From 8d43d8429b6fa38d0a505cb5ebda25b5870cdd2b Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Mon, 19 Dec 2022 14:34:28 -0800 Subject: [PATCH 01/36] Adding beginning of unit metrics and unit waveform notebooks. --- .../visualize_unit_metrics.ipynb | 1093 +++++++++++++++++ .../visualize_unit_waveform.ipynb | 1047 ++++++++++++++++ 2 files changed, 2140 insertions(+) create mode 100644 docs/visualization/visualize_unit_metrics.ipynb create mode 100644 docs/visualization/visualize_unit_waveform.ipynb diff --git a/docs/visualization/visualize_unit_metrics.ipynb b/docs/visualization/visualize_unit_metrics.ipynb new file mode 100644 index 00000000..0d5aedcc --- /dev/null +++ b/docs/visualization/visualize_unit_metrics.ipynb @@ -0,0 +1,1093 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "afa6fc9b", + "metadata": {}, + "source": [ + "# Visualizing Unit Quality Metrics" + ] + }, + { + "cell_type": "markdown", + "id": "1c471992", + "metadata": {}, + "source": [ + "This content is taken and adapted from the [Allen SDK Documentation](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html). Further explanation for each metric can be there." + ] + }, + { + "cell_type": "markdown", + "id": "813f07b7", + "metadata": {}, + "source": [ + "This Jupyter notebook will provide a detailed explanation of the unit quality metrics included in ecephys NWB Files. It's important to pay attention to quality metrics, because failing to apply them correctly could lead to invalid scientific conclusions, or could end up hiding potentially useful data. To help you avoid these pitfalls, this tutorial will explore how these metrics are calculated, how they can be biased, and how they should be applied to specific use cases. It's important to keep in mind that none of these metrics are perfect, and that the use of unit quality metrics for filtering ephys data is still an evolving area of research. More work is required in order to establish general-purpose best practices and standards in this domain." + ] + }, + { + "cell_type": "markdown", + "id": "6ee9e37f", + "metadata": {}, + "source": [ + "All of the Allen Institute Neuropixels data has been sorted with [Kilosort2](https://github.com/MouseLand/Kilosort), a template-matching algorithm developed by Marius Pachitariu at HHMI Janelia Research Campus. Because there is no \"ground truth\" information available in these datasets, any sorting algorithm is bound to make mistakes. Quality metrics allow us to understand the types of mistakes that are occurring, and obtain an estimate of their severity. Some common errors that can be identified by quality metrics include:\n", + "- Assigning spikes from multiple neurons to the same cluster\n", + "- Missing spikes from neurons with waveform amplitude near the spike detection threshold\n", + "- Failing to track neurons with waveforms that change as a result of electrode drift\n" + ] + }, + { + "cell_type": "markdown", + "id": "f44393a6", + "metadata": {}, + "source": [ + "These mistakes can occur even in units that appear to be extremely well isolated. It's misleading to conceive of units as existing in two distinct categories, one with perfectly clean \"single units\" and one with impure \"multiunits.\" Instead, there's a gradient of qualities, with mostly complete, uncontaminated units at one end, and incomplete, highly contaminated units at the other.\n", + "\n", + "Despite the fact that there's not a clear division between single-unit and multi-unit activity, we still have to make a binary decision in every analysis we carry out: should this unit be included or not? Ideally this decision should be based on objective metrics that will not bias the end results. By default, the AllenSDK uses three quality metrics, isi_violations, amplitude_cutoff, and presence_ratio, to filter out units that are likely to be highly contaminated or missing lots of spikes. However, the default values of these filters may not be appropriate for your analysis, or you may want to disable them entirely. Reading through this tutorial will give you a better understanding of how these (and other) metrics should be applied, so you can apply them effectively throughout your own explorations of this dataset." + ] + }, + { + "cell_type": "markdown", + "id": "cb9fcf18", + "metadata": {}, + "source": [ + "### Environment Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "0746ea40", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from dandi import dandiapi\n", + "from pynwb import NWBHDF5IO\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "id": "104850bd", + "metadata": {}, + "source": [ + "### Downloading an NWB File\n", + "If you don't already have a file to analyze, you can use a file from The Allen Institute's `Visual Coding - Neuropixels` dataset. If you want to choose your own file to download, set `dandiset_id` and `dandi_filepath` accordingly." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6b736a83", + "metadata": {}, + "outputs": [], + "source": [ + "dandiset_id = \"000021\"\n", + "dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n", + "download_loc = \".\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ca2943d2", + "metadata": {}, + "outputs": [], + "source": [ + "filename = dandi_filepath.split(\"/\")[-1]\n", + "filepath = f\"{download_loc}/{filename}\"\n", + "\n", + "my_dandiset = dandiapi.DandiAPIClient().get_dandiset(dandiset_id)\n", + "file = my_dandiset.get_asset_by_path(dandi_filepath)\n", + "# this may take awhile, especially if the file to download is large\n", + "file.download(filepath)\n", + "\n", + "print(f\"Downloaded file to {filepath}\")" + ] + }, + { + "cell_type": "markdown", + "id": "3bc98b54", + "metadata": {}, + "source": [ + "### Reading a Stimulus File" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "0b47a289", + "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" + ] + }, + { + "data": { + "text/html": [ + "
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snrqualitypresence_ratiospreadcumulative_driftisolation_distanceamplitudefiring_ratenn_hit_rateisi_violations...waveform_durationlocal_indexmax_driftvelocity_abovecluster_idpeak_channel_idd_primespike_timesspike_amplitudeswaveform_mean
id
9509221462.276506good0.9940.0262.5948.682817173.5558503.5343620.9514560.040655...0.480737724.71-1.92294878502611945.529560[31.490034958356276, 32.92370245071491, 35.505...[0.0001615638969686343, 0.0001146743934257875,...[[0.0, -0.16964999999999364, 0.642329999999995...
9509220202.451651good0.9960.0313.1430.717576114.4938604.2188330.8443710.116510...0.563149115.30-0.52979218502611942.341324[27.189465814863283, 27.352032575157004, 27.41...[0.0001779263088556941, 0.0001903679273326421,...[[0.0, -0.8997299999999999, -0.872429999999994...
9509219962.556012good0.9930.0299.8339.067902102.9896406.4996490.9046590.105187...0.535678020.020.34338408502611943.750008[26.971165689137713, 27.075865749437607, 27.10...[0.0001381400932624782, 0.000185573120709172, ...[[0.0, 2.752229999999992, 0.5171399999999995, ...
9509220841.847681good0.9940.0460.5121.987697143.7497103.7150210.5537411.181287...0.631826430.470.20603048502611962.192356[27.442999294214125, 27.739099464747063, 27.91...[0.0001200643878712399, 0.00011509520337930783...[[0.0, 0.5342999999999982, 0.10296000000000127...
9509220631.856763good0.9940.0266.3847.741669140.4507008.3895650.9020000.312214...0.59062039.71-0.68676738502611963.256906[27.284332536166527, 27.39949926916116, 27.456...[0.000126385992005961, 0.00018898987536720963,...[[0.0, -0.21762000000000725, -1.52996999999998...
..................................................................
9509126251.783778good0.99120.0293.6158.85519552.5464552.1580570.9266670.751051...1.68944726026.27-0.0196222618502647483.499737[29.44196426953433, 29.903998361251567, 30.051...[7.312737863130707e-05, 7.212584164901977e-05,...[[0.0, -0.2886000000000628, -0.334035000000056...
9509126133.675548noise0.9540.052.61107.547908142.0943550.1963250.9960320.000000...0.12361825921.891.3735342608502647488.979402[73.9129372642996, 74.18597104579126, 74.64837...[0.00019435351889221552, 0.0002024301302557703...[[0.0, 1.5533699999999797, 3.8777699999999804,...
9509125832.768432good0.9950.0239.2578.34183183.2819654.7072460.9846670.755736...0.64556125618.300.6867672578502647484.122820[42.61581922646583, 51.72810085005413, 51.8613...[7.723552532364613e-05, 8.877822503071246e-05,...[[0.0, -0.772980000000075, -2.6371800000000114...
9509126561.951559good0.9950.0311.2629.07100363.7494000.4743060.4695201.943517...0.65929626336.630.8241212648502647582.009819[29.13909710574075, 29.144330447664103, 29.145...[6.265858144659018e-05, 4.782966507921134e-05,...[[0.0, -0.8028149999999918, -0.141960000000008...
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2779 rows × 29 columns

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" + ], + "text/plain": [ + " snr quality presence_ratio spread cumulative_drift \\\n", + "id \n", + "950922146 2.276506 good 0.99 40.0 262.59 \n", + "950922020 2.451651 good 0.99 60.0 313.14 \n", + "950921996 2.556012 good 0.99 30.0 299.83 \n", + "950922084 1.847681 good 0.99 40.0 460.51 \n", + "950922063 1.856763 good 0.99 40.0 266.38 \n", + "... ... ... ... ... ... \n", + "950912625 1.783778 good 0.99 120.0 293.61 \n", + "950912613 3.675548 noise 0.95 40.0 52.61 \n", + "950912583 2.768432 good 0.99 50.0 239.25 \n", + "950912656 1.951559 good 0.99 50.0 311.26 \n", + "950913039 5.614258 good 0.44 50.0 12.62 \n", + "\n", + " isolation_distance amplitude firing_rate nn_hit_rate \\\n", + "id \n", + "950922146 48.682817 173.555850 3.534362 0.951456 \n", + "950922020 30.717576 114.493860 4.218833 0.844371 \n", + "950921996 39.067902 102.989640 6.499649 0.904659 \n", + "950922084 21.987697 143.749710 3.715021 0.553741 \n", + "950922063 47.741669 140.450700 8.389565 0.902000 \n", + "... ... ... ... ... \n", + "950912625 58.855195 52.546455 2.158057 0.926667 \n", + "950912613 107.547908 142.094355 0.196325 0.996032 \n", + "950912583 78.341831 83.281965 4.707246 0.984667 \n", + "950912656 29.071003 63.749400 0.474306 0.469520 \n", + "950913039 NaN 153.586516 0.055410 NaN \n", + "\n", + " isi_violations ... waveform_duration local_index max_drift \\\n", + "id ... \n", + "950922146 0.040655 ... 0.480737 7 24.71 \n", + "950922020 0.116510 ... 0.563149 1 15.30 \n", + "950921996 0.105187 ... 0.535678 0 20.02 \n", + "950922084 1.181287 ... 0.631826 4 30.47 \n", + "950922063 0.312214 ... 0.590620 3 9.71 \n", + "... ... ... ... ... ... \n", + "950912625 0.751051 ... 1.689447 260 26.27 \n", + "950912613 0.000000 ... 0.123618 259 21.89 \n", + "950912583 0.755736 ... 0.645561 256 18.30 \n", + "950912656 1.943517 ... 0.659296 263 36.63 \n", + "950913039 0.000000 ... 0.851591 297 8.86 \n", + "\n", + " velocity_above cluster_id peak_channel_id d_prime \\\n", + "id \n", + "950922146 -1.922948 7 850261194 5.529560 \n", + "950922020 -0.529792 1 850261194 2.341324 \n", + "950921996 0.343384 0 850261194 3.750008 \n", + "950922084 0.206030 4 850261196 2.192356 \n", + "950922063 -0.686767 3 850261196 3.256906 \n", + "... ... ... ... ... \n", + "950912625 -0.019622 261 850264748 3.499737 \n", + "950912613 1.373534 260 850264748 8.979402 \n", + "950912583 0.686767 257 850264748 4.122820 \n", + "950912656 0.824121 264 850264758 2.009819 \n", + "950913039 0.686767 298 850264764 NaN \n", + "\n", + " spike_times \\\n", + "id \n", + "950922146 [31.490034958356276, 32.92370245071491, 35.505... \n", + "950922020 [27.189465814863283, 27.352032575157004, 27.41... \n", + "950921996 [26.971165689137713, 27.075865749437607, 27.10... \n", + "950922084 [27.442999294214125, 27.739099464747063, 27.91... \n", + "950922063 [27.284332536166527, 27.39949926916116, 27.456... \n", + "... ... \n", + "950912625 [29.44196426953433, 29.903998361251567, 30.051... \n", + "950912613 [73.9129372642996, 74.18597104579126, 74.64837... \n", + "950912583 [42.61581922646583, 51.72810085005413, 51.8613... \n", + "950912656 [29.13909710574075, 29.144330447664103, 29.145... \n", + "950913039 [337.8434371471428, 482.34377433035434, 765.73... \n", + "\n", + " spike_amplitudes \\\n", + "id \n", + "950922146 [0.0001615638969686343, 0.0001146743934257875,... \n", + "950922020 [0.0001779263088556941, 0.0001903679273326421,... \n", + "950921996 [0.0001381400932624782, 0.000185573120709172, ... \n", + "950922084 [0.0001200643878712399, 0.00011509520337930783... \n", + "950922063 [0.000126385992005961, 0.00018898987536720963,... \n", + "... ... \n", + "950912625 [7.312737863130707e-05, 7.212584164901977e-05,... \n", + "950912613 [0.00019435351889221552, 0.0002024301302557703... \n", + "950912583 [7.723552532364613e-05, 8.877822503071246e-05,... \n", + "950912656 [6.265858144659018e-05, 4.782966507921134e-05,... \n", + "950913039 [0.00020659054532627926, 0.0002013167325864663... \n", + "\n", + " waveform_mean \n", + "id \n", + "950922146 [[0.0, -0.16964999999999364, 0.642329999999995... \n", + "950922020 [[0.0, -0.8997299999999999, -0.872429999999994... \n", + "950921996 [[0.0, 2.752229999999992, 0.5171399999999995, ... \n", + "950922084 [[0.0, 0.5342999999999982, 0.10296000000000127... \n", + "950922063 [[0.0, -0.21762000000000725, -1.52996999999998... \n", + "... ... \n", + "950912625 [[0.0, -0.2886000000000628, -0.334035000000056... \n", + "950912613 [[0.0, 1.5533699999999797, 3.8777699999999804,... \n", + "950912583 [[0.0, -0.772980000000075, -2.6371800000000114... \n", + "950912656 [[0.0, -0.8028149999999918, -0.141960000000008... \n", + "950913039 [[0.0, -0.040231578947345525, -0.1954105263157... \n", + "\n", + "[2779 rows x 29 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stim_filepath = f\"../../../data/visual_coding/sub-699733573_ses-715093703.nwb\"\n", + "stim_io = NWBHDF5IO(stim_filepath, mode=\"r\", load_namespaces=True)\n", + "stim_file = stim_io.read() \n", + "units = stim_file.units.to_dataframe()\n", + "units" + ] + }, + { + "cell_type": "markdown", + "id": "a74eee80", + "metadata": {}, + "source": [ + "### Firing Rate\n", + "*Firing rate* is equal to the total number of spikes divided by the number of seconds in the recording. Below is a density plot of firing rate across all units in the dataset as well as a log-scaled version." + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "f3d5b46f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = units['firing_rate']\n", + "bins = np.linspace(0,50,100)\n", + "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(bin_edges[:-1], hist)" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "c0f49999", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = np.log10(units['firing_rate'])\n", + "bins = np.linspace(-3,3,100)\n", + "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(bin_edges[:-1], hist)" + ] + }, + { + "cell_type": "markdown", + "id": "a2e0ffc2", + "metadata": {}, + "source": [ + "### Presence Ratio\n", + "*Presence ratio* measures the fraction of time during a session in which a unit is spiking, and ranges from 0 to 0.99. This can be helpful for detecting units that drift out of the recording during a session." + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "8d0c1319", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = units['presence_ratio']\n", + "bins = np.linspace(0,1,100)\n", + "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(bin_edges[:-1], hist)" + ] + }, + { + "cell_type": "markdown", + "id": "02f6a446", + "metadata": {}, + "source": [ + "### Amplitude Cutoff\n", + "*Amplitude cutoff* is a way to check for units that are missing spikes. Unlike presence ratio, which can detect units that drift out of the recording, amplitude cutoff provides an estimate of the false negative rate—e.g., the fraction of spikes below the spike detection threshold. Thus, amplitude cutoff is a measure of unit \"completeness\" that is complementary to presence ratio." + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "1a9c70f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = units['amplitude_cutoff']\n", + "bins = np.linspace(0,0.5,100)\n", + "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(bin_edges[:-1], hist)" + ] + }, + { + "cell_type": "markdown", + "id": "421dfea1", + "metadata": {}, + "source": [ + "### ISI Violations\n", + "*Inter-spike-interval violations* are a classic measure of unit contamination. Because all neurons have a biophysical refractory period, we can assume that any spikes occurring in rapid succession (<1.5 ms intervals) come from two different neurons. Therefore, the more a unit is contaminated by spikes from multiple neurons, the higher its isi_violations value will be.\n", + "\n", + "The calculation for ISI violations comes from Hill et al. (2011) J Neurosci 31: 8699-8705. Rather than reporting the fraction of spikes with ISI violations, their metric reports the relative firing rate of the hypothetical neurons that are generating these violations. You can interpret an ISI violations value of 0.5 as meaning that contamining spikes are occurring at roughly half the rate of \"true\" spikes for that unit. In cases of highly contaminated units, the ISI violations value can sometimes be even greater than 1." + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "6bc82442", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = units['isi_violations']\n", + "bins = np.linspace(0,10,100)\n", + "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(bin_edges[:-1], hist)" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "2dcfd22e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = np.log10(units['isi_violations'])\n", + "bins = np.linspace(-5,2.5,100)\n", + "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(bin_edges[:-1], hist)" + ] + }, + { + "cell_type": "markdown", + "id": "26b12eb4", + "metadata": {}, + "source": [ + "### SNR\n", + "*Signal-to-noise ratio*, or SNR, is another classic metric of unit quality. It measures the ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on one channel." + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "d7684b48", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = units['snr']\n", + "bins = np.linspace(0,10,100)\n", + "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(bin_edges[:-1], hist)" + ] + }, + { + "cell_type": "markdown", + "id": "97ac5d3a", + "metadata": {}, + "source": [ + "### Isolation Distance\n", + "*Isolation distance* is a metric based on the principal components (PCs) of a unit's waveforms. After the spike sorting step is complete, the waveforms for every spike are projected into a lower-dimensional principal component space. The higher the isolation distance, the more a unit is separated from its neighbors in PC space, and therefore the lower the likelihood that it's contamined by spikes from multiple units. For more information on this, read the [Allen SDK Documentation](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html#isolation_distance)." + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "cdcc2923", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = units['isolation_distance']\n", + "bins = np.linspace(0,200,100)\n", + "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(bin_edges[:-1], hist)" + ] + }, + { + "cell_type": "markdown", + "id": "f29df1c5", + "metadata": {}, + "source": [ + "### d-prime\n", + "Like isolation distance, *d-prime* is another metric calculated for the waveform PCs. It uses linear discriminant analysis to calculate the separability of one unit's PC cluster and all of the others. A higher d-prime value indicates that the unit is better isolated from its neighbors." + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "8be58216", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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OCRERqZfXgWXbtm3Izc3FmjVrcPDgQUydOhXZ2dmoqqryeHxhYSGWLFmCL774AkVFRUhMTMS8efNw8eJFt+Pmz5+PiooK6fHWW2/174qoXwZ7hlBvIoP0CDG6ZtkXnKxETUMLAvU6TEuKkALLJQYWIiLV8jqwbNiwAcuXL0dOTg4mTJiAzZs3IygoCFu2bPF4/BtvvIEHH3wQ6enpGD9+PF566SU4nU4UFBS4HWc0GhEbGys9IiMjPZ6PBocUWHzUw6LRaKQl+t/aWwIAyEiLgjFAh8ggPQDA0sgaFiIitfIqsNjtdhw4cABZWVkdJ9BqkZWVhaKioj6do7GxEa2trYiKcl+evbCwECNGjMC4ceOwYsUK1NbWdnuOlpYWWK1WtwddnZpBXJa/r5LbA8tX7cNBN4yOBgDWsBARkXeBpaamBg6HAzExMW7Px8TEwGw29+kcjz/+OOLj491Cz/z58/Haa6+hoKAA69atw86dO3HrrbfC4XB4PEdeXh7Cw8OlR2JiojeXQR74ekgIAJKGuS/Zf70YWFjDQkSkekO6NP/atWvx9ttvo7CwECaTSXp+8eLF0p8nT56MKVOmYNSoUSgsLMQtt9zS5TyrVq1Cbm6u9LXVamVouUq+XDROJA4JudphwPj2HZ6jgl1DQuxhISJSL696WKKjo6HT6VBZWen2fGVlJWJjY3t87/r167F27Vp8+umnmDJlSo/HpqWlITo6GmfOnPH4utFoRFhYmNuDrs5g7tTcV0mdAsv1o6Oh0WgAABFSDwtrWIiI1MqrwGIwGDB9+nS3glmxgDYzM7Pb9z377LN45plnkJ+fjxkzZvT6fcrKylBbW4u4uDhvmkdXwR9qWK4MLCJxITvOEiIiUi+vZwnl5ubixRdfxNatW3HixAmsWLECNpsNOTk5AIClS5di1apV0vHr1q3Dk08+iS1btiAlJQVmsxlmsxkNDQ0AgIaGBvz617/G7t27cf78eRQUFGDBggUYPXo0srOzB+gyqSctbQ6p98JXs4QAICEiEMEGHXRaDeaM6QgsYg1LXVMrHOL2zUREpCpe17AsWrQI1dXVWL16NcxmM9LT05Gfny8V4paUlECr7chBL7zwAux2O+68806386xZswZPPfUUdDodDh8+jK1bt8JisSA+Ph7z5s3DM888A6PRdx+ealLb4Oq50Os0CA/U+6wdhgAttiybiZY2J+LCA6XnI9qnNQuCK7T4YusAIiLyrX4V3a5cuRIrV670+FphYaHb1+fPn+/xXIGBgfjkk0/60wwaIB3L8huh1Wp82paMtGFdntPrtAg1BaC+uQ2XG+0MLEREKsS9hMgvpjT3RhwWusyZQkREqsTAQn5RcNsbLh5HRKRuDCzk82X5+4LL8xMRqRsDC3Xs1Bzqv7UhUdwAkYhI1RhYSBY9LOLicZcZWIiIVImBhTrVsJh6OdJ3xOX5WXRLRKRODCwki1lCHT0srGEhIlIjBhaSRWAR115hDwsRkToxsKicraUNNrsDgGuHZH8lrnbLGhYiInViYFE5sX7FpNcixNivhY+HhNTDwiEhIiJVYmBRuc6Lxmk0vl2WvyfitGZLox1OboBIRKQ6DCwqJ4cpzUBH0a1TAKzN7GUhIlIbBhaVk0PBLeDayVkcsuKwEBGR+jCwqJwYWKL9vIcF6Ci85X5CRETqw8CictUNrg9/f+9hAToKby2cKUREpDoMLConlyEhoKOOhT0sRETqw8CicuLGh/5edAsAUVyLhYhItRhYVK5GrGGRUQ8Li26JiNSHgUXFBEGQzbRmgMvzExGpGQOLilmb22B3OAHIo4YlkkNCRESqxcCiYmLvSqgpACa9zset6V2k1MPCISEiIrVhYFExOc0QAoBIqYaFPSxERGrDwKJi4gwhOSwaBzCwEBGpGQOLitXIrIel847NgsANEImI1ISBRcXktAYL0LE0v8MpwNrc5uPWEBHRUGJgUTG51bCY9DoEGVzFwVyen4hIXRhYVExOa7CIIrk8PxGRKjGwqFiNWHQbavBxS/ouMtg1LGThardERKrCwKJi4oe+2GshB+xhISJSJwYWFatrcgWWCBkGFk5tJiJSFwYWlWp1ONHQ4pppEx6o93Fr+o7L8xMRqRMDi0pZmzpqQMJMAT5siXfE5fkvcXl+IiJVYWBRKUt7YAk1BSBAJ58fA3FIiNOaiYjURT6fVDSgxIJbOQ0HAZ17WBhYiIjUhIFFpaxSwa3MAksQpzUTEakRA4tKWZpcPRQRgfKZIQR0mtbMISEiIlVhYFEpuQ4JiRsgWhrt3ACRiEhFGFhUSlyDJVx2Q0KuwNLqEKRp2UREpHwMLCol9rBEyKyHJdCgg0nv+rFlHQsRkXowsKiUWHQrtyEhgMvzExGpUb8Cy6ZNm5CSkgKTyYSMjAzs3bu322NffPFFzJkzB5GRkYiMjERWVlaX4wVBwOrVqxEXF4fAwEBkZWXh9OnT/Wka9ZFFprOEAGBYiCuwlF1u8nFLiIhoqHgdWLZt24bc3FysWbMGBw8exNSpU5GdnY2qqiqPxxcWFmLJkiX44osvUFRUhMTERMybNw8XL16Ujnn22Wfxhz/8AZs3b8aePXsQHByM7OxsNDc39//KqEfiwmvhMpslBAAzU6IAAF+c8vwzR0REyuN1YNmwYQOWL1+OnJwcTJgwAZs3b0ZQUBC2bNni8fg33ngDDz74INLT0zF+/Hi89NJLcDqdKCgoAODqXdm4cSOeeOIJLFiwAFOmTMFrr72G8vJyvP/++1d1cdS9OhkPCX1/QgwA4POTVXA4OVOIiEgNvAosdrsdBw4cQFZWVscJtFpkZWWhqKioT+dobGxEa2sroqJc/0ouLi6G2Wx2O2d4eDgyMjK6PWdLSwusVqvbg7xTJ+MhoZkpUQgzBeCSzY5DJZd93RwiIhoCXgWWmpoaOBwOxMTEuD0fExMDs9ncp3M8/vjjiI+PlwKK+D5vzpmXl4fw8HDpkZiY6M1lqJ4gCB2zhGQYWPQ6Lb43fgQAYMeJSh+3hoiIhsKQzhJau3Yt3n77bbz33nswmUz9Ps+qVatQV1cnPUpLSwewlcrXaHegrX0oRY5DQgCQdY0r4H52nIGFiEgNvAos0dHR0Ol0qKx0/5CorKxEbGxsj+9dv3491q5di08//RRTpkyRnhff5805jUYjwsLC3B7Ud+IMIYNOi0C9zset6Z+544YjQKvB2WobzlU3+Lo5REQ0yLwKLAaDAdOnT5cKZgFIBbSZmZndvu/ZZ5/FM888g/z8fMyYMcPttdTUVMTGxrqd02q1Ys+ePT2ek/pPnCEUFqiHRqPxcWv6J8ykx3VpwwAABSc4W4iISOm8HhLKzc3Fiy++iK1bt+LEiRNYsWIFbDYbcnJyAABLly7FqlWrpOPXrVuHJ598Elu2bEFKSgrMZjPMZjMaGlz/KtZoNHjkkUfwu9/9Dh988AGOHDmCpUuXIj4+HgsXLhyYqyQ3ci647SzrGtaxEBGpRYC3b1i0aBGqq6uxevVqmM1mpKenIz8/XyqaLSkpgVbbkYNeeOEF2O123HnnnW7nWbNmDZ566ikAwGOPPQabzYb7778fFosFN9xwA/Lz86+qzoW6VyfTZfmvlDUhBk/973HsP38Jl212RAbLb00ZIiLqG42ggC1vrVYrwsPDUVdXx3qWPnh7bwl+8+4R3DJ+BF5eNtPXzbkqtz7/JU5UWLHh7qn48bUjfd0cIiLygjef39xLSIUsMt2p2ZPvi8NCnC1ERKRoDCwq1LFTs/yHULLaV73d+V01mlsdPm4NERENFgYWFZLzsvxXmhQfjpgwIxrtDuw+V+vr5hAR0SBhYFGhuibXtGa5zxICAK1Wg1vEReQ4W4iISLEYWFRIzsvyeyJOb951usbHLSEiosHCwKJC4pBQmAKGhABgzIhQAEBFXTMUMOmNiIg8YGBRIYtC1mERRYcYAQAtbU40tLT5uDVERDQYGFhUqGOlW/nPEgKAQIMOwQbXnki1DXYft4aIiAYDA4vKtDo6eiGUMEtIFB3q6mWpaWjxcUuIiGgwMLCojLW9dwUAwkxe78zgt4a1L8vPwEJEpEwMLCojDgeFGgMQoFPO7RfrWKo5JEREpEjK+cSiPlHSsvydSUNC9exhISJSIgYWlalT2BosIrGHpdbGwEJEpEQMLCqjpGX5Oxse0l7DUs8hISIiJWJgURlLY/uy/ArY+LCzYSGcJUREpGQMLCqj2BoWBhYiIkVjYFEZpQ4JRbcPCXHhOCIiZWJgUZk6hS3LLxJnCdW3tKG51eHj1hAR0UBjYFEZS5MyZwmFGgNgaF9XhsNCRETKw8CiMkodEtJoNNKwUA2HhYiIFIeBRWXEWULhCpslBHDxOCIiJWNgUZk6hQ4JAVw8johIyRhYVEQQBMUOCQHgkBARkYIxsKhIo92BVocAQJk9LOLicdUcEiIiUhwGFhURe1cMOi0C9Toft2bgcfE4IiLlYmBREUv7GixhgXpoNBoft2bgdQwJMbAQESkNA4uKWJra9xFS4HAQAAwXi25Zw0JEpDgMLCpiVXDBLcANEImIlIyBRUUsCl2WXyQOCV1ubEWrw+nj1hAR0UBiYFERpe7ULIoMMkCnddXmXLJxWIiISEkYWFREyWuwAIBWq0FUsKuXhVObiYiUhYFFRTqGhJS3LL+oY7Vb9rAQESkJA4uK1Cl8lhDQaWoze1iIiBSFgUWhLtvsXYZFlD4kBHDxOCIipWJgUSCnU8AP/rgLWRt2otLaLD0vDgkptegW4OJxRERKxcCiQJca7bhoaUJdUyueLzgtPS/t1KyCHhYuHkdEpCwMLArUeSho275SFNfYAAB1jcofEpI2QGQPCxGRojCwKFDn4RCHU8D6T0+hzeFEfUsbACAiSMmzhMQhIfawEBEpCQOLAok9LAkRgdBogI8OV+Crs7XS62GmAF81bdCx6JaISJkYWBRIDCyzUqOwMD0BAPD0B8cAAKHGAATolHvbh4e6Asslmx1Op+Dj1hAR0UDp1yfXpk2bkJKSApPJhIyMDOzdu7fbY48dO4Y77rgDKSkp0Gg02LhxY5djnnrqKWg0GrfH+PHj+9M0QkdgGR5qRO73x0Kv0+Bcex2LkmcIAZBWunU4BWkrAiIikj+vA8u2bduQm5uLNWvW4ODBg5g6dSqys7NRVVXl8fjGxkakpaVh7dq1iI2N7fa8EydOREVFhfTYtWuXt02jdmLB6fAQIxKjgnBPRrL0mpIXjQMAvU4rXSOHhYiIlMPrwLJhwwYsX74cOTk5mDBhAjZv3oygoCBs2bLF4/EzZ87Ec889h8WLF8NoNHZ73oCAAMTGxkqP6Ohob5tG7cQP6uhQV2/DyptHI9igA6DsGUIiqY6Fq90SESmGV4HFbrfjwIEDyMrK6jiBVousrCwUFRVdVUNOnz6N+Ph4pKWl4Z577kFJSclVnU/NpCGhEBMA1wf48hvTAABJUUE+a9dQEWcKcWozEZFyeDVdpKamBg6HAzExMW7Px8TE4OTJk/1uREZGBl599VWMGzcOFRUVePrppzFnzhwcPXoUoaGhXY5vaWlBS0vHh5HVau3391aizjUsol/ePAbjY0MxMyXKV80aMh0zhTi1mYhIKfxifuutt94q/XnKlCnIyMhAcnIy3nnnHdx3331djs/Ly8PTTz89lE2UjVaHE5fbF4jrHFh0Wg3mT4rzVbOGVMdqt+xhISJSCq+GhKKjo6HT6VBZWen2fGVlZY8Ftd6KiIjA2LFjcebMGY+vr1q1CnV1ddKjtLR0wL633IlL0gdoNYpegr8n3E+IiEh5vAosBoMB06dPR0FBgfSc0+lEQUEBMjMzB6xRDQ0NOHv2LOLiPPcIGI1GhIWFuT3IRRwOGhZigFar8XFrfINDQkREyuP1kFBubi7uvfdezJgxA7NmzcLGjRths9mQk5MDAFi6dCkSEhKQl5cHwFWoe/z4cenPFy9exDfffIOQkBCMHj0aAPCrX/0KP/zhD5GcnIzy8nKsWbMGOp0OS5YsGajrVI3qBtfuzJ2Hg9SGq90SESmP14Fl0aJFqK6uxurVq2E2m5Geno78/HypELekpARabUfHTXl5OaZNmyZ9vX79eqxfvx5z585FYWEhAKCsrAxLlixBbW0thg8fjhtuuAG7d+/G8OHDr/Ly1KdjhpCKA0sopzUTESlNv4puV65ciZUrV3p8TQwhopSUFAhCz0ukv/322/1pBnngaYaQ2gxrX+22xmaHIAjQaNQ5NEZEpCTK3VRGpcS6jWgV97CIYc3e1rFDNRERyRsDi8KwhwUw6XUIMbo6DzksRESkDAwsCsPA4tIxtZkzhYiIlICBRWE6b3yoZsO4eBwRkaIwsChMDXtYAHT0sJitzT5uCRERDQQGFgVpsjukItNolQeW0SNCAAD/b8d3OHDhso9bQ0REV4uBRUHEhdKMAVqEGv1imyif+cXcUZiRHAlrcxt+8tIefHm62tdNIiKiq8DAoiBVnYaD1L72SJhJj9fum4Ubxw5HU6sD9726H/lHK3zdLCIi6icGFgURe1jUXr8iCjIE4KWlM/Afk2Nhdzjx4BsH8fcDZb5uFhER9QMDi4KIU5rVvGjclQwBWvxxybW4e8ZIOAXgt+8dgbW51dfNIiIiLzGwKAjXYPFMp9Vg3R1TEB1igL3NiZLaRl83iYiIvMTAoiBcg6V7Go0GCZFBAICLliYft4aIiLzFwKIg7GHpWUKECQBw8TIDCxGR3DCwKAiLbnuWEBEIAChnDwsRkewwsCgIi257Fi8GljoGFiIiuWFgUQhBEKTAMoI9LB6JgYVDQkRE8sPAohD1LW1oaXMCYA9Ld8QhoYsW7i9ERCQ3DCwKIW56GGoMQKBB5+PW+CcxsNQ0tKC51eHj1hARkTcYWBSCM4R6FxGkR1B7mKuoYy8LEZGcMLAohLgGC4eDuqfRaDoKbzlTiIhIVhhYFII9LH3DwlsiInliYFEIBpa+6Si8ZWAhIpITBhaF4KJxfSOtdsvAQkQkKwwsCtGxaJzBxy3xbwmRrGEhIpIjBhaFqGYPS5/EhzOwEBHJEQOLQkg1LCEmH7fEv3XMEmqG0yn4uDVERNRXDCwK4HQKqG2wA2APS29iw03QagC7w4kaW4uvm0NERH3EwKIAlqZWtLX3FgxjDUuP9DotYsLaC285tZmISDYYWBRAHA6KDNJDr+Mt7U1Cp2EhIiKSB366KQDXYPEOV7slIpIfBhYF4Bos3onn4nFERLLDwKIAHTOEGFj6QlyLhYGFiEg+GFgUgBsfekda7ZZFt0REssHAogDFNTYArim71LuEiCAAQHkdAwsRkVwwsMic0ylg//lLAIBrkyN93Bp5iG/vYbE0tsLW0ubj1hARUV8wsMjcuZoGXG5shUmvxaT4cF83RxZCTXqEmgIAcKYQEZFcMLDI3N7iywCA9MQIGAJ4O/sqgTOFiIhkhZ9wMrevfThoVkqUj1siLwwsRETywsAic3uLXYFlZioDizfEqc0cEiIikgcGFhkrtzThoqUJOq0G05JYcOuNeC7PT0QkKwwsMiYOB02IC0OIMcDHrZEXabVbrsVCRCQL/QosmzZtQkpKCkwmEzIyMrB3795ujz127BjuuOMOpKSkQKPRYOPGjVd9TnIRA8tM1q94jTUsRETy4nVg2bZtG3Jzc7FmzRocPHgQU6dORXZ2Nqqqqjwe39jYiLS0NKxduxaxsbEDck5y2dc+Q2hWKoeDvCUGFrO1GW0Op49bQ0REvfE6sGzYsAHLly9HTk4OJkyYgM2bNyMoKAhbtmzxePzMmTPx3HPPYfHixTAaPS8d7+05CbA02nGqsh4AMIM9LF4bEWqEXqeBwymgqn0vJiIi8l9eBRa73Y4DBw4gKyur4wRaLbKyslBUVNSvBvTnnC0tLbBarW4PtTlwwdW7kjY8mHsI9YNWq5G2MuBMISIi/+dVYKmpqYHD4UBMTIzb8zExMTCbzf1qQH/OmZeXh/DwcOmRmJjYr+8tZ3vF+pVk9q70V3w461iIiORClrOEVq1ahbq6OulRWlrq6yYNuX1cf+WqiWuxMLAQEfk/r+bCRkdHQ6fTobKy0u35ysrKbgtqB+OcRqOx23oYNWhudeDIxToAXOH2aoiFt8cuWtHmcCJAJ8v8TkSkCl79DW0wGDB9+nQUFBRIzzmdThQUFCAzM7NfDRiMcyrdoRILWh0CYsKMSIwK9HVzZCs1OhgA8NGRCty0vhCvF51Hc6vDx60iIiJPvF5tLDc3F/feey9mzJiBWbNmYePGjbDZbMjJyQEALF26FAkJCcjLywPgKqo9fvy49OeLFy/im2++QUhICEaPHt2nc5K7/e31KzNSoqDRaHzcGvn64dR4VNQ14+VdxSi73IQn/3kMGz87jZzrU/DTzBSEB+p93UQiImrndWBZtGgRqqursXr1apjNZqSnpyM/P18qmi0pKYFW29FxU15ejmnTpklfr1+/HuvXr8fcuXNRWFjYp3OSu73c8HBA6HVaPPS90fjZ9anYfqAUf9l5DhctTVj/6XfYvPMc/jMjCffdkIqYMJOvm0pEpHoaQRAEXzfialmtVoSHh6Ourg5hYWG+bs6ganM4MfXpT2GzO/Dx/5mDCfHKvt6h1Opw4qPDFXih8Ky0xo1Bp8WPr03AL28ZI9W8EBHRwPDm85tVhjLzXWUDbHYHQk0BGBcb6uvmKIpep8XCaQnIf2QOXlk2E7NSomB3OPH2vlLc8+JurohLRORDDCwyc7a6AQAwLiYUOi3rVwaDRqPB98aPwDsPZOLvD2QiMkiP87WN+OxEZe9vJiKiQcHAIjMXam0AgJT2GS40uGakRGHJrCQAwKtfn/dtY4iIVIyBRWaKaxoBACnDgnzcEvX4yXXJ0Gk12H3uEk5UqG8bCCIif8DAIjNiD0vyMPawDJX4iEBkT3TNWHut6LxvG0NEpFIMLDJzvj2wpHJIaEgtm50KAHjv0EVYGu0+bg0RkfowsMhIfXMrahpcH5bJHBIaUjNTInFNXBiaW53Ytk99e1cREfkaA4uMXKh11a9EhxgQauIqrENJo9Fg2exkAMDruy/A4ZT98kVERLLCwCIj51m/4lML0hMQEaRH2eUmFHCKMxHRkGJgkZHzNe1TmhlYfMKk12HxTE5xJiLyBQYWGTlfyynNvvaT65Kg1QBfn63Fd+3L9xMR0eBjYJERqYeFM4R8ZmRkEOZNiAUAPPXBMThZy0JENCQYWGSko4eFgcWXHps/DoF6Hb4+W4uXdp3zdXOIiFSBgUUmGlraUNPQAgBIjuaQkC+lDQ/Bmh9OAAA898kpHL1Y5+MWEREpHwOLTIjDQcOCDQjjlGafWzQzEdkTY9DqEPB/3j6EJrvD100iIlI0BhaZENdg4YJx/kGj0WDtj6cgJsyIc9U2/O6j475uEhGRojGwyMR57tLsdyKDDdhwdzoA4I09JdhxnGuzEBENFgYWmeAaLP7p+tHRuP/GNADAb/5xGM2tHBoiIhoMDCwywR4W//WreeMQHWJErc2OIyzAJSIaFAwsMsFF4/yXIUCLa5MiAADflFh82hYiIqViYJGBhpY2VNe3T2nmkJBfShcDS6nFp+0gIlIqBhYZuNA+HBQVbEB4IKc0+6P0xAgADCxERIOFgUUGztdwOMjfTU4Ih0YDXLQ0Sb1hREQ0cBhYZEAquOVwkN8KNekxZkQIAPayEBENBgYWGeCmh/IgDgt9y8BCRDTgGFhkgKvcysNU1rEQEQ0aBhYZ4JCQPHTuYXE6Bd82hohIYRhY/JytpQ1V7UWcDCz+bVxMKEx6Lepb2nCufRiPiIgGBgOLnxOHgyKD9AgP4pRmfxag02JyQjgADgsREQ00BhY/xyX55aVjPZbLvm0IEZHCMLD4OdavyEt6YiQA4NtS7ilERDSQGFj8HHdplhdxif4TFVbu3ExENIAYWPyctOlhNKc0y0F8uAnRIUa0OQUcK2cvCxHRQGFg8WOCIOCUuR4AMGp4iI9bQ32h0Wg61bEwsBARDRQGFj9WdrkJdU2t0Os0GBsT6uvmUB9N487NREQDjoHFj4lDCmNjQmEI4K2Si6kjIwBwphAR0UDip6AfO1ZuBQBMig/3cUvIG1MSXTs3l15qQm0Dd24mIhoIDCx+7OhFVw/LpIQwH7eEvBFm0ks1R9+WWXzbGCIihWBg8WNH23tYJrCHRXakYaESi0/bQUSkFAwsfqrK2ozq+hZoNcA1cSy4lZv0RFfIPHKRM4WIiAZCvwLLpk2bkJKSApPJhIyMDOzdu7fH47dv347x48fDZDJh8uTJ+Pjjj91eX7ZsGTQajdtj/vz5/WmaYoj1K6OGhyDIEODj1pC3xrTP6uImiEREA8PrwLJt2zbk5uZizZo1OHjwIKZOnYrs7GxUVVV5PP7rr7/GkiVLcN999+HQoUNYuHAhFi5ciKNHj7odN3/+fFRUVEiPt956q39XpBAd9SscDpKjtOGulYlLLzWipY0r3hIRXS2vA8uGDRuwfPly5OTkYMKECdi8eTOCgoKwZcsWj8c///zzmD9/Pn7961/jmmuuwTPPPINrr70Wf/rTn9yOMxqNiI2NlR6RkZH9uyKFONo+pXliPAtu5Wh4iBGhxgA4BaCkfbViIiLqP68Ci91ux4EDB5CVldVxAq0WWVlZKCoq8vieoqIit+MBIDs7u8vxhYWFGDFiBMaNG4cVK1agtra223a0tLTAarW6PZTm6EXXNU1kwa0saTQaqZflbHWDj1tDRCR/XgWWmpoaOBwOxMTEuD0fExMDs9ns8T1ms7nX4+fPn4/XXnsNBQUFWLduHXbu3Ilbb70VDofnrvS8vDyEh4dLj8TERG8uw+9ZGu24aGkCAExgD4tspbVPbT5bzToWIqKr5RfVnIsXL5b+PHnyZEyZMgWjRo1CYWEhbrnlli7Hr1q1Crm5udLXVqtVUaFFLLhNigpCeKDex62h/kqLdvWwnGNgISK6al71sERHR0On06GystLt+crKSsTGxnp8T2xsrFfHA0BaWhqio6Nx5swZj68bjUaEhYW5PZSEC8Ypg9jDcq6GQ0JERFfLq8BiMBgwffp0FBQUSM85nU4UFBQgMzPT43syMzPdjgeAHTt2dHs8AJSVlaG2thZxcXHeNE8xxAXjWL8ib2INy7lqGwRB8HFriIjkzetZQrm5uXjxxRexdetWnDhxAitWrIDNZkNOTg4AYOnSpVi1apV0/MMPP4z8/Hz8/ve/x8mTJ/HUU09h//79WLlyJQCgoaEBv/71r7F7926cP38eBQUFWLBgAUaPHo3s7OwBukx5OcYZQoqQGh0MjQaoa2rFJZvd180hIpI1r2tYFi1ahOrqaqxevRpmsxnp6enIz8+XCmtLSkqg1XbkoNmzZ+PNN9/EE088gd/+9rcYM2YM3n//fUyaNAkAoNPpcPjwYWzduhUWiwXx8fGYN28ennnmGRiNxgG6TPloaGlDcftiY+xhkTeTXof48EBctDThXI0Nw0Lcf55bHU488d5RjI0NxX03pHZ7ng2fnkJdUytW/3AidFrNYDebiMgv9avoduXKlVIPyZUKCwu7PHfXXXfhrrvu8nh8YGAgPvnkk/40Q5FOVFghCEBsmAnDQ9UX2JQmbXiwK7BUN2BmSpTba1+dqcG2/aXQaIDZo4bhmriuPWq7TtfgD5+7arluHDsct1wT0+UYIiI14F5CfoYFt8oi7trsaabQvvOXAACCADz3yakurwuCgGc/OSl9/erX5wenkUREMsDA4meOcYdmRelYPM5TYLks/fnzk1XYW3zJ7fV/HTXjcFkdAvU6aDXAl6drcKaqfnAbTETkpxhYfGj/+Uv415EK2Nuc0nNSDwsLbhUhLdrz1OaWNge+KbUAAK4fPQwAsPZfJ6TZRG0OJ9a397rcf2OaNBS09esLQ9FsIiK/w8DiI9bmVtzz0h6seOMg5j73BV7eVYxLNjtOV7k+2LjpoTKIPSwltY1odXQE0yNldbC3OREdYsCGu9Nh0mtxsMSCHcddaxa9s7/MVagbbMDyG9OwbHYKAOAfB8tgbW4d8usgIvI1BhYfKTpbi5b2npWKumY88+FxXL/2czicAiKD9IgLN/m4hTQQYsNMCNTr0OYUUHKpYxNEcThoRnIUYsJM+Nn1rllCz31yCraWNjxf8B0AYOXNoxFiDMDsUcMwZkQIGu0O/H1/2dBfCBGRjzGw+MhXZ2oAAItmJOL/3j4ZKcOC0NTq2jtpUkI4NBpOX1UCrVaDVA9L9IsFtzNTXTOHfjF3FMID9Thd1YCfvrwHldYWjIwMxH9mJAFwbaZ4b3svy2tF5+F0ciE6IlIXBhYf2dUeWG6+ZgT+MyMJBY/ehE3/eS0Wpscj9/tjfdw6GkgdK966hvucTgH72wPLrPapzuGBejx40ygAwMESCwAg9/tjYQzQSee5fVoCQk0BOF/biJ3fVQ9V84mI/AIDiw+UW5pwrtoGrQa4Ls1VcKnTanDblDhsXDwN05IifdxCGkhpV0xtPlVZD2tzG4INOlwTFyodd+/sFMSGuYYCx8eGYkF6gtt5go0BuHuGa5PPVzjFmYhUhoHFB8TelamJEdyNWQVGiT0s7TOFxN6Va5MjEaDr+BU06XX4vz+ehPGxofif2yd5XNV2aWYyNBrg399V42w1N1UkIvVgYPEBsX7lhtHRPm4JDQVpanN7D8ve9oLbK1e+BYCbx8cg/5EbMT2562sAkDwsGDePGwEA+NtuTnEmIvVgYBliTqcgBZbrGVhUIbW9h6XWZkddYyv2tS8Q5ymw9MXdM13DQqxjISI1YWAZYqcq61HTYEegXodrWauiCiHGAMSEufaF2nm6GmZrM/Q6DdITI/p1PrFQ91y1DbUNLR6PaW51YMXfDuCPBaf79T2IiPwNA8sQE3tXMtKiYAjg/361EPcU2ravBIBr6nqgQdfTW7oVGWzA2BjX+Tov79/Zv7+rxr+OmvF8wWk0tLT16/sQEfkTfmIOsS9Ps35FjcSpzV+dqQXQ0UvSX+Jwkriey5XEYNzmFLC3uPaqvhcRkT9gYBlCLW0OaYO7G8YwsKiJWHgr6m/9imhWas+BRZyJBgC7TjOwEJH8MbAMoUMlFjS1OhAdYsC4mNDe30CKIfawiKYnX139khh4jpVbYbtiyKeirsltd+hdZ1icS0Tyx8AyhHad7pgdxKX31UWsYQGAsTEhiAw2XNX54iMCkRARCIdTwKH2lXFF4s9Z2vBgaDTAd5UNqLI2X9X3IyLyNQaWIbSL05lVKz4iUCqyvtrhINHMFFcvzd4rhoXEn7PbJsdhUrxr1++vztaAiEjOGFiGSF1TKw6XWQCw4FaNdFqN1Msi1p9cLXHjRHFdFwAQBPd1fsRwLBZ7ExHJFQPLECk6Wwun4Oqmj48I9HVzyAee+uEE/PLm0bhtctyAnE+caXSo9DJaHU4AwElzxzo/05IipHD81ZkaCAJ3eCYi+WJgGQL1za148ctzANi7omYZacPw6LxxbvsHXY1Rw0MQEaRHc6sTRy/WAXBf58cYoMOMlEgYA7SotLZw7yEikjUGlkF2yWbHPS/twYELlxFiDMA9Gcm+bhIphFarwYxk9+nNV67zY9LrpJoZDgsRkZwxsAwic10z7v5LEQ6X1SEq2IC3ll+HcbGczkwDZ1Zqe+Ft8WW3dX46F3Zf32lYiIhIrhhYBsmFWhvu3Pw1zlQ1IDbMhHd+kYnJI8N93SxSGLH35MCFSzhw4bK0zs/4TsF4TvsihbvPXZJqXYiI5IaBZRDUNbbirs1FKLvchJRhQdj+QCZGjwjp/Y1EXpqUEA6TXovLja147esLALqu8zMhLgwRQXo0tLTh21KL9HxdUyt+vnUf7tr8NcotTUPddCIirzCwDILC76pQVd+ChIhAvPNAJhKjgnzdJFIovU6LaYmuYaH8Y2YAXdf50Wo1uH6U6zlxjZbq+hYs/utufHaiCvvOX8Zdm4tQXGMDEZG/YmAZBGIBZPbEWIwINfm4NaR0M69Y18XTTDRx76pdp2tw0dKEu/9ShBMVVkSHGJEaHYyLlibctflrHC+3DkmbiYi8xcAyCPYVXwbQURBJNJg67/zc3To/Yog5VGrBnS98jeIaGxIiAvH3BzKx/YFMTIgLQ02DHYv/WoQDFzxvqEhE5EsMLAOsrrEVpyrrAQAzBmgJdqKeTEuKgE7rqlmZ0806P4lRQUgeFgSHU0BFXTNGDQ/G31dkIiU6GNEhRrx1/3WYkRwJa3MbfvLSXmzfX8oCXSLyKwwsA2x/+79O04a7PgiIBluwMUDa/fl740d0e9z3xrlem5wQjnd+kYm48I6emPBAPV6/LwNzxw5HU6sDv/77Ydz0XCFe/aoYTXbH4F4AEVEfaAQFrNdttVoRHh6Ouro6hIWF+bQtef86gb/sPIdFMxKx7s4pPm0LqUe5pQmnzPU9Bpa6plYUnqrCLdfEIMQY4PEYe5sTL+06hy27ilHTYAcARAUbsHxOGh6Ym9btLuN1Ta348HA5bp+WgCCD53N7Ulxjw8ELl3H7tARotdzBnEhtvPn87vvfLNQn4kZ0VxZCEg2m+IjAXveoCg/UY0F6Qo/HGAK0ePCm0fjZ9anYfqAMf/33WZReasK6/JMYHmrEndNHenzfmn8exfvflONQiQXr75rapzbb25y4d8telFxqRENLG+6dndKn9xGROnFIaAA1tzpwpH1Pl1msXyEZM+l1+Ol1yfji0ZuwfE4qAOCVr4o9bqBYZW3Gh4crAADvHizDd+01XL15e18JSi41AgD++Plp2FraBqj1RKREDCwD6JtSC1odAmLCjEiM4o7MJH8BOi1W3DQahgAtjpVbceDC5S7HvLGnBG1OV5BxCsBzn5zq9by2ljb8oeA0AMCg06KmwY6XdxUPbOOJSFEYWAaQOBw0IyWq27F+IrmJCjZgYXo8AODVr8+7vWZvc+KNPSUAgEeyxkCrAXYcr/QYbDp7ub1GJnlYENbdORkA8Nd/n0NtQ8vAXwARKQIDywDa275gHIeDSGnE+pL8o2aY65ql5z8+UoGahhbEhBnx0PdG467piQCAdfknPQ4fAUBtQwv++u9zAIBH543DgqkJmBgfhoaWNmz64uzgXggRyRYDywBpczhxsP1flTMZWEhhJsaHY2ZKJNqcAt7Yc0F6Xuxx+UlGMvQ6LR7OGgNDgBZ7iy+h8FS1x3P9ufAsGlraMDE+DD+YHAetVoPH548HAPxt9wWUXW4c9OshIvlhYBkgJ831sNkdCDUFYFynnXKJlGLZbFfx7Zt7StDS5sA3pRZ8U2qBQafFkowkAK7ZSsvae2PW5Z+E0+ney1J2uRGvF7kCz+Pzx0tTmeeMicbsUcNgdzjx/3acHqIr8r195y8h/f/7FP/z0XFfN4XI7zGwDJC97fUr05MjpVVHiZRk3sQYxIaZUGuz48NvK7C1vXflB1Pi3BZJfPCmUQg1BeCkuR4ffFvudo7/t+M07A4nZo8ahjljOlbl1Wg6elnePVSGU+a+zTSSs7qmVjz81iFYGlvx4pfF+KR980oi8ozrsAwQccNDDgeRUul1WvzkuiSs//Q7vLDzLC7UunZ3vnL9lIggAx6YOwrPfXIKq949gvWfdswaumhpAgA8Nn98l8L0qYkRuHVSLP511Iy7Nn+NsEC99JoxQIsfTInHvbNTEBVs6LWtgiDgT5+fwd8PlsFxRS/P98aNwJM/mABDgO/+vSYIAv77vSMor2uGXqdBq0PAb/5xGOmJEYgJ44apRJ706zd206ZNSElJgclkQkZGBvbu3dvj8du3b8f48eNhMpkwefJkfPzxx26vC4KA1atXIy4uDoGBgcjKysLp0/LpFhYEAfvOixseMrCQci2ZlQRDgBZnqhrQ6hAwLSkCUxMjuhyXc30KEiIC0dTqQNnlJukhCMCPpsYj3cN7AOBX2eNg0mthbW5ze9/ZahueLziN69d+jqc+OCYFH08cTgG/fe8ofr/jO1yobXQ7T9nlJry++wKWv7bfp1sOvHfoIj48XAGdVoM3fn4dJiWE4XJjK361/dsuw2hE5OL10vzbtm3D0qVLsXnzZmRkZGDjxo3Yvn07Tp06hREjui4L/vXXX+PGG29EXl4efvCDH+DNN9/EunXrcPDgQUyaNAkAsG7dOuTl5WHr1q1ITU3Fk08+iSNHjuD48eMwmXr/14avl+YvrrHhe+sLYQjQ4shT82AM0A15G4iGyqPvfIt/HCwDADy/OL3b1XPrmlpRXGNze06n0WBcbGiPvRvmumaYrc1uz12oteHFL8/h6EUrACBAq8GP0uPxwNxRGBvTUTNmb3Mi951v8OHhCmg0wJO3TcC1yZFu5/nNP46gqdWBGcmReHnZTIR36sm5kiAI+PfpGnx8uAJjYkKweFaSx20NjpXXYdu+UoSZ9PhpZnKPvSQltY34jz98iYaWNjz6/bH45S1jcKaqAT/445dobnXiiduuwc/npHX7/laHEx98U46ic7W4YXQ0fjAlDgE6ZYzuC4KAr87U4sPD5UgbHowls5IQaur+/pD8efP57XVgycjIwMyZM/GnP/0JAOB0OpGYmIhf/vKX+M1vftPl+EWLFsFms+HDDz+UnrvuuuuQnp6OzZs3QxAExMfH49FHH8WvfvUrAEBdXR1iYmLw6quvYvHixQN6wYPhnX2leOwfhzEzJRLbH5g95N+faCgdvViHH/1pF2LDTCj89feGbGhF/DB7YecZfHWmVno+65oYrLhpFCbEheHBNw7gi1PV0Os02LhoGm6bEtflPAcuXMKyV/ahvrkNE+LC8Np9s7psVNrmcOJfR814ofAsjldYpefDA/W4NzNZGpraU3wJLxSexc7vOmZEGXRa3DE9AfffOAqp0cFdznvXX4pwqMSCmSmRePv+TKnm7Y09F/Df7x2FQafFew/NxsT4cLf3NtrbsG1fKV789zmUd5paPjIyEPffmIa7pici0CDPfyw5nAI+Oeb6/y2uFg4AoaYALM1MRs71qdxMVqEGLbDY7XYEBQXh73//OxYuXCg9f++998JiseCf//xnl/ckJSUhNzcXjzzyiPTcmjVr8P777+Pbb7/FuXPnMGrUKBw6dAjp6enSMXPnzkV6ejqef/75LudsaWlBS0vHAlNWqxWJiYkDHljaHE78z8cnej1ub/ElHCu34sGbRuGx9sJBIiU7UlaHyGA9RkYG+eT7f1tqweadZ5F/zAzxb7BhwQbU2uww6bXY/JPpuGlc9xtBHi+3YumWPahpsCM1Ohg3jRsuvSYIwBenqnCh1jW9Osigw4+mxmNv8SWca+8xMum1SI0OwYn2MKPVALdOjkOVtVkaHtZogO9fE4OEyI5Vr0svNeKzE1UINQbgX4/Mcfv/JwgClr92AJ+dqETKsCC3jSxb2pz415EKXG5sBQBEhxiRPTEG+UfNqLXZpeufPynWp7U5/SEIwM7vqqXeOJNeiwVTE7D/wiWcrXY9ZwzQ4rbJcQgPYm+LLwVoNfjv2yYM6DkHbfPDmpoaOBwOxMTEuD0fExODkydPenyP2Wz2eLzZbJZeF5/r7pgr5eXl4emnn/am6f3iFIBXvjrf5+MzRw0bvMYQ+ZHJI8N7P2gQTU2MwAs/mY6z1Q34685zePdQGWptdoQaA7AlZ2avxe8T4sPwzi8y8ZOX9qC4xtZl6AoAIoP0WDY7FUszkxEZbIDDKeDTY2b8ub0X4ESFFYYALe6eMRL3zxmFpGGu8LHv/CVsLjyLgpNV+PR4pcfv/7vbJ3UJexqNBuvumIz5z1twvrbR4989SVFB+MXcNNxx7UiY9Do8+YMJ2L6/FH/59zmUXW6SVh2Wo/BAPZbNTpF6r5xOATtOVOLPhWfxbakF7x666Osmqp4hQDvggcUbspwltGrVKuTm5kpfiz0sA02rAR763qg+HRsXHogbRkf3fiARDZhRw0Ow7s4p+K/vj8WHh8tx07jhGD2ib+sgpQ0PwfsPXY/tB8rQaHffeDEhIggLp8UjyNDxV6ROq8Gtk+Mwf1Isis7W4lyNDdkTYzE81H2oYmZKFGYui8Ipcz3+dbQCrQ6n2+ujR4R0W/czLMSI1++bhY8OV8B5Ref3xPhwzJsQ41avYtLr8NPMFCyZlYR/HTXjpNl65SllIS48ELdPS0Bwp/ogrVaD7ImxmDchBrvPXcLXZ2u6/D+hoaXT+rb3zqvAEh0dDZ1Oh8pK9381VFZWIjY21uN7YmNjezxe/G9lZSXi4uLcjuk8RNSZ0WiE0Tj445kBOi1+nc0hHiJ/Fxtu6rFQtTsjwkx46HujvXqPRqPB7NHRmN3LP1DGxYb2axHJ8bFhGB/r3dB2gE6LH06Nxw+nxnv9/fydRqNB5qhh7MEm76Y1GwwGTJ8+HQUFBdJzTqcTBQUFyMzM9PiezMxMt+MBYMeOHdLxqampiI2NdTvGarViz5493Z6TiIiI1MXrIaHc3Fzce++9mDFjBmbNmoWNGzfCZrMhJycHALB06VIkJCQgLy8PAPDwww9j7ty5+P3vf4/bbrsNb7/9Nvbv34+//vWvAFzp+ZFHHsHvfvc7jBkzRprWHB8f71bYS0REROrldWBZtGgRqqursXr1apjNZqSnpyM/P18qmi0pKYG20zjX7Nmz8eabb+KJJ57Ab3/7W4wZMwbvv/++tAYLADz22GOw2Wy4//77YbFYcMMNNyA/P79Pa7AQERGR8nm9Dos/8vU6LEREROQ9bz6/5TVhn4iIiFSJgYWIiIj8HgMLERER+T0GFiIiIvJ7DCxERETk9xhYiIiIyO8xsBAREZHfY2AhIiIiv8fAQkRERH7P66X5/ZG4WK/VKs+t1YmIiNRI/Nzuy6L7iggs9fX1AIDExEQft4SIiIi8VV9fj/Dw8B6PUcReQk6nE+Xl5QgNDYVGoxnQc1utViQmJqK0tFSx+xTxGpWB16gMvEZl4DX2jSAIqK+vR3x8vNvGyZ4ooodFq9Vi5MiRg/o9wsLCFPtDJ+I1KgOvURl4jcrAa+xdbz0rIhbdEhERkd9jYCEiIiK/x8DSC6PRiDVr1sBoNPq6KYOG16gMvEZl4DUqA69x4Cmi6JaIiIiUjT0sRERE5PcYWIiIiMjvMbAQERGR32NgISIiIr/HwAJg06ZNSElJgclkQkZGBvbu3dvj8du3b8f48eNhMpkwefJkfPzxx0PUUu/l5eVh5syZCA0NxYgRI7Bw4UKcOnWqx/e8+uqr0Gg0bg+TyTRELfbeU0891aW948eP7/E9crqHAJCSktLlGjUaDR566CGPx8vhHv773//GD3/4Q8THx0Oj0eD99993e10QBKxevRpxcXEIDAxEVlYWTp8+3et5vf19Hkw9XWNraysef/xxTJ48GcHBwYiPj8fSpUtRXl7e4zn78/M+mHq7j8uWLevS3vnz5/d6XrncRwAefzc1Gg2ee+65bs/pT/exL58Tzc3NeOihhzBs2DCEhITgjjvuQGVlZY/n7e/vcHdUH1i2bduG3NxcrFmzBgcPHsTUqVORnZ2Nqqoqj8d//fXXWLJkCe677z4cOnQICxcuxMKFC3H06NEhbnnf7Ny5Ew899BB2796NHTt2oLW1FfPmzYPNZuvxfWFhYaioqJAeFy5cGKIW98/EiRPd2rtr165uj5XbPQSAffv2uV3fjh07AAB33XVXt+/x93tos9kwdepUbNq0yePrzz77LP7whz9g8+bN2LNnD4KDg5GdnY3m5uZuz+nt7/Ng6+kaGxsbcfDgQTz55JM4ePAg3n33XZw6dQo/+tGPej2vNz/vg623+wgA8+fPd2vvW2+91eM55XQfAbhdW0VFBbZs2QKNRoM77rijx/P6y33sy+fEf/3Xf+F///d/sX37duzcuRPl5eX48Y9/3ON5+/M73CNB5WbNmiU89NBD0tcOh0OIj48X8vLyPB5/9913C7fddpvbcxkZGcIvfvGLQW3nQKmqqhIACDt37uz2mFdeeUUIDw8fukZdpTVr1ghTp07t8/Fyv4eCIAgPP/ywMGrUKMHpdHp8XW73EIDw3nvvSV87nU4hNjZWeO6556TnLBaLYDQahbfeeqvb83j7+zyUrrxGT/bu3SsAEC5cuNDtMd7+vA8lT9d47733CgsWLPDqPHK/jwsWLBBuvvnmHo/x5/t45eeExWIR9Hq9sH37dumYEydOCACEoqIij+fo7+9wT1Tdw2K323HgwAFkZWVJz2m1WmRlZaGoqMjje4qKityOB4Ds7Oxuj/c3dXV1AICoqKgej2toaEBycjISExOxYMECHDt2bCia12+nT59GfHw80tLScM8996CkpKTbY+V+D+12O/72t7/hZz/7WY+bfcrtHnZWXFwMs9nsdp/Cw8ORkZHR7X3qz++zv6mrq4NGo0FERESPx3nz8+4PCgsLMWLECIwbNw4rVqxAbW1tt8fK/T5WVlbio48+wn333dfrsf56H6/8nDhw4ABaW1vd7sn48eORlJTU7T3pz+9wb1QdWGpqauBwOBATE+P2fExMDMxms8f3mM1mr473J06nE4888giuv/56TJo0qdvjxo0bhy1btuCf//wn/va3v8HpdGL27NkoKysbwtb2XUZGBl599VXk5+fjhRdeQHFxMebMmYP6+nqPx8v5HgLA+++/D4vFgmXLlnV7jNzu4ZXEe+HNferP77M/aW5uxuOPP44lS5b0uJGctz/vvjZ//ny89tprKCgowLp167Bz507ceuutcDgcHo+X+33cunUrQkNDex0u8df76Olzwmw2w2AwdAnSvX1Wisf09T29UcRuzdQ3Dz30EI4ePdrrOGlmZiYyMzOlr2fPno1rrrkGf/nLX/DMM88MdjO9duutt0p/njJlCjIyMpCcnIx33nmnT//KkZuXX34Zt956K+Lj47s9Rm73UO1aW1tx9913QxAEvPDCCz0eK7ef98WLF0t/njx5MqZMmYJRo0ahsLAQt9xyiw9bNji2bNmCe+65p9cid3+9j339nPAFVfewREdHQ6fTdal0rqysRGxsrMf3xMbGenW8v1i5ciU+/PBDfPHFFxg5cqRX79Xr9Zg2bRrOnDkzSK0bWBERERg7dmy37ZXrPQSACxcu4LPPPsPPf/5zr94nt3so3gtv7lN/fp/9gRhWLly4gB07dvTYu+JJbz/v/iYtLQ3R0dHdtleu9xEAvvzyS5w6dcrr30/AP+5jd58TsbGxsNvtsFgsbsf39lkpHtPX9/RG1YHFYDBg+vTpKCgokJ5zOp0oKChw+9dpZ5mZmW7HA8COHTu6Pd7XBEHAypUr8d577+Hzzz9Hamqq1+dwOBw4cuQI4uLiBqGFA6+hoQFnz57ttr1yu4edvfLKKxgxYgRuu+02r94nt3uYmpqK2NhYt/tktVqxZ8+ebu9Tf36ffU0MK6dPn8Znn32GYcOGeX2O3n7e/U1ZWRlqa2u7ba8c76Po5ZdfxvTp0zF16lSv3+vL+9jb58T06dOh1+vd7smpU6dQUlLS7T3pz+9wXxqqam+//bZgNBqFV199VTh+/Lhw//33CxEREYLZbBYEQRB++tOfCr/5zW+k47/66ishICBAWL9+vXDixAlhzZo1gl6vF44cOeKrS+jRihUrhPDwcKGwsFCoqKiQHo2NjdIxV17j008/LXzyySfC2bNnhQMHDgiLFy8WTCaTcOzYMV9cQq8effRRobCwUCguLha++uorISsrS4iOjhaqqqoEQZD/PRQ5HA4hKSlJePzxx7u8Jsd7WF9fLxw6dEg4dOiQAEDYsGGDcOjQIWmGzNq1a4WIiAjhn//8p3D48GFhwYIFQmpqqtDU1CSd4+abbxb++Mc/Sl/39vs81Hq6RrvdLvzoRz8SRo4cKXzzzTduv58tLS3SOa68xt5+3odaT9dYX18v/OpXvxKKioqE4uJi4bPPPhOuvfZaYcyYMUJzc7N0DjnfR1FdXZ0QFBQkvPDCCx7P4c/3sS+fEw888ICQlJQkfP7558L+/fuFzMxMITMz0+0848aNE959913p6778DntD9YFFEAThj3/8o5CUlCQYDAZh1qxZwu7du6XX5s6dK9x7771ux7/zzjvC2LFjBYPBIEycOFH46KOPhrjFfQfA4+OVV16RjrnyGh955BHp/0dMTIzwH//xH8LBgweHvvF9tGjRIiEuLk4wGAxCQkKCsGjRIuHMmTPS63K/h6JPPvlEACCcOnWqy2tyvIdffPGFx59N8TqcTqfw5JNPCjExMYLRaBRuueWWLteenJwsrFmzxu25nn6fh1pP11hcXNzt7+cXX3whnePKa+zt532o9XSNjY2Nwrx584Thw4cLer1eSE5OFpYvX94leMj5Por+8pe/CIGBgYLFYvF4Dn++j335nGhqahIefPBBITIyUggKChJuv/12oaKiost5Or+nL7/D3tC0fxMiIiIiv6XqGhYiIiKSBwYWIiIi8nsMLEREROT3GFiIiIjI7zGwEBERkd9jYCEiIiK/x8BCREREfo+BhYiIiPweAwsRERH5PQYWIiIi8nsMLEREROT3GFiIiIjI7/3/qbh3q/g3kRcAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = units['d_prime']\n", + "bins = np.linspace(0,20,100)\n", + "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(bin_edges[:-1], hist)" + ] + }, + { + "cell_type": "markdown", + "id": "5a5e1e0a", + "metadata": {}, + "source": [ + "### Nearest-neighbors hit-rate\n", + "*Nearest-neighbors hit rate* is another PC-based quality metric. It's derived from the 'isolation' metric originally reported in Chung, Magland et al. (2017). This metric looks at the PCs for one unit and calculates the fraction of their nearest neighbors that fall within the same cluster. If a unit is highly contaminated, then many of the closest spikes will come from other units. Nearest-neighbors hit rate is nice because it always falls between 0 and 1, making it straightforward to compare across different datasets." + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "id": "f350106e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 129, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = units['nn_hit_rate']\n", + "bins = np.linspace(0,1,100)\n", + "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(bin_edges[:-1], hist)" + ] + }, + { + "cell_type": "markdown", + "id": "e72554e7", + "metadata": {}, + "source": [ + "### Summary" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "id": "5398bb96", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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9509220631.856763good0.9940.0266.3847.741669140.450708.3895650.9020000.312214...0.59062039.71-0.68676738502611963.256906[27.284332536166527, 27.39949926916116, 27.456...[0.000126385992005961, 0.00018898987536720963,...[[0.0, -0.21762000000000725, -1.52996999999998...
\n", + "

5 rows × 29 columns

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" + ], + "text/plain": [ + " snr quality presence_ratio spread cumulative_drift \\\n", + "id \n", + "950922146 2.276506 good 0.99 40.0 262.59 \n", + "950922020 2.451651 good 0.99 60.0 313.14 \n", + "950921996 2.556012 good 0.99 30.0 299.83 \n", + "950922084 1.847681 good 0.99 40.0 460.51 \n", + "950922063 1.856763 good 0.99 40.0 266.38 \n", + "\n", + " isolation_distance amplitude firing_rate nn_hit_rate \\\n", + "id \n", + "950922146 48.682817 173.55585 3.534362 0.951456 \n", + "950922020 30.717576 114.49386 4.218833 0.844371 \n", + "950921996 39.067902 102.98964 6.499649 0.904659 \n", + "950922084 21.987697 143.74971 3.715021 0.553741 \n", + "950922063 47.741669 140.45070 8.389565 0.902000 \n", + "\n", + " isi_violations ... waveform_duration local_index max_drift \\\n", + "id ... \n", + "950922146 0.040655 ... 0.480737 7 24.71 \n", + "950922020 0.116510 ... 0.563149 1 15.30 \n", + "950921996 0.105187 ... 0.535678 0 20.02 \n", + "950922084 1.181287 ... 0.631826 4 30.47 \n", + "950922063 0.312214 ... 0.590620 3 9.71 \n", + "\n", + " velocity_above cluster_id peak_channel_id d_prime \\\n", + "id \n", + "950922146 -1.922948 7 850261194 5.529560 \n", + "950922020 -0.529792 1 850261194 2.341324 \n", + "950921996 0.343384 0 850261194 3.750008 \n", + "950922084 0.206030 4 850261196 2.192356 \n", + "950922063 -0.686767 3 850261196 3.256906 \n", + "\n", + " spike_times \\\n", + "id \n", + "950922146 [31.490034958356276, 32.92370245071491, 35.505... \n", + "950922020 [27.189465814863283, 27.352032575157004, 27.41... \n", + "950921996 [26.971165689137713, 27.075865749437607, 27.10... \n", + "950922084 [27.442999294214125, 27.739099464747063, 27.91... \n", + "950922063 [27.284332536166527, 27.39949926916116, 27.456... \n", + "\n", + " spike_amplitudes \\\n", + "id \n", + "950922146 [0.0001615638969686343, 0.0001146743934257875,... \n", + "950922020 [0.0001779263088556941, 0.0001903679273326421,... \n", + "950921996 [0.0001381400932624782, 0.000185573120709172, ... \n", + "950922084 [0.0001200643878712399, 0.00011509520337930783... \n", + "950922063 [0.000126385992005961, 0.00018898987536720963,... \n", + "\n", + " waveform_mean \n", + "id \n", + "950922146 [[0.0, -0.16964999999999364, 0.642329999999995... \n", + "950922020 [[0.0, -0.8997299999999999, -0.872429999999994... \n", + "950921996 [[0.0, 2.752229999999992, 0.5171399999999995, ... \n", + "950922084 [[0.0, 0.5342999999999982, 0.10296000000000127... \n", + "950922063 [[0.0, -0.21762000000000725, -1.52996999999998... \n", + "\n", + "[5 rows x 29 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stim_filepath = f\"../../../data/visual_coding/sub-699733573_ses-715093703.nwb\"\n", + "stim_io = NWBHDF5IO(stim_filepath, mode=\"r\", load_namespaces=True)\n", + "stim_file = stim_io.read() \n", + "units = stim_file.units.to_dataframe()\n", + "units.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6ca9b7ba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2779, 29)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "units.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "b34188b3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['snr', 'quality', 'presence_ratio', 'spread', 'cumulative_drift',\n", + " 'isolation_distance', 'amplitude', 'firing_rate', 'nn_hit_rate',\n", + " 'isi_violations', 'velocity_below', 'l_ratio', 'nn_miss_rate',\n", + " 'waveform_halfwidth', 'repolarization_slope', 'amplitude_cutoff',\n", + " 'PT_ratio', 'silhouette_score', 'recovery_slope', 'waveform_duration',\n", + " 'local_index', 'max_drift', 'velocity_above', 'cluster_id',\n", + " 'peak_channel_id', 'd_prime', 'spike_times', 'spike_amplitudes',\n", + " 'waveform_mean'],\n", + " dtype='object')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "units.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "cf33f592", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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snrqualitypresence_ratiospreadcumulative_driftisolation_distanceamplitudefiring_ratenn_hit_rateisi_violations...waveform_durationlocal_indexmax_driftvelocity_abovecluster_idpeak_channel_idd_primespike_timesspike_amplitudeswaveform_mean
id
9509281132.371436good0.99170.0297.6747.597907108.0058201.3814750.8745520.266102...0.63182629436.87-0.5036292998502616203.793300[28.828600092223045, 28.834933429203936, 28.84...[0.0001509824880329593, 0.00014716441149494627...[[0.0, -0.6840599999999988, -2.045939999999989...
9509280881.357666good0.99170.0308.2158.34281953.7911405.0582180.8933330.438333...0.68676729322.84-1.1102742988502616202.581421[27.139699119534487, 27.152399126848803, 27.38...[4.491589846356583e-05, 4.391356571530687e-05,...[[0.0, 0.45278999999999847, -0.079949999999996...
9509280691.519752good0.99150.0331.2945.36229672.4514701.7967640.8429750.799652...0.63182629227.411.3391962978502616203.635216[29.019100201937754, 30.695601167484774, 30.92...[4.6316094089988474e-05, 5.254681291897572e-05...[[0.0, -1.3786500000000004, -1.921920000000017...
9509282181.903546good0.99130.0337.3239.855466116.8034401.1181640.8401830.440033...0.56314929932.20-1.2590733048502616242.927787[27.09809909557579, 27.244165846366666, 27.693...[0.0002255927606960226, 0.00025178500479235957...[[0.0, -0.9859200000000037, -1.317030000000024...
9509281984.298745good0.95100.073.9070.343309231.4283400.3802870.9183670.292638...0.60435529830.55-0.7260113038502616245.638828[180.5400541340513, 180.57585415466963, 180.59...[0.0003094966579968398, 0.0003075726169702806,...[[0.0, 0.00038999999999944635, 1.5639000000000...
..................................................................
9509324452.329216good0.9980.0200.3253.645165102.2330401.8438480.9036540.298754...0.35711951335.060.1373535328502618144.897384[74.66255982270394, 75.13426009437022, 75.1678...[7.348447152269245e-05, 7.925642259631168e-05,...[[0.0, -0.3346200000000028, 1.2869999999999928...
9509325291.834327good0.9990.0400.7942.95928177.4785702.1291760.7824191.073564...0.64556151729.360.8927975368502618203.596363[41.333573960877985, 75.10566007789862, 75.514...[8.081274164383863e-05, 6.549128692916532e-05,...[[0.0, -0.7019999999999946, -0.141960000000000...
9509339444.286030good0.7070.00.0030.079417194.6380930.0266470.0555560.000000...0.631826596NaN1.0988276158502618325.878888[193.625795003854, 372.89999825322684, 688.721...[0.000128973161480754, 0.00012667564295042232,...[[0.0, 2.2532415254237304, 0.9237711864406801,...
9509326564.524627good0.8560.094.3167.334073223.9668600.1283810.9462370.000000...0.64556152538.080.6867675448502618326.484377[1362.4133348102043, 1380.49317855626, 1479.81...[9.175480015473792e-05, 8.226808155281326e-05,...[[0.0, 0.17393999999999998, 0.5955299999999877...
9509326432.373998good0.9890.0263.9757.17842493.9065400.5781080.9479910.506519...0.65929652437.481.0301515438502618324.789136[74.60782645784802, 74.6286598031799, 74.66492...[7.408838397752043e-05, 8.150979828797835e-05,...[[0.0, 0.5038800000000023, -3.2381700000000055...
\n", + "

100 rows × 29 columns

\n", + "
" + ], + "text/plain": [ + " snr quality presence_ratio spread cumulative_drift \\\n", + "id \n", + "950928113 2.371436 good 0.99 170.0 297.67 \n", + "950928088 1.357666 good 0.99 170.0 308.21 \n", + "950928069 1.519752 good 0.99 150.0 331.29 \n", + "950928218 1.903546 good 0.99 130.0 337.32 \n", + "950928198 4.298745 good 0.95 100.0 73.90 \n", + "... ... ... ... ... ... \n", + "950932445 2.329216 good 0.99 80.0 200.32 \n", + "950932529 1.834327 good 0.99 90.0 400.79 \n", + "950933944 4.286030 good 0.70 70.0 0.00 \n", + "950932656 4.524627 good 0.85 60.0 94.31 \n", + "950932643 2.373998 good 0.98 90.0 263.97 \n", + "\n", + " isolation_distance amplitude firing_rate nn_hit_rate \\\n", + "id \n", + "950928113 47.597907 108.005820 1.381475 0.874552 \n", + "950928088 58.342819 53.791140 5.058218 0.893333 \n", + "950928069 45.362296 72.451470 1.796764 0.842975 \n", + "950928218 39.855466 116.803440 1.118164 0.840183 \n", + "950928198 70.343309 231.428340 0.380287 0.918367 \n", + "... ... ... ... ... \n", + "950932445 53.645165 102.233040 1.843848 0.903654 \n", + "950932529 42.959281 77.478570 2.129176 0.782419 \n", + "950933944 30.079417 194.638093 0.026647 0.055556 \n", + "950932656 67.334073 223.966860 0.128381 0.946237 \n", + "950932643 57.178424 93.906540 0.578108 0.947991 \n", + "\n", + " isi_violations ... waveform_duration local_index max_drift \\\n", + "id ... \n", + "950928113 0.266102 ... 0.631826 294 36.87 \n", + "950928088 0.438333 ... 0.686767 293 22.84 \n", + "950928069 0.799652 ... 0.631826 292 27.41 \n", + "950928218 0.440033 ... 0.563149 299 32.20 \n", + "950928198 0.292638 ... 0.604355 298 30.55 \n", + "... ... ... ... ... ... \n", + "950932445 0.298754 ... 0.357119 513 35.06 \n", + "950932529 1.073564 ... 0.645561 517 29.36 \n", + "950933944 0.000000 ... 0.631826 596 NaN \n", + "950932656 0.000000 ... 0.645561 525 38.08 \n", + "950932643 0.506519 ... 0.659296 524 37.48 \n", + "\n", + " velocity_above cluster_id peak_channel_id d_prime \\\n", + "id \n", + "950928113 -0.503629 299 850261620 3.793300 \n", + "950928088 -1.110274 298 850261620 2.581421 \n", + "950928069 1.339196 297 850261620 3.635216 \n", + "950928218 -1.259073 304 850261624 2.927787 \n", + "950928198 -0.726011 303 850261624 5.638828 \n", + "... ... ... ... ... \n", + "950932445 0.137353 532 850261814 4.897384 \n", + "950932529 0.892797 536 850261820 3.596363 \n", + "950933944 1.098827 615 850261832 5.878888 \n", + "950932656 0.686767 544 850261832 6.484377 \n", + "950932643 1.030151 543 850261832 4.789136 \n", + "\n", + " spike_times \\\n", + "id \n", + "950928113 [28.828600092223045, 28.834933429203936, 28.84... \n", + "950928088 [27.139699119534487, 27.152399126848803, 27.38... \n", + "950928069 [29.019100201937754, 30.695601167484774, 30.92... \n", + "950928218 [27.09809909557579, 27.244165846366666, 27.693... \n", + "950928198 [180.5400541340513, 180.57585415466963, 180.59... \n", + "... ... \n", + "950932445 [74.66255982270394, 75.13426009437022, 75.1678... \n", + "950932529 [41.333573960877985, 75.10566007789862, 75.514... \n", + "950933944 [193.625795003854, 372.89999825322684, 688.721... \n", + "950932656 [1362.4133348102043, 1380.49317855626, 1479.81... \n", + "950932643 [74.60782645784802, 74.6286598031799, 74.66492... \n", + "\n", + " spike_amplitudes \\\n", + "id \n", + "950928113 [0.0001509824880329593, 0.00014716441149494627... \n", + "950928088 [4.491589846356583e-05, 4.391356571530687e-05,... \n", + "950928069 [4.6316094089988474e-05, 5.254681291897572e-05... \n", + "950928218 [0.0002255927606960226, 0.00025178500479235957... \n", + "950928198 [0.0003094966579968398, 0.0003075726169702806,... \n", + "... ... \n", + "950932445 [7.348447152269245e-05, 7.925642259631168e-05,... \n", + "950932529 [8.081274164383863e-05, 6.549128692916532e-05,... \n", + "950933944 [0.000128973161480754, 0.00012667564295042232,... \n", + "950932656 [9.175480015473792e-05, 8.226808155281326e-05,... \n", + "950932643 [7.408838397752043e-05, 8.150979828797835e-05,... \n", + "\n", + " waveform_mean \n", + "id \n", + "950928113 [[0.0, -0.6840599999999988, -2.045939999999989... \n", + "950928088 [[0.0, 0.45278999999999847, -0.079949999999996... \n", + "950928069 [[0.0, -1.3786500000000004, -1.921920000000017... \n", + "950928218 [[0.0, -0.9859200000000037, -1.317030000000024... \n", + "950928198 [[0.0, 0.00038999999999944635, 1.5639000000000... \n", + "... ... \n", + "950932445 [[0.0, -0.3346200000000028, 1.2869999999999928... \n", + "950932529 [[0.0, -0.7019999999999946, -0.141960000000000... \n", + "950933944 [[0.0, 2.2532415254237304, 0.9237711864406801,... \n", + "950932656 [[0.0, 0.17393999999999998, 0.5955299999999877... \n", + "950932643 [[0.0, 0.5038800000000023, -3.2381700000000055... \n", + "\n", + "[100 rows x 29 columns]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "good_units = units[units.quality == 'good']" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "009266d9", + "metadata": {}, + "outputs": [], + "source": [ + "# sorting units by quality or other attribute (or firing rate?)\n", + "# plot spike times for units\n", + "# show average waveform across units (possibly in different brain areas?)\n", + "# selection of unit\n", + "# showing waveform\n", + "# for unit, plot firing rate over time or drift\n", + "# show unit location" + ] + }, + { + "cell_type": "markdown", + "id": "c2e2334f", + "metadata": {}, + "source": [ + "### Showing Spike Times" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "06602644", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'session' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn [23], line 6\u001b[0m\n\u001b[0;32m 3\u001b[0m time_bin_edges \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mlinspace(\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m0.01\u001b[39m, \u001b[38;5;241m0.4\u001b[39m, \u001b[38;5;241m200\u001b[39m)\n\u001b[0;32m 5\u001b[0m \u001b[38;5;66;03m# look at responses to the flash stimulus\u001b[39;00m\n\u001b[1;32m----> 6\u001b[0m flash_250_ms_stimulus_presentation_ids \u001b[38;5;241m=\u001b[39m \u001b[43msession\u001b[49m\u001b[38;5;241m.\u001b[39mstimulus_presentations[\n\u001b[0;32m 7\u001b[0m session\u001b[38;5;241m.\u001b[39mstimulus_presentations[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mstimulus_name\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mflashes\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m 8\u001b[0m ]\u001b[38;5;241m.\u001b[39mindex\u001b[38;5;241m.\u001b[39mvalues\n\u001b[0;32m 10\u001b[0m \u001b[38;5;66;03m# and get a set of units with only decent snr\u001b[39;00m\n\u001b[0;32m 11\u001b[0m decent_snr_unit_ids \u001b[38;5;241m=\u001b[39m session\u001b[38;5;241m.\u001b[39munits[\n\u001b[0;32m 12\u001b[0m session\u001b[38;5;241m.\u001b[39munits[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msnr\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1.5\u001b[39m\n\u001b[0;32m 13\u001b[0m ]\u001b[38;5;241m.\u001b[39mindex\u001b[38;5;241m.\u001b[39mvalues\n", + "\u001b[1;31mNameError\u001b[0m: name 'session' is not defined" + ] + } + ], + "source": [ + "# We're going to build an array of spike counts surrounding stimulus presentation onset\n", + "# To do that, we will need to specify some bins (in seconds, relative to stimulus onset)\n", + "time_bin_edges = np.linspace(-0.01, 0.4, 200)\n", + "\n", + "# look at responses to the flash stimulus\n", + "flash_250_ms_stimulus_presentation_ids = session.stimulus_presentations[\n", + " session.stimulus_presentations['stimulus_name'] == 'flashes'\n", + "].index.values\n", + "\n", + "# and get a set of units with only decent snr\n", + "decent_snr_unit_ids = session.units[\n", + " session.units['snr'] >= 1.5\n", + "].index.values\n", + "\n", + "spike_counts_da = session.presentationwise_spike_counts(\n", + " bin_edges=time_bin_edges,\n", + " stimulus_presentation_ids=flash_250_ms_stimulus_presentation_ids,\n", + " unit_ids=decent_snr_unit_ids\n", + ")\n", + "spike_counts_da" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "0ef8c6e4", + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "Image data of dtype object cannot be converted to float", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn [22], line 5\u001b[0m\n\u001b[0;32m 1\u001b[0m data_array \u001b[38;5;241m=\u001b[39m good_units\u001b[38;5;241m.\u001b[39mspike_times\n\u001b[0;32m 3\u001b[0m fig, ax \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplots(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m12\u001b[39m, \u001b[38;5;241m12\u001b[39m))\n\u001b[1;32m----> 5\u001b[0m img \u001b[38;5;241m=\u001b[39m \u001b[43max\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mimshow\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata_array\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mT\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minterpolation\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mnone\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 6\u001b[0m plt\u001b[38;5;241m.\u001b[39mcolorbar(img, cax\u001b[38;5;241m=\u001b[39mcbar_axis)\n\u001b[0;32m 8\u001b[0m cbar_axis\u001b[38;5;241m.\u001b[39mset_ylabel(cbar_label, fontsize\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m16\u001b[39m)\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\matplotlib\\__init__.py:1361\u001b[0m, in \u001b[0;36m_preprocess_data..inner\u001b[1;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1358\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[0;32m 1359\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minner\u001b[39m(ax, \u001b[38;5;241m*\u001b[39margs, data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m 1360\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 1361\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(ax, \u001b[38;5;241m*\u001b[39m\u001b[38;5;28mmap\u001b[39m(sanitize_sequence, args), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1363\u001b[0m bound \u001b[38;5;241m=\u001b[39m new_sig\u001b[38;5;241m.\u001b[39mbind(ax, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1364\u001b[0m auto_label \u001b[38;5;241m=\u001b[39m (bound\u001b[38;5;241m.\u001b[39marguments\u001b[38;5;241m.\u001b[39mget(label_namer)\n\u001b[0;32m 1365\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m bound\u001b[38;5;241m.\u001b[39mkwargs\u001b[38;5;241m.\u001b[39mget(label_namer))\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\matplotlib\\axes\\_axes.py:5609\u001b[0m, in \u001b[0;36mAxes.imshow\u001b[1;34m(self, X, cmap, norm, aspect, interpolation, alpha, vmin, vmax, origin, extent, filternorm, filterrad, resample, url, **kwargs)\u001b[0m\n\u001b[0;32m 5604\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mset_aspect(aspect)\n\u001b[0;32m 5605\u001b[0m im \u001b[38;5;241m=\u001b[39m mimage\u001b[38;5;241m.\u001b[39mAxesImage(\u001b[38;5;28mself\u001b[39m, cmap, norm, interpolation, origin, extent,\n\u001b[0;32m 5606\u001b[0m filternorm\u001b[38;5;241m=\u001b[39mfilternorm, filterrad\u001b[38;5;241m=\u001b[39mfilterrad,\n\u001b[0;32m 5607\u001b[0m resample\u001b[38;5;241m=\u001b[39mresample, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m-> 5609\u001b[0m \u001b[43mim\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mset_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 5610\u001b[0m im\u001b[38;5;241m.\u001b[39mset_alpha(alpha)\n\u001b[0;32m 5611\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m im\u001b[38;5;241m.\u001b[39mget_clip_path() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 5612\u001b[0m \u001b[38;5;66;03m# image does not already have clipping set, clip to axes patch\u001b[39;00m\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\matplotlib\\image.py:700\u001b[0m, in \u001b[0;36m_ImageBase.set_data\u001b[1;34m(self, A)\u001b[0m\n\u001b[0;32m 696\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A \u001b[38;5;241m=\u001b[39m cbook\u001b[38;5;241m.\u001b[39msafe_masked_invalid(A, copy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m 698\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A\u001b[38;5;241m.\u001b[39mdtype \u001b[38;5;241m!=\u001b[39m np\u001b[38;5;241m.\u001b[39muint8 \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[0;32m 699\u001b[0m \u001b[38;5;129;01mnot\u001b[39;00m np\u001b[38;5;241m.\u001b[39mcan_cast(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A\u001b[38;5;241m.\u001b[39mdtype, \u001b[38;5;28mfloat\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msame_kind\u001b[39m\u001b[38;5;124m\"\u001b[39m)):\n\u001b[1;32m--> 700\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mImage data of dtype \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m cannot be converted to \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 701\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A\u001b[38;5;241m.\u001b[39mdtype))\n\u001b[0;32m 703\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m3\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 704\u001b[0m \u001b[38;5;66;03m# If just one dimension assume scalar and apply colormap\u001b[39;00m\n\u001b[0;32m 705\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A[:, :, \u001b[38;5;241m0\u001b[39m]\n", + "\u001b[1;31mTypeError\u001b[0m: Image data of dtype object cannot be converted to float" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_array = good_units.spike_times\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 12))\n", + "\n", + "img = ax.imshow(data_array.T, interpolation='none')\n", + "plt.colorbar(img, cax=cbar_axis)\n", + "\n", + "cbar_axis.set_ylabel(cbar_label, fontsize=16)\n", + "\n", + "ax.yaxis.set_major_locator(plt.NullLocator())\n", + "ax.set_ylabel(ylabel, fontsize=16)\n", + "\n", + "reltime = np.array(time_coords)\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", + "ax.set_xlabel(xlabel, fontsize=16)\n", + "\n", + "ax.set_title(title, fontsize=20)\n", + "\n", + "return fig" + ] + }, + { + "cell_type": "markdown", + "id": "34a45648", + "metadata": {}, + "source": [ + "### Waveforms" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "32fd8345", + "metadata": {}, + "outputs": [], + "source": [ + "unit_num = 950913039" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0179c4e3", + "metadata": {}, + "outputs": [], + "source": [ + "units.waveform_mean[950913039].shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "557d5b9e", + "metadata": {}, + "outputs": [], + "source": [ + "waveforms = np.array([waveform for waveform in units.waveform_mean])\n", + "waveforms.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7d88c6c6", + "metadata": {}, + "outputs": [], + "source": [ + "avg_waveform = np.average(waveforms,axis=0)\n", + "avg_waveform.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4ae54d56", + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = plt.subplots()\n", + "# for waveform in waveforms:\n", + "# ax.plot(waveform)\n", + "ax.plot(avg_waveform)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8775ad23", + "metadata": {}, + "outputs": [], + "source": [ + "waveform = units.waveform_mean[unit_num]\n", + "waveform.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f3b643b5", + "metadata": {}, + "outputs": [], + "source": [ + "unit_avg_waveform = np.average(waveform, axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bfdaced0", + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.plot(unit_avg_waveform)\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 fa425b9ade8fcad1477b8636e1c551672a42f93b Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Tue, 20 Dec 2022 12:36:03 -0800 Subject: [PATCH 02/36] Incremental additions --- .../visualize_unit_metrics.ipynb | 14 +- .../visualize_unit_waveform.ipynb | 929 +++--------------- 2 files changed, 145 insertions(+), 798 deletions(-) diff --git a/docs/visualization/visualize_unit_metrics.ipynb b/docs/visualization/visualize_unit_metrics.ipynb index 0d5aedcc..6a1b5fe8 100644 --- a/docs/visualization/visualize_unit_metrics.ipynb +++ b/docs/visualization/visualize_unit_metrics.ipynb @@ -94,13 +94,21 @@ { "cell_type": "code", "execution_count": null, - "id": "ca2943d2", + "id": "3214c499", "metadata": {}, "outputs": [], "source": [ "filename = dandi_filepath.split(\"/\")[-1]\n", - "filepath = f\"{download_loc}/{filename}\"\n", - "\n", + "filepath = f\"{download_loc}/{filename}\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ca2943d2", + "metadata": {}, + "outputs": [], + "source": [ "my_dandiset = dandiapi.DandiAPIClient().get_dandiset(dandiset_id)\n", "file = my_dandiset.get_asset_by_path(dandi_filepath)\n", "# this may take awhile, especially if the file to download is large\n", diff --git a/docs/visualization/visualize_unit_waveform.ipynb b/docs/visualization/visualize_unit_waveform.ipynb index 14fe6b6f..b3d1aa49 100644 --- a/docs/visualization/visualize_unit_waveform.ipynb +++ b/docs/visualization/visualize_unit_waveform.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "09650a3e", "metadata": {}, "outputs": [], @@ -20,279 +20,10 @@ }, { "cell_type": "code", - 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snrqualitypresence_ratiospreadcumulative_driftisolation_distanceamplitudefiring_ratenn_hit_rateisi_violations...waveform_durationlocal_indexmax_driftvelocity_abovecluster_idpeak_channel_idd_primespike_timesspike_amplitudeswaveform_mean
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" - ], - "text/plain": [ - " snr quality presence_ratio spread cumulative_drift \\\n", - "id \n", - "950922146 2.276506 good 0.99 40.0 262.59 \n", - "950922020 2.451651 good 0.99 60.0 313.14 \n", - "950921996 2.556012 good 0.99 30.0 299.83 \n", - "950922084 1.847681 good 0.99 40.0 460.51 \n", - "950922063 1.856763 good 0.99 40.0 266.38 \n", - "\n", - " isolation_distance amplitude firing_rate nn_hit_rate \\\n", - "id \n", - "950922146 48.682817 173.55585 3.534362 0.951456 \n", - "950922020 30.717576 114.49386 4.218833 0.844371 \n", - "950921996 39.067902 102.98964 6.499649 0.904659 \n", - "950922084 21.987697 143.74971 3.715021 0.553741 \n", - "950922063 47.741669 140.45070 8.389565 0.902000 \n", - "\n", - " isi_violations ... waveform_duration local_index max_drift \\\n", - "id ... \n", - "950922146 0.040655 ... 0.480737 7 24.71 \n", - "950922020 0.116510 ... 0.563149 1 15.30 \n", - "950921996 0.105187 ... 0.535678 0 20.02 \n", - "950922084 1.181287 ... 0.631826 4 30.47 \n", - "950922063 0.312214 ... 0.590620 3 9.71 \n", - "\n", - " velocity_above cluster_id peak_channel_id d_prime \\\n", - "id \n", - "950922146 -1.922948 7 850261194 5.529560 \n", - "950922020 -0.529792 1 850261194 2.341324 \n", - "950921996 0.343384 0 850261194 3.750008 \n", - "950922084 0.206030 4 850261196 2.192356 \n", - "950922063 -0.686767 3 850261196 3.256906 \n", - "\n", - " spike_times \\\n", - "id \n", - "950922146 [31.490034958356276, 32.92370245071491, 35.505... \n", - "950922020 [27.189465814863283, 27.352032575157004, 27.41... \n", - "950921996 [26.971165689137713, 27.075865749437607, 27.10... \n", - "950922084 [27.442999294214125, 27.739099464747063, 27.91... \n", - "950922063 [27.284332536166527, 27.39949926916116, 27.456... \n", - "\n", - " spike_amplitudes \\\n", - "id \n", - "950922146 [0.0001615638969686343, 0.0001146743934257875,... \n", - "950922020 [0.0001779263088556941, 0.0001903679273326421,... \n", - "950921996 [0.0001381400932624782, 0.000185573120709172, ... \n", - "950922084 [0.0001200643878712399, 0.00011509520337930783... \n", - "950922063 [0.000126385992005961, 0.00018898987536720963,... \n", - "\n", - " waveform_mean \n", - "id \n", - "950922146 [[0.0, -0.16964999999999364, 0.642329999999995... \n", - "950922020 [[0.0, -0.8997299999999999, -0.872429999999994... \n", - "950921996 [[0.0, 2.752229999999992, 0.5171399999999995, ... \n", - "950922084 [[0.0, 0.5342999999999982, 0.10296000000000127... \n", - "950922063 [[0.0, -0.21762000000000725, -1.52996999999998... \n", - "\n", - "[5 rows x 29 columns]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "stim_filepath = f\"../../../data/visual_coding/sub-699733573_ses-715093703.nwb\"\n", "stim_io = NWBHDF5IO(stim_filepath, mode=\"r\", load_namespaces=True)\n", @@ -303,512 +34,37 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "6ca9b7ba", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(2779, 29)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "units.shape" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "b34188b3", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['snr', 'quality', 'presence_ratio', 'spread', 'cumulative_drift',\n", - " 'isolation_distance', 'amplitude', 'firing_rate', 'nn_hit_rate',\n", - " 'isi_violations', 'velocity_below', 'l_ratio', 'nn_miss_rate',\n", - " 'waveform_halfwidth', 'repolarization_slope', 'amplitude_cutoff',\n", - " 'PT_ratio', 'silhouette_score', 'recovery_slope', 'waveform_duration',\n", - " 'local_index', 'max_drift', 'velocity_above', 'cluster_id',\n", - " 'peak_channel_id', 'd_prime', 'spike_times', 'spike_amplitudes',\n", - " 'waveform_mean'],\n", - " dtype='object')" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "units.keys()" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "cf33f592", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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snrqualitypresence_ratiospreadcumulative_driftisolation_distanceamplitudefiring_ratenn_hit_rateisi_violations...waveform_durationlocal_indexmax_driftvelocity_abovecluster_idpeak_channel_idd_primespike_timesspike_amplitudeswaveform_mean
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9509280691.519752good0.99150.0331.2945.36229672.4514701.7967640.8429750.799652...0.63182629227.411.3391962978502616203.635216[29.019100201937754, 30.695601167484774, 30.92...[4.6316094089988474e-05, 5.254681291897572e-05...[[0.0, -1.3786500000000004, -1.921920000000017...
9509282181.903546good0.99130.0337.3239.855466116.8034401.1181640.8401830.440033...0.56314929932.20-1.2590733048502616242.927787[27.09809909557579, 27.244165846366666, 27.693...[0.0002255927606960226, 0.00025178500479235957...[[0.0, -0.9859200000000037, -1.317030000000024...
9509281984.298745good0.95100.073.9070.343309231.4283400.3802870.9183670.292638...0.60435529830.55-0.7260113038502616245.638828[180.5400541340513, 180.57585415466963, 180.59...[0.0003094966579968398, 0.0003075726169702806,...[[0.0, 0.00038999999999944635, 1.5639000000000...
..................................................................
9509324452.329216good0.9980.0200.3253.645165102.2330401.8438480.9036540.298754...0.35711951335.060.1373535328502618144.897384[74.66255982270394, 75.13426009437022, 75.1678...[7.348447152269245e-05, 7.925642259631168e-05,...[[0.0, -0.3346200000000028, 1.2869999999999928...
9509325291.834327good0.9990.0400.7942.95928177.4785702.1291760.7824191.073564...0.64556151729.360.8927975368502618203.596363[41.333573960877985, 75.10566007789862, 75.514...[8.081274164383863e-05, 6.549128692916532e-05,...[[0.0, -0.7019999999999946, -0.141960000000000...
9509339444.286030good0.7070.00.0030.079417194.6380930.0266470.0555560.000000...0.631826596NaN1.0988276158502618325.878888[193.625795003854, 372.89999825322684, 688.721...[0.000128973161480754, 0.00012667564295042232,...[[0.0, 2.2532415254237304, 0.9237711864406801,...
9509326564.524627good0.8560.094.3167.334073223.9668600.1283810.9462370.000000...0.64556152538.080.6867675448502618326.484377[1362.4133348102043, 1380.49317855626, 1479.81...[9.175480015473792e-05, 8.226808155281326e-05,...[[0.0, 0.17393999999999998, 0.5955299999999877...
9509326432.373998good0.9890.0263.9757.17842493.9065400.5781080.9479910.506519...0.65929652437.481.0301515438502618324.789136[74.60782645784802, 74.6286598031799, 74.66492...[7.408838397752043e-05, 8.150979828797835e-05,...[[0.0, 0.5038800000000023, -3.2381700000000055...
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100 rows × 29 columns

\n", - "
" - ], - "text/plain": [ - " snr quality presence_ratio spread cumulative_drift \\\n", - "id \n", - "950928113 2.371436 good 0.99 170.0 297.67 \n", - "950928088 1.357666 good 0.99 170.0 308.21 \n", - "950928069 1.519752 good 0.99 150.0 331.29 \n", - "950928218 1.903546 good 0.99 130.0 337.32 \n", - "950928198 4.298745 good 0.95 100.0 73.90 \n", - "... ... ... ... ... ... \n", - "950932445 2.329216 good 0.99 80.0 200.32 \n", - "950932529 1.834327 good 0.99 90.0 400.79 \n", - "950933944 4.286030 good 0.70 70.0 0.00 \n", - "950932656 4.524627 good 0.85 60.0 94.31 \n", - "950932643 2.373998 good 0.98 90.0 263.97 \n", - "\n", - " isolation_distance amplitude firing_rate nn_hit_rate \\\n", - "id \n", - "950928113 47.597907 108.005820 1.381475 0.874552 \n", - "950928088 58.342819 53.791140 5.058218 0.893333 \n", - "950928069 45.362296 72.451470 1.796764 0.842975 \n", - "950928218 39.855466 116.803440 1.118164 0.840183 \n", - "950928198 70.343309 231.428340 0.380287 0.918367 \n", - "... ... ... ... ... \n", - "950932445 53.645165 102.233040 1.843848 0.903654 \n", - "950932529 42.959281 77.478570 2.129176 0.782419 \n", - "950933944 30.079417 194.638093 0.026647 0.055556 \n", - "950932656 67.334073 223.966860 0.128381 0.946237 \n", - "950932643 57.178424 93.906540 0.578108 0.947991 \n", - "\n", - " isi_violations ... waveform_duration local_index max_drift \\\n", - "id ... \n", - "950928113 0.266102 ... 0.631826 294 36.87 \n", - "950928088 0.438333 ... 0.686767 293 22.84 \n", - "950928069 0.799652 ... 0.631826 292 27.41 \n", - "950928218 0.440033 ... 0.563149 299 32.20 \n", - "950928198 0.292638 ... 0.604355 298 30.55 \n", - "... ... ... ... ... ... \n", - "950932445 0.298754 ... 0.357119 513 35.06 \n", - "950932529 1.073564 ... 0.645561 517 29.36 \n", - "950933944 0.000000 ... 0.631826 596 NaN \n", - "950932656 0.000000 ... 0.645561 525 38.08 \n", - "950932643 0.506519 ... 0.659296 524 37.48 \n", - "\n", - " velocity_above cluster_id peak_channel_id d_prime \\\n", - "id \n", - "950928113 -0.503629 299 850261620 3.793300 \n", - "950928088 -1.110274 298 850261620 2.581421 \n", - "950928069 1.339196 297 850261620 3.635216 \n", - "950928218 -1.259073 304 850261624 2.927787 \n", - "950928198 -0.726011 303 850261624 5.638828 \n", - "... ... ... ... ... \n", - "950932445 0.137353 532 850261814 4.897384 \n", - "950932529 0.892797 536 850261820 3.596363 \n", - "950933944 1.098827 615 850261832 5.878888 \n", - "950932656 0.686767 544 850261832 6.484377 \n", - "950932643 1.030151 543 850261832 4.789136 \n", - "\n", - " spike_times \\\n", - "id \n", - "950928113 [28.828600092223045, 28.834933429203936, 28.84... \n", - "950928088 [27.139699119534487, 27.152399126848803, 27.38... \n", - "950928069 [29.019100201937754, 30.695601167484774, 30.92... \n", - "950928218 [27.09809909557579, 27.244165846366666, 27.693... \n", - "950928198 [180.5400541340513, 180.57585415466963, 180.59... \n", - "... ... \n", - "950932445 [74.66255982270394, 75.13426009437022, 75.1678... \n", - "950932529 [41.333573960877985, 75.10566007789862, 75.514... \n", - "950933944 [193.625795003854, 372.89999825322684, 688.721... \n", - "950932656 [1362.4133348102043, 1380.49317855626, 1479.81... \n", - "950932643 [74.60782645784802, 74.6286598031799, 74.66492... \n", - "\n", - " spike_amplitudes \\\n", - "id \n", - "950928113 [0.0001509824880329593, 0.00014716441149494627... \n", - "950928088 [4.491589846356583e-05, 4.391356571530687e-05,... \n", - "950928069 [4.6316094089988474e-05, 5.254681291897572e-05... \n", - "950928218 [0.0002255927606960226, 0.00025178500479235957... \n", - "950928198 [0.0003094966579968398, 0.0003075726169702806,... \n", - "... ... \n", - "950932445 [7.348447152269245e-05, 7.925642259631168e-05,... \n", - "950932529 [8.081274164383863e-05, 6.549128692916532e-05,... \n", - "950933944 [0.000128973161480754, 0.00012667564295042232,... \n", - "950932656 [9.175480015473792e-05, 8.226808155281326e-05,... \n", - "950932643 [7.408838397752043e-05, 8.150979828797835e-05,... \n", - "\n", - " waveform_mean \n", - "id \n", - "950928113 [[0.0, -0.6840599999999988, -2.045939999999989... \n", - "950928088 [[0.0, 0.45278999999999847, -0.079949999999996... \n", - "950928069 [[0.0, -1.3786500000000004, -1.921920000000017... \n", - "950928218 [[0.0, -0.9859200000000037, -1.317030000000024... \n", - "950928198 [[0.0, 0.00038999999999944635, 1.5639000000000... \n", - "... ... \n", - "950932445 [[0.0, -0.3346200000000028, 1.2869999999999928... \n", - "950932529 [[0.0, -0.7019999999999946, -0.141960000000000... \n", - "950933944 [[0.0, 2.2532415254237304, 0.9237711864406801,... \n", - "950932656 [[0.0, 0.17393999999999998, 0.5955299999999877... \n", - "950932643 [[0.0, 0.5038800000000023, -3.2381700000000055... \n", - "\n", - "[100 rows x 29 columns]" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "good_units = units[units.quality == 'good']" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "009266d9", "metadata": {}, "outputs": [], @@ -832,22 +88,130 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, + "id": "2843a363", + "metadata": {}, + "outputs": [], + "source": [ + " def presentationwise_spike_counts(\n", + " self,\n", + " bin_edges,\n", + " stimulus_presentation_ids,\n", + " unit_ids,\n", + " binarize=False,\n", + " dtype=None,\n", + " large_bin_size_threshold=0.001,\n", + " time_domain_callback=None\n", + " ):\n", + " ''' Build an array of spike counts surrounding stimulus onset per\n", + " unit and stimulus frame.\n", + "\n", + " Parameters\n", + " ---------\n", + " bin_edges : numpy.ndarray\n", + " Spikes will be counted into the bins defined by these edges.\n", + " Values are in seconds, relative to stimulus onset.\n", + " stimulus_presentation_ids : array-like\n", + " Filter to these stimulus presentations\n", + " unit_ids : array-like\n", + " Filter to these units\n", + " binarize : bool, optional\n", + " If true, all counts greater than 0 will be treated as 1. This\n", + " results in lower storage overhead, but is only reasonable if bin\n", + " sizes are fine (<= 1 millisecond).\n", + " large_bin_size_threshold : float, optional\n", + " If binarize is True and the largest bin width is greater than\n", + " this value, a warning will be emitted.\n", + " time_domain_callback : callable, optional\n", + " The time domain is a numpy array whose values are trial-aligned bin\n", + " edges (each row is aligned to a different trial). This optional\n", + " function will be applied to the time domain before counting spikes.\n", + "\n", + " Returns\n", + " -------\n", + " xarray.DataArray :\n", + " Data array whose dimensions are stimulus presentation, unit,\n", + " and time bin and whose values are spike counts.\n", + "\n", + " '''\n", + "\n", + " stimulus_presentations = self._filter_owned_df(\n", + " 'stimulus_presentations',\n", + " ids=stimulus_presentation_ids)\n", + " units = self._filter_owned_df('units', ids=unit_ids)\n", + "\n", + " largest_bin_size = np.amax(np.diff(bin_edges))\n", + " if binarize and largest_bin_size > large_bin_size_threshold:\n", + " warnings.warn(\n", + " 'You\\'ve elected to binarize spike counts, but your maximum '\n", + " f'bin width is {largest_bin_size:2.5f} seconds. '\n", + " 'Binarizing spike counts with such a large bin width can '\n", + " 'cause significant loss of accuracy! '\n", + " 'Please consider only binarizing spike counts '\n", + " f'when your bins are <= {large_bin_size_threshold} '\n", + " 'seconds wide.'\n", + " )\n", + "\n", + " bin_edges = np.array(bin_edges)\n", + " domain = build_time_window_domain(\n", + " bin_edges,\n", + " stimulus_presentations['start_time'].values,\n", + " callback=time_domain_callback)\n", + "\n", + " out_of_order = np.where(np.diff(domain, axis=1) < 0)\n", + " if len(out_of_order[0]) > 0:\n", + " out_of_order_time_bins = \\\n", + " [(row, col) for row, col in zip(out_of_order)]\n", + " raise ValueError(\"The time domain specified contains out-of-order \"\n", + " f\"bin edges at indices: {out_of_order_time_bins}\")\n", + "\n", + " ends = domain[:, -1]\n", + " starts = domain[:, 0]\n", + " time_diffs = starts[1:] - ends[:-1]\n", + " overlapping = np.where(time_diffs < 0)[0]\n", + "\n", + " if len(overlapping) > 0:\n", + " # Ignoring intervals that overlaps multiple time bins because\n", + " # trying to figure that out would take O(n)\n", + " overlapping = [(s, s + 1) for s in overlapping]\n", + " warnings.warn(\"You've specified some overlapping time intervals \"\n", + " f\"between neighboring rows: {overlapping}, \"\n", + " \"with a maximum overlap of\"\n", + " f\" {np.abs(np.min(time_diffs))} seconds.\")\n", + "\n", + " tiled_data = build_spike_histogram(\n", + " domain,\n", + " self.spike_times,\n", + " units.index.values,\n", + " dtype=dtype,\n", + " binarize=binarize\n", + " )\n", + "\n", + " stim_presentation_id = stimulus_presentations.index.values\n", + "\n", + " tiled_data = xr.DataArray(\n", + " name='spike_counts',\n", + " data=tiled_data,\n", + " coords={\n", + " 'stimulus_presentation_id': stim_presentation_id,\n", + " 'time_relative_to_stimulus_onset': (bin_edges[:-1] +\n", + " np.diff(bin_edges) / 2),\n", + " 'unit_id': units.index.values\n", + " },\n", + " dims=['stimulus_presentation_id',\n", + " 'time_relative_to_stimulus_onset',\n", + " 'unit_id']\n", + " )\n", + "\n", + " return tiled_data\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, "id": "06602644", "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'session' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn [23], line 6\u001b[0m\n\u001b[0;32m 3\u001b[0m time_bin_edges \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mlinspace(\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m0.01\u001b[39m, \u001b[38;5;241m0.4\u001b[39m, \u001b[38;5;241m200\u001b[39m)\n\u001b[0;32m 5\u001b[0m \u001b[38;5;66;03m# look at responses to the flash stimulus\u001b[39;00m\n\u001b[1;32m----> 6\u001b[0m flash_250_ms_stimulus_presentation_ids \u001b[38;5;241m=\u001b[39m \u001b[43msession\u001b[49m\u001b[38;5;241m.\u001b[39mstimulus_presentations[\n\u001b[0;32m 7\u001b[0m session\u001b[38;5;241m.\u001b[39mstimulus_presentations[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mstimulus_name\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mflashes\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m 8\u001b[0m ]\u001b[38;5;241m.\u001b[39mindex\u001b[38;5;241m.\u001b[39mvalues\n\u001b[0;32m 10\u001b[0m \u001b[38;5;66;03m# and get a set of units with only decent snr\u001b[39;00m\n\u001b[0;32m 11\u001b[0m decent_snr_unit_ids \u001b[38;5;241m=\u001b[39m session\u001b[38;5;241m.\u001b[39munits[\n\u001b[0;32m 12\u001b[0m session\u001b[38;5;241m.\u001b[39munits[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msnr\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1.5\u001b[39m\n\u001b[0;32m 13\u001b[0m ]\u001b[38;5;241m.\u001b[39mindex\u001b[38;5;241m.\u001b[39mvalues\n", - "\u001b[1;31mNameError\u001b[0m: name 'session' is not defined" - ] - } - ], + "outputs": [], "source": [ "# We're going to build an array of spike counts surrounding stimulus presentation onset\n", "# To do that, we will need to specify some bins (in seconds, relative to stimulus onset)\n", @@ -873,35 +237,10 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "0ef8c6e4", "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "Image data of dtype object cannot be converted to float", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn [22], line 5\u001b[0m\n\u001b[0;32m 1\u001b[0m data_array \u001b[38;5;241m=\u001b[39m good_units\u001b[38;5;241m.\u001b[39mspike_times\n\u001b[0;32m 3\u001b[0m fig, ax \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplots(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m12\u001b[39m, \u001b[38;5;241m12\u001b[39m))\n\u001b[1;32m----> 5\u001b[0m img \u001b[38;5;241m=\u001b[39m \u001b[43max\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mimshow\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata_array\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mT\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minterpolation\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mnone\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 6\u001b[0m plt\u001b[38;5;241m.\u001b[39mcolorbar(img, cax\u001b[38;5;241m=\u001b[39mcbar_axis)\n\u001b[0;32m 8\u001b[0m cbar_axis\u001b[38;5;241m.\u001b[39mset_ylabel(cbar_label, fontsize\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m16\u001b[39m)\n", - "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\matplotlib\\__init__.py:1361\u001b[0m, in \u001b[0;36m_preprocess_data..inner\u001b[1;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1358\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[0;32m 1359\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minner\u001b[39m(ax, \u001b[38;5;241m*\u001b[39margs, data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m 1360\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 1361\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(ax, \u001b[38;5;241m*\u001b[39m\u001b[38;5;28mmap\u001b[39m(sanitize_sequence, args), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1363\u001b[0m bound \u001b[38;5;241m=\u001b[39m new_sig\u001b[38;5;241m.\u001b[39mbind(ax, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1364\u001b[0m auto_label \u001b[38;5;241m=\u001b[39m (bound\u001b[38;5;241m.\u001b[39marguments\u001b[38;5;241m.\u001b[39mget(label_namer)\n\u001b[0;32m 1365\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m bound\u001b[38;5;241m.\u001b[39mkwargs\u001b[38;5;241m.\u001b[39mget(label_namer))\n", - "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\matplotlib\\axes\\_axes.py:5609\u001b[0m, in \u001b[0;36mAxes.imshow\u001b[1;34m(self, X, cmap, norm, aspect, interpolation, alpha, vmin, vmax, origin, extent, filternorm, filterrad, resample, url, **kwargs)\u001b[0m\n\u001b[0;32m 5604\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mset_aspect(aspect)\n\u001b[0;32m 5605\u001b[0m im \u001b[38;5;241m=\u001b[39m mimage\u001b[38;5;241m.\u001b[39mAxesImage(\u001b[38;5;28mself\u001b[39m, cmap, norm, interpolation, origin, extent,\n\u001b[0;32m 5606\u001b[0m filternorm\u001b[38;5;241m=\u001b[39mfilternorm, filterrad\u001b[38;5;241m=\u001b[39mfilterrad,\n\u001b[0;32m 5607\u001b[0m resample\u001b[38;5;241m=\u001b[39mresample, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m-> 5609\u001b[0m \u001b[43mim\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mset_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 5610\u001b[0m im\u001b[38;5;241m.\u001b[39mset_alpha(alpha)\n\u001b[0;32m 5611\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m im\u001b[38;5;241m.\u001b[39mget_clip_path() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 5612\u001b[0m \u001b[38;5;66;03m# image does not already have clipping set, clip to axes patch\u001b[39;00m\n", - "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\matplotlib\\image.py:700\u001b[0m, in \u001b[0;36m_ImageBase.set_data\u001b[1;34m(self, A)\u001b[0m\n\u001b[0;32m 696\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A \u001b[38;5;241m=\u001b[39m cbook\u001b[38;5;241m.\u001b[39msafe_masked_invalid(A, copy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m 698\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A\u001b[38;5;241m.\u001b[39mdtype \u001b[38;5;241m!=\u001b[39m np\u001b[38;5;241m.\u001b[39muint8 \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[0;32m 699\u001b[0m \u001b[38;5;129;01mnot\u001b[39;00m np\u001b[38;5;241m.\u001b[39mcan_cast(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A\u001b[38;5;241m.\u001b[39mdtype, \u001b[38;5;28mfloat\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msame_kind\u001b[39m\u001b[38;5;124m\"\u001b[39m)):\n\u001b[1;32m--> 700\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mImage data of dtype \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m cannot be converted to \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 701\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A\u001b[38;5;241m.\u001b[39mdtype))\n\u001b[0;32m 703\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m3\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 704\u001b[0m \u001b[38;5;66;03m# If just one dimension assume scalar and apply colormap\u001b[39;00m\n\u001b[0;32m 705\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A[:, :, \u001b[38;5;241m0\u001b[39m]\n", - "\u001b[1;31mTypeError\u001b[0m: Image data of dtype object cannot be converted to float" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "data_array = good_units.spike_times\n", "\n", From c79c62d75500e86ad8bed8f44d102ec4275be8d5 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Wed, 21 Dec 2022 10:18:36 -0800 Subject: [PATCH 03/36] Made progress with displaying spike times --- .../visualize_unit_waveform.ipynb | 651 +++++++++++++++--- 1 file changed, 542 insertions(+), 109 deletions(-) diff --git a/docs/visualization/visualize_unit_waveform.ipynb b/docs/visualization/visualize_unit_waveform.ipynb index b3d1aa49..a40dc8c1 100644 --- a/docs/visualization/visualize_unit_waveform.ipynb +++ b/docs/visualization/visualize_unit_waveform.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "09650a3e", "metadata": {}, "outputs": [], @@ -20,10 +20,279 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "50a4d0b6", "metadata": {}, - "outputs": [], + "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" + ] + }, + { + "data": { + "text/html": [ + "
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snrqualitypresence_ratiospreadcumulative_driftisolation_distanceamplitudefiring_ratenn_hit_rateisi_violations...waveform_durationlocal_indexmax_driftvelocity_abovecluster_idpeak_channel_idd_primespike_timesspike_amplitudeswaveform_mean
id
9509221462.276506good0.9940.0262.5948.682817173.555853.5343620.9514560.040655...0.480737724.71-1.92294878502611945.529560[31.490034958356276, 32.92370245071491, 35.505...[0.0001615638969686343, 0.0001146743934257875,...[[0.0, -0.16964999999999364, 0.642329999999995...
9509220202.451651good0.9960.0313.1430.717576114.493864.2188330.8443710.116510...0.563149115.30-0.52979218502611942.341324[27.189465814863283, 27.352032575157004, 27.41...[0.0001779263088556941, 0.0001903679273326421,...[[0.0, -0.8997299999999999, -0.872429999999994...
9509219962.556012good0.9930.0299.8339.067902102.989646.4996490.9046590.105187...0.535678020.020.34338408502611943.750008[26.971165689137713, 27.075865749437607, 27.10...[0.0001381400932624782, 0.000185573120709172, ...[[0.0, 2.752229999999992, 0.5171399999999995, ...
9509220841.847681good0.9940.0460.5121.987697143.749713.7150210.5537411.181287...0.631826430.470.20603048502611962.192356[27.442999294214125, 27.739099464747063, 27.91...[0.0001200643878712399, 0.00011509520337930783...[[0.0, 0.5342999999999982, 0.10296000000000127...
9509220631.856763good0.9940.0266.3847.741669140.450708.3895650.9020000.312214...0.59062039.71-0.68676738502611963.256906[27.284332536166527, 27.39949926916116, 27.456...[0.000126385992005961, 0.00018898987536720963,...[[0.0, -0.21762000000000725, -1.52996999999998...
\n", + "

5 rows × 29 columns

\n", + "
" + ], + "text/plain": [ + " snr quality presence_ratio spread cumulative_drift \\\n", + "id \n", + "950922146 2.276506 good 0.99 40.0 262.59 \n", + "950922020 2.451651 good 0.99 60.0 313.14 \n", + "950921996 2.556012 good 0.99 30.0 299.83 \n", + "950922084 1.847681 good 0.99 40.0 460.51 \n", + "950922063 1.856763 good 0.99 40.0 266.38 \n", + "\n", + " isolation_distance amplitude firing_rate nn_hit_rate \\\n", + "id \n", + "950922146 48.682817 173.55585 3.534362 0.951456 \n", + "950922020 30.717576 114.49386 4.218833 0.844371 \n", + "950921996 39.067902 102.98964 6.499649 0.904659 \n", + "950922084 21.987697 143.74971 3.715021 0.553741 \n", + "950922063 47.741669 140.45070 8.389565 0.902000 \n", + "\n", + " isi_violations ... waveform_duration local_index max_drift \\\n", + "id ... \n", + "950922146 0.040655 ... 0.480737 7 24.71 \n", + "950922020 0.116510 ... 0.563149 1 15.30 \n", + "950921996 0.105187 ... 0.535678 0 20.02 \n", + "950922084 1.181287 ... 0.631826 4 30.47 \n", + "950922063 0.312214 ... 0.590620 3 9.71 \n", + "\n", + " velocity_above cluster_id peak_channel_id d_prime \\\n", + "id \n", + "950922146 -1.922948 7 850261194 5.529560 \n", + "950922020 -0.529792 1 850261194 2.341324 \n", + "950921996 0.343384 0 850261194 3.750008 \n", + "950922084 0.206030 4 850261196 2.192356 \n", + "950922063 -0.686767 3 850261196 3.256906 \n", + "\n", + " spike_times \\\n", + "id \n", + "950922146 [31.490034958356276, 32.92370245071491, 35.505... \n", + "950922020 [27.189465814863283, 27.352032575157004, 27.41... \n", + "950921996 [26.971165689137713, 27.075865749437607, 27.10... \n", + "950922084 [27.442999294214125, 27.739099464747063, 27.91... \n", + "950922063 [27.284332536166527, 27.39949926916116, 27.456... \n", + "\n", + " spike_amplitudes \\\n", + "id \n", + "950922146 [0.0001615638969686343, 0.0001146743934257875,... \n", + "950922020 [0.0001779263088556941, 0.0001903679273326421,... \n", + "950921996 [0.0001381400932624782, 0.000185573120709172, ... \n", + "950922084 [0.0001200643878712399, 0.00011509520337930783... \n", + "950922063 [0.000126385992005961, 0.00018898987536720963,... \n", + "\n", + " waveform_mean \n", + "id \n", + "950922146 [[0.0, -0.16964999999999364, 0.642329999999995... \n", + "950922020 [[0.0, -0.8997299999999999, -0.872429999999994... \n", + "950921996 [[0.0, 2.752229999999992, 0.5171399999999995, ... \n", + "950922084 [[0.0, 0.5342999999999982, 0.10296000000000127... \n", + "950922063 [[0.0, -0.21762000000000725, -1.52996999999998... \n", + "\n", + "[5 rows x 29 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "stim_filepath = f\"../../../data/visual_coding/sub-699733573_ses-715093703.nwb\"\n", "stim_io = NWBHDF5IO(stim_filepath, mode=\"r\", load_namespaces=True)\n", @@ -34,27 +303,57 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "6ca9b7ba", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(2779, 29)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "units.shape" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "b34188b3", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['snr', 'quality', 'presence_ratio', 'spread', 'cumulative_drift',\n", + " 'isolation_distance', 'amplitude', 'firing_rate', 'nn_hit_rate',\n", + " 'isi_violations', 'velocity_below', 'l_ratio', 'nn_miss_rate',\n", + " 'waveform_halfwidth', 'repolarization_slope', 'amplitude_cutoff',\n", + " 'PT_ratio', 'silhouette_score', 'recovery_slope', 'waveform_duration',\n", + " 'local_index', 'max_drift', 'velocity_above', 'cluster_id',\n", + " 'peak_channel_id', 'd_prime', 'spike_times', 'spike_amplitudes',\n", + " 'waveform_mean'],\n", + " dtype='object')" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "units.keys()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "cf33f592", "metadata": {}, "outputs": [], @@ -64,7 +363,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "009266d9", "metadata": {}, "outputs": [], @@ -86,10 +385,241 @@ "### Showing Spike Times" ] }, + { + "cell_type": "code", + "execution_count": 56, + "id": "2a325d04", + "metadata": {}, + "outputs": [], + "source": [ + "stim_time = 9570\n", + "n_units = 100\n", + "start_time = -0.1\n", + "end_time = 5" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "64a6e418", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\carter.peene\\AppData\\Local\\Temp\\ipykernel_21284\\349802663.py:1: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " spike_times = np.array([elem for elem in good_units.spike_times[:800]])\n" + ] + }, + { + "data": { + "text/plain": [ + "(800,)" + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "spike_times = np.array([elem for elem in good_units.spike_times[:800]])\n", + "spike_times.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "462e9003", + "metadata": {}, + "outputs": [], + "source": [ + "time_bin_edges = np.linspace(start_time, end_time, 200)" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "1747fe2f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(800, 199)" + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "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": 120, + "id": "e2d7563e", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'unit spikes over time')" + ] + }, + "execution_count": 120, + "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=(8,16))\n", + "img = ax.imshow(hists)\n", + "plt.colorbar(img, shrink=0.5)\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(\"spikes\", fontsize=16)\n", + "ax.set_title(\"unit spikes over time\", fontsize=20)" + ] + }, + { + "cell_type": "markdown", + "id": "34a45648", + "metadata": {}, + "source": [ + "### Waveforms" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "32fd8345", + "metadata": {}, + "outputs": [], + "source": [ + "unit_num = 950913039" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0179c4e3", + "metadata": {}, + "outputs": [], + "source": [ + "units.waveform_mean[950913039].shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "557d5b9e", + "metadata": {}, + "outputs": [], + "source": [ + "waveforms = np.array([waveform for waveform in units.waveform_mean])\n", + "waveforms.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7d88c6c6", + "metadata": {}, + "outputs": [], + "source": [ + "avg_waveform = np.average(waveforms,axis=0)\n", + "avg_waveform.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4ae54d56", + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = plt.subplots()\n", + "# for waveform in waveforms:\n", + "# ax.plot(waveform)\n", + "ax.plot(avg_waveform)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8775ad23", + "metadata": {}, + "outputs": [], + "source": [ + "waveform = units.waveform_mean[unit_num]\n", + "waveform.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f3b643b5", + "metadata": {}, + "outputs": [], + "source": [ + "unit_avg_waveform = np.average(waveform, axis=0)" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "2843a363", + "id": "bfdaced0", + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.plot(unit_avg_waveform)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8c0b2a35", + "metadata": {}, + "source": [ + "### Allen SKD code" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9b2f20cb", "metadata": {}, "outputs": [], "source": [ @@ -209,7 +739,7 @@ { "cell_type": "code", "execution_count": null, - "id": "06602644", + "id": "5267c6a2", "metadata": {}, "outputs": [], "source": [ @@ -238,7 +768,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0ef8c6e4", + "id": "c14b9af8", "metadata": {}, "outputs": [], "source": [ @@ -263,103 +793,6 @@ "\n", "return fig" ] - }, - { - "cell_type": "markdown", - "id": "34a45648", - "metadata": {}, - "source": [ - "### Waveforms" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "32fd8345", - "metadata": {}, - "outputs": [], - "source": [ - "unit_num = 950913039" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0179c4e3", - "metadata": {}, - "outputs": [], - "source": [ - "units.waveform_mean[950913039].shape" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "557d5b9e", - "metadata": {}, - "outputs": [], - "source": [ - "waveforms = np.array([waveform for waveform in units.waveform_mean])\n", - "waveforms.shape" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7d88c6c6", - "metadata": {}, - "outputs": [], - "source": [ - "avg_waveform = np.average(waveforms,axis=0)\n", - "avg_waveform.shape" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4ae54d56", - "metadata": {}, - "outputs": [], - "source": [ - "fig, ax = plt.subplots()\n", - "# for waveform in waveforms:\n", - "# ax.plot(waveform)\n", - "ax.plot(avg_waveform)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8775ad23", - "metadata": {}, - "outputs": [], - "source": [ - "waveform = units.waveform_mean[unit_num]\n", - "waveform.shape" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f3b643b5", - "metadata": {}, - "outputs": [], - "source": [ - "unit_avg_waveform = np.average(waveform, axis=0)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bfdaced0", - "metadata": {}, - "outputs": [], - "source": [ - "fig, ax = plt.subplots()\n", - "ax.plot(unit_avg_waveform)\n", - "plt.show()" - ] } ], "metadata": { From 2cab869df716052671f615bc11b630255015f289 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Tue, 3 Jan 2023 14:56:52 -0800 Subject: [PATCH 04/36] Removed visualize_unit_waveform from this branch. Will be tracked on another branch --- .../visualize_unit_waveform.ipynb | 819 ------------------ 1 file changed, 819 deletions(-) delete mode 100644 docs/visualization/visualize_unit_waveform.ipynb diff --git a/docs/visualization/visualize_unit_waveform.ipynb b/docs/visualization/visualize_unit_waveform.ipynb deleted file mode 100644 index a40dc8c1..00000000 --- a/docs/visualization/visualize_unit_waveform.ipynb +++ /dev/null @@ -1,819 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "09650a3e", - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib as mpl\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from allensdk.brain_observatory.ecephys.visualization import plot_mean_waveforms, plot_spike_counts, raster_plot\n", - "from dandi import dandiapi\n", - "from pynwb import NWBHDF5IO\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "50a4d0b6", - "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" - ] - }, - { - "data": { - "text/html": [ - "
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snrqualitypresence_ratiospreadcumulative_driftisolation_distanceamplitudefiring_ratenn_hit_rateisi_violations...waveform_durationlocal_indexmax_driftvelocity_abovecluster_idpeak_channel_idd_primespike_timesspike_amplitudeswaveform_mean
id
9509221462.276506good0.9940.0262.5948.682817173.555853.5343620.9514560.040655...0.480737724.71-1.92294878502611945.529560[31.490034958356276, 32.92370245071491, 35.505...[0.0001615638969686343, 0.0001146743934257875,...[[0.0, -0.16964999999999364, 0.642329999999995...
9509220202.451651good0.9960.0313.1430.717576114.493864.2188330.8443710.116510...0.563149115.30-0.52979218502611942.341324[27.189465814863283, 27.352032575157004, 27.41...[0.0001779263088556941, 0.0001903679273326421,...[[0.0, -0.8997299999999999, -0.872429999999994...
9509219962.556012good0.9930.0299.8339.067902102.989646.4996490.9046590.105187...0.535678020.020.34338408502611943.750008[26.971165689137713, 27.075865749437607, 27.10...[0.0001381400932624782, 0.000185573120709172, ...[[0.0, 2.752229999999992, 0.5171399999999995, ...
9509220841.847681good0.9940.0460.5121.987697143.749713.7150210.5537411.181287...0.631826430.470.20603048502611962.192356[27.442999294214125, 27.739099464747063, 27.91...[0.0001200643878712399, 0.00011509520337930783...[[0.0, 0.5342999999999982, 0.10296000000000127...
9509220631.856763good0.9940.0266.3847.741669140.450708.3895650.9020000.312214...0.59062039.71-0.68676738502611963.256906[27.284332536166527, 27.39949926916116, 27.456...[0.000126385992005961, 0.00018898987536720963,...[[0.0, -0.21762000000000725, -1.52996999999998...
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5 rows × 29 columns

\n", - "
" - ], - "text/plain": [ - " snr quality presence_ratio spread cumulative_drift \\\n", - "id \n", - "950922146 2.276506 good 0.99 40.0 262.59 \n", - "950922020 2.451651 good 0.99 60.0 313.14 \n", - "950921996 2.556012 good 0.99 30.0 299.83 \n", - "950922084 1.847681 good 0.99 40.0 460.51 \n", - "950922063 1.856763 good 0.99 40.0 266.38 \n", - "\n", - " isolation_distance amplitude firing_rate nn_hit_rate \\\n", - "id \n", - "950922146 48.682817 173.55585 3.534362 0.951456 \n", - "950922020 30.717576 114.49386 4.218833 0.844371 \n", - "950921996 39.067902 102.98964 6.499649 0.904659 \n", - "950922084 21.987697 143.74971 3.715021 0.553741 \n", - "950922063 47.741669 140.45070 8.389565 0.902000 \n", - "\n", - " isi_violations ... waveform_duration local_index max_drift \\\n", - "id ... \n", - "950922146 0.040655 ... 0.480737 7 24.71 \n", - "950922020 0.116510 ... 0.563149 1 15.30 \n", - "950921996 0.105187 ... 0.535678 0 20.02 \n", - "950922084 1.181287 ... 0.631826 4 30.47 \n", - "950922063 0.312214 ... 0.590620 3 9.71 \n", - "\n", - " velocity_above cluster_id peak_channel_id d_prime \\\n", - "id \n", - "950922146 -1.922948 7 850261194 5.529560 \n", - "950922020 -0.529792 1 850261194 2.341324 \n", - "950921996 0.343384 0 850261194 3.750008 \n", - "950922084 0.206030 4 850261196 2.192356 \n", - "950922063 -0.686767 3 850261196 3.256906 \n", - "\n", - " spike_times \\\n", - "id \n", - "950922146 [31.490034958356276, 32.92370245071491, 35.505... \n", - "950922020 [27.189465814863283, 27.352032575157004, 27.41... \n", - "950921996 [26.971165689137713, 27.075865749437607, 27.10... \n", - "950922084 [27.442999294214125, 27.739099464747063, 27.91... \n", - "950922063 [27.284332536166527, 27.39949926916116, 27.456... \n", - "\n", - " spike_amplitudes \\\n", - "id \n", - "950922146 [0.0001615638969686343, 0.0001146743934257875,... \n", - "950922020 [0.0001779263088556941, 0.0001903679273326421,... \n", - "950921996 [0.0001381400932624782, 0.000185573120709172, ... \n", - "950922084 [0.0001200643878712399, 0.00011509520337930783... \n", - "950922063 [0.000126385992005961, 0.00018898987536720963,... \n", - "\n", - " waveform_mean \n", - "id \n", - "950922146 [[0.0, -0.16964999999999364, 0.642329999999995... \n", - "950922020 [[0.0, -0.8997299999999999, -0.872429999999994... \n", - "950921996 [[0.0, 2.752229999999992, 0.5171399999999995, ... \n", - "950922084 [[0.0, 0.5342999999999982, 0.10296000000000127... \n", - "950922063 [[0.0, -0.21762000000000725, -1.52996999999998... \n", - "\n", - "[5 rows x 29 columns]" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "stim_filepath = f\"../../../data/visual_coding/sub-699733573_ses-715093703.nwb\"\n", - "stim_io = NWBHDF5IO(stim_filepath, mode=\"r\", load_namespaces=True)\n", - "stim_file = stim_io.read() \n", - "units = stim_file.units.to_dataframe()\n", - "units.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "6ca9b7ba", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(2779, 29)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "units.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "b34188b3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['snr', 'quality', 'presence_ratio', 'spread', 'cumulative_drift',\n", - " 'isolation_distance', 'amplitude', 'firing_rate', 'nn_hit_rate',\n", - " 'isi_violations', 'velocity_below', 'l_ratio', 'nn_miss_rate',\n", - " 'waveform_halfwidth', 'repolarization_slope', 'amplitude_cutoff',\n", - " 'PT_ratio', 'silhouette_score', 'recovery_slope', 'waveform_duration',\n", - " 'local_index', 'max_drift', 'velocity_above', 'cluster_id',\n", - " 'peak_channel_id', 'd_prime', 'spike_times', 'spike_amplitudes',\n", - " 'waveform_mean'],\n", - " dtype='object')" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "units.keys()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "cf33f592", - "metadata": {}, - "outputs": [], - "source": [ - "good_units = units[units.quality == 'good']" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "009266d9", - "metadata": {}, - "outputs": [], - "source": [ - "# sorting units by quality or other attribute (or firing rate?)\n", - "# plot spike times for units\n", - "# show average waveform across units (possibly in different brain areas?)\n", - "# selection of unit\n", - "# showing waveform\n", - "# for unit, plot firing rate over time or drift\n", - "# show unit location" - ] - }, - { - "cell_type": "markdown", - "id": "c2e2334f", - "metadata": {}, - "source": [ - "### Showing Spike Times" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "id": "2a325d04", - "metadata": {}, - "outputs": [], - "source": [ - "stim_time = 9570\n", - "n_units = 100\n", - "start_time = -0.1\n", - "end_time = 5" - ] - }, - { - "cell_type": "code", - "execution_count": 115, - "id": "64a6e418", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\carter.peene\\AppData\\Local\\Temp\\ipykernel_21284\\349802663.py:1: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", - " spike_times = np.array([elem for elem in good_units.spike_times[:800]])\n" - ] - }, - { - "data": { - "text/plain": [ - "(800,)" - ] - }, - "execution_count": 115, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "spike_times = np.array([elem for elem in good_units.spike_times[:800]])\n", - "spike_times.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 116, - "id": "462e9003", - "metadata": {}, - "outputs": [], - "source": [ - "time_bin_edges = np.linspace(start_time, end_time, 200)" - ] - }, - { - "cell_type": "code", - "execution_count": 117, - "id": "1747fe2f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(800, 199)" - ] - }, - "execution_count": 117, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "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": 120, - "id": "e2d7563e", - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'unit spikes over time')" - ] - }, - "execution_count": 120, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(8,16))\n", - "img = ax.imshow(hists)\n", - "plt.colorbar(img, shrink=0.5)\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(\"spikes\", fontsize=16)\n", - "ax.set_title(\"unit spikes over time\", fontsize=20)" - ] - }, - { - "cell_type": "markdown", - "id": "34a45648", - "metadata": {}, - "source": [ - "### Waveforms" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "32fd8345", - "metadata": {}, - "outputs": [], - "source": [ - "unit_num = 950913039" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0179c4e3", - "metadata": {}, - "outputs": [], - "source": [ - "units.waveform_mean[950913039].shape" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "557d5b9e", - "metadata": {}, - "outputs": [], - "source": [ - "waveforms = np.array([waveform for waveform in units.waveform_mean])\n", - "waveforms.shape" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7d88c6c6", - "metadata": {}, - "outputs": [], - "source": [ - "avg_waveform = np.average(waveforms,axis=0)\n", - "avg_waveform.shape" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4ae54d56", - "metadata": {}, - "outputs": [], - "source": [ - "fig, ax = plt.subplots()\n", - "# for waveform in waveforms:\n", - "# ax.plot(waveform)\n", - "ax.plot(avg_waveform)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8775ad23", - "metadata": {}, - "outputs": [], - "source": [ - "waveform = units.waveform_mean[unit_num]\n", - "waveform.shape" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f3b643b5", - "metadata": {}, - "outputs": [], - "source": [ - "unit_avg_waveform = np.average(waveform, axis=0)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bfdaced0", - "metadata": {}, - "outputs": [], - "source": [ - "fig, ax = plt.subplots()\n", - "ax.plot(unit_avg_waveform)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "8c0b2a35", - "metadata": {}, - "source": [ - "### Allen SKD code" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9b2f20cb", - "metadata": {}, - "outputs": [], - "source": [ - " def presentationwise_spike_counts(\n", - " self,\n", - " bin_edges,\n", - " stimulus_presentation_ids,\n", - " unit_ids,\n", - " binarize=False,\n", - " dtype=None,\n", - " large_bin_size_threshold=0.001,\n", - " time_domain_callback=None\n", - " ):\n", - " ''' Build an array of spike counts surrounding stimulus onset per\n", - " unit and stimulus frame.\n", - "\n", - " Parameters\n", - " ---------\n", - " bin_edges : numpy.ndarray\n", - " Spikes will be counted into the bins defined by these edges.\n", - " Values are in seconds, relative to stimulus onset.\n", - " stimulus_presentation_ids : array-like\n", - " Filter to these stimulus presentations\n", - " unit_ids : array-like\n", - " Filter to these units\n", - " binarize : bool, optional\n", - " If true, all counts greater than 0 will be treated as 1. This\n", - " results in lower storage overhead, but is only reasonable if bin\n", - " sizes are fine (<= 1 millisecond).\n", - " large_bin_size_threshold : float, optional\n", - " If binarize is True and the largest bin width is greater than\n", - " this value, a warning will be emitted.\n", - " time_domain_callback : callable, optional\n", - " The time domain is a numpy array whose values are trial-aligned bin\n", - " edges (each row is aligned to a different trial). This optional\n", - " function will be applied to the time domain before counting spikes.\n", - "\n", - " Returns\n", - " -------\n", - " xarray.DataArray :\n", - " Data array whose dimensions are stimulus presentation, unit,\n", - " and time bin and whose values are spike counts.\n", - "\n", - " '''\n", - "\n", - " stimulus_presentations = self._filter_owned_df(\n", - " 'stimulus_presentations',\n", - " ids=stimulus_presentation_ids)\n", - " units = self._filter_owned_df('units', ids=unit_ids)\n", - "\n", - " largest_bin_size = np.amax(np.diff(bin_edges))\n", - " if binarize and largest_bin_size > large_bin_size_threshold:\n", - " warnings.warn(\n", - " 'You\\'ve elected to binarize spike counts, but your maximum '\n", - " f'bin width is {largest_bin_size:2.5f} seconds. '\n", - " 'Binarizing spike counts with such a large bin width can '\n", - " 'cause significant loss of accuracy! '\n", - " 'Please consider only binarizing spike counts '\n", - " f'when your bins are <= {large_bin_size_threshold} '\n", - " 'seconds wide.'\n", - " )\n", - "\n", - " bin_edges = np.array(bin_edges)\n", - " domain = build_time_window_domain(\n", - " bin_edges,\n", - " stimulus_presentations['start_time'].values,\n", - " callback=time_domain_callback)\n", - "\n", - " out_of_order = np.where(np.diff(domain, axis=1) < 0)\n", - " if len(out_of_order[0]) > 0:\n", - " out_of_order_time_bins = \\\n", - " [(row, col) for row, col in zip(out_of_order)]\n", - " raise ValueError(\"The time domain specified contains out-of-order \"\n", - " f\"bin edges at indices: {out_of_order_time_bins}\")\n", - "\n", - " ends = domain[:, -1]\n", - " starts = domain[:, 0]\n", - " time_diffs = starts[1:] - ends[:-1]\n", - " overlapping = np.where(time_diffs < 0)[0]\n", - "\n", - " if len(overlapping) > 0:\n", - " # Ignoring intervals that overlaps multiple time bins because\n", - " # trying to figure that out would take O(n)\n", - " overlapping = [(s, s + 1) for s in overlapping]\n", - " warnings.warn(\"You've specified some overlapping time intervals \"\n", - " f\"between neighboring rows: {overlapping}, \"\n", - " \"with a maximum overlap of\"\n", - " f\" {np.abs(np.min(time_diffs))} seconds.\")\n", - "\n", - " tiled_data = build_spike_histogram(\n", - " domain,\n", - " self.spike_times,\n", - " units.index.values,\n", - " dtype=dtype,\n", - " binarize=binarize\n", - " )\n", - "\n", - " stim_presentation_id = stimulus_presentations.index.values\n", - "\n", - " tiled_data = xr.DataArray(\n", - " name='spike_counts',\n", - " data=tiled_data,\n", - " coords={\n", - " 'stimulus_presentation_id': stim_presentation_id,\n", - " 'time_relative_to_stimulus_onset': (bin_edges[:-1] +\n", - " np.diff(bin_edges) / 2),\n", - " 'unit_id': units.index.values\n", - " },\n", - " dims=['stimulus_presentation_id',\n", - " 'time_relative_to_stimulus_onset',\n", - " 'unit_id']\n", - " )\n", - "\n", - " return tiled_data\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5267c6a2", - "metadata": {}, - "outputs": [], - "source": [ - "# We're going to build an array of spike counts surrounding stimulus presentation onset\n", - "# To do that, we will need to specify some bins (in seconds, relative to stimulus onset)\n", - "time_bin_edges = np.linspace(-0.01, 0.4, 200)\n", - "\n", - "# look at responses to the flash stimulus\n", - "flash_250_ms_stimulus_presentation_ids = session.stimulus_presentations[\n", - " session.stimulus_presentations['stimulus_name'] == 'flashes'\n", - "].index.values\n", - "\n", - "# and get a set of units with only decent snr\n", - "decent_snr_unit_ids = session.units[\n", - " session.units['snr'] >= 1.5\n", - "].index.values\n", - "\n", - "spike_counts_da = session.presentationwise_spike_counts(\n", - " bin_edges=time_bin_edges,\n", - " stimulus_presentation_ids=flash_250_ms_stimulus_presentation_ids,\n", - " unit_ids=decent_snr_unit_ids\n", - ")\n", - "spike_counts_da" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c14b9af8", - "metadata": {}, - "outputs": [], - "source": [ - "data_array = good_units.spike_times\n", - "\n", - "fig, ax = plt.subplots(figsize=(12, 12))\n", - "\n", - "img = ax.imshow(data_array.T, interpolation='none')\n", - "plt.colorbar(img, cax=cbar_axis)\n", - "\n", - "cbar_axis.set_ylabel(cbar_label, fontsize=16)\n", - "\n", - "ax.yaxis.set_major_locator(plt.NullLocator())\n", - "ax.set_ylabel(ylabel, fontsize=16)\n", - "\n", - "reltime = np.array(time_coords)\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", - "ax.set_xlabel(xlabel, fontsize=16)\n", - "\n", - "ax.set_title(title, fontsize=20)\n", - "\n", - "return fig" - ] - } - ], - "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 2b3c10c543cde15ddcc764e9c1a2b368637aa764 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Tue, 3 Jan 2023 15:02:28 -0800 Subject: [PATCH 05/36] Finalized visualize_unit_metrics. Ready for review --- .../visualize_unit_metrics.ipynb | 823 +++--------------- 1 file changed, 97 insertions(+), 726 deletions(-) diff --git a/docs/visualization/visualize_unit_metrics.ipynb b/docs/visualization/visualize_unit_metrics.ipynb index 6a1b5fe8..00133093 100644 --- a/docs/visualization/visualize_unit_metrics.ipynb +++ b/docs/visualization/visualize_unit_metrics.ipynb @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 1, "id": "0746ea40", "metadata": {}, "outputs": [], @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "6b736a83", "metadata": {}, "outputs": [], @@ -93,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "3214c499", "metadata": {}, "outputs": [], @@ -107,7 +107,15 @@ "execution_count": null, "id": "ca2943d2", "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" + ] + } + ], "source": [ "my_dandiset = dandiapi.DandiAPIClient().get_dandiset(dandiset_id)\n", "file = my_dandiset.get_asset_by_path(dandi_filepath)\n", @@ -127,470 +135,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "0b47a289", "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" - ] - }, - { - "data": { - "text/html": [ - "
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snrqualitypresence_ratiospreadcumulative_driftisolation_distanceamplitudefiring_ratenn_hit_rateisi_violations...waveform_durationlocal_indexmax_driftvelocity_abovecluster_idpeak_channel_idd_primespike_timesspike_amplitudeswaveform_mean
id
9509221462.276506good0.9940.0262.5948.682817173.5558503.5343620.9514560.040655...0.480737724.71-1.92294878502611945.529560[31.490034958356276, 32.92370245071491, 35.505...[0.0001615638969686343, 0.0001146743934257875,...[[0.0, -0.16964999999999364, 0.642329999999995...
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9509220841.847681good0.9940.0460.5121.987697143.7497103.7150210.5537411.181287...0.631826430.470.20603048502611962.192356[27.442999294214125, 27.739099464747063, 27.91...[0.0001200643878712399, 0.00011509520337930783...[[0.0, 0.5342999999999982, 0.10296000000000127...
9509220631.856763good0.9940.0266.3847.741669140.4507008.3895650.9020000.312214...0.59062039.71-0.68676738502611963.256906[27.284332536166527, 27.39949926916116, 27.456...[0.000126385992005961, 0.00018898987536720963,...[[0.0, -0.21762000000000725, -1.52996999999998...
..................................................................
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2779 rows × 29 columns

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" - ], - "text/plain": [ - " snr quality presence_ratio spread cumulative_drift \\\n", - "id \n", - "950922146 2.276506 good 0.99 40.0 262.59 \n", - "950922020 2.451651 good 0.99 60.0 313.14 \n", - "950921996 2.556012 good 0.99 30.0 299.83 \n", - "950922084 1.847681 good 0.99 40.0 460.51 \n", - "950922063 1.856763 good 0.99 40.0 266.38 \n", - "... ... ... ... ... ... \n", - "950912625 1.783778 good 0.99 120.0 293.61 \n", - "950912613 3.675548 noise 0.95 40.0 52.61 \n", - "950912583 2.768432 good 0.99 50.0 239.25 \n", - "950912656 1.951559 good 0.99 50.0 311.26 \n", - "950913039 5.614258 good 0.44 50.0 12.62 \n", - "\n", - " isolation_distance amplitude firing_rate nn_hit_rate \\\n", - "id \n", - "950922146 48.682817 173.555850 3.534362 0.951456 \n", - "950922020 30.717576 114.493860 4.218833 0.844371 \n", - "950921996 39.067902 102.989640 6.499649 0.904659 \n", - "950922084 21.987697 143.749710 3.715021 0.553741 \n", - "950922063 47.741669 140.450700 8.389565 0.902000 \n", - "... ... ... ... ... \n", - "950912625 58.855195 52.546455 2.158057 0.926667 \n", - "950912613 107.547908 142.094355 0.196325 0.996032 \n", - "950912583 78.341831 83.281965 4.707246 0.984667 \n", - "950912656 29.071003 63.749400 0.474306 0.469520 \n", - "950913039 NaN 153.586516 0.055410 NaN \n", - "\n", - " isi_violations ... waveform_duration local_index max_drift \\\n", - "id ... \n", - "950922146 0.040655 ... 0.480737 7 24.71 \n", - "950922020 0.116510 ... 0.563149 1 15.30 \n", - "950921996 0.105187 ... 0.535678 0 20.02 \n", - "950922084 1.181287 ... 0.631826 4 30.47 \n", - "950922063 0.312214 ... 0.590620 3 9.71 \n", - "... ... ... ... ... ... \n", - "950912625 0.751051 ... 1.689447 260 26.27 \n", - "950912613 0.000000 ... 0.123618 259 21.89 \n", - "950912583 0.755736 ... 0.645561 256 18.30 \n", - "950912656 1.943517 ... 0.659296 263 36.63 \n", - "950913039 0.000000 ... 0.851591 297 8.86 \n", - "\n", - " velocity_above cluster_id peak_channel_id d_prime \\\n", - "id \n", - "950922146 -1.922948 7 850261194 5.529560 \n", - "950922020 -0.529792 1 850261194 2.341324 \n", - "950921996 0.343384 0 850261194 3.750008 \n", - "950922084 0.206030 4 850261196 2.192356 \n", - "950922063 -0.686767 3 850261196 3.256906 \n", - "... ... ... ... ... \n", - "950912625 -0.019622 261 850264748 3.499737 \n", - "950912613 1.373534 260 850264748 8.979402 \n", - "950912583 0.686767 257 850264748 4.122820 \n", - "950912656 0.824121 264 850264758 2.009819 \n", - "950913039 0.686767 298 850264764 NaN \n", - "\n", - " spike_times \\\n", - "id \n", - "950922146 [31.490034958356276, 32.92370245071491, 35.505... \n", - "950922020 [27.189465814863283, 27.352032575157004, 27.41... \n", - "950921996 [26.971165689137713, 27.075865749437607, 27.10... \n", - "950922084 [27.442999294214125, 27.739099464747063, 27.91... \n", - "950922063 [27.284332536166527, 27.39949926916116, 27.456... \n", - "... ... \n", - "950912625 [29.44196426953433, 29.903998361251567, 30.051... \n", - "950912613 [73.9129372642996, 74.18597104579126, 74.64837... \n", - "950912583 [42.61581922646583, 51.72810085005413, 51.8613... \n", - "950912656 [29.13909710574075, 29.144330447664103, 29.145... \n", - "950913039 [337.8434371471428, 482.34377433035434, 765.73... \n", - "\n", - " spike_amplitudes \\\n", - "id \n", - "950922146 [0.0001615638969686343, 0.0001146743934257875,... \n", - "950922020 [0.0001779263088556941, 0.0001903679273326421,... \n", - "950921996 [0.0001381400932624782, 0.000185573120709172, ... \n", - "950922084 [0.0001200643878712399, 0.00011509520337930783... \n", - "950922063 [0.000126385992005961, 0.00018898987536720963,... \n", - "... ... \n", - "950912625 [7.312737863130707e-05, 7.212584164901977e-05,... \n", - "950912613 [0.00019435351889221552, 0.0002024301302557703... \n", - "950912583 [7.723552532364613e-05, 8.877822503071246e-05,... \n", - "950912656 [6.265858144659018e-05, 4.782966507921134e-05,... \n", - "950913039 [0.00020659054532627926, 0.0002013167325864663... \n", - "\n", - " waveform_mean \n", - "id \n", - "950922146 [[0.0, -0.16964999999999364, 0.642329999999995... \n", - "950922020 [[0.0, -0.8997299999999999, -0.872429999999994... \n", - "950921996 [[0.0, 2.752229999999992, 0.5171399999999995, ... \n", - "950922084 [[0.0, 0.5342999999999982, 0.10296000000000127... \n", - "950922063 [[0.0, -0.21762000000000725, -1.52996999999998... \n", - "... ... \n", - "950912625 [[0.0, -0.2886000000000628, -0.334035000000056... \n", - "950912613 [[0.0, 1.5533699999999797, 3.8777699999999804,... \n", - "950912583 [[0.0, -0.772980000000075, -2.6371800000000114... \n", - "950912656 [[0.0, -0.8028149999999918, -0.141960000000008... \n", - "950913039 [[0.0, -0.040231578947345525, -0.1954105263157... \n", - "\n", - "[2779 rows x 29 columns]" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "stim_filepath = f\"../../../data/visual_coding/sub-699733573_ses-715093703.nwb\"\n", - "stim_io = NWBHDF5IO(stim_filepath, mode=\"r\", load_namespaces=True)\n", - "stim_file = stim_io.read() \n", - "units = stim_file.units.to_dataframe()\n", + "nwb = NWBHDF5IO(filepath, mode=\"r\", load_namespaces=True)\n", + "nwb = nwb.read() \n", + "units = nwb.units.to_dataframe()\n", "units" ] }, @@ -605,74 +157,40 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": null, "id": "f3d5b46f", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 84, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "data = units['firing_rate']\n", "bins = np.linspace(0,50,100)\n", - "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "hist, bin_edges = np.histogram(data, bins=bins)\n", "\n", "fig, ax = plt.subplots()\n", - "ax.plot(bin_edges[:-1], hist)" + "ax.plot(bin_edges[:-1], hist)\n", + "\n", + "plt.xlabel(\"log$_{10}$ firing rate (Hz)\")\n", + "plt.ylabel(\"# units\")\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 85, + "execution_count": null, "id": "c0f49999", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "data = np.log10(units['firing_rate'])\n", "bins = np.linspace(-3,3,100)\n", - "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "hist, bin_edges = np.histogram(data, bins=bins)\n", "\n", "fig, ax = plt.subplots()\n", - "ax.plot(bin_edges[:-1], hist)" + "ax.plot(bin_edges[:-1], hist)\n", + "\n", + "plt.xlabel(\"log$_{10}$ firing rate (Hz)\")\n", + "plt.ylabel(\"# units\")\n", + "plt.show()" ] }, { @@ -686,38 +204,21 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": null, "id": "8d0c1319", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "data = units['presence_ratio']\n", "bins = np.linspace(0,1,100)\n", - "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "hist, bin_edges = np.histogram(data, bins=bins)\n", "\n", "fig, ax = plt.subplots()\n", - "ax.plot(bin_edges[:-1], hist)" + "ax.plot(bin_edges[:-1], hist)\n", + "\n", + "plt.xlabel(\"Presence ratio\")\n", + "plt.ylabel(\"# units\")\n", + "plt.show()" ] }, { @@ -731,38 +232,21 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": null, "id": "1a9c70f7", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 118, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "data = units['amplitude_cutoff']\n", "bins = np.linspace(0,0.5,100)\n", - "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "hist, bin_edges = np.histogram(data, bins=bins)\n", "\n", "fig, ax = plt.subplots()\n", - "ax.plot(bin_edges[:-1], hist)" + "ax.plot(bin_edges[:-1], hist)\n", + "\n", + "plt.xlabel(\"Amplitude cutoff\")\n", + "plt.ylabel(\"# units\")\n", + "plt.show()" ] }, { @@ -778,74 +262,40 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": null, "id": "6bc82442", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 117, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "data = units['isi_violations']\n", "bins = np.linspace(0,10,100)\n", - "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "hist, bin_edges = np.histogram(data, bins=bins)\n", "\n", "fig, ax = plt.subplots()\n", - "ax.plot(bin_edges[:-1], hist)" + "ax.plot(bin_edges[:-1], hist)\n", + "\n", + "plt.xlabel(\"ISI violations\")\n", + "plt.ylabel(\"# units\")\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 104, + "execution_count": null, "id": "2dcfd22e", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 104, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "data = np.log10(units['isi_violations'])\n", "bins = np.linspace(-5,2.5,100)\n", - "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "hist, bin_edges = np.histogram(data, bins=bins)\n", "\n", "fig, ax = plt.subplots()\n", - "ax.plot(bin_edges[:-1], hist)" + "ax.plot(bin_edges[:-1], hist)\n", + "\n", + "plt.xlabel(\"log$_{10}$ ISI violations\")\n", + "plt.ylabel(\"# units\")\n", + "plt.show()" ] }, { @@ -859,38 +309,21 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": null, "id": "d7684b48", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 106, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "data = units['snr']\n", "bins = np.linspace(0,10,100)\n", - "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "hist, bin_edges = np.histogram(data, bins=bins)\n", "\n", "fig, ax = plt.subplots()\n", - "ax.plot(bin_edges[:-1], hist)" + "ax.plot(bin_edges[:-1], hist)\n", + "\n", + "plt.xlabel(\"SNR\")\n", + "plt.ylabel(\"# units\")\n", + "plt.show()" ] }, { @@ -904,38 +337,21 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": null, "id": "cdcc2923", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 108, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "data = units['isolation_distance']\n", "bins = np.linspace(0,200,100)\n", - "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", + "hist, bin_edges = np.histogram(data, bins=bins)\n", "\n", "fig, ax = plt.subplots()\n", - "ax.plot(bin_edges[:-1], hist)" + "ax.plot(bin_edges[:-1], hist)\n", + "\n", + "plt.xlabel(\"Isolation distance\")\n", + "plt.ylabel(\"# units\")\n", + "plt.show()" ] }, { @@ -949,38 +365,21 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": null, "id": "8be58216", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 116, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "data = units['d_prime']\n", "bins = np.linspace(0,20,100)\n", "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", "\n", "fig, ax = plt.subplots()\n", - "ax.plot(bin_edges[:-1], hist)" + "ax.plot(bin_edges[:-1], hist)\n", + "\n", + "plt.xlabel(\"d-prime\")\n", + "plt.ylabel(\"# units\")\n", + "plt.show()" ] }, { @@ -994,38 +393,21 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": null, "id": "f350106e", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 129, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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unnYJdYFiU8Cjgg9T5sNgFKA3MAAhIiL3IU67uECxKeBJwYdX47fK7AcREbmTMtZ8OCeVgsEHERG5J3HahcGHc5HLZWIAotEbHDwaIiIi2xELTjnt4nzEolMdMx9EROQ+GjeVY8Gp07HUfXDahYiI3Ikl+HCF7qaApwUfYq8PTrsQEZH7YM2HE2OvDyIicjcGo4CKetZ8OC0Vaz6IiMjNVNbrIIibyrHmw+movTjtQkRE7sWyqVygtxJeCte4rbvGKG2E0y5ERORuGle6uMaUC+CxwQczH0RE5B4sxaaustIFkCD4eP311yGTyfDEE0/Y+62uSFztwpoPIiJyE8x8tLB//3589NFHGDhwoD3fpsPY54OIiNyNq3U3BewYfNTU1GDmzJlYvHgxQkJC7PU2ncJpFyIicjeu1t0UsGPwMWfOHNx8881IT09v9ziNRoOqqqpmD3vhtAsREbkby2oXV9nRFgCU9jjpypUrkZmZif3791/x2AULFuDFF1+0xzBa4WoXIiJyNxXmzIdHT7vk5+fjr3/9K5YvXw5vb+8rHv/ss8+isrJSfOTn59t6SKLGmg9OuxARkXsQMx8uFHzYPPORkZGB4uJiDB06VHzOYDBg+/bteO+996DRaKBQKMTX1Go11Gq1rYdhVePeLsx8EBGReyivMxWcutJqF5sHHxMnTsTRo0ebPTd79mz07dsXf//735sFHlJTs706ERG5mbJa1ys4tXnwERAQgJSUlGbP+fn5ISwsrNXzUuNqFyIicid6gxGVLrapHOBpHU69OO1CRETuw7KbrUwGBPl4cObDmq1bt0rxNlfE1S5EROROLCtdAr29oHSRTeUAT8t8cNqFiIjciKW7qSsVmwIeF3ywyRgREbmPxmW2rjPlAnha8MG9XYiIyI244qZygKcFH5x2ISIiN+KKDcYAjws+uNqFiIjch9hanZkP58UmY0RE5E4sBafMfDgxb+7tQkREbqSx5oMFp06L0y5EROROWPPhAthkjIiI3AlXu7gAS+bDYBSgNzAAISIi1yZmPhh8OC9Lnw8AaGD2g4iIXJjOYER1gx4Ap12cmqpJ33uNjkWnRETkuirqXHNTOcDDgg+5XCYGIKz7ICIiV3Gxoh6f7MhFQ5MPzpZ6j2AfLyjkMkcNrUsk2dXWmaiVcmgNRgYfRETkMv619hRWHypAcbUG/7ipHwDXrfcAPCzzATTd34XTLkRE5BqOFVQBAFbsO49ajanOo9wcfIS6WL0H4InBB3e2JSIiF6LRG5BXWgsAqG7Q49sD+QCAMsu0C4MP58deH0RE5EwEQYC2nXtSbkktDEZB/Pdnu87CYBTEglNX624KeGDwoeLOtkRE5ETmfnMYw17ZgMLKBquvny6qBgAMiA1EkI8Xzl2uw6aTRaz5cCVqL067EBGR89iRXYrqBj125pRafT2r0BR8DE4Ixoy0bgCAJTvzWPPhSjjtQkREzkJnMOJyrQYAcORChdVjLJmPPtEBmDWqB5RyGfbmlWFvXhkAZj5cgprTLkRE5CRKazQQzOUchy9UWj0myxx8JEcFIDrIGzcPjAFg6v0BMPPhErizLREROYviKo343ycLqloVntZq9MgvMwUZyVEBAID7xiY2OyaEBafOT+zzwfbqRETkYEVVjUWmWoNRrO+wyC6uAQBEBKjFnWsHxgdjZI9Q8RhX29cF8MTggzUfRETkJIqrNc3+feRiRbN/nzYHI33MWQ+Le5tkPxh8uABOuxARkbMormq+vPZIfvO6j6b1Hk1N6h+Fm1KjcduQOAT7ut60i0fu7QKw4JSIiBzPkvlIjQvC0YuVONxixUvjShf/Zs8r5DK8P3OYJGO0B8/LfIg1H8x8EBGRY1lqPtL7RQEw1XjUaxs/HFtqQFpmPlyd5wUfnHYhIiInUWRe7TIwPgiRAWoYjAKOF5imXsprtWJmpDeDD9fGaRciInIWluAiMlCNgfFBABr7fVimXOJDfOCvdq8qCQ8OPpj5ICIix9E36W4aGeCNgfHBAICj5roPsd7DzbIegCcGH9zbhYiInEBpjRaCYCoeDfNTiZmPI+bMh7jSJZrBh8vjtAsRETkDS7FpZIAacrlMzHzkltaisl6H04WmBmPMfLgBTrsQEZEzEOs9AtQAgFA/FRJCfQAAxy5Wttnjwx14YPDB1S5EROR4YuYj0Ft8zpL92HCiCJX1OijkMvSM8HPE8OzK84IPL067EBGR4xU3mXaxGBhnqvtYfegiAKBHmC+8zbWK7sTzgg8lm4wREZHjWaZdoqxkPirqdACAPm5YbAp4ZPDBaRciInK8IiuZj9T4IMhkjce4Y70H4JHBB6ddiIjI8axlPvzVSiRFNO7j4o4rXQAPDD68vbjahYiIHM/SWj0yUN3seUu/D8A9e3wAHhh8iNMurPkgIiIHadndtKlB5roPlVKO7qG+Ug9NEh4YfDROuwiC4ODREBGRJ2rZ3bSpMb3C4aWQ4ZqeYVAq3PM27V471XSAJfNhFAC9UYCXQnaFryAiIrItS7FphL+pu2lTvSL9sWnutQj283LE0CThecGHV2MUqdEb4eWmUSURETmvxmJTtdXXu4W553SLhcfdeVVNgg2NjiteiIhIemLmo0W9h6fwuOBDLpeJAQhXvBARkSNcKfPh7jwu+AC4uRwRETmWpbV60x4fnsQzgw/u70JERA5krbupJ/HM4IO9PoiIyIGsdTf1JB4afHDahYiIHMfS3TSCmQ/PoeL+LkRE5CBNu5sy8+FB1F6cdiEiIsdor7upp/DM4IPTLkRE5CDF1W13N/UUHh58cNqFiIikZan38NQeH4DHBh/maRdmPoiISGKe3t0U8NTgw9Lng+3ViYhIYp7e3RTw1OCDNR9EROQgxWKDMWY+PAqnXYiIyFGY+fDY4IMFp0RE5Bhia3UGH7azYMECjBgxAgEBAYiMjMS0adOQlZVl67e5Ko01H8x8EBGRbZTVavFdxgXoDO3fWyyZD0672NC2bdswZ84c7NmzBxs2bIBOp8MNN9yA2tpaW79Vl3HahYiIbMlgFHDv0v34v28P44vd59o8Tm8worTGs7ubAoDS1idcu3Zts38vXboUkZGRyMjIwPjx4239dl3CaRciIrKlFfvO41B+BQBg86li3Ds20epx7G5qYvPgo6XKykoAQGhoqNXXNRoNNBqN+O+qqip7D4mrXYiIqFOOF1Qiq7Aa0wbHtepKWlzdgDfWnhL/vS+vDHVaPXxVrW+x7G5qYteCU6PRiCeeeAJjxoxBSkqK1WMWLFiAoKAg8ZGQkGDPIQHg3i5ERNRxeoMR9y09gLnfHMZT3x2BwSg0e/3Vn0+iukGP1LggxIf4QGswYk/uZavnsnQ39eRiU8DOwcecOXNw7NgxrFy5ss1jnn32WVRWVoqP/Px8ew4JAKddiIio47ZmlaDQvELlf5kX8MTXh8Si0h3ZJfjhUAHkMuC136fi2j4RAIBtWSVWz1XIHh8A7Bh8/OUvf8GaNWuwZcsWxMfHt3mcWq1GYGBgs4e9cdqFiIg66usDpg/FI3qEwEshw0+HC/CXrzJR3aDDvNXHAAB/HtUDqfFBmJAcCQDYetp68LH5ZBEAoE+0vwQjd142r/kQBAGPPfYYVq1aha1btyIx0XrRjSNxtQsREXVEcXUDNp8qBmDKbJwvq8MjX2Zi3fEiHMrfhqIqDaIC1fjbDckAgFFJYfBSyHDuch3OltaiR7ifeK7CygZsMwclfxja9odyT2DzzMecOXPw5Zdf4quvvkJAQAAKCwtRWFiI+vp6W79Vl4l9PjjtQkRE7fg+8yIMRgFDugWjd1QAJvaLwiezhkOtlIv1G/OnDECAtxcAwF+txPDupgUW21pkP77LyIdRAEb2CEXPCM/OfNg8+Pjggw9QWVmJa6+9FjExMeLj66+/tvVbdZk47cKCUyIiaoMgCPhmv2nK5Y7hjYshxidHYOnskYgKVOOPw+IxOSW62ddNsNR9NAk+jEYB3xy4AACYPsL+CyucnV2mXZwdp12IiOhKDpwrR25pLXxVCtwyKLbZa6OSwrD7mYlWl8uO7x2B1389hd1nLqNBZ4C3lwJ78i7jfFkd/NVK3JQa3eprPA33diEiIrLia3PW4+bUGPirW39Wb6tPR7+YAEQEqFGvM+DA2XIAEDMoUwbFWu3/4Wk8Mvjw9uJqFyIialt1gw4/H7kEALijk9MkMpkME5ItUy/FqKzX4ddjhV06l7vyyOBDnHZhzQcREVmx5sgl1OsM6Bnhh2HdQzr99Y3BRwl+PHQRGr0RfaICMCg+yNZDdUkeGnw0Tru4Qo0KERFJyzLlcueIBMhknW+DPrZXOOQy4HRRDT7ekQvAVGjalXO5Iw8NPkyZD6MA6I0MPoiI3JFWb8SSnXnIOFfWqa87XVSNQ/kVUMpluK2L/ThC/FQYlBAMAMgvq4eXQobfD4nr0rnckWcGH16N3zbrPoiI3NMrP5/Ay2tOYMbivThR0LFNS3UGI55bdRQAMLFfJML9u74Hi2XqBQBu6B+NUA/exbYljww+VIomwYeOK16IiNzN6oMX8fnucwBMHzIfWZ6BynrdFb/uzbWnsP9sOQLUSjwzud9VjaFp8MHeHs15ZPAhl8vEAISZDyIi95JVWI1nvzdlL2aP6YG4YB+cu1yHv31zGMZ2ptp/OXoJi3fkAQD+dfsgJDZpjd4VA+ODMbFvJCb2jcTYXuFXdS5345HBB8DN5YiI3FF1gw4Pf5mBep0B43qH4/mb++PDu4ZBpZBj48kifLj9jNWvO1NSg6e/OwIAeGh8T/wu5eobgSnkMiy5ZwSW3DMCijZ6gngqzw0+uL8LEZFbEQQBT317BHmltYgN8sZ/7xwChVyG1PggvDh1AADgrXVZ2JVT2uzrajV6PPxFBmo0eoxMDMVTN/ZxxPA9ise2WWOvDyIix9MbjHhnUzaG9QhtViPRFUt25mHt8UJ4KWRYNHNoswLPO0ckIONcOb7LuIC/rDiIMU2mQc5frkV2cQ0iAtR4b8YQKBUe+7lcMh4cfHDahYjI0X45Voh3NufAx0uBjX+bgLhgny6dR6M34J1N2QCAebf0x5BuzRuDyWQyvDw1BccLqnDyUhV+OlzQ7HWFXIZFM4YiMsC7a98IdYrHBh8q7u9CRORw64+b2o7X6wyY/8NxfDJreJfOs+N0Kaoa9IgKVGNmWnerx/ioFPj6oWvw85FLaGix0jEtMQz9YwO79N7UeR4bfKi9OO1CRORIGr0BW7Mat53feLII648X4oYBnS/2/OmIKZNxc2psu8Wdgd5e+NPIbp0fLNmUx05scdqFiMix9uSWoUajR2SAGo9cmwQA+OePx1Gr0XfqPPVaAzacKAIATBkUY/Nxku0x+OC0CxGRQ2w4YZpymdgvCo9f3xsJoT4oqGzAfzac7tR5Np8qRp3WgPgQHww2tzQn5+bBwYd52oWZDyIiyRmNAjaeKAYA3DAgCj4qBV6amgIA+GzXWRwvqOzwuSzFo1MGxXLjNhfhucGHpc8H26sTkZ3Uaw0oq9U6ehhO6ejFShRWNcBPpcDopDAAwHV9InFzagwMRgHPrToGQwc2/qxu0GFzlimImTIw1q5jJtvx3OCDNR9EZGcPfH4A49/cgsLKBkcPxelYajQm9IkQM9EA8MKU/vBXK3EovwJpr23Cc6uOYmd2KXQG63+r1x8vglZvRFKEH/rFBEgydrp6Hhx8cNqFiOynukGH386Uokajx968y44ejtOxBB+T+kc1ez4q0Btv/GEgAr2VKK3RYPne87hryV6MeHUjFvx6EvoWQYhllcutg+I45eJCPDj4YMEpEdnP0YuVEMyzBscudrx+wVkVVja0mX3orHOXa5FVVA2FXIbr+kS2ev3mgTE48PwkLLt3JP40MgFhfipU1Onw0bZcPPH1IXEcZbVa7Mw2tUq/hatcXIrnBh9izQczH0Rke0cvNAYcxwuqHDiSq7f/bBnGv7kFk97ehoKK+qs+nyXrkZYYimBfldVjVEo5JiRHYMFtA7H3HxOx8I7B8FLIsObIJcxZngmN3oC1xwqhNwoYEBuIpAj/qx4XScdzgw9OuxCRHR1pEnwcu1gJQbhy8aQzEgQBb649Ba3BiLOX6zD9o93IL6u7qnOub2PKpS1KhRzThsTho7uHQaWUY/2JIjz8RQa+z7wAwLTKhVyLBwcfnHYhIvs5fKFC/O+qBj0ulF99xsARtmeXYv/ZcqiVcnQP88WF8npM/2g38kpru3S+slotDpwtA9Dx4MPi+r5RWDJrOLy95NiSVYID58oBADencsrF1TD4YOaDiGzsco1GDDa6h/kCQKf6VjgLQRDw7/VZAIA/j+qObx4ahaQIP1yqbMD0j3Yju6i60+fcfKoYRgHoFxOI+BDfTn/9uN4RWDp7JHxVpuz10G7BSAjt/HnIsTw3+ODeLkRkJ0fNBaY9w/1wTaKph4Ur1n1sOFGEIxcq4atS4OEJSYgK9MbXD41C3+gAlFRrcMfHe7BoSw7OlNR0+JyWjeRu6GTWo6lreobhy/vTMD45Av93Q58un4ccx3ODD067EJGdWOo9BsYHYUCcaadUV1vxYjQKeNvc5vzeMYkI81cDAML91VjxwDVIiQtEWa0W/1qXhYn/3oZJb2/D2+uzcKG87XqQGo0e27NNG8ndMKDrwQcADO0Wgs/vHYnRvcKv6jzkGAw+OO1CRDZ2xFzvMTA+GANigwC4XuZjzdFLOFVYjQBvJR4Y17PZayF+Knz70Gi8flsqJiRHwEshQ3ZxDd7ZnINpi35DTRsbw206WYQGnRE9w/3QP4bb13sypaMH4Chc7UJE9iAIAg43yXz0iwmATAYUV2tQXN2AyABvB4+wuZziGvzzx+PoFemP36VEY0SPUAiCgIXmrMeD43oiyNer1df5qBS4c2Q33DmyGyrrddh8qghvrs3CpcoG/HykAHeMaL1tvWUPllu4B4vH89zgw4vTLtR1xdUNqGnQoyd7C1ALhVUNKKnWQCGXYUBsEHxUCiRF+COnuAbHC6oQ2ce5go/Xfz2FnTml2JlTiqW7ziLcX4V+MYHILa1FiK8XZo9NvOI5gny88Psh8Sis1OCNtafw9f78VsFHZZ0O206bplymDOTqFE/HaRcWnFIX/HnJPkz+745257fJM1nqPXpH+sPHvCJjQKxpiuG4k9V9nC2txaZTpp4bUwbFIsjHC6U1Wuwwdw195Nok+Ks7/hn1D8PioJDLkHm+AjnFzVfCrDteCJ1BQN/oAPSO4h4sns6Dgw9Ou1DXFFc14FRhNTR6I3blcM8Oas5S7zEoPlh8LsVJ6z4++y0PggBc1ycC7/5pCA48n44v7huJmWnd8KeRCfjzqB6dOl9kgLfYLv3r/fnNXrPswcKGYAR4dPDBaRfqmsNNOlfuMzdLckYGo4DdZy7bbD8ORyqoqG/WrtyZiStdEoLE5yyZj2NO1Oujsk6Hbw6YOoTeN9ZUUOqlkGNc7wi8+vtULLhtILy9FO2dwqo7RiQAAL7PvAit+cNdaY0Gv+WYsinc9p4ADw4+vL242oW65kiTzpX7nTj4+HLPOfxp8R5xuaSratAZ8McPduHWRTvFG5izEgShMfiICxaft6x4yS+rR2WdzhFDa2XF/vOo1xnQNzoAY3qF2ey81/WJQESAGpdrtdhsntL55eglGAVgUEIwuoWxIRh5cPAhTruw5oM6qWnm49zlOhRXNThwNG2z3Kh/PFTgsvuKAKYgqqCyAYIAPL/6GBp0zputPHe5DpX1OqgUcvSJbqxrCPL1QnyIDwDg+CXHZz90BiOW7ToLALh3bKJNV54oFXL8YWg8gMapF8sqFxaakoUHBx+N0y7O/of5eEElzl+WprBRZzBia1axmC6l5kyfbCsAAH7mYkJnnXqx1BdcrKh3ulqDjqrV6PHB1jMAAKVchrzSWny47YyDR9W2I+aC0n6xgVApm/95tdR9nGjxs7AsUzUapfs79OuxQlyqbEC4vwq32qEGY/pwU/Cx7XQJMs+XY//ZcshkwC2cciEzDw4+TDcOowDoJfyfvrMKKurx+/d34Y6Pd8MgwTjf3ZyDez7bj/e25Nj9vVzRhfJ6VNSZPtlOHRIHANif53zBR3mtFhebbH1u2cLc1SzddRaXa7XoEeaLt24fBAB4f8uZLm9qZm9H8isAAIPig1q9JtZ9NFnx0qAzYOYne3Dv0gNYJNH/c4IgYMnOPADAXdd071Jdx5X0jPDHyB6hMArA4ysOAgBG9AhFdJBzLTMmx/Hc4MOr8Vt35rqPXWcuQ6s34lJlQ7NdMu1BEAT8L8NUgLbuWKFd36szvj2Qj9ve/w0FFY7fFdTyM+gXE4AxSaa2zvvOljtwRNaduNT803Vngo9VBy9g6qLfWn1Cl1plvQ4fmbMcT6QnY+rgWIxPjoDWYMS81cdslrH89/osTH1vJ/69PgvHLlZe1Xkb26oHt3otJa71ipcXfzqOYxdN/353Sw7O2jio+nRnHia9vQ3zVh/DrpxS6A1GZJ4vx+H8CqiUctx1TXebvl9T082Fp5YN9rjKhZry2OBDpWgSfDjxHHLTT9Xbskrs+l6Z5yvET8tZRdW4VOn4m32tRo+X15xA5vkKLN97ztHDEW8uqfFBGJEYAgA4VViFynppiwgvVdZj3fHCNrNhlk/X1/QMhVxmCkY60pNEEAQs3JiNw/kVePjLjE4VR54trcU+G2aBluzMQ1WDHr0j/THF3BHz5akDoFbKsTOnFD+a6wiuRkFFPd7bkoPDFyrx7uYc3PLuTkz411a89stJ5Jd1bqrTYBTE1SwD28l8nCmpQb3WgG8O5GPFvnzIZEBylD+0eiPm/dCxoMpgFLAvrwy7zpRaPV4QBPx3YzZeWnMC2cU1+GLPOcz4ZC9GvLoRc785DAD4/eA4hJv3a7GHm1KjxR4hCrkMk1Oi7fZe5Ho8NviQy2ViAOLMmY+mqyks3QHt5acWf8y32/n9OuJ/mRdQ1WDaJ8IZpg4Om9PqA+ODERngjR5hvhAEIPOcNNkPo1HAsl1nMfHf2/DQFxlYc8T6Ddjy6Xpc7wgM7x4KANjYgeuXXVyDc+b6ovNldfjbt4c6VIvQoDNg+ke7Mf2j3diSVdzRb6dNZbVafGqeGpg7KRkKuakgsnuYHx67vhcA4OU1J6565ch3GRcgCECfqADcOCAK3l5ynC+rw8fbc3Hrezs7tRlcTnEN6rQG+Jo7mrYUGeiNiAA1jILp93re6mOm7y89GR/fPRwqpRw7skvx05FLVs+vMxix7XQJnv3+CEa+uhHTP9qNGYv3Ysbivc0yJoIg4F/rsvCfjY2bwk0fHo8QXy+U1+nEn++9HehcejV8VUox2zE6KcyugQ65Ho8NPgDn31yutEaD3CZ/VA5fqEB5rdYu72UwCvj5qOmP3uCEYAC2D3b25F7GpLe3dfi8RqMg3oAA4HRRjc3T0p1hMArizcjSQGpED9ONXYqi05ziatz+0W7M//E46rSmbF1b2TDLJ/ABsYHi7qEbTl45+LAEeH2iAqBSyrHxZDE+6ECB54+HC1BcrQEAvPDDMdRrry6b+NH2M6jR6DEgNhA3Dmj+ifnB8UnoFemP0hotFvx6ssvvYTQK+OZAvvmcPfHR3cOROW8SPpg5FClxgSiv02HG4j04ZA4429KgM2D98UJxLClxQWKw1JIl+zHvh2PQ6I24rk8E5lzXCz3C/fCX60xB1Us/nWiWSTMYBXz2Wx5GvLoRsz7dhxX78nG5VosgHy94e8mxO/cyfvff7fh4+xnoDUa88vNJvG8u0n3+5n54YUp/vPnHQdj/XDq+uj8N945JxCvTUpqtxrGXv92QjD+P6o4Xbulv9/ci1+LZwYeT7+9ywHxD6xMVgL7RARAEYIed+hzszb2MkmoNgn298I+b+gEAdmSb5og7ori6AVuyittMGQuCgNd+OYns4hrMW32sQ42vNp0qxtnLdQj0VmJIt2AAbWc/GnQG/HDoIuq01nfTtIW80hrUmj/Z9oo0fbIdkWgKPuxZdGowCnhvczZu+u9OZJwrh59KgTvN8+m7zlxudc1rNXqxIHNAbBAm9TcFH3tyy66YKVh/3FTrc8+YHnhlagoAU01Ee/01BKExSJTJTL0s3t2c3YXv1KS4ukFcBvq3G5Ihb3EjVynleHVaCmQyYOX+fKw6eKFL77M79zIulNcjQK3ETammJaC+KiUmp8ZgxQPXYHj3EFQ16HHXJ3vF/xctajR6/HS4AHOWZ2Loyxvw4BcZ2GoOBC0dPq2xBB+CAMSH+OA/dwwWv7+HJvREzwg/lNZo8Na6LABAdlE1/vjhLrz40wlU1OkQ7q/CjLRu+OK+kTjwfDrWPTEeo5PC0KAz4rVfTmH065vFYtKXpg7A/U12o1Uq5BjdKxwvTOlv11qPpsL91XhpagrbqVMrnh18OHmvj315plT+iMQQTEiOAGC/ug9L6+PJKdEY1j0Ewb5eqG7QX/FTHwCcLqrGTf/didmf7cfnu63XZRw4Vy7WS5wvq8N3GVe+YSzZmQsA+FNaN0w1p2/bCj7eXJuFv648hLlfH77iebvqcL5p/CmxjZ9sR5ozH0cuVNql/4TeYMT/fXsYb60/Da3BiGv7RGD93An4560DoFLIUVjV0Grlx8lLVRAEICpQjYgANbqH+SE5yh8Go9DulEhRVQMOX6iETAZM7BeJ6SMSMH14vLhioa0aoN9yLuNUYTV8vBR48w8DAQAfb8/F6aJqq8e3RxAEPL/qGBp0RgzpFtzmjTytZxgev743AODZ74/iVGHni2MtPShuHRwr7sFiEeDthWX3jsQ1PUNRo9Hjz5/uw4YTRfgu4wLuX3YAQ1/egMdWHMTPRy+hTmtAXLAP7h2TiG8fHoWHJ/S09nYAgFRz4zGVUo4P7xqGYF+V+JpaqcAr00wB35d7z+G5VUdx0zs7cPB8BfzVSrwyLQV7/5GO136finG9I+ClkKN7mB+W35+GN/6QigBvJYqrNZDJgDf+kNrp1uhEUvLw4OPK0y5nSmpw/b+34r2r+CTXVZZ6jxE9QhuDj9MlHZqDP3+5Dr9buB2f7Mi94rFavRG/mle3TBkYC4VchnG9Te+39QrBzvGCStz58R6U1phS7u9uzrGacl+yw/RpLDLANO/7zqbsdm/WxwsqsSe3DAq5DLNG9UC6+dP7gXNlKGsx9VRZr8PK/ecBAGuPF2JTB6YXusLS3yO1STFh9zBfhPuroTUYxXoQW9EZjPjrykNYdfAilHIZ3vzDQHx2zwjEBfvA20uBod2DAZiyH01Z6j0sXTUBiNmP9upmLK8NTggWt31/aWoK+scE4nKtFnOWZ1rt/2IJEm8fHo/bhycgvV8U9EZTENH0d7WqQYfnVh3F9W9txY5s679XH2/PxfoTRVAp5Hjx1gHtNr96fGJvjE+OQIPOiEe+zERVQ8frPyrrdFhrzvJY2oG35KdW4rN7RmJc73DUaQ144PMD+L9vD2PjySJo9UYkhvvh4QlJ+GHOGOz8+3V4YUp/jOgR2u6Y0/tF4tFrk7Bk1nBx9UtTo5PCcduQOAgCsHzveegMAib2jcSGueNx1zXdrU7nyGQy3DGiGzbNnYAHx/fE4ruHW93OnsiZeHTwoerA/i6v/3oKuSW1eGv9afxy1HohmD3UaPQ4bp63H5kYimE9QuCrUqC0RoOTHfiU996WbJwqrMa/159GRV37dSK/5ZSaU7pqpPU0tVluGuy05XB+BWYs3ouyWi0GxgchIdQHpTUafL77bLPjzl+uw7oTpj/0n94zAjFB3rhU2YCV+863eW5L6vim1BjEBvsgPsQX/WMCYRTQKrhYue886rQGWP4uv/DDcbtMvxy+0Holg0wmw0jzqhdbtlrX6A14dHkmfj56CV4KGd6fORTTRyQ0u7GNNi/13d0i+LDUpaSYU/wAMKm/qW5ia1Zxm7/vluDjhv6NNRbeXgp8eNcwBHorkXm+Aq/90rzGIqe4BluySiCTAbPHmAoYX5w6AD5eCuw7W4bvMi+I55709jYs33seuaW1uG/ZAbH1tsXuM5fxxtpTAID5t/a3uly1KYVchoV3DEZcsA/ySmvx1LeHm01BVdbp8MOhi9ib23rzv9WHTPuO9I0OQKqVIMDCR6XA4j8PF4O3PlEB+OvE3lj7xDhs/tsEPDO5LwYlBHe4Q6hSIcfTv+srBvfW/OPmfogN8kaYnwrv/GkIPpk1HDFBPlc8d2SgN/5xUz8xUCdyZh4dfKi92p92OZxf0eyT4lPfHsaZkhpJxpZ5rhxG87xwTJAP1EoFRieZAoMrFWyWVGuw+pBpGqVeZ8CKffntHm9Z5XLLwBjxk9X4ZNON7ejFSjGr0VTGuTLc9cleVNbrMLRbML68Pw1/nZgMAPhg2xlUN/kU+tku086Z45MjkBIXhMfM6fL3tpyxmiUprmoQx3Rfk4p8a5/e9U3aRL9wS3/EBfvgYkU93tlk24ZNWr1R7J0xqMVNsbHo1DYrXhp0Bjz4eQY2nCiCSinHx38ejhsGtF6maPl92J17uVmGwZL56N8k8zEwLgiRAWrUag2tghUAqG7QYdcZU13HpBY3r25hvnh7+mAApqZfPxy6KL722W+mIHFi3ygkhvsBAOKCffDkJNPPeMEvJzFneSYe+PwAiqo0SAz3M/Xq0Bvx0BcZWGvOuBVVNeCxFQdhFIDbhsZhxsiOfXIP9VPh/ZlDoVLIse54ERZuzMZXe8/jz5/uw7BXNuCvKw/hzsV7xMJSC8uUyx0tAjprvL0U+PjuYch4Ph3rnhyPJyclo290oE1bkjcV7q/G5v+7FvueS8et5iXGRO7Gs4OPK0y7/Nu8Ide0wbFISwxFrdaAh7/IQK3m6j5V12sNWHusEE+sPIi01zZa7Wxo+RRtqSkAgAnm+e8r1X18uecctHojfM3z2Mt2nW2zwLNBZ8B68818yqDGfRciA7zF4riWKfJjFytx95J9qNbokZYYis/vS0OgtxemDY5Fzwg/VNTp8OnOswBMqfZvzH/oLYHE7cPj0S3U12qWBAA+330OOoOAYd1DxJU3AMRVG9uzS8Sg5ddjhSgwt4m+c2Q3vHjrAADAJztykVXY+ZqDtpwuqoZWb0SQjxe6t9gYyxJ8ZJ4r73QX2i2nijHwn+uQ/Nyv4iNl/jpsO10Cby85PrtnRJt1DwPjg+GrUqCsVossc32FRm8Qay1S4hozH3K5rN2pl22nS6AzCOgZ7icW0zaV3j8Kc65LAgA887+jOF1UjfJaLf6XadkVtfmyzdljEtE3OgDldTr8fPQSFHIZHp6QhF//Og5LZg3HLQNjoDMImPNVJlYdvIC/fJWJ0hoN+kYH4NVpqZ264Q5KCMYLU0yrKf67KRv/WHUU20+XQG8UEBWohiAAT393ROwTc+xiJU5cqoJKIce0wXEdeg+ZTIYwCZeKensp2lwxQ+QOGHzA+rTLvrwybD9dAqVchrmT+uDdGUMQEaBGdnENnv3+6BUbARVVNWDx9ly8uylbfLyzKRuPLs/A0Jc34OEvM7D6UAGKqjRYuPF0qwZQlmZNltUUADDBnKrNOFfeLLPQVIPOgC/3mP7IvjItBeH+ahRWNbQ5ZbQ1qxg1Gj3ign0wJCGk2WvWilwr6rR4+MsM1GkNGNMrDEtnjxQbCSkVcjyZbsp+fLIjFxV1WnyzPx+1WgN6R/pjfG9TNsVLIcdfJ5o+GX/YIkuSW1Ij3iTub3FD6x8TiLhgHzTojNhpXn1hmZ6ZmWZqE53ePwo3DjDVHDy36qjN9ss40mTKpeWNsV9MIALUStRo9Dh5qeOFj3qDES+tOYGqBj20BqP40BsFBPt6YdnskRjTK7zNr1cp5WLgY6n7yC6qgd4oIMjHC3HBzVP1TYOPltfFEpC0zHo0NXdSH4zpFYZ6nQEPf5mBj3fkokFnRP+YQFzTM7TZsV4KORbclgp/tRIpcYH4Yc4YPDO5L7y9FPBSyPHfO4fgtqFxMBgFPPn1Yew/W44AtRIf3DWsVfFnR8xM6yauABoYH4SnbuyDTX+bgD3PTsQ9o3sAAJ5bdQyf7swTsyA3DIhCiJ+qrVMSkR0pHT0ARxJXu7TIfAiCgLfWm5a6TR+RIG4BvWjGUPxp8R78eLgAw3uEWK0mFwQBK/fn47VfTqK6oe0MSVywDyanRCPzfDkyz1fg3U05eOOPA83jMYirTEY0yXx0C/NFz3A/5JbWYteZy636HwCmHUwv12oRG+SNWwfF4kJ5Pd7ecBpLduZZTeH+dNgUlNwyMKbVksYJyRF4f+sZbM8uFW9WT359CBfK69Et1Bfvz2x9o7g5NQaLtuTgVGE1Pth6BmvMDZNa7pw5bUgc3t+agzMltXhzbRZC/VRYe6xQ/AQfH+LTaqpBJjN9el+66yw2nChEqJ8Kh/IroFI0bxM9f8oA7MwuxYFz5fjmQD7u7GAKvz2WYlNrnSsVchmGdg/BttMl2H+2zGohoTXfH7yIvNJahPqp8P0jo5ttRBbqp+rQnhujk8Kw7XQJdp8pxX1jExvrPeJaTwuMSgqDv9q0IuLFn45j/pQBkMtl0BmM2HzKtArGkl2yRiGX4Z07h+CWd3cit6RW3PDt/nHWd0Ud0i0EGfPSxf/PWp7rrT8Ogkohx0pzZuyt6YPEqZvOkslkWHBbKp6/pb8YDFvMn9IfaqUcH23PxUtrTojNBdsqNCUi+/Ps4MPS56PFqovfci5jX14ZVEq52E0RMBV+Pju5L175+SRe+ukE9uaW4caUaFzfNxL+aiXOltbi2e+PYre5wC0lLlBcWmcR4a/CpP7R4s0h41w5/vDBLnyXeQEPX5uExHA/HLtYCY3eiDA/FZIimv8xHp8cgdzSWmw7XdIq+Gi6YdSs0T2gVMgxM60b3tuSgyMXKnHgXHmzYCa3pAabTlmmXFrvuzC0ewj81UqU1WpxrKAS27JKsCWrBGqlHB/cNRRBPl6tvkYul2HupGQ8+EUGPtpuWgUR6qfC74c0T28r5DI8kZ6Mx1YcxBd7GpfnKuUyjO4Vjqdv7GM17WwJPjadLEZVvSm4mzo4FhEBjSnx2GAfPDkpGa/8fBLPfH8Uz3x/tHF8MiC9XxRenDrAahHf1qxivPjTCQT6eOGVqSniyhZLsWnLn6fFyMRQbDtdgv9lXsDvUqKvWCCo1Rvx342mFVSPTEhCjy7edC1Fp3tzy6A3GK2udLFQKxWYP6U/nv7fESzbfQ5agxGvTkvF3twyVDfoEe6vwuAW2a+WwvzVWDRzKO74aDd0BgGRAep2dyq1FnhYyOUyvPb7VAxOCEagj5fVYLozZDJZq8DD8vwzk/tCrZTjnc050BqMiAv2EffmISLpeXbwYaXmo2nWY2Zat1Y3kfvGJuJEQRW+P3gRPx+9hJ+PXoJKKUdaYij25ZVBozfCx0uBv92QjNljEq84bzusewiu7xuJzaeK8d+Np7HwziFif4/hPUJafaKc0CcCS3edxbasEgiC0Oz1nTmlyCqqhq9KIX7aD/NX47YhcVi5Px9LduSJwUd2UTVmfLIXDTojBsUHifUdTXkp5BjTKwzrjhfhX+uyxKmOV6alWL25WUzqH4WB8UHiVMVdad2sfoq/OTUGX+w5h0P5FRjfOwKTU6KR3i8KQb6tgxqLkYmhCPRW4nKtVlwqed+41m2i7xndA78eK0RGi7bnRgFYf6IIu85cxjOT+2LGyG6Qy2Uor9Xi5TUn8P3BxmLKae//hvvHJeKRCUliHcWgBOvf9+SUaLyzKRvHLlZh0tvbm53bmq8P5ONiRT0iA9RX1fCpf2wgAr2VqGrQ41hBVbPOptbcPtxUYPn0d4exYl8+NE1qgyb2jepQncHQbiF48dYUzPvhGB6b2LvV1vGdIZfLbJKZuhKZTIa5N/SBt0qBt9efxkMTerb5syEi+/Pw4MP0R7dWaxD7F2zNKsah/Ar4eCnwyLVJrb5GJpPh39MH4Z4xppvb2mOFyCutxY5s0415TK8wLPj9QHGqpiPmTkrG5lPF+OFwAR69rlez/h4tXZMYBpVSjosV9ThTUtusONCS9bh9WHyzrMS9YxOxcn8+1p8oxPnLdajR6HHXEtMS2b7RAVhyz4g2C/wmJEdi3fEi8fv708gE3D68/XS1TCbD327og1mf7jNNiYyyfnOVy2X4+sFrYDAKUCo6dgPzUshxfd9IcTXP2F7h6Bvd+karVMjx7UOjUNZimXFhZQPm/XAMB89X4PnVx/Dj4QLcOigW/9lwGpdrtZDJTIFLSbUGa45cwkfbcvHdgQswGAVEBKgRHWh9S/CeEf5Y89hY/P1/R5DZ5Nyv35aKni32+WjQGcS+MX+5vleXahwsFHIZrukZhvUnirAzu0SsOWkvOPzjsHiolHI8+fUhfJ/ZGGy1N+XS0oy0brh9eDy8OvhzcxaPXtsL94/teVUBExFdPQ8PPkx/gN4xF4M2NWt0D7HRUksymQwD44MxMD4YT9/YB1lF1diWVYKEUF9MTonu9NK4lLggTE6Jxq/HCvHv9VliK+eRia2DDx+VAmmJodiRXYonvj6I24bE48aUaNRr9djaot+CRXJUAMYnR2D76RK8+NNxHDhXjsp6HVLiAvHFvWntFt1ZltyaxhmI+VMGdOh7Gt87HG/dPgjh/qo2ryNgupZKReeu16T+0WLw0XKVRVNyuazVZlbh/mp89/BofL77LN5cm4V9eWVicW9ylD9e/8NADO1mmnqYOrgIz68+iqIq01LjQVaKTZvqHRWAb83n/tc607l/998deCK9Nx4Y11O8UX+55xyKqjSIC/axSd3B6CRT8LFiXz4adKZMxpVqJ24dFAuVQo7HVmRCZxDg46Vot7jVGlcLPCwYeBA5nkf/X3hNzzB4WbnxxQZ546HxbbdIbkomk6FvdCAempCEm1Jjurwm/8lJyZDJgHXHi1DVoIefSoH+Me2lzoFjF6vw0poTGPP6Zkz/aA8AUz2DtfoBy01606liVNbrMDghGMvvv+aK1f7xIb6Y2DcSccE++GDmsA4VQQKm6/LHYfG4tp19Lrrq2j4R6BXpj9FJYeKKnM5QyGWYPSYR658cjwnJEVAr5XgivTfWPDZODDwA0/TRhrkTMCOtG1RKOW4eGNPOWVuf29LP4s21WZi26Dccu1iJWo1eLNR8fGKvdmsiOsoSNFysMLU/7xcT2KHpk9+lROOju00NxO4cmdDhny0R0dWSCVdaMyqxqqoqBAUFobKyEoGB1m++ttSgM0DbogeGn0rpkDX2T6w8KH6iH9c7HF/cl9bmsQUV9VhrnvbZf64Mlp/iygevwTXmLqVNCYKAG/6zHdnFNRjZIxSfzh5htTivLUaj4LZz5AajcMWfd0eOaUkQBKw6eBEvrTFtCqaQyzA4IRgZ58rRI8wXG+ZOsEn2QBAEjHh1k9gMbtao7njRvClcR3TleyMiaqkz92+PnnYBTM18nOUT31/Tk/HTkUswGAUM7956yqWp2GAf3Ds2EfeOTURxdQM2niiGn1phNfAATJmIRTOHYvvpEsxI6wZfVed+9O4aeADo0I23KzdnmUyG24bGY1zvCPzzp+P4+cglsQD2ifRkm01byGQyjE4Kw4/mrrADOrjU14KBBxFJzaOnXZxNYrgfHr02CWF+qmbdRq8kMsAbM9K6YeoVujUmRwXg/nE9Ox140NWJCFBj0Yyh+PjuYegR5otxvcOtLm2+GpZW60DbK12IiJyFx0+7ELmD/LI6TPjXFviqlMicN4lFlUQkuc7cv+32F2rRokXo0aMHvL29kZaWhn379tnrrYg8XkKoL5bcMwJLZ49g4EFETs8uf6W+/vprzJ07F/Pnz0dmZiYGDRqEG2+8EcXFxfZ4OyICcF2fSAy30huGiMjZ2CX4ePvtt/HAAw9g9uzZ6N+/Pz788EP4+vri008/tcfbERERkQuxefCh1WqRkZGB9PT0xjeRy5Geno7du3e3Ol6j0aCqqqrZg4iIiNyXzYOP0tJSGAwGREU1b9UcFRWFwsLCVscvWLAAQUFB4iMhgTtNEhERuTOHV6Y9++yzqKysFB/5+fmOHhIRERHZkc0bPoSHh0OhUKCoqKjZ80VFRYiObr1ltlqthlqtbvU8ERERuSebZz5UKhWGDRuGTZs2ic8ZjUZs2rQJo0aNsvXbERERkYuxS6vLuXPnYtasWRg+fDhGjhyJhQsXora2FrNnz7bH2xEREZELsUvwcccdd6CkpAQvvPACCgsLMXjwYKxdu7ZVESoRERF5HrZXJyIioqvmFO3ViYiIiKxh8EFERESSYvBBREREkmLwQURERJKyy2qXq2Gpf+UeL0RERK7Dct/uyDoWpws+qqurAYB7vBAREbmg6upqBAUFtXuM0y21NRqNKCgoQEBAAGQymU3PXVVVhYSEBOTn53MZr53xWkuH11o6vNbS4bWWjq2utSAIqK6uRmxsLOTy9qs6nC7zIZfLER8fb9f3CAwM5C+zRHitpcNrLR1ea+nwWkvHFtf6ShkPCxacEhERkaQYfBAREZGkPCr4UKvVmD9/PtRqtaOH4vZ4raXDay0dXmvp8FpLxxHX2ukKTomIiMi9eVTmg4iIiByPwQcRERFJisEHERERSYrBBxEREUnK7YKPRYsWoUePHvD29kZaWhr27dvX7vHffvst+vbtC29vb6SmpuKXX36RaKSurzPXevHixRg3bhxCQkIQEhKC9PT0K/5sqFFnf68tVq5cCZlMhmnTptl3gG6ks9e6oqICc+bMQUxMDNRqNZKTk/l3pIM6e60XLlyIPn36wMfHBwkJCXjyySfR0NAg0Whd1/bt2zFlyhTExsZCJpNh9erVV/yarVu3YujQoVCr1ejVqxeWLl1q20EJbmTlypWCSqUSPv30U+H48ePCAw88IAQHBwtFRUVWj//tt98EhUIhvPnmm8KJEyeE559/XvDy8hKOHj0q8chdT2ev9YwZM4RFixYJBw8eFE6ePCncc889QlBQkHDhwgWJR+56OnutLfLy8oS4uDhh3LhxwtSpU6UZrIvr7LXWaDTC8OHDhZtuuknYuXOnkJeXJ2zdulU4dOiQxCN3PZ291suXLxfUarWwfPlyIS8vT1i3bp0QExMjPPnkkxKP3PX88ssvwnPPPSd8//33AgBh1apV7R6fm5sr+Pr6CnPnzhVOnDghvPvuu4JCoRDWrl1rszG5VfAxcuRIYc6cOeK/DQaDEBsbKyxYsMDq8dOnTxduvvnmZs+lpaUJDz30kF3H6Q46e61b0uv1QkBAgLBs2TJ7DdFtdOVa6/V6YfTo0cInn3wizJo1i8FHB3X2Wn/wwQdCz549Ba1WK9UQ3UZnr/WcOXOE66+/vtlzc+fOFcaMGWPXcbqbjgQfTz/9tDBgwIBmz91xxx3CjTfeaLNxuM20i1arRUZGBtLT08Xn5HI50tPTsXv3bqtfs3v37mbHA8CNN97Y5vFk0pVr3VJdXR10Oh1CQ0PtNUy30NVr/dJLLyEyMhL33XefFMN0C1251j/++CNGjRqFOXPmICoqCikpKXjttddgMBikGrZL6sq1Hj16NDIyMsSpmdzcXPzyyy+46aabJBmzJ5Hi3uh0G8t1VWlpKQwGA6Kiopo9HxUVhVOnTln9msLCQqvHFxYW2m2c7qAr17qlv//974iNjW31C07NdeVa79y5E0uWLMGhQ4ckGKH76Mq1zs3NxebNmzFz5kz88ssvyMnJwaOPPgqdTof58+dLMWyX1JVrPWPGDJSWlmLs2LEQBAF6vR4PP/ww/vGPf0gxZI/S1r2xqqoK9fX18PHxuer3cJvMB7mO119/HStXrsSqVavg7e3t6OG4lerqatx9991YvHgxwsPDHT0ct2c0GhEZGYmPP/4Yw4YNwx133IHnnnsOH374oaOH5na2bt2K1157De+//z4yMzPx/fff4+eff8bLL7/s6KFRF7hN5iM8PBwKhQJFRUXNni8qKkJ0dLTVr4mOju7U8WTSlWtt8dZbb+H111/Hxo0bMXDgQHsO0y109lqfOXMGZ8+exZQpU8TnjEYjAECpVCIrKwtJSUn2HbSL6srvdUxMDLy8vKBQKMTn+vXrh8LCQmi1WqhUKruO2VV15VrPmzcPd999N+6//34AQGpqKmpra/Hggw/iueeeg1zOz9K20ta9MTAw0CZZD8CNMh8qlQrDhg3Dpk2bxOeMRiM2bdqEUaNGWf2aUaNGNTseADZs2NDm8WTSlWsNAG+++SZefvllrF27FsOHD5diqC6vs9e6b9++OHr0KA4dOiQ+br31Vlx33XU4dOgQEhISpBy+S+nK7/WYMWOQk5MjBngAcPr0acTExDDwaEdXrnVdXV2rAMMS9AncosymJLk32qx01QmsXLlSUKvVwtKlS4UTJ04IDz74oBAcHCwUFhYKgiAId999t/DMM8+Ix//222+CUqkU3nrrLeHkyZPC/PnzudS2gzp7rV9//XVBpVIJ3333nXDp0iXxUV1d7ahvwWV09lq3xNUuHdfZa33+/HkhICBA+Mtf/iJkZWUJa9asESIjI4VXXnnFUd+Cy+jstZ4/f74QEBAgrFixQsjNzRXWr18vJCUlCdOnT3fUt+AyqqurhYMHDwoHDx4UAAhvv/22cPDgQeHcuXOCIAjCM888I9x9993i8Zaltk899ZRw8uRJYdGiRVxqeyXvvvuu0K1bN0GlUgkjR44U9uzZI742YcIEYdasWc2O/+abb4Tk5GRBpVIJAwYMEH7++WeJR+y6OnOtu3fvLgBo9Zg/f770A3dBnf29borBR+d09lrv2rVLSEtLE9RqtdCzZ0/h1VdfFfR6vcSjdk2dudY6nU745z//KSQlJQne3t5CQkKC8Oijjwrl5eXSD9zFbNmyxerfX8v1nTVrljBhwoRWXzN48GBBpVIJPXv2FD777DObjkkmCMxXERERkXTcpuaDiIiIXAODDyIiIpIUgw8iIiKSFIMPIiIikhSDDyIiIpIUgw8iIiKSFIMPIiIikhSDDyIiIpIUgw8iIiKSFIMPIiIikhSDDyIiIpIUgw8iIiKS1P8DDZmpXLUDaaIAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "data = units['nn_hit_rate']\n", "bins = np.linspace(0,1,100)\n", "hist, bin_edges = np.histogram(data, bins=bins, density=True)\n", "\n", "fig, ax = plt.subplots()\n", - "ax.plot(bin_edges[:-1], hist)" + "ax.plot(bin_edges[:-1], hist)\n", + "\n", + "plt.xlabel(\"Nearest-neighbors hit rate\")\n", + "plt.ylabel(\"# units\")\n", + "plt.show()" ] }, { @@ -1038,21 +420,10 @@ }, { "cell_type": "code", - "execution_count": 167, + "execution_count": null, "id": "5398bb96", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "metrics = ['firing_rate', 'presence_ratio', 'amplitude_cutoff', 'isi_violations', 'snr', 'isolation_distance', 'd_prime', \n", " 'nn_hit_rate']\n", From 529317934ddc86eeb8d6e2b421f1b8ef060db03a Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Tue, 3 Jan 2023 15:11:57 -0800 Subject: [PATCH 06/36] Update build.yml --- .github/workflows/build.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 34bffa6f..450a59d1 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -25,7 +25,7 @@ jobs: run: pip freeze - name: Installing requirements - run: pip install -r requirements.txt --user + run: pip install -r .binder/requirements.txt --user - name: Installing build dependencies run: | From e09a6c781b166750ecc904d21a4bb74746f6b011 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Tue, 3 Jan 2023 15:59:12 -0800 Subject: [PATCH 07/36] Moved visualize_unit_waveform here from other branch --- .../visualize_unit_waveform.ipynb | 965 ++++++++++++++++++ 1 file changed, 965 insertions(+) create mode 100644 docs/visualization/visualize_unit_waveform.ipynb diff --git a/docs/visualization/visualize_unit_waveform.ipynb b/docs/visualization/visualize_unit_waveform.ipynb new file mode 100644 index 00000000..97de0b8e --- /dev/null +++ b/docs/visualization/visualize_unit_waveform.ipynb @@ -0,0 +1,965 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "740a0b46", + "metadata": {}, + "source": [ + "# Visualizing Neuronal Unit Spikes" + ] + }, + { + "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 units have been identified and are stored in the `Units` section of the NWB file. Here, you can examine the spiking behavior of these units and examine individual units and their associated waveforms." + ] + }, + { + "cell_type": "markdown", + "id": "4c83be96", + "metadata": {}, + "source": [ + "### Environment Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "09650a3e", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from allensdk.brain_observatory.ecephys.visualization import plot_mean_waveforms, plot_spike_counts, raster_plot\n", + "from dandi import dandiapi\n", + "from pynwb import NWBHDF5IO\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "id": "b64649c4", + "metadata": {}, + "source": [ + "### Downloading an NWB File\n", + "If you don't already have a file to analyze, you can use a file from The Allen Institute's `Visual Coding - Neuropixels` dataset. If you want to choose your own file to download, set `dandiset_id` and `dandi_filepath` accordingly." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "51455dce", + "metadata": {}, + "outputs": [], + "source": [ + "dandiset_id = \"000021\"\n", + "dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n", + "download_loc = \".\"" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "67b1090a", + "metadata": {}, + "outputs": [], + "source": [ + "filename = dandi_filepath.split(\"/\")[-1]\n", + "filepath = f\"{download_loc}/{filename}\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "658f1d25", + "metadata": {}, + "outputs": [], + "source": [ + "my_dandiset = dandiapi.DandiAPIClient().get_dandiset(dandiset_id)\n", + "file = my_dandiset.get_asset_by_path(dandi_filepath)\n", + "# this may take awhile, especially if the file to download is large\n", + "file.download(filepath)\n", + "\n", + "print(f\"Downloaded file to {filepath}\")" + ] + }, + { + "cell_type": "markdown", + "id": "53919d11", + "metadata": {}, + "source": [ + "### Extracting Unit Data\n", + "The `Units` section is formatted as a table. 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 information on several unit properties can be found in [Visualizing Unit Quality Metrics](visualize_unit_metrics.ipynb)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "50a4d0b6", + "metadata": { + "scrolled": false + }, + "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": [ + "io = NWBHDF5IO(filepath, mode=\"r\", load_namespaces=True)\n", + "nwb = io.read() \n", + "units = nwb.units.to_dataframe()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "ce0e64b4", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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waveform_durationcluster_idpeak_channel_idcumulative_driftamplitude_cutoffsnrrecovery_slopeisolation_distancenn_miss_ratesilhouette_score...local_indexspreadwaveform_halfwidthd_primepresence_ratiorepolarization_slopenn_hit_ratespike_timesspike_amplitudeswaveform_mean
id
9509211870.6043554850249267481.800.4255742.209140-0.11843017.5375710.0094960.036369...450.00.3571192.9622740.990.3817160.473829[1.0439430431793884, 1.543311060144649, 2.7287...[0.0001908626967721937, 0.00016134635752077775...[[0.0, 0.5961149999999966, 5.378099999999993, ...
9509211720.5219433850249267681.530.3900981.959983-0.10972914.6776430.0038570.103446...340.00.2609722.0678100.990.5366630.445946[10.406435026164546, 17.127986534673788, 18.48...[0.00014485615850768024, 0.0001722424107984555...[[0.0, -1.341600000000002, -0.4586399999999933...
9509211520.46700228502492671070.710.5000002.522905-0.10986715.7836650.0177760.027818...250.00.2472362.2200430.990.5665590.284058[1.2775103414155262, 2.3915133536963493, 3.701...[0.00014859435856024575, 0.0001531048673600236...[[0.0, -0.6427199999999993, -2.836079999999998...
9509211350.4670021850249267253.420.5000002.803475-0.15037926.6669300.0237420.076530...140.00.2335012.3392060.990.6690900.590737[9.473732504122962, 13.198542576065163, 18.302...[0.00032386170367170055, 0.0004518112387675137...[[0.0, -3.2800950000000078, -6.087510000000009...
9509211110.4395310850249267141.820.0180564.647943-0.32872766.9010650.006595NaN...030.00.2197654.3959940.991.2614160.952667[1.1677100445138795, 1.1707767194728813, 1.349...[0.00015644521007973124, 0.000214412247939483,...[[0.0, -0.9291749999999945, -6.120270000000007...
..................................................................
9509588270.686767327850256505425.470.0132621.197137-0.03392447.1009340.0005690.003954...32370.00.2197653.4950390.990.1661950.562500[56.68879155534432, 56.71539151930708, 140.382...[7.006826592238747e-05, 6.896932990521833e-05,...[[0.0, 1.456064999999999, -2.1444149999999933,...
9509588170.535678326850256505391.970.0292592.162418-0.04588944.8719380.004134-0.030602...32250.00.1648243.5350950.960.3746900.618474[32.77642395146384, 53.25072954651286, 53.3577...[7.075155819535531e-05, 7.864810630992507e-05,...[[0.0, 5.052254999999994, -0.3732300000000003,...
9509580150.576884236850256505195.000.0038443.398071-0.07289043.3409400.001142-0.127013...23240.00.1373534.9776630.920.6346950.767932[171.13333650757914, 614.5358357924764, 895.59...[9.143536229559716e-05, 0.00010639289111014194...[[0.0, 7.7005500000000175, 12.612210000000019,...
9509580380.137353239850256507132.760.0016283.938438-0.12115284.5937340.0001010.250970...23540.00.0824126.0115250.710.6139760.995134[2625.1812451333517, 2625.195478447402, 2625.2...[9.332805407085107e-05, 0.00011217241356378219...[[0.0, -1.2247949999999905, 3.6318750000000044...
9509580640.604355242850256511314.210.0848673.099177-0.06409349.1702110.0019850.153596...23860.00.1510894.1928060.990.4263580.947028[8.229957206651436, 8.243390521785514, 9.81902...[0.00021079520849161493, 0.0001983938878704022...[[0.0, -4.4120700000000035, -6.431880000000012...
\n", + "

