3AD7Ozn9ERETkgBiqiFxIkKfasgFwnhNuAHwik6GKiIiIHA9DFZELkckEhPo45xTACp0B5wrKAbDzHxERETkWhioiFxPuaw5VztWsIjW7FKIIBHmpEeytlrocIiIiIguGKiIXY+4A6Gxt1S81qfCWuBIiIiKi2hiqiFxMRM1IVWaxs4UqbvpLREREjomhisjFmDsAZmuca03VCXb+IyIiIgfFUEXkYpxxTZXJJCIlm3tUERERkWNiqCJyMeE1a6qynGj6X3pRBcq0BqjkMrQJ9pS6HCIiIqJaGKqIXEy4ZQPgKhicZANg89S/DmFeUMr53xYRERE5Fv52QuRiAr3UUMgEmEQgr8w5NgA+bu78F8apf0REROR4GKqIXIz8sg2AnaUDIJtUEBERkSNjqCJyQeYpgM6yVxVDFRERETkyhioiFxRm6QDo+G3VSyr1uFhUXSf3qCIiIiJHxFBF5IIi/Go6ADrBSFVKzShVhK8bfD2UEldDREREdDWGKiIXFObjPNP/zFP/OkVwlIqIiIgcE0MVkQsKd6LpfyeyuOkvEREROTaGKiIXFO5E0/9OZLNJBRERETk2hioiF3RpA2CtQ28AbDCakJrNkSoiIiJybAxVRC4oqGYDYKNJRH6ZTupy6nW+oBxagwkeKjliAjykLoeIiIioTgxVRC6o1gbADryu6lhm9dS/uDBvyGSCxNUQERER1Y2hishFhTnBBsBsUkFERETOgKGKyEVd2gDYkUNVTTt1hioiIiJyYAxVRC4qwhyqih13+p85VHGkioiIiBwZQxWRiwrzrWmrrnHMkaqCMi1yS7UQBCA+zFvqcoiIiIjqxVBF5KLCHXxNlXk9VUyABzzVComrISIiIqofQxWRiwp38Ol/nPpHREREzsKpQtXatWvRr18/uLu7w9/fHxMmTKj1eFpaGkaPHg0PDw+EhITgiSeegMFgkKZYIgcXXjP9L6dUC6NJlLiaqx1nqCIiIiIn4TRzan788Uc88MADeOWVVzBs2DAYDAYkJydbHjcajRg9ejTCwsKwc+dOZGVlYcqUKVAqlXjllVckrJzIMQV7qyG3bACstexb5SjY+Y+IiIichVOEKoPBgEcffRSvv/46Zs6cabm/U6dOlrf/+usvHD9+HH///TdCQ0PRo0cPLFiwAE899RReeuklqFQqKUonclhymYBQbzUyS6qQWVzpUKFKazDidG4ZAKBjBEMVEREROTanmP534MABZGRkQCaToWfPnggPD8ctt9xSa6Rq165d6Nq1K0JDQy33jRo1ChqNBseOHav33FqtFhqNptaNyFU46gbAp3PLYDCJ8HFTWFq/ExERETkqpwhVZ8+eBQC89NJLeO6557BmzRr4+/tjyJAhKCwsBABkZ2fXClQALO9nZ2fXe+5FixbB19fXcouOjrbTR0HkeMzrqhxtA2Bz57+O4T4QBEHiaoiIiIiuTdJQNW/ePAiCcM1bSkoKTCYTAODZZ5/F7bffjoSEBCxfvhyCIGD16tVNquHpp59GSUmJ5Zaenm6LD43IKVg6AJY4VgdAdv4jIiIiZyLpmqrHH38c06ZNu+Yxbdq0QVZWFoDaa6jUajXatGmDtLQ0AEBYWBj27t1b67k5OTmWx+qjVquhVqsbUz6R0wuzhCrHGqk6nskmFUREROQ8JA1VwcHBCA4Ovu5xCQkJUKvVSE1NxcCBAwEAer0e58+fR0xMDAAgMTERCxcuRG5uLkJCQgAAGzZsgI+PT60wRkSXmKf/OdKaKlEUcSKbI1VERETkPJyi+5+Pjw8efPBBvPjii4iOjkZMTAxef/11AMCkSZMAACNHjkSnTp1w3333YfHixcjOzsZzzz2HWbNmcSSKqB7hfo43UnWxqBLFFXoo5QI6hHlJXQ4RERHRdTlFqAKA119/HQqFAvfddx8qKyvRr18/bNq0Cf7+/gAAuVyONWvW4KGHHkJiYiI8PT0xdepUvPzyyxJXTuS4zGuqcjRVMJpEyGXSN4VIzigBAHQI9YZaIZe4GiIiIqLrc5pQpVQqsWTJEixZsqTeY2JiYvDHH380Y1VEzi3YSw2ZABhMIgrKtAhxgL2qjtaEqq6RvhJXQkRERNQwTtFSnYjsQyGXWTb9zXSQKYDmUNWFoYqIiIicBEMVkYu7tAGw9G3VRVG0TP/jSBURERE5C4YqIhcX4UAbAGeWVKGoQg+FTEBcmLfU5RARERE1CEMVkYtzpL2qjl681KTCTckmFUREROQcGKqIXFy4A4WqZMt6Ku5PRURERM6DoYrIxV3aAFj6NVXs/EdERETOiKGKyMWZp/9lFks7UnV5kwp2/iMiIiJnwlBF5OIu3wDYZBIlqyOrpAoF5TrIZQI6hnP6HxERETkPhioiFxfifWkD4PxyrWR1mKf+tQ/xYpMKIiIicioMVUQuTiGXIcS7plmFhFMAuT8VEREROSuGKiJyiLbqliYVUQxVRERE5FwYqogIEX7VoUqqDoBsUkFERETOjKGKiBDmU91WXaqRqmxNFfLLqptUdGKTCiIiInIyDFVEJPkGwEcvskkFEREROS+GKiJCuGX6nzShilP/iIiIyJkxVBGRZaQqU6I1VcmZGgDs/EdERETOiaGKiBDmW72mSqoNgI9aRqq4noqIiIicD0MVEVk2ANYbRRSU65r1tXM0Vcgr1UImAJ3COVJFREREzoehioiglMsQ7K0GAGQ18xRAc5OKdiFecFexSQURERE5H4YqIgJwaQpgZnHzNqs4yiYVRERE5OQYqogIABAT4AEAOJtf1qyva+78xyYVRERE5KwYqogIABAX5g0ASM0ubdbXPcpQRURERE6OoYqIAADxEoSqXE0Vcs1NKiLY+Y+IiIicE0MVEQG4NFJ1Jq8MeqOpWV7TPErVNtgLHipFs7wmERERka0xVBERACDSzx3eagX0RhFn88qb5TU59Y+IiIhaAoYqIgIACIKADjWjVSnZmmZ5zWR2/iMiIqIWgKGKiCziLaGqedZVWUaqohiqiIiIyHkxVBGRRXM2q8gtrUKORgtBADqFs0kFEREROS+GKiKyiAurDjfNEaqOZVRPMWwT5AlPNZtUEBERkfNiqCIii7jQ6pGqjOJKaKr0dn0tNqkgIiKiloKhiogsfD2UCPd1A2D/0aqjbFJBRERELQRDFRHVEtdMzSqSOVJFRERELQRDFRHVEm9ZV2W/tur5ZVpklVRBEIDODFVERETk5BiqiKiW5ugAaJ76FxvkCS82qSAiIiInx1BFRLVcPv1PFEW7vEbyRU79IyIiopaDoYqIamkb7AWFTEBplQGZJVV2eQ12/iMiIqKWhKGKiGpRKWRoE+wJwH7rqpLZ+Y+IiIhaEIYqIrqKeRNge3QALCjTWkbAOkf42Pz8RERERM2NoYqIrmLPZhXmqX9tgjzh7aa0+fmJiIiImhtDFRFdxZ6hilP/iIiIqKVhqCKiq5g7AJ7JK4POYLLpufedLwIAdItiqCIiIqKWgaGKiK4S6ecOb7UCeqOIs/llNjtvhc6AXWcLAACDOwTb7LxEREREUmKoIqKrCIKADnaYArjjdAF0BhOiA9zRLsTLZuclIiIikhJDFRHV6fJNgG1lU0oOAGB4fCgEQbDZeYmIiIikxFBFRHXqaOORKlEUsfFELgBgWHyITc5JRERE5AgYqoioTua9qmwVqo5lapBbqoWHSo5+bQJsck4iIiIiR8BQRUR1igutHqnKKK5ESaW+yeczj1INbBcEtULe5PMREREROQqGKiKqk6+HEuG+bgCAkzlNH62yrKfqyKl/RERE1LIwVBFRvWzVrCK3tAqHL1Zv+js0jqGKiIiIWhaGKiKqV5ylWYWmSefZkpoHoHrD3xAftybXRURERORIGKqIqF4dbdSsYhO7/hEREVELxlBFRPW6fPqfKIqNOofWYMS2U9UjVcPjQ21WGxEREZGjYKgionq1DfaCQiagtMqAzJKqRp1j77lClOuMCPFWo3OEj40rJCIiIpIeQxUR1UulkKFNsCeAxq+rMrdSHxoXAplMsFltRERERI6CoYqIrsm8CXBjOgCKooiNNa3Uh7GVOhEREbVQDFVEdE3xlg6A1oeqM3llSC+shEouw8B2QbYujYiIiMghOE2oOnnyJMaPH4+goCD4+Phg4MCB2Lx5c61j0tLSMHr0aHh4eCAkJARPPPEEDAaDRBUTtQxNCVWbUqqn/vVvGwhPtcKmdRERERE5CqcJVWPGjIHBYMCmTZuwf/9+dO/eHWPGjEF2djYAwGg0YvTo0dDpdNi5cye+/PJLfPHFF3jhhRckrpzIuZk7AJ7OLYPOYLLqueb1VMPZSp2IiIhaMKcIVfn5+Th16hTmzZuHbt26oX379nj11VdRUVGB5ORkAMBff/2F48eP45tvvkGPHj1wyy23YMGCBXj//feh0+kk/giInFeknzu81QoYTCLO5pc1+HklFXokXSgCwP2piIiIqGVzilAVGBiIuLg4fPXVVygvL4fBYMBHH32EkJAQJCQkAAB27dqFrl27IjT00j44o0aNgkajwbFjx+o9t1arhUajqXUjoksEQUCHRkwB3HoqD0aTiPYhXogO8LBXeURERESSc4pQJQgC/v77bxw8eBDe3t5wc3PD0qVLsW7dOvj7+wMAsrOzawUqAJb3zVME67Jo0SL4+vpabtHR0fb7QIic1OWbADfUphPs+kdERESuQdJQNW/ePAiCcM1bSkoKRFHErFmzEBISgm3btmHv3r2YMGECxo4di6ysrCbV8PTTT6OkpMRyS09Pt9FHR9RyWNuswmA0YcvJPADA8PjQ6xxNRERE5Nwkbcf1+OOPY9q0adc8pk2bNti0aRPWrFmDoqIi+PhU75nzwQcfYMOGDfjyyy8xb948hIWFYe/evbWem5NT/ZfysLCwes+vVquhVqub9oEQtXDx5r2qsho2PfZgejGKK/TwdVeiVys/O1ZGREREJD1JQ1VwcDCCg4Ove1xFRQUAQCarPbAmk8lgMlV3I0tMTMTChQuRm5uLkJDq6UYbNmyAj48POnXqZOPKiVxLXGj1SFVmSRVKKqvD0rWYu/4NiQuGQu4Us4yJiIiIGs0pfttJTEyEv78/pk6disOHD+PkyZN44okncO7cOYwePRoAMHLkSHTq1An33XcfDh8+jPXr1+O5557DrFmzOBJF1ES+HkqE+7oBAE7mXH8K4Oaa/anY9Y+IiIhcgVOEqqCgIKxbtw5lZWUYNmwYevfuje3bt+PXX39F9+7dAQByuRxr1qyBXC5HYmIi7r33XkyZMgUvv/yyxNUTtQwNbVaRXliB1JxSyGUCBne4/kg0ERERkbOTdPqfNXr37o3169df85iYmBj88ccfzVQRkWuJC/PGltQ8pGZfe13V5tTqUaqEVv7w81A1R2lEREREknKKkSoikl7HmmYV1+sAaF5PxVbqRERE5CqcZqSKiKRlnv535GIJHvgqCV5qBTzVcniqFfBUKWr+lWPX2QIAwHCupyIiIiIXwVBFRA3SNtgLfh5KFFfoseF4zjWPjQ5wR7sQr2aqjIiIiEhaDFVE1CAqhQy/zhqAQ+nFKNcaUa41oExrQLnWgHKdAWU192kNRtzXvzUEQZC6ZCIiIqJmwVBFRA0WE+iJmEBPqcsgIiIicihsVEFERERERNQEDFVERERERERNwFBFRERERETUBAxVRERERERETcBQRURERERE1AQMVURERERERE3AUEVERERERNQEDFVERERERERNwFBFRERERETUBAxVRERERERETcBQRURERERE1AQMVURERERERE3AUEVERERERNQEDFVERERERERNwFBFRERERETUBAxVRERERERETcBQRURERERE1AQMVURERERERE2gkLoARyOKIgBAo9FIXAkREREREUnJnAnMGaE+DFVXKC0tBQBER0dLXAkRERERETmC0tJS+Pr61vu4IF4vdrkYk8mEzMxMeHt7QxAESWvRaDSIjo5Geno6fHx8JK2lpeG1tR9eW/vhtbUfXlv74bW1H15b++G1tR9nu7aiKKK0tBQRERGQyepfOcWRqivIZDJERUVJXUYtPj4+TvFF54x4be2H19Z+eG3th9fWfnht7YfX1n54be3Hma7ttUaozNiogoiIiIiIqAkYqoiIiIiIiJqAocqBqdVqvPjii1Cr1VKX0uLw2toPr6398NraD6+t/fDa2g+vrf3w2tpPS722bFRBRERERETUBBypIiIiIiIiagKGKiIiIiIioiZgqCIiIiIiImoChioiIiIiIqImYKhyUO+//z5at24NNzc39OvXD3v37pW6JKfzzz//YOzYsYiIiIAgCPjll19qPS6KIl544QWEh4fD3d0dI0aMwKlTp6Qp1sksWrQIffr0gbe3N0JCQjBhwgSkpqbWOqaqqgqzZs1CYGAgvLy8cPvttyMnJ0eiip3HsmXL0K1bN8umiImJifjzzz8tj/O62s6rr74KQRDw2GOPWe7j9W2cl156CYIg1LrFx8dbHud1bZqMjAzce++9CAwMhLu7O7p27YqkpCTL4/x51jitW7e+6utWEATMmjULAL9um8JoNOL5559HbGws3N3d0bZtWyxYsACX98draV+3DFUOaOXKlZg7dy5efPFFHDhwAN27d8eoUaOQm5srdWlOpby8HN27d8f7779f5+OLFy/GO++8gw8//BB79uyBp6cnRo0ahaqqqmau1Pls3boVs2bNwu7du7Fhwwbo9XqMHDkS5eXllmPmzJmD33//HatXr8bWrVuRmZmJiRMnSli1c4iKisKrr76K/fv3IykpCcOGDcP48eNx7NgxALyutrJv3z589NFH6NatW637eX0br3PnzsjKyrLctm/fbnmM17XxioqKMGDAACiVSvz55584fvw43njjDfj7+1uO4c+zxtm3b1+tr9kNGzYAACZNmgSAX7dN8dprr2HZsmV47733cOLECbz22mtYvHgx3n33XcsxLe7rViSH07dvX3HWrFmW941GoxgRESEuWrRIwqqcGwDx559/trxvMpnEsLAw8fXXX7fcV1xcLKrVavG7776ToELnlpubKwIQt27dKopi9bVUKpXi6tWrLcecOHFCBCDu2rVLqjKdlr+/v/jpp5/yutpIaWmp2L59e3HDhg3i4MGDxUcffVQURX7dNsWLL74odu/evc7HeF2b5qmnnhIHDhxY7+P8eWY7jz76qNi2bVvRZDLx67aJRo8eLc6YMaPWfRMnThQnT54simLL/LrlSJWD0el02L9/P0aMGGG5TyaTYcSIEdi1a5eElbUs586dQ3Z2dq3r7Ovri379+vE6N0JJSQkAICAgAACwf/9+6PX6Wtc3Pj4erVq14vW1gtFoxPfff4/y8nIkJibyutrIrFmzMHr06FrXEeDXbVOdOnUKERERaNOmDSZPnoy0tDQAvK5N9dtvv6F3796YNGkSQkJC0LNnT3zyySeWx/nzzDZ0Oh2++eYbzJgxA4Ig8Ou2iW644QZs3LgRJ0+eBAAcPnwY27dvxy233AKgZX7dKqQugGrLz8+H0WhEaGhorftDQ0ORkpIiUVUtT3Z2NgDUeZ3Nj1HDmEwmPPbYYxgwYAC6dOkCoPr6qlQq+Pn51TqW17dhjh49isTERFRVVcHLyws///wzOnXqhEOHDvG6NtH333+PAwcOYN++fVc9xq/bxuvXrx+++OILxMXFISsrC/Pnz8egQYOQnJzM69pEZ8+exbJlyzB37lw888wz2LdvH2bPng2VSoWpU6fy55mN/PLLLyguLsa0adMA8P+Dppo3bx40Gg3i4+Mhl8thNBqxcOFCTJ48GUDL/D2MoYqImmTWrFlITk6utX6CmiYuLg6HDh1CSUkJfvjhB0ydOhVbt26Vuiynl56ejkcffRQbNmyAm5ub1OW0KOa/PgNAt27d0K9fP8TExGDVqlVwd3eXsDLnZzKZ0Lt3b7zyyisAgJ49eyI5ORkffvghpk6dKnF1Lcdnn32GW265BREREVKX0iKsWrUK3377LVasWIHOnTvj0KFDeOyxxxAREdFiv245/c/BBAUFQS6XX9VdJicnB2FhYRJV1fKYryWvc9M8/PDDWLNmDTZv3oyoqCjL/WFhYdDpdCguLq51PK9vw6hUKrRr1w4JCQlYtGgRunfvjrfffpvXtYn279+P3Nxc9OrVCwqFAgqFAlu3bsU777wDhUKB0NBQXl8b8fPzQ4cOHXD69Gl+3TZReHg4OnXqVOu+jh07WqZX8udZ0124cAF///037r//fst9/LptmieeeALz5s3D3Xffja5du+K+++7DnDlzsGjRIgAt8+uWocrBqFQqJCQkYOPGjZb7TCYTNm7ciMTERAkra1liY2MRFhZW6zpr/r+9ewuJan3jOP6bPTnWdNBIsxRGLRorukiKwiIoLCoi2naSGrCIiArpaAeo6AAdroIKirqZoqK5KmJ3hmqigg6GlSRYmTo3lnTCYkxCn//Fnz3ktnbluJ0mvh8Y0He9a9YzDy8MP9aatRoadPfuXfr8A8xMxcXFOnPmjK5du6bs7OxW20eMGKGEhIRW/a2srFQoFKK/7dDS0qKmpib6GqX8/HyVl5fr4cOHkdfIkSPl8/kif9PfjvHx40dVVVWpf//+rNsojR07ts0jK54+farMzExJfJ91BL/fr759+2ratGmRMdZtdMLhsP74o3XMcDqdamlpkfSbrttY3ykDbQUCAUtMTLSjR49aRUWFLVmyxJKTk+3ly5exLi2ufPjwwcrKyqysrMwk2d69e62srMxqa2vNzGzPnj2WnJxsZ8+etcePH9uMGTMsOzvbGhsbY1z5r2/ZsmWWlJRkwWDQ6urqIq9wOByZs3TpUvN4PHbt2jUrLS21vLw8y8vLi2HV8WHjxo1248YNq66utsePH9vGjRvN4XDYlStXzIy+drQv7/5nRn/ba+3atRYMBq26utpu375tEydOtJSUFKuvrzcz+hqNe/fuWZcuXWznzp327NkzO3nypLndbjtx4kRkDt9n7dfc3Gwej8c2bNjQZhvrtv0WLFhgGRkZdu7cOauurrbTp09bSkqKrV+/PjLnd1u3hKpf1IEDB8zj8ZjL5bJRo0bZnTt3Yl1S3Ll+/bpJavNasGCBmf3/dp5btmyxtLQ0S0xMtPz8fKusrIxt0XHia32VZH6/PzKnsbHRli9fbr179za3220FBQVWV1cXu6LjxKJFiywzM9NcLpelpqZafn5+JFCZ0deO9s9QRX/bp7Cw0Pr3728ul8syMjKssLDQnj9/HtlOX6Pz119/2bBhwywxMdEGDx5sR44cabWd77P2u3z5skn6ar9Yt+3X0NBgK1euNI/HY127drUBAwbYpk2brKmpKTLnd1u3DrMvHm0MAAAAAPgp/KYKAAAAAKJAqAIAAACAKBCqAAAAACAKhCoAAAAAiAKhCgAAAACiQKgCAAAAgCgQqgAAAAAgCoQqAAAAAIgCoQoAEPeCwaAcDofev38fk+NfvXpVQ4YMUXNz83fnXrp0ScOHD1dLS0snVAYA6AyEKgBAXBk/frxWrVrVamzMmDGqq6tTUlJSTGpav369Nm/eLKfT+d25U6ZMUUJCgk6ePNkJlQEAOgOhCgAQ91wul/r16yeHw9Hpx75165aqqqo0a9asH95n4cKF2r9//39YFQCgMxGqAABxY+HChbpx44b27dsnh8Mhh8OhmpqaNpf/HT16VMnJyTp37pxycnLkdrs1e/ZshcNhHTt2TFlZWerdu7dWrFjR6pK9pqYmlZSUKCMjQ927d9fo0aMVDAb/taZAIKBJkyapa9eukbFHjx5pwoQJ6tmzp3r16qURI0aotLQ0sn369OkqLS1VVVVVh/YHABAbXWJdAAAAP2rfvn16+vSphg0bph07dkiSUlNTVVNT02ZuOBzW/v37FQgE9OHDB82cOVMFBQVKTk7WhQsX9OLFC82aNUtjx45VYWGhJKm4uFgVFRUKBAJKT0/XmTNnNGXKFJWXl2vQoEFfrenmzZuaP39+qzGfz6fc3FwdOnRITqdTDx8+VEJCQmS7x+NRWlqabt68qYEDB3ZQdwAAsUKoAgDEjaSkJLlcLrndbvXr1+9f537+/FmHDh2KhJbZs2fr+PHjevXqlXr06KGhQ4dqwoQJun79ugoLCxUKheT3+xUKhZSeni5JKikp0aVLl+T3+7Vr166vHqe2tjYy/2+hUEjr1q3T4MGDJemrgSw9PV21tbU/3QMAwK+HUAUA+C253e5WZ4HS0tKUlZWlHj16tBqrr6+XJJWXl6u5uVler7fV+zQ1NalPnz7fPE5jY2OrS/8kac2aNVq8eLGOHz+uiRMnas6cOW3OSHXr1k3hcLjdnw8A8OsgVAEAfktfXm4nSQ6H46tjf9/a/OPHj3I6nXrw4EGbu/h9GcT+KSUlRe/evWs1tm3bNs2fP1/nz5/XxYsXtXXrVgUCARUUFETmvH37Vqmpqe36bACAXwuhCgAQV1wu1w89D+pn5ebmqrm5WfX19Ro3btxP7VdRUdFm3Ov1yuv1avXq1Zo3b578fn8kVH369ElVVVXKzc3tsPoBALHD3f8AAHElKytLd+/eVU1NjV6/ft1hD9H1er3y+XwqKirS6dOnVV1drXv37mn37t06f/78N/ebPHmybt26Ffm/sbFRxcXFCgaDqq2t1e3bt3X//n0NGTIkMufOnTtKTExUXl5eh9QOAIgtQhUAIK6UlJTI6XRq6NChSk1NVSgU6rD39vv9Kioq0tq1a5WTk6M///xT9+/fl8fj+eY+Pp9PT548UWVlpSTJ6XTqzZs3Kioqktfr1dy5czV16lRt3749ss+pU6fk8/nkdrs7rHYAQOw4zMxiXQQAAPFs3bp1amho0OHDh7879/Xr18rJyVFpaamys7M7oToAwH+NM1UAAERp06ZNyszM/KFLEWtqanTw4EECFQD8RjhTBQAAAABR4EwVAAAAAESBUAUAAAAAUSBUAQAAAEAUCFUAAAAAEAVCFQAAAABEgVAFAAAAAFEgVAEAAABAFAhVAAAAABAFQhUAAAAAROF/dyoEfkGASEQAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# use peak_channel_id to fetch the peak waveform index from electrodes table\n", + "peak_channel_id = units.peak_channel_id[unit_num]\n", + "electrodes = nwb.electrodes.to_dataframe()\n", + "local_index = electrodes.loc[peak_channel_id].local_index\n", + "peak_waveform = units.waveform_mean[unit_num][local_index]\n", + "\n", + "fig, ax = plt.subplots(figsize=(10,6))\n", + "ax.plot(peak_waveform)\n", + "\n", + "ax.set_xlabel(\"time (s)\")\n", + "ax.set_ylabel(\"membrane potential (uV)\")\n", + "ax.set_title(\"unit peak waveform\", fontsize=20)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cc66a18f", + "metadata": {}, + "source": [ + "#### Time-wise waveforms" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "c8dd3ee0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,6))\n", + "colors = plt.cm.viridis(np.linspace(0, 1, len(units.waveform_mean[unit_num])))\n", + "ax.set_prop_cycle(color=colors)\n", + "ax.plot(np.transpose(units.waveform_mean[unit_num]))\n", + "\n", + "norm = mpl.colors.Normalize(vmin=0, vmax=len(colors))\n", + "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label='channel #')\n", + "\n", + "ax.set_xlabel(\"time (s)\")\n", + "ax.set_ylabel(\"membrane potential (uV)\")\n", + "ax.set_title(\"unit waveforms\", fontsize=20)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "655d111e", + "metadata": {}, + "source": [ + "#### Channel-wise waveforms" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "93e89bc5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,6))\n", + "colors = plt.cm.viridis(np.linspace(0, 1, len(np.transpose(units.waveform_mean[unit_num])) ))\n", + "ax.set_prop_cycle(color=colors)\n", + "ax.plot(units.waveform_mean[unit_num])\n", + "\n", + "norm = mpl.colors.Normalize(vmin=0, vmax=len(colors))\n", + "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label='time (s)')\n", + "\n", + "ax.set_xlabel(\"channel #\")\n", + "ax.set_ylabel(\"membrane potential (uV)\")\n", + "ax.set_title(\"unit waveforms by channel\", fontsize=20)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "3bf4ee68", + "metadata": {}, + "source": [ + "#### Average waveform across channels" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "7d88c6c6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(82,)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "avg_waveform = np.average(units.waveform_mean[unit_num],axis=0)\n", + "avg_waveform.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "4ae54d56", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.plot(avg_waveform)\n", + "\n", + "ax.set_xlabel(\"time (s)\")\n", + "ax.set_ylabel(\"membrane potential (uV)\")\n", + "ax.set_title(\"average unit waveform\", fontsize=20)\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 05ba2de2f580f9d80e36c97f1275f4422e521ef7 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Wed, 11 Jan 2023 10:18:25 -0800 Subject: [PATCH 2/6] Add stimulus table extraction to notebook --- .../visualize_2p_responses.ipynb | 1266 +++++++---------- 1 file changed, 487 insertions(+), 779 deletions(-) diff --git a/docs/visualization/visualize_2p_responses.ipynb b/docs/visualization/visualize_2p_responses.ipynb index dd86507b..18fef978 100644 --- a/docs/visualization/visualize_2p_responses.ipynb +++ b/docs/visualization/visualize_2p_responses.ipynb @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "09650a3e", "metadata": {}, "outputs": [], @@ -65,20 +65,20 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "faa81fb6", "metadata": {}, "outputs": [], "source": [ - "dandiset_id = \"000021\"\n", - "dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n", - "authenticate = True\n", - "dandi_api_key = os.environ['DANDI_API_KEY']" + "dandiset_id = \"000037\"\n", + "dandi_filepath = \"sub-408021/sub-408021_ses-20180926T172917_behavior+image+ophys.nwb\"\n", + "authenticate = False\n", + "# dandi_api_key = os.environ['DANDI_API_KEY']" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "2133c3d2", "metadata": {}, "outputs": [ @@ -93,7 +93,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Retrieved file url https://dandiarchive.s3.amazonaws.com/blobs/ef6/6a8/ef66a8f3-9121-42b5-bdf7-3f892b8cb27c?response-content-disposition=attachment%3B%20filename%3D%22sub-703279277_ses-719161530.nwb%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAUBRWC5GAEKH3223E%2F20230110%2Fus-east-2%2Fs3%2Faws4_request&X-Amz-Date=20230110T000940Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=e86696b66deb873e26c016b43b4db4d5e3b128a577d4e5deb72e4bcca84ac6b1\n" + "Retrieved file url https://dandiarchive.s3.amazonaws.com/blobs/81c/00d/81c00d18-91d2-4c19-bb26-fcfe2f2e1bb3?response-content-disposition=attachment%3B%20filename%3D%22sub-408021_ses-20180926T172917_behavior%2Bimage%2Bophys.nwb%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAUBRWC5GAEKH3223E%2F20230111%2Fus-east-2%2Fs3%2Faws4_request&X-Amz-Date=20230111T171334Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=1b8654c0beab11f6a7326288434c6f521eab727d6012dfc4e94a3b1ef3a606c0\n" ] } ], @@ -113,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "0ae496b0", "metadata": {}, "outputs": [ @@ -123,8 +123,16 @@ "text": [ "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.1.3 because version 1.5.1 is already loaded.\n", " warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n", - "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.2 because version 2.5.0 is already loaded.\n", - " warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n" + "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n", + " warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n", + "c:\\users\\carter.peene\\desktop\\projects\\pynwb\\src\\pynwb\\image.py:106: UserWarning: ImageSeries 'gabors': Length of data does not match length of timestamps. Your data may be transposed. Time should be on the 0th dimension\n", + " warnings.warn(\n", + "c:\\users\\carter.peene\\desktop\\projects\\pynwb\\src\\pynwb\\image.py:106: UserWarning: ImageSeries 'grayscreen': Length of data does not match length of timestamps. Your data may be transposed. Time should be on the 0th dimension\n", + " warnings.warn(\n", + "c:\\users\\carter.peene\\desktop\\projects\\pynwb\\src\\pynwb\\image.py:106: UserWarning: ImageSeries 'visflow_left': Length of data does not match length of timestamps. Your data may be transposed. Time should be on the 0th dimension\n", + " warnings.warn(\n", + "c:\\users\\carter.peene\\desktop\\projects\\pynwb\\src\\pynwb\\image.py:106: UserWarning: ImageSeries 'visflow_right': Length of data does not match length of timestamps. Your data may be transposed. Time should be on the 0th dimension\n", + " warnings.warn(\n" ] } ], @@ -145,50 +153,98 @@ "id": "53919d11", "metadata": {}, "source": [ - "### Extracting Unit Data\n", - "The `Units` table is shown below. Individual units are identified with the `id` column. Note that, while each id is unique, they are not perfectly ordinal; some ids are missing. In the cells below, the unit properties are listed and a slice of the units table is shown. More thorough descriptions of several unit properties can be found in [Visualizing Unit Quality Metrics](visualize_unit_metrics.ipynb)" + "### Extracting 2P Data" ] }, { "cell_type": "code", - "execution_count": 5, - "id": "50a4d0b6", - "metadata": { - "scrolled": false - }, + "execution_count": 6, + "id": "a8cbffdf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(126741, 96)\n", + "(126741,)\n" + ] + } + ], + "source": [ + "dff = nwb.processing[\"ophys\"][\"DfOverF\"]\n", + "dff_trace = dff.roi_response_series[\"RoiResponseSeries\"].data\n", + "dff_timestamps = dff.roi_response_series[\"RoiResponseSeries\"].timestamps\n", + "\n", + "# accessing the above data may look different for newer nwb files, like the following\n", + "# dff_trace = dff.roi_response_series[\"traces\"].data\n", + "# dff_timestamps = dff.roi_response_series[\"traces\"].timestamps\n", + "\n", + "print(dff_trace.shape)\n", + "print(dff_timestamps.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "dab3e942", + "metadata": {}, + "outputs": [], + "source": [ + "start_time = 0\n", + "end_time = 10000\n", + "# arbitrary index of dff_trace.shape[1]\n", + "roi_num = 50" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "b5e4b1a5", + "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "Index(['waveform_duration', 'cluster_id', 'peak_channel_id',\n", - " 'cumulative_drift', 'amplitude_cutoff', 'snr', 'recovery_slope',\n", - " 'isolation_distance', 'nn_miss_rate', 'silhouette_score',\n", - " 'velocity_above', 'quality', 'PT_ratio', 'l_ratio', 'velocity_below',\n", - " 'max_drift', 'isi_violations', 'firing_rate', 'amplitude',\n", - " 'local_index', 'spread', 'waveform_halfwidth', 'd_prime',\n", - " 'presence_ratio', 'repolarization_slope', 'nn_hit_rate', 'spike_times',\n", - " 'spike_amplitudes', 'waveform_mean'],\n", - " dtype='object')" + "
" ] }, - "execution_count": 5, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "# this may take awhile when using file streaming\n", - "units = nwb.units.to_dataframe()\n", - "units.keys()" + "fig, ax = plt.subplots(figsize=(16,16))\n", + "img = ax.imshow(np.transpose(dff_trace[start_time:end_time]))\n", + "# cbar = plt.colorbar(img, shrink=0.5)\n", + "# cbar.set_label('# spikes')\n", + "\n", + "# ax.yaxis.set_major_locator(plt.NullLocator())\n", + "# ax.set_ylabel(\"units\", fontsize=16)\n", + "\n", + "# xtick_step=20\n", + "# reltime = np.array(time_bin_edges)\n", + "# ax.set_xticks(np.arange(0, len(reltime), xtick_step))\n", + "# ax.set_xticklabels([f'{mp:1.3f}' for mp in reltime[::xtick_step]], rotation=45)\n", + "\n", + "# ax.set_xlabel(\"time since stimulus event\", fontsize=16)\n", + "# ax.set_title(\"unit spikes over time\", fontsize=20)" + ] + }, + { + "cell_type": "markdown", + "id": "549005dc", + "metadata": {}, + "source": [ + "### Getting Stimulus Epochs" ] }, { "cell_type": "code", - "execution_count": 6, - "id": "ce0e64b4", - "metadata": { - "scrolled": true - }, + "execution_count": 44, + "id": "500e70c6", + "metadata": {}, "outputs": [ { "data": { @@ -211,27 +267,27 @@ " \n", " \n", " \n", - " waveform_duration\n", - " cluster_id\n", - " peak_channel_id\n", - " cumulative_drift\n", - " amplitude_cutoff\n", - " snr\n", - " recovery_slope\n", - " isolation_distance\n", - " nn_miss_rate\n", - " silhouette_score\n", + " start_time\n", + " stop_time\n", + " stimulus_type\n", + " stimulus_template_name\n", + " unexpected\n", + " gabor_frame\n", + " gabor_kappa\n", + " gabor_mean_orientation\n", + " gabor_number\n", + " gabor_locations_x\n", " ...\n", - " local_index\n", - " spread\n", - " waveform_halfwidth\n", - " d_prime\n", - " presence_ratio\n", - " repolarization_slope\n", - " nn_hit_rate\n", - " spike_times\n", - " spike_amplitudes\n", - " waveform_mean\n", + " square_size\n", + " square_number\n", + " square_proportion_flipped\n", + " square_locations_x\n", + " square_locations_y\n", + " start_frame_stim_template\n", + " start_frame_stim\n", + " start_frame_twop\n", + " stop_frame_stim\n", + " stop_frame_twop\n", " \n", " \n", " id\n", @@ -260,124 +316,124 @@ " \n", " \n", " \n", - " 950921187\n", - " 0.604355\n", - " 4\n", - " 850249267\n", - " 481.80\n", - " 0.425574\n", - " 2.209140\n", - " -0.118430\n", - " 17.537571\n", - " 0.009496\n", - " 0.036369\n", + " 100\n", + " 73.25836\n", + " 73.56457\n", + " gabors\n", + " gabors\n", + " 0.0\n", + " G\n", + " 16.0\n", + " 135.0\n", + " NaN\n", + " []\n", " ...\n", - " 4\n", - " 50.0\n", - " 0.357119\n", - " 2.962274\n", - " 0.99\n", - " 0.381716\n", - " 0.473829\n", - " [1.0439430431793884, 1.543311060144649, 2.7287...\n", - " [0.0001908626967721937, 0.00016134635752077775...\n", - " [[0.0, 0.5961149999999966, 5.378099999999993, ...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " []\n", + " []\n", + " 99\n", + " 3582\n", + " 1939\n", + " 3600\n", + " 1948\n", " \n", " \n", - " 950921172\n", - " 0.521943\n", - " 3\n", - " 850249267\n", - " 681.53\n", - " 0.390098\n", - " 1.959983\n", - " -0.109729\n", - " 14.677643\n", - " 0.003857\n", - " 0.103446\n", + " 101\n", + " 73.56457\n", + " 73.87443\n", + " gabors\n", + " gabors\n", + " 0.0\n", + " A\n", + " 16.0\n", + " 0.0\n", + " 30.0\n", + " [-555.1534699206325, 784.776875735158, 873.065...\n", " ...\n", - " 3\n", - " 40.0\n", - " 0.260972\n", - " 2.067810\n", - " 0.99\n", - " 0.536663\n", - " 0.445946\n", - " [10.406435026164546, 17.127986534673788, 18.48...\n", - " [0.00014485615850768024, 0.0001722424107984555...\n", - " [[0.0, -1.341600000000002, -0.4586399999999933...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " []\n", + " []\n", + " 100\n", + " 3600\n", + " 1948\n", + " 3618\n", + " 1957\n", " \n", " \n", - " 950921152\n", - " 0.467002\n", - " 2\n", - " 850249267\n", - " 1070.71\n", - " 0.500000\n", - " 2.522905\n", - " -0.109867\n", - " 15.783665\n", - " 0.017776\n", - " 0.027818\n", + " 102\n", + " 73.87443\n", + " 74.17158\n", + " gabors\n", + " gabors\n", + " 0.0\n", + " B\n", + " 16.0\n", + " 0.0\n", + " 30.0\n", + " [-78.91225047083276, -532.7435749504876, -775....\n", " ...\n", - " 2\n", - " 50.0\n", - " 0.247236\n", - " 2.220043\n", - " 0.99\n", - " 0.566559\n", - " 0.284058\n", - " [1.2775103414155262, 2.3915133536963493, 3.701...\n", - " [0.00014859435856024575, 0.0001531048673600236...\n", - " [[0.0, -0.6427199999999993, -2.836079999999998...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " []\n", + " []\n", + " 101\n", + " 3618\n", + " 1957\n", + " 3636\n", + " 1966\n", " \n", " \n", - " 950921135\n", - " 0.467002\n", - " 1\n", - " 850249267\n", - " 253.42\n", - " 0.500000\n", - " 2.803475\n", - " -0.150379\n", - " 26.666930\n", - " 0.023742\n", - " 0.076530\n", + " 103\n", + " 74.17158\n", + " 74.46487\n", + " gabors\n", + " gabors\n", + " 0.0\n", + " C\n", + " 16.0\n", + " 0.0\n", + " 30.0\n", + " [274.96993213549626, -612.9921734509505, -619....\n", " ...\n", - " 1\n", - " 40.0\n", - " 0.233501\n", - " 2.339206\n", - " 0.99\n", - " 0.669090\n", - " 0.590737\n", - " [9.473732504122962, 13.198542576065163, 18.302...\n", - " [0.00032386170367170055, 0.0004518112387675137...\n", - " [[0.0, -3.2800950000000078, -6.087510000000009...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " []\n", + " []\n", + " 102\n", + " 3636\n", + " 1966\n", + " 3654\n", + " 1975\n", " \n", " \n", - " 950921111\n", - " 0.439531\n", - " 0\n", - " 850249267\n", - " 141.82\n", - " 0.018056\n", - " 4.647943\n", - " -0.328727\n", - " 66.901065\n", - " 0.006595\n", - " NaN\n", - " ...\n", - " 0\n", + " 104\n", + " 74.46487\n", + " 74.75958\n", + " gabors\n", + " gabors\n", + " 0.0\n", + " D\n", + " 16.0\n", + " 0.0\n", " 30.0\n", - " 0.219765\n", - " 4.395994\n", - " 0.99\n", - " 1.261416\n", - " 0.952667\n", - " [1.1677100445138795, 1.1707767194728813, 1.349...\n", - " [0.00015644521007973124, 0.000214412247939483,...\n", - " [[0.0, -0.9291749999999945, -6.120270000000007...\n", + " [252.10981001863865, -312.06192570432927, 815....\n", + " ...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " []\n", + " []\n", + " 103\n", + " 3654\n", + " 1975\n", + " 3672\n", + " 1984\n", " \n", " \n", " ...\n", @@ -404,442 +460,305 @@ " ...\n", " \n", " \n", - " 950958827\n", - " 0.686767\n", - " 327\n", - " 850256505\n", - " 425.47\n", - " 0.013262\n", - " 1.197137\n", - " -0.033924\n", - " 47.100934\n", - " 0.000569\n", - " 0.003954\n", + " 195\n", + " 101.78167\n", + " 102.08734\n", + " gabors\n", + " gabors\n", + " 0.0\n", + " G\n", + " 16.0\n", + " 90.0\n", + " NaN\n", + " []\n", " ...\n", - " 323\n", - " 70.0\n", - " 0.219765\n", - " 3.495039\n", - " 0.99\n", - " 0.166195\n", - " 0.562500\n", - " [56.68879155534432, 56.71539151930708, 140.382...\n", - " [7.006826592238747e-05, 6.896932990521833e-05,...\n", - " [[0.0, 1.456064999999999, -2.1444149999999933,...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " []\n", + " []\n", + " 194\n", + " 5292\n", + " 2797\n", + " 5310\n", + " 2806\n", " \n", " \n", - " 950958817\n", - " 0.535678\n", - " 326\n", - " 850256505\n", - " 391.97\n", - " 0.029259\n", - " 2.162418\n", - " -0.045889\n", - " 44.871938\n", - " 0.004134\n", - " -0.030602\n", + " 196\n", + " 102.08734\n", + " 102.38735\n", + " gabors\n", + " gabors\n", + " 0.0\n", + " A\n", + " 16.0\n", + " 45.0\n", + " 30.0\n", + " [-555.1534699206325, 784.776875735158, 873.065...\n", " ...\n", - " 322\n", - " 50.0\n", - 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" [[0.0, 7.7005500000000175, 12.612210000000019,...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " []\n", + " []\n", + " 196\n", + " 5328\n", + " 2815\n", + " 5346\n", + " 2824\n", " \n", " \n", - " 950958038\n", - " 0.137353\n", - " 239\n", - " 850256507\n", - " 132.76\n", - " 0.001628\n", - " 3.938438\n", - " -0.121152\n", - " 84.593734\n", - " 0.000101\n", - " 0.250970\n", + " 198\n", + " 102.68745\n", + " 102.98783\n", + " gabors\n", + " gabors\n", + " 0.0\n", + " C\n", + " 16.0\n", + " 45.0\n", + " 30.0\n", + " [274.96993213549626, -612.9921734509505, -619....\n", " ...\n", - " 235\n", - " 40.0\n", - " 0.082412\n", - " 6.011525\n", - " 0.71\n", - " 0.613976\n", - " 0.995134\n", - " [2625.1812451333517, 2625.195478447402, 2625.2...\n", - " [9.332805407085107e-05, 0.00011217241356378219...\n", - " [[0.0, -1.2247949999999905, 3.6318750000000044...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " []\n", + " []\n", + " 197\n", + " 5346\n", + " 2824\n", + " 5364\n", + " 2833\n", " \n", " \n", - " 950958064\n", - " 0.604355\n", - " 242\n", - " 850256511\n", - " 314.21\n", - " 0.084867\n", - " 3.099177\n", - " -0.064093\n", - " 49.170211\n", - " 0.001985\n", - " 0.153596\n", + " 199\n", + " 102.98783\n", + " 103.28276\n", + " gabors\n", + " gabors\n", + " 0.0\n", + " D\n", + " 16.0\n", + " 45.0\n", + " 30.0\n", + " [252.10981001863865, -312.06192570432927, 815....\n", " ...\n", - " 238\n", - " 60.0\n", - " 0.151089\n", - " 4.192806\n", - " 0.99\n", - " 0.426358\n", - " 0.947028\n", - " [8.229957206651436, 8.243390521785514, 9.81902...\n", - " [0.00021079520849161493, 0.0001983938878704022...\n", - " [[0.0, -4.4120700000000035, -6.431880000000012...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " []\n", + " []\n", + " 198\n", + " 5364\n", + " 2833\n", + " 5382\n", + " 2842\n", " \n", " \n", "\n", - "

3232 rows × 29 columns

\n", + "

100 rows × 26 columns

\n", "" ], "text/plain": [ - " waveform_duration cluster_id peak_channel_id cumulative_drift \\\n", + " start_time stop_time stimulus_type stimulus_template_name unexpected \\\n", "id \n", - "950921187 0.604355 4 850249267 481.80 \n", - "950921172 0.521943 3 850249267 681.53 \n", - "950921152 0.467002 2 850249267 1070.71 \n", - "950921135 0.467002 1 850249267 253.42 \n", - "950921111 0.439531 0 850249267 141.82 \n", - "... ... ... ... ... \n", - "950958827 0.686767 327 850256505 425.47 \n", - "950958817 0.535678 326 850256505 391.97 \n", - "950958015 0.576884 236 850256505 195.00 \n", - "950958038 0.137353 239 850256507 132.76 \n", - "950958064 0.604355 242 850256511 314.21 \n", - "\n", - " amplitude_cutoff snr recovery_slope isolation_distance \\\n", - "id \n", - "950921187 0.425574 2.209140 -0.118430 17.537571 \n", - "950921172 0.390098 1.959983 -0.109729 14.677643 \n", - "950921152 0.500000 2.522905 -0.109867 15.783665 \n", - "950921135 0.500000 2.803475 -0.150379 26.666930 \n", - "950921111 0.018056 4.647943 -0.328727 66.901065 \n", - "... ... ... ... ... \n", - "950958827 0.013262 1.197137 -0.033924 47.100934 \n", - "950958817 0.029259 2.162418 -0.045889 44.871938 \n", - "950958015 0.003844 3.398071 -0.072890 43.340940 \n", - "950958038 0.001628 3.938438 -0.121152 84.593734 \n", - "950958064 0.084867 3.099177 -0.064093 49.170211 \n", + "100 73.25836 73.56457 gabors gabors 0.0 \n", + "101 73.56457 73.87443 gabors gabors 0.0 \n", + "102 73.87443 74.17158 gabors gabors 0.0 \n", + "103 74.17158 74.46487 gabors gabors 0.0 \n", + "104 74.46487 74.75958 gabors gabors 0.0 \n", + ".. ... ... ... ... ... \n", + "195 101.78167 102.08734 gabors gabors 0.0 \n", + "196 102.08734 102.38735 gabors gabors 0.0 \n", + "197 102.38735 102.68745 gabors gabors 0.0 \n", + "198 102.68745 102.98783 gabors gabors 0.0 \n", + "199 102.98783 103.28276 gabors gabors 0.0 \n", "\n", - " nn_miss_rate silhouette_score ... local_index spread \\\n", - "id ... \n", - "950921187 0.009496 0.036369 ... 4 50.0 \n", - "950921172 0.003857 0.103446 ... 3 40.0 \n", - "950921152 0.017776 0.027818 ... 2 50.0 \n", - "950921135 0.023742 0.076530 ... 1 40.0 \n", - "950921111 0.006595 NaN ... 0 30.0 \n", - "... ... ... ... ... ... \n", - "950958827 0.000569 0.003954 ... 323 70.0 \n", - "950958817 0.004134 -0.030602 ... 322 50.0 \n", - "950958015 0.001142 -0.127013 ... 232 40.0 \n", - "950958038 0.000101 0.250970 ... 235 40.0 \n", - "950958064 0.001985 0.153596 ... 238 60.0 \n", + " gabor_frame gabor_kappa gabor_mean_orientation gabor_number \\\n", + "id \n", + "100 G 16.0 135.0 NaN \n", + "101 A 16.0 0.0 30.0 \n", + "102 B 16.0 0.0 30.0 \n", + "103 C 16.0 0.0 30.0 \n", + "104 D 16.0 0.0 30.0 \n", + ".. ... ... ... ... \n", + "195 G 16.0 90.0 NaN \n", + "196 A 16.0 45.0 30.0 \n", + "197 B 16.0 45.0 30.0 \n", + "198 C 16.0 45.0 30.0 \n", + "199 D 16.0 45.0 30.0 \n", "\n", - " waveform_halfwidth d_prime presence_ratio repolarization_slope \\\n", - "id \n", - "950921187 0.357119 2.962274 0.99 0.381716 \n", - "950921172 0.260972 2.067810 0.99 0.536663 \n", - "950921152 0.247236 2.220043 0.99 0.566559 \n", - "950921135 0.233501 2.339206 0.99 0.669090 \n", - "950921111 0.219765 4.395994 0.99 1.261416 \n", - "... ... ... ... ... \n", - "950958827 0.219765 3.495039 0.99 0.166195 \n", - "950958817 0.164824 3.535095 0.96 0.374690 \n", - "950958015 0.137353 4.977663 0.92 0.634695 \n", - "950958038 0.082412 6.011525 0.71 0.613976 \n", - "950958064 0.151089 4.192806 0.99 0.426358 \n", + " gabor_locations_x ... square_size \\\n", + "id ... \n", + "100 [] ... NaN \n", + "101 [-555.1534699206325, 784.776875735158, 873.065... ... NaN \n", + "102 [-78.91225047083276, -532.7435749504876, -775.... ... NaN \n", + "103 [274.96993213549626, -612.9921734509505, -619.... ... NaN \n", + "104 [252.10981001863865, -312.06192570432927, 815.... ... NaN \n", + ".. ... ... ... \n", + "195 [] ... NaN \n", + "196 [-555.1534699206325, 784.776875735158, 873.065... ... NaN \n", + "197 [-78.91225047083276, -532.7435749504876, -775.... ... NaN \n", + "198 [274.96993213549626, -612.9921734509505, -619.... ... NaN \n", + "199 [252.10981001863865, -312.06192570432927, 815.... ... NaN \n", "\n", - " nn_hit_rate spike_times \\\n", - "id \n", - "950921187 0.473829 [1.0439430431793884, 1.543311060144649, 2.7287... \n", - "950921172 0.445946 [10.406435026164546, 17.127986534673788, 18.48... \n", - "950921152 0.284058 [1.2775103414155262, 2.3915133536963493, 3.701... \n", - "950921135 0.590737 [9.473732504122962, 13.198542576065163, 18.302... \n", - "950921111 0.952667 [1.1677100445138795, 1.1707767194728813, 1.349... \n", - "... ... ... \n", - "950958827 0.562500 [56.68879155534432, 56.71539151930708, 140.382... \n", - "950958817 0.618474 [32.77642395146384, 53.25072954651286, 53.3577... \n", - "950958015 0.767932 [171.13333650757914, 614.5358357924764, 895.59... \n", - "950958038 0.995134 [2625.1812451333517, 2625.195478447402, 2625.2... \n", - "950958064 0.947028 [8.229957206651436, 8.243390521785514, 9.81902... \n", + " square_number square_proportion_flipped square_locations_x \\\n", + "id \n", + "100 NaN NaN [] \n", + "101 NaN NaN [] \n", + "102 NaN NaN [] \n", + "103 NaN NaN [] \n", + "104 NaN NaN [] \n", + ".. ... ... ... \n", + "195 NaN NaN [] \n", + "196 NaN NaN [] \n", + "197 NaN NaN [] \n", + "198 NaN NaN [] \n", + "199 NaN NaN [] \n", "\n", - " spike_amplitudes \\\n", - "id \n", - "950921187 [0.0001908626967721937, 0.00016134635752077775... \n", - "950921172 [0.00014485615850768024, 0.0001722424107984555... \n", - "950921152 [0.00014859435856024575, 0.0001531048673600236... \n", - "950921135 [0.00032386170367170055, 0.0004518112387675137... \n", - "950921111 [0.00015644521007973124, 0.000214412247939483,... \n", - "... ... \n", - "950958827 [7.006826592238747e-05, 6.896932990521833e-05,... \n", - "950958817 [7.075155819535531e-05, 7.864810630992507e-05,... \n", - "950958015 [9.143536229559716e-05, 0.00010639289111014194... \n", - "950958038 [9.332805407085107e-05, 0.00011217241356378219... \n", - "950958064 [0.00021079520849161493, 0.0001983938878704022... \n", + " square_locations_y start_frame_stim_template start_frame_stim \\\n", + "id \n", + "100 [] 99 3582 \n", + "101 [] 100 3600 \n", + "102 [] 101 3618 \n", + "103 [] 102 3636 \n", + "104 [] 103 3654 \n", + ".. ... ... ... \n", + "195 [] 194 5292 \n", + "196 [] 195 5310 \n", + "197 [] 196 5328 \n", + "198 [] 197 5346 \n", + "199 [] 198 5364 \n", "\n", - " waveform_mean \n", - "id \n", - "950921187 [[0.0, 0.5961149999999966, 5.378099999999993, ... \n", - "950921172 [[0.0, -1.341600000000002, -0.4586399999999933... \n", - "950921152 [[0.0, -0.6427199999999993, -2.836079999999998... \n", - "950921135 [[0.0, -3.2800950000000078, -6.087510000000009... \n", - "950921111 [[0.0, -0.9291749999999945, -6.120270000000007... \n", - "... ... \n", - "950958827 [[0.0, 1.456064999999999, -2.1444149999999933,... \n", - "950958817 [[0.0, 5.052254999999994, -0.3732300000000003,... \n", - "950958015 [[0.0, 7.7005500000000175, 12.612210000000019,... \n", - "950958038 [[0.0, -1.2247949999999905, 3.6318750000000044... \n", - "950958064 [[0.0, -4.4120700000000035, -6.431880000000012... \n", + " start_frame_twop stop_frame_stim stop_frame_twop \n", + "id \n", + "100 1939 3600 1948 \n", + "101 1948 3618 1957 \n", + "102 1957 3636 1966 \n", + "103 1966 3654 1975 \n", + "104 1975 3672 1984 \n", + ".. ... ... ... \n", + "195 2797 5310 2806 \n", + "196 2806 5328 2815 \n", + "197 2815 5346 2824 \n", + "198 2824 5364 2833 \n", + "199 2833 5382 2842 \n", "\n", - "[3232 rows x 29 columns]" + "[100 rows x 26 columns]" ] }, - "execution_count": 6, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "units" - ] - }, - { - "cell_type": "markdown", - "id": "95d75e1d", - "metadata": {}, - "source": [ - "### Filtering Units\n", - "It might be of interest to only examine units with certain properties. They can be selected based on any metric. Below, only units with a 'good' quality SNR are chosen, along with a few other choices." + "stim_table = nwb.intervals['trials'].to_dataframe()\n", + "stim_table[100:200]" ] }, { "cell_type": "code", - "execution_count": 7, - "id": "cf33f592", + "execution_count": 40, + "id": "b9efbeaa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(974, 29)" + "trials pynwb.epoch.TimeIntervals at 0x2913692978048\n", + "Fields:\n", + " colnames: ['start_time' 'stop_time' 'stimulus_type' 'stimulus_template_name'\n", + " 'unexpected' 'gabor_frame' 'gabor_kappa' 'gabor_mean_orientation'\n", + " 'gabor_number' 'gabor_locations_x' 'gabor_locations_y' 'gabor_sizes'\n", + " 'gabor_orientations' 'main_flow_direction' 'num_frames_stim'\n", + " 'num_frames_twop' 'square_size' 'square_number'\n", + " 'square_proportion_flipped' 'square_locations_x' 'square_locations_y'\n", + " 'start_frame_stim_template' 'start_frame_stim' 'start_frame_twop'\n", + " 'stop_frame_stim' 'stop_frame_twop']\n", + " columns: (\n", + " start_time ,\n", + " stop_time ,\n", + " stimulus_type ,\n", + " stimulus_template_name ,\n", + " unexpected ,\n", + " gabor_frame ,\n", + " gabor_kappa ,\n", + " gabor_mean_orientation ,\n", + " gabor_number ,\n", + " gabor_locations_x_index ,\n", + " gabor_locations_x ,\n", + " gabor_locations_y_index ,\n", + " gabor_locations_y ,\n", + " gabor_sizes_index ,\n", + " gabor_sizes ,\n", + " gabor_orientations_index ,\n", + " gabor_orientations ,\n", + " main_flow_direction ,\n", + " num_frames_stim ,\n", + " num_frames_twop ,\n", + " square_size ,\n", + " square_number ,\n", + " square_proportion_flipped ,\n", + " square_locations_x_index ,\n", + " square_locations_x ,\n", + " square_locations_y_index ,\n", + " square_locations_y ,\n", + " start_frame_stim_template ,\n", + " start_frame_stim ,\n", + " start_frame_twop ,\n", + " stop_frame_stim ,\n", + " stop_frame_twop \n", + " )\n", + " description: experimental trials\n", + " id: id " ] }, - "execution_count": 7, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# selected_units = units[units.quality == 'good']\n", - "selected_units = units[units.firing_rate > 5]\n", - "# selected_units = units[units.cumulative_drift < 200]\n", - "selected_units.shape" - ] - }, - { - "cell_type": "markdown", - "id": "c2e2334f", - "metadata": {}, - "source": [ - "### Showing Spike Times\n", - "Here, a histogram plot of unit spikes over time is created. In the second cell below, set `stim_time` to be the time of the stimulus you're interested in viewing. To get an idea of the stimulus times you might be interested in, access one of the tables in the `Intervals` section. The first cell below shows how to access these. Set `interval_start` and `interval_end` to the relative time bounds of the histogram around `stim_time`. Finally, `start_unit` and `end_unit` can be used to choose the slice indices of `selected_units` to display. " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "1e5b2e6b", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "dict_keys(['drifting_gratings_presentations', 'flashes_presentations', 'gabors_presentations', 'invalid_times', 'natural_movie_one_presentations', 'natural_movie_three_presentations', 'natural_scenes_presentations', 'spontaneous_presentations', 'static_gratings_presentations'])\n" - ] - } - ], - "source": [ - "print(nwb.intervals.keys())\n", - "stim_table = nwb.intervals['flashes_presentations'] # change this to view a different stimulus table\n", - "# print(stim_table)" + "nwb.intervals[\"trials\"]" ] }, { "cell_type": "code", - "execution_count": 9, - "id": "2a325d04", - "metadata": {}, - "outputs": [], - "source": [ - "stim_time = 800 # arbitrarily chosen here\n", - "interval_start = -0.1\n", - "interval_end = 5\n", - "\n", - "start_unit = 0\n", - "end_unit = 200" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "64a6e418", + "execution_count": 34, + "id": "6177ffb0", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "200" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "spike_times = [elem for elem in selected_units.spike_times[start_unit:end_unit]]\n", - "if len(spike_times) == 0:\n", - " raise Exception(\"There are no spiking units in this selection\")\n", - "len(spike_times)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "1747fe2f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(200, 199)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# generate histograms with 200 bins for each unit\n", - "time_bin_edges = np.linspace(interval_start, interval_end, 200)\n", - "hists = []\n", - "for unit_spike_times in spike_times:\n", - " hist, bins = np.histogram(unit_spike_times-stim_time, bins=time_bin_edges)\n", - " hists.append(hist)\n", - "hists = np.array(hists)\n", - "\n", - "hists.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "e2d7563e", - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'unit spikes over time')" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(16,16))\n", - "img = ax.imshow(hists)\n", - "cbar = plt.colorbar(img, shrink=0.5)\n", - "cbar.set_label('# spikes')\n", - "\n", - "ax.yaxis.set_major_locator(plt.NullLocator())\n", - "ax.set_ylabel(\"units\", fontsize=16)\n", - "\n", - "xtick_step=20\n", - "reltime = np.array(time_bin_edges)\n", - "ax.set_xticks(np.arange(0, len(reltime), xtick_step))\n", - "ax.set_xticklabels([f'{mp:1.3f}' for mp in reltime[::xtick_step]], rotation=45)\n", - "\n", - "ax.set_xlabel(\"time since stimulus event\", fontsize=16)\n", - "ax.set_title(\"unit spikes over time\", fontsize=20)" - ] - }, - { - "cell_type": "markdown", - "id": "f2ca9341", - "metadata": {}, - "source": [ - "### Getting Stimulus Epochs\n", - "Here, epochs are extracted from the stimulus tables. In this case, an 'epoch' is a continuous period of time during a session where a particular type of stimulus is shown. The output here is a list of epochs, where an epoch is a tuple of four values; the stimulus name, the stimulus block, the starting time and the ending time." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "d0e3f844", - "metadata": { - "scrolled": false - }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "['drifting_gratings_presentations', 'flashes_presentations', 'gabors_presentations', 'invalid_times', 'natural_movie_one_presentations', 'natural_movie_three_presentations', 'natural_scenes_presentations', 'spontaneous_presentations', 'static_gratings_presentations']\n" + "['trials']\n" ] } ], @@ -850,8 +769,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "id": "9fdc4f40", + "execution_count": 35, + "id": "f7d15d1a", "metadata": {}, "outputs": [], "source": [ @@ -881,16 +800,16 @@ }, { "cell_type": "code", - "execution_count": 15, - "id": "2afe14f6", + "execution_count": 36, + "id": "46dc14a0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "15\n", - "[('drifting_gratings_presentations', 2.0, 1591.1338573815906, 2190.634543106125), ('drifting_gratings_presentations', 5.0, 3182.4628573815908, 3781.963503106125), ('drifting_gratings_presentations', 7.0, 4713.741627381592, 5397.312443106124), ('flashes_presentations', 1.0, 1290.8830973815907, 1589.382401312724), ('gabors_presentations', 0.0, 89.8968273815905, 1001.8917716749913), ('natural_movie_one_presentations', 4.0, 2852.1870373815905, 3152.4377773815904), ('natural_movie_one_presentations', 12.0, 7710.293937381591, 8010.54467738159), ('natural_movie_three_presentations', 3.0, 2221.6604473815905, 2822.161967381591), ('natural_movie_three_presentations', 6.0, 4083.215117381591, 4683.716567381592), ('natural_scenes_presentations', 9.0, 5908.739537381591, 6389.157337381589), ('natural_scenes_presentations', 10.0, 6689.408117381589, 7169.809297381591), ('natural_scenes_presentations', 13.0, 8040.56972738159, 8568.510620243858), ('static_gratings_presentations', 8.0, 5398.31325738159, 5878.714467381591), ('static_gratings_presentations', 11.0, 7199.83431738159, 7680.268867381591), ('static_gratings_presentations', 14.0, 8611.04613738159, 9151.49746738159)]\n" + "0\n", + "[]\n" ] } ], @@ -909,211 +828,34 @@ }, { "cell_type": "markdown", - "id": "d1c90bcc", - "metadata": {}, - "source": [ - "#### Visualizing Unit Activity Throughout Epochs\n", - "Below is a view of the spiking activity of a unit throughout a session, where epochs are shown as colored sections. Set `unit_num` to be the id of the unit to view. Set `time_start` to the starting bound of the session you'd like to see, and `time_end` to the ending bound. You may want to use the output above to inform your choice." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "8b1d9007", + "id": "9a13392b", "metadata": {}, - "outputs": [], "source": [ - "unit_num = 950930672\n", - "time_start = 0\n", - "time_end = 10000" + "#### " ] }, { "cell_type": "code", - "execution_count": 17, - "id": "8eacf09e", + "execution_count": null, + "id": "40cd64ae", "metadata": {}, "outputs": [], "source": [ - "spikes = units.spike_times[unit_num]\n", - "time_bin_edges = np.linspace(time_start, time_end, (time_end-time_start))\n", - "hist, bins = np.histogram(spikes, bins=time_bin_edges)" + "# arbitrary index of dff_trace.shape[1]\n", + "roi_num = 50" ] }, { "cell_type": "code", - "execution_count": 18, - "id": "6d11f911", + "execution_count": 33, + "id": "80d4c67b", "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "[]" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(15,5))\n", - "\n", - "# assign unique color to each stimulus name\n", - "stim_names = list({epoch[0] for epoch in epochs})\n", - "colors = plt.cm.rainbow(np.linspace(0,1,len(stim_names)))\n", - "stim_color_map = {stim_names[i]:colors[i] for i in range(len(stim_names))}\n", - "\n", - "epoch_key = {}\n", - "height = max(hist)\n", - "# draw colored rectangles for each epoch\n", - "for epoch in epochs:\n", - " stim_name, stim_block, start, end = epoch\n", - " color = stim_color_map[stim_name]\n", - " rec = ax.add_patch(mpl.patches.Rectangle((start, 0), end-start, height, alpha=0.4, facecolor=color))\n", - " epoch_key[stim_name] = rec\n", - " \n", - "ax.set_xlim(time_start, time_end)\n", - "ax.set_ylim(-0.1, height+0.1)\n", - "ax.set_xlabel(\"time (s)\")\n", - "ax.set_ylabel(\"# spikes\")\n", - "\n", - "fig.legend(epoch_key.values(), epoch_key.keys(), loc=\"lower right\", bbox_to_anchor=(1.12, 0.25))\n", - "ax.plot(bins[:-1], hist)" - ] - }, - { - "cell_type": "markdown", - "id": "34a45648", - "metadata": {}, - "source": [ - "### Waveforms\n", - "The `Units` table can also be used to view the waveforms of a units with the `waveform_mean` property, which consists of the mean waveform of that unit as measured by each channel along the probe. One channel will contain the peak waveform. With a bit of legwork, the `peak_channel_id` of the unit and the `Electrodes` section can be used to get the single peak waveform as shown below. There is also a timewise and channelwise view of all the mean waveforms and an average of the waveforms across all channels. " - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "32fd8345", - "metadata": {}, - "outputs": [], - "source": [ - "unit_num = 950922199" - ] - }, - { - "cell_type": "markdown", - "id": "e4658307", - "metadata": {}, - "source": [ - "#### Peak waveform" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "b01f1b67", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# use peak_channel_id to fetch the peak waveform index from electrodes table\n", - "peak_channel_id = units.peak_channel_id[unit_num]\n", - "electrodes = nwb.electrodes.to_dataframe()\n", - "local_index = electrodes.loc[peak_channel_id].local_index\n", - "peak_waveform = units.waveform_mean[unit_num][local_index]\n", - "\n", - "fig, ax = plt.subplots(figsize=(10,6))\n", - "ax.plot(peak_waveform)\n", - "\n", - "ax.set_xlabel(\"time (s)\")\n", - "ax.set_ylabel(\"membrane potential (uV)\")\n", - "ax.set_title(\"unit peak waveform\", fontsize=20)\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "cc66a18f", - "metadata": {}, - "source": [ - "#### Time-wise waveforms" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "c8dd3ee0", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(10,6))\n", - "colors = plt.cm.viridis(np.linspace(0, 1, len(units.waveform_mean[unit_num])))\n", - "ax.set_prop_cycle(color=colors)\n", - "ax.plot(np.transpose(units.waveform_mean[unit_num]))\n", - "\n", - "norm = mpl.colors.Normalize(vmin=0, vmax=len(colors))\n", - "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label='channel #')\n", - "\n", - "ax.set_xlabel(\"time (s)\")\n", - "ax.set_ylabel(\"membrane potential (uV)\")\n", - "ax.set_title(\"unit waveforms\", fontsize=20)\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "655d111e", - "metadata": {}, - "source": [ - "#### Channel-wise waveforms" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "93e89bc5", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1121,77 +863,43 @@ } ], "source": [ - "fig, ax = plt.subplots(figsize=(10,6))\n", - "colors = plt.cm.viridis(np.linspace(0, 1, len(np.transpose(units.waveform_mean[unit_num])) ))\n", - "ax.set_prop_cycle(color=colors)\n", - "ax.plot(units.waveform_mean[unit_num])\n", - "\n", - "norm = mpl.colors.Normalize(vmin=0, vmax=len(colors))\n", - "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label='time (s)')\n", - "\n", - "ax.set_xlabel(\"channel #\")\n", - "ax.set_ylabel(\"membrane potential (uV)\")\n", - "ax.set_title(\"unit waveforms by channel\", fontsize=20)\n", + "fig, ax = plt.subplots()\n", + "ax.plot(dff_trace[start_time:end_time, roi_num])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", - "id": "3bf4ee68", + "id": "95d75e1d", "metadata": {}, "source": [ - "#### Average waveform across channels" + "### Filtering Units\n", + "It might be of interest to only examine units with certain properties. They can be selected based on any metric. Below, only units with a 'good' quality SNR are chosen, along with a few other choices." ] }, { "cell_type": "code", - "execution_count": 23, - "id": "7d88c6c6", + "execution_count": 7, + "id": "cf33f592", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(82,)" + "(974, 29)" ] }, - "execution_count": 23, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "avg_waveform = np.average(units.waveform_mean[unit_num],axis=0)\n", - "avg_waveform.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "4ae54d56", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "ax.plot(avg_waveform)\n", - "\n", - "ax.set_xlabel(\"time (s)\")\n", - "ax.set_ylabel(\"membrane potential (uV)\")\n", - "ax.set_title(\"average unit waveform\", fontsize=20)\n", - "\n", - "plt.show()" + "# selected_units = units[units.quality == 'good']\n", + "selected_units = units[units.firing_rate > 5]\n", + "# selected_units = units[units.cumulative_drift < 200]\n", + "selected_units.shape" ] } ], From e9e1ddae7d4ae0a4262e47679f83829fe99dddbf Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Thu, 12 Jan 2023 12:58:34 -0800 Subject: [PATCH 3/6] Organized some code, retailored first few sections for 2p data --- .../visualize_2p_responses.ipynb | 815 ++++-------------- 1 file changed, 163 insertions(+), 652 deletions(-) diff --git a/docs/visualization/visualize_2p_responses.ipynb b/docs/visualization/visualize_2p_responses.ipynb index 18fef978..706578ab 100644 --- a/docs/visualization/visualize_2p_responses.ipynb +++ b/docs/visualization/visualize_2p_responses.ipynb @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "id": "09650a3e", "metadata": {}, "outputs": [], @@ -59,41 +59,45 @@ "id": "3cc865a1", "metadata": {}, "source": [ - "### Streaming Ecephys File\n", - "The Allen Institute's `Visual Coding - Neuropixels` dataset can be used here as a demonstration of this analysis. Below is the code to stream this data from DANDI. If you'd like to use other data, set `dandiset_id` and `dandi_filepath` accordingly. If the dandiset is embargoed, you'll have to set `authenticate` to True and `dandi_api_key` to be your dandi api key." + "### Downloading 2P File" ] }, { "cell_type": "code", - "execution_count": 3, - "id": "faa81fb6", + "execution_count": 69, + "id": "54872136", "metadata": {}, "outputs": [], "source": [ - "dandiset_id = \"000037\"\n", - "dandi_filepath = \"sub-408021/sub-408021_ses-20180926T172917_behavior+image+ophys.nwb\"\n", + "dandiset_id = \"000021\"\n", + "dandi_filepath = \"sub_1170622509+sess_1194683535+exp_1194752574_ophys.nwb\"\n", "authenticate = False\n", - "# dandi_api_key = os.environ['DANDI_API_KEY']" + "# dandi_api_key = os.environ['DANDI_API_KEY']\n", + "download_loc = \".\"" ] }, { "cell_type": "code", - "execution_count": 4, - "id": "2133c3d2", + "execution_count": 70, + "id": "6c77835f", + "metadata": {}, + "outputs": [], + "source": [ + "filename = dandi_filepath.split(\"/\")[-1]\n", + "filepath = f\"{download_loc}/{filename}\"" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "aa5f89b5", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "A newer version (0.48.0) of dandi/dandi-cli is available. You are using 0.46.3\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "Retrieved file url https://dandiarchive.s3.amazonaws.com/blobs/81c/00d/81c00d18-91d2-4c19-bb26-fcfe2f2e1bb3?response-content-disposition=attachment%3B%20filename%3D%22sub-408021_ses-20180926T172917_behavior%2Bimage%2Bophys.nwb%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAUBRWC5GAEKH3223E%2F20230111%2Fus-east-2%2Fs3%2Faws4_request&X-Amz-Date=20230111T171334Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=1b8654c0beab11f6a7326288434c6f521eab727d6012dfc4e94a3b1ef3a606c0\n" + "Got dandiset DANDI:000021/draft\n" ] } ], @@ -103,62 +107,58 @@ "else:\n", " client = dandiapi.DandiAPIClient()\n", "my_dandiset = client.get_dandiset(dandiset_id)\n", - "\n", + "print(f\"Got dandiset {my_dandiset}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "15f3c988", + "metadata": {}, + "outputs": [], + "source": [ "file = my_dandiset.get_asset_by_path(dandi_filepath)\n", - "base_url = file.client.session.head(file.base_download_url)\n", - "file_url = base_url.headers['Location']\n", + "# this may take awhile, especially if the file to download is large\n", + "file.download(filepath)\n", "\n", - "print(f\"Retrieved file url {file_url}\")" + "print(f\"Downloaded file to {filepath}\")" + ] + }, + { + "cell_type": "markdown", + "id": "53919d11", + "metadata": {}, + "source": [ + "### Extracting 2P Data and Stimulus Data" ] }, { "cell_type": "code", - "execution_count": 5, - "id": "0ae496b0", + "execution_count": 72, + "id": "805d2be2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.1.3 because version 1.5.1 is already loaded.\n", + "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.5.0 because version 1.5.1 is already loaded.\n", " warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n", - "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.5 because version 2.5.0 is already loaded.\n", + "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.3.0 because version 2.5.0 is already loaded.\n", " warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n", - "c:\\users\\carter.peene\\desktop\\projects\\pynwb\\src\\pynwb\\image.py:106: UserWarning: ImageSeries 'gabors': Length of data does not match length of timestamps. Your data may be transposed. Time should be on the 0th dimension\n", - " warnings.warn(\n", - "c:\\users\\carter.peene\\desktop\\projects\\pynwb\\src\\pynwb\\image.py:106: UserWarning: ImageSeries 'grayscreen': Length of data does not match length of timestamps. Your data may be transposed. Time should be on the 0th dimension\n", - " warnings.warn(\n", - "c:\\users\\carter.peene\\desktop\\projects\\pynwb\\src\\pynwb\\image.py:106: UserWarning: ImageSeries 'visflow_left': Length of data does not match length of timestamps. Your data may be transposed. Time should be on the 0th dimension\n", - " warnings.warn(\n", - "c:\\users\\carter.peene\\desktop\\projects\\pynwb\\src\\pynwb\\image.py:106: UserWarning: ImageSeries 'visflow_right': Length of data does not match length of timestamps. Your data may be transposed. Time should be on the 0th dimension\n", - " warnings.warn(\n" + "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-experimental' version 0.1.0 because version 0.2.0 is already loaded.\n", + " warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n" ] } ], "source": [ - "fs = CachingFileSystem(\n", - " fs=fsspec.filesystem(\"http\"),\n", - ")\n", - "\n", - "# opening may take awhile on a large file\n", - "f = fs.open(file_url, \"rb\")\n", - "file = h5py.File(f)\n", - "io = NWBHDF5IO(file=file, mode='r', load_namespaces=True)\n", - "nwb = io.read()" - ] - }, - { - "cell_type": "markdown", - "id": "53919d11", - "metadata": {}, - "source": [ - "### Extracting 2P Data" + "io = NWBHDF5IO(filepath, mode=\"r\", load_namespaces=True)\n", + "nwb = io.read() " ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 79, "id": "a8cbffdf", "metadata": {}, "outputs": [ @@ -166,19 +166,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "(126741, 96)\n", - "(126741,)\n" + "(42337, 3)\n", + "(42337,)\n" ] } ], "source": [ - "dff = nwb.processing[\"ophys\"][\"DfOverF\"]\n", - "dff_trace = dff.roi_response_series[\"RoiResponseSeries\"].data\n", - "dff_timestamps = dff.roi_response_series[\"RoiResponseSeries\"].timestamps\n", + "dff = nwb.processing[\"ophys\"][\"dff\"]\n", + "dff_trace = dff.roi_response_series[\"traces\"].data\n", + "dff_timestamps = dff.roi_response_series[\"traces\"].timestamps\n", "\n", "# accessing the above data may look different for newer nwb files, like the following\n", - "# dff_trace = dff.roi_response_series[\"traces\"].data\n", - "# dff_timestamps = dff.roi_response_series[\"traces\"].timestamps\n", + "# dff_trace = dff.roi_response_series[\"RoiResponseSeries\"].data\n", + "# dff_timestamps = dff.roi_response_series[\"RoiResponseSeries\"].timestamps\n", "\n", "print(dff_trace.shape)\n", "print(dff_timestamps.shape)" @@ -186,50 +186,25 @@ }, { "cell_type": "code", - "execution_count": 32, - "id": "dab3e942", + "execution_count": null, + "id": "6177ffb0", "metadata": {}, "outputs": [], "source": [ - "start_time = 0\n", - "end_time = 10000\n", - "# arbitrary index of dff_trace.shape[1]\n", - "roi_num = 50" + "stimulus_names = list(nwb.intervals.keys())\n", + "print(stimulus_names)" ] }, { "cell_type": "code", - "execution_count": 31, - "id": "b5e4b1a5", + "execution_count": null, + "id": "500e70c6", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "fig, ax = plt.subplots(figsize=(16,16))\n", - "img = ax.imshow(np.transpose(dff_trace[start_time:end_time]))\n", - "# cbar = plt.colorbar(img, shrink=0.5)\n", - "# cbar.set_label('# spikes')\n", - "\n", - "# ax.yaxis.set_major_locator(plt.NullLocator())\n", - "# ax.set_ylabel(\"units\", fontsize=16)\n", - "\n", - "# xtick_step=20\n", - "# reltime = np.array(time_bin_edges)\n", - "# ax.set_xticks(np.arange(0, len(reltime), xtick_step))\n", - "# ax.set_xticklabels([f'{mp:1.3f}' for mp in reltime[::xtick_step]], rotation=45)\n", - "\n", - "# ax.set_xlabel(\"time since stimulus event\", fontsize=16)\n", - "# ax.set_title(\"unit spikes over time\", fontsize=20)" + "stim_table = nwb.intervals['trials']\n", + "print(stim_table.colnames)\n", + "stim_table[:]" ] }, { @@ -242,577 +217,46 @@ }, { "cell_type": "code", - "execution_count": 44, - "id": "500e70c6", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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start_timestop_timestimulus_typestimulus_template_nameunexpectedgabor_framegabor_kappagabor_mean_orientationgabor_numbergabor_locations_x...square_sizesquare_numbersquare_proportion_flippedsquare_locations_xsquare_locations_ystart_frame_stim_templatestart_frame_stimstart_frame_twopstop_frame_stimstop_frame_twop
id
10073.2583673.56457gaborsgabors0.0G16.0135.0NaN[]...NaNNaNNaN[][]993582193936001948
10173.5645773.87443gaborsgabors0.0A16.00.030.0[-555.1534699206325, 784.776875735158, 873.065......NaNNaNNaN[][]1003600194836181957
10273.8744374.17158gaborsgabors0.0B16.00.030.0[-78.91225047083276, -532.7435749504876, -775.......NaNNaNNaN[][]1013618195736361966
10374.1715874.46487gaborsgabors0.0C16.00.030.0[274.96993213549626, -612.9921734509505, -619.......NaNNaNNaN[][]1023636196636541975
10474.4648774.75958gaborsgabors0.0D16.00.030.0[252.10981001863865, -312.06192570432927, 815.......NaNNaNNaN[][]1033654197536721984
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195101.78167102.08734gaborsgabors0.0G16.090.0NaN[]...NaNNaNNaN[][]1945292279753102806
196102.08734102.38735gaborsgabors0.0A16.045.030.0[-555.1534699206325, 784.776875735158, 873.065......NaNNaNNaN[][]1955310280653282815
197102.38735102.68745gaborsgabors0.0B16.045.030.0[-78.91225047083276, -532.7435749504876, -775.......NaNNaNNaN[][]1965328281553462824
198102.68745102.98783gaborsgabors0.0C16.045.030.0[274.96993213549626, -612.9921734509505, -619.......NaNNaNNaN[][]1975346282453642833
199102.98783103.28276gaborsgabors0.0D16.045.030.0[252.10981001863865, -312.06192570432927, 815.......NaNNaNNaN[][]1985364283353822842
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100 rows × 26 columns

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" - ], - "text/plain": [ - " start_time stop_time stimulus_type stimulus_template_name unexpected \\\n", - "id \n", - "100 73.25836 73.56457 gabors gabors 0.0 \n", - "101 73.56457 73.87443 gabors gabors 0.0 \n", - "102 73.87443 74.17158 gabors gabors 0.0 \n", - "103 74.17158 74.46487 gabors gabors 0.0 \n", - "104 74.46487 74.75958 gabors gabors 0.0 \n", - ".. ... ... ... ... ... \n", - "195 101.78167 102.08734 gabors gabors 0.0 \n", - "196 102.08734 102.38735 gabors gabors 0.0 \n", - "197 102.38735 102.68745 gabors gabors 0.0 \n", - "198 102.68745 102.98783 gabors gabors 0.0 \n", - "199 102.98783 103.28276 gabors gabors 0.0 \n", - "\n", - " gabor_frame gabor_kappa gabor_mean_orientation gabor_number \\\n", - "id \n", - "100 G 16.0 135.0 NaN \n", - "101 A 16.0 0.0 30.0 \n", - "102 B 16.0 0.0 30.0 \n", - "103 C 16.0 0.0 30.0 \n", - "104 D 16.0 0.0 30.0 \n", - ".. ... ... ... ... \n", - "195 G 16.0 90.0 NaN \n", - "196 A 16.0 45.0 30.0 \n", - "197 B 16.0 45.0 30.0 \n", - "198 C 16.0 45.0 30.0 \n", - "199 D 16.0 45.0 30.0 \n", - "\n", - " gabor_locations_x ... square_size \\\n", - "id ... \n", - "100 [] ... NaN \n", - "101 [-555.1534699206325, 784.776875735158, 873.065... ... NaN \n", - "102 [-78.91225047083276, -532.7435749504876, -775.... ... NaN \n", - "103 [274.96993213549626, -612.9921734509505, -619.... ... NaN \n", - "104 [252.10981001863865, -312.06192570432927, 815.... ... NaN \n", - ".. ... ... ... \n", - "195 [] ... NaN \n", - "196 [-555.1534699206325, 784.776875735158, 873.065... ... NaN \n", - "197 [-78.91225047083276, -532.7435749504876, -775.... ... NaN \n", - "198 [274.96993213549626, -612.9921734509505, -619.... ... NaN \n", - "199 [252.10981001863865, -312.06192570432927, 815.... ... NaN \n", - "\n", - " square_number square_proportion_flipped square_locations_x \\\n", - "id \n", - "100 NaN NaN [] \n", - "101 NaN NaN [] \n", - "102 NaN NaN [] \n", - "103 NaN NaN [] \n", - "104 NaN NaN [] \n", - ".. ... ... ... \n", - "195 NaN NaN [] \n", - "196 NaN NaN [] \n", - "197 NaN NaN [] \n", - "198 NaN NaN [] \n", - "199 NaN NaN [] \n", - "\n", - " square_locations_y start_frame_stim_template start_frame_stim \\\n", - "id \n", - "100 [] 99 3582 \n", - "101 [] 100 3600 \n", - "102 [] 101 3618 \n", - "103 [] 102 3636 \n", - "104 [] 103 3654 \n", - ".. ... ... ... \n", - "195 [] 194 5292 \n", - "196 [] 195 5310 \n", - "197 [] 196 5328 \n", - "198 [] 197 5346 \n", - "199 [] 198 5364 \n", - "\n", - " start_frame_twop stop_frame_stim stop_frame_twop \n", - "id \n", - "100 1939 3600 1948 \n", - "101 1948 3618 1957 \n", - "102 1957 3636 1966 \n", - "103 1966 3654 1975 \n", - "104 1975 3672 1984 \n", - ".. ... ... ... \n", - "195 2797 5310 2806 \n", - "196 2806 5328 2815 \n", - "197 2815 5346 2824 \n", - "198 2824 5364 2833 \n", - "199 2833 5382 2842 \n", - "\n", - "[100 rows x 26 columns]" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "stim_table = nwb.intervals['trials'].to_dataframe()\n", - "stim_table[100:200]" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "id": "b9efbeaa", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "trials pynwb.epoch.TimeIntervals at 0x2913692978048\n", - "Fields:\n", - " colnames: ['start_time' 'stop_time' 'stimulus_type' 'stimulus_template_name'\n", - " 'unexpected' 'gabor_frame' 'gabor_kappa' 'gabor_mean_orientation'\n", - " 'gabor_number' 'gabor_locations_x' 'gabor_locations_y' 'gabor_sizes'\n", - " 'gabor_orientations' 'main_flow_direction' 'num_frames_stim'\n", - " 'num_frames_twop' 'square_size' 'square_number'\n", - " 'square_proportion_flipped' 'square_locations_x' 'square_locations_y'\n", - " 'start_frame_stim_template' 'start_frame_stim' 'start_frame_twop'\n", - " 'stop_frame_stim' 'stop_frame_twop']\n", - " columns: (\n", - " start_time ,\n", - " stop_time ,\n", - " stimulus_type ,\n", - " stimulus_template_name ,\n", - " unexpected ,\n", - " gabor_frame ,\n", - " gabor_kappa ,\n", - " gabor_mean_orientation ,\n", - " gabor_number ,\n", - " gabor_locations_x_index ,\n", - " gabor_locations_x ,\n", - " gabor_locations_y_index ,\n", - " gabor_locations_y ,\n", - " gabor_sizes_index ,\n", - " gabor_sizes ,\n", - " gabor_orientations_index ,\n", - " gabor_orientations ,\n", - " main_flow_direction ,\n", - " num_frames_stim ,\n", - " num_frames_twop ,\n", - " square_size ,\n", - " square_number ,\n", - " square_proportion_flipped ,\n", - " square_locations_x_index ,\n", - " square_locations_x ,\n", - " square_locations_y_index ,\n", - " square_locations_y ,\n", - " start_frame_stim_template ,\n", - " start_frame_stim ,\n", - " start_frame_twop ,\n", - " stop_frame_stim ,\n", - " stop_frame_twop \n", - " )\n", - " description: experimental trials\n", - " id: id " - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "nwb.intervals[\"trials\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "6177ffb0", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['trials']\n" - ] - } - ], - "source": [ - "stimulus_names = list(nwb.intervals.keys())\n", - "print(stimulus_names)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, + "execution_count": null, "id": "f7d15d1a", "metadata": {}, "outputs": [], "source": [ "# extract epoch times from stim table where stimulus rows have a different 'block' than following row\n", + "# returns list of epochs, where an epoch is of the form (stimulus name, stimulus block, start time, stop time)\n", "def extract_epochs(stim_name, stim_table, epochs):\n", " \n", + " # specify a current_epoch stop and start time\n", " epoch_start = stim_table.start_time[0]\n", " epoch_stop = stim_table.stop_time[0]\n", "\n", + " # for each row, try to extend current epoch stop_time\n", " for i in range(len(stim_table)):\n", - " this_block = stim_table.stimulus_block[i]\n", + " this_block = stim_table.stimulus_type[i]\n", " # if end of table, end the current epoch\n", " if i+1 >= len(stim_table):\n", " epochs.append((stim_name, this_block, epoch_start, epoch_stop))\n", " break\n", - " next_block = stim_table.stimulus_block[i+1]\n", - "\n", - " # if next row is the same epoch, push back epoch_stop time\n", + " \n", + " next_block = stim_table.stimulus_type[i+1]\n", + " # if next row is the same stim block, push back epoch_stop time\n", " if next_block == this_block:\n", " epoch_stop = stim_table.stop_time[i+1]\n", - " # otherwise, end the epoch, start new epoch\n", + " # otherwise, end the current epoch, start new epoch\n", " else:\n", " epochs.append((stim_name, this_block, epoch_start, epoch_stop))\n", " epoch_start = stim_table.start_time[i+1]\n", + " epoch_stop = stim_table.stop_time[i+1]\n", + " \n", " return epochs" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "id": "46dc14a0", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0\n", - "[]\n" - ] - } - ], + "outputs": [], "source": [ "# extract epochs from all valid stimulus tables\n", "epochs = []\n", @@ -822,8 +266,65 @@ " epochs = extract_epochs(stim_name, stim_table, epochs)\n", " except:\n", " continue\n", + "\n", + "# epochs take the form (stimulus name, stimulus block, start time, stop time)\n", "print(len(epochs))\n", - "print(epochs)" + "epochs.sort(key=lambda x: x[2])\n", + "for epoch in epochs:\n", + " print(epoch)" + ] + }, + { + "cell_type": "markdown", + "id": "247ad3f9", + "metadata": {}, + "source": [ + "### Visualizing Dff Activity Throughout Epochs\n", + "Below is a view of the spiking activity of a unit throughout a session, where epochs are shown as colored sections. Set `unit_num` to be the id of the unit to view. Set `time_start` to the starting bound of the session you'd like to see, and `time_end` to the ending bound. You may want to use the output above to inform your choice. As mentioned above, if your file's stimulus information differs signifcantly, this code may need to be modified to appropriately display the epochs." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b6553136", + "metadata": {}, + "outputs": [], + "source": [ + "channel_num = 1\n", + "time_start = 0\n", + "time_end = 4000" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "669b06c5", + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(figsize=(15,5))\n", + "\n", + "# assign unique color to each stimulus name\n", + "stim_names = list({epoch[0] for epoch in epochs})\n", + "colors = plt.cm.rainbow(np.linspace(0,1,len(stim_names)))\n", + "stim_color_map = {stim_names[i]:colors[i] for i in range(len(stim_names))}\n", + "\n", + "epoch_key = {}\n", + "height = max(dff_trace[time_start:time_end,channel_num])\n", + "# draw colored rectangles for each epoch\n", + "for epoch in epochs:\n", + " stim_name, stim_block, start, end = epoch\n", + " color = stim_color_map[stim_name]\n", + " rec = ax.add_patch(mpl.patches.Rectangle((start, 0), end-start, height, alpha=0.2, facecolor=color))\n", + " epoch_key[stim_name] = rec\n", + " \n", + "ax.set_xlim(time_start, time_end)\n", + "ax.set_ylim(0, height)\n", + "ax.set_xlabel(\"time (s)\")\n", + "ax.set_ylabel(\"# spikes\")\n", + "\n", + "fig.legend(epoch_key.values(), epoch_key.keys(), loc=\"lower right\", bbox_to_anchor=(1.12, 0.25))\n", + "ax.plot(dff_trace[time_start:time_end,channel_num])" ] }, { @@ -831,7 +332,7 @@ "id": "9a13392b", "metadata": {}, "source": [ - "#### " + "#### oop" ] }, { @@ -871,35 +372,45 @@ }, { "cell_type": "markdown", - "id": "95d75e1d", + "id": "d86a7c00", "metadata": {}, "source": [ - "### Filtering Units\n", - "It might be of interest to only examine units with certain properties. They can be selected based on any metric. Below, only units with a 'good' quality SNR are chosen, along with a few other choices." + "### Visualizing Fluorescence Over Time" ] }, { "cell_type": "code", - "execution_count": 7, - "id": "cf33f592", + "execution_count": 31, + "id": "d9409879", "metadata": {}, "outputs": [ { "data": { + "image/png": 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N/U248KHferFNn/Mq9RnlGCrV81zQSHB+otkhttM95m165ih9G/frop2bEv0OUgHczs+8NjsCxQKUu8UINYhztFf0ToHkZKgkC25lN0XSGBLdSdFUKL3AdVa5MaYGFtrDFBoE5xhz6l3mc0EhSXT0MvZTJAvUs4p+Sm7WzOFVwoTt3WlT8ZI7L+ceKZmkXdHBl9S2UtswPpP0AuOLVD7mgERRIt1PUOmqZIGSg+AxfCYl1cC2si/ZjrreJBf39jqW6FWch6wX6Eo8hT5XISi5WfpFUON4jIibKtmR2i6obtkREfVXL5yZORf4e70+53d6bvQ5nTKV3IiSe1HUvYi0bqZYeNCm6KfcyXXoicNm+3qxzm5cC+cnypiq/VQfEEqiqEDNywSuwck9VdTCXCcrpTnJKrTlElK/kb7KPE+KsKIel2dLdRblEljjKXpu335ujmuiNBeTTSntRHDuqvzFOpB5W8jlRNS8j3uw7VwPkqQSafmvoz5fiXdrMZac6z3mMftDOWn39d4Yg1Sr8H0svdOK5+N6iJ+7MckCXitRmunIS3mxtixUeq/DGp+kuG7mek31W4KQ3uGcSXWAkJXqaq14/6R53ILfYTBOa8i7LQYFppjdG55hZ1fITZS6pd9FP59iHqscp6QhhKQYs3FX+iNJ2LAuY71GGSR+U+CawTqT8cF3x1oXsU/4O2Pwtfndrx8tIXJ1+uQjDcMwDMMwDMMwDMMwDMP4ooI/DhqGYRiGYRiGYRiGYRjGNUXXVzupLzCOj4/j8PAwnv+S/zMWs51MM70L9yFS3RLltNB/ubVS0RaT47DYRq0cA0n7KBSGtC1U0ZUVlZjgFlbhJLVBNZhCYVGuekRye55Iv+O2XLXlXLnr3ro5HJO2Nbedoyt1eApFJjs+tqlE/YP29uhEdxmjTPNZhQtfArfK8/gp7nUFvXJZU05bBKmypE9sa1pEL533hIPdFMcuYsQZe4y6M/yDoJNyziTKnDhmaruUJIB47tTPE13AE5QD9pQcoOhYytEwQlNyBFLspK3ubTfNMapTipc94RZKzAX1Q+VmEf8RmqKRaCpYr9K86No0k5Rfq/s5IRwSUz5i3zy2A6ZWGEku1ILq1iVaGOJcucdPoU3Vf2MfwJ03OWYrypByGh1xKZ/iUqgcDlVMTcoZEZqqPiY10IJyrGXcVWdNjhPnLmsd0iqVSyqPFy7lG07JqpYTsgiJ9smxUHEnqPAP29ueS6rt0vGRcy+1G7Fcae6KdijcJietUSo+asxz/JJTtThfjLEE71f7XM0TznVFlRY1oYyb2lZSG0mfV07hxJQ1lyj33qBAXt1O3I/XTbXzY9ZSETrvK6kHIf2S6J1cYyiZUp9nCpV4r025S3NEOdkKl9iImOTSnJ6P857rlTg+5aKSU1NdLCiuqd+UAzzPPRX00TEKM++n3qHV/H7MfLzxb0DKvVPeqZQEypjLu6LlCyjJFJmLxuabWmt5P+Uyq74VsC8V5T1iU6Kk1Q61FqmcKOSiNvpf5Qf0h4xtNZZqTtZ3UuUKrSR6RO0taxWVAyL09xb1HYD5Qb0bKLm7GndJaqYtTXCZZ5br8/jIZ/9JHB0dxcEBZNAa8M5BwzAMwzAMwzAMwzAMw7im8MdBwzAMwzAMwzAMwzAMw7im8MdBwzAMwzAMwzAMwzAMw7im0EJDX2hsLSJmi6zbpzQElE5gBa9F/je559RkIP97jusKTn+1t0488QuhnXHO5xN6ggQ1CHh81WpYtnWckuW20j5ci9+n6COOnU9AB6Dr2R9t7QWl+VTb0SktBcXlp44AxlVqjOyO6HmovlL9pjQFlM7QmHYh9SuU5kSybp+J33EdzreZ0MGIMjZK/0XpM6nr8rlVP4XWgUvPRyyFHqY6hn2gNI5qu4RuVtJToTam0sKZoglamzFFyy1pmohnZf9t6FNO0MZJcd6Or+BUYvuYo9Y5f/RoV4rzxYQ+VPpYQstlYx7xHtT2YPxTP2cm9A4J9tmYpgnnz/4e7ieeiTot59QEbWvIjWmYpfk6YQ3uRBx1KseNabeKdTDFHdeJMb2lS7DPt9v5P6KM37q9jqWxV5pAKm8oPd8I3Z+MQRX/K6ETNSHnR5RxYn6eI5epmknoVaW+HNG3TGuc0lpm2cp1b/vG8Ds1EXl9jHdXtfpm7f7phMZVp7RDOa+UhuJYvTamwXkJVRePaGgOx4+sJbwWY2SK/qCqL9jPtX2q7dTxUzqDSntMaYrWZ2CM7DCHMy8+el15XTrBAlLvMx80HMN5r2qVmrPF+j9J+5i6bKmmEPmkrk9qLvFaWFtTfyhtTaX/WLTGkh6XqocAqT2pni9pw470udJPn1K7sf8Rs0kDdlaurzQ/6/tq697sW+qkUR9xrC/F/OtUDPL5klZ1uw/kuETRoBWaj6HupzRBb2GNGctr6j2P1zoX64TSbVea2WP6tawF2F6V5/lewpyo6osRJJ3ClVjf5iJ/TclL9dsC42tbrVfi3YB1QftMXVdFaF3pebtek3rFY++Yw8n5v1n/ihi+1GDuuulrlXcOGoZhGIZhGIZhGIZhGMY1hT8OGoZhGIZhGIZhGIZhGMY1xZuWVrze34v1fCdtJe8P9q/+7k6wZThwzD62skZkquhaUD1Ju72Je5y2tw3357g3t66fly2h+LfULm73XE3YWqwovGNbxMXW5ES7xf24nTtttaYdNtuqtpVH2drPdrCf7z3A77iWoBz1Dwar8W6MXqu245P28+Ck+Xt/f/i943j12FrPsa+0D7Udn23nWNI2/sZAFezQDsZjvHJnOGa3xPmpoJFwXBeIR9KxTkgXaG/bTpSCAjkHBMUsxQe3risaOOOmtKNTW/CXYgu3opxyLDDvUzwWmkqKvYs2HV5uE2ffcis/20GqSMkBaas9cxOpFDf2owlSvpgTUw7A8Rtb6LHlH3NJUToTVWQhaCpAGqNyzW7Vzl/pfqQP3RxoIHLuss+ZGwqVtOsw/nvD/OtffnU45tbN4RhFt2HeZh/wWSt1gPnrop2rM02+TW/u790ffgc9OeWoSnnk3BV9LqUF0IeJ3qxoQoq2HDlvSPr2lqCCnQzPN2Wte9hexMueoMisBfXyVORUNRZ1rl60pSVSHwCdotXzd/RBipWaWxALam1WuYl9ltu3aB6zsd4rypGgFKa1hH3L3xWNudK9EhUMv3MtURQnzklFx03rU753ai9z1gnnpaCZpjUe/cy1gLml9qXKO2wvaV69mHvMAYw1xuNerlt6QcempMMaNdCMtRHXHs6f1O72M2y0he1l/lMyQ2w318MTtElIH1SkuF23a+yUR1kv1PedqzYNf9acrXJ1micTJElynT/E0Oj8FrGq5kzHPuC7C9ekM0p8YF0+vpdunWIENZCqz9M6IWjr6X48/qzUNluQSpGSN2IdZHyct+n2/Lu/O6wr9d8kTV7FPOK8UxImE2n1aZz4XqnyDNcSUtA5jiMUV9XP/elp8/c0Q6dQPRftd7yIiG4LbeTakGjQYr3iWJ6Ld+lExS55bYkcxHMU/V7VppxjXIdG6pE0H7j+8Fk5f/gexONRm3aqnhl5J5V1pJIEmCLjxr48KTGkaNq8bjfhOwfGMuWiEcmH1G/sH8bRa3OvX0+gLb8G7xw0DMMwDMMwDMMwDMMwjGsKfxw0DMMwDMMwDMMwDMMwjGuKNy2tuDs7j27eaSfDo7tXf/Z0EBpxQ+t3sR12H66UJ23KinKgS/QOXv8g0w47bGuXW7KFQ3H/6lHz8O7wYGjS4UBh6178TD5O9Ru3OPP5SKfmtnJuWV5iKy13Mo+5D5JycQoa1R4obYqSKeiZiaZ4ABpfFFoH+opU4nT+mXC65Fb+ZXs7/PpOHqMZ70caQqJSCNenB/eax3SkfivH5Qi9rZnUwfsDlVu5PmUKKN0phZNaRKxe/PTV3zNQohL1me0DXSBRDRQlCpTrDTdyQe9JNATSaPjclCxg3+AZ0hjVbewcD9JMSXfi79yaj/7sOs4RHEN6WaUtMI7osCvcgzkv4q1PDcdTOgHzMLsmllyiKFhEogZNcDBV8gN3MzUoOkFHpdsYaCeJYsw4wrhy7JNbG12BIyQdOFGJhVN7onEkSidinmNcaUmkwpCKT8oY78H8SpoX8yVpDpxHI3EunbWZn9GfvaBgxTZp0m2qbESZD/vtcU1QUgZsx06RB2jcKyL3Yc4VWMduDv2Z5j37+axNj2Isb8glMG+/eqfdJj6rcnpnDHKNBz1zw6140aa0JYqZ+h33W3/2leEYPg/n9K28fmdXY9KVEduo90g/TTS0Jw6H31mHjUgWUFYknr49/P27w/pGemCSJGFuV5QhRRGL2KC0N3/nPEmUIeQs8EmTRIWggNa2M7d3B7eGY+ggTxmSxaPpVOneRS5BPTevNfvsq81D0lg+aMcz52qUed/xHIJSAYJqq/J5otUJCmhE6Qf+G/uT0js85gJxfjZrH6PqwShjKdxQUx3IuuBMrCXn7f7YoHCiXazkUp5XdOwJ7uB9ck4fcZDlOi+oeAHZB0VT7Os6fXnNGzfKD20Kb8e5p+ohQTVXUiAdpYiirEucl0luB/mEa/nLqIsR25Kyu1fW1ldRJ9FdmW1iva2o1Rx71jxKQiky/V458vaCMpxkRJQLO2Pohq4V1T1iF+sY+4C1JWUDWINwDSzvBmlu8By+AzAXplpjeKdN6ynr+fSeW+QxWBvduoV/QB/ew/qP+inRqVPdjrqP/c/5GWUN5vihFkj1AmP1ov0u0S/w3PhOtH778A4VEbHeGfp8foy287poO8esZ865hWdV32pO8/eqVLuznzm/X6sbu7Xdig3DMAzDMAzDMAzDMAzDeAT8cdAwDMMwDMMwDMMwDMMwrim6vi97zr/AOD4+jsPDw/iWr3x/LOY7eSvmXWyz3xLb/aujKNApB0FuAd4WW9rp2sctodzOXV2DpAOOcAIDeknXE+5ddRjZrqM2ZTXdm9dSVGfh5FmdVJMLHLfG1m3+V9cVbr7KhZKoblXKgUg5DaUt49op85HtqNdif/KZhOOajAPhxLbhvDfFMYz3S27A6KfkYI17kMJ+UqgUqp859unedIwSDuJzEZv1OXkc75doOBMcmnhv0sWYf2qsqbEUjmSSDsE+I/1duUKGdq+STtAjbonNY4RDZ0TkuT8XVCRSiyY4cGXXV+Ta6tCpJAjYn4L6oRwHk/sj46b2mXIhE8co6lmisAvnyH4jr6EPQfdLMUV6lejzjXXi6iDk+bqOibyt3C1T3CopBFL/SD2rFNfddgxLF1dSeBRNjtdJ1KPc52n+qHzCvlGuf6S6KZmHSq9kf0pJE+V6uRK/t/NgLQEfe1wVjZlUQ+YJzrdCgUvrj6LhJpdgkVMJ5YD8eo6b4Oyo6IE9aKIbNROh4pb0KsaOmmPsM8q7KJpblDyl3I553bSmiRqG9Z2K2YhckyhXT9Zu7BvhGqvkUyIiO3YLOlZCrblabSUmOq9r58q2xItcZ0nNpfxAlW0Q/ZyofMoZddWmuHZqLa5Qc5cQtZGix6r+r3WLklzZkOhptUPNGb7roP82ZCKUtA2h6nPVT7wm15jS/9LNVOUNxrlylE7yGLp26NT7tIKql9WcVLIE5VpK0iddl32THJsZg+01e2MN5Rgrp3jlZE/wuhxvRZmO0E7EfG5FTxfv32ot32wu59Xn8GmJddVK1L61z3hvxg77WfX5BDmzUfk0Jcn0mLldtmMMQl6pJbO1XJ/Hh1/66Tg6OoqDA9DDG/DOQcMwDMMwDMMwDMMwDMO4pvDHQcMwDMMwDMMwDMMwDMO4pnjTuhU/3Aa5ys653DYqqILJha+eQ+zQPRVbZsV1ExWD7qB0Cqq0A7UNWG1RpyukokJO2QYdkbe7KxpniK3MgmIsXcQq2PZEr8JWXz6rogwpmu4YvU+5ASsq9wR6YNqqK1yvIkJTnBTNS9Gv2eeKsntW4lqNcaIMTxlvuMmxn+iQVCnvgm6QXPHYV3zWMXrV5XX2ddyR4tzDMaxTrnVrQSfhddG+btm1j6/nKCrGGCW6cT/Z/yVnyK3oih6iaD+khNDVljnuvNBa+Bh0MQvx+w3QKrjlnn2jHLfqHBOUx+xyV6jIrXNJiVL0lZqn2W+C9inlFpJbLp0BGR+kU5c5tsa1FF2ffb79aMpKoncy51TaiIodsbYmuo1ySWV/0LH2JDvvJapbej7hbEd3P46FuvfWROrGiaA+izUtgf1HelNyGxZrRD2OdH+Rz9WzJgjX0IhCecEaJWsSzhNF8+pEbNdr8jg6QJ4Kh1zejzkkUb9JK2LOLv23I/KGWk/r+VfHg95PKiSfu657DQpQRBn7SdS4tlNlGu8xKh7vLSiBktJMF9BEm6XkQ31ujBNzKmURVA2qKNBTqJMRmVpHx2HM6f4mYlDUoGledCI+ihxNx/m+I3JTCAi6XsqjSmKltot9qySZOCfnovZeteN3Ix9MkDZIz30h6HdCIiS1dUwWhD9TtmEKxW/2aOorJQAiynxotqJAvUvwuZkTRU0XUSQBeH6qW/A3j1dSOISobTbuR6g6QryLKPffjuthpTSrdwtFjxayJ2ksRHxs5FSuAffFGqDcqU/bDtjyPbL0cadotKmf27WfirVOSI3VOZXm3A4priJHEorGT3kX5TAfUer7R9dWSmpGxvmY1BKQJCDqu9NV+0jFF9+yJki3PLyWkFFqOb2vdZ250cTJRxqGYRiGYRiGYRiGYRiG8UUFfxw0DMMwDMMwDMMwDMMwjGuKNy2tePmWWxGL3ZidYOvnBba50tVuF9tXK/MP29J7bO2f0cFXbaMmFYCuetz2S2fTvbwtP7m6kkqmqAri3LQlHW6Haetycf1Lz003IlB1Jjk4qW2qyzYVcuN8taVdnc+t4Bxj0nPo2lf7nDRvjg3dm8/vD8eANtXfHX5PlCZFGyngGJDenigyvK5w5+3RB2kcQefZ2Eq+wrMql1vlUMw5o6giRNmu399Dv8Elr4M7YyjKCul6HIvju8N1bt4YjqnbtNmHJ9hyTvdCuvhhi3ra8g2n0kQJUY7EEZPcrZMTK6n0Yus/3anH7tXhudd3h1w2u32I+wmKPSkC6zbFQtE5I0I7JQvphE7FEcf71TtoN/qp0jWUpABjWzmVCepyolPzfpUmynOUg+xF+97JdRz0L45jj3EcdeEjxU+5U7PZwjWZFNzR8Wb/0AVzIahMgm7Tc34yR620Q3SiKYm52Ak3eOXqmfoP1JeUryqYv7j+q/VAxRpzkXBYfXhZQWnjOqZyk3Je5TMIGmtErjHSuqtoOwTHlU6jzGuJ1l3inC7WWFck3b8DLXKK46ZmA8m8IWk/Ym1N7eY6i/7vq2wA5x/XH+Zk1nGKSkxw7pHixdo3IjtGp37DWIw5azeOT47gdPgs7vO9iNXUJkHdTPObfcv5KWQbahu7pZjTn3653XblKD2F0hc5J4daT5l3ce9E/1VOtinnFOdcPgcddknNPrjJM4Y/SVVXLuVcb0beDVIuvHmz/TtjW8mhsL6u84q3Vo6rrIGUOzLnEucC+2mEGtoJZ+Fe5UJBt09gzmGfl1q7hyRQii8+H98rKQ/A2ORFmafZr1FypXq3ZvvYDrY9xTnm2L54f67v0pTG4e9K6mdMruryZ64xbF99N+BrM9/9OX8u8DdrN8RUkizgXFWSFjGSH1R8cS7dG9aGVOspx2bUMBFRHLfb70cpz7Bv2FbWC3wf2BVyaRF5XKe4/nJtxc+pTfe5LoxIMMzaOVK6dbPtSh5AyMb1KTdH9PuI8wsxH16L7X41UUYnvHPQMAzDMAzDMAzDMAzDMK4t/HHQMAzDMAzDMAzDMAzDMK4p3rS04tn5KmarZfRwFV7dGLZoLu7SbXLYIru+UWim2Co8Ay0j0YlI3Uxuh4Kmwq2f3HZdnZLFtujkEAYqa6KHkD6knDzPRxywBGWS1LVE11ROSGL7a3K6rBQjbl2/ryklw73R/6STYgtxoo3wmmXLfdpeT7clbucWrmeJ8sttvFPczKJsAacTMenAvO6FcDoTjnzJfZNbvqNQ9qQTWNtFOm3rP7g1/E5ayz5oPsUZO7kzoR3JPY9bpzkvSO8gdeDwYPhdOLJGRKYyJUoofp+j7XRtTFQ84fg0cu/syCjiIm2JF+7lbCu3uvP6JdY4/0glTvRVUs05X5U7oqDwSKpzRH4+0tAu1s1j0lwHlTjRBZRraMVaUKcOQctgTmYfMncytinVUChbiYbGWFDULuZw4YqXpAKISiVKNB7SMhhTbVpFotJzrtP9l/mquuXNGAvMCThHuMGneCSNFk7mATpvX+h3iW4pXOASdYP5nM+knFsZHzXuKGuhHAdVjSBoO8llGf2X5DAicq5ZtOuNJFWiHGQJRbUpz93f45rddgNOUhKMQeUQOYHiHRG5nuIaxznDazEmBM00jSPjqY63yFNxOKyJrNeSO6ZwtEw5kX22n2Vg0pw5Oh6OY1/N2mNGunHKfZCm6cbca5VbO+eMoI2SapVyKmnBMxETUWsd9D/kRtTalajL520qV8o/i0K3RA5KeUBKsQiJCsZKoqWCHjtCd81u2MOfqT7v2rQ1JWWTaqy6fjOHUGZi3qaxSSdcPtN5W7qiIs1R1i2Ul+nEnhU53kK6qFL/7mPuzh4tc9Mp+Q4lO7PVPj4iv5/J/MU+PxMyA7wO78EcJ9ysH/4b2ivWseTEymst2mtSynG1zxd8f9/G38O9V9vDdVe7w9/zM+QcMtjnw39s3R/68uyJHHfdCu/+F5QvGP48P0T7tofr7hyL92F2x8nQT+tFXse2junyjPb+7pDb1zew/lMyLTlSt+f6Rj8TfIeYYz1Q3wuwrqR1kzmY73WVSgyk2OH5rDspodWTf43fsV7NnrjdvGatkVMb8f6YpJ2YW/g33YOPIbvB/M88WmumB/i3RDFuvzspynZaS2ZYS/ieVt+/RQ2bvnHdfXhMtx55lyvwzkHDMAzDMAzDMAzDMAzDuKbwx0HDMAzDMAzDMAzDMAzDuKZ489KK7509ZCNgO+VizDn0NczvFpoWaYszsaWUtB9u0VQOgIL+29/IVM9E5QANIf2uHARPCs2ocb/0PGPuRdyWvha0kS1BlUoXQj8pqlMUyhe3uXLbL6lIwlUqUUJwfHKrKnSNDXe0S8xFX51x+zfOZZuEy1a6ZhTKEvuK7eXYJ3clXCjRO0H9Sw5ruc8TZY8UY+H0m6gNpP+SlkfqE+/dlz5ObQTFgFvJt4VrmXC8S1vShZvfazcf/lQOUEB/Clp9oocIR2o+z2mekymGBe0t35suiqL/SUlTbrwREX3eWn51jqA3b1DoGm1N/aFiPiKq82Lr90QtElSfRNtRrnglryUnQ1KimAc4p/ncggKa8gzmS5JziEhzdwqtVYI0ObrALYV0RYSkpoaINekmqyh3PKbEWjcHvYc0iVV7fVS0qXRN4Sq84co9a6/TiZ6+FjlLOKGmeUyKcZUNUBRUxgUpfnTNTBR74RZNOmiJtURjVq6IvN8EZ9pOuYvSJTtKH6r4Unme8h+3MJd4LuOm0O8ShZT5XMgfSEdqrnVJHqNNVX7YLsw/HFdpPFe/C3mGtA4xT0CyYyO/JpdnXFdRPfk3++CE9CbEM+cbxisiogNtOv9D23U8PSspYpSdETSyWq/lWMCc5u8zQe9k+7iW7GGNYZ4vfZ7mA2ndyUW3XT+l+oI1Neck+6b2Oal57M+t9vqdKLVPDnTc7hiyRMIZc4OWyr7l/fh8zDlJmgY/81zldl+d0AVFNh0n5lJ6fxihLl/houSunXbtQdpnqhc4lrwO155Ew29LaESElKXakNG4PP9Gex2T7sbM/5V2uC/kNfiszLvqnZQ1LiUShPt1/bf5S58d/uYxbDvrQMb8mMP9a9gp72Mhagy26UZ6r8FYcI6IuiPVSXUtEU6zvNZcSYpdtN9JO8p9oD7oiyTY2Lv51Tl8z+O9kzTTon0MUeqDJOXC+XPYHrM8p/GskBxIeUnR8KPMOd4bc0nKrySXYPGsCyGvEKXeS+/1eDfebtOHU92IminJbCUptPJOpKSCuJ6+1lf9euS9rsA7Bw3DMAzDMAzDMAzDMAzjmsIfBw3DMAzDMAzDMAzDMAzjmuJNSys++fLbsdjajZ3PDlsm1ztDcxefhqMbtmWun8Z21Ijo7mE7P6m9oJ6tnmjTKmb36XKDbfpws1nfhJPdWd5i23PbMKkb8za1qKfT3Mt3ht/p/KacRo8yNShRD+4MDsCkT6y+5OmhSS++OhyDflp/etgKPnv2rcPvL356+P3JJ9K90xZYOiGRosHt59gdvMZ2dSK7ZILyU2gL6Zk+9fLwD1tiC7GgBPZ0GiU9gbS8V4/SvdcPhi3Ls9/3ZcM/8PxjxOOTt4e/EV9r3vt3XhqOeXZ4NsZvRGSHQ2ybX/7Wb1/9Pf9//IHhGMYXKVh4hu7L3j78/epw/Y1t14ypTw/tnX/Js2jgEKvrV4Z+SzRO0hPQB6v/9VvDrd/x5enW/R20i/1G+hi3bR+03Z8TuK0f2+S7Vdkar2ixivKCreRrbpU/uts4OMfTvM4xUD9WmIvEDPTARK3DuMbv4lw86xrxtHFdzmPOK84lzm/SaCi9QLdWxIScexF5S/2OoG2RMgHKdg+3wtgaYm0NWuWMNIkSH6QFSqon+jDFZnI9g/QF2roGLWn2Fc+le6dcr+goszZNLkHQsknF26D2kv5KOsS9vOZcQUhGJHBcOReevZ2PA02yP0Dc4e+OUiKk8nG95z1I9TwUkg8R0d2GYzopSpT8OBNxTrfutzx59ef6t37n6u/kwleQ6LnM7aSb8ZjjIYekNZHrlZjTleonXZQZg6TVcIxJa8GavX7lzvD7jqbFJ5f6RM9BriWV+y5yJxwA+y95Zjj1f//u8DvzRF3HLkjVFfTQg7YbcKIcpbknnICr2+ErQ/3V3RryTKJdJYdDQTNiDYNcm/LostapYh4j/6UYUdIJwtV5jdiMstTNnh7mhqJQp1jj2qocokckdgglURFoE3O4oszFEjU8a3WsrVx/IyICcc5aZfWpF6/+nqPeTnMStT7nfTz7luEYumqXe7Pm6ikJg2MYE6SLz97y1HA8c7OQDumLXEInZHV6tD2QI+MZ1LyoQZPkA5+Hv7MGjJIXKXdEd1LGxA1c9zbe3zj2nx7eMdL7TZUcIp0R/cO5MaO8jJCzSWsP1zdQKrvqGI/1Lt0P9UyS9qB6DufkU7eHv1lLsUYu9Pns0I7xYN3DNqHO7W8if522qbnrz6D/3zbMl4iIOMWayFqHOZWxwzFCDbN+9c7QPuYGVftGRA9n59krQp6MIGWbeRTxvH75leH33z+8B6V1KCLXU5RhEPThLIcCCjvlGUBpZj+tjnNNMf8/3tFsu8oJnZL7IpQDeZX74DqB/lx/5s5wyJd/yXAMJRnQJkq69G9H/nlxiDWu1xHlPRa5mu8ywW896MNUo7E/FnhWfIdJ9XXkeiq9v1Me5lJ6Zy3W7ga8c9AwDMMwDMMwDMMwDMMwrin8cdAwDMMwDMMwDMMwDMMwrim6XtklfYFwfHwch4eH8fxXvC8Ws528hZu0KeUmNMsuMpJeRSoYt05zC6uga6TjuQ20OtApype6LsHtqMo5lENX6VvccpucPPG7cMVNfZ6cj9rujxtbpdnn6rkJ1YfJ3adNMZJuihGbjp+vQbppst3KsVn9HqHdq4TrXOqbZTsOpBtjhYpP5QLHe9CprLoJTkFyRZzo5tVqH48X7qeSClzQVeeyq8sKV8gLMccEdTgiO0NlB0c6V2H8lPtacqJatY8p7lgEHRwfWry/ds4Ife8KjCnG45hbsXIjFOOnpBA23AQb6Mu4SKdedY8p80rQxTburebxtqCq02WTdCflhqbWqohMl6WTrXKvFy6USZ6BVA/Szkv7prgPp/kt5kKKbdJd6DJX45znCOq+cjCV+YS04oWQmIiIHjSQlE+myAmofMyY5fEjzrnKqTGNJd3yprSJrn8bDpMj7RoahRNGXNUvoRyp63hznDiuE3Jtaqty3ByrW9SzJukR0L9U+8bmsTpG1QJsEx11GcOMzbmgN6v1LUbWROXurhxWGWscb+EKvHkB1oqs+4VjuaptBPW4rxR2HqdqJvb5mcjhI2vz1bm1duCao9YrPreoz1Xuk2MakcdGvRukxorxY+5UtX2tO9TcZ3yR5qhykartmRNvZFpxkjoReapXNExCuJGTXlv7MsWecoolVAwnR11ch2tofadkDIs6ULZDYYqDb/03IL1ziPyl1mk5RnUeqnVXxTOpvSIGq+P58A8l/ukyLPJDL+bMlFojST7UukW1cdaeb+xD+c6hapUiG5DWb7aLfchngkNxvwWJA4T5eqvdH+n3iOjxfOttxPy8fcxqB87Rp8MNZ8t2jcBzu7IELu6Bur8z3HC2HPpqhfYuHkCeh9dN31iiidlFnt9r9uG8fa35/Yf5aLk6i3/3X/9BHB0dxcEBJFxa9xn9V8MwDMMwDMMwDMMwDMMwvmjhj4OGYRiGYRiGYRiGYRiGcU3hj4OGYRiGYRiGYRiGYRiGcU3xmEIDv3dY7+/Fer4THXSp+Heyw6YGR+HA8xypdyL0c3pYUvMeSWciabwUrQfqvPC6/P2Jw+EQaBxl7aq2zkeyXl+N6dG1tTqozxGHN4drCV03WsDzml3VO6RWwVlb84UaGdR2SpcRWjP9KbSgiq131uLB2ECTbEy/rdnWG7AEP4EdedEzk7pD1LIQml9pXKlPxrZS/+Cs2Ne/5cnh78/eGc6/ibZzLnD+UItFzRH0R9XPITqlTSG0k1Q8Ui8vaWKMaEym/uQcFZpdSislz89Bl6E7LZo85+35HVM02hDDPfVDoDfSqZxRkHTIlKaW0tgpemOtdmycw36jDtOtW8Pv1BC6e3/4nfoaSpNyTC+Juimc3+I5Jmn0iHywMXZKY0nppHJcp2iSJe2pqtU0xHbSkuR6lzSV2rq4SsOJGlj93Xvp1t0+cgh1FF89Go45hH6JmPdq3etfvjP8XjVPuRatEVMcS6U/yN8x35ReVdUzTVpDPH82b/7e3eQ6jXwCPccUE/ttXcjaRsZOWhuoQ8m1mWviXOiWEVWnmfH14KT9u9BGS+1jPpaagaVNHWK13dq8FnGecO1XNZ3SM4vQ2qGPqzOo6gvOSaXvVtrRn+L5OL859tQgElqesp6JUmPwWdmfaFN6Os51tTYjbmpuSRq5SieYtQ7nhdIMZpuoA8dYjhKrh1i72A7Wuawd+EzsG+jBpvxaa2S+s+yi1uG8Yn+KrlU5rrt5Y/j9JNfXMp+o9ZjPem9Yy7sO8cW42xtZWydoinb7QgOYc5fX5LkjdUsofTpVr3EeMnbU8eda35KQOnlC25TtVs+ttHkjSt+qPLyYsCYq3Vj+XfRI07q5hfnKOmIlar95ez1N7wNY9zY02ZXGLnPvrD2/O6H5nzSKxzTqJ+jipjhPsYM4V+8DvdAmjcg19v6gu8kYTu/NjEG+l3Atnot1ITRSrPE7jtJYZR+i/2fHw5qR8mjNqayhUBennCVyONfjXvlciPe0iIhgP/O7jNJIV9qrak5y7Ms6Nqd2OPN5oy7u1iN1R4F3DhqGYRiGYRiGYRiGYRjGNYU/DhqGYRiGYRiGYRiGYRjGNUXX970wTP7C4Pj4OA4PD+Nbfv/fiMV8JzpF3WOzBQ02IvK2UG5z5dZRtaVabS9lO8Zoy2P0mdY5fFZueeX2aG7BVv1R/02B21x3ttvH8DrrNj059UHEtD6vVKbWMaodyYq+08el7eOi/xVtl9SBul39EtXGnf2TqNyCcpRogIv28bwO46CON7Y1J5BuQPqL2s4t4qbHHOnqGKkYJvVpq02l6E7aVKkQVCc5j+pxans2Y5X3UJRRxld9bp5D+gu33at5zPYpqrOiuUVMkixI28pJZ+Bzq3tzLowtEdxqT/oR2yHmbi8ocKmf6rxV9HSCscYcwDkm+k9JOEREHn81T0T/J4xQgOS5ab0TfZDmTPseidKUaB+iP8q9GQtqXBMU5YhjrGi+I0gUOlI3FJ1nNWFd2biJiHvGsBo/HkNqYqL5CmpJbQafdbdN5Uv35hjzuRlTOLfO70TbYi67gTWG56g5ptZTJbUQIWM4Ycq4Tlnv1bkxcV4yzyg6qJLNqOvYhGdKc0/1oarRVE0Rodc+xpeiQiopBB4zQjuclMsERVw+k6hrL94O6ZWIOP79Qzzff3a41skzw/3WbxnGbL49jMvyPtdmPMKD4VnnZ8gBkbF9NPwb1YhmVHjhq8VyuMLWPcQBh/ti+H1+irlX0yvTNkP1dGjI/GK48GoLddwctdtquMfiBOvNAsecl1jjvdftd7iOncW16+LR62+seJ3S68xHpNomaryoi1nbLHDuOTpQ1Z8Vgg6c8gn747RNqydITR+d38xB4l1L1uqscdX7cM278/a7QR57IVM0oe4ffS9RxynZLNWHq3bcpf6otSJzdZUjuoTomzTGip5OSu3IcyeIa6X1X0jkKAmNSp+XtHX1nqHW6ZG1+eryNc7Fu5Osh9jPQtZLYWP9FRT2jW8EVzdpy5Ykuj2lvxiz9XsL42gp8slr0hLL9Xl8+KWfjqOjozg4gBRQA945aBiGYRiGYRiGYRiGYRjXFP44aBiGYRiGYRiGYRiGYRjXFG9at+J+Zzv6+bakIPY7oMxhi21XXOB6bAef0UlsS7hM0TmMW2wX2BabaHmCWlL/7ULQBeE80x/AMZhtVdSgtdj6HJG3HXObLM/fFs+k6K5Af//ucOrBrfyPJ2334eQYpbbucjs9t2on5zDQrOj4FJHpnXSaTS5ybUdX5c4nY6W4BklX3d3BOa4TLmT9HmJYuC7J7cMRehs27/fKneFvjpmgqmcnu/ZYRESO4eQMPNB2+NyJtlCvdYnkHkXqRnGIFn1ON6605R9uiZL2STdM0kT391tHb6C7NYx3crcW1N7+LuYSaYPs/+Lam6iK3EJPF7Ipjq6MqZ5b6zHHirtlohUcD21P9+O43Idb2A30zZO3h78V3bsgjTH/gbSfE9Iw2R8izhWtqFImhEtectKj6y9d0vbgZpbcfB9NXX3YduG8RyfcM5G3FS1PUP+Sw2BtFuZAik/GPPPiBGqupDXWf+P9mL+YLxVVmlAxUWk3qg8Z54oWQ7d1/s51j07OZT3knEtxx7mr1hvlcodY4bkbrr10Fly0KaGM7eQ4C1tVSSUeo5QLB/l0Dtt7ItY9RUvl31VKRTkqsg9ZHwq6mMwniooXkWNBxRrXK9WHHCPhXiupahFa2kNR4JjvSFnkGClZj3J+AmtIVYMqp132B9q69alX0vlP/t/DPZ5iTlB0atagdxn/6Cfkwe7e4Fq5EWvJLZdj2aZKZwkOtJV10pS4icjPxLbX3Ht5XbhvSqmTXkhX1PG9ENIlZyK3s34SLq5pvFkHsN2R1+bA+0B3E/WNkEtI4831je2gG2+f+5L5XNZ1Z4i75MjeziF0ou1eOUI78nin+vLJJ9Ao8c7H+om1HutX4RReqZ7S3ZeyJ6xllbyVkgHDuNRKI7kPX7TXpfS+yXc7SGgk6SNBm+3KO2/qB+aNs3bOSvP71vAdIOVq1vB8n+0FLbucz9q7Fw7MfXIs57uxqi2rbADWSn7P4HcZuuvyXZAOw+IdoBuTHOJ83WeOxNiTqiuO706EEz3XvfKdScnAqfupOKIsQtw/Hv5mrFQZmFk7FyZ36ss+H5PgK/DOQcMwDMMwDMMwDMMwDMO4pvDHQcMwDMMwDMMwDMMwDMO4pnjT0opnJ6cxm/WxfOtADZ3f5ZZXbEUecaXlduLzLxm2VG+9DMqXoCWR6pm20/P4+9iCXbbQ93RrvTFslU/0ZtKPjgfKY8+t7jxGUaMLXSNtOwa6EC6n2ILfPTX0k9pWm7ZEV0eeV3Dvtz/Tbju3O5Pyopyk0lZ8bK8mvSki4onD5v3S85Fyet6mWK5Bl5yB5pCOv5nplj1oJLxWoiSQEtK3t7TnLfS4AWkmlRpEWjLoCYr+mOigiWKGWKM7JefFEbY7l3OCfQLa1RrnpP68L6iXHO/bQw5gH0cUSsJWm8qUXMxIDZ5AxZNujFFoeqQCcFv5qXBjFpRm6Wxa5xjGu//MQJci1SRdaxf9McHBOs2rSg0l/e4QjlekxpE+gXHlcyS6BikFkIzYeO4V5g/nFcfskLQk3INUHc697TaVpVI9s+wAqAdrQZnvMGceIG5npNkhhgSlPCJTP9avvIpzMO8xFpReiJWgySMG16/eGY4v4z17y1P4D8Tk4RDz/Z1hfnfK2VTRh7l+FzoJ81fKD8hfnHspboUDbDfbax6/4UDHHM5+JkWJNC/mJq6tXBdIe+MzFOp+onbzObg+Msex30gHYv+REk46OvN8ZEot83aiIiMnk5LGumX9yd+5+nt2G+sy16EqC8J5mSQ42AeYb8zBjH+OC+sO0m5KjZTomkleAzXeadvhMLmAiuukfiqUd9Ykqb5R8jDM1VxDbw25T9LZC1Jb4FjL/EXq0ppz5rw9dxOlCTXZhmTBnphXvO55O0dKyQjW6qyLqxTLGn2Y7teuc1ef/N9Xf8/f8vRwPPMla07GcqXAMYZJVef85jnot5Tj+HxvHfJ0qgFLjdzts5aDzAprGL5fHfB3tq9NSSa9PIr0Tupb5jzWv0KKItXUqi4bqc9T3cI8zDam80ER57rJ+pXxTBmjB4VmmuQk0HbWeIx/ynQcoVZnbue6wjxaKZmYxyEkDzJtfbf5exxwvUebxmitO8Pasn7x08PviG3WF2k9Rv8nKakOOYMxVOWsloJKzLx2U5z/WUgQoD9STcBxKW7KqVbhGsxriRhO6xLXMeHqLJ3ro1Ctk0QLnrVHfwgZkdjn+01bnmfjnE9/dvib/YE+73fx/vEAc4TU493h+c4Ph5g4/rJct9/9CkFFporP9tC+86ewHrCsOh76YIZUtnNnuP6qvDIsUPrRTf7oD+Agsof3kF+fxE0+Ozz3zmdJPR7+7EoYbENRgIs+XeovX5tWZ6cR/9+YBO8cNAzDMAzDMAzDMAzDMIxrCn8cNAzDMAzDMAzDMAzDMIxriq6v1idfYBwfH8fh4WF8y+//G7GY7ySqQUKvtt8X+oRyP1LXItRWd26lJbWh0hYm3CNRCuhWtRY0CeXiVrf3cjs4qIbJ5U64k0kHZm7Nri6DCspdiPcg3UZRMdTfYxAuWslJj/3M/lSuiUTd5k3XJ9JilfsqYzM5Yws3OdI19jMVjNTl5Pg1hUqpKBoc4+SIVPqfccQ+mQk6AzEhtqULYsWUuBVzN9GgSI9K7svFBe6iTZFJFHYVq+xzUt1IayH1pbhjSVc3guPE8wXdMt+g7WS7AeU4SNdkQb9Lc1K5YReZgUT/Ss1tO4Emhz1F5U6yFKBx1HmvHPaUcyKpY8KpOoRj3ZhzrnToVo7UpEAzL3HtGnOtVOsjpQZ4XVJvRDtSjluL/FHvLda7RC3lfFP3YMyPxTlzp1gr09irdYJzhPObVLAqp9EL6hnzGuOLTp6kpTI+RM7foLgqJ0rmQuEknKUMhAPsWD5Rkg4cP1WLEbyHumZdS/hvrCNFrk7rm6oX1Hpa8q7MU2PujJdQteJSxHmdz6oemkD1TPmL9DnmIhU3tV2EcmeH82qQis3rUqKCNMVC3VdyBmkuLUSsqvhinKtnK0hjL8ZYze9Q7ZsydhE6Z6maSdVfal0vtaKq71MfqLxNKJkn5pzqIKvuLd7bpNMuodpX+/xx89QEF2k5rvVeyuk9SV9gnog6Ka0Zyom+gnWqek9n/VvWoqt7KAkBjtHI+3eqyZkHlDs7vzuoOQn5G/mdIiLHJ6G+HXDuqVp4pGZKtRip2UKaS70DyPqcMVvnN6TR0jsRx1VIEyg5minnboDPpOoN4bZOpFqb+aPOMc4Z1kxi/U/vmOxn1oTCiX5Dvm5HvMvznNfic7k+iw//1ofi6OgoDg4gDdPAY+0c/OAHPxjf8A3fELdu3Yq3vvWt8W3f9m3xiU98Ih1zenoa733ve+Opp56Kmzdvxnve85546aWXHuc2hmEYhmEYhmEYhmEYhmH8HuCxPg5+9KMfjfe+973xy7/8y/FLv/RLcXFxEX/mz/yZuA9B5Pe///3xC7/wC/FzP/dz8dGPfjQ+9alPxbd/+7d/3htuGIZhGIZhGIZhGIZhGMbnhs+JVvyZz3wm3vrWt8ZHP/rR+JN/8k/G0dFRvOUtb4mf/dmfjT/35/5cRET85m/+Zrzzne+Mj33sY/FN3/RNj7zmFa34nX8rFvOd7OC0297unFxuirslHTGTa9eTt4e/sTW2owsTaYd0BqQTlXJgjEKpUnQnbtWmKx63AwvnVboapW3XY+AWXbEVNm0FX7ZpLWmLcqU4KuoBt/ryOc4Fne6p28M9ToTbXr2XoANJqoOglaWxoNuq2LYbETkW8ExpWzSdsm7Q0YpuXBMoknVbMymo3EJPBzrSt0lToVvlRdvhK1ENap+ftameCcJhks+n3IrT1vNCp07X5TmkuNJ9jXN0KdzrSGOmU1+lLZBGztzCZ6I7maDXpjgiHYtUD7ajnq9oHYleBTstbKFPeYb5BNvb++K8l86fsu1+CkWcuYXPXcf7canq7FtSPxQdi26AdBiOyG6vqo2CDiepkPx91XYP3LiWcHSfQm9O/aeoFxtyCbj3hZA/ELTK7ILYptEkqm0dF0WTVFT1CXlbUaIUdXgDa1L8kDcUHZHrI+/BWqXmUElDwzyh0zjmd69cDZWLbn1u0nU4TopKtiXinOs6qc6K2h4xaS1JOYR5W9CP5DFwd42IiE+/PJwjKPCJws5cLdqU+jm5Z+a1JK3BMyEHkaRVhFOscCNPuYVOqBHJDTVRllgLcF7dKmvRJRgrKs9XChtrbOU0zrjjeso1g+OiYrPEVs8+f/nOcD7c7vu796IJyjywnxWNvOS1NAfU+VPWjymyPXVOiXpDyssQal1X9VqlZCo5Fd6Pc5dusrwH7r3+zOCKmty6K+WReY41DOjpaS1ifLAOp8u8ouCW/J3mO/uH8c+6XUmgJDopZYLaUhIRkR2YEdvpfYB9c4G5BJf55M7L/kOfb1A9+R5EN+fkyCvWNJ4r3oFTP9d1j2PGdfPGkENmR9nJezgI9YJ4P+pSn5U+V1Ig4h6h3vmY1wqd9ApFSq0XNWV691RSEkK+63XNb0J9axDvBvmaYq6e5vcSOWcmSD2k694V1GjRBxEhKcqcP6lOZUyQ0vzUE8O5oGjLbyoRWnagISewXJ/Fhz/5459/WnHF0dFDD+Unn3wyIiI+/vGPx8XFRTz//PNXx3zVV31VfNmXfVl87GMfa17j7Owsjo+P0/8MwzAMwzAMwzAMwzAMw3jj8bo/Dq7X6/je7/3e+OZv/ub4mq/5moiIePHFF2N7eztu376djn3mmWfixRdfbF7ngx/8YBweHl7977nnnnu9TTIMwzAMwzAMwzAMwzAM4zEwYjM0jve+973xG7/xG/Gf/tN/+pwa8IEPfCBeeOGFq/8+Pj6O5557Lta7i1jPFzHjlugTbLHlVkpunzzV9BzSIRIFjucIF9B0jHKuqpRmtRVUOImlra2KYoFt6ImSUx1kldsSryVcdRIlULh/pe3+dUs1/1vRmDFm6VrsG0UlJkXmQb63pGjM2tu2U38kR6A2xTVRFWqsCPe75Nw6BWrrM3+vW6hJmybdiS68s/a28kQn5fb97bbrcVxMdOETTpmZZgRKFN2/eB3QO0npiIjoDkAjYZ+IMe4mOETnGNJukaTbpr5SFDrlDKzctCZQSR/eRLih9hNoJ9Xd/fIY/l5pKoqWz5y8wz5AP6kxImV+t03zeXhcm1KS6KH3Hk0NCkEvT/NqVsaFdArQsbOcwPBnotbRhYzPpNwKC1U8zf1t4VJP2uK5oPMyDzKelaxEhKawC9ff9NyKSg+kYyrNlNQnxgiPYR+KXNsryhzyfNflOJfOicoBULnGcT3k2qWokOW4JBnBNTjR5NqOsHQQTxAUvYiIWLZpRtJFd4ozPOfqtpAtiZBUw7R+CNmTSfRM5qIqlwDZAEWr7JREgnKPT3R24TgbhcrE9Vu5PxPMxwxZde+7hUrHfhM05jRmInem+SnWiEp57DAEijKWajEh1UPKXZojyuU6IlHxg9IQIqZSDuF6nCiEuAElTx5UR/A2nTe9lyjZB/F7ikfm9vLciUK6Ei7zPEbQYFM/KUmLKhORai7UZUmOA+1g/SpolbMnbjd/36irLijDhHhJeaY9F1LckVbPvuXcKfdWNW+i/Kbao/2O2Ym1IM3Vei7HTNA+03VZI3B9IyWZz6qo9FH67dWBFSjp0Ywj1uSJ0imkZep4K1mkI9A1b7TnfWr3cpOe+fAfRijNSn5KSeGw5mXMs93sA0VnL0j5i/lI0fhZCqT6uu0oXaNpQ+7q6h7te/N4lX+SlATvVftAuB1LmQ/OQ65dhwft3+lyPeZGznx+0n736ZRcDmsS5jtcZ0M2RkioJFw+q4q/Bl7Xx8H3ve998a//9b+O//Af/kN86Zd+6dXvzz77bJyfn8edO3fS7sGXXnopnn322ea1dnZ2YudxP54YhmEYhmEYhmEYhmEYhvE547FoxX3fx/ve9774+Z//+fh3/+7fxTve8Y7071/3dV8XW1tb8ZGPfOTqt0984hPxyU9+Mt71rnd9flpsGIZhGIZhGIZhGIZhGMbnBY+1c/C9731v/OzP/mz8y3/5L+PWrVtXOoKHh4ext7cXh4eH8d3f/d3xwgsvxJNPPhkHBwfxPd/zPfGud71rklMxMf/MUcxnO5uuMJcYc9sjhPMeKXdpuy63YJMOpLbNYwvwBh1U0Yy4pVTcI9EhuF1WUdLGnHO5bVVctxOuZWmLM6kXY7Qk4UiW+1BsdVfbkoXDWlfpP4Ka15Hyze34bBP7VlFkEr2jxB0pHsmBE8fQASo5dgm6n3I2rVB0AcazogztCxcsXp79Ubcms2+5HVxRW0hbY5yS7oRYS66jI05s0vVU5QrOw0pfbaHQNRSNUDkRJtoPYypRDS/ax9TxVbEmrpuo1XRYPRdt4lxfFDooryuoy0ougZjk5n5e7j3jc7RpON1cuMipLfWJvt2mU0VEjp2VyKkKyvWdDoWUjCg5NVPBQVVQTtxoe3JdZv+RKsJ5W+eCoGtIl2zlzsfcyT44oaxBuSbHlb8rR14hhcD46tV412sx7xCcx5zfwi03xZGigGxQ99v5SzoWCvftNK8o4QDH2m5MFkS5lgpaTKJF8ni1do31P/u25oFHHJ9qL+bjG5ADqPS7M1B31HMwHlV9J44nNui1woW3I3OK+VnUX52gcuebl7ZOcRrncyS5FrRV9cGIxErqB0Ejl/RArpuURlFOnLU/hAt7yoWkvo45urfuwTV3rD7n6UmiAvmk4TwZEZray5xTqGadktRItSZpfaDTpQu1ZW7SXC2yBimnqncZ1pqdqIuFJEyqvTb6XNAOlUyUkGpQNYWkhEehyXOuK0r5TNRxgHI63qA0c83g2qycYsU7d6JIdu346oVMTb1fp+alcupVeS29a9ZxbNcnnXISVv3ftb8h5IvWWlHIEXEuMo7O27l2Ug6uEjR8H2N7WWdRqoHzVb2LK8mtui6rNYcyYlwD1PwhxZj11ogrN2Mkva9OmN8p50tJDOEwHIVyzJysnOUX7XyX3uVU7VUkptJ6NxcxcnnvN4pW/BM/8RMREfGn/tSfSr//zM/8TPyVv/JXIiLiR37kR2I2m8V73vOeODs7i3e/+93x4z/+449zG8MwDMMwDMMwDMMwDMMwfg/wWB8H+7GdS69hd3c3PvShD8WHPvSh190owzAMwzAMwzAMwzAMwzDeeLxut+I3Gid/4JlYLHZj97fuDD+SBjXHdk84Y84/c5Sus4YT7gzuZPw98Hei2NwALeCYDm9tut76CbjcFMw++2rzHLnNWFFWuIWbDnd0z4xITqqJIsAtvYpWSQc65ZyUbjby0ZjbapWDsnK843Zp4RLV72WaCsevxzndEVxuQZnst7jVHduMd9H/x+hn3Ks/hGtZRHQv3xn+BlU3udruLtrHKDcuRS0tlOYUC089MfwDt0Irdy3QfPvbcP89E05qhRJDukF/NDiSdV/2JcPfcJ5OFIt122GSz6O2tEeEdIRNbt+KdoX0l+KOFBm2tVIeJSWd49R25e7vDP2UtqhvIe6Ui3FpV5oPvdjWvxQUBuW8yjEt1IFES1YOssJtNdEqFX2CdKxbeY4lajzvsSWWMuUat9em9iTK6H6JtST7gFyBHMQ4TzQH5dgsqLmVMhGkgZ61KfApvjh/mA8+88pwjFoXal9W2unl+aCp5PEG3Yl5BnGUqfdtWlhE5Lhle28OcZFoyYIWk9xaSQFR1LaC5KROCiLc0+mcLqmawrE5Cl344m23h3MQd1uvDDXM6sYwr+b30J+n6GfScHbxDA+Qj0s+T/NY0cS4/jBemJdSHsV1DjCnX0UMRenDB+34SvlZOUwqV0nG6YmgiEXJTRx7zD3O6TXm2/wtTw8XElRP6eoYkWMHz7F+eaghZ8jb61eG3zmPSSeUlN9yD0qupD7gGkBpgpukiLVlA2TdFyXHCgfTRPlVNDtSIfmecB/zotTIKbaxRnUqJ5DGzLZSGoLxm+RrSs3Eeys6tZLkYcyftSVMkuwIKaf1uCm5aSnWcrr5KpmHur4x16T3OTwf5WVYq/A6lMsRslIbbvOCMq/kV0iJXqGuXbz9bc37pflS+6MTNGGOxYmQqOLaQBkdxp1a0yKif+VO+1qcY08eDj8fDHPy5FnMT5a1O1hb8S6+9+kcQ+vF8G/zU+Rw3Ht2MsT/Gu9H/TbWvReHdXZ1OLRp8amhnlm9ZXiGiIjZEfpHONPm/CxyFusTIVnQ72Xq/uwe1gbKNqGvZsdD+/ieHbeH7wjpvVV9E6jvgni3SLJSgrqf3vHp1Is5wvVNuoNHqcVuYzyQ79asmfiOLr4vpGdI9WSZ34qurOYJ3wuRplIe5LtZJ+jJEWku8flmT94eLsU15kzUwnwfY1+mZ6t5ul1nKWmOqXgsQxLDMAzDMAzDMAzDMAzDML544I+DhmEYhmEYhmEYhmEYhnFN0fVThAR/D3F8fByHh4fx//q6D8RivhvdObbcX2A7NreUkhp6OuKeQ1oAz+E2fbqT0d2Pv5MiSZqDchKMKC5RwvGW25d5P25BZbvpdlscyeR1ucWWW/4XbRpCovUpinDdQs9+pgsQt2STiiS2SCsHrbzNeCR809bigarQ3QL1Q7hZZ1dO9A3perNCx1JOSsrdlX3L8ap0iEuMuDemLdmk09GplNuoSa3mNu994UxHlPFODkugPyYKqKJ9MrY5l+jCim35HSknEZmWmSiIbXdrtb060Q4Xgh5VzyFVdHu7fZBy9SQdiFvGRb7iVvWIiNlbB+paoiQoN1RCxGNyCxPu5WNgHKT5SrqNctnccJp7DZXaS4oUaVvJkU+4W8p8x+37eit+D9mI7i7nFa4FOntydTsR8gyMLxErETHuutlqL3MFcoCUhmDflLFIVIVE1aXTJSjXlOxQ1DpBQ6t0rLSmKvqYougxdthujgWphvX6im6m3BK5zr56Zzic7pRbbVrSBvhvvAfHie1DP/Wce6wRkrMjYrY6ipJ6w/zMvp3iYE2ZCFLmSH2tsaz6mbHG9Z9rDOePWFeSS2mlmbL2IJUYcjSpfclx8NHu1MqhMCJyPSucSpWLboLogzTeIy6POraZs1T+EfUT137mg9KuBNZuvC6kXFKtr9a0sT5jPyuXYOWES3kfSlHwd1XHxUifA6keolTDBFdn5cRc75fuwTFmHCl344V4r+D8rLTilCMhAUXJjim1h8ijsm9K23vh8pzihW7AXEMpbaPWiFpnij5n36aaXNRScoxZg5eaKd37Ht5fOlF78JlIcaVkE+cC1+gay5yLqOPP3ja8g22/PKwN/WJo03pLy3xcNXVv6IOt47yO8Vqkrc/vD/N1eQuxSpPai3a9xW8C3RliSDhKR0R0pxgbIXvF+F/eHsZv63fvtI9X+Soi9zliuOOYcV3i+Zxvyh1ZrTEROSZFPcQ5NiONWcwllV/XoPpHRMwo6cBroQ/Wh1jz8axLUNUvDoZ23/l9w7Nu3RuOX5VPPadPglr/meG47bu4x+5wzOJs+H33laGtC1LsEb+k9C/ulXd/Upp3hrbPzofrzl6T11iuzuIjv/kP4+joKA4OtAxehHcOGoZhGIZhGIZhGIZhGMa1hT8OGoZhGIZhGIZhGIZhGMY1hT8OGoZhGIZhGIZhGIZhGMY1hRAC+8Jj9ur9mM2LbgN46NQJTFonVaMCfGzqtKXz19QRwLnUxBIadN2IHlcPfRWly9Dvwt76AY5nO8CfF2ovWocqIusCHEDnDtqJPCZpJAmNsKQDd1HGif0ptA83tAouQZ2Dp28P1zm+3z5mXbQe5m2dhGTRnrQUhE4OQS026pgUPRU1lkkjSVw3gdol221tlTE9FSKNJZE0Q6B1Qq2lswlaFDGif8TjGCPsZ85poe/XHd9r/h5RtE+od/hAaG0pjbeki4SYZzyV8Up9yz4QuSlpM+6ImFDj+PZn8g/32jpySduLWjpCa7SHPlzSJyOqPhbjnvpmKzGX2G89YljoMyXNoapRBaQ5Td0/jj11g5iPlUbMUsRpRMRn7wzXYjtWQmuIzw19n/Ss1D1jP4/p0VGHjDmB48J7c+6xz1TfVh1XrqHR1q1Lx0CXVWocUtuRc7jmSq4/vB/O76jJJLTbqAXJed8zt5R8LvOJeKaec/Im9WQxXlO0J0sb03hQT4hzl899DI08oUWbaoobRWeWazP7mWOjxqVvt7V74nbz3A2NSf530mRCvFy0tcNC6IglbV+2u9Yt7JOx+XeJpKkr9A6hSxvQid1Y05JmqtCm3StaYlcHMc9Q60/oWxaNybhB3c12Dk/r7E2hS9zhHmrdrHMn6U23NadSFqb+Y7o3jqLOFmNlP9dCrNGkzjafm3kj6QFiHeN1mOOKtmKqBVg7MAdxzBbtNSaNi+rzqvsn1r6khcc8xTWD81Do86V7j+iRp7zD8ZuyDqo6CddM+sRR1sfAHGOe4pipmkTcW/4ekXJZJ3Q2U3t5PNcGxCa1ktN8q3UL34OYQ1Ss4fz1S58dfkbfppqT6319L+E7NHSad185ah7D+Jhz/T5vz7eF0g+OkOtYD6267V3xXs6xZz6oa8bl8eV9truBfj4t+fYSeF/knJmdYX7voX5Ff9CHoKv61FwHqcvKGGF7ufakdaKtN5zeQ0uspfXuDPfbQh1BSVE+x7aYY3hnSMeP6Jkqf4nVDcTB1tC+k7cMv5/eRtzhEU6fwrwQcu4REWdPDMct94e/Z3yd5ieItw/tm5/P8Xfg76EPTt6S43z7GOOdtAlxj9fq0eVyEfGbuu2Edw4ahmEYhmEYhmEYhmEYxjWFPw4ahmEYhmEYhmEYhmEYxjXFm5ZWHPP5w/+RMoRt7P2iTTGKusWWW2Bprb3DLaw4Z9GmSiXajjq+bLEllThR2rg9mG3nlt5EVRgoUWk7N7YuJwpoFLoBKcB3Qa9ie7m1mFunZ22qQuqPSk9jG0nlJm1BUV64Bf4ets2zrWxfoUj099o0aNIeEv2L/Ywt3GmrNqkpbOuDQlvgfzAuFLVabVHHNn0eL2lFEZoiwP5JdFAxrqTU4jopnkhNj0ztyvMEz6fohSIm1ncG2kGyqK80NG7fJ/WP1FlSBASlnO1O8w2Umr7QA5JUwErQ4dJcalNnKrXu6vqI+TQuUeh0Kce16W2JckFKwct3hr/3QS8nPaArNHLSYs7FGHNcd9r0iTTXE9Uc2/qr/AD6MOWWOceCNE5BnZ0LaQjOkUKX7wI0C8Rdf4T52glqPKl4gmaSKGllrveCeptyDvqcNJBE3zpvSwVIWneUOZYonaQrIydwjQESRZJ5sBO04IhMx2Muw7gmajXpbVxnEdspPkjfqpRmPispdNGO7UTrI7gOMf+s2nM4IiLIqkE+SvFJCQHSuUQMJoo9cmVX5hhpdkGqG69LOQGOJWObccTflaxHRPRLzGkeJ6Qr0rxSMh3L9hq4vn0rHTbDPE7yGrWmvMRWez1N8iKJznYX55b1kLHG3Mn4F7VwiP5PtHOuQ0XSItU9XGe4jh0Pbe/xd5IkYQ7psf6mnFPXb9BAef62qBcYB+xzxinplozTkpdSjmS9wOcD7TDJVSTKO/LMbVBwBcX+4f3wHJx/iZKLv0mrVDI1QMprNR8zprgOKkq6kgiZIm9R8lp/3K7R0ngrOjvrk7pOXIJxUOnTeCauabnexruLGItO1SfqeSLyuyvnN8eYcaRqS94Pay4lYdL1I6RcTwKPwd+zJ28/sq0pPqrUEmm/E2QRUk2Hul/Nl/Q+DLrwwza25S4o+ZH6atWuw9Naydjk8bNC5WYeFhJalMpiPTnDO2ySGuPJlNFh/EbOWWm+not1hevbrD2WShZt4x1WSXAJ2rqSfEp9zncX1pxFJkLK2UDCY0u8N21/crj3AdbvHv00w3eDdZHWSDJF7BOuzZw/XJfwnSPJtXEd47erkls61laMT9amr9Ue87WQc2vAOwcNwzAMwzAMwzAMwzAM45rCHwcNwzAMwzAMwzAMwzAM45riTUsr7ve2o59va2opKUPcnlsdyej8RroHt3LeBD2X7j7CQSttRd4Dnao60D15OPzNbdHcLsrtx6BrJirA008OzdgHBeQU7ahbyUkh4rZTuoVhu27axptcorCFex9babl1trpvcWvygaCbpW3Y4hs1XdnYDlJZCuVH0VQSJYQOx9zKj23D2Y0ONA7SCw4yLUn1oaS9K1oGKXA8Vzhx1muNOtVd3QTbj5NTtaCszNpzb+Mcbh8XrmyyfRjv2VNPDL/TNes8b4tOscoxIyWXMQHqQaISkWK026Z0jDqp8t9IEVPupHwGMRaJiFQpD4jhbhfPx/7hFnxBG019w7aSTlXdLQlFCSGlgPHF2FZ0PeXkGJHlDzgf0OeJhqAkCBiDSdpBu88nmoVwCuy5pNLdkjQC4SScaDeVItm3Kf7Z/RkxqJwTSXMgNQh0rL72AVkLoq86JUVBMB+I42uspVxPWjKp0nQiPm/To9L8Zu2g6DX1fpy7zBvFEfPq+OoY2Tg3UUWKU3i3jTYmV3RBx+Y6NhOO20puoroVsz+ZRxdtmlbCjrDxu2g76m7kVOVeGxPWEkXX59hjjszu3G0d/vA4Ia8h781z03+w/9prXURkyqOQ/1COukomhc+QqG3l3qnmZZ0raFq9cGRP6xipbom6n+vzlG9Z720NObxbCdrtuZBCYNwwF1VJEp5Deq2QMuhUbPO5WQMqWl2BknRI9FVKoPBk4bye5lXNRcqtmDXGBdZs1VbSPnmhEWf37oaQiRB1bsrz6d0Fvyd342lOyUnSRMROeocCvZM1iIqVjTVQ1KaBd89Q9EDWVVy7hCzRRk5Fn6Qaj8cwz0BSJsUw5958Qq0Rpca+C7o+HbDT+wfqzjugCScZi/ZaXHNLkgLBmK0/8/JwWebRZZuqnu7HsWeuvFeo+2wX34E5x5g78W7Md8FeyAlwHDf6n++VSxHzfPdH2+X7QKAOAwX6/le/Nd16vQVHXyxj57eG+FqcDs998jTlrYY/Z6gXVruYC5hu20d5/eV1H7wV9zsZfr+40eH3aB7D67Ad68Xtq7/n5/nes9Xw39tHQz8v7uJ9bgG6/ulwzBrfpWaQh0tyH4zlB1kqKb3zMX/1jZpL1aUNeOegYRiGYRiGYRiGYRiGYVxT+OOgYRiGYRiGYRiGYRiGYVxTdH2v+CFfGBwfH8fh4WE8//b/TyxmO3nbPOkJ3IKt6GkR2imTW85JT+P9TgWtSKFu2eQ9hNte2ma8FFTddB3tBCbbop5buDmlc7cFXUO4dI3dW9E+FbU006ZE/9V+Vf25EHQ6xo5qN7e9sz8qdWBsPFrnkOKXnCsFVZPtq7Gm3P0UzUK4fzEdJIcqzre9Qg2i0y+3wQsHukSZ4NZ10iLZT8oZLSLTExNdGW5ewulVUkh5P+E0toFEBROuklNiW6Xj+tyMzxFax9Xpgo6YYls4QY4hjfdc0DgFDUTOwxGX6x4O4aS8JGdORacjFE1lbNs9549yHecxjH/hFKdyS3KLjkLvIUQcpLkk6KcpttV6EZHHTLlVkvaQZBTaMd8rh+0SyykfpZyg1tO2M22iYnPsx+JcrLUqx6mYV27p6Xcl/xCRaxhBS1KQ81CtjfV8tfbxmCR3IWi0nBezkXye1l3kbRXPCowDxoqiWY+do+iPhKqH1BjVe/N+XLuU864YS5UDsmxGcSumIybHmDHP+co+5LXYB8L9dMPVU7hHJhptkQq6gsqpos7ccHGdkvfZH2ot4b1JyaRMRF2jWUMxFpYTKNGihpf19UQqmRxjlR/UfGE8brg0C1mE1BBRs6raWTmkV3AMlOSEiBcZK4yPsfdQ9W7A9YP0Tq73ai4pmYgC5bos84mqEXbaUjGjfa7qJM5F5pBVO85VjZvW7xJr0o1crYlce1jPIP+kd4mxd3G1xql3AB6/ar+T9iKGNmoHNTcmQH4OooSM+iYQkWNhJt75KH1BWTV+30kSB+IdryA5/VJOjnHOd2tKsUBaI8nPcU4LOaCNe0PmY1KdSjBO8a4TM8helDosxTPfifjt4LXrLtdn8eFP/eM4OjqKgwNQ+xvwzkHDMAzDMAzDMAzDMAzDuKbwx0HDMAzDMAzDMAzDMAzDuKZ4E7sV70Y/38nbS0lj4hbUiRQ4ue1bbJtPtEpuIxVbyTecVLnFltu55+2t0IlCxS3EE9xuR2mm52ILN7ccT6EOrNp0hlFgi3Pass++UtQ60opUn1eXR+WomGhhbXpIal/f3n4v6R1RaBnsT7YpUXDpwIxY4450RScsFJm0zV+NTaLSt6nqiU6yah9Dd8SH7RX0EEVVZJyruGOf0f23UHvSln+6Oa6RHziuSiqAVJhdOCVy3ldKGdvFsSSlkLGt6JaC4pcoStXlka51Im5T7ChaRqIstileG7nhok0jTI6PikJKB/FT/M75rWgmUfqB59ApXsUU6QWK6qEoiPW/GReMVXbzsk27yk7o7f5PlLQCRVOVUhRJ2qFNMWLe3KCWKOp5ok8iJhT1g3mGFPQTxHl1QlfUm+SSzXsjpngdrivMwSFydmTJg5SzlHMrQcpK4PhdUuGfRLOrGznaLmiHHZ+D6yznzL6oYeYjFG3l0JriHzEoaFfSFZU0mCpRQTqXoqtNoL2lOTJVqkHVRvO2BEeihoq2SqpnXUtEbknzREidJOd64ZAra9GI7PyqHFAVfU/VkIrCWVw9Uz7n+sH7MY9yHq/FXBc0zBpPyqUzHSPqhTSubIdyd63xwX9TNb2iFzIH8PnUe1D5PeUsSiTAwTSt8Zxvqza1UVIyq3OuoBrK6wr6r6xn2KT6Pib6J7nACqf2VFfxZEGL36hBFEV/+eg1P0nvwF1X3W+DPp9kRVT/i3djxq2SHxp5J1K1Vaox8A6npG2kGzlRYq1btSUSOlUnke66btdJcetG+/cqOaDo31KyS7xbsw+EpMvGOjaFSiwo4jKHLCY8zxiYR/n+zjzKemaKxEGJAzo+p3qNcafqNV731aPh+K4tiVHXkiRlJNallMt4DOuIVXst6VWeidI/n0eVQO8cNAzDMAzDMAzDMAzDMIxrCn8cNAzDMAzDMAzDMAzDMIxrijctrbiFRPFTWykrRUbSQ+k8g23Yavv+DWz5vmhvb9/Ykqu23IrnkLQTblkee1YgOdDxWqBwpS3jyslWUR7GaMXK1Uf11Zag3JHGoZ6nUFp7QfGY5PorqJoJI06qXfo34dKFLcRpO76irTOkxiiu7E9uK+dxF6J93NKO/lSUmg3XSkFPmOSEq7aJqzlS701aDB0txdb3TrjqpWOwRTzlg/uFTk36naAoK2cv5aSW2jHi4prAc/g7qdKK8p7yY5s6sEHDF453Kj+orfVZZkDQ78a2yZ9ftH9Pc1rMY0E1UP0XEdop/gzPLdzvFC01O2wLd90IuXYlWqyi/inZAEUHqrTD+aP/P8Tkwks5CNAGEz1KUL8rvTYdJ3KqclhNYPwLen9f4indm/Fy3qaF94kyj/EjfZtxcNGmXNX2qlyY2jqFDiodT0ufKbdQhZWInbmYe1OhcrWi7y0FvZYQczIipDSHdLcUfZ7yP6luiRpUnDVPhWOwWLuyYzaeVcgiyPonQuZwRe1KlELmLM5vUiSV1EVop0XlOp7We0U1VNS4ks/T2CiZCdEO5VSa3hmY4goFTkpqTJD3SflYzU/lth1l/PcxTupaiu4nHFalfEpEWUMFVY5riVjjlXO6XGdLG0PQ1tN6xXuzDxgHvD7fV0YozWkunQmZGz4H55KijDJPVBq5qP2UHEfqj7mgdXftsR9dx9hcIX8g3z0nuIlvSEyleUUqMXJvmvfifji3E8dUumqn3nGItViLVP27GHnnJjgGC7EeUMpFtg/jwtqL87PUhpQ06XeEVFBadzHfxBj3zC3JbbhIFnCczhDbSbbs0TJdSV4hUblH6NQ8Xzhjyxpb0KxT3ThWg6u1i7jswyn13GvwzkHDMAzDMAzDMAzDMAzDuKbwx0HDMAzDMAzDMAzDMAzDuKZ489KKuy6i66LfE1TBdZtu1lXXIG7ZBDW4g+NqL7aiS/odt1FjW36lHWY6Hf+r7YDT7w9OVB22SEt6M7e5VocqbgeHQ2K3FFuTk4NZe4t/AuknhZ6jXFJ74SCkaBz94a3heLqR8l7FoSq5jSk6Hbfvb7VprcnJjscnJyntdti/emf4/a1PD39/5pXhurcPht+55ZtuwHTfBG22L/3BrdDZHVZsMxa0ih73kPTOOvfYh5h+yTlOuYXhXM715DxF6t5JplUkKjEpBneH/klUEToaI75SH4DilTDRoVu60ca8+XuiQ/Rt+lf/IFMmklOmoN6ynxPFgjlSUFnS9vau5ABSUIJj2abVSNoCQYpRcnmsDrIYG/7N53tMZ7vk1EsqfaXncC2atXN4/O6n0Q7kXcYmKYTJIZIUhNLuJ54Y/j66O/xNuhPukdouXGZDuDRuOGMrKjLnrpozyVWvTbXpRsY79Yl0iBa0Js6fo+Ph9+qQe3Wdkiu3tWP01XVJpWS/JWoc5puitq0ERT5Cu/sqp1jOYzouCzfY/l5ZSwQlNM3vB8ijwoVa0aOS3EelgiUabluOI+VqRWUV56b8X2mHqtahQ6WSnFASGpyfrD9PC+1wLmh6Yg1I7rqCVpQo+qxtSj7PbqZoO+PrALUp606Oa3IeFnFQ6XfC3VeuocxfHD8licHccAin1ygUwbT+Yw0g7TbVTOhnVZ9z7Cot7A7ykbruhPeduEDc3brVPqauv8pJmuM9a49Zdmrnmi1iYoR+l6j74vfkEKpkPQDOsWANGaFlN0T/pzm5LejX6ly1xkRkCrAY41Q/cV7wHnQuJkW40sg5ZsxTrEFZE3LsFYVayAFt0GuVi/KTh8Mxx8M4JfmoRZseK51s6/uYkk6i/AfdYeHanupttpvPx76prtxL8S7JvM1xVVIlfCcqa8bQjvJewrFcCRkSrsH8PoD+V++IsUSeKOPdc+6+imfidxKuY1Ue6xKCGp3io/a5kk3hu4GQSEgg5Zrjpd6bonwDUXT9J4aYjzuo4Umb3hZrnXCwjig1EL9ftd6zp7OKvXPQMAzDMAzDMAzDMAzDMK4r/HHQMAzDMAzDMAzDMAzDMK4pur5yQr/AOD4+jsPDw3j+S/7PWMx28tZgbm1N7kPYK1ndrZKT4WM6F1faSetctVU9QrsMkvKL51MuqQlqG3WlHfDf1LXk1nq6xqI/FD2wUibOxTlTnJemuCOPuZkyXkiT4Pk8h3Q/bndmfyjHwXLvRIURrkiJYkaKwCEoxuy/qc5V2PKctt0Lx9tETyA1V7kErvRzq3mSqBHsT9JJSHOYt2mHab5UtzZFs1BjryghilKmqLah+1ZCHU9qD59HuWpHoTKprfnCAS3RWlWOG6ECJ5oE6GbK3XrSPCYVbAqVIkJSSxPFVVEpOY9JXRrL56pPOJaKeq4oDCLuNpxzdwT9TjnA8xghCdDtg/pEyoRaL6KMMcY+PfdJu/8lmJdWuZ9STlCxKtbslH9UPJLCc7fQa5ULrHJ0FZQQmWvXbSreBthGRbviGqX6n/F/d6C1JDpuRKbwcl1Jznt0rMU9lEsqn28sJhSldkI/p/gQbvWT5mqFWjN4XRUT7EseX9Yx6QLLfmMO4DEcb1VvsQ6uUiOi7URqU6L5tt2+lYv3xnWn0KjSCSI3qTWG+UO529dzVM0l6pBO1RGi5n/YXqx3VQrp8nTl+qvqsuTcLejJ9R4T3jNkPUmIub7xeilkJjKFtF37pT4jlY5yO6xtSl5T/ybrVFWXqVpROcNHyD5RNUmSIVE1Ide6RIUfoTSrNi7b1OBEP2U/VUrnJWoscyyVFIiSFUlrj5CHgfzKhhzKlLw9pW4HEg15zEFWOsu31ygl46OOH127FF2ZY6be69W5Qnonimu4XLvU2pxObr+jlBsMf1bH8gkSQsmlWb3Xi29O6b2kyFulPKW+NSgJAbo6U3JAfQcYg/p+8lpfLddn8eFP/ngcHR3FwcFBjME7Bw3DMAzDMAzDMAzDMAzjmsIfBw3DMAzDMAzDMAzDMAzjmuJN61bcH9yMfr6Ttm+mbZ3ccklKbXGJSu50aftsmxIit2rTsY7HKzfYCL2NmtvH14L6IWiR3ILanZFSU4aSW1i51Zv9w+egiw+3E3OL+vrRW2RrezMFG7+TjkI6rnIWJH1RUasi8vZetV2dY8Z+TmMsqOq8X3VxhetTn7b/gzp+l8e36byJasv+Z/9Vigy2c3dqWzPvt4ALE92RFSVHtC+iuJjt0KFVUCHpjqVcDUX/b9BgeA/SEHg+qQCk6ggX17SlnY5klVIzhbqpaAGkjcBJtbsJqqZyNo2IbltQSBkXpMvCdUtuUBcUqo0t7UKqIVFklIsrHW7pKE2XLTq1VwqCoI8xLpI7daLLinFRbp+V4rqDPlE03DFa8uXPpGkJKtiG855yySMVg2vMuk03k67VXGMq1YZuapw/K7EGKCo+Y4VUD9Ksaj4XbpCJ8sXzBSUq5W3GNtf4IgUhHdaZa9WcISNEyDaonBER0jkxuaESXNOY54W0wAYFawo4foLmPpazrg4fo/4JmYhc79Exu+22rlxYpStwRaI2PppSnmIzrSvt+rDS5DYoUpcg9UzJNgh6c2r3iJtposqp9Ypg3uhFTCgqZKUjsn+U7AYdT1n/ngh62xh9mOhFzmJ8cu4mmh3ahBqt4/NwjCvdks+qHIcF5VE6Y/P4lFNH3g122vVTynFpLom+EdTErrqZkhbIe3NeKlkjILsmc10Q/RGR3EL7V49wMUpXYB3k+4ei9PNvtrVKvTB2+PtCyCAhnqW8DOu7MYpryjVCmgvohDN8oowyVvgMVf6GsbpEHLF2UM7YyZ0a1+E6vYP1o0o18N6of9O47ov1VMlNLdrvVhv0eY4312xRc6V8ci6kdDgP+Wxl7ejPsE6wFiYtnO7BfP9jTKkambFZcwv7ZyXWR7YV7/XdmZCBIdimSjXnM/E5TkSNR5kC5nA6NvPdnf1Un1tIQ8i5wVwhJBJSDqF79gilPNVPqg8nwjsHDcMwDMMwDMMwDMMwDOOawh8HDcMwDMMwDMMwDMMwDOOawh8HDcMwDMMwDMMwDMMwDOOa4k2rORgXy4j1XGvskX+v9FqiaAqQoz5rc+hD6XkkLRH8PcaBJ6h5txJaLrwHeeXkqt+9j2vi3uSkRyT+fdVhvERfNBqucAjdM2o+UkcBGhdVoyrpYJ0J63fqYHEs7w3P1x1Cf+WCWlJCCyEiW4RfCJ0PoYEj9WLUGC+zHkp3gecTej2pTdBUSs8nbOM39B0Ixupa6GCxrdB1k7ozQouzuznSDur+UXsGWg/dKY6RGjZCV2FEb4HoVBOpGcX4p0YFdP+onbehBcIYTvoo6/bfBCWqbgxal0pLhDoiEUVLhBqOvB915I4HsUupN6b08qr2XtJLorga+xD6nZyTSb9FDBI1Tca0moCkD0eNPMY/Y4daXjyXz1D13VS+JKhdOUU/jaAe1/Hd9E89Y03pLvIE6qeeC23aHjo3R4gP5t3IOTmEnmnSFuR6AJ2ntHZxfp/iOlFijWsDY5tj8dRt/N7WQ2PeTto7Sues3Fvqui3a63oae/YZ1uW03tQ8fYK8uNWuT9JzQLuPYxmiNsravrl26JQWX4/+Z3+wn7mWYIzSWsC21vndtfUgk+4c45G5QmgcphzAOVbuTR3ALiVooSnKvMGcqnSX2KayvvUqJ/RtfdKkvw0tpFRf8Fk5d6p+LUME62B/jFwNbahUXzDfcY2Bxle+WanXkhYo/k7atKgJhQZdeialuVxqh15oXMl1SWjIBvTrelGfbGglq9hRGtHnYlyZD5QOeNWI5vnMi1zv2OeskTvxLnFy0vw91bgReV1jvp1DrztpO6I/hS5b0h9EPdn3pc8/8/Lw99NPDufzvZLzh2sX+1npkyldwoeNiSZ4P2qmsS7eFTrxfBdhfI1obqYcp3IC1zHmGWp8brU1JlmLbpzDugyx1mOtS/U5jxf65akPytzLcY71mO/G6r2c6y/jjtfBGlrr1H4t9EaZW5g7k+4+2sfx5hqq+i8i4vYBngPvj0K7MutIs04S+uVCgzSijJPQIU2x+vKrw99CPzjVDmxTzbXshym6xKgL0hpKDUC8m6X7VS1VofWX1hjU5JxXCawJlVfEiM9F1c2+wuV6UP0hRuCdg4ZhGIZhGIZhGIZhGIZxTeGPg4ZhGIZhGIZhGIZhGIZxTfHmpRVvLSLmi+jnoDmQQkUa5sg2S7Utusd2ddIcE7iVk1tWuc34VNhkR0T/gJRJsd1TUXh4PLcAz4bnSZbslcbBLancMk5rbmy7TnTeM0EV5PHs1+N7+d6JqgW6QQeaI9sOCmK6x93hup3aGlyQtmcfYnv1qr3NW9Ic2f+KUl6RtsSDNoIt4NyKntpBGgEpuFuCQl3bcd6mCPSnpC0IOqmCohvX7dykaHJrPrfWc1z5fGosl4K6t1VSFvucMcWt+aSVcZs354waV0F/f3hDtJ00qPuMKUGDxrXWdwZaUqISnwpaRZTt6vyd8c/2vmWg0cSdTFkdTubzaLplPgVb/jlOafxIs8N44TppvEZiLVEd1iJGCMRwytXomySDwOcplMA0p0nXZPyT9jZDvmOeUbmMa1qlfrPf2Ldr0tARI1yvJkhfpLxbaCqJwi5kNxLVhJQt0DVSTAma3AZ1n+sP8x9p61zXl+1cneKL9I47x8MxlbLeC/ok5xgpJIwPXos5i2uJotrU/070O/T5XqG9X/5OOpWoVdIc60ucs27hGPOZKMuCOE+1BnOneJ6NukjlVNK8+HwqthmPpCAKqnNERNwGnZ50QUGhTmPPec+5ztgGNbfWTJICTJCKSop+qtEwV1E/ka69UQdQfoJ00kRzFHUuKadb7ZyYJU/KsyX6K2pFUvYW7fii1EZaA4WciZTRicjyRbMJFE3W0Sk3M7Yx9oV+l+YA5ygpbUtR+/E5mA8YQ8wztQZRchCngkrJdwPG11KsV0tByY/IuYLSBszDfA62lTHIGF635+QGtZf/xrVd1TeYx1PkXrqFoNJH5PqEfSLWBvUc6T2B12cNQ0mRiER9TvkIlM7uydvt9oEyL2tCHn+/1BesvyhN8ModnD9r/p2kq9ZCXkHEbETJA8zVfE9gf3D94LhSCkRJ79R17AbiHO/TaS3C+0e//0T7uoyJJPmE/qiyYay56vy7BGXImP/Zz+x/tknId0SEXo/ZRuYvzsMbfPfBMcjBPd/lRmTckjQXJQ+eeXq47FuxHuP5LiCbtdwb7nd2i3Ga73f69PDDgqond4frzpbD31v3KYM0HN9TgeZTaPcS7xhbuf/Xe0N758f4prCDteHs4U1Wq7OI/x2T4J2DhmEYhmEYhmEYhmEYhnFN4Y+DhmEYhmEYhmEYhmEYhnFN0fUb3IovLI6Pj+Pw8DCe//L3xmK2M43+O0a3JC2N2+u5DZsU2btwraELKLb39qQUkH5SKY/Yfrt6EluqV9junJyX6DQqnIVOsG10D1u2y/bh2T3SefFv7ANSu0jvIE2Cz0qqgnDte/jffCZxzgTaVGqHCNMNF7jkHim2HbMdiQYlKKAXYgt9PX7ZdpZSjlMJjEe1hX6E3ildN6c476l+UnOnOjDOxbjyHowJ1c8E6TzbI5RytW1eOYEqp3BuoSftgNSg6maa3PPaTt75HiK2ldOVclcv904QY5koFoy1CW6afXGITNSiE0GX5T3okKfcKXNjhz8rHUtQFROlc0L/q7k06giuZANITRHUtUSfFJTkFMs1pwrKpHKLVrGWIHJRzbWKdj3lmBQTE/Lxhis3nW25HjNuuTbvtemZneo/ovR5jzFb76NG4PNhne1vgn50jvhKrn+CllRQKe1XYB+qdVa56iXa/0SpAFJIeQ7nqKLbq7VgbM1Va6i6lqoj1Bgnimvpf15XjY0Yv0Q1FzVIP7LmjtIhHwXOPdIf1bpcoRzIuS4Jp0vl9C7Hq0DKUnAuCsfhXlBzJaW89IHMZaqGnOBana6v+qYex/nDdZfrppKxEPeQ/Rox4raOWBXOx5TIkXUxY6jmc0WvFe8Gcl7xeJGXasyruloiOWBPqCHHZCII5bjNelI9t3LXHaupOR50d1cSF8rhO7nuit/HnlutP1NqlTSnhYtuld5RMgI8R8WU6o8Jcz2iQfV9FIRUQALHfoRSK9vL+HqAdxxKL6g5ovJ5GS9J5WY8p3doMQ9VfCjJjShjoNzdhXRSls0QkjAcoypBo+rwCTW2eo9Mci8qJiJyfn7Emr9cn8eHX/ypODo6ioODg41/J7xz0DAMwzAMwzAMwzAMwzCuKfxx0DAMwzAMwzAMwzAMwzCuKd60bsXrG/uxnu9ER6ca0oqUM91u3lqc6Dncjo/tl3QxTtul0/ZZbLe9GKESE9huPf/dV5rtSBQzRVUQzp/dEVxH6zZmboFVW3dJVRRb1JNzsXJxq3QsUjmUu1na0gvHqduHw4VA6+qKg+bQ1krlbtOMEjWS1EQ4Uamt2ulcbuHdLluLxRbk/iZczIQ7pqJxhKKm1G3G3E68hT6Hc1VyeKNTsqCcZsoW6WxlvEll4hZuRV1TVEp1zNjxjHNBdeP2bDpjJ1fWE0GRwbb5MTdT5aiYoOiTXZsGleKU/RqRqRzC2Zzo6PzJmGDc8Dp0863Pwz7ZF47PdFFUtDJSEpTLWXmetAWfrqBPIG8IZ/k0lxRdEuD1I/IYdILqruhfCVyH6GxNanulch/ASfVcUBgI5j5F8xWOg111iGZ+5vmMF9I42i3KY8z45biUOZboHvwH9i3jUR2TcifiUbmRRqQ4mt9vjzdjZIZ5JamCpNfcgtTIyL0V3YzoFFVXUdUF7T9iYgzzeEVlUS7NvObFRFUbRcXj+p3ocGhTqlVEro1Cy2StwnHiesP6ZAL1LK2tN4qzKdvIvDiFRstaVjh/pzqntu9MrDkTaHY57trO2BtrF9DRBZw5hDEsqK+dqpfV2lVrJuE6LmnQbIeQ58m1M/q19gH7h3l0JaREFL2Zv6vcXtfvCTTOTP2b4NDKtZLzYlUcZJkXUY/2R6iLISWhZHU6RcEdoed3gj4v11DhGisldpJE1Ii8FefiSftdsuP6fS4ombzf+Uie5pxBrk/9JuUj2rmB7yjqve7hvyG+Uj5C/mNu5zuRoL6m+ZL6qeRzOiVTngauscHnVg7rSuqCKHVEz3e4majJGZ974p2Nz6qozjV+lSSDovxyXOo7TuPcVA/u5u8OyTWe74UcC/6+L2pCfs9Ic6Td7oiyJnKOKXq5eH9LDuR8b2Lu6sr8Fu/mSXaJfcV4nLXX7zSOSk4gYhpF//L3bvp+QO8cNAzDMAzDMAzDMAzDMIxrCn8cNAzDMAzDMAzDMAzDMIxrijctrXh2737MZstY3xpogB3dtLh1ndtwLwSVMSJTTe7eH/4WdIFOuHH12A7Pe2/QFkjPuVDuO9ymTKoUqGd0U1ZOWRXcjsx7c5tsokDgORRFhr+rbb+RqZvcKpy2MvP3w4Pm8Qlqe3UF+20l6KTcZqwcYdMWYvy+gzEdcQhLVD7Q1vu5oJ+SWifcT9OW40qzIlWRdAFQNBKVWFGUuP2brr2kVlUamqA4kcKVnPBIk+D92O7kRtem1T88STir8VqJwoDn5j1wDLeCp1up2IwRahDB7eNwQc7ugYJOVSnvjEm2a0vEZ3IaF86TjLUx17lE3RHOY8wbjFvOPf7OZ+DcKbSFNN68H3MQx0JRu4RTX4pNUhMi9LiKY1IOEG3qRA5JMRuZahJr5iyRg4Qj3yQq0ZizJp+JMSnWm3S/nq6LXBsvmsdHlLVk1aYSJ5B+oaiaHG9FNY+IjjmVNBBS5klnT06xbaf39DtjsNLQBD23E06jiWJDuRG6U3LNZh7cL1QiJSHB+cYxY9/stF2dU83E9bC6kQPKLTG5uI7Ve63jGafVrXiOObPXpiUlmtwa9KpUI3BeCZfsOsfUOsb43GvLgiRKIWnBW+36s65vaS1ik1QdoWRxuH6o2qjM75RPlMs8wfslOi9iRdHvqkP0TNQnfA6sAYl+F4KOyHBkmyq1TdCYU5+LcUkxISSDpGRNZOqfjEnmIyX5QWop39NO2tT7iMhz6QHmzw3keeZwxrnIfaoPNmRBalsujxN1XXfQrnl75uO1WGM2Loa+vRCUbyVZwHUv0RchkcCYrdRQRTUU8kWTnLh5P0qe1OOXoFWKHJL6fyXWYzFXkxxKzamUW6CMA9cSyrokJ3vRB4J2uyGdwHxLCSH1/sc1aiHGS0k+lVwr43nepiJzXHr1vj5FpixK/Yy8keo6uvByLvBZ+Qii7tgYb/63WLNV39YcefU7azeeW7/1iPoyxTDp/fxdvTepd+CKJFeF8dtuyEysJ7zDXF528pGGYRiGYRiGYRiGYRiGYXxRwR8HDcMwDMMwDMMwDMMwDOOaouv7MY7m7z2Oj4/j8PAwvuWdfysW851M21VOTcQGVWTC909B1U00AuVAmpz9yr2nOGIpR1duNVUuwer4em/lCqquRbcd5Y7Irdml/6TjjurDZZviV27YbF/dyp+2ECsXxQlusqnPOa50x6p0DdEnis6Qnpvb1bcERYZbu+szpC3IgsJO+opyGFO0PD5bpf4pR0C2YwrVilDObzXOV+JapC0ox2cVE1Nitt5bYYye22qfoNKN0dCUm3bavk+QFpnoi4IuXGkKkhoxhYok6MZq2/znujwxbul+R8oEaQCkEtf8yLaLHCQpDCKOSMNQVOCN84VTb7ruFAdyHj/iSisd7IQj8sY6eAk+H685gd4RUZ4jUe5FHp3i7jc2hxXlTjkAq3PVGj+GKc6agsqSwP5QDvBja8kUB2BRL0i3W0G5jgidBxSdjtIXVYKggdS+OsdUnyhq13abdtUpuQSV2yN0vTbBWVauUWoNLMerOZdypJIjYEyQyqUcjWucCifiTJUiXVlQ2pRTL1H7SfUz14wJEhBy7lXqGTGhLpDzXtwv1XSqXq6gS+f99vqYxkLQBlM7lOt0bctjvpfI2p4Ye+4Jta2S10j33m6vXflexbWXVH7WX1PqX7WmqflS4r9TjrzElHZMQY1r4UScctPUGujyeBXnY21RMZxqUNQzKp8LWZuNdyIVh0qSQcmFTXi/Gc1rSr5FOBcrSKpypVOr9YDvw3PxvkgoeZ4RSrPsW1W7KWkhxhf7VklXTD1f1UBqvCbM9VE05vpyfR4ffvGn4ujoKA4ODhon4TbT7tLG3//7fz+6rovv/d7vvfrt9PQ03vve98ZTTz0VN2/ejPe85z3x0ksvfS63MQzDMAzDMAzDMAzDMAzjDcDr/jj4a7/2a/GP//E/jj/0h/5Q+v39739//MIv/EL83M/9XHz0ox+NT33qU/Ht3/7tn3NDDcMwDMMwDMMwDMMwDMP4/OJ1uRXfu3cvvuM7viN++qd/On7oh37o6vejo6P4J//kn8TP/uzPxp/+0386IiJ+5md+Jt75znfGL//yL8c3fdM3Tb/JxTJiXVx46LwHp6u81XdkC/0Up19ua+aWWbUdldes9yYNdMLWXUnFwzdc6a5YtpL3N7Pb5dU52FLNY5LzJJ0/k1s0toLTCao6BipqkKJ7jNEerm44bYttcl7ksypaDbfeJgfYR2/B7mq76QC1L5xUE6VKuE2Szp6ctIWrUf3vtBWaNF9SHgXFSbi+JspJddETc66/EJToNbeJt6mXaWt2dY0lJlCIOrWdW1DV6P4o6dcxQp0S7lqKWp3ap6irZbzl1vVtce8JdLgA7Ta5AVYaGvtc0HA60fY0D5WrrXD4iohptCRFgVBUYuZ55XAboanxinqTHKwFdY9zjM6txTlXzW86Mk6hvySsRD7YcBwUMgVAlpKYIAmgYqI+t5J3GKEfX11XUEjT7xNp5EliRDm3qjVKUSeJQtFL+ZbnqzpCUqja0iiJSlqlQ7r2/2ec6HTKYVVJTBCkb5U+7/YFNZhzmimfbVWxJnJlf/9+vvchaDYq1lL+oUst7n0+4f9zr+sWr6vWKAVFXcKcHHN1Trma1Es6WiuZG/YBa6OLNu18Mo0/1S1sX5smp9a6LPNQ7jeh7hx1qLyEmuuM81oT8z1jgmSOpAEyh4v53dVcuWjTa1OOFPUyKYGqBkkupZXiir/TPdg/Yj3uboj1dEwChVCOq2otYQ2krqlogPW5KXmg6OyqDlR1nFhvRqm2E+iaiXY7RZppjOJKyQmuRWLdVQ7iqbZMuWhEsiA5M1O6B30u8lRyqlYUdGCDmst7VKfy1nWnyH1NcRav/8YahtReJf0FTKF7p/fWKOPHMVPSWhwj1sI3hvjgN4s8x0pOVdI2CxEjSg6INYgaixIHUn6CdRLnG09WdOW5mAt1vJQEAdfyyxh8DJmA17Vz8L3vfW/82T/7Z+P5559Pv3/84x+Pi4uL9PtXfdVXxZd92ZfFxz72sea1zs7O4vj4OP3PMAzDMAzDMAzDMAzDMIw3Ho+9c/Cf//N/Hr/+678ev/Zrv7bxby+++GJsb2/H7du30+/PPPNMvPjii83rffCDH4wf+IEfeNxmGIZhGIZhGIZhGIZhGIbxOeKxPg7+9m//dvyNv/E34pd+6Zdid4Iz3BR84AMfiBdeeOHqv4+Pj+O5556LbrWKrl9leuB9OD4pR9e69T85wYit5Nyirrb6TnHRq9QxtV00URWw3faiTdHj1udO0SrKcyf6sHC55VZ+SRE4a1M3Nii1QLrWHuLkok0nmkCcKU7CI85cY7Tyq4PEHdM2XkGR5DGFwpC2DSuqgqAFpG32iYIr6IQjjmRp+/7jumkmOqigstT+I91cUcxSYzEXpNOioCRXJNoCKSiC+pfOZR+0aaKZ1l3mGP5Oz60onYiX6vA93E/E7waNHNvVV+0+7wXtjfGcaJyKdlhoqWn0FZ2aMZVoSW3alKTC1PhgTn6Ae3AuTnGuTA7PE9z8IvLaIGhJnYopIMUK86OiSEbk9YP9ibyR8u4Uh0JFMai/Cyprut+EtUS50neCBvPwv8X9VC7kMTcgrbEW97tox2mForpLB01FY1br2FaZYzcHOQ9JX1XULsqv8KKMGx5fx1fJdrCNpAyFgJAcIDbcDoHkGMk2UtKEJ7CflIs35+rNm/nfhFtrryQgSDtkfCiJAzGHN/5NUK2ke60C89VYXmOs3r033ILyIUnKYJA/UBQqSbesmODymMaCtY1woUySOsfD84y5eibKHceP9cUE6ph61g1a3QQHcilbMkbNvmrfyKvdBHmfTtHYOO8VHXqim6yqD/t7mIdT3sGWqD8T/br0gXJ3ZxsV3Vjl2hZ1r14zIteObMeEsUyxzfwl6OUbcV5lIxpIjuBce/hMypV+omNwGm9BXU6uvyrXipwxhkmusexnzleMcafkJqpsg6qLhcwT/871Id5jxNq/8S4oKOwpB6l3vlRDtt2l071q7aCo8RN+7yFpxfFaHwz5vIdsUnc6IpUhKOmpHUomhRfie+RSXDMiYkc4TzMfMUZEHPSgNFM6jzTrDaCvVreHvpqd47rdrYf/vjqLmOgP/Fi04o9//OPx6U9/Ov7oH/2jsVgsYrFYxEc/+tH4sR/7sVgsFvHMM8/E+fl53LlzJ5330ksvxbPPPtu85s7OThwcHKT/GYZhGIZhGIZhGIZhGIbxxuOxdg5+y7d8S/zX//pf02/f9V3fFV/1VV8Vf+fv/J147rnnYmtrKz7ykY/Ee97znoiI+MQnPhGf/OQn413vetfnr9WGYRiGYRiGYRiGYRiGYXzOeKyPg7du3Yqv+ZqvSb/duHEjnnrqqavfv/u7vzteeOGFePLJJ+Pg4CC+53u+J971rnc9nlNxRPTbW9HPt9IWzU5tR+W235NMQez34Nh2CorHXNBlhBsOr6OouWPUjX5buAxymzjpmdim2i0F1ZBbgze20KMtcBxWTsuJujGFIqm200djq3ELM7EVXVFQBN0iPVtEBCgJiabCtnPsFU1YOQauNUVG9qHa1szxU7QA/j5G2VVuzLwfKIx0OSWUE1U3RhPifOC9SRmjCzL7idQx0uG2H+G61Go7XaYY/8rFlXNXUOZibGu9cnsVdLoUt3T/UhRQRUUpSNSDC+EwRvppotS2naNH3WsBSblLxwiq58nINn3xe380GFYl+oRylhX9zz7LsgvoszG6paJ3qrmu+pBUtW1N3c+UNkHFUw52pKCctWlCoSjJESkOkzsy+2chKGkKysG0xgEppJyjzDmCQpdyi3JCV+tChKSgJFol6B49ZU/6tvt2atMO+uBuds6VDtPIZZICylgjlYjrm6AhR5RYmyPWuGaQ5qXyq1pDR1w903XVerps00kllUs5VVanZN5PnTOBQppqBLHmViqeosdlOrVwr2fum3KdekxarwTVk/WoclRk+yihoWQGanvXom+nUFmZD/gOQNmGQktN6wHnNymPrEnUs4o+78UYVaiaqVO1jnB1znRvNqTEqZBiiZmgDqqcw7pDjUuRSUn5j7Um1yXEIB3FuyefGH4/vjv8viOkCcr8TrWKWhMZE6q+EOvKKNWfY0lXVkgZTIkpNY+lE2q9rpKW4JrP59hp/65cjPsqvcM1Ub3XJFf1dluzZAHWiInv39JxXoCUTulGrt4Z6jlcX/EelJx+Ux0i4kDIW3XrUqeyXXxvPsH6w/pXySVwjpwit/Dck/wemdZQfl/Yafd5WhNvtR2iu5eGOTJTEgARej6MyMVcHZ/We+GGTfo732crtgV9mzgX1GN8v0jyMFzT6vPgHgt+31luvq/06xE394LHNiR5FH7kR34kZrNZvOc974mzs7N497vfHT/+4z/++b6NYRiGYRiGYRiGYRiGYRifIz7nj4P//t//+/Tfu7u78aEPfSg+9KEPfa6XNgzDMAzDMAzDMAzDMAzjDcTnfefg5w2rdUSspVNW2uJMR926rZnbLLktlFs2STfm+Tg3bY8mVYHbS8eonorOqJ7pdILLHc8do1tOccK7EFQrRZ0RDsj1HFKt6JYkt8eTgqIcsekqeL/QY0lLUi5fdHImXUm4PElnsxGnJunERkrnGJXvUe2rW+gVFZaxxq3ai/aWeEklVv0RI7ShKe6udBZMFBdSEDQlIFGAFA3hXOQHbr9Xc5LXqXNM0DUkLUnNJYyxdLyu5/bTKEtXUM7A+6DkkHaoKKrl3zpBO0kUBtJ+BJ09YcSBTs5RxGpHyQJSG9KF8AzJPV44k0fkvEaaxT5iWI0l5nc3wWFvg66x16aFdyofCcmC5ER40T6mH3MHT40UEhyCeqloyNLVLmLDEX64mKBwMf8LeoiiRVaqSOrblaBUJQoupUraMgwp1pg3p0hxROQcToo+c2Si0yEeE81R09AUvb1TtFbON9ZifCaue2O0riQP0M6jae6Rsk3HTeYJjmOhGiqk9fhCrGOcY6RWY17190gj13QjmddUPklrdtv5U7a19r9wC0+UU9ZoPHXFHInjOV5PHw5/r/L8pgQBqcuM1eRQeYHjMadnD9rSEMxLGxmDMiSk9R+C3sb6UtH9hASArEfKtVI8N68Uur5gLUW66omQf4jIEhCMI0owPWi/1zBO0zq01c4ZG9R9QYnuVqAYs69YO0yoX6WLfYR2XwWNudt69LokHdbHaMHsH64ZfL70viLWDNYgor4Yq9fkuyTPUe+LhMjhGzUu28vxU3IXgj6crjOlhowSI5R3wFxPfatchUVtJOv5iPw+IaSo5Dsfcx/fddN6v2oeHxFSjkDGCPMlc8ido+HcJMOD3FBzH//7AuMk3sXT/E41IeN/msSRfC9Raz7zAftMUcI53yDTtNEujr2YJ/0u3gf4rUfJFa3Eu1lE/o6jpLImunoTj+VWbBiGYRiGYRiGYRiGYRjGFw/8cdAwDMMwDMMwDMMwDMMwrin8cdAwDMMwDMMwDMMwDMMwrinetJqD3XIZ3brwtVeCby40piIi89jJGSfPW2gISQ2CpLdDnaFqrQ3+90poJyrdAvU729qjTYWHnrTjVoIDr3TWFOeeIIW96gBQ90lokqXnUzpRQu8iaatUvYV2a6WGkLyf0l1cbdqDX2H2aL2fpLmy1dbY4TNI3cURO/MUF0qjQejhdEI/R2pdRtHeUFp1SjeCWg+MtXOhUVXmWNLlE3qhuU0Yv1lbG22S3mQFx7hq1V1CacIBnbrHiL6l1N5TOjLsT+Y7pZlT7530NaBFlXR5ELfztg5QelaVG8q9k+bLXGg6UddKaW0oDRRqVBX92qS9tCX0i3iLCeOtND435r3SPFJrosivHO+Uc/hsNeerHCLiLunFUNeLc1qtb3UdUzquStOVWlvU6CFSLhrJfeq55209otQHjM0LoSMzUddTzoekayRqEo6xyMFJBzeyvlC6ruoPVTOp3MBzqyYP9TEZ53wOruU4X2orC23Y+jxpPiRdJNQbzD9qLJJO44juHO+ttCsBFf8pjwodMaVXWNultNxS29k3Sj8S/TH77KBdtVFPsj/5+7xd2zJfztDWtK6omq62FRqjSUcROoMpJkQtkLT3GJtj4z1FW1v0f9LfFLVl0gas2ntizUg6gxzjB23tMPZz0k1UzxOR8kOaS+K6CdRZ4zP0be3DUU24tN6Jem0sP7eOGbvf2L81rpVywLz9DpvaxBxe57eaAxdCi00dL7R6Uw1S9fX4TEK/Ta6nQm9YaqFvHIh+QAxP0pgWmvodQ5PHL0s7hI6rXH/Umq1qmJF3tpQTxHsv50+nnoN6gFxnx7Q1lca0qDVjwedGTKjYFLrmESXvnLe1lpUXgHwXUfrb9TpCo7LcZPibGrf8XX2fUTkxIvk68FtYev+7nHtT9OkvLzX5SMMwDMMwDMMwDMMwDMMwvqjgj4OGYRiGYRiGYRiGYRiGcU3xpqUV94tF9PNF3nK5JaiJoH2QEhAR0Qs79A5Un35v2D5LG/C07f0GqDbCnr1aZqdzFPVmu71FOt2b9Bph+75BDTo8GP6DtABBs+bWcFI3Mg0TW1YVhTYKtYtbfRXtcykooGq7OWnIdQuvOKe/e3c459atdltJeRB0P2kbXts4ZSs5t9zzOtsTqGOMiYiI9g58TWfgvLgQlImxLfviHnK7umqToiWleYHnrlQD9gOfY2zL/yUoR3DOc9EmtuOiUB65rV3EXaeeT8kRcB5yS/tE6l9/b9iunvKG2javKGmprVWyQNDkRT7qVqBlkCbBsRT5fIPCTpoqx1VQ6FJOFrQWRf/tS9wk+hGphvcfNK+VcjJjgmPHNeIEa0+lgvG6go6VqFZrQc9BH3SKlhcFKi+SspJon2gr+2ZHxKOSE4j63KC9dYipeZtOp8Y+UeCSdEgphzB3Uzwz5vdA37t7r9luOa9GUOUyrq7Lua6obogpyqck6urNYR5ujHeipDOvcW2GVADHeJ/x3M67qd669yD/I+cVaI6dkCbItGdSXzHfbt0cfmd9V6lLMyHHcSaegzGBOEjrlaDHbl4M49qTiidoquyP0/bc5Xgzh/eF+pfofojVVBth7jIvprnO3IJjWIOvDzNNrrvAtc6G/lzeFnQ6PMfsFP2PMVrvzJu/dxsUMcRhpUNetU9Ic/CYdkvHxx5zJvV5ijvkeawZKW5V7ZxojaXd6h2A+ZLxrGRgSLfcKfXoJTYkKvrm3/0SY8kcoGQzCK7ZYzRyRX1ei5pLrJWKUh4jVPE0FzmuB3gX2cV7rBjXlGsV5bSsC+neXCu5tnJd38d1layOoPymNToiuptD7k3rj4pBrqcP8rv8FZh/9kco7GzjlqA08+8JslD6+HLvtVhDGV+cY3wX5PuAeN9PNVml17K+JEgNFu+xaU1jnwn6fF9zInIIxybVrOw3zlf+rd6zOSfzndO3mFQTqvqLuUXEnZKo2Ki9OKc593kc8yX7UEliMA4ggVHzmpxLvMdreaNfqw8Fm/DOQcMwDMMwDMMwDMMwDMO4pvDHQcMwDMMwDMMwDMMwDMO4pnjT0oqj7yP6Pjq6K2KbaqIF8++yjb07Hqg+QcoL6Y+gM/Sk2wjHU9IkOrV9uKC/dQP3w9ZObp0GDbB/5snh+LvtY0ij7Kqr56xNWU3UJ2xpT9uBSWXh1me2W7kxhabxpD7kdnBS/EhtENuJ++oKzXvThZrbeJ98otneRIfA+En3Im7v3XCJEtvdheuQoq3TfUg6M9ct94gvOiElainbIajxpJslmonqj4hCp2j3Z4oD0vV4b0UJWQhHsYi8JZ7b60k9ZzzjWoq2QCpwfww6eqXOcJs+KB6kfqSt8soRPLlQds2/u+1MFeiFi1Z3gLnH6zKXCTdy0vjSmHKLf0SmA4VwAlPUcdHnyU1TUekj8vzhVn66FLKfdwUdLtHyBN2oz7TDJCHB5xCO7uyPXricd6QlKSpLPR+U2pjT5RFxy6XrpqDenAnphAqud8wbSvpCue0xDugUylx5o1BiGEeCQkRiC9f/GeOZa+VN5Eqeu5fnd3eMPMr+UVIlpIgdHQ+/g6aV6FucL5UqouaSoAGmdeLOcO/As3ZLxCPqgI17c4zP6HYscjLjcd2WJ0k5mFTimlu4ZnOOKkqnctfl36KOS22qbVHuwyOyA8P9hCvkQtNMk7ss1rFKAb46nrWwoD4xzqVMSkSmZZLyLRwjZa3Cg7g2ogafP8i0Q4Wtu4gRzjfR58xFMyFLkeRyovSbcnnm+sP5VmVdGvdINQHqiIjIuZ61CvM+6YGC5pvuwZog0R+1O3XqT9Y9zF+MTZ6bKMbCbbjSghPNDufw3SzV52WOtq6jnH0rOGaUb2FdwPpprA65PJ7xNeP6W2RB2EZIPqV4Ue0WY7khi3B5nUI3lu7dPIZ1j3I+niCPUSmtqY2UTjhtj1+HuoBSDSnPsM5JMjqlPuBzJ/kJsUZNWXM5R5SMSMWC70SCns53T4aOiOdEQa/fHfg9hDWeqnkxZtIJWjgUbzy3kn7jOraHOc3vO5x7L7/avEfq8zLenZJxYJvUOy3jjuPCmhB11UYNqdYl1odCAig9B/ucjPIxx2XGp6hhLu+t5DNa8M5BwzAMwzAMwzAMwzAMw7im8MdBwzAMwzAMwzAMwzAMw7imeNPSivsbu9HPdzJt50Q4ZdGhuFIeleuWcAmOXW5vp7MWtnVyq3xyPC3bvElH4b9xGzC3zOL32cugBrF9aau1dq5K1Dy6OXNrPduk3ItmgrZGitcrR/neii5FehqorwnbwiGJ1z8VDk4RuW/ZB3Qaogti2qKO3zkuwk1owyGalDh1b0XB5RZgUsToGMgt3GW7OXtBUVzV1vdEJU5b0oUDU0GmawoqMSmWpC4JF6y05V5QaCPyeJAmluhAHCf+PWGLtXIFjohM5WZM8ndS6JRDFcdFUD03HMlIcWbfsq/wfMmRMsVXm+aVKGm1/+mEG6Qaiv+vSTnvCSd0ReGJKNQw0BnXoG3NSO+cQFFSdJ4N6hjyZV+pWpcQVJbkNkkqC2nPD7RkwSTKNqkpqR0TKDLM56B0RESi+ysXXel+zrWEFCDSXbEW1OtnB3lKX2w1f5/xOZJ8AfqcayjpJJUCx7awHfe47iI/sH3MG6RNMd8lamHJ57yHkqhQdHbmE44Fc2V1Zhbo5iIncy1n+xRtV7i5JwmGchznRnK/Vetpkmdouxsnak+l/s0EPVrQoxJVUDkRI1f2F8gHVQaG69KTt4fj+NykgrN2U/mAtfOsTSmrbUm1tKDOJor+BGfyRK2q1xKUL+U8qSi/nZj3lH/oyhhJOZW+Xfdnx2cxlowb1s619hKxluY08xf7lmMpHL3TGl/Xb8oDKXdwzl3O9eRejmcV7rUbUktco1S9x5w8RhO+BPuJteVJeW62V9EyWf8yPxwONYV6d0l0+1JXZdmUdu2XnGIFzT05qlNCgPVgkW7pRR5IsUZ656o9r1J90k+gRUbkfEm5KfaPyp2ULeF7WpqT7f7YuC5jjXNRUfGFI29qKY8vubLnXCQdlXUB58x9ygkwl9HZF899hLVA1AERpeZlvGy3pRdUzVNlbprnVoj6PlHEucZTAm63XVOk/Lqb6/n0XYDHffaV4RjGIOsIzj3IwKRrLkSNW9uo5KNYG81FPU9wvNRaHJHXkvRtCuvEa+/y/botRdC87OQjDcMwDMMwDMMwDMMwDMP4ooI/DhqGYRiGYRiGYRiGYRjGNUXXKxu4LxCOj4/j8PAwvuUr3x+L+U52DOY2UG5H5THlcRL9ZYL7lHKpU3TVtLW1diWpz8r5mNQDbGFNNC+2VbQpbX+NTFGeRDvhM5HqQfocn4H0n0KnTn3CLep1K+4jIMdOuSiN/Bu3eXfKWUj1GUC3n7465/I43iNRu9Cm5FDF5xP0B1IeqmMztyyLWEvzRzg+p3uQjq5cniJCut/xENI9SB9iO0RMjfYznMa5Bb9XjqKkWLKf0nb6NnVm47kVtTQdI+hDbMeyTf1LGOmD1EblfqvOF9vh0xwuYyrji79vC2ojY2W7Lakgr1/OT3Oac0b8nq5F6o1yoq35StCPEph/FC2DfZOczEXcReR+U+7WPIf3229TX1NbRygyap70oM93pBxxHuJZFe0jtaNSv0m94fjttB3vUp+LHJDaRBplpSWR3lMlQ1r3UPNb5Im0vt3PVDBJORbrUrqW6ucdUavUOcZ+UM/BdXctqCzi+XrQ7+pz9weQZCDtk+suayaxHqd1jLUU65FKheT8UTGs6hDmHz6fipv6O8cmSWJg7ok1W+XgtOaqujYizw3m4RPlfjuBEsXcvoP+u1to5Ir6x/VKrJWJ2tuJ2OTcqeOt3Kk5rsydSpqGlGSVz+v7Bturxka9o0yQYpHjEqHjiO1Ytmv9NK6kbLOfSNWs+Xwp1hyC8cW2pjzPvp34CjulXiM4pw8ogyGkYlir1zYJl/kEPquKA+ZX5ruzEbqgmlfdhNqB48dcxHZwftd2qFjjWHK8Wb9Omcc77XfNiJz3OyXDcC7qZcYK28fjVR1W28J8kuTMcIyqO5VTu3KUjtB9ot4N2L5EURV5SUh2RESmkVNyZSXerzgWpLYnyQiRW4prL/NRknKhs7CQP0j3U7WXmrflfMpKyXWXf6u5oHJwzZsc7wdCFuS1/l+uz+LD//sn4ujoKA4OBtf0Frxz0DAMwzAMwzAMwzAMwzCuKfxx0DAMwzAMwzAMwzAMwzCuKd60bsXr/Z1Yz3difgQaAbbvdy/fGX6Hk1SlBmWH4/ZWzkSPUlvi+za1oTsfcSvmtk5FDZ61t+yT8iKpWYpSFoWapyjRYitzOpfb0ElZwTb7vjiSpTZyW21ynRNOQXDa3aBaXYIOa3ApjYiIJw6H89knd3DcDbFNmZQjjt2F2E5ctvem7cikX3Db8AUoUftt56oU51NovhG5P+lwnGh2iCO66Ar6aZo7yq0qQro5Jly0t+On5+DW6aWgotbrJ3oJ4ovOqHSoUs7HYrt/is1Kt1THsT87QS9QTqrCJa0+d3K0Jp1lS9AFFM2BEK5sG3OMTmeJmtUeM7pjJtdGtoPjQuf1Skuhg11y+kXMkw6q3LdJNUgOz+v23xGalsHnbmzlj4hYMx4x73OsaNpTclxl/zMuOBdIET8a3PLSegOQGken3Ppvqf/pMnzepmvQyTC5g9LZkWNXXdj53JzHgi5LKmV89k67TTxeuWxGJJfmNMZ0mCx9dXUu40BQSBL1bMyNjhC0UUlhpIwF5nFytC85cQqtpj+BA+NNOgDi+c5FrNGVsMqCfGZwyk4OlYwvxHDKinDQDLpColZMjvb3iuso3ZwTZU/ECHOfcKdk+zYcawm6d6a1AXNmAt01t2MY71Hn3EQjJ5US44ox64Qje6JEcU4zZkstJV2zlewGz2X+T07Jgi5c78V4Zk1Id0uOBd2i6cbMHKBcXMszMO+kXMF1k2s2r4vYTnWHck2uDvBYU5NzqHBKTvFxISQSXr0z/MfTTw7XrDRT9oNY76RTdboO2iSoq9UxOMVacnzG+FGeh+8idIcVtHrW1P2GLEh7/BR1nLGWxvve3ebvCbW+m4k+FDIKMUeOPELtx/dQ9hNjrTglh3Aaz+8c7bo/SQWctemZPdeSQu1NbtjChTfNjQftd6Lqct5Cf57nd1pnEKvJLboT3w5G3Ieb59bagTnkhFRbSEYwRlAvb9T6l8ezXua3gv0Sg8z1rHlZM/H9lHUI+4nPpCjhde5wzPBNR9G60/s01/g0L5D/byOf1zmlvrfwWnwOrlFKXmklJBUq6py7vNZJ473rMVQEvXPQMAzDMAzDMAzDMAzDMK4p/HHQMAzDMAzDMAzDMAzDMK4p3rRuxc+/43tiMSvbZbmNVLmCjTgGyy2VyjlMOZimNgknqArlKla3n19COWsp98BKt1T/pp5pqtPZo9oUkftBPZ9yeeS9ldOooCdHxDSXVEK5ixJTXc5W4jlU3z5ubI7F4xTHNt5DtU+5BI5Q2NM2f+VcNuX5FKbGo7pWiinhjCqc2BLGHAeVg3aSEBB9OOYc2jqmQrVXna9iXkkfjLlTq+dWc1T1mXLwHXu2KXNsisuvwphjMLFu0xAkpuSi6vI41q7WddW4KPdsNS71fEXrUM+d1lbhvqaOr1Djqs5XLnxT8nGFopurc6a0Q10/QkssKDo7aTuUKZhCAa2YECOVHtq8n5AzkfeK0DE8pZ/VWjk1p06Jiyku25T4UHIAIzIdOU+Je6vfxZxM9NPalxyzz2WdUHWfqikixuuKVpsUZev15OYxitpV+4R7p5BikWtdbZ/Kz6q9U3L71BpexQ6hanIVK1Pm4dg9HjfOVR6csv7Wc4QTa+pnJQmg8kHNOVPm4pQ+IFQc1PV7yvOJthIpl01p91i71PlKukXN1an3VvNhynu9glqXx+7HXKGcjwlVR6h8XJDchHE+1+lezB/pAD+CFCNSMmIkJ1xdCP3HubecKFHBtqs4etx6VM23R/1bC1Nq0ynzJWLid62Hz7pcn8eHX/wpuxUbhmEYhmEYhmEYhmEYhqHhj4OGYRiGYRiGYRiGYRiGcU3xpnUr7re3op9v5e293Bar6KeV2sutlRePdspK21ax/bVTdIZt4b4ZoSnHdAdUtIBOUE7TFtIRd0vQdpP7MHf0TqE3T6CsbGxr5XHCETm573CbrNrqm7aSC6pahKZ243fl/pwosXTq7blFWcRBbYvaUr0SlCN1/IRzIwplie5hU6gAkkJFt84Rihfnyf22O5bcdr0UdF5Ff6ixprac01W1OmpdXVfQo7hdXVEyWm1pnUNUh+lLiByQnkHRHyKy29UD4VStwP7ndZKLd3GAJ4WRY49jEnVmW7h6EsKRrK99RtdN5XZIB0HhHhzn7bmaKJnl+um6HCe6nE+l8l0eQ+c2uL5uOMjSXZF9zvinC2VyfBTzTdLfS1vHZBxax6ixZD9x3Ryj1/C5VUxJiQQxZxSdqvyuxltR2tLzKVr4RLpxcjOdt3NhcsRcIo7oEM1cJmhFG/2kaFu8FmqbNJZTJFqm0Bpb7bq6LvqcY8TrqrWHsTJCDUqxtiNcoQWVUlG5Um4Zi3Ou2cKBNs115ookJ8P51q4PHl6gXWPTwTfVQ6p2UHTq5YizJmJ4ElVdudTSJTPlE01xVTk1y6ms28czPgLr4cSaLsWtykdTKIWK1n1R6mJignyIpMMTSjYAfbNRp8KdNKj6c4Zahy7PxBTararjyr+l/schqR1TqPQCGw7RE+i1/SncRZUT8QRUpbC0Fp1PoO0qN+Yp9XmNeZF72c+JyqreY4SDdYqvSgWm++2OqBdU7TEl1iauY6mNfLUQfZhik/2paqZ6v/TdQtCHp8Qwj2ebtsR6X9urnonnq9pSfHdQzxZR6i/1vsTaQeVqritcW9UxEREnfL+d4A4+RZ6BSLVNqRXpSsz8etGo9TvRttYtJx9pGIZhGIZhGIZhGIZhGMYXFfxx0DAMwzAMwzAMwzAMwzCuKd60tOJPfuvTMd/ZjcWD4bcZdknu3Bm2aK4Xw1bM2SpvLZ6fYTsrd04vscUZ1IPF/fYW//XW8B116x635+pnmN8ftv6ut+fN30mP7hft7fEdKHA9tpfOSI0b29asnPR2uG0ex29hm7doH/usOn/y32bn6E+MTcftwUvhjMat04m+jbF/OjvudGfc4t7+9t1dDMesDodtuMtbQz/1Yntvx63r5ZAOMTV/MFCIzp8YaBLzCzw3/mY/sT/6OfrydNn8/eGDDPde7w7jOrs3bIvusdWaY8zY5O+rHVKohj853yIitu6CRkLaJ7uK9KGO8dGmv3SMlQd4ht3sGpf6aqv9HLMTzEP0De/B44PXRB+cPZUpUaudIb4YF4sH7bm4dWd4jjQvBG2huz9sFx/1TlM0WkJtV1+16VRpm325Zn8fSZnb1DndcK1Mnb0xHKNo+In+mOkB/c1hvq5ugvbGc04gFUCq9KJNl0ljP+LiyvkwY4wg5nusE/MHIrYRj93q1tXfF7f38XuhJa1EnDP3cn27GPLi6gbkEphzmItOSK8p7T0Tru/M4WzfrWGM+70hpzLv9qSQIL66QodL+WQmKHAY4/WtIdeutxFTXJNOL/A3cmqZI6dfApo38i3/Zs5njpyfoW8wF2bnw++/9f8e4vcr3vXb6d7f+ux/v/r7/7r9v6KFOebex0FD3uqGe/yP87de/f1/nz1z9ffd1dBP/7+jL0nXXa6H6x6fDeN3dDLE1IP7w5j1K/TNOWqH8+E6i2PUDmRon+Y+n523/2ZMnj2BdfYM98alto+Hv5dgKc7Jjh0zDMa9e6aHi0e7WPZYH1l/Eme383PvvNKuU3s899b99rUWp4gvxONyD2vJqn1M/W8+H8+Zn7Q7a4bcsNpr59oHzw4xND8vlMd1+96sR7ePBYUuzauhHVzv2Q6uCxFlvgt6WycckfvDIcetJ1D0ujH6PGugRD3DXHqAWoCSQZTF4e/Mx/uZpptyLGrsfg95GNda4/zlU0POuvclw/HrWo++hr1Xctyc3xqe6c5XDn2+fWc4ZvGA7wn4/bQ9R5a7mG/njN/clrmK7dP22PCY89tDf7C+Yw24c4dyGvlarJnPD4drnR0O569QZjH/bN9rz10+K6+/Vd5hueakNZ80TL4/oIbJ7yLtd8/0+4MyV/nOyLqfNT3fQ7E2K5o832fzupxrRbZxjXasmafEu0h6B+b7qXDiTu+dBXyHePkPD2vo2RP47oCYX0CZafvucI/FKccLTVrm+OU3kMUxaPL8NnIh6N58boxFdybyzGnOqek9vcdxE2jr6XeOMd83gL7WyIwXJUnG7ypbbUm4JBnBdx9+jyhyCf0BakXUvOl9eh/9wTnJOcYl6X7p26uDSnJRdHPS718bs16H6Qa8c9AwDMMwDMMwDMMwDMMwrin8cdAwDMMwDMMwDMMwDMMwrin8cdAwDMMwDMMwDMMwDMMwrim6vvqef4FxfHwch4eH8S1/4IVYzHeyPTm1tZTtddGMytp40FI4E3zurq1rlCytyfHmdfaz/Xy/C72lu+DNK+vqpF0Ffjqfle0g9rKuSLaxbmsZSit23kMdn7QFSgglXSpqCuBayzb5PemeXAgtltUIcX5b26xfgddV+gcErwM9gqhW6qewFKe2Gvoz2afvQM+A91A6DLj3ht4CdL7S81Fn8N4Qgx11KKk5cQaNiqQP19aoiAg5HulZ1bWo9UAND/YHtSEuiqaJiM8e2gtKi4LtS3HKy1NzoupMUJuI/f/gJJpgn1PDQ8yXrmgF5YbhuYUuktKHYz9To6K7MWjepTEdWyKo/cbxYy6kXgyeu7sxHNPfP3nk7xGRcgg1Q9J12W8iz3P+JF1DzrcS1+kcjiXja8q48lzVz1tZW5Oxl/pZ5S+Vt7GubPTt5ak38jo2KS9Sy5Z9njQDxfoh1viKpAXDa83E+pZy3/3mPbptjmPWLNINQb5kjpuylnDsOXfu3svHYW1hLkx9cDDoVcYJNMn4fMyJWIe6Q5xb5kiP8U+aQqqO4PoGTdDuRNQRE9HXXH95KYxZf37e/D2NEfuszisF5gSuV0shVDgXOUSs2Ru5nRpxbC/iIMUa8yvGPkH0ee3Xbg/5ljEyQcMprYHUd2UdsTuyjqn+FBq0k3KRus687IXguPLfVD5SdQ7zMe/H/FN0s7pbg0ZVqtdSThVar1P6huNVdHtTrkatwnUpxep2W5tL1axq3YsYWWvXooZROZnH8xiuk2OaZGkN5rWQL6HzmNZEFYPrdr0VEXm94/uVGtf0O55v9Wj9O869iJJDRA2TdKEZm7wH9SlZN4p3iYftRazx3uxn8Tv7g+1TcZfeMSKy7vV5uw7s8N7cH90dfkfdL99LFiOWDSqfpNyJfM51aWvRPF6+q5Y4l2uX0HAkUt5OuQx/sx45Ee86Ud4n1LcUpQ24EH3Av7dH1nL1fUhB5JBUh4uxe/hv7e8cqXZT2vBK15bxwf6ruvJ8v2Id2fhGs1yfx0de+adxdHQUBwfZr6HCOwcNwzAMwzAMwzAMwzAM45rCHwcNwzAMwzAMwzAMwzAM45piZF/sFxbd+UV0s1mySSf4e7dq0xQjIrqL9nZPuT1bfS7llt5zQS0t9Jxk/026LOg2iYJ1OGzn7tRW07qF+PL482ohD0oDqSJ8VkFxSltsuS0WtNlQW17LddO9eT/R1u4MzyG2E2er8UJZYX+yXduP3h4stwALak/dQq+os4pqlX4H5Te1lduj0X8bJBpSWTl+52LLvqCjpP5U9OtKt+T5WyN088bviZZE6oaiylaaiaDhSJov2p7idh9btQXFuN47UfaOQUkg3ZUULkVR6kSOO8YW8UJhSBQuzktFjwYNrWP/K+oGaY1VqoFUPlDSGJOksEffpl0lKjFzA+UfKnVAzOkU20KygBSBrhOxzdw1y7MszVGxLlFaIq1LpLjsoB3Md0ICIyISPTHRNRTthHQe5mD2rZhvfaEpZmo9rquoRTyXcSsozRtjTLC9ik7H51Y0xTTH2n22QbcUNJ5eSEukebE/jFH/AHIO6hkqRYnPAbpsJ2guCokSlWhkoMyVWEtxnuQLBK2SufrVo+Hvvb3NgyMy9a+uoXxWQb1J/akkJ5i/SDdmn9XnEVRDysPEXdYeaB/Xhov285FSSdmYiIhuiTlKyrCYu4mapSiSBNe9Sr9TdKckNyKkAkhh4zOJOqnSsdL4Ccppf3eCZISiZ5LWfa/U5+hnUkgVVN+kepI5kX1e5gLpvElygjmZXcX4SjRfsQ4tRX58eBLuh7WE71SqBlISBypPlJop5SOxrqR5LORQOkXp5FyoEkxsO2QmmKuTzEql7121CX2jZAPKmta//Orwb6Ttcp0WcgLpfXMKrb7WkxiDVH8piQpF8Wb/3+T61o7lh/fDvcX7ZseuEvmZ7yVpjjE315jl8zGnsj+ZQ8akshrtHqPXJskoJYPF9nJNxLtE8DrMu6Q9lzhXtViquZhrxftVWrumyGlEyefsW3VdjveeePdM6wolEUqdyppc1Q6svVmTs29XgtK8wLk1p87btWKM5IThXL6vC+mcRbsPIiK/Bx0OVOFUj752rW4Cw/oS3jloGIZhGIZhGIZhGIZhGNcU/jhoGIZhGIZhGIZhGIZhGNcUb1pa8SW6CTQJ6TAcEbHEFuLlBDecWZsekigPHalBgp5c0InjMk2CbaXbMLZmC8fADYeqbrhu2kpONyLlsKdoWtiuTpenun0/0di4vZd0Ad5bUIGVy+AodZWUTm6rXbXHvhPUrPQ7x4s0jLq9l/3A9tLxkdRguGNJVzDhhrlBgSMdWFEeFQ1NOFGFousXx8fUV8q9U80lxtdSUCx4nUor5vmJsgrqmXK3TG557S3+RF/Gm9v3E5VY0V94DN3h6NymHCnHcotyl1Mu2Zi7pBinuBM0/ohC01NU9eRSi3hRNNHFhLwbkfOtotswHkWuSGMkHNO6Vc4t0j1MuQwLWYRuRJoAN9D/TdovqQocP8b/wRAfKTeLNXCDMpHyEag+8/Y6McXJOVFcxe8RkeKoP0VOSNILgvJC+oqS0AAqVS3Rl0iPUq64SuKAlELSyITT60YbpXMfYkfQ6dJ6dSZy35j7PO/NsWB8KedV5frH9beOncoDPA41WpqTXAMnOMtuHEPn1idvD3+fMS+282Us2lRD1ZdddYvkcadCQkXRtEmP4hhvt/PuhoO7kgxJcjttl/h0DJ5JrrljDp/M7aqGVO8DRFqT0O7b2Z0x0SFnE2ixqiZk+9i3yn02KmWsLYkhXbbZbuZRzknSEUdiTVJhlZwQ3wHq2nz1u6gno9QVnG+kSbKvmMNVDSQkRTbkUMT4yfhULqm8bnov4c3KeD9x2GyjhJqHSpaC+f9ioEw/PEfQFhV1Wdw7rVcnbSmbDSo21wzSQCk1wzXqQt1b1Bcp/xRprSQ5Adour8WcPG9TbVPU8X5bfI8szy3lFihr1Kb+sz/qO0cTfcmJKrYV9ZV9oNZNUfeN5fNezV0V21Ua7RJ8j2H+L7I/6X58F2eu5gl8jp61W/s9Jr3f1xqZtHAlD8BxIb0ZUmNZ8gx9PrZunrQlMZrvKOp9owHvHDQMwzAMwzAMwzAMwzCMawp/HDQMwzAMwzAMwzAMwzCMa4o3Pa1YbYOk21uijJYtlskRltvrzwXFVbl0jbp/XZ6rt/eqrZ9pL/qULZ+CiqdJh7kd0u0wUSyFW5Vye663m0KzkPQVQSFVfVP7XDlDqXNUHxDKCVUdX89h2xkHitYttr3L7dERmgKs6OIT3OV6RTWsVLDHpFUmB2UVE5yHu23q5MNbtx21EpWeW+tVrAkaf3ZynJYuJf2F/cl+omyAolKMUR5XbXpPapNwVU9jzPhSVJaIPN4cD5VD2J9JngHPSnkFRS+o92Z7Ff0ixSBOJTU0yR2IORKFtpjkFnCcoC7JecjnSdTJQomiHATp6cqJWDhBdqKtmcJQ4onX3cG/qbzB/sSfKQYTHRSUsvPiKDof/k3SJAWdN0G4sxObzrnoZ3HdTtLkhXMrz52L+RKh6YyEkh6ZQkHn+l3XTEXRhyyLdLUX81PGdpGoyHmD80Q83w4cZ+nAnI6B/AMp8vnO0d1AWxQtSVAvU22kxoLz7bS49k6huqv1NB0v5icxRlFS9YYa10rla9y7Uy6UtY1T6+pLqDmiatOyrnQqJ1O+ZSnqVHXdKnty1aaRulSOJWoYKeeA3+tcUvdWdTXbQQdMznVCnaskN0ob0zqhXDo5Fjwm5RbeYOTeKj8nqQesS6lGE+8AhKCPbiA5oApKp3CQlZIPF0JeIULPB1WjKZkV4XCbfq/5INF2Ob9J/RftUO8fKmfUvKbWR+Ver2o69Z6Q3o0rzVS8j6m5p8ZV1OeSHj52joojQePP76ftmN2QHOJ4CxmsJHmgZD7EdwBm4FqTqXcqyiJwHevP23Wg/H6hcntt47z9jpNqXvU9Q/Rfmld1HZrwzn35nldr3DF456BhGIZhGIZhGIZhGIZhXFP446BhGIZhGIZhGIZhGIZhXFO8+WnF3J5Ldxk6yCV3vuzolpxiua25uiJeglucuU080b+ES9QYHU5RIBSdkVBb5S80DY3od9HGV4+Gy2L7uXRxVfdWNIIK4e4kn5tUaW4zBjUluZxVKoVyFB1ztL68rhi/RCUae25FF1S0E27HJ41JbUvm8dWRmPcGvapX9L3iMH11DLdHK9pNASmhab4RHD+O8YM27S1tzeacLG5oySmZ/cxriRiWTtB0fBQ02I3j6BrILfTsczyrcnpN29PVfItCeUzUXlDBktNom8KoaAeJwlNzJftQ0F3l1vxEQUf7Pv3KcK6abxHZnfHe4MrXKxdFkcvS2HEsFE26QtE1VF5LtBE6tYvcUCnNwnVZuZjJ2BYufKnPyjokncOnzBmB1A7lyhkhnewVNUtSLBJVsN03G3E+gepGZNrbhHV9jFKZYgR9oKiDhFqPV6LuqDG0ELlX/C7jQzgi5hqmrLmq7TyHuYVxpOirY/WJuoeSu9gS8gyCXqucrTccwRX1LEltCAkUVdvM2jS0vrgVp3w7hYpMB9Ip1L0xapai3yt5je123S7zXaq187NJWr+qQ9S8IEhRHaNwrQQdWIxrB+5sr2pLoJsLemA9TtEn1buMmiOJ4opYK/1Eh1YpKSPay3Ul0ax32/celSwQ8UU35iy9M2G8FSV57PwJtE+ZW9R1xtznJ+TXXr1DqXdYRUWNUhdUJ+NLCKpuctLe5/sfJboQB9ulz3mtEzh8k7rJOFDuuoL2n+ru4hicqLNTchn7YNWeI6y1U66tsYY1qt+GE7R4n+gxLl16pkdLrG3UesyxvC6P4T0YE3wnVe9dfHccqdeyrEX+JnT1+1gNdImUm4WjcbmfhKKnKwksNV8K0vev7Ta1+nJN7NYT2vkavHPQMAzDMAzDMAzDMAzDMK4p/HHQMAzDMAzDMAzDMAzDMK4p3rS04vXebqznhUJI2o7Y2tqXrcVdgPqh3OwSLantAJW2jXI7a3VfI9RWeW4j3UF77w40uUSRWbUpD9mhtmx95hZp/tvNG802ddyKfPfe8DuO7xTVoNIA1BZ6bvNm+7jF+YGiZIJKnCheZZu82gqtxpWu19zKzGcVW63pghQR0d3AFm5SjvisInYSVUS5WyonzoK0HZ80e84Z9qFwsUzUjX0cU2lJp5xj2L4vXKa6c0GBWAr61pjzm6JsK5o2nSsVNUJhK6fLTtAhEq3p6Hj4nTR+jhHpTYs2janmtbhzdzhfUJoJSSNnfJBiSVpLHW86Cy8FHZVxdAs5h+1mf3K7+0rLP5BKnOgUtX8ujz8eclnK84c3h7/vtyknG8656n7ngsqkHMaYH/fR/8wH9d6KPkwntv0h/6QYFLTzBNLUS6xsUCAb1025mmOE9YO5oVNU4LEcp1zRl+1+S3SSlch9vHx97intkhIVGL8Z8qBwZmY/RUT09x/gnLZLdnIaJ0VJ0PLSPO5J2cq0m57SBPwH5OG69g0niPhSLuCFsqXc0xM98WjIIfH2tw7Hv3wH90PuFHXfmMujpMrxd9JP2bekA3FOU34DtV5EaFqTovNSokLUhCo+Kv0u0ZLY9rWQteC85xxjHcfY5jgiriNKfkjyQCqXUb4AtZuQ72Ce707KGqjo2Kzd1Bq/LWREQCfsBAV9435sO2rvFi0sIrR0BceL7w/K7Tki+vvI1YcH+L09FlxP00znujlWS83atU7qZyFVkp1vOb+xrjAea85m3CcXatQ9c/FucS4oiEkGScg2RKGTKrdWzhPh1Mvf5XNXiqOSW2AblQwP61H2Gceb62ZdF7basgqKbixrBN77iSFOmUc33sdYDymZG94D9+4xl1gj9/fZPsZgnt+9cKxPuVCNH8d4D+1Wbt1VYorHsfYT61uSghKSQYluz/p/g0aOZ5J5Cs93j3VO+1nVu1l/cz//MGUdI1jzcj1N67eo4et6zTnKdjBGMJaUxUtSUP3ImnGJSjdmX/F+/LZxOX9MKzYMwzAMwzAMwzAMwzAM41Hwx0HDMAzDMAzDMAzDMAzDuKbo+tE94L/3OD4+jsPDw3j+y98bi9lO3srJrcWCHtVX6h8pYzvCQY1b3YXbWKeox4oWWa87E7Qy5VioKAlsh3Kvi8hbxhXNhXQIdV2CzzrmADjFSU/Qc9K2d0WRHHP9U/cec4a8hBpXQTnZuI6ikXMr+YXYGq7cHBXVqW5rVi6FhHL+VJQm3m/VphRsHMe4Ew6raes6t8Arl1miuGNJB+AJLoij/dk8ptD1xlwYL08nRYb3UC6BHG/O25NMmUhpmxQI9IFK7ZIuqX6v15lKA30UFBWYNJVCCdhwpLs6TuRC/k4qknBYzW5hoE+UayXaz5aQepjiUqucSWv8q5w85qj8qONFft2ginCOsv8V5Ui5+yWKhnAJrpQo5RKs6B5q7AVNNNG9RqgiaewFlTvFjnAVTnEnnFcjCuWIlGP2s6LtqPWGVLARB9j0HLN2Tk1zlBRlSmsoapBa6yLkfJXUIvUcY86Cl6ixJtxTk7wG1xgVR8pRWq1DoWmEWiaFbvWPHi+1/ta2SBd3gtfFMaunB7rfendo34O3DevYxV6+5gXUHS5uDe04e4KyM2g6yzuWJA/wDGTsvjJcZ73IfT4/wz3QJTt3hhuutodzFqfDQYsT5T6LvzWbN+bnGG+sces5KGZknHKNx/jNTlDPJ+r+8OfFrRyPFzcRtwzni+G6y93hH7bucwBwC7bjgn8Px89Pcn2w2gPVjc+Ec5KswQrXXZK2y/UeN2Cfl/Dtlu31oN8e2jQ7gdPyvN2OfoF6AfNtjWebP8hr63p76PPZOfLJA+RRSjvhHmw3qfGUpFrdgmRBdYheibnPeU/q6wXax/cxIbvUU6qn5tRE325TYZMs0ZaokfnOJ+rujXd/9b4jqNxTkO5BCmepmTqVt5PEi6hVSFU/bT9Dr2Q6yrXS+Ck3csoSce6tR9aMVrsr2Cdsh2r7hXjnqK7El6gyZ3z3IU2efajkxdT3Gda7rAFrrIEeneok1nF8n+B1Gafq/S9JF01TA0xyKq+1abk+iw9/6h/H0dFRHBwcqFMj4nXsHPyd3/md+Mt/+S/HU089FXt7e/EH/+AfjP/yX/7L0KC+j+///u+Pt73tbbG3txfPP/98/I//8T8e9zaGYRiGYRiGYRiGYRiGYbzBeKyPg6+++mp88zd/c2xtbcW/+Tf/Jv7bf/tv8Q//4T+MJ5544uqYf/AP/kH82I/9WPzkT/5k/Mqv/ErcuHEj3v3ud8epErA2DMMwDMMwDMMwDMMwDOMLgseiFX/f931f/Of//J/jP/7H/9j8977v4+1vf3v8zb/5N+Nv/a2/FRERR0dH8cwzz8Q//af/NP7SX/pLj7zHJa34W/6P743FfCdvJz4XVKIR97u0FbfSAi8PEVt3Ja2SW5l3saW6uqEpV2O1rZnbbQX1ONGE6H5aXeB2Hu1eOIWqlihlcB3tX3l1+H0vux1Ooh+rYxTNTjlV1vAV1J1JlDZBIU3UVTokVafqtEUa9+P2YI4r+59bhVftLeZ0bK5IlDhuH2dMcfsytzXzeNJXFT2t0qaEo+IkOjZjTTmVCaeriknULEW1SvIFgq43lcKpzp/gBJao1cLd+2FzBS1czJlEe+P2duVuqa4ZoR15Cca8cKFOTmWMRyUHEIXil3Jcm6pA59y4DZc7Oq/SnZ3PVl3BlAM26QZqngiXRuliXONcuVUqGQVFYeR8E5TavtA1VExKGua6vXYl9032LdtXXbXVekxapXLipqueyqnCyXbj3ipvqPWGccr+m0Bt37ifqheU/ISgo0gKbp3DnFeCkpuo1Vz/VQyq3DmWU9EuKaPAsVT5nxAupxGhpSUAKQ2h5Cfo2n4PeeZGdqeeQjGT7oWpgWiTGseaU1XeJ+oacAk6jVLCh/S0VI8UyQLGnpDHkGuwki9gzUrKXBnvNAe4VmLMOlUnKddw4WS7MY+4ZjBX3KDrLI55INzLhXSCfIaKRJ9nLmP9NEIdvDy8vgMIpBpPufYqSqGSBxDzsK5jdOpMchCoEZKEQ3IrFnTQlaLNlncutR5PoSAquZGUJ0iXLM+91aZG5vc8yAkoeQZiJWqekndVvSblNabIhTBmVyOxSbmLHVFvEEo6acJ3gFF5DPWeMWGNTzIPguJa160sjSNc3IFUi2G8+U0h9Z96v4zYrN+uLjAyNy6h5si2qPXKmqTq7V5JH+F7Rvp2M0U+qD73WtRi6lpi7HuR41QN+fCkdny26vvl+jw+/NJPf/5pxf/qX/2r+Pqv//r483/+z8db3/rW+Nqv/dr46Z/+6at//1//63/Fiy++GM8///zVb4eHh/GN3/iN8bGPfax5zbOzszg+Pk7/MwzDMAzDMAzDMAzDMAzjjcdjfRz8n//zf8ZP/MRPxFd+5VfGv/23/zb+2l/7a/HX//pfj3/2z/5ZRES8+OKLERHxzDPPpPOeeeaZq3+r+OAHPxiHh4dX/3vuuedez3MYhmEYhmEYhmEYhmEYhvGYmGZ78hrW63V8/dd/ffzwD/9wRER87dd+bfzGb/xG/ORP/mR853d+5+tqwAc+8IF44YUXrv77+Pj44QfC9TqiWyf6V9oqSrejka3FdJVJtGRuzVRUPmzt7oTzXtqOWmnLdVv7JZSL8frRdNy03ZzPdnAzH6go2Gpb9FLQntk+bnE+xJbU8pxyy/gEunGiK/FZlXtqpciQTsGtvxyznRGaxdV1BS1jzPVP9a2iA80F7YTXUS6IY9vYiVl7Oze3Z0uHQ95bUUAiMhVgAgV4g+5xeQ9SUy4EjWOEVqyosCkmAnQgxsTjujc/POmRx/UTHWEf+fvFyBybsJ2+UzQJHJ+eZszRjW1RFGPlyJ7mYduFLNFrCoU9nSMod2r7fn93oA9pl1NBw4/I/SDiUNHypCs36c1jtMFZO4enHCmkNlJ/sK2KHlWhaB0qthWFnX0mcsAGfV6t01NczukC+hScVHewbvaHw9/n2nm7Ox3ut7455MLZaXvd7FX+pyvkUtCEynER7efOtEUcTmkIOkkKussGLYl0IpFb0rgqZRolN7ES9UX5t5SfVU5mbO+hTYrexNgEtfC1GzaPS26Op8J9PvVtm3a1QSVW9yZUHSfOTXNd1RSVZjpC1bqCWtfP2hS2RLs9p6RIcfVkW9S9GeeY00mag5IF8zb9N1FGIzQ1EnIEsk4iBKWsfyDyY20jabu4X4r/CdTQNBfmmla3IZ/QuEeKo07MvdfhACvnjKQaiphQfcB3ouoIzvWKfcIYFFIIqT/YVsY8ZIZq3Zf6lrHGY3aKjMklVO5LtFvd5ymGd9oUXklzpKQS8yVrEPWOF6Wm5DlKkoEQ7yKpduM7Q11DlTwDY0rFkahxUxwwbmo9o+RXCEV3Vd8HFIW9zm/mClVT9u1aoD8R0jlEyu3FGVvFgpK3Su8Aop/OxfeEWn8qmRW2L0loIdeqd9IkEaKlOdK7dap/hzmd3LMFhV2uMSPjHULqpFmjddP3Az7WzsG3ve1t8dVf/dXpt3e+853xyU9+MiIinn322YiIeOmll9IxL7300tW/Vezs7MTBwUH6n2EYhmEYhmEYhmEYhmEYbzwe6+PgN3/zN8cnPvGJ9Nt//+//Pb78y788IiLe8Y53xLPPPhsf+chHrv79+Pg4fuVXfiXe9a53fR6aaxiGYRiGYRiGYRiGYRjG5wuPRSt+//vfH3/8j//x+OEf/uH4C3/hL8Sv/uqvxk/91E/FT/3UT0XEw63C3/u93xs/9EM/FF/5lV8Z73jHO+Lv/t2/G29/+9vj277t2x6vZbPZw//12EJJeqDa0l62ZSY6MLf/rwRdg9uG4aYpt8CPufCsxXZpbn89F9vbhTtW2q5O+t12oeip7anJ8QjtICXnQtARiaVwdoqy7V5RgIW7lnSVmuKMGZHdllaCOkWHQ+HIJCkID0D1qG6mqR1tR165vV3RlbntemwrPrd3c4wv2nRsSe9QTrtEuXeiv4gxzlRzbNPn/YRTmXS4G0OiGWG8z9vtkM7YyvE6yvZ9RaWhA6NwDewVZX7MfZPzXVBhOkWLmeJYx2djbohIrtldog4ImQKC8cwcR8pJdcMmEmVMOC2L8zu2STkJK5e5CJ2P1JzBXE/9pOhsws3vYbsQR8oZUjloqryhxqKC1EHhAp6eg/Q9rjHKkV3R3ytWYp1Xsg84fvbZo+Fv9dx1Dot5OSc95KJNd5oJirdcC6o0CsdS5W1FGxVu3ZKaWOj90plQUdd4DCmqqp5JcaNd2DslkZAcGBF3Pe5NKpiSKahzTM3vM5EXCUW7XQo32VuZ4ppqTbX+qBzH3Clqr+QaWtahRHncBQ2dbVKU3wn0wJQPapyrfKRqZyWnwTUKtPr03FX+RjipZpow/t4WkitiXVds3IgRqmc6X0hU8N6qziedrVLshftzcnNmzaRkm4QjdXJYrVJLBOvDc7HGTDg30yLbjqwRRXbgQvThlqDo8UJcF8beRdLNcS0l8aJqD/aTovFzjKoUy0I4qYv2pTmmZEFSTT2SH+dtWqaS+lHtyJIpYk26GJFGwdxXeVRJAHWqPlGU9wjtdgyk/EMZAOYpSCf0jF8lnxWR4zOtE8g54t0ljTfBe6y0vI6cxxx79gcdlJlP1PsUn63mR8zd1e1BZu30bQMd/vxgiMeTp9t5Zgn2/Brhu313+Lsvzdt9ZeiH5e7wj4tT1I3nqOOowsBXqBO+p4n1tPw8u2DeaP8+O3/Y/6vVacSnmpfdwGN9HPyGb/iG+Pmf//n4wAc+ED/4gz8Y73jHO+JHf/RH4zu+4zuujvnbf/tvx/379+Ov/tW/Gnfu3Ik/8Sf+RPziL/5i7KqgMwzDMAzDMAzDMAzDMAzjC4LH+jgYEfGt3/qt8a3f+q3y37uuix/8wR+MH/zBH/ycGmYYhmEYhmEYhmEYhmEYxhuLx9IcNAzDMAzDMAzDMAzDMAzjiwePvXPw9wr97lb0863ooecxuwPSNzVQqHdRNBU68uMT0butCdSDW5/1CoVWkLJhj4h+D7ofSh9oSwwBdUyoTbA/6E1RHyZx9yPy863Ecy/xfFW34BLU51u0tUo2NE2o0EHNCWiVJW3AmwPJv7sQ+hOnwmL9Rtbf6visHD/qeVHb4AYEBnidrbZmBLViqq5jGu9T6FKpWKM+w77SEVNxU7Q9koYjdRmUHf0EDaFtoVFVwX7ebvdbej5qfoh7cN5XrSCip7YO5wDnJa+lNJKSBl17vLqiu5T0mag9dop2KG0coSeYNBGpS8W5E6E1rjhfT9s6XWnsGedL/E1dr2Pk3SiadyIX9jvDMd3dQfcsxea8rVMUh4NeSHc2ooWHtnciNyX9KeaZE2i5nLW1WPqS26k3k3TMmEOSjqLQTeF1z6jRhniq81tpEwkNQAnmH8wXxseGBhbjRa0TfVunS+oRTdHhi4gebUlxxPhP+UfM43lbQy7dq2qKCp3bdL7S2aQmKOce+4lzQdUBUfSuOGfE+IXSpuPfC5E/ouSgdF2hnXQq5gL1v4RGZK0dkm6X0jpjPCJXJP1HrgW3D4a/uS6XWKb+cEzR7FR6tMjbrAPUehERuX+UNvO5bvsVGP/s/ycPh7+Pcj5nXKS6hbpizFPQ/Ep5V+n2Ltu1ekTRKuUcuEA7oLWV9Dd5IT5ryg24znaRNqJmLdbsFMOc00tcV+gE5tqrrakXUXKsyjMiz6e8pGqHbaHlGEVnm9fiuO61ZaCkph/zdHr3KHXmFK1ralQqPVOlaUz9zTH9WqEtmGO1ra2WdP/Q1k7UYRGR1wzWGOl9ArUm+5/n9kLDlPE7ptm8bGvkEqzvkjYm1x5V29f3irlY25fDmpHafohcnZ6burtt3faqjcnjUr3NtVnULd1N5gA8U+o/vpfr3JLmH/W6Wd8nbXjEl3g/5XsW3zsjIq9d1NbkWKTczvdQEXdzoX1f5neac0JvMj1TyndcM4QXA4+p6zc0cufIUzc+PbTjBvLJE5w/1FtV+ZjPU/JgeibcY413pxlyRZ/8BoSfhdCrX98Z9LMjIma3hhooaXlub9bb/bp+q9HwzkHDMAzDMAzDMAzDMAzDuKbwx0HDMAzDMAzDMAzDMAzDuKZ409KKZ/dPYzbrE823x5bXjlteuY32QaGhJdpDm17b74BWwe29io67Fr+PQVG+1O+8LrbAJ9rzyVn7+DFwG7uieSWqIbYDCzpiXyhRpAL2p6DqkG5zwu3qGCOOK7f3cms2t9ueFooY+1NQ7rqloOUlSiCelZQ7tSU9RiiQpByROsDt+BwXQSmXVNIxMIY5TvO+/Tvbwa3TKlYioiO1G/dLVJqloLgKmpakENZt7Gqb+QSKZaKBs5/Y56Q3FXpOujcpPaRlcJwYRxtU/NewFjTySvPh+YpSSMoRj+f8URREzvsxmgrzJa9FugepY6Qz3AfFgnMd9IA09hERPfI2KS+JXiVoP7wux4KXJ52hUqJI7drFeAjae6JrMHY4F27dwgl9+++IPOfUcYyDkza1PdEfe0Hr6kufMz8kqY12DuofgLbGfkJ/JkoO6TWVrrEU54ic0D9A37LPBEWScVfjPNGddgp15xIcy21BFeQ1+XychzXWhMxBosvy9/M2VbpTtHOOY83nrJkQL4myQhohn5v5gPHIe/Deu7lfU17cw3VXbTpdJ3JFWmPO2ut6kn+ISrFEe3fE8/HctJaDSswYWrYppxGR55iilhKC2p4ooxyXO8fDMbXt+DvlB8Yn41HUJ4nWSkrfUszJKH2u6PpyjRL9yeMpgVFo8YkmSZaXqsXYzyeCxsmx60StF6GlEM7a9ZCkmifqcVtKaEMugTmZfch8ctKmWafnYC7j8yjKb2mLyr1pXReSPIqyzTzd13X53lBTpj4gvTDRyBG3pN4L2nlanyqtWMUt6z3UNkr6Is0XUeP2y0r1bEsLsTZKeY1xlCiPeAZSWZGDN6jKzMnboga6eTOaEONNpLEvElOh6gXOGSVxlGif6Ock34T4qrHG+wmpgSQVxFyRYlu8O/I7wP0iObRuv4Ol/k+ybJj3Yo6kumNkfseOkFlh7jwa1iK2Kb0rce2hJNg5ckN9J0rrgajX+I7IegZ0dn4PqjIYV8csyu8n/G6BmD8QVGK+S6Bv07coIeMyO7iVf0h1j4i71wHvHDQMwzAMwzAMwzAMwzCMawp/HDQMwzAMwzAMwzAMwzCMa4o3La24n80eUmiFi1/fY/slqQ175XhuuTxt03AlpVA5YCqqR9nG2XG7Ol2KSHlRLnViSynbmrbfV/c0Ra+dtylDqZ+ViyJ/J2WuOtA9ENQWUoB4PLYZp63kpCDsD1v5x1x+2c+pD7klm5RyUpSSa2abapscTEmHi5Cx1p9h+zKPV9TSVXvbO7FBHaDLlKL2csv4IbYmKxoNge3tfWmTcnPM1C60g88nXMcTDUNt64+YRqsRFNJESVdb5RUdLiJiQUoz5hW3/AvqsXQZTBQlkZeiUFiS5IHIG4x5uJT3pI1wvmHrel8oLty63t+9N/yDonbttGnkidZyJujblTrD7fjKSWxszC4vmyjNgvpS6FgqVyeqFGnMu0qKAmOsaJvVjVRRqkSuTblM0frUHBujjSgHTVI/kGdU/iIFKMlS3C15DfIHifbDtTU5GQp6Jq8p4q7GuYyppaDOsg65O7jUdbcHp1iuV2nu1P+fNvUzHcHZn23H5vR8hKJh1jmmXDBJ/1IyK2lOIse9/OpwaqVY8tbMG2od5NwT7rWyNlJOtlEocewTXktJYghqoqRw1j5nbSUkYiSllu7PU86tx7DPGRe4LmM107yElEqSa6HzcBn7KQ7rBGtykbMSjZY1WX1u/hubxHy+Xerq1rXU38o5OiKv/5RQ6cW6ORfPTRdQ4frejUlUUB6AtQPXJThuMrck2Qwl4VDWkk6tOXw+1vDKrZVjxOdmO2Z1LqBd4vw03up9QDmFk875oEgWiLpa0irFM6V283glqVDa0gmZrTSPhfNxfx/vD2JtpeP1w/8UdYhy+0YMpv4Q70pJvqDSa3lckqXCdfl7evds5+pe1Mi1zkwSaGwXax0lecb3ByUtUF2hCRXPnGNcM9h2xrmSkwFqrKU5IPIz3+XTsyZJN/F86Z2+xJp6b+C1VO3ANTC9q7bfMTao+pxLzIvzdg5JtSZq4SQVR4i5vtFG8dyXebhft+UKWvDOQcMwDMMwDMMwDMMwDMO4pvDHQcMwDMMwDMMwDMMwDMO4pnjT0oqj6yK6LlP/ErVE0JWqQ4tw3s1UW+Hop7amCnrghrNNckISznuK8rtuu4AmOvSOcB+qUFuTJ7jwJbqfokyULcfJIS7RDYR78EJstRaO1GlrcXW3TNvxcRypTKRiKFcp1dbkLFdppsJtST0Tt2Tz3hPoX12duYJOmp5VUYmVY2CiaGD7d6WRK5q3oK8kypdwMEtIlMqypTptAW/HGt2glFNZonRyjBdt6l5ERH8i3Hb5GMpxbYqbMukdhU6d5j5oOOk5Fm1aZKICMP6XQjagUgdU7CgIqltyRExxILbJR+QVi3SP5Azclm1IFFxFvVQUi4jcP3QvZBsZjylXtF3YexEHfVnflGxAomio+SNoXp2KzXodIRswxdlRUseQ79KarWQNajuYn5WDMtvBuX7Sdt7bcCsWNUY6hpQhSldwDVSUKFJOFVUtoszFtvtzot/xWUVMSIfaKDS7G5gnisafaoHm7ZIboJRlKfcOQQ9Nx6tY26AUvnbIxcj85poNN87kXqskLphfhcOhpJ9GaCfvbVGb8rkVHUtRncfc54nkPtyuo5ULu3R2r3Uqz1f13rmIF8YE76fya53fWL+Vq2qSb0njMqEPz0fil/FC+j0ca5OrOtc0leOIi/ZYvHaT4e+VoEyKeZVyZ6qThIOyqkvrcYR6H5tSSymZoAhd63B9VBICs/bcVfTkPsqz8VnFM6X2KooxwZhNkieldhDUxkTNpoTAsk0RT7ISitpe6MIbUh2t45T8R5IZmkCr38/utb2QEesVhXRC/3fKbbjMw0QlTpIkbTfzROM/Fd82OEbMXfXdIL1PC1dvHN8rGvlJm46epIhGKK7q3S7NMcammt/qXaTGVqKOI2dR1oJrPPMu10e2W7xD9UXurktrpaiNUt2OWBXvBspZeeOdaEe8O9EN/rVx6h5d0l7BOwcNwzAMwzAMwzAMwzAM45rCHwcNwzAMwzAMwzAMwzAM45riTUsr7lar6PpV9Ltw01KuP9zqXl2Q+G+kPCoXWNBJkgsy3b/UNuFKeaTDK92L6EijqKzK2U64gsVe3lKd6XFqS/bIVtWrY8Q2aKJue1d0IP6e3FOxFXlJikWbIpAoHWUc0xZibqslNeI+6IWga0gKlqLwFCpYcqRWfcVrKbdiRdVULlsRciwTfVJRGJXzGyFcxzbOURQnjsUU2qHCmGuvcExNtCbl1Kf4cLxfoRJJGgjnInOAoKxMccDcmHvJpQ0u4ImSI+aS2pov5Ac2HAdngvajqPSJioc8umzTKhRdLyK0a5qieXFclHQCr8kYKu53iQoDmlHq2y0ht8B8J6g2iZa6QWluU28SJWRnp30M6Wl0myRthMeXPNGpOYp7Z9qOcIkn7YqUfFJiK5VXuUJjTid6iHA45DGJdsh7bVD3cV2uGaSUk+rD/mAcKPmIMZop+1zkhzT2PBf5p1OyKkkqo6wlnIvs/+SmzTjAOjbld+aGms9J+VJrqJJJUTUMqXukTW24sLepm4lSxfUmxFgyjmairZVKx/FArSjXMfWsiqZLN8WuOIKL51brt3LuTtQsroEj5uchqH+SDqfcNJXUxWlbQmADjHNSxNQ7g3LFlfTaktdEjZfHYoKTs3Bp7pTLb0SiEku348dc19MYIZ90tUZmGxU9l7lTuYsqJ+E038ao+22avaTJJ8knsd6zLyvdm2sU3YNZbzDvpj4ffpZ9tidoihXK9VS1XUiKpPqT86XmFtGfiRar7sHrsG7hWoyc2Jf3KZkrIC8TSUJA5AclD5Zqy1KXpnfGdm2bvm2wThLUY1X/1Nqhvwdn+VuDlFTKCYyRJMeBOildlO8ipLuWdUy9J5Kenmj8QjppTCbt6oSRdwM1XxN9HjlAOL2na3KO1DidIEGjJNNSzcM+uxh5/1NQ7/hXbsUT+vU1eOegYRiGYRiGYRiGYRiGYVxT+OOgYRiGYRiGYRiGYRiGYVxTvGlpxQ+37K7z1nVsCe3UFtK6rZLb9AXNK20P5tZPbrElHUjdu9LWuF1U0HzpetPdw3ZnbnPl1mxeR1Gr6/kXgvrBrc+KIqkooETZjp3uMW+7/RDSTUtRHpeCzhORXCK5ZTlRfkkl5rZmbtVW9Br2U6UlTaHkCifJRHdSVEHVNxGF8sqt3W3aey9oI7EQ7tvs80rhVA5cyeVugjMgt9mfPpp6GVFoGYUG2mpTomkdDO5riS42R7vZT9WVW9HNxFZ0ItFw1LwghaHSFkihYF7ks4qt7pV+cXWuoEJstI9xePfucBzc7BLFknRE5jLhONgLWuPDC9BJFXOdFFm2l5Qh0CoSxTvRGYRrdWlX1yFWxTglGhToaak3lWNjpREvBE2CsgEi56d8R1o3jycVtVK3FT2E+VLlCq6/nCO3bjZ/31gjuAYL2jSRnmlXULw5X5iPa04l1Uc4YCc6KNcexrCKzURLGqlbFAWFawZ/V+7lUxzyyr37u6AoibU19Y2QQkjU9jWpPZrmAlWETGc8E+ckB1ghZ8LDq0O0kjag/MSsTT3LFCWOcZuyNUozFY6DU6hFKQ/uteuZjXyuXI3V+sN1QjmmIr+m2Kw1kqptk5OqoPKpe+DyssYd+zeu66SAVtmgy2NIcyR1b95eVx7eT8hS8Djm0UTPRM5K9Pf265xa7yNG+pbHzEVNyPkmKHMpj0Xk9xRKq7C9yo1W0er5N/pmQ3JI0DJT/ygZDOW6y1y5FnVOhHQqZXyFcIFNtSX7jPGxFO8oUWi/yuWZcyFJBShncvF7zanLNi08yQwJOulY7Y2DhuvU3ML153ioU2NGiQu0Q7it5/e/CTTfCO3Iy+aJ9/20VgraeozM2+4GpWPw3rsU7/JKpgOQ7xI3s3xBfveh3AIp7JgLrF/F+tZTEobxVB2DOZdY4/Egfm9hfS8kV9K4KBpybfuy/a2oV273lELj+zBjO9Gky1go+YPPEd45aBiGYRiGYRiGYRiGYRjXFP44aBiGYRiGYRiGYRiGYRjXFG9eWvFsFjGbpa2ipBWnbZwj7rWZLoDfueV4ji2oiuaiaDi8zvmI+x3B7aJ0LhZuUPL3c0GDqeBWefaP2L6foNwiSWkacerJzm9tWlOiKB0eDH9vt7dBS+fViOxQyT5Rzlzcxst2cNu2oq1PdRB6XMcp0CWDW88JRWGOyNuMk0OocIYiON5ngn5af1BbnkmB6AV9iNfltnC11b1SmkmTXKDfOF+5HVy5ngnH1I79ETrOE61GtZfbyulapmgESe4gjxdpLhsUlsvfOzF3Z5i7zFnJ8RzHnBTXXtKJQDWcRD9VznRivNP1S3sVjbzvhSurou7xXEExiqg0NPybkJlI1AMeIyi4aYwqhZbnJ0mAtgxGopPgWp3K1cgNfaWpKHqhcBRNtGe2NbkxtulffaGApn7gvGLOUfmHY8w5Qmobx2unUDLoMMl1ZVvQqDgvlAQH25ecjkuuFVTkSRIEaX2cQPcrlLkUO5y7pPeoPCWoY+qYDZdx5eqd6DltyrxcMxJFTzvWSsod2yGowWlclOwMsDHHpJvzUvzedj5OshLIj6mfa+2gaL8p/jl+gmIp3Le7MWr0mpRmro+iDxQ1Ubh7JzmZ2mBFw73frrn687aja5ajYb7T1P00NpR94LrOMRMSO9LRm3V3pZkydhiHal1K8w15hmuJeD/qq9wRwfUqUYNZv4raW+WceXs9jChxyLpxJc4RjuWpTmJ88V0C8jURZYzP0Z/CiV7SFFVNqPom9HuUvEeS8hA0xbH3DyDFTqoXRC0AdOIdv1PUydom8U6bpIgo7yMo86VRw58j7rpqXPP7X3sNzrEiXLzHnNdTDm9TqFP9yvZxHm+3693U7gcj81u5yae4a5+a+kmtH2NSavy+wFhjbaNkUsQ7jVzjK4SUWooo9Y7D2kgcv1FTMJ5Bn09r1Gu5qVuLurQB7xw0DMMwDMMwDMMwDMMwjGsKfxw0DMMwDMMwDMMwDMMwjGuKNy+tuO8j+j47FCtHmeQsW7Yor9r0pbR1WjlfEYK6lyiIW5kik5yIz0CL4VZmblFX7lOdoIIpil797wvhfjfhubPjJqiXiQJXnblAZyTdjNthueWVbVL0O0EF3nDt5dZ1bhWesBW9Ey586XlINdguz63oL4q+LWiKiWqutrfXrfjnj6YbjG2Db7ZJnVsxhe6htmHP2zSm5ETIdpTrSAcoRTVRbt2Kbsn4KP8kXRiTExVdFwuFrtUObvE/13NMOaAlOhCfScR/2tJOt/VVm0IVEZJSkrbv9yIeJTWULsTIM3V+c/zgeJso89vtbfrpmYQDY6IPlT5LlC/hXJnmK2l5ir7Ce9O5bcM5t+2mKelmhY59BdKHuXax//cLlZuOtYoCt9Omtab2TaB3Vte/TKtcNH9Xz6GcTZUz48YcSbWDyOfnI/Se1vHJrXiE4sF/2yYdSLhCE2mNEdIaFyP0WsbhWowl11nlLKtybRojXbeofCmpg8ptknOMlKi6JqVzSCF69Nog6XOCJrpB9WQf9qgbtwS1VLYbzzpHu8fkb/gcXNOWIl+qmkS4PMpjojw386V0SW2vUapGUPG40RauDUo2SLlIq1pqxDlS1VNKIkQ6V/KY5EqLXLshtSQc0ynvcC4o0RPqJElTj8hyBmxvopCCJpfe7UTtIGipo7gQeV+9/zEXPRByJlzj6zrGtq9FvSwg60y1dlUKO9uVZJQglaHmGPOPcH0PRTWv7WV9Iu6n6OVSdoFyE5VOnfJ++z17Iz6HhjTb3Qu5j41akX2+JfK+yieJRs5jdtrHVLCfmf8474XEUeyL2pltVRI3EeVdS0h7TMhT8l0cGH0fo+SEesfktQS1dzJWj/mNRTkzq7p4zFWez03ZLMbq5XN30/cDeuegYRiGYRiGYRiGYRiGYVxT+OOgYRiGYRiGYRiGYRiGYVxTvHlpxZfgFmI64+y0qaX9ftnODUhasqIgYut5vyMogTPhjhgR3alwTE10WWzlvzVsCU0uzROcSTe2wq4FpVC5+JGaRZdZbvlO2+ZBLyvubtLJje5CyanxMR2jRqhgqa/EVvJE0RDuX5MohHWbfXJHbjtGdaB55W2/2DKu6LGML0W5ishb+5XTtaIzyDgV1JmI8twTnMR4LdI7VD+ThrGbnzs7oAnHVJ6gtrcr2uaYIzidc7m1ey3oVWLreS+cc6VjY22LuK5yK05UEZ47Ze5ViDZ2nXAqFU5eoRwUS593Ij8niodyYBR0b0mFL1COn4mek9YSQWckPZD3VrTBelyIPhR0TUUr6jiVeP1Ct1RyBCk+FR1e0Xw5P3dH6DL8N1KDmVOVvIZwCk9t5e91/U4OiXgOFSNTpDkEhW1UtkE4yHeKisSYJ428F31+VvIPx5/1xlrN9Qlzj3mGba15RtATCeU6mp20Bb3pQlATI8pai7qMFKxdIdnB/mQtxXaMPJuU/FAUaiXtQDfG1E9cF3Kfp7VLOA7LdV3NvZmYL2WOpH5jTgAlWjlXprmANS1RvJNsT2m7ouZJynx73VQUwkRHrC7sbC9rTVKrk1wLHUVJB0WtzvYlN94ca8mRtBNUt5nIryvxDkWM1IP9Pbwr9IJGCEjqJvMSa0glQxGh139C1cUTaqPU1hpbXK/2hVSAijvV/+wDPg/nVER0c8wBUm0v2vTQvF6RBtt2D07vGyPPnRvVHle+j/Uz8b6yIs0XFO+t8m681a6TktwO5ZyUJBVjk/MwmNdKPCXZE+FMC8gajTFMiZCZyNMR+v1PSKDkdxf0P+vag0HCJ+eJcm+1fnANvQnZIN5bfacgpkqxKAqvosDP299kQjnGj0HJiKm5wLUEkgUzyCup+IiIXBerJr0mDdSvJz5DeOegYRiGYRiGYRiGYRiGYVxb+OOgYRiGYRiGYRiGYRiGYVxTvGlpxf3ebvTznbxlXG2jpjvPhluxoM2lYwTtLdFPhfOqok2Vdmk6HSgQd9sUxo5UabZ1jPon6JadcNJJdAZuJya1itcndWYnb2OXIKWT9+BzKHqVpNfkPpBUTG5d5wmC7iQpGslFum7nXrX/7kE/VVQyRbGUbp1l27Wi9zAmuatcOPiGcpUU9IeN+ykatHJp5r3P27GdaYea3pziaF+coxzTCEUlHqNEKVqs2launHNJf1B0r9oWRS8UsZYoK4qqNkYjTzQX4aSnHABVPlbU40o1J/2FMhOkh6zEHF0KukW6vKCj12sp5z4eQyc95aqtqGcbLq7tfk7XbbdI5vxMrx1xvxM5iPcjDYeUtESNY6xQVkI5OUdIN2bp6rYlqMRCqqFbgOZTaSOk2KRzOI9HqGRXx4s8P9UVjzIdah1UORg5rlOOg5XSJ2j2/R4ojGeI7V3c4wQUF1WfKJpchKbvkVLFmlDVh2P0o6tjSr1GqZQHpOcK6jLBOBCxpuqqiEKFVTRtRZVStDVBkezrOsb4VLQy5Sqp3J+VNEQd75WIhSl1knKxTA6rgm5f2qioy9Jl+4z5XDgMM5+UOlX9W8ozqk7qJtDTVDxFeZ9QdUulC15CvceINX7DQVasfVIqSB0jXJazbExx5e5JDxXzin0+a6/lUqYJ2JhjSfpFjB/HPsnciPmp6p9CM5QusOm9C+84SpKBz61o2YXSLN191Tsfcxnpp3ymCTTdiMjxwnUwuaKPSFxcHiPqFpU/IiJLWm2J9zY53uhnSnGJ2rnWQrIOV+8fe+3vC91NvDMg1rLTtHbOTWvfBCq3ovlStix9a/j/t3fuMZJV17lfp6rfM9PdA8O8DIMHjOGaVxISjyYPJwojHnIsHFu6NuEPEke27IBkYowCkYCYxMImkuXYcfB1HIVIcezYUYgVK47Cw2CRjCeBQPArBLgTYwdmuDymu6ffVbXvH0PX+daq/Z0+g6Gnh/5+kuWi+tQ5++y99tr7nFnfWsM+hVzBqoij/Tu/S54/3NpKnrOirZB9PE3NRdaxxuiG7DFurx39GqlkjPMtZf6+HIocFEIIIYQQQgghhBBijaKXg0IIIYQQQgghhBBCrFH0clAIIYQQQgghhBBCiDXKqs05WExNW9EIOXwaNXJUxBwQqPHHu2X5cFC37spekzxwTZK3zKxWSWuaD4Ll/GI5u+L9oK4fNenYh5iXx+UKIPk8SM6bnnwLLLcEtNflQMP+hNL0rj8wf8E85sIJJuzyFOVztrg+D3kLyuMhbwrkjGhtP6H7eXHMj/301vK4vrmyvR1MEwW3OnAYrgHj0lgsf7uwoeyz5gL0QTPmoCs/9s1APgnImdA3C9fDn+O5cLj7wIbQVtohnwr8Z2Mun4ukvb7sq9bQ8nlraLtDLpz+F8p8FAlzNLDcFwOQTwjzZWBuIpbfKlCw/IfMt7icPjB3Q/6pLpjjKFyL5f+ieangXK7dLL9MzEOGQP9gPhCaq3HjaPdjZ10539AmmnMwP8Eei2BraLedAciTg4eBrTYW82PU6Yc8HwvltRuz5T20h30fFHCuYo7knZ2DfCAszyD6fxwX9KlD3rcUmF8I7ZzkwHE2RfL2ufyBzGebOVvAXEqJ2JrLSYP3NLqubGof3Df0awq5jJxtY1+RHDY0Jy/L78fyEJv5PEWY84jlW8J+YusY5imqyvMINoz9iWufFfm2+/zBebvx+aNirkXMGwttPDxdnhfPBffq5j2u8ZjDb12ZSyqdMOYuncAu2iPlffdNzmWPKWDudtYNZr8vyJoUKdDXj5c+yw6Dj3P5nOAzy22HaYr6SL5IC+sVyaXnxqJO7lace5hnrgm5vMwsLZK8WzhnwK8VQyTHNMnBm9aXecHcfA7txTUN1yVcsxP4bbd+Yw5MzC/tci77tcCPN+R6moLxxv5AP0ry4ro8jdgfMdcTjlmVH+heA/oA5rTLbQbQXMJmNBc09UeY1w32+jSPWFUudLweyyvJnn3wvHMktynL4xbP28j7SNeOhRrPmAP5HLc9+axJ7l33jIltQn/pnntJ/juWx9B8nrUU8+p2r1Ej3zTLyefyVs5ljzELufvInHGg3yW488R1DHIfF2QP5NZmsh9yz7ckJ3gP2Id1nqFJ7mjXZ1X1DfA3zAe5Z2joD8z5TPb9bu2qmt8sjzvWLsBc3NNg59DWzli5VzT8jM8D8dnsxPHyM64rsH7YLLF/Mi/cnGTPUPFcOC9xr0hyEbOc+G5/gX5twK/fPucqzuPed0uFcg4KIYQQQgghhBBCCCGWQy8HhRBCCCGEEEIIIYRYo6xaWXEaHLAUJLsoJUpjIAPAstydIB/CEG4M8QQ5aXIyR5SmwPF43hEIs68bWoxh6ShrRckvhoSy8ucsvD2G0GPbXelxEg6LUgwmwcJrM9my+fDuAvsKw9uxfay0OQl1d5Lk2FYMvyVSHXcNDE12kq98mHff/32m/OyvbCO0hDx5B89kmBDGPsLGm0mPzPdtMZIvU09l+UcrdzHz9oXh2TAWTTimH8PewXbSDJSsXw+h5Dj3goQdx7/BZPkoZ3dl6kHiguXniYymR2qLUnX8PbHPOE/K85CUBW7eBxka+w3AJAmJjL2TILQr/NpsXjpSbCwlgmmqlCBiW5vPTZSfD9SQ+sf5zULw0V/ivCcy0yb2J54H2zoZJM1g2wX5vZPYJLwnsKkFkDHh/aGsJUpqmPyV+QQ8Hucn8btsfTLjciB3XvSjKF/B+fNc2X8NkJZiKo8ef47+AWStBZGv0vQdU4dtWUKKioLZGs5vXOtwrqOvaOZ9Kspre6TKKJeC+eZ+w6QwKJsC2SHOe9d/cQ9T5KXjaMPO3zn5JIwf3jdKarAvDz7nLw2f+wfhvCjxRv8Ddt6cIZI2nAuzRGYd2lhMgr3g/aEEji2PxDe7PsP1LVzb2QLOS2ZT6OMW8xJqJ5uKtobXaOUlxs4/s70D4PZ32GcjXgbrJHAJ+hn8SYEyX/QtaM84RmAHzk9HyRuOE/rbAZIeACW8LF0O2T/F1Dtu3cXfEGk2TYvQX0NuHGWiJDVEgfMN27RI9qktuF4jL5nrkRjjfeP36IPcNaAPWZqONpPledt08w/HjPk1bAfaEUv3gvcQfLObP24Pmm+vuzY+N20AvwE+yq3Lce9GUn44m6whJXYyWjf38muMmfn0GGQNoDJM5pfYet/w412sh7US/D4bC+eL2DMzrhF4sZjeiqR4cddwe2+UvsK8YnbOUklY8IW4B8IUI7jXZPJ0lP9inzF/YOb9FD6H4ve4jyZpcRov1tivRWbLvsV+buA9oU25vTd8z9LwsHRMZu59krNh/D1LUUV8nHt+wDk27Z8NnN9e5vk2dcieMYMiB4UQQgghhBBCCCGEWKPo5aAQQgghhBBCCCGEEGuUVS8rbrw4WX4JIfQFVLmhFV7MvFwDysbSyjMYSosVQSFk1VciIuH+ESbRwGOwwhtWbkPJw9j68rcYPh4rPjVJmDmTuGIfYOi5k9FAWD/2eai26mQnGM6Nv8d20DBxIkvC8Nw5LyVyci4SYutlI3B/IIt0sj6USVRJyjGcGOUeh0obdnIiDGtmshFs6xS0NRyPktWCyghBWtomMk5WOayqqieTUxO5AJNruNBpDL/HMcX+Nx+ujhXenJxhQ15i42QVTKYNIfqJyGl7fo/3B7IkHDEX+o9h7Bjuj+cP402robrKfWCf/eDLmPTGVSsmaQ3MeBVXIhdAibF1UBoE58E+w3NG2QLaFPoWlAORimuuz4aHs8dYhU04mcpcXsLgZCcotSJyP9e+qnsga5y7JzwXVHdFn5OYDAphEqMjFy8/4n2TyvI91eQzJCbHNZ9qwNnCUF6C6MYMpUs43m0i14sSOLbGZarAmRmXPpH57eZFZB1U8YW9jvOLLAUHyMUTzlVsR8W+xUlCsZowrIm+uihJV4HqGiIV7JmHLEUCpilA+8d1BX/Aqv+izCrKa9kcJfPE7QVwbXBVBomMMq6zzCcz+8SxdFLUvLyfppkxswQSqWIWq6qSfW6TzAvc37n5CdcOcktfJXX5faobb1IZE6/t/EfcY+Eewcm08T4q5LlLp8V1j1QH7amc6xoM8xXnGBlXn3Klhi+KPhWri+PzDsrTsHkjRDJXY68XK7oWRAJcq1ortCOhdBztAM8fxouuRWT9cc9gKOHF/XIN+WjPb8j+xq3lbCwwdUJ/fk1K8ZkIbRjlkGgHeN8kpYybIyOwF6pY752PZdJNlFbjfh77A23eVcmG54eBMMfYGjAP/Q9pOgoi4y9I+hTXvorUWm6OwprhK1Lnn4dZH9AKz2ZU4upsqpPvQzev3F4bbIXtpcz4ngl9gqvU28p+Zn6XpkYJ12YSdrd3dnsp2BeQ9hVkj2tmfg+K58JqzCPk+Raf+VBejmnOcI2J900qlbvfvDRmRad+PKAiB4UQQgghhBBCCCGEWKPo5aAQQgghhBBCCCGEEGuUIvWUBzy2TE5O2tjYmO15/dXW1xj04ZsYOj0EchlWVThCQmld1UZWpRNDqolUsweUlqJ0A6/hKkARORer5IXtjvfdIBIUVv2WhdwziVnVfWN7cfxYVVt2bdbnQGUVOAz1XszLarACppN01qmAGdrEKoExOYMLkWbSXCKz7rl2jYpTrp8xfL9G9Sgqe47tZaH8iciVWD9jaD1WMcZw83g9ZpNVFcWXg8gUj/yNVK1jFWRJlUdqB0i0IaxwhbIFtBGU6rCQdna9impoDhxXVrkS7w/nJBs7VkXMvLTbzSuWWqJNbLifyD4rqoBTmPSPyUzxeJQOsIrZFmQkWN0d5UBsHuN5alQg77EJZgtoayDVcW1n1yOV6CthvoLZIJF8UZ8Y5RmL+WqjdG0AUh1pdZGXU/X8DT/X8WXMBquuh7A+wTWDVJynNl/DX1WCewciZ/dtIutYlV9z/oGkBGAVTDtEKkXur3L9ZulQ2JypqDTehYxFb8OIXdTYDxmr/El8UfyNszWce6S91P8Dbn9YsUd2kjE2p1laHFYlnlWhDNdm0HnlzkMk9sz+A65dbF1B34f9zCorV9kXS3lTB+xb5uOq5gLaNkovMZ0TVp8fyMvWK31nrk2xXSiTRNn0Olg3F4nfrrrGEjEliXt+JGlkyL7d7SmapP9xr74Q0gagHREZrrMvJidlqR2Inca/0T1G1f5+Cbw2q4wdUxyQ9xbUn+NP6+yX8fj5IGHH+yZjU7A1vka16FSVLoE987F9I3v2YXO94p2Fu786Y1+nHXX6L1Jn3wk4+yfpBCr3Lez9UEYe3eos2N0H/9QmJiZsdHQ0f62lS1b+VQghhBBCCCGEEEII8ZpFLweFEEIIIYQQQgghhFijrN5qxc2mpWbTV6DBSk1MStSokhUTGW6HyMLcb1HqRqQloRKbA8NC50k4fT8JCZ0nModpkFvGUHL8PQv/Z+HjGArLZHZMrmQhTBaqQblKSEMkfNaFhpP+QOlwCMN1EhQWKo/t6Cf3ysLmsc/h3mIbq8Lds2D7mIQN76cTbAIqcTt7YVJuwFWja5M+q6ik6mUBMB5MPk9C2p3sACXeG8oK3U5uYcblyqSCb6zkVrZ7KPt9lZ1jJUpaeZr5KayIiG3tz493VXWygs3vBsoZcCygTajmRblfVdg8k/QALkwfj8dKqnPoJ1CKCvdQVZUNr8f8F5NnsgqyVXK4OhJ2pEZ6AHp86FdXMY/ImmiFUJIugUkpeiVwy9uFmz9wbVZt0oF2HqtbunQLy8vKWDU7TB/h5htebzH0K5UXtvLHFFA5kVQ/dZIcIq06cqoacn/2PZMA1Un/ENrr+pmtS0zWR+S1lVJikl6AphNw1yBzHecLkRId+QmRb+M6iOsH7kOYnyESXOfvYhs7ZP1wh8O4sqqvzGfE8WbyaLKOuXUCz4X2gefE9DqzoZIqzkXwyXQPxOZujTWpiBWQ2bqJ36MUbBz2e7gPYTJTHO+aqRqcTaJPIPbs5OlO0n/06TGoFA9tYhBloljZFHwZsU0zO/oUR2xcSSoPJ7EsfJ+7+eCeg4hvYrJd7P866SPMKiqe56sYJ+JT3XMFWUt6roV7SiLXL4iMk8rTiXyxR4qNvgL3CLge1JCvsgr3+DzWk3oHf4+VpPH5j/hFKtFncty4Z2LrAUsLxtZHJlHFfXHw584/k7QKbuzRP7vj8+k/3IyOe+Q6qQL6cT9KJM11Up4Fv1swv42/x70pzL1iCtKLMburm5KEPWegf8UUDkyKzXxRkLA7P4zVmLFS8lI/s/dbGRQ5KIQQQgghhBBCCCHEGkUvB4UQQgghhBBCCCGEWKOsWllx0elYYZ1QQQ7CUVt56Uvq97fU2VCGjrZGy7DTBL9pLJKQb5BENebz8sJiAUPPg8yUhBanYai03CLSS/zteiJnGIb7iY1nUgciueuMwLn6IYQYZWFtCB9fJNUi43mb0FdwH50+CH8dQJkQXg+lDUa+99d2479QQ5bBKqMS+zKs+moV4FiihIhVjlvMh3kjruL1QgjndiHI7fxnDLtm1WGdJAolgfweigGQjmO4dCdfIZqGTp+4sbwEqXBYxLB11nZWmRaqnPuKtSQcvqrSIpPfsfQA7LwsDB1D+WPaALx2Oy89KEh/OCmLk08sL13t+RuRebkQfCdNgXbgvGDVJtd7n1qgNALnA+lPrGqf+vL/FpYgrL8BdlA1vxOODfRHZ6S83uJo+fnw68rPE6eX7ZvfXM77wRNLGcCmUZA5mNmZ4892P+8YfqH7+dTB58q2g5Pc3DfV/TzZKcd7XaOUo7RTeQ+LqbTZ59sg4zez5xY3wHFlX022yvM2CuiDVN7fM3NjcKbD5afWYPb4wrxE5rmZdd3PGwbLtr8wAz4Hfj89W563ASlGWovleTuQXqQzixK2MOItGONFlABZ9vsCVW+YeWQW9xpwDGZDWfT232BqeizKDQrNAotyw3n7D0MfDJc/7ptBv+kv4dZsmG8NVPDi0orLAXYTyLQb7fz38dpu0uH2Cf0GqroH8Z7KhrRGykFqLoDPwIKIrbB3aOA4ETkvaRPi9km41EG6j+iL0IcU0K7OAOyTwK814Vy4R8NjnGzNjaNfv3Evhudy7WuTvSke08q3A/drna3j7jeNOZARYjvI9z61SrYZnLimMck2+vahvBQ1sTQYiEst0OF/w7GfA2m1S++T39/hcxDufSvXrkE4bgCfqaCN+Bn7fxb2Jwn2wu55BWSfcY6QPZOzYbxXHAuUnePaz6T0Qcrt9qYs5c0g7hfy13BtQkk4Pp+SeWTm7w/3s2nDutzhPhUCtKkzXNrH/Kayz5tz3h6dP8J+Rn/Xyvd/QdPRwB4LP/cHv0Z8WQPa6PZP6AOc70SnD3/YMm6MAv3tED5TlXsS9xzL9qD4uR+fEWG/W7FfZs/K7lzkGs6nwrq8OL6p+7k94Pu8ubC8Y+z0s71w+Xn2BLBnl2Ki/Lgw6vtsblP537Mnl7Y9dEK5WTlhQ7m3fd36ie7nU0fKfe1YX7kX3thXHs/2r2ZmE+3w/uUlGrBB6aT8fc90YH/eKufSxr6Z7DG4DzYzm4K98ORi+XkQNk0T8P1Cp+zbBnRoH2yUWpAqbGKh/O1i2197uL/c884uludtdcbgN0fuuz0zb/a/rRaKHBRCCCGEEEIIIYQQYo2il4NCCCGEEEIIIYQQQqxRipSq9GMrz+TkpI2NjdmFZ37I+pqDVhwq5VGu6gxK90hVQTPzlXwwBBxDxmMF1NxvmZQVzznsK+eiRICCUlYM4WayyDoShnguVvEIv8fzMillnUpEZj6cv0bFNV9tmkhI2kQeG8YOqwn2SDFzsArFsT+7baqYLkzSzKoBskrXNaoEx6q7WLU5TYMkEb6vUwEzkTF2lf5i9ShWAYlUq6Q2D7hxjFWhEVddmch4mNTKjRGp7lflHlG+ipWWRyramzlvIhXFUCrbU1nTVT3D8QM7QsnwepCsNMh4MduuqrbtKp5Dpd86VcDxntDnMD9oFfaJfYXtgMp2rM9dpUXov55Ki6wqKFYIQ4lYIy+PcnMXpVUVFc6pL8N+Qx/ifFm+Kr2rmNZXcz0l53VVBknfOkh1xJ5rk0purpogVjzHdQwqujs7AGildTM/H1ilTFJJz1XPRrkYSx0S003gtdFfYpVC5lMXSDoHkrKgqvK2mw94ryQ9hquUSCrGs/ObBXvBOYDnqlMdmVU0Zt/HayyStYFVLEffwGwK/Vq4dnL7tXylRuePqu5jGeKWn+4LKqqnd8+F1RyHSDXyVj4lT+X1XAOhb9FeyFpJK3HHtdxVCQZfcbTnItXW6Xgd+aNlcRVh4Xrz5FmCXYNUmu7BpVYhlYRZ6hb0+W7Nhj4Ie7cE/svNDbeX8nvb8hCSpgnn23BFCh9SOdz7QrI/xPV7Pl8ptiBtMqtYB2HMnK/F63XyfsPNN5auyMyPH1sPWEVYHGN27ar5XaeqPY5LnfUK50VVcx/5MQAAQm9JREFUZXdsC/PnrtI19D9LG8CeJapglYtRUg7vDorDUIF5OJ8CiFYuNvP7JEwNhftU9j3bu7E9TxxvtqfHfoYquugr3FzCNFbEH0RYhW8HkcYXrHI9Uuc9jIU+rOOfGcxfVTyX0Dn20vVanXm7++n/YxMTEzY6Olp5+aOKHGy323bjjTfazp07bXh42E4//XT7/d//fbfZSCnZTTfdZNu2bbPh4WHbs2ePPf7440dzGSGEEEIIIYQQQgghxApwVC8HP/7xj9vtt99uf/zHf2zf//737eMf/7jddttt9ulPf7p7zG233Waf+tSn7LOf/azt27fP1q1bZxdffLHNzdV7+yuEEEIIIYQQQgghhFgZjkpW/Cu/8iu2ZcsW+7M/+7Pud+985ztteHjY/vIv/9JSSrZ9+3a79tpr7cMf/rCZmU1MTNiWLVvsjjvusHe/+93LXqMrKz7jt4/IijG0mElfq+SuGM46CJU8MQw+huXmICGhWA0zyoidfGy8DOEsWGVUpFNDFszkQ2a+r5hElsn38FwY0stCdeP5ccxYmDiT6pDKpi6Eu044vJkfJwyJxxB1bB9KlFEqAiHmbozj1GHyBBaCzMLjmYQNqJSZsvBlFt6+TChyT1vj/WBfORk56Q+UA+F5mQSBVceNf2MVqZ2ME6qh9RF7ZtL2KDskshMHk9UTnLwJrpdmZtxxTtZRp8o2k1iQasNe3hTmGJOLszD4KslL7ngmlTXzof2LeQlDOjTZ/ezk1CxNATKYr07Z83tS8dxJKdv5KnVO5svWruT7zMmzaqR3cPI2IkGvJZ2M53LSavCpVVKTbAOJ9GVdkP9idcUaElcq6yNrl5Mnh3XM3d8gykOhCiKuoShTwX5maTBIVW2zkOoE7RDn+iKZh4msJdgHTIYcj2PrBFJHIl5TlsTG2I0FG1cm+WX+J6YsQDmQ8xtEulbn/pjcPsrcWcoVBOVfh8vUIU7+xVKS1JCEx2s7v4bXYOtEnfNUpXo52gxHzIez/U/0ayhxHcz3IZUVM8kvk4nG+8a5z6S2LAVBOy87d9Tcdxz1OoH3waTLrM/MaNsr03nkro1twvOgNDTu70j6HOf3nWyUPTeB/0fbxjGN0n38G653aHfEnqnkne374pxkezQcb5L6KJFnY5fKo8qv4ZrB9las/9lzHqncHaklkSWpndwY4d6SyX/j/GapLJi/ZHOGPdPgvcWq3PQaOF+JnLfG/i5K5h3EHxXke5cCCJ9pmG+vkQLLLMyrOs+xdfwrjmlPCprlq3pT2ybzk6Ua6Ulbxd41ZGznVZMV/+zP/qzdc8899l//9V9mZvYf//Ef9sADD9ill15qZmb79++3AwcO2J49e7q/GRsbs127dtnevXuz55yfn7fJyUn3PyGEEEIIIYQQQgghxKtPRdhVL9dff71NTk7aWWedZc1m09rttn30ox+1K664wszMDhw4YGZmW7Zscb/bsmVL92+RW2+91T7ykY+8nLYLIYQQQgghhBBCCCF+DI7q5eCXv/xl+8IXvmB/9Vd/ZWeffbY98sgjds0119j27dvtyiuvfFkNuOGGG+xDH/pQ978nJyftlFNOORL+2WxaMggPHYAQ7oWacj2U+rSIDIRUynSSYSJDdhLhEApbjG4o/2ORyCSZnHdmNvt9Almdu58gv/NygaH8cSz0FqXENapHpZlYORd+Q0J/qSSNhMcnIgmMcg0ntwFpEAtrdvdEKkMVJASehdzHdtHqZnUq4bH+L0LQL9oI2ieTm2GYeCcfQl8rDDq03c1EJu3qY1JUbGtetmBV8loWyo9S4hE8HkK4US4A0nEXvm8BIlunVRQRIsEtRoiktsHlOTQ0n4XBoz9glcCIPfVAwukLtGe0YTwX2iBKv1EaVJUuoS8/Z4ox8LusrawKXJVUnMnV0D5RRkjkdF7uAuONkunY50TayCRK2P9MauXaVyE1dD4Eq6cSqYmTpjBJMl67TlXO2A4iIaXySfJbVmm651zuD7CnQBk0k0HBWKbR9eVvYd0s4jrJUnA4qQl8ZnJ7pG95uVIPrA+rZMm585LKpNH/sDGm1bTxM0uRgHOBpJgwC76T7lvyVcqNVFdMNeSPR9pL9jTo/9C/bijtyLWP+fOqyrlEluTkdLAfde2rUW3Vy8CDT20T+6ojlWJSQzYPgz93FTHdH/KSX+f78LkEz0v2AT0yOeb/2FzE78mezvl57I8oO8S9N5N5M+kgSy3A2l1VSZtJ9AeJtBra5CR3bbhvtt+y+MyRr3DvbB6Ph7QeaQLSlpCKwT1rB4yH83Gk+rzzUyS9gqtcDLLZhHtcMyumymciVvWdrd/FepAw4tzDe62TwiGA9+dSduC4oD9xz8wkbUNMtVRDhu78PKxR7p7Ap7q0UlXPueSdgqORn6Nplvha9Bl4fJBW02rr6DY6+XcmVIqNe0u0gzDf3LMnszXcs5L0SG7dJBLjnmd/fF/A0gs04Z5YCoEOkR73VeyxXJ+TNQDWeGfbuJbjvMI9E6uiHq/NxqZiX804qpeD1113nV1//fXd3IHnnnuu/eAHP7Bbb73VrrzyStu6dauZmR08eNC2bdvW/d3BgwftJ37iJ7LnHBwctMHBwezfhBBCCCGEEEIIIYQQrx5HlXNwZmbGGuFfoZrNpnVeetu5c+dO27p1q91zzz3dv09OTtq+ffts9+7dr0BzhRBCCCGEEEIIIYQQrxRHFTn4tre9zT760Y/ajh077Oyzz7aHH37YPvGJT9h73vMeMzsSbnrNNdfYH/zBH9gZZ5xhO3futBtvvNG2b99ub3/721+N9gshhBBCCCGEEEIIIV4mRYqJdiqYmpqyG2+80e6880579tlnbfv27Xb55ZfbTTfdZAMv6dNTSnbzzTfb5z73OTt06JD9/M//vP3Jn/yJvfGNb6x1jcnJSRsbG7M9r7/a+hqDljBXAytb7kqTN/nfWO4sjIZ0OU3gXKAxxxLaThceu5KdC/MAsHvqI3mGXG4O0M9HDTzJ11eQPAeuTSxfAikhX5nroQ6YNwX7luRiqTJZmpso2sUSeN/svC7nE8l/Y0ZzSNC8Ky6nD+S1wO+xPzaUORR7ckxi3jkm08dcOvMkTwt+JvlQYp4JmuOKlIRPU1PltYfzeX9cHhi0g5jLhfQt/T3m6sA8g9Oz2WMcMf/dYj7/C7UDyBuRpn3uxC443zDHUezzGjm1XD4PHAtsE8nZxfJHHfljfi7SPCiY99Xln8K8eCRvYoDmtiPtoPeKkFxgsc9dG1kOQZx7LI8MuT937aEwh1nOEcwNiflWWe5J5sv68nl8zMznKaqTQw3HG/PWsLw/QAq5rgrmd+B6Pn9hPudgYrlc2Ppr5m0HcxNCP7t8oTSvZPAbZcOz5zfz/sGtp02SN7BGfkVnjzi/4zpGcjjTfHsIycvp8nfh+eO1mH3WwLUP5wWOBctJ2XMysqdkeYKZf2U2GO0fc8jW2JI7m8Ljce6yXNzx2iQHttt7uD0h8RsI2gf2U8yJCHMR82n7/Mgwx2bJHp7NhU5FX7o8yGR/CLg9GjuePEv0+DWWjwt9GfbNDMklmfI25fbkMT81tgPvg+S3TjX6k9lHT27Ngfx9Y35wt76xHIIsr2TdXKqkzxE3x0jOc7r2RPsgue3SJOyFoQ9c7jbmL3FeVc17mvsbcz7D9XDuok20ybNSH8nRFqmzRuGeEPZMbi/M+iOMYyK5/tjzgMvbi7/FXJdsfoZ3CwXmtCZ5S+n66NZ7kkuV2YFZRe51th5An2OtAzbXh0hOUDP+fMxy0+K56t5f90ShfS5nJ9gz5OBM4E/cWsLyfbN9cXwmYu8RSM5gty9gY499ieeM44h/Y3v1l37T6izY3Qc+ZxMTEzY6OmpVHFXk4IYNG+yTn/ykffKTn6THFEVht9xyi91yyy1Hc2ohhBBCCCGEEEIIIcQKc1Q5B4UQQgghhBBCCCGEEK8djipy8FhQQHhvQnlBKy/jSCGcu4Bw7gRl2QuUCUNIKX7P5JIu7BrlXu0Q5uqkSCATYqWnMYwUL80kDCz030I5ehbuHktiL50L5RMoz8HvUe4dZcQkTJ/KVDDUF48HGR+GeRcjIEWNsgMc7yqZ3hIYxr6Y7w9D+SnaXQxbx9DkRRLajaHJ2B8Y+kz630lywn0XHSK/wPHG/oDrYbgzhpW70PgWCXE24xIiVJSgpGo9lG4n0m+8tpPYWQUY8s9kUNiOw0Tai3MSxwtD7sNxLlR+pPQzTko8R6TfYDdOsgiSIZQLm3nJi7NbHBuUv+B9o5wBf9tm0kvvB520AvsArzFIZG9EWkLD6YOkwEl9iFTRtQN/zCQMuK4Yymi8RMZJ4JlUkUjjitEN2e/d+Yk9mVXIa/EaKM1C38TSPDh5YIWsDiVYRAJBZWUop2Z+ENeq2Fb0LVUSwSWwHeCDXaoGnIdoE2E9rCt17x6P9wo+gEq2kLb3bOgfXJ87OVdeRujuaTEv83L9HOVYuC7BPHYtdCkEcM8EvwUf7tZ1su6ZhbUP0mig/A5lkl76n5czOl/EpDoW5Mc415nEmEmfiOyW+l0LY0ZSjFBZGJNf433j+h3TBqAdYbtcOoJG9njXN8QvpQbZi5r5uY97t6nD5ff9pA9qyOerpOkoOyxIeg23X2A+kkks8fzDwX/g3p2lW0CZ/DqwR1y7mnnbdvuLCvm8S//RQbuDee98dd7/OHAft27E/w3PRWS0zs/jvoqlV2CS/jhe2G+4drn1LZ8OxfklWAucTbh2h2eJvrxs0d2T25/DeOO+H8+Dz55WIR9lckhcM2LKnO4x+LxD5pJLVxTktSzFkZsnefm92+OiDTO5akwbhn4H1yuyP0zYz04eC+sNzMM0jet9WMfQf+HeAfsK9wu4d2vlpblujcf1iaWtsrAOMh8O9+32mf3wbDwE9oHPTdEHsHnJ3hfgnESbX+iVxMbz9MDWfPSjrfyzIN0XsJQ8sR1F3m/XSUVRsPUUqTjG2QVLUbHU5536qVoUOSiEEEIIIYQQQgghxBpFLweFEEIIIYQQQgghhFijrHpZsQNDXhfzlVSj8MJJkUm1JVe1hoWRYkgoygCdJC2E96JkgoVtowyNhcyy0G48f4VsgYaDk6qsxfq81KqnYioDz8uknngMq4qL8gQm64rV7wAfqo3VpvNSBSq/xkq2TGprRuWrTG7jxrtNJJnNfF+6yn5mVqCkIRF5A5MZseq8rK1Rbu8qBUIba4S0uxB/nG8ob0ZpCquMHKlTcZNJtlhlqBjOjW1HKTFWolpYvkqnkyeAnVdWPEX7ctW/hvLHYLuZ3J7Jf6O0F/8D5yh+X6fSKMqpcF4t5iWnle1CSRWTGON5Wfg+qdxpxiugMX+Hc5pWHySS354K0fjfOKerZFRL12bSXvyM60W8b5YmIsp4um3CVBlYHRF+yyQywa85KT+ZP85vsLUE/FJBvo9+0EmisL3ov5wUH2wC1z1MzYFzj1VNNKP2zNJg0Hti1etYBd4IkXD5dT0v9Xdjj9cYg7QSIbVDwdJg4BqAsh0ip3a2ydIrhLlHq0SyCpzsGFZdEa8Vx5vZBfpRVjmUSeOJlLhnPuP64aR8+XWQVYy3OZIyAlP4BLllQfbbTIpH1yiSsqCq8rPrZ/w9q07qUp3gmg393yZStbgeYv9AygmUI1IpGZGnV6UKcKDU3VUwh/sm1cxdf+A52XNTvO8ivzbQSu99JD0Jk5dXVc4lcnFfTRvWmxY8G+AahTCZYpjftDo8uw+ytroKvjhfyHOTWejPIbJvqUi3kD0vkWRGn0qr1KOtoU8mc70geyy3t4nPiKzSr1vz4Xi3liyfRsTtAUNVbpqWAo/B51OkL7+f6Um5skTFelMMYgo0sodk/gvHBd6RuD1MzwXhGzwv2rOT55JK9q6qeY31t+e8R5mOBqA2iz4uhT5nqZAwNRR5dC0Gyb69Q8Yi7lOd9JykRXjJ/6QOSZ2WQZGDQgghhBBCCCGEEEKsUfRyUAghhBBCCCGEEEKINcqqlRV3Roat0xx0VcSc/BdCbxOGoEa5JYT/JwgDLmba2e+dXAllaBg2imG1bVKp0sxLolCKBJV/CiKTTFglsAXnYdKSChkBSp9c6DRIdRJKcn74NBwDoc9Y/QnlJyEEnsqHsU0YZo+SQlIx1VVxbVTIdhK5V6wwhm1vEflWuydgenlIlSkng8Lwc+zPYSKjwb7FYyZAfmJmhlW0oLqyvTBRntbJPVACkR9XX9EV7JdUuTbzEjoWdu/C0tFW+ohkDiUIsaJ0Jy/foxVW+/JV3Vil6p7qivg3JsfuI3IPUqHV2Sz6O5dGIVRSxfmO84HIqd25MNy/jiwV554FCTXeE+srlFWidACqkdLK0VFKQaQ7TpoC91c4OUm+gq+TiK0j8iHz8wf7pNgAMkkyZ5zPQSmMu0BeDm1moQostJFVVGQVxIFEKstGGUeB6xqOH0u7gXOdVEJl1fZilWbfDiL7ZPJml+4A5B2kcnecO9RPuTkdKpgv/dZVAYc5zaSCce/AKtMiNeRRfoxICpO41rHK9KwqIo4L+mCWXgTmutubmPFqkGQsmX8u1o9kv8c9WYpSMCdlgnvF7zv5tAHUD5J1pbfKY14CV6vqspNQEYk4jlHcr5H9L5JgXIo50j44D5N191Qv7ZA+xHbg+oGyW9yrYzXyaVhL0K8FeVlaAMneIEgVWQoB9PkoO8Q0Qy+W+y0jFdwj7hmHyanRVvG+if278ZoOPgrsxT2L4HqK4zeIqXdQModS53ppClx6DUwV4Owf/SKRKJMK0XSMLKy7/cSf98McI5WnWXoLV90+jIuTTc/BOs2q+eJYzOclmUyC21sJndgUpltwUm5iUyzVD/ZB2Cu65waDNQD9M8xp9hTr0u2wcYy+a4GkB8BrY6Ve3MfhPb14qPx6fKw8huz1Xrpg+Rn7GZ+dFnFOgw2C33D3h+fBeVSV7guvx9LD4HuKE8fLz4cmy89EstuZ9vv2BqRIwHXG9T+xQSZDThtHy+sNl/faGfR9nmAvvLihPK61jqXNKj8WxPAwXVdztvQBjZb/QaePpLyB3y+ua2a/byyUnxfG0L+WH/un4dqL3r92BiBFhUsvhvdx5P9bi3Nmd1stFDkohBBCCCGEEEIIIcQaRS8HhRBCCCGEEEIIIYRYo6xaWbE1iyP/m6uoXLn0NVZDiyG2GGZJqt442SJKN5iECmmQ0H8zXh3W/R7ez2KIM37PKlqxUHczL6eA0N+ikQ/DLjBMefOm8hi8J3Y/WH3QzAwrG+F58fej5W9QiuFC4OdJlS0iETMzKwoSEn+4DF0vxsow5YJVucPjh4g8FuQBZiEEnEmLUMJLqpMlVqULw/qjBBRtAaXEDSJXAukxk7b786M0jsu66XlRDsGq6pHqdU6mG+U5faRSLMqbUdJBqsYVRKLq5AWzXp7DZAisgrarbIr9gdISlBeiTcyEa4+ALHMgL1VMpKKcGwsmlcUq3iNBoofzBCV+VFpHUhlMldfDIH1aIczMS7Wwkjqr1oc+x0k64Lcoh0MfHH0q2hTxCU4ORKoEs6q2LBWBWdWcIXoIvB6Vs8NvqyqKsuqYKBkCSTOuB4WrmAqfcRxBRhZXeCeRws8JJbIw3nheGEs391CGxqrEGpfrpBlYT1Eejf4E5yfOY0xjgTKa6IPRjvB6uHbRSnp5uXICOW8RK/0Bbp3GsSepKIxInHxFaphjcZ+EOEnz8v7LSSTRBjtYlX4g+7knVQPK/Vh1Uuw3HDMnU8Q5lpdbopzTzEs/na3iWLC5C7j5wir7Jr9nQhmu91PEPnF/Aqkh3D4O7L8qDYkbSyIdR2gVUVwLYI64tAtBAueqhTIpfh1wX0bOmcI6hnsHt+aQKpsJU3DgPHR+G+bVi/A5psrAsUQfie1jUkX0ZUzyjnuKuJaM5P2l2/vheoy2yaoNL5CK8YN+jtF9i0vRQtJ0QP/bTD6VhHuWiDJTJsdmEkt8fkO5sksDA769SmbK5hXOYzwXjgVKcOF7txfeWEpti1aQSbOKyGgXNaouu30HpmhBfxf3ijhPsE/QhvFeWToN3J+zlA8WILaAj6dpHCS4h6bgGJKqzKVnIPJ3M/pOwfVVA58/8s/1qSBjB+PSQJm1mU/RBn3Y2QBzuj/vX1vryjFqD4FUFguC9+Ulu2ZmiyAfHpgqx7X/MNgtydaCsuLmXHlBlPA2D4PdDPj53TgEzzLrIIXZdNn/w/C841JlwDq7DtM5uPQ1MC4zfh1zY4nrB/qQl+yg1anYewUUOSiEEEIIIYQQQgghxBpFLweFEEIIIYQQQgghhFijFClVlLk9BkxOTtrY2JhdePoHra856KU6KFddP5z/Plb9A1w4PoY1s0qLGFKNYb8YOtsm0hczL8lBiQ1U9HFh8xhyj9JEIo1zFclCiC0LfXfnwnvF8OoBUgGqPy8VrKqUTKuhMokMfo/XwJBxPGcMocdxhXN1IIS7gZV+UZaE1RFH8vIVV0Uaq2eHNrqxcVUNwUawP1hVYiIDsCqpDpN/o32ycH+UbmAYOqt0GdviKj5idS1SFazO2GM/hft2MmEiPWfXcLJbrHrMJDVR6uQq5uXD/9kxtJopyo2wgm/Dx8NTmSkB5T1OLkZkcm68YsVgVs0OZfYoNYHqlkYk29QOqqqwo09FGSZKN3F+ozQLK26i/BfkhDF830kNmWQPwX7C8UO5WM2qc+5eydjjMShDR+lHrYqNFZU1qX8g86qWDKpC4upsgVX6rWMv2LfEt/RI99EP432wtANwH65CKPutqx4f+pxVRybVuh24d2DVZ8kcie2ild5hL9AZBxn5AqZ4ATnVbF7O0pPSAseA+ThSRbSq0nX3em5O+vuOaSO6v0FZGZujbK+Cezo8JvoMJx/Ly/eobLHOXKiqfs3k6STlSq3rsfbF+3apCYiEFKBVLxkVVdidvbjK30TqySrF4ucmkY8G3HpMqjy7PmCpIZjfrvItTJ6LYGVUlpIB/TymbmFV3mPbj3L9d3MBq9eiz8C0PSw1gBmvDk72vE52W2PsevocJZrYRraXIvs1t98l/j/FlCS4B2Ipi1j/M/vC/mB7ingul0oE5t5QXrbLniVotehYhR3HuM5agtfG+cN8YpVfY6kJmMSbpBMyItenz/dmfI/GfAJ7JsJ0B7iO4f5gPjwDA7XSbDEfTvY8Tl4eK32zfQFWZJ9HaTVcG58rSdVk139Byu1SMmG7mL9rkPtmz+v42550CeR5E5+JXvIbrc6C3fPs521iYsJGRyH9RgZFDgohhBBCCCGEEEIIsUbRy0EhhBBCCCGEEEIIIdYoq7dacaNh1mhYgRXoIPTWhYdi2PtiqBQ6QMKJWTgrHo9SYgw1RQkCk1KYuXBkF+I+T0LDWXXkTv4aTtYa78f9nshaUbK9jshfEBJiW1WNzlWAjNWklmCVmUkYO5VYGJcaNl6czP+GVU50Va7hnKTK1pGLQ8g+2ieTbiwS22ESpSpwPEjFVScpqFN9m0lkWOVtMy+zB1yIObMvUq0tHSrHrhjbgL/orRLW/VGNbAko50VJMkpqMIw9VkqsUy2UyLELrLaKfYOyIvQ50Q5QbkPmn5P0uCp8IN8ayMsWfNVFni7Bhdfj71FKTKqnOhnzPJFTRVkSzlcih3fVB6EPXfoJIiE0Jt8181IklMyjRJNVJWzn+4BVhu2pQLdAqvIRf+nGnsi/HGjzce6g5L6Zn9+JyVcQJ6eCY5j/N+MpP7DPo8wiB6kgXomTeOTlTuhrnVy8k1+73HxjqTIsys1xjhKJMfpdJn0CXNXEKEPDOeNSL+T3EY3nyiq17nokNUGq2DO5v6GfQn/kqrXmq2c7qRRZ46MMmfod/P1cXhZO00Sw/UWVdB/bhPeN/vJwmRrFVedl95ry+xkz661GvwTKEefIfKshZaUVuo80rPzbAJnHaI+4dyDSUNcOPD70OZOYu7nn1m+SFsftU8EmME1NT0XRfGV6Z4P9ZM/LcBJLnlqA7/0wNQesg6xiNj4PuMq35NkjXoPNXbIO0rQxuK5gyqaYJgJ9EFYixsqhkOapAfPCyXlJRWl3D8N+r5imYL4OwN4W+5k9k+L67VJz5Kur95wF+rxgKSqwrWhrdfY2jfwe0CzsTUllYS/Zhn5mKQHQt3Tykveev7nK4XBPRfBHmWuw9TRWIEcKtsahRJY8qyIoV/XP6/kq0mZG00H5Zxki5UZ7hms46TisN0XH7ycTk7him1haAyatxr09rsvxvp0EHsYeU7wwqTr6OPa8XvEM7MYDf4J7fZdeCY5Bm2frDdpN2Mu66t34bsn5ziPjXZBby6HIQSGEEEIIIYQQQggh1ih6OSiEEEIIIYQQQgghxBpl1cqKi1bLik7Th+mjLA8reWL4cZQsYqg9hJn7sFwMWYZwVKhu6WRdrEpRDAtncidWrYdUpHEVjVml3ij96ywvM6IVdVlFRFLdqqciWZRQ5H6P7cXw7IEa0h4Spm3Gw7Ndm/DaKFkhMgkqk4uSLVJ5jFaVJNIS2ues2rOZt1tSIdH9gt0fqzyM82g6SDJZ9bVm/j5YlUAn78C5ClLieG20PSdNxYpRRErhfECs9p07TxxvnEtMflynwjQe4/oAZCOxoijeB/ZBq45UF66B7XZSCLjvnsp7KF8i0gg4r6t2iDIOJpfBOT3D5aBubPC+0TfN5aupuVB8J/Ug0lwzOn61ZK04X1klegB9vlkYPyL399Vkl68qbEzOE6XHROZFKyiT9tWqxBl9LUqJa1TWdBD/5cB7CLJG1yf4N2fPMBdwiia43qaN5U9HyvM0DldIndEfsTQMbO9B5O+0Wv1YqOqJeytWbRKrAaIPQQkQSPx8yg1cy7l83sldce4xGTqrvkkqA9K9ghlNj0H9JZ4X/T+2D+dhnPescmsrL1l1aWqqUp0sHY9jj1JlMz+W6JNRojRCJH4udUJ+HtLUCWZ87jM5O4IyfhwvtDWs9Lro/TdNSdIge3IqPc5XySzWg/3G/TmrrN2X34u5NQ0Od2s8q2YdxoX+hslPSYVVJ00k+8mqPmeVer1fI8dgf8BcSOC7eiTsi2T/hWkAcO+M18D1CmWtuEagrcU0Fo285J5WDMa0FAXZXzRqPpew9ZFUQ3VrmpEUWng8k52b+XRVRCrqjif97CSnOC44R9YHaeeLkO4C28tSjSGkGjNWnXbPK9G23Fwkz54I8TnOz7NnibiOkaq6TraO/hLX7MF8Bd9iXT6tR09KEiY9d+9hSLoQ3OewdxYzJO2SGd0P1XqewP7s4DMAjHGrIkUFSUuFNp9ceh7co8GzC54U/QTYwdz/2uquPT+e76v+w+V9Nxc6L11qzuwpq4UiB4UQQgghhBBCCCGEWKPo5aAQQgghhBBCCCGEEGuUVSsrTs2mpWbTVSdz0ldaSTVIcFilRgwjZTJYPIZUUnWhrBWyQxdOTKq6OUkhSqhHSGg2kwyZ8QpJwyCjxf7E87LKwCRcOYZKU/kYk1WiXAMl1IOkklSqkFw5mQQJo8Yxw/B/VkWpkQ8B7pEGYQgxthFkscVkWbXMYlh0+eN8O9pwP/1+6qZBCA3HKtY1qpO5Y/rzMhMXYh7ny1BeKuqk4NBXTqJHJI9O2gAVu2JVKF91jvQns+EFIvNCk8L7iTLTTl7aQq/HKpixtAauTd7OfVU3SA+A0pYacxrD4Z004hBIMvqDnRMZOau850LoXbW3fCU8Wk0xgjZC7olWtMSxRKlBIvPezPtRXFdY+5hkCMcCbRBTHETZTbS9pdPi3OgnchkmWcRxZOkLzHxlZlbJE9uHPhUr9eJ4sequFijybUxtXL/z8rZEJCRuXrnKpmR9iuclVXhppetDU+XlJohkMV67SeTbTj5MKj6zsSfpKlyKlvAbJ8lBf4JjxuT9RG5sRMp45FywB2JSdyfJgR+T9Y1V6I4y9YL4ZJcWgUiGncQY20fkyTGNhbMpTBPhZNa+AmoX4ttpioSYQoPJHGtV512+MjarLnrktHnvWaeSLavMSNPXRJgEm/hLug8hVUtR4upkohbWXTa/WdoNkAWjzBHvp6gjZYwQ/0dllWhTJKVIj3Sf7W1Zmhv0OSw1BM5D3IuGPXKlf8/B0jPAfbtnKDwmzDHXLrQXdt9tIpHEqrFDxB9Eu8b1DtdmbBOrDmvQZ/jcG2XTS+0L0l5XoRVhKR1w3cPUKmxPiL4In60syM1Rxo/9j3t49LvsGdZVxM3LT83Mp9XB+QB96Oa628vivrgvewx9Z2HmbYfteQti2wvk2YVUEu5Zkxbyz3OISzcyR55VXeoiuB7ZB5sZXWtdP4+QKs0uJQ+upzAWbu8c7Bdtqsg/Hzl/53w1eRZ0+7XynMPffdpdeqjq2fwlltbdZofMxwyKHBRCCCGEEEIIIYQQYo2il4NCCCGEEEIIIYQQQqxRVq2suGi3rUhtH5paVRl4CVYBy4xWXaRVR/FcGJrN5LGxoqgLC2VVkfIyR3d3TJqCIbaLoT+INMKFeZPqyE6q68Lh8/LHeN9FIqHQTNrCKioheA3yWzPj8mh3LvgNkw4wu2PSGTMfjs8qJLGKUfg9kalUyamLDqkuh+di0kFsxyI5vkpOjddjYeWsuiWTPWNfutDsINdokvtmcjoqFyfh3ETy2wMLOSfh5u68THrsxsvbMpPKGZMkMJtikiaUSUdYlU5SCZfZo5PaYAoAHOPYbiYFGyTVlUlFPpe+wLWVVMw08xJZVmGd2BGtbskkP5F5Vt2SVKhk1ZsbxI8ii1HCDvOVzDdXXZzIh10lWyZNjP6fyNDceKPcm0l+Ua40n68wGW2rYNUcicyRVf50sko2FvG+8V5ryOlcP80TH8zkxvH8KDlmshgmYUe5DNuv4fHR5vH3A6TKrZPvEX/O+oxJaOO5MA1Gk/gQVs2atM/JR0OzmBzISeCZDIr49p4K95k29YBzoI78ke2HiDQ9rlvOP+DPQbbLUhl4qfTy1Y17quOStdbNUVaVlc0lHGOs7N7xI57q7PGIPbs+ZGvPPNnnR5i8E+8VZfV4T66aKewX8PEo2IfrWyJb76n8unQIaROV0vecIF+xlsu62RgT/+N8V9ifudQqJK0UPgfhb1m6CrQh/D6ON/MbR5tKCtMmYf/j3m2qlN7H87qxZylacH6zvQ17donzHvuNpNTwaZvAdkgqHNe3rLp6OK5gcnG3ZuNags/1mD4F12K4VlU6MzwXeW8RKw6X14BxqSN/j7D0aaTScnLf1/C7oc+ZT6VVmtn7gVnyvI5U7R3Y97gHJftU57/ABl2KnIZvE0tZEFN4HC2KHBRCCCGEEEIIIYQQYo2il4NCCCGEEEIIIYQQQqxR9HJQCCGEEEIIIYQQQog1yqrNOWgp9WrpWd4APC6Ur08slwtquPtInps+klOgP59zKOZqMgOdPermIT8TzY2GeQAwbwDJUdijeXf5Fckwk7anechFQfI2uDwRsYw7y9dH3kWzfFUGZd9dfgzsj5jzAPX7mBOI5oqoKE++dB6SAyXmS+rph+4JyDVYnpwhUm6d5C/oOY7YVBouz1tMgw26+UP6rzJXGdgqy0EEc6ZgeSPIZ5eHIeRywdwnRRPOy3KaYc4c8AFFzKPY/QPJExjbhfOS5ekiucpYHg2X0wdtwsznIsF8Myy/GWsTyeFXeQxeA30F5txxOcJI3kWE5XGtAvMUYQ4Pln+Q5W1CMC9ImPeuD5kPYXnLmA/BedtPcs2YUdspiH26ecFsu2YuVZq7jOTPc/MCrk3z+dbNjcLy4mKuIMiVyXKbulwu6ONiPjTswwKux+YxyV/kbB7He3R9+bkVfQu5P2bbaLckD5DznSznqRm3BfSdmAeO+B96zhbpy/g3kufZ+cUBkmuL5Otxfpr5vgja/wLJl4uQvi1YnkYL+yl3bdJellOU5X1luXnNfC4xnDMuj2I+n5PzkcQn0pxRsb3EdnzuUJLHle3vkJijiuVDJftlZ3dwfOfE0e7n+c3rymbMoR34Pm9Oln6gM1Keq7FQ/qYxMQM/wBymYCvumQOuV2Fr1Dex3NGNfN/iHSXcC1es9ywva5qdzR+DOesmD5fHjECOQ/TtgxX5MDG3PI5lX37Nx1xxLi8h2QdgLltL3tYK5m/dnCa5kvF6/fmcgW4urAv5osle0/mNNtnDkz0Cy3MWn6Fwf+jmMY4ZqwXA8lCy/MsxFxt5fmRjmUhuR5ejeBDuD9sR91gd8n6CrK3+WSJ7CM1tGnPL0RzFCOZ2RBvGeTgA/ceeB+I6hveBtoBjgb7CPaPAedE3sHyM8b7JWLpnWpwnI9AmHEu0bXwv4p7HKl6dsX21y7c+lD3GndftJ3neXncN6OcC3zO91DfFUeQhVOSgEEIIIYQQQgghhBBrFL0cFEIIIYQQQgghhBBijbJ6ZcVFYVYUTgrpJB0Qvpog5L4I8pzCRd3ny8a7kPgNpSygQHkOhupiGCfKXSMY/snkY3XCPOfy0j0Xws3kPBEW3o6SO5QuYfucNCsvcTEzHwbP5CgkhNvB+hbGJYUQc5SwMDmKk0wwWQuRzDni92gXbDzY2Lvw4xoy3ao+R3Bc50jodB0bxPEOkkcnv8PQcAwBXyRSEww3xz5z54Rw8YUgKUD5Bgs5x/7sA/kQyi/YXMfPQdJcMHkOskgkwzh+nXxovZNzxvEmEgM3TiC1ZffEJHpO5hZtC6VFxAdRiQbKdrA/MNwfJRpoH2Z+LNHvry/9tvMbaDtM1orjGlIFOMh8TU6GA2MJvonNESfDYHKjSF9evoe4a6AsA20KpVnMJ5r5+0YbwVQBs9DnDSJFQrtD+8DrRfk8+vcW8alE2uV8EY4R+kRiH2ahr3C8cV6xuUDaV4yXEkSfcsCPd9pYHlcQuXgaKfuqtaH83DwMfQZyxvYwSCEHyrY2Frz/73+hlDN2hok8EfuwBba9AL6oJ83K0vEV204mbcS5jv7BpRYAH9LMy8gdMU0EjgdLU4BjzGTWTKpGJJVmxtMwICgpxHWCzIs0BHsh8BOpya+Nx7k9UyMv33aeAscF7m/hlI3dz4dO8/68jV0Lw73uWdwDlR/7ZkF2Ow++s10e1JyGsWjVlFHB3silInJrMMxDGIvUXx4/cKi8Ns63+Y1+73D4TSD/QsUeuNGhQ6V/xueYxmL5g/4pfCYi6QQW/fet8bLT2+AH0Cf0zeT71s11sJU2yOH6XwT/GKZesVietzVa9kFztryPxhxI+dDWNoyUJ5onKZVwXkX/g3sJeK5MZO/tVlb0S3DehZNPKL9eX/YB2qmZWd80SSsCbW/MYAohIkV1aQPAB8xU7FuI/ysSkTCy1ATol7BNVc+CTbLXQfkk+uFO/hnKpw3Iy9xTuDY+17sUCSCdpc+hbo9AUnnhfTOps5nzi2ydYGsaTbVUsT9PJBWY25+ztRL7CdcbXGP6id1Y2NPjswV5HnbSdnci6H/cE1ZJtElaF5c6ZoC8k0Fa+ee6Kkkze4Z2zxz4jFLj2cDtnfFZNa73aPdETt2V3Bf14wEVOSiEEEIIIYQQQgghxBpFLweFEEIIIYQQQgghhFijFCkx3eKxYXJy0sbGxmzP66+2vsYglYjRSsJR2kMqvlAw/BXD0DFEnV0vVEuiUmImIcHwWWwrkTc54n2z6r4sXB1DhYkcyIU74/FVlUbZb5h8r45UGsO0Qzg9rczJqiBiiC6RzzHpXg9MVszuiUkH2TF17RwZysvy3e/7SYg/k/HFa4Pdp+lSkuYqMjEZLM5pVvkQidXHWRtx/NgYs2poRObbU5kL5yjOfZRDrCulMExS4GDjGOw6QbXpglWiZNIPHGM8L/GPPXJLVkUcf7O+vG8ne2MpEli7Y38wWQD61xr2lYgUu7LyKlZQQ8lEnf6vU0EO6KlAh+3qqyln6R6fr65LK5NWVEpmFRmdPbN7ZVXuSGVys+DP61TCRdj6zda9aMtszWayH2xfVbXQpa+x/6OcGn21qzJMrudOzGRoxOdUVPWkVeOx0h9K8ZikiZw/bj9pFes6/hwvgbIrVnU3+nNWjbND9musrSg5BT/t5suwryjqpE+s8i6pxlzLJpj/N/PrOZOuMTuqU2kU16pYSRXnHPY5fl+nEjFZp2lF43Auarc1ZJV1HqGqrh0OLD+zfWDdFEJLxAqyuHaRavK+SdAm9McojWN9EPbOxQBJIcSq8+J53foL8wXTY7D9RcD5XrZO1IG1O8JSBSAuPQbch/NLZVudzcb1w12bVEEm1eBZ6gQqqWWVjiuOc76WpWFg895Jx2FPV1EJnUo3CT7dS0Wl9yXi2LN9vEslAveNfspVyyXP1q5adIXMtMa+0/l5OC8+W7t5y2zCjK9XRB5N7SimE8odU5ejXR/Zc3xFujRnz1V76dz1sG9Zep+qNYbZWua9Q6uzYHcf/FObmJiw0dHR/O+Wfl75VyGEEEIIIYQQQgghxGsWvRwUQgghhBBCCCGEEGKNsmqrFafBAUvNATOouObkfhD+7aomhjD2BGGyWD3SmCQQ5QJY7Q1DoiG021WADSG8aXR9+aep6fIPdeR0+BnbjaHnWFEvyFSYLDZBpSZXPYfJfFlYOJPBmLmQ53QY7nsB5HsQNuyqSmGoO3zu/L/nu58bTvITwoRZRSEn18AqqVhZDdqH56xTscvMS8mOtmIzyE9Z5eLaMoKFfCU3Zy8DpIJWk0hqKqpEpRki5cBzEfkjXhvnoZMEoM0OkXBz83IZA1kGrZaLfY7R3+gPMDQ7SHudD8L50E8qunbycifX1hPLyo5pcqr8Pl4b5VnYjhmQsTkJLlxv41j5efJweU5yrz3VPpnki1XjTNA+VoUaKhGiT+2prHl4Bv4Dx6n83MF+Q3kCyoeZBAjnapQ2QD8XIJt2foZIrQomYWPyRbD5IwfCfMCKvOhriU92tjYGaxKeH+d0TM1AKlr3SPyXToU2D1UlfdU4kv7Bgj/H9RhtHtZTei6cF+j7qBzUS96cX8TxxrUSZXnYT3gqNhboZ6I8p0o2tATaFPo1l+qESPHw+57KeyjlgzaiDyFSK3deTDExVkpYXL9ugD2ImR+zKfBNA+CziAwWv3d2im3Ca8fq87hWYroSmDOGfVhDzuP8dsXewa0ZUEm1QLsgUnPXz0zOXiGNo5XiXeVWONcirMe4j3gRxguknrhWpbDPdJJQhOyfmBzUSZehb9waE+YY+uSC7MNx/0oripJxdfvrmLIDfcIgtHc2Lyd1UnXsA7bmtvK+z8z8/CZpeJwPcc8c0D58vmHtjrbGUimw9AxMcgd+I+FaQPZ6Zv6e3HGsqi2b3wjaIPqrDev9cWSvgvj1Jm876MO9P+DtppJ5XFeYT4WK4C6NDkpR0efEvWKLSIlJ+hY6p3G+sP3INDxrmplt2FAe14d7b5gPLm0TtI/5bSf5rXgWJP7B2b9L30EqCfcROTUSn8dwXpI2oq3ic6/b6zG/jXa3kUtTi+l8VWh3DP4HrmkTk+UxI7D3qnqmrJHuIh2GOYoSfXzGhHcp7nmlwDEK69g68Ec4R/G+G+T5g1RHxv7oHPx/5SHYHxaeAfA+cI4tfa7j05aaW/tIIYQQQgghhBBCCCHEa4pVFzm49K8LrXYm0T2+2e/A2/gE/3LdUzQA/lWiA2903RtUTJyJ/1IC/6LXmYfv4W0ynrMIiX/rHMcSdbLPBf6LP/4rdnzPi/cE/2LgfoMRFCSxvWsrnockqzYzg+Ymd9/w5rxTZI/B7/HddSeVxzRwLEK7cZxoH6Z8f5hh+/BflNr5z/Ffi2gS2vxv3L+kdUhCVLTHDvyrTs944/UwchD+1cT1M1wOrlG48Sb3Gv81GK8HdofXcG1yv83PQxfFQe0jngv/lQznHo439mG+b5DCjX0cb/BBeF6w29SGf62GY9z1Et5f3radXUecL0Qfl7cjQ9+K17D8XO+1c5I01/lOOASu4e8JxqXdzB8f/v3K+9F8wuNOIn6xIJEijGhraF/OLtDP5BNkF24e45qE52d+Kc4HtG2D78EG8V/aXVQG/Kt0HZ9v5u/brSskctCtuWjzOPdI0YuO/xdmd98YQEfsyDeErXskojxEofvf4HqQn2PMv7JzOn8X/53W2UXFmtM9L0SHuHOhHbSzx1RGDuJ4J9IfZC6lWn4tJnLP+zK/rhO/Rm2T7Zn4fac6/jKqFrLtw7WY7CMC3nfi79H/sP0T8dsd8rni94ms2Ub8V2L2wfaDVrGPIb7W+1TWB6xIDfcttLBNInPa+ddF/AEcTyKU4+/dcwLbv7J7RTvK79169jZk30l9iHvmgD50a0nNyEG8hvNxpGCH6wNUIOC95se+Z7xr3BNblyh0nxr2a8xPAXSf666BtobrKbc15vdZO9jer85evXfvwPY97FmXradop/nzuL2vcZtkz6T+/QJZY9y41CxeQ5/hmK8lz6HkPUVsh3/mIJGDtZ57yfHYN7n3NN1z4ZqfX+/8MwebS7jXwOPD+sT2SWg75NmAPVvT58UeW4PIbjo22M/ER5JicP6Zxu+ZCrK+5my49dLfaxXRWm3Vin/0ox/ZKaeccqybIYQQQgghhBBCCCHEcc0Pf/hDO/nkkyuPWXUvBzudjj399NOWUrIdO3bYD3/4w2VLLgvx4zA5OWmnnHKKbE286sjWxEohWxMrhWxNrBSyNbFSyNbESiFbE682KSWbmpqy7du3W4PlsHyJVScrbjQadvLJJ9vk5JGElKOjo5ooYkWQrYmVQrYmVgrZmlgpZGtipZCtiZVCtiZWCtmaeDUZGxtb/iBTQRIhhBBCCCGEEEIIIdYsejkohBBCCCGEEEIIIcQaZdW+HBwcHLSbb77ZBgcHj3VTxGsc2ZpYKWRrYqWQrYmVQrYmVgrZmlgpZGtipZCtidXEqitIIoQQQgghhBBCCCGEWBlWbeSgEEIIIYQQQgghhBDi1UUvB4UQQgghhBBCCCGEWKPo5aAQQgghhBBCCCGEEGsUvRwUQgghhBBCCCGEEGKNsipfDn7mM5+x17/+9TY0NGS7du2yf/3Xfz3WTRLHOb/3e79nRVG4/5111lndv8/NzdlVV11lJ554oq1fv97e+c532sGDB49hi8Xxwje/+U1729veZtu3b7eiKOzv/u7v3N9TSnbTTTfZtm3bbHh42Pbs2WOPP/64O+aFF16wK664wkZHR218fNx+8zd/0w4fPryCdyGOB5aztV//9V/v8XOXXHKJO0a2Jupw66232s/8zM/Yhg0bbPPmzfb2t7/dHnvsMXdMnXXzqaeesre+9a02MjJimzdvtuuuu85ardZK3opY5dSxtV/6pV/q8W3vf//73TGyNbEct99+u5133nk2Ojpqo6Ojtnv3bvv617/e/bt8mnilWM7W5NPEamXVvRz867/+a/vQhz5kN998s/37v/+7nX/++XbxxRfbs88+e6ybJo5zzj77bHvmmWe6/3vggQe6f/vt3/5t+/u//3v7yle+Yvfff789/fTT9o53vOMYtlYcL0xPT9v5559vn/nMZ7J/v+222+xTn/qUffazn7V9+/bZunXr7OKLL7a5ubnuMVdccYV997vftbvuusu+9rWv2Te/+U173/vet1K3II4TlrM1M7NLLrnE+bkvfvGL7u+yNVGH+++/36666ir71re+ZXfddZctLi7aRRddZNPT091jlls32+22vfWtb7WFhQX7l3/5F/uLv/gLu+OOO+ymm246FrckVil1bM3M7L3vfa/zbbfddlv3b7I1UYeTTz7ZPvaxj9lDDz1kDz74oP3yL/+yXXbZZfbd737XzOTTxCvHcrZmJp8mVilplfHmN785XXXVVd3/brfbafv27enWW289hq0Sxzs333xzOv/887N/O3ToUOrv709f+cpXut99//vfT2aW9u7du0ItFK8FzCzdeeed3f/udDpp69at6Q//8A+73x06dCgNDg6mL37xiymllL73ve8lM0v/9m//1j3m61//eiqKIv3P//zPirVdHF9EW0sppSuvvDJddtll9DeyNfFyefbZZ5OZpfvvvz+lVG/d/Id/+IfUaDTSgQMHusfcfvvtaXR0NM3Pz6/sDYjjhmhrKaX0i7/4i+mDH/wg/Y1sTbxcNm7cmD7/+c/Lp4lXnSVbS0k+TaxeVlXk4MLCgj300EO2Z8+e7neNRsP27Nlje/fuPYYtE68FHn/8cdu+fbuddtppdsUVV9hTTz1lZmYPPfSQLS4uOrs766yzbMeOHbI78WOxf/9+O3DggLOtsbEx27VrV9e29u7da+Pj4/bTP/3T3WP27NljjUbD9u3bt+JtFsc39913n23evNnOPPNM+8AHPmDPP/9892+yNfFymZiYMDOzE044wczqrZt79+61c88917Zs2dI95uKLL7bJyUkXPSEEEm1tiS984Qu2adMmO+ecc+yGG26wmZmZ7t9ka+Joabfb9qUvfcmmp6dt9+7d8mniVSPa2hLyaWI10nesG4A899xz1m633UQwM9uyZYv953/+5zFqlXgtsGvXLrvjjjvszDPPtGeeecY+8pGP2C/8wi/Yd77zHTtw4IANDAzY+Pi4+82WLVvswIEDx6bB4jXBkv3kfNrS3w4cOGCbN292f+/r67MTTjhB9ieOiksuucTe8Y532M6dO+3JJ5+03/3d37VLL73U9u7da81mU7YmXhadTseuueYa+7mf+zk755xzzMxqrZsHDhzI+r6lvwkRydmamdmv/dqv2amnnmrbt2+3Rx991H7nd37HHnvsMfvbv/1bM5Otifp8+9vftt27d9vc3JytX7/e7rzzTnvTm95kjzzyiHyaeEVhtmYmnyZWL6vq5aAQrxaXXnpp9/N5551nu3btslNPPdW+/OUv2/Dw8DFsmRBCvDK8+93v7n4+99xz7bzzzrPTTz/d7rvvPrvwwguPYcvE8cxVV11l3/nOd1yeXiFeDZitYV7Uc88917Zt22YXXnihPfnkk3b66aevdDPFccyZZ55pjzzyiE1MTNjf/M3f2JVXXmn333//sW6WeA3CbO1Nb3qTfJpYtawqWfGmTZus2Wz2VIY6ePCgbd269Ri1SrwWGR8ftze+8Y32xBNP2NatW21hYcEOHTrkjpHdiR+XJfup8mlbt27tKbjUarXshRdekP2JH4vTTjvNNm3aZE888YSZydbE0XP11Vfb1772NfvGN75hJ598cvf7Ouvm1q1bs75v6W9CIMzWcuzatcvMzPk22Zqow8DAgL3hDW+wCy64wG699VY7//zz7Y/+6I/k08QrDrO1HPJpYrWwql4ODgwM2AUXXGD33HNP97tOp2P33HOP0+gL8eNy+PBhe/LJJ23btm12wQUXWH9/v7O7xx57zJ566inZnfix2Llzp23dutXZ1uTkpO3bt69rW7t377ZDhw7ZQw891D3m3nvvtU6n090sCPFy+NGPfmTPP/+8bdu2zcxka6I+KSW7+uqr7c4777R7773Xdu7c6f5eZ93cvXu3ffvb33YvpO+66y4bHR3tSquEWM7WcjzyyCNmZs63ydbEy6HT6dj8/Lx8mnjVWbK1HPJpYtVwrCuiRL70pS+lwcHBdMcdd6Tvfe976X3ve18aHx931XqEOFquvfbadN9996X9+/enf/7nf0579uxJmzZtSs8++2xKKaX3v//9aceOHenee+9NDz74YNq9e3favXv3MW61OB6YmppKDz/8cHr44YeTmaVPfOIT6eGHH04/+MEPUkopfexjH0vj4+Ppq1/9anr00UfTZZddlnbu3JlmZ2e757jkkkvST/7kT6Z9+/alBx54IJ1xxhnp8ssvP1a3JFYpVbY2NTWVPvzhD6e9e/em/fv3p7vvvjv91E/9VDrjjDPS3Nxc9xyyNVGHD3zgA2lsbCzdd9996Zlnnun+b2ZmpnvMcutmq9VK55xzTrrooovSI488kv7xH/8xnXTSSemGG244FrckVinL2doTTzyRbrnllvTggw+m/fv3p69+9avptNNOS295y1u655CtiTpcf/316f7770/79+9Pjz76aLr++utTURTpn/7pn1JK8mnilaPK1uTTxGpm1b0cTCmlT3/602nHjh1pYGAgvfnNb07f+ta3jnWTxHHOu971rrRt27Y0MDCQXve616V3vetd6Yknnuj+fXZ2Nv3Wb/1W2rhxYxoZGUm/+qu/mp555plj2GJxvPCNb3wjmVnP/6688sqUUkqdTifdeOONacuWLWlwcDBdeOGF6bHHHnPneP7559Pll1+e1q9fn0ZHR9Nv/MZvpKmpqWNwN2I1U2VrMzMz6aKLLkonnXRS6u/vT6eeemp673vf2/MPa7I1UYecnZlZ+vM///PuMXXWzf/+7/9Ol156aRoeHk6bNm1K1157bVpcXFzhuxGrmeVs7amnnkpvectb0gknnJAGBwfTG97whnTdddeliYkJdx7ZmliO97znPenUU09NAwMD6aSTTkoXXnhh98VgSvJp4pWjytbk08RqpkgppZWLUxRCCCGEEEIIIYQQQqwWVlXOQSGEEEIIIYQQQgghxMqhl4NCCCGEEEIIIYQQQqxR9HJQCCGEEEIIIYQQQog1il4OCiGEEEIIIYQQQgixRtHLQSGEEEIIIYQQQggh1ih6OSiEEEIIIYQQQgghxBpFLweFEEIIIYQQQgghhFij6OWgEEIIIYQQQgghhBBrFL0cFEIIIYQQQgghhBBijaKXg0IIIYQQQgghhBBCrFH0clAIIYQQQgghhBBCiDWKXg4KIYQQQgghhBBCCLFG+f8XMZxxo3DWewAAAABJRU5ErkJggg==\n", "text/plain": [ - "(974, 29)" + "
" ] }, - "execution_count": 7, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "# selected_units = units[units.quality == 'good']\n", - "selected_units = units[units.firing_rate > 5]\n", - "# selected_units = units[units.cumulative_drift < 200]\n", - "selected_units.shape" + "fig, ax = plt.subplots(figsize=(16,16))\n", + "img = ax.imshow(np.transpose(dff_trace[start_time:end_time]))\n", + "# cbar = plt.colorbar(img, shrink=0.5)\n", + "# cbar.set_label('# spikes')\n", + "\n", + "# ax.yaxis.set_major_locator(plt.NullLocator())\n", + "# ax.set_ylabel(\"units\", fontsize=16)\n", + "\n", + "# xtick_step=20\n", + "# reltime = np.array(time_bin_edges)\n", + "# ax.set_xticks(np.arange(0, len(reltime), xtick_step))\n", + "# ax.set_xticklabels([f'{mp:1.3f}' for mp in reltime[::xtick_step]], rotation=45)\n", + "\n", + "# ax.set_xlabel(\"time since stimulus event\", fontsize=16)\n", + "# ax.set_title(\"unit spikes over time\", fontsize=20)" ] } ], From 5197587cd31a403be43ba87e6760ab10e8838280 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Thu, 12 Jan 2023 17:01:09 -0800 Subject: [PATCH 4/6] Completed epoch plot for 2p data --- .../visualize_2p_responses.ipynb | 703 +++++++++++++++--- 1 file changed, 605 insertions(+), 98 deletions(-) diff --git a/docs/visualization/visualize_2p_responses.ipynb b/docs/visualization/visualize_2p_responses.ipynb index 706578ab..a3bda0df 100644 --- a/docs/visualization/visualize_2p_responses.ipynb +++ b/docs/visualization/visualize_2p_responses.ipynb @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "id": "09650a3e", "metadata": {}, "outputs": [], @@ -50,6 +50,7 @@ "from dandi import dandiapi\n", "from fsspec.implementations.cached import CachingFileSystem\n", "from pynwb import NWBHDF5IO\n", + "from scipy import interpolate\n", "\n", "%matplotlib inline" ] @@ -64,13 +65,13 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 2, "id": "54872136", "metadata": {}, "outputs": [], "source": [ - "dandiset_id = \"000021\"\n", - "dandi_filepath = \"sub_1170622509+sess_1194683535+exp_1194752574_ophys.nwb\"\n", + "dandiset_id = \"000336\"\n", + "dandi_filepath = \"sub_1170622509+sess_1194683535+exp_1194752582_ophys.nwb\"\n", "authenticate = False\n", "# dandi_api_key = os.environ['DANDI_API_KEY']\n", "download_loc = \".\"" @@ -78,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 3, "id": "6c77835f", "metadata": {}, "outputs": [], @@ -89,18 +90,10 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": null, "id": "aa5f89b5", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Got dandiset DANDI:000021/draft\n" - ] - } - ], + "outputs": [], "source": [ "if authenticate:\n", " client = dandiapi.DandiAPIClient(token=dandi_api_key)\n", @@ -134,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 4, "id": "805d2be2", "metadata": {}, "outputs": [ @@ -158,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 5, "id": "a8cbffdf", "metadata": {}, "outputs": [ @@ -166,7 +159,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "(42337, 3)\n", + "(42337, 103)\n", "(42337,)\n" ] } @@ -186,10 +179,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "6177ffb0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['fixed_gabors_presentations', 'gratings_presentations', 'movie_flower_fwd_presentations', 'movie_touch_of_evil_fwd_presentations', 'movie_worms_fwd_presentations', 'rotate_gabors_presentations', 'spontaneous_presentations']\n" + ] + } + ], "source": [ "stimulus_names = list(nwb.intervals.keys())\n", "print(stimulus_names)" @@ -197,12 +198,357 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "500e70c6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('start_time', 'stop_time', 'stimulus_name', 'stimulus_block', 'color', 'contrast', 'mask', 'opacity', 'ori', 'size', 'units', 'stimulus_index', 'spatial_frequency', 'phase', 'tags', 'timeseries')\n" + ] + }, + { + "data": { + "text/html": [ + "
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start_timestop_timestimulus_namestimulus_blockcolorcontrastmaskopacityorisizeunitsstimulus_indexspatial_frequencyphasetagstimeseries
id
03723.0847803723.385052gratings184.0[1.0, 1.0, 1.0]0.8None1.060.0[250.0, 250.0]deg7.00.080.50[stimulus_time_interval][(222259, 18, timestamps pynwb.base.TimeSeries...
13723.3850523723.685324gratings184.0[1.0, 1.0, 1.0]0.8None1.090.0[250.0, 250.0]deg7.00.080.25[stimulus_time_interval][(222277, 18, timestamps pynwb.base.TimeSeries...
23723.6853243723.985596gratings184.0[1.0, 1.0, 1.0]0.8None1.0150.0[250.0, 250.0]deg7.00.080.75[stimulus_time_interval][(222295, 18, timestamps pynwb.base.TimeSeries...
33723.9855963724.285858gratings184.0[1.0, 1.0, 1.0]0.8None1.0120.0[250.0, 250.0]deg7.00.080.75[stimulus_time_interval][(222313, 18, timestamps pynwb.base.TimeSeries...
43724.2858583724.586114gratings184.0[1.0, 1.0, 1.0]0.8None1.00.0[250.0, 250.0]deg7.00.080.00[stimulus_time_interval][(222331, 18, timestamps pynwb.base.TimeSeries...
...................................................
6193908.9887343909.288990gratings184.0[1.0, 1.0, 1.0]0.8None1.0120.0[250.0, 250.0]deg7.00.080.50[stimulus_time_interval][(233401, 18, timestamps pynwb.base.TimeSeries...
6203909.2889903909.589238gratings184.0[1.0, 1.0, 1.0]0.8None1.0150.0[250.0, 250.0]deg7.00.080.50[stimulus_time_interval][(233419, 18, timestamps pynwb.base.TimeSeries...
6213909.5892383909.889486gratings184.0[1.0, 1.0, 1.0]0.8None1.090.0[250.0, 250.0]deg7.00.080.00[stimulus_time_interval][(233437, 18, timestamps pynwb.base.TimeSeries...
6223909.8894863910.189734gratings184.0[1.0, 1.0, 1.0]0.8None1.00.0[250.0, 250.0]deg7.00.080.50[stimulus_time_interval][(233455, 18, timestamps pynwb.base.TimeSeries...
6233910.1897343910.489991gratings184.0[1.0, 1.0, 1.0]0.8None1.0150.0[250.0, 250.0]deg7.00.080.00[stimulus_time_interval][(233473, 18, timestamps pynwb.base.TimeSeries...
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624 rows × 16 columns

\n", + "
" + ], + "text/plain": [ + " start_time stop_time stimulus_name stimulus_block color \\\n", + "id \n", + "0 3723.084780 3723.385052 gratings 184.0 [1.0, 1.0, 1.0] \n", + "1 3723.385052 3723.685324 gratings 184.0 [1.0, 1.0, 1.0] \n", + "2 3723.685324 3723.985596 gratings 184.0 [1.0, 1.0, 1.0] \n", + "3 3723.985596 3724.285858 gratings 184.0 [1.0, 1.0, 1.0] \n", + "4 3724.285858 3724.586114 gratings 184.0 [1.0, 1.0, 1.0] \n", + ".. ... ... ... ... ... \n", + "619 3908.988734 3909.288990 gratings 184.0 [1.0, 1.0, 1.0] \n", + "620 3909.288990 3909.589238 gratings 184.0 [1.0, 1.0, 1.0] \n", + "621 3909.589238 3909.889486 gratings 184.0 [1.0, 1.0, 1.0] \n", + "622 3909.889486 3910.189734 gratings 184.0 [1.0, 1.0, 1.0] \n", + "623 3910.189734 3910.489991 gratings 184.0 [1.0, 1.0, 1.0] \n", + "\n", + " contrast mask opacity ori size units stimulus_index \\\n", + "id \n", + "0 0.8 None 1.0 60.0 [250.0, 250.0] deg 7.0 \n", + "1 0.8 None 1.0 90.0 [250.0, 250.0] deg 7.0 \n", + "2 0.8 None 1.0 150.0 [250.0, 250.0] deg 7.0 \n", + "3 0.8 None 1.0 120.0 [250.0, 250.0] deg 7.0 \n", + "4 0.8 None 1.0 0.0 [250.0, 250.0] deg 7.0 \n", + ".. ... ... ... ... ... ... ... \n", + "619 0.8 None 1.0 120.0 [250.0, 250.0] deg 7.0 \n", + "620 0.8 None 1.0 150.0 [250.0, 250.0] deg 7.0 \n", + "621 0.8 None 1.0 90.0 [250.0, 250.0] deg 7.0 \n", + "622 0.8 None 1.0 0.0 [250.0, 250.0] deg 7.0 \n", + "623 0.8 None 1.0 150.0 [250.0, 250.0] deg 7.0 \n", + "\n", + " spatial_frequency phase tags \\\n", + "id \n", + "0 0.08 0.50 [stimulus_time_interval] \n", + "1 0.08 0.25 [stimulus_time_interval] \n", + "2 0.08 0.75 [stimulus_time_interval] \n", + "3 0.08 0.75 [stimulus_time_interval] \n", + "4 0.08 0.00 [stimulus_time_interval] \n", + ".. ... ... ... \n", + "619 0.08 0.50 [stimulus_time_interval] \n", + "620 0.08 0.50 [stimulus_time_interval] \n", + "621 0.08 0.00 [stimulus_time_interval] \n", + "622 0.08 0.50 [stimulus_time_interval] \n", + "623 0.08 0.00 [stimulus_time_interval] \n", + "\n", + " timeseries \n", + "id \n", + "0 [(222259, 18, timestamps pynwb.base.TimeSeries... \n", + "1 [(222277, 18, timestamps pynwb.base.TimeSeries... \n", + "2 [(222295, 18, timestamps pynwb.base.TimeSeries... \n", + "3 [(222313, 18, timestamps pynwb.base.TimeSeries... \n", + "4 [(222331, 18, timestamps pynwb.base.TimeSeries... \n", + ".. ... \n", + "619 [(233401, 18, timestamps pynwb.base.TimeSeries... \n", + "620 [(233419, 18, timestamps pynwb.base.TimeSeries... \n", + "621 [(233437, 18, timestamps pynwb.base.TimeSeries... \n", + "622 [(233455, 18, timestamps pynwb.base.TimeSeries... \n", + "623 [(233473, 18, timestamps pynwb.base.TimeSeries... \n", + "\n", + "[624 rows x 16 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "stim_table = nwb.intervals['trials']\n", + "stim_table = nwb.intervals['gratings_presentations']\n", "print(stim_table.colnames)\n", "stim_table[:]" ] @@ -217,7 +563,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "f7d15d1a", "metadata": {}, "outputs": [], @@ -232,13 +578,13 @@ "\n", " # for each row, try to extend current epoch stop_time\n", " for i in range(len(stim_table)):\n", - " this_block = stim_table.stimulus_type[i]\n", + " this_block = stim_table.stimulus_block[i]\n", " # if end of table, end the current epoch\n", " if i+1 >= len(stim_table):\n", " epochs.append((stim_name, this_block, epoch_start, epoch_stop))\n", " break\n", " \n", - " next_block = stim_table.stimulus_type[i+1]\n", + " next_block = stim_table.stimulus_block[i+1]\n", " # if next row is the same stim block, push back epoch_stop time\n", " if next_block == this_block:\n", " epoch_stop = stim_table.stop_time[i+1]\n", @@ -253,10 +599,203 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "46dc14a0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "185\n", + "('movie_touch_of_evil_fwd_presentations', 0.0, 30.02491, 39.03236712068045)\n", + "('movie_flower_fwd_presentations', 1.0, 40.03322000000001, 49.04066712068045)\n", + "('movie_flower_fwd_presentations', 2.0, 50.041520000000006, 59.04897712068045)\n", + "('movie_touch_of_evil_fwd_presentations', 3.0, 60.04983, 69.05729712068045)\n", + "('movie_flower_fwd_presentations', 4.0, 70.05813, 79.06559712068045)\n", + "('movie_worms_fwd_presentations', 5.0, 80.06644, 89.07389712068046)\n", + "('movie_worms_fwd_presentations', 6.0, 90.07477, 99.08223712068045)\n", + "('movie_flower_fwd_presentations', 7.0, 100.08306, 109.09053712068044)\n", + "('movie_touch_of_evil_fwd_presentations', 8.0, 110.09139, 119.09884712068046)\n", + "('movie_worms_fwd_presentations', 9.0, 120.0997, 129.10716712068046)\n", + "('movie_touch_of_evil_fwd_presentations', 10.0, 130.10802, 139.11548712068046)\n", + "('movie_worms_fwd_presentations', 11.0, 140.11631, 149.12378712068045)\n", + "('movie_flower_fwd_presentations', 12.0, 150.12465, 159.13208712068044)\n", + "('movie_worms_fwd_presentations', 13.0, 160.13294, 169.14042712068044)\n", + "('movie_worms_fwd_presentations', 14.0, 170.14127, 179.14872712068046)\n", + "('movie_touch_of_evil_fwd_presentations', 15.0, 180.14956, 189.15702712068045)\n", + "('movie_flower_fwd_presentations', 16.0, 190.15788, 199.16532712068044)\n", + "('movie_worms_fwd_presentations', 17.0, 200.16617, 209.1736271206805)\n", + "('movie_flower_fwd_presentations', 18.0, 210.17446, 219.18189712068045)\n", + "('movie_touch_of_evil_fwd_presentations', 19.0, 220.18276, 229.19022712068045)\n", + "('movie_touch_of_evil_fwd_presentations', 20.0, 230.19107, 239.19848712068045)\n", + "('movie_flower_fwd_presentations', 21.0, 240.19935, 249.2067771206804)\n", + "('movie_touch_of_evil_fwd_presentations', 22.0, 250.20764, 259.2150771206804)\n", + "('movie_worms_fwd_presentations', 23.0, 260.21593, 269.2233771206804)\n", + "('movie_flower_fwd_presentations', 24.0, 270.22421, 279.2316471206804)\n", + "('movie_touch_of_evil_fwd_presentations', 25.0, 280.23247999999995, 289.2399371206804)\n", + "('movie_flower_fwd_presentations', 26.0, 290.24078999999995, 299.2482271206804)\n", + "('movie_worms_fwd_presentations', 27.0, 300.24907999999994, 309.2565171206804)\n", + "('movie_worms_fwd_presentations', 28.0, 310.25738, 319.2648171206804)\n", + "('movie_flower_fwd_presentations', 29.0, 320.26564999999994, 329.2730971206804)\n", + "('movie_flower_fwd_presentations', 30.0, 330.27396, 339.2813771206804)\n", + "('movie_worms_fwd_presentations', 31.0, 340.28223, 349.2896671206804)\n", + "('movie_touch_of_evil_fwd_presentations', 32.0, 350.2905099999999, 359.2979671206804)\n", + "('movie_touch_of_evil_fwd_presentations', 33.0, 360.29881, 369.3062571206804)\n", + "('movie_worms_fwd_presentations', 34.0, 370.30709999999993, 379.3145371206804)\n", + "('movie_touch_of_evil_fwd_presentations', 35.0, 380.31538, 389.3228271206804)\n", + "('movie_touch_of_evil_fwd_presentations', 36.0, 390.32367, 399.3311171206804)\n", + "('movie_worms_fwd_presentations', 37.0, 400.3319599999999, 409.3394071206804)\n", + "('movie_flower_fwd_presentations', 38.0, 410.34025, 419.3476671206804)\n", + "('movie_worms_fwd_presentations', 39.0, 420.34854, 429.3560071206804)\n", + "('movie_touch_of_evil_fwd_presentations', 40.0, 430.3568399999999, 439.3642371206804)\n", + "('movie_flower_fwd_presentations', 41.0, 440.36513, 449.3725371206804)\n", + "('movie_worms_fwd_presentations', 42.0, 450.3734099999999, 459.3808471206804)\n", + "('movie_flower_fwd_presentations', 43.0, 460.3817, 469.3891071206804)\n", + "('movie_touch_of_evil_fwd_presentations', 44.0, 470.38999, 479.3974371206804)\n", + "('movie_flower_fwd_presentations', 45.0, 480.39829, 489.4056971206804)\n", + "('movie_touch_of_evil_fwd_presentations', 46.0, 490.40656, 499.4139971206804)\n", + "('movie_worms_fwd_presentations', 47.0, 500.41485, 509.4222971206804)\n", + "('movie_flower_fwd_presentations', 48.0, 510.42314, 519.4305771206804)\n", + "('movie_worms_fwd_presentations', 49.0, 520.43143, 529.4388771206804)\n", + "('movie_touch_of_evil_fwd_presentations', 50.0, 530.43973, 539.4471771206804)\n", + "('movie_worms_fwd_presentations', 51.0, 540.44801, 549.4554571206804)\n", + "('movie_flower_fwd_presentations', 52.0, 550.4563, 559.4637371206804)\n", + "('movie_flower_fwd_presentations', 53.0, 560.4646, 569.4720271206804)\n", + "('movie_worms_fwd_presentations', 54.0, 570.47289, 579.4803171206804)\n", + "('movie_flower_fwd_presentations', 55.0, 580.48118, 589.4885971206804)\n", + "('movie_touch_of_evil_fwd_presentations', 56.0, 590.48947, 599.4968871206804)\n", + "('movie_touch_of_evil_fwd_presentations', 57.0, 600.4977700000001, 609.5051871206804)\n", + "('movie_worms_fwd_presentations', 58.0, 610.50605, 619.5135071206804)\n", + "('movie_touch_of_evil_fwd_presentations', 59.0, 620.51433, 629.5217671206804)\n", + "('movie_flower_fwd_presentations', 60.0, 630.52261, 639.5300471206804)\n", + "('movie_flower_fwd_presentations', 61.0, 640.53093, 649.5383571206804)\n", + "('movie_worms_fwd_presentations', 62.0, 650.5392, 659.5466571206804)\n", + "('movie_touch_of_evil_fwd_presentations', 63.0, 660.54749, 669.5549371206804)\n", + "('movie_flower_fwd_presentations', 64.0, 670.55576, 679.5632271206804)\n", + "('movie_worms_fwd_presentations', 65.0, 680.56408, 689.5715271206803)\n", + "('movie_touch_of_evil_fwd_presentations', 66.0, 690.57238, 699.5798271206804)\n", + "('movie_worms_fwd_presentations', 67.0, 700.58067, 709.5881171206804)\n", + "('movie_touch_of_evil_fwd_presentations', 68.0, 710.58895, 719.5963871206804)\n", + "('movie_worms_fwd_presentations', 69.0, 720.59725, 729.6046971206804)\n", + "('movie_touch_of_evil_fwd_presentations', 70.0, 730.60552, 739.6129571206804)\n", + "('movie_flower_fwd_presentations', 71.0, 740.6138100000001, 749.6212471206804)\n", + "('movie_touch_of_evil_fwd_presentations', 72.0, 750.62211, 759.6295671206803)\n", + "('movie_flower_fwd_presentations', 73.0, 760.6304, 769.6378371206804)\n", + "('movie_touch_of_evil_fwd_presentations', 74.0, 770.63868, 779.6461371206804)\n", + "('movie_worms_fwd_presentations', 75.0, 780.64696, 789.6544371206804)\n", + "('movie_worms_fwd_presentations', 76.0, 790.65526, 799.6627271206804)\n", + "('movie_flower_fwd_presentations', 77.0, 800.66357, 809.6709871206804)\n", + "('movie_touch_of_evil_fwd_presentations', 78.0, 810.67185, 819.6793071206804)\n", + "('movie_worms_fwd_presentations', 79.0, 820.68013, 829.6876071206804)\n", + "('movie_flower_fwd_presentations', 80.0, 830.68844, 839.6958671206804)\n", + "('movie_flower_fwd_presentations', 81.0, 840.69673, 849.7041571206804)\n", + "('movie_touch_of_evil_fwd_presentations', 82.0, 850.70502, 859.7124671206803)\n", + "('movie_worms_fwd_presentations', 83.0, 860.71331, 869.7207571206804)\n", + "('movie_worms_fwd_presentations', 84.0, 870.7216, 879.7290471206804)\n", + "('movie_touch_of_evil_fwd_presentations', 85.0, 880.72988, 889.7373271206804)\n", + "('movie_flower_fwd_presentations', 86.0, 890.73816, 899.7456271206804)\n", + "('movie_touch_of_evil_fwd_presentations', 87.0, 900.74646, 909.7539271206804)\n", + "('movie_worms_fwd_presentations', 88.0, 910.75475, 919.7622071206804)\n", + "('movie_touch_of_evil_fwd_presentations', 89.0, 920.76304, 929.7705171206804)\n", + "('movie_flower_fwd_presentations', 90.0, 930.77134, 939.7787871206804)\n", + "('movie_worms_fwd_presentations', 91.0, 940.77963, 949.7870871206804)\n", + "('movie_touch_of_evil_fwd_presentations', 92.0, 950.78792, 959.7953671206805)\n", + "('movie_flower_fwd_presentations', 93.0, 960.79624, 969.8036671206804)\n", + "('movie_flower_fwd_presentations', 94.0, 970.8045, 979.8119371206805)\n", + "('movie_worms_fwd_presentations', 95.0, 980.81278, 989.8202471206804)\n", + "('movie_worms_fwd_presentations', 96.0, 990.82106, 999.8285471206804)\n", + "('movie_touch_of_evil_fwd_presentations', 97.0, 1000.82935, 1009.8368171206804)\n", + "('movie_flower_fwd_presentations', 98.0, 1010.83766, 1019.8450971206804)\n", + "('movie_flower_fwd_presentations', 99.0, 1020.84594, 1029.8533671206803)\n", + "('movie_touch_of_evil_fwd_presentations', 100.0, 1030.85422, 1039.8616971206802)\n", + "('movie_flower_fwd_presentations', 101.0, 1040.86252, 1049.8699771206802)\n", + "('movie_flower_fwd_presentations', 102.0, 1050.87082, 1059.8782671206802)\n", + "('movie_worms_fwd_presentations', 103.0, 1060.8791199999998, 1069.8865671206802)\n", + "('movie_worms_fwd_presentations', 104.0, 1070.8874099999998, 1079.8948671206804)\n", + "('movie_touch_of_evil_fwd_presentations', 105.0, 1080.8956999999998, 1089.9031371206802)\n", + "('movie_touch_of_evil_fwd_presentations', 106.0, 1090.9039899999998, 1099.9114271206802)\n", + "('movie_worms_fwd_presentations', 107.0, 1100.9122599999998, 1109.9197171206804)\n", + "('movie_worms_fwd_presentations', 108.0, 1110.92057, 1119.9280171206804)\n", + "('movie_touch_of_evil_fwd_presentations', 109.0, 1120.9288499999998, 1129.9363171206803)\n", + "('movie_worms_fwd_presentations', 110.0, 1130.9371299999998, 1139.9446171206805)\n", + "('movie_flower_fwd_presentations', 111.0, 1140.94543, 1149.9528871206803)\n", + "('movie_flower_fwd_presentations', 112.0, 1150.9536999999998, 1159.9611871206805)\n", + "('movie_flower_fwd_presentations', 113.0, 1160.96202, 1169.9694571206803)\n", + "('movie_flower_fwd_presentations', 114.0, 1170.9703, 1179.9777571206805)\n", + "('movie_touch_of_evil_fwd_presentations', 115.0, 1180.97859, 1189.9860571206802)\n", + "('movie_touch_of_evil_fwd_presentations', 116.0, 1190.98688, 1199.9943271206805)\n", + "('movie_touch_of_evil_fwd_presentations', 117.0, 1200.99518, 1210.0026271206802)\n", + "('movie_worms_fwd_presentations', 118.0, 1211.00346, 1220.0109071206805)\n", + "('movie_worms_fwd_presentations', 119.0, 1221.01175, 1230.0192071206802)\n", + "('movie_touch_of_evil_fwd_presentations', 120.0, 1231.02005, 1240.0274771206805)\n", + "('movie_touch_of_evil_fwd_presentations', 121.0, 1241.0283499999998, 1250.0358071206804)\n", + "('movie_touch_of_evil_fwd_presentations', 122.0, 1251.0366299999998, 1260.0440771206802)\n", + "('movie_touch_of_evil_fwd_presentations', 123.0, 1261.0449199999998, 1270.0523571206802)\n", + "('movie_worms_fwd_presentations', 124.0, 1271.05323, 1280.0606571206804)\n", + "('movie_flower_fwd_presentations', 125.0, 1281.0614899999998, 1290.0689271206802)\n", + "('movie_flower_fwd_presentations', 126.0, 1291.0697899999998, 1300.0772371206804)\n", + "('movie_flower_fwd_presentations', 127.0, 1301.07809, 1310.0855071206802)\n", + "('movie_flower_fwd_presentations', 128.0, 1311.08637, 1320.0938171206803)\n", + "('movie_worms_fwd_presentations', 129.0, 1321.09465, 1330.1021071206803)\n", + "('movie_worms_fwd_presentations', 130.0, 1331.10294, 1340.1104171206805)\n", + "('movie_worms_fwd_presentations', 131.0, 1341.11124, 1350.1186971206805)\n", + "('movie_worms_fwd_presentations', 132.0, 1351.11954, 1360.1269871206805)\n", + "('movie_worms_fwd_presentations', 133.0, 1361.12782, 1370.1352771206805)\n", + "('movie_touch_of_evil_fwd_presentations', 134.0, 1371.13612, 1380.1435571206805)\n", + "('movie_flower_fwd_presentations', 135.0, 1381.1444299999998, 1390.1518571206802)\n", + "('movie_flower_fwd_presentations', 136.0, 1391.15268, 1400.1601371206802)\n", + "('movie_worms_fwd_presentations', 137.0, 1401.1609999999998, 1410.1684471206802)\n", + "('movie_touch_of_evil_fwd_presentations', 138.0, 1411.16926, 1420.1767071206802)\n", + "('movie_touch_of_evil_fwd_presentations', 139.0, 1421.17754, 1430.1849871206805)\n", + "('movie_flower_fwd_presentations', 140.0, 1431.18583, 1440.1932871206802)\n", + "('movie_flower_fwd_presentations', 141.0, 1441.19413, 1450.2015671206802)\n", + "('movie_touch_of_evil_fwd_presentations', 142.0, 1451.2024299999998, 1460.2098671206802)\n", + "('movie_worms_fwd_presentations', 143.0, 1461.2107099999998, 1470.2181771206804)\n", + "('movie_touch_of_evil_fwd_presentations', 144.0, 1471.21903, 1480.2264671206804)\n", + "('movie_flower_fwd_presentations', 145.0, 1481.2272999999998, 1490.2347371206804)\n", + "('movie_touch_of_evil_fwd_presentations', 146.0, 1491.2355799999998, 1500.2430471206803)\n", + "('movie_flower_fwd_presentations', 147.0, 1501.24389, 1510.2513171206804)\n", + "('movie_touch_of_evil_fwd_presentations', 148.0, 1511.25217, 1520.2596071206804)\n", + "('movie_flower_fwd_presentations', 149.0, 1521.2604399999998, 1530.2679071206803)\n", + "('movie_touch_of_evil_fwd_presentations', 150.0, 1531.26875, 1540.2762071206805)\n", + "('movie_flower_fwd_presentations', 151.0, 1541.27703, 1550.2844971206805)\n", + "('movie_worms_fwd_presentations', 152.0, 1551.28533, 1560.2928071206802)\n", + "('movie_worms_fwd_presentations', 153.0, 1561.29363, 1570.3010971206802)\n", + "('movie_worms_fwd_presentations', 154.0, 1571.30192, 1580.3093771206802)\n", + "('movie_worms_fwd_presentations', 155.0, 1581.3102, 1590.3176571206802)\n", + "('movie_flower_fwd_presentations', 156.0, 1591.31848, 1600.3259371206802)\n", + "('movie_worms_fwd_presentations', 157.0, 1601.3267899999998, 1610.3342271206802)\n", + "('movie_worms_fwd_presentations', 158.0, 1611.33505, 1620.3425171206802)\n", + "('movie_worms_fwd_presentations', 159.0, 1621.3433599999998, 1630.3508471206803)\n", + "('movie_flower_fwd_presentations', 160.0, 1631.35164, 1640.3590871206802)\n", + "('movie_touch_of_evil_fwd_presentations', 161.0, 1641.3599299999998, 1650.3673971206804)\n", + "('movie_flower_fwd_presentations', 162.0, 1651.3682299999998, 1660.3756871206804)\n", + "('movie_touch_of_evil_fwd_presentations', 163.0, 1661.37654, 1670.3839771206804)\n", + "('movie_touch_of_evil_fwd_presentations', 164.0, 1671.3847999999998, 1680.3922771206803)\n", + "('movie_worms_fwd_presentations', 165.0, 1681.39311, 1690.4005571206803)\n", + "('movie_flower_fwd_presentations', 166.0, 1691.4014, 1700.4088471206803)\n", + "('movie_touch_of_evil_fwd_presentations', 167.0, 1701.40968, 1710.4171471206805)\n", + "('movie_worms_fwd_presentations', 168.0, 1711.41797, 1720.4254271206803)\n", + "('movie_flower_fwd_presentations', 169.0, 1721.4262399999998, 1730.4336971206803)\n", + "('movie_touch_of_evil_fwd_presentations', 170.0, 1731.43455, 1740.4420371206802)\n", + "('movie_touch_of_evil_fwd_presentations', 171.0, 1741.44283, 1750.4502771206803)\n", + "('movie_touch_of_evil_fwd_presentations', 172.0, 1751.45114, 1760.4585871206802)\n", + "('movie_worms_fwd_presentations', 173.0, 1761.45942, 1770.4668771206802)\n", + "('movie_worms_fwd_presentations', 174.0, 1771.46771, 1780.4751671206802)\n", + "('movie_flower_fwd_presentations', 175.0, 1781.47601, 1790.4834471206802)\n", + "('movie_touch_of_evil_fwd_presentations', 176.0, 1791.4842999999998, 1800.4917371206802)\n", + "('movie_worms_fwd_presentations', 177.0, 1801.49257, 1810.50002712068)\n", + "('movie_flower_fwd_presentations', 178.0, 1811.50087, 1820.50830712068)\n", + "('movie_flower_fwd_presentations', 179.0, 1821.50917, 1830.51660712068)\n", + "('rotate_gabors_presentations', 180.0, 1861.54234, 2311.9154499999995)\n", + "('rotate_gabors_presentations', 181.0, 2311.9154499999995, 2762.28866)\n", + "('fixed_gabors_presentations', 182.0, 2792.31355, 3242.6867299999994)\n", + "('fixed_gabors_presentations', 183.0, 3242.6867299999994, 3693.05993)\n", + "('gratings_presentations', 184.0, 3723.08478, 3910.489990933901)\n" + ] + } + ], "source": [ "# extract epochs from all valid stimulus tables\n", "epochs = []\n", @@ -279,29 +818,51 @@ "id": "247ad3f9", "metadata": {}, "source": [ - "### Visualizing Dff Activity Throughout Epochs\n", - "Below is a view of the spiking activity of a unit throughout a session, where epochs are shown as colored sections. Set `unit_num` to be the id of the unit to view. Set `time_start` to the starting bound of the session you'd like to see, and `time_end` to the ending bound. You may want to use the output above to inform your choice. As mentioned above, if your file's stimulus information differs signifcantly, this code may need to be modified to appropriately display the epochs." + "### Visualizing DF/F Activity Throughout Epochs\n", + "Below is a view of the dff activity of a channel throughout a session, where epochs are shown as colored sections. Set `unit_num` to be the id of the unit to view. Set `time_start` to the starting bound in seconds of the session, you'd like to see, and `time_end` to the ending bound. You may want to use the output above to inform your choice. As mentioned above, if your file's stimulus information differs signifcantly, this code may need to be modified to appropriately display the epochs." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "id": "b6553136", "metadata": {}, "outputs": [], "source": [ - "channel_num = 1\n", + "channel_num = 1 # chosen from dff_trace.shape[1]\n", "time_start = 0\n", - "time_end = 4000" + "time_end = 1000" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "id": "669b06c5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ + "# generate plot of spike histogram with colored epoch intervals and legend\n", "fig, ax = plt.subplots(figsize=(15,5))\n", "\n", "# assign unique color to each stimulus name\n", @@ -310,64 +871,21 @@ "stim_color_map = {stim_names[i]:colors[i] for i in range(len(stim_names))}\n", "\n", "epoch_key = {}\n", - "height = max(dff_trace[time_start:time_end,channel_num])\n", + "height = max(dff_trace[:,channel_num]*100)\n", "# draw colored rectangles for each epoch\n", "for epoch in epochs:\n", - " stim_name, stim_block, start, end = epoch\n", + " stim_name, stim_block, epoch_start, epoch_end = epoch\n", " color = stim_color_map[stim_name]\n", - " rec = ax.add_patch(mpl.patches.Rectangle((start, 0), end-start, height, alpha=0.2, facecolor=color))\n", + " rec = ax.add_patch(mpl.patches.Rectangle((epoch_start, 0), epoch_end-epoch_start, height, alpha=0.3, facecolor=color))\n", " epoch_key[stim_name] = rec\n", - " \n", + "\n", "ax.set_xlim(time_start, time_end)\n", "ax.set_ylim(0, height)\n", "ax.set_xlabel(\"time (s)\")\n", - "ax.set_ylabel(\"# spikes\")\n", + "ax.set_ylabel(\"DF/F (%)\")\n", "\n", - "fig.legend(epoch_key.values(), epoch_key.keys(), loc=\"lower right\", bbox_to_anchor=(1.12, 0.25))\n", - "ax.plot(dff_trace[time_start:time_end,channel_num])" - ] - }, - { - "cell_type": "markdown", - "id": "9a13392b", - "metadata": {}, - "source": [ - "#### oop" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "40cd64ae", - "metadata": {}, - "outputs": [], - "source": [ - "# arbitrary index of dff_trace.shape[1]\n", - "roi_num = 50" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "80d4c67b", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "ax.plot(dff_trace[start_time:end_time, roi_num])\n", - "\n", - "plt.show()" + "fig.legend(epoch_key.values(), epoch_key.keys(), loc=\"lower right\", bbox_to_anchor=(1.14, 0.25))\n", + "ax.plot(dff_timestamps[:], dff_trace[:,channel_num]*100) # *100 to yield percentage" ] }, { @@ -380,21 +898,10 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "id": "d9409879", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(16,16))\n", "img = ax.imshow(np.transpose(dff_trace[start_time:end_time]))\n", From 9ad58d72547a05efa1646a35ceba72131c59fba7 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Fri, 13 Jan 2023 15:47:51 -0800 Subject: [PATCH 5/6] Completed 2p responses notebook --- .../visualize_2p_responses.ipynb | 194 ++++++++++++++---- 1 file changed, 151 insertions(+), 43 deletions(-) diff --git a/docs/visualization/visualize_2p_responses.ipynb b/docs/visualization/visualize_2p_responses.ipynb index a3bda0df..5390e2e9 100644 --- a/docs/visualization/visualize_2p_responses.ipynb +++ b/docs/visualization/visualize_2p_responses.ipynb @@ -5,7 +5,7 @@ "id": "740a0b46", "metadata": {}, "source": [ - "## Visualizing 2P responses to stimulus" + "## Visualizing 2P Responses to Stimulus" ] }, { @@ -71,9 +71,9 @@ "outputs": [], "source": [ "dandiset_id = \"000336\"\n", - "dandi_filepath = \"sub_1170622509+sess_1194683535+exp_1194752582_ophys.nwb\"\n", - "authenticate = False\n", - "# dandi_api_key = os.environ['DANDI_API_KEY']\n", + "dandi_filepath = \"sub_1170622509/sub_1170622509sess_1194683535/sub_1170622509+sess_1194683535+exp_1194752582_ophys.nwb\"\n", + "authenticate = True\n", + "dandi_api_key = os.environ['DANDI_API_KEY']\n", "download_loc = \".\"" ] }, @@ -90,10 +90,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "aa5f89b5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "A newer version (0.48.0) of dandi/dandi-cli is available. You are using 0.46.3\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Got dandiset DANDI:000336/draft\n" + ] + } + ], "source": [ "if authenticate:\n", " client = dandiapi.DandiAPIClient(token=dandi_api_key)\n", @@ -105,10 +120,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "15f3c988", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloaded file to ./sub_1170622509+sess_1194683535+exp_1194752582_ophys.nwb\n" + ] + } + ], "source": [ "file = my_dandiset.get_asset_by_path(dandi_filepath)\n", "# this may take awhile, especially if the file to download is large\n", @@ -122,12 +145,13 @@ "id": "53919d11", "metadata": {}, "source": [ - "### Extracting 2P Data and Stimulus Data" + "### Extracting 2P Data and Stimulus Data\n", + "Below, the DFF trace and timestamps are read from the file's `Processing` section. Note that the exact format to access the dff trace can vary between newer and older NWB files, so some adjustments may be necessary. Additionally, yhe stimulus data is also read from the NWB file's `Intervals` section. Stimulus information is stored as a series of tables depending on the type of stimulus shown in the session. One such table is displayed below." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "id": "805d2be2", "metadata": {}, "outputs": [ @@ -151,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "id": "a8cbffdf", "metadata": {}, "outputs": [ @@ -169,7 +193,7 @@ "dff_trace = dff.roi_response_series[\"traces\"].data\n", "dff_timestamps = dff.roi_response_series[\"traces\"].timestamps\n", "\n", - "# accessing the above data may look different for newer nwb files, like the following\n", + "# accessing the above data may look different for older nwb files, like the following\n", "# dff_trace = dff.roi_response_series[\"RoiResponseSeries\"].data\n", "# dff_timestamps = dff.roi_response_series[\"RoiResponseSeries\"].timestamps\n", "\n", @@ -179,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "6177ffb0", "metadata": {}, "outputs": [ @@ -198,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "id": "500e70c6", "metadata": {}, "outputs": [ @@ -542,7 +566,7 @@ "[624 rows x 16 columns]" ] }, - "execution_count": 7, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -558,12 +582,13 @@ "id": "549005dc", "metadata": {}, "source": [ - "### Getting Stimulus Epochs" + "### Getting Stimulus Epochs\n", + "Here, epochs are extracted from the stimulus tables. In this case, an 'epoch' is a continuous period of time during a session where a particular type of stimulus is shown. The output here is a list of epochs, where an epoch is a tuple of four values; the stimulus name, the stimulus block, the starting time and the ending time. Since stimulus information can vary signifcantly between experiments and NWB files, you may need to tailor the code below to extract epochs for the file you're interested in." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "id": "f7d15d1a", "metadata": {}, "outputs": [], @@ -599,7 +624,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "46dc14a0", "metadata": {}, "outputs": [ @@ -819,40 +844,57 @@ "metadata": {}, "source": [ "### Visualizing DF/F Activity Throughout Epochs\n", - "Below is a view of the dff activity of a channel throughout a session, where epochs are shown as colored sections. Set `unit_num` to be the id of the unit to view. Set `time_start` to the starting bound in seconds of the session, you'd like to see, and `time_end` to the ending bound. You may want to use the output above to inform your choice. As mentioned above, if your file's stimulus information differs signifcantly, this code may need to be modified to appropriately display the epochs." + "Below is a view of the dff activity of a channel throughout a session, where epochs are shown as colored sections. Set `roi_num` to be the id of the ROI you want to view. Set `time_start` to the starting bound in seconds of the session, you'd like to see, and `time_end` to the ending bound. You may want to use the output above to inform your choice. As mentioned above, if your file's stimulus information differs signifcantly, this code may need to be modified to appropriately display the epochs. You may also change `trace_to_display` to select the average dff trace for all ROIs." ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 12, "id": "b6553136", "metadata": {}, "outputs": [], "source": [ - "channel_num = 1 # chosen from dff_trace.shape[1]\n", + "roi_num = 1 # chosen from dff_trace.shape[1]\n", "time_start = 0\n", "time_end = 1000" ] }, { "cell_type": "code", - "execution_count": 33, - "id": "669b06c5", + "execution_count": 13, + "id": "59990600", "metadata": {}, + "outputs": [], + "source": [ + "avg_dff = np.average(dff_trace, axis=1)\n", + "\n", + "# swap these to view average trace of all ROIs\n", + "# trace_to_display = avg_dff[:]*100\n", + "trace_to_display = dff_trace[:,roi_num]*100\n", + "# ^^^ * 100 to yield percentage" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "669b06c5", + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 33, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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Hkad3U8Z9j5/c/zq/paWlKTw8XP/97391/vx5+fj4qEePHho1apSxGUxGRobGjh2rxYsX68qVK2rSpIkWLFhgvNngycCTUQAg0SsVAAAA8Hip0trcEeQsq7ECEhISMk27tw4xKChIe/bsybFcKysrnTt3Lst54eHhCg8PN5n2+uuvPzAJkp233npLb731Vqbtjx07VmPHjs12vSZNmujw4cMm0+6vKw0KCsqywljK+titWbMmd0FLKlu2rNauXZvt/Dp16uS57jYkJEQhISE5LuPv759tuffvU1bXQnay2nd3d/dMY0u0bds2y+17eXnpu+++M5nWtWvXXG9fknx8fEwG/L6Xn59ftvud0/XXu3dv9e7dO9ttOjs7a86cOZozZ06W87O63sPCwhQWFmZ8XblyZe3atSvTukuXLtXSpUtNpk2ePNn4v6enZ5b7m9V1nNN79kHXctu2bdW2bdts138UeWq5Udg++OADLViwQPPmzVNcXJw++OADTZ06VXPnzjUuM3XqVM2ZM0cLFy7U7t275ejoqJCQEN28edOMkaNQkNAAAOCh8BEKAAAAALB0eUpuGAwG/fXXX7p27ZquXr0qg8Gg5ORkXbt2zeQvv/z4449q06aNXnrpJfn5+enVV1/VCy+8YMwUZWRkaNasWRo1apTatGljbDJ07ty5PGU6AQAAAAAAADxeJk2aJCcnpyz/WrVqZe7wshUZGZlt3NWrV3+oMqtXr55tmXfHEikoBbE/lrR9FJw8d0t1dxT6u6/vHTH+7qjpDxplPbcaN26sjz/+WMePH1flypUVGxurnTt36sMPP5QknT59WufPn1eLFi2M67i6uqpRo0batWuXunTpki9xoOjjCVQAkLHLRgAAAACA1LdvX3Xq1CnLeXkdbLowvfLKK2rUqFGW84oVK/ZQZa5fv16pqalZzsvL+A4PoyD2J7+3X9DDL6Bg5Cm5sW3btoKKI0sjR47UtWvXVLVqVVlbWystLU0TJ05UaGioJOn8+fOSMr8BS5UqZZyXlZSUFKWkpBhf52drExQebjkAADwcvrgDAADgSeDu7i53d3dzh5Fnzs7OcnZ2ztcy7x8YvDAVxP5Y0vZRcPKU3EhLS1NQUJCsra0LKh4Tq1atUmRkpFasWKHq1avr0KFDCgsLk4+Pj7p37/7Q5U6ePFnjxo3Lx0gBAAAAAAAAAEBhydOYG2+99ZY8PT31+uuv6/PPPy/wFg/vvvuuRo4cqS5duqhmzZrq2rWrBg8ebBzV3cvLS5J04cIFk/UuXLhgnJeV9957T1evXjX+nT17tuB2AoWCB1ABAHg4fIQCAAAAACxRnpIbv/76q6KiolStWjXNmDFDpUqV0vPPP6+5c+cqMTEx34O7ceOGrKxMQ7S2tlZ6erokqXz58vLy8tLWrVuN869du6bdu3crMDAw23Lt7Ozk4uJi8gfLQ0IDAAAAAAAAAJ5MeUpuSFKtWrU0atQo7dmzR6dOnVKHDh20YcMGValSRXXq1NGYMWO0b9++fAmudevWmjhxotatW6eEhAR9/fXX+vDDD9WuXTtJdwZODQsL04QJE/TNN9/oyJEj6tatm3x8fNS2bdt8iQEWgkQHAAAAAAAAADwx8jTmxv18fHzUt29f9e3bV9evX9fGjRu1du1atWzZUkOGDNG//vWvRwpu7ty5Gj16tPr166eLFy/Kx8dH//znPzVmzBjjMsOHD9f169fVp08fXblyRU2bNtXGjRtlb2//SNsGAAAAAAAAAABFU55bbmTH0dFRHTp00PLly3XhwgX17t37kct0dnbWrFmzdObMGf399986deqUJkyYIFtbW+MyBoNB48eP1/nz53Xz5k1t2bJFlStXfuRto+jLoLkGAJgwGMwdAQAAAAAUrPDwcNWpUyffyjt27Jiefvpp2dvbq06dOkpISJDBYNChQ4fybRuF4f79yA8Gg0Fr1qzJl7KeFFFRUTIYDLpy5Yq5Q3ki5KnlRtmyZXXw4EF5eHhIkubNm6du3bplGrPC2tpanp6e+Rcl8AAkOoo2xkcBAAAAACDv9ty+Wqjba2jjWqjbexjDhg3TgAED8q28sWPHytHRUfHx8XJyctJff/2Vb2UXpvv3A7nn5+ensLAwhYWF5Wm94OBg1alTR7NmzTJOa9y4sZKSkuTqWvTfS4+DPLXc+O2335SWlmZ8/a9//Uv/+9//8j0oAAAAFBxyzgAAALBUTk5Oxgev88OpU6fUtGlTlStXLl/LzU+3bt164DKWsB/3ysjI0O3bt80dRr6ztbWVl5eXDHStUCgeqVuqDB7Hhhlx+QEA8Oho/QgAAICHFRwcrAEDBigsLEwlSpRQqVKltHjxYl2/fl1vvvmmnJ2dVbFiRW3YsMG4TnR0tBo2bCg7Ozt5e3tr5MiRxkrujz/+WD4+PkpPTzfZTps2bdSzZ09JWXdL9cknn8jf31/29vaqWrWqPvroo1zFbzAYtH//fo0fP14Gg0Hh4eFZLpdTzN99953c3NyMD4QfOnRIBoNBI0eONK7/1ltv6Y033jC+3rlzp5555hk5ODjI19dXAwcO1PXr143z/fz89P777xt7zOnTp0+e9mPs2LHy9PTUl19+aVymTp068vb2NonBzs5ON27ckCSdOHFCzZo1k729vapVq6bNmzfn6hhKMnbltXLlSjVu3Fj29vaqUaOGoqOjjcvc7a5pw4YNql+/vuzs7LRz506lp6dr8uTJKl++vBwcHFS7dm2TuC9fvqzQ0FB5enrKwcFBlSpV0tKlS43zz549q06dOsnNzU3u7u5q06aNEhISjPN79Oihtm3bavr06fL29paHh4feeecdpaamSrpzDZ85c0aDBw+WwWAwJiX+/PNPvfbaaypdurSKFy+umjVr6rPPPjMpNzo6WrNnzzaul5CQkGW3VKtXr1b16tVlZ2cnPz8/zZgxw+T4+fn5adKkSerZs6ecnZ1VtmxZffzxx8b5t27dUv/+/eXt7S17e3uVK1dOkydPzvX5eZzl25gbgDmR6AAAAAAAACh8y5YtU8mSJbVnzx4NGDBAb7/9tjp27KjGjRvrwIEDeuGFF9S1a1fduHFDv//+u1588UU1aNBAsbGxWrBggZYsWaIJEyZIkjp27Kg///xT27ZtM5Z/6dIlbdy4UaGhoVluPzIyUmPGjNHEiRMVFxenSZMmafTo0Vq2bNkDY09KSlL16tU1dOhQJSUladiwYZmWeVDMzzzzjP766y8dPHhQ0p1ESMmSJRUVFWUsIzo6WsHBwZLutLBo2bKlOnTooMOHD+vzzz/Xzp071b9/f5PtTp8+XbVr19bBgwc1evToPO3Hu+++q2bNmhljuHz5suLi4vT333/r2LFjxpgaNGig4sWLKz09Xe3bt5etra12796thQsXasSIEQ88fvd79913NXToUB08eFCBgYFq3bq1/vzzT5NlRo4cqSlTpiguLk61atXS5MmTtXz5ci1cuFC//PKLBg8erDfeeMOYGBk9erSOHj2qDRs2KC4uTgsWLFDJkiUlSampqQoJCZGzs7N27NihmJgYOTk5qWXLliatXbZt26ZTp05p27ZtWrZsmSIiIhQRESFJ+uqrr1SmTBmNHz9eSUlJSkpKkiTdvHlT9evX17p16/Tzzz+rT58+6tq1q/bs2SNJmj17tgIDA9W7d2/jer6+vpmOyf79+9WpUyd16dJFR44cUXh4uEaPHm3c/l0zZsxQQECADh48qH79+untt99WfHy8JGnOnDn65ptvtGrVKsXHxysyMlJ+fn55Pj+PozyNuSHdyYTe7bft9u3bioiIMF5Qdw0cODB/ogMAALlGo1c8DANXDgAAAB5B7dq1NWrUKEnSe++9pylTpqhkyZLq3bu3JGnMmDFasGCBDh8+rG+//Va+vr6aN2+eDAaDqlatqnPnzmnEiBEaM2aMSpQooVatWmnFihVq3ry5JOnLL79UyZIl9eyzz2a5/bFjx2rGjBlq3769JKl8+fI6evSoFi1apO7du+cYu5eXl2xsbOTk5CQvLy9JytQF/0cffZRjzK6urqpTp46ioqIUEBCgqKgoDR48WOPGjVNycrKuXr2qkydPKigoSJI0efJkhYaGGsd3qFSpkubMmaOgoCAtWLBA9vb2kqTnnntOQ4cOzdU5yGo/goODtWjRIknS9u3bVbduXXl5eSkqKkpVq1ZVVFSUMaYtW7bo2LFj2rRpk3x8fCRJkyZNUqtWrXK1/bv69++vDh06SJIWLFigjRs3asmSJRo+fLhxmfHjx+v555+XJKWkpGjSpEnasmWLAgMDJUkVKlTQzp07tWjRIgUFBSkxMVF169ZVQECAJJlU6n/++edKT0/XJ598YmxxsXTpUrm5uSkqKkovvPCCJKlEiRKaN2+erK2tVbVqVb300kvaunWrevfuLXd3d1lbW8vZ2dl47CSpdOnSJsmuAQMGaNOmTVq1apUaNmwoV1dX2draqnjx4ibr3e/DDz9U8+bNjQmqypUr6+jRo5o2bZp69OhhXO7FF19Uv379JEkjRozQzJkztW3bNlWpUkWJiYmqVKmSmjZtKoPBoHLlyuXpvDzO8jyg+OLFi42vvby89J///MdkGYPBQHIDhY6GGwAA5N69XVHRLRUAAAAeRa1atYz/W1tby8PDQzVr1jROK1WqlCTp4sWLiouLU2BgoMl4BE2aNFFycrJ+++03lS1bVqGhoerdu7c++ugj2dnZKTIyUl26dJGVVeYOaK5fv65Tp06pV69exmSKdOeB7Pwa0Dk3MQcFBSkqKkpDhw7Vjh07NHnyZK1atUo7d+7UpUuX5OPjo0qVKkmSYmNjdfjwYUVGRhrLy8jIUHp6uk6fPi1/f39JMlbmP6ygoCANGjRIf/zxh7HlyN3kRq9evfTjjz8akw5xcXHy9fU1JjYkGZMNeXHvOjY2NgoICFBcXJzJMvfu18mTJ3Xjxg1jsuOuW7duqW7dupKkt99+Wx06dDC2Amrbtq0aN24s6c6xPHnypJydnU3Wv3nzpk6dOmV8Xb16dVlbWxtfe3t768iRIznuS1pamiZNmqRVq1bp999/161bt5SSkqLixYvn5lAYxcXFqU2bNibTmjRpolmzZiktLc0Y173vI4PBIC8vL128eFHSnS6wnn/+eVWpUkUtW7bUyy+/bEzcPOnylNy4t78yAAAAAAAAAE+2YsWKmbw2GAwm0+4mBe4fRyM7rVu3VkZGhtatW6cGDRpox44dmjlzZpbLJicnS5IWL16sRo0amcy7tzK7oAUHB+vTTz9VbGysihUrpqpVqyo4OFhRUVG6fPmysYXE3Zj/+c9/ZvlweNmyZY3/Ozo6PlJMNWvWlLu7u6KjoxUdHa2JEyfKy8tLH3zwgfbu3avU1FRjkqAw3btfd8/funXrVLp0aZPl7OzsJEmtWrXSmTNntH79em3evFnNmzfXO++8o+nTpys5OVn169c3SRTd5enpafw/q2v0QdfjtGnTNHv2bM2aNUs1a9aUo6OjwsLCcjW4+8PIKcZ69erp9OnT2rBhg7Zs2aJOnTqpRYsWJmOTPKny3C0VAOQVTwUDhcNA70IAAAAAijB/f3+tXr1aGRkZxqRHTEyMnJ2dVaZMGUmSvb292rdvr8jISJ08eVJVqlRRvXr1siyvVKlS8vHx0a+//prtmByFEfPdcTdmzpxpTGQEBwdrypQpunz5skn3UvXq1dPRo0dVsWLFAon3LoPBoGeeeUZr167VL7/8oqZNm6p48eJKSUnRokWLFBAQYEw0+Pv76+zZs0pKSjIOOv7TTz/leZs//fSTmjVrJulO65n9+/dnGkvkXtWqVZOdnZ0SExNNEkD38/T0VPfu3dW9e3c988wzevfddzV9+nTVq1dPn3/+uZ566im5uLjkOd67bG1tjQPC3xUTE6M2bdoYB4JPT0/X8ePHVa1atRzXu5+/v79iYmIylV25cuU8JeBcXFzUuXNnde7cWa+++qpatmypS5cuyd3dPddlPI7yPKB4enq6Pv30U7388suqUaOGatasqVdeeUXLly9XBqM6oxCZXG5cegAA5B6fmwAAADCDfv366ezZsxowYICOHTumtWvXauzYsRoyZIhJt1OhoaFat26dPv300wcmLcaNG6fJkydrzpw5On78uI4cOaKlS5fqww8/LLSYS5QooVq1aikyMtI4cHizZs104MABHT9+3KTifsSIEfrxxx/Vv39/HTp0SCdOnNDatWtzTAI8rODgYH322WeqU6eOnJycZGVlpWbNmikyMtIkphYtWqhy5crq3r27YmNjtWPHDv373//O8/bmz5+vr7/+WseOHdM777yjy5cvq2fPntku7+zsrGHDhmnw4MFatmyZTp06pQMHDmju3LnGAeHHjBmjtWvX6uTJk/rll1/03XffGbvuCg0NVcmSJdWmTRvt2LFDp0+fVlRUlAYOHKjffvst13H7+flp+/bt+v33341jrlSqVEmbN2/Wjz/+qLi4OP3zn//UhQsXMq23e/duJSQk6H//+1+WrUGGDh2qrVu36v3339fx48e1bNkyzZs3L8vB67Pz4Ycf6rPPPtOxY8d0/PhxffHFF/Ly8pKbm1uuy3hc5Sm5kZGRoVdeeUVvvfWWfv/9d9WsWVPVq1fXmTNn1KNHD7Vr166g4gQAAAAAoEAc++uyRvz8k05dv2buUADgsVa6dGmtX79ee/bsUe3atdW3b1/16tXLOCD5Xc8995zc3d0VHx+v119/Pccy33rrLX3yySdaunSpatasqaCgIEVERKh8+fKFGnNQUJDS0tKMyQ13d3dVq1ZNXl5eqlKlinG5WrVqKTo6WsePH9czzzyjunXrasyYMSbjXeSX+2OS7iQ87p9mZWWlr7/+Wn///bcaNmyot956SxMnTszz9qZMmaIpU6aodu3a2rlzp7755huVLFkyx3Xef/99jR49WpMnT5a/v79atmypdevWGc+fra2t3nvvPdWqVUvNmjWTtbW1Vq5cKUkqXry4tm/frrJly6p9+/by9/dXr169dPPmzTy15Bg/frwSEhL0j3/8w9id1ahRo1SvXj2FhIQYxytp27atyXrDhg2TtbW1qlWrJk9PTyUmJmYqu169elq1apVWrlypGjVqaMyYMRo/frzJYOIP4uzsrKlTpyogIEANGjRQQkKC1q9fn+U4NE+aPHVLFRERoe3bt2vr1q169tlnTeb98MMPatu2rZYvX65u3brla5DAg/AAKgAAAICHNejwj5KkET//pC8bMUAngKKjoU3+DIpdUKKiojJNy2rM3nt7ewkKCtKePXtyLNfKykrnzp3Lcl54eLjCw8NNpr3++usPTIJk59ChQyav/fz8MvVOk5uYZ82apVmzZuVY9l0NGjTQ999/n21ZDzPucVbbqlOnTqZ9CQsLU1hYWKZlK1eurB07dphMy2svPf7+/tq9e3eW84KDg7Msz2AwaNCgQRo0aFCW640aNSpTIuleXl5exlYeWYmIiMg07f7z9PTTTys2NtZkmru7u9asWZNtudKdY7Zr1y6TaVldPx06dFCHDh2yLSer833v+ezdu7d69+6dYyxPqjyldz777DP961//ypTYkO5kVEeOHJnlAC5AQSChAQAAACA//XU71dwhAAAAIJfylNw4fPiwWrZsme38Vq1aZcpyAQAAoGgxGbaKpwUAAADwmJo0aZKcnJyy/GvVqpW5w8s1c++HubcPZCdP3VJdunRJpUqVynZ+qVKldPny5UcOCsgrKmYAAAAAAABwr759+6pTp05ZznNwcCjkaB6euffjQdsvXbp0nruwAvJDnpIbaWlpsrHJfhVra2vdvn37kYMCcuPee2Y6N9AijbMDFA6DwWDuEAAAAACgyHB3d5e7u7u5w3hk5t4Pc28fyE6ekhsZGRnq0aOH7OzsspyfkpKSL0EBeXU7nerzooaMPQBYhgxS0AAAAAAAC5Sn5Eb37t0fuEy3bt0eOhjgYaWlmzsCAAAsBwkNAAAAAICly1NyY+nSpQUVB5Bn91bMpNFyAwCAh8InKAAAAADAElmZOwAgP5DcKHo4IwAAAAAAAAAKCskNPBbolgoAJIYTBwAAAAAATwqSG7Bc9zQNSEujnUBRwxkBgKKLezQAAAAsVXh4uOrUqWPuMIq0Y8eO6emnn5a9vX2+HSuDwaA1a9bkS1lPiqioKBkMBl25csXcoTy28jTmBgAAAAAAAIDCceF2QqFur5SNX6Fu72EMGzZMAwYMMHcYRdrYsWPl6Oio+Ph4OTk5mTsci+Ln56ewsDCFhYXlab3g4GDVqVNHs2bNMk5r3LixkpKS5Orqmr9BwojkBh4LBfEEakZGhgwGOnkBYDm4ZeFhZNCMAwAAABbEycnJYirsMzIylJaWJhubwq2CPXXqlF566SWVK1euULf7sMx1nAqara2tvLy8zB3GY41uqWCx7q2Lye+KmfM3b6jL3i1acfZE/hb8RKG2DAAAAACAx1lwcLAGDBigsLAwlShRQqVKldLixYt1/fp1vfnmm3J2dlbFihW1YcMG4zrR0dFq2LCh7Ozs5O3trZEjR+r27duSpI8//lg+Pj5KTzcdXLVNmzbq2bOnpKy7pfrkk0/k7+8ve3t7Va1aVR999FGu4n/11VfVv39/4+uwsDAZDAYdO3ZMknTr1i05Ojpqy5YtkqSUlBQNHDhQTz31lOzt7dW0aVPt3bvXuP7dbog2bNig+vXry87OTjt37nyo43T58mWFhobK09NTDg4OqlSpkpYuXfrAfTIYDNq/f7/Gjx8vg8GgsWPHytPTU19++aVxmTp16sjb29v4eufOnbKzs9ONGzckSSdOnFCzZs1kb2+vatWqafPmzbk6npKUkJAgg8GglStXqnHjxrK3t1eNGjUUHR39wOOUnp6uyZMnq3z58nJwcFDt2rVN4n7QMTl79qw6deokNzc3ubu7q02bNkpISDDO79Gjh9q2bavp06fL29tbHh4eeuedd5SamirpzvV85swZDR48WAaDwfjQ859//qnXXntNpUuXVvHixVWzZk199tlnJuVGR0dr9uzZxvUSEhKy7JZq9erVql69uuzs7OTn56cZM2aYHD8/Pz9NmjRJPXv2lLOzs8qWLauPP/7YOP/WrVvq37+/vL29ZW9vr3Llymny5Mm5Pj+PG5IbQBY+PXNMV1JvaVnicXOHAgBA/iP/DAAAgHyybNkylSxZUnv27NGAAQP09ttvq2PHjmrcuLEOHDigF154QV27dtWNGzf0+++/68UXX1SDBg0UGxurBQsWaMmSJZowYYIkqWPHjvrzzz+1bds2Y/mXLl3Sxo0bFRoamuX2IyMjNWbMGE2cOFFxcXGaNGmSRo8erWXLlj0w9qCgIEVFRRlfR0dHq2TJksZpe/fuVWpqqho3bixJGj58uFavXq1ly5bpwIEDqlixokJCQnTp0iWTckeOHKkpU6YoLi5OtWrVyvNxkqTRo0fr6NGj2rBhg+Li4rRgwQKVLFnygfuUlJSk6tWra+jQoUpKStK7776rZs2aGffp8uXLiouL099//21M4kRHR6tBgwYqXry40tPT1b59e9na2mr37t1auHChRowY8cDt3u/dd9/V0KFDdfDgQQUGBqp169b6888/czxOkydP1vLly7Vw4UL98ssvGjx4sN544w1jYiSnY5KamqqQkBA5Oztrx44diomJkZOTk1q2bKlbt24Zt7lt2zadOnVK27Zt07JlyxQREaGIiAhJ0ldffaUyZcpo/PjxSkpKUlJSkiTp5s2bql+/vtatW6eff/5Zffr0UdeuXbVnzx5J0uzZsxUYGKjevXsb1/P19c10TPbv369OnTqpS5cuOnLkiMLDwzV69Gjj9u+aMWOGAgICdPDgQfXr109vv/224uPjJUlz5szRN998o1WrVik+Pl6RkZHy8/PL8/l5XDxebX3wRLm3tUZ+19HQRcej4xgChY9eqfAwMsh0AAAA4BHUrl1bo0aNkiS99957mjJlikqWLKnevXtLksaMGaMFCxbo8OHD+vbbb+Xr66t58+bJYDCoatWqOnfunEaMGKExY8aoRIkSatWqlVasWKHmzZtLkr788kuVLFlSzz77bJbbHzt2rGbMmKH27dtLksqXL6+jR49q0aJF6t69e46xBwcHa9CgQfrjjz9kY2Ojo0ePavTo0YqKilLfvn0VFRVlrPS/fv26FixYoIiICLVq1UqStHjxYm3evFlLlizRu+++ayx3/Pjxev755x/6OD399NNKTExU3bp1FRAQIEm5rsD28vKSjY2NnJycjF0iBQcHa9GiRZKk7du3q27duvLy8lJUVJSqVq2qqKgoBQUFSZK2bNmiY8eOadOmTfLx8ZEkTZo0ybjPudW/f3916NBBkrRgwQJt3LhRS5Ys0fDhw7M8TikpKZo0aZK2bNmiwMBASVKFChW0c+dOLVq0SEFBQTkek88//1zp6en65JNPjC0uli5dKjc3N0VFRemFF16QJJUoUULz5s2TtbW1qlatqpdeeklbt25V79695e7uLmtrazk7O5t0J1W6dGkNGzbM+HrAgAHatGmTVq1apYYNG8rV1VW2trYqXrx4jt1Qffjhh2revLlGjx4tSapcubKOHj2qadOmqUePHsblXnzxRfXr10+SNGLECM2cOVPbtm1TlSpVlJiYqEqVKqlp06YyGAwW0/VYQaHlBgAAAAAAAICHcrdlgiRZW1vLw8NDNWvWNE4rVaqUJOnixYuKi4tTYGCgyRinTZo0UXJysn777TdJUmhoqFavXq2UlBRJd1pmdOnSRVZWmasxr1+/rlOnTqlXr17GsTicnJw0YcIEnTp16oGx16hRQ+7u7oqOjtaOHTtUt25dvfzyy8aWAtHR0QoODpZ0ZxyL1NRUNWnSxLh+sWLF1LBhQ8XFxZmUe7fy/WGPkyS9/fbbWrlyperUqaPhw4frxx9/fOD+ZCcoKEhHjx7VH3/8Ydyn4OBgRUVFKTU1VT/++KNxP+Pi4uTr62tMbEgyJhvy4t51bGxsFBAQkONxOnnypG7cuKHnn3/e5FwuX77ceC5zOiaxsbE6efKknJ2djeu6u7vr5s2bJtdC9erVZW1tbXzt7e1tPObZSUtL0/vvv6+aNWvK3d1dTk5O2rRpkxITE/N0TOLi4kyuH+nO9X/ixAmlpaUZp917rRgMBnl5eRlj7NGjhw4dOqQqVapo4MCB+v777/MUw+OGlht4PORzMwEG5X10PAcMAEUX92gAAADkl2LFipm8NhgMJtPuJjLuH0cjO61bt1ZGRobWrVunBg0aaMeOHZo5c2aWyyYnJ0u604KiUaNGJvPurcDOjsFgMHbZZGdnp+DgYNWqVUspKSn6+eef9eOPP5o8sZ9bjo6Omabl9Ti1atVKZ86c0fr167V582Y1b95c77zzjqZPn57neO5WykdHRys6OloTJ06Ul5eXPvjgg0xdbxWme4/T3XO5bt06lS5d2mQ5Ozs7STkfk+TkZNWvX1+RkZGZtuPp6Wn8P6vz8KBrc9q0aZo9e7ZmzZqlmjVrytHRUWFhYSbdXeWnnGKsV6+eTp8+rQ0bNmjLli3q1KmTWrRoYTI2yZOElhuwWFTMAMB9SMwCAAAAKML8/f21a9cuZdzzkGpMTIycnZ1VpkwZSZK9vb3at2+vyMhIffbZZ6pSpYrq1auXZXmlSpWSj4+Pfv31V1WsWNHkr3z58rmK6e64G1FRUQoODpaVlZWaNWumadOmKSUlxfik/T/+8Q/Z2toqJibGuG5qaqr27t2ratWqPewhyZGnp6e6d++u//73v5o1a5bJwNJ5YTAY9Mwzz2jt2rX65Zdf1LRpU2MSZ9GiRQoICDAmGvz9/XX27FnjeBOS9NNPP+V5m/euc/v2be3fv1/+/v7ZLl+tWjXZ2dkpMTEx07m8d/yK7I5JvXr1dOLECT311FOZ1nd1dc113La2tiatKKQ712ibNm30xhtvqHbt2qpQoYKOHz/+wPXu5+/vb3L93C27cuXKuUrG3eXi4qLOnTtr8eLF+vzzz7V69epM4748KWi5gccCiQ4AAAAAAICirV+/fpo1a5YGDBig/v37Kz4+XmPHjtWQIUNMup0KDQ3Vyy+/rF9++UVvvPFGjmWOGzdOAwcOlKurq1q2bKmUlBTt27dPly9f1pAhQx4YU3BwsAYPHixbW1s1bdrUOG3YsGFq0KCBsdLf0dFRb7/9tt599125u7urbNmymjp1qm7cuKFevXo9wlHJ2pgxY1S/fn1Vr15dKSkp+u6773JMDjxIcHCwhg4dqoCAADk5OUmSmjVrpsjISJPxQlq0aKHKlSure/fumjZtmq5du6Z///vfed7e/PnzValSJfn7+2vmzJm6fPmyevbsme3yzs7OGjZsmAYPHqz09HQ1bdpUV69eVUxMjFxcXNS9e/ccj0loaKimTZumNm3aaPz48SpTpozOnDmjr776SsOHDzcmzx7Ez89P27dvV5cuXWRnZ6eSJUuqUqVK+vLLL/Xjjz+qRIkS+vDDD3XhwgWTpJafn592796thIQEY5dY9xs6dKgaNGig999/X507d9auXbs0b948ffTRR7k+rh9++KG8vb1Vt25dWVlZ6YsvvpCXl5fc3NxyXcbjhJYbsBgHE67r5anxij56LdM8Bq8uehigFgAsA3drAAAAFJbSpUtr/fr12rNnj2rXrq2+ffuqV69exoG273ruuefk7u6u+Ph4vf766zmW+dZbb+mTTz7R0qVLVbNmTQUFBSkiIiLXLTdq1qwpNzc31alTx1jpHxwcrLS0NOM4FHdNmTJFHTp0UNeuXVWvXj2dPHlSmzZtUokSJXJ/EHLJ1tZW7733nmrVqqVmzZrJ2tpaK1eufOjygoKCMu1TVvtpZWWlr7/+Wn///bcaNmyot956SxMnTszz9qZMmaIpU6aodu3a2rlzp7755huVLFkyx3Xef/99jR49WpMnT5a/v79atmypdevWGc9lTsekePHi2r59u8qWLav27dvL399fvXr10s2bN+Xi4pLruMePH6+EhAT94x//MHZnNWrUKNWrV08hISEKDg6Wl5eX2rZta7LesGHDZG1trWrVqsnT0zPL8Tjq1aunVatWaeXKlapRo4bGjBmj8ePHmwwm/iDOzs6aOnWqAgIC1KBBAyUkJGj9+vVZjknzJKDlBizGoGVnlJKaoeErzmr3hOoFWhtjoG+XfEXyCQCKFhLQAAAAlqGUjZ+5Q8hRVFRUpmkJCQmZpt3bDVVQUJD27NmTY7lWVlY6d+5clvPCw8MVHh5uMu31119/YBIkp23d36VPnTp1TGK+y97eXnPmzNGcOXOyLCs4ODjL9R7mOI0aNSpT0ie3Dh06lGlaVvsUFhamsLCwTMtWrlxZO3bsyDa23PD399fu3buznJfdcTIYDBo0aJAGDRqU5XoPOiZeXl5atmxZtvMjIiIyTZs1a5bJ66efflqxsbEm09zd3bVmzZpsy5XuHLNdu3aZTPPz88u0nx06dFCHDh2yLSer6+Le89m7d2/17t07x1ieJE9mSgcWKfV29jdRqmgAgCE38HBIdAAAAAAALBHJDQAAAAAAAACPnUmTJsnJySnLv1atWpk7vIdi7n0y9/aBe9EtFSzWvU+a0u0RAAAAAAAA7tW3b1916tQpy3kODg6FHE3+MPc+PWj7pUuXznMXVsDDIrkBi2EwiP6nLAifYwBQdN17i+Z+DQAAgMeVu7u73N3dzR1GvjL3Ppl7+8C9iny3VL///rveeOMNeXh4yMHBQTVr1tS+ffuM8zMyMjRmzBh5e3vLwcFBLVq00IkTJ8wYMWBeqbfTdfT0Vd1OSzd3KAAAAAAAAABQIIp0cuPy5ctq0qSJihUrpg0bNujo0aOaMWOGSpQoYVxm6tSpmjNnjhYuXKjdu3fL0dFRISEhunnzphkjR2G490lTmrv9n/mrjyt8yRH9d1OCWePgjACFz2BgSHEAAAAAAPBkKNLdUn3wwQfy9fXV0qVLjdPKly9v/D8jI0OzZs3SqFGj1KZNG0nS8uXLVapUKa1Zs0ZdunQp9JgBc/vxyP8kSet/PKceL1YwczR3ZJDqAAAAAAAAAJCPinTLjW+++UYBAQHq2LGjnnrqKdWtW1eLFy82zj99+rTOnz+vFi1aGKe5urqqUaNG2rVrV7blpqSk6Nq1ayZ/sGz5XXXOs8/5gYSGORxPuqlDCdfNHQYAAAAAAABQoIp0cuPXX3/VggULVKlSJW3atElvv/22Bg4cqGXLlkmSzp8/L0kqVaqUyXqlSpUyzsvK5MmT5erqavzz9fUtuJ1AgaHqHMis6/xT+ucnCfrfX6nmDgVmQGIWD4PPUwAAAACAJSrSyY309HTVq1dPkyZNUt26ddWnTx/17t1bCxcufKRy33vvPV29etX4d/bs2XyKGObCkBuAqYtXb5s7BAAAAAAAHnsJCQkyGAw6dOiQuUNBNgwGg9asWWPuMFAAivSYG97e3qpWrZrJNH9/f61evVqS5OXlJUm6cOGCvL29jctcuHBBderUybZcOzs72dnZ5X/AKFB3Bsoli2EpOFMAUHRl3PNUAOMiAQDwZPjt4g1NXxGnV5/1VdPaT5k7HORWwp7C3Z5fwwLfRHBwsOrUqaNZs2blab0ePXroypUrVFI/AR72XIeHh2vNmjWZEk1JSUkqUaJE/gWIIqNIt9xo0qSJ4uPjTaYdP35c5cqVk3RncHEvLy9t3brVOP/atWvavXu3AgMDCzVWFL57W2vk+5gb9O0CwAJx7wIAAEB25q8+rnP/+1tzvjhu7lDwGLt165a5Q3hsmONYpqY+nl1ce3l58aD7Y6pIJzcGDx6sn376SZMmTdLJkye1YsUKffzxx3rnnXck3XmSPywsTBMmTNA333yjI0eOqFu3bvLx8VHbtm3NGzwKFw+dFjl0FQYAAAAARUdKarq5Q8BjKDg4WP3791dYWJhKliypkJAQRUdHq2HDhrKzs5O3t7dGjhyp27fvdJ3co0cPRUdHa/bs2TIYDDIYDEpISFBaWpp69eql8uXLy8HBQVWqVNHs2bON2wkPD9eyZcu0du1a43pRUVGSpLNnz6pTp05yc3OTu7u72rRpo4SEhFzFf/v2bQ0cOFBubm7y8PDQiBEj1L17d5N6xY0bN6pp06bGZV5++WWdOnUqU1nHjh1T48aNZW9vrxo1aig6Otpkfk7HJbtjmZGRofDwcJUtW1Z2dnby8fHRwIEDc7Vvfn5+ev/99/Xaa6/J0dFRpUuX1vz5802WMRgMWrBggV555RU5Ojpq4sSJkqS1a9eqXr16sre3V4UKFTRu3DhjrA+KKSUlRcOGDVPp0qXl6OioRo0aGc+VJEVERMjNzU2bNm2Sv7+/nJyc1LJlSyUlJUnK+VyPGDFClStXVvHixVWhQgWNHj3amJCJiIjQuHHjFBsba1wvIiLCuJ/3tgI5cuSInnvuOTk4OMjDw0N9+vRRcnKycX6PHj3Utm1bTZ8+Xd7e3vLw8NA777xjkvz56KOPVKlSJdnb26tUqVJ69dVXc3VekL+KdHKjQYMG+vrrr/XZZ5+pRo0aev/99zVr1iyFhoYalxk+fLgGDBigPn36qEGDBkpOTtbGjRtlb29vxshREHggGcg9upkBkFskowEAAPAoli1bJltbW8XExCg8PFwvvviiGjRooNjYWC1YsEBLlizRhAkTJEmzZ89WYGCgevfuraSkJCUlJcnX11fp6ekqU6aMvvjiCx09elRjxozRv/71L61atUqSNGzYMHXq1MlYCZ6UlKTGjRsrNTVVISEhcnZ21o4dOxQTE2OsLM9Ny4cPPvhAkZGRWrp0qWJiYnTt2rVMXSFdv35dQ4YM0b59+7R161ZZWVmpXbt2Sk83TRi+++67Gjp0qA4ePKjAwEC1bt1af/75pyTp999/z/G4ZHUsFy5cqNWrV2vmzJlatGiRTpw4oTVr1qhmzZq5PjfTpk1T7dq1dfDgQY0cOVKDBg3S5s2bTZYJDw9Xu3btdOTIEfXs2VM7duxQt27dNGjQIB09elSLFi1SRESEMfHxoJj69++vXbt2aeXKlTp8+LA6duyoli1b6sSJE8Zlbty4oenTp+s///mPtm/frsTERA0bNkxS9udakpydnRUREaGjR49q9uzZWrx4sWbOnClJ6ty5s4YOHarq1asb1+vcuXOmY3L9+nWFhISoRIkS2rt3r7744gtt2bJF/fv3N1lu27ZtOnXqlLZt26Zly5YpIiLCmCzZt2+fBg4cqPHjxys+Pl4bN25Us2bNcn1ekH+K9JgbkvTyyy/r5Zdfzna+wWDQ+PHjNX78+EKMCkUN9TIAAOQen5sAAADIL5UqVdLUqVMlScuXL5evr6/mzZsng8GgqlWr6ty5cxoxYoTGjBkjV1dX2draqnjx4saxdCXJ2tpa48aNM74uX768du3apVWrVqlTp05ycnKSg4ODUlJSTNb773//q/T0dH3yySf/f6xWaenSpXJzc1NUVJReeOGFHGOfO3eu3nvvPbVr106SNG/ePK1fv95kmQ4dOpi8/vTTT+Xp6amjR4+qRo0axun9+/c3LrtgwQJt3LhRS5Ys0fDhw/XRRx/leFysrKwyHUtJWrdunby8vNSiRQsVK1ZMZcuWVcOGuR8XpUmTJho5cqQkqXLlyoqJidHMmTP1/PPPG5d5/fXX9eabbxpf9+zZUyNHjlT37t0lSRUqVND777+v4cOHa+zYsUpMTMw2psTERC1dulSJiYny8fGRdCdZsXHjRi1dulSTJk2SdKf7q4ULF+of//iH8djdrdvN7lxL0qhRo4z/+/n5adiwYVq5cqWGDx8uBwcHOTk5ycbGJtN691qxYoVu3ryp5cuXy9HRUdKd8966dWt98MEHKlWqlCSpRIkSmjdvnqytrVW1alW99NJL2rp1q3r37q3ExEQ5Ojrq5ZdflrOzs8qVK6e6devm+rwg/xTplhuAuRhoJ/LIaDlgXlzDAAAAAO7FLwQUlPr16xv/j4uLU2BgoDHRIN2pYE9OTtZvv/2WYznz589X/fr15enpKScnJ3388cdKTEzMcZ3Y2FidPHlSzs7OcnJykpOTk9zd3XXz5s0su46619WrV3XhwgWTZIG1tbXJ/kjSiRMn9Nprr6lChQpycXGRn5+fJGWK7d7xf21sbBQQEKC4uDhJuT8u92+7Y8eO+vvvv1WhQgX17t1bX3/9tUlXVg9y/5jEgYGBxpjuCggIMHkdGxur8ePHG4+nk5OTsaXNjRs3cozpyJEjSktLU+XKlU3Wj46ONjkfxYsXNyY2JMnb21sXL1584P58/vnnatKkiby8vOTk5KRRo0Y98Bq5X1xcnGrXrm1MbEh3zkV6errJ2M/Vq1eXtbV1ljE+//zzKleunCpUqKCuXbsqMjJSN27cyFMcyB9FvuUGkBsZ9KkBmCC5BAAAAMAE2Q0UkHsriR/WypUrNWzYMM2YMUOBgYFydnbWtGnTtHv37hzXS05OVv369RUZGZlpnqen5yPHJUmtW7dWuXLltHjxYvn4+Cg9PV01atQokAG/7z+Wvr6+io+P15YtW7R582b169dP06ZNU3R0tIoVK1Yg20xOTta4cePUvn37TMva29vnGFNycrKsra21f/9+k8SAdKdFxl33x24wGB5Yt7dr1y6FhoZq3LhxCgkJkaurq1auXKkZM2bkdZdzJasY73ZF5uzsrAMHDigqKkrff/+9xowZo/DwcO3du1dubm4FEg+yRnIDFot8BgAAAAAAQNHh7++v1atXKyMjw9hKISYmRs7OzipTpowkydbWVmlpaSbrxcTEqHHjxurXr59x2v0tL7Jar169evr888/11FNPycXFJU+xurq6qlSpUtq7d69xvIS0tDQdOHBAderUkST9+eefio+P1+LFi/XMM89Iknbu3JlleT/99JOxnNu3b2v//v3GcRxyc1yy4+DgoNatW6t169Z65513VLVqVR05ckT16tV74D7+9NNPmV77+/vnuE69evUUHx+vihUr5jmmunXrKi0tTRcvXjQer4eR1bn+8ccfVa5cOf373/82Tjtz5swD17ufv7+/IiIidP36dWNiJyYmRlZWVqpSpUquY7SxsVGLFi3UokULjR07Vm5ubvrhhx+yTAqh4NAtFR4L5DkAU3RLBSC3aOkFAACA/NKvXz+dPXtWAwYM0LFjx7R27VqNHTtWQ4YMMY4r4efnp927dyshIUH/+9//lJ6erkqVKmnfvn3atGmTjh8/rtGjR2vv3r0mZfv5+enw4cOKj4/X//73P6Wmpio0NFQlS5ZUmzZttGPHDp0+fVpRUVEaOHDgA7vBkqQBAwZo8uTJWrt2reLj4zVo0CBdvnzZmIAoUaKEPDw89PHHH+vkyZP64YcfNGTIkCzLmj9/vr7++msdO3ZM77zzji5fvqyePXvm+rhkJSIiQkuWLNHPP/+sX3/9Vf/973/l4OCgcuXK5ep8xMTEaOrUqTp+/Ljmz5+vL774QoMGDcpxnTFjxmj58uUaN26cfvnlF8XFxWnlypXG8S5yiqly5coKDQ1Vt27d9NVXX+n06dPas2ePJk+erHXr1uUqZinrc12pUiUlJiZq5cqVOnXqlObMmaOvv/4603qnT5/WoUOH9L///U8pKSmZyg4NDZW9vb26d++un3/+Wdu2bdOAAQPUtWtX43gbD/Ldd99pzpw5OnTokM6cOaPly5crPT09T8kR5A+SG7AYhpzqaqmXAUxQWQkAAAAAKGylS5fW+vXrtWfPHtWuXVt9+/ZVr169TAaCHjZsmKytrVWtWjV5enoqMTFR//znP9W+fXt17txZjRo10p9//mnSikOSevfurSpVqiggIECenp6KiYlR8eLFtX37dpUtW1bt27eXv7+/evXqpZs3b+aqJceIESP02muvqVu3bgoMDJSTk5NCQkJkb28vSbKystLKlSu1f/9+1ahRQ4MHD9a0adOyLGvKlCmaMmWKateurZ07d+qbb75RyZIlc31csuLm5qbFixerSZMmqlWrlrZs2aJvv/1WHh4eD9w3SRo6dKj27dununXrasKECfrwww8VEhKS4zohISH67rvv9P3336tBgwZ6+umnNXPmTGNC5UExLV26VN26ddPQoUNVpUoVtW3bVnv37lXZsmVzFbOU9bl+5ZVXNHjwYPXv31916tTRjz/+qNGjR5us16FDB7Vs2VLPPvusPD099dlnn2Uqu3jx4tq0aZMuXbqkBg0a6NVXX1Xz5s01b968XMfn5uamr776Ss8995z8/f21cOFCffbZZ6pevXquy0D+oFsqWCwqb4s2zg5Q+HJMAgPZ4H4NAMCTga+KFsqv4YOXMaOoqKhM04KCgrRnz55s16lcubJ27dqVafrSpUu1dOlSk2mTJ082/u/p6anvv/8+03peXl5atmxZHqL+PzY2Npo7d67mzp0rSUpPT5e/v786depkXKZFixY6evSoyXr3jg/h5+dnfP3aa69lu60HHZesjmXbtm3Vtm3b3OxKllxcXLRq1aps52c3zkVISEi2SZAHxVSsWDGNGzdO48aNy3J+jx491KNHj0xl3htLdud66tSpmjp1qsm0sLAw4/92dnb68ssvM613/37WrFlTP/zwQ7b7EBERkWnarFmzjP83bdo0y/OFwkdyA48FKmYAAAAAAACQF2fOnNH333+voKAgpaSkaN68eTp9+rRef/11c4cGIBdIbsBi8JSJZcnI5n8AgPlxXwYA5EbKrTT9ei5ZVcq6yMqKX2QALI+Tk1O28zZs2CA/Pz9FRERo2LBhysjIUI0aNbRly5YHDrptbjt27FCrVq2ynZ+cnFyI0QDmQ3IDFuveFmXZtKJ7aHxtB2CJuHfhoZDpAABkY8p/juqX01f1+gt+atusjLnDwSOiC1M8iQ4dOpTtvNKlS8vBwUExMTGFF1A+CQgIyHHfJCkhIaFQYgHMieQGgAKRXb+NAAAAACzDL6evSpK27j1PcgOARapYsaK5QygQDg4Oj+2+AXlhZe4AgPxANTpAQgnAw8ngUxQAAAAAYIFIbhRBf6fd1taLvyn5dqq5Qyla7mtCazKmA5W6AADkGp+bAAAAAABLR7dURdCsk0cU9b9zquXirmk1A80dzhPJQGekAAAAACCJVn4AAKBoouVGERT1v3OSpMPXLpk5EgCWhAexQWIWD4NbBwAATwq+KwIAHi8kN2C5qI0p0jg9AFB0cY8GAAAAAFg6kht4LPDEetFGM3YAKLq4QwMAAOBhZWRkqE+fPnJ3d5fBYJCbm5vCwsIKdJvh4eGqU6dOgW7jXgkJCTIYDDp06FChbRN5YzAYtGbNGnOHATNgzA0Lcur6NUWePaHuZSurXHFnc4dT6O5vQEtlDGCK9wToaQAAABQEHiZ7PNCDqYX69tvC3V7r1nlafOPGjYqIiFBUVJQqVKggKysrOTg4FFBweFz06NFDV65cyXNCIjw8XGvWrMmUaEpKSlKJEiXyL0BYDJIbFmTw4R+Vkp6muGuX9VnDFuYOp0jhu3bRQ2sNAAAAAAAeb6dOnZK3t7caN25s7lAszq1bt2Rra1uo20xNTVWxYsUKdZuFwcvLy9whwEzolsqCpKSnSZIupaaYOZKiJzdPEv386xVt2Xu+4IMBAAAAAAB4zPXo0UMDBgxQYmKiDAaD/Pz8FBwcbOyW6tixYypevLhWrFhhXGfVqlVycHDQ0aNHJUlXrlzRW2+9JU9PT7m4uOi5555TbGysyXamTJmiUqVKydnZWb169dLNmzdzHePt27c1cOBAubm5ycPDQyNGjFD37t3Vtm1b4zIbN25U06ZNjcu8/PLLOnXqVKayjh07psaNG8ve3l41atRQdHS0yfzo6Gg1bNhQdnZ28vb21siRI3X79m3j/ODgYPXv319hYWEqWbKkQkJClJGRofDwcJUtW1Z2dnby8fHRwIEDc7Vvfn5+ev/99/Xaa6/J0dFRpUuX1vz5802WMRgMWrBggV555RU5Ojpq4sSJkqS1a9eqXr16sre3V4UKFTRu3DhjrA+KKSUlRcOGDVPp0qXl6OioRo0aKSoqyjg/IiJCbm5u2rRpk/z9/eXk5KSWLVsqKSlJ0p3WF8uWLdPatWtlMBhkMBiM648YMUKVK1dW8eLFVaFCBY0ePVqpqanGcseNG6fY2FjjehEREcb9vLcVyJEjR/Tcc8/JwcFBHh4e6tOnj5KTk43ze/ToobZt22r69Ony9vaWh4eH3nnnHeO2JOmjjz5SpUqVZG9vr1KlSunVV1/N1XlB4SK5AYthuK8NbV6bRo//9Gd9vPakjidey8eokC0abhQ6ugsAPQ0AAB5H52/e0I7/JSmDLzvAI3mSvitevXFbt26nmzuMx97s2bM1fvx4lSlTRklJSdq7d6/J/KpVq2r69Onq16+fEhMT9dtvv6lv37764IMPVK1aNUlSx44ddfHiRW3YsEH79+9XvXr11Lx5c126dEnSnWRIeHi4Jk2apH379snb21sfffRRrmP84IMPFBkZqaVLlyomJkbXrl3L1BXS9evXNWTIEO3bt09bt26VlZWV2rVrp/R002vo3Xff1dChQ3Xw4EEFBgaqdevW+vPPPyVJv//+u1588UU1aNBAsbGxWrBggZYsWaIJEyaYlLFs2TLZ2toqJiZGCxcu1OrVqzVz5kwtWrRIJ06c0Jo1a1SzZs1c79+0adNUu3ZtHTx4UCNHjtSgQYO0efNmk2XCw8PVrl07HTlyRD179tSOHTvUrVs3DRo0SEePHtWiRYsUERFhTHw8KKb+/ftr165dWrlypQ4fPqyOHTuqZcuWOnHihHGZGzduaPr06frPf/6j7du3KzExUcOGDZMkDRs2TJ06dTImPJKSkowtf5ydnRUREaGjR49q9uzZWrx4sWbOnClJ6ty5s4YOHarq1asb1+vcuXOmY3L9+nWFhISoRIkS2rt3r7744gtt2bJF/fv3N1lu27ZtOnXqlLZt26Zly5YpIiLCmCzZt2+fBg4cqPHjxys+Pl4bN25Us2bNcn1eUHjolgqPhbz8zrl4+aYql3XJcZmi9KUvPT1Dwe/HKSU1QzvD/VXMxvJykvwOBYCii8pCAEVd9/3bJEkjKtfRc56lzRwNgKLuj2upennqcZVyLaZv3q1s7nAea66urnJ2dpa1tXW23QL169dP69ev1xtvvCFbW1s1aNBAAwYMkCTt3LlTe/bs0cWLF2VnZydJmj59utasWaMvv/xSffr00axZs9SrVy/16tVLkjRhwgRt2bIl16035s6dq/fee0/t2rWTJM2bN0/r1683WaZDhw4mrz/99FN5enrq6NGjqlGjhnF6//79jcsuWLBAGzdu1JIlSzR8+HB99NFH8vX11bx582QwGFS1alWdO3dOI0aM0JgxY2Rldacup1KlSpo6daqxzHXr1snLy0stWrRQsWLFVLZsWTVs2DBX+yZJTZo00ciRIyVJlStXVkxMjGbOnKnnn3/euMzrr7+uN9980/i6Z8+eGjlypLp37y5JqlChgt5//30NHz5cY8eOVWJiYrYxJSYmaunSpUpMTJSPj4+kO8mKjRs3aunSpZo0aZKkO91fLVy4UP/4xz+Mx278+PGSJCcnJzk4OCglJSXTdTNq1Cjj/35+fho2bJhWrlyp4cOHy8HBQU5OTrKxscmxG6oVK1bo5s2bWr58uRwdHSXdOe+tW7fWBx98oFKlSkmSSpQooXnz5sna2lpVq1bVSy+9pK1bt6p3795KTEyUo6OjXn75ZTk7O6tcuXKqW7durs8LCo/l1ZICT5i9v15XSuqdiqe1+6+YN5g8oKoMwINkZGTo5G9/6WZKmrlDAQBYgCNXL5k7BAAWYM/J65KkC1dTH7AkCsunn36qw4cP68CBA4qIiDD2zBEbG6vk5GR5eHjIycnJ+Hf69Gljt1BxcXFq1KiRSXmBgYG52u7Vq1d14cIFk2SBtbW16tevb7LciRMn9Nprr6lChQpycXGRn5+fpDsV+dlt18bGRgEBAYqLizPGGRgYaNLrSJMmTZScnKzffvvNOO3+bXfs2FF///23KlSooN69e+vrr7826crqQe4/FoGBgcaY7goICDB5HRsbq/Hjx5sc8969eyspKUk3btzIMaYjR44oLS1NlStXNlk/OjrapCuv4sWLGxMbkuTt7a2LFy8+cH8+//xzNWnSRF5eXnJyctKoUaMynYcHiYuLU+3atY2JDenOuUhPT1d8fLxxWvXq1WVtbZ1ljM8//7zKlSunChUqqGvXroqMjNSNGzfyFAcKBy03YLFMB6x+fKvS/771f80gLyfn/gMOAIq6mMN/aM4Xx+X7VHHNGFjP3OE8UTIe489NAACQjaLURUEB4ntO0RMbG6vr16/LyspKSUlJ8vb2liQlJyfL29vbZLyGu9zc3AotvtatW6tcuXJavHixfHx8lJ6erho1aujWrVv5vq17K9wlydfXV/Hx8dqyZYs2b96sfv36adq0aYqOjs63gb/v32ZycrLGjRun9u3bZ1rW3t4+x5iSk5NlbW2t/fv3myQGpDstMu66P3aDwfDAFuO7du1SaGioxo0bp5CQELm6umrlypWaMWNGXnc5V7KK8W5XZM7Ozjpw4ICioqL0/fffa8yYMQoPD9fevXsL9drEg9FyAxbjCfkelsm9936+ogHIicHCbpTbD/0hSTp7kSdgzInPFgAAABSUS5cuqUePHvr3v/+tHj16KDQ0VH///bckqV69ejp//rxsbGxUsWJFk7+SJUtKkvz9/bV7926TMn/66adcbdvV1VWlSpUyGQskLS1NBw4cML7+888/FR8fr1GjRql58+by9/fX5cuXsyzv3u3evn1b+/fvl7+/vzHOXbt2mVTgx8TEyNnZWWXKlMkxTgcHB7Vu3Vpz5sxRVFSUdu3apSNHjuRqH+8/Fj/99JMxpuzUq1dP8fHxmY55xYoVjd1nZRdT3bp1lZaWposXL2ZaN6euou5na2urtDTTFvw//vijypUrp3//+98KCAhQpUqVdObMmQeudz9/f39jQu2umJgYWVlZqUqVKrmO0cbGRi1atNDUqVN1+PBhJSQk6Icffsj1+igctNzAYyG/uwu3sPrBIunep2WoOCsc9JsPS2NpyRgAAAAAedO3b1/5+vpq1KhRSklJUd26dTVs2DDNnz9fLVq0UGBgoNq2baupU6eqcuXKOnfunNatW6d27dopICBAgwYNUo8ePRQQEKAmTZooMjJSv/zyiypUqJCr7Q8YMECTJ09WxYoVVbVqVc2dO1eXL182dh9VokQJeXh46OOPP5a3t7cSExONY1jcb/78+apUqZL8/f01c+ZMXb58WT179pR0Z2yRWbNmacCAAerfv7/i4+M1duxYDRkyxJgwyEpERITS0tLUqFEjFS9eXP/973/l4OCgcuXK5Wr/YmJiNHXqVLVt21abN2/WF198oXXr1uW4zpgxY/Tyyy+rbNmyevXVV2VlZaXY2Fj9/PPPmjBhQo4xeXh4KDQ0VN26ddOMGTNUt25d/fHHH9q6datq1aqll156KVdx+/n5adOmTYqPj5eHh4dcXV1VqVIlJSYmauXKlWrQoIHWrVunr7/+OtN6p0+f1qFDh1SmTBk5Ozsbx2u5KzQ0VGPHjlX37t0VHh6uP/74QwMGDFDXrl2N4208yHfffadff/1VzZo1U4kSJbR+/Xqlp6fnKTmCwkHLDViuJ7BFA3XXAIDspKdn6NiZa/o7hS4MAQBAZgYe40MhW758udavX6///Oc/srGxkaOjo/773/9q8eLF2rBhgwwGg9avX69mzZrpzTffVOXKldWlSxedOXPGWAnduXNnjR49WsOHD1f9+vV15swZvf3227mOYcSIEXrttdfUrVs3BQYGysnJSSEhIbK3t5ckWVlZaeXKldq/f79q1KihwYMHa9q0aVmWNWXKFE2ZMkW1a9fWzp079c033xhbmJQuXVrr16/Xnj17VLt2bfXt21e9evUyGSA7K25ublq8eLGaNGmiWrVqacuWLfr222/l4eGRq/0bOnSo9u3bp7p162rChAn68MMPFRISkuM6ISEh+u677/T999+rQYMGevrppzVz5kxjQuVBMS1dulTdunXT0KFDVaVKFbVt21Z79+5V2bJlcxWzJPXu3VtVqlRRQECAPD09FRMTo1deeUWDBw9W//79VadOHf34448aPXq0yXodOnRQy5Yt9eyzz8rT01OfffZZprKLFy+uTZs26dKlS2rQoIFeffVVNW/eXPPmzct1fG5ubvrqq6/03HPPyd/fXwsXLtRnn32m6tWr57oMFA5absBy5NP3MEtLEJiOLGI5wVtq3ABgqaIOXNDCNSflW6q4ZgzIeQwTS/ssBAAAeGK1bm3uCHIUFhamsLAw4+t7x8/o1q2bunXrZrJ8w4YNTcaycHZ21pw5czRnzpxst/Gvf/1L//rXv0ymffDBB7mKz8bGRnPnztXcuXMlSenp6fL391enTp2My7Ro0UJHjx41We/enhH8/PyMr1977bVstxUUFKQ9e/ZkOz+rsUXatm2rtm3b5mZXsuTi4qJVq1ZlOz+7Hh5CQkKyTYI8KKZixYpp3LhxGjduXJbze/TooR49emQq895YPD099f3332dad+rUqZo6darJtHuvLzs7O3355ZeZ1rt/P2vWrJljF1IRERGZps2aNcv4f9OmTbM8Xyh6SG4UQQY9OS0R8guVNEUb56dwcJgfP3/dTlXUH+cUVNJbLsVszR0Oirgdsf9/DJMLjGECAAAASNKZM2f0/fffKygoSCkpKZo3b55Onz6t119/3dyhAcgHJDdgsfJSkXvx8s08lU1zXQBFweT4g9p/5Q9t+9/v+rBm4wcub2l3LsbcKBpoXQcAAABL5eTklO28DRs2yM/PTxERERo2bJgyMjJUo0YNbdmy5YGDbpvbjh071KpVq2znJycnF2I0QNFFcqMIouVG/strcqPIsqQLw5JiBYqo/VfuPIn/y7XLZo4EAAAAlq6gHyyJ+uOc1iYl6L0qdfWUnUPBbgz4/w4dOpTtvNKlS8vBwUExMTGFF1A+CQgIyHHfJCkhIaFQYgGKMpIbRRLpjaw8yvcwS344OLv+EYH73XupcNkAyInJuEjcLwAAQD6YfPygJGnBr79orH+AmaPBk6JixYrmDqFAODg4PLb7BuQnK3MHADysJ7Ei15J2kwHFgcJnad08GSwt4CKOwwkAKChPyu8t5I/k26nmDgEA8IQguVEEUTmRd3mpPM/VkkXoHNxb+cePCuQW9xEAAAAA5sDPVgBAYSG5gSeCJT8d/Dh0S2X5e2AZ6GYGlsZy78yPg4ws/gMAAHh0fLcAABQWkhuwWA/bLZUlV6ZZ0pdEuqICzMGS73B4VJx9AAAAHvQCgCeJRSU3pkyZIoPBoLCwMOO0mzdv6p133pGHh4ecnJzUoUMHXbhwwXxBosDkV+OLXH3PuWeh2+np+bPh/GCpX9IsNW4LZsGNlfAk4ToFAOQB32+AR1NY7yEedAMAFBaLSW7s3btXixYtUq1atUymDx48WN9++62++OILRUdH69y5c2rfvr2ZoswffGfPu/z+6nTvl7FzN2/kc+lPBgYUN4OHbM0EAAAA5ISvlgCKEoPBoDVr1pg7DNwnPDxcderUMXcYeMLYmDuA3EhOTlZoaKgWL16sCRMmGKdfvXpVS5Ys0YoVK/Tcc89JkpYuXSp/f3/99NNPevrpp80VMgrBQ3/B5pt5oStCbV8AFCEk8/NZHh7H5KMQAAAUGL5o5KvvE24X6vZe8Cs6VYXh4eFas2aNDh06ZDI9KSlJJUqUME9Qj5GEhASVL19eBw8ezHNSwmAw6Ouvv1bbtm2N04YNG6YBAwbkb5DAA1hEy4133nlHL730klq0aGEyff/+/UpNTTWZXrVqVZUtW1a7du0q7DDzjYHqnizleFQe8OUpr81vM3J4ZU60gACQE0vrrsNgaQE/ptJp6gUAwBOhsOoa+GaBB7l169Yjre/l5SU7O7t8iqbwPer+F1VOTk7y8PAwdxh4whT55MbKlSt14MABTZ48OdO88+fPy9bWVm5ubibTS5UqpfPnz2dbZkpKiq5du2byB8v2oC9Pllx9VtB1Tleu39bttILdSAYVZ4WCowzgYXDvAAAA+YmH8p48f/31l0JDQ+Xo6Chvb2/NnDlTwcHBxjFz/fz89P7776tbt25ycXFRnz59JEkjRoxQ5cqVVbx4cVWoUEGjR49WamqqJCkiIkLjxo1TbGysDAaDDAaDIiIiJJl2S5WQkCCDwaCvvvpKzz77rIoXL67atWtneuh58eLF8vX1VfHixdWuXTt9+OGHJvWJsbGxevbZZ+Xs7CwXFxfVr19f+/bte+C+R0REyM3NTWvWrFGlSpVkb2+vkJAQnT171rjM3e6aPvnkE5UvX1729vaSpCtXruitt96Sp6enXFxc9Nxzzyk2NjbXMe3cuVPPPPOMHBwc5Ovrq4EDB+r69evG+X5+fpo0aZJ69uwpZ2dnlS1bVh9//LFxfvny5SVJdevWlcFgUHBwsKQ7QwM8//zzKlmypFxdXRUUFKQDBw6YlCtJ7dq1k8FgML6+v1uq9PR0jR8/XmXKlJGdnZ3q1KmjjRs3Gufn5tydOXNGrVu3VokSJeTo6Kjq1atr/fr1DzwveHIU6eTG2bNnNWjQIEVGRhrf+Plh8uTJcnV1Nf75+vrmW9koRIVUYV6Uvpbl9y4nXb6lkMnxen3uyfwt+D5F6RgCwOPqYRP5VEAAAADgUQwZMkQxMTH65ptvtHnzZu3YscOkMlySpk+frtq1a+vgwYMaPXq0JMnZ2VkRERE6evSoZs+ercWLF2vmzJmSpM6dO2vo0KGqXr26kpKSlJSUpM6dO2cbw7///W8NGzZMhw4dUuXKlfXaa6/p9u07XXrFxMSob9++GjRokA4dOqTnn39eEydONFk/NDRUZcqU0d69e7V//36NHDlSxYoVy9X+37hxQxMnTtTy5csVExOjK1euqEuXLibLnDx5UqtXr9ZXX31l7GarY8eOunjxojZs2KD9+/erXr16at68uS5duvTAmE6dOqWWLVuqQ4cOOnz4sD7//HPt3LlT/fv3N9nujBkzFBAQoIMHD6pfv356++23FR8fL0nas2ePJGnLli36f+3dd3wUZf4H8E8IXZqggKiIeoD1FMXCcecVObGeBe/ud8fZznqCqCh2xY4ioqJUCyCCoAhKl9BbII0kpIf03jfZZJPNlvn9EbKZ2Z3Zndmdbcnn/Xr5MuzOzjw7O+WZ5/s836esrAwbNmwA0BaseuCBB3Do0CEcPXoUo0ePxq233gqj0QigLfgBtE0NUFZW5vi3s88++wwff/wx5s2bh+TkZEyePBl/+9vfkJ2drfq3mzZtGsxmMw4cOIATJ07gww8/RL9+/VT9LtQ1hE4iPRnx8fGorKzEVVdd5XjNZrPhwIED+OKLL/Drr7+itbUVBoNBEm2tqKjA8OHDFdf78ssvY+bMmY5/NzQ0hFSAIyICbA3WyOPIAB9Sn3Tmn+JQZtuNqaBa/yGR4t+EDWeBwREyRKSWoPA3EVEoC+fR2EREnZXRaMTKlSuxZs0a3HjjjQDaGr1HjBghWe4vf/kLnnvuOclrr732muPvUaNG4fnnn8fatWvxwgsvoE+fPujXrx+6d+/uto2v3fPPP4/bbrsNAPDWW2/h0ksvxcmTJ3HRRRfh888/xy233ILnn38eADBmzBgcOXIEW7ZscXy+sLAQs2bNwkUXXQQAGD16tOp9YLFY8MUXX+C6664DAKxcuRIXX3wxYmJicO211wJoS0X17bff4swzzwTQNuoiJiYGlZWVjhRb8+bNw88//4z169fjsccec1umOXPmYOrUqY7RMaNHj8aCBQvwxz/+EYsXL3Z0Er/11lvx5JNPAmgbKfPJJ59g7969GDt2rKMsQ4YMkezj9nmN2y1btgyDBg3C/v37cfvttzs+N2jQILe/zbx58/Diiy86Aj0ffvgh9u7di08//RQLFy50LOfutyssLMSUKVNw+eWXAwAuuOACFb8IdSUhPXLjxhtvxIkTJ5CYmOj4b/z48Zg6darj7x49emD37t2Oz2RmZqKwsBATJkxQXG+vXr0wYMAAyX9EYoLiPwLPnw1Qgcp3zzZ3IpLDKTdCAwOjRBQueLUi8hHrXuQHubm5sFgsjkZ8ABg4cCDGjh0rWW78+PEun123bh0mTpyI4cOHo1+/fnjttddQWFjoVTl++9vfOv4+66yzAACVlZUA2toKxeUD4PLvmTNn4pFHHsGkSZPwwQcfICcnR/W2u3fvjmuuucbx74suugiDBg1Cenq647XzzjvPERQA2lJONTY2YsiQIejXr5/jv7y8PMe23ZUpKSkJK1askHx28uTJsNvtyMvLk90vERERGD58uGO/KKmoqMCjjz6K0aNHY+DAgRgwYAAaGxs1/TYNDQ0oLS3FxIkTJa9PnDhRsl+cy+j8282YMQPvvvsuJk6ciNmzZyM5OVl1GahrCOngRv/+/XHZZZdJ/jvttNMwZMgQXHbZZRg4cCAefvhhzJw5E3v37kV8fDweeughTJgwAddff32wi+811jfU8bbRP5xHEejd/tTNjwcbewUHFxuNuyb+7F2bt+e9Xd9iEBHRKQweU1fFQ5/knHbaaZJ/R0dHY+rUqbj11luxZcsWHD9+HK+++qrXk22LU0i1d+S029XXdN98802kpqbitttuw549e3DJJZdg48aNXpVFjvP3b2xsxFlnnSXp0J2YmIjMzEzMmjXLY5kaGxvx+OOPSz6blJSE7OxsXHjhhY7tOKfWioiI8LhfHnjgASQmJuKzzz7DkSNHkJiYiCFDhvhtInR3v90jjzyC3Nxc3HfffThx4gTGjx+Pzz//3C/loPAU0sENNT755BPcfvvtmDJlCm644QYMHz7ckSOOOhdfRhmIP6q1ohXOwRBP2ADeuUgCSp33sCUinbHxjYjIP3h5JaKu4IILLkCPHj0k8y7U19cjKyvL7eeOHDmC8847D6+++irGjx+P0aNHo6CgQLJMz549YbPZfC7j2LFjXeaFkJsnYsyYMXj22Wexc+dO3HPPPVi+fLmq9VutVslE35mZmTAYDLj44osVP3PVVVehvLwc3bt3x29+8xvJf2eccYbHMl111VVIS0tz+exvfvMb9OzZU1W525dz3seHDx/GjBkzcOutt+LSSy9Fr169UF1dLVmmR48ebn+bAQMGYMSIETh8+LDLui+55BJV5Wt37rnn4oknnsCGDRvw3HPP4csvv9T0eercQnrODTn79u2T/Lt3795YuHChJFdb+GOLs1Z8cPBOoI60zhwgIiLv8W6nL7u2YYxyfxIRhTTeN4h8E6hzqN7qn97dFJr69++PBx54ALNmzcLgwYMxdOhQzJ49G926dXPbSXX06NEoLCzE2rVrcc0112Dr1q0uIyVGjRqFvLw8JCYm4pxzzkH//v0d81No8dRTT+GGG27A/Pnzcccdd2DPnj3Yvn27o3zNzc2YNWsW7r33Xpx//vkoLi5GbGwspkyZomr9PXr0wFNPPYUFCxage/fumD59Oq6//nqX1FdikyZNwoQJE3DXXXdh7ty5GDNmDEpLS7F161bcfffduPTSS92W6cUXX8T111+P6dOn45FHHsFpp52GtLQ0REVF4YsvvlBV7qFDh6JPnz7YsWMHzjnnHPTu3RsDBw7E6NGjsWrVKowfPx4NDQ2YNWsW+vTpI/nsqFGjsHv3bkycOBG9evXC6aef7rL+WbNmYfbs2bjwwgtx5ZVXYvny5UhMTMTq1atVlQ8AnnnmGdxyyy0YM2YM6urqsHfvXrdBI+p6wn7kBnVdWgIa4tup9pEbnVe3AA3d0NTgRkReC7vRWGFX4NB2Isfg1ec4coOIyD861dWV9wrSoKzFFNTt82gNvPnz52PChAm4/fbbMWnSJEycOBEXX3yxY1JrOX/729/w7LPPYvr06bjyyitx5MgRvP7665JlpkyZgptvvhl//vOfceaZZ+L777/3qnwTJ07EkiVLMH/+fFxxxRXYsWMHnn32WUf5IiMjUVNTg/vvvx9jxozBP/7xD9xyyy146623VK2/b9++ePHFF/Hvf/8bEydORL9+/bBu3Tq3n4mIiMC2bdtwww034KGHHsKYMWPwf//3fygoKMCwYcM8lum3v/0t9u/fj6ysLPzhD3/AuHHj8MYbb7hM5O5O9+7dsWDBAixduhQjRozAnXfeCQD4+uuvUVdXh6uuugr33XcfZsyYgaFDh0o++/HHHyMqKgrnnnsuxo0bJ7v+GTNmYObMmXjuuedw+eWXY8eOHdi0aZOmydptNhumTZuGiy++GDfffDPGjBmDRYsWqf48dX5hN3KjK2BTj39pHUXQmStGgWtX7Mx7MXTwmZPCDe93oYFzbhARERGFrptGhX7TXf/+/SW98ZuamvDWW2/hscceAwDk5+fLfm7u3LmYO3eu5LVnnnnG8XevXr2wfv16l8+JO+eMGjXKpbPOoEGDXF579NFH8eijj0r+/Zvf/AZAW3ombwMn7e655x7cc889su+9+eabePPNN11e79+/PxYsWIAFCxbIfs5Tma655hrs3LlT8X25/Z6YmCj59yOPPIJHHnlE8tq4ceNc0nbde++9kn/fcccduOOOOySvOX/Pbt26Yfbs2Zg9e7Zs+dT8dpxfgzwJ/SskkQqaGnW1NgCHUIux/hOK+69pkROKExGFLoFXaSIivwuhxwgiIr86fvw4MjIycO2116K+vh5vv/02ADhGAoSCefPm4a9//StOO+00bN++HStXruQIAKJOgMENCluanhXEE4rrXRA/Ez8U6T13RaBGboTbPtcq0VCN5IZaTD13NCKZZoeCiEcfeYOpA4mIiIjIV/PmzUNmZiZ69uyJq6++GgcPHpRMjB1sMTExmDt3LoxGIy644AIsWLDAZcSCnFtuuQUHDx6Ufe+VV17RlAaKiPTH4AZ1CjmVLW7fjxA1+anpQSUeAhdKbT569/7yZzu8ZB/6odtaSpEJwwb2wJkDeui+bq1eTD0GABjWqw8mDzs3yKVpY2y2BbsIRB4xFhga9A6cExERUWhi3Yv8Zdy4cYiPjw92Mdz64YcfvPrcV199hebmZtn3Bg8ejMGDB+PBBx/0oWRE5AsGN0IQ6xvynCti4vbyn47V4YU7/BMtt4bQeHK9S9ItTEdupJc04+GleQCAY+9eqvPavVce5InzxL7aW4UJY/oHuxhEFAZC5y5HROReRJg9KbV18AmvMivhvYKIuqqzzz472EUgIje6BbsARIGmdRTBlvICP5VEHUlaKt2fKgLzsKV3o39iQegEEUJVvYkjN4hImWTGjRAK4hMRuRNuI83Cq7RERERE4YfBjQCz2wXkVTe5bUiI4FhRv1LzkCFepri50V9F0Syc2p/ERf25LF/XdQdqxEm4Cafjg/yE5wZ5wR7sAhAREVGAsLIY6tjphIhI27WQwY0Ae2NTCv48bx++OpgX7KJ0KZJ4kca6QigNfw+33mr+Ejq/iFQo/TqMkVI4YDA/NPAhmojCRSjVy9Xg5ZWI1OrRo20uSZOJWQqIiFpbWwEAkZGRHpflnBsB9t3RQgDARzsz8egNFwS5NF2TXeNTRregN74Jsn92ZUH/SYhIFzyVQwNvLURERETBFRkZiUGDBqGyshIA0LdvX3YEIqIuyW63o6qqCn379kX37p5DFwxuBIublgTevuQFa7+E0u9hZwsUgFAIOIUmHh4Ubj1aKXjE1ws7rx5ERH7BqyuFGj5Ghbbhw4cDgCPAQUTUVXXr1g0jR45UFeRlcIPCVqDSaIRS/Y9D29uwUk5EpB/eW4iI/ITXVyLSICIiAmeddRaGDh0Ki8US7OIQEQVNz5490a2butk0GNwIQWy3ladXg7bWRpxQGiUQTs9H4vlBhvXqo+u6Q+gnISJf8FwOCZzPiYiIqGvoMlWvMK/aREZGqsozT0REnFA8aNiQEDxa93wopXkJ10lfrxg4RNVyRpMFvxwsRm2D2e1yoRRwCiXi44N7iMIBj9PQEKa3FiKikMfLK5F+ThYbsS+hItjFICKiEMORG0HitiGBDbeqeP2woLEV54YzzvJ2S7oLpwYowYt50D//MQuJ2XXYl1CBT56+WnG5UD1FGLQk0iZUz+UuQXSR5pwbRET+Ea4dk+R0oq9CYeqVJUkAgCEDe+HyCwcFtzBERBQyOHKDuhw1k3KLG6l7qczxFgjh+kxhV/k0lJhdBwAoqWp2uxzbQ4nkMVhAREREnVVDsw3vbSxBQl5TsItCQVRcaQp2EYiIKISETqttF+N24EbAStE1desWXntYMgLCj9ENX3qWVRpb0Gq3Sdcn+VvfgodqWqpQSmFGRKSW2gA0ERFpw6urvr74tQKb4g3439f5wS5Kl5FW3Iz7F+YgLjd0AkqdaUQUERH5jsGNIOEN2XdadmGP7h2H+hkDe2rbjqalu56iGjOufW83Hk3Yr7iMmtEyWoTQYBoJpqUi0ooBwVDAKxcREYWD4prWYBch/Gmsek1bno/MshZM+ybfL8Xxht7PlkREFN5CtImQyH/COa7kz6CYt6ven24EAJSblVNJ6d3oz+ZQeeLfMEQHt5CfiX/2cAii8zgNHvHRwZEbRNRVrSs+iScTD8JgMftl/by86osdiQLPZLYHuwguwqGOS0REgcMJxYOEaamCR01VyJvJsP1F2gAVmO3ovUa9y90ZGkRNLVYAQN/evAyTfsSjmmx2oHtk8MqiRic4lYmIKIx9U5AJAPi2MCvIJSFVgv1gRiGBhwEREYlx5IbObHYBpQb3kyED7MXjjQgfWrSFUIpWdEFqe1mp/4nDu0nUarXjwXeP4sF3j8LOcdVdSqvdhpUFmcgw1vll/T0iO84Nq43HVlempVejnTdGIuriTFZrsItAKvBu5bvwfopqw7YUIiISY3BDZ4+visPvPtiDPRkVXq9DaVLizlARId/4deSGzuuWTCiu88rDfeSGodHi+NtssblZUhvxXvYlGEj+81NJHtYUn8TTyUdULa/1V+zereMTFgY3urT0/Aa370uv0f4tSyAUmIz4z1fHkFxoCnZRiIgcOsP1lSjUCOwcRkREIgxu6GxXeiUA4JtD+bqvm02V+tBaFQp2Tk/JoJMwfUIKz1Jrp/57+n+P3DZukN+3QdoVNhv9uv5IUXDDGg4Pfryx+Y2WwGlnyGH+elosDp2sxqPL8oJdFCIih/C/uoaWMH0UIp3xMCAiIjEGN0IRG3tU8bZyqyZAICj8HWyhVJZ2an4HvcvdmQYlKI3U8lWfnry8h6Juot+72WbF2xnx2FdVqri8L0dHOIzc8NfxT9r2bWdoLKoye04JSkSkpBNcBrsE/k6+6wyjuztDvYWIiPTD1q+wEv4VEV907W/fJpwqcv4MEIXqsRDscnWGUT6dXTfRA+UPxTk4XFOOOVnH/bItq5XHQFfTv293rz7HOTeIKFyEW7ss62P64u4kALBr7KxoC4fRzERE5DUGN/zEl4p3mNXZw4K00Td45fCVP8vu14cvlesOtwdWZ2r3YCCOwXA+zjszcXDDYGn167bCYeQG+ZGG6ymPFCIi8oSBGgoVWg/F9BKO7iQi6swY3Agj4d7wqzdxneayc/uo/1wY18v9WXTd1y1aoV3lR9SmUeG54FkYH+admjgtlbre8toOdvEaw2HODZ7L/sNdS0REnU/o123I/7QG2njUEBF1bgxuhIhPorJw18LDaG61KTbwsqFCWV8/zi8QShOthm+PqXAtt//peXxJUoFxl4ekbuILuZ9/I47c6HrEebQZOCIiCj7Wx/QVBv02KAB4XhERkZh3yZlJd5/tzgYArE8oVlymLejBO7kcTxUcwc2/5JfvWKbabPaqTOHGr1mp/LdqCIIQ1hPj+Wu/h28grHMTp6VSE9iK0HjZF//sDG6QWrxeEBERUbjQWm0J3ydFIiJSgyM3QozFqjaBT9fj3H4tbozRUr/RWhlaVZSl7QN+FE7tT+KGW9Xl9qLmGU77JJC4W0JTpOi26/ffKAwOgjCOS4YkaZDC/c719h4aungwEVHwOQeLO8f1NXSw3u+7zlD3UjWhuGiZzvCdiYhIGYMbIYj3Xu20VHTDrU587GSj429/DsUOhfk81B77EZLe7+FN14c0wYuAEgVUpMZj15f7AQ+Bro0P8kTUGamdny1UsD5GFBzi5+Zwu24QEZE2DG6EGNZ/veMxvYug8LcKlw44XXN59LQjqT6o2/dEKZ1JoPqthdRDo8qy+HA4qsacxP4jCAKazDavPitJS+WHg9erEVNBxIdNffG8J6LOLpTmwqPAC4e6DfmfupEbASgIERGFBAY3QpDSfbir98J0/vreTp6s5qFIvL7L+g9Wv3I/82te9DBaddifCv6aZ8M/qyUns1YX4S/vZCCvUvt8POKRG/uryzwu70vjv5oHP+pkxCkYtHysE1w9unodiYjklVaZsGJbLuqMrUHZfvhfXTsYGi3BLgLSSpqDXQSv2QUBuU0NsLF+5jM1u9DOtFRERF0Ggxt+4o8JjnlPVuZ5QnHvK5HeftLuhy604ZSWytvgkxri0yvsJ8L1U/nDfr+EsIMZRgDAhthazZ/tLjp4LYIf5lgKxLAgPfHGpitN80+J/w6HY4WICNqD/i8tTsK2I6VY8EOmn0ok5XI95QWWTvmuKBv/SzyIL3JSglqOyG7+rXwN7N7Tr+sH1D3n8NQjIuo6GNzQkWRyTi/vpu4/x1YgJf6cUNybwMjcTaW446MsGEz69hILxTqamv2pdh96ExMMxX2iBdNSdS3dAth1LBwOAfak01ePyI5qXTcNjRfhcKwQEXmjpbUtjWR2sTHIJaGubnVRNgBgW0VhUMuhpX7glQDU7dQ850jm3GB9k4ioU2NwQydvb07D+S9vC3YxuhZRhcWv2Zq8WPdPMXWoNlqxNrZI58LouzrJqv24E9WvWV3NU7xUuPfKUVN+m8oe/pJ1hfl+6awiAxnc4DHQ5ZwztK/j78hIPskTEQUbb8UUavwe3AgAdSM3vEvVSURE4Sfkgxtz5szBNddcg/79+2Po0KG46667kJkpHVbc0tKCadOmYciQIejXrx+mTJmCioqKgJbTuY7QmdNSeZPH3f8pctyvX9AYCBEvYvfhsUTvnPfu1mZobMXe+MAe927pMJJJkTgtlb5rDjkFJiPujP4VywsyNH2us++XcKV15IbWW0m4xbdC5b7WWUhT9rlfNhyODyLqGuIyavDa0iSUVftvPgV/PIrkV5mxMbYWNlEXcV5bKdR1gtiGyjk3Ov7myA0ios4t5IMb+/fvx7Rp03D06FFERUXBYrHgpptuQlNTk2OZZ599Fps3b8aPP/6I/fv3o7S0FPfcc09Ay9lVbphHasox5dhOHKtV34i+81gZHplzDHmljX4rl5YUPIGcOFXvByl3QYLZX53A4o3Z3q87wJ/TTdALoJ001737L/BNQSYsgh1ri3M0bYOTSYemyIiO2+6Fpw3w67Y470rXIw3kq//9O8OE4kQUvuZ+l46sIiMW/pTlx61ou86puYb+87OT+OCXMvwcW+dmPZo2S+R3nWPkhudlmKKXiKjrCPngxo4dO/Dggw/i0ksvxRVXXIEVK1agsLAQ8fHxAID6+np8/fXXmD9/Pv7yl7/g6quvxvLly3HkyBEcPXo0YOUMRB71UKiGvJURD5PNijfS41R/5qvNOTCarFi0wccHFqcdEKjJUBss+s6b4Qt339Ofvd284U0PcrWnUSicC76QzM/jYVkt35UTBIc+cVoqqyjd2KakUvwUX+zz+rWOUgu6rtIzIAi0/P5hcawQUadnNFn8tm7tc+6pd6LIpMt6KPQ1m62YuSAB3/2ap/mzoVLj8feE4oGgNS0VERF1biEf3HBWX18PABg8eDAAID4+HhaLBZMmTXIsc9FFF2HkyJGIjo6WXYfZbEZDQ4PkP58FoI7gj1RXgRQqvSdaWtXNX9BuV1WJ19vSu1IVanOLqF63yuW8OcJD5LACoL4snBuj6+omOsqtoovijO+P47kfk1yCqb5c9XlodW3aRm4QEQWf+FpkswsobW5SXDaQZfG4rJuOBfM2l8Fi1fbs0ZU0WS04WF0Gs80W7KKosi+hEsWVJmw66P3zYbAFolOmv6lpV+jTU9zUFf7fmYiIlIVVcMNut+OZZ57BxIkTcdlllwEAysvL0bNnTwwaNEiy7LBhw1BeXi67njlz5mDgwIGO/84991yfy+ZcSXC+fWZVGHHLZwc9rqdTdzDw8btVNVgdfzsHKLTstxVbc1Uspc8PoffvGSoBIq30TnkiDvSFY6+cQMQ2wvVY6eyURm60M9msLq95KxxODT5q+o+KPo0BKEXg8FiiYDC1WHE0pRqtlvBomA0nT66Ox0MJ+7CnUtqI7O257sWMgV5uSWp/uhFf7a3SZV2d0ez0OLybmYDFeanBLooqvhwVoXKf8ntsIxDVCxXbOHNAD8ffnWCwChERuRFWwY1p06YhJSUFa9eu9Wk9L7/8Murr6x3/FRUV+Vw2T/fLGd8fR3qZDiNEwpje9RxJL6kQbaTR/TuH6PeUIyj+w4/bCTLV9WYNk61rSksVbimJuiDxw5VN1Y+k7WmMPzu103YN4JFDbcKxw0AwzVuTjvlrM/DNFjUdZ0iLX1Pb5vf7sVS6b0PxCPV02uxMrg9MQcLQiYZaAEBUpfvUnPG5TSisNgeiSG751kjeNVrYA/G8qnVuwVC8bhARkX7CJrgxffp0bNmyBXv37sU555zjeH348OFobW2FwWCQLF9RUYHhw4fLrqtXr14YMGCA5D9feRre2WhW3xtXaU1dozrkHU/1G63P6hE67W1Tq849+TR+j0YNuYu9bs9Q8TnVq/Zizo1QaodRnZbKr6Vo30YI7ZgQEQqNduIi+HvS93CYVL4TZEbwK0EQUNva4uVnNSzr1Raos4mrq8I17+3GkSxjsIsSNlJy2xqt9yZUBLkknYPcdcv53p1cX+Plyn0vi7fC4HYc0k6Wt+DJb/Lx909PSl4PRr3Ol/kqQqXOIy6Hv/dhfpN/7idqis1OX0REXUfIBzcEQcD06dOxceNG7NmzB+eff77k/auvvho9evTA7t27Ha9lZmaisLAQEyZMCFg5nes5lUYz6ppaRe+HSG0miHSff0Kybl1XjbH9B+myniX7c3RZTzutqYYsNk8fCExNT21Du+qgUpifToGoYLMSL7X5UDGe/CgWlbXeNRTrRWtKMq2Hejg8yJXXt8DUol/6rWCz2wXMWJGP938u1X3dXxdk4F+xu7GtvFDV8uL7LOfcIK1eTYtBdaMZz36r7ngjCoY8k3eNpZ7qos7va5pzw4vykHpZZfJ1t2CkYO3mS3BDx3KEMvHPUm9tVVzOp21oruTyLCUi6sxCPrgxbdo0fPfdd1izZg369++P8vJylJeXo7m5GQAwcOBAPPzww5g5cyb27t2L+Ph4PPTQQ5gwYQKuv/76gJXT+XaZXtaAce9EOf6tR2zDl1VUG1pCoteyv3huwtf23UP+xFDJ028uTe0VnsL9sNa1/GHQsB0sq3bko6ahFWui8oNdFAe7F2ddhrEO5S0mVcuG4iFQ02jF9XN248F3jwa7KLpJK2nGsZNN+CWuTvd1/1jSlo7Fm1zkmkLbvGAQUShQuBQF4xlGy7NDOD5jFVSZ8dTyfBzPD96k7b4Kxm73aeRGCIY3/LEPxav01zdWU2x/doQkIqLQEvJtuIsXL0Z9fT3+9Kc/4ayzznL8t27dOscyn3zyCW6//XZMmTIFN9xwA4YPH44NGzYEtJzbTpS5fV+XkRtermNbdCmenBeHd7em+14GH+g6vNuP65Zbf6jQ3EfFU7our0vieR3iBz29e1ZJ0lLpu+qAsEt6V7tfNnATZ3YNITWKTuOPVGRqxNPJR/BA/F6/rD8Q0kuag10E3QWj56ga4djYRkQkR5f6qoqVnN+3vw7bCY9r74vfFyEmpwlPfJXveC2rwoiN+4tg1jutrp8EI/2mL/XIUKqC+pXod/HmK1usduzJqECzm7TeWs+z8DgriYjIW92DXQBP1Ny4evfujYULF2LhwoUBKJG8UoP7VCfBHLmxanseAODrQ3mYfPPZvhfES7p2UBcEafoNnassoVoB0lyR05KWxI8PCKrTUqnNShXAXLF+ISj+Qzd5lcGfdDEU9ege3Ji++Fywyfz27o6G7CY1E5IKMn+Fri7zoO8jb3YT59wg0k9CYR1e2ZSMB2+9AGNG+j5XH6kXyOtT78jIju128mtoRb3rvHw3fXIAAGBqsWHq5FEBLY+7faj0WwTjEaBz1Fv89yWsdjsabeKghPZtrd6Zj21HSnHZBQPxxn8vl11GTccSQUNnMiIiCm8hP3IjXHgaoaq2l4fQmacB1rFW4bKm0Jhawu+07kItE61XNXiXA5+VxQ5qz15/DZMWb797ZKd4+tJdj+7B3S/SOTFcf/zX02Ikr/tS2nAI/EV0glaCwHwDtXUI0d+dvGGOKJDuXXwEJ4sb8dqy5GAXpVOTq0cF69lI05wbGurbocLdXeVksX8mgdZbuAU3QrHGo/c+3F1VIvm3p/0lCAKW/pyNn/cXdawjthwAkJKr3KlHj3KbzDZsO25AQ3N4jFQiIiJlDG7oxFMDjdrKzMnKRp/XEar0Hbkh/bfeaUFCNcSkd1oqsehs5WPPG/7McypJSxWaP5Vb4kbnmgb/TLTH2Ia8YDemCwp/tytqbkKD1bU3peIH3G0rxM+N2PQabDui/yTcARei55rHyXM7wZxLYqGYy5xCy8JfK7D+WK1Xnw3V9HNdQdu1KtTDG+4/FYqHT6j1LfCmzhKMtFS+CbGdDv2feQ0WbSPHs4uM2B1XgTVRBR0vqthN2rMZuL72wS9leOunEsz6rlDTuoiIKPQwuKETpXtw+41X7ciNH+KKdSqR9+x+eoLzZ/0zFKq2Vpv/S6F55IaGZSN1uBooPWToXXEWN1CHwm/vize+9NAL1MunTytbYmSF0sO8mgcz6bHuefmQb7AWFeqj1cGdB0ovIXRISYXkAUAUHBmlzfj2YDU+2ux+jjwKTXo8Q/j1OSQMr7d63ruc0wUHSnCquiF711fNn3XhHt0iJf/2tKmWVrtX29H+TOz6gV+T20aGJBaYvCoDERGFDgY3dKJUSWi/8eoz54b/K1MZBQ347/tH8UNckeeFVdh1alip3pwrNLpPnC36QB+nSpqcN34oxl/fz4ChybvUTmqJv+cnUVn4Yn2W24cJTw8a4re97dEuDmiUNDd1rNurtWkXjg+U/iqzeL2MbcgLfnCj44exK5wlegUDw/HcCHf+atxRfdh6ew3gwUKdXGOLdw1opK+Uknqs21WAFoUJqxXnVnD6t8FixvqSXBha/Te/mKZLqN9K4T/u6v1a7mV2u4DXlyXjg1VpehRLvjxK9aUw2/FBr4LK0Xkf9ozQ2rzkWgA1bR5qjlFpKlhNhSIiojDD4IZOPDUMqx254X4jvq/Ck3lr0mFqseGF9frkFF72y8mOf+g6t4DnV9Qoq26Gxeb+gffcvv2QbqxDpblZcZlfk+thMtux9bjBq3KoJQ4kfLY7GwcSK5FTopxOSkvjlqd5Y9RsQzHIp3JdwW94DgzX4Jz+NW4boxuyQiktldafSM3intJeBV0nPMfFh1RoPTyrL0xIFTtMtbTaMPurZGw6FPwRuCQjtE7OLuv2zw/hp31F+HGPb2lg7o/bgy/z0/FaWqxOJWsjblTVNG+Rx85E4XX8aSlteW0LsoqMOJ5VB1sARrGLBSMtVaebc0Pn9Tm3efirc6bmVM0yr3WV504ioq6AwQ2dKDUMt99IwyS24Vd6piZqG/4s/ren5V1fi0mrxtOfxuP+r2Nclxf9ndVYj2eSj+C+uD0oqnU/bFXL72wTpEEVQRCw4nAeEvObFD4hXzFrtbgJznh62BKtUW1wIy63Cf/8LBvH89rKKX6wUKrAqg5uqFxO/JAYXo+Lbfw1p4uk4ZydVGV1i2g7fhKz61BT778en0qkwQeVXVS93VYoNqa4KVJIllejUPoGnoJn4uMvlMqtRo25BXF1VSF1zOyOK0d6fgO+25Ef7KJQEITQoRgW8ks7OuYYGt3PPSbITCluPlXJyW5SnnDYG5I53bydc0PmY6F4eLh9ZvHyXh2qcxaq1Wq3Ib6uCmab8gTTbBB3z3n39OqmvblJzT5Wk0ZbUueWWZw/JRFR58Hghk6UegO3VwDl3laqHHbWG22ozbnx69G2vMvRuTUd6xEEWOxKyWKAnWkVbtep9rfLMNbhzuhfsb4k1/Ha3sxKvLk5DY9/la/8QZ17eot/k3OH9FK1zmnf5CO/qhVPfJ0PwF0juqjhjImOAbTth7LqZk1p1by9HoTzyI2KeguqjQqTavssAgmZdXh/ZSr+95F8j0+7XUBUTBnyy5RHRenBHyM3JMuH2SEQbuVt521PX23bUEdQ/IemT4a8f8ftxqtpMYiudX9PDiSzl3nDQ0ko1j/rG1uxaEMWsooaAr7tQpMRM5OPIMFQHfBtdyWzRXOPBTMwEMr3IEEQkF/WCLNCOi9vOJ/vGaUdI9Td7YrDydLzQbIen/ahuzS78q+L61HfRufjuVUFMLvr9OXB5zkpeCUtBp/m6JPBwJ1NZfkuHd2Codms3zEFyLR5OL1gtdklHfO8Pe80z7khF9wIxZseERF5hcENnXi6N8qlpQpGJTopu87t+6HUC9Id52J6044r95lZKUfxj5gotNjk587Qa//MP5kMi2DHl/kdE+rmVimP2HBsX+N2tMxF0t3Lq4F45EYwemyFxxHb5vuoAjz9aTzW7Srw+7bCdULxFosdf/soC7d9mAWrH9IbREQAKbkGt8scOVGNLzfl4IWFiZrWbbUJqDd5mHdHxfkiflXrc1fITyjuRjDSS+hBmpYqdL5DuO5PLY7Xs9G5s/tyUw72JVTitaX+b2x09nZGPFKNdXg59Zjs+4FOwdNZldW0uF9ACOAzk/h6ruFj/i5fdEo1XliYiNlfndBtnc6Pps+vUpcqLKNQGmiMUNhnW4+UYG2Uf+u74qruG7+k4lBmIzbFu3/WdWdnZVtawT1Vpb4WTZa4M+TC3FRsK/ctPZvY4ZpyJKoMxIp/+n3H9e0k4DKKX1zvFQT876NYPPhuNCxW3wI7auo40iwPrssHO1UtERHph8ENnXiaa0Du5qm14UGPnJXvrUz1eR3e0rPiL0C5h2pRrQmmFqcGRpUbP9FQC5PNqqrBZG9qA+JynHp2+1BJUlPBumhEb5dJy/WaUNzbZ3Txg8WKgsyOdYuXUfuIqHL/eRpmLCc6pdpjcM/ffj7Q9tCUdNLgnw2I9oXatFStFhtWbMtFqocG/0Cpa+w4vlt9fPCRs/lQicdzLb/cuxEbDy/NxU3vZ6K4RjnFhqDwtz/InRt2QUB2Y31I9BZ0Fq6p1I6d7DhewqGps9FqQaW5WdOxmF7SjNfWFaGszn36GCJvZOTX4+XFicguMrq8V1qtPN+Zvxks7o93XxvnQtHezEos2VWhKuVLIAUutiEaiafhcx6vpz5+gb0JbQ3QuaXK9ZPyFhPqPRyz7jS1qutNH+mm9UD83LFyWx427C9CaZX7lL6Oz6paSnl77RpbAnde+tqhIbNRn7RqleZmvJ0RjxcVArHuWHwY6SLHuYbt/MxW32iB1SagorbF5X3HOvwQc5Ddjv6bISKiIGFwQzdKaana/i83n0H7c0Oz0xDjPpHdNWwhfOj5YKI0IXNJbSv+MHcv/vv+UY/rcBdc6ubh9yw3tOKl74swbbl3PZK8zfu5Kd6AyXMykV6iz8O+ZO4Kb4MbojrxwZpyhe2oW5c3x3h5vef0RTX1ZnyyNsOr4J4gCFhZkIk9lSVelC541Kal2nSwBNuOlOKtb1L8XCJ1lHoA6knt/DJaZZS2PajtSlF+WFXzncQjOnwpqtx5t7IwE9OTDuGzk771/swyGvBJdjJqWz30uNVg25ESVNbqt75AWRxV6fjbb2mpIiLQrDCiUIlSsGjKsZ24L24Pals75pxptLq/jj64OBdRJxrw+g/SybK/2lOJVUf9PxLNnV8rijDzxBFYghywC5UOoBtL83CgusyrzwbrK7zx1QnklDTiza9dR2foNRrKq4ZTD+93xtFRDy2PxfJ91diVEvg0YID8Pnd+7dL+p/tl200ar7FKtKbWWhtTiH8siUajSfk67KmDW12rGQ/E78U/YqJUllKmU5XKvIaRTnMoiNcj991bZFL2CYKgy/kjV9X1d1pW5++bV9qIrzbnoKHJ8/OIN9ezckOrx8/VtXo/h5zW/eUp8Ol8XGlZu/VUwNjU4jlVlppdKVmGaamIiDo1Bjd04qmxTO5tAQLe3ZKGi9/YIXm9pKUjPZG/HpxySxqR56b3j1/o+F2c19T+74T2Sa7VtHG4KU6qUb6Hf3ujY7VR/gFIzzqS1SYoVjh/OlYrKpMyT3tc/L63DwM2HX/XxmbtD5Yzv5Uf0m212rH1SAmKK02ob/R+/oaUhlqsKT6JD7MTNX/WbFWXx9Yfc26o/TnLa4PXK1aONyPUkgpMmPJJNo5kufb6ld1GiD/NKP102h+KXZdfW5wDAPi1stjlPTmf55zAU0mHYLHbYRMEHK4pR01rC55KPowdlUX45KR+qWLWRBXguc8TdFtfMPirScVks+Kuo79ipWh0nOz2VTZOAUCm0eD4O130tzsF1R29ggurzfhyTxVe/1lbYNRmF1xGIPpi/slkpDZ4Nyovv7pJVYMU0Hb+nSw2okUhP7k/rioni404kFjpecFTCkxGLMlLw3uZ4XkeWayhESwoazFhdVG2x6BfOLHY7ZqeKSpUdBwJrI6yqx4NrFG8oUq6RQ37y1P6mzo317yXNpxATH4t1u8tUr09ZzlN2oNRnnrYK+keKf2kZBJ2of3/os5TMr/XG+mxeCh+L1rtKuvJSq+fet4Tjypsr/9+f6QGd36UhdJa/444fHFRInYeK8OyX04iu8iIHUdLFY+dZpXft9266BrcOS8bC3a4Tx2l+YwQ/WgF5Z7TIqvZlk0Q8GtFEUqbpeuTHgvuV7hhv/pzQGsbiXjplJJ6PLwiFq0hcs8hIiLfMbihE+W0VG03TaU5N746lOd2vXrMYeC8jhazDS8tTsSLixIlE3q1l8kX1YYWFFeqG37sE0FwepDwsLjK11RsVhfi3+Sr/HTE1lVKjiGrTcCd87Lw789zZD+/OcGgbjue9ouGfahEKZAkzf2vb+VRvO6GZhsqDK4P4ZsPl2DltjzMXJAgnRdE4xcVp6VYeSQfb6fHoUlFg0eRqRFjX9uBZT+f1LQ9V+qbzMTfTP2cG6Hb0K/2p5qxIh/FNa14ViHQ5Ux8rq06WuByTGw62DFKp9Vig9WmX49wVV9JvJC4h6DGbenReXFLeSGyGusRW1eJbeUFeDsjHo8fP+B4v8Ckb5Dcl4lAldgEO55JPoxPdQzEKPF3R+41xeqvJ2aLHfsSKrArVn5Ena8NhE1m736r+785hslzMiWT1wZDRb0Ff5q3D4/MUZfGY1NSKV5ZkoRXlyXJL+AhaGq1CZpT/byyJAlfrM9CRoG6hssGS6g1SIeGYycbkV+lvmfzU0mH8G1hluL7c75Nxa7Ycp/P96QCEzIDcB6YWq2499hOzEg6rPu6q4xmfJh1HCfqaz0vrIbMThW8rEUmn6zD0RRt8/J4WyMyme2IzjLCYpW/sqqpRrib2NlTnwxvyu0ycEPlAd3NuUefZMStcGpd4vW6riOmrgrl5mZJYNq70VVtn3phTUejeHtnrU+3laO83oLPdsjfA70lF8wBgMKKJry6NAnfbMnFjhR9tvnptrb1rDlco8v67HYBdcZW7EvoCJrHpms7d5UOk50VRZh/MtmlniINmrn/lbUE+NQN1pTPUHD3osPYnaG+4wAREYU+Bjd0Ihe8ADpupN52FBY/B7tbR2ZhA57/PEFV3nxx73jnScR8bZd5cl4cZi5IkO0JqWebj8vIDQ2N+B2vaS+Rp0948zv/WJKL19JiJa8V1bSi2mhV9TD+7ooUbDksnzJJy3eU6wFTWteK7YkGt6M61GxDaYkWs01xQk4tE3W+vNa1Mvy9aBJDX4I44sVnb0rF4doKrCuRDzqJtS+zK87zA467x3a1vdqc+XtYvt94cQ61WLz/rq//nIKkbIPj384j2u57OxrT5sXJfvaH6FqcLG9Lo7T6kMoGFJ1avysb5NM36RGwlGOHgOjatgdBYxj0ZjbbbI5RZYmGGqQbDdhe4X2vWLWCPaF4pmii17qGVizakI1lv5xEdaP3KSv0dvhkWyPNz7HejbbQS4bG9I4/JbTdZ4sqtHXgsNsFvP1TCSbOTsN9Cz3fO+SUnZp3oqbejNj0GsXjzNuUex3rC91gt7eyylowY0UB5m3puBd7Ok89XeOOZ9Vh2S8nfTrf601WPPZlHu5flOv1OtSKL6hDi92G7CZ98vuLvfbzCeypKsXzKdGaPqdlzwnw7t727opUzF+boaVYLttVKz6vCc98W4iFOyvdlk8QBORXmWENgcno3Y7ccPO5yG6eR26I+TN9m10AqhosyCrrqBOt2F8tCSR72z9FEAQk19e4TfmkVH/PrgxwdgSV3l+Zisc/jPHLupWzHsj/3f7M7LwPM/LVXae0HlXi5S0hcP4REZG+GNzQiafHQW/ToKjtq/TW1ydQWGGSzZvvnOZFXJQKD/nNW2xWPJt8BN8Xaet9Xlnnul5f67buHtorGixILdbW4OBNefzZbiX+eokF6ocI2+3At9vlRwBlFhqRmKXcgCRu/5b7and/nI0315dgQ4xyrx6lNnTJseu0zHtb0/B9VD7ufycazy6Id7x+ev+ejr+zitQPsc8sc38cixsg8sq0PXDInYO1rWbsqyp1+8CjVxNRmsLDgif+npzZJggwWdsCpVabHSeLjZoCUkrE16ciNxNza+GpAaqspqOR0+iU81oQgDqjcjme/64Q6SXNHlMGONancRml4+iD7d432HjLm0nId6fUO9IF+kIQBOxJbVCVXqLJasHfju7AE6dGmOiZOs+TUHpcFo/eMsn0CPZ1t/ia3S2QcSBBEDB3U6liELLa0IIZn8Rhe3Sp7ts+nNWIrccNAICTFb4FmZ6cF4uPVqdjU5J8Ob1J61fc3Ih/xuzCOg2jgoLp12NlWLUjT3VgoT0ALfbJNn16VfvSh6BGlN5U6bt427nBmTfHhVoFNQEYrQ31z0P1ja2YuzoNCZnqeqMfq5Xeu8V7ymq3w2DpOGetNgEH0htQb1JOMfXD0Rq317af4+rwz89Ousxf1M5osqDa0LHNRRuy8PqyZL9cL11WqTK64a5O1H5OqA1GOb/1VNIhyT73VB5BAG6f6zrK6vUf1aXedCe2rgqzUo7ivrg90jdEB0l2kXw61ECHiaUBJuUdnpxjUHyvvtHz3B6e1i+7vMLoCSVyZWy12GF2mqNUXVmV/kFERJ0Ngxs6UQpeCAJQVGtCTJ5rJVvNPVYycsNNVcnbHkAulSGnQu2oKEKasQ4rCt3n+XYm10tHbTqGw5lG3PZhJo6dlDZCXz+6n6is0s8IAvDfJXn4YJP8JJpyFSDnidzV8PRwpbYyK7cW8TH0wS/eTQbq7OvNOXj/21TU1Ms3qEj2i5uvFper3Dip5ncVL1FgMuLLg3nYuL/twaO8pqPh4cxBvRx/u9uXWo92cRFfXpyEpz+Nl4x22VlRhBP16od8R1UWY07WcUxPOqSxJArcfCEtDbPiRdWO3PC2gXJ60iHcfexXGFrNeGdLGl5ZkoSV233vgSouzoOL9enRmp6vPlCm9dnHYLK55NIOxEOtSeH6peUhckluGirN6nuva+19WVRjxitri/G/r/M1fU7O7pQGvPx9Ee6en+1x2ZSGtvttYbNrIDO3qQEvpRzD+hL5Y8tuF3zqja3mo2l59ZqCt94XpuPP+ma50ZTSwmqdsFxtY4oSrZ+oMjfj5dRjOFqrLpAollLcjJ9i6iRBSPH2v/s1H+U1LVi+Vfma4+k7Kl1Ljc3KdY1mmYl224kbchw9XE8V4WC2fJBG3Amk/Xw9WF2GOxceRnmLayN0WYsJTxw/iHprK77xMJ9LoJRWNyMuXfl+/PXmHGw+VIKcEu97Rq+L1ieFkk890kW/1faUclQ4jcZbmpeGO6J3IEvlfDh68/Y6qDYIrnSf1NoBwNmqHXmIS6/FB6vSPK7HbhfwRrp0ZKa4zvVY4gH8M2YXyk6dOyv2V2HW6iI8+XU+MkqbsWin67XIZnd/XKw60Hbu7kl1vQdERAAPv38MT86LdXS02JdQiczCBsmovHYZxjo8HL8PMbXy6XWarBYcrC5Di8X1GmSx2l3mD5TGNjr+5TzPkDjVod0u4KXFiaIPCi6f13IoZTXWY2WBcko4Z0r7etcJ3++xMXVt+9XidEybWjr2W/uoOsA/dT+1dXTxXvCmQ0dceg0e/SAGL/10QtO21PCUpthz9gUBD79/FPe9HQ2L1S56XWM5tC1ORERhhsENnShVPqatScBDK2Jl3zte5LlHtt5zFQDyZV21Iw/T5sWhqUVagbV42f3bl2HJM1cVotpoxYwVBZLXxeVWWpOWII9zagnNPUBk1DWpDJgEuIblrpdVO3dFctdOfvbgnspvOtYtekiyqcsp7JLT1wdvfCnNtV9W3ewY7ZJUZMDHJ5PxfMpRyTIbSvMwOy0WrW7OgepW5REjepXem97ygPph+N6WM/fU5JWxhiqsjG47V3ccbQvKZRU1YGdMmfbeXYLgMrlfQU0T9qY2uKzr2MlGPLeqACUKPflTcw14an4ckk/WwdDo38kkndMSuvvWvpz64vNIzQOvp/vHxrI8vJEmf3+SY9NY+op6/SaNTixQ3zvYXUeA/yUexPH6anyZn+7ynt0u4OUliXj7mxQIgoC4jBo882k8cjU0ono65BtNFrz59Qm8tjRZ8/wLWonvuW9vSQUg7QnuvHWzzLW5ssGCdzbIpz2U3JO9+SoaP/RFTgoSDNWYnS6fJs6dZqf5QQRBkKSlaGrWdqzmlroeE2qvpZmlzXh4aS4e/zIPf3o7HdFZRiQU1mHOtnTJRLQ/H1DueawUvBYf++3n/7uZCUgqMuDTk66NVg/G75U03Pk6GkeswdKKBovrtbfV6v7m9Myn8Zi7Oh0pHtKsFlY0YeaCBMU5ZbylJeCrV0fgJ1cnYNLH+yWvbShtq6OsdDP3h5yKeotLXVjP39WdXyuKcPuR7YqN7WJKu04QgMraFiz9OVv0mnRp8b1tRO++kvdqG9zf75NPGrBiay7MVvk7mji1TvuE8tE1bcfYr8lt6XJOVpjxwKJcrDygbT4PwP1IfvHXdJ6/UG4+jldSY1Dc0oTX02NlL0BvZ8Tj3cwEvLkp1eW9pELX41y8fcupulijyYL735FPOXay2Ii0sgYYRSNZ5EduOP1+Hk4ck4ZAu6/nYJGpUTbwq8TcasOSjfKj3FpaPV9Lz+jZW3HdgiBgb2oD8irNOFneAkEQvBodptTxSjwiyNm63W1z1q2L85y+U3tQwbtAVzubTXDMxyburKc1LTIHbhARdW7dg12AzkKpErPHzWRV//7S8ySWxw3VMFhacevwkbIPzpW1LejdK1JlKWWcWunmQ0qNFx1bVTOJcjtBpjZmtwtYG1WADfuLsPHJ32HECNfPLY5SmdrFD701fJ1cFQC+2VeFxycNla5XELCnqgRj+g3CyL79FMvjz4fPY6k1+Peoc1xeVz1s/NR7LTKT/Z5+mufLiDd7VukBcP2xWvx4VJ+J9QCgsFb+oWZpXluvP7PGAF+LzYb1JTn4tVL9kHhjsxWLjp7EXVeeDaCP5L3+3XvC7CaI0s5qE/DUinzHv1XPueHjcXeg2jU9ymtL24JJZwzshavGDla9rrd+KsH2RGmu3T9+tA8AMHfqufjjxQMAAE1mmyP4mVORL7+uUyn63l2Rimf/7yLVZdBKEASXlHlmi4AdiQb87eJWANLgn5qAtYC20QMRERFOveM7/laa50nM2OL52M0zyadUcCmT4EUvZR2fJLUcpt5eS8trmpFX2jZKzWYTMPe7tgDIh9+lYemL16pah6dvLJ6Pyi4I6ObFCdj2QO/5c+Ldn1luBM4GFud29GZ2/j3F11xBEPDVnkp8uadKskyT2Ya31hdj8hWDMLifD3UPdOwrq03AJ9vKcfUFp+Evlw5wWc4uCIgAYJBpKFe1HZlz9IU1RTiQ3nHsJ500dGzPLngMrr+0KBF33XAOBg/oiZuvl6nMiBzOlJ5jM1YUwGDqaKj8eGs5imoKHf8eNrg3xo0ZLEmXtzuuAsVVHfcqi0z0ekdFIZqsHY2CNkFApOhrNNn0nyvHbhdgarXC+XHCJtjx95goAMDmCTejZ7e2Y+VgdRkmv5aAx+/6DW4cPxxpefU4kChfT/54TTpqJigHGr7dngdTiw3LfjmJSdcM1+X7CILgmoLGDT0DlEazfIOulutZcqEJjy7Lw2Xn9sHXj18AoO07qVmFxW5Hj24dfd7UXr4zyjuO7/kn2+79s9PjsH3irS7L1qqoywBt19wip8Z9pUZKNfdCsXdXtNUNfjtoAB79wwXqPnRqG2q3FKgpz8RBALmgfuKpEck/xBXh2TsvlbyXUuha95WMsi5vuxeeyJWf/yC/rBGvLElSLJvS80Wr1Y7/JXY0vrurE7VYbPh0ezluuLi/4jJq9rXSIdLQYsEjx9uCitt/d6uqY0l8XXYm7khWWGsCTg1G31yWj3P79MNvBw6RnGOAtIH+SFYjXvq+I7jwzK3DvapGKdXrqgxuOmRpOI00j9xQeD0mrQZ/+30fhXdFJCMSReuVWXF6STOOZBlxOLMRd40/HT26d3w4t9KMK87ri1492LeXiKgz4tVdJ1or12q9lRGPz3JOIF0m735NoxnT58fhkTnugyTOFUdDY8cDrqc8vOJ3/+PhgU9cQdskEyxparFhw/62Stvdi47IrmPFfuVeUNK8mRqHzKtYVE0FuX2bBzOMLq8p2VdVio+yk/Do8f1ul3vjF9eeVXr55aB8Q7u45FEnPE/g9tiyPLfrUFIm6hWldoSI3Cm1Ob4OH20uQ36VPj3xZ3+ZDLNTL9Kk+hrMPNFxfLbY1fcgM1os+K4oC6uKpKlzCivczznw+IcxmLsjE/9Y6to77sahZzv+dte4nF3egtK6jnNb7WR56Xm+Dd2PqatSfK+0WtuEvc6BDbFkUc/92kZRSgCD5wY7z3MieVyFIgGu8wF9s68Ks9eX4P5v2iZttAl27K8uRbW5RdUJE11bgb/HRCHOad+K0yy1lznqRD2+OzWPQGldK6yizp2fbitHtky+eWcn6mslx1aLxYYfYovayiuiNdWBnvM1qv2N6ppaXRrBlRpP6lrNmPH9caTlub/2mWVSeihpG31kR1FNW+/CakML8jXO8+NJ+6gTq83udsSB+Hs3tFixNC8N2yoKFZcX7+KD2dUugQ2gbUTYtsR6PL1SOrJSVZpNuyCZ56v9M9sSDVh/rBYvf+/aY9Rqs+Px4wfwUuox2WPAUx1me6IBN8/JxIki6bVIHNhw9u83D+OlRYkuPaed/XygGN9sEaWxUijKrhTpNVYc2ABc9117qkZJcKqwAZsOdtSr2oPXX+al46OsRKQ21OKTkyewTDQiKUMmnVF2Yz3+HbsLuxSC71pH2z3zbQEueeNXl9EO4hGa9aLz8d3MBADA0p/bej6/+fUJ7ImX79TS1GLDwr05ivcRU4s+81GI7ZMJ1rvjSwo7f8yDsSmu7Vkh5dTxbrcLeOzLfDy2Kt7dx5DX1IDbo7djWZ40lVNtoxVLd1WirK4VhiYrEvObJN9ZOWWp/H55JVXdRMbOgQ2rIOBAdUe6VskoRrT9Dkty0/BTvPpOJYW1JtW/X/svpTpFkLvVBmAUzZ3RO1AjCiTJPd8s3uUaVNRyPKcppPtsr0uIU79KGvBzqlV3qli8LwffH6nB/77OV6w6JcsEadSqqO/YR08kHkCxTCpLZ2rn0Pwhru1YPFFfgy9yU/Fi6jG8mhYjeR4C2tJwrTicB7tdcJy37b51GhmUWdosScskJd1DWufrEX8tk9mGL3dXKtcffejnIv77+6gCbI12bS/IL3PzzCRagdxx/eDiXCzbXYXU4ma893OpZHufbCvHY1+6PsfK2ZFowNxNpeo7ihERUdAxuKETf9dVK1qaJRWqfJMR0bne9V5/aVGi6mXF23QeJvxWepyksUtcgYjLqFWdU9xuF1DZYJEdFaBEy4TbgLp6mFwPdGcFNSa8srZIEoTx9CzwYXaiy2slLerLP6Sf/wZYicu+O0X592p/WHGeuPtIllHxYcj5VTW9vsXrcg4YNrfa8e5G+d/I2waG9IIGfHNIWtF9IeUoUhs6golaVr2jsgg/yuTyzyiQz5fsrLiu7cHmcE05ikxtD1k9Izou0+72oXMwQ22Ktoo65cZvQRDwZnoc5mQeV7Uuuc+n5dVj6c/ZkhzF3rALwMbYWsz+sRi1jRobtZwu0M7BPp8GGAjKKdROlLQ1mm8pK8D7mcfx34R9qla5MDcVRqsFr6bFSBrAGkWj57Ykl8FqE/DaumJ8vqMC3x6owt0fZ7s8jK4/6jm3/PMp0Yg61djZardh9i+peOGnZExLOihZTu74c7fr9Jq0F5DvQFDZYHH0nG6x2LH2SA3GvROFedkdvUnjDVUuOdXbfZ6bgk1JpXjza9d0PeLvpfX+/sRX+bj3k5M4mF2FJ+fF4YWFiahu7zGpkF+xoqEFSUUGAG2/wdK8NCQa5IP9P51KVzPri+N46L2jimkHndOYtKe5aXegRjq3kx1CWyPn5wfxg4rUFIn54qC155No2S8n8dT8jt+i/RNVDcoByvQyIwqbG5FY736SXmft94Q315fAYLJhiUxDnhK7vS3t1CdrM9Rv0Adq76Fi7df79aW52FVVguUy82UcrpGefxGIwHuZCahpNeOj7CRYZUYlil8xmW2SQLKcYyfb6jJ7q7RPxH4oSTkwLubrADClzz+3qsBlLoLdVfKjmJV4mblVM3fpPMWcv2phTSuSC01oVBgV0q496PST6BoREQG8tq4Y3+yrwhNf5eOe+dl4/Kt8RGc3wtBkRXZ5C97bKL+/lH4ycaN2isKIADnVrS34LEd+LoAIRCDOUIWNZXl47kflkQTO7Hb1iX+13gP0ag7VUrcVl7HFbsPX+fLXr+X7qrBin7pzzyunirx2V4HzS6hvbMXXTnVuOe3fJb/G87PSewrPBVoVmBoldQe1PLV9l4sCvwky9/TC5ka8uTkNW06UuXSUcb7+3r8oVzKyw507oncgu1F6jrk7jsV1rKW7K/HV3ir854sc2WXvX5TjCKSqI2orcDo74tJd66iJ2dJ1H03paO+QjtzQfqZllCo/81QYLI51zl5fgp9i6mTnxiEiotDE4IZO/DVyQ8njxw9g+hr3DY52u4CGJovb3mHuqvYWm93tAXKktgIJBuUKckmlul7b724sxR1zs3DzHNeH89ictgbebccNOJLV0aMmSsVEcQmZtY6eQ2rqP3NVVGp/jC92CQKsU9F46IvzzvQ8p4W31FYMBQFokJkU9dlvC12OoIfi90oaYdvJvSa3HSVqRyJolVbm/ljSY6sRAF5fluxxOQB4LS0Gb2fEO4bKiwOM7lKnOZ/leuyvCnMzomsrsK+6VNILrKRZ+YFTfEwJaOuZuzuuAt9HSXt6/xJXh0eX5cLQpC7o8XNcHT74pQw7kurdPtzF5cucj067wpvGslaLHX/74hDmby1zec/T5T/u1HXSbNc6awVQb+1ouHae/2VncseD61d75a/Fam9N7elE7ovb48i5LB4BUWBqRLGb311OXqVyfmetnL/H/rQG3DE3C2/82BaU+XJ3pWwwxV1P4VLn7+OUlskbdgFILW67962L7ThO5Xoiih/Sr3t/N+5ceBg5TQ3YUJqHDaV5eDHV/ajMkqq27Xy8Jh3NMo2XUTHug0v1ziNcBOCdjASklDRgS7Lrce7s462i9Ys7N6TX4PEPY1xGxDj30N+SYMCN76ZL5gcShI7c2oD0d9cyF8L1r6fhg198a/RqdBoV4+mQEB+i6/cU4quDypOTi3nTMXRXunRfnmhwve717y6tO0QAkoDGM8nyI2jb3TwnE7d8kIk6Fdfo9u9+qKYMi3JTVY3yWvBjcCcwP5TZiB+dgnha08QpdTjYsK8IT689Lklb1dJql1xX1F6bY+uqcOfRHS4Noza7gDWHq5FeonxeqP02ctd2QQDi89peL6+3oOnUvDWHMo2YPCcT//kiRzJaVPJZldsVBAHlbtL8KH7O6d/O1zI11sYWyU60rQdv7x/iY6JtRIr3ZTA61bkrGyzIKG3Gkl2VsqM2ILO9FrNNsWPKiq3y1zfZThCnXpq7Oh0Hs50a+N18R72erA+kG7EzuR4HM4xoEgX9C2qkoyjEaf3UEgdx5Kg9FrIrjKquCYcy1Y8E/abAKcDlZgMGUSeJjBL3I34Lqlvx3s/q76/iPbD9hGu9xHkXOY+OUbpX6P1UuCm+Dv9ZmIM313d0gFL7jEJERMHH4IZe/BzbaLZZ3W5i5LC+Lq99+F0aHplzzOshlcsO5HocfitubHOunHjqE/XVnkrUNVmx9bgBQFvPfGfTlxfAZhfw1k/S3mGR3TxXaj5YlYZvt+cho6ABrX56gAHaUr/4k149A+ubLZixIh9bEwyO19Q/gAJv/6TQQ89pJaUtJmwuK3B5vb1noDsD+/Vw/B0pShZutQlIK9b+AKzV48cP+GW9aoexA20NGZLPiv42WFoVG/icN2HVYSi1UgNVnUW50Vrc29lg7Hi4Lq9tRmVdC577PAE/xBXh/Z9LkVzYrNgo78wkmhDYXW/ie5dEa86DbmqxekwdFJNWg+TieqyLljYiCgAiPeTnF/+KvvwqFqfJ5U2ia6ZSgF1r3F1pXoNVRVlo0ZjmQE+RTrWV5fvbjpv2QPfxfO2pKard5H+XHEIKO7HaaHE51tzlGbfbBXyxXvyQ3raAOP1RWkOd5iBSVpHRkebHF5mNBk2jCsXEe2Hu6nTUGVvxzqnc9pW1LZi3xnUCdwBobLEjIa9jm89/V4gb3kpHjdH3+SE2xsr3LPUllZBaP+wpxLtb031LaeGhnJ6+x9l9XOuFVaJjPrvJQzq2UxMKpyrce8W/0dcFGfilNA/vZCTgl7J87BKNgAh2Ug93dVGj2QqDxYzvCrNQaW7WdK8GlANTa3cV4JfEUkfapqIaM/74djpeW1cMm13AvrQG1Bi1NZq1zwOW29SA+IJabE0w4LPtFXhwcUcj8xZR/Q5wf28SBAH5TUa36WvkdofaOqlZxWiT7UfLMOMTacospZFokjK4CRJp+QW/jXbfMO26TnVrd3dqaimf0noe/TYO5S0mtyMMnf99x9wsPLBIOeBqsdpdjuf734nWfG+RK7MgCLBY7cguUpeOqp2hueMaoybFpjuv/1CM578rxCtrOxquH/lWflSnFuJ5tALl8VVxiK1zDlC5Hlla5kmraeg47zxWaU/5ObYW83d6DlKLy+E8uioCHfO7OF5zs31JByqd7+WHs4w4WW6WpMi1C8C3B/w40omIiHTDCcV14u+RG58qDMdu11NmcqzjWZ6HjLrLWbwrvQK/63624vvOnB8gPdU5vtxTJZvT25lc5SyyW4TqnumFFU3YekTaw8TXFDnuPP+dck5zb2iexFfBFW/tBNCWRuK2qwYBcP2Nmlvt6NPT9VgSIJ1nxBO5RvGkUxMblrppPOvZo2OC2oyCBkTFliNpyCAczi/GvjTl7cvMreqVfJV5gMWaVIxIUfug4CzBUI1SUX7e9olOf7j2r3CeqHqpU088b/eJzSbg718dweVnD8LvcZ7kvbSGOszNTsQfhpyl+PmjqR3Dx8U5lyEA32zJQVGFCS+s7xjFUm/Sv8G80inVVrJosmA563YXYt3uQrz1yOWKzWBKAZNWq+CxZ5f4509p8C6dINA24auYNI2b520HolG3odmGT7eV47Zxg/y+LV8592yV8LCrjp1sxIwVBS4TnYo/Jr52W60CUnINOFncEURrf/v5LzoCvzlN9Y4UYe5sdRpZcSzN++Oq3WyF9F1qyB1atlP36E/WZSCnRDl42Grt+HB7r9SdyfX418QzlLJ4OZS3aA9qaY03tFpsOJBYhbJ69wF2uYbxXBWjl5TmDfJUTE9563t1i4TJi57IzgqqzMgqbcE/JgxGv96ie7RTeo9FovkaqjWMstEiJcfgcRmL1Y4ygwUjz+gFQRBQ7SGI8EFmIo7XV7vMlaWGp2tqe7rV9cfaguK7Uhpw5ahazNvifaeY/yUeBBKBm3470GNZusl0YRMEAREREdhfXYY5WcdxSf/TFbcVAdfjUClo6GxrRSHuGXG+22WUev9r4cvcJXVN2kZ8qH3U03KNMYpGRR8UpWpb9Ws+3nz4ctnPRKVVoLi/+2uL1kDdNjdznmkhd0rYBeDrzfIpjtzZl9mxP37UaZT80exGZJW1YNi52j73Y1wRavtaMWRAL13K4SwC6tsSfk2twK+owK8TbxO9KjNixtuyqCzHnF/a6iEDLxqA37t5LshurEe3iAjZ59nCiiakF0hH0LvbungVzqk3PS3fziiTiQCQ1kXabYqrQ1ahlhRcREQULAxu6CSwSalkti+qiLS02tC7Z6SbpTvsii3HXX84R/a9whoTJg5z/80ECMhtasDMBUm47c/SQIg/29EyS1tUp2v6apNrhfrBd4/qXSQHLUEANZIL9W8kaH+4df6JXl5bhE/vP89lebXzNzjWr1Cl/igrUdKjU6Zgjj/bH4R2wnN6FH/yNAJpR4WK/LdeXiBeVkhLU2gy4loMAdA2iuGbfVWIyZEGjZwbOqw2OzLy63HB2f1lg6Htn3ltWRJyShoRm1+H3/5W+rDy7KmJ1n8o0f6QKgiAWWZ01s7kelx5Xl9MuW6w5nWqtStOXUNSfGat4oPrbjfreO0H5cZoQZAeQe4mYPfEuYdtXlVH44an0SPbTpTho0T3jXc1bkYyKHE+zr7YUY6txw2OEXl6CUBcRkL8EC43affqU5O4u0xMrTAPFdB2b5Ys2r4t0WmxXc31BMC0NdKRcMGugyg1o7SYbSivdX9cyY5uOFWnKartCF7IjRhrsmlvvFd7LLUf22t3FUoDtRqonbxUzGiywNxq81jOF1Pc12PezUyQdDTwtg/Ogh1tKbDK6y145a4Rjtc/3KR8b5br4KBHR43iKvlgVlxGDXr1iMS1YwfiqRUFjpFcl57TR3HkCdB2LByvl5/bRg25oLd4JFb7u+JGy8Ma0sqIOf984rlqlkRVYFO8weUzkTI/unBqXVvL20YtpBkVRjh5VcoOKwoyPQY3vCUO7Jl9GFHY0KKy173Wk0fDziuo7riuiSeLzi4yIj1fOeDQPi+bEjUjZ8TqTfp0+pJNNSa4piUUvSXLm85Gat23MAdxr7kem85zS4rNOtUpZ970caq3My3xIHrIRRhlLN6fozmdbFmLCUdqynHb8JGy77ffw5rMVnywJhWD+ql7bhZXJ+/9JBtPTBrqdvl3MhKcAi1SXzmnxxJpkutk6eZ0azB1nLPOqSPV2pFkkH1drlNYQbX2lHdERBQcDG7oJMBTbrgQV0Tufzsaq9/8nerPTp8v31uzpqnVY49zQWibWLzc3IzU1Q1O7+nTGpVZ7lrBLa5txcgz9JuLIr/Jf5XoULQ4qhJP3jTMpfEkOkv+Yak9tYIcuZ/5uKEaY/sNcnndbWADwU9fISer0X1vtmCUuX2b87eWuaRJamezt+X47t2zG5ZEVWD5/lQAwHWXDsFz/7pY9jPFlSZJD2txr+iFOam+lVkQFK8JczeX+TW4odaeuArFhyXnnmViZovyUTAj+bDHY0gt55EbPx3raJSSmxMHgOMh8cnVntPCPX8iWnOZnL95Ua38g6BSQFVOYlYdrhzT1pt4xeE8lJmqXT7n3FvX13vwr8fKJD1LnQ/V+sZWYFDb3y2tdiQVyDey3vphluNvcWPuFz9l4U/jpA0EgRhJEygvLU7CG/+9zKXx5P53PB9TcrGNtYdrcOfVg/DEd+6PW3cpdZRoTRXlPLmpM0EQkFvaKDsiVJxOT631e4uwfm8Rrr1kiNvlGjyMGnQOMKQbDZrLIpZSJD3m3e1HcQq9++L24Oah5+JQjf86Ksz9ri3t2X/njJSkqHMX2NDDCwsTJf+2Wu04mCQaRSm0zQe05rBoZJWba9UrqTGYdsGlyDN5nldO/PMu3+8aoKmot2CezBxRwqnwhqezwNeUqGa7DQtyTmDGhfKjD/RS5jx6S8PN4Ic4z6PkgI6fTO2a3XWKcS7ec6uUR3vvipMPCACuaSqdaQ3aLdwpPw+HVgLgMlq+sVn5WtVkc31vb3Up9lbrM1G4kh0prh1WnFNVyv2OajvLAMDJJvWTUXszT97/jh9As92GcrMJN57pmmmhfZa3pQdykZCpfvSB+BgtqmnFq+vUnSd6cTeC5e1vUhx/21TsM7nfUGlkSn6VawcKb0feExFR4HHODZ3cfJnycMxAcL5RVxv0mcjV03BvAcoTRevVbnP754f0WZEbjyf6Z64FZ940xPjDygNtDz1yjWviyVzVkPuZU411eD09VvU6PlqdhkZT4PPWBkqrxn3qSaGpEaWGZsXARrv2BhVxw8cxUdqofQnSB2fnxirxv3ZUqutRrkSA+0CQ3ETd3vI2zb23vcDc0SuwAXhuzJATgQjJBJrulHqR4sflwVFh32u5H7z/bSpazDbY7QLe3JyGpbsrUaIQNNGLc8oM52vjjE/i8c2hPOxPb8DMVYVocRPQaud8HO47Lm080jO2oXV0nd6KK0147IMYpzlF1JHr0V9eb0F5ved7wph+Az0u40zrfvcUhErKNuDlxUlYv9e3a6SzGB1SjelJy9wGOY3SRr0dlUVo9GKUjbNvtrhPY6TDVFOaON8zH3rvqCQHf3Z5i8u8Ujlu5g6IN1Th3cwEvJMhH9QTH4uJCgHWdq+sLXIdWYa247+0uUl2EnqxpbsrfQ4aby0vxPqStt8s1cP2woEeaakKnXqCG9yk5nQ3f5gv6bj8SRBcqwELfsySXRYA3s887t8CKTiQ5d0o2h1HgzuaXKz51DNlgkE+kNV+uVhxWPsIQq3SFUaA+VNjsxUPv38USR46IDjTcuaYZVJVERFRaGJwQye3XR7c4EZ+mXeTgHpyqMZzDxWl275ec0V0Jv8XsyvYRXB4anm+bE+tWz/MhCAI2JKsrteUHr2PY9Nr8d/3j6maJ0bJi2sKcTzPP+eBO1/my0+UKyYOKOjh89wUfHfU80SYS3dX4nGZtCg5JUb8vL8Iiza4T1OUrWPDvOAhuuEpUKPFJ2s9/ybhyJtrakQE8Ogy/z3YOhdJqYTtr6t9qPz5QDGOpnY8sHvTA94Xzt+j2WzD21vS8MLqIsSrvM7sSlfudesPe+K9z+OvlwOJ2huMlHqI/2uB5/R31a3aO3KoDfYZGi1YsS0XJVXue/+v261uUuJwp2VuuYxGg/8K4oZFrwm4vGS22CXzJjS2uJanssF9kMfdfCVa7gApRfLrKWsx4aGEfarWocfu/DI/HQmGasz0YmSgV/zw7KE5jKBTEdzd851HZmmdY8NfiiqaAp9H0gs70wJ7f/an4uYm2UNOgIC4uio0aJxnspsXwxWeST6i+TOK29eweaPJivdWpiI6xX2ARyxEThUiItIZgxs6CXZDvnMu7y/WK/eS0SLe4L6hoslqUazDe+ph56vQrzq7arJZ0aIxD66/OM/R0K6xxQ6LTcD0NYHvTeXLCId9aUY88XU+nvshSdJzMhQY/TAqZdE+dfNeyPXufHlxEtZEuTbIfbRaGhTYUKpfo7jNLijmS9dbQXlgthNo3lzzIgDkVOgzks8Tu11Q7LEqCG2jC3Iq1M3rUWdsRVZhR69jq2jFWWXNfn84rW/0/zVkzc58Xde3ZONJXdcXKGom3VZytFZ7A5U4dZgn2454DvK7myy9M4kA8N2havx4NLRGlIi158VXq7lV//pYj0jfLk7u0o15mgNMjUeO7/d5HVopzR/mD6lu5qnwldpf1qrTEKKqOuVroz1En4Lmrk4P0ZJpt6VcOWVYOChvacaraTGaP3c027t7WlSlPumrZOfh8OCTtcrzejiTSz9FREThj3Nu6ERrDmd/yy4OzBwSn+acCMh25IRBxyBZ/4oNndEbSrT0fvQmT6w//ZRQjApbaFVclSbwDjVVOqWzk5PhZs4KUserIHqAeqjdPCcDdU02nNFfvlqRV2XGf75QPxF9WU2z5JgR9+6/b2EuLj2nj2R5vb/m4o3uRzXpYWdMOR7522/8vh0iPdQ2WvH5qcnF7xx/uttlR/Tu61WaO19tTtKWp/+LvfoHBMWPA3oEI8TCtd4bSL7OFSIvQvI/T747JB8ArGyQBq7ictw3IrvrGOMyckNd0QKCx2ngfZXv2rhfZwmtZyF/y6927bRXUO26D/QcKU5ERKEjPFrcwkCoBTe6Ane5aEOZSYe80/6mJbihNAl5MB1K8i6Xrr8MG9zH80JEHuSZtAettyYY9C+ISK3FjIqGFtQ1tfW0qzbKX9/e/qlE03qdg2Hu7rGf7yjHCYUULN7KLgpMBwGicGFq7agXWG0CQqxfQ8gQjyrTs5G3ttXsVS9s8p3WwMEvcfIpVu+YKx01Nm25+5R2/pgHrN2oM3v6bd1pef4bPUPyUjrBnDa++tO8fS6vrToYuiMNiYhIXwxu6ESvIcikHnsG+U+rVX1wg7+DZ317Rwa7CNRFNQVgrgqjinzOWWXq0lEpcXePVeolGw7CNUhPXY/4WvLK2mLUNiqf9869yrsSkyilip49hOutrUisD99rnT/5+2gLVo5+Lalate6D/KpWzwt5qbRa384GRERERJ4wuKETjtwIPO5y/2nVMHKDE7N51t3HHNxEoazK6P/UB87p71KLO0fjyQPvBmiSXSIdRXvIyW7xT24gIlnzspP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\n", 