3232 rows × 29 columns

\n", + "
" + ], + "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": 15, + "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": 16, + "id": "cf33f592", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(974, 29)" + ] + }, + "execution_count": 16, + "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. Set `stim_time` to be the time of the stimulus you're interested in viewing. `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": 62, + "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": 63, + "id": "64a6e418", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "200" + ] + }, + "execution_count": 63, + "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": 64, + "id": "1747fe2f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(200, 199)" + ] + }, + "execution_count": 64, + "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": 65, + "id": "e2d7563e", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'unit spikes over time')" + ] + }, + "execution_count": 65, + "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": [ + "### Unit Responses throughout Epochs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2765d6f2", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "34a45648", + "metadata": {}, + "source": [ + "### Waveforms" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "32fd8345", + "metadata": {}, + "outputs": [], + "source": [ + "unit_num = 950921135" + ] + }, + { + "cell_type": "markdown", + "id": "cc66a18f", + "metadata": {}, + "source": [ + "#### Time-wise waveforms" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "0099ae6c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "384" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(units.waveform_mean[unit_num])" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "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 over time\", fontsize=20)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "655d111e", + "metadata": {}, + "source": [ + "#### Channel-wise waveforms" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "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": 31, + "id": "7d88c6c6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(82,)" + ] + }, + "execution_count": 31, + "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": 35, + "id": "4ae54d56", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "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(\"voltage\")\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 d0dabff84a3969f04b535476e3edd80b5fe3578d Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Tue, 3 Jan 2023 16:00:47 -0800 Subject: [PATCH 08/36] Renamed file --- ...sualize_unit_waveform.ipynb => visualize_unit_responses.ipynb} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename docs/visualization/{visualize_unit_waveform.ipynb => visualize_unit_responses.ipynb} (100%) diff --git a/docs/visualization/visualize_unit_waveform.ipynb b/docs/visualization/visualize_unit_responses.ipynb similarity index 100% rename from docs/visualization/visualize_unit_waveform.ipynb rename to docs/visualization/visualize_unit_responses.ipynb From 18d01d9159e4cf35b68ed99a0e15052da723b214 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Fri, 6 Jan 2023 10:57:16 -0800 Subject: [PATCH 09/36] Added code to extract epochs from stimulus table. --- .../visualize_unit_responses.ipynb | 319 ++++++++++++++++-- 1 file changed, 287 insertions(+), 32 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index 97de0b8e..fa41a3a3 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 97, "id": "09650a3e", "metadata": {}, "outputs": [], @@ -61,19 +61,20 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 111, "id": "51455dce", "metadata": {}, "outputs": [], "source": [ "dandiset_id = \"000021\"\n", "dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n", + "# dandi_filepath = \"sub-699733573/sub-699733573_ses-715093703.nwb\"\n", "download_loc = \".\"" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 112, "id": "67b1090a", "metadata": {}, "outputs": [], @@ -84,10 +85,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 85, "id": "658f1d25", "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": [ + "Downloaded file to ./sub-699733573_ses-715093703.nwb\n" + ] + } + ], "source": [ "my_dandiset = dandiapi.DandiAPIClient().get_dandiset(dandiset_id)\n", "file = my_dandiset.get_asset_by_path(dandi_filepath)\n", @@ -108,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 113, "id": "50a4d0b6", "metadata": { "scrolled": false @@ -133,7 +149,36 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 114, + "id": "5da4fa92", + "metadata": {}, + "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": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "units.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 115, "id": "ce0e64b4", "metadata": { "scrolled": false @@ -579,13 +624,13 @@ "[3232 rows x 29 columns]" ] }, - "execution_count": 15, + "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "units[:]" + "units" ] }, { @@ -599,7 +644,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 116, "id": "cf33f592", "metadata": {}, "outputs": [ @@ -609,7 +654,7 @@ "(974, 29)" ] }, - "execution_count": 16, + "execution_count": 116, "metadata": {}, "output_type": "execute_result" } @@ -632,7 +677,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 117, "id": "2a325d04", "metadata": {}, "outputs": [], @@ -647,7 +692,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 118, "id": "64a6e418", "metadata": {}, "outputs": [ @@ -657,7 +702,7 @@ "200" ] }, - "execution_count": 63, + "execution_count": 118, "metadata": {}, "output_type": "execute_result" } @@ -671,7 +716,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 119, "id": "1747fe2f", "metadata": {}, "outputs": [ @@ -681,7 +726,7 @@ "(200, 199)" ] }, - "execution_count": 64, + "execution_count": 119, "metadata": {}, "output_type": "execute_result" } @@ -700,7 +745,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 120, "id": "e2d7563e", "metadata": { "scrolled": false @@ -712,7 +757,7 @@ "Text(0.5, 1.0, 'unit spikes over time')" ] }, - "execution_count": 65, + "execution_count": 120, "metadata": {}, "output_type": "execute_result" }, @@ -750,16 +795,205 @@ "id": "f2ca9341", "metadata": {}, "source": [ - "### Unit Responses throughout Epochs" + "### Getting Stimulus Epochs" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 121, "id": "2765d6f2", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# brainstorm\n", + "# we want a visualization which shows an individual units activity over time, \n", + "# showing how it changes in different stimulus epochs, by having colored background depending on current stimulus\n", + "\n", + "# access stim data for a unit\n", + "# graph unit activity, add stim time colors" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "id": "86d998df", + "metadata": {}, + "outputs": [], + "source": [ + "unit_num = 950921135" + ] + }, + { + "cell_type": "code", + "execution_count": 251, + "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": 248, + "id": "64a30a42", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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0970.0982.0[EcephysSession, 719161530, stimulus]
\n", + "
" + ], + "text/plain": [ + " start_time stop_time tags\n", + "id \n", + "0 970.0 982.0 [EcephysSession, 719161530, stimulus]" + ] + }, + "execution_count": 248, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stim_name = \"invalid_times\"\n", + "stim_table = nwb.intervals[stim_name]\n", + "stim_table[:]" + ] + }, + { + "cell_type": "code", + "execution_count": 256, + "id": "9fdc4f40", + "metadata": {}, + "outputs": [], + "source": [ + "# extract epoch times from stim table where stimulus rows differ from their 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": 261, + "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": [ + "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": "code", + "execution_count": 262, + "id": "f37cb7cf", + "metadata": {}, + "outputs": [], + "source": [ + "for epoch1 in epochs:\n", + " for epoch2 in epochs:\n", + " name1, block1, start1, stop1 = epoch1\n", + " name2, block2, start2, stop2 = epoch2\n", + " if name1 != name2 and block1 == block2:\n", + " print(\"A!\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "70b7227b", + "metadata": {}, + "outputs": [], + "source": [ + "### TODO: ensure that stimulus block will be unique across all tables\n", + "### then find best way to plot a unit over long period of time\n", + "### draw epochs and key over this ^" + ] }, { "cell_type": "markdown", @@ -771,7 +1005,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 63, "id": "32fd8345", "metadata": {}, "outputs": [], @@ -781,36 +1015,57 @@ }, { "cell_type": "markdown", - "id": "cc66a18f", + "id": "e4658307", "metadata": {}, "source": [ - "#### Time-wise waveforms" + "#### Peak waveform" ] }, { "cell_type": "code", - "execution_count": 68, - "id": "0099ae6c", + "execution_count": 70, + "id": "b01f1b67", "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", 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" ] }, - "execution_count": 68, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "len(units.waveform_mean[unit_num])" + "# 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": 102, + "execution_count": 67, "id": "c8dd3ee0", "metadata": {}, "outputs": [ @@ -934,7 +1189,7 @@ "ax.plot(avg_waveform)\n", "\n", "ax.set_xlabel(\"time (s)\")\n", - "ax.set_ylabel(\"voltage\")\n", + "ax.set_ylabel(\"membrane potential (uV)\")\n", "ax.set_title(\"average unit waveform\", fontsize=20)\n", "\n", "plt.show()" From ffa341af0fec97f23f313c9494987e3c77fd8f24 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Fri, 6 Jan 2023 12:52:52 -0800 Subject: [PATCH 10/36] Added disclaimer to notebook that it currently doesnt work on remote locations --- docs/visualization/visualize_neuropixel_probes.ipynb | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/docs/visualization/visualize_neuropixel_probes.ipynb b/docs/visualization/visualize_neuropixel_probes.ipynb index fc293ff8..c512f74b 100644 --- a/docs/visualization/visualize_neuropixel_probes.ipynb +++ b/docs/visualization/visualize_neuropixel_probes.ipynb @@ -5,6 +5,14 @@ "metadata": {}, "source": [ "# Visualizing Neuropixel Probe Locations\n", + "\n", + "**Note: This notebook currently doesn't work on remote locations. To run it, it should be downloaded and run locally. Instructions for this can be found on the [Main Page](../intro.md)**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "It can be handy to know the location and trajectory of the probes that obtain the data. Some NWB files have an **electrodes** field which store these locations. To be more precise, they contain arrays of **CCF** coordinates. [CCF](https://community.brain-map.org/t/allen-mouse-ccf-accessing-and-using-related-data-and-tools/359) is a framework which allows us to represent locations in the brain with coordinates that are relative to brain structure. This notebook uses CCF coordinate data in an extracellular electrophysiology NWB file to render the locations of the [Neuropixel](https://www.neuropixels.org/probe) probes that were used.\n", "\n", "To be able to render locations in a brain, you don't need to know how CCF works except that it is a system of coordinates. We use **[ccf-widget](https://github.com/NeurodataWithoutBorders/ccf-widget)** as the engine by which we 3D render the brain and the probe coordinates." From 671c29c56c3d53a92d7e4277833d24bc40652481 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Fri, 6 Jan 2023 14:04:12 -0800 Subject: [PATCH 11/36] Changed filename in eye tracking notebook for new convention --- docs/visualization/visualize_eye_tracking.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/visualization/visualize_eye_tracking.ipynb b/docs/visualization/visualize_eye_tracking.ipynb index b0684ee4..852a4465 100644 --- a/docs/visualization/visualize_eye_tracking.ipynb +++ b/docs/visualization/visualize_eye_tracking.ipynb @@ -55,7 +55,7 @@ "outputs": [], "source": [ "dandiset_id = \"000253\"\n", - "dandi_filepath = \"sub-1169714184/sub-1169714184_ses-1180116198.nwb\"\n", + "dandi_filepath = \"sub_1169714193/sub_1169714193sess_1180116198/sub_1169714193+sess_1180116198_ecephys.nwb\"\n", "authenticate = True\n", "dandi_api_key = os.environ['DANDI_API_KEY']" ] From 8043232f88aaeb9d6a5696d33764864c1d5e780d Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Fri, 6 Jan 2023 14:16:50 -0800 Subject: [PATCH 12/36] Changed 2p raw filename for new convention --- docs/visualization/visualize_2p_raw.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/visualization/visualize_2p_raw.ipynb b/docs/visualization/visualize_2p_raw.ipynb index 9a7f79db..528c5ed5 100644 --- a/docs/visualization/visualize_2p_raw.ipynb +++ b/docs/visualization/visualize_2p_raw.ipynb @@ -55,7 +55,7 @@ "outputs": [], "source": [ "dandiset_id = \"000336\"\n", - "dandi_filepath = \"1186140941/1212553658/1212705237_raw.nwb\"\n", + "dandi_filepath = \"sub_1186140941/sub_1186140941sess_1212553658/sub_1186140941+sess_1212553658exp_1212705237+raw_ophys.nwb\"\n", "authenticate = True\n", "dandi_api_key = os.environ['DANDI_API_KEY']" ] From 339a2aadc579e1e7292c9d3dd0e0dbe4f30d3cdd Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Fri, 6 Jan 2023 15:02:36 -0800 Subject: [PATCH 13/36] Changed notebook to use streaming, fix typo, included output cells --- .../visualize_unit_metrics.ipynb | 309 +++++++++++++++--- 1 file changed, 263 insertions(+), 46 deletions(-) diff --git a/docs/visualization/visualize_unit_metrics.ipynb b/docs/visualization/visualize_unit_metrics.ipynb index 00133093..e9537a1a 100644 --- a/docs/visualization/visualize_unit_metrics.ipynb +++ b/docs/visualization/visualize_unit_metrics.ipynb @@ -13,7 +13,7 @@ "id": "1c471992", "metadata": {}, "source": [ - "This content is taken and adapted from the [Allen SDK Documentation](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html). Further explanation for each metric can be there." + "This content is taken and adapted from the [Allen SDK Documentation](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html). Further explanation for each metric can be found there." ] }, { @@ -60,11 +60,16 @@ "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" @@ -72,57 +77,87 @@ }, { "cell_type": "markdown", - "id": "104850bd", + "id": "39f93626", "metadata": {}, "source": [ - "### Downloading an NWB File\n", - "If you don't already have a file to analyze, you can use a file from The Allen Institute's `Visual Coding - Neuropixels` dataset. If you want to choose your own file to download, set `dandiset_id` and `dandi_filepath` accordingly." + "### Streaming an NWB File" ] }, { "cell_type": "code", "execution_count": 2, - "id": "6b736a83", + "id": "0afc48ca", "metadata": {}, "outputs": [], "source": [ "dandiset_id = \"000021\"\n", "dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n", - "download_loc = \".\"" + "authenticate = True\n", + "dandi_api_key = os.environ['DANDI_API_KEY']" ] }, { "cell_type": "code", "execution_count": 3, - "id": "3214c499", + "id": "e7c873bf", "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": [ + "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%2F20230106%2Fus-east-2%2Fs3%2Faws4_request&X-Amz-Date=20230106T225912Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=b9580f08d8a3bd28cd115750f0b1aea6871a5f15380dc7cdede6fa1150a107ed\n" + ] + } + ], "source": [ - "filename = dandi_filepath.split(\"/\")[-1]\n", - "filepath = f\"{download_loc}/{filename}\"" + "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": null, - "id": "ca2943d2", + "execution_count": 4, + "id": "a7c575c5", "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" + "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": [ - "my_dandiset = dandiapi.DandiAPIClient().get_dandiset(dandiset_id)\n", - "file = my_dandiset.get_asset_by_path(dandi_filepath)\n", - "# this may take awhile, especially if the file to download is large\n", - "file.download(filepath)\n", + "fs = CachingFileSystem(\n", + " fs=fsspec.filesystem(\"http\"),\n", + ")\n", "\n", - "print(f\"Downloaded file to {filepath}\")" + "# 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()" ] }, { @@ -135,14 +170,67 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "0b47a289", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "units pynwb.misc.Units at 0x2296587575360\n", + "Fields:\n", + " colnames: ['waveform_duration' 'cluster_id' 'peak_channel_id' 'cumulative_drift'\n", + " 'amplitude_cutoff' 'snr' 'recovery_slope' 'isolation_distance'\n", + " 'nn_miss_rate' 'silhouette_score' 'velocity_above' 'quality' 'PT_ratio'\n", + " 'l_ratio' 'velocity_below' 'max_drift' 'isi_violations' 'firing_rate'\n", + " 'amplitude' 'local_index' 'spread' 'waveform_halfwidth' 'd_prime'\n", + " 'presence_ratio' 'repolarization_slope' 'nn_hit_rate' 'spike_times'\n", + " 'spike_amplitudes' 'waveform_mean']\n", + " columns: (\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", + " velocity_above ,\n", + " quality ,\n", + " PT_ratio ,\n", + " l_ratio ,\n", + " velocity_below ,\n", + " max_drift ,\n", + " isi_violations ,\n", + " firing_rate ,\n", + " amplitude ,\n", + " local_index ,\n", + " spread ,\n", + " waveform_halfwidth ,\n", + " d_prime ,\n", + " presence_ratio ,\n", + " repolarization_slope ,\n", + " nn_hit_rate ,\n", + " spike_times_index ,\n", + " spike_times ,\n", + " spike_amplitudes_index ,\n", + " spike_amplitudes ,\n", + " waveform_mean_index ,\n", + " waveform_mean \n", + " )\n", + " id: id \n", + " waveform_unit: volts" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "nwb = NWBHDF5IO(filepath, mode=\"r\", load_namespaces=True)\n", - "nwb = nwb.read() \n", - "units = nwb.units.to_dataframe()\n", + "units = nwb.units\n", "units" ] }, @@ -157,10 +245,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "f3d5b46f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = units['firing_rate']\n", "bins = np.linspace(0,50,100)\n", @@ -176,10 +275,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "c0f49999", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = np.log10(units['firing_rate'])\n", "bins = np.linspace(-3,3,100)\n", @@ -204,10 +314,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "8d0c1319", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = units['presence_ratio']\n", "bins = np.linspace(0,1,100)\n", @@ -232,10 +353,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "1a9c70f7", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = units['amplitude_cutoff']\n", "bins = np.linspace(0,0.5,100)\n", @@ -262,10 +394,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "6bc82442", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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BkqTnnntOV111lZ5++mmlp6efcN6amhrV1NSYzz0eT4teZ4T9aC71GdKRfAQAAIIkpFuIhg0bpuXLl2vHjh2SpE8++UQffPCBrrzySknSrl27VFhYqJycHPM9CQkJGjp0qNauXStJWrt2rRITE80wJEk5OTmy2+1at27dSc87Y8YMJSQkmI+MjIyWukRJkuOYBMR+ZgAABF9ItxDdf//98ng86tWrlxwOh7xerx5//HHl5uZKkgoLCyVJqampAe9LTU01jxUWFiolJSXguNPpVHJyslnmeFOmTNHkyZPN5x6Pp0VD0bEtROxnBgBA8IV0IPr73/+u+fPn69VXX1Xfvn21ZcsWTZo0Senp6Ro/fnyLnTcqKkpRUVEt9vnH8w+qlph6DwCAFUI6EN1zzz26//77NW7cOElSv379tHv3bs2YMUPjx4+X2+2WJBUVFSktLc18X1FRkQYMGCBJcrvdKi4uDvjc+vp6lZSUmO+3WsSxXWbMNAMAIOhCegzR4cOHZbcHVtHhcMh3JDRkZWXJ7XZr+fLl5nGPx6N169YpOztbkpSdna3S0lJt2rTJLLNixQr5fD4NHTo0CFdxZjabzWwlossMAIDgC+kWoquvvlqPP/64unTpor59++rjjz/W73//e91yyy2SGoLEpEmT9Nhjj6lHjx7KysrS1KlTlZ6erjFjxkiSevfurSuuuEK33Xab5s6dq7q6Ok2cOFHjxo076QwzqzjsNnl9BoOqAQCwQEgHoueee05Tp07Vr3/9axUXFys9PV2//OUvNW3aNLPMvffeq8rKSk2YMEGlpaW68MILtWTJEkVHR5tl5s+fr4kTJ2rEiBGy2+0aO3asZs+ebcUlnVKE3aZa0UIEAIAVbAYrAZ6Rx+NRQkKCysrK5HK5WuQc505/T57qer0/+RJ1T4lrkXMAABBOmnL/DukxROHk6H5mdJkBABBsBKIQ4d++g2n3AAAEH4EoRDjt7HgPAIBVCEQhwt9C5KXLDACAoCMQhQj/OkR1dJkBABB0BKIQ4d/PjDFEAAAEH4EoRJiDqukyAwAg6AhEIcJpZ5YZAABWIRCFCKeDWWYAAFiFQBQi/IOq6TIDACD4CEQhIsLBbvcAAFiFQBQi/AszMu0eAIDgIxCFiKODqukyAwAg2AhEIeLotHtaiAAACDYCUYgw9zKjhQgAgKAjEIUIWogAALAOgShEsNs9AADWIRCFCAZVAwBgHQJRiKDLDAAA6xCIQgR7mQEAYB0CUYhgLzMAAKxDIAoRZpcZY4gAAAg6AlGIMLvMaCECACDoCEQh4ui0e1qIAAAItiYHoqqqKh0+fNh8vnv3bs2aNUtLly5t1oqFGwZVAwBgnSYHomuuuUavvPKKJKm0tFRDhw7VM888o2uuuUZz5sxp9gqGCwZVAwBgnSYHos2bN+uiiy6SJL3xxhtKTU3V7t279corr2j27NnNXsFwEcGgagAALNPkQHT48GHFx8dLkpYuXaprr71WdrtdF1xwgXbv3t3sFQwXjiNdZnW0EAEAEHRNDkTdu3fXokWLVFBQoPfee08jR46UJBUXF8vlcjV7BcOFv8vMyxgiAACCrsmBaNq0afrNb36jrl27aujQocrOzpbU0Fp03nnnNXsFw8XRafd0mQEAEGzOpr7huuuu04UXXqj9+/erf//+5usjRozQtdde26yVCyesQwQAgHWa3EJ0yy23KDY2Vuedd57s9qNv79u3r5588slmrVw4ifDPMqPLDACAoGtyIHr55ZdVVVV1wutVVVXmdHw0nTmomllmAAAEXaO7zDwejwzDkGEYKi8vV3R0tHnM6/XqX//6l1JSUlqkkuHAP+3eS5cZAABB1+hAlJiYKJvNJpvNprPPPvuE4zabTQ8//HCzVi6cOI50PzLtHgCA4Gt0IFq5cqUMw9Dll1+uN998U8nJyeaxyMhIZWZmKj09vUUqGQ6cZgsRXWYAAARbowPRJZdcIknatWuXunTpIpvN1mKVCkcRdgZVAwBglUYFok8//VTnnHOO7Ha7ysrK9Nlnn52y7LnnnttslQsnDKoGAMA6jQpEAwYMUGFhoVJSUjRgwADZbDYZxoktGTabTV6vt9krGQ4YVA0AgHUaFYh27dqljh07mn9G8zvaQkQgAgAg2BoViDIzM0/6ZzQf/8KMtBABABB8Td66Q5J27typlStXqri4WL7jZkVNmzatWSoWbvyzzNjLDACA4GtyIPrzn/+sX/3qV+rQoYPcbnfAbDObzUYg+p6cdJkBAGCZJgeixx57TI8//rjuu+++lqhP2HLa6TIDAMAqTd7L7NChQ7r++utboi4ntXfvXv3sZz9T+/btFRMTo379+mnjxo3mccMwNG3aNKWlpSkmJkY5OTnauXNnwGeUlJQoNzdXLpdLiYmJuvXWW1VRURG0a2gMpt0DAGCdJgei66+/XkuXLm2Jupzg0KFDGj58uCIiIvTuu+/qiy++0DPPPKOkpCSzzMyZMzV79mzNnTtX69atU2xsrEaNGqXq6mqzTG5urrZu3aply5Zp8eLFWr16tSZMmBCUa2gsBlUDAGCdJneZde/eXVOnTtVHH32kfv36KSIiIuD4HXfc0WyVe/LJJ5WRkaEXX3zRfC0rK8v8s2EYmjVrlh588EFdc801kqRXXnlFqampWrRokcaNG6dt27ZpyZIl2rBhgwYNGiRJeu6553TVVVfp6aefDpntRo4Oqm7YQJeVwAEACJ4mB6J58+YpLi5Oq1at0qpVqwKO2Wy2Zg1Eb7/9tkaNGqXrr79eq1atUqdOnfTrX/9at912m6SGNZEKCwuVk5NjvichIUFDhw7V2rVrNW7cOK1du1aJiYlmGJKknJwc2e12rVu3Tv/1X/91wnlrampUU1NjPvd4PM12TafiH1QtNYQi/0KNAACg5TU5EAVzYcavv/5ac+bM0eTJk/Xb3/5WGzZs0B133KHIyEiNHz9ehYWFkqTU1NSA96WmpprH/CtsH8vpdCo5Odksc7wZM2bo4YcfboErOjWn42jvpddnKMIR1NMDABDWmjyGKJh8Pp/OP/98PfHEEzrvvPM0YcIE3XbbbZo7d26LnnfKlCkqKyszHwUFBS16PimwhYiB1QAABFeTW4huueWW0x7/y1/+8r0rc7y0tDT16dMn4LXevXvrzTfflCS53W5JUlFRkdLS0swyRUVFGjBggFmmuLg44DPq6+tVUlJivv94UVFRioqKaq7LaJRjAxEDqwEACK7vNe3+2EdxcbFWrFiht956S6Wlpc1aueHDhys/Pz/gtR07dpjbh2RlZcntdmv58uXmcY/Ho3Xr1ik7O1uSlJ2drdLSUm3atMkss2LFCvl8Pg0dOrRZ6/tDOAJaiAhEAAAEU5NbiBYuXHjCaz6fT7/61a901llnNUul/O666y4NGzZMTzzxhG644QatX79e8+bN07x58yQ1DOKeNGmSHnvsMfXo0UNZWVmaOnWq0tPTNWbMGEkNLUpXXHGF2dVWV1eniRMnaty4cSEzw0xquBan3aZ6n8H2HQAABFmzjCGy2+2aPHmynn322eb4ONPgwYO1cOFCvfbaazrnnHP06KOPatasWcrNzTXL3Hvvvbr99ts1YcIEDR48WBUVFVqyZImio6PNMvPnz1evXr00YsQIXXXVVbrwwgvNUBVKzKn3tBABABBUNsMwmuXu+69//Uvjx4/XgQMHmuPjQorH41FCQoLKysrkcrla7DznPPSeKmrqtfI3lyqrQ2yLnQcAgHDQlPt3k7vMJk+eHPDcMAzt379f//znPzV+/PimfhyO4W8h8tJlBgBAUDU5EH388ccBz+12uzp27KhnnnnmjDPQcHr+DV4ZVA0AQHA1ORCtXLmyJeoBHZ16zxgiAACCK6QXZgw3R/czo8sMAIBgIhCFELOFiIUZAQAIKgJRCPHvZ0aXGQAAwUUgCiFHW4joMgMAIJgIRCGEhRkBALDG9wpEEydOVElJSXPXJez5p90zhggAgOBqdCD69ttvzT+/+uqrqqiokCT169dPBQUFzV+zMHR02j1dZgAABFOj1yHq1auX2rdvr+HDh6u6uloFBQXq0qWLvvnmG9XV1bVkHcPG0Wn3tBABABBMjW4hKi0t1euvv66BAwfK5/Ppqquu0tlnn62amhq99957Kioqasl6hoUI/ywzBlUDABBUjQ5EdXV1GjJkiO6++27FxMTo448/1osvviiHw6G//OUvysrKUs+ePVuyrm2e40iXGVt3AAAQXI3uMktMTNSAAQM0fPhw1dbWqqqqSsOHD5fT6dSCBQvUqVMnbdiwoSXr2ub5B1V76TIDACCoGt1CtHfvXj344IOKiopSfX29Bg4cqIsuuki1tbXavHmzbDabLrzwwpasa5vHoGoAAKzR6EDUoUMHXX311ZoxY4batWunDRs26Pbbb5fNZtNvfvMbJSQk6JJLLmnJurZ5DKoGAMAa33thxoSEBN1www2KiIjQihUrtGvXLv36179uzrqFnQi27gAAwBKNHkN0rE8//VSdOnWSJGVmZioiIkJut1s33nhjs1Yu3DjY3BUAAEt8r0CUkZFh/vnzzz9vtsqEuwgHY4gAALACe5mFEHPaPS1EAAAEFYEohByddk8LEQAAwUQgCiER7HYPAIAlCEQhxMFu9wAAWIJAFEIYVA0AgDUIRCGEQdUAAFiDQBRC/AszehlDBABAUBGIQojTbCGiywwAgGAiEIUQf5cZu90DABBcBKIQwl5mAABYg0AUQsxB1cwyAwAgqAhEIcQ/7Z4uMwAAgotAFEL8W3cw7R4AgOAiEIUQp9lCRJcZAADBRCAKIWYLEYOqAQAIKgJRCPEPqmbrDgAAgotAFEIYVA0AgDUIRCHE6aDLDAAAKxCIQoiTlaoBALAEgSiEsJcZAADWIBCFEP+0e7buAAAguAhEIcQ/7Z4uMwAAgotAFEL8LUTsZQYAQHARiEIILUQAAFiDQBRCaCECAMAaBKIQ4p9lVk8LEQAAQdWqAtHvfvc72Ww2TZo0yXyturpaeXl5at++veLi4jR27FgVFRUFvG/Pnj0aPXq02rVrp5SUFN1zzz2qr68Pcu3PzL8wI4EIAIDgajWBaMOGDfrTn/6kc889N+D1u+66S++8845ef/11rVq1Svv27dO1115rHvd6vRo9erRqa2u1Zs0avfzyy3rppZc0bdq0YF/CGUWwlxkAAJZoFYGooqJCubm5+vOf/6ykpCTz9bKyMv3v//6vfv/73+vyyy/XwIED9eKLL2rNmjX66KOPJElLly7VF198of/7v//TgAEDdOWVV+rRRx/VCy+8oNraWqsu6aT8m7v6DMlHKxEAAEHTKgJRXl6eRo8erZycnIDXN23apLq6uoDXe/XqpS5dumjt2rWSpLVr16pfv35KTU01y4waNUoej0dbt2496flqamrk8XgCHsHg7zKT6DYDACCYnFZX4Ez+9re/afPmzdqwYcMJxwoLCxUZGanExMSA11NTU1VYWGiWOTYM+Y/7j53MjBkz9PDDDzdD7ZvGP6hakup9PkW2jrwKAECrF9J33IKCAt15552aP3++oqOjg3beKVOmqKyszHwUFBQE5bz+afcSLUQAAARTSAeiTZs2qbi4WOeff76cTqecTqdWrVql2bNny+l0KjU1VbW1tSotLQ14X1FRkdxutyTJ7XafMOvM/9xf5nhRUVFyuVwBj2CIsB/TZcZ+ZgAABE1IB6IRI0bos88+05YtW8zHoEGDlJuba/45IiJCy5cvN9+Tn5+vPXv2KDs7W5KUnZ2tzz77TMXFxWaZZcuWyeVyqU+fPkG/ptOx222yHWkkqmfHewAAgiakxxDFx8frnHPOCXgtNjZW7du3N1+/9dZbNXnyZCUnJ8vlcun2229Xdna2LrjgAknSyJEj1adPH910002aOXOmCgsL9eCDDyovL09RUVFBv6YzibDbVev10UIEAEAQhXQgaoxnn31WdrtdY8eOVU1NjUaNGqU//vGP5nGHw6HFixfrV7/6lbKzsxUbG6vx48frkUcesbDWp+aw2yQvXWYAAASTzTAM7rxn4PF4lJCQoLKyshYfT9Rv+nsqr67XirsvUbeOcS16LgAA2rKm3L9DegxROIpg+w4AAIKOQBRiHOb2HQQiAACChUAUYsz9zJhlBgBA0BCIQozjyOKMdbQQAQAQNASiEONfnNHLGCIAAIKGQBRi/Nt31HvpMgMAIFgIRCHGYWeWGQAAwUYgCjERDgZVAwAQbASiEOOfds+gagAAgodAFGIYVA0AQPARiEKM05x2T5cZAADBQiAKMf4uM1qIAAAIHgJRiDH3MmMMEQAAQUMgCjHmoGpmmQEAEDQEohDjn3ZPlxkAAMFDIAoxziOzzJh2DwBA8BCIQozTHFRNlxkAAMFCIAoxTna7BwAg6AhEIcbBwowAAAQdgSjERLDbPQAAQUcgCjHmoGpaiAAACBoCUYhxMu0eAICgIxCFGKedvcwAAAg2AlGIcbKXGQAAQUcgCjGumAhJ0sGKGotrAgBA+CAQhZizUuIkSV8WV1hcEwAAwgeBKMR079gQiHYdrGTqPQAAQUIgCjGdEmMUE+FQndfQ7pLDVlcHAICwQCAKMXa7Td06xkqi2wwAgGAhEIWgHowjAgAgqAhEIaj7kUD0FYEIAICgIBCFIH8g+vIAgQgAgGAgEIWgY1uIDIMFGgEAaGkEohCU2T5WTrtNlbVe7S+rtro6AAC0eQSiEBThsCuzfTtJ0k7GEQEA0OIIRCGqOzPNAAAIGgJRiCIQAQAQPASiEMXUewAAgodAFKJ6pMRLYuo9AADBQCAKUf7tO0oqa1VSWWtxbQAAaNsIRCGqXaRTnRJjJDGOCACAlkYgCmEMrAYAIDgIRCHMH4h2FpdbXBMAANo2AlEIo4UIAIDgIBCFMKbeAwAQHCEdiGbMmKHBgwcrPj5eKSkpGjNmjPLz8wPKVFdXKy8vT+3bt1dcXJzGjh2roqKigDJ79uzR6NGj1a5dO6WkpOiee+5RfX19MC/le+nesSEQ7SurVmVN6NcXAIDWKqQD0apVq5SXl6ePPvpIy5YtU11dnUaOHKnKykqzzF133aV33nlHr7/+ulatWqV9+/bp2muvNY97vV6NHj1atbW1WrNmjV5++WW99NJLmjZtmhWX1CRJsZHqEBcpSfqK9YgAAGgxNsMwDKsr0VgHDhxQSkqKVq1apYsvvlhlZWXq2LGjXn31VV133XWSpO3bt6t3795au3atLrjgAr377rv68Y9/rH379ik1NVWSNHfuXN133306cOCAIiMjTzhPTU2NampqzOcej0cZGRkqKyuTy+UKzsUeceOf1mrdrhL9/ob+uvb8zkE9NwAArZnH41FCQkKj7t8h3UJ0vLKyMklScnKyJGnTpk2qq6tTTk6OWaZXr17q0qWL1q5dK0lau3at+vXrZ4YhSRo1apQ8Ho+2bt160vPMmDFDCQkJ5iMjI6OlLumMGFgNAEDLazWByOfzadKkSRo+fLjOOeccSVJhYaEiIyOVmJgYUDY1NVWFhYVmmWPDkP+4/9jJTJkyRWVlZeajoKCgma+m8QhEAAC0PKfVFWisvLw8ff755/rggw9a/FxRUVGKiopq8fM0BoEIAICW1ypaiCZOnKjFixdr5cqV6tz56Dgat9ut2tpalZaWBpQvKiqS2+02yxw/68z/3F8mlPkD0e6Sw6qt91lcGwAA2qaQDkSGYWjixIlauHChVqxYoaysrIDjAwcOVEREhJYvX26+lp+frz179ig7O1uSlJ2drc8++0zFxcVmmWXLlsnlcqlPnz7BuZAfwO2KVlyUU16fwYrVAAC0kJDuMsvLy9Orr76qf/zjH4qPjzfH/CQkJCgmJkYJCQm69dZbNXnyZCUnJ8vlcun2229Xdna2LrjgAknSyJEj1adPH910002aOXOmCgsL9eCDDyovLy9kusVOx2azaXDXJK3MP6B/5x9Q3/QEq6sEAECbE9ItRHPmzFFZWZkuvfRSpaWlmY8FCxaYZZ599ln9+Mc/1tixY3XxxRfL7XbrrbfeMo87HA4tXrxYDodD2dnZ+tnPfqabb75ZjzzyiBWX9L2M7NvQtbd068kHgQMAgB+mVa1DZJWmrGPQEorLqzX0ieUyDGntlMuVlhAT9DoAANDatNl1iMJVSny0zu+SJEl6/4uiM5QGAABNRSBqJUb2aVg7aSmBCACAZkcgaiX844jWfvWdyqrqLK4NAABtC4GolcjqEKvuKXGq9xn6d37xmd8AAAAajUDUitBtBgBAyyAQtSL+brN/by9WTb3X4toAANB2EIhakXM7JSjVFaXKWq/WfPWd1dUBAKDNIBC1Ina7TT/yd5ttpdsMAIDmQiBqZUb2aeg2W/ZFkXw+1tQEAKA5EIhamQu6tVd8lFMHK2r0cUGp1dUBAKBNIBC1MpFOuy7rlSJJWvoFe5sBANAcCESt0Mi+DeOIljGOCACAZkEgaoUuObujIh12fX2wUl8WV1hdHQAAWj0CUSsUHx2hYd3bS6LbDACA5kAgaqWYfg8AQPMhELVSP+rdEIi2FJSqyFNtcW0AAGjdCEStVIorWud1SZTUsCYRAAD4/ghErZh/kUY2ewUA4IchELVi/un3a786KE91ncW1AQCg9SIQtWJndYzTWR1jVec1tCr/gNXVAQCg1SIQtXIj+9JtBgDAD0UgauVGHpl+v3J7sWrqvRbXBgCA1olA1Mr175yolPgoVdTU66OvS6yuDgAArRKBqJWz223HLNLIqtUAAHwfBKI2wD+OaNkXRfL5DItrAwBA60MgagMu6JasuCinistrtHH3IaurAwBAq0MgagOinA5zTaJ73vhEhyprG/U+r8/Q7a99rJHPrlIx238AAMIYgaiNeHB0H3VOitHu7w4r79XNqvP6zvie3y/L1zuf7NOOogpNf2drEGoJAEBoIhC1Ecmxkfqf8YMUG+nQmq++0yPvfHHa8u9tLdQLK7+SJNlt0r8+K2RPNABA2CIQtSG93C7NGneebDbprx/t1l8/2n3Scl8dqNDdf/9EkvSL4V014eKzJElTF32ucrYAAQCEIQJRG/OjPqm6d1QvSdL0t7dq5fZiGcbRmWcVNfX65V83qaKmXkO6Juu3V/XWpJweymzfToWeaj31Xr5VVQcAwDI249i7JU7K4/EoISFBZWVlcrlcVlfnjAzD0OS/f6KFH++VJHWIi9SQrGQN6ZqsNV99p6VfFCnVFaV3br9QKfHRkqQPvzyo3P9ZJ5tNeuP/DdPAzCQrLwEAgB+sKfdvWojaIJvNphnX9tNP+qcr0mnXwYpa/euzQk1/5wst/aJIEQ6b/pg70AxDkjS8ewddN7CzDEOa8tanqq0/86BsAADaCqfVFUDLiI5waPZPz1NNvVefflum9btKtG5XiXYUluvukWeftAXogat6a+X2Yu0oqtCs93fo3it6WVBzAACCjy6zRmhtXWY/xNuf7NMdr30sSfrlJd10/xW9ZLPZLK4VAABNR5cZvref9E/XvVf0lCT9adXX+s3rnzZqTSMAAFozAhFO8OtLu2vmdefKYbfpzc3f6pd/3aSqWq/V1QIAoMUwhggndcOgDCW3i1Teq5u1Ynuxxs1bqx+fm65OSTHqlBijTkkxah8bSXcaAKBNYAxRI4TTGKLjbdpdolte2qiyqhMXbLTbpPjoCMVHO+WKjlBybKRyh3bRlf3SLKgpAACBmnL/JhA1QjgHIkn65mCl/r6xQAWHqrT30GHtLa1ScXmNTvWTM7pfmh65pq/ax0UFt6IAAByDQNTMwj0QnUxtvU+lh2vlqa6Xp7pO5dX1+ujr7zRv9dfy+gwlx0bq0WvO0ehz02QYhr49VKVt+z368kCFOie10yVnd1RCTMQpP9/nM1RRW6/y6np5qupUVedVL3e82kXSywsAaBwCUTMjEDXe53vL9JvXP9H2wnJJ0tmpcdpfWq3ymvqAck67TUOykpXTO1XnZyZp93eV+mK/R9v3l2t7oeekLVBRTruGd++gEb1TNKJXqtwJ0fohtu336JW132j1joMa0CVRPx/WVYMykxgXBQBtBIGomRGImqa23qfnV36pP678UvW+hh+vSIdd3VPidFZKXENLUXFFoz4r0mGXK6ahVehgRW3AsW4dYpXYLkKumAhzLFNdvc9ssfJU16nea+isjnHqnRavXm6Xerrj9dneMr205hut31Vywvl6p7k0PjtT1wzopJhIx2nrZhjGGcNTY8ocb8M3Jfpg50HdODhD6YkxTXovAOAoAlEzIxB9P18dqND2/eXqnhKnbh1jFeE4usrDNwcr9f62Ii3fVqwdReXq2iHWDC2901zKSI6RKzpC0RENocQwDOUXlWv5tmK9v61IWwpKTzmGqbEcdpuu6OvW1f3TtGrHAS38eK+q6xrWXEpsF6Fbhmdp/LCuJ3TtbdpdoudXfKkN3xzST4dkKO+y7kpsFxlQ5mBFjWYv36k3Nn2rC7t30MTLu+vczomnrc/OonI9uWS73t9WLEmKiXDojhE9dOuFWYp0skIGADQVgegUXnjhBT311FMqLCxU//799dxzz2nIkCFnfB+BKPQcKK/RzqLygDFM5dV1inTaFR8dIdeRmW+StKOoXNv2e7S9sFxfFlcosV2Efjqki3KHZgZ0u5UertXrG7/VKx99o4KSKklSfJRTNw/L1C3Ds5RfWK7nVnyptV9/F1AXV7RTv76su34+rKt8hqH/+c8u/WnVV6o8bu2mi8/uqNsv767BXZPN13w+Q/s91Xpu+U79fWOBfEZDUOvWIVY7j7SidU+J0yM/6ath3TuY7/P6DB06XKsdReVmN+O2/eWqrffpoh4dNKJ3qgZ3TZLT0fgg9V1FjbYXNnxXXx+sVGJMhLnMQuekGHVOamcG1JMxDEM19b7Tlvmhauq9+rK4Qtv2lyu/0KOYCIcu7ZWiAZ0TZbfT1Vnv9clniADdRMH42YU1CEQnsWDBAt18882aO3euhg4dqlmzZun1119Xfn6+UlJSTvteAlHbUef1yWm3nbYby+sz9M/P9uuFFV8qv6hhLJTTbjO7/yIcNo09v7OGde+gP6780hwvlZYQrXqfoQPlNZKkfp0S9MtLumnF9mL9Y8s+eY+8v2v7dqrzGiqvrlN5TX1AS9eovqm694pe6tYhVm9t3qsZ724zuwq7dYxVda1Xnup6VRw3JutkEmIidGnPjjo7NV6umKMhMcJh176yKu09VKW9pQ3//fJAhVnvU7HZpKz2seqVFq/ebpfOdser7HCdthV6zMBZerhOaQnR6p3mUi93vHqnudQlud2Rbk2n4qOdinKePlTtLK7QqvwD2l9W3fAdHQm9Bytq9PWBSvPv4Vgd4qJ0ea+OuuTsFNX7fPr2mGurrffp7NS4hjqludQzNf6M3aHHqqip16bdh/T53jI57Da5/EtNxEQoqV2E0hNPviZXbb1PhWXVOnS4VimuKKXER8txXGjz+gwVl1er2FOjpHaRcidENynMVNd59fGeUq3fVaL133ynzbtLVV3vVce4qGPCbDud2zlBg7smq2N802d++nyGdhSXa8OuEhUcqpKn6ujfSWVNvToltVPvtIa/695ul1JdUY3uJj5YUaOV24u1Mr9YB8przK5v/1Ie7oRo8xo6JcUoLqr5JlVU13m15quDen9bsVZsK1ahp1qJ7SIa1lk7stZa7zSXhnRNVmb7dt97bOGB8hrt/q7yhNdT4qPVOSmmUUHe5zN0oKJGRZ5qZSbHKqHdqSekfB8VNfXadaBS8dFOpSVGn/b/0eZUXeeVp7pOnqqGX2i9PkODjvmFsTkQiE5i6NChGjx4sJ5//nlJks/nU0ZGhm6//Xbdf//9p30vgSg8+XyG3t9WpOdXfqlPvy1TpNOunw7O0IRLzlKnI2N7vD5DCz/eq98vzde+smpJUpfkdrpnVE+N7pdm/mO357vDmrPqK72xqUB13hP/lxvcNUn3X9lLAzMD/zEoq6rTM0vz9X8f7dZJcoAykmPU291wo+/tjpchafm2Yq3YXqRDh09cO+pMurZvp15ul7qnxMlTXRcQmo4fGP99RUfY1a1DnBmseqc1/D/1/rYiLd9eZLbOnUpCTITZvXqwokar8g80qW52m5SW0HDTS0+MVqekGLld0XLYjwYRQ4Z2HajU+m9KtHWfxwyzp7um9CM30sO1Xu09VKWi8uqAsOu025SWGK30hBjZbNLe0ioVllUH/DzYbFJKfJQ6JcaoQ1yU7MfchA0ZOlzrNcNIeXW9DlXWnjQgnkq3jrEa0jVZZ6fG63BtvTxHWlY91fWKsNsaWldjnIqPjpDPMLR5d6k2fFNy0nXITiXKaT8h+B3b2pieGKNIp12rdxzQx03s+k6OjVTP1PiGn50jASw6wt5wUz0yI/VwrfeEz6yp98pT5f/e6lRcXqN1X5eoqq5xK/CnxEdpSFayBmYmqUNclBnwXUcC/rFZqabep0+/LTU31P76wIlhyC8uyqme7nj1TotXVoc41ZpjIBtCwoHyGu0trdL+sirz58Rmk3qmxmtoVrKGZLVXT3ec+XNRfsz3YP7dVtWrqq5esZFO8+/XFR2hsqo6s2V5T8lhs042m8xA3fEkP4NVdb4jobjhHDV1XmV1jFOfY4Y8tI+LNGcIl1fXq6yqTvuP/BL2bWmV9pVWqdhTo9rjtoVKT4jWmikjGvV30lgEouPU1taqXbt2euONNzRmzBjz9fHjx6u0tFT/+Mc/AsrX1NSopubob8sej0cZGRkEojDlb7VoHxt5yrWVquu8WrChQBEOu64b2PmUv+UXe6qVX1SuuCjn0a69mIgzNtXv/q5SBSVV5s3KFd3w31Odx+sz9PGeQ1q144AKy6oDbqI19V6luqIDfhPObB+rXu54xZ7mN/AD5TVH/gFtmA2YX1SuhJgI9XK71CstXn3SXHInRGvXwUpt29/wD+22/R4VexrO39jQEum0a/hZ7dXT7Qq43sR2kTo7NU5uV3TAb+u19T6t31Wi97cVaf2uEsVHO9UpKUadj1ybw25XfqHH7A48fnB+Y3ROitHAzCQ57Dbzt9ny6np9V1lz2jW5opx2JbWL1MGKmlMGF6fdpg5xUTp0uFY19U3fNzAlPkpDu7XXkKxkDc1KVnJspPaVHm0B/Oa7Sm385pDyi8q/97i7dpEODcxMUs/UeCXEHG0hi45w6JvvKrVtf7m2H+lqPVN4PN45nVwa0StVZ6fGq6KmzryRllXVaV9ZtfYeqtK+siqVfo+AfyZpCdENs1Z7p6p/50QVl1eb31tByWFtKSjVJwVlJ9y4m8Jma/j5cR4TuH2Gof2l1U36XIfdpqR2Ed/r57cxOsRFqqKm3hxHGSw2W8PQBFdMhNISovX6/xvWrJ9PIDrOvn371KlTJ61Zs0bZ2dnm6/fee69WrVqldevWBZSfPn26Hn744RM+h0AEfH9en6GK6nqVHK7VzqLyhpvokaBSXec1xz5d1KNDi643daC8RntKDpstX3tLD6vYU6Pj/yHsGB+loVnJGtw1+bSz/WrrfQ2//ZZWaV9ptdpFOszWog5xDV1p/q4x/83WMGS2mKS6GrrSDMPQd5W1ZpmSyhNvfDERjoDux+TYyBMC4qmUHq7Vxm8Oaf03Jdp7qOpIKG+4EcVFOeX1GUdnaFbVqc5nqF8nl4ZktVffdFfApIhTqa7zntD1ahjSwcqagNZGT3WdBndN1ojeKUpLaNxMyoqaen1zJGz7w21+Ybm8hmF2Y8ZHOxUX5Tzh+4h02uU65hcQV7RT53VJUt901xm/u+o6r7YUNLT4fL63TGUBrS91J4RYu82mnu54DclK1pCuyRrUNemESRdSQ/f9sb88FJQcVkykw+wujI92qn1cpDolNnQXpsZHyemwq7i8uuHv8UgLVEHJYfPaj9054OgvExGKibCr8pjWRU9VnWIiHGbLcq80l5JjI2UYhkoqa82/p+9O8TPoP5crximH3aYviysCxjJ6quuOdi0f+W+q2f3Z8Eh1RSshJkKxkc4WHf9HIDpOUwMRLUQAALR+TQlEYbHsb4cOHeRwOFRUVBTwelFRkdxu9wnlo6KiFBXFthMAAISLsJibGRkZqYEDB2r58uXmaz6fT8uXLw9oMQIAAOEpLFqIJGny5MkaP368Bg0apCFDhmjWrFmqrKzUL37xC6urBgAALBY2gejGG2/UgQMHNG3aNBUWFmrAgAFasmSJUlNTra4aAACwWFgMqv6hWIcIAIDWpyn377AYQwQAAHA6BCIAABD2CEQAACDsEYgAAEDYIxABAICwRyACAABhj0AEAADCHoEIAACEPQIRAAAIe2GzdccP4V/M2+PxWFwTAADQWP77dmM25SAQNUJ5ebkkKSMjw+KaAACApiovL1dCQsJpy7CXWSP4fD7t27dP8fHxstlszfrZHo9HGRkZKigoYJ+0FsZ3HTx818HDdx08fNfB01zftWEYKi8vV3p6uuz2048SooWoEex2uzp37tyi53C5XPwPFiR818HDdx08fNfBw3cdPM3xXZ+pZciPQdUAACDsEYgAAEDYIxBZLCoqSg899JCioqKsrkqbx3cdPHzXwcN3HTx818FjxXfNoGoAABD2aCECAABhj0AEAADCHoEIAACEPQIRAAAIewQiC73wwgvq2rWroqOjNXToUK1fv97qKrVJM2bM0ODBgxUfH6+UlBSNGTNG+fn5Vlerzfvd734nm82mSZMmWV2VNmvv3r362c9+pvbt2ysmJkb9+vXTxo0bra5Wm+P1ejV16lRlZWUpJiZGZ511lh599NFG7Y+F01u9erWuvvpqpaeny2azadGiRQHHDcPQtGnTlJaWppiYGOXk5Gjnzp0tUhcCkUUWLFigyZMn66GHHtLmzZvVv39/jRo1SsXFxVZXrc1ZtWqV8vLy9NFHH2nZsmWqq6vTyJEjVVlZaXXV2qwNGzboT3/6k84991yrq9JmHTp0SMOHD1dERITeffddffHFF3rmmWeUlJRkddXanCeffFJz5szR888/r23btunJJ5/UzJkz9dxzz1ldtVavsrJS/fv31wsvvHDS4zNnztTs2bM1d+5crVu3TrGxsRo1apSqq6ubvzIGLDFkyBAjLy/PfO71eo309HRjxowZFtYqPBQXFxuSjFWrVlldlTapvLzc6NGjh7Fs2TLjkksuMe68806rq9Qm3XfffcaFF15odTXCwujRo41bbrkl4LVrr73WyM3NtahGbZMkY+HCheZzn89nuN1u46mnnjJfKy0tNaKioozXXnut2c9PC5EFamtrtWnTJuXk5Jiv2e125eTkaO3atRbWLDyUlZVJkpKTky2uSduUl5en0aNHB/x8o/m9/fbbGjRokK6//nqlpKTovPPO05///Gerq9UmDRs2TMuXL9eOHTskSZ988ok++OADXXnllRbXrG3btWuXCgsLA/4tSUhI0NChQ1vkXsnmrhY4ePCgvF6vUlNTA15PTU3V9u3bLapVePD5fJo0aZKGDx+uc845x+rqtDl/+9vftHnzZm3YsMHqqrR5X3/9tebMmaPJkyfrt7/9rTZs2KA77rhDkZGRGj9+vNXVa1Puv/9+eTwe9erVSw6HQ16vV48//rhyc3OtrlqbVlhYKEknvVf6jzUnAhHCSl5enj7//HN98MEHVlelzSkoKNCdd96pZcuWKTo62urqtHk+n0+DBg3SE088IUk677zz9Pnnn2vu3LkEomb297//XfPnz9err76qvn37asuWLZo0aZLS09P5rtsQusws0KFDBzkcDhUVFQW8XlRUJLfbbVGt2r6JEydq8eLFWrlypTp37mx1ddqcTZs2qbi4WOeff76cTqecTqdWrVql2bNny+l0yuv1Wl3FNiUtLU19+vQJeK13797as2ePRTVqu+655x7df//9GjdunPr166ebbrpJd911l2bMmGF11do0//0wWPdKApEFIiMjNXDgQC1fvtx8zefzafny5crOzrawZm2TYRiaOHGiFi5cqBUrVigrK8vqKrVJI0aM0GeffaYtW7aYj0GDBik3N1dbtmyRw+GwuoptyvDhw09YPmLHjh3KzMy0qEZt1+HDh2W3B94uHQ6HfD6fRTUKD1lZWXK73QH3So/Ho3Xr1rXIvZIuM4tMnjxZ48eP16BBgzRkyBDNmjVLlZWV+sUvfmF11dqcvLw8vfrqq/rHP/6h+Ph4s+85ISFBMTExFteu7YiPjz9hXFZsbKzat2/PeK0WcNddd2nYsGF64okndMMNN2j9+vWaN2+e5s2bZ3XV2pyrr75ajz/+uLp06aK+ffvq448/1u9//3vdcsstVlet1auoqNCXX35pPt+1a5e2bNmi5ORkdenSRZMmTdJjjz2mHj16KCsrS1OnTlV6errGjBnT/JVp9nlraLTnnnvO6NKlixEZGWkMGTLE+Oijj6yuUpsk6aSPF1980eqqtXlMu29Z77zzjnHOOecYUVFRRq9evYx58+ZZXaU2yePxGHfeeafRpUsXIzo62ujWrZvxwAMPGDU1NVZXrdVbuXLlSf99Hj9+vGEYDVPvp06daqSmphpRUVHGiBEjjPz8/Bapi80wWGoTAACEN8YQAQCAsEcgAgAAYY9ABAAAwh6BCAAAhD0CEQAACHsEIgAAEPYIRAAAIOwRiAAAQNgjEAFoM1566SUlJiY26T02m02LFi36wedurs8BYA0CEYAW8fOf/zxgv6EDBw7oV7/6lbp06aKoqCi53W6NGjVKH374oVmma9eumjVr1vc+54033qgdO3b8gFqf2fTp0zVgwIATXt+/f7+uvPLKFj03gJbD5q4AgmLs2LGqra3Vyy+/rG7duqmoqEjLly/Xd99912zniImJsWzDXrfbbcl5ATQPWogAtLjS0lL95z//0ZNPPqnLLrtMmZmZGjJkiKZMmaKf/OQnjfqMpUuXKjo6WqWlpQGv33nnnbr88sslnbzLbM6cOTrrrLMUGRmpnj176q9//etpz3Pffffp7LPPVrt27dStWzdNnTpVdXV15uc//PDD+uSTT2Sz2WSz2fTSSy9JOrHL7LPPPtPll1+umJgYtW/fXhMmTFBFRYV53N+C9vTTTystLU3t27dXXl6eeS5J+uMf/6gePXooOjpaqampuu666xr1XQFoOgIRgBYXFxenuLg4LVq0SDU1Nd/rM0aMGKHExES9+eab5mter1cLFixQbm7uSd+zcOFC3Xnnnbr77rv1+eef65e//KV+8YtfaOXKlac8T3x8vF566SV98cUX+sMf/qA///nPevbZZyU1dMndfffd6tu3r/bv36/9+/frxhtvPOEzKisrNWrUKCUlJWnDhg16/fXX9f7772vixIkB5VauXKmvvvpKK1eu1Msvv6yXXnrJDFgbN27UHXfcoUceeUT5+flasmSJLr744qZ+bQAaywCAFjB+/HjjmmuuMZ+/8cYbRlJSkhEdHW0MGzbMmDJlivHJJ58EvCczM9N49tlnT/mZd955p3H55Zebz9977z0jKirKOHTokGEYhvHiiy8aCQkJ5vFhw4YZt912W8BnXH/99cZVV11lPpdkLFy48JTnfOqpp4yBAweazx966CGjf//+J5Q79nPmzZtnJCUlGRUVFebxf/7zn4bdbjcKCwsNw2j4fjIzM436+vqAut14442GYRjGm2++abhcLsPj8ZyybgCaDy1EAIJi7Nix2rdvn95++21dccUV+ve//63zzz/fbBFpjNzcXP373//Wvn37JEnz58/X6NGjTzmzbNu2bRo+fHjAa8OHD9e2bdtOeY4FCxZo+PDhcrvdiouL04MPPqg9e/Y0uo7+8/bv31+xsbEB5/X5fMrPzzdf69u3rxwOh/k8LS1NxcXFkqQf/ehHyszMVLdu3XTTTTdp/vz5Onz4cJPqAaDxCEQAgiY6Olo/+tGPNHXqVK1Zs0Y///nP9dBDDzX6/YMHD9ZZZ52lv/3tb6qqqtLChQtP2V32faxdu1a5ubm66qqrtHjxYn388cd64IEHVFtb22znOFZERETAc5vNJp/PJ6mh627z5s167bXXlJaWpmnTpql///4njKEC0DwIRAAs06dPH1VWVjbpPbm5uZo/f77eeecd2e12jR49+pRle/fuHTCtX5I+/PBD9enT56Tl16xZo8zMTD3wwAMaNGiQevTood27dweUiYyMlNfrPW0de/furU8++STg2j788EPZ7Xb17NnzTJdocjqdysnJ0cyZM/Xpp5/qm2++0YoVKxr9fgCNx7R7AC3uu+++0/XXX69bbrlF5557ruLj47Vx40bNnDlT11xzTZM+Kzc3V9OnT9fjjz+u6667TlFRUacse8899+iGG27Qeeedp5ycHL3zzjt666239P7775+0fI8ePbRnzx797W9/0+DBg/XPf/5TCxcuDCjTtWtX7dq1S1u2bFHnzp0VHx9/Qh1yc3P10EMPafz48Zo+fboOHDig22+/XTfddJNSU1MbdZ2LFy/W119/rYsvvlhJSUn617/+JZ/P16RABaDxaCEC0OLi4uI0dOhQPfvss7r44ot1zjnnaOrUqbrtttv0/PPPN+mzunfvriFDhujTTz89Y3fZmDFj9Ic//EFPP/20+vbtqz/96U968cUXdemll560/E9+8hPdddddmjhxogYMGKA1a9Zo6tSpAWXGjh2rK664Qpdddpk6duyo11577YTPadeund577z2VlJRo8ODBuu666zRixIgmXWtiYqLeeustXX755erdu7fmzp2r1157TX379m30ZwBoPJthGIbVlQAAALASLUQAACDsEYgAAEDYIxABAICwRyACAABhj0AEAADCHoEIAACEPQIRAAAIewQiAAAQ9ghEAAAg7BGIAABA2CMQAQCAsPf/AVdyOFnVtA1LAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = units['isi_violations']\n", "bins = np.linspace(0,10,100)\n", @@ -281,10 +424,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "2dcfd22e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\carter.peene\\AppData\\Local\\Temp\\ipykernel_15628\\3139914895.py:1: RuntimeWarning: divide by zero encountered in log10\n", + " data = np.log10(units['isi_violations'])\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = np.log10(units['isi_violations'])\n", "bins = np.linspace(-5,2.5,100)\n", @@ -309,10 +471,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "d7684b48", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = units['snr']\n", "bins = np.linspace(0,10,100)\n", @@ -337,10 +510,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "cdcc2923", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = units['isolation_distance']\n", "bins = np.linspace(0,200,100)\n", @@ -365,10 +549,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "8be58216", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = units['d_prime']\n", "bins = np.linspace(0,20,100)\n", @@ -393,10 +588,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "f350106e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "data = units['nn_hit_rate']\n", "bins = np.linspace(0,1,100)\n", @@ -420,10 +626,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "5398bb96", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "metrics = ['firing_rate', 'presence_ratio', 'amplitude_cutoff', 'isi_violations', 'snr', 'isolation_distance', 'd_prime', \n", " 'nn_hit_rate']\n", @@ -431,7 +648,7 @@ "_ = plt.figure(figsize=(5,10))\n", "\n", "for idx, metric in enumerate(metrics):\n", - " data = units[metric].values\n", + " data = units[metric]\n", " # remove NaNs\n", " data = data[np.invert(np.isnan(data))]\n", "\n", From b6f84f8de7dc2f15a944262b36b7ab25e220bfed Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Fri, 6 Jan 2023 15:09:47 -0800 Subject: [PATCH 14/36] Change import namespace --- docs/visualization/visualize_2p_raw.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/visualization/visualize_2p_raw.ipynb b/docs/visualization/visualize_2p_raw.ipynb index 528c5ed5..baee4970 100644 --- a/docs/visualization/visualize_2p_raw.ipynb +++ b/docs/visualization/visualize_2p_raw.ipynb @@ -29,13 +29,13 @@ "import fsspec\n", "import h5py\n", "import numpy as np\n", - "import pynwb\n", "\n", "from dandi import dandiapi\n", "from fsspec.implementations.cached import CachingFileSystem\n", "from matplotlib import pyplot as plt\n", "from mpl_interactions import hyperslicer\n", - "from nwbwidgets import nwb2widget" + "from nwbwidgets import nwb2widget\n", + "from pynwb import NWBHDF5IO" ] }, { @@ -124,7 +124,7 @@ "# opening may take awhile on a large file\n", "f = fs.open(file_url, \"rb\")\n", "file = h5py.File(f)\n", - "io = pynwb.NWBHDF5IO(file=file, mode='r', load_namespaces=True)\n", + "io = NWBHDF5IO(file=file, mode='r', load_namespaces=True)\n", "nwb = io.read()" ] }, From 24884e7e4efe971b69e474d429d994d062850e8e Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Mon, 9 Jan 2023 16:22:39 -0800 Subject: [PATCH 15/36] Added completed unit responses notebook with output. Now its ready for review --- .../visualize_unit_responses.ipynb | 370 +++++++++--------- 1 file changed, 185 insertions(+), 185 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index fa41a3a3..3ebda918 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -5,7 +5,7 @@ "id": "740a0b46", "metadata": {}, "source": [ - "# Visualizing Neuronal Unit Spikes" + "## Visualizing Neuronal Unit Spikes" ] }, { @@ -21,7 +21,7 @@ "id": "2f6bb025", "metadata": {}, "source": [ - "After processing Neuropixel ecephys data with [Kilosort](https://github.com/MouseLand/Kilosort), individual units have been identified and are stored in the `Units` section of the NWB file. Here, you can examine the spiking behavior of these units and examine individual units and their associated waveforms." + "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" ] }, { @@ -34,17 +34,22 @@ }, { "cell_type": "code", - "execution_count": 97, + "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 allensdk.brain_observatory.ecephys.visualization import plot_mean_waveforms, plot_spike_counts, raster_plot\n", "from dandi import dandiapi\n", + "from fsspec.implementations.cached import CachingFileSystem\n", "from pynwb import NWBHDF5IO\n", "\n", "%matplotlib inline" @@ -52,41 +57,30 @@ }, { "cell_type": "markdown", - "id": "b64649c4", + "id": "3cc865a1", "metadata": {}, "source": [ - "### Downloading an NWB File\n", - "If you don't already have a file to analyze, you can use a file from The Allen Institute's `Visual Coding - Neuropixels` dataset. If you want to choose your own file to download, set `dandiset_id` and `dandi_filepath` accordingly." + "### 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": 111, - "id": "51455dce", + "execution_count": 2, + "id": "faa81fb6", "metadata": {}, "outputs": [], "source": [ "dandiset_id = \"000021\"\n", "dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n", - "# dandi_filepath = \"sub-699733573/sub-699733573_ses-715093703.nwb\"\n", - "download_loc = \".\"" - ] - }, - { - "cell_type": "code", - "execution_count": 112, - "id": "67b1090a", - "metadata": {}, - "outputs": [], - "source": [ - "filename = dandi_filepath.split(\"/\")[-1]\n", - "filepath = f\"{download_loc}/{filename}\"" + "authenticate = True\n", + "dandi_api_key = os.environ['DANDI_API_KEY']" ] }, { "cell_type": "code", - "execution_count": 85, - "id": "658f1d25", + "execution_count": 3, + "id": "2133c3d2", "metadata": {}, "outputs": [ { @@ -100,35 +94,29 @@ "name": "stdout", "output_type": "stream", "text": [ - "Downloaded file to ./sub-699733573_ses-715093703.nwb\n" + "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": [ - "my_dandiset = dandiapi.DandiAPIClient().get_dandiset(dandiset_id)\n", + "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", - "# this may take awhile, especially if the file to download is large\n", - "file.download(filepath)\n", + "base_url = file.client.session.head(file.base_download_url)\n", + "file_url = base_url.headers['Location']\n", "\n", - "print(f\"Downloaded file to {filepath}\")" - ] - }, - { - "cell_type": "markdown", - "id": "53919d11", - "metadata": {}, - "source": [ - "### Extracting Unit Data\n", - "The `Units` section is formatted as a table. 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 information on several unit properties can be found in [Visualizing Unit Quality Metrics](visualize_unit_metrics.ipynb)" + "print(f\"Retrieved file url {file_url}\")" ] }, { "cell_type": "code", - "execution_count": 113, - "id": "50a4d0b6", - "metadata": { - "scrolled": false - }, + "execution_count": 4, + "id": "0ae496b0", + "metadata": {}, "outputs": [ { "name": "stderr", @@ -142,16 +130,33 @@ } ], "source": [ - "io = NWBHDF5IO(filepath, mode=\"r\", load_namespaces=True)\n", - "nwb = io.read() \n", - "units = nwb.units.to_dataframe()" + "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": "code", - "execution_count": 114, - "id": "5da4fa92", + "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": { @@ -167,21 +172,23 @@ " dtype='object')" ] }, - "execution_count": 114, + "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": 115, + "execution_count": 6, "id": "ce0e64b4", "metadata": { - "scrolled": false + "scrolled": true }, "outputs": [ { @@ -624,7 +631,7 @@ "[3232 rows x 29 columns]" ] }, - "execution_count": 115, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -644,7 +651,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 7, "id": "cf33f592", "metadata": {}, "outputs": [ @@ -654,7 +661,7 @@ "(974, 29)" ] }, - "execution_count": 116, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -672,12 +679,34 @@ "metadata": {}, "source": [ "### Showing Spike Times\n", - "Here, a histogram plot of unit spikes over time is created. Set `stim_time` to be the time of the stimulus you're interested in viewing. `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. " + "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": 117, + "execution_count": 9, "id": "2a325d04", "metadata": {}, "outputs": [], @@ -692,7 +721,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 10, "id": "64a6e418", "metadata": {}, "outputs": [ @@ -702,7 +731,7 @@ "200" ] }, - "execution_count": 118, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -716,7 +745,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 11, "id": "1747fe2f", "metadata": {}, "outputs": [ @@ -726,7 +755,7 @@ "(200, 199)" ] }, - "execution_count": 119, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -745,7 +774,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 12, "id": "e2d7563e", "metadata": { "scrolled": false @@ -757,7 +786,7 @@ "Text(0.5, 1.0, 'unit spikes over time')" ] }, - "execution_count": 120, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, @@ -795,37 +824,13 @@ "id": "f2ca9341", "metadata": {}, "source": [ - "### Getting Stimulus Epochs" - ] - }, - { - "cell_type": "code", - "execution_count": 121, - "id": "2765d6f2", - "metadata": {}, - "outputs": [], - "source": [ - "# brainstorm\n", - "# we want a visualization which shows an individual units activity over time, \n", - "# showing how it changes in different stimulus epochs, by having colored background depending on current stimulus\n", - "\n", - "# access stim data for a unit\n", - "# graph unit activity, add stim time colors" - ] - }, - { - "cell_type": "code", - "execution_count": 122, - "id": "86d998df", - "metadata": {}, - "outputs": [], - "source": [ - "unit_num = 950921135" + "### 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": 251, + "execution_count": 13, "id": "d0e3f844", "metadata": { "scrolled": false @@ -846,78 +851,12 @@ }, { "cell_type": "code", - "execution_count": 248, - "id": "64a30a42", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " start_time stop_time tags\n", - "id \n", - "0 970.0 982.0 [EcephysSession, 719161530, stimulus]" - ] - }, - "execution_count": 248, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "stim_name = \"invalid_times\"\n", - "stim_table = nwb.intervals[stim_name]\n", - "stim_table[:]" - ] - }, - { - "cell_type": "code", - "execution_count": 256, + "execution_count": 14, "id": "9fdc4f40", "metadata": {}, "outputs": [], "source": [ - "# extract epoch times from stim table where stimulus rows differ from their following row\n", + "# 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", @@ -943,7 +882,7 @@ }, { "cell_type": "code", - "execution_count": 261, + "execution_count": 15, "id": "2afe14f6", "metadata": {}, "outputs": [ @@ -957,6 +896,7 @@ } ], "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", @@ -968,31 +908,90 @@ "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": 262, - "id": "f37cb7cf", + "execution_count": 16, + "id": "8b1d9007", "metadata": {}, "outputs": [], "source": [ - "for epoch1 in epochs:\n", - " for epoch2 in epochs:\n", - " name1, block1, start1, stop1 = epoch1\n", - " name2, block2, start2, stop2 = epoch2\n", - " if name1 != name2 and block1 == block2:\n", - " print(\"A!\")" + "unit_num = 950930672\n", + "time_start = 0\n", + "time_end = 10000" ] }, { "cell_type": "code", - "execution_count": null, - "id": "70b7227b", + "execution_count": 17, + "id": "8eacf09e", "metadata": {}, "outputs": [], "source": [ - "### TODO: ensure that stimulus block will be unique across all tables\n", - "### then find best way to plot a unit over long period of time\n", - "### draw epochs and key over this ^" + "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)" ] }, { @@ -1000,17 +999,18 @@ "id": "34a45648", "metadata": {}, "source": [ - "### Waveforms" + "### 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": 63, + "execution_count": 19, "id": "32fd8345", "metadata": {}, "outputs": [], "source": [ - "unit_num = 950921135" + "unit_num = 950922199" ] }, { @@ -1023,13 +1023,13 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 20, "id": "b01f1b67", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1065,13 +1065,13 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 21, "id": "c8dd3ee0", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1091,7 +1091,7 @@ "\n", "ax.set_xlabel(\"time (s)\")\n", "ax.set_ylabel(\"membrane potential (uV)\")\n", - "ax.set_title(\"unit waveforms over time\", fontsize=20)\n", + "ax.set_title(\"unit waveforms\", fontsize=20)\n", "\n", "plt.show()" ] @@ -1106,13 +1106,13 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 22, "id": "93e89bc5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1147,7 +1147,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 23, "id": "7d88c6c6", "metadata": {}, "outputs": [ @@ -1157,7 +1157,7 @@ "(82,)" ] }, - "execution_count": 31, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1169,13 +1169,13 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 24, "id": "4ae54d56", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] From 89b666be75fafa334100416582ad77954711edbf Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Mon, 9 Jan 2023 16:54:06 -0800 Subject: [PATCH 16/36] Removed extraneous import --- docs/visualization/visualize_unit_responses.ipynb | 1 - 1 file changed, 1 deletion(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index 3ebda918..748fbdc4 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -47,7 +47,6 @@ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", - "from allensdk.brain_observatory.ecephys.visualization import plot_mean_waveforms, plot_spike_counts, raster_plot\n", "from dandi import dandiapi\n", "from fsspec.implementations.cached import CachingFileSystem\n", "from pynwb import NWBHDF5IO\n", From 8fabfe4f33d524e8fca39d531a44a76425c86512 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Mon, 9 Jan 2023 17:04:38 -0800 Subject: [PATCH 17/36] Changed filepath once more, since dandi filenames were changed --- docs/visualization/visualize_2p_raw.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/visualization/visualize_2p_raw.ipynb b/docs/visualization/visualize_2p_raw.ipynb index baee4970..17e04306 100644 --- a/docs/visualization/visualize_2p_raw.ipynb +++ b/docs/visualization/visualize_2p_raw.ipynb @@ -55,7 +55,7 @@ "outputs": [], "source": [ "dandiset_id = \"000336\"\n", - "dandi_filepath = \"sub_1186140941/sub_1186140941sess_1212553658/sub_1186140941+sess_1212553658exp_1212705237+raw_ophys.nwb\"\n", + "dandi_filepath = \"sub_1186140941/sub_1186140941sess_1212553658/sub_1186140941+sess_1212553658+exp_1212705237+raw_ophys.nwb\"\n", "authenticate = True\n", "dandi_api_key = os.environ['DANDI_API_KEY']" ] From 6b2e5a2bcb2a4a9fbf0dd03decea77fa4d6237d2 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Tue, 10 Jan 2023 14:07:46 -0800 Subject: [PATCH 18/36] Issue #119, updated reference in exploring an nwb file --- docs/basics/use_nwbwidgets.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/basics/use_nwbwidgets.ipynb b/docs/basics/use_nwbwidgets.ipynb index 65ff5749..cb1ec659 100644 --- a/docs/basics/use_nwbwidgets.ipynb +++ b/docs/basics/use_nwbwidgets.ipynb @@ -6,7 +6,7 @@ "metadata": {}, "source": [ "# Exploring an NWB File\n", - "It can get cumbersome to manually dissect an NWB file with print statements. There are a few ways to view an NWB graphically instead. A great way to do this in a Jupyter notebook is with [NWBWidgets](https://github.com/NeurodataWithoutBorders/nwbwidgets). Here, you can use NWBWidgets to view a file from a location on your machine. If you don't want to download a file just to view it, you can still use NWBWidgets to view it remotely. Check out *Stream an NWB File with fsspec* to learn how to do this. Another way to explore an NWB file, that doesn't require Jupyter, is with [HDFView](https://www.hdfgroup.org/downloads/hdfview/)." + "It can get cumbersome to manually dissect an NWB file with print statements. There are a few ways to view an NWB graphically instead. A great way to do this in a Jupyter notebook is with [NWBWidgets](https://github.com/NeurodataWithoutBorders/nwbwidgets). Here, you can use NWBWidgets to view a file from a location on your machine. If you don't want to download a file just to view it, you can still use NWBWidgets to view it remotely. Check out [Streaming an NWB File with fsspec](./stream_nwb.ipynb) to learn how to do this. Another way to explore an NWB file, that doesn't require Jupyter, is with [HDFView](https://www.hdfgroup.org/downloads/hdfview/)." ] }, { From b2bd64a94602e042348fed1c03c45b252e820116 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Tue, 10 Jan 2023 15:15:03 -0800 Subject: [PATCH 19/36] 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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" + ], + "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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3311HdWo3OjoaL3vZy+JlL3tZRET8+Mc/jnPPPTc++MEPxs033xxnnXVWPPzhD9/mfzjfcsst293/5n+fSUh2RMQDH/jA+OhHPxqPf/zj47bbbotjjz02/uu//iuOOuqo5PqbwrLvuuuuOOSQQ2ZU5ia77757vOpVr4pXvepVMTU1FVdccUV84QtfiFNPPTXuuOOOeOc73xlHHHFEHH/88aX3uXk73HLLLdv9idbmP6lKtd8TnvCE2GOPPeKWW26Jc845Z3qQadMspjlz5iRzhja1UUTEvHnzsttpkG1+Xoqi0JYAMID8XA6AiIjpTJtNQczb8tOf/rSG2mxfHbOGHvKQh8TrX//6+O53vzs9a+Wzn/3sNte/7LLLtru/zf+e8x/fBx98cFx44YXxgAc8IO6666548pOfvM3g5M3D1avMvZkzZ04cfvjh8fd///dx4YUXTi/fXvukbN4O3/ve97a77uah7Kn2mzt37vQg0n//93/Hr3/96yiKIj71qU9FRMTjH//46Tcabu6AAw6I0dHRiIjpcPC2qKOfV2mnnXaKgw8+OCLa15YAQD0MMgEQERH7779/RGwM873mmmuS69x7773xH//xH3VWK2n+/PnT/3v9+vWzWtbee+89PcPmV7/61TbX+9znPhf33HNP8m9333339ADM7/3e702/sW2mDj300Ljgggti8eLFceedd8aTnvSk5JvxjjvuuIjYOKvkn//5n7PK3JbDDz98OoNoe+2T8ohHPGI6RPqss87a5iy6O++8s1T7bfo53IYNG+Kzn/1sXHzxxXH99ddv8betzZ07N57ylKdExMbBqR//+Mc7dAyzaVM/n+0+XqVNfe4nP/lJfO1rX2u4NgBA3QwyARAREY973OOm//f73//+5Dqvec1r4qabbqqrStu0+SDD//7v/2bt64tf/OJ2Z2/deOON8ZOf/CQifjcQl7JmzZr4m7/5m+TfXvOa10wHTL/iFa+YeWU387CHPSwuuOCC2GWXXWJ8fDye+MQnTr/5bJMnPvGJ02+1e9/73nefM42uvPLK+PKXv7zFss985jPbHDyL2PgGu9tvvz0itt8+KcPDw/Fnf/ZnEbHxjXF///d/37VOURTxl3/5l9MDWJvegpdyxBFHxIMe9KCI2PgzuU9+8pMRsXGw5pnPfOY2t3vDG94Qc+fOjampqfiTP/mT+OUvf7nNdScnJ+Occ87Z7jpV2dTPf/7zn+/Qmw6b9MpXvjLud7/7RUTEi1/84rj66qu3u/55550X//M//1NH1QCAGshkAiAiNv606tGPfnRccskl8bGPfSzuvffeOPHEE2N0dDSuvfbaOP300+PrX/96POYxj4mLL7648brOnz8/1q1bF29+85tj3rx5se+++07nSi1btiwWLFhQal+nnHJKnHDCCXHsscfGH/zBH8RDHvKQGB0djdtvvz1WrVoVH/zgB6cHWf7iL/5im/tZvnx5nHbaaXHdddfFX/zFX8Tee+8dN954Y5x22mnTMzoe/vCHb3cfO+rhD394nH/++XHMMcfEHXfcEU984hPjwgsvnP6ZXETEJz/5yTjyyCNj7dq18ZznPCfOPvvseM5znhMPetCDYu7cuXHrrbfGD37wg/jyl78c3/3ud+Nv/uZv4mlPe9r09q973eviL/7iL+L444+Pxz72sXHggQfGwoUL49e//nV8+9vfjg9+8IMRsXFG0KYBox3xlre8JT7/+c/Hz3/+8zj55JPjyiuvjBe/+MWxZMmSuO666+LUU0+NlStXRkTEox/96OnMrG054YQT4uSTT46LL744rrrqqoiIeOpTnxojIyPb3ObQQw+Nf/zHf4xXv/rV8aMf/SgOOeSQeNnLXhZ/8Ad/EHvssUesW7curr/++rjkkkvi3//932P16tVx5ZVXxl577bXDx7sjHvOYx8QZZ5wRt956a7zmNa+JP/3TP53+ad+mPt82e+yxR5x11lnxJ3/yJ7F69epYvnx5vOhFL4onP/nJsddee8WGDRvil7/8ZVx66aXx7//+7/Hzn/88vvzlL8dDH/rQpqsOAFShAIDf+vGPf1zsvvvuRUQkP6997WuLM844Y/rf1113Xdc+9t133yIiihNPPHG7ZZ144olFRBT77rtv19+uu+666TLOOOOM5PZ/+7d/u816XnTRRaWP+XGPe9w297PpM2fOnOLv//7vu7a96KKLptf52te+VjzxiU/c5j4OOuig4qabbkrW4a1vfev0ein31abf+973ipGRkSIiisWLFxdXXHHFFn+/5pprikMOOeQ+jzMiire97W3Jsrf3GR4e3uZ5KuO6664rDjrooO2WcdRRRxW//vWv73Nf1157bde2X/jCF0rV4/TTTy923nnn+zzenXbaqbj22mu32HbzvrAj/W977rzzzuKAAw5I1mHr62Z7faRs3e7r2t7kvvprURTFl770pWLx4sWlrq2vf/3r99ESAECv8HM5AKYddNBB8f3vfz9e8YpXxL777hs77bRT7LbbbvGkJz0pzjvvvHjf+97XdBWn/cM//EN87GMfi9///d+PxYsXz/i18Z/61Kfi9NNPj+c///lx2GGHxZ577hlDQ0Nxv/vdLw4++OB4xSteET/4wQ/iTW9603b3s9NOO8V//ud/xoc//OF41KMeFfe///1j5513jkMPPTTe8Y53xPe///1k8HQVjjzyyPja174WixYtirVr18YxxxwTV1555fTfDzzwwLjiiivik5/8ZDzzmc+MffbZJxYsWBA77bRTLFmyJFasWBFvetOb4vLLL4+3vOUtW+z7oosuin/+53+OZz7zmXHooYfGbrvtFkNDQzEyMhIPf/jD47WvfW386Ec/ihe96EUzrv9+++0XP/zhD+PUU0+Nxz3ucbHrrrvGvHnzYo899ognPelJ8YlPfCK++c1vlnor3wMf+MDpnwhGROyyyy7TmUv35c///M/j5z//ebztbW+Lo446Kh7wgAfE0NBQLFy4MA488MB45jOfGR/5yEfipptuigc+8IEzPt6y7ne/+8XFF18cr3zlK+MhD3lI7LzzzrNeZlWe9rSnxXXXXRf/+I//OD0jbN68ebFgwYLYf//946lPfWp84AMfiOuvvz4e//jHN11dAKAinaLokR/5A0DLrFy5cvo/kC+66KJYsWJFsxUCAIAGmckEAAAAQDaDTAAAAABkM8gEAAAAQDaDTAAAAABkM8gEAAAAQLZWvV1uamoqbr755li0aFF0Op2mqwMAAAB9qSiKuPPOO2Pp0qUxZ475J1RjqOkKbO7mm2+Ovffeu+lqAAAAwEC48cYbY6+99mq6GvSJVg0yLVq0KCIijo6nxFDM2+Hth5bu2bVs4uY12fWifs4ldegc/pCuZXPX3N61LNX3Bq2Plj3eQWsX6pHqVyn90tdcR+wI/QXYEZvfMyam7o2Va86Y/u9wqEKrBpk2/URuKObFUGcGg0xzhhM73fH90Dznkjp05s7vWja3ZN8btD5a9ngHrV2oR7JfpfRJX3MdsSP0F2BHpO4Zomqokh9eAgAAAJDNIBMAAAAA2Vr1c7lNhpbuucU0vombbu5eZ9nSrmWp9ZL7z9i2s/yQrmVzV6/tWja5ZHGp/RWrrppxuWW3baqtUnKOI0fZ4+jF9VJ9LadNc+pSZruyZVa9v9S2yXbKqEtTx1H1tillt23TsZVdr+x9Peecl9WL7Vd1X0spW27ONVjlvS+3jDo09X2cUvW9M6fcpsrIOR9VPi+06Xusam36Tm1KHfe5quvS1La92F/Klrv5soliw6zWicFkJhMAAAAA2QwyAQAAAJDNIBMAAAAA2QwyAQAAAJCtlcHfZdQRwJpSNgw26ggoLqlNIXU5IZYpMwm429Fty8rpfzmhyp2SIfNVq7JvpMJIU9daSiosNRLb5vSVsnoxBDRH28Mzy65Xtq+1KQg1dc2k7gWpe27V7VdW1e1X9YsFUm26/rBl3Sued1mp/aXU0fZl+1DyeSaxv7KB1E2d3xxtCnavOnR9ps+mdYT256jjO6HqbXO0KXC87X0jpan+UrU6nmGhSmYyAQAAAJDNIBMAAAAA2QwyAQAAAJDNIBMAAAAA2VoZ/D1x85qIzrztrpMKopyoODQxR1Oh0nWEGubUZf2xR3QtG06EqJYNGq36eOto55TWh4XOsuS5TayX6helw/h7UC+GlKZUfW8pu+3dqdDmlJJBzqn718IrbppxXdYe1P09N/9XRdeyxVeXC/QuKyewveoy6pBzLx1OrFfHsdVRRiroPBUMXTbku6kQ3xzJNsj4TmlTG9TxwpMymuorZZ8jU9p+/+rF/ybIKaOsqu8Pbfpvgpxt2/Q8yOAwkwkAAACAbAaZAAAAAMhmkAkAAACAbAaZAAAAAMjWKYqiO2W0IePj4zE6Ohor4vgYuo/g7zr0Yrhn2WDksnoxLK5NoXe9WJc21Xm2NRXqWIc2ncc6XoTQi+eoTZr6vkvJCZzVr/K0KejWuaRN9Kl2cT6qM1FsiJVxboyNjcXIyEjT1aFPmMkEAAAAQDaDTAAAAABkM8gEAAAAQDaDTAAAAABka2Xw9zFLXx5Dc4Z3ePs2hUT2cyBdTjBoTruU3TYVfl6suqrSMnJU3QYp/RroXccxVN1/JpcsnvH+yqrjuuoXOee37dp0Luu4D7cpuL+OZ4iyevH6bdO5pFub7i00p1/+W6lf+nNVxyH4m9lgJhMAAAAA2QwyAQAAAJDNIBMAAAAA2QwyAQAAAJBtqOkKpEzcvCaiM6/eMisOyW17gFxOWFxToXypAOVI1CUnxLdNId8pOSHSbQmCTu3/7sOWdS1beMVNXctuO2bfrmW7nFXtOau8/zR0Lyh9Da1e20hdmrpHps5vm+rXi5Lt11CYeh0vUSi7XtXfs/0SupvSpuutqRc49Jp+CW1u03XQpgD8XnwBQ0odL0Zpqg9V9n03tT6iPbdg+oSZTAAAAABkM8gEAAAAQDaDTAAAAABkM8gEAAAAQLZOURRF05XYZHx8PEZHR2NFHB9DmwV/tymUL6WO+jXVBp3lh3Qtm5sICm7T+Uhp6jia6hs5IaVtud7qCGvMkepTbQ+Cbcu5nQ1tCh9t6rpP6cWg1pRerHOOpo63X8KcmyqjF23dLv3cJm0PcoYmTBQbYmWcG2NjYzEyMtJ0degTZjIBAAAAkM0gEwAAAADZDDIBAAAAkM0gEwAAAADZhpquQMrQ0j1jaM7w9L9zwvYGLcSyrNJBh4kg44mSdWlT4GwykLlkXXoxcDYVal72eFOq7M85/bZsgHvZcrOCxDNCvqsOHy27XlPXZFMh1Tl9LUdT94Ky5VbdVnWE6ebUuep+0Pbzm3PNtOl7rOp7U9X32DrKaOp7oUp13B+qPtZ+DgOv+rqq4/7aiy8GqPq/0aDXmMkEAAAAQDaDTAAAAABkM8gEAAAAQDaDTAAAAABk6xRFUTRdiU3Gx8djdHQ0jln68i2Cv8uaXLK4a1ky8LmkpkIYq9ZU6GLZ89GmYO1eDHbsxTr3mqqvjZSq7y0598OyAev6WW/K6c/90jfcN6vX9pcIlN2ffkA/0+fZ2kSxIVbGuTE2NhYjIyNNV4c+YSYTAAAAANkMMgEAAACQzSATAAAAANkMMgEAAACQrSeCvwXSVS8V3ioUuP2aCkmf7aDIOoIo2x7Q3y/adC5pTtl7VUovnsuyx5sK5E99f5bdtuqXm6T04vmgPdr+0puUnGfkOrTpO7DqF4/0orL/XVRW1S9HuK/9Cf5mNpjJBAAAAEA2g0wAAAAAZDPIBAAAAEA2g0wAAAAAZGtl8PeKOD6GOvOark6SoEwAoCptCvEtqxfDnKtWdV167fmyTeeiDjnHO2ht1c/a9BKZqsoQ/M1sMJMJAAAAgGwGmQAAAADIZpAJAAAAgGwGmQAAAADIJvibnlFHyGZbQ/l6xdbH2/ZjHbTz0ybavn+4l7af9utvbQojppycc9FZfkjXsmLVVdl1qpv+2A6Cv5kNZjIBAAAAkM0gEwAAAADZDDIBAAAAkM0gEwAAAADZeiL4OxUMlyLkcPA0dX5T5U4uWdy1LCeIMefYBr3f19F2gxa02i/H0S968UUITWnT90Qvtmnbj6PsM2JKmwLqc75Typrp/ur4bhOE3d+8ICLPbB6b4G9mg5lMAAAAAGQzyAQAAABANoNMAAAAAGQzyAQAAABAtp4I/i6rFwPfqg46nLt67Yz31/Zw1KpDMdt0bAyWtl9r/VJuStnQ/tS9NCfcXzBtmjDY5l4iUMdLVaoOwk5p6oULbTq2lLL3tTZdCzPVL99tTe0vJ0y+7f2sTffXpv577L72J/ib2WAmEwAAAADZDDIBAAAAkM0gEwAAAADZDDIBAAAAkK2vgr/r0KZguBxtD0LtF20KIYey2n5/6MUAZKD/lb0f1PEigCrvTZ5Vy+vFOldt0J59e/2cC/5mNpjJBAAAAEA2g0wAAAAAZDPIBAAAAEA2g0wAAAAAZBtqugIpQ0v3jKE5wzu83eSSxV3Lqg5SrDrAsY7Q8LIBfE2VkXPecsL2mgrq66UwwLrk9LOc853SVLhz1ddaHffDnDZN3Tfnrl5batumXrbQpvtNzj23qXtQHXWuOnA2tb86rq2ydRG+nKfq+27OvW4ysd66PRZ0LRs+77IZ1yVl6/qVvQ/nKNvuvXhvLquOcOw6nq1S+uX+UFYd10eO+zznU+sjBuuUUQMzmQAAAADIZpAJAAAAgGwGmQAAAADIZpAJAAAAgGytDP6euHlNRGfejm/YUNBcKvCzqbC9lJyQ0rJ1yTq2locz5mh78GSOMsGEVR9D1YGsbZJzraWkbu4TO1CfmSpbv9Q9qOr61REGmxNgnlO/ql/AkFLHfamO46j6nCcfnFp+H6r6BSU5/T5H1c9WOdfb+mOP6Fo2nFgvGfJd8rks9Qqcsm2fkjqOrctN3YfbHgxdRx/IqUvOejnaVBfyzObLLyaKDTOqE2yPmUwAAAAAZDPIBAAAAEA2g0wAAAAAZDPIBAAAAEC2TlEURdOV2GR8fDxGR0djRRwfQ5sFf/diKHI/a+p8DFo/6MXj3brOTYXdw45oe59sU/3aVJc2qaNdckKvU5q6P7epD7WpLrRHm17eQ3nOx8xMFBtiZZwbY2NjMTIy0nR16BNmMgEAAACQzSATAAAAANkMMgEAAACQzSATAAAAANmGmq7ATDUVyld1uTn1ayrgrqkQ0EEL76ujn1a9vyrPUVPHQFo/BwK3vR/U0c5ly+2Xc56jbPvlbJvT9k09Q1T9PDO5ZHGpbYtVV5XaX0rVx5uqc6p+ZffX1HNtGVU/+9bRdmW3LatN56cXw/Or7vNtf0Zs03+TbmFqfUS7v3bpQWYyAQAAAJDNIBMAAAAA2QwyAQAAAJDNIBMAAAAA2TpFURRNV2KT8fHxGB0djRVxfAx15jVdHQBoXC+GYwMA7TdRbIiVcW6MjY3FyMhI09WhT5jJBAAAAEA2g0wAAAAAZDPIBAAAAEA2g0wAAAAAZBtqugK9pu0BrG2vX47UsaX0y/H2g17sj73Yz9rezr3YpmXlHFtn+SFdy+auXltqW9oldS6LVVc1UJPqtf3+UoecNtB+1Wp7e5atX9XrtUmb6txUXeoot03tDFszkwkAAACAbAaZAAAAAMhmkAkAAACAbAaZAAAAAMjWKYqiaLoSm4yPj8fo6GisiONjqDNvu+uuP/aIrmULr7ipa1m/hLvlaHv9aD99qD36OSy0F5UN/i6rjnOUCqlOEULenH65fnOuj1483rL6IUi86mNI6ec+QPXq+D6u+vprw/U8UWyIlXFujI2NxcjISK1l07/MZAIAAAAgm0EmAAAAALIZZAIAAAAgm0EmAAAAALK1Mvj7mKUvj6E5w9PL2x7814bQNqCdmro/uC8xG/QrmqT/AWxU1f1Q8DezwUwmAAAAALIZZAIAAAAgm0EmAAAAALIZZAIAAAAg21DTFUiZuHlNRGfe9L/bHpybWtaL4ZTqXH5/Ta2XUsd5a6Jv1NHGKTntnrO/NmnqusrZtp/vX3X0tX7uz23Si/20aqk2mFyyuGtZseqqRuqS0vbv7Srvk/ooddHX8mgr2sxMJgAAAACyGWQCAAAAIJtBJgAAAACyGWQCAAAAIFunKIqi6UpsMj4+HqOjo3HM0pfH0Jzh6eV1hLy2KcCx7WW0PSC27UHxdZTR9nPUD8q2cUpbAl5zNRXondL2MPA21SWlX+rXiyHzbX/hRFPB823qf3Rr+3NzWW2qC+SaSX+eKDbEyjg3xsbGYmRkZLaqxoAxkwkAAACAbAaZAAAAAMhmkAkAAACAbAaZAAAAAMjWyuDvFXF8DHXmNV2dpKqDDlPqCE4ctKDDfj7eNoW30h5tejlC1dpUl5S2168OdfS/lEFr517U9uujX4LTqy4D6E+Cv5kNZjIBAAAAkM0gEwAAAADZDDIBAAAAkM0gEwAAAADZejb4u+3BkTAb9Ptm9HO7D1pgbB2hvjnrUY+cft/UuWx7H2p7/dqkX++7/dwH2nTO+rmdKd/XUmbSDwR/MxvMZAIAAAAgm0EmAAAAALIZZAIAAAAgm0EmAAAAALL1RPB31QF3OftrU9heZ/khpdabu3pt17I66pyqX7Hqqlkvt6w2ncuq9fOxba0XQ3gH6fxAFeoI3XVdlpcTTFtWU20/6P1g0I8fBo3gb2aDmUwAAAAAZDPIBAAAAEA2g0wAAAAAZDPIBAAAAEC2VgZ/H7P05TE0Z3h6ucDBwVN1qHKKfgUwmIQbl5d6iUfOC0W8NAGgWZvfSyem1scFN39U8DeVMpMJAAAAgGwGmQAAAADIZpAJAAAAgGwGmQAAAADINtR0BVImbl4T0ZlXyb7qCIksGzSd0qbAylS4Z7HqqlLbptpgcsniGddlMrWwZFvltGmbQkWrrkvZc5Q651XWpey+6ghwb9P5bkrVob69qGw/WH/sEV3LFl5xU6lt61B1f875Tmi7svecfu73ZaXuB6nvjtQDpftznlQb3H3YslLbDp93WWVlVv0dXcfzTS/2lZzntJwyerGtmtKm9su5Vjdfb6LYUG3FIMxkAgAAAKACBpkAAAAAyGaQCQAAAIBsBpkAAAAAyNbK4O+Zygljy9m2X0INc4IEk22QUZc6QvRyAtvrULYNUuG8yf2lzm/FYepbt2lqu5xzmwyTz9hfHUHqKTmB+lVfG+v2WNC1bHhV/4aA5lz3TYV8l61zzvWR7Gt9EvJdVr+E31YVBru9Zal+NVGyfm0Pyc3ZtuoXVqTWG57ll9c0dVw56nihT6qMsi9HKPuCjaq1KaS6rKZe2JRzj6zjRTU5+2v7Oac/mckEAAAAQDaDTAAAAABkM8gEAAAAQDaDTAAAAABka2Xw99DSPWNozvB216kjPC0nfK7qgOKq1RF6V8d6KVUHLJYNeM4JTs+ROrayAZU52870eHPCZlM3rLJhszlK98eWh5mmzL/lnq5lRcb+cvpZ1SGbyftwybqU3V+yTzbVDxoKR61627L7S6njRRxNyQrq7kFtCofuxYDdKvtLzvNXzrNRU9du6ftIyWNLtUHq2aX092epUtvVH1OaeklS1ddzznNKU7ao39T6iHZ3FXqQmUwAAAAAZDPIBAAAAEA2g0wAAAAAZOsURZETv1Gp8fHxGB0djWOWvnyLTKamsn1ytCnLou3adLw5uR9Va1NdZqqp67QXr782Zc60aX919KG2n/Oy2v7d1s/a3i5trx/0szblkbbpe6Kp7L6y6niGaMOzy0SxIVbGuTE2NhYjIyM7vD2kmMkEAAAAQDaDTAAAAABkM8gEAAAAQDaDTAAAAABka2Xw9+MPf30MzZ0/vbxYddWM91lHeHIqbK9snVPbpqzbY0HXsoVX3FRq28kli7uWNRUGCAB16pfQ66ZCgcs+R9192LKuZcPnXVZqf2WfU3LKqOOFAanjyHmGBZhtgr+ZDWYyAQAAAJDNIBMAAAAA2QwyAQAAAJDNIBMAAAAA2VoZ/L0ijo+hzrymq1Nav4SK0j96rU/WEdIKAJvznQIMOsHfzAYzmQAAAADIZpAJAAAAgGwGmQAAAADIZpAJAAAAgGxDTVegSk0FOPZiSGROW6W2TamjXeo4520qo+x6vRaaXbYebanvjmhzu8+Gqo930NqvF60/9oiuZcPnXVZq2zad36bq0i/l5nyPpeQ8kzT1ndKLbUAzOssP6VpWrLqqa1k/n9s67kEpTT0j9/O5hK2ZyQQAAABANoNMAAAAAGQzyAQAAABANoNMAAAAAGTrFEVRNF2JTcbHx2N0dDRWxPEx1JnXdHWSqg7MbnvgW9lgwqoJ4KuHNiCl6iD6qtXx8oE2veCgrH6+X5c1aN/RdQRI5+yvar34YoGqw8BT2t5Py2jTuahaHS/bKUsQfbtU/bw1k7afKDbEyjg3xsbGYmRkZLvrQllmMgEAAACQzSATAAAAANkMMgEAAACQzSATAAAAANlaGfx90F+9K+YOz59evvQb413rrttjQdeyhVfc1LVscsnirmWpINRUYGrK2oMXddflAZ2uZWXrvPag7oDzv/yzL3Ytu+KufbqW/ejkQ7uW3XzUUNeyvY/sbpeUOz+xrGvZLmdd0rWsbKhcUyG0KVWHELbp2FJyQhxz2mr9sUds8e/h8y4rtV2Otp+LNhHGSV22vhdEpO8HZe9Vdx/W/f00/5Z7upbNXb221Lap54U2XQup+1rq2FJufO5+XcvufeSdXct2+l7380zq2SX13HPHg0tVJTYsnuxatuja7ueUVP3+YP9ru5ZdcP7Du5Y96EM3dC277Zh9u5Ytvrq7jNSx7XZB9/5SfSPVx1PPYPe/pmtR1rMVQJUEfzMbur8NAQAAAPrUunXr4t5776293J122inmz59/3yv2MINMAAAAwEBYt25d7L/v/WLNrd0zbmfbnnvuGdddd11fDzQZZAIAAAAGwr333htrbp2MGy7fL0YW1RdTPX7nVOz7iOvj3nvvNcgEAAAA0C/ut6gT91vUna88W6aivrKa1Mrg7xVxfAx1ugOxe0nbAxzbVL+m6pJTbpvab9A5F2xLTt8oGyjfi/evOvYHO0L/g3q41tjaoAZ/bxp3+PVP9699JtOuB17X9+1dX4sCAAAA0Lf8XA4AAAAYKJPFVEzW+LuuyWKqvsIaZCYTAAAAANnMZAIAAAAGylQUMRX1TWWqs6wmGWTajpxwvLYHsLYp4Dq1v1S5k0sWdy1LBfHmlJuzbdm2Sq1Xtgy6aae0Xgz3rLrOqW1Tgd7r9ljQtWz+LffMuIyce0G/fMe0yaAdb1lV99Om+jOk9Mt13y/H0YvKvgCkanW8mGjzY+tMrov4/rk7UEO4b34uBwAAAEA2M5kAAACAgTIVU1FnFHe9pTXHTCYAAAAAspnJBAAAAAyUyaKIyaK+MO46y2pSKweZOoc/JDpz50//e+7qtaW2ywmiTIW7TWSEu1UdgJlzHKn2q7ouZbfN0VTYXk7geE5b1RH8V9b6Y4/oWjZ83mWlyi1Tj7Lhiql6LLziplJl1HEuypaRI+fazQmxbFN/zJE63uHEenNT94KS99fUPaOTWJb6jil7D6r6vp5SR+Bz2/VLv0/JeRaqul1Sqn7ZR5u0vW/Mtjquq35uz375b4ymroPSz4Ml7zd1/LdXWWW33fxeWhQbZlwebEsrB5kAAAAAZstUFDEV9c0uqrOsJslkAgAAACCbQSYAAAAAsvm5HAAAADBQpqKIST+Xq1ynKNoTcT4+Ph6jo6OxIo6Poc68WSunTUFzbQombHv9yqr6OKreX074cln9ci7bQntWT5syG6oOK68j/LwXw8XbdP22qf3a1C5A9frxGp8oNsTKODfGxsZiZGSk6erUZtO4w3U/WRKLFtX3464775yK/Q9a3fftbSYTAAAAMFAEf88OmUwAAAAAZDPIBAAAAEA2P5cDAAAABspkUcRkjRHVdZbVpIEM/qYebQrjBAD6Ty8+L7Spzqm6lFE2AL/stlVrUxuntL1+DI5BD/7+6Y/3qD34+8CH3NL37W0mEwAAADBQpn77qbO8QSCTCQAAAIBsZjIBAAAAA2UyipiMGjOZaiyrSWYyAQAAAJCtJ2YylQ3HywkczClDUF9aTrv0S5tWHYLZa/2v6vqm9je5ZHHXsrmr13Ytu/uwZV3Lhs+7bMZ1Kaupe0ub9tdr/XY2aIPyqr5mtD1t06b+V2Vd+vW4ZkPb69eUOp41fCfA7OuJQSYAAACAqkwWGz91ljcI/FwOAAAAgGxmMgEAAAADZeq3nzrLGwRmMgEAAACQrSdmMpUNY6sjhLaOMuoIMM8pN0cqpDklFdzcL+F9TQWi19FWW5dR9TlL7q/kegtT65UqNU/V95aqy03pLD+ke3+rrupaVvZctv3aLVuXVLukrNtjQfe2t9zTvWLL71VVfxeV3bbqa6bt3wk5mriv70gZbX8BQVltujflmOlxtKkP1FFGm76fUpo63jYFa9dRl6b6QR3ndwtT6yPa073pEz0xyAQAAABQlanoxGR0ai1vEPi5HAAAAADZzGQCAAAABspUsfFTZ3mDwEwmAAAAALL17EymOgIc6wgI75dtSyvbfollbQoSLLttHeWW3V8ydH2WgyLbFJpYdr02Bby2PTC77fWrWpEIP08ZTm2bWJbTVqkQ8rL1S6kjHLWOe2QvXkdtV/VzRVPPVnXsr2ptqV9Tz0Fl66JfpOW8nCNHHf8tkvXCmIbapaw6XhS1xd+LDaX2068ma85kqrOsJpnJBAAAAEA2g0wAAAAAZOvZn8sBAAAAzISfy80OM5kAAAAAyNYTM5lyggRTUoGpc1evnXFdUoHKqQDWOsKdy2p7YGpToaw5YXupflC2X5VVNuw3ed4S+ysbsJ4MDS9xbHWcs5zrL7Vt2Zti2WujbL/ICUrOCX9Mbpuo32TFQdM5x1t1vyrbD6quc1Y4dqoPJVarI4g3R+V9N6OMOl780NSLD9oUKJ+zbR2B8iltesaZ7RD8pgL/2/7SjTpUXZe2B5g3pRfbpU39tN9MFZ2YKuqbXVRnWU0ykwkAAACgZb75zW/G0572tFi6dGl0Op344he/OP23DRs2xOte97o49NBDY+HChbF06dJ44QtfGDff3OwgpEEmAAAAgJa5++6742EPe1h86EMf6vrbb37zm/j+978fb37zm+P73/9+fP7zn49rrrkmjjvuuAZq+js98XM5AAAAgKo0Ffw9Pj6+xfLh4eEYHh5ObvPkJz85nvzkJyf/Njo6Gueff/4Wy0499dQ48sgj4xe/+EXss88+FdR6x5nJBAAAAFCDvffeO0ZHR6c/7373uyvb99jYWHQ6nbj//e9f2T53VE/MZKo82CwVwJpYrXTIWsXh2GW37edA0l4MXUwGcJcsN6eMsnICOWcaYF5HmHxOm6S2zQm4Lhu4XlYdIbel7yOJZWX7d0oqYDgZZl3DvSB5fmu4b1b98oay61X9Aouy6njhRJvCUdsUFl12f5OJ9dYfe0TXsuHzLitVRtWhxXW0QdufP6qu32wfb9uvg7af7zZp+7msWpvq16Z26TeTMScma5x3s+l79sYbb4yRkZHp5duaxbSj1q1bF6973eviec973hb7r1tPDDIBAAAA9LqRkZHKB4E2bNgQz372s6MoijjttNMq3feOMsgEAAAADJSi6MRUUV8mUzFLZW0aYLrhhhvi61//eqOzmCIMMgEAAAD0nE0DTNdee21cdNFFseuuuzZdJYNMAAAAAG1z1113xc9+9rPpf1933XVxxRVXxOLFi2PJkiXxJ3/yJ/H9738/vvKVr8Tk5GSsWbMmIiIWL14cO+20UyN17hRFUTRScsL4+HiMjo7Gijg+hjrzai07Jxy7jpDvnPXKalOoXNnjTYUH5wRBtynkrymD3gZ1XM+9KOfeUodevG82df/vlz5Zh7YHkzd1zyn73Vv1s1VT2/bLd0CZ81bHuU2p4/7VpntkHX2lTf1RXdprotgQK+PcGBsba/wnVnXaNO7w31fuGwsX1Rf8ffedU/HEQ2/YofZeuXJlPP7xj+9afuKJJ8bJJ58c+++/f3K7iy66KFasWJFT3RkzkwkAAACgZVasWBHbmxfUojlD0wwyAQAAAANlspgTk0V9M5km2zceNCvqa1EAAAAA+pZBJgAAAACyDWTwd5sC39pUl6r187EB9BP3awAYPIMe/H3e/xwQCxfNra3cu++cjGMf+vO+b28zmQAAAADIJvgbAAAAGCiT0YnJ6NRa3iAwkwkAAACAbAaZAAAAAMjW9z+X65cw09RxlJVzvJ3lh3QtK1ZdNeNyyx5H2TqXPb/90g+aUmX7NXUu9AEi6rlnVH2fS92H565eW2kZbb8G23Q+6jiOsue8ju/ZpvTLcaQ0dS2UkfPcl9Km79421SVH1cdR9TlvE8+c3JfJYk5MFvXNu5lszzvXZpWZTAAAAABk6/uZTAAAAACbm4pOTNUYxl1nWU0ykwkAAACAbGYyAQAAAANlKubEZI3zbqZiMDKZOkXRnvSp8fHxGB0djWOWvjyG5gxvd906wp2rDt5sUyC1QLp26cX+MrlkcdeyKoMiq26TpkJk+zm8NkdOu7QpyLnt2hww3O+0X/Wqvm+06Xy0vX5Af5ooNsTKODfGxsZiZGSk6erUZtO4w+d+eFDsvGhubeX+5s7JeNbDftL37e3ncgAAAABk83M5AAAAYKBMFnNisqhv3s1ke35ENqvMZAIAAAAgm5lMAAAAwECZijkxJfi7cq0cZJq4eU1EZ96Ob1dxQGIqxHii4ro0FeooTLJdcs5H1cG+qUDvicS1kLp5lL0+yqj6GsoJkM7R9pDlnDaoun5N3Tfbfo5ytL1+bdf2lzKU1S8vIOjna7UpW7/kpuwLPLRxnjrar1/KGDS1n7ep9RFOGRXzczkAAAAAsrVyJhMAAADAbJksOjFZdGotbxCYyQQAAABANjOZAAAAgIEyGXNissZ5N5OCv4G2qSXwuOWh9VvrxWDesiG8ddQ5p63KBsfPXb221Hpl+15T2h6YWvX+2nKNN6ntL/Eoq+31S2nTPbsOTX1vlQn6rvo7oWy4eNV1aVP/qaMuTX1ntb3t265sW20d2h+RvrbqeMkNbM0gEwAAADBQpoo5MVXUN5NpqhiMmUwymQAAAADIZpAJAAAAgGx+LgcAAAAMFMHfs2MgB5kE0vUP55JePN9tr3NW2HFi2WTJcMpBU0uQP5Wr43snp4ymti2rbBlC69tzHFV/J9RRF6rX9hchDNp/E5QN+b6vNpgoNlRWJ9hkIAeZAAAAgME1FRGTRafW8gaBTCYAAAAAshlkAgAAACCbn8sBAAAAA2Uq5sRUjfNu6iyrSQM5yNTPIXCDxrmkLH2lOf0S8j1ooaI5+rmt6jiOpkKv235s/ayfr5kmtKntnNt6aFNtQHsM5CATAAAAMLgmizkxWdQ3u6jOspo0GEcJAAAAwKwykwkAAAAYKFPRiano1FreIDCTCQAAAIBsZjKxXWXDCgct1LBfjrdfjmOQpM5ZWWWv3Zz9lZXT95rqt66N8rQV7Jh+vWaaul+36TumX89trrLPH9oPeo9BJgAAAGCgCP6eHYNxlAAAAADMKjOZAAAAgIEyGXNissZ5N3WW1aTBOEoAAAAAZpWZTGxXm8L22hRS3aZ2YbBU3fd68Rpy/QHUp7P8kK5lxaqrSm3b1AsifMe0X9UvI+lnVQfZb2FqfYQuT8UMMgEAAAADZaroxFTRqbW8QeDncgAAAABkM5MJAAAAGChTNQd/Tw3IHJ/BOEoAAAAAZpWZTFSijpDEQQtirCPofNDalP7QppcA0C5V9422769NHFv7y5hxPUqGfFet7W1cNqS6X66DsqoOim/LtdGk2Qyynyg2zHjf/WCqmBNTRY0zmWosq0mDcZQAAAAAzCqDTAAAAABk83M5AAAAYKBMRicmo1NreYPATCYAAAAAsvXVTCbBcM0p2/a9eI6aqnPb24XZlwrPnLt6bdeyQesrZY+3TWG9vXjvq0Pb28XLFspzbO0vo4y21GM2uJ7rUTbkuyztzGwS/D07BuMoAQAAAJhVBpkAAAAAyNZXP5cDAAAAuC+TUW8Y92RtJTXLTCYAAAAAsvXVTCbBcM0p2/a9GIhbdchwar3JJYu7lgl4JhWeOZFYr46A8LZfpyltCutte1s1pU1BvKk+XnUZZbWpLgDQrwR/z47BOEoAAAAAZlVfzWQCAAAAuC+TxZyYrHF2UZ1lNWkwjhIAAACAWWWQCQAAAIBsfi5H4/oluDQrADixLBXwDCllA8Jz9Mt1CtvSpj7eproAQL8qohNT0am1vEFgJhMAAAAA2cxkAgAAAAaK4O/ZMRhHCQAAAMCsMsgEAAAAQDY/l+thQ8uWdi2rOiy0jjKg7Zq6Dlx/QJ3cc4Bc7iP0kqmiE1NFfWHcdZbVJDOZAAAAAMhmJhMAAAAwUCZjTkzWOO+mzrKaNBhHCQAAAMCsMpMJAAAAGCgymWaHQaYeVkeInqA+aO46cP0BdXLPAXK5jwB+LgcAAABANjOZAAAAgIEyFXNiqsZ5N3WW1aTBOEoAAAAAZpWZTAAAAMBAmSw6MVljGHedZTWplYNMncMfEp2587e7zro9FnQtGz7vsu59LT+ka1mx6qquZUPLlpaq2+SSxV3L1h68qGvZbhfcUGp/Nz53v65ldz5oomvZomu7T9X8XxVdy3b+Vfe2Nx/Vve39r+muS6rOqfC+VFsNWshfP7dBzrFtvW0dbVL2Gs/Rz+cbZkPV371V68Xrt+x9aP2xR3QtW3vQvK5li3+yoWvZwitu6lp292HLStUv9axxwOfvLLVt6jlq/Ni7upbteVb3s2Gqzqlntbmr15Zar+z3R6qPp45j8dXdbVD1dxQAtImfywEAAACQrZUzmQAAAABmy1TRiakaf8JWZ1lNMpMJAAAAgGxmMgEAAAADpSjmxFRR37ybosaymtTKQabVR43E3OHfhTsu/cZ41zqpEMult3SHMKakwjNvO2bfrmWpsMabHzfStSwVwJ3aXyqU+95Hdpfx5P2v7VoWj+hetOrUh3cvTNj7yO5QzAf/4a1dy370q0O7lg3PMPB5W5oKW606uDkVFpq6mNp0vCk59UuV0dUuFe+/6vYctEDvQTtempN6OcfCjJDvskHOKang6rLfbU0pdX+NSN5jUwHcGxZ3P38s/kn37pJlJKw5cV3XstRj8zV/tnPXst0umdu17LZHT3YtO2DxWPd6B3UHay+8orvcVP+bH93HVrafpu6TqW3XPaD7ZxCpMPBdVnUtav1zFADN+OY3vxnve9/74vLLL4/Vq1fHF77whXj6058+/feiKOKtb31rfOxjH4s77rgjjjrqqDjttNPiQQ96UGN1HoyhNAAAAIAecvfdd8fDHvaw+NCHPpT8+3vf+974f//v/8VHPvKR+N73vhcLFy6MP/qjP4p167r/D6G6tHImEwAAAMBsmYxOTEZ9YdwzKevJT35yPPnJT07+rSiKOOWUU+JNb3pTHH/88RER8fGPfzz22GOP+OIXvxjPfe5zs+o7U2YyAQAAANRgfHx8i8/69etntJ/rrrsu1qxZE8ccc8z0stHR0XjkIx8Zl1xySVXV3WEGmQAAAICBMlVETBWdGj8by917771jdHR0+vPud797RvVfs2ZNRETsscceWyzfY489pv/WhFb+XG7PD34vhjq/C/bujtWOWJIITUytl9Idfxmxy1ndQYply82x73ndy/635La7RPfoZDLY95juY0uVMRyXlSq3qdDJzvLuYPdU8GuqflXXuVh1VXcZlZaQlmqDZF0yjrfstsn1KmznsvVIHX9KTuh1vwStlj0OAbTkGj6v+/sk6x6Zuq+XrUsP9tOc++v+b5z5/3OZeu4ZTixLPbvk2OWscustiV90LUv1g4WJZak2TR1b6X6V6ONLKm6XOpS53/fzvb5NL8TwwpPq9fPxln1BRNn/VqJeN954Y4yM/O6FYsPDqW+k3tXKQSYAAACA2TJVzImpor4fd20qa2RkZItBppnac889IyLilltuiSVLlkwvv+WWW+Kwww7L3v9M+bkcAAAAQA/Zf//9Y88994wLL7xwetn4+Hh873vfi0c/+tGN1ctMJgAAAICWueuuu+JnP/vZ9L+vu+66uOKKK2Lx4sWxzz77xKte9ap4xzveEQ960INi//33jze/+c2xdOnSePrTn95YnQ0yAQAAAANlKjoxFZ1ay9tRq1atisc//vHT/37Na14TEREnnnhinHnmmfG3f/u3cffdd8fLXvayuOOOO+Loo4+O//qv/4r58+dXVu8dNZCDTDmhtmUD5OoIzi0b+JY6yVWXe/dhy7qWLbziphmXmyxjjwXdZawutbssdfSXlPXHHtG1bP4t91RaRtljS/WrsoHbZcpM1bdsyHnOMXQqPK6IvDo3dR9JKXs9Vy2nXeoIsaz6Wqtj26b2V/aeUfW1kNKLAadl7yU5mgoZriOYNlVGlS+miKj+mq76mplpuTlllu23VX9XpuS8LKYOZftATr8t+7ze1MsR6vguKqvq/lJHHxfyPThWrFgRRbHtV5x1Op14+9vfHm9/+9trrNX2DeQgEwAAADC4JotOTBb1zWSqs6wmCf4GAAAAIJtBJgAAAACy+bkcAAAAMFCmijkxVdQ376bOsprUKbaXIlWz8fHxGB0djccf/voYmvu7NPSmgnNzyigbxpZab+3Bi7qWLb76zq5lKaltd7vghlLlplQdNAr9oqlQbmDHNBUUn6Pq+0sqhDal7HNKar0bn7tf17K9P319qXJvO2bfrmWp556yzzgpVb9EINWm6xIvKBk+77JS+wNowkSxIVbGuTE2NhYjIyNNV6c2m8Ydnnvhn8ZO99uptnLvveve+PQTzu779jaTCQAAABgoU9GJqRrDuKdC8DcAAAAAlGImEwAAADBQiujUOruoMJMJAAAAAMppZfD3ijg+hjrzmq4OANDjejH4m/KcX5qS0/f0W9pi0IO/n3XhC2PewvqCvzfcfW987gkf7/v29nM5AAAAYKBMFTUHf9dYVpP8XA4AAACAbGYyAQAAAANlqpgTU0V9827qLKtJg3GUAAAAAMwqM5kAWqqfg0H7+djK0gb1SLVpqu3Lbktzyp43qEPO/cG9Jc33IvQHg0wAAADAQBH8PTv8XA4AAACAbGYyAQAAAANlKjoxFTXOZKqxrCaZyQQAAABAtlbOZBpaumcMzRme/nfbA9/qCKnrxSC8quvci21Qh7LtUvV6bdFUfesot03HUfXxlt221/rjjmjq/Ka0/Turqf7XlH7u9zn6pQ2cX/SBtLa3Qc55c87bSSbT7DCTCQAAAIBsBpkAAAAAyNbKn8sBAAAAzBY/l5sdZjIBAAAAkK0nZjKVDS6tQyqgreqQ5bLlli2js/yQrmVzV6/tWja5ZPGM1ytWXVVqvcgIx8tZLyXnfJTdX0pT/TnneNtyDeZcf2X3l3OsOdd98nopKXX9la1LqtzUF0PVbVVW2fqVVfX9uuz9MKWp6yrnnKekvmMmMvpkzndb2Wshpanv6Jz7cB0h/U19z1YdptuW77GIdvW1re8Hddy/qn5ealN71vGs1dR/d6Tk7K9f7uEpVT9LljWj+k2tjxjg/HEzmWaHmUwAAAAAZDPIBAAAAEC2nvi5HAAAAEBV/FxudpjJBAAAAEC2Vs5kmrh5TURn3nbXqTrAsepQzDpC+crWJRLh3SlrD17UtSwVRVw6ZLjkeqkQ2slEuakQ8pyg86oD/aoOW60jjLLqulSpjjKbCoRM7q/UluXLKBu8X/a6aipUNPmygIbCOHNCvlNyglCzpAL0M3ZXtn6V39Myyk21c7JdMu6bKXUEyZa99qu+h9WhqTo3FZZc9lzmHFvXd0DFzw85Lxoo+0KaOp55yq6Xureknmlz7utNfY/ltHPZZ/Oy/a/q57eqn6/r6H+99vKetioiYirqm11U1FZSs8xkAgAAACBbK2cyAQAAAMwWmUyzw0wmAAAAALIZZAIAAAAgW6coitbkT42Pj8fo6GisiONj6D6CvwEAAICZmSg2xMo4N8bGxmJkZKTp6tRmetzhK6+IoYXDtZU7cff6WPnU0/q+vc1kAgAAACCb4G8AAABgoAj+nh1mMgEAAACQzSATAAAAANn8XA4AAAAYKH4uNzvMZAIAAAAgm5lMAAAAwEApik4UNc4uqrOsJpnJBAAAAEA2M5kAAACAgTIVnZiKGjOZaiyrSWYyAQAAAJDNIBMAAAAA2fxcDgAAABgoU0UnpmoM466zrCaZyQQAAABANjOZAAAAgIFSFJ0oapxdVGdZTTLIVIGhZUtnvO3dhy0rtd7CK24qtd7kksVdy+auXjvjbYtVV3UtK3u8EzfdXGq9XpRqg34+3tnWpvYsW5c21Rl6VR3XUS9eqznPFWXvV2WfF8q2VWf5ITPeX9ltU89Mw+dd1rWsjvt42TqntL3/AUAOP5cDAAAAIJuZTAAAAMBAEfw9O8xkAgAAACCbmUwAAADAQBH8PTs6RVEUTVdik/Hx8RgdHY0VcXwMdeY1XR0AAADoSxPFhlgZ58bY2FiMjIw0XZ3abBp3eMR/vDqGFg7XVu7E3evj8mf+U9+3t5lMAAAAwEApas5kGpSZTDKZAAAAAMhmkAkAAACAbH4uBwAAAAyUIiLqTKhuTRj2LDPIBPSdoWVLu5ZN3HRzAzWBjerok/o9QH8ZtPv6oB0v9CuDTAAAAMBAmYpOdKK+MO6pGstqkkwmAAAAALIZZAIAAAAgm5/LAQAAAAOlKDpRFPX9hK3OsprUykGmzuEPic7c+dtdZ+7qtV3LygbDpULlysopo45t1x97RNey+bfc07WsWHVVqf2VVbZNU8eRqvPweZeVKiO1v9R6k0sWdy2rug2qVnX4YU77zXboYlPXS1Pb5mhTuTnqCL2uWk6dU/egaCjMtI4+1Fl+SNey1Pd2SlMhrznfY3Wo437V1Hq9qKn+0pa2L7v/1L2g7c9fKU315X65XsrqxePt5/sczFQrB5kAAAAAZstU0YlOjbOLpgZkJpNMJgAAAACyGWQCAAAAIJufywEAAAADpSg2fuosbxC0cpDp9oMWxdydfhf8vfjqO7vWufuwZV3L5qeCVRMmS9YjFVKaCqlee9C8rmWLf7Kha1mqfj//40Vdy376otO6lp0+1h0q9y//cHzXsjse3LUo9j5yvHth7NO1ZPKf9uhaVnUAd0qqjJSyIXrJ9WoIta06yLLtoYFlAtZTbVJ1aGlOoHLbQ75TBq3cstpevzqCbrPukRVbt8eCrmXDq8pd52Vf3pCS+t4u++KHtvehslb/zWO6lt35oImuZQ/+l+52ST0frX7ufl3L1u3a/ZS895Hdj5S3f6L7We2OB++b2PamRMndbry0e38P+tANXcuSz4iJl6CklH2xTKqMm4/qboOl3+ler+xzT0pbrvOy++/FkO+Ufrk/UD19A7q1cpAJAAAAYLYURSeKGsO46yyrSTKZAAAAAMhmJhMAAAAwUMxkmh1mMgEAAACQrVMU7ck4Hx8fj9HR0VgRx8dQpztMu25tCvtNKRus3aY609+27pP6HgAATcj5b7m2/3dgVSaKDbEyzo2xsbEYGRlpujq12TTu8JBPvS7m7jxcW7mTv1kfP37ee/q+vf1cDgAAABgoU0UnOjX+hG3Kz+UAAAAAoBwzmQAAAICBUhQbP3WWNwjMZAIAAAAgm5lM29GLwXCpcquuX5v216ZAv6b6Qdv732zTB9qlX66DXjyXdbwMop/buY66tOl4265fng3K6rVrq9fqm1uGa7e8ps5linMEzTDIBAAAAAyUjT+Xqy+M28/lAAAAAKAkM5kAAACAgVIUnZpnMtVXVpPMZAIAAAAgW6co2vPLwPHx8RgdHY0VcXwMdeY1XR0AAADoSxPFhlgZ58bY2FiMjIw0XZ3abBp3+D+feEPM3Xl+beVO/mZd/O8L3l26vScnJ+Pkk0+Os88+O9asWRNLly6NF73oRfGmN70pOp32zoryczkAAACAFnnPe94Tp512Wpx11llx8MEHx6pVq+LFL35xjI6Oxl//9V83Xb1tMsgEAAAA0CIXX3xxHH/88XHsscdGRMR+++0Xn/rUp+LSSy9tuGbbJ5MJAAAAGCibgr/r/ERs/Lne5p/169cn6/eYxzwmLrzwwvjpT38aERE//OEP49vf/nY8+clPrq2NZsJMJgAAAIAa7L333lv8+61vfWucfPLJXeu9/vWvj/Hx8TjooINi7ty5MTk5Ge985zvjhBNOqKmmM9NXg0xDy5Z2LZu46eYGakJE3vkYtHM5aMfbhLJtPGjnYtCOtxc5R73JeWM2pPpVSpV9rU19uU11oR7OObOq+O2nzvIi4sYbb9wi+Ht4eDi5+mc/+9k455xz4pOf/GQcfPDBccUVV8SrXvWqWLp0aZx44ol11HhG+mqQCQAAAKCtRkZGSr1d7v/+3/8br3/96+O5z31uREQceuihccMNN8S73/3uVg8yyWQCAAAAaJHf/OY3MWfOlkM2c+fOjampqYZqVI6ZTAAAAMBg2SyMu67ydsTTnva0eOc73xn77LNPHHzwwfGDH/wgPvCBD8RLXvKSWapgNQwyAQAAALTIBz/4wXjzm98c/9//9//FrbfeGkuXLo2Xv/zl8Za3vKXpqm1XKweZhpbuGUNzfhd+1fZwtzYF0vVL2HYd5Q7a8VLOoJ2LQTveXpRzDy+7v6rvh23fXx3aXj/ary39vk0vyRi058M6tP14c/pfHcfW9vZj+4pi46fO8nbEokWL4pRTTolTTjllVuozW2QyAQAAAJCtlTOZAAAAAGZLUXMmU635Tw0ykwkAAACAbAaZAAAAAMjWyp/LTdy8JqIzb8e3E9qcVZeqj6NN7ZLS9vpRLeebftfP93/XL4Oozf2+zXXL1c/HltKLx1u2zv0SRs8sKjobP3WWNwDMZAIAAAAgWytnMgEAAADMlqLY+KmzvEFgJhMAAAAA2QwyAQAAAJDNz+X6zNCypV3LBNIBANDrPOcClSp++6mzvAFgJhMAAAAA2cxkAgAAAAZKUXSiKDq1ljcIzGQCAAAAIJuZTAAAAMDgGZCcpDr17CBTHcF/vRguWLZ+TR1bTrltOh9tqku/KtvGVZ+Ltu+vTfr52PpFU/25qfXK8gzRm9ren+sw223Q9uugjmfGNp3vlDbVT13a1QZlbVHnqfUR7a4uPcjP5QAAAADI1rMzmQAAAABmQvD37DCTCQAAAIBsZjIBAAAAg6WIeoO/ByRkvGcHmeoIVGt7aFuOtgdbpqjLYCnbxm3vy/3cV/r52PpF1eeoqf21/TiaKmPQ9GI/KKvs91avtUEvfve2qV+ktKl+bQrW7sW+1pTN6zxRbGiwJvQrP5cDAAAAIFvPzmQCAAAAmJnObz91ltf/zGQCAAAAIJuZTAAAAMBgEfw9K1o5yNQ5/CHRmTt/+t/Fqqu61ikbApdaL6Wp8ODO8kO6lt38uJGuZUu/Md61bO7qtV3Lbjtm365li6++s9S2k0sWd1ew4jbtxXC8lDYFS/eDqtuzjm1zrgPod23q9714vy57f0lJHVvqWSP1HJCSejYo+1xW1t2HLSu13m8e0P3YustZl3QtSx1vzrNk2WfE1HEsvOKmGZcBuDagF7VykAkAAABg1pjJNCtkMgEAAACQzSATAAAAANn8XA4AAAAYLEVn46fO8gZAKweZbj9oUczd6XfB37ut7g5XTAVRdhLLJhJBj+uPPaJr2drn7te1bO9PX19q21SoY9nwxxsTId8p1/zZzl3LHvwv3eute0B3x01tu+jacuHiOVJtNXzeZZWWUVbVwa/J85tYr+qwwqYC71NS1+C6PRZs8e/5t9zTtU7ZsNmceqTKqDrQO6Xt4ZS9GIBMb8oJmk5J3XNT95fktlvdlyLquV/nKHtfS7XLbxIvANn5VxNdy9Y+br+uZYt/sqFU/W5+16O7ls3/dffzx50P6i53t0vmdi0bP/aurmV7njW/a1nqGSdl7cGLuhce3F3nVLuk+kZK6kUrqf2lztFwxvdRm/opAKS0cpAJAAAAYLYUxcZPneUNAplMAAAAAGQzyAQAAABANj+XAwAAAAZL8dtPneUNgFYOMu3ykztjaG658MnNFYmQ71T4aCp8esl5iR0mAhdT4d2p8MfdLriha1kqyHP+r7p72m2Pnuxatuja7lO1dchyRDq8e+2vugMw1z2ga1E6LLl7tdKhk2WDLetQdVBmqg+l2qpqZY+j6uNN7i+xbHirf6fuo5W3U6IeOWX0c6hqPx8b7VJ1+H7qnlv2OW3r+1JEPffrHKnnmVSdU9+z8xPPPTcnXjKSel4o+xx1wOe765IK297707/sXjFh5191h2Pf8LTukO8H/0t3necm+kvqGSzV/1LHVraf7nJW93q3n9gdLp6sS6kS3LMB6E2tHGQCAAAAmDVFZ+OnzvIGgEwmAAAAgAFy4403xi9/+btZx5deemm86lWvitNPPz1rvwaZAAAAgIHSKer/tMnzn//8uOiiiyIiYs2aNfGHf/iHcemll8bf/d3fxdvf/vYZ79cgEwAAAMAAueqqq+LII4+MiIjPfvazccghh8TFF18c55xzTpx55pkz3m8rM5mK7/84is686X9PJoIZU+GUqbDQicR6ZZUNXFx8dXegdyrkO1Xn3VZ31zm1v7LHm7JbIoA1JVXnTmJZKtD17sO6QztTIellyy0bPpqS2rZ0GGfinKfaOVXnVLtULVW/697VfWz3v6Z7213OumQ2qrSF1X/zmPtcZ8n7L660zOR1X3FY6vpjj+hatvageV3LFv+k+4UFqcBi6Hep74Q1/7Rr17L/8+pfdy2r+vpN3ZfW7dr9fyXu/8bZv0fWIfUduGRVYr2S+ysb4r5Looyyz28LE+UeeF6iHyT2V/YZIvVdcVsirDz1XFZW6rkiR+q7J/Wdkno+mukzSdnnoJznpdT5qVqVbRKR9+KCOuSct7brl+Noky3adGp9hOYcWBs2bIjh4Y2vSLngggviuOOOi4iIgw46KFavXj3j/ZrJBAAAAAyWooFPixx88MHxkY98JL71rW/F+eefH0960pMiIuLmm2+OXXft/j8Hy8oaZJqcnIzx8fGYmNjyZaz33HNPvO1tb4tnPOMZ8epXvzpuvtnwKAAAAEAbvOc974mPfvSjsWLFinje854XD3vYwyIi4ktf+tL0z+hmIuvncm9/+9vjHe94R6xcuTJ+//d/PyIiiqKIFStWxKpVq6Ioiuh0OvH5z38+rrjiithll11yigMAAADIV3Q2fuosr0VWrFgRv/rVr2J8fHyLsZqXvexlsfPOO894v1kzmS688MLYc889pweYIiK+/OUvx2WXXRYPetCD4pRTToknPvGJ8ctf/jI+9rGP5RQFAAAAQEWKoojLL788PvrRj8add94ZERE77bRT1iBTpyiKGf8ycNmyZXHQQQfFhRdeOL3spS99aZx55plx6aWXxiMe8YiYmJiIvfbaK/bZZ5+49NJLt7u/8fHxGB0djRVxfAx1ukN1Z6KpsLickMQ61kupo63qOI6qy606tLJsKGTZ+pWVs79+CFjM6QMp/RyymaNN126byq36WmtTX2tTXVJhv1WHDLf9uaKObVN68V7Xpr5b1myfy7Yffy9qez9re/2Y3XM0UWyIlXFujI2NxcjISCX77AWbxh32/qe/jzkL5tdW7tQ96+LGV7+5Ne19ww03xJOe9KT4xS9+EevXr4+f/vSnccABB8QrX/nKWL9+fXzkIx+Z0X6zZjL9+te/jj333HOLZd/5zndi2bJl8YhHPCIiIoaGhuJRj3pU/OIXv8gpCgAAAKAaAx78/cpXvjKWL18et99+eyxYsGB6+TOe8YwtJhLtqKxMpqGhobj77run/3377bfHtddeG89+9rO3WG/RokUxNjaWUxQAAAAAFfjWt74VF198cey0005bLN9vv/3ipptumvF+swaZDjjggPjud78bU1NTMWfOnPjKV74SRVHE0UcfvcV6t956a+y22245RQEAAABUo+7ZRS2byTQ1NRWTk5Ndy3/5y1/GokWLZrzfrJ/LHXfccXHrrbfG8ccfH//8z/8cr3vd62Lu3LnxtKc9bXqdoijiBz/4Qey///45RQEAAABQgSc+8YlxyimnTP+70+nEXXfdFW9961vjKU95yoz3mxX8PT4+HkcddVRcffXV08te//rXx7ve9a7pf3/rW9+Kxz3ucfGGN7wh3vnOd97n/soGfwupYxDp9wAAQBUGPvj7/Q0Ef/9Ne4K/f/nLX8Yf/dEfRVEUce2118by5cvj2muvjQc84AHxzW9+M3bfffcZ7Tfr53IjIyNx6aWXxr//+7/HLbfcEkcccUQ87nGP22KdX//61/HKV76yK6cJAAAAoBED/nO5vfbaK374wx/GZz7zmfjhD38Yd911V7z0pS+NE044YYsg8B2VNcgUEbFgwYJ4wQtesM2/P/3pT4+nP/3pucUAAAAAUIFPfepT8bznPS9OOOGEOOGEE7b42//9v/833ve+981ov1mZTH/wB38Q733ve+9zvX/8x3+MJzzhCTlFAQAAAFSj6NT/aZFXvOIV8dWvfrVr+atf/eo4++yzZ7zfrEGmlStXxk9+8pP7XO+aa66JlStX5hQFAAAAQAXOOeeceN7znhff/va3p5f91V/9VXz2s5+Niy66aMb7zf65XBkbNmyIOXPKj2cNLd0zhuYMb3edpsKOc4KXU9tOLlnctaxYdVWp/XWWH1JqvbL7S0nVOaXt4dP9EpidU+fbT3x017LdLrih0jJmqurrqupjaHv/qfreQvv7ZErqO6EXz3lT7deL19H6Y4/oWjb/lnu6lqXqXPb7PaUXn8Fot7Lnto71Upq6B/Viuan93X3Ysq5lZe9VZctwL2AmOsXGT53ltcmxxx4bH/7wh+O4446L888/P/71X/81zj333LjoooviwAMPnPF+axlkuvLKK2PXXXetoygAAAAA7sPzn//8uOOOO+Koo46K3XbbLb7xjW/EAx/4wKx97vAg00te8pIt/v3tb3+7a9kmExMT8aMf/SiuuOKKOO6442ZWQwAAAACyvOY1r0ku32233eLwww+PD3/4w9PLPvCBD8yojB0eZDrzzDOn/3en04mf/exn8bOf/Wy72yxdujTe+c537nDlAAAAACpX/PZTZ3kN+8EPfpBc/sAHPjDGx8en/97pzDykfIcHmc4444yIiCiKIl7ykpfE0UcfHS996UuT6+60006x1157xaMe9aiYN2/ejCsJAAAAwMzlBHqX1SmKYsbjafvtt188+9nPjve+972VVGZ8fDxGR0fjmKUv3yL4u5+D3AYtuK7qwMZeVEc4b06QZS+G30JT+vleVYfU/XDu6rVdy3qxTdsUKFy1OoKC2xQunlJHKHWb9cMxtE2b2rSpZ9V+uY/Uoapw+4mp9XHBzR+NsbGxGBkZqax+bbdp3GGf97wj5iyYX1u5U/esi1+87k19395Zwd/XX399RdUAAAAAYLb88R//cZx55pkxMjISf/zHf7zddT//+c/PqIxa3i4HAAAAQHNGR0en85ZGR0dnpYwdGmT6+Mc/HhERz3jGM2LRokXT/y7rhS984Q6tDwAAAFC1TkR0agzjnnmUdnU2ZWxv/b+rtEODTC960Yui0+nEox71qFi0aNH0v8sqO8g0cfOaiE41QeFN/d637G+ZZ/Lb2R3dtuzx9vNvmZvqB8lzmcobqbqMhJxty/4Ov8z+mvq9fdljTUllUpVVZdtF5OVopbJuyrr7sGVdy+bfck/XstTx1nFfWn/sEV3LFl5xU6kybjtm365lu11wQ6ly+0VT9//k92JivVT9yp63HFV/z7bp+7iO40hJPR9NZGS9VJ19lXNsbc+RSn0vrNtjwRb/Hj7vshnvv2ptzzVr03Na1W1Qx7NLznd52f3VoWy2YEod5zynDAbHrbfeGtdcc01ERDz4wQ+O3XffPWt/OzTI9MIXvjA6nc70tKpN/wYAAADoGUVn46fO8lpkfHw8TjrppPj0pz8dk5OTERExd+7ceM5znhMf+tCHZvxzuh0aZDrzzDO3+28AAAAA2u3P//zP4wc/+EF85StfiUc/+tEREXHJJZfEK1/5ynj5y18en/70p2e0X8HfAAAAwGApfvups7wW+cpXvhJf+9rX4uijj55e9kd/9EfxsY99LJ70pCfNeL9zqqgcAAAAAL1h1113Tf4kbnR0NHbZZZcZ77dTFEX2eNr69etj1apVcdNNN8W6deu2ud59BX+Pj4/H6OhoHLP05TE0Z3i761Ydxlm1NtWlrJzw4DYdW04QY04oa6qtygYnltVUKPxsqzrksKljbVMb54Q6NhXOXrWmguJTmgptbuqlB1VrexB2U+oIBa6jXcq+LKUs53Lm94hevF/Xoe31g5maKDbEyjg3xsbGYmRkpOnq1GbTuMO+735nzJk/v7Zyp9atixve8Hetae/TTz89Pve5z8UnPvGJ2HPPPSMiYs2aNXHiiSfGH//xH8fLX/7yGe03++dy/+///b84+eSTY2xs7D7XLft2OQAAAIBZM+A/lzvttNPiZz/7Weyzzz6xzz77RETEL37xixgeHo7bbrstPvrRj06v+/3vf7/0frMGmT7xiU/Eq171qoiIOOigg+IhD3lIK0bkAAAAAEh7+tOfPiv7zRpkOuWUU6LT6cQZZ5xhlhIAAADQEzrFxk+d5bXJW9/61lnZb1bw949//ON41KMeZYAJAAAAoEfceOON8ctf/nL635deemm86lWvitNPPz1rv1kzmebPnx/77bdfVgVSJm5eE9GZN/3vOoIt26Sp403uL7FsotJSq1dH+G3ZtqpaU6HFvaaOe0EqqHYiEVTbVFho1X2l7HG06T5c9TXei8GvVR9H24+36mOrOjy+6m2rDvROqeN42x7yXUcZdexvpsfRi8dftbbXb9A09fIL6DfPf/7z42Uve1m84AUviDVr1sQxxxwThxxySJxzzjmxZs2aeMtb3jKj/WbNZFq+fHlce+21ObsAAAAAqFfRwKdFrrrqqjjyyCMjIuKzn/1sHHrooXHxxRfHOeecE2eeeeaM95s1yPSGN7whLr/88vjqV7+asxsAAAAAarJhw4YYHh6OiIgLLrggjjvuuIjY+FK31atXz3i/WT+X+z//5//Em970pnjGM54Rf/3Xfx1PfepTY5999ok5c9JjV5teiwcAAADQmLpnF7VsJtPBBx8cH/nIR+LYY4+N888/P/7+7/8+IiJuvvnm2HXXXWe836xBpv322y86nU4URRHvf//74/3vf/821+10OjEx0fY0HwAAAID+9p73vCee8YxnxPve97448cQT42EPe1hERHzpS1+a/hndTGQNMu2zzz7R6XRydlFKUyG+OUGUlYdKJ/RzILqgvuq1uf3KhjXmqLpPlb0/VB2a21QQcZv7T13qaIM67uu9GIpcVtvDiNsUoF/HfaMOVYeft/2FBjlmehz9cvz0j6Ze6NAvtmiDqfURg3X4W+gUGz91ltcmK1asiF/96lcxPj4eu+yyy/Tyl73sZbHzzjvPeL9Zg0zXX399zuYAAAAANGDu3LlbDDBFbPzFWo6s4G8AAAAAiMicyfSLX/xih9YX/A0AAAA0ruhs/NRZ3gCoJPi7DMHfAAAAAP1rVoK/p6amYvXq1dODSvvuu++OVWrpnjE0Z3j633WEsc1dvbZrWWpIrI6wuF4MokzVeXLJ4q5lqXZOqfrY7j5sWdeyhYn1bnzufqX2t/Qb413Lmjq2nIDsOsKmZ6pN/Tul6oDm1PUSJa/7qsPAU9rSL3ZETv8uK7W/1Iskkt8xGee3bJ1T/apsaH0dIeQ5x5G6Pm4/8dFdyxZffWfXslQbVH28bQqKL9sPmno5QFMvMmnT/Sqlju/ore9XVfeLHFWXW3Z/ZV8G1M/fgW06jqr187GVtXkbTBQbGqxJCxS//dRZ3gDIymS6/vrr47rrruv63HDDDfGb3/wmvvSlL8W+++4bj3/84+O6666rqs4AAAAAfe2mm26KP/3TP41dd901FixYEIceemisWrWqsv3/5V/+ZaxdW26yRFmzFvw9NDQUT33qU+OLX/xinHPOOXH66afPVlEAAAAAfeP222+Po446KubNmxdf/epX40c/+lG8//3v73ob3I765S9/Of2/P/nJT8Zdd90VERGHHnpo3HjjjVn7jsj8uVwZD3vYw2L58uXxkY98JF72spfNdnEAAAAA29UpNn7qLG9HvOc974m99947zjjjjOll+++/f3Y9DjrooNh1113jqKOOinXr1sWNN94Y++yzT1x//fWxYUP+TyhnbSbT5pYtWxY//elP6ygKAAAAoJXGx8e3+Kxfvz653pe+9KVYvnx5POtZz4rdd989Hv7wh8fHPvax7PLvuOOO+NznPhePeMQjYmpqKp7ylKfEgQceGOvXr4+vfe1rccstt2Ttv1MUxayO3RVFEQ95yEPilltuidtvv327646Pj8fo6GisiONjqDNvNqvVtwYtvK+sNrVLTihwimBHgP7SVBA29ei18+v5gSbpf7NrotgQK+PcGBsbi5GRkaarU5tN4w4HvOVdMWf+/NrKnVq3Ln7+9jd2LX/rW98aJ598ctfy+b+t22te85p41rOeFZdddlm88pWvjI985CNx4oknzrge99xzTyxYsCAiInbZZZe4/PLLY/Xq1XHMMcfEIYccEldffXXsvffecc0118xo/7P6c7lf/epX8aY3vSmuvfbaeOITnzibRQEAAAC02o033rjFoN7w8HByvampqVi+fHm8613vioiIhz/84XHVVVdlDzLd//73j8MOOyyOOuqouPfee+Oee+6Jo446KoaGhuIzn/lMLFu2LC677LIZ7z9rkOmAAw7Y5t/uvPPOWLt2bRRFETvttFO87W1vyykKAAAAoBo1ZzLFb8saGRkpNXNsyZIl8Xu/93tbLHvIQx4S//Ef/5FVjZtuuikuueSSuPjii2NiYiIe8YhHxBFHHBH33ntvfP/734+99torjj766BnvPyuT6frrr9/m59e//nXMmzcvjjnmmPjmN78ZRx55ZE5RAAAAAAPhqKOO6vrJ2k9/+tPYd999s/b7gAc8IJ72tKfFu9/97th5553jsssui7/6q7+KTqcTr33ta2N0dDQe97jHzXj/WTOZrrvuum3+baeddorddtsthoZm/QV2AAAAAH3j1a9+dTzmMY+Jd73rXfHsZz87Lr300jj99NPj9NNPr7Sc0dHRePaznx0vfelL4+tf/3rsvPPO8Y1vfGPG+8saAcodQduWoaV7xtCc3/0usepwt1SA3OSSxaW2zQloTkmFQBerrupaVnXoXVNh0Tnl1iHneMv2q9T5jZLHm1O/nPNbdVh5lXLq1mvhqxHl7xkpOddVTv+po53b1EfL3gvqCPzPkXN/KNsnc1R9v67jZQs56vjuLbttSlP7K1tG6e/jjDLKKttf6riXNKHqZ9+c/l31d2pT9/CcPl/Hvarq59c26fnvhKn1Ee1u4tlVxPRP2GorbwccccQR8YUvfCHe8IY3xNvf/vbYf//945RTTokTTjihsir9z//8TyxbtiwiNo7vzJs3L/bcc894znOeM+N9mmYEAAAA0DJPfepT46lPfeqs7X/vvfee/t9XXVXN/0lokAkAAAAYLC2fydSrsoK/AQAAACDCIBMAAAAAFegURdGaSVvj4+MxOjoaK+L4GOrMa7o60BOaCp68/cRHdy1bfPWdW/y7jvDfXlRHaDP0qjaF6QJAP5soNsTKODfGxsZiZGSk6erUZtO4w/9547ti7vz5tZU7uW5d/O+73tj37W0mEwAAAADZDDIBAAAAkM0gEwAAAADZhpquAAAAAECtit9+6ixvALRykGlo6Z4xNGd4+t+p0M6y4Z5VB4imTC5Z3LUsFXjcWX5IqfWakqrf3NVru5aljje1XtVBrTnrlVV1H2pKThuUPd5dzrqka9nW9806zm3VfSCl6ntGjrL3kZx+u/7YI7qWDZ93WaltU9oe5NyL13hK2f6X0/ZV3/9Tcq7pOs5b258/Uucjpep2LvsMUfW2VV+/bd/fbGvTPbeOa60Obf8OzNHU9TJo1+msHu/U+oj2HCp9ws/lAAAAAMjWyplMAAAAALOlU2z81FneIDCTCQAAAIBsZjIBAAAAg2dAZhfVqVMURWuadXx8PEZHR2NFHB9DnXlNV4doVxBeU3UZtHDBQeJcNKdfrmfcIyO0QV3a1C51nPOUNveDNp2fqjX18pmcutShF0PNB63O92Wi2BAr49wYGxuLkZGRSvbZCzaNOzzw9e+KucPzayt3cv26+Nk/vLHv29vP5QAAAADI5udyAAAAwGApot6fy7XmN2Szy0wmAAAAALKZyQQAAAAMlE6x8VNneYPAIBM9o6lQw6rLbXsIZj+Ej5bVpmNoU5BnHao+tqb67aCdtzqOt6lzlHNsbW+DlKrDb8uqOmC3qWuwF8/5bOuHY9iWpu4FTZVRVh33jKqv8aa2zdGmcw5lGGQCAAAABotMplkhkwkAAACAbAaZAAAAAMjm53IAAADAQBH8PTtaOcjUOfwh0Zk7f/rfaw9e1LXObhfc0LWsF0PRqg6za1M4Xi8GSA9aiG/KoB1vW2j38lyn7Ig2hUX3s6aCsHPOb9vDxdtcv158xqO8Nv33RFv6/I5oe/1gtrVykAkAAABg1gj+nhUymQAAAADIZpAJAAAAgGx+LgcAAAAMFj+XmxWtHGQqvv/jKDrzpv+9y6rESiUDB8vqLD+ka9nc1Wu7lrUplHv9sUd0Levcck/3eoct61q28IqbStWlbJ1T7Tex6qpS++vncLx+PraUrftBkegDOapuzzqu+xxtDn3dEW0KEG2qLm0KDk5pU3+pQ5v6UI6cujR1DeYoe7xl63d34vlouOT+2nRtzfZLWqruU+6H7df2NmhT/dr0nQBt0cpBJgAAAIDZ0ik2fuosbxDIZAIAAAAgm0EmAAAAALL5uRwAAAAwWAR/z4qeGGQqG9SXE7yWCiieKLVleVUH9g6fd1nXslS/HU7VpVQJ1QfXtSkIr45Q5aaCLJsK39w6NLvqa6isssdVNuQ7Jyw0Z9um+lmqzpNLFnctKxvs3qaQ5TaFy/aiNt3Dy2oq7LeOMNhePB9Vy2nn5EtQMurSi+d36zLKvqClyjK3pU3PN2XltFUvXs/C1PMIDadf9cQgEwAAAEBlzGSaFTKZAAAAAMhmJhMAAAAwUDrFxk+d5Q0CM5kAAAAAyNYTM5maCkAT2lle2QDgsqpu+zrCu5sK78upX44mwo1zzlkdQe85ZVRdbk5Qd0oyJD2xXmf5IZWW24v3yLbXue31q1pT39ttf3ZpU2BvU3Vp+0sEyqry+SPne6fq79mmnm9ytKlflNX2F9y0Xb/cR6BKPTHIBAAAAFAZwd+zws/lAAAAAMhmJhMAAAAwUAR/zw4zmQAAAADIZibTdghjK6+psOQ6gqDLBhnnbFtWTjhqU8HpbdGmoPeqw8CT5VYcRFm275Xt3/3Qp3pBm9q06nDnOvpQU/20qSDeNvWXqp8Dyir7vT3o97B+6Wd1PIO2qdyUOu6bTZXbpr4Gg8QgEwAAADBYBH/PCj+XAwAAACCbmUwAAADAYDGTaVaYyQQAAABAtr6fyZQKgbv7sGVdy+bfck/XspyA5qoDn5sqo6yywXqpOsfqtRXXply5k4n1khdEon4TqW0TfS1Vxvpjj+haNnzeZamSu8ttKLx7csni7v0l1qsyYLHqMPnUMaw9eFHXsl3OuqRUGVUHdKbqt26PBd0rJu5fZftPjrLHmzqOualrqE/COJP3tITUucw5b3WExqaOrY5rJic0turg11R/7iSW1fFCh7Lb5rRL2Wu66uOt41ymvntT6vg+Tmnq5SZltiurjhe+VF1uqn+nXpyR8xxUx3Wa0tQzY5uujZz9VX0/rKPc1Pd2Pz+DVaHz20+d5Q0CM5kAAAAAyGaQCQAAAIBsff9zOQAAAIAtCP6eFWYyAQAAAJCtUxRFa8bTxsfHY3R0NFbE8THUmdd0dRrTVMBdjqrLqDpwtu3qOEc52l4/oHp1hMv2i9tPfHTXst0uuKFrWR0B11WrOvy27EtLcgKoU5oKWm5TkD2U1VRAP+VV1fYTxYZYGefG2NhYjIyMVFG1nrBp3OHgv3hXzB2eX1u5k+vXxdUfeWPft7eZTAAAAABkM8gEAAAAQDbB3wAAAMBgEfw9K8xkAgAAACDbQM5kyglKqyMIterAvDqC+qqucyoEdJdVlRZRi7Lt3PaQxDbXr+rg1pxA2zrUcQ8S+Fle1d8nbWq/NtWl7ZIvoUic36rDrOuQvPZTK5bsz3NXr53xtlVrqo+XLbdf7iVUq47zXfUzRNky+qUvt+kc9UubzqoBmV1UJzOZAAAAAMg2kDOZAAAAgMHVKTZ+6ixvEJjJBAAAAEA2g0wAAAAAZOuJn8vVEVKdU0ZOyHDVdakj3K3qY6t627L7q0PV562ONpjtYNo6gh5z2jMV8l3HywJSckLiq76n5ai6Deq4R9YR0FzHuaw6KL6O4PkcVYfWN9V3mzrnneWHdC0r++KDNr08pKymwnnreEas8tiauu6rvg5SL/ZIBdHX8fzR1P7qKKOpbdvUVoK1e0gR9QZ/+7kcAAAAAJTTEzOZAAAAAKoi+Ht2mMkEAAAAQDaDTAAAAABk6xRF0ZpJW+Pj4zE6Ohor4vgY6sxrujo0KBU+WnU4Y5ukjnftwYu6lu12wQ1dy1JBlmWDWmdbEwGlvWDQjjdFG7Q/RLss5zIvMLsX9cu9Pad+g3bOgf6x+b1vYmp9XHDzR2NsbCxGRkYarFW9No07HPrSd8XcnebXVu7kveviyn99Y9+3t5lMAAAAAGQT/A0AAAAMFMHfs8NMJgAAAACymckEAAAADJbit586yxsAfT/I1PbQSbZxjhLhmRM5+6vhnOcEoUYi1HyXRBtMtihodP2xR3QtW3jFTTPa16Bdk1Ufby/e59pev5RUO5cN3k+FBKeu+15sl16sc9WSL6ZooB51KXvOe7FvlA7kL/ndm/Mik6pfDlB2fzPdf446jvXuw5Z1LRs+77JS+8tRR0h8Lz4H5Ch7XaXkvDCn7HNAStn61fEShc23nSg2zHg/sC1+LgcAAABAtr6fyQQAAACwBT+XmxVmMgEAAACQzUwmAAAAYKB0io2fOssbBK0cZLrj+UfG3J3mT/978dV3dq2zbo8FXcvm33JP17JUMGPZ0LZUQFvZ9VLhgqlQ5P/9p127lu151vyuZWtOXNe1bL/3dvfStQcv6lq27gGd7mW7dm+79DvdMaWpQMSygc9lg/WqDiZM7a/q0MWyIb4pOcdbNlw2J0AzJ1xw636f6hdZAekJVQc4ptQRwpgjJwi1n4NBq5Zsq5Ltl7z35VaoxWYaMByRvqbLfuenpLYt+5KCOgKuyz6TpI4j5eajuh/tUt/vaw+a17Vs709fX6qMH715r65lu10yt2vZ+LF3dS3b6Xvdzynzf9X9TLLzr7rr/JsHdB/bLmdd0rUs5zklJfXdm3oOSD2DpY5jeFW5/pLz/ZbS5vt9Hc+Cww0dfx0vaGnzuZ0NWd+pFQVm7+j+cr7zB+380vv8XA4AAACAbK2cyQQAAAAwawR/zwozmQAAAADIZiYTAAAAMFA6RRGdor7pRXWW1aROUbTnSMfHx2N0dDRWxPEx1OkOpKQd6ggPrrqMnLDpOsqtWk65TdRZIDX0vzZd54NWl5yXHFStTW1ftabauR/atO3PX/3QxtvSz8fGfZsoNsTKODfGxsZiZGSk6erUZtO4w2EveOcWLxybbZP3rosrPvF3fd/efi4HAAAADJaigU+Gf/iHf4hOpxOvetWr8nY0ywwyAQAAALTUZZddFh/96EfjoQ99aNNVuU8GmQAAAABqMD4+vsVn/fr1213/rrvuihNOOCE+9rGPxS677FJTLWfOIBMAAAAwUDpF/Z+IiL333jtGR0enP+9+97u3W8+TTjopjj322DjmmGNqaJV83i5XgV4LWc7VVCBpTnh3WTlh4DnlllW2LjnnqIn+16brpY7ruRev+6r1S7h/jjbVpU3qaJc2tXMddRm0421KU99l/dCmbQ+d74c23pZ+PrZ++Z7NealAv7RBv7nxxhu3CP4eHh7e5rqf/vSn4/vf/35cdtlldVStEgaZAAAAgMFSQRj3DpcXESMjI6XeLnfjjTfGK1/5yjj//PNj/vz63oKXyyATAAAAQItcfvnlceutt8bhhx8+vWxycjK++c1vxqmnnhrr16+PuXPnNljDNINMAAAAAC3yhCc8Ia688sotlr34xS+Ogw46KF73ute1coApwiATAAAAMGA2D+Ouq7wdsWjRojjkkEO2WLZw4cLYddddu5a3SSsHmTqHPyQ6c3/3m8O5q9d2rTO5ZHHXsmLVVd37Wt7d+Kn1ygaqpcq97eBFXct2u6DctnfvsaBr2Q1v3qtr2b5fnnnvv/mo7tM8/9edrmV7f/r6rmW9GEhax/6aCtEb9KC+Os5FHdsO+nmMaO66b1Pbt6kuVUt9904kvnupXqrt1yaeUxZffWfXsrLPW6n1rj1p365l+7/xkq5lqXv2jc/dr2vZvY/srt/IeffrWrbbBTd0LSur7LNkyvpjj+ha9psHdD9v7XJWdxv087XfFtqYiP7pB4P+YgB6TysHmQAAAABmTUPB3zlWrlyZv5NZNqfpCgAAAADQ+8xkAgAAAAZK2zOZepWZTAAAAABka+VMprlrbo+5c4an/50MLCsZYlY2wLFsKFqqwXZJlDGR2jhRxnBitQPPK1WVpFSg5v7nlQzEnXmxrdJUKHdT5fYa7QT9JXlNZ4R89+L9oE33tdRzzy6rEusltk09B6See1LH9qAPJVYs2S5L3l/yGazqds54mcTweZd1L0sU0aa+UfZlOED12nQvgNnWykEmAAAAgFnTg8HfvcDP5QAAAADIZiYTAAAAMHAGJYy7TmYyAQAAAJCtZ2cyNRWe1vaAtlT9ejForu11FtqZrsu6PRZs8e+FV9zUtU7VbdemfpHS9r7cdm1vv7LX5Ppjj+halgoObvvxktbP56jsc0Udqm7nsseRc13mPJel7i9zV6+dcRmR2HbrcPa7D1vWtUrZ7/Kq719V76+pZ6ic66Wf7y1lle0HZdu5jvtIqozSL5lq6DigSj07yAQAAAAwI0Wx8VNneQPAz+UAAAAAyGYmEwAAADBQOkW9wd+DEjJuJhMAAAAA2Xp2JlNOeFoq1PCGp3W6lu375e6hxlT4YUrVYWxlwx9vO2bfrmW7XXBD17LbT3x0qXJT26bkBEDmrDe5ZHF3ZRLtUnWIXlMhhE2FfKek+t/wqi2PYyKxXU6QZ9Xb5qg69LTsvermo7pv2/e/pnt/i6++s2tZVmBsQmrb1X/zmFLbrtu1+/669DuJHpMIx25K8vwmrsnUekOp744aQnLLSt5LE9YevKhr2R0P7l7vQR/qXtaLIaVl2/Tak7q/ex/0oe7vz9R3dErq+m1TQHHZkOqU1c/dr2vZkvdfPOO6pOT0taqvwdR9vHPLPV3Lbi/ZN3ZLhXcnzPQ4hlOBxYn16nhJQdX7a+oZqqmX8jT1Iomqy80J2a9D1ee3F78rYWs9O8gEAAAAMCPFbz91ljcA/FwOAAAAgGxmMgEAAAADpTO18VNneYPATCYAAAAAsnWKomjNLwPHx8djdHQ0VsTxMdSZ13R1GgudrEPbwwBzwkdLB4QnpEIhm2qrsmHvKW0Oj1x/7BFdy4ZbHu5cVlPhnv2ijmD31L2gqeu+6jD6lDb1tbKhyKkXbNRxbdXxUoJeLKPsNZP6ziobtNz256067i8pdTwfba3sMaRU/bKTftb2Pl9WHfelftHU8+V9rTdRbIiVcW6MjY3FyMjIjOvYazaNOxzx9HfE0Lz5tZU7sWFdXPbFN/V9e5vJBAAAAEA2g0wAAAAAZBP8DQAAAAyUTrHxU2d5g8BMJgAAAACy9f1MpqoD6eoIaq1D1eGodUjVORU0OpEK2Sy5vzZJBm02FHQ70zKSfaWGkO+cgMmq+0XVwa39LOd4S2/bUD9oqow6lL3eUoHCZUO+U5q6VlPHkfzeaehFF5VfRyX3VzYcunS5Dclq04r7bi3nd2sVv2yhju/ANr3Mpmxwek7Aeo46+lTZ85sTqF9WTpvmvEho3R4LuhdW/PzbpvtmTyuKjZ86yxsAZjIBAAAAkM0gEwAAAADZ+v7ncgAAAACbE/w9O8xkAgAAACBb389kygkQbSqct00Bhil1hI+WVTbQr+oQ95ywxxxVh9bP9nr9HErYpnDxNqn6XtDUvaWs1MsH5q5eW2rbOq7Tsuroz6n74USpLZuTE4Rd9mUVkegv/XIvyfmuzPmOruMlAm26BnPKKFNm2ZeslFX1M1nOOcvZX0ry/p86txkvC8hRR/+u/L7U0H9n5dz/h3e4VrOn7d8TjSt++6mzvAFgJhMAAAAA2fp+JhMAAADA5mQyzQ4zmQAAAADIZpAJAAAAgGx+LreD6ghPa3t4a9XbllV1YGPlYe8NtUHV57eJYMeqwy6bCEvd1nqDFrhYx/GmQmirDtkvq44w6zaFwZZVNhC9qZDlqvViCHTZcu8+bFmpbeffck/XsmQ4dJ+Emletzc+Xddxfm/rebupZIyfoPKeMOp7x2vQCi5RBu7dwH4pi46fO8gaAmUwAAAAAZDOTCQAAABgogr9nh5lMAAAAAGQzyAQAAABAtp79uVxTYXE521Ydeld1aGDZMN2mAv1SJpcs7l7YosDoHDlh0yl1BPuWCQdtU4Bv2bq0PcA3515QeQB+STl1riOENlW/1P0mFWad0kSgfl2SfTx1jmrop236ns1pl1T91h97RNeyhVfcVGrbnGt6YakttyHjHOWo+vzedsy+XcsWX31n9/4y6lKHMoH8VZ+fqu+bVX8/9eR9pIb7Yc7LG3Kezet4yU8d5ZYto45z2abn7lYqfvups7wBYCYTAAAAANl6diYTAAAAwEwI/p4dZjIBAAAAkM1MJgAAAGCwTBUbP3WWNwA6RVG05kjHx8djdHQ0jln68hiaMzy9vE2hbZQnaI4cvdh/qg4GLRuY2qbg9JQ66temulSt6n7V9u/UXrz2m1L2vlFHWH5ZvRjc3Cb9chwz1ab7YR3b5ij7soCymvoub+o7puqQ9Byz2fYTxYZYGefG2NhYjIyMzFo5bbNp3OExf/i2GJo3v7ZyJzasi4vPf2vft7efywEAAACQzc/lAAAAgMFS/PZTZ3kDwEwmAAAAALKZyQQAAAAMlE5EdGqcXdSpr6hGtXKQaXLPXaIzd7MArpJhbClVB5ymAjXX7bGga9nweZeV2l9ZZcPnyob83XbMvl3LFl99Z9eynJDhNoX93n3Ysq5lqXbJCf5rKtgxFThYNuR1tkOBU+1e1lDi/NRxLsoGOKb2V3kIaKqMUiXk3dNS/SfVLpOJ/ZXdNtWmZa/TVJ2j4pDNsnKCQVNtdfuJjy5V7uKrE22QMJEoI/U9kZT4HksdR6qflpXcX+Jc9kvYcart599yT9eyVN/IuW80JXV+U32yrJzvgLKSfTIh5xzVERQ807Zq0/NN2WD79SWfNTqJa63sfwjl3NfrCJVObVs25LupZ9WqX2RStk3L/vdT6jk05zhy7i1l9fNLUOgtfi4HAAAAQLZWzmQCAAAAmDVFsfFTZ3kDwEwmAAAAALKZyQQAAAAMlE5Rc/D3YExkik5RtGfO1vj4eIyOjsaKOD6GOvN2ePt+CQZtk35u034+NsqpOvi86v7T9j6qfu2nDZrTprDkNoU5kzZI56Pt371tLzel6gD8th9b2f216RoqG2Rfx8t7ttim2BAr49wYGxuLkZGRHd6+V20adzj6D06OoaH597l+VSYm1sW3v35y37e3mUwAAADAYCl++6mzvAEgkwkAAACAbAaZAAAAAMjm53IAAADAQOkURXRqjKius6wm9ewgU06YXR2hmFWH2ZWVc2wpqW07yw/pWjZ39dquZakwu9R6dbRpUyHNKXWE/LUl/LDqepTdX6qPpto4py5VB1Gm6jxRsl/kKNtWvRjU2qbAzzr02v1hNrQ9nLepe2IdBu3YUqp+nmnimq6j3VPPQZ2Kn43uPmxZ17KFV9xUqi5VPy+U1dT3bM5/U+XUpWxfbtO9IEeyzjU8h0ITenaQCQAAAGBGpn77qbO8ASCTCQAAAIBsBpkAAAAAyObncgAAAMBAEfw9OzpF0Z4jHR8fj9HR0VgRx8dQZ952160jYDKljoDwfgnCJm39sUeUWm/4vMtmuSbV27pftT0YOkcdIft1hM02dY568Zz3M+cjTy9eH3W8oKTtL1op+yKTqtsgFTadUnVdALY2UWyIlXFujI2NxcjISNPVqc2mcYfH/v5bYmhofm3lTkysi29+6+19395mMgEAAACDpfjtp87yBoBMJgAAAACymckEAAAADJai2Pips7wBYCYTAAAAANl6diZT1cGHOftratuc/QmOzJMTUtqmQO+2hP32Yn/MudbqCNyten9tqgt52nLdb0vb65fSi9dH1aH/OeetqXtTHSHfyf2VbZeKyy3z3ZNzbst+t1VdbkpTwfY5ZZQNiS9WXVVqf/SmOu65MNt6dpAJAAAAYCY6xcZPneUNAj+XAwAAACCbmUwAAADAYBH8PSvMZAIAAAAgm5lMPUy4W3P6JYCvF8Nqe00dAY5CItuv6rav41w21V/6pU/WcU3XoZ9fKNKm78CcEOm2nKOm2rPt96qc+lUd8l3180Id4ef98ixUdbm9eM9lcBhkAgAAAAZKZ2rjp87yBoGfywEAAACQzUwmAAAAYLAI/p4VZjIBAAAAkK1TFO0ZThsfH4/R0dFYEcfHUGdeJftsU3gmeZxLoEnuQfSqNoXp9nNofZu0uQ3aXLdcjo1eM1FsiJVxboyNjcXIyEjT1anN9LjDEX8XQ0Pzayt3YmJdrLzsnX3f3mYyAQAAAJDNIBMAAAAA2QR/AwAAAAOlUxTRqTE9qM6ymmQmEwAAAADZenYmU9nwuV4MpEsdW0ovHluOpo63jsDUstuWldNWVda5qXYqGzZbhzr6bZsCd1OqPkdN3QvadM9t+7lsexn9rOr2a8v3yY5s21Sd26TK74A29am2a9N3b9XadF216bmiqWOjIkWx8VNneQPATCYAAACAFnn3u98dRxxxRCxatCh23333ePrTnx7XXHNN09W6TwaZAAAAAFrkG9/4Rpx00knx3e9+N84///zYsGFDPPGJT4y777676aptV8/+XA4AAABgRoqImKq5vIgYHx/fYvHw8HAMDw93rf5f//VfW/z7zDPPjN133z0uv/zyeOxjHztr1cxlJhMAAABADfbee+8YHR2d/rz73e8utd3Y2FhERCxevHg2q5etUxTtSZ8aHx+P0dHRWBHHx1Bn3vRyAWhQnyqvt7ZfuzmBkL0YvNxZfkjXsrmr15batk3nDegNbX8pQb/Qfgwafb46E8WGWBnnxtjYWIyMjDRdndpsGnf4g4e/Pobmzq+t3InJdfH1H/xD3HjjjVu097ZmMm1uamoqjjvuuLjjjjvi29/+9mxXNYufywEAAADUYGRkZIcH9U466aS46qqrWj/AFGGQCQAAAKCV/vIv/zK+8pWvxDe/+c3Ya6+9mq7OfTLIBAAAAAyWIiLqTA/awaKKooi/+qu/ii984QuxcuXK2H///WenXhUzyAQAAADQIieddFJ88pOfjHPPPTcWLVoUa9asiYiI0dHRWLBgQcO127aeGGSqOsitjiDKNgXStaku/SLVpncftqxr2cIrbupa1vZ+UOW1MLkk8eaDFvW9nHOR2jYVrF2sumrGZeTcq1ImEnWZKFkuvansuUxdq6lQ+Jxrpurro2pl65dzXabauY42aOo5oGwZnknytLn92hT+3qbn4X5pl7Lbpu6vKTn33KZUXb+2H2/fKYqaZzLtWFmnnXZaRESsWLFii+VnnHFGvOhFL6qoUtXriUEmAAAAgEFR1DkAViGDTAAAAMBgmYqITs3lDYA5TVcAAAAAgN5nkAkAAACAbJ2iRT/0Gx8fj9HR0VgRx8dQZ16tZbc9WK8OpcODW1Tntisb/Fp1wG7V2t53q9SmMM4cbX9xQdvbryltP28Q0a6+1qa6tMlMv8sEFhMxCy8eadFzVL8851VlotgQK+PcGBsbi5GRkaarU5tN4w5POORvY2jucG3lTkyujwuvem/ft7eZTAAAAABkE/wNAAAADJai2Pips7wBYCYTAAAAANkMMgEAAACQrWd/LldHOGrVQdh1hMpVfWx1aFOwXtVhgKmQ72LVVd3bZtSlDv0YdLgtOddzm+T02zruVW1vv6a0vU3bdF+iOW065zl16Sw/pGtZ6ju6F830uyznGm9Tvxg0TX1H11FGHf89lrNe2/nevg9+LjcrzGQCAAAAIFvPzmQCAAAAmBEzmWaFmUwAAAAAZDOTCQAAABgsUxHRqbm8AdCzg0xVh9qWLaNqVZfRpmMrqxfrUna9nADROsKXczRRlzoC/1N6MRy26uOdTJWRWFZ1H2h7ny8r53quow2q/v4kLacPlX2RRNX9NEdOYG8d/X7u6rXdZVRaQlrVQcZVco2X16bvpzadNy8KaRftRxP8XA4AAACAbD07kwkAAABgJjpFEZ0aw7jrLKtJZjIBAAAAkM1MJgAAAGCwFMXGT53lDQCDTNvRpkC/ftFUm7YpODdHm/pfrwWS5mzb9pDvlDqOt46A3H7u8216UUOb2nnQlA29Lhvy3aZzWcc9O6cNmgocb9M5YuZyzmPbr90c/XIcbdfPfYje5+dyAAAAAGQzkwkAAAAYLFNFRKfGn7BNDcbP5cxkAgAAACCbmUwAAADAYBH8PSv6apCpjmDGVMhaHXUpW25K2eOYXLK4a9nc1WtL7S+nLnVoqtzO8kO6luWEt/ZayF8d/bbNxz8byvapQZNql3V7LOhatvCKm7qWDVofSnFt1aPqsPe2n6O2h2iX/Y7KOY6qvwerNtP65XxH9+szz7b0y3HUoZ9fEFS1ttePwdZXg0wAAAAA963mmUwxGDOZZDIBAAAAkM0gEwAAAADZ/FwOAAAAGCyCv2eFQaYK1BG8VktQZmLZRKWlltc3AXwtDzid7cDUNgW81qGW0FMh30mp8PPhxHo597ScFz/U8dKInGu8F8N5e/F7ohdV3a/apF/Cu3NUWb9+Cbav+t7S9me3pvaX8x1TVh3fgW3Si3WmPxlkAgAAAAbLVBG1hnFPDcZMJplMAAAAAGQzyAQAAABANj+XAwAAAAZLMbXxU2d5A6BnB5maClFN6Sw/pGvZ3NVrS22bql9qf6lQ27LqCCOeXLK4a1mqzqlt7z5sWfd6V9w04/o1pe3hqP0awt2mcOKqy21LG29L26/JHFUHklYdZlpH2GpZTZ3zfulrbZJ6/ojE80wd99229/Gc67dsGU1o0329qZDqtgdht0kdL7oYtO+YnPZre39hcPTsIBMAAADAjBTFxk+d5Q0AmUwAAAAAZDOTCQAAABgsU0VE1Di7aMpMJgAAAAAopSdmMjUVhFc6zDqxbU79yoZ85wQYVh1qmxNMPnzeZV3LJkuGn9cRAF9W1WW0KdC6yjKaCh0etODIXlTHSwqq7i9NBWY3dc30YjAt5c9b6nt2YlZqtKU6QrSrfu4p+4xY9mUubbm22nQ99+ILS9rUflWrIzi9X/TzS1+gjJ4YZAIAAACojODvWeHncgAAAABkM5MJAAAAGCxF1DyTqb6immQmEwAAAADZOkXRnh8Gjo+Px+joaKyI42OoM6/WstsSuLgjqq5zL7YBeZzz2df2Nm57cHy/BuD3gkE7XsjlmoH+0c/X8+bHNjG1Pi64+aMxNjYWIyMjDdaqXpvGHY5Z8vIYmrNTbeVOTN0bF6zu//b2czkAAABgsAj+nhV+LgcAAABANjOZAAAAgMEyNRURUzWX1//MZAIAAAAgm5lMv1V1YHbVZeTsr2xwndDwetQRZFzHOW9CU9daSr+0cR31yymjqZDvsnVJEUJej5z7wfpjj+haNnzeZdl12lyb7lfUI+dcdpYf0rVs7uq1lZZBe/TzPbypFxOVveem9PN/F91XXSaKDXVWp31kMs0KM5kAAAAAyGaQCQAAAIBsfi4HAAAADBY/l5sVZjIBAAAAkM1Mpgq0PaivjrDatrdBStvDg3uxTWdbm9qkTXUZNEK023WvakpO/aoO+U7pl9DYNumXdkkGFJcM+a463Hjr/aXWqTqUPLW/lGLVVaW2Ta2XUseLV8qq4/5Qtq2qfklB1W3ai8/NTd3/++UeWaupIiJqnF00ZSYTAAAAAJRikAkAAACAbH4uBwAAAAyUopiKopiqtbxBYCYTAAAAANk6RdGe9+iNj4/H6OhorIjjY6gzr5J9Vh2A1vb9UV4d5zKlqZBJZl/VYY0pwh8HTy+eS9+V7VJ14HG/3K/00/7Q9nav+nrJKbft7dKm+g2KiWJDrIxzY2xsLEZGRpquTm02jTs84f4vjKHOTrWVO1HcGxfe8fG+b28zmQAAAADIJpMJAAAAGCxFERE1/rCrPT8im1VmMgEAAACQzSATAAAAANn6Pvib9hP8l0f7AeRr0720TXWpWpteugEw6AY++HvRCfUHf995Tt+3t5lMAAAAAGQT/A0AAAAMFsHfs8JMJgAAAACyGWQCAAAAIFvP/lyu7aGYba9fSlN1LltGHfXrLD+ka1mx6qpKy2i7JvpB2TLLBrxWrWxdctbrFznnqE33gpxy29436ii3F/t9U+eojiDsNrW9MPXq9eux9fM9kjy+Z6lKMTUVRWeqvvKK+spqkplMAAAAAGTr2ZlMAAAAADMi+HtWmMkEAAAAQDaDTAAAAABka+XP5YaW7hlDc4ar2VcNQcHXnrRv17Kl35noWrYwsW0qBC4VPj139dquZZNLFpdar59VfX4nMkK+U3VJnaOyQeJlj63qIMGc8OUyUm0SJfttHYG7tx3TfT0vvrraOucEVuZc900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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 e9f87aae343a0baa23d0b2d45a952357337c1c6a Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Tue, 10 Jan 2023 15:16:49 -0800 Subject: [PATCH 20/36] Turned off authentication code, as it is not needed for visual coding files --- docs/visualization/visualize_unit_responses.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index 748fbdc4..1bc8b24b 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -72,8 +72,8 @@ "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']" + "authenticate = False\n", + "# dandi_api_key = os.environ['DANDI_API_KEY']" ] }, { From 05ba2de2f580f9d80e36c97f1275f4422e521ef7 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Wed, 11 Jan 2023 10:18:25 -0800 Subject: [PATCH 21/36] 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 22fc999e1fcdbe627a79358fa55b73669e0ac09b Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Wed, 11 Jan 2023 14:12:20 -0800 Subject: [PATCH 22/36] Changed back to download and changed files to use illusion rather than visual coding --- .../visualize_unit_responses.ipynb | 587 ++---------------- 1 file changed, 61 insertions(+), 526 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index 1bc8b24b..afda6661 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -5,7 +5,7 @@ "id": "740a0b46", "metadata": {}, "source": [ - "## Visualizing Neuronal Unit Spikes" + "# Visualizing Neuronal Unit Spikes" ] }, { @@ -34,21 +34,18 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 13, "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" @@ -59,85 +56,87 @@ "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." + "### Download Ecephys File\n", + "Change the code to download the file you're interested in. Set `dandiset_id` and `dandi_filepath` to correspond to the dandiset id and filepath of the file, respectively. If you're accessing an embargoed dataset, change `authenticate` to True, and change `dandi_api_key` to your dandi api key. If you want to stream a file instead of downloading it, checkout [Streaming an NWB File with fsspec](../basics/stream_nwb.ipynb)." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 14, "id": "faa81fb6", "metadata": {}, "outputs": [], "source": [ - "dandiset_id = \"000021\"\n", - "dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n", - "authenticate = False\n", - "# dandi_api_key = os.environ['DANDI_API_KEY']" + "# dandiset_id = \"000021\"\n", + "# dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n", + "dandiset_id = \"000248\"\n", + "dandi_filepath = \"sub_1171903433/sub_1171903433sess_1181330601/sub_1171903433+sess_1181330601_ecephys.nwb\"\n", + "authenticate = True\n", + "dandi_api_key = os.environ['DANDI_API_KEY']\n", + "download_loc = \".\"" ] }, { "cell_type": "code", - "execution_count": 3, - "id": "2133c3d2", + "execution_count": 15, + "id": "6f3884c6", "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" + "Got dandiset DANDI:000248/draft\n" ] } ], "source": [ + "filename = dandi_filepath.split(\"/\")[-1]\n", + "filepath = f\"{download_loc}/{filename}\"\n", + "\n", "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}\")" + "print(f\"Got dandiset {my_dandiset}\")" ] }, { "cell_type": "code", - "execution_count": 4, - "id": "0ae496b0", + "execution_count": 16, + "id": "91aa3183", "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" + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn [16], line 3\u001b[0m\n\u001b[0;32m 1\u001b[0m file \u001b[38;5;241m=\u001b[39m my_dandiset\u001b[38;5;241m.\u001b[39mget_asset_by_path(dandi_filepath)\n\u001b[0;32m 2\u001b[0m \u001b[38;5;66;03m# this may take awhile, especially if the file to download is large\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m \u001b[43mfile\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdownload\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDownloaded file to \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfilepath\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\dandi\\dandiapi.py:1409\u001b[0m, in \u001b[0;36mBaseRemoteAsset.download\u001b[1;34m(self, filepath, chunk_size)\u001b[0m\n\u001b[0;32m 1407\u001b[0m downloader \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_download_file_iter(chunk_size\u001b[38;5;241m=\u001b[39mchunk_size)\n\u001b[0;32m 1408\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(filepath, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwb\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m fp:\n\u001b[1;32m-> 1409\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m chunk \u001b[38;5;129;01min\u001b[39;00m downloader(\u001b[38;5;241m0\u001b[39m):\n\u001b[0;32m 1410\u001b[0m fp\u001b[38;5;241m.\u001b[39mwrite(chunk)\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\dandi\\dandiapi.py:1391\u001b[0m, in \u001b[0;36mBaseRemoteAsset.get_download_file_iter..downloader\u001b[1;34m(start_at)\u001b[0m\n\u001b[0;32m 1388\u001b[0m \u001b[38;5;66;03m# TODO: apparently we might need retries here as well etc\u001b[39;00m\n\u001b[0;32m 1389\u001b[0m \u001b[38;5;66;03m# if result.status_code not in (200, 201):\u001b[39;00m\n\u001b[0;32m 1390\u001b[0m result\u001b[38;5;241m.\u001b[39mraise_for_status()\n\u001b[1;32m-> 1391\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m chunk \u001b[38;5;129;01min\u001b[39;00m result\u001b[38;5;241m.\u001b[39miter_content(chunk_size\u001b[38;5;241m=\u001b[39mchunk_size):\n\u001b[0;32m 1392\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunk: \u001b[38;5;66;03m# could be some \"keep alive\"?\u001b[39;00m\n\u001b[0;32m 1393\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m chunk\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\requests\\models.py:816\u001b[0m, in \u001b[0;36mResponse.iter_content..generate\u001b[1;34m()\u001b[0m\n\u001b[0;32m 814\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mraw, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m 815\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 816\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mraw\u001b[38;5;241m.\u001b[39mstream(chunk_size, decode_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m 817\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ProtocolError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 818\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m ChunkedEncodingError(e)\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\urllib3\\response.py:627\u001b[0m, in \u001b[0;36mHTTPResponse.stream\u001b[1;34m(self, amt, decode_content)\u001b[0m\n\u001b[0;32m 625\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 626\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m is_fp_closed(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fp):\n\u001b[1;32m--> 627\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mamt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mamt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdecode_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdecode_content\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 629\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data:\n\u001b[0;32m 630\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m data\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\urllib3\\response.py:566\u001b[0m, in \u001b[0;36mHTTPResponse.read\u001b[1;34m(self, amt, decode_content, cache_content)\u001b[0m\n\u001b[0;32m 563\u001b[0m fp_closed \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fp, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mclosed\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m 565\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_error_catcher():\n\u001b[1;32m--> 566\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fp_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mamt\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m fp_closed \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 567\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m amt \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 568\u001b[0m flush_decoder \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\urllib3\\response.py:524\u001b[0m, in \u001b[0;36mHTTPResponse._fp_read\u001b[1;34m(self, amt)\u001b[0m\n\u001b[0;32m 522\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 523\u001b[0m chunk_amt \u001b[38;5;241m=\u001b[39m max_chunk_amt\n\u001b[1;32m--> 524\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mchunk_amt\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 525\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m data:\n\u001b[0;32m 526\u001b[0m \u001b[38;5;28;01mbreak\u001b[39;00m\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\http\\client.py:463\u001b[0m, in \u001b[0;36mHTTPResponse.read\u001b[1;34m(self, amt)\u001b[0m\n\u001b[0;32m 460\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m amt \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 461\u001b[0m \u001b[38;5;66;03m# Amount is given, implement using readinto\u001b[39;00m\n\u001b[0;32m 462\u001b[0m b \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mbytearray\u001b[39m(amt)\n\u001b[1;32m--> 463\u001b[0m n \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreadinto\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 464\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mmemoryview\u001b[39m(b)[:n]\u001b[38;5;241m.\u001b[39mtobytes()\n\u001b[0;32m 465\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 466\u001b[0m \u001b[38;5;66;03m# Amount is not given (unbounded read) so we must check self.length\u001b[39;00m\n\u001b[0;32m 467\u001b[0m \u001b[38;5;66;03m# and self.chunked\u001b[39;00m\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\http\\client.py:507\u001b[0m, in \u001b[0;36mHTTPResponse.readinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m 502\u001b[0m b \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mmemoryview\u001b[39m(b)[\u001b[38;5;241m0\u001b[39m:\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlength]\n\u001b[0;32m 504\u001b[0m \u001b[38;5;66;03m# we do not use _safe_read() here because this may be a .will_close\u001b[39;00m\n\u001b[0;32m 505\u001b[0m \u001b[38;5;66;03m# connection, and the user is reading more bytes than will be provided\u001b[39;00m\n\u001b[0;32m 506\u001b[0m \u001b[38;5;66;03m# (for example, reading in 1k chunks)\u001b[39;00m\n\u001b[1;32m--> 507\u001b[0m n \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreadinto\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 508\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m n \u001b[38;5;129;01mand\u001b[39;00m b:\n\u001b[0;32m 509\u001b[0m \u001b[38;5;66;03m# Ideally, we would raise IncompleteRead if the content-length\u001b[39;00m\n\u001b[0;32m 510\u001b[0m \u001b[38;5;66;03m# wasn't satisfied, but it might break compatibility.\u001b[39;00m\n\u001b[0;32m 511\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_close_conn()\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\socket.py:704\u001b[0m, in \u001b[0;36mSocketIO.readinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m 702\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m 703\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 704\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sock\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrecv_into\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 705\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m timeout:\n\u001b[0;32m 706\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_timeout_occurred \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\ssl.py:1241\u001b[0m, in \u001b[0;36mSSLSocket.recv_into\u001b[1;34m(self, buffer, nbytes, flags)\u001b[0m\n\u001b[0;32m 1237\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m flags \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m 1238\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m 1239\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnon-zero flags not allowed in calls to recv_into() on \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m\n\u001b[0;32m 1240\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m)\n\u001b[1;32m-> 1241\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnbytes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbuffer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1242\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 1243\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mrecv_into(buffer, nbytes, flags)\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\ssl.py:1099\u001b[0m, in \u001b[0;36mSSLSocket.read\u001b[1;34m(self, len, buffer)\u001b[0m\n\u001b[0;32m 1097\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m 1098\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m buffer \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 1099\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sslobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbuffer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1100\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 1101\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sslobj\u001b[38;5;241m.\u001b[39mread(\u001b[38;5;28mlen\u001b[39m)\n", + "\u001b[1;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ - "fs = CachingFileSystem(\n", - " fs=fsspec.filesystem(\"http\"),\n", - ")\n", + "file = my_dandiset.get_asset_by_path(dandi_filepath)\n", + "# this may take awhile, especially if the file to download is large\n", + "file.download(filepath)\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()" + "print(f\"Downloaded file to {filepath}\")" ] }, { @@ -151,31 +150,23 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, + "id": "ac9d9572", + "metadata": {}, + "outputs": [], + "source": [ + "io = NWBHDF5IO(filepath, mode=\"r\", load_namespaces=True)\n", + "nwb = io.read() " + ] + }, + { + "cell_type": "code", + "execution_count": null, "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" - } - ], + "outputs": [], "source": [ "# this may take awhile when using file streaming\n", "units = nwb.units.to_dataframe()\n", @@ -184,457 +175,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "ce0e64b4", "metadata": { "scrolled": true }, - "outputs": [ - { - "data": { - "text/html": [ - "
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waveform_durationcluster_idpeak_channel_idcumulative_driftamplitude_cutoffsnrrecovery_slopeisolation_distancenn_miss_ratesilhouette_score...local_indexspreadwaveform_halfwidthd_primepresence_ratiorepolarization_slopenn_hit_ratespike_timesspike_amplitudeswaveform_mean
id
9509211870.6043554850249267481.800.4255742.209140-0.11843017.5375710.0094960.036369...450.00.3571192.9622740.990.3817160.473829[1.0439430431793884, 1.543311060144649, 2.7287...[0.0001908626967721937, 0.00016134635752077775...[[0.0, 0.5961149999999966, 5.378099999999993, ...
9509211720.5219433850249267681.530.3900981.959983-0.10972914.6776430.0038570.103446...340.00.2609722.0678100.990.5366630.445946[10.406435026164546, 17.127986534673788, 18.48...[0.00014485615850768024, 0.0001722424107984555...[[0.0, -1.341600000000002, -0.4586399999999933...
9509211520.46700228502492671070.710.5000002.522905-0.10986715.7836650.0177760.027818...250.00.2472362.2200430.990.5665590.284058[1.2775103414155262, 2.3915133536963493, 3.701...[0.00014859435856024575, 0.0001531048673600236...[[0.0, -0.6427199999999993, -2.836079999999998...
9509211350.4670021850249267253.420.5000002.803475-0.15037926.6669300.0237420.076530...140.00.2335012.3392060.990.6690900.590737[9.473732504122962, 13.198542576065163, 18.302...[0.00032386170367170055, 0.0004518112387675137...[[0.0, -3.2800950000000078, -6.087510000000009...
9509211110.4395310850249267141.820.0180564.647943-0.32872766.9010650.006595NaN...030.00.2197654.3959940.991.2614160.952667[1.1677100445138795, 1.1707767194728813, 1.349...[0.00015644521007973124, 0.000214412247939483,...[[0.0, -0.9291749999999945, -6.120270000000007...
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9509588270.686767327850256505425.470.0132621.197137-0.03392447.1009340.0005690.003954...32370.00.2197653.4950390.990.1661950.562500[56.68879155534432, 56.71539151930708, 140.382...[7.006826592238747e-05, 6.896932990521833e-05,...[[0.0, 1.456064999999999, -2.1444149999999933,...
9509588170.535678326850256505391.970.0292592.162418-0.04588944.8719380.004134-0.030602...32250.00.1648243.5350950.960.3746900.618474[32.77642395146384, 53.25072954651286, 53.3577...[7.075155819535531e-05, 7.864810630992507e-05,...[[0.0, 5.052254999999994, -0.3732300000000003,...
9509580150.576884236850256505195.000.0038443.398071-0.07289043.3409400.001142-0.127013...23240.00.1373534.9776630.920.6346950.767932[171.13333650757914, 614.5358357924764, 895.59...[9.143536229559716e-05, 0.00010639289111014194...[[0.0, 7.7005500000000175, 12.612210000000019,...
9509580380.137353239850256507132.760.0016283.938438-0.12115284.5937340.0001010.250970...23540.00.0824126.0115250.710.6139760.995134[2625.1812451333517, 2625.195478447402, 2625.2...[9.332805407085107e-05, 0.00011217241356378219...[[0.0, -1.2247949999999905, 3.6318750000000044...
9509580640.604355242850256511314.210.0848673.099177-0.06409349.1702110.0019850.153596...23860.00.1510894.1928060.990.4263580.947028[8.229957206651436, 8.243390521785514, 9.81902...[0.00021079520849161493, 0.0001983938878704022...[[0.0, -4.4120700000000035, -6.431880000000012...
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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" - } - ], + "outputs": [], "source": [ "units" ] @@ -650,21 +196,10 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "cf33f592", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(974, 29)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# selected_units = units[units.quality == 'good']\n", "selected_units = units[units.firing_rate > 5]\n", From 6850a0ab59275b149fad05431b0cd1ccd4773e26 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Thu, 12 Jan 2023 09:17:59 -0800 Subject: [PATCH 23/36] Reorganized notebook. Fixed some typos and one bug with extracting epochs --- .../visualize_unit_responses.ipynb | 1313 ++++++++++++++--- 1 file changed, 1070 insertions(+), 243 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index afda6661..7d0c63d3 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -5,22 +5,10 @@ "id": "740a0b46", "metadata": {}, "source": [ - "# Visualizing Neuronal Unit Spikes" - ] - }, - { - "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": [ + "# Visualizing Neuronal Unit Spikes\n", + "\n", + "Some of this content is adapted from the [Allen SDK Documentation](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_session.html).\n", + "\n", "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" ] }, @@ -34,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 1, "id": "09650a3e", "metadata": {}, "outputs": [], @@ -62,38 +50,51 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 2, "id": "faa81fb6", "metadata": {}, "outputs": [], "source": [ - "# dandiset_id = \"000021\"\n", - "# dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n", - "dandiset_id = \"000248\"\n", - "dandi_filepath = \"sub_1171903433/sub_1171903433sess_1181330601/sub_1171903433+sess_1181330601_ecephys.nwb\"\n", - "authenticate = True\n", - "dandi_api_key = os.environ['DANDI_API_KEY']\n", + "dandiset_id = \"000021\"\n", + "dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n", + "authenticate = False\n", + "# dandi_api_key = os.environ['DANDI_API_KEY']\n", "download_loc = \".\"" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 3, + "id": "bd981ccb", + "metadata": {}, + "outputs": [], + "source": [ + "filename = dandi_filepath.split(\"/\")[-1]\n", + "filepath = f\"{download_loc}/{filename}\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, "id": "6f3884c6", "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": [ - "Got dandiset DANDI:000248/draft\n" + "Got dandiset DANDI:000021/draft\n" ] } ], "source": [ - "filename = dandi_filepath.split(\"/\")[-1]\n", - "filepath = f\"{download_loc}/{filename}\"\n", - "\n", "if authenticate:\n", " client = dandiapi.DandiAPIClient(token=dandi_api_key)\n", "else:\n", @@ -104,30 +105,15 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 5, "id": "91aa3183", "metadata": {}, "outputs": [ { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn [16], line 3\u001b[0m\n\u001b[0;32m 1\u001b[0m file \u001b[38;5;241m=\u001b[39m my_dandiset\u001b[38;5;241m.\u001b[39mget_asset_by_path(dandi_filepath)\n\u001b[0;32m 2\u001b[0m \u001b[38;5;66;03m# this may take awhile, especially if the file to download is large\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m \u001b[43mfile\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdownload\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDownloaded file to \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfilepath\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n", - "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\dandi\\dandiapi.py:1409\u001b[0m, in \u001b[0;36mBaseRemoteAsset.download\u001b[1;34m(self, filepath, chunk_size)\u001b[0m\n\u001b[0;32m 1407\u001b[0m downloader \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_download_file_iter(chunk_size\u001b[38;5;241m=\u001b[39mchunk_size)\n\u001b[0;32m 1408\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(filepath, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwb\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m fp:\n\u001b[1;32m-> 1409\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m chunk \u001b[38;5;129;01min\u001b[39;00m downloader(\u001b[38;5;241m0\u001b[39m):\n\u001b[0;32m 1410\u001b[0m fp\u001b[38;5;241m.\u001b[39mwrite(chunk)\n", - "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\dandi\\dandiapi.py:1391\u001b[0m, in \u001b[0;36mBaseRemoteAsset.get_download_file_iter..downloader\u001b[1;34m(start_at)\u001b[0m\n\u001b[0;32m 1388\u001b[0m \u001b[38;5;66;03m# TODO: apparently we might need retries here as well etc\u001b[39;00m\n\u001b[0;32m 1389\u001b[0m \u001b[38;5;66;03m# if result.status_code not in (200, 201):\u001b[39;00m\n\u001b[0;32m 1390\u001b[0m result\u001b[38;5;241m.\u001b[39mraise_for_status()\n\u001b[1;32m-> 1391\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m chunk \u001b[38;5;129;01min\u001b[39;00m result\u001b[38;5;241m.\u001b[39miter_content(chunk_size\u001b[38;5;241m=\u001b[39mchunk_size):\n\u001b[0;32m 1392\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunk: \u001b[38;5;66;03m# could be some \"keep alive\"?\u001b[39;00m\n\u001b[0;32m 1393\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m chunk\n", - "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\requests\\models.py:816\u001b[0m, in \u001b[0;36mResponse.iter_content..generate\u001b[1;34m()\u001b[0m\n\u001b[0;32m 814\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mraw, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m 815\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 816\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mraw\u001b[38;5;241m.\u001b[39mstream(chunk_size, decode_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m 817\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ProtocolError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 818\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m ChunkedEncodingError(e)\n", - "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\urllib3\\response.py:627\u001b[0m, in \u001b[0;36mHTTPResponse.stream\u001b[1;34m(self, amt, decode_content)\u001b[0m\n\u001b[0;32m 625\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 626\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m is_fp_closed(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fp):\n\u001b[1;32m--> 627\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mamt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mamt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdecode_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdecode_content\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 629\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data:\n\u001b[0;32m 630\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m data\n", - "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\urllib3\\response.py:566\u001b[0m, in \u001b[0;36mHTTPResponse.read\u001b[1;34m(self, amt, decode_content, cache_content)\u001b[0m\n\u001b[0;32m 563\u001b[0m fp_closed \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fp, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mclosed\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m 565\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_error_catcher():\n\u001b[1;32m--> 566\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fp_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mamt\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m fp_closed \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 567\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m amt \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 568\u001b[0m flush_decoder \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n", - "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\urllib3\\response.py:524\u001b[0m, in \u001b[0;36mHTTPResponse._fp_read\u001b[1;34m(self, amt)\u001b[0m\n\u001b[0;32m 522\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 523\u001b[0m chunk_amt \u001b[38;5;241m=\u001b[39m max_chunk_amt\n\u001b[1;32m--> 524\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mchunk_amt\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 525\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m data:\n\u001b[0;32m 526\u001b[0m \u001b[38;5;28;01mbreak\u001b[39;00m\n", - "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\http\\client.py:463\u001b[0m, in \u001b[0;36mHTTPResponse.read\u001b[1;34m(self, amt)\u001b[0m\n\u001b[0;32m 460\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m amt \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 461\u001b[0m \u001b[38;5;66;03m# Amount is given, implement using readinto\u001b[39;00m\n\u001b[0;32m 462\u001b[0m b \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mbytearray\u001b[39m(amt)\n\u001b[1;32m--> 463\u001b[0m n \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreadinto\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 464\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mmemoryview\u001b[39m(b)[:n]\u001b[38;5;241m.\u001b[39mtobytes()\n\u001b[0;32m 465\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 466\u001b[0m \u001b[38;5;66;03m# Amount is not given (unbounded read) so we must check self.length\u001b[39;00m\n\u001b[0;32m 467\u001b[0m \u001b[38;5;66;03m# and self.chunked\u001b[39;00m\n", - "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\http\\client.py:507\u001b[0m, in \u001b[0;36mHTTPResponse.readinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m 502\u001b[0m b \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mmemoryview\u001b[39m(b)[\u001b[38;5;241m0\u001b[39m:\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlength]\n\u001b[0;32m 504\u001b[0m \u001b[38;5;66;03m# we do not use _safe_read() here because this may be a .will_close\u001b[39;00m\n\u001b[0;32m 505\u001b[0m \u001b[38;5;66;03m# connection, and the user is reading more bytes than will be provided\u001b[39;00m\n\u001b[0;32m 506\u001b[0m \u001b[38;5;66;03m# (for example, reading in 1k chunks)\u001b[39;00m\n\u001b[1;32m--> 507\u001b[0m n \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreadinto\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 508\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m n \u001b[38;5;129;01mand\u001b[39;00m b:\n\u001b[0;32m 509\u001b[0m \u001b[38;5;66;03m# Ideally, we would raise IncompleteRead if the content-length\u001b[39;00m\n\u001b[0;32m 510\u001b[0m \u001b[38;5;66;03m# wasn't satisfied, but it might break compatibility.\u001b[39;00m\n\u001b[0;32m 511\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_close_conn()\n", - "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\socket.py:704\u001b[0m, in \u001b[0;36mSocketIO.readinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m 702\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m 703\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 704\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sock\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrecv_into\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 705\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m timeout:\n\u001b[0;32m 706\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_timeout_occurred \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n", - "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\ssl.py:1241\u001b[0m, in \u001b[0;36mSSLSocket.recv_into\u001b[1;34m(self, buffer, nbytes, flags)\u001b[0m\n\u001b[0;32m 1237\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m flags \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m 1238\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m 1239\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnon-zero flags not allowed in calls to recv_into() on \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m\n\u001b[0;32m 1240\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m)\n\u001b[1;32m-> 1241\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnbytes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbuffer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1242\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 1243\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mrecv_into(buffer, nbytes, flags)\n", - "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\ssl.py:1099\u001b[0m, in \u001b[0;36mSSLSocket.read\u001b[1;34m(self, len, buffer)\u001b[0m\n\u001b[0;32m 1097\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m 1098\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m buffer \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 1099\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sslobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbuffer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1100\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 1101\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sslobj\u001b[38;5;241m.\u001b[39mread(\u001b[38;5;28mlen\u001b[39m)\n", - "\u001b[1;31mKeyboardInterrupt\u001b[0m: " + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloaded file to ./sub-703279277_ses-719161530.nwb\n" ] } ], @@ -144,16 +130,29 @@ "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 Unit Data and Stimulus Data\n", + "Below, the `Units` table is read from the file. 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)\n", + "\n", + "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." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "ac9d9572", "metadata": {}, - "outputs": [], + "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": [ "io = NWBHDF5IO(filepath, mode=\"r\", load_namespaces=True)\n", "nwb = io.read() " @@ -161,196 +160,862 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "50a4d0b6", "metadata": { "scrolled": false }, - "outputs": [], + "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": 7, + "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": null, - "id": "ce0e64b4", - "metadata": { - "scrolled": true - }, - "outputs": [], - "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": null, - "id": "cf33f592", - "metadata": {}, - "outputs": [], - "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. " + "units.keys()\n", + "# units = nwb.units\n", + "# units.colnames" ] }, { "cell_type": "code", "execution_count": 8, - "id": "1e5b2e6b", + "id": "ce0e64b4", "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/html": [ + "
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waveform_durationcluster_idpeak_channel_idcumulative_driftamplitude_cutoffsnrrecovery_slopeisolation_distancenn_miss_ratesilhouette_score...local_indexspreadwaveform_halfwidthd_primepresence_ratiorepolarization_slopenn_hit_ratespike_timesspike_amplitudeswaveform_mean
id
9509211870.6043554850249267481.800.4255742.209140-0.11843017.5375710.0094960.036369...450.00.3571192.9622740.990.3817160.473829[1.0439430431793884, 1.543311060144649, 2.7287...[0.0001908626967721937, 0.00016134635752077775...[[0.0, 0.5961149999999966, 5.378099999999993, ...
9509211720.5219433850249267681.530.3900981.959983-0.10972914.6776430.0038570.103446...340.00.2609722.0678100.990.5366630.445946[10.406435026164546, 17.127986534673788, 18.48...[0.00014485615850768024, 0.0001722424107984555...[[0.0, -1.341600000000002, -0.4586399999999933...
9509211520.46700228502492671070.710.5000002.522905-0.10986715.7836650.0177760.027818...250.00.2472362.2200430.990.5665590.284058[1.2775103414155262, 2.3915133536963493, 3.701...[0.00014859435856024575, 0.0001531048673600236...[[0.0, -0.6427199999999993, -2.836079999999998...
9509211350.4670021850249267253.420.5000002.803475-0.15037926.6669300.0237420.076530...140.00.2335012.3392060.990.6690900.590737[9.473732504122962, 13.198542576065163, 18.302...[0.00032386170367170055, 0.0004518112387675137...[[0.0, -3.2800950000000078, -6.087510000000009...
9509211110.4395310850249267141.820.0180564.647943-0.32872766.9010650.006595NaN...030.00.2197654.3959940.991.2614160.952667[1.1677100445138795, 1.1707767194728813, 1.349...[0.00015644521007973124, 0.000214412247939483,...[[0.0, -0.9291749999999945, -6.120270000000007...
..................................................................
9509588270.686767327850256505425.470.0132621.197137-0.03392447.1009340.0005690.003954...32370.00.2197653.4950390.990.1661950.562500[56.68879155534432, 56.71539151930708, 140.382...[7.006826592238747e-05, 6.896932990521833e-05,...[[0.0, 1.456064999999999, -2.1444149999999933,...
9509588170.535678326850256505391.970.0292592.162418-0.04588944.8719380.004134-0.030602...32250.00.1648243.5350950.960.3746900.618474[32.77642395146384, 53.25072954651286, 53.3577...[7.075155819535531e-05, 7.864810630992507e-05,...[[0.0, 5.052254999999994, -0.3732300000000003,...
9509580150.576884236850256505195.000.0038443.398071-0.07289043.3409400.001142-0.127013...23240.00.1373534.9776630.920.6346950.767932[171.13333650757914, 614.5358357924764, 895.59...[9.143536229559716e-05, 0.00010639289111014194...[[0.0, 7.7005500000000175, 12.612210000000019,...
9509580380.137353239850256507132.760.0016283.938438-0.12115284.5937340.0001010.250970...23540.00.0824126.0115250.710.6139760.995134[2625.1812451333517, 2625.195478447402, 2625.2...[9.332805407085107e-05, 0.00011217241356378219...[[0.0, -1.2247949999999905, 3.6318750000000044...
9509580640.604355242850256511314.210.0848673.099177-0.06409349.1702110.0019850.153596...23860.00.1510894.1928060.990.4263580.947028[8.229957206651436, 8.243390521785514, 9.81902...[0.00021079520849161493, 0.0001983938878704022...[[0.0, -4.4120700000000035, -6.431880000000012...
\n", + "

3232 rows × 29 columns

\n", + "
" + ], "text/plain": [ - "200" + " 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": 10, + "execution_count": 8, "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)" + "units" ] }, { "cell_type": "code", - "execution_count": 11, - "id": "1747fe2f", + "execution_count": 9, + "id": "d61e1459", "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "(200, 199)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" + "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": [ - "# 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" + "stimulus_names = nwb.intervals.keys()\n", + "print(stimulus_names)" ] }, { "cell_type": "code", - "execution_count": 12, - "id": "e2d7563e", - "metadata": { - "scrolled": false - }, + "execution_count": 10, + "id": "aa347405", + "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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start_timestop_timestimulus_namestimulus_blockcolormaskopacityphasesizeunitsstimulus_indexorientationspatial_frequencycontrasttagstimeseries
id
01290.8830971291.133309flashes1.0-1.0None1.0[0.0, 0.0][300.0, 300.0]deg1.00.0[0.0, 0.0]0.8[stimulus_time_interval][(3647, 1, timestamps pynwb.base.TimeSeries at...
11292.8848171293.135016flashes1.01.0None1.0[0.0, 0.0][300.0, 300.0]deg1.00.0[0.0, 0.0]0.8[stimulus_time_interval][(3648, 1, timestamps pynwb.base.TimeSeries at...
21294.8864871295.136691flashes1.01.0None1.0[0.0, 0.0][300.0, 300.0]deg1.00.0[0.0, 0.0]0.8[stimulus_time_interval][(3649, 1, timestamps pynwb.base.TimeSeries at...
31296.8881371297.138344flashes1.01.0None1.0[0.0, 0.0][300.0, 300.0]deg1.00.0[0.0, 0.0]0.8[stimulus_time_interval][(3650, 1, timestamps pynwb.base.TimeSeries at...
41298.8897871299.140004flashes1.0-1.0None1.0[0.0, 0.0][300.0, 300.0]deg1.00.0[0.0, 0.0]0.8[stimulus_time_interval][(3651, 1, timestamps pynwb.base.TimeSeries at...
...................................................
1451581.1255171581.375726flashes1.01.0None1.0[0.0, 0.0][300.0, 300.0]deg1.00.0[0.0, 0.0]0.8[stimulus_time_interval][(3792, 1, timestamps pynwb.base.TimeSeries at...
1461583.1272171583.377419flashes1.01.0None1.0[0.0, 0.0][300.0, 300.0]deg1.00.0[0.0, 0.0]0.8[stimulus_time_interval][(3793, 1, timestamps pynwb.base.TimeSeries at...
1471585.1288071585.379029flashes1.0-1.0None1.0[0.0, 0.0][300.0, 300.0]deg1.00.0[0.0, 0.0]0.8[stimulus_time_interval][(3794, 1, timestamps pynwb.base.TimeSeries at...
1481587.1305071587.380724flashes1.0-1.0None1.0[0.0, 0.0][300.0, 300.0]deg1.00.0[0.0, 0.0]0.8[stimulus_time_interval][(3795, 1, timestamps pynwb.base.TimeSeries at...
1491589.1321871589.382401flashes1.0-1.0None1.0[0.0, 0.0][300.0, 300.0]deg1.00.0[0.0, 0.0]0.8[stimulus_time_interval][(3796, 1, timestamps pynwb.base.TimeSeries at...
\n", + "

150 rows × 16 columns

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" + ], "text/plain": [ - "Text(0.5, 1.0, 'unit spikes over time')" + " start_time stop_time stimulus_name stimulus_block color mask \\\n", + "id \n", + "0 1290.883097 1291.133309 flashes 1.0 -1.0 None \n", + "1 1292.884817 1293.135016 flashes 1.0 1.0 None \n", + "2 1294.886487 1295.136691 flashes 1.0 1.0 None \n", + "3 1296.888137 1297.138344 flashes 1.0 1.0 None \n", + "4 1298.889787 1299.140004 flashes 1.0 -1.0 None \n", + ".. ... ... ... ... ... ... \n", + "145 1581.125517 1581.375726 flashes 1.0 1.0 None \n", + "146 1583.127217 1583.377419 flashes 1.0 1.0 None \n", + "147 1585.128807 1585.379029 flashes 1.0 -1.0 None \n", + "148 1587.130507 1587.380724 flashes 1.0 -1.0 None \n", + "149 1589.132187 1589.382401 flashes 1.0 -1.0 None \n", + "\n", + " opacity phase size units stimulus_index orientation \\\n", + "id \n", + "0 1.0 [0.0, 0.0] [300.0, 300.0] deg 1.0 0.0 \n", + "1 1.0 [0.0, 0.0] [300.0, 300.0] deg 1.0 0.0 \n", + "2 1.0 [0.0, 0.0] [300.0, 300.0] deg 1.0 0.0 \n", + "3 1.0 [0.0, 0.0] [300.0, 300.0] deg 1.0 0.0 \n", + "4 1.0 [0.0, 0.0] [300.0, 300.0] deg 1.0 0.0 \n", + ".. ... ... ... ... ... ... \n", + "145 1.0 [0.0, 0.0] [300.0, 300.0] deg 1.0 0.0 \n", + "146 1.0 [0.0, 0.0] [300.0, 300.0] deg 1.0 0.0 \n", + "147 1.0 [0.0, 0.0] [300.0, 300.0] deg 1.0 0.0 \n", + "148 1.0 [0.0, 0.0] [300.0, 300.0] deg 1.0 0.0 \n", + "149 1.0 [0.0, 0.0] [300.0, 300.0] deg 1.0 0.0 \n", + "\n", + " spatial_frequency contrast tags \\\n", + "id \n", + "0 [0.0, 0.0] 0.8 [stimulus_time_interval] \n", + "1 [0.0, 0.0] 0.8 [stimulus_time_interval] \n", + "2 [0.0, 0.0] 0.8 [stimulus_time_interval] \n", + "3 [0.0, 0.0] 0.8 [stimulus_time_interval] \n", + "4 [0.0, 0.0] 0.8 [stimulus_time_interval] \n", + ".. ... ... ... \n", + "145 [0.0, 0.0] 0.8 [stimulus_time_interval] \n", + "146 [0.0, 0.0] 0.8 [stimulus_time_interval] \n", + "147 [0.0, 0.0] 0.8 [stimulus_time_interval] \n", + "148 [0.0, 0.0] 0.8 [stimulus_time_interval] \n", + "149 [0.0, 0.0] 0.8 [stimulus_time_interval] \n", + "\n", + " timeseries \n", + "id \n", + "0 [(3647, 1, timestamps pynwb.base.TimeSeries at... \n", + "1 [(3648, 1, timestamps pynwb.base.TimeSeries at... \n", + "2 [(3649, 1, timestamps pynwb.base.TimeSeries at... \n", + "3 [(3650, 1, timestamps pynwb.base.TimeSeries at... \n", + "4 [(3651, 1, timestamps pynwb.base.TimeSeries at... \n", + ".. ... \n", + "145 [(3792, 1, timestamps pynwb.base.TimeSeries at... \n", + "146 [(3793, 1, timestamps pynwb.base.TimeSeries at... \n", + "147 [(3794, 1, timestamps pynwb.base.TimeSeries at... \n", + "148 [(3795, 1, timestamps pynwb.base.TimeSeries at... \n", + "149 [(3796, 1, timestamps pynwb.base.TimeSeries at... \n", + "\n", + "[150 rows x 16 columns]" ] }, - "execution_count": 12, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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E7Sj+wNxhL//5z3+YO2yEecM+du3apSJFiig+Pl6vvfaaypcvr2bNmuno0aMKDQ1Venp6oEPMVZg7gBzI5EDNmjUzDRo0cP73lStXnP9u2rSp6d69eyDCylV27Njh/Pc777xjHA6HmTZtmlmzZo159tlnTZEiRczmzZsDF2Au8/LLL5vatWub6Oho8/DDD5ujR4+aS5cuGWOMeeyxx0z58uVNSkpKgKPMPf7xj3+YmJgY53Hy6quvGofDYbp27WpiYmJMgwYNzJQpUwIcZe6wceNGU7ZsWbNixQpjjDFpaWnGGGPOnDljBg4caO6//36zZcsWY4wxmZmZAYszt9i+fbvz38wdgXHhwgXnv5k77IN5w15Wrlzp/Pe6detM8+bNTZUqVczhw4eNMcakp6cbY4zJyMgISHy5Db87gJzF9kmms2fPmqSkJHP06FFn29q1a80999xjHnvsMedJ/tq1a8YYY55++mnTsWPHQISaK/x2Mk1NTTXvvPOOSUhIyNZeokQJM3HiRH+Gluv9/e9/N61bt3aZZA8ePGgKFixovvrqq4DElRvt2bPHlChRwlSvXt08/PDDJiwszHz//ffGmOtJjj59+pjmzZubixcvBjjS4JeUlGQqV65snnrqKWdb1rxx+vRpU6ZMGTN69OhAhRf0Dhw4YNauXetM7mVh7giMvXv3mscee8zs3LnT2fbyyy8zd9gA84a9/fjjj85E05EjR4wxxkyYMMEsW7YssIEFOX53ADmTrWsybd++XY8//rgyMzO1f/9+DRo0SD179lSjRo0UHx+v119/XY8++qjmzZun8PBwSdcfbZkvXz6lpaUpLCyMWyC84Ny5c8qXL58iIiJc7nkuWLCgnnrqKef+z8jIUGJioqpUqaJatWoFItygd+DAAX3//ff69ddf1bJlSzVp0kT58+fXmDFj1Lx5c91zzz2S/lu3ISkpSeXKlVOlSpUCHHnwunjxoi5cuKBChQopT548iomJ0cqVK7V161b98ssvSktL00MPPaT09HSFhYUpLi5Or7zyii5duqT8+fMHOvygsnHjRn3wwQf65z//qczMTEVFRendd99V+/btVb58eT3//PMKDQ2VMUbFihVT+/btnbdYw7u2bdumVq1aqUePHqpcubKKFy/ufI25w/+2bt2qRo0a6cqVK+rRo4diY2MlSaNHj1azZs2YO/zs7NmzSkxMVMGCBVWkSBHFxMRoxYoV2rZtG/OGn/3yyy9asGCBEhMT1axZM9WtW1clS5aUJGcNpoYNG2rSpEkaPXq0WrZsqXvvvVezZs3Szp07Axx98OF3B5Dz2bYm09GjR9WqVSu1bNlS06ZN0/Tp07V8+XKNHTtW8+bNU58+fTRu3Dj9+uuvuvPOO9WrVy916dJFc+fO1ZgxYxQeHk6CyQt+/vln3XnnnZo4ceJNn6oRFvbfXGVoaKg++OADnT9/XrVr1/ZTlLnH9u3bFRcXp//93/9VQkKC2rVrp5kzZzpfv++++xQRESHpvzVm5s2bp8KFC6tMmTIBiTnY7dy5Ux07dlTLli3VoEEDff3118rIyFBMTIy6deumIkWKKDw8XOHh4c5jZfPmzapSpQo/FLxs69atatKkifMYCAkJkTFGrVu31pQpUzRu3DiNHTtWqampzuMjKSkpW/ID3nHgwAG1adNGffv21eTJk93u4xvnaOYO38pKMI0cOVKDBw/WSy+9lO2pZcwd/rV9+3a1bNlSjz76qOLi4vTee+/p8uXLuvvuu5k3/GzHjh1q2LCh5s2bpxUrVqhTp0567rnnnPXIbnyqXMOGDfXSSy/p+PHjWrBggTZt2uRMzsI7+N0BBInAXkh1c19++aWpVauWszaAMcasX7/edOnSxdx///3m22+/NcZcr6sRHx9vBg4caIYMGZLtEnBYc+zYMVOvXj1Ts2ZNkzdvXvO3v/3NeZuJOytWrDAjR440kZGR3BftAwcPHjSVK1c28fHxzttD33rrLRMVFWUSExNdll++fLkZMWKEKVy4sLPmDLxr+/btplixYmbIkCFm4cKFpmPHjqZKlSrZ6sStXr3aOBwOEx8fbz7++GMzYsQIU6RIEbN169YARh58tmzZYgoUKGBGjhx502U++ugjExERYVq3bm169uxpBgwYYAoUKJCt1gO848MPP3Teup6WlmbefPNN079/f/Pyyy+bxYsXZ1uWucO3Nm/ebPLnz2/GjBljjDHms88+M2XLljWrVq0yxrjejsLc4Vt79uwxxYoVMyNHjjRbtmwxQ4cONVWqVDHnz593LsO84R+XLl0y7du3N0OHDnV+v124cKFp1aqVadq0qZk3b55z2azjZPDgwSYiIoJ5wwf43QEED9smmb799ltTpkwZs3v3bmPMfwuybt261bRv39507NjReU80vC8jI8N8/vnnpmvXrmbbtm1m1qxZJjQ09KYn/DNnzphx48aZe++912zbti0AEQe39PR0M2nSJNO5c2eTnJxsjLneR7t27TKVKlUyv/zyS7blT58+bUaPHm1q1qzJl1IfOX78uKlVq5YZMWKEs23//v3m4YcfNvv37zfJyckmNTXVGGPMxx9/bIoXL26qVatmmjdvzjHiZcePHzf58+c3/fr1M8ZcfxhEfHy86datm2nRooX54IMPnInYrVu3miFDhphHH33UDBw4MFshanjP008/bbp27WqMMSYuLs40adLEdOzY0TRo0MDUqVPHfPDBB8YYY5KTk8348eOZO3zk7NmzpkSJEiY+Pj5be506dUz79u1dlj9z5owZM2YMc4ePZGRkmCFDhpjHH3/c2Xbu3DnTunVrs2nTJrNnzx6TlJRkjGHe8If09HRTp04dl1o+a9euNY888ohp06aNWbdunbP9p59+Mo0aNTIbN270d6hBj98dQHCxbZJpy5YtplixYubdd981xmT/S9vq1atN3rx5zZw5c7K9hycDede+ffvMwoULnf89c+ZM5wn/t0VcjblejC/ryxG87+uvvzZ//etfs7VdunTJlClTxiQkJLj8NfrcuXPm1KlT/gwxV0lISDCjR492PmnGGGOef/55U7BgQVO5cmVTo0YN8+STTzqTG0lJSSY5OZknNfnAhg0bTFxcnKlevbrZt2+fefjhh03jxo3N008/bdq3b29q1aplnnzySXPixAljzH8Lf7s7j8GarHn4448/Nh06dDDvvfeeadmypTl+/Lgx5vq8MnjwYNOsWTNz7NgxY4wx58+fN6dPnw5YzMHuxmRR1pj/5JNPTExMjEvxXGOuJ6aYO3ynX79+pkuXLs4r9V944QWTJ08eU7lyZVO1alXTsmVLc/DgQWOMMadOnWLe8JGMjAxz8eJF8/DDD5tnn33WGGOyJTNWrFhhYmNjXRK0WX/og/fxuwMIHrZLMt2YKHr55ZdNeHi48+kaN/6IbtGihRk8eLDf4wt2N97mc6Osff/bvyxcu3bNzJo1i7/q+EnW8ZH1/xcvXjQVKlTI9qjdJUuWOL+gwrf27t3r/PfUqVONw+EwH330kdm5c6d5++23TfXq1V2S4fCNDRs2mFatWhmHw2Hatm2b7Yvn5MmTTaVKlVxuD+IPE97z27ljyZIlpmTJkuaBBx4wTzzxRLbX1q5da/LmzWtWrFjhzxBztd/+EeLAgQMmOjqaJyv6UVYCIz4+3tSqVcv07dvX/PnPfzbh4eFm7ty55tixY+brr782Dz74oJk4caJJS0vjHOUH77zzjsmTJ49ZtGiRMSb7sfKPf/zDFCpUyJw6dcrlGIJ33Cxpx+8OIGezReHvo0eP6qefflJGRoYcDocyMzMlSSNHjtTAgQPVqVMnffnlly7vK1WqlL9DDWo///yzunTpoqVLlzrbjDGS5Hy6Q+/evTVjxgy9/PLLGj9+vAYPHqwhQ4aoWLFiAYk5mB05ckSLFy/WZ599pt27d0u6XpA1LS1NDodDGRkZysjIUL58+VSoUCFJUnx8vLp06eJ86ga8KzExURcuXHD+91133SXp+nFSvXp1LV++XP3791dsbKyGDRumS5cuad26dYEKN6j9tiBovXr1NG7cOI0YMULDhw9XVFSUc5nhw4crOTlZq1atkvTf8xkPh/AOd3NHixYtNGLECK1evdr5lMUsVatWVa1atZyFpuFdN84dWU9ODAkJUXp6uqTr56uKFStq5MiRmj59unbs2BHIcIPe6dOndfnyZYWGhkqSJk2apLZt26ps2bL69ddfNXr0aHXr1k1lypRRx44dFRERoW3btvGEZB84evSoFi1apC+++EIHDhyQJA0ePFg9e/ZU165dtXr16mxPM6tSpYoqVqyo0NBQl6ecwbrNmzcrKipKmzdvdv7eyMLvDiBnC/vjRXxr9+7dqlOnjipUqKCZM2eqYcOGzhNLeHi4XnnlFeXPn1/du3fXoEGDFBUVpZSUFP3000965513Ahx98DDG6LXXXtOqVaucX2patGghh8PhfJxxlt69e8sYo379+qlw4cL64YcfVKFChUCFHpSyHv1du3ZtrV+/XjExMYqNjdWHH36o8PBw5yN1Q0NDdeXKFaWnp2v8+PF65513tGzZMp4G5AMHDhxQTEyMmjRpov/93/9VkSJFnP3gcDjUrFkz57IZGRm6cOGC7rnnHtWpUyeAUQenXbt26Z133tH+/ftVt25dNWzYUI8++qjuv/9+lSlTxjn+s54KlJSUpKpVq6patWoBjjz43GzukKRRo0bpypUrGjdunF555RX16dNH1apV0xtvvKGTJ0+qfPnygQw9KP3e3BEWFqb09HTnk5kaN26sYsWKae3atapevXqAIw9O+/fv1/3336/27dvr7bffdv5BaNKkSZKk/v37O5NPWUqVKqVSpUopIyNDISEhJJq8JOuJfuXLl9emTZtUp04d3XfffZo2bZo+/PBDXb58Wa1atdJ7772nJk2aKDo6WosWLVJISAgJJh/YunWr4uLi9Oyzz7r9npSZmZkt0cTvDiBnCehZ88yZMxo6dKi6dOmivHnzql+/fvrxxx+zZbMLFy6syZMna9asWTp58qQWL16sQ4cOaeXKlapatWoAow8uDodDBQoUUNWqVZ3JvcWLFztfu9G1a9e0bt06RUZGas2aNapXr14gQg5aJ0+eVI8ePTRgwAAtWLBAu3fvVuvWrTVjxgx16NBBkpxfSkNCQhQZGalnn31WkyZNUkJCgho0aBDI8IPW6dOnVbJkSYWEhKhXr15KTk5WaGio88rLG4WGhurNN9/Unj171KRJkwBEG7x+/vlnNW7cWMYY3X333Tp8+LB69uypt956S5JUsWJF5cmTx7l8aGio3n//fZ07d061atUKVNhB6/fmDkn629/+pilTpmjdunXq0KGDWrRooU8//VTz5s3jamQv82TuCAsLc17hV69ePcXExOidd9656aPCYc22bdt05coVnThxQvHx8UpNTZUk51Vl4eHhmjdvnrZt26aff/5Z48aN0/fff6+BAwc6/4AB686fP6/evXurZ8+ezt8RHTt21LJly9ShQweFhobq888/19NPP63nnntOcXFxuu+++/Txxx9rxowZuuOOOwK9CUFlx44datSokZ599llNnjxZknTq1Clt377deWyEhIQ4z0v87gByoADdpmeMuf7476efftqsXr3aGGNM3bp1TdWqVc3atWtdas8YY8yFCxeMMcZZLBHe9e9//9u88sor5scffzStW7c2rVq1Mps3bzavvvqqOXTokHO5JUuWmDJlypiffvopgNEGrxUrVpjatWs7C+UaY8zPP/9soqOjTdGiRbM9EejEiRMmf/78pkCBAjxdw8e2bdtmqlSpYt5++23TuHFj07ZtW+e56MaixQsXLjQjR440hQsX5pG6Xnb58mXTvXt3Z5FWY4w5ePCgqVq1qnE4HObFF1/MtvzChQvNkCFD6Asfczd3bNq0yUyaNMlZGH///v1m1apVJiEhIdu5Dd5zK3NHVhHdnTt3mv379/s91txi1apVpnr16mb06NGmYcOG5plnnjHXrl1zvp6ammqqVatmChcubGJiYky1atU4V/nAoUOHTExMjFmzZo2zLTU11cydO9fExMSYbt26OdtXr15tvvjiC/Ppp5+aAwcOBCDa4Jaammri4uLMHXfc4Wzr3LmzqVOnjnE4HKZZs2ZmypQpztcyMzP53QHkQAG9kumuu+7SM888o3vvvVeStH79euXPn1/9+vXTunXrnLdppaWlyRijAgUKSJLy5csXyLCDVqFChfTNN9+oYcOGGjVqlAoUKKD27dsrPj4+W+2M6tWra/PmzVwx4yNXr17V2bNndfz48WxtpUuX1gsvvKC9e/dq7ty5kqSSJUtq2rRpWr16tWrUqBGokINeZmamoqOjVaNGDfXs2VPDhg1TamqqHn/8cXXq1ElTpkzR1atXJUnr1q3T1q1btWrVKtWuXTuwgQcZh8Ohffv2KTo6WtL1qwEqVKigFi1aqEuXLpowYYJmzpzpXH7Hjh06fPgwfeFj7uaODh06aMyYMc6rLu+88041btxYTZo0UenSpQMccXC6lbkjq19iY2N15513BiTeYJeZmamSJUuqQoUKGjNmjDp37qwtW7bo+eefV+fOnfXmm2+qYMGC2rJli2bMmKHp06dr8eLFnKt8oFChQkpLS9OaNWucbQULFtQjjzyi559/Xrt379Y//vEPSdL999+vrl27qlevXqpYsWKAIg5eoaGhzvInnTp1Ups2bXTt2jWNGTNGK1euVJkyZfTpp59q9uzZkq7P+/zuAHKegCaZIiIiVL16dYWGhuratWsKCQnRxo0bVaBAAfXv318//vijrly5oldffVVTp04NZKi5QkxMjPPS1BYtWig1NVVnz57Vvffeq3379jmXK1mypEqUKBGoMINeTEyMHA6Hpk2bps8//1wrV65U06ZN1bJlSw0bNkx33HGHNm3a5Fx+wIAB3AbkYyEhIbrjjjt07tw5rV+/Xt26ddOoUaO0du1affPNN2ratKkzETt+/HjNnTuXGic+kJ6ernLlyunQoUNKSkpSWFiYDhw4oLlz56pr167q37+/PvvsM126dEnS9YdHfPLJJ/SFj/3e3PHrr78GOLrc41bmDm7D8r2QkBBVqVJFqamp+vXXX/XXv/5V3bp10yeffKIFCxY4b/kJCwtTp06dSMD6UP78+dWkSRMtWbJE27dvd7ZHRESoa9euqlSpklauXBnACHOPfPnyqUuXLpo0aZK2bt2qlJQUTZ8+XV27dlXjxo01depUhYeH6z//+Y/zPfzuAHIe21Syy5Mnj/M+3KxE05NPPqnu3bvrxRdf1EMPPRTgCINflSpVFBERoSNHjqhPnz76+eef9cYbb6hUqVIaPny4VqxYEegQg54xRuXLl9fcuXO1efNmjRkzRr169dKf//xnTZw4UZJUqVIlHTlyJMCR5i5ZdZeioqJ08uRJSdIXX3yhK1euqGbNmpo2bZrOnDnjXJ76Db5RoEABtWrVSv/5z3/0xBNPaNiwYapevbq6du2q7t27q02bNtq0aZMuXbrkrO0XGRkZ4KiDH3NH4DF32E9mZqbzSvysZOuGDRt06dIlVatWTfPnz1dKSkqAo8wdIiIiNHLkSG3evFkTJ07U/v37na/lz59fcXFx2rt3r/MPFPCtvHnzql27dpo2bZpeeOEFFS9eXNL1h6YULVpUtWvX1pEjR9zWvASQMwT86XI3uvHJJ2vWrFFkZKQSExO1fv16ngrkY8YYpaenyxijRo0aKSQkRN99951q166tChUqaNasWVw27AcOh0OZmZlq0KCBFi9erKtXr+rixYvOIvfp6elKSUnRAw88EOBIc5esJ5y0bNlSp0+fVu/evbV06VItXrxYBw4c0Pjx4/XMM8/os88+4yk0PpJ1+/TgwYMVGRmpFStW6Pjx43rllVc0dOhQSdcvwy9btqzy5cvHlRp+wtxhD8wd9pP1VLK2bdvqypUrGjBggJYtW6bFixcrISFBH330kcLCwvTqq69yvvIBc8OTkTMzM1W9enXNnz9fLVq0UGZmpp555hnnU2F3796tcuXKOZ+8CO8zv3lSdb58+dSyZUuFhIQ4b9/N+v/Tp0+rdu3afJ8CcrCAnU1/e7LJEhYWpsuXL2vkyJEKDQ3VypUrFRsbG4AIg09mZqaMMdkel5v1iFCHw6E8efLoT3/6k6ZNm6Z3333XWRfg4YcfVlxcnLMmFrzj9/rDGONyafDx48f1j3/8Q+vXr9eUKVP8HS50/fwUHx+v8uXL69tvv1XdunVVp04dORwO1a9fny9EPpT1IzokJES9e/dW7969lZGRke34Wbx4saKiogIYZXBzN28zdwTOb/uDucOesp5IWrZsWX3zzTeqV6+e6tSpo9DQUHXu3JkEkxclJibq7Nmzio2NdTk2MjIydO+99yohIUFPPvmkRo4cqYyMDFWsWFHLli3TihUrsj2ZFNbdrD+y/HZ/X758WRMnTtSKFSu0bNkyf4UJwAccJuueAh/Zv3+/vv/+e504cUItWrRQjRo1nJdFZn1B+u0XpWPHjunPf/6z/va3v6lhw4a+DC/X+Pnnn/Xyyy/rxIkTuuuuu9S+fXu1a9dOkrL9UEtLS9PFixedt/vcLBkIazztjywHDhzQv/71L82YMUPfffed6tSpE4iwg5q7/e7O66+/rmbNmql+/focHz7iaV9k2bRpk6ZPn67PPvtMK1asUM2aNX0YXe5y8eJFZ0L89249ZO7wD0/7Iwtzh28lJyfr1KlTCg0NVYUKFdwmKS5duqRJkybp0UcfVb169ZzJcnjXsWPHVKtWLTVp0kRjxoxR/fr1XZbJmlsOHz6sjRs36ocfflB0dLQeeeQR51V/8A5P+uNGX331lb744gstX76ccxUQBHyaZNqxY4fi4uJUtWpVXblyRTt37tRjjz2mPn36OGssZd0eJ13PYOfLl08ZGRlKS0tT3rx5fRVarrJnzx7de++9atu2rSpWrKiFCxcqPDxcDzzwgN566y1J159Ac+MT5PgS5Due9Me1a9eyfVm9ePGi9uzZo+LFizufrAXv2bt3rxYsWKBevXrdtPDqjecq+I4nfXGjixcvasWKFZo8ebImT55MEXwv+vnnn/Xcc88pKSlJJ0+e1GuvvabHH388WwLptwlB5g7f8aQ/frv/mTt8Z8eOHerTp4/S09O1d+9ejR07VqNHj852PGT1za0mznHrli9frpYtW6pJkyYqV66chg0bprp160q6flxkZGQoPDycBLifeNofWQ4ePKjZs2ere/fuuuuuuwIVNgBvMT5y8eJF07ZtWzNs2DBz7do1Y4wx8+fPNy1atDDNmzc3CxYsyLb8Sy+9ZCZMmGCSk5N9FVKulJmZacaMGWMee+wxZ1tKSoqZOHGiqV27thk0aFC25efPn29OnTrl7zBzjdvpj5MnT/o7zFxl3759pmjRosbhcJjRo0ebpKQkl2UyMzNd2jIyMvwRXq5yu31x5coVk5qa6o8Qc42dO3eaYsWKmeeee858+umnZvjw4SY8PNxs3rzZ7fLMHb51O/3B3OE7Wf0xcuRIs3PnTvPGG28Yh8NhDh8+7FzG3RzBvOE7Z86cMY888oj55z//aerWrWsef/xxs2PHDmNM9v3+9ddfc2z4gaf9MX/+fJOYmGiMMSY9PT0gsQLwPp8lma5evWpq1qxpXnvttWztK1asMO3atTPt2rUzGzdudLb36NHD1KxZ05w5c8ZXIeVa/fr1M02aNMnWlpKSYt544w1Tv359M2nSJGOMMd9++60pV66cef755/ki5EP0h31cuHDBDBgwwPTr18+8++67xuFwmFGjRrlNbhhjzGuvvWYmTJjg5yhzh9vpixdffNHPUeYOZ86cMa1atTL/8z//k629adOmZujQocaY7Mm+BQsWcK7yIfrDXpKSkkyTJk3MsGHDnG2ZmZmmTZs2Zs2aNWbz5s3myJEjztemTJliZsyY4f9Ac5H09HRz6tQpExMTY44ePWrmzZtnGjRoYAYNGmTuv/9+06VLF2PM9YQGx4bv3Wp/jBkzxmRkZLj9IxKAnMkn934YY5SWlqZSpUopKSlJ0n8vqX/wwQd17do1DR06VN98843z0snPPvtMiYmJKlq0qC9CypXM/10SXLduXe3bt0979uzR3XffLUkqVKiQBgwYoD179mjBggUaPny42rVrpwEDBqhv377c7uAD9If9hISEqF69eipWrJi6d++uqKgo9ejRQ5L0l7/8JVsR6eTkZG3cuFEHDx7U4MGDOVd52e32xZAhQ+gLL0tLS9O5c+fUtWtXSf+9BatSpUpKTk6WpGy3m7Rv314//fST+vXrx7nKB+gPe3E4HGrTpo2zPyRp4sSJWrRokU6cOKHTp0+rWrVqGjt2rGJjYzV79mwVK1ZMnTt39qiOFm5dSEiIihcvrgYNGmjHjh3q1KmTIiIi1LdvX129elWDBg2SJD3yyCPasGEDx4aP0R8AfHYlkzHGvPXWWyZv3rwmISHBGJP9Msg333zTFClSxCQnJ3N5pI/98ssvJioqygwYMMB5S0nWXwsOHz5sHA6Hy+2L8B36w14uXLiQ7b/nzJljHA6HGTlypDl9+rQx5vq56+zZs+bMmTPm+PHjgQgzV6Av7GPv3r3Of2fd8j527FjTu3fvbMudPXvWn2HlWvSHvaSkpDj//dlnnxmHw2E+//xzc+bMGZOQkGAaNGhgxo0bZ4wxZtu2bebQoUMBijR36dOnj4mPjzfGGDNw4EBTpEgRExsbawYMGGBWrVoV4OhyH/oDyL18diWTw+HQs88+q/Xr1+vRRx/VokWL1KBBA+cyVatWVXR0tBwOB8UQfaxy5cqaO3eu2rZtq3z58mn8+PHOqwLCw8NVs2ZNFStWLMBR5h70h71kPV49IyNDISEh6t69u4wx6tWrl/M89vrrr+vgwYOaM2cOV834EH1hH1mFVzMzM53FWY0xOnXqlHOZSZMmKSIiQv/zP/9DUXwfoz/spVChQs5/N2rUSBs2bHBemd+kSROVKFFCGzZskDFGNWrUCFSYuUbW747mzZvrwIEDeuaZZ/T9999r48aN2rJli0aNGqU8efKoXr16ioiIoPC3j9EfAHzyLcThcCgtLU3h4eF65ZVXFBkZqebNm+vDDz9Uo0aNVK5cOS1ZskShoaGcWPykWbNm+uKLL9StWzclJibqscceU82aNTVr1iydOnWKp874Gf1hP6GhoTLGKDMzUz169JDD4VDv3r31zTffaP/+/frpp5+yPYERvkNf2EdISEi2pzFl3dLwwgsvaOLEidq8eTMJDT+iP+ynQoUKqlChgqTrScBr166pYMGCqlmzJt9x/SRrP1eqVEn9+/dXyZIl9e2336pSpUqqVKmSHA6HatWqxVOr/YT+AOAwxhhvrzSr/tKhQ4fUrFkzzZ07VzNmzNCcOXNUqFAhlSpVSvv27dPSpUtVu3Ztb388fsemTZs0fPhwHTx4UGFhYQoNDdWcOXNUp06dQIeWK9Ef9pN1SnQ4HGrRooW2bNmi5cuX89foAKAv7CGrBtD48eOVmJiou+66S2PHjtWaNWucV2/Af+gPe3vhhRc0c+ZMLVmyhEex+1laWpo++eQT1a9fXzVr1syWkIX/0R9A7uWTJJMkHT58WPXr11e7du00Y8YMSdLKlSt15MgRpaWlKS4uThUrVvTFR+MPpKSkKDk5WampqSpdunS2grrwP/rDfjIyMjRq1Ci9/fbb2rJli2rWrBnokHIt+sI+/v73v+tvf/ubIiMjtWTJEtWvXz/QIeVq9Ie9fPHFF0pISNCcOXO0ePFi/lgUIFlJWNgD/QHkTj5JMmVmZmry5Mk6cuSI3n77bTkcDjLXAHKMjIwMffzxx6pXrx5XWwYYfWEfGzZsUMOGDbVjxw7FxsYGOpxcj/6wl507d2rChAkaP3687rnnnkCHAwBAwPjsSqbLly8rX758vlg1APgcl3XbB31hHxcvXnQWaEfg0R/2klWPFACA3MxnSSYAAAAAAADkHtwkCwAAAAAAAMtIMgEAAAAAAMAykkwAAAAAAACwjCQTAAAAAAAALCPJBAAAAAAAAMtIMgEAAAAAAMAykkwAAAAAAACwjCQTAAAAAAAALCPJBAAAAAAAAMtIMgEAbsnBgwflcDhUsWLFQIfiNxUrVpTD4dDBgwcDHYpt5ZRxkVPiBAAAyIlIMgEAsiGhAncYF7Bi/PjxcjgcGj9+fKBDAQAAPhQW6AAAADlL2bJltWvXLoWHhwc6FL9ZunSp0tLSVLZs2UCHYlu5cVwAAAAgO5JMAIBbEh4erqpVqwY6DL+qXLlyoEOwvdw4LgAAAJAdt8sBACRJH3/8sRwOhw4dOiRJqlSpkhwOh/N/y5cvl/T7NW2ylpWk2bNnq2HDhipYsKCKFy+unj176vDhw5IkY4zeeecd1a5dWwUKFFBUVJT69eunU6dO3TS+vXv36k9/+pMqV66svHnzqnDhwmrSpIlmz559y9t69epVvf7666pXr54KFSqkPHnyqFSpUmrQoIH+8pe/KDk5OdvyN7tVrGnTps59s2XLFnXu3FlRUVGKiIhQbGysJk+eLGPMTeP44Ycf1K1bN5UrV04REREqXry4GjRooHHjxunMmTO22Ad2HRd/dPvV8uXL5XA41LRpU4/2hye1mm42DhITEzVs2DDFxMQob968yp8/v6Kjo9WiRQu98cYbHn3+jc6ePatx48apdu3aKlSokPLnz68aNWpo4sSJunTpUrZle/bsKYfDoVdeeeWm6/v222/lcDhUp04dl9dudUzdzph3OBx68cUXJUkvvvhitvHTr1+/W9w7AADA1gwAAMaYlStXmr59+5oCBQoYSaZLly6mb9++zv/t2rXLGGPMgQMHjCRToUIFl3VIMpJMfHy8CQsLM82bNzddu3Y15cuXN5JMdHS0SU5ONo899pjJmzevadOmjenUqZMpUaKEkWRq1qxprl696rLeuXPnmrx58xpJpmrVqqZTp06mefPmzlj79+/v8XZmZGSYFi1aGEkmMjLStG3b1vTs2dM89NBDpkKFCkaS2bx5c7b3ZLUfOHAgW3tcXJxze/PkyWPuuece06NHDxMXF2dCQ0ONJDNs2DC3cQwdOtS5v2rXrm169Ohh2rZta+68804jySxbtswW+8Cu42LcuHFGkhk3bpzbbVy2bJmRZOLi4rK13yzO34s/i7txkJiYaMqUKWMkmfLly5uOHTua7t27mwcffNAULVrUFC5c+Kbrc2fnzp0mOjraSDKlS5c2bdq0MR06dDAlS5Z0jpVz5845l1+0aJFzTNxM586djSQzderUbO23M6ZuZ8z37dvX1KpVy0gytWrVyjZ+pk+ffkv7BwAA2BtJJgBANjdLqGTxJJlQrFgxs2XLFmf7pUuXzAMPPGAkmRo1apjKlSubgwcPOl9PSkoyVapUMZLM7Nmzs61z27ZtJiIiwuTNm9d8+eWX2V47ePCgqVGjhpFkZs6c6dH2JSQkGEmmTp06JiUlxeX19evXm9OnT2dr+6MkkyTz/vvvZ3tt6dKlxuFwmNDQUHPkyJFsr02dOtW5n3744QeXGH788Udz+PDhHLEPsvh7XNglyfTiiy8aSeapp54ymZmZ2Za/du2aWbJkyU3X91uXLl0ylStXNpLM2LFjsyXWLl68aHr27OmS/MnIyHAm69auXeuyzqSkJBMeHm7y5MmTrU9vd0zd7pj/o/4CAADBgdvlAABeN2HCBNWqVcv53/ny5dPw4cMlSdu3b9fUqVNVoUIF5+tRUVF6+umnJV0vsn2jv//977p69aomTpyozp07Z3utQoUK+vDDDyVJU6dO9Si2kydPSpIefPBBFSpUyOX1+vXrq1ixYh6tK0vnzp31pz/9KVtb8+bN1bp1a2VkZGjZsmXO9vT0dL300kuSpA8++EDNmjVzWV/Dhg0VHR3t/O+csA884c1xYRdZ+7JNmzbOWwKzhIeHq0WLFh6va+bMmdq/f7/at2+vl156SXny5HG+lj9/fn3wwQcqUaKEPvnkE509e1aSFBISor59+0qSZsyY4bLOTz/9VGlpaXrkkUey9anVMXUrYx4AAOQeJJkAAF738MMPu7TdddddkqSwsDC1atXqpq8fP37c2ZaZmamFCxdKkrp37+72s+rXr6+CBQtq8+bNunLlyh/GVrduXYWGhuqjjz7Su+++q8TExD/eoD/QoUMHt+333HOPJOnYsWPOto0bNyopKUlRUVHq1KnTH647p+wDT3hrXNhJw4YNJUnx8fGaN2+eLly4cNvr+u677yTdvJ8LFiyo+vXrKz09XevXr3e29+vXTw6HQ59//rkuX76c7T1ZiacBAwY427wxpm5lzAMAgNyDJBMAwOvKly/v0lawYEFJUunSpRUW5vpw06wram78QXvmzBmlpKRIkqKjo7MVDM76X0hIiC5cuKDMzEy3xbJ/q3LlynrrrbeUlpamIUOGqEyZMqpYsaJ69uypTz/9VNeuXfPK9kpSZGSkyzZlFdC+++67Xa58cSen7ANPeGtc2Env3r31+OOPa+/everSpYvuuOMO1axZU88884x++OGHW1rXr7/+6lynu352OBz6/vvvJUlJSUnO9915552Ki4vT+fPn9dVXXznbN2/erK1bt6pMmTLZEnjeGFO3MuYBAEDu4fptDgAAi0JCbv43jN977bcyMzOd/866Jej3REREeLTeoUOH6rHHHtM333yjVatWadWqVZozZ47mzJmjcePGaeXKlSpdurTHcd7KNt2qnLIPPOGtceGJG/ebL9cZEhKi2bNna8yYMfruu++0evVqrV69Wu+9957ee+89dejQQV999ZVCQ0M9Xn+bNm1UsmTJ3132xtsKpetXKi1fvlwff/yxevXqJem/VzH16dMn2+d7Y0z5cswDAICciyQTAMC2oqKilC9fPl2+fFlvvPGGoqKivLbukiVLatCgQRo0aJAkaffu3RowYIDWrl2r+Ph4zZw502ufdaOsK0D27t0rY8wfXs0UjPvAG7LqFaWmprp9PeuKMW+tLy0t7XdvK4yNjVVsbKxGjRolY4x++OEH9erVSwsWLNCsWbPUv3//P4whOjpau3fv1sCBA9W1a9dbir9Lly4aMmSIli5dqiNHjqhkyZL697//LUkun+3LMQUAAHI3/gwFAMgm68d2enp6gCORQkND1bJlS0nS3LlzffpZVatW1V//+ldJ0pYtW3z2OfXr11dUVJSSkpL09ddf/+HydtkHdhoXklS2bFlJ0q5du9y+nlXfyFPFixdXnjx5lJycrFOnTrm8vmjRIo+33eFwqEWLFs4rijwdT23btpV0e/2cP39+de/eXZmZmZo1a5YWLFigM2fOqHHjxoqJicm2rD/HVBa7jR8AAOAbJJkAANmUK1dOkrRz584AR3LduHHjlCdPHo0aNUozZ850e8vSjh07NG/ePI/W98MPP+j7779XWlpatnZjjL799ltJrrcieVNYWJief/55SdJTTz2lFStWuCyzfv16HT161PnfdtgHdhsXzZs3V0hIiBYtWqSEhARnuzFGU6dO1ZdffnlL6wsPD1eTJk0kSWPHjs22j7du3aohQ4a4fd+sWbO0ceNGl/bU1FQtX75ckufj6amnnlKFChX0xRdf6K9//avbq6pOnDih6dOnu31/VnHvjz/+WB999JEk16uYsnh7TP0Ru40fAADgG9wuBwDIpkuXLlq2bJmeeOIJtWrVSkWKFJEkjRo1Snfffbff46lbt65mz56tfv36qV+/fho7dqxiY2NVvHhxJScna/v27Tp69Ki6d+/u8ih2d7Zt26bnnntOkZGRqlu3rsqUKaPLly9r06ZNOnTokAoXLqwJEyb4dJuGDRumPXv26P3331dcXJzq1Kmju+++WykpKdq9e7d+/fVXLVu2zPnD3A77wG7jIjo6WkOHDtWUKVPUokULPfjggypatKi2bt2qw4cPKz4+Xq+88sotrXPixIlasWKFpk+froSEBNWsWVPHjh3Thg0b1KtXLy1fvtzlNrx58+apb9++KlOmjGrXrq0iRYro7NmzWr16tc6fP6/q1as7b0f8IwUKFNB3332n9u3b67XXXtMHH3ygmjVrqly5crp06ZL27t2rXbt2qUSJEm7Xed999+mee+7Rrl279Msvv6hAgQI3fXqct8fUH2ndurUKFCigr7/+Wg888IDuuusuhYaGqnHjxh7dSggAAHIGkkwAgGyefvpppaamavbs2fr++++dT4l64oknApJMkKRu3bqpQYMGmjp1qhYvXqzVq1crIyNDJUuWVJUqVTRkyBCPa9h06NBB58+f18qVK7Vv3z6tW7dO+fLlU3R0tOLj4zV48GBncsdXHA6H3nvvPXXs2FHvv/++1q1bpx07duiOO+5QpUqV1LdvX9WsWTPbewK9D+w4Lt566y2VL19e//rXv7RmzRoVLFhQjRs31ty5c5WSknLLSaZ7771XCQkJGjdunNatW6cjR44oJiZGU6ZM0Z///GdVqlTJ5T0jRoxQpUqVtGbNGm3atEnJyckqWrSoYmNj1atXL/Xv318FChTwOIZq1app27Ztev/99/XVV19p27ZtWrt2raKiolSuXDmNHDlSnTp1uun7+/fvr7/85S+SpK5duzqf3ueON8fUHylZsqQWLlyoCRMmaOPGjVq7dq0yMzOVnp5OkgkAgCDiMMaYQAcBAAAAAACAnI2aTAAAAAAAALCMJBMAAAAAAAAsI8kEAAAAAAAAy0gyAQAAAAAAwDKSTAAAAAAAALCMJBMAAAAAAAAsI8kEAAAAAAAAy0gyAQAAAAAAwDKSTAAAAAAAALCMJBMAAAAAAAAsI8kEAAAAAAAAy0gyAQAAAAAAwLL/D5xy4mazsNEQAAAAAElFTkSuQmCC\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)" + "stim_table = nwb.intervals[\"flashes_presentations\"]\n", + "stim_table[:]" ] }, { @@ -359,73 +1024,73 @@ "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." + "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": 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, + "execution_count": 11, "id": "9fdc4f40", "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", " # 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_block[i+1]\n", - "\n", - " # if next row is the same epoch, push back epoch_stop time\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": 15, + "execution_count": 12, "id": "2afe14f6", - "metadata": {}, + "metadata": { + "scrolled": true + }, "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" + "('gabors_presentations', 0.0, 89.8968273815905, 1001.8917716749913)\n", + "('flashes_presentations', 1.0, 1290.8830973815907, 1589.382401312724)\n", + "('drifting_gratings_presentations', 2.0, 1591.1338573815906, 2190.634543106125)\n", + "('natural_movie_three_presentations', 3.0, 2221.6604473815905, 2822.161967381591)\n", + "('natural_movie_one_presentations', 4.0, 2852.1870373815905, 3152.4377773815904)\n", + "('drifting_gratings_presentations', 5.0, 3182.4628573815908, 3781.963503106125)\n", + "('natural_movie_three_presentations', 6.0, 4083.215117381591, 4683.716567381592)\n", + "('drifting_gratings_presentations', 7.0, 4713.741627381592, 5397.312443106124)\n", + "('static_gratings_presentations', 8.0, 5398.31325738159, 5878.714467381591)\n", + "('natural_scenes_presentations', 9.0, 5908.739537381591, 6389.157337381589)\n", + "('natural_scenes_presentations', 10.0, 6689.408117381589, 7169.809297381591)\n", + "('static_gratings_presentations', 11.0, 7199.83431738159, 7680.268867381591)\n", + "('natural_movie_one_presentations', 12.0, 7710.293937381591, 8010.54467738159)\n", + "('natural_scenes_presentations', 13.0, 8040.56972738159, 8568.510620243858)\n", + "('static_gratings_presentations', 14.0, 8611.04613738159, 9151.49746738159)\n" ] } ], @@ -438,8 +1103,12 @@ " 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)" ] }, { @@ -448,24 +1117,24 @@ "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." + "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": 16, + "execution_count": 13, "id": "8b1d9007", "metadata": {}, "outputs": [], "source": [ - "unit_num = 950930672\n", + "unit_num = 950930672 # chosen from units table\n", "time_start = 0\n", "time_end = 10000" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "id": "8eacf09e", "metadata": {}, "outputs": [], @@ -477,23 +1146,23 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 15, "id": "6d11f911", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 18, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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iIiIyPCYQiMgkMBdA2lCWTJKYdfUpkX7wqiAiIiIiIiJVMYFARCaJFVxEZCk44LtuMNFMRERERERkeEwgEJFJ0KR+jZVyRGQOjHmn0vW2Va3DV7ZdJgGIiIiIiIjMCxMIRERksnRZ18h6SyqLFJV7QyQ09HG9MWdMRERERERkeEwgEJFZeJ0tNnYIZKKepuVj77UsmWnHY7J1su5nafkqzcd6TSqJqVV8a1O5r86uPEvLx95rmRDlv9miqR0LMh3J6TnYfvEhMnLyjB0KEREREREVUd7YARARqeL/9qRgZV83mWnKBs6lsqXXmufILlbfNO3vFKxzcIO3m5VW6+6z/oVK87EkEsn7728vkJErQWIqE8BUuoEbLiA6MQ1n7yVjad9mxg6HiIiIiIj+hy0QiMgsRMTlGjsEMjJl+aLiyYNCd5NEqq2gBK+zmRog7ZXVp+4zcguun3P3czRavowetjIrOjENAHDweqKRIyEiIiIioqKYQCAiIpOlywpEfaYCWNFJZQVTakRERERERGULEwhEZJJUeVhcKKuP9ZYhrKwkMk9F7+HK/iYiIiIiIiLTxwQCEZkEgc9wExFREcwRExERERERGR8TCEREZJHYQoVMhSUlSFXdk6KXHxsdEBERERERmS8mEIjIbEnYFwaVgiWEyjwdXwSGvKZ4iyciIiIiIjI+JhCIyGBeZ4uVvpcpUv4ekS6wMpKMRZXGMDl5EuTmFRRSiUSClExxifdMoOR7aklUvRYkEolK2xDlS5AlUr7SfPGb99RpGJSRy88FIiIiIiIiY2MCgYgMYu+1TLRfkoTgs+ly773KFGP89hTDB0Umj5X+VBaI8iVot/gZOi9LglgiwZp/09FpWRLaL0lC6IUMhcvsjlJ+T5WhRe9JgftS0X5JEq49zi1xvk9+fY62C5/JJBGKXrvRiXlqbzvqUS72X89Wezkyf7ztExERERGZFiYQiMgggvanAQBW/CNf2XX2Xo7cNFUqENjHPRFZgufpYojygYxcCXJEEqyLeJM0WHz8tcJl5hxQfk+VoUVt7MEbBRX4IWcVJzEKPU8vaClwN0lU6jpVTQr+fqbkbRIREREREZFhMIFARERmQdunUvlUKxGR6eOjAUREREREpoUJBCIyWxxE2fLpspGJXosLa7yIiIiIiIiIyAIxgUBERsc0AOmDAJYtIkPS9/XGXuuIiIiIiIgMjwkEIiIyWWxkQpag1PFaWNDlMFlARERERERkGphAICKj07SeiIMoExGZDt6RiYiIiIiILA8TCERkkvhALhFZCkuqWDfUvZmfAURERERERKaBCQQiMjrWE5G+LDicZpDtWFIFMelf1KNcjNn6Evdf5BVM0LI11ck72Ri37RWS0/O1Ws+NJwVxxT0XKZ3n3os8jNn6Ejee5Mq9N2brK622T0RERERERKaHCQQiMlsSPqJKJXj4Kg//3M4xyLZYEqkkxfMDX256ibP3cjF+x/8q3LW8l03ckYLTcTlYfPy13HvqrHlQcEFco7coTwQsDXuNs/dyMSj4pdx76Tm6uxLYQx0REREREZFpYAKBiIhMlkSLqvlc7R7GJtK7Z2kKCqkWNefJGWItonnjebr262FSjYiIiIiIyDIwgUBERGZB3Ye0i1fD6rPBCh+WppIIRiwhLJtERERERESkDSYQiMhsCezjwuIZs+KVyNyYw1P/2rQq4t2AiIiIiIjI8JhAICIiIjICQ1SIGyupwMp+IiIiIiIiy8AEAhGZLQ6iTOpgaSEiIiIiIiIiUg8TCEREZLK06e5Ebl3MIJCRGKq3NVN66l/Z5cZuyYiIiIiIiMwLEwhERGQ2JBIJjtzMwr3neaXOuz0y0wAREenWhfs5Gi+rTo4sK1eM3VGZeJmRr/H2iIiIiIiIyPKVN3YAREREqoqIy8V3e1IBAJf/z6PEeYtXpnLMbTKW0ope0bI6cWeKHiN5Y9Hx1/j7aha8K1nhr6/dDbJNdSg8ZryGywQ2FiMiIiIiMi1sgUBEZktgjXCZE/NUZOwQiCzCidhsAEB8cuktEHRZoatVt2SsWSYiIiIiIjI4JhCIiKhM4BgIZCzKcp06z4GqWMZ5LZAp46MBRERERESmhQkEIjJJqlRwSVgLRmrQZ2lhhRdpQ5/lh7dJIiIiIiIi0gYTCERERNCuEpd1tKQNnZUfS89kWfr+ERERERERmSCjJhBWr16Npk2bwtnZGc7OzvD398ehQ4ek72dnZ2PMmDGoVKkSHB0d0bt3bzx79syIERORPvAJWVKVXp/U1uO6iRQxRH04h4ohIiIiIiIibRg1gVCzZk0sWLAAkZGRuHTpEjp16oQePXrg5s2bAICJEydi37592LFjB06ePIknT56gV69exgyZiIjMlR4zBKyjpZIZqISYQRZM4NVCRERERERkVsobc+Pdu3eXeT1v3jysXr0a586dQ82aNbFhwwZs3rwZnTp1AgBs3LgRPj4+OHfuHFq3bm2MkIlID9R5QvZ1trjIcqyIKmu0qR+V6Kh2VSKRICNXAkcbzXPwEokE6TkSONmyJ8GyoOitKjVLrHxGPVB1PJmS7qe5ebrLTCi7Dl9ni+FkW076P2/vREREREREpsFkai7y8/OxdetWZGRkwN/fH5GRkRCJROjSpYt0noYNG8LLywtnz55Vup6cnBykpaXJ/CMi8xP3Ik9uWkRcDtovSZK+5iDKls+Qpzg+OV+l+cZvT0G7xUm4r6CMqmruwTS0X5KEyAe5Gq+DzFPHpUmlz2Rgk3ellPj+mXvql1N1Lt0j0VlovyQJ/1n1HO2XJGFDRLra2yPLwU92IiIiIiLTYvQEwvXr1+Ho6AgbGxuMHDkSf//9Nxo1aoSnT5/C2toarq6uMvNXrVoVT58+Vbq++fPnw8XFRfrP09NTz3tARNpSVEm89VKm3LQV/7w2QDRkyrR5KFlXXaecjssBAPx9Vb6Mqmp3VBYA4LfTrCgtC0z9Yfrw2zlG3f6Phwse9niUUpDE+/VkusLPBXZ/REREREREZHhGTyA0aNAAV69exfnz5zFq1CgMHjwY0dHRGq/vu+++Q2pqqvTfw4cPdRgtERGZK111YaRLphcRlQWmeC0QFWKaiIiIiIjItBh1DAQAsLa2Rt26dQEALVq0wMWLF7F8+XL07dsXubm5SElJkWmF8OzZM3h4eChdn42NDWxsbPQdNhEREZF2LLijf233zIIPDRERERERkVkxeguE4sRiMXJyctCiRQtUqFABYWFh0vdiY2ORkJAAf39/I0ZIRLqmsKJIhc7vOYhy2aLteAj6HE9B46LIB8GJDDrWCREREREREanHqC0QvvvuO3z44Yfw8vLC69evsXnzZoSHh+PIkSNwcXHB0KFDMWnSJLi5ucHZ2RnffPMN/P390bp1a2OGTUQ6xsojUpmJ5oxYhkkThcVZV+VH1a6JDDGWAC8JIiIiIiIiy2DUBEJSUhIGDRqExMREuLi4oGnTpjhy5Ai6du0KAFi6dCnKlSuH3r17IycnBwEBAVi1apUxQyYiEyJhrW3Zo8UpN8XSwr7oyzZjnX1dljveh4mIiIiIiCybURMIGzZsKPF9W1tb/Prrr/j1118NFBEREZH62JsWaUNX5UdRywJW7xMREREREZE2TG4MBCKyTOrWj73KUq3aK18swf/tTsGfFzLUD4pID0T5rLIlWcrGaxFQUF6m/ZWik+1IIMGNJ7kYs/Ul4p6LlM6383IWUovdY8dvf6X29k7ezsY4DZYjIiIiIiIi88EEAhGZpNN3c1Se73B0NpYcf63niMgkmMGT/kdjso0dApmRAzeyEPM0T2frGxT8Emfv5WL0loKKfUWXzCkF91dF00ozcWcKIuJy1V6OqCRMwRIRERERmRYmEIjIbAmCgIxcVjVYMl12r26ortozc1TfELuPJ3XKizqep4sBmF5lrDZlnl2FERERERERGR4TCERkEPqoxOLgnURkDpTVewsCUI7fxBRirqDs4rknIiIiIjIt/NlKRGaNKQQyZyy/ZMXH6omIiIiIiMiEMYFARAbBKjLSlgQsR2R5rPhNjF15ERERERERmTD+bCUis8YKZctW/OFsU6pn5IPjpAtlrQsjXjdERERERETmpYz9bCUiInOi00GUdbeqgvWZUjaDzBa7MCIiIiIiIiJTxgQCERndnSSRRssJgiBTKXzgRhbErNUlJZ6m5as1/6sMscrzaloFzOJKqrRASM8RY3dUJlIySy6TuixPaVmql39FDlzPUjidZZ6IiMqae4+zcP5GqrHDICIi0hgTCERkdH+cz9RoueIVXIF7U3HgerYuQiITpc2z2ree5qk1/6gtL+WmFa38LPrgOOtEqSTKGhkIAMqrUKjnHkjDnANpGL/jVYnz5WlX5y9j6l8pWi2f9FqHwVCZwvspEVmaqSvv4uc/ExD3SHFynYiIyNQxgUBEZis1WyxXoRz1KNcosZDluZ1UcsKBT1KTTqiQQDh2qyAxev1xya218sTyhVLTcnrxAe+lREREuvT4OR90IiIi88QEAhERkYpKepKcSCO6HOfD0pNavNCIiIiIiIgMjgkEIjJrll5fVtZJTPgMK0smmG7EZGoMMX6yOYzRzGuGijKDIktEREREVKYwgUBEZouVDGWLKTxdbQoxkPlRmmxSsTypeq8zh2QBERFRWSXwg5qIiMxUeWMHQERlgyDop/KVX8OJyNRpe+/T5v7JpBcRERGR6cjPz4dIVPK4VkREhmBtbY1y5VRrW8AEAhERmSzBxFJEgoBS+1tRJ2LW7ZZtqj6IWE4AFIyPbDF03RKDiIiIyNRIJBI8ffoUKSkpxg6FiAgAUK5cOdSuXRvW1talzssEAhGZNQuuUyMFMnJN/4ybfoRkaNr2WJAn1k0cpkQikSA9RwInW9V70+S1RURUtmRk58PB1srYYRDpRGHyoEqVKrC3t2eXVkRkVGKxGE+ePEFiYiK8vLxKvScxgUBERCar6CDK917kIfhshhGj0X13MOxehsqqOQfTsCcqC+u/cOPYDSSDt0UiAoBd/yRh85Fn+OazmujQoqKxwyHSSn5+vjR5UKlSJWOHQ0QEAHB3d8eTJ0+Ql5eHChUqlDgvB1EmIrMlCOzSoizZHplp7BCISEf2RGUBANZHpDORRkREcjYfeQYAWLXrkZEjIdJe4ZgH9vb2Ro6EiOiNwq6L8vPzS52XCQQiMmusdyJTw6QWFWeosTwsvSKe1xYRERGZM3ZbRESmRJ17EhMIRGS2LL2yjEyP0s/XItNZLImU4/VBpWHVChEVxc8NIiIi42MCgYiIzIIl/oC0xH0iIiIiIiLL1aFDB0yYMEHp+/Hx8RAEAVevXpVOi4iIgK+vLypUqICePXsqXVYQBOzevVtnsZqi0o4fGUd4eDgEQUBKSoqxQzFJHESZiMwWx0AoY0ygyYkJhEDmyEA3KnMonooOhaK42cKfiIiIyoKXaZEG25abcwuDbMfT0xOJiYmoXLmydNqkSZPQrFkzHDp0CI6OjggKCsLu3btlkgwAkJiYiIoVLWPg9PDwcHTs2BGvXr2Cq6urdPpff/1V6oC1pBpvb29MmDBB7YRMhw4d0KxZMyxbtkw6rU2bNkhMTISLi4tug7QQardAePjwIR49ejOQ0YULFzBhwgT89ttvOg2MiCyLvuqCilc8sdKJjE2dIsiERBlhqPPM8kRERERERpSbmwsrKyt4eHigfPk3zyzHxcWhU6dOqFmzpkxlenEeHh6wsbExQKSay83N1Wp5Nzc3ODk56Sgaw5NIJMjLyzN2GDpnbW0NDw8PjlWihNoJhP79++Off/4BADx9+hRdu3bFhQsX8P3332POnDk6D5CISB2skCVjYxEkVfG7qXp4vIiIiIgMKyMjA4MGDYKjoyOqVauGxYsXy7zv7e2NuXPnYtCgQXB2dsaIESNkujAq/Ds5ORlfffUVBEFAcHAwZs+ejaioKAiCIJ0GyHZhVLjsX3/9hY4dO8Le3h5+fn44e/asTAzr1q2Dp6cn7O3t8emnn2LJkiUlJimK++GHH1ClShU4OTlh2LBhmD59Opo1ayZ9f8iQIejZsyfmzZuH6tWro0GDBgCAP/74Ay1btoSTkxM8PDzQv39/JCUlSWPv2LEjAKBixYoQBAFDhgwBIN+Fkbe3N3788Ud89dVXcHJygpeXl9xD2mfOnEGzZs1ga2uLli1bYvfu3TLdRL169QoDBgyAu7s77OzsUK9ePWzcuLHUfS88xlu3bkWbNm1ga2uLJk2a4OTJk9J5Crv2OXToEFq0aAEbGxucPn0aYrEY8+fPR+3atWFnZwc/Pz/s3LlTulxpMT18+BB9+vSBq6sr3Nzc0KNHD8THx8sd90WLFqFatWqoVKkSxowZA5FIJD2ODx48wMSJE6XlCACSk5PRr18/1KhRA/b29vD19cWWLVtk1nvy5EksX75culx8fLzCLox27dqFxo0bw8bGBt7e3grLf0nnLjc3F2PHjkW1atVga2uLWrVqYf78+aWeF1OkdgLhxo0beOeddwAA27dvR5MmTXDmzBmEhoZKL3giouL0UanKuiTKFxu2up4VmKQRA5WbW8/M70mgc/dzkS1i2o3I3FyMTsO8jfF49Vpk7FCIiEiPpk6dipMnT2LPnj04evQowsPDcfnyZZl5Fi1aBD8/P1y5cgWBgYEy7xV2Z+Ts7Ixly5YhMTERffv2xeTJk9G4cWMkJiZKpynz/fffY8qUKbh69Srq16+Pfv36SZ+Aj4iIwMiRIzF+/HhcvXoVXbt2xbx581Tev9DQUMybNw8//fQTIiMj4eXlhdWrV8vNFxYWhtjYWBw7dgz79+8HAIhEIsydOxdRUVHYvXs34uPjpUkCT09P7Nq1CwAQGxuLxMRELF++XGkcixcvRsuWLXHlyhWMHj0ao0aNQmxsLAAgLS0N3bt3h6+vLy5fvoy5c+fi22+/lVk+MDAQ0dHROHToEGJiYrB69WqZLqRKM3XqVEyePBlXrlyBv78/unfvjuTkZJl5pk+fjgULFiAmJgZNmzbF/PnzsWnTJqxZswY3b97ExIkT8cUXX0iTDyXFJBKJEBAQACcnJ5w6dQoRERFwdHREt27dZFp4/PPPP4iLi8M///yDkJAQBAcHS+ue//rrL9SsWRNz5syRliMAyM7ORosWLXDgwAHcuHEDI0aMwMCBA3HhwgUAwPLly+Hv74/hw4dLl/P09JQ7JpGRkejTpw8+//xzXL9+HUFBQQgMDJSr+y7p3K1YsQJ79+7F9u3bERsbi9DQUHh7e6t8XkyJ2mMgiEQiaXOi48eP4z//+Q8AoGHDhtKTRURkCBLI18uxgrdsiYjLMej22MKFSDu8hKg0LCPmYcGmBwCAjfsSMam/l5GjIYvGmwKR0aSnp2PDhg34888/0blzZwBASEgIatasKTNfp06dMHnyZOnrok+RF3ZnJAgCXFxc4OHhAQBwdHRE+fLlpa9LMmXKFHz88ccAgNmzZ6Nx48a4e/cuGjZsiJUrV+LDDz/ElClTAAD169fHmTNnpJX8pVm5ciWGDh2KL7/8EgAwc+ZMHD16FOnp6TLzOTg4YP369bC2tpZO++qrr6R/16lTBytWrECrVq2Qnp4OR0dHuLm5AQCqVKlSaouIjz76CKNHjwYAfPvtt1i6dCn++ecfNGjQAJs3b4YgCFi3bh1sbW3RqFEjPH78GMOHD5cun5CQgLfffhstW7YEALUrqceOHYvevXsDAFavXo3Dhw9jw4YNmDZtmnSeOXPmoGvXrgCAnJwc/Pjjjzh+/Dj8/f2lx+D06dNYu3Yt2rdvX2JM27Ztg1gsxvr166UtBzZu3AhXV1eEh4fjgw8+AFDQeuOXX36BlZUVGjZsiI8//hhhYWEYPnw43NzcYGVlJW0BUqhGjRrS8gAA33zzDY4cOYLt27fjnXfegYuLC6ytrWFvb19i+VuyZAk6d+4sTYrVr18f0dHRWLhwoTRRBJR87hISElCvXj289957EAQBtWrVUuu8mBK1WyA0btwYa9aswalTp3Ds2DF069YNAPDkyRNUqlRJ5wESEZWEvyksW2kV9pm5LAFkvpjvJCJzl5Jufi2fiIyFDzqRuYmLi0Nubi7effdd6TQ3NzdpFz6FCiuI9aVp06bSv6tVqwYA0q6CYmNjpb2kFCr+uiSqLu/r6yuTPAAKnlDv3r07vLy84OTkhPbt2wMoqMxXV9F9FAQBHh4eMvvYtGlT2NraKo1x1KhR2Lp1K5o1a4Zp06bhzJkzam2/MAkAAOXLl0fLli0RExMjM0/R83z37l1kZmaia9eucHR0lP7btGkT4uLiSo0pKioKd+/ehZOTk3RZNzc3ZGdnS5cHCuqgrayspK+rVasmPS7K5OfnY+7cufD19YWbmxscHR1x5MgRtc9LTEwM2rZtKzOtbdu2uHPnDvLz86XTSjp3Q4YMwdWrV9GgQQOMGzcOR48eVSsGU6J2C4SffvoJn376KRYuXIjBgwfDz88PALB37161LlIiKlv08X1Z0Tr5hHjZwt9hZM54uyIiIiIic+fg4KDX9VeoUEH6d+HT6mKxWK/bLK74PmZkZCAgIAABAQEIDQ2Fu7s7EhISEBAQoNEgy0X3ESjYT3X28cMPP8SDBw9w8OBBHDt2DJ07d8aYMWOwaNEitWNRpugxKGyhceDAAdSoUUNmvsJea0qKKT09HS1atEBoaKjcdtzd3aV/a3JcFi5ciOXLl2PZsmXw9fWFg4MDJkyYoPXg18qUFGPz5s1x//59HDp0CMePH0efPn3QpUsXmbEizIXaLRA6dOiAFy9e4MWLF/j999+l00eMGIE1a9boNDgiopKw8q1sMYXzrezJMU0TGUx4lQ1MdKmPx6zs4rknIiIyDW+99RYqVKiA8+fPS6e9evUKt2/f1nrd1tbWMk9xa6pBgwa4ePGizLTir/Wx/K1bt5CcnIwFCxbg/fffR8OGDeWejC9ssaDtfjZo0ADXr19HTs6b7nsVxeju7o7Bgwfjzz//xLJly+QGYi7JuXPnpH/n5eUhMjISPj4+Sudv1KgRbGxskJCQgLp168r8KzqegLKYmjdvjjt37qBKlSpyy7u4uKgct6JyFBERgR49euCLL76An58f6tSpI1dmVSl/Pj4+iIiIkFt3/fr1ZVpFlMbZ2Rl9+/bFunXrsG3bNuzatQsvX75UeXlToXYCAQAkEgkiIyOxdu1avH79GgCk/UcRERmKAI6BUOYZ+Hwrq/BnHoA0URZvV2Vxn4ksGa9pIiLL5ejoiKFDh2Lq1Kk4ceIEbty4gSFDhqBcOY2qEmV4e3vj/v37uHr1Kl68eCFTOa6Ob775BgcPHsSSJUtw584drF27FocOHZK2VFBl+Q0bNiAkJAR37tzBDz/8gGvXrpW6vJeXF6ytrbFy5Urcu3cPe/fuxdy5c2XmqVWrFgRBwP79+/H8+XO5cRVU1b9/f4jFYowYMQIxMTE4cuSItGVBYZwzZ87Enj17cPfuXdy8eRP79+8vMQFQ3K+//oq///4bt27dwpgxY/Dq1SuZMR6Kc3JywpQpUzBx4kSEhIQgLi4Oly9fxsqVKxESElJqTAMGDEDlypXRo0cPnDp1Cvfv30d4eDjGjRuHR48eqRy3t7c3/v33Xzx+/BgvXrwAANSrVw/Hjh3DmTNnEBMTg6+//hrPnj2TW+78+fOIj4/HixcvFLZqmDx5MsLCwjB37lzcvn0bISEh+OWXX2TGVyjNkiVLsGXLFty6dQu3b9/Gjh074OHhUeqYGKZI7av+wYMH8PX1RY8ePTBmzBg8f/4cQEHXRuocRCIiXWDFbdnGigsi86LqPZv3diIiIiLjW7hwId5//310794dXbp0wXvvvYcWLVpovd7evXujW7du6NixI9zd3bFlyxaN1tO2bVusWbMGS5YsgZ+fHw4fPoyJEyfKjBdQkgEDBuC7777DlClTpN3NDBkypNTl3d3dERwcjB07dqBRo0ZYsGCBXHdBNWrUwOzZszF9+nRUrVoVY8eO1WgfnZ2dsW/fPly9ehXNmjXD999/j5kzZwKANE5ra2t89913aNq0Kdq1awcrKyts3bpV5W0sWLAACxYsgJ+fH06fPo29e/eicuXKJS4zd+5cBAYGYv78+fDx8UG3bt1w4MAB1K5du9SY7O3t8e+//8LLywu9evWCj48Phg4diuzsbDg7O6sc95w5cxAfH4+33npL2vXRjBkz0Lx5cwQEBKBDhw7w8PBAz549ZZabMmUKrKys0KhRI2n3U8U1b94c27dvx9atW9GkSRPMnDkTc+bMkRlAuTROTk74+eef0bJlS7Rq1Qrx8fE4ePCgTpJwhqb2GAjjx49Hy5YtERUVJTNo8qeffiozAjgREVFZwUQGERGVRUz2kb6xjJGlc3PWvjJenxwdHfHHH3/gjz/+kE6bOnWq9O/4+Hi5Zby9vSEp1nQ7JSVF5rWNjY3CfuCLLqdoPa6urnLThg8fLlMfOXz4cNStW1f5ThUTGBiIwMBA6euuXbvKLB8cHKxwuX79+qFfv35K41e0bgAIDw+Xea3oGF69elXmdZs2bRAVFSV9HRoaigoVKsDLywtAQaX5jBkzFMapCh8fH5muqorq0KGD3H4BBa0fxo8fj/HjxytcrrSYPDw8pK0VFFF03JctWybzunXr1jLHBSgY6Hv37t1K1wsA9evXx9mzZ2WmKSpvvXv3Ru/evZWup7RzV7xsmjO1EwinTp3CmTNn5EYf9/b2xuPHj3UWGBERUVGmOl7Ak5Q8/HU1S2ba2Xs5sK0g4G1PayVLFZDwZ7HJuZtbHjdzK+A/Dll67xItLVuC1zn6LQOmdt0cuJ6FT3ztSp1P8aFnqo6IiIiIZC1atAhdu3aFg4MDDh06hJCQEKxatUqlZTMzM7FmzRoEBATAysoKW7ZswfHjx3Hs2DE9R62eTZs2oU6dOqhRowaioqLw7bffok+fPrCzK/17NZEuqN1mQiwWKxxo4tGjR3ByctJJUERERKpQtW9Lffq/Pam4k5QnfZ2ckY8xW19h6B/mNzASAV0eVcX4JDccyVSt2bO2fjycZpDtmIrIBBF2RmYaOwwyYSaW86JSGP9TmMh88Hoh0o8LFy6ga9eu8PX1xZo1a7BixQoMGzYMANC4cWM4Ojoq/BcaGgpBEHDw4EG0a9cOLVq0wL59+7Br1y506dLFyHsl6+nTp/jiiy/g4+ODiRMn4rPPPlNpkOQff/xR6f5/+OGHBoicLIXaLRA++OADmZGzBUFAeno6Zs2ahY8++kjnARIRESljCj/Erj0Wybx+lSE/AJMypvZ0OL1xPcca3RyydbIuYya6TCDHJudSQq6xQyAiIiIiC7F9+3al7x08eBAikUjhe1WrVoWdnR2OHz+ur9B0Ztq0aZg2bZray40cORJ9+vRR+J6dnR1q1KihsHsiouLUTiAsXrwYAQEBaNSoEbKzs9G/f3/cuXMHlStX1njQEyIijZhizRjpDb/WEBERERERkapq1apl7BCMys3NDW5ubsYOgyyA2gmEmjVrIioqCtu2bUNUVBTS09MxdOhQDBgwgH1vEZFSggCFNcDMdpMlk0gkJtHNEqnPUu5MpniLVeWK4GVDRERERERkGtROIGzZsgX9+vXDgAEDMGDAAJn3pk6dioULF+osOCIiokKK6hNZyUjmgMVUfaaY+CDD4PVCREXx84CIiMj41B5EedSoUTh06JDc9IkTJ+LPP//USVBEZHn08uWfvyjIzLEEU1nExB8REREREZH5UDuBEBoain79+uH06dPSad988w22b9+Of/75R6fBERERFWJlOxERERERERGRYamdQPj444+xatUq/Oc//0FkZCRGjx6Nv/76C//88w8aNmyojxiJiBTKzpOflp7DaubSSCRAmtj8HgFW1ODE1J9kLh7y62xxyTMQEQDTv7aJ9C1NZOwIVMNrlUgNvF6IiMhMqZ1AAID+/fvjhx9+QNu2bbFv3z6cPHkS9evX13VsRGRB9PUD82h0tszrI9HZiHqUq5+NWYjZyS5oGl8d4Zk2xg5Fa+b0O2x3VCbaL0lCyLkMY4dCZJZYUVk2MK8KbLkHNN0jYP1tY0dCRERlnUQiwYgRI+Dm5gZBEODq6ooJEyboZN3x8fEQBAFXr17VyfpIc97e3li2bJmxwyATptIgypMmTVI43d3dHc2bN8eqVauk05YsWaKbyIiIVHDqbo7ctI1nM7DsM2sjRGMegtMcAQA/v3RGB+OGUqbMOZAGAFh+4rV0GivKTBfPDREZy3eXC7JlP1wTMKw+70ZERJZse1qawbbVx9lZ7WUOHz6M4OBghIeHo06dOvjvf/+rh8hIXUFBQdi9e7fayZfg4GBMmDABKSkpMtMvXrwIBwcH3QVIFkelBMKVK1cUTq9bty7S0tKk7wt8NIyI1MSfxWTJJBKYVzMJsjimeI8VeFEQERERmYW4uDhUq1YNbdq0AQCUL69SNaLFys3NhbW15T2s6O7ubuwQyMSp1IXRP//8o9K/EydO6DteIiIiKeatyRywnBIRERGRuRkyZAi++eYbJCQkQBAEeHt7y83zxx9/oGXLlnBycoKHhwf69++PpKQk6fuvXr3CgAED4O7uDjs7O9SrVw8bN26UWce9e/fQsWNH2Nvbw8/PD2fPnpV5//Tp03j//fdhZ2cHT09PjBs3DhkZb7qFXbVqFerVqwdbW1tUrVpV5VYSHTp0wNixYzF27Fi4uLigcuXKCAwMhKTI4Hve3t6YO3cuBg0aBGdnZ4wYMULrmMRiMebPn4/atWvDzs4Ofn5+2Llzp/T98PBwCIKAsLAwtGzZEvb29mjTpg1iY2MBFLQimD17NqKioiAIAgRBQHBwMICCXmF8fX3h4OAAT09PjB49Gunp6dL1fvnll0hNTZUuFxQUJN3Pol0YJSQkoEePHnB0dISzszP69OmDZ8+eSd8PCgpCs2bN8Mcff8Db2xsuLi74/PPP8fr1m9b2O3fuhK+vL+zs7FCpUiV06dJF5hiRedFoDAQiIlOmaLBdkmcJdZrG3Ae2uiNzYJKlVMOgTHJfSOd4nomIiEzD8uXLMWfOHNSsWROJiYm4ePGi3DwikQhz585FVFQUdu/ejfj4eAwZMkT6fmBgIKKjo3Ho0CHExMRg9erVqFy5ssw6vv/+e0yZMgVXr15F/fr10a9fP+Tl5QEoaAHRrVs39O7dG9euXcO2bdtw+vRpjB07FgBw6dIljBs3DnPmzEFsbCwOHz6Mdu3aqbyPISEhKF++PC5cuIDly5djyZIlWL9+vcw8ixYtgp+fH65cuYLAwECtY5o/fz42bdqENWvW4ObNm5g4cSK++OILnDx5Uu64LF68GJcuXUL58uXx1VdfAQD69u2LyZMno3HjxkhMTERiYiL69u0LAChXrhxWrFiBmzdvIiQkBCdOnMC0adMAAG3atMGyZcvg7OwsXW7KlClyx0QsFqNHjx54+fIlTp48iWPHjuHevXvSbRSKi4vD7t27sX//fuzfvx8nT57EggULAACJiYno168fvvrqK8TExCA8PBy9evWSSc6QeVGp7VGvXr0QHBwMZ2dn9OrVq8R5//rrL50ERkSkKX4kWQ5T/n6h7MuPRMnfitehs3CILB4vFyIiMmfswo/MjYuLC5ycnGBlZQUPDw+F8xRWagNAnTp1sGLFCrRq1Qrp6elwdHREQkIC3n77bbRs2RIAFLZimDJlCj7++GMAwOzZs9G4cWPcvXsXDRs2xPz58zFgwADpwM316tXDihUr0L59e6xevRoJCQlwcHDAJ598AicnJ9SqVQtvv/22yvvo6emJpUuXQhAENGjQANevX8fSpUsxfPhw6TydOnXC5MmTpa+HDRumcUw5OTn48ccfcfz4cfj7+0uP2+nTp7F27Vq0b99eup158+ZJX0+fPh0ff/wxsrOzYWdnB0dHR5QvX17uvBQd4Nrb2xs//PADRo4ciVWrVsHa2houLi4QBEHp+QSAsLAwXL9+Hffv34enpycAYNOmTWjcuDEuXryIVq1aAShINAQHB8PJyQkAMHDgQISFhWHevHlITExEXl4eevXqhVq1agEAfH19VT4vZHpUaoFQWMAK/y7pHxGR0bGWiYhMiDErDMz1dshKFiIzwUuViKhMi4yMRPfu3eHl5QUnJydphXdCQgIAYNSoUdi6dSuaNWuGadOm4cyZM3LraNq0qfTvatWqAYC0G6SoqCgEBwfD0dFR+i8gIABisRj3799H165dUatWLdSpUwcDBw5EaGgoMjMzVY6/devWMi3L/f39cefOHeTn50unFSY/CmkT0927d5GZmYmuXbvKLL9p0ybExcWpfFyUOX78ODp37owaNWrAyckJAwcORHJyslrHJCYmBp6entLkAQA0atQIrq6uiImJkU7z9vaWJg8KYyyMz8/PD507d4avry8+++wzrFu3Dq9evVI5BjI9KrVAKNo/WfG+yoiIiAxB4dP6Rqy4UNaFkTohmWvlLhERERERlW0ZGRkICAhAQEAAQkND4e7ujoSEBAQEBCA3NxcA8OGHH+LBgwc4ePAgjh07hs6dO2PMmDFYtGiRdD0VKlSQ/l34G0ssFgMA0tPT8fXXX2PcuHFy2/fy8oK1tTUuX76M8PBwHD16FDNnzkRQUBAuXrwIV1dXneyng4ODzGttYiocj+DAgQOoUaOGzLI2NjYyr0s6LorEx8fjk08+wahRozBv3jy4ubnh9OnTGDp0KHJzc2Fvb6/ejpeiaHyFMRbGZ2VlhWPHjuHMmTM4evQoVq5cie+//x7nz59H7dq1dRoHGYbGw6cnJSVJB/Bo0KABqlSporOgiIi0IWG1rMUoaZiBh6/yMHFHisFiKU6V/huXHn+NqR84GyAa0jVT7V6q+Y9P0cKrQukzmrBjMdmlzsP7OFkaiQT4/gpQ2QaY1Fj+/RuvgJ9vANOaGD42IkOSSCSYtvMaylcS4b+dTLcO4dyNVJy49ApjP6sJZweNq02ILNqtW7eQnJyMBQsWSJ9Wv3Tpktx87u7uGDx4MAYPHoz3338fU6dOlUkglKR58+aIjo5G3bp1lc5Tvnx5dOnSBV26dMGsWbPg6uqKEydOlNoFOwCcP39e5vW5c+dQr149WFlZ6SWmrl27wsbGBgkJCTLdFanL2tpappUEUNAaRCwWY/HixShXrqDDme3bt5e6XHE+Pj54+PAhHj58KD2v0dHRSElJQaNGjVSOURAEtG3bFm3btsXMmTNRq1Yt/P3335g0aZLK6yDTofYnYVpaGsaMGYOtW7dKC52VlRX69u2LX3/9ld0YEZFa9FFJZ6oVf6Rb0/9OMfg2VSlaRefZcikTI953hIudSj0GEqkkMkFk7BCMgj2llA2W+hF+Jw3YfK+gFE9qLL+XfcKBzHwBl15Y6hEgKnD1YQp2RD4CAJNOICz8s6D7lT8PPcXo/9Y0cjREpqnwafuVK1di5MiRuHHjBubOnSszz8yZM9GiRQs0btwYOTk52L9/P3x8fFTexrfffovWrVtj7NixGDZsGBwcHBAdHY1jx47hl19+wf79+3Hv3j20a9cOFStWxMGDByEWi9GgQQOV1p+QkIBJkybh66+/xuXLl7Fy5UosXrxYbzE5OTlhypQpmDhxIsRiMd577z2kpqYiIiICzs7OGDx4sEpxe3t74/79+7h69Spq1qwJJycn1K1bFyKRCCtXrkT37t0RERGBNWvWyC2Xnp6OsLAw+Pn5wd7eXq5lQpcuXeDr64sBAwZg2bJlyMvLw+jRo9G+fXu57pyUOX/+PMLCwvDBBx+gSpUqOH/+PJ4/f67WuSfTonaNxvDhw3H+/Hns378fKSkpSElJwf79+3Hp0iV8/fXX+oiRiIj0wBwq40pKBj1LU9580xCUdWFUXAmtTIlICY6BQJYmp5TPgsx8QeZ/IkuVJSr5yVdTk5aRZ+wQiEyWu7s7goODsWPHDjRq1AgLFiyQa1lgbW2N7777Dk2bNkW7du1gZWWFrVu3qryNpk2b4uTJk7h9+zbef/99vP3225g5cyaqV68OAHB1dcVff/2FTp06wcfHB2vWrMGWLVvQuLGC5n4KDBo0CFlZWXjnnXcwZswYjB8/HiNGjNBrTHPnzkVgYCDmz58PHx8fdOvWDQcOHFCra5/evXujW7du6NixI9zd3bFlyxb4+flhyZIl+Omnn9CkSROEhoZi/vz5Msu1adMGI0eORN++feHu7o6ff/5Zbt2CIGDPnj2oWLEi2rVrhy5duqBOnTrYtm2byvE5Ozvj33//xUcffYT69etjxowZWLx4MT788EOV10GmRe0WCPv378eRI0fw3nvvSacFBARg3bp16Natm06DIyLSBJ/dI31RpVqn+DzsioWIiIjIPPFbHOlbH2fT7u50woQJmDBhgvR1eHi4zPv9+vVDv379ZKYV7ep1xowZmDFjhsJ1e3t7y3UL6+rqKjetVatWOHr0qMJ1vPfee3IxqaNChQpYtmwZVq9erfD9+Ph4hdO1iUkQBIwfPx7jx49X+H6HDh3kjkGzZs1kptnY2GDnzp1yy06cOBETJ06UmTZw4ECZ16tXr5bb3+L76eXlhT179ijdh6CgIAQFBclMK1pWfHx8cPjwYaXLk/lRuwVCpUqVFHZT5OLigooVK+okKCIiotIY+wedKmMgEAElj+VBREREZQO/DxARkblSO4EwY8YMTJo0CU+fPpVOe/r0KaZOnYrAwECdBkdERGRK1B0DASi5GybmIIjUwIqXMoGnmYhMCe9JROYpISEBjo6OSv8lJCQYO0Qis6J2F0arV6/G3bt34eXlBS8vLwAFF6aNjQ2eP3+OtWvXSue9fPmy7iIlIlIRK2UtU/HTauwfdKqOgUDmibcRI+PlRWQWOF4Jqcvcygy/DxCZp+rVq+Pq1aslvq9N10dEZY3aCYSePXvqIQwiKqv4pZxKUtL4AcYoO0V/8irrwkidn8XMQZQNPM0aUHR58QODyORwnB8iIjJF5cuXR926dY0dBpHFUDuBMGvWLH3EQURlkEQiweGb2cYOo8xipaZhHLyZjfb1bIwdBgFIzRdwJMMOAQ5ZcLEqudKL10fZJpFIcDoqFbWr26JmFVtjh2OSMvKAAw+BztWBSrzFyXiaBZx6BvzHE7CxMnY08p48z8HdR5l4v5krW9OVIi4nFcl5WXjHwUM67XV+Li5kPIO/owfsy1UwYnT6lZILHH0MdKsJOJvAbkZcS0HNKrao5cF7MhERkaGpnUB4+PAhBEFAzZo1AQAXLlzA5s2b0ahRI4wYMULnARKR5ToRm4OZ+1J1vl52YWQ5ijZzN4XzWjQEZZUuxcNcGvYaS8NeK57XBPapLBmb5IZTWbbYl2GHP6ollzivpZwaixrs24D1nBdupmHZ1ocAgF0LfA23YTMSeBn4K0FA4zgJDnTR3XotocR+fBxIzhFw/7UE00yw+Hyz+DaAgs+x95u5arUuc+uORl3THp8GACyt2Q5e1k4AgPlPLyI2JwVXsp5jStXmxgxPr0acAS68EHAsUYJ1bYwby7W76ViymfdkIiIiY1F7EOX+/fvjn3/+AVAweHKXLl1w4cIFfP/995gzZ47OAyQiy6CorvXGE5FetmUJlQ9kviypvtbSnMqylfmfTJiR6yTvPMoybgBm4MCjgv9vplh2BbImknMKjkn4MyMHUorbCZnGDsFsPBVlSP+OzUkBAJzNSDRSNIZx4UVBOT72RLfXuCaNXuKf8J5MRERkTGonEG7cuIF33nkHALB9+3b4+vrizJkzCA0NRXBwsK7jIyILwUpV08NeC4iISFP8DKGyhF9jjYvHn4iIyLjUTiCIRCLY2BR0dHr8+HH85z//AQA0bNgQiYmW/RQGEemWvn4MMFmhGnM4TqY2OCPry4iICvB+SERERERUNqidQGjcuDHWrFmDU6dO4dixY+jWrRsA4MmTJ6hUqZLOAyQiUpdpVTmTrpjCeVUlBlOIk4jIXDExYTi6eJCALVHI0pnDAzdEpiw8PByCICAlJcXYoZAC8fHxEAQBV69eNXYoZOLUHkT5p59+wqeffoqFCxdi8ODB8PPzAwDs3btX2rURERGZPv7oJyJzwlsWWQqJxHI+g1m5SuqykKKvEUu57km3dlzKM9i2PmupdhUgmaAOHTqgWbNmWLZsmVrLDRkyBCkpKdi9e7d0mqenJxITE1G5cmXdBkkWR+27R4cOHfDixQukpaWhYsWK0ukjRoyAvb29ToMjIsvBL8ykLRYhIiLTwXty6Uz9GJlaN4FEyhgzUaXL3zBMuBHpTm5uLqytrQ26TZFIhAoVKhh0m/pmZWUFDw8PY4dBZkDtLoyAggJWNHkAAN7e3qhSpYpOgiIi0gq/nJcJEiP/CpNIJHidLTZqDGWBRAKkiY1TDfdaLEBsxveTrFwx8lhETU5WTj7y80suWGkiw1Q0pYk0X5YPBgCvDXSeCumjXGTl5EOsxY2O5YBMnUQiQUZ2vhbLa7acNtskMiWvX7/GgAED4ODggGrVqmHp0qXo0KEDJkyYAAD4448/0LJlSzg5OcHDwwP9+/dHUlKS3HoiIiLQtGlT2NraonXr1rhx44bM+7t27ULjxo1hY2MDb29vLF68WOZ9b29vzJ07F4MGDYKzszNGjBiB3NxcjB07FtWqVYOtrS1q1aqF+fPnq7RfgiBg9erV+PDDD2FnZ4c6depg586d0vcLu/bZtm0b2rdvD1tbW4SGhgIA1q9fDx8fH9ja2qJhw4ZYtWqVdLnSYkpJScGwYcPg7u4OZ2dndOrUCVFRUdL3g4KC0KxZM/zxxx/w9vaGi4sLPv/8c7x+/RpAQSuCkydPYvny5RAEAYIgID4+Hvn5+Rg6dChq164NOzs7NGjQAMuXL5dZb0hICPbs2SNdLjw8XGEXRidPnsQ777wDGxsbVKtWDdOnT0de3puWMh06dMC4ceMwbdo0uLm5wcPDA0FBQdL3JRIJgoKC4OXlBRsbG1SvXh3jxo1T6byQ6dIogUBERObP3H7zm1o97h/nM9F+ifyXY9Ktqc9d0TS+Oi5mG/YJo/ui8vCNr47BT813fKe2i5Lw8BUrMExJWkYevpgVjckr7iid5+rDFDTdI2DCBf3G8tN1oOkeAYcfa7+ufxK1X0chU7vXKxOdAvjuETDyrPrLarKPJ58WnK/ZUaXPq6qklyJ8MSsaQevv626lRCZm/d4nGBQUjag7rw22zeMXX2JQUDR2n3xusG0S6cukSZMQERGBvXv34tixYzh16hQuX74sfV8kEmHu3LmIiorC7t27ER8fjyFDhsitZ+rUqVi8eDEuXrwId3d3dO/eHSJRwZMMkZGR6NOnDz7//HNcv34dQUFBCAwMRHBwsMw6Fi1aBD8/P1y5cgWBgYFYsWIF9u7di+3btyM2NhahoaHw9vZWed8CAwPRu3dvREVFYcCAAfj8888RExMjM8/06dMxfvx4xMTEICAgAKGhoZg5cybmzZuHmJgY/PjjjwgMDERISAgAlBrTZ599hqSkJBw6dAiRkZFo3rw5OnfujJcvX0rniYuLw+7du7F//37s378fJ0+exIIFCwAAy5cvh7+/P4YPH47ExEQkJibC09MTYrEYNWvWxI4dOxAdHY2ZM2fi//7v/7B9+3YAwJQpU9CnTx9069ZNulybNm3kjsnjx4/x0UcfoVWrVoiKisLq1auxYcMG/PDDDzLzhYSEwMHBAefPn8fPP/+MOXPm4NixYwAKkkFLly7F2rVrcefOHezevRu+vr4qnxcyTewAjYgsDpvkq8bsjlKxgAVBkJ9oAtg8Xbd2pjsAAH555YSQaskG2+7RTDsAwKksW63XxSKhPnNLcKoq6k46AODhsxyl86wJjwMA7HkoYPm7+is9q2MLjvLcKKBbDfWXL3qOfrwOdKymm7jMRfDdgv+PPDHMZ9FPNwq3KyComW62dzm2oEL15r0MnazPkvG7pe4IBm62cvhsQaXclqPP4FfPSe3lNQl39a6CzOwfh56iZ3t3rdZFZEyvX79GSEgINm/ejM6dOwMANm7ciOrVq0vn+eqrr6R/16lTBytWrECrVq2Qnp4OR0dH6XuzZs1C165dARRUPtesWRN///03+vTpgyVLlqBz584IDAwEANSvXx/R0dFYuHChTDKiU6dOmDx5svR1QkIC6tWrh/feew+CIKBWrVpq7d9nn32GYcOGAQDmzp2LY8eOYeXKlTItCiZMmIBevXrJ7MfixYul02rXro3o6GisXbsWgwcPLjGm06dP48KFC0hKSoKNjQ2AgqTI7t27sXPnTowYMQIAIBaLERwcDCengnvWwIEDERYWhnnz5sHFxQXW1tawt7eX6XrIysoKs2fPlr6uXbs2zp49i+3bt6NPnz5wdHSEnZ0dcnJySuyyaNWqVfD09MQvv/wCQRDQsGFDPHnyBN9++y1mzpyJcuUKnkNv2rQpZs2aBQCoV68efvnlF4SFhaFr165ISEiAh4cHunTpggoVKsDLy4tj5loAtkAgIovDCtyywdhdGBERWQJNb6WsB9OcJoecH3lExsFrj8qye/fuQSQSyVT+uri4oEGDBtLXkZGR6N69O7y8vODk5IT27dsDKKjcL8rf31/6t5ubGxo0aCB92j8mJgZt27aVmb9t27a4c+cO8vPftKZt2bKlzDxDhgzB1atX0aBBA4wbNw5Hjx5Va/+KxlT4ungLhKLbzMjIQFxcHIYOHQpHR0fpvx9++AFxcXGlxhQVFYX09HRUqlRJZvn79+9LlwcKumsqTB4AQLVq1RR2C1Xcr7/+ihYtWsDd3R2Ojo747bff5M5DaWJiYuDv7y+T7G3bti3S09Px6NEj6bSmTZvKLFc0xs8++wxZWVmoU6cOhg8fjr///lumCyQyT2yBQERURrHyh8wJf78Tma6yWMFm6M/QMniIiYjIxGVkZCAgIEDatY+7uzsSEhIQEBCA3NxcnW/PwcFB5nXz5s1x//59HDp0CMePH0efPn3QpUsXmbEMdLnN9PSClqTr1q3Du+++KzOflZVVqTGlp6ejWrVqCA8Pl9uOq6ur9O/iAzULggCxuOSBzbZu3YopU6Zg8eLF8Pf3h5OTExYuXIjz58+rs7sqKylGT09PxMbG4vjx4zh27BhGjx6NhQsX4uTJkxY3CHVZolELhLFjx8r0z0VEpAl1nyBX9cc6f2STvqhSBln+iKhMYBaaiDSgSTc+lpKk5G2TzE2dOnVQoUIFXLx4UTotNTUVt2/fBgDcunULycnJWLBgAd5//300bNhQ6ZPy586dk/796tUr3L59Gz4+PgAAHx8fREREyMwfERGB+vXrSyvmlXF2dkbfvn2xbt06bNu2Dbt27VK5vrJoTIWvC2NSpGrVqqhevTru3buHunXryvyrXbt2qTE1b94cT58+Rfny5eWWr1y5skoxA4C1tbVMywyg4Hi1adMGo0ePxttvv426devKtGpQtlxxPj4+OHv2rExdTUREBJycnFCzZk2VY7Szs0P37t2xYsUKhIeH4+zZs7h+/brKy5PpUTmBULSpyubNm6WZN19fXzx8+FCjjc+fPx+tWrWCk5MTqlSpgp49eyI2NlZmnuzsbIwZM0baxKd379549uyZRtsjIvOm6m8HS/mRQaZ3LrUJhz8aiciS6OueVhbulab22UZEhsFLn8yNk5MTBg8ejKlTp+Kff/7BzZs3MXToUJQrVw6CIMDLywvW1tZYuXIl7t27h71792Lu3LkK1zVnzhyEhYXhxo0bGDJkCCpXroyePXsCACZPnoywsDDMnTsXt2/fRkhICH755RdMmTKlxPiWLFmCLVu24NatW7h9+zZ27NgBDw8Pmaf5S7Jjxw78/vvvuH37NmbNmoULFy5g7NixJS4ze/ZszJ8/HytWrMDt27dx/fp1bNy4EUuWLCk1pi5dusDf3x89e/bE0aNHER8fjzNnzuD777/HpUuXVIoZKOji6Pz584iPj8eLFy8gFotRr149XLp0CUeOHMHt27cRGBgok/gpXO7atWuIjY3FixcvpINYFzV69Gg8fPgQ33zzDW7duoU9e/Zg1qxZmDRpknT8g9IEBwdjw4YNuHHjBu7du4c///wTdnZ2ao9RQaZF5QRCw4YNUatWLfTv3x/Z2dnSpEF8fLzCQqeKkydPYsyYMTh37hyOHTsGkUiEDz74ABkZbwbymjhxIvbt24cdO3bg5MmTePLkicwAJkREROaAPxqJtMPBJ4nIWJj0IaKyasmSJfD398cnn3yCLl26oG3btvDx8YGtrS3c3d0RHByMHTt2oFGjRliwYAEWLVqkcD0LFizA+PHj0aJFCzx9+hT79u2DtbU1gIJuf7Zv346tW7eiSZMmmDlzJubMmSMzgLIiTk5O+Pnnn9GyZUu0atUK8fHxOHjwoMoV3bNnz8bWrVvRtGlTbNq0CVu2bEGjRo1KXGbYsGFYv349Nm7cCF9fX7Rv3x7BwcHSFgglxSQIAg4ePIh27drhyy+/RP369fH555/jwYMHqFq1qkoxA8CUKVNgZWWFRo0aSbuN+vrrr9GrVy/07dsX7777LpKTkzF69GiZ5YYPH44GDRqgZcuWcHd3l2v1AQA1atTAwYMHceHCBfj5+WHkyJEYOnQoZsyYoXJ8rq6uWLduHdq2bYumTZvi+PHj2LdvHypVqqTyOsj0qDwGQkpKCi5fvoxTp07hr7/+wkcffYSqVasiJycHR44cQa9evdQq8ABw+PBhmdfBwcGoUqUKIiMj0a5dO6SmpmLDhg3YvHkzOnXqBKBgxHcfHx+cO3cOrVu3Vmt7RGQ8rPehsoKVDESkDYmB04262FpZvO1pk9DiIMpEBSQSicxAnZau7OwpqeOzlqY9NKmTkxNCQ0OlrzMyMjB79myMGDECANCvXz/069dPZpmi3d906NBB+vqTTz5Rup3evXujd+/eSt+Pj4+XmzZ8+HAMHz5cpf1QpHr16koHXvb29lba5XL//v3Rv39/he+VFpOTkxNWrFiBFStWKHw/KCgIQUFBMtMmTJiACRMmSF/Xr18fZ8+elVt248aN2Lhxo8y0+fPnS/92d3dXuL/F97N9+/a4cOGC0n1QNIbD7t27pX/37NlT2rqELIfKLRAKR16fPHky7OzscOXKFWzcuBFWVlb4/fffUbt2bZmR2DWRmpoKoGBEdqBgNHeRSIQuXbpI52nYsCG8vLwUXiwAkJOTg7S0NJl/RGR8uvjdyy/dpuFBbhrmJl7A3ewUg27X0JVqioiNHwKZmBWvnPDtc1dW7umYseuTLPHzRiIBpl4Cfo3RfB23U4FBp4AryUBusbH88iXAuPPAhjvaxWlpvr0ErIzRvEyNPQfkFTvWRx4X/J+RBwyLAP5+oHz5Hw/GYO7+aA23bnn+SL6FDS9u6mx9+1Pv62xdliBPXFBmg+8qn0eTa0EX3wHvPMzCT5seIEdU8kCkmth98jmWb3sIsQV8UdwYcR9jN19GXr7ujxOZpytXrmDLli2Ii4vD5cuXMWDAAABAjx49jBwZERmSygkEV1dXvPvuu5g0aRJyc3ORlZWFtm3bonz58ti2bRtevXqFDRs2aByIWCzGhAkT0LZtWzRp0gQA8PTpU1hbW8v1X1a1alU8ffpU4Xrmz58PFxcX6T9PT0+NYyIi06LyGAh6jYJmJ57H1azn+PaJfJNHfTKXClozCdPsmOpxXfLKGdteO+BaTgVjh2JRjH29G3Pzgp7SF5dfAjviBSy8Kbt+dfZ10Gng32cCPv1HQHa+7HqOPwH2PhQwN0q7+E31WtfEzRQB2+IFLL4paLxf+x8JOPxYdtrXZwuO8W+xwPFEARMvKj7mr7NF+O3fe9hw+j6S03M0jMBy5IrzsTs1DgfT4vEiL0sn69yYzORMUYceF5TZoKuq3QcMfa+/EJ2Go+dUG1xVHX8ceop/r6Tg2t10na/b0Gbvi8b+a4k4eENxfQuVTYsWLYKfnx+6dOmCjIwMnDp1Sq1Bfw0tNDQUjo6OCv81btzY2OERmSWV20o9fvwYZ8+exZkzZ5CXl4cWLVqgVatWyM3NxeXLl1GzZk289957GgcyZswY3LhxA6dPn9Z4HQDw3XffYdKkSdLXaWlpTCIQlTGW+OSoKUnNzzV2CEQmJ0ei/M5j7Mpwy1E27u76am2Vnaf9Op5mKT8HGTpYf1mh7hnOyFO8TGopw9CJizxAnG8BT0brUq6ET1frQ7pmQyMaVEZ2vt7WnV28aZYZy8jhTZ0KvP3224iMjDR2GGr5z3/+g3fffVfhexUqFDz0o6x7IiJSTOUEQuXKldG9e3d0794da9aswb///ouYmBgMGjQIU6ZMwcCBA/HOO+/g5MmTagcxduxY7N+/H//++y9q1qwpne7h4YHc3FykpKTItEJ49uwZPDw8FK7LxsYGNjY2asdARPpVNqp9iEhfTP0ewp8ghmC4o2zq5c3USFD2rgF1y4ixy1RZOz+KFO0aTcyKI5NgjLOgz1NvScXKkvaFyh4nJyc4OTkZOwwii6JyF0bFubi4oE+fPqhQoQJOnDiB+/fvy43wXRqJRIKxY8fi77//xokTJ6Sjlhdq0aIFKlSogLCwMOm02NhYJCQkwN/fX9PQichMGfvHt6Xh8SRzwt+xZYuxx0Ag0jVt7mGCpsvzOlJKzE8VvVDlqGp0f+fpIiIiMiqNhnu/du0aatSoAQCoVasWKlSoAA8PD/Tt21et9YwZMwabN2/Gnj174OTkJB3XwMXFBXZ2dnBxccHQoUMxadIkuLm5wdnZGd988w38/f3RunVrTUInIjPG3w5kFtR4ZItPdxFRcfoaA0EZ3ocMT1fHvNSSwnOrFFsgmAieBpPFRD4RERWlUQKh6JgCN27c0Hjjq1evBgB06NBBZvrGjRsxZMgQAMDSpUtRrlw59O7dGzk5OQgICMCqVas03iYRERGRrrEOhHRFX2MgmAtLrbOy2P0yox0rmjNgCwQyCjO9XoiIiDRKIOiKKoOW2Nra4tdff8Wvv/5qgIiIiMiUSJT8bcrMJU4i82NGNS9KmFNlq1p441OL2odLUFyZV2pxstTypgPqtkBgEdcPSzuurHQnIiJLpfEYCERE5iQmpzwOptsaOwydOJxhixs5FYyy7Xz+MtIpi61MLOKByAp/vbZDvpZF51SWrfSHebpYwPY0e7zMN8zXmJf55bA9zR7p4jJwwkzEkehsY4egF+reQm+8Um/+s0nAmaTS5/snUb31qoIfDwXupOlnvYoOrzqfIZqcn7hHWTh/M1Xl9V67m46b99LV31AJnrzIwckrryAWS5CRnY+wiy+Rnpmv0bqKHgK2QDAvkbdeqzX/o6RsnLqaouSBxdLP/aUYzS7kst6CjIiILJdRWyAQERnKh4+rAgC2Wz3HO3a5Ro5Gc1HZFTDyWSUAQHydxwbf/rG0BwbfpiUrCxVu7R96AAByJa/wuXOmVuvak26Hnk5Z+L/nrtibYQ+/17nYU+O5LsIs0ZdPKyEqxxqns2ywoqqaNbpEWvgkTED8f1W7UWTnA/3+LahRvtlTAocSvuV/GfGm5tnUbkOmFo8yyirvux7VfaJR2Rr1ndKc9stdAMDi8XXhXc2uxHkzsvMxe/19AMDWHxqjQnndJHi/WXQbACAWA2evpyLy1mucupqCoOF1tFovEwj6oe5RLajgL70k33qg3veH8UvuAABsrdUvh4kvcjA/RMPvuyxWRCahQ4cOaNasGZYtW2bsUJQaMmQIUlJSsHv3bmOHQjpmqeeWCQQiMhpjVJ7GiiqYdQLhjkh3LQ80qXi4mf1SZ9unsuVStrXWCYQrOdbo6ZSFfRkFFVlROda6CK1Uhds5mGGHFVCcQCjpdsYnEqmQPlsdZeW9+TszDyUmEMi8GCuBUCjxRa7SBEJhmc7IetMqIF8M6Lqd5K0HGdKn0K/HZeh47WRYhmvNF/c4S+1lnr00398JusTvLoYT+ZvhttVihOG2VSg4OBgTJkxASkqK4TduwpYvX65St+6kf+Hh4ejYsSNevXoFV1dXlZeLj49H7dq1ceXKFTRr1kw63VLPLX9aEJHFKbGCxvLu4xat6Kk0l89gc4nTHEmk/7MrobLIErr8MsX7gy5CMsHdsjiaHGNdXTPqllt9/GiWiHW+SvW2z1JeZqlTnFlKiPRLJBKhQgXjdOWray4uLsYOwehyc3NhbW2YB8IMyVLPLcdAICKLY4oVNJbC0PV35ngqzTFmc2HsY2sB9ddkwYx9fVDJtD4/igZRLuWmpKvvQ6ZQec7vdqQrLEuqEfith/6nQ4cOGDduHKZNmwY3Nzd4eHggKChI+v6SJUvg6+sLBwcHeHp6YvTo0UhPLxgPJzw8HF9++SVSU1MhCAIEQZAuKwiCXBcvrq6uCA4OBlDwdLcgCNi2bRvat28PW1tbhIaGIjk5Gf369UONGjVgb28PX19fbNmyReP98/b2xg8//IBBgwbB0dERtWrVwt69e/H8+XP06NEDjo6OaNq0KS5duiSz3K5du9C4cWPY2NjA29sbixcvlr73f//3f3j33XfltuXn54c5c+YAKOjmpmfPntL3xGIx5s+fj9q1a8POzg5+fn7YuXOnyvtx8uRJvPPOO7CxsUG1atUwffp05OW9aZ5a2nkEgJSUFAwbNgzu7u5wdnZGp06dEBUVpdL2g4KC0KxZM6xduxaenp6wt7dHnz59kJr6Ziylwn2eN28eqlevjgYNGgAAHj58iD59+sDV1RVubm7o0aMH4uPjpcuFh4fjnXfegYODA1xdXdG2bVs8ePCmq7k9e/agefPmsLW1RZ06dTB79myZfRcEAevXr8enn34Ke3t71KtXD3v37gVQUM46duwIAKhYsSIEQcCQIUMAAIcPH8Z7770HV1dXVKpUCZ988gni4uKk661duzYA4O2334YgCOjQoYPMfhbKycnBuHHjUKVKFdja2uK9997DxYsXZfZPEASEhYWhZcuWsLe3R5s2bRAbGyudJyoqCh07doSTkxOcnZ3RokULuTKpb0wgEJFBWMKTo6ZAMIEf8VQyFnUi/bCESh9L/iy0gNOjFm1Opbpl2ejlpoR4DRWablrKlLVSavrM4b6uy+vPnCrleb1QUSEhIXBwcMD58+fx888/Y86cOTh27BgAoFy5clixYgVu3ryJkJAQnDhxAtOmTQMAtGnTBsuWLYOzszMSExORmJiIKVOmqLXt6dOnY/z48YiJiUFAQACys7PRokULHDhwADdu3MCIESMwcOBAXLhwQeP9W7p0Kdq2bYsrV67g448/xsCBAzFo0CB88cUXuHz5Mt566y0MGjRI2sIuMjISffr0weeff47r168jKCgIgYGB0uTHgAEDcOHCBZnK5ps3b+LatWvo37+/whjmz5+PTZs2Yc2aNbh58yYmTpyIL774AidPniw1/sePH+Ojjz5Cq1atEBUVhdWrV2PDhg344YcfZOYr6TwCwGeffYakpCQcOnQIkZGRaN68OTp37oyXL1Xrxvju3bvYvn079u3bh8OHD+PKlSsYPXq0zDxhYWGIjY3FsWPHsH//fohEIgQEBMDJyQmnTp1CREQEHB0d0a1bN+Tm5iIvLw89e/ZE+/btce3aNZw9exYjRoyA8L+b86lTpzBo0CCMHz8e0dHRWLt2LYKDgzFv3jyZ7c6ePRt9+vTBtWvX8NFHH2HAgAF4+fIlPD09sWvXLgBAbGwsEhMTsXz5cgBARkYGJk2ahEuXLiEsLAzlypXDp59+CrG4oFlkYZk7fvw4EhMT8ddffyk8LtOmTcOuXbsQEhKCy5cvo27duggICJA7rt9//z0WL16MS5cuoXz58vjqq6+k7w0YMAA1a9bExYsXERkZienTpxu8NQ67MCIii2P0H9pUpvHnFhEpo8/KMkv56LOU/ShOH/tV2joN8X3IUJ95ltiXcFllbt/T1erCiMWULFTTpk0xa9YsAEC9evXwyy+/ICwsDF27dsWECROk8xU+zT9y5EisWrUK1tbWcHFxgSAI8PDw0GjbEyZMQK9evWSmFU1CfPPNNzhy5Ai2b9+Od955R6NtfPTRR/j6668BADNnzsTq1avRqlUrfPbZZwCAb7/9Fv7+/nj27Bk8PDywZMkSdO7cGYGBgQCA+vXrIzo6GgsXLsSQIUPQuHFj+Pn5YfPmzdJ5QkND8e6776Ju3bpy28/JycGPP/6I48ePw9/fHwBQp04dnD59GmvXrkX79u1LjH/VqlXw9PTEL7/8AkEQ0LBhQzx58gTffvstZs6ciXLlCp4dL+k8nj59GhcuXEBSUhJsbGwAAIsWLcLu3buxc+dOjBhR+gAa2dnZ2LRpE2rUqAEAWLlyJT7++GMsXrxYev4dHBywfv16addFf/75J8RiMdavXy9NCmzcuBGurq4IDw9Hy5YtkZqaik8++QRvvfUWAMDHx0e6zdmzZ2P69OkYPHiw9LjNnTsX06ZNk+4rUNAqoF+/fgCAH3/8EStWrMCFCxfQrVs3uLm5AQCqVKkiMwZC7969Zfbv999/h7u7O6Kjo9GkSRO4u7sDACpVqqS0fGdkZGD16tUIDg7Ghx9+CABYt24djh07hg0bNmDq1KnSeefNmyc919OnT8fHH3+M7Oxs2NraIiEhAVOnTkXDhg0BFJw/Q2MLBCIyCH6hprKCZb1s4mknY9O0DPKeZXiaHHJtT5M2TxObQhHRRTk1hf2wdGqPl6GfMKTMLFdBZLKaNm0q87patWpISkoCUPD0defOnVGjRg04OTlh4MCBSE5ORmZmpk623bJlS5nX+fn5mDt3Lnx9feHm5gZHR0ccOXIECQkJGm+j6P5VrVoVAODr6ys3rXCfY2Ji0LZtW5l1tG3bFnfu3EF+fj6AgifGN2/eDKAgCb5lyxYMGDBA4fbv3r2LzMxMdO3aFY6OjtJ/mzZtkmnFoExMTAz8/f2lFfCF8aSnp+PRo0cK9xOQPY9RUVFIT09HpUqVZGK4f/++SjEAgJeXlzR5AAD+/v4Qi8UyXfH4+vrKjHsQFRWFu3fvwsnJSbpNNzc3ZGdnIy4uDm5ubhgyZAgCAgLQvXt3LF++HImJiTLLz5kzRybm4cOHIzExUaYMFt13BwcHODs7S/ddmTt37qBfv36oU6cOnJ2d4e3tDQBqlbW4uDiIRCKZ8lKhQgW88847iImJkZm3aIzVqlUD8KbMTZo0CcOGDUOXLl2wYMEClc+JLrEFAhFZHFG+8vdU/aGSIyn4EWRbQpo1QyzAVpDAysR/naSJBTgJErknvop3h5QhFsFeKC/zxUOe8XY2J0823iyR5VUFZOWKUd5KQAUdF6q8fDFy88Wwt5b92E/LFsHZVjdNH9PEApzLqXZOssQCygsSVBDUW06dMy6RAOkSAU5K1p0lFmAlSGD9v0OdJwFyJCUfdxO/1C2euT21qoih9kHTzUgkwOs8wPl/t4Xs/32e2lqVshyUX5+vRYBj+YL3M/7XHa1TCevKE+v33i6RSJCekwcnHd37DEGA4uOrqDylid6cP10prVI4IztfJpbMbDHsbKyQlZMPmwrlUK6c9gXfUJ/4WeI82AhWKGcGN5xXOUBFG2NHoRqxWIJMUT4cbXRf/ZCRnQ+H0m5SRZRWlrQpa6W1lDGDYiUlkQCvs0Vmda8k/SneVYogCBCLxYiPj8cnn3yCUaNGYd68eXBzc8Pp06cxdOhQ5Obmwt7eXuk6BUGQu2ZEIpHcfA4ODjKvFy5ciOXLl2PZsmXSsRcmTJiA3Nxcnexf4W9hRdMKu65RRb9+/fDtt9/i8uXLyMrKwsOHD9G3b1+F8xaOGXHgwAGZCngA0tYAuqDsPBbGUK1aNYSHh8stV/SpfG0VP5/p6elo0aIFQkND5eYtfMJ/48aNGDduHA4fPoxt27ZhxowZOHbsGFq3bo309HTMnj1brpUKANja2kr/LmnflenevTtq1aqFdevWoXr16hCLxWjSpIlWZa0kJZW5oKAg9O/fHwcOHMChQ4cwa9YsbN26FZ9++qleYlGELRCIyCAM+YX5xhORVhUQYgnQ8kE1+MZXR66S1STnl0Pj+Or4+HEVjbdjCNdyKqBpfHV8k1Sx5PkepWBQ/FEsTbpqmMBUVPRL5Zl7sh/UOXnF5zY/RYtXeo4YbRclodfaFzrfzgfL/kWjmUeQmvnmS/mak3FoGnQU2y891Hr9Wy8koGl8daxLcSx13gyxAJ/46miXUBWHM2zRNL46fn7prHUMxY165gbf+OqIzlFcWeETXx1tEt40Nf3oURU0jq+u8zjI/CU8yzZ2CGrT9BPwm/NA0z0Crr8C8iXA23uBZnuBPNV/LwMA/v7fuHa3UgHfPQJGnAX6hBf87btHQNzzdKXL5us5gTB8UyR8g44i9ulrrdZjivWAhx4VnL+FNwy3zau30zEoKBqxD9485Tdi/i0s3ZKAL2ZFY8baezrZjiG6MHqel4Uv4o8g8MlZvW9LW9vuA2/vE7AmtvR5TcHnv51Dk1lH8OhVsSeStTytfx5+ikFB0Th/I7X0mY2kaNk1pxZfM3bfgG/QUdx+pt29kixbZGQkxGIxFi9ejNatW6N+/fp48uSJzDzW1tbSp/KLcnd3l3mS/M6dOyq1WoiIiECPHj3wxRdfwM/PD3Xq1MHt27e13xk1+Pj4ICIiQi6u+vXrw8qqIKFZs2ZNtG/fHqGhoQgNDUXXrl1RpYriuoNGjRrBxsYGCQkJqFu3rsw/T09PleI5e/aszP0mIiICTk5OqFmzpkr71Lx5czx9+hTly5eXi6Fy5coqrSMhIUHm/J87dw7lypWTDpasbLt37txBlSpV5Lbr4uIine/tt9/Gd999hzNnzqBJkybS1h3NmzdHbGys3LJ169aVdt1UmsIWEUXLaXJyMmJjYzFjxgx07twZPj4+ePXqVanLFffWW2/B2tpapryIRCJcvHgRjRo1Uim+QvXr18fEiRNx9OhR9OrVCxs3blRreW0xgUBEFik1U83ajiJyJcBrcTmIIOBZnuInmk5mFjwJcCvXsE/lqFthsfZ/Fbr7M5Q//QEAa/8t+IEfkfGkxPlMscLEUtx4UlC5/zilhCY0Grr3PAMAcO5+snTagkO3AADTdl7Tev3T/7oOAJj30kXpPIVl52ZOwTWTmF8es164AgBWpZT0PPIb6vzwPpxpBwAITlOe1HiR/+b6vi3iE3ak2JFzyaXPZCH2Pyq4UtffBlJygax8Adn5Al6p8KBV0c+H6ZEF/4fcLfj/2BMBl5LfzLH1gubdDGjreMwzAMCf5x4YLQZd1SEW/0yeebXg/19v6fbTWpXK+7/+eS7z+nRUQYVu0cSCNnSdV1I0mO3p9ILvQLdyXsm9Z2r1vkFXC/5fcN08vpldiC8YKHLP1ScyR17b4/p3eEG5+31/YilzGoaplRNdCDXivZJMX926dSESibBy5Urcu3cPf/zxB9asWSMzj7e3N9LT0xEWFoYXL15IkwSdOnXCL7/8gitXruDSpUsYOXKkSoPC1qtXD8eOHcOZM2cQExODr7/+Gs+ePdPL/ikzefJkhIWFYe7cubh9+zZCQkLwyy+/yA0QPWDAAGzduhU7duxQ2n0RADg5OWHKlCmYOHEiQkJCEBcXh8uXL2PlypUICQkpNZ7Ro0fj4cOH+Oabb3Dr1i3s2bMHs2bNwqRJk1SuRO/SpQv8/f3Rs2dPHD16FPHx8Thz5gy+//57XLp0SaV12NraYvDgwYiKisKpU6cwbtw49OnTp8TxLwYMGIDKlSujR48eOHXqFO7fv4/w8HCMGzcOjx49wv379/Hdd9/h7NmzePDgAY4ePYo7d+5Ix0GYOXMmNm3ahNmzZ+PmzZuIiYnB1q1bMWPGDJViBoBatWpBEATs378fz58/R3p6OipWrIhKlSrht99+w927d3HixAlMmjRJZrkqVarAzs4Ohw8fxrNnz5CaKp/MdnBwwKhRozB16lQcPnwY0dHRGD58ODIzMzF06FCV4svKysLYsWMRHh6OBw8eICIiAhcvXpQZC8IQmEAgIqMxhy/Z5hAjkTmRKPnbkpnTE4dkfOZaXtS5tk1hH7UZE8DQBGh2zAxZtaz3lqbmc7oMIivfPBIHRGTZ/Pz8sGTJEvz0009o0qQJQkNDMX/+fJl52rRpg5EjR6Jv375wd3fHzz//DABYvHgxPD098f7776N///6YMmVKiV0eFZoxYwaaN2+OgIAAdOjQAR4eHujZs6c+dk+p5s2bY/v27di6dSuaNGmCmTNnYs6cORgyZIjMfP/973+l40GUFuPcuXMRGBiI+fPnw8fHB926dcOBAwdQu3btUuOpUaMGDh48iAsXLsDPzw8jR47E0KFD1apEFwQBBw8eRLt27fDll1+ifv36+Pzzz/HgwQPpGBClqVu3Lnr16oWPPvoIH3zwAZo2bYpVq1aVuIy9vT3+/fdfeHl5oVevXvDx8cHQoUORnZ0NZ2dn2Nvb49atW+jduzfq16+PESNGYMyYMdJBrwMCArB//34cPXoUrVq1QuvWrbF06VLUqlVL5X2vUaOGdDDmqlWrYuzYsShXrhy2bt2KyMhINGnSBBMnTsTChQtllitfvjxWrFiBtWvXonr16ujRo4fC9S9YsAC9e/fGwIED0bx5c9y9exdHjhxBxYol9xJRyMrKCsnJyRg0aBDq16+PPn364MMPP8Ts2bNV3kdd4BgIRERkskoej8E0mULFmCmyiMNifsXRohj08OvyEVkjMHRRVXbfM8NbuFkpfnj19fmjymrNIX9QWtLInJJKpkrdI2iIrqnUpkVIpe2OOd4TTfAMWZwWI4wdQckU9Ym/e/du6d8TJ07ExIkTZd4fOHCgzOvVq1dj9erVMtOqV6+OI0eOyExLSUmR/u3t7a3wHuHm5iazfVVjViY+Pl5uWvHtKoqld+/e6N27d4nrdnV1RXa24q4wg4ODZV4LgoDx48dj/PjxpQetQPv27XHhwgWl75d2HoGClhArVqzAihUrNIoBAEaNGoVRo0YpfK/4Phfy8PBQ2tLC2dkZf//9d4nbDAgIQEBAgNL3FZWjomUNAAIDAxEYGCgzrUuXLoiOji5xXcOGDcOwYcNkphXfT1tb2xKPa4cOHeTW26xZM5lpW7ZsUbisIbEFAhGZDV1851b7h42O1kNlhzo/DgUlf+uLKfxO12pwQg2OkinsM5khI5YbTSuYdB2y2teOGvObwmWp7b1Bm4pATbat6iDK+qBKvIKef1WaZEUzlQlqJZYUzMqiS0REloAJBCIyG4b6/l30B7klf+fXpN7B0E9OmWOFgTohm9/eac4MH7ojAmD469QUb3u8fo1L2Wdv8cklfUZrVa5USSDo+QuCLq4L7Q6BCV6YJkiVUmD01qU8lURlxqlTp+Do6Kj0n7kYOXKk0n0YOXKkQWJo3Lix0hhCQ0MNEgMZF7swIiKLpO/fJsb66cNKHNKOef9q1iR6gz2hy6vTshRNJJvJZaPrEqj2bqsRgLkcU33RZPcVtkAoPo8RuzDSt7JeZsyFqZ0mTb4DFN8HRQNuq7osERlXy5YtcfXqVWOHobU5c+bIDdBcyNnZ2SAxHDx4ECKRSOF7VatWhZOTE4KCggwSCxkHEwhERKQyVpGWjj8eS2bOx4fln0yZpteWSv3bl1L4JUpWZMrXjDnfi1Slq31UqQsjHW1LmxjI9BVvWWoO51Xb1idmsItEFsvOzg5169Y1dhhaq1KlCqpUqWLUGNQZlJgsE7swIiKzYaiKiNkvXKV/r01xwsSkihAX+/ZvCj8GDqXb4qunlfAqX/tb+b+3n2u8bJ5EjEXPInE4NV7rOCzBkWjFA2UZw+4rjzEs5KL0tbIf6gsO3cLsfTf1Gsu/WbYYklgJiXlWWq1n2nNXmdeJeSWXf3OonCDt3H+Shbm/38e9x1lGiyErJx8LQuJx8sorjdeRly/G2M2XcTT6mdbxJOcAX54Gjj55M+3yS61Xq7ZbqfpZ7/VHqRj0+wXEJKYBAC7Fv8Sg3y8g7nm6yuvQegwENedPU/zQnsrbUhRv8cSOti2ulJXjX3c+wr3HWfgxOB4RUSmKY9Rg2+t2P8bmI0+Vvp8rEkv/VuV0icUSTNx2FWtPximeochKVAn3bHqiCnMZXtHr2lTEpACDTgHXixSdnHzVl/8rPAkrtz/EyzQRfth4H5G30nQeo6ZuxGXgh9/v49nL3FLn1ea+ki3Kx9Dgi/CefgCbzsZrviId4/coIiIC2AKBiAzEGAMga+JpXjlsfu0gfb3lf39/6piJdvY5BohAdaOSKgEAfn7pjPnuKVqt63V2nsbL/pv+GGcznuJsxlN0c/HWKg7SrQnbrqo035r/VbaMbP8Wqjrb6iWWZ/lWeJZlhbPZNhqvIyqnAqJzrWWm/d/zithYLVnb8LTGH9jGE7j2HrJyxIi+H4ctc5voZqVFzqcq53bvvy9wMeY1Lsa8Rvu3K2q0yUM3nmL/Nd1UWP54DTj5TMA/T4H4/xbswOKbij+JdVV2Fa0mMlnJNrX8RP90VQTyxBJce5SCqzM/wH/XnAUADN90CScmd9Bq3fryS8ybv3VxyFMU1GVqey53n1RejqeuvAsAiLz1Gm39XOWWVTeBkPgiB4fPFWS1+gd4KJzn6Pk3WS9VxkSKiHuBv688BgDsqvOWegEBcidmUdJl9ddhACPOmF7bngH/Ai9zZePaHg8MLOU0FB7y0MMFidMrt9ORmp6HK7GqJwP1TZQnwZXb6Vi+7SF+HFVaudL8Ivzz3AOE3UoCAMzccxOD/L01XhcREZGusQUCEVkkdforLUokUbxcppLppiBZBy0QtJEp1jz5QIZV2s9aUb64lDm0l6PFtZStYNnnRi7/ZHxZOQXlNldkvCzO60w1HrVVIj1Hd/fS5zrOd+t8fAUtT1Xe/5oFpmTKPtafmGK4FmDqHhMVHl5WS76ax1CV2dMzNS+D6n7vEhXZAWXJgfQs9a6rjFIeeWeeV3+KJw8AzVrdpKYb/zulsvL4MlWVHVJwHahY8FKztGimREREpGf81U1ERqPPJ3aVPd2ocR/RxRY0pUGUNa3y1Wwf5Jcy3dQKqcvUn6JXNFBxaSHrchBlQcM7iIkfVlKk6CDKPIOlHgEJzPGzwHjnVZN7bfFFVFmH2tvR5iTqoQCYX5kiVcicVyNchvocL4aIiMhSMYFARAahiy/dpvRD0pR+RJhSLET6pKgyrNSKTV4gFkOXySC1qDKArCl9QOmAIKj/2WIKl1pZSvaY2p5qcwnwPl128FwTERGZJyYQiMhsqPObQ9MujHSxbUNT9FQ2mQdV+nQm88Azabks/TJVtHum0upOnyz9vBqaPpJoul5naQkmFgnD09V1aJB7lBqxKiu7lpZsJjJVHTp0wIQJE4wdRomGDBmCnj176nUb5nAcyjpDlANd4SDKRGQQ5v592ZR/VLIShFRlamXFHJ9wLsrUjieZN1P+nFSlqKtzOVhC8tSQFYGKtqX2/VPPx1zQ4oDoLjLzL1eWxJD3NEOceVW2Udq1agG3PtKH334z3LZGjDDctv4nODgYEyZMQEpKisG3bcqWL1+us8/m8PBwdOzYEa9evYKrq6tO1kmKaXqs4+PjUbt2bVy5cgXNmjWTTtdlOdA3JhCIiMyc/oe9fUPRj0F9/kA0j49SMhRjlwdTruAl/TF2udOETsqqXscpInXJ/bbUdVYH2rXe1Cqhoo/xHHTM2Nu3JEXLijl1O2YuFTy6Zk7niCyfSCRChQoVjB2GTri4uBg7BIVM9Rjn5ubC2tra2GHonKmWA0XYhRERmQ19Vd6FZdjianbJH5KG6iboRk4FHM6wVfq+oh/oqiYQ9qXb4XZu6Xnj5LwsFddYiNWqmlL3ic2Hr/Kw/3oW8sWaDuZb+nJJadnYfukhskX5Kq+3+G6k5gvYnmaPNHHJ+/c830rpe3dzy2NPup3MtAwF65MASMorh+2v7ZFtyGxaCV7kl8P2NHtk5uYZOxQq4tnLXMxYE4enybl63U7YxZc4ceklXqSUvp17j7Nw/mZqqfPliYFdD4CHGcrnKVq3pW11T/FrurR6s4cZAg48evM6VyzgwnPl8++49Ejle0y2KB8/7I/Gxoj7Ks2vKkPXBRbd3vZ44EX2m9dPMktedlc88CRL9qQoCv9Fzpt5tt8HkjNypK8FQUDiixyEX36lcBthF18iJ1e1m2h8orrfE954mpyD8MhXEBf5HPv3aorCytnkVJH078hbr1VYO7+PqCohveCekqfi52Z2fkG5TVLz1GfkFZRFfXuRIip9Ji29TMtD0ivVPj+KlsS0jDffBcy9C6N8sQS7Ih8hIbmUmxZZlA4dOmDcuHGYNm0a3Nzc4OHhgaCgIOn7S5Ysga+vLxwcHODp6YnRo0cjPT0dQMHT2l9++SVSU1MhCAIEQZAuKwgCdu/eLbMtV1dXBAcHAyh4YlsQBGzbtg3t27eHra0tQkNDkZycjH79+qFGjRqwt7eHr68vtmzZovH+eXt744cffsCgQYPg6OiIWrVqYe/evXj+/Dl69OgBR0dHNG3aFJcuXZJZbteuXWjcuDFsbGzg7e2NxYsXS9/7v//7P7z77rty2/Lz88OcOXMAyHddIxaLMX/+fNSuXRt2dnbw8/PDzp07S40/Pj4eHTt2BABUrFgRgiBgyJAhMutVdu6AgvOwevVq/Oc//4GDgwPmzZsHANizZw+aN28OW1tb1KlTB7Nnz0Ze3pv7WUpKCoYNGwZ3d3c4OzujU6dOiIqKKjVeAAgKCkKzZs2wdu1aeHp6wt7eHn369EFq6pvvxIXHZ968eahevToaNGgAAHj48CH69OkDV1dXuLm5oUePHoiPj5cuFx4ejnfeeQcODg5wdXVF27Zt8eDBA+n7pe2XIAhYv349Pv30U9jb26NevXrYu3dvqcf68OHDeO+99+Dq6opKlSrhk08+QVxcnHS9tWvXBgC8/fbbEAQBHTp0kNnPQjk5ORg3bhyqVKkCW1tbvPfee7h48aLM/gmCgLCwMLRs2RL29vZo06YNYmNjpfNERUWhY8eOcHJygrOzM1q0aCFXfjXBBAIRGY1euy9R8Qv6fZEVhj6rhJ5PqqgZjX588rgKRj6rhOs5us/6f5Pkhg8eVZW+VvYjZvKjU0rXYea/e0xO0QoTVX5U9lj9AjP3peLvq5pX3pTm01VnMG3nNfx0+JbKyxQP/etnlTDtRUVMSqqocRxdHlXF+CQ3mWnJYsUJhx6P3THteUUseuWs8fY0oeye1P9JZUx7URFBe28aNB4q2eifYxETn4kxC2NLn7koNT+sVu16jF93Psb4JXdKnXfqyrv4+Y8ERD9JK3G+P+8Bky8KeP+Q7u/CqoyBoMohOPVMNrY+J5XHmiXKx4JDqt1jFhy6hfWn72P2vmicvvNCpWVMUdF7/LxrAgb8++Z1lyMlL3vymeLkaUlJkGmRAr5Yf/7N/BIJxi66jZXbHymcf9WuxzgRqTi5UNzk5XdVmk+RMQtvY+WORwi7+GZbv+x4hDPX5RNpxy+qFs8bHONAVe0OC5h8UcAWJZX7d4vdkhbeAKZdEtDzhHrbmXWloCwWkjsHOjwpIhWzIdokD79ZdLvE9xXd9eZsMEAGxUA2n3+AyTui0G7hP8YOhQwsJCQEDg4OOH/+PH7++WfMmTMHx44dAwCUK1cOK1aswM2bNxESEoITJ05g2rRpAIA2bdpg2bJlcHZ2RmJiIhITEzFlyhS1tj19+nSMHz8eMTExCAgIQHZ2Nlq0aIEDBw7gxo0bGDFiBAYOHIgLFy5ovH9Lly5F27ZtceXKFXz88ccYOHAgBg0ahC+++AKXL1/GW2+9hUGDBkl/u0VGRqJPnz74/PPPcf36dQQFBSEwMFCa/BgwYAAuXLggU4F88+ZNXLt2Df3791cYw/z587Fp0yasWbMGN2/exMSJE/HFF1/g5MmTJcbu6emJXbt2AQBiY2ORmJiI5cuXS98v6dwVCgoKwqefforr16/jq6++wqlTpzBo0CCMHz8e0dHRWLt2LYKDg6XJBQD47LPPkJSUhEOHDiEyMhLNmzdH586d8fLlS5WO+d27d7F9+3bs27cPhw8fxpUrVzB69GiZecLCwhAbG4tjx45h//79EIlECAgIgJOTE06dOoWIiAg4OjqiW7duyM3NRV5eHnr27In27dvj2rVrOHv2LEaMGCF9aE+V/QKA2bNno0+fPrh27Ro++ugjDBgwAC9fvizxWGdkZGDSpEm4dOkSwsLCUK5cOXz66acQiws+mwrL5/Hjx5GYmIi//vpL4XGZNm0adu3ahZCQEFy+fBl169ZFQECA3HH9/vvvsXjxYly6dAnly5fHV199JX1vwIABqFmzJi5evIjIyEhMnz5dJ61KmEAgIsMwkUduiv9meCQyzZ7c4lRoKVBI1z+IX4v1/xQXaefKQ82eoFblR/PjlILkRFhMkkbbAIBz2TYAgOOZdqXMqRuJ+QXXy4lM5a13DOm2qOAL2uEbT40cCemCpvfYbBWf5gaA+y8ySvyYPFfC0/yFii6vi09cfVe2Ho95ptJ8x6LfzHfjSemtNcxFbNqbs5SZr/4ZU+V+/iQ1u/SZdETdPYi5L9uc5k6C/hLjpJyye8uDdNnXYYkF/xdvCVOaQ481CEpD+TpqhVjStZWXr/6d8eGznNJnMhPn7qtWMUiWp2nTppg1axbq1auHQYMGoWXLlggLCwMATJgwAR07doS3tzc6deqEH374Adu3bwcAWFtbw8XFBYIgwMPDAx4eHnB0dFRr2xMmTECvXr1Qu3ZtVKtWDTVq1MCUKVPQrFkz1KlTB9988w26desm3aYmPvroI3z99deoV68eZs6cibS0NLRq1QqfffYZ6tevj2+//RYxMTF49qzgO8mSJUvQuXNnBAYGon79+hgyZAjGjh2LhQsXAgAaN24MPz8/bN68WbqN0NBQvPvuu6hbt67c9nNycvDjjz/i999/R0BAAOrUqYMhQ4bgiy++wNq1a0uM3crKCm5uBQ9dValSBR4eHjLd4pR07gr1798fX375JerUqQMvLy/Mnj0b06dPx+DBg1GnTh107doVc+fOlcZy+vRpXLhwATt27EDLli1Rr149LFq0CK6uriq1mgCA7OxsbNq0Cc2aNUO7du2wcuVKbN26FU+fvvn95ODggPXr16Nx48Zo3Lgxtm3bBrFYjPXr18PX1xc+Pj7YuHEjEhISEB4ejrS0NKSmpuKTTz7BW2+9BR8fHwwePBheXl4AUOp+FRoyZAj69euHunXr4scff0R6ejouXLhQ4rHu3bs3evXqhbp166JZs2b4/fffcf36dURHRwMA3N3dAQCVKlWCh4eHdD1FZWRkYPXq1Vi4cCE+/PBDNGrUCOvWrYOdnR02bNggM++8efPQvn17NGrUCNOnT8eZM2eQnV3wvS8hIQFdunRBw4YNUa9ePXz22Wfw8/NT6byUhAkEIjIMBd/GTSOloBpDP7WmTr5Fw95siORo+lSeNoNn6pImXY3pqhsTXoaWyxT6vdbrWDMKdk8Qig38aaDtlkbT7tsUbt/AV60JFCO9MpGPAa2UVCbYD7zuFB1rwxKOqil8RhDpW9OmTWVeV6tWDUlJBQ8bHT9+HJ07d0aNGjXg5OSEgQMHIjk5GZmZuunqqmXLljKv8/PzMXfuXPj6+sLNzQ2Ojo44cuQIEhISNN5G0f2rWrWgxb6vr6/ctMJ9jomJQdu2bWXW0bZtW9y5cwf5+QVdNA4YMECaQJBIJNiyZQsGDBigcPt3795FZmYmunbtCkdHR+m/TZs2ybRi0HbfANlzV6j4MY6KisKcOXNkYhk+fDgSExORmZmJqKgopKeno1KlSjLz3L9/X+V4vby8UKNGDelrf39/iMVima54fH19ZcY9iIqKwt27d+Hk5CTdppubG7KzsxEXFwc3NzcMGTIEAQEB6N69O5YvX47ExESV90vRMXNwcICzs7PcMSvuzp076NevH+rUqQNnZ2d4e3sDgFrlMi4uDiKRSKZsVahQAe+88w5iYmJk5i0aY7Vq1QC8KZ+TJk3CsGHD0KVLFyxYsEDrMlTINB+9JaIyQd2v2/r4bapqDKb800Cs4ZHR1fG0gDqDMkOdcqxOZZAxy4ChxicB5PeztONZmFhh5QJpS5VSrssxEIqvz1ToMoFgaLquYDe1I2GK5aW4okkAbQaMLos0Ob9l5Qirc2zMMdFmDtc26V/x7k8EQYBYLEZ8fDw++eQTjBo1CvPmzYObmxtOnz6NoUOHIjc3F/b29krXKQiC3HdkkUi+JbyDg4PM64ULF2L58uVYtmyZdOyFCRMmIDdX8zGuiu5f4fd3RdMKu6NRRb9+/fDtt9/i8uXLyMrKwsOHD9G3b1+F8xaOGXHgwAGZSnUAsLGxUXmbiig7d0UVP8bp6emYPXs2evXqJbc+W1tbpKeno1q1aggPD5d739XVVat4S4urRYsWCA0NlZu38An/jRs3Yty4cTh8+DC2bduGGTNm4NixY2jdunWp+1VIlWNWXPfu3VGrVi2sW7cO1atXh1gsRpMmTbQqlyUpqXwGBQWhf//+OHDgAA4dOoRZs2Zh69at+PTTT7XaJhMIRGQ21Kr81FsUpkfTFtua/R6QP7Jl6VjrGn+TEVkGXVQKlVShaehKJ4mk2P3JRG5WpSUQ1KnoMuYgyjpZH9Q7LawElKWoRUFJ12BZO3yG2l9dlkvVb5N63LtSguB1SJYmMjISYrEYixcvRrlyBR2cFO9KyNraWvpUflHu7u4yT4ffuXNHpVYLERER6NGjB7744gsABZWmt2/fRqNGjbTZFbX4+PggIiJCLq769evDyqpgzLaaNWuiffv2CA0NRVZWFrp27YoqVRSPu9ioUSPY2NggISEB7du3Vzuewqf0FR1nTTRv3hyxsbEKu1sqfP/p06coX7689El7dSUkJODJkyeoXr06AODcuXMoV66cdLBkZdvdtm0bqlSpAmdn5WPfvf3223j77bfx3Xffwd/fH5s3b0br1q1L3S9VKDrWycnJiI2Nxbp16/D+++8DKOjmqbTlinvrrbdgbW2NiIgI1KpVC0BBUu3ixYuYMGGCWnHWr18f9evXx8SJE9GvXz9s3LhR6wQCuzAiIouk7Pt58emq/tjg933SNyZizBvvEWRs+hwDwVTKtym1QFD3GOs6clOriFQ7yVVsflN4MrssdlOk6mHX1fkxtXKrCwp3yQTKs66YwrVJpqtu3boQiURYuXIl7t27hz/++ANr1qyRmcfb2xvp6ekICwvDixcvpEmCTp064ZdffsGVK1dw6dIljBw5UqWBXuvVq4djx47hzJkziImJwddffy0dm8BQJk+ejLCwMMydOxe3b99GSEgIfvnlF7kBogcMGICtW7dix44dSrsvAgAnJydMmTIFEydOREhICOLi4nD58mWsXLkSISEhpcZTq1YtCIKA/fv34/nz59IWDZqaOXMmNm3ahNmzZ+PmzZuIiYnB1q1bMWPGDABAly5d4O/vj549e+Lo0aOIj4/HmTNn8P333+PSpUsqbcPW1haDBw9GVFQUTp06hXHjxqFPnz7w8PBQusyAAQNQuXJl9OjRA6dOncL9+/cRHh6OcePG4dGjR7h//z6+++47nD17Fg8ePMDRo0dx584d+Pj4qLRfqlB0rCtWrIhKlSrht99+w927d3HixAlMmjRJZrkqVarAzs4Ohw8fxrNnz5CaKj+ul4ODA0aNGoWpU6fi8OHDiI6OxvDhw5GZmYmhQ4eqFF9WVhbGjh2L8PBwPHjwABEREbh48aL0GGiDCQQiMgwT/fZpqr9j1Dlamu6DJmfENM+i+dL0eJraD3ATvbxVwpZNpEjRc21q15symnZhpGheQTDN/c43xaBUpOv7h0QP69SGuqfG2J8b6nZhZErH2twZ+9wbkznuuxnfdskA/Pz8sGTJEvz0009o0qQJQkNDMX/+fJl52rRpg5EjR6Jv375wd3fHzz//DABYvHgxPD098f7776N///6YMmVKiV0eFZoxYwaaN2+OgIAAdOjQAR4eHujZs6c+dk+p5s2bY/v27di6dSuaNGmCmTNnYs6cORgyZIjMfP/973+l40GUFuPcuXMRGBiI+fPnw8fHB926dcOBAwdQu3btUuOpUaOGdIDgqlWrYuzYsVrsHRAQEID9+/fj6NGjaNWqFVq3bo2lS5dKn4oXBAEHDx5Eu3bt8OWXX6J+/fr4/PPP8eDBA+l4EaWpW7cuevXqhY8++ggffPABmjZtilWrVpW4jL29Pf799194eXmhV69e8PHxwdChQ5GdnQ1nZ2fY29vj1q1b6N27N+rXr48RI0ZgzJgx+Prrr1XaL1UoOtblypXD1q1bERkZiSZNmmDixInSAbULlS9fHitWrMDatWtRvXp19OjRQ+H6FyxYgN69e2PgwIFo3rw57t69iyNHjqBixYoqxWdlZYXk5GQMGjQI9evXR58+ffDhhx9i9uzZKu+jMuzCiIjMhjrfufX9/by0ftdFEiBPIsCunPy37jSxACdBIv0RIZEAryUCnIvMmysRkC0GbFVI8yp6IDNLLKC8UPI3/iyxbo5SpiRPJ+sh1Sk7s6J8MfLyJbCtUA7pOfLnRZ2++JWVjtw8MfLFEthZW0EikeB1Tt7/KmKM/wtTkx+5r8UCXKw0i73oUq/F8herOVYUmLuM7Hw42FrJTBPliaFGl7UA9DdGT65I/U7nMvKA4ouliwC78oCVkg1n66YFu5QEQJp8t8QGJ9bpIMqGpevtpYtkuzAs7dBkiXRcKPSstM+rHJEY5QSgQvmCe29Gdj4kktKfXNU4nv/FpK/vPFl5QPlyQAUdP96XmQdYlytYd0nSRICzjg9fvpJTqG2FtChPDLEEsFFwsPLzJcjOVf8+KxZLkCMqWK/a8RWZPztXjAxd34CLyM0TQyyRwLaCVekz6wG/1ujJiBHGjqBEivq53717t/TviRMnYuLEiTLvDxw4UOb16tWrsXr1aplp1atXx5EjR2SmpaSkSP/29vZW+Fng5uYms31VY1YmPj5eblrx7SqKpXfv3ujdu3eJ63Z1dUV2drbC94KDg2VeC4KA8ePHY/z48aUHrUBgYCACAwNlppV27gDln7cBAQEICAhQuj0nJyesWLECK1asUDvWQqNGjcKoUaMUvlf8+BTy8PBQ2irD2dkZf//9d4nbLG2/FB2PouUSUHysu3Tpgujo6BLXNWzYMAwbNkxmWvH9tLW1LfG4dujQQW69zZo1k5m2ZcsWhctqiwkEIjIeNb+gqzP77qhMTFLe+k1t6v6YeC/BA8/yrRDt/QT2RRIDkdnW6P3EHb0cM7GkyisAQGCyC/5Mc0RotRfS+aY8r4jAFy644Z2otIKoUPFBlDPEAhrHV0c1qzw0t1U+aM/1XGtk5ebDzlrzHyE3spIR+jJW4+VLY+lPPel6/9776QSepeWgU8MqOHErSf14VLjK3vvpBJJe5yBmTjfM3HMDOyIfaRKqzmh7DP0eVMeEimlaxzE2yQ23ctMwxe213HshZ+K1Xj+plpAZFBSNGV964+0GTtJpI3+KRcprzSv9dHWd5uSK8evOx2ov13i37I4nZQPv7BfQxFWC/V3eTN/54M3f916rX82z7vabv4uPgfBLDPDnPeNXHZlSF0bG9uFx2fPR72TJ83+w9F89RqP7BMnSLQ9LfH/AzJtwtLNC8MxGuHkvAzN/uwcXu5JrwGVb6agfcfDLGOxPva/2cqXJyCu4zqvbSXDmY92tN00ENN0joJaDBCc/VD7f8mhgabSA5e9I0MOrYJouzueimwIcy8uvac/VN/dBdR5sKPTVDzHIyRUjdE5juffmbLiP2IQ3fairmsif+ds9xMQXLGdvo3kWZ93uJ1i3+4nGy/9/e/cdHkXVtgH83vTeIIUWQkkg9CYIqIAiRURQFERUsL4gKKCA+gmoWEAEFCxgewEVAX0FVBAQI6FLDzV0QhBSKAnpdef7Y81mN9tmd2d3Zjf377q4yM5OOTNzzuyZ88w5Y44gCOj2/p/ILS5H6qwBsgURiIioduIQRkTkHE5uCV601b5x/2oyfHeC+f3JqtRU6k+V6cdpP88NAgCsKajunvl9nmbagpvBevMWCx7Iq/FUs5j7oBOlmhvojErLMeIzWYaNndZYnXPG8kxkUqmpx/NslJVXCgA2BQ/Eys7XbONMVr7swQOpfJxj+iVc1vg01/h6tp6+Jsn6SZzvN2XqfbYneCCly1nGn0ADrOutkvRv29TxXP2F5hyzr4H/vaOml1dC8ABQQj+naso4ItX2Xldaiuyz66jh2MC6BAHIL9I86f1Tkmbs61vFju0m44jgAQAc1zxPgqvF0p7DA/8+l3Kp0PwL2j86qfl++iFJN2/S1zvtO45FJWpUqoEbtwzP9/ELhSivsP5l61XBAwAoKrWuB4Mzr0s5ReUQBCD9puUXzRIRsGPHDgQFBZn85yrGjh1rch/Gjh0rd/IMtG7d2mR6V6xYIXfyyEbsgUBEtYrzhyzQv2kzd2soR8OItUOsuFfzhOtSQs8MBSQBgLzpUMoxqC3E5nsllA+byHSBlesdCGKfPNb9nZIyTc7OJ66aLUWz9h0IMmT42vaSZCmPsKPKi5Srdfez67K/bUQy6tKlC1JSUuROht1mzZpl8ILmKiEh0jwIJaXff/8d5eXGg/rR0dEIDg7GW2+95dxEkd0YQCAi51DZP0a6khqvLb0DwRSldfuS4waeqtl6/G0tSZZuPnW/V7nJAP5S3m+7xxFxf1Kcc6vPtRMzh7PakNhWZZ61l0h3b/yze/dq8QVWiVlDN02Wet3KRxmZxpZhmGzajs7fztxzpZ59IjH8/f3RvHlzuZNht6ioKERFRcmdDNGseSkxuQ6ltWURETmV2EqxVJVnR1x03bli7yZt2KI4Y1+lfPrSWTfMrqwWZV9FkSJvCnp/18687u57XVvPq2JIdIEUBMHtgzO2sjrIJeG6TG9DqDlBMqyXEBEROQ4DCETkMlzxtsDg3QkKa1FUWnpq4r2gcinl1FhKhyOzuFKOQW0h9nrl7tcNZ122lXIc9YYwslDqFJJko6wbVd31yNV466zNOnIzjtoHVxjCyB621mEVuCuiMEBCRERyYgCBiGo1sfceNg8ZY+P2TDG2vFNjAAoPOLgam5+AtXUxN7/3NLZ7HMKIbKF7rp1Vbhz9e2QtR2/H1S9HvB6QVBxVFlwhj9qz70rZPzmCWEp/AIiIiNwPAwhE5BRS1HMdUVcWP4SRjWPV19iAcseRJVfiqKE35Bpf1x5KLlHu8h4JV+PugTLJKfB4mXrSVtJzq8D9rk2kujpacxoFE3/bsi5XIOYnSGXib15HlU6e+gXrNUREtRcDCETkFMbuQ1YeKLJqHWeyK6RJjASuVnhavcz3eQHYUBggeVoOl/oAALYV+WJMRh1kVFqftpr+l3PW6HRLL/0ddmEDfvp32U15lzAv6yAqBOMDN3x1/ThW3DxlX0LJYS5cL8RLKw+jUu2Ehjw3MjU7TO4k1HpXrpWKGurh6rVSvPPfi0hNKxS97opKAfNWXMKmPTfsSaJdnNXI5+ginnGrBG/9esLsPOeyC3D5ZrFDtu/0S5iRDW7NAF7Y4+yEiDPrm4uSreu3HdcNpp37xzHntcrNihJklRfh3Yx9+CMvHe9k7MPJkpva75dcO2bVkDDlQqUjkulQuteKH9OA53cDxTWq0r9erp7LlncgfJIKTDsgPk0f/6lfv7TnGnb4TL7FdZmqt67bdg0LV1+G2kQdxxrWrEGlUmHX0Vw8s2w/bhWXW7cdCxsa9fXfiHttA1Iz8qxarzXbNVVmCksr8OzyA1hz6B9Jt01ERMrBAAIRySL9puODAeeyCwym2XqjUnOxBTkhVi83/Xq4hXltf6onX63C6My6SC72w2vXwkQvZ+qGcGXOGVHLl6gNz+Oqf5f96vpx7CnMxPaCKwbzZJYXYVPeJazJPY9KtkQDsByckYK1h/rXI1ex9VS2qbXZnR5ncPY7EH4qCHTgFms3a8pIelapxXnmfn8JKWcKMH3JBbPz6Z7n7YdzsedYHr765arNaZPS8Vz71yEAuFVmZLoTiviy3WnIuGXYkFy17WeX73d8ImT01C4Vfr+izCd6j5w1rEOZYy6/LNuQYXF5m4+Cie1+df04Fman4HDxNXxx/RhSiq/ho+zD2u/Ty/NxqSzf+MJGbMq7ZGsKLXJGWZt2QIU/rqqw/Lz1y6pgOo3zT6jwY5rps+fI3P3luquWZzLhu42Z2H44F0fPWZfPpbDgh8tIOpWNhX8af1jHFHO9T4vLKrHrnCawPXDhDrvSZ4svt1/An6lZePnHI07fNpExvXv3xqRJk+ROBinEsmXLEBYWJncyXJ6X3AkgotqpvNLxd0ulFdI9LSbVOxAcRfcBqmLBebFhMftXZCTIUCH6ST7XaKS2lakbckEQzHYTt7WxwZae54Vlyun5Yws5c5AymwVrh/Jyy6+svZFr3dOfAFBUIv9TyLp5ulSi5Ig4XA5TYaY+cDW3xIkpsY615du9f83kY+q45laW4mal+UBimRW9Cgoqrb9eiOWovOFhJJPmGgkWugtbjmNJmQQXPys2rPsE/81Cy4Fu/WWr/65Zn3PWwzim6qa5RW6csZzhwHrnbavL/c7b1r+WLVuGSZMmITc31+nbJtelUqmwdu1aDB061Krl4uLiMGnSJL0A0ogRI3DfffdJm8BaiAEEIpKFXE9rOpvU1XlTR83WIUlry3lwN466TbRmOAelcGqKWVxqJ4UVC92AscKSZhNzlx1Hve9Fs13nHj13OFfmKHH/XCXIo8RjVzNNjhr6XtJyKP7FZoog6StdnHQ9M7UdvhuBnKW8vBze3t5yJ8NtVVZWQqVSwcPDvQar8ff3h7+/v9zJcHnulSuISLEMqpWsZ0rKWYez5nbE3K4Yu9lQyL0b2cEFYw2S4zFwLkc2JttLirYTsQ0wTujAB0De67Ryz3Q1tpfVINNJM9dwylMkHf7emWbtOxCIXE3v3r3x0ksvYdq0aYiIiEBMTAzeeust7fcLFixA27ZtERgYiEaNGuGFF15AQYFmeLDk5GQ89dRTuHXrFlQqFVQqlXZZlUqFdevW6W0rLCwMy5YtAwCkpaVBpVJh9erV6NWrF/z8/LBixQrcuHEDI0eORIMGDRAQEIC2bdti5cqVNu/f559/jvj4ePj5+SE6OhoPP/yw9ju1Wo25c+eiefPm8PX1RWxsLN577z3t95cvX8bw4cMRFhaGiIgIDBkyBGlpadrvx4wZg6FDh2LevHmoV68e6tSpg/Hjx6O8vLpXW2lpKaZMmYIGDRogMDAQ3bp1Q3Jysvb7S5cuYfDgwQgPD0dgYCBat26N33//3eJ+JScnQ6VSYcOGDWjXrh38/Pxw++234/jx49p5qob2+fXXX9GqVSv4+voiPT3d7jQdP34cAwcORFBQEKKjo/HEE0/g+vXq9yFZylNxcXEAgAcffBAqlUr7+fz58xgyZAiio6MRFBSE2267DX/++afeei9duoTJkydr85vufupavHgxmjVrBh8fH7Ro0QLfffed3vcqlQpff/01HnzwQQQEBCA+Ph6//vqr9vucnByMGjUKkZGR8Pf3R3x8PJYuXWrxvLgyBhCISBZKqT6LrvRL9O4EB2wCgO0Xc3vvY8QszntO6/GYuQe2E5BY1mQVqQMIcl9vrAkMSfmUrbP3mw2wzmXL5VeuS7aj8oYr/ARJ+xS+hCtzAmvTqzeEkbRJEY0BkNpr+fLlCAwMxN69ezF37lzMmjULW7ZsAQB4eHhg0aJFOHHiBJYvX46//voL06ZNAwD06NEDH3/8MUJCQpCRkYGMjAxMmTLFqm2/9tprmDhxIlJTU9G/f3+UlJSgc+fO2LBhA44fP47nn38eTzzxBPbt22f1fh04cAAvvfQSZs2ahdOnT2PTpk246667tN+//vrrmDNnDmbMmIGTJ0/ihx9+QHR0NABNb4j+/fsjODgYO3bswK5duxAUFIQBAwagrKx6WK+tW7fi/Pnz2Lp1K5YvX45ly5ZpgyQAMGHCBOzZswerVq3C0aNH8cgjj2DAgAE4e1bznpTx48ejtLQU27dvx7Fjx/DBBx8gKChI9D5OnToV8+fPx/79+xEZGYnBgwfrBTCKiorwwQcf4Ouvv8aJEycQFRVlV5pyc3Nx9913o2PHjjhw4AA2bdqErKwsDB8+XC9d5vLU/v2ad2AtXboUGRkZ2s8FBQW47777kJSUhMOHD2PAgAEYPHgw0tPTAQBr1qxBw4YNMWvWLG1+M2bt2rWYOHEiXnnlFRw/fhz/+c9/8NRTT2Hr1q1687399tsYPnw4jh49ivvuuw+jRo3CzZs3AUCbJzZu3IjU1FQsXrwYdevWFX1eXBGHMCIiciEq2Zt6HEGAa9zmSs/ml3o78R0IJtMg3arsIpj42xFqZy5VDquGXHPjk+W0HggyFnJNoMCGk6iUC5MRCk6aW7LleJtbxhXPn7W/+a64j0ogx/CPbMgnZ2vXrh3efPNNAEB8fDw+/fRTJCUl4d5779Ubaz4uLg7vvvsuxo4di88//xw+Pj4IDQ2FSqVCTEyMTdueNGkSHnroIb1pukGIF198EZs3b8aPP/6Irl27WrXu9PR0BAYG4v7770dwcDAaN26Mjh07AgDy8/OxcOFCfPrppxg9ejQAoFmzZrjjjjsAAKtXr4ZarcbXX3+tLZNLly5FWFgYkpOT0a9fPwBAeHg4Pv30U3h6eqJly5YYNGgQkpKS8NxzzyE9PR1Lly5Feno66tevr923TZs2YenSpXj//feRnp6OYcOGoW3btgCApk2bWrWPb775Ju69914Amkb7hg0bYu3atdoG/fLycnz++edo37699pjYk6ZPP/0UHTt2xPvvv6+d9t///heNGjXCmTNnkJCQAMB8noqMjASg6ZGim2/at2+vTScAvPPOO1i7di1+/fVXTJgwAREREfD09ERwcLDZ/DZv3jyMGTMGL7zwAgDg5Zdfxt9//4158+ahT58+2vnGjBmDkSNHAgDef/99LFq0CPv27cOAAQOQnp6Ojh07okuXLgCqe024MwYQiEgWSqn3ik2G7S9Rds6O2po+pZwHU1ztaTKp2Np2Zvd2rZm3lp4bqn2U9s6R2jCEURVeZ1yHvUOM2VofcV4eceD7OBy0XmOH1Jbj5ci6orSvQBC3MjmvK7qH0tpkyDeMHy/EpGns1VWvXj1kZ2cDAP7880/Mnj0bp06dQl5eHioqKlBSUoKioiIEBATYve2qBtoqlZWVeP/99/Hjjz/iypUrKCsrQ2lpqU3buvfee9G4cWM0bdoUAwYMwIABA7RD1qSmpqK0tBT33HOP0WWPHDmCc+fOITg4WG96SUkJzp8/r/3cunVreHp6aj/Xq1cPx44dAwAcO3YMlZWV2kb1KqWlpahTpw4A4KWXXsK4cePwxx9/oG/fvhg2bJjB+TCne/fu2r8jIiLQokULpKamaqf5+Pjorc/eNB05cgRbt2412kvi/PnzegEEXbp5ypSCggK89dZb2LBhAzIyMlBRUYHi4mJtDwSxUlNT8fzzz+tN69mzJxYuXKg3TTeNgYGBCAkJ0aZx3LhxGDZsGA4dOoR+/fph6NCh6NGjh1XpcDUMIBCRLJzRNpqVV4LW9UPNbrlmlXh9ofGX6zij6pxS6mPyO0EAfinwx+UK45ftncW+xpezcKSz80px9J/LRr/bUXAFTXxC0NAn2Oj3AHCxLM/s+jVpMH/0eFtivdNZFTYve/F6IVIu59idhp8OGM83SpOn9sCGAj+cL+cL16ja4dP5KCpVS7dCET9q+1PNXy/TbxSK2tTRm9V/S9UQZvDCVGlWK0pRWSV+2Kt/42dqt6zd3aTULNQJ8kWHRmGG67Lz2Fl7jNILFR6xt5Ol47nzSC4aRhqvqziCJg5v/pirIWBr/j9o7BOMpr6hOF5cPT7z1fKa5dH0utblnkdORSlGRiTAz8P622tH1YO2ZhpOW5sOjLTw8Oq+a8COLMekqab/JWWj3+0RjtuAkdOWtL/6Iro2+Rqiwk3Xv805crYAXp5A0wa2vZjTUhC5qKwCAT7V+anm7Kcz83E2Ox99E6PxxbYLNqVB18FLN/HzoStGv7tVXI7NxzORV1xu8N3h9Bws251m9/ZJ2Wq+uFilUkGtViMtLQ33338/xo0bh/feew8RERHYuXMnnnnmGZSVlZlt1FepVAblQHdonSqBgYF6nz/88EMsXLgQH3/8sfbdC5MmTdIbNkis4OBgHDp0CMnJyfjjjz8wc+ZMvPXWW9i/f7/Fl+4WFBSgc+fOWLFihcF3VU/QA6aPXdU6PD09cfDgQb0gAwBtA/yzzz6L/v37Y8OGDfjjjz8we/ZszJ8/Hy+++KLV+2uMv7+/Xq8me9NUUFCAwYMH44MPPjDYVr169bR/mzsupkyZMgVbtmzBvHnz0Lx5c/j7++Phhx+26dyLYS6NAwcOxKVLl/D7779jy5YtuOeeezB+/HjMmzfPIWlRAgYQiMhtPb3sANLmDBI9/84iX3xws2bAQcPmHggS3RWuL/THpGumb7DGZtWxab1P/tf0WJEfZ6cAAH5uWn0MrRpC5F+WDsHhomu4LTDa6vW6A71jY8WhvXqr0uZt9pmXbPOyun46+I8k63G0P4r88UeRbTf35L7eXZomel4pruP/ZJfgf39dMzvPor/OiVrX71ekbYg2tn8CnBfc/WrHBawx0Whlj4vXC/HM8gMAYFVdgBzjo5WOCTrbk08PFV3Dz7nnEODhha9i78GJkuqG5RcvJ4ve0nc3TwEASoVKjI1sa3U6HPVE/JLThteK7BIVem8yPr8Kmh5Ow7dJd43JrzC/rqQDOUg6YP9DDQBEZwbd4PG5f4ox9RNx115dhcWVmPXNRQDAspmJVi8vxjvrUzH7IeP5SQWg/8fbAQBtG4Ti2JVbdm9v2OI9Jr97aeVhbDtj/Dfswc93271tcl0HDx6EWq3G/Pnz4eGheSvfjz/+qDePj48PKisN710iIyP1xqg/e/YsioqKLG5z165dGDJkCB5//HEAmhcdnzlzBq1atbJpH7y8vNC3b1/07dsXb775JsLCwvDXX3/hvvvug7+/P5KSkvDss88aLNepUyesXr0aUVFRCAkJsWnbHTt2RGVlJbKzs3HnnXeanK9Ro0YYO3Ysxo4di9dffx1fffWV6ADC33//jdjYWACaF/+eOXMGiYmmr1v2pqlTp074+eefERcXBy8v25ucvb29DfLNrl27MGbMGDz44IMANMEO3ZdWA6bzm67ExETs2rVLOzRV1bqtzUORkZEYPXo0Ro8ejTvvvBNTp0516wACX6JMRPSvE2Wmn1C29VZKqnvCwyW2PR2lVLrH5WKZ/Tc9rspUowF7ZbgL937i2OlsGRJfIWPgZFw3fDJKIUmT3ebjho9JSxK0ybHcCEG1W9q/vSiL1BUoUdsemK+yt9DII/8uRACgNlH2lD7kpbMVFFfnl0obx5WztNSWk/r5SXd+3fMhRfDAElPBA6LmzZujvLwcn3zyCS5cuIDvvvsOS5Ys0ZsnLi4OBQUFSEpKwvXr17VBgrvvvhuffvopDh8+jAMHDmDs2LEGT3wbEx8fjy1btmD37t1ITU3Ff/7zH2Rl2dZtav369Vi0aBFSUlJw6dIlfPvtt1Cr1WjRogX8/Pzw6quvYtq0afj2229x/vx5/P333/jmm28AAKNGjULdunUxZMgQ7NixAxcvXkRycjJeeukl/POPuAetEhISMGrUKDz55JNYs2YNLl68iH379mH27NnYsGEDAM07IDZv3oyLFy/i0KFD2Lp1q9kAQE2zZs1CUlISjh8/jjFjxqBu3boYOnSow9I0fvx43Lx5EyNHjsT+/ftx/vx5bN68GU899ZTFhn1dcXFxSEpKQmZmJnJyNIHm+Ph4rFmzBikpKThy5Agee+wxg14LcXFx2L59O65cuYLr168bWzWmTp2KZcuWYfHixTh79iwWLFiANWvWWPWC75kzZ+KXX37BuXPncOLECaxfv96q8+KKGEAgIlm42o2I7e9AkJfU23fEaWMjmnJYOhdKaYw1xdkvUXbWO07Ierb0ljLN/pyl5KJjqreBEtNsTZo8LVQ0FLh7tZytL0GwfY26v2muVi91FJPDh7lAgXG5NwRYuaDS62BUO7Vv3x4LFizABx98gDZt2mDFihWYPXu23jw9evTA2LFjMWLECERGRmLu3LkAgPnz56NRo0a488478dhjj2HKlCmi3mMwffp0dOrUCf3790fv3r0RExNjtkHcnLCwMKxZswZ33303EhMTsWTJEqxcuRKtW7cGAMyYMQOvvPIKZs6cicTERIwYMUI7Bn5AQAC2b9+O2NhYPPTQQ0hMTMQzzzyDkpISq3okLF26FE8++SReeeUVtGjRAkOHDsX+/fu1vQYqKysxfvx4JCYmYsCAAUhISMDnn38uev1z5szBxIkT0blzZ2RmZuK3336Dj4/5hxPtSVP9+vWxa9cuVFZWol+/fmjbti0mTZqEsLAwbS8VMebPn48tW7agUaNG2hdbL1iwAOHh4ejRowcGDx6M/v37o1OnTnrLzZo1C2lpaWjWrJneUFK6hg4dioULF2LevHlo3bo1vvjiCyxduhS9e/cWnT4fHx+8/vrraNeuHe666y54enpi1apVopd3RRzCiIjIgeSu6rvCvYa5JLpA8u0i5Y26mBtLaRtVlYGN+KQE7pYLVXD966+Hh7udFWWTq75h+n0ZIn4TrYgaOHL3dNctCAxmUBXz721zFle4l3B5Xe6XOwVmJScnG0xbt26d9u/Jkydj8uTJet8/8cQTep8XL16MxYsX602rX78+Nm/erDctNzdX+3dcXJzR+5uIiAi97YtNszF33HGH2Xk9PDzwxhtv4I033jD6fUxMDJYvX25y+WXLlhlM+/jjj/U+e3t74+2338bbb79tdB2ffPKJyfWLcccdd+D48eNGvxszZgzGjBljMN3eNFX1FDDFUp4CgMGDB2Pw4MF60+Li4vDXX3/pTRs/frze59tvvx1HjhzRm2ZsP8eNG4dx48aZTKOxvKebP6dPn47p06ebXN4dsQcCETlFzZsh3hw5hxLq/JbSIOYm323V4l2vDXidcw9SNJ4Yu85JUfwddQlx5qXJaO8HCVLgoVMAjd0E8mlesoZDAwgKz4qu8lMm23G0cbuWr3Omv3fHB0KIiEjZGEAgolrFXFXdIcPzOGCdrsbSDRKPkYYr3AoqsZFDzjQp8HBQDUrMs65CCYeuZhqsCSx46tzlVJoa2J0kI9/T0aZzhaUeBtYEkZz1Gy13TuU1Uxybj5NORrJ2HXKdGz4MQa5sx44dCAoKMvnPlY0dO9bkfo0dO1bu5JEb4hBGROQUNSu9taUuyvswy2p1DwQJ8aafSDrWNphYnF/B5dNY0uT+jbb1eqb7e6LbeFwpCLzpcTSF5XEB8udjsRR26EgxauRguYYJYwYlF9alSxekpKTInQyHmDVrlsmX/oaEhCAqKoq9LUlSrEsTkeSKytTw9VLB08z4w3I/zVIhAKWCfiLKzPy+iv3pvVbhgUAP6X6oSwSg1I7xcJVQZShSVwAACtXlCFB5WTXmMEnLlkPvSucrX+2BSgEoFhyTZtc5ErVHYUml0eklZWoIgmDye0t077cq1Zr1GXuKvbRcDQ8VUGriB6SwpBKBfp5GvyvSSZutD8iXq4HiCsDfTI2+TA1YPAxGtq/Ee04xaVKrBRSWVei9RNnYucsvqbArLS50aXQKW8uaMUVWrKu4VG10eoVgfLoploaEEbO+InU5AE3PhmKhAgEe3lalAaguioUVgOe/STJxCTEru9j6ZcQqrAACFdiKUFEpz0XLmut3UXF13q55Pat5TcovKdf7rB8gFb9NU/JLyhHka3u9XBAEZNwqsT8hRA7k7++P5s2by50Mh4iKikJUVJTcyaBaRIE//UTkyq4XVKLfomtoGeOFH56ua3I+ue67q6reA/+JwtlybyyMuqn9bl5OqF3rfu9GCL66FWzXOmrqnl4PwR5qPBJUZNPySmj/WZt7HmdKcnCi5Cb6BcfiP5Ft9b43+xJlJeyAA0n6EmW7UiJuLWK28dFNacuAJbppylV7oNnFBrJs2xi2LzrWD5sz8fPWa0a/m/nlBXRrHYK9J/Ls3s7+k3kYNfMEAKBts0Dt9MwbZXhx/ml4eahQVmE8Nzz51kmMGVQPkeGGDYljZqVq/x7/wyGb0vb4Dk0uO/Wg6dyYsMb6nLg2XYVn4l3zAjxm2X5sP3MNi0Z21E6rMNLCt+3MNWw4moFBzkycG8u8UWbX8uu2XcMTA2Nw9VopXpx/RvRyz71/CmHBhre0l8ryEaCS7lY3X11ucZ4KCFh18wzSyvKwvygLHzW8C7E+ln8Ta+bO3DKgw6+acuupEnByKOBrRRBheybw5E7ry72pukeFoP9a9dbrVDg8WECYj9WbcKjnZ58ymPbjn1mSb+e7jRm4t2sdm5ZdsPKy0emnMvOwbHea3rTSCjV2nbuOns0191PT1xl/CaotzmXno++C7ejTIhJLn+pq0zpaztiE0grrAnVEROS6+A4EIpLU9rOlAIBTmfpP0SjtSb2z5ZrGnN3FvqLmF9OMYix4IEXzS77aA/bdlsvvRIkmUPNHfrrBd+4eJDDHHfd9YW6I3EmgWsJU8KCKPcEDU79Zx84Xav/+Zfs1qNUwGTyosmxDhsPL+vl8x65fLrZ0vd9+RpMvfjpQ3VBnajVv/ipdgxxJY8v+m5ZnqiE333hvkiLBvl4mtvgp9yz2F2karTfnXRK1jG72FARgV3b150pBhcuFBouYNXaPdfObSos5umlUskoHtG+v23Zd77OtQ4To9ihYtivN6DwLtlQH09YfzbBpO8Z8/7emPr71tOZ6acs+MHhARFS7MIBARLWahXYfuwkOGkpF9PYlXp9jAkFu2Iouku6eKy3I5iqcmXtUtTivkiElBQDtSYupZeXcPSnSJOaYKOkckoZcP4Vy/gQrJR9aWw/RTbaXSiE7IQNb91wp5x1QVlqIiEiZGEAgIkmJrn8qpLVUcPAtI+vjlvEYGbLlmDjjJVl8ERdRNb4AXhqOuqw4+vwooxZD9lBKCRZq/C3bMJ92HJDaXB6sfN1G9XIi5jF1XJ15G8WqHxERAQwgEJFMlHKjId0r/5RJ8h4IDjhzvC9RDt4kWoeHq5azIgMovWwZS57S02wVd9oXN6eQ50tqLbHlXgB7UVZxix4IcieAiIgUjwEEIqpValaQHT6EkWNX7xbMPSXq7k+8m9o/N9/tWqM2N6jUBkbeyysbRyRF1iGMTGyd10ZyFEc8ICF2jbr5Ws4eCNZiedSw/ThYXtBR9QjWT0iJVCoV1q1bJ3cybNK7d29MmjRJ7mRQDcnJyVCpVMjNzZU7KW7BS+4EEFHtpJSKa6WD31Eg1b2VrTcnjh6iSQq8/7RNzeCDM46jEs+VEtNEtYQ1PRAcnFPdtSHPnt1y12Pi/pRfbxFLbFCi5kuU7d6uHYeQxcZ67vCwizvsgys7iHSnbaszYiVb15gxY5Cbm2t1o/9bb72FdevWISUlRW96RkYGwsPDJUufIyQnJ6NPnz7IyclBWFiYdvqaNWvg7e0tX8LcSFxcHCZNmmR1QKZ3797o0KEDPv74Y+20Hj16ICMjA6GhodImspZiAIGIZKGU20OxQxjZWq22cVhUybjE/YArpNEJrC0TPGwazn2JsnzbJuVxl/Nvaj+ctX/Ggis2B80FE387YG+UUo9xN3I9YCLnO01qblnOh2yselG5w1LhCgQjf1m5BhPXK6LaKiYmRrZtl5WVwcfHx+blIyIiJEyN8wmCgMrKSnh5uVcTsY+Pj6z5yt1wCCMicroPt+Rh0dZ8p2yr1cxNqDQzzoQ1DfxzboTgreu2Ra/n3AgxmDYlOwyf5QSJWl7ungQrbp7Coxc3YlPeJVHzXyi9Zfb7T68d0f5dm19Emlts/AZUzBGx5WZz4qoU8+s0Mu2llYdRVuGcUJggAK9kh+HzXHHlQulUUOHPk1lyJ8N9CMDn//sHPyUp45huPZgjfmYHX+ae2mX7smVqFVZdlC4t1iopN7y+TPlJ8xtR8zqXfDrb7Loq1LrXVMsH/UZhGZ7ZBdwqE5FQIht8fu0oFiWdFT3/3OPWbyNhDfD0TiCv3PpldRVVqtDlN+PfXSo0Xw8tU9eukFpFZY1xp2yQdCobn209Z3ae/Wk52HH2GjJvlehNv3v+Nqu2tWTbeby8OgXqf6+RNXvHmNsFa+vpK/elY+x3B1Fa4e5vmqs9/ve//6Ft27bw9/dHnTp10LdvX0ydOhXLly/HL7/8ApVKBZVKheTkZADAq6++ioSEBAQEBKBp06aYMWMGyss1F6hly5bh7bffxpEjR7TLLVu2DIDhEEb//PMPRo4ciYiICAQGBqJLly7Yu3evqDS/++67iIqKQnBwMJ599lm89tpr6NChg/b7MWPGYOjQoXjvvfdQv359tGjRAgDw3XffoUuXLggODkZMTAwee+wxZGdr6h5paWno06cPACA8PBwqlQpjxowBYDiEUVxcHN5//308/fTTCA4ORmxsLL788ku9NO7evRsdOnSAn58funTpgnXr1kGlUml7ZuTk5GDUqFGIjIyEv78/4uPjsXTpUov7npaWBpVKhVWrVqFHjx7w8/NDmzZtsG1b9XWjamifjRs3onPnzvD19cXOnTuhVqsxe/ZsNGnSBP7+/mjfvj3+97//aZezlKbLly9j+PDhCAsLQ0REBIYMGYK0tDSD4z5v3jzUq1cPderUwfjx47X5o3fv3rh06RImT56szR8AcOPGDYwcORINGjRAQEAA2rZti5UrV+qtd9u2bVi4cKF2ubS0NKNDGP38889o3bo1fH19ERcXh/nz5+sdP0vnrqysDBMmTEC9evXg5+eHxo0bY/bs2RbPiztgAIGInG7l/iJsPFFieUYJFJVVYouZBjyxQxiVCSosuRWMZXlByKiw7tJZogaW3Ao2mP6/gkB8mCMuICFnE7taELAm9zzKBfGNyNOv7jH5XW5FKc7rBBhqb/jAPjXjYo58em3t4X8cvg0A+LvEBz8XBGLuTfGBOqXnn2e/PSB3EtzGuSvFSDqQg1VbzDci2yLrpmu3IN8ota/x7qOThsvL+UTsxuOZRqdn3JK+7pCUocInqdYvp5ShGN2NOx3WC6W3kJR/GQu2nDE7n25Z++asyuqyV6ZW4a9MFT45aUMiayiuFH8GlP7760i6AWR7jsOHm08DMH89eeKbfZi+7pjeNGsf7Jiz8RTWHL6CPRduGP1eyuv962uOYdOJTKzad1m6lZJsMjIyMHLkSDz99NNITU1FcnIyHnroIbz55psYPnw4BgwYgIyMDGRkZKBHjx4AgODgYCxbtgwnT57EwoUL8dVXX+Gjjz4CAIwYMQKvvPIKWrdurV1uxIgRBtstKChAr169cOXKFfz66684cuQIpk2bBrXact5fsWIF3nvvPXzwwQc4ePAgYmNjsXjxYoP5kpKScPr0aWzZsgXr168HAJSXl+Odd97BkSNHsG7dOqSlpWmDBI0aNcLPP/8MADh9+jQyMjKwcOFCk+mYP38+unTpgsOHD+OFF17AuHHjcPq0pszn5eVh8ODBaNu2LQ4dOoR33nkHr776qt7yM2bMwMmTJ7Fx40akpqZi8eLFqFu3rsX9rzJ16lS88sorOHz4MLp3747Bgwfjxg39a8Brr72GOXPmIDU1Fe3atcPs2bPx7bffYsmSJThx4gQmT56Mxx9/XBt8MJem8vJy9O/fH8HBwdixYwd27dqFoKAgDBgwAGVl1fXsrVu34vz589i6dSuWL1+OZcuWaYNIa9asQcOGDTFr1ixt/gCAkpISdO7cGRs2bMDx48fx/PPP44knnsC+ffsAAAsXLkT37t3x3HPPaZdr1KiRwTE5ePAghg8fjkcffRTHjh3DW2+9hRkzZmi3L+bcLVq0CL/++it+/PFHnD59GitWrEBcXJzo8+LK3Kt/ChEplpw3hEVlFXavQ60TaKiw4r0JggCoZdx7uW7uSgXTTx1VWpGq2nRzqpdLBGW9RjG/xP4yJEaxg99JYi8OYSSvMiNPqkulstKxZ9MV84orplmXNQ1iN0sdlw6qvcrM1IV01cyqtpa9nH/bZ5z1S1qbh90pKqn+PXLG+wOy86W5SBWWaupzzgiA5hXb2SWGFCEjIwMVFRV46KGH0LhxYwBA27ZtAQD+/v4oLS01GCJm+vTp2r/j4uIwZcoUrFq1CtOmTYO/vz+CgoLg5eVldmiZH374AdeuXcP+/fu1wwM1b95cVJo/+eQTPPPMM3jqqacAADNnzsQff/yBgoICvfkCAwPx9ddf6w1d9PTTT2v/btq0KRYtWoTbbrsNBQUFCAoK0qYlKipK7x0Ixtx333144YUXAGh6ZXz00UfYunUrWrRogR9++AEqlQpfffUV/Pz80KpVK1y5cgXPPfecdvn09HR07NgRXbp0AQCrG6knTJiAYcOGAQAWL16MTZs24ZtvvsG0adO088yaNQv33nsvAKC0tBTvv/8+/vzzT3Tv3l17DHbu3IkvvvgCvXr1Mpum1atXQ61W4+uvv9b2HFi6dCnCwsKQnJyMfv36AdD03vj000/h6emJli1bYtCgQUhKSsJzzz2HiIgIeHp6anuAVGnQoAGmTJmi/fziiy9i8+bN+PHHH9G1a1eEhobCx8cHAQEBZvPVggULcM8992DGjBkAgISEBJw8eRIffvihNlAEmD936enpiI+Pxx133AGVSqUtF7UBeyAQEYlga7OVAGkaYWweX1XGbYuldvlmKmVwh6GgBBsCCEpuwOATyq7D0edKyfnUXUn9Yloia9nyEmVX4YppdhRXur6YfueNC+0EOVX79u1xzz33oG3btnjkkUfw1VdfISfH/BCOq1evRs+ePRETE4OgoCBMnz4d6enWvSg6JSUFHTt2tOndAqdPn0bXrl31ptX8DGgCITXfe3Dw4EEMHjwYsbGxCA4ORq9evQDA6vQDQLt27bR/q1QqxMTEaIdDOn36NNq1awc/Pz+TaRw3bhxWrVqFDh06YNq0adi9e7dV268KAgCAl5cXunTpgtRU/S6XVYEAADh37hyKiopw7733IigoSPvv22+/xfnz5y2m6ciRIzh37hyCg4O1y0ZERKCkpES7PAC0bt0anp6e2s/16tXTHhdTKisr8c4776Bt27aIiIhAUFAQNm/ebPV5SU1NRc+ePfWm9ezZE2fPnkVlZXXQ39y5GzNmDFJSUtCiRQu89NJL+OOPP6xKgytjAIGInELOaqluw5DBi+pErkN3OTnaBOUMIEiNbarGWduA6YgbVkvrVOINpvJSRK6IwR5DLFskCyeWRWvfPeQortQArctFky0J/Ze0S7s+R3LVvEby8fT0xJYtW7Bx40a0atUKn3zyCVq0aIGLF42/PGnPnj0YNWoU7rvvPqxfvx6HDx/GG2+8oTeEjRj+/v5SJN+swMBAvc+FhYXo378/QkJCsGLFCuzfvx9r164FAKvTDwDe3t56n1UqlaghmKoMHDhQ+z6Aq1ev4p577tF7Cl8KusegqofGhg0bkJKSov138uRJ7XsQzKWpoKAAnTt31ls2JSUFZ86cwWOPPabdji3H5cMPP8TChQvx6quvYuvWrUhJSUH//v1tOi9imEtjp06dcPHiRbzzzjsoLi7G8OHD8fDDDzskHUojawBh+/btGDx4MOrXr2/wwhRA0x1w5syZqFevHvz9/dG3b1+cPSv+JVRE5HyuVjEVm1y9AIIVN7dSDUQj72GVduuGXfVdLNM4iLU3ozxqRFJiBEFp7B4WxMEXSeYYx3Cn4ypVYJK/98qjd25d6gQZT6yr3b+Rc6lUKvTs2RNvv/02Dh8+DB8fH6xduxY+Pj56T20DmhcDN27cGG+88Qa6dOmC+Ph4XLp0SW8eY8vV1K5dO6SkpODmzZtWp7dFixbYv3+/3rSan405deoUbty4gTlz5uDOO+9Ey5YtDZ6Mr+qxYCn9YtJ47NgxlJZWD09mLI2RkZEYPXo0vv/+e3z88ccGL2I25++//9b+XVFRgYMHDyIxMdHk/K1atYKvry/S09PRvHlzvX+67xMwlaZOnTrh7NmziIqKMlg+NFT8++2M5Y9du3ZhyJAhePzxx9G+fXs0bdoUZ86csbhcTYmJidi1a5fBuhMSEvR6RVgSEhKCESNG4KuvvsLq1avx888/25RXXY2sAYTCwkK0b98en332mdHv586di0WLFmHJkiXYu3cvAgMD0b9/f5SUOOflq0QkHbe6IbRiXgEql3oyiVxXbc0jgpzvGLFwzN3puqcEjuwl4PghjFywgLpgknXpBqct7YqL76pbcafeQGKHMJJ+u47nipc0R1G70MFwZlJd56iQOXv37sX777+PAwcOID09HWvWrMG1a9eQmJiIuLg4HD16FKdPn8b169dRXl6O+Ph4pKenY9WqVTh//jwWLVqkfYq/SlxcHC5evIiUlBRcv35drxG9ysiRIxETE4OhQ4di165duHDhAn7++Wfs2bPHYppffPFFfPPNN1i+fDnOnj2Ld999F0ePHtWOy29KbGwsfHx88Mknn+DChQv49ddf8c477+jN07hxY6hUKqxfvx7Xrl0zeK+CWI899hjUajWef/55pKamYvPmzZg3bx4AaNM5c+ZM/PLLLzh37hxOnDiB9evXmw0A1PTZZ59h7dq1OHXqFMaPH4+cnBy9dzzUFBwcjClTpmDy5MlYvnw5zp8/j0OHDuGTTz7B8uXLLaZp1KhRqFu3LoYMGYIdO3bg4sWLSE5OxksvvYR//vlHdLrj4uKwfft2XLlyBdevXwcAxMfHY8uWLdi9ezdSU1Pxn//8B1lZWQbL7d27F2lpabh+/brRXg2vvPIKkpKS8M477+DMmTNYvnw5Pv30U6t6dixYsAArV67EqVOncObMGfz000+IiYmx+E4MdyBrAGHgwIF499138eCDDxp8JwgCPv74Y0yfPh1DhgxBu3bt8O233+Lq1asGPRWIiMyR4gZO7iGE3OkdCAYvojWzARe6J7Ob3lBbIvZbjmOjxPPhzCS5U8MW6eOpNSR3cVfi9Ybcl5y9IS1tWanXp9pcRvX23YWOQ1VSrXoYyoX2j6QXEhKC7du347777kNCQgKmT5+O+fPnY+DAgXjuuefQokULdOnSBZGRkdi1axceeOABTJ48GRMmTECHDh2we/du7QtrqwwbNgwDBgxAnz59EBkZiZUrVxps18fHB3/88QeioqJw3333oW3btpgzZ46op8RHjRqF119/HVOmTNEONzNmzBi99w0YExkZiWXLluGnn35Cq1atMGfOHG2jfpUGDRrg7bffxmuvvYbo6GhMmDBBxFE0FBISgt9++w0pKSno0KED3njjDcycORMAtOn08fHB66+/jnbt2uGuu+6Cp6cnVq1aJXobc+bMwZw5c9C+fXvs3LkTv/76K+rWrWt2mXfeeQczZszA7NmzkZiYiAEDBmDDhg1o0qSJxTQFBARg+/btiI2NxUMPPYTExEQ888wzKCkpQUhIiOh0z5o1C2lpaWjWrBkiIyMBaF7M3alTJ/Tv3x+9e/fWBpd0TZkyBZ6enmjVqhUiIyONvh+hU6dO+PHHH7Fq1Sq0adMGM2fOxKxZs/ReoGxJcHAw5s6diy5duuC2225DWloafv/9d3h4uP8bArzkToApFy9eRGZmJvr27audFhoaim7dumHPnj149NFHZUwdEbmSnw+Jj3ibolt3/r1A/JiMfxb54Z4A+3tNyTo2r4PXf62i2MFbcA17L1o3huO6I0V4vEc5Qvy8Lc8skpwNKL8V+ON0mfXVkqxK8d1Nne1ageETVWQ7hzZiOLiFbun6DMduwAG2Z1mex5FyioxfE99Ye0zv8xoTv/HW5Je/rwG7soCe0cDWDCDUB7hcCLQOA5qLv+clF3OpLM+h6z9bmqv3+eClHOSVlKOP7rTrmjxnzsUC4FgOMCQW8BBxrcqvcE7IYd91p2xGkXTrSzuO3LJ7fasPXDa/PSt//85fK0CzyCCD6WpBwMXrhViXclX0+k1diy05l23bk9m1UWfEyp0EkxITE7Fp0yaj30VGRhp9gezcuXMxd+5cvWmTJk3S/u3r66sdU19Xzd6ajRs3NjqfGDNmzNALXNx7771o3ry59vOyZcuMLjdy5EiMHDnSbLpqrhsAkpOT9T6npaUZrDslJUXvc48ePXDkyBHt5xUrVsDb2xuxsZr8MH36dEyfPt1oOsVITEzE3r17jX7Xu3dvo71jVSoVJk6ciIkTJxpdzlKaYmJitL0VjDF23D/++GO9z7fffrvecQGAiIgIiw+SJyQkGPRQiYuLM9jPYcOGYdiwYSbXY+ncPffcc3juuefMpsVdKTaAkJmZCQCIjo7Wmx4dHa39zpjS0lK9LlB5eY6tGBKR8u04a/8dju7vzrs3xY/h90tBAMaE2F+BlnOYFkc7XHxN7iTILr9EjSU7rMsnc//Ix4H0FPx3zG0OSpVzvZgdIXcSJFdeycf2XIWje5fkFdo3Vq4cFqXK+7vz3LcHjE5fsVf/ibKXfzxidD5rZBSrMGoHsLGvgKd26e932sPGy7H7/irLR3OT77wjm1Pp3CDvsMW7AQB77gPqBfw7Ldlwf2tOeW63ZopKJWCoQtoZ1QIweidLAQCs22ZfPXbHWenrwffM34a0OYOMftdnXrJV6/ozNdvyTEb8euQqFo3saNOyRPYoKirCkiVL0L9/f3h6emLlypX4888/sWXLFrmTpufbb79F06ZN0aBBAxw5cgSvvvoqhg8f7pQXSBPZwu36WMyePRuhoaHaf7ov+yAikkNauXyxWmmaL9kI6mh5JfpjNIo94n+dsu2mzhRTT6BZGjOUyNVZbsIjZzuUnmvX8nojjIh8fPc0nzuSlSDUjqHismzsmHrohvnvnXnsDEeWrmUkrBofv+K8C4+pS6GcPVCJrNW6dWsEBQUZ/bdixQqoVCr8/vvvuOuuu9C5c2f89ttv+Pnnn/VGN1GCzMxMPP7440hMTMTkyZPxyCOPiHpJ8vvvv29y/wcOHOiElFNtpdgeCDExMQCArKws1KtXTzs9KysLHTp0MLnc66+/jpdffln7OS8vj0EEItKqWT0WW1121Wq1q6a7tlH6+LIu+QJYIisYBsmY512dLdetWtB2rWjO7X9AZDspq0XODPzwl43cwe+//47y8nKj30VHR8Pf3x9//vmnk1NlvWnTpmHatGlWLzd27FgMHz7c6Hf+/v5o0KAB793IIRQbQGjSpAliYmKQlJSkDRjk5eVh7969GDdunMnlfH194evr66RUEpGrc5UbVZtfoixB3UHq+odVL26rpbc6thxzJZ5rd8fDJR+pb4xqw1PPRIon40XVmb9/lrbF3xblc9VzZOq3k/U/ciWNGzeWOwmyioiIQESE+w39SsonawChoKAA586d036+ePEiUlJSEBERgdjYWEyaNAnvvvsu4uPj0aRJE8yYMQP169c3eNs2EZGj2fMOAinq5KzXk5yqns7mDSYpheMDm4wouDrBxN9il7GEQSfpufNPjG7DrTvsZ62vD0jZA0G6VVlkeggjIiIi82QNIBw4cAB9+vTRfq4aemj06NFYtmwZpk2bhsLCQjz//PPIzc3FHXfcgU2bNsHPz0+uJBORmxFbYbZnrFc5AwhSvHyZNxW1h6keH+wGS0ojeY5kYzCR7ARBkC0wo6Qej6YOgXJSSFKeC+cOYcRcJDfWqYlISay5JskaQOjdu7fZxKpUKsyaNQuzZs1yYqqIyBFc/Uk9uat6rGuSJbwpdDwXv4y5F6mzO4uP2+HvJimJbn50VNZ06pPsTtyWEknZCKxy4pkz2QOBF0yH8/b2BgAUFRXB399f5tQQEWmUlZUBADw9PS3Oq9h3IBAROUKB2sOm5czVq0vUgIeZun+FIF8vACXeDhSqjb/0qlBdjkAPbyenRn6VatNnqaBUjUAflZEXvDpGQUmF0enaIYwUmaOcr1IArlV6wIcRBafSLQaOz4nM667O2WcwvxwI4p2VXUrK1LIFfhy9WaHGB0fll0peulxOWaXlfs75JcbrztZydvnKLylHkK+X0+qxSubp6YmwsDBkZ2cDAAICAnhciEhWarUa165dQ0BAALy8LFdKWM0lolrls9xgDA8utHo5c/XtxLT6CPMwXfl/9Xq41duzZvuOWM6RJv6z3WDampxzWJFzGhMi26NPcMPqL5S4AxK7bU4Wfh1XV2+aIABns8sx4usb6J3giwUPW85DUtwUjvjyb/tXUgu0S6uHQsEDDbyMB1zI8aR+WrIWXGpqnSOXc7V/i80u6y/btq1zeUDfP1S4O4Y5yR5jZqXKtu23M/Y6bVupt4BhySr0qy99fmn2s3MaJJnTpfPh5tMW50m7USTJtkydN0edz7Zv/YG7W0bhv2Nuc9AWXEtMTAwAaIMIRERy8/DwQGxsrKiAJgMIRFTr/JwfoP1b7G2WuYq1ABVy1Ja7fNlDzhs1Zzx1viJHc/P0+bUj+gGEWmz1Ac3NYvKZUplTQlWqrheFgqYn05UKVqOcyblPTvKpwNrozwzbzvv3FzT//5XJfOOq/ikvcOj6dYOey85p/v/jqnX5RVGjzCgpLTJQ1LlQuL9OsbG8ikqlQr169RAVFYXycml6lRAR2cPHxwceHuJG6eCdLxHVamLr/656n+Bq6Xa19NY2vGEmpWBeJLkxVEDWEEz8Ta7J3c4hf1Ody9PTU9R440RESmLbYOBERLWMuhY3FfCewvFqHmNbjjnPE9Umkr9DmQXIrfH9LSQ3KV6irKRcrKS0yMLdDoC77Q8REUmOAQQiIhHkrlcLtSSAIfdxJiIXwYsFEZFsavslmEFJIiKqbRhAICISQe6nU93haTVbuHr6bSV3fjNFocmiWoh5kZREqddsUg69BmfmF5fnbmWeAREiIrKEAQQiIhHkrla7240KSU9gJnG42tEPyDUwv5NVHJBdVLwgkBXc7ZLlbvtDRERE5jGAQEQkgtz3STb3QJAg4XwqyfGU3g6l9PRR7cPGKyJyVe7Qq1RJaZGDq+6/qfocf1OJiMgSL7kTQKRU6w5fwfqjV/Hxox0R5MuiIpYrVEAX5YZo/xab3C9vBTsmMSJtLvK3aTkpTsfBomwJ1mKbneeuy7ZtZ3pgsf5+Kq0YVaWntj/1XSKo8GxmhNzJqLWOnC3Q/v3WVxdlTAnVVrOPAmVq4M0OcqeEXM2T3+wTPe9E8bPq+TGN4X5n2XXkltxJsGjwJztx7Mot3NG8rnbaKz8dMZgv7rUNaBkj730OEREpH3sgEJkwaXUK/kzNxpLk83InhUhWH2enyLbtxSx/otXupn3nuKX2wJ82BvNIWuevFEu6vtoeHCPLiiuAL86osPScCtklcqeGXM2+tJvavy1dbcrUyg8E8IqpfMeuaIIcYh7GOZWZ7+jkEBGRi2MAgciCnKIyuZNADqT8WzT78AbPRfHEERFJRopLaoXOSirU+vUHXrLJGu4Qr3SHfSAiIiLxGEAgsoAvyXNv7n7/I7h9iMR6Hi5ySKzNm468ma96OtvdywvVXszbZA/mH7KGnO+1koqCkkJEREROwAACEZEb4w0eSUFJjRZERESujD+pRERE5GoYQCCyQMUnuCXBBkgi8QSF9R0R2NxBtQx7H7oXR9RB9IYw4iWSiIiIiNwYAwhEVKuxjYjchgMbsNRsHCM3V7MBmA3CROQo7nB9cYd9ICIiIvEYQCCygE8hSkOp9xlKTZdU3H3/3JXSbszVVe9AUFi6iIjkoIJ+/ZCXRiIiIiJyZ15yJ4CIiBznSKmP3EmwWmFlOQBvuZMhq+V/F+JWsdqqZbLySxyUGgYOyP2lXS1BVLjrXS/JOjvPXrd6mXnHgQoBiNDJHpcK9efhJZKsYWt++fkS8FyCpEmx2Rdn5E4BERERORN7IBARkaJ8lH1Y7iTI7vt9RUg6XWrVMoMW7XBQagCBEQRycx98d0nuJJADCRCQW1SGx7/Za/Wyn55SYclpFd4/Vt3l4MUaq+ElkpyhTK3C3ZuV0TX6SpEy0kFERETOwQACkQWsHluH99Bkr8PF1+ROgksqr3Rc6dO+A4EFXHL1Qz3lTgIZweEL3c/NwjLJ1nWthBmEiIiIiGoPBhCIiIjILD5d6zjrx0fKnQQygnne/Uh9ShlCIFvx+kJERESuhgEEIgtUfAyRiGo5NVs7iMiFCYJjG23VvESSFZhdiIiIyNUwgEBEtRpv4ogsq3oHgsASQ7UEnx1wR467fvHKSERERETujAEEInIKPsBMSsF2Qeux+BKRq2M9hIiIiIjINgwgEFGtxsbk2odtSNbjEEZE5Ooc+Q4EXiHJGswvRERE5Gq85E4AkdJxGANp8GaJyHYl5QL8vI1fjCrVAorLKx26/arxvRlHIHdWWqZGWbkaHh4q5BdVyJ0ckpAjLl266+S1kazB/EJERESuhgEEIgtUfEadiGTWa0EWdk6JNvrdQ5/vwpF/bjl0+x68DFIt8NjME3IngRzkg42nML5Pc0nXOe9E9YXxf5d4kSTxGD+g2kYQBKj4VB4RkUvjEEZEVKvxJq72ccXbl/JKICvPeC8DRwcPACCxXojDt0FE5Ci/HrnKl8CTYjAnUm2jZqYnInJ5DCAQERG5ADlvvqp6YvH+j4hcFYeNqfbznLZ4cXhDuZNRazEvUm0jMNMTEbk8BhCISFImK4gKrTi64tPoZB9l5kTL5CxCfHKXiIiIiGzBHghERK6PAQQiCzhcIxEpAW++iIhsp9DnGGTD+i0ROQsfRCEicn0MIBBRrcbqbO3jqm0mcubVqoY3dkEnIlfFBiwiInmw+khE5PoYQCCywFUbG4nIvcjZeM/7PiJydWzA0sf6rXyYFam24fWXiMj1MYBARLUab6DJVXAIIyIikoqKYxjJho2pVNuwBxgRketjAIHIAt5fSUOp1caDJT5yJ4GcTKl50ZL/rLgp27arej+46rEjIrr/k51yJ4EIAHCzjDcXVLvwIRgiItfHAAKRBXxCy70VCrwMkmvILebdl7sZ0t5fkvWE+vN3ioiskxgXIHcSiKiW4Du0iIhcH1vOiIioVvFgWyspxPSBIXYtf29LP6z9T11sfjEK97b0kyhVRCSF0c0sN5i1DZevUa1umGv0wHyoT6TcSSAiO7EHAhGR62MAgYiIiMyqenCMD5BJy9POaJaPF9C4jhd8vFRoGO4pUaqISAqJYZbnaRLk8GS4vDqh3nIngdyIlyefIpEF649ERC6PAQQicgo2PJJScFQy6/Hld8rEvExERERKp+aNIBGRy2MAgcgCts9Yh9VDUjqWaXIXKpMfiEhuLJJERBq8PyQicn0MIBAREZFZ2iGMeAuoKCrdLgg8NUQuh0EGIqoN+BJlIiLXxwACkSW8uyNyK3yJsvV436dMHMKISLlYPImINPgSZSIi18cAAhER1S5sdbXasSu35E4CGcEhjIiUi+1lREQa7MFKROT6GEAgskDFVhlJsNpISsESbb1lu9M0f7AgK4peLIznhkhR+FtDpDwcSkcePOxERK6PAQQiC/iwMpH7eLVfMMu0HXj/Z5+mdb3sXsftTXxsXnZ8ryDc0dzX7jQQWdIggFcLe7zdwbrjN6GlgGfjq5d5MFbc8k8MjLFqO5aEB9t/jSOq4uGAlgpPjmMpCwYQiIhcHwMIRKQorNaTI0UGe8qdBJfGG0D7TOsXbPc6pt4bov1brx1ExMXzwQ7+WDQ83O40KE1wAMu10jQKlDsFCiCiTJoKaI9ubt2mXkwEAnTa7j/qanre1k2qT87QXpHav7u1DjE2O4L8xZevRtF+ouclsiQsyHhAqk6ot83r9LAigNC3q/v9XspFzQokEZHLYwCByAI2aDsXHwwiR2Mesx3HsLWPFFlPN//qrU/EqVG5afcbN90tItE8VFZcX0zMaKocccgXcifW/F5wGFvp8CpCROT6GEAgIqcQe//JhiByJLaD2IfHT36610hrr5fuenn14A+H4vBa4VweKvvrT1IUIwaZSUqOCHrzIRJ5MBBJROT6GEAgIkVhOxA5GvMYuQ/rMrPbNpy4634RiaSCQooB2whJQo7I09YMYcT6onQYPyAicn0MIBCRtOysILptAxcpgiAopJHFRfH+T366DRrWvgPBXRtD+LtBSuTMbKmCFOWABYmUxRG/Wda8RNldfzPlwAACEZHrYwCByAJWHp3LXcfoJuvklZQ7pLuzAJZpW5VXqpGVVyJ3MlyaFHlPL2ag+0FEcXHXhnb+bpCrkirnqqx5B4KZddiLjYQkJUdc2j2saP3gT4t0+BJlIiLX5yV3AoiIdJWUs4JJQLu3/sCQDvUlX68gCHzG0kbxb2yUOwkE+4IA7toY4uvD52FIeZxd3OwOIJiY7u/ricIStah1sAZHUnJEcDjAzxM38yrEbZ81RskwgEBE5Pp4x0VkASuP1mH1kKTyS8pVuZNAJClbfk/CAzzgpVtb02lQUetecEWsuuplwy/1CbI6HQDQrK4X7m7ha9OyjvTEgBi5k6AYo5ra/is8oIHpZRNDrVuvmpUBk/Whdzsq9ODUuIa8ProxYqN98eqTjcWvQ6G7Rsr17BDTD4s4Iuj9ymOxoud116C7HHhpICJyfQwgEFnAyqN1+IAJKZlmCCPnFerHuwY4bVvkniICPPDD03W0n3Vzb8Nwz+oPNa69h/4vBof+T79h3fPfWl+jcMMOqEG+KvRv5WcwvV9i9bSfnq+LecPC0bSudR1YF48MN5h26P9i9PbLHnVCvSVZjzvor9MWF+Nv3Q/yku7AjoHGl9l4L3BxmPj1VdaY9e0O1qXlmTuaWDW/Epn6pXm8meV5bCGuj4B5sdHVAcIuiSH4aHICmjbwF728qbMcEeLcTu9dGhtec9yRn6drV7p/ntMWA7uL+x34eU5bSbYZG2P4O2eKFNXFhFjx5ced8f6QiMj1MYBARJJi/ZAUzckvUWYAkuxV85qq9xJlK9flKVOtz9HlgOWsmiOPhTXrlqIxm6xjb68PFWB3BnLEu4tsoYxUOJ67X/rkvrZLsXm+o6dKbSmVRETuiwEEIgtY7bOOQu4diYziS5TJFenmWZMvUbZiCCNj1ILjrt+OLnIs09WUcijszUvuUJdwdr6U5JC5w4GHcgIZjqaU8u4osje+S7B5dz9HYtWSIklE5NYYQCAiSZl6Ao4VR1ICAbyZIxlJkPl0X6Ks17bioAZbKS7djm4D8rDnzdJuxsqYksPUHMKIZ8jx7O2BYC7AaC/ZG4LJJcmda6R4Dx6zvgZvA4mIXB8DCEQkKVYQSckEJ0cQ2GhC9jJ4ktZEbwS7tyPhuiyRulSwlFUz1VvF2WoGEKwlsDZhNbsf1FBBgiGMTK+apOfuVQy590+K7TsyMOdK+CAZEZHrYwCBiCRVW7qNk+virRy5Mv0hjKRtLTZ69Zbgkm4QA2EEwe2xJiCShHlXCe+d4HkntyLJSxAkWIcbUPP+kIjI5TGAYIecwmJ8veMgzmTdkDsp5Eh8ckS0pbsLsGhrgdzJIDJJgHNfJMurB0lBdxgFhw1RY+LmPqfYsFnS3u1KXS44glE1pRwKe3sguANnnwt72+eUknekcLOwTO4kOIU7nTNj5L62S7F9ufdBKRg/ICJyfQwg2GH1geM4nXUdX+04IHdSyIFY7xPvk2TTwQPWG0kJBAF4pmeQ07Z3R3Nfp22rtns8RPnBS1t+TwToD+ei1+lA5+9e8dV5LSbE+urd83cGGb1QH7hk2BBn7fW85vxV6W4Y7mnlmoyrE+otyXqU7qnmlo+8qfxhyZTWptd9Z7S4M/5MfPV8TzU3/L6XyPUAwG1xEaLnVaoudar//k+CZt8bBIg/Bo83NZz3gUaCdl01DWyo+b/hv9voX9/4fANur2N0uiRqbLJnu1AAwIO9I21aXfe2oTYtl3ajyKblXM0z8fYt37WuY2vn/p7i1t+zvfHz/Fj/GP357MxPd3UIs3IJvkVZKhyWjojI9XnJnQBXlldcIncSiIhqvZYxXnj7/lCM+Fpcb7CHOvhj9qY87QsnOzT0Rso/5QCAJ7oF4Lu90jU8NKvLn1lnSPAuxzt1buH7POcFh2zh6QHc18YPvx/Xrz/seCUKKf+UI/1mBT7ckm+wnO6Te7rDFuk2ELdr4INVz9bBuewKDGjtZ7CO25v4mEzXvGFh6JPgi1fX5oraD7WIt7XOfTAM0/5dn6khjIJ8PbD5xUhcvVWJYF8PbDhejKV7CkWlQZevtwe+fqMlPD1UeOqdVADAsD6R2Pz3TRQUV2rnaxjlizGD6uHdpWlWb0PXPV3CkXQgx+J8vTuFIflQrsnvA/w8UFRS3cPjoxHtMXn1EQDAsMYCJrUCzuUBnesC2cWAnyew9Jz+OlqHCTiRa7yHijXGtzQ+/T8JAqa0qf585AEBJ3KBYG/gZinQqY6mt0FJpeb/b85q5nugEdAtUsA9m6tT9OFtQNf1ltOy89U+uF7g+k+Q1wsAtg0QkFsGtI8ARjUVEGlYNE2a1REY3VyACkBcEHAuH2gSBPh4AI/ECXh0G3C9tPr4tg3XbC/q3218djuQFtcLjesEIP6NjQCAumHe6NHOeGOtuYDTD7Na4+TFQiQ2CcSomSdMzidAwPdvt8KFKyVo2sAPPl4eGN43Cg0iffHVL1dNLhcb44f0zOrrYmJcAIb3jUZiXICosmbOJw17oQICJv+z3a71GNM7qCGSC/6RfL1iPdgYGNxIQMNAoOVazQl8tImAMc2BAVs0n0O9BfzcB+j7h+EJ/qgr0PN3adKyoa+AQX9Wb+PHXgK61AVO5grw8wSE1r0gAGgWGYStp7LRs3ldnMQVAMDEEY0w/J4oTFyguYC8MKwBWjcNREwdX3z5ekv4emuC4hMfbaTNT1/XyE/396yD9buM1wOb1PfDpEcboV5d0w91vDCsAW5vE4of/sjEpj03Re3zs0PqG6SjppovYu7XLQJ/7NWsf+0LPfDg57tFbcuVbJ/aB3d9uFVvGnsgEBG5PrZsEFnAEYykwYqjYwwKLMKGwgC5kyErDxUQHyXuCWRB0DTAJkR54VRWBQCgXqinNoDQroEPgNrx5KI7uTOg1CWu1Z4eQKCPYUIDfT3Qs5kv/smpMLqc7uXT3BBGCVHeSDBRFoxtt0pcHS+rXvhtaXiaIF8VfM0USd0tRQZ7IjJY0xPBS0SHhAaRvrhyrVR/fSogPFh/g16eKkSEeusFEOrX9UVcPStacE2IENnjISTIump23aDqxq0gL6BRoOYfAIR4A1eMXJp8a3Q2sbUYmDr9CaGAt842Qn2AHlHG5/1HJ/ajUgHNgvU/e4pMXMPwAFzLL7U8owtoHAQ0/vfvWCvjmx4qID6k+nNLnXb/5iHGz1ljnW14eQDNo/Q32iDStl5xvj4e6Ngi2PKMAPx9PdG6aaD2c8Moy2UuOtxbL4AQFuyNds2lCQjX9fJ32Itsw73k7WWogiYv6GoQoJ9XGgZqgo/GiC2TYrQO0//c9d9OAm3C/50QXZ1/+raK1k+Hh0ovn/h4eyCmjubY6vYwqzmfrug6poPkHmaWA4DwYC/cc5um11O7ZkE6AQTzP3YRwZav8TWzXnREdTo7xoajTqAPbkgw5FbTuoG4cN36ALwjxNap3fclRETuikMYERG5MIF9o62i7ULtpMPmCo3a5DweKpXZYKrRRnyhRgDBxiFqpIzhWuqA4OmhHzQWvW0JE+mhUhnvKeHMMa2t3B9PGy4YNRsA3eWaU1ueOVDS6VKpaj4rbT2pHhbxkPgO1VHH2RUejlEL7nNdsJU17yGw6pSKWK+lbUt1bpR+jl2hrBARkXkMIBBZYP/tFJHjsD5uG72nuFnEXZ7KRUqCzS/w1h3CCMb/trgKCQ9RpYUIgqfK/BlxRplTeRgGOlQq5zbYWnvMPXVamowtamx9NRunHPaSbbKaEo+/pcZMZ1xJjZb/GhNtCaaZ354Sz4Zj1NxTESPOuQVzveg8LWR83UWtuW6LuUe01LvPmt5/5ljaR7mpGUEgInJ5DCAQEbmw2nJjKBVj9y/KvuUid2LxSUQR67C1B4KpdQDQthqKvb+3dN3xqNkDoWZDvrjNGGVsn401wKhUxt/VIFVjjSNYCiAYXcbBu2NVkMrG5Yyui79tjmHmxDirZIjZjqv0QJCbmP1SW55FcvYG9QWJLwAeMjauW/rJkSppjhqmSyq8pBMRuT4GEIgsUHh9jGo5VsitY+meVOpGK14+SJctT9UKkH4II1P5XGz2V1tokfJQmR/CyFQjvpjtiy2jHiqV0ScepfhNd1S9wJZGLnNDGEmRTlsvifZvmr9ujmD2iWkJeuiIKZ9G82WNBaUM9NX2YJRacH5dxO58JEkqqlkeRsjEb5KFhNiSTQ0D6tKcHSUHxwHpg0JEROR8tTqAcLOwDOO+P4gdZ69ppx27koXluw+j4t+7Y0EQcCj9KrLz5X8pUV5JKfZd/AdlFZWWZ5ZIUVkZ9l38ByXlxl/s6MoqKtX438F/cPmm+Rem7j5/HbvPX3dSqvTlFZThh3WncOZCjizbt9flnAq8sPImLlx3v/yjFHI8WeYOFH6fRVZyldNp6alaE69A0HviX3+IGvF7LukQRpZ6IKj002zQYOKEE+ahMgx0SDWEkdjjLljZDKYbYBIfKNH/7C5DGLGtyTHMlT0p8ouY0yamoVPKB8YFOLIsyJtRxVxLBTkCCAq7+FgKzup+K/W1x1Jelq4HgjTrcRRe0omIXF+tDiAMXLgdG49n4olv9mmnfbsnBcevZmP1/mMAgCP/ZGLlvmP4cPNOuZKptTh5H346eAIbjp122jaX707BTwdP4McDx522TWf5ds8lTPnpCO76cKvZ+f6+cBOPfbUXxWXOC9xUmbvkAFJOXsPXq44bfxmkwg1ZfB1/XyzDw1/KE4CpDdr5lsudBNm1qe8jet6qUqTbAJgQ7W3wvTFxdTytSlerel5WzS8Xb0ePgeIEzbxdI0gZ4mf+WDcIM8xjCVFeCPKtXs5L53zVDxWfJ1tEV+fHmBDjy4ltOOnUSFNmAnyM70+nWB9Eh5iuYpo6CnF1LJeZFo0DLM4DADF1fA1+N5vU95ekJa1epOVrTtMGfhbnaR8frPc5ItAHvl6a49Yi1HD+QCOHp32E/ue6vtV/d6lrMQkWt9FA3OE2WLbm+z4aBep/btvAyA7qqBPka/Z7VyCmETVR5zB0j7Suntf13/Mb5CVN/TA2xk90+TIlvpG/Tcs1qa+/XON6lsuPWB4qlcOezm7gE+SQ9Yrla+QyG/dvkrxUmnzRqQ4QILI6EmxnXmoQoFm+R5Rdq7FJdIQPggOM/7bVzNc150tsUv29ucBvbIx+vqyZrWLqGP421Mx79erqz9OxcbjJ7fl4iW+qiY+SNy9WaRYZaHQ6g8JERK7PNVo3HCQrr9TkdymXMzGqW3tcupHrvARZcL1A86T88SvZeLBjK6ds88J1zZPvx65kOWV7zlTVq0BshaakvBL+PtY1INqrTCdooVYLso7haYmlrqli6433tfHD78dL7E9QLfF0aAEW5IRIsq7mvqEYH9kek//ZLsn6HOnJ2wNxMqMcdQI98FIf8TdNVdlUt3Hr0S4B+Cgp32B6TaufrYsHPr+GrHzL/T76tvTF1H4hZtfXpr43jl+VPwD0w3O345Ele6xebs5DbRER6IPnvzvogFQZNyakAMvyDM/3g8Ga38c/G2ah7z/RFtdzm18p9peIa6Bs6l2OC+Xelmc0oXX9EAzr1BBhAd6ICDT/W3p7Ex9M6RuMZpFeGLdS8/s7qmsgGoV74bX+IQjxU8HXS4XFI8Nx4XoFOje23JC96pk62H6uFE90q76pb13fG9PuDcbcLZp8b+2T8tPvC0V8VBHua+OHkxnlyCsRcC2/EuGBHsgrFjDytgAE+5kJIJj4KRvQ2g/Z+ZXo0NAH/ztcZPS34Kn76yEq3BuB/p745tcMg+9nPd8E568U47ZWwfhiXfX0x/pH44E766K0rHpfWzcJRN0wb2w7nGsyrdOeiEV+USX+Pn4LF6+WYPAdddGjbSgaTfZD8sEcXM4qxaHT+XrLDOxeB8P6RGLdtuoern1vC0egvyea1PdHgJ8HLmWWYMidkWje0B/5RRXoEVkfjSIC8N0z3bDn/A08Emz4sEi4L/BxVwHFFcD2LE2j4AstgUWp1fPEBgFzOwsI8wVujwTiAgXc3wj4KwMoVWuGPLpWAnxz1vhJiPAFPrpNwL7rQEKIZh1iVS3r4wn4/Hv6f7hLQOotoFc0cLOset6PRrTH+qMZuFFQhu/+vgQASKwXgjkPtQUANKlr2AgVHuCNnCL5r5liPBsvmH0/xW/3CNieBYxuDrQOE3AiF3iyOfDVGQF3imx8fb8TkBAiYGis+HQZq0Z+MKEZjp4twIDudVBeoUZEiBe6tzUd4Pl0SgImfXQWr41ujKNnC5CaVoinB9fHkbP5uP8Oy1ErDxXw0aR4fP3rVYQHe6FRtB8euLMuWjcNxJtfXUSvjmEYcHsdk8s/PiAG32/K1H6OqeODzBtlevMcnnEvli7JhrfKE94qTWacGt0Jl0rzUQE1vFUeOFd6CweLsrXLhHn6IrfS8N5wXN226BAQif+k/4X63oHoFhiDRt5BuFlZil5BDfHZtaMW99lRInXas3/qLeDwDeC+hprPf/QD1l8WMCYeCPEGFnYVcK0E+OwUkFNWnRG+7iFg/N9AUn9N77K16QIq1MCFfOCROOBkLtArBrg/yfI9yOpewP8uCXiimX37JebebP5LzXHgVD6aNvDHlexSdEwIwpzxzbH9cA56dw7HtkM5iIrwQcb1Mjxwp36+rJqvY4tgHD6dj0E9db43se0PX2yO0CAvJO2/iUo10LJxACp1gtRx9fzw+ujG8PbywAtzT6OkTFNXrNnzsFvrEIy+Lwb3NYwDALzavyU2HDX8LQOAzZPuwm9HrsLTQ4UPN+v/Jvh6eaC0oro+OqRDA6xLuWrukCEi0Ac3C8vMzlPlnSGtMeOXE6Lm1fX9s91MfMMIAhGRq6vVAQQiV2JsLGclkaqDRItob0UHEAYEFGNTkW1P2FlrRHAhAlUC/mukwbRKkIc0Bz5tziAc/FLzd10vf1yvKJZkvY7g4wlMujvY8oxGVB0t3UYU3SfwzTX4eHuqsPHFKFy9VYn7P7tmekYAcx/SPFFWXG76/Nyb6OeQAEK9UD9k3DIsQ9+M7oJnlh8wmH5bXITBNDEe7WpFq5VEHg0pNAggPBuaj6oH9Jv7VCDcoxI5avPB3rv89QMI/425jqczNQ0IjwYXYlV+deOliYfsRUmbM0jv88088wEElUqFx7oG6gVkq/Ln8M7VT0h2a+KLbk3EBUASor31etlUeaRzgDaAYK1Qfw88f6fmPDQMt1yVtOa9BWO6a9bboZEPfj+eqfd9TB0fBPh54pF7onHusvHhB1s3DULrppp16PZAGNZH0ypbVl4dmB83rAHq1fU1G0Do1lrTkNr3Nv1yEhvthyfvq4fsm2UYN7e6YWfsQw1wb1fNvLq7PW5YQ73lO7fUBH6H9tK00HdGIwBA1yYR6NokAjhgvLdpVWPxyKbV04K8BBRUVGfU4U2qv3vp3+dNmupcMv+4Cnxz1ujqAQAPNtb8s0XN5XpEGX8aOTzAB5P6JuCzree008b3aYb2jcJMrrtjbDj+OpVt8vsAH08Uiewt6uftgZJyTePb8wkCvjwjvqA3ChRwudBw/vgQAVv6iVtH23DNPwDoHqX5BwDjW4pOBkJ9gInWPk9kJHrXvGEAmjfUXF+8PDXly5x6dX2x+r02AICOCdUZKyFWZO8FleZJ7lnPN9Wb3KZZEH6e09bi4g/2jtQLIDSp74c3xsThxflnAAB7Xr8b4YE+6BWsX+ZuD6yH2wPraT//lX9ZG0D4OvYehHv5YdiFDQbb6xuiKXQ/Nx1k8F1N3QPrYU+h8cZgXT4eAsrU9j8UpHs6b6ur+VelaXB1+QeAIf9eO4Y3Adr9Uj29b33g9EPVnyfVyFN96ul/TggRcCbPeNobBhou7yhx9f0R92/PlU4tNPkwpo4PhvfV5F9z+Vh3vvhG+vlWMPF30waabVUtBwAHT+Vp/54/MV7794pZrTHsNc1oBjUf/lKpVHjgrkh0hiZIFuhrur7SpG4gXronHt/tSTP47vS7AxH3mmF+1VVzOMEPhrXDc98a1gONeaJ7HGatP4nyf8csnP9Ie7zy0xGLy9ULNX6P5IId6YmIqIZaPYSRLlccHoYcx9jT9HI34Cs9j9qTPL0xm5XbyQKAc8cY9QDgoXL+eVf4KbDrGSZjPRB0SZ3/zPU+d1ReN7VaJfdgEsvY4RRq7HHNz8Z4milXSjhKSn8ZorVq9nCwdfesXc7Y75LULxlW1ciUchQzZdcOzNOt21h6t4SlQ2vLS8ptYaq+416l1nE8JD5PQo2XHIhdv1Qvr9Ul9sbalX+OXfl6I4ZgKoJgI0vZ0Zm/99bmOylvPRX+HBwREYnAAMK/KvmrRjqMZQe584jSAwj2HB7dCq3SL0oqJ946qSBPg4TS72ulKIqmGhg8RdxdWXN8zK3O2cfZWY1rjmQ0gGBDfqi5HkFQ7rFxWKBJZ72O/nkzeImyjevRa2gRsRJjv5v6x9P+g1vzWqIbqHNWtcGVq7C6dSvLDW32fS8VUy8RV+5VpJorN1ybYuv1xdYX0ptfp7j1KL2ua45Trjcuck0T0/hvqe4lqkyK2I6YoQitDd7pPlBn7ymxNNQtEREpn0vUXz777DPExcXBz88P3bp1w759+ywvZKVKtSD7E+akHMZygtrysOcOpfTsaU/ydMcHVfrNrTMvmh4qwTUu0k4mRVkw1QNB6vwnRwDBVKxRTHBE6Yz3QLCeuSPhobCWC0edNWPrddSe11yvzT0Q9P62vBJLv9tSFIma66g53jWZV6nXA8E+zrrGKfx5DsVzRKBHvyer2B4I0hObBc0Nl0jysqahW8xptPSb4IieMNp11ygLUvTisxUvm0RErk/xtzmrV6/Gyy+/jDfffBOHDh1C+/bt0b9/f2Rnmx4D1RaVaoGRcdIylhcqZI4gKL0Hgj3J072RUvowK8686dMMYeS87VVx5M2MFKQYwsjLxIE199LjKtbcgJlryHDUuTXVW8odAgjGhh6SIoCguw43OEyKZ3sPBOvmt/hgiBRDGNVYhxzlTNm1A/P0Agh2Hjpbh8axdimTQxi5wLVDCWmUOgk1i7nYIuiYIYxEBi8UcB5s5crXGzGs2j8R59HSfY2YngNiiGnGsOf3yd52EjazEBG5PsW/RHnBggV47rnn8NRTTwEAlixZgg0bNuC///0vXnvtNdHruXC9AMGlpluGzl8rQFae/i9bdn4h8kvK9D7rKiorN/mdIxWVlTt1e1Xk2KYx56+ZfzmmWDcKq8/t+WsFet9VGrk7TLtehNKK6iBCdoHxFzg6yrWbxSgurTD6XRqMT3emEjMvi7VEU7nWLK/0xjtnRl05hJFx9gSrtC9RNnEinTnMj6M2ZSrY6A4BBKnKn/keCMriuCGMdIbaqfrfWV0QbKSbhcUcF2Nxf919lOLY1mwcknp8d3enH/C079g56wEEU0MYuQIlZE+p0yCgZhDY+kZ8qdIkNoDgyj/HHMGomhQ9EETVaW38ca6ZPnuCZvaekyu5xQb323LLz1dWeoiIlE7RAYSysjIcPHgQr7/+unaah4cH+vbtiz179hhdprS0FKWlpdrPeXl5AIAHPtkFD98Ak9t64NNdBtM+3LzT7Gex30mtQq126vaqyLFNYz7cLP0675m/zeI8j3+zV/oNW2HJ90dl3b4jBfuqUFSmqZr6KPqqBIR6OK8nSrCHGr4y3GQGeng7f6Mi+HoBpRVAbITxIGKgjwqFZeZvcapeahzoY/zAeomIT0p14+/j5ZiT6+/jCRiJ93qb6V4RVycAaTecGxS1hbEeQL41eiU08qpAbpmP2fX41VjGS+dzze+CVOLLvI9KQJmF9yn4elt33p3R0FS1DX8r0yaWp4cKsRGeSL9ZCQAI8rMtTOPvW11AxQwVFODngbzCSr1pug2FUjT21wzMeeuUax8HHc+agr2B4krL81VxUrIM6J6yqgCWr851ydI10d9CBSHEzwvX8kvNzlMlyNcbJeWl/6ZB1CJa4T5ATpnh9CCF118AwNdb/hBpgJ91B9zbQtfPmuVMzpco+3mIywQh3kCukTzkDCoTf4sV6IR87iXjGE+6PVS9LVyTPEWk08/H/jJXs/4W6GNYhow9JBLs54WconKz8wCaOoCxQEZV3dDHywM+YrromjHlpyN2Le8I6lLl13uJiJRE0VXd69evo7KyEtHR0XrTo6OjcerUKaPLzJ49G2+//bbB9EBVGTxV+rubV1L91HaIn5feNJUKCPb1QoVajaIytd485pZ3JGdvT65tOktxuRrllcbPLaC/76bmcTRXO/41j5kulcr0AzQLx9yOX1Ku4lB6Du5NaIULXS5g2a40dG9WB3vO3zCY/8OH2+HL7RcwrnczvPxjdYV0UNsYpPyTiys5JXbviynDR/VC8/QcvL7muOTrjgr2RbZO48eQUfcgwNcTH87+y+j8/VtHI2/4o+j3Ywo2ncjS++7zUZ3w8Z9ncCar+umappGBuHDNsGX5tYEtkJeXh/hHNZ/nXWuCqT8dxd0to7Fk23kAQMt6wTiVkQ8ACPLzxOPd4pCUmoXCsgo0rhOIkV1j8dLKwwbrfv7Opjh8OQf703IAAMF+nsgv0bR0tW8YiuLySr00mjK1fwIahAfgoy1nMOPeFvBCHYN5vng0Eo99pQn0fTSiA348cFmbf2JCfBEd4ocH2rSBFzzxSp8SnLt6CCNuawQvNMIj7cpwOacYHeu3wsgOp7Bibzri6gQAKk3vo7F3NYUX4jXrChTQI7YA2Xmac/VY11hsOJaBvJIKCIKA5+5sCi/U06ZrZIcKrNibDqC6HNQJ9Mbg1m3w0cZks+XG29NDe50S68sRnTFxdQqG39YQ7/yWCgC4vWkE4oJVeGtAE3z/9yXc1iQCK/5Ox1N3xCEvLw9v3BuHZ5YfEL2NgW1itAH6rx5tpV22RUwwKirVOG8kn1UZ3qUhUi7n4rk7m+KL7efxSr8W2HXuBs5m5SO2TgD+ySnGPYlReHd9qsGygaMexuB1x3E1t1ibpx4b0xd5gdUBgynpNzFj3QkMaB2DJdsvaKcH+XmibYMwNI4IQL9+PfDhgmTkFldg7sPt0K5VT6hnbQEAjHqqL27+dRar9/+DCX2ao3+baIz86m8UlFSib2IU/kzVDKGYEB1kkHe/eqYrKioFvPf7SUwf1Ep7jKp4IR7Pdy/DgXMH8ED7+vBCnMnjNLRVKW4UlqJlZKLDhhUb0qoEOUVlSKir2cbLfYpxPuMwht/WEH+eyEbTyEAMaBONJ77Zjzb1Q7RlQKxRnSpxKiMPdzRpBf9+Odp8smBod3ghxOLyr/f1wXsbNPW95lGBmDugBZrkBWk+B4TijsZXERnki/i8MKPLLx7WCjN+OY5X+rXQm2dAQggqKtXohrpQ5anQMsILJzPy4KECmkcF4YnbG2PNoSvoEhduct26hLIiCAIQ6u+Fh6IbwC9P07jzcscApB7Lwf3t6llcTx708woS7rK43SqLHr2F/1t7DC/f2wJ5CZEW52/fTI0uFw4iOtQX57IL8ED7+shLiBO9PVt5AuiXmgIA8KosQV5eCR5pVxcfb9Q8INEh2levzPxf31gsSjoHb08PTOobj+7N6uBUehYeaF8Pvx/LRJ8WUUg+nY3jV/MwoU9z3JMYhWn/O4q0G4UorxTQoVEYcovKDIKjKhXwybB2WH8sAzvPXkO/Xp3hE3MNczed1s7z9gOt0DAsAM98a3hdXDT2Dty30PChmhnDeiKvbpAER0pC/x7PN+5tjB8P/IMZPeIRmecnS1IWPtQCi5LO4v0HExGfFyp6uUZNg7Ex5CrOXyvElH4JiM8Lw5jbovHfnRfRNDIQb94Rj0gvP3RrcBkBvh5AeRHy8lTaOo0pwbc8se47FRpF+KPzyBKoVKV470hTLN2Vhgc7NsAHm06jcZ0AxD+aZ3Y9vVYGYuupa3hrcCvc3TIKR765iMs3i9GhURjOX8tHQWklPFQqvd7N857qju1nr2FR0jnttDE947BsVxo8VMDr97XE6v2X8fxdzfD1jgs4k1WAO+PrICuvVPu7Uy/UD3kJvUQfR10DUo+golINv3YdkCcy4PLhA5n4Yvt5zHq4HQ6k5WD57jSk3ywGALwxqCXyEhqbX0Ge4XGMR5je56dvi8ah9ByMim0E3zxpepxbq3GjEGyNzkb72DA806EJThzJwcC20Uav4U3rhGJjg0w0jQw0+P7hthG4kluMmd1b4PSJvTidmY+JfZtr56u65nsBuLd5MDxUKgxuXx8vrDgEAPhoRHvt9fDuZsHaxu5mkYGYNSQReXl5+PihFnhp5WGE+XuhXZQPRt8Whe/3XEKDMH9MH9QKgb6emL7uOC7dKMID7eujebgH6vpUIju/FO8ObYNTmfk4k5mPNx9ohUGLNNe08ABvvDawpaZu2DcO72w4iYl9m6Nn4wBtGlY82xX/+e4gCkorMeK2hth8PBO5xRWYcX+iNs2z72+Gb3ZeRNsGoUhKzVLku2MqVZooHoexJiISRyUo+Ip59epVNGjQALt370b37t2106dNm4Zt27Zh717DJ8Jr9kC4ePEiOnTo4IzkEhERERERERGRCzh//jyaNm0qdzKIiBRP0Y80161bF56ensjK0n+yNisrCzExMUaX8fX1ha+vr/Zz48aapyHS09MRGir+aRcicry8vDw0atQIly9fRkiI5adRici5WEaJlIvlk0jZWEaJlOvWrVuIjY1FRESE3EkhInIJig4g+Pj4oHPnzkhKSsLQoUMBAGq1GklJSZgwYYKodXj8O0huaGgoK25EChUSEsLySaRgLKNEysXySaRsLKNEyuUh5qVKRESk7AACALz88ssYPXo0unTpgq5du+Ljjz9GYWEhnnrqKbmTRkRERERERERERETkthQfQBgxYgSuXbuGmTNnIjMzEx06dMCmTZsMXqxMRERERERERERERETSUXwAAQAmTJggesiimnx9ffHmm2/qvReBiJSB5ZNI2VhGiZSL5ZNI2VhGiZSL5ZOIyDoqQRAEuRNBRERERERERERERETKwjfGEBERERERERERERGRAQYQiIiIiIiIiIiIiIjIAAMIRERERERERERERERkgAEEIiIiIiIiIiIiIiIy4NYBhM8++wxxcXHw8/NDt27dsG/fPrmTROR2Zs+ejdtuuw3BwcGIiorC0KFDcfr0ab15SkpKMH78eNSpUwdBQUEYNmwYsrKy9OZJT0/HoEGDEBAQgKioKEydOhUVFRV68yQnJ6NTp07w9fVF8+bNsWzZMkfvHpFbmTNnDlQqFSZNmqSdxvJJJK8rV67g8ccfR506deDv74+2bdviwIED2u8FQcDMmTNRr149+Pv7o2/fvjh79qzeOm7evIlRo0YhJCQEYWFheOaZZ1BQUKA3z9GjR3HnnXfCz88PjRo1wty5c52yf0SuqrKyEjNmzECTJk3g7++PZs2a4Z133oEgCNp5WD6JnGf79u0YPHgw6tevD5VKhXXr1ul978zy+NNPP6Fly5bw8/ND27Zt8fvvv0u+v0RESuK2AYTVq1fj5ZdfxptvvolDhw6hffv26N+/P7Kzs+VOGpFb2bZtG8aPH4+///4bW7ZsQXl5Ofr164fCwkLtPJMnT8Zvv/2Gn376Cdu2bcPVq1fx0EMPab+vrKzEoEGDUFZWht27d2P58uVYtmwZZs6cqZ3n4sWLGDRoEPr06YOUlBRMmjQJzz77LDZv3uzU/SVyVfv378cXX3yBdu3a6U1n+SSST05ODnr27Alvb29s3LgRJ0+exPz58xEeHq6dZ+7cuVi0aBGWLFmCvXv3IjAwEP3790dJSYl2nlGjRuHEiRPYsmUL1q9fj+3bt+P555/Xfp+Xl4d+/fqhcePGOHjwID788EO89dZb+PLLL526v0Su5IMPPsDixYvx6aefIjU1FR988AHmzp2LTz75RDsPyyeR8xQWFqJ9+/b47LPPjH7vrPK4e/dujBw5Es888wwOHz6MoUOHYujQoTh+/Ljjdp6ISG6Cm+rataswfvx47efKykqhfv36wuzZs2VMFZH7y87OFgAI27ZtEwRBEHJzcwVvb2/hp59+0s6TmpoqABD27NkjCIIg/P7774KHh4eQmZmpnWfx4sVCSEiIUFpaKgiCIEybNk1o3bq13rZGjBgh9O/f39G7ROTy8vPzhfj4eGHLli1Cr169hIkTJwqCwPJJJLdXX31VuOOOO0x+r1arhZiYGOHDDz/UTsvNzRV8fX2FlStXCoIgCCdPnhQACPv379fOs3HjRkGlUglXrlwRBEEQPv/8cyE8PFxbZqu23aJFC6l3ichtDBo0SHj66af1pj300EPCqFGjBEFg+SSSEwBh7dq12s/OLI/Dhw8XBg0apJeebt26Cf/5z38k3UciIiVxyx4IZWVlOHjwIPr27aud5uHhgb59+2LPnj0ypozI/d26dQsAEBERAQA4ePAgysvL9cpjy5YtGAH0hwAADCZJREFUERsbqy2Pe/bsQdu2bREdHa2dp3///sjLy8OJEye08+iuo2oelmkiy8aPH49BgwYZlCGWTyJ5/frrr+jSpQseeeQRREVFoWPHjvjqq6+031+8eBGZmZl65Ss0NBTdunXTK6NhYWHo0qWLdp6+ffvCw8MDe/fu1c5z1113wcfHRztP//79cfr0aeTk5Dh6N4lcUo8ePZCUlIQzZ84AAI4cOYKdO3di4MCBAFg+iZTEmeWR9V4iqo3cMoBw/fp1VFZW6jV2AEB0dDQyMzNlShWR+1Or1Zg0aRJ69uyJNm3aAAAyMzPh4+ODsLAwvXl1y2NmZqbR8lr1nbl58vLyUFxc7IjdIXILq1atwqFDhzB79myD71g+ieR14cIFLF68GPHx8di8eTPGjRuHl156CcuXLwdQXcbM1WkzMzMRFRWl972XlxciIiKsKsdEpO+1117Do48+ipYtW8Lb2xsdO3bEpEmTMGrUKAAsn0RK4szyaGoellcicmdecieAiNzH+PHjcfz4cezcuVPupBARgMuXL2PixInYsmUL/Pz85E4OEdWgVqvRpUsXvP/++wCAjh074vjx41iyZAlGjx4tc+qIarcff/wRK1aswA8//IDWrVtr3/FTv359lk8iIiKqVdyyB0LdunXh6emJrKwsvelZWVmIiYmRKVVE7m3ChAlYv349tm7dioYNG2qnx8TEoKysDLm5uXrz65bHmJgYo+W16jtz84SEhMDf31/q3SFyCwcPHkR2djY6deoELy8veHl5Ydu2bVi0aBG8vLwQHR3N8kkko3r16qFVq1Z60xITE5Geng6guoyZq9PGxMQgOztb7/uKigrcvHnTqnJMRPqmTp2q7YXQtm1bPPHEE5g8ebK2Rx/LJ5FyOLM8mpqH5ZWI3JlbBhB8fHzQuXNnJCUlaaep1WokJSWhe/fuMqaMyP0IgoAJEyZg7dq1+Ouvv9CkSRO97zt37gxvb2+98nj69Gmkp6dry2P37t1x7NgxvQrdli1bEBISom1Y6d69u946quZhmSYy7Z577sGxY8eQkpKi/delSxeMGjVK+zfLJ5F8evbsidOnT+tNO3PmDBo3bgwAaNKkCWJiYvTKV15eHvbu3atXRnNzc3Hw4EHtPH/99RfUajW6deumnWf79u0oLy/XzrNlyxa0aNEC4eHhDts/IldWVFQEDw/922VPT0+o1WoALJ9ESuLM8sh6LxHVSnK/xdlRVq1aJfj6+grLli0TTp48KTz//PNCWFiYkJmZKXfSiNzKuHHjhNDQUCE5OVnIyMjQ/isqKtLOM3bsWCE2Nlb466+/hAMHDgjdu3cXunfvrv2+oqJCaNOmjdCvXz8hJSVF2LRpkxAZGSm8/vrr2nkuXLggBAQECFOnThVSU1OFzz77TPD09BQ2bdrk1P0lcnW9evUSJk6cqP3M8kkkn3379gleXl7Ce++9J5w9e1ZYsWKFEBAQIHz//ffaeebMmSOEhYUJv/zyi3D06FFhyJAhQpMmTYTi4mLtPAMGDBA6duwo7N27V9i5c6cQHx8vjBw5Uvt9bm6uEB0dLTzxxBPC8ePHhVWrVgkBAQHCF1984dT9JXIlo0ePFho0aCCsX79euHjxorBmzRqhbt26wrRp07TzsHwSOU9+fr5w+PBh4fDhwwIAYcGCBcLhw4eFS5cuCYLgvPK4a9cuwcvLS5g3b56QmpoqvPnmm4K3t7dw7Ngx5x0MIiInc9sAgiAIwieffCLExsYKPj4+QteuXYW///5b7iQRuR0ARv8tXbpUO09xcbHwwgsvCOHh4UJAQIDw4IMPChkZGXrrSUtLEwYOHCj4+/sLdevWFV555RWhvLxcb56tW7cKHTp0EHx8fISmTZvqbYOIxKkZQGD5JJLXb7/9JrRp00bw9fUVWrZsKXz55Zd636vVamHGjBlCdHS04OvrK9xzzz3C6dOn9ea5ceOGMHLkSCEoKEgICQkRnnrqKSE/P19vniNHjgh33HGH4OvrKzRo0ECYM2eOw/eNyJXl5eUJEydOFGJjYwU/Pz+hadOmwhtvvCGUlpZq52H5JHKerVu3Gr3vHD16tCAIzi2PP/74o5CQkCD4+PgIrVu3FjZs2OCw/SYiUgKVIAiCPH0fiIiIiIiIiIiIiIhIqdzyHQhERERERERERERERGQfBhCIiIiIiIiIiIiIiMgAAwhERERERERERERERGSAAQQiIiIiIiIiIiIiIjLAAAIRERERERERERERERlgAIGIiIiIiIiIiIiIiAwwgEBERERERERERERERAYYQCAiIiIiIiIiIiIiIgMMIBAREREpUHJyMlQqFXJzc2XZflJSEhITE1FZWWlx3k2bNqFDhw5Qq9VOSBkRERERERE5CwMIRERERDLr3bs3Jk2apDetR48eyMjIQGhoqCxpmjZtGqZPnw5PT0+L8w4YMADe3t5YsWKFE1JGREREREREzsIAAhEREZEC+fj4ICYmBiqVyunb3rlzJ86fP49hw4aJXmbMmDFYtGiRA1NFREREREREzsYAAhEREZGMxowZg23btmHhwoVQqVRQqVRIS0szGMJo2bJlCAsLw/r169GiRQsEBATg4YcfRlFREZYvX464uDiEh4fjpZde0ht2qLS0FFOmTEGDBg0QGBiIbt26ITk52WyaVq1ahXvvvRd+fn7aaUeOHEGfPn0QHByMkJAQdO7cGQcOHNB+P3jwYBw4cADnz5+X9PgQERERERGRfLzkTgARERFRbbZw4UKcOXMGbdq0waxZswAAkZGRSEtLM5i3qKgIixYtwqpVq5Cfn4+HHnoIDz74IMLCwvD777/jwoULGDZsGHr27IkRI0YAACZMmICTJ09i1apVqF+/PtauXYsBAwbg2LFjiI+PN5qmHTt24LHHHtObNmrUKHTs2BGLFy+Gp6cnUlJS4O3trf0+NjYW0dHR2LFjB5o1aybR0SEiIiIiIiI5MYBAREREJKPQ0FD4+PggICAAMTExZuctLy/H4sWLtQ30Dz/8ML777jtkZWUhKCgIrVq1Qp8+fbB161aMGDEC6enpWLp0KdLT01G/fn0AwJQpU7Bp0yYsXboU77//vtHtXLp0STt/lfT0dEydOhUtW7YEAKPBh/r16+PSpUtWHwMiIiIiIiJSJgYQiIiIiFxEQECA3tP90dHRiIuLQ1BQkN607OxsAMCxY8dQWVmJhIQEvfWUlpaiTp06JrdTXFysN3wRALz88st49tln8d1336Fv37545JFHDHoa+Pv7o6ioyOb9IyIiIiIiImVhAIGIiIjIRegOGQQAKpXK6DS1Wg0AKCgogKenJw4ePAhPT0+9+XSDDjXVrVsXOTk5etPeeustPPbYY9iwYQM2btyIN998E6tWrcKDDz6onefmzZuIjIy0ad+IiIiIiIhIeRhAICIiIpKZj4+P3ouPpdKxY0dUVlYiOzsbd955p1XLnTx50mB6QkICEhISMHnyZIwcORJLly7VBhBKSkpw/vx5dOzYUbL0ExERERERkbw85E4AERERUW0XFxeHvXv3Ii0tDdevX9f2ILBXQkICRo0ahSeffBJr1qzBxYsXsW/fPsyePRsbNmwwuVz//v2xc+dO7efi4mJMmDABycnJuHTpEnbt2oX9+/cjMTFRO8/ff/8NX19fdO/eXZK0ExERERERkfwYQCAiIiKS2ZQpU+Dp6YlWrVohMjIS6enpkq176dKlePLJJ/HKK6+gRYsWGDp0KPbv34/Y2FiTy4waNQonTpzA6dOnAQCenp64ceMGnnzySSQkJGD48OEYOHAg3n77be0yK1euxKhRoxAQECBZ2omIiIiIiEheKkEQBLkTQURERETKMnXqVOTl5eGLL76wOO/169fRokULHDhwAE2aNHFC6oiIiIiIiMgZ2AOBiIiIiAy88cYbaNy4sajhlNLS0vD5558zeEBERERERORm2AOBiIiIiIiIiIiIiIgMsAcCEREREREREREREREZYACBiIiIiIiIiIiIiIgMMIBAREREREREREREREQGGEAgIiIiIiIiIiIiIiIDDCAQEREREREREREREZEBBhCIiIiIiIiIiIiIiMgAAwhERERERERERERERGSAAQQiIiIiIiIiIiIiIjLAAAIRERERERERERERERn4f7OtxA6/iZxhAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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" ] @@ -516,7 +1185,7 @@ "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", + " 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", @@ -528,6 +1197,164 @@ "ax.plot(bins[:-1], hist)" ] }, + { + "cell_type": "markdown", + "id": "24aa1cfc", + "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 with pandas syntax. Below, only units with a 'good' quality SNR are chosen, along with a few other choices." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "4388f18c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1852, 29)" + ] + }, + "execution_count": 16, + "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": "44250b4b", + "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, discussed above in **Extracting Unit Data and Stimulus Data**. The first cell below shows how to access these. Set `interval_start` and `interval_end` to the relative time bounds, in seconds, 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": 17, + "id": "5569bac3", + "metadata": {}, + "outputs": [], + "source": [ + "stim_time = 2000 # arbitrarily chosen here\n", + "interval_start = -0.1\n", + "interval_end = 5\n", + "\n", + "start_unit = 0\n", + "end_unit = 400" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "4cfaebe2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "400" + ] + }, + "execution_count": 18, + "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": 19, + "id": "d1488828", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(400, 199)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# for each unit, generate a histogram with 200 bins, where bins represent the number spikes per second\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": 20, + "id": "3fe22c0d", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'unit spikes over time')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# display array of histograms as 2D image with color\n", + "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": "34a45648", @@ -539,12 +1366,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "id": "32fd8345", "metadata": {}, "outputs": [], "source": [ - "unit_num = 950922199" + "unit_num = 950921187" ] }, { @@ -557,13 +1384,13 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "id": "b01f1b67", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -599,13 +1426,13 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "id": "c8dd3ee0", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -640,13 +1467,13 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "id": "93e89bc5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -681,7 +1508,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "id": "7d88c6c6", "metadata": {}, "outputs": [ @@ -691,7 +1518,7 @@ "(82,)" ] }, - "execution_count": 23, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -703,13 +1530,13 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "id": "4ae54d56", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] From 588014d9c30aa663d3547512b257f14d3766ae7c Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Thu, 12 Jan 2023 09:52:18 -0800 Subject: [PATCH 24/36] Update visualize_unit_responses.ipynb --- docs/visualization/visualize_unit_responses.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index 7d0c63d3..a646573b 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -1116,7 +1116,7 @@ "id": "d1c90bcc", "metadata": {}, "source": [ - "#### Visualizing Unit Activity Throughout Epochs\n", + "### 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. As mentioned above, if your file's stimulus information differs signifcantly, this code may need to be modified to appropriately display the epochs." ] }, From e9e1ddae7d4ae0a4262e47679f83829fe99dddbf Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Thu, 12 Jan 2023 12:58:34 -0800 Subject: [PATCH 25/36] 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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"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 362f136392a8a5a9d89a9de33dedf47f97b922f1 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Thu, 12 Jan 2023 13:55:59 -0800 Subject: [PATCH 26/36] Variable name and markdown changes --- docs/visualization/visualize_unit_responses.ipynb | 14 ++++++++------ 1 file changed, 8 insertions(+), 6 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index 7d0c63d3..87fe3610 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -1038,7 +1038,7 @@ "# 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", + " # 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", @@ -1116,8 +1116,8 @@ "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. As mentioned above, if your file's stimulus information differs signifcantly, this code may need to be modified to appropriately display the epochs." + "### 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 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." ] }, { @@ -1139,6 +1139,7 @@ "metadata": {}, "outputs": [], "source": [ + "# make histogram of unit spikes per second over specified timeframe\n", "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)" @@ -1172,6 +1173,7 @@ } ], "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", @@ -1183,9 +1185,9 @@ "height = max(hist)\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((start, 0), epoch_end-epoch_start, height, alpha=0.2, facecolor=color))\n", " epoch_key[stim_name] = rec\n", " \n", "ax.set_xlim(time_start, time_end)\n", @@ -1203,7 +1205,7 @@ "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 with pandas syntax. Below, only units with a 'good' quality SNR are chosen, along with a few other choices." + "It might be of interest to only examine units with certain properties. They can be selected based on any metric with pandas syntax. Below, only units with a 'good' quality signal-to-noise ratio are chosen, along with a few other choices." ] }, { From 0656af5d011686114e67dce60fb0cc6942cd53ed Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Thu, 12 Jan 2023 14:28:34 -0800 Subject: [PATCH 27/36] Small text changes --- .../visualize_unit_metrics.ipynb | 462 ++++++++++++++++-- 1 file changed, 411 insertions(+), 51 deletions(-) diff --git a/docs/visualization/visualize_unit_metrics.ipynb b/docs/visualization/visualize_unit_metrics.ipynb index e9537a1a..ed22cd1a 100644 --- a/docs/visualization/visualize_unit_metrics.ipynb +++ b/docs/visualization/visualize_unit_metrics.ipynb @@ -80,7 +80,8 @@ "id": "39f93626", "metadata": {}, "source": [ - "### Streaming an NWB File" + "### Streaming an NWB File\n", + "The example file we use is from the Allen Institute's `Visual Coding - Neuropixels` dataset. To specify your own file to use, set `dandiset_id` and `dandi_filepath` to be the respective dandiset id and dandi filepath of the file you're interested in. When accessing an embargoed dataset, change `authenticate` to True and set `dandi_api_key` to be your dandi api key." ] }, { @@ -92,8 +93,8 @@ "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']" + "authenticate = False\n", + "# dandi_api_key = os.environ['DANDI_API_KEY']" ] }, { @@ -113,7 +114,7 @@ "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%2F20230106%2Fus-east-2%2Fs3%2Faws4_request&X-Amz-Date=20230106T225912Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=b9580f08d8a3bd28cd115750f0b1aea6871a5f15380dc7cdede6fa1150a107ed\n" + "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%2F20230112%2Fus-east-2%2Fs3%2Faws4_request&X-Amz-Date=20230112T221610Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=47946b8ceabc2bd977e30a6e6d363a315a056f365dc7c014f33bfec0fc2d9d67\n" ] } ], @@ -176,52 +177,411 @@ "outputs": [ { "data": { + "text/html": [ + "
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" + ], "text/plain": [ - "units pynwb.misc.Units at 0x2296587575360\n", - "Fields:\n", - " colnames: ['waveform_duration' 'cluster_id' 'peak_channel_id' 'cumulative_drift'\n", - " 'amplitude_cutoff' 'snr' 'recovery_slope' 'isolation_distance'\n", - " 'nn_miss_rate' 'silhouette_score' 'velocity_above' 'quality' 'PT_ratio'\n", - " 'l_ratio' 'velocity_below' 'max_drift' 'isi_violations' 'firing_rate'\n", - " 'amplitude' 'local_index' 'spread' 'waveform_halfwidth' 'd_prime'\n", - " 'presence_ratio' 'repolarization_slope' 'nn_hit_rate' 'spike_times'\n", - " 'spike_amplitudes' 'waveform_mean']\n", - " columns: (\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", - " velocity_above ,\n", - " quality ,\n", - " PT_ratio ,\n", - " l_ratio ,\n", - " velocity_below ,\n", - " max_drift ,\n", - " isi_violations ,\n", - " firing_rate ,\n", - " amplitude ,\n", - " local_index ,\n", - " spread ,\n", - " waveform_halfwidth ,\n", - " d_prime ,\n", - " presence_ratio ,\n", - " repolarization_slope ,\n", - " nn_hit_rate ,\n", - " spike_times_index ,\n", - " spike_times ,\n", - " spike_amplitudes_index ,\n", - " spike_amplitudes ,\n", - " waveform_mean_index ,\n", - " waveform_mean \n", - " )\n", - " id: id \n", - " waveform_unit: volts" + " 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", + "950927711 1.455946 482 850249273 2.46 \n", + "950921285 2.087772 11 850249273 318.53 \n", + "950921271 0.947739 10 850249273 1008.50 \n", + "950921260 0.453266 9 850249273 175.00 \n", + "950921248 0.439531 8 850249273 261.11 \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", + "950927711 0.000895 1.651500 -0.039932 39.400278 \n", + "950921285 0.036848 1.379817 NaN 27.472722 \n", + "950921271 0.001727 1.420617 -0.008204 30.027595 \n", + "950921260 0.000081 4.969091 -0.184456 89.804006 \n", + "950921248 0.065478 2.147758 -0.085677 84.145512 \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", + "950927711 0.000033 NaN ... 464 100.0 \n", + "950921285 0.000903 0.291953 ... 11 100.0 \n", + "950921271 0.000707 0.406673 ... 10 100.0 \n", + "950921260 0.000000 0.223876 ... 9 60.0 \n", + "950921248 0.005474 0.076346 ... 8 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", + "950927711 0.274707 5.557479 0.37 0.467365 \n", + "950921285 0.288442 2.751337 0.89 0.372116 \n", + "950921271 0.288442 3.847234 0.96 0.498618 \n", + "950921260 0.192295 5.274090 0.99 1.140487 \n", + "950921248 0.274707 3.022387 0.99 0.463570 \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", + "950927711 0.000000 [2613.8652081509977, 2624.5193369599215, 2734.... \n", + "950921285 0.258065 [39.04904580954626, 39.457346913598556, 40.495... \n", + "950921271 0.796491 [16.751918851114475, 26.127977537450867, 28.65... \n", + "950921260 0.997333 [0.9620761551434307, 2.092045877265143, 2.4040... \n", + "950921248 0.976667 [1.316477113448928, 1.779311698293908, 2.96088... \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", + "950927711 [0.00012946663895843286, 0.0001203425053985725... \n", + "950921285 [7.768399792002802e-05, 8.405736507197006e-05,... \n", + "950921271 [0.00016516929470324686, 0.0001501058102103845... \n", + "950921260 [0.0003836112198262231, 0.0004093908262843732,... \n", + "950921248 [0.00013780619334124896, 0.0001439873831056905... \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", + "950927711 [[0.0, 6.3216435986159105, 10.324204152249129,... \n", + "950921285 [[0.0, 5.330324999999991, 2.4261899999999486, ... \n", + "950921271 [[0.0, -3.103230000000032, 5.680349999999983, ... \n", + "950921260 [[0.0, 1.9104149999999982, -7.270770000000016,... \n", + "950921248 [[0.0, -3.6761399999999953, 0.8334300000000014... \n", + "\n", + "[10 rows x 29 columns]" ] }, "execution_count": 5, @@ -231,7 +591,7 @@ ], "source": [ "units = nwb.units\n", - "units" + "units[:10]" ] }, { @@ -432,7 +792,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\carter.peene\\AppData\\Local\\Temp\\ipykernel_15628\\3139914895.py:1: RuntimeWarning: divide by zero encountered in log10\n", + "C:\\Users\\carter.peene\\AppData\\Local\\Temp\\ipykernel_2204\\3139914895.py:1: RuntimeWarning: divide by zero encountered in log10\n", " data = np.log10(units['isi_violations'])\n" ] }, From f5397ef70ac13d6f944283b16e42fdc2be558019 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Thu, 12 Jan 2023 14:29:54 -0800 Subject: [PATCH 28/36] typo fix --- docs/visualization/visualize_unit_responses.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index 87fe3610..0d31607b 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -1187,7 +1187,7 @@ "for epoch in epochs:\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), epoch_end-epoch_start, height, alpha=0.2, facecolor=color))\n", + " rec = ax.add_patch(mpl.patches.Rectangle((epoch_start, 0), epoch_end-epoch_start, height, alpha=0.2, facecolor=color))\n", " epoch_key[stim_name] = rec\n", " \n", "ax.set_xlim(time_start, time_end)\n", From 5197587cd31a403be43ba87e6760ab10e8838280 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Thu, 12 Jan 2023 17:01:09 -0800 Subject: [PATCH 29/36] 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...
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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...
...................................................