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" ] @@ -871,7 +913,7 @@ "stim_color_map = {stim_names[i]:colors[i] for i in range(len(stim_names))}\n", "\n", "epoch_key = {}\n", - "height = max(dff_trace[:,channel_num]*100)\n", + "height = max(trace_to_display) # change this to set height of the plot\n", "# draw colored rectangles for each epoch\n", "for epoch in epochs:\n", " stim_name, stim_block, epoch_start, epoch_end = epoch\n", @@ -885,7 +927,7 @@ "ax.set_ylabel(\"DF/F (%)\")\n", "\n", "fig.legend(epoch_key.values(), epoch_key.keys(), loc=\"lower right\", bbox_to_anchor=(1.14, 0.25))\n", - "ax.plot(dff_timestamps[:], dff_trace[:,channel_num]*100) # *100 to yield percentage" + "ax.plot(dff_timestamps[:], trace_to_display)" ] }, { @@ -893,31 +935,97 @@ "id": "d86a7c00", "metadata": {}, "source": [ - "### Visualizing Fluorescence Over Time" + "### Visualizing Fluorescence Over Time\n", + "Here a 2D plot is made showing ROI DF/F values over time. Without organizing the ROIs, there are limits to how useful it can be. Set `interval_start` and `interval_end` to the bounds of time, in seconds, you'd like to see displayed. These bounds get translated into the indices of the dff trace that match most closely to the time that was provided. If the bounds are outside the measurement period, an error be thrown. You may also set `start_unit` and `end_unit` to narrow the number of ROIs that will be displayed." ] }, { "cell_type": "code", - "execution_count": null, - "id": "d9409879", + "execution_count": 15, + "id": "884dffb0", "metadata": {}, "outputs": [], "source": [ - "fig, ax = plt.subplots(figsize=(16,16))\n", - "img = ax.imshow(np.transpose(dff_trace[start_time:end_time]))\n", - "# cbar = plt.colorbar(img, shrink=0.5)\n", - "# cbar.set_label('# spikes')\n", + "interval_start = 500\n", + "interval_end = 600\n", + "\n", + "start_roi = 0\n", + "end_roi = dff_trace.shape[1] # show all units" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "59fe0faf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5208 6282\n" + ] + } + ], + "source": [ + "# translate interval time bounds into approximate data indices\n", + "interval_start_idx, interval_end_idx = None, None\n", + "for i in range(len(dff_timestamps)):\n", + " if dff_timestamps[i] >= interval_start and not interval_start_idx:\n", + " interval_start_idx = i\n", + " if dff_timestamps[i] >= interval_end and not interval_end_idx:\n", + " interval_end_idx = i\n", + " if interval_start_idx and interval_end_idx:\n", + " break\n", + "else:\n", + " raise IndexError(\"Interval start and Interval end times were not found within the data duration\")\n", "\n", - "# ax.yaxis.set_major_locator(plt.NullLocator())\n", - "# ax.set_ylabel(\"units\", fontsize=16)\n", + "if interval_start_idx == interval_end_idx:\n", + " raise IndexError(\"Interval bounds are equal; Interval has length 0\")\n", + " \n", + "print(interval_start_idx, interval_end_idx)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "d9409879", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'ROIs DF/F over time')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# display array of ROI DF/F traces as 2D image with color\n", + "fig, ax = plt.subplots(figsize=(10,10))\n", "\n", - "# xtick_step=20\n", - "# reltime = np.array(time_bin_edges)\n", - "# ax.set_xticks(np.arange(0, len(reltime), xtick_step))\n", - "# ax.set_xticklabels([f'{mp:1.3f}' for mp in reltime[::xtick_step]], rotation=45)\n", + "vmin, vmax = 0, 5 # adjust these to change contrast of DF/F values in the plot\n", + "img = ax.imshow(np.transpose(dff_trace[interval_start_idx:interval_end_idx]), extent=[interval_start,interval_end,start_roi,end_roi], aspect='auto', vmax=vmin, vmin=vmax)\n", + "cbar = plt.colorbar(img, shrink=0.5)\n", + "cbar.set_label('DF/F')\n", "\n", - "# ax.set_xlabel(\"time since stimulus event\", fontsize=16)\n", - "# ax.set_title(\"unit spikes over time\", fontsize=20)" + "ax.yaxis.set_major_locator(plt.NullLocator())\n", + "ax.set_ylabel(\"ROIs\", fontsize=16)\n", + "ax.set_xlabel(\"time (s)\", fontsize=16)\n", + "ax.set_title(\"ROIs DF/F over time\", fontsize=20)" ] } ], From 9e3f027dcc075f384a54c75d3f7cedd8d8a4c9d4 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Wed, 18 Jan 2023 10:16:03 -0800 Subject: [PATCH 6/6] Changed plot time inputs. Edited markdown --- .../visualize_2p_responses.ipynb | 20 +++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/docs/visualization/visualize_2p_responses.ipynb b/docs/visualization/visualize_2p_responses.ipynb index 5390e2e9..99d400d1 100644 --- a/docs/visualization/visualize_2p_responses.ipynb +++ b/docs/visualization/visualize_2p_responses.ipynb @@ -21,7 +21,7 @@ "id": "2f6bb025", "metadata": {}, "source": [ - "After processing Neuropixel ecephys data with [Kilosort](https://github.com/MouseLand/Kilosort), individual neuronal units have been identified and are stored in the Units table, in the `Units` section of the NWB file. The Units table contains information about hypothetical neurons determined by Kilosort. With this information, and the stimulus information found in the stimulus tables of the `Intervals` section, this notebook helps examine the spiking behavior of these units in response to stimulus and their associated waveforms" + "DF/F is one measure of fluorescence. In 2-Photon NWB Files, DF/F is stored in the `Processing` section. The DF/F trace is measured for each region of interest (ROI) in the area being measured. This notebook uses DF/F traces with the stimulus information from the tables in the `Intervals` section of the file to visualize neuron responses to stimulus." ] }, { @@ -98,7 +98,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "A newer version (0.48.0) of dandi/dandi-cli is available. You are using 0.46.3\n" + "A newer version (0.48.1) of dandi/dandi-cli is available. You are using 0.46.3\n" ] }, { @@ -146,7 +146,7 @@ "metadata": {}, "source": [ "### Extracting 2P Data and Stimulus Data\n", - "Below, the DFF trace and timestamps are read from the file's `Processing` section. Note that the exact format to access the dff trace can vary between newer and older NWB files, so some adjustments may be necessary. Additionally, yhe stimulus data is also read from the NWB file's `Intervals` section. Stimulus information is stored as a series of tables depending on the type of stimulus shown in the session. One such table is displayed below." + "Below, the DFF trace and timestamps are read from the file's `Processing` section. Note that the exact format to access the dff trace can vary between newer and older NWB files, so some adjustments may be necessary. Additionally, the stimulus data is also read from the NWB file's `Intervals` section. Stimulus information is stored as a series of tables depending on the type of stimulus shown in the session. One such table is displayed below." ] }, { @@ -854,7 +854,7 @@ "metadata": {}, "outputs": [], "source": [ - "roi_num = 1 # chosen from dff_trace.shape[1]\n", + "roi_num = 13 # chosen from dff_trace.shape[1]\n", "time_start = 0\n", "time_end = 1000" ] @@ -885,7 +885,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 14, @@ -894,7 +894,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -946,8 +946,8 @@ "metadata": {}, "outputs": [], "source": [ - "interval_start = 500\n", - "interval_end = 600\n", + "interval_start = 3700\n", + "interval_end = 3900\n", "\n", "start_roi = 0\n", "end_roi = dff_trace.shape[1] # show all units" @@ -963,7 +963,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "5208 6282\n" + "39579 41727\n" ] } ], @@ -1004,7 +1004,7 @@ }, { "data": { - "image/png": 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dMWJA6DevPvCBD8RjH/tYfN3XfR2e+cxn4iMf+Qj+83/+z3jDG97Qevfqq6/Gne98Z9xyyy34+7//exRF0fIbdkG6nQCIZsI5e/Ys3vjGN+Jv//Zv8apXvQpvf/vb8b73vQ9FUeDd73433v3ud+OXfumX8PrXvx5f9VVfFZV2H8g4BsBtWe2Co6MjvPWtbwVwPK46Ogghvd5/whOegO///u/HYrHAK17xCjziEY8AIJTQV73qVQCEH7hpAygV1Wuvvdbohx6LmHF70iDb8gEPeAB+93d/N/i9LkxBI0aMGOHCqOSPGLEBPOMZz8ANN9yA17zmNXjjG9+It771ra2bVQkhePjDH47Xv/71ODw8xFve8pbgYM5z585V9JtXXnkl7ne/+3Uq50Me8pAqsPLChQt4+9vfjuuvvx6vfe1r8ZnPfAZPeMIT8K//+q/Y29vrlH4Mbr75Znzwgx8EIPybfb7isXjzm9+Mo6OjaLrSIaGeTqgnMSaopzumU42zZ8/isY99LF796lfj1a9+NV784hdjMpngLW95S5W27XK1K6+8Ep/4xCewWq0am9QR8ZCbqIODg7EtR4wYcawY3XVGjNgQfuEXfqGycP7kT/6k8ZlnPvOZ1ecXvehFwWm/5CUvqdwnnvGMZ/S2CgMiRuBxj3scXvOa1+CHf/iHAQCf/OQn8Y53vKN32iF40YteBMYYAOC6664bPH3pqnOct9z+h//wHyq3kL/5m79xPvu3f/u31Web8iiV+Ntuuw1/8id/AqB21Tlz5gy+9Vu/1fiejEd497vfHXST66YwxDjeNGRbfvjDH17b3Q4jRowYEYJRyR8xYkO45ppr8OQnPxmAUOj+7M/+rPXM4x73OHzRF30RAOCP/uiP8MpXvtKb7r/8y7/gZ3/2ZwEAe3t7+C//5b8MWGoB1dKt+smvC+94xzvwP/7H/wAAzOdz/MiP/Mig6XPOg6kz14k0TSu3mj/7sz/Dxz72Meuzv/mbv1m988hHPtL4zLd8y7dU/vAvf/nLsVgsqku2rrvuOusJjFT+z507h5e97GWd6rIOqJuv5XJ5jCUJh2xLzjl+7dd+7ZhLM2LEiEsZo5I/YsQG8ZM/+ZOVdfLnf/7nW79TSvE7v/M7FQPPM5/5TPz+7/++Nb2///u/x6Me9aiKWeeXf/mX8bmf+7lRZfrwhz9c0Tja8KY3van6/Hmf93lR6ceAMYbrr78e3/RN31RRCv7ar/1a4w6AIbANt9xK/MAP/AAAYLVa4bu/+7uNt5++9KUvrfrg27/923H3u9/dmNZ0Oq2412+44Qa84hWvqNhfbK46gDj9kfSdP/ZjP9YK3NXxjne8wztmhoBaT8kOtO34xm/8xsrl7YUvfGEVD2HD+9///upUacSIESOGxOiTP2LEBvElX/Il+NZv/Va84Q1vwF/8xV/gHe94R+tirAc96EH4nd/5Hfyn//SfsFwu8dSnPhW//uu/jqc97Wm4733vi+l0in//93/HG9/4RrziFa+olOHnPOc5eNaznhVdpn//93/H133d1+F+97sfrrvuOnzFV3xFFQR488034/d///crReWBD3ygl+rRh3/+53+uNiWMMZw7dw6f+tSn8Dd/8zd43etehw9/+MMAxIbnec97XnVB0ZCQVvwHPehBVoV5U3jMYx6DJz3pSfiDP/gDvOlNb8JDH/pQPPvZz8Z973tf3H777XjlK1+Jl770pQCEL/6v/MqvONN72tOeht/4jd/A0dERnvOc5wAQF6W54g5msxle9apX4ZGPfCQODg7w9V//9XjqU5+Kxz/+8fi8z/s8MMbwyU9+Eu95z3vwute9Du9///vxP//n/6xOIdaFr/7qr64+/+iP/ih+6qd+Cne/+92rjfK9731vpOn2LWOveMUr8JCHPAS33XYbnvKUp+B3f/d38ZSnPAVf+IVfiCRJ8JnPfKZi33rXu96F5zznOVsR/D1ixIiThe2TjiNGnHD81E/9VMWu83M/93O48cYbW8885SlPwd3vfnd83/d9H/7pn/4Jb3vb2/C2t73NmN4VV1yBF7zgBb2V4X/8x3/EP/7jP1p/v+9974vXvva1vf2kv+mbvsn7zEMe8hD84i/+4tqUSGk53RbF6rd/+7eR5zle97rX4e/+7u/w9Kc/vfXM1VdfjT/6oz/ysrB87dd+Le55z3vi5ptvru45eOpTn+plvHnoQx+Kt7/97Xjyk5+Mm2++GS9/+csrf34TYu5i6Iov+IIvwJOf/GS86lWvwpve9KbGiRIgLqLaxku3Pv/zPx9//dd/jSc84Qn4wAc+gBtuuMFprd9EW44YMeLSw6jkjxixYTz4wQ/GN3zDN+DP/uzP8KY3vQk33XQTHvzgB7ee+9qv/Vq8//3vx6tf/Wq84Q1vwE033YRPf/rTyLIMV111Fe53v/vhMY95DL7zO7+zcTlPLL7ma74Gb3/723HjjTfiXe96F26++WZ8+tOfxmKxwBVXXIEHPOAB+PZv/3Y885nPxGw261HzNqbTKS677DJcfvnluN/97ocHP/jBeMxjHoMHPvCBg+aj4rhvuTVhPp/jta99LW644QZcf/31eNe73oVbbrkFp06dwjXXXIPHP/7x+MEf/MGgm5AJIfiO7/iOBhWmy1VHxUMf+lB86EMfwvXXX48bbrgB733ve3HLLbeAUoqrrroKX/RFX4RHPOIReMITnoD73Oc+nesbg9/93d/FV3zFV+DVr341PvjBD+LChQtVQPY245prrsH73vc+vOpVr8JrXvMa3HTTTfjsZz+Loihw5ZVX4j73uQ8e/vCH47rrrsOXf/mXH3dxR4wYcQJBuH414ogRI0acYPz6r/86vu/7vg+f8zmf4wx0HTFixIgRI3YZY+DtiBEjLilIf/zHPvaxx1ySESNGjBgxYn0Y3XVGjBhxSeFrvuZr8KAHPWgt3PsjRowYMWLEtmB01xkxYsSIESNGjBgx4oRhdNcZMWLEiBEjRowYMeKEYVTyR4wYMWLEiBEjRow4Ydgqn3zGGD7xiU/gzJkzvbm4R4wYMWLEiBEjRgwPzjkuXLiAq6++GpSO9uJtxVYp+Z/4xCeqq9VHjBgxYsSIESNGbC9uvvlm3OMe9zjuYoywYKuU/DNnzgAAHk4eh5S3d4ZkMgU4A89zcwKEAFocMZnNwJfL5m+G5yrQ8lZIVlR58qIQf9Ok+t4GkqbieUJBkgQ8z8QPnAM0AUmSVh3IZAqerUT6nIHOpmCLpbHOJE2rz8nZM2DLFfhqBRBal02egljqSPf3AMbAVjkIJfb2rApYt1fVng7Q+QxsVZY3SUTd1Pbx5eeoA0lTcMZBJuXQLYo6PbVfbX1FSLOtoPQZ5+bxEgNt/Oj52epPUlEfWQ4vlHSr8kP0Lbt42Eq7kafaNrZ2Ur+XeXHWnENAu6x6u5XPkem0OW5k+vL5cuw7626a33LuKM+IeZcHzdfGe+mknutanq189NdlG4fIGb1c5d90Pqvmfes5U1qB9UvvdQ/wiwvwgwvN9APSIbOZkC+R/dIqO1C3o97GqOe1dVwa8qD7e+BZ4V4TTMUt+6rRZ5pMMD3fKof8bJM7NGnLV9M4N8wlOp8BlIIdHpnLNJmKV7JVLTtMbaCVjU7T5hhQx3ee+eWnBZVclmueb311zfWyPwglzXrJdnL0lV4v53e6DDKVlbNanpiqo8xZm4xojB/Z/1o9WmPSUQe1PNW8AfzyU+nTqqxlHrIedH8PfJW16tuQTWUf5myBd+CPK71txHZiq5R86aKTkglSQ7gAIRMADNzmykMIAE0JIBNwwpq/GZ6rXyiFEKHK+1T8TZLqe3sd0up5QhLwqqgcIAkISVp1EHnwMm8GSqZghBnrLNIXnxMyBSO8fJfWZavStij5ZAoQBkYICCH29qwLWKVVtacDovyyvIkoX6N9AlyxLHUQ73MQUg5dQuv0Gn1s6Su5oCu/VX0Gbh4vMdDGj56frf6yPrIc/nzqdOvyy7bPWmk38lTbxtpOSbsOYGjOIbTLqrdbNQ60cSPTl8+XY99Zd+v8buYnxhwJmq/N95S5ruXZyqf1etnGIXJGL1f5tzrvW8+Z0gqsX0pn4JSB6+kHpFPXO65f2mUH6nakrfzkvLaOS0MelEzBSQ7nmmAsruirRp8ZyqQ/3ypHNXYtcockbflqGueGuSRkNAUjZuVSrAtoyEJjG2hlo2SijTF1fANe+WlBLZeTZjqtB0v56JrrUskv69Nsezj7qpGGVzZpMshYVlbLEwP0tdokI5rjR/Z/sx6tMemog1qeat4A8MvPRMlP6hwiD1kPMafaY6khm6o+LDcMo2v1VmN0pBoxYsSIESNGjBgx4oThZCn5Q1H+c7el2v2qVga9TJwZnmnmF3V1gZ7WOhDZrhu5emET9T4O9G27bb/2onJN6D7HnFhX/Qcsr3RDGDEA1jWOumLI8rCwtFrryTZj2/rLBZ/7Cza01m0AJ6UeI9rYLSW/i4DoKwA5q/Ndt4Aype/IszExY8rGWPdJ3bM9B1mQQurata9M5Ys5jvT04WALMufNvLr05yaPWdeliGyb0qC6EYT2SVkH55w0/RZa97ztAx+cztD9Flpm/TlT/UsleGuV3Eh53nrUOR7YsGN/k/MoQHkWjxkMZr731iDTWuWw5TF0G8a00VB5WzaWnXWNEceO7VTyLYOIMy4GdZeJ7AryceQdPMHV96UCVm0OPNYANQ/OGwtrVWfTs0Vhn3COPHnBRB6mUwUfQiZ4IxBIX6xDF3mzQG+UV2ubrlZczpS8AvusMxxju3uSyvgo2sqc9eTI5deqbyBM5Q712ZXvV779juciYWq3Tm0ZM0c7/O4FIWvbCPEsEwHqXcZ0oEJmfK/x9/BKAufl/I9MT/ZVU3Y4jCkxMkb7PWhcmOSctg54kwh81jYGGjKwD7qOl0YalvWuYxprhUHeOtGQqwMZf0LXLEveAKp68MIyD9R6jlb/ncJ2Kvk2xFgvXG4BDWYDTxOYhFYjkErfJLitL8ZFSZ+krsmogmmKWEgZIBTBShnsuED60pfl8LovxUI/VemwybGmCU/9ti3AyGjdDFcqotxGDJuuoPe5olB1sXKrbR5rze6iTNre8bF5qO/FjhPZRrrCYNxYedrDhOUSPMvtY8Mh30ybxo0gxGLbd66GjA9C/DLGVlbjeA3sM8ZLljZ7PbxWXNO7Nnncc+MVpaTGnHDF1A2wr+em57sox62f/BuSmDVwLZsaGxOaIV9eFGGGk9GavzPYMSW/VDRarA0GBFoZvYpKhPIcjJafvsP603LLUBTSIsISr7YVK/wCTmc0MORvhU04D6gkV5ulQaxPZRq2BT2CZcK7sFsVggih6VjgjEqZrS9i6mXJL+g7pQyEEv84iHKPGtCq1Gfh8m2cvHWmgUonNaflUgYlJV6nTU/gCaj+m+k9l7LRZSxKORM7BmLboY8rnM/IZHpHvufYWLaMRXo+NqV2CKOIKf1di7GJlTGS+hNojlW1j4LWxgHkf8x7FjlvVdq7GjlGbC12S8lXEUXD6Pity+IS8o7Jig0MKgy5y11HhayrKqhC/BtD4TrN6FJfV78NcZTrgs2qObQVv096oW421XfKJiYUnDs2E93c5YSC76e/I0li+DIyLsKmaHrfDXhnXSc6ts2/kp99E2FvU75aCXcddb70lZ/qM303i7GQ1Ip9XUyG9O+u6FOHQdVXIe5t3NKvQTSTEd/HwOq3vl5Xj8GC2rXye9N1rlnrjuWzz2uSJGGGFX0shT4/Yuuxk0p+yESuLtJYt/vFOha4rsFpLiiXi3RCwJFf4znT913bynXUGvr+cbnaBB9Nr+mUyAZCgb4LYsf3neNw3f0UYgXfNrcsHwhxtinP8+Nzu1kHpBwZSnmyWtbXuDyuU8FupNesQ5BhJKTea97YERq5SQ85KdMRlb5yr8qusWOF3CsA7J7cGxGEnVTyK2zagjTCjCGDKddpRRrRH2PbBlhId1Qu7XLf7nLZLxVE9NHWMiaNGLFj2MnVKIQ2qiurgfN7oL2AR1qTSJIcr2W5K3x0bkFp9PBZ3CVcKkFJQy7E62Y1ioHvyNrVv4Sa3Y3WjGGoaQcOkjdl4SrnADERW4foeIGIoNSQ94YMPne+s6XtL7HtdVp3Xl1Z7kbsPHZSyR8EvXw5uyu1JE39SoBToe7I2NCFLrMLumycQp6N8TX1pr+FAo6QHswKEbSkakDgGqgmjz29HmUYYn6QhILuzUHS1LpJ6BQsH/tuK601inrf+AuUT3F5bsG46YOuyvxxlCE4vQ3J1ZAg4xAExn4Z8wx5Z+jnq6JEkoE4GcjWGzc44vixu0p+KO2VdwGyWERCBUekQk6mUyBJNnuk3ycAsQvVYeh7Xdo4NDbAlUaXZ4YMVPbl1XXRilaUIihpG++VbdGFftW22Rw6oLrLZjOUCcWVxmQCsr8HMpuJzTxNhmUisbKjuNMUPs4Wyt1WWhFzZYg50WeD2yPPBvrWY0iWr6HTbaQXqKzGrpvV1wONi45zxDqOepbHS5U50DwIZq8LRHXPTt/1b8TOYjuV/GAF3vccb1ovjUlt0JrJOTCbCWt+SMS7L79NTcqhXIuGZLPok+82CjMjHWWgu0jHTVxfxSo6mHNTp0kSfcdTzEa8dMEjaQrs74HMZ0DFbKG7+A24QQ0OiN8CUa8rjzrDmUdWbwydN9kd44+GrHNfZrNYhJZ9YKauTuhjeBq6LddVB9MJhM14YbvvZ2iD1ohjxRZI/oHQ1TKzqaOpsnxkOgGZpOER7z7EsLds2zFcyH0HjecdDD1DLpTHFfx73P0Ty1/faXPR4UK7rnnpafgwxMKWpuB7M5DpVFjyY/3zQ6jrGidbgfOhKyNISPv1dMVrnTJcilib735PZXJbWcm6bgg3tYELRReZGjvfjsu4NmIrsHtK/q4PyLRe+HeOius4sQnlfih0WBAaY6HT3Q2hGyX11tmBLhMbGtuo8AVxxlOQhIJNU6D0ySceektfer3LVD3qoCQcag7ZLIMhqJTK3VuS1oGok94YdBkDMSfOXefuUH71MffGGH8bcPzF1uk4x/44704sxp6NRG/FnFpurBzhRymIjnVztAt913nBdLiVDFHvvsfA29z2atslRFjO6frFazSf+DYi1i1qxOZwKSp/4xgbcYJwCc5gBwImd2+f4pPk73YpCsN19N3Q7dj5iD6ShWFEDVNQK4uwam7j6cWmcCnX3YKt4Ykf+2bEiJ3G7in5u65s5MWw/OLboGivQ6kMfX/Xx4MJfRhvYtLetbYbym95jXOGFwwkK8Q85xxcDXCOdmEZTsHifdl0hsamAhxHmNF3DljnVqRKcZwnBdtGHzmO/RFrwO4p+YBlcg68iIUwWsSwI5Tp8SwDiiKeaaQ3U8hAx/ox5QgJInT93fjNwI28LuWkwVAROA7oABcg6bSEm1a+NpVfDBNMFyVgHfSkochzkEUGvsoE+1BJG7qutg2SIYT0MywMNeeHujfguPjYQ9E1HmGIvH3pHhdiWWFi0IgzGiCfXXFRGvJ+AN94M72zDQbGEV7syGjeIjQo4Do033IJnufDlacrhqI0Uyn8hvIFd5VDtn9XWsJ1CHB5y2lXRZ/QtqKzKTrRwdNnw5e9T3q2cekLEg3lrFbz4Qx8tQI5Wop5nuVNmtGQsdeH5s+ZbkelMXheOZivqme0eKRqM9vxdElPLwahLCaNDeealRq9bdalbJr6aiAjmTdeal1tOFRbce4Peg5mBwsYn6p82jSF7HEZk0ZsFLur5AexXZD238QzgYPytgSAhvj0L5bgRRHvcxkixIao2xDl6J2HRWFQhKv31mBbul2KYxP6yjggE+0m420UnKFz5jgsNJY81xJkbaNu9dHZBbQNz3PwoyOw5RJghfhXpuOsS+zpZMjv6qOhdxp05T2v2tQuH6wMUjEbdELjNh7q//rnUHRlSTmuuaSWwfrzGssVw/pkK0eI5bjrabtpXjcL1ZYRHfpx8DbuM5a2yfAyYqPYXSVfwrdQE21h6aukyp2+TC8SbFW76wxyJKuXIbRMrudsArarAhALQv0CcpvoR0uLDUk6WBZtFIuu/lEtPuugPxwy3Q7lCFoch1agbEqr7zvtXZ7l4EcL8NUq/P1NYMhNp6Hd1854FTouGu/4Nx5rx3HkbT0F9dCUGt04BjZGHVdfROZLEsNN1V3WvyDjXMcTKdsJuNG46XGB7NLPu+LWdInjZPeSYRA2rUkBC/vQYIV2hB82uXsvokMo/43n1reo15uoARadTYHS9VAm9lHmdYE/1PgeytWr8a6+Wd3AidQ6lEBWCHe8TXLSe5/tWb/Bxk3k5XfOtAZ0DQxNb93rw64rTcdyAriGNjOdOEXRvG5fP3bSH9T1YwvrNCIMY8+N2E7sklDZplOFSwHHeVQcMi63hf5wnRh6fp7Q4//xwsMmnO1x3GPguPO3YVvLNWInsEOaVCA8lt6WL3yDSSXSfcb1/MAT0+rDH1rmmOccbVgJ6TVa1LlkJGlnPmxGQ/WR7JsYXnQFW8OJfSlBdZeLCrCVgd/riBUITHPb79rY5rLZYGHUaiilHdwro+b2rlMoBvS7sz06seCtoc1kGfvc4DskvGxk4yZghB0nT8mPQcfFSAoqrgqDrnkfF21h9IYmMjBwjYKHM97dWrqOjRlnQFEILvIuXO4hfdGXBjambsesRKqKgFEpGKpsoVSpdWHC0rM95xt7nehCbXlttv+qjbnzQrUeCpO8b6DamG2x8jwUZaqt3CFz2WgkCWB66fvOUG099Pjta8CL6dPyXauxyvhOB30gdO732STE0FqP2ErsrpIfOil0q4xrskYraAPT0vkEaoiPehfh3gfrWMwsdwioVrVgtpABwJmbzo4zXnOiS0Qr1YZFxQQTw8QQ/eubT4RsfmMKeJTGjnSTugzwsW2oz5naW3vfZq3kReEscyfXjqH6Qve9jQ06jFKCOlpItTw6u8LEBDraAgxDFaNQ/vFNxR/1YRcaRM70VAyt85l5nok4QeCsXl+MG58ItWlLTrWiKZpVeU/IqNDvMHZXyQfcA9XHMNA1XcBvTbJZ5XQe9dhdu0+4RKUXYbUJvZxIVwK7CjipBNjyMlkM1SAhl+Krl0ntE1d+NpQCsMWJ3hcx3NSBdKK9OKw3GRir3oXQ9VTBxr4TeBmON0DfNQ+YZRyoi6Yhz7VwsndhpfHBdaq3TqXGlm8XC/UQ+YcovzH0oFuiEBpxjGxbFVwnk9a12LFBs9RJWODXdBJjkEtR89NFBRrzbt8LB0fsDE5O7xoW4s6Tp48y7Th2D1LGQihBYxeVdVseutJrRtNNWri1bUpTQHrqGHGNl+o3ZVPQiE9gxTDWjtC2bNQ/kKZNzcP3jFam9p0Qa2BhaliPBhBNg6TRLv86gikJJWZWj/4Ja387+l7tZw81b5c2aFgTTcr5hhTJqLK7mL5c33sL0ZSDcWtVAEOQx80i+KZkX56tpMNP1ntBlse08erCJNdou4FuV1/LSUw3al/Xc2Nw+MnG7in5IYKnF5VfB2VV/4lahLbXkupWxMSlTJHWvk0snOuwBMQcrxoQLLhiFkzfZmITQn2NVpfONGtDYIuOg/0nHpEGBMP7xq+HUnqV97qWM3Tz2xuD0GnuIA9+6+SmRx02QKc6yCak+t1gyOgzDmINHsYyDTiGnEZAw0VbmwBnUC917NWfY6DvTmH3lPx1wHZ81sl/0d6krUU85v0eCuSgV433VZ5jnwnNq2takQrM2hXhKD5mebowCt0W+iriWlonGidt0fYYYIbPb0fGxzrLueEx5O3HPoagGJfekzZ3Rpw47Ih0WjOG9NncIovkWhDKarPJdhjq9uDobLfYh3bXsCuKUomN9P26fbQvQQVlq+bscbD+jBgW2xxHMWIEdlHJD6K64+F+h6bX+1Bjwr6Q8IK1fDG1Fzul2xueoLkg65fLpSX03UammstTiBKopGNsK1MaPrpGPQs9uDaW/jIkqLvhAmRh3VHTCeGeDpgPvcdX3wVvVxT9vsqSyefX9HkgxPhJt+iBu8DlF62zGq1LSXKkW7FlbZOr2SBpBKxbXe6GGBomOR05DoLvjXHUs9cYPw7lvmu8XPlu3daR1Kym58cN485gR1ZVC0IGmjJwgyZ1DBuCKxkjv3fMpTsOIXYcVIbrgJO1hgJJ0vQhjOEENzxr3Kyoz3FmFXTGxWhIOlYbYjmPu6QZ8opt7ujzoMdCpPqMdj6dCWHd8JSRM+5UPgQVZj/O9waUNqyC8/twpKtZBXJ110Hk7WdNaWyNRdxF72dTTmL6rms9YwJAITcegX3be5MZWSepIA4he2I3Vr48Q1l2Gu9EusR2pbxW3yee+bUO2Oi1OffHBbjWnZOif1wi2G0lHzAH8QCVNb/FaOPypXNMxKByKPma0LIChypIpnK5yr8umOpmZF7p77dOKBExDNLiRmhTGProSE1taWA3avSJKvxMWIfC3QW65TfkFtYQVzIb9WMsTAuCC7LN9f5xnQ71oY+zQd/AuZ6LoaD1QJVRJE3RZBki7WcbtK+B9YpRSID2hnftrkMDLkV6Wmp7qX0XGlC4jgvHdBrmEIrkvvl2nZdAtEFt7RuW2EumfGl0WvM7EH8EGqTs7wdeyGf7rdOFe/GGkhHbgxOg5FOx8JkWMn1Q64JUX8RstFzGbJV3Q/nv+06MTlbSnl18HJsJoLbky8+aJT/IhUhXkEwbQq1NiZqni1atK4a460Bj5ag2P+t0d/FtMAcAMSmVMYpDpPXUmkafG0ulLJBjLaSt1LGcJG6qXfl7ZazoQRcYs6H1pm8hL4hBjFtbnZFX3trKMlgQblc3R03p7nW519DoumF13S9xQqzBso7Gug7lrrop7IqL5IjO2O0etllkVNCOi0/EpG1RWwbi2Phpu7C9WHmi17CJAES/UVrRkRKdq7hLvjSAhacPV/mQtHCubCz0ht4TlZjFRFe4nbRwgcqs7XVJOUvXyf6xprsirMxctP7nTaJ8h5YGCwe1IiEEJFHce7yKpOlCng4bA1+6LjrIKHkTvnkPdnPoI6O8N6na3Ko65KkaFgahFh3gBKzve7GIPXHqiiFO46I467uMB9uaG/l9cH67rQ6OMGN3e1X147Vd4AKDddBFcbkFVITbUIYWlDbzLqx96Cz1pFTLbBcFcBuE1joU/UFdG/qVzzpeu7psme4FWMd9GNYy9OErH6Bf9EuxWr/TsM2qhq2UKzb0PJHpfUeGjnUouKY0+1A3d4XvpDZqwxtwp8fQMrkD5/wg7qW2coRgyHiermUYcclgHBUj1oMdPIYdoWBcMLpBDaLdJcXahkuQZjMIxyHfxr4YBFsTND5ixAawuyt552PHDVM/dWHDGLwMPbs5xkd5QM56rgaLsmOk7Nq2xdVHszlUHkGPDTNeK/YOEwXeOgIfYxEz/quPkeVjLIzNZZNzoWMbd2IXi/HDj83b/GDYc4DfZa1v2oC/712Ma12x6c3KJtbf2DwiA5K3dpMwRNtu21o3ojd2V8lX4aAf49qkdU3QmMmrPtubj9/7YD8WB5JQwdrRMb1GOTdF38Y4UBQVnaHej0Hl0J8JUY761HVD7DvGsTek/21YITy/+9y66vJWdeirvCp5tqzooQpmV05oG5Vj5BjiReEcg7wo6rnQJU7GwrLUm/JXfy967mhsMzHv9HnOo9T0Ueg6vzvUvO0TUxTCxqVDv4tjSMYa47MdFdKhNhox7DzbwitvMKJs7aZlxCA4GUo+YBcOtsuLpGXGJyhCrCdDXhbRmoSWBT2UFo9zwcgxnbZZgELLE3NJVyxDhpXtiNV85Jw1+7GjcOcFW1+/hcDJ6T2AchPru676PvdZMLsEqhrK2trIiS89fqh2ZX5ji5fSjt4LZwzvynpzzsHz3P1uUVRzoWaCiuw7biijqR9Nz2ll9+bh+66RXtjplD/APMwAsNbx0VFJXuvGvOs4iUUs3WYsur6r0lz3SddAI+1/p8yTJsq8GqivXRtkl+HJGI9xclTCEQIno0c5s/q/tgS5jTKxTMeKEDqw0Hdd+cUshIEgkxRkOmnWNUZQhtZVF6IhzCIWNhsulZlSyWvw2euc+aEIoIG0blhc6NqWtrRMi4hmZWtdXuRq66G4kfXfG3zuEYwtRLtbQd3IhbhFEPOYaZS7oTA60gxhIAqYk9bLpIwBltpmuzrJKE+vWvdpKKce5e+EkibFrA1BlKwk/LkQxCoWXfP0URX7WHiMzEMdNgw29DkxHSofVXZsWoELmUt9qFddjE6+57tCmSvVBWZGsgAD45gu92zph5ZDotdJv6YPmco3uvDsNE6Eku8Ujt5jek0Z6EoV6dwgaHl0QShTgan8SQJMpoJ6L4R33CdAAl1negUe6oq97orRgbe9MU5s/NqVVcRBERiR5yBQGWY65GtnwNEWyd4UbB52EJtyri6aLsRuKEIwQFoNCl3VShcyLzTrtbDkaxtNy4ZFbtobNwV3YjXa8Ni2lLUTK07IJVKmy+Kqk1zHvFKtriFl6Ut/OeQpoqEMTg77yLSMGMpC7dvYlW0eu774FWzLqbLpGV+b2NZr1x0YOroaD0NhK+Oo1J8o7J6SH6uE+ybKOhgw+lgn1gFCQNIkTsBsCopQaftRd90QWY5l5XF4F+vgcUBpl7aLgqJU8oCLdIYU3D24oJ3l7KDkdJpbXY+p9Q2ybiENPvnRTx86+i737VPr6UZAW/SZJ6b0Y9OLcQUMOqUYwsq7huV06Hnrsur34Xj3uXY5yzXw+ug01tn1h2hZUtY1yIhSZR+4OeiyiegKtc+GpEQesRXYPSX/JGFTCiWh671oCFifwjHU813fMaF1DDuwZXkT4+I4hHZft5IYbHpjPdRmw/SYLW05p2PdFkLTXwf6nh75LNSO52LbZm3tYnXfHHYONC5mC8n/OBDCrR+UzBbVaVPouu5Ez7lRTdxljL2nghD3lfK7Cs7WT7u3aQu4S1D5AlCHLuuQx+wbZGEwnhCsGRsLht00Y0TP/DqxftnmNGftUwcTfD7r68Aaxret/NKNiUym26XYbgKuk+0QMomh87XBRJl7HNgW9pttxNg2O42dV/IFv3YPbvYqeEYo+GQ6FXSTfW7ZHCJgMyifUAo5Ds5Ym2loGxDiUxsJMkkDj/MjfE07syV18Ks0fFezthjSI6SeB4HlIInmvrVuZg+Zh6Es9e8b2Hz1UfYaAaS0Vpi60kVWfwbGJBjSaBMLmMvSJe3674D+iuKFV+Je9DaV/9v8u2V7B8RnkL09JJedBb3sDOhsJsa87jfvqKv/dm8tNsgXBN/FyNBlTkhjlZzffVnEQtlyZGApTeJkekybdymbJa92UpH9osYSmeaCiao2pj+dbqW1zkPStN7I9ojJIZSYjRXb5MI6Ihrbq+RH0lk5J6hnspB0Uv5LQU6dEnST1rQCff+HCEJSJ22f3XSWA6tMUEjq5TMhoswiCNb8vLdPNJacKCHrCGame3OQdKJ8UQYo6krtUBu5vv7JNKn72pCWU4FXxoet/ZoBx6Wf/3Ta/9QqZjNLNYUjlLfemK+BJjN0U2fp8z4nGsZ2j5RfsfPbenkYgFZAKaGWDY/0WQ9U6m2IUSx87EkBaant7eo3emofuOpK4KorQE7tl8QDYr5VY98pByNIG5S01sZQEurelU5A5rPm3SiAtiFxKHN9yCES0baNYHAXAkkcmkHTyprviytR3otW4m352yA3fa6TEpOhzeZaFujeSKZT0L056GwWvrmyUjmPVvuThi1W8l2UgAaWhI7WfM64oJicpMBkAnJqD2Q2sy4eG3NvsFED+gS1ATzPwVcr8Dxb765cLzOzUwFWgU4q/WkIhaktSFc+lqYg87noT/ldkrStS7ZgVZe1re/Ji+3Vkp2lpXSrSpiv3zhvt3f1m8pEVFptppPmiZWtvuo/Z/52GluRLWlav3ynSq4ANGNZDcGshtOLqEuyYhT1GF58k/XdplS4ysAMGwSDomnbiNfzLiQw1eHyEyqrdYT0o/E9hS3HtoEBwM+cQn7VGWR3Pg2yvy/ke5II2aDPtS50xjaoFIpSXiUO6/agwbVEXH44nTRkYMh71u8C24FQUlqVU7uS6pUjWl5Uo4ntymAUkq+PutiYrjL+GidQBpIHzttz3zJ/Gq6UnhgOMpuB7O+JjV2gfsJZvf6p73jl8oidw9Yq+c7BGsvO4Arw4kwIpvIf358D04lDIEc0mZqn6SIq11GzpOWLys/8LM9y8JVBwR/CragjGgpGCAuGUjfBT2yxyKYpoFmxyCQtj5G1epgC0lwnNb6+6LAASb7zBu+5KW8dwXSDioKnxpxMpoBUAnzxDbHj0JaGiq5MNDo4C7/kzaloxc3rJs+/YfEuv9fbtnlXhUMJ0mkiW2kzcfTvsmQSgwyhgflHwHqaFzof5O+hMSJqXjJvk4vbqTmWV86wuGoKvj8XMkEqoqa5FqnU2wOitXYnyhw3JxSaYdhzk4k4jXa5nTbStcg9nVIyQE5UbkK+fgyU9SZFNITJx8hGJp/X5YXTsKMFtzs2g2ajkcPwFSJ3Q56dToC9uZDpoew8NmzKlXLExrC1Sn4vpcKbtiYwpGBKU7C9SbUYGNHRkt/lBCAqMNIxqXmegWeryMxD8+2xCZF/d2lT23FwkoBPJ02FuezfFn1Zl0U3JuA36IiXVuWqbzClbUXSk0bwc3LRTJMg5Th4DHoWAZJ0YzZxb/brZ0LcAwgxbPS6xEx0hcn1TlXUle+9bc5503+2ZQElxs9e66ANzjkxLLtUzLh3URIWexMsL6NYnqHg8wmQ0NqS38l32aQ4Gk5IyrmrstsQn6vYEOWRXydUKPiaS1Ksv3v0miUNFgmt2sCQaGDm5bshF75Ftp2Vjtj2rF4X66mW3YXUVUZjO0W0PZlMwOdTkOnE8oDpNLR9uut9Z8ROYnuVfAeswqfrbpMSIBEKEE/o8HSTXSyhQy6cveMCjn+YBC84lAJpIvpTvltZCn2WePfv0YteqPWaSmv5GgSrrU60VvjXrcD1cnHzWvINgZuwKDTUoRQO7YbX98SgZ7u7lErVcj5IvjYFqIvcG7AfeEqRzwiKOcAnyikOWYOMV0FpMy8fAtsoatOfUBC1jr4NcMhFUT75KDfRMXV35SfTjHje+jegnGj2Px0Pf73HeA6RzwCQUPAkacr0qgADzfERO4tLorc7WSSGxHEGs4w78hEjhsW4SIbjuAP5jlP8NdykxjEzYsSIzWMnJc/gvM4ySp9xkIIBxRZEmIewBgWls2a/+w0t4sHtwMr+U2nZ5GffXQGeuqyN3o2xsODaxjs9x0VRhKXRpX+Py3/T5+7CmJ3Crg/FZOwzgf7IfdCop5Vn3xRH0KG/bexCsWkxPuj9BiRnSJZAsgRIVtTlWbfMYs1x6He9Gpi+VqY3FAOYTNMBEfOk+K37mLsCAvkB2Oer+NFevqH62JfO0GuGioo22VMGxkGKwtzHoZShJkKAEScCEeH3G0bX67FDA0fUZ4sC4ELo0EUO5LmdU36oieARcmr0exSGWixUOjVHMbryb4v6lX93UZ5l8C3X+olzkCxvsgSUCi3X9Sdbvj4FzRHEHb1Z4gy8HHs6W4q3bau+dpVX+01ysud58GY2tI+dFJ5d+KF9imKkrzHX/di95aBWxqIgfnqfL6wLERsJZ/05q2Rb9awcw0MoQjorSRf5o8UkBMsU7ti0AUiOMkwPGDgFyCITcp0xQSXMmHu9cJVTyd/8WBmImdCWeDI+r1PchlIS254rGEheNCmTHeU1pm35zgpCa8We8TIAtwDPWomGp1mmZYSn30Lvj/D91rrDIpRyVe/H0HHGlTXRSieqrXt5Lmiy81zZGPTc4JnWVhU0Kdfh+KRHbBZbq+RzeUmVcXfac2RpihrPc/F3wUAPF+DLlVnAyYUxdHFQlBCSwDDx3YKHM7uSMThckzpEQHZRbpmDscCWj6IQEEraBpwsB5Yr8b/8riiteKyp5Rvpwnw8x4B1cyF+U/o4YIxwxkEIF2WJseIGK4sWRWC5qtPxLXJDKKaRCkODQUljCLLKBF97F4VbcYlR+jrKoEb+Jn56oj3n2FTWzxjKot4/oY5zZR4FK3FS7oUqn9UPSp8FoDEHTH1h+k7WzRQAe3CE+S0z8ISAHC7AslwowHQAmeqyfMp6JInwi/edIA4p4zkX43xVbmr6bMDUcnmMPZK1SDzKQWZTkT9NzPUjFIBL1mpjW5f/pmcb32kGl9ATAVM6gbCuJx0RIgMAgOcFyNFS6DEx+TlOP0xrqwqSJCCjkr8T2Fol3zrCjHSCFkEi4YnM51kuhBQhwNECfLVqp8dZrXyU78UpBEmtHIYsej6has2nA/r47UsBFKKgtqwLLPyYUGtr20kHLwrwZSnwJCrlztCnjjxa1GqNIM9IK6AJpfLEC5F2Y5Fo8C+Tup3lxrErn7G0lq5WYUFtJr552wLg2ByFWDSb6fPq/y5lFAk1+48zLua1lZUkaY4bZ54eqyrntbWryoB652jVtqEbX58hxFXOobjhB3ONkDLBIEuqy9SaiqfYGFja4MJFTCYpQCn44aG4L6ScNy0O+QHrzYsCJBVMPlE3nIbm55E9PMtBslXbkm99ocNao4EQIhh9ylNwMpmAJyvRBvpmAeU4N8kEbW7K/vLJAeMphz7/YtEwLAToI+rzPku4fF5f/9TNTejmL1uJNs7yfvIyAmSSghQ5oJ/UjNg6bK9Pvm8QKsKgMwWZzCrPhCKY5+CHR8IKYsqSKpP9uILvuvDgenmqae82tFLzhSqSsSg3Xa30WSGs1IoSXFk4Yqw7EoZ+jr7DofG7w4XDJ9RtFG0RArs6fl6txHh3unrw+MXA5cpketbG/mCieNMvNFPLaUpDR0j7GssTyvARuHk3fdbTcf0WgKBbeG2b2tZ7ZqrI4HRcGzBbWlr/WW9ndim7Fw6AW+4Abrkd/OKhMOZwJuQ9s8iPkDL68pYuTCWdZMM/XXVFC73fwQVDGbm05Gcb1MAorWlyGQPSVNBoRlLnBjOSGd9ttoWdha9jnFEXph9f+S2nXS65rNeLZzn40SLeki/zNRkEvIw+iT/uYsRWYHuV/E2itAjxogBbLu1WUoUaLIg3V0lfupe00jLm41PKOyjSsXl0QHQMAefNdogpE+dNujYVWdbuQ6mw+mgFG99FcHZ3hUmRtrj7dOY4V99R3TX0Nuo6Jjq/F0dp2onCVCpygYF+vfJbJ4hB3rjG8xDW9dh+XSeTlyuA1dIG7OgI7Px58HPnwZZLsckzzbdYeRuKUsG3nZh1k5dhRhOxnnVQ+Lo+Q0il9HHOK0pqoyLoOPkddM6FXgRm+rwuuDbSXVEUwmgTcrobOtY9/SDoUkf1cRdwMnop5nY4F0p/xk4L5HFTVfY4fhtEsPYRUkMeaQPDHpHbcBJoFDfRTl3yOi7l2rZp7IjO82oXx1bL8HCM/OISnIOvVmCm2763GVGntJZ2Pg6mFF1hHvSuly1w/o64z6D3+A2tLyHgMr5mk30u3ZtHbD12cDUxwOdbbYLrqDYyYCw4z1gch499V3AWHsjnwq4Ijm1YdErIgDcvtqjMThwXlVtMkPGlgD4yrZcv9ECsP86fzW5Bg6J1QtcvWH7t6Juv7oq2ybm0ibxignA3JcP0AOVNgfHNGNNG9MZ2K/kxgyiGIivWL1t9Tg3ii02jyj/iFs8h4EovNPB1XegjnGL4v73lOIY2iMzTRuNG9/eFot/Fx7dvEFbfTZnPr7nr+Ojy7roXykEDVC1p9g2iHwIDpLN2mbQJmVcUwpWCcyPDTuc6Ku1LksQ87+X4jyKH6AHOS1re8v6NrKRz7EIQ0HnOh9W119odm37rR0uQfJ8NxJBjWZbPF+jMO/btiI1ju5V8F5TJ4vNFazDiQAjG1nGaSXlvJ2T+HADOIijrtDK1yhDowx2ELpYsU7CXjUd46A2QmrTNtWowZcqTTpfg5y6LrslaowTwkcvOguztNYMTuyh7sUFuVRkiAs0a+dkYK0oGIG2+xNB5dlGgjPkB9joNFWgbg9D5FRqgXD3fM87HF5wbUxb9JJUQt9Lh5Pozy5MWk1VsGQPkFC+YCPYt/eNbyqUpEDymjwCQRLD4DL7ZdhEEmF4vCiDPhfLHmWA46xAXEHSnBrVsbEzlNc6D9W4iNg0uL8IKpbP2ybOQU5guMR8jjgW7peT73Gts0BlxkqTtx29KX/t9bRaATQQ8WgKMJGNQ9MUnMh2a9LO6akpQlC+jDKTTkxzawmBiPnAFPRreGcQtwLAQk3QCdqfTIPt7ghbQF0g2tHuCKzi542JT9Z/Kke2isTMmwuzjyXp6EGH5XFewpg2xwaKx0Fm7IseJzWgShJgTqE6bV9M9AlGcroHP1WXjTMQD8FVWkTpEjd/QjcdkAjKdGNeqIIalWNjcXBmvGH0EjXHJ3pVHMvwEtBFJknpj4zCeWC+UjGF78hamZ7CyrTyt+a4aUnSWOLNRxJxne1zVRtA4A5t6F82I7cWOKfkdi1tOGDnhhWtDB3qtPkfjmhLcPzCno3UxRrD40lEVvMGUIy2AOpT9QHfB6hJXEQkj241l/Hj7O4R2sJmgaP+EIr9sD2RvXm9eld+96OWqswbxodJH9jkViqGDg8GC6BxrahtbXP/6tk1j3MfSEPZV5AYIHIzJzsTAolphS0pV/US2frb7GDbWcyC2KJ7lFT1ztYGM2aw1TsssDD1p2ub8ByI3FAHGANUwZOgvXhSlgi/qyY+OynqbFGoHw1lAX4rTCyn/PBtEnyHP+l4Hl97qec3gFSuHQ4wjptPTvn2uZuFz18nyzV3UOaIXdkrJ77TwmBZLSoeLDO+TTkXvF8Ct7rMG9ClD9Cuk/n9oRU/v45j01xm02/XUpPpu+KlGSoq67HQKPpuKxc+ltPQ9fTLMJecY6OQKtsZ4lZgFPpLes/ludyXZan30QbPAx6bRoveNoZpV8o3LtEwrpqybYGzx8edb0Grz8qTR64LilO+0+b+OhApOeqPF2nQ3xZqWfM4al42pn23Pd0bJ0e4d45yVjFkBG+Y1BmBvFRWvCWVfNMrp659Rwd8Z7JSS74XXl69UTgMFeKcjaJdL0RBKVoiF1/W9aQGPteCrGEqA2SxVoemvU3i32ktz/1pHHtX3nnahFGxKxGKv9G30ycE2INoPPOSovKMlL7gMxyRC15XvkOmGytltHIsK1kqH6Glv/zy2bMgiffuD8nUxEnHedkka0qVVTYtS8S/0tHIb0IcW1RSLYbq8cktjBkYcL3ZkhpxgbPoofpcwiB/7CQ8OMrB2jOiPrbe+jVgbxr63Y6va5qTL9m3DpaR7nCBcWkp+SGBKtP9dgN+wNjlqP3bW/H+IcnkYS8xHuCRcYHItoGso+i4TdZfuh+tS+o9D4Mf0X8jRcnT24nQoWXIgl36/jiCs2OBVd+bDpNNIcwD2qdYzHe/QCC6DuR36UEC23g2VDz36t2YS6tmvHRQBI9/2YHSeAYGcnrlp7EundX64eeYdR6wAWNGPctQStNoC0datzvnVt24HQx1XjNXGjSHl0LZYwrvILIkehjHvGNqW9hkRhZ1S8jsJMgOnNOdc+OV3Ee5dYWNo0cvoec/ramNyCwqiG4ugiyuDyCpKwwEC/ar/WwJOc41Rnw9Bq30MNJR9sY4gX5efLlC1PS8KpBdzkOXKTmkmA7VUmsNB6BxjWZk6uOMMdZoTysBV/emhkfPxkHe9HI6z7v6uLvcxbzCfUlfmYILxMSJ1ga2dDGWItiSHuEnGurtYfu/CUhKUl0jc/FxRCE563U2mr/ujjy6zlfAGrbzy/oHCs7nhvD22bDSTQ9BqmmKfBmoXc6xVt9gRAM11QK4LocHCo0V/p7BTSn4DIRSFJsUasF/iEKOsxTzTg6u3yX0ewCZgS8N2wtCH9lIqMiYFvNU/juBPRTnhuUbLpTEjVc+b/BFDhGusr6pxXInvWguMT4mOVnL9Qag8y5GeOwI/XAh2C4tFdpCr1mW2coMayuoQ0xbaQhNU5iEWHUUx8uUpaGcjlcBQFhXd79kSh2Mto8GoEQQtDyuTjQ1yYxKieGh15UVhfkcdXyXDTqNdbOlGjAfO+HBxRX2syi5aV8fvgsEnH97a6zqhHsBAYD4dCYt54wWr6+zjhg+1ig9lqAnRS9Q89TEbyDBkC9DvIuMbDHmBMnDE7mB7lXyj0Nd2mj56MV0hlu8z5n43IBiKqHSFHrQmjKIMBgVWqQjlJK+YKxJBN2ZBS0k3FsGhULCirYCbE7GWtcHWYy9E/Zyv7UN5t9U0qCVNV5liF3WfwNeebY8b5e9qLBegtx+AHx6CrTJ7mQgVrBTeMsZaSh0W6xblrENBq96p0wqeY46g5caJWShjjj4ulPRsZXVu6LUy6ac0lZyKkUWG79V51Kx3hwVbOUGLWfAr2eh+qPl3zMkFDWznCDQCf/soeVKmS6OKHDtrDA7leQ6+WrV/6HKa43vedZoaEwTbJShYSbu6d0BPyyD3o0/TpF7hPf3xnYxFrO8xrF+td/UgXc+Jt/eCR0UGUotc2pVg5xEAtlrJdx+hNqj7QhdCaTny8Fk3lVbLBIyxqPeYFJIPWJYr2JIv3ynpxip04fKOoBMklkXYSe1o6kdd0Kqc9B6rdKhSojIUtCzdZf5O5g9tIXCWyUWrGDrGLEoyP3ce7PCweTmYyfrbeTEhYQtfSFrV9wFjL7Qf9YtxYvLQ01Hz5Zq1zOkO4zmtU+eIvnkZiqVpCMVOIlRJMcEjo6yuB56yqPPRmYZPcVJPEjgrmVo6zo0hn3edZqhQlNnKkq8nZVrDfOMr5lIyG/rGjgFm+aPCdAmi7ZRbtfRbZZGy4e7DSuaSCyHusL60DQa/FstOiMHNlj+UNVFdD0elfqextb0XsgP2WoBt3/t29wGDenDaN1t61E+nJb43KNXlZG2locJq+Y2on+/YsItvtV4fJY21UO4lmsV2HYItIk3fqYaK4uCifRGpTnTWdPy6xmAsIsevVzkh5kWwT77VHwOPA2XDXmbmnD9Rss22KG9ykSYD3kGios/9GT74lL8YhRSoqZoD5lwv9wrAfQqibXai7zUxrikDbUgD84z63XQ5oSsd28lZr9PDSMNC5ClZBc6M88w59zq6i+plHF15dgtbq+QPgZDF5sQO2KEUyjXmW6HifI+wqAxdhj7vrQn6+LW2iWWhbz3v2uw5C+KLDTghVHZrlAVBLm0nBeo4G1rhp9S6sTyxstyEHu1qa6dLqv1C0Xf8Ste54Pw6yIaTLk9G9MKJHh1GajagvBY7wN93SOWlz0SUN9JNp61AXPd7YcJlEBahEKtX652y/DJ/pRzRtHVrAtdZB1zlCDmajc27L4Y4/Qj141wX+lzXHvMu090Bh1N6nHPMEBdjfX4IlwoXXIHxofDc3WCqG6GkjIvxtLkj7Ua6ofEvQ1OqGgkBjmkTbMo3hvUpKnCbbc9m3xdcO0Ra1ucjGaFCY15MbUsD46x8uJQMEJcgtrZH/ZytNdOClb7NkgaZToFJKpT9NIXVX88xwXkZdOouo6Y0qGWXH00BRCqURY2ePQPszS15WQQsK/1YTUGbNnTxv7Ydc5b5NvrIxyRhKKNOD9lc0CN9fGOeM11Jrwd7yX9dYe17S1B06GIqFxCaiDEfqrSayhM9HhwuNL65o47Xii3IoyRX75rjcKz5NJ5VKHZdx/ahC7mJ6aZUhnS6xVZMiCyLOm8IAZmk9vqYQCiCKEQtqMrpCkBWQUm9OY1oPyQJ6N4cJJ20f1NIEmTaerv0QmHw8QYs8izAFYppZQz1x9Z9o3ts8hvjS66TTKE9rjIi7XeqLwx9r5ZPDcwMoSrtCrUcFtlHKDGu95UxzxU/pQX1BsnXEIrZkHEZ6EJlpAtNEtDZrFEXrvaDScYG0bUqrFZA2wDRhy53xMaxtUq+b6I1BrzNWmITCPt7wio+nQKTSS0IAgJzKsQOdFWQ6GW3viPowiS1Fb/iMpD9vao8wceruiBpKa0WFhRnmk3BL5WUlvIiLQ0GgVNZS00KjaGM8nejhVsLPgoOvvVYQniemcsjs5pOkJw+JZQvR57qiUC1sbQWilTKWcOirJ4UhAaulsoTppNO9KutDV+Ez6dNcfXlJ+dj1WYhFJyybSPqSKbTZhJy/DEuDACW/qyei/HdV4JHOas3OUKZY22LnGRn0QLl6WwGMmmWu1kp0m7nPsoXZ6ItlM2Fq40JqZWtSlF1sRLJ99IU5PQpkOnEvmEmtJa7qjyp5kW9kYoZBzYDgkxDHQfeEx65qQLs7d5gVqp93Du7dJnKUwanNuagereDXENUZifbelk90wwWJxNpIAssq88QogZEG+a3l7jAsnk0jgXlJD9IRslTJhexQZf4ChmT4wt013UcXsqo/b1m+8dS39rAlEsvK3darQ1G7AS2WMlXdu82KqjG5GwPPOuOc28OzEprflr+c+yodSHBGQ/fzVbCVJ2I5QKfeqxyyoJB0gmyK0+BndkT5Qm1HJcnHkYLoBT4vklrslwqbUIIaQhN5YdSobWwB6jWUpvwUE8CZFl1a4tMR7a1LI8LIQGpAQKN7O2BnDktNo0ewSroSv1lk20r+MPNFuWgoL5SYSanT4HM5518zlsLpCyLMv4a1KbqcyarumfcSgWfJEn4bcrKWKjGeUMBV5QAVcFSlXxFoeZF4T4K500lULwfufGuCkEF57UhL/07QgmwNxebNtsppemdPuBcXByotpUz+JEqm6DwIE0ynQJnTjVdEhUKSjmWnUwyGhuXdzNdwmZcUBVw9bSOTKf1Z41goGHosNW1MW4URVNtJ5fBQJ7wlSdezg2NbtzRT1nkRsZ2lwrQXDvUDU+amk9eVCjrt3GDFOFeR9JU62Ol7OU8ar2TJObAdrXNdPY53eo/mYJ2MZKoQei2cZgk7XXD9qzeP2kK7O81dYs+LlM6CYDUPdQN4ejOs3PY+h6zKt8xx05AY+LwvRn4bAoymQDTSaWgWmnZ9EXHlb9JkZU0bfpznglDkqRagEhCsbxiArY/rcvqOn2QxSwve4nxyQ6hENW592uLRClkZPkmyiKg17fMp6Hk6CcE8nulvRsc4GV5dQEUWt+KfjHWAiIF32wKvj8XFkgf5IZL3fgY06a1dUe1xLkUNl15JqRSVMl8Vo9z3+ZQnzMmhg3dqqYpDPI5lf61+t60UGoWcZLQaixZFSbDyRihygYqYMNe9RnVrH2lZd16z4ahDC2XOBfUdFRLvmV+qPmR6RSYzYzJqgxU1YYm2G3NvdlVx7f13g25gZVW9piNT5qCn94DmU0rpbJlSTcyChnaraTaJGlqV8zU+uqnjLJ/5Hwp56CUuWQ6VTaTBvcdnxunScGUyqhqqDCVVc1Kto++mVHnuGX9bG3MXQqsTi1bfhYbMrdPeWP9Ns59av4MNOvEeev9qg9URV6Xbw5LftUGnnlLJqlYx3xzyfa7470WxbXLTbB6pix3moLvzUrZUa+ltudt3zWUeAn1xEduRD19PWI7sfVKfmXVM/0UcySlTBw2m4BPUiBNQSitd/sexcCroGj5NGC01HmaX/XLTBKsTlMU87RWnlwnGbrfZQ9ef6Pg0NOTmxhp5SytWqpgaFFxkTYXr9Vy7ENjAaJ+Jhlp+dF9YSPvIcBkAr5XWvZceZYbk6C7DmhbAFvzr/40C3KSUPDZVIx3Eu7GVCWhj1HHgt2inqS0rZj58qdiUSFEXugU6B9bWdcNR/DVc5qbk2qN1eaSmGOexd83f63lbfs+m9Jq9T0l4vTRsaEMKlMrXcMGsfE7FVZD+ZtjnBvHa8CcIglFsTcR+ehKZTmWjJSBet+pZU4S+2lpyOlCqQhWm6dynahiuTqkKdOtPitKfaN+VJNJtnaV5dL9+bX0rZBrm+M569hM2nmb0m8o0yFyS/zQ/k4bd0Qvu8GlxziPS7loS7dVlPK0P/YkNEjWJu11I1hGJwnYPBXv6y5rvngS04aKWOhvpQFDzWfEzmD7e2wdO8eUAokipKQg3/QuNZLSsJgSsJQ0ladgJbjjaYgtfcPJhPFo0iVYjOkGKIUm96EOCqxI36LEhiKh4In7VuF2nh7lMXTj6HtGCuWk/BdiJTKlYSujSRn0FdNnMQ7w3wYilQNbdqo/tO9Y3YeO9KR1vgFKDSHgScAGtlNB3Ip7l1tho4wwSQKeinGqKr69ELLZ90HZrFblMShmdZ4BZW4o87Zx7JERanmox5/fdkINNNJwZGb+3tUOJjSoVWnzf/iVW6Nbi2+MBMnOgI1Q5Gl4MEyGutATg1IeDFYu39g9Dh1pRG9sv5I/4uRgkxRroYLPQ/fnxbYHIfmCAH3o2z7HhUvd4iQ3dEMtyutQcEZ0xiC0x32xDWVQsTZ2H4V161LEOowKIzaGSD62zYCkKcAUVxWLcth10pGsAMkZUDARxMl4SYlpyC+QEaSTgIlUoNIlR5Kx+r1Qdwbp59wFVmpO1a9YpK32h6lvOi1MRr58Q9qcI5i1qISRpi52I8I4CGP+sSgXCsa9i2MrLa70d1TZSr9syR7SYZNlq1dQfRlrldn1HplOFVeN2lpl7G9bX1e0hf666qwqDZhkgf6+mi9T+rcLTPlo8oFzDlowq9xQy0OU06WgErnay8T8Y0vGIwOsYKySycbxHzLHtPRErM1wm9RqjWDcnm5I/zfGTcf2ks9z+3gITgNwp2EjmYjN2/SsSifdmNPtZ9vjwtyODdjoUVV6Yl+7Mw6Q+HnNGYd3a6yPpRgZXRQgWcS8MKVNFMpbxoFJSfqgsOSR6aQOvN+2jd0IL7Zyi0ZUvmTG7QtnxwFHVjmwXIFnGThjgrHBdhETVyahkabToyTK4EFdwHEeJ9SLAtPzDMnFrLkhsYCrSgolwtc1hpFHKadRCHIOeuoUyGxmtvIp+XOLwlTV3yXYQoWe2h4RCw/XlEI9qNeLLBPjqSjCLurhrEGnaYXk2ua8VcZgFAV4UYCsMpBVBivVrLXQvL3AGzYcVfm0ADBjPW2bNkIEPeR8pgR6OcarSQmQrFcOl58Gk4pkauHKQlku/NykHOh/K2kFjWUDat53Zp8fAKrg8FUGvsrM+ZQGCwAg8xnIqf0WTagRrF3Xyg8ZUHyvS59q1/xSf5N97WAio/v7oPv74vMqF32iUeVWY8kwdrhS57rwpeJSFEY2njJRex3UtFWURhWe520DlBz3IaxrShtVtMAFq+/kkBtbK8tKOVbk810MFfIZFy2xfFS2oWKg4EVpJPPJylIG2YuhKfauE7hWf4jnXfKUW+SyWiZfn/GiaMwtK/RTM1bU89pWL03OxHDQ87wAXaxE/Qx6R/3Z30eQ60xFdFEy60wEtS3dm48W/R3FVlry6f4+CF8pHOUWodXF/YMQkMMFkOVisQTAV6vyNy14RWZTRFjpTIqBnPu6VdKXXkORYpjdvgI9fwSmKs22CazSChKh5JNJCr4c6CILxkCvvAL88KheTA2KX8NaqpfVY7kRX3vaSAZooqbV5FxY153gDEBSL3KMg1BWM2NYrB764s6zDGSZged52zJseB6cA1nmFrzqCY2y6XBauiyWL1IU4EcL8UWWR19koitJXF0QtLyrwDpeVEqInp81f1JyPidJNS/ruBPTiYvlhMGm1GllBep5LyxuYnMgKBAhxrRncWzUxbQ5jDnhM41X7ZIvXhTgyxWQrezlIWVw9/4eyHwGfvGwDDQs6SdD/elns2pukMmkSgNwKIT6ppD75SY9e6ZKjx7JeVTfV1ClY6MtNih4JEnAs1yMJauSHy/L5UVJRFFcVU790EDxhpxQNvC2djLf/l3n1ZpjttMBw3jkWd4shyl/uT5qJ9yNvrK9q8ovo7GI1eVS10rDJke/AI1zXlHt6v1RvaNsGlvfS+i/U4UhSj4bayBR6ifWFmK2EeqbIP1E2pImACBbgRwuul1OpcrBahNX1Cf+XBnXp/dB8gK4cADeYAZLgB315ryUsJVbM35KLFDiD7siG3XroRJ1zo8W4IsF+HIpBFWeNwW0zTKiM9aEoqKjou3vA9PhRYH0lgOQ8wfuxbNiGtCE+2QSzhsdsJnhBQM/e6pSzFqQQjLQqm69wdZHR2famIWe8BAKnueoLiTqAL7KxKmQwRLbfLC5YWuWw9EnjXopC09IHeXm62gBHC3M1mkd3nlksFjLBVllDpIbgdbGztyfhBJgf09c2qUGXjrYtdplY0IhkcxJnpO3ajOBUtFPa5o8uWl1tnNl/SfmhVbhMvfCcKOlmiYpqSn5YtEod6s8csM1nwk5Wl72V1nlQ2IVOBcnAdOpeC9Nm0wqjjZRx3bICRQ/cwrk1L7I83AhTiqyvPmeHEuWsdO4nExSarKi+X0Myn5r3X5annjwLEfLLUx3/XCcmjatyIqirtbPcPKrf67GS8vCbd9IN/+ux21r/CptJpVArswHXhTCWOFTMLWytOiZtXWRGANRy+8a6z0Vf0vZbdMRVivj3KzGGNqytBUAXBTgsQYS5URTltfIyBRyQmABX2XgBxfRuOW2LzQmJ5KmKM7MBFUnbcq55PT+MHmOWCu2U8mfz0rrkad4DUVWjdx30IFRAn54JBT91UoIKsC9EFUWJV6lER3YZzoytFyCYykEcNs5sAsHtQJjtDYbypUkQJqIo7eQ/HwKLxGClZ0qJ39iPgER37mUpP5mAKIKeZMlVSKGH971nfYbX63Al0sgy9oKoWWM6ItFiyJPseq5lEzfZWrSSsSWS7CjxXALAWBOS794xrVBa9E2UvD5FHw6qfnCPZz3weWyPaqeFHJW8/MD4dfby/Lpz5aW79ALZIybRLX9ZLkWy9qyakyoHDezqbhTQ96PoHPOeyBuAy/pLCX9quxfl7HDtPlzuYLsz8D25+KPxbLcXBXKCZ0hXUudIe8PqS7H0hRwH3RWsOpEgTUYTLi6IassnhE0iNU9AomyETIZbAz0jyoUY0+tTLrXPjnvqgu1mCV/W5s1Nl6OeyxMCJSPLagudNIAUCqcxDdObApwY0OlGQu1NVIYAj2nr5BGibbLDqTLrIEKlRes7WJoml+GfuVZDnZw0bzRcqxnZDK110W/M2SSIt+fgFdGV+W9+dycxoitwnYq+bN6UQoVIkFXgpeWQb5aVTt8a/CdbdKp+amKimmCK1Z1zjmMN/6F+h1zDn7hAtjhYeM7Y7lMSYVwGkeAMw42S0sFgFbfaQ95/dTNpxERZTQ9y9vBSCHKjTWY07XQFgWQ57VfaIjVMGRzZjo98r1j8kXnXIz1zGzRcr7fAVGXkKmgBHwiNqNVvaimtPmgbsKD/JK1/lZvnww5Ni9hDOCWzDa+TXVAgG+jyHnmd0kiFEgTsGlS1YnEbpjKGB6SJEJ2lPKtpVTp5Yu0SrJZKuQ9IGKkrEGe/hOolvEldA5XzzQtyvZYsMANYEVPab5fJWicmjaQEqZTNb1/NZevZtKeDUErv6bFvLERlutfaNyXkodxXTSVxeSyRx3t0wU2rnjb+NOedd3pY07X47NPaFvxlq/mmfBGiJxzLhKO1gWGNEExo2KO6uMn5ALIEceOrVTyQTCIwmEFU1wJVMuEQyB2gvckIk44dfYNlAJ44DblHuF87NgAjaII9mTuI9chuJxD04tZoIYGIb2Cszil4Ibyr4WfupGxdLHYTnHYQGhfEiLmZ1e4bplt5GPZnAaCq5cVdfEt1mHgM9/ILZ2m+zYkF72Dp37TGLwtlFOUjdZplyhyXSdZEa6lMekOCgrzujJy5u8EtnOmFOg3gIfc2Q+BTSvCqkIvLYoyKJJqCn+PspGKYcFusQ9ikgHW02eBPvJerHtB2bbxGoqWgsd70fkRxkDkeFHS2hg/dcsPukddNrUAWhZfnhDwlIKnSduNKgTSJVBlcAm0ZsZAyBCFaawvRR+LZC1T4XLZ9KUZO3Y8v69rzA/Kr3+ccqtr3iExaUO3/XEawvrmzRlIAaAwrOMjneZOYDvZdVZ5abUOn8j+iHTpH1oejbkmssqyAaBiDFEChYw+u7aAXcAexBdx9N1gTWBmf1deFKCzmbjy+vBQHLdPJ+ImyTQRwXRJIgJmy3sC2NGi6XPoE3KcA2CgyxwkE6wyDcGoWnccqI7EXe3mg4lVhnEQYmg7i39wr4WPMyUIj3vdvKrn9PxtbD6ufLniJ6y3oxyzoTAFbMcigJGmgmHBIKscyIuaO1paR1V/Y8+8DXKzMaUjA+X6jEUdIa44oemb6iRdI7R+prMZ2DRFvpdgMp+A7JW+sw355xkbeV5x1tNMfDZy1bdiEbS0PeOBLvOSH9/hOhkIEeOE4ZQPzsAZFYQvLVdEbQ475nTvuxMIBWAPLm26KBk2G8zCGhdbLlv+PpcTW9nUcnSVO1t0WZ9xDdR/d7VheEaRJdNed8yzVmwQ50iPckFvq4+XLWr7EXZspZJPFktAMkh0URq4RSkoFQBicxss06CzWWMiSIWfJGWgFCVArghdNYDJWCHaFNhcUQpdk1tPU6Ubs3FXcQ5y+pQIXFaC8EABMpuC5IImi195uXj24hEoAHaEoOAiNR96sBSsLatVk/bR8Kw9HYN1oK8lhTPRxI2+Nyg3Mm8Pg0+14bMEM3X2I1bLofq6Bi6+djpKk3tASKxAn81OyTpiK7tOS2eg1iRHS6BgYHKzUBT2ueMsC2tvuFTY0pF82EqdzO97NhtKOXwKTMtF0FY/w9yi00nJDKYVb38PbJYiO00xPTXD5PQpYLkS7EGcWen8GtllWU0/WLJHVTJxKAsuISAXFyAFq/PqmraUidzgS08owC1xDGpfmny+iVDOqiBtG3T5p382GWRc81wdNwTOsVEZS0zBmZIaGA55YU7U/4xcX2RZuxqNQ+ISAHP9dMW559pBKIlzG1PzMxnyZKCzlGet9w2bN+NG2h7rYDRIuoosx7I83Vef12lRiwLJeUHVyXSZvfLEBo3YCmylko9DQW8Z438atxlIlD/b75H5rOYWB6rgF5ScvCRJwi2W8lRAck4niSb/I4QS56IcvGh+1upPTp8Cn01BsgzIcxT7E7GQTicgnINPJ1je7TTAgeltKehyBVIusI2gPk+7kvMH4EdHgsrLRs8YcsJiTDysT7nJymvaBHEOkhBwXlusrbSdrbJQd3l0ajddyPoEr8tCZwvS1RcH5bmKsztmXvhgSEtXFqtxYHpdPivT0cvFCvCLR/UYrOgPy1MzGQTqo1QFmmmHtkF5qU7QfAzcbBhPaFqGh8CA2xbFIS3lFK8v9ZLYm6OYJ1idoZidSpGc3hdutZMUbLEMY9haZRXzGF+uSjrWrP2uupnqQlV54SI46rFjvMzM1oc2xVkfIzZXJUd5Gxf4hRgebKe6soxSVjd+t1vnTQxc1rFPKMAtRrHyNKL6TWOnaabTUV4EBiG32OQMN84a5191X0YtDyv5FhvH4TPI2cpgTKvZXg3K1vL7ym3Pds+DD2txY1WMkzr0y7myHMkdB+AHh+2A/9zB8jVia7CVPvlCcdQGEFXopwz0e1aYGEesGZeCYzZrBm+V/N8VS0XoYla69lTuQfLvxjMGJcAB1dfXxkrA9+dgZ/dA9vaANBUMFgkFn07ApxOw03s4umqCo7tMkF0+B0pObC8TiAZ2cFFx9WnXo5dfckifOt1ZTEpBGQin3epXv6MwRajwUKZ2Et4mmAIGI05WlBcNaVv4zeW8GiDuoBoHJiVN8kS72vHwsL5cTSp8ZRsQm1+5mldgHUzzhlDStMY20o0MdJZlMVnpdJjchkKDpydTmGj7+N4MxZwiO02Qn07ATk/BJ+UNtpLOzwO+WoGtMmHBVyhYfQpQ7JznFw4E17fknjfJSBfzSCMxz8moq09t/Rg4/6xGDjX4Nmbd0OvhalfXb1zb9Djd3bT2pIkiHyJlrfG5SJfEoCTjNiVB45MZNprmxPTCtJ+RjHY2WTCkESb2Faqt0dRweVxRgN9xHvxim6rTel/HiK3CVir5bLlqDbaKHi1GebQd83loCclk0mBLEMo9Fd9R0mJS8FKR+YQwNVg3HOXzge1NUMxT8Jm4AKuYUfCUAikFphOwvRTLswTLswT5qdJnP03bCoM8wbDlc3BQn7i0lJWAoeV4xtnHVb9qrhw+VGMoro297C4e5cdaF5q029uYgEEhdUEX3g73nei55ILL57Skk3Tlx44WYIulwnzFG+9HbbBdcHGAOxS1+s9ApT8grdb3oZstSkDSRMgi7R0+TVFMKfI9IJ9RFHtpzXmPgPEMgK2yiipSUrCKxC0b4dCyK+8RSsAOD8EODxs3f+rta2vvoLFLE3d9g8a1q871yWDrO19ePoNT9ZqFfrHKrqsF3nI6QkglQ0g17yJUhYEDTYkuq2RsCbAeS7e7MPVH06mWFpvgHnsRmz5nmcLWDet75TpUuSOrWRcMrKTubv2WDWTcGrFWbKWSr95GZ0RfHvVGZk0hQSgRlzu1rLn1d7GUfvqpQLuIQygudRo8oWBTWl2+wRNBp8eT8t+EopgT8W9GxUVZFu5cZ9kC/ZKr8h0nywCUfrDxLouHjHUejC0lpg1iFb8qi4Dyd7HcR7tjKAtiyLusqG4VbSe1/rETZRWsTpMCrc4hScaOMcumh6cUnAI8AVgKsKRW3BpuJK0CqBuU2i2isbivw/Iorc1DpB2ibAP+zf5AymOtmPZcaoekd7W0i1FGrJsas6uCKjHUeOxTBh9cdy6sE2rbmuqi97c8zVShuvDqcU67ygp3iWErlfxjHzy7Tg1lUlL1KnH1Xw/auRHrw4DzYJBFZhwja0VMHxlv16wSkv7khnnfqWDH0O/jWDt+HPc6PGKrcSwblxHR2E4l34c1Ch8u6ft0P2tWH+Ub6dJcaWoR+J4CBJe1YWVRg2UoqdkVOQfNOEjBQPLy34ohPeJIjziSJRO0hUP5ldvKZ4KprrF9G6EMeLm4VbYI7b0+Aq23MIykvutb3pAyhL2jjEk12KuDhYzzcl4OYVUMChT0nQB6ggWjx7GBHawqS9t/nOztCVrcSdpyGyA5Q7pgSI+AZMmRZKymJgXajCSmfG0WcZN7SqMa4TEkYUHOgb7zzqxcbjEboi7ssWZVa9Ka4eyPtQSAhsn/Nm2rz30l9BTATL9cp9ONEjS6HM48lADwoTEq6ZcEdkbJV3npwxcSZvezrZ4xH0/pXLKVkgH0E7g+wRKzkFiO93lCq6N5zjmSRQ66yEEWGchiheQow/wOhtk5hsmFHGQlWHjadGRsOGWR0JYyYko7jm1I+mUGvtOi1vP4T9veCymT7TudWcXBtDKoos7M9IQV/Z2XUzGwr0xBvJyLNlQYc4Ih3ylvFh7CbcpKa2mlgNWDyjVecvm7Er9i7TsbV7iLPlLGxtAEZDIFPX1aMGiliSAJmKRN16hFhslBjtntHNNzOZKLmZjjsi2jKAIddQ963tFfakCo6m7oul/AG09jyM/EoKa67HkYj9a2wQ/11+aG+wnUPDpsPkI2pg12KFseXRXZmLVFbk7VeeuK/3FmG2Bkk0QBnmBpcxu2DUS9lemYNtapWz0b3EYdDGxgRjpaU14jthbbSaFpghTGNlrBmKR8k265bDOmMA5O0VRWqt/CF80qXZU3PMQiYPNTpqRmZiMEZDoFm9L6SvuiQHKwBFnm1f0DhBLsfXoGUCA9dwR+uABfLNv14hyduY+BxiakCpz21TtmI+dYmI2PF4HtrYIYqOZUaPzvLeo8R7peuBZYF42jVBjVBRH6ZlK7I8C1iNt+M7Sj3Mi1iItkUOWEgHA/T3udRa3wtSj4XOWWvxmVPgN1oPY5hEteLwNRfW9tMsE0Phqf26+QpIyZScrL7Pb3wO50WpzK7c2B5VJcSlcGx5LDBdLbU5zaSzG9dQF6cSHusyh9a4PZoPR2KVmOeG5hINKVChnMpzN2+KA2vCHouY65DJERgjvfBGsfq+NGDfLsiz53ALj6jDXnuRM+Ji31tJMVADWoCLb1yOd7rhsTtCDVRv7qV6FyW42TsclG9a4Om5Je0vVWPuoE9dhunMoHzCNbe0QGS3faaHrS5wajSysfQ8xi9dXoUrcT2G4l36RArSP+Tj2C5lxQQ7FaGedcBJ8RJKVVRV0A3Ipc6/bVhkIABCl7NqElmTXKi15IOhG3XU5E4B0AoGCgBwsgy4Uin61AOMfkU8JKQQ4XYIsF2HJpFv49FzhCCDhQM3tA4XteJ6VYXQBl4RJ86zW3fhjfebUYGfq7vijLYPHkjnqa+JptSqmtPEB7jkCzeKllllaqLgq9sRxaHi4FoiwjIRPwGEu+3PSVjDtkOgHPPXXQyxeUDa8WeJGOarEKOAms7tEwKLReOeEehyShwGQCMp2A7O+D78+RX7aH9MIS4DPg4hRkWir5NAE/PAQFMGcAPXcg2HFUw0VsH6s36zZYm6SroFlGkKRsk9h81c2pPh1CmLG4orxwZubeV9Mytb+U0wbGkfp9R0yE7HOb0aIyWLm47w0KqWEsWctnkA1KguZytx7TLo/0lduSTsvQYNrU2uaJT5lWjX9G+mBLuq5xK1mFygv5RHUDKHFNeZgMk6FrT/Ws7ZRP24Ra5aJljOtjuGWdsZzWjgr+zmA7lfxSuJssLYQS8LxpLTLCpSypjC8mwaZw9NfHuopFyKUk2iaA/n2oEqG+D5gj4uUjk1RQZKYERFodigI4PBJ81wtxOy0pGMjhEZAkYHkOfnRUlmHY4zdx0qDQiSUJONqXd4mLYtyuK0qi4RsP24IUG/fAClhvnUyS9mVEQclarIjlMTFnhk0A0LKeGtOxup14NhGEwriQhQh12dYmhgYVlHbbSFTKNDWXs9Eu2qIYuSg1qPrUvD3vkCQRzGCmue64IM0+Fsp0KAVJBLUv35+D7c+QnUmRHGUAT0GnE2ApmHbodAJ+tABfZSCLJdjFi6IK+m2+YQ3RKmO1aa++c29eSJKITZ3XCmtWegZhtZIbFccJgbtclo2b7z3DhXxR0A0UkTCOKylfuoZgrYNpp3FK5JCljvarZCYc88mUnkk2SMpSRaYR7mmz1py3sNDIusacFMqyNsro2MD5oK63ciMtN6ReOU8BjNSZu4TtVPKHQqhltLJIicHbvPW1DmyVC5q8JtwmRIMkaOziZbQGkMaii9JyxlMAOSmLzYHlSli0ViuxgWEcLFu1lRij9TdwA+J5TgrNRnlb9eshPHyuMbbjZR6oAFqs+bb6RAtx5T1/WXi96fAn2GzXvu1szaOcE4TUp0i2x21jICgv26a+G91oOxllsxLrGmhxF4gZC2aZQsTcTlPwSQo+S1DMy7svALHxkVzmSVJZ7cnRkZBlHd0cW2XRNu1CYWSiqqb0S5/mSgHrM+6qDY9FeSqfaZXZNbeDePa7bTJairTBkttJRrTmc6TRoyqPQSENMLJI+WQco4733OUq6+Sau84TSLnxL9rys0PMQGWcKu/FcZ7mWBMRdeGMD7NRbSXfbX2p3/XMR1t7V3JxVPR3BdsdeLtOft7Q9A0TdNPUUTFCghACTggax6CclT6WpTuSeny+7mO3ACHbunlvqDzXPX62FSFWd9PXtj4IbMegPlR9ndeJofo+xuI7NHSea0IAeecFRTnPSVNGUVq5NjX4rTcRJGdUCrZjDq5D0bokMPS4WeM47Cu/PIn3+73v8yNGdMR2j7QhBEJfJVYqxwo2vWBU1oCAICUAIIyDSB9jJhR8lYFho+VvWIcG4uMPpTd0ua243rWwehBqsG5siRLTgK5Au/yRFcQywgS/33go4oRIhcJc476gjTX/D0XM845ng+dWQH6NtKRPM6WCPYsr3xdKnW0Wxw7zLqQ/vc/oTGQx5ZBxDhEKkVoetf06G2Z609/a55T3luzQk7p1Y50bRDXtnutSX/llRCh96Q4zzUTpAyPt5s5hCzUUD3Se7XULOZUiTyJJmgGc+vPVZ4sPfsfgwOqKcflqFR1fplcU4JyDrmpufPmd4PkPpTQx+GSbPvtAaSUgubLhiC6DKU+qsaxYg+BY021LaQP7otD2f4zdGHm57C2/+yne4oRsS1lw+V3agvFiAlh9zzI3HaAJZDYD3ZuDpKl9U8VZ91tTlXc441Vcga3PrX1UxQtoz5sUb9U1rnpfG9NyrnPlFG5CUcwoCIOIuym4iAmR1ns1Lz29rpAKqZ6+zpSiw0ZVaslDBUlT0FP7ZZ+Hbpxcm3dDzE/lfunzr++ofHYxJsj8PAHsAGoWGNP7jvK0GVR6KG763PGVwQDZ/kTe4EwDNnZK+sI1qqjKMMhJO6s3zrzrSZjrnQE3BcEsU1GJWtYnF9XviK3Edir5RPr9GZRNVWnp6geoDWCXkDcJDUFpl5jztUTxN/KI3ZhIf/AkKRe9kqYwy5tKT6lEp4sCyVEB5IU4ss8ER/YQwo9Mp2HPlf646gVUvGAdfBvbC57c7JA0bT+rKzZ6f3RY0MgkjbYoesekI2gqxI9TnCoYrIF6e8mxKl075GMm5WAo1y3HOIs+ySEE9IzghSd7e4JpJoSrXW7siCfQ1+CPTHQFRR9TzMzWQsr7KVp958ifzmZVOeh00kyvnGvVwso52F6KYi8RJ3UASFaAL1c1PaYkDaCJGLeB5agLpNTVpMQzTamzMZrIcrusoA5FkMxmoGfPgMxnoj8UOeIE0+JPqsI03wuVhbww+IpTZfPlMog0EjKtC5aT2HQiAq0ba4ZhvE3Sdh8rZbQaoXooaQ2WH1Pa0Qkq8y5N67XVBULqdUj2hXoPiIkhJnKjJo1S3HCS73+ZaX92c580pqcb3ELXJJvOo6fhK0vXYN8Rx4btVPIldOuOpGGsBqiFLisGPiu1tBAq+ZK0FK4hwqNi8pFBckKItRQJZxq8pvRSBbuccDLIpxACnC4KJItcXHBVXuzF87z1fKegJFXJd1kKSRm4JC0sRVEu+m0h4Ty2TpKmQOJcuM5MUoOS375wy4kQNgHOBDe57vtc5UnMgrILk4YsE9Dso5h+Ik3lgBAiFIa0qUBaraO+ExRbmaS1y3ChSgMxiyYpN3NnTgNnToHM53W7DLB5M4IzsaErlVdbvEhjnMl5UG2owsUqmQsln6QTcYut8m41vouiup8jnyfI9iloLtqRFIWRHpNQ0p4fgLtP9Y2B6lolrcCq0lvOH6MbGyEAK5ybuoYs0ZWQ+Qz8bNnnXV3ifG5d6lxznARWm2SgGpPOIFBnmfzyiUxSYDLxpkWmU7Oho5SPndwV5SMK1aXxfg2TYmg7uQ4BIWJtSy0bl0Z+tKp3Y76ZGGKqE7N6/fWC0voUiol1y3qBnp6P7zv5k+pWpstmVzoqwUDlQhq3uWrd6quuFyHr57rj+EYMiu1W8nUQKpQtqeyrx9lALYAj05QTJ9i6KS271ftxR5MkiW/2qt62I1qgCrhLjjKQoww8l2xBmXaMb1BM3YWWhQBRrI3Gcqi+00S5SErZLMm0grJOU4MlTSgw+qlCdWmQRAfGHWsZQixMQHcXCUMdq+9d/WTaCKvPl8wrZFoqDVIJDKmLk+3CMu49C471uNcWN0Ao2Jk98FNzkP25aBed4tJVxi6gtHbbAeq5bkm7sQmt5EKgTCgt+WSSgsy0U7JyrskNMuccxZwi3yMgcirlBdhiKU71VJQXZ7WKbev3coPsHRfGi99MxpbyO8cJoutUkMznYKfnog3UYO0IhcZpSJHKK03c40k1sABlO9nHVdAJnHGsK4pWmlanQsqL7VfSVKxFBiXQuhFxMtQ4XB5N9TA+63GBMuUv61bKWeN80/KWtzyTSYQ7FwLlHlCuV/L0qrv12mmQrMoUbnQztmsPpZtIulCUyr+tnOsmShixNmynkm+z1lEiOKPlgGvRZXVQnru40RDSXEBiWHqkhTsWkiu7vPmyURy5cJSWVLLKxTX2DXYN3dLWwdICCEFMpA9le2Go2lMqY10DLSXUusoFTCpTqkIlLRK2tu0Tu+HyBdf8sFs+8F5FlNTv2R4JVWpt6VPDCUdAnEXLXUBhLbJtiI0KXZ8FghKw+QRsJugjg4KKQ8aaw61Czm39f71cdVplf8sTutCgSQBkMqneheZ/TuRck/OXcbAJQTGDCK7nAMnL0zFNERFzxKF861/LDTIJHGuBfeo8pTNZoSUmKYr9ss87W/L976nKu60sxo1zV9g27aqSXeanjjujfEhT8a+VFGkryrFz0HcKoFnWDYWIy49QkJK2suWqZEpbGn9MJ4rGV0r5Fbgh4Gwgkgh7BvXnWMNkiei1xpxIczyPLFQnDtup5AfCuPhugspKOeIKCchsLHQ2S443z3JC21x9VN/jvBCLv8fqFRVMKhXsodhkWouqQ4nWyym/s7nPDA2qXI6yTTAtQoZ2kYrn4KxKNl9s59X2tmBDi/JJCHhacsLHxkUMAcumvDEHTe48oW2dqBtXg6KpBU2zhIAlpHZ5sikiliBgJ6i5rv73Osoz14kmpWApBRJF2Y21Mg45X1W57UrX664TUCabbDM8F+X26cOm55YOSsPqoyq328Ru1rUvZB22hU1pm/Id0Ru733MDRXqvk1ZysFsbAT+dV4if+VBlGTRNjx93yHfHiMHGT0RQ+CWHriwXJwiEA4QLKz6AYediCFXgkPCyz6DfPB+INQZQTnXWNB93aZ5v+p6YrcAlLndG7C52S8nXhIvzOC046rwD24BCvxYM+XwMrVzjfVYp8I16K1RfMn1SCH9CXnj8ozsIa64oAn66xAEWA5PiIS0mOp2frW37WLu4CHhssQLpZVCPXNe1IISMGz2wVR8vMWlZy+GmhmvfOhkwFy1pcs5BMwa6Kk+nig5zLxJVe0kLm2EMNudgufmo6GojaPzyonYN0OerevM2Y0DBkB4xpEcAXTGQVQ7kBn9hQkumrQhfYtn+sexXgLs/bPKV8/Z76jhhDMmyqNtULaPpeWO5HBSVenou4wghIPOZYELyuVaUaVr7P4Q6twyy9srXovDK+EGgtzNndipVeeIZs2kpxwjP87D5w3jNphNDyyzfXTdMtKJOI1aHOzqGWmOU2APiOhkaNzk7i+1U8q3+gKwKQAPQUuqirSE+gayjCiarub6Dec1lXj5aOWsypfCTnNjK92rkP+ccWGVAltsX7NirtuVCzXlT8TCkz5XNjJUus8WMYr8Yhud5exEpWXsaCxzn9rY1KQO8DLoL2QAoPOSVH3HFaFQyL6UK208HBbpV/4qqLtIlRp87zLzhC6Ey5dpmoVEvhdUhbixZFnAXC8tRBnq4AlZZyRZloUk05tdhcZJjqFTojIqUiXGkpKsNpoklpB7fjDXnFgCeZfVnLub+5EKO2XmG5HAFssjAl8t2spSIMhv5+e3twbkyZ6V7nkLZW8G3eTAFyBry5Vp9G+NolSG5uAJZZp1PGPT0lYyaf/tkOKUgp0oK12r+m8e8zhVPFIrU8gFHgXlVbh6ymc1zIFuZyyD7Ucq4EBax1uZcKOyt+JuSdabxd8l4I4O3ic21ydBu1ZhbZeHzRz5jMsAYYLznwYZNnGipY7DDxrqi9u5yAqTdFdPYTFIboYLJNXSgezhGrBXbqeQDZmEgrZSl8DNfMhOgeOhpMwMXsu1VSsSkjJyYVVmZUE5bVhqfsik3NzrXvF6OLBO82StFWLaCk7pbA/hKUTzUwF49bfl7iB+rawEyCHFCSv59qQQpG6mWQiYZGAwIvVWSZ3mVbkXdJseXVPKnU5DpNP50xGal5KzKy8iFb7N8a+w1lbKnL1y6omxajEMo+FS/cYvvdFzshz43OejFI5DzF8EXC8EDLxUMrmxWHYG0QWjww4t0K4YToyWa1fdVlBvaapywImxuEQosl6hOi/K8YUnjq6xOh3Hw1QqT248wv3UFemEBcvEIfNlW8kBoVZ52sS2baYWms5HUdFrPH62NxAOevpWbQ0M/VJz+SrnV3+i5i+CLpbUPfVTKNiW/eq90/5KsZDaQhIKf3hd3NUyn7niHamwykHQCujdvMKIFyYeiaCm7pvf4KmvIY+VhMd8JMcs4k3JWKuoqKoU9gA2OSDYnSW9JqZkZzVSGcnwIKlhWb3zVsdWQaeXYLje+xk2nPFHQN1f6s451eNB4B5WAQl0TCel2GtOHr15fr1WDEiH13R0eRDMZjjgWbK+Sb0JlUWZNJaRrAK7BohxUDF3xlOWxBoDR9sTSHzFw5arsE9JKzfO8XrwJMSt1yyWQrYyLfJWWLJMziExdDMuNlb4wtxJX0lQ5tS0LcX2xjEVpzXNNqSwDMEulqJW3gVLSKoySsJts+SoDz8vFVLKhlAKxWpCmE5C9eftlXQG2ZqK5ojFeUqZ6gqxbY7hpKefyxENT3truR45AaF+goVpGF0VeCEyuAYdH4OcvgB8t7IqhiR0lhm5RCays2qay5JtPrGoK39KNTh0nAXOLUCKUWJTjXFPY5G+yDDzLQW89j8lnL4KcPwC/eAh+dNROW16UZlMATZAKb7kxr+4EmU4qlh8j/SOh7TR1eWdBSz7RWh7wowX47XeALxZhllVTuWzPGcaYE0kCdmYOfnqvojX1yg3OhXI8m4lxIrn2A9xDeZaDqRs8Ux0gZHFrPsixWLBKVupltZZdZ4yS/4Kog0lN/VnW1XxPQ3lCNGmfiLCjI0H3XK1vlj6U4xQWQx/QZkTyjUe5Dtk2ROuKcys35HHvGDYiXcsnTzdkOpSKuztC7nNIdieO5FLGdir5BquC/L66mEI+B7gXehNUi5FMy3O7YAMdLPkqTFYZIx2lKiSlop1l9eVcBi5kXhRgy6VY4FkB4xXhutIcU3bLxsF0WqAq4SaLa0MB9wkpNfCNktIFpX3zaEtgOniXiWnBN4DnWVU+Yd1NWjSJ4hIXz6UmMSgv4WlZk0gAS46qHJRW5dbJkSfAV73gyGWxMfpxttiQHBtgQ3p1GYUbFz88QnHhAtjRInwxC7Eg2p6vZEL7Hg7VMqhbONVxAngsXaUCxUpFnEtXPIUthEtXDKkcsgLsttuBW+8AO38B7OBic6OrWUfNJ5329uMNi15ZjtIFo1L2AuaLXYn0u/1UFu/VCsW58+CLZW3p5Fq/OGgcrbfF6ptSNV0Tyj4vTk3A5lOQySRYbmAyKS3/pG7DkM2PvDTQFl+kGBisLkml+42xrHJcav2hz+PqJItSr9JHCBEbICnT5f0clrFAyjtfWoq4dAWSp3Q2t6jMcIosClL+H7eukXKDWW1uI9jzrOkBTVmsrn3l+kEocVvlXQZMzybQ/K7JFadMR46XydRvpaf++wxGbAe2U8l3QVfsbejDLe4tgsGv2MZ/bEzA4G9pogLTJ5HqW60Kb+2UQLgN1Lf0BnGwh8ImkHy8ySYEHgW30y/ddQIWTEIcwUQmek4TqhgQ1uiTRtulJc95JEWk+VFl7OrjogOVmfNq9pD5MQR9Wmgahucqlw3T2LMsxlblwhYUrG0upDJovQ+D87pvbKcq6vO6QlVtVmv3DqdFr0ybHR6CnztfXoClWHFV67ssc+yRvmnslqdJNqUnRn54L4pSAjblCV51MuJIJ7YM0XS4hKKYUPBZ0qT99KRBCAHSJD4/m3tYWZbG/9Yk5IbILuNa7abLmpLSkoQYFkqlXuZHTL78Mk/p6++j9a1OEwgaG22bLGiUJ5IyWCrcodTO1e/d9YtBGJVcFKKOsrfirRQ5SFLLCXIjacPaNGIrMfZSLLooPCGT2SQsukwi6bIyBItAbF2HUhhD0rEGnq7pWFWBk4VgSAx1sZfLPSAkra486ENhm5gdQt2YYhExbiu/fx2m2IoOUJUP1RJsG/NrpVTcwHwOAiXgXdpWcYPwPiPhqXNf5TBKdoUaQhoZhMiUjqrHpvnaY074Q9G1DoSEzTVX+gO230bWwBG9ceKU/LVz+HZi6wgoU8gx7qYXvHUrV5F9tRYu6Q5UqMbbELtSoxpQMxSxmjq1+cAg+QRj6DkVU34H89Jay1JulJ1zbuj5yHh3Zg9DPEpXNGI6lHSD5M+OLfxBY4szkJyD5gFjQgcrXeUGZGzpOx+s5TeVMYaiUo7fiPGyzrndNe3GSb1u8d42xI4rn4yQ61hA221cHxnRCSdKyW8cd3dU3twZ1EwXje98PnKutOSfpqN6/TsWuJBrMQdmysJI+lAfVJ5pl2KmMvuYfMVd6UtEsBE0aAF1RApIXrKg1EVSyp5lRv9YIoPQbBsUj1I0mCB1KbMmekPfuJCUdCEbnpgxpgbT25iHJAipmbYC82jF8xjKWC/wRbvsjXgHz/jxzdUGwxGxuGnY5645z0gl1JaXSguq0uJq7REjP3zPVuU2xPfEpmtlEZLjNaaNCoZkkQs6zzyvFVlPGrwoxD0GIQaAwXjPtXFsUtItc6Y9j2tl3S8PJKsUr9njWHsd4KZ5Zq2LFouhfudD13Wtj0FFb3tHmq41OSR9+bf5DpQO7HnKxqxFW218nPeKSxyxOZi5BXcNDcVRUwx8i2TEhJATk1D1fQ4QYWXmuUexNaRVwTRhdCUixqqp1svk5xxySUfIQhi4WNoWYiKv7lSVOls+SVJSp2nt74JcYE19EGv9VFmVdFajLDMu5mSSWvtAPEABrtO6sToPnd6PM3DWbW9u33h5FnGXj7AKWRfTQhnYZ61yOIMiFWYXzX0lfJ6UCo/azrKN9bGmv9rjsjmrYmqUV2GKtdH6qMM3z0RC1RgTAfxC7jTknvKsPrbrAF4tr5BNj/TjdpQzTHa5T2iCywSA5zmSgyXI4VKw2QRys6MoBJ1xUTSpWLtswroouryM4bIprvr3pjHJOUhhmNOG51DSNldbNNuFbITWa5trfoUatZoFqdMN2IgpmVV5kkT8HbS5iS2bSpEbI+vUcpo49oc4QWNcEHtI1j5POXixW6d2lyq2V8nvYtmw7aRNkIuIXORDBEo5wfS0fW4kIbt2I01fhwuMZHkaFktT8bosOCEKQpUma1on9fw4B3iBGBFKCAGHX7lqlsXBgx0pwDnj1YVFukJm5fNWGUkM7Sf6SvutXAysi0yfhc/6jN2CZVRI5ViUSpNjkYlaKKVSYNr8aGiM88YPjvnoUv6qz2LO8Dz3b35MQYESjQuDTBsfXr9DaHlyEMBY4auDcQMWE/hZzl+gQdFolZEDugkRwpWTUdtleoZTyFb7cvvnWOtsloGePwSWKxHwXIQpjzzPQZZL0a+FNjYa44b6GVYayqt7vqll563TIuU7rTz6+lJdwAj3PQIAxIZGboCYoA81ymldSXUadgJPtoyvWjbMjueJ3Iip75pOFlWY5FQIfa9sh06yXJHNAcH63u+UulW3DnsNARw8Gy35u4CddddpUu2ZFLgezBJWfl7LAuELZjEtQIajt07vheYJNBcGWzo+TvRQhNQPUISoxs5jomyjpVCMOCbkLrpTeTLiohxTwYr6JEFTCsXFNO07BCruaKqxTUjGDRdbBuPmy1tsbg2m70KVO1d/+RZbbeFuW6iYu8yhCOFol9/b4FnkVIpMnlku2imfq+6bCMlXTVsthx4s61v0qUaba7igynh5WpVXKANYmVapuAnlJ4CS00Vj7D11G4ANKOg1ywbAFlic5+AXDgRl6XJpVqwM70o6Y/n5WCBlVUg/GPvXIW8V1iDOxGVtvCgE171+aaMp78aaa5DBzlM8jxyJVp5Ze2MQs1FwGhbUMeags5YwXTpne6bLqZANpUGsWscC1sMR24+dVfIBdFcYpOUsktWgfq7D4hJF2VYLzqhy2PKIKe9ADB1VWj5Y2tzI01tRA3rqo5W/ffGTWJwqy2QILZ1OS6i7UGQrM2d1QisquoZFX1W4uvab6X1LHaIsW9FW31Zm5mfUNugKqVjIuwp8dYodywotbcsKqoNzxNL0+b73zfkg+siWXBBjLeiGSoNMtCrF6nemjUrIpsLgf2+kVnQpf6q1NQS2eWWRfbwohIJ/dGT3V7asJ5XC5Binxj4cSgbbFEzThtn0uitWTe1fuZGv/hnchELQhdFt6GDviHIbb13uKeNCZMrabpt1GRJ3LKh+hMBuK/kx8O78e+yI18H6AnS2VFkxtPA5pknvDSzscxxcpTHgRqei0asXhEqRcYydKDeXEKv+EDApQSxS2Q3JxsefHZ1gWPn0y7i8eaoXovVoA+PlOWEvdjdWhGJoOTQkqpOXiDrbTnMAsyLMubh7JLdcwFQ9bxgjMc+GoKs/f5f8XLEPITz3Aack+m+t9ELqG9PuNviMFdG0xX53Fys2TRPqg2lujNgZjL22blzqu9+hFY5dQ0jwV6iV9bhwDH04OLXelo/DXvXd8rqtDTHuiyFpHQc2tT702ahtQrnbdgUyevN9ia/7I7YGWz6z0G+y2IKvXJSGgH9C6wuC163G4iMbg9h3DMe0QZbGGEaCkLQCEW0FXYN1Ub2NMTimwAeLb6p6DE5P7YPuzfXCxOWjH5sDYWUODc6y/aa6lm3a4hsSdLsu5U0PzOucjsOt4TgUhb7K1oBBuL7Pa4HJBbKrvJZuZZ3K4XGRii0L0K1vXK5N8n9ivt3Wna65fmGXPW3o1HIIbPvmBbCPr5h1ZMTWYgdGYBsVq0bfwecb3K7f1uGX75pUhuu22wF2Je2dif0n1B866HhUDeTrcFzuLQNr+0OrLCTwLAYhfaMGPnY5liUEJE3r8tmykYGL0i9fLWOZLz17BuTsGZDJtE4+ZNFUyl27e1hiHNblUmYoSyfoypQt2Ff197XEpMRvGP0uFV7XhKB8PHVy5F8nYfFHD8m3q590CFTZ5QvaVhFSx9gyWPOKDCSUJ2wuFhRFgW7cFJwkINMp6HQi5ARNzG4pm7KSe4wWrtgO02/Vd5SATKclixhpzmNXe9viqkLH5xCxPZa8zYxm5rFlonMV663FsNYwwkS0gSF2xVrGLmsxTZokFBaQNO2+8R1xLNh+Jd8WXNj3+HHI6+mdvt0DBOTIk4eugWWEgqQTs/93RN1jqUOdvq/+zNSMRPlRKr8+q3GoL6iBGSQsOLEU4HLxdoCvtEuy1E2RZDC5/AzY5WdAT+1VGweSRG7IugRMd7UyKiBJUi9cegBm40FP2fQ5GbBQmVlOHKdW3jIElFEvg8oJ3weGBTpkUxF2Y2s5zmyc2jaf6JDF3PF7l01RdSLUYK/SaCNjT2tiA8nlZjFJgCQJPAHlzTlIKOhsBjKdgsxmIJO0LVtosh43PULMnyPbyUo9DFTzVW5myHRabYiqOjnWO51e02ek6EJc4X7GEcviUvZtcMk+Ux7650j50ftEi7OG/Jft7xyPnFX9LPSJLXYxHVFh+5V8HV2VCPXRVgCpQ0GyHbkGHjGqwqtlvQkts1SA9CA/HiAoCSnpGy0KbMjGQ7fONI5qA5VLX+CVg1qMlOUHY/VGJUSoWvvUXmeSRNAMTibeRZpnGh2ZYYOaX76H4rI5yHxenw74Fn+tbs5yW463WwpdFxhOmIKfbfwUeeRv8sfuY90zjMHBTz9iLWwuOsoqzbDgcSKZiFxBmIb0vX2yDiaR1mmAcurWL7O45+WYDB3TqgU3ocBsBkhFv9wwqO+RJOlO2hDiAhpzsuUKXjX9JtNMEpDZVFAFp2m7njb0cQstiQusZQsw4DX61bopYtb3beWqPxrK59oQJ/VJT4hFvQWVwayRsCdPCfnZ03ekPJmy6hMjtg47qOTTMOo8H6i2ADryi6PJc6fVWZkyKUExzAOKEGn+HF8eorddzOIp20A/mVFhUt4mpSW/o9B1QuZHieDiD0xb8t+XBfO/Q81jKTudIjszAWbTSsg6BaiukBJqL7fHEhcFUx1NlI5dGI3kvLYtuI00DOmXG/HeDDeuNnHRVa7D7cJkjHBd+tRa4EM38A7moHVbmmNek6dG0S9GntpKRZ0QUf/AMUXUjXOSgKQJyHQCTCfib8PGnBDLhW6xsJ0Y++a5TQ6r7Wxy15EbCOm2mKZVW0nZ5ZqLNlfTYHgMBl6o7neu9SeiXI3TdvleqDzy9pNexoB54IldUE+LSci6A9T9PJmAJAMbQUasBVuv5K/Flzh64nqUc/0WP1teuhIRWI6+bUBkYJRJEQxSBBQBpNfHnmlcIV2gRCyGnNcXYgUgiG84lhZU/d2wcAdk2PqqmFMUM6lQRC4OSrnW7ndvQ+yiGLBZ6I0BlYZdhW08NE9w3Aqhc3z7xpzJF7zKx6ZghfpkD3Ty5AKllSLeCWkq0qguxNNkJ3VszqvyBm4wTO6cIYpmrDKqg5KynkS5DyQgrS5UsQOCuDa34oEy2wHlUqgBYci4GWeeJn3A03/lGkVIhEFsxLFi7CVgexd4fYE8LiVuS0BsisGugwCcEvByMxP0yhBjYYA0vOWNcaPzLby+9/vW56SNqz4YapMe60sde5ISU5RNys+um/WBsOkNPyHhsmvtiJzH1rbq4163a2t16Lojn4uJERxxrEiPuwBGUBHMw5fL9S+8noEqLvqJYLBYJ9ZNHxeKJAGKAiRJwAGQBEBB6gDT0ABGXlTWQDJJy68K0OkEvGDiO8ZATu2DTMSRNxIKssrAAIASMUYsCDkG73VUHvOutH4kCUiRgi2WACuax6OEAJOSvaD0b+UW39XmLaQdAsViyw+0/T5LNyqSKxcFUSJcZyRTCaFlP1PQ6aROKs9FYF/pgkL35kCSgCZLoCjA8xxkNgOKAmyVifRMgXJEuAc12rELiwxnAD8hi1bZJp1kp+J+RCap6F/OQQgBW2UgVJ3nSkyO0hdVMRIK8KQO4JQuVZO0Opmje3PwlZgPdD4DCBHB6kXRZrvx3bzrrZonYF8HYwDjcF2+R5IEXC+nfJdzoOBVOiqjTGXxLmO1rMXq6JbakAUhTGQ972mQbcQ5R6dZNOT6KX3pfW1nUFRJktRyCR1dw2S8RZoK5qGiEC5NSSLknlyzZN6ct9tfys2h0ZMus5oL26KLjPBiK5X85PQ+6HQfXAaiZNoDKqNFFyHIGQhJRfqqG0qpdEanaQt6KfNqlVultAsqLgchHRVWzirBqy4sUdADfEsFlEwnIKxUzjkHymvfxcLHjUKK0NIthfHafYkSwUBx6hSQrUBOnxYPT1KxgEwn4GkCsliBT1KQLAe9cBHIc7CiEBuD2QxsuWzXzcgDb2l3ScvqY+4hZRpFIVgitCBgur8PnuWNTYj0W6UzQZNJDg7ADi6KNiwAJBxIE5D5HHRvTwThLlfAEWuy89hgYpqJQeSYqFg15vOyHUT+ciPDledkP8vNGuccZJUJelFAbIDudDn4JAXNclGW5Ur4MhcMNM/BFwvR1llWtrmgWSXlwkmSMm4jy8BWlraQC7eDDs9pAY2g1jPm3XfRDqGjLDdUJE1AElrJTivXvM5iA6GI0+kEZG9PKCrl2E3KIHIu+07GpfCknvfKRp/MZ0CWgBSF6HPJVpNQMW5mU9HneSH6PRVygS+WQLYCXyzFnAaClRAnbNSELZlRbpo5F/PKRawwSevgehVFAZ5lYjNT3pXRYJQZMtZBEkNY6iH7dHDwcvNSthHX+oibNmWlUYcz91w05qV+lhvyBgtb3NpGCAFK1jlSllcq4wDCZKpkqWFFmU45vmdiw0pPnwKfz8VcSCiQ5eCHR2J8rFZibORZ2ZaO/Br1j2HyccgMlcZUfrZRm8r0igJgDDzE1WzEVmArlXxy9gzIdF9MnuUSWCzqBUxZiEg6KSdInNIvFnPJgqAECdG0rZxyJv707XAtC0FrQe3KKqAtUDaFvv2dmJi8tMZ1VjZUIT2flfRvNTsBAcDTFOzwUORTCCacyoqnKiDTKZBlwGQm3mcMZH8P/OwpkGWG4orT4JSAzVKAQriyEIJkkaOYp6CrApPbZyAHhyB5DlIUIPt7oADYYuFuD7UuQFOw6vz81rYQfVhZo7X2oVfcCXyxEM8kCdjhoVCWTu2BXX4aPCFIJiko44J9o+CijkkC7M9BVqfA9+cgWSaUWp+SLy1prvrqwYc+y7VrLpHSz/jUKZAzp8SmWSpDSQJChRWYSwtWWQZy9gz4/lz09zIDOSr7ilJkd7scbJaAZgycAMkiB08pSC7amp47BF2swI+OgKOFWIzKmAie52JMzWZic7HKrG3RUERb7cRK5cP0ExcnVrJtyjqFvFtnHqGEECLaU30n8F2SJMJCzrmQn/rYaIz5piImmT3IfAZy+pRQTACxuS6Y6LvFEvxQbOiRJGLu53nJoV3HzJBTp4A8B/JcWHepCEZFmoJddhr55fOqfjQv38kZ6MUlyNESOLgIUl0m14PjvzKqGJQjkzyUbVIU4IBTJpDpBDhq9yvPc5DlUszpoihPp7LGaQYYb55+dtzAtAkZtBixELph1+mXYa3h5VjhnIs+lpBtxrhRaa1pNmWzl7I00kjhOrU0bi4M5ResR+V6LE+np1MxnjkXSnjmN7BUJ9qEAJNEyMZ9sUHmdzoLEILsrLjskOYM9GABslgB5y8ARwuxATTQU3PumPsuQgVumd+GNqg+V4YTzxxbZWI8cw4yGZX8XcBWKvns7GkU833QhAK3F00KS2XBMh4HhyqwpcJLElovVoQAed6UdTGWBhP7hcyL87Zgikjbq0A40uOsPEItmQ+4dH3wWa0t6ZLJBFBuaOWJOLIn0wloKSgIMnBOKgWgejehILOpEIrzuci/YOD7c2RXnkKyyLG46x6KKUU+J+ByH8GAdJki2yNIsgn2JhQTQkAWS6FEnD4lBJBq+YtcNEU7ubihmwsxX61aCxmZTgXn/eGktgQdHYGkCfj+HMs774FNKeaEIFksgekEpOAgCQGfJOCTPSR5geLUHMkqE1YfdeNSF7b5t43TWlceqo0e6+yqRMoLcMipPbAze6BZLk4dSst6dUKzWgllJkmALAe77BTyy2YgOQdd5qAXSvFDCRZ3mSHbp6C52PCkCwZOCWgmyjibpkjPL8Q4Lq2iVAbH5blox/25UDh0XnWl3FYXlqqN6nZtb9D1mBD1Yhu31ayT9bIrKBFKxnIlDCHZKlqOkfkc/Owp8VVKwWYpCOMgWQEym4pFvnSn5Ky0Zk4moFMCtlyKzdf+HCQvgLyoXCP4bApQguyqfRzedQrCAE4BmnOQAkhWDJNzKdILKSjnYiO4AnhuGK99Tl3L912uMrwoxHgzuYrJ/CfT2rVUfTfPxYlEebrEc3FCRdJyfkymgHICULmJdBgbJKF2lyLTumN6TL9cUtvAWl4ScqdcP8FYfepse0fdkBRQjHcR9Vbnmn6KHuonLq32QHlZIQGKRNCeAiDypNan5HMuZJwMpE4SYJKKsT9JkV2+BzZLsLhiAsIAwjhmd6RILmZIcrH5I1luPg1aN0wun54xKAxbpQybbqX6OELDVvZScWYK7E1BGAM9OKwFYIlKaE0mqI6QAKfAboCzms5QWvQJEen5drLWNKUbh+3IFLXyYYLJOqinY7LOhCx0qp9tQsHznhb92bSyyIIQ8LQ8uksTYLEUrhiMgXAuLKuqpYdSsUnIc3EikOfgyMD3Z1hdPkV6lODoyhT5HMj3CXgCkAKgOZAsOLLTBHQFkGICupxhcmEGrCj4nuCkxsHFspw2lw1He8lTGxu0BclkESZpivzyOdKEgKxykIKBpAfAdAK2P8XyignyGUGynCG5bQ6eUJCCAxzgEwo+SUBXc7D9CejhtF6IPPBawhS6OOFXXY5XX11tSBLwvRmKU1OQw6mwaGakiptAkoiFcjIVGxwA+ZkZlneagGYcySLBRPYDpTi6IkF2Rij1bEKQHorC0Vzo1oQJN6d0lQGLBQhywepRWuFImgoFMrEwuujtYIP+brUZrpUluVnguYPOUn1fUjJS4p9yqj99pOVayj+SJGITXsa1RCkQXGw4MZuKvuVAMUtQ7KcgBQddMSSTBMlyVfkuE85AljWVIinHIt+bAjkTSn5pCGB7E4AQLK6Y4OLdKGiGao4nK45kQUs3SoLJKhcKVFGAF4b26OsC1WANM7ntcPcpGqHC3W46rV3PFLDlUsjALK8NU2XsEUkT8FxnLOtYlyRpyliuze0eLi1WyE0BY+BZeVJTGo1cJ9/VqYNy50mnAxrjXCvHSGVw87RnKaewQhkDVW5gATHmkrB5o958TtIUZDIB25sCaYLs7BTZKYqjO1MQBrHHTwimKQU9NwUWU5Bk2XZJJhRAR/fhGEgDpFw/XC5DAHgmTq8JJwCdOp8dsR3YTiV/LwXfS0GXE1BpGTRdblkuBtFToNr909qyUNKl9ZlOxk2GesLgmqyuRV1aJTsfVyv5Ulorel1jnZIEbJ4KV4pSyeepCCxNJhMhMCgVR/t6/5RBpUgS8NlEWIU5B5umyE5T8ARYnSXI94F8H2ApB82EYp9MCbLTAM2AyUWK2TxFOknF3mo2AU3r2ymNdfNZeZzKYZhfK5mkyE+l4liWEJBFTZ/HZilWpwjyPYJ8X9QfhAgLD+fgCUUxS0DnKdiUgs/ku4lX+Aa7cgxB1UaoOIqepijmKdLpRPRpaRGTyl7lK5+mQF6g2EuwOkWRZACnBMlCBOLylCA7Q7A6C5CCgKcAm5RKfiYsvdOLCZKFyIukqTgJSlNxaiTH1CSF09eZ0PZ4dMHH6R/YVs0ThDUE07XyJMK9Jk2Eu0isokAo+CQF20sBBhR7CfJ9KjbbadkvZVsLnvfyYqFEKL1Yij5g0xSgrDQAiPqz+QScAKvTFKvLAboEeAqAAcmSIJ0CSUZB8xTphUl5q7QMLNBOFPXAdFs9QzZ9HTYM0kgklbyWNV0q+OrcldSDOv++HCMxZZD1pRHj2paHQxY4XWNKdx25efH6gZcW/8qf+7gYrTirjQNFUW66IAxVgJDLoacCSVKPsXLjwGcTgFLk+xSr0xTLywlIIU6kk4yCFAlm04nI1+Tb3uDwX9Ppn+7nb4J+ep1n5attut0R24mtVPJZSoGUiP/LydYYgnJw6pcXqUwPsSgDBhuXG637WD0GJn/SPignaBeXDZ5Q4aLDIHzmU/E3SXltxSVECC9eWz8rmSJZDWjZX4SAJwTFhIBmBMUU4t+cgyUAT0TdCRffgRCwiVAOJdd0dZoQUu8O1j9R/oC2ShLwlJRtRMDTpLqIjFNRbjYFimnpgw+h4IsPqN5liWyfNQjSIdKkYnPHJqLvKKXgpO7Pxr/y0jCWklJ556A5AZtQscFLKIoZUMzK76ccJC83a0RYeosJqrxqKlVSy4ByDFHfHNlwsFg0laEyPnsxP5Uby860hoSAJRSEcLBE9B0SgDBSzTui9rEsO603QLxU7Ann1WeeivgaNinnMgjYhAMMIJyAFUAxEfkJw0Fkf0XIbf1Sv+g9b7mxcW749ERN7QbEbT71YgQr+AOsH3r7yjEaO1aVE64grGstluWgVGxIZb9wHr6RV+9xIbUsAitl3lTIfFIethTTUpaltIoNdJex74nVgLqMslaN2A1s6VaMC9q2EMHhigaPBeMKA84WKfhDYMh24hyEl8opg8JKw6s2dNHONZ4v0wMT/U04St9FcYTf+MeU//V8Y3yO1wkmXG8adVP+VXUrrfeEl88zlP/Ltl1jGYdoA1YqZkU5Brhh3ujfKX0LZfwQLvyxaUHqvtbHAVPaxKRkyLHoLXePunvZbbZs5es55+X4JBxV36H83IDe56rip43/qr/LfkX5Py1INQ9IKQuCY4aOC/IUIUbBlX1Stcea6rfN7SaxLWXUy9Fn7VfHhJSLpZtOQ6ZVv22gDdZ9CjBiq7GVlvxkyUAJA10VFTOMEboy2WXgNYRuv4FrtbxJ3l5C7W4XoXnTpLreveYZD9zll/RXUfkZQPICZJUDRc2JLIPyBCe0ko8uxKRgY7wKyuMFA8kY0iVHsmCYXKSlCbf2yU+W4h+nwnUnPeJIlkykUTCRt4GlYCgEp8uZGL+rQgQpFqyMSyhAVwXSI6HUJwsGlEFddFkgoQQ0K5AsKUhWgK6Y8Gf2uemEYuh24aLNkyWrKBLBGcBEICbJczE/GROsLIV4Nl1w0IwjPWKgS2mxpkgPubDSFwDLCdIytILmHJwQpAuOZCnalBdMBGsnpf8tE+kTnabQUOZou4bBBUPWUwfd2xNWvOWy4csddNeGwdpm9OFXNxLa81zd8OQFOGPuzbarOHkh+ocDCS3AEwiXmpUil0sGLaj+vHIsFFw8x8q5WYJmhejPI470gCJZASwVp3TJQsxr0dfle67yDyCvJTVxZ7lRspKoabozFWtWxUYlXgLvcUcDt62Rpo13X/C6zM2vAxVWeX9A9eKQxqfwtLik/pTzrmRAqoLEC1ZuUgPSVCiEZVp0VQA5Q3rEwSYck4ukMl5Ua1cm5qix3XS67W3EUGvTiLViK5X89OIKSZ6CHq7Aczl52v5jPNaKokJOLKkYFoWIrg+dVMZALfu7pPT/Y0uHf12AMKZ7c+GLulrF0Y6VwTVSGQti67FhuQI5mlTlJUXp95uLS4yQ5dXCXyld8hizKATPdp4LKj7GgDwHXawwPV8gOSowv50iPSLIjgS7Di2EW26y4kiWBDQHZucKJIcrkVeegywy8MxOnai2Q2cEjA2e5UgvZqCHK7FgZLkYa1kGephhdo4hXRBMLmSCkYZxJBcnwof/cCU2TssMSUorxppBINkTIjYrzt8KBrJcITko7y8oWRcI4UBOwGlJHZiTKvg6PVhhOhHBtcmyAD0oA9tSivntcyQrYeFiEyA95ACpLV7T8zmSixnI0RKclZdllWXhBROc5GU5rMUuinB+cksgpsjSoLTTBPTsGUEPefsdkBSC8gKmar5ZfV9ViuB2nrJMJC1jXkzBlPI7xkTwe57bWZdc4GIDmhwKemJSpCC5sDzTnIEeZSDLMv2EVvR7khteKnLkaCXKkhdALmSEdKea3THF3i1iw85SofyI+c0xPSfmEDla1fPHWlZzHwXXM1S5tqTLs6wMrLWsRfp7ZV14Xm+UKnrWWIVOOwkFoIwFc3k7x2JZ4x2UdTSk7RU653UZZIJRMHCI9YqXZUOWiXWKeeiUlfbgynonKUTl2J9eyEBYCpaQ6tR2dq7A5EJezSHzBi3AX34TcJ7Ij0r+LmArlXx67gjJjIAcHAlmCNtkkztoZfENgrIoCiaActeeZf0Ej0t5L/nhG7eDhryrF/30KRBaUqatyoC0ipHD7nvHFSHUCI6q4hsCgjtlWotlzZLAeR2sVDDwVSYusCnbURWURHJGL5eirRfLqg/p4QLT22Ygixx7nIPNEuR7Sanole4cK4ZiTgEOzG9ZgJ4/Enz0BQM5XIibUfsKRCf7jj9tnudIbj8EOSx58pcrcM7BFwvQi0eY3zIFSynSOxbghwuAFaCJCHQkqwzJQiwOlHGQxQosgKc5pE6NBUvlDe8AXvJ708MFkoIJms9yoeOQ7pp5pWSSiaCiS84dYVYwQRm6zEAOjoTVLEmw/+k58r0EhAvLbnpUiJgGAtCMY3rbEcjFBfjRor6MSVoFOQNfrkDShZsNRVrs+sKwSSYTwYnNJwnIclUyTCnWPXnRXvWCx0+WM+iXGJEkEQGOUm6pvvAq61PBwA8X9c2x0dUrx+t5ERhNFinoJBVKSl6Iui3EaQUpiDA4MBFkSkqDCS8EM1ql8CeJ8EfPC3BKMP9sAtA9kFyc4ADi1CZZFkjOr0AXKzGnpRJk0ExbdQsZz3ogYXUXAYv2XeaMA9qpjU+D5nku1oKs3JBKNhidwjICXLUk970HRYeF8EGuk9V6KS3h3rKWmxz0PzlvJ86rORGymeGrVX1vhpQNMs6iPH00tksVTyDGNi9PLQEIOZjloBePAADp7UdILqagq1n1+uT8CnSRCY78xbK9OTS5PK4DhIrddewloGUb85VOCTRiG7GVSj4uXAQ5LG+5zHKr4m28+twFdSBLi0plcS5qgRuUVpwwJQkVFI9HBs7zCJC9ubj9dbUCOZJMMmVZXGVi2oUjJtcAHjbR+dGRaKc0FcJQ0hay8gIRSSenuidRIlw5iqLeBBwdQd4qyS8eIqEUyHJMFktgkmI6TZXjVHHEzSelRfDcRaHwHS1q5cZAY1dXMJwNxSj0AscFz3KQcxfAl6valYFxsKMFaHqAFBBBykdLsIsXxQYHAGhSK4U0EdzJq4CLsLwF0jZ/LhpXoG4n3zjIag5/viov7Wr4Y7P679J6R89dEHcDlJZ3frQQlvU0xfSTKSazkqUkSUCXWRnQnQiF78KheOfgorB+rVbNjeRiCU6IMvbM/V0rdU0LeautXHNJKu3K+yRJUFy2h2KeYnbuInD+fFtBauTZTL+llJjav7xlmmd5uTgzmJiyeFEI2bnqfhLElyvggvCZErfnJvXpXJaJ37MMnNKKIpJLA0Ypa/iFg7Iq5UV8E8G6BADJMsPeKhcXwSVlsGMhbkImR+LuC3505OYp76DUN9pdNXbI33QmE+emn4nNjiyjb25BrjcF+Cqt6AgbpzAdgiQrik7i4P2PDXT1ZqoZieSJuMfgVN2MTQ1z0FfvkGc4r5nQfH1XGiGqm43lXJGc/w7Xv+reC65x6edEjP+DA4BQUM4BSjE/3K83IEdLYJWJ8W25uK91b0FfuNoiZG00vM+zbrJlxGaxlUo+P38eLJmLRar0P68GWENR13fAET55utLDi7aS6xMqvomj/pYk9UUoPaLd+Uzw78LAn+60XnCLf3fVriUvbwDYKhP879PywidKzRsIVYkh5cVWWQG+KjdYWb0Y8MMjsbAXDDgnNkVkovHwlpSMJE3BLh5WV4OLQrGg2wnLwpjHk/qI62ZUVxqsADt/QSj7Fa0cA18V4AcXq9MXxjnY0RHAOZjkXy8vZiN7e+KiHOlGtkmE8LOXLjI4OlJu7BTvcf0EhzPBcQ6AXTgALgpqVamoSzc2Im9MpSVTz2oFOpmIOxkOLoKVpz5sVdMp8mxVj59sJeLcfO3lqpvK2hOLJEF+aoJ8L8F0OhHjx9GWrbkaoIBVVKEKpbCRvUcqn6pbT4wSVb6PLBNzWzJhlT7MleWypCGs5Iq0KJebe3Z4WI8LQkHymuKUXzgAKcc/kcxmAJDnoq+BctOQlTFIHeSlVGxdxhhFISWJFgMR8D5bZXGGJsXFo+vlV+00Wa3c6uNI3bT64FzPtHbQFb5QOSXdBluxJlr6QzLC6JCWaOmmI1H2I0lTcfrqdNdR1kvZ/4SUNxvnYBdLeV5utMnhvugfWsbsFKy8UXdlpme20vf6167Gb7rRwvSOHBs+o2XDWMT9t+OO2ApspZLPliswInayzuU29rjPdYW5/nkdkNSSPZLgkxRIaYMqMOho0nQa4rJyucAKYXWmRCiztHYHaV2x3siurLuhzasrxKWFBaWwZVzhvheKBZ3NwBaLRvlt16gHQy70sT6rBkVAKu+VElTWk8kbeeWCXC34YqPC87IMWSYuR6G0qnNI2YMtXY50gi5sAmoXAeX0QfxQupI0blUWz7CjRXPDjlKRKwpglVW35cqYEzKdguzNwc6dL90clHoa6lMp/YB9s6K/rz5bLXbxcoUQgmJOke+VFmvfRsF7867hmSSp8oLsJ1M6nAs+6x7yjBeFSKM6KSjnl3TrK8c9UQwDldIqD0ZMm+RyI86zFXB0VNWzuim5VJLE/PBbxoMROr9jTmi1E52YG3n1uIrq3S7uNmUeLrrWYArgWLQURs+4VxXUEHRV9lVXFFs5uKKcS1lculN5T/UpAeHt07fKMyBbgRcJwMqT++USJJ0010xXcG2fcb8Oli/TRmD0yd8JbKWSLwa4orxtK2IEsuSE7wuK6kbIliLT5zjWcuGYE5UCqiisHftLvKctfKWSUDFPyDykBaGDO81aoQW9qewdAJpC0XGqIk+ZCItwHzsOtIJEPWW1MkvJk7RS0S59/pEkJWOO6l4B9wK47o26DZQo87LDPI/g5A5C33aoFGztBlM1zgDtuIHqXVuapjKWfd+42XxIBb8r1nnZzzbU7zixzXUfSuZqrnrVTbGsQB82pREjYrClPPk94FQAlEkXoowOKYhsVFmRILmgLDSWzceI4kIoXZgx6bB28rEvCNeNifLFBgVhrAVcUQDIJAWZzZplV1/tsPGRgYo2S+3WgncYR3o/VywxfHjqz3WgDJykufiHvIOFS/oz6+k2/t6+9hjcCHPMY9t4I3QfNy5nZsOm57yZdsvGzVbBFDtwwtuLTKfhBgPAf7IxYmux/Uq+bvFQlJ7WRIxZIBT/4Y2gDO7pyltdpbHKBF2kxsPdOb0+0Ce9Y9Hikq3ABJqAUAIynYDMZ21rqO5T2vV4M+CZFmuEC2UZ6WwGevYs6Kk9EUdg8rGMBNmbC191VRCr7RLad5GKxCAUm9Uz/rRImooNjS1QVjkZWRvUIEI9oNAFpcy8KJAe5UgvFiAlpaLzttsQOlatL6R7FOe8DHIMcCuIgWlDSYa9dbmLItpHThPalCW+/Ikh1qm6SZ3QQea2JfPtSmdT6Xrz7bq2dS9v0HhjPH5cuuhxY2GT64Fyi+7vN9YXQsn6xvaIY8UOKPnr8SPspeDrVHghYKzkkFZ8EjtYcsjRsmKf0Hfizjp5LdXxQtHIAOA4qjcGMhECOp0Iv9y9OeipfeGLnU6a1nJFEezUd6HjKFDJqxQ4zkFO7QN3Ogty+rRQ9FWltctiw7gIvp1OysBzT9l9SpjpfdfYCz3V0N2lQtxpNMjFRiisvDFOuOStHhq28nWNz+HCvSg5WGFyPgOWq/rUztI3QWNYHztFUfLGr3vTE7ixijy1cW6gbWNUtaLHyszgOa/4Rk8mjXwIJQ1FKGrjFuNWNlAArtXw1XDrXIfPdqTxwfSuith0Yk+2fXD5m8txH2HkciJS1kT9rvd/aTAjZ09XxBBiIyzjYiyK/iZjF0cMiu1X8k2QQjh2Ept8uDtPTPci3s6aC8aKnj70/PAI/PBwcI7aTpRdukLsqI+NSYIkSXV0SPb2gP09oeRPJ9pzVOHmH8CqZLWEBCqqioWTn9pDfuVp8DP7IPO5cN9RA5C7bKD2ZiCTSTOdAa2qRut5jNLWVdCrClSaAntz0d+N9qoXps4MDjHzW1dqQ+qmUxIWBei5Q6S3XRR3N/igKxFq4K+lHFwGpWoBm94NQw+lzqnUAuFtVT3fw6Ww69gPnTeci9PERGOpke8nSRn8HNmem3I77BOr4gtwXYdipwbJ69/1TbMPQtazLnMuxrgYKrdCoTxLKAE/vQ9MpnUdKSkZ7VL7ZnpU7ncSO6rk03DBYPOn7OI7HAN9QjDeUsy9C6gB7PAQ7OCiYB/x+fCaEHPMZ3vWYrVxW7ksAiJJhMUaAJ9PwfbnILOpUJTV9FT/dG7wX+6DjoGSFevP/gzZZVOw03Ngb14rA+h46lCmWVnyQ2Fztwh9FhjOEud8vsw7SUD25oKNhhrGFC9ZYobIMxSxbCHytTwHzh2IOxKOFsLNqGSm8SK0LmXwXmNMhbrrdHXvilGsbXk0XO1Cy0Hrfz3ltNHP3vbsRMy5Bm2ntOTL71sv9bBid4HzFC5gExVKpxn1vUYsESGjg9dB6/gaWBaEyAA2EP3pJuPOJJIExZlZbUiTjF0lnfHQLnojjhc72ZNdlGN/ohGUXqobSbCAYs0F2jSRAsrAl8uSZ9dwg+k2QAr3UAFPiPANJASYpOCzUtDoi2mMMIzpyxiotKWqn+80RXaKopgl4NOJsIh0OWlSwKepuCFUo0odbOyvYw7Z0HBva7pg8UkqYjJ8JyutNHuKruAxYt8ktfy9Dw/BLhy4L2WzQKWKdZZTo14ULwe6c23KStrZj9r9XtTY71pXGSMi8yoVoKqv9ROcPliHIrVL1tZqXG6JGuLawLh+15/TP28hirlYX6pxTmm1iR10nRlx7NjukTgkXJNuU7vpEF7ZyIXUyn8fi2OjHqS11ZvSmmpUr4MqkABPf0YM6wGsFpwSsJSAp1Tc/jsAqltAA7AVAjnWbUP+LfuVbqcoimlbccFXVgbIrmc+DX4TZgD6jq+u71vf63pyFPSsJ23bOD0Oi+xx5LnN2Jb2iDJIbV7uEULE+mKaX765ui1tPCIY27mynkBsnMlnl1AGKRLpG20q/wD0o0YMwE5COEAYF+UHxKbFRn9JA316d43CrWsgr/xtXf27SWx7n3WUC31l17HTEcbMbxq+uT527Jqcd2HI0+jjONnuG9u3QQjGMsuPxz1XRwyO3VXyYy8TMfqc96h+V99lX7kj0u1Fx7ktYAycMVGXvADJChFsaVT0IxlyvM8NwOAAgCwzpEccJBcbFLK/L3jzy6PPCjRBcsXloKdPawm0FwiSiXsV1D42Blmq7gMxC8Y2CPOipJtUyxJ8kjWgH7ozmw7B6CZGk5D3gPj6b5MMGLLvGs93qKNy0tmMYfCkJV0WNHKH6gTFthntVEa2mQ1FIIXoScJaTryGYKhbN7GBfNfzfrIsmvd5MFbdYs6LQrippcKVcqTW3G3snpIvacJi6dF0UE0Bi/GPN11HHosh+K2lX36se8o64WNp0MA5B1aCWpSsMpCjlaAH1ek2q7oGWNpiaMY6CFPJpS37nhwuMT2XgWQl9ePZUyCn9kVgk3ZpFu56Z9Ar7wR66lSVVusSLUpAl5kQwiqFJGdtly9C3UesobePdkVkf6vjnnMOLJYV93vbRcuxuPSd/+tA44ZLFsZ803jd5HqnM+5s2PI3hJwKcVM0Zs3bsjaU3rOZUHAd+GwiAsGVIFu50a4YwmJjImy/hzDe9IGJvcb6rMf9cWi2l8Z7HcaXSqhhoo3skmYrHR/bk4nMQ9ngq+nZgrM7BvoHlcf2fVEgubhq3rXDuVhj5RinBPTMGdD5DHQ+GxX9HcbuKflAc/KZJnkA/ZPOktDJbzSUzaZPEKZNqSWkXHT6UXK28gqBRZh32vAUhQhU5Aw4WoAcLsBXK/CiyfksF1orwwXQXRBF+pOT6bR8r2z7cweY3HYIuhRCM798D/xUSQWq+OiT6RSLzzmD4sozoGdOC474vb36AjA1u6MleNa89MxIQUpJHbQasqjIpGy3Jptg8qXXvw9VJJSFkGc5+NGR4H4vrUetTdGm6ApjWKdM35fvN7jgVeXW584k+0Jrx0ou9Vn8+14MpJbNG3wY8HuVnhLMqj+msy25mFWcm0EWtTHg07SmrpVyRspZaeX0IUYODRkvYHqWaEGUXU9RvHdx9BhjqiwKWcsJsa8BVaIRsWqxQf/Ve442Uce4fFaXm7Zx0nWOhdJ5FwXIwZEwrkmU9Lys/I4kCchlZ8SJ9N7ceWHhiO3G7in5IQI7ZLBTD0tCKMWgS7hJVwoThVwoZ64rMDRGkFXJRUzUoakqW4URGxUZrMgXC/CL5R0AJks+Zw16ylZyMYF6IXRsNlaYtGQmKNNg58+D3HoHyEIIyNXlE7DTJQWmDNQj4kbfw7ukWF25B37mlBCeM3EnAEknldAnhAgLtwzidEHyd8diEPq3nuKDFWAXjyrWKd29qcVX7ixLhNVyDSBJ0rQ8a/9XSkkX5qeGS5ZH6R0CxKEUDtm+ZVpehc2bTMd4EENfsFkqLsRSNs9yo8OlpdPyrvw+RsbGMQaZKHI9m0B1/XCsna5yVGwrQ60FJgu47VEjZamkVzVtAIZiPvLXNYwel9ZjQmMTMrNpBXgUEGrYRFjGnW3tu3CxwQLGmbjQrzJMEAJ2dl+sT+XdLyN2E7un5OvoOKkrmjSfBc2EbWK3iFzEjN+7FKQonmztQp8QyjHOwbOV+H+xBD86EtzorHnEXrnGEFJT2ulwKQtdFigbVaom8PhyieLW2yv/8tXpBMXepOLcrhalNMXiCorV2QR8rxSes/LSK+0CLb5YlhcfeTYjkpmm1acDXjBjQUMhD1jwTM/wbFVv4ORCKK27ekyDO/FoBUu859kc+Fwt1IXbdeuvqtA6+qNV/nLsGOsVc7dFCHwGixBYKUct7exS2ELK13WTayoLADZNgDSpjAnNjZtimAk1EIXUK0Ye2/KyPEsoGYYud0jlObS/HfmShNZjR6bbMS2jYj1QfSvlXpnD9elcoELvzsD/rOF7fuFAOyXW5halKE7NxIZ3qqxjI3YOl26vEcXNoSsCTxSsikfAEedG6BGPy/qp1a06LuS8HVQs20rSbDYS2vAxouGYtVJWARRTAj5p0mkKaxhFdgrI50Tw4KeKQkGaizFfrdqnGSrk2Aodx7YTipj31L8HbHNboHXM/NzMPHHk4ct/G2hOQ8B5Ux7obo4D1sOZVqxM6jAejZvOVNlkmugy13UrbwBM5bWfXiqyp48CHPtMAKLGkOeEQfuiY4k6IiY/U/zf0DIh5GSgBFssm+uLPs8JAZ9SIE3A06Thdjpit3Aie24reMN1DGn9P6G+cXqgXRBUX/l1HSeHorLyAdyURqk02H4brPybwroX1U3P421u/3W29TbXOwBDzxuujztDsORWrjHHiU25j0ls6b0aO4OAdda4To3YOZzImRLk626yFnfKLCJ40Ru8tIWMIWuEs5/03yzuD81HBmqXrlRpJcUezThoxtp1KAokKyBZcaDg4ncm3mlR87no+hqPRYxjTzCuJQPHb2tkeiFUtM02HRFrbRG1KW3QhHao0zrbOpZVZBOIKAPvwrhjAckZiDxZcsy/XaKiDJIPQ9I/hiIkPVs7H/e9GoSULkMdYoEc9d7Y5tFTXs45SC7WJVIY1rIRO4MtWkE3DKYNXG3iDSLEB2C+qWj4QoOVPALdSD/q4msOYhBawzAy5MulQqwL2CFhqUtjPBQGpRwAzzKQLMf0gCFZ5IL+ktU827xgmN7BMT0oBEVmJv7xvGhsOnmpYAQr78zg7tKgcxxQQPdIyzqnZFkVpTk2GLMKjgzxmW68KH3oLePc5q6kI1BeeOXKOigzoykn7c93pwxuv1dtkmx3h4Qqnn1ktdafyVEm2J4k41MnKsaIDYrcyBoDJC1rUkRbcWlIiC1fg6lrWPkeNYZs9ZLsa/p9Ea662e6W8LWH4XcynQKTCZIr7uR5lVdjtMG8xQ39EgpbeSPSqzYTtneKQsyFlZgPJ+JOnksUO6/kBwek6Y8U5sBOf4bdFEtzOYeyPHe4dEcrR1+GC1Oa8e/Ui711MwII15bptB3gZlUihxWmPLcIveUSWCwxvSMDPViALxW/es6AbIVTnykwvW0lqEKzDDzLgGzVZNEpygvBQsYk427ffYmYALUQaAu/X3m151srL6xSeqLZHCQrhIuT3Vd3EwWpK0jQpJzaNuMK204Xa12wfOojU5ynNmGnoz5Z1Kq7iWUshtJQst50hTaO6YWFYPnKc3OsSIDCG3X51lDWcY0JraYgVda5kDlof2CY9SpgjDSz9RgGhgZR2q3Kq10GOpuJe1DufIUgTwiZ0xbmrWio5dHu5giGDFq23CHBi0LMhdWqjg8bagyM2Ch2T8k3BRBGUHLVzyg87CbBMwRzhZqujSEjoJzBk1e/P8BWJhNUir8GhZ7hFMGELsqja/GxbEYq5Vpjo2m9owfHhjAZhJQVEELPsPjwxRJ8scDktkOQ8xfBl0uhKMiyrzLsffIQ6S0XwA8uiudXWYsytHHzYEC5qjwa30cI446Kf6fbYB3fNyxzsm+HPL52bXRsbDguql19sXUogE4rrAqNqpCzHv7foacQMWl4rZ72+rU4/6sTnPZ9AlEXHna8bKsqk6ocX7gIflQqN3lmf9HSDoSS9m+udrdsXIy/2diF1M+GtbA1T30nAa4gfSerUOD4iqGBNfUtZ/UdMUO4HnY5tZjNQKZTZFedBt2b29eX6p6GNvNWmFtx6Nrv2OyaTiKUQFpjOYoC5PwB+GIJHC2O3z1qRGfsnpKvwksv5bBc6EexhuCqIREcnR67EBMySFkJIQ5B7y57Z9pCHQ2lyeaLyUVZ07TVprWrRgcqRR/U8liEKVsuwRdLkNvOgZ2/UF/yJZPIciSfvA245Xbww6NSwReWksaxerUoBJxIsQhLpu3OhWgmE2XDGnJM7oOaRhnUSNK03tDpG8+gImrPyxuuaSQV3FCuCjGuew12mx5WP13p61oXXWHpC53zX83HNEZjmKFix4qWHzt/QWzOLfS1zrs49JiXLlSYPWDiYhfliXTPMf0ceqdL6zs/+08nDBiHoaIl12zPTQW15PJKQYXcMEaoDFUuhV5fb6txE+Pf71kzbX1PKUBJ07CivlYUYBcOwJdLsKOF2ZA0Yiew00p+L0VuTULCmI9EV8GmCo11oUVLOUB+vlOALkKtRHUhVfXFAOW1nQhpSoZQAMzWc7bKwM5fALt4KI781Vt78wzFLbeiOHcebLEEzzNx66t6CYmat9p+NuUlcDPgu+ymE2IVT6/rgvJ7UlOEWjcnEZAKUHWxT8jzhs82RJ1qeNKLuyDJrgDr6bgpKw2/dQkqXAdCuMC7QhsP7PCwyR/uLFeYldvXn97+7ntHQayc1U+8+qyza4nX6ulW5kJoeScpkCTITlFgNi3lVIeT/j7oQ2dsckvSNqpyLoh7bEZXnV3Fdir5rkHbR2gcJyXUOii/1tVOMXl1UQT6lK26NMkhVLsqhYNsbBj4clkr7dppUfUbK2qLvbdcxzhujwvr2LQNmfa60QrAdSywXRSMoTFQ/qZN2NoZR9QTjy6KzHG3vcQ62mnIubIt7TQECAGnBMWEnFw6T99cOEn9eYKxnaPzhO0Y1cDCncWgDC0920H668ayJBwXnIwPke26DYJ1E+28rX25KcSQApwwealj7XSVJ2WsXeo0h6aYrDXKS8I4aLEhj4ARIzpiO5V8FyxuEluPdQSuuFyOPIGAzjS7PD9EoHIICBW+2vptfb7A6VA6vnUu+F52F0tgne94OqDPrIpS3z5a1yLKeU0j2qFP1PgM8T+N8m9vuFkdp/IUFUDtjrdw1sOUz7qoEz3t7y6np+9iyzwgJWgUYiiLbTEMtuf196o/O87VYGYn09psCUJeo5wlkymSs6dBT50Cnc1EnoZbynuBMaAokC44kBfro5jc5nR3Qe8asYNKvoaNLsAu33in77lQVqKp3jbp42fiWq/S7bEohyCGjQIQFJN53mzPrpuTUGjH+a46G+81ALwKiJNKsG8MidzAtHwwA0SAISh97fOuKMQ/lWWlS1ClhmCWG3VD4KHTE1lFuHtY2o5Q0uDTbpWlVcbmc7oSZ0xn3TLFx+jj27SaxuPQCmFjXkm+9ZDAUv8m3TQvjHPFdh9CZHs3NqO+9aVDgL0hw7g0LKxV7bwGMBaUedHTp0CuuBPona8AObUPkk4EJa+UHy5f9lDf87wAVhmm54smVbK1bN1ZqXq/Y3pO3hOk6zSWNHfp8rcRTey0kh99jD2UZcq0kLnSlpbnDe98W5R1jR+bvzUsEdJ6GuunGmoN7NkOvCiAPG8qgEq6ne4kkOwGtudCLymS1IuSAlJJ02tJM7Ab2d7xBlFaA3UNimHXG1i7xD4EBovxouPGWC0f0KBZbVxG431feTZIAaT2MVE945iHdSENp1CB88XQF41x4gvg9wTudipDKMuLHO+SMcu2sWoQGfRXDKNuLdbHu0k5MpXbKitIXQZrno5AcZ0RTcun8R4hLXpWK+TciZWjXhlLm3JR+20okLOnkd/lLIorzoLs74NMJyCpgXLZQDna6AsXO98qA18sMb1tASyX7pPSTZyWRuZjPCEdLfMnEjut5AMIE9DOANUBItRV4WWB2ZqzBcFyUriGWJsk9KNPpQ+CFQPdSh2DohDc8o6+D6N8W5ericVVyreQ6UxMMUq0j+nDtgHTn4v0ZY2nTw2sj7Tk6y42oe+XVJwtJTPWJcvmhmZaVDsFbRpoYGPSUZ819UWMy4aVncVjZbYZOUxjyKqwlu+7ghj1TUiStOR3zHisb9x1K9l1ETuuFTFUnMYyWFh7kqS9AXIYH0R7acw5IfkOcZIiNyuxDE8AvCxt+uOn97G8cobsijn4/hxkOhWXJ1Z3wdC6PKHGGx15Dr5cIrn1AphKtGBKx3d61XjNJqc99Q+5y0OFkk8069aIncLuKflD7DZdls4uyenCy3YMGFKuZsL+Z0KgCvYG5Z7Kd266MGNgP0ZTmYKfr8vNi0JQTw55hBh7F4DFoiguw+GDMF14F0X7i5YFzNBeXZlMOtKf1oqSS5mjoo91hbeLtU+3ZMfCtTlSy+OlQTRv2NrjqpvbBgBB42dKq/2g+Wu9LF2obV3jaQiXmGbi3eRIgHtCM49AJcjnUtdwFQkod1fFzsGENghTUejaaRrvrrHXOgXqVla2P8XybILVZSn4fAKkKZAYDHHEcEFloLzheS7uN7njvLgPxYHB2KFcm6BYqK5lQ+kZI7YSu6fkA/EDcF2UeV0vrWils6YJFbSQ9F/IN3LMpy/MQwTJrpFKscWbLI/Lw16u2ti2KLbf6dGPARbgjcPiRjGEBXQoDKMwDVhGkxXcprivJSi+wziKscB7NoZrQ9VmdH2c8UPTFWqniUGbax1dTn28aa5frrAJRT4nyGcEfJIIFzD11EdF13owBp7nYIeH8etfZF+Gn46H18UZ/6WnOSr8O43dVPL7YE0DNlgZuxSwgbYYA4FGdMLod2rHIHcTjErBCAs2ZTggBCAQ/9YFKUfGdWjEluPSUPL1YKihFvoyXc74+ii0+iCUNnKQvNZc/13gslZdioyMBuFtVAWJBgc996CZ9F25vmn0jbUISGcIdC6LI1hycNiYemLpGEOh+7jHsop0lSMBDEiDYCilbhfumhhagd2QTCEFQ7LiSFYcJC9peG2xLn3LFDvuOmyAg+VMn7p0ZNYbsf3YbSU/9qplUzT5IHyxbBiB2FrwDMpAH6YbGwgx0O3Zg7i89JFdMaQFMJrqrc1s0y1bRXF29WcoLO052ElGDLuIuSDl/5Hl8Sp/hrndJ8h+08q0owy9+85WR9NdHFq9XYG9QdSdfeeobzwzhxue7e6LmDLFbEBM+avjssv6Y1M0XUxYrvdM7xie5YxrgeyB49VCC9p5PlnuixnyZJYeZZgeMEwOGMgyK6l4i+5MXSb47r1R2ncQiumhNq4afWzj/0aeA6xdI7YC6XEXYKsgaRRDUQnhnopSKCLL5718hjNw1oFBwRXQF5pOLDe+6T3JuqC1SSeh6mIO6ZKmoR2iFhnOADKxv+NpZ6PPpWnxt6YfqrRGBGcHMioZaQ2rvg4fp5xxkKT+PBic4z/At1p530m9F8uZXihKr0oB2njI0X6mDQHgLwfnlWtEIz8ewfkvny8cbdsqbnucrM2NzyQHjEHZjn5TFb9QWWBqw8A0mmUtKWk7nCZ2RsQG0zkuYn3YLy4wu2UGuipADheC7lLSWMu8yjW7ax3lOB1041AlbqG2dNKXDrgRaKXNRxe8Hcb2WvKD+Hwjrdp9mTpcWdguZupD0dl30tp26LIs6ubEMJGtnMF9uJJNz0nGiwB/3iAq0iEDcmMZPLhF+MeeGukc277xE8IS0nqnA6VkK4m4/o59vvVdn5M7PRC6L2LdUkIW6xDY6FmN8z2CCzvI3cBHA2uxtld/uvPg+n0iLrnDin5tGryRlR87GHNcjCihZbfJAP091V3Q1M6lRTsYzHG3i22D41rvXCfefU/VVYazg0NMPnuA9JYL4BcPwfMcyDLxv5KPtz9Dfgsh1IhkuYpy++lKQhJiaFDLso3uyCOCsL1KvgvrGHAOgTnYhqNPOiEWQtsiMISfawhUFgrrM4H0fa2yeE4lbM8H5m/7LZhG1Nb2fZXJKp0AOszqNwcrjamcfY6WY8ZIKEXeOk7FhlLOpKXWqOR0vFRsIJjdKjrO/chTE/tpYaAl3+U6ABwfs44O2+aza1mMjC8uWscY16TmqWdleOhKzemDahCxXYq2rhNvJT928RC49Xbw224HP7goqC7zfNDs4k5lLeOj8TmQljQkj9h3RlecwfD85z8fhJDGv/ve977HWqbtdNfpM9hVK3X0uxTgRTt/+f0Q6OoS1DUt0zOq1Y9zcQESL9z1HLINbEWlZJgsnG3mrwehRDSPyX/Rlh9NYD0y7eB6EQSnawCzLyixae0qOK8th6YjZ73Ox9kGelxMl/k29GK9Dut47O+x7dC1DRx9X8mldShD1ZozgHzV09DdGYca2452AqToMchy3V3IN98aJ2WK0cTgplnJbAB8sQQ/OvIr4n1cXIZqS7UeutLfa4O+ATlGCHDClowh8MVf/MV485vfXP2dpserZm+nkr8NIBTAwH5ulTWjozDfgKLdwC4ofX3b1AdKgA02+dZhwAVDLMQ7MKaAzc81iW2Zc0PX/yRuIjcNm0uWCdtind1kv5d58Tw7+WPtuOQTMM5lD9I0xd3udrfjLkaF3VTyx0Fmx9Bt0yc9zrFWrmJgLYvZIOwnJiuU/DlNRVAoJW0f5BHrb49tDiTrO9+OE0PE6ozYPuingl3TiMW4ztuxllOlk9Pei8UCK89NxDHgnLfuQprNZpjNZq1nP/ShD+Hqq6/GfD7HV33VV+EFL3gBPvdzP3ewssRiO5V8ztHrHGjogWqisuyajjEAcgcmVh9GkUY65me9TB6bEECm9KO40JXj49msed25Un56+WXi98Mj8OUSPMvro+VqjAT4OIcG7OmfQ993oY9b3KbgUuRNin5oXYZidFLz1DfEPjkTyOISDc88a7iybUvf96HLrb4boC31OK51rkN6vn3L73Wd8bfxoDEhtjSs6wPFYEeufdz4QtrxONax43x+w1gsFvi8e53Gpz4z3EnH6dOncXBw0Pjuec97Hp7//Oc3vvvKr/xKXH/99bjPfe6DT37yk/iZn/kZfM3XfA0+8IEP4MyZM4OVJwbbqeS7oEaV6356MYgKKhtIUBHS8B0MDtZ1CXA1ELBLsCDQb+PiOTZs1LdzHsTgbxrB9xwLyUChH4/7fOCr5yjo6VNg58tgN7197nIlssv3MPnUOZCjhfAfXSwFLRuXfZgMt7lEhBK65nnRaTwMpTCtc3EawtrZN/9NwSSD+7ZtzIbVVy71b4P/dnRZ+yiQQ8c1GGN+Stko+fZdst6GUPePrpt70/N94mE2IQ+65KG6+XY5MexCdtHZ/VfToU4IVqsVPvWZAh99z71x9kx/mXz+AsO9HvQR3HzzzTh79mz1vcmKf+2111af73//++Mrv/Irca973QuvetWr8N3f/d29y9IFu6fkA2bfRFfg43HBpJwOnkfH2AGj0DUImGoBcQSlVZuWHooGMwQ8K2XovFkwBh4HbBDLstQWdo/A1oLAyJnTIIslsGStci/vdgYX7z7BZTlDcmECQktBtFiCl0o+IaRmhBjCktQ5INEyfvuO6yEUd1MaqlLnDTZ2zB0T/aYaIGequ6pkdYHcKDjmm7FsPkSNH61u1vmx5lgYU7/6no3xWbfBtDGgxD//9fxD50f5fNAJiUNOVb9LEgW1LsZyFtpXmnz1beBM1m6lPk5OfBNM7WWVPZr8Vhl9fHW3lT8kXx+qza/j/cZmc/ggcet6J/NujM+mYUo8EzD3JbZJ1zLg9BmC02f6b15YecR69uzZhpIfgssvvxzXXHMN/uVf/qV3Obpiuyk0Q3eXhIZTHUoYhDahNY2Vk9LRNcHUzybaw4GtfaLMcoKW6ZvYgXplYrCQyf9DaBFD+9GxkYiikIyBo20I9Qg5wFJfCnZ6H2Q6NeZzeNcJLnwuxfLKOYrL9sD358BsBiQJSJII37/JRCyUpjYOKYOOUItryNiGZ3443guiWW2lsV1iylh3VdFcS6YkfB613vXfPxGbXnD/t94l5v9NzwAWwwMxfu5cJhNsdxE4X/GUZU3W0la+XfKJpv603bvRTS632stVByVvkiTiXfX94A2+OT/nOPK0LaGkex80EwrKM1wOu2XAoHNnS1BwNti/rjg4OMC//uu/4u53v/uANYvDdq2eLii7ZBPnN0m6cvtqE7LPIq29Gz1xOgqGqHwCrdHBWKdwUC0jg6a7/mHP9yZAmhrzWl5GsLiKITuTIN+fgM+mIGkqNqpJAlDaGM/e/nVRZfZcbDYu/IdQhMo28Cla3RXVgbnQo4/01+T7bNmw2n4/NsUgpP11C29QusQ4dvSAu85wKW5SCeuibMdQ5drQd9PWB5Z6B40vvf6hWdIe889XltDyrGseGxC1hri+G+HEj/3Yj+HP//zP8ZGPfATvfOc7cd111yFJEnzHd3zHsZVp+911nEeO9VEnaIcBOcTxbitNj/V36IXRNxE5B0k8ri6O41hxjGt32SCEgAcdY/c41u/TZq4jXyDMDch57GtInxKwCUVi2XgWewTsdI58loJNKfhEKPagBIRBhJxHCNhoV6ahgwI7HH0PEqsRgg1TCQbXK2RO+FzNYsoUOP2q8m+q3Y6TCtCFLgpOF9/9oZW6jrKykuNdy0No3G26OrrKeEqa5AiNdSsinYarj24o8YxR4zwdcFwPdYcC3G6AG5PJGwIDBxuAyD8mjY997GP4ju/4Dtx666246qqr8PCHPxzvete7cNVVV/UuR1dsv5K/YQx2IdOliC6BRicVjnbgBED5r4qztS1y22pN2dZy7ThO2kK7UfRlWFHHtHS54LybAcmax8Ab7G3FOIi3Gi3j3Qm8D4aB2TjqotMJxStf+coBchwWu6vkK0KEMw7COnSnQRCt/bKeY7gM6NgvIDopAj8kYA0AGAfJCsGWY0CyAMhhgmTFQTMGUhRAwQDGwSvfeab8HxlvMiCsY6fB/OMJEjUoNvZ0IwLKPJB3EQSlv2lY5sQ65uqxz38XhpQNfdKiCcgkBYoCZO8UyHQKnqbCdW4+F3OUcXCX3/mm5ZzJkNCnrxuBtBs+YelabvkeC5QvIdD7cRP9yjnWfqcMUI+ZJAFBUQV7kzQV9mpJ9jDixGB3lPxSADVuzVSEEu+yeGssCqpgEEGPkYJOXQC44QrvkPLoMLIOkLrs+nFlF9hYSqoiEMH6Yigfl0FODUrL5gbMn7+nnQdWUggl4LkQqsHKZqkE8KWm5KdpzYJTvctADzMgW2nKusDsPMP8sxTTCxnSowJkmQN5Xl+MxVhjg+BrwypAdx0K7IDKqFC6h9mMi+/9ZXCVM4oBJIQVw+aPa6JvDMl3qP4cQkkJHV8hzFV94dpgxrKX0ARgBeh8BjKdgC+WoHe+AnySgi4z8NkESBLQPBf3XnDWnu9Vdtz4Oazccu0I7CuVzYYra0vHvo5aP6tYh/WfStjka+tzi5ghkHJVN6r4YPOj19iFgqGPV1M6fWmNJatOWU4yndZKfWkIIXtzkFWGIsv7uV1tEQrOUQwwPodI4zix/Up+0GLIuiuCrUlG3bvqEFovvWwASJKUSkXPy7R83/vS72gxIEkihK1ez5ALUIxUa9omwkUfty5LSgS3OZmkQjAul+UXIliMTKcgBQPP6ouvOONIDg7BFkvjhnR+a4FiQjC9bYXk4hLkcAGeZUBRiMWWcRBquBMgFjTp33ZdaejU95UNbt0ekQuXKVDVSynoueOgq0JUmBdBQglIQsGzTsnGIYY6t48BxPgbE0f9tnK5Nuwu2WD6LmL8BZ066UkkCTgrhJIzn4MXDMVdLgdLKegqR35mBsI5pssVcOFAzFGbtbNh5JHKp6pI9o+vMGcb0AZ6OZ1UnW65WN3Urb/TBTLo1nKqTqcTe3uTshwmN62gDWk5h7TnOxtNylPXukyB5dDLFLKGdwWhoHtzQfBwpKzBe3vgSQKyXNaGrB0/gT8On/xtxHY71rqEkL4QDDEgbVagrn7mspw0gWQF4kz+HZamiUlIZY1oMT9wg3WyR9tUJxpJUgtkLW033ajON25gf5H0p5aFhTMetnitAzJANymP81V2lkkKTCcg81mzf1gBfuEAbLEwtv38M4c4+9EV0s+eBz1/CH54CGS5sN4X4lIbmyJpL6dcVGprkJF6dChYrdmescDbi6oVKvOVjUHExxYVuiCGUlS60pTzpCtCFvih6TBbadvaOXAzrMqrKJpUR510uk0bXaluKQ/oe8liReZz8FN7IGmKxV3mWNxlhuWd93Dx7lMc3mVaU+JOJvaxEro5qTKvy++98RswrwH62qevjbZy6m0XI19d/RrSjwbY5DuZTsV62XhY6f/KSu2bN+28rfIxRLbpZSrTkaeDvZinIuaNsd0MdVWfI/M5yGQiGN3Kf3x/DjKfgaTbb/cdEYfd61FCAd7e2TuP3lX3lohdsLQwV1Zs5btW+g4LVsXjW9R/Wxlr7IVpCZ/OrEKNRAI3G0kCbhA+nPHyjgLP5R8OliTJ7GB1CxqcAUmpR4hSxQuhvCVJo59JkgihWLks1W3AzpdXYBvqnHz6DiS3peC33wGeJOAXD8WjpYIPaIctXmu5xfKWJP8/e38abN9y1oXjn+619t7nnO9wh+TmImYAiikM+VWCA5QQCBiFUhIoXqClxVDyAogMUipIIVLFEEqGGKWkqChCEMEJIYCGikpAA1gxQMDf3x9VEsAbArlJ7v1O55w9rNX9f9Gr1+7Vq4ene/XeZ+/vPU/VqXPO3mv13E8/46cB4bCClYi3jSVZD8I2uvp8lveQ0AyM2jrYP9Q8CbtO3YepZLSfVbxskma07kSvYnLxbGvVNEmHlfjWXNMYRg1yZf41yfxzPW5XIs1mwHIJLOaQp3Ow+QyXz6shOVAvOS6f4KhWEjduLcAfzNUFd551mdqvKRcJDgAifMrFBPS46Nz59n9sHkmfGSErs5rWFgDJHuo+Lt0VEhv+zHlWhcKt7D3pCZFVSHgEb1eMPDyAcQYsuvtbNhv1v5AQZwtwKZXhakq9B0QCEu21Jf8IhfxjpF6Q5VC+/CoZRcNk6skIHEHrEOEgsC4JGzwuBcDpy8hGL9pa/rbeiRFzjQmUKZSYyLpV9PjYelNVCgu/FaNxMcN3bBJ37wGbDcRqBb5YQKw3SlEyYiEPMlmSIjwWTthzK9UFUFRca75A25m28u7rgJxaV0zhMWCKR0M28tIxxedg7Osp7dLKk96DVhtKIBFpT6ic1ZDzGpxzrG8ygAGiAta3gfqSQZxUkLMaqLb3tEy2PVwhQpWTj1NpF/cj+OrvvOAj0kah3D705XhCfWJdtN6bBNk5+qrLGUsh26gCDMs3gUpmNZhW3qsKYBJyxoG6muaJPDC6DtdRdNjhOikUcrGZAmSOsJjLjPWmsy3uSW7skGs0sV0TBeVil9/Y7d6n9dOk1GQz3+VKrpCqULXLVRfKI1WIjmjH6zclrAXuuSl2ic+w0LzvSlLsZlEK7ULAoq7jXY9Tqb7tUQi9sou1tAGDM8iqE95rQMy2v8UMkPq5LPz8An3LLeOAoG7VDeKUhFgLynRX7TF5d1YBOxjbQmXGbu2VOlRJK7kVh+Q7DAW8piujh9eS70u0y0pCm2iyEXKnKIhXDvuZWr89njnwp7l1lS5nRxZbVs+64glrVho5CyW9Ho56DoJE+LKbK/OCiDTFrKeEWO7RPR67nJPQ3im8zq5uzrowTyF7PsZagAn1mzcAa6AsnyVyv8xzKUXA3OW+3idZFuzeK2IbtXV/d7guNMhBkbJi5VC9hHuC62RCKvu09pZJCabzWB6Suxyu0XUUHY6aT6WMTdBrtZmTVeQAMgUAKZLLNHMOJrfHGENScmYPv8WHCTyFrCwk+DYfQkWIfElnzlCNcLISAJUUaz/btlts4QkKpA23ym/eAD89UWE8pIRQK+kwF9IthSZ4GUZlePrYJyAnofEkwhDqdkwcKyklbS17C4gI1Zp0uFHpuTURYUZfpfOr/p1YkmpCmVltCtSl1xfbNOCrBlIIzM4l6nOJ2YXE7AEwvy/Bly3YpgHaBN4dQbdiVQV+cqLgeXvwAcJe6Qsg8G3vV+GxpCZ0jtrmg180AAzAGNisiwuP9cGLZOQBY4iGE+pQq07A9+0jm5/GyPK82m1LOSv7PBg74TxUr6sMD6l13Kq5ElLdtL5pgaZVnx+Q92cKiYI/x0xHN5tO1BHuYJCpyBC6jGHQ5/gzZ6MsAcGM3fYdmIED1V2HcP9t/r+LUKROIZFtO7Y8aUQBChKMyfwMwU4KaQjPPli+K7Bg2XWaljyN6gAo6MtN/gUiPkhJ9sgtsBsdogfjW0QmL6yhdaikxlYSvAXbwj3tGCQ0W0JpbA59KBcu5c5MNHYh7bj6YnzGuIrn1d6SYHvsPAzfc4ypdUzZC7517kJFcfA0FfYg3f20FRfX5662aOudofQPBIVU7GwpogLf6HlNJj9nzLtHktvkmMsennG1BrtYAW2LkzstTu4ILO62OPmQxOmHBKr7K4WARb0siFcKqtBHTF1AxG7e6OF5B8J+rB+U9dmhvDgRU8yxY0z9b+6f0JmXYWTS/WIVB18slAFjsegQy4b7wTTKydXK35bROWgrQQEe1Qn3SZfyWWfwQHCPoSKF5nWU2K7PcweP87XT5o+hsVmt1c+m6XgpA182YOsN5KZJPzuu6aDp+MJ1bHcSY90lRSv/QUbQop3u/xQPgClEdNjLXcGKmUh7I8vts/rgCLnJQi59ivXCft881H1npX5GtkDb3Yrns3pQ3JGew122AaGUIuBzI2mVV9HD322lstzI9QyyUUnSgLLSsu6yKoWAAOWdWW/UJTnZeRuOEA/GIR69CXaxAru8VJYXroRI1XZCCI8eTynHY2LAbAbdswFEJPWuUSbvksmdSnjm/vP0UbYtWK0UB1ZxyDY+544Kx5j2liLQJ3t6LoJztSsq5JsJgzlu8Zw8HCmHfMZuiw0iovlX78Hbzt9o7/TIYmLMY1xt0X1wJdfrx3SbbCNLaKwI+961xuRaJcjL83OwDgP/5OnuLBESfCNRnzfgdx9ALpfbC7F89wToumY12NkZcH7u5GGsqhT87q2bYKs1GGNgnhuyXWXrkDXlXQ30W+cSBZQTvTYGa8S3731eUAo/EhLQ0I2LubIw2jzDGiuxXG3/0QqN7m8stE3zcFNW6Ne2NLyExBCVFE+KZSxkVaXCY1z1GPvB9pRL6Ugw9pG5B0Leq1W35ptGIQzNONjlSp1lTaPkqQBwBPp+ENp0hdQWQtcpUcZV0nFY8oPJftxwdXLj422iFCkB0bY2ejYwxVWrsZe977i8Ba46Ke66wfN5Cb39WFl1m4K3bDsYSZN5JIZBDQR5M4ktaAWJ90lBiVa90DJ411e2KXDoMsyvZ/XwXfMWWqNNsmkg1hNuP/K0b/PoCcSNE6CuwSqurHGVEqQplhbTeud1FccsRZ7PtSXc/sz5fIe4Ep3HlKT4TjllVQVw9/6PEau4gk90fsmGYxMod2TNiwr5RA+jb240HK+rzd3zzvk21wyPjFfKvu7qC65JPbfdWIaf3Y59v84I7SCFQ7jq7coWl0uI+w8gNw3qp++pnw/ex+J9DzB737MQd+5CXi4hiV47VtdgZwFLflWBzWYQN07B5jMFFTmrR2eHr2z1B98+H/DyebHPbR4YwUjfepBsVCVCm6tK7dm6VveKnJ4Ai0XH38xzwdpvBiiBi++E6+RDvmKDJ5jesBCUp/03ujPdB7hgCfKMs+BdMEMeIgZtYhq2OdQ2/VFVRT2PUkjIy0v1o8N2OAMul5CrlVJiHxJLfivL/RwzHYeQb5NPGPaRD/XCfK8kOolRX7+BfZd9VI5ntx/k1Z9A3j4yPtzsUo7GMXl8nCEZDgXIKJfE1E3BhjJmLlx5M2wBGDM6Kbd5FUabJOUacHucIn1inKG5UUGcaje+YvY9w6ceqpo8TFsrd0VyK0KKAhl1hi7oM8feTe2HV6AyhQGKYGEIpjEjQOoFZS4F3LnvImUyx54atEULelopS2ofYU16lGkn5axHyp4I9EuuVhAXF0ro+eAzwAefBZ69C/b+D0G8/wMQ9+8rAUh47nuw66oqyLk/HIx18LvibKZgeOvuoj3CXmGzeqvsxVDbtAIWWDP9PshEOUtSsCoOzGeQJ+pOAidv8pXX8z/i+uiMItrYw7h/bTsNXcMHxh/FQuAczzrHKqRs24pJiIhKkFhvINYb5eUQAowxyKWy5Cuv33GKhdfkpuMI1wmEgngvhGIcUSxto9wtjn2BNIsYE9pRtnYKVm//bAJjp3lEIpY3O95w2yDHs4aVhXrxzOBf/3jExsrZVx1ixVjvwOtdviMFLSMUw6B2wSHm+gKuzhLkyovwUVQw5eE9knjgBetjBJczZ2ByHDoSpO7AN+eDTJymLJHaYI5hLJzB8qClspssxVq2aRC+qcIeZ6Q47V4AiSm5ej5T5qeEotolTssH58pwMKsBIRTcLUDLPTLbU0c8FpxBziowroRQyTkNacyVhxJrS/B7y8CxA+rntLtUUFaq34xzyJhRx+S7KUuTWzwuOdTNkA/svZp2yU3W+tT9pfK3XoaJyT3mfSw6t6xptmtvD8bFfVCppNljT7w9DiH/mq4pRhTmNoWEcAo/fex2jqB5yCQlkm+QDBW3L4jEI4c7y6USF0NdE4AOFYhxoUL0nqPr6ejJUhz6vXFVd7IcAz1kYyPA0BY4xETJg/AK6DiFfPP2NiHBxDZmr/8q8cQrysxdISi7BMrvq8noQwJGvT1GyWMWhAh0hNBMpCmC5ahvfBu+ZH7Hb93qrHa1whnuk2Ph9z4Q2sXXEnwjlPVex3pL2UOeZfVh8OXENemaSyekHSFJ2PcupQ25sJWiEARlahkT17mU0mnNHyLQmGF2Xfti+9zsR+q9FalzR3yeVVzN7USvWDJ1YyilVOhWQqpERKpHEVB91Dk8PrSnVoBtWkhhzBG1n+a9GIN2Z1Du/Q4J49HvUaHCHlnbKiXK6rMUEqzUUdn1a7A3PGvbDccp/N+n7GEp+vly1TMCADBJyDTvRYzfOtaIlLLPlZCXl9vQsWsF96GgoxDyg1YqT4yk3kyMM9qhZcJaqgKyBX/TrTuAjHQ+G2AkUgA2Ko9NKQeyxUyDbTQYU0+2u9r1XoDxyzYSz+pA0aBjUrOxIT9wgdUIls+uu3WgHejENI2tXVXAn3gC4mwOtmnBhYRcLhVKR9tCrjwHYOwwZhyz8wZ8uYHcKFgzMAa5aRSyDEU4Ny73Gc1bDDHFbqeD4Y/eCc0TRaA24ex8iC3m490cMhHYP96q1LplsX5TytJrOsXY47obIfTMIAFcQoZ8RiZqyKCdAQjeUREJe1pbvQF/THnfly53hlI/U4nRrG2B+Vyhp00kSUSv0WPIGAe/cQbcvgXx7B0VutOBjsQ8J1JKcFdCfi/sCsjNBnzVDO/ZoPDz1nFDdqg7rWcf6Xkx2uSkbv/71ispjKntMNmbBtg0Kkyn0XjtNjSqvf7YVpmPnSF2nbag7nuXaowwX9HPU5C3+met8wZQiuRyafC9dvuOFEAEyamvg7K+7bZ2c8IWc4gnHwffbMDmM/DFAmK1CozX4SsA5hE4tZxjpqMQ8gEMBQ1b4OiEoFFWfveZc/HbccIuXNnc2TWZHkG4GVEIDi4Is5luyekZyfiL8UcWMx8x91js9Qii0LLguJA0RBvHKpcCjNVjC/fIGm9CjA2F+tFlMK5LmOYzJWwbcfjLF97G8vEa8/stzi7X4Pe6w2u13gomKRbAjuo7K/CLFeR6o+pbd20Snrh817ogCZPS3zZSbgXbCkWu+dOHc+RQ6O+O6IR7tT4C4yYkIFpIWefduNzBJbq/t4Tq2PiZFJnr5AucbOhTl9Jv74+Bdbdb36bhwVBgGXcINyGhTSfGG0JLDyfps272+QjD+r3PdryALeaQqzV4XaPtoC6968hUEEvwx44vyts3IW6coBIC8vyi99ZFqW2BpV8xka0AW2/AzpeQnTJARe6R2lsoxVbJDe0vu732+aKtzJ5zclux32hCaTOkUHtuvVFLoRP4B0qly8PogZiM12mf6Z3hyskrPd6WQbvMJrHwOrDrMOE67bIXiy0EsemhMUPHRuWP+UxSzkj/klB4+bdu4vLDb+Ds4lGlhJ0swFoRh9I8YGoLheuUKOMq6TiCsCKwa1Lf0uYSfgiWo74MWxhJSq4xLKMDId/S4K0DWToUgsFlIDFPgONAdzzkb7fTGq/r7w503eaRJd/GXu8SnSKXgQ3f2dYVZOAhZAyy+z90cYw11zZTZgxsNlNl6M+qCg/+xAx3P5LjwYfXEI+cAWenYKcdLJ6n/ZT2VncegJ1fKtQD0Spm2423U7myIBK1pRsAHUOeihZhCPM9ckdo/ijzY3rkOmQn0nxpax2z9nlw3SmlJHYoDiAFI0mJUVQL87I9W9FMoP5iupS6AWuvBjxlnEfLH82LFL1iRqKYUNjxErXfOHB6AlbPJl/SQ7u0b2j5FbdOsHryDPLRW8BioayuPlhDk4SA7BJ2fW2RqxXYgwvI9Vr96DXpgmQ0Sa95Yqha328b4cU8m3jV3QviqJMCdRwjrZi0LbBaQV5cKgOGtub3jR0bnQYIdQn3YYzm22fQIhUmR/MQ9YAaz3nXHmNg81l/IdoYTpNww7J5XqeGKQup1t5ijvMPq9E+fgPyZN6t9VncwHZNB09HZMkPMFXRqg3CmMrUj4UWuMqb6n4yNeuAJWmcpe8Q0qsqeHkJgPTNN0D4MAQil2DU9cUMeZLSc9GRWUUH68ak0UefZXOESiKRnccuBQktZRD7GLHkOPtq387IK1w+wXDxogZgNTa35+AXC6DiYJuuIidKD0HpvHNP/XZZUqy2sqpSF5V1a2Z7iAfjCcgHQvBCKMYBpg9fn6UvbV57qLuKeWNV9drs12hVWZfq8G17vDHRhvDjekYjGo0a6BsLv5Dbj2GMgpbobo+4vAclk85jvNCEMTR5iglDO4GfSiHBZkx5ztbrXtiXksXDNUKelNQ2SYH2bI7lYxUWH1ygujfrrM+bPk7a3HfDqiTkpV/Ih2ghliv1vr551BxLs0v1bMAHBp4ximFkZBTggzlScfAV5GZ3a0gb4vqQQ8ZUPxyeMvd5nWFNFS0kKjf/yVmj5tpiHP5AeozXoefsZPVMXYqmjSV2+C7lXNS8LmfPae/KyQzL5zOsH5nj5HIDPp8DsxXYuoLMCGU6BLq25Cs6bEu+3tic0bFbbRhFU6C1BeOIUOjVoBlzMx0SxGQc/myQWOexTsbw97NIX1ZjCokmXr5vo5vtssKmaDj3ieMGOOaSAiWXkizlCFey1yBn2NyWmD9vifVtiea0gpjXShkIWqEjc8YZxINzlQQVIz3eJgwe4+4kvtgYZSaEjiyDFqW42Lcwi5w2Xy7rlfZs5O7vvhiiZ8P4fHsJn+ddiuctROY7Bn90tycw36b1L/aMTS6s/0G7JkIyStEpeZ3gUyvYRe+larYXJ4UiHp/2tMLmJkN7UnftsNalb593FtJgXaKFuFyO88psLHjOhvyOEg5qjNXIYGHPnxQOCODA3km586Cvowt/alvITXeBoPZcEHKU+nYOPg+tb3f7t3k/BUQfqqIfssZzBtmtby+U6S4FbO3VnFVY35JozirIWaXWuo6OGMFdH4fQKyQr9nPMdNhCfgaFcHanF74bIalI3aWqKYE3bZaROyZeASsgQOWWmfK+NT5iBiwWG8iZhKygrM+cT65LNpt4ItXApW6MS4k5jNWnyZcfUKKulLnOWWch4ULI7aFrIeIk7xHKZVHms4mUfWlfpmCcXV8iyf4yIE5W+orwL6sNogZkzYfeCl2fb40SrZ/+MA5jvUXPnfQ+j0KwIl6oomSGoVCVzEMTNAuNiV4//SV0OXj6U9vShSLJGdQZptd04PKwazoeOo5wHSGBirbYdorHLSWCnptca9IVkstVOplpmGVOiYEsTVPLdCRj8w2wWs3ANgysBdB2iC9T6kpJzrTDJlLeL0FO6Dk7FCpjDWSEVuzW4jVhb7uSCQvW402eP3JiQm5DBYgoYlP5v/0+ExK8AVgrk0Lc9koZ637E90N5Xy7Ut1wqNX6OGPm9Uk6yv7csA8kv4+wsIvMIAbaBOsOM8+uY74m4DtdRdBxCPmiLzfXMOHMf/v9JDcljUinC81VvrCR4RPvdKW2fgoqhD2Cd+OtK0ErF/7bKZ41VZttidp/hwTMnOLvLUF+2YJtWIUbEcipIdSa21yf0e4tPPagIccATqY+xp85VCSQVX9HmnQeDohMEooLt8VLJ+SCMe3CPT9lj2wrU702jYpQbfUfE/gXs6rLF7LxGtWxUO1qh2iEMIch17kyZEztxM5Bj5l9vXSy36/uR0J7X1ml9DMSam8hnkXCq9HoduWip7xYkKSX4poG8grVtElu1mN9jqC8F2Krt1np71PiRLTjaAsEqO7xicy90HEK+CyvWlTjjcv8FDl1JxJ8tRSM4LB+TStlYVMZjxwK7YnKdUJoe2D5f+RaSQDCJypNoFiWNoW7UrZEp2LwCQwXpEPLJONkOkm0LrNbDeluB06clxKzG2fsl6vtr8IvlWMhPtTJr5AyyRV8YkJ9y+H+sntD/lPekhW/vS3JNJJ2U5yM7gT12mU2kMve7Jn8YeEoC9x+4wm2kByVrYoJqX7wvGVUn/1EhA2HtESMxc0CeMAvZtlE0M/JdBrJD/WgaYL1W1k7dNrs/dnz5FLLer++vsHi2Bj9fQa5WkE0z9JykKHW+dRajWFiLj3Q7XUmwsXMydi6UIqpFPve8ps5DiXI12edTiIRU50rbbpGtcryYE4ktVzh7v8Ts7hpsuVJ7r08It8+J4xX8n4t0mEK+JQTKto3egqcOD2uD2O7VlDCCUOJcjjDTCQCUQy4L7zaXbEHbIQxE2zNA42lpB0RoXnxt7OpinI0BNDrmyBgDZh0cnOtwG7WdaPluW8jlamhFaxrc/KMNqnWNk2caVHcugItLyFb02NdJDF+X22Ml0zwYUkgwNrTumf+H3h39T0CnKuq+B7axzuaB4rGi98/bZEFEDvCmM6hfy0nPBx+IF5Kq7PaKdWBdA1thn1SmR9GPPaM/L8W7hAQul5DrtUKgacOK69T53hY0fJ/fPcdJzcHuX0CsFNTlABHGOxZUBT1+joyhICP81ULOGZfvMDp4E3jH/IvEn3yK5QBUIuSFcH1+xaFScshjvc+4trFXqW4VnKi+sCzlXBzUOSFPTUqwBxe4+Ydr1HcuFKyrVmiP2JIvCyXNklDRDpgOVMjnGFzq6LJqug4ul/U2uBkJ2fmhi6lSyHRPxix4MehD47mgIERlEgEBv/9NZSL2AeKyXqYQsR/mQcjqWkHC2SEzTmGoUxr0s56xkE2jLrcyy9hscPLee5g/uwC/dwncvQ9xcamsjk2TFDozrMxwV7vIJYhbiBuJd2+lkdyu44GFOuPSLy3gq1C2qrdkSY2JnYpwY7ZxUuiYyDs8c4W+1LUS2ResqrahT5HbWU1yCtIupU9KxRulQ7kqZCkVl8seT763PuskZqNe+2K9ICWOs7x3X12Edf/+1rrZtY9cH6Wu0HMhS2rIg+Nrpy+8yGxDrI6SFA3LifBDTb4xDHm0qGXYFJAJ1HniagcbG1L0Om82wztYUmniHInzCyyeurM9w/RN61etWE2g65h8RQcp5Kvb5KwPrcU2OLgoDML5XeCQ7A4OxpnC2i0h6G8LHwtDPgYbey+ljn1QlImmW7adZdgLRNfLu4uU6noYwuItitHuJQC2kHjdXMlWgL3/g+C8UhfftG3/TJYFRK8B50GVKgQkjDFF6Sx10PtCLXqhvZuz0I3PFDz2UHspBzm1v4NblOXQK5FSf4l9YZenxzKUp2K3x/Ts5VhUU/rgEnr6YiQgur20XhtKl0dpoY63I9QvROLeA7D1BvLychtKoc8blqBcUCkhtMpbxOAmd6o1mGiAGlVWJuRsL7SvM5EAk92TlP0dCEUMdt42seDeFucX4H/0tBLutQU/JvMwBhzJ1D+X6SCFfLVJMq2fo8+nbg4OxkW589flzusFg8xrqadSj0O8ewboDLUJv+BuV2heOaNj4o+g2YyxsJih7RmQbQtx99728LcFqRQr8JQ1ANAEg1KHMVWYJZK+RC0pF4V7xmsXQkdueQltSd4XsXoBtzAcescO3fOUG1YIA4IKkLVeonHKvsvACqwFuVk7Q/+C1ueRUnEgqXuxtlD387FYd3slcs/1RZ/znWmphoEMhcxHooW4f59eFoBRxMWBUSs5WkmUA4LlFGjMFdJhCvkuOhZrwa7pmCwnzwEahCccy+F3yFQ4proIpYRcXFMeHTJfO9R2XTVNiQW/pmlU0rv6kJIAgyiAriMOWZMh0OFehnXFzMO8qKOUS7a/unpUGb18VlXKYkxM4i1GhRkK+eryXME5BZLMh02cHEsfsYRG37fa7LtoZ99k38AJFF0PwXXsqhs4SGg3Np+DLxbdrbcB1jpl7K56PaRc1uWLj/Y9O0jKJCTsA51ysCMvro+kh184nxVXP2cUmpo7lfJuyrqYQrtS+KP1TjhDvGXuYS376BjW7zV56TCF/F1bRCnCk4mna7bHi6wTbzOrDcfJSGiKHFTdb7ZYgM3McnyH5v6syk78f9f4mjGsTlQIz7XeJrkgveznhdyiFcTa5YQI8yFNDMMV+n5bZTJ91X2SK5UPn2cMbD43wocmumWZu60jSmD6I2E2tuZ0iA83lN1dQfXpPR5Sql17xzl2ATbZhWexqgI/PQG7eUPleFDIDAUzYUh988dYuC2+uY0KovTQrtGa34cAEA3ViTwzKMsDcxqiID+y5q0zwEwqc8qzIaIoJK69EVLw7b6G+p8DugDLW0p8r/gtvRTq2jhGHyOMqfncIZDZPs98XskYJ5BOvC3xc8x0kEJ+2LLHhs9kIpj0gpj3YDQ2bIipBSsxDkJegZ0sDEHWKofSfinATk/AF4v+f/+zxPHQDNFlcaIyZaew5GD+5neO9m3nxINPbs+9WZ5lBfTB7TFLAJMmrn/OYWoLDVwl/ZLKMp4ZMMxOmOO2QpdLMYYdEXa9lunENczqGVhVgXEGVs+276QK9y7FzNE25Tnz71e3cmodxD3yT6S6ioPdvAl266ZSziaQvUbNtjm/4459Y7TZ9EpOJrP+FIE5FO8dUrpcjxv7Pzo3ttBZKoZ59KyaGzarh4qQlON+aWVtwLMIikwKTVQMcgW4Qf9JLxgGA/srvX+peU6Rc1rxse59bu2j2Hi59pi3HUYSs1lFZZ2BU87XFLL5P0kJ3T4T4keHTDomv8TPMdNhtl60AWsAHy9aCo0EWPWedwFrsqz4aQzM2iizeS9QR+v1FXl6Csy3AlLPuFyWS5KgGdn0rvI85ZpjY49TTOAC0CVTRsbYIRQOhFAdpiMsZB3dZh0ypX981qu+8IBF2Kzf/Js6twOBcvg3qypgPhuvE0rsMlWQ1+WltM36P2U/sIqrOa4q9bcmnwXMVb6pIAYEVz0P3vZ5rOLmeA+UztheqirIW2cQt88UhGuqkNQLBsZ+tIUEnaAMDNaAVgSjdZrrOFMItBXxbGtebB37Qt8cqEQho5BTePR44EbPhfaxa26qisbn9PPEPUltr/nMUKAkGm9cQnIPWxrn+YN6XeE/PmXHrM/6zrn/nQ2xZILIuhzz1fAe1+0grXdXrgJjgzZFQ/qcjbCUR/Mz3/OMZckazDwnfX0+cEv+NSk6TCE/QP0m6w5FcqiI/UjVbWqXEGWSzfgSNuaWOSumw+YzQ7nIG3q5mIHNZu4NFhDGxgVZISepZI7TiBGPGRir+NZj4CtSH5AhBQ+IC7mhQ7+3oo3riQtJjvG1LXWMK6GLoDgNlANjPWhhji0WjvXpKNcaj5FXwPedrzxXk11jQxEqTaoqMH3ozGbj5wtDSDKXYGGSa90Oxs7Yq1EFlUOczNHemAOhvU0RsHrF3VK0PJZ8pwdsUHZhCNS+XHvtE/huYM1EPSt9vdt1EuWjU6yNsXAuc0w7AV/d0TEUXH17jsx7c0K0QsIwRQmx+ZFdlyekTHkxM8bcMUauuaWOGYuMy3aOLF7s2ye2wp+hJDOzLp9XztnkkCAfmeeccw7YopfBoRAZVRwyqcTbMj/HTEcn5AMYH36p7wA9xKKXGTiLCGi1sXcZA2pjs1AhHm2a1UBthXBoAcC2qlAtQKYyQqGYEG6WqYnC0LQVP3WMiSEVuh2MszhTt8pPOrhiz8YEIy2gcj5an9lu9MT3Bs9nK4LuPQfGkvadazwpIX3Je4xZ4x3wTI1erTjESQ2xqOieHGcT2FAYMMkMNzCJogiOK8proOabum1UoYtHLPeh97xfDg0+TgoovCWJxayelPA3H+Xw59JWVmrdPv7tscr75peFYJBjHhgKhHJMMfbRlPXErfMx45xLpezzghIRkCvD7IkEONoCPyUQeq6Sjq/1Bx4HFqQSh0zoIMkqb4eWMG+Ru9WMZckEJkr/bYG4hIUutayUcnPIFdpCtAoOntcHw65dvT6BeCqFyuQMkicqMCZdJYLGodAUwak0UT0LKd8fANEsucSQvxTvcQ7tunxi2dl7+hCIqmAfcx+vyUvHg5OvKdelfwgY5iUOWylVOEopCEEpAHjccVU1tJgyjuBlKiUSgXdNybCYhORCc4xS5oayJnPmOSeRNdYGxzMyMWlWSqlyJqqK3i/GAbkh19FVNPy9DxISrBVgLc9XMll3y3agDhKlzj9X3i37srdwFTKtTbuiFKjcHZKU3bwdxDnj5+lkoo4rFZksl1zl5/Dwic859/Su+YvOS1gstt6ZVnEHfUEcqypIfUYNEpT50GNEEeBT+3Mge89H5S7DOhDZJZOOT8gHhpvRtTFjk6KFDTg2b+6E6mQbz/tSSqAxNmHmBmGrDUA8jLdwlcQYdinUgT+rt3F4bdvLWIwzSOlgFq6D3v5MiL493lALjXKTKzgwpg5b19jqMejaUcSbYMKsmuRB9rHf80LDSQGAA007Wp+5dyNEx95au0XuYLDHRQg1P1KmCcIOXHJ1m2tA6RQSYBGlcwR1J5ztorRVSgm2apVo1baTxs8tUHSCm+s713oT0t0GIxdHooP9rColNDAO2WzA6hnkZj1+l/FpBztjQZ7k2g/BcaSsocEdGKlCjG8ePGW1LSQfK3l2vxT/Ee6+Me7YN/FEc1LbE0i6kkd3YJTwKYtSePh4iDoeRnrXSt4n71fqmep6RmzrYixiIOHd3jxZgJ2dQa7Xap+vN4rXbDaQrVB5ft1ZJteiXz+9gO/IMaL0dWDAMdHnzHV84LKvKBRqc+yXYR2ukO/ZAC6GSSvPYiIuaLPYO0KCJRhIBm0TEnK96S0R2da+1Rpyve5hH3t4PI0ykVGueW08m9fgt24qa2vbApfLvv3qAdlZ/TyH9PYfqw6xtcL4cg9bkTzGA2JctTMgZMvWdZmOJQi4rB4Oi75TcLbhO0NKqPGdU7hsmnFfCAdtkoDZz0ngQJedQGKPVaweu09tq/aBD3nY9hQ550Fun0VYmYp6GlzfxQRm3/5qW/CLFbCulBI+JdnVI5zLtnWHkGiBxhRAY8YPxsFvLMAfua3+Xy6VsL/mAFfCfm8d5NUYrUoLRzGFFhjOY+p8RNZ7jI8q3mbxImGsoZBnMkbmfmhbSMbBeOtUHidRoodUKxGhZ6Jk9ME5xx5ELOlSntWDCHoXHBZ7KceK6tCz7DGqSTHk8y6eYSsBof3KWJ6iNShfbtsk1D4O8Wk+n4Hfugn5yC20t07Alg3Yag12uQJrGsimAWsahdi3WQ/7K+QgaXm0RwRhzRuyxOjMNJ+5poOnwxXyfTSycgQWbAimbYq7mQJjCBiHrgAkA1ar7camHI52XVJCXlwqrZ5yIFIFQhOtYj4Hu30LsuJgyzXQChWf2baKMYbqNYVWq3+mIuFti35HY/ZLm6H7cLYNpCUpwhFF/aFfxa3BQFAp6dtjrEEpJFjbdmX7i+3L1mSPl5SKmY+E/IR1BxhuXI/XgdA2KWQHa2slOkqPNdJXpFb0BIcUY2+UPWZ+fGbmfH5Ekba52m4r5t2HwXIAta74gwuFsrNp8gQrbcV1ect0Oxx8Q4fZmG2PYuNzBn7jDOLxW4AA+F2mEvq5Emj0PQYSOmyv7fup/nCMTaDPZK/i6MXI81FF06HUk+tOCEUTEr0AOeLDPq8FrXySIjWoSyi+5vqO2P/RPFPPPIdSFa7IY0mXlrFG1x8qWytthDDCkeAaEvAZt4xqecKt8pZtvQ0h2YWdLCBv3cDmBbewfmSGatli9mCO6v4MWK3BNo06myuuDAubTZ83IJtmOM+m5z96v8h4nL3r7xBC0wLUSobWx0sTyzlmOlwhf9e+IO3SymBICm0FNI24f1VCrFZ+pqYpwkzFxUXHSI1DVguiOWNmWTDYfAZx+wySMXDGgPVaCVPae++Ipx4d4K52kKwHymqorMa2VdfhxrbawKqq649DSbDa4QrZSQ6x8FmREmKbXXVrb4Zcb9wHHaVdXitX5H3TarttkL/NKYKQFgCYa14cwkQIxYkzQHBD8XAIUrGxcwljDoWP5N7eNJD3H6i/ffPvws72CYCueqV0HrhuS2vYk8AYA85O0TxyqnIJNg3YuuqFK9a26nfVWfZ1+I5LGPNX0q1FA1LSHl/LiOH83H7eLCe2/uwyInzES15Ixq6dmq9QcngCIT+Ms/ESDPFVZ/lK0Hfv5UgZZn9Icdy2xzbC5+01oNvjOB+c/MXyRvkMNKN25IQe6Zh4zoYGqFzSXjFJUIQWC4ibp1g+McfyEY56ySFrjhljqC44sG7UXuQMjHMwziF1qA6gPAWtUPu89zIZa8tpRLOMBGa77X2HROXzCkij40wv57g9Focr5PuIcqj0/weYQCcUkheqDYEGwn4fhIEIyA1Bozbb7NpYq5W/jlD9VKprtKcqzo9tWvC6Vta8Vi11JgSkXvQU60oqdYckyRJuE2eQG9mXkeSKjx1oIYu+fl/KXhBzXgpDFdKBPuwom5FS+2+1p8+7sEOYzDJdVlwK9Qe5RwBlXCkAXbtZxb2uYsaYsQ49fY0JXGShyWMNtva3uFyquU9BV7LbrQU0b1tsFIFNnQABAABJREFUoVUL0pbBgtA3eTLH5mYNvhGoHnQXam2arfVeP8h5f+Oncz2mrOvRu9NCZnrLKrENfaghQYAlKf1OoZWwL3wKjP1/yMIc4f2sCvBQrxJlnj+EuXGE5BXJ5wHS+It9ZsS8xhTPkpm8KhtSueMyCMYWxzOsriHOZljd4lg/wiDmQLXh4JsaTEplgNPlCJXnxIQA5DYnJLjCnUa0xH24a0PsNRWh4xPyS9M+XU4Ea3aWcFuQGFcWA1kxVLWylPZWAsrhVYKkANjwsiSnhcsiJfil0U7GO9ejYpMwhOFEeDPdr75/KW1KURAKw65R5mN42RfRalqaHMKdtnbLqcgm1HGdMvbdPhfzLhyhqsBqCVRcIQRxBsjxPQ1XSkUgiPnwN4Wk7Cyw47XkXK85++IqxnngNUuAWdyncGcbGPZN+4BEdfWNc4gZR7sA2hMAkqGdMYgZh6g5WN21S8rhxZ5SbsNzXG3PNmwcPjSsTUJyiALoOuLIlZlrIf+5TqU9AddUjKbg/UfRdK6JTjtQZq7pmq7pCunA48k1MQlADiMcXdGO1zSm63AdRddCfirlCk2jeGB3OW5YNYL1pBDTkkKANQKsBVgjtvH/UlwpLm4aYgzBZS49yWkxyo11Pyba9QHoGytqIqKZ/OYLySnRh1QkmCl15ygRtvKRsga7fc7XEnwjVAx+0wKtgBSiu++hA487lJst+/6ZYUl74EmBMQ5DfO6wbfvgNzGEJsCdQ1Oq3yl9jKH39M90tEvPQAmDgBAqjG4J1JdAfSlRryT4WoBtWrCNkRjdtFuvr5mv16FxDYxF+/bEXNOV08Ml5McS6wou8BFzD5W9q021iw3bNKgu1qrs1Rpy04Hk6xhxV6x2ahtikHA+CEuTRtCXboxzclsCMfeD+wGIh4MfA5sWsgWAjsDkbsDwd194WEkJokdQDn0fRWOIjfsLuoTBIARmYtJv9j4pJbCkHvzU2O5MYUVKCbbeYPagUYm3y41C7GgahcXdJd72yFp9nsuE8djHfJHLJ7bFRJRKWetA/nngi9dPHBPpSmaHhzfF2uFpE6uqHs2lBz5wEeNdjLvI04FduUIpJB33RkTnyYF0FXunkMdPNg34xQaL+3MAFeqVxOxeg/rBGny5AVtuVF1CdPu23UIua6jith2gDJNkFt+ZTkkoPzASKIOMcxw+Hz89XEJ+jLyJbrH3KEJnwmEbVAgcS4qC5lNKeVlvwO9fQnIGdrlSCC9dgnKfBFniIikXGcmrTlQFcx6it+8SDtLUbkjRwQkmvgdkMf9srw6wHa+R5S1DKDTnJbUdZr1mwq1L8BAtJKrtLY6+JL7u8O1hWUNDG7I8Otu5/d4rDMWEsJhw50I9odbjqi/2rIvaFuxyhfruJSAAdrkCNhvI7h4O6P1uKdJRyjV2pKynUMJoLFk1VG/qmg4pYpR95lgzRcPrTDQ417mXY0yxiNV1J+RzlSjfuJUhpbyz4dUWiYm19r0YznyIUHttxCCi0jpE6bLe8fJYet+cCsx6A36+xOJDc1SXAtVKoL6/Ar9Yqwsx11shH20n4EsJbAzYZeNySaZx+X2J1UcSvpRC5S7DOi7lxqbDFPJDAlGycOHahCwBAWOsubsu5BgxnOBhYyHoRA5rL5pP6kESIp1YttlAnl+o+lYriNUKbD5XlpBm06HGBPDLXUIVMBQ6Pe3prULevjguS5KacTXpoVQ+65yLaesbCqnWDPsggOURCIVv6TocgmB0jHzkW6ehdgfLS1MWoonTRr0KVUdf7haC7/QrHV4FybeGtg0dHnyxvTNYg7Ryt8nQVvhABuUmjsu2hby4BK8VJK68vASaRkGBdpf2SSG3cpVPKBwITe6/BxCEo4YEBNEQ5XoxbfjKmOEgFoLiUzgotOs+d3Nm3nOgPndAeOaMJePAbKYuUuNd4qc2BDnWP2OsA3BIr1PzhNB4pShITqF3VKBHaQ+9M4KqtIwbRJKrFfj5JWYf5KhnFdiqAVuulJetaYHNWo13h9invdhyvVbjrEN3BoUOjVRJvEN2aE1aGWEMRx6q/pyhwxTyd0T9ok45UH1auWvjA/5D39WOlDaUoMAhoS+GEusN+P0HKh63FUqw10yjc3myKlyWt+7YoVZVw4s7QsVRLrJKJd+kcAYmLSE1pf/mGjJxl3MP1tT67fdTra2OectawwY8pht6EGqceDdG9qUug2fzLE+xdqfA8HUvuNdgRBCYTMHyKTk8nWDfdVZu1C2aEB1KkM+VP4J51EKwQzhOtWamWGV3MO6TkLYoYRwkD9wOLKopntcUwZuz7c2qjHewq5v+fxdiTLbHmWfCKkfPvDRPHxk+O4Vs3gglrMv7D4D1RjkqN+vBJXtyvd7eSt/dG8IYUzDdul/aSMHVxY+9XDKoN8MjK9tyMskOqZUcbQF0nRJlXCUdppDPeBkt0TyUtJC5K9KMtFRCj32Ycjb8PEXA1JYESttEC3F5OahjGIcflJD8hz0B+z4JAtMV30kNJwAQ8igEaQDf6GGQ1ue9ZadrM6kOn1Wq9DrLpdS9ZLvqg2UbezU19CMmGLo+s/GiE8i3poNrvWS42wSeJtYbsKbpL7iTzWb7Za4C2XWaAnl7EGSHL5g0IQ45KpB23uTwM2X2+IivFgrtVIV346Mt+f3HVt9S13yW1wLu/RxU+lznVWDMKcqrq9wI2SE7sm3V5Zmr1TYcR5MO9+vDFTt+WVV9yCP5ok7d38Q1wVL4+RWRAINIjsl1l3PMdNwqyi6oCBZz4UWxqxh4k2w3qrnphcxHFRrVc9wbpqcjsGQcLe0SzWVH80YO/4MSugJf0j4rQVJsE2y11Y/gARg0zdfv1HGeOC8p438ldJX8gvPdraF9jXvp9hfzju9oXnW4jS3gA1sB3hdONMpnc0Ui5HtCr+m46DAt+dc0pO766p1Syqb3JiQSyiBaDKLxlQ9hotBDTSlK4i6hWne0blLigYMoUKlW1gL96VGNKBTKfTDbYvy9j7saju4+iH2G7piX6pUm3/yXptLtLwbzmVhO4vM7W9eZyskx7bPrcB1FhynkS4G9OBkosfYurdj1Xn9NduqmpwizlVH+boSAKN5zAYtFjEFkX/6k44pTYRWpJAz4tcGhlqiwmO2M1OdFF0q+L8Dx96GTnDCPMrAPbSxtxmhWL7NcajNC83QoB6UvmTa5nAkIM6H5Kk3ScTeGRzEBMI5fTgidGc3/IRgldgG5bCC4BNe1kAAT+WvfofjvZIytMrLqyBD8JwvPLrjPwdeOfRZDCfKVcSRU7jKs4xbyD7P1ocXGLNdjyiHVowoQhS1HW8ab3to8oUOL6aQd4mYxy9oBAxt9F0QyMfpHQR2x66T0gWIVMsYwjwFnMCq77znUJS0PEqJi9TnKiD4TbUcOFMt0d68XXWX0oMJ3Trv8jL4eo4pm4kHmh9kMKA+p4+lEgErgYSHq1rS3nEwlYDDfuxBwffw2No59AnxCeBXFy2GGOpUwrLjKz6QpN2cHy9VY7FDzrWAcPetSdveYZK4FKR38ntZIu6C+fTlGodG54zAKji7rI5TpKqscL7L6acsh1L1gnOHHJvA/l+kwLfklyeValokb3CdchTC1QyglpVx2JQ/PiNBpWsCS8MP15xQ86oEglBD+YDLJKZZJT53mWiELq8MCrN8RQVMjJoTKClEgITjvoIy8Q0JzSfAGtel7ZFxfoiLd/59m3aKXa/ChtvU8E8xKt/hQwUM2gFZkXnYUTYI2959OhCS2dW9CQ6AtO8Gon1RGofZMuVTPJMca6OPFu/wOp8UYas0zTBhjp3fTLcBT2t2/T/KkW/+H+FhgL3nbOMLv11DTCWvIrNd1Z4Qpp5iwsN0lZervCL8rYWTaIwnJIEpchlWgjKuk4xTySyGL2AuaCD1HukTEQd5b+6KbK+Hwd77vsBSkXj5jdrnUBrfjeymHkakouTCsd2G1Mg+DLE9A4rv2eNs0SZEpM3fJh3Xs8DMfteFFUw6fqW0Y1EsJNyFYkEN1mJ/lzGus3qkhGtpz6huLkod9iiITUKJodTn6UyxOmziXexKUgl6alHEbwd6KrQIhpYJv9BkyfIY1rwBuKROus4HS9tB5bb6vEWuCUQQahpJQ5xTKRLzxlmPS4Nw0+pIIeXsMJAqF6xz7ZVjH3fpUCoTQpJUTZ0rOOrTWnFL3FOEyRGbYU+qBROlr7Fkv/nnCs/tiSjtyd4+IMA+TrI1sAk61t8xEaNqUNe97Njdcb1SOcefAVVIqLG5u+SHyeH72hp4yhcz++fphf8QdYx4Yf8YZbT0eEvXraiKfDPRvIHzbsI2jsyAhzHNU0YR37RBfYFSWNyTL5wGgzHmqIS2HYmvfUY/dV2bCMlNpX2fiNU2m47TkHzr5rF4+bNmYxTDkJudVlldjLzjWDnfhTuvYx3v7oofMqjKJrvpOgEOmaChVgoXOsSeS7q6gUm8RNfnDQ7beY6GJ5jM27Yo3TdlHGtff9kSntDMUwlqSXOOXU88VnRGTLmXbJzGGQ771VkgOUQAZp0QZV0nXQv4u6Ch26HOcJjLvASPetSX2EOl6jV89Hbqiekxkj2W3p5UF/yEJZXgY+kChUnviObS3nLf/xujAx6cFQ1vgIqsSZVwlXQv5OZR7uF5FRrqnnQMEgBSKCbQpVp4STGJfjIZXW5cxY0BVgdfb7SNboW4M3Vd7StQTmstDEiD3kWB+SP0tSVNzBXKIOpZT4+qp7zm+Hwk05s3g+qOqApvV6ibRjboNeHQxEbVtx7q2QgpOTtjqVYxDStL/PskzHkXgNEN1VhUYWjUseo0zBta2EMtrj+nDRscn5BdLjqIhnYyIMYU4kYJYsMus9NTyJjJaVlWdgrBHZuBKtgV2f2DoZCxegc9nkFL2iWZ8sQAWC7CKQzYN2HoDsWKQq9VOm7SXMKtUKgXLOXomMcwhl3KTXqe+66JjUzZcgnpOLPi++2y1jVUVINlWiGccbD4Du3kDjHPI5Qry4qJDfjrS+aHkUrnW82BOJ4bnlKSSe8XOlXOFWyUn5Vvv2eVeBTGuznAAaBqwioMtFmCLOeRyCdY06YrsgdJ1uI6iIxTyMy1xFJcrgWGwqlKWHY0U4Iwv9QknY6za0eeD9joSmXbBOFNQCgwrwIicsZCew+EqDspExqpDctisBpvPFQRc0ygUidMT4PZNSM7BNg1wcQkmJeR6fRhCQE4s8OD9zDwRCqUecKG6ci2HdhumxgaX8oaUiFEOCXa+/UhF+Erpp6+O1D7mjKNW0H1k5x7MakCIgYDDThZgN84gZzUY50oA2jTjtkfzIhLaT4UzJJcVGeeuHtNwxebzAWTlTqN8pqJDkRHxjOf1Z9T3Q89l54SFPCQFkLo85bCqAus80JIxYDYDOzuFvHEKxhjYcjVGNztSalEm1ObQbGqpdNgqyuggdqBqpFjSfC67FKGDcbUZqirZBdiHyBAQSZzZ/iVcji7YScA/BtbnrO7c16GyS5BR7wAJg4ps4CinK4z+btdPVlXAfAbMZ8q6V3GwkwXEI2doHzuDuHUKnJ6ALebq2RwioxIR2q8FqWidfPqcpSD2mM/u4xBxoWoMvi5kTdtlKEBordv1khA/InO+SwtjNx9Fxj04Lul1sPlswNcYZ2CzGcTtM7SPnAKLOVhd5+1v0l7MGJMSaD+MK4XIaCObz7dhSrn8rATF0N9i4+qTH6LvjfnGYN5ti34u+S72DBkmJu5PVnFgVvdrmdU15OkC4nZ3hs27M+xQEaOuKZkOW8gP0eiAS4SmzK224orx2bBTJOHLuKxiVPDENk9+nyYUsqoCczGblIOVakn2MeVcxsr4NpGO8rjuZ1WBzWZgsxnQKTlyPkNzc47N7TnaG3PIk7n6PleACq3fDOY+VZByK5kUIdJxaI0Lj7+bU/cEKibw51XubocNjxcbA+q6DvV1sA4DoXGDeS5QL6mAhH2QyiOqaijIMQ7MZmjPZmhvzCBP5mrvh6A0vU2JzZvDoEErOO1zx3OMd3zb4IvakMMYUzywFOXw7cA7ZZTFcfmDMyJyvmfNl31WpvJVKrnO2arqzzAwrv5ezLdrfFaXMf4cAOlwnRI/x0zHF67jIsKCzMoedxHnAFfWfNmXm15MNLbaw3yidUXch0ntdTGWqlJj4AwnOpDNMIh9nBD+wLtDTyt2jAFCqM9nNdqTCmLGwDcV5GzrBt0Z7cO6cmwx4SY5w8Umhr8QxuNoIO80pexTfoV7espapApfug5eAdxaJ3UFsajQLrr9zRl2AikKTF+nfTk5HgFrjisOJjmkqMrdlptDJIu7Jz8sYGDI2q+9UW8H/LG/oZYSXjVxnWjZpVPsWMUhZhWakwr1rALjlR/q+8iolRxtAQG9RBlXScfV+kMRIqm0D6GMGnN8TemWH4dVurdsMQbJAVlBMUz9eaZ16UotyQ8pHeWY7pjHZXtoylS+n3pyyRH+JLt9jilW7X302+ENIK1/bb2/Pi+uhq5iT1hzLbWH7HoNFKfv/u7vBmMMX//1X39lbXg4LPm7Ip2UpBNVhOzdmJIPQz9G1gFebb0HgzAdYbw3VpfZbK40bG0VlkKVIdptwq9OKIvF8IWImmyrL9uyBN6js16aRG24I4FR6s+EAG9UQhdrJdB2+Rb7gEnNTMp2zdlRz2NJ0uFhRhJ93NvGwGqVo9HvcyOhjlWVSuTk1RCOEeghGQEAnHcJnULFhgOQm3UfPiLb1hAGtjCP9uVElLmUQoLZYdahUCBREr40sawpKGCdgD4qxwgBZDMVlyyWK7D5THlm61qhZVUdX5cSTKgyZG579rHBjFwX7bEmea67NSttXpcLsVySKNCXZF7uKIsxhZrWVmr+2w7BrarAmIQUrdqzLduuJ+MMl5Ie+pnUrl2TcU5JKcGEAGuE2utSXA3U9w5IgkEUSLyVmWW8853vxA/90A/hZS972eQ2TKHjFvL1oSxFB+3YfZ6KPRtIcmTzGvz0RDHCpjGEb0Pgb5RQ3qMTVBXY6an6WyM2CNm5wdrtQW8Ka4wDDOA3b4CdLFQV6zXQtpAbBWvF5vO+vsHB75JEPH3yjkMMW9eMG64qyKoCmmYoXLrKSEUxcL1rlislgBT0gQkHrOgYsJDbvrYt0LZgqw2qyxas4aiWjULYiUGPBfofvbcgcezGOOApscxaKbXmjDKXFIQW7/dXd7iwWa0Uar2vzOEahH9tFQF+dgZ28wYgJPhyqdaGEOihVrs4bzafg52dArduAPOZCv04X4KJ7rlWQG42al3VNeRmA7lcqVAZIYbrqm17xSEYrhCiwDzYioJXsB2si7Q9NunSHWo+Tzf2A6hjQ9liZ6dbHn1xodBF6gp8dQa5XoOdLCA5A2skOOuEILP8nJCJ4L65Qk1bCkAYgmbbqnHTa7lkPbnvuMY8sbzes9HnHnQQqYwDnIF3+43N6l7p5jdvQK43Kj+h1QhTXZ4W0D27TuyTvZ73dJ4B3dwawnzbgq0bVMsWbNUA+ruHwPJzleE6Dx48wF/7a38Nb3rTm/Ad3/Edk9swhY5XyB+bJNPeocBlzmp1kN++qWLZ1pt+kzCgj89mrVBQVE2jLGWLBfgjt9WzQoBdLreHTZfIiU4QkAJ9nCCra7DHHoG4fQa2aYHVGqxpgculqruugYoDa94JFJ023veJcPCkXGyCjjGy2dajwBlQzcA6YVcd2BpqLQR11gmPvnG3Ie+Mdo7KnXDwpFwCJjumLqXcClpNo+ZytUZ9bwlZc7BVq6DHTOtsCeqV2KFAxaoKUgbGEhjDB7qSqaQAUFmPse1nPmGmjyHNtJIcwgFijh2vwBaLrdVae8y0Um70V98TwTgDf/QRyEdvAesN+MUMcr1R66RpDCGfg52eQjzxKNZP3MD6kRrNguHk2ZtgjUB90YBvBNjlBqxt1V7eNODLTsFvWrDNervXTRz3inf7MqXfAlIkHFokazBxP/V7L3P+E/Y9m8+H/ElK8PlM8esbN4AnHsPmsTOwVqC6ewpx8wTscgbeCmCz6S23fNMqAb/j/X35ncWf1GzReUQBv0Gm20tB/kTtfw93ShtntZ4NftsahinruUmUY+TplWrH1ynehs4oN5jD+Qzs9i2VcNoK8NlMfc85sFwqhfD2LcXbmxYc3f4Tos/RYnU9uE8lDNsaONOs73dGndFAbrpzbL0Bu1yhvl+DrdYQnQxz5V6cA6R79+4N/l8sFlgsFs5nX/e61+Ev/aW/hD//5//8tZA/ifThG8PRzS2+qsBu3oB4VOGh8+Ua7HIFtlorK492tc2FYvpVBVYB7PQE8pGbwKbpBQfWHQhyvVHu/VYMmQ5TsIztYzeweuIM9XmDajkHGgFeV2DLdSfgdxa8TpCQbQvG663CEKOMzctmykvBuvAiNpspjV9bIVt0lgE/g1MWQr+gP7AgjizIES9DigXcvqsgZF3Xc9Mxw/6ztoW8uAS/W6sDoW0hzy+U9bUEo45ZCn3wqoF3WJdkJVvjIPKhLwjTO9aOxkkrGf3FaKn9yD1AUrxBhH2v2844U/Cobavc11UFFaNhKNBaSOtc+azikLdvYPXkTczur8H1fQmrtVorm3WPyiRv3cD6iRu495I5ls9jaG4Ap+9n4BtgcW+G+kKgvpyDN0JZjtetEvpXa6XcrytIofYbg1qDPcxdH1qREoJGxyZPuvRvUMeE73PIXhvdfCrDi1qH2kPKbp5h9eRNXDw5R7WWOOmSa+sZBxNaoO8MOKsWXAiwTdNbtRlnW95N7Iu6bMtSyFzreR+3Oxt1qbERw2262ShLtuP5IKV6aylnc6pnMNCGnl/pnIX5HO1jN9DcWoCvWtQV7yzZUuUozBq0j94Ef6DOX8kZ2GqljHxdyC7ms/5yKTarIdfd+aYF/oGn2zPX1NDZAjHzshWKzzXKUyGbBnhwDs4Y5OWyu+eFuAYZw26y0MuQkAxCTh8zXcaLXvSiwef/4B/8A3zbt33b6Pmf/MmfxK//+q/jne985+S6S9BxCPlOZmhp977sdx8uvH5Wl+Wqtq4hz07Q3FpAzjjqBxy8FWCtUGE4nZWPSQEYGMpsscDm9gn4sgFrW/BNo6zvpqDU1S+BLYTZbI7NIye4fF6FxYyhuuTgjcRMWxegYk0hupjA9XYIsg5jCjF18yPWXR2MKY9C3QKzGSDXYKggmwjDZRyMi/7AddWT3jaW7jo3wy5i7/bWGaGYX+fOlW0LeXk5LHa1UtaRHcczSiHBawbptbJ7DjnWoUJF4rYZY0DF1Hy64AIZs+BjM29+TiUj1j2JKO9oYbxplDJuCtDQ3iwDXrCz0oubJ1g+r4bkwFxKsGUDDrUnpVSKP05PIG6c4PL5M5x/OMPyT7Rgt9do5yeoVgzNKcP8PkN9yVFtJKqlAF9XqOcVqnM9Z1x59IRQ/MLmB9r7Qt1DQaOIMaeuuzRShbiUsB4rJyJclr8d2isqOzhAxXcALBaAkBA3TrF83gznH8ZRX0oAc0gGSAawRoCvKmCthFy+bpSxZrUeWoGryr8HbZIC4HV4q/gEwRi5zjBv+KmxbwdeU5Mndrf+2nlfsTbYeQ/7UORTybLkYz5Dc3uB1WMz1Oe8O9clWCPUfqsrtLfnYGbOS9uCMcUbmZAd3rziTSrUrsEg3NFH1Htq9He568MqR2oBv1NQZXeRI6SEXHfK3UNixW/B0RbAltFlPPXUU7h9+3b/ucuK/9RTT+Hrvu7r8La3vQ0nJyeT6y5Bhy3kRxabKbD4oM0G0JmjgyMiOFQV5MkMzY0asu7iMy9qZenhDKzVCbkVWN3FqQuhmMNpDTCAb7i6MVG7wFqjPg1F2bWf1RWaswrr2wxMcMw4wDcS1cVMLTPd106YZJUKB+r7sqvs+KoCmGHZqasOVlLV6QxZs9vCWRf36RFMB7jB1uEZypmwkg/JFINSM62ZOsZarxcpIVar3juDqupjOPeSRBWCNfQJHlpgj7XPKNu5p9gWPhacAS7lrn90j0m9I2WEPg/KalcDm7oPsZHANicDUJ9Jqcans/Y3ZzXWtziqdYVqWaPqDlEmlLUMnaApTmusbzGsnidw8uQ5/sSj9/Ce5ZNolhxMVJCcQdRAtWaoK6Cad30RM1TaEwgAouM5xj0dsuVb70spMvMyTAtiqkJd8vlUpZbzrffFVNCEgDipsbrFsXoMaBcM1ZKDCYC3Eu1qpuKzoQR+NK3y3DYqPLKPUa+qpPUd9XqF+pL6jPfdThjVPNNDg3b6lAenImbmmFH6Yp2/qeeXz5jhWUOs2p6RyvI+Q3NaYX1TrY9qNQNrpQrRuqwBKdGc1mBrgXqtPDmsriGZPnNFd3eCOsdZvyZ4PGnf1/5USl0PXd6RNgrKZgPZqFDBAahHTtkPOd2+fXsg5LvoXe96F55++mm84hWv6D9r2xa//Mu/jB/4gR/AarVCtecL5g5byAfSN769yVOtjSZxBllzyJqhnXNUMw5ZGVBq+jevtsJRh6Ov8NO5Cu3lnUDciq0wK9nw8OTqsBZzhnbBIGaAmDGAQbWhqsC4BNrOuldxyA12j2OthUOzHp1XoNtN9SJwBiYDYTlXQSHLt15HQvZxq6bC2Mfkmm5733It2dddohuZ+823tq4KO70UlrhNXB3+/eVnjCt0Dd1PUxE3FB9Rc7RzQNQMcsYhWqn2ereXldergqw42jmDOGvwyI1LvPjms/iDG4+j5TWaU45qxdBuGMAkWKvGn8855JJ1IYACsuK996+/uCj19ucQXfU+nEr22qhUMqUyLnR96+ZZzCq0C6A9UeMt5sqGIWoGUTOwuvOeoEMcadpRKKKK2Z/oOdnVep5KSeEahdeNJ3crGM6ZVLb5P1Pn7RxoZ93cdxZ61MpgJ2YMstJoenxokBK89370a21QFxH7viSFxkZ7cMyYe23IWq8d4xNpO+PPqXAdCn3O53wOfvu3f3vw2Zd/+Zfj4z/+4/GN3/iNexfwgWMQ8q+aBAAJBaUm5TCctXctj5kikwi7UF1ubClVXV2d5g+T4415pVQSWu+a3ORDlDiE+b8KOoSEXZOk2udM79P+c7m9NK3bt4p3MLSCY9XWkIIpy7zBXyDU3mdyW/awvu4DIe186WuyKZC8qmExmcFr9Vgz17g7i3mI9+AB9m1nYZDWXuvP2f6s1WsiUr+Qbm/aofGsEB1TWwkkwCEKhOuklHHr1i180id90uCzGzdu4HnPe97o833R4Qv5xISTnumWXKhtC9a2qFYCTHDwdeeGb7p4NpMhdJBjkBJoWvC1UIl0m1bF93UJPX3Yh53BLpTVqFoJ1Jcc9VKgXgqwFuCbFmiEYjS67raDwNLCdkoSTwrpdup6dMKt2WcXueZNSD+znsLEiX1OOiisdaQT53rSoQDCYa3x5ZAk1BdvXsZ4URO8uvKZb26JCt6u8xPGFQ7rI9ffJbXKVnQJ5h0/Gewtvt3vHbQgX7eoL4FqJcDXrdqnOtlev9+04I1AfQnU9ys8c/cG3sMkxL0Z+JKjPmeoL4D6UoXm1SsJvpaK52xahbLVbHmI7OpmGgIvJeadSlqRtPdvMs699fyehEcp5JZPmWugUfHGbKPmrX6gx14J/dVKKr69brvwBZV/pcuRNr9OsXjvwihy1UJZaD5z57qkEcMuR4eo9MqyQLUUqJcc1Up057wE34j+nK2Wwz2oE+D78sW2vXIXezFGKedMzPM3CpON9OGq1981kejwhXyAtulD+O8uxhFJugWgMtEv16guFuAVA7/YKJSbplGbXYdrbBp1UUaHzoHNBvX5Bmy16eHX5GbT4dIKAMJQCnQyqoRsWszuN1jcrTC/16JetkArwS/WSniQUsXjdzB9UgvbQuwO9koKVbeFNCN1/YDql9PqbB6KcjsXvnpcf0ebl99n8mUxqLbYyUJhIms4PrFcbV3Ju8qJsMklMMRg84Q2W9qvWYJxf4D5MbK3h+TVCvHx5yMCQzdWUsotIo6GsTSFfP1MhystpVTK//kGi3tzzB40qC42Sijv0HVUcpsA4xz8wRqLu6c4+UCFS3aK99+b4+SPa1RrYPGMxPyBRL3shPu1AF8LVMtG8ZvVeovaI+UWVUt7CoQS9osl3of23lVaeGNJwBb/kJsOztSELdxsAKn46eJei82HKlRLYHFPABKoL1tUF2sFidshh/W44ppf6zWfON5KQbSVngwlaMoc6PVu5qiZLCslud3VjhJK4FQeGmiD1HOp/19vMHvQQMw4ZueNmvtWKoNah7BUn2/3IdruzO/HT6hkVX2JloZsdUATx9tNnNcSIVKuPIhDv406g1rJ0BYI15laxtvf/vbJbZhCxyHkawol6ezAki3Xa/DLFeo7KqmWrdbA5bK/uMbErmZAf8mEXC7B7150FyS1kMtlzxx6C6G2xmtGKySwWaO+e4nTmqG+vwZbN8qFf/+it5zLDuJNrtfbmHAXhF6heEkpZCfQi76v6C7p6pUaCnOXAUWE8e3BQ223J0wq1obB34z767JjQo3LzgCoi3Q42yYs6VhuDRWafEGRJbAEDrtgqIC3P8LdJHsMe2VMbj02dlsMRSBIU9ZkkcOM+H7bQi5X3YEttpZ8fXhjCyvaQ6gC4PcvcPKBGaoHK/D7l0rZPr/YWpE5g5QCvOI4ffoEzckJZg8YmrMaJx+U4I3E4p5AfdGCr9pt0t+6AVs1it8YSr3pbVBDxLb7L2UvBMbWuUeDCbFGWRQEnNC85uQYOIVN2fHIzUCJlas1IAT4g0ucPH0GYAG+lpjfUTBlrBHg9y4V39btaNqtQaVbD7K7HC/JwNBj9mdSyDuYIxjvch9Sn08tl9KW0Pf9fu7K2qxRP3sB1grwyw3YxUp5bqQElivIpkF95wLscgV5uezO6G4t6IuzunKlMPiFlNt9ZM5NSRSiHJJy64HWTTDu/Sh5H80h0FXE5B8iHZeQHyAfAw0Jltu/3ZtNbhrI8wuFt1xV6ibKy2Vvrd9CKmoBuMNSX67A7z3orXn65tq+XG0VNK2vkkGuN+DPPsC8EWAXS3XAMAb54Ly/mEeF6YgtDBbjW4v+Lki024szAFXncqUYWdOQBXTpUkSGD4Tb4YJGTXXtjg5JYp1SKDzk9boPvWaLuULY6A4DLeCXJGdyrV47NkXGwb7wxveeNA5CJyqV9jwhsLfssg85wRqdIrtaKcXZWKc9AoWRdM3Q9iE9uPsANWNg640S7gHIiw5aVXsBuLIe10/XuCUkTm/UEHOO2f1GhQZcbMBXmy65swsP6W5P3nr/2v4SHikV7B3j28TPwTwQPJRJyYApAuSUJMMBgk98nfoSNPvHO0jbgSV/uVK/H5xj9v4a1eUZICXY+XKLWHTvgZrfxQLg6pZz06Ci14dsxgJTqF8jHp0jmE/dR/27icaRkKCqy82B2twz9d5nvW+WK/Bn76G+XCljnN7/ALBZQ24a8GfvqXO/u/VWrtfKk8dY7+Hp57Y1xsBldMzdH/3e1nDgkTKSjCkcrF/GKUhYzH0OXdPB0XEJ+eZB5ry90/VOhmCpN4loIS4uwEyM9A4+U24a44KToTAkVivg3v2xAtBbei2BV2v+6zXk3XvAeg1xoSyDrKpUG+bz7QUlXf2QQm1Q5x0AHUMpwFi18gLGu5CVzoPRtn39yiLgYGKmoOyz7HVj4PzO03YnRFlpCDqDKbO63qKtAMBi3qEcVb3VdgBRNzVcUa9v56FKLNy6gXF0iZKLTBQR3+Vm/SUvhWMyzbUwRRB1CRyh8qSAWK76/kqp53IrvEhjzSsvXAt5/766bKltFaRqt1fBq17hk0KF2PG2xexyhVndIXFpPGpTmAdUHuB63dehhYle+eoQMqRQa1K3nzxOQeE/c067MSKte9c8uOBPg6gejvm1lVXT06k/26hQO/EAYE0Ddr8znqw3SomfzyHuP+ihU9l8tr292OW90p4HCu9yekdSvC+Jz4do1JYIIsuUEJ5S1HteE4Vko2+9MK7ZTNNA3L0Hdl5vPXddGJxslXGr91YLCalvwAYgO+Oaqbx5b0Det3KTMk49UpAcwlEfgmFmIknJIZz43unlHDMdl5DvI+ehHl6kAyHRBbvZ/S/X6+Htf6Lt8JbbLaCG+TcASAmhL0saMPoWA0x3s91dOIVWKsRyCTAGVs+2FvNO2GbVVnhzu9dDyTWUg97nFu7a2YhOwZGD+oOHfGwuUs8vxgFpzEuSxZFg7bTJhr7iHLKuOgtgd98BZ9lorQMyDiLn10QLymBcDwGVhwTJlqGsu8pJISmH7Rr9L7Zt02Mopdqj640a56aBNJKxzX0uRYv27gbsctl935XRwTuqW6u3lmy5Wff7UPLKqtdQ2lyeltAY5lwcR7LQljsEnWEDoXo9Ce9egQtK2JebNXB+0Rtq2GIBnHV8W0pUp6cd7HEXItUJQZmdShdOr4BI2O7TKsgbhynnmUn9HhLdedps14lxJrC6VmtQtBBLo73cAF9g0m8E8TV1n/eGBNow+F8bMWykcQqYxIFTC4Y2dJAmlHPM9HAI+cDuFqB54FtWve6f/Pa4QoTaobBhJkJuhQZC/bsiVxtCNMmFb16ucgAHpe223leirYumzPsuDtvnKmmBHrCsvGNFWVvoezIEi/5VrSiYAomPl2jlI0Sph/O+D/KrXFOihdTjW1Vgoh2Mu43Y5oyzjtGuEhqPUOgCcLjtNtrkTWJP4bmhMJ1D46Mpd91oeggTdR9WOmohfyBoXjXzKChs7x16cJdEGBdffxlnkFBei8Etja55Tjl8Uw9qYACV1peh466P6M6AaG5E8OWMcRtW7v2KzebdM6y3bGfdZBypZ29EgVGdOp4uOtS++8gcAxmA2KWWNYXMujXueUb+y/j5HczJLo1aDwPtcnwYi59Hg3dcqEZXJ+iP9ph5fh2CMa0Qqe1bIvG2QGOukI5TyJcSCnZmfIOd6U4f/LaL8ME+qi/LtTVEdnudsaYWgzA+81Ik3CP6LoFs12M2bnuI2VUV+LzaxpJ3eQhmcuioPPO3r06TCAKJQhiy7gTYNGCii8vcxYESgmEjrs/RnJQ4WLKE7vA7/OREoRXpBFOdMGkmVwZj6jPHP/W9XR6AvnU4dbz3YcXveZRxQ3DKOOmbOK3yKHUWI0v5lVKCicje3qewlgpMkFGuk4fnxON71/KEOTPPtBL8NqctRr2srlWoppB9rgflvUlE8dzp57xfDduik4hHd9i44E2PjEShmPwSZVwlHaeQD2AYRsMxEAr09xHqBdXYgu6TR4fu28GzKZsgCCNnxQPnlBGiKZt1ZxYpd7lsPgebz9Q144Dqcyk8cFLbDPSjzXqIsbxag1UdspGQgyvNpYbUTBYih+9MvvtgADmrY8ojyeYp7SwAd8jqGuzmDbAbZyoBcrkCGIPsElllk3kY222bKGCwSofq5RfjK7unXIHRZdxw1iWGv13v55Kxj3sPnCvUKJSs6mqb3cZBcnY5AbtPtNTUtpBr5ENfxhQtc2zMvqUYKMzPeZWngEat0NY4X4Ww5zp3qWs2dYzt93w0m4FXCoiiB6aIlT9VcA6cld5yfcANPbiIVPH4+my4DsN56OihmlEzeS1KJl4uZbPlMrpg0hClnQaDs9FHptKUQ7KH8zIEhylhII6/2XwGdnoKduMM7GQBNlewlQPYzqkUGkdT4F5vhlav5VLdf+DyKqSOA4us21Jwe6F7ARiPJ7iZz+a0x/VxXYPdugnx6E3Im8Y8Mw5W8fS6SltWGR/+3hVRyzdzQUoKXLFxo4xrL1BxsFm9RXIalRVYa64+MabK0u+Gno2Rt14xhDluW2CzveiIcZa/r6PPWXDOzvaF+0pOCs7iJQG+EapnX16O0nVRDITzGdjJieJX3Zmk2kE7T0iU2ifSHhUD+cGECc72AB4oCbBiP8dMh2nJz0FKAbqNFlmcpvDD7JTyHZATMs4XJuQTwMbjsfVCJFrEdHmhTWxbPVzPuw6VVEtwjOoa8nShDvm1whJn0sAmTqlrirVSqqRJs065XAEVh5RyG06US916GKLhOKw2pkcpKpQN19gAtWQXwmFumbMZ5NkJmlsL1IC6iKjHmC8oWMfaR+mHLzwwZY9TyamkGcrglLKzhGN6uBSruEKfApyet2QUF7ZV9qLvRnmbn/cOEHnaFkIj6lDWzoQ9tb0xOxVWc4d5aFPK1lDR5tzb/CpUPiV0zQZlAGh7olDIHZvNgJOFCnVhHOoeDQ4ygg4lvCl2i7z9eFWNUaXsMrr3B1EMvjwtkpzg//qq6VBuvL1qeigs+b0Vg6uEmK1FPzI5Gts8XkFCYwjCVw4dsma9o8OG1TUwn0HOZ5CzGsyErNwFBeZONs3Qsr9ZQ6w3/a2wzHw3cSyiHigKgoqvzMhnlO+8z1IskNuX3B9XHOJ0hvashljU3TzXam9WVVK7ktuUQpy5FdtR/Xl1sgReZI7J5AvYnJb2hLXjWutcWTW1AOSul76HmR77AvMZGq+BEt9BKA7jlIke3xSvh2rUtm2558OhhVloxSzmpQyWQeNXWbxrKlUV5KwGNK+aMv4ezxaprVP3xCHLFddUhA7Uks8PWkNMoZBmT9b6fZbC/u/CQraZ2+B7hDHIVI9LapgTY5AV6y4P4r3wAIBu8RpYfMZtmIRdLFqAG1toagiRFmSeS4yXcciaQ9QMsrbmeCf1BaxmwETre4EyropKJxVzT4hHHyowAVY39K6ZrO39nkCjvIUDE6JziTLP+wqzKUh7x6DnHa/iSpmVWmC5ynXiqNs7LvazD+GZc514q+gwhfxrUnTAAt9OEGX8lbn/nlKO/miiYL4zuFNtBbXDeJzPHjnsmZBKqZc42PXeUyyxbs+HfLH1t08JaZd1TUVw8ZV3CNCk1+SlvcNO54TJHiodY5sJJMDKQGhex+RfPWVvcOp7vqz+HAx4QxCYhgmdAW0W+swumxL3nYIIkYMk0LZgmxY9qo5GsknBpd8TA5ui9Oh1wKoKmM+3fwMK8YMzoLv1GLIFeLWNeU2oN7rekueowNi2Lfi6RbUS4OsGrMmc56kU64uFoJT0bsl25NI+rbOiAwkIzV9qPwWd5wap9PgWRvnZOV2lQJeFJuP5yuBlKedoMWVAn0dNAQjl0orpoOg0ZWScF3ZNx04PhZDfUwd3FoxlG1iFExBhqAveBVc1euZINOdRX4z/92A5kZsN2HKtDtH1pr+GXLYBdzy58Azlx1nO4LKA/EOEq3wDrvGX5zOl5Kw3PbwfqypI0YLPZ9sqW7elf4SHHGlX8kGZmnDrWfOybcEu15jdr8AvN8Cmgdx0SEatEWZFbxz92dG7AUsuEF/zZrJ0YjvIl5RJleA3rncihbxlrjqDRUkwfX+EA67TafgIlSckGDf2/D6ED5m2f3zvUee0ryMboazwmWJ6B7Mw5S0o69K461d8hsqmBVupM6lPXE3cJ8MCC3iZj0Wu2BPJQsg48tqSfwBkMcl+o5WyMLtQLjTKSeq7hSw/e3VPuhjQPvDqNW46lMCPptnC2lEpNs8UKFUdOiPcqBwAtpeJ2IcbhUSroCTnM6CuwU4WkPOZsmpfLoHlErydKeGprsHm806AkuqAmXhBColKCVbWOMumAX9wAS4l2GqtUIvWGzWWbYbS5EPgmEqpl69N8YpEvWPC/XcOhfhRLp9qW0gW4MGmp5DEQ7c8vXh4XWyN7MpSb/S9BC8/qFvS9XwVVzyYe8/tUrj1rdHNWkXhb9bbyxmlzOM3hUJ/ctdA/94xeaQIJGShcJ0jR9c5TCFfCoB1kITR0BJzs7dJCzWbMZaCsKNs4gmoLeR2ZL0buVDHm+AYQ2HZWojlet2HSMiNQrdRlhM7CXnHuQsaEi50jbn2CkUhxzzfV9VWwL9xCnE6A1u1Cv6qFepCsKZRB8t8BtaKbViLE840IJS6KOVA0SFnLqUnkeSmgbz/YOCpQWfJd26xQ8hTKZ7obu3x0B4Jedei9SRC9w6eoa8PBSkb4K85YRu7UNYovEgnCof6TzEmUdoU4x+xMijeNRJC0I49RaUppexCCoFcroBW9LzqynlSIjlvt03JJ7r2GhwNHaaQP4WkBBhoB3GJhUqpZxeCSQzXtnCCqveZEIpF7sHcvSubBvKys3bpcBUbB7h/J3OM9TuB9m6h7fz9iSqMEYGCMQZW15CLOcTZHO3pDLxqwNoWbLmClDNAKqhONptBsrbzbDRbpCOfx8nsp7cDKQelugHWjdqQOA+iRfvgHOxyqZQVIbe5Bl3+QX/49HB8exT0bWurD0Enxbvnq8eFg19qT0+hVGu2lDRvm+5njpAWwlIf3J1iPWf8rcLfEsNwUtae7l/I4GGumanzm4qzn1UH5VyVIN3M6nvX61mKjOfg2R3yCG1sagUtL8pWvqh3t4TWjPP5aXNfDF70QOgaXUfRYQv5TujIgps3s5wsuC6XpZtWWWJFDw9JbanuLCXe2bIPt51AikaIYs0JKT4akq2uIOYV2gUHZAU+q1QSrhBKmOdc4cd3h4R8GBizaCGFQ6h10T4EmZJ0CJ6HXDLHOsf6nlTXFYwTBY7Tt18PYV5t5eUhYAVFaeoc2cqipl6JTRDwd0FT+uc0Eh4Zb43QdbiOoueuBHlNh09S0oTnh4n0ZToaM7/7YfZhcazxkzGFKSec4NjJ6s/DZlG7pmt66GiK1+6armmPdNiW/NS4YpN2iB1+pUlOtov3WIW9XdKxMl8plcW+FWCN7OLu1WeyFeih2qSEFMb/mni1jZPfVcJgLqXkoTjfN+KWr0rIz4ldzarmQNbvMVn1dmhZ3/tFS/skz7gV6fNUK/rUkNNDMIyE+PBVnlMD9CSDN5Mvi9O5KrtpXgkShdB1jh0n/7BNYt547xh+u4hbwygMwPlZoaQk5rkR0kVTue2VMLeENofQPUowQl5NLwPYKVOWrYqxZ6sN+LJBddmAXzYKQrNpVPx9h80s15vt/0asOJ/PwOpMvT3x9uLJgigV0cWEuS1hPSvxvhkXbtOo/Ts8BWM8LHXfl+QTqYLNPseprzMR+MD87KrXoW6Hr1ztBSxNuWeyj0LvuXjB6JmACFMyYdiVN5HS9lKGgeSwucAat8KRDsa4UIh0uE6Jn2OmwxbyYxQ6SFI3lf18EOHCs3ESGF0xlzzj8b6a35c4+EOHC+XZ0TO24pSKOhQO6dEXS2VTCSUrNkdtC7laA6s12PkS1f0V+PkSbLVWyDNrBdUm2xZYrSA7/HzIrUWfnZ4qId9UanYC/2fEbtoKFGWt5UA2upKKY7SLi4/M3645pfKdoGJrQmTu0SPj68+u6i85P3ZytvG3b//rOyZI5cY+yyFn2QHhnGDcGpRNaafrGSkU2tcUIu+DwHP22iuRmFzi+ZwzzaRSitKIJzr2qid5d7TuNU+/DhV86OgwhfzYJqBsPu5gloFN5GT2vnp8We+h50dKBCWZ02U9GMfvxg6q/vtduy9dDDkm9NkMh5rIlCBMsSqiwKVYZFKJIuBDCRxyvYa8uAR7cAF+/xzs/BJyuYLUQv1GWe/FaqXgRbvL3/qqThbAbEZTanyWJp+QYXzG+NaSaa899z5y1OUYE2e7Hdb7Hu0oKvRQQ/vyhCpXX8nKu9H/wTsuD5+X3zl4im/+CGPRj7+NBpJDUcNDaM955jbRgs6qSj3v2w++sgzFNdsYkyuc+oRzxob7o+eD7vaxqkvYzzwDBzlArjISPX+UOq0vtn0IlMESzvktSlomUfclMtdNCYWaqthZe8Lk6e53jk/4v7bkKzpMId9H3QLeCq2BTZZssaYJ4aHNSz/gCwqVZju9yhG3fhdoJ5FIljL7EPb0w2TSgwMvhsYym/m/T6Vk1BAeFroNgUquNxAXFxAPziHvPVD48ZdLJfxv1gqFpm07oX+twnikAPQtzycLdVmWVmoSvBv9YZlq/XMJEqHnpedGamrddrkkq1qGtXb0CMEIkNOHxHaM37GUr9S22IYRVztSvRMuS6H1fWly1tet8bDAmuAFDdXlKtv3WbA65ucXMa+Cud95xLihvRy+vvDEccn1Fjs9CV0/fEK5bfQq4TVwPj5BwctIph/t39RqfcY8x3NMt9EymiXLTdd08HTYibepZCaTxJiUTR6LZJJHOYWJZDKQQUIUYx22eKTekaVQZDGRLIqMiWY4TnE0CDlJbz+rOmbm88B4X5wotKFbR5wFkfo0yWaj2qhvDJVCYeebdwMEMLXlrAbqmuZqdx7SKnwhJV9dYfQb85Q7Xoxb6zRsWer35y4vXo4l709wbackNvqedc5Vv7/T50Hvw+KJpq65ZNx7mZqq3zH2FDAFo9yerySGngz679q72Wuc4IkIeW1CyoXt7WLMfwZSPGAhhYzx6BoZnlN5fFxBBoebOqrL/xCZD1M9RqN6zfdyLfmkBkbaFCsiy5gwnkPGWfZ1CPugawhNRcch5Hebp99UqRYq5/eEAyOFQkz4morRQSFdJIYPRKkrSzbNtmxSWFc3INXENeiLEe6RFLQCbVp/4we+u6rxO15lL9jewlJ+7pyaeQo57/Z/HtD6nkKl4tanUKqhR1OK52IXCcOUPRxbbxRL/E41ZBoF9zznClxgVwapXc3flLr3MS/coQCmnBtXOW4JdC3kKzoATnwERGUyD1l2+nOCpsK0xcqxQ8yS60iQ+IRMW4OU2Nqp0JcJJHMS5g+FpozPvqT6fWoPh6CpiIlwrQ8jdeEtlJBXADsX5kYwwCblzt+hkauPVykkT5VTjkDAv6YtHYclX1s4rcUZtHqlwu1ZZSfDSUkBgOgWTmkX5cDJOZR2gdoR65euswR0KHF+lEvxCplSF2OrbkjcMXVoOyl3SbCqUvH+nSubtO7NZ+yD2Hm3xfizUT0Ja1i/y7jV19ja6r0Sgeeu8gCTQoWpTCxD9ZH6fKH+FuQlUt9ynfdymfopdSTDGRLWvBTx8EtKVW07jq9mHGxW9zH/sm3dFtwpllqmw1xNA0hJFKXMtnW5S4Nyoq8EDDcxa/uxGfwy2nvokJsSZTDuD7uXcTpcIT93I+s/Y0KVjkv3WSo9jCm0sJMEOeoGCWX0S6LldiRQ+eO6s9oUfDbO4IPWHN87CWM9eNaLPOK5eE0/nnpQcYUMoSAttfVMjIuJCJtURiqFBFt2ybgUC5gUYLMafLFA22yGbvOosmbsMxOX27VW5fjqd2+fBodw4CDtYs6DY0Pxspjl5ZCr/oyy+n7Ywnk3pilrYNhvm6eFy3HuQ3riQPd8O26zD3o0VWCzoUVjj7ca5jUgNIeU0k4wlMJQDBPmI4ekkGA+W5EtOPv4Vves5BiME+MMfLEA5jNASrC2VfzJQukCLJ7pQrcKUQlvnBTb+Ys8N/7Mx1MFbQ2VOBdz+MDgnNph2I4U6tJFM36/a2/OWXyodB2uo+hIfeMICGsduYTAgMDcM3LzWft5XoU37zjI2P9/rmBhM1gp6Jan1HpDG54TUFV4NW6b6wCwLSwUq6Anac9JrSFouiAKAcfasJKVE4mfLMBv3wSbz4eIN746fJRi4V4uITfN8HD0zKEUUh3wpydg8/lWEPLV51sLxmVcYMMLVbzCgH3YduWbh9wIKWK0Nx1lxMhGmTLL87Wz/9Nn1WPhMjw0KM9cy+ZFWxTkl5LhTb4+ekPRtnMymuvI3GSFrwXGeKAoEdtAqsdVho/3pCiW3ro96zq03k1FW3/UbMZnIOPAYgF26ybY2Rn4YqEs+3U9QvSRmwYhClq5dXvt9rnIZ13XezzyvtQKCuHckO3Y4OCsu3/BPd6UtZulCFIu8YzUSanX9Uw/hintfpjD2h4iOi4hn3LZh8td6KEhPnsQKgBeWLj+fUspsC8JssofKRWZRHFtl6rLJAqMnMLezbTGOKx8uRY0U+jNZaKpdbP5DOzsTKHdGNb8ZOUhIbRJXlxuYTWjsfbKks862M0UYdXriqcmn9ohNr6yTHIJ5i6lPRXDuyTFvAs7q7fr89RDV1vzhCE0poR+pdx3MXrfWge+NZJAFG8fab4y0YoAhN+z+xjx3CStLUc5rOJgJwuIG6eQpwtgsVC8aTYDm9XqeX1uxYwoPp6NCflHoyoigr65Pim5BcFQPg9UZy4vyQ2h3RWZ/XDNrV7jXkUyYsA8QLrGyVd0mEJ+1EIcvwAqydIL0DaYzwrsaG+0fZkHMrOFGEoMtul+zqt0/FlV0SyNZCHBEn5LWShtxkW9K2Bq/XUNeTIHq6sthKcul7GxEjiBdJiGWK6U671tae2vKsi5OuCTkEgcFu5+vQ8EF4KA48L51tCwxvfOS29MSjh0SEJICFtdkz4YKR46avus8IpgmeYYjZSghNyM/pVEoSYHTz9HOAiVywJj5PPYheAhrWd3rrQlWJCdFNpv9hnIOeRiBnk6gzyZgc1nQDXkT1kXRul3qXeXeMsZr+Hg+FuoVFl1xYwCozVujY+XNzgMVBSe7zNc2vwoaZ/6DHJD3qtyHB++cJ1rIf+5TCmHVDLjc21Wj0CTSq5yQiRlOaFZN4EicBEZrxIuPKEUBWhgmdwHyg2glKDuEIUDszp4U7ETm5oWwqStl3Elszt0aoKyRqT0g5YobKU1wtsf0m28uyKXEF60+Cs+iDJu+vX+PXqFuE88c8mmrrOSFtYUgXLUjgJrpqog5hXkrOrgb7niUSlKfs5cDR6ylGKioLxLyrmpemd1lKyXFPZnGAtScnAeovj9h5kON/H2ECnHWnAAWMTHSFeNFz61/kEiay5edy6lMN8pis8+qRQmPlXQm4J7f6z0XOvvc5Qkw2jfM1PQy91nJfZMQojYVZ8RB0nXA9LTdeKtosMU8mMQcKVcSkREnf67LFjNh5N2nYVfzG2Yk6BZoH4ppUK5kVIlwFmINwfhFpUCaHPW9dgVPcnVS/JGEecwFj+dkOOQTClJ+SXoENbQFEpN8g6W5Q816nmV65l982hv4meiISCX/woB1kqwptv7HULbdoyIOVQeJCbNC7w01XNm1FuSh5LLkgIaKnuEZnWIFJKlnHkVD49hUkoGWUBAL1HGVdJxheuENngG8xiEcVCJHFsbgGbr/3cwiUj2vzRRB1LaU5pCCb/6wCJADE7BS6fQCMpPJ+PlQvdRqW3BVhvIpkO7MRFhUvIUcpMOKYdWK8A2jRqTiTj+zvqmoJuIBKHDro8Kf2ujebjaoX9TE9L2fejbybJTKFnQNPqeiG2f0t7JfZtyqVKhZOaDIKH2e3W5AVs3QNOoRH3bCJHSZiMnQs9THO3NkTCfWq9d5OQLnjL4THIVmWdOiP84380/U9msvjqZ4pp2QodpyY9Rb511JLKQLXUSI4zh0Lt6o6VouiEB3okrHnBV6nqnWg9CSkQsUc382CcUDvIFxLjcHEtqj1GdcVmQJVTnHAa9xSbmSja/bxrgcgmsN6oMG5KOwHjZfK4SaZvGX6/PUmMn3bnQitZrsLVWRCYI+cJ99XxWmR5BPUlwmHpIEd8fK6gR/pFIsT7349vzJWuf5cB7ukIuQrxh29g0a+guYnp95dnrMBf5JwVtCAjv8QEyjO1doPNhcn2AMjas1mAXK7XvN5stf+mLSB0bbvBYgjBpnZ+9F3CCtbT3Ik6ZGy9/HT8nYwaISeezB02IYgwMehLHz/e5cEZeRH9vQmOfV7s1xu2CBFiRy7BKlHGVdJRCfr+hKQstdNBloE9Q4wCd+PAT3GCaEUYvdhq9aBwmuczH9V4AvUiP0SR4uix0BschbP9PRV0yhc0BEkwA0s18fdMAuOyFe2l7EEKHdrdW+GIBsVoNcf77ZxIFjlEdTAn3HbZ+blhTT7o/ofXmnJ9InT40q8ICdZR8CjpF+IqV5yJffLPJz/TajCVzTnW/m2V4xj5ZodN9o6zjnHVplDsILbTHY5fhWynlT6kjoXy5XIFxDrneQC5XSmjdNNv4/ERPI+MMsqGfL87zk3GwKtMooGmfQmcI1pPy3uT6DeWQFOoYUGCss5fN6q1359BDkSJ0HZOv6LjCdTTtPY4yEAaQg4SS9Q4fH/wUaLkUoioN0Wc6SDaSNiSHB76rrt6dm+C23IHLkQQvp8OqmgbicqkO06ZRykVKaAdjwHzWYdhHkJpojR99JDcN5OVSXSgzMVxHFRjwElFQHowygmFcNmylj6asgeDcFGSbRIQYZ92UcKKUum3qyu+hEX0oNb2njajUG2UnUw78bIm1DZSLm6fuBf3slO/N5rQt5GoFef8B5MWF4k2bRl2c5bpMzFNHVmhMCIaWM4Xwk70mLK8QBfnNfDc1h6eU8NvzRWJ7U/lZUhhyNwazudrvO0C5u6arocO15Ie0VJ8g4CxHC4gZjN4VakJd/EFXbUabOAOThtUkRtpi5bLkTbUCB6u14pxTGRPV7TuquIBQHw3HcSBP+N7RLk9ebV9JHHNW15CcO61fvYt7yjyKdquAADtRjHpy4U2HKLB/Btexex/aXV+2Y1/Q2EDxQm0bAIBgcWXutZNM5p5O4V2l+IxVBqsqyFinDL6XHoJCaPcOeeiwngnhoY7v5XqthP1Nsw2zy1YSE+4zMc+j/rMuREQbRtJbEK5r9Hmi5zu53kQPYyoaUemkWCnBqiEvZRWHrKo43zgCK/914q2iwxXyTdoXQ72mMmQLBbvM1vetDWq9KWtLK1oiUHZXby9YeOLVScTYEIrTRz5PiKO8UV+nWDlT4CjhcdUfEpXkM6V5Vkp51Gcz9+bkeZwUZvZwWBivai/Itsvr0or9DtfJsIhIf0vDDE89Fw6F9t3ehyjp9jpcR9HDwTGv6bDo2KH9TEpNcNp13SWf3zNdOWxoTvx/dl1X2Nddx5kfE+1KaDnwvXZNDwkdCsTrNR0tHa4l3w6TmVTWrhOaMuL2do3dHoETTKIpybv7GvtdJUCaJAjX3Bfsr2wFit1HQIWVTCpTogceMOOMKZanlH4dmHVpJ8pKimCekKhepK1WGVeurBGJLRYqtKdtIVeHZb2VYiLf2he5cqsG8I40fhdFpJkCc5pCpc8jXtHAHHyQ2tb872tvSc+6k60ol8NyxXQdrqPocIV8ClGg3q5CwN8FuXCoSyahpkDnBepRCEQE1A8X2YqEjBwMwbImzHt2eI0xhiXWXYdy4GL83sOALCyWVR74YtHdByDGXc+avz242qcIWMXGzxGnazbJ1b4UBJSUum0FwhWv7VIyIrlTtLYk4pTruQsgh/CzM2A+Ax6cQ67Xjv7umHenoJ9QlmGpJFDqnQ+kotK8RqN7SxgLGzJoUHbENhj7fYCUZmHSJxCfzyCWE0Iy7TpLyiuhvnTwmUPlq1J3J3jOnGMjWShc59iF/OMJ19kVUobr+6mWlSmwVt7nPQd77IBNEZSLCA6CjtSSlP1PVFSmko3oY9MUASsREUau192tuQUUFl/SuK/sxD3AThZgVSARr2AcdlLCfawNJYWkQsRmDttLj1i1Y0+a4/kw0pEHccdFToUlffxlCAnGrO7mDeD2TbC5RgzprNJEVCFViHXvB4VcPMSu02WwSQ0NTEGR6csjnHXU8QnB7o76GziHQpfxBeZYgzy4L+ILn4vBW3kTiJ0shn1N2Q8UfpSSyCtlgpFHjMdACpWYbd/p4qND9kBdU0/HI+S7qIQwnSo8UpMcfeWHmG+qZZHat5yLZwaMKxM6bldJciEIPVOozaEgnBpBwJ8oSPZwhYCCu2sJh78XhSUBqs98J+V7fWienACzWbiMKZbzlH7s+vBxehkKCQ2cKdhUSv25ggTlWbPsVEXB164S/MAlWHrqk2cnEI901vwUJJhdkA19OsXjVsrgEZqnwfwnCJop9esiKGGQ4QKMehPAAKauB8aALiRsUF4O343VYyqoU2A1O5JtO1qTUkjI9WYI93zEgrzEdqtN+rnqjkyk4xbyj416AXTH8filKAZ7SLHMlUgCLO1WJzCugZVjn4zOGPPRTbTUg3dQ3PZQcFqvbKtlf1AFrJCjShiwmCtLfuwugQzhQ7d7BM8aKiLXUpcz13rcpq6TTjgwFb29UGxd+cLoAPd68VVTak6Ixh15Okd7YwY2mylkLF1/ggBGuhtj/NL2XQBgLL/vgfLd3wX2eko5Kc8Y9UbJZ7CIQqLumAdnls9mSoG0x7v4fJf0UgNqHvoL0LZzIjfrcd1HSvrG2xI/x0zHM4P7XmxRwcbTHlvLLt3upBCXA5/enPY5GOrRkzmn+xIGShNXBxGLCDRJc+f1CBAw0qfQpNCiAvNnCvm2wDioq9D8UmPsd0kFw7n6ImcV2hkHKrUur3ZdlNuLJGVlQn3kS/8IoTQkMj0bOR4IX3hViErxWW3YiNEUTzqIcx4t0/A0xMjn1bumo6PjTry9pv3SsWEMZxDpoqWiFcbiX48E5pCxsgrKIVBprPtr2itJhitZk1kY+PtcZ1Nyiq73w5CuBeCDpWt0HUXHI+RfBV5skQTcie12IVyQ61fv9Dd09m1CnGG7EB9Kz8EBCrBFwqJS8yp2huXdISb0/8byCTzwjINnPGUIoSBGZTi+9hBQG6JtuGphZpSUmRizbIRsHNwWyzEUZM4FawX4RgAainZPgyGFY0+XhNaNwVFS6rPaR1pfAxQYO4HXmNcOZS2LSgFExPawA+Uni1pR/l6Ya8WhCAmpLq8sUc4x02HGc4RivamJrEXaoXG/t4zHycBD5GKGJdqUWreO9fUl7fhwfKdQ6pXdwbLijJQcRx9UblzjILuviMy8SPwkoQxqErBjHScR5VBtOoSMFKQLChl5LOS9F730akfKaqHEUie6RQKqE6tnYPVMhf2UGC8gLXTK087g/slF5/G1AQBfNqguGwVFq5M7E9fiFKXUfLeoctvD9E4s07WmpionWTktVyhETeUFm01XzHAcS8+3U7FLHbfSUNTXXp2joAMV8hOSfRISv8g0ZfFS3/UpKz6lwAf9RdnoVaVg+XSsLzWRxwd75msrNenWft/VFhtFQH8cc79PnbuU9z0HojemlaKodCgKzEyKmoAYNMKlDj6cETeq26aThClJdHYZ3u/UGPbCGcXTAMQt31FUqgxeUgiKVAoJ2biE/HGbzaTqwefzmfqpqvwkXgpqimktLaU4JeUchfcFu1iiur+C3Gy2axOY3tYUdJtUsAUP3xsQYZ8mC5mijfPrGOnzeE+5QGGlMdwGMsxzrA3LpbW2HLHsrvEj8D13hR5jJ5VCuSkJCvsxUBFknXS7wMHRYQr5IbKYpxN5I0Qu+MVUpporBEip2pm6UafAWUIJjqyqFDSfmchHLcuFquFrH6lBBZKHYt9NqUP3k1cRRu1Lvs5D4/B+Rk1GcwkIISi03IOCj5VFuVorNKCQtVTDwA0+S0OloXtrMqzTqcmZISjXHOoUGXVxk4LLi/E1lxDPThbqp66HSbxAnie04x9J77goR7getZeHBWHjc3lxCXb3AeRyNbZa+zyavjYn7mnF5w3Bb0ocvOt3jCgwo642Dc6H7qyiIid13uJB36PtDJyFMdQnb5nCqwCbzzjbQSFzjem1ZZc5sLgTQDpC3/tCzTKBK/qycz3TRxJOpGPyS/wcMx2kkE+G/6JaDQwGGRQSXIeHQ2jyto96cADkto/qGlnyCUIS52B1vWXA3XsDRjj1EJpIJtxc94F7fHIS6WIHpEdYiylC48tEOm9LRUAAioUTGe9T98MWr9lxOMYUiVhdzGpPt5f0GMnudl7SFe9GeSQkHl94AgXmM7QnPXMbFRA8zxVDfUoSOBxzOJsBnYDPYn0mWQ0zrbOan2plWRs5nM8SPLK24mvPvx1n/uAc8t59hf3tiic3eU0O7ULYmWoJtzy/o89zykohk2dOHZ+p4xA6G2OGK2K7xGrlV+JiyFgh/kNow8BguGsy99eho/Zd04AOc7YIglW/EZIg+TwbK2Oz5WM+Txvy0aFNe0mNU2eNKwLHNSifIGwNHmf+/zvGHBpfiiuaKqhFCsl7j1MUz/Azg3nOUQZjwmfMSpxqddUhETFyCR8p42w8O1o3oXr65wJ9nuKBSQ3TiwkfqfWbVNfKis/ZaC06jRwJdXrXTKCMFK/heB0n8mZTALtcQlxcQDabtDpNCghvUYWEaAWPNC78/wER40zxLdtbneOxBuGMDfEowwARam8ODUIpfeveyocbFhA3cIzeC61DKnVKdrDeUIhsSGk5QLq25Cs6HnQdDzHG1I1kjAO4YnhHxrFFGDD+jr7H/M8zDjBJLyvUNp9FYUrZhQ+dGITldr4zrBievoZQSA4SocRHjINxASn46ADcST/6uW8hKSEJOWuNjfuSTSXLMmmX1rTY/vIocP3vI3GtJxGV54j2ePZuLhH5YI+wFnnWFOA0zzgqHngkdCyC8jHTNbqOosM1CxBJXlFWRNns+VCSYGIiY6icrs3DZMycOFmCiz+TyFZ6UmFHnjGTShqFocR6oYRNPAwn/6ELwbEx9qEZPcxr/2FYd7siz9jkIAs97HSVcL6HACU8aR8dOt+8pp4O05IvBeC5Sni0OSiYwWa5tlYmJZKw7InwiyTrhy9RJ1i9jWBDgNZrW0jOwaoyzEVbhcxkvBR+QYYb85vXMfDaaGuWDXXqfJdg+UpFxLBJiPg4+w5jDdfZEnCujX5IYcU7h74LNiuEWDEeO1ZxFaZDwtn29MmGhTNjweXG/6z5jrNcOf4u5E3oypbCCj/zuuQ9yXAGXviovimxwK76XcpY06h11EZ4g+Z9lD0xQSBIUTyp+2ZUpp7rJEbkMHoE6nT+Hxu70jDEu1RwzITS1HPC9JIJY41ThEHPc5POKpF4t0QCTS5XgxV4ynF+budZMWSthWzUMUNOOggFhUClbB3HrhsfpCU/GNs7kelFIQUJMZBSyHGCoQ8FwkfUBMXRe7aQH1+BshUqZnrTbD0D/U8qM1ex/Ww+B1ss0mOqAfccWggFQcuTJ9bS66HQCbGc0SAFiXkbXibdErwvzrVnHLLmHvAJkwPGb4yfSxF0NcFpBfYrVoOx0zCVsxmiaBqu2G8TetEVv+pB1nBijxPDcJy5IHbcq3TsbQ8p6LypB35IQeHBA9W7/jYbYL1RydBiiK40eifUfp/QR84/GHt8kgWEEKzfaJ37EiAd+SrSwytc76RKCyFEq1C7XO2JIpsRc1FcqFaOstRdFIlhbeY6cdVPHTt7nDuEKX+9/nNnAGvpfSiAOZ+D3OVDb/KVRzF66HdzE99dZXc8l2r8GezZVEX6CkktpxIx+Vfdk2l0kEL+IGnH+51iRFoYImmoPigqKgPtn49bWVnF1YU0Oi5Wl+WxtgbJhHSMMT7X6227RT/pGKlMtXQYmfWsS+xjJwuwyhPrHyojdDhT4ktNlKCuTQCGwplPgSMmsfbjYyQbORmiox6n8EeF6dNzYvTFNU8KEnU2aIffIyK3SoEJCxrYC84ETcaHSERS9LCsuZjV9nuDJC/XeDvwvFlV0fYSsxClgPghNyU0jXIwm0oNZV8TnpHLFeTlpVLsbXSlGBQfr7Y/uj5DCR8J+1RLrYtcqFYuaEOXwpckhEYMN6G9GjqDfJ4Us31BJSrj+KUoMdT37GIsJX77RcRgZe7VEuGC5jmRi9Sj+URpgZTkCbb2msu4EDKwmTy4kx3GSG4Eb7Gv7Jw9pN8tlVB+TXujw54p30LyWPlI5FMgPBnvVMFu9Hl3AVXSZTQR7Z9V1UDwJJNQQv7okp0MBsg4U/2az8FOTrYwfSQBZSKyUN1Fl7mgIinElfIVJT1nNtbxSDjwWIIclmDvOrDRVqhz4upLzDPTC7n6EKIIxttDhlVjaz7msw5Nw+cBYLAF61GbrTaqXx6F0FUFZU6B3gM06ENofzqUgu137v7YiYux56MUWg+ufB3GIFcriNUKYr3plUYqUpi+QMsHD+t42fN5fL6diFAU72qoPa6mkCAJ2fbHVyepMofxIZXInhIPggyBHzvH3iFIUsZjGCaYKXwOC/S3k0LetepZ07wa9k8b5VznMXVOk5G6PG1jBjSyTZnelkEdmUrUMSQOX6PrKDpoIT/pdtOQVcVdeF6jKOUxrqDrqmokRJAhMBnbCvX6oyrBjeqKcYyFgATL6/qn+1RxYFarfnKChTwG2ThqrKN9VaUw/7sDKfU2T/Wei3nz8XPAUCGcYvENHQ4GHJ8fnnAsyDE9D9T1xLfvkO+h6P/snud8JFAzPR++YnwHlPd5YzyofUtZBwMcb2IdxPCt5DJgWOt8z4Qstx5hRjYN+rAj00sUeKcvuurmmBk/gXdCUJa+HBHzGQpNFii0wOYx5GyfST8TnJCfLm8Y6d3EfnZtdt4xklpuyn6zy57yriZjfaQq1uR6Qntw+IG3XtIdOdH2BPaUbdjjxtkT8kDZ3idbcQm1MeilIRg9D5RkwZ9jpoMW8kfa9b7qKlAfY6z/yW6DTdywckbjPQkCQ9TtGGAKVQVZOy7bCbVn4hj3dU3B7bUt51PIPph8dQFeJcG+9yHJCmbj8afGSlMpJAD1Xo9ES6+mUN4FlUL3EphzZK8fCk2JhQ0pbjnlZVA0iQ/YCsHAVmmf2G5Sv1Pr2GMsMKn9jrW7TyFoUl2ude3bRyFsdaucYJJ1yllh/71LhXCqwc/Rr5HiRW2DI7Ssv3tgCvn66PMEXdNDQ4eJrvOwUJGNecXY/4dIXUiB9I0NJW4yhQ4t/vAq28O5Qm1JJcYx+a6HAyIXelYKitFDQ4e2Nyh0jG2+JhIdC/LLZDr2bNA9UKlQm2MP13l4hHwNK5X9fhpkIel9MbT0qpDphDJyLVeFErGC7woJ1gqIXTAbT0KflBJ8PgOe9xiYlODrDcQzd9SXl5cqTIExsPkc/NZNgHHI+/e3+QhduI8SOCPwpRR40+iasJIeXY+IbSK0Tu4dVeerQySuj+5GSklxQPrWol2ny5o5m4OfnkBcXCiITSmTddVRKJZrrH1t8lDJOzWoUHRHIXREeBf5XWOOdqLwuBRFqkJv8hQCXyXNm4tHHcN8A+58Ir2PzKRhxkhrQYYS/7cPxdvVJ3o7kkMPVbClJqD3z0fOGwqlGrJ8+VqJ6/Vo1jdQLtbmiLrsosM2aYQ2uAtlJiVePYayM5GhyLbdxsBTLEculBYbT95GEgoxltKubRMDuW2BpgHWG/V3qrCZS20LduMGLj76cdx9+Qtw8fFPgn34k+CPPwp+dqYQf6oK/OYNbD7+Rdh83J8E//APA3/0EbDFokuEHicyjcfZIeA7wx4Iyb86fj52F4A5Xy7UEfu1tt2iJVHIrD83TEKIETyobJoRpj+/fRP4k0+qcZ/PVdhaZaG2aLLGT7ZCzdV81illGuUlsIdCkLsuMu7W8Ar+ppCRcCiPYFxd82s/72kDJUQiConpqj+0ZoRIgjCOQnwG67LGKkRTQgiobdaCkInKEtlfU4SeqQJTODQm8Wj37YWunPCYiX4PllDsyONCCQvKQZPx7flQ2+z8QPNzDZbBIiGZnjUudRnBNu9QEnUYvI5K2N8j/eAP/iBe9rKX4fbt27h9+zY+7dM+Df/pP/2nK23TQVvy/ZvBiF8rFQJgWKCcbWAcQBz2qnupZ3pSWhatEeasR7GQUtWnmYO90aXsIDV9F/sU2ITm+BqMUm4aZRFfrbYXIVEYaIriYSa96rlpGsjbN/DMx89w+aTE6dNzPF8+ivmHLlG1AhyAXK/Bbt/Chz7pFEwAj8045u/l4K1QycJS9smdUqPgBDwovaW9bUcHGOPMPfy86hF2WD0Dm9VqzEL9NK35VbVt26BCY70ICUld+4PcAA4mRNQ40a9700LXijH+9HozEgrZI7dx8ZJHcdq0wJ37vTLCq5my+K3CQiQ/uwXMZ2DrTTd27vCY/hUbNcpHQo6RgCgKgmsveflA3NMRfJ7QFlYZY2FisgfaScXbHwkUSVjjJr8IACE4vTIRa+iEEJuR0qINRKEcJes7VtfjdWZ7BHXZ/Z+Jc5/pjc6xoDuVw35vV/bD4zItr01wvn3k9MwMxzSocKaUC6TtWRslSbb0+elRazzni4u36zp9XrXIHIzLsuql9J3iHejPnyMIvSyFjJNQxgtf+EJ893d/Nz7mYz4GUkr86I/+KF772tfiN37jN/CJn/iJ09uSQQct5HuZMTyMLcl95RG2ba21+98r0HnK7q2bOrGl74sBIVdVYQFFb9aOyYyEKcqtuilE2ORSSKBpVNiHEOlW1NR6LYbd3jrB/Y/b4KM/+o/xf37/SSyemeEmA04v1sBmA0gJ8cgN3PkEAdYw1JcLPHp+A/VyrW4CFUJZiLWS5MBdH+Dca2YmWoBb24VxgBnKmP7YENJZxcHmM8j1Oj4OUgBspkJcNv7H1Fps6Yy2Pzg7NJ4+ZCnw/uDOAdW/UZ2MqX5Z7Wgfu4H7L6oxv3NTjftqpYTTulZzYM631Q7ZtmA3zoBKYe8PwnYcdwgACUJ+NwbOC7W8rxB4Cq+g71ZIDtUxlLyRABFFZCqUe2IqCsKt0G6f9Rsp9E3YyZZTHxnlbxPTI8/rte4S2AdjnZj07xLyzTLtj01va8gw5BpDEXmvL1dACkModpXjI8eXvjtnfPd09Hyyv+HZ6Jdh6PC2v++H1e7GNXdjhLGi1uuYoO97zkf9uW/yS/v/0LnHOqNPZzlv26HBL0aUdg7uPDH6WzCi4SrJdOJMLYdKn//5nz/4/zu/8zvxgz/4g/i1X/u1KxPyDzxcRzoPOn2ZRLGYz5AFwhRGUiwVUmyt3EYdw9vjPOEePtgq2/VOCRfJoVgYUNtCrDeQnSV/IBTnoAkFxtWOzW5vzPARH/U0/s5L3or/56OfwsWHMawerSFuLNTlXHWN5uYcL/joD+HmR93FxZMMm0cXkKcLoK7BuArXYSyAGEHd1dyDU22WO1NhJ0kCnw5TcaGgaPIdoB6kh75+F4QohaQYCfhg3Cn4NLcWuHiSYf3IvINZZapP81l/eZbZtmE9EvJkDjlXyo5OstYhP3FYRs9+YsYYmC7nAhYpxtn2DgfnA7SDeQinWXhfx/JKfOFJuaek64Rljr0SIhfKivdZVTb5TEhFbtNwtTE4RZcVmEKEEL0B9ZCoGYqUvR4D8Kre26wjsLXZZzN1vEJnBmfx8TTmKCn0JENBHOSnmOtnlHfk7pNpPBi8k4tc1r/OxvLI4IHjTjgtTffu3Rv8rFar4PNt2+Inf/IncX5+jk/7tE/bUyvHdNhCvouShEjfgU+D3BtQItMahDVYl4VklekTFEyr3hRyHEy+Q0xbdHs8bld7HESC87PJakNzWuHTnv97+AtnG3zO8/8/bB6R2JwxtCc15HwGVBztWY0/84I/wP/z5B9i/YhEc8b775QAzbb3GOyATFhRxhhgCoCU/vLABShZDbKVkNR4Xfe6Y5w5w5Ca0wrrxwSaswpypoR6xjpBmHJB1HymlIOq6jDb9ZgQFO3M/Jdom2J1usbUVMZz6vGNVQ6+eshTZvxtJoInE9UQ4hNQ7RCZBPzyXsBPNcYQabAfdyD8BIViX30pnglqm13GGqnDcSy+Fhpnwj7dzpenbYckZOYobppK5U3kEMGIOArZeUio9GVYL3rRi/DII4/0P69//eud9f72b/82bt68icViga/8yq/Ef/gP/wGf8AmfsM+uD+iww3VcZFodDh0KLaZJM+aOjabmGnAGJguH7EBr+IEHfLGsmQwiJexIcoY/Mb8LAHjR/ENo5xJixiDr7WEhKoYPm9/DgjcQc0DUDKhMK2meNdsWfLzzZwp8GRYtb7n9A9PXfXKoFzWeFYCsGMRCQlbolBamwlMNa2uobsk5mFkf59uwsFwc7EAyXZBSkvm91Tv6uwtI0cIhDNE1sidYVCkk2IwlI4GQibKfzLs5SjPcUXu0AB3IAYuWERHAQ/O26/6FKHbfiP4otDYZB+Nit92I7LUoD4+VbZKd91KKLIjupJDkYyDJkBJPHywHwFNPPYXbt2/3Hy8WC+fjH/dxH4ff/M3fxN27d/Hv/t2/w5d+6Zfil37pl65M0D8+Id+kq2RG+yJXIpSmHR16Wpg9xAx6JiXutqcAgKeb2+AbBtYCrDVcmkLi2eYMdzZn4A3AWozDBzIOT/tg8SKzmGhDqWMopL/cvuLp636Xc8uEBNtwMCFV/40kXhVHHFF+pYRkzLAWTuzvFfOJQ9xHMWK2FyEQi1+87rpW3sKqUvk/u757gLI+9j2Hdl5B8rsTxqykInMVMd1ZynyM53oMW97Hj2/PX1OYNGJOjObzOT76oz8aAPApn/IpeOc734k3vvGN+KEf+qFdN9FJxyfk62SjKS7qHCbQxdUlvyoFIEw0IAM5YEr7+sQrK6ksl6ixhrkHvAt9wYbjcpVtW88bid+69yfx/97+Dfzysx+L2T2G2YUAXzVgTQvZClQrgV9/5kW42Mwwu89QXwqwVaMucWqabk5E2YPbB7kmJZgZukUR4HcASapRe4pRn/Q37k+1FJjfnaG63PSIHQorX4yQIpwCsBDAYgbUFVBxsNawik2ds30Ka4GkOqcHxG6br60UGD8q+dBh9FrpPCj87Ex9vV53IT1uk19KwqczoXM2R/X8xyEvLwEAQgv7zrKGPEslagfqnkDSYSAgoeckWl6zASWSQCf8iEDe9qSuLcIZ5oQAnbo/Hcn1TrKRoJxlleMV7nl1zEPoHJ6qvDnLE9ZYPDzKyVUk3rpICBGN398lHZ+QD9CEQx/ZVgr7wPWh+YQQJ4JN3WbIqw+MsjV+btB1qvs4fo6E2ZtDdoKvi1zWvWCZEgqFxniv7xuhLR3Vyxa/+d4/idfzz8Ovvucj8djTEifPtqgerIDlCrJpUJ9v8DvveRJsw/G8pyVmd9dgK4W+o3Hde7z3KVbJtnXOwQA3frNRMfnEOmTbKqXA0ff+GeJFTAOqKmUhlbKcEqGRp2bzAfLO7P4ap++fY3Z/A7ZcQ7QdCtNmPc7jcCW+bhqIR04NrPwmIaY44cBOnX/XsyYiRYoFIIS4YrbP+Ywjlj0Ep0tuk4H8NZ+rddKtcf74Y4CUEHfuKoQkFwxqrP8ja+j4+er5j6N50ROo7lyAXa7AO7QftK37ErcR+kpF4ufJycUGDnz/amitscgzPiLHLRr5Hva865wKF69NJU9ieq/0WONL9VoNkj6nnFeO+Q3eH+CiHSgwpAvEQndcdOelz5DSn6fewjPq99GOPXc7I9n9lCiHSH/v7/09fN7nfR5e/OIX4/79+/hX/+pf4e1vfzt+4Rd+oUBD8uhIhXw5Fs4B/2IssUhDYTMhEi2ktKyoXXuyMID7MrhiwCHhJ3c8RkK48bw+VLxYxIED1ieMBA4se4z4ZQP83k2845mPxdlTNW6+d4PFBy/B7p0r699mA37vErd+5xb4Grj5vg3qZ84hL5eDy7tks6FZ2ey+G//rw4SZ6DmMDdosm0Z5D6gkZXdzr4O5h5SvWIxoValk1nUAmzOFDIsTO1kA63Uv+PE757j11Clmz15CLpdKQGtbYBm4fMps66aBWFTg8xl4XUNObXNIcKYq2Z5n+30dUpxSBbf+X/dYjQQ4H7kg8UaFjS3UAMAWcyXMrzcAWojHb4E1Amy1Ai4uIRHINaCSg7+I5z2KBy85w9m8wuzZGqxp1G3WKfcZ6N89wsqU2PYAr04N8aCQ5pEx1CcdmujznNgW2gQixWYPsPHV+JqCO82SvgkrfoOzxrE3dDif6zzxKCFZsgBFaQy9YwrkFA+Cr5zRdxNlHRcvdNGecm8eBnr66afxJV/yJfijP/ojPPLII3jZy16GX/iFX8CrX/3qK2vTcQr5wFbI1X+HFqHx/QiH1ywnRFOUBGmhVfSXa3jcuY66tvjJiuH1/4dCAjLa6S5rGxet6x1hYrsQM6jMwXVg2dB+HfHlBrffA0BUuPH+Bmd/cBfs/BLi7j0VSrBpUD+4wOP/vw2qtcDijx8Az9xVwqYwmH/MEuLqQw+X2ZVjHiYm+oQZktA0W8s8kWTbDsMOKJjTobHWEJZ1DSxX27ZTSc+FS2kDlMUdgFyt1DPP3sWN35uB3bkPcblUCDxSqNALihC4WqNdVKgW1RaCs68z0Vpsf22Hf42w3RMPzm4/DsooRT5rs2hplnud5JyiZAIAY2CLhRLkK9W/5rFTsLXA7O5CKYoO/pIbLmPeF9I87xQPPrwCbxfgjUB9eaK8YXyjwr0SiM9nymvXON5L8fxCbBO/vYLQEI2GFNpZCsnEtT6ldWma9d3gPdfe9hHvPCXSPA+MvBmKFxjwJtCPlIOgEcuTxO9SzAfoOAQkIh8foJDjHBiE4dj8PDT2Fr8Njo/X4m+3T8sfeh10nzvgjNXjxt0NvjIPkExknKnlUOmf//N/Prm+0nS8Qr5NpqBjbZqdXhrlE4BCr5sCegk+7wwjKIwCocszse2ZTNbwyXPhEVrZcoOb721w8sElqg/dh/zgMxBtC3F+3j8jz89x4/97Gtg0kOcXEA/Oh21PCLuy2zs41HxjbruPXbfdUhm7ow0jy1SwA521veJgnHvQnEJCbHys2Gw2EILE3fvgTQPRCnWXgrb6Sdp6kU2jEJMqA5rSRNiJNig0tvbBS1/HI4UAalydQuSgzgBfCIVUUPhJoK/OOxwi7/RUV2BtDdldnLa5WYOvBGY6hMpHuehHXZs2N2usniexusuxeLZGdTIHzh13RtjUW++N52YzQK7zLZGM9VbtnSRP94YRwiWHXsFziJDiLJ/aFmkqMqGcC254LnkXjloN34usLzL6jBbkfdM3yvMa8sah4cgD3RqjgReb9q43t4J1Su3A21DAUj6hDLJC6lmvB03HoY/slA5fyKduyFRoqRDTDHoFIlZTH4WSsEiu9wnQWRPDlba3TfLR58GwfYdQFGwjoY+saXHywSX47/8x2jt3ITfjm2TlcgXxvj/e3jJrue+ZvrnWtK74OzH6n3Exnv7ecuZxHzvLTpyXkVKxHTMS3OHUxFvfuq+q7WVBAORmjfbOentLaGo/WwHJFSyqNC+IirZvYny991kCws9UITBxjMjKci4yjb40rRv7dqHWmawrw6Nl0RSjQre2mhOOzU2J5oShnXPImoP7lNNYkRX3hxWltAuG1zWIZ08UAru5Hl1GdIWUZHwxFYAeHteAtqaS0/JMn6jUHLl+vE0PgNdAlnC+j0KCCsFchgwvVn3FDZmD+tSck26dvqaDo8MX8q/pmmwSQsULN+5YbSllFyJyGAfoc5UORYA5CjrwtZrl9c4xLjDjd6lwlhJUyus6KvdaYppEu4ZX3QWVbnNuvuBDTlcRrnOIdOC3SdGIcRbU6tOurZ4W8+sln3bvCO8I11/gUChhaZBxvPOdkBBgjcgbB/3OLttdCtWhBPSeJh0uo8NdSkN0tm1xOFK+keAbAdZ2+0PQknbV+/tbl1LHye5ZWCPvvdx50bHa3VhWawm+kWo+fP1lPK8+I8a7WknUlwzVCuBrtdelSOCRZv3mHQ2lKIhsZeTi5KCrXKFSQ15Pdrib+V7CHkjGkXfwQ5kyv3YIJXEew20KeBlDyFiD/LyA7OIq2yMv9InIu6DEdX0wJAv+HDEdppAfWqxmomP/vBVrF8jYH2Tl2+XYVZkQnfAs8FDCnkHejUyIhR4IEd3zg7bE3J5sHGaTSrK7JyDIvHxtscpxElWobVqwdTO01NvrJQQtKi0FIXbYmM92QjKpD/b8udoSIsocDZKywuguKgFRJVtJO6E5OgaROe2gSe12RNeZp1zZCtTnDdjlBmhaYNP4xz6WeOaqc/AOUWHshXmrjm5vBg8/nmhlS0kS7Ns37oM072dIpaZV89qNe33Roj5X86DnWlrCiq8dMTLHtT5vsXiGYXFPoL5QEKxomi5pPhQb6EgE7lCdSgkmQf7XV9qtr8Rx0GEk/d/0F8uFh5hler8a8tBshDhKH0N7UxDWdogfpKLWuN5hPDz2vkRYe85CqDaxMntlXITLGrxjgEQwI2TMnkuLt16FMeOaptNhCvlU6rPVI/Hcjpi7XgAxBUXbvWwjmlBQeLxt5TThut98Rn+yrNbbg3N0CVJFSGSz22MXHxMgfDH2TgsgQUDo473VwW8ihvT908+E2uZCKDDbMGquHP4dUmZ4Qv6B6zOdJFvXYMb/oUN/tI7HD6j3O5x6AN4DltWO6D1jDn3rVy5X3aVXDiHYt85C62+zQX1vCX5+CdndfSA11r5dTE6eQShZz9XOkNCj+x3gDaNxo+SCxJQw+1D3CBRZ0I/oFLf19jKz2d0VqrsdDO1mMxQsjHYM6gvxZLP/xtjN7i5x448ETj64QXX3UsF1rjfDuyeCDbeU8lSebc/L4OZfPt6LjG2VuEEiZUjANBQBw2jFONui17jeySUKrzcNYSHB3bYkGwpuHDbTUq5d3znWffA+GLMchzI9QrWzyk4mM+leRxAkGtHsPcIqT3J8artSE62tOnzegO19BtbcH1I4nZNYwZ/jpeMV8ntkDAODnmTJE+ONqQVSqkZNtPwNijA2clBoq3RyqFZgqvAhTyBW8QEDZIxw+6mtbHTWh8EFJjZDDngPBs+5qtP9jTGO9QbQsIxWXUwrL7EQqNj9An25loCnBQbP2LNcpmeNNavrThHzeJusegaHistqLIWyaK43KuzFd4inKH9GW+Rq5UEQCgl5/u9k04DfPYd8cAF0Zfsssr1ikmAtN9f+5FA+ihBZVeP2hYRzkjWO2G6KQuF6Z73pFSxA3X3A7z6AXK8h9L0FNo8zlVwTLtAmXqnLtvh4vVXPPMDNp1aYv/++gmA9v1BKZEp4oFaOHd6l6KsxvmhBH7KqovPSEHXnGYsZChyCmd9LrPrtbV+MRzvDRRyWZKs+J/FqUB/ZA5DgGWY+/mUaA12fU/93JeiGbmMmlMM0vLFhWVcgDlVWYjH5WX2+mMnioh0azGLGkNIepNIkC/4cMR3mLBE17oFg6Frgrpg5XZ6F2hGK688Jbxm1gycOtYGaAjiEkRRLBLe8CKYA6bW0OtqbCD1Jft5WsALWU9k0Heb99pDoFaieaVGs6WPUnOgziAiF3DOmUoSFUHOuuUKqybNQe9awVJb8XhD3KSlVNeozsyyZrrZLVxK0yyPlK9dubttC3r0Pef++uvtAW2S1+948ELVSnDJeKbj7IV4UEiiMv11KNZmnJFnnAns5UdCXTTNErrr7APLuvU5RdHhURgIU9/JU1t2+7LKCyjv3MH/vM8AHnoG4e08J+Zt1XCg0Q11cXgUqhcbb0cfeEmsLbrEyXXwq5pGGZ53H1kiK0sgi+91+HtjuocD+GK2FFIuwNsx5vtNlOC3iQVS7jLEefM/V3jZlCSJKnNmGXlE03zXPxIS9S4rvl9J/NtvtAPznxTEmPT8H6TCF/FTyCdCeGGkwPra6Zm4qEqUcsr42k+vyKTtG33gECg7bDTwONdgRpGnsPf25DiMwqcdSD/QpZP32CMdRq1qkDm99ru+0wMA7gdA8FKltCKxhKSRksxnH45uUYj2iWLlySUqIB+cQq86S3HtQjHAITVx7cWKCjiFwlNjfScoxHxkVQuNzEIfnZrvHpJCQ5+doH5z77yrwKYceY4FLoQRjat6f/iDaZ+5AXFyM5757jkShfCkfn7QE0dBa6Q0Z9vkTVJQD5fmMVYGy40pqgrFlVNVU45Zx7sXi16cS4145ILsflPb2hh3rN5