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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 30/36] 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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\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 4dc8e896af03ecf40b8613c289f43c25f16a7364 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Tue, 17 Jan 2023 16:57:51 -0800 Subject: [PATCH 31/36] Changed notebook to operate on units table without converting to pandas dataframe #129 --- .../visualize_unit_responses.ipynb | 188 +++++++++++------- 1 file changed, 115 insertions(+), 73 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index 0d31607b..b5426ccf 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -83,7 +83,7 @@ "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" ] }, { @@ -169,15 +169,35 @@ { "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')" + "('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", + " 'velocity_above',\n", + " 'quality',\n", + " 'PT_ratio',\n", + " 'l_ratio',\n", + " 'velocity_below',\n", + " 'max_drift',\n", + " 'isi_violations',\n", + " 'firing_rate',\n", + " 'amplitude',\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')" ] }, "execution_count": 7, @@ -186,11 +206,8 @@ } ], "source": [ - "# this may take awhile when using file streaming\n", - "units = nwb.units.to_dataframe()\n", - "units.keys()\n", - "# units = nwb.units\n", - "# units.colnames" + "units = nwb.units\n", + "units.colnames" ] }, { @@ -647,7 +664,7 @@ } ], "source": [ - "units" + "units[:]" ] }, { @@ -1135,35 +1152,59 @@ { "cell_type": "code", "execution_count": 14, + "id": "8197deec", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unit index: 648\n" + ] + } + ], + "source": [ + "# translate unit id to row index\n", + "unit_idx = -1\n", + "for i in range(len(units.id)):\n", + " if units.id[i] == unit_num:\n", + " unit_idx = i\n", + " break\n", + "print(\"Unit index:\",unit_idx)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, "id": "8eacf09e", "metadata": {}, "outputs": [], "source": [ "# make histogram of unit spikes per second over specified timeframe\n", - "spikes = units.spike_times[unit_num]\n", + "spikes = units[\"spike_times\"][unit_idx]\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": 15, + "execution_count": 16, "id": "6d11f911", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1199,39 +1240,6 @@ "ax.plot(bins[:-1], hist)" ] }, - { - "cell_type": "markdown", - "id": "24aa1cfc", - "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 with pandas syntax. Below, only units with a 'good' quality signal-to-noise ratio are chosen, along with a few other choices." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "4388f18c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1852, 29)" - ] - }, - "execution_count": 16, - "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": "44250b4b", @@ -1274,7 +1282,7 @@ } ], "source": [ - "spike_times = [elem for elem in selected_units.spike_times[start_unit:end_unit]]\n", + "spike_times = [elem for elem in 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)" @@ -1329,7 +1337,7 @@ }, { "data": { - "image/png": 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WW3LbbbeFg4ruWYpevXpVfU+gu41ERHr37m3dTvVMvS5BENCWAAqP8Cegiu6Y9O4XZ3UWLVqUQm1qS2NWYNSoUfKtb31L5s2bF/5f6VorCT/55JM1j6f+3uaPrdGjR8vs2bPlIx/5iKxevVqOPPJI7Yuu6svwScat9+rVSz7+8Y/L9773PZk9e3b4c9OVlrup7fD444/X3FZ9ib5a+zU0NISDhlmzZsmKFSskCAK54447RETk0EMPDTOOqXbaaSdpbW0VEQlf5vZFGv08SX369JHRo0eLiH9tCQAuMKgAqthxxx1FZOPLlwsXLqy6zfr16+V3v/tdmtWqqm/fvuHndevWOS1r6NCh4f9Bf/fdd7Xb/fa3v5V//vOfVX/3wQcfhH9w77bbbmFGpbj22GMPefDBB2XrrbeWVatWyRFHHFE1c9UxxxwjIhv/r/GPfvQjqzJ1Pv7xj4fvENRqn2r22Wef8KXfX/7yl9pZslWrVhm1X3d404YNG+Suu+6SuXPnypIlS8p+V6mhoUE+/elPi8jGwciCBQsinYNL3f3cdR9PUnefe/HFF+X+++/PuDYA4BaDCqCKQw45JPx85ZVXVt3mnHPOkWXLlqVVJS31j0rbNKe///3va87OLF26VF588UUR+XDgVc3y5cvl61//etXfnXPOOeELwV/5ylfiV1ax1157yYMPPigDBgyQ9vZ2mTBhQpiZqNuECRPCrFOXX355jzMJzz//fJhetdudd96pHSyJbMww9f7774tI7fappqmpSU477TQR2ZjR6Xvf+95m2wRBIF/96lfDAUt3lqpq9t13X9lll11EZGPY0+233y4iG/84P/bYY7X7nXfeedLQ0CBdXV3yuc99Tl5//XXttp2dnXLbbbfV3CYp3f38lVdeiZSJLEtnnXVWuJ7JySefLPPnz6+5/R//+Ef53//93zSqBgCJ450KoIq9995bDjjgAPnb3/4mP/3pT2X9+vUyefJkaW1tlZdeekluuukm+ctf/iLjxo0LF1TLsq59+/aVtWvXygUXXCC9e/eWYcOGhe+FDBkyRLbYYgujY1199dVy4oknylFHHSWf+MQnZNSoUdLa2irvv/++PPXUU/KTn/wk/KP6y1/+svY4Y8aMkeuvv14WL14sX/7yl2Xo0KGydOlSuf7668P/Y7v33nvXPEZUe++9tzzwwANy+OGHy8qVK2XChAkye/bsMOxJROT222+X/fbbT9577z35whe+ILfeeqt84QtfkF122UUaGhrk7bfflmeeeUbuu+8+mTdvnnz961+Xo48+Otz/m9/8pnz5y1+WiRMnysEHHywjRoyQLbfcUlasWCGPPfaY/OQnPxGRjf/Hv3uAEMV3v/tdueeee+SVV16RadOmyfPPPy8nn3yyfPSjH5XFixfLNddcI3PmzBERkQMOOCB850XnxBNPlGnTpsncuXPD1LOf+cxnqi7C2G2PPfaQK664QqZMmSL/+Mc/ZPfdd5czzjhDPvGJT8i2224ra9eulSVLlsjf/vY3ufvuu+XNN9+U559/XrbffvvI5xvFuHHj5Oabb5a3335bzjnnHPniF78Yhmp193nfbLvttvLLX/5SPve5z8mbb74pY8aMkZNOOkmOPPJI2X777WXDhg3y+uuvyxNPPCF33323vPLKK3Lfffd5nYYXALQyXM0b8NqCBQuCbbbZJhCRqv/OPffc4Oabbw7/e/HixZsdY9iwYYGIBJMnT65Z1uTJkwMRCYYNG7bZ7xYvXhyWcfPNN1fd/7//+7+19XzooYeMz/mQQw7RHqf7X69evYLvfe97m+370EMPhdvcf//9wYQJE7TH2HXXXYNly5ZVrcPUqVPD7arpqU0ff/zxoKWlJRCRYOuttw6effbZst8vXLgw2H333Xs8TxEJLrzwwqpl1/rX1NSkvU4mFi9eHOy66641yzjwwAODFStW9Hisl156abN9Z8yYYVSPm266KejXr1+P59unT5/gpZdeKttX7QtR+l8tq1atCnbaaaeqdai8b2r1EdO69XRvd+upvwZBENx7773B1ltvbXRv/eUvf+mhJQDAT4Q/ARq77rqr/P3vf5evfOUrMmzYMOnTp48MGjRIjjjiCPnjH/8ol19+edZVDP3gBz+Qn/70p/Kv//qvsvXWW8dO43nHHXfITTfdJCeccIJ87GMfk8GDB0tjY6NstdVWMnr0aPnKV74izzzzjJx//vk1j9OnTx/505/+JNddd53sv//+0r9/f+nXr5/ssccecvHFF8vf//73qi8KJ2G//faT+++/X5qbm+W9996Tww8/vGyBvREjRsizzz4rt99+uxx77LGyww47yBZbbCF9+vSRj370ozJ+/Hg5//zz5emnn5bvfve7Zcd+6KGH5Ec/+pEce+yxsscee8igQYOksbFRWlpaZO+995Zzzz1X/vGPf8hJJ50Uu/7Dhw+X5557Tq655ho55JBDZODAgdK7d2/Zdttt5YgjjpBf//rX8sgjjxhlzdp5553LFhocMGBA+M5ET04//XR55ZVX5MILL5QDDzxQPvKRj0hjY6NsueWWMmLECDn22GPlhhtukGXLlsnOO+8c+3xNbbXVVjJ37lw566yzZNSoUT2u/eKTo48+WhYvXixXXHFFOOPTu3dv2WKLLWTHHXeUz3zmM3LVVVfJkiVL5NBDD826ugAQSykIchKcCsBrc+bMCf8geuihh2T8+PHZVggAAKSGmQoAAAAAVhhUAAAAALDCoAIAAACAFQYVAAAAAKwwqAAAAABgxavsT11dXfLGG29Ic3OzlEqlrKsDAABQd4IgkFWrVsl2220XLqQK9MSrFbXfeOMNGTp0aNbVAAAAqHtLly6V7bffPutqICe8GlQ0NzeLiMhB8mlplN4Z1yb/GkbtEn7uXPBSjz9Pux5piFp2knXN8rxN+F4/RLfm6DHh5+aX28LPLq6v2n9clVGvkro3ffkOMKkT/NIhG+Qx+VP4dxlgwqtBRXfIU6P0lsYSgwpbDQ1N4eeS0p66n6ddjzRELTvJumZ53iZ8rx+ia+zd98PPDWvDzy6ur9p/XJVRr5K6N335DjCpEzyzKTCeUHRE4dU7Fe3t7dLa2irjZWIhBxUNo0eW/Xfn/IUZ1cRvajvRRsWU12usq3dez6do0njGmlxr+oNeXtsmr/UWiVf3jmCDzJGZ0tbWJi0tLa6qhoLh7RsAAAAAVhhUAAAAALDiZfjTYaPOlcaGJsILKkRtg7xO06ddp8qQiWpl6+q0ZtLYsn36zXi8x/LUfXTbpxFmU4Rrb3LtbI6P+lK0/mHyrDEV9V7T7VuEdq3F5vskbcunjAs/D54+N/zcMHqkdHSuk9kLriD8CZEwUwEAAADACoMKAAAAAFa8DH/qKftTnKlDm1CgqNO+plPOuuPqytBtv2pE/6rl2UxXV+5vMnVr8/M49VPbuXnRyvCzrj1UNnUy7X9JheaYhF6ZXPee6ptEnUzP2aTvq9dRvb4uwqJMjxX1XHV9NE6dovbNOGX0VK5JWbXKSyqEM06ddGzuibSfvTb1sH2GRW1nF98NpttFfU5GrZPa3iL655NNO0X9HkvyuCJkf0I8zFQAAAAAsMKgAgAAAICVugl/wodsw8dMp0+riToVbVoPVfvwhvBzZUYLkzJ8YxNGFWW7nrZ3xSbUQ2USXmQabpHXjDZqnZZNGBh+blnSGX5OKkzHdqE5k/ZTs9N0HNQWft7+2PmRynIlanalNELGktrX9lhZ3h+u65pG34+6fWUmQt3zUFWrz5H9CXEwUwEAAADACoMKAAAAAFYKFf5Ua4rQJrOOSWaHJDNr6BakMdlXt40q6va19tHxMTREJ6ksXJXb6cpwsQiSq7CKpLKmJZl1yWR7lW12IJ0491GUfW2fYUmxzehl8+wwOY5pm+mO5XoBRdvvA902Kpv+UGsBz6Qy/aniXJOkMoVF5eq55UtomKqyHmR/QhzMVAAAAACwwqACAAAAgBWvw59MQpDS4Pt0pq4euixNUTOW1CojqXM1vdZJhnT1tK+Oq4wqNnVKkoswmyyz3tgsomfL5l6zzTBjUieVrn5pP4eTbDOdpOoeNbTGVZulHRqX5fddUv0jyWeYKs3njavQulUj+kvHhrXyxH0XEP6ESJipAAAAAGCFQQUAAAAAKwwqAAAAAFjx+p2KtLmIE/XlXQsAiKOIcfkAaiOlLOJgpgIAAACAFQYVAAAAAKw0Zl2BWpJMt6k71rIJA8PPLUs6w8/95kcuompZcdK8JZU21Tak4OXp+4eft3vkwyg5mxVXVWmEP7hY5bfWtdKl8Y16XJttanGxunEaK9xHrWsa4TQ+roqrSqr9knzeqpJaQT7OSsx56mdZyuq7KMkU1K5WQHe1v69lASaYqQAAAABghUEFAAAAACtkf3IsyVAowkTMjuu6beJMzbumW0G6ki50TUcNDxw8fW6PZS88bUD4WRcyZyrN1cZdrV6dJJv2SDvUMM3282V1Z93qyabPCx+f6Ukd1/ZZHWdF6G7qdVGZhKounzIu/FwWHl3jeeYi9Fe3init536cZ6563I7OdTJ7wRVkf0IkzFQAAAAAsMKgAgAAAICVugx/8iVjgg/10E3fi7hZADDJ47vOgGNznFrHdRFGYCvt+hVhoUkfsz+lmW0mjbKj3uO2YWxZtWslk7AqG7XaNWoGOxf1SDsbYBpl6+qR5bOjVtksfoc4mKkAAAAAYIVBBQAAAAArdRn+BAAAgOoIf0IczFQAAAAAsMKgAgAAAICVxqwrUE3DqF2koaGpLDOBbvGXsv0sMyqYLCDmOhtGZT2SWhzJth46UReIM1kUqta5mfSDqAtS2SweppZVWZ4qzQUNa5Ud9Vgu2izOsVzsW0tSGbB0x4yzyKJNH8rympr8XGWyr2l2JJuFyKJ+H9i2sck5mSyCprL9HkyqD9n0gVr727SH6bPAZF+b70GdpO4nEX1GL5PvUyAKZioAAAAAWGFQAQAAAMCK19mfXp6+f/i7kT97v+o+Pi4ABj3aODm68Ixa09hxps6rbZ+GJENziixOP4hyTNNQF9cLmSV5fX1fjFJXhiqNPu5LeIyL66XKMsxYJ06IpMo2rJTsT4iDmQoAAAAAVhhUAAAAALDiZfjTYaPOlcaGprLf1VM4Q1R5mq7Vba8yza6kbrd8yrjwc8uSzh63rzxuT9vr6I5T61gm4SomWU2SzOyS1HF86Ys6rurnIkTFNLQhzTavVVZSmYl8DMVLQ1J9yJdnRJ6kHWKWhzYm/AlxMFMBAAAAwAqDCgAAAABWvA5/irqQDgDEYbrQnG6btCW14FjaoTUu+B7uEydDj4/tnJQin1slF+ca55hx9iH8CXEwUwEAAADACoMKAAAAAFa8DH/qXvwuSTbhAkkdP8n985p9x0Ra07tx+dLGWbaT7yEnaXP9fKncX8d1+E6S19p1eFac/bNUtHvCRD2ecx40jB4pHZ3rZPaCKwh/QiTMVAAAAACwwqACAAAAgJW6CX8CAABAz8j+hDiYqQAAAABghUEFAAAAACuNWVcga75kw1GtmTQ2/NxvxuNVy1D5Uu+kMlj5Wl6141TycTGxqJmJdKLu62M2F9uMWSrXfa5WJiPdM6LW/nHroWN6H7jIqlevWYN8zJjl4lqo/VtEpHnRyh738SUTn47tdenpmHnOfIbiYKYCAAAAgBUGFQAAAACsMKgAAAAAYKWwKWWTjC+s1/jdvEpzZXQf45GLKMt2cl02faBcVu9K+Srt8/OhPYv4fkCaz5EkyiClLOJgpgIAAACAFQYVAAAAAKwUNvwJyIKPKYoBuMc9iyIh/AlxMFMBAAAAwAqDCgAAAABWvF5RO41Vqn2U12n0LFe/jbpqtKusMkmdX1LnkCS17FUj+lfdxnR1Z9f9w5d7yEW/tC0v7WO6XpFcfbbXWnm51urDUeoUtX667ePsk+Wq4vXYt2z58hwC0sJMBQAAAAArDCoAAAAAWCH7k4d8me6uR7QxUBy+389p1s/3tii6tBe/U8Upj+xPiIOZCgAAAABWGFQAAAAAsOJ19ieVjxlS0q6T71PWJpk4ak3RVts+TtkuMn/oMsz4kjWk1vY2GYh8yTblS7aZtI/rugybY1bey2pGMDULWNoZsFSuy7M9jkn9TLaPKsmsSybPCx9Dr9RnuspVdsik+qJpJktf2hn1hZkKAAAAAFYYVAAAAACwksvsT1EXRBIxm9KMGr5jO53pw1RxvS4wmAYX19fHMAKUSzKkSBV18bblU8aFnwdPn9tjeS4Wh6sly7Ao37l4lqZxTW3U67V2xbY9yf6EOJipAAAAAGCFQQUAAAAAK7kMf0pDvUzFJpkFRFXkNkuDL/0vT1mNfGkzHd/rF5XtYlt56lu+KNr5uFK0dsoi+yXhT4iDmQoAAAAAVhhUAAAAALCSm8XvTNhmXVL5GHISNdQojfNMO2uLbwuAueJLPaKK05ZJZVdLchGutBc7rKbyfve9T0Stn+/nE1XUvlu5XZrZAONkl/LxOanj44KmvvB9UULkGzMVAAAAAKwwqAAAAABghexPinpclIwMLADgr3p5ftbLeeYF2Z8QBzMVAAAAAKwwqAAAAABghfAnAAAAhAh/QhzMVAAAAACwwqACAAAAgBUGFQAAAACsMKgAAAAAYIVBBQAAAAArjVlXwFacBXPUfVRJLXhn8vPK362ZNDb83LxoZY/1i1q2Sb1dcVVeUm2g0l2TfjMeNzpOUtcoKttj6s416nF17Vpp1Yj+PZan2153f6jbqNTt47RNnu61NMV5nkXtQy62rxTnPu+m68cm+4qk2ydM7vFKrutXlO+ipMqz/ZsiKUV7ViE9zFQAAAAAsMKgAgAAAIAVFr8DAABAiMXvEAczFQAAAACsMKgAAAAAYIVBBQAAAAAruU8pmyST1IKoH0VOB5qkNNqJa+GfWill86Re+la9nKettFOgA0XCTAUAAAAAKwwqAAAAAFghpSwALabsAaD+kFIWcTBTAQAAAMAKgwoAAAAAVuoy+1ORQzp052ZyzpXZXHR0x9Vtoytj1Yj+4efmRSvDz8smDAw/tyzp1NYjqQxdUc/Btoyox416TZPMypNGNqeoZft+/0atX5bno7sf1XtLV7+Xp+9fdqyRP3u/6na+X6+kJHmeaiZC9dmY5T1h+rzpaRsf+4Dv9VPp+kYlk2tUS9C5TmRB5N1Q55ipAAAAAGCFQQUAAAAAK2R/KrA0wnpMyk4q3CfterjiOkQtjTbLU7uaUEMKRMzCf6JKY1EtVdqhV7p66MKqkpKnxRfjhJia7O/qGZvVc7woCyvmGdmfEAczFQAAAACsMKgAAAAAYIXwJ8d8DBPJE6bBAQBIF+FPiIOZCgAAAABWGFQAAAAAsJKbxe+SXGAnagYdm2w4ZQu8ib7cPC0UpONi0S9fzj+v16QWFwvQ5TUTT5zjpN0nksr8ZbuYok3ZNvVAtlzfdz5ed9s6qVnlbDKfxamHj+2J4mOmAgAAAIAVBhUAAAAArHiZ/emwUedKY0NToguDmUznuwgdsJXUQmRxzjlqOESWU9lJhV6lvfCeTb1Vta4PYSnQ8f1a+3KfpnF8H5+rOq4XyIzzDPOlbUyk/X0Vp23I/oQ4mKkAAAAAYIVBBQAAAAArXoY/uV78Lk/TpAAAAHER/oS0MFMBAAAAwAqDCgAAAABWvFz8rmHULtJQkf3JaD/DKT6bLDtli9ktWpnIMWvt7yJUy3YhHZ08hZKpixJF1T68Ifw8ZNYK7XY+ZizJKtNNrWwuLjKcRV3ULcsFpXxZhM91Rh+fpJm9yDbjk++K0ifyrtYztuj3M/zBTAUAAAAAKwwqAAAAAFjJZfYn24XcVMsmDAw/D54+t8c6qmEzuvAnVwvNMT2ZnSRDZbim6YSWuGZTD134nfpMqWQTehmV72E5tot+qe3fb8bjVbdX21vdxncmoaq1uF4s05e+lfaCtb48t0yR/QlxMFMBAAAAwAqDCgAAAABWchn+BAAAADcIf0IczFQAAAAAsMKgAgAAAIAVLxe/6+bLYkxJ1aMy44vrDC5pSDuTR94yaLhUT21RhHP1JeuN74pwrX1Xr21cr+cNpIWZCgAAAABWGFQAAAAAsMKgAgAAAIAVUsrWOd9jTCvj0H2so++irmyriroibJbvOEV9Z0HdftmEgWW/Gzx9biJ1cr1vnOOq73a1D28IP0c9ZwDmkrrPbY+jWzVefRYMmbVCOjrXyewFV5BSFpEwUwEAAADACoMKAAAAAFZyH/4UJ01jUmEfNseptZ0Jk9CGfjMej7Rv2qFGSYZ9uAghSfKYy6eMCz/bhJkkmZbU9zar93rEuR9t+ocuLEKlPlMqU2TrnjdR6c5BDVFzFarlS9rfNENlbPuZi7ZJsm+ZfN9lGc5pIot6sKI24mCmAgAAAIAVBhUAAAAArOQ+/AkAAADJIfwJcTBTAQAAAMAKgwoAAAAAVhqzroCptBfVUrOfqJknTLKDxKmrSYaKygW6ug2ZtSJyeUnVSaVrs6jUTEmVbBYlUyXVTrWylETNxKVe35YlneHn5kUrq+5r2+d00siKorvGUc/bpI1Vtv0hasY3lXrO6nmqTO+bpDLaRJVkO0UtL07bZ5W9R+2Xun4sEv3+irqgocr0eyJqZsGo96CJWhmpTNomqe8iXZ0qs6NVLhxXjc2zVG3jNw4uhZ93njJPX2ENk+eQiEjHhrUi982MfHzUN2YqAAAAAFhhUAEAAADACtmfCsDFQkm2x9IdN8sFhIrMtI19vBY+1qlofFnUDfXDl5BMni/xkP0JcTBTAQAAAMAKgwoAAAAAVnKT/clErWlOmynQvE6rJpkJxuZcTbaPE76jKyNq1qqo29SqT1J9y5WkwuOSvA9sjuUq9E8VNZOMq1CjqNnE1PKitqXKtN66jEdRzzup44jYPQuSKku3TRrl2e4btQxdH7X9LrJpJx+fyVEzbEU9jm2dRESCznUiC6wOiTrETAUAAAAAKwwqAAAAAFjxOvuTqwWe1H3UhWCSWkSuckG0bpWLIOmmPW2m/F0tXJbGVHtP+1bub7MIn0nYV5wFlJLKUqJydR11ihDKl3bYQlLb+6II9RZx01fSzmrkwzGTLDtqGF+tY9nUw8W+tmUk+V2pinMeZH9CHMxUAAAAALDCoAIAAACAFa/DnwAAAJAuwp8QBzMVAAAAAKwwqAAAAABgJZeL39lmsDFd8K3asXzJQgP30l7Mqgjo+3ZsFyWLmhHN5lloWidfuF7E1PfzBwDXmKkAAAAAYIVBBQAAAAAruQx/sp1attnfZF+mvovB1bV2HYaRBl1d83o+aTBpj1qhTFHbUN2+WZSyLY5Z6xzSvMZx+lbUNk+jL/u+SJuNIjznTBXxnIA4mKkAAAAAYIVBBQAAAAAruVn8znZ6UZflxGbqW/fzNZPGhp/VTCum9ctq+jROuEWRp+99UfR2qsfsO3mqqynfM+OZfAeodM/xNM4zTuY5m/KSOq6LezlO2VH3jVMnHdf9Oo3r3jl/IYvfIRZmKgAAAABYYVABAAAAwEpuwp+S5GIKvojhDDZcT0UjfUmFusXZ3xdJZbSp1+dF2uGSvj2HXN0HRetPaTwv8tpmpgtf2p4T4U+Ig5kKAAAAAFYYVAAAAACwUpfhT/hQXqeAKxXlPFBd2tfXNMQgzToBQFoIf0IczFQAAAAAsMKgAgAAAIAVBhUAAAAArDRmXYGs+RiLb7OaqmrViP5Vf266yndUaa+o68Nq3rWug00b+Ngvs6T25X7zP/y5TTupKyY3L1oZt2rOVPatsjZQ7mHdys9pc91nXR0/zXutVtrPernn076ORW7XWudWj+2B7DFTAQAAAMAKgwoAAAAAVnKfUlY39R8nLEVlEl4UNTTJx6nGNKaidVy1R9RpX1crRbteuV1Xbq19ooZbqfeXKsswG5XNuak/rwwV1J2f62uqC3Ey3d/1Kt+mx4zaT9MIRzSph0mdTL5z0ni2mTCpd60ydPur4YIuzrXyuWPzvLH5Pnb1XZ5GnWz7IyllEQczFQAAAACsMKgAAAAAYCX34U+mssp4EKdcF6EAtudsk2EmjSlk12Efplxk4kl7dee02y/NcLV6QvshbUXoW0U4B1O1zpXwJ8TBTAUAAAAAKwwqAAAAAFipm/AnAPWpnsIZALhXK+tfURD+hDiYqQAAAABghUEFAAAAACuNWVcA2UpykUBfpoCTWhAtzkJEvrQBPsQ1KQZfnjVRFyusVW+TDG6+nDc+xHUAqmOmAgAAAIAVBhUAAAAArJD9SSONaWkfprWTrEOWi87pjquKWkaWbZPkInq1Qtyi1CnJY0YNIckTH+5rn7jof7b18PG6uFrM0jXf29V3URc3Vblsb7I/IQ5mKgAAAABYYVABAAAAwIqX4U+HjTpXGhuajEKN0gihSXtK1zYDUbV940yx2oSl2ITvmEz7ipTXr3nRyqo/L0I4jS0yzFTnKrxNZZJ9zGR72zpFzYKm20aVt5Al1+cRpy19f1almUkvTj3SfG7pQjZFyq+dTZ3U7031O02VVhsT/oQ4mKkAAAAAYIVBBQAAAAArXoY/+ZD9KUu+ZFFywfe6pp3Ry0V7ZLkgX5YZs7JkU1fT0MQ8hav5EK5Sq046NmFiJuX6eK1s2YT+pZFN0UXYWxrP2KzvIcKfEAczFQAAAACsMKgAAAAAYKUx6wrUM5Pp+KhTujZTwKZZl6JOxSY5jZtUeaokF6OzOT+TMkyvkW6fpK6dLdcLOyUZ8mBzD+rKVq+1qln07e067CHJBQ1dlGeyYGKtsBSbTHom2yybMDD8PGTWikjl1jquq3A6HZsF2NTtbTKLmYb+6eiepXGen1FFbTPts0DJ/hTnGV70sDv4iZkKAAAAAFYYVAAAAACwksvwJ18WjrKVZhaROOEtJuWZTMUm2X5Ry0vqOpouTGVTnkkZcUI4bM477YxUNuETJn00DpuQMZ324Q2a3/QPP71x2v5lv9l5yrwey7Pp+0m2U9Rtop5DWZiYYR1ct8fg+cp/xAiziROq1NNxTH5eq6ykvmdMtjf9LtLtn9SCq7bfaVHbQA1zKitDU784ZcV5bgWd60QWGB0eCDFTAQAAAMAKgwoAAAAAVnKz+F09ZTJwvYhPnMW2TPZ3vU0cLsq2zaiiY1Inmyn+WmWkvWhf1Hq4uCfinIPa/mrYgk3Zpvummf0pjWds2pnjokqqj+qOWWs7Gzb3cpw65fW7OakFDWvt7+K5aprZKuo5VR6Xxe8QBzMVAAAAAKwwqAAAAABgJTfhTwAAYKO8hh0hHwh/QhzMVAAAAACwwqACAAAAgBUGFQAAAACs5HJFbdSPNFIwAkBR+Piuhas6+XiuQD1jpgIAAACAFQYVAAAAAKzkJvyJac76xLUGgM3pno1prDwe9bhRV4c25fv3A3+3oN4wUwEAAADACoMKAAAAAFZYURsAAAAhVtRGHMxUAAAAALDCoAIAAACAldxkfyoiMkMUG9cXvtD1Rfpofvl+7WzqZ7voaZ7aRuVjXYEomKkAAAAAYIVBBQAAAAArXoc/mUwRqovnNC9aaXRc3fS/zTYq06lXH6Z0dedWi0nbmFg1on/4Wb126s9r0V1vm/AOk8WY4lwHdR/deeuY9HfTaxL12pmcn0l71Apn0LW5zX1nsn2SorZBGguR2fzcROU5mDyLk7p2SZ2DSPn9aNL/dNvHYfN8Mnl2xLnHo7atyb1sWycdXXlR+5mubNO2sLmf035eAC4xUwEAAADACoMKAAAAAFZY/E6Dqcfk0JbFkGWID8oVoZ1twmyKkj0nqeuYZHvktW8llW0qT+fsEovfIQ5mKgAAAABYYVABAAAAwArhTymKkzGCaVn4gr5YDFxH92wzxHFdiiHP15TwJ8TBTAUAAAAAKwwqAAAAAFjxevE7VdRpRNMFwJIqz0Sc42SZZWf5lHHh58HT5yZSdtQFuUyZLAoXle2iblGPFbVOunKTXJgpz9P3aUrqnlDVOo7NfeRq4cw0zrun49hmO9LVI2oZcepRtiimuFlwNSkunme29fYxO53vWah4viNpzFQAAAAAsMKgAgAAAIAVr7M/MTXnDxeLTfl4fW3DqNT9dfrNeDz8HDWMRf25Gi6hHjNLrhbh0h2rVpij63qUhasofcW2vKj1sOGqfi7uZ5PrUHkfuAi3TGPhPVdhoi7qFHUbV1yH5da634u4MCPZnxAHMxUAAAAArDCoAAAAAGDF6/AnFI+PIU9pcB2GYRoSpG6nhmolFZJlem5R6+57KEXUese5drrjmuxTT/daEbgONTLd1+Y+sKl32tkbo95DppnPdOG0C08bEH7eecq8qttnHdJK+BPiYKYCAAAAgBUGFQAAAACseB3+lGSGjnqf/o8TIuFjBhITJvWLGvpjUpbpPrr9fWnLpEJ54pTnSzaxNLJKRa2DL/3DBRdhNj6yDeuxLSPpsuJwFeLowz1bWY889c1KhD8hDmYqAAAAAFhhUAEAAADAitfhT2lIc6qycmG0rLM7IN/iZAoyOVaWoW5pLqBmunhg1EX4TBbPah/eEH4eMmtF1X3j8OU6+s5FiJ+r8DsXi1zGycwW9bgq30PabEOydNdLFWcx1SwR/oQ4mKkAAAAAYIVBBQAAAAArdR/+BD/4tOhPUgg5gY/ol8XgImtaksfyJcOUj6FXvrRTLYQ/IQ5mKgAAAABYYVABAAAAwAqDCgAAAABWcvlORZx4RFereAKAixjpelpRO6o8xKQDecY7FYiDmQoAAAAAVhhUAAAAALDSmHUF4ogz3c0UOQBXXDxfeGbp0TYA4B9mKgAAAABYYVABAAAAwEouw590yAhSv7j20Zm0Ge1KGyA6+gyAesRMBQAAAAArDCoAAAAAWMnl4ndAEREyAQBIgu77xPR7hsXvEAczFQAAAACsMKgAAAAAYKVQ2Z9MLZ8yLvw8ePrcDGsCfIiQJwBAEnTfJ3zPwCVmKgAAAABYYVABAAAAwEpdhj8R8gSQbSpLatuvGtE//NxvxuMZ1AYAAHvMVAAAAACwwqACAAAAgJW6DH/SIRwkOyYL9dQS9XqtmTQ2/FyvISf08eyobd9vfoYVKTie6QCQHmYqAAAAAFhhUAEAAADACuFPinqZHrcNCTAJVTIJYVK3UT+roUnNi1Zq97Gpky7kKWrbVJ5b1PM2Oa6L7U33sekrtfZ1XbaJNEJj0riO0DN5Fpjwob9iI5tQ2aj9weYZblpGmscBXGOmAgAAAIAVBhUAAAAArJSCIAiyrkS39vZ2aW1tlfEyURpLvbOuDgBPuM7WlWQYm0mogno+qnrNRJYGQpgAcx3BBpkjM6WtrU1aWlqyrg5ygpkKAAAAAFYYVAAAAACw4mX402GjzpXGhqZYi6DprBrRP/xsEmJgk+HINMNEnH2isM1cYXJcX0IE0sy0lNaxsjh+nDKSzDzlqs/iQ66zINkeK6nscknUsSeu7keT+8D190ctSX4P+sbH73Idl8cn/AlxMFMBAAAAwAqDCgAAAABWvAx/yir7ky7DTJ6mbvMk6hR/5e90x2KRseT4GG4F97gmZqIuuAbkBeFPiIOZCgAAAABWGFQAAAAAsEL4E1KVRraUpDJm5TV7CYD8yeoZYxpimiWev+kj/AlxMFMBAAAAwAqDCgAAAABWGFQAAAAAsNKYdQXSYhKTSdxmdtS2r7X6ue4aJXW9uO52klxdG9lR02s3L1oZfvb9+qj1Ftn8+eGS7WrwWbWt79dUJB91BMBMBQAAAABLDCoAAAAAWKmb8CcdUoimS9eW6s/7zY++vwmba+pLH9CFpaghY+rPRfypu05WK6CbHtOkzdUwG5NniiqN6xO1/dTz6XRSo+So55ZmuFMl2+tIiO6H8pDmFsDmmKkAAAAAYIVBBQAAAAArXoc/JTnV62O4S71MZWcpakiBysdrogtLUUPG4oSrJNUXfWwzlRrKZBoqUxlOFmV/XXm6PueK79fFRq0Qs6ihdTb7uvqOSruv+KCyLeoxNMz2fIrWHsgHZioAAAAAWGFQAQAAAMBKKQiCIOtKdGtvb5fW1lYZLxOlsdS77HdpTOX5mJ2lyFOYNqFJlftEbaeo1zpPIVLQM+0nSd13Rb5/65Uv19SXehRZPbdxR7BB5shMaWtrk5aWlqyrg5xgpgIAAACAFQYVAAAAAKzkJvzJFdfTm/U8fZomF+FJhDzZMc1a47o9dfWotWBgVL6ELKZZtmmmJd+fgbrFDVVZLmLoe/shXWn1B8KfEAczFQAAAACsMKgAAAAAYKVuwp+YQs4nNTRBxHzBsrhsF1nKU8gUGY7cqMdMbgCKhfAn/3V2dsq0adPk1ltvleXLl8t2220nJ510kpx//vlSKpUyqZPXK2oDAAAAKHfZZZfJ9ddfL7/85S9l9OjR8tRTT8nJJ58sra2t8rWvfS2TOjGoAAAAAERk7dq1sn79+kzKDoJgs1mGpqYmaWpq2mzbuXPnysSJE+Woo44SEZHhw4fLHXfcIU888UQqda2mbgYVPoQbVIbyqJlGoi7Y5sP5pMF1uFMl23ZN6rqkca2jHnf5lHHh58HT58Y+jkh2fTnLdvV9obSobZNGaKLvzzzbRTRtnvsmP49aVq2y1WxpKt33mG5fk34SJ7OYyfYm1H6t1rVWW6T9PRXVy9P3Dz+P/Nn74Wcf76msrV27VnYctpUsf7szk/K32morWb16ddnPpk6dKtOmTdts23HjxslNN90kixYtkhEjRshzzz0njz32mFx11VUp1XZzdTOoAAAAAHTWr18vy9/ulFefHi4tzenmMmpf1SXD9lkiS5cuLXuPpdoshYjIt771LWlvb5ddd91VGhoapLOzUy655BI58cQT06ryZhhUAAAAAJu0NPeSluaGbMpuaTF6Of6uu+6S2267TW6//XYZPXq0PPvss3L22WfLdtttJ5MnT06hppsrbPanWgtvFXnKz/dwAZXvmZJss/i4uBZ5ur55plsQrcjZnFyESBWFet7LJgwMP6thgLrt66mdXCFTXfrqNftT99+hKxbtmMlMxcARi43bfOjQofKtb31LzjzzzPBnF198sdx6663y4osvuqyqFutUAAAAADmyZs0a6dWr/M/4hoYG6erqyqhGhD8BAAAAoc6gSzpTjuPpDKINBo4++mi55JJLZIcddpDRo0fLM888I1dddZWccsopjmrYs8KGP1XyfdrT9/rhQ1yrZBcJrJc29D3cD/5wEe6jMj2myf4u6qqGmImYhZnppB3Kl9Til2k8I2uVUe/hT28vHJZJ+NM2I181bvNVq1bJBRdcIDNmzJC3335btttuOzn++OPlu9/9rvTp0yeFGm+OmQoAAAAgR5qbm+Xqq6+Wq6++OuuqhBhUAAAAAJt0SSBdkm4gT9rluZCbQUVSCwDV2scF0wVzbBYvcjWt6mLqO2rYjG3ZNlPRJgs/yYjyBcDah3+Ygk6dso/TT6uVHXXBRFdMyratX5oZX+IsSlZr/2qiXve0EZ4VnUmWsDiSCi9KYzHPpPqHepzB86PvY1NeGqL+3eIq01w9hp4iPbkZVAAAAACudUmXpJ1DKf0Sk0dKWQAAAABW6ib7k+90oTZqiJTJvkxnwke24UXwX1bPIZ5/QG1x7pF6z/609MUhmWR/Grrrsly3OTMVAAAAAKwwqAAAAABghRe1U1QrBET93M8w80W1fX1nkt0iavhXreMmtb3JcWyP5aOk2qlo7YLNZXWN6VtAba4ySRUZKWXjYaYCAAAAgBVmKgAAAIBNuiSQTmYqImNQoXA9LZjGVKPvC1jp6mET/pVkPaL2AV/a1ZWin1830zC2ooUO2CwgGXe7IsnyeZtle9fjtS4KrhdcIvwJAAAAgBVmKgAAAIBNeFE7HmYqAAAAAFhhRW1PuIhRXTNpbPi5edFKq+O7jqE1STVbC3GiAAAko95X1F60YFtpTnlF7VWrumTEqLdy3ebMVAAAAACwwqACAAAAgBVe1E5InPAg09CeuNTVqDsNtjdd8duGrp3Uz2rYlumK2nlFakYgOUVf4R5AOro2/Uu7zLxjpgIAAACAFWYqAAAAgE06M1hRO+3yXCjUoKJWOJHraXDb4+syHqW5su+qEf3L/ttmZWuTMCcdQp7SPQ7ciXqNkgz9M8mo5ur5EnX/pPoy9wHPBRHaoFKc+zHoXCeywGWtUESFGlQAAAAANjqDjf/SLjPveKcCAAAAgBUWvwMAAECo3he/+99/bJPJ4nd77vZ2rtuc8CcAAABgE1LKxkP4EwAAAAArzFQAAAAUFNmwouuSknRKKfUy846ZCgAAAABWGFQAAAAAsOJ1+FOWU3Zpl61buM9F2b5Phcapn7qPuoif64X0Kq9b1IW+ou6rSmOhtDS4KDvJtokqy2dHlvezTT2yWvCz6PLaZur9K5LdgqhFuZfLvhMtFrWtJ13Bxn9pl5l3zFQAAAAAsOL1TAUAAACQps4MXtROuzwXvB5UmEzZ6cJe2oc3lG03ePrcqvtXTrN2a160ssf66crWqTymOr2pq/sQqT4dunzKuPCzem66n+umVdXzN20zXfiOeg7quarl6eqh1nvIrBVVj19r/2UTBlbf3yDUSNdmJnVYeNqAst/tPKXnfXTtFNUbB3/4ANp5htk+Ju03OOK9ptJd91rHUun6ga4P6UQNl6g8Zll7GDw71PLK2mZEz2FY6nHKrumUedo6JhUiZNKWpmEYapu1KOet6+O6558Y7Gv67FXb3ORcy85hSWePx9G1jekzRdeHbML3oj7PKkUNJTW5Fib7xhH1+yRqSJFt2JDJdTR5Fqp90fQZq32uKN8Vtb7LOzasFblvpvb4QDVeDyoAAACANDFTEQ/vVAAAAACwUgqCwJv3zdvb26W1tVXGy0RpLPXOujpwIK/ZSOCO6z5RtMxWtuVllSmtFp4LybENk8vqWtAHymXdHh3BBpkjM6WtrU1aWlpSLz8r3X+Hzp3/UdmqOd3/7756VZeMG/1mrtuc8CcAAABgk66gJF1Byitqp1yeC4Q/AQAAALDi9UyFbvovyYwlUcuOug3K1Ws70Vf0XLdHlu2dZNlJLS6nyjLkSeVisTxXfL+XTepUaxvX56RrPx/b0hWTPhQ1e1s9tV8aeFE7HmYqAAAAAFhhUAEAAADACtmfkJikwjOYxkUcSS78Rh+EC5V9jn6GqNL4rlwzaax0bFgrT9x3Qa4zEcXR/XfoX14Ymkn2p0/svjTXbc5MBQAAAAArXr+oDQAAAKQpyCClbFCAlLIMKpAYm6lYwgBgK2ofos/BFd8zHK2ZNDb8XJkBbPmUceHnIbNWhJ/VhRKbF62selzCXt2L005Rs1k2L1opHZ3rolcOdY9BBQAAALAJKWXj4Z0KAAAAAFaYqQCAGAjdgI7v/aHWooeDp88NP3eq+8yXqj+34Xs7FUWcBRE7gw2uqoMCY1ABAAAAbNIZ9JLOIN1gnk5vFniIj/AnAAAAAFaYqQAAAAA26ZKSdKX8/927JP9TFQwqACAGNcWmGm8OP/EODHxEv0SREP4EAAAAwAozFQAAAMAmrFMRD4OKAmNaFXmTVJ/VrRisHl8Vp6xaaTl7qocrUVfO1a2SXMTnhe+rPUe9Lq76eD1+byT5XIhKLaMe2x7FwqACAAAA2CSblLL5f1GbdyoAAAAAWCkFgT9Do/b2dmltbZXxMlEaS72zrg4iKsLUbZ5CQ5IMrUnq2iXZB4rQn5BfNv0v7bA36NlcizhhUS6eWybnoKtrJdM6dQQbZI7MlLa2NmlpaTHapwi6/w793XMjZMvmhlTL/mBVpxy716JctzkzFQAAAACsMKgAAAAAYIXwJxSCL6EyUeuRVNYRwi0AAEmp9/Cn3z63q/RLOfxpzapO+fxeL+a6zZmpAAAAAGCFlLIAAADAJqSUjYdBhScIX7HjS3agqCFPNgtyqUz7TJoZbWplI3FxvVxkeRExq2tS968vYXwonjh9qwj9sQjnAOQF4U8AAAAArDBTAQAAAGzSJb2kK+X/794l+Q9/IvsTAAAAQvWe/en2Z3fPJPvTCR97wbjNhw8fLq+++upmP//P//xPufbaa11UsUfMVAAAAACbdAYl6QxKqZcZxZNPPimdnZ3hf7/wwgvyyU9+Uj7/+c8nXTVjDCoAAAAAD7S3t5f9d1NTkzQ1NW223aBBg8r++wc/+IH8y7/8ixxyyCFO61cLL2oDAAAAm3RKr0z+iYgMHTpUWltbw3/f//73e6zv+vXr5dZbb5VTTjlFSqV0Z1hUzFQAAAAAHli6dGnZOxXVZikq/f73v5eVK1fKSSed5LBmPWNQAQAAAHigpaUl8svxP//5z+XII4+U7bbbzlGtzDCoAAAAADbpCnpJV8oranfFTMb66quvyoMPPij33HNPwjWKjncqAAAAgBy6+eabZZtttpGjjjoq66owUwEAAAB0U1+cTq/M6DMVXV1dcvPNN8vkyZOlsTH7P+mzr0GCGkaPDD93zl/obB8gr+jv6VozaWz4ud+MxzOsCXyU5v2o9kUV/TIdPHvhwoMPPiivvfaanHLKKVlXRUQKNqgAAAAA6sGECRMkiPkuhgsMKgAAAIBNuiT6CtdJlJl3hRpUxJlSZBoS9YT+ni5CS+qTaahLmvej2hd1oVAiIsunjAs/D5m1Ivy8akT/8HPzopVV9416PvUUEpTl+Zm0s7qNiEjQuU5kgdNqoYAKNagAAAAAbHRJL+lK+UXttMtzIf9nAAAAACBTuZ+piDN9qk79qtO46v6646o/V6eD44Q5JHmsuOUWfcoZgBuV4RI8Sz7ke1vU+o4ZPH1u+LlT3We+VP25jSTbie81PZP2qNymM9jgqjq50Bn0ks6UF79LuzwX8n8GAAAAADLFoAIAAACAldyHP8Why1yh0k0Xlv18hD6DBgAASAchT0hSl5SkS9JOKZtueS4wUwEAAADASl3OVAAAAADV8KJ2PLkfVJhkbDLdJyrbLE1qPdTMGq6RcaN+cb3SpWaaK9pCePQfe2nej7oF74rWL33Fsxf1IP/DIgAAAACZyv1MBQAAAJCUTuklnSn/f/e0y3Mh/2cAAAAAIFOFmqmIE6dIbKMd2i9fuF7pIl4dtaR5P9IXs8WzN1+6gpJ0BSmnlE25PBeYqQAAAABghUEFAAAAACuFCn8CAAAAbHRl8KJ2VwH+P3/+zwAAAABAppipAAAAADbpCnpJV8orXKddngv5PwMAAAAAmWKmAgAAANikU0rSKemmeE27PBeYqQAAAABghZmKOrFm0tjwc/OilVW3YXGefGkYPTL8HOfa2e4P/9TLNY1znj62jfpcVhenU+uqclHvyrKyapskr0/UY/nYN4A8YlABAAAAbMKL2vHk/wwAAAAAZIqZijqhTq13ZlgPJMd2mp5p/uKpl2sa5zx9bBv1uaxKs66+tEuS9Yh6LF/aAP7olPRfnC7C32bMVAAAAACwwqACAAAAgBXCnwAAAIBNeFE7nvyfAQAAAIBMMVMBAAAAbNIZ9JLOlGcO0i7PhfyfAQAAAIBMMVMBAAAAbBJISbpSTikbpFyeC8xUAAAAALDCoAIAAACAFcKfAAAAgE14UTue/J8BAAAAgEwxUwEAAABs0hWUpCtI98XptMtzgZkKAAAAAFYYVAAAAACwQvgTAAAAsEmn9JLOlP+/e9rluZD/MwAAAACQKWYqAAAAgE14UTseZioAAAAAWGGmAgAAANikS3pJV8r/3z3t8lzI/xkAAAAAyJTXMxVrJo0NP/eb8XiGNcmPhtEjw8+d8xdmWBMArnCfo15F7fvcK0B6vB5UAAAAAGnqDErSmfKL02mX5wLhTwAAAACsMFMBAAAAbEJK2Xi8HlTwHkV0xIwCxcd9jnoVte9zrwDpIfwJAAAAgBWvZyoAAACANAVBL+kK0v3/7kHK5bmQ/zMAAAAAkClmKgAAAIBNOqUknZJyStmUy3OBmQoAAAAAVgo7U6GuoinCyptAveK+Lrdm0tiqP1ez7VU+P6tZNmFg2X8Pnj7XrmIZsekfJu1U65jqtUgz22GS94TNsdI+f7W85kUrw888F1CpK0g/xWtXkGpxTjBTAQAAAMAKgwoAAAAAVkpBEHgz4dLe3i6tra0yXiZKY6l31tUBABREVqFGRURIYfF1BBtkjsyUtrY2aWlpybo6qen+O3TyQ/8ufbbqk2rZ61evl18e+ptctzkzFQAAAACsFPZFbQAAACCqLilJV8opXtMuzwUGFQCQoKhhNur27cMbws+usinZZizKim3ITZ6yKyWVkSpO2YSJAYiL8CcAAAAAVpipAAAAADbpDErSmfI6FWmX5wKDCg2mgFF0ujAYF6EvlQuuJXVP+XifRq2Hun2/pCtThY+hTSbyVG/buqr7R+3jtmWnUYZv8pTNKk91hXvLli2Tb37zm/LnP/9Z1qxZIzvvvLPcfPPNMmbMmEzqw6ACAAAA2KQr6CVdQbpvCEQt7/3335cDDzxQDj30UPnzn/8sgwYNkpdeekkGDBjgqIY9Y1ABAAAAeKC9vb3sv5uamqSpqWmz7S677DIZOnSo3HzzzeHPdtxxR+f1q4XF7wAgBh9Dr6BH2Ah85Gu/rPfF746b/R/SZ8uUF7/7YL3cddivN/v51KlTZdq0aZv9fLfddpNPfepT8vrrr8vDDz8sQ4YMkf/8z/+U008/PYXaVsdMBQAAAOCBpUuXlg3kqs1SiIi88sorcv3118s555wj3/72t+XJJ5+Ur33ta9KnTx+ZPHlyWtUtw6ACAAAA8EBLS4vR7FBXV5eMGTNGLr30UhER2XvvveWFF16QG264gUFFPdJNe6aZlccXvk4BAzqEPPmvXp4reTrPPNU1DbSBn4IMVtQOIpb30Y9+VHbbbbeyn40aNUp+97vfJVmtSFj8DgAAAMiRAw88UBYuLB+ULlq0SIYNG5ZRjZipAAAAAEJdQUm6Ul6MLmp5U6ZMkXHjxsmll14qxx13nDzxxBNy0003yU033eSohj1jUJEh3bRnPU6H1uM5A3CrXp4reTrPPNUV8Nm+++4rM2bMkPPOO08uuugi2XHHHeXqq6+WE088MbM6MagAAAAAcuYzn/mMfOYzn8m6GiEGFQAAAMAmeVhR20deDioaRu0iDQ3V8/KK6DMlmWRQqtxOpVvMKmq2CtPsTSZ1Nz2nKPXTqTx+1GOZnHfUc3ZVto7J9qtG9Nfur8sIZJPRS+2XzYtW9rh9rX6m2y6pPhen70elazPdOZgsUhfneWGyv0ldddvHaSOTa2rbn6odR6S8bW3bvFrZy6eMCz8PmbXCqK6unt1J7ZvUtTCph+lxkrrnTcpT9zV9rpr0a92+Orp6mGZ4M/muMLkPoj63TOpQyfRZEHSuE1lgdEgg5OWgAgAAAMhCHl7U9lH+51oAAAAAZMrLmYo3PrG1NDT1lZYlneHP1Kk53VRls5hNdeumG22mGONkciqbGp0f7Vi6eqQROmUSUhD157q2qFW2dn/NdUwqFEXti6Ztpp1yNuizccpT6drGJuQsat+yDa3THUs9ju6YJudsGp4Vta/oyjPpr5XhILrwmKghdGp5qyKGKZk+V8vqGvF5oWs/05Ank+NGfT6ZXPeooS4i+nvbpK5Rv4tMnztRv2d0oj4jTEONknwux61HrdC/sp8r32VJPbd0TJ8Xum026wfBhh73L7KuDBa/S7s8F5ipAAAAAGCFQQUAAAAAK6UgCIKsK9Gtvb1dWltbZbxMlMZS76yrAwAAUHc6gg0yR2ZKW1ubtLS0ZF2d1HT/HXrU/adJ7y37pFr2hg/Wyx8/9bNctzkzFQAAAACsePmiNgAAAJAFUsrGw6DCAduF3BBdUm1uu1iWj9fbRX9M8pi+3y9Fq5/v55MG2uBDaTzD8tTeWdbV1eKwQFoIfwIAAABghZkKAAAAYBPCn+JhpgIAAACAFWYqkJkk40STijO1WVm6ki9xsC7KTvKYvscO+1IPVVKroderNN+7yrOoK3tHXancRzbn6apsV+XVU1+OipmKeJipAAAAAGCFQQUAAAAAK4Q/OeB7OIcvit4eRT8/F2gzM7RTdorW9rXOx+Rci9YeOkU8zyKeU1ICEemSdMORglRLc4OZCgAAAABWmKkAAAAANuFF7XgYVDjG9CIAAOhGWDSKikEFAAAAsAkzFfHwTgUAAAAAK3UzU+FiutH3Kcw06qcrI8uyXeyb5PlEbTNXbakeVyeNfh11gS1VUtub1impumb57IhaP1Np9mWT48ehHmvNpLHh534zHndSD90+q0b0Dz83L1ppdKwo9ajV9ibnrRO1/U3voaT6iu6YrvprUosHAnlRN4MKAAAAoCeEP8VD+BMAAAAAK6UgCLxZb6O9vV1aW1vlsFHnSmNDU9nvfJkW1E0N206fphmOE6dOOi6uS5xzc9F+RZ+WdjHln2R/twkHcXVNbfqZiTj93fZYLtiEq/kSJpa2pELu0nieub4uSYY/JVWPLMN44/SNqM+IymN1BBtkjsyUtrY2aWlp6fFYRdH9d+hB954pjVs29bxDgjo+WCePHXNtrtucmQoAAAAAVhhUAAAAALDiZfjTeJkojaXeWVcnVXma5s9TXQEAQDT1Hv504MyvZhL+9NeJ1+S6zZmpAAAAAGCFlLIAAADAJl1Ski5JOaVsyuW5wKDCE3kKI8pTXQEAAOAegwoAAABgExa/i4d3KgAAAABYYaaiYMjMBNQv7v/iibqQoI/ol/7jGiEJDCoAAACATYKgJEHK4Uhpl+cC4U8AAAAArORmpsJ2ak63f1JTyyb1qyzLpIykpiRNzlO3jek+cY4VpSzT8mx+bitqP3AxzRynn0U9btptlrY065RkeEuWfT+qpO6VvJ5Pre2ibhNVnDazuRZJftel+fx01Z9s7k3T54Uv90Ve8aJ2PMxUAAAAALDCoAIAAACAlVIQBEHWlejW3t4ura2tMl4mSmOpt7NyfJkW9H0aN+r+SYVb1Mv1wUY+tnNe+2ye0GbJoS2z5WP724YOdgQbZI7MlLa2NmlpaXFTSQ91/x26z++mSOOWTamW3fHBOnn62Om5bnNmKgAAAABYyc2L2gAAAIBrQQYvahchpazXg4o1k8aGn/vNeLzH7eNkHLKZIrQN99Hts2pE//CzyXmbHN92f5NzSirDTBqhWq6Pk6Q0si6p0m4/H7NTpZnd5uXp+4efd54yL1I9TWW5gJqL/usqe5HrOmWZAdBWPWbrMtk3zv5R2T5XbZ5bQBReDyoAAACANAUikvYbx9684GyBdyoAAAAAWPFypqJh1C7S0NAUOfQnyQVzoob76H4eZ9oyaqiXqyn0NDPgxAnPcH1Ns2wzm59XMgmni7ogpG2Yg00ZUafy44QpugjR0JU98mfvh59XRQz5rDxWUgtTJtn3oz4/XXFdnqvj+xLGktRCfbZ1TerezGpfkfQXpsxTmB3yzctBBQAAAJCFLilJSVJeUTvl8lwg/AkAAACAFWYqAAAAgE2CoJR6itcipJStyxW1UZ+IGQUAoGf1vqL2nr89Vxr6pbuidueadfK/n78i121O+BMAAAAAK4Q/AQAAAJt0BSUppRyOlPYK3i54OajoTilLiAqSRH+qH4S6AQCQLi8HFQAAAEAWgiCDFbW9ecM5Pt6pAAAAAGDFy5mKzgUvSYnsTwA8RogVABQTKWXjYaYCAAAAgBUGFQAAAACseBn+BPgmyVAXwmbcS6NduXYAUEyEP8XDTAUAAAAAK8xUAAAAAJuw+F08hRpUmIaVqNupCGeIrl5CeZI8tyK3UxxR+5CLPlf5TNAd10Vd076HinDP2p6D6zYoQhvbol+7F+dvnnppG2SD8CcAAAAAVgo1UwEAAADYYEXteLweVJiEKem2qXWsqGELurKjlmUbYpFUKMWaSWPDz/1mPJ5Y/dKQRuhLteObXtOk9o96br5Pb9fqW1H7mYu2sQ0dMKlr1PMxvR+j8r1/mNTP9hxct4GPbZy2tNugHtvc9JzrsW3qwbRp0+TCCy8s+9nIkSPlxRdfzKhGng8qAAAAgDRtnKlIO6Vs9H1Gjx4tDz74YPjfjY3Z/lnPoAIAAADwQHt7e9l/NzU1SVNTU9VtGxsbZfDgwWlUy4iXg4qGUbtIQ0OTrBrRP/yZGqajihMKZcJmujBOiIXNcaNuY9KWtmW44qLsqO0aJ9TIVZ9I+jiuVNbPNiTJpmwX+9tsQza6+jpXAP7LcvG7oUOHlv186tSpMm3atKr7vPTSS7LddttJ37595YADDpDvf//7ssMOO7iuqpaXgwoAAACg3ixdulRaWlrC/9bNUowdO1ZuueUWGTlypLz55pty4YUXyr/+67/KCy+8IM3NzWlVtwyDCgAAAMADLS0tZYMKnSOPPDL8vOeee8rYsWNl2LBhctddd8mpp57qsopaXg4qOhe8JKVSb+k3P+J+NabQs1pUKw5CAfzG9bFHG36ItojOl2c1gGIKNv1Lu0wb/fv3lxEjRsjLL7+cSH3iYPE7AAAAIMdWr14t//d//ycf/ehHM6sDgwoAAABgk+4XtdP+F8W5554rDz/8sCxZskTmzp0rkyZNkoaGBjn++OMdtUrPvAx/6s7+FHWRMNOFyNTF31S1FoKLWl5P+5run9RCfXEWbzOpR9SFwVRqdq/mRSuN6hf1nJJqA5OFBEX056GyWdzQ5DimdTJdBLGnupowzf7k4p6I08Y2C95FPYckQ3mSehYkufCjDdtFS5Nq57T3NbmOJvdvnOvgog9FLTfOd6UqqXvW5Duq1v6unwtJXmvCCPPn9ddfl+OPP15WrFghgwYNkoMOOkjmzZsngwYNyqxOXg4qAAAAAFT3m9/8JusqbIZBBQAAANAtj29qe6AUBHEWBnejvb1dWltbZbxMlMZS76yrA88xdQsAQPI6gg0yR2ZKW1ubUXrTouj+O3SnX35bGvr1TbXszjVr5ZXJl+a6zZmpAAAAALplsKK2pF2eA2R/AgAAAGAlNzMVrjKkpJkFJE4ZOjZlq1lD1IwWlXSZL0yksdhgPYY8mWQZiXOstNtSLVvtZzZZbAiHs8vK42P72WQisi3P5FjLp4wLPw+ePtd5eUkxzbTkSz+w4ctzTpe5yyRjINIXBBv/pV1m3jFTAQAAAMAKgwoAAAAAVnIT/uTLtKAv0+42TBeaU0NRVmkWWrIRZ4GtqAvsuWjLNBYr04UE6X5e65i6OvpyT5X1R+XnZec6v+fjuFigsdY+UaVxj9scN8k6RV1kzKSP2t7jLtp/yKwVHx4zxv5ZhajV2jfJNk+KzXm7/g6oVYbu5+qzW9dv8hqyWBRxVrhOosy8Y6YCAAAAgJXczFQAAAAAzgWl9FO8FmCmolCDCtOpQNfThHGmJKNOb67RhCPpfh4nK4z6u6ghT66m6XVZg9QQGl3YjG0YTLV91fYWMQtJUvfX1aNZlO3Vn6tZuAyPGbUPRQ15iJqhp6ff9VRG1LC5LEMHkjo3keihb7o+YVInHdPjmLRn1IxecbZxkTVMV55t1j6bNrO5Z2s9L3THitpmlc/JbrqsgnFC2kyY3EO649vWKWr7JXUP1eJLeBuKg/AnAAAAAFYKNVMBAAAA2GCdiniYqQAAAABgpRQE/oyN2tvbpbW1VcbLRGks9c66OoVFGjq9emqbejpX1Ke89vG81jtttJM7HcEGmSMzpa2tTVpaWrKuTmq6/w4d9tMLpFe/vqmW3bVmrbx6+vdy3ebMVAAAAACwwqACAAAAgJVCvahtmybP9FhxmabVdD2Nqx5/+ZRx4efB0+dq93GRZjDJc1ZTFpqkKTQpW3fMOCt+q5JKg6or1zTNbRorzZrIa9iCeu+oKyurXJ2bLh2wjk2f0x1HTc9ZWQ9fUvpGPW7UdnWlLF22JP/sVZmm5HVxveJ8/5ik5Dah68tR76c49UgqnXcchIyZYUXteJipAAAAAGClUDMVAAAAgDVv0hjlR6EGFVmuom3CdHVodRVoF9Rya00560RdATTqNHOc6dmyYyUU6qELeVKZrl5da58odTJR2a6+hKKoXISJpR1+p947nTW2c6Gsbxpsn1SfU7evDMtZZRCCaFN2kn1UdyxXqyxHZfLsUdnUo9YzLGo4o+nq8N3UsME491BS1yKNUDe1rkmFCsY5f1++A1BMhRpUAAAAADZ4pyIe3qkAAAAAYMXLxe8OG3WuNDY0WU3T2WZnQHZMp2Hrcbo2zjn73k5JTu0XWRHaw0UoXhGfF3mqqyrLUEsfwzx1bPq4yiTEzLSMSvW++N3QG6dKry1SXvzun2tl6f+7MNdtTvgTAAAA0C2Q9F/U9uZ/8cdH+BMAAAAAK16GP42XidJY6p11dWDAl+lkoAjSyHDkozRCV/LUHkhO0a57WiGwdR/+dMO0bMKfvjwt123OTAUAAAAAKwwqAAAAAFjx8kXthlG7SENF9ieT7AdrIi6+JCKy8LQBVX8+8mfv91hG+/CG8LO6iI9KXezt6z+8TVuPK//7xPBzkovCVaM7h46D2sq22/rWrXqsk+4aqef96LU3hp//5c4vh593njIvQq03pytPFXURqeVTxoWf1Wuq9pNa9Y66WJRN5g+bY1bSnXfUY73+u9Hh57WvNYef1ftJpPx66a6RiwwpUfetVSf1HNT7aPUOXVWPc/ABH65q+dap21U9fpJhPTaLy+ksmzAw/Fz5zNM9S/vusCr8vP2x1Vf2NM3i103trx//wvPh5yeW7VC23X5DXgs/v3Vq9ePqrq96rmoZL1+2W/jZdtG0qPe2DdvvyqQWrEyqLNOyoy7KGvU7oxa1nVVvHPzhegTqc0HXt0yehZVl6fqm7vtffW7ZfjcXAi9qx8JMBQAAAAArXs5UAAAAAJlgpiIWL7M/xV38rmhZHupVrevo4hpn2W/iLORYTa1QA3VqP2q4houQOxGzkCedot3bcRZvU9m0h4tjuqqH7/dp1OPYHkt33DzdH2nXW30OZfUstGUaYmbbTzs618nsBVfkOhNRHGH2p+syyv70n/nO/sRMBQAAANAtKG38l3aZOcc7FQAAAACseDlT0bngJSnVWPwuTjaXpDKhRJ2ON50y1U3LJpU1w3bBHJMyou5rkoGk1nVMM3OKTpx+FvVaRO27lZmwykKNIh3JrL1NsiNVXl+T49bavydR61qr7KjZ2KJmldHdE7XCM5LKGhY15C5OuIVpn6i2Tb/qyaKM2fQDF98ZrhY0tAkhjHMdTbY34WrxNl1dbUKeTLdLqm9F/X6sPKZu/zyFxyF/vBxUAAAAAFkIgo3/0i4z7wh/AgAAAGDFy+xP42WiNNYIf8pSkiFPAAAAPiH7U6ts/5MLM8n+9Pp/Tc11mzNTAQAAAMAKgwoAAAAAVrx8Ubth1C7S0NCk/X2S2Z+WTxkXfh4ya0XV7U0ysuiyPMRZbCepxf1ss3WYZJ8wyXpjks2qMmNRtX1r7a9aNmFg+Hnw9LlV93XRriL681DbzySzkEnmDttFkJLKupTk/ehqkbGox4yawUm3b5IL++n6RNR7TVeebWin68X5omYME4me9cYmw1mc55zJd4KuDUwyBsbJzKaK+rxxnZWs1v5JZa0yuXa1rltSWQldZBKsxeT7vq6wTkUszFQAAAAAdWLp0qXy+uuvh//9xBNPyNlnny033XST1XEZVAAAAACblIJs/qXlhBNOkIceekhERJYvXy6f/OQn5YknnpDvfOc7ctFFF8U+LtmfkBlfsmT5Ug8AQDw8x5PVEWyQOTIz15mI4uj+O3Tojy7KJPvT0rO+m0qbDxgwQObNmycjR46UH//4x3LnnXfKX//6V5k1a5Z8+ctflldeeSXWcb18pwIAAADIRLDpX9plpmTDhg3S1LTx3eUHH3xQjjnmGBER2XXXXeXNN9+MfVzCnwAAAIA6MXr0aLnhhhvk0UcflQceeECOOOIIERF54403ZODAgT3srWc1U9HZ2SkffPCB9OvXTxobPzzUP//5T/nhD38ozz77rAwfPly+8Y1vyHbbbWdTFHJMNy3tyxS1L/VAvhBuAfiDexAwd9lll8mkSZPk8ssvl8mTJ8tee+0lIiL33nuv7LfffrGPazWouOiii+Tiiy+WOXPmyL/+67+KiEgQBDJ+/Hh56qmnJAgCKZVKcs8998izzz4rAwYMsCkOAAAAcKvgKWXHjx8v7777rrS3t5f9bX7GGWdIv379Yh/XKvxp9uzZMnjw4HBAISJy3333yZNPPim77LKLXH311TJhwgR5/fXX5ac//alNUQAAAAASEASBPP3003LjjTfKqlWrRESkT58+2Q0qFi9eLLvuumvZz2bOnCmlUkluu+02+drXvib33XefDBo0SO6++26bogAAAAD3goz+peTVV1+VPfbYQyZOnChnnnmmvPPOOyKyMSzq3HPPjX1cq/CnFStWyODBg8t+9te//lWGDBki++yzz8YCGhtl//33l3nz5hkft3tF7SRjJIl/dsOkXWlvM65Wk6b93aBd/ZNG38/Td0mSdU1qRe28qpfzRH0466yzZMyYMfLcc8+VvZg9adIkOf3002Mf12pQ0djYKB988EH43++//7689NJLctxxx5Vt19zcLG1tbTZFAQAAALD06KOPyty5c6VPnz5lPx8+fLgsW7Ys9nGtBhU77bSTzJs3T7q6uqRXr17yhz/8QYIgkIMOOqhsu7ffflsGDRpkUxQAAADgXsHXqejq6pLOzs7Nfv76669Lc3Nz7ONaDSqOOeYYufTSS2XixIly+OGHy2WXXSYNDQ1y9NFHh9sEQSDPPPOMjBo1yvi4nQteklIGK2r7Mr1pMs1sIo1zcF1GPYXyRD23OKl6bfq4uu+qEf3Dz/1mPB7pOJXHUmV1fW37mUm7Rm37Wve72v7twxvCz0NmrYhUhml51dj2MxfPMx+febXawuQ+sLlXfGwPV3x7pvgkzrMn6FwnssBlrZClCRMmyNVXXy033XSTiIiUSiVZvXq1TJ06VT796U/HPq7VoOK///u/ZebMmfLHP/5R/vjHP4qIyLe+9S3ZYYcdwm0ee+wxeffddzebvQAAAAC8U/CZiiuvvFI+9alPyW677SZr166VE044QV566SX5yEc+InfccUfs41oNKlpaWuSJJ56Qu+++W9566y3Zd9995ZBDDinbZsWKFXLWWWdt9p4FAAAAgHRtv/328txzz8mdd94pzz33nKxevVpOPfVUOfHEE2WLLbaIfdxSEARpj8W02tvbpbW1VcbLRGmsEf4UJ4TDRXhCUuX6clxfMqfUCotQ91kzaWz4OU4ITh75GKKnQ9hBttdr+ZRx4WebsKi0qfVuWfJhzK/JPV5P4ZI+PguiPtNtv79dZ6SKU++iPBs7gg0yR2ZKW1ubtLS0ZF2d1HT/HTr08oul1xZ9Uy27659rZek3zk+lze+44w45/vjjq/7uG9/4hlx++eWxjmu1TsUnPvEJ+eEPf9jjdldccYUcdthhNkUBAAAAsPSVr3xF/vznP2/28ylTpsitt94a+7hWg4o5c+bIiy++2ON2CxculDlz5tgUBQAAAMDSbbfdJscff7w89thj4c/+67/+S+666y556KGHYh/X6p0KUxs2bJBevczHLz0tfmcydaiGxoiUT51HzbjhaqrSZprURXaaWplJkmoD24wlap0IefKD7r5xFaao217NiNS8aGWP+9bKsGMTYpH2s0NX9uDpcz/cIWKmpajlxt2umrJ6Gxwz7fvDpo8mWT8X3wFp1CNO+HHU78GkMp/FaaekrotttjjbY9V79qdSsPFf2mWm5aijjpLrrrtOjjnmGHnggQfk5z//ucycOVMeeughGTFiROzjpjKoeP7558tW7AMAAACQjRNOOEFWrlwpBx54oAwaNEgefvhh2Xnnna2OGXlQccopp5T992OPPbbZz7p1dHTIP/7xD3n22WflmGOOiVdDAAAAIC0FTCl7zjnnVP35oEGD5OMf/7hcd9114c+uuuqqWGVEHlTccsst4edSqSQvv/yyvPzyyzX32W677eSSSy4xLqOnxe9MpgttQ2NsFqeKGoZhWp6ubHVfm8wpceqk1mPZhA9no9RsM1GPqVLPp9IQiT+drx5XF24Rx+u/G13159sfOz/ScdR2XXjagPDzzlPi1avacW1CINRrPVg5tTjHTGqhNLWPb75OaO1jqvesiEizQd+K+nPbMAddG9gcN+oCdKaihqi+98XVVbfZ+tatws+6Z1itsmwyxMVZXLLavmULRRo+BpIKuUs7NEz3/aN+D7papK4y5Lla2UmFS1XSZVore04q3zNxwpF72jdO+HKtY3UGG6rug/x65plnqv585513lvb29vD3pVIpdhmRBxU333yziGxcKfuUU06Rgw46SE499dSq2/bp00e233572X///aV37/RXyAYAAADqnc0L2KYiDyomT54cfp42bZrsv//+ZT8DAAAAUF+8XvzOZuo2zrS+TfaYOPXwfYE916Jm4ar1O1/O28XUvo/nmSVde0QNf6h1b5aFrGgyx9ks9BUn81vUTFdRzyHJBULTXEi0VoiTD+FCtY5pk4kw7UXnou7vS5ZFXZ2SbLOknvsm9TMN6YvatpWhxp3r1sqCa79dt4vf7XBZNovfvfbN+Ivf/eAHP5DzzjtPzjrrLLn66qs3+/2//du/yS233CItLS3yb//2bzWPdc8990QuXySl7E8AAABAHpQkg5SyFvs++eSTcuONN8qee+6p3aa1tTV8X6K1tdWiNL1Ig4pf/epXIiIyadIkaW5uDv/b1Je+9KVI2wMAAAD1or29vey/m5qapKmpSbv96tWr5cQTT5Sf/vSncvHFF2u3634nuvJzkiKFP/Xq1UtKpZIsWLBARowYEf63qc7O2jlZuqedDht1rjTWWPxOZRrm5GJqNcnFaVxzNd1PaA4AlPPxuWgbuub6nHxss3rWEWyQOTKzbsOfhv3gEunVN+Xwp7Vr5dVvfWezn0+dOlWmTZum3W/y5Mmy9dZby/Tp02X8+PHysY99rGr4UzVvv/22LFy48X4bOXKkbLPNNnGqHoo0U/GlL31JSqVSOG3S/d8AAAAA7CxdurRsIFdrluI3v/mN/P3vf5cnn3wyUhnt7e1y5plnym9+85vwf/g3NDTIF77wBbn22mtjh0dFGlSoa1RU+28AAAAA8bS0tBjNDi1dulTOOusseeCBB6RvxFmV008/XZ555hn5wx/+IAcccICIiPztb3+Ts846S/7f//t/8pvf/CZW3XOT/UkVdWElEfvF8Lq5WrgnKUlOIaedCaUIin5+1RQhhM40y1hS2/h4b0Ytt5Iu25TJ/qbZnPLOtp8BtkyfHXUf/vT9jMKfzvuOcZv//ve/l0mTJklDQ0P4s87OTimVStKrVy9Zt25d2e9UW265pdx///1y0EEHlf380UcflSOOOEI++OCDWOdA9icAAAAgRw477DB5/vnny3528skny6677irf/OY3tQMKEZGBAwdWDXFqbW2VAQMGxK5TIoOKdevWyVNPPSXLli2TtWvXarcj+xMAAAC8Fmz6l3aZETQ3N8vuu+9e9rMtt9xSBg4cuNnPK51//vlyzjnnyK9//WsZPHiwiIgsX75cvvGNb8gFF1wQrSIK6/CnH//4xzJt2jRpa2vrcVvT7E/d4U8AAABIV92HP12aUfjTt83Dn6oxzf609957y8svvyzr1q2THXbYQUREXnvtNWlqapJddtmlbNu///3vxuVbzVT8+te/lrPPPltERHbddVcZNWpUXXU+AAAAwAdz5swx2u6zn/2sk/KtBhVXX321lEolufnmmwltAgAAQO6VggxW1E6xvKlTpzo5rtWgYsGCBbL//vsnPqBoGLWLNBgufmd8zIgL+mS1AFCSXNU1T23gO9/b0pf6JVWPop1P3srW1UPl430AuOLL/Yj6snTpUimVSrL99tuLiMgTTzwht99+u+y2225yxhlnxD5uL5tK9e3bV4YPH25zCAAAAMAfQUb/UnLCCSfIQw89JCIbX9A+/PDD5YknnpDvfOc7ctFFF8U+rtWgYsyYMfLSSy/ZHAIAAABASl544QXZb7/9RETkrrvukj322EPmzp0rt912m9XC1lbhT+edd54cfvjh8uc//1mOPPJIm0OV6VzwkpQSzv6km1ZM6uc+clXXPLWB73xvS1/ql1Q9inY+eStb5Us9gCxxH3gqByllbWzYsEGamppEROTBBx+UY445RkQ2Jl168803Yx/XalDxL//yL3L++efLpEmT5Gtf+5p85jOfkR122EF69ao+AdKdtgoAAABA+kaPHi033HCDHHXUUfLAAw/I9773PREReeONN2TgwIGxj2s1qBg+fLiUSiUJgkCuvPJKufLKK7Xblkol6ejosCkOAAAAgIXLLrtMJk2aJJdffrlMnjxZ9tprLxERuffee8OwqDisBhU77LCDlEolm0PAI5XZWHyclvU9Y4xNJg+bfddMGht+7jfj8Uj7Ih9c9/2o/c/0eeFLJj2b8/Pl+ZJX9dSWtvdRlH3j8OV+9F3RU8qOHz9e3n33XWlvb5cBAwaEPz/jjDOkX79+sY9rNahYsmSJze4AAAAAUtbQ0FA2oBAR64yuVoMKAAAAoFCC0sZ/aZeZc1aDitdeey3S9qYvancvfqeKOrVuSzclqbNqRP/ws2n4iUnd1bAWlVqGyXFMtonTfupxt/35G+Hnv9+5R/h58PS5sY+ptquIyBsHf3jT7TxlXqTjql6evn8ix6nsJwtP+3DUP/JnyfRNk7rW6nNqH2of3hB+trku6rV+Y/9VkY5TeSxVmtPuah2WTSh/MW3IrBVV97EJaVP7snodWpZ0hp+bF63UHksXqhCV7lmg1q9Z3DwvdPu7WNywVnkmbK61qvyZ8H7kMkzCVdT+q/Zd22e6yfeJWrbal22eNab1U5X1X+U+chEeWKnWNe6JSRtXfg92U8+zchvdd4LJ/dwweqQEnetEFlTdFNBK5EVtE7yoDQAAABSTkxe1u7q65M033wwHEcOGDbMpBgAAAEhHwdepcMVqRe0lS5bI4sWLN/v36quvypo1a+Tee++VYcOGyaGHHiqLFy9Oqs4AAAAAYvrqV78q7733XqLHLAVB4HRs9Nxzz8l+++0nP/nJT+SMM86ouW17e7u0trbKeJkojaXeRnHDpu8ymLyb4IuoMa0qdXv1nHWx2rXiTU1ieU2OldQ7H3EklT7P1TsAPrxbUIvJPZhkG/hy3nCDa50dH1P4+linIor6/mbzopXS0blOZi+4Qtra2qSlpcV5HX3R/XfoTlMvlV59+6ZadtfatfLKhd922uavv/66bL/99iIisvXWW8uzzz4rO+ywg+yxxx7ypz/9SYYOHWp1fKuZChN77bWXjBkzRm644QbXRQEAAACoYtddd5Vhw4bJCSecIGvXrpWlS5eKyMbIow0bNlgf3/mgQkRkyJAhsmjRojSKAgAAAFBh5cqV8tvf/lb22Wcf6erqkk9/+tMyYsQIWbdundx///3y1ltvWR3fefhTEAQyatQoeeutt+T992unWqsMfwIAAEC6OoINMkdm1m/403czCn+6yG340z//+U/ZYostRERkwIAB8vTTT8ubb74phx9+uOy+++4yf/58GTp0qCxcGC880Onid++++66cf/758tJLL8mECRNcFgUAAABAo3///vKxj31MDjzwQFm/fr3885//lAMPPFAaGxvlzjvvlCFDhsiTTz4Z+/hWg4qddtpJ+7tVq1bJe++9J0EQSJ8+feTCCy+0KQoAAABwLxApFTCl7LJly+Rvf/ubzJ07Vzo6OmSfffaRfffdV9avXy9///vfZfvtt5eDDjoo9vGtwp969ar9SkafPn3k4IMPlosvvlj222+/Ho/nU/hTvWaJcCGNtszqelVmRypCXyly3y/yueWNTQa2tK+dL9ni0maTwUm3IrTtatc2WQmjXkc1I5JppsioGfNs+kqSK8hXqvvwpwsulYaUw586166VV77nNvxJNWDAAHnkkUdkwYIF8qUvfUkGDx4sb731luy3337y8MMPxzqm1UxFrbUn+vTpI4MGDZLGRqcRVgAAAEBy6mTxu9bWVjnuuOPk1FNPlb/85S/Sr1+/2AMKEctBBStlAwAAAPnyv//7vzJkyBAR2fj3fO/evWXw4MHyhS98IfYxvZxGaBi1izQ0NBlNEapqbW8yBWpShouF3yq30y3oZ7KNyfFVpm1mw2ba3LQOSdXV9/CYOH036nlEvVfiXDuTe82GSduYtlmce6faNiZlu3qG2dyDpvUzoe6f1PNdfRa2D28o22fw9Lk9lhG1/yb53Eqz/U37YtQ+a1Jes/R8D5r2/aRCh3T1UOm+fyuPn9RzMsm/QWzaZvmUcdK5bq3ItTN73Bb5pS5098ILLyRyTC8HFQAAAEAm6iT8KWmpLH4HAAAAoLicL34XhU/Zn4omztS8mvnCNmMHAABIDtmfktf9d+i/fDub7E//d2l62Z9cYKYCAAAAgBUGFQAAAACseP2ito+LHak/XzZhYPh5yKwVVY9TK0tTmgsqxclSooY86eqh299k0SDbbCkqm/6Rdj9Lqrw4beH6XH3PnhVHmn3ONMNMUvWIysfra1qnrMI5a9UvqTr58l2pKtpCpz6Kkw0saqY1IApmKgAAAABY8XqmAgAAAEgVKWVjqfvsT0ktiBSnrDxNcSM7XHczSS5K5gNXi1HCjbz2s6LzJTTMdoHctNV99qfzMsr+9P18Z39ipgIAAADYpBRs/Jd2mXnHOxUAAAAArHg9U2ETzpDkojAuMvRU/i7qeaQR6uHDtGzaISBJZjJJaurb1bS5D9c3DUU+N1fiPJtMMsHpMhzlKXRNVydf6qeT9vMiy6xQUctzFaZk0pd97zdAFF4PKgAAAIDUFSAcKW2EPwEAAACwUvfZn6LycTrehun52Ex9+55xw4Qv1zrLBe9chdbp+NjmvtTJhIt6my7O52N4jO/S7GdplJXX+yZPXLZxvWd/2vmbl0pDU8rZn9atlZcvy3f2J2YqAAAAAFhhUAEAAADACi9qR1S0adw4WSyiSnsa3KQMXzKQJJV1pNY2PoZS5Ok+ylNdVS7qXeuYaWbVM2UTCpn2dU+zPF+ewzos/GiGdnGHdSriYaYCAAAAgBVmKgAAAIBugaSfUrYAMxV1M6hQp1NXjegfftYtxmRyHKYe9fKaUcT2+C5CQFwtfpeUIt4HvrQt7GQZCulCnvql7xkDi1BenvoD6kPdDCoAAACAnvBORTy8UwEAAADASt3MVKhTg/3mKz/XbK/LCFIWOiXJZO4xlVSWEl2d4mTcsDk/V1mD1kwaG342CW8zbQ+TbZJa9MukbaJub6ueFjSL2g9s2F67NMMqfAy3qLWQou91jypP9XaVDUx9vveb8XjVbWz6r6t+4iL7WJxFT/N0byN/6mZQAQAAAPSIF7VjIfwJAAAAgBVmKgAAAIBuzFTEwqBCQxdTaPI+hk6Sq4TavO9gEqNfa/9aMczVttGl8I1Tlklcqhpna3KN0k47meRKs75Jsp2SivFNO02wK1Hvu2UTBoafV+/QFX7e6rUPJ6gHT59b9Timz4ikJJV+1Pb9CpuYe1fvz0V99uqoz2H1GVnrmGof+vgXng8/v7H/qqrbpxGXX/aenGabqO+hmWxj+v6CST3ivK/XE9v3En15ziHfCH8CAAAAYIWZCgAAAGAT1qmIpxQEgTen0d7eLq2trTJeJkpjqXfW1fGa7+nf0lhN1fcVW2GG6+KHIqwwDIjQt2w1jB4pHZ3rZPaCK6StrU1aWlqyrlJquv8OHTnlUmlo6ptq2Z3r1srC6d/OdZszUwEAAAB040XtWHinAgAAAICVws5UmGYNWj5lXPh5yKwVPW6vK0OXWcN0/6iZRpJaHdokM5Nt/VytSBx1dfOkVjR1NbWe9kqnSa2GHqfvq2zO1WR13Swl1cYi5Zl4dFmbXEsyG04a95eLrFJJ1lu3T5r9OsmshEmdT606mVyjsmeSkrHR1XeRyuS71sdnlapz/kLpDDZkXY1sMVMRCzMVAAAAAKwwqAAAAABgxevsT0mGDpABIjtk4igGrmNysmzLNMpOauEu27AZlYvwMV+uoyrJ0NM0woXgp45gg8yRmbnORBRH99+hu34tm+xPL/4439mfmKkAAAAAYKWwL2oDAAAAkfGidixeDyp8n2IlHMRMGpmMfFS0c83rOaQd7mNSRpx6JHUeaVzHpMpQQ55Mzr9WuYPna38VW5aLBLrqZ0nuD6C+EP4EAAAAwIrXMxUAAABAmkrBxn9pl5l3uRlUmCyqoy7eFmfaVj2WTvvwhvCzSQYRHxdysjmmLdvMJCZZZVws3hRH1HPN8nqlvfCeDZtQI9vzSWqhxDh934d7OMn2s1mMUvfcr7WP75mMbMKcbI6ftjhZq2zu4ajfGXH6qEk/022vO26Sfy+YlI38uf766+X666+XJUuWiIjI6NGj5bvf/a4ceeSRmdWJ8CcAAACgW5DRvwi23357+cEPfiBPP/20PPXUU/KJT3xCJk6cKPPnO3iBzFBuZioAAACAImtvby/776amJmlqatpsu6OPPrrsvy+55BK5/vrrZd68eTJ69GinddTxevE7lc0UpojIqhH9w8+6jCImx2LqsD7RBwAA9aLeF78b9Z/ZLH634Lpvb/bzqVOnyrRp02rv29kpv/3tb2Xy5MnyzDPPyG677eaolrUxUwEAAAB4YOnSpWUDuWqzFN2ef/55OeCAA2Tt2rWy1VZbyYwZMzIbUIgwqAAAAAC80NLSYjw7NHLkSHn22Welra1N7r77bpk8ebI8/PDDzFT0xDbkRA15inrcIoe7+LgwmOmxVMsmDAw/D5m1IvysC3uzESfzTFJ8ySYWtV0rr9vC0waEn7d75MMITNsMbklRr3FS/UbHNENUVu0Rp342/dR1hrda5bnOymNybrZlqNLsx7WYnnc3V9fXVRlR61G0jF5FVNr0L+0yo+rTp4/svPPOIiKyzz77yJNPPik/+tGP5MYbb0y2cobI/gQAAADkXFdXl6xbty6z8nMzUwEAAAA4FyPFayJlRnDeeefJkUceKTvssIOsWrVKbr/9dpkzZ47cf//9bupnIDfZn1RpLMDkQtrhDGlM+zL9Wo72QJ6YLCqaRtgM900x+HgdXYcdJXlcn9R79qfdvpJN9qd/XP9t4zY/9dRTZfbs2fLmm29Ka2ur7LnnnvLNb35TPvnJT6ZQ2+qYqQAAAABy5Oc//3nWVdgMgwoAAABgk1Kw8V/aZeZdLgcVtlONWU1Vpl1uGuUVcdrXBu2BPNH117QzBXHfFIOP19FFnXw8T8AHuRxUAAAAAE7k4EVtH5FSFgAAAIAVL2cqGkbtIg0N5cuS6xZWUhfhUlUuSpbUgkVJLo7kOlOGmsFFpYY21FqUqNZCV9W2KRqTRb98OX9XdUrqusfJlhJ1ETSbuprWz1V7RD2m6YJ0Jseqtq9uccO0+36Wz16TtrRZQLLWcXX7RG1zk4U6K49pc05R2ybtxVdVaWRBjLron82iopV/C5nct7X6R9C5TmRBj1UotgLMHKSNmQoAAAAAVhhUAAAAALDi9eJ36pTdsgkDw8+Dp8+tur/pgk267V6evn/4ebtHgqrbqNIOj3ER8oBk+RgalSdJhUykfQ/6wpf62YSu+diuOmmH1rgoo1bon4sQMFd1Uv9GaFnSGX6OmslM9/dBrb8vXIdFZnFP1Pvid7ufcak09El58bv1a+WFm8wXv/MRMxUAAAAArHj5ojYAAACQCVLKxuJ1+FOS8jS9nqe6JmX5lHHh5yGzVoSf42TA0TENj0uKT1PZiCbNe9C2n6QZhmmbaUmlZqtRM8/U6/1Rj8/9OOqlnaLe13Eyi6kqM0F1dK6T2QuuyHUoThxh+NPpGYU//ZTwJwAAAAB1jPAnAAAAYJNSsPFf2mXmHTMVAAAAAKzk5p0KkzjKtGPm60m9xLFGZZr60Ca1YBrpKVWuV5P2UZwVvwHf8dxOTj21ZcPokXX/TsUep2bzTsXzP+edCgAAAAB1jEEFAAAAACtevqjdMGoXaWhoirxabllaQld104SALDxtQPh55ynzjPaNGiqT5UrCeZ3udd1mldsnFYLnqr1t0nim0QeySoNqm74VelFTYNKu5ZJ6Ptn2XV/COXXHqkyJWm0bV98HSZ1fUm1sW4/O+QulM9gQe/8i4EXteJipAAAAAGDFy5kKAAAAIBOsqB1LbrI/AQAAwL2OYIPMkZm5zkQUR/ffoXuenE32p/+9Od/Zn5ipAAAAALoxUxEL71QAAAAAsJL7mQqysbiTVdtmmaXEFv0RSYmTzYX+hyKK2q/TzsbEfQdslPtBBQAAAJAUUsrGQ/gTAAAAACu5n6nI01Sj7eI0JotIJbnYUdTFgZJazMp2mlm3IJLJYnQm5+AqPMvVdXRRpyzZ9D/TfbNc3Et3HJPz8/3aRRV1sbJKaS5EFnVRtjj1Y8FAM67uwW6mz4ukvivT/g4QEQk614kscFJUPvCidizMVAAAAACwwqACAAAAgBUWvwMAAECo3he/+9h/XJLJ4nfP/vo7uW5zZioAAAAAWMn9i9oAAABAYnhROxZmKgAAAABYYaYCAAAA2ITF7+JhpgIAAACAFWYqPMQCR/7J80JiPtY9zTr5cv5RF3Lz5VpBj+sFAB9iUAEAAAB040XtWAh/AgAAAGDFy5mKhlG7SENDU65CBOLUac2kseHnfjMej7w/orHpN2lfkyT7uI/9ycW9rdvXl/M3qUecuhJWZcZFG/jYlr5fa9v61WN4cNrXtGH0SAk614kscF6Ut3hROx5mKgAAAABYYVABAAAAwIqX4U898XGaM06d1JAnlY/TuyZ18n3aPU/qtf1sztuXNtPdB+rPV43oH35WnwNx7iFXYVVFk2YbZPks9P1am9Sv8vvGx3DGNGXRhzqDDamW6R1e1I6FmQoAAAAAVnI5UwEAAAC4wIva8Xg5qOhc8JKUSr3LfqYLvynbL8EpwqjT1yYhD0mGM6StCCEWvtcvbUllWlLF6ftJ3jtJcZEpTP15v/nR9q2sk+k+1fZ1sX2WatU1q/Pwvc1856r98tSvbfn4XEXxeTmoAAAAADLBOxWx8E4FAAAAACu5manIMoOGSdiBSchDrYwWqqSmJ11Nc+Y1LAXlklpczvb4JvdOUkxCAlyVnSQfnwtZqXUOafahepWn9vC9fjZMn2Emf3eISN0vfod4cjOoAAAAANJQhBen00b4EwAAAAArzFQAAAAA3YJg47+0y8w5rwcVuljNNZPGhp91q1Kr24iINC9aGX5WV7NVf55UbLeu3nHSatooynsUqiLExEZtS5P+noak4vhNj+X6nsjbO0dprjZehPvMlTz0lWrHVyX5XZTXdKVJ1tWH9yBt0ymbvEcK9ITwJwAAAABWvJ6pAAAAANLEitrxlILAnyCu9vZ2aW1tlcNGnSuNDU2pTJ/maboW5ZJc1RnVRZ0GN01X6Nu1qFW/ovUhk2tqeh1N9kmqbJNjmu5bryuMA6Y6gg0yR2ZKW1ubtLS0ZF2d1HT/HTrmcxdLY+++qZbdsWGtPHX3+bluc2YqAAAAgG6sqB0L71QAAAAAsOLlTEXngpekVOqdTlkJrWqdxpSz79PaaWfA8DEzie/XKCofM5ElJcl+lhTTOiWZJSatfZPYv6dj2q4qbFKG73jmAfZKXRv/pV1m3jFTAQAAAMAKgwoAAAAAVrwMf/KBj9Pjvk8t+x4qwzWCysdrZVonH+vuA9qlHM88ICZe1I6FmQoAAAAAVpipAAAAADZh8bt46mZQQYYK5FUR++7yKePCz0NmrQg/rxrRP/zcb8bjiZdbxLasR7rr6Psii3nAPdKzLPuZWrbr5yUQFeFPAAAAAKzUzUwFAAAA0KMg2Pgv7TJzrlCDilrTtiYLAtlM+yY5ZVw5tdrTcU3KjlO/qMfVSWohPNtjuWBaP5O2XDNpbPi5edHKHrfPs8HT54afO5Wf95vvtlxXbaleOzUMwcWzxldpnmtSi9phc1l+91U7ZpLH1ZXh+u+DJKllu35ewm/f//735Z577pEXX3xRtthiCxk3bpxcdtllMnJkz3+XuUL4EwAAALBJ94vaaf+L4uGHH5YzzzxT5s2bJw888IBs2LBBJkyYIB988IGbRjFQqJkKAAAAIK/a29vL/rupqUmampo22+5//ud/yv77lltukW222UaefvppOfjgg53WUadQg4paU5ImU5cmU5pRQ5PiqJXNJG7Zcern6rg+SGoqO8nFytSwmU7NNr5MwWfJRZiibbhFWbiawfZxwgl9v94mz9U89V9dSJuJPJ2nj5IMIY76fe8qtC5PfaJh9EgJOteJLMi6JhnKcPG7oUOHlv146tSpMm3atB53b2trExGRrbfeOumaGSvUoAIAAADIq6VLl0pLS0v439VmKSp1dXXJ2WefLQceeKDsvvvuLqtXE4MKAAAAwAMtLS1lgwoTZ555przwwgvy2GOPOaqVmboZVLjOOmISVqEuVCNiluEnycxJSRwzba6mnF1k/UryuFG5yu6VJZNrF5XtfeaiTnHqEZUv1zpqiGmWoVMmIU+2/SGr62L7vIi6TZLnllQos025ccpL6rvcNHTS5l5DvlbU/upXvyp/+MMf5JFHHpHtt98+2UpFVDeDCgAAAKAIgiCQ//qv/5IZM2bInDlzZMcdd8y6SgwqAAAAgFAOFr8788wz5fbbb5eZM2dKc3OzLF++XEREWltbZYsttnBRwx6VgsCfJfza29ultbVVxstEaSz1Tr18pgKR5fR92v2P/m4ny+ulSnNhsLS5WlTU9/5uc619fI64WqA1Tb7XL2kdwQaZIzOlra0tcnx/nnX/Hbr/py+Sxt59Uy27Y8Namfen7xq3ealUqvrzm2++WU466aSEa2eGmQoAAAAgRzyaEwgxqAAAAAA2ydOL2j6pm/Anm4WMbBRxyrSI5wS4wL1CG/jI1TXx/Vr7WD+TOtn+/RLnvOs9/OmAI7MJf/rbn83Dn3zETAUAAADQLcMVtfOsV9YVAAAAAJBvdTNToU4ZJjUFmmUWH5PsIHEWzDE5lm5/mzbwcVo6bbRBcmyzzfh+LXT1cxHmaXpM1wsDmpSVhiJkpIpTls2z3pf7ycd72aROtvdy1O9gEZGgc53IAqtic413KuJhpgIAAACAFQYVAAAAAKx4Gf7UMGoXaWhoKvtZktOWrkOeXIlahsl5mrZF1HON2sZphI+5OK4aGiKSXMiJTV0rr09SbZtk+6nt1rxoZfh52YSB4eeWJZ3h56jtanLOq0b0//D48yMd3roeJtvH2c6knaKGsZi2vU2fiBq2ZZIlR6S8b6nXW/25zbNKpbu+Zf2s4tyilq27b3THTDJrkMn9oqtfGmHAunZO6pmnHr+Si4ySuraM049N2qCy33RsWFvX4U/SFWz8l3aZOcdMBQAAAAArXs5UAAAAAJkgpWwsuVz8zjbjUNQQJhfhI0mWnXZmDV8yeQAqX7LQuKqHzXGjPl9qhexEFfW55WNmp6Ta3jTLWFL1UNm2sYvvKJNj1qqHTWZBH7/HoraHy3Oo98Xvxh1+YSaL3819cGqu25zwJwAAAABWCH8CAAAANilJButUpFucE8xUAAAAALDi9TsVceItbfgYY+lCns7TdMVv3+WpzZPiy/sLrhThmhbhHGCm6O/e1WNfdvVulgjvVBx42DRpbEz5nYqOtfLX2dNy3ebMVAAAAACwwqACAAAAgBWvX9ROewozr1OmRZ72Lcr5JHUeebrWSaaFjFOGa763vwnfz8EmfajpPvWi6N+nvl9r29XNq4lzzr63ky9KQQYvanvzMkJ8zFQAAAAAsOL1TAUAAACQKlbUjqUuBxVJrUqaVFm1tov6c5Mp1qjnbLq/ibTDd0zaI8mViqO2rbpycfOilVV/3j68Ifw8ZNaKqsdRz1M9Tq062bBdNdr3lW2LwNXKykkxuafK7g+J/8yLUyeVSdssnzIu/NyypDP8rN6PtY6ju4ezun+T3J97vLxv2j4/ozLpW5V9P+hcJ7LAqljUobocVAAAAADVlIJASimvuJB2eS7wTgUAAAAAK14vfgcASUp7QU3UD0J8UCT1vvjdv46fmsnid4/OuTDXbU74EwAAANCta9O/tMvMOcKfAAAAAFjxcqaiYdQu0tDQVLgp5FqZglxk07DJclWrfrptXDCtX9Rj2bSxqzAHwifKuWgP2+O47hNp94Es+3Ia51orK1oSZSf5jIUZF/egyb6usoy5/h6Ls0/D6JF1n/2JF7XjYaYCAAAAgBUGFQAAAACskP0JACwRugagSOo9+9PBB303k+xPjzx2Ua7bnJkKAAAAAFa8fFEbAAAAyEQQbPyXdpk5x6ACyKk0Qm6iZlqp1zCgejpXoF7U6/MMiItBBQAAALBJKdj4L+0y8453KgAAAABY8XqmIq9Tj3mtN/Iljb6lKyPqz8FzAcgbV4tlAkXl9aACAAAASBUvasdC+BMAAAAAK17PVOR1ujCv9QbgDs8FoL5wz+dXqWvjv7TLzDtmKgAAAABYYVABAAAAwIrX4U9JZk5YM2ls+LnfjMcjlWGzzfIp48LPg6fPjVBjc2lnmDBZ+EyVZJ2inqtJnZLqA7b1S3txOZMyVo3oH35W7xtbSfUVm+PEuaY6Ue8D9XmkSrKNdZLs77p9Fp42IPw88mfvVz2WTT1Mn0FJPXtM+oBKd9/Uqp/aJ5oXrax6XN35qN8zLUs6qx7HtE4m5ekk9dyqrFOcuruk1kfE7G+KpL43bb8D0vieLgRe1I6FmQoAAAAAVryeqQAAAABSFWz6l3aZOVcKAn/mW9rb26W1tVXGy0RpLPV2Nk3vgsnUdSXX9dWFsajUusapj8m0e9Tj1mrLZRMGhp+HzFoRqQz1uO99cXX4edh3OyIdp1afSyp0KKmwHhF9KIpaP5PrVeRpc104koj9PRK3HpV931UYXDW+hFSmXV5S9fDlXokaupdkGbrni21IZdS/C3SSvL4mYWxZ3qe651utv1U6OtfJ7AVXSFtbm7S0tMSuY96Ef4fu+x1pbOybatkdHWtlzpOX5LrNmakAAAAANikFgZRS/n/uaZfnAu9UAAAAALDidfiTL3wJsVL5WCedPNUVAFAcfP/E0xFskDkyM9ehOHF0/x166JhvZxL+9NBTl+a6zQl/AgAAALqRUjYWwp8AAAAAWGGmAgAAAOgWiEhXBmXmHIMKAz7GYfpYJ5081RUAUBx8/wDpIfwJAAAAgBVmKgAAAIBNWKciHgYVEZGeDvAT92a+cL2AbHEPImkMKgAAAIBugWSQUjbd4lzgnQoAAAAAVnIzUxF1mk7dvtY+Jse1Kdt0StFmGtLVvpVtWI26T1bnYHos9efLJgwMPw+ZtaLHY8Y5T5N62Jyrj1PXJudc63c25xH1mCb9O85xdZLsD7p91kwaW3X75kUrI5cRpQ6VTM4vjT6rq6PNs15t434zHk+k3Fr7rBrRP/wc9Tqa1CPOvam2gU2dTI7ZU32j1FtXD5vj1NrO5j6NWifTv3miblO3WPwuFmYqAAAAAFhhUAEAAADASikI/JlvaW9vl9bWVhkvE6Wx1NtoOrh9eEP4efD0ueFn0yldHd2Us+7ncajHeu+Lq8PP2x87P9JxkgrJqEUNF1LbOWoZLsJe4pQNuGITUhknHNGkDPX+bVnSGX5Ww3eiHn/5lHFl/716h+rLz2712of/70p9dqj7qyGI6nPRJLzINpTHxfMzyWeN6bn2VLarEFOdpEI7kzyuCZvwNpHoIWC6/u4iNLuWyvCzjs51MnvBFdLW1iYtLS1Wx86T7r9DP7HHN6WxoSnVsjs618lfnr8s123OTAUAAAAAK7l5URsAAABwjcXv4vE6/Anup+xdZVqyKc/V1HdSdbXNCBLnWEC9s71XknoOJRnWwz2fLl+etz5mAKw8VkewQebIzFyH4sTR/XfoYbv/dybhT7Nf+GGu25zwJwAAAABWCH8CAAAAurFORSxeDirWHD1GGnv31WZe0IkTNpNUGJFJVqg405O6fdJeOEpXXlnmimhJq7RcnVvUBbmiLoQlUp69w2bxLBOm/S/q4k/qsVRJLXJVSc0CpMvgZpKBSM0gZBtmp7LJzqKj6wNxFuSLKqkwIF0/EbHr1zq2zwWb/cvuLzG7RtXKjZPRy3WoTJxMiUnd/7aLBNr03yyzEiZ13DTCl+G3Rx55RC6//HJ5+umn5c0335QZM2bIZz/72czqQ/gTAAAA0K17piLtfxF98MEHstdee8m1117roBGi83KmAgAAAKg37e3tZf/d1NQkTU3VXxo/8sgj5cgjj0yjWkbqJvsTmXj840t7+1KPLKWdGSsqm5CHovStqIug6bgKnXIRKmMTQlPrWFG3NwllNFkMtVZbuAiL1C1aanodbfqZCdO+6LqP685Zd33j1NsmxMpV5rNax6377E+jvp5N9qcFV27286lTp8q0adN63L9UKmUe/sRMBQAAAOCBpUuXlg3kdLMUPmJQAQAAAHigpaUlt7NDhQ1/YpGhdLgOMzG9ji7q4UsIDcr5svBjVFlmmwGAKOo+/GlkRuFPC6+M3eY+hD+R/QkAAACAFcKfAAAAgE1KQSCllAN54pS3evVqefnll8P/Xrx4sTz77LOy9dZbyw477JBk9YwUdlBhmtGi3tm2i+u2ND2+izCYeuonPmZHS2qBQpVpBiEX5+c6kw4259tz37af+X6fqtLO/maTPcuXsEiVD/0V/nvqqafk0EMPDf/7nHPOERGRyZMnyy233JJ6fQo7qAAAAACKavz48eLRq9EMKgAAAIBQzBWurcvMOS8HFQ2jdpGGirfuV43oH37WLUJTawqzbH+Jv/CMKur0pDo9K2K3wFFSbBfxSWrfOFPXUa9LUgts1Tp/m3ZaPmVc+HnIrBVVt4nTX3WLOantbNIeSS4KpauvrjydpEIEXN0HUUO4VLWeF7p91OecbnvdNrayysBWaxtfQoTSLMtVZrHIz4WI37O1mOxv05ezDDUyKdvk+7HWc9+3MEAUl5eDCgAAACATXYFIKeWZg678z1SQUhYAAACAFS8Xvzts1LnS2NCUevaIvEojrMemHkkd09Vxi9YfAJFi93Ey5vipyH2u3tT74neH73RWJovfPfjKj3Ld5sxUAAAAALDCoAIAAACAFS9f1O5c8JKUSr2TPWaBp2Jtzi3JdnG9YJgvxzVduCxqlp2kQgdq1S+p8DiT8JNaxzfJRpRU/WwzUqlcZcBywSY7le9c1TWrDFY+salvHs4vK66eVTZlR92mvmSQUla8eRshNmYqAAAAAFjxcqYCAAAAyASL38VS2EGFq6xBUcv2fVGdWlwveJc2F3WqdZx+8xMpIjLTc7NZXC7JxazKFsmKWEYa9dMpWzxQs02cRR3T5PsCWWmHbbh4zqX9HLZtD1+ufVQ+9l8d3XMhqUyOldsR8oS0EP4EAAAAwEphZyoAAACAyLoCSf3FaVbUBgAAAFDvCjtToaapFKmI23acKtAk9WacekSNt7RJi1nJJAZ04WkDws87T5lX9Tgm6VjTSCNrktJUpau32i6VoqZHTYrt+0RR+5OurFr7ppnuNGr62srydPubpJH18T0Kk+dW1OPE2V9375S9q5JgXLnrd8RsV/k2uS7Lp4wLPw+ePjd2eabpnpNMIx1FnL4V9bro7mX15+3DG8LPq3foCj+P/Nn7VvXTvW8X9b0cV+/PNIweKUHnOpEFkQ9ZHEHXxn9pl5lzzFQAAAAAsMKgAgAAAICVUhD4kxi3vb1dWltbZbxMlMaEV9ROiqswlqTSBiY5RW0ybWwSLpTkNPiyCQPDz0Nmrejx5zpJXbta4U8qH1dcjor0g0iDq7SaJmVErZ+uLNPnM/dRPpmG2Zlsk8b3d5x+1hFskDkyU9ra2qSlpSXy/nnV/Xfo4UO/Io29mlItu6NrnTy49PpctzkzFQAAAACsFPZFbQAAACAyUsrGwqAiIlcrS0c9rs3qrbYrLpusFO1qxeohmixeg5U66VY3dsE0u0+adTLJ0hRH1Gn6WnWKGpZStNArkyw+ldJeXdoHJtnp4mQyisqkX2bZd20yT8UJyYq6IrQJ0+uo4zps2LQsbXZFifZctl2h3aavLZ8yTjrXrRW5dmbsY6A+MagAAAAAugXBxn9pl5lzvFMBAAAAwArZn2AkqexUafOlHgAA5EXdZ3/a7v9lk/3pjRtz3eaEPwEAAADdAskg/Cnd4lwg/AkAAACAFWYqYCSp7FRp86UeAAAgJ3hROxZmKgAAAABYYVABAAAAwArhT47VWrSnCKE5PmZX8rFOURXhHIA0cK8ASFxXl4h0ZVBmvjFTAQAAAMAKMxUAAABAN17UjoVBhWNFn453sRCebThDEdo8yXMgPARFoOvH9GkA8AODCgAAAKAbMxWx8E4FAAAAACu5manQTX2b/LzydybHTVvU83Ndh1r10NHVz5eF83y51kmx7fuuyy5CG8eRZduYlKG7l6M+V03PYc2kseHnfjMej32sPPWnNO5N7rXoivDcMrl/gazkZlABAAAAONcViEjK4UhdhD8BAAAAqHOlIPDnzZD29nZpbW2V8TJRGku9tdvZTlXahFKlMWWa16lYk7qqoRDtwxvCz4Onz+3x+KZlRA0BiRNO123ViP5l/928aGWP9bPpQ3H6hsk5LZswMPzcsqSz6nHU0JWi8/EeTOo55OO5AVlK8p7w/f4yrV9HsEHmyExpa2uTlpaWNKrmhe6/Qw8bMFkae/VJteyOrvUy+/1f5rrNmakAAAAAYIVBBQAAAAAruQx/AmDOJhwMbtDeyANfQoJ1XDzbomZH6+l3PR1LV3bWz4W6D3/q/yVpLKUc/hSsl9krf5XrNmemAgAAAIAVUsoCAAAA3YIMUsr6EzgUG4OKnEpqmjTJbEI226vbqBmV4mQcWj5lXPhZl1VKV7Yq6pR25T4qNeuVLkNU1Otoeh1chAVkPTWfR3lqvzzVNQ1pL1yoSrv9Tc7V5Oc2IVK1nrdRn1VqZrvB86tvox5TV1eTZ3it/U2Y7Mv9CJ8xqAAAAAC6dXWJlLrSLTNIuTwHeKcCAAAAgBWyP2lEDYnxcYra5pi2x7WZuq11bkmFKhHug1pe/93o8PP2x86vseXmtKEXSiieGqKnLjaoLgjZcVBb2XH3G/Ja+Pnvd+4Rfh4ya0XVemSZYUZXhnreUeuNYlDDiNJeUJNnurm6z/7UfGI22Z9W3ZbrNif8CQAAAOjGi9qxEP4EAAAAwAozFQAAAMAmQVeXBCm/qB0U4EXtun+nwia9XZLvB5gcSxeLmkZq0KLFoupS2Kp0bayK0xau2zLJd2NMyrBNCxk19WTUlME6ce7NqNdOV1fdcdR7XH2/onJ/k7rCffw+q9Vnm97cRp6uSxZ1rfd3Kj7R798zeafiL2t+k+s2J/wJAAAAgBXCnwAAAIBuvKgdi5fhT4eNOlcaG5pSn5LMMtWd73ycKrYJ+1L5cj5JcRX+lOUK3C9P3z/8vPOUebGPYxLWJFIeEqeGIanpX03C40zECa9KKjyrnpiEnOme+7RrtorW/jbnk9bfKXUf/rTFF7IJf/rnnbluc2YqAAAAgG5dgUiJmYqoeKcCAAAAgBUvw598WFFbVbSpVx/VS2hSLa76mc1xi9D342Sq0oUUqWFRhMro0QbwnRpG1LxoZfjZ93BC0xBO20xcHZ3rZPaCK3IdihNHGP7U5/Op/x3aEWyQv6z/ba7bnJkKAAAAAFYYVAAAAACwQvgTAAAAQvWe/enQxs9lEv70UMfduW5zZioAAAAAWCGlLAAAANAt6BKRrgzKzDcGFZ7wMcuEj1j0Kz9cXZMsF6mknwEoouVTxoWfB0+fm2FNkGeEPwEAAACwwkwFAAAAsEnQFUiQ8oraHuVNio1BhScIpTCjayeb9lOnfVVDZq0IP5ssegZ3CzPppuajhiPpFlmsZHO9X56+f/h55M/eDz+nfY/7HqpF/VCvoi7IaRvqa7IPIU/5de2118rll18uy5cvl7322kt+8pOfyH777ZdJXQh/AgAAALoFXdn8i+jOO++Uc845R6ZOnSp///vfZa+99pJPfepT8vbbbztolJ4xqAAAAAA26ZAN0hGk/E82iMjGtTLUf+vWrdPW86qrrpLTTz9dTj75ZNltt93khhtukH79+skvfvGLtJqqDIvfAQAKwTbMDsBG9br43dq1a2XHHXeU5cuXZ1L+VlttJatXry772dSpU2XatGmbbbt+/Xrp16+f3H333fLZz342/PnkyZNl5cqVMnPmTMe13RzvVAAAAKDu9e3bVxYvXizr16/PpPwgCKRUKpX9rKmpqeq27777rnR2dsq2225b9vNtt91WXnzxRWd1rIVBBQAAACAbBxZ9+/bNuhq5VKhBhW22jiwX1VLpMtTYTOUnmcnE5lhFy6hCuEV98eUZ4UIR7s281hsAovrIRz4iDQ0N8tZbb5X9/K233pLBgwdnUide1AYAAABypE+fPrLPPvvI7Nmzw591dXXJ7Nmz5YADDsikToWaqQAAAADqwTnnnCOTJ0+WMWPGyH777SdXX321fPDBB3LyySdnUh+yP9W5tEMe1PKWTRhYdZuWJZ3a/d84+MMXmHaeMi/8rC44pv5cpYauNC9aGX4mZAIAgA/Va/anPLrmmmvCxe8+9rGPyY9//GMZO3Zszzs6wEwFAAAAkENf/epX5atf/WrW1RAR3qkAAAAAYMnrmYqooTm1QmsGT59bdR81JEYNrdnqtQ/HW7p9o6qVKchFxicTtergomz1mEOk+vXVtYWIyFbDq4dMjfzZ+x8eS7Ovmq1HH2CFpCyfMi78nNQ9JOIm+5j6HBBJLrOTSV2LnFFKRN8GSV1HVZxnlkn9TMqwDa8sej/IIx8zorn6W4H+hyQwUwEAAADACoMKAAAAAFYKm/2pVgiNbpowy6nOepl69HE6OUk+nB8L8tlzEbIDN+I8613zZbFRIC6yPyEOZioAAAAAWGFQAQAAAMBKYcOfgFoIKYDaBxaeNqDsd7oFFIvQb4pwDsgv+l86bNuZ8CfEwUwFAAAAACsMKgAAAABY8XrxOyAO19PrtY7vw9R+EbM/JdWuuuOM/FlFm8UuwayuWfYTV+X50PfhP/pGOmhnZIGZCgAAAABWGFQAAAAAsMKgAgAAAIAVUsoWgG5FWR9jKqPGXRfx/YC0EesO+Il7E2kz7XOklEUczFQAAAAAsMKgAgAAAIAVUsoWQJ6mzU3qumbS2PBzvxmPRy7DRUhBnsMU8lbftNj2syJIsl9ndY/owj9N6xE1BXDU49c6jrq/TftF3bdW39cdyyZVsm3fSKpvqefdvGhlpGP6eK/E6fs+prlGcTBTAQAAAMAKgwoAAAAAVsj+5Ll6DNFgGhb1hP5uZ/mUceHnwdPnOimjaNeoaOeTZ75mbyT7E+JgpgIAAACAFQYVAAAAAKyQ/ckTuuloXchTEaav1XNYNaJ/+FnNymG6v8rH7BZFuF5FYHodbBZp9P362mTx8YVaP1chTyrf2yBq/Xw8n3oV9VroMljZHhdIAjMVAAAAAKwwqAAAAABgpVDZn3xcnAaAn7jHgeIzyaDIs2BzZH9CHMxUAAAAALDCoAIAAACAlUJlf8pzyFNes834Ug+4V7RrXYRzcKVo1xr1y2TRWPo4kAxmKgAAAABYYVABAAAAwEqhwp9s+R7ypPJlutaXesCOri/a9FEfQ2h8rJOPaBvAHZ5DKCpmKgAAAABYYVABAAAAwAqL3yW4v2tq/XR09c7TudWqn02Yju9tAPiu1j3k4v7y5ZnOswP1hsXvEAczFQAAAACsMKgAAAAAYKVQ4U+qylAhQmLyyfQ6AknSPRfWTBobfm5etLLqNgCQd4Q/IQ5mKgAAAABYYVABAAAAwEphw58qmWRO0iG0ITm+hJu5WOzNF0UMGdPdv0U4tyyp4Vz9ZjyeYU2SUes5T19xo2gLZBadaZsT/oQ4mKkAAAAAYIVBBQAAAAArdRP+5AM11ECkGOEGOkxrA/7I6/2Y13oDeUf4E+JgpgIAAACAFQYVAAAAAKw0Zl2BPIs6NV/kcKdKhCogSXkKgzHJVBUn65JJG+i28aXNop53GvXOU98CAJ8xUwEAAADACoMKAAAAAFYYVAAAAACwQkpZeCdPMc5xVq/O0/kBAOoPKWURBzMVAAAAAKwwqAAAAABgpbApZeOEpfgiaupIVZbnmWWd8hRS5GP98tR+eRK1XYtyHYpyHlmp9/ZL8vu73tsSSBMzFQAAAACsMKgAAAAAYKWw4U+rRvQv++9+86tv53pq1PT4Ueuhnp+6Mq1NuEWlqO2R5RS1uo/uWFF/bsK0n6mSChNLclXmpK6dKs4x0wxV8DEsouy+ruhLLvqvK66fBWmcs4/tmras7kefjpWVOM93IGvMVAAAAACwwqACAAAAgJVChT/FmS7McnrdpB46LqZD44TyRJVGhigXYVu6/pC3aWkXGYh0oThxykgzzMS0LJtwnCTv66RCnrIM6zEpO2qfS5IvIU9FCLdK4zlicqws2fSn5kUrP9w3oWMCrjFTAQAAAMAKgwoAAAAAVrwMf1pz9Bhp7N23bPpPZTJNqoZCiYj2WMsmDAw/tyzprLqNjKgeVmWSjcU0m4uuHrpwiMrzq0YXvqTu+8bBpfDzVq+VjzH7aY6rO7/24Q3h5yGzVlTdtzLEKmTQxpX7v/fF1eHnxsdaeyxbpWs/Xdll9VbqWtmvdNPRr/9udPh57WvN4eedp8zrsX5qGQtPGxB+Vq+Xeq1q9X1t+2u2V5n017I+IPpp+rL9lfZU91ePWxYKoBxr+ZRxVeuq9gHdNTG5h0TK75Gdp1TfxuR8dHVS62FyD1WW13HRh31r61u3Cj/rrrtaxurT9g8/q/1JV1fTbHEmYY66Pq7bXqXri4Onz9Vup9K1h0rXf7XPBYX6HFH7aOU1VfdX+5lK94xQj6veK+pxRv7s/ar71rpWanuq1PZQmZzDyJ/13Ga6e19EpFlzLXT3sMl9F/U61ur7Juc0WPk+1v3toDsf9fzVsnQ/r1UPk/ZYNmGgdK5bK3LtTO0xgWqYqQAAAABghUEFAAAAACulIAiCrCvRrb29XVpbW2W8TJTGUu9MF3JLO7tK1IWtdJmufGmzqMexzQplsr+LxcMqyy1aP4t6TFWWi9/ZHiervpzkNY0qyTaL2reitpmrPmd7rG62C1PqFjc12Vdlmx0oqyxjts/VpOphK8vnqu3+HcEGmSMzpa2tTVpaWoz2AZipAAAAAGCFQQUAAAAAK16HP9nIMiwlr5Kccs6TerzWcdBOZminYuA6IstwxKwR/oQ4mKkAAAAAYIVBBQAAAAArXi5+1y3LacS0s034MGVauXiObvE8G+qCTepCVWmcv64MmyxIpiFjPlxfW2lclzTKcy2v9U5brcxz3bJsS64j4vSBpPqNq2xsgEvMVAAAAACwwqACAAAAgJXCZn8CAABAdGR/QhzMVAAAAACwwqACAAAAgBWvsz8BAAB/2WTMIysR7YFiYaYCAAAAgBUGFQAAAACsFCr8yWQxpVqSWvDO9Jgm055MjcIXur7IIk0oCvpidFHbKe3FTV0cx3TRU5sygDxipgIAAACAFQYVAAAAAKyw+B0AAABCLH6HOJipAAAAAGCFQQUAAAAAKwwqAAAAAFhhUAEAAADACoMKAAAAAFYYVAAAAACwUqgVtVW2K14CQN5EXQ2Y52J0ld8t3WhLAPWOmQoAAAAAVhhUAAAAALBS2PAnpqIB1BuT5x7PRju0HwBUx0wFAAAAACsMKgAAAABYYVABAAAAwAqDCgAAAABWGFQAAAAAsOJl9qeGUbtIQ0OTrBrRP/xZ86KVVbdVM3GoixKp+1bub5K9w2aBI92+psdaM2ls+NmXekfNeBK1HkkuKJVU2Sb7qtdKRKTfjMerHlfXT20WKLPpJ6bHUrlovySPlUY9XNwHts8LlXod1b5owtU9qD6LdXWKur1OnPsxqXqYXkdVUs/DqP0sjfsgy+9QH58jrvtTrTrpngsshImkMVMBAAAAwAqDCgAAAABWSkEQBFlXolt7e7u0trbKeJkojaXeWVcHAIAyhIyg6BpGj5SOznUye8EV0tbWJi0tLVlXCTnBTAUAAAAAKwwqAAAAAFjxMvsTAAA+IuQJRdc5f6F0BhuyrgZyiJkKAAAAAFYYVAAAAACwQviTJ+o9o0i9nz+SpVt0ynaRQCBtUZ+Nts9SnsUA4mKmAgAAAIAVBhUAAAAArLD4HQAAAEIdwQaZIzNZ/A6RMFMBAAAAwAqDCgAAAABWcpn9iewUAIAo1kwaG37uN+PxDGuSf7QlgGqYqQAAAABghUEFAAAAACu5DH8i5AkAEAVhOsmhLQFUw0wFAAAAACsMKgAAAABYyWX4k4pMUPmlZhBpXrQy/JzldaQ/FQ/XFKbUZ5IqargPfS66LDNK+fhdZMumPddMGisdG9aK3Dcz6Wqh4JipAAAAAGCFQQUAAAAAK6UgCIKsK9Gtvb1dWltbZbxMlMZS76yrAwBIGaFDQLLi3FMdwQaZIzOlra1NWlpaXFUNBcNMBQAAAAArDCoAAAAAWGFQAQAAAMBK7lPKukJcb3Zo++LjGrtRhHZV612E80G5ONc06j4+9puodUoyxa4vbYDiY6YCAAAAgBUGFQAAAACseJlSdr+jvyeNvfsaTfmpU4qrRvQPP6e9IqcJta4iydV3+ZRx4echs1ZU3UYtS10xdNmEgeHnwdPnRi6vZUln+NnHNoeZyr7ZjWnz7FSu7sz9BRu2q0ZnueI1PuRq9e/K60tKWcTBTAUAAAAAKwwqAAAAAFjxMvwpjytq+5htIqrKEJi8nkeafGwz0zoVIaOKDV3opIhZeEfR2iNP0g7X04WcpFE2iiftZ0ec0DXCnxAHMxUAAAAArDCoAAAAAGCF8Cd4gexDAAD4gfAnxMFMBQAAAAArDCoAAAAAWGnMugJ5lmQGh6wyycQpN6m6kj3Hrg1ov+JxdT/SV6DjYwa7esK9iSJhpgIAAACAFQYVAAAAAKyQ/QkAAAAhsj8hDmYqAAAA/n97dx4eRZH/D/w9mVwESDjCIRAgAgESknAEWBC57zuInGo4xOUI4gJqOIOAioqLsh67uiIgKsJPkAVhkTPcyBUCkUvOAEECARMIR47P7498p3cmyYRJeiYzPfN+PY+PQ09Pd1V3VXeq69NVRKQKGxVERERERKQKR38ishGO6kFERESugj0VRERERESkChsVRERERESkCsOfXERJhOJkRLZUPvusPWiTfWiJrUOe1B7vvJNeGTBUS7uKWs9dKURPq3nVarqLyp6TyRqvnx5UTvms9rrqzOeLqCDsqSAiIiIiIlXYqCAiIiIiIlUccvK7Fn3mwd3D22YhNGrCRoy7Ni/P/V/0WI3nEtUnjIioBDFUg0hbSqrOcvI7Kg72VBARERERkSpsVBARERERkSoOGf7UHv3grvOwd3KIyMExfMc2eFyJXJc+pD6ysh9h26mFDH+iImFPBRERERERqcJGBRERERERqeKQk9/pG9aDXu9l9ntz3fHGozqVPXvX7G8smejGXPe/ud8aM953YaED5tJryeQ7xum41rWi8rnqon0FrmOcDuP9mkt33t+YmyjNmLl0GDN3/NJq65XP1X+5bdE+fC9lK5/zpt3AXL7NHW9z2zF3rvOyJB03/tZa+Wwur+bWNz6u5vJjabiKuXNhybYsmTivsBCawurqk7Zr/FuTcoMnh+xYkufC9m2OJfXDkvpUWJosyZMl1wJLrlvmtl/Ua0JhvzFOx/W2OuVz3b8deOL6Rb1eWppeS8qvJcfSmLn7St7tmrsuW3IPKM55sYQlx9aS65Al9yJL7wHGinpezJ0LS68FBe3X0m0V9TpS1HtdXpYcA2N5z0X2o4fAKYt2RaRgTwUREREREanCRgUREREREanC0Z+IiIqBIyQROQfW5fw4+R0VB3sqiIiIiIhIFTYqiIiIiIhIFYcc/cleXL0LtLBRQ2xxPNQe76L+3nh0i8JGiXFkJX3MrLWdwka90SpnyAMRsS4TWQt7KoiIiIiISBU2KoiIiIiISBU2KoiIiIiISBUOKUtEROQknOHdMbI/DilLxcGeCiIiIiIiUoWNCiIiIiIiUoVDylqJueFY7TnsZ0lwlLQ6SjrUUDNMq1bzTOSMrBmCVNR6zpAndRw9fKwk0pcR2RJZmQ+B9etssn1yXuypICIiIiIiVdioICIiIiIiVTQ5+pM1Q43Ifoy7cY3Zs8uZIUVErsta1yReR4rOnmFHzni+1BxPfUh9ZGU/wrZTCzn6ExUJeyqIiIiIiEgVNiqIiIiIiEgVTYY/kevSaje1o48oUlT2zI+zHUsiIkfDye+oONhTQUREREREqrBRQUREREREqjD8iYioEFoNuSMiKi6GP1FxsKeCiIiIiIhUYaOCiIiIiIhUcbd3AoiIHBlDnoiIiJ6MPRVERERERKQKGxVERERERKQKw59KkPEoMgDDKohsxbiupQeVUz5zsjwiU3nvS8bM3aPsOQGltUZjs9WobmquPYWdCwNLzgkAlD1794m/Mbfv9KByyMp8CKxf98TfERljTwUREREREanCRgUREREREanCye+IyKkZhwUYhwQYyxsecONvrZXPVRftK9I+LAlzKE74iD1DTsh+ihqmozasx1wIjrltFXV9cxwlpKo44ZKOHpJVHJz8joqDPRVERERERKQKGxVERERERKSKQ4Y/dWo4Fe56L7t3/xWkJLonHakLlFwDy1zR8ZgRkbNi+BMVB3sqiIiIiIhIFTYqiIiIiIhIFYec/C69rh/cPbyBoCePBmFu1Ia8o7xYMnKF8Trmlht/NjdahdpRLNSEUqjZt9rJ+Yq67+KMGmJJyElRz6ma0VWMyxxg2YRDxRmNqChpKuy3xvtOq61XPlf/5Xax92fJaCmWli1rnSNbb7OwfRgzd2wsKQN5y1ZRr4HG61uSPrVl0ZL6bMk6aupH3gnALLkul/ToSpZQsw+1+bTWKExFrXfGI67lvR7Z4rxY87pgybbMsVbeCrvGWnJO89YdTn5HxcGeCiIiIiIiUoWNCiIiIiIiUsUhR3/i5HfaxNFwnA/PKRGR6+HoT1Qc7KkgIiIiIiJV2KggIiIiIiJVHHL0J1tgGIc6lhw/VzyuakfMcnTOlh+iksZ7T9E543WV5YBcAXsqiIiIiIhIFTYqiIiIiIhIFTYqiIiIiIhIFYd8p0LfsB70ei+rzXps6W9Kmi1mCbYVR5lptqiKMxPpk9Yv6jqFUbNvR+GI592arDUrbkmz1nmxdLZgRzwGahR1lmS175o5Sj1Sc02yVh7y/tZRjo0altx/tJo3IgP2VBARERERkSpsVBARERERkSqcUVujtBQ65ehsHSJV0pw9LIUsw3pOZBlr1hVnqXecUZuKgz0VRERERESkChsVRERERESkikOO/uSKitplas2RNejJHGU0Fo4gYh5DGEzZOt0Ms1PPGcqZM7Dmsed5JFfGngoiIiIiIlKFjQoiIiIiIlLFocOf1E54Z8xek7eVREiGtUaCSg8qZ/Kdz9qDRfq9MeNtWbIdYxmRLc3+1hbHoKjbL0xR911YXp+0TUvzbK3yYY4l58E4n0DRy4Ql1ExQZum2rDXSWnHKWUmGM1kzBNOSMm6tel2ckCx7hhfaYn+2SmtJhmrlvV6UPXu3SPtWU27U3LusmSZrbochtFRS2FNBRERERESqsFFBRERERESqcPI7IiIiIlJw8jsqDvZUEBERERGRKmxUEBERERGRKg49+pMlijPKi5oRWYo6IlBh63OEBSLzOBqJc7DWddVWIxmp2Ycl21E7Wo+57ZobVcuSEdjMrV/Y/iwdAa8g5kZUUjvanjFLRjUyTofxiFKWbLOw83jjb62Vz9V/uV3gtvKOrmhgfDyKc44sUdQRnzIiWyIr8yGwfp2q/ZLrYU8FERERERGpwkYFERERERGpopnRn0o6FKKo3drm1rEm465Rc1231pzYxl7hJ1pKK2mLrSYMtPXElMX5vS044sRbJVH3i3qtV3ucihouZMk2eS0lwPLzy9GfqDjYU0FERERERKqwUUFERERERKpofvQncyFBeUdaSKutVz4bj85gbjSIonb7qg2LMh49ouqifQWuY9wNnm203GTEiETrpc/kGAZZJ/TKkjTZqpteTUibufWNjz1gWRmyJFTGXPiDue2YS581WTPEp6jHWU06ipM+a9X/kgjlsUWoljnFKVuW/MaeYUuWHD9rjYJUWEib8Wdz1/GSoKYs2yp0ytYhWdbcvi2OWXGu9eb+NrLWtYqoIOypICIiIiIiVdioICIiIiIiVTQz+hMRERER2R5Hf6LiYE8FERERERGpwkYFERERERGpwkYFERERERGpwkYFERERERGpwkYFERERERGpwkYFERERERGpwkYFERERERGpwkYFERERERGp4m7vBBRE37Ae9HovZCeesc32Q+oXuNzc/ozXt1Wa7Lk/NbSUViItY10jIiJHxp4KIiIiIiJShY0KIiIiIiJSRSciYu9EGKSlpcHPzw/t0Q/uOg97J4ccnLlwEGuFiViynbyhdEUNoStqWhkCQ1qjpTJr62tKSStOum2dV60eS1eTJZnYiXX4888/4evra+/kkEawp4KIiIiIiFRho4KIiIiIiFRho4KIiIiIiFThOxVEREREpOA7FVQc7KkgIiIiIiJV2KggIiIiIiJVNDOjdlGH9yxsqDo1w3gaUzsEqLVm9lazvLD92iJ95hRnuENzv7fWMK3FGV4yI7Kl8tln7UGb76+gdQpjrXKjNt3Wyqut0mfJ/sytY6yo6UgPKqd8Lnv2rtk0Waue26I+FbZda6XDUuaOp7nljl4PrHW+ipMmc+uYo+Y+XdhQ3UWtL7a4xtrqmJlTnLJRnHs+kVrsqSAiIiIiIlXYqCAiIiIiIlU0M/qTue474+5Pc+Em1mStUChLf2Pu987Qbels+QG0myetplurzIVw2OoaZquwDyJbUHuvJPU4+hMVB3sqiIiIiIhIFTYqiIiIiIhIFc2EP5F9lWQIhK1G8bIne6bVWqNhlXSarJUORy8nxRmNjSFMRNqlhfrI8CcqDvZUEBERERGRKmxUEBERERGRKgx/ohKlhW5fNZw9f0RE5Hzy3rsY/kTFwZ4KIiIiIiJShY0KIiIiIiJSxd3eCSiMNUetsfXIKWq2b+nvjalJhzm2GmnJkn1bmu7iHNui7M+S9QtjyXkp6m8tUZxjYYtQLbXbtNbkktYMPbN1ObNkYk9A3cR4jjKil62VxKRpthpNzdbHz5p1U0v10dbXOWtut6j7tuZ5ZLguWQN7KoiIiIiISBU2KoiIiIiISBWHHv3J0pATS9giLEVtyJO1tlXU36oNNTLHWuFW9gxjM7e+MUvzaYswNkuo7ZrX0kR9ttqOI0z2aM8QC1ux9UR9jlj2HbEsWjMkyxHC3mzFmfP2JBz9iYqDPRVERERERKQKGxVERERERKSKQ4c/GSuJblhrhjMREVnCUUbusidHGNGHiP6H4U9UHOypICIiIiIiVdioICIiIiIiVTQT/mQrrt6Nbs38q5noyxWPvStz9XpH9uWIozwRORKGP1FxsKeCiIiIiIhUYaOCiIiIiIhUcfnwJyIyryRCOhg24jpK+lzbq2w5yoSGzl63HOH8lsS+7ZFPhj9RcbCngoiIiIiIVGGjgoiIiIiIVGH4kxOwZxe3rfdd0t3MlqTDGcMIiIiIDBj+RMXBngoiIiIiIlKFjQoiIiIiIlLF3d4JsJQlo2m4aliKPfNt633bM28sW0Tk7IoTYlrUiU55HSdyDeypICIiIiIiVdioICIiIiIiVdioICIiIiIiVTikrIMoyaFZ+U6KtvAcFR2PGRE5O2te5/K+W5OV/QjbTi3kkLJUJOypICIiIiIiVdioICIiIiIiVRj+RETkIBi2RUSOgDNqU3Gwp4KIiIiIiFRho4KIiIiIiFRxyBm19Q3rQa/3KvIoRQwdoJJ242+tTf5dddE+O6WEnAGvW0REpFXsqSAiIiIiIlXYqCAiIiIiIlUcMvwp+9Q56PKM/mRJWABDB6gkGIfZMdyJiIiIiD0VRERERESkEhsVRERERESkikOGPxE5MobZEREREZliTwUREREREanCRgUREREREanC8CcLGI/2Y4xhMGQrnMiRbIVlS1t4/yEirWBPBRERERERqeJQPRUiAgDIQiYgdk6MEcl+VODybMks4ZSQqzAucyxnZE0sW9rC+w/ZQxZyy5fh7zIiS+jEgUrM1atXERAQYO9kEBEREbm8pKQk1KhRw97JII1wqEZFTk4Ozpw5g+DgYCQlJcHX19feSSoxaWlpCAgIcKl8u2KeAdfMtyvmGWC+XSnfrphnwDXz7Qp5FhGkp6ejWrVqcHNjpDxZxqHCn9zc3FC9enUAgK+vr9NW1sK4Yr5dMc+Aa+bbFfMMMN+uxBXzDLhmvp09z35+fvZOAmkMm59ERERERKQKGxVERERERKSKwzUqvLy8EBsbCy8vL3snpUS5Yr5dMc+Aa+bbFfMMMN+ulG9XzDPgmvl2xTwTWcKhXtQmIiIiIiLtcbieCiIiIiIi0hY2KoiIiIiISBU2KoiIiIiISBU2KoiIiIiISBU2KoiIiIiISBU2KoiIiIiISBWnaFS40qi4rpRXIlfCuk3kfFivyZVoslGRnJyMPXv2YNu2bUhPT4dOp7N3kmzq4cOHePToEQA4fV6NnTlzBl9++aW9k2F3vCk5L9Zt1+Uq9To7O9veSShxrlqviTTXqEhISECrVq0wYsQIvPDCCwgODsbatWtx9+5deyfNJk6dOoUhQ4agQ4cOiIiIwLlz5wA4/w0pPj4ejRo1QkZGhr2TUqKSkpLw448/YsmSJbh8+TIA17gp3bx5E2fOnMGvv/5qstyZyznrtuvUbVes15cvX8bNmzeh1+tdqmHhqvWaCNBYoyIlJQWDBw/G8OHDsW3bNsTFxaFr164YOXIkvvjiC6SkpNg7iVZ18uRJtGnTBlWrVsXw4cNRpkwZDB48GEDuDclZL1LHjx9HmzZtMGnSJEyaNMneySkxCQkJaN26NRYtWoQxY8Zg9OjRSE1NtXeybM7woCAyMhJ/+ctf0K1bN6xcuRKA85Zz1m3XqduuWK/PnDmDevXqITw8HNeuXXOZhoWr1msihWjI2bNnpW7dunLw4EGT5bNmzZLKlSvL4sWLJSsry06ps67Lly9LSEiIvPHGG8qy9evXy5AhQyQ9PV2ys7PtmDrb+f3338XPz0/GjBkjIiKZmZny2WefSUxMjEyePFkuX75s5xTaxuXLl6V27doSGxsr9+7dk8uXL4u7u7ts3rzZZL2cnBw7pdA2bty4IU8//bS88cYbcvLkSUlISJAuXbpIq1atZO7cuUp+nSnfrNuuU7ddsV7/8ccf0rlzZ+nSpYu0b99e6tatK0lJSSIiTnN/Loir1msiY5rqqUhPT8edO3fg5pab7AcPHgAA5s6di5EjRyImJgZnz54FoP2uxkOHDiEiIgJTpkxRlu3atQvbt29H69atERwcjM8//xzp6el2TKX1/fLLL3B3d0dgYCCuXLmC7t2747vvvsOOHTuwefNmNG3aFJs2bQKg/XNsbPfu3ahcuTKmTJmC0qVLo2bNmujZsyeSkpKwcOFC7NixA4DzPe06f/48dDodJkyYgJCQEISGhuLbb79Fs2bNsGHDBixatAiAc4WKuGrd/u9//+tyddsV6/WpU6dQvnx5xMTE4P3330fNmjXRoUMHXL16FXq9HllZWfZOok24ar0mMmHXJk0xdOjQQZo3b678++HDh8rn9u3by+DBg+2RLJs4efKk8vmTTz4RnU4n//jHP2Tfvn3y2muvSfny5eXYsWP2S6CNvPPOO9K4cWMJCAiQnj17ytWrVyUjI0NERAYNGiQ1a9aUtLQ0O6fSuj777DMJCgpSzvl7770nOp1OBg4cKEFBQdK8eXP5+OOP7ZxK6zty5IhUr15ddu3aJSK5T69FRG7fvi2jR4+W1q1bS3x8vIg419PcEydOKJ+dvW7fu3dP+exqddtV6/Xu3buVzwcOHJCOHTtK3bp15cqVKyLyvx4LZ3t676r3bCIDh25U3LlzR1JSUuTq1avKsv3790vDhg1l0KBByoXp8ePHIiIybtw46devnz2SalV5L7Tp6enyySefSFxcnMnyypUry/z580syaSXm7bfflm7duuW7AF+6dEnKlCkja9eutUu6bOXMmTNSuXJladSokfTs2VPc3d1l48aNIpL7h/ZLL70kHTt2lPv379s5pdaVkpIiderUkVdeeUVZZqjXt27dkmrVqsm0adPslTyruXjxouzfv19pNBk4e90+e/asDBo0SBITE5Vl77zzjsvUbVet13kdPHhQaVgYQqHmzp0rO3bssG/CrIT3bKJc7vbuKTHnxIkTGD58OHJycnD+/HmMGTMGQ4cORatWrRATE4MPPvgA/fv3x5o1a+Dh4QEgdxi3UqVKITMzE+7u7poKmbh79y5KlSoFLy8vJbzLoEyZMnjllVeUfGZnZyM5ORl169ZFeHi4PZJrNRcvXsTGjRtx4cIFdOnSBW3btoWPjw+mT5+Ojh07omHDhgBywyF0Oh1SUlJQo0YNBAYG2jnl6ty/fx/37t1D2bJl4enpiaCgIOzevRvHjx/H77//jszMTHTu3BlZWVlwd3dHu3btsGDBAmRkZMDHx8feyS+2I0eO4IsvvsC//vUv5OTkwN/fH59++il69+6NmjVrYsaMGdDr9RARVKxYEb1791ZCGrUqISEBXbt2xZAhQ1CnTh1UqlRJ+c6Z6/bx48fRqlUrPHz4EEOGDEFwcDAAYNq0aejQoYNT1u07d+4gOTkZZcqUQfny5REUFIRdu3YhISHBaev177//jvXr1yM5ORkdOnRA06ZNUaVKFQC55Vmv16NFixZ49913MW3aNHTp0gUtW7bE8uXLkZiYaOfUF5+r3rOJCmXnRk2BkpKSpGrVqjJ58mTZvn27fPPNNxIaGiodO3aUH3/8UUREVq9eLcHBwVKjRg0ZOnSoDBgwQEqXLi0JCQl2Tn3RJSYmSvny5WXmzJlmX2TLG/oxa9YsCQkJUZ76aFFCQoIEBARI+/btpVmzZuLm5iafffZZob+ZNm2atGzZUm7evFlCqbS+kydPSqdOnSQ0NFSCg4Nl9erVJuf9888/l549e5r8Jjo6Wnr06KHpJ5rx8fHi4+MjEydOVJYZyvWnn34qer1eZsyYYRL+EhkZKWPHji3xtFrLhQsX5KmnnpI33njDbN3O23vhDHU7Pj5eSpUqJbNmzZLo6Ghp0qSJ3L59u9DfaL1uJyQkSLNmzaRevXpSu3Ztee+995TQLhHnrNcnTpyQ8uXLS5s2baRly5bi5eUlQ4cOVXpjRExfzt67d6/4+vpKhQoVNB0G5Kr3bKIncchGxY8//ijh4eEmF+RDhw7Jc889J61bt5YNGzaISG7cdUxMjIwePVqio6NNuti14tq1a9KsWTMJCwsTb29vmTVrVqEjZOzatUumTp0qvr6+mr4oX7p0SerUqSMxMTFK+NqiRYvE399fkpOT862/c+dOmTJlivj5+Skx9lp04sQJqVixokRHR8umTZukX79+UrduXZN3g/bu3Ss6nU5iYmJk6dKlMmXKFClfvrwcP37cjilXJz4+XkqXLi1Tp041u86SJUvEy8tLunXrJkOHDpVRo0ZJ6dKlTeKUtearr75SQjIzMzPl73//u4wcOVLeeecd2bJli8m6zlK3jx07Jj4+PjJ9+nQREfn++++levXqsmfPHhHJHyriDHX7zJkzUrFiRZk6darEx8fLxIkTpW7duvLnn38q6zhbvc7IyJDevXvLxIkTlXvWpk2bpGvXrtK+fXtZs2aNsq7hnE+YMEG8vLw0Xadd9Z5NZAmHbFRs2LBBqlWrJqdPnxaR/7X4jx8/Lr1795Z+/fo5RWs/OztbfvjhBxk4cKAkJCTI8uXLRa/Xm71I3b59W2JjY6Vly5aa7JExyMrKknfffVcGDBggqampIpJ7LE6dOiWBgYHy+++/m6x/69YtmTZtmoSFhWn2Biwicv36dQkPD5cpU6Yoy86fPy89e/aU8+fPS2pqqqSnp4uIyNKlS6VSpUoSEhIiHTt21PT5vn79uvj4+MiIESNEJHdwhZiYGHn++eelU6dO8sUXXygNyePHj0t0dLT0799fRo8ebfJCsxaNGzdOBg4cKCIi7dq1k7Zt20q/fv2kefPm0qRJE/niiy9ERCQ1NVXmzJmj+bp9584dqVy5ssTExJgsb9KkifTu3Tvf+rdv35bp06drum5nZ2dLdHS0DB8+XFl29+5d6datmxw9elTOnDkjKSkpIuJc9TorK0uaNGmS7x2B/fv3S9++faV79+5y4MABZfmvv/4qrVq1kiNHjpR0Uq3GVe/ZRJZyyEZFfHy8VKxYUT799FMRMX2ytXfvXvH29paVK1ea/EarI8OcO3dONm3apPx72bJlykUqb1iESO4LYIYblJb99NNP8uabb5osy8jIkGrVqklcXFy+p5l3797VbFiEQVxcnEybNk0ZAUVEZMaMGVKmTBmpU6eOhIaGyssvv6z8gZ2SkiKpqamaHw3n8OHD0q5dO2nUqJGcO3dOevbsKc8884yMGzdOevfuLeHh4fLyyy/LjRs3ROR/4RIFlX+tMFyPli5dKn369JHPP/9cunTpItevXxeR3Ho/YcIE6dChg1y7dk1ERP7880+5deuW3dJsLcaNA8M5/OabbyQoKCjfi6siuQ0RrdftESNGyHPPPaf0rs+ePVs8PT2lTp060qBBA+nSpYtcunRJRERu3ryp+XqdnZ0t9+/fl549e8prr70mIqZhTrt27ZLg4OB8jUvDQyQtc9V7NpElHKpRYdwweOedd8TDw0OJzTT+I7NTp04yYcKEEk+ftRiHuhgz5DHv04/Hjx/L8uXLNf2EpyB5Jza7f/++1KpVy2Q4wq1btyo3Y2dw9uxZ5fPixYtFp9PJkiVLJDExUT766CNp1KhRvgazMzh8+LB07dpVdDqd9OjRw+Qm++GHH0pgYGC+8BgtPijIW7e3bt0qVapUkTZt2sgLL7xg8t3+/fvF29tbGU7XmeR9KHDx4kUJCAhwipG8jBn+kI6JiZHw8HCJioqSsWPHioeHh6xatUquXbsmP/30kzz77LMyf/58yczM1GS5NueTTz4RT09PZTI/4/P+2WefSdmyZeXmzZuaHzrWXGPI1e7ZRE9i90ZFUlKSHDx4MN+41Y8fP5axY8eKl5eX/L//9//yNSrmzZtnl/SqlZiYKL169ZKtW7cqywq6yRguUjNnzpQxY8aIr6+vpv+4vnLlivzyyy/y3XffyalTp5TlhvcpsrKyJC0tTRo0aKDEVb/55pvi5+enPMnVouvXryshTcZycnJk+/bt+Z7cPv3008qTPy0rKBRg7969MnXqVOVdAuN1/Pz8ZMGCBSWWPlsoqG6LiLz//vui0+kkNDRUzp07pyy/c+eOtGzZUg4ePFjSSbUq47p95swZZbnhqa3h+vbxxx+Lv7+/5kPaRHJ7EY3f+RPJbVhMnz5dunbtKrNnzzb5rnPnzjJo0KCSTKLVJSUlyX//+19ZtWqVXLhwQVkeFRUlZcuWVR4KGPzyyy8SGhr6xBf0Hd3Ro0fFzc1Njh49WmiD0Nnu2UTFYddGxalTp8Tb21vq168vBw4cyFdh7969K5MnTxa9Xi9jx46VmTNnyquvviply5Y1+cNUK3JyciQqKkr8/Pykd+/eT2xYLFu2THQ6nZQrV04OHz5ckkm1quPHj0uVKlWkW7duUqFCBfnLX/4io0aNUr43/HF5//59qV27thw+fFhiY2OldOnS8uuvv9or2apduHBB3N3dpWPHjsqTLnMv9GVlZcndu3elV69esmzZspJMptX99ttvMn78eOnWrZtMmzbNZN6BixcvyqNHj5R/Z2VlSXJysrRs2VLWr19vh9RaR2F1WyR3TH6dTiejR4+WuLg4uXXrlsTExEjt2rULHJhAK55Ut43DQQ4fPiz169dX3iPRqt9//10qV64so0aNKjCEacSIEfLWW2+ZLHvhhRdk6tSpkpWVpcmeioSEBKlSpYo0b95c9Hq9RERESHR0tIjk1uFBgwaJj4+PLFu2TC5evChZWVkyZcoUCQ8Plzt37tg38SrEx8dL2bJlZfLkyQV+n7cHxlnu2UTFZbdGxa1bt6Rz584yfPhwCQ8PlwYNGsj+/fsLvOB+++23EhkZKS1btpR+/fppdoQQEZHx48dLy5YtJTIyUjp37iy//PJLges9evRIxo0bJ35+fvLbb7+VcCqt58aNG9KwYUOZNm2aPH78WG7evCmxsbGi0+nyvbj54MEDCQsLkzZt2oinp6fmL8q//vqrVK9eXTp37izdu3dXntiZCwWYPXu21K1bVy5evFiCqbQuw1CL48aNk1dffVWGDx8u3t7e8ve//93sb2JjY6V+/fom75po0ZPq9uLFiyUkJER8fX0lPDxcAgIC5OjRo3ZKrXqW1m3jhnSfPn0kLCys0NFyHN2aNWvE19dXevbsKePHj1caFoYG1JgxYyQ8PFyOHz8uiYmJMnv2bKlQoYImH4SJ5D7cCw8Pl9dee03u3r0rV69elXnz5klISIjJeZ4yZYpUqFBBatasKREREVKxYkVNl+8TJ04owyIb/PHHH5KQkGDSWDaUZWe5ZxOpYbdGxYkTJ2TcuHGyd+9eERFp2rRpvoaFcQPj3r17IiL5upy15rvvvpMFCxbIwYMHpVu3btK1a1c5duyYvPfee3L58mVlva1bt0q1atU0/aReJPeFvcaNGysvqIrkPskOCAiQChUqmNyUbty4IT4+PpqdbySvhIQEqVu3rnz00UfyzDPPSI8ePZTya/xC7qZNm2Tq1Kni5+en6SEHHzx4IIMHDzYJ37p06ZI0aNBAdDpdvqe3mzZtkujoaM3n26Cgun306FF59913lQbT+fPnZc+ePRIXF2dSJ7SoKHXb8EdYYmKinD9/vsTTak179uyRRo0aybRp06RFixYyfvx4JYxTJPfF3JCQEPHz85OgoCAJCQnRdPm+fPmyBAUFyb59+5Rl6enpsmrVKgkKCpLnn39eWb53715ZvXq1fPvtt5p+OJKeni7t2rWTcuXKKcsGDBggTZo0EZ1OJx06dJCPP/5Y+S4nJ8dp7tlEatitUfHw4UM5ceKEybsUTZs2lfr168u+ffuUBsXjx4812V1szvr166V169YikttwiIyMlOrVq4tOp1NGvxHJ/QP7jz/+sFcyrWbLli1Sq1Ytk16HY8eOSYsWLeSjjz6SoKAg+eGHH5TvvvrqK033RBlkZ2fLnTt3JDIyUv744w9ZtWqVtGnTRiIjI6V///4ya9Ys5aXe2NhY6dKli+ZjzR8+fChNmzaVDz/8UET+94fkhAkTZODAgaLX62Xp0qXK+h988IH07dtX8/k2KKxua/m9IHOKUred5RqenZ0t586dk169ekl6erosWLBAWrduLa+//rpERkaalP01a9Y4ReMxNTVVAgMDZeHChSbLHz58KMuWLZPQ0FBlpEZnkZGRIStWrJC6detK//79pVu3btK7d29ZvXq17NmzR4YPHy4tWrSQb775RvmNs9yzidSw+4vaImISY21oWOzfv18ePHgg8+bNk48++siOqbOuM2fOSMuWLZV/d+7cWXx8fOQvf/mLyahHzuLy5ctSu3ZtiYqKkpUrV8quXbvEz89PZsyYISIiLVq0yDe0rDPp0KGDMlnjunXrpGrVquLm5ibbtm0zWU/LcccG9+7dk759+8qrr76qDBF64cIFqVSpkqxcuVJefvll6datm8nswcaTg2kd67br1O22bdsqQ+cuWrRIqlatKu7u7rJz5047p8z6Hj58KFFRUdK9e/d8Pcj379+Xvn37ypAhQ+yUOtt58OCBrF69WgIDA6VVq1Ym7z7dvn1bnnnmGZO5SYhIxA0OwNPTE1lZWQCAI0eOoHTp0nj55ZcxePBgvPXWW+jcubOdU2g9devWhZeXF5KSkvDSSy/ht99+w8KFC1G1alVMnjwZu3btsncSrUZEULNmTaxatQrHjh3D9OnTMWzYMIwdOxbz588HAAQGBiIpKcnOKbW+nJwcAIC/vz/++OMPAMDq1avx8OFDhIWF4R//+Adu376trF+uXDl7JNOqSpcuja5du+K///0vXnjhBUyaNAmNGjXCwIEDMXjwYHTv3h1Hjx5FRkYGRAQA4Ovra+dUWw/rtvPX7ZycHGRmZkJEcOHCBQDA4cOHkZGRgZCQEKxbtw5paWl2TqV1eXl5YerUqTh27Bjmz5+P8+fPK9/5+PigXbt2OHv2LDIyMuyYSuvz9vZGr1698I9//AOzZ89GpUqVAADZ2dmoUKECGjdujKSkJOVaT0SAu70TYODu7o6srCy4u7tj37598PX1RXJyMg4dOoSQkBB7J88qRARZWVkQEbRq1Qpubm74+eef0bhxY9SqVQvLly9H7dq17Z1Mq9HpdMjJyUHz5s2xZcsWPHr0CPfv30eDBg0AAFlZWUhLS0ObNm3snFLrc3PLba936dIFt27dwosvvoht27Zhy5YtuHjxIubMmYPx48fj+++/V9bVMhGBTqfDhAkT4Ovri127duH69etYsGABJk6cCADQ6/WoXr06SpUqBZ1OZ+cUWxfrtmvUbTc3N7i5uaFHjx54+PAhRo0ahR07dmDLli2Ii4vDkiVL4O7ujvfee0/TZdxQn4HchlSjRo2wbt06dOrUCTk5ORg/fjw6dOgAADh9+jRq1KgBd3eH+XOi2IzzDQClSpVCly5d4ObmBr1eDwDK/2/duoXGjRs7xfWbyGrs0T1SWHxtRkaGjB8/XkqVKiWJiYklmCrryM7OzjeySd7RflasWCEtW7bMN7qR4WV0LSos3wWd72vXrsmMGTPE39/fZEI4Z7NkyRLR6XRSq1YtZSKkrKwsWb16taZfZCxI3nKetzyMHz9eOnfurOlyLlL49csZ67ZBQfl21bq9YMEC0el0UqNGDeVcP378WD788EPN1uvr16+bveca6vLhw4elcePG0rRpUwkPD5d+/fqJr6+vpt+DKyzfBcnIyJDp06fLU089JadPn7Zhyoi0Ryfyf3EINnD+/Hls3LgRN27cQKdOnRAaGqp0Icr/PRGQPE8Grl27hrFjx2LWrFlo0aKFrZJmE7/99hveeecd3LhxA/Xq1UPv3r3Rq1cvALldpoYnHJmZmbh//74S8pL3GGiNpfk2uHjxIv7973/j66+/xs8//4wmTZrYI9mqFZS3gnzwwQfo0KEDIiIiNH+uAcvzbXD06FF8+eWX+P7777Fr1y6EhYXZMHW2cf/+feTk5EBECg3Zcra6bWm+DZyhbqempuLmzZvQ6/WoVasWPD09862TkZGBd999F/3790ezZs2Qk5Oj6SfW165dQ3h4ONq2bYvp06cjIiIi3zqGen/lyhUcOXIE27dvR0BAAPr27av0UGmNJfk2tnbtWqxevRo7d+7UbPkmsilbtVZOnDghFSpUkNatW0vTpk3Fy8tLXnzxRWU2XRHTiZEMQ21mZWXJgwcPbJUsmzl9+rT4+fnJkCFDJCYmRsLDwyUiIsJkeE3DaD8G5uYr0BJL8m38Ir5I7lPbI0eOaHpegjNnzsjChQsLHdnFuHw7C0vybezevXuyceNG6dSpk2afZiYmJkrXrl2lSZMmUq1aNVmxYoWImD6lf1LvpBZZku+8+dR63T5x4oQ0adJEQkNDxcvLS+bNm5fv3Bryr+W5NvLasWOHMlHnSy+9pPSqiuSeY8OQuc4yipeBpfk2uHjxosybN89pe+CI1LJJo+L+/fvSo0cPmTRpklIp161bJ506dZKOHTvmmzl33rx5MnfuXGXWYa3JycmR6dOny6BBg5RlaWlpMn/+fGncuLGMGTPGZP1169Ypo+NoWXHy7QxD7p07d04qVKggOp1Opk2bJikpKfnWKejmq/U/NIub74cPH0p6enpJJNHqEhMTpWLFivK3v/1Nvv32W5k8ebJ4eHiYnXfAWep2cfKt9bptyPPUqVMlMTFRFi5cKDqdzqSBVFAd1nq9Fskdzahv377yr3/9S5o2bSrDhw+XkydPiohp/n766SfNn2djluZ73bp1yuhPztSYJLI2mzQqHj16JGFhYfL++++bLN+1a5f06tVLevXqZfJEYMiQIRIWFqbMOKxFI0aMkLZt25osS0tLk4ULF0pERIS8++67IiKyYcMGqVGjhsyYMcMpbkaulu979+7JqFGjZMSIEfLpp5+KTqeT119/vcA/sEVE3n//fZk7d24Jp9L6ipPvvJPdac3t27ela9eu8uqrr5osb9++vUycOFFETBtR69evd4oy7or5TklJkbZt28qkSZOUZTk5OdK9e3fZt2+fHDt2TJKSkpTvPv74Y/n6669LPqE2kJWVJTdv3pSgoCC5evWqrFmzRpo3by5jxoyR1q1by3PPPSciuX9Ya/08GytqvqdPny7Z2dlO11tDZE1WH65BRJCZmYmqVasiJSUFwP9iMZ999lk8fvwYEydOxH/+8x80bdoUAPD9998jOTkZFSpUsHZybE7+L2a6adOmOHfuHM6cOYP69esDAMqWLYtRo0bhzJkzWL9+PSZPnoxevXph1KhRiIqK0nQMrqvm283NDc2aNUPFihUxePBg+Pv7Y8iQIQCAN954A/7+/sq6qampOHLkCC5duoQJEyZosnwbFDff0dHRms13ZmYm7t69i4EDBwKAEjcfGBiI1NRUADB5X6J379749ddfMWLECE2XcVfMt06nQ/fu3ZU8A8D8+fOxefNm3LhxA7du3UJISAhmzpyJ4OBgrFixAhUrVsSAAQM0Pyyym5sbKlWqhObNm+PkyZOIjIyEl5cXoqKi8OjRI4wZMwYA0LdvXxw+fFjT59mYq+abyKZs1VpZtGiReHt7S1xcnIiYdhn+/e9/l/Lly0tqaqrTdCX+/vvv4u/vL6NGjVJCPQxPNK5cuSI6nS5f2JczcMV85x3JZ+XKlaLT6WTq1Kly69YtEckt73fu3JHbt29rfkZdA1fMt3HstCGUc+bMmfLiiy+arOcMkxcac8V8p6WlKZ+///570el08sMPP8jt27clLi5OmjdvLrGxsSIikpCQIJcvX7ZTSm3jpZdekpiYGBERGT16tJQvX16Cg4Nl1KhRsmfPHjunznZcNd9EtmCTngqdTofXXnsNhw4dQv/+/bF582Y0b95cWadBgwYICAiATqcr0igyjqxOnTpYtWoVevTogVKlSmHOnDnK01sPDw+EhYWhYsWKdk6l9blivkuXLg0gtwfOzc0NgwcPhohg2LBhStn/4IMPcOnSJaxcuVKzT+rzcsV816tXD0Du03oPDw8Aude4mzdvKuu8++678PLywquvvuoUY/UDrpnvsmXLKp9btWqFw4cPK73pbdu2ReXKlXH48GGICEJDQ+2VTKsz3LM7duyIixcvYvz48di4cSOOHDmC+Ph4vP766/D09ESzZs3g5eWl6dHMjLlqvolsyep3Ap1Oh8zMTHh4eGDBggXw9fVFx44d8dVXX6FVq1aoUaMGtm7dCr1e73SVtEOHDli9ejWef/55JCcnY9CgQQgLC8Py5ctx8+ZNBAQE2DuJNuGq+dbr9RAR5OTkYMiQIdDpdHjxxRfxn//8B+fPn8evv/4KLy8veyfT6lwx325ubibDwxrCIGbPno358+fj2LFjTvGHdV6umu9atWqhVq1aAHIbVo8fP0aZMmUQFhbmdPctQ34CAwMxcuRIVKlSBRs2bEBgYCACAwOh0+kQHh4Ob29vO6fUulw130S2ZPV5KgzvT1y+fBkdOnTAqlWr8PXXX2PlypUoW7YsqlatinPnzmHbtm1o3LixNXftMI4ePYrJkyfj0qVLcHd3h16vx8qVK51+TGtXzbehCul0OnTq1Anx8fHYuXOnUz3NLIir5dvwbsGcOXOQnJyMevXqYebMmdi3b5/yRNsZuWq+jc2ePRvLli3D1q1blV4cZ5OZmYlvvvkGERERCAsL0/wcK5Zy1XwT2YJNJr+7cuUKIiIi0KtXL3z99dcAgN27dyMpKQmZmZlo164dateube3dOpS0tDSkpqYiPT0dTz31lMmLrM7MVfOdnZ2N119/HR999BHi4+M1OcFbcbhivt9++23MmjULvr6+2Lp16xMnzHIWrpjv1atXIy4uDitXrsSWLVuc/gGJ1ifxKy5XzTeRtVm9UZGTk4MPP/wQSUlJ+Oijj6DT6djqJ6eXnZ2NpUuXolmzZk7bA1cQV8z34cOH0aJFC5w8eRLBwcH2Tk6JccV8JyYmYu7cuZgzZw4aNmxo7+QQETk0m/RUPHjwAKVKlbL2Zokcmqt2m7tivu/fv6+8uO5KXDHfhncEiYiocDZpVBARERERketgECEREREREanCRgUREREREanCRgUREREREanCRgUREREREanCRgUREREREanCRgUREREREanCRgUREREREanCRgUREREREanCRgUREREREanCRgWRCpcuXYJOp0Pt2rXtnZQSU7t2beh0Oly6dMneSXFYWikXWkknERE5PjYqiArBP6CpICwXpMacOXOg0+kwZ84ceyeFiMhq3O2dACItq169Ok6dOgUPDw97J6XEbNu2DZmZmahevbq9k+KwXLFcEBGRa2OjgkgFDw8PNGjQwN7JKFF16tSxdxIcniuWCyIicm0MfyIqwNKlS6HT6XD58mUAQGBgIHQ6nfLfzp07ARQek25YFwBWrFiBFi1aoEyZMqhUqRKGDh2KK1euAABEBJ988gkaN26M0qVLw9/fHyNGjMDNmzfNpu/s2bP461//ijp16sDb2xt+fn5o27YtVqxYUeS8Pnr0CB988AGaNWuGsmXLwtPTE1WrVkXz5s3xxhtvIDU11WR9c6E/7du3V45NfHw8BgwYAH9/f3h5eSE4OBgffvghRMRsOrZv347nn38eNWrUgJeXFypVqoTmzZsjNjYWt2/fdohj4Kjl4knhNDt37oROp0P79u0tOh6WvGthrhwkJydj0qRJCAoKgre3N3x8fBAQEIBOnTph4cKFFu3f2J07dxAbG4vGjRujbNmy8PHxQWhoKObPn4+MjAyTdYcOHQqdTocFCxaY3d6GDRug0+nQpEmTfN8VtUwVp8zrdDq89dZbAIC33nrLpPyMGDGiiEeHiMiBCBHls3v3bomKipLSpUsLAHnuueckKipK+e/UqVMiInLx4kUBILVq1cq3DQACQGJiYsTd3V06duwoAwcOlJo1awoACQgIkNTUVBk0aJB4e3tL9+7dJTIyUipXriwAJCwsTB49epRvu6tWrRJvb28BIA0aNJDIyEjp2LGjktaRI0danM/s7Gzp1KmTABBfX1/p0aOHDB06VDp37iy1atUSAHLs2DGT3xiWX7x40WR5u3btlPx6enpKw4YNZciQIdKuXTvR6/UCQCZNmlRgOiZOnKgcr8aNG8uQIUOkR48e8vTTTwsA2bFjh0McA0ctF7GxsQJAYmNjC8zjjh07BIC0a9fOZLm5dBaWfoOCykFycrJUq1ZNAEjNmjWlX79+MnjwYHn22WelQoUK4ufnZ3Z7BUlMTJSAgAABIE899ZR0795d+vTpI1WqVFHKyt27d5X1N2/erJQJcwYMGCAAZPHixSbLi1OmilPmo6KiJDw8XABIeHi4Sfn58ssvi3R8iIgcCRsVRIUw9we0gSV/PFasWFHi4+OV5RkZGdKmTRsBIKGhoVKnTh25dOmS8n1KSorUrVtXAMiKFStMtpmQkCBeXl7i7e0tP/74o8l3ly5dktDQUAEgy5Ytsyh/cXFxAkCaNGkiaWlp+b4/dOiQ3Lp1y2TZkxoVAOSf//ynyXfbtm0TnU4ner1ekpKSTL5bvHixcpy2b9+eLw0HDx6UK1euaOIYGJR0uXCURsVbb70lAOSVV16RnJwck/UfP34sW7duNbu9vDIyMqROnToCQGbOnGnSkLp//74MHTo03x/72dnZSuNs//79+baZkpIiHh4e4unpaXJOi1umilvmn3S+iIi0iOFPRDY2d+5chIeHK/8uVaoUJk+eDAA4ceIEFi9ejFq1ainf+/v7Y9y4cQByX4o29vbbb+PRo0eYP38+BgwYYPJdrVq18NVXXwEAFi9ebFHa/vjjDwDAs88+i7Jly+b7PiIiAhUrVrRoWwYDBgzAX//6V5NlHTt2RLdu3ZCdnY0dO3Yoy7OysjBv3jwAwBdffIEOHTrk216LFi0QEBCg/FsLx8AS1iwXjsJwLLt3766EeBl4eHigU6dOFm9r2bJlOH/+PHr37o158+bB09NT+c7HxwdffPEFKleujG+++QZ37twBALi5uSEqKgoA8PXXX+fb5rfffovMzEz07dvX5JyqLVNFKfNERM6KjQoiG+vZs2e+ZfXq1QMAuLu7o2vXrma/v379urIsJycHmzZtAgAMHjy4wH1FRESgTJkyOHbsGB4+fPjEtDVt2hR6vR5LlizBp59+iuTk5Cdn6An69OlT4PKGDRsCAK5du6YsO3LkCFJSUuDv74/IyMgnblsrx8AS1ioXjqRFixYAgJiYGKxZswb37t0r9rZ+/vlnAObPc5kyZRAREYGsrCwcOnRIWT5ixAjodDr88MMPePDggclvDA2NUaNGKcusUaaKUuaJiJwVGxVENlazZs18y8qUKQMAeOqpp+Dunn8QNsMTc+M/YG7fvo20tDQAQEBAgMkLnob/3NzccO/ePeTk5BT4cnNederUwaJFi5CZmYno6GhUq1YNtWvXxtChQ/Htt9/i8ePHVskvAPj6+ubLk+GF5/r16+d7sl0QrRwDS1irXDiSF198EcOHD8fZs2fx3HPPoVy5cggLC8P48eOxffv2Im3rwoULyjYLOs86nQ4bN24EAKSkpCi/e/rpp9GuXTv8+eefWLt2rbL82LFjOH78OKpVq2bSYLNGmSpKmSciclYcUpbIxtzczLfdC/sur5ycHOWzIcSjMF5eXhZtd+LEiRg0aBD+85//YM+ePdizZw9WrlyJlStXIjY2Frt378ZTTz1lcTqLkqei0soxsIS1yoUljI+bLbfp5uaGFStWYPr06fj555+xd+9e7N27F59//jk+//xz9OnTB2vXroVer7d4+927d0eVKlUKXdc4TAzI7YnYuXMnli5dimHDhgH4Xy/FSy+9ZLJ/a5QpW5Z5IiKtYKOCSCP8/f1RqlQpPHjwAAsXLoS/v7/Vtl2lShWMGTMGY8aMAQCcPn0ao0aNwv79+xETE4Nly5ZZbV/GDE94z549CxF5Ym+FMx4DazC8b5Cenl7g94YeIWttLzMzs9AwseDgYAQHB+P111+HiGD79u0YNmwY1q9fj+XLl2PkyJFPTENAQABOnz6N0aNHY+DAgUVK/3PPPYfo6Ghs27YNSUlJqFKlCr777jsAyLdvW5YpIiJXwscrRIUw/HGVlZVl55QAer0eXbp0AQCsWrXKpvtq0KAB3nzzTQBAfHy8zfYTEREBf39/pKSk4Keffnri+o5yDBypXABQZjc/depUgd8b3k+wVKVKleDp6YnU1NQC58XYvHmzxXnX6XTo1KmT0mNgaXnq0aMHgOKdZx8fHwwePBg5OTlYvnw51q9fj9u3b+OZZ55BUFCQybolWaYMHK38EBFZAxsVRIWoUaMGACAxMdHOKckVGxsLT09PvP7661i2bFmBISgnT57EmjVrLNre9u3bsXHjRmRmZposFxFs2LABQP7QEmtyd3fHjBkzAACvvPIKdu3alW+dQ4cO4erVq8q/HeEYOFq56NixI9zc3LB582bExcUpy0UEixcvxo8//lik7Xl4eKBt27YAgJkzZ5oc4+PHjyM6OrrA3y1fvhxHjhzJtzw9PV2ZGNDS8vTKK6+gVq1aWL16Nd58880Ce01u3LiBL7/8ssDfG17GXrp0KZYsWQIgfy+FgbXL1JM4WvkhIrIKuw5oS+TgPvnkEwEgZcqUkQEDBsjo0aNl9OjRcvr0aRGxbD6CgjxpHgBz8wqI5E7S5ePjIwCkRo0a0rVrVxk+fLj06NFDatSoIQBk8ODBFuVv0aJFyqRv7du3l2HDhklkZKQyB4Gfn1+RJ7/LO1Gdgbmx+XNycmTs2LHK8WrSpIkMGTJEevbsWejkd/Y8Bo5YLiZNmiQARK/XS/v27WXAgAFSp04d8fDwkJiYmCLNUyEicuDAAfH09BQAEhQUJAMHDpRWrVqJh4eHREVFFVgO+vXrJwCkWrVq0rNnTxk+fLj07NlT/Pz8BIA0atSowLlAzDl58qTUrl1bAEi5cuWkbdu2MmzYMOnfv78EBweLTqeTKlWqmP19w4YNleNdunRpSU9PN7tuccpUccv8jRs3lEn1nnnmGRkxYoSMHj1alixZYvGxISJyNHyngqgQ48aNQ3p6OlasWIGNGzcqo7i88MILqF+/vl3S9Pzzz6N58+ZYvHgxtmzZgr179yI7OxtVqlRB3bp1ER0dbXEMep8+ffDnn39i9+7dOHfuHA4cOIBSpUohICAAMTExmDBhgvJU1VZ0Oh0+//xz9OvXD//85z9x4MABnDx5EuXKlUNgYCCioqIQFhZm8ht7HwNHLBeLFi1CzZo18e9//xv79u1DmTJl8Mwzz2DVqlVIS0vDggULirS9li1bIi4uDrGxsThw4ACSkpIQFBSEjz/+GGPHjkVgYGC+30yZMgWBgYHYt28fjh49itTUVFSoUAHBwcEYNmwYRo4cidKlS1uchpCQECQkJOCf//wn1q5di4SEBOzfvx/+/v6oUaMGpk6dWuhQxCNHjsQbb7wBABg4cKAyulZBrFmmnqRKlSrYtGkT5s6diyNHjmD//v3IyclBVlaWRe+bEBE5Ip2IiL0TQURERERE2sV3KoiIiIiISBU2KoiIiIiISBU2KoiIiIiISBU2KoiIiIiISBU2KoiIiIiISBU2KoiIiIiISBU2KoiIiIiISBU2KoiIiIiISBU2KoiIiIiISBU2KoiIiIiISBU2KoiIiIiISBU2KoiIiIiISJX/DwuGR01MAz5UAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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" ] @@ -1376,6 +1384,30 @@ "unit_num = 950921187" ] }, + { + "cell_type": "code", + "execution_count": 22, + "id": "ae1644bf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unit index: 0\n" + ] + } + ], + "source": [ + "# translate unit id to row index\n", + "unit_idx = -1\n", + "for i in range(len(units.id)):\n", + " if units.id[i] == unit_num:\n", + " unit_idx = i\n", + " break\n", + "print(\"Unit index:\",unit_idx)" + ] + }, { "cell_type": "markdown", "id": "e4658307", @@ -1386,7 +1418,23 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, + "id": "32c543e4", + "metadata": {}, + "outputs": [], + "source": [ + "# use peak_channel_id of unit to fetch the peak waveform index from electrodes table\n", + "peak_channel_id = units[\"peak_channel_id\"][unit_idx]\n", + "electrodes = nwb.electrodes.to_dataframe()\n", + "local_index = electrodes.loc[850249267].local_index\n", + "\n", + "waveform_mean = units[\"waveform_mean\"][unit_idx]\n", + "peak_waveform = waveform_mean[local_index]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, "id": "b01f1b67", "metadata": {}, "outputs": [ @@ -1402,12 +1450,6 @@ } ], "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", @@ -1428,7 +1470,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "id": "c8dd3ee0", "metadata": {}, "outputs": [ @@ -1445,9 +1487,9 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(10,6))\n", - "colors = plt.cm.viridis(np.linspace(0, 1, len(units.waveform_mean[unit_num])))\n", + "colors = plt.cm.viridis(np.linspace(0, 1, len(units[\"waveform_mean\"][unit_idx])))\n", "ax.set_prop_cycle(color=colors)\n", - "ax.plot(np.transpose(units.waveform_mean[unit_num]))\n", + "ax.plot(np.transpose(units[\"waveform_mean\"][unit_idx]))\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", @@ -1469,7 +1511,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "id": "93e89bc5", "metadata": {}, "outputs": [ @@ -1486,9 +1528,9 @@ ], "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", + "colors = plt.cm.viridis(np.linspace(0, 1, len(np.transpose(units[\"waveform_mean\"][unit_idx])) ))\n", "ax.set_prop_cycle(color=colors)\n", - "ax.plot(units.waveform_mean[unit_num])\n", + "ax.plot(units[\"waveform_mean\"][unit_idx])\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", @@ -1510,7 +1552,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "id": "7d88c6c6", "metadata": {}, "outputs": [ @@ -1520,19 +1562,19 @@ "(82,)" ] }, - "execution_count": 25, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "avg_waveform = np.average(units.waveform_mean[unit_num],axis=0)\n", + "avg_waveform = np.average(units[\"waveform_mean\"][unit_idx],axis=0)\n", "avg_waveform.shape" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "id": "4ae54d56", "metadata": {}, "outputs": [ From 9e3f027dcc075f384a54c75d3f7cedd8d8a4c9d4 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Wed, 18 Jan 2023 10:16:03 -0800 Subject: [PATCH 32/36] 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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\n", 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5yU/iP/2n/4S3vvWtlW+vvfZaXHnllbj77rvxD//wD0jTtOI3bINwOwEQzISzt7eHt73tbfi7v/s7vP71r8d73vMefPjDH0aapvjABz6AD3zgA/jlX/5lvOUtb8FXf/VXB6XdBCKOAbBbVutgPB7jXe96F4D1uOqoIIQ0+v5pT3safuAHfgCTyQSvfe1r8djHPhYAV0Jf//rXA+B+4LoNoFBUb7zxRq0feihCxu2lBtGWD33oQ/F7v/d73t/VYQrq0KFDBxs6Jb9DhxXgec97Hm6++Wa88Y1vxNve9ja8613vqtysSgjBYx7zGLzlLW/B0dER3vnOd3oHc164cKGg3zx9+jQe/OAH1yrnIx/5yCKwcn9/H+95z3tw00034U1vehPuvPNOPO1pT8O//du/YTQa1Uo/BLfddhs+9rGPAeD+zS5f8VC84x3vwHg8DqYrbRPy6YR8EqODfLqjO9XY29vDk570JLzhDW/AG97wBrziFa9Ar9fDO9/5ziJt0+Vqp0+fxu23347ZbFbapHYIh9hEHRwcdG3ZoUOHtaJz1+nQYUX4xV/8xcLC+VM/9VPad57//OcXf7/85S/3TvuVr3xl4T7xvOc9r7FVGOAxAk9+8pPxxje+ET/yIz8CAPjc5z6H9773vY3T9sHLX/5yZFkGAHjqU5/aevrCVWedt9x+4Rd+YeEW8rd/+7fWd//u7/6u+NukPAol/uzZs/jTP/1TAAtXnd3dXXzbt32b9jsRj/CBD3zA6ybXVaGNcbxqiLb8xCc+sbS7HTp06NDBB52S36HDinDDDTfgmc98JgCu0P35n/955Z0nP/nJ+OIv/mIAwB//8R/jda97nTPdf/3Xf8V//a//FQAwGo3wn//zf26x1ByypVv2k18W3vve9+J//I//AQAYDof40R/90VbTZ4x5U2cuE3EcF241f/7nf47PfOYzxnd/67d+q/jmcY97nPadb/3Wby384V/zmtdgMpkUl2w99alPNZ7ACOX/woULePWrX12rLsuAvPmaTqdrLIk/RFsyxvDrv/7ray5Nhw4dLmd0Sn6HDivET/3UTxXWyV/4hV+oPKeU4nd/93cLBp7nP//5+IM/+ANjev/wD/+Axz/+8QWzzq/8yq/gC77gC4LK9IlPfKKgcTTh7W9/e/H3/e53v6D0Q5BlGW666SZ88zd/c0Ep+Ou//uulOwDawCbccivwgz/4gwCA2WyG7/me79HefvqqV72q6IPv+I7vwDXXXKNNq9/vF9zrN998M1772tcW7C8mVx2An/4I+s4f//EfrwTuqnjve9/rHDNtQK6nYAfadHzTN31T4fL2spe9rIiHMOEjH/lIcarUoUOHDm2i88nv0GGF+NIv/VJ827d9G9761rfiL//yL/He9763cjHWwx/+cPzu7/4u/uN//I+YTqd49rOfjd/4jd/Ac57zHDzoQQ9Cv9/Hpz/9abztbW/Da1/72kIZftGLXoQXvOAFwWX69Kc/ja//+q/Hgx/8YDz1qU/FV37lVxZBgLfddhv+4A/+oFBUHvawhzmpHl34l3/5l2JTkmUZLly4gM9//vP427/9W7z5zW/GJz7xCQB8w/PiF7+4uKCoTQgr/sMf/nCjwrwqPPGJT8QznvEM/OEf/iHe/va341GPehRe+MIX4kEPehDOnTuH173udXjVq14FgPvi/+qv/qo1vec85zn4zd/8TYzHY7zoRS8CwC9Ks8UdDAYDvP71r8fjHvc4HBwc4Bu+4Rvw7Gc/G095ylNwv/vdD1mW4XOf+xw++MEP4s1vfjM+8pGP4H/+z/9ZnEIsC1/zNV9T/P1jP/Zj+Omf/mlcc801xUb5+uuvRxxv3jL22te+Fo985CNx9uxZPOtZz8Lv/d7v4VnPeha+6Iu+CFEU4c477yzYt97//vfjRS960UYEf3fo0OHSwuZJxw4dLnH89E//dMGu8/M///O45ZZbKu8861nPwjXXXIPv//7vxz//8z/j3e9+N9797ndr07viiivw0pe+tLEy/E//9E/4p3/6J+PzBz3oQXjTm97U2E/6m7/5m53vPPKRj8Qv/dIvLU2JFJbTTVGsfud3fgdJkuDNb34z/v7v/x7Pfe5zK+9ce+21+OM//mMnC8vXfd3X4T73uQ9uu+224p6DZz/72U7Gm0c96lF4z3veg2c+85m47bbb8JrXvKbw59ch5C6GunjAAx6AZz7zmXj961+Pt7/97aUTJYBfRLWJl27d//73x9/8zd/gaU97Gj760Y/i5ptvtlrrV9GWHTp0uPzQKfkdOqwYj3jEI/CN3/iN+PM//3O8/e1vx6233opHPOIRlfe+7uu+Dh/5yEfwhje8AW9961tx66234o477sB8PseZM2fw4Ac/GE984hPxXd/1XaXLeULxtV/7tXjPe96DW265Be9///tx22234Y477sBkMsEVV1yBhz70ofiO7/gOPP/5z8dgMGhQ8yr6/T5OnDiBkydP4sEPfjAe8YhH4IlPfCIe9rCHtZqPjHXfcqvDcDjEm970Jtx888246aab8P73vx933303tre3ccMNN+ApT3kKfuiHfsjrJmRCCL7zO7+zRIVpc9WR8ahHPQof//jHcdNNN+Hmm2/Ghz70Idx9992glOLMmTP44i/+Yjz2sY/F0572NDzwgQ+sXd8Q/N7v/R6+8iu/Em94wxvwsY99DPv7+0VA9ibjhhtuwIc//GG8/vWvxxvf+EbceuutuOuuu5CmKU6fPo0HPvCBeMxjHoOnPvWp+Iqv+Ip1F7dDhw6XIAhTr0bs0KFDh0sYv/Ebv4Hv//7vx73vfW9roGuHDh06dOhwnNEF3nbo0OGygvDHf9KTnrTmknTo0KFDhw7LQ+eu06FDh8sKX/u1X4uHP/zhS+He79ChQ4cOHTYFnbtOhw4dOnTo0KFDhw6XGDp3nQ4dOnTo0KFDhw4dLjF0Sn6HDh06dOjQoUOHDpcYNsonP8sy3H777djd3W3Mxd2hQ4cOHTp06NChfTDGsL+/j2uvvRaUdvbiTcVGKfm33357cbV6hw4dOnTo0KFDh83Fbbfdhuuuu27dxehgwEYp+bu7uwCAx+BbEaNXfYEQQI4TFv+W/k+iCCxjQJZW3iNxDJYki/dpVH5Pk0/xjfK3+j6JosUzUzlpBLCs/Ex9X/1WQC2r+LfhfdLrg81n5XKb0jbVR7SjqdxSeeX8jJDrQCOeh/KNrY1LfS3/pntXQNPW2r4yjYW8TADA0hQgdNEmjrFjTEM8t/QhiWP+LsDzBMx9Ieor/0ajxTcy1HITYq6TLl21jLq+0uRVjA85P937LLPmqfYXieNinKrlKc1dy/gs2tpzbpjGn7Y9bHPO0b7ye1q5pj6X85bni9zePvNHly4hIHFP34ZyOqbxSahZhmjqUGlL33mvzgHNOlC0uzIOjXmKdEzjUyeb1HLl3xjHIY1AKOH562SLbe2Qy+Mqi5weUJY/FhnoM1ZKZZDLZMpfro+uf03lMo1t5PM8mZvXUN3YVPL1kmsuOSXWN11ZLG1ZrBNy/qa1v/KxY/xLeWj1Ad33gHFMJJjjvfiTQm/rsJnYKCVfuOjE6CEmBiUfqnLDSv8nJAIjbKEYSe8REoMRIr0fld/T5FN8o/ytvs/zJZXvy+WMAGTlZ+r76rfFO0pZxb8N7xPS4+0gl9uUtrE+eTuayi2VV87PnK5UBxIt8iglZ27jUl/Lv2nfFdAo+bq+Mo2FvEwAwAjN24N6jR1jGkX5zX3I20G0lfR/XV8U9ZV/i8rfyr+rc8NUJ126lTJa3Oqk9IrxIeenex/iJlObYrzoL14GJv1NpFfluWsen4u29lTyDeNP2x62OedoX/k9rVyrPCel34r5Ire3z/zRpUuIuQ1LaRrGJ6HV3y11qLSl97xX5oBmHSgp+dJzY57FPDWMT51sqpSLf2NuwwiEkLytNbLFunZI5XGVpZQeyvLHIgN9xkq5DFKZjPlL9dH1r6lcprENMc8NeRtlZzlfL7nmlFNifdO8Y2nLxTohj0PD2l/9GNbxL+Wh1Qd03wPmMVE0m6WtOqwdnSNVhw4dOnTo0KFDhw6XGC4rJZ9lHpa6SwXiOLHWt5dRO3mgrXGzEeOvybjYQMhtuhHtuyno5rAdl3r7mKyvOlzqbbEurFvWhubfjYNLEpeWks8YX+hbnFy+ioPXe8uY9G1MTM1xW3A71qlb0/aw1Z2x5QitwhezZtk9yxSssLZR17bH5zIXOTltQz6lNrSUpfbmQGnzjdxkuOaI63OfNpQVSlefW472V95+bY3PVShHvmUVsWS9OHdnMbQ3y6pprlIpreTN9H9b09CsUS3UwTkOl9xOlfxbzs97nq17k9KhFVxaSn4oAgexcXK4hFLoc51gDhRmjS2cbbVNYJq123jJ4JsezzKYNk3VH20Zlv+WNxdttoW8UAamGzSuPJTyom4hiqktXenfrSqQNsUpFC1t+vwX7pA+KytepTxsfri6PALHrbU+3kpgW/I9TMG2vpIaAlvl/JsqV4SADgaggwFIrIltWwZClXQdcYDpnaUaCwLlsuk7eUNFCMCy8prh6be+FGOhq307XNI43kq+7wSVGRVM3xnzUNJrc4FfFVjmLWTK3zVop7pYVzv6KtzFby1unLTjWKPsuhgu2obryN/VV1JZ/RavdizqjdOrk5fpWUNLeum90DHaNuQ8SoG88juBbSC/U7cOdQP/bBtG2/Nacz9QYfWtk06JJBRkawTS74NE1GA0qtFPywqwdMqZljaHgWm5M1uCxV97whK2Uah816BchFpOgzocCxxvJV9AtSL4DG6bwmSzSvj4Ohqj0X0twZrvKwvOko8UTfVuYhVoy8LTEF4K5yqsH6FKXsi40i0WbcNU/lUsCoXS5GlBdCnIqiHABi8ZENgGrvcbxdh4fOtTXql9CSXav32+9cKyxq6v3G+ahyld2zizjlGXAi4xzFACDAfAYAD0VmTJV6ErbxtyIXCcBkGm7bTlra0bLf+9LHfRNhC67nQ41thcJX9du8emVqG634d8Z6X30ggixhaCp60y1Hlf/lSnGFTo62qijktCGxZX33TaPFVpw7pjSNuovNUqv+xW03Cu2GDyQxYLeIk61fB9SNlWOGesymkbC3KQDFrCRsc1d9ZtUVyW0qPKvRr5lOYqoWD9Hki/l1vyay7z6ul3nXS0lLLKTz6bRF/U3dC2sgHJ6YK1a5tn2/nOZY92bQ11x0+HjUDXeyFgmb9AOk6TbpmTuIniYOVsrplHXTQ+GQn43lCfVhdDX6xaedwELLu8x6091oEm485mcV0lAvq5MrebyuQ4AigFoqhZOutCnTmybAPbpii76x7XHY4VNmTUeqIb3B2aoG1L5TK+7bBcdH1zeWNV/V9b4WyhfMKPelVGgUtp09rJhw6XGLoRvSwcpw1JEFVmYGyADoSsh24wJPht2T7Q1u/1bbPqNms1v02ZD3WYMzocL9SNzVhVGXSvq8w6TcqZMSBJgTTjfy8bx22+bML4OCbYSFrgDkG4vJT8FoTR0ge9V3BqA0EUSn3XFHUZelxsG3XZkjqsHqvsnzqxFb7BuzKcgbKhgaYbMIZ92cqU3zeG9nYT2hBwx/ksIfBXvc+AzBOw+RxI0/rrhYt9qCU0WlNDjE7LdrlcN/uVMe8NmRcd1oLLS8lvCu+o9BosCawspGujBdqspXyvSa8ef3/DIMN1Cbw28g2h8lxWfj5p+yraq+yLUKpHX2WhjjK/icpvXcsz/0e7ZQn9NoS1rGnbr9sQ4ovxBJjNwZKkvXzrEDeULkpb8thvwqqj25iFuCGF3MnRpJy2NJYyNruTjeOOzVXy2x6wITt+q7Xbnxu8VVxqlmuXpV6840JbTDU+SmCT9NtIa53K4aXid9u0DVd9V8EyYLsJVYWJ1UbljPdh/OpghoujPygpBjaZgk2n1su3NgYb6kJl/T5URziuMuO4lrtDgc1V8k04DgvGcbMWdRN59XBROK4Tq6CBXSZqxomsFJvSVnXhu/l01bOtdrjUGZEI4VZxH459loGNx8gmU7B5svny/VIwJtQ9pWirviF5H9c27lALx0/J77B6BF5JD8Bh2WuDb3kJPN2birbrcdyVeIFVsSWtG5vW7i7o5qpxU7tB/bIM/vTQm2vbAGPIZnMgS/l/y8BSKaKP2XjXoa07X9pMoy46l51jjQ2SsB1aR8ixfIcwdO26HCzjcqnLoa90l3hter3XWb5Nb5umWJZyf7mgiftZ2ycnl/pY7bBUdEp+KDb96LMu1iFILoVj2k3EcW/LdY/F4wgXo0uH9aDrjw4dOqwRnZJ/uaGW3+CKholv3MA6jsCbpL1pSncb7A7Lgk8gZ900O6wGq2L+aDv9VYyTJuN6k9wm2ghgN6XbhL1rFQhlq1p3eTtc1uiUfBXroLi73NDCYlVcA7+qvmqb6aeNci9r87DsTYAzGHMJYil0zAX5+2/YJq5tLIGCc/HdChXXTVGSL/XxIqONNl9Xe4XKoePiftbpN5cVjo+SH+Jf3vZ7vljmJK9j4Vy2Bd6U/rJpBgnV531cF08bParO11r3b12aprTaKFfddDyeFxu40Hlcp35NA0JXwR6zjE2X6dkyZOcylGu575Y975dp+AmpQ51y+KybbTF9tbnebLoi6iunm6JI9/ioah02C8dv5PhwnOuwbB7nUCVs2aiT/7rL7INlK1XLCOR0CehVCXA5H696WspVZ7PprUBS80ZuHXAxRa2inKtSetquy6ppBa385QbO/7bSl5/bNo/LHC+rYgOqm07TdVJ129yY+hpk1iqDdJel4zQ1FnVYKzZkFd1QNFHmlm5FX8JEa7vMbQud/BtCCUBD++YSYxqyKuAboEhI75DQvrK936YbjaWNjGUOiQ0hZH0blWWNddWy2Eghp2Ht6Z3uCuf5umXKMo1XNupTr+9bONFts31X0FfBss6d4Gal0+HYoev5trCBk6h1gbNMNG2/dS+2y4bWPSmszUrjwePblY2fxn1Py/9vA+uez5fSeF6aq0sNl6q2xtq6cVzHR1ungytALfm3pPHhXZY6J92hrkabMgc6eOF49NaGTf4SNrlsS8ax2kR06LAEdHOgQ4cNw2W8JnfooOJ4KPmbTI+2wQFCLFtu2VpNn2Xt+g1eatAFLzYJaNwUppE2IMZOSJ2cvrJ+aS1tjm0C+9KmK0t1xrD4xta+IdbQ0H5yldmU3qVyp4hcf9UivA7qVQuWvX56FiL/X0tlaaONL6W14zLA5ir5qxBkbV4gw7J2B7+NRzgEIe/ryt+ENaBuuzryMgo8F2NIHbaRkHd901Dfs40b4bfctB8RuFC0OP+M+ZryWOaCVnqe2cvhwnE4ttbVzToPNEpYWyxLtrzaSLuOzFxlYOQy8mljDSttIKQxHbqe2RT4Jmgqb1cJ1VhVhw2plN4G1rHDscJmrlJywJqPgqairYnRSHDKAo/o/zbBR7H24q4OFdIr3NFXFN1AJTZU0Q9BW5RyAr7ttGxaQvkbVzu5Anvr5qtLp6LsOTY9pXdZO4qOAu8NkXODpjwPlWe1x1xNRgzpO6srks0gsAyoMtG08W2i0HuXxRGQ2lRu+wSMe1n8W1je2954+czVIDnYsHxtsT+FWNzrMApZ5YxHep31/bLFhir5FCSKqr8bLbWB1IBeZWjRcn2cKQQJ5Yu9rixtWxl86yuEni9jjo3Pvy7apExdtbXGo6yEEuOCZVX+dEqsoX6mdFjGwk/G6s4Vo7LkyFvMC8u7hNZgFwlm9Mrfpxp52QSEAEIGh7TtUli/iF2x9t4wWZTjNuFqr4YKV1AciO10U9OepbQb0FUb14yQ8rUFWSY1DS6ty5jlG/xtembdFLUQzFwnYLfDscAGaJFVlCgSN0HRDUVD6jBCSf0LgeS/6wpppSxhHyyJ0k3LCpBvBh2W9/A6mAS8gQPZJfh9/GlDFo+6LgZtLHI+35kYHCrWZdOCZlaCarFMGMZOY/etVSiNnv3AlSp14+nxrWU8kDoW6aa0i4Y0iWs9cClRxnlnYK2ysJC4xqD2eRttEmJYWFY8ho+ca6IE06gdpbUNhGzGihOKNVnMfdes4HQD3f06bByOoQZdA3Wsrs4LjFpWWDV5t8bc0YJgbMV65J+ZO4uM+VuLQmCxLNnaoB7dmudJRNtY4sY5qE+s7iBhY8ir/etatZpywm+yFczWVzR8nLQis5S+b2ueBxtO6mck/b2Mkw2fzZtjo7NsGWDKt873baAwyDSnUK1NremxSaxjVHNugIFOMb+MsbFKvtWKZP6orcxbzaMx326briFNsMnKShNcqvU6rmjLb3kdaKpIBVmhW1La2vRVXxZWdmdDCwYg1zedwgVAvy56uQJuMlo4Pe/QoU1srJLfYQNxqS5OKzh56LBcbATdXRs4zgFyx7nsAkujWr4E2qZlXDJz1oVLdd3scCywsdoJa4v6kSdWowDtCeVCmHlTLCqR+l5MOssRJCxjxX9a1DpxcfhcrpOj3JJ/JT/Jx71WWeoyJDVlk/Fp35rjP4jedJmLvK3ddFiGtW2Vil3dvFhmbpcsPM2lKW6FLLSUyTEftGVrylLlfHdNCp6Tj395Y1MrJ50fseJbHni/RsXYGouS2ce4hxyxfV97/nSbyA4GbKSSzzLmJ9SLD0KpH1tQmpsE7QUq+1qEBMV5MJ3UKoNP3m1CDnQsLrVxl6+9i0QCKCiD0zbQpNXliDa1i2e5C4Yb07M6eYe+pykrywzBw6FphfSl6QIl73o2GCue9aqtwFrKFmRoUeFF6xc4FhvTJbYzLp1K6LIUrorsc2z2V3UPgSbfpWz2TLSpvt8CYWMglKLVugH1XMtD13wXFXXIJZPdicMliY1U8sEysDTN/25RgW+F4aBGk/kIFqls3hb8VdBeCeXTSSnYoiU0dBNUl7IuVIG+nISga8GqSz0J2BVTG2zsMSqD0bL7qq4iU1eeORmVNH0iK0V12iPE0GIrhy8sgehOmVgyZBguOfOWK5Y8fI0Kur5oSUYGjzuTsqopk91Krbn3wZVfHaW46SZpBXO/gpBNbeXuDEWOBY4TMd4aBSxfTmvbZYYNVfJZ2A7UFy43kVUpzU3RNo++rBTp2sGXTtA3uzrCSCfEmi7agfmbwPnQW7DeNd3U+b7TRllCvjPym9e8JMzJfLUiXnffTeYqsIxFus7GvgmNoq0crd4mbtkc+pbH53ndIN4QQ1XD+V65j8Z0ahWKZbiPrRIhJ/Xijgrfb3TsUT6oZWC0rOsdLgtswOpkgIXK0AttLjJSnlo+as172n/7oq0FLZRv2MbVbuyPmhdN+SqsjvfWHrzVlGp1GRd1NYXIe9knGpuwmNeFyXXAdJdCSLq675Ykz6xFcc0t1dDQ+ORRSs8WU1VHzraxgdalFcIj3hYDkq81valxRqlbEP+/j2V5VfM/JB/bGmj6RK5nW4xaXt+tgE2ww7HH5ir5MloahHZ6rhq30DUqDNH/7fv5MinlatR3aRfAmHCcFcS6aGscNt1Au95vu29KimS23LG/CmziorqKU8wmWMV834QTmVC0Uea6G5zjiNZlU0v8+6H51fr2GI7vDo3R9XqHDh06dKiiwYnisd+IrQPr3kh16NDhksNlpeRbj5/rRsZ7ZeyI0tc+92B4WBbachdapdXHdWy+KRaougwtq8SmtJWA0katjP0m7Fgy6ihmm9K+IQxdgdCz/WxIvTuUsaR+Wbsr5SoQytoTinVv/Drr/7HHpdWDOoYFgZAgKCel3pKEl84X2rQBaMp13oQdRfO+l0D3oSpUhYpnW5N+3+u98kcrYLtoc6y0vZDUZR+p+36bCMm7LYXeK69M+tPTLzow3aWgThu1HRAr0mwtrUAZ13pd2pz7hjWhSZl1d4JY1p7LQmkHgtu01C7LvndhXeg26McWl46S7xV81XwyBQm6BrvgUj61A3hbYkip07aWvOsuFrbv6GCwYDnYFDQJCGyFhWmDjv9tZXFSoBpOP9pU1kLjFEIDIUPSVqELxq0RIFjJW/d9KY/AfjG1SQhrzZKZsFpNOzioWncPxhIVPI9A5yBZHHrBXB12plUxY6npNGXZanBqXP8CrEBDRx3DZ8h7HTYSm63kNxHWLheZNvNqE4U1X14kNdbtZZXXhzGk+F2i3mypPFZfXtuiMRjYmY+smVqYPNTn6m82a2ZTppU6qMXusORyOehevf23Wx5rXpAvYDM9l9GWlbWysVkSO4wLTn5+AxtQYwpGy6ZrWWmHvrOMfG3wZfLxZX8DwhRxxqRA0xYYjepi2dTaqz7RbPOSNh+EKvedy86xxqXTe6F0kd7pqouX/8IdHHwWQkcXWBaefj0GHH8eX8/0dW45QIOThwxk0AdUzmcXlim8fNhKQhZjwL99xImGD598aBlcz4xZ1cjH9XzZyn5TZcJJ/UjNz5rCw4q7suDY46Ik1BlPm2IcCkE+Nvj9Hi2WP/Qej3WNCx016DrHaJPTobpyo+4dDh2OHbpe9MGyaLd0eWgmVq3FWMc33SY27QgvjkBqC7wabgse/PaVfluR0PRatFqoX2vwaRcXd7+MtihC4Zh7TU+NfNLxtro5xrAvKqdPl9gSEWKJXmb+AqaTEO23HoasZVi5fdxqfMewYzx5rXXF2tbSqWWocc2GVbmKrQCEkuK/DscXmy/BmwqtpkdOod+tU/lddd6rVgCsbhOXkCBq2q6bqJitu0yX0vjIsdbFty25HPzdko0XdbBJZZGx7jm3KjRt/2XMozYNTr7wvkF8xXcrdFgrjocUaCUY6xhEsLeJy66+bbOkrJM5pill6xJYT5pi3eU5jm4VDhx7tpM6fvzrHkcqmgZALxNtuHMC65s7zngQEYDfsHzLmEfraDPfcbhpc6jDUrGh0smCYFq0FQXFaD8NYE6xCDTvxbwOHz/gFA6N8je917agSVIwn/yFL/yqjrXlV0JiBtooXx0KVZ9v2yxH23lZ89kwpXiZbRzSv0blzrJZtAUG+8QxrbsvQgObDWmQuAfSi0EEu5fJbcrlbrasjYKOVMBYRl2clKbvfAOATc881zoS9zqLsQttBJEvgQmvw+Zgs5X8ZQSVLEto6BhvanLOa38PFay+8AnAM5SrNpuNsSzELFSsiggDm84WFhmXst3v8wUEAGjkrH/xXEcRaFIWGKvUhfTiRVCsgyGJRFHZz7YStOnw7fa1ioZSeJrKXfK7rZaNpan+maadgsqzZDjLtk6rmE/eFuusu24a5cy1QV6WnApNKzQI1Bdq0OZwADoagu7ugESRcSPvUlhbdb0qbbg8Y2vUdcDax/WDtkO+I8MBp0ZW4WvB941TMG1mm8Y5tOGyo8ZstMU46IrvsK3FHY4VNlfJD50gVs7mlqk4637rRTumUehXxfrgo/C1xY7gKp/Kee8I9GKTyUKRdID0+9z6Rom/dd1xLK8NdlUWDhLH+kXOK7DNJzjVQQXnHcTZ8kZY3hj4WguboC2GCm+FMiBw2JZ+U5lnQ907JOrIEV+5sOx4pxVYgclwyP/b2wXp90AifRA76cX2+prkUJPAa1iUauV9EkW8DB5rj1NRb9Lukiwggz7IaLT0fjSuG6Y1R2dwcbJZOeS+mkZInU2ncm24X3WuPcceG6zk27m1+TuGyVU3OMtkMS+eB1gc6wimtixewYthPSo/Enn0kYsezJCfupC4mGrYeAxkvkp+DySO+T+86UFrWK/U/uz39AupjlFJVhZM7DfK+Bflq1hgXMK+cklKHdYKR3mLR5o5W3fcr+oov6lMAMqbyRC2EpmbvIHCrR27xvsdLIqhBy1rIyXQZj31HGNB74RCVY6HA2A4QLY7MirKhJLqBl99hxC//g1lUfJV/oMMHp5rc51vpTYgwyGnRvbdRHvIVVee5c/FWPShIg5gKPN5HrIm5+VvvD5Vnrd0OV2HtWIzlfw6u+LKO54XXKzS529ZFq6gMmjqW1Gg/ReNIMHiEoSELhQPmyWbVGm9WJIs3nMJzzguLGfEJ3BOp7ioR58+yo3lOF/3brkINcZ86ZlHPfP3ls7aUldB2DQ4efBbOvVqA74KhfZ5A6PBulBnU+7jEqeiF4P1e8hGPaAXA9RQ9yiqyjoZ6nfak58Aq6r43teSX7Ek12Wj85Qzuu9U9GKg16u+57uxDul/rQuifz2c94C4qLHrrKshG+EQ1yOfTVyHY4OuJ21o4t6w6ZOkqSLFmHlB2wQLq+0zSgFhKTfVQf9hrfxK+fqko7St92UtvrEFbUPZGNi55Ve8gW0KD8VqI3ikXdZI73QMF9XplOa6JzKNKWKbubA0ylo1LkQUiCNkPW7Br9zVIZRenRuP+p4+wwalNSWpM/TQhcxxte+KxjuLeLs1N3AEngCVvnUbPYIu09qQjf9GyKwOK8GGa6IdOtTEcbEGd+hwHLAE39xO0eiwkejWjg6XEDolvw1oqSs3PGClDV+7bEm0pSEIZTRiGVim+Bq2QfHo8Q4ztZcKQqpt61OGjJmZIrBcOjQ5bWs+mz4vaiCIKrfJe20jMN9KPRuWe+PYOzzqU2HMSjMgSUGSnOVLx7bl49scSg1tgod1WNShVJcsM8tzFSvqN5JmQJr5xRhZ6YID6WUrn9vfZ0LuhmKVsnBV5B0dNg6bqeQ7qbFoe7ttHx75VWIZHPJq+s78/ZQ0L156w7fW38TvJkW8acBQkgDzhAtnj4WtEPImFgPf/koSnp/XpsGhNIe0pW9exBC46/u9z6ttpt0G13nTMninEbiRbBLAX0rWEFwdlEgL8zzkeWieJiPLKpSoeQIymyMaz4E05f/pyjNP7OXJFNKHEB9x05rBmLdCzlS571KaXfcnGMsqfevqn3kCzOfV3z3dXLzlpjkB5d9NmPY8aT/z9mmFVthS1xBDjL4dN0BX6uCFzVTygYUwqHN5iO3bBhdDeD23fpsLcs9o+dr5hvj6sYwvBEafUIvfbZrWs8Z50Jt6WU+0D9z9x2bzIlCX6SxF1cy8yuNMZ56ApZ7KuXLaEFRfI3e/ZYETvsO+m8zKuMj0f1fK1rKC1/T7gEA+c36eG8U2F8ZAf15felmrwuipIDWy0HsaGIyQ5GvwPQA1wCZTYDIFORiDzROweVJ9J2NgSWItD0sSfZ/6nlSaGFasRhTpWZrysrvY0BhzyzqXcum5vrHpjN9/olIRm6g+2/Jxd1AhV2BaHxzflb6pbCha2KA21SPaLEuHtWGDlfzFYCRxXBLeJUG2ih1l23SYvnRbNsrJNv0Ga07i2lZZH2HsY01w5QNo24nNZvmCllUXO1N6rttj1XQM+Xod3QPVzYBKD1rinpeUGuOxv8fpmO+7TbDsk6q2EUKba33HcRK1bPrcpsqzSMM1fn3nk0AQH7inpTnknVCocmkyATsaA/uHXJFPNJZnlvFNlmUjXGzC6t5nIFBQ69JyupUilfuQpWn1XZs1XkdX3MY8KPImvG2n08p7XtTNcl6mUzHH2Au66d20Mdb9rZavklaNE8pW9YHOSn8pYXOVfGAx2AT9WMF/n0fc11VoQlH3shsVsrXBm8pqg4OAPHnpg6GzrrqEqE+a4rPZrFiMjYqxxlJUEvrOi6eqY4YliWYhNSllgRzmtm+K5+b2IjSQOtNW/0pb2Nh2NmR8h5RjWWV2bsQa5ruqtq4jf9uum8ntkFlOLWuUi02myMYTsP2DsiVcOa0sWfgNFvJiDta9l0FH16ibizrXEcYq8txYlkan2Ur7WAxZbDJFNplWn0eRu518ymm6m8KVTsi4CuHqr2toEZu6mvfdeJWtw7HFZiv5OUhOY2Xjla2gpgK4CrTCKtHW0aRvO4Uqo8uGb76mI3DVhaXuRSpqurbHLpcJaZHWWpFcNHshyrUujbb4rZeJTdkUmGByx1vHQunj1992e/psmEvPNmQJ8m0H9fRsPgObz5CNx3aZlBl89Utl8KTYtaFNxqK2jFt17r0hlBtidIYkSuvJK8/3i/V52Wtb07iTDh08sCESdoOxisuB2sKmK0A+WJYwswWtLQsh1kUbSm5AS5qyx2WM+2Idc6GuG4qM1pXuFWzCj8sJQwhCy6TO7dqXSTWf317r1XFwmesU2w4dGqNT8l1Q3TTaSHLDqOM2pjwuv/cQbKLi4IuKf/8KpqlpDBzndlwn6iool6NiE1rnS7WNVsUIBGzOCcomYZmxMh06rAnHYqYzXUR/m8JwVb79oWmbgtxkv0rdszaxrLiAxtY/j3KF+GwGKxo1WWIa3zS8THrVGvRyoT7O4htA8iX1/H5TrOM2mE5r5OerwqZv0FYhw1WEBCbb+jLk9K0teN6V0dhoI+q9LiYsV5q+fP4Kln4i33Tj1AqjjidV5yrK0mEjcCyU/MolPy4qQBeClZI2F6MVWmvagqBWXDYKP3l3Xk6BLXw269BBAijoTtXffBHCWFKUw+Bbr3vXJ69QKtW6cCnqroDfqCGjSBtYhWWzLkuXLXjSlU/bm45aQbUrXmaayqo2Nkc12tyLhteZr2ONdI0HpTy14nzUDYJzQ+TJPCPeFUxFoTKrCb++M+0lsN4tG8eprB1q41go+UxcMCIJg6DAxNB36sBXGPoKWZVhRqZWMyndajCpqyzid/nEQBM4aFWo6y6oTRZ+uXyGugWzxYSirv/1hh6TBysYUv2JYL+qC9smoY356lG24LGyjE2v82TKwL7RRtB43TKpZTF9t0yFQt3UNE3LFtRZN4hZF5+jwofS17GZXlx+VuNkQ5X9vuuIoSyNAq4t5WfMIKsc7UaiAP77GuO18XrThF0rdMPTgImtw/HCZmocQHlnrONM1w1Sm+DQ0Yu53i0y9GCpMH1b5131dxr5CxAfDn7LgqNV2OoseOpz3cahycIvFmJrn3sObxMDj4sm0wbDu7Z+9AuYW5LfqHY+mentSj9FtP4CR2h18VWeG8si/25itWkTtjLY2solezzb2fq7/IqpL3yDz0tUfI45tC5r4LKMC20xytR5v41TlxALt9jQlH6z0W+2wGbT1MUSkCz5ga6C4sTQax2vwzTW1mVcS5pTvvIoNL0OG43NVfIBydKsCJtjwRjRdAKZv3cqVKH8wL7PXFjFSYpYmHzcdXR3KbQpmDZVyC1LCTGBOjZb1m8J/36J8NqAeCl3SyinUZlveDLSJkI3HDrlse28m3xvko9EQ9XcFpZ1gudzQuCdln2zHtouwe3o2dfFyb76na3uhPpTb9bxa1+Ju98aKI6bnMZ02Ahsbi8FWw38hPOxocOUwK3e9buqcZ1dlsE6gqQuL3slmWPWnzZrbstBzkFt4xtoV8c650rLohQ2OSFYGYx92uAkSfvaEjYEIXmuclPbiptWTbl0GeHYyc9NRteWHTYQl5dE88VlJug7bAiOW0B2hw5tofMB7tDhWKHbIB4PbK42W9xE6l/E1vjeN1zZctZTsWA1bhfT9+tsJ586LYtytQlsrBHy/1vJKvRugZrioDYnvHQsXoeNyCftprAFIsrPtXEdAWXwphFtkE/bc8DqP94wrzbmg8Utx/zNCuXEOt398nrWlhEeZW+87rTdPlkgI09o/m3pH6FyeE33TGzM/TodrNhcJX8Z8PHdE6hFFedQCHwRovQ0hYtRIYTtoRI7YQk+pdWAamu5dGUqXRilbGxEcJajLEV6ajo+7l81ghJtgtHIGFV3LLStOJsQunjK+WbMynvtXEhkZVAOxFvmvQcq7WlTpgrPtmMZs49J4fbUWMHOpD/ljbJDad7EGJUa8VytKy9tbdx94gtCGXDUn0TdA2WXEbaYgbrxBLbgYBNMd87oyiHeD4XuG5WKua05QjW0w7o6mu6C8SUTWdY9OR1Who1X8oNYWArrv46twsMH3MWeUZvRwcS+YSmPmheVlJemdFlqYJFUjhJzUV5mq3A3+Wir9ZU54E286IQUwsvKnS4o1AQDjkFIszTVflsRujX7tRa/e5Yu8pX/Lz9TUXfD2WS8ikXEw6rEkqQ8RlxsMdLfLE3BVFYR4+ZuWYwq9QNIax1Ze8gnq/+9ox1WSi+su+dB+Z2YAuBDLJZtKRpWmdGQp95GJRrKBmdDG8GQOrpllknySdNGLFuMSx+5zzJzeVwnmiaYjC86pVdNuqDiVrwEQmJqDG1PKDGPnbbcf6U2C1p7aGQut5yOljktWryjGQ8dNh8br+QblfMSzZuf9a5pAGspL30Gi79D6MdCFzB1F65TqOVnDtaBktAscebnCoWsfMqCnFksizZ2IEJATALFtojIKJWJVseDjY7OxS7kq4A0sfSH5GNMw9L2TagPCQ1aRFialjcvOgXBRMvIMk6JZ3pXWz41bXkDEag45kpfZYHO03QaGfL8ivdMJ1umMubvOC304k8d3aivtbrOJklV1CxtEbTh8UlzmRZEq4El9JIlpd8bM5pYlE6fNc76gr/1PNiIocodxnJK5vA1wvTcdCeHeR1arFVsnmi/0c5x29phO2HWfSK3gXcwvmY8le7N8R9jVr3HVR7bt10czbHA5ir5YgDJlGY+CnbbLB0iTY/Jqc1DVhacCYQskoGKjcUCYbXAVT8wK2y+5aE5nZluIxQJS77n0NRQ3hkXp5C+8AAJEdxEU0YHZZ07zeVM38KdyutlZRNpsH7J9SxvKqvW09J8N97mG9BuXvcPqBf/SPLE1s41+s84ryq/6SyW1P1OU392FxWh6Tft5s5jU+A1fxowedny1kF3Wlp7I2kxdgSuCU6mI1kZtK6V7pOy0rpQSlfa1KrJai3sBiXRaiCyn6xp1wajzJfGpOmk1DDHjXU0bVBNd5iIb3xcQEuZmeeHbo0znqZG5nt2SCSMTfp+IoRI72yuutjBjI3vNaIbXLWPOQMtB3UsTAELq9ciJxTTgMUtWHFcNv9xJQHD93K6gdzr5QUwoJ99N4U+ClcIxOakjmXH53VPy7Dh42K81UknOJZBjYnQbdg9Fc86Y9NbYdF9K50GqGVpoxyVNOtajH2V5CZKdMB4Xg4XvWefWa2Tpk2l61TOLVNWgjbzDlbCm1yK5/mdSVmtM25FW9U9gfL5HVLZam4ObcZDr6RsCjp15CMMch2OLY5X7236TnJN5fO2DIYn3DyN0Cw9FFCv3xoVop30NoZibJluD8Y8N3yu6hDaTuto12Wh7TiIkKzbvt9kg/plaTJg2fOrTvq6zXKo9bpUhCW1XZ0A34ZY3jjYnLHeYTOx2SsxYzwor/L7mgM+TEJCjaT3Ts+D8aFNtpANWbh1KNVTDjSK46ZFCihEO+PLGsSXOYL8NsHfUXWlCRnby5yjFd/flvKysUG53m+hDKbxoLo31Uzc8dzg4uPT53napN93uxGU0qb253XhxZ7WhP3M1ZYtjn3bWmNCG4qfjpmMEOtpjc5AwxoEM6+FolENHPaF490mddmIdWIT1qMOtbDZSj7AKfYCKOrsvpZ2qr/iWyVgzneRDWWhaSzEDGUpK2bU/13fbFWatVABkKZW2kQAOS3jIl16+opqXwDF+ChT/TmO3FVGCQ182kXL3uOJEsVn3UW5NrWmgT7NRAEXmGdjhhKhNJqO5tXfXYppZvBRNtHLSb8Z+1hJj2V5kGEddw+egLF8pN9f/JYpypfVjclRZ9ezwHFJT+yBDAdeAZssYxJjmGegsIlEIFD+hN4zEpyXlmXHX/473baUAFwyGBT5esmkBmxiNss86fervvF1ZIGtfLr0TMZAZz6GdcAnPsZ37SMkZw/zl9UVPUS3TmjICkzzztg2LCvJE+PYEe+s27jaoRY2XslnaVoVhqZJQ/WR9yCc3orZrKcm/2JfhgFC9IE91kVVcxmQJsqfZawq3FzBjgH8wbX8GaXvtb9Z/K4ZY2CpQWDk9VQFE7v6imIRIXFctFMhmEzc3hKE8HQuhJ7KjsrWYIUalJil5nFc+TZQufHlfK/0EZP+1Fh2XX7dRFLaXAq0rWipROOnyyaO/fzX5fQsSraecjJ/P9N8S0iheBftlKXm4D8P8DmuGZc0KpQ4QgmfNy66wFDl3pGGHAitbfc87ezKEyBbI94OHkpQwablu7lwxS55sgAZ6XVFGhoWm9qnKaZAVVrdEBanlUb/ab1vNt3aWvxbjFffQG7dc6KngyRxDFBqPlUdDavrpeueFTV/1waLZXql1cLvX0CZN7o7IIglSDX/SLu+FWnpyiaoO11wucxJebJEwxRkG6MmY5a8DpgMgbq1wIOytMNmYOOVfK4MSZY9w+AieSAjiXIBbWJDsFnadIJRUHY5L27yaEq17J4Wn0KwmCaWiblE/NvHMqUNLDUJnQXPsIl6EJZ82TzRt2cmWaKUdKf32gEdcCsh6fdLVvnqJtBlyTdYduVvXZYdYKGUmdy0ZHcjQ1uyLBeypr4tBXV6bsbExtDCmiCXSbto6xZ5VSFTNwqOxcIKlaVCsDro0Os5FL7qhsorkNq7rBRUWE/ln+OYl51WeaWd7msm+j1KQIaD0qbWzB6VK5Qm2kJJiSv+39S4IWF61RbI9laV5lA3P1im3xQVirbaX/agzkp5jYpyZD4BsTDHeENtY0N5SC+ulkH0W2BwKdne0v7uKoPxG5O8EJb6Xk+/CRgNy7KEkAU3vU/AuIvJCvmGXWvNV7jviySlOajOC9PdBflY0p2Ii98qTEeWNUfeUHqdcnrIa1XJh+Cz181peQMkP2fceOgc75oNsZUatcNGYfOVfKB8NKlzqRGIIm0k+OIbzY1w8kDVBQ75LHY+zAqU6NOSJ5yJVixX2ozHpHWCVUtlC2OyKaweVCPcxEKpLhZyu2dp1ZImW4Hl/+c4OhMD/R4XZv3eoi11VgZ5UTH0byGkmgZhhTKcGFxkghQY3+xkZUur9OXPdOlbN7WWRchyC7EVujR1NKvIlWlTe4mF0Kb0WdkmolI6lb+R11Mo+dKiLfJ0LZrahd40DgkFhoOFAsQyK71swRzTNGhQl4Yj3ckVMdhosFA41G/VLCJ9enXu3rApd15p589auUtFLo/IT1EKSy5Y4uc4LlxitNCxnBDK27z0EymeaX+3lHlxupJVlel+DyQyW/LZoF86xeHua1UrtP6UQbPBMrmwaWSMMGpoaUYLK7355LIA1d/hUkHpEim9nAI1nFSp0LDvaPtKnGJr5DUhZGGQVKEarOQTgeIk3FxGXVyWae522Dwcv15yUVVpJkxhiXdYb7ST22JZWSThySDg845QBH0tXzook7oxe4XNOqU71mYaa4f6vdEvXC9spicoSK/H+yiO3Tz6IQLIIdRbYUYwlce0sZMRQLWqy5OYNpj5aYu3u5arTVWlwmTt0SzeQTRxEbWWWauoKRSrJmVCV+ZKXoSCxJr2LG6GpOX/q3+HgBKwfk8qKzMoe+VNifeY1W088zQWz/3KPtslyIb53HSeXGjcxWz5qe4ImudeNLo+m/UW2Mrs8tTA9U6p0VBlSptQwpVrnzJo3M50ZQNg3lwTChhkLxvE/Jlu/NvKJf/u0c76mLPMPVY9jFmEkGBDockI403Dq35vM+aZNoGUVuMlpPfkE4iK7LO1SZahevEkaeSa2GG1OH5KvlMh0lgEmihpPhyxLuEiW7d9EbKobCKPbWiZTD6OOdIh8gVQsxDYlEbZOqK6cGmtHhbfSht8+ytU+TCmEzimdRbTwrWqRQXG+qFd8bH+W07DtdEHjP7LzvRNioZadtOmaRmIqHHx1qHxyZ5PGhqkAwLWyy95UzdKuraxncbYxmsTOJRvTaaNsivum/AYP8VN4EZ3FsPvsWHu2OSbCTZFWxi8DM+ZfMGfrf+tinjN9hb18jFW2UClTa+NpGNNriqmTYjWGKm4GLVqed9EnaODFpdPTy37aMlKWbnCqHSdBfM4HKs52oiEunlvQp1t8Q4BWMeCshb6uuOIJc/tdSkTOnht7sS46ZSA9hFqeND6nLc0nnSGlbo0i94niZszFzYOXqxPHTvO5YjjJ4ktygdjrKB7Kikpgt4uFCK9TBOoRQjo9rZ/WpnhmN2YN68HHQ4Xx6SmVws2koWlJTp1CnRrC3Q0dLu2uOgsNeWq/N0kTU16qkIRTRiQJLwds7TalsoCQLdHoNvboMOFv2qFg19mN9IWp6G/PsD9MmPZ3aLaLoJOkPQ0frq9PqclbHpPQIsCvjbtqs4/d/FC6Z88yN7QrlmqZdggvb7/HDO1h6DslerIXFSVofmJOAxLnzJZWVaZqBwB+046wZB7OQo2EWKPhQCfo2Se1200dDNwmAIodb9nNWkSffKU8g4a264gTkjtqI5LTTAjE1SQjnpWyph4UN/6wkZF7Gr/JNOOc/6nZ7ta2O/oaMT/tG02m3LKC+pmx4mhcyxqNiQhJ6Cm9pJ1nAps7IFtGyGzrB031g5Lx/FT8sWA1NFhCUVCjXZnWYmhQpceMy0iBppDEkWgV17B6e2oRDlmCxby2WgIn7+8LPTUyTJFmg75gkHywBxCCdgX3Avk+utATuyB5MLRmKWJzlINyikWLA37QFF8lr9qV0R0vvi2hWBwnoElCd/QzJPqcbCsSBMCcuokyHXXgIiNGI3KipvPomNiPJEoPF2g/R7oaLhIT2ZfkfIhhIDubGs3K2Rnh180ZHNB0Y5dC30dXfj+VoKgjbzldr5kkQ4ZaOaa/I04zpfiZyr9Ufi3a+qcploliZ48sVCc1fTk910LntqWurHiw5+vKjnyppIQ+7yWNwKCRljIKgt1q5CDpU1V8dDCSqLWQeSXz0s6GnEZqtZRwuBCBjqZcfei3Z3yBlsnK1SGEFuZVOVfwyDidVeGBUUb29hbJJQ37+VvKnNKkf1amTuf50YM+/xa5B9zQobpTFvWgmGr9JEkgwNlRtFfJrk4my82pDZ5bkrfIpOjkydBT53MZYtcB2VTYen30t0kMpQNvY7BqlI2x1gjUYQKZbcuIN2Uts4YlLPh6ClEc2pRnfxSflPzs7U7U5mRSjLs+KmPlyOOVS8Vk0YNMAEKxhZdtDjLGMggp120BXrqFiIdTz8ARBHSMycWCpwuPaXsWou6ujioE/CKE5yWzrJrFsKXxHFBc3Z4v10c3v8kspM75g2O+N5QRy2XNJNORXRMKuI3m1UB0AsINcBHwuiuOdh0xhX92awsLBkD6fdKSmN65R7G158E2d3m1nCV+cUUiK3UVVt0x8lK6d3hgHOHS+mRnmLBZYwvACd2y4oDALKzA7a3zS2jurIZA3qzkqKnLvhUDuZUx5xBgXUyMYjTp9GwUo8SQxYh1ecKiBrEKic1m+vZma44AahtWxTNMs9kWaG7d0Fndc24dbtKIUurCzQhVQ58Qvm4sFGnApzRJFfqiw10Mq+8XmJFUfPX5aELgpfKVlAf8oxBtkYgw+GCNUsjT0Z3z0EOxgChXO5oaEZLVZzNqmU1KIcVBc0Rl+OlYOo2ogajjpYysm8Zw2IzLwIeI8XXWzemEk4t7Da6lE+CyNFEv65p7l3wZn7Sje2ZNO50J2m5fJYS0/9dySufMyrrmhxPdeoEslN7zpNp65rjw1cvDAg6vn/5ny5aTHExnnw6bToJq8wBw9ok5oB2fmTV+qkn1ercEuxy1hN5RZkX60maLi8GqUOr2Fwl36SUimhwnVU801v4kKV8gXL5p+sGu2H3T6IIk6tGIKMRX/hclqM6l+UQgvkVW2A7W35KZa/HlQJCcPE+MS5cHyM5OeSXlNiUKt0lPIBZyRULlvxcYWUoLcoaJcObUSbH4M5DsMkUSFNks3mlLUm/X9SRUILJlUPsX9dDtptbIFVrcYOjf9Lv2+lQSwUfAIqCrnPTIFGEbGersgFgW0MkJ0bluwGk/Jz3IBQJKe4wCvd6+V1V6TOcFlROzHKFZjSqbmRkUMqfE0XxkZOOY6M/Or9noVwWEkVIrtgG6fW06ZXGuG1hk8dv8Zve+qcbA6R0qme2pJMoArZGi82Woa4kjoHpbKEwqPNOQKIWVm9T1t0QXKGgVeqgthfZ3uLjWLidaORR/85DsINDkIhifmroNi7MZoYH+tNQef4WdTKdKhpkmpaZRcrDG4TwMWy5+6R0A7JixdWdxrAkKZ/4qM+VTXZxIdvRuPyeqY4uJhWhaBtOpdlsZu/Po4lyYubXnk7aTADpFTtITvGNJhQDT+lvjTwyyjlNnizLLfmqjC48BDRtI+alXCdxZ4Y8HnoGmaZLU1tMVpQPgET3y8eZ9+WMPm5YUjm1N4ynaRcicUywwUq+wW83pxw0XuGs7jwFeg7rq7B8KuwG2mNvAIgiTE9GnMMa8BNo1OMCCXnnH0WYneiBjfpeu2YSxwWP7vheDEfXMsx2e2DDvtsvP+R429ftSJRL5g+XrO02v0dVGNI7z4HNZ/llKBorgkyrSSimJyOMryJIt/sLC4pu4XcykWgsWr2yRUZ7X4B41utVeax1CnAUId2t+t6zrQHSrRgYVMcAiSIzNzIgKXq0Oj5l/3VX34ceyw76hSuBPj1Svd1TLZ+Fc15nyUYUYb7XA5TLeFS3IG/Irmm6429xs2jFaq/5TQdK+Ljo2U80IF98YzkiL80X1a/bRFVpgu70ZNAHG/b1mwaBu88hOzgECMFsLx+zgsXK5MbIC6//vfJ+9YSkkCm+8svjPf09BprvbDcvA2WZS6OS3OS3MGu+FdZseY4UH2nkEMuQHR3lGTbQunSnPUp+mbDkazeZEdhkYlY0TX3q2ffzvQHmYkzZ4m5s63BpTihrvEB+E7kzhk/dXCjQfh9FXmun9RRKOh0o1tVebN0cVtNxnAKreYaUscPGYWOVfOcNlSaqMdOgzBUz55XVnukRQjDfJnm6nq4boRdIEIpki4L1zVbNEkSwIqWYn8wwP5UiGRGwmLbKdlG96EZvLVwoSpqyB7L+pOfOL9LN8yyXSaojJUhGBPMTDNkg4otxm2YHarmwRkUccVrBUmE17g6U8LIqbZv1I6RDyseZAcYxrXHDKP6UFRDbwmhT6gx5sp7+wpYCgg8clrILrnVPGkASRUhHtODwLjb7xg2Q4bRCk64Wvouc6YZuQpD14+pmR0Uc8YBzfSLu/Ak1zz9TmrqNVb9XHcfqOxcugs1nAKVIHGO2lKX3/R+ajYuF192Zr4tu0dW+rnLnftkAULpkyeUiIeriSl+cYsxm/rLUcPLnx5xksITn32vdr0ov5RZ17SbK3n/piGK+Rc088SFwBNUCsMcEadPUsNrp8m2CyuklzZMlCyOlK0+P/im/bjAssKxj0DomuHx6KWSyegrMLApI1xeqjz4NyENaoFmcAb0MzMZSYktnWfBejMqKsPMoUj2BiYAsZnn9l1Af3zbVKQsG5ZXplKuI8t91faLhI1986FB6SMAlWKHw3ZA2+V4DXfvx9FYo5kLGmm+xdG4qq4aQQ5Zxn0k+20Fyq1G5AseRGkhoes8DlVu9Xe/KbecKXLTNbQHJRUt8U02mppIaCkLdcVgN8maUFP+509sAPxLT6VkbirEq28XN4IHB5o1kSQN31w6rxfFS8n0sHCYLnS+loxq4pjLCyMGL8zxdz7QZs9xuarAc0YQtIuddAlS8k2UgMwrMKGjK/MrnYl0oZdNggvsKolAKTtX/MQHojICkHu1WB97jSdP+hvJQTcAdTbK8DvpTJmZjsXCUiy2LIcFnwfEdywEL19L6Wgc1qA3I555//iT1ODZ3BOY3QsA8JikDfGVJloGmqEejG4omlI+m92Q3N+tn/uPTSn1o+8YGdSw4AoZbGTumdcjBbGNP0/0dSRloykDaGv+uPOvWxfY989cVzOla3J5C3fI6XBbY2BFQXMM8UHzeSe6Pr/qdlj8u/hTBSSRJa1kuab9XUCbKwZ0sTdE/ZCDzxF/pTRLuN6+yThACKqjBSr61GeKjDGSalhUeUz3SlB/tM4b+OYreuQjxOAOZp1bhQofDPBDSs33yKH7S64MMBu7jdsEK4uvrCs0Cp76nKMQslQRoxtA7YuhfIIgmCZBY+sjHV1TNW0nPeqNgkvL2dzBNIE1Bp9XAcTJLEE0yzrCio8QLoQKVA8ySZGlKGEmk8WpiiTDR2UnvBG0mswzxOON946H8OCHcbEyKk24DEuDux9IMZJaYqTgF0syrHazv6MaI0e/XoMTNEz4GLUGCwoDBslxuze2Ui/xRE4NBuPXSO2/VDcg0jnlC+jTkvpXHsyHYfJF3HmPgapvMERyu/cbiflH6tyFvy7z17ktPJiTZIBaPU8RHGeCz3upkswmmNS/UpagS6K8xNqYGeeiTvvZ1yailW4NdxjqP/rLfSbCCTXyHxthYJZ8HV0acS1qeiITaqcuAYnDT4TBnJSGcW51aXHFkoS5PnhFnNqGDAehgsMg7TTE8mwCTqbf1js3mQC/nTZeDcAnl+Wgmav/8DPRosqAHpVGxcamkP+f0kmyeYOtzwNbnCHoXE5Dx1FoucmJvscnwqUe+eNHRkHO7O4OUqkpm0WbGkxeHlVlVjuZl+rbhuQRbdzBE+1PuK+rTR8o409YBQkG2WBDlz+ZzkPG0bFHTWOxZmvGyqkr+4QS9/dmCYaXyYWb2lbVt2hIPBbPIInBhms1zOkDDd1lWpmjUJZtTwsmUftYyphl6F2dgiaR4hVgXK/6u5rsgeH5V2lnO+qMs5IbTEpamIPm8thZrPi8vpjr2EMA4vgklzjyqmWoU+OmMUyS6aFQBIEnQvzA3j1ltQQN8h6XnbTFmBX/LGB/nNo7xVBp/AfNt8b3jfdmF0WT08tmIIm9Hn83kPNEzAwlCBJtvuG9AtQbx/gz9C3Muy+XLH+tAXeN1bpKhc6aSRbWu3oaVkA2bgKDQdRfML23Gch3FQle6okPTDs2wuUo+wCmntsrKL+nFnJbQ5/vdXU6dGUVgUwv9l+V3sjXi1urRiFNR5mw6LM0wuPMI7GhcvnHWAjabgfR7C4rBfAIRSnLO7PL3LGOI7z4AjsaLqH9KzEp+koBNuKK49+kEe7cliC+MwcYTu/XjxC7gY5GX6gGAt83WFv/OJgyEBVq2ZNkUMKJRTFS3BTkYkZAydzrL0L9rjJ3PzEAuHvLNlYbmzAYi+7uqbTdXeNptbTubgx2Oy3XVLSBpCnJwVLXkHxyBnj/kzBVpWmrnEp2aBTpKRz5Oatxa6NGGRVlNz9Os6D8jK8R8vlCafcAyROeOgOnUrAgHoAhM1m2gWFZwmpdgulNDhywFOxyDJYm9D6ZTP+XQ1k6GOpiT0igokynYeOJXlnmC+NyYUzvaLOGOcnjN18r9Ax4y3mXM8GFXARaBpoa6lbjUxYbAN1gasAa6ApIMVEkI5Bie0oaTK+Da8SafftvuZBEbeBN1qIEYQfuu6d8a0POHiM8dAWNJtjRgh6lALW+aLtrBp89U5h5VmSc0XzdqWL898heser7va/NQDR2ueLaGG6EOq4Ef/cGaQOIYbMRpBYsLn6KI0xJ67IjJ9ii/HZXyxZIamCZs1v1BH0QM5kEfmOZH0mmK6I6zSMeTQhiTKDLf4ohcye+dzHnrxU2W4CwMI65kl6YZy4Cz55HJNxpGkfEkg81za1GWYuuTF8F6EeiFQ744W5SPbG+E6GgCElGwRGNxUQWA+Hs0XDCp2AJjs7S86Niuuy9OVLL81kApf6kcqjWJL7gLt6D47EUMj6YS40e+EWGp2apEKADDoi39lolNg/iGCdo1UjWcTaeAVDYgt+LS8rssTcEODiuLQLZ/AMIYsvFkkQfLy68qGDZrmQIRJGm8Rde4AcvrawGbTMv9o5SLpSlgSkJwPhec4epY1OfP0hTkwj4ycYJgW+h82skV96M5idAq/kC5r+UxfHQENudKvjoeijRn8/IG3aRQGulKdX66DiVAV5DcUKC7DVRNmyUJ6Pl9pNNpucy6di+eKf3q6EO7q43nPLApgJSYx2iePpcDlvknKelsnhSn0y7Fk5++eBTfJnNN85QvOJrfPU/M5rPFreqybF42zl8EiWO+3goKSd2c0a1VIt7NJPMJhdrZTLq5V096YKk3ocbLzoLch4p1z9aX+atRxPUJkX/+vkmuGPNU6sHXYP0462g0jwc2W8mPIqDfKy+4hHBaOQ+wQR8EyJVX7g8fMiwJJWCDHr+um3C6TJJmhRKUnuXc7eWPbMeSjPNeD3p88sgLsFrP/P3s/AUleVLmAhe/5xuhYkJ/9vMgvT5YkiCb2t110u0eotiPw7dUvH4PbMD56YPb1SIgCCVgicOfULkZUd1cZWfPg0QU6cFh/kG2UHg8FFWrlchhYSuVU2eN1tU9TZEdHFYs4NnRESjyzYJcNlP51fGnKuziuahD1F/8DjgXbOuikafNj6XVmyszaaOmcWmR00/V/nVY1ITStX+wuGDJ5AbmZUlV7uHQzGnvG6IraS/6LhMGAmoWw0ZFrqLMyOPbpNBIG4xAF6xsmrslGtyPFnlQ7tJxcb88Zn3QhsJYGAkcdI+6MazMgcp7qtKVKWPUMi+1dzvo8g+of8mireRLoghM6zpmCNAMKFOx0cvnidawpRpUfGSumq+E7MI+54OfSyfyKimGq+1sMk4pHytZ8gPLDlROzmu5zQG8jU0GAMVdRzD3eCn2PpANQLr2DVgHO6wPG63kg+Yc76XfAmio4giY57zZ+S12hBCtQmq0ntCce1tQoIljfMaqi5jGIlBBRMEU/zlCNPXMURGglILo6q8I7vT8hSIoVlgLTchkHn1VoNkWL1GXuhH8GmFbupVYTVcuh0OKsfEYmWxtZQyw6XeFMA0X6KXyVQqSVfvQ5BeruwFUM87MSopbwbGixmKmhWsxsy3GYg7VUPbYdNqOdcnELV/KTLfqBuadyUqaYTz7nqi4xnfxXcAJh6wUeboiiYvhsvHEozAN0IoWY4ZpnTAqXR4uQPw1Dxnjs44A9rHhKIc9b1e+udJOHBu+FlFchCjDdCofIMPMd4wYTjwqCRjcXLRp1pRNPm1cUshb7JO6cQ8dNgYb7ZNvgxfzRohVxNuXtqESkTGQJtaqTLKIeuR1rFFnIS+x4pQVFqNrShsgFv9FNY9NojWjOqtYjfKFWgiXBKsfrSc14rIVSC9UAlE1yrcP1MW/DdcKn/YJcYusA0taunnuFW8UcEdKB/iNg4qhxjKuffNr0T3Ix33GfoHmEtbY0lzvxmOHZtjsEZQxkER1dcj8Az6StERdxhjz2xyoaSQpp79yceL7CD3GgCQtMS8wxso0lzZfVMYW/oI2mkfxm0fsAp1lWh9jJ3T0kB4wUqb1+uIF04dc6KpBwizjtKSEgOaBwJU8CF24I+Xp0OGQswpJ5aLDgT1mQC0z5dfPk7iXMxQpSiahBe0qANDtbdDtEY/JoJE5gA0oMzCVmsHkDqYEM2tPFsrp08EAdHubB7nTvE1Gw0X7Ct9/Q96iz6ITe6DbORNWxe1MEzsgw9YGcj08/OjJaMTrsLW1aD/NHRBEdXlTyuQMkNMpL2p/+Y4jdbwTgujEHh/TmqB2HpcUV+pAaD43+v2cFre/GJMV5Sr3a+71q22hA6F2ZQd8bIj/+JxYwkExIbxe8jyV2ofoblvOWdpIr2+VraQXg25v8XL3NHFPjLsreVMB06jSBj5sQDIpg/4FqT+ZJpC2xU0qiSI+lgaDQsbKbRjqguJ9u7F3goF1F22uzlXdd4SCjkbBRSoodlsAl8WGsaCy1Ym1vk0jxSriLTosFRut5LM0BdTgJvGbz9HxbL54N8uD5XQMBwXdXtXvluRsAmw2A5nOc6aW+gOfzecg01n5+DtjINN5sYgsKqBZkDJmvuZezStbbGpsFovoaJa3U5hwILM5b580ayxY6NYW6PaotLhV+c4ZV2BOnigv5IyB7u7wNE6d5IukUh7Sixd0qoyzZ9BTJzkDk1iIWQayNQLt9/zrkyuWZDgA2dtdKPSE5ko84YI6z4OeOgly8gTIcAA6HCDa28mVj+pUpP1eaRNStImtbCKw2YNNhPZ7INtboFdewfOJItArT4Pu7pgVNIW5hm6PePmvuhL05AnQ0cip3MmbHrCMt7cu/aL4kqIuWJI0JzYkjkH3dnk5Tp4o+lxVLARDlayIcsV5MT4wt/tQlxhMgEU+UlsLRVQ394q8iSY+hVDg6jPVfsjrTeKY0/kOBspzCrq3x8fbiT3QvR2QfF6QuFdWBvM2ozvb1Xs7dPWNylbuYkOuKkoZ91Unw0Ge7+L+jYoyShWaUlNQrtI2dHu0mKeKpZXmm5xSNsMByBUn+RwVBgDNyRMdDUFP7PH5PNAzmFmhjF06rJbFNXcLZRrQy/+83KWxpt6vIvIxxobZmcZUX2968gTo3h6iK04VRhRRXuN81f0dx4v2cAZ/azZTFZ9wjcVbV2dNfE50Yo/LIeV0YLEWMC6793bzjXaDEwg4TgxoeS0rPTp5wsimV4CQsjGzzgVouvqk9vt1OhwPbLaSn3CO9xIVWZpx7mgPJYyNJ5w3Pr/Ao+Car7zIzJN2POHMPNMp2GQKqIG2cjI2q4YQEjmlYsErLL7zpAZjyVwb0KavVybx0Zvbi14c83aybR50FuXxBORoUqWU1BZcCRJUy3BiD2R7m8dhqGWWvqWDAXD6ZFXwndwD3dtFduUJvkiqfpJxDDJYXGaGKEJ2+iRwcneRFmMgO9sgo9GiDI7FiMS59W84BDuxwzcYyBXJiFvyiLAOAkjPnER6Za5ICGVsNNSnPcypW1XIjCSa30XeRZ0MFlgyHIDt7SA9c6JgfErPnAQ7sVtQxZbyK+WdK275ycT0upPITu9xWtW+YjFV+6IXl56V8tJBjmHJN3q6OUL6fbCTu2BXnEB2ao/3zWi4yE9qNzIa5kxV+WV5ccxZq/J0rXMhf7+k0Od3aJSUGqGIqqBRYXHnF/tlxe8A33BMrzsBnNzjbZOnKRQ70u/zdh4NF9ZV5Ir4KT62cGIXOHUCbG+bj2nZwi0F6JK9HU6Dq9uYyW3c6xXlYBnL2zUvP5WUPvHpaJRveqV01c2WfLLmCRJFIDt881LcLSIpuZzyuCwbyNYI6ZkTfJ4W/d2rzAuyvY3sil2exnBolsNqIDugNdCIPip/a7n1HPmma2uUnxBqxk6u4JM4LtqPROXTQiO1Lln0n68bCIljsCtOACd2kJ05uVB6Ha4zxSZY7hv5nhkTZAOF510JzjgTpZwkikBOnVjIHZmlRhqvhBCwU3v8/Sjy2gxXyuYB0Z/aNfbkLifl0LofilMJWr67pWSIqe95wMeR3gDa4fhgo5V8pCnnWpZ3pskcbDrTWL80E+RozBXzLLeau27ZlNPJWUDYZAI2m/NAMqHom74xTQTJasRmM7DDwzJrRpaCjcdVNySDu0URoClbcJhGKZUtLbZJevGg4Nc3QleW8QTs8Mh+8ZEOmnfZ3g7Ydq7Q2so8GCA5tVURitmJLbDdbcyuGHGhqBa/F/M7E3oLy21yeoRsr2x5zna2uPD3FNKkF4PtbIFsDZGcHC0WMeFSEUVArlACwOzMCLMrhsBwADIcItvd5vc+yNZqgV6fl6XkblJ17ahAdfEwLeiDAbK9ESZncoWxF2N6FW8TuFwbxGVRW0OQ4RBH9+phfmrIFUxJWdZ+qyqUvYVSprV6K1ZXQeFXQb+H5OQIyaktJKfzzYZweSmVnfKxIBR7AOj1Cksv4FDyc5ckIlv4BoOKmwURl/Epiy6hhOcl2ikPZBR1Ir0Yh9f0kJ3YAun1IG7qLurd7xXjp7TZjSJkJ7aA0RDZiS1kJ7aQ7g7zjdcinUU79oqx6z59iUsnIiJNkxsPGw34fO4txkIl/8gyrksvShuniILtbiHbzU/P4rjs/5+3S+nz0QjT00NgK5/rLON5K+OCjQaYX7EFsjUCG1qspybmplLdxAnfsOq2ZZsboxGnaiZU66bBFU5a2nRB/GYrY+mZp/IMvnGeX8HH0uzKbT5eTC43unpKco0MB847bspumB5rimuzonseRUhPbPPxq54YyG5aUYTk5BYfJ1FUOVWt5rXYnITcul2MRU1Z56dG9s0FIXxOyAZMnVGmDnLDaIfjjY1W8lmacsaMtMyzziZTLyWMjcfcvQZYDFhVGbYFRTLOT85mM7DZDNl0WvCLl9NwCxqhELAkQTYeV+inZCW7WOwNFh+XlbHkM6m6d1TqS8D2D/jpgEUg6AR7Np7wNlbpDk3KoUVpzHYGYKM+VwRs5Rj0MdvrVWhE050+2NYAsxMGX+AoAmRrZhRhttdDutPnv+d9mG31qpsEm6UoisCGA7B+D/OduCgXEb7p4g6EfHMxPRFhthdxJaLfQ7bT5ycMOkUhV+ZMZSC6jUGeN4ncPtSk10Oy08P0ZASWU7hOT8ZIdnogsf2Cs2LTOuoDwwEmV1DMTsRgw75ZCRfolfuHmCxVAsr9FqSnV0hJr4f5Lv9vttsDotzqrSpAlAL9Hk9H9Fec/+17ORgtK2FEQ4Er+rhaUF6uSn7SZTbj0zQfm70F85Ww5Pd6YIP+In3RT5RivtvnyupuH8nuAOl2D2w0KFHsLepAkG73i76vFlMum+ISMugv2lY3Tvo9ZFuD8lhQ85DdPnwRRci2+si2+lwZLjZb+Xjs9yrjiw37mJ7I51wv5vn1lE0PIWDDAea78aJdfcaCaY4QWqQTcuEcG+b9Skm+QdJsjCgtmOL4b5E+hsCYif00odQfEcU8l5OzkzHYVnXTXJStF5cMWkQ+gQKfn0SUU6W/lOvnecqwOG0NU2NIFCHd6y/KIj+T1w5Kkez2uCwVdN7WhGWjW4Cbizgp0PTJfLdXWp/0edKFATMkKN817wzuWB2OFzZayS9ZreWfdUGi0hF0cSyZJGV+Yl3UuhrUpt46O08KS3VxoYkOPpOrmIzVyVW5WMU3XR3NZKDQy8Zj88bBIIwBfqqiLXcNRoBsEIP1Yzc9ahwhHdHKYpAMI2TDGMmI6O9RoBFYHC0WRkKQjCjSQTn4Nevn9wX4Kh6EgPX4BiIdSmWilOdF8+f5QpeMKJIhAYsisF6MbBCZ732IeZlL8CmXSjNrWtDjCOkg4m3W44HAyYggGUbauxjKeeRzrMfrMdsFkiHl6bjusagE3ro2yaSskJluWI4o0iHv12SUb7J0mxVCeLvKwdgRDQoUFcpWkXYcFTEYpXLqxhIlvH2jqFQvWWmb7/AxDXkjIW1QxSV0Mp0uIQTpkIL1IqQDinTI+5f1opIbhKx8ZX0+dp0BkfImgWV525rnK+vx+QhT0CDgT4Us9x+lyPp83rA4qpa7F1fnTI/LBdaT2kBj3GG9CMmI5mM64PZQ3VikZFEW9bljA8xiWmzU9flxuVK0H1XmRx1qTROiKJdZEeYjAtaPjeXSGirkMRcpsk4brGypcw2YGNVKMk4uR6TMpwFdKO++DE1KXk5QTUxFjnRErfNE1K/QiXz6OHAj0F16dbyx2Uo+NJZo/mNAAg0HqK9/mwuSP6szn1XA4jOthfYqdMtOP1AoM0rAPD9hulFLCBgh/Jkub+EjKupBCbKI56te+sHUuros2lT6Tue6IJ+sUCCLSPkbQvSC3HYq0gYIb3MWLcqYRSikgpcFMl+geL2wKK+rzeR6lQJCG8yDvD0Z5f1aKB0m6lRVOVI3E6GoBJbq0yO6vBUwMTZ175B8/NDquOHziD9n+X+lca8i8htjallLc8Q05tWflbLWaeti42yYG9rfCVmMTdu4lNur4bwjIo3QdFzfFPeZNJQLvj75ZDGfWOSQ0R6bdWNZ5M1uwMlHXRjnlvqe0OuF0UYHn75wrbGmzTJFdT2qfOvZXstcSzpsLDZeyQ/CqgdxiGXEtRteZmCLi0qxCYwMDvb0K0FvDCAF64X9KJnmt+GS3PoM8G9JmoHaPJlkpoCMIZovKFoL62bGFuUo8rQHL5GU05fRhFUXgoyBZIsAaDpflB8ASJIH7OnqLGhb5QAz1RWrCbIMNGUgCYq7G6J5XiaDK1AFCS9jNAdve8bym1FNNKj5M3lhD62H6f00K9q3aGNCeB+ovr7Zgr62BF/rsloGHW2eYLdSfJUZY0CalSl9FcssnQM0zceGakHMMj5uU059W8QGUMLHLgBkWLSDQjssjxuSP3dRC1du8BQBedLYLj1n+dySv1OYOpgY99TuGlZhR0p5/UlaLTeR+lbKCNEc5bmk5kEJSCqNG1EvHzmpSZOJQFxLnvq0pDxN45zS0hhuha7R4GbCGANNADrnc4vY8soy46kGE22pO00vWdIN1nLtGlbfIEDnC3ppbYBz8d5iPBjniFOB11MhFxDU3DqGtcTR5pWyOJjXamAVm64Oy8PGK/lav+M2FNQiuFMRai7aLme6LmXeQzAJ/1KfyW3ix68L07c+ZQnYZMkBg2Qw4Av3PM2ZBiy+j0mK+IDHaNCtLUQ72wCAaJyCThP0DnPFQsNRTkSwM+FXjPcOMkRTvpiTfp+XY87vVijKILMyiONdQiROfwYyS0AmM8RHaakNuDKXgkzmhTtU/zBD72ih2NFpwu8b0PlkJjxdsUBWWGVy17EKM4Oq5MgxE3K7zOaIjhL0xmIhS9E7zBAfJtxy1YsX9VSRp0mnc5DpHP0LDPEky++VcMSMJAmnMBUBZXONS53af5LyzZJE7zIwnyM+TBEf8nowxrgVLE1LygNL08VYEGVNxYJvYJlRTr6YSi+XZTwtaYNI5gmvq8ImhIxxhrAkKdqR5O47wi2gdwjeD2lW5VpPEmA258xjeVuQmPvVR5MMoEA0zRAdJYiOEpDJvNwn0qaRTnj/QRevJKofx2UebgDI62aizyXzFHQyB+aJPiCQkGKeUYffOlHurqCTBNF4vqD9lRVpxkASxaVyNkfviMsX0Q6VgEJCQaZzxEf5OJgmfnLUxDySMd5HalkcINM5yJzTIWrdUgE+9rPFfSmloMuQuxlKp1gGVSBj6B2miMcp+gcZyEyMcbfqUL4TIOPxcUnK2aVo9ZIpTh9qYM4S81elmxT010Y3Wlp+P/9/PE4LmaxlEiMEjDFEY4ldxiXXJCruBWMOLc9/Tf+wXA5wF8Cy+2h8lFkJQ2rFJbTgXtvh+GDzezdkAAqmCnUx0cHl/x7gk+2EvKEIcY2xch0bgqdCFXwbI5AtTdvRq0deMrUc3d3hCv54xgPVLJSKbDpF//yUK6F7OyAn9kB6fUQHM5DDCfrnucKoUhcSQoApj++ggwFYkqB/dsKVBZaBjIagO9tc6Z7NF0Fk4vs45hcsAZyPX5Q/YyBHE7CDI/QuzsqW4Czj9yscjovYksHdMwzOz4GMtyE9mnOFTxe4OZtx1qV8AaODQbXPWZaXZ1SUV73ISV5sxaZIpB9fnKB/MVcm0hTDe+aIL064v/NgwO8uEG2gXBwGgNf96AijuzP09rnyzBwc8yxvX8GOwqazymmG6D/OhiIp/jTimwJa9aFnkwl65yboX5ihf3aSf8OZJ2RaTzZPctYttmDLEkqSIbiuQtkq8VKLOvHYnWyxQZzOeF37fUU5yTgtr4j3ydMv+O97PQzOMUT7E75JyCkhmVBqplOu4B8cgk1n/Ns8iDg+4m0fH/F+jC9O+PibTBe+vxL1Hj2Y8nJKSq8ov6Ba5Eq+pHAyxlnHcrIAWcEs7hqYzkD383FfWKbLiiXvlx5nlLH4OwsqUjH+yOEEdH/Cy1BsNDjHPJK0mOfF95MZBmdzOmZBnCD3X+7/To4m6J/n3xKlTRaJqfNPIz9pBJbMQSYzYDKtGGsKVx6dQj7jGyMA+jgpQrgvudTuPPaMv1vIPZ2bmKpUx4t3jZsslqF/borowgSDszOQ8Uxv0c6VYkIJCnYZYYQQY24+A5tOFyxUCrc93dkG2d7Sup+QPPCb9nvlea+u9zKohnUoN/BE+zk1Nvj4KiDkWj7fexcmnLY7TRdjx6ZTiLLk9LwkvydFGArk0+fiMyEHer388rGFnO2dny7uCtLlK9pYuB+FGiU1rm0dLi1svpIfcFTkPFYqjiRlC4NyfGilcrME6Vopy5j7HVE+2S/Y66hYY30zCQQfFOkpFpCAE4hKP+gWHNmSv7ebK/lTzsCgu4hGKGjTGaK7LwIAst1tZCd2+CU2+0cgB0fo3XPIX9dsFNjRmD8bjcDmCeK7LoLuT7iCMBxyvvDxjF9YNhiUFiHBdw9C+HtiYUhTfu/B/j7o+cOyks8Ystkc7OCgUPJ7d+6jd88RCGNglIIeHHGlLRfwAArrORtPkF08WKQnUXHKeZBtXp6C/lFVTrJ0MbZ2dxZtOZmCnjtA/9wst05n6N95AHp2H4gjzvqzvV28zxcrskgTADs4RHZwiK3bJ+hdmHAFZeZS8meFckfimG9kgJJbRsFnLl2eI256zabTBcc9XVj4svEE0dmLoOcOEN+9zxfsiHNIlyyEWVqMBbFwCwYvHeNGqRyiDsIKz7J84zEr7uQQtJycfjevq0S3ydKUK8gyqUCfM0aR4QDo9TC6OwE9uw+WpAuGpYwrT9l4AnZ4iPTCRd52+aVYJI4R7XPFJdrnfUvPHYDtHyCbTCptDADk4gGnGpZOuRb3CuR0n/1+5WIcNp7wfpCUf9rv8Y3y1hY/gbq4X2IjY0xymyIUbJ4sOP9tSv6IU7PSnGqWHBwBF/bBDg5Lyi4dDYuNdamvDo/Qv/uwuDeF90FWVuiiCOzwCPG5o6J+1YBpTaBvUUhS/J8KasbDI7DJpGo1zwO2dXcosPGYn6xkGtKJPHaHxHH5npV5wvuPEM6yw5g7kBoo0QlD3Heg1pkxRHdfBD2/j/iufX4vigmK5b5AXpZsPCk2paDVwGKyu8MpeXVrV6/H7zbo992XQ+XuMUW9SsaaHpCmoOcOOC024fcZFO+Ik7U8j+gcH2NIUy0JiAnyvRtkOERxb4rYkMvI+KkCiWNu/BByljFE5w7LlNkmuMalrawyc5nE8CW94Eyjw+biWPQetw5YFN5CwDarjjMf/Ufh1nNXenVYJxSriOxiUEzigMAh9UZPn+90R7BGSEp4tjviR9STKbfk63iBhQvTZIrsnnMAIUh3B0j3Blz53T9Etn8A3HOev6+6mRDChTrAFb4sRXbHXVxhyBjQ7/EFZprf/tvvlRfKXo/nQyjI1jD/m1uF2OEhV6LOXeDsDELxzPgxcnrxYNEvn78L9J6L/N+UK8ksz6/or3wRyCZTMOnyNZnHvYTRsHx5j+GKdhDKucsFXeh4guzsOcRnDxc3Qt9xN7K77+FjsJfTLxY818Ny/oQgy+lXe5+5B/TCEdh8zpU/C7jVilNvotcr3i9Z6IQlv9/j7ZjTaJKcrYbkbDhCeab9Hth0iuyue4B7zoPdfZanQyk/Cu+VXULExkK0L0sSblAQipdibVMv8WFJsjjNiKKF0i7cqoBCqaxQTTKGbDIpKcCkl9OWDgZAL8bwziNk585zlxiZYpRlvJ4HhwvloJ/TvsYRyOGYKy6HY2RnzyE7fwHp/n7eXZLrY25MyC5cRHZ0tLAIRlH1wqJezK2ZkmzMNEow6fN7HchwADYeIz13oexGIblNEUr4zbiD/oLi0wC2NeRzNi9XdnCI7Ox5ZLklv8hjMABJ0vJdJoSAjcegd53nmxnhriOxrgnFix0cAnef58/zTWCpfoIhxiJHhSIH8DFWtJPCUlZsnpS05I1IpX1FG+WW/ALZQuEv+k63FqpGqsL9kOrdBXOXquzus3ws3nk32OFhPh/Vd/N1kNDyyYXE9MXye2YK+k81aHxryKlRNesfn+uUM0G57nQQLr5CXsjPejHfKJ89x2mjCeXjS5xeMbHx43KHnbtQbK69lG2RTxRxGUcJl3O5/FXvmyj1v2Dckm/pPnehGM/WjbA8t8uNUc3HWvAQz4nO6n8csPFKfhADg5ZFw1dhdgQa6soRQlflaQn3Uq49ymbiUPdP08WUEOhGVfo34RSAObJRLz9mny747CtJCFeLGbL9fa7kj2IkWzHnDT845Err+Qv8fQ2NI5vPeFlya212tLC0sX4PbNjjrgu5VaXEzR7HYAOuKLJBzi0OcIUtVxizC/vc0ibKWrgpLBbk9OLFoowghCses9mC7xtYKDzqXQoGPvkKr7dho0ooARtKm5csRXZ4yDc6uQ9wevYcV54iwvth0F+MyV6vrOQQWty+nH7+Tq5gJkn5ojcDSMy5+UlES0fci+f5GJBvoBSWuTxvTv2YK8/CWnh0hGx/H+nFi7xfI74Rg3JDbcUVIiuXoXSqQA2uFcVNtaRwGZHLXLiqiMVblU9y/8ZRfoFaDyyiiM4dIjs8zDdEedll9yC5/LGwxFJugUZuaT885HNFHg900XeghM8BeVMmWz+FchrH1QBb1QeaSOOl3+cbV3X8ZmVLftFWmou65HRZn7sikfxirezwqLT5LV7NXbvYbA45SD2bTpGdO19W/qXTSeE7nU0myC5ezN2RdJce2hhW6OI/MRanU7P1V6ZvlZBNhHuGfqNOCOHUulqXmYWBwUi/KSOS3s1jQSrpZQzZ/j6yw0Ok53OFUxcnIIJrBQwyiCXz3BCixLmArwPZwKDAi2/iWLs+qOUubv1W6HaF61l2eFiUOxvGC+u6OK3K53C2v8/bWnZX80EUgeSUzcVaJ1HnymUt/oxyamjJdTO7sO++FwcwGgbd3g20UgZvdBb+Y4HN7aUQRbetweZ1+UlIuWrsdGvWZSMj4G31l4RJFlPOlJEk3tRmAJD1CLIe5S4ZuVJRKCzqgiULQSnvws8yomAxLfwvK2WgnNueL850kUa2UO4KxaNwCzEsdKKMhPCj9oyVaNKMioTKfy/So7R0B4ARhPI6mMojs4kQAhZRruwLRGYlh+XuKsh9cZ1B4zRvQ4UDfVHW8ulcJV9lnMhKeWVRZCxnr7G0T65UMRMHuO53YfXLT3RKZYPkNhXp+62cQV4f8W6urCPLyn2g9QGnCz9vMZ51ioFE22mSF4RU51/hU+1xWzgTGw7TTZlqP0YUTLnsrPw+n5eQb6g1BVlSmgekpsW3AIqTE+PtndLYEHOhdL9K6T2HZZSShWww+YsXl5vRqrzPUnPbCRBilC3acWorq1omB6wKJ9NY+KHMXflUQ7XkR5TPP115842nFzWpbZ7r6F7lPMWcFqcPIpg+FGKsFP+R4ncrFWd+ki/eYfPZIn9bvZZpVd9E3aKDNzZXyV8Gup2nHstqF0/LBxGvBQoqwvJvfYSwsNDoFBUDVV5tznQvVg5LwJjtmzrPJBDde6ayhJYPaNd1rSgG01sulwGTBdIVqF8jTS10Y9HVpCZ2F5/floG2+0qOaXKNL+sc2ZDbO1X2q1D4xHbJ/18VQtcRpR0Ig7luSxy7ZJnTIjcCEWK/F8MKz3G7kYa+DmvHxmu9jAXcuGZ6j1R984K+NyEPTDMKt2Alrqbwd7SRq/3koMBSWZyLiefwqVxmxrh7jkhmnoJFlPvzCm74ShKagLBpimiqoWxMsyrDi1wXmdZO8B8nKafYK95JyopdxjglIst4cKnJJSXNrdgWfmyWSfnlbBQkydk+CDEqtCRJtW1D0pR/b2HVKd6da6yEWU47KJWXzNOC1nRRNwefepoughldC06a8jZMy32xKLvgAE8rz4rvpfpqrbRy+aVAy1IaRX55n2goD5mIV1Ah4kRUGslMUkqLvB1zW/Rtlo+FYlPKQFJDGxT1yHgZ8kBgMtdT7smbJSZRMGpeLP/T9J6M3J2IJBZLtE6mJDmdqeWSQE5rm1VdhlTkN5OXv9cQExRJi/4pl5kkBr53lUZUKWfxjnbDrPlO1675/NfKbJbPP2O/8QBfurXFrcEieL1wv5LnlzKmxdxVNgjqvCpkm1o+snBTLOWjsFAByGMIqmOBzFPQmW385GM21YyjUvqsLIPVuamOhSRb5Cnuz9CULwgpj5dhjK8bIri7uDujqJNUNpb3SaJpM1F2HTKmPwWFNMY96xKU76ZsmjtY4X+P+6pBKIBcmDitN3nAj0E4kNzNgkQAMx31ejHZ1BjUhALM4L4gjsFV+BydEsX9QC6bHAdAqPl4W7w+HADjbHEUS4i+vDJYxgMOZRmVGWg9dXnmbBAk7nFOako5lV6WVSjw9PkzRAecsrKk0BPC/z0us0CwnG+cpUr6uWAlE4WRQ90kpGlBq0cms1LfkTjOAzejXFlLwVhsbkOW8TSSlH87438XC42JglJQqSkgk1nZj5eQ6iaDZQAikPG0Oo5zhbt0SVKeZtGbjPFy2TaTQtH0sFix/A6ATPZZludvwV+fFmkyxorysDQDIZLSqnEjYEkCmveVjtazJC/ygNZCoVbbTmEMosNhHnxLy64dhFQ2nWw6W2z+TJjPi80CyQMeRRnpVDAAGTaNsxnflE6mvF0mhn6SlTOWaZUpoZQsrOcZMJ/ZNymCdSbfKFkpVJUTNZYkINMZMotiR8azgpPf5i7CZjPu81xsJmSZSKvjXmKnkecVmcxy2aYouGlqdl0Q+TGiV1LleSuem+psMBCwLB//pvZlDIgi0JMnkF3c52xEW1s8yDyKyrEyLCv+Le7zEPSvxXg2jZE0q7ozUQJCYhSXgMl1VdPIFWCVOIJM56BZph/nGWdRIkniZLlheV10GyIm3IXYwqWLTufIxJ0Douy6eyVkmNbuogwZyCyfh5MpZ2abzaprsRJnI+qom78m/UbEkLEoAsnHeTFPHDpLNU7Ic4Pa4dhgY5V8EkVgidiJS9YY08QyWJ4FIwKJolxIR06l116whYBYBJJ5pFe6tVSjeDuEhrYc8nfytyrDQakcqgWGcIaLXFEoIJfPFmxWSjsDy2j11ERXr+kM0e4uVyqOOKsO290Cuci5vyuQy0O5zy+9cFQKNiyCI2dzpAeHle8FFSA7OirareCaHo9BsgyMcUVI+OqTXp/7mzPGNw6MU+OVgnJz3n1CieLfbraUsvEYgtUC4Iogp8GjRkWGmfyKJ5y1ouBcj6LqYiv+PhpXxgZLc25xuY0FM4yknDKVO1ytn1BUTZDH+GwOBpQpFuVvhQIiNh9CKSDZIq/cB1tWWCrlESwpmmDGUjszxsedoNRUgghVxYKMRnwcZUll7lWUmulU3y5Se7DJpOxPLsqWsWLDavQpn045HWWuUJHJVK80y5z20tgvIWOV8cd0bSKBjoYLmsHpjAdn6mQG05weTKdg0G/SBMjRhG8cdDSGchseHnFDgZRf8ZpYTzRg6gZ5OgOJKJiqS2cpkNriOpj9hKR4jRWKGA9YlaqTs0fpXbDyNlaVfHlexRGynS2Q/QOQ7S0elH9HAkoI0mk58JhJY0wo7XTU52XLx0am0uGyjC9/qhU+D8wncz6vi9eTpBzIDd7ePH2haOesREcTkChCYhi7ov+Zg6K3kGNpyjdEyqaj0uZHklwtDC2J+9RGB1HPfK5x9rUj4OorQQ74GDWmmyS8bXIq3mKNkjfmOqQpIJjP+vwekYWS39ybwFuX6LCR2Fx3ndwNprQQqXRQtgAW+Z95lL2WJkyGh78nUa3nPrSRUnkF17f9dbcl1HpDpNXapHl/MCi77FTYcAzDpHIxk/+kZ7MZyO4O52IfT8FiimxnyIWciYIxLx8dDvhCef4icC6nAASvN6EkDwBVFoo5pxpkaYpsPMn7IVf65wmnsjxcbAwK2jJB9ZkuuNWzoyNOYSiKJXibo2ixQVE2nZWLm444t37BFDHlFwsRSsxK/tFYb1kbjwtKyLwhtN8D4DSjGks+mygnH+Mxp/M7Gi+srjIvuthQyUfDSVJmPVHHsTR/2WzG05b6SZ7r4mREUCQKKxdLM77xEiw+hZvEQmEolefgkMuR2ay6uVE2Bmw85mNJcW0AUKEFFdzulQuGoqjSf9lYszkTm33BAJPzzmfjCW93sclJJUpIg3EiG0/AZnPOlDNPuCJhsMCW2lu3MVI2TCXqQAP4jbSUz8n8wiMTik117jbBZvOC7974zf5BrvzMy22rMKJlk4m+rETiZNe57cxnpXTZ0dhIlem8YZRpXLPkdORTGrX9iWbNU5FlOcON5FonB53HEZJT/HIxtj1CdmpnQbGqFnWez7E0LTYWgmmoYHPSWZ51Bipxw6u2zKw01ouTEya1JSX8XoH9Q/04zzfAbDavMitRQ1+lVRdGZFmZlIESbiTKpHEJFK428m+lgF8NY1zhFpwTKmQTLi/Tg0Ow7SEw6Js3s4KEIZnnF/WlGiOafn1l84SzyUX8bhMY7vrQ51ueF9qx11nyjzU2Vsn3uhBKngSqNU3+O4oWNGEhtJfq3ypCdrL5MaG4tEZbzhAIOjWdsPGJP5Dz7cXWb6xMHCo8BQKbTMFGA24FH4/BYop0i9ObOZWKPr/QJLuwz+koWXnh1Vl6ChpFcRNjzgcubmbMJpOF4s6yYiEpbhtN0wW3+nS6YOFgLKevjAq+9CI/AVpdALPxmHPr5xfQaDcmpUoTzpufVTcO2XhSXHYEoLj2XgexISopw6l0gZBQOg/HyCbTxfsAX7SKPKJiTC/SURd/qvxzsRBmuVJaLlxZASVUcX3I/WtJj18GxJJ5RXFXWXZEHqUxIeqepSVqzOLmUJmu0iSHNDcUA+BKg7p5mM/K80Js9ilZ8HOLMZUzRBXuX1la3sBpwKbTQlHl45Tf0lm5WVPtH83GqPJebnEubtut1Dda+BsLJSxJtBSJIj3xO4kisNmMb1JU5Ucqe3Z0xK2TSrsSQTurbOyqp5USMw8xlEu0A6H8VE+mtFXLb5P7wvXFBOmUVatQUWJ3iWOsKt9KSivFfC/mrEWjPmYn+gv6URVZms9jqV8FLW0IiERvqStzmpbaU3X1IVFONXk0LhlaFi+QYiOipU7V8OHzjKqnVYyxyrpVuhMhM2zAeEbmdVqcyubvsESikM1SpNt9sFxuaT0OhHFA17+ONVWsbYSQ/FLFwP4Tbr2Afmx3FvtjjY1V8rUXYlDDLtqBQhm2UbXVhHrBTOW5mp+BBnHx3HOD4YJP4Kx4NRaboJyuUHfRiQ6mhdwnzyQpLvBhszlAKdIelfw1NemKcuQKJpvPykJfd/pTZJhbqQQ3trC6yEFiOitLQdtXdWNYFGtxv4EubyLo1FQqOaAQyIXFyTa2MyWgUrIalWAIwiryrQQnStZbsVGazwoLein/Ig+yqJtSpyJrCy2icUMjW5TUvhRH17JLg7oAGlzFWCK7ZCz6QlfG0m+G/mC9WLvJJZpTgKIcJUU/n2uaBVncplvct2CjLdQEzAv3k8qdG7JLSikNaaMmNsGe+RXukHkcSGks6tqu8InOT4fSVJufulkrqG0FaKTfZJkUbCrJNouiJvITsqRkvRXld6AUvKgYYgiVxofOWgu4lTqNkiznlwx5mlk/QjqMQGQFvHLKreRPo9JdH+WXDcaenBaSmKhiBbWmTZEENyJkhvsJnMY+k5FKHVtqkCqgNyoxfZC39cLM/ERC907Wp/w+CzE+1Xs3JNpZ0b/ebDlZuqCBVe4DcUInx3Vooot0WCs2V8lvE/kEqE1h1SaIvhx16a+0SkpoPdfRLjLLgRBukd2KVcBVXi1Nps4K6eEWpS7yOlDJwmO4xKZWmX1h9RF1T3HmCm73PU1rE0s8Im6Fas7Sn95sYBbjQK30Fh+Evd8UFuXP+rtLeZOhsqQIKHkEt5U2qw22XDrvnyBgFIXCyQIOdZ1Y1lwXRhBDHy+dGlIX5GpS8GuChayxdSznhSGTdLz2HUrYXCW/KZdwKS1Wpa5qCWU6LA9hwfTlKN4LXGB0wii0nkRHL+jMuIVgHJntI8tAE98Fn9nLa7K+MoWaTsskoPhtm4LgZEh0h9p0LKcqS+F/l+fOshW+dfhr1pENMotFG0pcG/LJ0nYbrWiq0AaJZu46rHLs+PRXW+Xx6DtbMGVw38t1SzPQhKdLklymWmRYNUA/M5fBdcJQd02wUZOKsrSlD9TpY1ubeIKm5bWudYiTwjpreYdLGhvLrmNVhH0oNaW/GWMgIiCq7gQwCSofik85mTSVaAk1yhiTuMgdwlErVF0KsA6Cy9gkzJhGiQXs7AM+bEHzhLOIZBnoJEE0TuxBZ6IcpuCgTEOTJx4ziW88/zd0/pFy2jKXtKmPMwYmOOYN7cEyBmLkOC8HfAUtQgZObqP/dJtKlfArDrifgYny+pbDVIeKu5Fj46Z7z5qt+z0yT5BpaDGNba+WQ8w1mwImj4kAK2qrln9RNtF3qj9zxsDm88W8NcmK0PKpTEg6mVTDMOHbNqWAzSYMJYwBRH7UjgImpyOvA2SeID5K+R0RE/43SzMQWFy+ZPjc6aArT5py+Wr61so2loEx+3phNYYI2e8LuYw2DngWaBHPy6HrYzpOOKUmDDLC8zTBiCTlaSSJPSZEhYcc73C8sbFKvlGRA/TCwKBUCuHDxHc+CkbIAhWiOAl6RkEdprH8sixXRl1Ksk2whZZpNrezWxgEQIVz2PG+mi8ZT8HyS5zo4RhRRLwEFDMtRMxiPUzTKn+5jltd4YtX+dG1SPJv0kzbHmA597OuP5X03dZPj7b1an+LohyC0LEWnL7mJMxnI+hZDqvF0nbEnnPfV2AIrNMpxwBATPS7FkXRCsb4+KvrHmBRxIzI5YesiAmucmNaAQq3CYKNSjvn1PzkTYj18sL8eXGRUngZS2wsRuu2waBSp03kcTiZoneR9wc9miC+GHHGoyz327EZNYBykHUIrXOaWi/Ls81ZljEQ17WzLSqh5Q2cYTzI41N3Cmg4gSFUP+ajg+lC1utkREMDTEFLKm+4vT40rJldsO0lg41V8rWC0jQxVAuTqjyLW+w0ljd3QSyTkfhdGlX6ZzK3375rsQiXX8sFik7Y2LjMdWm5BIPFih30voAIrhSUkCwDOzgEBZDKAagVZTnPT+b7LmXLFyf1ki4ABf1a8SDTK4uF4k95UK4IyrJdbMVms1yRN9TXsrmsXFrSgtJsvDQl1IJqWuTl4FJbEJpKNC5tZH0UCOuGTZunYT5WBkPVIm18bmrj/OKpyvy2ziP5xCHNy2tTOBuASfKz8htdbAR8Tzckfv3yA36JGGfzkdrftNnRQS2Hrh/ljVcRdJ0CNNa/p7xbOh312f+EKEoy5Lkh2lk9sTWNLyEnrCcrVTlRop6dTBGfPeQc/EdjRACyeWK8JbfSzuLCO8ZyGVgOfDcWK83yU1nDO7ZgbhE4aoFzk2BQrnXvyvfasIyB9Ax5V+SG40SN8XtidP1HLh5y9iCTwayGe1QJ02mZ3coEZa5V4rFCNnYdjgU2VslX6e2aoLCiBrrWeCELsJoJJcc2CVl+mYrLOgWb4ulQYtTXhVWyWAgbuFPI+RuVRH6kWVBSpinnynZZaUXy+cUo2vJY/EIXDDL5QqxZeAT3Ook5p75q/a9myRY30TLzmDUq3oLZQd3I1lWCTewu/APNu0uYE0V+NTeBjvfkm5md3/jMA8s41ZaBEE77qiqytj4zbVqLmzfJ4jdNOuoFPt4wlsek2FhkiuF3wYhCJIXba7OjKsOld/SVVe8hsG5c5XSl9wglXu4htU4aXDeMq/O89gla9RQYANh0CnphH1maIts/4JdTzeaWm3rL7ZzN5kWAaciYY2kKYrvp2PW91c3Oz+gVkFn1bzHnbEZF+X3ts/wkSDOHswsXF2uWbnwEuuRVPp/NuN6QTu1zT51rvqdVneJ/bLG5Sn6bYJnXpbQV6BbtVQx2X5cDm1AorEge5Z1X+cZL+Vh8hksLQYgVgGXIptOCbz2bTHgUuM9txBpLfuHvDZgDbxOujBsvbRH553RwLJmDJYpCoqmHYy+Wv6dXyM2Xo2gUH9/2Ddzkab81uGIVr4UsqiHjQs7T9o1v/UxKl2xl1ba1g+5Pc4NuIxT5eQymNqxtIfmZygDkxhOhvEiUtAHl0yqTOrlruOfESxmtbP4MY1soasYNtCQPHP1QRzYWcqxmH2fituE0RTbnfuDcKGLKUMkjS8EQZlwT1mDdyZbxhnlhDBHPfOJYAMOa7KkgCwOILi0Po5oX1LLlYzY7PNK/L39nEmk+Br9kcXleka/LYKT7va126LAx2Fx2nVB4UwW2qKQ7FAHns6ZoScnwChZsAxrOdllZrFyhblDkygp9Dd9j11gJ7bO6bWcphxddm9bKrKSpW3Q2AUuj3qxawN1FqdEmmWYDbeRfX1IZ1o2QPtSeutSQjZVbtkPcNDQwnmh4zK0QNB3v+cmoc3MtLlPL+OZL3HdRccmQ/69CPmHxRcga0tZYOCYglPA+8DFguWSFZU1cEBu0qeMcQ7nUoYRLR8m3YG2R4+ucIN7nrKyj3GqKJSxQSxuzl/Bi2mHFWIVhoEMHH3RjcTno1otjj0tHyXdM8qUoTT6CZd074ab5t2lxLfkve9z0uC4BE2Jp2jQhaA3aa7GszuP1hs+XjWXkb4tRcX4a4lO8xDHnc/nbshFYv1DZ7rz8zfxh9be226qF+evdHq70QtpIkCnUYfZaFUz5ymV2tskKyi67wgEaVzOPWKS6WLdc7tA6Lh0lvwUs3eLvuSDUXoRKiQTWRb59M8Cv3hn4tgSUXBtqXAvvg9qXVC1TSPoEUfq6JJmg+h3XxFpOz0KDTJ3pWeofqgw3pcgTjESmsoQnaHZJ8bmh2ZRmDQSNlQrrjkVW+ijMRhcrj/mjc4WTWW+UYF8jgowKvoGSK1TWSgHUmSKPapRD49ap/b1JmqX0HYxGtfJbjB+v8W0iTDD5zatQCQBMz1xoEs/VYSNxvJX8Ze+q6wgXk8D2ZflQd/FNYAhUq6A1K4Aj0MeVX4kxwq9MxeLZAvWklKjjRl0H/WIIfH2CN+lUA2jXCihn5+ub7uN76uPDXHsz5Fho8/yt87myGNexLtcYF5bgWEIJD4b3iVtRvi+1dahvsWvTJGSZro0axNBUxpsku8rGhDAGNS3qKE91FDafIFYPGWbdWCplK2ihGbNTRMtlbGPd8WxTuXyLMkj19Em7jqyoMz9tm2zG3DJyWfFOHY4lNn80bII7RFuKgCsdYUVzWRBbhmDJ0RfJYj109I1NGFmVc50CUP5Y/7fuXVfaJlj7wNWPmjxMSowuLZnOrSZqKSgqBMOO7nefb0PeV+E750zt50JD2jgvy6zXfDfMg5bog4NBKEhUU941cV8Uss+ZRUO3JlVu+c5lQsPHdCnYlVaVX904Uef9qhRLuTxFOp50tKqcUOsTmm/I6YqN/EIOMHbw25tYcVqBjrJT+55G3pba1U+me22yKh95GiE7HDtsvpLfFppE/hvTDBCmdRRDUzoB766dtaOW9arZsDTyx2vzqjJNEOphAQ6BvGAo5ajdPyGKQBALShssIC2k0RSujWLTfGxKqedcL25rdeaVH+Wb5n6bljtKAFpTboQoz6XvMn6C0IasMt5ma2CMsW7WfPomQK4b3i3qrenbhTHEfWpVQhuKvuv0yVT30H5U0rGOA8UtxXvM+KYplck7bZcc8droUOnPmpZ6McatdfXZiDdwYeuwcdjoXgsW+kvaaQaVw7ITt1v/aHhebUGxOHmhsKDUpJprS/H0XQQlVBT4wECmpfdRsSFoR1nWuiR4F6VhXUPnZBsLia792tpke3znjBnxSbZOu4f47BvmC7G5zbQpX0NPOQXqnHK2Wu6aaVESrvwCYUadpmhiLJDqRwLL6zvW6xtEaLVMjjLqNuBeJ9Omdz2t8FIC5t8ayPMSAjeCvE06a/5xw0Yr+UHYBLceC9ZuUXdhE6yvIqlNaasNH1OtoBPalx9c45peOstCMAybj8YnGx2qaKt9unbu0MGIjZbmS2HoWJNSszaufl+EBkEtMTB05W11uS4SHsGrjfuiblBkG0F5IRclLWsMbAIlXcgpF2NAtoIyV+RHG/1tYqQJ8ePXuzwU86DJOHHNpeMuh/L61WYmqwunu0xWr0zKmAyRhc3lpmU+ZJYYCISfpPgX6ZiPz8sUG63kB8ODdozEvWBFPyzYyzw5fdIJVjgcLDZOhgTNN0FwUVjqyhdyO6KrTDUFTxOB1ZqwM1GQhiq6oXdE1GE+CsEmKLYCy7o3wEhB6c/oU6HKrctYpNIWNkEuf2qP8VUxnhmfBwb/2urZpk+2jhZ5E6kwbXSNvnI4kCvfd6zp1rJNGaeNA8J9+tnACkV6cfm9Xi/8ZN6bNrtT9I8bNlvJL4KlWnQF6cX26HPfQewTyNcmrWOdNH1BqFFIGYVXW5O9Ds+9rNSoY8TnMhOdgqYuOk0UYZMQDwrUDgjm0qRb6rcmYyZEaWqBZjD4anYtpeLyFSProh6iuPukL7fH0pXoDCxN229D63zimwqnotRoHC/SluU/S1Pte4QQbhF1bbhdfS3FLgXLWDldb7IFCwNOKDws5EG/e+ZlXnMCN0nyc7WfNflWs2ug+NYdq+o40Y0vOQifRiCxpOQTAhIbdJwQPSowTq3D5mLDlfyWffZYBtLv8UnRtnW74HHWKF9isQjcrdvfU9pGR7kXYjG3cGcDaN3NKeiEwcLHXVmkQ9EGRV0IZaaajon320SdZiuHDqF0kmqawe42ngq67dStDYhyCKXNZJWtq6iY2FoCWWVqfVdJp4GcVC2jaVpY85cC02bFSzY2GFcyZAXIlC+l5diEhu3BMgZkkqwqsdg0O/0NhokBS1PH0rxxGT7yegTLZKG01oHnuLFf2liVDZX+8s3LoyzO3x0bR5YxfsqU07KSfn/xLqFAHHMa3Lo0vE36o8PG4fj1pI/yZEMcm4+zQk4OmizuJjRY6MxKTEvHcEHKC0+rEKyh/aXjCy49l4RQLV9LixITau2wvV/n1szi04abqhasyUaEMkWEvGsrq4klpil9YN1LqFwLtsGdp0SLuOzNjpSvFxizK2m+DDa12lTe9DS0XLt4xF0nf0Hj2meet+A2ZpI3y4oz87y7AFA2I3J96pTNuPHWWcwda4V84mtsv8C7VmzwPVE2QTFO6N/J+ElTFHFlvt9bZE8JSBxVaXDbYDzqXHWOJY6Hkh9Et+igxsp3uctgcDFfHEX9J0hdASlTrVXowppYCdu4ldDTJSeYbjHQOuuLkO8tbWu1gi0zANzEZd2mQr6prDyratd1gDk2zbVcMjQUjTZle1kWvtDNXSHrQn2PA+IX2uzv0L5pK++m6QTwyy/FP76tTY3TiFXDALEuecBYftJEgCgCkU+cCOUnVeK0RmxsAjZsHS4tXH697jPg1WdNLRM+WNUueRnlr80xXveIdoltVfcGVZ90vL7bUOXZhDYXjk2ue8m9ov3x1/hOkDb7YV0KaSjq8uJTD4WHBm6Ol7YuBF5e1PYdJb5oaFhZy504JrelRmmuWKVS3coEl31TGtxV3s/QYam4/JT8yx3dkdvxw+XSZ8v2A28LS1j8lkq5d6limfNiFTSi68LlOFZMuNTaQsiRpuP3UmuXyxjHQ8lvccCxLDNH2q8Ty9w1N20/0vDKeUP+1qvsN0nIbKqSvQmWlk3qp2UihPGnQxktsC4FwZWOjwIUymi0spPYGmxkTbAibvRgFrcVsEy53zEEy64CWcb7RqfPJIm5TCHt1sm7SwLHQ8lvC4wBszkaXdZhCaqzUn8tw49QFTLLmJQN0nRuDFS3KZXlZZ0+scuGozy1LbuqW0ndANzQd2u5NC1hk2LwWw9uzzbGi+Ho3qssDsrJWqxH+sK0kMYa5I4tuNn1vQ/rWJb5scSEMJj5InSDAZjdRJr0uy8jXFGEum6bNd2ufOA9jjZsfXCg0GHSFGw+lx5kYEnKf6/cj+LP3NeYta7DxuB4KPnqwt3A743NZsB87r/L9bZCtXTpTs59Gwoju0Fo/toyWXxYm1Df+WwCjI9IdVNQF1IfV9K1wbHAa2/JXPZiIoK8fRevpmxVq6xb0DxS42oM/RQSFO+DUJpc0f5N2ZB8vmlFafJUqttsU1sfhW4wPRUYllpOfNtUPiuxFQ7iiDZYTwLeD7pID1jP6aJrzoXy/be5ifaFTJrh04b55WoszcBmCyWfZQyYz/j4bWL4a6ILddgobKaSbxtMDYNg2WzOJ4DP9zlNlbMcxW8NLDrSQkaoY6K3mbdQMGyUc5ToFXJn+9mDm0kU+d8qaUxnRYJnaTR1hgDKmhfBhQewtSQClhFw1nabr2Ks+Cid67IaenKjN8+nxXZeRp95KfmpeTOgBiXa1iRfuezN+GOni/Se/74uSG2dUoQq2sZ0GrDEtCGj2qDXbOEbllvqWZpyw2XxIAObTPUKfhvGvg7HDsen11Rrq/E9e5VYMvc+iuJ8yh4cvIB75xtEA9rCBU1twspZ38yCTlybi1XAVL9VWy6CKURbVtBDFI22LFdLer8ydlRFrC3GlKZWxCKdFtyz6mKZVjtbOmti+qpYp3XjwWUFNcqMJS6pyx4juvdCT0raapd10Jz6pmc1wFnkgY2xpg4VbP5fWclnYElS392mLcrSDhuDzVXyl0lVGWI1WJWiKWMdeTqgVcabLmhNab5WieNixfAtZ96fbW2kmly8sk4scyO5kk3qOsZlUxevoLw87jSpoyA53zEr1I36lRjmiW8dGhi4WkWTMWBqg7owuT4dR4RcsincipSxytJ0de57HTYex0RzOSY4ZsE7GwGbon9cFOtloBtLl3f/d+hwuWAdpyLHHa7A8iVgZSfrHVpFN4tsYNmCQmyVu94V0ZYV8BCmjRiJTMgyO51dnWvuQ8Gy8jX3rV4qtAZ6yQAGBf56Oy4AjXnedVgzPWdpXNSAtk26zVsYWOYeW6HjxNQHJneVSnbriqkg9rVh1fOlhaBOEkUgvdgQL3IJ0fO2Pe8Dg83baMu1jfsOjbCZSn4TesGaAYvaNNS/NwXH5ZjN1XaM1ds8tFx/0u9VA6zrBtDZ3vcJyNzkjUHd94vvGjDxtLFIBipspN8HiXuGh7m7giuYtVWWGYPveBvphmCTNyq+m/RGY1GilqSOjaCvxXUT1pkmFKkuSlMDSL8PurVVlb91qD+ddJkaFh1r4aR+lRnvHIQSHTpsEo7PiAwVxK4A3MxNk8Uy1tru1UnNuEYh73UMp2kHJwuQA2yecKYLE4OAre0rvouOIGhjIRjIcACIRaatI8kVKEK6fgvng5cCDIPnmNzm8qnLMbgS3aOuZDDgVsbKA7r4r/T7EutsStubR31Jinxb9Ku2d1YlG30UNEJKftB0OCg/dwZiB/LZq9/WvXMlFDV87r2Mb2o2WyOQnW2QSHNfijXweUmB+4ZA42ITskwlvmmwsUzDWRda5r4N3tR3cGJzlXwfhdgVHFU3Cl61sJgsdj4TPlQoy4ta0yAtX7jSc12KYugHl8IpaMCM7C51AuRqCDhusdUoc7Z8io8bMg81oTmzHXH7siTU5WSv8NDXTMdUrlCEuA95zh8yMI8L623Ni0IoHznavwklrel73YlDqDwK+X0ZCMhr1QHgpN9rJo8DviWUlOWlDBMbkOj7Osxdtu9MNM6qkuxQ2MlwCLa7BfR6fmVkLF/bA+pU14ghl1PahBRjzKVsV8oR5krZKlo5CfWQZx02Dpur5NvgcwSqWtpCd7mESEKr5gJZfBPG7dv49KDOjr6Ji5Qpf+etkimQpZLQbKg4mjZjcpl0GA4KSw3RLVAuLFvhabEfW89P822xCIfm2SKPtDdsY3TQB/o9/eV0+ZxeZTBarbxMxgnbJrAVysQVKgCljVLNJa1QHgPLPRiUv7PRkS771CMUlvJ4bWJV1LjDhg37yLYHfDPdaLPkMGo0pbDW3ZezBKv+RgS3dsr7JYXjqeQ3hQ/PdwgXuGNSLG3itsVB7VM+rY954MUkbSx24lu1zHk56rQ1iyO9EG8bK6W4q3nypPbNMnio2xq3bZTFAtaLzePCdEGcNb82LuOpl0aTu0VK2PTLs9qCZ5mcJ4Dq+43oN2m461Kd0x/xXd2Lp0K+6feQDmMgCsunliEhJG31N40caH1d19Rn6Up/EwNSF39wLHBp9JJuoNaxRNiyWPUOu02e5nUtosfFl4/m9yFsorJhg2kcHLd6mLDu8UP4ZW3e860NF6aWUVKGQu4H8XpvA8bZusuwhvxb27BtABilYPHyFPZqhjXnZMkNbM1tvO78OxwrXNKjpU3Kp5XTR6n++Ku6kt6EZd+oSyOttWQlCGFZ6FAPl0MbriJA1JRHneD1VULn8gS04G5lcY9pG63EjlzSS24wCGMgWUvB1cuUMWuaR3oa3prB3R0uS2zuaKgbJOjr29uWQBBsCxZ4LbSWiUmiqGS9UdNzHhnnSrS+cA2EVy0fYcKVeUlQkV6M+OozoKOhRRkQ1kiWJ6MP0q2j1JAk5Sw/KqVnnkdl80EjkMGgHfcjZ+EsU9RU1zr0c6ZvW7p0hcS96jiV/ZhruQVIm9+KFb250kDmCViq4WmX789wlc87s8AxZJonOjipbAPayjdmRQ52JLTKQpOnReKGgavaMhrGRAh8A/rT1D8txnJO+Mtgw+uLeQIyMwQNu6AEG9c2EulumVUD+eXymU59RRyf+psvNoFG1YRuzB5bbK6SH4pC4cr9CNuyDjRBgPJSOoJV2IOsQUlC4VTzlb/vxaB9A9834FRYTIpzRdH2hKrskX4PyX3OgOzt8nLqKMyoolxQWt7QNdmszOaczhOotAXp9UH6/dJvdDgA3dmubL5aRxMKuWWPfUv6TDP3yHCwGKdycHwDyLR2S+mHeQIkif6Zr6LfFjRz2viO7nO5rCYmFmApizmhBGR3R7PJo/yOijYZcVhWL4AWYtw6WJmU52w+l567Y020d3KoeZgLaHkWTl+pXZ9k0oTa92H4f0dmc0SHUz7XXMxg+e8mauvK+PK4h4D0+hXZQSJa7Wupn0kUVdYELwa+Wn0U3gdBsrDRRniDNyUdCmy2ku/NhFOmtyoGeRPFr3JxhmZAe1NieQhMmyW/3y/zCMvPoghkNNTkKVk44hhkNDK3Z93JGmI5kfPu9cp9Mxhg/37bYHvbXBn0YTLQWQFrcmqzyQQsV+aYsMwJHuzRsGy1B0BGQ5DdnUX96wS0Nn0PCK+rr2uDD2OKi1JUeU6Gw/I4FSc6xWfhShmJ48V8V61vPguqo57FuNBcolPnNlur8ukR6C/n6R3wqZVbhtMaQsM3rj7pA8DudkVeEErKd1S42LE85gbLGBBF9kvMzB9b09bKpdnc686VIo3hkNe3ySbEVzGj0ompicLSQGDQnOHNk+JyMgXdH+fzzLHBkmNL1I0qoVXFu5KGxng0HFTbU9PPTNrskzjWKPnUHJwbSvXpY7xqg8++Dj1uZ9E/dthcJT+Ygi9/P4o8lS6LEGrF9zL0+N3yvoXlg/RiroRaju9JFIEMzAKw7rXxRouUVplcHKFXLfl9HFxHkZwYAQON0AUq7SOuQ68sUobLTGxg44lkyVeO3wcD3nbyRnI4BNseBR8P17FYGhUu590GNShPm75roU4lwwFXcOTfAhk1KpDnepBiyvR/F+Xi/crGE27B07WlOk58UYeOV6ecCEs+IXbXHUddteVbgvsM2xlVNya5RbTpZo9/uBh7hBCQSHO6IzYRdcY7odoxxmYz96ZRfjZsQBcZepusj7FLKUcrJ2IBVJrsaAy2f7AwrmjKJMpVqo+uTrbTagPIcFhdWzTriqzkoxfz+xGU8mll0DIYinyYAT0ZzGqTCviUo8NGYHOV/JoQAt4IwYfsgjd9pkcTeqRl5WePY74Q6iZuFAHqkbeKXpxfNqK4uBT51bTkewuIXECLeimLPRv0MD7DkG7FIL2eNt2KaxAl7g2dr/VvNjcqbWTQ5+0vl6nfQ7bVL9Juj79c9jG3p6nNM3RjabOc6jN1bI7NabFBr7oIU1nhDT8NKbnrhNYFln4TSv5sVl7cA8pWeeYYK16MKfI8jeOi/2rTCeo2DzbZWdf4QQnS7X5lU0wI4WNC/r0J5SPAZUwUcXmnfc1mybcYJ0R51U98x4d4vxeX20F1a2uqZDdlgZHGWq27UXRpWZBNp8j2DxZGFphkm1tZJrEl3sF0kqHbGMh5aZn7osoaVljy1XxUlj+X9Vymgm4w34xuWB0uO1wySn6rPrm2XWubrhkyqDopZRckxYokB60SwnneXcquY+Oj/caFmr7QFUWCUiR7KdIBBSKq9/XXtA+J9NY1/4LkbhnJ3PxOHPH/JLA4QtaPqmVaFgwLg3YRrjP2ApQBW39bLYdRxMepnGfThUcuS4t9QYpxkdgVnXX6pIYGGa6qrIY+zfqauUopt+a7xoHHBq7iV23ddHmOlYphofodywP2dWXQli+O6tM7h7KA+eSx5suX2DwBm07d49NRTiKMPvaXNOlq1htXm1DC12SPb2rFrS2THaepzO2Ye44dLoke24hb4jYdbe/k205vmSPRZWWteexYN/DYmualOpaXcQ/BKhacyy24LHSz5Dl3WFt979Pnq9p8d2iOdc+vuieil9IY66z8lzQuiZEaGiTUKKhoHUKJMSOTB2MMJHVR5DEga1BuCyVjnbZkmvTomIKkvJ6655XyC3YTz/y1/vM+CkpaZSIhaQaSZrycbSmaIZSIa0TtuZNm5T60Mbz4F6bh5+Y5tfHQ0Xq2km7DdAxtR+caNqKMj4Gg9vapZ5bZ06zbVo62sc2N4lnaAiuTyRCwjHFbs61aZx7zabM6Y1e3drraMWNV6tTjLEs6XNLYTCW/wc6SMQaWerDZtKFkiHSqhdC85hIcFkrCNCsHJqnfzTUMIKV3GDCbG8tWGwGLVVF/llVpCRlD/zxFfJTyQEdNuoWwFGMjY2Bpqm8XXTCli3nBhCRZtJ3APAE9mvG/A/yhKzSGcvnU+IK8DkZFNDPElgQpTKFsDD48+4Yg7dkcRG1HVekPRGmeN1VOZdRRwjzvEyiPAcPvPnCxkfigwrKTK8c2ysU6yBiiSVJReBhjXHZ5cc0HKNi5UaORMUfnf9+C7CSzOV+jLPPaq1ymNVL+3ksxtmwW626GCOF3nvgSYBjSqJTLNQYSxzjSfM/m82q/WsYjoQTI0qorH8uMMihoHMr1bHOtVih4C3TuN5c8Lr0ezjm6KxOrpEC1dDmMz8LOMq9Ni+4SpgLzmZFijCUJDxAU9TUEh7H5PEx4eLxj3HhoX5baVP2OMYzuZIgOZuVyysg4a45Q1hljvE18WE4I1dOMFs/NljE242WSxxObTEEPJvzTEN/o0gKqnA7UYIZYGqx83JnRn95KJTiZAtNZabFhqhUtdFGbz/3HoK6PfbipV8En7+0jvnhPDvj0pnD0KbOBg1xXBm+wjM+XubLJS1Ow6Yz3oXCbc8pmT7mUpuW0JI710LIX/3fRprrmDcDngWnMesZB1fquLmoQUJAoAkZV1ppGxXCNS6Dexnda7Y+SXNKlp7k/g2UaeQas7aZcK+puHjq3nmOJzVTyG+wuC+uuTfkzUXDVytAzHdfipV7CJN9wq1q7ZJrINAXGE3v6+WJqRM3Jq+UQN74sKXeKRZdkDDufSxFdOASbTA3Wea5ckn6fu7akaYmRgSekWn8WAXFkNPIrp5rtZFqx5LPJBOziPv9HFJkXMxNjkoESUW+ZD7gkRT3tkPMzMQ2Z0te+K80bV6C3+ulkAjaZlH+T+rlOEDGTXKmCrKwODmrbhnmRBvWwupZPZnSXhPlAy7ShKsylD2ouxozlgaTtuiSyjIHsH1WYaFjGtEpWBV4MZlKZhcJVhwfckqdzQ+mzATkac7mlo5lVbgLXF0tY8j2YqWqcvJlOmoJAKMjWqHo66QmWadwgfSz5M8saZ/pmMq3OY0c/syTh64Jy6lGmASXF7yHzqfH9BCEgxHsjdsnGil0G2Ewlvwl0bjikJptBmzApYMVzjSAQ1qfZ3EjVxtIU2XRqVb7YPBdKbcPXiqoe0+ss+bePwQ6PcqYFzYlF/k1xY2SW+VnxhRI47PsrP9J7bDbn7SsnOR4j2z/gr5rYgCxl0UJwZ1cWN4eiEnLXg++C60ib1GAHYZMpsvFE+THQNUDhmLeyIjWBR1m0ypZX2hpXMkrgPPFT8inkQYgS4XXJmacbo24jqXuH8Lqxg4PqvM+47HJu9gKhdeMTl401uUAu5Ft1U52nk40n5bKVNv/13Fu0t6Uj4IRHhg/nv7FsvBwkorXlrblczC6XCA2mMwWQr53KRsel5KdpNS/X2JLLvEyLuLy56NABl5qS72JKaWNy1Unfg7PW5l6kFToSL3RhwTAstFwoGS710bzvi1qLCKB114nv3gc7ODQLapb7oMcxQInecmtUYii/K6COVSmZVyxvLMlp32x52qBbqHU3mNY9vte9U5PuNChfy8KSzeZVS5t8IuWbh/xMHgNtWsBCqQp9n7WIRm5K1oRbbEdJRmWHY/3mfW5xsah9IuFpALDkqb1kr4W2YfOZeSNFHetXUURlk93Akt+W5bhUHkrB+rHh5vLlzQ+vk13db2qbu07yhJJfiWnRjG/XLcW62AMbfGTPsk4DOv/9Y4mN7LW1W903BbpLcExuFC5sEPOC1h1iPPGyxBBCuOW8silyjJm6pzkuC01bYzXg6HQlaFugZ+lyxqCMENejpiBUsnqaTzzay07virY2BI4P46mLhzK+UeuBr0XWdnmToe+8TgSX3RYtjStWuddkBX24Iuv1Sl1qloxl0EB32CxspJLfwYJ1L+7LQECdWqcka6LMZi3Q4QkwtplBWh3ccPn2X4ro3AHsCPTF9obPmFqVa4itCE3k9LrH1rrz90FL/dpRfF762Eglf+2Lo9YVxNNvUPt7YAAU8bjJdVmCaB2TPknd9GcCaWoWTLYg1bnj9tI6QjO38nsLSgsXfsHMEOwz7Bv4vIELl+4m01C2EvnvQMtpIzBDf9XJy2b1LbKrWYduEbfDMO+N7d3GTc2G/H3liI2Cs83yhKBUniwDmSX62ANdHZuO0TZ9/9uGK9Ym1ECwpvlckAZs4jrSwYqNVPLrwOUfro3YXyYKPuPwPAklZX/GkImtTsImXMXWfDwYSIzfKoFOszkwn/lZqZKkoEn1z45VOdpDYFLCsoz7gZp8OJVvSC82t1fuq9vK4l3xFc3y/9XYhBqpMnWB4v7jiMTx4sKcuhuscqHqf1s3b1c6lQ2AuYycWaXGiYCP0mTzCQaWJxfr9Il1Y9cgpqgiF3UsNfoA1tJnNKfxdfHV1y2n6xtB5ekTtO7lxmmuZ10wxkDGegIFzwTyQpj6cgWKrs/9J74xeID/XPCI3yveMzKgeQbPm06Pa2xKOmwuNlPJr7NbXPYO07QYhMKTvk0biOlKx8Tc4QNbnWy3sfoKJRum0wWtpos2cTY3K8Omts1SsKOJ9lFtlhRw6ztLJIuVIw3S74PEej58Npu7qV/Vb3QbWxf1ZSgMC1bTzQiJYz7GxQZKm49Dka/LfR4Ky5gMVsB16VECElnmkWxBayR7bLElhjmuKrOhF/XoxqdXQLlHYGnp/epFcra0jfdbuDZwUQQ6GLjL5jvn5O89xnFBcSqlbb0TpgFLTu2xlqYFVWjdzQIJuGRQ+qiVd7zliS0tdRyVTihd49Ov3qUxLJ8IdYp7BwmbqeRDVr4CLX0WS87KAriEG4II9gwMjCUR5fzrdVBjwrraJejCJ+9MJaE0myFTeYc1YBnjdKA1uLzZxHGXQB2wbMG84xHYy+k/9ZfZsNms3HcegcRLB7PcqqseQ2voArXPBHo9/l+TOSkzUK3Yxa90g3NRnkDlVUYlUFEvmp1zsea4MY5dX+OGa5MmU/z6KmOh9JI2qGnl7Ri6JpAoAgaD1k4/TPSXhpcBnauO8p2cZlD9VPe5kDrK7GNpypnSQi5L1BVHV3YTNbBPPQP7rNEGpUG+Pt8SSsw6Qsgpq+ldHetPtxk4lthMJd93MNkUi9DvHZsJK2WZxk2jliVCpEUpELVEeVjjNs3KI6GYatqntkCT3stmc25t93CpKqhA5SNdD+XKeE9Anp+trU3PCsu7rMDYEMdVZU6kZWMWMtVxWf77Xmm1YMnP7xhoPM5DFe1Q+FjsmiRPqgt2Wflj/mOsrkJhUBgKdypfCkAHnH2d13PZBpmCVUQoNLY6lj9c3E7dBi1twEZ1KW1i2kg1UUwZ43diNJU3bWyklPFZXa8Mm966bG114wNU6laPDV+x4VfHbqeMd5CwmUq+DF/Ljwt1Ng5tvhuKlcYPrGkYiHwlFxVfJaCUhs8RbMOLk7S+4zZ3DM0iQGhA0J7Vh3pFJ1LOcjQYN+K0iro3WebsA6ygq8YyGU58jRH6FwxJtm8JNSdjOjUwGFKCrNGeZTRstkvQctlTIG7hZLPJ/HYFe9uCgwP6udGmQhg/Qow+qw6MdSry61ePrH0Q0F5GQ5VmY7lRlLUdGmP9o7gJNmASXhbwWRA3HSGuMKvGpij0xwFLYjZZd1refNXdAtzhuKGTYR06rA3HW3vzpg9c0vHVMo/FVmmZdOWVLYuus5ru2ulTDQgul8Z3lpnaUdf+tgDHJuMudMH1pbEMzaPuvQC2gMMGaTWGx+2X9s8933fU2dkmhj7zyr8lmeTVb3JemyYT6tLd+qIx+1NDhiIXG1doWVY4tqrpOgLjTcQChksQl7Y+tcWstSx0LkDHFhur5JcC21wCYAUKcWmyeZSnkTDIMiBti05xuX7YriCwVmFShk30eJV3dQqzLk1VOfegTJRvQDW9l6b8P18cN8Ea0vfzhLNwpDwWo/FYL26HXoLibtuEBaVjWMgZW95GusjEtZH3VDKa3AWiS8/nvaC29nw3UxR1g1JXQZpyGt8iuzbHW80xoMg7F520VxmcPuEq61K7siq4XdtWvq3KdaY14iwe1y9L0LeZYb0x0R6HlOG4rT0djNhYJd/LAuDLV10kaVmwgrjoHa4fBVdtrqj7+nIXj5k9EDMARk7z6ovW8rQKE2uLx3dtw1ugebShc8Mzm/NLr4IDZk2KlSUmQPt7+GVRRjo2QurPH4BTjyZJs8V5nX74bY7FNK2kV2r3Cp2mQwExPjOM9TYNKV6nOGHyyKmg1HAHEZfPhSo0LE3BprNFPzQdg22NYQPHf5DSqH7XQtkabYJCLvpzGWtqnGDWPRXzes+XRtN4B0K2uEBRfc/E0+/bBpsW39ShETZYya9ridAo1TLq+geG8lQ3UQIyBsybBYqGwCnMXFaNdgsT+H5Dq4PpaNpHsdLRjKllk/85m/kHADc+sjfMg9A4ljYumdKdAM0T3h4hdKgNXWIaoU2/Yo1CX6EbNLnVOBWPwA2hK10fWkeRvk+wsS8TUmkD2cxIoX3X12KtIk3BppqLnuoEuhKinFg0dMVS0yGknnwujFSOk0uvtOz5L9hkPOqmGhZK2fhtSnw55FnGzHeWuIyLTdZEV1C1/MhwKtycrSzQeNRho7G5Sr5Am/7HPpOv7WBelrnT1JSTJYm5vFrlzWNRtaGOddDnAqO6edZFsMXGJNBqsD24FukkMW9K1iFAfX3nK981Z7xiyVx7sY8R61xglr3osay6kV6GAqFCdrUwWgzrn9YY0wtNx9fqGZKkUJB865e3FUtTfqeF65u6Y6PuRVQ1Tums73uz0WnopJtSWwN+lnTl/drwvaG2Tp9aNiZNUNmEyBs77QesXQajTuHX4iUveQmnhZb+e9CDHrTWMjmuVd0QlCwTG+grZrOe1TlKdlklCAWYp2+3TxkcArJwOWo7CBTw79N19n1LdWx6OYx/WwWMj3VhE+fxuuBy+5D703cO+owVV7quPFxphr67ijHBLLLM8/s2XCkJJbzqNgNKSDs2TQOoP47WBVG2hqf3hJJqN4TWuY2Njfi2if7c1ACzyf19TPAlX/IleMc73lH8O47Xq2YfDyV/E7DpimgHPwTdg+C/SGoXChWXyNjgdb3EjnTrzN11bqaayJpNlFOmMvmWdd0niCYchw13DXjJu0sJvpeltQGf0/9NACHAhomRTUAcx7jXve617mIU6JR8D6xdoDVYlEmvD7o9QnY4XtwW28EPm7yKrbEfN5XmdOXwYSDZxPm2iWUC9O21rrJuat9tCDoZsEQcBwUf2Oj5MZlMMJPd6hqCMVa5y2QwGGAwGFTe/fjHP45rr70Ww+EQX/3VX42XvvSl+IIv+ILWyhKK46vkCyHcpjBmDEB54SbiqMUnn7Z8VkUZCjclyn8r/CX9lU968gTS+1+D+La7kZ2/ADabL/wdhU/fKq1NDVlZGqOmC5Uz2VUset4WTREkvgYrYt32lQPbQ8ZEa37xK5jbddNRg1WbBpvLaFuZrbsxbjov22yX43YatU7Lb0NDSEjgsT2hJnLH4wZj4UazbMNPG2OvUeBvYHD3BmIymeB+993B5+9sb+3b2dnBwcFB6bcXv/jFeMlLXlL67au+6qtw00034YEPfCA+97nP4ed+7ufwtV/7tfjoRz+K3d3d1soTgmOs5HMFhsS9qoU6NHjIBBqB9Ptg8wSAI9K+CRxpkF7My2BS2GyC4cwp3PnwHZwhBD1CkF24yCn75glYruTXPqkI/Ugqp1YpbnKJyzIUWt9YEGfMQw0FUt3EtuGaEUKDaO2LGoNlnZbRNoPNNnhxC4Zu86B9b0l1XtdJWZ1+DJU/TZWlYJYxDUuYz8a57pg23Qnio2x7yiTnuuQr8x1l8r4Loik829rqDilQY+4UcSCXOGazGT5/Z4pPffB67O023/xe3M9w34d/Erfddhv29vaK33VW/BtvvLH4+yEPeQi+6qu+Cve9733x+te/Ht/zPd/TuCx1cGyVfBJFYCwDiShYqli6jR9RMy2WIQ/S7wFZxvOoM0MYA4kClWhFKJEo4tRtmfS8VFBzvab32sWFR0wxumeEE/u7IPM5MJ3yZMTmSETdr0KBEYK56QIvl3cZ1o9lKCAhbSxOb0K/s6FNa2lQbENNFh+f56VLyNa8+VCVDl8lRGZUWbWCIYwlUdQ8oFSMi1XQDC8Dy7Dgt3UnhkDbZbSNUeGHrntuK2eTfl3WHDBZ4jWn92uDb99aqWczsEzDeLRpc20F2Nkl2NltPl+yPBJ6b2+vpOT74OTJk7jhhhvwr//6r43LURfHxPlLA5oLoF6P88LajivVhceTn5lEFOj1AdpCMzUQziSOgch8pGjjxR1f1cMzHvpB7F9HkZwcgoyGwGDA08yVexI52q4tuI6Ua1urG7IJuP69hqPwxlzHheJYo+yENnNfMSmTpX87lMFg+tK6t4WamEla2JhY8y2n7+3utayx2Fa6Kw1qDdhQBKW7pmVRx9CiUmqa2FN07d7k9FHkVfdb33etZQzMf9Vjz5V/ZS3xGFe+7Di2/jbRf8rphsrf4+bCBiBlWWv/1cXBwQH+7d/+Dddcc02LNQvDsVXyCSEgNFdQCW2uFOkgLPmrGOC2PKKoEvRR/tbcjdMTBD96+r2YXMmQ7PTA+r1i00DExsG2iWmrbfPyB11+4pt0aPnatNwWaS6Bv1zkUVPp0LbLOi06pjG8Kr/6ELiMBl5J1JuzRvgE+pp+dymGbcpPkVcTRUFnlPFxA2kC3z5pOo43SGEyjlGTUUxX9jr1cfZl4N0yTfKuIzdqzN/WDDe2ZzrXzrqGnqZpXIb48R//cfzFX/wFPvnJT+J973sfnvrUpyKKInznd37n2sp0bN11CsWUUL5AhXrS+Bxh0dyNhdLmDDtNfMYbCIdkRHBNvIN0J0M6IEAc8f8oCUtXV34f4biso0LbMXKjBUC4E8lBzyuGUOxJzXZr2AbGsb7SAG1DXsp4uiT8TNe4gLr9nld41F9nfBFpHVinj/+qsvLx19b12TLd0kLftfXVpUQ5GugeXIxlSoCkpbHsPEnZEFelJSADQ9YCx2dIGp/5zGfwnd/5nbjnnntw5swZPOYxj8H73/9+nDlzpnE56uL4KvmrwgZZXWqBKP/fVMjH0S4hr+mTQllxWdnkhY6Qii9yKZ0g/3nAGRci163NIKzKR/6d3Yovdl20vaBbAwz1edXevGvyqqTVdqyL13F/fmJmGtfqu8Jlj5D2Ka/rxigEZ+MxR2jEFS7L3OCW1igvJ2lnXjSts64Ngy1arjz0Y1RYnlkmy63L3KKbx0qtjVb7uOsjK0SGrJVoi5BUXve617WQY7s4Xkq+1g9NcyV8W8iy4r/jygscTRiOshmiQwo6S4AkBdK8zTzr5LyB1/qxxHQkyydCQEcjfgtsmoLubIMMh8j2D5CNJ0YLCIlj0BN7wDxBdnRU3CJLt7aQTaecOQioLNCk3wfp95FJNFh0Zwdk0Ed2YZ8HLCUJ6Ik9sMMjsCQp0jAKdJbxegwHfJxEEbLDw8Vzyt2h6GjI08oY6KkTACFg4wmQpiCjEdhsxuusZEKHA5DREGw8QTaZVtvEGkwpjVn1vfzfJO4huupKsNkc7PAQTPAK54HeVeYMh69nweZhsGAZAqVLDFkiEJQSMJaXm0a5xb5apqKOjIHEMUi/X+QhxpFwS2MKVR6hhLe/GBMuBpL8OYl73NqW8VuMSS/meffy2Jl5AjabgZ6+AuzwENnhmCcv3XhMejGQcuW0oqQSwsfzeFKUkyXJ4r18XJEo4mkKlqwoAj19BZAkvF6HR3wcpLkcQ3lekH4f0ZkrwSYTLhNmc54WVeJ/WAq6tQWWposxItz4oghADJYH84vy0q1dYDQEOzgEm07B0hTRzjay6ZQzhWUpSK+/aBOmKE4VtpqsNH5I3OOulOL7JAHLKOhoADablespZEaaAhlDNp6A9HsgwwGyCxf5u4QgOnMlMOgD0xkQRWAX97mMcSn7RVCnMsdglh2m9YTE8ULeEgo6GhYyhVACurPN6zebg815X5CIb0zYfNbqyRbLGEgUITqxjezoCHRnm8vd8aRgZuMv2uJzFAYn8ZvxJFYOolfGoXzKSogkb0IMJkJW+QXE060tZEdHAKGI8jEk/u2Eru7yv+UTSflWVGlsRKevAJtMkR0eLuSkNi9FtrqYssRpyqV0ctJBi81V8oXlRYWYHGLRSj2VT1XJ9EGacgHvw3hgUxCaIk3BfAWpgv5Fhv91/osxOEvQO0hA5gnYfL5YHAGt8uSFUCulFPlPogjk2qtBD8dcGbn2asxOb6P/ybuAs+e4INWkTbe2wK67GvTCIQhjwHjMFY7Tp0D3D8Cms0W/iWLGMejWFshJHhnPxmMgikBPn0J2YhuUMWQHh/y7a64Cvec8sov7fk0Q90D3dsHmc5CtLb45mE75AtHvgYxGIHs7fONwNEb2BdeA9Sjiz50D5nNkV50C3R8Dd5/NlZCsGNNkexvs6tMgd9wDKimti8wN1umCcjUr2looMouXCOhoiNkDrgYdJ4g/dw5sn9eZ5ZtAoUQs+k/24ebzk/T7QMbKeUYR2FRVAhZjVCxWQgEiwwEwzhabqiIonHEFs98DKAWbTHl95XEnKX9kNOLKXJRb0O+6hyvHUQRkWXn65+5+9MQeV1x19TW0Mx0NgX4PmM25kr+1BbK7DUYJ2M4IZJ6C3nMes/tdhd49h6B3nQXSbKEgp7zdGGMgGa83QQqWsKK/6FVXgpw7z/tizvMRVly6vcXr04v5JXd5O5DBAMkDrkV0OMP09Ai9sxNelsMx2NGYt+H+PshgwDfWuzuYPuBqxAczRPfsgyYJsoMDvgHJ+4GP55S3K2P8ro0040pylLv99frILl5c1A8AufIKJFftIf78ebDzF3jfXXUadP8QGE/AZjO+ERnzDVA2nfINg7yxZnI/L8YeHQxAdndBBn2+QWEMODwCkgT0zGmwiwdIL1xcbH5GI7B7XwWS8I0MueNu0Cuv4HMfQHZwCEIIZve/F2an+uifmyEbRBjcNgT9/F1I83nhrcwiNyoQwuW274kAY/y7KAIbj0H6fdBTJ4vNHqKIt+FBLksOwBX7wQCk30d6fm4uZ02KTxJR4JoziM5eQHav06AXj0DuuqfexYr5xpAlCUg/Bps5Tj7bNpVHEQj4PGKA05WGxD3QM6eBz6e87a85AzKZgdyR5muMND5F+8rtXNr00cWGtjhB42UggwHoIN+cyvoMjZB9wTWILhyCfTbJ52NVyRfzVOQj2nhRBgP7mNCJfNbxY+jWkzKGtIVT1DbSWCc2U8knJFcaYFT0GWPc0jCXLndqGYwxkNm82FC4duPGdHzKplqBpAuwuOXLELmft4MJo3tS/N9/+hqcuJ0hvjgBJlOunCTJQkEKLZ+cvw1q+8gbrSjC7D6n0Ds7BL0nwuF9T2D/PjHOHJwAnc2A8USvwO7u4OB+uxjdHiOeTJHN52BphuTqE4giCnLhgI+Zo6OiDKTfB9nZxvyak+hNpkhnM9DREMm9TmJ89RA7hxOQCT8FGN93FyOAjyuxWTC5XTAG0u+BndoDGU+RntoF3d9HOp3yTcxoBHLqBJIrdxGdjUHSDBcfsINkSHEqzUDHcxx+4R4Gdw/RF32SJGAHh7xPTu5i/AW72D6a8MU2TZHNULLcMlZdKEksFG5WtDWExThXFgklIFsjnH3QEPERcIrldjNKuMKUpmalV8qbjoZg84SzNo0n+QLeXyj8GiWN9PLFilBupd/ipxnIrdV845ABlIBNU74JiGOQ2YxvCvr9heVYTnc4RHr1SbCIgkUU8eEYJF/suLIv+W9HnEEou2IX9OI+V2Ylq3ilrtLvZHsLbHsEMuZzCaf2MLtmD0gZxvcaIJowbDOGcw8cYe+2GMMk5XLkKFfWkgRk0OfG3yTh7SZtuhFFmN37FPpJyjcBh4cgSVK0G93ZBktSnsY8AWYAEIEMBzj7oBGG5wc4uHeErTt6iCcZhncOEN8T86l3eAS6uwN2NAbZ28XZLx5geLaPPcYQjSfAfM7HC6UgWyPggJ/wZKdPAjSfF+MJ39gIeuGdLb5BSNNCFs2vOYkLXzjCCULQYwzARczvdQK9XgxyNAAODkF2dxbKw2y+GLdZPkYjaK3oZHsLuPIksn4MejHmY2WegDGG5OqTiCkFHY+RTfiGkG5vYf9+e4imDPFhgt7+IebXnMTRNUPsHYxB8zKfe+AIh9cRbH8mQrJNcJqdxPBoApqfDMiKlDU+ScicOObzWTrlWLyvV5rIaMhPHNMUZGuE7PQe6N33IMvbZ3btHnr3xKBxxOfDfMa/2dkGOTjUpsmLbHEvsVnVez2M77OHIaXYf8Autm7vId4/BBmP/dyZlHkPgI//OK4YY9TvSnNCnOaZaKRNRkEJ3HjAY+yEbLG+3+9hfs0pxAeHAKEY32cPvf054ov7YNMZSJpZZWQprSgCmy9cnkgU5XoLN1yRrRHYxX2AzYpTVBIR7H8Rb/PeuQtcNqvGL0JKSn6x8da0a5COpD1+Ol7K7jp88jcRG6rk04UQ0HkI5EqLcLHwdicpHZ95HFPlx9MszfTp63bvundCUQomS/NJX+9youHnD9H7wEnsfnoCenYfbDzmR73SglwSpiFlrLO7F9blOMbBvfvYigiG8xQH18W48ECGvU+NsHV+ZD7m3h7hwn1jkGSE7bNbIEdjsOkUkzNDjOYponnukiSKGUUggwHY7hZf1O/eBrlwERgMML56iP37xNj67DboPX2wJMH+dTHioy0Mzg9zS629jmQ4QHJqC1EUYXrVCFufHwHnL3Cr0XCA9NQ2JleNMMoYosMxLt4vwnyHYXT3FvoX57j4BTG2ewS9u7a4Ijibg4wnYFmC7MQWDu4dY3T7Fld+j7jSWpxSRxRMs0aSfh9kOl28l88lEsfc8izcLLZGOP9Ahv5FitHZIbYOt8BiCppmfJE4stQ7v5+CDIcAJiCjEXf5YIwrn5MpgEi7CJI45gsGJSCMcCUld+sQc5+lKQhjYIRwytdeD4gOuIIgK/lyutsjTK7aQtYnYJRg73Oj3D0tBWaEpwHwhT7myuHsii30Pzfg7Zum+oVfCVBn2yNkJ7ZAKQWJI8xP7+Dg3gNEM4YL94sQHwL981u4+EUAyXron9sGGc9BxUZxNgdGQ16Ueb6xmy0sdCSOcXTtEPH5neI5DsfFkT7b4WOFbY9ADg6Kk00yHOLCDcDsjgj7NySYb8foHXCL4VaSIZrzjQLZ3gLSDOmJbVy4gWF6J8Xw3AijcyOQyYSPDcI3gZjNQaZTzK/cAqMEw3NbfCxtj8DyTUZ2chvReMoVd8oH3dG9Brh4f4LB/gDR/jbodIajawbYzhiiXgSaMWQntkEKl6RDXrZZvqES/vE6JX80wvyKbaTDCH0AZJ4Ch0cgSYKja0bYnqXA3T1gMuEW1J0t7N8nRjRl6F+McOq2IY6uGeLi9RF2PpWXPctw4YuA0YPO4eLwJOanEgzP9jD43BZv44l+w2ECGfT5icnRWPOQGuMDyGgEtjUEOTwCGY0wPb2FQb/P+6EX4/CaPrYZ0E8ZV+oPD7mb487W4jRNWyCJ8cgVSyKQu8Ad3LuHaLqFC9dHINkQe58dAhf1faPPO3cPzMcVm075HM6NGuWTOcUoJJKwUEgX1msX+VQvBhNpRZF+8yW/3+9jfM0Qe58ZARHFwbU9DM9H2Pv0kMu63sIQ4sxfkSEkovykKkm4gr+zxefefL5QKaMIF76QAhji5L+PirrKugaJIqCXj3UsNlKlHlbdm9oAIQAIjrn+e1lgI6NoiKB3NE1sScEsWaSDM7IHaXIf1LlzcjhpyGpOriLwyaRoFr7Q5rrTu87j6lsnGHzybmTnLyDL/btldw5n+TTPvejALLR9JIpwdDXF5HQP2fYAR1cTbN3/AqYnY7DRwLg5yraHOLqGYXw6AhsOgF4MQgjGV0RI9gb8t36vXIY+z2N8miLbHubUqH2Mr4hweC3DfC+3FEcRjq4mmJ7qgQ37PB3BQmQoD+n1MDvRR7o7wPRUDAz5LXiEEGA4wPzEEOPTEZJdnt7hvTPMrp9ieirC7GQPh9cyHJ2JkO0MwLaGed152ya7fRxdTZDs9MG2h4Dw+RYwUZ8KdxdRxtxnF71efirBLUlsNMDOF17A5L5TjE/HSHcGSHfy9osd+/+IW9YwHAC9Pi93v8d/j2OQiJrvXxDuIPmJFRv0F1Y+SgDhCpKXm/R5+oJGlvQlZV0CG/QxuSLC+HSE8WkKNhrwcg36vD6DPv9vOCj6d3Yi5unFcdkvVoKqYLDhAMnuAGyLj7f5Xg9HV1GMT1Mc3TvD0bUMs5N94L5HGF9NivHBRvn4HPD6ZKK/lXxJL8bRGYp0d4Bsh29wSESLvhf5Ztu87Yt7NAZ9xF94gKN7Z7j+/nfg6D4Jjq5lGF8RYb7b58pjHINtcXejdKePvS88j/F1KaYnImRb/A4NxDFIr8ffy8fS7GSM6RUxb7c8jWyH12m+1wcb9gs6YxDeFpP7TnF0OkK6NwCGfP7NTvaR7vJ6J7uDIlamGLe5XCF5MLAObDTA7GQP01Mx0u0+su18E0hIPtcGxRghlIBtDfg8u5pgfCUfF+MrKQ7vnWF+Ih8jwwHI9Yf4rgf8HXD9Eb7wAZ/H0VW0aONi3hHiJftIr7cYdwFgwz6XUT0uB6enYj4f8o350RneF2neduKbdDe/+8REmyt+V+SY0bor1pQ4LmTi0b0zjK+gnIbZpnSrEHnKtM25vNWVSbv5iaidDc7HmCby75nnegn9XkmOjK8mvP75HPBKoyj/or1EXxabnhGf53z806JPSBTh6D4pjs5QPpbkdU2uk1wOm94U5FpbPbUuV6g+tfOqkIEhbeG/427J38xeEpNAy8mbH7Vli0C4Ogq+F4d1fmRY5KUM6qVw88vp5vnJVvfqy7Z6EGTnzqP/T59B9vk7ke3v5/7HqdGVwjttD1jbJ4owO8Ew3yZIhzFmJzM8+MwdmG8TsL5hsQLABhGSUwl/bxAVQYLzHYJkGIH1YrCeJPQoAaEU6SDCfJcgG8X5JWcx5jsE85Mp0hEtlKjZyQzzEbELSxlxjHREkQ0izLcIzzs/EmY9/my+Q5CMeNnI6SmuuvIi5tsEyYjyuuwB2bCHbBhzBTg/Tk6GvDzpMOJtoi4qhvJVlOv8CLf0OyFgvQhfcubzuPLMPmY7BNkgRjqMwWKPulMu5FkcFe1JaN6OsaiDQbzIgZ2UgA0WmxJCSKm8hBJO+SraRf5eVVgGeZ/m/7FeBPR7vIyU928xPvL/JyPK05cVEMC68WWDCMkoQtbn6SVbEea7wGyXAKenmJ/KkGxR3OfMOcz2GNJRhCzvQzbg7ct6ER+/vVij5FDM9oBsGCEbxDnl7ULJyQa87OkgKsYtiSKwOML9z9yN9Io5vvrKf0f/9ATzUynmOwTpiIL18vf6vK+SLd7/8ekx5lsUbJgHEOebhqwfF2NmvkUx36LFRo71Y2SDGFk/RjKK8g3xoozzXYJTpw/4nBvwdprvESRbNB/PPaRb8aJvpc1nAd0YJITP3bw86ZC3g2iD+Q5BshWVxggb9DA/lWJ2MsNsD2C9CLNdAnZ6xsuej4X7nTmLp+/+P9znzDl89ZX/jvkekA7zTWDIhYiEzwE26NkvGtShFxdyjfV7SIQsAgAaYb4DzHN5U8iDXoxs6CevtDLZoqyRiGJ+giEZ8faa75KqsaH0gYW9SFLUSRyFrS+UGjd9/LkjLUL4mIjyseHRL4RSPk76PbB+zNerHV5/96ZD49q7SHhBz0247MwG0qZBCiiOT4/zMZvL5Uo2pFQXQhyXW9bBMWX0Ee46bfx3nLGZSv6yUMfav6xLjlaEbDJFds9ZZPlxXpONUQlNd/GUIOsDWQywiCDrM1zZPyz+bQKLKMggQ9ZDWfER30Wk1M5E+GBGBFkPYOJ0hBKwGEA/QxYvvmF9xv8dLRYV+0VkBFnE08t6UIQ5QRaTRdkIQX+Q4MRggiwGspiADFP+nJJC8Iv8RLuwmBZtYi2LlG/1J+k0gv7/7P1bjC3LdhYMfiMiL3POqlVrrb323ueCzzk/F5uLkCUbqdWWzMUGHvgRpnniAQSykFpIfjA8Af0APOC2JehGlmiQZYHUL8gCBLQEQpYfsC0h+PtgC2zgb/ObY473OfuyblU1a97yFtEPkZkzM2dEZERmzqo5164hlapqzsy4x4gxRozxjX3578crXMaJGpuAIMux6Kun/r5ss+TUyF3R00bWeLf6zTpzBuzbS+05NR6u1XiHqNdHNe7qb1aXJZnyyxcB9v11SQxUtxeQgVpXkgNFJCFCIIxzyEhAcOBptFVtCZT7kGzk3ajGS/3u1F2uTcHVe3X99bpQ9bbWOlNr9r14DR4X+FJ0i1mcleu7bENZlywVMMnU/Mdxvl+D1Pipx66xjsuxkkR1O2RwOEYiBK5mal2JshxR9kntr33fJGv0oTnGBpLluKk2ozUO9R5vlCU5AaEo95IqW4RAEBX1/+AMz2cbfDVY4Hm8wZeiGxSRrMt22netNUKH69aFqnFlaoxE0Ki75JmSA6IpZJZzeSwSoeKJQVStkxG8v3lueClOjvzIRs0xcjm/ynUCpvosQtnm8SPOwPpsKfm+1K0XxjCbZWqNlrzrQEkbMxeP9Lmg0/TJvweaLFC3KTz1VjqwzgrqagAd67ZhtPIjJCgDqACokGAZYVuEIKGs2sGzpyhevTkMphISMmNgOVrjyQqAqhuXxueyQmIqJCgvn4H6TQWAgtTvkignsEKVUSEa2ZGNJEgAJFX5XZ9SKsq2lWVmGccqi+p+y5Srv0XZzka9JCRYxhQqiFfQ1OGzUkpQNWdVWQJ4m15gm4Vg1dgIhz43vy/Hm4o94lXvOq/rF+3fB2WL5of2MstnqJCggkBClVuNezW29XNlwDkVaI25EwkBiP16owJgOYHlQJIFQK7q3+TRfl1CrZHmeEmSe9Ch5vyKaq1C5UPrrqmqnKpv1ftCYpnOIVKO1/klkjQAMirXGlRdonwfql232RxpGmCeN/ZPRcW+bCqkshLKfV9IqDZUY9gkyoF1GpXrSn3PcoAV5VrB/h0SjT40x9h0U1XOaz3PjXGgzjoGyr2XM7CM6j3KCiDPeDkuAigElukML4sNbtM5XmdPwDKqy/ZaH1VfBhmV5B7euBxb2ZhjVvHMZh+ruTgSUUagQqLIuJpPKYfbNo+E0uI0P80xcmmHEOqcEQAxWe/xKQJQZbmHZcn3630u23sgSUIEuea7xjOPpKdHdB1FpynkV0G1psG1MTRHxBsrHUBN6TdSF9ta68fmKmM33t9jf7sEE0+8AA8QcYYzEasiJQWiO0K4FWBJjvB2jm9vnoJlwPrLMWbxVzD73xnE7VLBaZbEdjmC6wXCtQSleQ0vGq4kgm0BygpQI/AWQkIKAZYWiO4kWFIGiwmBcCXBNhw8zSHLfAjhkhBsFVoHSgx/6zV4niPYCVAmEG6lCpSsAiHzAsG2QLji4DsBEhLibYxPxVN8sJYINwLBdYDoDmBJDkqKfb1Cgu8EwtsQfFeApcUhlKqBwddxKhVVuQMKhUUOKRSEYprjv73+Am5uLvD+WoIlhbLUZnl/MLZQwejqWQHkBWQJ/0kVFKhx/5btqQTtrNi3sRRYqjgUKaT6rtmmBrZ6kygrEGyVIFn9j0LNg8wLNTeAspyVfQh2UgXn5rk59qUrwGZqXtkuByU5gq1AeMcRbCXW1xHCJUOQFPh4eYXwlhCsC0gq2yPVGpG5UMJq2oazrfoX3QF8l5fzLmpBFEBdL0sL1eZyXbAsx6+/eR90HeI/vP6tSN7MESw5wpUs15AaQ0oVUkywK/BfXn8J6fUM4UbUn9dWxkzNKaRAuJGQXKp5yHMFzZmo33xbrluxV0ajO4k3by7x3p0E3+WgvEB4JxFsBfiuKIV+2Z5LUbTXtOnWMcsRbCUAocYo249BuJYIdkUrKJTSHOENB98Qojv1f7AC6G0Evs2ALAcVAt94/QL//Au/G7/5+jn+Pf1WhHcAT4oa2rZulotAnedqrGxCmG5/ZDnYrswjkOUIN6LMASABUSBcAcFOjWndxywHS4rDddQk0TlbOtSCYWw2sRCIbgnhRkC+jRGu5J5HHRTCrAg3shD7W8oqB436x9zu+uUeRctlTio3VceAYSkEwruSpwuG8Jbq/lf7rku2IOYWNddUlqtzqYbYLINrpUT6dobFnXqG8kO3XcVvG2uzKEDMQayzxePpZBkdetGJw2oKNIGbx5VzznSSQr4sCjuqiTSg3VQwW7pN3Fy4fQGrhs/rZBqyI2TYrOWuG0GT/GWfuEMdaG7lNPrZVRqGkGEsxt6EyEJg9koiWgrwdYrFZxLfunmGq53E8rdyLH8rx5dXHyCIQshv75PbsPUO80+fYnadgzaJYthCYnZdILhLQbu0ha4DKYAkAV+nmL0VYHc7dSDkBWY3AuGSI1jnCvGkKDB7TYhuc1CSKRQiIUEkzYpeliFcKYErvikURGnZP6QZwmWK+RuO8C4FhMD8Y47sbobZdY5wmWH+WYj5awG2ThQjTzKIUhgNNhnmLyMEqxS0TctkRW2rrpZK9KT9WCulAZmCrVQJyATYNsHNb3wR4Yowuy7AVqm6Ns7K8QDMSnMVJ5KU0JeJStCDLIPMMnUgm4SOStgulXnapXWf1dzkqq2sDLBPM6UrV33vInKURNsE8Z1ylSGh/ocshfgsBZJGAGApkEa3JbKNSXCpxq9VT4rgjoO2KWiXILxNMX8VgKcS8485wjsgWBW4++wSL15JhMsU2VVUH9TYJXss+iacbVVfnmP2RoAvE9XOEiaWynbQJgGlGdgmALJybwg1TttvPsHiY4b/fvElLD4KEGyB+dtCrfFEPct2aq74MsWb33iO+Wcc8XWi9lOaKXcRKUHl3EohEd9kkIzUPOc5aJuACaXchasIlGYQDRSy2VuB8DdjzK7V/kaaYf5GIrzNENwlgIASTFOFt16BHNS3Z4UZTIF2KaLbDHzHwFeJuhUpIW9n1wJ8le4x+6UAbVPMPyHwRGJ2LUHbBPO3AtknDOEyVetECGTfvMD/e/F/hvjmBX5tFeGDVxJsnajx1Qq1hr0hVU6EOlmZ5nsTUZKB8ZIX7BLEN3m9X2SaYf5aIL7J1F4t+0hpBr5KrIq58bsy6RR7eoXi+lZzc1pg/krN/+LjGWZvC1CSQrggslXjU/W3UEaE6u99G/rPkpqH2b63toXVxhMpczcLeJ5j/laofcAYFp9JzG4Uv6ohd12ppbyKfX9K/sfWwX4fV49lORYfBZi9Uc/slYCGQTDPWvJOnRdEJ5Qb12vnM01OBeId5WUo2Mkj3TudpJAPUdQbUkdSs9gBWDFidUK0lrobwWadkLL215QjM8e1MYCrDdSP6nOYql6H4bwP5Bm8MYdY+G3PZBkuP8kR3mWg1QZPPrrC21cLvNgIrH57gcX7G6x+4xJPhCyTr5Q4wHdrXP1mgdnLBLTeKuFQCsxeJmC3G2CXtKxnlfDA1lssXi5Ay5Wy4uY55p8liK8X4HcK311KiYtPCkRvdiXUaBmkbFHi5C5BcKuEyfhtUif3kUUBuduBXa8wI4DdrIG8wJPfFMhjwuzVDmyd4Mlvxpi/ykB3FTa9ymRJYQS+3OHJt2dgt2uVabKzrltJzEhlAZVZqhILtdwulAVL5qJOqCJzAWy2ePprDMFOYv7ZTiXZCXmZUdOO/1zBylbP0i6pM41W1mnTIVjNZf39dreHkKxgcSsYT1kKcELUz5tgAuV2h/halcNSAbneqrkrCpWMCUAVuA+meEV4vYPc7eqEWDU191FXyN/swAuhhOYkQfAmwuUiABUSIowQ3wqEqwyzjy9x+XEG/naF7NmLUmguFEZ9CSOqMpfmLaVZpikuPklV4igAMklLw0cp5K8VRjkDIMr3q+eufp1h8UqA5SEuPhZghZrb4Har3svyOhkVv13j6r8/xeytQPx6C1ptIJKkhjBl23122vDVRvkmrzcqL8J2p+YZAL9Wicrq9jHC4pMETy/mWHyagC03kEmCxScJwuuyHRdz8KTYj7uUao6qvSYFIPQuinK7Rfh2gyDkYEt1yyeSUol+mYLdqn7U87Xe4uqjAiyViG4zyPUW85cZIEPwG5VYClLg6tcJt8n7uPomkL6KcPlJCrrblJDDTVe0ft4nqwRWnvDEcqcUO5GmwGaH6HXZl3KvXXySIXy7BVtt9kmykhRsSShsFurqDDPh8z+5BFtvVG6BJmU5Lr+dI3yzwdPfiLD4NIHc7AZZsWVR7H3nTYY4Y/sNhhZHBDtipNZylVRP+1D7jJNphvmnCeR6C+IMT76VIVjn9dlwYEzsBtc2zuF6/VQ3GQ10O7nbqZwZHchmWRR4+g2BxaepSvqmy9MgS+NN9U6Wl5DDwSEccCMBly02TzuPjUR150IVOs4U5ZwznaaQj0qAMQinDcGmSSrinWmnpLlwlbV/wMQRAzHhd0tVKgL2cqm9iSwbsNmW1vuVT2p3gxJDBaZeZz5tvuMq+DeScxn7xXhbw28pSx0GWgjMvnWnsMmXKyy+uUT45j0EmxS/7be/wp/+Lf8R/68v/18Q3c0xj+M6uZVY3uHyf67B3672WWqLAuGnN5CrjTZLq9gloLsVwo8DiOVdfTUdvFwivp6D3W0hSkvgxbd34Nd3Cmq0gV3e6iOwdzlJM5WRMAzA17v9wSsKlTDl+hZBlquDMeC4+sYWkhH4yxsgSfHkNyKw241KhFIdRICy8CzXWPwmV98JeSh4N/2OOS9xsg8F9DqXRJWhtjp0N1u8+G87UC5UZtLVGuxiDiSJvu+tMksLbJnISQnKyqok07SNftV9t7baF3U7VHIslayLsqyVUVMmqRIOqucNh43cbBG+3QKFBNvsINbr2tVKpNkeZaAKcA4D8Os7FLtkn5xLV273iny9VvjnUiihTErE5V64yi4R3GwBKXHx7QvMf/MOeHMD+dtfKKUgyyC2O5XFN8+VgK+x5EffvoG8vlXoQJWyWSk5d6v6pkS9r+ZK7nZ4/msJopsE8c0M8csNJCfw67Wy0K83al1WuTKWd3jx3xIE6wzs1Q3EegOxS8CiUtHabmvBnb2+VuNYJjyT261af2GgcjdU2ZhJ3XaGn97imZAIP72FXN5B7hKEn9woAX+7BRYz5R7UcFeqlFug5P9kWD+bLdibG7WP1xu1b0rBLfxsCdyu9oqkkJDrNS6/cQdICbbcQKzXiD+9Q7iMgOul4iOM8N6vJVi8DjF/lSK7DDD71hKyRCRrKawO/FLsErXeSpjEFq+1vC93OyApbw82G7DXt8jTtFR2c8QfL0GrLeRGzVX9TqaUvRqKtiLT2dn8XwqIy0ULb716VxYFFr+5BL29xZOQg1+vIXad5G11/w5RolqCbpbvg/67N/VEZdK5hjDfGDej1byC0zaNabP/jXXWBUio299sb5oi+vhGgVYQYfY/r0F5ofZAUZhdlnS0Fz7U74bhUG62rQSV9RkuClz92h3Yaqv4bDMbdPNioJnNXCi3NeL8QA6qIbn75BdNH1rlTeESfQ9UyH1Y0dhyzplOVshvbSAXK3klKBu/dwxctdXFSG9dYmUyDjl88ROR2kRjN5BN4+4bA4syorKldj7sukvonmnW3bJsFGCfvgKFIYrVGuyjTxDfvADfFfgDH/53/F+ffoz/x/sS6Scc8wZ0pFivwb/5GWSyt5pDSojXb5VFuULTaZIoINcbUFFAbDZgT56oTKivrxHffVAKmUoQDj+9hby5VYlSKqGyIbBWEH+yEmiyFHK1AV0ulDDTsCDKNFXp6dcb5TP97CnC33ytMtfeLlVgl5QqRf16U2dBrN9frdTV+O1SwRbmeQt+spsltSVQAPXfBwdyNSzbHeL/37cBIojlnUpy9PypErx6skdWddSCBiV7YTPPze9rDmyx3bWEIJnn7bWVZRDdmwnNPpXbLXh163FzC7Hd7nMEiAIi2R+0KjZBArd3e8XQtHirvpRX4GK7UwJV5RqYZioJG+cINzuIt9dg77+Hi88K0CcvUdzcqOKz0gUsS/eHtgEeV376CmK1ApvP9zcYpWBUrNaq/Z2sxDJNMf8fryHvVph/EkPc3IJdXkBslCWyUkCVoJ5B3N5h9t8/g0xTFDe3tdVe5lQK8nthrri+abVVQI0Bm8Wt51RDBORnrxHcrSE22721/rPXSslJM/AvfQhKc4g0bd/MSIPFvGFAENutcmtgTO35QCm3FATAm2sltDfKE+st2EefAkQo7lbqFuPVNZgUEI35j/+PzxB9FIHWW4QXc+DNzb4sy3o+MGaUz4vtFmw+dzu/qubuEshmksfmbZ0ogE9fQ5SKdNPQILNt+X9XyHerW1xG4Drc96IAPn6p+rJL1HylWavPLeNRNQa6M0wUkOD7crtGuiBol91KNmmx4tuoUYaKSTK76raEZ1IGF/HqjVJ2iYG+9Qkk52r96drURAPrUI19r7kVFrsExFLVxjIzeUXsf3wEKaU67yr+34UO7iobQugx/Mcg4jX6dDDfj3TSdLJC/mCf7z5IKU9IM5dMepPSSLefo9VPDIClXX0QZ91xLA9YdjGHzFIUWQq+BSgr8LtnHwMAioVEPjvE/RXX17VluhJ6xd2d+rJKDNQhUWaTrasvBORuC74VLR92ebeGWG/NliPg0H0nSVSCpXU7RexeaNr7m4syRX11QFOe762OnYUmU+VaIMu4Axtpkwc1Arj2bd+PpcxS5J9+tg+6I0KQF3v/eBeqresNP9HeoN2OcJ5X/v+qvbrgspbyY3Ljy3PlrrUrrfhVWyqLcH3DVGbS5hyoFEUHUpbG0sVEyn2TRIFiuQSFEShNIdZrsCeXCO9ypaBVCkyW76/Wi305OqGoWs9atymhzwQusxzi5WsVqF4ppaVwwGazvRKWVW5QKYpPX5b+wQ0FvArSbKyDbnZQmZXt6AZpl/0Rd3dAlY0XULjv1R6tKC9dMm3ukCW14qGk3EMCN9srJESVObnV1hTF2+uWcCLX61ZAPwAUn71S3xUF2HymlKIGjzmgWmhqWJKbwp+UbV9sB97evMGCKA7cZ8Td3Z731f3LtZmlK8hFJyCZgIFr8NWllBA3N6pN1Zjr+IwrVS4qZQbuVhmds7tqe33z3oSSbd5c246lrhtsny9+06oviv25Uhp09mS7PdCMR9OS352Qaj9r1lmxXB6WVcFtdm/Vm+tL52LKyC1AWfuuIzzyCdFj4K2ikxXyJ6UzuFo6GZJ+h9KoqjpxFzVkoMt73pUdblVZFCV0WeO7bqKw7ruM9rcu1ddSwRL2wrhJhT7TOqBtbgANP/RjapqDxvOeqSXYWyBlK8SexgewIVx5QyNaSBYFqGB1uVQ0blE69bTqtbjNtSx7XSVQdwPQuQWplVeDm0hLqNwXvP/d535ge84lhsehT73U2r+G9zs3Wro1Xyub1W1S323WVORxeyurW6z7pCnPz3flLO7u5yNCmHYqup96bHTimW4rEiAUzvCG9nLOmc5jtnyoT1NvWJZcqLV5j7iRtdjg900a95v9dz3XpQOZd1PY4YkEcoFf2X5F/b9ViBgHglhfXX3z1IBvY6loP9/7rqY9wmDVOYBidRijGmLObzyli5LRWzdDBY15r9S39n3ao5sfy7Ne5NmOJrQdT4V1jsjialivhVM8XIeulbwDddtbjTz+unRRaPo+7yotstHulgFlBO+0jcPAM4rlooZo7S1vKkG9qwQKoXVnsfFCHz45qSD+kBZtXT+aa7dr6Oi+N6TtHXSgRzofOg9LvpHJugt/XcsNi8JDJIEh7eheyerI5XD2ZEBtAdwipHYtbn3UvCJvYCfbAild6IDBVteWjXmJbwVYkuFnv/278dXoDWZvCNHSgsksi2EMp5ozKcC3+d46VrZHCnl4HbrvCFD5lTa+l114Sx0V/e1tuRToAuYM8ymz3Coo1mRYq/XVeQkb6kttS7vl/b41RNQ/p11/7SY1AlQbjTOUY0Zw0T/ePy71nOU5+GYfS8DXHTz8zn6iOG6jJTXb6Ct8thvU/4zp1aIAmZaUDa2sW6cO7jTNlFDZ7VtXEHZSjBu8QFqvbfZ/9+VaadZvXc+GM6FZzzGs1y3+ZODxUrqtWSHBNmknDs5DEOwqMS4GKyFrNrpvbkMIdWl7dUtnO/c7OWe0SnblZjgKalrs+W/5tx5pSJjrse317nMaqlyTpCbeAZWyOTQuT1fmiVMnJ96ocs6ZTlvI7zINE1XWT2sykA4M3nxe4o57WpN0n1cMyUmAMTCZvr7qAg0dGbiVaVpcBSiKlM+4STjVwnVaGFj9HtV+lk2/3/nrDLRN8Pp//xL+n9s/jKcfC8RvdkZcdFN/idmVwj1GsUSw3B1e41sOpxo3v0lCKBx2Q331vy6+7py3lYE+Qa4aF1EcCIlaf1zD+qMoKn17Mz/FaWyguM63tNs8nRXXVKcukZfhWeta0b/Q/33lH57noPXeb5zf7dqxDp2yaBaXmPkd9xmbQqPbsx1Xspq67k4u5CBoufE9De/aJf1W4hZUoMUHGjDzOBd+pKOJTnZfVB4A9j2l8b9uwa/ajDzGRgqFMKYLpnRdKzoBsE856iY+Mynntjb0KYWVcF/xENu82tZYRwExfm+78e4TkntcC/fN1Ox7RnsBvtCDPtZKu80Nl5h2jFrQnmci9RYTuetMUcZD0gne/3pSxfCqxelojaA4OrR86qyIUuzLkeKQqQDuWMgWLfoAAaWLPGDCaj/Q2LtMr9Teu31zsRhEobLwEnMWsHupOV/A3g8WQPRyDbnZ4vl/IbB//xSXH20RvFoq4bjTXuoGHzXGobcdRVHXS7cr1JlggbZPs279iEMlQAXxJv0HYvOWoH65Y+HkXMFcAm5X5Y1xqZQILbJC3X6DFSgKQZxBJukwod1FGdF9fLAHDWvN1WfZlLhI1x6hR7ZpPePZhnofZyr/Q13UzV0L675bL81mCv7w2C45XejAikzui7qEOmjwI9u8d59t0lblJ7A2lTX4oIsi0deeBpmtqXJflm0uTFb+lpJCeiOSTdgj5nQjZ3SlHOIiKKVCBmsGeVf82TROTZSvRuCzucHtPsvKra7Jtx2V80F7xOfWq8+V1zR/hnbV8znV3tbtySr/B3AI7+m6h2CWM84hbuuR9HTaQr722rezWVu+aKIjLFu6F0f2TLW6OgwCVp9QSYzqHyP5ClYuDKMUmPYHsh/TpDBU2UEN7W4dwn3UtEB1P6/o5VuF3f5fVvji/7ZF+NEbBY2Z54dtsPW/h6E3Ld5yeddeM67rh9qHbCv/gOH5Lh66liohv3m740oV86+gNDUku0JIRWFUQxIefKd73odqxU4jYOqUt4NGG8ZBoww3BWknmtK/tDFnMs/3aEuMK4jS5uHcrTeOQEGg31NTuHuU9bUEyIZCZeVN1nJdFPvDfSSSpJ38yvRed90YH3UXZPYvWfgaDGNSrbmuD/TIOjsN8HtG59ZnVSQO96FYrvSwiBbXkIOyfKz+lVXdZRzHuP91x8bUxoZgb90L9ZrUQWmTXhbonsNHImoI8825bO75LkSnM1JSxbtOMS7IQJUlf4qfc6bTdtcBOtbaQ/ipfYIHR5eZkmQYaBNG9L+ocYdwZm4eWP3A/kpNJxybmic07TPWQzXzOXiOSAmcnKtsvlNQhU8OaA93cXOrvvr1b4EVBYokgSwzcJrKO3QXcnRvqercbMrbjhBAW0A0jZ+sDqfmdXkFtWe5Cq2VC9sNkwbGztodTRvrOfOYN+IMknNzNkhzA3AA02lsp2Zsxhx8Ojg6nV87cDDv7uUPs2BJIWtcemJUQ3qa3PJkUOU56IGqHUum8l18dYeOny6YsoQPpTjuKcKwbsbSSOXOCZrSBkdse/nIwqCa67ZrSheCsw+a8mC99PXpIIbjnl0+mn733RtgHzcqVHPv0f7GfPYFkA9SBCorvgk+3CdbrQ1m0/O27KFJSIKwxeh4lHPOdD5q2dSktVSe2XC4BuoM7Zev5Xbk5peZyiwp7u5QLJc13rW3D6DHAWK9IraM21GtMkOthKPqdHC/eKR+avjmet0oNJW7Y/KhvnXbt+enapvpRsmlDcegqes8dh98+c/Q9hwlaNh2Q/owZ3Dbum1ow3227Zjr59zknEcaRadvyfchHwHlvi0JD0lDBbfPyxiZrnF7AnCP155GsNgE5bTI5ovchxL1UOSjtJ1JUNgBNeELP2+K1inymbFz4BhEOZhOaZ27Gpt077l8dg90KnzjwJ3mOJUct/wTocfAW0WnK+R7MIAhG5SyHLIr1Jjg0EbO8T6ltSuqRQ+0nO7/Y1CeQ5oE4COS83zafLUHBY8OZPRNFIiRVhJZCBxkrrVWrWmzq7DevK4vetBLOs83GuBWl4lGwtYdlcaUb+IbhjGmvEJHckQSMXxvwuGv14kNvq+njU5t0D1rm2NbcHkFN/gA/MfoktHjbudYgf17F+jIqcakb70Y3xtxHvm2fSyCl7UtHjytj7/XcJ1S//mxqI5vcENSOsAubVLffjsjBaEAQzGBs8q5hxyf/b1NCwfXAJ+lfSdJW7BQo+p2e9j7eae6HZhtK1ZB45ZhOsxkllmRSmrf9MY7PY3uFzY6bbO20Yd6grp00Hutz1wDzHxQHHRUFPugKUf4u8PipXm9mcrMNdCTJhog5BwIazbIuaHkgrF/n+RzI5OkKljXElfkVI6vcDaQJuNlE92WDXLpczwvJqmvWS9gFhaHogP5BGvboCI92+EsfDvydGPgqgv/nUIRIOpVLI3fN9D3DjJ0N9/rmZtBOWksCn6XJ1j5/Dsi4D/Snk7Xkg+4CRPdQLYmXJQWnacUgJJ0PCyUMyMU7d9O7wxkwo1xMCoC1XNdlIVuMOAuUWglU1kipITC/LZYEkxMUKfMmKAWGYcxasyHefoyvAkOGZnl4wPv6uBTd2VJpqleoRti3dc9Q2itTZNy5Sc8WqzAYz/3rRcwWxwd9r3c7dTcj7Lk91t4W7kU+hR9Ux2eZM1Y6iJwOK0xH2QXF2NETyDpGLLdDrta6ZtITUStJHqTkAvcYpUs0QXRR1uHm7C+D772WA+2Ok2ADSPjkoy8tVrjvvKCc8XKIHWQv0VXXs/YuSUgOw/3FTlR4K0888Db0xXyq8WkgwfTPdukPlQMKSG32/vTTE3Khk8RpiQvLpi9AxUGmWZ764Qh0Ygxs5+xrpIh+SQhcizXmSxJU5zKHMroHNoo86yROdFRgO5+ZLo2Vl/qi0mz6bGQW4muLFfg903HvP4fSHKXHCbCOnjIYf30ueMY17SvYDGRe8bI/jq3pZpz29kgG/umb3v73rJ5rDlvowqxPYLKMdd2RzmnMGijtriMbR/pxpUYiAlV9FH754ge42KIMgnWLkaTQWeLACTpjXXWW/MBt1knxjtN9OiTr+js3XW0Ar6OOhtHpIYD1fF9bd2udA/R7ebkWW640wBqtJv6Pa8GTLwxPBjX6MAlpxukDuN2xaXue0ZKu7DtUpYti7PJFaQSMHXK9TGpWU+NnT9yLKd4B7CPgUtbm0JjX1VJoh8LX5rytnDIs7pEbzojhy9Z8k9o65iC7msPHLjaCPv32iJ6nukTNGv8f/e5cUna5dwmGzWzuR6LZCefzNAbvkmU1mHrbpIb9zMR4B/JnU7Xkt+lsYJHF3veJggdmZwwlu+Tmi4uptsTE+9/V+C4+tbWUMx0H4HGlEXTtz5fdxLgfpm71eI3cGNUuSSmxlM31jdtXUfLKOnCN0/wZuPBqVqHRhesE9kvFZkw0o/ZjimU5wNL8uG4EhFkldHmmHu8L0eFyw3PscnU/6ptQ+bI1WPizKiQDIWcIPD2zIfjPIT8U/ABG2rhfDxAzfSQY2Oq27TWTkorK+nU19V9Ct3a+k9s752KkjUVndr4niqdwvn1SO8GneI5dKIkQBATOKsI/5SpJ0XviBn2BMjjsHMKbjl8ybNBnu/YniUyu8CMCVIi1konPikNPViH3Ey4uGxMRUOUzFOggfEFR6FTvH3qc0c5NRp746Qjq5vWPc9ZffM7UR+P3f77yHFh8jmfkvp4aTfOYQiNjQ86BcVW4wI32Rl9qjznkQbRCZ52Daqs58Qaf7v4wk4d1Fld3Q4RAAcOMeOjNpseiswAMajzo219P/EyKYN5WRSCReG4siYOgCXO/frL+H59Dqyz/n6I37Pu/9Z3rP+ZkWvNXLXBx9floD6W8udDLjymGePiE8/TR/epHHbbPXTsu2hdY8tofmyLs3koBaAvdqQx5qPihJquQ7p6gD0cdN9Y9ArRltvN7ndHhNx1Jt+yTby6QqOr3Hi9y+3GVYx0ufSMS6rPrUHGQIe2nuGtXRV4O8XPOdNpC/kAVGS9jrlpml5ps4bFWJdjdMmQfpvEJSCqK+joBG3dpg2DdmDTkGv+2p9eI4R4MCUyBT4RsygT/UItRRFoFvcLFdZbhk67+gQubRn7saBK6XAcH+JcH4BmU5xcFFUbNfvWHbtOXa31Zwi6PthfNp9+22cHygcz1lk/f5D0TbaD4IZQz7gelN03D33l9QUg1kLhSCOBj3LnVDaVVbTLafVnaJDsEF5jGR8KejxLXdtp4iXVOnUIPjWOT+vvLl9inX8tPMA0dt3Pa+FbDIvpsPGopuKvmxcpIZvni2XMjPtDxwdNCqcOHcpF2WrW5XrO6PjSFFS1s2qHkS9ajAUVQlSXOAfxidpsOOvPjSqf/Cl+zplOt/XNA6h5SNoOgrHR/n1NYj0M3cawrULfoSBEnKuDzfXw6jLalrVUI0g1LRq2DVwxPJerwLINB/NgOuSjEIhjP4GuO07dOSn7cvi5myWQwmC/5lzGnpF5bGxMvHmQeApSzb4ZFbCq3FrQNijLgILfc7EA+jJ/Rtb2GRWkqk3alwyCTnMsewSs3v+BfmW/uYfLtprGV2+k6Bcmu+86Cd8e6Fmtd5rkowR1+WA5Lk572sdFaShv97Ww6vhHl1hjzZnW9oHiZNqjnTI054BuTOu1UI35ECAJC/9p8kDjHm0gr1nPXiN/6hc/qj5bXVxtCmXjGWIWl5bOeWjqjxdqXd+tlMFApeWZZOADzc9Cza24wRg6mI55K/NIR6HTFfKbpNlYztb9iqokGNVzPsKzqXwXYaG7YTXP6DY1BYFCTHDVoD0Ypjcxgg6i7eDWRGextFl4whAURXYBrfWCRolxEQZ1/5soCPYCscuYcq4dG6MAQPuDZvB8NMvlvFcg6auHqP8Zk5JwcFPQKddkBWy2z9Qme3vMSkdvX0xuRJqy+tpAzb3R87zRfcmlLt3zY6xrrpbXoXX08DxdO4xGlG6bDqoaL3i06+6ZR12bD24vOn8zPU902XfGz0feDFnrbo634bnq9qCXV3rMz+EtW1muRunW8lHrWnMbrynWk5V6jAJGY0r1ue490znUV37zNsVws9f67Iws+irwdpqfc6bTnzFXpgQcH0+3h5lMyhwY7QU4Z1/tHquSr6Wt1R4PJcK1bM6BgPtleHURpMa807SQObWHxsPXudTVZOA+h2ZXSdUqotPsmYOxZ8yuZBAzH0xsgEVaU77bYyPr6Ru/MdffBsFxEh91k9Cgc7saW9dYGjJHA9aP1dpbt6Vh7Tf13/U2pM8YoTtziMzK8URnUFPxN+7RA/hL/e2Xs/CpI6cbIcezqcdC7l1vt3ynBx2MAj1GTa3BjTN1djnICpPdnJ84CTAUE/xMgdDzkHS+rdcJ2ce6ShoRcDK4TZ6H5zltvpocXRb2zw+f86ONzxTC6Aiy9t9ZKBxgAbJ9dk904BLxUHvg8Qr7kLouZQ9Fx1iffW4Yk1Y14KbrmOvRdGs5oO8u43W0M30qcuS/J0OnPp6PNDmdB06+jjRWAzlCGHeiARnlBrfJM0p+kmx3901S+kG/NV2u6iLc+u08Pr7jKAwpzu+JtP2vArQaa0gKCeLQryvnTIy6dy3zJ8SgPeNK3Tl9sD1QIX890p4ac/GgvOkYUI/lfqn3VF3V9P008bdjn3XN8nvrkgIQ/gKty3hJKU9b0LcCXzxi2j8kTZcM6wxlqwadvpAvBQBe/tkz2MIDHWfsxDUFzrLOSZm8kEBR+JXZGyzYFvr82tM/rnWZrmXnud/zDiSFBplFoxx036lJFPfPnH3ra7VXWudSSvv3U9KB0N0QhozvmPahab1NkftBTIfxLoUEVW11wd+u6nXmU5bnxuB9SwmgfK47P6dwqHXbMGQNN5UvzzwmzlZ52xprPmNERxM9irJpf0i90aNvbQ/hba2++OfpGKWQCIleOc2hT1JIEFnkA51BxFCOz+faZ/t4gKasZvm68ZSFUP3TV2hrjP2ZzufnZEwUE7naPCbDOhY1BYQuw4R+sfXCiI0NeDQyCMsiODhA3ZiszHPVHx9hwJCauhorqRlHV3Ji1FUbfPqYpPvnnbDkO2WbmI5OsHKhLC9fd+xHUegFUsu72vnwIZ+kNKJxoBiEDdlVJnWWMykGKIY9YyiFEWu733oo9eOga2fPGOlhYJn7Oi4mUPINdZn2rDUPhoEPtJ5r1tGZgwM+OkQhcVmjOgHCgNVu4+3Wcfe56XNViIVmrfXUY2q/tj6XcfTktda6dW2veIJDHVLI8qyyKCTWAnqUEkPZ2jkbste7bZADbiB7kkm26nHh/93ymv/r3isKPc/UeTwM8UhoniOPdFZ0+pZ8oHWAWy1hooCESQUfr431Cg8u7gwGZkWM2jy8KIzMTd84RyHc53lACTuu1guT5dZ05ZykIKJxyofr4Wmbh6bwVClXrvXbLCAmXbJrgfNcmy2rTret3QOlz1II+N2A6dpimt+qbS4CbJdMc9AVYFuWWtEe97527RtiboelnEoRkD3LRS/ISTcXH5Ngb7MOu5KOl0p5OPa+9Qy9PbLNQ1Hs3dCOQc0zhgz5P6pHDbzD/HdnTJvlHyhl7TEwWo6N+6Mzht0xG+De6MQPj3Tj5Fy3y9rwcVXsE9qdztuesn3GpcXXNIJ7lquv+9rmECdgVTxP4ZbPkQpJKOR4V68pynhIOn0hXwpInb/f0MXWd7C6XnXqDmmTtWEIFcWwBCc66mGmXQVjSBkt6sNsLhmRTFP38an9zPuttK3MhfWHjodblu/ntu8dxt0sPs2yWoLpQKuIh7JmtbDpygNK4VU3fhpGb7PY9q0Di6A6qVW8b804XlW3SAfn6mtFdFa0NWtxaJulPJzfrkV9KN9pliPM5Tu93/2qMIztVMGNLbeFQzeYfX20F9gtc+IcL6K1vurHsa3kud0gaPfyvsDOs00+1RgDF/5hmzsfV5bqWRO/79ZbUdVPq2DN3XjukDHtE6wbz0uH9eM7nrIo9MHPUwjlNd84opJ9BKrQccaXcz591tHpuutUJDubvksHgrY4XhDckAUuhR8MZvVan3A2BF1hxAY9SlBZlkNm6SHj9Zm/KZhOQ/CWeeZcrppXB0t5/YK/f3DrvYp83rcIHq3Px1imXMkHTWlIcp8JDyB3n+zG2I2p30VoH3tV7pofRGfAMPzvAx04hiYzeAD3EyTtcss7hIYYqYb018cVyMeI0L1pnIJkTwxFxds9YnEGn3e2sXbkE711G7wYJottO6YM9Uj3TqdvyQf8GaTNeuH0/oQa69Byhgr4Q2lsn4e8LwwWDW35duvjZORTLjHIohgOT+lidX2XqOnn/pD9a9bbbIdLmwYJTGfqx1r5+I96f0LBw/r9xGupL6bG1jdtTMsUxoieMei2qcS6dz4Kx56bxjI1FvdRZTpY+ZvP2soYUr3LzfeI5wfTkNiZd5iEZBAToOuIMz+HT9+S70uniE37SFaioNQ1PQSo+p36A5V+vfrxIsb366ayNlc/zF4WcW5ccwcZPJt12Nqia5tPenJTpt1WFkvPMXKpe4hPrKm8aryIzM90P++73bLNaXN+gH4+QkyNZ7Osnvk4WJfNdtv6RqyxDnQ45T37hql2emVartacKXmQS1Khut1k6btbNlzT93XyKts8uMyRC7XW4oAEaGVb2llyPdpTrTlT2dUNTHNsbZlxdW5sPn2snzPsUdf92Hi2XqOc95fl0lYXpd2699rf9Wb3baz5wzY6jAfryWDuwusspG3/O2q1nyIR1lQuPw9J52HJd6HyMGRRCFkIyO51P5H7dVaXMYy0SLldv40Uuh6aho4P4+Dvv1BzttlAJokmMFICBLCLC8g0+apSLQABAABJREFUA3EG9uwpijfXyr1GSvAnT0BXT4CAQ67WKN68rQ89/uSJCqhNU8gKtrNxEPLnT4EsR7Fag7/3TGUOFFJlESSCzDLIzRZis+m0S4A9eQIUBYqqzdW6Yxzs8gJiuwOKAhTHQFFApAC/vIBMU4ik4+POOPjTKxTX13UV/PKizn4sVmvIJAGIwC4vQbMZkKXq86pfUoItZpBpplyhALDFAhSFQBxDvL1R7X72FMhziPUWKu6l3S8AYLMZRJKo9jFe943CCDSLIdbleHQscxRGqgzOIdP04Jqa4hjEOcR2W5fNZrEaX8bB5jP13HxWt1HmGSgIte5UFITqRiUM2vVVS2yxUIgoYQiixljmGYhzyDxXymEcQ6zXoCAAzeJ6bTX7DigBhC0WQBSqpmy2kGm6n+Pdrl5j7PISEAIyScDee6ZgY4sCIAa53aqs1lGk2g2o9Z/nqk4pVD1lnZXPrVhvQZwpP/Xys4N+E4HFsSq/GsdqLc7nkOtN3Se2WNT1VxmfKYrqosRqhcoCyxaLcg2WGTYZgco5Fdtda5zYLAYt5vUYiuWytRdkIcDmMxTL5X5dlWMqtjuwKNyPZbNv1djEMejyAiiUy5xYbyGzVK33cu1RFAFhAGS5WsuAqrvaLzqq1mQcAmEIuUs64yzKsZ3Va0fskn3fiYHNZwfjQXEM9uQSKATEag1IAs3nah+Jwz1EnKn601QFVjICe3ql2lNRUUCkWWsuAUBsNmAX6m9st6B5yTvDYL/vynoA7HlFHEMkCVgc68/RuoF7YZE4V/MmJSgIIJIEMlXzIPNctT0Kap4qCw4KA0AItfal+lxsdyBSY0JEEJtNvRdYtddKYAQKAlXXbqfW+sUcMg32LqAH7WWHbZeFWh/NIGjO1fqWqm3NdSSLQs07I8hUtb9en2W5/PICmM+AJFH7dBYr3kNsz7sa81sFcRMRwBgoCNT5V7Wj0V4Kg72yzPnBurHKGRUPIwbiqOeVggA0n6u+bDYHNyR1ex7pbOl0hfyuYN3js1ofvGEAbHftjV5v6gHXVDr/1FOmY10VT0mN9rD5DNlv/SJISgTffgvx6rWRqbD334O8vgUt5sj/ly+AZxmK61vFrN9/D+lXniOfccy/dQe6vVMHfhwDX3gfbLWBWN7VhzsF4T5Q6YsfgDY7sDyH/C0fQsQBKBMQixCSAL7OwD990z7IUfoJv3gGSjJQyZBlUtT9oveeg729VgLLs6eQSQK6W4Hefw+4XYLKtlTxF2w+Az58ASqVHRCBXjyHDAMg4OBhiPyzl2qtf/ACxXuXYOsE7Nuf1YISALCrJ5C7BMV1eXC/9xzyYg6xiMHyHMhUPynNwV6+UQJHU+ip9tTTK9DbGzWOUQixKw+GWQz24jmQZZBS1n2u67+8UMLPYg5Rvt/6/upKHXCl0kWcg109gdhsQGEA9sELIC8g3nsC2qZgeINiWagDMy2FrWQv6LD5TB3E8zmERoBjz58pAedyARlwIOBgnwJitVbtyHMlgFVzNJ8rBW29UYJto++VIEMvnkPOY8iQg72+hbi+UeO8S4Dy4KcgBHv/PcWPOIf4jg9AuQBtUyDgoFfXoMUM8mIOdr0EohByuUJxfV0e5hzs+TOlFMxnkKXSyV69BYIAlOegOIJMUhSVkF7yTYoisBfvAYztx/HTVyjSFOzyAkSE4u5OrbsX70Hc3Cqhq1KwLhZKeCaqhUopCjWWyzslmEUhZKoEF/b0Cije7McJAD25hPziC6CQACcwKSA3W7AP34dcbVT7n12p9Z7nYFeXoFJIxZu3oMUclOcH88mvLtXcXSwgv/gBKElBhQAjBrEhsPeeq3NgvQGuLiHjCLRLwNdKGZPrjV3Ih7J4sufPgFkMubxT41oINc5Sgp48UXO33iil5c3b/f4IA7WW8ry1N9jVFeSXXoB2Gagsh73/HpBl+3EjBkCosYiiUmBM1fwUBfDhC7DlWvWPMci7NWi53POdZ0/r/cGeXinlrijAPngBeXsHWswVZG65f9h8BnCueIWUoMsLUCFAT6+AzXav6HbHp+SfFARK+Hz2FMgLIAzA7lYQdys1BncrVf9igSqYl6QAzWZKSX16WQu47O0tkKWqLCnV3AupBOc4VhXvdvWY02JR81B69hSUpJDbLYplcag0cV6fK7Vgzwjs8kKNaxgBSaLGopqbxQIUR6ov5d6mxUzx5UKofVEpWOVtEb14juLFE7C7Hdhnr0ClUkZJArESat2RqpfiCDIrBX/GlVI3n4G2O8gsQ5HlgCiUEjWfq+/LcaCS57V4r0W+qYwoxJVyLrNU9WM+V8YHIuClbBmyKgVAlnzw5OSIHhKYBhnn3J2bTljI9/PdoyBQllzO1Kat1iqRYkhS1MKUd1DNMXwVOzRpm4ZsxvJwcX53IsWHLi+w/O1zAMCzpAC7XSpmq6Hiw2fgSQr53lMsf9sC7728Ai1XkKJA9qVnuP6uGbILwgv5BPH/DCGzFDSLkX35KcJXASjLgNJaQVGoLL9Zjs1XrxC/icDvVlh/9QnSJww8kUifMEgGxMsYV0kGdn3TEmIgJfIPrsC3mWo3gKJsOy0WyD+8QrDdgbIc4vkV2GoD2u6QfeEpwqIAVmtU2RyVULxA+uUrRJ/N6nLyD64g5gGKmGNGBHr9BuAc2ZeeYfUdM8zexJgv10ApsAGAfH4FutsANzcAAPH+U6Qv5siecDy5vQK2O6y/8gR8V2C+TdShohvwq0vQ3UpZzmbxXnhdzJF/+BT85lYpDKVCUisHV5fAZge89xS0Wh9a1p5fQRIB1zdAnith8fkV8PI1KIqQf/gULMmx+coTRLcZos0OtN4qoY8rSNdqfCClshZzrgSU7fZAgBMvrkDbFPmLS4iYowgZ5psdKE2VML3bgeYziOdXoOsbJQg9ewJ6/RZSlNa+hsWOZjHyD66QP4mQLzgWUoLWaxQfPgW73QCvXqnnwgDZF58heKvmef3VS5CUiG5yFDHDPMuRP79A+jzGnAhiEan7vNtlbRkVL65AWYH82RySEWTIECepElyTFPJirub6dqn4QWVxj2OID55BcsL2yxcI73JEt3fAaq36xjlos1FCzReegWeZSqjz5AKSEYonC5Xkiwj09lrxzTyDeHEFJiWQJKAnl8DyTlnpX1yBlnetccLTJ9h89QlISEgiXN4pC3L2xWcIXjFQkiH/wlOwTz5T6//JJYoXTwABsM0G9OQStOnMJ5FSPtMM9OQS2+94gmCVgYREKASYFBAvrlBcRAhecaRffop8wRHezRHcxmDLjcqF0WyngcSLZyiexAjLepHl9Z6iJxco3rsE5xzicgbabPf7I4rUWlretZRRPL/C5qtXiG4zhG+uASGRf+Ep+PXN/l1GALhSkC7myJ/OwDeZEng3WyRfukLMGIqLCCLiCD9joN2urkc8v1LlvHkL8f5T0CYB7XbIv/gMAQDx9ALsbrXnUxfljVR5e0hPLkHbHfDsClQUoC3XKkQUBmrPLeagIED+xWdguxxiFoAHHCzN1DorCrVWrtQNRjWHcjEDhED2hSuAEwRniIUArTbIP3yqlLblSrXh6RXkLFLC8ZJBrDdKGX16CbpTCmfx4gnYLgfdMNB6276BKK3glSWdogjIMoAF6iYoLyAvF6DVRinfd8oYRFeXkIsZqBBqby+3EBczyEDdCrDbDejmVvGIMACKAvkXnmL1lTlmb2PMNjt1Zr25A8IQ2O6UMYUY6PIC8nIO2ireKQMOGXAUT2bgN4Fa36s1ZKJuLapbGfn0CSAliqcL0Jvr9vqyGCRpMVdnH+eKl6/Xqh2LOYoPFZ/gq7V6pnonCNRt8XpzWCDjQJEdfn5CNF0yrEd3nempChiqVCgXwZNzyCcLtcib15nElBCR521rpaVuI0KBV1Bm43mXoLE+mXnKIDZjHTposJGuRLbgtFJAW36NQXJg8ekMs49C4zu7D2a4eDNH9t4Cy68xPPtvi9oav/1CjNvfDuRPc8zehphFEbBeg2YzrL8U4zKXCO82e/eMMADiGARg9eUAYDNcfDLH8isB0mdAsAF2LyTAgPgNx+KTBYKOsAcAyfsxwhVHFMeteabFDLv3Z7h4PQdtt8iezxEAoNs77D6MEdzMlIDJeX340WKG9RcjxLMZgFtV/gczZBcc+YzAkwX4r6uYg80XYyz/F4Z8FmH20aI1d/nzRWtjpy/mWH8pRPKUYfHNCzBGuPsOjnDDEb9cAG/08yueXYC9CkFZvrekQVmRkg9mWHwz1i5bebkAAcjeu0DwsjxQmuU+XUByAvuIQ0IJDPnzBVgYgKIQuw/nCDYFVr+FYzYnhJ/OQJwp6xVwiOM+n4GI1P6/CQ/mKHtvgWAVYPf+DPmCIY8J8acXoNslUMZ2UBwjezFH+JsBaD5D/nQOxhlkhtotp6YwQvLBDLtnHOkVIVwtEH0SIX0xRwQ0rOkhdl+IMS8EeFHg7js4SAKzOUM+I8RvFth9OMfmA45gPUf2NMR8e6H8zEPl3pC8WIDvcuw+jCE4oYgI0csFxCICbUPkz2YI5T7PRs035zMk788hA4blVwLM3zDEvxGDGCF/Vq6PzxgoirD9cI6LNzNQXkBcqblJn89AAgAB8Tej0gLJkL5YIN6q/Bbi6QXYLgGiEOl7c0Qfx61hEldz1edyW8y/fQG+3WH3hRiL3QIsypC8iDEP1ZyJqwWSDxYgITF/OYN4Mgddh3uDDZRFVjy5AF3fQlwusPpSgHjJQALgqwVYkiJ5MUf6NMAiK7D5YoT0CSG+5ZgHhFAAtGqvRy0RQ/5ijuR5CL5R5wql+/NDPJkjeX+OuJDIn8WIX+7dmygKkT2fI/ykvW6KZwusfgvHfEaIfj0CpFQ87Tca40YMYARxuUD+fI7dBxHCZYD5zQxIM2y+GIKlc6TPI+QzwpPdAuztvp78hTKYBN9UcxIGDOw6wu6DGRabhZq/xjzJizkQN1yznsxByxjF8wWC9RbgK+25SVFYC/ky4Nh+YYZwVSBfcMwLCXZzh+y9BaL1Vq2VJxdK4BcS4AzFZQwqBLZfiCFCguBAeHcBJiV2H87BMoHFx7FSbp6o9S4ZIcgV0AHN50oRDUNQUSB5MQffFgizXN3ONeRPKm8c6v/jCFIIJfhfLoAsR/7ehdoTQcmT8xzyYo7iaoZgs0PywQIxY8iuIkhOEAEpo0tZFwUBJIDd+zPcfZWjiAnxJwvs3p9hnuagXQB6W/I7pnhV/mwOzjnAABkFECFH+l6EmZCgNAS9CpQQH4aKpxYCxfMFqFDrZvGN0FkuoLlaF8S5EtyrcZmrc0oGhMtvz9svhSFoMQNdHwYOEyPg0YvnLOg0hXyg7UPn8ngYQFwo5sVvGxua81rLrreCCbLRsFm8EAqG0lSoIwNvHapgH2ePJmJm1ICqDw59kYsZtt+RA1wieR5g3g2obdDuOcdiHiN7GmL7HQXyywgBV4xz+5wBX93iy+8tcffrX9wLZrMY2xcM0W2IYBbVDBxhpPwshcT2Q0Kw41jMImy/ACQf5AiWHMUXU4BJFFGM9GmIIDxs2+45h+RAHIWtzLcyjrB7znERR0AQIH0agmUFeBCofiyUvycFAcAzyEy9s32fAbO4HuPdc470CSFfEGbXIRalT/nuPYbtlwRIMIhF3JqL7EkIluwP7uR5gO37DMl7EsVlBMoKbL9AyFdAcREj4Pq9lj2JEAeBErDDvSBR9y1UvvBd61FxEYFnuRozzXxmTyJ1Q1L5l4YRsqtIHZphiN1zjigkbL5AkMRwNY+Ua0IcgQpxkGFYziKQlBCLCEzTl/SpasPuPY7sAihmBHEZgZd+vQCAOEJ6FSKMQsh5jOwyRMxKn+OwLaxRFGL3jGP3giF5D0g+DRFHIZJnAXgS7e0+QYDtc47wLgLbxNh+odoLDNkFkD9R47j7gJC9VP2O36h1gSAApET6LECwJmyfc8gAKGJl8c+eRAg4IXsagm+jRuP2bU6eB8qS/wVV57NyT+RPQrA0Uu4W5Vwu5rESdi4jgBOS5wFYDiXkR6Hyu+cc6bMA0VvlZ5xfRoiuQ8g4QvJMjUGT8icRtl8gUAFAAsVlBB5H2L6n+olAre9FOQfFZYzdcw5WAPM4QnEZH64fztXchQHEZYTthwTJlZA/v4zB7mIkzwLsnjNEt2o/JU8BEQAsV2MVdOZTS4yQPAuxfc4xe6X2Iwv2a6u4jJE84wjWEdKnAeKGoFzt9yjUjMeHBEiGp+VY7Z5zXDbiH8BIuVI9iZE+C7F9j0HwALN5DKy32L7PEN+qtZItgPnrCFFjjNIrVW4YBEifBSAhEUdhOeYxkucBZo22ylkMcbn/v7iIEYYhsssQfBYp5VnHxwNlyZcLZdnePecQISFbMATrCLM4QnYVIIyjes4oF6BcQIYc2VUElkvs3mNqTXPg4pMI8UatxyBhWJRuVuIiRn4RKmvzOgaIQc4iFJcRwlK4Tp5yBBFDcBfXcSXddbOPQwiVm00YobiIwFKO7CoE28VAwFSfAbXPriLwt6pNLFVzLThQRIRgGyIsFVTiHCgK7J5zbL4oQQWDWERInnNEtxEYY/WtLQCIixjZVaRuuRipG8ZIjWOwjsASjoBXQesMcqb2Z3YZggRq/ntw3hvOfzmL9uNQnWPEIOcxkuccRUi4mLeV9LpeHVUgACfswVNIhmICdJ0pynhIOl0h3xV/uSJiELE6GHnQ2eScA+yeJ2pKqLCh5fUoLxVVGXcnIU83HhlyhM93CMMC+fyqtqzqKF8QZMiRzxnY8wTFjCMo68svCF96cYvf/fxT/OLFF0GM1deg2ROgmDMgDGoGTpwpqw0jZE8k8gUBYYDsSiB4liJnEZ6/twJnEq8TVacOlSVbADxlan0111gYIF8AIgrAOEc+J4iQI+AM2QVBRIFqe3PcwwDZJZTfeF0+Ibsk5AsgW6g6iNRn8nmC7HYGGXNQQynO5wxhHKjPpEA2Z8gugexKophz8A1H9kQAYBCxGa2jmLH93mm0SYYBsgvaW706JOIAPAyQz9khClJZriyFGZRzkc/LurgSxFmh5iXYEGRUzlsYgAIOdAyLMuRAxiEiDqZpTz5n4DuGbAFkl4RiBoiYKyta+bwMeN0GGXIUswZCRrcPAUe+IGSXQHolkM+VT3G2IOQzjqjaq5wjvyDV35AjuxIAAemaI7+QKGLV1/SJRD5X74u4XNPEAAKyOYEEQ35BEAGQz4Ei5ihmDKxQbRZRANadw7I/IgCyK4FwzerDvYgVr+SlwphdqH1FUOMiAlJ7LJeQBBBT8wWo9ohIjZ2Iy7URBshn1FojAJDPONKnApQTSALFXLkkZBeEYs5BQiJbkHKxLOvOFgSWqzUmYn6wfogI+Uy1XYQc2aUE3xFIqPfVPJKqY8aQPlHrnqeEbKnGVysEdkjVo8a9iLm6aZWyvrkqyrYWc46sWrvVDQ5jak106ilmDOmVRLhS6wVEyC5wMG5gal/mc8UrWKbWD+OlcjhTv7MLtd5i1t77qgxCPiMEseIZ2QWVZVJnL3OIkNeKaTU+xZzv977u7CEGYgwiVPsluyBQwUolmgHlnpZl7IAIFWoMIyrXL4fMhNqPMSAZ6n2SL6Bc0wKurP7l8yIgRGHZ9oCjiBlCpoTgfKbcTUXEwbpnPbF6jQHYB4xzBhGp8oo5g4w5RMAQsGo9Bihitb6zhVpP2ZwguWqz2uvUKJMhXwDFsxzZbQgRB/WeJqHWRdUeEan5DbZcucfFHMWMynr2wbXVbxmX7ZypsvKFWl/O8JyVYF+Na2P+s4W6IUTXiMW5mj/d+TCVvHBEEiCIXhcJt3LOmU5XyPclRuogkmgLmswCkTWWHjAQRbu5x/bzAeBHJSeEYYE4zCF6zl4RqOcFJwRBAcmD1neLMMWzcAsZyL3ATQTJ1CGCMsCrJlKCpuRQdRNBhhJhlCMPAsyjDCETeBMKSMa0jE21Rx58J0m1szo9JVOHg3oH++cbbZJctaU5j5KrHxHI1neCAzwUEKGyBDVrV/3dfyY5IANAls+qQ7csk5GRYVeCuOxCyTGovhG1rFPN72U57tpyefldo976WaJyTMv2lvWAMaD+u1Nn2T5p7EclNChBWQSqfdTsV7O95ZrY9+ewPlHOiwwlBC9dLDhabSBS9UlGAFdrC9SYD1aORTkvsvl+dbPGVb/q+jhUWaz6vDMejXXVbmM1TqxVT7X+6zGsyy7bV419Oe6qnaq/1dxIOly3qi1QexGKVUpG9djKuqzGPFXfSdUPaeJnhLIfpMaRq8/qtV19Xo1pICGCfd9c+aTad/u12dpTDPt+dOYdlVLUqUcEaq5FsF+v9frW9FFU64RjzyOCik+oPoKhxdPUnKGcf6r3d3PMW/XxPV/ajy3teZRprMqxlkSQtF+bzTFu8T9OgCzrKvmcLNQarddpOR4iIDDe8C8v+YXk2K8Jao9dPQdO8LAN3ssb67rqb1Um7etsta9u82FdghMoFGqemu93eGW9x6p1UPIoEez/bo83A1ih5jyn/X52JNk4D+v3mvuxObbNcTpvI/Yj4V0S8oUECal8/pop0D2y3HnTffjJG0gbqOvi228vdHwbPIlygSSJURQMT3NYx5NlABUSLJfIkgAsl63vbpMZXiZPwDKqXTqoEGA5lMuA2Lt6SClBUkJKCZZBuSYIAZYQ0iQEUoa7XYyACcidciHQQbCyXJbvtr8jIcByCSrUmmSFVFfVUoJy1a6yIY22qra00Icy9cNTUv0tv2MZkCccs5RAeXveWCH35VdtTAmUlM8KAZ4QWEZghTBCy1KhxucAVq2Q4Jn6TOrmq5Cq/9WYa8olsR8zKdX4VPWwTM0xS0iNRzVv1TPd9pbv1fv/oD6AhCqXp+oQrfpGVfuFqOcK5RqrqVtmtaZyqDbm5Rznauz3zZL1mkUhwRIGSeWcpvu1vP+bQFW9ZZ3VGmKZQnlgGUDlZyRkXfdBW6VqjwDa4yhFuf4aY59X30lQLpXcWK5ryWT9Hcr6WC6AohyvcgxZjjbfLcedJQQqlPGFclG3i3JRtr/xfDWGZVlkWpdCqn4Ual2zDCBRfl7uO5ZRPW4sI/C0HMvGHuojlqMuW/WnsS+Lch/nAizn7bYKsV/PrfIaa1qqPcAyqd8j1Vg3eNOeV5XzlNGer9VjXt42yPL9Yj9v9XpptquQrX5ReV5SNZ+msSrHmqp1Ue7Zem2V9VMhld2tXK9UlG2v2pOVAqYonymqshSPlI02MoLi2WX/qMEPqr42+2Ikud8j9V4q2wfajw+Jsj+iOkOq8VOCsa4ulkvIhIGy5vuKHzd5JYl2e6s28Kzsa9HJpC6ECkjPpPrdc1Z2iUTjvKl5nuJLlAOMyf0zjXGq5u8c6dFdR9G7I+QXBdiuPAm7gUJCz0hdaQphdjQNyWY3FfznETPkUZpDvL5CEkhEa3EYVNmgaCVBaY5gI4A3MfhuVzOs6E7is1dPsUtDhEtA5iXkV1EgXEoEW6GQYCoGVxQK8q0oEN0SopX6Prpm2AUxojvCXXgJMInwmiPY5AewbAAQriTCjThcc1letxeiQLAW4ElZ350E2+WH2XLTDNFSqkDXqvy1VEJpTgjXhTrsyzL4mxDRLcDSArIxR8FGgCV5/Vm4kYiWgOQMfFeA7XJEN4RgDbBtbhzzYKvaC6HGptm3cCXr8esS3ymYzmAjIDX7LtgWyoLVmItgowR5mecI12pMo5tAjUei5pLSTLWjUyclOSjLwRJ9X8K1QLApEK4CJVilpNrYiNOhvEC4FgqyLssRbBp9O+AnAtFKooiUVTvcqKD+aC3At8V+v5TzFGwLsFStLRAQLZVAH+xUm6JbhnAtUERUzpsElWst3AgE6wLRikMEQJECLMkR7BjYNkewCcB2+eEezQtEa6FcHK4ZoqWs5zDYqjUgpQQVBcKVBJVjx3d52ScOlqnbI9mY53AjQKkab77N1RpIMzV2nXEKtjmim1AJomW9lOUIqzFJynVUKgd8lyNaRaUgWLalU6aUslyzQj2/VHsfEmC7svyNRBGpOqJlABAhvFNriiVuAAxSSgQbgXBFqp+AGrPye7YrEK1VHeGaq7Gt0K1ytd8PoD+3AtGNagvycjxX+7/V2pIACbBtjnAdILxTa6Oan3Cp9ne0IrBCjbFsvB9uBCDV2gs35XrMc4Qr1WbFqxqwnmkO7Ni+X1s15sFGjaVu/6pOCkhBoCQDco5wpXhVNc/Iyz2d7dcVcgEqCjApEWwYKJeI7iSKRFnFg20BShXf5Ini3dU8K9dLFfwspSq34k9SSoQbCb5Ta/OAB0jRVkDzXMF35opnUJorP/hdrpBzyj6zJEewVTkWwnKuRaxuKHim2lvDPZd8MlpJhNcBoqV6P1pJ8F3Jm2pBW63DYBOU+41AkoMKiXDFEGyK8nlZn2Gs5Kl8q5TfaKUAJA5kE9NZXfHvomidL1SeUyJEm8dXfUozfZmnIBP10FSJrB6TYR2DdNa6vleKAmxV4jlX2LOAYkZ53tKiDzRgmzB8LFefLum0cpumPrHgbVRkKsjRbn2m+ptj6RL1v9nh4lscggPx9a49d5364usctE0QLTMsPg7BV/vEWfM3BcJvxlheRPjwlQBK2Ea5SzB/IxAuUwVXVvWzTI6FPMf8pazLXnwmwROGYAPwROHkx9dAeJseMkEAs7cFwlVZVmOt0C7F7G0B2uwgsxzRbQq2UhBq87c5aKPaLlkjIcouxfy1AJK07vPsugBPVXBaeJvVgtn8TYH02wHmrwRok0A05i9cpmCbtAY/iK8zFCGBpYRgpcZh/ll5MK5TY16C4DZR4yRljYcOALRNMLsuIJNUKzCxdQLaJmrMNN8Hy0RdPzeE6HCZlrccuRrTTY7FZxyzGwHaJQoNI0nV+ugK+bsESFKwlSaRGoDoNgNfpZi9DVBsmRKm1yXGNS/X8S5BdKuUCNolCO7Sel66a1KmGeKbQiG6pIT4JoPMMsTXOYK7ZI+rXPYluNuPOUlg9lYgnzHwpWqTZIRwmQJSrWkh1HgTEeLrDCwpMHtbBt6Gqu0BALZJEQUMbL1D0UzoA0AmKaKbHDIgLD4LMXsrQLsUUshyfZRrJs8xe6v6jEKoPcU54kDdKkhOag1kSpGIbzLQegekmXo2TUEAomV2ME58mWLxaYnSIwG+UvM0f1uArxJQmmN2Pa+FYbZKEb9VgYVIUvC7RGuw4WuVX4GtE8xfXmJ2U6jy71T58XUGEgGCuxTz1yH4jmF2KxDd5KrNJh7TqSe6SQFEqlwAlGYoyjXB1wnitwH4KkHEaJ9MrJz3SLP2w2WC+csI87dCQThC8Q+ZNN6VQoVzrFNEoQpmDe8KtQfyHIvXAuFtCskiFOUaatYT3mbKGJ3liG8yBHdqjuZvc/C7BHHEWvXRNgGTsuYVfJ0qpe1O/VY3eRpenytFi7YJEHDM3yrFgCdc1ZkkiG5TUJIqnPy1Wl9KyCwU0lguMH8bogiVy0pwp/jG7G0Blio+KPMcbJOqW9CAgbaJiiHbpSX/V2XG1xlYWvJCDQ9oKlw1DynLRpohXIYKbpQziOq2dJMiZKzkd2pvk1TueSJU7a14kSyTu83eFlh8HGLxSoBtUsyu1bgjzVq8ia0ThKzkQ0SgJACLOWTAVD3ZXoGQWQ62TZSycZcCQiCOmVkA1xDtyvOwUHy0Wmu0U30TAdXP7McpByt5xuGAesBtP9KD0mkK+QNIMf0tAEA0mJgUSiiyWYjVgz0Cte+CPqL1216vYzu7EJ9DkoVNsMnleoOn3yggOCF8s2kJk926Zp9tIDdbBG8jXP3PGdjtus40O/tsi6e/fokiJlx8nOzL2e6w+CRBcK3erRlnmqlYuizH5bdTxK+3kJstnnyUY3atcPKTG6XBx0uB4O26fZCXNHu1BdtmZVbMhm/sdov41QZyrXC+gzdr0HoLkWaYvVS476IQIOyFVrndYvFJAtnI8hm/2iC8CyFChvDtRiV7AjD/ZAvJF4huclCZtbYifr1Rn5UUvtngIpeIlgHY7RrY7nD1UQaeFKDVxijk89u1yqZZYl13+4YqO2tHSaa7DeR2W47Z4Xyy243y2W3MBX+7Vn1LM8xebsB2OZ7EHMFdBlptIAqhkrJUVrjm0lhvlMBRjm+XwrcbdVAzFQgtIwa620Dke6uf3CWqvXkObHZgN8G+fUln3pME8asNglWIaBkifL1RQvXrDdjdthYSZJZj/tkW7GYNbLa4+kj5z0TLDMWMg9+uMeMEnsQI3qzBtrHCvJdKCJQAgjdbUJphXkiIQPnC090GLMtBSYZAytb81wdykiB6vYbkHE9KJULudsqKeLMGbdTfMs0Qv9xClv+zpQogpKwACRWLUiUtk0IifL1RaybLwG55naE6eLM9GCd+u8aTby1qVxa23EDudph9tlXrMC8Qv4pqgZfdrRFXcSu7HWjJILqKtVRY6iJNwe42uPz2EwSrtH5f7hKErzfgmxDsZo3FJwHiRYBglSG43al5N/GYTj3h2w1YWoDdlZCbjffYcoOYMbDbNcKssz/SFMGbw7XPbjd48q0ZwmWmxkoKzF5u2u8KCWKqj4EQmGfqhlquN5BZrnjZ2zVYVkCEvNyj+3EP36o8ICLP1VxtdjXPYXdrhFK285Bstm3L7lKVx65XkJut8dyU1Ttl9uXZy51aj1EAdqv2Q3C9KfdmodZ15XbHuVq/QmL2WVgGgxL49Rpys0X82QZUFGq9ZhnobgMKOCRnqk1SQG63YLccokzIF77ZqDW72hy0WQqpcqTU85PV7Wd3iqdwIvVuiZID2u8zud0ifrkBWyq+pGIiONid4ktAqURIgfjVBlezC6Vo3m0QvYpAy3WZlGy/R2m1Bc+LGiefhwFkGCDOinpviCpZYp6XiclysBuFMDYrpDa7t4nktjwPsqzep1JIyM0O0autinvYbtvv5KrvOrngJLwbekhIgpgiGdYEZTwkna6Q7+sfnuUqM2HXqiKF+s51Ufpa1Kf2yzeVpbt9GEq62wmbIqP7bqL65WqNJ//HEjJgYK9u9pk7NcQ+ewuxWoMR4ck3Ysi7VT2vwctbPOMqGC/8bFkffCJJEH56qwSDBsOSaVr7uc4+2n8//+YN4pmCmZzPFRwd26TAzVKbFIZ/dqMYeJktse7XZgv+8lalZs9y0NtbJRClKfjLG9X2oiivvWX9TvTxjcqsW5X/8lYdAJyB7tb1rUrwyTUukxy0TSHX6/Z83CzL1OylcPVmiWi1QziLVLbSNMPsmzfqOn65Mmb/lLdLtXeKQvWv2bfPblRCHc2+kmVmYbpZahUj3CxV4GR50Mo0BV0v1XikKfjLW2VhzgtQmtXKmdxs6zlr1Vd+Xie86xC9vYXMMvAsB2cKpUfe3am2Veg62235XA5sNqBGWd0+yLKNPAwQxiHoegmxS8DfLPcKGkrl5eUN5HoDkaRY/M+l8mPepQjCAPJ2CZ7lYLcRsFyBrwLItZpjmWYgRuBvbiCFAE9S8Cr4cnkHJLFKMpamkNu921q1vkWSgL+6ATjHfJeCdinERiWjwvWtEnSKQrkAvLyGqHIZlAob22yVawxjKCpLPgB6c6MyAZeGE7lLAJ6DXS8P9q68XWL+zXAfe7G8U8rUy1vI2ztACnAiFJXws1yBpZkKnt3uVPkdQVkKqdZslkOu1oi/dVNbJuXtEnKXgL25AbsLIdcbREIqVKY0U5mHdzv9muyQFBL09hbBOoIsE93JhjAs71ZKANxsge1Otbcx7/T29rCemzvMf5OruUgSFRtT7aN9xSq56HIF7BIEm53KeLtaK2H2kxvgbg2+2am1vFq39i9dL5WLTVGoNuwSyF2i1uFypSzrjXaJ9aaFYCRXSjmhmyXkdms+N0vLNbCBZAz85Y1SgiI17jJNVf3bnZqzuztAlHEwRMBWQV+GQqgAXs7U/KUZ+MtrQAiI8vZCrtb7QPRUZeCV250qr7oFeqX2idzuDnmAFC3DgFJalRW8Gj/KsnqtSSFVPpX1RmXY3e5U+bsdaBMquEwitZbKBFvVTVfw2Q0ucnWjINcbcABytYIsGryprBfb7X59l3kH+CaC3Oz3V1W2LIV8IgYpBViSotApq4ZzWZbrU+b5XsmTAnKzUXyCSPGH7hx3P6tI47p6aiQmctd5TIZ1KiQKlZKZWHuTS1kLUwD8hfKpst261HufgbzNfk3hu9+6GehRihokdjvw3/i2SnKzbViONGNRvL1WzLT06xTLVc1sxKs3CErGX1uYASXsvnwDUQnilZW1KPbQoZ+9gtglELsd2Lc+BQsCZTGsDr80g2iU2Wp/nQ00bwm8YpeUqe7LTJTLpWKaeQ7x6k1phVEHeoVqJHaJakvj0Bdv3iqoNCJ1OJcKl3j1GlQenE0BAyiFncahJq5v1JBGYS084ePP1KHYuUZuzpNYruq09rXAQqTm6e2h8FvPU5lsiIqiJRjV7blblQ0V9VyI5VLVk+Wqz0Ko7KxlGyHFXvmRorU+qs8Vhv5hX8StUiCoUgY4V/1uzJlIM5W9sjr8S2ECOOynSDPg7bWqk3OIUmgQ1zctK6IsCjXXlYD88cvSIi7K9b5TbjKltZyIaougcpPbz51cqSRosijUmk5KV4FqPjsk01S9yzloeVfekqT78a+yf+cZxJu3as0RA5XJhKrbCCJS7RfKuilubmtLOFXjkucQ1zeH47RaK+G60SaZ5cCrN7VwQ6USCUDx782mHgeZalwFpIBYrRW/X63BitLiSaSUaCFVJuUq6d1WYZiLSinJc+PN1UE9N7eqnKrcxhkiVmuVKTrLDwxLMs8gbm4P6hHLJViWqlupqm+v33SMUrIeOwXzWM55lZ355RuIJFF/A7USXtdRKebVnJT9Fa/fqjEvjQ51dbsEEg1+s1qr9t/etc/N7vCU5dZ1l4rFfm9lig/leT1X9bsAqqRfVO3dcj9AChTlXhBptj/XO+5oYpfs1w4xiNtlHdOjO38qYbwas4pni1Kglrtk31cpAB7V9cqiAN68Va4ufA+VLMs9pBpUruG316DtFsjUeUOlYafr8lrXW/aLwkDNdd2+hlIgCohSeWGlkUObSdxE5d6o2ixrPiohk0SdYUDLuKTGrDSOPrrlnDWR1MJjPAwtl0s8ffoUfwh/EmE41wpVvaQTlJuf+QrSjJu1VpvvebfOiqa4FaieG6o4lFB6LQv9WAXDtS3AYd26cnrGnaKondK76pMoDt9lJZ6wbj1V2PfdunRjpGtns17bM0PnvdkOQD+X3c+7n/msl742mebF9PyQz5ttNz3r+pmpzDFkmvPuWurygOY7tjnpfsYq+BHN+31UzdfQuW+Ona2ttv06Rfm6z5pj6rMeXMm0bqr58OG9B/CEFt7SfdenXpf9aRp/FzLN9xAeYyvP1HbT94DfWFZkqJfNZrWSYazPVGfFB3Q8u3kGdsfP9bzx5XFjxsdCuczw8/j/4Pb2FldXV97vH4sqOfL//v/9Acwux9uxd6sc/7f/0789uX660rtjyX+kd49szEcHo4iGJaZDVnctnbWqKs+F+dmCkMeSTzusZUzUnqnI1pYpXcOORdo1cwhB1/7bFSHr0HqtDnivFrbbNHQMXW/57jMGqTWulv5Ntv8mopaQ3bOntf0ZMcYHa9FSzxjyLa/mTSPXz+D1bam3j6+b9kUX4c6l7Gp/H4vX+a61d4AKEIoJEllNUcZD0sk6G51DYMdghmb7/t7QfB4oMNiV+trn0f7Jsvk+JPmsi3eUaQ8mOfGVs4/Vc2wZx3p/qrqGtMMo+DgI6t0xPeY4HKPsY/D3lmW54ZaqydB9L+05NRowj1YHh8/DmH0e+vg5oXfPkt93UHgL5n3CpseBNTU5WZkd2jfFhna5CqyfObLVpvs954DQuOqM6bfP/D600D1lrMeUtxb3FbR+yuS1jh5YMT+GNfA+DRunRlOtf1L5F5ruHxSEKrZip3EpO4OgyQenMUZGF7cl35uasTe59xnvdyIkJIOYIJHVFGU8JJ1u66c60KY+QEzl9dVDjkNNbLqyTGQTyHWfDRnDoePueOhL4S4cNNEjNAW5MT9fq2w1bk6uDi71O6wL7XtnJkC5+DnrnjuFfg49RF3WybH7dwrj965Ry5DCzN/5lKd5jxiBwqBVLoUBKIoO5rV+bijZ3GvOcQ25utO4UtPn3vTdQ9IptOGeqMDeZWfcz3nTCQv5FkH0PheqbxDRyDKI0TAhfsyYVPWNVR5sZftS1+/x4Jped8joGStx7v68C/mMta2Osev42NYZ09i7vOP07D2M/7HKvs8bPB+l3Pau7flj7P2+OgeVN1E7xypVnvNcuwweQ/gjVqPt1B8FgYJl7NRnNXiMaZOpX0P79sDCaAs5p0unKsD3kQ8/PxY/eKR7p3fPXadLJgjMoWgT1nqmuX0gRpBygADXbaenEEiMHtwjwIuIoTcolVgLv96/jgHXrlW9Ew4mMfJDcq3G5hhkG5OpIGenaMvYd+7rittnrVjHfnh7J9v7p+AW4IsYc4z6x9Tt+z6jQx4XBqAwPJhXL0u+7TwZ4+6p69+UZ/EUdFTjiSePfKg9dQp7eQQ9uusoOj8hf2LhafBCPhYjH9q/EeNSC5Bd7b0J6+VUUKNPk+UXMJTjiDZCjAD+cJv0ZBQnb2i7kfushnwzr4NJBctHGke6vT+Vv/hYdKhWcUfcTw8mTI3jlUSk8NubxLjeuHFMC+3Qfkw57vcwh9Y1eN9GjqnpzAX7JhWSoZhAQJ+ijIek8259Hz0e/of0EGNyovNwdNSdxyvPR3Klx7XySFOTju++C0hjrnSi546R3hHh+pH29BM/8RMgIvylv/SXHqwN52fJ9yFHa+9oIioFRt725WsksCBGAAtUQqaHZD4NRsJms721J81AnEHmIzT5U2VShnYdHaZVCgAjXIUe6ZEe6fRo6qsE3/J01lZNZmAITbnnAE09hoiBuEp8yOJYnW/NsRICshDtbL7d87qHzgLeW0fEasNWnU23Mi5UCeXKmzcWhWqcqkzB3UR8xBRi3QkPhQRBTCAAyoFlfP3rX8dP/dRP4bu/+7tHt2EMvdtCPjAuSl7nf9h9pgx6ojComWqVWZWCEFWmSuIMdLGAWK7UM0WBLuxZq73HFpiJwF68B7mYgdIMsmwXSVmn1R5lXXRJCOJbjvZ7h7KHMuUJ2m1PwuVYvi9kaKN+r3qmpKGHpUsMxEMqye/QdXaLjuUDM3G5rTUzFlZwDI1ZBxOvH1mh7jTbVAjIPD/cY8UIV5LJYHgH7HvH8ohz0CwGZRnY+y8gZwphiAqh+i4k5C4BshQyzSCLQp13oti72ri2xcqnBiTZciEdqlhz/i1EjFTgdRiCigIQQiEwARBJos5JRsr96+kVKM/VWBUFwJgaJ6C+DaI8BzTI1KdCD+mus1qt8Gf+zJ/BT//0T+Nv/a2/NboNY+j8hHyXDeLDMHwZS5OhlFjECMMatUBuNkBpraco3FvywwB4/hRMSKUE7BJACtWdRnudrATNhCdy2KFHUYTiyy+QPo8R3iQIGAPSDEwKSErUwSFkqYyM8DMcy9B8gugMmW4rpcuJTGtn8AE0gV87ynUxJFht6NwdC7PZtY4u2eaFGdCTjPU6Kl5j+zk0uNBWXvMgn7D8A+F5KrjWqZUyl3k21fmACtokyj6g75eQQJa1PysKIMXBeMmukG+NefKYN1ej0BAB2mNPUhiAXT2BTDPkX34P2VUEGTCwTIDvClAhwJc70GYHbHfKwLXdqhtsQAFe9LbNU4BvCuLaRg8EdwD8+DvnoCgCLeZ7Q+R8DgBgmw3kLlEoTWEAvPcUlGRAsAHSDAgCYLcrm1sK+aw4aSF/aloul63/4zhGHMfaZ3/kR34Ef/yP/3H8kT/yRx6F/EHks7CtG8QU/OrG3GoBP45AYag+S9Na4620ZACgOEL+3iWCXao2S5YphtIVol0PMcD/vQaxOMb6i3Osv8CxmDMsMgG23oGqK95CqINDimHXk13L0gEEpsEioSunS+WzzkF43QPwPsiHoVuDsHvm95Qsy1ohz0FZcEWvmjCAc1+uJxJLXzvGzIczitcRAvsmy0ty5MBD3ZqZMki43m89Qhfj5n7abtaOcGPSEtzLZFcyTQHGDtriZfDwaoSja2xzjI+wVygIIK8uQLsU2y/PsXnBIUKAZUB8J8FyiXgWILwJwBgDglTNyQ61YUv1x7KGdfy77xnfvjmW4XQGVh4HREAcA4u5OuelhHh6ASoaDilM3YRkzxdgSQ7GCLRNFBxrR5EjmQ7q3n2RkAThorQ5lAMAX/nKV1qf/42/8TfwN//m3zx4/md+5mfwy7/8y/j6178+uu4p6DyF/KHkDJ1XLuS+w6q04FMcK+0XypJAaemHHYX7Z+MI6fMY/DpWLjHbnfpd+snVkJm+FpShjDIKsf6QY/1lAiRHfBOBpARlOZAXIF5ACgHk+bSIFmNQWxwQW3Qk81wvEFRMq1lWX9mNOAtnYf0YNGX9E7Z70FpxmE9VbvnclILBkPXoe63f14apaYDCPMmtwFGRWywGGVd+MAWcsk/bmnTMOZcCMldruDpLZCEg00PjRu1yMTWEtCMd8IepXe/CAOIiBmMMm/c5Nl8iFLEETwjFNYFyCUCdy6EQCnkkzYBCgLIMYOTnRuiCQNdrGNCsyymV5Wpfcg6KQojFrBbyiyczQEgEeaH6zznkPEb6LEKw5QhzARISch4r2aDJL4rQXu8DUwGGYgJsmaqMjz76CFdXV/XnOiv+Rx99hB/90R/Fz/3cz2E2m42uewo6bSFfh9Pr9J7DBpngGpk4U9dYYQBZ4Q9zvvdZayYe4Rz5BVeCf5YrK4sQeoQXR4bqjZ3efDcMkT4lJO8XCFcc2SIASwrQJgAFHFKQMn9MRU1GeGym1iQplHDoWM9ghWbM2tR+Ru22PJRg6FO3Scg7smDbuw/6lEOPtVcHrh0TFtWmSDa/N77vsZfuA/LvyHU8BExtq86pbpbdKj5cfE0DBjGASjfLbrwXsA+wdK1rbK4NnVLd/Nt2JgyhIEAxV8Jn8oyQvBAQMwG2Y4BkYDkh3DDwHUewDiGzArTlAGeQBVMWbyb8PAlHnMPWMl3a0KdY1+eIVDJHwCHnIZCpBucXAaiQ4GuVVwGcQUYhsksOENTnaQgxC8DXvJZbAICy0xYfp6arq6uWkK+jX/qlX8LLly/xvd/7vfVnRVHgF3/xF/H3/t7fQ5Ik4GPy9gygz9csORKZtPnDB5VAT6QWP1AzUKLy8/JAlpyhiAgyUNdmRARZv8OA+06ezBiKGJBzgSLmEBFBcqYw5TlX13dE5uD5PkHkGFQeBHacYk17pkCvMLTlkcaTk8A04PB1r/tE3J3OmWo/3XsWuKnBd0/FbW1K8u0XI3WU6AR8XdnnSgY+QUSQgTpnRQSIeQG2yCFYgGJOkCmhiAAREURQgmZwXipHQ+JQGmf4Q5wHHpCoVMopImBg5ZoSQakEVMZJIiBgKEKAhwQZckjOlWzAGCRne9eeE18/U7vruNAf/sN/GL/6q7/a+uyHf/iH8bt+1+/CX/krf+XeBXzgUcjX0qSHfitoaLpipyCSAARA5c9ZHZKMu7sH3LMSchI0dcDjfdFJZA67Z3IJWjyTvfmoMHnQQ8+pqx/9uZGE8q2XACSpW2lB9VmnPlePUtN1c1Bd5weTvO9zNUaHrnpUjZGU++c7z5w6CTCICdx1fMp48uQJfu/v/b2tzy4uLvDixYuDz++LzkvIPyXBRUoVNFuU11dV8FNRQidW35dEeYEgEaBMQVepIJ/jBWP1UlEg2AD8jiPYACwVYGkB5AVQKH986YuCYH1O6P/2ofI9iiKwIIBMU8imR5FtfUxt6RuTXVi226K1fo4JKuzGHdwHHXtfWgLAxwiWvu9KIY+XRG3K9Xlflm0Xn+RjB4073oQabxmGuES5UBkEOyn1BbILOd2ev89zybcuw/OyUOcYZQLBBgiWHEVG4DuGYEPgKRDsJHgiwbL9eYcKvWwsGtoUJOWeL5nWUHVzxjlk9YzOyNQoS0oJygtQVoBy5ZPPU+VzT1lRyy6Ui/0YlTIBZUrGoYbcIvMTMWg9kpXOS8ivyBrkQubvhwikrXI7SAVFAcoJSFJQiTEri6JGzJFZVlvoKMsRLgsV5JNmJWMRe6Fh6IFiQ/mwvZbnmL0VyOcMs2uBcJWDbTMFKZZleyUGBkFoSHtleXVQtc8k6Np8w4lAcQx6dgW8ua5hvZwOZdaxuGiEEy1U5UEfNFQFUPciHXQEkr4bCdvtQF/QYZ9SbINjNJFJ+Sj7cLBWfNrgSgfQsT2oO71BkT7wm50Yj6FUzZ1JCDQGz7qgb3We6fXhd3FPM6GZhIrvpal/vVPQMSypDmuyDTmqnxMKA2WEGCroD9kbYyBGXdpis+o6npv7946gROQ5+DoFpTlm1xIiIhQRB8+A6FaCpUC8FAjW7fNOFoX6GWAwaL2jFbQHwH5XBi3OITXrp8rBQ0EA4jmkFHsDEnBYFpXGyFz1G7kCMAjWESAkKEkhswyUE4hzhMscfFeoMUpSMEZKbuFcyQVSAsVp42cWklBM4K4ztoyf//mfH92GMXR+Qv6U1vyRgYY1HBmlSgtm1EhAUkAmqfKD4xxSCoTXO9B6qyzQlfUAGsHI8XAckxhGJikWn2YgEWL+OkdwswWtNpCbHZCOY3raNjWvCHXz5+p6Qwy0mCP/4Ap8tdlbOmx4z9V7x/C/bkH5OQSesrZgTo1Abe2rGst//R3n+jXg4jZEtH9fezj3IEx16iDODzG4m+1yFfi6gfaysUeOobz7Up+Lg2vQfBCWj1cKSid5mQ2isW9+u+8fC34UUOADnCshv6q72U5b4GbVjylvDMcoNM31MTaYlnGwOIYAIJOBSEyudR3sE4/x7LsZaFiMAbQzuk9Fhj0/qKg8B1tugLzAxacZeBqgCAmskAg3AiyRiG5TpQistypfTZqps7yZBde1LVICsihBNrj+fHGQWYjzNrxpWS9FoTaIuk6+GQagPKgFeeLVGig6ZSlLvEzLfpfJwXig5pU2O8gkUWh/AKI3O7A0VzLBLgEVQu1xor23Qvr5gtA8Vzo/IR84vnXIlYpCufZJqaAmiRrZ82i/KbiKSufXdyrxRpbvs8o+EMk0xezjOwSbOfgyAd2uINcbxWiybO9uNEXGYBeqgn563iFGQBwheX+Gi48jZS1Lir3Fw3Y4c65ScTdpdJDuPhiYOGu7D1WPNBg4dYKZiZcWcFv5OlcEKfX90T1nKrcKZh1gaOzeWhBn7VTxxyRHJcZ6y1UrHgOEX9c+WtpQHdLSMH3aW6G63bBbVpvPV2Xphqsqw2k8Dc+EZULA7q1Ejephvq04UGB9eUb1fFNJtikWJfKMS197b+V61gAxAiKVWVQmyWGbTdR0z3CFdx2RL8WJSl5DRIcCZN2Gnts6V7/uMXFN5Zkr71ZAITD79h3CZayCRqUE5QJsl4G2KSjLIddbIElKt8/c3Ka+fjTaTkxAQuNi03tTpjcQURiAksO1SEGgPAlChdZXG1hE2QaNYUhKqZSaSlAvCmWvYAxys91DrhYF+OtbxZ82W3V2VdlvGdt7IWSnLeQ/kqLTFPKbDGOMZn/k62KZ58oaXyW0qgQdAJBSMQ9ioFCq7LE3txDb3d5vcmzbbNejPQeEzHLgk1cIlwvIJIXY7dQmLsutM92WfdHSqLnpWIKJIF0sjsQgZxGSZxwXUbgXmnv8pJUQzvfMHAZByrM/rStSpmfULQbOGgJEE5XJRDYrP1GJ66xpU89ZXyslBTAJslNfP6xuR6x/LU2yX07EOAAoBc1GvdB4hv1djuM+r4AolUEH4daXiPYwwrr2uSAitZIjueLdk/GmqdVvbXU9e2OqW2JiSgArs5+3lA+b8jcAneg+oHarG2li+Z539dVXKdLNvBLTNMasIBQFxO0dAIB99hrB21Ct/4pXbnYqWRgAud3tjW1TxE6UyEaDEKZMfJ4b3DnDQAnoJYQ3lVZ1yQAIgzIrpBLki6I24lGhDGQiSfbuuWkKqv8uE2KmqeIhjOozVJ64u46UDEKOd62UE5TxkHSaQv6pkY05iWLP9GRHgy+v8lAoX32xagQPPqTAQQSIAsXNDWizUZu/uhJsMe/7vWlwwhtmCtYrm1MN6wUcWsj1FQzwQ3Vx6SoFGiOxjtLqWgd6+tUnWNtobOKi7vuV5dblrBxisW1VPQFM4xiBw9l1xCy0EmeQQuyfGcIPXC3wvcW4KYXaJEZ9a/++yRaEW8FLmqjpVtGnePbG/5BZQLPR0LEcanDpvmMqh5W89shz3TKA2G4hDete3SYq4bN4e1MHyVMQgKIIYrMpFbBg7zY7Nl6lapMPNcolRno+T6RudnQKAOMAlwrymvH9OSgEpOnEKMEL6htXqYJy1U1zacWv3L7yvN33oqGITx1MfiQqQCgmgI+aooyHpEchfyqSjYh40/cmn2UXOsathJTqKtkUgDll/EOn3lH7hghg5e9jo7r0tmVkjoPq+vMhiLHav3KSsk6JxsKZOh/uA/clMfuYTYDgU8WgGBXF+jZgROAqI21bnRCIHiI/yH0S6cfmXMlqcHB1LTo2NfdiZYCDEv4ZY0p4LQVn5/iFih4CIrlv/fief/WAlP0Whaqjz52q6d74SGdFj0L+PdAkwZ6n5Grw0CSESsYrPF04jjGGNdMcyPzEAzLNKesWZojLqcmpnlM9jJoBj0KY2znBWDah8wwPtJ4bREJq26oshL0NHF5vX24BXZ8d+zkZRKoQo+bxGJlUe8nCI50glXvLPyF+NxFs51iSQpptXqb1I0veUVh4SOv5Ku7lMHbGvaFHMvodiRRrmiLwdoLGPCA9CvkudKqL+6EF/2b9jLf9pj3bJvtuQioqMX3DtVDBUxVmr0t9HSbfW59vH0wW+WY93WekNArbvZYmg2DtKgTLMQywe7CMuY1wgcB02X/ebkAjrY8j+IIsjoN2U5dfuwWOEzQPyutSUVkCp0AuGqood9o2dk77yMUfvYrV0u2LvtgTz/bch3Iti0L55feh8ZioHLO+tvb2ZcQ53DojXMfMdY/63ojpgmJ1z4hC39ai3Nd5vr+NrXLbSAfBvzqvT8nVbmISE/nkT1HGQ9J5t95EpoBRk3uHC+Nw9sPVlOXDuJtBZT519NVpfVYzTvXfzKk+4hwURcOZsKuQKAVol2L2NgeSVAlLgBPTll3XlAkEk9paWh3qXeocjF1lRkGVmqAhxT5Ji+5r23vN+k3ttsJS+o1Nr5I1Fv7Spaz7pLFKvxB29z1dH5u3AB5jYIU2NdXl2B6FxqUJwCvbeBQBVJZ7QneLZlMYfdszRgmTQuGv5z1oXgeveSgZjbqOTiUf8o4p6yrStra67qmhPEt47J8hbnjC0VDVJZsibkDhk3mufqo1VifYlFbjUB2jUJ7XzrdWLortI50knaaQ3/UFG/puh2hIIJQv6cr3sW433++DJesjB8tKf3Mcn+OsFPKHja8Xc9zuEL3eQO52hwKMFGbBtgvx2Aq0Gyi0VeWJwihMtfrWbYOwxGr0xHEYISu7QcGGdvfmQbAoC933xkDCtpPJnOCN2RGoRuYyKXBjb5mavreisO9jF75kameWl4mwLG4FNkWzux8r8lgHrr7V1lwLruTYLlkUkLukhebl9qIJ/rPBp7p7unbFGHle2JpVmPmbeyE989RUCKYIIu5+3Wi/NuC2a9zSle+wlgcl1DKdHXmu/65K4JWke8jrZlCtiUpUL6/z2sXweIIkQJP9nDO9k+46RrQIU6CXLqBGp8k3PzNo+v34ygYG0Im2N5bRx6wfStPmXCEYDEU+EcVhRtoulTjNcrcDe32LYrvb+xdahIlWHWOFSJtFo8f3uWp/87lepmz7zhfloLlmfdGTunuk2y7T2FZ1uqJ49GX4dS2rVwiWw4K/pwqAd1WwbH2zWvsd57eHn/W+nmeA1OxbV/e7MdQdh16sdp/bTZOw7ejiJRVcoRqfci76Aje7c2DCTreebwPdwPrmXyiUuEHMvc+t7YAvWdo01MWungMHi3SFFDbkHDO5wBj5HbXb1nXjyXLte3XSzUq5qMalx/WxDp4OQ1AUKgUh77ldcc3mfmJ0KhlvH5rOTz0bI6Qxmi6oSkcuh00PuaNSjCSPDLNOzzIDXrYP9eP4qcfSDOL6ppVx7yC1uOFds5LlMR5NcnEJa91MaVyG+vzRq3KNbTK7oI2y4PZ9r3VNGyfYDd6fvgFkY2iC24Zeq3JX2Dn2DYfrDWKXem6bnPzPx/bN2W/azeLfS448cS/gT0CV26Sl7nrvTLFWNMKw042Ja+yM7uMpzmZb/TYDm2rA8HqbrmDdfT3i1t1o4S+NQzLP2oaivvlpQE4jCE4PFe2RJqfzsOQfAz6yt84HgMtyofu6NvMc8yoxk3P7hvpEVm4mBgvHYAvtEPK1Ruswhs/Vx1FnnfO1zLvU8a5Sn3JnovvihT719N1gnQI9BD93EYirfTSV8jEGkrSvHacyn1aLeM9nLvTQuR+aCpZHLJPXzRkjEGMOuWXYcQ2jR6THwFtF5yHkP9Ke3vGIeGc6Bfizd0UIfeh+nIrw8EiP9BD00PvvkT6f9I6vOwGaBkLzzH3yz0NanGoxngHg6WR+rGPHzOb3q31cHgaVjqq37a5Q+fvXCo4twPlU6QGE2alhQq3vfk6CZt0t3KejvHjzlYfeSwPrN/ZzyrnwRDcylzNwjCdCxJqkLadWV8s10rQW+njiRPPrU+fU7+mKEnIP1yykQmfry5VyLISsR7o3eict+bZF6bxg+za5DRVj5MbsF8ymEKT98ZitVBRAFQw0JREpqK8gKHGnHQ44HeTYZMqTLtixixByz8LdWLeKsc9ayzEEh5oUAt8ER67kEDR/ktQXtDhZPQaUm1FlahR23fcnphxKIcfFhhxj77TgQvUABVZ4y/ta7wdB4h5Qrwf5Du55j06luLm4Mbp851Ot4/lWQR3LogDlOVzz05yjoC8nQsaxpCo7C3onhXwTmSEHJxLKphDw+txx7uvQr5tjRyFAg2kgG4i+UFem9+lm8xkQBJDbHSBl7f8/qbFlTF4B3+99nxtCnjcx/eUd0bLV/JuRP1rOUL9mK6Z6J/C1K7C61DW1sDzmvRO6VTggV991p3Km6efgGwGb779v7gmd0FshdJnKn/Jmzud7F6OYMc7Kg1fd0zoedPN16rKgFHUuF5nnKui2F92t3FNn6CIs5ETuOo/oOidArslBxjJBFzIFBXmV0RMpP4UFzNW6IIWbVasoDhO/DK2/QcQ5EMeg2QwUBur/+stGu/quaT0CmKx0X1Yyo6Xbdy2NtH4/0vnRkHk7l5uNoeR1i2Vx1+gpx8grhwhJptuVsbzsPvf1Q9weDkHY6X53Lq5PdZ1uLka18lIUkGnq7nlwykaCR7LSu2nJd42+7z4/5qp1qmtaV0v9EIv+IGun4zVgUViT+wwmptx1EAYqkQeVFghiAEmz1eyggScgxPi24dhuJVMgqExcFxFBniqyVR/1YmE3yGU8J3X98OSJQ8o7BboPHtz3/TH37T3f5B5QnzV+6nK7z5wL2frzkHJGie62P689cmmcGT2i6yh6N4X8KWhKRuaS4GdIPQ8tDDXrl44Ct48gVFHAIQOunqmuGE+NfJnvOfmFj6HPQx/PjcauvWOt3SnLHVvWGF4/FYyliyvZIx2Hhp7JU9U9RdJGWx9s57VLwrAzoEd3HUXnraIci87JYvB5oc/jnDyUH+TncazH0imN2Rn6z54dnZoAdGrt0dEU69LWz1Pag4/0SCdCj5Z8HQ0N5Bta1yPZSco21Fcf7NdUdOxr997vG/28z1ubY/T5XV/nFc/4vNzQHINOadweYh5Pqf9H4QHiOOM6teX5lObhkQaTmAhd59xx8k9byNe6dZypv26Xxrp3NK0WR/fdZn6M1CX+QVeHbl6FBLIcBNS4vhUM2CTBQFVbp4jL8K3z2OTq53pCh5o0QaT2vtgzf1OPg+k6/Nj7ss8AUdXvugcZP8zC3Pd+H03dbx/3vjHW3CmExWNg2DfpmK4UvmXfJ984VvyQ63qZYk1PUYb1JqPjPjtlPSd2TrjQo7uOovO61yWyI73YEEmGXBV2D+whRAZYSZ/2GNpPJdxgC3Gm+U7zN+AuoHfpmGmtK+tn9++SZFFAJgmQpAq9R8p9UjOT0qP7f1DbHOfIOwC6U25fEB8sqB1j6b5dO3R7qrVGNWhOQwLMrd83+uwa5G4qX0olKPfV49O+br0+/ffiK5aU9WPXhVebR/DWg898+WpzPbL9+2PPi+5nXUOC6fnu592/de2a4pyq3/fgTdr3e/auaVxte8yFRsVQ6D43zNGQelwV/67PvEt5zY91e1lzptb/V3zLdY4c2/FIp0WnK+QbGSCzf297x6v+LrMbNlRaARyWDdn8bXu+JajoGL+nIGMhsikZ2hf8BI26rOYhW5EUkEkKuUtUwK0wQIX5MmvTe43/nQVrzzXpJbCPEjp63iF2uD5NAuvBu5o+uAilPUKE9AmqHivkSYnWLZVzvcy8TpqfG/b+/gFPg4VDO4nzdmboPvLhT67U3Q8+SpdT+eby6na7lNl5hjiv52wypXoIb7a0fbp2aYQ/fYXm923Pk888kP63K9kUnx4FqNdoaJorU1m6fut4uIuCB7jz4275vc/Svr2ddu33kJ6vnQtVlvwpfs6ZTnfmTMzRh4nXrw20Kk2xsI1M0l8Qbn+0F4qJewjg9QMG7d7WriECUQ+1+qFrs5SQuwRyu4XMcshC+AmCLvWbv2z8PeGB6PqcbGTeNCpUIxW4ztppjYfNJWSo0qsTiJtljbwStgq4tkPek5+0DvSuoFzdvvAR+6VvH5q+6vKCnvp7FZGhpFPYD54ZpshYy3ap10SMBp0vTZJCmhXAIaQzQgxcGy51WY1PzfIN9Vj3k/TIJDyRkU29a2lTT7nWW3LX6ss+O/Vdo3g61euzJqo11DSw9bw3+nb1kR6MTlbINy080rkvOFg7fYXe7kFu3gg9V6Wm92yW+W4VFsGFGClYycMv9r/HKiu68o9BhkNGZilEmu0zFmsEQa31oSxzMHN0oT4Xsm4dRF5zP6h9PsLTfc2tiQZYXNvfDbxqHvq85h1qtKG1FqoD+sAV4YhjznoO7i4533D5H+pOCtQYYWHkOLbPEAKVPwCGuSg6CpF9c9P8/uCccxIUpxtT4znsOD7WG2hT3Z7zOliRcrlhmtqdzfdmRKt0GcqYak76hP8zoUdLvqKTFfInpTO8avKiCbXqKTb2IHeUvnfuKeNeq+2e/Zj0Kv3goxFClk9dY4Xuvu8HCD397ZnYWtpHI629J0UPreThxISJ+xyPqdaP783BMdftqewJVz7Tp3BZbwE8byVOZWxQGQfvmW/eMz0K+YpOe5Yq+jxcDZ1bGu0uNXwg69TZU9JD9NGnH1MqIZq+yvvq/wOkLz/Kenmks6HH+R9JD7BnPy80Cd+t5ueE5ulxz31+6GQhNJuLkDhXyCrmh9u/Nd/3LuoO/J0Ubf9B3/drMr1n+twWfa+rVshJUVy1/RQK8aT7nfI/JbA4hpRSoeD4V1jWIfuZoBSQgrXfcy0fcBrbIcyvesf4rkO/JiUfCMl7xwIf0Fefd2zPTtXXGt1JlMXuy5WigaJigvXUBo777ftW+bqvdAhUOnKNbxkwdkcXJEbumwN+JiVINPjRkPYQG8abxj5frh+nMbfuEQOogStstcNZPKhdvuRaVhVD0de/bnkGt1H9q1PD6E607nvOq36Z53SUFh2pTDPjpaNzV4dOVshvLiCKolrIrw5U7QI0bDrpIkBq6peCNQ5sh0QeXWZBNIzZOTVPgli5GXUHdbN8l7psAkNzDDrPEeegp1egJEGR5d79qudGKiWCOLePs6H8g/XgjKk8MkGLlKj5iK5tOuXPlek3149JGOsLju0Zy+7amSSo2bIGXA68MYei017XzpOfItFqo1GRF/r57yoBvfV117alrcLBoFESMTLP96ibRZ+xLPdPtU599q3pc1clqvtcUUCODUTWCYMHjzShf+0C5sFcVnFJrYcMBiZrOwe8oxqkb5eufM1z7b4beFOlLDk3ydIWWz+l4hXKgGV4fwg/7J77pnPBhXx4oauRqTu+ne/dFMXTF30fcfIVna67TmMRURzvN2rHitZ9dv/SPmh2mPVQHtbRF4mvCxrtMrXq8y7zqA44Ux2ajVoLNJpNKXXj1K1PC4Ooeb4wJNgQhQoufPoENJ+XArqDJatZb6k4tIQzU9BfQwhwFgSrMR3ClGxrTNMHpzq666q3CZ3+Ts1cdcqRLZi8OsBMffARHFwVYJ9bCA8L21A6UCQMfztf9evQigYK2d6J4gxCzElf51v2W+smpbccjQBa7bcxym73Zufge/vc1O9olEMn66rv+m+AS1iFcgfqfb6ZeK1a802l18A/jMAKI6mLhrT/QnPO9ODYe5VlbpD9f0PdVp7c8/6hgez03IseaTidrpDfIIojUBCqf1wXXheWz1UAmzqYRJdNsqpLQy1mZmNolbAopTqQepECDFH6Jitj8yMT8wJAQQBxNQdmMSgMvFGMWjclUgJMk9xLyzinYUAHfWsKaT6KhMf3g24dhvS3N5hZ7oUZV5SVseRiRR+c2KZhGRxi2eyWZXy2LUgZ10nRudVzISPKRmNP2MbHgkClq8cozArLuuhbExW/9bpNGwE32i2rakOX+soXxZ6X9rnGaOv26LMrubqJdAVmp7L9FZAWv3aqYyCf7rpZ1n8P50eVe+lBPTY+KTQGLpc2jFkHHbdhVzK7i/YoBV1jlsbd0Mdz4lToMfBW0VkI+QjDGv+53qg9h7K3sKmjrmsKMwjeThjzlvpcoLxs7XMRnGxoAw6Hn7FpnCO/jCBnkRky8LDiw8+a71Tj7JMIpHK7AcZbk005BHyoT0h0KqNxK3Ishqqb2yPkQ6ipaw07WKee9Y6FZzQJE9Z3Ooeg4cbnwC3D0sYDfqXjPQ6Cq7cFvs9tw0eoGq1YOdZl2wtj4xqGrAffve6iUOpud3TvTk1jy/cQ6o1ntKUN+lwqYji/klIh6Ljeao+h+qZ6gttO1/I9DVBWOjMAlEchX9F5CPmcAayEKDS6CTgmzzj1hTrEUuGwUQfB1LmMFSOIiEGGfBDMo75aB4VtwsPOfNgYBFDTAexK92QBcZ4Py3NeONc+5NK2+1A0YJn/sfWb3M/albuV5TPu97E36gc8xqjn2aPhnavC/cqcagynUkiOtRf6jE9jBd1j8zpf49l9wD6OgRh29SbwNob0eAU4lXEe4uIjtel0A2+bdOqC+TmTDxqEgY6l6FoDoh7pkU6FTvza+pE8aGhAah8NCO4nRpD549oaRMeax4ekifnMScfdTECPgbeKTl/IJ1IoFXj3FyUAo+vN4L73CfETSNEsl6BCugUaOlgD7g0TvqrP10deSkyKW3okch5HnwPRxX3oPuaPceVqdEwtcDJrrgNaCOeADSZ4YqqD5Ccv2F+YvRd6KGuBC2pQF2HHFcHm3OnYa/6h1uEQdK8uTb2PRsUIeMJWnwhJSZATCOhTlPGQdB73L3lhDhAzIeiYApS6/rS6sobQFNdhNpoAcvMoJCT4NgfSzBm+z3ot30S4sJVlC36bCKmkVWbzd1Xm1JYix2DJeyEbIsTUAr4Pek5JFAaNvX8PrhWjy7YjCVEQ2A/2KQIdG+uHosixOEOwog+dmXBw3zRJxt8Jxli71/viwYDBfKle833lm9o2EcmmEsZ4f39cjGbGfvXvzwPgiROgk8pK/UhedBZCvkySNtTfA2noRoFngJDiVYdLWX1BbCa8Zifru9k3UxYF+DIBbROVy8A5qNQQbOYDBdYtq28eTEpfHxzrQ5FroJbpex84wfumPgz/vtejSB2G3UBeTzLCFVorn/7Ao1m837NDy+8JPG8KDxTHNZgBiPkFuTdpytuOY9KUyufUdMCrDYAKtvn1QZUaq0iayHPd0iw+FGhdeLQvNcdTV04z8WYYNCzXI9aMDbzAZnwE9vuyouberIKE72NtdkEBTvUsMZAATfZzznQmQn66t+Q7LjQTPr3Di8O+M7nFeCNOGIRxbZ39aDLWDerIOIlzK0wgu11BrjclfJ+jy47OQkQMUlSQoPvvey1MY90OTpl5uQZiTVqnJZHLRGM1yjJEBIobaE4mGtPWqa/KexRQiiLrmNQWdQfIWyPxvZWS4ghg+3VlnQ+TEOryrIdA0ntzNwahzJXGBPH6BnqWRo0Doa6iLmyjc5C2Y1B7E0BgilskwH09EqnbJFer9RADjis1+keBBgbacW013xuCHFTPRWdMWoqQaR3YjB1DbxWOibJ2D/SIrqPoPIT8NHW+ht6/1IRC6yxW08IdYUkzI3R4WgVOVeA0KDBSSsjbJeR2W2cldiHdeCnLrH8yl25Z93a1OEb49rCcDu7PFEqnKw2BvhwCEVgLqfFkaE4PTsSAKLSvJxekHsDu4tQU6uKowxPNSfi819+QtTBRPM9gGst3TbcnLmPnKOjWEM5ToDW5kO+Y+NYdhfsM5/dBBuFXmiz59YcducApZst/Hqq1QmE7VLKpBBKjidy7POZWx6vfFd77OaDTFvKrTZjl/Vd29wHV1VOHzhKl3ZBGJcND47ZZ8R0s/KrcPoGKtX/rSEiIzQYiSexlmcpu0mAIPQcr1xDIsSG+58dkfl6Y5SZr44gtfwqMvWp/wFuWaPPzPXvNVXjuK8/3mS7dhx9uY7xkGLTH71iK8dD1pjHKnKxf8NizpzkP1tuK+z+ujzrmAwT8o/jmN89XzqfZC6NuKjvz7JIc0vb5wDYopfK0RUQbVYG3U/ycM50+ug5gTcbkTF0Eg0eahqTwsuD3l3dPvoYPfGPiBQ/6kIz2VG+W+tw3jlr39LxEcnY8QbuijuDsnkfhRA56H0XsVNethupkTPfZ5gmgk8fWL8v8N6dO9wblXK3vLh9oKYH3wCdc6FR4goUeITQVnf5MPdIjaTjsyVr1pqQzElQ+V3SME983sP7Y9T3SvdF9QwafBFVumeIReemAurcVj2P0SCPoPCz5FY2xoHV99H3KGWEx9ELvGBrNfyyL5jFgIptl+1BfYNgxgsPG0ADXLisNCOCW4h3W4XPHIG9XcoaoPM5+o7w4PNynpiaCR15ANPtiq9sbMrMZBDgQuUqHFnYf5tROvRRGCghAHOLYT0ZCE4d0bB51gNwz8nZqSBxbXpyegqOB6p7URajvxqaLZNcM2u8JPK9vHCa6FbL2+wxgcR9x8hWdl5B/H0Ts0D3I4YAZxQiGbEiXQ09Kd5jMgeTdbylgTJFbIYh0IeSkLANV9UG5NfJS+e69JZGplKCRMI5u9QwQ2A2J1fTP3vNhOwQqtX5XthG3DM/UpDv0GgLu5Oul9xDXfJ85wM9KCSuaW59iWTSShyUpUBSgILSPoy8NmdN6nw/ksa4KwIA1zuYzyDSF2DV4jIk0grLT2iocylaF9fIB7yy5LmPuErs1xNCSpP5W6iPfoslCHCq8jnW25lo3bqWfe597qyw69Ykql0ZodtXxQV9yoWqtmc7rU1PONCQnctc5dyH//E19Lhj1nU1qhrcagUZiYnKVINhEkHBBEHERHF3QOEZjH4/ADNZRKYTrcw50cOGblkdG5iQhFQzhlMGLLv11RILRv+s3L97uSTbYRpd3T5VqITXxs3z3zcUYK/MEJHe7/Z6wBnyPEGYbELdylwBC7JE8TkH563VZun/rIS3mCuqxuX4mHpMDoU77UAPm8QiuiqPLHCBgyjQtc6tMcDs25H2tsp21jUa651wAMkxrte+MInYARV2tD5qZEcWI0V4BmErYb2RefuezL7/DdP5CvisNFdqqKPM+AX2MUOXTHt/nxkDTufgJD7bG9uQc6BLnKkOijYam357igDl2EKiPAmMVaO/5xslU1MgbJrHd6S3QOhz5EbCTxnL7Pvd8VgndxwUGaB7UcruFLAQoCieuZIDbiSvKl/a7iSAFTbSY98ObAhYe2pcBVULmmVNTJhW0qvNqgj1tzMXSszekbg+PRYQbSa2Ejr7CclMwNyDt9Z1hxOhgTKr/KQrNgcrE9gHcU1G9Rkbcuj4gSbSX+eCfh+7ISHo3hPymJcBloVs2rxZzfYxmXAoZXgeRQ3295fW5DAxI8OFdj6lOU/bckjFqMfSJ2oKuLkFPhSPtcxCMhUQcek1arVnXeTgF+MomPXB7ZJZq3OosVq5joUG0krKNiN1J3QS9UUJOY7xEkijhoRQ6zsJS9wA3THIW6RMkTVrJBIpQRT6JulzeG0M9e0Plv5HD6z8CD2reLBzMuY8xwHDGOd02dxWfat8GgbnPbH8++skaR4oVPAF6zHir6PSF/I7Lxr0LF2Nwnh9CEHpoYdDZvcmTcbAG3JpJmBva9ykOuKMJkUe+ZZhynfbV06QR/vhe9dpIm3X5iPvHskaM1tyjBb6PEK7OhUw5RDzGVIZ8XA6D+xJiH5Lv+xqxSvKCXn7oc01H3rlXHOAvy6zv+q8eEHL0TAX9R3oMvH2kRzoPOgM86XeajplnY0CW58noXYCiJQbgMQfKIxnoPnMQTMEnztA15hTpEV1H0ekL+dUGZdydmdv8Qon83DoGI5tMEExkK/5Ur9fvg5kaYgEeBI7NZ30MOWyq58V5+kWeNHmhgTzQ2B9zTcsGkoilf0flNVMIYL5Bwz71FVILq+hNg1CHBozLQ6zTB4A2vbd3fcu1jUVzvw2tT4ws43NEQhLoMRnWibvrVKgpQQAKgz0SREU6IdphQxORgqPSVdm3gU7p2nCMy4MFfahdxREYimGOqitfFZSpgRErCvv4++QkOKj8hOZVQ1YFRhefcMp0zLHW9F27nqYg3yDBymJ/SmtNFA8jGPqQLfBv6vib7iuJQoDp5YN9Abbad3RCog1EYcQ89YEzGMe3v85etLQzJStk69Ay++bXdhZX8QK6Z4YCGUyhCD/SSdNpC/klURSVPx3BvBXY49CVCsqS80OFwUBeAoIO2QNlxLyPsOxSXzPosAvvNmaD6nynTUmxvHxGHZdaHc0vOx/LFqbywXh2k4j40Cjo1OMzQynkAawaAPegqSHoS97Jt/qEoAGoK8emh0LDMillvcGRR/DRzvJ2G6aiZv1j4z561rAzb/UNkicCbROgGxRt6o/VijvRPoOJ90n9d2PK1JFvv+tnRhhg+qgJTz3ofUdjocv+1Cnxzf8tt0K9c5fnkEXRq1Cd7C3/PdMkyDojxalToNMX8omBolAJ+GHU+Yq0f1vLKvHWjVBWOjcQn0PE9PkYq4YFfu3o1FfHlIK+DZNfyDaetG6eanzjiZd13wE1hYVNdzA0PrMlLDoq8scxaMr5cVJ0JrAo+u61IbeMPm5fE5HUKY8HDzWzhR9prY0xInSNApb++KKcye0WIknahg7dPFXSwFgkNmNbGqgtfS4hLjQ2EP7AsKTLEdMReKdGcpkqCJ/YcOWlW46FpJA9CfyEHlq4bJtMs9LYY5BRhKdrsQ8y3hlS5ZM/xc850+kL+YCCjgoCUNBBORiEWKAs+XC05B8w1bECSo8wN6zMKdBhzAfYg1sGSiu9LAqzIjDamjMNFKLVAmbF+2b2/6dS6FwtdFNgyxvKPhC0fKyGQ6hrjjl2fT1U97+z93sF0F4l2cXQ0RbOvBBOhpLPuq8/90FqcrMS94/v4fdyvWlDPT4kKtEUUJuuBqNK8DXeQAzgT7qblAlur4zz6rsfuuTCM/ra0eX7ffEdXQG+aehJU2t+kXuLSXso5MBHGkRnIeRTECjLuy2RhAMcXp0VjpEK5NXR0I1ClqQszMIsXdpwjjB3UzKBoUmujOV5CBDHpMY86w+IifttIk8XhkndSmzvT6V4PQQNEWyt5TUtohPygymCSiuaUsgYJPw73BR6jB0xKq34bcHepixMcqvmG+vhtX+nWTuTY7FP9f6A/k02Z72GkdJSP/BmXhaFPmGej6vqFHz0TOSRR0u+opNH16mx8StUnCYN3Zy6skw0JFBuCsSI+4T9OhWyzInPbYKKgRjZFh0UmgUebXSdYxinTSD6vK2hseQDgTdqzixK3eeFzkFxG7J/Hvfdnka7qnbe143tqe0bW5+PFTz9SAf0iK6j6MR2xyHV11NSHkBHHSQ/OpVgycfNOIwmcgt6CPei0XWOYv7njWJxUnRfY+kLv/dI50OP/H86cgrqPbF981DteWi32kc6STpNIb/jSiOLEj6xgpCqKNyj7RBnYIvFgc9pq5xqEwipynIlR7hJI/XCr015zT0igO2o0IYTMb6HCKL0KW9Kq1INyzewTNdbqGMfSkPHu9mucxWcpt5TExsyjqYQP9R89bq6GNa67z45JcHyAfI91OvmHG5jbDQIdnLCbN3HoCEoT1OVf0L0iK6j6CSF/Ba8pRQKOirLILM2lBnNZnuUHM7Bnj0FRW0EngMq4QjlLhnWuCFQbkM2RSXY+R4+gxN3DfT/nnAHWJEHqrqcgs88/BO7/R6zq2tf8goJo1POkfIRPHhgtC9NHbxu+syXXNBNDt4ZcC1vUN6s82gzNAztu48vr64duvK07ziMhW6vGFBGrGVN7bqhMRq15qnTJu88K74B7H2K+30J3UPWoDXfwXDBsTXmA8rx5p9aVB+Di472xs6CCnSwDwygASY0INc2mMp4h0gN3RQ++Q/dk3F0mkJ+FO6FdylVVPkugUzSxkMEWuyFfOIc8uklWBybCy43gMxzyGSgkD+A2kzILWJ/j8DhB6s3KohoLEKNjYYK57aA5vL7g3qO1AeyBmx7YEW7Uvm8EbWh+n2fQVeNdo0iy42bVz0tBXXAYWaCzzOhDd0HhKQpuFknxHrHCx0Ztcm0P1za4vr8EIjMCobQFPjoiypmQtnp24um9dbTFuv3vqAOLm6uptwhOpQh39slbX2W7/rGQxeMWr97fzeZ9XrpnkFD+PMYPjMC+Wzy8h/pwek0hfwwbFnkZZqpn6b1nRhkHCmXHSKAc+TP5kA3YVaXSihGmefmBT71QT7Gku/7vGtSsIPXB4xFH6KRq8XJZMUw1eFDlcCkbWvjM0fGZVc4WBkoPuQ2RZiFO0t96l2bdfVIOQOOST6CwxDqChR9awP6eScbapbrOJmEAcO8ddtBvEeovmdrnXZ/2BRvJ+hFgwFD1zfO7TcKBl5s5n8a5a5Rhi/KzHD+4Hir4ZN0sPtOn2KrKbvuj0+9fYqqDhVP9/0QQAxTm4aU1y13iqzMfXVYxtkGr6kvc6TB4MTpEV1H0QkL+XthXeYZZJZCZntLPnEOOWtY/DlDfhmCQouQX22ArlvIZBbOnk1uYqIWItZjyW4858z4HQUI27PtZ5oCO9P/3fee4Xsv7PBjMynbYebLyE0Wq677kAs0m1e9R9zyPu4VUwjyOuFvQJm9grKqRFt3/2eH75nd+vbWUWfhsbVmRggTLuPm9IwfRKUX9QmTUprBGHpveyw80eRio9ubDnMw+LbVAcLTpxzn9vTU65z3Qvd833jdp9XY5bbO56bB12AzFnbX05h4oHCeGkrRSJIT/pwzneasdpmnYaNLzgHO6g1SRExZciwkhWwEDXlYv49Fprp9GHnTOjLyABlLJ5l91Uep6aNj9c9bSTihreujvDoHgR9BefMo52BtOAvdA10xHBXxg8+HJtCaygrarecY+2NqeFndZ/fFtxwNO4PKcTGKdJ43UoMfORuZ7oOOATU8kuq+P7qxPNIJ0mni5DMapn48lHz5jl1zNUnhvz8yLxeyHnSOFr7HsZ6Imv7D7xpN5kfvkRPgzGl8rJKDlfRdXnPHonf47Hykh6WpXG0e3XWOQYVwwnylomgEAgmwbGDQ5UNCQpnqFnskh/vCYNfV0womGkvddhzbvaCHBo3rEYXwRwHfQIP29MCx1CGojCm3XPOky9btgjrT97nLmjk28hAwPQ+dWFjuRWCxBtlO2LfewFzqR4izFv8wPMQILtFDFIRu7nL7ijxa5dcWJ/IN0L4POqVb3VOiR38dACcq5Ms8V4Gx1ocEKMmVf30Jsxmsc8g0s7+nLcsWuOiJHOBV74SJPirIORPDMQSOVd8RH7EUGn0fxPAsQXm1ktMMdovjQ99137KHkK0u2/hqy/LwRbUJfFP2r68Pznuhk6Gy9Z10mDML1F5VRuvxAUGu3fqmIh0EHgD29OpQ0DfNsRTGPh183jtWXcW6CRXrkIfABQWpSa5zYYtNMFFfXwGVU2UIGcrtbePEyg1xDrq40KMU9eH0H4kXyIbB6bBJDuNj2a/sYn6o1PTtb5ubbWtPDVPIbeSskPgq1s0YLMBPUZrKVepM8O9Pmf7BP/gH+O7v/m5cXV3h6uoK3/d934d/82/+zYO26TSF/DQ9DI7tPiMkaJfUTF1mOYLlDmgE5xpe9PRbHAARdlDGAJ89E3608XGbJUoveFREnKtYBgMU2WAmMoXlXsN42GKh94O0CXHaQ9F/jPuw/L0RDrrt0bTTSRiyIYpMRRNZjLpKmzGw0b3AUe9qx9dBeXQWUomA50/11vxGea2/HS35Wsx2m2D+kBC591CnbN7uAo09LvRjVT8mD9d3cz+a4sJ0a8ByXvTezHIOenKhcsUMgjccYTg6WCsGBdG3PgvR5aUy2gBuPOxYRo1m2TqY0fJzrTFsSlQdI7DDfh0fKIBV0O5QVLf674luL0+FpkLW8XDX+Y7v+A78xE/8BH7pl34J//E//kf84A/+IP7kn/yT+K//9b8esaN2OlEhP4PM+i35crMDygRZMs3Ablb9lnzPBesEedYX3GZSFCzQct4JPppMwJc497sy7aMpfVM1Ag/N4mkETl+8bZslcWgyMcf29NI9QGUaUWx8D4djuHaMcemp4Et131nfd8W/ZhDPLvYWS9+bHttYi+LwM5+1MBHCEQC7cqIjz3VgVaBdYAwHuUdNbMnvWmw7RJxDPJkrftyDJGQlDzhe59sKXZ02ZddBaJcXc8XPgTL2QV9Hq9gm4tF9+fRXc1FBdjdJt7ZcA+ebZcDhpkDKAz5M3AONq/HeqDPjDAT/6liY4seV/sSf+BP4X//X/xXf+Z3fie/6ru/Cj/3Yj+Hy8hL/4T/8h+N1tIdOVMhPIfN+YV1uNsqSL6WC2bxdqluALg2ArnR61hFxYpAlXONSc/D/RAyOgmA6dAnXADWf77o7bT67PzQMXVvuu/wxlqJB1iTD2A45FExX6q7tckQAGUzNtrjmzfDcd8QI2VUMhIEBptYRucZx/A8hDUdC8x2LDpSTnnEwKtieLkVSZ7X3bEtffaY1UwmEJrhGzlFcxqDAsFZc2tM7juYbjcmF5h6hXSxiII7ghQzUPFdd1y+Rv0KmGQviAy3mLtUxMp9rzXHsKgLl/1YY7VZFjXHTzc9jMLSWlstl6yfpSahaFAV+5md+Buv1Gt/3fd93T608pJMU8o1CQEewlUmyd5+QEsVyZfflH7J4bTj1AxNPHYWk2W/SSkQAmwCj19Kmg/qs7enH1pdhcIiHfR/kYvn37fNEyporVvVwjO4x6CSeSt1YGlLmEMXfJlB2ckcUc+aXDbZV3URjpBNaJsZcH15OH1/ouR10whG388a2hbQfwnlUWwzPEmco4tJ90lCOm/ueQ14HV3JSHHQxPP3jIGYBZGhwY+vLs4Ep1m9/HS3i3F6nLneHS131I57PEOs/vw8KOE2xb2qaOhnWV77yFTx9+rT++fEf/3Ftvb/6q7+Ky8tLxHGMv/gX/yL+xb/4F/g9v+f33GfXW3SaEJqOdODba0pvfWSoOAV9WP2zP4yI0fGqdYV1cymKLBaEQQUeGZpP4xdZz4FJGBjlCjOh+9E50ynmQDglsqx7EU68x06UHhxpREdntn9l8IDr5L5hVSvr87kInk03oVNbU8QAuM1dX+b2dwJa19Of3loOgI8++ghXV1f1x3EVS9Kh3/k7fyf+03/6T7i9vcU/+2f/DH/+z/95/MIv/MKDCfpnLeSfCp3kwVaRAzOSUoIG9KGl3LQKPHKUvi7gbkqoz3eYRq3VU17np0aV9bNS+HM8jt9D0ZnxBCresQBIGw2Np3kokp+Tc+YUlZgHpgoxp4+iKMLv+B2/AwDw+37f78PXv/51/ORP/iR+6qd+6thN1NJ5C/l9kIZ9yBIuwqgNDaEHxswGPTaaXHG0e8uRgPCE4auIcxBgdpEawiiqIEjbe31B2VOTQx+80I3GUDU2NpQV7zKnuxXyoj5f+LHl+pTd1/8x4ysF+K4ARPEwBoFTgMYbIzTcU/sP4Ukb69NyO0hB0OaBI2JoZCHA0pIfu/BCV9LFHPS54bjWO2J+WJKDsrwso+POZgvclwJSNOIanGN8PKzUOsjSI+9f6bJGms9IsYcRf6QWTaU/ji1DCNHrv39MOj8hf8CIH1icdWga1jpdUTSoczBUGMEjNyAxvSuSj1uKbdyKYlC+BwoCIIog7+7c6nEu2MKIpQQlGcS7ZGVwDd5zead+VzOGUmJwVmjZDx/aqqf+WxNA3qd8A+XV84h943LwuwoHXaXKA1UHUgn24SrbK6cdK39v9cLBJ7r7/BGeranrkmgajhY/7KzHKffvEB5rg4P0CdIkAs3nigdWfXRaU4byiwJ8kw7H+6+Fd493joW57zCGbJUAu6R83GM/VHNODMS5UrL69pRuXHz76coDjW0wj4kUEuTiblO099EBX+4dB6UgEXd49pxJlj9TlONIf+2v/TX8sT/2x/DVr34Vd3d3+Mf/+B/j53/+5/GzP/uzEzRkGJ2fkF+RSwCnLOz+fk5CQCeZR3NT1L97LDfVoX7MDTWibFkI65lgYr4UBkAcA6uVn0BlsxxLCeIWwQGA3CWK0XX77DsGlsO8Fqxcyu+D79PW62olkypgs8/6pA180wnUh88RI8jcMbjOd4wHrsk6nsU2/r3BmNR/S1HfjNittkOE4VoAlgL8eqNH/gL6x6hsv1WgrivV+AybrLh9wuCQGxbDOiTOIXWGiu74DyXvfd9jIPGwDNNiDqw39rJN1L2Ry3Kw5RZSmBOiDSl3NA2ZH4d3aLWB3GzL5zu5M2yW/Lp8AQrihrumnU867SH1oNZAIQu327ihc2d9rxwTWRRtpblskxkgpGN83Ff27vjfnwi9fPkSf+7P/Tl88sknePr0Kb77u78bP/uzP4s/+kf/6IO16XSF/D6LX9e6bWMKncXfjwu8/95ps5qsVWOoUZYzYzKVA2FluFJ33edyWIXRHrNe1+/m5z5j0xOEJXe7adwemozcxAhdyaYMtuo8UlBdpy5j0LeujQ6IRnuhkA4/7/5tK8OHxuyn5twab0p0B7mhziEJeZooPDdLZW2s15uP24CfJf/eru5dAyaJ7XnwUGPEYFcfh/dG7H1iBJrPSh7tsS4MIBGyKJTgW/Hk7jrpu2VwWVe18quxAOuedb3tcqFOefJuBbHZHPIRW/u6dYUhKM/d8Pp9EPG6Sh/jZkv+2JvHikzgIU3qKOd7Sz7ft6W1ZjS3aFMcQ0SYxFJ+JGoi44wtx5X+4T/8h6Prm5rOJKTdnyaBndPBkDnj8g7BFL9HVIWORn945cda3+veJ84go9BprL3mowfv12gR9SQjZB6wP2DdCtJ/NhY6cixMnC/Eq00YHluXJ9Y7aGCCl5FlGJ8fImQ2ypK3Szu8b6sRmvU/JfpIc23aXBfH1tl4/14hb33r6t2rlu9J8cAau9wXurK7rkQBud4ov+v7vN24r3o641Os1of7wkuh3WehddrrI+UCq8+8K4yrqX9Ng5PnGNjINi7UVL7fRZIT/Jw5na6Q73vAWDLMjTpgziWgZWz2uiEHAudAMCJTrmFe+uZLZvnhvPgI5fdAk2GbD2+A+7M+yZMeis78EBK7Xev/o62P+5g7zzpUkh8zfx7WBk9BaArS1ceoxQOnUBJFkpgDPHvGy5qv46GoMW4H46N14TIo52TAg+/LDjyRLEGM+gNv72ncD8ZH7gFCHvzseaSTotN11+mhUS4sj3Qa9OgPOA29y8FTj/RIj/RI7xI9nnv3Qg/hrnOKdIImOzfq83/cB+KI9hXbKfq29lHfdfJDkRCALwqEVAFCFEUqcFf7yACB1cWv3Id829B5vtc/99gWV5+1ewAd6PDuFO4EPuRZV2XN6kWmeaBbC++Yku5NVd+V/zHJtY7yudHxM/cxR7rgZMb73dmEbPHASWKFxsLh3gdV4+NCA/iE1ziORbxxJLdMww7nzJH3qFscYSM2SEeneJvrS1O46rwDLjsnO5NUZ8Ib6NfcDLqrFn2J8lBWME1D++qv//cUiprvMwIF4f0K+n2MiBhkXoDSzAit2Lw2bDEeYmDzGdhioWA4u4ep8BwrH6JOm4bWM2QuvBWNiYSkvrb0zfUUh1LX99thLLz7PdqH3CN40oWqsrrrG7CPqWVNVvul5mO690y8ZqjyPEXQq+jJ6zG1Eu4qgDbbUJUrJSiKwGYxKChjjixIL5Rm+7nW8X0b6fpdYeQb37Gs82Y8k1ERlO3ybfFXhvZX4+NLXgKo43ey8Mjz0qzf25AjzHOjcx9t0hS3rX2AIAaXVf2zZXCzxr2rHat2gsbFR/KikxXy66BDrjkggR4m2NlQTa2Vc2VJdvFb60LruQYyHgFBgqLQWr/ZF9QhMYt2fEsLaBc1pllfniuMYyf0hY7ScnEBuroExTEoDNpCi45BdsvyEeikNAhFnsJtF92papsL06/eKZnrUYNp0XOYdqyTvfj3PsgZ/Q0rn230QycEN5+ty2cHbe8lUZjHTFd+H5kQSHTFl+Nar29T253GTZbKfqBuwHTruVuugQ6E1j6oQl0dNeKS4ZluYL8vxGXzX1NfDc8DDn7JPeuIokih5hhuG+tXi6LkgT1ITq5tQWfvGiBvjUX1+afbyMMQxeIYNJ9pvuBKEXUhmxFPExCu99MnIMvs/M4FOaniLdSQDUxIYi5kBDHwWJcu1LxRKW/JD9aMCbGHkcPeOlEvAieiCX/Ol05XyGelUO0bUKOx4NSHLS8Z0EAm6CSYTWBNBNDWrKl0b2kJwr5WziGW5x4oyzyH7AQUHrxv6I+8mENeLlS/oqgltDgnXfIhHbNqwbYZEsKYgoPrg8CSg6HznRXNp/5cI3z4WNKbqCmuNMVa6lWY2nU0x8IomFTvNPf0mEDNvkd0B6RPuQZrHkWRUuzqW0RdAGe/5ZmIFFxgELgLUrby+25JHZBEnCGGa0t31zWs2oNNV6TOHPsoxFWfbGNdWzHNY05xBJrNDo0rGh4it9txN0A6ZC9dXbCcQZXA3Ce01XVoxr1bno3mM9BsplfIbG3o3CAcCJnSsE4s1IKmNT5UznkfmpQrQo7psykQqTyULeKGW736AbNVnkxKVhMVy6Y0nrpLz6O7DoATFvKp0qgtaAU6hqdlguWGIV4ylUqB8GqQ2/POFlofoZsxIAprqDBDxX0Nc6+vfsVy0BMDsgxiqxHym8xDq4gxyHkEsYhUv4KuJb9Tp6YMb0v41JbzUmk4aMcB9OGhYO8k7GvrdFQySwHNOkY2N4xeF4Ohgrbhve7NmosFz1iHh2DUHaOhrik2RQ8o17dFgHC92WGstuQbbzgPyqayCvMYDCGzsGmASu0RwlpKX6fsA7Stg/81/KFnbPpucykMgTgCHJQpsd313z5qKzGcQ323LDqDRX3zPSFsrO2dSPHuA0MG1wjutnqtAqrjraUOgtPGBwznSb0mLPU6KXNahVpTpguv6ou94bwtF9h4mOEsttIjUs/Z08kK+dXiI1c3mYps2jhr+KD1YLGbi++7bnO0BngKd8oXd6DVBcMYubWNjCALMQyznggiDlDE5c0Kd7gSNFnkHOpSvxxuhnzKrcsfuIX6hKSDz93m7+CQ6rHU9BdouP3QV+5RrqO16OC1iZW1CYj6eAlnbd6jPfAd21cJRtWY9flfV9/ZLOXN51zJczy9LN0Hlnx7Xdo10Se89PGCIIAMNTcmOp/nNHUyTJibcth+c2InpuUdLQHWpGj5km09BFyNT7ctrIeXd1wetdbkSjl2gfatPnMZf2J+gAjH4hkTxpspo6Wb8U83V73KsM6QdS70aMkHcMpC/rHoIa6YHtKnzUkQHurDac+kq4rW911yBvAGg+87lE+NTBafU7/CvC8au+YHBPsOviGpyOYKMYamWhM2H+Y+OoWD+pR8e223xH3f+yi+vnRKY2QhaTLMELnzclv+BBeyuN1MbtRyLsJ+K9lb35A2jFkzWgX5PNZgL0ma7ueM6Twkkikhp0aWdRSkk88hUSFUFvDqgDShb/iQE/TjRGvp2Ig3j+RNfQGLwwseOddTtWVMO47Ft44Z+3FMEtI+Jn3fPxR5jffxoBrJhEzmM8dDYGQdnxt0Tk8wXg8iH0zNF05x3T/SYDrdZFil0OeNmW6DHxOizbyPcej0wZ81n6uu0ZvR7wbGKfN8lCA8GdOrAvIcM/+Z4LtYWva5KBRKT99cjJyrQdj7vmQK4O22RUgQDUBqcFACFCxoD/TmMQ5/KaG0Ntfnm7B29j3T7MdRD9GBZddQrKb5KcSe9/iOk64sKcbxMNc8CENoKrjVsVTxyqH9EAIoikN4Rk94R+tzUgLUVU57/PEB7Tpt5oXxJTOfsIxdUYB07wpLYKuOdGdaecbUOS5sYzKR0rPPFnuPmdNdUdlsRRTF3uVJKztYyhP9qFf3cm4eiTzil3vLOWcatZpvbm7wK7/yK7i+vm59/tlnn+GHf/iH8T3f8z34U3/qT+FXfuVXvMuWRamNW7DMawbjyFRkIRRyi6sgrquv5z1nIURKhcHsEEAnS0FY2hJPHUFws46vi7XEomzRJgFfpwqhJ+tRYHTYyL4CWTV3U+3YIeOtExZ8LaEmFCAT9QX2udR58NnAtWZ4T0ppn88+uNzmczro3JHtaz8zwPdaJyx263XAJ5dFUe+Xmo+5UGfdSB8FwdZmH3Lhm+VcagXHvnfrf0rjgnVPKGXchuIl0wyUZIrvHlOxHMtHul/1Yca7lte3NpJU/VRUzZ2U7smpKmhVR/7lDAtcln1YneX8FsX+TBupyDnBeRq+815rRdFe6130oMZ33bJNc9XaF0Vxvt4Lvn73tp8zplGW/B//8R/H3/k7fwdf//rX8fz5cwBAlmX4/u//fnzjG9+AlBL/+T//Z/ziL/4ifvVXfxVf/vKXncuuF5qndUQdfhYL5pBF24Ql7LU4a54hBl0aa4pCtbGLQvt9TUUBaUo6ZToYde3ypSamuWsa7gaDMTFMWQiwzQ7gTAkteW63oo4RRpy/91sTsijx1/uEMx2TlQJS6P0xiZG9qS7rD+hXfHuFoBGczfXGoSIhD26ztNZNjzV8kOjMpGD0CQ49eNfEqMGrDMaIEuLPVpcTbKyQpcJgr69dcCn0tsZ7PEStUVEYAvva8/yBwN4K3jQE5PeMZ68wl6XqfHeBZ9S1y+c5D4tu7+1c0XMr3CFiBJn773WZpMp3u9vOooB0zDchhQTBME+lIkac76vwUUaGGCfKWzYtb3Y9g1xzclRlHtxUNPi3TQGq9nV5o1Kd0UpZNpzXXdmkKPTya6MfZyvgP1JNoyz5//bf/lt87Wtfw/d+7/fWn/3Tf/pP8T/+x//A933f9+Ff/st/ib/wF/4Crq+v8ff//t/3K7y0bvVZk9V3jW5YDmXZtKiZXFG07zI3Ad9Wv67YWawg8XoCXaSQCsHBdjjbvvOBBmyidVjeMR6STXQHixVQrlaQy5VSXtK0LeS43Mx4Wp+MClIfKomxwKag4bmNTBZ517p7yx4oaPnU4fO57nuTC4QF11lLDnu/H1HDUVHWtcth7mvLuzAI57bDvHNTIbO8/vGiwbcv0s57fcrpksHieFC2MLTBVl0fPxEWYxCg+NJud4ic4wRk4NHWIT4FFt4n78nyKpMEspkIsRIKXW+YyjPViiIkpdvZXn3dd0NVjXXtKmtQEPcFGtrWZ0AZwXe914IyEtogaE1lS9FRhmtjZuN8Eh43hqdGj4G3AEYK+R999BG+8zu/s/XZv/pX/wpEhH/0j/4RfuiHfgg//dM/ja997Wv41//6X/sV7iKolM84R9LXVnO/jeRevudmCIJDKDwdiUJ/qA+BndQ9psPmtUFvAW5Kj+EAk0UBsd1BbDb7+WgJevcEXeYKqWmg3nVxYOV3dDsZ83n9vRsu81HIE6a0ddA3FcQDrHUPgcjB/UVfp2YvmN4xwfd1m5Jn/oe3rhwhVVmi8LfGm4T1wY3xUOhsY6j7f4zftbZ+/z0us1wJsZUQNNXYuZZju422jf3U7TWQzHLIJKn/r3mhlE4GmzoHi8FQVJfnnHemDzJVU47p3HWQOXrx67vPG9s1wVl34K7jWKaLy22TzgwYguR0P+dMo1bY27dv8cEHH7Q++/f//t/jt/2234bv+q7vqj/73u/9Xnz00Uf+FUwVOQEcWpd9yh3CQByeIaJ+KLeKhKelG5hOWHYtxwVTt7Kapqmykvm4HrjSUEx9n/LG0pT9dSXbPA690TgFGtm+UTjQLslr+lyjbN+1LJmOt4leePeetyUPSWPWqOf3snSLcnKjOlAMB46XCZLSg1zixrzqM9Qv80yfhGoq6sv1MVX5fQa2SeqaclwmVtSHxCE90lnRKO4dxzFubm7q/z/99FN885vfxPd///e3npvP59hut2Oqejfp1IUnG02x8R+Zx+ebmrEuQ4t4VzCdH8lID+YXPMrtYiIXh3PkkT5tPsf+vUv0Lo+/nPDnjGmUkP9d3/Vd+Hf/7t9hs9kAAP75P//nIKIDIf/jjz/Ghx9+OKaq8XRMhj1wo8gupKfzixqf3hE0WdDu0ADJseSSnIZpUIxM7aye7bHISTEADcFYWKMcxlXa+IncsfZ1OFxDH5ua191TZObkXCFU9ZHr9bov+SB++NJQN7ZTO7iHulhNVMcgRdAX9Wrou7Zyjk2tvejmx20squVyZ4i18Gpb5RM+4W1+XbbHbcdYugcQg9HEeHnmDcw8f6r06JMPYKSQ/6f/9J/G7e0t/uAf/IP4y3/5L+Ov/tW/ijiO8UM/9EP1M3me45d/+ZcPfPe9qTcI9Ag+oj7ld+toF6D/vCjUj+s1/FByCoTqMOaBTNDI7Jtld10Quk3p9XVvC8RW4aeK2+CG5zQ+jBQGNbwpmTLbNtvufD3es91Klyx2sQCbz0BBaKnbQTGbys1iSGCggy+qVTh3XIMURSp4PQjUWmi+P4R8BFJTAP+U1GjPqFuLMYfzMfvoKhDqwAP63DlN7ihD1oavddo1OH1MgH33/drI4iEYEwOLY8Vryv9d32u3Z+AZNmUQ6xBEp6GGD9M8+roY2+o3nW0apUyhvTXiHDzWFZvFYFHYPuuMQAD2s/uRTo9GSQE/+qM/ih/8wR/EL/3SL+Enf/Insd1u8bf/9t9u+en/3M/9HJbLJX7/7//9oxtrJN/FZmBk5qj0kYvZtGFK+EgvvP8DYXyE8uHybAl11vp+DDyjQ30+RIzMAnzzuSg8FCrL8evOO5vPQGGg/K37FIjm4dbTb1chjV1egC4uDtvsuj46iCyt9p4IEaNyjDWCvscaoDjao1TZlIahCo9uzFyxu6ckh5ul3nf73tf2lfR/m+o5qNchQLwvuFyKkQoO0/9trbNPSZ3Auqdb+1XZrqAJfbdYfeUwAs3nai/69mmExV46IiZNetPbHNfm2XkqMSdNklIZmbp5dEy3nw3jme+Y0WIOms/7b0XLNp0NnaG7zl//63+99owBcJCDagiNWt1RFOHnfu7n8Au/8Av4J//kn+DXfu3X8CM/8iOtZ2azGf7u3/27+LN/9s/6VzAUiaCHSRoPjKFWUxvVDOawbJlmCjVHBwWqK8P2jO0dp+fZIdMe6zPdLLNxoFmt4z4Ml3GFTuQgAFAYgDjbX03aKG4IjcwhmNiVHPsmLxeQF3PlssPcD/y6jtLqaW138+CzlmcRwPospbayOe8XzB2stBTHQBwDYajm1/R4cyzGIpxU37lazZwD5e3PEWdeAuDY+u6DaiVd/+XYwtXvit8cKzDU6fnDul2MEwdldNYkBe1UN77rnIiUkhw1bi5dmmI8Qx2UUcuZWFEtqNpQpFzcVqv2mAT6MUamKc5lm5uZydBkuAU9+MxR6ab5XAn6LmfpOcVAnaGQ/2M/9mNYrVb1/1/72tfwjW98Y1SZo5JhAYpJ2Kz0P/ADP4Af+IEfGFNBW2iYwsJi2pDVAu6rs68drffNiaRklrfg9VTiDzuaQ2+ypFYFjm46lWuHMYmGw5g7WLHr5hADDElQrApAp03EGwJCUdi7GwQAz0G8yr/QqrTdhigqk+BI5U5lujJtWYMc1qYjg5SLWBUZBCCiPY/pzk/1f6NuNc6dmxcbuSY6q+qof7NRN1zEeWk5Yofz4UNRCCICgkzFuExFpvnUHdK6w7Qeo/GJp1SZDGANK163XFtdDUjCg3VvyhciNWtoSH9s70gBUGh5teQZXRc/56qp1MH2e8iLf2oLnVDIYWRig4a6NWPZa8nXrZXG/DIGzGIgy8YrVVV9o4sgszXadB73lod6H3TnnxhBgu8VCpux7dhugE3iXCW60p1turOkhjFtGA0754O2abMIlKvnWueNhvq+f6Rx1E38Z83c7UgneE81ET30FVxlabQIdgeY/S43DC79GnAQkc5iPQRHvsGN7gX5xNWyybk60HRKRNdaHihrP5VMb7qmOgr5UQAZVTcPnnPQxJjueU79cnCnOPjMcrvhulaJAN4QXOtXXK3e5dV0wNV8acqqacr4BGN7Bq6T+vq9X1AZJWB6rqFB7zmV/YCWQCfe6WhgmIC3efEW07OmNe9BMnC4ET2BW59BZMrFcPCYx/7yUTIc69e+6nlrV68nX8EwDCDDoDwfe9o3wXq7NzpDS/4xyMuS/4u/+IujKvsDf+APjHrfmQYeTLWWSgzAkYNhH+leqWaYRJB9u3aKA21EGZI7utJMWOfZUj2vbFKFbBQNteBPafk/JzqWMcBXsTnm2OvKn0Bgsq551/4zVhs0enljq+zzWqvHNDoRo+mXT3XT071pZv0W97pNLjD4jIFIqDKncj08BZoKGece0XWICHd3d5jNZpBSgoiwWq2wXC5bz11dXTmX6SXk/6E/9IcGH6REhLybPOPEqL4aeYwa31PfWJzJppdS1j8OD09R4eCxoaJah57tODWldMA+8g60a/rGnwoNhlA0vyeFxHnstAF0rOBlbcZpg3vLQ6yfCdzLprjOhxD9vPHA/30sGMU93K7dIx0lAF+Yedsk814SCWXQlC5AHqd2xrxjJKVsJZKVUuJ7vud7Wv8TEQqXJH0lefvkD11cg9677wXlulE9BEXr5u9uXtOzLYSU4x1GB20dWddgxucYSyCFBEnpdlg2NsVBFstuO7NcIR8Vhd+67fN9dChLCgmWZKp//3/2/jxolyatCwZ/mXVvz/Oc7d367W66X2lFmWZTAVl0RBpFYJRtmAjUP2yIwQj2YTpcCQTmw09ilFXl0xkMaEHEjhiVTaMNRBFl0aYF1PiUT6Bben33sz3Pcy9VmfNHVtadlZXLlVVZ93LO/Ys4cc65qyr3vPK6rrzyl9S6tROgtTv57gP3Ne3ePFLuVKiEUjAGLJBsUwJlBVQioqTkvJwo4xwcwsdOTUcKQAbinPuWKTTefQZu75jm/m2eUyEiyXXndwMVNSkBhm6bW7KsfR7Ho0ib3wsBVtY3++6KKcp0gDh2OJJu7Y3mtTXspJBgXhuP0G7ePOq+CaE5w5Vwh0wt/+2x5qtHM54Ya94jYVOqMUBZa8x3DlzhZ1L9yZHOrvBv/s2/yZ5mkpIvch5sS8GQAy8u+CZaLrpB17eEyU25Qj06cc0DkhRI6Web8aUTYjXwtJvTgOBFmz2BF1sBT+lzKeiLU1kqAeVaQKz/y019ZbtO29V3KQduQzAPs9Zl4Q+XKk62LNuKgHfcSuMV97+DILW1o/9SvrHzEEIdKKsGcs2v1pBlte0vT12SDiP3QdN//Xdwwukrg8h7WJbkeOj5XV/EDmdHdk57jWXX92LbN8F0qMwnQ/tXj9GQMktcQyhrRgiyEsB6o+Qj1UEArYj3W+fUe7WxnMxS5A6rCoWmdBR490ttmZ6K1AsjKQjJR1c/+Zx0MVKM5Vr1P0X/OHDFvgVZ/8mRzo5QVRX+yB/5IygyUpUe135ZzlALx0SWxmKQnJ63PIGJFtsCdR2kSREmqUJLp21fKtQ37tP0iDh2I2zKL1YUNOXRLFtVe6HMA4yuvl1vtp6UWPqrFeR6DVkpI4KuLEemk5cxwvhOSsjLK7DLa7WjUFVpsaTmBS99L3pJhdnexHSllKpt7YXFt9h6xqBcr4HVCths/AoP1YNGnfedg3cRWr6U8Rx4tg0nTPUiS79SlpROpA0pMs6RJmlXyMcCFEnb+23n3R6e+aGHrW1ZlHjQEkBXMetxIZRcLhXTm76Y0S6L09GTYJx48w70e2p/hOivU8bBEAydX1Y7N/LRtf47DXaDVSehPPL6GnK5qte7SBvtarfnMcVXfMVX4JlnnsGf+TN/Bu94xzs6sfh9cFxKfggJwtG7qEToK/tZ+BmEnpl3svAjUlKan7hYdobCpfhw1ubPL3j3Pd/Cp9lVqqrTby4OYbkpvaEvne3QZa3kl5ukhSF+U687Lfs7ee8+5OVl+6I0IF1ZTA01SsHQRVjImqbUWtBbSk+c5UVeL+u+KsMLkM/gHXLBVE5QykHx2nrDZPKfExgdZKPLo3Dr0BpTeQ3VJzVEIxUOJS4pf9cO1cBzbrKq1BzSlMGxelHWoQTDpZF9pkERSJt090ciOgYwxTlG3fVp3ifcHWC9o9asqv2OfuaQdfqCsdQDxvLqGuLqajtPAvUeunN0Qhi/9Vu/hZ/92Z/Fx3zMx+A7v/M78eyzz+KzP/uz8bf/9t/Gb//2b/dKcxBP/uXlJX72Z38Wv/zLv4wXX3wRAPDMM8/gkz7pk/CZn/mZuHHjxpDktzC36HKE7uxz4Uopv4/xIXf4kkYj3BwCyQ6t0UUJneCXisve95wVhVL2dLoutonGKxHw0vq+MV8rNwCfbYWjuVhZBRTrjZVuTDGwPCge+Lmf29+J5VKdNVAfwXtY0JlJH+UjEFYRCrlpfZ8o/KVQzBHE8vrGmVyvjRAvV9niceO9zgT0ZeCizl2HMiWFpPO8D5ERXg9rfpkzKP66tS5YawTQNnb7MFVR+ymxXVr8/92HcUMkNNdiu8NNOjpGXG7nUCxPrYi68vesD6Qy50BIsQ05PShsMr5+ijkFh8IXXsd8z/odZhbLVVMXGVtrDongIAIG95LQJ51d4hM+4RPwCZ/wCfimb/omfPCDH8RP/MRP4Cd+4ifwF//iX8RHf/RH4wu+4AvwBV/wBfjkT/5kUnq9lPyyLPFt3/Zt+Ft/6295txNu3ryJr/u6r8M3f/M3Yzr1X3iyd4ylMA+Bq0ydi5Do5Y4pBjHL33mRTg50vKoZYl0Bt8BPCeMaW3gTINfr47hCnOiBcyGmXHcvUHOkYW5n624nK2jjbmRGFfJ9MlP1VW7I6bvvV9i7rNUK/z7LoW/ftcoQvARqRDi9sy5jw3OZVBA551hsVzrVmIjOgYjBNTZSQgZNxOhNO+ejEi5DPGGneP3rX4+v/MqvxFd+5Vfi8vIS73znO/HjP/7j+NzP/Vy87W1vwzd+4zdG00hW8h88eIDP+ZzPwX/4D/+hiRF905vehGeffRZSSrzwwgt4z3veg/v37+Ov//W/jp/+6Z/GT//0T+PmzZvpNdwFcsTRnQb/CaRLdI7HC3I0OOC5tw+F7YQTktFnp+OEw4P28p+gcIQ8+SFcXFzgS77kS/AlX/IlqKoKr7zyCum7ZDP7T//pP41f+qVfwp07d/Bd3/VdePHFF/Gbv/mb+IVf+AX84i/+In7zN38TL7zwAr7jO74Dd+7cwbve9S78qT/1p5Ir1EIq600OZYoXKr5tOgObTDpeBDaZ1H9PweZzdUPqdFY/DHioqZ6NTszfAAq5iLIhRYR1YgCSrifPpbB5z1z0DA1IPcC8K2QY54P7vWefUfJNop/1/RbOIO393NingRI9ELvDsuXIa5d9OVK46E6NQsKBaNJvu8ZAhqgkGtl91bfPAewUHNLcHxMy458d4bnnnsPLL7/c/P/v/J2/44yWKYoCzzzzDCnNJCX/ne98J/7Fv/gX+KiP+ij82q/9Gr7hG74BTz31VOe9p59+Gm9729vwq7/6q3jTm96Ed77znXjnO9+ZktV+wRj4bApWFOBnC7Czsy4TzGwGcPWc37ho/mbzeTfMolbs2XRGC8FoxWPvASlcvnaMOxUu1h0XBy+F7tT+/xh0Zt40euQbSqP1cx0zewwe4bEXhr59SlFmhs6zlO+HtFMCxeFBLNQkVpsMMo5yYNQ21H2MMTuQuVGmo31cEhU72Nz803deo1+7Jcm2UBn7yMjMbDjhvDKN81haUvjPJ5DmyQEYco8x3v/+97cuuvrGb/xGvPTSS4PSTJImP/zDPwzGGP7hP/yHeMMb3hB9/41vfCN+5Ed+BFJK/PAP/3DvQtK897L97xh9YETIspny4LOLc/CLc/VvgwmAnS2UIXBxDnbzBtjZAuzWDfCzBVAULQHAuLLM2WyqGGTGZunpfJu22HpP7vdJO8QoY130MYSDt5WOl0rRsyNkKgCZypDlu6EClzLOciiovXZHBo5J+0Cw+Rs1lrUPC1Eszb7f7mNxHUotude49gGezlwHi1MOULe+Izou+r6TCurFZbF11YeMZfbJSjLrC3WHwiUbWv+mOh0SnBPmu0Fqaun39ofIM3zoQYF8FDhCT76NHPcSJMXk/8Iv/AI+/uM/Hp/yKZ9C/uZTP/VT8Qmf8An4+Z//+eTCjYIo1RVT3vbZVHGwX5yBCQlcXqkbOgFlBCwWwKaEvDiDXMzBKwF54xxsvQHblIr+SrNvFIU66T2bKaqy1SpPWbN9Y9MYZhDKBntD91lNf2k/cwlqKaEuTbEU8BCLRN+JETq4FVsIXYwHncPSnvSlo35m2n36g3w3Qt2+OYW7sy4DwqT6fp+aRx8jj/JNn3RdcdI65tbL+OHpc6oSlwspdL8DyuA8BDo0zMHXrjn7OEe7j30WLNUQCjkAiLsEtHKZirDFkLaPHZAYYo6EVh1SZY/nYjDGgBQWrtCzsUJqd4BjvPF2DCQp+c8//zw+7dM+LTmTN7/5zfjxH//x5O9aiFHhUb0qUWHNAc7AplN14+j5HKgkWMEha08+40wZAdMJ5GKO6uYcbLVGdTHD5LIbksMYg2QcmE3BcikrJq0ZkNfj5no/x+UnBljBlZJP2QoG4swJWikKlCe2TZ7MHGF/W2aUBiGDJvb7tlDbMTK2Ep8KrbDuIi87jV0dlh+6S+LaYTrk7fQmFCYzo8oYfdWXArX5foRyUefEWPDVqY+BQ/2N2oa208gca7Kit92+ldSOLHIz+FDWIu87LirqcELhtfWEneLv//2/39DPl2WJt7/97Xj66adb73z91389Ob0kJX82m2FF9UIbWK1Wu6PRDHmQKZ9zpizhyQRgHHJaAFy2FXfGIScFwAvIaQExV55/MSsgpxPluedsO2+4uuSJTSbq5lVK+Xc58fahAAH1QdgdeGtzYaw+cXltc2EXh4V3ojAPMABz4JBYtEL19e2cHcLcyuWIAeKGxDEoLh4HDcnZENt1PJSxSkFfGdW5aTrjDnQMOWX2GGP1EHc1do1coTY7nErPPfccvv/7v7/5/2tf+9pOqDtjbDwl/w1veAPe9a53pXwCAHjXu95FiuE/KHBW/+GQEF0nQb0lhoJBcgbJ1L+j219DsSuGl7EXCs634U+7wiEoOjl2pPqknRPHoECd0MZQz/Wh4NgU2KF43Op7rOjZT6PcjXBoLHD7whEq+e9973uzp5lk7r3lLW/BBz/4QfzQD/0Q+Zt/8A/+AT7wgQ/gj/7RP5pcuL2iEsrTLARY5dnCFBKoJHglwIQAKvV+MLQldAPhgU5ONpth8jveiMlHvB7FrVsNrWhx5zb4YrE9x0BFfRA5eEvhoSB3n6RsTz+qOMa6ja1oHWObjIFYOz8GCm9L6Rtk9B+AN3eXZdhnfYM7jf65PQpz2mmNOWoIIfADP/AD+JN/8k/i4z7u4/DxH//x+MIv/EL80A/9UK+DuEmz4qu/+qvBOcdXfdVX4ad+6qei7//kT/4kvvqrvxpFUeCrvuqrkgsHgDYQqZOb0EBSSMhKAGUJVBX4sgRKrfBvv2frDSAF+LoEX1XApkSxqtSh26pLdccYgyzVM1c5+HwONpnS6hKK1+4zcSPf8Fs38cJnfQTu/sE3ovqYj0TxEa8Ff+IJVL/nOfDXvxbFzZvNXQHecpnZFQXYdKIMg6GChhfbfPVNkikwjKv4mQD7YO0IQrJ1p0KA7o/wfcMGleNMhpl+6o6I9+DnQHaXnu2SDC/dYsaDlikKylg7UrE2Ih/mzkhFGTtjAySOgx6KYOy8U8iLG9q1Y9xdnqAjiMfnoB3zHULrvId0y58YcsyD2EFyVyy/vqk1xUHmOsxugwccVlSZ3GrHEFOOox+JY5R8j0isrEPl8IFCH7zN8WdXkFLi8z//8/EVX/EV+MAHPoCP//iPx8d+7Mfive99L77sy74MX/zFX5ycZpLEe/Ob34y/9Jf+Eq6vr/GFX/iF+OIv/mL803/6T/H+978fm80Gm80G73//+/FP/sk/wRd+4Rfii77oi3B9fY2/8Bf+At785jcnF64XYsJCC4SA4iGrCnK1hqwqsKsl2GqtmF/0ZJACcrkCyhLsegX+cA22XINfriCXK8j1elsWM5+y3D6zi3jjAmwxb+g2O+VOrXMr8WGLoHzyNvB/fRkf/NwKL3zSDSx/5zPAa57ES7//BpZvegrsyTtg5+fgsyktr6IApjP1NwUxg4FbAtUnpH3xyhqU671d39p19rQBI+xc2Gc/Ymk6y9Q7xjW/gaje4e22au5IiMzVXPmH8jFlQcpC1hwAJPZRaE67dsJcCo7Zdgnpb6l/PeM1hpDS48KAM1FORBUqHv5/6xFROQspWrwY7DXWcstZHk/bsaJo/lDal3EWdqS4+nVIvRyKbXSH11c23+6w9b6uY3cd8KUbP8sRbDPG68sxefyckFFGb/5eIzAwz/X4o65Xh7Cjsw/oG29z/NkR3v72t+Pf/bt/h5/5mZ/Br/zKr+BHf/RH8Y//8T/Gr/3ar+Ff/at/hX/9r/91UiQNkBiTDwB/7a/9NVxeXuJ7v/d78RM/8RP4iZ/4Ced7elvh67/+6/HX//pfT81mCzP+t298YiuNWvhwprh1XemJCvL6GlJKyIdXYPMZhNxeSiSFhLy6VqE8V9fglXqfAZDXy5o+E638AECuN0ElH4wr4wGByRuLh3bF3tptCLh3ADxtu3nmAu/6xB/Ej13ewP8TfwrFcobb7AZe+X0VWDXD9JWbKKQEViuwslQ0oZ1ybdNnkwnYfKaElK8+vDCMKn+Yk2LpYS36TVYUkEQByIpCZe/0qLCmfC72HO8BuYbxwUGp6crDbPeiULtI9WIjdRsB8Th4/Y2uD+PKDZEyf2LvWDsarCjc/d36ZBt3qhfuUY9HpCjtvrY10yDKoE5bdOSOgG9+soJDus7km/OmKOIXKQXAigJSinCfOdquNQ5DbE32bpf5nvebwHizn9n/r/Ni0wnkiqjw6PnlzcOmve2WTynZYtgYrlncALTLQ/lGBORIq825PySyVqKVrPDIzqFnb2IhmVq+mrJay9ui6PaVr0zaGCCEvjhltjnWOVN32Ug916rO92w2q9dpYj7N7gtt3gYNUcbVeN84xgwvVFsKYX0SWqccO5I6nRN2jh/90R/FN37jN+Itb3lL59lnfdZn4S//5b+MH/mRH8Gf/bN/lpxmLxPvu7/7u/Ev/+W/xGd8xmeoMBQpW38A4DM+4zPwzne+E9/zPd/TJ4tmsWl7tvtZpB1KyyLgianLL1YryE0JeXkJuVwqJVIPfCkgLq+AqoK4vIJ8eKmU+wcPIK6X/gmy2XgnujxfgC3mdbw6r+uduM0HdL/rKPOeLWLzewurJxQz0hddPMRnfuyv4/INDNdPT/Gxb34fLj+CYfPEAnIxV7SinrRbfTCZqHcnfhsz2EcmtGerLnsjpJuEwh5U2N60lF0Uj/e1NWZNhIS3VuSMNHQ9vB4/B1jBI4tEeAGJpm+n7fK2OcZc0yYpZzfiheknEwzFs/F2NmkassZplAXyi80r7SV0PaO0S8+8m2e2R5+YRu8L/CihIpRyR2R1R74H5guz62GlbcoSX94t+eLOxCNvtjsprOBgjHXLE0q2/sYpR1xt1HjyXXUonPUwf6PKHFcZ9Lfd9m57tb15aI85Jdui6L7b2d1J0CG0gREoV7RtjO+j48WRh/rbM4Y9Oxy6TJ247UQZGRr7RwWZ8c+O8J//83/G537u53qff97nfR5+7dd+LSnNZE++xmd/9mfjsz/7s3H37l38yq/8Cl588UUAwNNPP43f//t/P5544om+SXsRpBYLWcrGhGTcIyRtSGXFi+trFJNJ2zqun8mqAKo6PKeqlKd+0/bUNxOGc68XHwDE2RTFcqKMpnjpgrDbKfb/mKd4fWM72d/6zM/j377mY7D+IMf/7bXvxv/yzHPY3CwwW0zBJ5OA58hYACYF5KQA49zfp5yBSQYpIt4k7lAEEhRJb3vXXo6mfK6FUn/rDBdwX1LSycv2THFPPagKuLETAM7axaDsCIS8d41SZnj+KOPVKEdzZ0Sf/FNA2vHCtp06j+sFM4WrOiJXWounXTYKt7Xdn30RDVmxypfTMKOgluXkeytSDBCrnXvdjVEUbWYwc4fD/o1YDhLqb5gQ/jln5MtCYamM11TPZbv+Q/u6s5PgkI26fCFHVs1s1y22Y+1i9buUdZ0y9nm9I+r0ljNgOonK45Zc5DxNrnHm3pXQinzAANFoxev7DF6T5tuTzjHjGC/DeuWVV/Dss896nz/77LN49dVXk9LsreRr3Llzx7m1YOLu3bv4m3/zb+J//V//16HZtWEuBmPtLkmpDsy6DIg6fl+/F00qcPW2LDhk4RCKqbC3zDuPCULOQjXbfvMp8yVwUaJczPGJi9+GvCghphPIiRK2XqXPzJdzIFJXqrHj9MxR2zDwbmtMJccws2g/+MtktVMfeIyMxwYpixQPjNkmua1i0fvCND0eXIo64+5xLNvhbL0dAHWe+vtOOsRQgrbBm3DwuO8ZETtfE+YPTkWS2EnmWImFl/jyC6Xpe97nHIj+JkUuBB0pA+tBQWznMLDjQt7l4DyLc8zMW/q86Domvm/aKfLDYxh424Vy3sTl5T/RIR8MqqrCJLCDVRQFSmp4X43BSn4I9+/fx3d+53fie7/3e/HgwYP8Sv4hwHcpxiFwso+ADSpVZQkI81DKo1ndw0bfMyon7B77lAdj0PQdMqLbL8OMjhMecwyYy6NQZg7BI6qnAMgXarNjdp0v+7Ivw3w+dz7vcxltLyX/3e9+N37yJ38Szz//PJ599ll8wRd8AT7xEz+xeb5cLvFd3/Vd+I7v+A7cu3cPUkp8zMd8TJ+sSBh94ggxbKEU8YnEKgFWCUjCu0FEJq0UsuvN14c0Pd9Pltu6//vlE2APJiiWEj9//VFgDwsUKwlWVZBC+HlczfbT7WnX1YiVpvLBSimNuwnqw7opbRh5t9dBR+E+KEyqk7TaKRX6kLIcOGZ9affBoS1swLZ/hIQ0HZaOOpryxZY1WWSPdMwbg8lrW7Rheenvu3lF0tXf6bqOrRhIRxuHFHPHPCH3i1kXKWljta+MNvu0T1/qb4j5SylVaI+vTq50cjsNgrSZQh0idjgrJJWhqZb3cugOuJFeKG8pJViACMJ8rzc860cr7VD+hyhv94FM4Tq7VPLf+ta3Rt9JOXQL9FDy//yf//P47u/+7tZv3/Zt34a/+lf/Kr71W78V73rXu/ClX/ql+J//839CSonnnnsO3/qt35pcsM7CMgQuzvoEmjfFbd9/IaFMeL4sAR0DKIWKRe+JoCLiS7uun6tOs/vbuv/gh/7PWLxQYH6vwv/vA5+IxQsFpg+XYMtNc7eAp1DGP4U6wxBagOzvfG1YddkEnO/6wq0M1qT2I4/S1Upyq/S429RKI1rXreEjRb2YBPLvfC7Uom79GP0u6X3ruXNsO1hQGmaq2AKVUt5tDE3395RQg1QZ49tBCYyZxrh2LOBSKCM5mmdk8ffCMGic5YxB1EppXwd4TNHzPiKW02w7z3xuILptnwzfGG7q6Rh/9o5vH0NBCHW2i9qeIQeFz9AY6mRqkpfpDhddLqC+aDIeRtLISdsR19MQbWSo71LLulzRcWM7tULlsuWBdw2Vbhlv52nn0fxOdFA4HAwn7AY/+IM/mD3NJCX/n//zf47v+q7vAgDcunULv/t3/27cv38fv/Vbv4Vv+7Zvw0d/9Efjq77qq3D//n08+eST+KZv+iZ89Vd/NWazWZbC9lX4nZMmIa1QLD0JhMWZXasDvNvLsjzvR5TeuNIcSNuT/vyVFV6qLvGD9z4B/+k//y48/T6Js5c2eM9/eR2eep/E9JVrsMtrxUbkyb/VhmUJVlZh6kWKINXp1lSozfvWoh+E7hvpFoTBfquqtFAtioA38jfbjGxQ6ovYpPSP244STvfQti4gIno+W2UXESUsBc3OT8K7QDse2lNn546XehD+vzd/Y6fJ9TiwsLfSiCltjvHY8sCHjCzP4i4ru84RzzoV1HRaO43dM1Cd8ulvXElVKi3vOS5C/3b6ijCv1W9GmfXcce2qeiBlrfi6xoprXdBnxnwOKoeMHbpbtN1tqNw7sh3D1z8WXXPC5XyRVaUcd5R1muJUqir3mNL5bcooxWRLdptzzhzzvjWnbjufo0KWpWOd2uYhbX0jUVlvtfExh4TK+k+OdI4YSUr+93//9wMAvu7rvg5/42/8jSZu6L/9t/+GL/mSL8Fb3/pWlGWJt7zlLXjHO96Bp59+engJzYWttyeJvgg4ITzKXDBPhyfTd8iFMeB6CaxWeazn2EIV2q53TOjJiw/w6f/uayBeWODJ/8Jw+71LTF+8xFP/+Sncfu8S/JUHimp0vfYLPzPdSt0QDBd7QVNkS/n2oaqMw89imz4R3rsSrDJHvf3W4uVMjqLcmnUx7mVwjgt7PEnR5vy328+Zhkfh9wn3mNfJRZlnLHA+pYOEnAuOx5ja/mjsztghHWYdQ+1rtWtjOLgUn6gnn/czjoz21/Xxe/A8RoI5JkN90GuXwUrLTN8YN6xg/nlFUbqNd1vGm2NXJQqiAwKAu73kVsFmKPzv2TDlAQEqfc+4EhVQsW5bDXVotQoQcQK4dkD1Dn5VuZd7ewzWeUiO7jx1pBuVgVLdeO9bF0i7bnY+diTBZFqnH0jHt3MWkBXJ4XRRY1/W99Uc6cHck5IPIJEn/93vfjc+8iM/Et/93d/dOhjw5je/Gd/zPd+Dsixx69Yt/NiP/VgeBR+gLerREIOIgparHB5DwKukNd+pS7DkcmVMVMfiF8mnzszxm6PsKUbLK3fx9E8u8IZ/JfD0r97H7L0vAS++iid/7T5m//NliLv3IC6vo5ciNcWpxFY5T/F622XX3huHMkUrCMGrGfy+9jDq0K+IsZTkKUetvJhen1ifSakWb5+HyIVUBo3YTofNL6/bx3w/GG6QoDyl/O7Lrs+ZiwGsI86x6dp1ce48iO5vaZmnfwOkXYxjGok94L0hNdTmdvlCoZi2IhgazyF5ToXPG9s4MSIOGLtsrm8CBnnIieF0XLgUyCG7Nin1s96j7qCbu7kt9Cy3NO/E6TwUtHUuYPyz6SQwzuMy3r/r597lD45X57g5cq32hBaSPPkvvvgi/sSf+BPgjkMun/ZpnwYA+MN/+A/j5s2beUpnY1cxYrm3qJqt9MAr63VXePgmoO9ip1QQb7YT9x/iyZ/7bXUPwHKJqub757+5glivIVYrvyHh+l1vh8aUPUo9U5Rpn1eNgj6x4p3fCQK1ta0LmkJJGa+ksAhDQaNSq7mU0dh7Q7Cr7ePIfB0lv7G+13MpISyLhD40kOa3rl0j30V+zb0ZgfwpY0NKBCk2W+OZu+UjxalUl81LmUjZpex84tkJCpUjnGD7/6lrCKG94wqm8Msanba5TrnWBdeOQJ/yGOk5Udc3dRen40goimE7Jr7xnrrDRhhHvSmDDwDHyJM/BpKU/PV6jdu3bzuf3bp1CwDwzDPPDC/VIwSKQEgS3OGERjGEZLlB9fwLbSOEsUbZ71V2Kfod8qJc6LQrNGEEY6UvMMRrvA+oRSGjVDyEmNBkT3/PMh9CXWPIwasdUiZTb1ndByi7atSk9smE4lSYXc6aE5d6C2Nqvae2PiEzjkuD2AViwnssjmXNNDNEgPTwDu0NoXI2inx3+3V7a6j/YNJBYoRxk3ztfN7M+303wvhsjYkmdGrgQty3vwKK+pD+Cn7LWN7xZV7WZCK6W+T5zgVfG5l12TOfvbqRlRgm2fpw+15uJX4vRsHQGO+c3x3CHQe7Wnd85wd88J0ViuEQ2vSE0ZBMofkbv/Eb+KEf+qFez5NpNEdClMaPnFBivGGAySPLdn3KZNVbpSkYEu5iQ8h2yI6xJevcImQMbDJV2/aoABTqLIOxna7jHJPjSqlhBy4+Z/LWrcNDk+q59YXGULZdi4JuROodCnjCuZj7Fk1WFOjctqtfcrVxariHuVMV2/628/GFXviymkzrMADHQ+92fuSm4b43ETfnHKr2b1Kd2dj2beAQuYlAeIvuQ3WA23Hbpu53OwQIKtbYeRBe3xBqhlw468mAolAHEzfr9u9wzDXffPCNK+5nN7IhhQQrCrAC2x1M86bfkMe1NU4HnqNoF8qtYJplGbIbpOsH9DeU7bkWO+jq2322w8tMp45z3R3iHCOGmtZjPimEhRdqfpoOuMC9O8G0zTBKx1hiRUE+F2dliqQbrI8Fsv6TI50jRrKS//M///P4+Z//eeczxpj3OWMsv5LfCAG6giuFBGMZlGpXOdwZ0tKoIgvgkHJ4D2aNGAccg6kMMAY2nUCuKrUQOxYyNpmCzaYq25p6jhVF65AUq6+DbhQeYGs8BEKZWkqSWbfUBdP0JNuPnIZLZGtWx4WbH9b1YZMpvVyAUp5Q1cqbGcfpYUxhHGzKVJ846oKiUPci2N8UvG1k2bHW0lJU9W+EtlaLWLcPWVEArj40nzO+XWh9h+IM5ZDNppDrjbsgvnJyx1kGM83pBLJ0pKnHqJTOczKMM9WujvVb152h2lbFZh/xldlpeKo+hBSQ0tEnZr/bBsJkovph2WYJY0UBcPdYshVvNq3ncM2CI8tSfZ+yy+kZV+b4odzPwYopwCeN4qTkDcJzFmjTcxoG1daAchzsDO5smnKlO19N2dLIRHNNdMW2m9AypS53R1l07Kg65ZyUagxo5wvhTJWPyrRVhnpe8NlUMd9sPPKiY2C41jzCoeW6HlLIbnvZxAIhMN4cspXlptVufnpjz5kUoJH5ErrdrDRcMtmRTjvReu3dlNFxfWw4xeQrJCn5zz33nNpO3TUCylMf9OK9b7aQjYUxtTyBgzHR+eUTtDnieIccoIul6YEst1zDrCjA53NU67USioxBWroQm03BZjMlpKtKKTbTCdh6reQ2L4CpEoKsLJWCgu0C6FMQAai0mGztCtQfuwVfnzZ3GS5F0c7TtQg7mBnkWqi/E8Yxm0yUQ8K5y+GoJ2fqG8812qwoOg4OVnC10EjPN5ah0ygkvjKYv7Na0d10PfRsMqm5sh19iFr55DxKW2fuBLHZjOYVs5RIRY3YLr9WVuFh1GgpadyzgzKdKopd+5ui2CokiePSuRszndR9KMEYb3vUoZw1zhx40cxPVlW10qASZ7Opan/HWGopeYwDkwkY42CmgaWVfFWAgMEimjQBGPO+bOrWMHpRlL3pVK13WgnWxo+oy+0ygnR5HfNMG0FYwzlOndA7NabCa+9amMpdUSi/QFl2HBsdeaN/1+OA8VozUmFXvUKDiqI9rz07gdudB3uHqm5TS2FlnKnxtV6rtaFDH6wMgaiX3eHMcMoEz5qwNbh949CQB7UM3e5wQuXlu2gLqGWc4wEvGgNY/Z91xhibTBSNNXVnosmzUPPV8d4jw5n/GCNJyX/ve987UjF2iF0fFafsMvQ6pJdwQIfybuqBnyGTnTHrEC8HZlO1PT5xD0k2nQCzqRJsfKP+rxfNsmwEKjiDvL7epqsXi0BMs1JYCXUfoPQ7hbdVJt8i3PLaFQVkrdhCCPJOYqOAOtJ2HR5mtRHlNCZ1/jbqBX6bSHvB6xg6BmNKbJtae6zbvysFGtOJUix9SnlRAJz729dID/WttGw+A7u+TtupNRfzJknWKH2+sd36hnEwLrqGQsGd3zCtVPFyOz6pc9nl+dNzcLMBiq6x7TRU9FmZen42SoPu++nE7/3UiqWsmjksC6nmiw6PKApIUW53OnxhRKaxwJmqm1FH1f61oUHwnLOiNjp0uEVRAM6Lt9qKkMsABuPKaJhM0kMq7H6y+tc0vJRCydohRvW7ymPbNtpa6dfzcbsjlb5WMh1yVRSNQdR5x5zrLtIJVxsWxVb+22m0E08uswveNaFeU7yhMXbfzGaNnNfyR2qHpWvd8DkCikLtLtb0024nS0Fc662doMkEjK+3hp4Z+nXsONkkB37wNvcgo3isnTGPIx7y7FnHzqEwX9q5D+SlvBtqZ9MLoRUhxuutfUc+k8nWE9bE7k62O0uMAwXfhvvUCqB+HtyBYsz53HvYsbWl2t9o7ORJOZhZFFvF0dVOKuHu/4PvOw5M6m/Md8xyOsqqwzK8edhGjTmvWoqua5ufd8q/bYdaiff1Ma+V5Fj71iFgAJQB6Wsvu1yRMdb8bivqRr7Of5u/hXi1iwKMMf949XzHHPKBMbY1nl15cs/h2trwU+Ea1vOiUGm6YJZZe/Lr/Ldzm9HmWROW4pn3eu5QoUOhCr4df80h78DY8I0DbTQkymT7fWa3mTlOjXneqauv36y2ipYvVHfdXi6jXn9r/N7JSz+zxh5jhlfcUwbmkUsheMeD7bDQ4KyeA+426PRNvSaRy+abX5w1beuat02ZKWuWw9nSOA2Ogd2KCpnxzxHjsJX8PhjT+tSew13nuwPsenKb24BKQamHYlBJ5Oo9LQgZ6yxwHY9nk25gqHNOU+j6wi6nmW9yUnX7pPZXyCjsM6ZDntncqA0EvxIfeNYos4nl6jufnUo63yo3sR0fX1l9BqFWPAOKRxJMZcQxPmPGsnOsM7+C00qPG98387w9N5PllFmWHjLOLJ9XIQ3lab/fR85SjfnY77507N95vc4NOMA7KKzX9z0hzVzhxKF0WGA8d1929LkdAuPOpJunlg2+9YpSJtcYHsuBecJBIPng7QkHANv7+YgdmPEidi5DX29+wuOFfXKN23CVJeE+COk9t3NAdRwbUva7QyOGQxonh4wx2j4R3nnwOKBnqFQvHOtNVwScDt4qHLaS72KGCB68quNR9S16LgaDaHx8YNAn3KzXyXcoDBq6Jv5cSqXY1mVrHT6qqiQLfaf8y1Z7SCkh64VFVp5LsuoDt83zSkAW1rtSAHb/6OehhUv0vJgrBa70e+TZLH5Vlfa9pml1jUVX38cMKsc8kVKCJSwaSVS2QgYUYBFUClLLpfIb0DfOh4JO4WmXVchuH+n/azq+wGE+bzauPhZSjS2Poh2sY1WpeWx/V3moH+30hJWnrtOQuWnJh+bWWBuuWGZN82uW1ewHX3sLDx2h9FMnBuGrv2bf6rSZJw9fOlr22gcu+xy0jM1pdVo8no5r7Nmy3pl9nnUsJk/oCQmgQk3J6kys/X9PHykZJrdy3xVe2XcNf1QV/VyhNiclf4fQ21U2RV0dyy2ht3NVvLZYI4kb2wtNXRYqF2Xiu94jftewzpR1bN5splgUqgqs4jXnvGiYRLDZHgrqxSbkQoowCL3bUQIqdfBLM+e4BF0lIFn9XlVBrtfKmDHicNWhuFox0AZZ/dyp0Bj5S8eBui4vt/MUGWmMuRaGzm+VNa5dZa4qyFr5cJXZkzlkWfrHgesSNSG2yp5+x/zElbfrYK+ZR8cAM66Ij40tPTZaP9V0uHpMBJQbWefXTddSMlk9dsoyXbnUzC12FrqtfO0v2mVwGtydewCMNO26JxhO3bJWYFXhr7urDrViJzcb75gNlsEob0NbatapHvOA3xnRUkqNHb2W4lrLxDh9Zp1XWdYy1tF/oTb21FdWAoyV7bkTHfeGoeFcPywD12i3zr0Yzr4zvtdjr15LGoeZI08vhIDclGRFuPOe6x6M+j1m0i670tLyIAHeseBbh4Rs/x1KT4r2gWlb1jkNQYdjU3+7UTK8Ufg9a0MULlle/0Za8044KhyZkl/T0UkjTtJmZNEn2RdzsErQqco0Yt7+PQx6TTEJzoB1vXqdLVSc3qpmS1irv1s0W0JsqQO9iY8Uix/yhBhCBVCCRS/uikPa+paxrTKjWVQqVTfzXa2YbS8XMxTDgPCzy2MUzPOBsehS4eoDh9IKYHuBSrnpLnZakdxsAuVz1HWz8SsfLmVPypahSFHcZFWBefJXeTgUVYpyz7j6flN2n6GAXG9Uu/jGuX5GyKu5R2C9oRtR+nOHEqI8x0pRknb5W/XYptEppzY6DAeHzkdWtSLRMpiICpZnTCqD0ONRDI0hcw6bdSpLf5lsA3OzVv1tKh6++WmnY5SRaW+xLR+chrpnHm82ynusnQaUMaTL7iqfmV7ze7yvWjSzLmeT0SehMet9VhljSgqgpgZlhXKYpbAByUogKhVjhgfQnStVpcaXacA40s0VuRp0iAgRft780z3nQ4p4cz+E3VV6/NXrY4f5h3F6P7UcArJtHNhj05wbRxZCdQrXUTiqCGaThq+hi6qpyTCdqpPn+lS8Vor7YIzBPIShR1NMLhaKL34yUdRci7mi+pvPlFGzmKt6T2eKm3o6pTNKRBYv+s2ucUaHjoAUyjOvhaL9XNOVyfW6UejkZl1zAovmcKVcrzuXuMiqrRS5yutSzpywxgVLYOtwpd9pU+PegJaxZkLXJ+SZd+ZPW5jMfHyLhrrHwLF42X1ne5ct46i5tAeE8SU95ZfKcxjyYslKKcmxPEzPZzO2fGiYugwl1dz5aOW/7TN3+SwPsW3YuZQF3W567EaVT9ZdsF27DmWplFHfnPDUEVLU83PdNV717w7YdZfLlXrfyD95J9IYK+a3Da2nHf7pIVRQMmezHTf2joJnnfAaQnocptbHkAuNwdskKlvjqtVv1lhyXsQGtBU8Q2b2OZTZOGF8l5dJud11MfO233EYy3pcNGV1fJe0cx9ibfI4DZp+pzhYauO8MS4bD36fXSDD+HbsagJo3U3hhMeYDcqPI1PsW5AZ/xDx7d/+7fgDf+AP4ObNm3jNa16DL/qiL8Kv//qv56pRLxyVkt+cVDcoEvWlPZqfV1MssunUTYFFzsuaEL5ttKTi92fsYLUho+nt5HwKOZ8B+s9kouo8rW+GnUxqoyfSxQTGj+xwKRdaqRJVW1Dz+jbTqoJYbxTPs1ZwNkpxa/q5qrqCzhNu0kCH29htEArB0r/bC2BoQXTGwldOwcsK3twc2UmmVrKkT9nyZe/YFQiVTerY7E7hDAXdhnAsjLZiaRq7oRATm+7WtYDXCoMsN5GFyuGFdS14dcw2AJJR0Pnca0Rtx2voeeffZrm0gmaXW1TNPAgv8A6FzTHmpQ5dE472ZIELkqRU81O3m6lc6nnp+c6sl1hv1K6eqaC65qcvHf1vl0Llu5ip+Xe7bZWCtmm+IxlTvnxkPU43gV0NRxnM31kRYHcz8/Ypui4ZBxhtZa1xmmnJtxZ68ie3k5m3Ix37vcZ4iJUhFR5HVOciqLocznMPPgV6U9LDxPQ7rnVEe9xLZXR2HGH6HF7KPNFohWUesVJ/APi3//bf4mu+5mvwS7/0S/jpn/5pbDYb/PE//sdxeXm5tzIdV7hOTZXXDENNtVVslQbGGCTnwKQYLxSlz4GkAVRVDXf1pGhuo0RRQE4n6mbImkMYgHqnEtuLW/oYFn3qlwJXSJQnTEpz3Zs35DbQSjKrr/vWwsqpwFkCu/5/Z2vUVXdfe3DWjTPPAc6bHRhv2Tz18f6W2p+ure+Wgu4J5wgogSqNCL+4+R517z1St5DX1fGy+tunqOgyusrn6pOWwSm6z0ll0m0SKHPDuBVJ10tcwBqDd+sttcdU5PyJqFqhlK3yEy7jk0IZctLM227TVBAU6kZxDvWpZYyE0guWxT5PljIvG5pUj/Ftp+VLO0E2MMYgU+ZiJL1twnWalDLX5ZVV1T28SmnDmMPGt16YP/vKG0Knv43ffeWrQxCdyTXKuMPIaL71pBsq5qPKOpXohQ+mQ8Q73/nO1v/f/va34zWveQ3e/e534zM+4zMyFCYdx6Xk12gulvAMzlxcuQcHZhg5nKl9GMYgOVPyo+GpfkTrT0UfT9kJjxY6C2caggtf3zE0luFsKyR9kIsr26c0JaVB6K+xHRE+DBhTJ9QwjdIxMXSM5O7jscfMyQvfQu6Y/Pv377d+n8/nmM/nwW/v3bsHAHjyySeHF6Qnjitcp4a0KeUsj1nDpHJog37IJK/rs2WcEGCVBIQAayj0pEGpp7e6w8oK6ebcRwm5x8SIgvuR9bDkxK5jSWM3854wLkaYb6d5tgfsykgaYY4+chz+J4OVhDe+8Y24fft28+fbv/3bg+8LIfAN3/AN+EN/6A/h4z7u43ZUyi6Oy5NvX3YkBaRkYJqRpaogtfW+3uTnPs8dB0hMT0q5peKqDwQxTVNWVgAT0PzUDKgV/W18dGcRYwxsokJcoHcBgOQ4b2Lhh31OCbWox0Hv9KMved6h3FzYJ21NXzkkDR/6hIl0fh5oQMcUc9szPXQRooYb2GcEHHVkRQHIQGz6vuApb+t5zHtKORgYw5iGj7lLkENO5dgB6aSZ0HapdQjdhdC3PYLx9fV6m3snrC+kh142BPtiKXN8poTgEFiVelP7DJTHgKe9xzZGGMsTDjMWMofrvO9978OtW7ean2Ne/K/5mq/Bf/2v/xX//t//+wyF6I/jUvKBrfJTH5JjqLaHmQzKSLnZ7MfipixCsYXQVsSEVBzUNV2e3JRgyxXYZAK5WtfUmgZ9HaA4dbVhYAoorphbTNpRaeTjFVQxJSIHfHGGIcFeC/5UfuQsMA5qht9LK1tj1KUurr6Y/VzQSlGwPwhUh85+tmNzD9C7xAuwgivHAiqoexgIBkvoeQpytIm3PIT5natPfIbm0PQHtGnSJYf7CBUyd3F3Fc4kRf8zRyGjMmfbRdJSB1KxXXP1nToNg1DgjIoPDnKBhtpbG6J96mgfhPahTx6HKE/HRmYl/9atWy0lP4Sv/dqvxU/91E/h537u5/CGN7whQyH647iUfK1USdEssFLwrZdbe32rCvJ6meYNjYHCthKBSR0WzsvyCtTUcuC8uaRDLldAsVHKPbcoDTmvafAs1gQAbDpRnPvTSTfkSUjIQ6PS0geuQucMhvAjD6hvlNHEBYoRqJkdqAfpkvL3XHCTgrGVvZR37IOZrjZzDZ2oQuvx4k+n6lIeF+//PkGpD9VrvZdYdyJ3fJY54Dp4OnS3KGFLoK8S6JILrcPqCekS3m3GeC/jKUObOtNNlbe8FZitKLa3xnlw3fDtZHZ2xnlNdOFmS4ulF02f9lHkeUD3oIyffZ2BOTJIKfF1X/d1+Gf/7J/hZ3/2Z/GmN71p30U6UCXfR0dlKlXa8yQrSIP+l0nWeLAHbRn2HdD29mArTRF+Xk8km1XFvGimSef6WjHslKU6jFsZ7VILHBelHysKxbk/mUBf086kuj2VCQFZBcoXrXvi3jd1gdKMA9F3dozcuxuaRUJItAb1gSGJ5ztkqPQ1OHqxW/VkndHPgIauVwLAptx6CcdEw+Zj/N0X+/CUu+ALbcjZp31CtKhpp6aXIUQOSFzPhoSPbDOM5BGR332MD2c5BnjHOQMqbGmWOdsy1IXkWMfRZhqFwnqVbVmIHM/VS0Qv/9AQspMy3mAfl2F9zdd8Df7RP/pH+PEf/3HcvHkTH/7whwEAt2/fxtnZ2fDC9MBhH7wNUSG2wllqujuD/s1JuUgJk8kBCnNAkErQ5rMW6vKnzfaSGLFaQa5WkJuy5qfebC/M0KE60uH1KYqGc5/xmkdfezf4gQ6HZrHwHHq069knbZ0mqe8yxgW78g4ZD/s+7EnxGKVgFywbmcCKAtB3T3DiWDlhPPjaPyrnPTzklLRTy+IqU+d+DeKcNi9UcqVl/Lu18znkvNChKYyJ5WGGga4puFlRbH/vM4ddY2Xo2tlaz3oY42P2k2/8HLr8kxn/EPF3/+7fxb179/CZn/mZeN3rXtf8ecc73pGrVsk4TE++D/alHa1nByCMCMJ0sPfPMFw6B2Xl9ryCN3/GlEAyPRpl2UxYZ/kOoW1TkaKIP0bejyze50zeT7VjleKdPIB+ohqB+y6nxiGV5YRhGLqTQ8UjNmZaBo9e+9QD+ELuOneUPO7IsTP0GOAQmZeOS8k/ZhyixJByS715iOU7VDi35B3Kn/dQ10lg9sKo3qpTn5wQwCOm+AbxqNSzroe6Fd31/DFb84aexzqyObCPcJ1DxIHvt3iw95AFX1x4fDQ0nssxqdaCSdWxiJXYXmetefUFkS0mVM6kE/+Bd3lXKre3oAlDN7XdTGMncYy1vUUF2HTmLGMTG+rMP7BTZZYxWJBwuQ+J+jFYlpyLSWyuOcaaE5qaFqgP+e/hkDrjqrz7loFjQ9fxmOrZN3wh5bBs59vtGDRlUDO3QiGvdtpjtbUjPIlNJvFx7HrmDR3xnOOz61rfIxPzuCbLyRhd9xgygdq39btsOukdnsSmE7DZzPr9wI2kPYTrHCKOU8kPgaIg9RFm1MlBoRA0y9J6lmk0hYwQTS+q/5Sl+k2aFG37H9V8Nm0pX4qZKMbzLd3/Dr3ne5YqDIuiWWTZdAJ+cdZR6NnEoC4dY0G1zxccOiiLxA5C8/hiHja+6jxlWSpq2kq0ft8lGGdqbhxyPGzsgDPhGz6bKqUiVM++SsZIykmYAcyUTR7e9l3DyJsVxfbuFCqIY78jB2czsLOzrtLZOrdgtUskL+/8NS+FrJV7Wd+rE3YypDjhhFo7+8oz+3fGs48LNpmCn5+HL78MtDGfz8Fv3mhRb59wHDjMleKQF7AYYoKP4u2msBr0FAJyU0KuN8Bqpf5e14r+ZlN79ndgnRMOQLPFXC0CJkKLaOZysCLNW2ouMnw+B7u4qBcxYyGdKG8Icx3adI2LQ1TUU72AMUq5XYy3mIJwtiCNLVlVkOt1cynRTnZFHIf82GIeVih93w/ZIQJI8zaeBu3GYDabKarf0HtjGljEA67ed4JpG86mlEO4pAPD+ixSxBC1fysKsJlDyScfCg7tyrbTYLMZ2PmZkoe+3VnG0/QAj2IszTVN37lCWecSxpbUaeo8+qLOU609BIdWQvuw6QTs4ry/kn62ALOV/ANwBgZx8uQDOFQl34dcg6qHERG0gCkYGGbhKFDCu8Y2bq2oyPUGcrnasvFUIkyNmFPhdAlwy5PBFouOou301vRVPEJsF4BiUElpY1Mwz+eQ54uOQGWzmbqfgAIq04/3+5AH9IilVqoSRElyNtuOtYhRItabPAu6syAETzBnwHyeXtdszGHD2j+6Y6IxmyqqX4oxE/IAu0CVxcbf0XJIoWQGFanzW5eBwsoWkW2uZ9oB0Slj6P9EdDz581rJn06U3HS8x7inzT1nn7zy2lDwtcLfrHUhKusUCOv+gqE7qr66W+mRDX2o/pXni/Y6lQB2toC4eQZME3d79giW8c8x43CV/EPxYlIFZkaQL82iwiy3qGpv/lrRbm7KhpYzuMvgO1g6AhhnSpiYAkmK/PmF+jOREs1c4NlsCjmfdQVqUQATtUVNEdDBd/rSmo3hOU/1umXNO0Ms8XxGV15FHdrW14s/sKyMMUWBm2tXq48itwPZzKZTVc/cYyslzjsVPpnhkaleRdYHKjUz4yRDvsM64/Ly5ggdcYQtysUMmEy2VJZAd0yn0Bkb4ZIt1GuaVsKlkPG1rg983PgxON5hVFlEzQMAphPIM+XMiI45147IbApxPjuF6xwhDlfJ18jtgeozsXvF8KcI73QvftLiYENUDY9+49HY4SEaUtknRVfY5eTxjwlLivfOlx7nkHPFqd5CwcGodQgpN0Sq1kHYh7d/T4a9nBRpY0s4PHY2xlImOXfPjV0gonSRxlxDXxjxSmuDeAhy7bxSDY0c4Uw500kA0/c/BF/quVNml3cygZwWqo99845xpyHr3FFP5alPWeuGhiv1NVCH3rXTeZepNu+7LkwKiCHf7wOncB0AJwrNE/TFS4eyc6LRtzw2zdcuqRG1ADQWohbfco5LUx53jNGfjO1HabbKcHSw59oYqG8sPWEH2OUYHCOv1DMRjxOG7sgwBllk2DXdIU4UmgqHr3HkPozY5/s+QkHKhh2muHMbLGcc7a6pq3ayPW+ETDCu6DybOOSEOEK7r7w0h5nbUB/qAgAhwUqx3SY2IYi7JqF3hlDuUZ8f6oI/wthnlTHWqHnmvpUyF/VsXxza4q3DKfqERfU90B2Kpc4x7hz91pIPOQ65pqalISRkjAbSBV6AX1woGe2hxOzMLSmBitC3vueOG+GjFJbOdJh7Z6CV9rC51kqf2idUR5A9JkNUwFIApeg3nwBAiGZNO+G4cJhKfq4DManpO9+V9SeSfvi2Tp+fLcCmM4g3vQHFE3cU9V0kH1L5xphou568Vh35xVmbwm1TNiwIXDPt9BHkCWVoP4vEXdvjwORNL0uwlXFA08xPx4Xui69+jNh5Cr8/BUO3tvsqYlW1vTOilW7AyPaxDMUQyoPafmUV5fnuDYqx43mndfjQByqDV1Wpm7hTYR5+dJ4jcng0+5xj6RgBsjvffTCVsfreBTaZKIrDwMFI12FRfm4wppgsMgTPrSmDpJ4D3ZeCfcovzsFe/6z6ezpxH6y20pVlCbbeqLqbMl0Q1kA7VFXH3JdlOJSkw5bEVHx6fei+MVR0mj742tRl4Ei5PdA8lEhBZ2/X0WBq4ou5P2a+EuCrDU1uuN7ZlCiWJX2MHwJO4ToADlbJD1jw9qEiysGxHMZBI4yn8Tw1FdaNC/CzBe5+7E2I1zwBtpgPL0cfZIhB9B5qiqVhH4xkrKsM8ALs9q0WZaZcLiE36twAO1soOr2q6qZNrYOrj2JhSqF2swS2rKpm0ZSbDdjDa8WnbqXR/EYx5Hp5I8W2jWOLyq4OyxLnH8mIdlFKhuhOKbsVq7Uaa2b6tRLgzNObHoFm0f4kxjZjj3chFPWt18vJunOOkDaZ9SYEwniVtjHlKadi/drQ83YdYOTM7d1MjXfWZ5ea/4vtc6OtqYaXlnOmks3Pz8Fv3QyXTXQNUXbzRsOKI7WjQcqtsUCVIVUFrDfetawFQ6HlNy6wfNOTSsmf1WQDVps3c0tjvQG7XjnunLDKWv+fTQwqYs6ciqzclOGQO2vMNQr+bKoMrDu3w0645lvunF+MM/c9A9OpWrtSz9EFjJztK9s6qbsHFl2GJP1uWYJdXvdW0tlyDf5g2e6vY8BjruADh6rkA05h52QjcNGGedMkHL6NnGxPoVZkF+dg52e4+3sY1s9cgC0W7hdN3uRY+YyyRMtrp9/6PpBXH4UphNiBvaKAuH1RhzTVC+b1ErJUizw7Pwdm0/Yiai60ofyatiXwDpsQDg9W6IbGqtrehrreQD68VHcP2GnUB547fR5CyLBJ7BNz/gRpI1MMgCFhKOahxhCDU6ienIWVVJ/RV+cnl8u2EmeGjTngu0201bbUBT2q5DvKsFl7lYBGuUtVZFNjdl3jMNFLGGyj9UYZM3a2Lk+lz2tfFF36xthY8ZXNum/Aye9uK1A+h4lWxMzbai/OIW9eqAOwCQ4VdnGu5CYv2un50jEhtuWVZQmxWpHGgbnbIG+c4/5zU1X2ec3eYrYvY40cb/JarSCvr2vyh22ZzTnYsOAArUvRWFEo5rXOTmqlwlwiBm7TJkWhxtJ8DkynkLdvkOghvTSmReHUDdhsqjjmOXPP9dQdwdYuhtHf+oIxj6Ei12vIh5dbZ1TiuiGvr8EeXqk17YSjwuEq+S44tjKbSUvkA44i9u7Uwd3s+UacL4DFHOXvWmL51FRR9Q3Jm/rN4HMLA4eFy6PZeBgdxlvBUd1cNPSS4AxiuWoEoFzM1EJWVaSybceEQ6ElwuWVMwW8PQZMD4dcryEePFCLmI2YJyVVaQ8oLNFFPjB32koMPUTNU5D497o8HdYj7h03zSuN19LhIQ4ovHrnQC5XLYVHf5fEe67zSkTSLoRWrNYb950WdTs1zpCYstaiUEyUGa5+MsvRKlPAiPQZUqWi+e3AHu8hhY6xbh86WFvIfOye5/r7Tp/4xt1k0jb0AeBsAXFzUSuq9HEkbiy29wmYaep0iM4E3d5RLn60DQh5scDl6xnk+VzRnk4m3Ta3ZKlcr5UTZ722dkgcsftA+9Isxuo8PHemEA1cxphqt5mihaxuLdoKsndOuo2nxviwf59ub24OU2MaO3CBmPxWvU2DeTaFPJsDU48nf1NC3H/Yz5PPGOT1EuL+g6Py5OuDtzn+HDOOSslnjHkXI5KyHwOFWzjBky/PppCzKd702pewuskgqRch6bKkKLQUtBbf3XV9tG84R3lWgE0MDl9T6ZpNgUnRORfhvzDEkU/Ku4A7HCKwe9LyQpWl+uMQqNEtfV8cse956P1I/DGLteOOwZiftjT4e0AueDJq/Vc4PMYAhjEhUXfaUhRxqPHjVH41uEfRcXoMu2MhiIBMGjSGPPNJheu1lYqOcucxugGo/rPf55mYlFyefKpX1hVuMp9CLKbxnR0LYmHcJ2CicNAdUkLhKOuCYYiIxQSrpwTEfKLq5fNYm9mUpfLmu87BNC8Z/T6dbMvFuaImdsr4hJCYoqbwnCiq4/J8Gj642uThMYKYZ1wVhSo/Dyvv23R6ypzJRBktE08dRAW5WRu7kL5dcIdzh3GI5Qri8ip8Yeah4RSTD+DIlHzAsRjtUFlNzU8WDCg4Xnd+D2KG6CTPomzlWMC8aRMEQzQJd+iEmHJv+8hJYijBWPBdwQ60t51DPOq5Dw/vAiPOsdiYp3GvD9wBs734Mfh2LfrM3x5lJx1wHRm5DENvOkKm90sncU/alDbXnnFv0gN2QRzvy6JQMjAxPbJsTJjD0V0g45ksOOSiqnnvExxgIQXflV9I9javbXeyaMkyyLrMYkrLwwve3SHSv8ui9uJTz8qgHW9vFdrzc01xGTMSgzuugbKJOhx118x+JwzG0fHkZ2WV4EV7IRkaluCCkFhWUzCB3SzMY3DeN57Bkax4KcNbYifarhNCOEbD6VhxTIu8TxYe4HhhUoL1omrOX5a0/CUgrFAh6nfZi5KeJhMSUgqwyg4VyjRGdMiplBjdTeXTMajnZeD5/khx4slXOCpPvnMS15ORTElYp8HPzzF59hnwmzfDByrtvBKoD9lK0ZK95+5TmFwDLDWezRQ0HdaDgTzqCWkrlopA+1BYdkIQAsXKoHCz2phtKqBmpdkb9SRAo3gLPasIPMOuHYEUmKw8Lvo7M32DHrZbDGJdB6JF4+egLSW1wSiUsj25t1PRN49UQz4Wkz2wDZPHamwu5xhzrsPzyOMoGpSGK+ShrMDW9ZhLaEu+Lt1jyJUOsczRnSLjGd8ITO4X4OutjM4+HyvzDhLh3+ERhDXCCK2SlWioc4uNGEYPKYQ7Xr2qwMqqyTNM+sGbtLzw0ddWAmzTpbhk8/mWwjMV+kzEgYRzJuMUrgPgkJV8l7CoKk+sNDGe1BROTz6BzZueBX/qCRQ3Lhq+3HCRpBLuxAWIL9dgqw1eet8dzO/XFGWR9L1wbR86lKJwBj2tecb9/LvRtAyhW//bFWc8ebjxUuax5bp7qt/kw3bk2Xnma6eUy7KoCrhPEJeOBXlEz0lUeTf6xfFiYmY962HmIxxzK2LESyHDipF0KB72HPbROPqoHoca0e1M6M+0kyFKv0qgaLXLmOgkadCwdAn/O845Gs7PO78SjCJZiW4MsZDxukrCO2ZIXqqB4ziQz1ZrFJer9tgkrGv8aq1YiOz+tjn1c17eZlzoxy9XWLzIwK/WQFlTYpp9lCPUz6xLc6eFS2bJLY2oCd8ZqrIEVmvFAX+5UcaEkZYTvlBMzz0Dsqy2d75QlfcEHaNBWYKt1h2yh+KJO+q+Hk3v2Rg5PY3oR8jT/7jgcMN1XB4YIcG46PxW/yMp+eqZO7j3u87xxEagKCuwexJyuQLjwp+UVNY+VbFmD68hlyvc+j8mWLx4BbkKHJiLpcVZW2ZrgTJ0shJ4kVnB1UUnK0bLrlmkeFvJ8lATyk2J4u6lYg1x9fHVtTKQpASwVdiCip+rTIwDsm63lC1MnYTJ7tNRRglpbTZxdoKQ0eLM173YAR6KUVda5liwjaccoV81d79P2WOFGlfOOF1C+JnrPoKU773ftWg1jbFD+bx1k6n/29hBtvaOSiTNWuEMngnxZ0R/V5dLypq60XORmG0k2e+ICuCeJcgz5p0edMbcBm1VdSMMHZ7ePjtmpAOItszRP9u88QDk9RKcMQhhGCaEMcceXrcPVOr0yhINVWLqOIiMBVlt25A9uMLN9wmwy2u1vlFkXKsCfrnQ/HO9rZ+shKJX9fU3dSehqhoKT1mW4Peu3GxonUzcdVO7Ao62W60gZd2nlEPV0mGYmhBuWSrLErhedhyJ4jVPgL94V93qrSmpOYMsPca6jQiz2SHjFK6jcLhKvguigpSe0JJEhW391AIPfgfD2UsLnN8/A1sulYAqw9a269bBjtdOK6FXV5DLFZ749Q0mLz4AVqukMnYWddezUKgM+WBTZDGZTrf0ltR0Gw+f4119sEs/ExVw90HDGtJZsK4SL/FwCOLOopCotKlEJMDQ25vRLLxNGdINjRY8ys02Q58BoB9T+pEbRhuhvEnjznq3z0FLKdzdaHvGktK0jEje5v2Ozr26XCRUiUanviCIBwxu1x0SLmXTvvE0J0Lzq2MAeAwW179thNrZMZ5kjgO9dr4+I1bLC436HZcyKa+ut57whPEqHzxoe/J1HtpgdsnhkGx2vWsrlMYaKB9e4uZ7LhUH+3rt3j3xpWUzuXgMxYZPn3U591vwHebV48s8MFxVYJsN5EYp6Oz+QxIHvGsnWqfnXHfWazRRBFRj0lsPpoxc11xer5UBYLX95slzzK5WYOs12GTadlSFYPbHsYfr5EjniHF8JppPSPjAmHPyrW9PsHxdhfXtAuK8vg6awrpgTsDIaXnx8BJytcL5//ES8MrdMPVdDJSJ1sdjafPYO5M1Tu1TrXoXy4GO8XN4B8Tde8ato5Yn//q6eyNpu4Dx8rjOGfjSo6ZDbe/6Pfvyl2hbauWBitCujPMAYlzZYSbLCJVdidwuCeInpswNieH2cbwLpRi4L+GL1NFo+1BMa6oXmcyss6NwKzLlaS5vYIjaNgeoY9cR0hhNV99z4PLkL1cQDy9b/eZkubHktKiV62j5QmU1lV+XM8R+1/CWiwcPMHnfi6ocmjY4Zey5aH4tSH2BYM3771Woo3eQGHWpjQdRU3nKBw/7efLNcDVX9IF53wMphM4fgsuKAvAZGZsS4nrZqcP69kTdzzOZqN34HvdhZKGcPWFvOC5Pvg89vLLlgoHdXqFcLCDnNWcuYTCnLMraipfv/5CywGNCKCAEGGN+gzLmBRzqMeYMTFOEUZrZ9mB10usuiHJTC0JedD1HZRnvG9M7NdA7PmrcYc60+yo3vjr22d0YgKA3uv3iMCV+DFDbKtbffesV6ntqiFKONvUafgGDcIxxRq2La9c1w5kU31hufvdRttYMby35t/0YLYFrhjvW7dfIRu+ObretGWfu5u9h4MiyRPXiS1sPcd+Dt64xYf3WtGVtfHfqHcm3e4Fh7bCTVX35ImHHMva7a+3SoUbkcy8JO6fmN1J2Ih3KBYeccHDOIR83Zf3kyQfwqCj5PSA5Q1EISA41+PtOgJACor0dqxXpKvWDxZHG5B06yEpuCIem/O4L+zoQltsoHNvIPHY87uM9lyzua2i5QkW09/iYdUhRpesAZKMo065a6JZozzeSo79uc+Q4xeQrHL/21nNBLDYSm6spirUEL0V/D3DCBB5C/5j1foDkzOv2yUhfGdw2pNw8aIPSf7n6atdC0+s9OiKFJ6CcZKFF7dEn2elYfcxfpBjYRFEcY4WihLXFbsXtsxuQeQchGj6SitiN0j3k7Gi0viPNbycDDe3D3cqcY5Jvu4Rzy8g974qN9FLJdtM9cm32BCeOX8kHwsLAM3CnDwUmL00xvZRgq42b3vCQ0IOykfyckHfjrckheIvCu1izogCbOjaYdOymNgCYEScdqp++A8Fm9InS6HkEaR9FqC98ITW+Z+StXccW95jhHYewePTZrTOMzc54IZ6XyL6DF6EUVZmmnOMILAHBkCBCOQAjjMEwPkKEAq58Yn2XY1xa6afeOOp7J8r+RmHLspM/1F3hGPWnQw40Z35i9XalmSJXNEmB61C6nV4s9DUhT/U3r/9KlD9WOVihQma7hi/bro9W3SaXAmy1PdDtNfACdZbU8L9Dg8z454hx3Eq+kzGAJvDnr65x8X6GxUtr8IeKesp1GU80/5hAyDU5KB6zvspUJI6y4RROjLf0UVmy+hBQC3V9WMGdl3cwzpQBYB4ADikIvFD51AZF6wBpXY5w4buClKUePt4W3t1f9oHPWJ8y6wBoyuG6znMjP103x6FiJ4Vj8IBvSGnsdxhTHUCM1Sf8nNmGpalYeMZCS5nScdSpTC9FsWWT8n4XaD8fVat9U3f9xyu/HGWLKR3Og5+hcnCjjRMU72A59IHLTGEqrrxI4ysEBy0nNe9uWka8u33IWtaHLlOURd95A9eYi1LuJjgEQvnb+brSdjEw9YUxz8nru+lQyokhxmpRqEOwNolEvS621scas7trsOUK2Kzbl4WlhBrt8wLKAdC3SOf4c8w4biXfROwgmoXJSw9x+z0lpi89hHxQMxRQmAGSlcOaUaHvFqlO1j60S1F6qIdVm0w8g7mqFIe9SfcXQ6iuBe9wBjN98LkowGbTrreqXujZdLJVSrlfELPpRKU1nXQVPCDskfcp5HWZWjsIVEXV5X0zlCiXgHaWYYzzEczqD9Mj5D5N2CMLS5FihrISVAQoCr6D/cZ+rg0+G74xzwvlOQvmG98dYnphTmmzRLaiZuykGkLBw7EsebyxovAbBgMWyobdyBwzQ9N1OBHa6Xp2EHzx0D7WrCE7nxTj01WWaLqWh7iue6udfemFZJ5pkA054+b82VD+vd8GjNKamYdqtLDJNNkoc+YZ+n8i1JrHnTpG4xyzyjx56QHk5VW9fottG8T6yHaInc7lHS2Or+c8AzN5C/PlV3Hxm68CL7zccA2PwRWd7CVK2Oqk5N/7ueFRkZXY8v3az0PwbQsWDgVKK9BFATaddi8O4Ux907ynqL18/d4odY0xEDN4Ip5gzra3/hrvkrdgHem3lD/C4uj04nnGRbRchgLXKKLGM+98ii2yOu2UMgXGtjbmgl5lCrWnHgfUfDlT90P4IC0qO1/Z9MIcgaloJSkHegzp/gqQAHTa39UfdXqtdqdAK+D1uMoap97MjYBySQ0p8MXk2+M9Jm8DDhLnblujACcYKb5wvaKIe5lzhWw5X6fsAAXCCilp++ZAH2WzR3iidhI5Cuj+tysNc06nwlU+31pXcCVjXI6iV+5CXtUU1EbInLdMtrOrbq9eddg3TuE6AI6BXScn24SRlrh7D2y1hri82p6s9x1WG5K/SYOWGEMYU0K8TiKigGeu+L7uS+ncx9F8OaTDky8BJchqBd0sGWMM4HxrHPDwIsKmE3XJSbFdWAePIp1nVIFu911IQDb9SBSiQSpVM/8UcOY0qgA42zc09rxjymPkxOtCDP+JxZZzTsvP+EYbPsnUd60iqjxTmJTsd1lRQIZC5Tir54eHGtGXj/7GLBfb3m+R1F66nKjAJEGuqAzctLy27OPMyw8+KhpF1UHjSPluJLCCx8vBOIBEma2Z4voy72Cr4AdvjgfQ7L5RDVoqfbOn7MlMZoz5x3/f/rWdAq5dkhAKh5EIbBX8yQTSOldYvXqvTtvyxjMOMNltK7P96n/7LgA7dJzYdRSOz5PvQ+LlRrIsIR48oMXa5ihXCCyt7M5vXY8iIQwNQgc8fe8MWchcns2WV5vgZYhBK2lJcd8R786Q8xWuvjDagdWLSjYFYUA6TCuNh4CBOzDNa33qk2NhI4yrIKIeZcvozYXaMEp63/XvXBgaNx9J+2DGOxWPavhEPV/stUv3D0nZzNGXPDL+h4Yj5ew/XRZX24iqvizQClU6QqX9hH44bE/+sQjekOcjZdu6T317H7YdaNQM8ey7WIxyG1mRQ5Xd1/dgrlvtICksEye08bjHi+rxckjMYH0u84lh5Pm5V4rixxlZLmTLOM5MhOaUlBh0L8AYcv5ID8iOhlyhNkferAe9OhY3b4JNpnGvMzDuAB/b2GjiBPfUHc6DcsL97xR4+koK68S+mb9m8nEqwFJ9p9spJIRFff15KlsS4O2HRhHw8aHb6ej/ChktB1XJICsjKX1ms3gURTyfVJYI1zX0lLqE2i6hLaSU6YocZexE0mxR14XeM5476TpDMG/UDLFkOcrgzUuKNMNBv2+kt2WjGig/TRrKMeQ8YX4mgULpTDnb4sNAEgcvEh0jLVihbRSnSegd+5meu1FqUwoDnPWO8/xRUMEf0E5UuOpQeeomZcOcQ5aJCSxcxwodrpPjzzHjcJV8XoA9eQdsNqUpv314dvsgVVHQF4hQ+I/1lnQO6i4CXVhv7zXlAG6ondYbpcyb0PReVQW5qZkATFSVelZVWyYewCusZFmqP1VFU+4i/SOF3JbZeHfQBWdmHSmGwBBlJKT81e2qDy+yySSoWPcfNxazBUmJNmjfgocUI7tDIYPPdTCvHovetJkVdx5ipgod6HcZhCmod3+UMeE7KOGeo6F5IYVUB+4TyiObsqj6stnMoLH1y1/SnRUhxUqzqvSc59LuI5OlxXp/0I4fhQaZkEZQntnOhoQ2kULG5xklLeJ6R1mjGogAx3uqc8xev1zf+9aNHkpwU0eKvAihqtzGhxC1nEkwzH19lKnOJxwODlbJZ9MJqqdvqYWCED9GOUCq/t5TCBBlUmu2EwJdWBLfrz+RVr7tZ5LWVj12H+R63abjZHzrqSlLdWeBpRhJISE3SnHXh29D4S2yqpRQrJW7qKJvsmA4n2+Vl7ZyZ56QTPNut+poKpWhNFIFroeOsTWnRLU1YDRNaR/BHmhDqXdWXOULjXOKkkyhtRWO9rXzNv7dGHUhRcmncJqvbEqa57XlQa+6ZYkq5BXNg2nCeY/F1ohLOnBfG226HIwzRYVbK/peOUFoG618NkqoC0Q55Lu7o8X3H0qPYEj5ytj6vc+urTYsqypuYCbM39aFXYTvos4jcyyG5rdr7oY8zB5PdUMfG5irDTe8iy7TcaBVKcyRfowYW9GL0DzfedNbr7vOr7qsshJ+w6R5cfusJVO8/ZPHmbU3yIx/jhiHq+QXBdZPLsDmMzTUYzkUdJurm/xdv7xTJkfDHKOFVt+yUlEL2Rj7i/fb0PNQtquVUqAY2xpxWrHYlBCrVXfRrQ8QyU25ZYIJbfdutCffs3Dp8URtV2l48s2yUUKtfB4rsV2sGy+VS/AaB7NprCUBCkMPh3fjfeUMmEzC+fQyABwLNMnbJ0mKvPeCFx1GYI4D/V6E2cO1oJJCB800yg1RAbcUhxSudUFUxl3t76XcdCi+seTtek5nYPO5Yv5IusApUE6PJ5ecPsV7qdOjejopebjgpPOMEBBQnAGpaNrWUpL70HB20ghQn+r3Q2Vq/hswdKlUryH61M7cDzgXfP0b24EPjQtCW+udaVe6TXn7MIFRGcyODKdwHYWDVfJRFFjfKhRXNYVZIbIV2hECqYO3b7x8ikJUn+Z3Mj3YCj/Fe2l+N8Zk7Wv4lGXjcWi455sDhJXi5PdBVNsYSlN5tstSKyjS9HrF2rX5yb2TEo0H9S3aFAiHIhg7K0EBddwa46Xpk9i7KfB497MiUNe2d9HNBNPmN494NX0KQydjy0AZ63C97x3qbiCz6+7xVibsVrHZFHBdbNf5jlg/jxGcxOWfCq8SSvOYtvK228d5T0GEChaInwkKwSlTCA4Be3wk5JuFfjEwF5NYyVzy3mWEuua/DgnztJf3QrXYeYJI+fTvsiydhrcK46zCu2KBHQLS/SWnkJ2jxcEq+azgKBcMKLhb6bXh8MYcDKhKUUOFZYXtdN7bcd2C25I9y1IfoNVbraT4Zo2+17o7lLswzahNIzpA0GmBPxRD4mVBWHA15eNQxZReIM/v9oLZQ6lqvZMYD9337IFP0e+816NNc/fD2As352CcD6e/dLYfkV+dklYrnYDBHvwu7f3eim9j7Izcd4ljzVefbPzqoX4jUr16y+L6vY+c7TvGCUZK8OI9Y5eLfqfHkbunKTiF6wA4cApNmXNRqy+lSr4U41HCWFRjfZC7E3w0plIi+VIYH/oK/l5sFT2/y4HcnOu7gBSHZdgPxFHKKXt++G4v3QUOSdZpHFp5HnUQxsAxXvLkw1HGzY+MYw+1yYHDXRWFRLEJxOHFYHtODQaBnWMH8fy0BB3pkQ4Epx0opZdHBA/PeuE6+BqNW07MJxsbU+BwM+W7IehTByG7DA1jKif70mQPXOHKNvf3afhoyr+js1YeQwyUd3tVMH2MMpQzMznpU/ue4bDh6IuTAn9CXxyski+lxPShAEoCBSKVCWbXSF3cdD0bztvAoThKOhkwunCxmSII0Mw5SSE+Ken3YUVAwCuUW6GMhppEyh06ICYF7KvR9wJfLHjqPHe1vRHXavZZlrGewkaTI51cGMMYqGlsvQb2UKrG5p+O9DUVceJB6Vb6qe8HnyecSel1iDpzmEbMAx47t6OTsRmRDBIBzwf1ek4fj1SKZC/rUd/QvHChPE61vmu68dzT997D4q5vUpDYHweDhrQhw58jxuH2XFVhdne9ZWKJCd1O/HR7YEphDdSUzhvaycTDrw1Fo+PSi/ahQKL3PSQYzHyp9KN9vjXL0/lYbmn6UpgHNFUYgcKwnU9iP+aY3DmUud6xnu7DoawovIeRpZDqMrKede/H855HiCbPkU5ZdqBYU+Pzhy7KY7zrQuhg72bjpMPNkXYnL9GVl8HLuEIHancQ7+7lfA8qcyOWy3mWRLiVcikVa5L9uw8J52Foh1O760HvtpGie2fL0J334M63Zzfd/J16rocCCmsP4SD3MYY1ndh1FA5XyRcC05cv1SIRYjUhUyCGqSJbaZr/Nq3knmD6MGNMWTP5qQG6QuBDjgUrxcMAkPukoY7cxBVK+zIdWZbGxVS2x7fLeewqZ4dJJfCuv2A7FnyJhwKZi1qOsxYPfof5RApgU7bzywE7rQDdZTgdH385Ybcvlh6V5cUD5Uk7rBWBcufGGONYCgm5XCk6XOpuHeEwtPMb13wtCjXOexrIUSYtStl835h0kylp6R1rSp3GOAhsMhot5s5w2A5SdkSMvmzWTNc7DrrLKAJrYdJ9ED5QGO+oSQ1RqPuE33poaYP/P+FocLA9JysBvHR3y5ne4wBNb89ergXRss6Dk5cX28m2C48ilRJNynC5XUq2Mz/fZTgEg6YoWspoQ4vpDekY6Alp9VtASXIZFJ7xkTOUJ8wIZCiavjY3FXu7DlIqIyr0ff1eMsVny4AmUlD2ZTtJRaguyXS7Cc4HIE/dYt7DIcwfweeBXb71ZnuBT26ZZo9x24hn6uZmN02lp06m13pEGZxUplT09vg6ZJk9bky62dmMNqaccp3Im+/biexQVQ7c9eqzy+soVzYD37fz32cuxjjwPWXe0lQfltMiCTLjnyPGwSr5kALi/n3l6fWB5NEgWK0pafa6qZC3/3a+YmzhpngU+3i/ImXxImb8MLa9fTAHNM2l7b0JLMJO7/VI8PJc912wY7SRGdqVMba9dA1w0hu2LsaiJZr8vG8fJVGe5gKV5nNQHgTDoM+CS6GK7ZFe93fHYcFygyZUbgy0lHKrbTh3Xyp46KDI9Vhf+rjPBxhsHdgGVMLYJFFDe8rCPHSspJ0ij1NotPEZgndHKPFujl55O0KbbTh2gLvpHHYIDxP5/hwzDlb6SSFVPP6g2wOPbMtpV4ftDnxyduCidDwkD8PI46q3ghZaTEPt96gyOeQa90PCivaFkcrj36FKPLiaO3/G0u7TyGGYe3cICOvQoY2XGt72LQ6zvHtB7vXUF6q0CxybbnBCFAfNk5+E2CEm3zuPI6QExpjLh6R47xIjc7T3Zn4Ywt5xwuHhELjfT2PHjxBjzKOGfY/DRxn7dLI8Sv2aK9TmyJvkeJX8HVucvRUtxsEKPt6WYN9JOQbVVijdPu/pd6iUjj3Kno06TQoAxeEs6HV57PpJKcHM33qP62HzbxRq1mTK2rrPeucXOjhpxPPvisXLmSbxnA+Riav7GSVMIpD3WPNFx1qPmUdOpJQx1ObmOSbGITdrI4/Ad6ltVCXcrtrJ6kDHzNhIKbfvzJMPSWcFCeV4BHZzczHjnNh19o1acPk5h7eTZXQebFfscVEA02n42xBveZNtXfahsfg5kcJMMkAwpxzc6/AyB95ryjyQVYVargEf90vL1WbCipEO0JdG83G136BDcHEu9fx81loJdqSbqhR1wjKIC++Il7QF24uiSPQlLOhFYZrRSBdi3AO/Y30T45EHgnXSBybZbAZ+48K9trjOT1AuCzTvJths2u8zRlrHgoea7bsPnK94ZPYQ51LutbL3gWTd926ZFA3bTB3rKWcaHwGl/3HF4Sr5vbxyA9/hhf8wke/b2CLJGdhsWifhOcmuD92GMMZilbrAEyg96QooQanSBpyLgi90UDHJYxLZ0YgJQuPQX2M4OOuWGNLjSKMZm8TLcpzUcFJs2XOkxyAag7vfsSgnnTUIeaT7GvG++ocwxg4imWKwh7gOMWf1KUNmJXeQ0RY4BCwrAWw2bhYuChlBlIAh86HrBOrD4K6wPmg9m4LduOjQD3vhYrALfbfedBxOHTpeX1rkseYOwd3ZbdBJjGwxQg/6eAnWj3ruI/R9Xa8wa54Il5lK5bpPSJnvzxHjwHspAMa3E8sjJDuTJeIFDwopOw0iWFEA+nZAr6Fg8CYHQwD0+5kVjZ6T1cl0kEPY2Qp87LIsGyTPvMeDS6VPZZZhFt3JMMZeKtc2WUmx5oFjPEkh25e/hA5I5jIsqQrTEGHal6c6tpjpdzq/Efp7KLOLj7Y15ZvamPfzvvdgKGulLw5vwa/XBlmW3b7rQ4earVwDFTSNwNhrmLMmE8jzhZM9qzeMfOV63X7GePegc4h+2PU7xanm2wkIyfGxQnud87OnIU2hbw1cqul1FHbGP20sdC8P7ZfOPnG6DEvh8HsKyDtJQxMtxNQQQIy3vLkC3Jd3z3zJ7UJVXHuAxFk89MAgxZq2tzpdz+w0nemY3rwdnfvYZT5SWOE6BOPYlRTlkqUQqP2Z8l3I+Olbjk5aI3Pau/LSnlJOUFxCFK6Osme/wItCBWpihMv6tMLT7FilIkWupnhQh46dGOc50DCRsckE4nwOVhTh9aknXG1LcpJ1PiLM85AxkOCUScqfghS65IG7uMnpD2UA6xsiesLB4TiU/BgyWZWsjzIQ2+Ll3E0BSck39WKpbYLh57kQ8CwMTjf1VsddexacF26NEOZChalE5IqzPvJtyiCGGL7EPtz5VfCHSH9HVa56lN3LBW/u8vbMY3DfJRgK+e4wMAwsziGnPI9x4UIKkYRPnucMl4nlnwN9HAxUxNa8lsHSsz4pYy1Sn53Ltj6QGf8cMY6XXWcMRJTxowXjgBzrQhoOYA+XiZxwwgknxHBAhqraYdhRZvtQwg7RyBwRjLPRltWDwpH264ldR+ER1Wp7gkrVaIJyECiy0EjfWYFcK8JoNHUjsFc8wkjyfqQK1kNiXTp2jMgUNSp6MrK00HfcpSLDOPQzqg3vn/6Uyf7zJe0zPCOMITOssRJg1fALyZLaoe/4OxYlsi/JBBVjy5U+RAMnHD0eDSWfQMnV/t090GVoElAEkSu/qurSjdnQ9GU6xm/XQq+ncPHSmQ3FPpWoMS9QY9yt6DvPMSTEezafMHqoUwiEOudYLLIpEBSEzoVk284nXMjXJz3KgcRgGfxtZ/cBmY3Fla+LjeKYjMoQnWrnXS37etzhMWa8s6j7oSzBl2X9//zy1Flmn5Ns30axj1wgmxONMl4y5BUjSUhlAKSQDpjvtv57BPP6xK4D4NDDdUKsG7nZVoCtsp0CKdFcfON6XFVg6004iTq+kRWF2v6LLTYpXrkMgzTkMZOiZ2w6FdQxkLJA2+n7Dgvb6dVMJZ28zeeBfNSlaAAlvElt7bfDrJp+8JaZgxWo+8WRaLYYV5P5iLjAjekhJjHdRA6IUw+HJ4zt4N0dqdAMOY1yaaVBUawpRkhR1JzYPedTKnz1IX3rVnrCFITE0EWbetQpf6xxRRzjTlpP2oeBvlW/y0qVW67WYFdLCF+5h8JFzVsF5saYSnZKnjm/s/tjTOdcxAvvZRIMJblr2u4d4xSuo3B8nnwKU0pfSr6QEO2LqlJ0Y4StTFZwNy3lmBhiBITovjQ6B+wS6sZyeaYdSl7o3WCZOI1FwpUf51uKu+j3Dq9/9J4HBjad5GmvSNmyeab2CcphNhctqScNN4UdYW71YRLyIaQEEgwbVhTx8e0ymCIGLgl9lSRXmGMfWkpXP0sZbg/jGzK7jLCMjJZBkWcXTq7XkA+v1PqT8SI+9zuq7Tr8/VQDbowDuJTxKOWw9s6pK1DaWQRucKbqLr2cmOimfQrVPRocl5Jv8u7mnGB1usHwkyDdlP87WVWQEU9+s8AUhbqOnEKVNxR92pBKRRkV6vS4ccaJjAB9x0OikG8ZYSl56vAbyuFuxsL81p7fGWNqDPFxQ756MyvsyutFhdGOaRdzGTsqrd97LHpD6CZzh/aZ46f1+4iMUKF8KDs0dlpjbK9T7xIoisg6MXB8ULyztaItVyvIy0uQbrL1JhZyTDme2cbLLpASWqXRZzwPnWfZx2RkZ5JSjmjo35G7sGXGP0eMw1byGacrjDkWOxIFYnrYgSwjSr5GCrtPCuXWUAyx2FN4pH3fOukq9zjzKAqhj06VCKYVfWfSnvw5B2MsTAW7zYBcFkcB0t73eczGVvojaep2zLJ7tsv2HPJtrE0Knm/8HIIhFwOljEQDkNRuLuRwtlhpybKEuL4evjt97IqeiaHjMYUyegxe/iHIne8RjIvTZVgKh63ku3AEN611QJwQZAVtTOwi/6SQnQPrb4oX39OGjOp5ZfG7FbzgxN2CXWDfYzkHxr7EZh9oHCOeuu1p/BwF93YIhzLvNHLtahzaPB5YnqMbZ2O1/7HIqxMG4cCkkoExBuChCSsL8jGZdFEh29qiDjAGjG0AeC68Ul52WpxuL0gRp3P1jWUh1beMh8tIxa7nzGjhaTsQdb7wnZQ67aK96/HJpgHehT0Y1024JC/ULeED2iJVkWOTiZovB75GZAMvmvqy6cwtK7RT4jFZlw4Wp/bvByHz/TliHK6SD8DJymEpfc7DTrknxa4mmRD7U/Rji1vvrejudjGbzdSi6sqDF9ur2M07CBzxuyRjof6OTabh9xLAZjPw2bSfEm161wL5SukQLqHwJaAZP7ISYEUBfnHuD2eLjTOt8Pji/ymHDFPOZgw5oOp7XZeRF06FVo8tZ9xyRoWPTabh9OyDl6HQtdZ3nnhrogHK79xWCp4JbSTuA3Vd+GwKfn7e9J9XCQ3AayR0WGEkwBj4U0+iuHEBNplu20TLj4RFvjcFaSuR8Q0NvpiDz6ZgsxmK1zyt6j6fg00m27bbRUhon1ClgWtkr4PIFJIJ/Z75twkeObOh34mNdd8OTejM3Bh6xaEbH6eYfACHruTbcA0qvZCTDkd53mmULtfV2/pA18CFjyIQXeU49IkEJAl7xplaTM7O2g9qFgu+mG8NAEOwNkp6vfAyzrbeN19e+iAcY36vpatfQ8p3VQF1+cOsG26+fZOBovW9rfCKLlsF4/UOgieGXFYC2GwUbetsCn7rJthMKUhsNvPXy2EIsOkkzLSSQ5lpCr714HoReuYLg6p3M7Qy00nDZqswFHE+m8YNmdiBvlqBZLOpMgpDaehx6mpzXW7fIXdd//qPNy/702eeBL9x0WoX7WQwDegsB61Dz81Ds4CaW7dvNfObLeY1a5TPSOqe+VDjnXbXBCsKyNc9DfbEbfCzBfjZolZ0ayYtyo6MLnsRUIz7kBT0kf+UOt+8AXZ2Bn62QPkRT4HdvgV+40I5YGazZhwG50CIkYoCqqJqPqYyGPnyC63xlHI0xk9AofagcV75vmW8Mb6c37scYxoUA6IPcp55PGEvOGwlP0QHVyNlW3dQLF7MIg6VgRhaIquK7DVq6uIVRpFDQrtiOnG0Fzs/A1ssuu8yDna2AKbTbfn14jmb1l6mWgAWBTD1KGK6PsXWg9sISGpMfKA+7Hyh6kClw6y/AwBoxZ2xltBuPIB1+dRYsNgqaqWDMTfjkKwqyLIERAU2m0HeugCfKwWJz+eBRZl3xqj26PnqmNSegHtxsxWzwPxkAeYS3zNWcGWszGZg81nA0FMc1MpwVOOLLaz2is0zb8G5UlK10unJXx/+ZQXfOi6aJMIMU7r+bFLPh6lHybfqsHrtBdjFuTJodH9qL36r7pYsCcV6uwyuREWVXZxD3L7RzG+22CrdZMznXSXVV+6iwPVHXEA8cRM4q+f2RBm5KIrG80vy0sdkkv1v+7WUUMY+zzVuXqh6Xlzg8rlziCdu1Ir/Amw2bWRnSMYFy5qyplAoRPW46qPkh6IBpHD2lzdCILabaqdvpqnpjX1yjCuHgFr/bFnJgko+48xvAPVmnjPHbPrljPsGA/IcvN13RQbisJV8ICrYQ4v/9qXIQbMmq7gi0hck7mmbZziDQkqCKXj6KP+JB2nl2VwpUfajgqsF3eHJYNOJWnhqTxkriqASqtIrtuMj5En1KJu+RUzOZ5Bnc7cwjsC8+MxUxhqlQpfFRUfHmVMJbCBqJR8Am89Q3T5Tys5spv4OsfVY4U+6vX15BeO5KXCFWwXmSNCg8t1doPt/NgXzKV8aNbd6U6/pbHtvRZ1HEIHwMTabqTIElaL6++m0u5jHZFzjda3nBtGTf/2aKeTFmSqfbhsplTffsVtEkWEknn3rGzsfeTZHeUfJATadNEZS0NCxnrHFPOxVN98tCjx83QSbJxbKybCo57ZWnPRcJNzZoXYfiOFW3kTCY139HR5LMcgbZ5Bnc8izOR6+vkB5+2w7FsywnYgTJQssymQn6rYPerMJcKbvUmADijhAmAudD5UC35IprnLM52r+2vkzHjbeXdS3FJDCJPdwf88J2XD8vVZvgZG89BT+8BwD2Rc+EMH24NlA5T73ZIzsXiTvkMxngEtJLAr1uys0w/CsNe/aCq9tzLVi8iOLg+21CAg/OZsC85lb8Yx57IzwjNb3nAcVRQDb+nOC8jKZoDyfbndAQoqfS4hPJiof7vHgUIzrGGwlMjRneKBtOHPPba7GB5tMlJEXWZhZsVUi2GzaYksheS1duwmcKQU/5ok2PfkWSwuLLOAN3ap+zzfWrfyXdzjkmZqLKixlG4/f9AUz2pYaEjlwXMj5DOWNqaqHlgkpu2ZALUc4TZYWBVZPMmxuTCBnU0g9Z2w5HltnGNvKKfsRt+RLHwx1+hiozpUMw3yG5dMSmxsTiPNZM1a1rAkps1mZ4CKOuGaNH8pgZMt2j0HrHTdaVobGgW/tiMluzsCmaty7xpnX0cESqJNTYM5lyhm4Q4Peucvx54jxCCj5A2LxdwnShU77uUUu6FmIfpwYs8cZ5IRDThyLB1e/K0XH4eU1Fp3txU8hxclQmFLObsT6asIhJ3y4QkMJB+mUrf4mVsaCQ8w4MKmNocji4vIcBRcO4u5YEkJljMXqOp435a/HSXARlJaBbRs3vRUz3hgbUWhF37VVHzGA9N8qlIuo6J0BcrplWXGm2SkfwYM8UBmQ0wLVnDX9JydFslEpCx5vtxqMMZRnQLlgar5Mii0VrWnoUeYooe4kZcmTVy5FS055LYc5ygsJMWcQ03qcNvX3KLNjrqeR+jn7YA9hJGSFmhim1aDgzvkb9aRbY/UE7I0n/+d+7ufw+Z//+Xj9618Pxhh+7Md+bJT6UXEcoyKrx+A4qkzF0VnXFMQUOr1lGlnE9fPo+YVEyJ47NTsFY5CpRTTHUsxblVyekebdWP2Q876B1DLuaE5Lhs4YORga311PLzO/Q5/bEVDWBFOGqXGQWaaNNd+Peb0b2ibHXPfHCJeXl/i9v/f34vu+7/v2XRQAwMDA2h0htPDoG/6OnMsUQL5toTq+GEC9PdnzunGTVYJx9y5DKkWXkEAl3TR9QjRb3i4wxtRhsbIEZlPIWzfAplPw9RpiuWzqyjhTTXD7FiAEWFWp8JrZDKiq4URJVQUIJO+6BBUoHVoQ6So2myrmnfU6/GIlUKwFUIlWGIYzzaKAtDOO8QO7KOUYCxyW7+bPCg5ZWt9k3MmSUiojsKoASRR1BmUrm01VO9fnHNyZxK6Gr+88EMZcCsoz0W13HSdPBfHdyRJgVb17aH4jJMAy7ygmlJ9VFfha1VlKCSYcbRJNQzTfx4smwVdAsZFqvgDGfROs9V4kIVI5vWuVqWQPWAsoayHfCKAUYFJics1QrCs1FnRbi9qFuat1NWX96PstkEW+KMpdYp7me5Rw4Uo405YUvvYjN06zQ9Z/cqSTgM/7vM/D533e52XIOA+OQ8n3QcruYdUQIpPEyZfdB5rWDtj+HZ2ghjLeKBoBBb0J7fGdqDcZC8KKBdlA8pQn1cBimxJs41Ccqkp5oM8XteLZZKD+5gzyydtgUoLNZli/7hb4qsJks4F8VQlB/Q2/uED5uifA1xV4VUHcPAM/P4e8vlZJmoqb3ef1mPLVi22qmuIyEF7lam9zrErR+j+rwwuCLSkE2GKhyn4VehHAZoPiulQKqmbd8ZW1KMCANmWnrO9sEI5FRwrA1X+MA3AvUs1zadBW1uFXsqqihogXtTHrVMCEUO1ZlmCbIqqkSTP+knOwGxdg6w3kahUug5RQVl93LkohgU0JudmEZYvm7K9Ecjs0/VZVSrENGSUGZvck+LIeI8JQbiNlzAopO157tioxvdyWi5UVpKiC7deZq5tyq7DGUFWYvyoxeViBrTdqHtZtyWzjJ1SVqlIOCBeo5xkAWj3Nw6rTGeRmvf2WkBdfbsBW6pv5KwyTy6oeC1UzjlhVdWh8W2WpRG0Mz+JzhIpAG0sHrTAJWu4w5pbprnXfVw5JmCe+YkwmEfkugbKELMtuOdC65vMAAQAASURBVK31opt4TwWf6piRjrZjLI8SPRKYPX8HpAMA9+/fb/0+n88xn3cJRA4Nhx+7ElG65aakK+e7jHe3D/eE8ja9RcS6tLwJ9laroayQw3lCXnrfoZs+E0gKtbisup5ovWiIG/NWDLMUsomtXr/mBnDrBuTNczx44xwPfsc55JO368tztgdI+Z3buHzuHNcfcQH5xC3F1mHwQHfqYdRlu5A6LkgCwJZrsOUK2GyS2sBcoFoLlhE3HjKYpJQNA0YsJlRuNijuryA3G8hNCQQWYTZzMLpoA9qxsEhRK5JWu2lufRKkVO8bB1Klx4vVlMdV9qLwLriyNnCw3kCuN3GHgJCqTwHISQFx86Km3pz5vzF3spxzSCgFaL0JG8PaaHe1eUxZbW5mrL8nKvlnL5VgV0slQ7UHuy6HNOvjmw+uOvRi+LAuOLxaYnJvBbneqD5crd1GZSjJ9TpshJvvVhUuXhCY3VsDyxWwWjdjp2P4RvrBZ2C1Dk2GKBaBZLnKL87a5yoIdeYPlmDXK7CrJS4+JDC9uwS7quWFVvT1/PFAVpWStefnHbKE/ncrBMruUnRTz4TZzi9g62SgfF4pY7OXsaHPoXkdQwJytQbWDoeAjBg4p5j80fHGN74Rt2/fbv58+7d/+76LRMJhe/JdVqblTW6EKmVbNmZ9O25nJRsGrvxt5T0AHWIS9M67ysX49mSIz+tPCdkZYvGmGk/LFeRy2U2m3ACcoboxw9S1KPICy6enmDw8h+QMD97IwUvg4oMXmN17qEIrKqVoyDs38eCNBaYPOGavnmN9a4rpzXPg+lophtfXcQ9Ga6u19jqLSpVfCLLHtIGtMOjvGafdsFpVEBcLcCmjAl0uV+D3HkJoRamq/DsT06lyyJiGgDZCfAq0Q+nSPOKuRVPz0LeGymQCTAVYWRpj31XAwLmLgtfeb/fOiWQcWK+7OxWuOpnPJwWq2wtMX52DTa/b9eUGraJVx47MkhJytVZjM+ahdSn5BMVNVlW9I6KUUFffuNJYfPgK8upaeQ717lWtuDHztJm+yC0lTGEA5PU1+KsM1Xqt+nCt2s85fnV72+1zvVTyxAW7j6oK5x+8RvHyA8jlSsmPWsE3R55uG5/3U1YV2MaTJze+c7VhLV9EzJhxhb2dnYFdK2MNoiIpvOzBZS0vK9z47SX43YdAWSmDlPHt3A/uPlVg0xnYxTnYw0tI1/oZLUi7LcOGsNwao33AuJua2GOc+8qg/u6h5EeIIqSQ2x0R306wY+wxnsCsE/Lcu56Z4dCd8EyOQ/bkQ9R/cqQD4H3vex9u3brV/HwMXnzg4JV8gnJahbdxt2kNiFeLxdEGv63rEPTktyd+oyyEYHpQ61sZnVkwjmCgN2VBaE72+0KHErzZQkIul2oxdaXDGDbnE0xZd1FkBcf1kxyLl2YAA65fK8AqYH1nipm+7Kjeai5vLXD1rMRswbC5NcPqFsfZxRzFdApZiEgoVLc+rOaolxulQHe8fJS6t5R82ShzTdrcc+5BfyIk5PkUfG0pAo7xKVcryHv3lXK0KcOyeDJxG7e+7XEpIDfd39lkslWECIsgm0yASjRl6+Ud43zrubbboKrACkCsK7VlSTDym2iiCcfm5hTTmaIhNRVnVhR+hcYRsqSV1FYYX+sbtnUw2OOKcbWDE9sFgA57ohufxYdfhnh4qerWMmwF0k9tGyCH/7mVXnl1Xe++qN0+uVzF62SlIVarsFwy5owsS0ze/zLk5VWjZKk2sdq9CcvyQFSQJdte0Gjm35xrco/xFj1wDHY6C3XxVzNGCfJYPLysb8cWmL3vZch799XFX+uNKod2CriMCtNY50zde1JwyMoo10gHb6VtACecOes4GZq12WGwjRCaJmN3i0gBsVx5d0GCBo6XIc8eh1Z7udrPNS9NeTdEH9ohcofr3Lp1q6XkHwsOW8knIEkxIMYrdpByeHXoBNALCbWcenL3PFsbhYPOr1FWYvV0egYE5KaEWPu9bNWCK9pHW2FiDOUFQ7UolA7yxBqiYticTyHn9QUinIMJAbEoUD5RgmGC8pyjPGOo5gWKogCrOdel8JTRWa4tDaL2gHmVPKLx0CwkjEj3J4WqwzTg9a/rI8sS4upK5aG9V677BwBgUnRjifUCHwrjssEZID3j1rVDxdi2n4MepsBciNBi6l0FWRKV1qatOMozvqVvNME9yoVHvjQKPuAfHy2PmWHAk6h3jb4yjMcYxKt3mxuS7fRMJccbvhbCADkolisAWyXdGaMcQfBgehP7vq23eOnldniPbpPUw/VVZdD1Gm1gyhwX9EV3sd0s+wwDY+rejvq+GPLG8/V1MzeqD78AuSnBzxaQm1LteplyIwDGWH2PQQHAI9P9H3fnQ+wsWd+QW4ecSGmvLCgUxa3w7UgBylD0GNhBB4qPGMNMP7pe1+ttDEPIPE7YOY5eyfd6x/qm5Ux/pLQzgcUObAY/jggHDc7AJMsztyO7Lz49EZxDTAFZr6GTWQkhOMSkvnnWUIhEwcDmAmIiIYr6m6I+uzB0vAzdNm7SSU9DckAyRhqSsixpdfW0SbI3qw7zIC+elEu9KGkQQKqL6X1nTI2ZTOOlA9+iG4jXJWcXUiIMiFyHJXPDVi61wZkyVhLlrdDhg3Y7pcrtljFH77NBFxn1iH83d0aaEBEtlwXtLEPzfT0HeyvNKQZhj3WU8Uzr1lCQzw0cvpccqB0QuzSSUiHrPznSScDDhw/xG7/xG83/3/Oe9+BXf/VX8eSTT+K5557LUKA0HL+S/whgKNf9qNzWOm0RCRnImJ+LvU9T6bESjWCpNgWkYOBVXU6jfEwCcs3BSgYmJFgFRd1Z52Hml4wQ+8lQ11CkPOpyjsz94AqZ2NVCQ20vX5sLI148I5isx8whLLg56pbTGXLCYSFlfIwQasGkYjU7VBrrgymXELuTqzvAwbSrD77zL33SScAv//Iv4y1veUvz/7e97W0AgLe+9a14+9vfPrw8iXg8lHy9ja1jX/t8T3434VBLjjyFjFyxfcCmtqtNNiUm12LLV61RVZAAZg8kJsv6kOCrMzDB1Pvl1gslpUSxrDC5O8PsPsPkSmA6ZyhWNfNIn4lvxCS2mEcyQZa0GP9iWYGty36Lha/MZdU9vJrozQPQxJOThb8OeYod2JMBRd4MLcmowLBNhcl1Td9IZGkhwXWoOzdylDUUNjJm2X0hGrl2VGN5p7zrawcHzWWMFlU5Maje7K5shIgw/1CS1XMp0r+tUC4pFR1yL3kU6dOc4yw17n6MdbOs+tEEU+BbO/rsRLnmwSNknIyNz/zMzzwoY+74lPwhk2/X3qzYQS2AHk7h8z5LAQg/9WKUkpMcxGkpJ5RB7HknNAHYeoPpA4PuUL9blkAlsHhFYPJgDTCGsw8twCtgdm8NtlxDGFSAxeUa5x86x/ShxOz+BmAAv1zVfOXpuxJSyC27QW4PhhRk46O4XINdryByCXVAtYnNo2+3PyWdEBWdo83lZqM45CkXCHnCo2Qk9KszV4hg1ytM7ytKxU5MeOp9GtELsCL1p9BAJoYjkWA7RijysznLkW+OhFl1euYzZB0JheL4HEkx4zfGAa/b3hVbvlzncTzo8qXee7JaK3lkjBPqWblOKI1vzfBdgpWwnO/b88yWa7+8osytQMhac6fJEFAdEIfsODSgdr3zpHPMOGwlPxdrztAFxzj4md2iZSouucO8YuYVu2TId0BSP4uB4LlhvOcuSGpeV0tM7l532DQ068P5h1fg964AxnDrvRdgApi+dNUwcMhK3XjL71/h5m/fxORaYPLqFfh6DvbgSnFv99ltERVQGbzKofpRx4lx2FKz4MTA7yvawzbNYhpTUAfXS9gMLkHOeh9qZiPyWNyU4Uu6mu+kf4ybhkVOA/56icmr9Y239kVWQ41mJzWwh5YxxbubYoBH07O96cTxLAd6lH0Hms2/xwIljp5wLsBV/2acB85iyJih71EE5XKZxPXuT18f3o6QK+h6AMo4uVrWxh3RoM65jlIU0wznXMjwtplUa1QfudpKp1tmKaSfutXI3/l9nx27Ywn921O4zqHhsJV8F461wT2KmDce36inoshkThq5OPd/nvbKypFtsspYbSKXS/C7D9qeIUApW0WB6QdfhXx4BVZw3HrPBVgpwF++qw7OVZViJ0AB+eASN3/zgbq6/ZV7KK7mkPfubw8b9jn02ni6aFzUCQkr44Pg/ZIPLiGvrvrRTfrSXJu3ZbIkT1wDxpLDWrYXFsUVXp8Sk8aulbArcX0NJiXE9bKtfDHPrZk6fSdFpnnTb48FMuYZ99JyZlrgQuV18ZzviIUnd7rZDmg6PK7N+NXeeHt8CwlGpUizv71eZtldbJioAvJZ599cnidFWx6Fdlicxm2E4ll/F0ojBq+CO2B3zYeAQ26w3A7MxWH3B/TcFTsSj/7jjuNS8mMT3KQZ8+HQjATGVUx9GZgwnAEiRE2Itjcz1kYHPJnlcgWhb+7UYLWBIyTE8y82l/9M3qs8ZOLhpboIqOFLF5APHoD9T/X/6uoKbDaDuLwaVh9TuU/x2NtwhF/J0nN7rq1EPXig6Edj+Tpjm93fiPWm3qkxFhECfZ4NGQvx6SjuCTdH2t76nF5rV3bLlRqLztsnQ7tqA71cnT6jhtMltIO5qOfYCTXHmqttEuaJk6HFld4eETQG9IVLdhHNXVm7goywQxiAzMWS5FOGXajXreY2bdc3vn7vQ8Ho9cZnWOtS5HhExwiNDblaxeUqM+Rwypzuu4P4CIMJOEk8+qRzzDhsJX/sAenbNt9F3glgjPlpJYF2WbUA3dWEzmw0KGXXo/yJCuJKKeqSF7Un2PCQma+uN8ByufVMm1zlutxD6pAbRMVIrDfthWKIwqPzCHAzJ6EPp7hTOejJw5xx7MuyTL/R2FusALVgs6j3CLk6hHE7FPvi3PYpnxGv8lAmtCYfV0hSz75s+NMBgpOHPkcYZ0ou+BTamro5OE9yjFEqHem+5kMntNY9hrztlENe5Q6RA45fvpzCdQAA41xLdyw41s47hni4AaAKrPBBzx4HhQ8RdgzwaYt0J9j3Ib2jxU4cCxmWrUdJhuZu89we5BwY6QbdZKSWI/c4O9Z17IS94UBmTkbkttx2tRgEhIc6Ob8tE79xA2w6295gapQxi6fp0PA4C7ZBLCAxtobHuF2B4bsg3md8G7M8Jg6h/5h1oVmf8wat/1LDJvovXXwxV+ecImU5CuxxDMgc6yTpRmcBVhRqToX6fcy2aHb4Pcw4xwqZeIbmmCAz/jliHJeSX0+mloLreN4bubenGNsKJZORwIAzLMV+zwpr4M88BX77JtjUIfRii19q7GHouyHtVYeJuJ9RqbwGnL1wPafUZd9GpCvOniqkqfHXfRfsXGFbY1wo5gsL6gPG3UqiflwUYDOPjPKVLzeoeQwsC+Osv2NhQN6h9o9+e3EBNp/7+4eUSOSMlA8783z7CB0SDsaPxSNvfEu66VdKsMUc/MZFWr9nXcuN/g6uO0OpWXuUOcSuNxZyhcKMCCZltj/HjONS8msw7YnpGz/fR4lJ+Ua/S1Ei6skZWiilxaG8ed0d4M4t8Pm8/R1jYAXPt/twbFvaoXYP1cVnwMQwZPL3aVvKgdbWWYP+Smz8HYIRSPl+j9vwjLNeRhbjDDDlj51uwcHOFsoIH4q+RvmuUBTqTypSlVBebJ083JBzzNOHoXF1+8a2f4xvG6V27EU9heWlZ5pDjCBfmu1HskWb6d4ZcTgkTCSMWXZ+BnbzZqfPktIyzy1E322/09Svib1nzvcPPszPPosGHL6MOWEQjlTJX7i92GODPBlUuVhRbJXwmILGDOXcrpdox55fvW4OcecCmE1rZUMveByYTqm1IdcjT1o9FKqk9Hm/8vZdMPqm3Twz+ix3u/jS87XPmAesXP1uLC7JXuCsY5L3a3/tyfd9O52CnZ0pbz4x7aMIs3PUhTGWHppENbhDYYhN+6ePB3HzXPWPHf6R4xKv0E5Y64DmACOZMqYCRigp7Wion+U9bnasE3ZDGQc4rf/Y2QLy1kU8ZCeaUL95xgpinh3mpJ5rUqwdzXqk7trV32YxBA8Zerchx58jxnEq+fMZYCrQ3hczLpwJk1VPHuVtMuNVA2nwrcIXq9f1UxybW3Ow6bS13ck4U//PfTjI5xlPzocqKBMnVooXp0+ZqAtfAuJjd6AXnnF/Hh2lm1v/HdCedvp96rEjoUpauF19rj35gXTlYtae/znGTmgc5nZ4UMtbFGRFrZ1+glJovl//WztQGE+XQ9WNGeR82lVyCGUJempbitdIFy1RX9VGUGo65LAU61novpdgfrT+k/MZqosZ4NsdI6TRyDWSzLfeiY3x1PHsTMIqX5/zLRRnmrFG+NM6bsUWgIqlFxn+HHlTHKWSj0nRVaDHhGuLKwQ9WRMWP0ZQ7jXWNxmqMw5MJgDnbeFgL1whr1KsTKHy9AnpiOXbYxu1XaQD84YGFeF6tyfYxnuqT8q8ihgMzt+G7rr0ilt1f9NHSQSUIu/tu6JQygjFEXHs4LxtLLnashOmQWxv8z27HRunSHrfVWdW/+yLXGGM3c2cRqWZngOmwUOKre8kzchrpJxOIM4mbifYLvrP7qtcukff3RbyHBqym3Oc6uEJbRw2T74PfTxHfVFz9Aa5rncMMQXEhHm9J9lubsyJAxUYh9SvOXCQfR/CLsaFb/t7TDkydnjaCUGE5rUoauXyEA2wXKFztfPH2QYU3vmc9xfkSIsDIuDYI8vxvvJmlzpHH6QSJjC//vCoINeh2WM/eHucSv6RN/pQ8BLgpfReZX6Qh38cV707QV0QHiXNPCMOtu/7PAshRRnyvSdGHEOPuYzaKxgLzgNe1eGAuzpoq7FLmRUa2znOHlDBWJ56C4CJBCax3LDbM1c5hrCZmdDe/Zztc+xrrESmQ+3Dk9gnDtw89UAIyCoTbRTxAEsS84J+l6pECNnmHA6BMUyugWIpgLKErCqjbELRbaaAdFAqp+CQ/gWYctioEyu5jT0NLexJYRMxVghyOgRvWd9vCXl32sNDTdppm0MV7poutM8ZCce75DnnKkrlaF+NqgI2JVDtqB2HLmTUdnTlU1VKFvdNM3gI10jXbGspamaXfmtAsdL9U/UyiqPfUPpD0yUmnT0KhCdpZdGY49FyUtqe2L595pJi6KH1Iasq8FXlrBcrClpdh+wajrUG9EXogC/lLMWB7qyfkB/H2dOVocwG2Qwysa34Jk2EBq5Z/CILnqwqtWjVgj8msGb3JSYP1pDL1XaxgxKasiy3npohi3cOekjq4Uzz58QtRD6bqm/MBT9VsFL6PLRI+JgygsKWWMYh8ed9qPpsL2iUZcORZoSxxOzjzj0RsfMvLfYVqz9Cbeq6sClFwTMNCyGBzcabn9yUYNerRkZJEVDmUpW8XYGYl6wqt2MhZsDqtutx+E8aTpE+SnrxcA223tQ3ZpsMMUYfU40PQnnJz3OBsbDynLqeUeBzLoW43xN2FNhqg+JypYwz834Vk92pb/ljY50xNVb6HEr2sSmF4BqTdvoOmUo+X1SHH/ufa4MxYR04RJzYdQAcg5LvurCk9mA3GESp1ZMay/VtPRF02TqLSOjyH/KFRhyLVyoU964hr6/b7SAF5KYMK0LR3xMP6vYWXj3K5WCMYYt51ysWUzx7YBDdWMCgcSqAQwRsa7ylCydWFLR+IpfH0xehC8+0khXJu7sD4TLMWPddvfPTx5Orvy3reeYwHmRZQl5duy+6C6Y9YCHV7ZlywVPMGHcpvVYby02pZI7+hDvaO1QEqlHf8upXajdXSPeFeqHDp7wAf7CEvFpu+7DzXQJTS/AlnxPIoo4lHugktxXj7t0Vx3tDQDbWfZCSttvNGLBag9+/glyv248mU0Ub7QoHdZSh13hDbbj7DmkTQpJYH0rTXLs8QDfvPsxLWvk/FoU/B7OO/nPEOHgl3zU5ZNneah3Ctd09qV8/44FJWQ9077c+T6oPUnaU9VZerSwY5q+uwe49gFgu2xz6UkKWm255XOX3IUXw++pHYI7pwzri9FTM57s5QBSkpCTSqwHNuJJCur8zlVtXaBIVKUaCRU/oVbxb6fvHNl0ZcS2Y27pH2Z2SWIB4V+GvFUQSW4c5pqVQMsgDuSkhr6+3MqrxWkcMZca3fdxZlGlhhUFlwrPQR8e1q63Ztg2dDpdY3/jCBqjsWz4vfJO+e3wyzsDuPwRWq5Zxop81f/vmpln2WBmNMRdUshLGsbNs5vipDQjlYEp0dtgx3UPOvdR1j8kCqZ0zgX5nRQG5XEI+vOzMO1bwxpM/mA3OBT0fRRVPIzTvQpSmNijy1wZngOv2aR/bVcpaFlqTTjh4HHyPNfRsLQEv0r1kdhqxV2NbXxQlgxIXabzr/Lcjj8nda4gHD+PpmCBa4GRFNlXJo9LoxRRE25Nv3RVA/U59nGAcZDIkWuPKWaaIctt6l9DOqbDbl8otneLhIdTP6+l0pePLO3W3iFoe5wtGv4oKYrlMjlNmrkU6VAanp9rnIU4bv0lGuMubTgVFKXEg1LatMetQrsXlFcRq1S13RJFJ2s2zvfVEZKFcZZzUJ51d0YzOkqDcMPtEeIy9dmKQ641S8u11vyiAwtNvzry7v5HnnNf4I+z8EAyewMfRPBhj/nXQtaNxLN74AdDsOjn+HDMOXsl3UlfpWD5XXGfGwRtSePfKf71aQ1wvo68xUwkaglyDPHWHw4RPyBXcT2/m86L1Rc8zHiljJffuRyoGCf/c3h7CwkZOI1fbMU433JNi/jnNcRBLhtp/1HFZv0fyEJrIPFabnS9fCEZCu8ll14sPYLeUgkZeZN73jEbrwYCyFnAGVBXEetNdizhvdjCy9N9Yyi8fPrej6XvXQXreTuNs3/pOX5xi8gEcg5Lvwj5pAg/AAma7Yu0YE8coNE44YSzsktGI4vHMnmfm+X6IVLGPMva97hFZeMbGmMruQdIfn3D0OA6e/EjMHmnyp8QXNskauwVSqkNbF+fAZkM72JQKM3Y3VFaXwIud9t+3kE5BqP62INQ0bC7ktMDH4Gh2CHUp/Nv8XUrM/IvCEFrJbSK7WYybstqxxC4EFtCkxTW1bi4GkdD47tt2PfqtRb1LfdcFXmzDQ0bq+ybO3AeXPAyJvNhByQyX5LVZqjh893/QQzqJ7GH7VoZZ+J6CrNBroWa96oGUnTnvuyEZxPhujBTvOkjP95EyNHJ54U+e/JHhGLhBYU/xShmDPjiorQWaTSfgzzylGF2sdJz/N38jxNVJMz6xOeQluu+sNyDDx2Lio/8z2qPVNj0ERbBtfc9Cyph92A4AAgcgo+mmTF4X77zxLPyp1aahxdrMJ8RAkxNmOXxzi9L/1DGiGYWch8IcSrGr/pornVomM90Y41VgezrpjgcqRWDoHE0wfYeRGFrY+owj37kiQ65xLQ9htI/9jU/2UZWKhDNBcZnu+Ta3ghPof19Y1SAly6BSpr0u/f+njJXQeqbZbqiy0bz/wkZV+Z0PVbW9j4Ji/ARpdrv5U9fA6AHj0L0aofSpc1Z4+t6zhnidlDG9IIH2dO84hesAOAIlv5ncvoOpaA/sFs0VhQrQOqDUmqxWPnw+x+Z1d8AuLgDu8FaYHnMKE4ONWtAx8yS+ayFfr0npdspntsFQT2JoAvgENolWLZC/lB0DT242NO/zQC+K08AwyuVFQDmRVdUer453SL8PhIp3Zk2ZOs+cH/nHT6/FzFWm4AtbY8m7wBqKqNd4jRaEZhyT4TH2SYYxxYHRYunq3w8tYzTwLpvNwM7Ptj+kHsKltid37H745FmkXsF7CwLfJyvgmZUD34WMzfh3GbFDd8ADaEgxnGkHDNdWv4nuczsp8x4Zm2mv2jJdxcg4tn1vsV2FaIcNpTaYfuRQtqoDYW64SASkjPaVlPXdEdQdfp+TJLTrz4ujV3gfRxy8ku/yLPbx5HeU9z7hK/M5rl47hzxfKE8MhTvf+D0az1dPIFZwt/JX5ykJh27tNKNl1MLFt1gmGSsB70wkFCn5NsmyJHngwt49wnigWPQOAe3kcpd1SI7PO+sybM3/U2kG7e+8zx397FpogDiNJ2VB6hifEY+1/W49fhs50Bz4DbSLucDa9bXK2znIGStfCmuXTxmwd3fMw3I2S04gv963SadCy6rZDOzivFsua+4n7Yw4ZAaz2qAJa3ONx5CCGVNsTTrKjOiwRXHCmE3KgDaHvE4s73oWYGzxHfQ0kCrPGwpYuz4+w6uq1MV0PurfbUHaf2tnmlkGH90koRzNhVwaxrhsLmuMQe9uhsrh6w8h/eugy1EYclp1Xo44Uw4VIuOfI8bBK/lOIWHedqte2j6j0lz1odGbTbF8kkOezZSAc0yeMHVYhE5Mv+Pi1DV2BuwLQZzvpSweqQsbNW1fSEbwG+H02DgFDGOQ1NClXow+gd2I1MU5qJintVHvi7m0gkyhm2x2khwKcF9Q+jSahsN7SzGY7N8T80z2sAcYUoIUs2Z4oP0epb1Sxnkfw90Cm00h57P4mLQNFk84YjzkQrYubEti1vGMaTvvvmF5vUHYMdHP3EZRhD2Fcr9Gqpy25UguBjdPOToGvYao2tz5sZ2LlmGTUf1x6QMpzgsbIYalkKMmuKs8oDxHiBOFpsLBK/ku9OKet9BLwZgU2NxgkNMet9eFYKfl8pAYAqkRalnLEPFixN6lvpPZQxb1SES4g/veeOpM27XYxuJScxtWfb6X1mHfPgailV7wnRRlKYdhEEMoDCT6bWJs+FBa25hBQd1p8DkRUsvGC2BK4G9weZBdu3yusgF+mUiSRSk7RZkpV+107TJR6J8J/TGUete7s9gnzVA4TuhbxrdOuhRKVOqdObYh7b0TJK0tAHRClxrjMzFstaGrpUQk2IiFaVlpDlr7TjgaHH6vJXpPvDzRmTh0xQTxbUpHGVh9Ix0tmx1sGbcf5EknB2IKoo0MBp/K5/CnQoO+ZU34LtdYiX5LOJA+KP0ThiMkgzmDLNIVs23aPbxkKfkY7x5duMG+EesbQriOFzkdVLvE2OP1ULFvxqY+MM8NDv1zxDgOCs0EeA9h5mBOkBK8RE2HlZaeFBKM0b7ZHjbOO7GirBM5hVHfsu9L+B+jEBsROXbLHIl6vnf9LgD0DEs6YXcQEqySkECrf0en4qOOu0Od18emOLjK66NsHCv/I7ULDnYMPuoQEiDqXNF0jhjHaWKGJk2AZ7ydhLvjgiwXZYXpAwm2qvIJuBThmWthGMo001B9hg8Bdj+MH8p0fgNHfxhtET1UmxMUmrYh7+coQ+g7CnMI5QBbUr7huZaUlOubBL53YiZ50nEhxO4Si832sKv0QkghT0lfVMCmjLfZ0LsIhKNt9Hgm9hdpvOm0Iu9G04qFqOVUkFMPumfLN3J2ISRrfOM/530kiWOyfa9BmkXhpKTcoXLfMAc1Pxy3YnpCPjxynvzYoapBSa83OHtFgC1XECHFxeWdlAKQRMHhijPvpRyPpHDqQ2/1YTvp4qqPCZnIATOqkCLHY/YqR6wOtnLUTYtkTFKZF4ZAykSDzH2Qa6eXpfjGwdC5Ec1WgvEeedisPa7mTojh71Am+hTa1LFBaT/qHNyUYKt1fFyQ2UU8LDweoz50eZy3njGjM7SLRDgYTEFrt9ZmcPExW/l2vRBzdMR3WHrN6z6GSswjHzIQYmuGTp9ajlxyRIoOC2Bfyt7Yu8FD4bGd+KRD+fs1WrIgV6jNkRtMx63k6wMy1gLgYnrwXhLRfdH/fLXC2fMrsIdX8UuDHAPDq5C2hLzYXpyRqmRSnzsVJ8uLYR6O86Wj2zl0IVVHkAZ2SkJICfVwvhd55joLEGonatv6xsMAgTl458JZV3c/OeFqG4oRYbddaGGWkUuYWj/l362Rwjo8GOxvumMhaNTFPLJ9DdrYfPe9Q0m6LIGrZTcNqy6D+6jqUqDqtmz1VaeAqXJGuueD+cwoAzlZu/6uvuzbBzl2MhOVZCnk9hIqX54+meAd/8YuV+oOMYUAoFOMPHMAcMzNlsyIyFaKIyP6O3EtJKfV/f/x3YabScnHsdW7jcMP16EsUK1nwn3ANUWJ8TwXqxWmH7oLcXnVQ0mlD7gkDtvUMmRMhxVFPzpHqjJI+V46FoVDOtQ1ZEfDBQrX95DyRL/vufPRYxEmL0KpFzDFIGW/NEkGVsxgMP7tklljeKZSZaz52qaEvLqKj8kU+WvPZ9m9BK/1bqKyQinjGIZj678xg80nw1IUwhT0GFcy5eI1cqIR+ZLiuBqSVyo6Sr50/zuGTDtFo+DYPPknADh2T74LOYWAncR6DfnSKxCXgUUtR1iF8yDiAVqTRRHfsvX2xwCBwTggMyt2OZAkzCM7Arny8X3XufjMkWZfj30uDFA+g0ilyKO2DeW7fc7jHtSAsW9lVQErh+HiUNRJoBpAgF+GhOoZekbZzWs8/T2cPKH/D4GU9EOpORU1nVaO+UR5dsAYHDbaSozQR76xOSaOrW/GcoocGR49JX8oIgKoeniZ33OYUoacGLLoQ1F9yiE0aq7y+KDLuQ8v/cB2OnikGk3U9w+p3fZVFjPfoYphLP2xEDLsRAVJPWu0CxzSLt4QHJIjw6lQ0s9N7aQ8fZCaRoqBOCb6Olr6OiuOFUICOUJtji5MqY3DD9c5NGRkFznhEUMOBeNRUVJOeHyQGqb1uOBxrvsJJ5xwEDh58l3Yt3XbHO4aOZRDx9Zz1tN2kfmo4BgDK4r64FXYg8U4U97DVvgJRxPm5PNY2M8o/UxZqHU6Obxvh+TB84HMwtQzLjU39rWNneOW4kN3EPhkVeuSM8Prm3FMsKLoMnvpPO05lNiWjLPdTEOnrEr3vTUy0ZdmX+wyPO9YkbqmDEWoP45BZuwKCfS60XSOGMftyfcN5jG3V3LFBIee6dsjdyVcGVfX06eix6VgALaxcoxt82UcbDLp0uE5ysUmE7DJtP0bV0aCc4HkxfaQcN2m1EPD3jTbmTdGSqvPKG1q9XGrTEP6f+jh5ti3h3rQORWxudj3WxDHzrHDJ6sYV3NsOhmnDXgBNpl05hibOmQIoOQFj8wt86bx0A2+pDCq/t+zolB1oM4rxtT5qL63DlOR64zFUHlxyEps33XbNpb7nPfR+VPyeRyg9Ywcf44Yh78ChYSxD+aBoJz57gKMK4V1V1ewMwaE8oucUSAfOHK0p6los6IAptMtLad+Z+rYbJpOu78XBaAXR0c+KGqlQAvB2qjwKuJ6l2MS3+zSyhwr2otsU5ZgOEN7CiqliHA2Yc/oxarkTYy4W2L+2/fNLg3jWL5UZS3F0DiwRboxru3fiwKsqA33PmPF9o62Eq/l1XTaSZtNJrXCaxnPWvk35r8TddqsGL409pLhjG1lG1Vh1A4Sj4ETyouEXZ4R6/O++XeO3TOgX7w+jD5PcZq1dr165G2kk2YcHr76d8JwHH4vB4SxD9sbWXn43T7KRd90UhDzJJHSoE92rQQ3cG29uyC6l4AkoVYEAChDY+ZZtG1v3WTSUb6ZrcS3nvHGiGjS9ygJzjJGFk5WcLfSQdkp4O3xxWbTuCJCRer4thEzTvQYSyln34V4rAWph3xxfusad1rh9KWfQymhItRPQ8pQFFvKYiMdVnA1d6aT2vjNXM+iqOVF10juzGk9r4y5HJzTjCuHwwC0DIq0Dxs5Rk2DFQXYbEbfdewL17e2oj0EqXKkb76ueddnl8KZNt/2XcI32Zx6Y+0eHphzgQQh8/05Yhy+kt8HOdhvckwUr1HgT5tx5VkPetfttDN4L/p422TIk08oU2Nc6PwnXS82cynZBQdsT75Ow9VmpidfL/LawIi0MWnh5HxrsHBT0XG0qSOsoVPWvug5DkgLjJ02VYlJVZY9abSNoRHnJvVza376dpBYqhHUzqTrqGgZFrmdC+npMd8c0bt0k4maH0PzZe3+Z4yBOXb+Ghlil8feUfAaPGoOsxwOnRSvapM92xpOBAdDk0/B204TWmYJ7xrjfSSFL1nRzW2wDE7TWLcT0ultEDqLQI8CSDVEjg6ncB0AR6Dk91JAjhyMBRYZciIJOwG8p6fNdStvimHD2FYBYAyM865C4FJ6i8KI5dfbowGFnSulAAXftmsdxxptZ4rSbShgrfQobeo4g+Ad8yl9RO37nsK7WUxyeqG8mY2kuORAqE9i3uKcecXeHatdfAq8no+O0Jls+RaFW164yqTLodsh0DdMy4aB47q3DK8V9SQDMVXB74Nc8d6HuCuXKe+mz1PHTg4Zyur10w7zesT0oxPScJzsOoyTTjz3ZY0Z+m027FJhycl3n5BnayG0/x/81vL4xxZEl7ekZ17d53HFgYxdncU4YTfgPC5L9s2oNDT/gGGf/S4NQr4uGUIqR055u0PZrZ1CEtiPHM+Bx1kRPUYv+TFAItN9CsOT2CcOXskfcr34vr7Nhl1aGX2oMFPK53pXiPbCK4Si5aTkYfWPlBIsVB4h22lRt+GkiMfk6bbLMWZyjbu9W6gZIQWAxINsY26xppRHiLgs2XdfUfKPHMD3pZuVZpeSr5BdGQKD7jdUVynyKVxSYOhGuasevveo744KMuPOkdzobiM4BwaM8VT5lpz+EbTtGMgVanPk7XcyIfcJh/dC1otUktAeehlNXyrM1LK43tV5SwkpREchkJVDeFbV9tyFzk8I97v6mZRAZRgR9aHhaDtTlG4pGyOilV6fNhWVXykcQ9hIghLqyDurUpGDDQvozYiRNU8jTVk5jNbm4ciKPdVYHgo9Z+30RW0cV1V/OsDQO0IojnzbgBBV9zfZLUdox1DW7zvnBTU8UaeTOCalUHKqkTvUfquq8Q8Ijjxmne0dJAaw+9lTvqQ1yUijh3zYri+JfZGr72KGrIGDcGSeMDoO05PfOuk+0MtEyauzIErANb+9C3ZmhUdIgLNhk5DqldILYG642tSGsRjLqgIry+579mIrJVCWXaGoF3FXm1WV+sNY81xWAtiU3XetMsuqio/BWrDKTbtcJHpRu26bcpvf0EV1TA+E7hcpIEWCr0DKDMo8oV1C3nyzDEHPrr/9pJCtmG3nXI0pXpS2iJUvpS1DSlDPPvEatVUFCYCVrJ5DQ2SZ2zPPyrIruzb1b3Zd1xtIPWbNczkuY0gkUAP7iiwkGOtRZym2F3z5DA0bVQWUJa3MWS4Hsvp87FCb2M6cGW4WG2e+svYZn2a5bOU+tZ1D7+t8CDuUjaOL0g5Dd+IPHUKguSBzcDrHi8NU8k0MUaxjAzNFQI0dAqAh67ASQTt34ARFgWll6VGOzbRc3w30BLQ871UFbLoLlVyvu9+tN+60dNvZz8pSLQRlW4F2peP8NvaOlGpRt5WLHoqCdBk6fcaefp/ybWycONIY1Pd2DDjB00vOr8+c8Rn6KXCNO22wSdHNw1QOKDKo+dbhpSaVj2JQ9OhTzxiX2hj3ORGiilvISKsV8eWqs1Mi1+utXDHSkKWh/OsDiu6Cq3coxn0EvQyFZtdBNEZ09BMh1VjT+cUM3O2HSeXK5vnNtbvVyDikGxoxr39fw6VO19tWQ2Speat7IP+kfkqRH62yMAAMBx2vfgrXAXAK1/GD6i0MptFvcDTCva9XgnFDWBG6uFn8MnlkTE9ZCMa101JIpdDbsfamYq5/25RqUTPyk1WlfncIOFlV7ef6/XIT72fb++d5B6KCLNv5txb5xvCKeGJMoyaHcBnrUBeVpjY1/ySFdwBsD1zqt/Zi6phvjee4b7gKRQZQkEJjmigDvHWsd8+kw3AnIxKqsVXcjTmnPdpStvtivW4M6ObCIM/YVLIhbtwHy2vItlQ0cora/7XDwhuu6EIfWT+GN5exLVOaa4eAemvwvg6vWu0YVO5Dvw0MEwJqshCKcRpaix7nA9CPKI5byY9xGVO2uA7xZPuOt8akyOilSc1XKwCyjqknxGdrpb0B43UsruHJan0glRJeWd5j7Z2K5BXrD912nXcT4ndb+YVANaD06zG2Hp+3g6RsDxinQz1vOb0rYxpCzXjup0QnoUOb6ZgHueHbPatlijKkA/MghXLXTt9h1LucAoBtcEf62/Rax/rL7Ff71tK+Tp7KE3oSCDUhKXcxxMZP6P0+9JV1m/kpgxO55pNi72MOtAQK6la6nh0YJ4V0WvokPn173LlkQJ9Lx9wFoqezD+i2yPHniHHY4Tq7CpHZMaKUejm3RinouzgMjhk3PFUu7ygx31Z76u14FyWgqBxCL0NIVxMCNNLW4BCKw7H52KWE8/zKo4qITOrMbeqYGFPWEcYPmTI4JbQp106ED675bJSnLRescsSoJjtK2g7Xoj5ytT4b07QGKY7dEUYWzOPRW4uj2EW/jz1PxsC+aX8pEBLIEU905AeUD9sUO7aBT0Qyi8CQd4eCfKnSwDI9rtuEpIPlx33w53HCTozzx3Wu5ATlMJ3rDMVYyNWn++DJ7+vRjZ3JGBuMjZfPI6q7nHB8OGwlPwc8k41N6k0MiieXCs92J18stnGHfdJOFUZ2iADpmx0LJctDwmYz9bdr6zb1UGSKUky5ICt602PC7bKxGE7XOHHB5/HvvNcz1jNFwaHGgPZ9fyzo9ko8gDgIPnlEuVlZfx/ajnflRTy8qdILjOVQjDQVxLMpUcTYSKLfZ5J3lHAsqvymzn0z6emsLUt1H5HXlkB/EtPgsynYNBAUMCDGnDJ2mzUjNZ9QSA71TIXZ7s3ZgsysaJQ5xwu1hqaOIV9IH6EtR7/pfCCkFNn+HDOOUsnfTurIghRKYz73b8X5FjNzIgO0uD5egN28CT6bqt94ke69tcrSKAS+CWlsV5PgaQM2ndHTsONRve/VbWjViZ+f09Mw82PMGVffGHE2HDF2LQXL0e/J8Z6efFlRNGOigXWAVb2TOM7Mby0hT40tZpPJVhkhLiqt90KKjJ1eaM75FNiWEuPJyzzAl3JoPbSw+fIyb902nwvHYWvCwuscr6ZR6GnbZuzGlP2Youk7SG1+F4qftr/xPZpMad8MCaMzx5vZ9nVdmjM9oTr38DKH2sZrxOnyMb5dI3xKumNe8ju3jfVApHnyZZsGNnxjeNH9P+NgkwnYjQvws4X7u1hsu88J0RjgBNmn86AaoHp9nE6atmPTGe1bl9yAclLxxbzbd1zJ5KadXfUhKtYhtiU2nYCdn23HUChtU2559Jyo00GHxR4ypFShNkP/HPmuzOH2UugQkMMj2v0+LLDY2cI7kJ2/10Ik7LHoKuOMM+DOTbCzs/oV5lZkbIXJFCB2eYoi/NwoT3RR9gmtogDTQosAkgdev2sIVwCqP25cAJSDRa2Etu9vlR0lZPXOQOtdx/9Jh5kiAo9xFlbkdF4FV+0aGENsNt2OmxTwoknfU8hgPdlk0hghlLxb+ejDXB4DactmQjQEQuUsCvdzvTAlHCJuKzjML1dChh9jXsW1USAInka2mLvfoY7NmJLTKEKRfmh9o8etUY/QXKB4/wp3GZ3GivcwZ9i5Y45NU+lpxo4UW3YuV1uk7GbYDhXfAUttvNuPjLbVntjO/GvJKuvZE7e2fSKlmseh+Wt/b7RVSLGz09QySiv5en1zfdd2ong8x+pld1lah5tdbcidZfTmqX+eTBpZ3Mw/V7kI4PO50ilc7WTLLKozBGjGA5tMtrH7jrKx2Qzs4rxesyMyrFH83bKeFYV7ntvpHrgn/wSFw1TyHQuWSwA5hR4l+aIAWyyCi4hv8KcJQiXcxe1zsHmtdFK35ZtEWGdh7JTBVw/PYhFMy0iTLRbhiewS0KSFvmily4oC8uY5GGPt/FyKuaWctxZX431mezQ6YTla4eHtsrj6PeThNcvjQdPGRa2I+3YZoIQ1fELWVQ8zD5cBUXttGmXbh+m0rTB6C1jX18onaJgQPG3M7gOXl4kpJdOZD+NeBdIsd6AAXgPCKWdMhcRntFntGVR2bE+ipWD39rg1xTXnCdHrqd9rjd9AHRoZEEh76jGI7DnhU7IYQ0yhbo0DMz89dqRsvPheo9FIr5u+3wnkToJtjWj7WWG02Xzudjr42pUxVHfO220XmgOONFqyLaQk22XX5ZxOIW6cAwFPfnBeYrvb2JrXRjtEdxv0ekIZ06Yjazpp2o4tjPKbIWXU0JnZVKVhtRObTlTZfHVgltyz0IwHnwNDvzefQV6cAfO5+3mSMs/VuLB3tDpjx1ucw8CJXQfAoSr5cAzK1hZsZMLEvJGcAbOpV6ixwiOwo54s6xuuFoTyxgyolfyOwlgrm8Hy2guRLUh83jGSt86nNHKw+SyuRDQhCYGF187PVhY4gzifqfYK7eBY6TcCUIpuX5pKk6N9m287niZXvxPqRFAUlHET8LYDQK0MkPquVUbmFtpaQEWUGa2EMHtBal7wewCBwJzRbewzMgJeLZcMCCriKaEKVp8pj6On/K7+NcsW2RFsKXJmuua7PqOUuBMXNeLq9tTvdHYxvJ+xZiwyl7Ln+yYkW12IGZiuHU8fTO+0oQBT51R0Jytk0HsNUM/849t+ZpPA2Nb5Ws/Lm5aMjhktNsy2Co0DK2ysGduTCcT5FHLhCXex5yXRoHI7VvwOjo6DaJuQP8/JpKl/Z/55i+gZ1/O5UvQdctKW50m7tC4Hgeu1yQTibArmMaJd85YVjvW2/t01jjrl3sch7xQIke/PEeNweymwqLJmaz1lUW9/L6cTv1BzDF692AW9Ei7POWOoFobylToxGO984/UsU9Ky4RM4nAOT9INgFCiFsN0fYmZsZ6coflppsb5hsbJTdz985Qkpfb5v9JZ9aDdIt03iONGLnG9MRxUco0+C7zaLTo9xbM7ZkIcsZKR7F3NOmwMhcGLMOdpt5G0Le2EPOh7C7elXmgnb6kDLCO94iwMe6FbZbCM8pgS44I1Np+3CxPLoGHtm37gU4JhDiIqYUykSSsIYU0qn693AOleeFd21MYDeipp+z9yx5QwoOMSsgJwOC+Py5mcn5WpHzxrQgssbWxTb8WHuxqXoFRqTAtKxo9d4xFs/+uRFYE2Kyu8CYjbxrtnOtuFd3aL1LFa+g3flnwAcOk/+WOC8XzxZT8tVMkAOWEiiClrKRE3LeNj3CZC2QrFL7FJYjVW/fXtVOAc8N24yxiAz8BXHPayBxTPGMtRnYaeC0jc+JZ6x/d4cb++UjhyHS+LrT3Lu5O1X7exJ7hOvAufZoSZCFuj2UStfRg836CtDiogSSjYk/M4d9dcIYy/n+PAZ1zno5KO7yYxmDCTkRb4741AhJZBDeh55uM7xKPk21aAUSnvulZYAKgFJPaSnf/Ns27DpDLLcqNhyh1BlQoIN4M92ltOEbztpyDaTEGq342wBpq+EzwXHifWmfVLKHBLQKRPTfHdsnvNI/aJ93TPdKIYKskD+rTqZzA6JeUohwULf+Mow9l0EsTFD6RtPGrHx0Hu8hGD2jX2D89D5Efk+ds+AFBKMp1Ce5tdSkts8wIrSGhseIzlUB76R3T5qfZtQVu/8iaRRyfAYN571UhzrD1TfO9bnIWMy10WGwtMGOdYTX9ompASr/KElzjEbW4tiZT9w5VcKAcmGz/9jp9A8XCXf17CMuZWGzrf+7UMpJfimbE3A4s5tiMvrbTxaVSnGFINmTUrpFMT8zm2wSQG52YADEFdX6kF9Pfnkqmr+TaqnXT/R5uyVrrQcE460GAWUC3n7HFwIsOtlXMlPEGZStoWWlBJ8VQJShstc3+rYydfxnawCC1+dln/sdApMe4/yTRUYCwBQVZBl6Y/B9OTbjM0UIW/CMLyc71pKn7TmgZSGstFREovWt+4CGv0Rek8I91hLvTXSJSNcbeeRJU39Gacr4iIgtyLzy7vg6rFk71bYENv+6CjK0v3v5kCkNVed37nAODq3YvrGvrftu7+1ZEBAeZHCkteeORlUZqgLfEiRl0KNl4BskVJCbjaezz3lkxKT66o1F735+NLy9a0NYc1N/W4lUKwqsFVg/FLnJWENcbVFq9y280BKABbVbVP2avvv0hiXfZS6sgTbcAh7HZKO9alP+qE1o37Ol6Wqh2vexdrNlV9QXhMMjxMOAger5NuTWZqLGaAmjjlJWy+7PPTGwBcSWK6MNBnw+mdRvHofcr0GNiXAGNhsCrE20hDSPdle8yQ2txaYfuhVlU+t5MuyBBhH8XANrNbd73RZY1tsdp7W/71CzqyfDCxCLgiJ5dMLzKYck7v3mzq1YJS7aUszD20k2YK3ai9MqCrwhytIUSvBuq9sxUVKgLp5s/G0t1neRvnqKjYthIQZZQHTdRBS1TsksMsSclP6Q7R8+dXGg6wc7V3nHYT+VqcVg70ICOlegIUEY8bYc8Xiy6rmgJbNN+qR1QaigqwKp0IvfXOzecHh4bQVWpcn1dfesj1+g3k6jRKr/FrB6xj4IQVUtgx+ihdcp9sxls1yNcqQZdAJ0ZZVnrYJlUOujXlppuWSHwbVX3v8EA1sKdrOCcc87jhMzHNBPmYNj5Hpq7esKrDNJixbhARWK78B68Hk7qo9/nzc/760zG9dbWEb/vr/VdWsh/xyBXa1dOcnJBDzpvrqV89/c9w6d291uX0hLa5xBKj5Xn8r124Dq1tUTx+v12ppstuwOby5/c65Vvoz7ObpkO9yswG7WkGuVu5kXDIqNE99ulXrncP25J/CdRQO8+Cty8uqqQBtfm4iTIVBVhXkctUSiMvX34R45o7i+21O3M/ADe5baSpCBlbP3sDD584gbp2D3bxo51NVKO5dQi49QtCH+hINSKkWKqOuHa+6T/DU75EP55nfVhWun57g+rULLwdyS+A6FhdWFIq1xeIRl1UFWW6FqhQS7PJaebOqKhx7aWzdmv9vPNFSKSJRoW22Z8TL0ntHhLUXKV2/0K6I3JRKmU0NZdFjUxtJdv9GFhRZltsFL6JYNuXUYKxeFLbebWq+zvcCt0065yBjaHZJzN+sMntRf+9cCD3laeYWZ/7vjDI36fje8TgBYt+2+iFYCD1Pqo6B4zdkZOtdtVtEDzB2zWNhz8t6rNhKZBCuUCIjvZaha3jH7d2nJi1TCaTAcb6juajI460X6w1cF6VJQ2kW10vv9wCcMqa4+7A9BqrKPX9tL3b9W3sXwCqfKUc6ymtd7rIEe3AF6XMCSSssNhhiaToNzH8T51cEHYYjU5bYynHrgHncsySXK8jr625ZqqqR+9uX7Z2GQLr1uDLXS2cbbkq1hvqciXYb6rXI13Y+49e4D4ba7ntDjouw9J8jxmEq+UB38Ov/cza80aWAvL7e/p9xXD07xebJc8izuTpxzzkwnSje8mb3wO2FXT41weXrOaqLOcT5oi1QRQX54FIpnQmHYkzecXsydSZX4HZcAGHaO2+saIXVEwzXT3E/PRrg7yegoRy12XRa26R1XvLyqvM75YIt94LG2x7D5nfHwSR7ElM9d753ne8ZnlBRBRUzqkfJWRYd6uOg2ot6eU3lIOYNbJR6y0NWe4Fb/VYridLj6W+9Z/3b7fnsepj0JVjmvKDwx29vA+ZdxTcFsRAUETCe6kXTOV7VR/XfnrYz+yolTCM0du2xY+4WVCIux4JhQ9U2fUvh8qUbvUzMNaf1P835lCm2ttWW5toQDHexlaZaJpq7K6vV1lgIwdxBffVu22Hii+t3puPYKTWetRxjnp11uSkhH15CPLx0pw/450eiIm0bKM3f5o51CNZ60jg2GIPoKPm+XQGrfbWxtt4ox6ErXMf1HRV6XNnrolVXuV5DPniodhSoB5SF49Zn5tY5nIefY+vECQeBw1XyPchCHyllZ1KvbnNsbkwUf74WwJNJw6evwwlc1uv6JsfySQmxKCDPph0FQz54oBbxgBfDFqIt3vGQIm196+QWj7WP5/nmBrC6zeo2ST+5ryhHu9ztrjYUV1dtpctMZzJxe6ZbyqTb09otFHHIt7btrZhOwL2gh6jSzC1W26PnCnsSMnyLrgPBceCCzlsvlA4PpRfCWlip3jpKmez0ot845klCGZr52nNbNsmj5WlXp+HXCW0ayJzRW9EwPMl90qB4QoWMeHkl+eKvtkeYHs4EwG2A+NI3DdqUnQidVVHEjbhQGQFU9x82xrX6wRNL7amPb+w2jgL9XccTvI3RF1dXzjARVq+b3naP0LhS73nxzj/re2Y7IIRojKKWkS09B3xdaeudqM26aygAWycSNayY8o6DPlxWdT/4nAUa3H3zcpO0RxaOwmw0NrTjZvCfkyd/t6Dwt1JgWcbVAhAzBjnZ0msyzsHs/BwdXs2A6kxCTDnEpDsBxXoTD0NxIdfE6tlm1RwQM0AWEQ9bKF/GSBRqwbCDxP5NbueERbEXHLH/3nx8ShTFyHKFy8TSrd+XroWIqFRGb6TMgVw0pz3SCSqHeheAllDXgG2URI+BdWALTLQtQv8PJ9yvQJR8+ozjkdHs0nZ2WBLbwVa+Q+eHUsY+i9BMG7tt5JAxoHu7eO38ILd9SMZF87YU4ya8M2EOW+jsWtoIhB4Ogd1eTRhopB5x4yU2l45HZdQGZo4/x4zj6bGRwXQ/SiN8gzjxmQSYyBBG1BcxIdLzFDyTwM5IukcQhO3k+1eE9O3I5T9m7FxIHsglLUnnKg5Mme8FzzmqY8HBL+ZjtKdvR7LPWRoKhrbxESmZyXDtGJ9wwkAc34yhUq353vFMoOJaolgKsHK7RSOlhCQoyMUSmFwyFBsBvi695ZFC7p52ytc2hDabXAGTa6g2cSYhwwJJ1FtdZp37LFTecwPu8IGsi/UxKl8D+rxP27W+GZB3NoTi6yOHrNPzOkBFduiYzdGHO+1vK1TPd/4gZZ3wPs4sDzox3nyYQyLU9+QdJyM8K/gesT2JY8Gst5QROuXWh/W7sffttTdDXx68YWghzn0vImxyByjvfMgSqtNvJ+b7vu/78JEf+ZFYLBb41E/9VPzH//gfR6ggDUen5MvQAm6+Zx8UCtFFCYnFXYnpgxJsuVY0hlWluKvLMioM5vcFFi8DxeUG/NpDlabzIh6MkuaOQgJc9Q4JS2eYRo35yxLzV6Vqkx5o+PBTD6hqNo9A2Vrvw6h3TMFzeBsHC2pfGtahNm8/uNgW+ggXkzEotU5W2/fJs5MWJe3Ou5YSTonRz2johTjJk94H3AcOYwppX8RiR3MuzqlGhHfcpyl/WXbUMispg8dZQlsGGXw0qOWhGjO5lTpbZvsO2cdYTexyaQdagLmmI38Dsj+n8u4/k8Dc7xHGREyfGQKXjtKw/ByRUbOvcJ13vOMdeNvb3oZv+ZZvwX/6T/8Jv/f3/l58zud8Dl544YWRahrG0Sn5Tj5u16Enl6IR8DqfvbDB5NVr4HqpYgyrSp2YX2+ignXx0hoXH6rA71+DXV4HlEwPTZ9rUscuo6BCCoODus7Hd6OlhRsfLnHxfAlce+g/HTHGLYiaF77lyZeemHG/suhrMwqXb0o+3t8oCyLlgA5B6QtnlBL+0VWegx7OIaEltjHTYX9ytXkkvwTmDeeOUqhdXSwdoe863lb/ge9Ouex8Q20XPXMxYqhD6ByATRNJhN9g0kaflV5sB4F6boGyixPKh/qOlF52EgrG2HEM0sBSfjOfkeSefy41z6nOB3sspPSHFCQHWmu3IGTI+PK26Ykz7A453wuNoyF6QaxPfXqHVvBPjDpRfNd3fRf+3J/7c/jyL/9yfMzHfAz+3t/7ezg/P8cP/MAP7KU8B3sZlhd9B7hmIHDdBgdg/uEHYPcvFdftWnnj2WZTh+zI7feOhWL60kMUywXY/YfqUhvfoiOlM29XvYLWf4rHzqXcedrAxtn7FXODvL7e1t9Ku3U5lVW2IOuIqx51Hh2Phpl3y0BJ87o6Xw3tFtgX4oQ8ki7FyPYkJXvXBygBVGMmR56ufsyVNhAfr85FieL11XNaxOdVKA0TLhYlc0znQt/yDgHV+8t4XfdMXmBHPVlROOVLrJ3DSqYhf0KGwr5ipnMqlKTsBhpFKc4TS4bG827LZFlVYCb5kmt+xHZbXekT8ye9G127BzhxyM8i49flpGm+oxfvEFDKVZb5UEJR1N6/f7/1+3w+x3w+b/22Xq/x7ne/G3/lr/yV5jfOOf7YH/tj+MVf/MXBZemD41Hy6wnSEsChSZM6YV54GeJ6CVmWindYSsgyIvA1XrqL4v4U4sHD4EVHTvjqoG+KjQkGymJvUTYqarP6/wElhX3wJYAzdUmLL3szLVsZ04LbOtGvvvEobjZ3c5OW5TGieu+chSa0aQpcZXNeLU73+oVZTALlDymUgz3BIyiWsUWPSiPa3JLcs4yMA0jc0UhK24PW2KEZ3930jT4fo490ucZQcF3hFWYdXEa9dtbAM59C5TQNOq+joXdtugiuUV2ZFbxczZWOnX7jzHL8bqcVUfbAPHlaabbWgBjMPgy+506wvd60x0aUytYXRpgA59oV6OM4M5eP/nOoPHN8R03Lt9bmDt0aCbPZDK997Wvx7z/8L7KleePGDbzxjW9s/fYt3/It+NZv/dbWby+99BKqqsKzzz7b+v3ZZ5/Ff//v/z1beVJwPEq+xkgDTdy9Z9wuufUOUCaFfPAAQsrmtlIy7J2FXXjnHBy7nee1siNefRUoii33bmrZdDs6BF3SwmCXr49C39oK9RkYe/COHir6KHR2+8V2XXK1d0gxI+SR7GWnLM7B793nDBhnkJLAz51dibdCowIhGEnIYVT62tNHBZgkG3oaVd70PGWy+zunoTSkDlFv9cC1luoNp7xrwudIoThuTCOPbHD0KFtO2DvknZ151w57nP6UlK/p/OjIdloyu8ZiscB73vMerGN3BiRAStm5t8H24h8qjk/JHwlODzxxMkh9UNenyPQulGOy2oIt90JlZq9vBKS0wy63sEescxacKNB2jt5G42OELG30qBjBY83RY5BN++5DattnLufODo0eQhs/5lgsFlgsFjvP9+mnn0ZRFHj++edbvz///PN47Wtfu/PyAMd48PZRBVUoZNhyHAV9txR75ZWTKcQ6SJclzZOAJ6F3jH533BwT60MQtscsY7o0dpoBeY8hi1xp+nYik0I0RxovfQ5Z7hIj1HunZ41OcCN1d/uEUTCbzfBJn/RJ+Jmf+ZnmNyEEfuZnfgaf/umfvpcyHY8n/4A9JIMUjBxKZqrnIPfhLFdIjJ1fJz7QEVPbvB+KAw2wHrjGhyst8kJM3MFI2XYmx0X276NsXu2e4VmqEJkWkhiDU/T7A1QoPNvpSUr4kDMpqUhNO3ogM0Of7NKoo85xV7+6QkJynm04FCdPblBi3BPrvo2n799mbqrknmNxyDrkOoehkVOJ73sw+THG2972Nrz1rW/FJ3/yJ+NTPuVT8D3f8z24vLzEl3/5l++lPMej5Gv0jeOjppnjPROaaWIs69mc4KE8DEVcCo/SpJlGchzYCfwuhVRMCH0Mt9yH/1x1HRuU9iQceMsCe/zkMlJylCsFfandpASQaEikMluEDJU+B9tSDctQ2VLTcJXDjjn3ncsIpZFarrGUWy0Ds6Szp3mSKiMjB/lJsfuh8xOudEzjZ4gzYdegGLDeQ98JsfCp3/RZnz1ng04Yhi/90i/Fiy++iG/+5m/Ghz/8Yfy+3/f78M53vrNzGHdXOEwlX0p1sEpPmByD0Dx4kxs2v22ObWPX4aAh7dBiyPDkl3qoFUh/vyerQjRZfWhxiDGiEko8PB1gZXEyHNTKXipbSdLhL+4fL7uMF82Rj1bCTYy1q7fLxW4fC2tfWeKVUfXYN8f00LLpdAPKovLI9jSSW0bJGGuByreh+CQ6PsjPxsAAVqdmjeqcHbMPcGdir8q5C2uD6nyJyWxXe4ZICVKLmWunNrbe6/LxYhx5+wjja7/2a/G1X/u1+y4GgEcpJj/mxe675U9RwnzKFNSEHAyKUIkxO5jwxLl6y0qlAKRACxbO8rSNmS5AGAfhPFPL1LzvStfRL8yut/mOM414mb15HyIoddl1zOgg49kTnmH/Fgoz0+mMpdy5Du9nSJPxrVztzBtKH/rGe/AbbVAMuRBowC4aFTaL2dA0zXmR6qUflC9xrETeM8dKehkGesa3hQj/Ti2fz6jpi1z9eYq1P8GBA9UEuogqXxFayOb7XAspZXEfNPG5+98DrP+kPIeAWu/QzbdjCKwYfaivTL2zS1S+Xc9Sy1PvgtH6WysNxEVuX9u61phIqlvqsxOSEZfNCc4Dn6xzOitGlBVD4Zz7eyhnyAHUvHIg7dfH6Au97/h2F3XtOH5cTsaorB1gxBLXjKS2OMQ5dgIJh6vkp1rX1PSANK9333wOxZMaUqRbr+1mEjMdhjVO4uOku+98D2UsndDFkL4ZY+HcpSFmOk92PUbHOksTOjuRkgzrsVO5FyMgT57BHU37nX3jmOVpqpPohMcej8+oeFRZCHaFkyXvx7GPrWMv/z5xSG23zzl6SO0wBI9KPY4FfXYqTzjhBDIOV8nXwrb+++B4sGOsDy6Wmt55ifDWdCiv5IO0Gdu5L01grByxbfx9YEwatZPi0cJgWTD48F/gsPwuy7FvDL4R1cNENCjNkdo06eA7g5TEewnsbHKtcwnl9ebZJ43AN73qli281gwDy3DXDKWeY4zF01pwQiIOV8nvA154Hw0Wnn0OP+bKJ+WgGOUAqjcdtwChbMV2P6IcWB7pUqvQO1EKNEI6lPMYgfQ7Y7EPtVroezHixUdDz55Q4qhzbDsfGoNQMk3gALrL2PjMMe9qJdb80y4Db95L99aGKUpHdfgMnYsawnHYuhOX7ein3DSnYxhilHetsg6SR31DsxzjPliOXSrQubn6zTSJDsakeXTsDonHGIev5OvBRZgUwZi/MW42deYz1JjgAC9oTDcU1owUb0w1gEat87vnkKvuh9SFuq8R1UchjzG8GPUKCUrXM2kv/hQOamqZ+yJhjpFAYlaJMF2EnvVVhMgHwnue2SEccuzg0D1zQWYtU6nI5A01aYN978aU5xS4GGuGjF8Ne95SnURDmZ6GjPE+DiZq2kPH+UCq4bBukMGw841Pc46Y37fedzh9DkmpPnQZdUIQh6/k2wgJp6LovmMKT4oC0FcptOGauAS0KBZ7sAP0OtwUWmB8LD/md45vWBEwVGokeRIiSmEwLcoCWi+QTTq5DjHFFJYUUJXIvkpXK68EhaHzLUeMT1pR6vUcq2Nvg1MMkNzMHaEQIKqCGDSQPArGEIQUFSrGjskOtZ9rB5SabKivGU/fbUjJn0IikZJWjrtOWiGlw5xN8fyJ65BdBOrdCiE2qFyMeUnfWXPXSYHdYze1YywfSOjrCVlxPEo+QUgw32KX68KmXN7kEIrCCLkJUMy5aLlc7+WCi0ff5a3XdXXxItsKWkK/hBfViNedSinWGIkEzue+SL4tddteMcUiir5KdeIzMl3r0EVzJGS/28L1b5fheYBt0QI1XAztNuxNsel7nhQf34NOkDSXYqE3wv17j7LFyxIou9d4jFEJE9ZAUuid+X6PUMjYe7F1sHnftZYSdstbPxPzyrGbSChP8jt2OVL774SjxOEq+X0sf96TZ3zMePrc+e2DhuwQqLkGlCH7HQGmcjqIz3jEvjyk7d5HBMmKYL6Mhz1Pzm/HMmbEthxssPU1cscy3ighmjZ2cfmXgVHb3Ey/b7vmvtOGmFc2CtGQUb2PnYYTDhqPVq/uy+rcx+Q4gAk5mkd7Vzh5KcbFAYzRnSIU2nbCONjXHD4UzvcTHnkczP0CJxwlDnclCjDleLG3Gzl3SFMpPPF0sSyHMFJ48kpOs3fcLhvHKBiT9nLM/GPJinA8/M5wCIbcvnCoVJCHhmNtJ5FwODJnGR+VcTFgJ/Tg6LRjGNhnR1ffEw4KB6vkN/HRKRBtbv3Ov5vEiTGeqVujOa5Zjx4OCtQtVu9gsgn5hn7XB4NcFHIUDIlZdDHRpFLuUQ+tUgT346zkEtDLQ7UPHvT6Wf85kuHwdRJ9bcaDj30oZ80D7BiopFAPmo8JZ/855F7zaGSlLDTOXGcBcrLd+NY4kjwkUmGOdbCeLNvHGU9jjoveacfOyD0qRuVjjMNV8mfTNG++FJDNqfE9DExPnmkMMqwRRB2qRTs9j+IwxkUc/S4xCQjKHnRxw3iWaUKb2natsiTzn/fvlyxsRMEMEuvVd8ybOzMUBSr0ex9WCcq3Y9AAuspg5hc8sLcjUW0rhznkyL689ZaxYf7e+huOMRtZS8h0wyElynbK5DikO6S/TEasWDqty6XiBvJg2O2YSODglO3e9SIg12J5+Vj6KN+ccMIIOEwlnxdgs5nb0xcSGi6BnrKlOoaRkHjzbXOxDEXRSSlnb8+N4f1wsRYFjI2sngvfIkj1ukfaSh2Wy3hLsc43F2ILAWUXh7pjRfmGUpbAt+FLaaR7sUxR0mMIfCuFdO8kJs23jMqNFDTK0UPZOaIyvOhnLfrSgbs7FDpj6jNqnp1nEYW9L3wKeIz62AU9x3qOGf89LiPWewhiTqddOAZ964uLqcnHShSVAYR6pO6g1Hf3nHCcOEgln3EGzKZb3nsKfPyxncQjNFg+7mQXhaTrGzMf37MQotvjGUMGqOjzrehxsRbg75tAGbrUnj0Vw5h3iBJHOipjjqdMuTnb9wl7QRuDHYvyflEE3wuOuaE0eQPHELnvTRkVomEM/e5j+kidI5T284x1XzmiHPAtbzQx1HFI38SMjSG3le8aOXaW9H0aqXn5jJyYbA8psc2/Q2kkXEzYUdw9dWXMPV9z3hKdASwiD084XBykkg/GwSYTsJCwH5B2FoxJuaWFCVW5PtTJ5/NoJXP6Bu4NCL0/BqKc3hkuPEn6LkP8dQ6++pBh5cpPit2FoPjKEHpMNTB2BYoCmNLvfagYQ9+nvOM1IjK0+Ric4s13e5azCeXuTRtMzYNyI3smtKlr8/dBdFdi6HmYoeizA5sb1DsCTjg4HG6v9RjAOzmFvm9Bvy/0jovd/RAbfGnUCQoHcOhqlL7MOQYaReAIx9UhlflY6Edz8NJ30nzM1pRjqm+K86JvuiGj94QTBuJwpekBKBgnnODEaWzGkWmB2gt93KHEtu8Ch6hI5Gj/Q6zXWAiFMR0iUuWnGbY7hgFo7mQesoF5wgk9cJgjWgqgqrZsOZ3nu2M06YWUw77HhhyejeR7BQLvO8rgVQxz8O2P2We7PjeRC2OMAxK7z4DD5Bo9laMuG0v8sLEXQxiChiCVxWhM4yfb3ROZ0vHG/mdsgxSiB0+f8NkUbDJFcfMm2HTmCMMKHCodWhdPG+U2zPnZAnyxUIQcOc4auc4wFQXAC/DF3PhxRPVoAHvZCSek4DCVfACyLOOc8c3LWlhm5sC13iUJL9eB22PysoTQ59KvrIti4FKugflk9xj3vSAt9fBYFlrHzKxCQPiei7rMcd75Af06cM55HQzNC4n0ttEMPaxZOk49aBD1kFOhcURhAPGRDfhoK3152Wl26BEJTDKpaAwyqxymNzfnXQMhJBl4dnk52NkZ+NkC7OknwW9cgJ+dKSaUvudsiGxljDGVVyoNrZFG9B2dzO1bYLdvqXpOJtnXU1ZwsNkMfDEHu7gAm8/VmcCiSL+vxze2vO97ZNwYBBqhMsSQYY09YT84SCVfCgmsN/0GVU4BEBJEY3vsciNX3rniB/d66LInG0uKx22XXpi+DEJjlYF6gNJ1cU+KUjcG5a1Oz+RBD3lHxx7Hdfqyquh5jbAYUz2orCiG5R9yjvSlUCW+xybT7b9TmNQoGCo7HAY+4wzs/Azs/AybZ2+D3bgAOz8Dn031C8PL5APnKm/dZoxtPe3EnTIqRba4fQHcvgl2tgCm0/xzjnOl2J8twG5eNMYEKwxjb+j6SZ0TWrb08fQ3l0ISnCcpOCn3R42DVPIhBeR6ne5dJYfJ9OQxJlF07uEQzY4USilk/+1SSphPKn/vtmD0coy1dd0XVJaTPqFr1DGXsutETZMyTva1HU3YIWjJHuqcplL4+soUokLdNde7/TyF7tBlAPU15Lz5eBhXUhjJbKW5MMrb58b1nCDSvMqzOXC2wOqpOeSNM7DFAmw2o80/oP/YYQzs7KxWhJVR33i9zf7PwNxV3j6DuH2u6jaZtNegPoec7flcFGDzGdhiAXFjAbaojYnpdNuOu6A31TswY4Fy2Nf1LjDKbu8Ju8GBKvkSwuXJz+G5GeuEfPC9RArIRwmJ7R00InIpOq7LR1Let7/tRbW2g12dIePN5b1O+TxFSSJTo+5wJ4zIr05SwgeNr8D9HD6MsRhTKRltpQjw1z+mnA+lzE01umoucMZZTaFKKHfq84xjmDEGzGeQixlWdzjEQv0b04l6TqU97HnOSs7ru2z0GLXGCOMeDvj2S9F8NjcmKC+mqm6TyUC51v2WMabSnU4gzmfAdKpCeIqt4dJ7DibqLMn5pOwyuwyuEM2tkfZeCBBOyILD1TpFFR+4qTzMqe+E8uiLPuntK8xn1/lmuWDlyM4/DNn5GVLXbOFbGdt7R8pRO934zsleLxYz8m7KMUZbRGSt984S6nvH4ODgeygj1YHgAueQ0wKyKFCeMch5oZRufTvpmHfCcK6MCb51YDnvlogYsBRUC45qoes2wtjnDJgUkJMCYloAk6IxXshlzTAnyUaZJ++jvQDxhFFxBJL3hINBzguMgvzniTs2lociJuyUMPVsXTrS7LxPxdCdp9gi703vAKb1sRlbx4ZT+46LfSj8JohzWDIGcEBy/e9aZu1kp3BHY5ABkgHQOyx95XE0H9WWRzm3+pb5ENaKE0bFZN8FSALjgKzi742FLMwOB7rtRWYDyBC7zgsUT9yBePBQeaOuryGFRHH7FtitG5APL8FuXEAu5kBVgW1KyMsryNVandVYrRpvFb9xDva61wAA2P2HipXpzi3g7n1V3IeXiimlPrjIFnOwZ58GqwTkg4dgZ2fKc1NW6u/1RqVx6wbYcg15daViXBdz9ezqWuXPGNiNC6AsIdcbyPVaMTTcvgWUJRTLiGg91wwFUkjwxRxiuQIrCshy26as9laxszNgU5elZnlgkwnEagW5KdVOF+MAA/hi3uTPzs/UGONFnfda5V9umjRkWaq2qf9WGTN1iE6K1u9sPofclI2XiU0nkJsSstzUL3AA7XhNVhTgN2+o/1SV2v6u82WMqUOkgGpHPawkAz8/h6zD9GRVube8U7anKZBCxflOJhDLZSsffrYAm04AISGul5CbdV1lZpBoOJhg+saIe+Rbk4cZ9teXlKAuD5tM2qxUPHBgNofSEyuvI0Z+NDQHFK22FsL971T4mId0209n2985g9ygHodTNcYYU3N6U9bzoDLGhzHXhACrKrBSgK8BXgqgEkp+3LgAW2/U91UFWZbbOaX7ug6zUeOg6vZBrE+qMCuMFBKsQC3jyvZ7jIFfnEGuNxDLlZJngCqbqNScPDuDuLwCExK8kkp+TqdKTjCm0mR8K4v6oj5HwioBVhqHXvvMMX22xm67QDt25nenfIS54WOEioEwL4ubN4GigLi62q49JxwNjkvJpyI2cKUEqOuWnrTBGF02TDC48gz9f1dwHAbMEZvHF3Ns3vRaTD98F+LiDPzFV5Qy/sZncfncLZw9f437v/MCV6/hmFxJzB9InH9ohenz98HuPYB8eKniBKsK7I2vwwt/8CmAATd/+wnMX1nh1f/TDdz4wJMoVhUmL9wHf3jVKLvs9c/i5U95BsVG4uIDKyyfnqGaM0yWAqubBc5eKTG5rHDvd85x9kqF8/dfobw5w+VrZ5jfqzB/ZYXi5YcAY1i98Q6m91YoXn6gDIDzBS5/91PgpYTkDMWywuRyA/7qQ/DLa6X0r1aQyxX47Vtgkyu1UBlKLZtNFYvEk3eAew+Aq2vwGxfAbAp54xzFvYeQDx9CXC+VATSfgz/9JORyBbaYY/P6J1FcbyAnHGxdgj9cQt5XbcZmM7Dbt1Rbr1aqL0XV8EOz2VQZBA0VZAV+5zbk1TUApRiyxRxyuYK4utp2aFWpvqgXczabofqIp1G8PAfKCvLmOaqbCxSXa0jGwO89BAquynF1DVlV4JMJ+DNPQT54qNLblKqOekHRCtJ83jDfyCrPYsPPz8Fu3oB86eWWAcWffhLiiZtgD6/B7z2EuH+/MRabMjmUcn5+rjzBm406WwSgMYSczCm1gueqT1U1MkUdDJ3V4yW9nmwyVQqRlOA3LiCXq0b547MpZCU6Rl7zHVEGSZcctOUIxVDzxQ6bjEqxs1daLlvv6Z0+Kawy1P2jlN4eBzrNPK1ym4ouv31TKciTCbBZQ86EUtinE4hr5a3mT9yBuP8AWK4gRdWMKblcNcamrAT4cgNWVpg/EGDrEqxUyrp8zVNgV0v1/4JD3rtfG6ol+Nmi3S6rFSSUI0GnXTcU2KTwK9G1AaEbU0qrP6QAUIDNZh2HAp/PgWeeAn9wqV6tnRSyqiBXlXKWvPYZFB98AXwjwdf13Tk3zoDFDOz+FLi6VsbqaqXke195UHDVH0KCr0rl8KkqyEr0TzPFIakNN85q+dIeQ04jqflW9SObTpQDxdFV2lHTvE8tkz5r8RHPQk4LFC+8CvHg4dZpNJkBA+2rE8bHUSn5rCggY1ZkTPjrCTQWm4qXOYbofSNZ7SN4vVImf5/vTaF1tsDdjz7H7YLh+rVz3CwY+PMM9z/qNl74/Rx3/scNvPAHK3z073kf3n/3Dl5+/gK3//czPPnrBRbvL8A5h9xsgNUaD3/3HSz/L/fBucDzv/wEbrxvipfessblf5tj+gC485sTLJ5fgD28Bntwies3PYEXPmsNrDlu/9czPPxIgepcYHK/gHj9EpP3LrB4eYrlpz/E3fde4Kn/cgPXT3Hc/9gN5h+a4uIDE9z6bXVhykufMMXFB6e4+d4JissNNk8u8OFPnaJYAWIKzO5OMb83x83fnmH28hVQSaXgMg7xmifA706B+w+V17D2SLGzBfDUE1i+8TYWHyzAGYN49klUZ1Ncv3aB8w/MMHlxAs7uQ15fg9+8gfJ1T4Bfb1CdTfHKx55jfl9CFMBkKTG/e47ZBwowKGFfvu4JTF6aAK/eA6sqyLVQHv6LC7DzBXD/IdhGGR4oZsBTd8AnE7X4LOYQt87BH1yDV5XyQlai2aVg87lS9udzPPjIGzhfTMFXJa5fd47L1xQ4e0UADDh//xRywjF5eaZs7esl2GyGzUc8icnzBdhqA1aWQFVBrNrjjZ8tIK6XanG/XvYfj8Z77OYNiGfugNe7NGK5AuMM5bN3cP93XeDGB+eYzqbgomoU4xD4rZu1QrYEqx5u6S99i35t3GElOtVpFE5eqB2RKdQOTw/lg00njWeY3bkN1AYzK6B2juqdH9hKvv5O/9/YDerAtbNh/1t7kFuKX7t9GoPE9jq78qU4dcz6TCbKoGn9yA1FSNTGFX0XpmWkmf1cl7tRdBkHnryjvOxncyWXpFRtPp2q+FnG1XisKojNBrJkakwVBYS42xhqstyAXS2BssTipQ3Y1UpRTzOG6+duY3Z3AbaqIM4mmDKmPNV6B1LIWoFXXv6tx32zNaiLQhn+ejfBqC8AsNUGoqq24ZFV5dzZYvM5YDgF2GQKdnaG9RvuYPbCFGyjNEV+6ybk1TWq9Rp44jYefPQd3FxvUCwFiqUyYMqnb6JaTDCbTsA5B+Yz4HoKPHgIeX1N6y9jvLDpTI2HzUYp+ZcrNb82pSp/M3fTqJHZdAK5Io4h3U6MQQJdWVEUnTlpg8/rS7zM3Uj97GwBIa7bMoPqCC0KXP3OO6jmHDegopnk1TXEioHP2EnJPwIclZLfieP2LZy+7VLXb9RT6SHjQpcjll5uZh8fIwW1TVKRqfzs7Ax3fw8wuV7g/kdyTB9c4OxyiXsfWeDpP/BhvMSfxVf+oX+Dv/TU/8CHyof4/776KXj75A9hcjVFsbrAtBJqcQNw700T/ItP/v/gJuP4TPzfcff8Dr7t038M/6/Fn8DlKwvwagqwC8xfLlBUAvefm+BbPv2f4MXyJv439ln4wx//63jT+cv4tbtvwJ/7iH+L//drPg/v+8BT+Gef8v34X173J/G/rz4Kq9ev8f/49H+Fd/z2J+H5//E0wCaABFa//xKbiwsU6wWmD6a4es0ET3zK83hwvcDN+Rovfug2Ji9NwcQMFxMGVkrMAHAhsHzmHHMpwevwIMZrb/higc3TN/DgjTNV1/UGq9ecY3OjwL03FWDyDOeVQFGHAMmbF7h63RmmlzNsLgrcfbPE4kUOMQGml8DiJY7byxuYrtaQ8xmuX3+GcyFRXC/B1mu1G1BwsIsziBvn4OsNWB0SxKYTbJ66wFRKtaDfWGD99AVmnIM9vFKe5bJURkpVgS3mSmFfzPHguQJgc0yup7j3pgkePiew/lAByQC++f+39+fRtiRVnQD8i8jMc84d3lS8V1UMZVEDDdU2g7RgYwONLVAOvXDC9kMBGWwVm6/91KbB7qZpUVxooy4ntJVJZdm0UyurmQQRbUYBKSjmoqCgCqrqVb167747nCkz9vdHROTJzBORGTmcc8+5L35r1ap3T2bGHDv23rHjFxsQEcMGY4hGYyCOwQZ9HNy/j+3JNthwCjaZgu0fgMXxLJxAjR02lbsFMhwBKIYLuQ3CWcgGbW9idMUmNu/dlI+Usje6YgM713MAfWwD6O0qRWVImMstMx/p2BYQcDDOwTKGCJFdPqRKoN5d0VD/1qFWCLjMOxPqZCqDOY9Ihr6JBOLEFvh4AjYcStHV76WeRCp6EsNwpgDrv62eRVFdDs7mFJdsCJQuK8VT+XuSvlTIy+A5d0EQGL/NKkHpvx3SZ0Egw7o4AwTlHFFp+F04Y7yJ77eN4GCCZLsvF2DGpHLe70mFlzEMr9jExt4Q0HPg+LZMZ/8AGI7kfCAC7e2BpjF6d++CHYzkbmUvwu4DQ2z2GYKRwOR4gOP7W2B7+9Ig2dyQdQwDOZf21e8FRiwW8HROF+sLSO+7DuWb7f7NK49s0M+1I+tFYIM+9h7Qw7GY0NvZkO12bEt61Hd3IU5t48K1ATbuPAY+TsAPJkCcYHKih/GpECzZQjSNQZt9qewPR/W859myhSEwHMod1t0eSIdJCkoN9Lo72CwI5mUEUD6e1DmQubmgditK0+hFdtmytQU2GheUfMr/3/SdGrc7V0dIBkB0cQuDg7HcCQQg+hy4aP3cY0WwVko+Y2xuAVIPanhdeCogV+6AzSLKtKhY1xbp0kYf9OAhDu7cxP7VMY7dHmJwZx/7DxL4hevejp+579/ixfe7BQBw/3AbLzvzaXz8oQ/EZ297CDbPRQj2+uBEYHGM/QcJfF0o47///UP/Dq8aPgU/dOwcPvOwj+FD5x6M2++5Cr3dACzuYbDfx8H9GZ5z/CyAs3jfQ6/Hq6/6a2zzAW49+SFcF20juu7/4g3bj8ej+n38ytX/B0++5v+Lb7j6Dvz/Tt2GB/fuxf9gT8W581eCEfA9D/s4/nT6aBzcM0C/BxxcyfAL178DXxxfjgdE5/Fnx/85PnXi/ji47xiCSQiWEIJhH3w/wviyCOFBH3xHxatDCfdBD+NTPRxcybBxX4TwfB/D+4WYbjPsXyXQ2wkQXRwgON+TC8lmH8PTHPGAYbrNcOz687iwcRyICJOdACLk2Li3h/DCAGLQw8HpANHFPoJ7e9LbNJlKvu3NAZLjffC9nlSCkgSsF2FyMkIwGoAFAZJjA4wvC8GTPnr39qQiqxQUAsCiSCpw/R72H0AIRhzhAcf+AwnHHnIBF8OTIAYMzgUQERCMI4T3KFq8QR8Hpzl6F3oIQw4+CcDvi4BxAIiMQjnoS+W/31MKqmFRrzk2xbEBRvcLsTHogcUxmPIIDu8XYPjgCXo7PUTDCNHmAGw6lW1WkR4FHEGczPjWGQdQooD0IrChPFRocrKxgMv27vcrvXpWhGHqKImP9dG72JeKBZFUMBmTdSsqS1EIDDFrV0U1OR9W6BhGpDjV0691vHkubj2c5aXu52ABN4Yj1AVT4zuXPzAXGqbLWmlEMp4q8VToYxbwGRONwuRkD1HAMDnZAx/HIM7AxwFEP0S4LxXi8akQg4G8eZWCAOLYQIa59KLcjrbY2wfFMYK77gXpgTPoY3g5AxMBoiHH8DKOzTv76PX7IAC0OZBljQJgPFVnfvj83QCBDLUpKp0IAjnvxyqWnof59suChPS2Z8YUi+R8H57h6F+MEA160nu+NQA/kMr65EQP+1+XYPKpHgb3juQuRRxjeizAwRmOaD9CeLGP+FgfYUIyzTJYZALrRdJwnkzlDmHvIA1DSkMoA4dbnHOJcvscqSijPMdQNLaq6YhZv283vPuSFhQ2uVVSThYEOHgAId4kHLsjQv9sH3wsdxJZzx/aXQesVy/x/OGSGaWcw0UVTQ+mVKErpZwV6tJl3lXhS8tGFOLBV5zD5DgwODPE5BgD9SPQ6QmetnWAa6+4d+6T7zxzMyaXCUy2OJKNCNSTHM3izCyG9LnHb0+/ffapD+Jbznwek9MJJscY4q0A1Asxvmy2Wn3H5Tdjm8sF77pIGgpP3Zziu8/8IwDgmmgbV11xHt925lMAgO/e2sPjr/giJvdLML4swQ+d+iAedMV5TI4Dk2MMk1OE797aw7NP3Iz/z7Hz+PbTn8TXX3knxqcIk22GyTaHGASgXoTJNkOyEYIi6Z1Nb1eMQky3OCYnCdNNDhpIBX98goGdGWNygiHeDFKOatEPMT7B0ne+8crbMTgzxPEzexCnp5icJMRbHNQLITbC2fdROKOk4/J5MpDlYVp5DwJMtrn8fRAi3ggw2eKINySnNEWhVBw13ZzisKYwQHLZFJMTDNNjDPHpKR59xR1gZ8bgZ0aYHmOYnGCYbMu2YKFMa3JC9pMYBBCDKFUmsmxJabnDDH1fS4h+iMk2k96wKJLpco7JMYbLLr8o+3eLg/qhDJmpmDOiL9savSh/a2YJtJJofZcrxUHT+zWBVs4AxFthOocYY2lfssDAyx/mFahKpaOqviZ2lGKemp88Kxe7YrwJgrm0bIxcTrSGemeCsfmxwZXxkunfeEtSQk635NwSG2E6ZigKU/lAAy0bAiQDOT8Z57m20opdcv68itePAc6k/DjGpFw6ASSbIRCqw/sD+Z+Uo+pm1zCcUW/quut5VmwTVcfs7k4ZKCpcYBUEar4D0y0u50koywP1brwdIDwzQrwlzxax8RSUCMQDhslx+Z3oh0g2Q9BGNLtt16lAGYVWy5EkAUQiSSCyh5TTb0yWtz2/3MVquQclY0mPSctcSPM0paH61lQm6lfLLGtZOcPkfgno9ASTbSblspbBVYaVx0pgvZT8RWDVvPmHgSXTaFHIccXGLpIB4djmCEmPQYQc/Q3pabhic34P8CH9uyAGBBExUMiBUHo2exsz70TEAtxffftPoi08dHAnaJCo9OV3NJh5mx7W/5qxfA/r3Z3++/LN3dx71w3OggYJaCBwQxTh9MYekj6Q9BiSvlwUTgdbafoP2NhB0ieICOo/We7039pw1X3A5bNkQ6R1TXoMogcMNiZIeoCImFJE5XPRk/mLCLh64xy2N8Y4tTlEtDFF0ickKh0KuPy+x2bKB9QOWchlutlFhOl2YyCdVwT5m/ZQZi/BCWZ1CDdiJD0g6QHhRoxrNu/FYGOCzc2xai/ZHghUnoGshwgZRMRBIZMKTREBnymJTQxjAyhkED01rjIKqOgBpzcPkOhx58jTTRGHCDgoyLRl5aVArFyJ1Qpkpt/m3ylvB8ZnijIFbNZfwKwvjVmzvJJTpvi6ei6rFHZdx+x7XclqU9intRwOBhpjqbFszo/nlCw9xkUkZaEIePp/aczJOU+ZdpZzj+cMtSJInWMBgGRAcv5FDKIv80zHDpeygAIGysofU/+blFVdT9cY72K7qPmeyiY1LinIzL2QYWNjgiRiQEIyJJCEbDv9XcCVLGJ2pboC6aVnik2JdPjhYZFd6DLV/8g+P0rmtvy2YvwPEvQ3pkh6UONGhiKS153WAl7J9yj3zC3CABDAQRyBJwzTOAATACNCEsu8DuLe3CcXkk0gQfouiABBSOJ82ffVt3tiJL+JmfoG6iAVy6dpwAUxSP99EPdy7+0lA5mGYDgvRjiIe2C6XDErpLOJ/bgPrssgoGg0Sf7bxLainrGYgQlZR5bI3+KYz9UfpPIWBEbAbjLAJA4wTgIkCQdLmMo3k7aJPYRkPkUwnQflv0/TUGUEMPs/EUTC0nYRCcNOvIE45ojjYNZe2TYQJH8nyHIUmU9M6IrRSmT+y6TLBDCMo7QNmevCn5B8N1usqu1+IjfaxjbKRzYPPR8c0p1j1uni9ssmFJVdKV51yl9nbNnqJESuDWdzSI51OZ8z85okZaScc4pZicg8by1gCcATlU+CWX+r/5ia00yTUJAwt4slP1e2JU1PaSujlFuzMqXPBBAnGXmnFG/ZZizzHWTs/CEq5V2jcV1s31XK0YoxnjAkxbXnCLX3Ucd6KflC5LfuXYR1lbV5qQ9WxsGPb89t1VaiRbuxaYwvnb8fwj1g5/wWwgMCmyaY7vRxR7yHW+87PffN/9t9KKJdjnBE4OMEbCI9LvHOzCD46HiCW8/fDwDw1oMr8P6d6xFcDBEeEIKRAJsmiC7O6vl3Fx82l8+9yT7+dvefpn9/+fyp9L074j188MI1Ms2dAG/fvxp3XDiJaB8IDwjRHsOXpnv4m2GAz0/38Z6LN+CzFy5HuMcQHgDhkBCMBTCN03+zWG4Tp1SJcYJwRLO6ThKEQyDcB8YXBoj2gWBEkuaNBPgkRrgPmf4+cNN9D8LuhU3cc/4Ykgs9RLuSHpRNE/BJkn7P4iSljaMkAZsms/Iks9jktL3V83Ck6pAkquxitkiof7M4Ae30EO0D0T6Bdnr4xPkHYnxhgOH5DUT7hGhPsv+wWEimkyRBeAAEQyEP2k0VhR0VrlSfKm9l07h0A/g0QXRA8sCtrpMQCA8Id50/NivrNJGUoBVjn08S2WZJpl+roBXBErYgSoSi92vmacwyygRjMasrAKbTFoYr7LMeW8bs5XR1CLgoq/p5apQ0YFGyKj0ir5CruyuaIr2HgwzKps4n04bBWKRziU/lWOGTGHyi5l8s5zybJikXvXxHxYpXGWRxIuXHASFSciEczcYum0r5ySdyXqf9UYipl/UytI2aH7ocpW3HmZQH2XcSKQOjfYZwROmc5hNVRiHl9cGFDYQjoX6TsiockaqPrEc4Ut+Zxq0DtOzJ1qXYvk7pFkN7moynrCzNF6D626zcNjybY5NygTL+gp0Q051+OiaZSo91RGHssVisVVCVdaDaJoGK09Nxi5KpoSnvbckhGp1/KU1e9rh8RVpONJoVjD91cNlJ8OFoxn3uzDqktpOpntLBxhPs3HE/nL6XMPlqD4MLAvxggsHXTuAX734ydr5yAp955AFu6EkP+kfHE7z9yzdgcJahtzMFP5jIi6riGIM7Z0P4V752I85/5RTGj57itbc/AV+65zJs3M0wuJAgujgFG00xOMuwI4a4Iwbe8eUb8Mitr+Dr+1/Du/a+Hi++3y14+d1Pwnu/di1edubT+NX7rsX+V47jHXQDfvLM3+MVdz0FH73t67B5Vnp2/+COb8bB7cdw+l5Cb08g6Qd45d1Pwd3D4zgz2MMHv3Y19u7exql7CIMLCUBAcDABG0/R3xEI9yZygdOX3qi2iS7G2LgnQO9CDDacYHAhAY85xl+LMLhPILo4AZtMIRLVbvcJ9PYFeMzx+S9fid6dEUQIbOwxDO4l9C7GYKMxOCC/353OLv0CpMI+nCAI1GVgatFjSYLeboJgfww2jhGGHP2dAOHuRB7i4lxyVCvKzZRjfxpjcFeAwTlCNBQY3Bng85tXon9nBAAYnBdIIkJvJ5b9KBKw8RSD+wi9i1Pwg6lSPpK5xZKNpxDTGIj0wbj2VLj8YILBhQHYWF0cpi4UGpwn7NyxqdowARuOcyER9vSmQMhlWVMjpfwbsinY+nmSSJYVzaVtfKmiLeI4laHhnhxDpBXTyVT2palN9TjRxABVMrSSnk/Me72Lin823psESHAjh3gT0DRWhkp1OrkLw2wQygAT88qdnkdZo7R3MUa4NwEFDHxvAgRMjXcAkykYY+jvyDmpD4DyA3lJVhl9KwkCYwSKY2zcAwzOE8KhABAg3JtKmkg11wGAxQJsOIaIY0llywttmySg8WQ+H9I7VdXtx8Iw35eQITF8PJXzaieW824q5Tqm8jK8aDdG72sD9HbG8nkcg+IYvZ0Yg3MR+hdi8IMJQsZkfVzXQtPYnkzL62Jb38qMrToUrBp6XhXHUFbvIYLpjh/dtyawsbxDYO4ANVA5nygRGJzlSPocA9XmmMay3cY+XGcdsGZKfpIPLangrtUUUOnCxSKAWngAjYwS5LBbMJtZKQtDlSey6WI2R7RdXj4WBIjPHEN473lgOJzlqfI3Cob0Y31jogN1WbYMozGOfSHA1p0TiDDCxt0jsIMRjn2Z8LaPPRwnbgnww5/6YfzHh/w13r/7EPzdHddj8skTOPPVBP1zI/DdobygaTzG8dsIP3bH43AyGuIDH38Ijt8S4Ls+99249aYHIdrhOHa7wMbZMYIdlcftCb73sz+Ai6MB4k8exyum34HtzRHOn9/G+66+Djd/9ipE50I89/In4O9vuR7Hv8Ax2jmOZ2w+G1+77TQ2vxLi2O0CTABfvukBOP5ljq27Jgj3YzDRx1//48PBxhzUF+jdE+DYeYbtr8UY3DOSF0FdHIKGQ/TvHct/j0aSik4pgzQao3d+hO2vhuidl2Ue3DNGtBdCRD1s3j1FeGEoOeKnU7C9IbbumiIYxgg3Q2x9ro/BOQIFcuegv5Mgum8INhyDxQk2796S349G6YJKCcAPRuBEsjwpfZxA79wQ/OIBECfgROiHHMHOUPKpMyaVAM2PPZ3I9EYjHPsKYevOCYKxwLGNAXjcw8ZZObY27x4jiTii+0bAwVAaOaOxrNv5A7DRBCCSF0kVBp/mqWfTiZ3L3GXeKO51AOB7IwzO9mWbKkWXIcDG2QmOfXGA7Tun6J9TZR2PKx0FfO9AxsEOZ21cOTem6jKfrLKSlQFJIi8MgkV2OMTH0mSSliXYkZSBMk+St0mPzW2auyANBgWmjlNAGz0VnsX0VubUo58AonAAsaGy72KozV42KHhzfwt1d4Hh8qQkATGeU3Sj+4ZgB2NECc3GSpKAT2M5LxnH4J4x2P4QQt1BwXcl4xNVKKSUJMBkiu2vJRicm4CPEwTjHviF/ZR2VdMPIwzkZVu6bIUxJHf4JvPjVxAISeZeAIsSzNT9AKNxPo3pFDQaY/vOGL3zI/l8MgXbk7eagwjh+SGO3TZAdN8BaCipQTGV85A4Q+/cUF5SFyvju8rgt4UdxTEwYY2+LXu/cn03faZ36IqOvqkDpdR4bN0ho4ORnYWsrDxCGqjHviKQ9Bj6947B9jJrlvONoh6HibVS8iGSeie6A3WBTByXL8wVtJwzRbZ8y7hUIdbJqlv9SsMNml5b74JiXTnD6Ewfx77UL9+JMCWlWCUYkllxy/j7FehgiFOfnWLj9osID7YQ3bUD2tvHyS8MQcEGjn1ljHujM/jZW56BcJdhcI7hzB0Jtm/bR3DvRXlT6nAEEOHErUP8/Vu+AUmfcObzwNadE9y+cTXO3CYQjhJs3XEgb6QdT6Ty+aV93PGuByEYAadvT7B/dhvT/jYuu0i49bPX4szXCNG+wAcnD8fJOwknbh1j8rUQO7tX4sw9hI1zMQZ3D8EEQYTb2Lh3gsEdF4FpjGB/A6c/dBzBlJBEAfq7AtFugsHdB+AX9qTne18uWtHdO/LfyksFQI7v4QjBvRexnRD4OVnX6K4QYT8CH28hOrcPdv6iXPjiGLS7i/7XNmQIUC/C6T5HtBdLg2IqEOxPZDr7+0AYov+1PtiFXYiDYeY21kQ+H49luor7Gkki2/vinnxtOkUYJ2kdoCkX1bau/DeBhiMc/+IQ0T3yoq8TgrBxX4RoR+YX3bWDKArlgnGgDIYkweCre2D37UivFGPGS59IXa1OQV7xLB17Nmj++t19RADEgVR8JS0gQ+/Oi7gsYOjftQd2MILYn9HrlSa7u6c83mK2cOvymaAvYirxRmrlDUTOrCZzPPAZA4XtyDGQ1kXdxGySO3qnJvd3ofygjKfQ1gdavqj2zZWvaMzlPPkqlCJ7qZhNVjmMgbnyEyE9QKG/133l6u3XCn4x5EXv4mQc4vy+XdBojGA0kbd36xtXe5F0XjCmZOLezNjZ3Zspj9Z1SI3n8RhbX94D3x2BTaYILg6ACzJPBAGwfyDfDYL09lIjkkSNiXmjhqaZHQ6bk02z84zzaVAcA6MRNm7fBd/Zl+NwOgUu7qV88PzCLk59YUPKruEolRHBvRexMYrBL+yC9g8kv30cl8+J3DgrGrCz3ZIUZV59RxnTZI7qMhTlmkuojRiO7AeyR0qmF8/eZe4KMX8od6eOf+kAFHCE96i1V90ef5TOQRxlrJeSr6EnRsUgY4r/lzRHtSvFVjGvLqDLGsjbR0mnbfASsYC569rFNMraxFAXxhjGxwMc60WFBy7eeckaUWeqM84ghiNs3nIvcO4Cejt78vr26RTRbWdxeu8E+H27uP/FU5ie7CMYJwj2JuC7I3lDpxL4YjwGCyNEt53FVe+6HEk/QO/cAfjOPh6wf1mqYOLinvxGeR/57WfxgL8PwMcx+O4I21/ZlNvmBxMkxwYIzx8AicDm2WMId8bg53cx6Pew+bVthBdHYMMxMByBhMCpg4n0Ip2/AAAIdgc4PU3AhABFAdhI3khJozHEwYHkpZ/GUiDfd14Kymmc8/qI8Rj8/I5UKg8O5NZ2Io3b3sV90Egqm6QWfLG3D37XvVIghyG2huOc15CmU8mlPZlKekQiiJG81VUqWwEgEgh94Y2mkkMg63F+R4ZxBYHkcVfKYKp8xPHMQzuRmgyNx+jdfg50fgcAEB2MEPV7UklNEoi9fbBeBDGRHj0AQByD330OycWL8hBuwJVCk9+JIsXNLW/Z7SBcjbGMgTOc1UsQcO99GIwnoF15a63YP5hd/FOy2Iu9fZl0EFSHByqK0ErPH5G6jdTgLXZBIdQjvZ5eKRTyYqOJUUbkfjeECTrdRF5Ms+IW4LSOuRtUZ7svLg4V+aKhn2xlzda9jqOFBCi2HbpNVNuLNH1xYUfuyhyoeyrUusQm4WwO3XceQhny4IFUrpSyVxojrozA4Kv3SlmhLo4TyjjmPchxngiwgKvdMjW2CmcqqHiDbVpdsnvvNRQFLwsDJBfzF7dJJX8Mfuc5iNFIlkeQPBei2lzsXETvNg5x/oKUkcpTT/ddANuThoHehQIJuUNe2IV2AekzPjljs4oitpB+9m/97+IYM70D5OdAek9DweC1GWHpC0r2pndyFIz74dDoINXnG63DnORubvjls2k6Yn+YyiBqcnjeY+lYTyXfFUrQdJIUd1S8KwQMC3gnkyNd5Brc8ldEMoC9nUp5fTUtG8+/bylPKlTiKejOsxD7+8DOxdlCePdZsPMXEA+H4Pfci34USS/LNIbQt3FmFhiKp0juPgt+7zmEGwPQNEYymSK6sCMVrSBQIQpSKWNBAHHPOQR7+6DxGEJf9gJIz1ovQjIcgfciRHf2QJMJkjgGggDBV8NZ+AjjMk5256KMuR6P5fmP/SFw/oJcsKIQQoVYpIqRPtwspKJrUtZoGiOZxsDu7qx/VBqMX1TtF6dpURwjuXBBtm8QADu7M6mtFJWZQs5mu1omj1ZRoSaS7agOBhMgvy8qpEVPVBxD3HNOGgeMyVtf9ava28mDmaKgDY0LO1KhVGU1Ia1Lh4e+xGgM0HCuTcTORUB5rlggy0jkEBajb6eMem6KIuNu4SNEzWJ9DRCZm3jB+KxPi8pL8bdlwXixkjkeuROYwhrryNayNirs5Ij9g5mhmn0mZmEeycW9nNIntDfcRpBQ8Agn584ro5CAg4PMsyCdgxQXPNzFupp+U+VxGRP6rg3T2KZ4CnH+vJTnQnuwk1wb0WQi51Kmbsne/swozq611vWLlfej45yepbfAXXaN4lh0Cj+keZmonS82B4JLXUggufe+9L2cU6dD8gOPxeFoK/ldo6lCnVs4OyA06pjWkjhAnOUNh0WBcYDi2a2hmVsms5eQiNEIGI0M3xe8FLE8BJRo77VIIPZE+vvsRUoXFKEXvew2r0hSBVOMhTqMpcoWx/MLMhHEaLYoycVitvilCywwGzPZkAetrBUVC9sWOCV5eZz9I6tkZ8+cGHZ55hX0Qn6meONiHjZk+2U6UxpzbaFhUOLmrl1fFg+zMe5a3d6qWVMyjEMA3MrmquDXQVcKd278OHgvu8aiFPYOnB4Lh+lm3aKSVpwfWU9z1ZjRY9dxTi8a1sPkZUoiiZwMSSEycrCzuWBpn3XDgvpTr4uHavR7NMZ6UWjWBVHFqflDGKwNTuob0zD9uyGCMeRWad30BdXnu15lAVqXRrQu1k04tuFD77KfXdttyZe6XVKwxM4vPt8VlhcaruOT1C5kW+PVpU0Ou930XLQyQVnaLPO78w22QCGsa83k7KLgep7E40hj/VbFOoNSiPyhGtu3FUo32ajtGgiTlGqtCqzkZkuUTM6a9wIQSfpHxEXPkdsiMceZXXIoLFdmmwCvatMuBJfFc5M9mFS6wDhunxqRHnZaMeNTI/XWHIKSXifPtm3U5nvXw3eusqolT7s9XYcx1sVYazJWCuEIC1M2nA1EEy/hosgPFrB745pmTbrjNpCMYSVtWMH6ZqyT7Zs6fdXGyKoMb6laexx2YpqWoa6nnUQ+LdN5HG88rT3WT8kvG+BzB4dEnlqrqdAuTgZT3lATokowZW8/tEya3MTq8jIv07uCMDg3TQ98Fd8tW3xT+j3Xy0K0MsNYs6u7TWmm/xbN+jmz6DF9+Fhf834po2i8ZX8HKsdlI6VtzvhquKjkDlC29Zq23M1wWfSbosu6OSuJKowqe3ZDVMuKpiimOTssaHPYdKSYd6ngF9qq9IbxLkBUvbaUjR3dv3XGl+ldQTLsscn3jIMF7jKYkqT9fFD5Nvuuqj0tTrsKxr7OoM58ZPuVnC6lW4OdNI9SrK4mY6ODqrGQUJLMGDpqfptPqMMJ50DBl0NdoWN6v9SjJ9A7O+NQnnu/zNLXinUTQcBXZOhllFbWm92eO7fTYGpD0xi10iQqBo2qLWgnr51FiS3GsecORLP5903pZqlOXW+UdlUI2ijfdZWO9LuG46wTD3eN+P0quKbRpJ2I7DtrRqdFwQgucvsXy2P727YDaHsnV+aOlY/iDtuivJYkmrG8pd+b5ZBzaEv2UH4ZWq47+uLJ7N0MxoPNtuQCbj5Ma/vGVT5X5NsYdYzk0nQKMtJoGFjqWlYG/Sz7TnEOFb+vwVLksbpYEU2rgLIBa9vuMiq3Iq9QN6HccxH66QIhKoUtma4JL9u2tIa11FzkbEZTkgD3SjpHo7chq6gU2zi7ze50EJHsAr+svM5pl/RVRRoppzNkm3ey05DLoIsD11pR57O/u/Q8qcvN3L7PLBq2ueeat+u72Xq7pl31vitahfcsSMza0rX+XmPOAdY6M25RKk39WFQqTMpG6Tc1djW7RtO8K5TZzj35dcaX3rWsmOe14uH1+4Z5Ta6e/CKCoH47dTTPaq1padYNx2ZXSrSj7M69U8i7cR08VhqrqeR3hSJjgUZDr6BRkKFichSU1cqb+YCCV2vBXUQEcd8Fp8s7GGfzh1OzIQmulj/jinqzpkK5YLAwaOYFdfgmHSN16rJMz7UJDvGjjRaGJmVsYoBgiQtXi3Z32zHhc7Ik939t5Loqz8VHdQzGFuFsrfuj6HHvMjTLJd+275bJi6p1wVJX5/Un97uD/HV5J/tuEWXrLwrlLn7PLZ78DtBEjiwlf9McrL2jYk6bcVYtzy/1ENUjipXtVbsH2+5dOkrovD4lE5hMV5e7ft/QE9Gpp7yrWMy2IURdbm26nMWoo/i6ZMmb7Qx0OlaX7a2tg0WWzce+pqgcT6s8Rtqiad0qw28Oqc38uG6OGrL4qOk/Ht1hZZX8urAfxPIxZasKyaCgdgcKuyssCNLf0x2U7DumWN/SMA4+y8+SJ4SYeSmLCn9ZrL0Wxjwwe794himiuBtU5Vkpu/ymDmweojkPmlu6uZ2Jome3KjSqmIcpFtT2zPabTtdk+JSFtTQIdWilUBXHXFNDTX9nKEveQ8ry71eVryyt7O9BZsxbPzb0gyrvXNnryul0Dhd3OAwhXSaZYQlXW4Qy3FgBW7RiXpd5qEz+NnQQrBVKx7plp20ZOMpGr0drrOxlWOVXdy/pMNZc8g6n0Y0fZmLFHedj00PC1uveK9qGBIHxlu3nSi2p2oBvb8nr1TNCSqgDwFzdYCvvOhCqfGqbt9+X7w5H8pwFEVi/n6YjshdZqfdZEID1ItBU3qKLIJCKvJAXZzEVasSiME2HRT1QkqQKSe5SJyZv0JVXt4dpmhTLa9IpjuXvjEvWHi6/5/0+SN3ES3EM3otAFM4u21K3v4LxtCyUBLNr5/VFP9nn+lIZ3Y7qNlkWBCC1Rcs4A+kLjxjAohBIGFi/D5pM5W4O4/IG4CCQt8AC9nGjYmZZrwcIAUah/EaVvYyZh4WhmkuyLmk5acY8om/11c+yihILApDlfA0f9NP2oelElROgcZKmlzt8yJkaZ5YbVg1gQQAqtI1uTwBpiEJaz8K3un4s6skbsBMBoOK8ULY9eSD7Xt0mSuPMWFf1S8deFIKmsVTKOZ+VR9dX35zsco4lE47HBn0wonTszzGZ6bIwnvZVdjwjCMB7wWzM5KpKubxmDygd1yzML11CxX6zKARNRG6usDCahSqoG6DTsk1nrGKybwI1FzJhUMX2dwFTB/nrUC/r+Q9F6dvrzW5P1s91uxQNxSg0XzqXeafW7b2MA6TaNIzkDd+DPmgaG0NOdZ/QZCrLAaQyUvbnbGxm5376nmndMsoQ07mPkjBRIuj2TG/ZDgJ1x0t5e6QyU93Ey3uRHOdx4ZwBkZpfvcwFXvbxUhzfLAwVO5DBYLfJOrVOpPNA1Yn1gtwFj9k8Uxna4Myax/piZZX8xnCNC6/jxagQ9LOF04FOkkRNgbu87c4qw4oELzEiahglimGCnTgu9X3O04WL7+5JxWxjAAxHUikYT6RCwRjAOfhlp4DpFEgSeessAL65CSjvItvdSxUfFobg21tyIdnaBJtIulDW68mDtkSg0Qg0HEmlu9+XCo8QUpERIvXq036SGigsCmf59iIpYMMAtH+grv7m4BsDWc+NDZAQYJMJ2Nam3DHY3ZMGxMYGGGcQO/I+BxaFoHECFgTg/T4QhWBJApqEM8UbSBVsxtjczcBS4UyUtzWSiiQReMhmxkck6UL51iZoNEKyM5Vl3dxIjRyaTKzDVBoDHOj35YJJQpZzLI0iSjAzhID87ZZRBJaInPKnlS8EgVIEE3BlHMmCsvQQPYvUolhc/IIAbGtLLX4xkiRJDTGp6AZg2ggAZsZeoq62d2Q2Yr0IjMLcgq77guIYmExkX/b7wGQ6U/q1cqrijfnGQMqC4TB3UbGsb5Cf+1oBJNUuUQQWyrGRjLPjgoMSpGMPUQ9MGTsQBJbS3mbaHkj7MF/XjOddGQ0Uq3GytQUeBGBqHNFoBLE/BMUifV8bgBTLttVzi6v6s34vHTM5ZGVkQZ6TIPBBX8qHbHPxEWgykXmoftDV4epdfcs0xbHsrzBEopV8EmC9AVgQyHEThfO0wpkxUMVYxoJAygYSoNE4bYO0HBYwzsDCPigR4BsDCEE5Q2TWLhyAOg/FpbHOlOPAlm6ue2usK2zQB5tO5dwajeR4FVmHA5P9vbkhZcnFJFVaWa8nZZGS3QCAyQTgM9VDz9HcDeVC5HcOLKQKelwChnYtfKOVdBZKY1OvHflv8ofDWcRSecy2t4CDYc6ISfMIAvAoBIXSySMm01n7aMdWkbJWjW/W68nH2oBKX2FW441FISCk4wpJIg14JHL8a2MrKx/T9TtDfDFXHh9adRSxmkq+ZmGxCVPjb2Lew1GWftNydYBU4GqvbUm6RsV7ERMyR61m4fcmAaTeYEelqATi1DGZbKiENGcIGQNFIZLNvhSajIHt7ksFWS0GyekT4AdjsINhquCyzQ0gCqXQHE9SDxjr98GObQNEEKeOgU1isP0haHMA6oVAQuD7oVxg4hjYGCjFYyLTFJQqyWw0TpXNdPHa3ABtDqTSGoXSOJhMU6MCnIO2pXHBhyPQ9qb0/EymM6U/4GD7B7K8ynvHolCWZdAHEgEMh3IRF1BKRATW7+W9PxmFjICZtz0KgWksF4whSQWx35PK77Et+c7ePhiTSj71IrA4Vh7ueKZwZncx+j2p4G0M1KVzQrb7NE4V56zHVStY4FK5w3SqHYVyoRLSE8xC5aGeTGcKuRprQinVrBeBTeM5DxdjDGx7U17sFsfgk4nMvxeBDYfSk6yMGCKStLFRTxp92TJmoedopo3ZoD/jnE4SAHK3hkURoNuAkVREidQuDJspPZyBiRBsY0O2jUGZZEEgFea5xVh5iHuR3IWJY+DixdnzIJDja3ND9u9GH2x/KA1aIcD0TpNSHHm/L6kOsx7jXP1ZOi4RBKB9qbDR9qYcT71Ijt/dUBrQWgEKArVLNJkpNBsDmb8IZRtsb+XmarH+Ou+c4qp2Kdj2lvxbzOg/aRoD/b6Ur0OaGS4bAzDOpXIpCBiNZX9tbIANR2lbsEEfCEOw8Tid32neJgXNBrXDwbbkXC+SGsjxYZGf2hBNBNhAyZXsboNaO1gQyCKQ7A/W7wEHBUU516B5L3GOQcZGnJDu2gxkuxzbkjtfozEYF7MliHGgF0lZEoZSvk4TsFApoRM1x7UyrnaW0rbVuwB6HHA5hknt7M15/tM6sZzRLI0PS/XDULbrZCrlYRRKDv+ioyC7287ZrFxBIPszjoHhMJ3P6W5Rr6fGz1TmkTEyzd0xM7rYxgBgDLS7B0Z5Y6y4Y6XbJ3XwKIcOAGCkxjognUhZ41DtaJDIhmlm7oipG1LGGOAjodcCq6nka9TxeLf5pjLNGgqtyRuWLU8mHcaZuwexLarySAV9yfNi7GubdmYc01PSw5b0OBgBImDg4xiiHyLe7iECgIAhiBOwoVRUWBhietkAUcjB750NX9ocyIUmYGAXMl6iQR+0tQEQYXpyAD5OEBIhOTZAshmBJYSQa+//RIZ7TKZ5JZNz5dFnqQLNehFoAtBGH2J7A4wIFHIEByP5nEtFCADE8Q3wgwDYjUCbfbk47e6nShh6Edj5nlzU9IVcarGnzYE0NABgJ6/M6bAlPT7lwkFSQVGhR3oBZoD06k6mUsFRuwTJ8Q1wvT3POWhzgGSrh3B/COzuqa5i+a5mXCpwG33QZh8sVkr+3r70PulwliCQBgVjsk0pUd6pCJQ98xCGQCQVUBaFsp+DAIjkvQUsCPJUfFEP4PndC90mYmtDGlkikoZTFMq6Mj5b6DmX/SVIGitKkWAB5jyhaV2y4V/Kew0Ssh5CpAYPA+RYhVKOdLlVaBB6UepVp60NMEGpgZfLV3vwcs3O5CLd78vxt9EHmwY5Q0TuihCwuQEKOGhrMBsv03hmAGr0IrAkkKFvBko9xlg63hEEYCMZ5ia2++BhADEIIXohwkQAO5kbo8NQKp4kwMZSzrFeT6alPLS0tQG2tw/sFipPWnFX6eWUfJLzXM1preSzOAH29sH6PRBncgwkifReDvqgKExFG9sL5A7UxkCFM8lQudR40qF9I7PhY93NzCJSZRQCbHcvLy9Fku7KzKUdBHLcTKeyfNNCaIj2eHM2UwiDANDj2OShhZBKdTYpK93pvINHOgQ4xPYAPElk3wie+UzO6WR7A5yxWV56J0mQbO+0jlzuJKp+ZQW6TMbZ7Fb4IACDeactDRfkTMpSNe+M0O0qSMkPBsb3ZTNY1vfUQaKMCdraAPSYYIVd7TAEBv2ZvBiWMSwJIJBGZGr49yKwg2F+N4JxqcQXy8WZCgFV43QylWlytWYxBgwN8lHnjYwsYUhDLOd2QkrWeBYEaRSUx2pjpZX8uXi0Nt7jRgZDDeu2Ttlyhx5rxOI2KUuTNrO1VTbNOmWwYLodgjiQ9JhU8kOG3k4PyUaI6bEAfBKBQg6+H81i36MIk+MhWELoa2ULAPV7oEEoFe2M94NFEZLNHhALTLdDBCEDH/UQb/cQbwVgCYHFfURhCNrbl15spThQL0K6ZSzk2QEdCgMVKoF+D2JTlkNEHPxCBKYMIrEhldR4O0JIhCCKEG/KBSaKpDKhy831QqdipFnAQb0IYtCToUrTOO+N45kFILOFz7iQC85EhWhwGVIhQxQi0AFTSrX0wiYbEdi4nx4IFgNpYIW9KFXwZNjGLLaVcQaEUrEQAxl6wxKabZ2rBZupBR9BMFsQGZf5B3mFEHEMUt+yKFIGVaDOMjDZ1un7wWwxzYJz0EYEcIAlJNuHB+r/ShHoRbLsgsDGE6l0a8WE2JwnVIa/5LfQocqHOAZj6i6OSCndsdw6RyJkvplFmmnPow4T6/dAQqTe91y+6p2cMqj6l/UimW4vkjtdWWUjCAAWgwY9EOdINiOE00TulgWy7Vk2bj4MQcxyoR3LG2LSayrnfrIhQ6mSQYikzxEc9HI3lDJl4GE6TccP9aNZ+BtnEBtRbq7mstbhHULM9TMLQ5k/ABZLQysYTeQ3yqAlvXPCBagXgfo9OYcAObZUf+VoGvV7uo9M3k3twa0ACzhoQ51XMVBBWg0FpsYXEWjQAxtGhccsNZQoPczP5S6iOmcwJ7vLmMOyYVFZZOuu5ojY7IENZTtTMbkwhNhU/Zud/z0le1SdwBiI87yxqcN1Mn8TEZhqOxnDbvDma1kTcLPHO/uqHo/RVMoV3VbZNtDI3uWi0+U8N16LB8dZGIAG0hhiJeFY6ftatgLpuJujDNWU1bmzWKpfwlC2aRiACQESynDWIY4G46Bo/OnQHRlVwMyqSAc79h6Hi5VW8muhSYy9K+oeWnLFGtNeOXmzysAZ4oEUTIm6aFaEDKIXIOlzxH2OqBeAQgYKAjAepAI9HjCEfZ4TihQFEL0AFHCEWtlgUrETvUBGVvQZGHFQxJH0ufxbMKkAqRAOxnka2w/Fm0+cSwWB83TBZJyDGFf5yvdFNFt0QAEokuVLehxBKJ9RyEGBUpIz5eb6PEGQWXi4LCsIoDC/AORiXDNtikQpGOoeAqlkK+YHnil7GAChzBthVlmQ9SGlYGfTnWWu6hKpOnIGcJJ14JmLxPQ2epZdSLVrjkJVL/KaeYhz+TxdUPlModHvG8AYQ9ILwGMBcJJjhjOQzk8ZJ3I8kayvrieR9SbqubGu25NxgBNADAg4KOSzuxZUvukuS6Dan7F0fFHI5eFnkxywcmnztB8pCqRBmW8EmXYUgDiXcyKU74JkH1Gcb0sG2OUWz4xHdV4CTM5TJgiixyH6qiw5I5TN2imTF/hsPIooQGDpy7StTMppMJtbcn4ykG7TgKeHjNNxG+pxquYYy/RXkC2zKhtnUg6UoWodUbIBsaV/syxA2XQ4l/Mj5hAFD3f63AQ1Z5zl8ty44fM7dvrVUI4zEQUI9Hwpepw5g+hx8CiYtR3P9EPApRc9lUWzNmGFvwGod1l+/MzVWaUbBDNl3AbG8nJQ9XMl1LkUpsZrrv2z33Mu5YqgmSxzSJsp54NeD4oGZG58Zsuj6kBhABbLOUxq7FBQkK+V9Zvt2MnfXNvFh+ysA6pdEoeFRViPdTzzHksDMab+A6D/S58ZPqjTjanCyZCNtcylnZ0Fc/SLzPx7Lh1Zfmv++rl+h2WemfLSaRfLacq7jaHIZJtky572Qw1Y625CVXldaQxLF39LmXQf6OeFd4wLo9UD2rCM2fRUWRYKhlm928Di1SZWs/9z3zcsi2m+pXPLUFfbM9sYqYLjnCOG9v3rrKxVzasFr31lMtDyfhWyjE+d8MC3aQOX/Nv0NWtwy3rT8etxSeHoePKrUOdgrunbw8KSt8rkgS77rkVTas85CEIwJe0EBQhgAmBTAT7lCKYEPhUAVDw8ifSAZzAh8KnyvGpPaZKAKQ9ljg4wSWQ4SSzApwQWk/q3QDBlYAnAYpq1cyLzgKD0/yxQ4ReyAWQ5dDywEKqcgABPywghQ1gAAp8I6V0WAiwRcvVPRL7cROlhM90+SNT7wCxGNdN+8nvK/5atP5Fkk1B5QbEGye8EKE7AY8WKo/Lg00TWJ5ufqc+FAGKRti0SVXah/q/zEqpjs2kJke8j/Z5uXz3+dBn0QfxMn5rmBal6sVjMvhEcLBEQRNLrHSczz3WSqLzFfJmyZSsiNxZmbc2SWfum3xbrmWRCI2Ihx7axfUvmmWpffRbC+iyU8wnqAC/TfZTSzpTQZxbrLzI7HUTgiQCbJuARB8UEJIU09Pwp1p/U75zJMpraN1uXwnO+taVCIoSMIEtkv7JEhvWwOJm1iW7DRLdzdgypdhHF/hHp3LK3ScVzAJJtSo3Fqr7MpT2TL0yPl+JzY5ks49eWj7HI87IkWyaWykbznOBTke/TrJzUfZKRRZSRV6zinpvSe3CyY7MMaXmEpLt1WctoNpZSuWJJO627S1nS5FV54sTYf3O/afILNY809XNarzgBC1Fbb8jJharzeR5rhdVW8teJ0sk2qcq4fssWi0OqO+tFwFhUZl9NFVq+lY0kQbgnD3EFk5lXOhjFcvEGEAyn4FOuDm2SpKGMY0R7AsEwVvziKsnRVDpSOM/FVZMQ4MMpkBCi3QR8koAPpwh7gcyHAH4wlQcuhYp9jyWVGVcsORRwsDgBCSF5kolSPnw2miLoqbCSOMh8L8DGU1WPCGwo8wgOpjJMQx86G8ey3Frh1GVPEsnIM1Jpj6c5IUxJMosxLvaLKhsS5VpKGVVUO8axPIQJIDiIwUZT6Dsg2ChGeBAo9hqRTXhmJJOQbD2TKfiQSUWrUHZZTJrFp6ZlF4rVYpY2xYmqP6Wx+Wkbq/QomcWNU5yYFQ3V12w0zSiTBEzzbUpCgAkCxQnYeCrz0spCsT0L45gEyThzoRdaRX2qDmtDl02NJc2sotuX4ni2kTOezIyNQtiGUWHT9Z9OZRqTqVRqs9DjaDIFizmCKJCHrZNEtkM8mzd8YyDfz55D4Or8RKYPAcjvEKax0sH+FGyixnAswPX4VKGNRCQPjWb6X88NAJJycDSVfWmC6t9iO7AHXimV+alQBrIaBxPZj7qO2fHB9OFn3RckxxnL0JvqNBjnEOq5kxJoASUCfBTL8aDu2nCisCSSdYljsNFkrn10e+SUssy4NqcpSh03VWDjqWSrGkq5IYqhbSTnfjCUYyJXRi2L4ngWDllUhE2KsTLQYTsvAuSU+zkK2iKUgS8ZkxJp8FcuctpQle3Hh1MpQyHnM2OZ+Ron6XyU8smknM/STeUZ41KWMib7L/ueluWGcqZyhGh28JZoNg6q+pv03TMFg9hW5jrPPFYKK63kzymSXXm1l3WYxLJrMOPVbzhRsnSGtrQb1pEN+nkmE2Mm1MrK17sFvQvjNL5Xg++OwCYh+CQC3x1Jr91wPFM6GEPvvhGC/QmQpZYbjqWADfhMqWPSQGD7IzBBiHYCsGkCdjBCwBj4RKbJ90czYToaS9q/JJFMCoylC1OquGhlNEnAh2Nw1c8sCuX3SrlhB5LhIOQc7GAE0mXhXL4jhHwniRRHskgVd7nIj9Mt3CLNIsUxaDwpLB7q35pvOQlSzyRNYzDFoMDUtyxJwPdGYMMx9A4F31cMFePJzIjKjjflgSOlEEEpzBBCUW5mPXl5pVYmRbP21ZhO0gt2dDkhSBl3Yt5TN53kDLwUSSLbdyoVNKEVSh7M2mA0nl1eNp3IeG5tYJjmY5IUPJySXhVqnMl2TiQN5zAAjcfpAi750bPc3zRTRgWlh2uFaUEuGkfIzG2lnDJD+bQRyg9GAOfgkHMDAQdixd89VRSv6jK67Hznit0pvfBIF03/LQgEUvN0qrz5gRzf2XaaSoUoq4Ckc0PFZrODsZXyMTf2FFi/j9HXnUT/ngM5jydTqcCTvOsCSSIZcUSSlpc0ZWacoQkVJA2ljFwBkFKppoaPVRF3kNvTqZzbQszGYS4Ju0eYpspgHOdlnC47VBlTT3iSyHdN4yhjCJTWpbjTnTl8SpOJVPL3hrJcxTGn5jTfHUlK1Oz8n05n5QPUfJNOgmzZcq2RrVdZW2l5IQjgif09QLbreCzfB0Bx9mI4w26Yzj/rdFEyfK7tAGA6kfNMyZWqMZLS9TJIyuTirp+u38RwwZlylKRGlC6jkOsXC4L0cjhr/mVGiAMaXwzqsXSstJJfG2WhOE0GZOq5bDiYGQdK2IFKvStNQ4uyec+xEVQdFmMzSjLbuzS/+NYrl4o1TxIE90mKRq6ZAIgkJ75if8HBUB6yOxjKBSORgiu8dxeYTKUg057Dvf2UESOrENNkAra7DwIQKG8Ojcbg0zjl1cdwBDGR3mxSSj7Fscw3y6IgCERJquRCCNDBgeT+htwFofFkdnvtwUh6MHW64zH47r5aOJUH+eAAmIRSGSSRlp2msVJclEdzVFCikkQ+z/RFuihOJkpZVnzwyrurlWuaTGW6gTqEq9NOBGjvADxWaRfSzY2B8RhEQl78pNtmMpntJBS+S8suZPtnlXQajWVbZBdVkoty6tEtvm+YO5QI2dc6De110+npPlUMSTSZSgWhqMjnqmrw7ivebH1bMpJEUtYpoyYt23g8G4skQAnmDRxVrrk8DLs0mnoxzd+gCOtL4mhfUrQypdwAkP2byZ9tboAu7ubmC+tJKldN/ZkdU/KAsvIAXtyTivKkr8aQ7BPtsaZEAMORHMdaaRuNZrdYBwH43gGE7cIpraBnwPt97D2oh3A/RnhuTypd48lsTAlK50Q6nhiX1IpZGlZlgAHItT2NxunODKas1pjIganLuPYOUkV0DpbbVnW7gQjY3593uOg5mTVKVb0pmW8z+TLV9uTn0hmOpENjd3+mtBfKRKMx+N6BlGuZcUlqV6JoQKS/6Tpn1xrd9yKZu1l6royZdMrWJEqEuschzoQDVrSJMt71DhztHczmEmU454Ec3SqptaQUOm8SoOEodRrN1c8yP3JyRLUtJUKOf8bNY66YP2NpHWzjxgrvyV8brLaSv6iBtAgu/Tooxr5Z3+vAUq6bRr+XP2lvS6+F4cPUDaR0fkf+ppkRRAKhPBFSWZ9KZWY6zdxMSqD7zqdKpYY4OEgZZ9Ir7rm6gXRvXyoo2suqFGRN70jqFlytWJK6sVQoruGU4SCz7Z0K0f2DVOFnvR5oOMyFlgBIt99pMoFQ3PM6PIX2D2Z1yyrF2iupla3ihTp6pyFtVzYT9nEsF8hYKSo6Xa0ETGPphQZknO10OlNC9/eB8RhiLJUmo7FHBDEeS+MmXbhpZqjoxU8kxnGULpQqbTGZyoN1OvxFULrA6evYs4uQMF1io9tsbz+zha+9cDrMJYYQBBaHMw98od3noDnNsz9lxqi+MIkEgeu4aK2IFT35JGRdA5FX7pUympVJ1jKRSPMnPpnF5OrHSlkQ+0M5bvVug4rZzRnAmwPgwsX82OpF6TmQrLeOEpEzwMTFXblLMxzNs63wYLYzk/ldaEMokTfKCsC6a2i8mGxjgIMrGY5/WYYgpTdVp7sFQir0+rJAIgACQt+cna2X9khn59x4nCqB5fKvel2SBuWBmhdTsDBychhRkgATzNrOpPjpkLmMx1koRdyesM0bbpHnGfkl71AQs1qbYscnU4iLuyrufdbObDqV40uXTe8mFvKiqSV/Pc9NDi+RSD5+2y5cMQ/t5IBFqc32D1fUnWLmsKDd3cLlaNmQw1hewAbMdr1y+dt32OWaU5gHqo/nLsrL7aRm5q3aHU/HelzuyZ+rQ0l0gP1bj3XAiiv5NQdSlzfBLiKkRy/kS1DuS3mYi+mnCqLiW9ZUkQswhJjaJaAkQaIud2LKk5+Ge7CZkqipCvmAS09FkiCZXJz1tb5FcTxWnO6F+iUJhLotV+jFIDNOWBjNKe9akOsbAynOePMzCyvjDGI8TcNK0ttEdVpKCWd8MvvtQN1sq6jxxHiaU0rSRUQkEGqxT3eEsgudUh5MOz5p+bU3TKh2gRx7qXdMe/hShVkqkMDMW2UD6XhzErPD2qnCkI23nffGURzn+Z+FuuxGtavkxBbyQGf2U11PmweORKqQyPd1u6r8RAISSb7OJmXShOy4EgmIBFgYzRQrkUCM9diS781tmRNBxqurBVX3NcuMrzSvEkeAyKRRoA7U/UDTibxfoLirklFiRC+UlxtlL/oKQxDiOcMqbTN1G6nQCqzeteKBvEhOc9MnSdp/Ka1nuqtBoIkK/bEpI4Z6szDE5CQh6cnQIxpPlOGQUdS14ZlpT5pM8rH9jIFiAUp4Lp+8l9egOLqsCTpvmjkJ6ilPQt50DMjxkWUGysaRZ9MUiWxP1Q9dr12pHEwSKS/nXpD9SPtJftxoQ1bLoEw9ig6NXHI2L3jGkZGbiyqvsjqnu6+m90xjTYfxZYwgoXdOM46NNAkdNpMtW7EfTIZKRuanXP96DJXtNBTaVMbnS6OAMjLI2GYmeKX9yGK1lfyusKwY/GK2bbnkbVjkNtoyKbiEDgUoLFzFG4L13yQy25zaw1NIs+gl0QceLUpoqigDqfExB+3xyCpi2mOdLZ9W8Av5mLpEe6hz3xdRrKuxXCW/5eL1C79nFkljnkD5WBCFRbrumNTGgX6U8yi2GMO5+lgWflu7AJadC1P5aV5hKPaltf0NSkbFOJ77PWNs2stN88p9FoGFgs902ZPNM5kdRyJrXBnCBQptkJt7LuAcSY8kbazamTAqQtn2LGtH24V/TagMLcZYI5SNFZdvXH53RdbZkzUyTPnQzFjXv1nP1VUp2jUNI6f3Te+V6QZN2u4wlOVsO5etJ13oQYekS3k0x+ry5B8B5A7BuqILJbvNJDwkIVWJMqq9ZZbjUsKl2B6rUudlGNuUoWzN/Lay8bZE4DFLD3ovtK9WtQ1WHasyf9YUnVFUGxP3fXMpwiv5qwbXy4CaoGqSk5CUfItWqNdR2Dh4muoK6IUK9CIKoT6rgFLu604yaJF+cQ66lqnrueuaXt02I8lzX5zr+hBkk7FJNgOhq/5MEkQXGYKxABV57xeBhXnHF2zAVYWI1E0j+3NhXLB+f+7MSicoK7dpp6kKNqNNr7eFOuTqWazfisjPWuhqLK9j3S9xHC0lv2wr0eW9RSIbZ1v2Wtub/fQ2vmgg6Ilm1FwLaqP08o+632nFo+6i5VIP5/bpsE1I1E9vUUpHkzwXnU6TfMsW/yZ9V6po2NlXWqPL/iSypseGk/ln08mM3tAUblTWjvrA9KJkx3SKjbOEcHc8k1PWl1uwf1nTdJQ/lvC0RsrposBYdV2MMeSZuvEAfHtLnqmyORFc+yH3vS08ztL+ZeOgYg6n/4zskctlzxrlu4g02sy5Jk4Pj7XBCkmdGigOOBcvpeGwTOu8i5zCRZDIHJzi1Xnb4mGXOMFoPJ7nVLbl37BcpYtzWT6meHGrh6Y4RloM9a7GThYlyleneQDOC93SPZRdHpJvWgZrmrw8vSbjaRHz2NRnToooSQrK4qHHLOVhg92B2aHnBdR1MsWxO2LwnYN5KtK5shxSyKKl3dIzOED52HKKLV+AceOKTN4sCMC2t+SBUdMOdNtdBNP3TeW4oV9YEEgCBMbB+32rcSLrV/ecRuEgfe6ZWV61NpCNukNHkQGrZKB61ML69VzTAZs7NNnQ8i9L05RGViA6euhZwN0mVGfKTIGCbzia91BayqMZYpzzAaQQq8nZDGD+Rj5XobNMxbVMQLuk4+Jds+Ztr6deyDpBmWJSlYfJoGhT52LybXfB0oRYPi1D28pD0x3vDuQzcP+mqbG9vz9P0TiZmA+fpy/Yx1nK7GOjJ3RBicFGkwk2vrIraT/j2CCnGo6lXJ55Fq35dytkvg0ZT75xnGbLbmqDLpwUc79Xzdfy5yzgoK0NebeKDc5hbhYFde4nljK0NU5XQ9PgAkDPwBqkk4jClu3Py/+uet8FpTpNw7J37NzzOBysh5JfuchVCOY2aZe8Y1Uqcgs0n//Nmg+X9JWu5SpDVgEpy7vwjLIc5KoMTvWsVTSTElBR77oKVaFs1oXV8G5VWuZ3anixFqS02cvi3v/OaS4LdXcabPWpIxtM89dWpjWGiVud4rj6Ih3ArJB2sTNVMh7FZAr21bshdvdmdLtdICN7OjMUTVhk2jZYjZLqeV/ZFkEAsRGpS/Va1M2i4NdOs+ZOAss8ZwUq2txYzj5znPuN2yN3nqJMbne8RlS9nq2P9+qvFXxvdYWqSeM66Zd5KMv0WPNWuyzYTQRZWbx/DY9TKnTW5SDQIj3pK4LKha2FwmFPc0GLzyK8baxkl67sYGATOIyTlOO++M0qMsswBogEyfnz6iZkC21rg/aqHrcZZbD4bpOD0Y5eaye0kAddGDQUBdIjLhO0ZNTB7nudZ67gHEwbdmW70i3zKrZza+OlZf4elxa8kr/OWGGF78jAey08PA4XqyjnFlGmFZQ1pQoi56Auwomq8sm/2CqfpvCKsse6YvWkShG1YuSZpPQCuqP1WranOBvHH/XABwPwjY3ZdqKqV614+CyMh5kaCrAO2UXq1seF2aQT9pOuvJqr6B3tGJXtXXZAvQjHeFAWRs3nQhmq+qtpf9ZmVFrDcdOC2cYYb73gQ+rV4zZzZmlBjEosCMA3BmBRr954btEuresiBPg0kec6OMuX23VN4QGC49tgeo2rChHteD6krG1ljG8kmrcVU7sEq2ioelwSWM0bb7Pbo0GgTp1nmVU4jLe6MQ5+/DjExYsAAJrCYbGu5j/Pn7q3CPwq2jBXIZERNvz4NtixbWA0Bo1Gs2vShTwwxID0SuxS1BGMlrouGiwKM7dz5vtWLvyWcxeFg8MpCpR1pUI6RxVYp61KOMEXxe7RhH2jjK5zRZVI1uvJcJLi71oeiEQqhYM+MJ0ukM6ybPFvwD5jQ1GmtZmzXSsUxTnWVRx+IU3W6yk52fCmWGD549mFwUojvZV0voysF4Ffdgq0uwsajeeZVmqfSWLloZEulJ6Ml+ebJODDKRDHUkHnHDSdzH9bMkZ4LwLO3A98OAYxBppMICbT0rJ1RtMqRNonFJeMuaQB5bO6aZ2FIVgYzs65FA0GKy1yya3cTcrSEvkyr+aa4WHGSir5LAgAoYRUEAAio8gSYe4KeP0dZ8DJY+AiAaYxhCCAGvJZd7V41VQaKZkJRnb8GKYPOIXw/AHYfg+c8ZQNg5IEBMzYMZqWVwv7kquw7ZcWNVREDN+yfh9MHaabS9Yk8F3ydjXwXJgx2sLFeOpSQcsoZo3Gf1GxczIuahrUJb+zXs94uJKFIRgAoXWJzQ1gzMF0GnE3C5BepG390XjhbHJfwKK8gDYHxyGcc2FBAN7vK3YfJY+WcbcCkBtjlf0qLHLSIe851qLsru3GAMnlJxAQAYLAEgHqaCwvCpQI8P2hPBDd78sDqnt7AORabFtSsmAbG5g88CSiCyPwJAGCYDaXSx0zrs4OexvKi9/Uf9N5h0L63mTSeA1gYQjW64GNxzItUYOBrC5s9zN0Aa/Yry1WMlyHhZq/Vm4BzviFq9leklNbYJubQL8vqa8WsZWvUdfr63IYLrMQiBNb2H9AH/GpTYhjW1Kh6UVgm5K2THoJIosS7Ljg1fFEZVGm/LuyIWXeZ/2ePMibfcbVNidn84d8q2hQK4wKa5lddnZMIOomXrQrBStbFtshxSZou8sAOIwPOR6M8zwIwAb9lEqPbW7Iud7r5dgyWqPMC7kMJbgp/73t267RxTjIIgiAfl8ehuwy/tmFiz5r3LjI6cY0t3YZxAYDjM9sgo5tShlvo1KuxRJVQk5Q5uXXKKy7c0kkCWhvXyrBvUjOSx0+V3bIPFvEfg/79+9hctmGpOMcqLlsWbe7vGyNkiRdw2g0LhRsVuf03ohaiasyRpFc27L1cd1VrTPHysZknXdd0lgXsgsPACuq5CMjJNKLNlzAGabHe6CNPlgvkkpwlhbtMHhf63pTM6EV8bE+Ds4EmByPkBzrA/2e9JgMpNeEKZ7fykWxYlIe+qEixqUwZHllXpersfJW19Ape35YnMEmqsIu0tNYFO1sS7AoknKgeIFNFAJRL5URtNEHi6J5CrzKDMoWReEwJhpc+tT6zoblM7C0yrdOFtrQZ2xx+R12XHRZ//cijE4FEJs9OfajKP9No3nqcAFjG5CQSn4cg0URaNCTxkkQyP+7oN/D8DTH+FQI2lRrXKicc0Wlt8xoAeobRXqtJTKHvar8nChls+XL5MsCLtfq7Lh2WY+b9purfPeK+iWDlVTyc8qr1WufnVAzYZBsBKBeBISK2kvzzre1/utYytY0HJo7k1ayEWB6HIg3OcQgAEUhEMr/s4DPDjstchEui8t03J2ozoLJ/lKUZrm8s3cHOCW2QCVhlVDFAb1kmrbytBv0h01pDwK506cMQooCNddrjpNVRWO6QcOB1WXm3xZBkMqA2tS8dep+2Iq+BRSFmG4xiH6YKoULd760uXdCfS9G6pxYwIEonJfhVQgCTI8B8QYD9UK5xgU103BFyYHuVMk3ce3bQrTm0je0VXZcLxpV/dmkTVd0vni4YzVXxaqLF2w3sDIGETIgyAj9RfFoA91bw4X0RMAgIoACBtIGD8v+V7M+ZRO2dlodc5K3ESYu3x5Vz8WqCuG25eLMvtBnFkzivFvDrnSOLOBAqwu0V/Cwd9wWjboK4iJgO2C8aHAGEWIm51tdLnUIBj5js7kIOCu1FHCIHiBCtcYt6nxUl31Zk/Fv1iZHfP56rCRWU8kvnuROw23Ki0tE4DEBCR0JpY4JAovV/4U8kJV6H1xiKouo2rqslVaHB3FcwiM8LjmQbUxkGKhYxhtXSoPXTYEWm/4ycdjKtAlE9j4/6hAEnmAm5xfFFrUoEIEJUX8uklrjEoARVm+OtS0PLVEXWcU57XHoWEklnxTDAGWFHZcHcCVVV8Fzl/l3MEwkS0siJPNMkdHgMNBwkoejBNEeEA4F+FjVJU7A4kQyA2h+3zYsN5XvN2RMqUD2YBUJAqYxIER+kdfGXYbqbD4htwNeS0PXgtYlprKLPA9rcbXla6O0SxKQHieCwCaxfFe0ZJkqluewFsyS8tfhc18orDHR8zHJtdKMk/K5Xrc8i0SLPE39yKYxwgMCnyRAHCPlb19Gubpw/iQiJ8NdjTUWJ4h2gWgowCYxWJwAibB/Xxo+VEF3u2jyARt1diJqjetmbGh8MfeFeKw9Vkg7ymA6TScMxXHKsJPSUQUz9p0ckgTRxQnYeAIaT+Tp+YywNF60Aqye90Ah2Jtg45xAtDNFsD8BG01AkykwkdzExfoZ4aKsdBp646gcFdgGaDxJFTcjypgpsv3q0pemi9KqqAptbZRjHXDgnu4alvp2xhvfOEa83vmTuUeTqXEsUCLk+FcsG2w0AU2nwDSe0c/WKqdZHshzQS0XTZcD3em/Hctu64+u2G7ayMI2Y18IydKSJM12CRchwxd5aLHYj5MpBhcS8AM1nuu2w1wsecO+yNYt5fWvri9Np3IuahnuKn/GE2zcK9C7EIMNJ/JOmDg2O+eWZYDXWUsqQHEsaWH1zvuCqCgZZzPCEmthGh7i9jsEa42VVPIpIUklSUKebGdqAEcRWC+and4vDGgShOD8Pmh/CIylsEi5tlMBcUhVbjC5+c4Btu6cIDo/BN8dgkYjWa/RSAoOLQxtaTsp+BXxn117hnS2vV7ufRqN8oKdqZhsUp4hy46MSbhVxS5bjb3c7hAz/zsLQz0X6k1Z5sGplgtc6/jx8djc59Op4lJX9HcHaq634LI2Iggkk09ljHCNdmq7WLbdsWtyOLfG+9Z55QBKhOpzYZ3rzRKm8r+z6FC5q9sONByif88IbPcAmEzrt0HTu0RKC+VIOwzIvhsO5U6b+s8lfxqNsXXnFL1zI7D9oaSynDao/yrAtLs6nQLjsVtEgTMbnOmGcMlE2GYOWrFKO+UetbGSl2FRPIUuGiUJGO+nN8ehF4GNxyARgAUCpLfplUKI8zug4Wim4KubMeU7HIwbLltaJFgLOqydPfQ4B9vdB02noIOhbA/lxYdWdMq2NjUDTpPtzzJUeb4rkF5hrtkNhkOQIDAuOyenLFfUkQWBaovZb/aMlVGQZMfNbKcnl0bmNpfcMxuI1KG5oPqcga1PqvrK5YYZoMTwq5FGk/ez39lgq3fmmRiPjXWQhu3MI0YHw9TgbXX1fJGqU40/stX/sEJEeADgEM6wuMgxxlHrttrs/E8SedNrUuNOh6ay1akuDdJ2/cY0rocjhPdcBO3ty7Ffpx1gkU8tx0id+aR3mHP9V7U+MAYaj9G/4wLYcAza35djoOoW9zZzsqqPUprLjrj44xgYZdqy4fioBGfy1vjJVB1u6E5GMM5A1EKP8ThUrKSSLxVI9W+RgOmT+4G0VtOFvmi1EkFc2JlNKFOcbpbJZdmDtkg5WZE/7e6CTdU130JIRUbdCtjlpSCMMSx9+gZSOdeLAsVyxya9EbAO/amJXaVEmLMgMCtvhd2AJs2bUjsuwBFlLRPjWJri52rYFT35uj9M/ZIxwnXDSc98QVlId3RmioQYjuRvWWO+mGcTKCW/8QKXzdulHIvouzoGY5u20tBnpZoMfhJKztX1YNcod5XR7VL2LtoJmMtLjMZg587PxrOJI75KOe2qbC4otJfeXcuHoFnGf9a4m0zA7roHIklAk6ly8EE55MyyJpWDy6xvQ6QGy4I9i0w7rzirZWe7JV7TePdYKaymkl8EZ2ACM8VPhXIQMB+yU+UFaIqmi5dT2kUhKPMS47Hc6tPQgtGxji5XizuFVSxEAeHzwiNr3LmCs9XiR++qLKYxUQddenEO40Zzx3hoiqez3zocp5rK8dBUiDVQYIpo5SwgWpx8XSaa9ptIIA4OFrd+NYHrGSPG6u3AZLOIYyQXLxraTQA4xIOkHc69tG0WGdueoS91WfdLUewLT/251lgPJf9ShSnG76jDtJW9bnRyHsvDminCHh42rGUcelc4yvO467od5bby6Bwr5AItgVCUXNoipkPgU3YKGelIEbdd590EVXcLtFGg2/SBC9OAC9eyphGdS/+QBGENfuhaOBR3umF8NDqI7VD2FTvcVYcGcEEFWHD6hT4pZedxG3trzXHfVdkX1QZ1GZK6kheHJHecsBBGJVXfdXOq6TsKREPq1SyK7eqdbGuN1VpZLZAxt0Ly52p6sSTJUHw5xiNrxXJRgtjIcOCgJB3y4khUcrB1UUhE+aFhRQ9qRRqnLeaZC1yMB/1OLoZUZP7ZrD0a81u7pF2WbhtmhkWga+Nx2eNTiOqD7SYsuuyrrHQ14vduyzjUxOi0hYK1ZaMxxKNb313hfnRBsa5t54jhHZu8W/jO7hr2Del7Crou+zob7h4A1kTJ10o9xbE8wT+NG21tkouV24IXvDK+PRs7XOo5MzyzeTr1DoLp0GHVtxpdCk1HoUBxuUAiQeW0Y6pOJEgKuBrCzYlPvdmp2+Y832m+JfHlh7H4mPKsyxDRxgCpe4V8Lj3boVOHuOkaNIBGdLk4Fg/rN027S4XY+O7ieMBXxrNapz2WWeaiB7pJX9e9Q6ZLo6jWdwUCiy7buWmZXGSPo3HTBKT0o04NoHQt8jfSrzPWQsmX3Mki5chOPfllnnmjwGqxCNkYQbKwcaS7UrbV+T33jrkbc5eA2VBsE1eB2VawVh3UEkmpIZfWicSMM12Vq/pmUPMYsH5XQ8Clnt9lCsWm/OkuY64Jq4ypD2zMOsDMQF4aM0hhvhjyJX1jtsu8d3lWzKer8L6Umaiugtax5xVoFlPeRZhWZ2GSHY8/U92KSrhtrjUdZ12GvXVlKDTO3+RgaHBBWNHh5TJPHQ8ct0KbOyuK8kMkmTuBulXK/Zm49caaKPnqYqw4VjRbcV6xK8JEqZgmtpgByzhLGTkMDztJf/5HZn/m8B0A87Zol+cLLPnS1MIiYdryNp1RSPmMKU+7p+8GKIGRCYKxUu9z+VjLC9vO4OqZtr3fdf7Oz6r7YGVgM5ATi5HpoiSsIkwe3lZnfWoaFbZkumDuKFOmu0TNNJ3qVndtsBh1Tg6dOum7oMwAXuQcmct3hdSYsh31uXctly86vT9f5xzTmKlcZQ6BMqyLLPcwYoVmRwlEosIykply3+Rw0aI9hW3oE0svcKp41lbILXsSd7WtnzNWWt4G2gVWabE5KqijwDm2vxttbANvmGv/twlBapznAsbmOho7RZjqsMh6LVJGlHmgXeq5DO91HRx2aJSrs6vMqbhMlIV6usBWVx+qs9ZYgZHpiPSg5ALjPo8quhZAHXgAW28BrhJ376otjqsAvzCsN7oyLo4SLsU618W67nRVYV3rtK7l9ugM6yW1vOIwDxeDx5+4n8H1/MYy8vVwg2+71cOl6Gi5FOtcF/6QZnv49vPoEOul5K86XDnS64JEc0rHph7zhXAQd5hmXWrDtihb4Jex+B9lwV+3bVtSIB76QbK22+q5tFzvZVhAaOMyqU4XFbqxbLrWRcmK7E638zfFw/ErYsSsW8x4l/cSdI2jvG54OGE1lfwuDnUtmfqORMnlOS4XabWiXaw4aFqm1HR0gK4uah8Qc2UuWVVhWxdN2JaqFJZijKl1vLZQQuvEBHeBZW9HH6ax16aubZXZBcmETgyuLtu97vwqwUKMyWXSp9ZNJ8sq5pJf1+O5mKatLHUpgLsoV1UetWmJO6BpdsWiiDg8loLVVPKLaCJ4q8IyFuEZWsS15GXKqxKqtSkjm0zyulgmu0JbuMTarrJHxDbWTQfrlsFEYluAFs7T7rDwA+UL5CouZindYslle4scn20cAV0z+LiUoWnsfJ0DlC71chlnbe+GSPMilVxH42AZ86ArWVRj7Ds7l2w0yHX0DZc8mrx/GDLKn0dZW6x3zzVV8E2ovUU4v9XZSMDqhcXVQ1IXq8ZAtGpoKzCXLXi1sG14f4KZUrWMvcmxXk3rr7jznedOF+XJjPFcezgpbpTv82V5uRirVlC6lnFdos4uZ8s27YSWs0wOujLyLDoUyJjngjy8TXYWKzDXTy5GVpv2a1OHpkouUT2Z5VrGNjpBXbhc9OmxslhvJV/jMEMB9MRcZlxeHc8kUCG8D2kI1OaHdnx/0Vzdq+DpbaPgL4LmsWusQhu7ItuedRb0tnmtM1x3VLuY8zW5wZ1lQbFsVWW10VU2GTNldx10TZ9Y9axpuiaFftHju3OWuWL5O577LamCO8lrkXl6LAWXTs9VCuEFNYU2AErytS4sq6DsVHlXDquMXRlUXcSQl10Ks+pYtnBf9o5H8d+Lzmsd81jF8xJt6ts4XOcQ7xxYZ3Q4flo7XHzf2HFYzHIehwo/Izw8TLjUwpaWhbbt6hfx5cO3+aWLVVICXcLRjgrxgodHR7h0pHdlSEsNqr4671WlURbLvwqK5iqUYZFIqedWsJ5lZ066Urwcxmcn6SwbXTFRrArWsQ6NQ0c6GNuLpsFc5f7oUjE/jHm9arLEhlUaA0s6F+SxflhNJX8u/IGXPy+i89i4kmZqK5BMsfzLDKFoenlJ63rXPRAsCn+2MKzmkq7BUOJy2LsqRtj1gKfx9zo82CbD1fG3KpSGcLWM+y+LU+54YW3FRqLnri7TIhbB3LhaIaViUciyztSVi67vlGBpdyi06cu0jTpYB13k0aLoMA1tsOj2P5Q7MhpREXfNeNZy3fJYW6ymku+KptSOi+KGb3MCvy0MhlF60LJD7ud8HiXMJF0LDAObUWfputxj4JRWyzLVUP4rY1ctxlsni1zpeKpJn9mFkaxRdaCzazYSUz5Nd/8c+r6aKncBnvMmbEYtlcbWLEKmvOqynLimW/c7Z1niyNrVVtFnHCwIMvlZxkKb+Wt5p7UsasJedFhsc65jqmq9tqbf8DsXXArOhSOM9VbygeqDrRotJqvrYaDS91w8JikTRPsJ61TmOnkswYvW6rBr1fdtKB7L+JznWDMq2Dw0V73t0Fgd+sCOvGetws0MaMxQAix2S7iOEd7EYHc5xN10jLrehVAXdb+vep8HzcuS5qEoha11rthFakP356LQdMHPv2gqTddPg6CbneG6xgGQ3wHrmsbSJpcPy1vdkvp44ejaOPJYGayFkp9TGuryktuoy2zvLkqZ7Yq6kDnwZRfz7EKZasNOZOgDZy/OIi7dqbPrUJcj2NbmKk8348thrNShb8uO6y623qvaZJFeJaDcgDKhKyOmqYLe2fmJjncdlMJcNSbrsH+5y6aSPrTmx+vl0QQtPOPOc7uRAdlgfLnkwxlYUHLJmktZ2u5g690EoDtlsmtF2bVcXTrnaoTSLJ0G2sfnrw1WX8lfhcG0LGq1OotYF3H7juW1L/IL5h0+DCyKli2Thq09dXiV8ZIYW9lWDWUc3oXfl33BSqf5VYUGuX6b+73D3YOu4MplnjVuF0r32VbGrqgnNYvcHGqhwDuAMQbwmZe59RxpvGPazdq5qkjbdcXLaQOJDskePJaK9e41P+gq0ZViszRFf5lYJaV5pcqyxn0KtGvLZW/ntw1R83DHOt+XsGju/y6xiLDJSwhO563mP1L/bxJl4PvkKGO9V/MjGifWJQNAF2mRoBKaz0PoAy+UGsE9RGrN59VRVYb9uF9NZBmBFoVi2us+R48CFiRnGq3ZyxgPfsytJdZCyXce9G1Zc9rSFq7SJFgGl3OT9MvYbFqz0zgO5yzjhu1Z7rcaXPGt46Yd702YW/QXzGbkCsaszD5zWYiS+iwAndLnNW0fl4OIy0Ij6tyKudtW7pAASulxS+bHMrAMAzIXCuZAI9qivYkIELPvO1Ewm5yBWdX1qrOsV9jxUMU8dVSdJpcI1kLJL2UEMQ3QKrqvw7LAXU6wOyiKJCzME3XKU7cNXC4T64ImsamhVtm2TZWyCkpI62FPs+ct3RUpo7fsWoHXTCWd0Y6WK1qNdgy6mJtl9TOetShb2BpQ7Rm30ZlbWk4Hok0HJEXl2YfyfKvndR0FxVU2NSqTUztWGAlt8q/4prG8bSLfHNJj3CHGXpBU9IuouWuU5tPQcHS6q6SsX6p2OpalqFY5Cp3W9oZ312gskhhEwyv+a4PVV/I1nVpXqFzUSpSvRebbNq3CxJ4JixqC0QRXJaUuDnvXo4YgrNX/bZVVG3WgqUxWKj9L3ZpyuNfFKt6Sy3i9ud+Eg7stumTQyH1Y7qWrdk4YjDHXfGo7E1R5ysZwndvLa515aHD5VrZcXaKMDcv1ckiXQ9AkgCTJ/20qR1mZ6jLemdLuAoepeC4zlK6tjmIYE43OAXisBVZfyS/DHCXcgqrjumh0eUFT2TMnz49we7fu5Sy23zoJi3INyzJTNC6brSWXp8ulNVWxu21vs62DNlSxZYrWog/6Zcd0HSpU0/NKWtgFsfE0TsOg3DXdAWiUv8OWfh0Fu254pIsB7WK0dA3dvq47DZ3mXdHGFTKRBIG0ku/iUGtz34i1EA6GG2N5GdpkbB2mke5qHFd58W33ULg67NrAe+/XEuul5HftKeiaL7auZ7WIRU+iJvSQVYJ/1SZ+U3aBNp7DOliGIaj7rIpbe1F8yW3HxAK8YgszAF2pNA+beWVRnsa6hpZTCNEhyJQu2sfVo12p0FZc9uUKziRFZhXqOFeaomr3wdVgbZR3DYNg0R55l52ZElQ6lbpmYfKH/dceq6nkrwoveJ0LhKrQQdxjKVoJ4ENo5yZtetjjwVYGdamQhwWu/bYK/ZtFV/cjdKW8NDRUWhs4ZeEgbbGIPl+2t7yrbxaNLg7trqKcW2ZbFx1Cqa7C539zScvDY8FYwRm7YKya53kZ8PF0Hh4elzq8HDyauBTXdA8PR6y2kl+HUeAw0dQir9ret6XLg/nYvMNiE2iKJm226nVaJayjl2ipB3GX1D5dKpYN76qodbB20ehSpi/r4KYLK1pdLGP8FZlzFji/rGNsWfNsGWeByn5vSifdeXm8IeuRx2oq+TnBtMgLRhwP6tWNO81CHxiqAx6UbrHzXgQWhfUFqDEO0pGpYpWURkuZW9H3NWSeqX3Ir2yx6GoRXsYBwEUuMgtQ/BZ2wUwjysCGoWrLXsDbyD39/mHIjSYKX5cK1yLjy2tx0tekEy27SXXVUKh3q5C0tuto2/xWQTFfhTJ4LAQrOoNrwspVvmDvwoIO9rIgAILAWi826IOFYf75og/HdinsF3XxRl2e9DIU3+8iLrcpveZC4pYth810zGkXu1N152UWxW9bM0N0uIjVaZ82nr5iUi6XpNnybmRYdExfnMVh7cqtwm6gy85AyTuMu42/lDmnLfFDFSuYfnaYRmBgYZ0BZrLE9RByG/nXBHOsX/a8jTKg7uF/Qz9WOkFW1djzqMTq91wtasYFWKNVDCVEzQ7dlGUZhWCMSWXfhH4frNfLl8OYkKtQKxkGSuh1zk5iyrPtYuTKbtEEZZdelbJhtCxL07AmFyW5qcKztC34rPHhSHfpalgse9Hq5PC+o3wrKimroNguC4cx32zfmg5odtUXLvOBBCCS8vdalaHDMdaSbMOJRWiRyFEkt9mJXDGV7FKSHUcUKzaimqG2AmpTME0WvOvFI3VRJpS0J99SLxZFQBhW17tT77tjWl0L2zJqy7J36vRjJe0ft7d1G9rEw16YNOYMAt6dF7fUSHavv7H9a3jAnNIrplXGKrOIxbgO1V+XsKTrfAdEFTplEWuRVsOQvE7LsEzU2TGz1Ck3T5ruBi0DvIWsNeoDh6ga1c27TB6ZDE/TboXLLvi6jHuPHNZDyT/EwVWmDOhnXXu5GWPlQisMwIIV6bq2YTCLyL/JjX6LQlec1055XYJCuODBd+pnk4fVoxnW0dPn0udNzlLVybfp3Fe7dIcmz1bhkLGVxniJTi9rHks8G7BEHNp482iNFdEUPWqhKjRhEbjUJ/mqbaM2QZee7mVjhdqf8QWEr9UqwIp4xlcUKzd2gWYhlUewbxaGKk/+GuFQxu86GuseTjg6M6MLrJAiUYoOD/M5oy47ScUCZT1vsK5YB3aCGoLcmY1mWYuD46HqRiw6DbCsfDyOCGwHU1dZuVonI0M0l7980F+pkBQvWzy6xHpotRWCcJGToixt/awZPV9JukRSaNnSjRNQHGcLUj//w4Lebo5CA9d/TWrS7DfF+MImaZWhaRtXMVLY0GRrvwkH+SIXtaasLl3lVXKeo7HM6IJlqQ2aHk5fRiy7DUsOk8j17WHy8JcSGpTN/Yr2IrF+xqzzofEWY6UhNS2/7BT49vaMsa5pGfS3h2Uo1LnPYVnUvx6HjtVW8qu2Mst4nBtw35oP99VU7rqYCEmCMg57mk6BOJ4J4EVfjMG4OS3GLIeWqtueaa7/Kpjq5hiHv1Q0vUinabpdpmPq21LjxJHFKH2vCW95QwMhe69DUyWrKWzsKm3Yrw4LjEn5UlbGOvcI1Kmr7d0Sed96Z3DZtIklYEHg3gYuqKLjNL2TZehqy8Ll8n2dQ9FNdkSsc5AjueIk+InjYP2+ZLZrGC7DgsBtHNaVxWkGzP7c1WHkFfVLDiut5BuFnZEKUNgP45j+Xpbnu+mlKEIAosRbMx6DprH5WTH/DrzUVqHX5lBpkQa0DoreFhcPdksjoNSj1UTwAs0UoEVikYtBywNppe1vGgv6cGKJN79V7GsNGeI8f8rmq+tc7kKZ7hiyHzoydEzjkgfSC2t77oKsQltlIDqWrfH4srWXait56Z9l/C26T7NsPA5tZDUi6qKUxYzJ+wAagHGG0ZWbECePyftnbPfTuDiuAl5NiLFsWZ9dK1v0gQ8hWl+srpLPmP1CqCZC2GmBNGzVuVjdLrfCunqKGAMlQoXsmAUXTaYyXKcpb3ZdMG6d5HMLWRXvvv6u15stzI2KxEr/nj1YoFBdFeW8LerQiWbRdvekdG4VDTeLIW95v1SxzL9Y/Y4rTFSk+v+Gsi/sgJ2jkVvqddS7d1V3aLigLRtMxY4ICwIgipqlqf90HS+6HHUPzJoMeotjigWWG89dLz+05WcqY0ldGC/xHB8GhWzZ+02cMADAOPYvDxGfHEhq6tI5UTFGOJfjsE24TxtK5i7QtSPB49Cxuko+AOcLLhwVy9z7y0at8pVfR06TifTk1+FBXgAab2tyBkQhUEfJz4wFI393yXasLR2n39ugo3HWGV/5MmBTZrsah67KMuN2j2gX+a66DMl9V7KTsAzFQfdD2a5s1VxmFkYjxgDO3CiFSxVzXvizi/CihrsXWpksu4DPlo7N0LShjQxfABqlawsnNb5bSJ8zTE4wxNsREEVyHJmMGyeHAZvpLK3OwJjrYr+rpeFOfJfndjxWFqur5DPucMFFiwuaTL81ufDI5TkqhFehLFVbY6XbtebMHd+zlLHMo9MQpIXpqsLkSS7isM8BdI2a9Vka1VvDdm51C2ZdJb4srybhbocM6cXt0JBZYBswveu7KmhbJ8u61+l8a7vLtcJjty6SASAilhqjjeUGX/E1zQXL3v30WDhWt7cWcjCuorqLijuriimui3Vi0/HwOCSQP2Tm4dEtjuLaQ+o/D48jiNVV8oFW3Lc5HAavfNc47K20jq13FiftjSon1oZCnzvHEWcPoTY8WNsRmlG0Lr5sruWae6/2Ycs1mLdl48rWTitcr06dEoLkf3WMrjp3OhBJRrKu0IalzSXtqrqJwlkv/ekinFBNY9mPEMIDIJgIIBEAqfNwpvXOpd+qGO+WjS760GVX22NlsdJKPpXQSOZ+t1FL1Z1oJBY3gF0oCdW/Ow+DcK2TC9XaXNIGBc6lHacxEDswBLnkKX+s+sj8ex2atyo0VQgO85KcLvOxMsN0OKcMTErW8VAR1lYr7C2Tb21lq+oAqyUfYzqV79QwKJwoMLtQEmwyvJ7xY213QaAkywFeg9qzCi79VlaPhpSXTmwxXczdtlS1la/VS3thLC62uSMIg/MC4b5cjyixnIerqi9js35bpBJcl6q5zp0grvqWx1phdZV8qvD+lA3Ipll26Q3KojYTkOEgUVNPuotiAJQuRqyMVcBmXFXkR+MJaDIpL5P143l60VzfdUUF2bUXz4FZw4hVFbAdGI+1vq+hFKaLbVNOahvqHqCHXXEhLd/qjDOnw/YdjtsO2JacjKlWjCQi78mv26Y2NHS46G+caV+LEMI8dl240F2Y3nJJ2ll4zMbzAp0PTdN2pSq2fLt5NkZ4YSjvn5lOARicWiqNMlpeStQllW3qwVqchbGxUBUdom0PB6/KLoWHE1ZXyUeJ0t3E8+l6IUfXW8pZT7Hr4mNYWHJCZxGTrIoazPmEvtuQotEof2tvFcoEV7YcNgFsWrBcqFi10C0bc22FcvHfpnyygrmSFq/ZQjHjtG6hvK8Kv37Wg1XGPd8kr7oXz9gUr+LiW4a2SquhX2of4G+cd80bWm3jyuIZJ0Hz94bUZbbRu4/F56YDvV2RHljqSUmJcVrL6HIgTEjHZoObWpe1EwRUlq1yfFmcgiQIg6/ugu3sgUZj1fY1dt6ySBJz2NginUVAZu3rQJ2rM+4OO4TYwwkrreQfyrZXEWW0b47f5RT0JhPRpIy2VaZqTtBWTCWmhXk0tnvyq/Kq3JVw57suZRFxpE3rFHXp+JqktUw40fxVGC1VqBn24fRtl7B5hF0X5y5DyhaIUqq+NrLcZkxnvNdGh9Cc7K4/h6xyzyozMrK6aZ3rhjfVeafoJMh5qCscKbb0rPk0YHVr0mZtmLBEAtx1D8TORXX/zFQaDHV3cNRdMnPjsNgObRTxim+dqDJdaHPLHEkea4cVV/IbetqqsOIXPrRSqGeJyP93FWteRWdaJy0AFE/bla2uYr4KIS91OaxXGau4CBS3ocsUMePvLePmuwxJadK+dULAgPLy1p0vhzkeiOYuDmx8rqnYR13JvRpoFJfeVpYsShatuGEKAMl95yH2D1SIn4POUbbGtHa+rdCasIoy3qM2VmhEXeKomlBrwr/rfB/AGgj/tcOyFogujVDn94+uqGqukK6HTFgkyuXN0R0zOXQ0DpZ278WqQRuJxRvsm6RTxKqOQS87Lhms6Ai8tEGmE/GLYh1wAZEznWmpF8qFmo4H8pp6xgA+i4e1LkC8EDNLQr7Lg9I8coeU2uzsVJwFcIbLVqx+x/LuXBtZbg6tXYbSb6piyflc2RamTLQ5G3GIi15jRpFlGcou7aNpB23zriTUpk3e9WL9K5iWXNO1zSvGpOxKz7Y0JztYNKy3RGfR+sC849mVNiiT802RbYe6ZyCKKLRBJ7LPJv/DsH2Io8eRg1fy22CVreECLWf75CwH9+onBABgYST/zp5d6PcRHN8G29gA39wE39oEC0MpvCw3WvKNAfhgkA/RCAKwKJzlkfsgAO9FYGEExhlYwNXCbDlgpw69poaHNj4Ki4t8zueMkyzmmBkyCwArKgbZdLhMWyv65gWa5YW8KvOc4C8xJlhgMHh03XPv5ctlqy8A1Q9hWo60L00LKQ/Aot6sncsOwlcZiVkYaDez/Zj2nengZd0QGBsq42BLDLLsmCgZX5WH5kzfOxy0y/d3idLNGfigP9/+uXeCfJppfmaFMH3Plm8J3aZxHBQdDbpOtnQMMdapLCiUM51vxooU3u/Y0DWyvmjDy/SbqQ5qrhrTNymQLkQVlvmTa0PLWjUnC4ogStvdGTyYb5NC3oyz8pBZGx2tSRZmz6MwZmz3FEVWveJ7aswYxw4PwLJzz0VG2Q7TpmdKvCFwFOCVfBvaMqdkvqutDJu4dhcdU17m5UpqXFzleF8Bi0KpcPf76W98cxPs1EnwrU3w48ekkr+xAdbrzQtypTCy7S2wrc2cQs/CELzfBxv0CwoukwvZ1iZYL5LCLIpSoyAnoBnPHYxkvV76fxaF4Pp7jSBQRkOgnrF5xYTxWT3KWIl4II2QSC64vBdJYyQMpYA3LGqs15P/hVGaT7poZ9I2KSi5Osy1s8xXK+Cs30/TTBWbkjRZT30z6Ms69XqzehS+4b1o9p5t4dZ9ZPNmmQwb44tctk8QyDKpA9hGg8b1AGfGWJlb7MuUOtOcMSr9vLK9c+Uwfa/ralOciuBBapTpMW/rGxYEYBsDOVdsyam5IedTSRmU8l0cvzlUMJaxqGQcaCM4CvNzPU1b9cmcks/TeZmDGnds0J9XEE2GZ/EAZImhrMtbiiDIOzUqKB+1PMv91u9b+471+7n3nda07O5OIW8WhuXKOWNgvchYznxakdUBNP+ymvNVBlYQWNO01lsbHKaxkTVcSsZzsVw5x1L2b0PZeC8C29rKzO8yVifLWq8NcIsTyWjkeaw8joaS7zrYXCksq1A3fKGmgk5l9wMsAlV5mVgDmqYF5WXrSUWODWZKPtvaRHLZNmh7E3TyGOjYFtjmxkyxLID1esCxLano9zJKfhQCGwOwwSC/kGglZ6AUEc5SL7NW3k1gXC042fcLHstUeGulMfXsRbMxUSJ8WTBTNFIFXStCyhDR/1nbohfN2iEIZotkIR/j4qoMIARBflHiMn/G2axMUZRJi8/SzLFIsNlCvTEA+n31fTTLp6hk9Hpg/d7MALP0hWl3IdeOkfq+Yq7LfuL5/HLjxWJQVSgJTop4Fo6HyLWBZxunVWno8WtVikzKoFZeOUsVCKsRFQRgm5upUWjMQhmic31caAM91nIGfs34Zi1j5h/wWb1MDoRMeVK5l9mBMI3PNK3BYO6wbjres+CZMcxYteJZFc6nZWmxX0zzTMuzokHblwa5Kd9UeTRmXq4AzuWj2qpMOdf1MRod2TDOrNPAAansLJmbjDHzgeuSHR9ZZj4rrymMSK8/1vlXMDZTOTKTTSyM5uW/WiNoayOV/43ud0h3o80OBo/1xNHpOdcFte1gLdJR2Z65/J5FNq0CU0SO87srmEIYjOVSgq3pjZk2RFLJRn+2MNFGH9OTA9DWAGJb/p8N+oDFW8PCELTZB20O8oqPXnD7mYVE0RiyXgTakGkyxoCAz0JKskp7kfY06s0U+CiclV+/omJxWRDI8iphKUNg1ELJZHiQEdn6ZYwJuTBEM8XfouBK5TlKPVUsCIAwBIqeK14ixMNw3gupPflaKepnFtUokumZPF+6/lE08xAGgezvMFOPbH5RmBpgxXZK66DLblvEMkqpfN/i5c0qvGGY5scK4Sxzxku2DBawYN7bW8WY5aTkMS7bzRYSUoWskmGog1H5yCqj2d0v4/ccNFDGps0bqI28Ck9uOv6jMDWO7UqmoT9IyPFvyyMIpPGqdsmsKBofgZwnxXqxIJBl7ffmxpwppESOM7cwulLo8AplUM8/NsgLPS+L9e7LvjNm07d71G3jSWbF5uaqlJ/20KC0jL1e6lyZS1OjFzkbvdpQtSqyGkFgn69l58o4T+tk8qYzzuTYsZ4vM3nys7uwWYdK4d1eBNrsz8ZmAwYgFnBjf6Vl91hLrJ+S38TDnY2dXvZgPQKXSCxiZ4GFytOdURio38N0O4Doh0g2QyQbEUgpryguSIwDUQgxiED9ghGgF9yooLQqRRY95Q3hPKfoWRUCzmR5lVGAMJz9ncmTae91FElBWQyt4dxOycezwlx77bXQnXnx04vJimMoDGf/6TbQ9SqEFVmFuG2bOpDKZbow64VMebqZZVFMFzXdF0GmvU3toN8NytqJpcqu+Tmfr7MJeizoMaDz4xllUitPxfZqst1fk4qRcYt3V6fdVCnUZyNcDl4iMxbTsC02UwYM35M2rMsOB+rdqJJ2TBXjrOFZt84lylpqLHHLWCy+r8uqjNqcEalj3HkAisL59Cy7Orl6Ve0OVY05Pe5Nv5u+1QZ6+p7eJTIr+XPKaS52vKT9TOFd2XYvUThz8qyQZvrPqF64jl5Hys+NWGRslbGfytuSHdviulEG7TjS7Z6V/0WEIcQgYzg10XP4zJFQijXTXy51rJ+Sr1ESa7l2OMwyO8QuLwR6gckqHAGDiBgoCiBCDgqVsmcTmoyB9HtZQ44xUMBBBmWRMQbKKtt6q7nqsJV+Xyswhu33VInnWa8wLygEdqVjLr2i17pE2WFcLWDZBZBV1KmqDNly6H7IGgnZ/xfbOe1T+S3psnGeGkNznqv0HIM91CYto0UxSz2kLouc7vPCuY1c+7oq59k0uMNC2QTpGGuYtm6XOgZHtp/0eLLJBM6AgMmxWJZe9v8VZTXtLLnCGnYBpO1Y6sU35WubUyVtayxHx/z7dee6SYkl08F7jYDPz5Vs/nXGpDJqKsub5lkxnurU28WgqsqzDBmZaGQ7K3H0FNvD2KeWsuk1z9ngMRdA/t8YqrS+quKlDt9zHoeOuVAkIoBQ76yFAWxRtKO2MCVHmlFjkl3cZrkMCFGPzlW/2/Yge10sm3J2FfpmESjUi9reXusK6wHHjvJWc9Vp3tXJ96iOA4/a6DzE1gUt1qBO0/BYGXglv4h13AloizJmh1KuY8vwcWlDIWb/6c9igWBE4JMEfCrAYyHZLYSYP6cAAIkAnwqwJB9ORERgcTL7NlsdIrA0TQESKkZRUPmCnyTyub4VsXgQWQt0IdJnpO4XoKyia8ujKFizDEtCKVaCcunn6iUEkGTaSQh530JSSLdESafEEK8pSKap2ymr5Ony6P/nyqPOkah2Zok615Ek+XwK/ZbWu6hczt0bYaE8NPWNDbrPixR+2TGf7T9XqLZ3Ka8NafsZ0k7HQ10IMs4Jp++gxlgZkgRsmpS+p59VpqXypcTQli7QY78sH80aVqc9VLpzfZNIecMMeRrLbxojTUGWua7yMaI414WSmXFsfd+YflqEkroUyyCSmTwtWyt0nmVjXRhklr2QMzlaxibXxpDVssfUHiRqzT/SbaShw2YNZSOidO5JubtAA8MbsmuFhie4lgjG5g+7uA4y/W7Xg7JtekbO344uDqlqH8Nz3osgRo6KUTYpzkBUoz8yoFgqexTHM8V0PEG0F4MfTORB2ViAjaeg8RiYGhafJAEbTqXSnlXs4li+rxXKNFORPqPJdPauXuxtyqEg0HQq34lj+TdjubQpjlMDgqZTmVaBLaGUoaj4XhKAIU7LSNMYLAjyhkYWk6ns2ySR7EU0K2tubNkWiawyn3+QtiObxiDGZHk041KSqE0XS7pxDD16KRGAViRMxkYcAxOujJUSClkqUZC0sZO548AK1fcUx7O+ySj1mlbT1B45FOeUyQirUhxsh0ez/1aLPNkUMROKecYxrAf5Tf2XJGBaOVLzxKjkAlJRHE3Kx/lEzQ09Nm3FVmmw7BgmS19ad9Ys5dDjJxFgQUGRqlDuKEnAsukyLtNLhJyvun65cpja1dC3JWXItbeJNEEIo4JOZFD4SICm0/l+mkyl7DKAplNr25CJ8rlYhiy0bCwzBomA6RSYTgw7vRm5q9rbxRAnIfs8/bcNSqZZaVVtf2vZo5+Z+nE6tcouYztljX1SjimTMyZJwA+mszFg64+ytVrJKDJNm5IDux6rjdVX8sugB51JsSWSHurCiO18C62O0QGlGLs6CWxpa8XFVZkvK6NiMcB4bH3HWmbGAUZzbVwFxpWimCRyUdS/jyaILozA9ofgsVRkaTQGjSdS4GdBAjSZgB+MACKIrBGQJPKbrPIG5RmZTMFHE9B0orwfs3dy7xYWXZrIRZGmUkli6vdsnkgSUBDIxVIQgCQf/6mVFUN/UJLMflcGh/bKUBzPFDu9ABVAkwnAmSyfTm8ynfNEU5JYlTBZx3z5SBBItRElCdhEKu455V/XLZeYWhTG45kBMZ0CAZfpGZRemkxndbewP6We9xK+alJGSClIpMo9SzK7L9ndEK2IFIykubQZz80BImVkZVFX7lgWValkVjgEijsTmTT1ODZnaVbcU4U0bS+zUkdxDHYwtHuDiUCTydy8NyIzBihr1NZRNPQ4M5RDz1dMWV4p14ahbSdJyZA5w1nPq9FozgijOK6+/Mt0EVsdKGM1ha6DzeAqGiMkQGMla03lnExl+qYy2oyp9HmhLbVDomx9Uo6VubZGYZyOx7VCrlLZVbU7UITLOq8NcC0jDGMolXEuxU2dFcowmcZK3hrmThyDH4wgVHs5LcnFOuldNpMTyWNtsZ5Kvj58YhrJmd9rKdSNy8IBNLByyxbjJYJxNqPGK5MMJiHHGWD7pEIoag8+jcez34ZD8PMcdHFPUbYxiNEINBxa06D9A3nQL6ugT2MwIRWK3AKkvEM0nqTClpRXmYhSBXkuH0GASou0Z7GoPE+lYsmQzPJVnvVUSOt/m9q6YIwAkO1LQpZ5MpmVRRg8dqodswo4tNcoe+OiTYCrfEzKR9pX2vOtvWGJmJXVppROpmC6fRKhvIUWJTDrXXRQ0m3GEisq5jaoHZecUVBUKIyhFtoIkPnn5IxWrIqHGusunFkFKP1NAAmMRl6KknmcjmOdlksxVHumCgqJvJGQNQiTBHQwLPXkp2lMJtZ3ZFqyD8kUWmGSnfq3jAOESnYLKLNz53ax02wOs4zDQfe93tUCY/n667moD4hmDZdM+ec89XN1rNphEACpNs2sjyRo7gAoCZIKfcGpQcPRbIdTp6OfZ+R0WsYqMDbrw+yn0zh38JYFwbxhlCSg0RhiVMi3AOnc4G7jWe8OVJTf6Ck3zas5w6QgD+cSVuPeuvOU73eKp7PdYB6ka4lpelMigP0DlX6x7G6OSNLjsGi0XYohzEcI66fkt+a5zyg862KtKo7oVDboNigzcrJCqUKBL+UrLmkjzWTSyJDSC2xG4aORDMsRwxHYZAIWhdKTb/EMUhyDDoZAGObe0cqoKC5MAMRkimA8ninNWc932fa+6f3stnFWAKeCvrB4q/RZMN9mRcVAppOpj1YeLWWUXjaeKtuUVWBShZHbFTDtAU+S+fGS7SvOUoVVt1nZLErbbTJJFTaKY7CoN7/4K2WbRWG1UmNTzASBqNrzSyr0KvVMi/ndHHA2i4MtQ0EmZcMCMj+WfF+xiDI+K192ES7doTOHGlFM9jM4pjKKJLPLodq1MKbSsZIkEAcHpfIkVVxEXM7IkhoTBuOoyiGhkygak9k20TtRuo7F9KHDLuZ3lNL5mEXWk27aBSDKl9sUClIm1239nDUaclFESsaIBIT5XQS9I5n7bVyQtdlxZzPMy5DWp2A46zGg+e0toWrSEVMwKAvpiclUyQt373hOdhjDgcWc84oFAahixyJ3HsiygyTb3XHBJMqNhdSpwgxpJwlob99uPLvoOyaZ2oZpyGMlsNpKvqsFWebV76IMZYouZ3WjVfSHTgtVF5gzECi3GqS8z1bZwziMLnvbxUrVBZopofHMc0STKYjGqbLJkyj33AQajYFBQekrKnq5D0ROmWVcVXruArKikkbm99I87QaCE7LhZVq4q/GfU9jLksgaHloJz7QB40wqebbvU2UkX66sd4oS5BUlWx1Tb1QMZDx1RPMLdb78BIiSg+AuYTg2Q6Ywl3V9i17VYnq2761zmAQwp1hVlNuBgtDo1S7AafeyZnxtuhtk8FJm80sNkKxMMO5Yqvy5ZflhzBjuUHzHbuAoL3aS5A2JgpJNSQJrq6d1UGXNjhvTmYtUnhmUYZHkx7QtvLSNwzR7BqXssictUwxydS7cJ/esIrzKlJVue1NdSbVJCaXlXDtrJ0YWxbbNvW8Ji6yAUc7O0WFaQoyqZI9I5tp29tyyywvVlmRZq6CNvJq7hTV0kENhCvLoBKut5FsgF5Y1HHSruu21KuWi/HbnHPOJ5RvTIU3r+CCaMTKwDoTXIneE6qZrM0yafl9VHtf0yw4NWsrhElPfGouK5cuGSHWApYQdOqB2n9jkiuMYqJ0/sHyv41Hxcq7arrY2Bq3Psn+vwORYFsrCjNZRJ/JYOI6IhDo8NJ5YqySYmgr4pny6JLql+DrMBarLvG1jwrBNfSSRDQG51FDGNFNmsB4ClmKANUVJ3q1uO7caLEuo6yE5YdLbtoHljzXbpVuW24PLvsnBKXZ/wX1qCeU5dFQdSPZYS6zXakqZQ0TZ2PrcO8L87xZ52p/VSL8Y21brEF7Gs6m39Yp5c3mtumkhK12Us9vwZTAoXqW0gC4e+Kr3XMoF5BlQ0q1+e9+khylJtFv4XWGK0XXBshd3SwytE7qaJ8uEqczFMAWXXQiX+pXdzGkKQzCknw89qRgbpf1B+e9dxpnF8KpW+BdgvDiHwNXcmSp+11S2NX63xbmNskO6ph0+yqwntvQYl/HutnzaIg0/KQm7Kv5Udn6sbr51MMce1r1SXjaXrPdm6LI0cZrZdCjbex5ridVX8osTPVBxfGqSzVOTFWJua+VVdQCuaFDU2JZPD88uxvPPonDWFmWGz1yyZOVGrkSWn9hJUWCzPF1iI1OWGXuMNmUp/oDc4VMrUiaVTGz5ohRqUzlM7AVOXqiKsaPniukqdBjmQ11Fz5inYyx5V8gah1Ux2y7plKFFuediysvipFHRRnMx7ZhPq5O+NF1nb0jLuuPE1WNHuVhFvWjLV/d9rs48888Mw05WPjFebsSlP87/NrfO2FDm8U+VKodlt2zstJFVpkPMFrCAg28MWuVXqrgaqItLL2YEJN2z6aA74N6uZYfVZ4kay1qaT6mRNj/2jN9bDcsqg7XEYWWrc0GWGNdkl5BZj5XGaiv5JkteMbqkf4dhyeBuaIHWEWouE0CnFwTmMs0JXpb3/M8d9jMsQmEovS6mBaGqjNO4nrKui53hfbcaGNlyzD40liktQ2GLmPei0sUzeyjMeIFRoRxGgV22QLgqP01h7Gezou5UBpcFxfiZ5aCc9QPLIT+TkelqyGS/Mf7ssEDbFGpLHzOLsmhddDX1H7cYT/rbXNbMKqdyh+pMjgTbNwaUGgvWw5i8NE0UaRjLvMa236xlcncOFNuiUuYUwQ1MIZayzsmRpjsZuZeb73owXsMRUOPsTKnxEgRgg0F1nrkEKxxMWSW+eIAfmTGonGJz6Pfnf2+zA+IKhzFdNhacdozLdhZdHIp6jFYYSsX0c3K/jePEYyWx2kq+CUWhVOVhMXqiqL5SV/a7A5jmBa70xs6EXA5658KiiLEolFuZJcqEEYptJp/3/PfGRUZkTvOnC65FIc4qXhVtMLfwRJFBkSyEPhGVC7fc4tLggOqc0l1zLLjQJJY9s3np66C4Y1GWZpt8iuna5ptNga6gVmyF2kYsVfe9k+FuMzxqGlamMrjQ3NUJyTGOkRrjnUpCCyrLUGNHokxOG86xMFZTNmbL4fpdlTGgy2CLOTfkw3hGfrr0tczQrbwl9WJBAPTnPefzL2bWDcu6lb5qUtCz7yjZbzWIS8oz9022zWzlNsqlhjHzrkr4ApCdb5VjvEqemfQAzfzjsXZYv17jPOd5Yzp8x4QqZd6C2pPELVFJOen4rrUMtvoEQbmiXYKUAzkVig7fF9qAlQnnKk9hEYX35nZrcsKnINzqboVnv83/4FRUZ5Rtizu0y3z57HV1rcscvWDXc6Uhvers380NDef5U1AqG/WFq4LuUibXNiv2nS29Ou/YFMzcDw3rXrbrVFUum6KW8fpW5q3lbxNjiOXXnLJvqteOhnJlQWeHSuvFGagXOSRSo04V75aWB5hx62exTuEkVQ6V7FmJujuf2nis2x+OY2sp59c8Osf6KfmLRFeKnUvIyiLQZBIatgFrGxhAZd1aCYgOhIs1fweDbhnCbWHKwSHA6o1slWiHfeCaVkXseS10MYZajoFFj+OVVQLK2s3ZQDvE+VfXSeKcroPM4SUOJ8P7le9WPs8YdKYds7JdFVN476qMyaZzt7hj3aoMJUaxD8U5slgfzeESAuNMeq9dD3tpGG+s67CLSxlA1sibkoWVsWC5jAJHneP4qNdvHbDUPjhqjBxN6YLXHask1/VadinJkmXNo1XqZ49OsdJKvtEKF2JGgQiU0zia4DCYWy+GVmo2t3RZrwd27Bj41oZ7nllGi6an9NWzzuvvcrmR7VvALNSbCr8Gwqyy7IvwgjQMnzFiBQ0WOx2cukPhsDngy/q0KQVfts5lLCwu+VbR4lb95lgHKsqVrtF1mqb1IKVqXAH+/or6uhziXhpIgMU1GJAKct5YlzmGr4KMUxcVWhmaSm+UbXCBWt3dulK54DAn28i1qnWmBZ2tC0rZ2TxWFiut5AMwH5LMDrYyKkbLxO+sLMZ3qinDqr5nW1vAmVNgJ0+A9fv5+Dwb60gcSyrJLK1lXdThtC5yv5fVTS28zgK38B7Fiv2nbLvRVEYXuNJnGgyX1igyuZTmb+K6LmGgcTAQ0vbSaWXTO8zwIJeDrNZPDe2i54+JfpMo5zRwRt0FzmZ4F/vRtSy5b0qMels+wHwdLHM416Yl46L0ToFG9ZpnX8khKxNs5dDpkGjWzyp/67f64GiNtOvKKVIGYp3vuti1oUQAk6mb4TvL2PzvNM3yNTBHh2zCZFrTqVdCp2wbo21CNF0UfZdv6jp5su/WLbuzA+4S3c1ac6yukm9hnaBpnBtspOkfXWijSnhwc7/VPSXvwl9OwvlyJ7a9ifGVx5Dc7xj4xgAsCNLQHZvwpskEmCqBrFlvbMxCQDNPog1Ead06uZ2zWIZpXrDn6O2qKNucsyykV4fuLnswsG67luSXvfitHlVfA/ag0vQq+tTJ+C0stjaO9LbMLGWLug3ZeZk1+jKGQK6Iqny1lK4kcTPyy9LIjNE5hbrIvmVMwOJFLdvBE0lu/NVj7nJoH6ui5cggo2Rrrlw2+Ve3/bPfF7+1zHOyGB7pN0T5sV9kEzI5HbLv12ZhKu+vUsMnSUCjUb38iMz/Tn8znP/KlDGdIwb5wDgDjcbzaarDpvPGXUEWcMNtuTb2LFuobENigLl7M8pgIZZwyMTp/TwdrsFB0DISwWO1sMJKvtmSpcIFTBRLBdAYv854s4FZpSA3ROkin8lPbG1geHmE6cmB5CnOMufYvLfTWFJhmryxXWyrmQSISThXhRs4lKUorGW9Mt5pK5uShWu8Ki9thBlfKOlzlc8cS40jKtmAqjz9daneKsZvpceuzYHVOmXtYGvbeslR2Za+q0e2ik6OG/jbi2lnvncyFrIKIOPlF0k5Kte1+MZtnvxGTGMVDCNzeVscG5VhdPlDi86XdBXzNhmeLnTArnXiGVa00h2DCkdB8f2WoCQBDUf5MpZ+YPJIO7AxZfupbFwzDhoOjf2eu2vC+rlF3hbGCePMeh5uKQd51QFmOwHGvEMpe9FmJUNRAcZ51JRFy2PlsLJKfukFV8UtXSK3Lao69Io22rY6PM7ZZGtY8mIzwugkw+RECAz6kt+5Mh5PeQqLlJI22Li+TYqQjUavycn/BkwXc8ZRV0w0pnCuMl7lNvkVDcesgeSi5NkMT0N6OQXOWTE3K6C1vu0qRrNUcaowihoZ9d1uQ1vpXpvkb/jeSdGo2lnK5W/escg973KR7zAUrKwt5p5V3bBbNLxKlE8n2epID+pCsFB60VKb23jLZE+SgMbScz6nIHc110sYeXJ1VkaGqBOuUxyzQeDO/OViiNYZx13JmLJyueZhW/trl2Vl1UePDFa3l8q4702hDQZe2eJie1h0WnXzFb0A8SZD3GegMJC0YtziOSrb2qvyfNfi4bUogYs4fGPZPqxsR6PHrYGSWxeLGlerQv8GzDzIK4xG1K+Afd64vp9+10IJcEGdMep010UDY26RdLZ1ZEm6s9HQsGuCnJFe3XbWW4KLUCErtdaJJRx6JEGZixJLaBdNSmIlPWeD3U/OzIaa3vWvGAdWR5nJGMtSeZa964KafVUpx7QjKvd3zXJlQxKrdlc81hq+J1cRjIECgDiWIsyXBr/lN4eV4XFeBazRWPf9tia4FJQVUx3XQdbWmO9+vjlgHfrcY+lYXQm4gJPc68LVzRKBYAwEU/lvAIdL/7Yi7bay/deiXKV16qK+66TklO1SuXxeSitZ8wBbm7xWHWtkTFnheuh7UYwgq8Q00sSTvmYoZ25aQF/Y1ttV7fdVKpfHSmG1NYAaA9fEElCL+sucqOX3ehOqrkLAhzGiXUK0n0hWB9GQ/q2KWq/pKfplCJSyMuT4xitCkVQ6zlz3JprBltSpjbEQXvLsYmnhE7ceQnbkoa7DulMXjdiflqTouY61uXQcjZMmcqwJpV8Zmhg3i1Y4656Nsn3XldJkYyuyMbot614IG5OR9f2K9uiizC70rxquB9RtWbmu57aD/23q21VbOWW1pLy8YbEWWFkln7K8wC5CvHDo1JLo7N+VcbfZdy0nzTv2Dmrw/RE2703QuzAFxpOU/75TdDFBF6Y8tTCu6iwapryaHDJ0VQ5q1CvLllBJS2dMsqGgr3uIq7QQdWLIO4h/bWqMmeZ3qwXdwPVezM9kTJamOUunrG9nY6bFbkQdw6BBO7kdNHdUaEroTBe522JlJGkx/43zvfDOLC8LO9MiDapl764X5WoZA5pL2crugSj+XXVnhCsJQgNo3adyZ9ImE5peAOZxJLGySr5xUpfQOpXeFNgkZMHEGNJ4R6DepGIX97Bx1xDhvXug8QQg0YhjuxY3b3lChb9beFRaechaeIgX6BUv3Uou+1wvGF3sGBlZkRxZN0xpGdN3UD5MaDJvuJkJozMGmEUpQ5oLvQpt5lBpuq4MG447VHPJd7wz0AYuTp3iTkiZoyc7htrsZpbJKcMa5izbNcOWzfMMzA5l1oFVVlN6ILiRweTILOVkbJpIFWqCTBdFMvNhXievf5fjvciGVbJzYpaLlnJ1HcVQ9x2PQ8cKK/k1F22X7cSM4l6PyaCCpcb4TYFZIWs0VHDwi909BHfeB9y3AxqP56gxbd/VQtV3daj3ct/VoK+sm5/O1sXDUffCMhtcL+XpGia2iJp1KOVaLsu3DlzGkQsbUyHfyjsEKtKrrLfrHRKLoFNtCj0mugofOyy60dT5UoO6sOpuDNdwksxv1WxdDbzyVe8wPm98u4RkFdKyMffM333Q0qubvTCtLK2mO3Eu49l1d7FsnJiM7zJHlM3warvLZ4Px8HSNECnHnT5z3s3XYo/VR3jYBajEMigQy7xvbSizjIKFz7b7LHmKgwPpuZgq+rJFWszrMqGz7ZURftLL1CKtQnpLAxGw6KbPXvLl6GF2as/CeQdn73Vd6NswFzX+s/c9UDL7zRpi0yKMq7IsmTK0gdMOgVbcGuS3LO9dY6O8QT8Vv2kz5lbBu1l2ud8q4jDbzDTvOtg1qF8MJXezl6yxhvKvou8b78qswtj2qI3V9eQvEofIODK7pMjCO6wmkzg4AE0n+a3cugp514K+jUGwCGOibZpdhXeYQrs8amHOA7ngOeq8w1FVjrK7OVYJqz420zm0RNm80F0X+w5T6UWPbfNpWqe248OQb+lcMO221s6zZVz8qjKPrZOB5rHyWNFR7uHhAO9ZWA2sej8ssXxrTa15qeEoKlNHsU4eHh6Ncckq+Ye1GNdhv1gZZLcQq1DJW91tu7fux8P0cC5hDNRqn0PYpk6zNtENLur+AYfnuXKUPifncwYrg8OWPXXYe7pI8zBQUp5O51hX9a6M3a8Z2+8iS1z7usl5tLZrVRcEERpN5YBr3zYioqhJFrFq88vDGSu6CnWMMjYCIBPr7XCi3im/FvGcc4ctK+j42sIlzS5CEGxxzm2+L32/5aG5bDpVh61WMRSiyE7V9dips3A15VyuOuzXFZqyNS06bnuRdW+jxBzGeC8rb3YsNjpM7HjAva0ijO4U/KWlY2O/OQylz8Vwqr1Wr7izrUk7t50PXXzrsTI4Okp+XapLZy9Cx5RZtos2iuhiIXWcpKVCnDGwIKh/ANplQWxC9zaXTgl3chWKB0j1b4ukHXMuU/uxJlmZlrjoVbCZpKhgl5LFcNxVaGqY11XSnRXBFVca2mLR1KNdnZOx7q7Mfj+00CpXNpkGaTSqUxsGnkWOh8PEkhXcOjTM87ueLRxoXdGteqwsVl/Jr7utVJVGk7SWMeFtRsqyhE2ZZzYI7AeFW5TPmSbR+LFBQc/+7l6IfDp1qTfbCNNF920TurfD2i2a+6bmpWZt0LbOTWlja+XR8eK6zH5u6hnvGmW7pIdZjqrfs3Cl9C0LIyu+m0u/sA612XVaZvtWOc9sOsASPN3VdL7dzu3KdfWoOyI8clh9JV+jks+6xkK76vRoXcbydsCawIIFDRPGywVgnbJ3cWkZWhoeHWJpt1g2SbtN+zDuzljTxkPVQWiFFS5MS6uMrrzlK4JGd550lnnHjGeu5SvuPrqm3wSVjo6SOyeaOknK+O5NaKOwr8oY76ocVetq4V2Po42j28Or5DXL4jAW2LaCv47QaJD2UuFgLHZe17JLWuqkUQeHyj29IovmIlB14U7ptw6Xgq0qsncKOL234vXrgvd71esIVIctLWsXa5FYVGiKxzxWob89asH3WBfwwsPDo1usg0fcw2MR8IqUHV2c4/LwuITgpYmHh4eHh4eHh4fHEYNX8j08PDw8PDw8PDyOGMLDLkAWpLboY0yB3G69Q/wgCYCSkvd1DKZLLGb2neL7pu8tv1nLXJFGllmkddiCY9sBmfbLPyOaQNAURPF82m3YdYipok0tadnSr+jfuWe2NBkAnqs3I6bqXKyrtRYV+ZnzMZcn83fleLbkU6s/6o5RhbLx0vrbiu9bjrnq9Bz+LvZl2leFd3N9WPy74l1TOdN8m7RB03YryE0tmyr7p8FYLEsTsMpYZpyvlvRsfVW7TGXlapFm1fwwtn9RpmHWB9bylchW69pXVV6XtbKQl618tvlQWf8y2OTwYucTI6pYT3S5hKV8BVTIiuo1rKhr1GiPzPsxpvInH1q50mC0Qj30xS9+Edddd91hF8PDw8PDw8PDw6MCt956K6699trDLoaHBSvlyb/ssssAAF/5yldw4sSJQy7NeuDixYu46qqrcPvtt+P48eOHXZy1gW+3+vBt1gy+3erDt1kz+HarD99mzbCzs4Ov+7qvS/U2j9XESin5nMsjAidOnPCTrSaOHz/u26wBfLvVh2+zZvDtVh++zZrBt1t9+DZrBq23eawmfO94eHh4eHh4eHh4HDF4Jd/Dw8PDw8PDw8PjiGGllPx+v4+Xvexl6Pf7h12UtYFvs2bw7VYfvs2awbdbffg2awbfbvXh26wZfLutB1aKXcfDw8PDw8PDw8PDoz1WypPv4eHh4eHh4eHh4dEeXsn38PDw8PDw8PDwOGLwSr6Hh4eHh4eHh4fHEYNX8j08PDw8PDw8PDyOGDpV8n/nd34Hj3jEI9JLJR73uMfhbW97GwDgtttuA2PM+N+f/umfpml85StfwXd+53dic3MTl19+OV70ohchjuNcPu95z3vw6Ec/Gv1+H9dffz3e8IY3dFmNpaNtu3384x/HM57xDFx11VXY2NjADTfcgF//9V/P5fGe97zHmMZdd9219Pp2gS7Gmun5m970plw+fqzl2+0Nb3iD9Z2zZ88CuLTGGgDcddddeNaznoUrr7wSW1tbePSjH40///M/z6Vx33334Yd+6Idw/PhxnDx5Es9//vOxt7eXe+cTn/gEnvCEJ2AwGOCqq67CL//yLy+lfotC23a77bbb8PznPx/XXHMNNjY2cN111+FlL3sZJpNJ7h3TWPvgBz+41Lp2hS7G2oMf/OC59njlK1+Ze8ePtXy72WQWYwwf/vCHAVx6Y+3WW2/F93zP9+DMmTM4fvw4/u2//be4++67c2lcinJt7UAd4s1vfjO95S1voc9//vP0uc99jv7zf/7PFEURffKTn6Q4junOO+/M/fdzP/dztL29Tbu7u0REFMcx/bN/9s/oyU9+Mn3sYx+jt771rXT69Gn62Z/92TSPL37xi7S5uUk//dM/TZ/+9KfpN3/zNykIAnr729/eZVWWirbt9trXvpb+w3/4D/Se97yHbr31VvqjP/oj2tjYoN/8zd9M8/jbv/1bAkCf+9zncmklSXJY1W6Ftm1GRASAXv/61+feGw6H6XM/1ubb7eDgYO6dG2+8kf7Vv/pXaR6X0lgjInrKU55Cj3nMY+hDH/oQ3XrrrfTzP//zxDmnf/zHf0zT+LZv+zZ65CMfSR/84Afp//2//0fXX389PeMZz0if7+zs0BVXXEE/9EM/RJ/85Cfpf/2v/0UbGxv0P//n/1x6fbtC23Z729veRs95znPoHe94B9166630V3/1V3T55ZfTz/zMz6R5fOlLXyIA9K53vSs31iaTyaHUuS26GGtXX301vfzlL8+1x97eXvrcj7X5dhuPx3Ny7Ud+5EfommuuISEEEV1aY21vb4+uvfZa+p7v+R76xCc+QZ/4xCfou77ru+gxj3lMTo5finJt3dCpkm/CqVOn6DWveY3x2aMe9Sh63vOel/791re+lTjndNddd6W//c7v/A4dP36cxuMxERH9p//0n+jrv/7rc+n8wA/8AN14440LKP3hoU67mfATP/ET9C3f8i3p31rxOn/+fJfFXCnUbTMA9H/+z/+xpufHWvVYO3v2LEVRRH/4h3+Y/napjbWtra1c/YmILrvsMvr93/99IiL69Kc/TQDowx/+cPr8bW97GzHG6Ktf/SoREb361a+mU6dOpXKOiOjFL34xPfQg1tjeAAATRUlEQVShD110VZaKOu1mwi//8i/TNddck/6tFa+PfexjCynvKqBum1199dX0a7/2a9b0/FiTKBtrk8mEzpw5Qy9/+cvT3y6lsfaOd7yDOOe0s7OTPrtw4QIxxuid73wnEXm5ti5YWEx+kiR405vehP39fTzucY+be/7Rj34UN910E57//Oenv33gAx/Awx/+cFxxxRXpbzfeeCMuXryIT33qU+k7T37yk3Np3XjjjfjABz6woJosF03azYSdnR1cdtllc78/6lGPwv3vf3885SlPwfve977Oyn2YaNNm//7f/3ucPn0aj33sY/G6170OlLk2wo+16rH2h3/4h9jc3MTTn/70uWeXylj75m/+Zvzv//2/cd9990EIgTe96U0YjUZ40pOeBECOo5MnT+Ibv/Eb03Se/OQng3OOD33oQ+k7T3ziE9Hr9dJ3brzxRnzuc5/D+fPnl1fBBaFJu5lgk2tPe9rTcPnll+Pxj3883vzmNy+qGktFmzZ75Stfifvd7374hm/4BvyP//E/ciGvfqxVj7U3v/nNOHfuHJ773OfOPbsUxtp4PAZjLHfR1WAwAOcc733vewF4ubY26Npq+MQnPkFbW1sUBAGdOHGC3vKWtxjfe8ELXkA33HBD7rd/9+/+HT31qU/N/ba/v08A6K1vfSsRET3kIQ+hX/zFX8y985a3vIUA0MHBQYc1WS7atFsR73vf+ygMQ3rHO96R/vbZz36Wfvd3f5c+8pGP0Pve9z567nOfS2EY0kc/+tFO67FMtG2zl7/85fTe976X/vEf/5Fe+cpXUr/fp1//9V9Pn/uxVj3WbrjhBnrBC16Q++1SG2vnz5+npz71qQSAwjCk48eP5+beK17xCvon/+SfzKV55swZevWrX01EMpzgR3/0R3PPP/WpTxEA+vSnP72gWi0ebdqtiFtuuYWOHz9Ov/d7v5f+ds8999Cv/Mqv0Ac/+EH6h3/4B3rxi19MjDH6q7/6q4XWa5Fo22a/8iu/Qn/7t39LH//4x+l3fud36OTJk/RTP/VT6XM/1qrH2rd/+7fTt3/7t+d+u5TG2tmzZ+n48eP0kz/5k7S/v097e3v0whe+kACkY+dSlmvrhM6V/PF4TLfccgt95CMfoZe85CV0+vRp+tSnPpV75+DggE6cOEGvetWrcr9fykp+m3bL4uabb6bTp0/Tz//8z1fm+cQnPpGe+cxnti77YaGrNtN46UtfSg960IPSv/1YK2+397///QSAPvKRj1TmeZTH2gtf+EJ67GMfS+9617vopptuov/+3/87nThxgj7xiU8Q0aW9GLZptyzuuOMOuu666+j5z39+ZZ7Petaz6PGPf3zndVkWumozjde+9rUUhiGNRiMi8mOtqt1uv/124pzTn/3Zn1XmeZTH2jve8Q669tpriTFGQRDQM5/5THr0ox9NP/7jP05El7ZcWycsPCb/W7/1W+c6+Q//8A8piiI6e/Zs7veXvvSl9MhHPjL32xe/+EUCkB6QecITnkA/+ZM/mXvnda97HR0/frzzsh8m6rSbxqc+9Sm6/PLL6T//5//slMd//I//kf7Fv/gXrcu6KmjSZln83//7fwlAuhj6sVbebs973vPoUY96lFMeR3WsfeELXyAA6QG/7PMf+7EfIyKpZJ08eTL3fDqdUhAE9Bd/8RdEJJWF7/qu78q98+53v5sA0H333be4iiwZddpN46tf/So95CEPoWc961lOh7d/67d+i6688spOy32YaNJmWXzyk58kAPTZz36WiPxYyz43tdvLX/5yOnPmjNOB2qM61rK455570vNVV1xxBf3yL/8yEXm5ti5YOE++EALj8Tj322tf+1o87WlPw5kzZ3K/P+5xj8PNN9+cUvEBwDvf+U4cP34c//Sf/tP0nb/5m7/JfffOd77TGFO8zqjTbgDwqU99Ct/yLd+CH/7hH8YrXvEKpzxuuukm3P/+9++kvKuAum1WxE033YRTp06lcYh+rNnbbW9vD3/yJ39SeTZE46iOtYODAwAA53lRGgQBhBAA5Di6cOECPvrRj6bP3/3ud0MIgW/6pm9K3/n7v/97TKfT9J13vvOdeOhDH4pTp04tujpLQ512A4CvfvWreNKTnoR//s//OV7/+tfPvW/CpTzWTLjpppvAOcfll18OwI81DVO7ERFe//rX49nPfjaiKKrM46iOtSxOnz6NkydP4t3vfjfOnj2Lpz3taQC8XFsbdGkxvOQlL6G/+7u/oy996Uv0iU98gl7ykpcQY4z++q//On3nlltuIcYYve1tb5v7XlNoPvWpT6WbbrqJ3v72t9OZM2eMFJovetGL6DOf+Qz99m//9trTGrZtt5tvvpnOnDlDz3zmM3PUXlkv7K/92q/RX/7lX9Itt9xCN998M/3kT/4kcc7pXe9611Lq2DXattmb3/xm+v3f/326+eab6ZZbbqFXv/rVtLm5Sf/tv/239B0/1ubbTeM1r3kNDQYDI4POpTTWJpMJXX/99fSEJzyBPvShD9EXvvAFetWrXkWMsVxM8Ld927fRN3zDN9CHPvQheu9730sPechDclRzFy5coCuuuIKe9axn0Sc/+Ul605veRJubm2tNNde23e644w66/vrr6Vu/9VvpjjvuyMk2jTe84Q30x3/8x/SZz3yGPvOZz9ArXvEK4pzT6173usOqdiu0bbP3v//99Gu/9mt000030a233kpvfOMb6cyZM/TsZz87zcOPNfMcJSJ617veRQDoM5/5zFwel9JYI5K71h/4wAfoC1/4Av3RH/0RXXbZZfTTP/3TuTQuRbm2buhUyX/e855HV199NfV6PTpz5gx967d+a055ICL62Z/9Wbrqqqus26633XYbffu3fzttbGzQ6dOn6Wd+5mdoOp3m3vnbv/1betSjHkW9Xo+uvfZaev3rX99lNZaOtu32spe9jADM/Xf11Ven7/zSL/0SXXfddTQYDOiyyy6jJz3pSfTud7970VVbGNq22dve9jZ61KMeRdvb27S1tUWPfOQj6Xd/93fn3vVjzYzHPe5x9IM/+IPGZ5faWPv85z9P3/u930uXX345bW5u0iMe8Yg5ur5z587RM57xDNre3qbjx4/Tc5/73NydDUREH//4x+nxj3889ft9euADH0ivfOUrl1K/RaFtu73+9a83yrWsb+oNb3gD3XDDDbS5uUnHjx+nxz72sfSnf/qnS61nl2jbZh/96Efpm77pm+jEiRM0GAzohhtuoF/8xV9MQxA1/Fibn6NERM94xjPom7/5m415XGpj7cUvfjFdccUVFEURPeQhD6Ff+ZVfSe8M0LgU5dq6gRFlOAM9PDw8PDw8PDw8PNYeC4/J9/Dw8PDw8PDw8PBYLryS7+Hh4eHh4eHh4XHE4JV8Dw8PDw8PDw8PjyMGr+R7eHh4eHh4eHh4HDF4Jd/Dw8PDw8PDw8PjiMEr+R4eHh4eHh4eHh5HDF7J9/Dw8PDw8PDw8Dhi8Eq+h4eHh4eHh4eHxxGDV/I9PDyOLG677TYwxvDgBz/4sIvSGkIIfOM3fiOuvPJK7O/vN07njW98IxhjePWrX91h6Tw8PDw8Vg1eyffw8FhbPPjBDwZjDLfddtthF2XheO1rX4uPfvSjeOlLX4qtra3G6fzgD/4gHv7wh+OlL30p7rvvvg5L6OHh4eGxSvBKvoeHx5HFAx/4QHzmM5/B3/zN3xx2UVphOBziv/yX/4IHPOAB+NEf/dFWaXHO8bKXvQz33XcffuEXfqGjEnp4eHh4rBq8ku/h4XFkEUURHvawh+G666477KK0whvf+Ebcc889ePazn40oilqn97SnPQ1nzpzBa1/7Wuzt7XVQQg8PDw+PVYNX8j08PNYOb3jDG8AYw5e//GUAwDXXXAPGWPrfe97zHgDlMfn6XUAq0Y997GOxvb2NM2fO4BnPeAa+8pWvAACICL/1W7+FRz3qUdja2sLp06fxnOc8B2fPnrWW7/Of/zx+7Md+DNdddx0GgwFOnDiBJz7xiXjjG9/YqL6/9Vu/BQB4znOeY3x+yy234HnPex6uueYa9Pt9bG9v4+qrr8Z3fud34vWvf/3c+1EU4Qd/8Adx8eJF/NEf/VGjMnl4eHh4rDYYEdFhF8LDw8OjDt773vfiNa95Df7sz/4M+/v7+L7v+z5sb2+nz1/ykpfgYQ97GG677TZcc801uPrqq+fi9rWC/5KXvASvetWr8MQnPhGXXXYZ/uEf/gFf+cpXcNVVV+HjH/84fvzHfxxvfvOb8aQnPQkbGxt43/veh7Nnz+IRj3gEPvzhD6PX6+XS/dM//VM8+9nPxmg0wsMe9jDccMMN2NnZwYc+9CHs7+/juc99Ll73utc51/VLX/oSrr32WjzoQQ/C7bffPvf8k5/8JP7lv/yXuHjxIh760Ifi67/+6xEEAe644w7cfPPNuO6663DTTTfNffeWt7wF/+bf/Bs89alPxTve8Q7n8nh4eHh4rAnIw8PDY01x9dVXEwD60pe+ZHz+pS99iQDQ1VdfPfcMAAGg+93vfnTTTTelvx8cHNDjH/94AkAPf/jD6brrrqPbbrstfX7PPffQ9ddfTwDojW98Yy7NT3ziE9Tv92kwGNCf//mf557ddttt9PCHP5wA0B/8wR841/E1r3kNAaDv//7vNz5/7nOfSwDoF37hF+aeHRwc0N/93d8Zvzt37hwxxmhzc5PG47FzeTw8PDw81gM+XMfDw+OSxstf/nI88pGPTP/e2NjAT//0TwMAbr75ZvzGb/wGrr766vT56dOn8YIXvAAA5g70vuIVr8B4PMYv/MIv4Hu/93tzz66++mq89rWvBQD8xm/8hnP5PvaxjwEAbrjhBuPzu+++GwDwHd/xHXPPNjY28MQnPtH43WWXXYYrr7wSBwcH+OxnP+tcHg8PDw+P9YBX8j08PC5pmJTjhzzkIQCAMAzx1Kc+1fr8a1/7WvqbEAJve9vbAAA/8AM/YMzrG7/xG7G9vY2PfexjGI1GTuXTSvz97nc/4/PHPvaxAIAXvOAFeMc73uGcbjZNnYeHh4eHx9GBV/I9PDwuaXzd133d3G86vv/+978/wjCce37s2DEAyCnU586dw8WLFwEAV111Ve4gsP6Pc469vT0IIXDu3Dmn8u3s7AAAjh8/bnz+ohe9CE9+8pPxoQ99CN/2bd+G48eP4zGPeQx+5md+Bh/+8IdL09Zpnj9/3qksHh4eHh7rg/nVy8PDw+MSAud2X0fZsyKEEOm/f/iHf7jy/X6/75TuyZMnASA1IIrY3NzEO9/5Tnz4wx/G29/+drz//e/H+9//fnzkIx/Br/7qr+InfuIn8Nu//dvGb7UBcerUKaeyeHh4eHisD7yS7+Hh4dEBTp8+jY2NDQyHQ7zqVa/C6dOnO0n38ssvB4BKz/9jHvMYPOYxjwEAxHGMv/zLv8Szn/1svPrVr8bTn/50fMu3fMvcNzrNK664opOyenh4eHisDny4joeHx9pC01fGcXzIJQGCIMBTnvIUAMCf/MmfdJbuox/9aADApz/9aedvwjDE05/+dNx4440AYKTQPHfuHO666y5sbm5aD/V6eHh4eKwvvJLv4eGxtnjQgx4EAPjUpz51yCWReNnLXoZer4cXvehF+IM/+INcCI/GJz/5SfzFX/yFc5raA/+BD3zA+PzVr341Pve5z839ftddd+EjH/kIAOTYgTTe//73AwAe//jHd3KLroeHh4fHasEr+R4eHmuL7/u+7wMAPPOZz8T3fd/34Ud+5EfwIz/yI0aldxl49KMfnd5q+5znPAdXX301brzxRjzzmc/Ed3zHd+Cqq67Cwx/+8Fqe/muuuQaPeMQj8NWvfhWf+cxn5p7/3u/9Hh72sIfh2muvxdOe9jQ885nPxI033ohrr70Wd9xxB/71v/7XeNrTnjb33bve9S4AwHd/93c3q6yHh4eHx0rDx+R7eHisLV7wghdgd3cXb3zjG/HWt741Zbt55jOfiYc+9KGHUqbv//7vx2Me8xj8xm/8Bt75znfife97H5IkwRVXXIHrr78eL3zhC/H0pz+9VpovfOEL8aM/+qN4wxvegF/6pV/KPXvFK16Bt7zlLfjgBz+ID37wg9jZ2cHll1+Ob/qmb8Jzn/tcPOMZz5hjCJpOp/jjP/5jHD9+HM961rNa19nDw8PDY/XAiIgOuxAeHh4eHnYcHBzgwQ9+MMIwxG233ZaeRWiKP//zP8fTn/50/NRP/RR+9Vd/taNSenh4eHisEny4joeHh8eKY3NzE694xStw55134vd+7/dapSWEwM/93M/hsssuw3/9r/+1oxJ6eHh4eKwavCffw8PDYw0ghMBjH/tY3HHHHbj11luxtbXVKJ03vvGNeNaznoXf/u3fxk/8xE90XEoPDw8Pj1WBV/I9PDw8PDw8PDw8jhh8uI6Hh4eHh4eHh4fHEYNX8j08PDw8PDw8PDyOGLyS7+Hh4eHh4eHh4XHE4JV8Dw8PDw8PDw8PjyMGr+R7eHh4eHh4eHh4HDF4Jd/Dw8PDw8PDw8PjiMEr+R4eHh4eHh4eHh5HDF7J9/Dw8PDw8PDw8Dhi8Eq+h4eHh4eHh4eHxxHD/x/N9zmrfllerAAAAABJRU5ErkJggg==\n", 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" ] From 25fde96f184bda4e9e4e795063572d7f87f2566e Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Wed, 18 Jan 2023 15:21:29 -0800 Subject: [PATCH 33/36] Removed unit waveforms graphs, replaced with 2d image --- .../visualize_unit_responses.ipynb | 1801 ++++++++++++++++- 1 file changed, 1753 insertions(+), 48 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index b5426ccf..e9618052 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "09650a3e", "metadata": {}, "outputs": [], @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "faa81fb6", "metadata": {}, "outputs": [], @@ -64,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "bd981ccb", "metadata": {}, "outputs": [], @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "6f3884c6", "metadata": {}, "outputs": [ @@ -690,7 +690,9 @@ "cell_type": "code", "execution_count": 10, "id": "aa347405", - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -1195,7 +1197,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 16, @@ -1204,7 +1206,7 @@ }, { "data": { - "image/png": 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AO1Em9WkiKSWvxBUWCfF/v8fgryspai+DiIiIiIiIiMhQMIFARAavoIjPjpNm+0NQOQY5w09GPkPw7TSsPBSv03jIODDVSURERERERMaKCQQiIiI1ZeUV6TsEIoNiAPk+IiIiIiIi0gAmEIjIIKjyhC47USYiqpgxnycFgvKf+S4HERERERGRrjGBQEQGwXiruMgQyOvfwJgrT4m0hUcFERERERERKYoJBCIySIbQ3j0RkSbwyXnN0ERH6ERERERERKQcJhCIyCCoUr0mYNekRGQE9Hmm0vR5UtEqfHlLZQqAiIiIiIjIuDCBQEREBkuTlY2suKSqSFYzXrpIaGjjeOObHERERERERLrHBAIRGYXXuUX6DoEM1NP0fByPeCYx7NytFxqZ97OMfIXGY8UmVcTQioc6lfvKrMqzjHwcD3+KwiKhStNT1ZKWlY/915KRnc/feyIiIiIiQ2Ku7wCIiBThuzcWq79oKTGMHeQSAHy2OgL5hUKJYfMC7uLnCZ5o6FxDrXmPXBup0Hhsm51I2vA1kcjJL0ZqumKJOKraRu4IQ3RKJi4/SMPaoW31HQ4REREREf2DbyAQkVG4HPtK3yGQnsmroi+fPCj14Gm2YjOowOu8YuUnIirH0N5A0JWc/JLjJ+y+aufvKrrZqqzolEwAwIlbKXqOhIiIiIiIymICgYiIDJYmKxC1+Y4AmzCiqoLv2hAREREREVUtTCAQkUFSpJJKwOdTTR4rK4mMU9lWvST+VmOePOMTERERERHpHhMIRGQQ+AQ3ERFJ4M8CERERERGR3jGBQEREJoq1j2QYTOltKUXXpGxOmG8SERERERERGS8mEIjIaIlYLUWVYAmhqk6k4YNAp8cUD2AiIiIiIiK9YwKBiHQmK69I7nc5BcU6jISqIpGma1KJFKRIC235hUIUFAkBlJTVjOzCCs+ZQMXn1AopeCiIRCKFllFULEReBefwYuG/C1TmXYzsfP4uEBERERER6RsTCESkE8fDn+J93yv4LfiR1Hfp2YWY7Reth6jI0Blanb+hxUOmoahYiPd9L+PDJVchFIrwS2ASPlhyFe/7XsG+i49lTnPsWire972C30Okz6llqdO9zOL99/C+7xXcTsqscLzBP4aj94LLEkmEssfK3UdZSi/71sNMnIx8pvR0ZPx4miUiIiIiMixMIBCRTiz94z4AYMupRKnvrt57JTVMkYpaU2pXnIiqrueZBSgsFiEnvxj5RULsPJcs/m79sQSZ0yw7GAcA2HwyscJ5q5P0On39OQDgdxmJ37JeZBYAAOJTcyqdp6Lh7Po7ufKRiIiIiIiISOuYQCAiIqOg7tP/mniqVZ2nuYmIqHI8zRIRERERGRYmEIjIaLETZdOnyQp7bTY/xAovIiIiIiIiIjJFTCAQkd4xDUDaIBCwzwIiXdJ2UpdvABEREREREekeEwhERGSwmAAgUyCorOab5VxKpduMiIiIiIiIdIIJBCLSO1WridiJMhGR4eA5mYiIiIiIyPQwgUBEBoqP5BKRaTC0anW1mhrS0alZxNePiIiIiIiIDAITCESkd6wmIm1ZfTheJ8thayukjFsPM+Hz620kPsspGaBm+bkYnYZvdt7By9cFas0nOvk1fH69jQdPs+WO8+BpNnx+vY3o5NdS3/n8elut5RMREREREZHhYQKBiIyWtjvsJOP26EUuQu6kaXSe8h6K5sPSVJHyCaavttzE1XvpmO0fXTJAzfIzZ1cMLse+wvpjCVLfKVM2x/0chav30jFjxx2542w6kYir99Ix7ucoqe+y8ooVX1gl2AcCERERERGRYWACgYiIDJY6SaLCYtbqk2F7lp4vNUydavOXWYq9gVBZXwUvMtV7kwFggpeIiIiIiMhUMIFARERGQrkKyfJVpJp4S0DeQ9F8WJoqos/OhWWVTVbuExERERERkaKYQCAio6XPSjnSDe5jIsUZQ1NaxhAjERERERER/YsJBCIiIgWx8pM0SRdvruirzDL5R0REREREZBqYQCAig6RIpReb4SBlsLwQERERERERESmHCQQiIjJYmqz059sDpC+66iPDkPrikHfsGlKMREREREREVDkmEIiIyGiIRCIERj1HwtOcSsc9eCVF48tn5Sdp27W4dJWnVSZJlltQjGPXUvEyq0Dl5REREREREZHpM9d3AERERIq6HPsKC/fEAgAurXinwnHLV6ZqovKfbzGQKioremWL1be7YrQZiti6ow9w9NpTNHSugT3fdNDJMtUlYAavSuBploiIiIjIsPANBCIyWuyks+qJfZyl7xCITELInTQAwMPnuZWOq8kKXXWScCJm8IiIiIiIiHSOCQQiIqoSWPdI+iL/wXn9JEF5LJAh46MBRERERESGhQkEIjJIitRvabKDXTJ8hlDpyRZUSBtYrIiIiIiIiMhQMYFAREQExZIDhpDEINPDYqUY9oFARERERESke3pNIGzZsgWtW7eGvb097O3t0bVrV5w8eVL8fV5eHqZMmYKaNWvC1tYWQ4YMwdOnT/UYMRFpAytlyRCwHJKusT6ciIiIiIiIDJ1eEwj169fHihUrEBERgfDwcPTu3RsDBw7EnTt3AAA+Pj44evQoDhw4gJCQEDx58gSDBw/WZ8hERGSkmCAg/WGmoBSTJkRERERERMbFXJ8LHzBggMTnpUuXYsuWLbhy5Qrq16+PHTt2YPfu3ejduzcAYOfOnfDw8MCVK1fQpUsXfYRMRFqgTIVSVl7Rv9OxUo6UoKk+M0QiEXLyi2FjpfpPqEgkQnZ+MWzVmAcZj7LnuMycQv0FIodIJKqweaDCIs1l3+Ql8rLyimBrZS7+PxMNREREREREhsFg+kAoLi7G3r17kZ2dja5duyIiIgKFhYXo27eveJzmzZujQYMGuHz5stz55OfnIzMzU+IfERmfhKc5UsOuxL7C+75XxJ/ZibLp0+VbAw+f5yo03iy/aPTzvYLEZ9JlVFErDsbhfd8ruP4gQ+V5kHHqv/iqvkOQMve3mAq/v3LvlfIzVeLYPRv1HO/7XsF/fwrH+75X4P93svLLI5PBX3YiIiIiIsOi9wTCrVu3YGtrC0tLS0ycOBF//fUXWrRogdTUVFhYWMDR0VFi/Nq1ayM1NVXu/JYvXw4HBwfxP1dXVy2vARGpS1Yl8YFLT6SGbT6ZoINoyFRp6o2Vy7EllalHwuT/FlXmaHhJfz6/BiVpJCYybIb+MP2F6Jd6Xf7Kv+IAAE9e5gEAtp1+KPN3wdC3IxERERERkSnSewKhWbNmuHHjBq5evYpJkyZh9OjRiI6OVnl+3333HTIyMsT/kpP5FBsRERnmGyvsl4H0gcWODBkTRUREREREhkXvjS9bWFigSZMmAIAOHTrg2rVrWL9+PYYOHYqCggKkp6dLvIXw9OlTuLi4yJ2fpaUlLC0ttR02ERERkVpMuqJUzZVjHwhERERERESGQe9vIJQnFAqRn5+PDh06oHr16ggKChJ/Fxsbi6SkJHTt2lWPERKRpsmsKFLgEVl2oly1qPvUtDaf9q+oA1oiqhjfiCAiIiIiIjJcen0D4bvvvsMHH3yABg0a4PXr19i9ezeCg4Nx+vRpODg4YOzYsZg5cyacnJxgb2+Pr7/+Gl27dkWXLl30GTYRaRibcSFFGWpFvYiFmFRQWpw1VXwULYc6OYp4SBAREREREZkEvSYQnj17hlGjRiElJQUODg5o3bo1Tp8+jX79+gEA1q5di2rVqmHIkCHIz8+Hl5cXNm/erM+QiciAGGKb9qRdalXUG2BxYeKhatPX7tfkYlmGiYiIiIiITJteEwg7duyo8HsrKyv8/PPP+Pnnn3UUERERkfIM9c0IMg6aKj6yyqExVPAbQYhERERERERVlsH1gUBEpknZCrL0nEKFxisWirBwTyz2XnisQlREmldULNR3CGRg5CWYBAKgsEiIeQF3NbIckUiE6OTX8Pn1Nh48zZY73qErKcjMKZIYNtvvjtLLuxCdhll+0UpPR0RERERERMaDCQQiMkiX7r5ScLyXCIx6jg3HE7QcERkCY3jS/+zNF/oOgYzI6evPcPdxlsbmN+7nKFy9l44ZO0oSArKOmVAZ51dZwyrz7a4YXI5VfrryjOCwJh3iCylERERERIaFCQQiMloCCJCTX6zvMEiLNNm0ia4qpZQpk6woo2wtncNeZBYAMLwmjGRFo3CITDQQERERERHpHBMIRKQT2qjDYifKRGQM5NV7CyCAWTXWisvCrVJ1cd8TERERERkWJhCIyKgxhUDGzMAeDic9qMYEAhERERERERkwJhCISCfYxjWpSyRiOSLTwzcQmAgmIiIiIiIyZEwgEJFRY9WbaSufMFDniX1NtwVvDB06k+Ezq2LFqIqtLhERERERkdFjAoGIiAyWIXeibGid05JxYhNGREREREREZMiYQCAivYtPzVZpOgEEEpXCp64/g1DISl2S7VlGvlLjv8oqVHhcVgGTqhRJIGTnFeHYtVRkZFdcJjV59svMKVJr+pORz2QO5xmaiIiqmviUTFyKkf27SEREZAyYQCAivdt9/rFK02XmSlamLd53D6eu8+LclKnTalDsY+USVTN23JYx9N/qz7JNGLFSlCoit9wKFOsDYfnBOCw7GIdZ/tEVjldUrLmS+H1AjFrTP88s0FAkVNXwfEpEpmba1jAs3XsT959k6jsUIiIilTCBQERGKzOnSOrJ71sPX+slFjI991MqTjhoogkjtoJEiuTEzt16AQC4k1Tx+a1IxhtYqhaxiPgMFafUDPYxQkREpubRC9XeuiYiItI3JhCIiIgUJrtSk1WdpCqN5pBMPCEl4JFGRERERESkc0wgEJFRM/H6sipPZMB7WN4T0nyrgBSli+pwo6hyl3HMsJPyqssoyiwRERERURXCBAIRGS22cFHVGEKFoiHEQMZG3rlK0dKk8LmO50QiIiKDxTfpiIjIWJnrOwAiqhoE0E7VKy/DicjQqfswvTrnT2NNebEPBCIiIjJFxcXFKCws1HcYRESwsLBAtWqKvVvABAIRERksw3tSq/KqXGXqPQ25iSbSPoVfLBAITLptLEWPA+YUiIiIyFiJRCKkpqYiPT1d36EQEQEAqlWrhkaNGsHCwqLScZlAICKjZrpVaiRLdl6xvkOolAnX85KK1K34LhaaXqESiUTIzi+GrZXil6I8toiIqpbsvCLYKPE7QWTISpMHtWrVgrW1Nd+2JCK9EgqFePLkCVJSUtCgQYNKz0n8NSYiIoNV9snkB09z8HvIIz1GA2g6ZcUKUaqqlh+Mw7Hwp9j8lacBvmlE+sTTIhEBwL7zCdgVFI+Zn7RAn7Z19R0OkVqKi4vFyYOaNWvqOxwiIgCAs7Mznjx5gqKiIlSvXr3CcdmJMhEZMVY7VSV/Xk7RdwhEGlWVHzw7Fv4UAOB3LplNeRERkZRdQfEAgPWHY/QcCZH6Svs8sLa21nMkRET/Km26qLi48pYemEAgIqPGaicyNFW5Uphk01mq08RPiDy2iIiIyJix2SIiMiTKnJOYQCAiI2bitWVkgGT/wJb93WWzREQVKHeA8HCh8li1QkRlmdTvBE9wRERkpJhAICIio2BSN5D/MMV1IsPChBYRERER6UtwcDAEAgHS09P1HQrJkJiYCIFAgBs3bug7FDJw7ESZiIwY+0CoUgyiItQggiBjo7MWjIygfMp4TVZWkoPndiIiIqoKcvOf6GxZNSzZIbkp6NmzJ9q2bYt169YpNd2YMWOQnp6OQ4cOiYe5uroiJSUFb775pmaDJJOj9BsIycnJePTokfhzWFgYZsyYgf/9738aDYyITIu2mnssX+/EZiVJ35Qqg0ZQ30saoKP9LLMinudEIiIiIjIxBQUFOl9maWfYpsTMzAwuLi4wN+fz5VQxpRMIw4cPx99//w0ASE1NRb9+/RAWFobvv/8eixcv1niARETKYHMdpCvyKmZZBklRrNsnIiIiIkP2+vVrjBgxAjY2NqhTpw7Wrl2Lnj17YsaMGQCA3377DR07doSdnR1cXFwwfPhwPHv2TGo+oaGhaN26NaysrNClSxfcvn1b4vuDBw+iZcuWsLS0hJubG1avXi3xvZubG5YsWYJRo0bB3t4eEyZMQEFBAaZOnYo6derAysoKDRs2xPLlyxVaL4FAgC1btuCDDz5AjRo10LhxY/zxxx/i70ub9tm3bx969OgBKysrBAQEAAB++eUXeHh4wMrKCs2bN8fmzZvF01UWU3p6OsaNGwdnZ2fY29ujd+/eiIqKEn/v6+uLtm3b4rfffoObmxscHBzw2Wef4fXr1wBK3iIICQnB+vXrIRAIIBAIkJiYiOLiYowdOxaNGjVCjRo10KxZM6xfv15ivv7+/jh8+LB4uuDgYJlNGIWEhKBz586wtLREnTp1MHfuXBQVFYm/79mzJ6ZNm4Y5c+bAyckJLi4u8PX1FX8vEong6+uLBg0awNLSEnXr1sW0adMU2i9kuJROINy+fRudO3cGAOzfvx+tWrXCpUuXEBAQAD8/P03HR0QmQhuVqnyyloqFuq6t/7fQMVFACtPRuerek2ypYYZeTq/dT0deoVDfYRCRkq7GPsfC36/j5et8fYdCRERaNHPmTISGhuLIkSMIDAzEhQsXEBkZKf6+sLAQS5YsQVRUFA4dOoTExESMGTNGaj6zZ8/G6tWrce3aNTg7O2PAgAHiJ/ojIiLg7e2Nzz77DLdu3YKvry/mz58vVce4atUqtGnTBtevX8f8+fOxYcMGHDlyBPv370dsbCwCAgLg5uam8LrNnz8fQ4YMQVRUFEaMGIHPPvsMMTExEuPMnTsX06dPR0xMDLy8vBAQEIAFCxZg6dKliImJwbJlyzB//nz4+/sDQKUxffrpp3j27BlOnjyJiIgItG/fHn369MHLly/F48THx+PQoUM4duwYjh07hpCQEKxYsQIAsH79enTt2hXjx49HSkoKUlJS4OrqCqFQiPr16+PAgQOIjo7GggUL8H//93/Yv38/AGDWrFnw9vZG//79xdN169ZNaps8fvwYH374ITp16oSoqChs2bIFO3bswA8//CAxnr+/P2xsbHD16lX89NNPWLx4MQIDAwGUJIPWrl2Lbdu24f79+zh06BA8PT0V3i9kmJR+R6WwsBCWlpYAgLNnz+I///kPAKB58+ZISUnRbHRERBUQiaTr5ZhUqFquxL7S8RINvDaWyNAZekaD9I4lxDgs3l3ytOT2U/fw7aesFCAt4u8Gkd68fv0a/v7+2L17N/r06QMA2LlzJ+rW/bcvhS+//FL8d+PGjbFhwwZ06tQJWVlZsLW1FX+3cOFC9OvXD0BJ5XP9+vXx119/wdvbG2vWrEGfPn0wf/58AIC7uzuio6OxcuVKiWRE79698c0334g/JyUloWnTpnjnnXcgEAjQsGFDpdbv008/xbhx4wAAS5YsQWBgIDZu3CjxRsGMGTMwePBgifVYvXq1eFijRo0QHR2Nbdu2YfTo0RXGdPHiRYSFheHZs2fietVVq1bh0KFD+OOPPzBhwgQAgFAohJ+fH+zs7AAAI0eORFBQEJYuXQoHBwdYWFjA2toaLi4u4nmbmZlh0aJF4s+NGjXC5cuXsX//fnh7e8PW1hY1atRAfn6+xHTlbd68Ga6urti0aRMEAgGaN2+OJ0+e4Ntvv8WCBQtQrVrJc+itW7fGwoULAQBNmzbFpk2bEBQUhH79+iEpKQkuLi7o27cvqlevjgYNGogfRCfjpfQbCC1btsTWrVtx4cIFBAYGon///gCAJ0+eoGbNmhoPkIioIrylMG2V3TNm5xfrJhAtMYpOb0l7mPEkIiP3Kkv3bVATGSv+6pOxefDgAQoLCyUqfx0cHNCsWTPx54iICAwYMAANGjSAnZ0devToAaCkcr+srl27iv92cnJCs2bNxE/7x8TEoHv37hLjd+/eHffv30dx8b/3ex07dpQYZ8yYMbhx4waaNWuGadOm4cyZM0qtX9mYSj+XfwOh7DKzs7MRHx+PsWPHwtbWVvzvhx9+QHx8fKUxRUVFISsrCzVr1pSYPiEhQTw9UNJcU2nyAADq1Kkjs1mo8n7++Wd06NABzs7OsLW1xf/+9z+p/VCZmJgYdO3aFYIy9yndu3dHVlaWRH+4rVu3lpiubIyffvopcnNz0bhxY4wfPx5//fWXRBNIZJyUfgPhxx9/xCeffIKVK1di9OjRaNOmDQDgyJEjzCgRkVwCATRe2y+r7o0PKVUtrH8lo8YTFhEREREZqezsbHh5eYmb9nF2dkZSUhK8vLy00smxjY2NxOf27dsjISEBJ0+exNmzZ+Ht7Y2+fftK9GWgyWVmZWUBALZv3463335bYjwzM7NKY8rKykKdOnUQHBwstRxHR0fx39WrV5f4TiAQQCisuMnPvXv3YtasWVi9ejW6du0KOzs7rFy5ElevXlVmdRVWUYyurq6IjY3F2bNnERgYiMmTJ2PlypUICQmRmo6Mh9IJhJ49e+LFixfIzMzEG2+8IR4+YcIEWFtbazQ4IqKKsO6tajGM3S07E6ZqIoNluGpgnksF3GhVFnc9ERGRYWjcuDGqV6+Oa9euoUGDBgCAjIwM3Lt3D++99x7u3r2LtLQ0rFixAq6urgCA8PBwmfO6cuWKeB6vXr3CvXv34OHhAQDw8PBAaGioxPihoaFwd3cXV8zLY29vj6FDh2Lo0KH473//i/79++Ply5dwcnKqdP2uXLmCUaNGSXxu166d3PFr166NunXr4sGDBxgxYoTSMbVv3x6pqakwNzdXqq+G8iwsLCTezABKtle3bt0wefJk8bCybzXIm648Dw8PHDx4ECKRSPwWQmhoKOzs7FC/fn2FY6xRowYGDBiAAQMGYMqUKWjevDlu3bqF9u3bKzwPMixKJxCAkh61IyIiEB8fj+HDh8POzk7cBhcRka4IBOwDoarT/e6WXePPRACppCqesKriOhOZMB7SRESmy87ODqNHj8bs2bPh5OSEWrVqYeHChahWrRoEAgEaNGgACwsLbNy4ERMnTsTt27exZMkSmfNavHgxatasidq1a+P777/Hm2++iUGDBgEAvvnmG3Tq1AlLlizB0KFDcfnyZWzatEmiLwJZ1qxZgzp16qBdu3aoVq0aDhw4ABcXF4mn+Sty4MABdOzYEe+88w4CAgIQFhaGHTt2VDjNokWLMG3aNDg4OKB///7Iz89HeHg4Xr16hZkzZ1YYU9++fdG1a1cMGjQIP/30E9zd3fHkyRMcP34cn3zyiVQTTfK4ubnh6tWrSExMhK2tLZycnNC0aVPs2rULp0+fRqNGjfDbb7/h2rVraNSokcR0p0+fRmxsLGrWrAkHBwepeU+ePBnr1q3D119/jalTpyI2NhYLFy7EzJkzxf0fVMbPzw/FxcV4++23YW1tjd9//x01atRQuo8KMixK94Hw8OFDeHp6YuDAgZgyZQqeP38OoKRpo1mzZmk8QCKiirDetmrTZ8UFK02IVKBoto0ndyIiIiK9W7NmDbp27YqPP/4Yffv2Rffu3eHh4QErKys4OzvDz88PBw4cQIsWLbBixQqsWrVK5nxWrFiB6dOno0OHDkhNTcXRo0dhYWEBoKTZn/3792Pv3r1o1aoVFixYgMWLF0t0oCyLnZ0dfvrpJ3Ts2BGdOnVCYmIiTpw4oXBF96JFi7B37160bt0au3btwp49e9CiRYsKpxk3bhx++eUX7Ny5E56enujRowf8/PzEFfUVxSQQCHDixAm89957+OKLL+Du7o7PPvsMDx8+RO3atRWKGQBmzZoFMzMztGjRQtxs1FdffYXBgwdj6NChePvtt5GWlibxNgIAjB8/Hs2aNUPHjh3h7Ows9dYHANSrVw8nTpxAWFgY2rRpg4kTJ2Ls2LGYN2+ewvE5Ojpi+/bt6N69O1q3bo2zZ8/i6NGj7DfXyCn9BsL06dPRsWNHREVFSez8Tz75BOPHj9docERERIaqbD0okwlERFQV8Q080jYWMTJ1NSzr6juECtnZ2SEgIED8OTs7G4sWLcKECRMAAMOGDcOwYcMkphGV+XHo2bOn+PPHH38sdzlDhgzBkCFD5H6fmJgoNWz8+PFq1UPWrVtXbsfLbm5uEutR1vDhwzF8+HCZ31UWk52dHTZs2IANGzbI/N7X1xe+vr4Sw2bMmIEZM2aIP7u7u+Py5ctS0+7cuRM7d+6UGLZ8+XLx387OzjLXt/x69ujRA2FhYXLXQVYfDocOHRL/PWjQIPHbJWQ6lE4gXLhwAZcuXRJnCku5ubnh8ePHGguMiIioLHkXcPqW8jIPh6+mSgy7eu8VrCyqoY2b9GuhZRnmGlVtyS+zEP88Ez3c64jb/dSW17lFyMot0uoyDK2MnYx8hv7tFXjCSsamZ6KOiIiISLeuX7+Ou3fvonPnzsjIyMDixYsBAAMHDtRzZESkS0onEIRCocxONx49egQ7OzuNBEVERKQIgR672yytzFy4NxZxqTni4a+yCrD6cEmHVZdWvKOP0EgNE3+/AACwMK+Gbm+5aH15Kw/FVz6SCbmekIm/rqToOwwyYIaW9KKKMbFHpDgeL2SsVq1ahdjYWFhYWKBDhw64cOEC3nzzTX2HJVdAQAC++uormd81bNgQd+7c0XFERMZP6QTC+++/j3Xr1uF///sfAEAgECArKwsLFy7Ehx9+qPEAiYiI5DKAG7HbSa8lPr/KKlR8YtaUGaz7TzM1lkDQ9psMFS5bb0uW7/qDDH2HQEREREQKaNeuHSIiIvQdhlL+85//4O2335b5XfXq1QEY7tvtRIZK6QTC6tWr4eXlhRYtWiAvLw/Dhw/H/fv38eabb2LPnj3aiJGISCZDrBgj7eElHhEREREREVXEzs6OLaQQaZjSCYT69esjKioK+/btQ1RUFLKysjB27FiMGDECNWrU0EaMRGQSBJBVBczMP5kykUik16fPSR2mcW4yyLVQ4JDgYUNERERERGQYlE4g7NmzB8OGDcOIESMwYsQIie9mz56NlStXaiw4IiKiUrLqE1nHSMaA5VR5zC1XXTxeiKgs/h4QERHpXzVlJ5g0aRJOnjwpNdzHxwe///67RoIiIlOk+at/3k+QsT+lLGIppirI2I9bIiIiIiKiqkTpBEJAQACGDRuGixcviod9/fXX2L9/P/7++2+NBkdERFSKVe1ERERERERERLqldALho48+wubNm/Gf//wHERERmDx5Mv7880/8/fffaN68uTZiJCKSKb9QKDUsK69ID5EYF5FIhOz8Qn2HoTRZr7Ab+oPM5WMuXz75Wj6RbHxLgaq6rELj+J3moUqkOAGPGCIiMlJKJxAAYPjw4fjhhx/QvXt3HD16FCEhIXB3d9d0bERkUrRzwRwU9Vzi89moF7j1MFMryzIV/zsfA+9tZxGe+LzykQ2dEdUyHruWivd9ryAg5JG+QyEySqx4qRqYVwUOP0jC+4fOYM+9B/oOhYiIqjiRSIQJEybAyckJAoEAjo6OmDFjhkbmnZiYCIFAgBs3bmhkfqQ6Nzc3rFu3Tt9hkAFTqBPlmTNnyhzu7OyM9u3bY/PmzeJha9as0UxkREQKCL37SmrYb8GP8NPoFnqIxjgciXoIAPC/FIvR3WrrOZqqY9nBOADAzycTxcP4BoLh4r4hIn35MeIWAGBjVAyGuTfWczRERKRVERG6W1aHDkpPcurUKfj5+SE4OBiNGzfGf//7Xy0ERsry9fXFoUOHlE6++Pn5YcaMGUhPT5cYfu3aNdjY2GguQDI5CiUQrl+/LnN4kyZNkJmZKf5eYERPghKRYWAlHZkyFm/SOwMshHyTgIiIiMg4xMfHo06dOujWrRsAwNxcoWpEk1VQUAALCwt9h6Fxzs7O+g6BDJxCTRj9/fffCv07d+6ctuMlIiISYzUkGQM+X0FERERExmbMmDH4+uuvkZSUBIFAADc3N6lxfvvtN3Ts2BF2dnZwcXHB8OHD8ezZM/H3r169wogRI+Ds7IwaNWqgadOm2Llzp8Q8Hjx4gF69esHa2hpt2rTB5cuXJb6/ePEi3n33XdSoUQOurq6YNm0asrOzxd9v3rwZTZs2hZWVFWrXrq3wWxI9e/bE1KlTMXXqVDg4OODNN9/E/PnzISrzlKObmxuWLFmCUaNGwd7eHhMmTFA7JqFQiOXLl6NRo0aoUaMG2rRpgz/++EP8fXBwMAQCAYKCgtCxY0dYW1ujW7duiI2NBVDyFsGiRYsQFRUFgUAAgUAAPz8/ACWtwnh6esLGxgaurq6YPHkysrKyxPP94osvkJGRIZ7O19dXvJ5lmzBKSkrCwIEDYWtrC3t7e3h7e+Pp06fi7319fdG2bVv89ttvcHNzg4ODAz777DO8fv1aPM4ff/wBT09P1KhRAzVr1kTfvn0lthEZF5X6QCAiMmQivtagEFN4a0yfq2D8W4+qBAMsqKoetyZwyiIFcDcTEREZhvXr12Px4sWoX78+UlJScO3aNalxCgsLsWTJEkRFReHQoUNITEzEmDFjxN/Pnz8f0dHROHnyJGJiYrBlyxa8+eabEvP4/vvvMWvWLNy4cQPu7u4YNmwYioqKAJS8AdG/f38MGTIEN2/exL59+3Dx4kVMnToVABAeHo5p06Zh8eLFiI2NxalTp/Dee+8pvI7+/v4wNzdHWFgY1q9fjzVr1uCXX36RGGfVqlVo06YNrl+/jvnz56sd0/Lly7Fr1y5s3boVd+7cgY+PDz7//HOEhIRIbZfVq1cjPDwc5ubm+PLLLwEAQ4cOxTfffIOWLVsiJSUFKSkpGDp0KACgWrVq2LBhA+7cuQN/f3+cO3cOc+bMAQB069YN69atg729vXi6WbNmSW0ToVCIgQMH4uXLlwgJCUFgYCAePHggXkap+Ph4HDp0CMeOHcOxY8cQEhKCFStWAABSUlIwbNgwfPnll4iJiUFwcDAGDx7MuhojptC7R4MHD4afnx/s7e0xePDgCsf9888/NRIYEZGq+JNkOgz5+kJeaGWHG3L8RMaGxxMRERk1ZkjJyDg4OMDOzg5mZmZwcXGROU5ppTYANG7cGBs2bECnTp2QlZUFW1tbJCUloV27dujYsSMAyHyLYdasWfjoo48AAIsWLULLli0RFxeH5s2bY/ny5RgxYoS44+amTZtiw4YN6NGjB7Zs2YKkpCTY2Njg448/hp2dHRo2bIh27dopvI6urq5Yu3YtBAIBmjVrhlu3bmHt2rUYP368eJzevXvjm2++EX8eN26cyjHl5+dj2bJlOHv2LLp27SrebhcvXsS2bdvQo0cP8XKWLl0q/jx37lx89NFHyMvLQ40aNWBrawtzc3Op/VK2g2s3Nzf88MMPmDhxIjZv3gwLCws4ODhAIBDI3Z8AEBQUhFu3biEhIQGurq4AgF27dqFly5a4du0aOnXqBKAk0eDn5wc7OzsAwMiRIxEUFISlS5ciJSUFRUVFGDx4MBo2bAgA8PT0VHi/kOFR6A2E0gJW+ndF/4iI9I2VTERkSPTa5r+Rng/ZTwKRkeCrQUREVVpERAQGDBiABg0awM7OTlzhnZSUBACYNGkS9u7di7Zt22LOnDm4dOmS1Dxat24t/rtOnToAIG4GKSoqCn5+frC1tRX/8/LyglAoREJCAvr164eGDRuicePGGDlyJAICApCTk6Nw/F26dJF4M79r1664f/8+iouLxcNKkx+l1IkpLi4OOTk56Nevn8T0u3btQnx8vMLbRZ6zZ8+iT58+qFevHuzs7DBy5EikpaUptU1iYmLg6uoqTh4AQIsWLeDo6IiYmBjxMDc3N3HyoDTG0vjatGmDPn36wNPTE59++im2b9+OV69eKRwDGR6F3kAo2z5Z+bbKiIiIdEFWYkif1Rbylq1MTHyFk4iIiIiIjFF2dja8vLzg5eWFgIAAODs7IykpCV5eXigoKAAAfPDBB3j48CFOnDiBwMBA9OnTB1OmTMGqVavE86levbr479LKfKFQCADIysrCV199hWnTpkktv0GDBrCwsEBkZCSCg4Nx5swZLFiwAL6+vrh27RocHR01sp42NjYSn9WJqbQ/guPHj6NevXoS01paWkp8rmi7yJKYmIiPP/4YkyZNwtKlS+Hk5ISLFy9i7NixKCgogLW1tXIrXomy8ZXGWBqfmZkZAgMDcenSJZw5cwYbN27E999/j6tXr6JRo0YajYN0Q+Xu0589eybuwKNZs2aoVauWxoIiIiICKn6w8VFaLubsipE/gpYpUvW/8fgD+PznLa3HQppnqKmdbnMvol0je32HoZagmy8qHUdksHuASDUikQgrI2/DycoS41q6S30f+yoDW2/FYqJnMz1ER6Q7IpEIc/64CSsHS3zWw3ArkUKjnyHw+hP4DGoBBxsLfYdDZJDu3r2LtLQ0rFixQvy0enh4uNR4zs7OGD16NEaPHo13330Xs2fPlkggVKR9+/aIjo5GkyZN5I5jbm6Ovn37om/fvli4cCEcHR1x7ty5SptgB4CrV69KfL5y5QqaNm0KMzMzrcTUr18/WFpaIikpSaK5ImVZWFhIvCUBlLwNIhQKsXr1alSrVtLgzP79+yudrjwPDw8kJycjOTlZvF+jo6ORnp6OFi1aKByjQCBA9+7d0b17dyxYsAANGzbEX3/9hZkzZyo8DzIcSicQMjMzMWXKFOzdu1dc6MzMzDB06FD8/PPPbMaIiGSSVxGsjSoiPtRdNSzYHavzZSpStsqOcuBSCsb2bQB76+pyxydS1vWETH2HoBdsKaVqMNWf8ITMLBx6UNKcg6wEwuS/LyO3uBg3X7zUdWhEOnUjOR0HIh4BgEEnEJbtuwkA8Dsbh+kDFa8wI6pKSp+237hxIyZOnIjbt29jyZIlEuMsWLAAHTp0QMuWLZGfn49jx47Bw8ND4WV8++236NKlC6ZOnYpx48bBxsYG0dHRCAwMxKZNm3Ds2DE8ePAA7733Ht544w2cOHECQqEQzZoplpBPSkrCzJkz8dVXXyEyMhIbN27E6tWrtRaTnZ0dZs2aBR8fHwiFQrzzzjvIyMhAaGgo7O3tMXr0aIXidnNzQ0JCAm7cuIH69evDzs4OTZo0QWFhITZu3IgBAwYgNDQUW7dulZouKysLQUFBaNOmDaytraXeTOjbty88PT0xYsQIrFu3DkVFRZg8eTJ69Ogh1ZyTPFevXkVQUBDef/991KpVC1evXsXz58+V2vdkWBTqA6Gs8ePH4+rVqzh27BjS09ORnp6OY8eOITw8HF999ZU2YiQioiqqogr7pxn5ugtEBkXrMovlv2VKRHKwDwQyNQUVNDkAALn/PJiVW8lTgUTGLrfQuMp4RnaBvkMgMljOzs7w8/PDgQMH0KJFC6xYsULqzQILCwt89913aN26Nd577z2YmZlh7969Ci+jdevWCAkJwb179/Duu++iXbt2WLBgAerWrQsAcHR0xJ9//onevXvDw8MDW7duxZ49e9CyZUuF5j9q1Cjk5uaic+fOmDJlCqZPn44JEyZoNaYlS5Zg/vz5WL58OTw8PNC/f38cP35cqaZ9hgwZgv79+6NXr15wdnbGnj170KZNG6xZswY//vgjWrVqhYCAACxfvlxium7dumHixIkYOnQonJ2d8dNPP0nNWyAQ4PDhw3jjjTfw3nvvoW/fvmjcuDH27duncHz29vY4f/48PvzwQ7i7u2PevHlYvXo1PvjgA4XnQYZF6TcQjh07htOnT+Odd94RD/Py8sL27dvRv39/jQZHRKQKNn1B2iIQoNLHY8tXe7I8EhERERknXsWR1nXooO8IKjRjxgzMmDFD/Dk4OFji+2HDhmHYsGESw8r28zZv3jzMmzdP5rzd3Nyk+oRzdHSUGtapUyecOXNG5jzeeecdqZiUUb16daxbtw5btmyR+X1iYqLM4erEJBAIMH36dEyfPl3m9z179pTaBm3btpUYZmlpiT/++ENqWh8fH/j4+EgMGzlypMTnLVu2SK1v+fVs0KABDh8+LHcdfH194evrKzGsbFnx8PDAqVOn5E5PxkfpNxBq1qwps5kiBwcHvPHGGxoJioiIqDL6bqqKN5SkKDa9Q0RERLwcICIiY6V0AmHevHmYOXMmUlNTxcNSU1Mxe/ZszJ8/X6PBERERGRJl+0CQPUChr4iIqiRWsBGRIeE5icg4JSUlwdbWVu6/pKQkfYdIZFSUbsJoy5YtiIuLQ4MGDdCgQQMAJQempaUlnj9/jm3btonHjYyM1FykREQK0veT6aQd5ZsC0vdT3byhNG1sekq/9H18E5FieKiSsoytjxteDRAZp7p16+LGjRsVfq9O00dEVY3SCYRBgwZpIQwiqqq0UdnPC33TUVElrj4SRWX7QJC3eGVui43rFppUxf2sPCaCiYwDD1UiIjJE5ubmaNKkib7DIDIZSicQFi5cqI04iKgKEolECLzxTN9hVFl8wlc3Tl1/hndb1NR3GAQgK78Ql+JS0a2JC2wtq1c4rrE9IUmaJRKJEHL7Kd5ysYOrs42+wzFIOUVFOJecgu51a+ENS0t9h2NQnufmIezpc/RzrQsLMzN9hyPl8Yts3HuSiZ6eLhDwYqBCt57lIeV1Ed5/y1Y87FVuMQIfZOGDJrawszS8/aspmQUFOP/4KXrWd4Ft9Yp/M3Xhwu2ncHW2gVtt28pHJiIiIo1SOoGQnJwMgUCA+vXrAwDCwsKwe/dutGjRAhMmTNB4gERkuoJvp2HJgfuanzEfhzMZZStxDeGJ5LIxyKtyKR/mphOJ2HQiUaFxSbt+PHkDkUkvcOF+KpYM6lThuKbShJGprIeuXb77HCv/uA0AOL6or56jMUyrIm/j1MPHcHe0h1+/dzU2X1MosaMDLyA9vwDJr7Mx0bO5vsORMmHjZQCAQCBAT08XteZl6umHAXuTAQBnRjSAe82SRNnYo08QmZqHkIc5+PnDOvoMT6vmhkbgxouXuPDkKX7s3lGvsdx48BIrDtwCwHMyERGRPijdifLw4cPx999/AyjpPLlv374ICwvD999/j8WLF2s8QCIyDbJuMKMfvdbKslhhRvpkCIkOki0y6YXE/8lw6fuh6HuPMvUbgBE4l5wCALiXzm1VXnp+AQDgcupzPUdSsbvJGfoOwWgkpheK/45MzQMAHI/L0lc4OnHjxUsAwIUnTzU6X1XO7w9StHPPQERERIpROoFw+/ZtdO7cGQCwf/9+eHp64tKlSwgICICfn5+m4yMiE8E6VcPDJlqIiEhV+k7yEOkSr2P1y1S2P8+bRERkrJROIBQWFsLyn3ZOz549i//85z8AgObNmyMlJUWz0RGRadPS3QCfAFeMMbypYWgx8savCjGsokdkcJiEJiIiIiKqGpROILRs2RJbt27FhQsXEBgYiP79+wMAnjx5gpo12UkkEekfEwikLYqULUNLehARGROmJXRHpIELJibWyeTxso5ISs+ePTFjxgy53ycmJkIgEODGjRviYaGhofD09ET16tUxaNAgudMKBAIcOnRIY7Eaosq2H+lHcHAwBAIB0tPT9R2KQVK6E+Uff/wRn3zyCVauXInRo0ejTZs2AIAjR46ImzYiIiLDx6dHtYMJLBPBw8PgsKKSTIVIJILARAo0f/NIWaZR8lVVtdeeZHsC3fVHUxcOOlmOq6srUlJS8Oabb4qHzZw5E23btsXJkydha2sLX19fHDp0SCLJAAApKSl44403dBKntgUHB6NXr1549eoVHB0dxcP//PNPVK9eXX+BmRA3NzfMmDFD6YRMz5490bZtW6xbt048rFu3bkhJSYGDg26OE2OjdAKhZ8+eePHiBTIzMyUO6gkTJsDa2lqjwRGR6eDlMhEZFVaKEVWIv+uV4zYi0hB9Zqo0eiDz4oJMX0FBASwsLODi4iIxPD4+HhMnTkT9+vUrnL78dIaodB1V5eTkpMFodE8kEqG4uBjm5kpXKRs0WeWW/qV0E0YAYGZmJpURdHNzQ61atTQSFBERUeX0exMmApCVVyQ13EQeKjUYIpEI2fmFell2Tn4hhEb8eG1uQTGKio03flOVm1+E4mJhheNkFRZqpHmZymQVqn5s8VwHZOtoP5XSRrnIyS+CUKj6PKtKOeCZ1HiJRCJky7heU3wGqk2m1jKJDEh2djZGjRoFW1tb1KlTB6tXr5b43s3NDUuWLMGoUaNgb2+PCRMmSDRhVPp3WloavvzySwgEAvj5+WHRokWIioqCQCAQDwMkmzAqnfbPP/9Er169YG1tjTZt2uDy5csSMWzfvh2urq6wtrbGJ598gjVr1kg88V+ZH374AbVq1YKdnR3GjRuHuXPnom3btuLvx4wZg0GDBmHp0qWoW7cumjVrBgD47bff0LFjR9jZ2cHFxQXDhw/Hs2fPxLH36tULAPDGG29AIBBgzJgxAKSbMHJzc8OyZcvw5Zdfws7ODg0aNMD//vc/iRgvXbqEtm3bwsrKCh07dsShQ4ckmol69eoVRowYAWdnZ9SoUQNNmzbFzp07K1330m28d+9edOvWDVZWVmjVqhVCQkLE45Q27XPy5El06NABlpaWuHjxIoRCIZYvX45GjRqhRo0aaNOmDf744w/xdJXFlJycDG9vbzg6OsLJyQkDBw5EYmKi1HZftWoV6tSpg5o1a2LKlCko/Of6tWfPnnj48CF8fHzE5QgA0tLSMGzYMNSrVw/W1tbw9PTEnj17JOYbEhKC9evXi6dLTEyU2YTRwYMH0bJlS1haWsLNzU1m+a9o3xUUFGDq1KmoU6cOrKys0LBhQyxfvrzS/WKIVEogEBGR8asqN/3asvv8Y7zve0VquDJ1O0ZcN60z687egve2s7jz5KVOl/skPQefbjuLhYfDdbpcTeqz4DIepeXpOwwqIyO7AP9dFoyvt16VO86N5HS8f+gMFoXd0GosW27dxfuHziDkcara87qU8kwDEZUwltPi/fRM9Dt0Bv93OULpaVVZxyupz/H+oTNYeyNahallS32Vi0+XBeP//CM1Nk8ibVDnvLD1RCy8lwfjenyaxuKpzOmIx/BeHoyDFxN1tkwibZk9ezZCQkJw+PBhnDlzBsHBwYiMlPzdWLVqFdq0aYPr169j/vz5Et+VNmdkb2+PdevWISUlBUOHDsU333yDli1bIiUlRTxMnu+//x6zZs3CjRs34O7ujmHDhqGoqCRJFxoaiokTJ2L69Om4ceMG+vXrh6VLlyq8fgEBAVi6dCl+/PFHREREoEGDBtiyZYvUeEFBQYiNjUVgYCCOHTsGACgsLMSSJUsQFRWFQ4cOITExUZwkcHV1xcGDBwEAsbGxSElJwfr16+XGsXr1anTs2BHXr1/H5MmTMWnSJMTGxgIAMjMzMWDAAHh6eiIyMhJLlizBt99+KzH9/PnzER0djZMnTyImJgZbtmyRaEKqMrNnz8Y333yD69evo2vXrhgwYADS0iTPm3PnzsWKFSsQExOD1q1bY/ny5di1axe2bt2KO3fuwMfHB59//rk4+VBRTIWFhfDy8oKdnR0uXLiA0NBQ2Nraon///igoKBAv8++//0Z8fDz+/vtv+Pv7w8/PT5xs+vPPP1G/fn0sXrxYXI4AIC8vDx06dMDx48dx+/ZtTJgwASNHjkRYWBgAYP369ejatSvGjx8vns7V1VVqm0RERMDb2xufffYZbt26BV9fX8yfP1+8fEX23YYNG3DkyBHs378fsbGxCAgIgJubm8L7xZCY1vsmRETQTKeAVYGxbSbpeA00A2Jk29XQnY15DADYdy0eiwfq7nXfyw+eAgAik16oPS8WCSp1/UFJIuzhs2y542wNjgcAnEl6At+322ktlt/ulixn3Y1o9Kinyuva/56Df74Zg251qtabyAfuJwAAQh4/1cnytty6CwD4Iy4RM9u11Mg8w++XVAzcSnylkfmZNJ7INUbX/X8cC3sEANgVFI92b9VUfgYqhLvhSAwA4NfAOAx5x029mRHpUVZWFnbs2IHff/8dffr0AQD4+/tLNUPUu3dvfPPNN+LPZZ8iNzMzg4uLCwQCARwcHMRNxNja2sLc3FyhJmNmzZqFjz76CACwaNEitGzZEnFxcWjevDk2btyIDz74ALNmzQIAuLu749KlS+JK/sps3LgRY8eOxRdffAEAWLBgAc6cOYOsrCyJ8WxsbPDLL79INF305Zdfiv9u3LgxNmzYgE6dOiErKwu2trbipopq1apV6RsRH374ISZPngwA+Pbbb7F27Vr8/fffaNasGXbv3g2BQIDt27fDysoKLVq0wOPHjzF+/Hjx9ElJSWjXrh06duwIAEpXUk+dOhVDhgwBAGzZsgWnTp3Cjh07MGfOHPE4ixcvRr9+/QAA+fn5WLZsGc6ePYuuXbuKt8HFixexbds29OjRo8KY9u3bB6FQiF9++UX8u7Bz5044OjoiODgY77//PoCStzc2bdoEMzMzNG/eHB999BGCgoIwfvx4ODk5wczMTPwGSKl69eqJywMAfP311zh9+jT279+Pzp07w8HBARYWFrC2tq6w/K1ZswZ9+vQRJ8Xc3d0RHR2NlStXihNFQMX7LikpCU2bNsU777wDgUCAhg0bKrVfDAnfQCAik8N7vKqCe5qISG0qZpNZDaY6lbY4f/KI9IPHHlVh8fHxKCgowNtvvy0e5uTkJG7Cp1RpBbG2tG7dWvx3nTp1AEDcVFBsbCw6d+4sMX75zxVRdHpPT0+pfg8iIiIwYMAANGjQAHZ2dujRoweAksp8ZZVdR4FAABcXF4l1bN26NaysrOTGOGnSJOzduxdt27bFnDlzcOnSJaWWX5oEAABzc3N07NgRMTExEuOU3c9xcXHIyclBv379YGtrK/63a9cuxMfHVxpTVFQU4uLiYGdnJ57WyckJeXl54ukBoGXLljAzMxN/rlOnjni7yFNcXIwlS5bA09MTTk5OsLW1xenTp5XeLzExMejevbvEsO7du+P+/fsoLi4WD6to340ZMwY3btxAs2bNMG3aNJw5c0apGAwJ30AgIqqi2ISR/nEfKM7Y3pghqkqq4vGp66eoRazFJCIiA2VjY6PV+VevXl38d+nvr1BYcX9SmlZ+HbOzs+Hl5QUvLy8EBATA2dkZSUlJ8PLykmiCR1Fl1xEoWU9l1vGDDz7Aw4cPceLECQQGBqJPnz6YMmUKVq1apXQs8pTdBqVvaBw/fhz16tWTGM/S0rLSmLKystChQwcEBARILcfZ2Vn8tyrbZeXKlVi/fj3WrVsHT09P2NjYYMaMGSrtF0VUFGP79u2RkJCAkydP4uzZs/D29kbfvn0l+oowFiq9gTB16lS8fKnbtoiJyPQoeyus6M16VazIIN1QpAiy+BFRVcAEKBGpQpVzh6lc2/O8ScbmrbfeQvXq1XH16r99N7169Qr37t1Te94WFhYST3GrqlmzZrh27ZrEsPKftTH93bt3kZaWhhUrVuDdd99F8+bNpZ6ML31jQd31bNasGW7duoX8/PwKY3R2dsbo0aPx+++/Y926dVIdMVfkypV/+/YrKipCREQEPDw85I7fokULWFpaIikpCU2aNJH4V7Y/AXkxtW/fHvfv30etWrWkpndwcFA4blnlKDQ0FAMHDsTnn3+ONm3aoHHjxlJlVpHy5+HhgdDQUKl5u7u7S7wVURl7e3sMHToU27dvx759+3Dw4EGjrFNXOIHw6NEj8d+7d+8WZ5s8PT2RnJys0sKXL1+OTp06wc7ODrVq1cKgQYPEHU2UysvLw5QpU1CzZk3Y2tpiyJAhePpUN22NEpFhYd8GVY+h7XJ14pF102ho60dEpCht1YNVhfo1Xs8QVU089MnY2NraYuzYsZg9ezbOnTuH27dvY8yYMahWTf3W0N3c3JCQkIAbN27gxYsXEpXjyvj6669x4sQJrFmzBvfv38e2bdtw8uRJhR8+/Prrr7Fjxw74+/vj/v37+OGHH3Dz5s1Kp2/QoAEsLCywceNGPHjwAEeOHMGSJUskxmnYsCEEAgGOHTuG58+fS/WroKjhw4dDKBRiwoQJiImJwenTp8VvFpTGuWDBAhw+fBhxcXG4c+cOjh07VmECoLyff/4Zf/31F+7evYspU6bg1atXEn08lGdnZ4dZs2bBx8cH/v7+iI+PR2RkJDZu3Ah/f/9KYxoxYgTefPNNDBw4EBcuXEBCQgKCg4Mxbdo0ifrnyri5ueH8+fN4/PgxXrwo6buuadOmCAwMxKVLlxATE4OvvvpKqh7Zzc0NV69eRWJiIl68eCHzrYZvvvkGQUFBWLJkCe7duwd/f39s2rRJon+FyqxZswZ79uzB3bt3ce/ePRw4cAAuLi6V9olhiBQ+6ps3b46GDRti+PDhyMvLEycNEhMTUVhYqNLCQ0JCMGXKFFy5cgWBgYEoLCzE+++/j+zsfzuW8/HxwdGjR3HgwAGEhITgyZMnGDx4sErLIyIi0hfeNBKpR1AlqpaJZONPiH6xCSkiqqpWrlyJd999FwMGDEDfvn3xzjvvoEOHDmrPd8iQIejfvz969eoFZ2dn7NmzR6X5dO/eHVu3bsWaNWvQpk0bnDp1Cj4+PhL9BVRkxIgR+O677zBr1ixxczNjxoypdHpnZ2f4+fnhwIEDaNGiBVasWCHVXFC9evWwaNEizJ07F7Vr18bUqVNVWkd7e3scPXoUN27cQNu2bfH9999jwYIFACCO08LCAt999x1at26N9957D2ZmZti7d6/Cy1ixYgVWrFiBNm3a4OLFizhy5AjefPPNCqdZsmQJ5s+fj+XLl8PDwwP9+/fH8ePH0ahRo0pjsra2xvnz59GgQQMMHjwYHh4eGDt2LPLy8mBvb69w3IsXL0ZiYiLeeustcdNH8+bNQ/v27eHl5YWePXvCxcUFgwYNkphu1qxZMDMzQ4sWLcTNT5XXvn177N+/H3v37kWrVq2wYMECLF68WKID5crY2dnhp59+QseOHdGpUyckJibixIkTGknC6ZrCfSCkp6cjMjISFy5cwJ9//okPP/wQtWvXRn5+Pk6fPo3Bgwejdu3aSi381KlTEp/9/PxQq1YtRERE4L333kNGRgZ27NiB3bt3o3fv3gBKeuX28PDAlStX0KVLF6WWR0T6w1d2qargk6VEpA5dV1RqYmmsXNU+Q/1p4eUdqUMkEum8PxF9qkKrSkqoC8Wba9EHW1tb/Pbbb/jtt9/Ew2bPni3+OzExUWoaNzc3qXui9PR0ic+WlpYy24EvO52s+Tg6OkoNGz9+PMaPHy/xuUmTJvJXqpz58+dj/vz54s/9+vWTmN7Pz0/mdMOGDcOwYcPkxi9r3gAQHBws8VnWNrxx44bE527duiEqKkr8OSAgANWrV0eDBg0AlFSaz5s3T2acivDw8JBoqqqsnj17yrzHFQgEmD59OqZPny5zuspicnFxEb+tIIus7b5u3TqJz126dJHYLkBJR9+HDh2SO18AcHd3x+XLlyWGySpvQ4YMwZAhQ+TOp7J9V75sGjOFUx6FhYXo3LkzvvnmG9SoUQPXr1/Hzp07YWZmhl9//RWNGjWS6oldWRkZGQBKdjZQ0qN5YWEh+vbtKx6nefPmaNCggdSOLpWfn4/MzEyJf0Skf5q48WUfCIbh7ot8jDr0GFFP83S6XEOooBLqPwQyMHvC4rD+7C0mjjRM35Us+l6+NohEIiy9FgX/mDiV5/Eg4zV8zofhTtorFJR71btYJMLCK9ex716CuqGalOXhN7Ez+r7KFe3zr0SiqNy2DnmcCgDIKSrCnNBwnHoo/1X/ZSdisORYtIpLNz0rQl/AN+RZ5SMqaMf1VxqblykoEgox/0okDtyXfx5Q5VjQxC/svceZ+GFPFPIL1W9zvbyDFxOx6uBtCE3gQnFnaAKm7o5EUbFuO6glUseqVasQFRWFuLg4cRM6o0ePVmjanJwcrFmzBnfu3MHdu3excOFCnD17VuHpdWXXrl24ePEiEhIScOjQIXz77bfw9vZGjRo19B0aVREKJxAcHR3x9ttvY+bMmSgoKEBubi66d+8Oc3Nz7Nu3D69evcKOHTtUDkQoFGLGjBno3r07WrVqBQBITU2FhYWFVNtQtWvXRmpqqsz5LF++HA4ODuJ/ZTvvICLjpmgFnSFUNJuyz/96jPNJORi4T7X+b1RlLPWzRhImacjvV+7jTPQj3H+Woe9QTIq+j3d9Ll9bTTXdfpmO44mPsO22ZH9jyqyqz4UwXH36HOPPXUJ+ucqli0+eIjD5CdZHqVdZbUrn0HvpmTiakIztd+6pvF5BySnihEGp7y5FAAB2xz7AxSdPsTgsStakeJ1XiP+df4AdFxOQlqVa29KmJK9IiK0Rr+AXlYEnr1Vrgre8JRdeaGQ+piL4cSqCklOw9oZi5wFdn2sv332OE9cUb1sbUOyc9GtgHP6+mYobD4yvU8zyFh2NxrGbKThxW3Z9C5EhCgsLQ79+/eDp6YmtW7diw4YNGDduHACgZcuWsLW1lfkvICAAAoEAJ06cwHvvvYcOHTrg6NGjOHjwoMSDzIYgNTUVn3/+OTw8PODj44NPP/1UoU6Sly1bJnf9P/jgAx1ETqZC4SaMHj9+jMuXL+PSpUsoKipChw4d0KlTJxQUFCAyMhL169fHO++8o3IgU6ZMwe3bt3Hx4kWV5wEA3333HWbOnCn+nJmZySQCURXDdrK160Wu5p/cIjJ2BUXyn9TTd2W4yagip3ZtJcHzi9Q/dz/Plf/mWU5RkdrzryqU3cM5RUUyy0VmQcWV4GVfXCgWilBlDiIF5Bcrtxd4HldMdqHhnwey87QXY26B6VwjZ+cb/r4kKrV//3653504cUJuv621a9dGjRo1cPbsWW2FpjFz5szBnDlzlJ5u4sSJ8Pb2lvldjRo1UK9ePb5JTQpROIHw5ptvYsCAARgwYAC2bt2K8+fPIyYmBqNGjcKsWbMwcuRIdO7cGSEhIUoHMXXqVBw7dgznz59H/fr1xcNdXFxQUFCA9PR0ibcQnj59ChcXF5nzsrS0hKWlpdIxEJF2mWJzEEREpEM6vLfhb5ZyROL/VB3KFhFtFCll5lnFdo9MZbcXW2cxDPool8ouU7lj13SONNYnkqlo2LChvkPQKycnJ3Ez8UTqULnbZwcHB3h7e6N69eo4d+4cEhISMHnyZKXmIRKJMHXqVPz11184d+6cuKfuUh06dED16tURFBQkHhYbG4ukpCR07dpV1dCJyEAoe2FalTpZ0wVj35q8sSEyXTzdk6lR5ydL5TcreRzJJeRFhFYoslVVOr/rcX+xpBARESnxBkJZN2/eRL169QCUZPOqV68OFxcXDB06VKn5TJkyBbt378bhw4dhZ2cn7tfAwcEBNWrUgIODA8aOHYuZM2fCyckJ9vb2+Prrr9G1a1d06dJFldCJyIgp+modK55Ir5S40+RNKRGVp+tm+PjaumrUeahBU9u80hC4a+VSsgUj0haRaTWtZUqnU95PERFRWSolEMr2KXD79m2VF75lyxYAQM+ePSWG79y5E2PGjAEArF27FtWqVcOQIUOQn58PLy8vbN68WeVlEpHpM6WLd5KPNzZkSFgJS5qirT4QjIWpntpNdb2M6ce47JFV0icEkW4Zz9HC+ykiIpKkUgJBUxS52bayssLPP/+Mn3/+WQcRERGRIRHJ/WC4NzYGGhaR8TOmmhc5TGAVZOOJTymqbC5Zv3mVvq1isgVOfcq+gcAirh2mtl1NbX2IiIhKqdwHAhGRoZL1MFzCi0xcvJ+i+2C0IDQuFfHPMvSybD6xp1lVoW4nJT0b52Ieq112IpNeiB88yCkowpk7ycjILdBEiJXKyC3AmTvJyCko0snyCDgb9ULfIWiFskdB7CvlzvWRz9IQ/qzybXcp5ZmSkVSOvw4lEjJfa2W+6r6ZokrS/f6TTFyOqaSslJnxjQcvcSvxlfILqsDjtByci0qBUChCdl4RzkQ+xuvcQrXny+sZ43LtvnK/CUnPsxF8K1X2A4sK7Pqw2OdKLU+ZeRMRERkjvb6BQESkK1N3hwIAfrS2RKt6TnqORnX3nqZj2YnrAIDj0z7Q+fJ339ZP4sJUVYX7zHG7zgMACouF8GrlWsnYFQuOfYJezeth07nbCLmXAvfbyVg7tJsmwqyQ75Fw3HuagRvJaZjTv63Wl0dU6ouzF3Hp048UGje/uBhTQ64AAM5+4gVrc/mX+bMuXtNIfNpgLOdFeQngEafPa35Zcham7daDZmwLAwBsmvQ2GrnYVThudl4RvvePBAAcmt8b1c0185zahA2XAJR0enzxzjNcu/cCwTdTsWxMB7Xmy/yBliiZqVJ09Ogk5a4/J226DACwqm6m1HQA8CQtB4t2Ryk9HcAm6IgMRc+ePdG2bVusW7dO36HINWbMGKSnp+PQoUNaW4YxbIeqThflQFOYQCAivdFHm+EP014bdQIh6WWWxualSgeQVx7namz5VLVEp7xSO4FwNzUDvZrXw/l7JW8T3Xuqm4RW6XIuxqVijpxxKjqbsUKBSmmzvjevqFji74oSCGRc5DVVpKu32B6n5chPIPxzLZGd9+9bAcVCEaprOIbopAxcu1fyFHpUgmpvORhq04dVj+7ev4x7kqn0NKmveK0L8NpFl+48EepsWS3r6r4REj8/P8yYMQPp6ek6X7YhW79+vcbqQ4KDg9GrVy+8evUKjo6OGpknyabqtk5MTESjRo1w/fp1tG3bVjxck+VA23hnQURVinGcmqlU2VtMY9l3xnIBYJxEZf5LVY0pNPlliGVXEzEZ4nqZGlW2sabeUFB22dr4HdT0PJXdNvxpr7qUKXssJ0TaVVhYiOrVNZ2i1g8HBwd9hyCToW7jgoICWFhY6DsMjTPUciAL+0AgIiKF6boCzxjvw4wxZmOh7xtzU6jAJtPFc49hU3v/qNCJssbOmQZQuJicJ03hk/WKqbSTdqoyevbsiWnTpmHOnDlwcnKCi4sLfH19xd+vWbMGnp6esLGxgaurKyZPnoysrJK35oODg/HFF18gIyMDAoEAAoFAPK1AIJBqtsXR0RF+fn4ASp7YFggE2LdvH3r06AErKysEBAQgLS0Nw4YNQ7169WBtbQ1PT0/s2bNH5fVzc3PDDz/8gFGjRsHW1hYNGzbEkSNH8Pz5cwwcOBC2trZo3bo1wsPDJaY7ePAgWrZsCUtLS7i5uWH16tXi7/7v//4Pb7/9ttSy2rRpg8WLFwMoabpm0KBB4u+EQiGWL1+ORo0aoUaNGmjTpg3++OOPSuNPTExEr169AABvvPEGBAIBxowZIzFfefsOKNkPW7ZswX/+8x/Y2Nhg6dKlAIDDhw+jffv2sLKyQuPGjbFo0SIUFf3bH1x6ejrGjRsHZ2dn2Nvbo3fv3oiKUqz5N19fX7Rt2xbbtm2Dq6srrK2t4e3tjYyMf98uL90+S5cuRd26ddGsWTMAQHJyMry9veHo6AgnJycMHDgQiYmJ4umCg4PRuXNn2NjYwNHREd27d8fDhw/F31e2XgKBAL/88gs++eQTWFtbo2nTpjhy5Eil2/rUqVN455134OjoiJo1a+Ljjz9GfHy8eL6NGjUCALRr1w4CgQA9e/aUWM9S+fn5mDZtGmrVqgUrKyu88847uHbt36ZHg4ODIRAIEBQUhI4dO8La2hrdunVDbGyseJyoqCj06tULdnZ2sLe3R4cOHaTKryqYQCAiHeFFqCbwYt7wcQ8RaYcpVPmY8vmhqlXKqbMvla0L13e5qWjf6io2TeQP1JlF1SrdumMMiSFVmvyUPzPNzUrbqto5nSrm7+8PGxsbXL16FT/99BMWL16MwMBAAEC1atWwYcMG3LlzB/7+/jh37hzmzClp9LNbt25Yt24d7O3tkZKSgpSUFMyaNUupZc+dOxfTp09HTEwMvLy8kJeXhw4dOuD48eO4ffs2JkyYgJEjRyIsLEzl9Vu7di26d++O69ev46OPPsLIkSMxatQofP7554iMjMRbb72FUaNGic9ZERER8Pb2xmeffYZbt27B19cX8+fPFyc/RowYgbCwMIkK5Dt37uDmzZsYPny4zBiWL1+OXbt2YevWrbhz5w58fHzw+eefIyQkpMLYXV1dcfDgQQBAbGwsUlJSsH79evH3Fe27Ur6+vvjkk09w69YtfPnll7hw4QJGjRqF6dOnIzo6Gtu2bYOfn584uQAAn376KZ49e4aTJ08iIiIC7du3R58+ffDy5UuFtnlcXBz279+Po0eP4tSpU7h+/TomT54sMU5QUBBiY2MRGBiIY8eOobCwEF5eXrCzs8OFCxcQGhoKW1tb9O/fHwUFBSgqKsKgQYPQo0cP3Lx5E5cvX8aECRPE53FF1gsAFi1aBG9vb9y8eRMffvghRowYgZcvX1a4rbOzszFz5kyEh4cjKCgI1apVwyeffAKhsKSJstLyefbsWaSkpODPP/+UuV3mzJmDgwcPwt/fH5GRkWjSpAm8vLyktuv333+P1atXIzw8HObm5vjyyy/F340YMQL169fHtWvXEBERgblz52rkrRI2YURERKRBvN0iInm0eX4wonqpCpnKepSnjfWqrF5T250sA7r7zTOCemZSkC7KpSYp1YSRFuMg0qfWrVtj4cKFAICmTZti06ZNCAoKQr9+/TBjxgzxeKVP80+cOBGbN2+GhYUFHBwcIBAI4OLiotKyZ8yYgcGDB0sMK5uE+Prrr3H69Gns378fnTt3VmkZH374Ib766isAwIIFC7BlyxZ06tQJn376KQDg22+/RdeuXfH06VO4uLhgzZo16NOnD+bPnw8AcHd3R3R0NFauXIkxY8agZcuWaNOmDXbv3i0eJyAgAG+//TaaNGkitfz8/HwsW7YMZ8+eRdeuXQEAjRs3xsWLF7Ft2zb06NFDbuxmZmZwcirp47FWrVpS7fJXtO9KDR8+HF988YX485dffom5c+di9OjR4liWLFmCOXPmYOHChbh48SLCwsLw7NkzWFpaAgBWrVqFQ4cO4Y8//sCECRMq3eZ5eXnYtWsX6tWrBwDYuHEjPvroI6xevVpcVmxsbPDLL7+Imy76/fffIRQK8csvv4iTAjt37oSjoyOCg4PRsWNHZGRk4OOPP8Zbb70FAPDw8BAvc9GiRRWuV6kxY8Zg2LBhAIBly5Zhw4YNCAsLQ//+/eVu6yFDhkis36+//gpnZ2dER0ejVatWcHZ2BgDUrFlT7rGQnZ2NLVu2wM/PDx988AEAYPv27QgMDMSOHTswe/Zs8bhLly4Vl4u5c+fio48+Ql5eHqysrJCUlITZs2ejefPmAEr2uybwDQQi0hFeUpN6jOEpNYCVHFUV9zvpm6pFkGVX91R5slfd3aTO08SGUEY08TS0OuthZHXeeqN0fxlaieJfOk9WGMCxQqQNrVu3lvhcp04dPHv2DEDJE9V9+vRBvXr1YGdnh5EjRyItLQ05OTkaWXbHjh0lPhcXF2PJkiXw9PSEk5MTbG1tcfr0aSQlJam8jLLrV7t2bQCAp6en1LDSdY6JiUH37t0l5tG9e3fcv38fxcXFAEqeAt+9ezeAkvvYPXv2YMSIETKXHxcXh5ycHPTr1w+2trbif7t27ZJ4i0HddQMk912p8ts4KioKixcvlohl/PjxSElJQU5ODqKiopCVlYWaNWtKjJOQkKBwvA0aNBAnDwCga9euEAqFEk3xeHp6SvR7EBUVhbi4ONjZ2YmX6eTkhLy8PMTHx8PJyQljxoyBl5cXBgwYgPXr1yMlJUXh9ZK1zWxsbGBvby+1zcq7f/8+hg0bhsaNG8Pe3h5ubm4AoFS5jI+PR2FhoUTZql69Ojp37oyYmBiJccvGWKdOHQD/ls+ZM2di3Lhx6Nu3L1asWKF2GSrFNxCIyOQUFgvlf6nghX1hUTGEACzNzeSOk1tQBAtzM5hVM+zbyuz8QlhbmFf6CnZmfjHsLKpVOJ4+nxorKJLcebkFFexnI5VbUIzqZgKYm2k2v19ULERBsRDWFpI/+5l5hbC30kwnWdn5hbCxVGxeeYXFMK9Wsp7KTKfMfblIJEJuQRGs5cw7r7AYZtUEqP7Pti4WClFQZHplypQY9plWMYa+DiKRCNlFRbD95zXn/H9ugi3N5P8WAiWVu/IqZ7MLC2Ftbg4RgFxxG7Pyj/kioXZr4EQiEbLyi2CnoXOfTghkV6DLatYwq7BQvP80pbI9kp1XhLKlOzu/CDUszZGTXwSr6maopoHrJF0lMbIKhLCuLkC1chc8hlgvnJFfAAdL4+hQUigUIaewGLaWmq9+yM4rgo2V4vOtrCyp19RVxVMbU1OkIhHwOq/QuM6VpDXlmz8RCAQQCoVITEzExx9/jEmTJmHp0qVwcnLCxYsXMXbsWBQUFMDa2lruPAUCgdQDYoWFhVLj2djYSHxeuXIl1q9fj3Xr1on7XpgxYwYKCgo0sn6l98KyhpU2R6OIYcOG4dtvv0VkZCRyc3ORnJyMoUOHyhy3tM+I48ePS1SqAxA/4a8qefuurPLbOCsrC4sWLZJ68wMArKyskJWVhTp16iA4OFjq+/JvQKhDVlwdOnRAQECA1LilT/jv3LkT06ZNw6lTp7Bv3z7MmzcPgYGB6NKlS6XrVUqRbVbegAED0LBhQ2zfvh1169aFUChEq1at1CqXFamofPr6+mL48OE4fvw4Tp48iYULF2Lv3r345JNP1Fom30AgIh3R3QVzdHIWiopVv/wXikQY8cs5eG8NlJuMyMjJx3+3BmL63lCVl6ML959mwHvbWfx0quIOjW4+SkfrbQ8w7XSqjiJTTNmLyiv3Xkl8ZxKVvWWKaXZeEfosuIzPVkdofDHvrzuPFgtOIyPn34vyrSHxaO17BvvDk9We/96wJHhvO4s/IxMqHTe3oAhDtpzBWP8QhMalwnvbWfhfiq10OmUtO3Edn247iwfPM2V+P2TLGYzZ+bf489e7Q/HfrYEyx6Wq7eGzLH2HoDMLrl7H+4fO4O6rDBSLRPjgcCD6Hz6DIiVumAHg1MNHAID4jEz0O3QGcy9FYPLfl9Hv0Bn0O3QG8c/lb9NiLScQxu+KgKfvGcSmvlZvRgZYD/j3oxS8f+gMtt66q9kZV7BLIuPS4L08GDHJ6eJho1dfxE9/3MKny4Ix51f1O+0DdJNAePy6EK22xsP7j0faX5iajiYk4YMjgfj9rmaeKtS2z/53Ba0WnsajV5JPJKu7X/0C4+C9PBiXYip+MlSfyl7LGlO/AvMO3Yan7xnce6rmuZJMWkREBIRCIVavXo0uXbrA3d0dT548kRjHwsJC/FR+Wc7OzhJPh9+/f1+htxZCQ0MxcOBAfP7552jTpg0aN26Me/fuqb8ySvDw8EBoqGQ9QGhoKNzd3WH2z0MX9evXR48ePRAQEICAgAD069cPtWrVkjm/Fi1awNLSEklJSWjSpInEP1dX10rjKX1KX9Z2VkX79u0RGxsrFUuTJk1QrVo1tG/fHqmpqTA3N5f6/s0331RoGUlJSRJl5cqVK6hWrZq4s2R5cd2/fx+1atWSWq6Dg4N4vHbt2uG7777DpUuX0KpVK/GbIJWtlyJkbeu0tDTExsZi3rx56NOnDzw8PPDq1atKpyvvrbfegoWFhUTZKiwsxLVr19CiRQuF4ivl7u4OHx8fnDlzBoMHD8bOnTuVml4WJhCIyCRl5kg/vaCowmIhsguKUCQUIS0rT+Y4EQ9fAAASXuj2olrZ+oqDkQ8AAOfvp1Q43rbzJeMdvVdxRZkB1peYjDvJJWXpyct8jc/7wfNsAMCVhDTxsBUnSyqY5vxxU+35z/3zFgBgx0X5lValD3PG/1Oh/yIrD9tCogEA+8MfKLgkxW+8L8U/BQAciXood5z0nH+fCHn4supUEpNyTlwz/MpETQlKLvmt2HvvATILCpBXXIz8YiEyCyr/TS37wPaK8JJzwh9xJcffhSdPcTPt3xupvWGqNzOgrrMxJeeG36/IPzdom6aqEMu/Fbjm+h0AwC4NVyorUul54EKixOeQWyXbOSY5QyMxCDWQQahsDkdiS36Hw1Okr/0Mrdp37fWS38/Nmk4WaUlYYknnj4dvPNHoteSBi4kAgP+d1G3loTyG0NyXpgXo8VxJhq9JkyYoLCzExo0b8eDBA/z222/YunWrxDhubm7IyspCUFAQXrx4IU4S9O7dG5s2bcL169cRHh6OiRMnKtTRa9OmTREYGIhLly4hJiYGX331FZ4+faqV9ZPnm2++QVBQEJYsWYJ79+7B398fmzZtkuogesSIEdi7dy8OHDggt/kiALCzs8OsWbPg4+MDf39/xMfHIzIyEhs3boS/v3+l8TRs2BACgQDHjh3D8+fPxW80qGrBggXYtWsXFi1ahDt37iAmJgZ79+7FvHnzAAB9+/ZF165dMWjQIJw5cwaJiYm4dOkSvv/+e4SHK/bggJWVFUaPHo2oqChcuHAB06ZNg7e3d4V9ZYwYMQJvvvkmBg4ciAsXLiAhIQHBwcGYNm0aHj16hISEBHz33Xe4fPkyHj58iDNnzuD+/fvifhAqWy9FyNrWb7zxBmrWrIn//e9/iIuLw7lz5zBz5kyJ6WrVqoUaNWrg1KlTePr0KTIypK+PbGxsMGnSJMyePRunTp1CdHQ0xo8fj5ycHIwdO1ah+HJzczF16lQEBwfj4cOHCA0NxbVr1yT6glAVEwhEpDfGcI1tDDESGauqcnyZYoUCaY+uy4umnohVJm5DOCaM6UlgAVTbZjpN+vMJA53K09BTpkRE6mjTpg3WrFmDH3/8Ea1atUJAQACWL18uMU63bt0wceJEDB06FM7Ozvjpp58AAKtXr4arqyveffddDB8+HLNmzaqwyaNS8+bNQ/v27eHl5YWePXvCxcUFgwYN0sbqydW+fXvs378fe/fuRatWrbBgwQIsXrwYY8aMkRjvv//9r7g/iMpiXLJkCebPn4/ly5fDw8MD/fv3x/Hjx9GoUaNK46lXr564g+DatWtj6tSpaqwd4OXlhWPHjuHMmTPo1KkTunTpgrVr16Jhw4YASprMOXHiBN577z188cUXcHd3x2effYaHDx+K+4uoTJMmTTB48GB8+OGHeP/999G6dWts3ry5wmmsra1x/vx5NGjQAIMHD4aHhwfGjh2LvLw82Nvbw9raGnfv3sWQIUPg7u6OCRMmYMqUKeIOsitbL0XI2tbVqlXD3r17ERERgVatWsHHxwcrV66UmM7c3BwbNmzAtm3bULduXQwcOFDm/FesWIEhQ4Zg5MiRaN++PeLi4nD69Gm88cYbCsVnZmaGtLQ0jBo1Cu7u7vD29sYHH3yARYsWKbyO8rAPBCKicngPbDgq67fBEBlCxZghMoXtYozl0ZToa/ObQtnVNnnbiEeMdpXfvtoqq4rMV9v7WhPrVr6tbanv1V9Elad0J8oGeILVZkzG1AdCKcPbQ6anZV3Dfq5XVjv3hw4dEv/t4+MDHx8fie9Hjhwp8XnLli3YsmWLxLC6devi9OnTEsPS09PFf7u5uck8Hp2cnCSWr2jM8iQmJkoNK79cWbEMGTIEQ4YMqXDejo6OyMuT3aKBn5+fxGeBQIDp06dj+vTplQctw/z58zF//nyJYZXtO0D+Oc/LywteXl5yl2dnZ4cNGzZgw4YNSsdaatKkSZg0aZLM78pvn1IuLi5y38qwt7fHX3/9VeEyK1svWdujbLkEZG/rvn37Ijo6usJ5jRs3DuPGjZMYVn49raysKtyuPXv2lJpv27ZtJYbt2bNH5rTqMuwzFRFRGZqovFP6IljOD6qxXEwb4H2ZyVOqmArK/qn9m0pDKA/q3JirNqkBrDSRElT9qdP0E/XaPF8YwlGp7vqpc85WZdmGsM0qou0EqyaaMCLSNlnXOCy6RERkCphAICKjoaunlMreApvyNb8q9/q6fgLbEJ9Mq4xSIRvf6qmMD++TsdL1YWqEpz3SMnnJivK/yRWdZ9UpV4r8FlczgpO8OocWj0vFKFIKypZbblYi0qYLFy7A1tZW7j9jMXHiRLnrMHHiRH2HJ6Vly5Zy4w0ICNB3eKQiNmFERKZJy/exertNVnLBRnA/Tzpl3LfqqkWvm4PAmNpTJyUZSc2hMTWNYSSbVItU2QDS0+isCSPtzFYpfAPBOBjaXtL1ebGy9ed1OZFudezYETdu3NB3GGpbvHixVAfNpezt7XUcTeVOnDiBwsJCmd/Vrl0bdnZ28PX11W1QpDYmEIiISGG876kcK5IrZsxbh+W/ajKWMqvquUeRqSqr9JI3D0M+Zoxlv6pDU+uoUB8IWu8EQcvzJ52QepulCuzXsqvIPBiRbtWoUQNNmjTRdxhqq1WrFmrVqqXvMBSmTKfEZDzYhBERGQ1dNZ+z7XyM+O+DkQlYdTpK6sk3Q7j+D41Lhe+RcGTmFsgdR9EblfP3nqscR2GxCJNPpOC3m+kqz8OUnI16oe8QxA5df4xx/tfEn+WVhxUn72LR0TtajSXy4QssPByOF69ldySmCJEIWHf2lsSwF69zK5tK5eWRcYhPeY35v11H3JNMvcWQm1+Exbtv4FxUisrzKCoWYuruSJyJfqp2PK/yC/DNhTCcf5wqHnYr7ZXa81VWXMZrrcz31qMMjPo1DDEpJfs8PPElRv0ahvjnWQrPQ/0+EJSTJedJPIWWJZAdb/kY1L1MypFTjtcdikZ8SiYWBdzA+dupcqZW3uZjd7ErKE7u9wWFxeK/FdldQqEIPvtuYFtIvMzvy85DkU11Mk475VddZY9rQxGXngmf82G4+zJdPKyguFj+BOXsv5CINX/dQVpmPhb+fh1h9wznWioq4RUW/HYdqa8qu95Q77ySV1iMsX7X4Db3OHZdTlR9RhrGpAcREQF8A4GIdEQTdf+6aA//RVYeTt5OFn8+9c/fvZvXRfuGzlpfvjKWnbgOAPC/fA9f926l1rxe5xWpPO2h2Nc4EZeFE3FZGNnaUa04SLNm7Luh0Hhb/6lsmdjjLdS2t9JKLGnZ+UjLfo6bj9JUnsf9p+l48EKyQmfj33ew6D8d1Q1PbbzB1p9vd4YjN78Ydx6+wp/zemt8/ors2z8vPcTV2Be4GvsCvdvUUWk5J2+n4thN1RMQZf18MwZXUp/jcupzXPr0IwDA9jv3ZI+sobJb9g2I0r/kJS3UfVPrk82hKBKKcPNROm4seB//3XoZADB+VzjOfdNTrXlri1/MvxXlmtjkmQXSDw+oex46GCq/HE/bGgYACLv3Au+1cpGaVtk+EJ6k5eD4tUcAgFF9ZD8deiL8sfhvRZowCo1/gb+ul0zzVdOmSsUDSG+/SScMr6IeAOZeitB3CFKmhVxFerkyeTQhGUOauFU4Xekm9z9bcnxE3E9DenYBwu+rfq2gaYVFQkTEpWHVwdtYNa6T1pbz+5WHCLr7DACw4PAdjOrqprVlERERKYtvIBCRSVK1zdOiYqHM4bmFij9FpWsZOfLfQNDFSxuvCwx325CkyqpfCuWUf00qUGMZ+UXS077KzlcnHDIBufkl56D8Qu2XX3kyc1R/urxUVr7qidzy0vI0e1xouh1xdSu6i4QlM0gvt91T0lV/w0lZyv6+ZuTL/61WRbGSG1GRsV+rU46V3B5lf2/kPSCSlatcPNn5lVyPqFXumCWuSPnkAQBkFyp/TkvP1uxxogp5h1baaxXPq2VmWNF5I0PJ8k5ERKRLTCAQkf5o8V5M3tONmmqfXl/tOstarqodC6pSISRrCmPquJMqZuhP0at2/GqufKqakDPwzUqV4P5T5NgTGeFvgf72rCrn2vKTKDIPZZejzkMH2tj77HDWNJXdrbp4u7g8VRdp6NdIRERE2sQEAhHphCYuunXVB4IiDOkeoqKbL97sGA8DKt6GS0Z5rrzygQeBqdBbBbUCJ1JD+n3SFGUTdobQgbwhxCCPupEZ7pqVUOcQ4LVK1cF9TUREZJyYQCAio6HMU0qab27BcO94DDcyqowhV3YRUQlTP0oVOQ8Z39sFlTPgn3WjpI0yovFrubLzNsGknzHS1GGom92pxH2InHhY6oh0o2fPnpgxY4a+w6jQmDFjMGjQIH2HQVpgqvuWnSgTkU4Y+32aIdczVBSbsW930ixDqzBTNh4DC9+gE4tkfAz5dK1IkkGZw8E0jh3l9phEsy1KL0l6WUq/IaLlba7WGwgai8IUypUJ0eFJTZPFW96sFFmGrONAJOdvIrEn93S3rLruulvWP/z8/DBjxgykp6frfNmGbP369SZyPWT8goOD0atXL7x69QqOjo4KT5eYmIhGjRrh+vXraNu2rXi4qe5bJhCIiIycLpswknVjpM0khen97JI69H8hZshVvKQtei92KtBESdXmehvhJlWb2utcbocotH90uKHVeqJfJILMUqtO1kXeYvQwLUkSaHi/6ooRhapRfFuWDElhYSGqV6+u7zA0wsHBQd8h6F1BQQEsLCz0HYbGmeq+ZRNGRGQ0tPW6eVjCM8Smplc8ko6uneOfZeBSfKrc72VtA0Vvas/fS8HDtNeVjpfyulCxGZbGpNTYVJayzTM8SsvFychnKBaqViAVuQl8lpmH/eHJyCssVni+5Yvl67xCnLmTjOz8isvSq5x8ud8lv8xCcOwTiWG5MmISAXiZnYfA6EfIL1I8Zm1Kz8nHmTvJyCko0ncopkXNk03qq1zM+TUcKS9zNBOPHGciHyPw+hM8z8irdNy4J5m4HPOs0vGKhEKcTHyEJ9nyYy/7W6Dpn6zKfmeeZOfi3KMU8edCoRA3nr+UO/6B8EcKn2PyCovxw7Fo7AxNUGh8Rem6Qrjs8o4lJONl3r/nv6c5uRVOe/LhIzzNlSxPssJ/mf/vPI8lJCMt+9/PAoEAT9JycC4qRcaUJeU2X8F9kpBa+bWEPCkvcxB04wmEZX7H/r6VKjNB/KLMMRR274UCc+cViaIeZ+XgZOIjFAmFCo2fX1yMYwnJeJFb+XmtrJyiIhxLSFYlRKUocr5VV1pmPp6lV3yslipbEjOyC2UON0bFQhEORjxCUpp2f0fJsPTs2RPTpk3DnDlz4OTkBBcXF/j6+oq/X7NmDTw9PWFjYwNXV1dMnjwZWVlZAEqe7P7iiy+QkZEBgUAAgUAgnlYgEODQoUMSy3J0dISfnx+Akqe7BQIB9u3bhx49esDKygoBAQFIS0vDsGHDUK9ePVhbW8PT0xN79uxRef3c3Nzwww8/YNSoUbC1tUXDhg1x5MgRPH/+HAMHDoStrS1at26N8PBwiekOHjyIli1bwtLSEm5ubli9erX4u//7v//D22+/LbWsNm3aYPHixQCkm7kRCoVYvnw5GjVqhBo1aqBNmzb4448/FF6PkJAQdO7cGZaWlqhTpw7mzp2LoqJ/70Uq248AkJ6ejnHjxsHZ2Rn29vbo3bs3oqKiFFq+r68v2rZti23btsHV1RXW1tbw9vZGRkaGeJzSdV66dCnq1q2LZs2aAQCSk5Ph7e0NR0dHODk5YeDAgUhMTBRPFxwcjM6dO8PGxgaOjo7o3r07Hj58KP7+8OHDaN++PaysrNC4cWMsWrRIYt0FAgF++eUXfPLJJ7C2tkbTpk1x5MgRACXlrFevXgCAN954AwKBAGPGjAEAnDp1Cu+88w4cHR1Rs2ZNfPzxx4iPjxfPt1GjRgCAdu3aQSAQoGfPnhLrWSo/Px/Tpk1DrVq1YGVlhXfeeQfXrl2TWD+BQICgoCB07NgR1tbW6NatG2JjY8XjREVFoVevXrCzs4O9vT06dOggVSa1jQkEItIbZe/dleoDQcEr9Mfp2Vh0NAIz919WMhrtmLb3EpYev477zzIqH/kfim6XH0/dwOSAi+LP8rbRh3uSFF42qUfZp7q8V0Zgyf57OHpNfpJJXZ9svoQ5f9zEj6fuKjxN+aK09Hgk1gfdxuozN1WOY+LvF7DytOQFa0ZugcxxffZdxrqzt/DbZR2+Ag7557D/+zMM64Nuw/fIHZ3GY/LUrPAduy4Udx6mY9z6SxpfcNljYP3hGKw7FI1Jmyr/XZm+LQw/7L2J6CeZFY73V/xDLLkWhf+e+LvSeSpLU/XoYU8lK3gnB8tf/9zCYqw4qdg5ZsXJu/jlYgIWHY3GxfuKVCIbprK/uZtuxmBayFXx5+GnQiqc9krqc5nDK9p3y8Jv4vNf/l2GSCTC+A2XsPpP2eel9YdjEHhddnKhvKlbrlY+khzj1l/Cmr+icTry3wTx2r+icfGOdCKt7DiKqbg08znqf3168m8suRaFww9kX/MlZmZJfN56KxbLwm9ifFCoUstZc/0OloX/ey1Qfh9o8un2wiLFkiHqLHP8hop/P2RdWs//LVLl5Rma3Vcf4psDUXhvpeZ/i8iw+fv7w8bGBlevXsVPP/2ExYsXIzAwEABQrVo1bNiwAXfu3IG/vz/OnTuHOXPmAAC6deuGdevWwd7eHikpKUhJScGsWbOUWvbcuXMxffp0xMTEwMvLC3l5eejQoQOOHz+O27dvY8KECRg5ciTCwsJUXr+1a9eie/fuuH79Oj766COMHDkSo0aNwueff47IyEi89dZbGDVqlPi+OyIiAt7e3vjss89w69Yt+Pr6Yv78+eLkx4gRIxAWFiZR2Xznzh3cvHkTw4cPlxnD8uXLsWvXLmzduhV37tyBj48PPv/8c4SEVHyNAACPHz/Ghx9+iE6dOiEqKgpbtmzBjh078MMPP0iMV9F+BIBPP/0Uz549w8mTJxEREYH27dujT58+ePlS/kMhZcXFxWH//v04evQoTp06hevXr2Py5MkS4wQFBSE2NhaBgYE4duwYCgsL4eXlBTs7O1y4cAGhoaGwtbVF//79UVBQgKKiIgwaNAg9evTAzZs3cfnyZUyYMEH8YOWFCxcwatQoTJ8+HdHR0di2bRv8/PywdOlSieUuWrQI3t7euHnzJj788EOMGDECL1++hKurKw4ePAgAiI2NRUpKCtavXw8AyM7OxsyZMxEeHo6goCBUq1YNn3zyCYT/JN9Ly9zZs2eRkpKCP//8U+Z2mTNnDg4ePAh/f39ERkaiSZMm8PLyktqu33//PVavXo3w8HCYm5vjyy+/FH83YsQI1K9fH9euXUNERATmzp2r87dxmEAgIp0wmCduyt0zPMtU7EkiXXv0Mqvykf6h6T4QXuUpdgNG+nMjoeLKRnkUyTU9/ufpuiAFnoqW59bjkouhqwmqz0MZL7JKnjwMS5BdyaZrD/85fk/d1l6ih3RH1SfVcwsUfyMm4UV2hefr6xU8zV+q7PQaacJIA/OoyNmYpwqNFxj973i3nyieXNc2dbfxg8x/n+LPLVb+7SlFHh54ooOnskspe71x5+Eric+xjwxn31Yl8t4UepyVLfE5NKXkOCz/Jkxlgh8plpTSBFXfzpRSwbFVVKz8Mh4+y658JCNxJUGxSkQyPa1bt8bChQvRtGlTjBo1Ch07dkRQUBAAYMaMGejVqxfc3NzQu3dv/PDDD9i/fz8AwMLCAg4ODhAIBHBxcYGLiwtsbW2VWvaMGTMwePBgNGrUCHXq1EG9evUwa9YstG3bFo0bN8bXX3+N/v37i5epig8//BBfffUVmjZtigULFiAzMxOdOnXCp59+Cnd3d3z77beIiYnB06cl58I1a9agT58+mD9/Ptzd3TFmzBhMnToVK1euBAC0bNkSbdq0we7du8XLCAgIwNtvv40mTZpILT8/Px/Lli3Dr7/+Ci8vLzRu3BhjxozB559/jm3btlUa/+bNm+Hq6opNmzahefPmGDRoEBYtWoTVq1eLK7uBivfjxYsXERYWhgMHDqBjx45o2rQpVq1aBUdHR4XfhMjLy8OuXbvQtm1bvPfee9i4cSP27t2L1NR/74lsbGzwyy+/oGXLlmjZsiX27dsHoVCIX375BZ6envDw8MDOnTuRlJSE4OBgZGZmIiMjAx9//DHeeusteHh4YPTo0WjQoAGAksTA3LlzMXr0aDRu3Bj9+vXDkiVLpLbbmDFjMGzYMDRp0gTLli1DVlYWwsLCYGZmBicnJwBArVq14OLiIm6CaMiQIRg8eDCaNGmCtm3b4tdff8WtW7cQHR0NAHB2dgYA1KxZEy4uLuL5lJWdnY0tW7Zg5cqV+OCDD9CiRQts374dNWrUwI4dOyTGXbp0KXr06IEWLVpg7ty5uHTpEvLySn53k5KS0LdvXzRv3hxNmzbFp59+ijZt2ii0XzSFCQQi0glZl9sGk1RQgK6fWlOmuaaK6hDYZi8pQ9Xyoq3mxZSlylOFmupXQf/9M5C2mPqeVaToaqMNbFUOGY1VEEL37Xqb+inCMH4F1FPRLjLx3adTZZtv1PpxoYOCyd9/qgpat24t8blOnTp49qzkQaGzZ8+iT58+qFevHuzs7DBy5EikpaUhJ0czTV117NhR4nNxcTGWLFkCT09PODk5wdbWFqdPn0ZSkupv0Zddv9q1awMAPD09pYaVrnNMTAy6d+8uMY/u3bvj/v37KP7noYARI0aIEwgikQh79uzBiBEjZC4/Li4OOTk56NevH2xtbcX/du3aJfEWgzwxMTHo2rWrxD1Z9+7dkZWVhUePHslcT0ByP0ZFRSErKws1a9aUiCEhIUGhGACgQYMGqFevnvhz165dIRQKJZri8fT0lOj3ICoqCnFxcbCzsxMv08nJCXl5eYiPj4eTkxPGjBkDLy8vDBgwAOvXr0dKSorE9IsXL5aIefz48UhJSZEog2XX3cbGBvb29uJ1l+f+/fsYNmwYGjduDHt7e7i5uQGAUmUtPj4ehYWFEuWlevXq6Ny5M2JiYiTGLRtjnTp1APxb5mbOnIlx48ahb9++WLFihcL7RJPYiTIR6Y2yl9vaqKRU9KLfkDsQE+r5xsUUKg2qCmVKijKHW1UpA+W3SWWHXuk5i5ULpC5FjkdN94FgiOVWkwkEXdP0JYyhbQlDi0eWsmW6qvxuaYoqpwNl+3kyVkptGwN54EIZBvhTQHpQvqkUgUAAoVCIxMREfPzxx5g0aRKWLl0KJycnXLx4EWPHjkVBQQGsra3lzlMgEEhdaxQWSvefZmNjI/F55cqVWL9+PdatWyfue2HGjBkoKJDd1Kmy61d6/S5rmFDBfmMAYNiwYfj2228RGRmJ3NxcJCcnY+jQoTLHLe0z4vjx4xIV8ABgaWmp8DIrI28/lsZQp04dBAcHS03n6OiosRjK78+srCx06NABAQEBUuOWPuG/c+dOTJs2DadOncK+ffswb948BAYGokuXLsjKysKiRYswePBgqemtrKzEf1e07vIMGDAADRs2xPbt21G3bl0IhUK0atVKrbJWkYrKnK+vL4YPH47jx4/j5MmTWLhwIfbu3YtPPvlEK7HIwgQCERkNpfpA0GIchkaXlTyy7nuM8F7IYPCmTH3chlWIvs41CpQxTZwHK6ps00dFXNnVNpTjrLIEgjJx6rMTZY3MD8pV2hvKPjQUyr4ZW9W2nymvrjb3ZaUPO1W1gkQmLyIiAkKhEKtXr0a1aiUNnJRvSsjCwkL8VH5Zzs7OEk+S379/X6G3FkJDQzFw4EB8/vnnAEoqWO/du4cWLVqosypK8fDwQGioZJ8woaGhcHd3h5mZGQCgfv366NGjBwICApCbm4t+/fqhVq1aMufXokULWFpaIikpCT169FApnoMHD0IkEonPQ6GhobCzs0P9+vUVmkf79u2RmpoKc3Nz8ZP2ykpKSsKTJ09Qt25dAMCVK1dQrVo1cWfJ8pa7b98+1KpVC/b29nLHa9euHdq1a4fvvvsOXbt2xe7du9GlSxe0b98esbGxMpuGUlTpGxFly2laWhpiY2Oxfft2vPvuuwBKmnmqbLry3nrrLVhYWCA0NBQNGzYEUJIou3btGmbMmKFUnO7u7nB3d4ePjw+GDRuGnTt36jSBwCaMiMgkybs8Lz9c0bcaDPl6X9N9IJB+cF8ZNwM+RZAJUOT0oM0+EAylfBvSGwjKnrM1/Sajob0homyZk7r+0kVTM2p+b5IU3O6aukYxsGKrETJXyYQu6kxoVUgLmjRpgsLCQmzcuBEPHjzAb7/9hq1bt0qM4+bmhqysLAQFBeHFixfiJEHv3r2xadMmXL9+HeHh4Zg4caJCncI2bdoUgYGBuHTpEmJiYvDVV1+J+ybQlW+++QZBQUFYsmQJ7t27B39/f2zatEmqg+gRI0Zg7969OHDggNzmiwDAzs4Os2bNgo+PD/z9/REfH4/IyEhs3LgR/v7+lcYzefJkJCcn4+uvv8bdu3dx+PBhLFy4EDNnzhQndirTt29fdO3aFYMGDcKZM2eQmJiIS5cu4fvvv0d4eLhC87CyssLo0aMRFRWFCxcuYNq0afD29oaLi4vcaUaMGIE333wTAwcOxIULF5CQkIDg4GBMmzYNjx49QkJCAr777jtcvnwZDx8+xJkzZ3D//n14eHgAABYsWIBdu3Zh0aJFuHPnDmJiYrB3717MmzdPoZgBoGHDhhAIBDh27BieP3+OrKwsvPHGG6hZsyb+97//IS4uDufOncPMmTMlpqtVqxZq1KiBU6dO4enTp8jIkO7PycbGBpMmTcLs2bNx6tQpREdHY/z48cjJycHYsWMVii83NxdTp05FcHAwHj58iNDQUFy7dk28DXSFCQQi0glDvfY0tBvwUoZ6o2ao+9FYqbqfDa3YGvPNpVItD2gtCjI0Zcu0ITdhV5bqTRjJHtsQfx+LDTAmRWnjLRJDOicZ255RPuGhlTCqJInzq7EVHHUZYUGqcvuIlNKmTRusWbMGP/74I1q1aoWAgAAsX75cYpxu3bph4sSJGDp0KJydnfHTTz8BAFavXg1XV1e8++67GD58OGbNmlVhk0el5s2bh/bt28PLyws9e/aEi4sLBg0apI3Vk6t9+/bYv38/9u7di1atWmHBggVYvHgxxowZIzHef//7X3F/EJXFuGTJEsyfPx/Lly+Hh4cH+vfvj+PHj6NRo0aVxlOvXj2cOHECYWFhaNOmDSZOnIixY8cqVYkuEAhw4sQJvPfee/jiiy/g7u6Ozz77DA8fPhT3AVGZJk2aYPDgwfjwww/x/vvvo3Xr1ti8eXOF01hbW+P8+fNo0KABBg8eDA8PD4wdOxZ5eXmwt7eHtbU17t69iyFDhsDd3R0TJkzAlClT8NVXXwEAvLy8cOzYMZw5cwadOnVCly5dsHbtWvHT/oqoV6+euDPm2rVrY+rUqahWrRr27t2LiIgItGrVCj4+PuJOskuZm5tjw4YN2LZtG+rWrYuBAwfKnP+KFSswZMgQjBw5Eu3bt0dcXBxOnz6NN954Q6H4zMzMkJaWhlGjRsHd3R3e3t744IMPsGjRIoXXURPYhBERGQ1l+kDQ9uV5ZRVKRcVCFAlFsKpuJvVddn4hrC3MJdpHzykogo3lv09cFBYLUVBUDAtz6enLk9UHQl5hMcyrVbwV8ovkv2qnjNcFircFSZohr/wVFgtRVCyCVfVqyMovkp5OA82AFRQJUSwUoYaFGUQiEV7nF/1TMWYAd5gqhJCdXwQ7q8qfdqpsgTkytrcR1hMYvey8IthYSV7eFv5TZpWhrQqTgiLlz5c5RUUoLNdGa3ZhEazMzWAmp5DlV/AqtaqyZLRLrGtCjXairFuaTkRlFxZJ/P5X1h9SbqHmy4Q2VfZ7lV9YjGoCAaqblzwPl51XpNWKTpGoJCZtXfPkFZVct5kr+KSoonKLilC9WrVK55tVWAhbBZ78VUaxSPa2Unc/FRYJIRSJYCnjGru4WIjcAuXLulAoQl5hccl+VnbiMiuUm1+M7Dzp6wFNKfhn3WXdX+gCL2u0pK67viOokKw28Q8dOiT+28fHBz4+PhLfjxw5UuLzli1bsGXLFolhdevWxenTpyWGpaeni/92c3OT+Vvg5OQksXxFY5YnMTFRalj55cqKZciQIRgyZEiF83Z0dEReXp7M7/z8/CQ+CwQCTJ8+HdOnT688aBl69OiBsLAwud9Xth+BkjchNmzYgA0bNqgUAwBMmjQJkyZNkvld+XUu5eLiIvdNC3t7e/z1118VLtPLywteXl5yv5dVjsqWNQCYP38+5s+fLzGsb9++iI6OrnBe48aNw7hx4ySGlV9PKyurCrdrz/9v777Do6j2PoB/N72ThFQCSSghhN4EKSooHbkgKIhY8Hr1inABFVCvgIoKiOiLWLBeQEWwgQUQBCT0DqGGFhJCSSGQkN525/0jZrOb7buzO7Ob7+d58jzZqb+ZOWfmzDkzZ/r101lu586dtYatXr1a77yOxAYEIpKMpU83WjL974dzkHRPmKUhibJuAPjnimTcLKnAz5MGwsez7lSbmpWPGT/ux71tmuDFQZ0AAJ8kn8HGk5l4+4E71NP935aT+GT7Gfz47EC4m2gIqB9aWWU1Hvx0C8ICfNAmKtjgfBdzC1FWqYSvl/U3IfuulmLR3ptWz2+Kqz/1JHZvHH3f+Qs5hRW4t00E/jqba/H85lRw9X3nL+QWVSB13hDM/fUUfjxy1ZpQRWNrpdzDn2/FhJ7W95lZa+GmFKTfLMLjvXRvAlfuzbB5+WRexcXYBcl449HO6J5Qd/5/8v92I7/Y+o+diZVPyyuVWPLLGdMT1jNgnfbN9c3ycoz4fRsSg4OwfOBd6uEbM+ryYmZRicXr+e7cJYPjVqRewLq0TIuXKTY5dWEktce37NL6/Z8d+41OP+j/dtozHNGv14t+OmV0/Ji3tyPQ1xOrX7oHpzLy8dLyI2jka7wC3NZuud7alYevUgqsmNO40upqDFi3GZG+Plh3/32iLbe4qgqDfvkTMf5++HFYf4PT/e/MBXx5+jxe79kZg2JrPt4pxuH8/NR5+HnoVjf8mnJN/b811/AJ7+5EeaUSP7+qu02zvzmG1Ct1XUiYW+H98vIjOJ1ZAADw87a+XPzJhrP4ZMNZq+c3RhAE9Jy/FQVlVUidN0SyRgQiImqY2IURETmEo2/5P/kjQ9Tl6Xw7wcQtyc2SCgBARl6R1vAfDqUBAP46e109bOPJmkqZb/df0Jq2olqJkgrtJz7NeaI57UYhACCvuNzk9OdzioxPYML/7b9l0/wNXWWVuE8y5hTWpDtrGg/MlVtUs47zOUWSNx6IZdWBi6Is5/u/83d928/dEGX5ZJ4VW7WPpy2NB2LKvFFscJwlb6vsvl6Tv88VFGoN/+SkbZVWH51I1fqted2TQ+MBIIv3nNSk+LC1McduuNb1eOcp4/1ZCwJQWFpTRvouuabx63aZbW/JGGsEEQC7NB4AwLn8mgrvnDL9T6la63heTZq4VmL4o6QKKPDl6fMAgHePGG+0EcuXu9Ntmr+kvBpKlYC8Qt39dSI9H1VWvOlV23gAAKUVlr3B4MjzUn5pFQQByLxl+kOzRATs2rULAQEBBv+cxbPPPmtwG5599lmHxNCuXTuDMaxatcohMZC0+AYCETUoju7T2ZKPNtsjNFPLtLSLFUu6kSL7kcObGTIIoYaEgcjhODQkZu9uZz0uEp1eDe0ue6dvc6/H9uovnflXbJbtUCmKEw3tmIvZyGWvfdfwjon1Gtq+IhJD9+7dkZKSInUYNps3b57OB5prBQUFOSSGjRs3ospAd5aRkZEIDAzE66+/7pBYSBpsQCAihxDjFkZOldfmvnJdfyo3GW0DIL8nKBsaRycHUzefmuPllN9swRvuhkeMQy7nxlVHJWln+Xi0s3D1c5Gt2+fo8ogcPxIuNtsqq+v2j2uUBuzHkqRkS6rTnNeRx8T1cwq5Ml9fX7RqZXtXpVKLiIhARESEpDFY8lFick3swoiIGjRHP9FqjzomV74JdpE6bLM4YlPFrBB05XQnlgaUfGVFjLSptQgmdZfEBhJpidVgIAg8koZYWoYyth/FKo/Z82ixXEJERGQ/bEAgIqfhlDcG9UKWW4Wi3CvonfGQNxRyOTSm4rBnGpfLPmgozD2Urn7ecNRpWy77UasLIxO5TiYh66WSdXS2k2rrHJVO7bka+22D/LswsoW1b35JuS1ivRVCRETkaGxAIKIGzewKKSuXr1PZYWNtpr4n9hzZdYbM2xucjrX3go6ez1no2zwxt9lVunVydWJ3YeSo55vtfT2ylL2329lPRzwd1OPsB1RC9sprzpBEbblG198+6RqxHLNmrS6MnOHgEhGRS2EDAhE5hBgFXXtU3plb5Lf25q7+PYUbC/wkAntVNkjVv64t5PxEHhscpCHnNCFHctxdho6hqLHKcLsbEvG6xLFgWo2J9TY4S5Qo7LVWc/axwsD/zB5yJ035guUaIqKGiw0IROQQ+m76f9ybZdEyLmSViBSN7W4UlVs8z8aTmdh1IVv0WM5mFwAAjly+gdd+PYy8Ystjq+/Dg7f0Djd12xC/9AKWHrwJAPjmRAGe25iFKqX+29C5ybl4d2+eLWGSHV3KK8HU1cegVDmgIs+FLNl6QuoQGryreaVmNSJcyyvBnG+O4fTlArOXXa1UYf73J7D+4BUbIrSNViWfHTOivbN41u1yvP7baaPTXMwtxpVbZXZZv8NPYXpWuC8rF6/uO+LoSMwy5+ujoi1r3d7LOsPOXysUbfn65BRX48rtKjzx6zV8d+o2Hv/lGg5cr0tL//0r16L8U1HtfBc9zbdW16dfwct7DqO8Wqk1zZYr19X/W/MNhOVnLmD+oeNmx7Rk6wWt37Y02hy5eFN7gJ5FGYr7590ZWPzzKagMlHEsYckSFApg16kcPLXiEG6XVVm2HhMrmvDlfsS/vAGpWeLmLa2GNwNBlFRU418rD2Pt0auirpuIiOSDDQhEJImrefapENB0MbdYZ5jVXRHVm/Hb/Rf0T2jEx9uNV5TYorSiCnN/PYzDl29g6bZTZs9n6Mbqvf039Y+ov94qlc6w9/fXND7MSb6BjReLse6c7o1M5u0qfH3iNj4+nG+wgrqhccRTXZbWNf52/Dq2n801tDSb43EEu+5WPTt0y5lrdlxhw2bJsbyca7rB+e3vT+DoxZuY9b/DRqfTPMzbT2Rjz5lcLNtwTjs280MT1bkC2yuKBACFlboVWY5oJFyxNwNZt3XLA7Xr/tfKQ/YPQkIv7j6E7VfFf7BADEfT9D9IYIixiuAvN5suM1l9rjaQUOck52L6n9nYcbkU//0rFzszSzF1U92+PnezEql5lWav5puTBVYGaAYH5LX5h09g5/Uc/HQxw+J5FTB8Pvji9HmszzBcaWzPc+PH689aPe//tlzE9hPZSLlkWToXw8IfT2Lb2Vx8sNWyewljeaysUok9fzeoDP1gl03xWePznZewNTUHL/xgfmMSUX0KhQK//PKL1GFYpV+/fpg+fbrUYVA9ycnJUCgUKCgokDoUl+AhdQBE1DBVKnUrnsVWUe8pKyk4qisNzb3pyO02p+6/qEL3WFcaeCtBl3NUUlvL0NYJgmC0QcHaZGVNBU1JZbV1K5MJZ/1YItmm0ozz4I3blr+tVVoufX7QTNKVSnHO99Uqfddkx2SeaiPXg+sFtr9RZy+W5m/XvppJx9B+vVGqRG6J8fxaYXZZBLhdbr9yqyO7MNLXWCgpETfemkWVVdp+DrWknKE57a2SCqvXU//YKh1U2DFUNi0oNb8xjnSdrrAsLdiinbe3aMuaOHEiCgoKLK70f/311/HLL78gJSVFa3hWVhZCQkJEi88ekpOT0b9/f+Tn5yM4OFg9fO3atfD09JQuMBcSHx+P6dOnW9wg069fP3Tu3BlLlixRD+vduzeysrLQqFEjcYNsoNiAQESS0PcxYFckdnHe0F6zdm82lOPgcux0n+iMfcc7MmLmFpIDzXzqfDlWl7HTjj37pHf0+U6q/vUdxQkvHzqk2gZn+Iiyvd7mE/WzJmYeQLnkRSm23V7r4bcRSAxRUVGSrbuyshJeXl5Wzx8aGipiNI4nCAKUSiU8PFyritjLy0vSdOVq2IURETlE/XKlXMuZco3LFEeFXX//mHMTpvdDha5Q09DA8RC6RuWtM5F1mhPhJGxuBYyjnjSVcnfL+VDXYgO8NqmOmbHs4KxlOjmS9fnXiTBNkjP66aef0KFDB/j6+qJx48YYMGAAZs6ciZUrV+LXX3+FQqGAQqFAcnIyAOCll15C69at4efnhxYtWmDOnDmoqqp5+2nFihV44403cPz4cfV8K1asAKDbhdHVq1cxfvx4hIaGwt/fH927d8eBAwfMivmtt95CREQEAgMD8a9//Qsvv/wyOnfurB4/ceJEjBo1Cm+//TaaNGmCxMREAMA333yD7t27IzAwEFFRUXjkkUeQm1vTnWtGRgb69+8PAAgJCYFCocDEiRMB6HZhFB8fj/nz5+Of//wnAgMDERsbi88//1wrxr1796Jz587w8fFB9+7d8csvv0ChUKjfzMjPz8eECRMQHh4OX19fJCQkYPny5Sa3PSMjAwqFAmvWrEHv3r3h4+OD9u3bY8eOHepparv2+eOPP9CtWzd4e3tj9+7dUKlUWLBgAZo3bw5fX1906tQJP/30k3o+UzFduXIFY8eORXBwMEJDQzFy5EhkZGTo7PfFixcjOjoajRs3xuTJk9Xpo1+/frh8+TKef/55dfoAgJs3b2L8+PGIiYmBn58fOnTogNWrV2std8eOHfjggw/U82VkZOjtwujnn39Gu3bt4O3tjfj4eLz33nta+8/UsausrMSUKVMQHR0NHx8fxMXFYcGCBSaPiytwreYlIiILmXtDZG2Ft2WvNVt/d2btkz+23siYVYHCm07DDOwbQeBNpivgMSRzWZJUxG9AkPYkbcnTwGI2Pjt6q1kB61jWnH6lOmfbK204QyOXmNvubFnM0m3X6sJI3FDMxjcNGp6srCyMHz8eixYtwgMPPICioiLs2rULjz/+ODIzM1FYWKiuQK59Cj8wMBArVqxAkyZNcPLkSTz99NMIDAzErFmzMG7cOJw6dQqbNm3C1q1bAUBv9zLFxcW45557EBMTg99++w1RUVE4evQoVHq7XNS2atUqvP322/jkk0/Qp08frFmzBu+99x6aN2+uNd22bdsQFBSELVu2qIdVVVXhzTffRGJiInJzc/HCCy9g4sSJ2LhxI5o1a4aff/4ZY8aMwblz5xAUFARfX1+Dcbz33nt488038d///hc//fQTJk2ahHvuuQeJiYkoLCzEiBEjMGzYMHz33Xe4fPmyTpc9c+bMwZkzZ/DHH38gLCwMFy9eRFmZ+d+RnDlzJpYsWYK2bdvi/fffx4gRI5Ceno7GjRurp3n55ZexePFitGjRAiEhIViwYAG+/fZbfPrpp0hISMDOnTvx6KOPIjw8HPfcc4/RmKqqqjB48GD06tULu3btgoeHB9566y0MGTIEJ06cUL/hsX37dkRHR2P79u24ePEixo0bh86dO+Ppp5/G2rVr0alTJzzzzDN4+umn1XGWl5ejW7dueOmllxAUFIQNGzbgscceQ8uWLdGjRw988MEHOH/+PNq3b4958+YBAMLDw7UaLwDgyJEjGDt2LF5//XWMGzcOe/fuxXPPPYfGjRurG4NMHbulS5fit99+ww8//IDY2FhcuXIFV65cMfu4ODM2IBAROROJy+31V2/OfYSp+yNnu+ETk7Wv0Vu7z8S875PjcbP7my28b5aUJenXXhVnckj3jvrwvJQV3jV52YpjKIcDZICMQ3NJ1qQgo91pOeEBtPyar9E9mjNusESk2FesyCdHycrKQnV1NUaPHo24uDgAQIcOHQAAvr6+qKio0OkiZvbs2er/4+PjMWPGDKxZswazZs2Cr68vAgIC4OHhYbRrme+++w43btzAoUOH1A0TrVq1MivmDz/8EE899RSefPJJAMDcuXPx559/ori4WGs6f39/fPnll1pdF/3zn/9U/9+iRQssXboUd9xxB4qLixEQEKCOJSIiQusbCPoMGzYMzz33HICatzL+7//+D9u3b0diYiK+++47KBQKfPHFF/Dx8UHbtm1x7do1rUrzzMxMdOnSBd27dwdQsy8tMWXKFIwZMwYAsGzZMmzatAlfffUVZs2apZ5m3rx5GDhwIACgoqIC8+fPx9atW9GrVy/1Pti9ezc+++wz3HPPPUZj+v7776FSqfDll1+qz1HLly9HcHAwkpOTMWjQIAA1b2989NFHcHd3R5s2bTB8+HBs27YNTz/9NEJDQ+Hu7q5+A6RWTEwMZsyYof79n//8B5s3b8YPP/yAHj16oFGjRvDy8oKfn5/RdPX+++/jvvvuw5w5cwAArVu3xpkzZ/Duu+9qNSAYO3aZmZlISEhA3759oVAo1PmiIWAXRkQkCbmUe3W65DH0RLiVy3dUP6tSVSjb+56pod6/StYVhCXTNtBjo4m7oGGwV1q3ttJJ1QC6MKrF84wTker7ATYkEkvmtev3OOy2ZH3rsnxt9q2sluAVBJmcVywNQ7pvN8hkh5EkOnXqhPvuuw8dOnTAQw89hC+++AL5+flG5/n+++/Rp08fREVFISAgALNnz0ZmZqZF601JSUGXLl2s+rbAuXPn0KNHD61h9X8DNQ0h9b97cOTIEYwYMQKxsbEIDAzEPffcAwAWxw8AHTt2VP+vUCgQFRWl7g7p3Llz6NixI3x8fAzGOGnSJKxZswadO3fGrFmzsHfvXovWX9sIAAAeHh7o3r07UlNTtaapbQgAgIsXL6K0tBQDBw5EQECA+u/rr79GWlqayZiOHz+OixcvIjAwUD1vaGgoysvL1fMDQLt27eDu7q7+HR0drd4vhiiVSrz55pvo0KEDQkNDERAQgM2bN1t8XFJTU9GnTx+tYX369MGFCxegVCrVw4wdu4kTJyIlJQWJiYmYOnUq/vzzT4ticGZsQCAiSTjiteqcwnLdgfXKwPXvHXddyNK/MAeUnc/l3DY4ThAEbD97DdfyS/SOP5aZp38+E+vMLazAD4f1v3L367lCXLxVaXT+M3kVJtZgxhsIvC+x2PnrxaYnMiA9rwTrjl21OYYfDaQbRzOVfkoqqrHrQhZWH7zomIDIKRy+kIfSCqXpCesx/CF709e0A2f1n6drZd7Uf36vLzW/QP2/K3R9UlqpxHcHtG8ADW2WpZu7LTUHKVcK9C/Lxn1naZ3q9ZJS21Yoc6YqN3eczMal7CIHRfN3V4Am0rEA4KfUQpzKrSkv7rta1zVEeoF2+cfYsj49cgvzdt5AaZXprjUMRyK+fVk3dIZtvnwNV4uNn2tSbtzCoRzj5yuxrN6RjgvXCu24Bt3jtvnoNfX/P+3OQFqWdes/lnYTJzPyrX/IyMRJqLSyut702uPPZRdh/YnrKK9S4rMdl6yMos6Ry7fw33Un9Y67XVaFHw5dQWFZlc64Y5n5WLE3w+b1kzy5u7tjy5Yt+OOPP9C2bVt8+OGHSExMRHp6ut7p9+3bhwkTJmDYsGFYv349jh07hldffRWVlcbvKesz1jWQWPz9/bV+l5SUYPDgwQgKCsKqVatw6NAhrFu3DgAsjh8APD09tX4rFAqzumCqNXToUPX3AK5fv4777rtP6yl8MWjug9o3NDZs2ICUlBT135kzZ9TfQTAWU3FxMbp166Y1b0pKCs6fP49HHnlEvR5r9su7776LDz74AC+99BK2b9+OlJQUDB482KrjYg5jMXbt2hXp6el48803UVZWhrFjx+LBBx+0Sxxywy6MiMhl/XPFYWQsHG729Mcy87Bi73m946y/ObByxnp2XcjG4j9PGBw/f+Mxq5b7+P8OGhw3bXMOACBjakLdQGt6lDCxD3ZcLsGAFgGWL9gFWJs+svJNN9wY0n9xstXzavrxiO2NEI6w71IO9l3KkToMkpnXvk0xe1rNilFrT+mZN0qwZqf+m+1aS/8yr5Fr+9VsK6PQT995qGabHdO6+8WuS1irUaEnlvS8Ejy18jAAWFQWIPtY9NMpuyzXcGOT6fS7PaMEHx3KR6CXGw481Rz7r9U1IPT/+rLZy1u45yYAoKxahQX3RpoOun6sdspq355L0xmWV16BsX8kG5hDAaUg4LnkfaLFUFJdbXT8n0ev48+j10VZl7lP6Gs2Hp+/VoipnxouCxtSXFaF2V/XlL3XvHSPxfOb4831qVgwuoPecQoAg5fsBAB0iGmEk9cMP4RkrjHLDB/3qauPYcd53QYpAHjgE8ueiibno1Ao0KdPH/Tp0wdz585FXFwc1q1bBy8vL62ntoGaDwPHxcXh1VdfVQ+7fFn7fKpvvvo6duyIL7/8Erdu3bL4LYTExEQcOnQIjz/+uHrYoUOHTM539uxZ3Lx5EwsXLkSzZs0AAIcPH9aJHYDJ+M2J8dtvv0VFRQW8vb0NxhgeHo4nnngCTzzxBO666y7MnDkTixcvNmsd+/fvx9133w0AqK6uxpEjRzBlyhSD07dt2xbe3t7IzMxUv3mhj6GYunbtiu+//x4REREICgoyK0Z99KWPPXv2YOTIkXj00UcBACqVCufPn0fbtm2NzldfUlIS9uzZo7Ps1q1ba70VYUpQUBDGjRuHcePG4cEHH8SQIUOsSqvOhm8gEBH97dINw08gSd3j0tnsAokjEJfmLd6pG9ZXhjs7gxUffCvDRUh95nA1lu9PufTjff2m7tPnMglNcptP6TaIiLFvrua79hP/cuOM6fnM3+WPokoVSqx+e6DOn2nmvUUkX4LBc6Zcuh6Vi+LyuoaRagueKNZkKstsOaN9btScXvN4iNF4YIqhxgNyfQcOHMD8+fNx+PBhZGZmYu3atbhx4waSkpIQHx+PEydO4Ny5c8jLy0NVVRUSEhKQmZmJNWvWIC0tDUuXLlU/xV8rPj4e6enpSElJQV5eHioqdO8Fx48fj6ioKIwaNQp79uzBpUuX8PPPP2PfPtMNnP/5z3/w1VdfYeXKlbhw4QLeeustnDhxwmR3bLGxsfDy8sKHH36IS5cu4bfffsObb76pNU1cXBwUCgXWr1+PGzdu6HxXwVyPPPIIVCoVnnnmGaSmpmLz5s3qhoHaOOfOnYtff/0VFy9exOnTp7F+/XokJSWZvY6PP/4Y69atw9mzZzF58mTk5+drfeOhvsDAQMyYMQPPP/88Vq5cibS0NBw9ehQffvghVq5caTKmCRMmICwsDCNHjsSuXbuQnp6O5ORkTJ06FVevmv/gWXx8PHbu3Ilr164hL6/mbbiEhARs2bIFe/fuRWpqKv79738jJydHZ74DBw4gIyMDeXl5et9qePHFF7Ft2za8+eabOH/+PFauXImPPvrIojc73n//faxevRpnz57F+fPn8eOPPyIqKsrkNzFcARsQiEgSznYjYq/Xk+1O5PVbc9hMPREm9S6iOqaOheTp2QR7R1e/CwuZ746GTcwPhotwnKXru9q0mncNdOOTY/q2JCZ3EwUNGW5eg2ZtudBYmjC1TK0KWetWLwo5pUVnfrBBqhitXq+F88m9DEauKSgoCDt37sSwYcPQunVrzJ49G++99x6GDh2Kp59+GomJiejevTvCw8OxZ88e/OMf/8Dzzz+PKVOmoHPnzti7d6/6g7W1xowZgyFDhqB///4IDw/H6tWrddbr5eWFP//8ExERERg2bBg6dOiAhQsXmvWU+IQJE/DKK69gxowZ6u5mJk6cqPW9AX3Cw8OxYsUK/Pjjj2jbti0WLlyo87R/TEwM3njjDbz88suIjIw0+kS/MUFBQfj999+RkpKCzp0749VXX8XcuXMBQB2nl5cXXnnlFXTs2BF333033N3dsWbNGrPXsXDhQixcuBCdOnXC7t278dtvvyEsLMzoPG+++SbmzJmDBQsWICkpCUOGDMGGDRvQvHlzkzH5+flh586diI2NxejRo5GUlISnnnoK5eXlFr2RMG/ePGRkZKBly5YIDw8HUPNh7q5du2Lw4MHo16+funFJ04wZM+Du7o62bdsiPDxc7/cRunbtih9++AFr1qxB+/btMXfuXMybN0/rA8qmBAYGYtGiRejevTvuuOMOZGRkYOPGjXBzc/3qdXZhRESScLL2A6tJXdSXev3mMBajM8RvE4MbKMDSXGLOjaUj+zV3FDlXzFLD4WyN4qYooHD6nOXm5mIHhSxmKgVYkkLsmR+0ukkTBDt/tJicR72HFiSKgu0W9tfu7y5s5CgpKQmbNm3SOy48PFzvB2QXLVqERYsWaQ2bPn26+n9vb291n/qa6t/LxMXF6Z3OHHPmzNFquBg4cCBatWql/r1ixQq9840fPx7jx483Glf9ZQNAcnKy1u+MjAydZaekpGj97t27N44fP67+vWrVKnh6eiI2NhZATaX57Nmz9cZpjqSkJBw4cEDvuH79+um9d1QoFJg2bRqmTZumdz5TMUVFRanfVtBH335fsmSJ1u8777xTa78AQGhoKH755ReDywWA1q1b67yhEh8fr7OdY8aMwZgxYwwux9Sxe/rpp/H0008bjcVVsQGBiBxCp+KS90YOIYcyv+mn2h0Thxyx8tu1sQ6I1PR+Z0CMxdrnHOLIc5O+NYmxfjeNDKivUpZP85IlzEkujnoSnVyD6fOc4fGu+EAIkVhKS0vx6aefYvDgwXB3d8fq1auxdetWbNmyRerQtHz99ddo0aIFYmJicPz4cbz00ksYO3asQz4gTWQN13/HgohIg9Giuh3K4qyfMH1fzEr0Gs5Q2SzL9CxpTHLcIaRJlmnWScjh3Fw/Akticte4y1GqpN8WVydd9zGCwXWL2YWRo67RUqdUNqyZx9r9pNBq2LR0nVat0mbOUD6lhqVdu3YICAjQ+7dq1SooFAps3LgRd999N7p164bff/8dP//8MwYMGCB16Fqys7Px6KOPIikpCc8//zweeughfP755ybnmz9/vsHtHzp0qAMip4aKbyAQkUPUv+nnkzPOSazX6jVTA+9VdVmzT7gficQj9jVKztlTX6W81Ndoa89nmtuieb1SCgJveuxMDg1OmgTBeV52ldeec16uVw6ql4Kd7RsPRHayceNGVFVV6R0XGRkJX19fbN261cFRWW7WrFmYNWuWxfM9++yzGDt2rN5xvr6+iImJYWMw2QXL0kQkutIKJbw93eBupP9hqZ9mUapUqKxWaQ2rUqoMTG3+jXF+aQV8Pes+7mTrDXVltRJV1Urrb4JlUHYoqqjZr4UVSgR6uel2IyFFUA2UNfnOmfpiLq2shlIloKJaaZflO9GuaDBKyqv1Dq+oVEIQBIPjTdE8dytVAsorlXqfYq+oUsJNoUBFlf40V1JeDX8f/cXtUo3YrH1AvloloLxaCR8Pwx8VrFKpUKE0nif03WfK8d7TnJhUKgElldVaH1HWd+yKrEwbtaRuZJEba/OaPqUWLKu0Qn/arrQwU5m61lUpTS+vqLImFkEQUFypQqC36Y991le7ltLqujTsbcZHQ+vLKyu3eB5zlVZXw89DftUI1UbK8faksuBkWVJeV+lZf7b656Sicu0KUu0GUgsCNKCovAoB3h5Wl/MEQUDWbfulMyJD4uLipA5BUqGhoQgNDZU6DGqA5HflJyKndrOoEiPePojEGH8s/08Xg9NJddtdW/ie8t0eZN4qxszBndTjvtl3waZlf7nrLNYdS7dpGfU9sTwZ/l4eGNC2qVXzy+GJwGVH8nEsuxz7r5XhkfZBmH9vpNZ4Y/ddcqzAEpOh7bNms8XZVcaXYs46Vu23LR9ZSjOmovIq/OMj/R96s8u6TewQVi/a19fbLuL7nRl6x720/Ah6JYVjX+oNm9ez/+wNjHl7OwCgU/MQ9fCsW6V45sN98HBT6DRI1xq7IBn/GpyAiGDd/mwffmeH+v/J3x21KrZpO2s+jrd99BCD09zz8x8WL3dz5jU83Lq5VTFJbeKKQ9h5/gaWjq8rg1TrqUzecf4GNpzIQhdEOzI8l5V1q8ym+X/afRlPDkzAtbwSPPPhPtMz/O3x93YhJMBLZ/jZvEoEeonXW29+uenK6SoV8P7+mzhzowJb00uweUIsEhub/jhq/dRZWFmJIb/W9NXtrlBg2wOD4WVBI8KB7Bt4ftdBs6dXx2HgmqasN2LAus344x8DEeTlafE67OmJ93frDPsu+ZLo6/nfnxcwtHtM3QALCmDv/HhK7/Cz2YVYsTdDa1hFtQp7LuahT6swAMDsX/TPa42LuUUY8P5O9E8Mx/Ine1i1jDZzNqHCwLWPiIhcD7+BQESi2p16CwBw7lqJ1nC5PamXeasYAHD8yk3zZjDj5kBf44EYFeAlldVG345wBvuv1VQsfHeqUGeci7cRGOWK2/7dwYtSh0ANhKHGg1q2NB4YumYdT89X/792z2WoVILBxoNaX26+AHvn9stFxXZdvlSseQV/5/ma4/7j4Ssay9E/7Wu/iVchR+LYdOS6xfPkF1fqHV5U6fiy09KDt7A1vaYM/O2J22bNo5nOBUHA4Zy6sqlSEHC9pNSiGP6794hF02vFYuZ0h3PzrF6HI9nj+yc/77ms9dv6b2fXzbliT4bead7fcl79//oTWVauSde3+zMBANvP1ZwvrTnXsvGAiKhhYQMCETVo9Z+qcjVib549moFc+wgYp3l82D2OdRzZxycPEWmS03d5bckGYr4JJRYxYjJnn7h4EcApSXUtlPL8LpdkaOm+14zbvQEXYqz+ZotcDjzkFQsREckTGxCISFRmF0Blcp9h78pHqT9g5BT3A04RpGNZ9xFl++9IqdMzkZyIXZndUNlr39i7C78GXF/qMuydL61OIxKlLVv2R0PODtaWjcyZy9B+deT5h9cvIiIC2IBARBKRy423JR8+c0oib5993kBw8WPgRFw9O4iNu6uBsyDDyD2t6IvPpRoMXWhTyD6kLJfKKa+ZG4oA7Wxl7Yd4XYHVXRjJ57DzFElERCaxAYGIGpZ6JWR79I1qZHWkh7FDIKebavswtH2uvt0NQwOuT2kQZNWFkZMs0/x161+7y18SSDL2OF2bu0yh3v/OcunQLKM5S8z2YH1Z1fR89ipHsHxCrq5fv36YPn261GGQTKxYsQLBwcFSh+H0PKQOgIgaJrl8VNnuDQiiLd5+r0dLrSFXCNnWb7mgdcfuiN0ox0Mlx5ioobAg9dk5obpqY6stW+Wiu8TluVLFprnbotWAIELCtWUf8q1Qy7nCucZVryHO4rr13z23WJNujltXrRUrVmD69OkoKChw/MrJaSkUCqxbtw6jRo2yaL74+HhMnz5dqwFp3LhxGDZsmLgBNkBsQCAiScjlBtHcLoysf7aI30AwxRlidARLG9UEZ3pM0VXxhrtB4+EXh77rpBgfJdX63w5XGp5+7UOqB0wkzc71Vu6MH3RuyKdDMbow4vWEyDxVVVXw9PSUOgyXpVQqoVAo4ObmWp3V+Pr6wtfXV+ownJ5rpQoicgpLfr+ET/7IcMi62s7dZPQtA5UFbyAs33MOn+44Y1Ucy/ec0xn2f1tO4IdDaWbNL/WNxbt789D644v45uRts6Y/lVtudPzMLTnq/xvyPdPt0mr1/5oVXOYcb2v227Q1KRYvc+rqY6isVlmxNssJgoD3t5zAD4fNyxdyp4ACW8/kmJ6QzCTgg1/PYHXyJakDAQBsTckye1p7Nya/uPuQ1fNWqlT4Pf2KiNFYprxK9/wy48fjAHTPhcnnco0uq1rjmm7OPr9ZUomZuw+hqLLKjEjJ1di//KHAS1tzsHTbBbPnWHbynMXfE7jn5z8wY/chFFfZlo7LlErc/9tWveOulZQanbdK5ZhyglxUKW2v/d92Nhcfb79odJpDGfnYdeEGsm9rl6vvfW+HRev6dEcaXvg+RX3fU7+hztgWWHr9Wn0wE89+cwQV1UqL5iP56tevH6ZOnYpZs2YhNDQUUVFReP3119Xj33//fXTo0AH+/v5o1qwZnnvuORQXFwMAkpOT8eSTT+L27dtQKBRQKBTqeRUKBX755RetdQUHB2PFihUAgIyMDCgUCnz//fe455574OPjg1WrVuHmzZsYP348YmJi4Ofnhw4dOmD16tVWb98nn3yChIQE+Pj4IDIyEg8++KB6nEqlwqJFi9CqVSt4e3sjNjYWb7/9tnr8lStXMHbsWAQHByM0NBQjR45ERkaGevzEiRMxatQoLF68GNHR0WjcuDEmT56MKo3zdUVFBWbMmIGYmBj4+/ujZ8+eSE5OVo+/fPkyRowYgZCQEPj7+6Ndu3bYuHGjye1KTk6GQqHAhg0b0LFjR/j4+ODOO+/EqVOn1NPUdu3z22+/oW3btvD29kZmZqbNMZ06dQpDhw5FQEAAIiMj8dhjjyEvL0893lSaio+PBwA88MADUCgU6t9paWkYOXIkIiMjERAQgDvuuANbt27VWu7ly5fx/PPPq9Ob5nZqWrZsGVq2bAkvLy8kJibim2++0RqvUCjw5Zdf4oEHHoCfnx8SEhLw22+/qcfn5+djwoQJCA8Ph6+vLxISErB8+XKTx8WZsQGBiBzuhz3X8WfKDYesq7RSiS1GKvDMbT+oUqrw05FL+P34ZeQVlZm9fkEAKqqV+OmIboXX1tRrWLnvvHnLMXuN4lMJAj4+nI9KpflRPPTTVYPjbpRW40Ruhfq31I0jzqr+6+b23I/rjl21+zoA4OS1W9iWeg0r95qXLwD5p59/fX1Y6hBcxoXrRfjz6HV8u138BoTsfPPP63JUUFFp0/xfntbNc1J2afHHqWy9w7NuG2+ctsaerFwsTzW/gpfsSy5vqIrhVG45vj9TiPe3GL+maVbQfn8h3ey3Y2tVqVTYm5WL5WdsT8flSvMrfWV++bWrrceuq/+3ZT+8u7nmASNj6f6xrw5i9i8ntYZZ+mDHwj/OYu2xa9h36abe8WKe7l9ZexKbTmdjzUHpGqZJfCtXroS/vz8OHDiARYsWYd68ediyZQsAwM3NDUuXLsXp06excuVK/PXXX5g1axYAoHfv3liyZAmCgoKQlZWFrKwszJgxw6J1v/zyy5g2bRpSU1MxePBglJeXo1u3btiwYQNOnTqFZ555Bo899hgOHjxo8XYdPnwYU6dOxbx583Du3Dls2rQJd999t3r8K6+8goULF2LOnDk4c+YMvvvuO0RGRgKoeRti8ODBCAwMxK5du7Bnzx4EBARgyJAhqKysK5dt374daWlp2L59O1auXIkVK1aoG0kAYMqUKdi3bx/WrFmDEydO4KGHHsKQIUNw4ULNOX3y5MmoqKjAzp07cfLkSbzzzjsICAgwextnzpyJ9957D4cOHUJ4eDhGjBih1YBRWlqKd955B19++SVOnz6NiIgIm2IqKCjAvffeiy5duuDw4cPYtGkTcnJyMHbsWK24jKWpQ4dqHoxZvnw5srKy1L+Li4sxbNgwbNu2DceOHcOQIUMwYsQIZGZmAgDWrl2Lpk2bYt68eer0ps+6deswbdo0vPjiizh16hT+/e9/48knn8T27du1pnvjjTcwduxYnDhxAsOGDcOECRNw69YtAFCniT/++AOpqalYtmwZwsLCzD4uzohdGBGRY0h4Q1haWW16IhM031SotvC7CWJUwtjx+2x2UVZteMVKnXsew9M2pJtTzafBzNluR9btFZXbnofMUV5l+dNqjuwmrP5ToQ0pfcpBpRXpw1xK3ROTqOTe0KWPE4asxZJ9bmsDDDk/e+TRciNlIa11m/htrtvqN2kcU+huyP3ml1XUlYvs/Dk1AEBuUYXpicxQ8nfcjmioKyzjm12upGPHjnjttdcAAAkJCfjoo4+wbds2DBw4UKuv+fj4eLz11lt49tln8cknn8DLywuNGjWCQqFAVFSUVeuePn06Ro8erTVMsxHiP//5DzZv3owffvgBPXr0sGjZmZmZ8Pf3x/3334/AwEDExcWhS5cuAICioiJ88MEH+Oijj/DEE08AAFq2bIm+ffsCAL7//nuoVCp8+eWX6nuE5cuXIzg4GMnJyRg0aBAAICQkBB999BHc3d3Rpk0bDB8+HNu2bcPTTz+NzMxMLF++HJmZmWjSpIl62zZt2oTly5dj/vz5yMzMxJgxY9ChQwcAQIsWLSzaxtdeew0DBw4EUFNp37RpU6xbt05doV9VVYVPPvkEnTp1Uu8TW2L66KOP0KVLF8yfP1897H//+x+aNWuG8+fPo3Xr1gCMp6nw8HAANW+kaKabTp06qeMEgDfffBPr1q3Db7/9hilTpiA0NBTu7u4IDAw0mt4WL16MiRMn4rnnngMAvPDCC9i/fz8WL16M/v37q6ebOHEixo8fDwCYP38+li5dioMHD2LIkCHIzMxEly5d0L17dwB1b024MjYgEBGZQaVxO2dJoVsQBJFuSq39iLKEjRdmcsSNV0Mg9fc2JCPjzXalJ2ldnaVdhlhKxsnUZWl/mFayMKgBM/sjyk6YPp0xZjFpbb4T7QxDkTbYMiSZrWPHjlq/o6OjkZtb063g1q1bsWDBApw9exaFhYWorq5GeXk5SktL4efnZ/O6aytoaymVSsyfPx8//PADrl27hsrKSlRUVFi1roEDByIuLg4tWrTAkCFDMGTIEHWXNampqaioqMB9992nd97jx4/j4sWLCAwM1BpeXl6OtLS67ljbtWsHd3d39e/o6GicPFnzVtHJkyehVCrVleq1Kioq0LhxYwDA1KlTMWnSJPz5558YMGAAxowZo3M8jOnVq5f6/9DQUCQmJiI1NVU9zMvLS2t5tsZ0/PhxbN++Xe9bEmlpaVoNCJo005QhxcXFeP3117FhwwZkZWWhuroaZWVl6jcQzJWamopnnnlGa1ifPn3wwQcfaA3TjNHf3x9BQUHqGCdNmoQxY8bg6NGjGDRoEEaNGoXevXtbFIezYQMCETmGhOVSzRs4nTDMrTPSmFGKD/yJ8UFJuai/9+QYoxQsrb+0x24zdSzkeIMpv4jIGbGxRxfzFrk67Q9tS0eO11ZzOGfU4hA77TiqLMwyN1mr/oeLFQoFVCoVMjIycP/992PSpEl4++23ERoait27d+Opp55CZWWl0Up9hUKh8yZTlZ5vufj7+2v9fvfdd/HBBx9gyZIl6m8vTJ8+XavbIHMFBgbi6NGjSE5Oxp9//om5c+fi9ddfx6FDh0x+dLe4uBjdunXDqlWrdMbVPkEPGN53tctwd3fHkSNHtBoZAKgr4P/1r39h8ODB2LBhA/78808sWLAA7733Hv7zn/9YvL36+Pr6aj1IY2tMxcXFGDFiBN555x2ddUVHR6v/N7ZfDJkxYwa2bNmCxYsXo1WrVvD19cWDDz5o1bE3h7EYhw4disuXL2Pjxo3YsmUL7rvvPkyePBmLFy+2SyxyIOk3EHbu3IkRI0agSZMmej+gIggC5s6di+joaPj6+mLAgAHqPreISK6crGRqZrhak1nyBgLEqZiS9sbWvstzshRjN1o3o+Z8RJk7jsh5ML9azObuUey8z+391kpD5Uq71U2kbeHpQ360Hk5yqgOkP1jn2gaSkyNHjkClUuG9997DnXfeidatW+P69eta03h5eUGp5/sq4eHhWn3UX7hwAaWlxj/YDgB79uzByJEj8eijj6JTp05o0aIFzp83//tp9Xl4eGDAgAFYtGgRTpw4gYyMDPz1119ISEiAr68vtm3bpne+rl274sKFC4iIiECrVq20/ho1amTWurt06QKlUonc3FydZWh2wdOsWTM8++yzWLt2LV588UV88cUXZm/f/v371f/n5+fj/PnzSEpKsltMXbt2xenTpxEfH68zf/3GIGM8PT110s2ePXswceJEPPDAA+jQoQOioqK0PloNGE5vmpKSkrBnzx6dZbdt29bs+ICaNPzEE0/g22+/xZIlS/D5559bNL+zkbQBoaSkBJ06dcLHH3+sd/yiRYuwdOlSfPrppzhw4AD8/f3VH00hIifjQjeEFm2KIFahnCV7Mq6h3vxJ2QezqTW70GlPHuxYs2j/LoycMIM6+UlFc5+b2hIn31SXIsVbnq7GEXvQKc9pduJM34JwZKjOs1fIFq1atUJVVRU+/PBDXLp0Cd988w0+/fRTrWni4+NRXFyMbdu2IS8vT91IcO+99+Kjjz7CsWPHcPjwYTz77LM6T3zrk5CQgC1btmDv3r1ITU3Fv//9b+Tk5FgV//r167F06VKkpKTg8uXL+Prrr6FSqZCYmAgfHx+89NJLmDVrFr7++mukpaVh//79+OqrrwAAEyZMQFhYGEaOHIldu3YhPT0dycnJmDp1Kq5evWrW+lu3bo0JEybg8ccfx9q1a5Geno6DBw9iwYIF2LBhA4Cab0Bs3rwZ6enpOHr0KLZv3260AaC+efPmYdu2bTh16hQmTpyIsLAwjBo1ym4xTZ48Gbdu3cL48eNx6NAhpKWlYfPmzXjyySdNVuxrio+Px7Zt25CdnY38/HwANcd+7dq1SElJwfHjx/HII4/ovLUQHx+PnTt34tq1a8jLy9O77JkzZ2LFihVYtmwZLly4gPfffx9r16616APfc+fOxa+//oqLFy/i9OnTWL9+vUXHxRlJ2oAwdOhQvPXWW3jggQd0xgmCgCVLlmD27NkYOXIkOnbsiK+//hrXr1/XeVOBiMgYMW5Grb05EKvwbH0XRvL7BkL9o6EysgInuiezmXZXW2Z9RtlusRhcYwM6HvqwWst18djqkjq7N/TzDTmWpI3RJlYt1/NTQ86jcun+ylK1sVqSphrycSbTOnXqhPfffx/vvPMO2rdvj1WrVmHBggVa0/Tu3RvPPvssxo0bh/DwcCxatAgA8N5776FZs2a466678Mgjj2DGjBlmfcdg9uzZ6Nq1KwYPHox+/fohKirKaIW4McHBwVi7di3uvfdeJCUl4dNPP8Xq1avRrl07AMCcOXPw4osvYu7cuUhKSsK4cePUfeD7+flh586diI2NxejRo5GUlISnnnoK5eXlCAoKMjuG5cuX4/HHH8eLL76IxMREjBo1CocOHUJsbCyAmm8+TJ48GUlJSRgyZAhat26NTz75xOzlL1y4ENOmTUO3bt2QnZ2N33//HV5eXnaLqUmTJtizZw+USiUGDRqEDh06YPr06QgODoabm/lV0O+99x62bNmCZs2aqT9s/f777yMkJAS9e/fGiBEjMHjwYHTt2lVrvnnz5iEjIwMtW7bU6kpK06hRo/DBBx9g8eLFaNeuHT777DMsX74c/fr1Mzs+Ly8vvPLKK+jYsSPuvvtuuLu7Y82aNWbP74xk+w2E9PR0ZGdnY8CAAephjRo1Qs+ePbFv3z48/PDDEkZHRM7k56PmPQFgjGbZefeFbLPnO5Cegx7N9V+4rF2/o9l73deKqu28Budw6EKBRdP/figHE7sGIsjH9JM65pLyicKd57OQcbPI4vlullTYIRpx3CiWb2xOyY61GPbuNuXzP6x/tV4qB3P0P7XlKPml+vuzfXXdSa3faw1c4y1JLsdu3MThnDx0jwzD3qxcBHl54npJKVoHByE+KND0Asgpnb1p33P08Rzt5R+5nI/C8iokIkI97GTeLezLNv7RyCvFpTibfxuDYmPgZsbJqqTaMeWqlLxbDlmPHGmeXnacNP++wJDvD18xvj4LL39pN4rRMlz3A6YqQUB6Xgl+SdHuYsbY8g2di025mFts1XwNUZNuUkdgXHJyss4wzYd6n3/+eTz//PNa4x977DGt38uWLcOyZcu0hjVp0gSbN2/WGlZQUKD+Pz4+Xm/jbmhoqMmHivXFrE/fvn2NTuvm5oZXX30Vr776qt7xUVFRWLlypcH5V6xYoTNsyZIlWr89PT3xxhtv4I033tC7jA8//NDg8s3Rt29fnDp1Su+4iRMnYuLEiTrDbY2p9k0BQ0ylKQAYMWIERowYoTUsPj4ef/31l9awyZMna/2+8847cfz4ca1h+rZz0qRJmDRpksEY9aU9zfQ5e/ZszJ492+D8rki2DQjZ2TUX4sjISK3hkZGR6nH6VFRUoKKirrBWWFhonwCJyGnsuiBCJYjG9ePL3WfNni35XBZGdIoXdf2uZsdl031durqismp8uTXTonne/+0SUs4X438T77BTVI71zqYUqUOwmKkb+iqlC2dcl2PfFoTCUt2PAsrd/85I+92xp78+rHf4qgPa58oXfjiudzpL5JaVY+rOA/h64F2YsfuQ1ri9Dw3XO49cnwp3ZoIgOHTH5pbUdaXgiLP1mGV7AQC/DL8XEX41H+f89/Z9OtPV3wUv7Tn893AFBsfF2DVGc6kEAS/sOih1GLLw0+7LNs2/68INkSKpc997O5CxUP+5q//iZIuWtTXVeAOXIb8dv46l47tYNS8REcmPpF0Y2cOCBQvQqFEj9V+zZs2kDomIGrjrBSWSrVuMG2Jn6tvVWRWV1Xta0Mxd/tdZ627qDDF0qPmx0L9xN0jKnmcinSTOYy25o5kFNs2vmV7MvY6l3bb8LSgSj4PbDySTV27dmw+nbuYbHe/Ifdfgi4Yi7oBT1xz3wKOhsPlNC3JVu3btQkBAgME/Z/bss88a3K5nn31W6vDIBcn2DYTar3vn5OQgOjpaPTwnJwedO3c2ON8rr7yCF154Qf27sLCQjQhEpFa/EsHcArNK4oK1tQV73g44B7nfiLMRiVydTgMCk7zTs+a8xbZSaQngMSDnIOYlwpFpnpc2ami6d++OlJQUqcOwi3nz5hn86G9QUBAiIiJ4D0eikm0DQvPmzREVFYVt27apGwwKCwtx4MABo/1UeXt7w9vb20FREpGzE+MDy45g9bVfhDKD2MUOS26UGuoTUdZstRjlQ5YxLcUd5kiapw6xb4ic5VpA5NKk/JCxI9dlYjt5ZZE/Zy0vGUp7zro9RKb4+vqiVatWUodhFxEREYiIiDA9IZFIJG1AKC4uxsWLF9W/09PTkZKSgtDQUMTGxmL69Ol46623kJCQgObNm2POnDlo0qSJ1V9YJyKymi0FaxlW4hNZorYLI95gklyInRbZhZHrEQz8b3QeC9IVk4j4XPkSo1lx6wrb6QrbYBvx9oAcup7i8SQiIlMkbUA4fPgw+vfvr/5d2/XQE088gRUrVmDWrFkoKSnBM888g4KCAvTt2xebNm2Cj4+PVCETkYsxuwsjG2qrxCmUW9uFEW8JyHyG0gtffyW5YYokcj0130CQpmlGTpc5Q3tARiE2eGKmF8d2YcRUJDWWqYlITiw5J0nagNCvXz+jwSoUCsybNw/z5s1zYFREZAuDH2F1bBguh2XNhsWa482bQvtjNzcywpMimcAkQnKimR7tlTQd+iR7Ay9ziPoNBAceOYNvIPCEaXeenp4AgNLSUvj6+kocDRFRjcrKSgCAu7u7yWll+w0EIiJ7KK1UWjWfsXJ1RbUSbkYeH6pWqaxap9b6rZ1Phv3iF1bo3x+FFUoEeZu+cLkapcrwDi4pr4aft7u6CyF7Ky6v1jtc3YVRA68wqKVUCcgvrYCnu5vUoTQsGvnA7imRSd3pOfoQllRVwc+Dt1a2KK9USnadsXf9qdbiBcFu6UXJimCnU6k0fZ9QVF4lyrocnTyKyqsQ4O3hsHKsnLm7uyM4OBi5ubkAAD8/P+4XIpKUSqXCjRs34OfnBw8zyiQs5RJRg/LD4TQMahtj8XwqIze0Yz75E4E+ngbHL912yuL16XCh+8EB317WGfbxoVt4d99NLB4YiQeTgupGuNB2G3LXf/fgx5ndtYYJApCWXYLHlhzDXW1D8c7jbU0uR4ybwnGf77d9IQ3AuM+2oKxKiYhAPkEmFbErQVjn5nqOXylQ/2/u8d125brZy9es+MkoLMIjm3eidzQ/ZmiLh9/ZIdm6H/3lmsPWdfF2Ef69fR/ubhIp+rLv+mmj6MvUp8GfM0Xc/nc3nzM5TcbNUlHWZShsex3ODq//iXvbROB/E++w0xqcS1RUFACoGxGIiKTm5uaG2NhYsxo02YBARA3OtrN1FQRmvzZspGQtACgU6ckgw+uQ7k7NEWt+d99NAMCsrTnaDQgN2E97swAAu87ckjgSqlVbriqrqnmTKbeoTMJoGiBH1ljxocAGaXeWdZU6a9MyAQB7rZyfpHfhVqVdl6/ZRcyPFzIAADuv51i2jIbwVIWT4LEw319neV6spVAoEB0djYiICFRV2ffekYjIHF5eXnBzM++tejYgEFGDZu4NgLPeJjhbn6ZOFm6Dw+NDUtJMfs52biOihk3r/OW0pUqq5WqXIFfbHrlzd3c3q79xIiI5Yee9RERmkLqySsrV86bC/nQrEyzf6TxM1JCInd5ZoefaeHxJaqJ8RFlGybih5ymX23qX2yAiIhIbGxCIiMwgdSW61R9RFjUK+3O2eInIcTR7FZL6nExE1JA1+HNwQ99+IiJqcNiAQERkBsnvEyS8U5Ny2yXf7xKR6425TMMiIpIYz45knNYT+0wuTs/V3sBwte0hIiLxsQGBiMgMUhesWawnU6TuZqsh4Hd1paWZwlVip3dmH9dmh+PL8wFZwtUu0S62OURERGQCGxCIiMwg9Y2f1V0YiRA3K6btTyHzqih5R0cNEk9LROSkXKFbSjnFIgVnLRobKs856/YQEZHjeEgdAJFc/XLsGtafuI4lD3dBgDezirkMlT8VMqqBXH3wovp/cwvMa4+m2yka8+xLy7FqPjHenPgro9TmZVhr98U8ydbtSA+9e1jrt9zu42rjaeiNSRXVKsz7/YjUYTRYx9Juqf9/ZSWPAznexydSUaVSYXrndlKHQk7m8a8Omj3tGwdSrFrH+oyrVs1Hltt5yrpyuSON+HA3Tl67jb6twtTDXvzxuM508S9vQJuoQEeGRkRETohvIBAZMP37FGxNzcWnyWlSh+ISGni9o1ObtjlbsnUvY/4zG7OY/RVXVOFAeq7UYRCAi9eLRF0e8w+ZUl6txKpzl/DDhQzcLC+XOhxyMgcz6hpATT3cUalS2Tsc27FgL3snr90GYN7DOGezxb2mEhGR62EDApEJ+aWVUodAdiSnNyPsgfd3zonHjYhIPGKcUpVCXaVutUqAQqMAwXM2WcIV0osLbAIRERFZgA0IRCa4egVzQ+cKN3FkGTcnydOWdj9lz7Rc23URswu5Kl4LyBZMPmQJfgOBiIiInA0bEIiIXFhD77OexMFkREREJBZeVImIiMi5sAGByAQFnORxZZnjrRKR+QQIsjr3iPExbiJnIp/cR2KwRyOoZhrhOZIcQU4PhcgpFiIiIrI/NiAQUYPGLqrIZdjxXl7FegJyeYKRX0RE4mHdOxERETkbNiAQmcAKZpHI9GbJ1W/iXHzzXJfMDpyq9hsIMouLiEgKOkVDnhuJiIiIyIV5SB0AERHZz/mc21KHYLHbFUo0kjoIiX274ypul1ZZNE9OUbmdomHDAbm+tOwiRAT7Sh0G2dnuC3kWz/PZqXNQqgQEe3uqh10rKdWahqdIsoS16WXT5Wt4JLGFqLFY69tzl6QOgYiIiByIbyAQEZGsTN2ULXUIkluz+zqST920aJ7hS3fZKRr2dUyu763VJ6QOgexIgICC0ko8+tUBi+ddmXoR355Lw0cnzqqHzd1/rN7yieyvUqXCw5t2SB0GACCntEzqEIiIiMiB2IBAZAJ7MLIM6xnJVjsul5qeiHRUKe2X+dTfQGD+Fl10iLfUIZAevPa7nlsllaIt62Z5hWjLooaHl1IiIiJyNmxAICIiIqPYMGg/P790h9QhkB5M8q5H7GOq+Y0svqVFFmF6ISIiIifDBgQiExT8ijIRNXAqVnYQkRMTBPvW2fIMSZZgeiEiIiJnwwYEIiIiMqr26VqB1R7UQPDRAVdkv/MX30AgIiIiIlfGBgQicghWPJJc8KUiyzH3EpGzYx0/EREREZF12IBAREQNCiuRLMcujIjI2Yn+DQSN91R4hiRLML0QERGRs/GQOgAiuePTyuJg/SOR9SqqlPD2dNc7TqkSUFaltOv6VX/nX+ZjcmXllUpUVivhplCgqKxK6nBIRPY4dWm+WclTI1mCXV4RERGRs2EDApEJCvaETEQSG/T6fmx9o5fecaM/2YPjV2/bdf1uPA1SAzDm7e1Sh0B28s4fZzG5fytRl/n5qfPq/zdmXBV12URErkQQBCj4VB4RkVNjF0ZERNSgOOP9S5VSQO7tSr3j7N14AABJ0UF2XwcRkb38dvw6v8VEssGUSA2NiomeiMjpsQGBiIjICUjZ5UHtm1i8/yMiZ8VeY+pseGMAXhzdTuowGiymRWpo2G0XEZHzYwMCEYlMfwGRxUaSC2e9h5Hy6S0+uUtERERE1uAbCEREzo8NCEQmOGN3J0TkelTO2vJBRCQDPIWSXLBRnhoapnkiIufHBgQiImpQ2ChoudqKN76CTkTOihVYRETSYPGRiMj5sQGByATWNRKRHEj5BgLv+4jI2bECSxsb06XDpEgNDc+/RETOjw0IREREToA3X0REJBYFH5GRDq/n1MDwDTAiIufHBgQiE/iEljjkWvmZmpUvdQjkYHJNi6ZM+fykZOuu7brISXcdERHu/3C31CEQAQAKKiulDoHIofgRZSIi58cGBCITFGxBcGllVUqpQyAyy+3SaqlDIJHd3z1SlOUE+XmIshwiajjaxQVLHQIRNRD8hhYRkfNjAwIRETUobBQkuXhpdCub5r+3QxjWvNgNv/23B+7tECZSVEQkhgdbxZmcpk1IIwdEol94Ix/J1m2JsXfFSx0CEdmIbyAQETk/NiAQEVGDwvYDy9U+OMYHyMTl7mZbYvTyUCA23BdeHm6IaewclYFEDUWrRkEmp2kW4O+ASJxbWBDPbSQeD3cWAiXB8iMRkdNjAwIROQhLjiQPvHW0HD9+J098m4aIiIjkTsUnUIiInB4bEIhMYPWMZVg+JLljnSu5CoWB/4lIerzWEBHV4O0hEZHzYwMCERERGaXuwoi3gLKiWUHJI0PkfNjIQEQNAT+iTETk/NiAQGQKb+6IXAq7fbEc7/vkiWmZSL4ULEASEQHgR5SJiFwBGxCIiKhBYZWO5U5euy11CKQHuzAiki++sUVEVIPnQyIi58cGBCIT+ASZOPgEM8kFH9q23Iq9GTX/MB/LC7swIpItlh+J5If3I9Lgficicn5sQCAygZWNRK7jxZEtWKljA97/2aZ5hJ/Ny+iREKz+39Lr078Hx6F3mxCbYyAyJdLPV+oQnNoLXdpZNP0TSa3wcOvm6t+DY2PMmu+fA1tZtB5TQgO9RF0eNWxubuKX19ztsEwyjQ0IRETOjw0IRCQrbLAhewpj5YZNeANom+f/0cLmZUwfUbcMN40TpjmnzhF3RGLxRMsqJp1BkJ+n1CFQPTH+bECwxYOt4i2a/smkVvDz8FD/fq1nZ4PTdogPVv8/pm/denolheudPsDXQ+9wfWLDA8yelsiUEH/9ZbawIG+rl2lJo8TgbuY1xJFpKhYgiYicHhsQiExgfbZj8cEgsjc2UlmPfdjaRoy0Z6jRwJwj4+aiid9FN4vIbJblbf3TGloG6/1IMnY4t1uSVXhpEQ9PI0REzo8NCETkEOYXHFlcJ/sRwMpGW7AiSXpa6dfCtOyqSV/BTC07PFU4lkIhj875eNxJTPZI067akC53AguQREROjw0IRCQrfAOB7EkQXLcSlRoG7fYDy1Kzq1a0u+ZWEZlPAZnkb1YSkojskaQt+QYC70nEw1MDEZHzYwMCEYnK1gKiLG6AyWUJAF9BsAHv/2RAI/lqVm6Yk6rdXLTUxydKSY4cmSwVsL0hjdmI5MYe9wQWfZiZmUI0bEAgInJ+LnorSSQelh0di0/7EAAUllfZ53VngXnaWlVKFXIKy6UOw6mJkfS03jrQ+Nec3OKqad9Vt4tcn1gdDykUCpvzgRixsI6QxGSPU7u7BRmF9yTi4UeUiYicn4fUARBRw2BuubG8SmXfQMgpdHz9T4zs3ET05QoQ2N2JlRJe/UPqEAi2VWjIo5d08fl4uUsdApEOR+c3W9dnqF7Vz9sdJeXVZi2DdYQkJnu8geDn44GbRRWiL5eMYwMCEZHz4xsIRCa4aoWLvbB4SGL5NeW6XZbLp5VJKtZUhgT7e8LD3cBbB4LewQa5/13qmzQk3uI4AKB5pB/6tWts1bz2NHFgK6lDkI0HWsRaPW+/mCiD4xIaBVm0LFYW1TRY6zOza3sHR2Kd1x7phLgIf8wZ38mCuXjcyTKThiUaHGeP8trLD3Uwe1p2qyoenhmIiJwfGxCITGDZ0TJ26XaGSCQ1ydNxmfrhvuK/RUENS0iAJ5b/p7P6t+Y1KSbUR/1//TPv3oV9sXdhX61htR+PbNrYB/UF+LhjQKcwneH3dawbtur5rpj/WBKaR/hZsAXAB0/pVpjuXdhXa7tsERakuz0N1d0ajQDhvpbtl/m9u+HnYf31jls56C7seXCY2ctS1isLvNClnUWxPNW3uUXTy5GhB1AeaBlXN42IlyMxGm3iIvzV//dIDMcnk3uhZbT5jUeGQmgc5G1raBbpHhfi0PVJxdvduW/lN7wxAPf3bGZwvKLetGKIjwwwe1oxujBq07SR7QtxAbw9JCJyfs5d6iAiIrKAAAd/2JItkGSrejfdmpWSliYvYx8btufNvb2zAXNZHXvua0vOZ6wscjxbd7lCYfs1Sy6HXS5x2JvLvyXtAmUoF9gEkTSUXElE5LrYgEBkAst9llGxfEgyJgjM0+R8NCsgtP/XaEwwYzluRh6nFAT7VfravQGBNTRqcqlQtPVpeFdogHD0kRDjDVBXeYvUVbbDFHnkdvuR+iPGYlxbeHmq0UCyJBGRS2MDAhGJyvBNG0uOJAeCg99AcNy6qGHQTFOalSu2nmEN9dcuBntnA3epa5lkRGHgf0er34DAI2R/tr+BIMJRMhAEjz85IzHSLRu4a/AukIjI+bEBgYhExSdMSM5q3kBw3M0cbxvJVvUr9m3pwsjoehx47mZ9ih3p/962w9n6NqI9G7Rcla1vfSggRhdG+mNgnrcPV9+vkle+i7B6tm/X4P0hEZHzYwMCEYmKXRiR7PFmjpyYdn2KZV0Y6V+GcWLc9NdfhNhZUOo6JjmRy65QsQHALGIeLzE+omwrGYRALkTq85k4D5xIvRXyIIfzExER2YYNCDa4VlCJZ765iL1phVKHQvbEmgmzfZ18Bcs2ZUgdBpFBAhzc3QlPHyQChYGGAlHfQDAwvKCkSl9ANhH7smrs49ANjat8A8ElyONQmM2VstGtkkqpQ3AQFzpoekidJsVYP99AqMFLAhGR82MDgg1e/eUydl0swlNfp0kdCtkRy33m+3TTZYPjWHAkORBUAp7o38xh6+udGOqwdTV0wzrESh2CSdZURghCvW5BDHwDoW/burQWGext8Xr+eV+s3vP00Uu39QRl2bJ1l1sTeNPGPpYtyICwIMu31xmNTYg3OY3CyhamZ9q3NjiuR2SYWcsYl9Bc/f9DGv/XujMq3Ox47oh3/nNnx8Z12zAhsQUAIMrP1+z5H2ipe04b2KyJeln19WsaDQCI/nsd98RE6p1ueI+mZsdgqfpZ/e72NTE82DfequX1bRdh1XwZN0utms/ZPNxaN59ZonOYffOZj7u7WdPVppP6nhjQSu90D1mZnvp1jLJoelEaMKRuBZEJdktHROT8PKQOwJnlFOp5Ko+IiBwqMcYfsx9qjceWHDNr+pE9IrH4l4vq7rY6xgXhxOWaN8nG3xWD1buuiRZbi0g/0ZZFhsWFBuC5fm2x8WSm1KEY5e6mwOAu4dh87IbW8C1v3IkTGYW4kleOJb9f0plPswJe+2n7uv/bxwbh62ldkJZdgoGddCtq70gINhjXgkfb4O52jTH7u7NmbYfSjBbhtya0wexV+pdX2/Dh7+OBX/97B7LzKxDg44FNx3LxTfJVs2LQ5O3pjm9m3AV3NwUeWbQTADDu7nhsOHQVxWXV6uliw/3x1OAEvPZtisXr0DSoaxP8efS6yenu6xSNbcezDI739/FASXldfP83rhOe//44AGBYXFM81S4B6YXF6BgWgryycni7u+OHCxlay2gdHITzBba/CftEm1Z6h09IbIF/t09U/940chDOF9xGgKcnCioq0aFxMJSCgAqlCkpBwPcX0gHUVHR3CQ/F+E071PO+ekdHjPh9m8lYdr/UH3nFzv8EeaSfD34Y2g+FlVVoGxqMUS3i0NjH/MauF7u0x4Ot4qEA0DTAH5eLitEswB+ebm4YHt8UU5IP4FZFhXr6NiGN8MPQfgjzqWmYe/POrqiMK0VcYz8kvPoHACC8kQ/uaqe/stbY2ys/v9ofpy7no31cCMa8vd1w0ALw43/74VJWEVpEB8Lbww3j+7VAszA/LNtwzuBs8ZEByMgpVv9uFxuMR/q3QLvYYLPymjF/PRaHKpWAwavEvz6MSQrEz6lFoi/XXEPiYjCgWRNE+/ui/9pNAIARzZthbEI8HvtzFwAg0NMTn93bC49s3qkz/9yenTF6w1+ixLJiYF9M3LJb/fuTfr3QMSwEFwoK4e3ujvC2NVXILcMDsP1sLvq0CsMloeb8N2NMe4zv1wKTPtoHAJg2Mgkd4kMQHeqHlS/0hbeXu9Z0zcL8sGyjdnoaeWcz/Lr/it7YWkYHYsaY9ohpbLhMNm1kEnonReCbv9Kw/qB516FJwxJ14qivfq4a1j0GGw/XlDPXPdcbD3yy16x1OZOdM/vj7ne1zxN8kIyIyPmxAYHIBD44Ig6WG+3jroQo7LqQLXUYklIoFGgZ5W/WtMLf07eK9sf56yUAgKgQb5z4++WZDnGBWL3LToGS3XSJDZP+Y4tmcHdTwM9b94lMf28P9EoMxfVbpivKjD1g3iraH62i9ecFfz3rrRUX4WfR/lOZ+NhNgI87vD3rXnKtX3GguarwIG+E//0Ggae76Riahvnhap7208UKBRAaqF0x6+HuhrAgHxSX1VVKxjT2Q4uoQJPrMKVxoHmVwI38vSxablhA3XL9PN0R7e+HaP+aCq8AT09kl5bpzOPlrv0ysaHurkypPf71j2yLoEB4uNWtI8jLE90j9L+RkFVSd1wUCiAuMEBrvLldTTUN8cONogrTEzqBpgF1+TEmwLIGZTeFAs2D6tJry0ZB6v/jgwL1lk811+fh5obYCO1j0DTMSAxGDo+Plzu6J5j3Joqftwfax4eof8eGm74+Rwb7aDUghAR6oXMLcZ6ObxLoAXc7XR8i/KS/lY4P0j7GUX6+Wmkl2t8X3gbeBBBzv7QObqT1u3N4zfFLDKkZ3kSj3WpA279/VNQ0ILi7KbTSiZeHO6JDa9JqWKO6N9XqT6epdnp93BSG5wOA0EAvDOoaAwDo1CJU3YBgqtI71Iy33+p3YRQZUvcWUpfYEDT298JNEbrcahHmj0t5JTYvRwyxRhpqiIjIebELIyIiJ8aPVlum9mbQ0D2z2E9IOUGdNjmQm0JhojVVN8EI0E6XmmnKouQlYto21b+9m5v2dprbdYGY+c9NYbqhw/plm7fnLe2ywZrKvPrzuMo5p6Fc2hz9zQpja1OYGG8OsbopEfu7JvbKF86QTgUBTtHAbk9uFtR4WHIdMmevmtr3Yh0auR9ivoFAROT82IBAZIJcPkhIpBdL5FbRekqXWdzpOcsxtKQSQ5Oglc+tS7tinimUKuPj3d0U9WKuz/4HTKFQ6DZ0KMTq09rM6Szc6ZofeNe3+/Tt0/oVrfo7uCKqYaoy09bzhDlFEn0h1I/LTcQvz4rRMOJM6u9fc7qccwXGjrG7ifSkfa8nbguCqWuOWI07prZRaqYePCAiIvljAwIRkRMzUY9H9ei7fZH3LRe5EpOVGBZWRlhS8aBZ+Vx/rtpR5t7fm3qy312h0Ho7ylgXRpbSt82GhtWPs6YiUb45XqsBwcx5xH5SW4eVi7f5SXbWNdmFseTiqIZYc1YjdpdDztLIbClzzmdSfLxWLm+y1DJ5ntQYLf6bqMbXLVa9v92vBTbiKZ2IyPmxAYHIBJmXx6ihY4ncIsafirbH7uQJhOpYdYMvaKdLzcoGS5YmGPjf4ERGmHqSsH5PTfWnNlRhYs7qTeVhzXUo9UwqxjXdXrnamqeudd5A0PgtSvnFypOi7Q01vLg5nmOa1/RVqNbP12KWvRt6SlIJgsNLInJrQDR1brU2XnNyjKEGe0uWYVYsMr9hNffaTURE8tWgGxBulVRi0rdHsOvCDfWwLakF+M+aS6isrnmuVxAE/H7iFtLzyqUKU+1GURV+PnoTZZWOe+a4oLQaPx25ieJypcPW6SjVShV+OnIVV26VGp1ub1oe9qblOSgqbbllSkzdX4Cd2c75McGrN8sw7atTyMg1vo/Jeg3l1XTRyfs+iyzmHAfUVBdG+rZCgAADPRhZ1oWRiKcKU10YudXvwshOFSZGY9D3BoJCIU4DgpnLsHSXaz51be4TuDrfQDDyy97EvBrx0mYfxioZxcgb1nZhVJ+YXRgB9ssJUidTc/alIDj+Cim3ymxTjfeaoy05ppa+NaiPeG8giLMce5E6rxARke0adAPC0A924o9T2Xjsq4PqYVPXpGNr6m3895dMAMDGUwWY9fNlDPswVaow1R5bfgGzf83E4i3XHLbO/6xJx5zfMvHqr5kOW6ejfL3vMmb8eBx3v7vd6HT7L93CI18cQFml4xtR+m/Kw29XyvH4rnynrCge++4RHLpQgEfePyp1KC6rdWQjqUOQXLtmgWZPq/6IssawVtH+GhMYnjcu3NeiuNo0DbBoeql4usv8rtMMzUL8TU8kA4G+HkbHNwn10RnWKtof/j7u6t8eGq0Q0SG60xvSukndPopo5K13GnOvMp2bBwEA/LzcDY7XXIdOZbiBJGdOHktqFmxWjNGNfXXelGgRFShK40VMY9PprWW06fNSl5ahWr9D/b3g7VFzfFsE6c7v56GbfpJCtK8BId51+71TWIjJGEytI8rf/POe5rz1u+uKCfDT+t0hxvi1q3GA/jTqTMypRG0ZXHecu4Y3tmj5ncNq0o++dGEwJiPj4iMC0KaZbWWKxKZBVs1XP780jxTv+ummUNitQrtliKddlmsuLz2t0s0Cas5PtY2L7cNC4GtmGvG3IC3pE+VXc77oFmFZWhZDVKgvgvz0H4+keum6/nTtYjXOlUYuhPH10mX9VBUdqnu+rN940aSx9rmwS5zh87SXh/lVNQkR8ihztgzXf310wttYIiKqx7ZSgpPLKTT8VPeGk/lY/GA8jl8pcWBExl2+WRPv1tTbmDO8mUPWefhyMQDgzzMFDlmfI9W+VWBugaa8SglfA5Ul9lJSXRdctQpwd+zqLWKyaxgz9/PgLuHYfOyG6QkJADCyczy+3X9BlGV1ivTGogGRGLxK/g2GE+6OQerVYoQGemLSkHiz56tNhpqVWw/1boKPNmb8PdzwvF9P64KH3j2M3NuVJtfTv0NjPD+ipdE8265ZIE5fKTIjavv67uk78dCn+yyeb+HoDgj198Iz3xyxQ1T6jegUh9+PX9YZfm+bJgCAZY/ehUnf7jK5nHZNQnD6er5Z64wJ9se1AuvLAu2aBGFM16YI9vNEaICX0Wl7JARj2v3N0TLKH1O/PAUAeLhvDJo29sWLI1si0NcD3p5u+OCp9kjPLUWXFqYr+1ZO7Yw9Z/Mx/q4Y9bC2zQLx/IgW+L/fLwGwvL/pl0e3QqsofwzuEoGz14pQWFqNvMJKhAR4orC0GmP7NkGAj+EipqGqvIGdwnGjsBId44Kw7kCW3mvBM0NaIzLYBwG+nvh04zmd8Quf7IaL1wtxZ2I4Pv79rHr44/e1xOjecSivqnsYoEN8MMIb+eCv49kGY539cEcUllZhb2ou0rKK8ECvWPRtF4FPIu7EtpQsXM4txuELN7Xmub9HU4y7uzl+2p2hHja4axME+HqiRVQg/H08kJ5TjDG9Y5HQJBOFpVXoGd0IzUL98M1TPbEv7SbuD9It5zXy9sJrPTqjXKnEgewb8PPwwONJrbA89aJ6mpgAP/y3e0cEeXmia0RjNA3wx33NorEnKxdVShXcFArcLK/A9xfS9W5vsLcX5vbohON5+WgeFIAuFlRq187r5eYOz78rNj+8pycuFhShZ2Q4Cirrzp3/N64T1p/Iws3iSnyzvyZPJ0UHYeHoDgCA5mG6lVAhfp7IL60yOx4pPdy6udF+/P83oC8OZt/AQ63ikRjcCOcKbuPBVvFYfe4S7ogMM2sdM7t1QPNGgRgU28TsuPSFtOSZHjiWdhPDezRFZbUKjQO90bddpMFlfDG1NyZ9vA9zH+mMY2k3cSazAM8MTcSxizcxqlesyRjcFAp8/FxPfLrxHEIDvRAbHoDRvWPRIT4Er6w4ins7RWH4HU0Nzj9xQCus2FqX5qNDfZF1q0xrmmNzBiL5wAl4uSvg9Xcj+afDopGaV4FqlQBPdwVO5lRgW0bduT3Mzx15pboPC71zXwTuivVD7+UZaBHsicEtA9C6sReyi6sxpk0QZm3NNbnN9tLYp66hbVn/Xjh9Mx/9m0YDAFYNvhvbrmThoYR4BHh64vWenXGrvAIrUy/idmVdPlrUpztm7zuK1UPugVIQsPnyNVQLAjKLijE8vhkuFBTizqhwPLl1t8l4Pu53JzZmXMXoVnHib2w9H07qiYPn8tCqSSCu3ChBt1aN8f7Td2D7iWwM6ByNbSlZiAzxxfWbpRjdWzue2um6tWqMIxdv4h896863hq6HH/y7B4IDvPDnketQCgKSmjXSesuteVQAXnukM7w83PDUkj3qB8/qv03TOykcTw1KwKD4mnPrS4PbYMOJLL3r3Dz9bvx+/Drc3RR4d7P29c7bww0V1XWvA47sHINfUq4b3Weh/l64VWK6DAsAb45shzm/njZrWk3f/qungTFsQSAicnYNugGByJmY+Gal5MSKLyHaX9YNCL1bRmJvWo5D1jWobVP4enng15QMg9P4eYlzGs9YOBy4fh4AEBPogWtF1aIs1x68PBSYPKy5VfPWNmRpNiB4ajzhZazbBE8PN/zySg9k5ZdjzDuHja7n7QlJAIByI28u9e/Q2C4NCNGNfJB1W7fbva+e6I6nVurGfUd8qM4wczzcw3RFkdiGtGum04DwQJd4eHrUtNTEhgYgyMcTheXGKxm7xoZpNSC8NqIb3vi9piFkcLum2Hz6qnqcJU8A1pexcLjW7+u4bXR6hUKBcX1jtBpkPf9u1RrTK1o97I6EYNyREGxWDAlNApDQRPfJxNG9otUNCJYK8vPEPwfUHP+YxqbfgjC3AdnNTYFH76mpOOwYH6RzLYgO9YWfjwfG92uB89f078sO8SHoEF/zRKfmGwjj7q45Z1RoNCBM/UdbNGnsZ7QBoVdSBABgcLcYreFxEQH456AE5OSX4Z9L9qiH/2dEEoZ0154WAKaObKv1+47WNZXED/aNBwC0+/vNgR7NQ9GjeSiuG2iXGxxXs+yRLeryn5+HB0qr687Z9zevqwx7sm0CACA2sC4N7LyWbbABAQCGxDXFkDjDFbjG1J+vW0QYukXoVoiH+Hlh+oDW+Hh7XUXw5P4t0cnIGyZdYkPw11nDlbV+Xu4oNfNtUR9PN5RX1VS+PdK6Bb47b35eaOLvi+slZTrDmwcFYNXge8xaRpuQRmjz99sjXSMao+vfT2w/ntTK7DiCvDzxz7+Pr7n0PYmfEBOEhJiaNwc83N0wvl8Lo8to0tgPv869DwDQrVVdA1Obpua9vaBQ1DzJvfDJblrDOzYPxYY3Bpic/6G74rUaEFpEBeKNCZ3xzIc1DeH7XrkXIf5eeKCN9tsQQ1oFYEirunzw45lCdQPCwaeaI8LfA/FLdR/IGNeuZrsyppre18NbBWDDxWKT03m6uaFKZXuXtJrHs1NYKDqF1V3PYwMD1PkfAAbF1pw77m/eDIN++VM9vG+TSCSPGar+/VS71lrr6B0dofW7eVAA0gv1b2O0v5/O/PbSIioQLaJq3lzpnlBzjokO9cMjf6dfY+lYc7rEeulWq/c9jf9bNalJT4/0r1vuwfN1Xdx+NOlO9f8/vdofw1/bCkD/d2pG94lTn/P9vQ0/adI8zB9T70vAN/sydMade2so4l/eYHDemnVr35+9M6Yjnv7aePm11mO94jFv/RlU/f0xofce6oQXfzxucr7oRvrfWpP7fSwREZnWoLsw0lS/n1xq2PQ9TW/qo5H2JvcujGz5OJZm2dqqj4w6kCP7dVUoFLLv01QKtmWFmpkN7Vex01/9bjzsua5ahpYqdp/SUtC3y+qnB3OSh/F9If1+kqr/aHt95NDcjyibYul+0Vc/p5nvxPkegvZCTH3nwj7kXT4wRrP8bap7KVOHy9gT/2LS93FuMp9dzm8ayzT32mrnMIxygcuxyxK0/jee2c05jKbShCOv95amOzGrR2R+G0tERGZgA8Lf5F45S46lLzlInUbkfsNqSyFTs0Ar8/YDh9701azL8TtE7sfAlrRWm40NVSCbU/lnyf4xVlHt6P3sqMo1e9J3o21NcjBWwSS33WSveDQXa/fLW/3lW7lRWtcKM86Nehv+Rd6f9bO4Zp53VLHBmYuwmmUr0xVtto0Xi6EHShzxcXBbyeH8JnYI9Y+HucvXnE6s/WJuGdHNCdKKIY4439irMdu8lZs/qRgfBDcrzZixInO6IrT0wRXN42DrEZH0mBIRkSicogHh448/Rnx8PHx8fNCzZ08cPHjQ9EwWUqoEvoVAavpSgghvGttE7g0ItpQL3ax4ckwqDeENBHkfAUCMp20NvRkgdvqT4vgZupQZexvCWehvBLE8PRjbEy6wm8yi920OO62rfsWBKNnMjGXoK9dpziZGfq9fOST3a5jcKLXeQLCNo85xzlwRJovUaY8n/zX/NzMP2iO5mJv/eZ6QL0u/CWSKqYc37NnwWD8vWJrsRH0DQbxFERGRRGTfgPD999/jhRdewGuvvYajR4+iU6dOGDx4MHJzxf1glVIlyL6ClhxH381htcQtCNUyv2G15YZaswJG7t2sOPKmz00hzU2m3J+itCUr6PuIsiZzKqAs2T/GKjLsdWwNvS3lCg0I+jbBqvRQbzma5y+5p39XYO0etjTP6HtSXHOIOF0Yaf/WzGeOumrLu3RgnFYDgo3Hw9pzqqWzGTrHOkOdsFTdo2nFIPYC6x0Ocy919tgTZr+BIP1hsJrYFexyY0mZwpz8ZOq+Rqz9aU7ctpQDbW04lfltLBERmUH2H1F+//338fTTT+PJJ58EAHz66afYsGED/ve//+Hll182ezmX8ooRWGG4vSTtRjFUSu2PTqbnleNGcZXWb023y5QGx9nT7bJqh66vlhTr1Mfby/THycxxs6RS/X/aDe1lKvU8cpGRV4qKao1GBAd/ZDa9SImiKv2lr9wbpQ6NRZ/ySusbWNy13kAQIxr7cWw3MApJKiTkfgzE6MLIlgYEsdirr3RDb9O5RAOCnm2wrv3AWBdG8tpPduvCSF93UHa6wRepByOt+cxZhL5ruXYwIryBoPMNBHmlH7nTroy3bd85at8b7sKIzCH2OVaAdra25hsIYkVk7nVWbtcZSziiHthZ6prNOYqmzktmlWmtvDjXX7MtD0jYekyuFZTp3G9LrahIXvEQEcmdrBsQKisrceTIEbzyyivqYW5ubhgwYAD27dund56KigpUVFSofxcWFgIA/vHhHrh5+xlc1z8+2qMzbNiHqUZ/mztObBXVgkPXV0uKdeonfhz3vbfD5DSPfnVA9PVaYlzyLcMjN+U5LhA7CPB1R2llTYOcl4e8X4wK8HHcadPf2wNe7o7fH4He8jwGXh5uqKxWoVmYj97xft7uKK1Q6h1Xy8NdoZ7W2HhjxKqj8rTTsfX1cgdKLFtffGM/ZNyUviHSFH0VQ/XzSGSQL4rKq3Sm05qn3nnGXaM1x9tTe5yvp/l53tPdDVVK442pXp6WHXdHNPzU7lZfL/35wlbubgo0C/PBlb8fRPC38jzq6103nzn7xc/bA4Wl9dKCxmxiNOLVj0Mznznqehbg6YFypfFznyYPab70rNXve20FqrfW/jJ+TH29jKebIB8P3CiqMDpNrQBvT5RX1UzrZeH+aOTlhduVuucYPw9Z31YBAHzslMctYWn+9zSRLurnM/MbEMQ/t/p7mrfMAE9PFOpJQ45g61Y7Ip1LdY4CtMuBps7h7maUGcW4rtYvv/nrWaa+a2KgjwfyNa6Bhrvv1N+QUVs29PJws/l+ZMaPx22a3x5UFfIv9xIRyYmsS7p5eXlQKpWIjIzUGh4ZGYmzZ8/qnWfBggV44403dIb7KyrhrtDe3MLyuifIg/4uzNYOUyiAQG8PVKtUKP37yeogH9Pz25Oj1yfVOh2lrEqlrujRt22a225oGntztv1ff59pUigMP0Cz9IGO+DXlOo5m5mNYbGNc6X4bK/ZkoFfLxtiXdlNn+ncf7IjPd17CpH4t8cIPdQXS4R2ikHK1ANfy7fe2zLO9wtAjxh2vrD0l+rIjAr2Rq1H58a8eofDzdsfKHfoL3YPbRaJZQDEGtQrEptM5WuM+mdAVS7aex/mcuqdrWoT749IN3Zrll4cm1jS2BkQBAOaN9MfMH0/g3jaR+HRHGgCgTXQgzmYVAQACfNzxaM94bEvNQUllNeIa+2N8j1hMXX1MZ9nP3NUCx67k41BGPgAg0McdReU1FV2dmjZCWZVSK0ZDZg5ujZgQP/zflvOYe18LBBTq3gR9Pq4tHvmipqHv/8Z1xg+Hr6jTT1SQNyKDfDCmZQR8ChWY1Tce6ZdvYdwdzRBQqMBDHUNxJb8MPRsFYXznMKw6kIn4xn6Aoubto2fvrlunn+CN3rG+yC2sOVaP9IjFhpNZKCyvhiAIePou7fhqlwfU5YPG/p4Y3TICHynOGM035lRI6+6Hbpj2fQrG3tEUb/5e0+B6Z4tQxAcq8PqQ5vh2/2Xc0TwUq/Zn4sm+8SgsLMSrA+Px1MrDZq9jaPsodQP9Fw+3Vc+bGBWIaqUKaXrSWa2x3Zsi5UoBnr6rBT7bmYYXByViz8WbuJBThNjGfriaX4b7kiLw1nrdxuIuUdUYkRSM6wVl6jQ19a4IhPjXpaE5g5phzi+nMaRdFD7deUk9PMDHHR1ighEX6oeJ3YOxamclCsqqsejBjhiU5I05P9bcSE67KwJuVbfx/aGrmNK/FQa3j8T4L7JRXK7EgKQIbE2t6UKxdWSATtr98qkeqFYKeHvjGcwe3la9j9QxQIHnujVDypkc/KNTE73puNaotiG4WVKBjr7+UBiZzhYj2wYjv7QSHXxq1jGzbxwyMm9h7B1NsfV0LlqE+2NI+0g89tUhtG8SZDRefSZ0DcfZrELcGxmCRgNaqNPJ//2jk1nLemVALN7eUFPeaxXhj3eGtkCzvx8SaRrsib5xfggP8FYPq2/Zg20w59dTeHFQotY0Q1oHoVqpQmcvQFFRgTahHjiTVQg3BdAqIgCP3RmHtUevoXt8iMFlq7kBQmUpBAFo5OuBEU394fP3PNPuiMKp1Ku4v2O0yeUU1hsfkGB8tZo+ejgR/113Ei8MTERAQqHJ6e9t4YXuaT6IbOSNi7nFNWnRjPlsFQBg0JlAAICHshyFheV4qGMYlvxxAgDQOdJbK8/8d0Aslm67CE93N0wfkIBeLRvjbGYO/tEpGhtPZqN/YgSSz+Xi1PVCTOnfCvclRWDWTyeQcbMEVUoBnZsFo6C0UqdxVKEAPhzTEetPZmH3hRsYc08QGkc1w6JN59TTvPGPtmga7IenvtY9L37ybFcM+2C3zvA3x3RBQJj996MlanfnqwPj8MPhq/hv36YIN5Wm7eSD0YlYuu0C5j/Q2nS+0jChdQh+C1Ig7UYJZgyqmXfiHZH43+50tAj3x+x7miHczw09Y3zh5+0GVJWisFChLtMY0qZlIzQPykGzUF94hsegUKHA28OVWL4nAw90icE7m84hrrEfCk0s557m17H97A28PqIt7m0TgS0XD+DKrTJ0bhaMtBtFKK5Qwk2h0HojasmTnbDzwg0s3XZRPWxin3is2JMBNwXwyrA2+P7QFTxzd0t8uesSzucU466ExsgprFBfd6Ib+ViVbwMADDlTcw6M71ABhaLS5DwA8O4/EvDZzjQseLA5DmfkY+XeDGTeKgMAvDq8jclYCvWMblbv9z/viMTRzHyMbRkEb4nS6UPNG+HPSG90ig3GU92icPzUVQztEKk3zTaJ8sOvMb5oEe6vM/7BDqG4VlCG//ZtitNnr+FcdhGmDWilnq72nO8BYGCrQLgpFBjRqQmeW3UUAPB/4zqpz4f3tgxUV3a3DPfHvJFJKCwsxJLRiZi6+hiCfT3QMcILT9wRgW/3XUZMsC9mD28Lf293zP7lFC7fLMU/OjVBqxA3hHkpkVtUgbdGtcfZ7CKczy7Ca/9oi+FLa85pIX6eeHlom5qy4YB4vLnhDKYNaIU+cX7qGFb9qwf+/c0RFFcoMe6Opth8KhsFZdWYc3+SOuYF97fEV7vT0SGmEbal5oj6PQWxKP9O+878XRsiIkdSCDI+Y16/fh0xMTHYu3cvevXqpR4+a9Ys7NixAwcO6D4RXv8NhPT0dHTu3NkR4RIRERERERERkRNIS0tDixYtpA6DiEj2ZP1Ic1hYGNzd3ZGTo/1kbU5ODqKi9D8N4u3tDW9vb/XvuLg4AEBmZiYaNWpkv2CJyGKFhYVo1qwZrly5gqCgIKnDIaJ6mEeJ5Iv5k0jemEeJ5Ov27duIjY1FaGio1KEQETkFWTcgeHl5oVu3bti2bRtGjRoFAFCpVNi2bRumTJli1jLc/u5DsVGjRiy4EclUUFAQ8yeRjDGPEskX8yeRvDGPEsmXm4Tf3CAiciaybkAAgBdeeAFPPPEEunfvjh49emDJkiUoKSnBk08+KXVoREREREREREREREQuS/YNCOPGjcONGzcwd+5cZGdno3Pnzti0aZPOh5WJiIiIiIiIiIiIiEg8sm9AAIApU6aY3WVRfd7e3njttde0votARPLA/Ekkb8yjRPLF/Ekkb8yjRPLF/ElEZBmFIAiC1EEQEREREREREREREZG88IsxRERERERERERERESkgw0IRERERERERERERESkgw0IRERERERERERERESkgw0IRERERERERERERESkw6UbED7++GPEx8fDx8cHDTc0YwAAEAVJREFUPXv2xMGDB6UOicjlLFiwAHfccQcCAwMRERGBUaNG4dy5c1rTlJeXY/LkyWjcuDECAgIwZswY5OTkaE2TmZmJ4cOHw8/PDxEREZg5cyaqq6u1pklOTkbXrl3h7e2NVq1aYcWKFfbePCKXsnDhQigUCkyfPl09jPmTSFrXrl3Do48+isaNG8PX1xcdOnTA4cOH1eMFQcDcuXMRHR0NX19fDBgwABcuXNBaxq1btzBhwgQEBQUhODgYTz31FIqLi7WmOXHiBO666y74+PigWbNmWLRokUO2j8hZKZVKzJkzB82bN4evry9atmyJN998E4IgqKdh/iRynJ07d2LEiBFo0qQJFAoFfvnlF63xjsyPP/74I9q0aQMfHx906NABGzduFH17iYjkxGUbEL7//nu88MILeO2113D06FF06tQJgwcPRm5urtShEbmUHTt2YPLkydi/fz+2bNmCqqoqDBo0CCUlJeppnn/+efz+++/48ccfsWPHDly/fh2jR49Wj1cqlRg+fDgqKyuxd+9erFy5EitWrMDcuXPV06Snp2P48OHo378/UlJSMH36dPzrX//C5s2bHbq9RM7q0KFD+Oyzz9CxY0et4cyfRNLJz89Hnz594OnpiT/++ANnzpzBe++9h5CQEPU0ixYtwtKlS/Hpp5/iwIED8Pf3x+DBg1FeXq6eZsKECTh9+jS2bNmC9evXY+fOnXjmmWfU4wsLCzFo0CDExcXhyJEjePfdd/H666/j888/d+j2EjmTd955B8uWLcNHH32E1NRUvPPOO1i0aBE+/PBD9TTMn0SOU1JSgk6dOuHjjz/WO95R+XHv3r0YP348nnrqKRw7dgyjRo3CqFGjcOrUKfttPBGR1AQX1aNHD2Hy5Mnq30qlUmjSpImwYMECCaMicn25ubkCAGHHjh2CIAhCQUGB4OnpKfz444/qaVJTUwUAwr59+wRBEISNGzcKbm5uQnZ2tnqaZcuWCUFBQUJFRYUgCIIwa9YsoV27dlrrGjdunDB48GB7bxKR0ysqKhISEhKELVu2CPfcc48wbdo0QRCYP4mk9tJLLwl9+/Y1OF6lUglRUVHCu+++qx5WUFAgeHt7C6tXrxYEQRDOnDkjABAOHTqknuaPP/4QFAqFcO3aNUEQBOGTTz4RQkJC1Hm2dt2JiYlibxKRyxg+fLjwz3/+U2vY6NGjhQkTJgiCwPxJJCUAwrp169S/HZkfx44dKwwfPlwrnp49ewr//ve/Rd1GIiI5cck3ECorK3HkyBEMGDBAPczNzQ0DBgzAvn37JIyMyPXdvn0bABAaGgoAOHLkCKqqqrTyY5s2bRAbG6vOj/v27UOHDh0QGRmpnmbw4MEoLCzE6dOn1dNoLqN2GuZpItMmT56M4cOH6+Qh5k8iaf3222/o3r07HnroIURERKBLly744osv1OPT09ORnZ2tlb8aNWqEnj17auXR4OBgdO/eXT3NgAED4ObmhgMHDqinufvuu+Hl5aWeZvDgwTh37hzy8/PtvZlETql3797Ytm0bzp8/DwA4fvw4du/ejaFDhwJg/iSSE0fmR5Z7iaghcskGhLy8PCiVSq3KDgCIjIxEdna2RFERuT6VSoXp06ejT58+aN++PQAgOzsbXl5eCA4O1ppWMz9mZ2frza+144xNU1hYiLKyMntsDpFLWLNmDY4ePYoFCxbojGP+JJLWpUuXsGzZMiQkJGDz5s2YNGkSpk6dipUrVwKoy2PGyrTZ2dmIiIjQGu/h4YHQ0FCL8jERaXv55Zfx8MMPo02bNvD09ESXLl0wffp0TJgwAQDzJ5GcODI/GpqG+ZWIXJmH1AEQkeuYPHkyTp06hd27d0sdChEBuHLlCqZNm4YtW7bAx8dH6nCIqB6VSoXu3btj/vz5AIAuXbrg1KlT+PTTT/HEE09IHB1Rw/bDDz9g1apV+O6779CuXTv1N36aNGnC/ElEREQNiku+gRAWFgZ3d3fk5ORoDc/JyUFUVJREURG5tilTpmD9+vXYvn07mjZtqh4eFRWFyspKFBQUaE2vmR+joqL05tfaccamCQoKgq+vr9ibQ+QSjhw5gtzcXHTt2hUeHh7w8PDAjh07sHTpUnh4eCAyMpL5k0hC0dHRaNu2rdawpKQkZGZmAqjLY8bKtFFRUcjNzdUaX11djVu3blmUj4lI28yZM9VvIXTo0AGPPfYYnn/+efUbfcyfRPLhyPxoaBrmVyJyZS7ZgODl5YVu3bph27Zt6mEqlQrbtm1Dr169JIyMyPUIgoApU6Zg3bp1+Ouvv9C8eXOt8d26dYOnp6dWfjx37hwyMzPV+bFXr144efKkVoFuy5YtCAoKUles9OrVS2sZtdMwTxMZdt999+HkyZNISUlR/3Xv3h0TJkxQ/8/8SSSdPn364Ny5c1rDzp8/j7i4OABA8+bNERUVpZW/CgsLceDAAa08WlBQgCNHjqin+euvv6BSqdCzZ0/1NDt37kRVVZV6mi1btiAxMREhISF22z4iZ1ZaWgo3N+3bZXd3d6hUKgDMn0Ry4sj8yHIvETVIUn/F2V7WrFkjeHt7CytWrBDOnDkjPPPMM0JwcLCQnZ0tdWhELmXSpElCo0aNhOTkZCErK0v9V1paqp7m2WefFWJjY4W//vpLOHz4sNCrVy+hV69e6vHV1dVC+/bthUGDBgkpKSnCpk2bhPDwcOGVV15RT3Pp0iXBz89PmDlzppCamip8/PHHgru7u7Bp0yaHbi+Rs7vnnnuEadOmqX8zfxJJ5+DBg4KHh4fw9ttvCxcuXBBWrVol+Pn5Cd9++616moULFwrBwcHCr7/+Kpw4cUIYOXKk0Lx5c6GsrEw9zZAhQ4QuXboIBw4cEHbv3i0kJCQI48ePV48vKCgQIiMjhccee0w4deqUsGbNGsHPz0/47LPPHLq9RM7kiSeeEGJiYoT169cL6enpwtq1a4WwsDBh1qxZ6mmYP4kcp6ioSDh27Jhw7NgxAYDw/vvvC8eOHRMuX74sCILj8uOePXsEDw8PYfHixUJqaqrw2muvCZ6ensLJkycdtzOIiBzMZRsQBEEQPvzwQyE2Nlbw8vISevToIezfv1/qkIhcDgC9f8uXL1dPU1ZWJjz33HNCSEiI4OfnJzzwwANCVlaW1nIyMjKEoUOHCr6+vkJYWJjw4osvClVVVVrTbN++XejcubPg5eUltGjRQmsdRGSe+g0IzJ9E0vr999+F9u3bC97e3kKbNm2Ezz//XGu8SqUS5syZI0RGRgre3t7CfffdJ5w7d05rmps3bwrjx48XAgIChKCgIOHJJ58UioqKtKY5fvy40LdvX8Hb21uIiYkRFi5caPdtI3JmhYWFwrRp04TY2FjBx8dHaNGihfDqq68KFRUV6mmYP4kcZ/v27XrvO5944glBEBybH3/44QehdevWgpeXl9CuXTthw4YNdttuIiI5UAiCIEjz7gMREREREREREREREcmVS34DgYiIiIiIiIiIiIiIbMMGBCIiIiIiIiIiIiIi0sEGBCIiIiIiIiIiIiIi0sEGBCIiIiIiIiIiIiIi0sEGBCIiIiIiIiIiIiIi0sEGBCIiIiIiIiIiIiIi0sEGBCIiIiIiIiIiIiIi0sEGBCIiIiIiIiIiIiIi0sEGBCIiIiIZSk5OhkKhQEFBgSTr37ZtG5KSkqBUKk1Ou2nTJnTu3BkqlcoBkREREREREZGjsAGBiIiISGL9+vXD9OnTtYb17t0bWVlZaNSokSQxzZo1C7Nnz4a7u7vJaYcMGQJPT0+sWrXKAZERERERERGRo7ABgYiIiEiGvLy8EBUVBYVC4fB17969G2lpaRgzZozZ80ycOBFLly61Y1RERERERETkaGxAICIiIpLQxIkTsWPHDnzwwQdQKBRQKBTIyMjQ6cJoxYoVCA4Oxvr165GYmAg/Pz88+OCDKC0txcqVKxEfH4+QkBBMnTpVq9uhiooKzJgxAzExMfD390fPnj2RnJxsNKY1a9Zg4MCB8PHxUQ87fvw4+vfvj8DAQAQFBaFbt244fPiwevyIESNw+PBhpKWlibp/iIiIiIiISDoeUgdARERE1JB98MEHOH/+PNq3b4958+YBAMLDw5GRkaEzbWlpKZYuXYo1a9agqKgIo0ePxgMPPIDg4GBs3LgRly5dwpgxY9CnTx+MGzcOADBlyhScOXMGa9asQZMmTbBu3ToMGTIEJ0+eREJCgt6Ydu3ahUceeURr2IQJE9ClSxcsW7YM7u7uSElJgaenp3p8bGwsIiMjsWvXLrRs2VKkvUNERERERERSYgMCERERkYQaNWoELy8v+Pn5ISoqyui0VVVVWLZsmbqC/sEHH8Q333yDnJwcBAQEoG3btujfvz+2b9+OcePGITMzE8uXL0dmZiaaNGkCAJgxYwY2bdqE5cuXY/78+XrXc/nyZfX0tTIzMzFz5ky0adMGAPQ2PjRp0gSXL1+2eB8QERERERGRPLEBgYiIiMhJ+Pn5aT3dHxkZifj4eAQEBGgNy83NBQCcPHkSSqUSrVu31lpORUUFGjdubHA9ZWVlWt0XAcALL7yAf/3rX/jmm28wYMAAPPTQQzpvGvj6+qK0tNTq7SMiIiIiIiJ5YQMCERERkZPQ7DIIABQKhd5hKpUKAFBcXAx3d3ccOXIE7u7uWtNpNjrUFxYWhvz8fK1hr7/+Oh555BFs2LABf/zxB1577TWsWbMGDzzwgHqaW7duITw83KptIyIiIiIiIvlhAwIRERGRxLy8vLQ+fCyWLl26QKlUIjc3F3fddZdF8505c0ZneOvWrdG6dWs8//zzGD9+PJYvX65uQCgvL0daWhq6dOkiWvxEREREREQkLTepAyAiIiJq6OLj43HgwAFkZGQgLy9P/QaBrVq3bo0JEybg8ccfx9q1a5Geno6DBw9iwYIF2LBhg8H5Bg8ejN27d6t/l5WVYcqUKUhOTsbly5exZ88eHDp0CElJSepp9u/fD29vb/Tq1UuU2ImIiIiIiEh6bEAgIiIiktiMGTPg7u6Otm3bIjw8HJmZmaIte/ny5Xj88cfx4osvIjExEaNGjcKhQ4cQGxtrcJ4JEybg9OnTOHfuHADA3d0dN2/exOOPP47WrVtj7NixGDp0KN544w31PKtXr8aECRPg5+cnWuxEREREREQkLYUgCILUQRARERGRvMycOROFhYX47LPPTE6bl5eHxMREHD58GM2bN3dAdEREREREROQIfAOBiIiIiHS8+uqriIuLM6s7pYyMDHzyySdsPCAiIiIiInIxfAOBiIiIiIiIiIiIiIh08A0EIiIiIiIiIiIiIiLSwQYEIiIiIiIiIiIiIiLSwQYEIiIiIiIiIiIiIiLSwQYEIiIiIiIiIiIiIiLSwQYEIiIiIiIiIiIiIiLSwQYEIiIiIiIiIiIiIiLSwQYEIiIiIiIiIiIiIiLSwQYEIiIiIiIiIiIiIiLSwQYEIiIiIiIiIiIiIiLS8f+GfnX3IflX/AAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] @@ -1256,12 +1258,12 @@ "metadata": {}, "outputs": [], "source": [ - "stim_time = 2000 # arbitrarily chosen here\n", + "stim_time = 1007 # arbitrarily chosen here\n", "interval_start = -0.1\n", "interval_end = 5\n", "\n", - "start_unit = 0\n", - "end_unit = 400" + "start_unit = 100\n", + "end_unit = 500" ] }, { @@ -1322,7 +1324,7 @@ "execution_count": 20, "id": "3fe22c0d", "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ { @@ -1337,7 +1339,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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50 rows × 29 columns

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1.149374 -0.023050 36.367164 \n", + "950952814 0.500000 0.830289 -0.026468 29.863687 \n", + "950952801 0.017060 2.749611 -0.048604 57.800629 \n", + "950954785 0.003506 1.601235 -0.279217 20.577884 \n", + "950952952 0.043586 1.664175 -0.034518 48.726164 \n", + "950952922 0.500000 1.503831 -0.029757 37.011978 \n", + "950952910 0.005985 2.562876 -0.315918 26.865970 \n", + "950952899 0.028014 2.199858 -0.028784 45.925702 \n", + "950952885 0.000115 3.685161 -0.273034 90.750885 \n", + "950952869 0.171766 1.158202 -0.063931 54.971485 \n", + "950952856 0.410083 1.156555 -0.014858 40.697488 \n", + "950952765 0.326982 0.555381 -0.014799 37.314251 \n", + "950954760 0.453368 0.643953 -0.044680 6.776806 \n", + "950953238 0.500000 0.610658 NaN 33.310935 \n", + "950953168 0.500000 1.434037 -0.042555 43.132487 \n", + "950953129 0.500000 1.137150 -0.016643 46.457467 \n", + "950954773 0.046694 1.933954 -0.018211 13.619781 \n", + "950953116 0.053556 3.044543 -0.154307 72.449410 \n", + "950953050 0.201775 2.124836 -0.015852 21.920778 \n", + "950953037 0.133417 1.386314 -0.010682 11.480651 \n", + "950953021 0.500000 1.399551 -0.031493 35.732686 \n", + "950953008 0.251313 0.816786 NaN 12.082732 \n", + "950952991 0.500000 1.377725 -0.019871 47.207397 \n", + "950952979 0.071652 1.345768 -0.016767 21.558699 \n", + "950953180 0.500000 2.018540 -0.039330 29.330694 \n", + "950953154 0.005380 2.029780 -0.060541 30.418777 \n", + "950953226 0.500000 1.315140 -0.086104 44.197884 \n", + "950955612 0.000564 2.525272 -0.056454 52.962752 \n", + "950955512 0.000681 2.143980 -0.072836 NaN \n", + "950954796 0.060051 1.367534 -0.049463 NaN \n", + "950953203 0.000106 1.377045 -0.083503 18.489237 \n", + "950953191 0.054984 1.916806 -0.039377 80.758062 \n", + "950953290 0.004267 3.017468 -0.064575 67.899516 \n", + "950953300 0.487464 1.268184 -0.132925 43.855217 \n", + "950953350 0.500000 1.987806 -0.045450 65.683755 \n", + "950953390 0.147153 2.264221 -0.010060 70.142261 \n", + "950953381 0.160189 2.510130 -0.113923 87.912099 \n", + "950953371 0.161285 3.014110 -0.062278 75.924653 \n", + "950955577 0.219388 0.989858 -0.254785 52.818244 \n", + "950955471 0.003853 1.239699 -0.000535 NaN \n", + "950955154 0.017275 0.960061 -0.044294 32.682002 \n", + "950955144 0.000731 1.142863 -0.068774 15.684393 \n", + "950955133 0.023972 1.059830 -0.179073 22.315330 \n", + "\n", + " nn_miss_rate silhouette_score ... local_index spread \\\n", + "id ... \n", + "950955426 0.005449 -0.019841 ... 605 170.0 \n", + "950954748 0.000503 0.021037 ... 546 170.0 \n", + "950954739 0.001682 NaN ... 545 170.0 \n", + "950952479 0.012261 0.024996 ... 363 170.0 \n", + "950952466 0.000334 NaN ... 362 170.0 \n", + "950952742 0.001847 0.209410 ... 382 70.0 \n", + "950952754 0.008756 0.026447 ... 383 110.0 \n", + "950952940 0.008985 0.060960 ... 397 120.0 \n", + "950952814 0.005273 0.055784 ... 388 150.0 \n", + "950952801 0.002252 0.140229 ... 387 80.0 \n", + "950954785 0.001572 -0.026420 ... 549 170.0 \n", + "950952952 0.001162 0.067813 ... 398 80.0 \n", + "950952922 0.024983 0.006958 ... 396 110.0 \n", + "950952910 0.000067 -0.123799 ... 395 100.0 \n", + "950952899 0.001606 0.106722 ... 394 60.0 \n", + "950952885 0.004506 0.115544 ... 393 80.0 \n", + "950952869 0.004517 0.063231 ... 392 90.0 \n", + "950952856 0.024159 -0.003410 ... 391 90.0 \n", + "950952765 0.025350 -0.003184 ... 384 150.0 \n", + "950954760 0.000000 NaN ... 547 160.0 \n", + "950953238 0.004061 0.060529 ... 419 150.0 \n", + "950953168 0.004556 0.025845 ... 414 100.0 \n", + "950953129 0.008761 0.090323 ... 411 80.0 \n", + "950954773 0.000000 NaN ... 548 160.0 \n", + "950953116 0.018728 0.143712 ... 410 80.0 \n", + "950953050 0.000701 -0.102259 ... 405 130.0 \n", + "950953037 0.000033 -0.083248 ... 404 160.0 \n", + "950953021 0.005033 0.029397 ... 403 110.0 \n", + "950953008 0.000067 NaN ... 402 160.0 \n", + "950952991 0.006806 0.052396 ... 401 80.0 \n", + "950952979 0.000774 -0.132513 ... 400 170.0 \n", + "950953180 0.004018 0.034166 ... 415 100.0 \n", + "950953154 0.001036 -0.034820 ... 413 170.0 \n", + "950953226 0.004776 0.121412 ... 418 170.0 \n", + "950955612 0.000267 NaN ... 624 170.0 \n", + "950955512 0.000000 NaN ... 614 170.0 \n", + "950954796 0.000000 NaN ... 550 170.0 \n", + "950953203 0.000334 -0.070985 ... 417 160.0 \n", + "950953191 0.058447 0.055383 ... 416 90.0 \n", + "950953290 0.018420 0.144361 ... 423 70.0 \n", + "950953300 0.022050 0.049554 ... 424 140.0 \n", + "950953350 0.009946 0.074711 ... 428 90.0 \n", + "950953390 0.003263 0.068709 ... 432 40.0 \n", + "950953381 0.008054 0.086067 ... 431 20.0 \n", + "950953371 0.000265 0.078902 ... 430 20.0 \n", + "950955577 0.000167 NaN ... 620 160.0 \n", + "950955471 0.000000 -0.100571 ... 610 170.0 \n", + "950955154 0.000234 NaN ... 581 170.0 \n", + "950955144 0.000200 NaN ... 580 160.0 \n", + "950955133 0.000133 NaN ... 579 160.0 \n", + "\n", + " waveform_halfwidth d_prime presence_ratio repolarization_slope \\\n", + "id \n", + "950955426 0.370854 4.382516 0.95 0.210316 \n", + "950954748 0.398325 5.224952 0.93 0.771835 \n", + "950954739 0.521943 3.702409 0.83 0.270670 \n", + "950952479 0.549414 1.424063 0.99 0.021505 \n", + "950952466 0.494472 6.120744 0.74 0.515449 \n", + "950952742 0.164824 6.071650 0.99 0.619336 \n", + "950952754 0.247236 4.040893 0.99 0.146511 \n", + "950952940 0.274707 2.358299 0.99 0.157896 \n", + "950952814 0.769179 2.326533 0.99 0.137331 \n", + "950952801 0.178559 4.541027 0.99 0.476198 \n", + "950954785 0.219765 4.137474 0.96 0.610709 \n", + "950952952 0.151089 3.431411 0.99 0.250556 \n", + "950952922 0.192295 1.647355 0.99 0.258827 \n", + "950952910 0.137353 3.187767 0.99 1.171647 \n", + "950952899 0.164824 3.244613 0.99 0.586304 \n", + "950952885 0.109883 5.910302 0.99 1.083241 \n", + "950952869 0.151089 2.683147 0.99 0.330899 \n", + "950952856 0.219765 1.693733 0.99 0.240472 \n", + "950952765 0.384590 1.689022 0.99 0.062891 \n", + "950954760 0.288442 2.558502 0.35 0.193679 \n", + "950953238 1.373534 2.418891 0.99 0.006892 \n", + "950953168 0.219765 3.589803 0.99 0.240685 \n", + "950953129 0.260972 2.724455 0.99 0.170233 \n", + "950954773 0.247236 3.684688 0.55 0.686820 \n", + "950953116 0.109883 4.226893 0.99 0.715175 \n", + "950953050 0.123618 3.892292 0.76 0.686878 \n", + "950953037 0.357119 3.348613 0.72 0.374497 \n", + "950953021 0.219765 2.622365 0.99 0.228445 \n", + "950953008 1.401005 1.055011 0.85 0.052329 \n", + "950952991 0.206030 3.094640 0.99 0.239755 \n", + "950952979 0.453266 2.952078 0.95 0.439241 \n", + "950953180 0.164824 1.984903 0.99 0.410170 \n", + "950953154 0.219765 5.222791 0.93 0.596267 \n", + "950953226 0.178559 3.151873 0.99 0.304227 \n", + "950955612 0.398325 5.783687 0.62 0.534392 \n", + "950955512 0.357119 NaN 0.64 0.568508 \n", + "950954796 0.398325 NaN 0.72 0.399876 \n", + "950953203 0.412060 4.314758 0.84 0.221128 \n", + "950953191 0.178559 3.012411 0.99 0.263295 \n", + "950953290 0.178559 4.117302 0.99 0.477490 \n", + "950953300 0.755444 3.189250 0.97 0.036900 \n", + "950953350 0.233501 4.167437 0.99 0.245424 \n", + "950953390 0.096147 4.344381 0.90 0.106859 \n", + "950953381 0.206030 3.789279 0.97 0.387606 \n", + "950953371 0.123618 5.464796 0.96 0.500284 \n", + "950955577 0.109883 4.715457 0.45 0.724308 \n", + "950955471 0.178559 NaN 0.92 0.372223 \n", + "950955154 0.412060 4.291019 0.62 0.340882 \n", + "950955144 0.109883 2.945499 0.59 0.859581 \n", + "950955133 0.260972 5.028980 0.68 0.661849 \n", + "\n", + " nn_hit_rate spike_times \\\n", + "id \n", + "950955426 0.896594 [28.65416967766808, 40.54243654246142, 43.4197... \n", + "950954748 0.896970 [28.65446967767308, 40.54260320913086, 43.4201... \n", + "950954739 0.610487 [63.25363692096018, 185.0097722834486, 204.050... \n", + "950952479 0.400621 [1.1888358866048652, 1.2708025546375663, 1.325... \n", + "950952466 0.523810 [184.9915056164775, 204.50437260834036, 204.52... \n", + "950952742 0.956349 [15.77806946307845, 30.845636380857144, 30.855... \n", + "950952754 0.783465 [0.642235877495376, 0.7374025457480649, 0.7505... \n", + "950952940 0.516181 [1.3893692232802333, 6.615002643702571, 7.0249... \n", + "950952814 0.292079 [0.7425692125008378, 1.2965692217336533, 1.303... \n", + "950952801 0.913043 [1.8428358975042538, 8.47100267463417, 11.6466... \n", + "950954785 0.323232 [40.513136541973104, 52.841936747441586, 57.02... \n", + "950952952 0.886145 [1.2159692203903953, 1.4972358917445767, 1.900... \n", + "950952922 0.571014 [0.7822358798285785, 0.823602547184651, 0.9204... \n", + "950952910 0.540230 [19.974336199678973, 31.82186973046012, 39.968... \n", + "950952899 0.936718 [1.472569224666822, 1.4870025582406976, 1.5213... \n", + "950952885 0.994667 [0.6404025441314889, 0.6877358782536669, 0.700... \n", + "950952869 0.898667 [0.6427025441698201, 0.8232692138457623, 1.134... \n", + "950952856 0.664000 [0.6930692116758841, 0.9537025493528627, 1.039... \n", + "950952765 0.506944 [0.6922692116625515, 0.9335025490162149, 1.311... \n", + "950954760 0.000000 [706.6564143104049, 2317.88710782941, 2351.707... \n", + "950953238 0.516452 [1.8374692307481477, 1.8489025642720258, 3.502... \n", + "950953168 0.812925 [2.009835900287431, 8.662602677827323, 18.1816... \n", + "950953129 0.863704 [0.818202547094656, 1.8546692310347983, 2.3659... \n", + "950954773 0.000000 [43.419803257081504, 43.49930325840643, 63.244... \n", + "950953116 0.925333 [1.8396025641170346, 4.797235946741492, 9.5639... \n", + "950953050 0.305556 [26.127502968892664, 41.50160322511329, 52.850... \n", + "950953037 0.047619 [184.7884056130927, 227.66430632765093, 228.13... \n", + "950953021 0.703704 [0.7582692127624898, 2.36646923956432, 2.67073... \n", + "950953008 0.466667 [12.152669402658505, 12.15370273600906, 12.157... \n", + "950952991 0.852097 [0.8003358801302283, 0.9688025496045152, 1.145... \n", + "950952979 0.494505 [16.751969479309206, 26.128102968902663, 28.65... \n", + "950953180 0.307292 [0.9739358830233993, 1.840669230801478, 2.3699... \n", + "950953154 0.505747 [43.524803258831405, 88.5958040099726, 184.825... \n", + "950953226 0.743814 [8.659436011107882, 9.578902693098133, 10.1930... \n", + "950955612 0.250000 [225.87110629776595, 233.46737309102997, 245.4... \n", + "950955512 NaN [227.72777299537532, 229.54200635894418, 231.7... \n", + "950954796 NaN [184.99130561647416, 185.00997228345193, 204.6... \n", + "950953203 0.458333 [26.127469635558775, 28.654369677671415, 43.41... \n", + "950953191 0.798000 [1.23216922066038, 1.3054358885480895, 2.01040... \n", + "950953290 0.966000 [0.705269211879206, 0.9234692155156687, 1.0001... \n", + "950953300 0.546919 [1.6055358935494755, 3.5514359259793236, 7.408... \n", + "950953350 0.976000 [1.4242692238618673, 1.857302564412018, 2.4291... \n", + "950953390 0.941333 [74.66367044445008, 203.07423925117283, 204.33... \n", + "950953381 0.971333 [26.218602970410913, 59.50093685841869, 81.850... \n", + "950953371 0.998667 [362.2142752366913, 393.450909090606, 459.8093... \n", + "950955577 0.666667 [920.8444512133385, 1264.1221902676466, 1896.4... \n", + "950955471 NaN [26.12793630223322, 43.536603259028055, 57.023... \n", + "950955154 0.037037 [43.419336590407056, 184.78707227973712, 204.7... \n", + "950955144 0.041667 [228.70950634506997, 231.8643397309809, 234.22... \n", + "950955133 0.000000 [204.99913928325267, 590.9844457159802, 599.24... \n", + "\n", + " spike_amplitudes \\\n", + "id \n", + "950955426 [0.0001306058355635287, 0.00020939563510373593... \n", + "950954748 [0.0001745547271566972, 0.0001887489192620048,... \n", + "950954739 [0.000131369167119172, 0.00016883105291760347,... \n", + "950952479 [4.360530987752641e-05, 6.138383799841459e-05,... \n", + "950952466 [0.0002997355649510571, 0.0002983626008562419,... \n", + "950952742 [0.00014763103072196583, 0.0001742716021443636... \n", + "950952754 [5.610235967471369e-05, 5.2828650779682126e-05... \n", + "950952940 [7.265123073495765e-05, 0.00012801653057574618... \n", + "950952814 [9.388114702869782e-05, 7.825077671604184e-05,... \n", + "950952801 [0.00012325333666754213, 0.0001977210174321113... \n", + "950954785 [0.00016757904783190662, 0.0001585648166824180... \n", + "950952952 [0.00015251149994606925, 0.0001731963619967946... \n", + "950952922 [9.381246183815384e-05, 9.428076714794239e-05,... \n", + "950952910 [0.0001635442685121279, 0.00017976426064995242... \n", + "950952899 [0.00027860098455614993, 0.0002834198407828499... \n", + "950952885 [0.00038668801430681793, 0.0003299261178774159... \n", + "950952869 [7.703227070417188e-05, 6.711038670839969e-05,... \n", + "950952856 [0.00017812900784875167, 0.0002102193694139355... \n", + "950952765 [5.488546777559186e-05, 7.394968483313715e-05,... \n", + "950954760 [6.087443031157371e-05, 4.701701631428729e-05,... \n", + "950953238 [5.439500748065948e-05, 5.316567137330497e-05,... \n", + "950953168 [0.00010377286772997592, 0.0001528025060014939... \n", + "950953129 [5.5548589940188054e-05, 5.664050958210229e-05... \n", + "950954773 [0.00019064444393011764, 0.0001627596786446196... \n", + "950953116 [9.29176669970157e-05, 0.00010000279074123407,... \n", + "950953050 [8.421829668794919e-05, 7.820812166495336e-05,... \n", + "950953037 [0.00014538343563295515, 0.0001014766029729860... \n", + "950953021 [7.294926455067525e-05, 7.925450609791824e-05,... \n", + "950953008 [0.00018737511432970286, 0.0001294927335887981... \n", + "950952991 [9.62403755908644e-05, 0.00010636275023972471,... \n", + "950952979 [0.0002851732650109808, 0.00021391878597619974... \n", + "950953180 [8.41227217967748e-05, 8.029029564796273e-05, ... \n", + "950953154 [0.00021404226736167884, 0.0001867530856131780... \n", + "950953226 [6.74416757642213e-05, 6.331096506446267e-05, ... \n", + "950955612 [0.0002889605569193718, 0.0002599024022313027,... \n", + "950955512 [0.00018429948394912295, 0.0002346442044753581... \n", + "950954796 [0.0002328257946119337, 0.00016566141248296177... \n", + "950953203 [9.937347360821726e-05, 0.0001406696183344026,... \n", + "950953191 [6.608023944941481e-05, 7.81507292260891e-05, ... \n", + "950953290 [0.0001473651489540416, 0.00014937576399240993... \n", + "950953300 [4.101112153487742e-05, 4.077271929747849e-05,... \n", + "950953350 [0.00011738823178469412, 0.0001234272436243929... \n", + "950953390 [7.724400393655525e-05, 8.49780444940785e-05, ... \n", + "950953381 [8.469361155838207e-05, 9.250120098478598e-05,... \n", + "950953371 [9.3745095064515e-05, 9.533399615291996e-05, 9... \n", + "950955577 [0.00016549387906775577, 0.0002135214902007370... \n", + "950955471 [0.00020402464847500234, 0.0001050333868036978... \n", + "950955154 [0.00010386545017222816, 7.66136255682369e-05,... \n", + "950955144 [0.00014813702273974778, 8.109532770508064e-05... \n", + "950955133 [0.0001535563765179318, 0.00014614851840656252... \n", + "\n", + " waveform_mean \n", + "id \n", + "950955426 [[0.0, 0.7932599999999894, -0.9250799999998804... \n", + "950954748 [[0.0, 1.6350749999999898, -0.9652499999999762... \n", + "950954739 [[0.0, 3.0219149999999644, 8.901359999999968, ... \n", + "950952479 [[0.0, 7.044569999999986, 3.3793499999999854, ... \n", + "950952466 [[0.0, -17.295524999999962, -21.17426999999995... \n", + "950952742 [[0.0, -13.705770000000006, -4.468035000000004... \n", + "950952754 [[0.0, -1.5042299999999964, 1.8230549999999979... \n", + "950952940 [[0.0, 2.5117950000000047, -9.794265000000001,... \n", + "950952814 [[0.0, 3.51351, -7.746959999999979, 4.41226500... \n", + "950952801 [[0.0, -14.854710000000008, -1.71346500000001,... \n", + "950954785 [[0.0, -0.6663149999999405, -11.30805000000004... \n", + "950952952 [[0.0, 7.074989999999999, -1.7089800000000024,... \n", + "950952922 [[0.0, 5.308485000000004, 7.214609999999994, 4... \n", + "950952910 [[0.0, 2.4390599999999916, 0.3201900000000015,... \n", + "950952899 [[0.0, 2.9263649999999957, 12.236834999999994,... \n", + "950952885 [[0.0, -9.141014999999996, -5.452199999999996,... \n", + "950952869 [[0.0, -1.3788449999999857, 2.7580800000000156... \n", + "950952856 [[0.0, 6.323070000000005, 7.534410000000006, 1... \n", + "950952765 [[0.0, -2.4298950000000024, -4.399785000000005... \n", + "950954760 [[0.0, -1.4351231527092878, 11.702881773399078... \n", + "950953238 [[0.0, 0.20670000000000188, 3.702269999999994,... \n", + "950953168 [[0.0, -9.199905000000006, -2.9731650000000007... \n", + "950953129 [[0.0, -3.8608049999999983, -0.456689999999999... \n", + "950954773 [[0.0, 0.5573750000000501, -9.204812500000017,... \n", + "950953116 [[0.0, 7.158450000000004, 9.156029999999996, 9... \n", + "950953050 [[0.0, 4.54876500000001, -5.359770000000051, -... \n", + "950953037 [[0.0, -3.807746192893333, -15.817568527918723... \n", + "950953021 [[0.0, 8.190195000000003, 10.735919999999998, ... \n", + "950953008 [[0.0, 2.7264899999999996, -6.427589999999999,... \n", + "950952991 [[0.0, 3.439410000000004, 4.946759999999998, -... \n", + "950952979 [[0.0, -3.0771000000000264, -9.014070000000022... \n", + "950953180 [[0.0, 9.406800000000004, 5.219955000000003, -... \n", + "950953154 [[0.0, -7.170929999999977, -4.068480000000136,... \n", + "950953226 [[0.0, -4.29078, 5.463900000000004, -0.8517599... \n", + "950955612 [[0.0, -15.968758169934716, -32.74215686274512... \n", + "950955512 [[0.0, -9.7936184210526, -31.874289473684158, ... \n", + "950954796 [[0.0, -19.95729534510437, -34.212014446228, -... \n", + "950953203 [[0.0, -9.295455000000004, -25.577954999999776... \n", + "950953191 [[0.0, -9.741810000000008, 1.247414999999994, ... \n", + "950953290 [[0.0, -4.946369999999998, 0.7367100000000038,... \n", + "950953300 [[0.0, -7.870199999999995, -3.101279999999999,... \n", + "950953350 [[0.0, -9.41226, -3.184154999999995, -2.212470... \n", + "950953390 [[0.0, -3.5544599999999953, 4.199520000000009,... \n", + "950953381 [[0.0, -3.0628649999999986, -2.421704999999989... \n", + "950953371 [[0.0, 6.312150000000003, -2.8897049999999997,... \n", + "950955577 [[0.0, 5.036173469387755, -14.353392857142847,... \n", + "950955471 [[0.0, -2.6734500000000523, 3.78962999999991, ... \n", + "950955154 [[0.0, -10.477882882882916, -7.018828828828838... \n", + "950955144 [[0.0, -3.109533898305095, -17.367669491525387... \n", + "950955133 [[0.0, -10.725000000000009, -13.66494392523358... \n", + "\n", + "[50 rows x 29 columns]" + ] + }, + "execution_count": 265, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "units[2500:2550]" + ] + }, + { + "cell_type": "code", + "execution_count": 282, "id": "32fd8345", "metadata": {}, "outputs": [], "source": [ - "unit_num = 950921187" + "unit_num = 950952910" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 283, "id": "ae1644bf", "metadata": {}, "outputs": [ @@ -1394,7 +3062,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Unit index: 0\n" + "Unit index: 2513\n" ] } ], @@ -1418,7 +3086,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 284, "id": "32c543e4", "metadata": {}, "outputs": [], @@ -1426,21 +3094,21 @@ "# use peak_channel_id of unit to fetch the peak waveform index from electrodes table\n", "peak_channel_id = units[\"peak_channel_id\"][unit_idx]\n", "electrodes = nwb.electrodes.to_dataframe()\n", - "local_index = electrodes.loc[850249267].local_index\n", + "local_index = electrodes.loc[peak_channel_id].local_index\n", "\n", - "waveform_mean = units[\"waveform_mean\"][unit_idx]\n", - "peak_waveform = waveform_mean[local_index]" + "unit_waveform = units[\"waveform_mean\"][unit_idx]\n", + "peak_waveform = unit_waveform[local_index]" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 285, "id": "b01f1b67", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1465,18 +3133,42 @@ "id": "cc66a18f", "metadata": {}, "source": [ - "#### Time-wise waveforms" + "#### Waveforms" ] }, { "cell_type": "code", - "execution_count": 25, - "id": "c8dd3ee0", + "execution_count": 286, + "id": "d30312a2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "text/plain": [ + "(384, 82)" + ] + }, + "execution_count": 286, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unit_waveforms = units[\"waveform_mean\"][unit_idx]\n", + "unit_waveforms.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 287, + "id": "c8dd3ee0", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" ] @@ -1487,9 +3179,9 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(10,6))\n", - "colors = plt.cm.viridis(np.linspace(0, 1, len(units[\"waveform_mean\"][unit_idx])))\n", + "colors = plt.cm.viridis(np.linspace(0, 1, unit_waveforms.shape[0]))\n", "ax.set_prop_cycle(color=colors)\n", - "ax.plot(np.transpose(units[\"waveform_mean\"][unit_idx]))\n", + "ax.plot(np.transpose(unit_waveforms))\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", @@ -1503,23 +3195,37 @@ }, { "cell_type": "markdown", - "id": "655d111e", + "id": "f670a848", "metadata": {}, "source": [ - "#### Channel-wise waveforms" + "#### Waveform Image\n", + "Below is an image of the waveform means for each channel of a unit. The further in space from the real neuron, the weaker the measurment of the response waveform, so it is usualyl only useful to view a subsection of the channels at once. Set `start_channel` and `end_channel` to be the bounds of the channels you want displayed. Because the channels are arranged into two rows along the length of a probe, typically a unit is only strongly detected by every other channel. The data shown below displays every other channel to avoid the resultant striping effect. If the waveform looks too dim, try incrementing `start_channel` by 1." ] }, { "cell_type": "code", - "execution_count": 26, - "id": "93e89bc5", + "execution_count": 308, + "id": "b9289e8d", "metadata": {}, + "outputs": [], + "source": [ + "start_channel = 230\n", + "end_channel = 280" + ] + }, + { + "cell_type": "code", + "execution_count": 309, + "id": "9b949dab", + "metadata": { + "scrolled": false + }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": {}, @@ -1527,19 +3233,18 @@ } ], "source": [ - "fig, ax = plt.subplots(figsize=(10,6))\n", - "colors = plt.cm.viridis(np.linspace(0, 1, len(np.transpose(units[\"waveform_mean\"][unit_idx])) ))\n", - "ax.set_prop_cycle(color=colors)\n", - "ax.plot(units[\"waveform_mean\"][unit_idx])\n", + "fig, ax = plt.subplots(figsize=(10, 10))\n", + "data = unit_waveforms[start_channel:end_channel:2] # step by 2 to remove striping effect\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", + "norm = mpl.colors.Normalize(vmin=np.min(data), vmax=np.max(data))\n", + "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label=\"membrane potential (uV)\", shrink=0.4)\n", "\n", - "ax.set_xlabel(\"channel #\")\n", - "ax.set_ylabel(\"membrane potential (uV)\")\n", - "ax.set_title(\"unit waveforms by channel\", fontsize=20)\n", + "ax.set_xlabel(\"time (s)\")\n", + "ax.set_ylabel(\"channel #\")\n", + "ax.set_title(\"unit waveforms image\")\n", "\n", - "plt.show()" + "ax.imshow(data, vmin=np.min(data), vmax=np.max(data), extent=[0, data.shape[1], end_channel, start_channel])\n", + "ax.set_aspect(0.5) # to counteract stepping by 2 above" ] }, { @@ -1552,7 +3257,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 296, "id": "7d88c6c6", "metadata": {}, "outputs": [ @@ -1562,7 +3267,7 @@ "(82,)" ] }, - "execution_count": 27, + "execution_count": 296, "metadata": {}, "output_type": "execute_result" } @@ -1574,13 +3279,13 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 297, "id": "4ae54d56", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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hgvxG/9prr+G///1vpcdV9RddWaGhoejatSsiIiKwbt06ORHauHEj1Go1gMrfyMs2dwsh0L59e73vQ1+7d++Wxwh8+eWXmDp1aqXHVXffZVudkpOT0aRJkyqP1XVdVMbDwwO3b9+GWq026r2XbaGprthdbm6u0WIwpb59++Krr76SxwlFRkYCKBkfpGuxCwoKQrNmzXD9+nXs378fAQEByMzMBFD5+CBDvI50BgwYAB8fHyQmJmLt2rVyIqRrDVIoFHj00UcrnOfh4SH/38bGxqivobK/q4mJiQgNDa3y2LJdb9V1aRGxa4xMqmw11vHjx1d5XGUVaSujS3Sio6Nx+vRpAHfeyJs3b17puAKlUol27doBgDwg1NgMcd+6mAHIH6p1uY5u/FVERIScMBpD2cHjZbv17nbp0iWjxWBKZROZvXv3VugWu/u4sscoFArcf//9Fa5pyN8fKysrOdHZvn07UlNT5dZVAOjfvz/8/f0rnBcSEgIXFxcAxv/9KZtkHT16tNpjjx07Vul5RHdjIkQmVXZsTnUtAcuXL6/V9R599FG5uXvt2rW4desWDhw4AKD62SEjRowAUNJCpetGM6ba3LdWq8XKlSurvEa/fv3kVpbvv/++yuNOnTpV6UwhHd29Z2ZmYtWqVdXGfS/KLpNQ3Qez7oPX1GxtbQHcWf/qXvn5+ckzi/bu3VthoLRO2URId0ynTp3kZKMsQ7yOyrp79mXZ8XZV/f5YWVlh6NChAEoSqPPnz9fqueqiS5cu8rie7777rsqWxezsbHn2aNu2batc3oQIYCJEJqb7YAAgr891t2XLluG3336r1fV8fX3x4IMPAij5QF23bl2Vs13KevHFF+Ho6AgAeOqppyqsG3S3P//8U25xqova3Pe8efNw4sSJKq/RtGlTeTbQxo0b5fIAZeXn5+PZZ5+tNpZJkyYhICAAAPDyyy+Xm7pdmYMHD8otFfpwc3OTZ9OtWrWq0u6agwcP4pNPPtH72sag+/A05NpQuiTn77//xuXLl8uND9IpO05IlwhVNj4IMMzrqKxu3brJ11y7di3WrVsHoCQpHDNmTJXnzZs3D1ZWVtBqtXjkkUdw69atKo/VaDTyHyn6UqlUcvdfdHQ03n777QrHCCEwffp0eXbc9OnT9X4eamRMUbyISEer1Yr27dvLRcbGjRsntmzZIiIiIsTmzZvFI488IgCI3r1717rAXdm1m3TF17p27VpjLL/88otcAt/W1lY899xz4rfffhORkZHiyJEjYuPGjeKVV16Ry/tv2bKl3PllCyquWrWq2ufKycmRq2FbWVmJ//znP2Lr1q0iIiJCbNiwQQwYMKDCfVd2zcuXLwt7e3sB3FliY/fu3SIiIkKsXr1aXmKjW7duVRZUFEKIw4cPy4XurKysxIQJE8TPP/8sIiIixLFjx8Rvv/0mFixYIDp06CAAiM8++6zG72dlvvrqKzmOtm3bivXr14sTJ06InTt3ipkzZwqVSiV69epV64KK1ampgGNNxft01YlVKpVYvny5OHPmjLh8+bK4fPmySExMrMPdl6xlp4sJpUUBK3P3eme//fZbpccZ6nVU1ptvvikXdtRVW6+uYKfORx99JD+Hi4uLmDNnjvj777/FiRMnxD///CPWrVsnXnjhBeHn5ycAiDNnzlS4Rm0qS2dlZZVbYmPMmDHijz/+EJGRkWLjxo2iX79+8r7w8PBql9i4ew2zytT22NrELsSdn60+69WRcTERIpM7efKkcHNzK/fGX/bRoUMHcfv27VonQllZWcLOzq7cNT766KNaxfL7778Ld3f3KmPRPRQKhdi9e3e5c/VJhIQQYuvWreWq0d796Nevn4iOjq7xmtu3b692odiFCxeKN954Q07wqnL48GEREBBQ470DEN99912tvp9302g05ZYFqexnHR8fbxaJ0MmTJ+Xk8O5HXT/Ebt26Ve46VS1pUbaasUKhqHQ5Ch1DvY50Ll++XOEalS3fUpkVK1bIiXl1D6VSKS5fvlzh/NomE7VZdLV37961WnS1JkyEGj52jZHJderUCVFRUXjuuecQFBQEGxsbuLu7o3v37nj//fdx7Ngxvfr4nZycMHz4cPnrsoNAazJ8+HBcu3YN77//Ph588EH4+PjAxsYGdnZ2CA4Oxr///W98+OGHuH79Ovr376/3vZY1aNAgRERE4IknnoC/vz9sbGzg5eWFvn37YsWKFdi1a1etphg/9NBDiI6Oxn/+8x8EBQVBqVTCx8cHw4YNw9atW/Hmm28iKysLACodZ6LTs2dPXL58GcuXL8ewYcPg7+8PpVIJW1tbBAQE4F//+hcWL16MCxcuYOLEiXW6Z4VCgY0bN+KLL75At27d4ODgAAcHB3Ts2BGLFy/G0aNHy9V/MaVOnTrh8OHDeOyxxxAYGFhtxfHaatKkiTyNHai6UnTZ7R07dqy2LpWhXkc6LVq0QPfu3eWv3dzc5DFANXnmmWdw9epVLFq0CL1794anpyesra3h4OCA0NBQjBkzBsuXL0dcXBxatGhR65ju1qxZM5w6dQqff/45+vbtCw8PD9jY2MDHxweDBw/G999/j/3793O2GNWKJISRipMQkdkYOHAgdu3ahT59+siDx4mIiIOliRq827dvywOge/bsaeJoiIjMCxMhIgsXExNT5b78/HxMnjwZRUVFAFDnLi0iooaKlaWJLNzUqVORm5uLcePGoUuXLnB3d0d2djYiIiLw5ZdfyonS008/La/8TUREJZgIETUAERER1RYpfPjhh/HZZ5/VY0RERJaBg6WJLNyJEyewadMm7N69G7du3UJycjKEEPD29kbPnj0xadKkWs/6ISJqbJgIERERUaNlUV1j+/fvx3vvvYfIyEjEx8dj06ZNGDVqVJXH7927t9JaL/Hx8bWuVaLVanH79m04OTlBkqS6hk5ERET1SAiB7Oxs+Pv7y+syVsaiEqHc3FyEhYVhypQpGD16dK3Pu3jxIpydneWvvb29a33u7du35XWYiIiIyLLcvHkTTZs2rXK/RSVCQ4YMwZAhQ/Q+z9vbW16xWF9OTk4ASr6RZZMpIiIiMl9ZWVkICAiQP8erYlGJUF116tQJhYWFaN++Pd5880307t27ymMLCwtRWFgof52dnQ0AcHZ2ZiJERERkYWoa1tKgCyr6+flh+fLl+OWXX/DLL78gICAA/fr1w4kTJ6o8Z8mSJXBxcZEf7BYjIiJquCx21pgkSTUOlq5M3759ERgYiO+//77S/Xe3COma1jIzM9kiREREZCGysrLg4uJS4+d3o+gaK6t79+44ePBglftVKpVBVpkmIiIi89egu8YqExUVBT8/P1OHQURERGbAolqEcnJyyi0wee3aNURFRcHd3R2BgYGYN28e4uLisGbNGgDAxx9/jODgYLRr1w4FBQX4+uuvsXv3bmzfvt1Ut0BERERmxKISoYiIiHIFEmfNmgUAmDRpElavXo34+HjExsbK+9VqNWbPno24uDjY29ujY8eO2LlzZ6VFFomIiKjxsdjB0vWltoOtiIiIyHzU9vO70Y0RIiIiItJhIkRERESNFhMhIiIiarSYCBEREVGjxUSIiIiIGi0mQkSNREGRxtQhEBGZHSZCRI3Agt+i0emt7dh08papQyEiMitMhIgauEMxKVhz+AYKirSY/dMp/H0m3tQhERGZDSZCRA1YYbEGb/wWDQDwdbaFVgAzNpzEngtJJo6MiMg8MBEiasC+PnANV5Nz4emowtaX7sfwMH8UaQT+80Mk/olJMXV4REQmx0SIqIG6mZaHT3ddBgC88e82cLVX4sNxYRjYxgfqYi2mrolA5I00E0dJRGRaTISIGqhFW86isFiL8BAPjAjzBwDYWCnw+eOdcX9LT+SpNZj87XFEx2WaOFIiItNhIkTUAO04l4id55NgYyXh7VHtIEmSvM/WxgornuyK7s3ckV1YjP9bewJce5mIGismQkQNTJ66GG/+fhYA8Mz9IWjh7VThGDulFb6e3BUqawVi0/JwKTGnvsMkIjILTISIGpjPdscgLiMfTVzt8MKDLas8ztnWBj1CPAAABy4n11d4RERmhYkQUQMSm5qHlfuvAgAWjWgHO6VVtcc/0NITALD/MmeQEVHjxESIqAHZfzkZxVqBbs3cMLCtT43HPxDqBQA4ejWVS3AQUaPERIioATlzq2QGWI9gj1od39LbET7OKhQWa3H8OqfSE1Hjw0SIqAE5dSsDANChqUutjpckCfe3LGkVOsDuMSJqhJgIETUQ+WoNLieVzP7qWMtECLjTPbb/EgdME1Hjw0SIqIE4F58FjVbAy0kFX2fbWp/Xp4UnJAm4kJCNpKwCI0ZIRGR+mAgRNRBnSrvFOjZxKVdAsSbuDkq09y9pQWL3GBE1NkyEiBqI06VLZdR2fFBZ95dOo2c9ISJqbJgIETUQp0tnjOkzPkhHN07oYEwKtFout0FEjQcTIaIGIKewGFeSSwZKt2+ifyJ0X6Ab7JVWSMlR43xClqHDIyIyW0yEiBqAs3GZEALwc7GFt1PtB0rrKK0VCC9dbmP/JY4TIqLGg4kQUQNwJq7u3WI6HCdERI0REyGiBuDO+CDXOl9DN04o4no68tTFhgiLiMjsMREiagBO6ypK12F8kE6wpwOauNpBrdHi6DUut0FEjQMTISILl5lXhOupeQDuLRGSJAkPhJauRs8q00TUSDARIrJw0bdLusUC3O3g5qC8p2tx3TEiamyYCBFZOEOMD9Lp3dwTCgmIScrB7Yz8e74eEZG5YyJEZOHOxGUAKFla41652NsgLMAVALvHiKhxYCJEZOF0LUJ1WVqjMgNaewMANp2MM8j1iIjMGRMhIguWmlOIW+klXVh1qShdmdH3NYUkAUevpeF6Sq5BrklEZK6YCBFZMF0hxRBPBzjb2hjkmv6udnigdND0TxE3DXJNIiJzxUSIyIKdMXC3mM74bgEAgF9O3EKxRmvQaxMRmRMmQkQW7HSc4WaMlTWwjQ/cHZRIzCrEfi65QUQNGBMhIgt25ta9rzFWGaW1Ag93bgIA+PE4u8eIqOFiIkRkoZKyCpCQVQCFBLT1czb49cd1Leke23U+CcnZhQa/PhGROWAiRGShdNPmW3g7wkFlbfDrt/J1QliAK4q1AptO3jL49YmIzIFFJUL79+/H8OHD4e/vD0mSsHnz5hrP2bt3L+677z6oVCq0aNECq1evNnqcRPVBNz6oQxNXoz3H+NJWoR+P34QQwmjPQ0RkKhaVCOXm5iIsLAxffPFFrY6/du0ahg0bhv79+yMqKgovvfQSpk6dim3bthk5UiLjO1O64nxYgGHHB5U1PMwPdjZWuJKcixOx6UZ7HiIiUzF8e7oRDRkyBEOGDKn18cuXL0dwcDA++OADAECbNm1w8OBBfPTRRxg0aJCxwiQyOq1W4OTNDAD3tuJ8TZxsbTC0gx9+OXELPx6/iS5B7kZ7LiIiU7CoFiF9HT58GAMHDiy3bdCgQTh8+HCV5xQWFiIrK6vcg8jcnIvPQkZeERxV1kZNhIA7NYX+OB2PnMJioz4XEVF9a9CJUEJCAnx8fMpt8/HxQVZWFvLzK19Ze8mSJXBxcZEfAQEB9REqkV7+uZICAOge7A5rK+P+Gndr5oZgTwfkqTX463S8UZ+LiKi+NehEqC7mzZuHzMxM+XHzJmuokPn550oqAKBXcw+jP5ckSRjbtSkA4EcuuUFEDUyDToR8fX2RmJhYbltiYiKcnZ1hZ2dX6TkqlQrOzs7lHkTmpEijxbFraQCAXs096+U5H7mvKawUEiJvpOMaF2IlogakQSdC4eHh2LVrV7ltO3bsQHh4uIkiIrp3p25mIE+tgbuDEq19nerlOb2dbdG7RUnS9XvU7Xp5TiKi+mBRiVBOTg6ioqIQFRUFoGR6fFRUFGJjYwGUdGtNnDhRPv65557D1atX8corr+DChQv48ssv8dNPP2HmzJmmCJ/IIHTdYuEhHlAopHp73hFh/gCA30/FsaYQETUYFpUIRUREoHPnzujcuTMAYNasWejcuTMWLFgAAIiPj5eTIgAIDg7Gn3/+iR07diAsLAwffPABvv76a06dJ4t2KKZkoHR4PYwPKmtQOx8orRW4kpyLc/GcTUlEDYNF1RHq169ftX+JVlY1ul+/fjh58qQRoyKqP/lqDU7GZgCA3FVVX5xsbTCgtTf+jk7A71G30c7fuNP2iYjqg0W1CBE1dpE30qHWaOHnYotmHvb1/vy67rEtp25Dq2X3GBFZPiZCRBbk0JU73WKSVH/jg3T6t/aGk8oatzMLEMklN4ioAWAiRGRBdAOle9fTtPm72dpY4V/tfAEAv0XFmSQGIiJDYiJEZCEy84vkhVZ7tajfgdJljehU0j3215kEFGm0JouDiMgQmAgRWYhj19KgFUCIpwP8XCovCFofejf3gIeDEmm5ankGGxGRpWIiRGQh/rlimmnzd7O2UmBYRz8ALK5IRJaPiRCRhfgnpnR8UD1Pm6+MbvbYtrMJKCjSmDgaIqK6YyJEZAGSswtxMTEbANAzxLQtQgBwX6AbmrjaIVetwe4LSaYOh4iozpgIEVmAw1dLWoPa+DnD3UFp4mgAhULC8NJWIc4eIyJLxkSIyAIcLh0f1NvE44PK0nWP7bmYjKyCIhNHQ0RUN0yEiCyArn6QKafN362NnxNaejtCXazF1ugEU4dDRFQnTISIzNyt9DzcSM2DlUJC92DzSYQkScKozk0AAMv2XuGgaSKySEyEiMzckatpAICwpi5wVJnXOslPhgfB20mFaym5WLb3iqnDISLSGxMhIjN3NTkHANC+ifmt9u5sa4OFw9sBKGkVulIaKxGRpWAiRGTmYtPyAACB7vW/2nxtDO3gi36tvKDWaDF/0xkIwVXpichyMBEiMnM30/MBAE3dzDMRkiQJb49sD1sbBY5cTcMvJzidnogsBxMhIjN3q7RFKMDddOuL1STA3R4vDggFACz+8xzSctUmjoiIqHaYCBGZsdzCYqSWJhUBZto1pjP1/mC08nFCel4Rlvx13tThEBHVChMhIjN2M72kNcjV3gbOtjYmjqZ6NlYKvDO6PQDg58hbOFJaDZuIyJwxESIyY7Gppd1iZjo+6G5dgtzxeI9AAMD8TWegLtaaOCIiouoxESIyY7qB0uY6Y6wyrw5qDQ8HJa4k52LrWVacJiLzxkSIyIzdLB0o3dSMB0rfzcXeBk/0DAIA/HDkhomjISKqHhMhIjOmS4QspWtM59HuAVBIwLFrabicmG3qcIiIqsREiMiM6QZLW1LXGAD4udhhQBsfAMDao7EmjoaIqGpMhIjMlBACN9NKxgiZ+9T5yui6x345cQv5ai7ISkTmiYkQkZlKyVEjv0gDSQKauFrOGCGd+1t4IsDdDtkFxdhy+rapwyEiqhQTISIzpesW83O2hdLa8n5VFQoJj3cvaRVi9xgRmSvLe3claiTuzBizvG4xnbFdm8LGSsKpmxmIjss0dThERBUwESIyUzfNfNX52vB0VGFwez8AbBUiIvPERIjITMkDpS1s6vzdJpRWmv4tKg7ZBUUmjoaIqDwmQkRmKtYCVp2vjR7B7mju5YA8tQabozhomojMCxMhIjNlqTWE7iZJEib0KB00feQGhBAmjoiI6A4mQkRmqEijxe0My60hdLcx9zWFylqBCwnZOBGbYepwiIhkTISIzFB8RgG0AlBaK+DlqDJ1OPfMxd4Gw8P8AZS0ChERmQsmQkRmSNctFuBmB4VCMnE0hqEbNP3HmXik5apNHA0RUQkmQkRm6M5AacvvFtPpFOCK9k2coS7W4ueIm6YOh4gIABMhIrNkqavOV0eSJDzZ806laa2Wg6aJyPSs9TlYq9Vi3759OHDgAG7cuIG8vDx4eXmhc+fOGDhwIAICAowVJ1GjcjO9ZKC0pc8Yu9vwMH/898/ziE3Lw/7LyejXytvUIRFRI1erFqH8/Hz897//RUBAAIYOHYq///4bGRkZsLKyQkxMDBYuXIjg4GAMHToUR44cMXbMRA1eQ6khdDd7pTUe6dIUAPDDEVaaJiLTq1WLUGhoKMLDw7Fy5Uo89NBDsLGxqXDMjRs3sG7dOjz66KOYP38+nnnmGYMHS9RY3NKtM9aAusZ0nugZhFWHrmP3hUTcSs9rkPdIRJajVi1C27dvx08//YShQ4dWmgQBQFBQEObNm4fLly/jwQcfNGiQRI1JbmExUktnVQV6NLwkobmXI3o194BWAOuPsVWIiEyrVolQmzZtEB0dXasL2tjYoHnz5vcUVHW++OILNGvWDLa2tujRoweOHTtW5bGrV6+GJEnlHra2tkaLjcgQdFPnXexs4Gxb+R8elk43aPrH4zehLtaaOBoiasxqPWusY8eO6NGjB1auXIns7GxjxlSlH3/8EbNmzcLChQtx4sQJhIWFYdCgQUhKSqryHGdnZ8THx8uPGzdYzI3Mm26x1YY2ULqsgW194O2kQkqOGlvPJpg6HCJqxGqdCO3btw/t2rXD7Nmz4efnh0mTJuHAgQPGjK2CDz/8EM888wyeeuoptG3bFsuXL4e9vT2+/fbbKs+RJAm+vr7yw8fHpx4jJtJfQx0oXZaNlQKPdS8psPgDK00TkQnVOhG6//778e233yI+Ph6fffYZrl+/jr59+yI0NBTvvvsuEhKM+1edWq1GZGQkBg4cKG9TKBQYOHAgDh8+XOV5OTk5CAoKQkBAAEaOHImzZ88aNU6ie9UQawhV5rHugbBSSDh2LQ0XE0zTykxEpHdBRQcHBzz11FPYt28fLl26hLFjx+KLL75AYGAgRowYYYwYAQApKSnQaDQVWnR8fHyqTMJatWqFb7/9Fr/99ht++OEHaLVa9OrVC7du3aryeQoLC5GVlVXuQVSfbjbAqtKV8XWxxUNtSn6f2SpERKZyT5WlW7Rogddeew2vv/46nJyc8OeffxoqLoMIDw/HxIkT0alTJ/Tt2xe//vorvLy88NVXX1V5zpIlS+Di4iI/WCSS6pu8zlgDT4QA4MnwkkHTm07GIT4zv8bjLyVmY/2xWOSrNcYOjYgaiTonQvv378fkyZPh6+uLOXPmYPTo0Th06JAhYyvH09MTVlZWSExMLLc9MTERvr6+tbqGjY0NOnfujJiYmCqPmTdvHjIzM+XHzZtcE4nqjxBCHiwd4NZwxwjp9GrugRAvB+QUFqPv0r2Y9+tpXEvJLXeMEAKHr6TiqVXH8K+P9mPer2fw8s+nIASX6CCie6dXInT79m288847CA0NRb9+/RATE4NPP/0Ut2/fxsqVK9GzZ09jxQmlUokuXbpg165d8jatVotdu3YhPDy8VtfQaDQ4c+YM/Pz8qjxGpVLB2dm53IOovqTkqJFfpIEkAU0aQSIkSRK+ePw+dA1yg1qjxfpjN/HgB3sx7YdInIxNx5+n4zHyi0N4bOUR7LmYDEkCrBQS/jwTj/XH+EcKEd27Wq81NmTIEOzcuROenp6YOHEipkyZglatWhkztgpmzZqFSZMmoWvXrujevTs+/vhj5Obm4qmnngIATJw4EU2aNMGSJUsAAG+99RZ69uyJFi1aICMjA++99x5u3LiBqVOn1mvcRLWl6xbzdbaFytrKxNHUjzZ+ztg4rReOX0/D8r1XsOtCEv6OTsDf0XfG/qmsFRjbtSmm9gnB9nMJeOevC1i05Sy6BLmhla+TCaMnIktX60TIxsYGGzduxL///W9YWZnmDXr8+PFITk7GggULkJCQgE6dOmHr1q3yAOrY2FgoFHcaudLT0/HMM88gISEBbm5u6NKlC/755x+0bdvWJPET1aSxzBirTLdm7ug22R0XE7Lx1f4r+D3qNpxsrTExvBkmhgfBw1EFAJjaJwSHYlKx71Iypq87gd+n94GdsnEkjURkeJJgR3u1srKy4OLigszMTHaTkdF9vvsy3t9+CWPua4oPxoWZOhyTyldrYKWQoLSu2IOfklOIIZ8cQHJ2IR7rHoAlozuaIEIiMme1/fyudYuQTv/+/SFJUpX7d+/ere8liaiUPFC6ARdTrK3qWnk8HVX4eHwnPPHNUaw/dhO9mntieJh/PUZHRA2F3rPGOnXqhLCwMPnRtm1bqNVqnDhxAh06dDBGjESNRmwj7hrTV+8WnpjevwUAYN6vZxCbmmfiiIjIEundIvTRRx9Vuv3NN99ETk7OPQdE1JjpBks3xFXnjeHFAS1x+EoqIm6k4//WRWLt1J5wsWuYC9USkXHcU0HFsp544olq1/wiouoVa7SIzywAwBah2rK2UuCTxzrD1d4G0XFZeGzFEaTkFJo6LCKyIAZLhA4fPgxbW1tDXY6o0UnIKoBGK2BjJcHbSWXqcCxGE1c7rJvaE56OSpyLz8K45YdxO6PmKtVEREAdusZGjx5d7mshBOLj4xEREYE33njDYIERNTZx6SUf3n4udlAoqp6QQBW19XfGz8/1whNfH8XVlFyMXX4Y3z/dHSFejqYOjYjMnN4tQmXX4XJxcYG7uzv69euHv/76CwsXLjRGjESNQlxpK0YTV84Yq4tgTwf8/Fw4QrwcEJeRj3FfHca523cWTVYXa3EzLQ/HrqUhJsnwq93fSs/D1weuIvJGOjRaViUhshR6twitWrXKGHEQNXq6FqHGsLSGsfi72uGn/4Rj4jfHcC4+C+NXHEawpwNuZxRUGDs0vmsAXhvaBi72lQ+uLijSYN3RWMQk5+Dlf7WCu4OyyudNyirA+K+OyMmsu4MS/UK90L+1Nx4I9eIAbiIzVqtESAhRbe0gIrp3bBEyDE9HFdY/2xNPrz6OiBvpOH0rU96ntFbAx1mFm2n5+DHiJnZfTMLbI9thcPs76w9qtAKbTsbhox2X5J/JiRvpWPdMz0qTodzCYkz57jjiMvLh5aRCYZEGablq/HoyDr+ejIOVQkJ4iAdGdPLH4Pa+cLZlUmRKf5+Jx6XEHEzu1azKJJgal1pVlm7bti0WLFiA0aNHQ6ms+q+iy5cv48MPP0RQUBDmzp1r0EBNhZWlqb48+c1RHLicgqWPdMS4rgGmDsfiFRRpsPdiMqwUEvxcbOHnYgt3ByUkScKxa2mY+8tpXC1d6X5wO1+8NbIdom9n4t2/L+JiYknXma+zLYq1Aik5hWjt64S1U3vIS30AJTP9nlkTgT0Xk+HhoMSv/9cL/q52iLyRjj0XkrDrQhJiku6UFVFaKzCwjTdGdmqCfq287mk9uespuYjPLEC3Zm6wtjLYvBezlpGnxs7zSRjQ2htu1bTQVUarFXh/+0V8ufcKgJJWu1cHt8LYLgEck9dA1fbzu1aJ0K5du/Dqq6/i6tWreOihh9C1a1f4+/vD1tYW6enpOHfuHA4ePIizZ89i+vTpeO211+Di4mLQGzIVJkJUXx58fy+upuRi3dQe6NXC09ThNHgFRRp8tvsyvtp3FcWls/WKNCVvh8621ni+fwtM6tUMcRn5eGzFESRll0+GhBB4bdMZrD92E7Y2Cmx4NhydAlwrPM/1lFz8cfo2NkfdLpcUOams0czTAV5OKng7qeBV+gjxdET3YPdKlxYBgJikHHy2+zJ+P3UbQgCB7vb4v37NMfq+plWe0xCk5hTi0RVHcDkpB+4OSrw+rA0e7tykVr0VBUUavPzzKfxxOh4A4O9ii9ulpSo6Bbji7ZHt0aFpw/jMojsMmgjpHDx4ED/++CMOHDiAGzduID8/H56enujcuTMGDRqECRMmwM3NzSA3YC6YCFF9EEKg9RtbUVisxb45/RDk4WDqkBqNc7ez8Oovp3EmLhNKawWe6t0M/9e3RblukyvJOXIy1MrHCWuf6YENx2Lx/vZLUEjAV092xUNtfap9HiEEzsVn4beo2/g96jYSsgqqPNZJZY3+rb0xqJ0v+rbygqPKGjFJ2fh0Vwy2nC5JgHTHZRcWAwD8XGzxXN/mGN8tALY2tWtpKijSQKMVcFDpPVy0XmXmFeGxlUdwLj4LkgT5/ns198B/R7WvdnZgWq4az66JQMSNdFgrJPxvTEeM7OSP7/65jo93XkZOYTEkCXiseyBeHdTapN1lWQVFAMDuUwMxSiLUGDERovqQnF2Ibot3QpKAi28PadB/2ZujYo0WBy6noLWfE/xcKh+jdTU5B4+tPILErMJyLQpvj2yHJ8Ob6fV8Gq3A+fgsJGYVIDm7EEnZhaX/FuBEbAaSs+8M7FZaK9DWzxmnbmXICcC/2vpgxoCWCPFywLqjsVix/yqSSs/xdFRhWr/meLJnUJWvo2KNFl8fvIaPd16CVgv0a+WFEZ38MaC1T7VrvJlCTmExnvj6KKJuZsDTUYkfpvbA7gtJ+GTnZRQWa6G0VuD5fi3wXL+QCl2N11Jy8dSqY7iemgcnW2t89USXcq2tSVkFeOev89gcdRsA0MrHCT89F16vg9u1WoFDV1Kw4fhN7DibCI0QmNonGC8ObAl7pXknqOaOiZCBMBGi+hB1MwOjvjgEH2cVjr420NThUBWupeTi0RWHkZhVknT8p28I5g1pY9Dn0GoFTt5Mx/azidh2NgHXy6yhNqhdSQLUzr98N05BkQY/R97C8r1X5AHege72eGVwKwzr4Feu+yg6LhOv/nIaZ8uUFtBxUFrhobY+GB7mj7AAV3iUjqkylXy1BpNWHcOxa2lwtbfB+md6oo1fyfvwjdRcvL45GgcupwAAlFYK2NoooLKxgspaAZW1AolZhcgpLEYTVzusfqobWvo4Vfo8R6+m4oX1J5GUXYjwEA98N6W70f8YicvIx88RN/FzxC35Z1ZWE1c7LBrRDgNraGmsjYOXU7DpZBye7hOMtv6N53OMiZCBMBGi+vDn6Xg8v+4E7gt0xa//19vU4VA1rqXkYvZPUQgLcMUbw9oadaCtEAKXk3IQcT0dnQJca/wQK9JosTHyFj7acUluIeoU4Ir5w9qgvb8LPtp5Cd8cvAaNVsDFzgavD2uD9k1c8Pup29hy6jZupZf/QHaxs0FzLwe08HZEcy9HBLrbw9NJBQ8HJTydVHBSWRstUSoo0uCZNRE4cDkFTiprrH2mBzo2dS13jBACW07H460t56pcWiWsqQtWTuoKb6fqVz44ezsT45YfRq5ag4c7N8GH48IMcm+ZeUWIvp2JK8k5iEm680gq0+rnZGuNhzs3wbiuAUjKLsAbm8/KydGgdj5YOLwd/Os4m/SvM/GYsf4kirUCSmsFFvy7LSb0CNT73n49cQu3M/IxrV8LWFnI4HImQgbCRIjqw4r9V/DOXxcwPMwfnz3W2dThkIXLUxdj5f5r+Gr/FeSpNQAAN3sbpOeVjEEZHuaPBf9uC68yS7kIIXAiNgNbTt3G7gtJuJmeh5o+HZTWCng7qfBY90A817e5wT4g89TFmLH+JHaeT4K90grfP90dXYLcqzxeXaxFUnYBCou1KCzSorBYg8JiLSQAnQPdat26s+9SMqasPg6NVuD5/s0xZ1DrOsUvhMDJmxn44fAN/HEmHupibaXHhYd4YHy3AAxu71tuXFeeuhif7orB1wdKBvLbK63Qv5U3AtztEehujwB3OwS628Pf1Q421cwY/CXyFuZsPAWtKBlDplvLcFhHPywZ3aHWY5EuJGRhyCcHIATwRM9AvD2yvUWU1GEiZCBMhKg+LPwtGt8dvoHn+jbH3CF1e/MlultSdgE+3nkZG47Fyh+G/x3VHgPa1NzdUlCkwbWUXMQk5citGfGZJYUpU3PUyCkdpK3TNcgNH43vhAD3e1sw+EpyDqb9EIlLiTlQWSuwanK3ep1F+VPETbyy8TQA4J2HO+DxHoG1PjdPXYzfom7j+8M3cC7+TtdjgLsdWvk4obm3I1p4OZa0sHk71piIXEjIwvxN0Yi8kV7pfgelFR7rHoip94fA16V8i9cPR27g9c3RAIBxXZvinYc74NtD17B060UUawUC3e3x+eOdK7SyVWbyqmPYezFZ/vrlf4Vi+oMtazzP1JgIGQgTIaoPU7+LwM7ziXh7VHs82TPI1OFQAxOTlI3j19MxPMwfjgaaIVZQpEFKTiH+iUnFW3+cQ05hMRxV1nhrZLtKp7ULIZCYVQhXe5sqZ7X9eToer2w8hVy1Bl5OKnzx+H3oHlx1S5CxfLTjEj7ZdVmeEdjO3xlxGfmIS88v+TcjH5n5RShQa5Cn1iCvSIMCtQZxGflygqiyVmB4mD+e7BmEsErKKtSWbjD1pcQc3EzLw820PMSWPgpLW5psrCSMua8p/tO3OYI9HfD1gav475/nAQCTezXDgn/f6cI9EZuOF9adRFxGPmysJCwc3g5PVPOecygmBRO+PgprhYQpfYKxYv9VAMDSMR0xrpt51zszaCKUlVVxUF1VGlqywESI6sOQTw7gfHwWVk3uhv6tvU0dDpFebqblYeaPUYgobbkY1tEP84e2wfXUXJyMzcDJ2HScjM1Aaq4aDkor9G/tjcHtfdGvlTccVdZQF2ux5O/zWHXoOgCgR7A7Pnu8c43jeoxFCIFXNp7Gz5G39D63mYc9JvQIwiNdmupd9FEfWq3AvsvJWLbnCo5dTwMASBLQJdBN/jlM69ccrwxqVSEpzcwrwpyNp7D9XCIAYPkTXTC4vW+lzzH884M4ezsLk8KDsGhkeyzdegFf7r0CK4WElRO74MHW9z6Y21gMmggpFIoa+wN1y3BoNBr9ozVjTISoPnR8cxuyCoqxfeYDCK1iZguROSvWaLF83xV8vPMyiqtYdLZsDSCgZIzRAy09kZqrxsnYDADAc32b4+V/hZq8WnaRRotnS6uGWysk+LnaoomrHfxd7dDU1Q5uDkrYK61ga2MFe6U17JVWcLGzQVs/53qvVB1xPQ3L9l7BrgtJ8raauq+EEFi05RxW/3MdjiprbH6+N1p4l6/HtOnkLcz88RScVNbYO6efXEj05Z9P45cTt2Bro8D6Z3qic+Cd+oHpuWpcTsqBJJV0l9YmdzgUk4reLTwMPu7IoInQvn37av3Effv2rfWxloCJEBlbdkEROry5HQBwdtEgsy9uR1SdUzczMPPHKFxNyUUTVzt0CnTFfYFu6BzoirZ+zriYkI2tZxOwNToB10qXOAFKZk59OK5TjYUp65NGK5CWq4a7g9IiZkpdSMjC2iOxCAtwxSNdmtZ4fJFGiwlfH8Wxa2lo7uWA36b3kbtOC4o0GPDBPsRl5GPOoFZ4vn+LcudN/S4C+y4lw83eBkM6+JWMJUvKQWquWj6ua5AbFg5vV2XV7n+upODdrRdx6mYGVk6suSipvjhGyECYCJGxXUjIwuCPD8DV3gZRC/5l6nCI7pkQAln5xdVWaRZC4FJiDrZGJ+BGWi5eHNCSFdVNIDm7EP/+7AASswoxpL0vvpxwHyRJwlf7rmDJ3xfg52KLPS/3qzCuK7ewGI+tPFJuUWOdpm52SM1RI79IA0kCxnUJwMuDWsmzFKPjMrF020Xsv1QyANteaYXXh7XVa2B6bdT287vOf3rm5eUhNjYWarW63PaOHTvW9ZJEjVJcOledp4ZFkqQal6qQJAmtfJ3Qypddwabk5aTCsie6YPxXh/F3dAK+2n8V47sG4PM9MQCAWQ+FVjq43UFljVWTu+Gz3TFwUFmhpbcTWng7IsTLAfZKa8Rn5uPdvy9gc9Rt/BhxE3+eice0fs1xMSEbv58qqeRtYyXh8e6BmP5gy3KlHOqb3i1CycnJeOqpp/D3339Xup9jhIj0s+bwdSz47Sz+1dYHKyZ2NXU4RNQIrT16A/M3RUMhAT1DPPDPlVS09nXCnzPuv6duwcgbaVi05VyFlqORnfwx+6FWCPS4t3IL1ant57feo9FeeuklZGRk4OjRo7Czs8PWrVvx3XffoWXLlvj999/vKWiixkhuEXJjixARmcbj3QMxrmtTaAXwz5VUAMBrQ9vc89ioLkHu2Px/vfHeIx0R6G6P/q288McLffDJo52NmgTpQ++usd27d+O3335D165doVAoEBQUhIceegjOzs5YsmQJhg0bZow4iRqsWxnsGiMi05IkCW+NbI8LCdk4fSsT97f0xAOhXga5tkIhYWzXAIztap51h/ROhHJzc+HtXVLnxM3NDcnJyQgNDUWHDh1w4sQJgwdI1NDpWoSaskWIiEzI1sYK30zqhvXHYvGomRdLNCS9u8ZatWqFixcvAgDCwsLw1VdfIS4uDsuXL4efn5/BAyRq6OLkFiHzaCYmosbLy0mFGQNawtvZNMUsTUHvFqEXX3wR8fHxAICFCxdi8ODBWLt2LZRKJVavXm3o+IgatIIiDZJLV6HmGCEiovqndyL0xBNPyP/v0qULbty4gQsXLiAwMBCenvW3MB41fDdSc3E9NQ9Z+UXIKihCVn4xsgqK4KiyxhM9g+BiV7uVk82ZbjVoOxsruNUw3ZiIiAzvnkvY2tvb47777jNELEQAgHy1Bku3XZDXHarMvovJ+H5qd6isK1+80VLoxgf5u9oavLw8ERHVrFaJ0KxZs/D222/DwcEBs2bNqvbYDz/80CCBUeMUeSMdL/98Si6939rXCS52NnC2s4GzrQ2cbK3xS+QtHLuehlc2nsbH4ztZdAIRl5EHAGjixvFBRESmUKtE6OTJkygqKpL/T2RoBUUafLTzElbuvwqtAHycVfjfmI7o36riSuwD2/hg8qpj+C3qNoI8HDDroVATRGwYrCpNRGRatUqE9uzZU+n/iQzh3O0svLjhJC4n5QAARt/XBAv/3a7KEv19Wnpi8cPt8eovZ/DprssIdLev1QKD5khXQ4hT54mITEPv6fNTpkxBdnZ2he25ubmYMmWKQYKixiMxqwATvz2Ky0k58HRUYcWTXfDhuE41rlM0vlsg/q9fcwDAvF9P458rKfURrsHdZjFFIiKT0jsR+u6775Cfn19he35+PtasWWOQoKhxKNJoMX3dCaTkqNHa1wnbZz6Af7XzrfX5L/+rFf7d0Q9FGoHnvo9ETFLFBN3cyTWE2CJERGQStU6EsrKykJmZCSEEsrOzkZWVJT/S09Px119/yRWniWrj/W0Xcfx6OhxV1lj2RBe4Oyj1Ol+hkPD+2DB0CXJDVkExnv0+ElqtXmsIm5RGKxCfUTJ9ni1CRESmUevp866urpAkCZIkITS04uBUSZKwaNEigwZHxlFYrMGhmBT8fSYBey4mo2NTF3z+eGfYK++5mkKt7TiXiK/2XwUAvPdIRwR7OtTpOrY2Vlg5sSv6vLsbV5NzcS4+C+2buBgyVKNJyi5AsVbAWiHBpxFVcSUiMie1/uTbs2cPhBB48MEH8csvv8Dd3V3ep1QqERQUBH9/f6MESfeusFiDXeeT8Hd0AvZcSEJOYbG8b/eFJEz+9ji+faobHFX3lgwVa7TYczEZGyNvIr9Iiyd6BGJgGx8oyqxgHJuah9k/RQEApvQOxpAO97Y0i7uDEr2ae2Ln+UTsu5RsMYmQbsaYr4vtPa/wTEREdVPrT72+ffsCAK5du4aAgAAoFHoPLyITSckpxORVxxAdlyVv83FWYXA7X7Rv4oK3tpzDsetpmPjNUaye0h3OtvpXOL6Zlocfj9/Ez5E3kZhVKG/ffykZrXyc8H/9m+PfHf1RpNHi/9ZFIqugGJ0DXTF3SGuD3GPfVl5yIvR8/xYGuaaxxXGgNBGRyen9539QUBAyMjJw7NgxJCUlQavVlts/ceJEgwVH9y4uIx9Pfn0UV1Ny4WZvg7FdAzC4vS86NXWVW2la+TrhyW+O4URsBp78+ijWTOlR46wtnSvJOXjz97M4cPnOrC13ByXG3NcE1lYKfH/4Bi4mZuPFDVH4aMclNPN0QHRcFtzsbfDF4/dBaW2YhLpvSy8AwIkb6cgqKKpTMlffbqVzoDQRkanpnQht2bIFEyZMQE5ODpydnctV9ZUkiYlQPcnML8LC36JxJTkXzzwQgn938CvX/QQAMUk5ePKbo4jPLEATVzt8/3R3hHg5VrhWx6auWPdMDzzx9VGcupWJx78+gu+f7lHj4OVTNzMwedUxpOeVFNu8v6UnHu0WiIfa+sgJznN9m2PNP9fx7aFruJ6ah+upeZAk4ONHO8PfgC0hgR72CPF0wNWUXPwTk4rB7Ws/+8xUdC1CTdkiRERkMnr/OT579mxMmTIFOTk5yMjIQHp6uvxIS0szRozlfPHFF2jWrBlsbW3Ro0cPHDt2rNrjf/75Z7Ru3Rq2trbo0KED/vrrL6PHaGzRcZkY/tlBbI66jTNxmZix/iSGfnoA284mQIiSWVOnb2Vg3FeHEZ9ZgOZeDtg4LbzSJEinnb8LNjwbDk9HJc7ezsLjK4/geukyF5U5eDkFj608gvS8IoQ1dcH+Of3x/dM9MKyjX7lWHhc7G7wwoCUOvvogXh/WBq19nbDg323RN9TLcN+QUn1blVxz36Ukg1/bGOLYIkREZHJ6J0JxcXGYMWMG7O3rf22kH3/8EbNmzcLChQtx4sQJhIWFYdCgQUhKqvyD759//sFjjz2Gp59+GidPnsSoUaMwatQoREdH13PkhiGEwLqjsRi97B/EpuWhiasdnuvbHE4qa1xIyMZ/vo/EyC8OYdWha3hsxRGk5arRsakLfn6uF/xcav6wbeXrhA3PhsPbSYULCdkY+OE+LPgtGik5heWO++tMPKasPo48tQZ9Wnhi7TM9EehR/evBQWWNqfeHYOtLD+Cp3sH39H2oii652ncxWU4IzdmdMUJcZ4yIyFQkoecnxujRo/Hoo49i3LhxxoqpSj169EC3bt3w+eefAwC0Wi0CAgLwwgsvYO7cuRWOHz9+PHJzc/HHH3/I23r27IlOnTph+fLltXrOrKwsuLi4IDMzE87Ozoa5EQC30vOQU1gMd3slXO2VNY6VyVMXY/6maGw6GQcAGNDaGx+MC4OrvRKZeUVYeeAqvj10DXlqjXxOeIgHVk7qqvdMsNjUPCz4PRp7LyYDAByUVnj2geaYen8wfou6jfmbz0AIYGgHX3w0vpPZrABfUKRB2KLtKCzWYsfMB9DSx8nUIVVJCIG2C7Yhv0iDPS/3q3P5ACIiqlxtP7/1HiM0bNgwzJkzB+fOnUOHDh1gY1N+UOqIESP0j7YW1Go1IiMjMW/ePHmbQqHAwIEDcfjw4UrPOXz4MGbNmlVu26BBg7B58+Yqn6ewsBCFhXdaQLKysqo89l58feAaVv9zXf7aQWkFV3sl3Bxs4KC0hrWVBGuFAtYKCVYKCZeTcnAtJRcKCZgzqDX+80CIPCbIxd4GLw9qhad6N8PyfVfww5FYPNjGGx+MDYOtjf5JSqCHPVY/1R3/XEnB//6+gNO3MvHRzktY9c81ZJSOB3q8RyDeHtnerKZ929pYoUeIB/ZfSsa+S8lmnQil5xUhv6gkafVzYQ0hIiJT0TsReuaZZwAAb731VoV9kiRBo9FU2G4IKSkp0Gg08PHxKbfdx8cHFy5cqPSchISESo9PSEio8nmWLFlSL4UhbawkuDsokZGnhlYAuWoNctX5cndJZbycVPjssc7oGeJR6X4PRxXmD2uLeUPaVBg4XRe9mnti8//1xp9n4vHetouITcsDAEzv3wKz/xVabqC8uegb6iUnQlPvDzF1OFXSjQ/yclLVKVklIiLD0DsRunu6fEMzb968cq1IWVlZCAgIMPjzzB/WFvOHtYVWK5BVUIT0vCKk56mRkadGnloDjVagSCOg0WpRrBWwkiQ81NYHHo6qGq9tiCSo7LWGh/ljUDtf/BYVBweVNYbeYwFEY+ob6oW3ARy9moY8dXG9VsvWR1xGSVLJGkJERKZ1T58SBQUFsLWtn2Z9T09PWFlZITExsdz2xMRE+PpWPlXa19dXr+MBQKVSQaWqOdkwFIVCgmvpOKFgmO84EaW1AmO7Gj4hNLTmXg5o4mqHuIx8HLmaigdb+9R8kgmwhhARkXnQe9aYRqPB22+/jSZNmsDR0RFXr5asF/XGG2/gm2++MXiAOkqlEl26dMGuXbvkbVqtFrt27UJ4eHil54SHh5c7HgB27NhR5fFk+SRJujONvnSwtzmKz+Riq0RE5kDvRGjx4sVYvXo1li5dCqXyTsG99u3b4+uvvzZocHebNWsWVq5cie+++w7nz5/HtGnTkJubi6eeegpASVXrsoOpX3zxRWzduhUffPABLly4gDfffBMRERGYPn26UeMk05Kn0V8y30RIV5LA26n+Wh+JiKgivROhNWvWYMWKFZgwYQKsrO4M8gwLC6ty0LKhjB8/Hu+//z4WLFiATp06ISoqClu3bpUHRMfGxiI+Pl4+vlevXli3bh1WrFiBsLAwbNy4EZs3b0b79u2NGieZVu8WnrBWSCWVrKspCmlKukTIw7H66t1ERGRceo8RiouLQ4sWFRe11Gq1KCoqMkhQ1Zk+fXqVLTp79+6tsG3s2LEYO3askaMic+KoskbXZm44cjUN+y8no5kZ1uhJzVEDADxrMfidiIiMR+8WobZt2+LAgQMVtm/cuBGdO3c2SFBE96pvqDcA8x0nlFKaCHk4MBEiIjIlvVuEFixYgEmTJiEuLg5arRa//vorLl68iDVr1pSr4ExkSn1DvfDu1gv450oqCoo0ZlWrR6MVSMst6RrzZNcYEZFJ6d0iNHLkSGzZsgU7d+6Eg4MDFixYgPPnz2PLli146KGHjBEjkd7a+DnBy0mF/CINIq6nmzqccnRFNAHA3YGJEBGRKdWpjtD999+PHTt2GDoWIoORJAl9Q72wMfIWDsakoE9LT1OHJEvNLekWc7O3gbWV3n+LEBGRAen9LhwSEoLU1NQK2zMyMhASYr5LGlDjExbgCgC4lJht2kDukpKtmzHG8UFERKamdyJ0/fr1StcTKywsRFxcnEGCIjKElt6OAICYpBwTR1JeSq5uxhi7xYiITK3WXWO///67/P9t27bBxcVF/lqj0WDXrl1o1qyZQYMjuhctShOhm+l5ZjVgOjWHLUJEROai1onQqFGjAJSMvZg0aVK5fTY2NmjWrBk++OADgwZHdC88HJRws7dBel4RriTnoJ2/S80n1QNdMUVPDpQmIjK5WidCulXng4ODcfz4cXh6ms/gU6LKSJKEFt6OOH49HTFJ5pMIsZgiEZH50HuM0LVr15gEkcVo4e0EwLzGCaWwa4yIyGzUae7uvn37MHz4cLRo0QItWrTAiBEjKq02TWRqunFClxPNKRHiYGkiInOhdyL0ww8/YODAgbC3t8eMGTMwY8YM2NnZYcCAAVi3bp0xYiSqM93MsctJ5jOFPjWXLUJEROZC74KKixcvxtKlSzFz5kx524wZM/Dhhx/i7bffxuOPP27QAInuRUufkkToRmoe1MVaKK1NX8AwJZstQkRE5kLvT4WrV69i+PDhFbaPGDEC165dM0hQRIbi62wLR5U1irUCN1JzTR0O8tTFyC8qqcPFwdJERKandyIUEBCAXbt2Vdi+c+dOBAQEGCQoIkORJAnNzaiwom7GmK2NAvZK86hrRETUmOndNTZ79mzMmDEDUVFR6NWrFwDg0KFDWL16NT755BODB0h0r1p4OeLUzQxcTsrBEBPHkqybMeaggiRJJo6GiIj0ToSmTZsGX19ffPDBB/jpp58AAG3atMGPP/6IkSNHGjxAonulGydkTi1Cnk7sFiMiMgd1Wn3+4YcfxsMPP2zoWIiMooWXbuaYOSRCrCpNRGRO6pQIAUBERATOnz8PAGjbti26dOlisKCIDEnXInQ1OQcarYCVwnRdUneKKTIRIiIyB3onQrdu3cJjjz2GQ4cOwdXVFQCQkZGBXr16YcOGDWjatKmhYyS6J03d7KGyVqCwWItb6XkI8nAwWSwpXF6DiMis6D1rbOrUqSgqKsL58+eRlpaGtLQ0nD9/HlqtFlOnTjVGjET3xEohIcTLPCpMp+aWJEIspkhEZB70ToT27duHZcuWoVWrVvK2Vq1a4bPPPsP+/fsNGhyRoegqTMckmzYRSskuHSPErjEiIrNQpzpCRUVFFbZrNBr4+/sbJCgiQzOXNcd0y2uwa4yIyDzonQi99957eOGFFxARESFvi4iIwIsvvoj333/foMERGYrZtAjl6LrG2CJERGQO9B4sPXnyZOTl5aFHjx6wti45vbi4GNbW1pgyZQqmTJkiH5uWlma4SInuga5F6EpSDoQQJilmWKzRIj2vNBFyYIsQEZE50DsR+vjjj40QBpFxBXk4wFohIaewGAlZBfBzsav3GNLziiAEIEmAO+sIERGZBb0ToUmTJhkjDiKjUlor0MzTATFJObicmGOSREhXQ8jdXmnSWkZERHSH3mOEiCyVrsK0qZbaSOX4ICIis8NEiBoNXYVpUy21wRljRETmh4kQNRq6AdMxSdkmef7kbN3yGkyEiIjMBRMhajTkWkKlM8fqm1xVmgOliYjMRp0ToZiYGGzbtg35+fkAYJIPFiJ9NPdyhCQBGXlFclJSn3Qrz3s5sUWIiMhc6J0IpaamYuDAgQgNDcXQoUMRHx8PAHj66acxe/ZsgwdIZCi2NlYIcLMHYJoB03IxRbYIERGZDb0ToZkzZ8La2hqxsbGwt7eXt48fPx5bt241aHBEhtbS23QDpnUtQhwjRERkPvSuI7R9+3Zs27YNTZs2Lbe9ZcuWuHHjhsECIzKGFt6O2HUhCVdM2CLEBVeJiMyH3i1Cubm55VqCdNLS0qBS8S9dMm93BkzX78wxIYRcUJHT54mIzIfeidD999+PNWvWyF9LkgStVoulS5eif//+Bg2OyNDuTKGv3xahXLUGhcVaACyoSERkTvTuGlu6dCkGDBiAiIgIqNVqvPLKKzh79izS0tJw6NAhY8RIZDC6RCgxqxCZ+UVwsbOpl+dNKa0hZK+0gr1S7187IiIyEr1bhNq3b49Lly6hT58+GDlyJHJzczF69GicPHkSzZs3N0aMRAbjZGsjL3iakFlQb8+rqyrN1iAiIvNSpz9NXVxcMH/+fEPHQlQvPByUSMtVl87icqqX57wzUJrjg4iIzEmdEqGMjAwcO3YMSUlJ0Gq15fZNnDjRIIERGYuHoxKXk1CvRRV1A6U9HJgIERGZE70ToS1btmDChAnIycmBs7MzJEmS90mSZLREKC0tDS+88AK2bNkChUKBMWPG4JNPPoGjo2OV5/Tr1w/79u0rt+0///kPli9fbpQYyTLo6vjo6vrUh1ROnSciMkt6jxGaPXs2pkyZgpycHGRkZCA9PV1+pKWlGSNGAMCECRNw9uxZ7NixA3/88Qf279+PZ599tsbznnnmGcTHx8uPpUuXGi1GsgyepWOE6rNFKJVT54mIzJLeLUJxcXGYMWNGpbWEjOX8+fPYunUrjh8/jq5duwIAPvvsMwwdOhTvv/8+/P39qzzX3t4evr6+9RUqWQD30u4p3bid+iAvr8EWISIis6J3i9CgQYMQERFhjFiqdPjwYbi6uspJEAAMHDgQCoUCR48erfbctWvXwtPTE+3bt8e8efOQl5dX7fGFhYXIysoq96CGRZeM1GfXWAqX1yAiMkt6twgNGzYMc+bMwblz59ChQwfY2JSvwzJixAiDBaeTkJAAb2/vctusra3h7u6OhISEKs97/PHHERQUBH9/f5w+fRqvvvoqLl68iF9//bXKc5YsWYJFixYZLHYyP7pxOqYYLM0xQkRE5kXvROiZZ54BALz11lsV9kmSBI1GU+trzZ07F++++261x5w/f16/AMsoO4aoQ4cO8PPzw4ABA3DlypUqax7NmzcPs2bNkr/OyspCQEBAnWMg82OSwdK5nD5PRGSO9E6E7p4ufy9mz56NyZMnV3tMSEgIfH19kZSUVG57cXEx0tLS9Br/06NHDwBATExMlYmQSqXimmkNnIdusHQ9jREq0miRkVdU7rmJiMg8mLTWv5eXF7y8vGo8Ljw8HBkZGYiMjESXLl0AALt374ZWq5WTm9qIiooCAPj5+dUpXmoYdC1C2YXFKCjSwNbGyqjPl1baGqSQADd7JkJEROakTolQbm4u9u3bh9jYWKjV5f+qnjFjhkECK6tNmzYYPHgwnnnmGSxfvhxFRUWYPn06Hn30UXnGWFxcHAYMGIA1a9age/fuuHLlCtatW4ehQ4fCw8MDp0+fxsyZM/HAAw+gY8eOBo+RLIezrTVsrCQUaQTSctXwd7Uz6vPpxge5O6igUEg1HE1ERPVJ70To5MmTGDp0KPLy8pCbmwt3d3ekpKTA3t4e3t7eRkmEgJLZX9OnT8eAAQPkgoqffvqpvL+oqAgXL16UZ4UplUrs3LkTH3/8MXJzcxEQEIAxY8bg9ddfN0p8ZDkkSYKHgwoJWQX1kgixmCIRkfnSOxGaOXMmhg8fjuXLl8PFxQVHjhyBjY0NnnjiCbz44ovGiBEA4O7ujnXr1lW5v1mzZhBCyF8HBARUqCpNpOPhqERCVoHcWmNMKSymSERktvSuIxQVFYXZs2dDoVDAysoKhYWFCAgIwNKlS/Haa68ZI0Yig7szc8z4A6ZTWUyRiMhs6Z0I2djYQKEoOc3b2xuxsbEASlakv3nzpmGjIzISeeZYbj20COVywVUiInOld9dY586dcfz4cbRs2RJ9+/bFggULkJKSgu+//x7t27c3RoxEBlefU+hTskvHCDmxRYiIyNzo3SL0zjvvyNPPFy9eDDc3N0ybNg3JyclYsWKFwQMkMgZd11h9rDema3XyZIsQEZHZ0atFSAgBb29vueXH29sbW7duNUpgRMYkrzdWH11j8jpjbBEiIjI3erUICSHQokULjgUiiyevN1aPg6U5a4yIyPzolQgpFAq0bNkSqampxoqHqF7oBi4be70xIQRnjRERmTG9xwj973//w5w5cxAdHW2MeIjqhS4pSclVl6s/ZWhZBcVQa0rW52OLEBGR+dF71tjEiRORl5eHsLAwKJVK2NmVr8qblpZmsOCIjEXXIqQu1iJXrYGjyjjL7unWGXNQWhl9TTMiItKf3u/+H3/8sRHCIKpfdkorOCitkKvWIDWn0GiJUEZeSSLkysVWiYjMkt7v/pMmTTJGHET1zsNRhdy0PKTkqBHk4WCU58jILwIAuNrbGOX6RER0b+r0Z7BGo8GmTZtw/vx5AEDbtm0xcuRIWFsb569qImNwd1AiNi3PqAOmM/OYCBERmTO9M5ezZ89ixIgRSEhIQKtWrQAA7777Lry8vLBlyxZWlyaLIU+hzzXeFHq5a8yOXWNEROZI71ljU6dORbt27XDr1i2cOHECJ06cwM2bN9GxY0c8++yzxoiRyCjqYwq9rmvMhS1CRERmSe8WoaioKERERMDNzU3e5ubmhsWLF6Nbt24GDY7ImOQp9EYsqpih6xqzYyJERGSO9G4RCg0NRWJiYoXtSUlJaNGihUGCIqoPuvXG6qVrjC1CRERmqVaJUFZWlvxYsmQJZsyYgY0bN+LWrVu4desWNm7ciJdeegnvvvuuseMlMpg7y2wYv2uM0+eJiMxTrbrGXF1dIUmS/LUQAuPGjZO36SrzDh8+HBqNxghhEhnenTFC7BojImqsapUI7dmzx9hxENU7j3qYNZbJFiEiIrNWq0Sob9++xo6DqN7pEqG03EJotQIKhVTDGfrjGCEiIvNWpwqIBQUFOH36NJKSkqDVasvtGzFihEECIzI299JWGq0oGcvj7mDYVhutVtxpEWLXGBGRWdI7Edq6dSsmTpyIlJSUCvskSeIYIbIY1lYKuNrbICOvCKk5hQZPhLILi6EtXdjemYkQEZFZ0nv6/AsvvICxY8ciPj4eWq223INJEFkaDwfj1RLSdYvZ2XDleSIic6V3IpSYmIhZs2bBx8fHGPEQ1as7tYQMP4VeN2PMjeODiIjMlt6J0COPPIK9e/caIRSi+nenlpARWoTk5TU4Y4yIyFzpPUbo888/x9ixY3HgwAF06NABNjbl/9qdMWOGwYIjMjZjrjd2Z8FVtggREZkrvROh9evXY/v27bC1tcXevXvLFVqUJImJEFkUeb0xI9QSulNDiIkQEZG50jsRmj9/PhYtWoS5c+dCodC7Z43IrMhjhIzSIsREiIjI3OmdyajVaowfP55JEDUIng66oorGmDVWOkbIjmOEiIjMld7ZzKRJk/Djjz8aIxaienenRcgYg6VZVZqIyNzp3TWm0WiwdOlSbNu2DR07dqwwWPrDDz80WHBExuYu1xHi9HkiosZI70TozJkz6Ny5MwAgOjq63L6yA6eJLIFu+nxWQTHUxVoorQ3X5aubNcauMSIi86V3IsSV6Kkhcba1gbVCQrFWIC1XDV8XW4NdO4OzxoiIzF6d//yNiYnBtm3bkJ+fDwAQQhgsKKL6olBIRusey+SsMSIis6d3IpSamooBAwYgNDQUQ4cORXx8PADg6aefxuzZsw0eIJGx3Vlmw3ADpoUQd1qE2DVGRGS29E6EZs6cCRsbG8TGxsLe3l7ePn78eGzdutWgwRHVhzvLbBiuRSinsBia0qXn2SJERGS+9B4jtH37dmzbtg1NmzYtt71ly5a4ceOGwQIjqi+6FegNOYVeN2NMZa3gyvNERGZM7xah3Nzcci1BOmlpaVCpVAYJiqg+6brGUgy4Av2dqfPsFiMiMmd6J0L3338/1qxZI38tSRK0Wi2WLl2K/v37GzQ4ovqgW28szZAtQiymSERkEfTuGlu6dCkGDBiAiIgIqNVqvPLKKzh79izS0tJw6NAhY8RIZFSeDoYfLH1neQ0mQkRE5kzvFqH27dvj0qVL6NOnD0aOHInc3FyMHj0aJ0+eRPPmzY0RI5FRuTsYfrA0awgREVkGvVuEAMDFxQXz5883dCzVWrx4Mf78809ERUVBqVQiIyOjxnOEEFi4cCFWrlyJjIwM9O7dG8uWLUPLli2NHzBZDF3XWIoBu8YyS6tKc+o8EZF5q1MiVFBQgNOnTyMpKQlarbbcvhEjRhgksLup1WqMHTsW4eHh+Oabb2p1ztKlS/Hpp5/iu+++Q3BwMN544w0MGjQI586dg62t4SoIk2XzlOsIFUIIYZClYjJYTJGIyCLonQht3boVEydOREpKSoV9kiRBo9EYJLC7LVq0CACwevXqWh0vhMDHH3+M119/HSNHjgQArFmzBj4+Pti8eTMeffRRo8RJlkfXIlRQpEWeWgMHVZ3+PihH1zXmwkSIiMis6T1G6IUXXsDYsWMRHx8PrVZb7mGsJKgurl27hoSEBAwcOFDe5uLigh49euDw4cNVnldYWIisrKxyD2rY7JXWsCut9WOoWkK6BVc5fZ6IyLzpnQglJiZi1qxZ8PHxMUY8BpOQkAAAFeL08fGR91VmyZIlcHFxkR8BAQFGjZPMgzxOyEC1hOSuMc4aIyIya3onQo888gj27t1rkCefO3cuJEmq9nHhwgWDPFdtzZs3D5mZmfLj5s2b9fr8ZBryemOGahFi1xgRkUXQezDE559/jrFjx+LAgQPo0KEDbGzKv9HPmDGj1teaPXs2Jk+eXO0xISEh+oYIAPD19QVQ0oLl5+cnb09MTESnTp2qPE+lUrFCdiPkaeAp9HdahNg1RkRkzvROhNavX4/t27fD1tYWe/fuLTfDRpIkvRIhLy8veHl56RtCrQQHB8PX1xe7du2SE5+srCwcPXoU06ZNM8pzkuXSdY0ZoqiiEAKZrCxNRGQR9E6E5s+fj0WLFmHu3LlQKPTuWauz2NhYpKWlITY2FhqNBlFRUQCAFi1awNHREQDQunVrLFmyBA8//DAkScJLL72E//73v2jZsqU8fd7f3x+jRo2qt7jJMhiyayxPrUGRhivPExFZAr0TIbVajfHjx9drEgQACxYswHfffSd/3blzZwDAnj170K9fPwDAxYsXkZmZKR/zyiuvIDc3F88++ywyMjLQp08fbN26lTWEqALdCvQpBuga040PUlop5NloRERknvTOZiZNmoQff/zRGLFUa/Xq1RBCVHjokiCgpEui7JgjSZLw1ltvISEhAQUFBdi5cydCQ0PrPXYyf7qusfS8e28R0k2dd7W3MUhxRiIiMh69W4Q0Gg2WLl2Kbdu2oWPHjhUGS3/44YcGC46ovujq/Riia4xVpYmILIfeidCZM2fkbqno6Ohy+/jXL1kq3cKrhmkR4owxIiJLoXcitGfPHmPEQWRSukQoLVd9z+uNZZTOGGMNISIi81e/I56JzJQuESosLllv7F6wqjQRkeVgIkQEwM7GCirrkl+HtHusJZSZzzFCRESWgokQEUrGtxlqnNCdWWMcI0REZO6YCBGV0iVC91pdmrPGiIgsBxMholJyi5ChEiHOGiMiMntMhIhK6WoJ3esYoQyuM0ZEZDGYCBGVMtwYoZIWIRfOGiMiMntMhIhKla0lVFdCCHmtMbYIERGZPyZCRKXcDJAIFRRpoS7WAuCsMSIiS8BEiKiUu71usHRRna+hGx9krZDgoOTK80RE5o6JEFGpO9PnC+t8jTtT55Vce4+IyAIwESIqdWew9D20CLGGEBGRRWEiRFTKzaEkecnIU0OjFXW6hlxVmjPGiIgsAhMholK6OkJaAWTl161ViDPGiIgsCxMholI2Vgo421oDqPsyG3dqCHHGGBGRJWAiRFTGvRZVZFVpIiLLwkSIqIx7rSWUKa8zxkSIiMgSMBEiKsPjHhMhedaYA7vGiIgsARMhojLudeFVuWuMLUJERBaBiRBRGfIYoXttEeIYISIii8BEiKiMe114VU6EOGuMiMgiMBEiKkMeLM1ZY0REjQITIaIy7iy8qn8iVFCkQUFRycrzLkyEiIgsAhMhojLupUUos7SqtJVCgpPK2qBxERGRcTARIipDnj6fo38ilFGmhhBXnicisgxMhIjK0LUI5ao1KCjS6HWubsFVdosREVkOJkJEZTjbWsNaUdKao2vhqa10VpUmIrI4TISIypAkSW4VSs0t1OvcTHnGGKfOExFZCiZCRHe5M3NMvxahDLYIERFZHCZCRHdxcyhJZPSdOZZROmuMY4SIiCwHEyGiu3g4qAAAaTn6dY2xqjQRkeVhIkR0lzstQvp2jbGqNBGRpWEiRHSXulaXTswqAAB4O6kMHhMRERkHEyGiu9S1uvTtjJJEyN/VzuAxERGRcTARIrqLex2qS6uLtUjMZiJERGRpmAgR3UWXCKXr0SKUmFUAIQCltQKejhwsTURkKZgIEd3FrXSMUJoeY4TiMvIBAE1c7bjOGBGRBWEiRHQXD8c7LUJCiFqdc7s0EfJ3tTVaXEREZHhMhIjuomsRKtIIZBcW1+qcuPQ7LUJERGQ5LCYRWrx4MXr16gV7e3u4urrW6pzJkydDkqRyj8GDBxs3ULJ4tjZWsFdaAaj9FPrbmboWISZCRESWxGISIbVajbFjx2LatGl6nTd48GDEx8fLj/Xr1xspQmpI9B0nFMep80REFsna1AHU1qJFiwAAq1ev1us8lUoFX19fI0REDZmHoxJxGfm1T4TS8wAATZkIERFZFItpEaqrvXv3wtvbG61atcK0adOQmppa7fGFhYXIysoq96DGR58WISEEiykSEVmoBp0IDR48GGvWrMGuXbvw7rvvYt++fRgyZAg0Gk2V5yxZsgQuLi7yIyAgoB4jJnOhTy2hjLwi5BeVvKZ8XThrjIjIkpg0EZo7d26Fwcx3Py5cuFDn6z/66KMYMWIEOnTogFGjRuGPP/7A8ePHsXfv3irPmTdvHjIzM+XHzZs36/z8ZLl0iVBqLVqEdDWEPB1VsLWxMmpcRERkWCYdIzR79mxMnjy52mNCQkIM9nwhISHw9PRETEwMBgwYUOkxKpUKKhUXzWzs5BYhPRKhJm7sFiMisjQmTYS8vLzg5eVVb89369YtpKamws/Pr96ekyzTnTFCRTUee1uuKs1uMSIiS2MxY4RiY2MRFRWF2NhYaDQaREVFISoqCjk5OfIxrVu3xqZNmwAAOTk5mDNnDo4cOYLr169j165dGDlyJFq0aIFBgwaZ6jbIQrg72AAA0nILazxWrirtwhYhIiJLYzHT5xcsWIDvvvtO/rpz584AgD179qBfv34AgIsXLyIzMxMAYGVlhdOnT+O7775DRkYG/P398a9//Qtvv/02u76oRu4OJa+R9LyaW4TYNUZEZLksJhFavXp1jTWEyq4LZWdnh23bthk5Kmqo7rQI1WaMEKfOExFZKovpGiOqT7oxQpn5RSjWaKs99nYG1xkjIrJUTISIKuFqr4Qklfy/uu6xgiINkrNLxhExESIisjxMhIgqYaWQ4GpX0j1WXVHFhMySbjE7Gyu42tvUS2xERGQ4TISIquDmUPMyG/KMMVdbSLomJCIishhMhIiq4F6L9cbuzBizr5eYiIjIsJgIEVXBvRYtQnEspkhEZNGYCBFVoTbLbLCYIhGRZWMiRFQFeYxQNYOlb7OGEBGRRWMiRFQFD326xlhVmojIIjERIqqCWw2DpYUQZcYIMREiIrJETISIqiCPEaqiayw1Vw11sRaSBPg4c7A0EZElYiJEVAV51lhO5YmQbqC0j5MtlNb8VSIiskR89yaqgnsNg6Xj0u8UUyQiIsvERIioCrpZYwVFWuSrNRX2x8lVpTk+iIjIUjERIqqCg9IKSquSX5HU3MIK+3VT5zljjIjIcjERIqqCJElliipWXIE+LiMPAGeMERFZMiZCRNXQtfYcuZpaYZ9cTJFVpYmILBYTIaJqjOvaFACw+p/rKNZoy+27zWKKREQWj4kQUTVGdmoCdwcl4jLyse1sorw9X61BammhRQ6WJiKyXEyEiKpha2OFJ3oEAgC+PXRN3n47s6Q1yFFlDWdba5PERkRE946JEFENnggPgtJKgcgb6Yi6mQGgzKrzrraQJMmE0RER0b1gIkRUA28nWwwP8wcAfHOwpFXoNtcYIyJqEJgIEdXClD7NAAB/nYnH7Yz8MlWlmQgREVkyJkJEtdDO3wU9Q9yh0Qp8d/g64nRT55kIERFZNCZCRLX0dJ8QAMD6o7GIScoGADTl1HkiIovGRIiolga09kaQhz2yCopx6lYmALYIERFZOiZCRLWkUEh4qlezctuYCBERWTYmQkR6GNs1AE6ldYOsFBJ8nFQmjoiIiO4FEyEiPTiorPFY95ICi77OtrC24q8QEZElY0lcIj1N7ROMw1dS8VBbH1OHQkRE94iJEJGevJ1tseWFPqYOg4iIDIDt+kRERNRoMREiIiKiRouJEBERETVaTISIiIio0WIiRERERI0WEyEiIiJqtJgIERERUaPFRIiIiIgaLSZCRERE1GgxESIiIqJGyyISoevXr+Ppp59GcHAw7Ozs0Lx5cyxcuBBqtbra8woKCvD888/Dw8MDjo6OGDNmDBITE+spaiIiIjJ3FpEIXbhwAVqtFl999RXOnj2Ljz76CMuXL8drr71W7XkzZ87Eli1b8PPPP2Pfvn24ffs2Ro8eXU9RExERkbmThBDC1EHUxXvvvYdly5bh6tWrle7PzMyEl5cX1q1bh0ceeQRASULVpk0bHD58GD179qzV82RlZcHFxQWZmZlwdnY2WPxERERkPLX9/LaIFqHKZGZmwt3dvcr9kZGRKCoqwsCBA+VtrVu3RmBgIA4fPlzleYWFhcjKyir3ICIioobJ2tQB1EVMTAw+++wzvP/++1Uek5CQAKVSCVdX13LbfXx8kJCQUOV5S5YswaJFiypsZ0JERERkOXSf2zV2fAkTevXVVwWAah/nz58vd86tW7dE8+bNxdNPP13ttdeuXSuUSmWF7d26dROvvPJKlecVFBSIzMxM+XHu3LkaY+SDDz744IMPPszzcfPmzWrzBZO2CM2ePRuTJ0+u9piQkBD5/7dv30b//v3Rq1cvrFixotrzfH19oVarkZGRUa5VKDExEb6+vlWep1KpoFKp5K8dHR1x8+ZNODk5QZKk6m9ID1lZWQgICMDNmzcb5Ngj3p/lasj3BvD+LFlDvjeA92doQghkZ2fD39+/2uNMmgh5eXnBy8urVsfGxcWhf//+6NKlC1atWgWFovrhTV26dIGNjQ127dqFMWPGAAAuXryI2NhYhIeH1zpGhUKBpk2b1vp4fTk7OzfIF7wO789yNeR7A3h/lqwh3xvA+zMkFxeXGo+xiMHScXFx6NevHwIDA/H+++8jOTkZCQkJ5cb6xMXFoXXr1jh27BiAkpt/+umnMWvWLOzZsweRkZF46qmnEB4eXusZY0RERNSwWcRg6R07diAmJgYxMTEVWmdE6SCooqIiXLx4EXl5efK+jz76CAqFAmPGjEFhYSEGDRqEL7/8sl5jJyIiIvNlEYnQ5MmTaxxL1KxZswojw21tbfHFF1/giy++MGJ0daNSqbBw4cJy45EaEt6f5WrI9wbw/ixZQ743gPdnKhZbUJGIiIjoXlnEGCEiIiIiY2AiRERERI0WEyEiIiJqtJgIERERUaPFRMhEvvjiCzRr1gy2trbo0aOHXP/I0uzfvx/Dhw+Hv78/JEnC5s2by+0XQmDBggXw8/ODnZ0dBg4ciMuXL5smWD0tWbIE3bp1g5OTE7y9vTFq1ChcvHix3DEFBQV4/vnn4eHhAUdHR4wZMwaJiYkmilg/y5YtQ8eOHeXiZuHh4fj777/l/ZZ8b3f73//+B0mS8NJLL8nbLPn+3nzzTUiSVO7RunVreb8l35tOXFwcnnjiCXh4eMDOzg4dOnRARESEvN9S31uaNWtW4WcnSRKef/55AJb/s9NoNHjjjTcQHBwMOzs7NG/eHG+//Xa5Wd1m97OrdgEOMooNGzYIpVIpvv32W3H27FnxzDPPCFdXV5GYmGjq0PT2119/ifnz54tff/1VABCbNm0qt/9///ufcHFxEZs3bxanTp0SI0aMEMHBwSI/P980Aeth0KBBYtWqVSI6OlpERUWJoUOHisDAQJGTkyMf89xzz4mAgACxa9cuERERIXr27Cl69eplwqhr7/fffxd//vmnuHTpkrh48aJ47bXXhI2NjYiOjhZCWPa9lXXs2DHRrFkz0bFjR/Hiiy/K2y35/hYuXCjatWsn4uPj5UdycrK835LvTQgh0tLSRFBQkJg8ebI4evSouHr1qti2bZuIiYmRj7HU95akpKRyP7cdO3YIAGLPnj1CCMv/2S1evFh4eHiIP/74Q1y7dk38/PPPwtHRUXzyySfyMeb2s2MiZALdu3cXzz//vPy1RqMR/v7+YsmSJSaM6t7dnQhptVrh6+sr3nvvPXlbRkaGUKlUYv369SaI8N4kJSUJAGLfvn1CiJJ7sbGxET///LN8zPnz5wUAcfjwYVOFeU/c3NzE119/3WDuLTs7W7Rs2VLs2LFD9O3bV06ELP3+Fi5cKMLCwirdZ+n3JkTJgtx9+vSpcn9Dem958cUXRfPmzYVWq20QP7thw4aJKVOmlNs2evRoMWHCBCGEef7s2DVWz9RqNSIjIzFw4EB5m0KhwMCBA3H48GETRmZ4165dQ0JCQrl7dXFxQY8ePSzyXjMzMwEA7u7uAIDIyEgUFRWVu7/WrVsjMDDQ4u5Po9Fgw4YNyM3NRXh4eIO5t+effx7Dhg0rdx9Aw/jZXb58Gf7+/ggJCcGECRMQGxsLoGHc2++//46uXbti7Nix8Pb2RufOnbFy5Up5f0N5b1Gr1fjhhx8wZcoUSJLUIH52vXr1wq5du3Dp0iUAwKlTp3Dw4EEMGTIEgHn+7CyisnRDkpKSAo1GAx8fn3LbfXx8cOHCBRNFZRy6teAqu9ey68RZAq1Wi5deegm9e/dG+/btAZTcn1KphKura7ljLen+zpw5g/DwcBQUFMDR0RGbNm1C27ZtERUVZfH3tmHDBpw4cQLHjx+vsM/Sf3Y9evTA6tWr0apVK8THx2PRokW4//77ER0dbfH3BgBXr17FsmXLMGvWLLz22ms4fvw4ZsyYAaVSiUmTJjWY95bNmzcjIyNDXjmhIfzs5s6di6ysLLRu3RpWVlbQaDRYvHgxJkyYAMA8PxeYCBHVwvPPP4/o6GgcPHjQ1KEYVKtWrRAVFYXMzExs3LgRkyZNwr59+0wd1j27efMmXnzxRezYsQO2tramDsfgdH9dA0DHjh3Ro0cPBAUF4aeffoKdnZ0JIzMMrVaLrl274p133gEAdO7cGdHR0Vi+fDkmTZpk4ugM55tvvsGQIUPg7+9v6lAM5qeffsLatWuxbt06tGvXDlFRUXjppZfg7+9vtj87do3VM09PT1hZWVWYBZCYmAhfX18TRWUcuvux9HudPn06/vjjD+zZs6fcor++vr5Qq9XIyMgod7wl3Z9SqUSLFi3QpUsXLFmyBGFhYfjkk08s/t4iIyORlJSE++67D9bW1rC2tsa+ffvw6aefwtraGj4+PhZ9f3dzdXVFaGgoYmJiLP5nBwB+fn5o27ZtuW1t2rSRu/8awnvLjRs3sHPnTkydOlXe1hB+dnPmzMHcuXPx6KOPokOHDnjyyScxc+ZMLFmyBIB5/uyYCNUzpVKJLl26YNeuXfI2rVaLXbt2ITw83ISRGV5wcDB8fX3L3WtWVhaOHj1qEfcqhMD06dOxadMm7N69G8HBweX2d+nSBTY2NuXu7+LFi4iNjbWI+6uMVqtFYWGhxd/bgAEDcObMGURFRcmPrl27YsKECfL/Lfn+7paTk4MrV67Az8/P4n92ANC7d+8KpSouXbqEoKAgAJb/3gIAq1atgre3N4YNGyZvawg/u7y8PCgU5VMLKysraLVaAGb6szPJEO1GbsOGDUKlUonVq1eLc+fOiWeffVa4urqKhIQEU4emt+zsbHHy5Elx8uRJAUB8+OGH4uTJk+LGjRtCiJJpkq6uruK3334Tp0+fFiNHjrSIKa5CCDFt2jTh4uIi9u7dW266a15ennzMc889JwIDA8Xu3btFRESECA8PF+Hh4SaMuvbmzp0r9u3bJ65duyZOnz4t5s6dKyRJEtu3bxdCWPa9VabsrDEhLPv+Zs+eLfbu3SuuXbsmDh06JAYOHCg8PT1FUlKSEMKy702IkpIH1tbWYvHixeLy5cti7dq1wt7eXvzwww/yMZb83qLRaERgYKB49dVXK+yz9J/dpEmTRJMmTeTp87/++qvw9PQUr7zyinyMuf3smAiZyGeffSYCAwOFUqkU3bt3F0eOHDF1SHWyZ88eAaDCY9KkSUKIkqmSb7zxhvDx8REqlUoMGDBAXLx40bRB11Jl9wVArFq1Sj4mPz9f/N///Z9wc3MT9vb24uGHHxbx8fGmC1oPU6ZMEUFBQUKpVAovLy8xYMAAOQkSwrLvrTJ3J0KWfH/jx48Xfn5+QqlUiiZNmojx48eXq7Fjyfems2XLFtG+fXuhUqlE69atxYoVK8rtt+T3lm3btgkAlcZr6T+7rKws8eKLL4rAwEBha2srQkJCxPz580VhYaF8jLn97CQhypR7JCIiImpEOEaIiIiIGi0mQkRERNRoMREiIiKiRouJEBERETVaTISIiIio0WIiRERERI0WEyEiIiJqtJgIERERUaPFRIiILMbevXshSVKFRSnry65du9CmTRtoNJoaj926dSs6deokr7FEROaJiRARmaV+/frhpZdeKretV69eiI+Ph4uLi0lieuWVV/D666/DysqqxmMHDx4MGxsbrF27th4iI6K6YiJERBZDqVTC19cXkiTV+3MfPHgQV65cwZgxY2p9zuTJk/Hpp58aMSoiuldMhIjI7EyePBn79u3DJ598AkmSIEkSrl+/XqFrbPXq1XB1dcUff/yBVq1awd7eHo888gjy8vLw3XffoVmzZnBzc8OMGTPKdWcVFhbi5ZdfRpMmTeDg4IAePXpg79691ca0YcMGPPTQQ7C1tZW3nTp1Cv3794eTkxOcnZ3RpUsXREREyPuHDx+OiIgIXLlyxaDfHyIyHGtTB0BEdLdPPvkEly5dQvv27fHWW28BALy8vHD9+vUKx+bl5eHTTz/Fhg0bkJ2djdGjR+Phhx+Gq6sr/vrrL1y9ehVjxoxB7969MX78eADA9OnTce7cOWzYsAH+/v7YtGkTBg8ejDNnzqBly5aVxnTgwAE8/vjj5bZNmDABnTt3xrJly2BlZYWoqCjY2NjI+wMDA+Hj44MDBw6gefPmBvruEJEhMREiIrPj4uICpVIJe3t7+Pr6VntsUVERli1bJicajzzyCL7//nskJibC0dERbdu2Rf/+/bFnzx6MHz8esbGxWLVqFWJjY+Hv7w8AePnll7F161asWrUK77zzTqXPc+PGDfl4ndjYWMyZMwetW7cGgEqTKH9/f9y4cUPv7wER1Q8mQkRk0ezt7cu1tvj4+KBZs2ZwdHQsty0pKQkAcObMGWg0GoSGhpa7TmFhITw8PKp8nvz8/HLdYgAwa9YsTJ06Fd9//z0GDhyIsWPHVmj5sbOzQ15eXp3vj4iMi4kQEVm0sl1RACBJUqXbdNPYc3JyYGVlhcjIyAqzv8omT3fz9PREenp6uW1vvvkmHn/8cfz555/4+++/sXDhQmzYsAEPP/ywfExaWhq8vLzqdG9EZHxMhIjILCmVylrV69FX586dodFokJSUhPvvv1+v886dO1dhe2hoKEJDQzFz5kw89thjWLVqlZwIFRQU4MqVK+jcubPB4iciw+KsMSIyS82aNcPRo0dx/fp1pKSkGKwwYWhoKCZMmICJEyfi119/xbVr13Ds2DEsWbIEf/75Z5XnDRo0CAcPHpS/zs/Px/Tp07F3717cuHEDhw4dwvHjx9GmTRv5mCNHjkClUiE8PNwgsROR4TERIiKz9PLLL8PKygpt27aFl5cXYmNjDXbtVatWYeLEiZg9ezZatWqFUaNG4fjx4wgMDKzynAkTJuDs2bO4ePEiAMDKygqpqamYOHEiQkNDMW7cOAwZMgSLFi2Sz1m/fj0mTJgAe3t7g8VORIYlCSGEqYMgIrIEc+bMQVZWFr766qsaj01JSUGrVq0QERGB4ODgeoiOiOqCLUJERLU0f/58BAUF1aqb7vr16/jyyy+ZBBGZObYIERERUaPFFiEiIiJqtJgIERERUaPFRIiIiIgaLSZCRERE1GgxESIiIqJGi4kQERERNVpMhIiIiKjRYiJEREREjRYTISIiImq0/h90ZqfQJQGrDQAAAABJRU5ErkJggg==\n", 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" ] From e4267d21ece25eebbf7257bbfb1ba8a810d192c0 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Wed, 18 Jan 2023 15:48:27 -0800 Subject: [PATCH 34/36] regenerated some cells. removed extra cell --- .../visualize_unit_responses.ipynb | 1771 +---------------- 1 file changed, 93 insertions(+), 1678 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index e9618052..1a08f73c 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "09650a3e", "metadata": {}, "outputs": [], @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "faa81fb6", "metadata": {}, "outputs": [], @@ -64,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "bd981ccb", "metadata": {}, "outputs": [], @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "6f3884c6", "metadata": {}, "outputs": [ @@ -138,7 +138,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "ac9d9572", "metadata": {}, "outputs": [ @@ -160,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "50a4d0b6", "metadata": { "scrolled": false @@ -200,7 +200,7 @@ " 'waveform_mean')" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "ce0e64b4", "metadata": { "scrolled": true @@ -658,7 +658,7 @@ "[3232 rows x 29 columns]" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -669,7 +669,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "d61e1459", "metadata": {}, "outputs": [ @@ -688,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "aa347405", "metadata": { "scrolled": true @@ -1027,7 +1027,7 @@ "[150 rows x 16 columns]" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1048,7 +1048,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "9fdc4f40", "metadata": {}, "outputs": [], @@ -1084,7 +1084,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "2afe14f6", "metadata": { "scrolled": true @@ -1141,7 +1141,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "8b1d9007", "metadata": {}, "outputs": [], @@ -1153,7 +1153,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "8197deec", "metadata": {}, "outputs": [ @@ -1177,7 +1177,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "8eacf09e", "metadata": {}, "outputs": [], @@ -1190,23 +1190,23 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "6d11f911", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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waveform_durationcluster_idpeak_channel_idcumulative_driftamplitude_cutoffsnrrecovery_slopeisolation_distancenn_miss_ratesilhouette_score...local_indexspreadwaveform_halfwidthd_primepresence_ratiorepolarization_slopenn_hit_ratespike_timesspike_amplitudeswaveform_mean
id
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9509547480.604355579850255277464.300.0000381.901627-0.00966729.3820230.0005030.021037...546170.00.3983255.2249520.930.7718350.896970[28.65446967767308, 40.54260320913086, 43.4201...[0.0001745547271566972, 0.0001887489192620048,...[[0.0, 1.6350749999999898, -0.9652499999999762...
9509547390.920268578850255277317.580.0181742.101529-0.01131132.8318540.001682NaN...545170.00.5219433.7024090.830.2706700.610487[63.25363692096018, 185.0097722834486, 204.050...[0.000131369167119172, 0.00016883105291760347,...[[0.0, 3.0219149999999644, 8.901359999999968, ...
9509524791.057621396850255277842.170.5000000.492155-0.00649534.5284130.0122610.024996...363170.00.5494141.4240630.990.0215050.400621[1.1888358866048652, 1.2708025546375663, 1.325...[4.360530987752641e-05, 6.138383799841459e-05,...[[0.0, 7.044569999999986, 3.3793499999999854, ...
9509524660.810385395850255277182.220.0003012.273567-0.01599140.3824190.000334NaN...362170.00.4944726.1207440.740.5154490.523810[184.9915056164775, 204.50437260834036, 204.52...[0.0002997355649510571, 0.0002983626008562419,...[[0.0, -17.295524999999962, -21.17426999999995...
9509527420.70050341585025528965.570.0025764.606277-0.03602561.4486650.0018470.209410...38270.00.1648246.0716500.990.6193360.956349[15.77806946307845, 30.845636380857144, 30.855...[0.00014763103072196583, 0.0001742716021443636...[[0.0, -13.705770000000006, -4.468035000000004...
9509527540.782915416850255295336.960.5000001.447738-0.02070153.9481160.0087560.026447...383110.00.2472364.0408930.990.1465110.783465[0.642235877495376, 0.7374025457480649, 0.7505...[5.610235967471369e-05, 5.2828650779682126e-05...[[0.0, -1.5042299999999964, 1.8230549999999979...
9509529400.824121430850255301370.560.5000001.149374-0.02305036.3671640.0089850.060960...397120.00.2747072.3582990.990.1578960.516181[1.3893692232802333, 6.615002643702571, 7.0249...[7.265123073495765e-05, 0.00012801653057574618...[[0.0, 2.5117950000000047, -9.794265000000001,...
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9509547852.005360582850255305746.130.0035061.601235-0.27921720.5778840.001572-0.026420...549170.00.2197654.1374740.960.6107090.323232[40.513136541973104, 52.841936747441586, 57.02...[0.00016757904783190662, 0.0001585648166824180...[[0.0, -0.6663149999999405, -11.30805000000004...
9509529520.988945431850255305255.520.0435861.664175-0.03451848.7261640.0011620.067813...39880.00.1510893.4314110.990.2505560.886145[1.2159692203903953, 1.4972358917445767, 1.900...[0.00015251149994606925, 0.0001731963619967946...[[0.0, 7.074989999999999, -1.7089800000000024,...
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9509529100.260972428850255305499.030.0059852.562876-0.31591826.8659700.000067-0.123799...395100.00.1373533.1877670.991.1716470.540230[19.974336199678973, 31.82186973046012, 39.968...[0.0001635442685121279, 0.00017976426064995242...[[0.0, 2.4390599999999916, 0.3201900000000015,...
9509528990.934003427850255305126.740.0280142.199858-0.02878445.9257020.0016060.106722...39460.00.1648243.2446130.990.5863040.936718[1.472569224666822, 1.4870025582406976, 1.5213...[0.00027860098455614993, 0.0002834198407828499...[[0.0, 2.9263649999999957, 12.236834999999994,...
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50 rows × 29 columns