X0GjL4/+DzFArJL/aa9J152jBBCi0+cPHx2pIP4GER8vdBVxV/lrqRfM/vW3DYUX3SF2eMROFtohC6M9oV40xFcSJS8DCIoF6FSDYq7jtojXUp68kV7WguLcV61M6ccZmSR5O4rmz0E7nplC0bmSlj/EPCrGw2EJdLdxhUSnIhrSET3y+w/uwiY+W5xs03lqWRUA49BjvSviQBlkKp3nkKaa9u6XUVilIw9/ou+nRVJFm5nyOmh2hGr+mhpkPK6t/lYXdI/SRQDLpz15BrXii+knOUowhY+SqjdmZBTSbE4Y8+K7OuRv3IVZKmrIs97pEg1GOpdhhrlQwtOUhc3pOpcZfGjRIUi9+PJfKmUmko4h2Sr8+ksTj0eb+mID0cQr4QbkYXgHscMNNIgokTOi+VqAlKAEjJo956PMgM5vgk4JpnM8RUjOopuPsUZjsSTuLvJLdnyhqxYelCArKZwGbjVNv9ShFERGQOCgpX/r4Fwjxc1M19Cu72cO9nKgNUmD1gy5+IPGA0p7skX/9T2xCD1jU/ajv+m9q3YIy4GP7Opdh9E3a1Uo75j9UGKh8hreHE5OPgO767Dvqv0/i3+3MZ/p5CpJwC4T0H9rKfzPWXsl+EVMhR5nuMqbWQmlOScIb293t09fWk+SkV4vSAqUcXLfBzzDRJyL9z5w5+67d+C88+++zg8/e///348i//crz85S/HF37hF+K3fuu30gomLh4T6SWaZGXMVH+Jhp1cMkCHYcPvplDHgAbINNFXLOaYgu1ul2VCSuqxivRpBB0JjAWVaMWJioqeA9fOkkYb7Neo8Hqp5FSYHEJLPz5Uwc2hRHa/NdwlGeNcDtdVEG4OCAsJKbjqscO7Q/RJEf6c5DrgbZhE8zeFXIebi0pavzMFv+j+mcAXgv23yzWEEgoFYRWlGMT8D9tUAFkod225zhHzf3sOtTKeM0dOZZBgGBkhbfEI5GXamsgOr0sxso0rzSvffiameOtxGgjk+RKcbDvFggr24GubCzkswwuaZKCx7jtwPp8gIxwkyYI/R0yThPzXv/71ePnLX47f+73f6z/bbDb49E//dLz5zW/Gu9/9bvzMz/wMXvWqV+F973sfvWCqC17HbQrhieH0b/qeMWq4tdCmKmDFT8J5ZnwaJr8mPV42ExkcXBHGaG72GNO2LJVBJuDC6KWQ0zJoQGJmCmZJF1Z5kt+8c0wVXLqxlk3jVnQGZXqScvW68UE0hizIbfjQS77UK3SIRvoWvDzOVNhdFzPFyGxX6RwIV79cvIWyTmNKSIGYch/Z7e0xtH2oV6bRpHtOGVPGfEx2F2p5EcOcFuZIUr2ZZDvVozb412Hs6D/o9qxrrOznRvUYiqYBlRszVpGEaQsdxVsmxaPlQqgbPcPdc2Yb1kIUmDOS4mF7q03+aIbppKyP6HnnuIU7ZGix29u1qc930etJj6cF1xolygVhRtv7sTDXSql9dE0HQ5NOuF/8xV/ES17yErziFa/oP/u3//bf4nd/93fxaZ/2afjpn/5p/I2/8Tfw7LPP4p/+0386ubEADHe+EccYEqAdCA56M2lUk/4mw126nxLK9sIgkuoZHx62RdV5wPrKSWHU5uv27XguNKPtw0OmEyt3/CEdQjGGhZxDmmH3lqIEBmkKTt176vInGmRgclPtgzDisUq5OGz8csYhkYJyZQpFCUrxVsGPXFBX6JDrIUCpZZfmQ57ygn0ftTcu8ATJgvBTiuyY5yZbkmPCf+jVEJ/V7wqHJd88e0w+V8LQQBlng7ePEiddfU5pj0bEMQROEm8t5V0ZtYf5lQi7iqg33w6rmra/vbdvp9TjUOwYZ8OyLUE83CjPs9a69rbd9tZTvX2HSNeJtwAmCvlPPfUUPuZjPmbw2c/93M+BMYYf/uEfxmte8xq86U1vwkte8hL8/M///KSGDmgE35ex2LqFPMLuTY0JplZHYeD6OZdikko2vnfMouvA9x6873onRvaBOZW0QGwLqiZjSw5ZSJznEAPMsc76XL0B4XoSOkTQkp94SGpyWfukdP9NpZRDzW6L732f9yOXfHXbn1HWheNiqOgYmGsnqhAR+kzYp+RbTe0QpV3DJyY9PzEPwzJQpHgsx9+bt687PF+pSElToSotrP4tvC9xzHzP9UpDwtjrZ6n8LrbeqMIrlRxenFE9Jvn4pK1QE5WaSTQljLI0H90RMVnu55hpEud95pln8MQTTww++9Vf/VV81Ed9FD72Yz+2/+wVr3gFnnrqqfQKglaaAoeGLQjvkkptWgpz6sIdkoTBXR/CIexogCiETLxDwC7jqmmClWSonCZYUYeF7HcPEOdsfJnQbiwprsuYJhbo/pwwrleCjZ/S96ilNmPt7Hy9RYTTmLBMpd6SvztIxW1d1g23Hr7qvXhqVD4hFKck7ZL/7mI9hcKVdH3ZOPx0L+Lgwi1qGSEaKZOR+2mu6Whp0gwuFgvcuXOn//+P//iP8Qd/8Af49E//9MFzp6enuLy8nFKVoodxwR069vCh0oFbEUZ06K7NQ6aSCaXXNI2u1/GQrpoP7WM+DuFytkOkh4TPHMTle7sgWfDniGmS1PyxH/uxeMc73oGLiwsAwE/91E+BMTYS8t/3vvfhBS94QXoFjIMtFuA3bgC8ApvV3ZXos7Rr7H0UShY68sMsmEicXWi58kht81pQPMl/lPZNnddYUmhqcR4LjTdmEo65jSm/vtCZ3DyUoAU0ZhksEBJCaQc1NK4kjWJxD5yH7Kp9KfkoU94H8taAkeia/G6IUsNRcuvJJWe8fihevPuuwD5hdQ1W1556/GPAqkpdDJXqJZsQwrstIpxbxeoZ+OkJ2HyuzoWqClv+d0EllcyHRGnp6TomH8BEIf+Lv/iLcffuXXzmZ34m/tbf+lv4pm/6JiwWC7zmNa/pn2maBr/+678+it2nEJvV4Ldvgz/xPFSP3O43FJvPwOYzFceKaYc1GVFHb94pG6FUVn+IcpK/QvHUUyjUFjK82rZtOrzCGzuekCSq530QD+t7Z5CvsAeXvN0e/Ux/6DoSOWPvO58JH2J9OUacO6uVoq333qCsEmTD2wXyACYlqNv1edaJs46UxGNie0IQq+S6Ul+xEMZ6yhW+cxIbrbVPQoLp352WhzBA5Qq9G01slbTnfO0IQSv7kuE1opcL2Sem3IS+86FATVCoWV2DLRbAbBZ8blyuBKoKqKqhUS8hzCXcsGnCG79xCvbIbbCzU/CzMyWbTDVA7jqXKBXYImQIfdiUgoeUJkksX/d1X4fP/uzPxrve9S688Y1vxOXlJb7ne75nEKf/tre9Dffu3cNnfMZnJJfP5nPg8UfQfNijYI/eBjs9BVsswE7UD5/P0oSuPklTCetJyoEdu5xssXFsDJ8Aah90g1j0SFy6jrMOCUiD51m8TLveDArG4PsYmx0zrpmnJznNKSBELjrzJuyayoWul1fpDJwQE0wRVr31ZiVlJ7xjJDUzztQerCzEDd/69JVFOKS9wl6vbBdQtkoo077/cyhRkA262XvFLKCk+JSQkKDhqyvGT52wmHzsyUpIEM4VpraKvSWUk/KddgC5GjIwDOomGHDM5F2r3H68HHWYa8n8u4S3iy0WYDdvgC3myYq5Niqwqhv3EA9OWUeUBGUT9cxVxK1bEI/fAm7dAL91E+z0RBkfK0cSvatdCV4IunfTki8ocfw9mtlDFg59hOE63/qt39pHxgAY3UGVQ5NmdT6f421vext+6Zd+Cf/m3/wb/M7v/A5e97rXDZ45OTnBG97wBvz1v/7Xk8tn8xma593A5ZMnaB+9CXnjVDGKufrpLQPEw3rL5LQg3OGShzZQZ7HsmZMWeCgHTG5SkyvpxlWu4/1BuyjKSAwiLYboQrF6T0BX6evlym07Hguj/Sl3C0STVS3BVdcdSHoLluOw9vWJn/bha1vJge0h5yvfZuihgzN0CIUEAMbBTk46yxp3HiKx+E7GWfyQHggqASHUpzD4EItsigoCcQWNXGfU6jz2KExKDA4d3FMO89JevhxkHD3vJB4c6f9gLcXbQopfLoGOpskwDjl5e8h7YhtSOGHMC4S52MROT9TPYpFcNJvVvTUfvMrfExHFxkkxq/fNU2weO4W8cQJ5s7Pknyy23k7Aycu97dLGqlGoZlnhO3jep3jjDl0pOEIh/zu/8zvx4MGD/v+XvOQleM973jOpTE+QHJ0YY0Er/ate9Sq86lWvyiu8rrF+ZI7lYxXmdxeYrxtg02wFz/Ua7JJBNp5Z8GisenPLFh2z9DdBYdY6/qcucO098LWNcQDhS4jG7VHvsKqCtAVbzoAEWbcXXNv+g25gQi8ZfbKf7/4fYf0mMoSRUsUZwNMRALbz5ZkHwqHNKg7ZqHoYY8X3fF+mHjvnvLr7yKqqCzvQygRh8hmHd5G45t+E1FvMgdUKEtvDItsjlkNaqZNiC/cX6rNv3hPqo5Q14BOhPZ/YFpv/eNvmeY9x5phOq0xrDMffE4wVOr/DNx+mJ7Pz6IyUZiLpPrGq2t4OnUnmOAETnDuhuY2tUVsYdz1rKiEm7yUaNrRyLTtjxaifXoOTwCAmOWcNLxaQpwt1zKbu/7pW7zSNmqMSuXh9wybwIsYgzuZYP1KDr+eopARrBZiUwKaBNM6tfqwp3gVgooeRj2WUAD8H0J//Ll4RrooBB552dGxk5xWS8gwjdNCqGOMczRnH5iZDe1JBzJVWL2v1E9WSbbItGVMSvCixuiHrEItcxLMv6gTX3RQ9oVyXpXSPMYCDtmsBO6RoUMpxkVHm1mtBWFvG+4yXg0wNlsEZUGurWrrC1ZfR70OCS9tXBuD27OyDYnuXYj2PCs4Rqyt1L1C9GrEyClMIBjLalv4nc+6d+8tRps9LNIUy25yrEKXW7bynBfZ8EdeuprqCnNfqzI61x/6sqhSPq3h/VmWdV6bHM/osrXyxqNGccIiF0b/e65CnvE6lyWVcNVpUSTpCS/4uKMmS/8u//MuTKnvlK1+Z9gLnkBWDqAFZAagYpA8vNpUO3dVEIc+GDlr/UilihSpR1+QyOPMjQIRConYdzx4tK2ENJioX4bLSvD0D0l400/uQXdgeSVubs9/fsTLhO1x3ocQ8DLyvNIV4yEQqyo/3UO6AJiuIbPhTgkrywgkkOYOsut/c6CNnFn8sUVnGRYs+OgTj4j6oFDLOHtF1GGO4f/8+Tk5OIKUEYwwPHjzAvXv3Bs/dvn2bXGaSkP9Zn/VZ2VZfxhiapkl7SQiwVoI3AGsBtBJMSMjD2OP7o0RGURQacA8Qb972dvBpcmN85hqLEKJE6fbbEJSTyhIAiN4oEbipVsg0C86U9aETY6dAze5ImArS5LkylMKUeaOSHQZREL5wrxQaZ16Bn56ovgnRH2IH0cNjG+cIFYeHTarcWsfmTwkK8MJ9EhMSrO1+C6OPQir+WNoglBJLE6KHbK0/TCSlHFwkK6XEy1/+8sH/jDG0CSGKyTH5uTFCOe9JIVBfCMwecNSXDdimBdpWCfzAOG45RsIS0KbG61IocOg5odOowkjHTCaTFJCpmmoWLGAiY5YCfHGmrCJNsw1rGaH0hAWuIoedPlSEBFgkUdvdCM/HEoypMof1Ocr3jXn3bMk2eZ8VEmjUHvSWFZpnxoYKmTeGObAvpVBx2N2hOnV+SwlDk9Z6jFzjYce4p1CkfSQYvZTvAYAxVLdvAk88D+Ac7O59yOUSctMA2ERfH9azRdmKzp+rbcY7YUSgAmuD8SJrrOcV1mdphaSEp+rcCU8yaAq1AmzdgDVt+t7o8o1k20GGTp2Tguc9XzWYnQtUl822f22bxg9LtlESz4IU3n/ExKT6KVHOvugXf/EXi5eZJOSLfWvQ6w3m9zYQc4bq3hpsuQJW6+33myZtQZsY3ETqk7o6xI++PoogFsKYnUKhfoSs2o52uA4Pd5WBZwiCRioDkUKCnZ2q4jeNUu40VN/gwUh/TZxnlyWE0C7Taq2StelC6uhCFXOsuqS2UbNcEGpe/PDMS3ty4NukgNxsVFuoB4pJXcjMpMNEyu1Y6LU+soJ79p3rUI3NpV2G97sCgvDoFQnGQ8mslH2eAMdH8c7kKhyMgz32KC4+6nGIOceN91Rgd+4D5+dgq8SwE40RrwWqVCtn7r0dGs0mxNelhAmk4AQgoLbVwSsmkbDOMJOogmkGyc0GbLkent3ehx1rq222wrOIeLUHoBAsvKap69yz5vmDFeZ3Zqjur4D1BlhvOv4oOoMQwQNvlNvv91KUY8hJKv7AlQLZ/ZQoZ0/Uti0+8zM/E1XBBPPJ6Dq7JLleo37mHKetQHX3HFitIVfrnrHL9Toi4LkP9n5xamQbwH9A2cJMKQZol6PrT1ACvJuVAg1oHR6MM7dFn3TwB4SQvl+J4yZaoBfyN5CXy21Sk12NiS7ja7+PYuOlrc/68WZDGN/AQW5+1x+4w0t5nPPqEfJzLMje23R9688Uqi6XkE2zDdujrDddjfbC+DxwVESawdr1CO9UVzllfTjaM7Z2S/ff5meUuORU70ZwrVHHIAKbRw09CIwl4wzt827h3kfMsLnBML93hlnTAquVeoBXSWsJgHdPxNo0ULzNtV0sftoS6qfkrBjnQlSoigi12hoeU+SBaryuNC8HIvzSsR7XGyUnrTdu3hMqb9N0bd8a24Jl6Po1KIfBa20KKru8Qgz1jt17gBlnYPcvlHdxvYZcbwaITznGLceHHeIauRDjb0d5mv/qcQtdxuaifURAPEfpK77iK3Dnzh187ud+Ll772tfi8z7v85Li71100NHtcr0Be/Ye6vffhXz2LuT5OeRqBXG5hFytIJuGcEgPNeXuj/FzSQgPjC60Bq1/hI1iQ/iZ71GsdLED2jw8mONyGkJbvbjrMcFn22inACRPO+i12axPaALn4+vRbSUiIRbSzVSHnw0YNmHOQvHx40vBxFDoZcwpBAct+SnWaP2OWV9s7RtWSrFaQW4aQ2CwxkoEhG5q6ALjChNbw+d5uxGxSO+LdpWU2wk0IWxw3428yRdTUWkCbv/60QUevAh48BEtls+bQ9xc9HNMunfEEnZNj1IS2UIQ1RCRg8pm1wfkrxdq+2LvBxR5/7udZTon7Ha9hry4hLy8HNUTm3epBeYuRE+24du+9X6IY+B7PDJWOd0/xt/bz8WDc+CDdyDu3oM8v4BcrlRfN40SzHMSXFP2ZmgdUQVxiuLmoz3k6z3X6D3veQ/e/va34xM+4RPwfd/3fXjyySfx6le/Gv/kn/wT/N//+3+zypxkyT8/P8fb3/52/M//+T/xgQ98AADwxBNP4FM+5VPwWZ/1Wbh58+aU4iGbDcSdu8D5BeTlJVhdQzaN2vgJGMHbAg0mx7Qr1cMYeTUsf/Bu4m25mqZqwDYTz2HWuhzbSoNqy5RS3d8mXrlp8UmgHu/dIHFSAwKoZjMVj9/Bp8mqAhKTuL1IFLbAGxrT3NAYs/zR9wGr38AyJ4f/6/XZf57QtlGdCa+u152lK3TABO5+SDrEIlZQp7LOxv0b4UQn7kOXpdD8vGRSnE1SAGwGxsXY4C6kW0iiKm2Dd+xxK2yt4wybWzXWL2hw+vglVrdu4fRkptzSGo2kTQ27SbBsp7wXqrI3iBDGRxsmzI8SsciHldsGnKEXOobJTr1PIDsMw8P35XrTK6zjd3h4LKVUSdra00Lxona/XXtmVHaoHCaH69Hqn3jwADi/AEQLNpurIlt1R8yWL2y276Z6DSnt9D1PggpNNWw6eOABEwPKxORPLyKJXvayl+FlL3sZvuVbvgXve9/78Ja3vAVvectb8Hf/7t/Fx33cx+E1r3kNXvOa1+BP/ak/RSovS8hvmgbf/u3fjn/8j//xCNpH061bt/A1X/M1+NZv/VbM9M20VNJWXSkhlkvl0tVhM1q4m7rItFsSW629mGJ6le6sVJf+rolat0OgkxVXH1cdlj/jHWayutTFH9pwxUwoxDwLhQSUhM9LEjxioU06RnpcCRm6bXBfAKVdPqUicEdFkfWRW04OnKevL44xHcWBe8s0QgRJQoHnIiUitXOG6uYGj9+8wHJ+C2LGjTsoDsSpnDqnEV4/GT0oKYa/wBgODGDDMrPnXortuW2vsxhP6FCYdDlOMscolXekkH25lNwqAXKz7teCpCBvpSbd2t6EHOPCZCOjnft0HbKza/rwD/9wfOVXfiW+8iu/Eufn53jrW9+Kn/mZn8Hnfu7n4hu+4Rvwzd/8zdEykoX8+/fv4y/+xb+I//E//ke/+T7yIz8STz75JKSUePrpp/F7v/d7uHfvHr7ru74Lb3vb2/C2t70Nt27dSu+hJi3gH3qixzXtlmL5F1llut+jhPHk1UdIEt4zHe2+ih3+PoXjqqnkPB/R3Gmr2vG0+ADoIQiJKMJfqIroNV2TpiPEyQ/RjRs38EVf9EX4oi/6IrRti2eeeYb0XvIJ+Ff/6l/Fr/3ar+HRRx/F93//9+MDH/gAfvd3fxe/8iu/gl/91V/F7/7u7+Lpp5/G937v9+LRRx/FO9/5TvyVv/JX0irxJQDuiKSYDsW3MxrFc5aw1vgPjisbB0eb2EYAjQDazppjJgklluXt18SEwucqJe8Z2SFOEMbykO558Mf9h2N6i1NCXWabi0JEUpI/fSQkqrVAe3+GD927gWoF8I1QiC858K+7GHtKXH5ykY6clV3RlLZ7w2WE8Wce7yXV433cCI+i1BlCv4uRWUfIcOBtR8To4HqWSjtZ74lhqMd2DsqCP3uiF7/4xfjQhz7U//8DP/ADzmiZqqrwxBNPkMpMkhjf+ta34j/+x/+Ij/7oj8a73/1ufP3Xfz2e97znjZ57/vOfj2/4hm/Ab/7mb+IjP/Ij8da3vhVvfetbU6ryU0FtXuZeokQ9DA7F+pCLukJ9x/FeEhqRR3HhyzX4cq3i79tWQaa2bd5lKCmMNyXGPQTL6Cg/NMZBxJbQs1OZb8kDpNBB4FtX0TpHccsFxqb04ZZixOh4jTehOcS/SrY7JYnP057ZvRaL99fYvO8GFvda8IvNNoxDTBDcQ2EcyWWFlCJHG2Nx3bZiW3peUs4X6niU9oCF5jWm+Jt8IBgGaYeSJEL12qAPg/s8MnOySs21N7QnhJJE8ESnKLX2Gr6mndB73/vewUVX3/zN34wPfvCDk8pM2sk/9mM/BsYY/uW//Jd44QtfGH3+RS96EX78x38cUkr82I/9WF4LSwjJrgxyXxITtQ1Z2eh2zLCVWOl6hYp7b5aZ0g6X9SIpiVMMDz9f2RnEHlyCXXaIBR1EGQk2z9nOdKsl6T3HwRMUwEPJVaFEcm7FeaYIGyHSB1HqvIWsqa7Pkw6UCYnOg/o8An8oOVx/ngFpmwWPSRhrLw/wCf8D9Bgx7FNK29yNoT1nv9a2mD27xM3/C9z8PY7FB9fgDy4VvngqOpT97D4sjCnxyDnjbELSUp53PDPE4x8LrUloL65nY2dkjgc+hjxE8do4BNAsAd/k5T4BPeZZMNZJ/A4fOj8gG3Uy9mf0DpzRC0di0T9CS75Nky9/Q2JM/q/8yq/gkz/5k/Fn/syfIb/zZ//sn8XLXvYyvOMd70huXJSoiBAhHPcu0Wj8XaGZzb38pG/HNkF48HcpMpMApUR/bwCVpByjNiSW40sUlA/OgYpDrjcKtrF7FpUDx9muP5iYm4EU4Clrm6DGtvVmlBMk1iUbbyZmkjnXF2GMXESxFNlfJ4b3eJGvYjQlwUwn8XrWRT/ftmBBVWhzlGDNp3g1bJPeZyO0LEsgMIWYXSWk28qRTVKieuYeHnnPCdoFx+zp+2D3zyE6BX5w/4VdhlZwhZHwOLWt1DLsJEeSR8O8C4PqEXTMza5COlL2NlmxyeDHJUP3RqhXqSheVmKxq9+DvRtAEHO1YeAljgj3LoQw73eJybC2wVPLPwNj35EI8RE6xhtvd0FJQv773/9+fOqnfmpyJS996UvxMz/zM8nvAQgzj6mHluswLGiJHpApBNoCZgRCbMDocrB3UynX6m1/pi+4ySxHPDgHm9UDbGQpGViI6fWf73DdmHW7XMilDluTRvj6GcJ5KlJHbG36yFZ2eitfgms4tvemwGACESGe05FEBgK0wypJ8QT5YPoogqWUYJWlaJYg3/wH15ZfOQIA8cwdnHAOWXHg2bsQ642CVwSGoVlW3RomVLo8XQN+mtn/bIXQXZ95sSAZ5ShQHpliFl5GR7kboALFQnds1KWEfowvtpogrOvyNLw28fzujUwJ4UAK8hm7U5pt8nlHc2QUJ4Q24OZhxwGX+TDRP/tn/6yHn2+aBj/yIz+C5z//+YNnvvZrv5ZcXpKQP5/PsdI3FCbQarVKh9EE3As4pEHHrG+7ogBT21ndKQdC4LkRfOIutfjEQ0xu1h4vwYGQhoXMVQYTGCgZis9XZmLs7gBCL9ZG6rzmWCZLxQabgiP1+aTiuzs3kiDtzPAAh7BTmJy8qLRiECBx/74KuesuNeqFK6v+UTv3YdhwjYOxVpL4eAcHrHhr4DZiQ0jLWj+6Luo7KfegHAqkaSw8hvIugRhnyessuiZ2cVaNjALpa8bX7uw1eKhUKtRmjyLHi1/8YrzpTW/q//+wD/uwUag7Y2x3Qv4LX/hCvPOd70x5BQDwzne+kxTDn0o7F953RYeQjHssFJvggkyuCOVgoO+Jjna/PMR08HNS2JInDSORJELTMcaKxKZeU2EqqSCWon3B5u4Chz9Ee1LEHyo6QiH/93//94uXmTTjr3rVq/C+970Pb37zm8nv/OiP/ij+8A//EJ/zOZ+T3Dh3fLr5b6ZLMETHLoAnMgM9Nqzu9L2r6n8JZI2raPsIEedAJbaUdXEIfTg04YFCpZPerpJKJD8Xop0L+ARhNRt57JAopT0UBLPUeZnCnw9MOGV1DbZYjAERDp0OYD9fU5iEEPjhH/5h/OW//JfxSZ/0SfjkT/5kvPa1r8Wb3/zmLF6YtHO++qu/GpxzfNVXfRV+7ud+Lvr8z/7sz+Krv/qrUVUVvuqrviq5cV7yxq8nLmAfooFZj/7JJC+klRmjHCmfmW7W0ZcExhmBtoOUYDdvKKalrxnfBQ2SABMSFSPK3oBic0qhqQcKOYyK3kby5nbFhbOE+OAciiXhxlzu3s93AOPH+HDvJRdTcAxjyCLkYjw8xvfcrihnTCnrOgVO9RDIVJCIa3jy3KQk/OdAQUYfibefVQciEDtyqaSQScht7OwM/PHHwE9PrC/48LdNU/I/gN0L6VOgow+MdOJtiZ99kZQSn//5n4+v+IqvwB/+4R/ikz/5k/GJn/iJ+P3f/3182Zd9Gb7wC78wucykU/SlL30pvvEbvxGXl5d47Wtfiy/8wi/ET/3UT+G9730vNpsNNpsN3vve9+Lf//t/j9e+9rX4gi/4AlxeXuLv/J2/g5e+9KXJjRtR7uGcAsGlyZkPkCmM2O/112M7BH/Xu3b5yUmHgfZ15bDbt8DPzsCqSjHjfVsocpEkfAIkFQUj+kxMQSKsR18ZvrwS17sxmLOSgrJGEzkE8iktjO9kjfZwlTHEHCfsHmE/298PPFHhMfdCIFL5m8vrNVUYcUEeUsmug+sEWzMJV8W1e2Pbg+UHjDcmEfhjumBMNA71hqQCwlsEIYU0htog0CbOo7lffP12CflBgw03/kxIwiU8Z+4lveeT1tijt9B+2GPKOObwgo/26hSh2IXS4/qOWJdPIXPlxxy15V/feFviZ0/0Iz/yI/hv/+2/4b/8l/+C3/iN38BP/MRP4Cd/8ifx7ne/G//5P/9n/Nf/+l+TImmAxJh8APiO7/gOnJ+f441vfCPe8pa34C1veYvzOW15/Nqv/Vp813d9V2o1eRRAqBmQTnaqqu1lLBRyIWFED/KJm0Qnd8JzyBeKmW0fuYFqvQG7vOwQbKQbzcLZRhu5xJPEpoVH2ea127RIF0CQ6RPjSCgojmds5KPuM+/zKTQYr4gy0SuNHRKLUfcgsZrkARm22Rszntq/XiB3JM2HEubtj62D3wl5p9tnft6NixMC0/FOj7YxgjUc4s472+ijCIyg4kcBWF9fWdachxGWLJQQjQRDUoo9QlxMuCMSqyrFc4wFF+XREeShcIVm0iuhgbwK32WhqxXW+FKQj/ScTxlLDUrhe1+v3RAQgx5ve0BifZey2+N+WElW1yrxOrA2/fyGA9KzDlLRiRi3lHPPmAXKE4/ewMWHn+LWh87A7j9QieT1TCkLGrDA1c6YjOIS0E0PuLM/zBh/jOduVI8LQcdzxhxj2OQR00/8xE/gm7/5m/GqV71q9N1nf/Zn45u+6Zvw4z/+4/iSL/kScplZ5ro3vOEN+IVf+AW88pWv7JOizB8AeOUrX4m3vvWt+Ef/6B/lVBGnDHit4fvcvRHN70cfJYSYaIujwyqacikJ4wzMtF6mtMk4xGLU3p5Dni4AzjtL/v60VyrMXO/udUMDQKPCZFM3zoMyYhZt3xrMtITb7af0J7wGApZm6zlWVe7DxIdylWCdCoWceduvQ2usZ/t1sA/3v89DlDq/lLFKXbumB4fSHinLh0wU9PiwyvBwUvplh/7ltMU+BwJetyze4gvfKO0p07yP4pWIlAOMrf5kPtT3d7xvmH0XgqduJ/ks41zfmZJ2L8ugPJ/XJdCeze05Lp5fQdw8AZvP1PjP6i1fHLXXI28UDHthVbWdA9vLGfL2aiIqxUdDsuDPnui3fuu38Lmf+7ne7z/v8z4P7373u5PKTLbka3r1q1+NV7/61bhz5w5+4zd+Ax/4wAcAAM9//vPx8pe/HI899lhu0XtZTEHBInaRk2WVzsLUppSvn9VwZimHjDmGBKvC5qzGbD5TgpMQIEM2Bsocfpc4Vi6qqu4a9HEBvgu1gm3toO6Cj1Fg0mLrNctrYXo8Gn/fYtZI4prZHtC7uiyJg3EVo0z2EHnK6f8MrVEf5jNVaZOisywH5q4vL/HuAd/XOXsutR6nsBmx0A7KLZTo7uIVnI8/jymwSZCl4zpHAl9s7EIeFE1XFeLQ7bHgkMTGTI+F0ScppBJgY15vXb8PL9+8xDBx7nx7Q5/jskUen3VX1pftm8rNzQrrRxjkYqaScDlTnopN422vG8J2YpvN84czQBjwrb5lqOfE552Z6oU+EDrGy7CeeeYZPPnkk97vn3zySTz77LNJZWYL+ZoeffRRp2vBpDt37uB7vud78J3f+Z1Tq9vSVKhCIwzG/bVnQ6bWMVWwBQyBNPU9gsLSkZgzyJor5sTHFlRnm0xFxGZUEQEgOiauA5kiBE21kOWOs9WZItCIpkVo6lovjH2cFKZSmqjwdclC4ESeMpVysMlL8ZhDINswIcPGhlJ9JitXOZZ8HhcYexokh2duLsaVVJJ5kV1YcaaENRqei1HIT/xMINPEMZqqUIsZQ7sAxIyDa2VfK4ymYc5u8+D/ssZMdXZD8caEc4zMy7U88RAoAIdKbduirv1ieVVVaFJCzFFAyA/RvXv38H3f93144xvfiPv375cV8p9LtIdNxY5dQNB0FZLO0UtX13RNR0w7UGKv6ZqC5DuStcfVBUF6fU7sl0qF2uxRp5FS4su+7MuwWCyc3+dcRpsl5L/rXe/Cz/7sz+L9738/nnzySbzmNa/BK17xiv775XKJ7//+78f3fu/34u7du5BS4hM+4RNyqvJTiQ3jCoHoynWGR2RCj42TMy2XNwmFQaTDyCW0l68FWCNUToUQcZxks82+hJ2AoSIaWuNCh9iHBUEKAJXxb16dg/dyEaGkJM+5t53Ja0aHIpQ/kKSQYCVCwrs+edeDmVw2CK8QKI6UUHKcRIaVzMVjgol3E9rr3OeZ5VEAC4wcr10SuQ57L1EssXqtUvehKzGSSgUugpo03gMUGEcfImMghT/vYdSuyes4krsQmdtqJVFfAnzTJazmnM+FSZrnRQo8M3ltHpmSUihcZ59C/pd+6ZdGn0lJugUyhPy//bf/Nt7whjcMPvv2b/92/P2///fxbd/2bXjnO9+JL/7iL8Yf/MEfQEqJF7/4xfi2b/u2tIYZAuLIzVmK6RdcsG6FwMEoqAzY7qMWuFOYuBkvSsianz1ogNVa1dW2aczeK2wZQktIeaJSD2/or0+K+Pj06DyeNZDcxit2X0o7T8EXKxxQKFWfx9bQINxaWiOHv31lmW10Hfjm+xnzlCJsUZ7Va6kEBv1gzzn2uhPJyYfG4atDl6Gt35OEJWOdldCdXO1OHVcKgon5ka14xhSk3L2+CwHJUgiUkGyhpNjjEWvHBGPBSEi3x4oAUelVVj0oZoM7IhLWYLIyY5+X5w1OnqnAL9ZAo3KmZNv2Ar8LgpRkOJxylhjlTzrDrsNxroz+xb/4F8XLTBLyf/7nfx7f//3fDwC4ffs2PuZjPgb37t3De97zHnz7t387Pu7jPg5f9VVfhXv37uHxxx/Ht3zLt+Crv/qrMZ/Pize8h4ya4Kb1CucAXNYUBatnMjEi4+6e08mhQ6Em4mqW20QqnyDmf5duRarvXIJdrjpMag+cVmqMpw/GLZcC726Z/QQLhmvusy2VltA9lYLwew7ho1tXA5QMwlpLqjuhX1JIQLSQ2pJuW9h9ZK05BXnKB/vC9VygIeQ2O5Xqvp4dCG22EERpa6rnxUq0i/IGO9F0av0+kpb3kFBuUtt9n7kssJ61NEmRCyJbFUh07MfJRLDh6GGCieWPsOJ7SE8fithwH/dGFtf4uWKJQwoIRTkRbXJsO8mjqBV3z9zMnl3ibM7Bzi8hNo1qR9v2a8SJuW8nufY5bRPn37VXUuAwKXPbf6aNA0egCMjup0Q5R0xJQv6b3vQmAMDXfM3X4B/+w3/Yxw397//9v/FFX/RF+NIv/VI0TYNXvepV+Nf/+l/j+c9//vQWloYaA7YbOGjxSBBQY8KRUVbPdHWdpPZqIa6AwOk5+Nid+5AXl5Ct2FokcikoDHisj5RiQ/j4vnrdBQ1/+8rprZQOwXQXxNj4YInNA+NOhARWVZDajUyCVxwqClGlKTN0Lbg2BomXfijDLRa41QaXQOqDwPS20+IBsaU6dT0YbR5aMR37JGhl3rGFmYgRP2WPuKyrkwTrmFLr2juD/W6970QicdTh86RR25lrSLE8Sj1ilk7EpZTtmWOvt81se+SMip4rrrZ1dZHuM5EiXbEzeby9HgJt5Xce4HTTQj4475WX/n4BKR1rgrDPEr1Qo0e0JyXmcTI9/CGEnWOnayEfQCJO/rve9S58xEd8BN7whjcMEgNe+tKX4h/9o3+Epmlw+/Zt/PRP/3QZAZ9CMfxXG0vZJDITdsBRahzalM3AhlaOHtc2QgOXpP6htteob9AGi8Sdu5CXl9DuxuE7AejPEswgZEmIPZdTf8rhG/qfUsdVMUt9wFsKppdihwtFADcpVbgGYENcspCgb++DXRgDgLgiGHsOoAl8jNGE6F2TE7+ckfhULyhNgta05nEfY5Jj0Ji6r406lTBeyJprUX/3QC71Z5Z7jLb3X8T5g4aXpNVrnTkljDuDd8QWY19X6bsnxPX6nbvAH39ACfldv1I8JgOaumf6Rgm3UhwoOwwlbpefeVfENV0pJXGAD3zgA3j5y18O7oCH+tRP/VQAwGd8xmfg1q1bZVoH7PVSpii5BCbf5R8Uolz0AqQfQhkCj7i4gFhv4tZykywmWdzKbffDZaGZQlNDj0pRoB8jCxpFocVQQA5dROWtPyi0Eu55iD4z8XvfOyl5MPtSwELjTu1njmJFeX4X6zpX4SqVuGjgnI+/I/DrXSmMffkuwXgHdXZQjlMEs/5dqkIds7Tn1h+rN+UZ3zkeWi8WifNLtM88C7FabRVRX99HPClzL++CX+16rV8haZz8Ej/HTEkzvF6v8cgjjzi/u337NgDgiSeemN6qYyOyUJxh9d8lDRQJubXiX5OTJt14uet3yGUfkNIM0A+8Sdbhgn1+iA/FER3KmF/T7il3vh7m/eALH2IMstnQvOpHStcW+4eHDn+H7gqW6iqE2ZS+ENFoSqB6bAsrEF/8MFJnIc4a61z4TOfn9Pp3Dj1YqvxAOX0fDukgnZJQ/TAr0PueI8aK7JMrp2PnmXoOHlZhvyT6zT6oEI8pKldc05VSMoTm//k//wdvfvObs75Pxfck0YREzuR6zH8z0FzGDGPihrzqA2IKRnaJpptzX1qAuoqxzUmu9gmdRmL5YK2WOKRiY01KWHWhP2iBgQ2T40q1y0chqNlDoVEOwMR5LLUWCpET/jG9kLRnfIaUkusgpayiKDvd37H7TqLFOdpTcnwifc6G6o0+5plzysVqOTJHDNQj9Hwq7XBfH5Xwf514CyBDyH/HO96Bd7zjHc7vGGPe7xljeUL+VCbpswamHJqhpMSEze7aIPFLoSKHcS7KyeAzK97SZnI+xhdAQ9gbTT4U42OroE8TLVW94CiH/6e0wbe2bNQfZ5njdZPEoEP7w07K3sV8pwrdIfSelDptKnGbqkb9cNW3S12SOjcE/pZ9uIfa4INfTCXP3IchkjGoO1huVpukvw0dBOy2GtmhruVXN6jXWGuyFWPErqTywmMw9U4RVlUKlcaHbhdC0AoRCYmHD9sfWy+7IjIU94S2eM/wwNo/ICNADpWKpz/2mPwkIf/FL36xH/FiFxQKkbgqK7YNZ5mC0GPBGQYZpK2c9BZrz/9mPVNpAJFmJQCbAuaobk5nWCZ5hQxiWbtWLBgH48KNfVya9NiaHgoT5qxHmwgkezEPTGsovME3hr51Zpc9KjOCNhNqh/7XN94+Zb40TyhVnmt8fUKN/V5qPanPUtqRUiZDvsCaIlh4oGOLEFUxCoUMAZH9IbcIbVIAqLaCWEGknS0fICirLjhF174arBd1JvSXVsYSmu02VJX/kqzR2tTnp2eduIxVvrHUZzgFvcdFoedT5y/Ef1Oo5J6YeiZf08FQkpD/+7//+ztqRoC88IoOgTLX6rYv63PPWDzhASntsIU98/PCloHBrcMU7OkiJilX2VfoJWAcQIEDmFqvIQCwqoI0mHePge8jH96zS8ic0h/fGnQ+SxQmByFYDgEjJjiFynQqpR6M6FSviyYynvwO98kuKDsUitjPlDUYEjoHn1OheXfokXS0YXSLu/pQGRJ8w5zRnsFdMISYeWe7gIhF3OBVqcQrBVtZVZ3By4ZuHq8dqgLp7YtNjvAtVUDKWWwr8MQ1T6ljx+cN2ROz77O3FB1hk0vTYWfLBBhTMPs7FbIqJ2mIsjlddQQtACG4P279m2llTGFcwe/Hbd1JRj4JfSUHwSahrVNRdTRUYqJluB9Po37GWRT7moZpXmbrj+rah4dtX0l+GfUk7wGXoj8qNLFM7Qkqhb9dmnoIyYwQuNxnk8ew0J0gOeFSzrpzQ5lk9zqh7Qk48VGillNV3r55IVBTxiLh2WkXrxH3bfRcpfBu4tjuAlVsFx7TXZEs+HPEdNhCPrB77fEqF2xq34jWGFpZB7BRD6ENVOJXZ8lwhsj5DrsSwkzOM6XrdL1TQgDeNe0TZeTQ+r5HSlamrgL9xXs/gnEBk6nIH6pSpmki/7PnjHGmeNtOjEPE+T5k63SuUcgmGbjE6jr85qGn5MTba3pI6BCY2yG04ZqOg7KRnK4PsSuh6719TRY5gSeu18le6KhQcQrRdeKtoodPyM+Btroq40lKWy1hxbdp97aZHcJTMEk62Wux40lJbY9GqCCXH4gHTo2tNRPpUm4kJhV+IMnNFIolAU4pt1QZ+1QqYu0mQUoe5wm2cz7nis9OTs6Mo/b0/dDx8zs6jw5RyJNCgokMqFxa4YRnDm9MitKu+ncs41Yq1OZIuuujww/X8dAAeSN2wO4tqTb0fSKGM+VZE1fcplwhWR80NroPpeyUG3OvCos6lRgrcwhlQJ32Ar1df+SOhjEGdEZcsPl5QFjJq4uAs59CU9Z6rOikW6rZ8Hdq3a448inKrpTjsIWc8qaEuoTGOHlPmInblhAe69cReHSKCuIm8k9oD5tUyoDgWy92kmt/1hD5mF1GgCbfY7Mr40FUTsjgp/rRVCTClH19BPvnmtx0tEL+AALOphLxl7uyJJuoJoB1cEVQDEL/95/vaTP6GBiVKUUTl3m4zwNoyB0pcSaM5VQc9n69JsSK9nUOD8eBgmuOg062dNUba1eMXO1OhYnLoZCyuat6c5FebNztUJkp6D0l4f1SKZGXjpSiXezNHKs6lUKQsankKWOwRsw9Xop3u86uXOWbqEBJw9MZig0f/C0l5KYZogAF65HxZ02eTUWvcbVvCu36DM7iaRED6CHngmSSDtcp8XPMdBxCPnUBuixXpPdczK2ABawU+Q6eFEGBamV0vDsSXPadxFYKcSDTiinbtjvEEtYEVXkb1Rc5dKT0QzT2CAgFDhmrb1eGnOSimBU8hV8cIuWiz7iK4sR9f8yHvCsJPcVgEqIYPORUgat7fxCGN2X/ZiMXGQpqTsir3WbiuMi2DXoKR+TlfQHlskebuqI1Xuq89FrkKYpYYD5InkfH2jh0niEL/hDp9a9/Pf70n/7TuHXrFl7wghfgC77gC/A7v/M7pXqURcch5IcoBOW4Kwip5HcdFoXYxs9lSrmCS+kNO7G8gVCZigATc0+G2mZZZvt22OEBofcoFCrD+i7oxqdCq+4Cdcf7riPspBRR1ndJJdSLkDLuE+PMLZhQlcFgOw78QL1CYpxlQJd6vIKOskfPTFXCnMp7xDrtuzV5Kg2MCh5jVypkZcrzot2fsk3h/6N3CLze9ixN8Y6mkLkOJ5d1/KLgIdAv/dIv4XWvex1+7dd+DW9729uw2WzwF/7CX8D5+fmVtem4Em8J7reRcJh54Yx9mYb3co0pCYnkSzMKXq5xFbSHi3/Il594C/CMHeOAbLq/Xd+l9Wt7M6TjXZ8lfkrsclLjAutHw/sd7PoijNEu2u+bx1LrvfTe8V4AdiAXCe5qjU3h0TiiS8tMYe2qwry4pRCNDFwhPjNx/kPrO/aMqy1HQOpMSRyzI+nbJEq0wgfLIdJb3/rWwf8/8iM/ghe84AV417vehVe+8pUFGpNOxyXkX9PuKHRd+DWF6UAYZjp2+BQFdccC/6EqFCE6NoFwKk1d98c2v9fkJzPP7CqIILhPNgTZdaXwqH3ws8TOFRuPA6XSEJr37t0bfL5YLLBYLILv3r17FwDw+OOPT29IJh2Xj6YUhFlJSo11O1S3mNyhgH9MnKR36RqhOl3o1Pb/A7+0Jjf/IhjHfMBzaLWNcSvUrUtIZvpGT/tn8Nx27CbfXluCQlCsV03XQvrxU+55FFp/BwjXeeV0gHvlEGFVD5le9KIX4ZFHHul/Xv/61wefF0Lg67/+6/Hn/tyfwyd90iftqZVjOmxLfuahmbx4U5JNk7R3rfEbmj/pPRYOQci1CpRMdLxqsvqfNOcExAVWVWCVDp/prl7nDBDq9kA1rYYlhOgCDkK7+RB8YjG8dowwkwBiMJUT5zSWJDj1UJsSalBVnaAhtsK9vl3TmEcAAGeQm6ZTDNSek23bKQQcrOKQDdtaKnNRSnKoQDkm6smkMmPGjKTk8sBe2Vt8ttHmUDx1yST23LJja8/+Tor08Dq7LblnjBSAzMwlCyXP2uQDKJjM1/aoqCeX4x6P6NlXck8doLLipcLhOk899RRu377dfxyz4r/uda/D//pf/wv//b//9wKNyKcDF/JjwphHEJ4Kd6jLmAinxjiDRGV+QHKRsaoKIx3kuAtLuFOlVHHp+4oR79/fn9DEqgpABTarO2FReThY3W2Vfl7MxL0EWEyG8Dzkequ08AqASQYpurXWlkls26ILETw+ISWlhAU6ogSxXsjvFLWqUp9VFdA0YIzBvGCst/ADQAdPyupaPcOVkiCbximcjvYzNT+A0r9chKa+HQmhQ67Ln0jvDfmK7JTgfZK3zpBQTCEWiXUmwzQS1kTqnopR6nwWFN6GEKG+PCfH2kxZcybqEUVhlAJSaMUndHfDHoXYGC7/rubM3LOH4BHcFRUW8m/fvj0Q8kP0N//m38TP/dzP4Zd/+Zfxwhe+sEAj8ulwhXyfpcUmqoUt1TLRlcuqSglKdggAhaoKrIvRlZJ1AiT6cpwCP2P9e7KFUzEYJW+mMIjUz2PfuSiXcRhzNLJAWt+P6P/P3r+E2rN1+2HYb8x6rLX3/3Ue31Pyla5kJ1ISJzbYSBjUkIPA3IaNGwFDOkINtSwTuC27Y6sRMCRgFIiwOhFumSgd2w0HE7hgTEDEkYkTSCwZXV1b17r6vvud75zzf+y9HlU1RxqzZtWsWfNZVWvvtf5nD9jsvdeqms8xxxxjzDF+c61ipRVY0Xvxy17J10pfXas6NEa99pYBg4KR1IS1G4weA5Pv+9AS6o0S1nxHQhkjSzdU84TA6O+snCVrK7UNuSSKYd4m81iWoLIAml7pN+8a6OTo3defV5V6Rnv0eyNPrTs3f686/k5ZM0u8q7JTY5KCLe6sT/ZOh8T6tDIVI7MvucmZzmpvINRw5nH39H+tQafXpJZpa8i37r3P6xM0H5ABbRILTkUxtI0HR0cmas5TKPRPFYu/JNLALuOFVhMz49/4N/4N/Ef/0X+E//w//8/xJ/7En3juJl2xkh+jVG/oRFGxUTASFsTgFVzQxKJQRqBWHBI9XKMnvxuF2fDlWEa2sNwKqeNSQssX1pRyCpHzTKD9RKQUuqoEyhI490p8Xal5LHqkHa0Ymm1PUVa0F8qH9xwj3xxqb7QQ/WELK4OFV2yoDnhOL/s8dRKv5x0S/fx1nfpdV0qpryqgLBRAUlkCbQuIvn+d4jlue2O+f5el7E8CBJhpeG7imc0Zo1BfUvpqz33gpNErG5KMuwuhYfX9UG3bsI5cRdTRJvd3Qq3TnDASZzGRdbOSzLke/mYGFUa9uY4wkwdSBYjpdPIajhbc40K5QYVQW0UhwN2YRxWVq7459dGavW6QFdaa3TL0LactvlOV1PGwyyCxjaf8QrR14m0K/ev/+r+O//A//A/xn/wn/wnevHmDX/ziFwCAd+/e4e7ubn1jFtCVZoEmUKpQt7ytuXWQ9pIuEcZkxAGjVyCN/73t7WOI7bImz5i/19CljuuWCO5Znxf0L3r/QGTshR7/AiSUggfDI6ziu8VcwZ+VRf7vnHW7wrJSwwoUnw5KK1GyQRku1hH36uxrJo72JUmvnT48h8pyMNq46pV+83dZAFUF1JXy9JdlzwNiiMvXITvRtrvimn20YN3N4IFzxzKkeOV8HiKP93az8IBbCy/Q8j4md1bVYax773dLZOkVj7WWwSKxXzPny+2qPjOyFe+MeZvvuVc857nEG/4k0r//7//7eP/+Pf78n//z+PnPfz78/K2/9be26lU23awnf4INu9RL/xQkhPL6mv9HiIhGvhL0g0LlA3BRAZx0+iFoVBTbDvr4mYjAgkDy+RwYoWRfIgJrb34vrNnc5Bd4Tmfr7FqYMdQfvVHpEDshwEVvwPV/k5SG8ikH444moQ5GGZOqHZ7Z3FCBWV8WHrekQgcunbYtj/6Nfi5JWr8ILclv+iGRzyu/Qp5s4YAwjUYto5Ly3daECi3gkWB9rlPf56KUU57nXKc3QnyFMuQzMmevlKR0/79E0nxOVvYtEHPWPE0hGp9gaVltYx2rb/Oc49mrI6JpMt3WxQ+oRutzT7ZA7/qsPIlr6ep505ork0+3nscXGZ9Hq0Edrk8pu1q69nVqkQ7X2eLnlulmPfnTDH45/3yLxWuWu8ijpduStziYWeUBZIcHPIGlnRyfuc4zppOUud1WsETRMqQ0Yq/7PvQJmdxJQPI4PyYJAtV3EH08OLct5PHU51dsNyfO9rMEMyvvtKtPW9W1hZD3lEF1DXF/Dz6fh/Hjts0uR81VP4+SVVx926r5AYBOgqhTJzQaIrWfV0gJ7vqx1GNqohPpuyS0HtYnps7bdpldwTf3GxT8NMqOS05foOwZLU3Y16cORQGwOtkTux2468CnU1IRwwOXVJAS+pBWjr3eA7H1K+CtaQutSbdVSsVLLAHEnQSb8N1Wc+nK13oqI8+8B8ZsSxaAwpUr/ZmhNsFybpiuV8nfatPpN7Cli5s7JUSoQP4i7JUGu7zo4jCRP6TRdutY/1kus7hg0pDZH6p6NJO2Sa/PVMCWtoGVkkhox6RpyeCmATo5QFKyOUf9BiPevQW/uQedGuDjw3BMxm2zMOwhotSZKDU6eZRZGRbMy/JIzHpcqDohyNrFdTHE/T3w468gmhb86RF4fJxAIw68ETOYNAKSHpOWwKIPwylLcNOAZAluW1CfsMdt1yfwSZWQ23XDbwbUOo7JkCUhN8PGmgh3OJn7hLr6sqKOj1B9FIGRXEBz43FDpW/L5/tnqE+8Fq9fAV9/CfF4BH/4CD6fe3kRgKmNIUlpNBqTMpNkzfF0G4IBuei95yKdv7LesXH0F849d51an4Wl2LvGLiZHcygzt+QivO6uaPzt7O/0Mw3osep+mZdTkJug61XyY5QqnBZ604d3tRcmFP/veZe1Uti/x9aG7vXKdp21aO0+LQz5yXk+R2En8v+9UBBQXak/DofAQ465WOqV1GPTdcqbXJYgycNmQsCwoQ/zaGyyVADyizc4//QViscWFTAoigMM61bKjGNcTT4D9V7sNZEEWvkwFATn3Q0xJUZTxFNEr+5x/vlbiFOHoixALCG6TsXQd93g/ePI/LI+BejGOGuiFqxzLJpWJeBqBYEIODeDssBtC25apdx2Hcg01O2N1KEAZ22aEwQTjse9Jmze3vJzKFuuJCrMAxpQIhrOBO3FjyR0aaK6Vuv4zWuc/ug7VL+uFG8Cao3rexQmL7mVcCfNEEtSFOwI+o3mTdf+Z45rjuFnv7fEibDU4WbLvK5TchfdVObHeH5YwwudLrodMYS0pQ6WJ+JvjU4UzLG69TyVF08+gFtV8gdIOZozYpbQim+Cg3IW8rb5FoOpoJMYvfKDQPJU2guwSdt1glFnbBopCzBFoLv6s4RMz+8io2pMykNVe8o3Ek0FgTlTELngSI3x4d5zD8lA0U0UeyIaT2IsDxYRof1ij4efV9i9L1A83kEcjspgMG9g3UBokkupYFafCeOmXm8BiWPm5RdrfjfoE7+6w+NPapRHxl3ToTiclAKl70volSoFlxcYR2alpLMEA0MS+zB/zCp8R0qFqgOAz+chn0KFCTUDlKauZaowzb2XQ3JrIt9PEppnX8750tfXaB1Lbx/Vv30hSUtoYqDmnnpcNjk5SFUJEgT59h6PP63xSjKqx5MK+WIeLlkbSBRq7PVn2Sc8ER636dKK2FbtcJ1c+Z5xwjWOczicqObI/w3DS7ISeF3y9rlzL6oK4DPgCoc1c8puONGWsPpgfyjnlulGlXwDj1cU6xgxpvC4vDEz7Fv3JjLx3mpOMa1/j5QYYgxJzOvVlrej3YuRAy6BMLFUSPTCj8pi9tnsORfaS077zTaaig13vce4GOeix533HocDaF9XOH4lwIKw+3UNUVdA23vym0B8eS75MPkBpdwOG6nnKHvpbai2Qrsh8V2N0xcC7QmoP9QQ72vgWALco2YA498RjHVuG4CEulAO/XqSnUIeYgb3iZOk1/bppKAz9Txpw06v32AIzdwYV4XHtwYT01y/P2CbL1mTLsXoObLG1sgQT3+Tee4S3seyBIgg72scvhaoPlUo9zuIh4PK6zDR0Pq2TkPclniuw4hxXgeHL6QroDAntcN1ypRVjuP0L2OuZnubxwCO7oGphsgMAStTdq4xSnPINa4pr9l8a/aL9AWcN+7CfiEAL+g66TRLck2w74xFl4XTv2GippMu5EWw+5h9N4EppPpbShMqzatj8ir526i9+tprL7tBWfQJ7/ZOoHkFtHeArHuc9iIPt3g1MUcvb1t2Z8TKPkTmiasCzStC8wrodsWAcw8xYtUnoxb1Rg7rcCu9njR/SfUZN+14QqBj8aU+Mei8ikSwf0uMTOdXFH7mKY/RL6C0b0YLQ0Zy3qUeXlXuCrSvgG5PYM2jmjc3Ij3vi9aorcg/J215n8al5adpmKfeK7DVHRVbUe4aS+jfIh68JuINf26YbtOT/0KZHoUnPHLbanOJCcWl9WSF9ni8ZK4yhAAI4AKQBam/NaLL1pQhfG/FG8MEsFBjxgSFhkM0zStYokxF5vti47M2vGRV3Te+OadSspK+AhsdUHwnJZgIslA8OoSKutpBYhss+BBd050VLxQmlyxIzr248bj4Z6TnuPH2Gunz8eTnbGyT5NArG4JQHPTwTCDMx0e5G/9Sz4CRh7BIgRq8rfOY1E08C7njkPq8lBANozgDxZlBLYM6HToTOFIf6sngw9R5tvM6huoXSi2zL7n8EdnQSI5jJ1pWSEb6VMIKQbhKD5MvOX6Lstau3S3DBq7JgEjkQS+/u9ami3o4VmolijN6/mTjzpMF4+0Zx+S1GavjkqEiSafYaxG3zNwp8bT79FY8PsjK5fyQFaq38dq8FQfRC4XpyjTcBeRBFogSBUI1curz1eX6PLU+E4XCrjsk7BxjkXTsvwEEoqreVCp1wvEywaNQTizoSQ2XZpSZPYfGOESFWGbbi0OH+j2j/sQoDo1KzOu6uTJg9kmohE+yoeBC9ccQhHzoSzmbToBWC39Hv+jcovrIqD4xikMLalqVzNi2/f0EKyHvEoh1km9qGSsMJzaNl0udWqmK+t8rQ262eC4nftj63onstBVFymSpoFWLY4v6A6N8lBBn4x4HizdZJ+4nlm+9nL4+nzpkK0dZzQlxs+sxHynLZBmfhWLk+nwI44q3C0D48r4UYAIznNcl/1Mo1OahcEd+QUgvsBH+rLY6y7xGegnXAXArSr7NUC7m08mISQp+3+2chWXE3E4vkfAcuzkWD9lKaizh14rpH2AS9ee2kHGV17djuI3V1bYUQWG2O0aGMukVXoGyWDJwOqkfo11Ulv1PpeaAZd4cojcKfEZUjALzxcyo359x/yuJ/bctxMceWUdf6uSpi6oSVBTDvQDqQ8c8GeMVw2vX3zufix3/ZikkHqXYV6eP/wDQscH9r1rc/bpF8ekEnBsFd9m2wwVZgFbEM/Icci6Uy0EMCsmk2Dskwnk3W55gmXLkqTdmVxhLjHzj7huvmfKRv6WRjq33Uc+D4uMRd7+WqL8/gR6PSj7pRHdfWydx3nl5XN7vKJAUOQEQcK/PKD9Nksk9e639nS47II/JCnMKtkMnGPcJ8UHEMN1Hm0dyjM5Ux1F/dwSExzHjfS8ic839OZdIqD3Eu9c65CX1SGP2hViaZATy+doiIHz0A1fwgWtV8n2bg1ZqPegL3qQZp3dOgFK9+YHFpy6V8LTHqm8QcEuSdkjMN/+YkDEsdpUAKtxtS6lfveh/xFWmRiNwlRc5keDjCXw8TT6mqgTVtVKIdV+yw2/EOBfswGy2Q7lSFUrJEN8/4P4PDtj98gH0/iNwOoHPTa/ku6UF1bXaxMpy5G/XPLnCtVwbeNHjN2vj06d8ZqDAzMg+Ss8kF9/S4xH7Xz5i94ePEO8fwEdlJA0/5qVyNnqJs43sTqyeKec8/dtXrq0Q+AxlVx1aqbH6PbnkznpnwpcxBUDLFftkYcmJTWh8ou/acldY/640MkJhGyHFMTYOsaTwcwM+N6BPj7j7xRHFtw/A4Qh5OA63YXvr1AmMPpnnWodRAzNiJNrPBr/POIlOeS60Jw3y1GpTwCNOdd3LxtDYjetnOI2LrRdX2zT1F0XFKGh4uE5NY3oEED4dmLwwLcvc371lDx8Yz7qcfwlrfuIse6GrpitV8t2bQ1CpHYSpIyvc8qQMm79IVOJCyq1voQc8+dHNzlWfA3UhjocuRiV4DQKEeRoQI+vo09fGSVmO8ZenE+RpquRj8OT3t+FKzu+X9sDkIj04jzyt8fjuPcp/9C3EH34H+f17ZahEoDOpVJ589B59VV2ip83l6RcOZSG0qUUUs2D9uq2p62fgo3kdfDyi+INfQ/zyW/CHT2rs9MVUbNwwbN6lkEK2LDH4zlWGs1zXWg7V7xrTgGFrljW/IVPdwRCUU1vHLIc88Bn1eMdoRV6Mv0yLnzPqiMrRrgM3Z8gPH1H94j3w3QfIh0cFvQpMb7+eNavfk4oizFup45oZZpq91zgUZ2+ZDqOYXAq2NX92CGlwX9FyMSDD/Pu9hxcc63G6r8acZ/2+mut99xqoYtjTlhjCpC/687xrGwBDHXJ6K7qbP59I5lyAdOLtFj+3TNeLruMKKwgtAEGAFCDhjkufGeYkhhswV5FPybTbKig9Jt+mXqjMeC2i4A6GDKC8xXocli5Ol1fUVDi5cbyTOD4mubCPO6j5qnjArEeHTCE7IrYQexA3SECjEU2UL3sfJzHlK5aQHz8BHz+pf08nUFnG40QLMUJF2nGSlmCeAzQ4PtN8Ym7EqXdJ9ApElgOYBCYoH451OyvT5Al9onI6Q77/2K/jPtzIvGDIKICIwOYGvhFsZfB7gy+SyAiVGPh36foXBj842jDBtNbjwVLdJzB9MN4HX/hhAs3mecYb1v/pBaePve9EMfjOnB/N/7WhLh8eQYUYPfiAO7HeLGv422/gZQ93roMi8Jmv/vE+ikjCvP2+M7eoL6ffo4cX9FyF1kWpbqd2Xd89uezN5pE1CmhkT0lyOsaqmMlEbcinGntWf4VHR9DfmfWRMMbeMuBT5ak21p7gKoDFtFW4zY0r+VduillKT/J7Czdy7+MhD8wGlvzw/XIP1yVp1TG7zxuUsAE63zFCkNTGke4BAzBVmHQZS8lqN5/P4NNp6uGLlT8c01J+6NHQDr+XOPrqtSDV9N5SPp3Ub593NCmhL6FPa59JDV0LzU1G2NPo/Yx4Vz93SjgN2bR80+iRHeTDoQ8fywiXCSmzqeGAvvY5n9mQF3x5XrlrQ3+WEmpnvtavn6BstEIZY7yQzCtbJDbbp56+9qz0ii/eO17os6fr9eQD2ywyZ7kRlJrUMp7qnSs/FgvSheaQigIoq/GyqY0hHZ+MXmDKFNnoOT5koBTKhn/18E8KglFSe66E1z4HupaxfK52uG6ynj0T5n8qxHjoumRveaq977lpyb6ygLaAqpwlf6dVvLrea6YXnHxF16vkL4Fs6m+5tEN2vItI5sCVeZ7THh1bINh12rBqmeRcxGbMdWyRSzmOQ+biHt4Ltd9MBp2MgwfTP0MoqSRCHhNYRQG624PuAHrzGkVVg49HoGkgj0fQbqeO2KUxN4B7QwtgXOt+D56WQMiAbmOwbPeLaozadhwTx/zE4eH6uwk4Ya585epEZBc/bbXZES2Hw+zf427hus1JblxBzrliY/2ntN33jKfd7jo3xO7veSIUXuLKJ9is/gglyai0gvxlm6TlgU++aXnAcgxRscOnnpqIVCLru7cQRQFuWxXi4YiyXKV4+ubdtSfGiuqkOuXLMLhjbV8MtWm+HwrTMsmzN3vXyoI1wpJBIZlq7v3DZzx8N9abEX4kHaAV10Yv4ToArlnJNymF8ScbqA0tORcCJAys8Vk8nx2XOY0lNZl7gvoRavOAPRtYHD4lj+UYA2q+G1GWzMVvwjh6FTm7HSaRAeEpimR0B+/4GP2IxqXqL8+Nyi2oC+DuFbgq0Xz1CuL8BuLxDPp0AD0+qrYejkPipo5ZVjGEMiygnPBxxbyNLAEmx7MOCo111/Nh087n2AfvGKKYIhlCgdHv2eshtpnZCDWzIqefuXjCyyeOeiZhUCkbsiZXvPkMTcbRjiVGl24bkXs+J20w5IvrmclGHHl/SzLi+5PIMqpn875EKTDnR3ZjDPakYMZwtbSGOMwh09njdKYE1qFXho6ylgpjz0mk8AVey4wlsdtBfPEO/PUXEPsd+OFRydTTSfHQgMoVDjOc7H8zZdXj7CDC4ITTIYo+5d8kHbrnkyuR8R/qd5Bv3xnq8/GR3o/te1xyyOIpLf+S1ohLZgUMIXbxTL9WWe8/3r56ykwJRX2hq6DrVPJZYpYu4IzzmypPg8fXJXgmv1VSGsle8XbGYXbuMnT7TIXD8Y5zg2sTk3xjG43uQ0wx4h7DmahPXlrmyQcwbgJCYbrzaTo+EzhAcxxal5soc6Pq2y1PJ4i7PVBX6L56jfZ1jeOPKoCB6kFi9+s9xPsdICWIBKhtVYx314HQTZPCkryploJo8luGp1vsdpDnxmkYaUOEu27kJS2A9ZjaRpUohg1zaNsgtK13vX3zGwFULEgGTCUS03hmkyd9qBz2WjOVycC4q0uJxrrcsLYLlSZntqKnPfZ8Op6ZG5GGXPPxXKw9CxSQIUl4/gUAT+igyynCjtOWXn44DS3fSWXKXSDARKmOkr1vxMY19L2UEYdJ73RiOY5rCL1o8t4GZCas392Bv/4Cx5+/Rv1diaIowB8fQIejetRWjHUOlO+0czghNZ4JOJ7GdV/0xVjr2vVO07ohSu2+6fXDDCAyZxGjPYaIBhPtaynZjhFbtoXIBh3Qp9y+0CvbSGKp7iCRjOEYR+/JoXGbzHMER/8K6CVcR9F1KvmpZCqUrk3FR70g0FbsRKlxWbS2cjAJR+kwoJL0wtypxLIchYf9XYJn3CVUooLGCBEYkEr0Qk1FXOnbS0Wh9LAe053P59kz3jY4i7RPShKacTqB6xpUFGje7XD8qsTjTwrIEqg/CLDYo64ExKFF0bTKS8USaNQpBBGNXo1cATUkRxkGXqJnkvY7ZXCYQ6TnQSv3TQCGryjAtrJK1Xz+iUY+im0WAw845q0o4gapA4VkKNdSzmfkMnZ6D9+A724qeJpPZ3caZCLe2AYG5kqtN9Rm5j3LVLhDn8fKja1zETA+fWXnxBszg8oC3Pbtt+WVax4MwzPYDhcZbaOiUI6CWHttB0ZQWZmu45kSFGiXGcKn2DTgcR/+tuRNKoLRBL1s/DvnRMR8lvY7nL+8w+HHFbgg7DuGOJ2V06brQGWl9qkc+8I6+ZuMh8knIcdV6NRAy3AS3n1yOKUdPog5OLQB44EPHZwIfb9c9cpuahTZlBnPHzUsZi9Y0QldByrc9Xp1h9x9MFfePjdx/7NFOTdMN5HROVvEsaOl1M3U6Y0zLy/pobKSkDjEFFLL5en1bHpBPGl9/Onq2+BRcUyjMI5Et0jcHTCNxeQyqqGdyeUYyDj6/wF9IiEmUEpwWaB5U+D0hcDxa+D4E8bxx4TjlwWatzW6VxV4VwO7GqjqERd/xV0Bw8VpS8ayv7VxIKOfwWNP/bkDrSXpBkgfiTAevxPr2n4mdMGK/l9T0nqU49qbFJsYEgVM1qyTbISaJfNp86gPJcoZChVRPMlqn34teMNx3jF7Eg2KpeOE03HBWOz/LLL7Y8PKxijmiQSWr2PXO/oG5oz2JI2Pqdz76s6lXY3mbYXjlwLntwXa1zVQ6Rtli/T1EDzZMIwKH8SkCe8bKY/bZpCRs3Hb2pOcgtw0kWsJxmq0TmM/TLSuvBdP+ijRcRC8GNJX7wtdPd2Eku+jtbeuuZjavqgjsSHq94B1696sx4odHkmjDUnkin2cFOmOi7W/TyYTV5fEfKNkdippXrIVidiYmVQItDuB5p7QvmI0bySa14z2jtDeCchdAZQFuCxAZTFX7mxKqXONgVCWo6FoGwuhuNKheQ7FJ9QeX0jF8PUGwtqqw77kJggX5yLmmUJn81jUg2kbGtamSX1c8IRyFBty3aC7AEp3S4rBCwbeyyKfopMJ35p62VjSe7k0zNWUP7NyBXxJpUA6D2yF7JYIRjH8WRbo9gLtPdDuBWTdy8geoWxzGMYt5kyHo2yV5Gn2MdU4zYU5zWqP4oVo/0zngod/sk54kk6ublo9HD35W/zcMN34LL7Qs9AVWPQsAAiAC1Yhr4X6jAVUPmyCN/oqKDf21iF4VylAtscQWHc78q3TcyaThTbVW99wPwNaus68yleGfNrKi8oEJTcFALvI3HVvGuOur7eWv5dcA1uu+yX93lrurHFoLS37yujlxltFn83OcRVwTmY88RZ0CaGW6jkI0UIoTvXOyrFhBjqJomGIM1AcCeJA6ncDiJYhWlbJt501F32OwqK+uxLKMvq/CMfY25ZYzOnKDWMpxOVWdCFF2x8/feUoEZGj/E15y0cbyderkNML53vztufEbG9QN0klG8UZKBoGdQwyk8FtSOlobHs42dnLl0v7sgQ5KUSX4kWOhHBNnt0o6T/53b7PCSfIE7oRxf6F5nQzibcsGUSGQNqm0KFsXa4L7i4FxQY+aLfsNhkxjfrabltRddU/+4iD37vrDiTPDtn/PVxXrpAIUaawpaZF+ShRfxRo7wjdjlB/BOpPEtWnDsVjoyApm1YlHJuYwDkJ2j2xZOX0sqEKE/tv88+QXJpavwvdwqWIJyZGDagWW2xyno3ext9XzbvwRmHnn9jj4UK3mSSAx9vHOgbbhb5Fxt9w/B1q9+S343Ql9u4a8iV1TmRgN28ngEmY1fBagL8nCbs65yjQBx9iWogixtwkxytXeenDtrwJ2kllOPKqchNxc+rT1LQoHzrU7wtUDxLFsZeRGr6xc+CpJyWxIm0u15BGKfJ8x3LhpYhmMaEE95x8P9d7WClvU+vdMjn22p0fMdoq1OYK/BJr6DqVfHPDnHzuUJZ877vIC9XmiLOcoISkMbsPzzf+oqf8AeJvwaL1lDlCjeUrugCGy0mmX1pKXBZyh8dA8pGUwLlB/f0ZIIBkgXZHqB8Y+29bVB/OEJ+OoOMZ3DTAeUzc4s6ao4x2hi6qipJpaPB0PpMEvzXek4t2NJnKygxFxT7RCCsWSZ7hJV61mHfLpYS7YPK8bfLIDbMsW8HP3rQtQyKnfbOyEhSAS3vpQ/cETMaqG+K2oy1ac5ppI8/kKMHAuKad0I/jGmbpnsMZOfcLBhD2YkcR00yjKgWZbAuFq2lQfTjj/psC9fcNio8nhZLWKBjFNdjn1F+uNb3HxePhty+QjMlhCueXZZGZC5Z6arFgTEgQuHU4Z3ztibVhUoz/uUEGBZT94J0NIZjoGyNiBm3Qhy3KeE66TiXfQ85LnNaiSMzKk5Yg6MIWfl/OGs+2f6MgEDu8+Y76J+QbIx9sWEzAmshALEc4ztmzYlSCuEtWonMThvh4RPndI8S5Q/WpQrcrUBw6lB+OoIcj6OHQb14t5OmkFBPJACwjLNXrwVJtWEs80UQjTGbsOVdCtuY/G6NYOtBtvO13KDuhuVkC0Wcru0twpC/sOXLx2WTdumAfXZseGd9t1S4P0tcATRiakyXKj43MlbQO3CdAM8U/VQ6a689AvjGVI+fdAqnGuU/RDhmDLsXT5aWOJctr2FtHsvdUEU6Uk8x98uWCNdKXz6cziu8ecMdQjpBPh+HSQCfvx9ozqUPzkXX643w30IcQNK+v7/q7TC926r4z3kdiJp8vODVYbPhadWmeWeq1t43cSV2eMkmM+tcL3RTdhpK/1eZvbyo6di52u+cCz+9Y5/IjRCIC2yEiuWWY3sUeAm+6gYUFhfbQaFIXS8FQEub9m3kTQmPgEt4zHG5D0EsGH46gb9+j+FSjKAtwVYLaDjgcweczpL7cpeuUsl/XU+PNNTYhchlRrs9d7ScxuW14Xrb6nMoK3Bh3DwgLjtW618C1gTr7k7MRTODcEnjWNixixnfCSU/wNs1EFBaWcMOxOhW+CAOExi9XMRreCzgWJsUn8OcaJ0ePFjRxnuSUp9/xJWymyD6t3Os7EmwKGT8Bw1j9GRk/xz0Rtryzy3R2wVVPyCEwOznOGfMFPNffC8CnE+i79yiOZ/DxBG7OkKcTuG1B5TpVgAoBbh187SJ77/EqloZTirvR+LKf0Xxrhg0FGxs5oXetT1i8EZOrufl0XsMmoS6znVT1ryTeIm99pu/D8VLqHQ/XQNz/bFHODdNtKPma7EX+1MymL1HRbTEpFHKjL15xeYdCJAQQyweY1effXFy4xTNhMPOkzBU5r4dG0MQeSTk61GV6hbfZBu3VPJ+Bj5/AvZec6hqSWXnMz+dh0xpCc3ynLDFBPPHiBmJCZ8WOY0qC+lyA2FxP+z8oX4m0JcRgSr0zD76vf8YYDpeRefjhyZMyLeXatTF6N8tBQV5Qb4pjwfvuurjjWTu0EyFVkYghsIQcCFbb1fj1SisJFUIQMhxzKXi6pRUaj9KyMrY5Kaxp/lLfNvdJ2wiLnFFmr/xSUSjZ2HWgx8Nw+VLyDdlmG117Xwoyj3P+HY4oHh0kzj5nOKmC5JVZnvXpgyZeun49746XAi7oVzaEdYZR5Pr8ihXglxtvFd2Wkh+igGdZkzORNYOGTWlr4yJU3qIQEb/gG04HUgWI7+KN0LGdgUedTMaz9i2kw2d97D53Hfh4Ul/IbrzZ1vByTWLvt5yvWN9VY61X4vwWUwpmG+LSPm2pJD41OTHWPRtlppHkpUvB9vnm4QnnRytQ2cpjyAO6oA25rDzIgrVJhq5TUg9ErVpzGfMiDBl4JZ5Plgx05yR55KWY132p8eqsKo+fxv055xbsZestfkp04bCWUMiZSaHcFNczHnm3mTx9oSenz0fJT6BNEGGuRGA/GT3VwrYTGkPP/YBptaC9VQUfuDgv3tQmtoExwJJBRf87VSl5bnhVGHI81uRYn37gsmRTumW58jlTyrwkhFjdlGzU9BKuA+DWcfJdSmGqsElifk/C1FMJNL2hrvAm2pB4QS9OTr9cz2oM+pWbpzdBMqsQT2y3jtXWXsdLeE7t/qeEvzhzQdLHkXPx/51rJxHJJOKxdcFnqj8XjHPKGBjt2RQeNFQ/B8b7qZPT1qw3jqDEpJCWU6khjMPX7E7mi42fxae026l1LYrRWEm9idhGqMpF84Fn7GR+OdNCtziFugAfXsAwisE9r7qROPr8MrkbbZMPmjdxXidGt6c9VBRjLgWRMxzX/aIv/Oa21UGbXi7DUnRbs7pWaHmSTZLL3lJgh5IUNWRYajw+0TSe09cMyQqO0URAyMVFDtEsoSxPQfMrVI72shw3eUFhATUkwRKKd29Bu126QLTrBbLGaKny5H0vlHS3JLHU9fyFT7uCXmMbPjHkZQqt5yVk8EmQ1io6S943cx+2UN7YYwzFDDjzgjldRjCpPlTYLAFi/O1KnPaUK16/grjbg6pSvdsrPEQEKqustmU7cgw55KXUPIOEOrPliY3uEwjHSCIzltv8zHlvR0KZDvQho1FRp5HZ7qSxSdrnffMj53+nPJtJqXsyFQJU16CyVHy+gZIeHcMt9ocXelK6LSUfWKmEJr7rEwS56BOL6+8TINtGbVQxATwk0MXqd112EhBGIQHsLN7jvcghdgh1+zNLyUgVblRWoC/eQtzfA8UcWSNKCxX9pHpc85JSh4YHXYLyMqmP0/l7ghMfMWBNkuw/1XAZqVY5SZt4wtFzTnnBS49sL/Dwd4QffbH4OZS7obvKZ6n4xlRUfcmF5js2LYFLBcZ1bcWtk0j0SuqE7jevQa9fKWWnEErBLwQghPrfgxzjDN9cZIA5Th6tBFMnXfLEZ4JMs/CWb12O8/NI3pGT31x8L8IOLy0HF3jDg5Qyz/ZJfhfJN3CcKGbTcMIs4vxRVcphVdegulI8n0tb8P+1Em/4c8N0O0q+RuUwaBNEES1Aruioatjglhzt2WQnJNvKYKgO7UlJpV5ZWBQ2EvX6WYqV+XwiH1AhIN+9Au13xjFnAlrIGmMndTzsEyWXx8zVvJgyFEhCX0qL393aA+5FxyC3kWSeeKUkjus6Q0b/UO40cTybMpPUzYvnFisUnoRlb9vIff/B7LO1yiuJLIWFX92BtCe/KNSP6JWkqvLDQ7qMtK28lOaJgM9wyppz3b60NURF4ZzLLN70tdHleFoAd+ttj0uh95WXO4ZrjOMIbwyy2LVfpBo9QPocl6Xay+pK8X5VDXUlyQTrtCymR5CwQluv3KP/Eq6j6Ho02wSaMOGWXhC9adpWdOhofKv6XUqH2U+R5qWfLdBQ+xI9xLOr36NhDPmeV6dgWZs34GtnUaB9XQO7OiN+cYMlskWMp48yw46ekzZNGk5df7N478T59HnmXfX28iM39GVaRETObOkZtp8zT3AcHsRJnHvKyU3sNMB6d9YfQWmQjD3J+xq8q4GyVN57omFdUCHU31uhgbnGzkUpSl7o8xwyjVdNRTE3VoNlZITxuE6OrfKTjYnQmBtlDOWtRQbyfrdBnLrJR0vaOSAUcX+fTaTuQgB1pfi+LBXfZ7Q5uPe6eOqFbpJuSslfTJnMmu3tCH12yeOviVFyg1OZumEOz3s2Ituz5BsLISB3Bbgs8pTjHKGd26fhuWWhH7RUeVjCL7O+ZcThxtbJ1uQLDUigIccjJyl7YggsGdv5O0Gj6KnXe3Y40ULjCj1PZ9Qna3UhHqhX8MX4e/TqR0AathxPu+2e/SRvn0k88dSPu+RbPlZp8qOLDfjQyVFOWy4kS2aOrugLif3ZgkiMJ1dFcXnYzlujl3AdAD8wCM2roATFYdFFKlvTLRoNLrLGmwnLN4S1BluO0phKGR7PZyeWSL1QLJvMsV2Ln/5Cy4kZSfjd9ms9nOeiKgnKXeVTpp/CI3mJtf1CPyzK3XNnp/c3tBc8Ed16qM0WdLtcsRbuMfT4pmEFiVBuk9cz67/kacHCY95FNPP+JXiO0Y8XCRSvX6lEpMqwXc32SQnRMahbkDuwhnKTWXPKXIpb/tQJVkZOxcXHPQGlKfz6grCgBfWsfuflOB0AQB2DWulO6pb9Dd2x8Q18n5/wPX1eJQIbFowZG34pb/lz3Gdg5hUl9It9ifi5qGyTdxfKluzY/sBp02IUvgVAEFKOgAZrZHpmKO4L3Q7drpKPDZTxsaD8smyEl6WLwPW+nciWghLigvdy1ZPcLjmiTyzuW2xjXYH6YJJkUF0BP/ka4u1biN1OCS1hba7MKB4aoGl7KMAE+DtgeMaVdDiQGTudI2xXCk92xTRvUK6TNOrTaiN4Ga769NlIAtjaDXgR9OgGmPMushSKofw+jCwp7CNViXHEkk9ga1Npydzq8WNOQuyhqgaIUBwadeu1BhWQclir3Lb+shKdCEtonCNSiZF1bfxfD46I2dwF85Eykv89cigfgtPBN9JhNBmJ7lRWQ0y5gncsjdDShFDWwYGR58jLhgFNeM4FqSru7yHu79WcmsmregzW6AIaFtpM3iVSiHD93wO1LdC0aj7afk/TusAWvGzpJjd3IZaJGLf254bpNpR8HR9rC5wU2MClnrhYVv8FaXJBjOmRmcRqT4XlDMfdXKAhzOmshs2Z3ZsMnZP05XyHk5NjuW1A+x2an38BfPUO9OoeosfCN7363LQoPh7BxxPQNP4FbAtuo03eJOSVfDJLLLPK90I5dl1+3SnoC8HE7QhGtPc9fVmapy/RnIzEWG0fMlEqMoSpsPigVk0+sMcjBksbq9/XZrN9MOOFF54CpZAJbxmTJSEEGN+cGO+YPJlyR4i42ytY3Icj6HhWCo9Zn5RA0yhFP3G+vd/nkp6jogB2O3XCWKq8AdHDHgKYJgUH7wYItNH1uXSstZADIrOPIflBVTmg+1Bd933XyC8W/G6o3pDjasiZ2cYwy8mPoNev1I9hrEEUcZmasg+79ti6VjCxVW18SOC2BZ9OymnVtv2elgC9rPcxM8lez4sIIPuthWl+YnpB11F03Up+joK+RsmyhY1vQ1pDOe2zFtOg9PtCf2Ix/jGYMh8lK+cej1jKKYeFjz0tN/0SGaprPPyRHdqvXylIvb0K2zFvBOS2AX3/EXw8KqHo646JtOTzEg+GJ83bvvjIOJBw6wtVSkF0EdNQAa/iOinH4LX+x4lwYSvedruXeEtDSBfJ6Die51K8/na4nTP8zsIJz7lDwaHoRpNsXXcTmAgyKfWa5FE4bMXQhs2bGfWuufe1wyO/Zn2XDG6bcPsB4G6vcPA/PYIPh9F7zzz8Lc9NcK1PG5KhRKeU1csJ2u8G2N5R6a9HT3ev6Ode0AfAv1Ymdx+skE0+5dcHZysKdaqq5WJdKXjTWin5towP8b3zNuSedHL8NLQuIht8Hu4Uh4b5+Kt74M0r0K4ejDW1TsKyLXt+ex4Su52qb7+byp+mAR+O4K4Dn8/gbjzBisugKWKYnpfJ3vdCnwVdt5K/hJ6bQa36N4H9NL1Cg4KZpgT2jQh8tzK20WxLqhLm82jY7+agBexqHH4kcH5Xg/c7tZGWJWDG5zNDvv8APp7CoTcafs6pEKo+Og2SpfPrOKUaFeqIUiy7cZx8G+IkHrhHZEg1DO351ZSB1z2hFCU7wEN++EjH+K9FEGKe8qDx3bAZaj5ZcloV/CwgRwBA0JhQGkq+jqIsRYywmdE2RREaZVLCpX36fRcSkc/REiqqroGqAj88qh9TmdfKX8j7uEZWpRApvH/eKdhejYCicM17pdeAusy+zCigvHtPzDJpkrScYCxQUQBVPfarqqd5UjN5kOjJn1Uk5s6KNegyGbJC3u/B9+bpjCEHQpTTPqF5ogDqqq+vnijh3LaQB+Ww4vNZGcaJcz47BTR+LzI2r5F4w58bputV8p9aWd8q7upSiahGuSQSN1RNS3G1bY/tRuRtu/X5iPsbr5vLAud3QPtKgHeFEr5FoTZpQ4mWj4/g5hyc7xkkp/WsUwHW/y8hEnFc5Eh7ne3R5BvXWJtg8JpuY+DZ7O9Cz2TMfVo7lvGvc6wSEwud5Tnm2bse7LAcm7Ryn6vIB+vMVFQyDfzgbbY5uRUAUKkbbuXjI+TpNMber01CDNWdsU+QxvsvFcQnFYXip0rhmgNQSr9W7nOVq9CYTyB5I6drzrJdfJ9iFPX90Z7hslD9zZlz8zuf80TQdpCRmWuZ9yXkvgLKQmHV6/bEqlkigwq1l8n9aBgCire47ePxuw7ZseOhfeszQekhud3PLdN1z+Yaz+4zUVT5XrOAQuEsz50csviUYivjiiBrQJY03na5ZiOIzdOleTPBu7us2MQylsZ7+8oJkN2mCTa1ZdymtifFEA6GnsRIJxZuNe9DaIWnfxfih+h4LjEQL0V2mE+vYLFWci5R5VrvMBFYCCWTTL7ean1dGQ0XkWmngO67Dt9ZyD/esJ6t5j3D6GVBivdyjf0FcMf6zgguhGHUB0IFc8vX/bZ/xxu2uM4Xelq6bpx82xtza9ndBpGgRdDdQTjNp4ZB1ET0/EaFg6jrre4l6Ay59Fxj/xnSpVAbYuVuUe/mbd8oMXJQqsoK3HVK/vCKdasRNi697lciU+n2seQlcP0XIdJeVhOp5Yb3shCxTnjWJFciziyhJftTxnwQY1l/FsCaan6ma9tvr609Ltoq1OYGuhqi61byNd2QQhXd9DfoS7Zi4UrONFEztiBmgIAhu3/JDmu1M0ehoLZD+QCUBwlq9BGmTILis2mo17VZsATL3oPLchtPHMtpiIErxjvgOZmMk2tOTdSSVOXHgE0c+M1OckuxWhcoMz7+Zskg4YgZD7XjUpuRnq8l87/FujNjrh19FK9fQ7x9o+J1Pz30R/sMIAF9QxNR+vyxhLqVKvHZVAqFqbXdJPacJYOknK6jNe3wnZ7k8BQz0LSgtoNkVmu1k73yq+QTB+ZxE0oY79maY8UrS4w6lr3clQyWEtS0Ax9d3EhcQqFL+hzzTU0HtAS0BpRoaJ0sWe9yLJelBJ3Unqbhslnm50e5m2bJ9q1C3a6AtkLGuXV0netV8m3oNiCcLLkU1m+oLxwXm0y+xDUSADIUTt2PIVveOs6X3fIjM7NNaxe0jViQACOYbKTkKIjnBnffMOoPDejxBG47cCdBaPONjgWGwSrh6FDqN/UQr90EtDLrRKYIK7nBNTtW4vk8Pm8kaHx97VrVdXqf75Vk/a75f1a9jjpsRc94xg2famDBO8ZYfP0lzn/8a5TfHdQQPh76i6EAcLecv2bKoMNoCCjCJn78wPcGD2W1q2nnfTf+T+K9CA0IL0v2FR2XfjqPir1khYrSQ4Ry1xm5BKEk1Ej9dhtt49eG0pyV76l7ghqVwOuSgXMzKvPnBix5mhSdMZ4q9tyxzjwXnwUphJ6UITvocFbtahqFVQ+E3+9RclJgYcdXjH303EA8nnooWEP+mOXnkinTXeE/V3pa/0L5dJ1Kvp3Rn6A4Xs4Lklmu7/mFsZ2TTU9yH/aTCJM1FjIZR6UYbeM9CsZK6jptgZEakpAhePl0wv0vG5S/PoAejyq5tuuUVym3rH6cnV5i7eGSAlElTxRudA+HAJ1jWhtGHfdY+Los+33zsiJXCIOl7LBrTmzI0NkmIheFmyWN+xoeDOWl+Op2ntBwltG8dP3MlFzzM/9LznJIOw0cymz3o7f4/p/c4/U/KnD3eAJ13YCjzdJd5owcBtyElywP6PSSLg+zDCd9Br/pYc90WvDpNFUeWaqTCzMBd+iLZ87N3xYNcpIEsk5ATJIS/HjEcKrIEnw6D15Z6jrDWFtiMJoJth7FzPxMyyRbNnsV4Lw2aTjHoa/nM6D/B9Sc2PyRolD61ratH5gJ+6EyB7nqkIORttDDQSntpxO4v5thkTMjVJdhwPP5DPFwAJ8N9BydQ7RGdg7wuNZJxmfiyd8sTOzGjZ2rzfpxXvTi8hgtKtzz3tZJUEaClReKLEbSodC7lLMAjRuVfmdlP20oxZARNkB+Gu2Mefn0/y5jxofvfTpj/48+QXzzHfjhAXxuwPqSEJNSIPH6MQ8ikLgMEvtY17zoRhU4/rbnzTYG1goW33jHEjyHx3zKvio7eveCbTT4vveRq33suJk6ZDz7xtCEbYyQN7zAnq81ayolNMseR9krh0ROHPjT13t8/E3g8ScV+PWdQuaoqqy+O9tm8QM7PL0xtKD+IU+Z0i1HXMWdzjMDZ7j4inmieCXBAnqSr6cJ2unzrGU+H489nrkclDZ5Oil+7qSzvZM2+do6b6i7zeYjehxcsLg26fl1rWVfW1gq5VefVJybAeZRf++kTKhS7uanUTmY+RMIXPvd6YPzuh8eVQjc0TAyU2SJbXQGkulNJwK3LfjDR8ugTdSFXDzteXY4tWXO4vNrpZfLsBRd90wGLfHEzPaUY85cSn1nEKQ9ysBSxc0+hrXriMENspxucjmnCrFNJuYtSdlMNM0UClso+hFT+HwG/fLX6L77HvLhoDwsLAdPy9ikNIG3mIzyqAhA3Pmg4XzFhhSNkMc6B4rSqVg75jdBmZi1I6WuoU6PsegsOn/+ViPieOd0oSEfKz8UZuBpS/OmwOlnLU5fErr7CqirCbShu97pd85xSpFhE4eCVUaKx1Z7mCNjqC4ASgjhzEFBca2tpchGQoCZ1UVdp9OAAqQdEAAcJyOB9kTqTOJr89KjlHfsvcNdsfE8T8JKuDkrg9RQUF13jATvvwi0bfa/Af0bJZehGaqvN0T4cFCwrecmL7TTaK++EXhm3AxG+PgsN20P/Ry41M3T7tGom47HpcAOXuj66LqV/BRapKQ/Q7cvCTmViF88fSXDUFnR9mxM/4XETQv5/fv+CFVt/qyTb6cNSi90NXxkBGJxSfmhuQgZg7OqI8re1ke2uXBzz0FbHMsORtXyvq43QgjtnrD74oj2HpB10cMYistCYOrxS/B8ZythjnYrQ95zwmn+r+EcE/q+1Gs/LWRaF7ftVPHtOnUSZJ8IRh1SiUa471kyLlBLNR4SvLquuWTJTkVy5s0225vDm6nOpcAz0b3JY/TKc6PCkGSXFqajyQxTi7VvEo7ZTcPQXE1dYiS56oqVd0vEG/7cMF1nTH4iLYWlDBe6Ms7NLOdzplR0lSekLRLtNqVr5IEbjy8c6CUxLEhMBCFYAd5cIRs+NRHR9ezVOUmeZmL5EnrKdTKLj79yo34peXKfXui66AVdR9FNr8KLHDldSwKvSRdQFleP3VMm5wxx/ZGj2w3bFE+GDMSDGs+4YpbXNWwD/vS09eK0pP++mPCtEuJNSllnMSSOJXlDFxj74sw4PtQoTgA1cmj3LMfgEuvYx/NG3Yvkz4rQy1Toxs3WK/McLWfBPC+W0651sjhc9AlkfSoYw+Q7fVJjhY5mgix467uETLyQnPUDYGQmTmuo05dwns+GrtaTn8xkLqSQeOH5DVrqEdGoKdJAuFmqtPsS9FKhzVx/p9RptzkEeWi9O+D5rhhz0jco5niHlmwaS54N8YQPEi8ESelpQ0j5yBbIrgTWyfdxHp1sBnbipKs8II2HMmkZjnfiO0TbX1qUYKRkzadnHOtPHcSvauy+ZxTHtoeblNn9eYp7P8ayMhSu3JCyreYxR4FkDtebuw9Yddte/hS+YUsRnqF6Oatd9731MCYY75ei2DzFZKCjnK1hjZfI7fxq9Hxbxh4hHx711ugFXQfAtSr5prcsaMlv6BnVjA9sd8TJEvqCmGe7BCRkCDyVh2ZxbKsAFQQqS5XEFkyysw0Rx//IMR57WLFUXnCgIHEo5jZ17FO9Uxk8O1PMzTbZkHoxiD1vJZ7TgtTyXEnYrj66UIAQmee1hp6zb57nlhj0LnhA77Pu7+vvznj9D1/h/g9biI9H8OmkYBvtNbSFp3fWpgRv6KVPtezQkdTbfl1KXSoP2N9515njXd9cx8bS7ufwmqd9Ic+1i1KMqQlqkrm+PX2fwRL38LyO/iWdqOYmdxv1zt4JzqthoC+Vi0NR7N4bc04JU95bqj99Bkr/S7iOotsN15koIjnJlIZQXIqskyxEjHCNpV4AM4HLSmaiokjbUPt3szz/oTJTx0/PkRnDGHrHmkcqClBdA1UFKkul7IfK8CahBTzIuR7VHJ7xecmGcVnIE6knK/pZ+x2d9LeU7NCopWXlhrKkKtc5ZfrKBS4TU5ykaEbkWkIZ5Tef8O4ftLj7xw+gT4/g01klqrrubQi2xVLgkl5J8F7HFHTyoJGFEhcD45V1Mjz87fB2Z/C6C+YxSK7xDY2B+b8tTzynvkEjz0cLDc1kcsnCJXuV8Xyal36jZ5aQa10lo/ZZaygVjGHWhIA8vXHv9QuNdL1K/gKhOqFEbNj8cjOHzERUWFufqVyZ0FvBDVPMQl2SLvKZjZ8D1u/SiVWCQLVS8FGVSunPQWlZYgS63rVRIJLLuGAogwtKNUazdxI8YDFFM9THGPzqBvyjseKDoR4LaXJpXLQhG22KJgSrWLD562e//R6v/sH3KH7xHfjjJ4XpnSKDLKfC9DsPuosNd5mtmOWPXRQVZQvZlHqK5n0/IU9ojaGvKQV1x4JmDDowlso7+/mUkyyvjMi8z8Gm3JPS3GeTIVk9Rq3PyZPiqJp9ZxnEObpO6inINYJIxIg3/Llhus5wnUxyIhC4bikcPEQborDEPPu+jcL1XkpZ/WIbbmRFYl+YQcVKpIaltFBQExGgL5QiAYhOQQE+YVsmCE6Zgs67kcbakPBMEHVjjUDecn3klDU5YUvMV7gUeUIggs8tLd/3mU9RNfN6XIpc3175/iPEuUF3OgGSwW2T11ZTOUni2YV8s9F6iNIW/JSd++VQckNl2HuW79nUsXYav8+gsSyYv9WoQlvSGv5LmSv9TPK8Tp9bPFaXyje4EnoJ11F0vZ78S9ClPM+XsnIvaT1HYzGvgDWEUCcWA871Elz5hIuL7M8D434x/ODcI1v79SXteq453rLeaz9Wzg0lTPnMW5XhhW/O6D49qHsjchX8XEq9vOuSZI3T1eB8p4zFSjm/WV9zvdO3SpRxQre2qqfmw4vpIlegD7zQIvosPPnJtCYJ9CnomhSWtW6ULZOXAUAu9O765tzXtsgRczTeeO3xe8oR97VQagzxU9JWfLcVPac78rnqvoI5uBrPpD0WvhCNHI//c1KKbNryhOvG6Wr40CKqyuG2Xm7b0RgR5fDZzZPkbVC1rnQOU+m2lHyPEPAupDWhB97kzo02ztiRrG6G58IvlgwSqXGHdrLpQmV50rCFimhuzF/X11ugX7RPYHwY36uE5Z6PmBG6WEjc3UEeDmNV+hh1Ev6xjcCYQmq6FId0eM4Z5Wy2oTWWg8qxNS0Z57VztKWCwjyOT2Ls7rUqFItoSVy/uTYzEuyDNMSGd2M4zZrycuq115UvRCuFUhCbEhDYqKwAltsogb1xQ7vdBImI2zatX5O8tG66h9yKsbDE8bhBzot4/UrB6p7ParwLNZbi/h4QpHJ42nYI9buq8KlU2iqe/kZYyUdX7NbOoJBwshe+hglMyUiPeWCADCG7glOcnmg5KqCXoCTkgVC8cuK16ZNXjKRDjaTTqSu90amLfBZDkU6SyfIMlJQjV6pq0JvXI6b/8ENqY9yaQgp66P9JGfOxnPU1Ag2ZfRwdOkEBls3Tkljz2GfDdytDGHKS66z6nOs7xUD1xfLnUCxJ2/lOwjNLEU0Syp7w4lIjz1QczXKJVOJ/Wak1ntimnP2BxKiAU2X530SPNEY0lZNa3qRS8ELBuJFLdTXmSTnL6JVWPY6+BFOjTnF/D/H6FaiulcIv0saXigJUlUaCugeRydfOSWEL94TYe7nOlqXOs1wD58t3oC/fgfa7AbmO6hr40ZfAj76C+OIdxP29+r6up3N+KyfNLwTgs1Hy3RspueK49SboEHaTTSIHvi5VobWRWmIUuuXV9PTFyExoND9bI1AiSsDiWEStPJbjseHgbei64Ygxv1wx/s41QGyEI9cj+x3w9rXaqIqi/1F1UVVuJxh9aA3md3qzs/qZNCf2+MRQG0I8naSQ2kbJWPegTIXqz2nPE9Ii4ycHM3tWIbmfN3kiuR2eeY62ITP/JdYO4++BF1JQRFY4VGzlmgQNXk6N9jX8n9DfLD4I8D5VJcRuN1mfLFnJGF8dDicVFYUyGFLbZY0l1bWSzYF9iQTNjZQA0etX6qeuQHd7w4gKr2UqxNiW3gjzPxzY27MNYGP/c5WVU57vZCbHOTOR82nrvPvqNeQXr0F3d2pOqxJUV2h//AbNz95AfvkW9PY1aL+H2O3yjckrIAKG5NtVP8/dkZV0W7OWSyScwoxEQCCkeChDC3kN5Njsq4hSpQ2ZXEpBswh+LyZep03IGgftteKmVfjeTTPiTi/A+dfjRCJR2R3el72yHlCuAVBdQb696y/uov5HjRPVvSff9BIu9YzG+GutF9c3PrZhp5WNnIRo19oKGdsLlEanYR9t15KEbov/l3j8Q8nfwHR9+04gTFlk8brZvlw4TpsHgmumX48U8vDOKsh8bmbwibBSt5BmZRqwvYPnWPOxdw/JV7pmRZTl/H+tbJlzUVVDe5IoV/4NDej7vKun3vPJM31fi2LWfrMMm/h+D359p/q33w+GS1CxJFJ9r+tRBmXJdWvtuhw/PplvKOLBcUgNe4w5DlMo8/nzV3u0X+yB/U7tT1UNqmucvt7h8KMa7Zd34Fd3oPs9sNupOTXl8hU4Ul4ojT5vJd/c8O1F7RMIyZu14XUxj09jgiaqpFnvb5mdLxK8DKnesZgClrrR+Ty5vSeIuw6QHbiT/hsk11JsTETgREVvflWF7r4elAIyla9+s8r2nsVOm+Zfpn0WoNA9BE6DOfWEILEtk7J8xsZSCinYnnK9fVtibEXey55b/XlwfQn371SanA5F1l6KcZha3/C/etepUG8SlmQ976pHf1YUQFlOPPvOIr08Y31uy1TzPduTXxRKGZuEJPUOiAwaYIlzaZDLlRqDEB+Tx5PveYfvash9DaoqoK5GmOTIeqBCAGU5yKAko28r5TRFLiww8Ly8EzEWTCfW9At3ec1rgeZ1Ce5PpvRYnt4KnN4JNG9KyLsKXFfqhKWwDaEbUB11qNgWPzdMNzBTlyGn9yODcYObf8zTmElpYRZPZ1nHDZllR9QT0l5vfUNnysUyPjKTm2JKkYeifS4KyFoAheihP8VoHIjI8X6wYo8RtLSda8jF22vvLfAR83yNrlVUc5vwXImsyQayYTjGxsSnBKS0wXg/+Ep2KOL1eQPtPgxee93/ohh4Pqm/S9ej/Z4goCzm9ZLIW4NCBA35KGllb60zyyAuBbhSspPL6WlQ1PDtT0zXUK4hP/VoX0b+TU7eLrBO2h2h2wnFU6JQfF0ItHtCuyd0ewGuCvV9eXuhOgC2CdXpf3Lov/gv/gv8y//yv4w/8kf+CIgI//F//B9fpH+pdHsz90LXT7dk+T6R8HpKvOSrwQj/jOlljF8om9acaHzO9EPq67UQAewadup/APDLvCyih4cH/DP/zD+Dv/7X//pzNwXArUFoXpq2hsf0EQkkQ3tu6U3cqCyV8JX1wpJKZuM48aymxjtu0ZYU2E4pIVqjzVKOm1ePhJQ1Zj7ytP8iXmd7jF11m2OzaY4G+ZGUnhDLzTeu0fFe0MahTPPdUDksobBlE+rry07mE7u8hPeyka/WJP87oAe3WAN2H5h5mnhnwPgm9Xdpm+yyJQ9wwmyvyRxYYSmXI5TpdrGM9yuH/1upprLr+2K0Lzinuh26/4njYMNBLuYbc/2Zn23gOLr0KWJxBopTP3YsFaCFECjOAMAQZ4ZoOjUn3YpT9Ock7n+2KCeDfuu3fgu/9Vu/tUHF29DnreRLVjHdDnIJOjOpM7bIzO+zFqSSZmZBdsMm5ZKQFia6nBgJ/jsCaBTI5rt2bsKSewRYetwARvuzsXwlWBrCsW0nc7da6CXOq/NVZv97fX+57VA8KgQg3W7S7deY0gvGJAsSLrK5pPSdY6hN5vwaKB/JbYw8r3i+5y3J2cZcWCkwlEpXjonG2t7AePTzy8K7AzKMO2fdA+Z+TtJ6z3+iWBEqxxiw5VeQS45zZ81XznqZtM8gW1GUKiaXJav1LDvDkF9oAPrI7KPVX+46UI9bbobKcJentDPzutymtosqfawVw0QSp0bNY9uCTgSp+x7bgzsJKlS+FssNY6cjexhLBlH4meh3nueHPTBznebyXPWpQ3noQKdGIdhBhYHVHyW6mlA9tBCHBnRu1P51qXy4CxIxgzbgCV3Ghw8fJp/vdjvsdrvV5V+abitcZ0vPrRODOhV73Hgv96IpG+UiiCFsLF4dm2c/P9wH4JlK02iwNg5nyEEK8k7CPEQva3LVa8Tdc9NONzq7n5nekomXNFdYme3weR6bM8Sno2p3f9Met62aw6YNGnM5FDQ2tOJN1kaRkzwk/QaNU6HMgXIdC3L/3cNA6np8BnqwL7Kbt2epZ83HKyne55QxsRE9HJdfjXzrUtzTDepgOaHnPf87XvArZUEZZ53OucolmpXtRNny1RNDMTL/tnnO8JRz16kLhDojTyhGGWtj4tSwlGRuW/Dp3AMRGHPZNP4CXfHchhMii7RcPvdKoTbAfc9m1EGHE+jxqPp3PKl3JfvXn1EHn5vhOW4CF3SF9o2l+V4u548DtnTajkzwBRdZZUQdGw6qvzuj/P4EnM5q3M4NuGmw//aM/a8bVN8dQQ8H4Hga+O6zumxvAf3Gb/wG3r17N/z8u//uv/vcTUqi6/fkh5TKmKLs8+x4BYfp6fMvenULrUsBTUxOEwSgUGXENkDupombtufdOzaRZ1fG20UXvFyykYzjz207vVWx9whSUYzdWuJ1XaBcqxsYTZQRh1fx3EB8eIDUir1kQHagslQbERZ4+GbeZprypY//V8SLhxVrKzTHrCZnLkIboVmu7FbzabBug7JudHQqCoHNPvT5xBMdmW9neXPDwHyHBIHbBd50W3bG1jMbp6ZJRn1ee2Z8OTllWHF3hn63/3umXHfdgEbDTQsuikGB9a8VafxpOGliZI6b7clvWvDppGSLufXEbp615JWWSxDG1p+zdpuzMiyGkzxHWKXvPhOfZ/zxoJwL57M6wW1bJTcj3nluWpCUo3yO8aiJBJbSZ2b/szNHgnWi5Knf+/ngiFl6YpZ4Ut3XVX7zEdR24MfDeAcNM6pfPaAsBcT7B/DDo1L+9an6jXnyIbHFIeJQxu///u/j7du3w8e34MUHrlXJ98HbOY/YA8eGEYZ3buyuDTekMGvF1HFTopM0EkBR9N4Kj2DKVGCHvuS8N/MkZiihKV40X5n6c6fnrvfiml4ZRzmqv4nhRgHhqQy2eBFDOzzt4fMZ8sNHp6eM28bfBnMsUk889Hs2/zMrfGkiFUbIDCoyryNPCdUxSW/EgbEJvu9rwxA+M87xbK58dSXzvxnS5jCkbaPYo0h7yw21cXg2wMMk0ozlHL6JUcoJ4xoKOm0C8twehy2O4Q35P/ztkmuDV5mVsh0zZlx80iMhJcloonkokuyUEmzJEe46D7zoiAo0qVNGwjwjpD35MyPfrIs5y5PPnx6GsfWe8rneMxXPCD8E5fwaXspVfGNhgSmf2TJDG7wphqQ2zL79Htx1kAd1+szow1t+9R1EISAfHhW/3WCYjqatw3Xevn07UfJvha5TydeUg9Hsei9iAGyGkDEoU4HYbYu0Rz+rW/3zWV5Hf2Hz/03BET0lSVRios3w9MWn3Bg5DSQIzOvqT6beazjZLIy+c9cpz4flAY3GijqU2eiz+m/7sxSKzVfKWEYVtYWe1VidS1/dYr0EK9iAB33rbwk9xXpw1ps4yGtPZ7YYb8B5IhPNxYqdvs5ecDk5HHNtP9fNZYLTa+8KGXFRzJiEQ1m2T5l640PXF3K05BgRfDqN4Vdantrvu8ZIdkr+L6E1csp0Cgz7YJr8vrgsSiESkB8+jUaS7kNHkN+/V3rJ6TR9RxTPJ1deaBVdt5K/hC4A+zRbmGuy53X7bGxfW4hlK2/C+vcJhMmSsR480BdQBJ+KfCc7K/q0ZL7UOw7Beyns+iW0lUJ2CXIZTQnPer2CC07fgExH2TWP5zXRluhbqac2W1GMF1NO/rRjbGuI4FTPriucxfdoruE0eTnzvVyH4ex9vWY3nPOYARbbVzLHgASBm/O8GMmAPHtO2K0TllvAzef+Z4tyMujTp0/4+3//7w///97v/R7+6//6v8ZXX32FP/bH/tgGDcqjz0/JTz22yilyywU9HL9Gwl3WJDNi4zabZB43mv+nkuOYN4sEgcr+5kfJmCAVxep9Suo34UsaW945Nnjrh54slUw5CZIbQtGuL+Rlfj87Mj3F10ZP6Ya+WMiYhXB3zbTxeHsdQzl13YKCD2DMc9ignAz6O3/n7+Bf/Bf/xeH/3/7t3wYA/MW/+BfxH/wH/8H69mTS56fkJ9CA3rGhApRU1kpFfNN2s4QXBhOYG0s6xrMqwWc5xoGSAOsEyZyY676OrKNmEhC73ZgIdz4DLOPJZ8GmLJiDKIJSocbJPvJ0xlsmJky53nMJW8lAsYGRa564mHwwizd24ERfgjSvLBDaWZvac52lp9ab2f9svhp4ygNasEGbVtOWOQgmbe2V98ZdBxw8qZ7i1PyQLfnZzkOyZGEWysvasV76rr75mTOcL66Y+B86PXvM0fXSn//zfx6r7qLYmK5TydfeXlPRXJLM531nTIZKa48nYdKuJwXKTsc0ZsV1yunv4LMZbbHx931lAQrVRjLEbgcuy8l3rqO/SxAJAt3fAfd3Kmb1wyel4K9Q8vuC56cRPRLD5GM7wckzh1SVELsduvNZGSSh9rnmKzkJ162kTuJUzdwGExEj0H7Vhj5+1FDiB1Sp0OlNJKEw2xAMPrORIPUZmyEl7YqE+JakjXc1vRlyZ1JIQvK1LyRgdqIZOZldo2wkKqhRORmjARpWGCegKeguGxl+LpSmjATX6WsbeUdzaY3RRr33moTKhSsKFYExQchb4GRZQLlQthOKRShwBGghIVdRl5P02ZUTsfrZopxbputU8pdQFIrOFNTsFnyh52fPmFj5VgKLj5hHjOMlWeu2QmgmftoXB6W0xYcv5Xq3KEDEwN1eRduYXuqjTkJaEDqTMAZDyEtRgF/fQ375GnRqIM4N6HxWHvM1MbgkEjfdtLGlslTjdDoppBtRJEEQZpFHWZpc1OJrX1HM0TvsZwSNcz68JyyFh0e4zgttApNwp6Wx0b73XHy4xEus5YnTWAwZRBEkIz21ubydAufne7UqFWILDKjaJXC4T0Ur+C5ZeV9q1NlITakHbGtDGg2ZMFEqfc6JkOE1a5tlHPhk+dq8q0t5ioUAVb3aMzjcNqhrSZ7Cc5ArVGkC4ZlIt6D0P1O4zrXRbZw7rV0cPlxrU7hNfjzDYghBEjT8DOUl0JjRHtk4bCPDZXT4LuWKCWtT2CdC5hERqBCgugbd7YGqBsoSqK7JrVUAAPxkSURBVGo3hNsFiIjA9zucv9yhe7MHdn3dqfClLnKN5bzivHZWJWi/A9W12lSWjI/p8QuRK5cjsF608p5yiqURoKgQSpmvqinP5xKJ7LGc0FJhuyRPJyQHnM+v5J9LbSS55RYFqCjUWl861ynjlust3BpQwS7vkhv5BKpY9Pzo22MW3Hgaqs/8n8QoL9esJdffuaRlwWZISTE5aTjGeh5HodDSFoXfbDF+uTSbV0efQzJ24C3bCbpQdl0A5OSFtqfrV/JTFmCE2ZI3qr4u7/O2sF6ivC2NwXY2J6IIxhZ7DhWFQm2pSvCuBtUVqCxBZaEUQXvMUgVAitDT7S0KyH2F85sCzesSXFejwF4ZJ+mcc80PufNcFOB+fNS45SqYelOe50REyRd6YhbfhyKFhbsYDRQhBiNvEc/b5aY844hTzq/LHL8ExJIVNFGIk8MAI56m2MlFtFH5hg0VvZIgxOI1tcwweEKFITVsQVOOp9usRtD0HZYrDOSF7zn66G3DWmU79/0UpXULMusRQjmnBA37hlv2+9uSNYdr+7S18elo+4xPU+nKcxNIbvdzy3Tds5RDT81wuRt6osf8qokIXBZA2Sv8hgL4VMRVga4myEoA2sO8xX0HW/KPVpJ0kte1eTxSITbN0wRT6XtK5S+98P73RnVsyg9XIGZTx6U37tCf4lxF27emJ+6T32l0mfXgq2+x1/ozIiJ1WeDg8d5aJl1Q1ifJz0ucvF3b/pVK2omyxc8N0w97xVt0USXEpq3j826cEbMoNE3XIpCWeke2oGuI/dyKaLlHOa38K+GXFxrnQoffiQJD2NQPXDl9oRd6oRdaQtefeJuKOrKBYpMcQsMSkL2n9kLQd1dJzKC2AxdCYbHbWP9PQNR0KE4M0Uigk2MiM7BOYdsaaq7t+vY9g8IdS3pLbZOZaCzDsf5JxeWsr56oKiG++gI4N+DTCfJ4UomgWyUzO5Pq1x6xX6GRlSp/uOfZRUnsRgJyIlFVg9sGYreD+PIL4G4PrkrQ8QS0HfjxoBC0uk7NPXDdicAO8kO4XmZP8NWnbnm/AG9uDT0KXG5smJVc1jlxW8Fom7IyV34kyosB2UgXv9UYXaO82oK4/9minBumG1DyFywau4gkDPt+8STENPeFAlJsElu/lBbXvWRRd50SkOcGxKw2XqnQVdg1ZhvM26y9XQdxbFB/7FA8tqBzoxKZl45DbHNaKvy6DtS0qm163HLaNGnDtvylN4o4DvfUQBk2x+wKLfSNkALoQC+iV6/Q/smfo3g8Q3z/CfT+A/h4UjzXIF3hWzKXme/MEK5iZZjPXkM4HzO4adXvzoPAEaNMj7t4/Qry40fQu7c4/k//KB5+VqHdE+6+k6jft6h/9QDx4RE4nkBlCW7bvo1yelNqCmznWlor0yhjv7Dr0tC3OcYaCbU+aPyMpScG3dPeJIScNUg6T8HvJgR11wGyA2sHDMu8fTRJdmb2KZZwbiNlxeRSaD7sdb2kfTdiFBAzaAP+2qKM56TrV/JDNIHzWpHAZi+KRIx5Kvpncz0Zg8fLs7Hbm3/o9GKS2DVXkpzvL2BapeR14OMR1JYjhCYJv5K9tYLKjOLTEfWvC1DTgQ9HtekvEVya+vFLxslOaWcnQcdT37bLK5decs69cfoRqYc7Od4sPGyQVnmZG6Q31MrD5/T6Hu//R/fYfdjh7hcVSiGAj5+A0xlEBHm05v4SAjkVrSq7XEvu+DbnJX3yQXqGntdr3OXhzCkrWYkk0OtXoNMJePcG3/zTO3z40y3E6wYffn+Pu1/u8MU/KLD/ZYXi41ElSp5OyrhvW0Ab0osMOIfC7jvVCe4t/nfYtc5iitol4RyZ1RyKbbf9AeZ2BXTr0L4tyd4PiZSBWDSKzzvDUNziNCK216YYainGqv29earpk8dEg5Fnf551iZkobkbJfyFFt6Pk525a+p1Y4oQLhtKnYPdK9YCtyxT37oQWLYm4ARKiBM8SFUX+jbAuw6Hr1EVejwdwUSiFr0/IXLzRuup1CNzBQ9p14IdHFL1Sz4fj4NVbHLMbnYPI9y5qGvDxCD6fx8ujZuV6+CKFJ9ZsRtpLG1Pw9dG+FKPXtFl56dgCkm/u8OFPEurvSoD3uD91KPQJAxFwbtK8+UvDT4Bx/kJzFirDs0YndwDoy8fsaYnNt9dREIHF85SpZYVyYhSDzKOiAJuwv4EyiCj5hJvfvgK9/4Dui3t8+J+0+F/9mf8n/uf3v4+/+dM/h//+H/wEoi0BvsOuFCglg4QAm4goLNWWYO4NW4ePJJ9ihJ8jQeB2mcGmeCNx/+vbMFyMZDFVUKkz+kCCwJzQ96Wyd0tnRmqVXQecz+Pf5hqfOPoCjre18KauOQzqCQl8pY0swCNH+n3Fc4Fi6nqhogA3NxIuF9P9csq5YbohJf8yiVdqQYSUcJdnTU49NeEKppsPMBWituBeYsz4iDlt3BI2MS0Q5eEwKCQKd9lSSu1Y6SUbru7/YKTJ4aibPz2APz2AqhLycAS3zdxDbNcZUM6GW20dSlL0dkJPudzJ4ZRBkUOw5npZY+/Zm7MMPJukFCvliYpx7rltQGVlIEtFclJ8Jwm+7xzUvdrh+BtndPsK9YcCu+9riIdaeXM3ULxSnhsuD/M8ayqci4gsSNPB2E0wMD3PBOWaWceknE7xrP5Ow6WSGJF29Lr0Nsfkjbhy2L2qUdQV2jc1/uQ/9Qv873/2/wIAfPEn/m/4P4i/gP/hV38U9ccCoq0hTi2ElCpcEFDhYyQwuZJSJ+1mKMOxNmbPa0xhDNUdMCKdyhuwzPhMpRQ5dVHUrEQjN+Wd/iSDm/5/Qw56x3Z8AFnhUt5iEg2nHIrdqq7rNfe5ATlNpIc8XgKN6JLE8N73mV3ODdNNQRZk4/umYnJvSTlH91Hoqg3an3F0PlMmJ6cchsIruyFMZghHsZXq1PZN2mDdU2C8S32SszwcIR8eIB8O4Ob8vFa2p2/cdeDeWzQ+mzYPsTsaovG0dj32vKZS7wWZXGOvDa4nJLkr8MWPPqH5skXzmtDejfcjQOjLbFZc0JVCKWUvkSMmJKl9B0diuReBRXR4LMke41CdqRCtAOSdukuivSvw5378u8Pn/8qrR/y5H/8umi8lzq8J7Z2A3JVAXQFlf1mXhtDFuC6eFCHNprXy/AqRnlIw1J0QwUvlsq+uLfdV6TjJTIHgzdrL5uUEedNXdgKyFNF8v3SWs0V8+hXy6AuF6aaUfCddkOmeZcPYeMO+6KJ03Ny75ZjNyuoNDADKg59e0GZtSqZJmNfzGCLPqvDEKHFOWBBe7c6gnYSsAC4AFHRZr9JzwTU+1Xyt7d9G40OCwELhlnMJ/Lz6fvL9z6vvwZUEl2reWRBYG6203Li5qnVxrUrTkvFNPTXW9JwOmsy6N+OZp4CDvWT5GQb8c5NOvN3i55bpdmYsRLGY+B8wRUMafMk8L5RPYuVtsCG6pmSnWVJm+hpTt0xmPC8Zj+cKfBYQLUDmkbPRjk1Rrp4AiedmyL4RVIdopYQRReaZJYMkg5lBHfDL5t3k+18270CNAPXzTrLfcFfKqlW8klO3PUa5PJKTZ3EJ+lx5egENeXghiszPmMt3A+PqW7sm/PK194MxxuWv+nnujqyjm1LyhwTMLRX3AKM6YSEnHtqFQtuMNXdtBKnlikIpTbpMF6XCh07a50kUTaWlm3Dfb+e4p9SRW28U0jEwF46wGLHfqT+3vghLt9EF9xZACJnlFCyZlxAvxvJSHPVRXY88m0Di1OG7X79G+V2J6hOjOHWgU6tiUGU3hhNtfrlcennDGOQqYTbqigONZcZLRKCynI7hTIbEDHtP8p2DaAiNskL3PHWw5FERSBgPcVIws8VJ4v/x7W8On//OocDf/vWfQPW9QPXAKA8S4tSqROu2A7edE+0pWYFP3UfMHJJUWsqLvpwQ28iafLkgvGWtsTH7es63m1FuPP7ieiJhpxnJqerdiJE7k9shORsBSUhply88yZXPU5YQu11CmTeu/f5A6DaUfCtBbNjgcjczx6KLbgpDvJvjmDFF0QwZEWZ2v+N9Z7yt0Q6qShWXqo8AnbGRctlGYLfdtWFrJc+X/JRDsedTFaic49CQUaO/dya0zRMtqawg3r4BVfWUR711RzZEo26Vj+Bui7eelDhN3zux730bRqz43Q50tweVjnx/z1ouHk7Y/cMd7v8x4e7bDuXHs4InbRrwuXFvzmZb7f99fbTDq+wENdsgNMtbqNyYEIsTOWTOe6EMeT1mYrcD3d2NSbF225MrTzCkAdB+p+rOQTBhBglHnoRDsRGfzkDbovzY4L/53T+C/+03fxr/549f4n/33/0W/t7v/hE177/uUH04Q3w6gQ4n8Em9M0GJ0nPjireeNVD2J0oJfGvKiBQ5GkIucu01iXlX3N9JMt8PPLHWOmF4RViTvz3WOCy5kDBlzSx1LC1Yj9G5sXSQaJ6CoLls1us82xmV+LzPKUWeJHzXnkLUy+m7+ck0iWWQ0M9Fm3jx158cPjfdDroOoIRzWc0/jyEA9ILXCScpA2gRtpK7BPHGd+TKDgXffocEAPtSmrEdVNeAlCChYe8EQJhkyw8QjnbbicLwmpO+p3uFJl7NLLhTA8XiOY4BM1CAqChmx7e034HfvAI9PCoITbvrs1McT12+OR/KsdBpHMgKWagq5uf2nLkQWOzye4UpZcrE3R50dwc+N6C2xQxb2/XOxwPe/S6j/iix/8MTxPtH8ONR3YB79idez3h7QIYJ9NGFyjSsV4YT479Hp1CQow6IxNS1oyF5rbKJCNBGEQnQfgdUtYKTFUXkJEW6xzeFz/t2034/eMyl5Pi61icSGpHHQOuhslLJ8kY7xKdHyHOD8vtHvP67P8b/if4cin0H+kd7vPkF4e1/32L/hwcUn06gT4/gx8MA54uum/Y/CdGn71dZKkMhUdR4ISxd68bo36RdLKfoY6ShMRPb0OehmOgsvvdH+NPc06X4+E3Wlm3khvjDF4/vWncp82gjH7neS5XrXoQqR9VF0SPVdP7ni0LlmkzGiTHAvdhoPVmnBNrx4HnHlT8QQtCZyEChHDG7HejxEXyy7yG5ISVfwi2zl5Rzw3RbSj4A6ESt1LzLQchlCjzN+KIAIOcLXn8fEvLeJiUKdkFzfa8owFIr+ZW6EGZAXtHhLsYLzCNeslVOCvTW8KxdrlG+E0nAaGcKDRBfuszgw2HBbY9v0njnzGFRAHI6blRXkK/vIOrKfUKzFZkGIHeYYJJbwlr9svnWo6gkPDucLJmLL6OftN+D73agh1K1OWZoEoE/fsIX/+0DxKGB+KCUPH54AKScIxiZZPG25sdgH2cGQB+PLv0K1cDnLAGyHBAuRcQk+/TA1w8AEAIkOmC3A9W1upTOhvZ0UQ5fW+uKJQO7Wl18l3PXBstRyTHkIxViJrf54ydw00J8/xFf/3+/wP7bCiwq1B8Z++8a7P+HD6CHA3A6gx8PkPoSPmC8pM1EKQo5T/QzslPjmuOVLAoQ8VSm9X1Llue2LE49dRQEtFKFTJFQsLZ6PnwyXBC4Ge86sPeEIPX90obr/Ptpm01DKwmKciZ/LIXX9azPWeYrM4VMfs+R14JA7LgAbFI0TU/bLN5MvfdgepeG1jksmWLlJlFhPpun5VJRKDm9r9UN08Z6i8LyvtBV0m0p+b033mbcmGBRgqrwo1d4jzuNzd9fuOMzvxK6Oktfx+gyKw+fPsYFhouLUil6aU0snCXWzhyyPdjBeMaFQn0jGjxqZhPKEvKuRFFV4ONJKWDOlxe03RH2MPC8ayOBXyD7sbbTwgYA+DfcmNesqnoIRCV2ooYmCfCnBxS/+4+H8AxuW8jjyd0O89UYbw9VeIx3u28pNJunvLCx2XwJUsr9EJJHSsHfVUphdjgBbJrgcsfmx1S29KlNVarNPuI5NvvCkiFKGpTSgRyhZfLTA7htID894NXf+xXufn8P6jqgk6DDCfL794MhI4+n8eR1wotS3eKasKx0+6kowCLRcGFW/OQS9a45D54qi2EeUu8UGHg5IwRveCeBR2ZtMMp3KnU+KFWDb3JoovCaJ92BNuqxmzzmMyBCp5P2vS7mM6ky0aUnCCNk07OX5ZziALBOUPx8NnX85OkEEARUCqrWGQqa4bh7btoKGefW0XVuS8lfSTk3Mc5f3jCuMTWGOdJetfEYAkSQUvRT6iMRhsOyY5IzaWj7BY73nNeoG98tKy9BCdLkGDcSArIuxiTFmId1DZkewFxIs1yD1STDq72IygJcTtFaYjwuzw3wq1/ph0dPbIzscXHcveD8f/JVQGnXm2ykL2Qbg5lEus/aUVEIxWN9KI9v7JZ43JxtLfPQkKYFWu85eFWHXPHxBPkHvwAzQ55OoKpWyr0R2jLxukYu5YqSPmnwtduWA641bZ4ghGgrp4QQM0PS24d+rNVpyrYx+bM602OeAp/PxyeoBOcqrzntib2WMqa9IyhY98L2zxw4dtjfUH7qCd70WS4LcFWsd0g+N20VT3/jSv62q//WaesEpeR6afr7hRbTk8HjOehmLf7Be3ZdwYfOexJeaEpXNmfZNCjuUt0U3fT5RW1zU17DmyFRZCdS55X/soe90AtdE92eJ19K57FvjFKy2qkq54kmUMqGK57UKDyrHVQAtNtBvH2rPmxb8OEAAJDHY7gAox/c9UluZshOTvvk5RSEJFiv+UvTf81Yz6oc0TR8YSO+YiOKf7ZhoMdtEr8sQY2Mj2kC8kcS6ec89enEYDZPdoS6KZTbqUc8OdYyN8lx9r4EtXIaQ+opQ+z3KjTlfIY8ho/ufXX1FUzbHhhfO05WxSRLtxHkgK1k8/QrJd4+gZgZxHIMxeuk8iizTFpjLtSe4LO2B7DtwFKO8e/IkL062VSP39q14aMlzpmuc4+fT/kNtf2pDC0p00/SpARV/fbet4+qGsVPfqTyLLpukudAREO+wxAKo5PJZ6y+kJ+9uSkBGRYqqyhAvUec7aR1X9lP6SiItT+BXGMQBlYQan5CqHqRtlAngWYOT3tz9OLJB3BLSn7PtNzJWcK0l+mHRKee6QMhFOL+HrTbDYnU2qMEQB2N17VifpbTZDcXfm5Q+VBJX8WPvkbzmz8BJKN8f4B4/wl8biAAcNuqNgtHUpf5T9uqGD2tBAjaZMMJ1ul+YVQMBuUzM+nHKYz7z0ShjCIpwW2bYHDNocuidduKQuAdZgc+/LlB8XBWClGwLjue3ZHsaJP12cTDrXnRHK+JITS2h6oSVNeKx5iBri+nTySeJXHanlQXikbOHJ8b4HSelutZk/TuLehuD7z/qJB4OsMg8W3oZlNna1InpXvC0FzJxyxVF0sxfddH9veyA+coxa7ypOxDI3pFrWlAgiC1gR+SNRoRKCc5Wve/5yE6N0rGdKPhM33Bhd4jRzlt8mVA/ibdjTFvLMDduB5ynC054XQBHveGTfhfmBtSMeNrSLbUhnuCcddJhcTUjIKy+PpLnP7HP8PxqwrFmVF/d0b5/RHF+0/g40nJhUkysgcxyBm2lOqcmPOP96KpyHhSUYB2Jfh8XhyeFqzGZ3yw0V6f4c888pi5BoZHPUnNKRRDTUqFBfe927R9ztmNn6S9KPkAbkrJV0ojtw2Ayvo88m6vVISYlt68BlUVRB933L3/MH5XCGC3GxRwnM9jAswSBhCE7udf4df/9B1EA7z+gxq7X1YQnw4g2QGHo1poZoKZ7q7RB+7bwV2nTgeoVDB3FvkEIHcyySM7E8I27KCzbA1XGDMQaCoQHYgHoq5A93dqgztwH5M8bcOonDj6EuqfxqDX3UjxUJv43LqK8xni/YOaCztmNcfrHdrsjIQwPV6TTdmOWbaI6lqhsxQFqOtUPHSfQ8BNm8QHemOaoCcleo34eALpuvryvCEZX71D93qPopOg00mhSPU8RYXmycAmZK119e7UCNZwvGRAVA6wj4BTeR3/dvHZxh5d7Zjo1wcVhcKIZ+5hWiNQloA7pj1EdiL08aTuIxgQoxx99Cn62hgzTx5D7WX23xo9SXD0JEfnyGLHRVohYub58y7HhAtpzDAcTVk8nBTNXvDMlZTJyF3cdRD7PdhQ8uVPv8Kv/2d7fPonGOWRcP8HBV79ssb+D3cof/Vh3Htkf0rUSswQo2Dto1rhTAGg8LXbdJQlntSyZLUv7PfqtEs7xuz3fGWEkK96XlOONkdirmRnXaOMYeNCOHIrm6mnYobsn9YpjUfGskkr5+ZamhlW/n2Zu07J6Xbu9HlB1rlNuh0lHxhDDGbC1frfxJG1s/99Rb+6V0gS1G/y3xtlFgVoV4MFgU6nqZd/STeIcPjJHb7/U4ziTABKgO+wKwjF4TR48GaJVrbX99zMhb5PSfRsxEkJOqYQNiFDXRByeqOLeRtmdejyHe2pKmBXg7oOdG6UkmogDeTcoDrQknATbZA4PKh8OoG//X4+X337vDCRNpmKgmUADeVoSD2EDddZ83c1aFerBNimAZgVDGtyCECnUEyAEeWph9pLMej4dFLK36BE+59vv7zH+Ysa9x/2oI+V2uQO3ZCASuiC1c3GZeDLkc+oUJe7UF2PY6xhH3ONRXg2wSWKv1E/dypEh9sGqBWcJfUoQxPlw1ZGnBt7fJ1P+y/BhwP4aMBWuspVDZ08w5JBlieY2yZt3bkUK2Bi5GoPPkvE48B1eca64rZNl08kDLhOGhWo3FNcQI1x4r0SA+mwGYey6A2dkZ26u+Pjx+Gj84/u8f5Pdfjjf/oX+PbhHu9fv0O3K8EF4dW5VXtPo06HaThBcvVh+o2G1l3s+Q0Z077nWCqUrrs9qFF3ZhD6k7MUw3ZY/6F2eeaKpWef1XzRjUahb935Qvu8z4VAMtz6kO+kYrjPw+Wskx34eAQKYd0zcoO5FhJxB3BqOTdMN5l4O/H6Oij5NkOD5P0efFeD73bA3rrSWQgFKVXXQFUrz/5KOnxd4tWffA/+YwccfkI4fVmifV2D97WCGewVV4Wu4UYG4WYMfdDhPTNywYGREXOZoiC7hHrfnuFvYaFwcOA4MpBo7GoPlaUal12txkX/aNLzvYUgcozT5DsipwLCbYvuw4ept1J7uLIhWC3UDpeg15/l3EVQKmg07GpQVYFKFb4D+wbahPAEIoVxT32IWMrRszyeIA/H0UgObG7N2xqnLwrI+12/5lRdut7ofEeULX2bLFiqcSBV9gz2UXXaftlTp2fjB/wealfbhnsplGI5GPL96Ys8HGcK1RB/DaSvA9dzvQE9NP94AjfnuQLX92cCA2mWJ7u50TPxvvuTqicywHyuH/cRmjARpczBm0OY4/xhd93WSWaWY8HnaDJDb4K83DtMMpVo3k298KcvS3z9J77D/+Y3fwf/63/y76D+zU94/Dnj8LVA97qXr1U5IoQBcQOq31uoEEkyYEa5+RTGOFFZqv26X7+AzTsR5Kyhjx5+Y+PU2KBQfh9p54fsT99SxiRhvWo5G31Xh3WFC5v+tj7n4wny4TBd888FSrKCNITmFj+3TNc7c55jTwBx78kChuRdAbkvgaoEV1Olh4jAZQFUpVLwc2ELHdS8Av70j/4Q/8SPv8P5LeP8itDeFcqYKEul1HiU+3BHMhiS5TI0BB8MYQ6knO85V3vKElwVA+ydvhBtKG7JOMUUOfYYQLE6jJj84WrzrRAndKjMUmOmLHt4tFIp9oVQG+QSo9VWhlPGXnbqxGMW0zvvT3sn0NwTeFeASsOoE71yry/mWkHD/FbluKaXjC155JL5iKkMR8sb8ynMUDmWrMLz2mZueDuUYWf9ZptthZZ5Nq/y3Id7WMbkBAZVz0VKXkuKjHDgsJMgr8IUXQ9L+cR4j80QjV6pXUwhw973/RKy5FdzL/C/+NEf4F999Qn/ypv/N/6pH3+D5osO5zeEbtfLBVGMjqWcvWSDPTGLegVcQT2KdKNE05oxDh3DTAy68Gn2cAIaIxd/J4Uk5e2Hg+e/bZQD0TS8N8r3e6Gnp+tV8rei1EUvBJgIXNB8UfXWOQvHd4vaJMAl4cv6Ee/qI7gEuISaDdsjhnFDDXoF7Jj5J6DZRj9/YLO6WIjpnQAm+U4wNqYkr4xD4C5WyrcuR/OWqSSvMUCWKtoJmwUXgCyh5tyBD745aS/+pZSVpWshNSRkQbuT+Nl3UnRBz16Uz58TpvFC/U6Zi+yYaMsQkSXwVf0AAPiNUuCL+hGoJWQFyIJmz4+Nu6JQDdsw1et2UVnxfXUr2e2qN/35jXku5XQmRNfEDyHS4W1b/Nww3VZM/hLKgRxjAnWOSe1j5CkBhjO5rpbx3fke7897UAv10yHIVMlC/omYMooQsKHlT/34O3vmQrR57oVptGkx5NzWZAot7SFek0zlQ8WIkY7jN9tlP9IBooVacznQgWtIpiUQL6JLe8EuCIf71BRdLz+EBMAlOUM2WYnOogW+Ob8GAPx+K/Ht6RVwFhANIDqePT9QTjtS52aL/g2ybCHvP5dcfu79QIdcZt64O9Bztz+VJAO0hb52I/310PUq+Q5GmsO3+ZJa8jmXTp1S8JsWZCKNsEIaEG3XoxvI1RsqM6N6AP7uNz/B4XGH3XtC/SBRHDugh6zjrlMef3bANfpoSbtycXjVA7P/QzCma9uDtgU13YBtTT6M6yXka7dD2UvDklf8oudNoWdkJgaHoNuwwmhoDd5uW7Wpt20Y9cTXNpvXNlZiy4NE9UCgUwduu2m9QmwieIdx1Ag2qfGXZl8vsQG4gAQi7YrxRDLetjSSCoMJgUsVq8h7Pt4PjLMT+cZT5mqEEB06lRsW6fvf0V+VL1KrRPUYhfrTy0nd5/Ig8f/51c/xf/nqHf7+8U/hd3/1I9TfFag/MopDB2pasOymCb4p48WePXGJR5g5bGibc9m2oHOr5IOuP2d+e16f546scNCY0Jq80AniLTu2L/OMt9Idg+F96gVZ53bpepX8FTSBfExcZOLxqNB1TmeF522SlOqzrlNK0VoFUzL233X45h+8Q3Em3P0hY/d9h/LjCXQ8TyHrcmDeXMqar60hIRSELZkaHRNvfuqYh55zfdZ1oMNJYax3nfLmuy5UMmKXo+RrQ0whSOEnDc+nBWcK1GEK6XIWCly1KTbKEGl6/PO2BJqz9WBIYTIMDXus1ig+FlUfzgBqiMeTWnNNO9RBpiKaQ2zxbaeSQ7nrk1slAzQvO3opT0I4TRZPmuX4kj9tiuG1O8t2lJOY3Kn7M8L6ZSp5ob7YEI2+dyPK8viVbiPDBz3oLMeuxwybyEiCteuJ8gIJiLs9ZNcpSEPtLMiU1XQ8T/hi912Lf/x7X+L/WP8v8d3jHZr/7jVe/4Kw/7ZD8anf95r+TgR9qpUSWieNU4DUdRlC40qVI+cGdDj1TjFpOFUSiBXE6wwe2l5zS2WtvT6SX3Tz5ORSw7yGhD8bgDkSL0S8Jdoq1OZWTi489Fkq+UmeG9s79nhQ2fqn8xQnGlCK5fGoMubP52yUA1f79n94wLv/9nWPk99g9+sjiu8ewMfjgH9PZdkrEZnKc1ZTXEIl0ZPfJxYNgpLNzTRBwDEPkGOh9vD5DDoc1dz0HptJ8uYMLjF9HJzYyv6Ho8+xqYTmnMKY/GgZLUPZAzb+Mv4bMNYlqzFrFKThcJNwDnXddOxSo1wmCaJ+D3X53SPEqQU9HCD1muvDixg835xzaUCtkWocpH15zfTZ6f9TYyG1PmfZmoxxmYUypYQQ2YpKLuk121neP98cTe5IWJKX4T/5iynfMwVKZqyzlPG016HZBlO2pY6zz5FgtGWCdV4I0H6vLiLr4Ut99QVPOI7Hyf5R//qId3/vHX7x6WcojoR3v2C8+mWL/TdnFO/7vcfCR082TjlPSVR47smPu6s9n4GHg/rN2itvJb763tUQrxGZnitrh3mi4YPQw+lrJ9Egsh1wXp5xoltpY9ax5m8y6XYjJd8PJnsTdJtKfqqQBpKZUz48KiXfVuJZefpwOKp/Owc0XCZx16H85ff4+r8pQY1E+d0j6PEI/vQA7iEG9cU/zkuiAuX6v/R4J9d4RE3B4PFABN93fjd/h9sW8uFRKZY9bri96ZNwKMlJfUjovx77lHK1EtoZStASQRNCVFgocPncG0k63Mm8UCuzjaEj7hhNcJp9z3z3AcXHEvzp0xi20J8erFbwdVk6TEdfpMMyX/FIbcdWpxweORBVRhLrjxp8dv0xGbCkHSxHbPtZXTCUZDM0IqJMpX4eMD5siNBkcp30hGSKEAr//XgExW5zDSmyh+NE0Su+eY+v/387vPlHJUTDqN43KL8/QjwcwB8+TvaerFuEmeeXH8b2KxKY3aibE6dPpE68+WHcL62TmnCb+7Xu3Lfy9YfZ8xlGvTfseAmlnG5NPPmJdd+4N/uHTNet5M82lCnTJiWOuJhTw8cZzC0fHhXWdH9EatZvbnxbKRjym29RnxUUHh+PkJ1UmNSd4V0wFcQkb16CQNHPkfH3lrQ2ocqlwLQtcDxZc2DzxYILsez6XGO8JBHTcaoRpRxBv3B8uWmnHmsXlvmkTYG5DHi3g5TouZIf1CU+3F/OM/F4xtZfIg/OTkZ8SoK5BhNCc7LIvMdCek4SJs9HLtfxlZ9KLqM0pYzQGOUSM6gIyPYlJ4Yr23NRmmGdE7iupvdXLHCY6MvnNMlvv8Puv5XYlYU6zWsatfc0ba8wy3FNaI948mlFv3ZST56AURaYayBD2eXmrOBkzXb62mtesJYAeTtWkjn3uXI/RtnrN7FPA4Ru4AK9WHuIcNVO7lTHXEo5N0zXqeSHjvRDAmTpBkOkFJ4GlmLdCx2WU8/jBpMuHx8h+9OB4djO8g5ddYxcjnd7bR3AKMwTblZdRWu8OP07znnz8aZXObtAP2UHtpW4pScNOZv5ApKHg9VOx99b1e+rx6QoFvtS2bOhF29NOzStNloC/VnTtlQj45L0VJu9EECpL3xzeLwTyb5lWx6O6p4Kw2j287vrsw0MOE2Cpt1aupaDp8IbGeCXoKXyPadNtt5048pqNknGJlbINethCXSdSv5z0lMtBGZrM7zFmLcnJvMEwv7qxhfis9HnLviDpxGZnqvPja4tzvapx/pa51UuNLxjZIajXWvfX+iFXmhTuk4lXytzEW9h8Nr0RfV6EqS2oGtTFlwZ9s7nIm1e2a9srN5rU0xyKOuY+Ib7uQWlhgktLeep3t+Cck6XnqO9W9VplHNRoz23vc9hfGjY2Fi+QYyubd/RtBrK9Anev+S4JSJDbR4e6GvD50hr145Zzg3T53/j7RZkxxFfIkzh1pQRXwjV5POV7JWMPJAQp72UMsd1cc6G6x0SGfGtCc/l8u0FeCrpltVUSs4D2KDOlNC0pfkbue3Yip5b0QnWm5gQ/5S05Vo0n7PlnJQK6lYnhG9Ba0JNNwxTdZcvLiPDffCzsXC/LW4W35Keis9z5/kajUeTtMze4ueG6fqV/FC8rJnJv7RMwK9M2orskCiUOWzmu0to7ebiqtvFuBsLE6dCN0syyzSgdIJWsOLMfriE2+T69Iy5szcqG0XB+958PibjF40Jt657T63nKRWlSxgirvdTw3C2qJPIr6zlFBOb60vELDsbQk/LEz4K8ekG451MMdm9dKwCZXLbDkg3i3NmEuq5WBkpz186Hj2pPCPx1/48R4YuJW3YPLUS6TJ+rmHNv9BF6HqV/DVoMhciEpnKut4wFwrabK/npTa9YLLzyjrtPuZ4r03a9AQhw8PjQi7ytGXCP4OiEuhrUaQZNDHDKfa5r9wY5Xq27fqXeMaXJN1qnvIZXM+hCC0p33d6lpIUfGl6yjr6sU6Sj2u8tZfok82DRLN+cNeBHw8qQVbP+RoP/BoDkQhUFGnj2Lcxa99iacB1LjBIk+sJOFFSHSSpbYrtYVsaKzMZmzDnfX9nKHVJxtkC+ftcJHm7nxum61XycyiFOTc0GpaEHCR5tZMLc7+3KBQi1dO8pNyE8sjqi9mHpf3ZzDhK4qscxTlDsWSejk2kjdE+5/CayIAjDZ3EWN8NRk7QM7ryxCvx/U3DhnKUTpucJ2oeD2MuLT2tWGpoY+txjci5lHFfo8D1vJp1ohYsL/GklRl8OMwv+bvkKcvMWWF42tcYUx7KDkNyOlhWrhPNP0UxKWctD4/8udLISq5wA77QfH4LynsqvYTrALhmJT8lhMb53oUU8Jhy4i7YX35yGbkbk2eh5jBqqmc4RjMvfY6icUFh84SCbCulJ67EWycGF2xLlNZulqbHdoO5irUjq52O9jzZuE4rffo6gfUb3pahSLnzdokxu0QoDzC7eXYpLTp9nhYwc8QkVOovO6SsPzddSzuW0MzZ4u9L1kVnL3TzdJ3oOk9JSwSxVj6e08J77vpfaDvyzaVQ3pVnlcWbHi3f8Cb6zPTsfHANtPWdAjn1XqRYCnfnWuS7WNj/C+9Rq9eEVnZdIaML7yZ4oSsixjb8dyXLcCm9KPnM+UeHz5EsM2vDguPOzyVrfi0lj8MTaFWhtkjPxVq3SvrSt1vWVlOT9reu9lr4YK3iturdZ+KbC9X75HOaYiS55kde53pdPX76/RkU93X2N0hbwX8/lyF9Cdoq1ObG9aHrda0tZdJLKXAxzGJniIzsf3natDHzDPXkljskd/muTl+Ize26x8B6lu3/jT5sDh/nowsK9dV9iPGQ9Vx2W3xztyTh1yrT1+bkMdloXlz1seRpWBCwLDTukhRaxzljk4UOtU6GBOd2I+NgMndmnS6eTMUjX9wuR5m+MfT1/8JKJQmVPBsMKwu0zZbRUUrpj37mEtCZmqJ5Txe8F2dSboAPtnISZMyRa40+S8jhCz0J/XA8+aGFZsJIBRaLXhzpSgrHFYFAndlK+yJYsgzL3dVWF2RkzGgwKUfxHMq/sKeFGZMbiAf+cIxVTltyFA4itbkmzr3Jk15lfokcj9S/6DKzLTDQXe3SffStKV9fBKlk40y+GhP2BMANgIyEZW+hHv5edPcCu/+OvheQhyF5sTYpNdbGmFzRCpOrfSmyOEZbewVNAz40vxOZmpNbZeWRCQLaNqOxfX02Cov9va6rH/cBtSWWG6b7n5p74Nt7PG2jogBLf9nj/poojxbI4iehHFlnfm/Nz9WcFm5FUmKyj68q53bpij35IUVPbCNwQ3WZwlGH5ywN0+FA2MWWx/0LkmsnSADRpOZEvH39VYrQYDkVNj5FOANPf1ZvApJN0meJ9VuNmbYrsjFNSM43RGf5F/CGbeLZsdqUZLSaBtXSOmdoJY51qzd/ItAAE5iZoGi9k8TvHsSNybtL+HFL2rKuS5x2MKtxt5Q0J88uNXR0u0OyO7fMyXsGT4ZOh82E4cy6yIg5p6rMS6B1OcFS6kp8fnKqa/dLGJCdIgDfGXMGxVCRehkwMTJCJ8g5Ml/z6Jb874LLXCInzT3IPs0E8tDVrpliiDk5PzdM16vkXwPNjn4zLP+t6tyCUm5TTYG7TIJSy2MpdfRuhEvENuVUA8/o22KFNcV7NvN0engGiPONPR9ZpwSJBsGlKSfEZIm3PoFm8x0KSSKhEpwLkccnJEBl2Z8CrAzzWbLmU8cmBCm7AO0qClc5m+OEsC/mbLkxVSpHb3LyHOZe2HTJ0KyQIkFiPDGafJ4oi4UyYlEU6sd83wvpudLDa3r3FxAVxYDNP6AD5coCPW4p45Qi57WsyClPvwd431sFe73YEeLopxhPEJOgNG9c8f0h0eeh5NveYE25OLWpsJ2TRZy46D0KVjhO8sJKmQsWNHTEGoOLI2vj9c2LWU9m6MYEI3vtvF4bhdrp47mYN2vJd7G2pD63YiNwXlST/nJePaZXPpGnSJAyDnIV5WHTvwKejCrgT9DGjBO6ReVFn3+mWOSYTDXbtfZUTfOpSLikyUVJMjqh7NS5MWE/Y7kE3uZY+9E1rLdc8u6dl+tL0l0mt0IvnnwAn4uSr2krgb3WUl5V941OievimBS6xAK6VnSEzL4uDvHaIv44h55LUdqScmECaVSc6ClhRmNxzrnv5tIaj/uW5PKQXjJ58EJ4+PFqKR+nXpMZirmmnC3olva1JQ65JyTdjs3bo+XIlfRzNb3ceAvgc1PyX+iFntrqnniLFsZIbk3PsZl/Dor+C8XJGfr3ec99VJm6cU/fC72QclgUo/PihT4buk50nSVH4LLbbrNhBgjjhhby1KXGh6duBKlHoz6Ei9x2LkWH8T6ij6Hpch5ljUAS6qsoxjFK7WNkniZIMv1zxbu34E6Cz2eF5tC0YFfbEuI+Z0g1KbH1S73IznwHMkLLEpOvchKJ7aS2tUnbTrSnhWMhM/oBACyHhL0BYjCVz5gxRW+y/o++m0FrFFC22+iYl9WINTaMYYactA3qGEpNqF4XkYCoK9DdHfhwgDxl8shGlAVhaa4Jycor23VAUahyLomDbrVzKi+Xna4SkbqLaImc22Ke7Hpzxs/Fo7PyhdqrAihA9t6RjfJnluGjqkJR1wOvUSeDyES3QMxS7cUblHPLdAVuRweleENjm4swkC+2UrBzM/0vZBEvPqYLtSdBWYtCnZlG0fBZgtHhyvZ3kTAhC8NzaqIGRYVhKAnNpKJQyZYm/eRHoN/4OYqvvoR491ahWJTVWG4OzVBhrE1T1x3jZ7OcnLjUnJuce4VhwhOJiXzBZ+3cg8CadCYkeh92hbko5JQZXyfMG0tWylNOfRPErkR5sYEMGQ1vK246lgjtamMssTb2/6w8v4E0m18b9cOM3e7LSIZjjLWPWSWAvnsL/OhL0Kt7UFlNkjlnsiCr3rR5ZR0u4Mp5SilfMrht1bh03SgXdaxxSviXVkRT9g+7frPMGEiBpq6blDeAM6TKaai9KpsXzLZ6KGvvdeXiWe2nQkDc7d19S3DMzdqzNNl5V4O+/hLi7Rv1d7EgbPDaiDcK1bnxk7rrVPJTyEhgmzO6yspfHbOmPcK62FSYvV4gUlkhKYklJLxdCtsWISEse09LRjzvkCxmCSRr881GgzD67FXcWIKq0jvfM5pgmMdQbUTSPJFDyT//0Xd4/OPvIH/8BfjLt6DdTrVTl5tDQeQSmqJjhNppJk8Zil1sPZCtNNn1u8jYvINKt725aUPI90yKFyyjvkFRMYlZedBSBblZpuzAbRswbOZtj11GNFxYZAIG5M5H4JnZ/IZkTaCd83r87zmVhVRj0IL1G9bV5JHxHc7ZkFOeEwS8fY3mp29B9/eq/qIYeJfqOq0ulwLX9y2KVgQM8ivZqKUeElbj0LftqOjbZUz2F/c8DpdppaLV6LJc5ZkgCqY8NXh+MLz1+7Ib2jArUxSG88faRyfQmAGYUhf5EqNTjdYBWCJygltVird031LgK13oPZM25us9tN+j/fFb8LvXoLs7oLIcVbeg1L+Qk65SyY/HQHosWXNhugRCjqfRLF8L5MIDZ+Z6Bxg2pSRBnkFRKzulrpVhDuY4TAwqlp6xT2yzV8nncUMIbVT6I1OxTfD6pxiEVJaj8Ovp4Wc1Pv0TJZqv79F+cQfUVQ+tWKRtyuamFxGkTs+hU8iLoU/D5uFTGE0FJJQ4naK0ZnjWozycEt5UlsmbzzAWwweGcth1SRee2EYet61K2HXg/1NRzDfsTKNlUKyWkDnfxt0DIXi8yXwmnirYa2dWhiuhOQIrOJBZrj320qGEbX1XRFFAvr3D4ac78Os7UL+2B7lur0efQmQa26ZcyvHmpyKe6Oc032hFv2mVJ9/msURYZCoyEFd6J9twyZzdPk0a1tM+bTTDHTX/mH2y2j+5lM4g7rq8U09HP8bC5DgOru+XEJHip1d3fdm9IRs7NTHb5Jq/VGMBGEOA7nY4/WiP9os78N2un29DhtingNeQexajF3QdAFeq5AetU9sr6RB+SYgELoZ1hZDYQikVK94USilhEqH22c/5kEAWePeCMJeuul3/2+PvUQacbbC9jSGDqx/PpMSg1LHXz6QgAzk8+cevBR5/Qji/K9G8qUBVBVTluMml1K0pgvCSrPCZ9ZpKWKw9AU+++3RGxJ+xSfObS+F2rOPJ99bfoVMfJ78KzyYlu2ncs8s5IIo51niIXIZj7CTFHodUeeMrz6cA+GhYMxl1xuRCTBZ4y+1leP/jcrDM5MCCkMlgW4oC3esaxy8E5L4GylK1QbfDPlkwFSJXPa6xSjo9kenyBL1BZIcpyi7uyXcW1teredHz/KQuLU9pvgYmBmGv5Jrj4HXK6NMER3iK12EQUs5yTjcn7Ug1dFKdWgK8q4f7NsYTk7T37TUwce5kEO9qnL4o0L6uwPsKKKen5oudDc9JUm73c8N0nUp+iuc7tgiEWLVBmm0ZlaTE4dILw/RobEBOpcf78MLNNa0hM0USwChU1wiE0Lv6O+FRBpdS6vuOuWxeA807RnMv0N0JoBBZKAU+48fZJ8dnrufI9tobm66jgGgbkyl0tGu3Rwj3dylt0+WHwoucr0XG1/uiGDbOVOSJ2RykkJgam0QBZ0VO2YNXlNLHzHNCNKOo4ZjYTp0U6ntXWJ5c7YS5INwfEaHbFWheE3g3GnmDUpnoLZ0o+Kn7l37P8Gq7169HTvRjZye6ZyOnkAUVm0q6DaF+ilEOJF3YFunrk9CW3uxeLvOuHNe6NqrWlptbRinQ3BPaOwHujYwJ32bK2he6HrqdWfMxWK63am0zcgVdSpkX3Kh+sCQM4bQlWfMvC0CWDBYAiwVCOodXl4R2ZfBr8NnccYx5UNd4i3MpZU5Sc1NsA/MzilVd3Bff6c+tyzVBYEHgol/bju9NyvYKX5JS5zJ1j0r0fOeWv8n6ueU1OOwZ2zqucseVyeDzwpCXnnbcxNp+CdcBcK0Qmjnk2pyvBfIoUXFIhaXLvl58K3KF+Jhkwmaupa0W1KWO2Kz2FQ1QnAmiZYiGx4z+5PLWQZh6eULH4maMJzP7N+WlV9tb7ZnU9VSk56SI8GcQsrT32kpHP55D3iypMzKHi+fE0xaWDMpZh5l9ujgPSQa1EsUZoFYjgMnJ95P2LJHPgT4vlvc5Ccipe5QF3zh/wNEPKZN5zl9uQvv0SYegdBYigSgUZiiHbSuSDHQMSAlmxlaqc+7aIClBLdQe1hl7mGdenk0XySCWEkwvEJrXqeSHGEgfX7JD6JIRzxcTMCmLvG/LwNBdl7Z4NI4thxeKeki6BeSAWBIRXGafJzkF8zqd6BM+GDVXO00KIRf46k6hkFKgxypHcUitN2UhO3C4q48MWRCqhw7FoQPabmgnM41jm8I3Icg3ZnDn4hOH4m/WZbTZybspWPzeNln3SCQjm0g3/2ThzGOBMSWMfwNGiE9p7bq5h0zzooV1zd0COEfZ840tPxaSt4+hcR7kyRwjf5FhkSMLQv2Vcr4+UuZ/xRhy16E4dqg+McRZQVBC8jgvbZtWjmRQYfVbr8nY3mD+61y/eU6ubJ7iXvnslVAA0z1H/++rK8Yz0rP/9XWPz3nkS7fh/TjOJjjy9NJe9Hxu9UF2oKaF1LK957EJ2eNtlGXvCSwZJAynRCLRuUX9wCgPHcS5neP222vvxhXfHxJdp5LvIxMRI3AhhMKwNoSHrYTEPNOe75I3bf1O00TLz4N9i2PZO0kbNPamYSJUaINHx5naFzpZfw9jQaSUHzNe1iW4E2/KDG5C2uByCDZHQf5yPOVGjyAdRt7dNxLlQaD+7ozi2IJPJ6BtVXnoQGXVozzEeYc76RfowMhPk5dinhajXt846XmQDCoEGJ4xnbVXlU1FoZBmZN9+lwFtIl9JD4Z1xPs/fzzdy+RMOvS94zCE9XyyHZrS90PUFeQZw+aoEHvylFLu6xn6nXO507ww2G7BCSyhTSsUJT12Q/7RIG89ho7rkp0Q36Ofa6ssNnHfE8rIJW5blJ/OuPumBj3269qATWVbyc8wVod5DrXXWJua/xIKBnfwn6CElDWfs6nH2rfx6wfq17SrLnstTpOBpQpTiRl3um1SzsuLrGsfUVGA5bx9M7Lw+pNXiW0E+YyxpgUdTwMvsz4xMhDR1Odug9Krk+Q4QIhAhxN233eoPpxBh5O61HEwGDDs8ePlZtfvyVdt3KCdt9DXAF2nks8Ssx3K9QyRW7j0gs5LqYln3E02XW7aEavZvqXOWMh6M9VWdtA48AlNuwP2KYX+P+FEYjjGjKENMA8wXty04yadorRpmDf2eHxs9BLuhucnFBgr1psMJxhpueE6LMHSg3JkzqvVvvt/fILcFah+/QA6NZCn81heB4hd2Zed0AS776KYKAI+QT8jyYo39fuAe6xnDTC83Zq3Q4qTyQPQRopIOzafePIXClHfHLvQdWIGRMLtjmqjs4tVirmoa1DbjsV65FJwYEylngimV99JMaXWdcJmrmNhJbLKgDwJGQFWPYPRx6zkiFmfzJx3zbddN9+uZadOyybPbnhLZ9dBfHjE3S8L0MMBsmknpzl8Pk+fD/VHkLK3U09THH1JdzIpD+/kHpSeVxZdEMUS6LRhwtPbxOEJk9GGQcChpk8Ipl9bziQjnIes9/UzXoXWtf/ozwawiJhMtDz5Gyt83LbA43Hk5X58qYCSpZVKyvXCgdpypt/HtHKe3I6HA3bfHCDePwKPh379GnviLSq6kgF6UfKvMvHWtbFNbuozfzsL0F4SQ8EZCrKguFI2Su1RMRQf18Usdv3cNr2wdhy/6Z9EBjIvDzI9mKsSYCahTj3KQSFGLOgEnG4nRrYLwzry7tik2Lw6Nqqli9DcgHxlDGgYpBQNc+MSBapfvMfuH34H/Opb8HfvwcdT7/HqN8TKcemTj+TU02rjpE+U/BDShqlImPGqkaNtljxHqkgxiO0NMwSrqOvKUTa0QW+T7ckdnreUZU2Z3q1ZG5jn/Kn7UVfhsbIhDV00hCIap5Q+40Mb+MHyODjfJJQcMyH7ZnJ2fDhu7AFKAZ6c6k2VwaXkvWE4RxbaYxFBq+G2BX98QPGL78APD+r/ph2dN7aSb5JtQLna7RlPp8xNVTDt0CqWA9qXlmHTYgMnWMYpwuxkKhOH3fe/MwTRJDn2hz1j5pQl5IaRnMEwe/rspMX7jH+dcteBHx+n5ffjPEBh2vtw7NQt5hxwtI8fH1F88wH47j348dA7+W5buX0hRdfpyTcppAib3o7Zpjxa7hNPg4aX6hxluMj0VpreC6KpZynk7dakPVnaO5XjeVqjzPuEjGtchVD4z8PxHAOhY+KAAIt6dEnMyw6FNmlhHooN7RUbHjxOkU2k95g669a8w8qzxmzcxKjn7Ztv1cZ/Oo3eFtPwKcQ8xGPS3QTvn7PdrtMe4/RpUklEWJvhXD7Fxw59m3xNQ4jPDDLWKi/tVMmxrl2ezTWbUOQ4feB9h6ds+q8yKNQFaL6xY2Mt9WR7teHghQjvDryp2+4oMyhjSBn06LrxlCxUlzPijmYedioK9yF5USTHsc8odjqbQMMJg3kKGnmGHx7Ujz7Fk90cMjhY6QK5TcoTuybs2Qw/pKIYZOfcQeJf1xO5YBlTM1z8eQPijfSFo7naYnrsbQXddxruapfmQeclbYlzlfMcc3Af1JeUzUgQIBVsLBEpWMvQDduzgtOZhwSp/ev795CHozqFGfbauSPwZogZk9yiVeXcLl2nkm8lySWRLxxha8bUgmYBNq+92JPCGrSHTW+mROFj9YU0tIVIKQtCpIW8OD2piV6n2cUmG8XU2l5JX7kpISz9cyRoSP7SydAkCPLTwzyMJrYBJhIRKQPBbH/OGLk2SuuoPfg89AnA5IP5+0+AU52FnLFNhQgat5pcJwazsnT4xZhTkdSfFOPMaONkDaeuPyH8JyKzuhIpRRHJXes+BdT+LLOuObLZtAw+n/ubjYvAOw4j0TW/z5WsKAjEtOV28fTrcWtKOdUJvm+fVi7cu1iCW/976o4CMvZ/HT4TcUzmQmi2LeTDAdyct9uHn5lYMniDcJ0nRYK7AF2nafaEFuNN4L266FISdiFDzy58iYQJAL0Asy9JcnqSw+X56FIwX1nlXuNOuAUaha8MClyas3ZjXUvXOBe3Qj45aV9qZlxwFCVz/nNl/jXPZdQ4u9E953OnVB4MXRTn4+mFc86hnAP3C4vqeaHPl65Syc+O1Q6RHZ9mJphpJXPJAkxN7Fy7GbkSjdaW4XzEKFd2PUKOpy7DqzXEOJaluglSJwvVtXFDbWGcEBSg3Q5U1aC6hrjbq3d3O4hX9xB3d33og1GHIIjdTpXZl+EkU6im8guJxbzF0hGjbdOasofckkDcbEZ53jImCBtp5ZM5t/ozHapTVWpOyxJUVpOwAT2Hil+KkTeAgUeGzwuH9zSn/5GY67FwR5ne83WfRzjwvJkjkEpJ8deBpMUUkjzIMZuXqar7P/o5qevxM/1Mv25pt+ufqdRP4VB4bCIBsdtB5TfVEHU1lDm2L3HMtGzZgobQvbzQqVl7hvd4GmqS2IbskLsQmXO7pRK41lhJQiPwPOPAsM9zvrhPLaOKflFA1NWQ16fy19Q+JvZ7FG/eQOz3an/TeXv6BtmqVmtF5+OFSPelhy6deJNDYZULaOSNFGCGGyKdl7nFTyb99b/+1/Gbv/mb2O/3+LN/9s/iv/wv/8sLdDCNrjNcR3uEpJFR7goBmcVQ++LibUW5RwHRV5RzMcZaS0csmqPO2RGO53k3vKMD/SNCkwQlE6EgBeowJeFPt0fjUZsxeVbfxN1++J7qCtTUoLs7cNuCOqk+ox34fJ56dUUfA3y3Bx2OoPs7FS/68RNQV6D9Hnw6qzjErlNH5f280Kt7gAiiUwaIPM3H2zxC1jHGTsQcV/8Bp+B34iRnCMNYrPNA+ohUC3BtjObQUiFs9tujWNk8RGU591TpNbXfq1yERsW+8vmsQkLqGnS3h9Bxpm0LghojPp3U933iJrESTaxDqlx9s42syDHziAC1BGHEFe5l8LYL39qu2zhG3+KUyQu/aysEITJhYTUyR1mC9jv1btEbZPs9iAgSUIACzBD396C3ryEKAf70ALq/B9WVmteqVjzQtuMaJgJrPqlK0Js3KOpaGYZFoTxOZvy4y8h1EJXVUG/awBl7ih2eE4J8zFhfTqjHxDCKoEHuIjNG3VgDE+UtNYRy2hBPfWIa2+94zsnfjvWZtA5M2ZhDHpmhfsvRyafz5IpCweTa6G1mUwoBlHfA6QRICdrvQHd3Ss61LejVPeh0HqCUpQEvLe72ir8Pisf5fPbPiW675hs7Rj6Uj7iQLmIIPiM9V7jO3/pbfwu//du/jb/xN/4G/uyf/bP4a3/tr+Ff+pf+Jfy9v/f38JOf/GR1e3LpKpV8qgpQK8CpcGtaKbLjl13v9smTVBcgKhX6CTOIBKgQkMewAmBejJVELoWcGaCQIHS941HsHcmii7xQ2njpJND0eNDak2rHm75+NcI0liUEoJTw41Epc/u9GtdPAMpSJQxpheHuDrxXyhy/eaWUewB8t4N8tQc9niA+FeCmUc/32PBDnQDQtgqu0J4D81RmMNbCiDKu/s3GxZu4nDCuSyDrdJtcHr3YO752JW6QXrQLK6GT9jt1X4FG7OnXD4oC9OoO4D3w8KjGruuAsgLd7XtFsFfGjiel4J0bQLLy7PYKH4jAp7My3Fwxq8JCm0j0fFNZTeWK99HEcdeKlebxQN3D8+b/a2h2yuea9zBvs4Z1HJRACSp3ygDvk3Kx24Fe3wNlAWIGjkrRp1f3kO9eQfRJgfT6HlyVoNMZ4tWdmvvTabIGTEMO716DTjtVbyGGOaW2HQxDby6KkWxMVQnx5jXkh49BVGyvwyX1/5ihF0RmyZjvLT2mrO9e8CmTASM5UblZcxK66Jl+/4y86HbwGPucRq7hk1LEqSzBkkHlmKs1mQrtgNjv+7UjQW/eQH71BugY1LRovn6F4tMJ9HgCPRxAGna7K0Cv1H4HUYBOJ3Snk7/55r5hGL5a3pgOLSqrca/wJtkHZKQuKCIXb+GW22ugf+/f+/fwl//yX8Zf+kt/CQDwN/7G38B/+p/+p/ibf/Nv4t/8N//NJ2/PVSr5ypNHZp6amzTD94tAhQUUfkxZ8z2gDx0gpYgyq03t3ExPEGbvysFQcLVl3MSt32usbSK/58SVkIbMEA/L86e9bwT3wqb7u9670LdDCPDdDsSsPPH7HXhXA+ezevZ46jfyAvzmHryrQJLBr/ZoX9eomhby1R7tFzuUpYBgBh2LSd/51R3QdqqOplEXiNieux5yzJlMt8Z7qx1ltqfD45kz6+f+YqysOrW3d6mB4Cs35THjkrNguFZVg0oJnJvxMjS9Ud7t1KlNf7kXH48gIlBdg+/3w2kB9TwBQH222/UhX/2a7OSIKmERFfYdAJ17nu11kJqDYybUztZY/5lRH5+b8Dz7FERjvrOTGUPOjJTX+8tuZkpgVal1u9+BHx5B93s1b4UAaeUbAL+6Q/dmr+b64RF8v4ese6N/vx8dFk0/5l03wvMCkO/uIY6tuiVawwV2HejxcTzFC5EYQyZwfwd8/OR8Jmx8RcYwdopgKmCT9yJhlkGly2PYeBthJGNq+W+24RJhFpM9aKFTIeVEO/PUenzYMgQ0WpKBMiTqSu1dOrm1KpU3nnrUKnNeNR9p+XZuQEUHfnOP84/uIc4S4tTi+JMd6l2BslInU4OTiiT4fg++30FICRYEfPgwbbNDf2B9Qujc5/s/q7J/rp1+b8rCLYA6bixcp+XTJm1uoebwgzVfu90Ou91u8tn5fMZ/9V/9V/i3/q1/a/hMCIG/8Bf+Av723/7bq9uyhK5SyVchNBlJMBplYoDHjDPz4E0qhFI4mYEeMzro6bOV91RKhRkzQ4b0M/Znvvq1hb9iLSvYwHb0ADnq4Lve+9Z2SpErC/BdDTo36oi+rsB3NcQnJRCHC0+EgLyvIfcV6Nyiu6/QvKlQftqhe1Xh/LYEtQw69aFAzGAAdAbkfQ06t6C2Nz5sDGQyFfwQ5OcC5ACWABLgOF2vejCc0zzPnmfMGPatj1aHuyCMTcE+yREE6mOoB+xqjdRSCMh9Da4EykMF7pEhUJVAXYH31Whkn5veGFAbGfWbLgSB6wo4HOCCaATQh4LIoT3MBtxpYEx85c1IK9++zdEy7pLDsuzy3Y3cdl5D6DIOZwWVJXhfqzk5N+D9DvKuUkpLXYPPDUhK8P0OzesSTEBdVejuKshdCWo6ddIDKBkBDLB8VJWDU6W7r8FVAXFswUQQQqgbQOsaeHyMK9g6hrooBsPS9cwwfTHFO5f0HtIZa8ZVT26Zen1oOM+U10zPru3oSO2nE7HIkSxvGsou2NZUSvLIG+skN2Y8dLLVnyxD9CGG2kuvnRXWbb3KmANICMj9DuLhAJYE+WqH05clykeJohY4ftGfRkmGOLagqgJLtYfzXY3u9Q50bNS+aZPPSeH6zIRp7vNYJhfPxcjlkIzRjYTx1HWNn/3sZ/i//+L/ulmZr1+/xm/8xm9MPvt3/p1/B3/1r/7VyWfffPMNuq7DT3/608nnP/3pT/F3/+7f3aw9OXSVSv4Qk5/06FRKeDGaXdQnikIQCDox9AaQD0LHxqnQf96yIx4aEuCqUMoAEZh6z0hVDAlGKAvIuoAQAlyXg1eeywKyLiFrVYasC3R70f8u0O4Fyp1AsStATaHCAzrlXZFVAcGswgH0deguCmHL9+1PCuFJJddc2CctW6NphLxfT4HcYa5PUQDQ3irq+UPNKVc9drwOwSkKcF2OYyYEuNQbq+IbCO3JnybezkgYChVVGG42jHmsJmgwlvLrUIZD3vXJd1ueuuRSzCjwjYkvTluQWs9QCgRXJWRdgFo55DFxp9ZwtxcQbTGseVkLFKVQc4/eGJMFgK43AvvTnk6i2wkF/SCV0iLRI0EUabJ/cOoUqi1OVCdTCb8AJRuNsxcTPKuJeVsmVPCYPBo5zd6IvOvDuUe5lNhEg2hrucasFHzqYYqFES6mc0d0vVqp7qBkWFUAZQlqW3S7As2dAEkABDT3hOIkUByUN5/650AMWZfodgWKqgSV6xLFJ5DagkYHX0xWmbJijTOBCMsY//K03+/xe7/3eziHLqvLJO71HZNsL/610pUq+eQW2D6a4a0nHk3pTcJXzlPTqpAekS4wYxRb+BodgAwFVv/uBY4eSyZSR5OaRP8/EUD9gU2vCLIAuKCJ4PKV6+SPJ1FwL+A9vzWyL7yCMR+DUm/OoVJWWBCYoAxq9ZLxI4a/B/64VnIoX08er3pJPjTnRZDSvIekWZo8p+fUnDs25ffE+YDJmuaCwF2/9onU/RNEUefuQAYPZr33FPREJzFOijk6XihMsfEzlz8RuFD7GIvx72G9GHdR6D1PryebFt89cGuXVD0B7fd77Pf7J6/3Rz/6EYqiwC9/+cvJ57/85S/xs5/97MnbA1wphCbYgoyK0QT+0YPE4azHQDCRvBjuMIVI0OTUwYnPf23Ko689Uo4Qm/rvrg/b6GH5qP+fmEGS1fEkq9/U9c9IhmgZ1DGoVX+LllVZnVQx2Tp+u5Pj5748h6cYv2ubI5t0+MzFytdJWtP1MqxXycrj245zqNcZ9T8z/tGhLp0c+ML09jvJRAEKoIBcxFhw1Kc9qBMIyFsl7tegVHNCXb9ubd7qGKJhCGPtU8fqpG0yx9zzgJzwp2jVuqdWDuubQtC9Nhk5MuRBhboZCibthsdjZmBuvY89t8x7qvpN2RbIl9B7G/q9Te1hAOn10ELxdL9+BgQrqdcSO1HMchwFM0hNX3jtCz0p1XWNf+6f++fwO7/zO8NnUkr8zu/8Dv6Ff+FfeJY2XeeO1HVqk0kgnTzW/4MQ/NXkvV7hhOABUYRkGAZvFfWwcZMYS1eS7LyhiF7NrBPcgO28+UPZ1qkIS1DTj1PXgVp1LCxOpUqg6zoVV3tW13XTuQX6WEFiFacIAHRqIQ4tykqATg2KukD1IFAcO4hzC2palXDZtuBOqvjGplNx3OdGzV9ZqRv6TJKOa8R9sZm5+t9Wm83acnSexppyEr2Dzo1D8pgMq+9U0DHXsgMdW+Ws6mPuZSdBxIovjiMvoGlBXIDbbphrSDHE9kOyN2SHjU2NeyWSpXGatWR+Nemx8W2c/Zoc0Dv6JFxRi6G90eR/uzwiVdclPPS5MqHp1x+g5uR0hqgKtZb79QgpIc4tykMHcVRrvjg0yqjX65dIPdsrOUrmdsrDyYzi0EI0EnRsQQUpuXJu8pDLpBjkjNMxtJU895wOO6GUk/JtPHNiK2+JZK4F0kvmUqc9MahFb9+Mz31tWwL1mUKuEBUpp/Kl52vu9D0xRlsMVD1zHYhTi+qRUT52KM4S9ccC1YNEcexAx0Y916ocN3FsIeoe3MOHYpZCtkGoHSeBUNtBjk1ACgLgAjF6bsPvium3f/u38Rf/4l/EP//P//P4M3/mz+Cv/bW/hoeHhwFt56npKpV87jpwopJvQmWxZFBqLKLkIZMefQY8ikDIi9dbqJOCIh5UQerimK5TCTK+2Pk1SjpH4NJctGCB0+E0euiaXuHu8dC5bSGOZxVv3TSg41nB4QEgIUCPJxRNBzqeUJSFivg5nFEIgRpQ8GOHE3A4KmSacwM0DejhqIwyA1WH6h46LILZvEWfU3Gfs8mGVoyRLwlt6w3dNBrtslkqiFNAGXCDJ14pe+LxCO4qhapUlopHikKhLR1Pg6eej0dQVQGn0wSylaqqj+XuVBK+K7nPhJQbDOWEZLZcj6+r//YYAWp973dAVSsj5Xga8OQXU2hOJzjZG2L/A2oNn9Sa5aZR61EIUNsp9KyuU/CBpzOqD2eIR4ULTo8niFaqNX88gYTolaFuuEeAOwmSineKTyfl8TycVG5Gq/hHJiYQKvx9VaY4nPxoPLkJhibFPOwhOONQUqrdFsccpsO4GkY/qf+TABg2UO6yvcexOgMedIVwYyLG2HIpoS0WoIBppHGvuBMA7qb7ynDvStsq/m6UMSoez6i/3/UGa4e7XxcoPzUoP54UApxeL8wQj0cUROP7uv2580BieoqqTwpCY+ED+fChkk2eewlRzaF/7V/71/CrX/0K//a//W/jF7/4Bf7Zf/afxX/2n/1ns2Tcp6LrVPLbDI+6ucmzdZFFILGOuw44n5W3SXslGxf8YgKDJ2yyVBSgXa2ScHKh9mYbAgWezVBiXOghsb4ygw/H8Qh+8Owx0JzBTQs+HJSgPDfA4aiwsgEwCbXxC6GekQxxOoMeDgAzylOvUBxP4MeD8v6dzwpD/eMDAEA+PCpFTQiFwmFAokHK/mQnMYwnOazLUiAH4bwBLJlJqbwmVyQO27CTKe1x1XVWihq37ehV7xQ/4OERdK7AjweFqKNDtU694ge1xvlwBJghNZa6rk/yAKeoES/YMoa4befrwDF29qlOUhigjSxkKxeOuvQlYNjVA8KXUgwCSkms7sA7yfG7dgJhAvH5rOYG/RruuiEchk8n5aRgCXo4QPRKizydIT4+qEup+vWLUp1ccqsMQZa9J7+vR7x/UIr/8aSMOmZ1SqflcZJCKFV7Hw7jBUexfqYiwtjwm66yA3DGOTHWTmQop2IWNzgHSNt4pVM+j4mU4YTL4TFeqgiuMoJNQ9dTv/W5fWHikDvSe/BNiE3nXPR7Gvew0OLhgPrXhfLaS4ldxxCnBvR4BH96AB8OSv4JAj8eFHjE4TCBBfbCsAZo8rx5eaX3BZ713zUmL7QN/ZW/8lfwV/7KX3nuZgC4ViW/acEYcdLVh47jtuEFjwWrhYBLqLPsb+SkYUFTWc6f02UEPGpJi4QI2O+Ukq+930x9iMEKRXFQ1DM8wqaSmlsXs9rA9abfb+DQSnbbDEYAn9XttfJwHIWpFqJtq5TCRwI3rYLLZHW6gqaFfHxUSAb9KYD88FGV9fCo8ht2O9Cu7i/NkRhORTTaio9yjSCXAtmHWSXPu13WpD0+vnIbckOdCZ7AkKfIibZgt8uj3LKeW6BX4CUgu1ER728wlo+PoG6nPNokwHQaDFw+nyHPjdr0jEthuOsgiJSC2Ek1z1U5zFtOGIwz72VB+EbyPO/UPQAEAIcjqGiVQtvLlCAkojYkJ7cIB04WU9euNgpdc+khblulyLBSwBlQMflFf1qnw6MOB6BVtxXz8QQJKOScVhn6qGslE5p2MEy1gQAS4PcKd1oejspgl/0dHdqTn2KIMisD4vFxfpGbGcY4GZI0pUbDJg6ecYesDnqyfZcz2m0cnuW50morqS4espXRqCGpyryYchfaq1O9xwk0aX8G2IbmUTv2fpRpcENWa4fg4aCMXwD88AghR2dU8ekRLCX43ED29z0M7356UE6x3oA224TYzazGWJLWWXTTrFOHFNKyUe0BFp9O/tYhiS+Z3LdKV6nkD9dMA24mS/QakCAwCjf2ven5H7z7gZCc0LFabMOlHsO9KhVursbhjfbA05aNaLLQ015QY3Y8jRt1owVj7z1ihjye1IUfbatCMbQx1Sfg6qNP0hs+VAY4n8+Dp3UwHvr/5eMjqKqVMikB2u0UjFlRgEWP628fWWYNxoIjU9e8++YnFTLvqYXpwjq1cm/jcXPXgZszqKl7b7sY1po8o8+DoUGxN7GdtfLC5wZUnVWi2oDqoqFu4VeUff17ChIKNpLrEmgrdS/AKR/lJFnxspL4Y9B5uQqdPJ36kMZm9N7W9WTs+ahO3eS5Ubzw0OPg96GQfQNGhannD210yE8PgwwZ+ECOSm5qm/WFc06jzkWJyreCCu2M1zKVYld7bMNN82cqIk6OcecrcKmc0fLfGbp4AdmVIZO9Tgu7XYJUHgfQOyfkOE+DQ8cfYsVdBxyVMwuAUtiN0yfZnw5wJ6f5YszKmO2N2OGkRSPwREOr7PA8QwaGDDvXeLj+Np9/oc+KrlPJt2gzj0P0Rsz8eG4TozjJg5KI/391ZGy6w0ZtCgQtAAGliHd96FPvxdPGFBsCaVAgeg+J1B7dwbCbjqcWrGabnh329FLk8+KuVVozDBk/BrYcPJyzNmmPu2H8DSR7w9aMDvPdFqq9bHrN9Jdq8ZZKu0cxWSJvqG8nl31IWr82Zt7GayZThunLgCbhUdP2D7c5D0p8Bz7bYSNWHQOCSTcqZf3/2W00SXbj6e8ScpUrhDO2fTKnAUYZ+DVB+aVelj1p2MQW/Lgm3GYtxRRWH5nQq7nt77p+Tsd1oU+fSKh9jEM82qA3cqf7FvVOsCW0GlXnc91DXwjAtUJoXoouKUGfU9hdI+WMNfOChMjnHe9kr+FSuqUgyay5Xt6v7A05t/4tDKgbmrZNKDKfL7B+abQJb2dX+kNj1o3IHDcDSnjg9YS5fFkXL/RU9MNS8pdSYNGmLlZmVugROiZ9OBrMjBH3V5Bejn4lR9CwASfo8uC6Kwj3z4wBTCGzvh6H2xmHuxVtmUiWa/R4v9t4Yw6U59y0thjfANTb8HFv+PGAuc5jsvf4UF5dyc1bsJZ6OFnS+Sk9X07DmeJtSa7bRNeIvUOJXsKnUDRtmZFb56UNPZM8jgc7RM1bTWZbN1X8nkqB33hPSibf3jIL1UmQbzLvXp7JPA2hPk9oMG29lwTvBXgxBG+dPmslnzOVAjcmdoTJY4qsJilV7J6+zElmwl3awtQRIpFMNMYkRjcWn0LmEu6ODTzJu0Eif0NkHpA/Jhea2e301LeKsgwzHZN+XZ6bybz4NuqUcKHcvqU8T2JUsHqMab3OchUh+/lFilQKv3QK450OZ9CpMRL7jPAVu+7YOMTWm+u5VIoZa+YNtZ56ovKLeVnbtiJP25LkLlvwipL9vOMrK+V5PT4ahjZGPsSd2WNx5W4WKhdTmgdwh4TkXme96/hhcnpq1+8r137ONy6pzjpzTa9xeMhulIUh3hornrZhAt297CR15rRzPn9d+9YL5dP1K/mO5L6891duNC50AGtxxxeoWsx8PPYX/ozJp5vQrI2Jwic2Nj4cYiPL33zWfYuvVb5j/kiQErIRZcosnxsjqdfcfEhkn1BEyR7PFCV1+NOXiOsZK1Gkt8ssK5eXXMl/sfah70+Ib1I3X9/zgPKOcX9JXaNw1lknc2YbWDb/BWKoV4Rgcdsq3P+DQppB0/hh+JyVZ3oETUUjlHSnE8Ttcu05DyWMD1UmzG3IUx+SSyYKVYycDgZKVz598f92ufb9G6k5W8Y7URnZr6UZr3hk4UwxDxnoCYZM8P+U91y3SifMoboheuF662Xk4pMPU7lNdQxpco3rUqPHfD/6TN6JYJAsWZPtfLDLeaGrputV8qOepoTvly6G5PARS+EJvScl+HBUCDIadjBnMZloLsxhIekSvD7SbRCOpDWXN8/VNkChBbg2JlcfyWq7rYTMFBIDZk6T7PrLtxrjtX5cIvM+bLQRdI1J+3xj4Bq3GAU2Raeimep1tZ8PKVhJoS6uuRPh7zcgIhpucFQQqYZB7DQKCvPl6e+AIuNV6lM96OYrbQt+eFQ/x6PbIMkNTwucengVHJtvYRhm5mMh49NIaJ96TwP9SVLOPduNKMY15nvmErwWabNX+UnM65jfuRLYbpco2LpM56nLyrWfUjdMWepxGoTqTjU0rWdcvJt1cRjLuaKbfMvyvP2Tun0GaLBJ40nl8HxOGNTSUCP9nmn0usry8HvSXQwv9Ox0vUp+iJ4CpSIlHMX1vWdxMvd44Fph8Sm/nnKTFNPhcc9mGRAcSknPsMz15mJDnea8r0nDa/oUXBNmziAF3efIFVi6iS3wTLjaPPXezcfFaxAB02vWA2XMyFReM4XvrA/mmE+URkpHYlji5RkUzHHzHBBcAnM6QbhK4ccEr/XEeE0keTqpy28Oh+Eqe2fdmyh7cQfGOC4uWWDJKh9SSYpRl7j2fYYFiVFxW3yaYiCeuL9PkOf2/zHlx9kMgxf7k8VgHRtQcMwWeNmdZeSctEze9fc3y6FhOnqMcNNw1ZbsgkfJ1ftxyklTiFzzrducQzY8sy2Dc8sMhNytomtHC3shANes5Kco1DnfbyicZuUlbgD62uzFdWY8m71ZOgyDrDJEhgLoIp/33ibz8wG6LxJ6soSy8KgDlDkmtNbQSFFglxKJtPYtWBtmHSAa4qGTwtocxvUq9KMcj7vVV2ne2Op7xTdfOXOUM66usUjhGd+7FnmdCqlkKzVJ7+Q4JPzGRTblnKqlnp7k1pFb5iWVMZdhnHNfgf1/SltdTonculIp5BhznGJEnT4usuTbxZHbsCLUyaQX6M2boOtV8rcgrShsiFqwWFDnxv690OXouT0Ql67/Kfr33AlZTxUPmjuWqXjvV0zU30nwZPSiLKyj55Jnn0FM9tVAWS41CCcvLTSuXuizptuY7adWjAOJhemxf/6jbT9KQ2ZiV1/epehqBODWlMlPQYEbK2sJYtNaugZDcisj4LmRia4VGi+HXDwYADPgTEjBKBENcffOtWSjoBntWEtry7gJGXgJvlmhwF9kzDbkx0vO6VY8exN890I3Qdd7420Q1skT+xZ6f2tFwRXDF2vzmupcG2FgDFIg1CZkl58r5HOFkllXH3Pthds08XxTKIQ4whsK0AWQjuo1/ztLlKtgEmYsTjlzPCbti5WfS8wAYQqLapMZk8qumOlAAveS9mxRjlXmKv7TY+4bewv2kUQiPJ7dR1+OjKsYU3YY+UZU1aBiKqO4dcE0jrk0i/H8t5ijC5cRnQ+bcteXa0+6Ja9t6p6d6Dhx3lGRojuktKEvn2jFvreETJm0tfzNpRdD5CboNiTAimxy9XwatnByHQEFclF7fEgg5vOOZF0zYW36uP8kItgmu/5Q6IGJBjDAPjoweNe2AYgrWy7EiRDpftmx4xmJhSw5LV7ciT1twfGZ9YY2MPJcapQ61yG4vZwylybvJRIHTtJ00nIsITaF/1KfCRvMGxs5qd9lKCqu9nvRRPTYb6DwitevQG/egF7dg/Y7oKr8ayklnDEHcWQs3DtWM7zxVJrNxdguJ68YSC5be2hn/JnSjyXrN2JQWo2a9NlfZh6PzVBoNHnRxVxyjWc8kXSXi2/ObTm+xYmUvT+tlTE85Y/sUCAPyl4yItELPSvdhpIP5Asmjgg+V/Z6El5tTKlzL0inIM7JlB/eEdP3nLCVEXhOx3drFBktNLJCmVxexATP5LRi+ySFx/ZsHS/qgweNeMqdgjAEjRgSnInwgsM4xZA9DEjWaPv0eE7g4i4kPnpcfBdRWSoF30Yx0RTiFx+F1r9ccZ9FjlF1CdJKpWms+/rq46HEekZDvP8tCqXcv74H3d8Du53y6pvzNnl/BTLWEuXf9U6s7mjSLYXnNmC8XopmjqAcQIolSqbtXd7UCFZ85nZ0LJRLawxalvmK7lboWcx5/UwBssilawgLfaEoXa+S/xTHUE+ZODR4vY1NzsSxziWNZuNSaH3oICGYsGzPvzE/xdyTn1NeFsaxST4htwStI0QuNIco4kvmBmkrXz6EmoxxTUPeyDzR8sLE5XqH/AgZwROSqgIVYoR8XTPPazYpG9Yup/+pUI+BjTnJkHUplT7DzvVeKpqSoywSBL7fQ766A9/vQXUNlKW7PJdRObRhPYqO+9lM6N8Qr4VgRp8i/yZ4+uFwZvkgUs3n1spP71gFTj1S828iaDReuGlDJi+Hao2c/rr23oWOwWhTQghZQeMtb269ULzPGSr0Qsl0vUq+TTmQlknFLVSAljJ2cGOP5Rd4vJq0IQpGrrcGo5AmrfQ6T0wShE/qRugIV3KSJ4wpiRztWzTGSw2NwDwk98kX6uKCd8vE1Dc35vxj39T2B8agEMqo7BUREitDmIDp6ZirDUkhEP47MvzvLFSmQjja0VcXzMES/i8K8L4C70vwrgSqUs2byFWuE55zeaeNNkcvPbuEs2dNSOeSOx4W0uZwjc+N7JVqjKWW5ypjCyMol1zG/9ZtcPHWZ4Cg9EOn61Ty1zLWJY6mLkVbtClHwbiEcBJPwEY+z/hWSvnw8nUuiWenzTeUhZcE5R7FX4o2djosppgyviKWfw0REbgowKVQv4v+VOC51uYGOPxPgV/upQ356Vn6sUX7U5xIgBeS1dnvReFhmSeZzoTozBPULega9Z8Xujhdp0bzAzkGetZN47lo67m1lBwqhErw0x5qUUy+j5f3EmfopGsaFyEA4YFjvCZKyrW5onHdkJgZxKxQesywhjXrf81YrYi7/tzoZuEZX5TUF3qhbLpeCE1NSzaFrRTJSxgbWwjYfvNkrUM890Ykn6f+McF0DN2gN29Ar+/Bjwfwx08AEfjcgLsOVBQq3lt245ErxxOnQmgvkQbmvxMsLiExMJB3sXpz96FSAPlrJSmxzP0eEQFVCT6e+g9Xojz40LdWKaSe9m9FPuQQm2aJkBk8yRLMyztBTadCCpsO1Hbgpe0wSRTZF44tQ/qyeHtJKFZykmVC3sutOL4SEdAuamh4yvYiH2UhK3lyklLzbFKevxRtsf5e6Obo+pV8TTM0CAvTPYSikBofGVt4W+Iom4lfmRsvoJITCYaXeikqxZLY0cEr54ACzR3TNdRv9mK3U577rgO+eofTz9+i+vYRoqoAZvDpBJwb5V3sOsjjKRDL7fis69xhDx4DYRGEqasdszjxCGqS+a5uR/A5CZaJh3m6PSk40xf01nInFcLOfg86HJXR5pqGjHECAIQuqUsqJ3FufPVHkKWmn0sAxcUVhSAOeEw5kgw6nCDaDnRugKZVqEnZaCRT5CRxtwM3LbhtxqYICrNN6rpxvrvuBGI5T0XghFPIhTyVaqsk50kZqEgpyaaJjpUcmjkbEtq+qZGRK2vWPLPF+1n6RiK87QtdLd2Okr8xPdeR5WSTIwFgwcYH9JtAJoJLiFI8Gh4lftHtmGs9pWZRd3dAWQKnE5ofv8aHP77Dq53AngjUSuC0Ax3PQNMA5wZCSqXwo0tDTXXMT1yxyE9kjjckNj/2BVHmBoypkB68/unNTN7IU8uKfe4qv2mAXQ2+24E+KvHFTTvlp2zvHIMKmq9NNvCqSUTujZjXF+SRpfzfz8FS+ZUPjbnQg80SeDyAyhLcNMpQ7uToZTV5KcPRQHd7UNlCHmxZapzMDQhCXbj8rWkwhHlsy+IwoW3aHEtK99++bszPZG1NZQxLnrY10u5hTSwZF1u+he4/cH+RX+esjN6gf+oEY3tcRQ8jbJ9sDesv5uDJMF7XwNu+0LPT7Sv5MQXJFAyrEA8Sj9xcm7f5mfUdCQK37H7W9b9RDnfdXNhsqDw7ydWXJQrHhh4d2u+AugLLDscf7/DpNwgkKxTnO4izhDiWEEUBOorRu3VuMqA7XfMcEPKxC318Hjp7Ux2UlgVzmnqqkgIFavEfFbQqjGMNcSdV2NV+B6pKpTwCYyiWOW45RALg1vi372Pfd/t/9eECw9ie21kHE+c5M2Qlmaz1PVPihuc87ScBQOGH8+MBEKSMMBhztKZ5dQ0WBeh8HnmXBJBz86jt4b6Ad3moZwllGqhBVBTZTfOS7GdWnzimhedsQV6jOXTK7yzIkLOxub/0fppDhuzQ+UhRZ5Mmow/ZDoJr6f8LLaLrTLx10TUxWo7wTjFCzH9tSMOgMmkdTZrCK6ltuYgTV8QuZh93NXhXg6oKp7cCx592OH5FOL8t0byp0L2uIe934LpSSblV3cP5rVBUQxjFwXa74P4M7PLkuZujNQQvvbHf2wIHe+kJTio5yueuAwkB3pfq9MaEZOxRphbfOzFrq4UnnguT6UThWHE3Ri7Z8iBHqRu87Hkwkwq/X/GGfHyEfDhAPj4OeTEz5TqXD3c1aNevX+N93+3fnkaOf7vk5wbkxWqfPZiJupJav7mPRC4+i9adOkcpfU25pyGXUkNEY6eENi2ZC/N0Krr3r5hr3z0PS+4wccFzJrXhJRH6FuiKtLZEmgnFJ+rCRaAn4wI+unEtPYVIHcccRJqMMdpSyeGyGHC42zsAbxu090C7F+j2hG5XgHcFUKofKhIv+VncoMyNfcmzT8H3Sw2O1HeXzAFLQAjIqsDknghTydtibAxvGUi4715YgOEe5PutwrZyyrogcduCm7M6EWibtDCCWJn9Gn4S2N4l9BTY5SnfbVlP6Pm1yvrKPqy6qyMKg2sYoVuM9Za6i6Dp7xza6hLAF7oJulJJeeV0TR5tm7YUSrdCROC+vywIVPTIQwQwEbj/DfPnmeAXrw728ZpOyFJIe8gI23pef0jrJYe24o9L8NkaRedzp2veo34odOm7RYbPX/j/hfz0IgmW0BNmmSfBJk5fcBSSgNKw8NbZrDIuJIyok6CuA6REcWbIQ4niDIiWIZr+p5V94l8qQk3icS5R1q2x3hjnXFrJg6OXOn9ONktaXzoOXQdqJdgH3bpgbGbJ4xNUkivDWH/KTX3LujaA2iW9fqSRxLsaIlO1i8rKH78eLGsDXllCkeRJKqvp/1UNUVegspyGzsxeTLnf4ZllgHbqrJFFmSgz2e/mhsbllCd5/FlLObf43ppT6IVuMPE2l8lSoTbNZxz1kKC03KzU+EBALVAb4mwN5cR055IvJKNv85OjFZljdW5Ugl/bof7IqL4pUb9nlA8SxUmiOLSgUwNqWqBpwW0bF44xlAgioKwAlioZsG2DzyfTijkMzoGNkEBCIZ+EEiG9sa1LkTEyoAwDa5XbDuLYAG07tl/yOh50vMsmEoyr/BjcpwNKVZeRDN+6lEykoUvV4ao2MAeLULhsalqgbaf5SL1ysjihUBvr+x1wPIH7ZFWqShARmHlIHk4dv0lbvEnKDh7fan4EqfXdNkP94ot36rvHRyUz0TdLIxKxhM5p8bL2lom6mQnPmzoXUuLUU+CCXWWnfAascx74gA9yy+z5XMu/gR+S2vGi8N8C3Z6S76Ie0QFAOuMFcHypKsHnc1oCz8YUVCRSjBT9vSji76YaGHYSnv6sF9LJuPAuoT54EBIVQP28gS7CxyOIGdyccfdNg1f/ww73v+pQvz9DnFqIYws69Fj5p5NSEoA0L0hgI6ZKLR+62wPH0zLEE2bMYCxNRBdfkTGknMh8UCGAogI/Pqa3NVT3xkRF4TecmjPEpyPkuYdmtOBkpwpWIjqGSxk3oQa7CEKXi/Sla4F6kmiG0GNDpV4wRj9nbQLh/q1E1gGg5PK5AaQc5pm0830wZCPKmSMRlcoS4tU9ZNeBmzOoKiHu74FCgDoJ+fjolxc2+tlW8eouSiybigJ0fw86qQvjWAL40RdA26lTvMfDMB/MPWJVK8c4dB+/rOmTvTaz33edUmeuJ3uuEHl/S5jgtShOJuqVXksmAEIO4EbfDqpKUF2Pa1NfgPeiwH829Hko+SHKZFYSpDyzTTtdkD2m/SaQWvpImPuNagJbF0BCcCrJiYKjf84JBRh9T46/J18ZHp8hVtpfdjLcV6D9rnL4cAQ6CT6eUP/qAe92ArtvTyi+e1Te+9N58N7z4ajKKAq3AJ/hDvvHl0qV7Ev7PUh8CPdNj8sWG5WPcoR9USjhfjgm8k8m36/d0AJKGh9PwMcHpfBNLsKR09+pm54o3Ma12V9bYc+8mGz+uTXn2eO7ZD4y+MyUF3oaY3W6FFDztC9VyQ/VczqBjydwJ405sUJsbMPZLs9VNgng/g70eFD/liXo1b1K8m1a0PkMPjfz95ztn451tsyNlK1glyMnh/pkQocSti2ar1+hOHUo2k4pdf1JGBUKjIDbfv8rBLiz+GWLfQ+Yj4vJkmYdsVOOHA97KghATv+20AGkqag7nF+huobPjPE0HSMTncJaj2Y1ZQmqK6Dpw5+aFiBeJ7tf6Kro84nJT4Fji36vGJ3Kcp4gGULuyPSSkaBRwbfLDAgPBU+XVpfd/iR4RcBdfgAKEIChXHGk7PG7RR4d3TYrBl4ejgqu79yAfvkt7n/ve5T/+Dvg+w/g795Dfv8e/OlBKQin03SDtODD7Ph6b6KsEArRpyyBugp7v1RBOT311JkRLxzbhIRQUISplLh2fN/FUaIsA7Lw1yfPDfjjR/D5PNx8Orv1EkiTCRjX42CkmmVM2hgZ0yQkKsfGGyvHhdCTCWuYlPA9OzEIyLxIfWMZabLN2RZX8ccT5Ok0PVnx3boKqHCEooiuHSoE+G6n1jSROs2924Ff3SnYzhm0sX88FT9N+zp53x7X4f8MT2zskaIA71W7dVL5+csazdv+IrmqAspStauw0IqKwp1ndEk0n1Buk6de1zg7x3KJ7F0KEZxcfHgsh7GItd1n+CTmW1BVKl6oqwFW+urAIV5oFX3+nvxcIqEUt0XvJnoD9KlAdvnz95K948bizvGoq2fnikmWopFWUdB7YHoUiQiTUZYd+Kw8q/Lb70GPB6UESKlg/Fp1I6rY7cZ4/N3OXVEOTKIoQGUBrkr1Xkpow4pEs2Heoh5Vx1jOlI48Pl91CuNpQ5BcEIm637KDPNq8Mh/3Ce+GaOl63JJCJ0ZbjP2GMifv9QVtH7DU5yenrOPxY2EWRv3K+y3D7RACcl9C6DVRFOBdDd4VEG03cyxknVTlnqIEi6I0NCFBo+LWU/NKAAxUuwpFWarkZephaE3Dw1p7ag6NOVlDIW/82v0kZIQsDb1NDYVLeG6yFpLgOzlv/Rh8kfyeNvK0M0DvrVud3LzQs9Pn48nfkhxCVHtDnFZurnAyy8gR/jkWdqJHPb24Daz7S3oIdEhAc4b8+HHw7A9ee+Yx8a8fc5cCmAWlKEhtiAGvcxKtFaaL462fyGNzyc17C3J5BJ+KfH1b0+eNx+uaPHvZuRH9HQdJJ1HCuD+DCCj69V32F+ctuWwr9FmsPSuJi2kZXUWQVd8v864QMVfsV8nq54R0XCprnuy+HT3mmac3W1VvX+Jo8r3vgq0Xuml6mU0XuZA2nHGcmQt0iwU9OZLrF6Z1REllqY7hympYyFQIdWStNz27rAhtgmywooyt0Xs2QfrQ9NTIQrdGqxE5Ljy+ayEYn5p84RS3SE8JORkj0xHQ/z/8ALe3zu20D8kjBKnZ1wi06WLUogvTkyO6bUGhPIPnohAgxwvdPN1OuM4Wx0epaDK5KCk2PKGPzCNeV0x7hKgoeli0PuRE9EetolZJoEIATQN68wa036kEteMRkBJ0fw9x7JNOiQb5z6d4X11hDywZJBz9fgIBkayg222x+uBCr8lS/rtOjXnXjXCoWwttI87YFTa1mCRn4Zbnb/Tr+CA5SfOaaE2ycQwNqaqH58T9PdB14EIofu26ISRts1AxE1loEyxuVyLlAkQuzxgH25iC/sUMaroRZaSToFYC1CnYTpsfQ+XNwBNi94ek8w1LBlHCfEgGdZ0KvejXeXlkFEfZ91P2yFRK2SdTFph3EKT2YQnZ+/EWdZiwqs+VPOpZhxMeDfGrhu9kiVlSeWJ9vvUwQ8Lr+UAnso+n3VdgfLzQJnQ7Sr5NdpLVEkxbV5ksFZa6vUjMJFkDHWd4L0Y6mescQM+JUVFAvLoH92gxVAglzIsC9Pa1Ku54Av/0K3T3NcTjGeK7T0qQv7mH+HQYMKZFXQHnRkHGmYmoqWggLOcyNIoI4IB4NONrQ0qKaXjFFMABycazUbFHwWXO89a1LbgoQKcmTSnNhNbLxWXPeY67Djg36bGboYcsSNP5uwug81zPX2jjvjqDwpZtJCBe3amvOqnWetuBpAS3Hfh4BD889kZr5x6npVCDOShAWykGhiwfkGli5duy2EJais0xdx3E4TzA63LbQhzPQFeCzg1kJ6dlpCRhx8Yp6UKliBz1vdZ1EL1c4k49X79vUT62oMMZ3Kh7JgaFfuAbacApak//kAzlrkz3NQV9aQmP+Nb9jDc9uQ+uz9bIkhiEra9sn4x0tC94n4aPlhjjXQduO9W2pl1/38gLXR3drpJv0uBBTc0m9QsblgzZYwtPPjcEvL48IvniiB45gMpyoqDmJqVRXYHfvFLlnM4q6bPtQLsa3VdvAQDi0wGHP/oGzWuB+uMOeyEAKdG+u0NZl6DDWXn2JQOPB5B5oZDH++BEMViw0TsRUBZQED5uMMAi3j7TYxGEMPVMkJTgplUnK+dz/PTHA0MaJLvMVC9tyth2HdCc1d+u9ZAEO7gg0S2RNGqOs85cIynq4Q6gs2TUPU2sy1RoQs8KAr16pf5uW8h3r5Q3lghoWoiP6gSPOzlP1rNPgbaiRD4OX9DmGW9mDBCYJEBFWEmP3SKddMt014Eej5BNq9Zp0wCHI6gpFWSrvo8hgVx93uzyM5dzxfVYq6CDIUfjpP7uCHFoQI9H8LlRP5bxwpKVd9epLKc5s5Kecxj+2ftDwLCYwTuH2keRC8CWPhsi7z09PeMPsj+jotR7Uoy9j89nFfrXO/uuzuHxQqvpNpT8oDKRswhSBIdUSpuvHtFDfZFMXhBUVqBCX7KllJfsZDYioCwh395B9IkyvKtAxzP41R3OX+8BAHVBePh5ifMbwu57AXG+g+gkjl/X2BWEsipATQcpBAopQcejwoCWfBEv6YR8cxVTrkJknR7ocXVWpWESmadzZ3heUpUhZgbaFtS2w+2RkRdARY9SscU4rwxf47YFzmsTYh1Gi69doed8it6sOgdme8o4TMLk5tB9XgNmkddRtyvv/orQ50QEvt8rBePcoHl3B3FqwVUBcWpRtJ3Cdz+fA2tsmVYyU7xEMR3L2BgN0KQ+b2zkfUEAij7kpss4eVK8kXpRH3cd+NOnQT7LcwM6HBTKzvHU35uSyA+DQd9NP9uCUj3lXX/Co+8TAFB880HdGfJ4UApd0yt1spuglXHb5OV8kFBGWW5YUqJDJUupztlLzLWaSj5YXmPsU9rrM2ioKBYr2klGktUwtQ+oiz8Vj7/E439udBtKfg7lbP4uCnmoNdxYUfQWfYvoJSc66bWHqiIdR5tJVBQgIdDd16CuP17d1eoSqH2F8zs1laJlHL8mNG8YEIT99wWoK3B6KyCaEtQxRCkgSwHxUAFVDRRHELp16zu0kWsKeYv1nNnzFvOeFsZFRvp6dl/7TCXFEIiLPTP9UbjTKHTVvSXl3kRqkQrXCbQ7Npfao9VNP5sp1L72rTouT+A1TXYYXyy0aA31sHdZymiwPM2zAnxXD8pL87pEUQnIWqCoBMRDrfDduz7W2nx3Y5rBADoNlNC857WLevQPdAH55PWKathHy5h0GqEMeTiOCpbsIA9HZWC1jvDNWLuNcZqcJDj67+SVlaFp3HXqBMIoWH77vRrHft0PeRwAIDt1Kqnj9GP9tfoxyIJVeSkbhvKEcOLNvLh+rW5KGgwjpIeEeNa8jCrrNDAnLMBwdumLItvmIjLjhZ6XrlvJv1KsViICu3C8faQhyswLWZZgJxcFZC3AlULX4FLBN3JVoNsRmIBuJ9DeA81rhjgRup0AdYx2D3Q7gqxVu2WloOGoEKu8Bxefo6iyqTGwe4G6VGAPcfyBY1RLWeCuj4tuIrdPztq6rImbUi/gF6O0DB6txHsbQopNzlrYEHN8LC8H79zz7OyEYMs7JAhc9Y6FtoTcEYgFuj0B3MsDrQz7+H/pGnUZSVnv82gQSmSOd98nCz0s6T3WYUvp/ebeo6nlNDdtn7hq3XYcM2JSn4uVYcuc1BMrrcBZxol8eJzH128guxcryanhPymfYYWzRr08lh0JyYvuMWuMBkHLr6VY6tS8FGjEC10F3TaEpr3hTDzAF+yaRrW5dD0m9fUwqR/1GQ0/LKCOTPXf/Q8PP6R+hneRvmn+gOliSUhPOfYv8/xkdDFMeb3WATBRLwfIkAG3LcqTKdvIWBHOOSCcfCZ0qRMs4Ob4j8ybXS/Z9ucelxTZz/Il2fYzpttamT7KRSBYa7HK+cVK4eenSA/J75nUW9qiY1AnVZmtBLUd0EqIBijOgGgkiiNQHAnFCRANo2gYxZkhGoZo1fvUMdD2kFkZUIrzdl1YOCzZZFME1lK0EbMOIwYz6V1TmOaOW9SLd7kk2E3Iap93U3lqg8SJvLG8DZtvltor3ar1DinVOm4kirOEaHqoR90PydviuT+nkmLLptBJm+t1mRlvPb44/t2HXgwnXklKU97437qCFc17eKI1nXVqsxC5LKmOpfN5iXGaGa7uts0uyXqhz4auO1zn0srJglATjUud896AQ9zJRfH4Qzlti+LQQhxb0LnBgK5xblF/6gAGiscWu+9riI5Qv2dUDwpJp/4oUD52KI4t6NSBWglqWnWkGzxSlhiuNN+a1syvFkT28WZqop0hiJNRHXz8UhQD9F60ziVGS9KxdmIs/PA8jbG3uUay75k1ISEJ704MpKX70FLPbL8WNqVQmdbndG7V4dupUev41EF2DHFUUKgD7vnwQs8Pa5LaYxRKpB/aoRPhM5wik6IYlBIj7mvfIiVfh8ioUEaIUoU0tm08XKx/N9relITlnOfNd/SzT2U86D1iABewvh94ccP1s9SJ54HYzHK+bDGuvnqW7hFryAxVAkBl9RKf/xnRdSv5EXJdZjR9IC+JM6mMHlOYQwqSTV2nUBr0JVZY6L1pW4hPZwWBdjyBJIOPR1BVov5uD5IM8emM+z/co/kkUD9IVO/PyvMPoPzYoPh4Uni4ZaGQFs7NdptBFF0hlqTs2ECDiZuyr9YQjBxBPbLws4e/UxVpWO8zK0jTvg1BeM8lx+WJiVtmPOqgkATLdcRG24nQKe1hxiLo2qdAGxm+z1AIhgTwhQmEWclvgSRgUzmXEnToYX3PDaoPJ9C5hagKBYl4OEFqzPO+fi+E4FaUlRC4wigbLnTKQ78K1puIqERCgSbQfqcM+eOpX1uZBnAcakVXuIzntqAcQ9BMKgX6Exa/LBl4MTUG306UDlEumpTdhqEPMk0/kF085n5JfLvZDt/3vjJz8jaG8ixeE+NpFe13wJlUrtklQ7xe6EnodpT8HJSOFOHg28gTFoqNLRwjbtteEVTvKdz5BUpO00J8egQfjuDHg9oAHxXMW/nrSmE9nxrc/8EOXAvQWaL89gFghjh3oIMyENA0QFUpKLXzeWyTTYMS4glpsJW9JzzmUxuHsD8c0CEcL2DSj5mi6iFjnoY6rRhGqtQy4rYdPfprE5J1mEaKwg5MTxNC3kvtrRk2Xis0IUPJWOytdBoK6JGPDHQYu4yYZzZlzH3fi8JISnRB5GUm/CY8m5ooyMxqnUtWhv73D6CmVUmp50bdat3j5A/3WvhOl5bw5ZrTD7OMkHINOL/jrgMtSfb1fZ5qwBGNiGj7Hr60X+dJ77tkY0xJW0uOepYmowbfGxJ8NXqRYw/13e7uLM8yGlIo5/TRy3c9ko0ub5Y8734vKPcoL9l71p7sdzbYZwAFJqKV/LpS34UQrV7oZuh2lHyTJkmvHvgsGxFBf54qeHx1ak9xTChZi28M81ke/sLnM/DxE/h4gjwcIboO8nCAKApQf4MpA6gAoFDHp3w8AZIVXGZvFGhUFT6fDUSJACt4BSTyLH0L/SGLTCWsL4uE4VXXXrulSl4iOT15ZakUEeYRbzoZJz2wAYUgQS3+I6KhbioE2AfdH1BWcy6EUW3I8OCbCoFnbKY4+A4FIuIRHlCiEuNQZ3WHwooFgduIsja0McPJEG6UGmPJg1EPKUHfiyF0hE8n5TwwkFRYMkRJKjE32bO30EBPOp1bcV+AHYe/Vusg4Z9r826CQiEWUVEoqGIhBk9nMpqWi0KGr/2cTqp2vWPLQ2ddmadKdvs8devxI6F4mK12TGCNgbnn21Wuj/9ILFKaJ+8EeHAai77BScoS9C+j70N0QO4eGTJeXRENZnsFKf7WH1WVkjnPnTT8QpvQbSj5M4HwfMyXHKJjLzjJhnGAvM1Xx3l2Enh4hDw3Csf5eFKK5eHw/2/v24MtOcr7fj3ncR+7Wr1W0oqHFkkQBLYgIgKVABPbKAhMCicITAFCRrHDK8RVhKKCKyhyEoidhLJThEcKGwyJQhIwgZDCQPGIUwZkGVFgwBAQQkI8JEQkpJW0e+89Z6bzx0zP6enpx9c9PefMudu/KpX2nunp7unH119//X2/ri5s2QOyEVh1Y28dLFYU9S6d7+6WSv54YrZ6U6ol8lMXGqpw8qSH093iuXQIgQi0LeDjrGE5pSvMFoW3gPtouI5NkOaEhd61wWcN+Pc/1aWq0b/N+liVLCyULPJpmbzplzmmXe9wRRFo1I9bvyEYtdXSQnepghfl/K6MBIzzpnuYzpjhQ/G7DKibH8V6r46JFs98TFD7MstKN8vJuP53J5ICZ7WIfPnMcutq4Ol0K729os3/a57XVMGMNQwQAJqnk+pmV5WrEbCgb1XdBUd2pdy48XS5X7ldwRq/y/UUMq9n163W+JHXkfG4jPHpiyksYalYDyXfE1QFK8qFNdqMDZMjRKGWJzsvSiuyUKyFn2qeA3xe/8Z3q99lVoj5fBEXAKxfYI0q8EP4hCMITnXBqutSPfPMrNtzAZMCpc3TcPpVP/NA7PHTdVHpwjEN0JShiIuvdiwZIG4mBbC4mVKNn/A9YTmZQTmBEJC5+pcJ26lD9KIIskh7okBoF3XDOVAL8bLamoKl1yXLFhtYxpKCv48wzNnWEetOSRYbvNCwU6yTgg8MV3ERglGmVR0yogW86vNZm7mn9ekl1H2o4zCBhr7YrfrAEvnLey1HPf0Y6BxaG9nVB3o8oUpYLdbbkq+lw7L77XYrj8MYvOmqQ6hg6ygQG4LLIsSiCbhlLYiivl5sGx0FGS/AuWZwiSNWSVCS2tMyVr37Q253l5uLcdzGpLgLGGtd+lK4sISCO/ouhFLUldwZPyKxR/mWUwQwfFDQ0xhRv7FJaxtZAdGxn7R84ouyDfO8vIuEFeBd2pRwAhR8h0Yzkw6vWnzBTYGuXemVxZqqs+7TotK7lW/NO8K488jDSOtsfSns+7V6AeflmK/GfcL+wHpa8nXUidp0AYsjNS8ZSzjKbVjjdUFa5hd7UVC0+foIHB+mCZWxoArGa/U/yUfLo6/U4GnNRUM8L0pXqPk8TDC6KOBswl6um1Q2twR/hvKVk2H7HgqVoOwzq93E2+Y7caxrX9XICosSqs1D7gNTeq5ZXGkV9Bq7PFdYinTlUxHLvULHqBQ739aztoyiKlCcV3FUe7OSdlj8vey5o03qHl/W73SsjfZ33fWUNyz1WBTPTHKS+v2UtcO1aRf1sK0fPmtUF+YkziW5F5hP6HwS31wF9SPPS1ptie47Yb2xnkq+gDopXT6pIRPBESxT/m2xQoig2dAJ0wgU8sxHCA/BUOGzIZLK1CZfpgDQtK9Q8BsLRt+nCNqNTQE+m5f/5ZYFw7ssizKuU/bk/qDcE6DJy3ts+fxuq4OmfKcSoymn05hUF3tfA4G8UFPSU/PUpbPJpDpI33PDKYKBXcn6cPtTGXTKgrrnayzPsbHGYkPP5/OSrEAEPlOJF4LqJeXrZHEiyAVeWcip9RXpdfVpJJPWNNPmwEd5lvtfLV+dVyGw9LfWldX2TgjIsVXdT5q1ZbvWdl5UG9qiXMNm5f053jIkYZBYTyVfXuhjC1zfHXPFdODO16xceUPL4+3OL0gJsuTr71ISJsS09woIRcxnAfMvWMlDPk3Jqmx5KRDn8zKYWUprzpfR0oGurDWsyFYl37Lp9LWkUaki1feo7kK+c1unnJPf7SBHdO1AyM97/vhY1HVKUwz4zCMj+4qhvfo4EaVaXVtzvVhs4E/slHcR5DltPsYOwI/9ng6+spRpZLL83HDKSAL1u7KRX17qSZK6uYytS6hUlervXU7ZYvW9WNMEvXee10arXjfaCUvDcJV83cUUVKgWkdhoTNisP7YAVUBVk864qQj5Vts7vpakPlDz/0ayIFIuZrFBZ8mfzyqh2N4AavP3UX7U302nSPK9EH0puq57IYz5BhzD10pq4LzvAl0/DsC/3WpMkOVQLONH4OaFlI82nWLFtfHE91UHqfzSml+6L/C9Pa3luvf6+JxKa4wSvmA6iuD6oSJfdK5Ppjg5FxprNm09tc4HVaHvwnhHHr9mrn+v32PCds9K/e/qRKNi8CqNVmvGvpdgxHCVfGAh5PtAJGFNsuID/hOmq3VHu0BHsGZ3zc+3jKD8AoWyTQEX0B4197j469womIXSL/ZGbz+i7++ljGef8SIr7b3XvS0/ohoVvOtDlA091mWxiSeeFPWtvHVVvmK3VVcluE+4OP2984vwDVVd7JsUh3zo8YSuy/05CcPDsJX8hISE5SNoo5BEScL6wmkVTq4Lw0LfG4ak5OpxshmE9gHWZ2UeggVlCFj2YrOM8mIFqcZIt8rF3Msv1iMoM6Qe3u8Qg0j7wNAW5K4sIX2X653twNq3BxiZy+TfYsf/LENh6vtSI98TKRN6V9o950af9RnihpGqOw1N1iY4sf+1YgsLSDjjjcLCEEI/2QH6oMkVBBzGhsmfszfKukA/fy0bSMQ+CYVPeaEBZ30GqrngHegbyLIVGqfSJ1QaWSqCXPQktzVfRi617FAfbZGuC62h67lrrMSUOz6bcYrboCuPOiu/uIpO93MQ69SCuJm9DyNdDJarRlpbnJphrYq9wbAFPQeWzUZSEPMQNyEJwRi2ku8pMBoDlZS/YTB7BfsF3ErY9VQiJkWotQ5L8sWNGfzUFbrgz77yj5GWovREZGIIs/J3eMc3IK8P31tvlp8O/WZ9RwpG1tL29rQBCZ0HIexIIYg1vmORKJg2/GqMmY6usupbcqxXowwNg1vm+T3LJFQQ/xyNwMZj72+uL+/S5Ol3l0zABrFL2iqN1z0GoSDqGmykBO4n7BsMW8m3QRZGQnhmkQJ1bYJeZXtYpqWZwnkc3QVgSRsHS1qtMAzIxxvLCnZ0oLH4sSzAMmRRCCmMQKGIpnzRA/uClCNdGasI+HQyO/FqQdYYM2Ju/PuwqIYyM3XJ1ydv5+mOJyMWAdqxGqrgGwtRNxaEMUZ55pIbzn6R2nM0AiaT5m8hjEyx4DpJ8R1TPjoCdTx3WZd17exrIE1YG6yvkq8BE5MzlmCnYlnWza7vrtDVgNQnRqu0dEnLshVumW2ki3WXUkZP+bWUhj7K63OzILKkKD+hi75Ci+ulaPVxamJDyDd6Kk0LKsXA0xsBH9eoEJe3yBTGURVsfQHu8lU6VCp0aTNC+/iOWRuDmy8YA2MMbDz2K19n7PAZB30y98l5m7j8g9nzLP3ZYZ6yif9JSsJ6YLhKvs+AFYM+i2MFYdQTAat1qlvTNq23PbCdLMPKqg1i8xHEEa1n6xqUHcMC6rPx7Qp5getjDMZUMKzlhF04F7cOhvKyiCcWofC13FrzCp+b9rsDiL7tlLysL3ZQ2Gz5dO0r7RgehhxstHWWlafwAe3v7P+hYlXc+ZoTy3pjmbAvkXp2lVjlkeSyyvVcaLUYgo9gn33Qd/+uu4XGh+s68FsHYcUayBgbRFv0BV/jzSoUxUCFVwdt4O3Q4LKqdzW4rRCmudT76aov9vOcP8mRlPy+sB8i1GN9Q4ORZUXtsq79EWODM1QKRF9KwlX3Yd+bzVV/X4WTgTLTilWzYhU82pzlQzCQLANr9p31HFuzeiesH/aHki8Wx6JiulkWV3jXcqhUZj5KTh2Y0wN/ug7UQGBb0JaAlbpwhQpQVwur1m1J9kW2XCG/7ljmIsYV5Wg/LKC6+VME0P/WMsQWWLmgvFyaoh9CXCDNjV6YzULSriI/G0QbFeo6oGHg8c3TIdMpfcLVeZoXi7nrWrvEmKHcTh5KuerKV4WBzSd4nvYFU/yQTz33y9p0kmB/KPkAwLK21WKVg7GrQC/y5t+r+BYdu4zsb+3Dd637twpVaBt58z37WXqnsytCQJBaiw2FskCZIN7VBbta69HjVO861oltWlLmuRb2QF54+c+M0fMR1IgxQOEcp3DPd2GT4ryUPbGUjS5xF6b3G9STUnvo0np8Bw/ZPAGeGwf7vQONe1d851WLHKAAcmUdCQlurvP3kCFO44/UDkVVT9GXwVS9nnd4GI1NffD1B6yVfUEXsBxCBZ6U/bXA/lHygXI32qDWDPu8xu2Hywr0o6BPAeBcWJmff30MZViGz+bAWo7E0kNhWNBxWcvvu4qTL3mRLGGNzYbWMrQot2X1UutlsCJJGTjrGQVi4+E77ygWOQDghTMg3Uq3agpsZFnrPeuCx5iZNaMrCL7Jzgv4YgRauzYN1MBkV3CpWpYtXZ0la8ylqHJR3TCobEOd85fWFkMfBl2wCCgyofw3zx2boFYehjSsQ7C3DrLln3Pw+dxbyWzVJ4gu1rG+h8yjhlHLRG2rUIB75V8Q1y6PfH3GXArSXSusf29JFk2e540JpuchjsSEECNPXT7URdCYR9iFFlYFW6LtEm3qFPiUy3pUJhZVgaN8g+/ikzUX704KqY39R3zXaFRdNMKayheJSs/geqWWtWwYF0RC22jyIrNZiQ2ErQ21rk92Jgtv5UXlqqcosrbffWC630Auph7jjo2knMYkd7wYnNrt3KDidOYhz38Hs1ZsRUN1RWn1aezyDGPGdFKjS+t6znm5JtrK9Nms9cXSledlPYvcPU4F5H7y2bzYZBdbrG1MXSec+Xsav6j3EbSeeWz+qG2TsdILwteNNin7a4F900tkKq0QpY680AUeTVMWruhcx36LmJfQC7D6sMxhyTeU49ufTBLkC/owe11N7hvGb5TqxBirb51s0sY5xiu1P+R3DHnxgtP7g6qw+tQtpNxYabXvEzaqwlpmgqn9fbm6vX4XG/gIFjfiSZT2vS4gyQ/HZtH3HgNrWfp8GsaMELcZVxLr2AtzG5JldP1vye0z6J4Jea6YqBZD56N8MqW6FZHe9zDUUDb6pk2qz5h3narGar/Ymw81dsOSB9nQlzAI7BslH4De1ywS3Jbr7gN+pXy11AmrXtYiI0hpiLB58d640dtZ7XdvwZZZNokuJbLL4tUFtvq63CiCylPcmWxwnc5pFLL2hmjJVlogaEPazpZoFa/m5yAWYZdF3vB70EmhDrq4oiGDdOJhNwb11e990nE6NzWWb/b6XoeyvxR0cZvyKcbULp3iMtZkHiXUWD8lP8QClY6Vlo/YftkJdpxE7RfNktShzdaCf3y/Ygibl1Vhv467gdDHJiTsN6yfZmDYcVotAcsQIBECwJbKT622CbVsEaDjalPfNjedwvQRbOxJ29epX2zHoC4rYx/3FJDSD5h6UmJA6TxfJGpa3w1Di8lLCg7uC2vJXx/YHtZvNQUJ2gJ4u1gve0Iwk48tYNcnb8/vN3Lu+wT22t4PfDfKvFDqsJZzTYHXN9jWqUam698uJxvWT8m3gcIqQhEoMoVZRekVddKb3AtsyvOKudT7Fnq8UILEbFAXbh+FXeEv7uW7pPpwvvA3bZQlfSubTku2FqOybxnXrjsUdHzNNgu2g+JPW59WFsSNoFpuTwtIq48d9fK+a6PF691xwXS64zjmfdX2zrEdYpiIpeiZlG4eMHa6wGE0WlxatGRLc4fygtl5OpbrX9YKjVrENOT1gTznDXKOQp8rP+vSTw39o7yf4KS5NO0kxPor+RZFTztBuw7mLu+bKPxC847oouFUsBVl0tW2ZEVJzlfNkxLVT7XoCYjvrDmZCcqloQzSAiALUFn5l97NtjaRTScaPn1z/l6bk66LArUYlerTkxpRi9Yc8exv+R1lk2JsQxdPuTpWueHfIaAya5DYiGz88VQfXA/f9y5KUisveVPaHgPkfENlpCrvTPIx8IQgSBF3MbPoeOKlWBC9zHbcRSLPFeN86TDm641dgAxGYDsa85G+1WU8iYnQkxBKmzlP3CvjmocnRK8GsoToWG8ln2LRArpZqyjWYh01ZNfyXFApweR6ujYTunKs31fAqRipeVOEoxxwqdK9yc9dxXkIm9Z14jZlon7J17LLm/0hqF3lhVcS7GxzE2xzAxiNFvzrVqEbqDip6OskyNT3tuBT4jdpb4J2vkQ4efBVBrvSHIaCwOJTKyy+Y9YHxj7O9OlELFUEC2SthFHjs0L6QpUPnAcSC4S6sHSY453cX+jK3spBNdIA5vVRp8zLeVL7ISSdL1EIhRLXB1KbWI18ycq/1lhPJZ/Cwe7MYwUBTCodp49i0dpIWFgUdOwhzg2Rh6AE7IqcL0R9iXRv7UtQPCwhZPrBOHlpb9FkmaTwZ8DGFJhMwUaj0ppPPQGpNkdeY9/GFx1rTljq06Kki6VchqC1yFospUq72WOAAjYNFEhjxkn/2QWxFdOuRpAY8j4Efa4RsiIZe6PSMFwop566jRFR1rXlmOU9V55d2ja2suvKp2sZxG8l0XVS6iLLMVN6tQ19XSvl/ycMGuup5AO0hTRkclL9ooN5piUOdcftnfZszBY9/SVgkbra13JCgElhMXLBNxYuTwXXdGoiW5lNFucgi2D7yFT+LpaxxYVZ4v9UhHDay9zSXagkdYoCeQMViRPf1vdeSpHYJBIpS/twf6LWt8EhH1kJ9ZF9VPShjDfclgj3SQTS5WoSWJ4RDS5dEEAV3LjYSZdHrP5RZWaM7/Zp0xCaYhM6ueQS6YB1GxUTNbWatyvPkHUhWev3LdZXye8DMawPffCI6zOLt3iFYBkWlJMEvFLwtVgXyrzYl7MsAz2OvUFw1IfCZIhopWs/I1kjvU4wB2otXJd5GRMU95KQzeqysKo+6+ii2AuGJIcTesV69PRQBGrHSZkCVZaEkOPoPuEMkOJ0CrOhwoddYh3hOff3y1z3/Q5vZqKE5SPmqe4q3nVh1fJ+aEjz8aTGeNUVcEIX8BRDQMQMXFF/swmZWMLNQpmoLszL5d/3L4tOU2YILJN9lUcSm8Rsr/4dnEDPKQdq67pQ07ZdwQsONs/BiwIoCpCpzDgHEHmhDGGu6atcyjPV/WoZ6BTMH7u/PMZK7LYKzatrO6jylUKHSs3aSTkqxf60iAtCxkMPMDCh9JX/4nelX2Mr8Zp4sD7uAugFseRqn/FIXu8OoE0TyFgPS/6y0WfQkIQW5SAFy7BSuIKQYrWPRdBoA1alZ7o6soyBTafItiq2mmwENh6XLgTZCKQAZKVuTo71gECpVp67e8B8XrLwyBSfPiArfFKMQIigN7EREeM0vJUOnTJF4rzuaRHtEgdACYKzPZP+7Q787dEXmcLA0pUeuCs8NgJlGl2wteJfvUzFTMuIFiAT+lS2V5WPztgTyiTV57j0ZtkjUF5S86GgS+B0wtpgPZX8PiamLMh9lEH5XReoQauE8rxu+I0lPAx16QyjdUhDB2pLPxqBTSdg21tgmxX3/Hhc/u7ykTYxEZhODQS6Hn3zAnxnF3xvBp5rqMx8WB+6Bpp3HZtUViCdtTHmohIaIN25XElu9DHf6lugCfM5dFx27YdGEGFHJiVRpcyiZBs3TnJbRSRgkPOOlZ+ap1bmeZ7ayH+r9JA+eVtPpQ3yJ9Y61wf6ZMoxMZcRyyRdXhcDQ+2bhF4wXCXfV8mOoSRUgtYZbBZ8wYpiBTUpsV3Lpih/MdkIQlEvCnzRh5khAFX3ngLGGDCZApsbYJsb5U2yk0n5O0XRJ5ShpmldYEXKu2mB4ru7wGwGPp+ZLeW6v0MRy8IXMg8oGylqPgMLHmMZK8eDjabUmQlxXvpQ6VHy16XzYUzS5tFTwKEsN2JCYe1pMJj1JRd1rj8epAokyBsvdAgKj8nEEwPLrk/fa2PIXOuyie46rtNmYS0wrFUyFH3QynURsj0KH28B7dsepu/22oxEoJoLsQZVlny+MQXfmACT8cKSLzZI3pceOergwz5i8IsudnbB5/PGM61VJ7aysUwh3dWSKcO2EeqCTtR5ygbc50RQvjdB96z+JyPPfx/qSO27Stkhefgy88SE1fofmpfhb2ImxHQelnNX+hiQKXd90jd+07ucBeVlTR9YDjVPgFYn3zajlu37nFRGjxvYhEFguEr+Kq10A7MQ1pCFx5BYSiJurNrc+J59kWXAKCv/z9hCCc965Bc3gVr3IrffOBilLsTN1SoQ2wXKBU1bRAlQ7KBYO9FZYfBXPDrRgK5Ufnef353lUOzy1wkrpYbcZ+3W4/es9RhLIGMAK/xJjHTcVSPuHQKR3LfWGUvbyAzA7Sth/yKmjExj8uQG4bQsIWG/IY1uHYZkJZexynoJf87xGNnGRvWb8EFuHvnVF+J4LKolY44uKMzzm4sCmFcsNZwDgomniBh8HIE9qHf4sO1QoPEJr33QxXNqn0cKPh8cxBj2plM09IHCEFMzTvXJ8qK6tDVugY64ee7TwKEG//q+h0gnOyGo6tCpfGMsRMeAWNLcXjHNow9LXfU9C/e0MiaMTaYVGxszx1yZ2kKm2O1b/rdOQP3G+n65yyPBjuHy5JNoz5TrzXkehUlhMLzyJvpFXgAs66eehnZnoxE4L5BtbwPTCVhepcsYmCwH87z0gQf0LiiO/rF+k4vKLs/B53Ow2RyYzcvyC+7HP98nWIboXOmxUStIUltnZdAyn89bydl4XHL9i8WQF2U66t0E2jp0bKNV9bWW1aprkKnj7gbja0JOKHEgjrZloxHYKAPPs8p9rgDnrPGcz+eLAHkTjWG1KYnRF6FyrlTeRotxq45JQ4yMWq7RAOED1/suBhzjez2Pdd0aq8LRjlZ0ebcLKtdQXvCSoAGlLANQ/p0x8L0ZgKr/i7xh6CrHhjK/638H3qWhgkj+gGxU1k/A514YWzxQwr7AcJV8GS1Wmp4ESgh/eEh9fHzqVcVWp0g4y9JsfjzrzEYZwEdgpxwENqbI9mal4lwUtb87Y6z8Lc/reusUQyN0ioysdArBbMiTcw62NwPGeyUl5awMZuW5x+Up9Qcr/ZqN/JW2TlzQhlON2FZwE1NRpbTXCnzGqg1TczFhmxvIUC6MfL7YWJULaPeqausuM+sMRbnosulWFQWXlZCUp+3SIg0qRYGNspKRSsyx0ag+oWCj8t4Jnudgk2rpyC3xJLo6+LS7SBswkHjBkU0npTyqvoVlrNywNNhmDHMqNg3ksuSGgK6dXVSZ2nZY/Eaa06tqM893xZ0qrCjAppPSMDUel+P8wAFgPAIeOg7kBVieg+8tPpxNp8DeHnhhUKa99QGp7QO+WRjg5G8z9hN1/tnmRsJaYT2UfBMkxZeNRrS1wGUN1j3TvbOswS9vCFpW1h60KG3wT1Yu9nkBfmALfHsD7KHjYHleLqCCNnA0Kn/bm5ULfx5QP92NouJY1UVXmefge3u1FYbvzcp/z2flu2KczE2+mWYBWApOjVAXHO+6MaP8xjJWvt7Fyt0FNbWjY5MpNlSjrFzkRCBznjdfyxiwsVH288ZGaTndw+JCr1BYlZGObRdDgTbBeBNzoCFAzdPoU2xR6LKRfpOvZjEagRd5rezwaq6x8bjq96yWA2w0KhWdajPP87zVL1orvmAg8u2/UPek0QiMc9Rv1xuWfPHNc+JmSJW9PtD1jzAamMrrgFrOGBC8GR2N6g2TUmDZpqZxrvb5EBRHltWWe0ymYBOUyn6el2vc5qT0Zd7dKze8lUwrLf8T8NkcbIRyzpDLjMf41MhWnLwBZTub+kmF5+lgwnpiuD75fQTJyAwTOmFtK9NILRmxCTU+r12o8LzKdSErlT6+vYH5wWlpBZlMgPEYGI/BJpOSm35jo1xcJ2M7vaQJJnpEoXRa8uQFL5X7EzvgJ06AzyVrPsV1QOeLbPq7K0J817v4YAKL42ZHvwiXDdHnmJSWLiibLMZY2e/jMdjGtBwLIl1PY1bUPUqgdmyKOuf48suPTEHJMtr9ErayRtXYGI2AUVb2rRxzA5SueZNxrSAJetr2XDHXu3O/6WhpTUmVMcvUtFTZKt/iq1K92vrUEpQeRa5by44//1rtF6PMTuu5acNOUKIzBkzGpevptFy7sDEFNqbg2xvID26Ab1T3rIhxLjCu1jafsSwbWFrPPNpA981Zk5VO20+28k35poDkfYHUi4Bz4DcWptCAmg4Ba8aFcYkWEaH0FZtj5JujUkAKDvrx4t+YjEsKyz4ERJbZFxpe3hjLZ/MF73yIC5YMsZB7cJSX75mFOSmfVVq7WGW5H43qNmcjTdtnWXmsPRL/H9XKITJFAepjMac+16WLfeGQQKTAxsYY6UN2qBBKjLqZU5UHVm20xYY78xjTZUJauhjIWHPMZhqK3q7w4U2X/9bRBXuVa95AkNP6ItN/69KpGGNQpFZBthiNStk1HoFPxuCTMYrpCPnmGHw6qeWbPI7YeLyQc2TZ01GR90mv6yfPeWeVP0MkPUgw4uRT8rteEEP8PTp0Fv4VgGcMfJyBV5YMJinBvGbVydoL7NIqWDR9hAOVrtYFOEu2mgWhL2Ybyg3QTOpvgzIQBTHaetX9FXNe6AwRnbNcKO+ttmrcAuvYdHeuSId+EnEblnZZiXwS6FN+93ZXwz5T7qT1i4tNa/VvPmbASFrPekTnuduTvE08+vsDA9FOho/aj5EpV9evpDKro79iBQebF2AFBwpeBrbx8t9MuMQEUZ8Ni3VGbV8jO09gUOBawVZf0d+cL9qoiECFqpZhy8d347LqsTYEn2QL6oB6oN1WYizwiJS0xopEYLRxzLWVKTJ9yoAGI07E7xv4uPWGtH6J9Qycg+UFWM6BvMN65oGVrgeWb1u7dSpBi/UOvJXQaUA6mCgaebOs9Dufz8sgz5jlGZMb/MmXuNHgeQEUBdhujtG4DMJEUZSBSgBYVllC8qL8j3ekrdR9WxcqTLkvA5lVjGOM2p+r5s2nDhdeLJQ80ea55tvrOwkWdxNwoey7lKvx2I95KTYEfdxSyiKOtVbMRQbAETRb9atpbJLloigjz4E5q+cZk97nnJeB9QUvg/ArmVDSZSptueqNFLBQ4uq/i0Z7hMoS77VGy4g2ikYx2sybkF+oEUa3eQehPZY1FjzaknMOVuQAZ6XsQiUe8xzZXo7RTl5SMVfyjUuGNZ73TMnsm3fVLzWrjs3IQuyLpODvH+wPJZ9z+PCPlzSMjqDGxrMFlRTLGNjWJtjeDEXIRLD6lPPW8yiTzUkdShDSeQ6eF8iO74JxDuzulYv8fF4KwVFWMllwXit7XtYqlYlmJBZBibGjytudl2LJclmCXXkAxm8x0gdqs+TmsRrEINJBSbG8K56zolTkGGZAlrUWNs45+O5e2d+zWTUWcvelUNlowTVdsVOwjAFZ8zdj3YAFo4sLKj1dgz7UwW6yQstlSV1qS6CM6a4blkox4HleKztgWdnOop0KXv/NJcYRsvxVraIqv7cuPeU30+vKJlJQ6dZjouAVaxjxfhWxUaZy2ptYrLrEdREY3lq8/qGMVEp5K79rJIilyvBOwYFZOT44y8rNazUW2PFdjDgH29kFZrPFWBfzbD6XTrSom+jCbGiJcC8Ir2iLAWmcG9JqIY+RPtn7EpaO9VTyfTmAu0LOezQCO7ANjPcq/tzZoj5UIRTqXtBQWArzIqKi6yUmvFzceZ6DPXgcbDZfKHfzeeWTny0s+PO5/YZZSrmjERgkysbq6N2qVAtFx6U4UGgUQ62vurwECkkp6uMUJnQO6DZC1QkNty1mBQd2d8H39spNWXUBWUMx1NRNUDCyvACXN9DjcWU1s2wQGhc8KWWo30Fl0LK1G3mOEJVcCsS8zoji2aZkUy131ZgUCg3P83KTkecLBaKa27zgYLNZqUwIdxeC8tlA5fZo7WsKLApsfRme/HctN8t/MzaGd+mmTWOjXvb5rTXeBJ4wajK35xOyebIZWGQrsdi4qZtrUznLUCS1+sJinWJASRmbsVLJH43KNe74TqnQz2YLwwirNo8+99zEkC91vdtpF/J2tPib8F7rd1W/SNgXWE8lPzY8JhljDHxzo4yu39lZ3O6Jwrrg2KyadqXU4kpEDuw3XI7hofyXVJQF+AMPAjtj8BMnyt9lq8GosvhWi6vxFMLFqwzJkl+nL9yLV1+Qywf8hHashTsGdEe2QtmSrZ68uZni83Jst+4p4AWK3d1y8d/drceIdTwD5WI6rS5cEoHSrLqEKRObBMs8EtzvOrTa32HFjNk/uryo+cuGAiA8HzWt+L/rfTHX8rw8oRTuCbVCU83HYr5Q9iuFyAdiTjdu1u16Z4ShzfhMcQcTp0YjSR561t+2edXXzWTN1/zmY3GnKvG+p11qfaQLkcyXnkkbeHHhmG+ZpnHver+L62VllGC8uvCvck3MAGBnBL6zW86D+bwp02Yzj5NE5VKpWJsDGerJbICC3rpbYShrVkJnrJ+ST7Jcey6sPsgy8M1JaamuqLTguHykWWZTkJNupzNYhYyXnugUna6ohFxx/Hh9jF+Wv7BO83y0ODKkXgVv6gNxjN4n+lLAe2Uc8ayz05JkoJJsWb5yrULE9/YWSgCxz+ubU2tmHqH4ZeAGv99mlW2b1oKWtgtMJ4lWBib/scYYW1iZXQogVd6Z0vKFu46skDR87aVNttgU+rirNVBRdbJsXhYde1wD5s1mNd7LEwox/jUGhAblqm/9qtu5JcIGLwUW0NQnbMMabQ6QxlgVR0LZsHhTRYoTGMdGX1unYjFHOa82quVvfK8AxhPw+QwAajfceo1T3b4EPbPp9Myrr02GNp8Nn8U91ViuziBhKDMp/GuNYbPrDJGyizHwyajmBV8KljnJXMfM8zn4bA8o8oVCIOpX/WZU9lS6P8vmo+YhlsvuOxjI0s6DCERa9XxQFhPZt7/2pacuMBUHP1CNB3E5UFc6uOiXlvnwW3fnpzZn7dH3AWUa3bJin541fPIj9lVvtJE95Rvz9Ggd0eNcIZcrnXbJaxmf7TXXOAU+a4E3e1NXjvwOYOrdJgn7AsNW8hPWE5FMpysP9OoT++3b1tWHc9Wc+UOG7rTClYaIThz1SRFJiI11lV8YiAEqYbA4KVe4rpOCzfIGZSDtpQg7dIpbRVf0rXwS22EwCn5f9ehDUaHmGSW4T3PUS60D56W7W02/yBeMPAR3HWMd+kAMrnYfSHNcngNeMsvF+BIAavlsPC4DqDP7KWeDi7/8QcrEMYY6+h9HeZeYd3mnSkCbU9/xDXjuqx6+oMYp6LDiTZ5wN2zdl6Oplz/dqn8fpkurEmxYTyXf5DvpCt6JcYEL52A7M7C9WckmE0Kl1fiTYC0zZhVWpjt9h8VCuO+YfL1Nv6tQmDHKvCkMJp6BcT4IyWvVmzBTbIZMkxbKnSy9Vx/1sqxU8pj56JfnOfi8PB4Xrl28omilfJ9t3DcWvJhtT9q8EGNQtO9qfPpj8qjLbnUhSpKNKUv+c2Oj/G9iUPTl7xGufauAqLdgJjGdUoTKk0oGslEVsB7xFGRpCFk3utC5utojiN+fN/vXRmQhoJsf0lhmk/FinE+n5ryo7F7a+vjLkq5zKZ0I7E+sn5KvU/BrKyLV+iEoKS3pTQthUYDt7ILv7NZUWr1cxEX5ForAimmt8lQOGgqX7I8v+/4ZvrOmYmz8GGkR8A6AcyjC1FOXEPRltWJZnTc5eNKm8LCFfz2bTiv2FEnJk78jz8vL5PJ84cfPiwVrhasfTfEemt87L1yhipjab/XCb5M5lgulZBpdUxlqWSHokidjYAcPgG1vIxOKPmN6Zb/g1aauu9HFHliuU7QWLFmNQGMbQufzZAI2IjLc+PzuC1s+2jWVQP2oy8r38jXT3zZUQc2N93y+r87H1OZZ89/ZaDGWUW1kt7fBNjeQbWyU49s4b1x0po41XM23Mf87rDEuMoaEfYNh9iZVsMkKPojHVq5Fwfk6B3/oOHBiB3xvj64giXqqk9dQF/K3END5plYBj8nPMqZPz7IyqNakAArIyp6PdSiq9VYTpOVKZ0wTuFj3JHDr/jHNB93iYlks2SirT2nYxkbNniIVWP+TV/crNCgOOZcunVHmiElhbn7Q4gQpBK7+UcdCoGtUY9wryq865xuyRbdJGNhizEaj8qLAzQ2gsnKy0UgvywR1qqkvjYX4BCAL9iaNxVOUEYPBy+SalDGw6QSYTNx5LNMtxgHZxYjsCiIbRPoAhTXGphALSMG2xmyUb2645wAl/e/2JtjmJrC1uTBo+LjT9rEeLCuuYOgnUAkNDGuVCADLmFsQ+XLwlhnrfy84+PETKE7sVLzghDxNi4CVcs9QvlMZsViuQqGy4pDeyRYX5Yi/5d8cixrZwqYte7k+iitxEQk4PejFd1MoUoIpJWMltWy1MIo0DeYGzoHZrDUuBfd6na+cf9c6Nurr3w6tttMoj62ydJDy0eXpGksLtyiH3PORLbGsgywD35iCb07BppNSwbX5pBdKX/cAo7GhAjnWwNLW1n4Yj2mWfHPmnukJ1mnXe+o49CmPc/2aHOq6ojnx1dZNdQOljClC24qT59KSX218JhPwjWmp7E8m5bM+mPY0so/Z5AclP9vvaxx8nGDGeiv58sQ2WG3883Qv3MXObk2xBcA5OQYTGBPSNjoFgJiPkUEjWyj7xrZxHRXr3BZi0tLJSlSMfAOVJ2P7dFZ8HQt5SxF0KwksK2lP2bg6vhaKvyYOg5tOEEwxBKtETJo6m0LtvWj7t0+vsihj4BtjYDIuKYazEcQ9IirIcRXth/T6iJOl2rCwUGbq31wXt1HKNDxnjGHBwx8BJD9tQ118+p2ioK9qbsbeEJq+TfqdMVZR/la/jUfAZAwuxjmr5J7OEOBCzLXFZ9Ok/jth32Igq2hHLFPgBAbvLk3RH4piZICs5Axm8yMjCb7uyAx89/LYdFlQPcdxPZaGzvUst0vI+B/4/AZj4FmlJGXlRq8TXWbEeq0MhH5mGVs/S+oQ+nUZUGUZY9VFfqxpzOgB1o1DDFlwsvThSYyBrxhErIFwXFrkuum69NCTDmvQkKflAAinBVwWhuxvuMy6dZlTgh4zZp4O1GNpiGNKhtwuIbEyHdswWnyOBUyc0hQcKAotHe7SN/grmNf1d1PH5NA3cAPCUtcOVZZxvhjjKhVsI53HnCLH+GiC8ddA/0lYHYYtVSiCWTfoQ/IJSau+o2PACC0rlh/9qGQGYOPJIkBIxAj4Lio+deKaxb16n+voMbtgSIq5yb9xAIK4FxYogYoOkXMOXhTtxW/Ip1+x0HUcEvrHeDOtDDWwvZmBX52cwY5ZLU8YY0Be9XvFnMOFsi8js3PHB41TE++64Xuj3TvgeM4L2slvn0orL7g+f3mdkvtZSi/faq1kagx0b5TnWgsDKIHJG9XA+SjHg9VlyQHaeQHM5mDzvBrnQu5F7kNNns4yfHUdU98m7BuMV12BGGgEabp8uTvSS4ZMZMEF7v8O0VLe+CblndEI2caGZFUqgPkcyFlVDqUyksAjbmB4wcFYtQhwiYu6VlKKRZ6k8nvkv9eWV0G0r4XdIUwpofRtZsybZazddx2UkXZav2+q6RALDuzNWgo+L7JFnj6nSbq+p0D0l4vCjloN3R0BAflynfxxzWFTucI1ScfgMxqBASVjUbMC0LZnPcb92ro0HGTg88o1Z1YxJAma1JlSvqAjBKQ+ijCXDfEdvOB6lwdT25uyt8xx47OC69uAgphWWl/uem/WNSnmQcy5Pl1Jul6kpRrlbHnxopRt8p04s1kZTD3PwQXtr46lyecUXKyTLmg2Ml60pbYAaJbRYlQS1grDVPI5B3yMeOquO0odlMmkKg26xUGeLPKEDVEI5PIbgsnj6JfnJcPJxkbZnLwSVlWePC9Kqxp1Ykv80k4UeclKoCqj4l4B10KgBtOu2lpvE8KtsaIRlquuv1oH0Q9EJUe78RG/M8X6tbdXji2RtipP/G20MqvwCSgj5Uf8VhU+m8x6U2uwnErKgO1yMXtdNOXJP41Ltg8ONClJKfBsHzbKwKbTcvNSfR+bzcHn1eVmyjzINit61TwHpyo2fcBLjjqs8RZlke/N2hsta3mewf6UMS3WUzWtof0bRqmQ0/HQjbkL8qbQxdZj+DY2Grn7Q91wV3d41Iap2azcQOfCYFbd6dJhY8NGI3CbbqGpG1cMZiR0laWhMjRhZRi2uw4BjYVSp5hbX/YYrDEVjpgTxUWbOBqBbUzL/yaT8v/Tac0W4OUSoTuetbSxTvDVC4jLcqlhZKnLM/1OgW9Mgokv2nTUHQOR6N+WBi4pc7xYXBKn43kH9HRzXQPAVKWEOl+pG9dIfWyTV75Givq+CbXtKlq/Brd3oyCDcSIEo1FJJTgel5b8eV6e5MznpWIkIxuVFwlVmxAWEiTt7W4kW2UNcoaUD9EqK30PL3h5wRvFkh+ywQuBq73FaY7OuCIHmzbeyZr/l9+LwAKmRegYpt59Imdd8MbGgO/NwHd2gN3dxV05XftGUL22KEk9XYBVuGgz5Z/WzT0ygYQBaQpE2AY7xX+UCvUI3IMeq5W2JSj7p9aq6zAq6b4wGQPTCTAeL3jMqXUJBecLZgn5iJTwbaT7DyhYNntA6EU+GmpF7+83KBu6srwUSvk43lWFgoPP5mYXNZbRLfnU+y+oz30uLdMpMzGgUzrrDYnh9mxLPXQc7GyUlUq0eiGZD4jKQRnzM1nIk3le+qHn+eI0R6TNWC2D5MvTegXFncFEK9il/ytlWXeaYS9faY+ua5prndLNEdsplaXPOstr53ymz19jXYyUxDa9ojRY1K5fs1mp6O/tge/NmmubKy9b1U13yLjclkynhn3Irxg05QlLxXCV/JBo8xj5LQFm7vPIu3Wg5K4ej8BHFa3hqOKoH40afPXRoOUdjlhGH0qBoX4N5WBVlnPT+I7VbyHf5XqnyGG0BgKGMRK3HvvKKmVrGx0Pu7DuV/cW6POM2D4yhzjnC/cFzdhlsszRXmrUf791kr+e9SPfiB4C302uNs2AVADPe1hoeVJPeB3tILvJ5EVpyMiLdv+G1J1J89RUj2X0k7HsfSRLT0IMaIYHYB2iwIcwQZIP3QJDWtQM2FcKaoIX1rLvZfliohNMWC3WYa1cN6Q2TVgDDFfjia2YcoP7APX1kCA5al5dYbOUFhwsL8DyAhCUX8LKVhRxqSx1oLIEmRCySTKVJ5g9VKtJzLEWUfBbx0mMfgu82K3zN1Lb20kX165Hg/pvXSDFEbCxJxeCTqnO85oNRMdRb66Hf5uVFJmSHBGBkQY3GS6nXVEfmSkYPQPQY6YNRex1aJWK67JkZ3imvckVr3naF2JQkCcMDsNk16GC85Idxsh60lG5bLgb0CnXrILAxhxEDRK0oeKsbvD7isCv+bwUJnnpK8o7bnwaMLVLh4t9SvaXiiXBRX1GYCPItjbBJmMUBQef7VnLrsuR/KXJMKW1MvQsUZDKmxtvOktXGkI7UbjDeQHA4k9u81M1zTHf4MYgJp7w+cRGI7CtrYqCNHfKGpNiwPMCjFUKfu+b+KJi0qnGdcU2ou1jljU2IGVlNaxFlCHZZb64+NSJLDRRQZEzJCadnpX0ZW4C1LEQo+yWsc5jYyfqo1Bseueny986H5jfmkctU/5znYwiCV4YriXfhIgD2yeg0Cuanxdta7H6PASEb882NxqBjTzPwXf3wHd2GowAgsua5DPaYJLRBVOaA3id+duYKbBwX2gEawaOAXbwANjWVm3Nd7pGhGyCnIFynn6ypqCqztZ0Q9CWqX6Zof1NfW/yxwdaAZnGKvqMHd1vlDkbm8+bGvwso3qHjTKw7S1k04l1TtUwXSo3q2gbJdo/bxA2zXUdZntleXnJrMNn84phSZPHfC4xkhiC8H1Z0lyIoYiRywo48fUkJbCWR0kngjJ1J3lCqdRSVOr56YUcbcYwacgnTOsthTa0C6tSzPSVNb++8Ct0LGWj1rpqvOiuk7EycqBsclFaO6yfkq+DOmECg1+af3sEwPgGEsZaZDTKHptOSuYKwek7n5eK/e4eihM74Du74NUFLWTqLwLtmJEZgEo91yqnWoCEcl8FEy7K8e9jtrUJbG1WbURkHVHrKCu7Jko52zdHupTGzRjiCEr1HINkX3GitV+tv5aRqsuCot4zoYNJ2VgVRiPw7U2w6bS06osNroFqUstgxJg0v/tzL6jrkJdc8MhzcM5rZd+0QeOzeZORxLvAJVscJSXWh47QtskNBkW2+sjzmt2pXX/zjckdFFsd1aYxrVD8HRSocloZpvbvStQhyyXK5tGQjyrvWvPUZ02JAXXDFyOoO2EQWC8lnzhh6PkRFHaVMs5EO6ZY8xoLdF/Q1X8yLRk3BPK8ovoq/yuEpS0Gt69cjwgWUZ2iJ1gHYtB98q0N8M1pSSPqmZd6shACJy2oz0bVZ7HyoZL0ZXcI6JOWcmqz7MVgx6DWMfb9C9r87Ew5fGNa0kyORk25YjgR1Pq95zn4fGZkuPGGpQ24kC/iZLDaXJhOiPh8XteNvAHxpT5tVdJDzulkmY9yGohO60SQUSucerOBxsmZPKc11K4+3yi/vwqF0mWkC51XtWFIGWdCya43Xh3Gmo+8lyFv+taAoCKBhvXqSRPFlkvJpPDv7pNBXfJPN91ehGWv9P3LFxSH1DwpwjnzUFB9kFXfk2WdN0x8MgKfjheUfyF9rr3IySMfStrQujnL9mw/Ob2L7tDLt98x9khKHb19ls5YY7MCWl9j4JPRguNeqrf2G3TKhuA5F89CNvKefSkMBrzg5o0Fq6gzhXHBZbn0rrPGLSGycqjtg74pg7vA4EbnnA/UC6gooKwzfV2YpQHpHgpPNztviLlgyctbZnV2aVNiUBL2DVJvqnBdRGSyUJisPz2CtOgIa9+6+9LFWDizDFw+GRgwoimmQxTYA2JrGBRlZcaAkYXb3hd9K/iiDMWam4L4OoLkctPzuA21uhPSDWrOGbAOdVw5Br6GJpQYoAawYghfdt+FquWftyKl2hTINiDFygib73+M+hcFWBFALbgO6EPg9tFGseZFpHyiKKSR4ixQcCDfh2NToFBoNYdoeFgphWT8ftcpq80+MJTpMy8826yXTSAleBd05T1tVA2QYx32q5zaZ1hPJV8XTGOlanQMxo70iDaBUNJA6gPn6GXq89dF9zdYLWxlekxQksDrSyiqPOAdLNNsdw42k9wJQhb0rtzSJIrJQOYGFwtSFzg56x2sMr5j0duiHBCkTJkn5PI1ipOv8sM5sj2JgrIaA1xVjgWoDCiu+i4Dtc+xO2iRHBTfKiPSN6nBnoPcjIS4zsgsPoSAVmq2VNeroDs5eghgHgIc8jR4k6EyfVHuQtGc/ifsH6ynkq+gfVEVcYKYaARdz1osBwTF31c5tSketmd7szazRVcBKVOCmuoRQzDorE6SxYAXHMiY/4VBFdjOLtiJ3ZLLmxz012R56HJNvVFZayck1IsY1KkLhguhBfXlac4s7ByudwH/YEfbyU/PyoXROujDfsJYedJ0fKeaw6oiZvBzj+WO1YivkGKfGCvrrDKYqe8K5isL9SYp2J+xmkkraPMV7CdttgT7n+r61yGaXCAVFtkKq1srO9yP4nWKawtM16Y3yE11k25a8+QyKVANCToZ3GWzXudhiaMIMaJ0MZomDArroeSbBL74rcibf3cpR8BnIOsmkhAS1WSJ52NtV6yL3d3SElgWGqdMo2KyEFg8z8PanzGzQghIt2NW7cjClXx+fAc4sVMFIRN9h1WWh0Kj5BuYRLTQva/Lh6ToN8tho5FVWSFDR9do2twY6sk6BmI3vkWXT0yrbcgGPGpwecWkk+fgx0+U91g0eLMNbSzRbHaCwqZRM4hJmwgm2H7kdxp5EDYcUp8ZT6pYVn5X414MCte8p1Kkyhybq2A1Z71uyqWMD99xZJPDRoU0cA0Q7UmpH3EuGnngNTDRxmoSeqVnI2UDK95tVZab2y6kTZV36rZgTH9y5cUIpdmgU40oaj5iU5+wb7AeSj4MR7isI+OKj6WtUayH4BPCImYApCWvms5OrYc2n8DgKp1w5Dz4mF28pw04VBfvLAMmk6By+EMPlUrUfE62znlZaYGWwtR8h3gJFKFurXqxrGJWclv4g46CQ2gIuyjC2qByF+2fYaGn+unarHe2unSkuxPUqpxz8AcfKmluZZYakzVOF/AfFGzrrn+tHBne95bDls0hG4/LjXwXxjRHOpJSSGnLPlyEXNCxWpmY5wLXx5oy2CTTWy4esrteZRkn9hFZodeU3bifhcRcpsxbJ/Ne+7n13gRHfvW7MsNdqKyU+t6LslucurlcKFNg7b7A2ij5RlYbRxpzfmFCxQudFn9FaPvQelUCt7OVz5tyMdDCYamnLlAv1JJf7Oyi2N0tLflSfvp6WRaxEPgc/VIDpdX2jkAzqs1Xm8ZRjqyABoyLTgwzoa5u5PyVDW/XNh8tLPnFiZ1KASBs9KJ8y2KTsfgtqxWH+nfd2OqiUFpdvVhTGesDilLYC5uKU4EkboZDNjTBa5ZDcZU3Fb5W/ljuRuoGW+vK5pC3smwyyCcta14gfNj6ms9tsiwS9aipLYbIzJbgjf3fi33tRn3zjbiILCyPHQMHl8hPbM2GLRSJFnRX3Ie2ZZHXrjrkBWeogm6o9aogK6BBClTWpttzKpllIv+yWnkQjv2pnOnujMr/yxY+AZein9k3yL2CQhnsa6CQ83JZG7v2s+tiOh18AxhXiWixGsOTM6Z+8+1P5+WE2peIblg+WPZFaEDD+p+wvzG8GZyQcLJgSErBgEBefJLv6AJpLCUkJCQkKFh7Jd/pXzwkRcAryMpMMRfMJuQqgwrV+tgRNS+4SpdpKneZiEg1FxW6vrO1nyNgu/Wsy1iF1KcIjAEAWv3dKwOJZ1Bvoy51EF3A+OQVVSaVeUmGoNnsglbQOPF0QHYpEydjMeUSd7RH15M4ub37cg3zwZBkiwxflpVI7eGkpV78EZR/r+5ZtngtFWLeLJN3vnJxsgb2s4BTjoRBYn2UfNNktlFdWvPzZM8RCAkulQNsfKBjF/GgFOx8oYfMXa26TWSjkulGZd1Q3rPlWf69UA6MlwAxBgjGjSzrptjIygmhLb03kZRj0K7+sgbKV54TGIOorigqjaINuvrkAfcRiLJYpt+wUKn3ZDc2wvca28z0ro5HPRPjc2R/15WfBzg3LNJ1O9LrUAdaZoYbdx0b8Mat2hYDBakuedEsL5AgwZnGx23PBt28pCptlPibIE58w8bL+Z6d0amRv3ed9HXxYi2yvUtZG2XmOdlYpWMUM9wUb2UJshJdGCiMu45BSWH3WvO1tMgi7m3SjLtIJ4Vri+Eq+cqgarBNiN8UGrZl7DzrBZAiUJQNiJYW0Phuz7v6UKosWeGuFPzadzZk0ZQ52A0CSij3bJR1Dzb03gx2EMAyTV9XOjZlg9dagDgHn8+av9XKh0ITSdiEWVkrnEp/0ZybFIWnok6EYAlC4HxWWT76gtTOPM9L5XgyBpuMPRV8blQmnMgVhg4BHQ2lrQqqoqSJjWltIDW84kF3SNTxOFJd87x9T0AMqKdZYlyyzN8goqMtVH93IYAmt3xPYyjR/Q50utejzNowd60yJNDwpsvD9YxKUiCSy2nVwFpVoXUZFlWY5GQ2Ai8U9jmx/nJu7iOCnC3/73GyUVnorXMZKGVwZqD3TFgrDFfJV9Gn0us6ZpMROugLXiqpHSeNl+LjunCDXKhkxR9PSgViMq4VbxtDAamalZBrCTuZImyUlW0/GoUvjkGVCx93bBLGAlS+rJ7iKCcEpsupVCU3lPFI4p8OCoC03QfQyqPKWz6tadTFY342qqY5+dK5p5i48o1UqBq3lNGopH7UnWwZK7gItm0o+tQTiDzXKmH1d/vIGmHBGxlYU5yX9yibOgqkjas4HeRFqfSQlNMOJ2Jeyq9t/PVB4+wD3fiW6xu6UaJa9LvCeFpGPA2W6ynLKdP7ot+1FMSj+t/m+vqfxi8YqgwbQ+MJtkdZIRsrW9rJpDSo1RfTrY+qmNDEcHuuM/ML0/9bl4YqqBkrFZBQikHqu3UeBu5jKmxWTR/rrEw1J5SA0aja7WdhTBW6eqqKhFAAKgW/VACJ5VC4v8l50dM13Jp0VJ+ywOxZcFqZaVyQL0QqM2jMl2iQN5Cif2OV42Fh9Wda4c26MwZMxotx6gvdzcSNCpoUa4MSZnK7MZZfzcHMZMmvTg26bp5NF9/JSpYoy+Xb7K1w6eddeVOvLZ7FsQFU/61zsyTXUVm3us4BtQ1tFw/W70ibTRKVr6K8+iiauj4JHGOU8S42d4xV86OaJ7JBoMFeF+oqVldqsdn2lQuLTUdkDwUT7aicZCyMeJLRIrnsrCUGq+R38mv2HIxGaj5NPkKQeF2IJec7kGCWYKVcuM6IBUhqo84xAApkjm6xsQBA8jN1fl8fJ0PKghXzqLNllQ7h0Q9BCFe07yIoLSJMbKRjgLr51MVo+AaeVWPUy51PrUOXUyPFSujVjj4nfr6nQ0p+rXrKVs7q3+WGguDb7An18r6g9xoPNOtDyCVuXRHjW7ogRAlUXaeWBdtmNgucuxCvWb5f2SCT+iGTNlmmTX7oRpdSdnWiGEQ1mjAYDFbJ18Lki+iLVe1I+77gpSdo3R58b4KlYJUME56BiiSssWDUWsVUS1ePMAZhh6IPRUt3OrbGfS7Q6vvQ+J2e4X1Tqvye9kHEvGKgz83BMtfAdbAA99TWxkD2oaOOJ1hPnSVhgf3bg54BeFortGlhC91cuCgilwgfq7s2MDA0WDAEhQiS67G8mEqMI5C4lW6AsCnZUU9s+mwDX6o9zyA+LUuGjZZuTeDcYK3626ryQ8dhzPEb+/RyaRjapm3ZY6pQGZz6KZ8XPNxgscqxJepcdJtrCavH/lXyPeDDO18HiXpTk3kqEK68VoU8B4qiFFw65oWIVgsRVFiXVfCKecNxnI8VCSXeZCAxBvcF9F8QA4tgO/JlcJGV1WVt5kQ9Obfzv3uOr9Y4UN83MmgEUNDm1bzoo70chgotd3iIUaGa3+pYLvPt/m3GNs1zty9+WIHususE+ufu9+xl9GrtV2lLHfOjF7kYkU4zvAp+yvTibhbe+HeVWdS61ZAC5f1pe8PGbjsdkbWono8GFp51PJ04SdGB/qNfGCmeqO/4FUZLVwUVkRQmpc68UlD968b7mVAduLlZNfk5UCtk0RcPzgHx2QUHn8/LsnLQ2pHwffbLdrqMpZKRgM/njrQcgC3gT3KT4AV4EbAnl4OaiWOJFxwsq5Ru40Yl1oa1bANeZGV3i3kSY6GVKV1lv3ve/qbO47coyv6ezcy0gy7UtHqKoito77jGbcbAglJvjD3BOQeLpVAQ0rb4vUMVCUqdDDz+Xfu+tcHqaZPiBMXNinSi1cXlMsAQ0bVMkQ+lH0WbFBwc1VwrspIGdySy4u30an19IBurKJDlAGBum06MeZIc1IwTPpuXNLa5Zs4kBX+tsL6W/Jg+dD4WgNlcuwgbIXPu5nnYEZxpYQfsbAmxgptkq17FYS1o7owX8sSAOJavrAp8Pi//yx1l6RY3Fy0gECfAVLLS8JlGyVcDLF1jz9aHXtZdPzeUxm2I6v0HfVm6iqIeU7xY/NeABysU7YZcSxsZ+bAl9o36VV4q+HnhRx9KASXYVa6LGH8hRgWZvlLHwe/LtqJCatOGhbvI6e0WcZNBy0OddxUbj2gXud668qyUjOrJEv1UufFcFzxuSx9Slz4Q6yRYGCSoMpwrp1WyQcNnI+Sqr3x/hHpBoOvUhTp/ffqteqYGwKt5letsbqTpTVgfrI+Sb2G8aafVUKS58nFNWsG2EWqpCTn+J0DP5qD5Xk19nGk0aWsqvTwvldguR+zUcguprDwvL33yLitwqLvoV2WobRDCFa/mVd+SGHnsWBUxvqi7uinpC1xydVEt+VbFxNKvmnGplQUh0LwrFsbQ9xcZKXWuqUU9xnAh9aEuqNxQPheGiNA+t9E+xgzgDek7VSGOAfIpMEFeUGGUSQ6a5L7g2mDYxoP8PhXGNY1g/KmTSifyqsWcoCSToBjA3KxRAQxqgFZJ94FMGSoY4fhs7rfxThgshqvkB/n5RbAwuqyjukWcKkzlRVf+vwdaGwUdTaPO2tnVAldXQLqsZonsRrVVwSYoffO1KYCLH/3zDmkXA++2lvaPWhePRc8LPtZA8Ztr4yncS2p3OGUBFq/a/JvVMnysql5uEfo8Spcyx6IoU2x60Nnp2Y4Iyo6sODTax9QOskVTY/XTld9Bnlnb3WmVdpy0eNXDX7Ej+9pnhj4oM6HlQfymYP9/Vx+a5u+qXDdCNk3ynFPjlWzvhNRFB/XUMNKmLIiq2XTvie50KmGtMVwlX0V0S2wgv2wsZbkrLGUYj+JignO3gPSF65ifYlVe1qLjalfPdl8aD7EQ7jHGxQAW+07tFnNuWBUFmhXdhd7GSEzL9rKsx/v9Bs6Twe858gbHK73PCaXVHddwcZ18SkEsZ2Vc9M47ZdaXKSxhnZT8UCRfsv0B3U2SOiyzv/u27veBjrEZS8FQ2mpgSDR2CTU83L1OOizz+/eLrDoZNpUnKdZHyddNJtNkjsyeYCyf8mxZaQUYa7M9kN4LPBpfEthkjGxjY/nCyBJvwMaTMvBZd9Tdtb1iWdutZQxs+odSiy4bunpab7ukySkjdN9ICPgLhkLHOMjNhc/32cgJRF6G9mTjcXOO1+94nGKKdDr3pphy1ce1rZGwm5uj9hlFFnYaox3nVKx62OqyDHRtQ8bARiOw8aQa60nZ328Y2CpvQQxaL2qgjykoreB+voCxAs3kMhVfuYavrit40wRXwJGLBcCXxcXGqGAoK9vaBDt4oFSsqfk2K2l+ZlNmLP642dYmsumkrBNFKacGkPpwe3dYoL2PhzX1b+SRjfTfSGQIoXBHt7nbNQG6tr6IpVSp8Rw+frl1vIFBnrTeKUrWHlmOmdwEqjJ87v7QgqLga/s6sjHAhyDA8E42tcgMC9h4DLaxUfo86wIiyWxAMehgCTLWtvGgkBzoXEsozC0xDS8U9xbf2KT6vXaMTyM/0zu2wFbjmklQrXSby64UrJy7N7UyWAY2Hpfr63Ra/ubcFA9w059gxDCV/BChISvU6iCUlV1TMFm9QBb6CdqVAaDy0+OyVYcszGjd1FqMqjwogTn2gMZMWTg1CmmIf3ZrQcmMdWUHDoCdchBsOvETYiZQghAd77DtLbDNDbBK0S9ZUAyKrgua9q/ZnKx1CgzW8mVrsZVdKZ3kTYNpkSZR1ylpfIJrKXUKSctY8/p3H7cyZ2wHWwS5a+aLOf8FY4i2X6wnk1w/x23pVbjaoEs8h4fxhI0npfJCKUOpE5tOwbY2wSZjvw2xUlZ574QpSNqssHdC57lN7B/TXPZhiemySVCD+m0IbNOoMW6uwGtqHcUaKAwGcpYjzclT631WFc+Aybhcy7Y2wRhrj9UQw03CYDBMJd8GYf1SlUsCfzZVUJsFsicDh4ExpTfIzAEyTBsa3bvqc92kNyGYbSer/mdWPPnWBopTtmgLrksomSyhXi4ADNjeAjY2SmVglJUsKBIdmbNOoi7QWILF+HFYmbooH2zkCBpT69P6iTU3Zp4sD43FyLZJl0FYXFhmHrPRXU/EWJLazIftomxDZt+4yow36obKtFntuDB32gSaDCXtQvzytRlfTO42owzY2HBsiPQbLjYeg21ulm4MXeR330wlJtcYdf3pSkJhe59ljbKdLFiujRppU1atG0HsMh4bAyMzknnj5qS2tqUjwPYeG3kwd7EMbDIBtjbBNjdLYwU1/i1hLTBMJd9HoMZKK7PnWOjl6EUx/d8BijB5czLSW1NJrgQ6a0WtwCiLn6s+Xn1iUDzVOm9MUWxPga4Lrq4KlPZVxgVjDHxzWgrI8RgYjcp2Dq1bJglWHyuJw21Dm1b0aZa13wupf6V0kl1WBHQnT4b8fetjBOESmjIP4reITU7Dku9fX6ei4mPF1+TvDaol1qRcu2g3TWVZq2Qw6NgwmZQnbSEyazIGppNynBq/x+MEJxJlIuVdKx2wM29/Ba99Mu5Ya4NOTw1r6hIZnepNuaZcozsvYFxLu9RFWwYAZB6nqhkDxmPwzWk53gG98SdhbTHc3iT6LzcmnSGNE+r7fQSfuCz7oS5KoXUhpqMHb0UYSpY8+GSEYmPkbS2OaZFQ24JPRsAoAxtXSl6WhY0dUx0pecUYq13aKGOLOqibBmexGot7jP7SWaFti2/XslWrutfpSjXHKEqk/LdJwenZdcEKn5gUyajiexqlPS0zlM0YA8a0zWSrHtkIfFzNcZ+xQdq4UgwLkUgT6mQd55apjT3zjUoVyQJlrg9k1xaPtTNqOkOdAM3ppIexhjEGjDLwyQh8Mo66XiYMA8NV8vuGr3W6Y/5LQbZYOLW/94GuR64qDHXljIGzylocoa+i+Fn6+IMOEful7gP4jloJXGFdosiwkI3KfoXJgLSG8B4bq1i/1gwr47U3odPJkPQtfeoLCUvH+vZmV0uUwsoR3Vc3FstEw9/SUcfCUmY2AtvYKP/vIZw6tUtIHxm+gRUFWM7BObdfPERECM1oqy0K4gVdQ8U61JviOhf6HbHmaFGNyy51MaEVaOz6uyw/O+WUkhlmYyPs+N0WLOqCLf5EjRtiLL7sVUHJXzcW6puXpf6NAVPsVI/gRQ9rXAx03UTxIsp6QCuKW/+2YtmbJuqaJtbTnIPl1Xpm0yMS1g7DVPIJdIeLpAYly5fLWpN3VEhsF42/u2YrfbttIco2NzA6fCayA9tloOi4OpoTHNA6pZdax4h8x6ZvYHtzjHbmQB4hiE3DSEB7T1JMOAfbmQF7M/D5vBSMhWXBcY0tnWA15SW3UcgCJ76jUMak/MwHlQLBPfuG54XmqDkwNqGVuYM9xufflLLEhg/w65O6Lzy/teDtgM5KkchOOQW44BEYPewIslMOgm1tLea5p9+4V5C72uateBs/A0MMGcnzHJjNSHm1xuJ8DjbP7TJHS8kYgRfe1U+OvLwUUBtjFXUeeMQmNOpmIhcg1KH3TYv4DqMcJtydY4oj0OTh9T1S2la8n4/sKng5zvdmwKxcx6JuaBNWjvGqK6AF54BJTrQopySFlMrQAc2EqhkhHJYB4gQoNx9ERcMVrGMCy5oLkMlawxjY1ibys0/HCAA/fqL8Pc/LAFLOm/k02rAAuHthZhkDF1n4Ls5y+jyXApuq/mQM7MQuMsaA+dwvb2OZ0uaIKlxlFo48BzuxC763VwpHzksucx1EP3KzsqAVrLwolTMTOwfXKNZWujtpEeAFuNqv6pg0KXC6Z7ygb8Cq9/l8Jv1Wzj2WMfDC3lauvBljKEjWW0caR5+VeRTgRQYmj6eAjajxHR1LE5PSi+fZIjg0O+M03Pv4U7F99zY2fjAGO76DbG8PxfHjzm8q27/8LoxG/puPKv8yCFEpS8TTzOfNuWRUigllu1haOAefzZrsREalUrlEcT4Hm83BZ0TjAqW+Ym2jpu0C06lPa/52K4cXHEwOlXLGZjRZeIL3ckIu6u7KANrfGWrEk3UMLsny1tzUKOzyHOAFgGZMWYisWNTFsPnJc481rQDf2wM7MQbf2S0NVqb+07Vn2g8MHsO05Ftg5HDVseL4TOqAADB7ftWEr6jxrJPOFHVf/aZX3LNKQCrKhUFisq0t7Jy7DX7owILbfTqt2Cem5vr5WHIiUG/VygEqy99kCjYagZ/YAXvgOPgezSrXrFs3q1gru6zkLucPPgR+YqdU9Itioezq3jEFDMvW3wajSVEtnoTbOk15ytDx9wdawrR10m04Gi9pgs4VVydxz4M8D72D+kTdWlblLPwOA8A8hnhlUZdPYuRNmTGoWpELiryw1kEzzthoVH97cfop+NlFGY4dnWJ++CD49ibY1marbfVlNBmkgn3zNeOyriNT+lfQIjcSO8oV7eRQKHmeg5/YaW4qjImlenAOzGbge3vg87mffJQ3XuKnPq3OBpnTcknUtbMMtV8amdHXR+P9HnLbUvqDCCurjVy8KreILFuLOeroQ43rppN1KPAU1TqedKd8OrBqHdvZBT9+vPwvz81yXMhQ+e+EwWM9eqkRZGeusnZC6RZNZhJCjubw3DRo66TL1pDGxvddQ57Mpt19loFvbeDE4TGKg5vAxhSYTCtFv7rO2iJgnAuUynLhq0g13E/yxTePRmCTkjKTHz8B/sADpVUtBLbTEh9rD2OlRZJzFMePo9jZRbE3AzcpucKK7+hH7bu8cCtZroVbVEOjmAdbkRRFjbwIirrYmGQEgwVRGdHnoR+DvnzaLbo8S7nGUxxb3oBkJSwVBHIdVWVitKjf7LRNzB99Ag89jGHv1Cn49kbJ954xNztVVS9e8JKKz1P5lplvVOYzVlHNan3S5fYluHvY3B4ayHMUO7vt+hFcl/h8XrrjzeZNKzgRdGaywI2UjVXOYnAw5+dL/WpQYI2W4PYcikLX2Ne9DMZsCP1Vj5es/Y7NYEAlczDdfl0p7iRUazXf3UXx4EPlSR83bxBqfaSq3+ACjxO0WA8lXyDAn9Q6EE1KCUU4Un0QY3Ahm+pjswoo4NMJ9g4x5Ntj8Mm4pH0cj8tN0DiC11YWceJXpwJsNKo5qvnOLoqHTjSP3X3yC3nmSM93dysrbl4H6emsSiQOeYNF3pt73gRdv1hjX8xHtuI+gJYVunquz07ZqOvSZRJ7kkthMFVbVRrkRTMmhaBaf+ocFTAp29ZLhCxtIShcAcwPjHDhkZ9i93CB2cEMxea45MCm0EiqrEWCaSNkHKrl6eaBrAR50R7b5rS0Ac1zvdJCKIvP51W8jcY1o0MdvTjljZWznQwzcxofIxnhnbIcgjHClH8MJpf6VMDRrqEMQ7ZTCRfkMjlv0+3qyqSMB91JiGe8n+gPPp+Xa5l2vMibYqVuyZK/FliPXpIHU4eF2qkwdVECdHk7fX5ZPXmCBSwV4wz5BlCMKmWgurxJ3NTqvYh1sT559AOrlEo+n5U+3FwTrNknNHUNUrxDFzOf9zzq5d2G8vjoiWKt84bG1+XDJ2vKqdoqwRYKdDFheMSB+1Bs5SgmDHyUgVebH3Ib98H8Up3U2E4u/bP07HOXkqL+ZmMa8TrZXTFjCSm+IcK87uLi1TOaG9ieVR/rJsxedmc5Q9kAhkDc5yHqP9B+TmhiPZT8SGgENw4sgrx3xZVzsAJlgKAcJLiKdjBZXnwwNCvCqhfxhN4xSApCAS7TeAIn8gnAGcAxOFnXC4YiD6yB70vqh6G0RUIQ+o3fiJB3WuvWCsNk11EhDyor882KBh9h4tRHY3IVKcdroc9kFAXYvMD4OEe2V9S0cDwn+m0qaYy0pbEgMRNxrnCQ+24MbExNFCgMISxjfhujOrDWv53J7+nKa+XTDgizEsfo6BCVb2EZW3CJu6pFWLi4yT2JTOVajhUmU4PW9e7Gp91m4zIcbQfEozTy7sIKVH33aJfjtmNnYHxshPFOgWwvL+e8jlHJhNguJEDNUGMaC64xonuufcdmzHGNJRudpCnvasxmW1ulT/ReeerIRhn4DC2QlDjKKbAl7qSc24YYrS5uqib4juFloOva2aU9RP806ELZ4u9Y66eGsYcEX0Y5n3cSBoX12vKbJgaTgsVsID7vvJM2+UIaFk4j3aZwTWm4SowqlhAPtxXOgd09bNzHkR0v+XD5PC+p7MR/Pt+jUwBD2s5GhwqUSkuet/uNF/25TgQKX61/uvSMFJipls1Y870uJx/etKYmRcBTaRIo8oWrlilAXLShjhXEVAe1TQrl4iJpgxgUaExlv2BZyValBvoLal8VDaVIpnc0pHdVM1/4jY8fnOGuH5yBzZ8yTI/NkZ2oOLABJxVkY7xxvthkEmMkFtSB4lukGJY8b/SNLPdoim93I46vbOcypa8BbDxBtrGB7NRDyE47FdmBrVLZnkyiuoyZK7n4JjYZl+xpnkHmAJrzQ2H6Kv9n2/Ao40SXv8Yg4JyTvqfvcnurZbXkqyvWwLKprOeDZ6wVZZNJYcYx5Uny5w+cR7xoyJmE9cB6KPmuhVYMbMfkaHFLN/IQASYRGXakd9hkbPZhswV2majyuGFjoM2/ADuxi+2795A9cBx8ZxeYVdRwO7slLaUPVHcbllnpO01gShAS120UiqK9EHDez5E0lZFFpyjYxp6L6cJCoWpceBv5E6zkWvaesA0Z5xbljOCLaqYjLMx1teWpBlqaFDPfxbNVP3t7sem0nOfqO5p+M32jTCHrBekyssnPTuDArRMc/GGByb07YA8eB9/ZAenWUy6f0mhoMDvcll1fGieVZdsctzM0pyXXi0SqIOWV524f6ukE7MA2+Bmnojj9ENjBg4sLBwH9xs+3Tmq9bHXZmNasZC1Yrdu0saF7rzGejenMxqHOoDLsBOXd3hxQx5t68Vc0VxwpuLqxsdal0dUpgC3KefdPwiCxHkq+CTYqJ1lxrCcE9djfg3WEMknYItBVm4exGm3LBxtlC0WCqKRxzsF3djD9yYPAAw+VC/5sDsxmKPZmDYo5L8jMGKoVvk6jspA0hV7zWTOPkpbSoCAr9HyhFjOnsJaDgMfSwmnjM1chFkEdRaCr3pJiqlIS0saehWlDB5/vYpm/4swy6/ziPptXiDaRxlEhXcREyoDp/095R0bGSuVqOtXXUX3f9I2BG5F6cwOA3f8gTv9OjlO+fwKje4/V9zlQrISysla7yvlwY4uTCA11IJ/Nm+NQ9LXPmDYp+jrGJgoZgk4+KacPLhnBplOwrS3MTt/C/LTN8l6C8bhmLfNmDqLAlN9kCraxUa43IbzwgJ8MEODcPzjdIQtoeSzkW6Oddd8QQ8GWTyxU+spGvdrMPMb7A+oEigsWlbXP+5RW2lw3SE0s/S7manLfWTust5Lviw4R73Uy32PQyrWEyXR0Hu+2IGglKRBCouDlIn/3PeAPPFjfbFfTw1EVC8YagqDRFry9ISkTEahGa4Go+CsK66TOwu6iS7PBY0PQKEe6aMnIe2xzc1EVEZcbQFeqPWN7mxenmMwnaj1kDnUddHz7TsuXsKo1+iDAnUtetCkMUOrrjIGNx9VGkNBvlrkS1NbSwl3cfwynfOc+TH5wD/jP7i85sHcMFHmmerGsulTHg7tfvC/6RJVfRb448ZM3nxVfdxBEGVpDD2G+UFw2XGmmE/DNKWaHJpgdmoBvTQFBU6wrg6rIBYBNJ2XZOv556hpnGn9UoxLx4rD6MkebnAoBo202wuZZ9Q0Zo82LLq4tqkuQqT1kdy2LwbORvpIXDd5758WLittwwlpgmEq+ZXKrx1+N/zfy8OBz1ZUX25dSVUSC89FcUGOCZE3gszmK+x9AceJESUXpc/W1lF9DEIhvCuFeFu+7EMLl3hOicdYPmf2CUrc+LDhBl/cwA/9/hPqZTplsGI8BnXIVys/tTCct/tIJSPHQceDHd6O4517kDz60uM/BF5ICXc9jF883/JWn1h0KoQh4V1fX1m8uS35FSZxvZsg3M/Bpdf+IMOq47j6I6eOcZeDj6sIxpa/q24Vd6KMPjApqV0u+YZ1fhoy1uO3ole3AvtZ8i/eJCeWZh44yaDrhhAYGrG0MFCGDm3rBRZ/gRcUzzxd+fH341/UdlONpge4M0+lLaH8uaxwsI+Cvax2GUMdVoHeO7gJ8dxd8b697HIIJXb+hy/tDDPzLGHiGkrVUDOtVju+khMXBEMdaT4hmxEoYFE4OJd/XFz/2xA6xUtqyc/mVaquw5sLKEnRX/tzT95koLDswFCwFDiaqFEAVF1y4q9lYg+rEnjSO/pXp9r6pDjECJW2BtgMZky1Z4gxW5kBeIJtzZHMOJuKIqMxMMcE5WOVmpQVFkYu8XjnRgVDACyHfZL33YMkXM/YMLrumnUSbm/2OYSr5vgPMtmCY6PoEVKXHpej7sEHUVeFNPnFqZLuuDnnuzZ1uFERdrXHim0wKAWBnSiEyfXRGa8Gl+3zLlIJGfvw+BCLXMKE4lcOelDtTGvLm2aDsUBRiF2LzTgv4uokVvIxxiUAx52Ifav+ua8dICggvvPukU7kueW0qo+DtUwsrk0wRTUnj8znYbI7x8QLjh3JkO3MgL8rxQEFECyqfVXSpvGjTpfoQPgRXgD5G/eiWCe4+nuuFtXyby7BM6+xjdHLJTRfDnmvd8mHvMcXNELGfNjf7HcNU8m1Qo9WN6YRLCn0wOtPruHEd+Qu3GC4r53Jwmy8KjfCmQF48I/OtWxV5S/sE8ZYbM/OnBGvAEGzZqGPX+sr0hPVv9E1jKwiZW4LW5LxlOGgsSZdWBd4nEbQwEKzerXyZFNDnGyAmLahNznfChnR3V3uvgfc4j7C55epc95wXJrrNBQ2xoY42OtxF5fTv+WyOuNLOOuMMJT+dO5Oatwt7M2BnF5P7djE5tgd2fKdU8AU1sW1diW0xr9y0eC7Tk0pygsij3mSl8zwV8Dk5F6w4LlDXSosi7ce6ZUknbxBDNvR9Wsl1RhSqcagg9gUlz4TBYP2UfKA1wPwDSDUKnYu6z0YFaUMlyPh83roQKcSPnOdF+2IlHX2cWocYUPOxnXpQGEUotJsmhcAH1GAzrYVWohQUcQyx+I5NConJpSbC4rBguOnghiTSUPy9feeNSqnorIp53rLRyH/RIrRxi80HpfLL92alH/wiYVMBpcK0Gffpf7VdfNmn5L71tZba0uvaOSRmSXnfez6aXKt0dXN8M9/bAz9xAqOfPYTRzx4Cf/A4MJPGAqXNKAwzhDbiO7vAiZ3qxFeZn1SKS3kttLGBuS6+ssGXvUpHQwuUdW3dQ9De9GvhMy+VNcl5L4xxk9GB0cdRN3JgNRbt2einam2zlUGuU8JgsH5KfmtxCLXcaph5TAM3G4VH7os8dULBl4kAlTKhu+zHanng7XYjlmeDTZDrFCFtvUIgUw368sDXeTSV3VohtFk+Y1ymRKDkqxmMfC1opjJ9fjdl01gMItRLfcc0Pm2nT0IZMdanZD1pvBuD+k2nlHJeKnWS1b7m7VY3cKRNJ8ECb8uHdzAoyDzxKpuZ6/TIVa9Q2Nh8RqP4lsXKEERpt2JvhuLEDnDfA8DP7gd/4IHSqLNXEh3QXSg0TD8mWkPD9xa7uyh2d82nR1QaXyGnbMxpAbfqtsoQdXLBxeBmWwc0nPXatFJbOKkobZtE03uO0y/j3zq4jCFOQ1m7Tbw3ZsmavxZYPyVfB1+rpEp95ZisIq0/9/YiPem2SQrkoCiVf9wTixtnIwyDJUbmR6Pck+HbFl3dg3R5CbjuFgjly3fQnZZ10ZwokMsJ5+ZulW0th7CA8aK0XCrfbJ0rJtpMjZueLp/ytK6pXHW7XyBgbKttE4FWspuPdiSF3/YdNgumzxg2zDXn9xc5+N4eimPHUDzwIIqdndIYM1duEje4BGoNTnV6/xMOdbPZgNh4qu47IXJMNwdCXVh8y3IY3eQ+c93PoYXaJ30w5BlcqLSbpxjrgJyPlnq4aP6e2Hb2BfaHkr8EdKZo1G04qHnqjspUwaDjr+57p+3Kn6wwr+Dor+vdCto8IwnFk4n+TmnnwQV0Gd0oAhlB+qbPNMVchJTbRX54smA5b5Vd9pwQSp1L6ZEsyHxvT3LRISq7XKOMygi8sCnWPDK2e1dZp/Kzd0GssbEimutoY7vjiUintAmDRerFdUVnmr0lHLUN+ThvyHVLSBgYBrf5GipOYl/l4DGyH8eWL+FHlDIjr2lpjdwXSEo+cSDX7jY+A9810SNN7oYrUM/CZeWLvUojFlMQEQIMl/L9q25jFVSrnc7nNZTiLka/egdjasp0BeT7wnn61THArUtAdcz3dFB93BV3xvIf+u8104r2zFRCiUWJVpwm/2gKoEp6QMvX2u59UG2GvB/I9uVVTox5EGsuh+Sl5mlqq6GtPQmdMV51BbyhuqPYAsEiCWVZePR2U2wITPzjzvciCS5furqQvDWBila/z9B6UO8/4AUWV1oGogfWnOCyrWn76VM2mTbZKSgBXT5jTRrfnDfZbdp3D2jyMilEHnSn2rL6hk4WVnXtXBcdNZ8vGi4aIrjcwFJiYuLSoQ9FWN2ckmhUe5gvMTdnOhnnYoixEVNQA0ldoHyjrY9rPcD0OGCd1I7J2JZyvTwh084qz7zmODfcEeExz1du8EsgYa0t+Tp+bO93vagwi4VA8YWWUtJkdfPz5TTWiSAYvEGkOOwtAEtAbLaCv6O9YJEYZFR/V592VzjEzXXzVMQ92E6CBXODjlFReERAIbEvsq1NsMnYHHAIdB87op98LxSjZE1tQzlIXqqXNb0PTIxDHfNuyEZfRdO0GZOt+NmoQW9KMpyEthvJT9nGYNRhvKisKrKfvpbGWUO7mBuoTAOwuOOAILPEfLaU6VQSqfWizCfLPOLy5kXHHOS7QRX3bMjpfdh0Wvn5Bk/3eOqmbgiGHhOV0Bnrp+Q3LAsazmWvvDzdECgT3cSgoM2WkBfgDgj1Yg1gTcHlgy6CTpQd413TZsubDYbuLqA9QSLm3YJDGFs3EV3aUCzalI1BLOjaaWMDbFweIrKMtdkkYm0Oi7zbRtAC/Y2THV1t+kDIXDe6LXWZ+wt2krLPJbaSrsprF8VEpUc25R2dWUXz/b6GGkBaIyxjT1Z2qZvOum6W8n1uGFYhyyACNbG1j9X2U93CqJua+t/uuxGiyk/XyaHxPUtfUt7VnvZEvKAyYRBYOyXfh/pyZXAtCCG0bl2p4MTvAdz8UeGxCSrTyxRmGqXcp1wbNNSk5rSWsm1tT3lf1MXVTqH9FWPO6Gj3yDdJMrCNafOiqswyLr3r1jxRILnn+MI0TlwbcEqfhdKjDg3WOVLdXxBCbdjIR7HUBrQFM10QJZ9i9LDOGMsNyowoJ9RTyJAyOhhSekNjjgUypAnFXmwQuoxJzTc375vwlOs+6cmGywjGo6G4LSdYsXZKvhEhnMK6PHSwWbE6WVZ7miSRLrsi569DnwLAZX2KhSAl1uKCEgP1YtSR7tMXspuBrk4+GI9KJU+8vgxFoO8y+lDgQ8sBHC4sy98YsIw1qQ6zrNnvXRTpSCcMtPQBBopY0H1nH3NftYRTyok1poxrsP96ErSJ6oMPfwgwuPYtnZo2YelYr9E8VKtVAh2BArQljJIVIWFdEUOOJVm4VPSiDO1HZTKhX6R5n+CJJGUSEhISEhISEhIS9hmSkp+QkJCQkJCQkJCwzzAonnxe+RzOMQO0bpYMjBfgPNf4JzIAGcAJ0eEyT3wjn5CAG/UdQz3qMnPpHVd54mguW9SVF+5vbKWRyjPVzSfAjFIH7beJ8l1lle8yzssxwfPq33K/a/K31stUH0htA6VfZCYi4jeL9tX1QZ2/CxZf5TpAWOpHUt00ZZDHOmu2e122QrNHqgMDil1wvoeCz8pfeIGCz9vfFQTlu+q2Ic41kjzQjWOC/HHWRWlbbX7yXBb5GvIyfi+hLTrLRSXHhuzKwDgD+KweA4G5uuvpmBusuvOCG+shy6I5rcxW2e00jHMAWVVuSACyNPesLHNK3kQ5Vq6zc9K3NMqpkTnSw/DMkj+lfar2YOJ+CPkbCO+VY7OwjAdCPcuCm3kD0rxGhzZRZbGal1/7Nca1q17K8znm1U8DJUBJAAAwPqAe+t73vocLL7xw1dVISEhISEhISEhw4NZbb8UFF1yw6mokGDAoS/4ZZ5wBALjjjjtw6qmnrrg2CX3j2LFjeOQjH4kf/OAHOHTo0Kqrk9AzUn+fXEj9fXIh9ffJhfvvvx/nnXderbclDBODUvKzrAwROPXUU5OQOIlw6NCh1N8nEVJ/n1xI/X1yIfX3yQWhtyUME6l3EhISEhISEhISEvYZkpKfkJCQkJCQkJCQsM8wKCV/Y2MD119/PTY2NlZdlYQlIPX3yYXU3ycXUn+fXEj9fXIh9fd6YFDsOgkJCQkJCQkJCQkJ3TEoS35CQkJCQkJCQkJCQnckJT8hISEhISEhISFhnyEp+QkJCQkJCQkJCQn7DEnJT0hISEhISEhISNhn6FXJ/53f+R0wxhr/XXTRRfXznZ0d/KN/9I9w5pln4uDBg7jqqqvwk5/8pJHHHXfcgec+97nY3t7G2WefjTe84Q2Yz+d9VjshELb+vvfee/GP//E/xmMf+1hsbW3hvPPOw2/91m/h/vvvb+SR+nt94JrfApxzPOc5zwFjDB/96Ecbz1J/rw8o/X3jjTfil3/5l3HgwAEcOnQIz3jGM3DixIn6+b333ouXvvSlOHToEE477TT8xm/8Bh588MFlf0oCAa7+vuuuu/Cyl70MR44cwYEDB/CkJz0JH/7whxt5pP5eL/zoRz/C1VdfjTPPPBNbW1u4+OKLcfPNN9fPOef45//8n+Pcc8/F1tYWrrjiCtxyyy2NPFKfDwu933j7cz/3c/jMZz6zKHC8KPJ1r3sdPv7xj+NDH/oQTj31VLz2ta/F85//fHzhC18AAOR5juc+97k4cuQIvvjFL+LOO+/ENddcg8lkgn/9r/9131VPCICpv3/84x/jxz/+Md761rfi8Y9/PL7//e/jVa96FX784x/jT/7kTwCk/l5H2Oa3wL//9/8ejLHW76m/1w+2/r7xxhvx7Gc/G7/927+N//Af/gPG4zH+6q/+qnEj5ktf+lLceeed+PSnP43ZbIZrr70Wr3jFK/CBD3xgqd+RQIOtv6+55hrcd999+NjHPobDhw/jAx/4AH7t134NN998My655BIAqb/XCT/72c/wtKc9Db/0S7+ET3ziEzjrrLNwyy234PTTT6/T/Nt/+2/xtre9De9///tx/vnn47rrrsOVV16Jb37zm9jc3ASQ+nxw4D3i+uuv50984hO1z+677z4+mUz4hz70ofq3b33rWxwAv/HGGznnnP/pn/4pz7KM33XXXXWad73rXfzQoUN8d3e3z6onBMDW3zp88IMf5NPplM9mM8556u91A6W/v/KVr/CHP/zh/M477+QA+Ec+8pH6Werv9YKrvy+77DL+pje9yfj8m9/8JgfAv/SlL9W/feITn+CMMf6jH/0oZlUTIsDV3wcOHOD/6T/9p8ZvZ5xxBv/DP/xDznnq73XDP/2n/5Q//elPNz4vioIfOXKE/7t/9+/q3+677z6+sbHB/+t//a+c89TnQ0TvPvm33HILHvawh+GCCy7AS1/6Utxxxx0AgC9/+cuYzWa44oor6rQXXXQRzjvvPNx4440ASsvQxRdfjHPOOadOc+WVV+LYsWP467/+676rnhAAU3/rcP/99+PQoUO1dSj19/rB1t/Hjx/HS17yErzjHe/AkSNHWu+m/l4/mPr77rvvxk033YSzzz4bT33qU3HOOefgb//tv43Pf/7z9bs33ngjTjvtNFx66aX1b1dccQWyLMNNN9209G9JcMM2v5/61Kfiv//3/457770XRVHgv/23/4adnR384i/+IoDU3+uGj33sY7j00kvxwhe+EGeffTYuueQS/OEf/mH9/LbbbsNdd93V0NlOPfVUXHbZZQ2dLfX5sNCrkn/ZZZfhfe97Hz75yU/iXe96F2677Tb8wi/8Ah544AHcddddmE6nOO200xrvnHPOObjrrrsAlD5/sgIgnotnCcOCrb9V/L//9//wr/7Vv8IrXvGK+rfU3+sFV3+/7nWvw1Of+lT86q/+qvb91N/rBVt/f+973wNQ+nH/w3/4D/HJT34ST3rSk/DMZz6z9tm96667cPbZZzfyHI/HOOOMM1J/DxCu+f3BD34Qs9kMZ555JjY2NvDKV74SH/nIR/DoRz8aQOrvdcP3vvc9vOtd78JjHvMYfOpTn8KrX/1q/NZv/Rbe//73A1jIZJ3MlnW21OfDQq8++c95znPqfz/hCU/AZZddhqNHj+KDH/wgtra2+iw6YQWw9fdv/MZv1M+OHTuG5z73uXj84x+P3/md31lBTRNiwNbfZ511Fj73uc/hK1/5ygprmBATtv5+3OMeBwB45StfiWuvvRYAcMkll+Czn/0s3vve9+J3f/d3V1LnhHC45Pl1112H++67D5/5zGdw+PBhfPSjH8Wv/dqv4c///M9x8cUXr7DmCSEoigKXXnppHQ91ySWX4Bvf+Ab+43/8j/j1X//1FdcuIRRLpdA87bTT8Df+xt/Ad7/7XRw5cgR7e3u47777Gml+8pOf1Ef7R44cabHtiL91x/8Jw4Lc3wIPPPAAnv3sZ+OUU07BRz7yEUwmk/pZ6u/1htzfn/vc53DrrbfitNNOw3g8rl2yrrrqqvo4P/X3ekPu73PPPRcA8PjHP76R5nGPe1zt4nHkyBHcfffdjefz+Rz33ntv6u81gNzft956K97+9rfjve99L575zGfiiU98Iq6//npceumleMc73gEg9fe64dxzz3XOXwBamS3rbKnPh4WlKvkPPvggbr31Vpx77rn4W3/rb2EymeCzn/1s/fzb3/427rjjDlx++eUAgMsvvxxf//rXG4Pm05/+NA4dOtQajAnDg9zfQGnBf9aznoXpdIqPfexjdTS+QOrv9Ybc32984xvxta99DV/96lfr/wDgD/7gD/DHf/zHAFJ/rzvk/n7Uox6Fhz3sYfj2t7/dSPOd73wHR48eBVD293333Ycvf/nL9fPPfe5zKIoCl1122VLrnuAPub+PHz8OAA3mJAAYjUYoigJA6u91w9Oe9jTr/D3//PNx5MiRhs527Ngx3HTTTQ2dLfX5wNBnVO/rX/96/md/9mf8tttu41/4whf4FVdcwQ8fPszvvvtuzjnnr3rVq/h5553HP/e5z/Gbb76ZX3755fzyyy+v35/P5/znf/7n+bOe9Sz+1a9+lX/yk5/kZ511Fv/t3/7tPqudEAhbf99///38sssu4xdffDH/7ne/y++88876v/l8zjlP/b1ucM1vFVDYdVJ/rxdc/f0Hf/AH/NChQ/xDH/oQv+WWW/ib3vQmvrm5yb/73e/WeTz72c/ml1xyCb/pppv45z//ef6YxzyGv/jFL17VJyVYYOvvvb09/uhHP5r/wi/8Ar/pppv4d7/7Xf7Wt76VM8b4xz/+8TqP1N/rg7/8y7/k4/GYv+Utb+G33HIL/y//5b/w7e1tfsMNN9Rpfu/3fo+fdtpp/H/+z//Jv/a1r/Ff/dVf5eeffz4/ceJEnSb1+bDQq5L/ohe9iJ977rl8Op3yhz/84fxFL3pRQ+CfOHGCv+Y1r+Gnn346397e5n//7/99fueddzbyuP322/lznvMcvrW1xQ8fPsxf//rX15SLCcOCrb//9//+3xyA9r/bbrutziP19/rANb9VqEo+56m/1wmU/v7d3/1d/ohHPIJvb2/zyy+/nP/5n/954/k999zDX/ziF/ODBw/yQ4cO8WuvvZY/8MADy/yMBCJc/f2d73yHP//5z+dnn302397e5k94whNalJqpv9cL/+t//S/+8z//83xjY4NfdNFF/N3vfnfjeVEU/LrrruPnnHMO39jY4M985jP5t7/97Uaa1OfDAuOc89WdIyQkJCQkJCQkJCQkxMZSffITEhISEhISEhISEvpHUvITEhISEhISEhIS9hmSkp+QkJCQkJCQkJCwz5CU/ISEhISEhISEhIR9hqTkJyQkJCQkJCQkJOwzJCU/ISEhISEhISEhYZ8hKfkJCQkJCQkJCQkJ+wxJyU9ISEhISEhISEjYZ0hKfkJCwr7F7bffDsYYHvWoR626Kp1RFAUuvfRSHDlyBA899FBwPjfccAMYY3jnO98ZsXYJCQkJCUNDUvITEhLWFo961KPAGMPtt9++6qr0jve85z348pe/jOuuuw4HDhwIzuclL3kJLr74Ylx33XW49957I9YwISEhIWFISEp+QkLCvsXDH/5wfOtb38JnP/vZVVelE06cOIF/9s/+GR72sIfhFa94Rae8sizD9ddfj3vvvRdvfvObI9UwISEhIWFoSEp+QkLCvsVkMsFFF12ECy+8cNVV6YQbbrgBP/3pT3HNNddgMpl0zu95z3sezjrrLLznPe/Bgw8+GKGGCQkJCQlDQ1LyExIS1g7ve9/7wBjD97//fQDA+eefD8ZY/d+f/dmfAbD75Iu0QKlEP+UpT8HBgwdx1lln4cUvfjHuuOMOAADnHG9/+9vxN//m38SBAwdw+PBhvPzlL8fdd99trN93vvMdvPKVr8SFF16Izc1NnHrqqXjGM56BG264Ieh73/72twMAXv7yl2uf33LLLfgH/+Af4Pzzz8fGxgYOHjyIo0eP4rnPfS7++I//uJV+MpngJS95CY4dO4b//J//c1CdEhISEhKGDcY556uuREJCQoIPPv/5z+OP/uiP8Cd/8id46KGHcNVVV+HgwYP18ze+8Y246KKLcPvtt+P888/H0aNHW377QsF/4xvfiLe+9a14xjOegTPOOAN/+Zd/iTvuuAOPfOQj8Vd/9Vd41atehY997GP4xV/8RWxtbeELX/gC7r77bjzhCU/Al770JUyn00a+H/rQh3DNNddgZ2cHF110ER73uMfh/vvvx0033YSHHnoI1157Ld773veSv/W2227DBRdcgEc84hH4wQ9+0Hr+jW98A0972tNw7NgxPPaxj8XP/dzPYTQa4Yc//CG+/vWv48ILL8RXv/rV1nsf//jH8Xf/7t/Fs571LHzqU58i1ychISEhYU3AExISEtYUR48e5QD4bbfdpn1+2223cQD86NGjrWcAOAB+5pln8q9+9av178ePH+dPf/rTOQB+8cUX8wsvvJDffvvt9fOf/vSn/NGPfjQHwG+44YZGnl/72tf4xsYG39zc5B/+8Icbz26//XZ+8cUXcwD8/e9/P/kb/+iP/ogD4C984Qu1z6+99loOgL/5zW9uPTt+/Dj/P//n/2jfu+eeezhjjG9vb/Pd3V1yfRISEhIS1gPJXSchIeGkxr/8l/8ST3ziE+u/t7a28E/+yT8BAHz961/H2972Nhw9erR+fvjwYbz61a8GgFZA71ve8hbs7u7izW9+M57//Oc3nh09ehTvec97AABve9vbyPX7yle+AgB43OMep33+k5/8BADwK7/yK61nW1tbeMYznqF974wzzsCRI0dw/Phx/N//+3/J9UlISEhIWA8kJT8hIeGkhk45fsxjHgMAGI/HeNaznmV8/uMf/7j+rSgKfOITnwAAvOhFL9KWdemll+LgwYP4yle+gp2dHVL9hBJ/5plnap8/5SlPAQC8+tWvxqc+9SlyvnKeooyEhISEhP2DpOQnJCSc1DjvvPNavwn//nPPPRfj8bj1/JRTTgGAhkJ9zz334NixYwCARz7ykY1AYPFflmV48MEHURQF7rnnHlL97r//fgDAoUOHtM/f8IY34IorrsBNN92EZz/72Th06BCe/OQn4/Wvfz2+9KUvWfMWef7sZz8j1SUhISEhYX3QXr0SEhISTiJkmdnWYXumoiiK+t+//uu/7ky/sbFByve0004DgHoDoWJ7exuf/vSn8aUvfQmf/OQn8cUvfhFf/OIXcfPNN+P3f//38ZrXvAbveMc7tO+KDcTpp59OqktCQkJCwvogKfkJCQkJEXD48GFsbW3hxIkTeOtb34rDhw9Hyffss88GAKfl/8lPfjKe/OQnAwDm8zk++tGP4pprrsE73/lOvOAFL8Av/dIvtd4ReZ5zzjlR6pqQkJCQMBwkd52EhIS1haCvnM/nK64JMBqN8Hf+zt8BAHzwgx+Mlu+TnvQkAMA3v/lN8jvj8RgveMELcOWVVwKAlkLznnvuwV133YXt7W1jUG9CQkJCwvoiKfkJCQlri0c84hEAgL/+679ecU1KXH/99ZhOp3jDG96A97///Q0XHoFvfOMb+B//43+Q8xQW+BtvvFH7/J3vfCe+/e1vt36/6667cPPNNwNAgx1I4Itf/CIA4OlPf3qUW3QTEhISEoaFpOQnJCSsLa666ioAwNVXX42rrroKv/mbv4nf/M3f1Cq9y8CTnvSk+lbbl7/85Th69CiuvPJKXH311fiVX/kVPPKRj8TFF1/sZek///zz8YQnPAE/+tGP8K1vfav1/N3vfjcuuugiXHDBBXje856Hq6++GldeeSUuuOAC/PCHP8Qv//Iv43nPe17rvc985jMAgL/39/5e2McmJCQkJAwaySc/ISFhbfHqV78aDzzwAG644Qb86Z/+ac12c/XVV+Oxj33sSur0whe+EE9+8pPxtre9DZ/+9KfxhS98AXme45xzzsGjH/1ovPa1r8ULXvACrzxf+9rX4hWveAXe97734d/8m3/TePaWt7wFH//4x/EXf/EX+Iu/+Avcf//9OPvss3HZZZfh2muvxYtf/OIWQ9BsNsMHPvABHDp0CC972cs6f3NCQkJCwvDAOOd81ZVISEhISDDj+PHjeNSjHoXxeIzbb7+9jkUIxYc//GG84AUvwOte9zr8/u//fqRaJiQkJCQMCcldJyEhIWHg2N7exlve8hbceeedePe7390pr6Io8C/+xb/AGWecgTe96U2RapiQkJCQMDQkS35CQkLCGqAoCjzlKU/BD3/4Q9x66604cOBAUD433HADXvayl+Ed73gHXvOa10SuZUJCQkLCUJCU/ISEhISEhISEhIR9huSuk5CQkJCQkJCQkLDPkJT8hISEhISEhISEhH2GpOQnJCQkJCQkJCQk7DMkJT8hISEhISEhISFhnyEp+QkJCQkJCQkJCQn7DEnJT0hISEhISEhISNhnSEp+QkJCQkJCQkJCwj5DUvITEhISEhISEhIS9hmSkp+QkJCQkJCQkJCwz/D/AYbQ8BWSqEbOAAAAAElFTkSuQmCC\n", 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\n", 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