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" - ], "text/plain": [ - " waveform_duration cluster_id peak_channel_id cumulative_drift \\\n", - "id \n", - "950955426 1.826801 638 850255277 388.37 \n", - "950954748 0.604355 579 850255277 464.30 \n", - "950954739 0.920268 578 850255277 317.58 \n", - "950952479 1.057621 396 850255277 842.17 \n", - "950952466 0.810385 395 850255277 182.22 \n", - "950952742 0.700503 415 850255289 65.57 \n", - "950952754 0.782915 416 850255295 336.96 \n", - "950952940 0.824121 430 850255301 370.56 \n", - "950952814 1.071357 421 850255301 520.70 \n", - "950952801 0.851591 420 850255301 230.50 \n", - "950954785 2.005360 582 850255305 746.13 \n", - "950952952 0.988945 431 850255305 255.52 \n", - "950952922 0.727973 429 850255305 320.99 \n", - "950952910 0.260972 428 850255305 499.03 \n", - "950952899 0.934003 427 850255305 126.74 \n", - "950952885 0.247236 426 850255305 206.55 \n", - "950952869 0.247236 425 850255305 365.79 \n", - "950952856 0.892797 424 850255305 289.05 \n", - "950952765 0.741709 417 850255305 485.09 \n", - "950954760 0.576884 580 850255307 0.32 \n", - "950953238 1.126298 452 850255307 517.61 \n", - "950953168 0.796650 447 850255307 312.87 \n", - "950953129 0.865327 444 850255307 244.66 \n", - "950954773 0.865327 581 850255311 56.26 \n", - "950953116 0.219765 443 850255311 152.05 \n", - "950953050 0.645561 438 850255311 110.92 \n", - "950953037 0.906533 437 850255311 38.86 \n", - "950953021 0.741709 436 850255311 364.15 \n", - "950953008 0.961474 435 850255311 128.06 \n", - "950952991 1.002680 434 850255311 273.83 \n", - "950952979 0.549414 433 850255311 698.52 \n", - "950953180 0.370854 448 850255315 690.10 \n", - "950953154 0.315913 446 850255315 579.87 \n", - "950953226 0.274707 451 850255317 403.91 \n", - "950955612 0.494472 657 850255321 30.99 \n", - "950955512 0.453266 647 850255321 30.97 \n", - "950954796 0.453266 583 850255321 70.76 \n", - "950953203 0.576884 450 850255321 392.97 \n", - "950953191 0.425796 449 850255321 218.27 \n", - "950953290 0.412060 456 850255329 119.61 \n", - "950953300 1.002680 457 850255335 683.17 \n", - "950953350 0.494472 461 850255339 147.48 \n", - "950953390 0.673032 465 850255345 307.11 \n", - "950953381 0.302178 464 850255345 768.43 \n", - "950953371 0.315913 463 850255345 214.93 \n", - "950955577 0.151089 653 850255357 0.00 \n", - "950955471 1.387270 643 850255357 525.37 \n", - "950955154 1.373534 614 850255357 15.33 \n", - "950955144 0.192295 613 850255357 0.94 \n", - "950955133 0.549414 612 850255357 5.24 \n", - "\n", - " amplitude_cutoff snr recovery_slope isolation_distance \\\n", - "id \n", - "950955426 0.001316 2.001558 -0.015674 35.794170 \n", - "950954748 0.000038 1.901627 -0.009667 29.382023 \n", - "950954739 0.018174 2.101529 -0.011311 32.831854 \n", - "950952479 0.500000 0.492155 -0.006495 34.528413 \n", - "950952466 0.000301 2.273567 -0.015991 40.382419 \n", - "950952742 0.002576 4.606277 -0.036025 61.448665 \n", - "950952754 0.500000 1.447738 -0.020701 53.948116 \n", - "950952940 0.500000 1.149374 -0.023050 36.367164 \n", - "950952814 0.500000 0.830289 -0.026468 29.863687 \n", - "950952801 0.017060 2.749611 -0.048604 57.800629 \n", - "950954785 0.003506 1.601235 -0.279217 20.577884 \n", - "950952952 0.043586 1.664175 -0.034518 48.726164 \n", - "950952922 0.500000 1.503831 -0.029757 37.011978 \n", - "950952910 0.005985 2.562876 -0.315918 26.865970 \n", - "950952899 0.028014 2.199858 -0.028784 45.925702 \n", - "950952885 0.000115 3.685161 -0.273034 90.750885 \n", - "950952869 0.171766 1.158202 -0.063931 54.971485 \n", - "950952856 0.410083 1.156555 -0.014858 40.697488 \n", - "950952765 0.326982 0.555381 -0.014799 37.314251 \n", - "950954760 0.453368 0.643953 -0.044680 6.776806 \n", - "950953238 0.500000 0.610658 NaN 33.310935 \n", - "950953168 0.500000 1.434037 -0.042555 43.132487 \n", - "950953129 0.500000 1.137150 -0.016643 46.457467 \n", - "950954773 0.046694 1.933954 -0.018211 13.619781 \n", - "950953116 0.053556 3.044543 -0.154307 72.449410 \n", - "950953050 0.201775 2.124836 -0.015852 21.920778 \n", - "950953037 0.133417 1.386314 -0.010682 11.480651 \n", - "950953021 0.500000 1.399551 -0.031493 35.732686 \n", - "950953008 0.251313 0.816786 NaN 12.082732 \n", - "950952991 0.500000 1.377725 -0.019871 47.207397 \n", - "950952979 0.071652 1.345768 -0.016767 21.558699 \n", - "950953180 0.500000 2.018540 -0.039330 29.330694 \n", - "950953154 0.005380 2.029780 -0.060541 30.418777 \n", - "950953226 0.500000 1.315140 -0.086104 44.197884 \n", - "950955612 0.000564 2.525272 -0.056454 52.962752 \n", - "950955512 0.000681 2.143980 -0.072836 NaN \n", - "950954796 0.060051 1.367534 -0.049463 NaN \n", - "950953203 0.000106 1.377045 -0.083503 18.489237 \n", - "950953191 0.054984 1.916806 -0.039377 80.758062 \n", - "950953290 0.004267 3.017468 -0.064575 67.899516 \n", - "950953300 0.487464 1.268184 -0.132925 43.855217 \n", - "950953350 0.500000 1.987806 -0.045450 65.683755 \n", - "950953390 0.147153 2.264221 -0.010060 70.142261 \n", - "950953381 0.160189 2.510130 -0.113923 87.912099 \n", - "950953371 0.161285 3.014110 -0.062278 75.924653 \n", - "950955577 0.219388 0.989858 -0.254785 52.818244 \n", - "950955471 0.003853 1.239699 -0.000535 NaN \n", - "950955154 0.017275 0.960061 -0.044294 32.682002 \n", - "950955144 0.000731 1.142863 -0.068774 15.684393 \n", - "950955133 0.023972 1.059830 -0.179073 22.315330 \n", - "\n", - " nn_miss_rate silhouette_score ... local_index spread \\\n", - "id ... \n", - "950955426 0.005449 -0.019841 ... 605 170.0 \n", - "950954748 0.000503 0.021037 ... 546 170.0 \n", - "950954739 0.001682 NaN ... 545 170.0 \n", - "950952479 0.012261 0.024996 ... 363 170.0 \n", - "950952466 0.000334 NaN ... 362 170.0 \n", - "950952742 0.001847 0.209410 ... 382 70.0 \n", - "950952754 0.008756 0.026447 ... 383 110.0 \n", - "950952940 0.008985 0.060960 ... 397 120.0 \n", - "950952814 0.005273 0.055784 ... 388 150.0 \n", - "950952801 0.002252 0.140229 ... 387 80.0 \n", - "950954785 0.001572 -0.026420 ... 549 170.0 \n", - "950952952 0.001162 0.067813 ... 398 80.0 \n", - "950952922 0.024983 0.006958 ... 396 110.0 \n", - "950952910 0.000067 -0.123799 ... 395 100.0 \n", - "950952899 0.001606 0.106722 ... 394 60.0 \n", - "950952885 0.004506 0.115544 ... 393 80.0 \n", - "950952869 0.004517 0.063231 ... 392 90.0 \n", - "950952856 0.024159 -0.003410 ... 391 90.0 \n", - "950952765 0.025350 -0.003184 ... 384 150.0 \n", - "950954760 0.000000 NaN ... 547 160.0 \n", - "950953238 0.004061 0.060529 ... 419 150.0 \n", - "950953168 0.004556 0.025845 ... 414 100.0 \n", - "950953129 0.008761 0.090323 ... 411 80.0 \n", - "950954773 0.000000 NaN ... 548 160.0 \n", - "950953116 0.018728 0.143712 ... 410 80.0 \n", - "950953050 0.000701 -0.102259 ... 405 130.0 \n", - "950953037 0.000033 -0.083248 ... 404 160.0 \n", - "950953021 0.005033 0.029397 ... 403 110.0 \n", - "950953008 0.000067 NaN ... 402 160.0 \n", - "950952991 0.006806 0.052396 ... 401 80.0 \n", - "950952979 0.000774 -0.132513 ... 400 170.0 \n", - "950953180 0.004018 0.034166 ... 415 100.0 \n", - "950953154 0.001036 -0.034820 ... 413 170.0 \n", - "950953226 0.004776 0.121412 ... 418 170.0 \n", - "950955612 0.000267 NaN ... 624 170.0 \n", - "950955512 0.000000 NaN ... 614 170.0 \n", - "950954796 0.000000 NaN ... 550 170.0 \n", - "950953203 0.000334 -0.070985 ... 417 160.0 \n", - "950953191 0.058447 0.055383 ... 416 90.0 \n", - "950953290 0.018420 0.144361 ... 423 70.0 \n", - "950953300 0.022050 0.049554 ... 424 140.0 \n", - "950953350 0.009946 0.074711 ... 428 90.0 \n", - "950953390 0.003263 0.068709 ... 432 40.0 \n", - "950953381 0.008054 0.086067 ... 431 20.0 \n", - "950953371 0.000265 0.078902 ... 430 20.0 \n", - "950955577 0.000167 NaN ... 620 160.0 \n", - "950955471 0.000000 -0.100571 ... 610 170.0 \n", - "950955154 0.000234 NaN ... 581 170.0 \n", - "950955144 0.000200 NaN ... 580 160.0 \n", - "950955133 0.000133 NaN ... 579 160.0 \n", - "\n", - " waveform_halfwidth d_prime presence_ratio repolarization_slope \\\n", - "id \n", - "950955426 0.370854 4.382516 0.95 0.210316 \n", - "950954748 0.398325 5.224952 0.93 0.771835 \n", - "950954739 0.521943 3.702409 0.83 0.270670 \n", - "950952479 0.549414 1.424063 0.99 0.021505 \n", - "950952466 0.494472 6.120744 0.74 0.515449 \n", - "950952742 0.164824 6.071650 0.99 0.619336 \n", - "950952754 0.247236 4.040893 0.99 0.146511 \n", - "950952940 0.274707 2.358299 0.99 0.157896 \n", - "950952814 0.769179 2.326533 0.99 0.137331 \n", - "950952801 0.178559 4.541027 0.99 0.476198 \n", - "950954785 0.219765 4.137474 0.96 0.610709 \n", - "950952952 0.151089 3.431411 0.99 0.250556 \n", - "950952922 0.192295 1.647355 0.99 0.258827 \n", - "950952910 0.137353 3.187767 0.99 1.171647 \n", - "950952899 0.164824 3.244613 0.99 0.586304 \n", - "950952885 0.109883 5.910302 0.99 1.083241 \n", - "950952869 0.151089 2.683147 0.99 0.330899 \n", - "950952856 0.219765 1.693733 0.99 0.240472 \n", - "950952765 0.384590 1.689022 0.99 0.062891 \n", - "950954760 0.288442 2.558502 0.35 0.193679 \n", - "950953238 1.373534 2.418891 0.99 0.006892 \n", - "950953168 0.219765 3.589803 0.99 0.240685 \n", - "950953129 0.260972 2.724455 0.99 0.170233 \n", - "950954773 0.247236 3.684688 0.55 0.686820 \n", - "950953116 0.109883 4.226893 0.99 0.715175 \n", - "950953050 0.123618 3.892292 0.76 0.686878 \n", - "950953037 0.357119 3.348613 0.72 0.374497 \n", - "950953021 0.219765 2.622365 0.99 0.228445 \n", - "950953008 1.401005 1.055011 0.85 0.052329 \n", - "950952991 0.206030 3.094640 0.99 0.239755 \n", - "950952979 0.453266 2.952078 0.95 0.439241 \n", - "950953180 0.164824 1.984903 0.99 0.410170 \n", - "950953154 0.219765 5.222791 0.93 0.596267 \n", - "950953226 0.178559 3.151873 0.99 0.304227 \n", - "950955612 0.398325 5.783687 0.62 0.534392 \n", - "950955512 0.357119 NaN 0.64 0.568508 \n", - "950954796 0.398325 NaN 0.72 0.399876 \n", - "950953203 0.412060 4.314758 0.84 0.221128 \n", - "950953191 0.178559 3.012411 0.99 0.263295 \n", - "950953290 0.178559 4.117302 0.99 0.477490 \n", - "950953300 0.755444 3.189250 0.97 0.036900 \n", - "950953350 0.233501 4.167437 0.99 0.245424 \n", - "950953390 0.096147 4.344381 0.90 0.106859 \n", - "950953381 0.206030 3.789279 0.97 0.387606 \n", - "950953371 0.123618 5.464796 0.96 0.500284 \n", - "950955577 0.109883 4.715457 0.45 0.724308 \n", - "950955471 0.178559 NaN 0.92 0.372223 \n", - "950955154 0.412060 4.291019 0.62 0.340882 \n", - "950955144 0.109883 2.945499 0.59 0.859581 \n", - "950955133 0.260972 5.028980 0.68 0.661849 \n", - "\n", - " nn_hit_rate spike_times \\\n", - "id \n", - "950955426 0.896594 [28.65416967766808, 40.54243654246142, 43.4197... \n", - "950954748 0.896970 [28.65446967767308, 40.54260320913086, 43.4201... \n", - "950954739 0.610487 [63.25363692096018, 185.0097722834486, 204.050... \n", - "950952479 0.400621 [1.1888358866048652, 1.2708025546375663, 1.325... \n", - "950952466 0.523810 [184.9915056164775, 204.50437260834036, 204.52... \n", - "950952742 0.956349 [15.77806946307845, 30.845636380857144, 30.855... \n", - "950952754 0.783465 [0.642235877495376, 0.7374025457480649, 0.7505... \n", - "950952940 0.516181 [1.3893692232802333, 6.615002643702571, 7.0249... \n", - "950952814 0.292079 [0.7425692125008378, 1.2965692217336533, 1.303... \n", - "950952801 0.913043 [1.8428358975042538, 8.47100267463417, 11.6466... \n", - "950954785 0.323232 [40.513136541973104, 52.841936747441586, 57.02... \n", - "950952952 0.886145 [1.2159692203903953, 1.4972358917445767, 1.900... \n", - "950952922 0.571014 [0.7822358798285785, 0.823602547184651, 0.9204... \n", - "950952910 0.540230 [19.974336199678973, 31.82186973046012, 39.968... \n", - "950952899 0.936718 [1.472569224666822, 1.4870025582406976, 1.5213... \n", - "950952885 0.994667 [0.6404025441314889, 0.6877358782536669, 0.700... \n", - "950952869 0.898667 [0.6427025441698201, 0.8232692138457623, 1.134... \n", - "950952856 0.664000 [0.6930692116758841, 0.9537025493528627, 1.039... \n", - "950952765 0.506944 [0.6922692116625515, 0.9335025490162149, 1.311... \n", - "950954760 0.000000 [706.6564143104049, 2317.88710782941, 2351.707... \n", - "950953238 0.516452 [1.8374692307481477, 1.8489025642720258, 3.502... \n", - "950953168 0.812925 [2.009835900287431, 8.662602677827323, 18.1816... \n", - "950953129 0.863704 [0.818202547094656, 1.8546692310347983, 2.3659... \n", - "950954773 0.000000 [43.419803257081504, 43.49930325840643, 63.244... \n", - "950953116 0.925333 [1.8396025641170346, 4.797235946741492, 9.5639... \n", - "950953050 0.305556 [26.127502968892664, 41.50160322511329, 52.850... \n", - "950953037 0.047619 [184.7884056130927, 227.66430632765093, 228.13... \n", - "950953021 0.703704 [0.7582692127624898, 2.36646923956432, 2.67073... \n", - "950953008 0.466667 [12.152669402658505, 12.15370273600906, 12.157... \n", - "950952991 0.852097 [0.8003358801302283, 0.9688025496045152, 1.145... \n", - "950952979 0.494505 [16.751969479309206, 26.128102968902663, 28.65... \n", - "950953180 0.307292 [0.9739358830233993, 1.840669230801478, 2.3699... \n", - "950953154 0.505747 [43.524803258831405, 88.5958040099726, 184.825... \n", - "950953226 0.743814 [8.659436011107882, 9.578902693098133, 10.1930... \n", - "950955612 0.250000 [225.87110629776595, 233.46737309102997, 245.4... \n", - "950955512 NaN [227.72777299537532, 229.54200635894418, 231.7... \n", - "950954796 NaN [184.99130561647416, 185.00997228345193, 204.6... \n", - "950953203 0.458333 [26.127469635558775, 28.654369677671415, 43.41... \n", - "950953191 0.798000 [1.23216922066038, 1.3054358885480895, 2.01040... \n", - "950953290 0.966000 [0.705269211879206, 0.9234692155156687, 1.0001... \n", - "950953300 0.546919 [1.6055358935494755, 3.5514359259793236, 7.408... \n", - "950953350 0.976000 [1.4242692238618673, 1.857302564412018, 2.4291... \n", - "950953390 0.941333 [74.66367044445008, 203.07423925117283, 204.33... \n", - "950953381 0.971333 [26.218602970410913, 59.50093685841869, 81.850... \n", - "950953371 0.998667 [362.2142752366913, 393.450909090606, 459.8093... \n", - "950955577 0.666667 [920.8444512133385, 1264.1221902676466, 1896.4... \n", - "950955471 NaN [26.12793630223322, 43.536603259028055, 57.023... \n", - "950955154 0.037037 [43.419336590407056, 184.78707227973712, 204.7... \n", - "950955144 0.041667 [228.70950634506997, 231.8643397309809, 234.22... \n", - "950955133 0.000000 [204.99913928325267, 590.9844457159802, 599.24... \n", - "\n", - " spike_amplitudes \\\n", - "id \n", - "950955426 [0.0001306058355635287, 0.00020939563510373593... \n", - "950954748 [0.0001745547271566972, 0.0001887489192620048,... \n", - "950954739 [0.000131369167119172, 0.00016883105291760347,... \n", - "950952479 [4.360530987752641e-05, 6.138383799841459e-05,... \n", - "950952466 [0.0002997355649510571, 0.0002983626008562419,... \n", - "950952742 [0.00014763103072196583, 0.0001742716021443636... \n", - "950952754 [5.610235967471369e-05, 5.2828650779682126e-05... \n", - "950952940 [7.265123073495765e-05, 0.00012801653057574618... \n", - "950952814 [9.388114702869782e-05, 7.825077671604184e-05,... \n", - "950952801 [0.00012325333666754213, 0.0001977210174321113... \n", - "950954785 [0.00016757904783190662, 0.0001585648166824180... \n", - "950952952 [0.00015251149994606925, 0.0001731963619967946... \n", - "950952922 [9.381246183815384e-05, 9.428076714794239e-05,... \n", - "950952910 [0.0001635442685121279, 0.00017976426064995242... \n", - "950952899 [0.00027860098455614993, 0.0002834198407828499... \n", - "950952885 [0.00038668801430681793, 0.0003299261178774159... \n", - "950952869 [7.703227070417188e-05, 6.711038670839969e-05,... \n", - "950952856 [0.00017812900784875167, 0.0002102193694139355... \n", - "950952765 [5.488546777559186e-05, 7.394968483313715e-05,... \n", - "950954760 [6.087443031157371e-05, 4.701701631428729e-05,... \n", - "950953238 [5.439500748065948e-05, 5.316567137330497e-05,... \n", - "950953168 [0.00010377286772997592, 0.0001528025060014939... \n", - "950953129 [5.5548589940188054e-05, 5.664050958210229e-05... \n", - "950954773 [0.00019064444393011764, 0.0001627596786446196... \n", - "950953116 [9.29176669970157e-05, 0.00010000279074123407,... \n", - "950953050 [8.421829668794919e-05, 7.820812166495336e-05,... \n", - "950953037 [0.00014538343563295515, 0.0001014766029729860... \n", - "950953021 [7.294926455067525e-05, 7.925450609791824e-05,... \n", - "950953008 [0.00018737511432970286, 0.0001294927335887981... \n", - "950952991 [9.62403755908644e-05, 0.00010636275023972471,... \n", - "950952979 [0.0002851732650109808, 0.00021391878597619974... \n", - "950953180 [8.41227217967748e-05, 8.029029564796273e-05, ... \n", - "950953154 [0.00021404226736167884, 0.0001867530856131780... \n", - "950953226 [6.74416757642213e-05, 6.331096506446267e-05, ... \n", - "950955612 [0.0002889605569193718, 0.0002599024022313027,... \n", - "950955512 [0.00018429948394912295, 0.0002346442044753581... \n", - "950954796 [0.0002328257946119337, 0.00016566141248296177... \n", - "950953203 [9.937347360821726e-05, 0.0001406696183344026,... \n", - "950953191 [6.608023944941481e-05, 7.81507292260891e-05, ... \n", - "950953290 [0.0001473651489540416, 0.00014937576399240993... \n", - "950953300 [4.101112153487742e-05, 4.077271929747849e-05,... \n", - "950953350 [0.00011738823178469412, 0.0001234272436243929... \n", - "950953390 [7.724400393655525e-05, 8.49780444940785e-05, ... \n", - "950953381 [8.469361155838207e-05, 9.250120098478598e-05,... \n", - "950953371 [9.3745095064515e-05, 9.533399615291996e-05, 9... \n", - "950955577 [0.00016549387906775577, 0.0002135214902007370... \n", - "950955471 [0.00020402464847500234, 0.0001050333868036978... \n", - "950955154 [0.00010386545017222816, 7.66136255682369e-05,... \n", - "950955144 [0.00014813702273974778, 8.109532770508064e-05... \n", - "950955133 [0.0001535563765179318, 0.00014614851840656252... \n", - "\n", - " waveform_mean \n", - "id \n", - "950955426 [[0.0, 0.7932599999999894, -0.9250799999998804... \n", - "950954748 [[0.0, 1.6350749999999898, -0.9652499999999762... \n", - "950954739 [[0.0, 3.0219149999999644, 8.901359999999968, ... \n", - "950952479 [[0.0, 7.044569999999986, 3.3793499999999854, ... \n", - "950952466 [[0.0, -17.295524999999962, -21.17426999999995... \n", - "950952742 [[0.0, -13.705770000000006, -4.468035000000004... \n", - "950952754 [[0.0, -1.5042299999999964, 1.8230549999999979... \n", - "950952940 [[0.0, 2.5117950000000047, -9.794265000000001,... \n", - "950952814 [[0.0, 3.51351, -7.746959999999979, 4.41226500... \n", - "950952801 [[0.0, -14.854710000000008, -1.71346500000001,... \n", - "950954785 [[0.0, -0.6663149999999405, -11.30805000000004... \n", - "950952952 [[0.0, 7.074989999999999, -1.7089800000000024,... \n", - "950952922 [[0.0, 5.308485000000004, 7.214609999999994, 4... \n", - "950952910 [[0.0, 2.4390599999999916, 0.3201900000000015,... \n", - "950952899 [[0.0, 2.9263649999999957, 12.236834999999994,... \n", - "950952885 [[0.0, -9.141014999999996, -5.452199999999996,... \n", - "950952869 [[0.0, -1.3788449999999857, 2.7580800000000156... \n", - "950952856 [[0.0, 6.323070000000005, 7.534410000000006, 1... \n", - "950952765 [[0.0, -2.4298950000000024, -4.399785000000005... \n", - "950954760 [[0.0, -1.4351231527092878, 11.702881773399078... \n", - "950953238 [[0.0, 0.20670000000000188, 3.702269999999994,... \n", - "950953168 [[0.0, -9.199905000000006, -2.9731650000000007... \n", - "950953129 [[0.0, -3.8608049999999983, -0.456689999999999... \n", - "950954773 [[0.0, 0.5573750000000501, -9.204812500000017,... \n", - "950953116 [[0.0, 7.158450000000004, 9.156029999999996, 9... \n", - "950953050 [[0.0, 4.54876500000001, -5.359770000000051, -... \n", - "950953037 [[0.0, -3.807746192893333, -15.817568527918723... \n", - "950953021 [[0.0, 8.190195000000003, 10.735919999999998, ... \n", - "950953008 [[0.0, 2.7264899999999996, -6.427589999999999,... \n", - "950952991 [[0.0, 3.439410000000004, 4.946759999999998, -... \n", - "950952979 [[0.0, -3.0771000000000264, -9.014070000000022... \n", - "950953180 [[0.0, 9.406800000000004, 5.219955000000003, -... \n", - "950953154 [[0.0, -7.170929999999977, -4.068480000000136,... \n", - "950953226 [[0.0, -4.29078, 5.463900000000004, -0.8517599... \n", - "950955612 [[0.0, -15.968758169934716, -32.74215686274512... \n", - "950955512 [[0.0, -9.7936184210526, -31.874289473684158, ... \n", - "950954796 [[0.0, -19.95729534510437, -34.212014446228, -... \n", - "950953203 [[0.0, -9.295455000000004, -25.577954999999776... \n", - "950953191 [[0.0, -9.741810000000008, 1.247414999999994, ... \n", - "950953290 [[0.0, -4.946369999999998, 0.7367100000000038,... \n", - "950953300 [[0.0, -7.870199999999995, -3.101279999999999,... \n", - "950953350 [[0.0, -9.41226, -3.184154999999995, -2.212470... \n", - "950953390 [[0.0, -3.5544599999999953, 4.199520000000009,... \n", - "950953381 [[0.0, -3.0628649999999986, -2.421704999999989... \n", - "950953371 [[0.0, 6.312150000000003, -2.8897049999999997,... \n", - "950955577 [[0.0, 5.036173469387755, -14.353392857142847,... \n", - "950955471 [[0.0, -2.6734500000000523, 3.78962999999991, ... \n", - "950955154 [[0.0, -10.477882882882916, -7.018828828828838... \n", - "950955144 [[0.0, -3.109533898305095, -17.367669491525387... \n", - "950955133 [[0.0, -10.725000000000009, -13.66494392523358... \n", + "root pynwb.file.NWBFile at 0x1509118174064\n", + "Fields:\n", + " acquisition: {\n", + " raw_running_wheel_rotation ,\n", + " running_wheel_signal_voltage ,\n", + " running_wheel_supply_voltage \n", + " }\n", + " devices: {\n", + " probeA ,\n", + " probeB ,\n", + " probeC ,\n", + " probeD ,\n", + " probeE ,\n", + " probeF \n", + " }\n", + " electrode_groups: {\n", + " probeA ,\n", + " probeB ,\n", + " probeC ,\n", + " probeD ,\n", + " probeE ,\n", + " probeF \n", + " }\n", + " electrodes: electrodes \n", + " file_create_date: [datetime.datetime(2020, 5, 26, 0, 53, 26, 986517, tzinfo=tzoffset(None, -25200))]\n", + " identifier: 719161530\n", + " institution: Allen Institute for Brain Science\n", + " intervals: {\n", + " drifting_gratings_presentations ,\n", + " flashes_presentations ,\n", + " gabors_presentations ,\n", + " invalid_times ,\n", + " natural_movie_one_presentations ,\n", + " natural_movie_three_presentations ,\n", + " natural_scenes_presentations ,\n", + " spontaneous_presentations ,\n", + " static_gratings_presentations \n", + " }\n", + " invalid_times: invalid_times \n", + " processing: {\n", + " eye_tracking_rig_metadata ,\n", + " optotagging ,\n", + " running ,\n", + " stimulus \n", + " }\n", + " session_description: Data and metadata for an Ecephys session\n", + " session_id: 719161530\n", + " session_start_time: 2019-01-08 16:25:16-08:00\n", + " stimulus_notes: brain_observatory_1.1\n", + " subject: subject abc.EcephysSpecimen at 0x1509117906848\n", + "Fields:\n", + " age: P122D\n", + " age_in_days: 122.0\n", + " genotype: Sst-IRES-Cre/wt;Ai32(RCL-ChR2(H134R)_EYFP)/wt\n", + " sex: M\n", + " species: Mus musculus\n", + " specimen_name: Sst-IRES-Cre;Ai32-387858\n", + " subject_id: 703279277\n", "\n", - "[50 rows x 29 columns]" + " timestamps_reference_time: 2019-01-08 16:25:16-08:00\n", + " units: units " ] }, - "execution_count": 265, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "units[2500:2550]" + "nwb" ] }, { From acb97ab770cc6fc27caf352ad4c0af12f3497cf4 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Thu, 19 Jan 2023 09:07:30 -0800 Subject: [PATCH 35/36] Added correct time x axis for waveform plots --- .../visualize_unit_responses.ipynb | 111 ++++++++++++++---- 1 file changed, 91 insertions(+), 20 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index 1a08f73c..298d60d6 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -1469,7 +1469,28 @@ }, { "cell_type": "code", - "execution_count": 283, + "execution_count": 74, + "id": "c07d1aec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "950952910" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "units.id[2513]" + ] + }, + { + "cell_type": "code", + "execution_count": 75, "id": "ae1644bf", "metadata": {}, "outputs": [ @@ -1491,6 +1512,33 @@ "print(\"Unit index:\",unit_idx)" ] }, + { + "cell_type": "code", + "execution_count": 76, + "id": "8ede61b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "29999.9995000281" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# get sampling Hz for this unit's waveform\n", + "peak_channel_id = units[\"peak_channel_id\"][unit_idx]\n", + "electrodes = nwb.electrodes.to_dataframe()\n", + "probe_name = electrodes.loc[peak_channel_id].group_name\n", + "\n", + "Hz = nwb.devices[probe_name].sampling_rate\n", + "Hz" + ] + }, { "cell_type": "markdown", "id": "e4658307", @@ -1501,7 +1549,7 @@ }, { "cell_type": "code", - "execution_count": 284, + "execution_count": 77, "id": "32c543e4", "metadata": {}, "outputs": [], @@ -1517,13 +1565,13 @@ }, { "cell_type": "code", - "execution_count": 285, + "execution_count": 87, "id": "b01f1b67", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1534,9 +1582,13 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(10,6))\n", - "ax.plot(peak_waveform)\n", "\n", - "ax.set_xlabel(\"time (s)\")\n", + "n_secs = peak_waveform.shape[0] / Hz\n", + "time_axis = np.linspace(0, n_secs * 1000, peak_waveform.shape[0])\n", + "\n", + "ax.plot(time_axis, peak_waveform)\n", + "\n", + "ax.set_xlabel(\"time (ms)\")\n", "ax.set_ylabel(\"membrane potential (uV)\")\n", "ax.set_title(\"unit peak waveform\", fontsize=20)\n", "\n", @@ -1553,7 +1605,7 @@ }, { "cell_type": "code", - "execution_count": 286, + "execution_count": 79, "id": "d30312a2", "metadata": {}, "outputs": [ @@ -1563,7 +1615,7 @@ "(384, 82)" ] }, - "execution_count": 286, + "execution_count": 79, "metadata": {}, "output_type": "execute_result" } @@ -1575,7 +1627,7 @@ }, { "cell_type": "code", - "execution_count": 287, + "execution_count": 89, "id": "c8dd3ee0", "metadata": { "scrolled": false @@ -1583,7 +1635,7 @@ "outputs": [ { "data": { - "image/png": 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1r/431Aebnubz2GOPMXr0aABeeuklhg0bxmuvvcby5cvZuHEjCxcu5NVXX+WSSy6he/fuvPHGG0c0nv2ZzWb+85//oCgKDQ0NjB8/nscff5wVK1awevVqXnjhBUaMGOHfDPS5557zT7s70T3wwAMkJSVx44038u6777Js2TI2bNjAzz//zIwZMzjnnHMAT2GEW265pYtHK4QQJwFdCCGOg61bt+pxcXE60O5x//336zNnzvR/v3fv3gP6SE1N1QF9+vTph3yu6dOn64Cempp6wLm9e/f6n2PmzJntXv/nP//5oONcuHDhUd+7ruv6E0880aaftWvXHtDGarXqFovF3+aSSy45ZJ833XTTQcdpMBj0F198UX/00Uf9jx3OX//61zZ9xMTE6E6n87DXNTQ06JdddtlBx9L6OP300w+4/kh+Jj6zZs1q8xq1d99PPfXUQa/3tXv00UcPe19H0vZIx75w4cKD/h3y/b0+1GGxWA772gghhPCQDI4Q4rjIzMxk/fr13HHHHaSmpmI2m4mNjeXcc8/lu+++45///GdXD9HvmWee4a233mLixIlERUV1SEnh1lPN9l9/4xMQEOBfhwMHX3/j8+677/L+++8zceJEQkNDsVgspKamcv3117NixQruvvvuoxrj/tmaK664AqPx8MU2Q0ND+fzzz1m6dCm33HILGRkZhIaGYjQaiYqKYuTIkdx5553MnTuXn3766ajGtL/p06ezbds27r77bvr27UtwcDCBgYH07NmTW2+9lQ0bNvDggw/+ouc43hYuXMhLL73EtGnTGDhwILGxsRiNRsLCwhg6dCj3338/ubm53HjjjV09VCGEOCkout6Jq0KFEEIIIYQQ4jiSDI4QQgghhBDilCEBjhBCCCGEEOKUIQGOEEIIIYQQ4pQhAY4QQgghhBDilCEBjhBCCCGEEOKUIQGOEEIIIYQQ4pRx+A0ORBuaplFSUkJoaCiKonT1cIQQQgghxH50XaexsZGkpCRU9cT7PN9ms+FwODqlb7PZTEBAQKf0fbKQAOcolZSUkJKS0tXDEEIIIYQQh1FYWEhycnJXD6MNm81GemoIZRXuTuk/ISGBvXv3/qqDHAlwjlJoaCjg+R8mLCysi0cjhBBCCCH219DQQEpKiv9924nE4XBQVuEmPyuNsNCOzS41NGqkDs/D4XBIgCOOnG9aWlhYmAQ4QgghhBAnsBN5OUFIqEJIaMeOT+PEvd/jSQIcIYQQQgghjjO3ruHWO75PIVXUhBBCCCGEEKcQyeAIIYQQQghxnGnoaHRsCqej+ztZSQZHCCGEEEIIccqQDI4QQgghhBDHmYZGR6+Y6fgeT06SwRFCCCGEEEKcMiSDI4QQQgghxHHm1nXceseumeno/k5WksERQgghhBBCnDIkgyOEEEIIIcRxJlXUOo8EOEIIIYQQQhxnGjpuCXA6hUxRE0IIIYQQQpwyJIMjhBBCCCHEcSZT1DqPZHCEEEIIIYQQpwzJ4AghhBBCCHGcSZnoziMZHCGEEEIIIcQpQzI4QgghhBBCHGea9+joPoVkcIQQJwFd18lvqmJzbWFXD0UIIYQQJzjJ4AghTkgVtgbWVO1mbfUe1lTvptzWAMAjAy/h0pQRXTw6IYQQ4pdxd8I+OB3d38lKAhwhxAmjyt7I27sWsaZqN3nNVW3OqSho6Lyw9XvGxfQmPjC8i0YphBBC/HJu3XN0dJ9CAhwhxAnkT+s/ZFNtAQAKCn3DkxgV3YNR0T0ZFJnC7atnklNfxFNbvubF4dehKEoXj1gIIYQQJxoJcIQQJ4St9SVsqi3AqBh4asjljIrpSZgpsE2bRwddytXL/s3Siu3MK93MuUmDu2i0QgghxC8jRQY6jxQZEEKcED4rWA3AlIR+nJk44IDgBqBnaDy39DoNgGdzv6PW3nxcxyiEEEKIE58EOEKILtfgtPJ98WYALk8dfci2N/WcRK/QeOocLTyb++3xGJ4QQgjR4TQU3B18aMjUbZAARwhxAvimaAM2zUmv0HiGRqYesq1JNTJj4GWoKMwrzWZx+dbjNEohhBBCnAwkwBFCdClN1/g03zM97Yruo4+ocEC/iG5c12M8AE/lfE2j09qpYxRCCCE6mqZ3ziEkwBFCdLE1VXsoaKkm2GhharcjLxpwe+8pdA+KptLeyIvbfujEEQohhBDiZHJSBThLlizhwgsvJCkpCUVR+PLLL9uc13Wdv/3tbyQmJhIYGMiZZ57Jzp0727Spqanh2muvJSwsjIiICG6++WaampqO410IIVr71Ftc4IJuQwkyWo74ugCDiUcGXQLAF4VZrK7a3RnDE0IIITpFR6+/8R3iJAtwmpubGTx4MK+99lq755999llefvll3njjDVavXk1wcDDnnHMONpvN3+baa69ly5Yt/PTTT3z77bcsWbKE22677XjdghCilVJrHYvLtwFweeqoo75+eFQ6l3f3FCV4IvtLrC5Hh45PCCGE6CwS4HSek2ofnPPOO4/zzjuv3XO6rvPiiy/y8MMPc/HFFwPw3//+l/j4eL788kuuuuoqtm7dyg8//MDatWsZMWIEAK+88gpTp07lueeeIykp6bjdixAC5hSsRUNnRHQ6PULijqmPP2SezdKKbRRba/m2eMNhq7AJIYQQ4tR2UmVwDmXv3r2UlZVx5pln+h8LDw9n9OjRrFy5EoCVK1cSERHhD24AzjzzTFRVZfXq1e32a7fbaWhoaHMIIX45p+bii8J1gKe4wLEKNlq4Nt1TcODLwqwOGZsQQgjR2TRd6ZRDnEIBTllZGQDx8fFtHo+Pj/efKysrIy6u7afERqORqKgof5v9Pf3004SHh/uPlJSUThi9EL8+88u2UONoJtYSymnxfX9RX1O7DcaoGNjaUMK2+pIOGqEQQgghTkanTIDTWR588EHq6+v9R2FhYVcPSYhTwif5awC4rPtITKrhF/UVaQ7m9ARPkPRlkWRxhBBCnPhkDU7nOWUCnISEBADKy8vbPF5eXu4/l5CQQEVFRZvzLpeLmpoaf5v9WSwWwsLC2hxCiF9mR0MZG2vzMSoql6WMOPwFR+DSZE8/c4s3YXM7O6RPIYQQQpx8TpkAJz09nYSEBObPn+9/rKGhgdWrVzN27FgAxo4dS11dHVlZ+z7hXbBgAZqmMXq0LEwW4njxbex5enw/YgM65kODUTE9SAyMoMllY0HZlg7pUwghhOgsbtROOcRJFuA0NTWxceNGNm7cCHgKC2zcuJGCggIUReGee+7hiSee4OuvvyY7O5sbbriBpKQkLrnkEgD69u3Lueeey6233sqaNWtYvnw5d911F1dddZVUUBPiOGl02phbsgk4ttLQB6MqKhcnDwOk2IAQQghxJF5//XUGDRrkn6U0duxYvv/+e//5yZMnoyhKm+P2229v00dBQQHnn38+QUFBxMXF8ac//QmXy3W8b6WNk6pM9Lp16zj99NP93993330ATJ8+nVmzZvHnP/+Z5uZmbrvtNurq6pgwYQI//PADAQEB/ms++OAD7rrrLqZMmYKqqkybNo2XX375uN+LEL9W3xVvxOp20CMkjuFR6R3a90XJw3hz50LW1eyloLmK7sExHdq/EEII0VH0Tqh6ph9lf8nJyTzzzDP07t0bXdd57733uPjii9mwYQP9+/cH4NZbb+Wxxx7zXxMUFOT/2u12c/7555OQkMCKFSsoLS3lhhtuwGQy8dRTT3XMTR0DRdd1vcue/STU0NBAeHg49fX1sh5HiGNwx+qZrK7ezR/7TuXa9HEd3v/v1/6X5ZU7uKnHJH6feXaH9y+EEOLEdyK/X/ON7cfsVIJDO3YyVXOjxtkD83/RfUdFRfHPf/6Tm2++mcmTJzNkyBBefPHFdtt+//33XHDBBZSUlPgrGb/xxhs88MADVFZWYjabj/VWfpGTaoqaEOLkpukaW+qLARgeldYpz3FJynAAvilej0tzd8pzCCGEECey/fdwtNvth73G7Xbz0Ucf0dzc7F+/Dp7ZTzExMQwYMIAHH3yQlpYW/7mVK1cycODANtu0nHPOOTQ0NLBlS9ethz2ppqgJIU5uhc01NLlsWFQjPUPjD3/BMZgUl0GkOZgqexPLK3f84j12hBBCiM7g1lXcesfmGtzeeVn779v46KOPMmPGjHavyc7OZuzYsdhsNkJCQvjiiy/o168fANdccw2pqakkJSWxefNmHnjgAbZv386cOXMAzx6T7e1B6TvXVSTAEUIcN1vqiwDICEv8xXvfHIxJNXJBt6G8v3cZXxRmSYAjhBDiV6ewsLDNFDWLxXLQthkZGWzcuJH6+no+++wzpk+fzuLFi+nXrx+33Xabv93AgQNJTExkypQp7N69m549e3bqPfwSMkVNCHHc+Kan9Y9I7tTn8U1TW1axnQpbQ6c+lxBCCHEsNBQ01A4+PEUG9t/D8VABjtlsplevXgwfPpynn36awYMH89JLL7Xb1retyq5duwDPHpPt7UHpO9dVJMARQhw3ud4Ap194t059nvSQWIZEpqKh803R+k59LiGEEOJUomnaQdfs+LZqSUxMBDx7TGZnZ1NRUeFv89NPPxEWFuaf5tYVZIqaEOK4cGputtWXANC/kwMc8GRxNtbm81XRem7qOQlVkc9zhBBCnDjcKLjp2DLRR9vfgw8+yHnnnUf37t1pbGxk9uzZLFq0iHnz5rF7925mz57N1KlTiY6OZvPmzdx7771MmjSJQYMGAXD22WfTr18/rr/+ep599lnKysp4+OGHufPOOw+ZNeps8i++EOK42NNUgV1zEWK00D04utOf76yEAQQbLRS11JBVk9fpzyeEEEKcbCoqKrjhhhvIyMhgypQprF27lnnz5nHWWWdhNpv5+eefOfvss8nMzOSPf/wj06ZN45tvvvFfbzAY+PbbbzEYDIwdO5brrruOG264oc2+OV1BMjhCiONiS52nwEDf8G7HJZsSaDRzbuIgPi9cy5eF6xgZ3aPTn1MIIYQ4Up1TRe3otrd85513DnouJSWFxYsXH7aP1NRU5s6de1TP29kkgyOEOC58BQYGhHdugYHWLk0ZAcD8slzqHS2HaS2EEEIcP54iAx1/CAlwhBDHib/AQETnr7/x6RueRO/QBByaix9KNh+35xVCCCFE15EARwjR6WxuJ7saPWUjj0eBAR9FUbg4eRgAX0s1NSGEECcQDRV3Bx+avLUHJMARQhwH2xtKcesa0eYQ4gPCj+tzn9dtMEbFwNaGEnY0dN2uykIIIYQ4PiTAEUJ0Ol+BgX4R3VCU4zs/ONIczGnxmYBkcYQQQpw4fEUGOvoQEuAIIY4DX4GB4zk9rbWLvNPU5pZsxKm5umQMQgghhDg+JMARQnS6XH+Ac/wqqLU2NqYXMZZQ6hwtLKnY3iVjEEIIIVrTvGtmOvoQEuAIITpZo9NKfnMVcHwrqLVmVA1c0G0IINPUhBBCiFOdBDhCiE6VW18CQLfASCLNwV02Dt80tRWVO6m0NXbZOIQQQggAt650yiEkwBFCdLLc+n0FBrpSWkgsgyJScOsa3xVv7NKxCCGEEB1dItp3CAlwhBCdLKeua9fftHZxynDAM01N1/UuHo0QQgghOoMEOEKITuXL4HRVBbXWzkoYQIBqIq+5kmxv6WohhBCiK2i62imHkABHCNGJquyNlNsaUFDIDE/q6uEQYgpgSmJ/AL4qyuri0QghhBCiM0iAI4ToNFu809N6hMQSbLR08Wg8LvYWG/ixNBur29HFoxFCCPFrJWtwOo+8CkKITuMvMHACTE/zGRaVRrfASJpddhaU5Xb1cIQQQgjRwSTAEUJ0mi2+DT4jur7AgI+qqFyYPBSQaWpCCCG6jkbHl4rWuvqmThAS4AghOoWu62ypO3EKDLR2QfJQFBTWVe+luKWmq4cjhBBCiA4kAY4QolMUW2upd1oxKgZ6hyZ09XDaSAqMZFR0DwC+KdrQxaMRQgjxa6ShdsohJMARQnQSX4GBPmEJmA3GLh7NgS7yFhv4pngDmi5JfSGEEMeXW1c75RAS4AghOsm+/W9OnPU3rZ2e0I8QYwCl1jqyavK6ejhCCCGE6CAS4AghOsW+AgMn1vobnwCDibO8e+L8ULKpi0cjhBDi10ZD6ZRDSIAjhOgEbl1ja30JcOIVGGjt3KTBAPxcugWH29XFoxFCCCFER5AARwjR4fY2VWJ1Owg0mEkLie3q4RzUsKg04gLCaHTZWFG1s6uHI4QQ4ldE1uB0HnkVhBAdzlceum94EgblxP01Y1BUzkkcCMD3Mk1NCCGEOCWcuO88hBAnra0NJ/70NB/fNLUl5dtodtm7eDRCCCF+LdyonXIICXCEEJ0gv6kKgJ6h8V08ksPLDEskLTgGu+ZiYVluVw9HCCGEEL/Qibc5hRDipFfUUgNAclBUh/X55s75fFWURXpILJlhSf4jOSgKRTn2qjGKonBu0iDe2LmA70s2c0Hy0A4bsxBCCHEwmq6g6R1b9ayj+ztZSYAjhOhQTs1Nma0egJQOCnC+LFzHf3YtAKDcVs+qql3+cyHGADLCEhkV3ZMb0ice06ai5yYN5o2dC1hTvZtqexPRlpAOGbcQQgghjj8JcIQQHarUWodb17Coxg4JFNbX7OXpLV8DcG3aeNKCY9jWUMK2hhJ2NpbT5LKRVbOXrJq9NDit3Nd36lE/R/fgaAaEJ5NTX8RPpTlclTbmF49bCCGEOBStE9bMaLL6BJAARwjRwXzT07oFRaH+wgpqxS01/Gn9bFy6m7MTB3Jv5nltpqM5NTd5TZWsrNrJS9t/4IO85YyL7cOYmF5H/VznJg0ip76IH0o2SYAjhBCi02m6itbBZZ07ur+TlbwKQogOVdxB62+anDbuzXqfOmcL/cK78ed+F5JTV0xeUyV1jhbcuoZJNdA7LIEbekzkN91HATBj82fUOVqO+vnOThqIisLmukJ/kCaEEEKIk49kcIQQHaojCgy4dY2HN33C7qYKYiyhPDPkau5b9yHra/L9bRQUwk2BhJsDiTQHkxocTfegaApaqnky50ueHXr1URUfiLGEMiqmB6uqdvNDyWZu6TX5mMcvhBBCHI4bBTcdWxSgo/s7WUkGRwjRoToiwHl1+48srdyORTXy/LDr+CRvDetr8jGpBkKMFgB0dOqcLeQ3V7OxtoCvijYQqAZiVAwsKN/C10VZR/28vj1xvi/ZhK7rxzx+IYQQQnQdyeAIITpUoTfAOdYKat8Uree/e5cC8OjAaVTZm5m1ZxkKOmcmZjAwIplQUyBmxYhBNaDr0OJy8I8tc9lSX8KAiES2NRbzz63fMSwqnZTg6CN+7tPj+/GU+jV7myrZ2VhGn7DEY7oHIYQQ4nBkDU7nkQBHCNFhdF2nuKUWOLYMzubaAp7M+RKAm3tOZmBEd65c+m8UdAJNsKA8mwXl2e1eGxMQiq3ZQU5dCd1DIimx1vLwpk95e8ytmFTDET1/qCmAiXEZzC/bwvclmyXAEUIIIU5CEuYJITpMtaMJq9uBikJSUMRRX//qjh9x6m7OiO/PzT1P40/rP6bR2YLFqOPWNcJMQQyNTGNUdE/6hCYSawnDqHiClyp7I2EWAwpQ0FRHgGoip76Qd3YvPKoxnJs0CIB5JZvRdO2o70EIIYQ4Em72rcPpuEOAZHCEEB2oqNkzPS0+MByTenS/XhqdVjbWeooI3J15Li9v+5ktdYWYjRo6oOlQY7dSYy8gOSiSK1PHcnHyMIKNFmocTdyb9V+2NRQTbjFTZ3fhcOugwDu7FjE2pjeDI1OPaBwTYvsQYgygzFbPxtoChkWlHdV9CCGEEKJrSQZHCNFhfkmBgVVVu3DrGmnBsWyvL+ODvSswGTwZFE0HXYekwHCCDCaKWmr419a5nLfwnzy3dS4tLgcvjZhOWnAsVreDcLMRh+bGpJjQ0Hlk06e0uOxHNA6LwcSUhH4AfF+86ajvQwghhDgSvjU4HX0ICXCEEB2o8BcEOMsrdwAwJLI7j2z6DJNBQ1E8gQ06qAqU2+qwa3YsqkKw0USLy8aHeSu4ZPGLPJXzDU8PuZqEgAhsmoMQk4rV5cSoGCi21vK/vcuPeCy+amo/l+Xg1FxHfS9CCCHE4bh1tVMOIQGOEKIDFR1jBTVN11jhDXCWle/Aqdv2BTeAokBSYCQXJ48gKTASl65hc9tRFR2DoqPgZkFZDv/a+gMvj7iRKHMwTt1FoFHF7vbMSP7f3mVHvAHoiOh0Yiyh1DutLKnYflT3IoQQQoiuJWtwhBAdptgb4HQ7ygBne0Mp1Y4mDECNs6FNcJMYGMn9fS9gfFwGBkVF13V2NpaxuDyXxRVb2d5QgqKAgs6aqh18kh/DyyN+y+1r3qLJZcOkKrh1nWa3nff2LOHuzHMPOx6DonJh8lBm7l7Cl4VZTEnof7QvhRBCCHFIOgpaB2/MqctGn4BkcIQQHehY1+Asq9yOZ+tO3R/caDpcnDyKr067n0nxfTEonl9XiqLQJyyRW3tP4X/j7+LryX/insypmFUjigKf5K9gVeVOXhg+HYtqQlF8v+51PspfSYWt/ojGdEnycABWVO6k1Fp3VPcjhBBCiK4jAY4QokM0u+zUOJqBow9wlpZvRwF/cOPW4eZeZ/DXARejKIf+NCoxMJJr0ycwa+wdBBstKAq8suMHtteX8uzQazEqBgwqoINDc/H2rkVHNKaU4GhGRvdAR+erwqyjuh8hhBDicGQNTueRV0EI0SF809MiTEGEmgKO+LpaezO5DYX+pLoO3NzzdO7oPeWwwU1rvcMS+WzivYQaAwH459av2dpQzJ/7XQh4ihSAzpdF6yhsrj6iPi9N8WRxvi5aj1v2xBFCCCFOChLgCCE6xLFWUPu2eD2wL3sTbgzhtt5nHFVw4xMTEMank+4lyOAJsF7f8RM5tUVMjuuHonh+4bl1N2/umn9E/Z0e349wUyBltnpWVe466vEIIYQQB6PpSqccQgIcIUQHOZb1N25d4709i9tkb65OH4dJNRzzOKItIbw39g6Migldh6+K11FrbybSHOItRgA/lGxiZ2PZYfuyGEyc320oAHMK1x3zmIQQQghx/EiAI4ToEEXN3gAn+MgDnP/uWUK9s8WfvVEwcFnKiF88lrTQWP41/DpARddhY10+PUJiAc9UNR2df+/46Yj68k1TW1qxjSp74y8emxBCCAHgRu2UQ0iAI4ToIEebwdnRUMqbO3/2f68DZycOIsoS0iHjGRfbmz9knusvwbmuei9DItIAzy++JRVbya4tOGw/PUPjGRSRgkvX+LZoQ4eMTQghhJApap1HAhwhRIc4mgDH4Xbx6OZP2yzc13SFa9PHHfQat65RY29G922QcwSuTx/PlIQB/l/4G2vziDQF+9fjvLjthyPq7xJvVumLwqyjen4hhBBCHH8S4AghfjGn5qbMu79MyhEEOG/u+pldjWWeNTGKZ8+bniEJ9Avv1k7fLj7Pz+KCBS8x+cd/cO785/nbxi/4rmgTVbZDTxlTFIV7+56LUTGi6Z4skUNzec/Bpro81lTvPux4z04cQLDRQmFLNVk1ew/bXgghhDgcDbVTjqPx+uuvM2jQIMLCwggLC2Ps2LF8//33/vM2m40777yT6OhoQkJCmDZtGuXl5W36KCgo4PzzzycoKIi4uDj+9Kc/4XK5OuQ1OlYS4AghfrFSax1uXSNANRFjCT1k2021+by/ZyngWXfj+/PmnpPatHO4XXySt5YLFrzE3zd/RXFLrfe56vmycAMPbvicM376J5cuepVncuayomJXu9mVpMBIrk0fh46CSTXS5LITbgoGPAUHntry5WGzMkFGC+ckDgTgCyk2IIQQ4hSRnJzMM888Q1ZWFuvWreOMM87g4osvZsuWLQDce++9fPPNN3z66acsXryYkpISLrvsMv/1breb888/H4fDwYoVK3jvvfeYNWsWf/vb37rqlgAwdumzCyFOCb49cLoFRR62vPNr2+ehoxMXEEalvQFdhwA1gCmJAwCwu518UbCed3YtpdzWAECMJYSbek7g/OTB5NaXsLpqD6sr97C9oYzdjRXsbqxg9t5VXJE6kr8MmIpxvypsN/U8jS+LsqhzNBNqNFPnaMasGnHioqSlhh9KNnFetyGHHPdlKSOZU7iO+WW5/NnRQrg56BhfLSGEEALcuoK7g9fMHG1/F154YZvvn3zySV5//XVWrVpFcnIy77zzDrNnz+aMM84AYObMmfTt25dVq1YxZswYfvzxR3Jzc/n555+Jj49nyJAhPP744zzwwAPMmDEDs9ncYfd2NCSDI4T4xY50/c3uxnI21OahKgo19ibAMz3tN6kjMakGVlbuYur8F3kq5zvKbQ3EBYTylwFTmTvlXq7rMRar206gQaVfRCxTUzK5PG0gQ6LjiA8yEWB08VnBau5d9xEtLkeb5w01BfC7XmfgydkYMCgqDs3lqdymwDO5Xx52I8++4Un0CU3AobmYW7LpmF8rIYQQorM1NDS0Oex2+2GvcbvdfPTRRzQ3NzN27FiysrJwOp2ceeaZ/jaZmZl0796dlStXArBy5UoGDhxIfHy8v80555xDQ0ODPwvUFSSDI4T4xYr8GZxDBzhfFK4BIDU4hrzmSv8UtRt6TKTFZeehDXOotjeREBDOzb0ncknKUCwGEza3g/s3vMfyyu0H7VtVIUB1s7J6C9OX1/LGmBuJblWR7bLuI/k4fxV5zVWMienB2upd/v13rG4Hr2yfxz2Z5x20f0VRuDRlBP/I/ZYvCtZxVeqYY9qMVAghhAA6peqZr7+UlJQ2jz/66KPMmDGj3Wuys7MZO3YsNpuNkJAQvvjiC/r168fGjRsxm81ERES0aR8fH09ZmWcvubKysjbBje+871xXkQyOEOIXO5IMjs3tZG6xp8xypXfqmabD4Ig0oi0h/G/PSqrtTSQHRfLNGX/gyrRRWAwmml127s2axfLK7agohJmCCDcFYVZMaDpoGrg1T18ARlWnwFrMbxa/xO6GCv/zm1QDd2eeA8D66nxOj++Pzr51QB/mLaPO0XzI+5zabTAW1ciupnJy6ouO5aUSQgghOl1hYSH19fX+48EHHzxo24yMDDZu3Mjq1au54447mD59Orm5ucdxtB1PAhwhxC9W6A1wDlVB7efSbBpdNiJMQTS77ejeqmZ/yDyHGnszM3cvB+APmWdiMZgAaHBa+f26t9lQuxcVFaemU2u3UmO3YnW7QFdJDY7jnMTBxFsicWsACooCVr2Ja1e8zNeF6/1jmBSXyYiodBy6G4NiJCMsCcA7Fp171r13yPsMNQVypnet0BcFUmxACCHEsdN1Fa2DD133vLX3VUXzHRaL5aDjMJvN9OrVi+HDh/P0008zePBgXnrpJRISEnA4HNTV1bVpX15eTkJCAgAJCQkHVFXzfe9r0xUkwBFC/CK6rvsrnB0qgzPHOz3NYvDMjNWBEGMgQ6JSeWvnYppddvqFJ3F2Un8AauxN3Ln2LXLriwgwmHFqGhbVzEXJw/lTvwt5e8zvWHTW3/h00r08MeQq3h9/F2Ni+uDWdDTfchrFzZNbPuX+9e/j0twoisI9fc8FYF5pNjf2OA2z6h2PDrkNRSwpP/SnVpd698SZV5pNk9N2TK+ZEEII4UbplOOX0jQNu93O8OHDMZlMzJ8/339u+/btFBQUMHbsWADGjh1LdnY2FRX7Zkz89NNPhIWF0a9fv188lmMlAY4Q4hepdjRhdTtQUUgKimi3za7GMrLrClAVhQpv5TRNhyu7j6GopZaP89YCcE/fs1AVlUpbA3es/Q87G0uJMAWDpgAKd/Q5i0cGTuOK1LEMjkwlyLjvE6kIcxAvjpjOLb2moKPg1kDFgKLAsspcpq98DZvbSb/wbpzvrZj2cf5q/q/P2W3G+sjmT2h0Wg96v0MjU0kPicXqdvBlUdYveu2EEEKIrvTggw+yZMkS8vLyyM7O5sEHH2TRokVce+21hIeHc/PNN3PfffexcOFCsrKyuOmmmxg7dixjxowB4Oyzz6Zfv35cf/31bNq0iXnz5vHwww9z5513HjJr1NkkwBFC/CJFzZ7pafGB4ZjU9uuWzCnwZG/SgmP8jymKwm19Tue1bfNx6W7GxfZkTGxPSqy13L7mTfKbK4kLCCczLJlmt4PMsCSuTB17yLEYFJXf9T6TF4dPJ8wUhFPTUDGg67C7qZRrl79Es8vGnX3OxKIayarJIykwimFR6YAni2N1O3g29+uDPoeiKFybNg6AD/NW4tLcR/5iCSGEEF6avq/QQMcdRzeGiooKbrjhBjIyMpgyZQpr165l3rx5nHXWWQC88MILXHDBBUybNo1JkyaRkJDAnDlz/NcbDAa+/fZbDAYDY8eO5brrruOGG27gscce68iX6qidUgHOjBkzUBSlzZGZmek/fyS7sQohjs7hCgxYXQ7mlniKCzS7PeWbdSA5MJpdjZV8V7wZgLv7nk1hcxV3rHmTYmsN3QKjuKXHmSyv3IGKwl8HXHrA/jYHMz4ug/+Ou5PMsCScmuZZY6NDsbWaq5a9iMVg5Nr08QC8vP1HHup/KYHedT+6DvNKN7G0YttB+5/abQgR5iBKrXUsLN96RGMSQgghTjTvvPMOeXl52O12Kioq+Pnnn/3BDUBAQACvvfYaNTU1NDc3M2fOnAPW1qSmpjJ37lxaWlqorKzkueeew2js2kLNp1SAA9C/f39KS0v9x7Jly/znDrcbqxDi6BUeJsD5qXQzzS47cZYwKmz1/uICF3UbyktbfwJgardBZIYl8FjOp5Tb6kkNjuX5YTfy1q4FAFydPp7M8G5HNa5uQVG8PeZ3nJM4CB0Fg2JE16HSXs/Vy17kvKRBRJmDyW+uYmF5Ln/s23azsydyPqfe0dJu3wEGE5d3Hw3A//YuP6pxCSGEEECHFxjwHeIUDHCMRiMJCQn+IybGMyWmvr6ed955h+eff54zzjiD4cOHM3PmTFasWMGqVau6eNRCnLyKD1NBzVdcwLdHjg6gK/QISWBF5S6MioG7Ms4gq2YP2XUFmFUjr4y4mTmFaymz1ZEYGMHvep3Zbt+HYzGY+NvA3zAwojtOzU2IIQhNhzpnM7etfoPre3immr25cwFDI9MYG9PbM0Ydah3NPL/t24P2fUXqaEyqgey6QjbVFhzT+IQQQgjR8U65AGfnzp0kJSXRo0cPrr32WgoKPG88jmQ31vbY7fYDdoMVQuxzqClq2xtK2FJfhEFRKWypAjwBjlE18ObOxQBckTaS5OAoZu1ZCMBF3UZQbW/iozxPZuSB/hcTaDQf8/jMBiP/GHoN0ZZQGlxWkgNi0XRodtt4d/d8BoZ3w665eHrLNzwy4DIsraqqfV+ykSUV7U9Bi7aEMDVpMAAfSBZHCCHEUdJQOuUQp1iAM3r0aGbNmsUPP/zA66+/zt69e5k4cSKNjY2UlZUddjfW9jz99NOEh4f7j/13hhXi1+5QAc4X3uICQyJTqXY0+R8PMwWRW19CsNHCbb1PI6eugHU1uzEoKlelTuDJnC/Q0DkncRDjYzN+8RhjA8L4x9BrPIGWtYphEb1wawp2zcnu5mLMqsrq6t2srtnD3wb+ps21z2z5koaDVFXzreNZUJbrz2QJIYQQomudUgHOeeedx+WXX86gQYM455xzmDt3LnV1dXzyySfH3OeDDz7YZifYwsLCDhyxECe3ZpedGkczsG8KWutz35dsBPBnYDzVXRRsTicAN/YcT5QlmFl7FgFwXtJQFlXksr2hhDBTIPf2Pb/Dxjo4MpX7+14AwIbaPZyXOAy3puDS3QQYFEDn+dzvGRnTkwHhng8ydB2q7I28uO27dvvsFRrPmJheaOjMzjt4JlgIIYTYn1tXOuUQp1iAs7+IiAj69OnDrl27jmg31vZYLJYDdoMVQnj4shYRpiBCTQFtzs0r2USL20FKUDTZ3jUqurd8Zb3TTrQlhOt7jGVnYynLKreionBOwhDe3PkzAHdnnEe0JbRDxzut+2guSh6Ohs6Kqq1cmTIBXQeb5iDIYKDO2cILW7/nxRHTUVul+b8tXs+Kyu3t9nm9N4vzVWHWIffPEUIIIVqTIgOd55R+FZqamti9ezeJiYlHtBurEOLoHKqC2hfe4gJDolJpcFkxKCp4EiWAws29JhJktPCeN3tzRsJAvi5ej83tZHhUOhcmDz+iMZRYa/nLhv9x0eJneHPnj1TbGw/aVlEU/tzvIvqFJ1PvtLKhbjfnJ40EwIUTBZ1vizeyraGE+zI92R5fUPbUli9pctoO6HNMTC96hsTR4nbwRaFs/CmEEEJ0tVMqwLn//vtZvHgxeXl5rFixgksvvRSDwcDVV199RLuxCiGOzsHW3+TWF7GtoQSTYqDRGxS4vYGNb5raWYn9KWiuZH5ZNgDXpk1kqXdB///1OQdFOXSa3e528u7uBVy97HkWVWyhwlbPzD0LuXjxP3gs+1N2NpS2e53FYOIfQ68hyhzMjsZSnLqLIRE9ADCqGqDzRPZXXNR9OHEBEYAnyKmw1fPy9u8P6E9RFP9anI/yVuKUjT+FEEIcAY2O3uRTigz4nFIBTlFREVdffTUZGRlcccUVREdHs2rVKmJjY4HD78YqhDg6Rc3eACe4bYDzTZEnkzEpri+rqnYC4NI0wJPA6R0aT3xgGP/duxgdnQmxfWly2Wl22YkyBzMgIvmQz7uicjvXLn+R/+z6CbvmYlhkD/7afxoDI1Jx6W7mlqzn+pUvc9fat1lWsRVN19pcnxAYwdPeogM/lGzk9Pj+xFjCUBQwKBrF1hre2rmQWWNvb3Pdl0VrWVO164Dx+PbUKbPVs6Bsy5G/gEIIIYTocF27zWgH++ijjw553rcb62uvvXacRiTEqa29DI6u6yz3rldJCIzArjkJMwVRY2/xnlcYH9eLUmst35dsAODGHpP5qTQHgHGxGahK+5+9lFhreWnbtyyuyAUgxhLKHzKmclbCYBRF4cLkEeTUFfBR/nIWluewrmY362p2kxYcx98G/oZ+4fuqIA6LSueujHN4adv3vLL9Bx4ffAUPb/4QVA1d03lvz1LOSRzIOYnD+KFkPQCKAk/mzGH2hLsJNlr8fVkMJq5IHc0bOxfw/t7lnJ048LAZKCGEEL9ueieUddYlgwOcYhkcIcTx1V6Ak99cRam1DpNiYHeTpwS7isH/hl/XFcbF9uKDvUtw6xojonoyIKI7yyq3ATAxLrPd5/q+ZD1XL3uBxRW5GBSVa9Im8vGE+zg7cUibYGJARHeeGHw1n0/8E9emTSTYaCGvuYLbVr/JR3nL0H2LaoBr0sYzNqYPds3FGzt/5q4+5wFgUHRA5/Y1s/hLvwswttobp9RWx2s7fjhgfJd3H41FNZJbX8zG2vxjfUmFEEII8QtJgCOEOCZOzU2ZrR6AlFYBjm9KWr+IZNbV7AGgzuHL3kCAwUxqcBRfF68D4KYep1PQXEVBcxVGxcCo6F4HPFdeUwVPb/kCu+ZkaGQ6/x37e/6QMZVgY8ABbX0SAiP4fcZUvpj0AJPj+uPS3by4/Tv+vOF96r3jURWVGYN+Q7QllD1NFeQ1VjI+NtMzVU3VqHc2c/Oqt7m3z1RaxUV8VrCa9d5784m0BHN+tyEA/G/viqN5KYUQQvwKdfj6G+8hJMARQhyjMmsdbl0jQDUR06qcsy/AiTQH49Y1eoTE4fKugdF1GBWTzmeFq3BoLgZGdGdYVA+WVXimtA2NSiNkv3LTbl3jyS2f49BcjI7uzb9H3krP0IOXdt9fmCmQp4dcy/19L8KkGFhauZUbVr7MZm+WJcoSwt8HXY6CwpyitZwW159ocyiq4snk7GwqY2X1LiLNYejsq6r2RM4cml32Ns91Tfo4ABaVb2VLXdGRv5hCCCGE6DAS4Aghjolvelq3oEj/FDGH20WWN7NRaq0FINwU4r9G1xVGRKXyReEqAKanT0ZRFP/0tAmxB05P+yh/Odl1BQQZLDzY/7JjWtuiKAq/6T6Wt8f8HylB0ZTb6rlj7X/4757FaLrG6JheXN9jIgAvbp3LXRneqWqqjkHRWFyxlf5hKd4KcJ4gp6ilhqe3fNFmyluPkDimJg1GR+eJnK9wSUU1IYQQByH74HQeeRWEEMekvfU3G2vzsLmdRHhLMCsolFsb/Od1XaHWWU+L20Hv0ETGx2bS5LSxvmYvcOD6m/zmSv6z80cA7s48n4TAiF805oywJGaN/T1nJw7GrWv8e+cP3Lf+PRqdVu7ofRYDwlNodNn4vGANt/c6G/AEOUZVZ3FlLnGWSH+QA/Bj6Wb/fj8+9/U9j3BTINsbSpmdt/IXjVcIIcSpS6aodR4JcIQQx2RfBufA9TcJAeGAp1JZkbUWRfFkPZICIlle5cnWXJM2EUVRWFO9C7eu0T04hpTgaH9fbl3jiZzPsWsuRkX34qJuIzpk3MFGC38feCUP9b8Mi2piVdUObl/zJtX2Rp4YciXBRgubavOxul38MfNCYF+QU2Gvw63TZqra89u+Y3tDib//KEsId2eeC8AbO+dT0lLbIeMWQgghxJGRAEcIcUzKbZ7MTGKrrIovwGlxe9am9AtP9u9BowODortR1FKNRTUyKa4fAEsr2p+e9kn+CrLr8gkyWHio/7QOLbusKAoXJY/krdG3E2MJZXdTObesfh2r28FDAy4FYObuRfQISeDRgVegoniDHA0V0FoFOQ7NxUMbP6TJZfP3f3HyMEZEpWNzO3l6yzdtprEJIYQQ4N3osxMOIQGOEOIYVXgDnLiAMACqbA3sbCxDAYpaqj1trI3+9roORtXzRn90TB+CjRY0XfPvmTMxLsPftqC5ijd2zgPgDxlTDzk1Tdd1FpZn88r2b/m6aDXbGopwaK4juoc+YUm8Pfr/SAuOo9LewO/WvEGUOZiLk0ego/PIpk8YFd2LZ4Zeh1ExoCpgNOjo+r4MDjoUtlTzZM4cfyCjKAoPDbgIk2pgeeUOfvTu8SOEEEKIzndKbfQphDh+quyeACfWW0FtVdUuABKDIim11tIrNIFNtYX+9gYM7G7yTOU6Pb4/ALn1xdQ6mgk2WhgSmQb4pqZ9hl1zMTK6FxcnjzzoGHY2lvDitq/ZWLe3zeMGRSU9OJ4+YUn0Ce1G//Du9A1LbjcLlBAYwX9G384DG95nQ+1e7smayQP9LmFzbT57myv58/oPeH3ULbw0/CbuXT8Lh+bCZNBxuPH3pwDzy3L4LHIVl6eOBSAtJJabe57GGzsX8Fzud4yN7UWYKfBoX2YhhBCnqM5YMyNrcDwkgyOEOGq6rlNh82RnfBmcVVU7AAg0mAAYHd2LYmuN/5reofHkNVdiVAxMiO0LwDLv9LSxMb0xqgYAPs1fwea6fIIMZh46SNW0ekcz/9r6Jb9d9TIb6/ZiUU1ckDSSkVG9CTcF4dY1djWVMrckixe3f82ta17liuXP8vbuHylsrjqgvzBTIC8Ov4kpCQNx6W6e3PI5E+IzCDFY2FxXwDNbvmJYVA/eHPU7LKoJVQGzAVxuvc16nBe3zWVrfbG/3xt7TCItOJZqRxMvb5v3S15yIYQQQhwhyeAIIY5avdPqnwYWYwnFrWv+DI5v6lqUKQQd3V9gICYgiDwrjIzuSag3k7HMOz1tgrd6WkFzFa97q6b9PmMqiYGRbZ7XrWt8XbSa/+z+kQanZ7POM+IHcWfvqSR42+q6Trmtjh2NJexoLGZ7QzEbavdQYq1h5p75zNwzn/7h3Tk3cRhT4gcRbg4GwGIw8figq4i1hPFR/nJm5y1lQmxflpZv45viLHqFxnNN+gRmjb2TG1e+hl1zYjZ6ghxVVUAHJ24e3Dib98fdRagpELPByMMDL+aWVW8zp3Ad53cbwtCotM76sQghhDiJSAan80iAI4Q4apXeICbCHITZYGRLXRH1zhYCVBNNLhshxgC2NZT72+s6VNg91cROjx8AQIWtnu0NJSgojIvpA8BL27/DrjkZGd2LS5JHtXnOHQ3FPLnlU3Y1lQLQMySBezIuYlhUzzbtFEUhITCShMBIJsV5psJZ3Q6WVGxhXul61lbvZEt9AVvqC3hp+zdMiuvPfZkXE2kOQVVU7sm8gPiACF7ePpdllVvpF5FMTl0RL237nvSQOMbG9uHfI2/lltWvoyqe4EbX8QdyJdZa/p79Gc8MuQajamBYVBqXpgzni8Isnsz5mg8n/B8mVX71CiGEEJ1FpqgJIY5ahXf9TZyl7fS0hEBPeehR0b3Iqtm3LibQaKagpRKDovqrpy2v9FwzICKZSEsIeU0VLK/choLCn/pe1GZqWpW9gfs2vMuuplJCjYHcl3kx747+wwHBzcEEGsyckziU54fdzBeTHuL3fS6gT2gSLt3NgvLN3LTqJbbUF/jbX502gRne6mlbG4roHhyNhsZDGz8ir6mS/hEp/LGvt4S0ogM6rQulLanYyl82zsbmdgJwd+a5RJmD2dNUwXt7lh7x6yyEEOLUJfvgdB4JcIQQR63Su/4m1r/+xlMe2jdtbWhkmj8IAkgMCPU+nk6Ed0rYsv3KQ39csML/fffgWP+1bl3j79kfUetoomdIAh+N/xPTUsb51+wcrRhLGFelTmTmmLt5d/QfSA2OpdLewJ1r3+CrotX+SmjnJA3hscFXYVBUiq3VRFmCaXJZ+eP692lwWpmWMoazEwajKGBUQaNtdbUlFVv5w7qZNDqthJkCub/fVAD+s3MR62vyjmnsQgghTh0S4HQeCXCEEEet0l8iOpQmp43sOk+1tFJbHQBGxQje9TcAGm5g3/Q0u9vJmmrPmp0JcZnUO5qZW7wegKvSJrR5rll75rO+djeBBjOPD7rOHyB1hIywbrw16vecFjcAp+7m2a1zeCb3M+zezMuZCYN4fNDVGBSVemczgUYTBc2V/HXjR7h1jb/0v5S04DhPkKOAp+SAZ58cBYWNtXn8bvVbVNoaOCdxEGclDMClu7k/azaFzdUddh9CCCGE2EcCHCHEUfMVEoixhLG2ejduXSPaHAJARlgSq6p3+9vquk6prQYFhcne8tBZNXuxuZ3EBYTTOzSBL4vWYtec9AlNZFhkuv/arJpdzNwzH4A/9b2M1FaZnY4SbLTw5KDruKPXeagofFuyjv9b9wZlVs+aoTMSBvDU4GswKgYcmhOjqrKqagcvbfueQIOZp4dcS6DBjKp61v94ghtw6zoGRWVXUxm3rH6TgpZqZgy+jH7h3ahztnD3uv/R6LR2+P0IIYQ4Oeh0/Gafsq20hwQ4QoijVmnfVyLaNz0t2GQBYFxMHza32v8m2GgGYHBkKtHePXP2TU/LwKW7+axgJQBXpU7wr72ptjcyI/tDdHQuSBrJOYlDO2z8Ds1Fha2O7Q1FFDRXoigK16VP5vlhNxNuCmJbQxE3r36Fdd4s02nx/Xl6yLUYFQM6GqoCH+Uv55+539A9OIaH+l8G7NvIVPcGOU5Nw6waKbXWctvqN8lrquSF4dcRHxBGXnMlf1r/IU7N3WH3JYQQQgipoiaEOAa+DE6sJZT/egOcKm/QMzK6J2/vWuJvazGoOF37pqfpus6ySm+AE5fJ/LJsKu0NRJtDOStxEOBZd/NYzkfUOJroEZLAvZkXHdM485rLWVyRw7aGIuocTdQ6mqh1NNPstrVpNzyqF9elTmZEVG/eHf0HHtr0Ptsbi7l3/dvc0utsrk+bzMS4vvxj6HX8ZcP/cOJGBT4tWEm5rZ4nBl/Jb1LG8FnhKgKNKs1ODQOeymo2t4tQo4VaRzN3rHmLZ4dex0sjruemlW+xpnoP/9jyDX8dcHG7+/0IIYQ4dUmZ6M4jGRwhxFGr8hYQcOtuSqy1GBUVq9tBmCkQk2r0r0UBnSaXZxrWZG/J5j1NFZRa67CoRkZEpfNR/nIApnUf4y+f/N6eBayr2UWAauLxgdcQYDAf0bh0XWdbQyFv7vqea1b8k+tW/ou3ds9jaeUWsuvzKbJW+4Mbg6ISbQ7FoKhk1ezi3g1vc/Oal9nSUMCrI37HBUkj0ND5z655PLDxPRqcLYyPzeTZoddjVo0oChhUhSUVudy+5m2uS59Ev/BkXLqbpKBQ3Pq+TE6jy06EKZgWt4N7st4jv7mSp4ZcgYLCnMJ1fJC3ooN+MkIIIYSQDI4Q4qg4NTfV9mYA8poqAE81tTJbHWOie7OhJh/wZC98n6D0D08hPjAC2Dc9bUR0T7Y3lrCtoRiLauSylNEAZNXsZuaenwG4v++lpIXEH3ZMBc0VzClayZKKLVTY6/yPmxQDI6J6Myq6D3EB4USYQog0BxNhDiHUGIiiKJRZa/moYAnfFK9hR2Mxj2Z/QHJgNFennkbfsBRe2vENK6q2cdOql3li0HWMjc3gheE38ZcN79PosmFUFXLrC/nd6rd5eMBlPLx5NtWOBtJCIslvrkP17pFT42gm2hxCrbOJhzd9zB/7XsC9fc/l+a3f88LWH0gJiua0+Mxf+uMRQghxkpAMTueRAEcIcVSq7Y3o6BgVA5vqPHvHuHUNgHGxGXxXvNnf1qSqaLj909MA1noLEIyL7cOHecsAODdpKBHmYGrsjfw9+0M0dM5PGsF5ScMBT2bm04K1zCvJBjzZF1VRUFGoc9VTZC1G82aNAg1mxkRnclrcAMbGZBJsDDjk/SQERnJPxsXcmH4mnxcu5/OiFRRZq/nntjlEm0O5MnUC80s3U2Kr4Y61/+bujAu5JHkMb42+gz+uf49iaw1GVaHEWsODG2dzd+ZUXt0xl1JbLd2DIylsrgNvkFPtaCLUGEiz28pzW7/htz1O57LkEcwpWsdDGz/h3bG3khGW2AE/JSGEEOLXS6aoCSGOiq/AQLQ5mKyaPd7HPFPWxsT0ZntDqbelfkB5aE3XyK0vAiAhIIIlFVsBuCp1PADPb/uKakcjacFx3Jt5MQANTiv3ZX3IUznfkFWTR1ZNHmuq97CqahdZdVspsBahoePSFKxOI/GmZCbFDqF/WHd+KtvEnza8x62r/82sPQspajl4aeYIczA39zybz8Y/yB/6XEScJYJqRyP/y1uIprjJCEvCqbt4btuX/D3nI+ICwnl7zB0MjOiOjo5BhQZnC89s+Yob0icTaQ6hzFZLcnA4oPinqzW4rBi8ny29u2chiqoxKqoHVreDe9a9799jSAghxKlN9sHpPJLBEUIcFV+BgWCTmSpHHSHGAJrdNvqFJ2MxmKhxNAGeN/MAfUKT6BYUBUBBczWNLhsW1cia6p3o6IyJ7k16SDzbGopYWJGNgsKMgVcTaDCTXVfEA+s/psRah0k18Lvep5MSFEWptYY5xUuocThQUBgXMwCzHsQPZZvY1ljAw5v/h7rf7/ic+gLe3DWPfmEpnJk4iCnxg4gLCD/g/oKMFq7oPoFLk8fwTfEa3ts7n3JbHeW2OqItIdQ6WvipbAM7G0t4dODVvDLiFh7P/pT55dmoKjh1Jy9t+56bepzG3NL1lNvqSAwKp6ylEdBRAafuQtM9G4R+VbSOCbEZpAbFkN9SxT3r3uftMbcQaDyydUdCCCFOTjJFrfNIBkcIcVR8GQZd90wJCzV5poCNi+nD1vpi8E4VUxXPn62np22p95SP7h2WyNySLGDfxp5v7/4JgLMShtArJJH/7V3BTSvepsRaR3JQJO+Nu5Wbe07CqjXz3/x51DgaibOE8+rw3zEkIo319VsxGhyYDJ4yzroOmqag6GaGRvRmQHgqKgq5DYW8vP07LlnyDHesfZPPClZS7t2gtDWTauSylHF8PP4B7ug1lVBjIDWOJnQ0jKqBvOZybl39KnMKV/D3QVdwQ/pp3vsGFJ139yxiQmw/EgIiqLTXEx8Ugi/sU7ztnN4K0csqtxNhMRNuCmRrQwmPbPoMzTvtTwghhBBHRzI4QoijUunN4Ng1BwC13ozNuNgM1lR7pqwpiu7P4JyRsC/AyanzBDhm1UCL20F6cByjo3uTU5fPyqptGBSVK7pP4N6s2Swq9xQjODOhP48OugRVgRk5s5lfvsnzfDGZ/DnzN7yzZz5fFq0GIMhgYUxMH0ZF96be4eCLgiz2NlexojIPgL7hKfQIiaLCXkNOfQEba/eysXYv/9r2Fb1DExkf25cJMZn0DU9GVTyf/wQYzFybNpmLuo3m44IlfFywFKvbgaKAS3fx2s7vWFm1nYcHXEG3oGiezf0SvCuCPitYxdkJgzAoKsXWGuIDQ3FrKpW2Bk8VNm+QY1RhS30R3QKjaHbbWVCey6vbf+IPmed0xo9QCCHECUDXFfQOzrh0dH8nKwlwhBBHpcLeAOjUO1sAsGsuIkxB9A3vxr93zAc8GQpFgR4h8aQGx/qv3VJfBOjkNZcDcGXqeBRF4a3dPwIwJjqT+7I+ptQ7Je2Pfc/jytRRuHQ3v896k5z6fAyKyu29zuOipNE8mv0Ry6u2oaDwh4zzmZayr9Q0wHXp41heuYvPC9aytGIHW+tL2VpfikU1Mj52IHGBQexpKiWnvpCdjaXsbCxl1p4FRJpDGBeTwenxAxkXk4GiKISaArml5zlMSxnPf/cuYE7RCtx4sizra3dxw4oX+FO/y3hh+E08tPEDmlw2VODHss2Mju6NQVEpaKki0hzM5Li+LK7c6glyAJcbjAYottYQoJpo1nRm7VlK9+BoLkkZ0dk/UiGEEOKUIgGOEOKo+DI4NrcT396UY2P7YFBUttWXAPump/n2vgGwu53sbCgDoN7ZQoQpmHOThrKhZg/ranZhVFSyqkqodrSQEhTFs8OupG94EgD/3jGXnPp8QowBPDf0ZpICovl91ttsbSjCrBr5+8CrmNxqKpyPqqhMjOvDxLg+VNub+K54E18WZrGnqZIF3gxRSlAUD/W7AlXRWF61jVVVO6h1NPFdSRbflWTRJzSJW3udxfiYTBRFIdIcwt0ZF3Fp8hhe3fktK6q2oSjQ5LbyaPYHnJ0wjJeH/5a/bf6IImsNBgVWV++kf3gKPULi2dNUzsqabVySPJyvitaBomBQwal5Mjk2zYlBBbcGT+V8RVJgJKNienbOD1MIIUSX0VDQ6OA1OB3c38nqqAIcTdNYvHgxS5cuJT8/n5aWFmJjYxk6dChnnnkmKSkpnTVOIcQJoqJVlS+TYsCpuxkb04daezN13qyO79fr8Oh9b8y3N5Ti0t1YDAZcuptLU0ZhUY3+7E2YMYzC5hZ6hMTy3rjb/Gt75pdv4tNCTznph/tfSbgxmNvW/Jtiaw3hpiD+OXQ6AyNSDzvuaEsIN/QYz/Xp48ipL+arwvX8ULKZwpYaHt40hwmxfXig//nMGHglG2vzWFqZy3fF69jRWMKfNrxH//AUbu15FqOie6MoCt2D43h2yG9ZXb2dl7d/Q36LZ0+gH8vWs7p6O9elTWZx+TY21eVhUCG3vpDuQbGMj81keeU2vilZx+kJ/Vhcvh03GkZA00BXwKCCQdXRdDf3Z83mv+NvJy0k9tA3KIQQQgjgCIsMWK1WnnjiCVJSUpg6dSrff/89dXV1GAwGdu3axaOPPkp6ejpTp05l1apVnT1mIUQXqrQ3+AMYp+5GQWFMTB9y/QUGdO8mnwr9wpL913kKDOi4dM/K+vOShrG2Zieb6vaiolLU3EyAwcSzw670BzcFzRU8k/spANemTibCFMqt3uAmKTCK/4y644iCm9YURWFgRDIPD7yIH6f8id/2nIRRMbCscgfTlrzCW7sWMzAilfsyL+LziQ9wXdppBKgmttQXcs/6d7lj7Zusr9nt7290dAbvjbmXezMuJthgQVGgwdXMazu/o9RWweCI7oCOqkKBtZKcmiKmJg5DRWFxRS69w+IIVM2e18z7G9mteYokqApYNSu3rX6HWkfzMfy0hBBCnKikTHTnOaIMTp8+fRg7dixvvfUWZ511FiaT6YA2+fn5zJ49m6uuuoq//vWv3HrrrR0+WCFE12p22Wl22VG9ldIABkSkEGEOIqfOs7+Nrzxzn9DENqWOt9QV+gOj3qGJpARF8/iWjwBwuBV0FB4acCG9QuMBsLod/HXz+1jdDoZE9GBAeBp3rvsPDs1F37Bknhs6nShLKCUtdXycv5qc2iKCTRbCTIHeI4AwUxBhpgASAyMYHJmCUTW0uZ8go4U/ZJ7FRclDeGbLd6yq2s1/di7i26KN/Ln/VE6Ly+TOPudxdeoE/rt3EV8UrWZTXR53rnuL4ZE9uD59MqOie2NUDUxLGc9ZCUN5a9c8vixeBYpOtaORakcjYaZAGp12VAXqXE18U7ye4VE92NVUws7GUiLNwQRoJmodzSgKaLrnUPGsZap1NHDRwn/x2qibGBQpmXIhhBDiUI4owPnxxx/p27fvIdukpqby4IMPcv/991NQUNAhgxNCnFh8629URUH3Bjmjo3sBsKE2D/BUUAMYGNk2s5JTV+Rfs3N6/ABWVG0j11s22uFWuTh5GBclDwU8Jaif2zqHvc3lRJtD+b/e53N31js4NBfjYjJ5fNDVbGso48nsb1lQttVbs+zQoi0hnJs0kKndBtE/vBuKsu9TrrSQWF4fNZ2fy7bwXO73lFjruGfdbMbG9OK69HGMje3JPZkXck3aJN7bu5Cvi9aSVbuHrNo99A5N5Lq00zgjfiBhpiD+2PdSpnUfx0vbv2ZtzU4Amt1Wf3ZG0zxfZNXsIdQYSFxAOBW2egyKysjoHqyt3u19fcGte4oQKArYdRu/XfU6p8UN4JkhV2AyyBJKIYQ4mUkVtc5zRP9C9u3bl5ycHAYMOHAR7/5MJhM9e8qCWCFORZV2z2aVequAol94Mrqus9VbYMD3q3VQq6ljtfYmiq3V/uzO6XH9+bs/e6PSMzSevww439/+q+LVzCtbj0FR+duAq3l1x1yaXDb6haUwMXYgv135rv/5AEbH9OC8pEG4dY0Gp5UGp40Gp5VGp5V6h5WtDcXUOhr4KH85nxQsI9wUQFxgCGZVxWwwMjyyF6Oj+zA5PpMJsX14a9ci/rtnBSurdrGyahfdAiOZ1n0El6QM4099L+H6tMl8mL+Ur4vWsLOxlEezP+KNnfO4Om0iF3YbQVpwPC8Mu5WVVVt5ecc3FLZUAd5pZ6qGooOqG2h0WWl0WYkLCKXa0cj62t2Mj+1DTm0x9a4WVAU08LRXPMeSihwm/bSDZ4dezcT4jI7/IQshhBAnuSP+CHDQoEGMHDmSW265hauuuorQ0NDOHJcQ4gRU4c3gAP5sTEZYEuW2ehpdNmDf/jet18bk1he3KR2d31LJzsYSdB2MBPLPYVcRaPBMZ9vWUMRL278C4Lae57K1vpgNtXsxKUZ2N9TzaNWXAFhUI+d3G8w16WPoHZZwwFhLrTXMK93AD6Xr0dRGgvbNlsOmN1PQsm9NS259Ie/nLSTQYGZElCfYeX309Sws2843RRsottby8vaf+PeOBUxJ6MvlqaO4J+MCftvjDD4vXMWnBSsotdXy/LaveWf3z/wmZSyXpIxmbExfRkb1YU7RSt7d8yNNLlurEboxqAroBipsjVhUI25crKreQY/gONKNsWyszUcBfzbHN2XNjYN7s95jYEQ6r426gSCj5Zh+nkIIIbpOZ6yZkTU4Hkcc4CxevJiZM2fyxz/+kXvvvZdp06Zxyy23MHHixM4cnxDiBFJpa2hTgDLSHEyMJZQF5bn4ghtFgXBTEAmBEf52OfWF/oDotLj+vLzjWwCcmsqMgReT7q0Q1uBs4ZHN7+PU3UyM7c/wyF7cuuZ1AJqcOm7NSlxAGFeljeKy7iOINAe3GV+zy86i8s18X7qeDbV7/I8rKERbQokPiCDaHIrN7aaouZa9TdXo6BhUHYvBs+5naWUuSytzAegeFMu1PYZjUQNZULaN7Loi5pXmMK80hx4hsVydNoarUydyTdpEvivOYnb+UkqsNbyzZz6z9i5kctwApqWM4fKU8ZydMJRZe3/m6+LVODQXigKKrqPrLoLUQBqdno1TzQaVPc0VhBoDmJo0mB9KNvun4LXJ5qiQU7+X0356grszzuOa9DH+zUmFEEKc+GSKWuc54gBn4sSJTJw4kVdeeYVPPvmEWbNmcdppp9GrVy9uvvlmpk+fTkLCgZ+iCiFOHb4paj59QpNQFIXcumJgX4GBoZHpba7b5F2fA6CjUW6rRdfh3IQRnN9tsP/cS9u/ptRWS1JgFH/MuJTfZ72FS3fj0hTcmsJNPSdyZ8YUTPsVC9jRWMKHeUtYXJGDXXMCnqlyyUFxJFhiiDRG0j0kiqSgSLoFRtAtKIIIcxDV9iY+zFvFh3mrabDbUBWV6IBAYiwBlNiqKWip5P28hQBkhHbjpp6jqbC1sKBsO3uaKnky5xte3vYT07qP4Mq00VycPIpFFVv4rGAFm+rymF++mfnlm+kREs+0lLHc1vNcbko/k88KlzM7fzF2zeldX2Ml2GTC7VaxuV0YFGh02ZhXtpGp3YayonIXNY4mFDxBTutsDrh5cfu3vLz9BybH9+P6HuMZEJ7cZo2REEII8Wui6Lp++NW5B7Fr1y5mzpzJ+++/T1lZGeeeey5ff/11R47vhNPQ0EB4eDj19fWEhYV19XCEOK7+tP5DFpZle7IPClyfPonfZ5zLLaveZn3NXoyqhqrAvZkXcGXqeMBTMGDyTzOw6w4SAiKwaXYaXc2EGsP5ctKfCDB4qjIWtVRxzYp/oqHz5si7+L5kA58XrkTXweo0cl/f85jec3yb8ei6zpdFq3lh+1e4dQ0ATVNwuA043YZDfpIVZDCTFBRBRlgCV6WNZFX1bj7Yu5IGpxXQiQsIpH9kAio662p3+/tXUBgYkUq4MYzNtSWUWOsBBYOicnp8X65NH8uQyO7sairl84JVzCvdgM0bdAUbLVyQNIJr0iYRYQ7mtR3fMadoRZs1TUaM2NxuNF1B9QYpwyN7oGBgdfUu731798tRfBPYfJXXFEAh2hzChclDOTdpEL1DEyTYEUL86pzI79d8Yxv22X0Ygjt2irG72c763zx/Qt738fSLyvD06tWLhx56yF9B7bvvvuuocQkhTkAV1vo232eEJaLpmnfBf+v1N939bQpbqrFpDhTFk9n5sTwLXYcZAy73BzcAH+QvQkNnbHQm1fYmPi9cCYDTbeLxwZdxUcrQNs9tczv4e/bHLKnM8bZTsTuNaLqCSTWSGhxJclAkKcGRBBstlLbUU2Kto7illgpbIy1uB7saK9jVWMEPJZsYE9eds7v1YEPtbqrsddgVO+vr6kBX6R+WxsCI7uTUF7Kpbi+b6/L844gLDMCgmKi0tTC/PJufy3LoHZrApLgMzk0cwe29z+GH0g3MKVxFYUsVHxcsZ07hKi5MHsn1aZO5NnUyf9zwDnuaywBwKS6MBkDX0XTPdIOs2t1EmUO5OHk4c0s24tTcoIPbG9wYvAUIFHRcGlQ7mpi1Zymz9ixlWGQajw2eRlJQ5C//CyCEEEKcBI45wFmyZAnvvvsun3/+OaqqcsUVV3DzzTd35NiEECeYUmudP3sDkBGaRGFzDVa3Z/2Ib4PPPqFJ/mvWV+9bC5PfUglAkCGQMbG9/Y9X2Or4viQLgHMThvPXTR8AoGkG/jXsGiYntC1Tn9dcwe/XvUWNowFdB7fbzM09pjAsOo2U4EjiAkIPuR7F7nKyuHILP5atZ2Ptbhy6g9ym7eQ2eRsoEGQIoMVlB0VjS+MetjTuIdoczvVpk1AVA9l1BeTU59PstgE2LN7fproOBS3FzNxTyju7FxNuCmJcbG+mp52JxaDyWaFn+tqcwlV8XbSW87sN5+nB01lZvY3/7JxHi2bb91oqADq6rlPnque7krX0C0uh1mGlsKWm3QIERlXHpenoqCjA+to8Ll38IjekT+S2PqcfML1PCCFE19Dx/JvR0X2KowxwSkpKmDVrFrNmzWLXrl2MGzeOl19+mSuuuILg4ODDdyCEOGlpukats8n/fYDBRHJwNPNKNgO6f/1Nt6DoNhtqLqrYgqJAkMHCzkbPWp0pCYNbd81H+Utw6W76h6Xy5JYvcelu0BVeGD6dcbF92rbNW86rO79FR0PTITWwO/8cdjUpwVGHvYfilirmla3nx7IsSqw1/scVFEyKmQaHG5dbJdgQzDWpk7kweTBv7PqReWVZuLFT7ahndsEiFGBwRA+uTz+NcFMw9Y4WNtflk1Ofj9XtwGjQMBo00FWa3U18X7KJ70s2o6IwKCKFS7qNZ3dTEdn1+XxVtIZvi9dxbuJQXht5O4srcpidvxiHd1obeAIXBcCgsa0pH1DpHRbPzoYKFBTwTllD9wU54NZ13JqOiooTN+/sWcSsPUuZGJvJ6Ql9mRDXm0iL/N4WQghx6jniAOe8887j559/JiYmhhtuuIHf/va3ZGTIHgxC/FrUOVrQdM0fyPQOTcSgqGyp9xUY8HxuNDKqV5vrtng384wPCKfAWgY63N7rLP/5WkcTXxWvBqCwqR6rZgXg0YFXtglurC47f1g3k9zGvQDomoHbe03lhh7j/WtMdF3HqbuxuR1Y3Q5s3mN7YxHzSrPIrs/z9xdosHB63CDOiB/MgPA0Ag1mFpVv54Xcn9jbVMU/c+cxa/cKJiX04YHMKylsqeSjgmXYtCaMBp2NdXvYWOfJTplVI/3CunNV6njCTcFsbyhlfvkmHJoLixHCVBWTYqHCamNjXQEb6wr8ryGKkyJrFd+VZPFT2SZ+1+tsPhn/Z/67dyFfFq1C82ZwfDy3qlFgLSXApKLoBqwuN74diHRfkKN4gk63pqFpnvU8bsXNwoot/FyWi4LKqJh0Lk8dyekJmZLZEUKI40xD8XxI1cF9Ho2nn36aOXPmsG3bNgIDAxk3bhz/+Mc/2rzHnzx5MosXL25z3e9+9zveeOMN//cFBQXccccdLFy4kJCQEKZPn87TTz+N0dg1m1If8bOaTCY+++wzLrjgAgwG+YdQiF+biv1KRGeEJQKwpa4I2LfB59hWQUmDo4VGpxUUqHd69p1JDooj0hLib/NpwTLsmpNoczhl1npUReHK7hM5N2mIv02zy860Jc/R6PbswxNnjuXVETfTLdizruT9vPl8lL+YFrfdXwygPQoKqUGxxAVE4NI1smp3sqIqlx4hifQOTaJ3aDeeHzmN9dVFvL59MZX2Rj7Pz+Lz/CwMisrAiGQizQFkN+ylydWMQdUIMqk4NFebgCfUGMj09MnoKHxVtJpKewN2nIRaVHqGJGFzKWytL2dno2cDUEUxEGk2YdVsvLJjLksqcvnrgN9wZepE3t79Iz+VbfTegY6m7ZsiiKKhKw4sJs+0vxanE4db9055UDzrclTP1qyarnuDHwWjATTNzeqq3ayu2kOsJZTLug9jWuoIEgLDj+SvgxBCiFPA4sWLufPOOxk5ciQul4uHHnqIs88+m9zc3Dazs2699VYee+wx//dBQUH+r91uN+effz4JCQmsWLGC0tJSbrjhBkwmE0899dRxvR+fIw5wTvXqaEKIQ2u9ySd4SkS7NDfbGkoB3f+mu3WBgS+L1oJ3elWdsxFFgatTJ/jPN7mszClaAUBpczMGg0Kgwcztvc/2t2l02rhh+Rs0uj3rbX6TMpF7M8/3Z22WVGTz1u4fDhivUTEQYDDh1jXsbheaJxdCXksFeS0Vbdqur93F+tpd/u8tqonekfFkKHGUW+uodTbj1Fzk2beR7wBUCDCBy22gzgZBaghTkjIwqBob63ZTZW/g3b0/khAQyR29z8WAgc+LVrK5Lo8djZ6A8PTEPqQGJZJdW8r6mnxq7C4MigGTwc2mujyuWf4CN/eYwt8GXMn1aZOZnb+EH0s3oimeAE7XdXRdQVE8r32L2woqmFUwKUbsbjduzbNgSvEGO7ruCXZ0XUdVIcwYhMsNlfYG3ty5mLd2LmFSfAZXpI1kXGxP2VdHCCE60YmwD84PP7T993PWrFnExcWRlZXFpEmT/I8HBQUddDuYH3/8kdzcXH7++Wfi4+MZMmQIjz/+OA888AAzZszAbDa3e11nOuq80emnn37IkqMLFiz4RQMSQpyY9jRV0Pp//T5hiexpqvBsWul9LEA1E9Fq880FZdmAJ2BwYsegGLig2wj/+S8KV9LksmHACN437peljPFXV6t3WLlt5SzKHKWoCpyXOJz7+l7gv77cVsc/tn4KwOUpE7k69TQsqplAg5kqewN/y/4v2xp9GSaFhIBIUoPj6B4cR1qQ50+LamJnUwm7GkvY2VjMrqZSrG67/zofw37v9RUFTEY3JiNoWjPfl2wiI6Q7/xx8G9sa83lnzzzKbLU8mfsRmaHJ/F/vC7CoFj7IW8SiihzWVO9gTfUORkT14l/Df0OlzcqPpTlsqMnDaHCB6ubN3T/yv7xlXJN6Gn/ocyG39zqPjwuW8nnhChyaC/D9A+mdmqZ6Ktk5caGqoKqerI2mK2itgh28wU6LuwVNhxCTmShTOAUtNSwq38ai8m0kBUZwWfdhXJQyVLI6QgjRCTRdQengAEfz9tfQ0PZDSYvFgsVy+JLU9fWeaqlRUW3XtX7wwQf873//IyEhgQsvvJBHHnnEn8VZuXIlAwcOJD4+3t/+nHPO4Y477mDLli0MHdq2CurxcNQBzpAhQ9p873Q62bhxIzk5OUyfPr2jxiWEOMHsaCgFPG/sDYpKz5B45pZswlNgwLNGJC04zt/e7nays8lzjVN3gQLDI3v5CxDY3A4+LlgKQLNDx2T0VGCbljIWgFp7M7et/C951kLMRoizhPPnfpf6+3frGk9u+ZBGl5XM0GRu7zUVk+r5lba6ehuP53xIg6uFMGMQD/S7nJFRfQgwtP8pUkZYsv9rTdcotlazo7GYekczYaYgQk2BhBr3/WlSDLy2/Se+LlmNotpRVZ0A1UWebQ83rHqBUVEZ/F+vC9nWUMg3JavY1ljEH9a/wbiYvtza41xu7XU2/8tbxLzSDayr2cW6ml30C0vh6vSJzBh0CYvLt/NJwXIq7NU0u1v4z+7v+c+un5kY15ff9TqD3/bwbBb6/t5FtLjt+25EV3B7p7B5Dt3789IxtAp23JqC0iqz49QdlDkqMRsVgg2BWF0uSqy1vLp9Pv/evpAJ8b2Z1n04E+P6tCkgIYQQ4sSUkpLS5vtHH32UGTNmHPIaTdO45557GD9+PAMGDPA/fs0115CamkpSUhKbN2/mgQceYPv27cyZMweAsrKyNsEN4P++rKysA+7m6B11gPPCCy+0+/iMGTNoampq95wQ4uRX2FLl/zotOBaLwbRv/Y33A6jR0ftKP6+p3oVb1zxTqRTPssebepzuP/9t8VrqnM3ezILnsQlxfUkMjKTa3sQtK95jb3MZwRY3AA8PuBJLq31z/pe3gI11ewg0WHhkwDWYVCNuXeO9vT/z3t6f0dHJDE3msYE3kBB45HvAqIpKSlAsKUGxh2z35wEX8rs+U3hjxyI+L1yJweDAZNAwKG6y6nLJqsv1vDZ4Ksi1uO2sqNrKiqqtZIYmMzVpJFd2n8DXxWv5pngNuQ2FPJo9mwDVxLjYTO7pew4WxcJz276kzFYLipNlVZtZWrmZCHMop8cP4N8jbienLp/38xdTbqsFwGDwTkXzBzsKqqK3G+x4pqzt+/RQ1xVsWpN3qpsnM4QOK6pyWVGV6wmIUAgzhZAZlkTf8CTSQ2JJD4khLSSGIGPHblh3ItJ1nSaXnTpHM7Xeo8bRhK7rjIzuSWJgBMXWWvY2VbC3qYI9TRXUOZqJsYQSFxBOfEAYsQHhxAWEER8QTrgpSDZiFeJXyvd7uKP7BCgsLGyz0eeRZG/uvPNOcnJyWLZsWZvHb7vtNv/XAwcOJDExkSlTprB792569uzZMQPvYB1W2uC6665j1KhRPPfccx3VpRDiBNJ6DU6fMM8+N54KavveIp+R0N/fZl7pRs8X3mxCiDGIgRFpADg1F//LXwiAw60SYFRw6zq/SRlHpa2RW1a8x56mCsIDPFtZXpA0kuFR+36JZtflMWvvTwDcm3EJKUGx1DmaeWLLbNbU7ADgkm5juavPRZjVzqvgEm4O4oEBU7mhxzhe3b6Q74rWYzK6MBo0VMWb2VJom2UBtjUWsW17ESbFwITY/jzYbxp7msqZX76ZEmsNC8qzWVCejUU1MTYmgzExvdneUMqOhmLcika9s5Evi1byZdFKggwWxsVmclnyWFZX72Bj7W40X0Cj+2JHFU3T0MEb7OzL8rTdNaH9f2k9gRCgK+hAs1bH2pp6VlVvxa2r/sdDjYH0C0/inKSBTIzrg8lgoNFppcFppdllx6waCTUFEmK0EGIMIMhoPq7rfNy6RklLLaXWWn9w4UbDrWu4NA2X7kbTNRRFRfXWNiqz1bOpNp8NtXnsbCynzt6MC3ebfpWDfH0kjIqBMFMgoaYAggwWAgxmzKoRk2og0GgmOSiaxMBwwoyB2DUXLS47VrcT0An2vo7BxgBCTAH+7yPMQQfNVgohfh3CwsLaBDiHc9ddd/Htt9+yZMkSkpOTD9l29OjRAOzatYuePXuSkJDAmjVr2rQpLy8HOOi6nc7WYf/yr1y5koCAgI7qTghxgml0tvi/zghLxO52squxHIV9GZze3spqTs3FssptAKjeN81TE4f5P6meV7qBKnsDmu55U2zTW0gPjiM5MIabls8kv7maqEAjLuxEm0O5s8/UVuOw8viW2bh1jTPjh3JOwnBy6wt4NOd9ym11WFQT92dO45zE4cfhVfFIDIrgyaGXMr3nOF7ZNp8lZdvR0FEUT1ltVfUEO7EBQaA4aHZ7SmE7dTcLKzazsGIzUeZQhkT0IDMskQpbPQUtVTQ6rSyuyEbHMy0wM7wb0eYw8pqrKWiuREenxW3n57JN/Fy2yVPpLTydQIORLQ0FNLlseLeS85f3xjs/263pKCjen46O7625gu4vDAGtprsBKL4ASAdvpkjTNXRdwaUptGhNrKvdybranSi5vlfn4G/5FRRPsGMKIMwYSKgp0P9mP8z7dZgpkDhLmDf7EU6oKYBGl406RwtWl4O0kFiCjPvezOu6jtXtoNrexO7GcjbW5rGlvpiC5kpqHc2en8sBI9G9f4+9EaE3A6YfZPyHC8n0g37T5uZRAJfupsbRRI2jY2dARFtC6RYYSVJQFN0CI+kWFEW3oCjCTIE4NBcOtwu75sKhuXBqLuxuF40uKzV2z1hqHc1U25uosTdR62jCrBpJC4klNTiWtJBY0oI9R2JQJAYpRiHEMTkRigzous7vf/97vvjiCxYtWkR6evphr9m4cSMAiYmef/PHjh3Lk08+SUVFBXFxnqnqP/30E2FhYfTr1+/obqCDHHWAc9lll7X5Xtd1SktLWbduHY888kiHDUwIceJodtlx6vs+te4Tmsj2hjLcrfbFCTYE+T+NX1u9G5vb4a/WBTCt+zjA8yn6W7vnAeB0GYgJMmGzw6Upo7l77UfkN1eTEBiMXakFHe7NvJgwk2cho67r/Gvb55TZakkMiOLejEv4uGAJb+6ei1vX6BYYwxODbqBnSOJxemXa6hMWzyujrqHa3sTPJbn8ULKFrOo8NG/p6pJmO6ATaDQTaNJw4ykUoKBQ42hkQcWmNv2pbd43utneWOB/421QVaLMoTQ47LS4nSiKBmhsrNvrba+TGBBJkNFMvaOFRpfVvxYKQFV8Ac2+fxB1Hdy66i8zrQOad18dtVXg4wvYfFPeQMfYamqc5p365vnHe1/wpHv/4/v3V0en0WWl0WWjlLojeo1bT+fw7fljUQyoioobl2daZKv2+/9Tr3jXjKlqq6AGaG+WmO+5/FP5fN+3us7TZ6v7a2ec+F6PNo+rbfo4cMT7ynofzP5TW/ZdCdX2RqrtjWz27rn0S7W4HWyszWdjbX6bx02KgUhzMEbV4M88GVUDJsWASTUQYgwg2hJKlCWEaHOI509LKNHmEGyak3JbPeXWeips9VTYGjx/2htwai5URcXgPVQU/9exAWH+ICs1OIbU4FhCTPIBqxDH4s4772T27Nl89dVXhIaG+tfMhIeHExgYyO7du5k9ezZTp04lOjqazZs3c++99zJp0iQGDRoEwNlnn02/fv24/vrrefbZZykrK+Phhx/mzjvvPKKpcZ3hqAOc8PC21XRUVSUjI4PHHnuMs88++yBXCSFOZlv3W2vTJyyJucUb2fe2DXqG7FtguLA8x99eUaB7UCzJQdEAfFe8lmqHp+TzhLi+rKrOJdhoIa+hga31pYSZAkgKMbOrSWNSbH8mx+1b6Ph96ToWVHgyFfdmXMpjWz5kdbUnUzQ5bhB/7vsbQoyB/vZOzUVRSx119hbMBiOBBhMWg5EAg8n7talTPn2OtoRwZfoorkwfRaWtkR9LtvBd0Way64pQFLC6FKwuBZMBAkwuf5EGFZU4SyS9QhMINwXR4nbQ4rZR72xhe0MReKeeqSi4dDfVjnrA048CGBUjVrcLvG/8S211hxxn6yyN708V3z46vqIEnjfSqqIQZgzBbDDh0jVanHYcugMdDYO6b42PZ3ye6318U9xaf7Lo+1rT8Uc8rfJDrS5X0NkXhLR5v+/LgqC3iS7UA2ICHVXRvIFZ+6+F3jp4aed1OXgq5nDn2m+jH2K/pvbGpusKGqBrij8Hte+1aJVrUjyJttbrq1pnohQ8xTyMqopJNWL2BiQKChbVRLQlhLiAcGLMoQSZLLg0jQanFQ0dk2LApbuod7RQ2FJDQXMlds1Fhb1ttabOpUM9UL7v56IAQUYzEeYgYixhdA+MIzYg3JsBDCLMFEi4OYhocwgxAWH+Ko3g+dCk2tGIS3OjKgoGxeD9U0VVFG+5eZnuJzrHiZDBef311wHPZp6tzZw5kxtvvBGz2czPP//Miy++SHNzMykpKUybNo2HH37Y39ZgMPDtt99yxx13MHbsWIKDg5k+fXqbfXOOt6MOcGbOnNkZ4xBCnMA21Ob5v04MjCTMFMh2b1U13xvGMTGeDT7dusayiq3Avk+5fZXRAN7c9SMAwYYw8GYwRkb14f09qwE4N7k3P5StJdho4b7Mi/2fYBc0V/DSji89bRJG8I+tn1LtaMCsGvldz6nEmeP4smAj+U01FDRXk99cQ2lLHdph3nwGGkxEWYKJMgcTZQkm2hLi/TOYGEso3YIiSAqKIMocfEyLwWMDQrm2xxiu7TGGcmsD2bVFzC/LZXXVbqodTTjdBsxGNxajCxSNMns1ZfZqDBjpG5bK5d3HMymuP1X2er4rWct3JWuotNd7XndFJ9ocilPTqHU049QdGFXfG1lPkQHNN91K0VFQCTKasagGdHScuhuH5vRnmNoPePAHPI1aI75EXussj8utonv3QvJlRRRlv/U+0GqKm6e/I+HL0hzqvD8zhOIPysCTaTLsFxS1DmRax0VKq//6pu35+lb2ndrvyQ+8k/aa7T/+AwK1w/C9kTcAGPQDMzeHyj6xr5R467G6dAWX5sSm6W2uL7VXoNfvex08AVU7Y/L+x/f/f5vM2gFfHZhH851v/dq2/xL7Mm20KZaxPyc2Kh02Kh01bG3MQ9NB0xRvRlFp85zBJjOBBiOKomF12z2ZzUMINgQQHxDhnSYZQXxAJPEBEcRawrEYTBgVFaNqwKh4DoOqYlFNRJpDDtmvECcC/TBVDlJSUli8ePFh+0lNTWXu3LkdNaxf7IgCHF3XpcqLEMdRfVUDIRHBGIwnRknerfXF/q/7hHqmf+1pqgTvm1pdhzMSPJmWnLoCap3N6LqOQfW80T4zYQgAa6t3Ue9qRNfhjl5n8c9tX3oeryhBR+fspEwWV3qmaf1f76nEBngyxm5d48ncj7C6HSQERPJdqWcxY/egOMZEDeaV3BXUOvatEWot0GAmxhKCQ3Nhczuxe//0sbqdFLfUUdxSd8jXIMBgIinQE+x0C4qgV2gcZyb2JSYg9Ihfx/jAMOID+3FmkmdO8s6Gcj7OX803RRtptDkwqhomgxuTQcOtuMhp2E1Ozm7QVaLNESQGRDM2ciAoOtsaC9jZVES1w/PpuW+fHrNqwK15gheDqvjXi6gYcLihyemkXnO3WolipHXuREH3V1ozqG2nbx34Rn9ftmd/Cqpnfwdd964Ccvsv9vXnz8zsf63S/tft2Rc8tT8OaDvVzHONsi/bcfCe2x1bO02OsrDAgQFK2y49WQTP9EANTdc9mTvf+YMERwcLeloHlvvu3zOOQ43Rz9C2/9bBZJsA0T+mfYPz/W6A1tmqA4OaA1ZF6bQJZNr9O9A68tTxvE7se31UBVSD529e60BVUcCFlcZWdSIOFzA2u23saS5jT/PRlbtNDIxiZFRvRkb1ZnhUL/9U25OdtclKU10LscnRXT2Uk15n7oPza3dEAU7//v3529/+xmWXXXbI3Uh37tzJ888/T2pqKn/5y186bJBC/JpsW7OTu8c/zPhLR/G3T/7Y1cMBPJt8+mSEJaLrOnuaKlpN91FIDfb8Y7dkv+zN8Kie/s0/X9nu+XQn1BhCodWzSD7KFE5BYxPdgiIxGOxY3Q4GR6RzUbdR/uecU7icrQ2FqCieksnAsIg+7Kpr4c3K5QAkBUbQLyKR7sHRdA+OIsRood5pY29jFUUtddjdngXVDs2FzeXEprlwuJ1ouk6Q0YzZYMSoeub66+i4NDdWt5MGbxUwm9vJnqZKb2Dn8XT2XEbGpHFutwGcmdiPCPPRvYHpHRbPwwMv4u7Ms/mueBMba/LZ2VjO3qZKFMWFyeAJeBRFo9pZQ7WzhpzGnYBvvQygK63e1On+DUB9GR4fXXdhMoLJu4ZHxYCmGzybgOoqTrfumQKFiksHlxs8xcJ0FDSMqmcqWuspXofOROyXO2szPa3ttKkD3+Du/+Z7/0lW+x7bP0ew/3j2ZYCUfYGVf8pc27btvEdv//xR0lt9oSjKvjfb7TyBjqfwgP+h/aLKQ3/a2ipT06pde4HC/t20DX7a6fmAIPdgwWT7L+qhA9VDf4J8wFooX8dtLlP2tfUFO+yXQaRtPwbFgIqC5g21NV33fHWI19ifz9qvT9UXNHv/q6FRaq3h6+LVfF28GgWFzLBkRkT1ZkhkOgZF9Xzg4nZg05z+r+2a0/97yqm5cWr7fm+pikKPkAT6haWQEZbcZQHTX859kh1rd/HMj48w+LT+h79AHFRnlon+tTuiAOeVV17hgQce4P/+7/8466yzGDFiBElJSQQEBFBbW0tubi7Lli1jy5Yt3HXXXdxxxx2dPW4hTllz35qP5tZY+tkqVn2bxZgLjl81sPa4NDdlrdZy9AlLosreRLPL7l1gDqHGfXt5LK3IxbPmwdP+Qm+gUmatZ3dzMYoCF3cbzRdFKwEobm5GxcidGZN4ZtvHKCjc3/cSf8GCMmstb+35AfC8ZQ5QzUQY4phf7FkXFGkO4rbep5EWEkNufSmba4r4In8TVfbO2ZfL9wbPpKq4dY3VVXtZXbWXJzd/x5jYnpzXbQCTEzIIMwUeriu/UFMAV6WN5qo0T+lNp+Zib1MVOxvK2VCTz6rqbTS6mnDpTlDc/qlfxv3eaPqm5fg+wVMVHaOKJwPgz3T4Ps13oSouFN2T5TEaFMJNwfQIiad7UCzNbjulLTWU2+qodjT6sy37MyoGb0CoHRBs+F+zdgKhtm84D/cvstLOG+QjyLDQOovQdiwHZqOOzL5MhtI67MCfmVH2Pd4mKGj1xS/5fPVg8+sPDGIObNf2dW57/tBZIf3IA6CDnP/lb7r2/3kfSYeK9w3k/m09vbh1N+5D9tTOa+h7TG97nbZfJ7qu+KdrGlTPhyZbGwrZ2lDI+3lHMPSDmF++yf91clAM/cJSyAxLoVdIAgbfJrz7jcWta94gydkmgLK7nRgUlfSQeHqGJB7RlLq92fnkrtgOwLPTX+U/m54jODz42G9IiE5yRAHOlClTWLduHcuWLePjjz/mgw8+ID8/H6vVSkxMDEOHDuWGG27g2muvJTIysrPHLMQpy+V0seyL1f7vX793JsPOHIg5oOsWueY3V+FutSA6IzTRm9HZN4WkV4inzn1eUwUFLVWeT6pVz5vfCbF9AXh+6zfeBegGYgNCaXTZQFdxayq39p7IypotAEyJH0QPb3+6rvP89jnY3A4ADBioaDJQqtdgVo1c32MMgyO780zODxQ217YZt6p4ShBbm224THp7K89RFQ2Dum/PGsX7p+/QAbem4nIbcGqesfreNDnc+7IKiqKjKy7W1OSyvi6HJ3MUYi2xjIruxZjYngyL6n5UU9lMqpE+YQn0CUvg/OTBwEX+cy0uB7l1xaz8f/bOO06Pqt7/73OmPHX7ZpNNbyQhJCT03kFEpIkdG3q9XkVRwXr16k9RsVz7tV5Q5GLBhoKgNBGRXkIgkEJ63c323afPzDm/P848bUuyGxMN+HzyevI8+zwz55w5M3Pm+/nW7nU827+VzelO0kEKKYMqtxwzf+BrE0eBrnTfqXT/KW6rGfSHWNGXYkXfBoYLd460aI82MylST8rPsjPbx5CfLVkbhmvJi2OIWS51dgxDei2UVhRUQMYv4GmPkBOM2G80DCcq46UKI606xQxwxWxfNhFpE7EcopaNJRw85ZMLCmSDArlQy17ZlkBVxRtVtl3ptVe2JZg/bCGRwiRP91RQ+t4qxm8IC1vaxsKGiREpqPyo1ohqG1ZxXAZG4B5uJxqNKI5n3qqtbyOxF7e7vZnGhrc2SlsTjVsatvdYPY3y63itZcNaGUZ4igofjcBXFf2MuE9AILGFJCLdUk2juGU+J+wodXaUOieGI222ZnazenAbO7O9bM90sz3TzV0dK8Y1zr2hxa1jXl0785PmNTXegi1MRSgZvt/y+7tRsxzwNJ09vfzP+3/ER29435ht5gOPjpypPdWR62VXto9/m/cynANYn+zFhGICkf3dZg0TTDJw8sknc/LJJx+osdRQw788nrrnWYZ6UzS2NWDZkp0bOvn11/7AG//zVXvdd8Wfn+Wr7/ger//YJbzyXefstzGtC5MJCAFR6dAWbeC+zjVUOouc2LYIKLunFa0Ex7csJGqZNMV/634eKc13t2w3JC7vCxY3TONlUxfyjsfuQiB429yzSn3/uXMlj4RZ0gAG85JAC14xbSnvmH8yP934GFc8+nPAWFSkEBSUEbhNCuIcRAAElg8zGhtpiEiEKJAKhhj006MccYVrzyi/KCUIwqBlgQ7dtkYGPmfZzp+7d/CnjgcpBBZCRWmLNTIz3szsZAsL6qdwaEM70xKN1A1LcZv1C3TlU3TlhujKmfcmN85xk+YwKVrH0a1zOLp1TnlcWtObT/FYz3pW9G9gzeA2dmS78PBGWHmqjme4ZSM8dxYSR1pFuwSBVgTaY0eukx25znBuBAnbwZV2KQuXQpPz8+SVX3JQK+g8PV5+RN8IwzktIXGFja9Noc2xLEWjj79sMzL/ihmwDFlI2BEanWRYUBTyQZ7uwiC78/3hfj4ePp7Kk1EUc14A0OQmaXKSNEfi+Npn0MvSkx8M3Zn2oPMf1TpUuX2ACguFVofYKRQeCnClEWgtYdNfyEIw/oxrRcjS/AyjQcMy1lWNseQCJkKXq7K7VeXxjcQ4BTQtQjcwEboOmvHJYruCUMlQJA2i6m4cmelOl8ZUJIAVRzPyIAUloj/asRjXtTJZk5X8UI+WbKHCqlTlDlrZebjNsM4q7z2FJtABeZVlwMtBtnI85f7BEOHmSJJWp4VckCcdZKrOTxFWRYptS0gilkNEOkQtl1j4SthRlFZsTneyPdtDT2GInp4hHutZN6K9Eo4Hji8XgbzN38pf7vov2uqbaHASNLoJtIaOXB8duT76RqnvdOG045gWr8Xv1HBgUaPQNdTwT8Bfdz/L9RvvJBsUqHfiNDgJGpw46zduwH9zI1MPX8CZU5fzP5f9kJ9/4bec/eZTaZvROmZ7z67ewAe/+UMGXhHhG/f9kTMuP5WEu39yz68b2lX6PDXejBDCxIhQdv85unkuAA90VbunXTjduKf9aP1fEcJIjye3Luba1b9Fa7CIcu2Rr+L60AXtjMlLmROmmx7w0qWsaWAydU2PtvO5Iy6hMzvEOx++ia6ceXgKAb5WoE0K3NnJFhY1TGHrLWvY9cJmrEUOLHLJiCEyhfKxCQTTYi00OEmkgJSfpTvfTzrIjToXAmMhsUcTDyu+KgpgltTEXI8YHlrnGAwGWTG4gyf7JUoLgtCdTGiLmB3BkTZprxBWqi/2WI15dZM4YdJcjp80h2NaZ1PnRBFC0BKt47xpR3DetCMAQsFlNzuy3WwY6mBV/za2pLvoLgzgqQJSjq0RD1AEas9CtUaTUwVyqrDH7faGQCuyevQ2BEagK/YXDEutXJ0mWaNRRK0oC+unMSPeyqZ0J2sHt5NXHmNBlqwcutQKQF8hNapwtjckrKhJ9IAm4+er4mnGi3SQG/MaHAvFdOda6xK5rErWUPqwNwKpcYSpsTQjPolF9TM4onEu0xNtZPwcGT/Hjmwf6wZ3sSXdza5sP5aQzEy0Mr9uCovq26l342GaZVkq4NqR62Pd0A6e6FnH84Pb6MoPUNjDeRlJGvSoPGpMl7mqgx7+Q8XRjkryR9tvtHu+gn6N4eI3PN6s+P2o54by9QdUhK2FNZEATUCv11u1b3muyu5zvlYEony/DHnl66lotS2u07awmew20hptIG5HKQQFBvxMWNy5nJCjkPcY7EshpCDSFDX3vi0YIs9QauwEDHErQnusmcmRBpI5F1seHMlzDgYcDGmiX6qoEZwaavgHojc/xDfX/Y77dj9T+q4YNA/AImBRIyvYzY7IYyw4byHr/riWH374Rj75i6uq2tqS6uWenWv509bnWdm/A95iqgengaNv+wqHN0/j4llLOX7SHGYm973aeNGCAzA3JB+b0rtLD2ilBfPr2ujJD7GqfxtQFBQEx7QcQtrP85vtDyMkTIk28+ewRo4fSD60+Fw0Pn/ZvQqB4PIK6813X/gD/Z6xsGgNs2Oz+Nzy1/Ct1fdx187nS/0AJGyXd8w/mRPa5nJIXRsx2+WpZ5/jQ869WP/RUGpTaFhYP4NlTfOYnZhMPvB4ZmADj/esqRYocwqezCPW5InWRbn4Q+dTUB4DXpqe/CD9XoqC8rGFBRo87ZPycgwF2ZIQriuEkuJYXVvhjqJtNcc4hNaCOgeSRW2xFgghsYWNVg6704oNQ7vZMNTFTRsfxRKCwxqnckzrbA5vmsbhTdOZHKsHQArJ3OQU5iancMqkJVV99RcyPNa9kVX929mQ6mBruouu3ABK+KZeTKXVZzShkrIgWCS6I4+n/F6ullQxH+gqd51R24AJE4R0kOOpvvU81bd+XNsrylaOyrEX02vLkluYGa/EJi6TNNr11DkJopZD1HJI2lGmxBqZFK3HRpINTL2YTalOduZ6yKsCuSBPXhfwlIevfQIdoFFVWc2GW4ckRvsek8ZdKWnHSDoxElYUWzgoLUl7Hr35NF35IboLKbJ+HteSRCwFeGgZTMi9y9MBnfl+OvP9PNH3Ajdt+fNe99mS28oDPeazLWSYxEKgKRe0/XswIdc6TB2bkgWqgvTpMJHAnmKGSvftXvrcW7yRCC1SIzINjnGtj9XnaJam0fsf21K7p+U/wKfL66PL66tKwKGHWa2kEihHEhEOjU49cSvCzmd3kOvJ0tCUZOGx88kpD4lgZmISh9VP54imeTRH6lj3/Ga+cdV1rB0YwLr9FVCry1rDAUaN4NRQwz8AWmvu6niKb6+7lUE/gyUkb5h5OidNWsygl2HAS7NyxRr+9Jv7ibTHqXt5G535fpwPNyMetLj/lw/zynetYv7Jh/CjFx7hrh2rWTdYzubFMDekAM2K3u2s6DWB+K60OKyxnXcuPJGzpy6c0LjXDe4s/X1Yg3FN2Di0u1ScMm5FcS2bB3auLunAAabGWnClzc82PUJADgu4aNqxfO+Fu8O25vC62cfwqWd/CsAZk5eUYm+e6FnHH3c9UdJ0Tom08ZY5p/KG+69jyM9XPdgvmbmc9x96FpPCGBdP+fxs8738aNcf0afGQcFRuTms+PJjJCclWPi5aTza8xy/2nZf1bE2uXWc0LKYjp9tYcVXnuDUVx7LY3esIJ8d4qwrljJnycxxzVcuKNCR62VTqoNn+jfz3MBWdmS7yCqTxnpU5bAoC0NhSxW/BoCHkFkm1UOm4KL8BBpB1vd4pm87z/RtL7bElFg9hzdNY2nTdJY1TWdGoomkEyFuuSU3mUY3zsumLuFlU8vER2vN7twQawZ38bfOdWEiiQIZP08mKJD1jWUp7RfIBV7FWM14pRDGTTCkP6EYWUp1XJlTTSIopmoWIcsxbkqqotaJRgiFLua4CmNKKnuNWS6+9lE6GBELM/LcGDJuhEMTSxUoUcpGZ4Q6USHUjXRQFOH/feTYwfgsLGMLo4LRH8Gj+VUB5MPXwLj6zQWKXADgILCxrQDXUgihw8x54UuVPwtAymLGPIVVlZxiXN0CoTV1DCIvMdahBXXTWVg3nWa3jrgdCWOgXCKWTUQ6BFqxJd3F/bvX8Gj3erJBzoxHhgVolSDQsnTOpsebWdo4g7ZoI660q4p1FlNIt0braHGTNEXiaKVYM7SDJ3s3sn6og925ITJ+oRhZhbmmdWmdg0p3MRMnFwwUQCqcpIOWAYTKgREJNcYxdxPRuY+nvWqSNfbvw9utPt/DiL/UyCQEeHTmw+fPPBDzogzi83hf2Z346YH1/H5HsaHwvvuIABr5+ar7ed+Zl+z9IP4FMFK9sn/arKFGcGp4kSKf8+jY3kt/d4r+3pR57zGv3q4hJrU38rp3nc6k9sZ/yvgKeY8VD63nyb+tw55s8cxhW3kmtwmAQ5JT+cihr2FhfdmPWWnFfXfdZx6cR9XRme/HlTY7gl5afrCAobeu4YvX/oTdH5zJ9kw/w5ew0R9g5W0KKmBF73be8/Av+bcFJ3DVYWdiy71bdLryg/R75foyRzXPYdDL0ltI4YS7z0kYq45xTyu7PRzbvIBc4HHDxvtNTRUh6cpmjCOREnx++avZlO7kvtCi87Y5xnqT9nJ84pn/Kx1XRLq8ZvrpXP3Er42WM2x/WdN0Pr70PJY2TSuN78nedXxz3W/Zlukyq9uzOV5+xPFsbuiCT7eQkoLbOkz2NoFgQd10jmxawImth7GofiaD3UO88SvvRuQ1r/rgKxlKZ1hx57OsvO+5cREcIQQxO8KcZDtzku2cMXk5OVUg5efoyw+xqn8zu/MDZAOP3bleuvL9dOX7GfRHd4UqCuVKy1Ka5mSkgHILZD0HWztoLUsCuSEpA9y9a4C7dz1fFfgsBDjCJmo5xCyHpBNhcrSeOclW2mJ1TIrW0RatY2qskSsWnUWDExsRN2DGpOnMDbKqbwer+newqn8nz/fvZMjPhaEilY/s4XYb87la9NVVv4FAIkyxVTdJkxsn0AGZoEDaz5Pyc6T8HAXlY65Mm+KjLCItYrZDzLKIWkZgdoWLJWyTGCJM/d2dSzHgZUccW0TaTI010pEdIDvC9W7PUmUl4ROYJBdqWFxIzHJocOLUOzEanBj1YeD4kGdiL4a8LENenpSfH4VE7qFvjCBvYQpOFlMf+wWfQsFDS4GOxsgHoIKAwAuQQhKJOVghwSxq+DWaQCnygapwCawsBCtGHGuRkFrC1GMqkdSQ5PqBwFMCX1loLejL5tkwsIE79IZRj0drMUryBieMs5JhogYTA6cIQjLUz5Z0/7jmqxKOtGh2E8xPTqctWk/O93h200Z6VYagzkLJCjezklVDkweImeQvWQ9MwSBz7UthakkVSYIUGscy8Xp7s/pUx91Q5Fol1qG1rkggUUlKKgvtjv5MKFolVUjshaxynKMqkcUE3AFHQ5EkleLAyt5ziKn/vKQ5NfzroEZwanjRoKdzkEf/sppH/7yapx9eTyG/Z7eH23/+CJPaG1h+/HzmLZ7K9DmtTJs9ibZpjchQuO/vz/D86p08t3oHa9fuIlkX5fRTF3H8sfOIRp1SW10dAyg/oLmtHscdedtorenvS/PgPc/x8F/W8MyTm8kVPIITFf5RHuQAH2avb+f0uqPpVll67BdIT0rxdHYDD3Y9R+8FKaCRAfPopKB8XGnT05pFf38mTyWSkCm7sw2vaVH8Uw/7fbh7xHXrHuaODav45vJXUdiSYe3KbWxd30F9U5K2qY20TWticvhao3dWtXVIfTur+rdDheB2TMs8Mn6ex3s2lL7XGl4x9Sh+t+0pMkEK14aTJx3GHzueAmBechrTE0381zM/RaM5vW0J8+rayfgF3vLwt8mqXMl6c9ako/nMyttL5KY1kuSqxWdzwYzDS6mku/IDfOeF33P/7pUARPM2hZ93EXtZM3cFKyCFYV5bPZp2RPnAO9/Mssb55JXPw11reKT7BW7b8Tirnl9H5ust2JNdPpC/nuBDCj40k2+qe/jeX/5islwhscKEBrawjSuMKLvECCHwVUDKz5LysyPiRszxT+X0tmWc0XYh0+Kt5IICO7M9bEjtZN3QdtYNbeeFoR1kg7wRGsMKNUoXhWdIuB5xx2QhU0rgKQsvMK9itjeGXSO+9kn5Pik/y+68Kdb6UNfIjGkAUcumPdbAlFgDLW4CKQW5oMCgl6UtWseSpmmcMGkeb5p7PE1unG2ZPtYMdNCTTzHo5cL6QTmGws/FGIDq4GdRcp3sL2TpyafoK2RQaLrzqT2k+q6IN6hAVmmy/vhigiwE8+rbOLxxOkuaprGkcRpz6yaZ5Apa05NPsTnVw3P9O1k72MHmVA/9hTRJJ0qTE6c5kiARWsZitkOdE2VmooU5yVbaYw3Y0sJTPt35FFm/QNRyyAU+fYUMffk0vYU0fYUM/YVMmFVNojR4SpMPAnL4JV9643JlxPtiLFK1/cy4YfkE5FWFS58EoibeoZh8AwG4FgGQ8ffmOlac4/HGTOxJAg5peCU5GmPzcma/cM9SYgQj7Qcj3BZF1X7jhRAmk11nbpDO3GD5hwSAIcUEZZIuRZHcjXWcReulyV5YeZIKgfnFtQNsGaC0ICajzEy0EZMOvYUsu/MD5IJCyWpZ5f45xqGNrKOiy2+Vro9aVCssBFSG2Y3sp7I6lSr9VLRvVZKWIpmpemd0oiSAtD+x+LKXMmoxOAcO4yI4g4ODe98oRH19/T4PpoZ/LeSyBXZu7iaTzlPfGKehOUmyIYZllYNlN6zeyaN/Xs2Dd61i01oTxKilIIg54EaQeR9R8EePmxWCrl0D3P3bJ7j7tyZgUzsW0ZYkzTObSQcBXd0jBaj7/7qWaNRh4dw2kkKw6/ldrM/1Y+c0bn9AY2uSeGsdIuGQBwazBVKZfFUdBH2IjTo3B1NDAWK7jfxjkm29HtdbD6KPyqJPzMJgxU5ZsJ4D+1mBroPCqzUF30cLEDME9fk8Q7kIVaowRj5EBKHmPwg1dMOEXNDsDIZ49RM/wd6hSaz2ia/3iW8dOY+Zl0l4pTkftrZAwabU7jKZ0rCkaQaP9rxQKjAJxg2l3k7y4/V/xbGMMHJIchp/7ngOreHKhS9nU6qT+zqfBeDyuWeT8fO8/aHr2F3YXTqmadE2/m/90xC6M507dTHXLL+IhBMpXSN3djzO/7zwe9J+DongZa1H8eefPwBvbSArFQk7yltnn8syMYcrz/so/SrgiRM38S3rT+wudFY/gJtBNDsEKNBlZxUsCHShJOtUztNYKTmLwoAVtl/M7JVXHhtT29mY2s6PNt7BtPgkjmtexGltyzh10lLOmWLqHimt2J7pYm1IdrrzA4Y0eVl25/sY8FIoEY5RaizpE7V9NGAJm7hIIokw5HsMFLImNTIgpUaKoquSJO9b+IFFhdgC2qR33ZLuZku6e1RB9PYdz5Y+20JS58RoduPELBcpBIFW5AJTayMX1tywhU3MdkjaEeocQwrqRJTBjT3MnzcTq9UmE+TpL2TozafpK6QZ8HKoYlyThmIOs1IsBeWMX0W3t/I5MPV5CioYEcsToFk32MmWVA8Pda2nJZKkNZIkYUfYmR1gV7afrtxQ6G5lWpNCozLmqrCEpN6JUWdHiNkurnRMSl1RrjuS8QsMeTn6Q9I22lUiqBYlR7+WNP4Ecr+60sL3A1SgERIs2yr1PhrhHg2OtEjaERxhodDGzVCH5Cp0Oax0PTSzUgxIF6XPWuswQ57CV4qRqhiwpMCS0liTAC00aGPpG0lmRoOhfrZUaC0IlNzrnMLI1NbDCZIo+2oV9xjeRLX9cViXw9vXCHJe2eKYFYrefEepLSEEEjuc26C8l9DY0liFlC5eL8U6O2WrTXHVEaWFqzz+ouLJWITLlqhKi1yRnpn1t7KeU5ngVvG24Sx72NFqbTLkSWlcC4vt9WQzwzf+10XNR+2AQehxJHqXUo7qqlAJU1dAEAQTzxjzYsLg4CANDQ0MDAzUyNw4oLWmp3OQLes72b6xix2buti+qYsdm7vZvbN/5A5C4LiW0YL7ChWEIcCOhYrZBHEXHRnJy6O2RVtzkjmzW1i6ZAaRqMOjD73A009uJlPwUY6FqXg4EnUxlwXzJzN/bhvrX+hg1dpd5CvSsmabofMkG1nQTL03j+1ZY6oetaOQp+fwl2dAgggErS+04jwQo687RX5WzhCflrD9QYl4wUWsd2GjhT1UQKYL5GZB/u2KSGNAoCj5dadyLpl8dXa0sXypwWjolCoTneJDLtzKCIwKtAp92QMQObAyATPUEEvm7mbG1CEG/Ai7BuL031xP7zGNDM3OYUtNoCDx+xY4KktuZiaMoYB8wWJgKE59fYaY69PkJGm0m1mf3k6dleSusz7Jp5/5Gfd0ruS0tiV88rDX8u5Hfsq6zFocy8yNRNCTjqK0OW9vmnscH11ybslq05Mf5KtrfsXDPcY1bmHdDE6dtJSfrbubrGO0+Ge1Hcl/zL+QhB3ngc4X+O87b2ZwSopIRJUe5MPFyyqtaWk+hwk+lfM/2nUwIhXv+DVqElMPw5EuUjsUlGAwH4B2mRptY3qiiemJRtpj9XQVOnmg+yk6870j2tnTdTHatkoLfCUp+BaFwEIpq0J0rb5uqlxxpDLCVxi3oSviOwItUEpWxXgU3ZmkCAlX+HfVfI2SyliP9X1F3MzI+JmKukZSIdFG2EKb+kbKwi9au6pnBFsqbMto24sxKZVW0dG0pMX0x5XB2VXHJCgJfJZQSGl+9QMLrSIIHcMRMWLSxZGSOifC3Lo2psbN+W5wY3jK1MbpzWfoyA7QkR1kd26Q7nyKnnyqIgPf2BAKyAbELJf6xgRCBCgKKDR5TzDoeSGZH891W7ZwjBd7FifM3AMEw7TbYpTtIraPawc4VnUihWKGwqIluOguV/5eGNfZsA4WFAl02RpUvF6L17SuJAdaoAVV13fJBaw0ZjFi1JXjL/ZT2V/5nlKle6oYC1XaU5u5CcLaXL6SpXutRFpK82zaVRX3SNUotA4zKhb7r7agFY+p+J0lKsdcfURV6+ioh236mBGdyi9Pu3KMedl/OJjlteLY5v7kP7Hi+zfjQpDJsfGtXzgoj/sfiXFZcO67774DPY4aXsQo5D2eeGAd2zZ2IYWxzPTuHmLL+k42r+skm8kTOuNWS10ChAzjByq+97zAPDgiNkEsioo5I8iJKPiIQJeIS84P2Lp7gK27B7j/sY3lDS0BsbKrGYFCFgJE3kfmfWQ+wNOa59Z08lxF+65roZIuftyl93Czv3IFXcdFmPJQgPCU2b/gI/I+aB/vTI06R6PCAvZKCQIEOw/pRSYUlqvBhKtge5LWnfW0rmigd5tP51CGYIpm6GXgzwU7oYyZQBvNnVLmAVMXzRGxPYayMXxltGp7CiAtpgLWWqCVNqSrRHKMYNkSzTPNHeKQWB8LEv0sSvawINFLnT2KoHQ4+FrQ5cXoLCTYkU/w7Bva2CUTbMjXk9HGtzqXd4jECiWysqXXZ3d8O1JArNDMv/3pl6y2VgLwhlmn8p5Hf8rK/o3Ux8rEMpW3S+Tm6sXncPn8ExHC+KDf0/kU3153C0N+FkdYXDL9ZDaktnP9ptvBAbZ5vMY6mQuOPZdrnrmDx3ufxrHzWLMhji49xEcjMxPFqLsPI0RFv3kdapr3JAwqArIqS1aV3Tjs0GW9U3WyaxAe6TdCjR9IlJZoIthC41hgyQC5h6xZxt3JFJQsqAJKF4teaiwZELErlFS66q008pKrykHqCVGMYxiltuuo2wZhXAIQxpJUC5QjjrOkLR/R2j6N17YCsDJABqWNRyVAnwdbep5Dd4eEMRSmi0RqOISEuGV+UKq4XSX5M1egbQfYUY1t5fGt/tI8CSBqQyQKvpJ4gbHuWcIoVQqqMELwtqRRQhXdI4v7FGtFjTZHRctm1LKIWBaOZYUJBPIEZNGibA0uxox4qnj8EtsKiFg+w8MIiy6cQpgU7daI82HukT1jtIkdra29tKLLhKloFa2y9lAmXnvK6FaE0qbosB0SbVtobBlgkpCUWy4pV8K+iwSl2CcVfY6n7+K9VEnkgpBQja4cKI047LNcNqBoFWqwx1/0+CWPA+Cixv5u70WKcRGc00477UCPo4Z/EJTSfOXW+7ljxRouPW4pbzvjKOpje9YeDPalWbNyG2ue3sKOTd3kch75bIG+7iF6u4ZIDeWN1qgqwtG8awDXBq0RKlwpK57MRSWhFgLtWqiIjYo46MgwK4nWhlDkDDERFf5gWgi0IwkcCx21DOkJpfjKPov7aKHBkShho1wLoRR+VJKa64LWxLf5uGmNKAQMHRLg1bnInEZbkG8WDM0IaFyVJ5im8RYrggUKMUWVHrZaG+0hWiB9jXAVYjpljgfkLcWumf10TOtD9oNu1FiOJl5yPjDkoyQKy7KbgWsFJNwCvpKkchEGMxECVX5qW5auGosQUG/nOLKuk+mRIaZHh5gWSzEtkmJqJEXcGt0P39eCjkKMbj9KVAY0SI9JThZbatrdDO1uhuXJLs5v2Vzap7MQ54VsI8/1t7IpqGeXH2eXl0CEWlKlYeXuAZoadhFPgJ+O8r6//YYeNUB9tCxYB0qQ9UxQ8bVHXswFM5bRs6uPLR27uMV6lL91m8QE85NTWVQ/g9/teABfB9hK4t08gMgmuOXNW/n5w9fgWAHxyN4JTdGahZAE4TnUCJTCZGtCFM0IJT/8QIlhLkbmYW5JjS19HEthhaTSEpW+CHsmOUUCWtxaadO3aceQmGK66fF4LpWElPBhmg8zm/nKJgjAtQUxm1CTb85DpZtLpT668n2kC07175WojgkbP/SYf5Q7K42rQlirHKMO3Z1sLFzLxRaSrMqWsq/ZIiT/Y/WvodHOM8VJkQ9sMsq8ssqmoOxhFr3iNUFIdHVpMkWJmKiKzso2p6IGffjxlQ+82kNi5HTsm2Az3JFDCIFjqVBB4UGYMS4xxv4CiNjDyDGEgpYZkwpdlkZ6g5jr3GfkNSJCRYRlaSwLRhy/Hj4HYfa+iuMZOSPD7UDVf+iKcewJe9qkOlC/okjqKNtWPw1FFREqpWymSFKMW2DRAa/aPa24n0aVvhOh299EyVnF/IWkRFqVro3VFi+lDNnxlaQQWGgtw0yJumShtQRIYUhxozXWlVRDDfsP43JRGw2ZTIatW7dSKFQHdB5++OH7ZWAHKw5mk+feECjFp26+m1ufeL70XX0swtvPPIY3nrycmOsQ+AFbXuhk9dNbWb1iC88/uZld24z7iwbjX4ExzeuIjYrYaNdGRSxGqNNGg9IIIzEawiEDdJ1A2ZZ5soeCHBpjbckHoaXEI3TLNpCgPZA5gYo6BDEHFbVBCuYv34YT8Vn35EwCf8/qunwDDM2WpNsFMqKwXR8pNW5O4XoBfpvGchWRvI9wNTqpEaEGbTR/a6UExYJrwwVqQ3yMcGqLsquMHPaQgrEfsAKNKz08JXGEIiJ9ItLDFgpLKVypUNpoX9vdDEvifSyJ9zI7MlSKBRkOrSGnBSktSSlJOvycCTXFw7YmgiYqzCsmNEmpqBOKuBx9KQk0dHoJtubr2F6oY1suyfZCHRtyDaQDpyygVpgGzFxKWnUdiZRN/9YhMpYHCxS4xn3t1LalrBncUqpK32g3sWlLHt2oaIxlsa2yG9Tw+fQCSc6zyPm2cc/DWMocy7gjOVaAJcspYofHOFXPyMj5HMt6IEbZrqTlDeVgWcq+NNae5f3HHoPZ3hYmmFkxzAJackEpa5dV6e/qvlSFq0/RIoAAoUO3L1GZ8Wos4lY9wsp+S/1poOJ8Tdw6pKs+i2HfCSAqfA6N9zEzMsRg4NLtRekJ4vT4UTxdoSRAMScywKGxXhbF+lgU62WyMzLrGpjrO6ts8soOU0EMd5czo/C1DF8Cn/BdSzwtSSuLnJbktKSgjRgfoAjCRa+6TXNkvpakA5dMECGtXLK+S0Y5ZAIHX1nGzUkERIUfrhOKqPSxRYAtICrN9zHphZ89Ai0Z8CP0+zF6/Sgp5aKRSGnI8aDn4gUOEaFIWB71skDSLqC1oKAtCsoiry3yysLDvA8Ebun6q7pmw0vFnO/y+SpeZ8Xvy2fRLAylK2zYvsOF/VGvEF22hBgFRtFFsthXBdkUw+7X8JdS4oPiiLWo2q+qxk647/C/zXcKWygill86FxHLx5EBvjJzaV42BWWZJCK6XNtnb/dHUbSLSY8GmccSYTxMaKGUwhAlW2hcERCRAZHKdxHgygBXKBxh3l0R4ErzLoCcsshpm5yyyCqbnDKfh5RLRyFOpxenx4+FqbeLfYIcmsEfL/jQng9gP+BglteKY5vz408g97OLmsrk2HT55w/K4/5HYsJZ1Lq6urj88sv54x//OOrvL/UYnIMFvsqwYtvX2ZW5i2isjqjTjGs14MpGXKsRVzZiyzieSuGpAbJeH89sW8/kmb28f0GeiKtJZaMMpCJsTP+FT/42juqMkNpkkU7H0D4oH9RUcGfZeFELPybxhEOh30GlLOyswM5pQzzCcRkZZxTJK3xi6CioqQFquo+aVaB+RoqEW0Dp0PxN6LevJU7optDrJRhdaAKdFYh+EAMBIq05Y/nzHHnIJgBOed1TrFgzh6efnkeuP0LM9mib0YfKS7bmm0jPFNjNHjMSQyxt3MGiZCf9Xow/dB2Or8ebNYhS8LbSIKRZwIt+3TJ8aGpPYtkK4ZjvGp00rW4KW+hQKCpqcMsPHksqbDSW8HGtAFcExm+/uncEipgIqJceDdJjmpNjup0jIauDifMassq8F4CCAh8FwhSfDBD4xnnEEBhM7iQBpLWkoG0UIhQIFJqAAopuJegMNbWuEMQExATEBcRCzd1UN81UNw1UV7ve7UXZlK9jbbaZtZkm1uea6A+iCCGI2B5CdiLjeWa1e9TZhsj1eS59QZSHu5/C05YhaJ5FttBPy/RgFFKjSVoxJkebkUjShSy7Ut248YCG6Pgybo085+Z9uBBU/G5c+1USu1AEKI+49AOVIl7RspOwPNqcLG12hjYnS0L6OCUBJCBhFUhIj4gVMBA4vJBrZFW2lY3ZRnxdseyP4koXET5TnAy+Fgz4EQYCt2zBGnWUqkJApTTyOpmjyc7TZBdotnM02nlSgUOPH6PHj9LjR0kFzrDjLB/3mHM4xremjk51qlxHBCyM9rE01s2SeA8Lon04Y2TaGvBdevwoeW0xNzJAZNj9ozQMKRspNC4aV6iSRS1p+STHsIT+PVDaWDYKWuAhzLsWeBjCYQuNg8YR4AiNjcYRGosw1mfCJHEkgnAMAiMwTLRNT0m2FxJsydezpVDHtkIdW/J1dHrxCpKy5zYcEdDg5Ki3s9TbuVKMTkj7zHopTFyTQpALHLLKxlc2vrbwlMTTVvjZoqAMsQy0xArpo6eHx1bujahPTDdsifC+tAvErQIRyw+tusXeFBHhEREBSoTnD7PWyvAYNZALHDLKNeTWc5EIEjKg2crRaudpczJMcrK0OVkm2ZkDcl1OBMalOUqnl2C3b0jPb9P74cKsoYa9YMIE5wMf+AD9/f08+uijnH766dxyyy10dnbyuc99jq9+9asHYow1VEBrzebuP7Fi1xewkkMQgawaIJvfvtd9W1ugteLv+sQQU1vH3HyP8JUk6ztkfBdfS4SEAEG/F2egYOJDhDACv3G1EuSUTUFb2FIRtzwa7CxRu7j4Fhc8s+DXySyTnUEkmm4/wa5CIzkVmr6FxpWGSOcCh9xUm0ALliR30uYa7/Vs4JCIFjh5+VpOWLaOXj9BSkXww0v+SK2wCWiwcjQ75YwuLW6aV8mn+MPupRSUbYI3w6KANgEJO0+dkydp56hzCiTtPEk7X3rol7M8FWMtzLFpFBbaaMKkT53MMVlmiUiFIzSOMCQlKT2iIsAJDVmBNvPqa0mAiR+JSo3EVFiXiFCwG03Drwkw2YuCMNeRFRKPOIR1L8z+dlUa2FB4qGhSaZ8ADw+FrzU+uuT5rRnphJEDchq0gkBbgIn5cBBEBCSksQC1OTnanBzHJctFSwvaPNztcTwDU4FDrx+h14/SF0ToDyL0+xHz2YvSG0QY8COkA82mdFkDL5LhHFVNWPVHHQbJm7motORomuwMjgzYXUhg0gKYs1zlGlV8D4OPi/7rhNaiyuDhkUKjpknmaHfTtDtppjpp2uwsk5wsk+wsiQkKLSfEu4AXGApsNhXqWJNr4tl0K2jJdDfFtPA13U0xyRmZwnUocBgMXIYCl8HADa8ljYPRQlvhNWwLRb1VoN7Kj2kxrEReSYaUQ0rZbMvXsSXfQIeXYGchwa5CPLQglFFUAtgiDMIWClcGRKXHZCfLVDfFZDvDZCfLFDvDDDc9gtD0+BF2eTFcoWi0CjTZeRyhabALNNhlwutpGFCSAWUxoCWDShIMI3jmyg7jlyhTtZLmvmrsZk2QodXWgvC9SJgMSXGBiFDmPhfgAm6Ve+O+o+SxW/GCMr026o3wWMLBW2Jkkugi8fJ0USlCKISb7SVlkuVIxZzoEHOiQ1Vt+Bpy2sTqKIoWwvK95mlBWjnktEVBSzwtjGVLC7JaklIOKeWS1Rb5kKYUEbV8GsYxXcX72RFBOdGGtvCUcU2NSp+o5dFdSDIYxPG0VapBY8uAqOWXi6UisURA0soz3e2n1U2ZxBrarHdJqaiXAQ3Sp04GpeugOG+Va0CgwUPgh++eFnjhsyAidPmFHhfh9EIXTYpeEEXzqQitWpi2i88chQjPsSHWKpz3YvnW4vVihWO3Q8uMjcYV4QuIhO6f7W6Wdre8/j7b/69rVRiOWproA4cJE5w///nP/P73v+foo49GSsmsWbM455xzqK+v59prr+X8888/EOPc7/jOd77DV77yFTo6Oli2bBnf/va3OfbYY//Zw9ojBjNb+fPTH0FMWYOVhHxg0R3UU9ASSytiwicuPRLSI2kZQVmVHh6iZJouar1y2iGrJDks8kqiw8VIlrYpPqAVLTLHDDtLTCgySpDREt+2CMKklnXSxxGanJaktUVvECGvjW+6KwI0gk4/TleQRGERRjdgbAIao6Myi32LnSZhlQPcJzlpGu0s/X6cvLZDfVvYgp1DopjiDBCRAUpDl19HVtnEgwINdo6I9JnkDNGqU6RVBKUFSStflTnH0xIXTUJ6LIx3M3PmA/T4cQrapqAlfijCFjWFEuP+ERE+rvDN6IsmfwLjbkCAE5r3kyIgKY1LlxsKDHvLTFg8AUVNnvFpHtsNUIfuG+Xa70WhXJQIjIUpBihF6CONGN84hvUDlZaFsotG8YoptmgenEVSZGiWrzVZpckLgY3EFgIHGQpGgpgQFa3rkOQZgTOvLBypiAoVas7NtT4zMla9FANfC3r9KF1e2XrQ7RsClAncUFNqAolleB/YKCLSwxWKuAyIWR6TnDTT3EESlqk/kw5sthfq2ZBrpsNLhuQqSkHJkiuHW+EmVGd75pop/aZCV0OzXbOVZ7KTYbKdHWFBGI7BwKYviIRWB4kSouQClVU2Kd+loCXtTob5kQFmumnqLJ/DY30cHuvjtU0bx2w7HwbcR0K3wzrLo87ygPQex1QJrSGjLVKBITBZbREXPvVWgaT0iUpNRCoiMk8reWa7aU6pq7bwFbRZawJdtFUCJUHL3I8xoamT/piCXlpZ7A4c+pVkSEEBjRCGyGwLJARRbCAaCo02mqGii2ZV1rZieoiihTAUuNFY4T0RFCmChoK2yIduOwAxy6zNMjR5C7RxA8IQGgeFq8314KJwAmOtzWkbT9v4CBRWifQIdCgEixHCcIAhISqcMwtFnSzQKM1aldY2aWUzqBwKWAShBd0KrYAiFFgNeVNEMJaRvJbhOIrucmViF8r9VU8OMIqMhNAkhSIhFQmhSAiNLSApqj0+xLB9NXvPCFc8QYYcVRC3krKptEkFBQpd4ChnGyuSioI2LrsZJciGVrMgvhs/nOsgJFse5rkQIyAhfWJSERUBCaGJC01UgCv1hISs4litkPiGLhF73keXj9AQEV1aLz2tzfjRRKUw1j7AERInrOkl98KQAq3wimm+w/ZF6DrpQ8m11ilelxXN+TpU0oX3UZHYJ+2eCcxKDTXsGyZMcNLpNG1tbQA0NTXR1dXFggULWLp0KU899dR+H+CBwM0338xVV13F97//fY477ji+8Y1vcO6557J27drSsR1MKHg5fv/Ax7Fm3suk9hwtskCdNIHTNl1hJepyznpJuR5EEGrvVcVCP1zDXILWJYHXQoZWAlFqz6SnKm4a1qIIhdZiCsrQ2xyc0TTMgxX+y+b/yodP0fJRqnNBkXwIclpQsGVoNTAPfi3AV6JklYgJcIXAifYDRvAItEaFTmDFBzaYB38xCNMQCCqffuG4eioegqauh48OBYcwZgGN1IRFHzXFiuIy3K/4XkkZyw9dTfFBW+y+5HuOsQvIYeSjWH+iuL05z2F9bzE6WSn5bDP6g2xEbYcx9i/9LSrFkNF01WWEthvcCSuUyjsULQGxsMFAC3Ia0iqgEJ4T048phmhIHOXP4blpC9029iusgLluF6dWWKD2F5SGQeXQryzSyiKlJIPKZUDZ5JWg0crQZGdJ2kMILekNYmSwkRJsqWh2FJHQvWWH1nQULJJCUy81dUKRkKaPTBhzVdCEBSR9IqFSIusXib2ZS+MGV7zLJTq0thmhyVhxPC3IaOPWaJIZFNAiT0QohoRgSIGjjJY3JhTRUOMrQnukROAIsIUItcHjc3tW2lj/fMqClXHHDLBQtFmaqVaYfUroivtCl9YAWXH/laM9ynerUSBU1EeqQGldFUb4L63HokiSKhc/XdppNBVBaKNFAzGtURQq1kezLgZQIhsBhtToUCFSXGedcG5tqrPCNRGAlUcTrq9hDJASEEGV3N3KcRsVZCCcKxsZZuML1WBaU/xXOSvFY9MULc6ipGCBPSt6dMhcKtstxu4U50qM5idaeULGCSsU0BNhz1CdrGCsT8NX1+rjGc8g9r7N8DW8ao6H7b6n9Xxvz4LRUCzKu7c+9vYcqcRbJ68e97YveWjBfs96VrPgAPtAcBYuXMjatWuZPXs2y5Yt4wc/+AGzZ8/m+9//Pu3t7QdijPsdX/va13jnO9/J5ZdfDsD3v/99br/9dn70ox/xsY99rGrbfD5PPp8v/T2Roqf7A97OeVhC8qpDK791EMId1/5OeJ0PzyUx/OENMCy4Y6RgW/m32PMiO1FUP0iGP0p0WSYQgmJemJJoP04LRJGUjRQpKjHWg6qyjcp2xmmJGWM8pV7FyLke9YGxt650xUNsnOMaz8NurPMzanujHMvE2g8FGq1Lx1sWrgxhSQibRLh8aa3xUHg6IK8DstoP3SzMnkbLLLDDsVkhGSySn8rLvnhllMlppRtPeZvKPbQuu5cMdxksKwKGa5PL13TxWytM46Uq9omKgHYLLEsY65cpQRqOT1S4xGkEqarZLh5HuW+N0OZ+McK86S8moDXM6mXadauvM10p4stR7s5KWFX9oSuOWpQbK5Fy7PCeLme/0qJ8/AIQWlRcB5WoptiWAEdW/jr++3Ii20L5nI1XqBur/cr7fLxtVa5j5bsibK/i3itbWstr1vAzVvpU5YNWoh4lQlPZT1nBMeyYqhREI49lonNc2keMfPZUYrx5koop5vc0xuF977X+H3rkcY1fzh/RVrFf2PP6vae5HP5b8ZiHXxtG6WmUn3L4dTRK+5Xj2tPv40HThCXPly6GV8/YX23WsA8E5/3vfz+7du0C4NOf/jQvf/nL+elPf4rrutxwww37e3z7HYVCgSeffJKPf/zjpe+klJx99tk8/PDDI7a/9tpr+cxnPvOPHGIJWmukGLvI6vAFeo+L3phC574zk315YI3Z1t+bl3OcfVSLROMQvMvSnXnQjrK4TyQRYaWwN9Y5qXyvFFKGo3Icpbb2ckiV7mWVglWl4DNeEWD4A7nih6qhFGdMhlSi8rhHe5iXzlGlwFQprOmRgoCLhSssEpRJqI8iUAovtDKWNciULJNFK1lRs7yvZHX4OItjrRb6qj9VCm8T6Xf4WRnvOrDP96uoOCcTwPDjr25vjLbG2P5gw75owv+etkrX1Rhr0KjtjqagmYD0vbc+Ku/Jsay848VIt9fRxzKqhXoCfY229vw9GLWNfb7NDsyFXqlsqfzOClflfwaCmoWhhn8AJkxw3vSmN5U+H3XUUWzZsoU1a9Ywc+ZMWlv3MWL9H4ju7m6CIGDy5MlV30+ePJk1a9aM2P7jH/84V111VenvwcFBZsyYccDHCWYR8lWAJWSVEKpGEZyGPyKHCyTFT6MJmXtD2WpR6eY28rE8lsWjcoyj20yG/T1ei8xorVWQkT1htIdJpRBR9X0xSFlXP8xLmsyJPGAn+BAbU1s6Cqo1ttXERUPoqjfKfnsRkE0Qqg6Da8tXghHMy9daKaYnHHeltQIgKNaw0NXXa9XnMQSQicxDUQB0kWAZ17ZRNa37gL25f+xvAarUb4UWdo+W1X1os6qtv5PgVbV1MDKTMVBpFRlJIMuo1nCPvfaNtJgX17/q1kblc3+nEL8nHAil1B7X0hCqQqUyfF2q2q/im9HuJKFFyb6kq3csEfHSXOvQfinK345md6BibdBV347Bt/f4nKu2mg0/krGOa/g3epSWxmVxKr2Xr889PadGs2hVnqm9jX9Px1P9HKo+hmfTMabs8Wj+hVA51fuzzRomTnCGIx6Pc+SRR+6PsRyUiEQiRCKRf17/0zayfXCAC3/xf8SiOzhp9mpObt/ITDdNo/SIScJMrzIMDBWljD5F3UxREDUIhVw9ckGsfFwVg9Qrg9X3Bq3Mg6LoYy0QJf/zauI1Poz+0Kj8Zk87j2gMXUWxQqtCRQzLWEJEadke5edqt7fRMR6Xg5Huc+UD2dP+Osxoltc+njYhzgGCvBJ4WmKHqaWL8UIaoz0bUibV8oCKklc2BW2jtY2tBXWWxxQnzRQnTYP0TJYvim5YZUqiwmBWhUaEsU4CgRYaOayKeeX5r4wzqjomXanNrjzGstOMuZ6GX1PDzk+Rp+4D2diTNW68mvO/tx9duvfKn0X5x/AeK9LJvQu/ZTe5cdzTpfYr57iKag67Osv/V39XRuV5Gs1WWLl92SpYKaiVfxtO2Iv7yhFuVaLqbh9txJVqGzV8y5KuY+x1oehCWbTylgXvUXotytnDvht5JgSWFibuITzHlcJh9fkYdsFX/DWaID/8u9HPgR7zc7GdEV9RKcyWfxjbxbe8fbH4Z8nCKqi4ssttCl12K1Whq5lZ9xR5rQiGjbRclJcwlbbECcdTdD2tVtCUj63yeh31/qo47sprTIXHocLslZWupqVxaRMbWqwnZdLuU3KVNe6tFa3r8jhNAhSBHyYOyGuTWMJH44VKKFtIXAFRFAmpiYjysYJRUmWVIK1kmGpcEQgY9CMgBE2WT70MiEtVymLpa01/YDEY2HjaJKyot3xiMsAKk0VYjFbAtfK8E6YTMtv8ZvVRnLN4zM1rqGG/YFwE56qrruKaa64hkUhUWTNGw9e+9rX9MrADhdbWVizLorOzs+r7zs5Opkw5OHUK0+sbuPnVb+B1v/kFv1rZyq2Pncos0c3CuduZMqmXwXSc3oE6ugfq6MonyDVq5kzrYmpygAE/RiGwTb5/oYnIgKjl0Wjl0EIStQLiwmSiSlgeCVmgwcpjh1l9nDDI1w0zPUVEEKY7NgHFbkWmp+ICZ7J4lbX1cpTHLRhBOwi1+cXaL5WbVmqz0OWMQGZRNwt2RDAigHY4jCvQaKJzWbNYHGt5i5EC3nAdZOWDa/TjM5lswMyBK3X5oRn+M8LVCPEKgJwSpfS0A8rUmJlqaSZZirQS7AwkKzJNrMm2sctrINA2UZkjp9zSyDUQl3lmuz1MdQfZWWhgdXYynnZKD1ytTeHWIAx2LAoaAnOOJzsZpropprlDTHdSzHQHaLVzpWQKJdXpHjAyFkWHgku1IFGtwS0Tu+IMDZ+pKhI8nNgMI/El8bhin+rkGyOvkJJ7R2X7FdtpylfH8HYqMZIUTAzDSUDp/ppgg1Uia2iZHU0w+XuqmZWDzYtjEyVFQjXBKI+odH/pihGG92wl2Sq2UiS6xZErrUqZ1ZQu9xDosHZMeExmtTJRTKbIISY9M7qUDrkyaL3yTq9aj4oDwmR6C0LhNggFWBXGEqEVYUI6bASOMPexGxKn0SizxsRaedrYPEerZ1O5l9ImM2Exe6IKW6mmpdWZG4NibFTIAyRhodlQ4DbtmjVMCJDazFo6kPT7DmnlECCJSo+o5RMgyQU2aeWSVi4FbSGEptnOYaHJhwUrAwWWNpk1G5w8mcBhdz7J7nySPj9KVtsoCZajGPIjpPwoA/koaS+CpyRJu8DceB+b0008399OoAX1kSzT6/qZVtdP0i3gBZLOTB2d6QY6U3XkA4eknWNZw3Z6Cwk2plqI2T4tToZGJ0uzk6HBybEzV8+GTDPS0ixp6mBZ/S4WxLqY5qbIapuMcvC0BDRxaTKWxoVvMq6FNXXKOUrNtdjvx9hdSNKTT5AOXBzbY1I8XTXHQ/kY/bkYmYJD3PFwbZ91XZNZsW0O2UzUtOaCdhXa0qAFQhXXMU1dPMPclm4mxdL05WN0pevpTcXJ5qM4WnFIso9WJ8Omvia2DzSgpYW2FdINsCIBSChkbQgkBIZMNscHOWfe87TG0vzksRNIp5OYMD1himwLjVACPI2QAmUHtE0aYN7kTmY39uFaHtuzjWwbaiKdj4A2qbtjtkcilmfl4zPgUmqAWproA4hxEZwVK1bgeV7p84sZruty1FFHce+993LxxRcDoJTi3nvv5b3vfe8/d3B7wCHNLfz4wku57JZfksYjF5nDfQ+2ghbYUnLR0YuZe4jL9auexO/T9O5uZtMzAc39Fi1uhN6tvfgCdNzBj0qCiASt8ZshO12Qa1NYtsZx8zgRn0wqTj5rg7YolWDQIBRYebCzIAIIIpqoHRCzAmJeAdcJsJI+TkMBt84jFisQj+SRlqK/ECeVdxksuAz5LgUhcSI+Umr8goUoaI5q28oJkzcyIz6AKxRoyFKuxJ7yIvQWEvQWkuS1RdLJU29nmeqkmeLkaLI8ktLUnMkqm4HAZdCPokLnPEuYgpbpwCHtu6R8h0EvQkbZ5AMbJQQRGWB7mpjlk4gWiNseLW7GFJQMCxMKihmGzPug79LhJegoJOjw4uwsJBhQEWyhTdregkMmF6HJzTE5lqZOFohsthEDFqrTZijqknYcVKOHWpgj51ukH2vAPixNS3OKuCwg09C01SeZ8eja1sSmM2L4MUHbw+1sszI0HN9FxIoaclKxvg0RoyPfWHE1jbL4VWpjtcZX5gGdF4qMamBzviEkIWYbC0W7M8ScaD/1skC9XaDJytFk52iw8iSlR0wG2KX6MSMdq/aG4fa64dr8sQ+lWgc9Ish2OInWY2sfR5Ki6h4quYWoeB9V8/tPRDFbWkZpTIJkhSsUOlQWCK2xhBHAHWGyosmK6aqkEwJDFvJKMKRsevwoO70E3X4URMD6XDN5HWOWPcD8aA/zor002tW1dQa8CDvz9XT7cQZ1lMEgQodXR5eXZDCIEmARKEFc5JkX66SvkGBbtplUIULet0FDvfCoswrsLiTo8uJoBFKaYo+mxpDPYC6OHhFnYOqeeL4NeYHICZp0jlkt3Uxv62FScgjftwmESc4eCVMnJyyPqBXQmU+wM1fH9lw9uwtx8spGKUEQSLKBQ2UpXlsETIqkqLez5JUdVqO3OKn1BS6atoZWu0AEyGnJQODyaM8s/rp7HjvzdXTnYyhtEkFUVryPWT5R4aOUoDObJF2IlNibawXMadhNzC3QWaijK5fEw8YSimnxAeYnu4hJn+5Cgp5CghY3w8vb1nHOpPW40tD9znyc67cew22di8IaViOhFRAIREFAIKAASlrgC+yUxMoJbNsnFs/jezaZrAOWQLuKIB5AXKEiRmkgfIEIAD8Unl0FEcOohGeEbqQGG7SlWSWnFU8jQgkGcwme70uyOphG3PbI5xyUZyECCQosJcgGER5VjWHqS0FKQ0q1sAXQEvykRtuA1lgZQZc/hfvkcrTUIMGyfSItOeKJPEkrT8ItEI8ViEYK5D2bbMElm3fIeq757DlkCw467SCHLCiEN5ME2y3Q2jREqhBhsBAjsCS6XEQpvGHBGRQ43ihrSNE4FZqi8iLG6g0tDM9LZmlQCtbqBGspdR+2YQFOKdmWE85ncV4He5r5zdaTS38PH15ZqSUgAOnZ9G5roXdbC49JjbZAeHuwnOf/ucVHa/jXgNATiZB+ieDmm2/mrW99Kz/4wQ849thj+cY3vsEvf/lL1qxZMyI2ZzgGBwdpaGhgYGCA+vp/fLGqh7dv5W23/pZCEHDWjLkcFZ/C4fPb+eqTD7GiwyR/OGPWHD5zypnIjKK9vQkpBZuf28YHTvkv0uk8S889gguvPB+yOW782P+xbfUO/KTN5HceQ9fhDWwc7J/4wIqGnOGyRACWBzIvkIXxuwpNqu/n5KXPUR/Nsm33JHZ0trBrRwv5gQhWDuxc+GBKgN+oocXHSvgk6zO0NA6S8Vx6+xrw0w5+2ibIWuCAiAeIaACuQkQURAJERJn1vihIh0MM+h38DXGEgEh7lsiMjKmzoE2h07LDiCoLgyEbtKUqtVPcR2Rc+nyLSNTHkhq/IFFbTeptLcBPWGihSTZmseMKz5ek8y5Jt4DrBiT74lzUfRKLFrazbPksftX3V3625T6ObV7Ax+a9kdfe+k389j70kMOr5x7F7b1/QwrF1FgjWvn0+gNoDVErSl8ONAG2ZdIBowkFw+rCccUML0oLilXizTGb+ap08aiU5y1hii/GpGcEAssjLgs0Wnka7RxJ6Zlku6Erm7EIGkuhLYKw6rhACoUV1uUIwnFGhE9CesREQFQGuJgCkxKT8jYfFgJMK5uBwGZIO6Hg6VBnBTQKj0ZZoNXOU2cZFzxPCfoKEbqycbpzcVLKJock5Tt0DtWxe6CRrsF6Ogbq6U0lCZSNlArH9amvT9NQP8Ts9i7mt3YwJTqAJQJyXpR0Kkl2MIEbQHs8xfT6AVwroD8Xoz8XpT8XYyAXDV8xfCWJ2D5R2zcCre0TCT9rLch6DjnfJufbpc95z1RrF6FGXghzZUorIJ7M0Zmu45mtU/ECB4GmKT7EzJZuprd0kylE2drbQne6AR8LN+JR15Shrj6DUJpc1qWQccmmI+RSDtJVNDcNsb2zlXw2WnGhhP26AUFBIpQsfY/QzGjs49DJO+nLJNjQNYm+XLK0q7AVTswzmsxAonxJEGC01lGFdnU5Do5hgpY0Qq+2NdhGsMLW5XVIAQWBKEhE+F78G3/P65FGo5MK1eKhE6PErykQKQs5aCHSFkKFVkJHm3FXvEZTJbZFB3nDnMdpjw3wwO5DuHfzQnLpKMKX6IBSZjORlkhfoGPKvOIK3DEe2wWByBmbl0oEo1ToBDyB8AT4AhEIUNBkZzl3+ho8bXHHlsVkhQ2WRkuMpGxp8AUybSFSFr6lUQmzr9sn8OMaFQNRALdHFH3NxqPHGNUCqUu1gkYqJbQc9tu+YFifWmi8Oo0Ok5NaaYGVLfcRRDR+nS4dryia5Yrmx4kOpbhfRf/aAmUDUmPlKvrYUzPFdipTPoY1DEboV4pKysq/KyBK/00cI06hGP27ImJdBVZ876P71tkE8M+W1/aE4thm/vBTyFh07ztMACqbY+u/f/agPO5/JCZMcN7+9rfzzW9+k7q6uqrv0+k073vf+/jRj360Xwd4oPA///M/pUKfy5cv51vf+hbHHXfcXvc7GG6Yuzeu59133EqgNSfPmMXjO3eQD3zqXJdPnXoGly46bFTt8cr7n+Pj534Or+Cz+MSFrHlkHUppmiY38P7v/TsnXXwsWmuGCgUKQYCvArxA4amA3bt6eezOp9mysxtveh19cdieS7Hby5BxKh7+gcZOg50JSY0ChDAPyuIzIXwg6OLCrEH4IAOQvkb45u8gajaOdSmsYM8rrxbgx8GLg5cURoOkCU3uxvIktSAZcWisj9E2qZ5o1CGd93h6yw48EZBsE+SnD0DodicERHyXeUNzcL0IfjTLjqZN5GTO+FIrQbGisywK+0VypDSWBFsGVd/X2TGmue2s7N8CQpDJO0ZLWwEpFHWxPELA0IYk0d1xGk/uI6sKvH/hBbx2ptGs7cz28PqHvgjAL078GPms4u1PfZVABHx52TvoLQzw32t+hUZzyfSTOHPScq5a+R0CrTl/ymlct+ZpIk6B1mSWSvWdxBAdW1S7/mlddCMinJ/KczK6AKqHPciLViBJgC0NqbFlUH6XCktofCXJK4ucZ9O7s55oEDCrrYumRIZMziWVjTKUjpNKRcnkomQ9Gy+wGehN4kYCYvE8sUSeWKxALG7msmt3A127G/C8cj2nmFUg7nj05OJM+Ok+bG6KsBxDyHzPrtKKiuppqvqtpBAdZhoaVejQuliEKeywuh1dctEz95K2KRcTGtZ11aEU2y22LRhdUNWjNDCisVHGPdZ3pXaLB1AxhkqBTJnr0Wi790xMSgENw0iMKvZTDHaobGasJjWoWIBq9dFRhchIQ2pSlklhPfZAho1HlwgZReIgNRYKlXYN2Ri2b2kOKguICQG2RhUJT1ShYqHVYziCkISlBSJjI/IVTnEVlvnhh6+LX4whvGs0XoNGuaYPLLOT2yeQhdAZMSS3Y88LpetsxPNKhRtJUX2pDb+29pFAVaE0HZogoQniYdc5sIfMNVJoMmYMKwV2bpTMY6Pd58PWvlF3Ge36G22fYeuGKN4jFZuXupvI3Iw5sGFfFK/DoPisNhspF5QjGPGgKKF8j1XeKlM3F7j3phrBqRGcA4sJExzLsti1a9eIgpjd3d1MmTIF339pmx4PlhvmljXPc9Xdfyz9ferM2Vx75jlMrdvzmO77xYN84Y3fKP191ptO4T3fuJz65rqxd9oL0oUCz2zdyeZt3TjdATs297BlczdbNnUxMJAtLYCyoKofogKUK40/bzrPgkVTOeWspcya04onNFs7+unsHiKX90hnCgylc2SyeTJZj3SuQBAUK51Q0l4VffjrEhEOnd/O3BmtzJnRwtyZrUyd3IhtjXw43blyHR+68XYsKRCNAf7iAYStcaSFrwNilss1yy7hnKlLSHk5vvT8Ldzd8QwAgYJASwTG8qE1SAmNToKeQhpLaBxLoXU1AUpaMXrzeWbH23nHvHMA8PyAL/7+L/Slssw8QtNv9eFti/GuWecxaZHiK6tvISod/u/Eq5gaawbg6hX/y+O967hs1hm8a/4r+M4Lt3Hz1r+ytGE2/3PUe/jTrsf5yppflkhOW6SB/914O1HpcmbraVy37jFcK2BGg09WZbGq4mAM2bGlccPbE9kpQwyTPXXpHBW/V9oUaA3rwZe2UAoQmkCZ0ov5nigDq1rQ/igCReVTXVGWKiqeolqGYdli2PbFD5USxijCgCgdpED4RnLRFiDFiOZ0pVBR1KTqchsVifiqu6sScPYgkShthAttxqCtPWw7CqqEqRFzMQYmSlDGAVtKkpaDqyWFjEch5aM8hVQCkTN8Ssuy8kNLI3jaOY2V1UjfTGyhQZJrlgTxMArM11gFje0LXC1wMEH69U0xog0RsjKgK5VhsKKmGYCjBG5oxfBQeA4ETvWYR7mcQWlkTmMPatysxs4o7EyACDRWwmbSolZ6LI+uIIs/iiWjNPWj6wgQgGtZJr5GqbH3qfhB2pr6pghuvaQ7lcYfBJEPS5eWzrk2rmW+JtJTLpisZXhdSVH1NxJUGJykRcV1LMz9lW+lRLCtLDipCstdkTiNQ8IYD1/e436V1/YojY1oYw8d+jGNV2/ud+GB9CCIG8He7Rkj0YjWiMolpbTmiNGVFns5nlEVEGMdy6gNhcqK6qwFe94+VAiaewy0LdAjzPlGESnC9oUClEbZAu0Ko0wZqz+tSzqMf2uby9UfuHg8R/J34WCR10ZDcWwzfvDpA0Jwtr3rMwflcf8jMe4saoODg0Z41JqhoSGi0fIJCYKAO+64YwTpqeHA4ZJFiykEAT9e+RRvPfwIXn/Y0nH5/J/x+pPIDGa468b7ef1HL+aEC47+u8eScF1OmD+bE+bPrvpea01/X5rNm7oY7M8ST0SIJ1ziiQgbV2ziy2/6JiJvYrva507mO9d9Gsse3ef7QOLcZQu4e9kL3LlyHfRKjh5azMbJm+krpIlZDtmgwIeeupn3pLp414Iz+Ozhr+e41kP44nO/AxkgtTICu6bkjtbvpZkea2F7tgdHS4QwJCdQJk4gFWRxbdie28XJbXNIODEAxMkOH/vpH9n5RIH4ceBMy3HRiQtpjdVxT8dKVvRt5EvP/4ZvHPlvCCG4aNrxPN67jtt3Psbb576M1808jd9ue5BnBzazsn8T5009FiHgy6t/yS3bH+TcKUezvHE+T/ev54XMas6fvoTbt6+iOxVlfnM9O7K7ickI+UBjfAotCgoIIwus0MIiRfn5XYQOVbIl5WVI9oowxEZW1YEXSFplG1tz3bh2gFamkGR2e5LBdY3Var9KVDIFi7JkUSHolESR4RYHUd62ku+M2rgwB6Ijo7C7YltF4lp5/5WIjihzqXEIOGNCilDYL4/ByoOVMy8EBK7RqAYuaKe6l5JGvXIAeyqBMZb2OWzDkgLHsnBtC8eSFYRX095Qx5xJzUypT9LeUMeUhjrzXl9HcyI2Yp1Kp3P86c5nyWTy+IWAoVSewf4MPT1DPPvwC2jLAgHRZJREQ9zMZ0oTDCl8qTlq2WzOO/dwjjxyNvZe1o9MwWNn/yADmRzz2lpojI8ULDIFj+19A6zv7GbV1g6e39HFxp5e+nJZ/KK0bglUQuA0OsyN1bPt1mexdqRpaYzyqe99ECvmUPADCkFAR3+K57Z30jE0xLrd3WzrGRh9cJWXGJBXYaoHOfL30aC0QGcFrZF68mkYKORGKAKEb6zqbU6c+CTJYKFARnkUhCZw2KOAWnm/m9tCEOnT5FuMsGsPVv5I6aLT4xGwx9pEj3WPjr6rNoYWYkoQCUD1Z8nvGsTN+Eyur6NlaiMNcyeRrXfYkc7QMTBEKl+oas/KCoRvrDa6gvDaqXBF0cYgWjQyFRU0JS+F4ccynNwON2uPdkx7+FnvwfJW2UBV+NTelBpFa6YFgTuG0qeYoGK0H/Uon0cMrLw+Lz7pkDEG8i+I4c+n/dVmDeO34Eg5dsFJACEEn/nMZ/jEJz6x3wZ3MOJg1gi82HDH/97D19/1AwCuvu7dvPztZ/7TxtKXyvKuH/6W5ro4X3vLK+n0Bvj3h2+gMzdA0o6QDozm97vHvoWT2szivDm1myuf+DG78/1hXI7J7lS04pSEPqDRleSUh1KCrGfjWAGubdzXljTM5ttH/TuOtFFKc9m3fs6qbR3Eju/FavB51/xzedvcM9ie6ebND3+dgvL5z8Wv5vxpx+CrgNc+9AW684N8esllnDV5OV9d8xt+v+MRjm1ewH8f8U4AY8lZfTMKzZL62WzLdjDkZ7l0+mn8dUc3K/u2E7dtDmt12ZbtQGvIBxaWUETDcQIhiTMUxRYaKct0ZbTloZge1A+JC4iSoH3WpOPZ1O+xKvMMETtAa7CFzQcWXsp57ccylMuzesdu7njwef727Ea6C1mULZC+RnpGUPCTAhUdzWVkdCGiSuNbZD/7KxnAaCvpCG17aNFRlLSl0gdRAKtghqLsUJtuG6FJWeZvoUJCkzXkRlQQtRFDkSHhcQzHUo5x+dR2eWOZN1YhbZk+Sq5uw1J3Eyis3hztOcGH3nUBZx67GMf6xygivnDZN7jv5w8yedYk/vfZrxJLxv4h/Y6F3UMpHly/hQde2MxDG7YwkM3vfaf9iEl1Cea2NjOntYlExGVn/yA7+gbZ3j9AbzpbtW1bXYILlh1KSzzO7SvX8PzO3RPuz5YSx5LY0ryEEFjCZICzpHlXAupdl8lunKgnyQzl2DDYT4eTR++JRI8BNyTO6UJhXBXZLSlwLZuYYxOPOBw2dTKnLZjDIXacjxz7Cby8x8d/+n7OfMPJo+6f93zW7Ori6W07uX/dJp7d2UkqX0BJ44anbaPrcQaqrTdTG+qwpaRzKEXeL+cdlEKQcB2ilk1jPIpjWxQCRV8mS086M/EJ2ROGW4cCbTKsyT2T1SIcyxQ6rhz/nlAsihwoVV5iJ7p8avifN1zAWYvnT3DHieNgltdKFpzvHyALzn/ULDjjJjj3338/WmvOPPNMfvOb39Dc3Fz6zXVdZs2axdSpUw/YQA8WHMw3zIsRv/v2H+nY1Mm/felN2M7fXZbp74Ielk1rZ6afdz3yE7ake4haNnnlMSlSx69Pey+NrnHUzgcel/z1v+ktDKK0yVpTLHIpQy2fRvCqGUdyx67Hwtgdi3TeJuZ6JZIzLdrGj49/H3E7wsotu/i37/2aI45r4NnE87RG6vntKR/BkTY/3Xw/333hDtoiDfzyZPPdjzbeyQ2b7uGIpnl888j/YGe2h8se/jKBVvzvMe9nYf10AB7tWc1nV/0fmSBPa6Se3oLRJH9y8dv40dqneKJnC6BZ1OLQ7/cCkPMtoqKOuXX1bM5sQcrQfSEkb8Z7RiBEgCXC9NJCl557gRYIYTMrNoUXUjsN4VMS74XpDLWmaGwaCF34QOVt0s9PIcg4NCXitCbitCTDVyJOYzRKT8cg3R1D7NrZz84tfWSH8vgOZKda+DGBM6Rx+xVOSuPHBV7SvALXiCbKqRbyAQiFAqGKRE0gKlw7hK/Rvg7rPFElVBRdNKQW1QG/GqSnjQHHhiAiCKJiZN/DIPMaO6uxM+ZlZTW2B1OnNjB39iQOPWQqTe1J8hHN1v4B1nR0sXpXF9mCZ+qHaNBKE/gKzwsIAmVi2YrHoqDOs5lElHonwtRJDSya1Ya3vY87v/g7BnYP4B/awuTzlzK4poP8Y1txOzO84SMX8Zb/99p/+D26c0MH1//nz3jthy5k4TEHXiCaCPxA8eyODh54YTN/W7+ZdZ3dJauWEdLt0mfHsrAtiSUElpRY0rwTKLysR0NzElvK8DeJLQW2ZZFwHea0NjGntZm5k5qpi45dky2dL7Cjf5AdfQPEXIejZ00vueRqrXl803Z+8uBT7OwfpL2hjkn1SSaHr0l1CSY3JGmIRYk6thl7OOZ9RW86w88eWUkqn6c+HqUuGiHhOtzwoZvo29zFqz9yEaeffwyT6hLEXZeYY+aruAYXfJ8tvf1s6upjU3cfG7t72dzdx6aePoZy4yOWzs4Uc5TDNZ99K0umTkEI6M/m2N43wLbe8NU3wLrOLp7dUS4dEXcdzlk8n3MOPYRHdmzlFQsW0J3K8vjmbTy6aTvrOrur+qmLRjhr0TxevmQBJ8ydiTuGJTGdL7Cpu5dtfQM4lkXUtok6xZcTzr2FIy2kNGQymynwzHPbefKpLazavIsh22fQ8em3PDJiz8QkYlvMm9RCW12CTMGjP5ujP5OlP5ujUEFqhIC2uiTTG+uZ1tTAjKYGpjfVM6WhjqZ4jIZYlMZ4jGh4/3tBQCpboDERxQsCuobSdA6m6BxK0TmYJu/51MciNMSixF2HbMFjIJOjO5VmZ98Qn7nk7H+IkuRgltfKBOf/HSCC8/8OyuPeE5YvX84dd9zB1KlT2b59O1OnTkXKfV+DJhyDs2XLFmbMmPF3dfpixsF8w9Sw/9GTT/Efj9zI2sFd2FISaMU57YfxlSNfV3oQrx3cyVsf+jYIY8URCFPvQZoHR6Ch0a7nyNYpPNS9Gq1had0iHu7eSNTxcCyTcc0PLJbVH8prZh3DUc2ziDsOlz7wZXoKQ/y/pa/n3Pbl5AOP1/ztS/QUhvjkYa/lvKlH0Znr53UPfgGF5v+O/zCzEm187rmfc1fHU5w6aQmfO/ytpePZmNrFf668ns58H6608LVPi1vP946+mps2PM4P1j6AlD4NsTyubR6AEZEkIurozHdjCYVr+9hy9GXDEB9pYpOUJE473zz2NXxgxXfIK89YhnY1M5TI01qfxpLGLzvXHaXv+VYYR+ag0WALGdbqMAUA9wilcdMQGdREhzQipcbtPrYnDw/bktiORcQxQlq+4FPwAny/HEMRRCGICUN43JD4uAIVYcy4mqhjs2ByK16g2NDVUyWYjBeHTW3jDccu4xVLFhJznVG36evs5+vv+gEP3/pE6bvm9iY+euP7OPKspRPus4YaRsON/++X/N9nf8UxL1/OF+7YN48PrTV5PyDreeQ9n6znk/M8hnJ5Ht20jT888ixbc9XWksZ4lEDpMcmRFIIT583kwmWHctah84mPcZ+AIW9PbN7Bmo4ulk6bzEnzZ+Ha/3gF3YMPrOLD7/0u/iHNzD3nMKbE4zzxo7/CziHe/8nXcellZyKHF1HCzF/W8+nPZPECRXtD8p8y/gONg1leqxEcg5tuuomTTz6Z2bNn09TUxDPPPMOMGTOor6/n6aefZu7cufvc9j6lie7v7+exxx5j9+7dKFWdPvMtb3nLPg/mxYCD+Yap4cBgsJDl/D9/gwEvgyUFSms+v/xSXjl9eWmbDz/5Ux7oXhWmVCasUg126Krma8Hi5Bw6/S1kgwKNTpJPHPo63v/UDQihSiTHCyTpnIsQktZIHULmyOohojLKkuRCkm6UjnwH61KbSVpxjm86Ao3mmaHn6PX6mBpp5zUzTufQhkn8x5PfAuDG4z7E7GQ5/XlvfpBPPPMj1gxtLaWEPrH1MD675O08tHsjVz/xMwKZxbF8IiHJCZRFIZDoMF20LQNsqXB1ucRDoEUYi2RhSU3gR/jSka/ly2t+TiYwmeekiDCQ1TSEWeIAXtZ0EhdMPqXkmgLQm87Sk8rQk07TncqEnzP0prMM5fIM5vIMZnMj/OeHI2JbRB2H1mSc4+fO5KT5szh29nQSEbe0jR8o+vvTdPek6OlNmfeeFN29KQqFgKbGOI0NcRob4zQ2xGhsSNDYECOZjOI4Fq5jYVlju/AqpfE8n0IhYGAww8BgFuOqp1CBiVkKAsVALkfeUXQVcqzt7GZtRxcv7O4e4T4Sdx0WTG5l4eRWFkyZxIK2FupjUfK+T87zyXs+Od8n7wcUfJ8Fk1s5bOqe098XobXmnv/7K9d97CYOPf4QPvCDd9E4qWFc+9ZQw3iwfd1OLl/0fqQl+cWOH9LUtn+vr1R/mrcf+n660xmOvPplFBa28NCGraQr1oq2uoSxUjQ3MKOpkRnNDRw/dwZtdck9tHzwQSnFG2b8B727+rj2T5/knv+7n3t/+gBLTl7E1+7/7EFVi+ufgYNZXisRnO8dIILz7hcHwTn33HN5+OGHSSaTdHd3c+211/L617+eRYsWsXLlyn8swbntttu47LLLSKVS1NfXV91AQgh6e3v3eTAvBhzMN0wNBw5fXHUHP9v0CPPrJrEhtZs6O8qvTruC9lgjAL4KOOXuT6FRIcExaaRtq5zQJpd3mN/QSLffAcA7576MX2x5jJ78EO+afyY3brkHhcIPJKmcSzElUDJaQAhI510CZTK21cdyCAGpnIuvLBzLpz6WR2noS8eJSIdZDRY9Xi/nTjmKTxz2+qrjyQUFvvj8z7m/a2UpfuZts1/Om+e8jE+v/BV37FwRxp0q4o4HwgQxF3wbDVhSE5UxXBGl1+svuZkFSmCFpO4981/OT7feRU5V+tLrUiFSieBTh72VU9oO3+fzEijFUK7AUC5HzveJhW4exXfrRW5p9gPFlt4+1nYY96dFU1qZ1tgwqlZ2f2K4u2YNNexPXHHsx1j3xAau+Nbbufi95417P601T979DMnGOIccNRdrFDenb11xHbd9705mLJzK95/+b9yISfiwetduEhGXaY31Y1oxX4z42ju/zx+vv5fDTlrIcw+uRQjBdx7/Ioccue+C4UsFB7O8ViM4ZSilWLFiBaeddhrHHXccjz/+OOl0mje96U284hWv4NRTT6W9vX3C7U746X/11Vfz9re/nVQqRX9/P319faXXS53c1PCvi4tnHAHA5lQPixumMuTn+K+nf4vSxoJpS4vLZp0aWinChDSyGJRv2kg4Fi8MDGBjrAc/3nQvSxtNfIxG8J2j/4OY5WJbKiQ1Rsi0MX73S5pauGrx2fz7gtNYVDcbgDkNCd636AxOm7QEpQRSgGv55JXPhgHjovGnXU/yrod/woOd6ynqM6KWy6eWvJk3zjq75HZ1w+Y/8cXnf0ZPfqh03J6yGMhFUBqk0ERsDyv0+54dn0JXbhApinE55VQ985KTuGHzHSVyI8LYnCK5iUqXbx155d9FbgAsKWmMR5nR3Mghba1Mb2qgNZkgEXFf9OQGjNvbvEktvGLpQs5ZPJ8ZzY0HnNwANXJTwwFFMeD/1u/eyWDv0F62NtBa870P3sDHX/453nf8f/LaKe/k82/8BnfecB89u/oAWPPYC/zh+3cBcOV334kbMUTGtS2WzWhnflvLS4rcABx/wVEAPPfgWgDOfdvpNXLzYoI+QK8XCe655x6y2SxHHXUUjuPw4x//mK6uLmKxGHV1dfzwhz/kkEP2LevehCWAHTt2cOWVVxKPx/epwxpqeDFiUUM7i+rb8bXi5EkLiFoOj/ds4qebHilt82+HnIkIU1GJMBpdFoO7gQWNrTQ4MbrTInRbC9ieNZmNnurdxNLG2XzryHeRtGPYlmJeY4yEHWHI5GlmY3oXj3a/wGGN7Xx22WuxhUVXvo87d67k7l1ryHrGh7opZmqA+IFFwZcIASsG1vDOh2/itD/9Nyt6tgIgheSd817BRxa9HhmO++7OJ1iTWoMQZddTSzjkPQelTI0bx1JIoXiye3tIWkKCg8aSClsGbM/tIqBcMFVrjStthIB6J8E3j3wfhzbMOjAnq4YaajioceZlp1DfUse2NTu4+vRP071zz8pRpRTfvuI6bvnWHQDE62MM9gzxl188yH+//bu8ftq/867lH+Lzb/gGWmvOfvOpLD9jyT/iUP7pOPLsw3GjhrTF62Jc/vk3/JNHVEMN48cHPvABmpubOfLII8lkMtx7770EQYAQgquuuop7772Xvr6+fWp7wgTn3HPP5Yknntj7hjXU8BLDxTONFef+znV8aLFxq/jWmrtZP2Sy70Qth4unH4sKLRYmi1q5GOmawZ38+MS30OQmyfuGUGzL7AY0z/ZvpRD4HNowg28c+U5sYdFd6OMrR1/MZ5ddSkzGEAKe7FvPBx7/BRfe+x0CZQjN9twu4pbD5XPOQiLwyfG7s/6d353xbl434zQAIraPlIqeQpo3/e1HXPnoL8j6xif9vKnHctMJ/8nCupkmSYDwSboFXCsANLOTzSAEOd/GD0mOLRVxt4AUKsyapnCtANdSpbieYjxSoE26WV/7NDgJ/nv5u5lfN+0fcMZqqKGGgxFNbQ38933/j+b2Jjav2sYHT/kvdm7oGHVbpRTfeNcPue37dyGE4Orr3s1vun7E1//6WS77xKUsPGYeQgg2PrOFjk27qWtK8O9feWnHAlciGo9w3PlHAnDZJy+leUrTP3lENUwIWhyY14sEq1atYvfu3XzhC1/Atm2+9rWv0draSjab5bvf/S5//etfR8T6jxcTjsG5/vrr+exnP8vll1/O0qVLcZxqc++FF164TwN5seBg9ums4cCiv5DhrLu/gqcCfnHKf/DddffywO51LKyfwk9PfheOtNkw1MlrHvgWjjRJA5TCFF0L68Gc334Ub5l7Mm998Hq01W9ct5RNXml+eNw7OaJ5DgDfWPt7fr3tQeYn27n+uPfzUNcaPvL0jTjCxvNipHxDLpJR4wKWyUdY1DANX/Sxu9DDG2adzrvnn4/Wmiue/A6rBrZwfPNh3LdjJ5nAEJuodPjUsvO5aOby0jF+/4U/8Mttfy4VLPWVwCEZ1gESCAJsS2OJ8Pj0yBo4SkEq7xKLeEgBdrhtkdzMTb7008nXUEMNe8euTZ189Jxr2LWxk+YpjXzxzk8yZ2nZshsEAV99x/e4+8b7kVLw4Rvey9lvOnVEOwPdgzx59zM89+AaTrn0+H8Z600Rgz1DrH18PUefu7zmXlqBg1leK45t+v985oDE4Gx/76cPyuPeE5qamli5ciWu6zJv3jxe+cpX8swzz7B582ay2ezeGxiGCVtw3vnOd7Jt2zY++9nP8prXvIaLL7649LrkkksmPIAaanixoNGNc8bkRQDcun0F/+/wi2l04qwd7OD76+4DYF7dZJY3zSIINShF96yiy9ptO55Cobjp5H9Dh1XwfHwAfrbpYYLQ4vO2OWeTtKOsT+3irl1PMS3WRsKK4WmfrMoSKGh1m6iz6ozbmO3zXP9ONg4af/abtzzA77auwFMBb559FgArB9Zzx9lXcO7UxQDklMfHn/odr/7LD+jImJo4RzUfSqbglOJmbKlRcoio7RG1C7h2gBQapexyvFGFxcb3bY5rOInj2mZVkZt6J8FXl7+nRm5qqKGGEtrnTObrD1zDnKUz6e3o56rTPs3zD5tYksAP+NJbvm3IjSX52E3vH5XcADS01nPmG07mff/zb/9y5AagvqWOY15+RI3c1PCixsyZM7FtmylTpiCl5Nprr2X16tVs3rx5n9qbMMFRSo35CoKJ12eooYYXEy6eaVwBbt/+DPVOjE8uvQCAn216BE8ZovKqGcegtKhyVStBaN7z6I20xeo5pmUeUPxdc2/Hc1x63/e5v2MdDU6cN846HYAvPf9bXnnvt+nOegDEHc1/HX4+d73sA3zlyDeF38Enlp7H2ZOXm74J+Oyzv+acu7/GY7u3Mys+mWyQ55btD/G1Y17LT095By2RBELA6oFdnHP3N/jEU79jVd82Am2R8dwwJXTRQqNLSQKk0FiWX2W1CZRJSPDVI9/BZfOXs2pwfYncuNLh60dcwZzkxLOg1FBDDS9ttLQ38dW/fIbFJywg1Z/mo+dcw6O3P8nn3/gN7vv5g1i2xSd/8UHOeP1J/+yh1lDD/se/eJKBSqxcuZKpU40S9E1velPJ+jR58vjKHAzH35VmKJfL/T2711DDiw4nTJpHW7SeAS/LXzrXcFb7YprdBJmgwNO92wA4u30JdXaMQFXeXtoQBaArP8innr6Fk1oPLVlKpNBYQrNusJN3P/Iz3vDX67h+7VMESuDjE3N8jm1eQEQ6aBEwu64BS0iWNs7m8MbZ+Dqg1+/ly0e/hkumHw9AXUTQW0hz3fq/sbrPWGh+uuU+bt/xJIc2TOG+c6/mbfNOQCBQaH637Wm+ufoeAJSWDOVdgjDmppgZTmvwfEEmb+MHAqUFXiAJtMWseAtP9a/hIyu/X3LR0xo+c9jbmJ2Y8o87STXUUMOLCnVNSb54139x1MuWkcvk+eQFX+SBXz+C49p8+jcf4pRLj/9nD7GGGmr4B+J73/sera2tf1cbEyY4QRBwzTXXMG3aNJLJJBs3bgTgv/7rv7j++uv/rsHUUMPBDktILgwLfP5u2wqkkJw4aT4Af+taB5hkA+dPW45GVKWJliK0iAi4p+M5OnKpUmplxzIM4sIZS3ClxTN9O+jKpbCUKTzXHBd86ehX8aoZxwFw0+b7S2O6bLZJJPC77Y+Q8rJcOsNoOoX0+MyyCzimZTZ5X1LwLTSaLzx/M8ff8Xle85fv01dI885DTmJeshUwVpoiiiSnEFgla5QlNRFHkYh4WNIUqbSlImL5dBY6+dW2v+BrH8IEA0c2HcqxrYceiFNRQw01vIQQS0S55taPcuprTgDAiTj8v1s+wgkXHP1PHlkNNRxA/IsnGTiQmDDB+fznP88NN9zAl7/8ZVy3XA18yZIlXHfddft1cDXUcDCimE3tod3r6cwOclLbIeHfL5S2edXMYwBTHBMoWW+KlhyAn2x4kKiMmMxlKECzsHESfzz7Sq5afDZfPfrV3HPOR1lYN41sUOBHG+/mtTNPxhYWT/Vt5Kleo1w4sXURsxNtpP08v9/xKLMTkzmsYRZKK7J6iB+ddDm/Pf09XDLtVCxsLKlxnDwvDHVy2/aVXLf+ATalu0ruZ0XocLReYJP1HHK+ha8kFnaJ7DhSYUkTYxSzIoDEVwKFTaAt3jb3nAN2HmqooYaXFhzX4T9/9n4+8pP38q2HP8+x5x3xzx5SDTXU8CLFhAnOjTfeyA9/+EMuu+yyqirCy5YtY82aNft1cDXUcDBiZqKFI5tnodDctv1pTpg0H4Fg3VAnndlBAObXTWZZ00yCkC8IUSQxELUMQQi0xq/wlZVC81TvJtrjDfzbgpM5b/oSopbLFYe8EoBbdzxKXhW4cJohT9dtuDvcT/LG0Ipz85a/UVA+5089FoA7dj2O1ppD6ifz0SWv4IvL32rG4Ph8cPFpXLHwDM5uP5RD6iZz3rQlxMKxlcZUcuYVgKTebuSsltNDsmNc1HwlubD9VBYk5+ApwZRoK4HWLK6fyZKG2ft59muooYaXMizL4pw3n8b85XP+2UOpoYYDDqEPzKuGfSz0OX/+/BHfK6XwPG+/DKqGGg52XBImG/jdtqdodOIsaTR1XR7sKltxLplxNIRuakUIQEoAjSUEGd8vualJqXmmbwu+qk7WcWTzPE5uXUygFd9f/0feOvcMHGGxom8TT/ZuAOBlU5YzKVJPT2GIP+18ijPbDidmuWzLdPFM/6ZSW8e1LOKiacaf/faOh7hs7nF8/ZjX89sz3sMnD38leW0SJTQ6CUCEYzXjBTi2ZQG/2f4wIAi0RSGwqLMbWFg/nSf6XsARFpkgD8BrZpzyd81xDTXUUEMNNdRQw75gwgRn8eLFPPDAAyO+//Wvf80RR9TMyTX8a+Cc9sXELJet6V5W9G7l5NBN7cHd60rbHNE0C0Nwym5qALnAY0q0AYUmUKJkI5ECMkGeNYM7R/T37kNegSUkD3Q9x85sDxdNNxaa/11/N1prHGnz+lmGUFy34S6U1pzRtgwwVpxKvOeQC5gWa6ErP8C31v2u9P2OTLmaeIMbrxizLmWC60inkVbBWHnCgV807Ti+v+F2AI5vOZQBL82kSAOntS0d32TWUEMNNdRQw78ialnUDhjsie7wqU99ire+9a3s2LEDpRS//e1vWbt2LTfeeCN/+MMfDsQYa6jhoEPcjvDyqUu4ZdtT/G7bU7x61tF8b919PNK9AU8FONJiSqwRiSDQ2piNBQit0QiOapnF7TueJWo7aB2UauUU3dSWNM6o6m9Woo0Lph3H77Y/zHdeuJ3PLX0Lt+54nJX9m3m8dz3HthzCJdNP4HfbH2VbppsfbriL86ceyx27Hue+zpVcueAiErYpJhazXP5z8et535Pf5c6Opzhp0mGc3nZ4FcGJWxGgXD1YCJAIHu1Zj+uY1VMDk6ON9HkD9BZSzIi1sitn2rhk+onYsuzCWkMNNdRQQw01DMOBSArwIkkycNVVV41726997WsTbn/CFpyLLrqI2267jXvuuYdEIsGnPvUpVq9ezW233cY559QCimv418FFM4zF8s6dzzEn2UqjEyfl53m2z6SLNiSnAV1xmxUtIt35IRqdOLnAxxZ2ycpjSc2TPRtH7e/tc84mZrmsHtzGyoGNXBxaca7bcA9aayKWw4cWmWK7v932MBaSmfE2csrjz50rq9pa2jibN846A4CvrvkNPflBtlcQHEtIBLoqHicqY9iWT+XSeeG0Y7l9p7EQXTz9BNandhKRDhdMO25Cc1lDDTXUUEMNNfzrYMWKFeN6Pf300/vU/oQtOACnnHIKd9999z51WEMNLxUc0TyTWYkWtqR7uHfXak6cNJ87dj7D37pe4MiW2QBMizezM9tXShdddO16um8zF087lpu3PkZbtJFdua7SNk/3b8JXwQgLSHOkjjfNPoP/3XAnP9l4L18/8p38bvtjPNu/hcd6XuC41gUc3TKfc9uP4M5dK/jKmlt4eftR/HDDH7l952MjSMflc8/hkZ7VrE/t4itrfk1SNpZ+25UZKLmlFVNHD3pZpKRU3+awupnc3/UMGs3L24/i6TDW59z2o2hwEgdkzmuooYYaaqjhJYMD4VL2InFRu++++w5o+xO24MydO5eenp4R3/f39zN37tz9MqgaangxQAhRsuL8ftsKTizF4ZQTDUyPNwECS9jlmjha42tFnWNcxnZmBoFyLE5e5Vk3tGvUPl894yQSVpQtmd28MLSDV80wCQP+d4OJxQF434JXUmfHWDe0k0IQYAnJ84Nb2ZTqqGrLkTafOOwNOMLioe7VPNm3huLK2JkbDK035bTWUlbWydE0RmNsSO2i3o7zqmkn8beu58wYp5+8D7NZQw011FBDDTX8o3HttddyzDHHUFdXR1tbGxdffDFr166t2iaXy3HFFVfQ0tJCMpnk0ksvpbOzs2qbrVu3cv755xOPx2lra+PDH/4wvu9PaCzr16/nzjvvJJvNApTkmn3BhAnO5s2bCYJgxPf5fJ4dO3bs80BqqOHFiHOnLgFgZd92jmk2aU3XDO6iOzcEwLRYMwDJMP4FwLXMbff7bSuYk5xEXgU4wir5zUoxtptawo5yYeia9outf+XNs08jIh2eG9jGI90mwUGTm+Q9h5wHwM+2/JUjm0zWw9t3PjaivXnJdt41/xUA9Hh9RBwfIRS6IrFA0WJTTjagcaTkkZ41CATvX3gx93SuQKM5tnkBs5OTJzqNNdRQQw011PCvh4MgycD999/PFVdcwSOPPMLdd9+N53m87GUvI51Ol7b54Ac/yG233cavfvUr7r//fnbu3MmrXvWq0u9BEHD++edTKBR46KGH+MlPfsINN9zApz71qXGNoaenh7POOosFCxbwile8gl27jJL3He94B1dfffXEDijEuAnOrbfeyq233grAnXfeWfr71ltv5ZZbbuGaa65h9uzZ+zSIGmp4sWJ6vIlGJ46vA7ryQxzWUJ0uelrcEBxXOqV00cWint2FQeYm2wCBK12zLoVWnj9sf3LMPl8942QsIVnRt5Gu/MCoVpxXTjuGwxtnkw0KpDyTtvnOjqfw1EhtymtnnsqnD7sMrU0mN9cKiDoBUGmxMb+JkOQoFFNjzXzzyP/gxNZD+UNInl4zs5YauoYaaqihhhpeLPjTn/7E2972Ng477DCWLVvGDTfcwNatW3nySSOHDAwMcP311/O1r32NM888k6OOOoof//jHPPTQQzzyyCMA3HXXXTz//PPcdNNNLF++nPPOO49rrrmG73znOxQKhb2O4YMf/CCO47B161bi8Xjp+9e97nX86U9/2qfjGjfBufjii7n44osRQvDWt7619PfFF1/M61//eu6++26++tWv7tMgaqjhxQohBEuaDKl5rn8HJ7YZa0mR4BgXNcgGXonAAGEAv+b+jhcQQH8hDwgi0gVgS7aTnnxq1D4nRxs5a7JJAf2LrX/lTbNPIyodVg9u56FuY1aWQvLhQy/BEpJVA1ups2MMeGke7H5+1DYX1M0g59kESiAEOJbCsYIKxzmNFOWkA+e3H8uPj7ua5U1z+eOuJ8gEeWbG2zimecE+zmQNNdRQQw01/IvhAFpwBgcHq175fH5cQxoYGACgudkoaJ988kk8z+Pss88ubbNo0SJmzpzJww8/DMDDDz/M0qVLmTy57MFx7rnnMjg4yHPPPbfXPu+66y6+9KUvMX369KrvDznkELZs2TKucQ/HuAmOUgqlFDNnzmT37t2lv5VS5PN51q5dyytf+cp9GkQNNbyYcVhY5PPZ/h2cPMkI+A93bcBXQcmC0+9lEBV0wZUWQkBBeUgkqphFTZhbUgrNBx+/iVwwevHc1888FYA/dz6Dp31ePfNEAK6rsOLMTU7hDbNOBQS+Mt/9ZNM9IwqJArww1AEIvMAmLupLliTb0kihsC1dclVLyHo+uvg1xCyXQCt+s+1vALxmxslIMWGv1xpqqKGGGmqoYT9jxowZNDQ0lF7XXnvtXvdRSvGBD3yAk046iSVLjAt+R0cHruvS2NhYte3kyZPp6OgobVNJboq/F3/bG9LpdJXlpoje3l4ikche9x8NE5ZGNm3aRGtr6z51VkMNL0UsaSxbcJY0TqPeiTHoZVnVv4MGJ0bSjgCClkgd5Xg5o2Zpj9fhKV0iPik/j8RYUZ4b3MIVj95IysuN6HNB/TSObJpHoBW/3vY3Lpt9KjHLZc3gDv7aVbbSXD73LNqjTaT8PK602ZDaxS+23j+ivZ9sKBfvnZ+cihdIVFgGp2i10RoCDSe0LC5t+1D38+zI9lBnxzi3/ah9nMEaaqihhhpq+BdEsQ7O/n4B27ZtY2BgoPT6+Mc/vtfhXHHFFaxatYpf/OIXB/rIq3DKKadw4403lv4WQqCU4stf/jJnnHHGPrW5T+rW+++/nwsuuID58+czf/58LrzwQh544IG971hDDS9BFAnOplQ3eeVzfOs8wLipCSFKVpwZcaMY0NrEsAhgVrKJWfFJaC0IlAAErZFGAFwLnujdzDsf+TF9hfTwbnn9LGPFuXX7YzjS4jWhFedzq37FcwOmFk/Ucrn60IsBQSEwjOWGTXezPdNdaudPO5/l2f5tpb/XDG0HBEpLAiUIFATK5FNTymJZ06zStr/eaqw3F047nqjl7vsk1lBDDTXUUEMN+w319fVVr71ZQt773vfyhz/8gfvuu6/KVWzKlCkUCgX6+/urtu/s7GTKlCmlbYZnVSv+XdxmT/jyl7/MD3/4Q8477zwKhQIf+chHWLJkCX/961/50pe+NJ7DHYEJE5ybbrqJs88+m3g8zpVXXsmVV15JLBbjrLPO4mc/+9k+DaKGGl7MaIkkmRJtQKN5vn8nJw9LFz0tZuJwJkcboKJMphCarelu/vfEtxCz3JKbWiLMuCalpsGJ8vzATt7+0PV0Zger+j2+ZSGz4m2kgxx/2PEYb5tzJssaZ5Pyc7z/yetY1b8VgBNaF3Hm5KUEWqM1FJTPF56/Ga01j3Zv5JNP/6aUTECgSflZhCi6pBnSJYQwFhwlWNY0E4AXhnawon8DlpBcMv3EAzO5NdRQQw011PAShdAH5jURaK1573vfyy233MKf//xn5syZU/X7UUcdheM43HvvvaXv1q5dy9atWznhhBMAOOGEE3j22WfZvXt3aZu7776b+vp6Fi9ezN6wZMkS1q1bx8knn8xFF11EOp3mVa96FStWrGDevHkTO6AQEyY4n//85/nyl7/MzTffXCI4N998M1/84he55ppr9mkQNdTwYkcx0cCq/h2cOMkQnOcGdtCTTzE9YSw4IoxPCcNhkEBXfpAGJ8Ynll5QIjibUl2ltMzvWXgak6P1bEx18baH/pet6XINKikkr5tlspb9atuDONLia0dezvKmOaT9PO9/8npW9m0G4MOHvooz2g5HaUNUVg1s5t8f+x8+8Pj/4amAhOUihSrVuinSMFHmY2gtaHASzEpMIh94fH3tLQCc3nY4bdHG/TqfNdRQQw011PCSx0GQJvqKK67gpptu4mc/+xl1dXV0dHTQ0dFRqkXT0NDAO97xDq666iruu+8+nnzySS6//HJOOOEEjj/eZHF92ctexuLFi3nzm9/MypUrufPOO/nkJz/JFVdcMe4YmoaGBj7xiU/wy1/+kjvuuIPPfe5ztLe3T+xgKjBhgrNx40YuuOCCEd9feOGFbNq0aZ8HUkMNL2YU3dRW9e9gUrSOhfXGJPtw13qmh7VwBgtZXGkD5XTQAtie6eX8aYfT7NaFcS4KiQXAE70vcMOJ72RmvJmd2X7e9tB1rBssB+ydO+VIGp0EHbk+7t/9LHE7wteOuJyjmuaSCfJ88Kkf8XTfJuqdOJ9b9iauO/ZKpsWMq9yaoa0IK82MRByPnCE3YRroIrFR2hQEBWO9OTy03nxlza9ZNbCFpB3l7XNfdmAnt4YaaqihhhpqOCD43ve+x8DAAKeffjrt7e2l180331za5utf/zqvfOUrufTSSzn11FOZMmUKv/3tb0u/W5bFH/7wByzL4oQTTuBNb3oTb3nLW/jsZz877nH09/dz1113cdNNN3HjjTdWvfYF9kR3mDFjBvfeey/z58+v+v6ee+5hxowZ+zSIGmp4seOwikQDACe3LWDtYAcP7n6BC2csB2BHto9D6trD+BijYpFCszXTzSH1U3jVzKP4yaZ7EUDe17gOPNqzjp9vfJTXzzqBX2x5hK2ZHt7+8PV87LDzOW3yQpTWnNG2jFt2PMQP1t9Jd7ZAwony6hmnkg08nh/cxgef/BFfPfJtHNk8j9mJNt4972I+uepHiNBi0+f3G7JVkUwAzN95DyzpIxAoLVjWOIubtvyZuzqewhKSzy59MzPik/6BM11DDTXUUEMNNewvaL13k080GuU73/kO3/nOd8bcZtasWdxxxx37NIbbbruNyy67jFQqRX19PUJUuvML3vKWt0y4zQkTnKuvvporr7ySp59+mhNPNH73Dz74IDfccAPf/OY3JzyAGmp4KWBxw1QAdmb76c2nOXnSIVy//q881LWedy04HYAdmT7eOPs4nhvYhsZYbwSwNWXczl45/Qh+vPHPYb0Z40qmhOLGTX9DaYkpvAlDXo5PPP0b0CFN0lAXg525Hq597lYCZYWj0kQdQQ6P9zz+v0RFPX35LLYV4FpgW6Z4Z6DK/RXXOSnNZ9sSgC5ZlJTwuH7DnQC8f8FFHF2re1NDDTXUUEMNNfwduPrqq3n729/OF77whVHTRe8LJkxw3v3udzNlyhS++tWv8stf/hKAQw89lJtvvpmLLrpovwyqhhpebKhzosxOtLI53c1z/Ts4ftI8knaEfi9DXz6DRJBTHrPr2kr7FN3UVg8Zq8+sRAuz45PZnusg4TjkggAhYFnLZBySrB/cTW8hRdH6U3RxQ4AXSFxb0RqzmexOJeN59HsZ+gtpoIBtKXJ6kHjJFVYgsICApOPSm/MRAqQQCEy2NaU1jmX6yvoKW1j8bMufAbh0+klcXEssUEMNNdRQQw37DMHEkwKMp80XG3bs2MGVV16538gN7APBAbjkkku45JJL9tsgaqjhpYAljdPYnO5mVf8OTpm8gONb53FPx/M82rOBybEGdmX7qbfNzau1KGUu2zC0q9TGpTOP5RtrbyUbFLBx0HjkVIYbT34vAH35NFvSvUSkRX8hw+O9G7l312q2ZHbj2oqsyvDc4BbQFpOj9RzRMoO2aB1rU5vpyPUaUoXF+xaexyunHsE7Hv8Gnbl+bEuiVNlKBOHCK6At0sQ2b4BoJCCvAo5rWcgVh4yMw6uhhhpqqKGGGmqYKM4991yeeOIJ5s6du9/a3CeCA/DEE0+wevVqABYvXsxRR9WK/NXwr40lTdP4w46VrOrfDsBJbQu4p+N5Hupaz7R4E7uy/Qz5OZrdZGiJMdidGyh9Pn/6cr6x9jZA0xxJ0l3oY0e2h+2ZbqbHW2mKJGiKJErbn9A2n/ctPIf1Q7v55DM3siPXRdyBdEHTkRugo9S2RgoLRzh8/7i3cWTLbACuWvgqPrryR9hSEVC0Kpl00jJMQTI9OonduT4CrZmdmMynl1yGLS1qqKGGGmqooYa/AxWFOfdrmy8ynH/++Xz4wx/m+eef5/+3d+fxUdX3/sdfZ2Yyk30lC2Hf902siLuFisu1tlLrQisWtT+tK1C3a9Vqr6K2WtdKe1uli4q2t3qvS1GKghuoIJFFZA2EAEnIvmcyM+f3x8ycZEhAJmTIJHk/7+M8mjnnO9/5zrlhzGc+3+/nO2HCBGJiYkKuf/e73w27z7ADnMLCQi6//HI+/vhjUlNTAX/lg1NOOYWlS5eGbA4k0puMsyqp7cc0TaamDwZga1UR5/cfz1ry2VdfzqS0QbxfvNlah+P2NdPgcRPncJIcE8fA+Ez2NpTQ4G22prF9ULKZKwaf2e7rGobBiORs7hn/Q65b+yx2m4ffn3w18fY49taVU1hfTmF9BSWN1Vw59FQruAGY3mcMqY5kKj3VOOz+qWlmcGCAadrYUrMHm80k3u7i4UnzSHTEReYGioiISK9z7bXXArRbdc0wDLxeb9h9hl0m+pprrqG5uZktW7ZQXl5OeXk5W7Zswefzcc0114Q9AJGeYnRyDg7DRoW7jgMNVfRPSCPWHkOjr5kEh3/xy776CialDbKeEwxg8gL71QDMyp0MQI2nwdob54OSzd/4+uNTB/GdnMmYmLyQ/y7jU/txQf9J/L+RZ/OryRfz+5Ov4tTAJqStOcx4mr02fL5W5asDh83mo8lsxDTh7rGXkxsoeS0iIiLHKAr2wYkGPp/vsEdHghvoQICzatUqnnvuOUaNGmWdGzVqFE8//TQffPBBhwYh0hO47DEMT8oG/Pvh2A0bIwKPg5t7FtaXMy4lmOVsSSN/UrrV+vmHg6YFfjKt522qKqCsqeYbx3DDiAuIszvZXFXAOwe++Mb2pmlS3FiJz2fD47PjMw28Pv94vT6ItcVimpBsT+H0rHHf2J+IiIgcJQU4EdOhfXCam5vbnPd6veTm5nbKoES6pkxTagAAWytJREFUq/Gp/fi6+gCbK/dxTu44RibnsLGykNrmRsC/F87olFwMWrIlABsrC6w+kmPi6eNKprSpGrthx2d6sBkmHx7czPf6n3zE1+/jSuGqITN5bsfb/G7H25yeNe6IU8qqmutxm57A5p7BT0X/oOrdDobF57Klei8zskZ3+J6IiIiIHMmKFStYsWIFJSUl+Hy+kGvPP/982P2FncH59a9/zU033cTatWutc2vXruWWW27hN7/5TdgDEOlJxqcF1+H4Cw2MTM4BoKSxJvC/1RgYDE70l4sOhhR760tD+jk9cwwAXtOHz3f009QAfjjwNAbE96HCXcsLu/59xLa7aw8CgelogcDGMAhkcewcbKoEYFrG8MN1ISIiIh1gmJE5upv777+fc845hxUrVlBaWkpFRUXI0RFhZ3Cuuuoq6uvrmTZtGg6H/+kejweHw8G8efOYN2+e1ba8vLxDgxLprsYHCg18VXUAn+mzApxdNQdJcLio8zSxv6GSSamDyK8tAfyZnDpPI2VNNWS4kgA4qc9wXiv8FMMgsA7HZF35TmqbG0iMOfIi/xibg1tGXsTP8/7EP/Z+zH/knsSQxOx22769Ly+QRTLB8GEY/vF4vHbApLSpBrth45RMbegpIiIinW/x4sUsWbKEH//4x53WZ9gBzhNPPNFpLy7S0wxNzCTWFkOdp4ndtWXWGpzipmpGJWexo7aYffXlTEgbyOuFn+OfDub/uuXLit18O2cCAJPTBgNgM8Brgg0bHtPLJ6Vfc07fKd84jpP7jOL0zHF8eHAzT2z7X56Yci2GEVo60jRN3iv6yr/fTch5A6/PwBb4GmhS2iBSnJ23+ZaIiIgQmTUz3TCD43a7OeWUzt08POwAZ+7cuZ06AJGexGGzMyalL+srCthUuY/vDphMblwq+xsqSQpkXgrrK5iQ2lJOPViV+fOynVaAk+ZMZFBCJnvqDoIJzT4Tu80/Te1oAhyAG0f8B5+WbWVd+Q5WlWzirOwJIdfXlO6kormWGDsh2Ruvz8AH2AMBzhlZY471toiIiIi065prruGll17innvu6bQ+O7zRp4i0b1xqP9ZXFLA5EOCMTM5hf0MldsO/5G1ffTnn5U5s9YyWKWitTU4bzJ66g/5paj4Du81kTdlWmrzNuOyhm2C1p198BlcMOpMl+St4evsbnNxnFLF2p3X95d1rAlkaE5u1701wPFjnTleBARERkc6nDA4AjY2N/OEPf+Df//43EydObLPR5+OPPx52n2EXGRCRIwsWGth4SKGBJq8H8JeKTnHGE2PYgZbpYXvrS6lubrD6mZw2BACbzcAEYgwHDV43n5dvP+qx/Gjw2WTHplLcWMnfdr9vnd9VU8LHB7/GbvNhC2RvAHymzcooAQxOyGRgQp8w3r2IiIjI0duwYQOTJ0/GZrOxadMm1q9fbx15eXkd6lMZHJFOFiw0sLW6iGafh5GBdTgV7nrAv9knQJ/YJIoaK/1ftgSiii8rdnN6YEpYcB2OEfg6xuPzt/mgZDOnZY49qrHE2p3cNOJCfrHxr7y0ZxVVzfVsq9nHlqpC4pyhZRjjbLHUeJsxzZZvPjQ9TUREJDIiUfWsO1ZRe//997+5UZiUwRHpZAPi00mOiaPZ52V7dQkjk/sCcKChEoDChnJM02RwQqb1nODnUV5FvnWub1waObGp1rUmrz8g+ejgV3h8R7+z75lZ45maPhy3z8NrhavZXFWADx+m6d/Q0wwcDtNpjSWY0TkjWwGOiIhIRJhGZA7peAZnx44d7Ny5kzPOOIO4uDhM02xTpUmkNzIMg3Epuawu3cmmyn38YNBUYu0xNHrdOGzQ6G2m3F3HiKS+rC7dHigF7V/zsr5VgAMwKW0wRQfysBsGXtPEbtipaq5nY+UepqQPPerx3DnmByze8S8ynElUNDXxemEeiQ47XprAgLSYJCrc/ulxZmAscXYn41MHdPr9EREREWlt7dq1vPrqqxQUFOB2u0Ou/fOf/wy7v7AzOGVlZcycOZORI0dy/vnnc+DAAQCuvvpqFi5cGPYARHqicYFpapsr92EzbIFy0QYpMf5yy4X15QxIyLDaB7M0W6v3U+9pss4Hp6nFOWIAA7fX33JlycawxtM3Lp37J8zhxpH/wbryfZimgQ+PdX1oYl+8ZuiUtfGpA6zCCCIiItLJzAgd3czSpUs55ZRT2LJlC6+99hrNzc1s3ryZ9957j5SUlA71GfZfL/Pnz8fhcFBQUEB8fMveGJdeeinLli3r0CBEeprgOpxDCw3EBqqf7asvp398utXewPCXaDZ9bKwssM4HCw24fR7A9K/DAd7ev47q5vqwx/XxwR0U1JUR74jBh9fKHqXGJAL+7I0RKDFweqamp4mIiEhkPfTQQ/z2t7/ljTfewOl08uSTT/L111/zwx/+kIEDB3aoz7ADnHfffZdHHnmE/v37h5wfMWIEe/bs6dAgRHqaYCW1XTUHqfe4rQDHF/hmZV99Bf1aBTg2q5RA6DqcwQmZpMYktGRXTDCwU+9t4u8FH4c9rpfyVwMwMD7ZqpTm89lo9LqD3Vv74cwKKWUtIiIinSlYZKCzj+5m586dXHDBBQA4nU7q6uowDIP58+fzhz/8oUN9hh3g1NXVhWRugsrLy3G5XB0ahEhPkxWbTFZsEj5MtlTttwKc2sD0s8L6crJiU7AF1q0ZhoEvsDAwr2K31Y9hGEyyqqn5Hzc0+6/9veBjaluVlf4mu2pKWF26AwM46K6wsjcmUOauBYL74IDD5iDdldih9y4iIiJytNLS0qipqQGgX79+bNq0CYDKykrq68OfrQIdCHBOP/10/vKXv1iPDcPA5/Px6KOPcvbZZ3doECI90biUlnU4IwKlomubGwHY11CB3bCRHBMHgM/0WRmczVV7afI2W/0E1+G47I5AWwMbdmo8DfzP3tVHPZ6Xd38KwAnpA2nw+gMtn88ADA42VoW0zXAmH/0bFRERkfBpDQ4AZ5xxBsuXLwfgkksu4ZZbbuHaa6/l8ssvZ8aMGR3qM+wqao8++igzZsxg7dq1uN1ubr/9djZv3kx5eTkffxz+lBmRnmpcaj/eL/6aTZX7uXLYqeTGpbK/wb8Hzr76cgBy49KoarWWxmlz4PZ52FJdaK2/CQY4PnyASaoznmpPPbEOeKXgQy4ZeCrxjiNnT6ubG3hj33oA7DaPVQbaDExUq3DX+R+b/ilqwwIBmYiIiEgkPfPMMzQ2+r8Avvvuu4mJieGTTz5h9uzZ/OIXv+hQn2EHOOPHj2fbtm0888wzJCUlUVtby8UXX8wNN9xA3759OzQIkZ4oWGhgS9V+AEYl51gBTkljDU3eZoYkZrKlep/1nFi7C7fPw/ry3VaAMyKpL/F2J/WBdTLjUnJZW74Xn1lPVXM9rxWuYc7gMw87DrfXwwMbXqfR28zwxCy21/gLH/h8NsDAZThoNv0Zo+D6m6GJCnBEREQiKhJrZrphBic9vdWaZJuNO++885j77NA+OCkpKdx9993H/OIiPdmIZH+QUFBXTqO3mRHJObxfvAWHYcNj+jjQUMmwxBwra4IJbq9/A09/oQH/lE+Hzc6E1EF8WrYdAyioL+VXk2ZzV95LuBxeluxawewB04m1O9uMocHjZsG6l1lduoMYm50zsofxyt5CTBM8Pv/eVWmuBEqaKgPrbwx8QG586nG4QyIiIr1YJKaUdcMAB8Dn87Fjxw5KSkrw+UK3rTjjjDPC7q9DAU5lZSWfffZZu4O48sorO9KlSI/Tx5VIckwc1c0N5NeWMio5BzCwG3Y8po999RUMTMgMeU6Np4kYG2yo3IPH58VhswP+ctGflvk3BT3QUMkJ6YP48eAzWbr3Peq9Tfxhx7vcPOo/Qvqqbm7gps//xpcVBcTZnfz2xCv47df+zbKSHPGUB9bhuAKlq4OfiT6fQb+4tMjdGBEREZGANWvWcMUVV7Bnzx5MMzRCMwwDb+DL33CEHeC88cYbzJkzh9raWpKTkzGCk/kDg1CAI+JnGAbDkjJZX17AzpoSJqT6S6v797TxV1I7MWOI1d6ODS8+4u0u6r1NbKvZz9iUAUDLOhy7YcNn+thUWciNo7/DmrKvKWjYz6sFH/PDgaeRE5cKQFlTLdd/uoRtNcUkOWJ59qQrsRk+ChtKMU0YlzKID0u2AdDsa9nwM/i50k8ZHBERkchSBgeA6667jhNPPJG33nqLvn37hsQWHRV2FbWFCxcyb948amtrqayspKKiwjrKy8uPeUAiPcnwpCwAdtaUMCAhjVh7DN5AFFFYX06/+NaZEhMwGBjfB4D1rcpFj03pT4xhDxQagK+q9mI3bDzzrXnYsGHi42ef/4lmn5d99RVc9cl/s62mmD6uRJ6ffjUT0wbw4u5V1qv0D7wGQK2nwXp5/2etYQVKIiIiIpG0fft2HnroIcaMGUNqaiopKSkhR0eEHeDs27ePm2++ud29cEQk1PBANbIdNSXYDJu/XHRws8+GCmLtTmIDU8SChaJTnP79Z9aXt2z46bLHWNkcA/i0dAcAGa4kfjzYv1bnQGMJd+f9nZ+s/iN768vJjUvl+enXMDwpm7VlO/jw4GYAkh0J+II7jmJS52kM/OQPblJj4qwxiYiISGRoo0+/adOmsWPHjk7tM+wparNmzWLt2rUMHTq0Uwci0hMNS/KvsdlZUwLAyOQcNlbuBfwZHIAMVyL7GyoI1BnAbvi/d9hQuRuf6cMWeDw5bTBfVu7GZhhsripkV00xQ5OymTv0bP5Z+Ak1ngbeK96Ax2dnaGImvz3xCtZX7OCeDavZUXsA8E9BOyNrHMVNLfvemIHzwelp2bGpkb0pIiIi0qtt2LDB+vmmm25i4cKFFBUVMWHCBGJiQr9knThxYtj9hx3gXHDBBdx222189dVX7Q7iu9/9btiDEOmphgWmqO2rr6TB4w4UGiBwrgLTNOkbl2aVjwaocjfissVQ3dzA7rqDVsnmyWmD+XM+xNod1Hk8vLHvC24ZfR4ueww/GTqDp7a9SYzdy+CEHE7s049rP3uKOo+/kIDT5sCOnVqPm9MyR/PHHe+3M1r/pp/9E1RgQERERCJn8uTJGIYRUlRg3rx51s/Ba8etyMC1114LwAMPPNDmWkcHIdJTZbgSSXPGU+GuJ7+2lBGtApwGr5sKdx2DEzJZV77LOl/YUM741AGsK9/FlxW7rQBnYtogbBg0+vx71ry97wtuGHkODpudi/pP46+7V1LhruVA0z7e2OffW6dfXAYXDziZccmDuPazxcQYDr6VMZxfbfgnhgHBZXymiX8bURMGJbSszxERERHpbPn5+d/c6BiEHeAcWhZaRI5sWFIWa8t2s6OmhLNzRgPBbyWgsL6CkUn+DXL9e+GYlDbVcFH/yawr30VexW6+P2AaAAmOWIYn9WVbzX4SHbGUu+v4+OA2zsweQ6zdyY8Gn8nT297CwOCUPqOZPWA638oYgc2w8czWfwFwQvpQDAyqPA3+ACcQ4bSuyhha+EBEREQiohdXURs0aFBE++/QPjgicvSCAc7OmhK+O2AyuXGpFDX6p6Ttqy9nWGK2tdmn3bDhNU1rHcyXrSqpAUxJG8y2mv3kxqeyrbqYNwrXcmb2GAAuHXg6A+OzGJKYRd+4ll2BDzRU8GrBJwDMHngyxY2VgSstn4L+vKt/rU+uAhwREZGIi0RRgO5YZGDRokVkZ2eHTFEDeP755zl48CB33HFH2H2GXUUNoK6ujrfffpvFixfz1FNPhRxdafDgwRiGEXI8/PDDIW02bNjA6aefTmxsLAMGDODRRx/totFKbzGsValogFHJOVZosa+hnAEJGVbb4FzUWJsLu2GjqLGS4oZK6/rJfUYCsKfuIGDy0cGtlDbVAP4poqdkjg4JbgCe2/YObp+HE9KGcnrmGIoaqkKu+1+ypeZ8rkpEi4iIyHHy+9//ntGjR7c5P27cOBYvXtyhPsPO4Kxfv57zzz+f+vp66urqSE9Pp7S0lPj4eLKysrj55ps7NJDO8sADD1jrhACSkpKsn6urqznnnHOYOXMmixcvZuPGjcybN4/U1FR++tOfdsVwpRcYnuivpLYjEOCMSM5hZfEWCExRS3UmYDcMfJj4Aqmc4qZqRiT15evqfXxZuZtz4iYD/gBnep+RrC7dRmKMi9rmJv61L48fDz293dfeVFnAu0VfYmBw8+jzMQyDA1YGx88fUrUEOH3jOlZzXkRERMLUDTMuna2oqIi+ffu2OZ+ZmcmBAwc61GfYGZz58+dz4YUXUlFRQVxcHGvWrGHPnj1MnTqV3/zmNx0aRGdKSkoiJyfHOhISEqxrL774Im63m+eff55x48Zx2WWXcfPNN/P444934YilpwtmcPY3VFLvaQqppFZYX45hGCQ64oCWNTF760qZnDYYgLxW09QMw+D2sd8jzu6kwduEAbxRuDakCkmQaZo8ufUtAM7PPYHRyf0AKApkhFoXGDACj2LtMbi0B46IiIgcJwMGDODjjz9uc/7jjz8mNze3Q32GHeDk5eWxcOFCbDYbdrudpqYma6rXf/7nf3ZoEJ3p4YcfJiMjgylTpvDrX/8aj8djXVu9ejVnnHEGTqfTOjdr1iy2bt1KRUVFe93R1NREdXV1yCESjjRXAulOf6C9s+YgI1tNUStt9E8vy3Alhjxnb305E1MHA/BlxZ6Qa33j0rhuxDkA2GyQX1fCpsDeOq29V7yJjZUFxNpj+H8jvmOdL6wvo/VXRiaGtfdOSow28BURETkuzAgd3cy1117LrbfeygsvvMCePXvYs2cPzz//PPPnzw+ZlRWOsKeoxcTEYLP5/xjKysqioKCAMWPGkJKSwt69bf/IOp5uvvlmTjjhBNLT0/nkk0+46667OHDggJWhKSoqYsiQISHPyc7Otq6lpbVdXL1o0SLuv//+yA9eerRhSVmUl+VbhQZibTE000y5uxbwBy35dSXWZp8F9aVMSvNXGNlVW0x1cwPJMXFWfz8YOJ13DuTxVVUhNgP+b986JqQNtK43eZt5dpu/ctqcwWeQFdsy7WxjZQHgzxaZpv/1HIYdj+mzAjERERGR4+G2226jrKyMn/3sZ7jdbgBiY2O54447uOuuuzrUZ9gZnClTpvD5558DcOaZZ3Lvvffy4osvcuuttzJ+/PgODeJI7rzzzjaFAw49vv76awAWLFjAWWedxcSJE7nuuut47LHHePrpp2lqaurw6991111UVVVZR1cHcdI9jUj2T1PbUVOCzbAxNNH/uNbThMfnZUhCZkj7sqZa4uxOBsRnYGKysTI0i2M3bNw17mJshoFhwLJ962nwuK3rfy9Yzf6GCvq4kvjR4DOs83WeJmuKWpBptqy/ydb6GxERkeMiWEWts4/uxjAMHnnkEQ4ePMiaNWv48ssvKS8v59577+1wn2FncB566CFqavzTah588EGuvPJKrr/+ekaMGMHzzz/f4YEczsKFC7nqqquO2Gbo0KHtnp82bRoej4fdu3czatQocnJyKC4uDmkTfJyTk9NeF7hcLlwuV/gDF2llWGJoJbXRKX35umYfhgFVzQ2MTG6ZY2rDv+nm3voyJqcNYW99GXkVuzk1M7TCyIikvlw5+EyW5K/EbTbz9v4vmD3wZCrctbyw6z0ArhsxizhHy5TMV/d8ggnYAjFNcFcrr+n/qd8hFdhEREREjofExES+9a1vdUpfYQU4pmmSlZVlZWqysrJYtmxZpwzkcDIzM8nMzPzmhu3Iy8vDZrORleX/43L69OncfffdNDc3ExPjX0i9fPlyRo0a1e70NJHO0lIq+iDgD3Ao9F+rcNcxNqWftReO1zQBg4K6MialDeKNfWvb7IcT9JNh3+a1ws+oaq7nTzvfY/bAk/nTjhXUeZoYmZTL+blTrLb1nib+lv9RyPOD2RuP6d8JZ3Bin0581yIiInJYvXijz0gLa4qaaZoMHz48KqdprV69mieeeIIvv/ySXbt28eKLLzJ//nx+9KMfWcHLFVdcgdPp5Oqrr2bz5s288sorPPnkkyxYsKCLRy893fBAgFPUWEVtcyPDk7KtaxXuOvrFp1sV1IIF0fbWlzMpUGhgS1UhTd7mNv267DHcPuZ7AJS7a3h+x3u8VvgZALeMOh+b0fJP/H8KPqO6uYHQAgOh/xscp4iIiESWpqhFTlgBjs1mY8SIEZSVlUVqPB3mcrlYunQpZ555JuPGjePBBx9k/vz5/OEPf7DapKSk8O6775Kfn8/UqVNZuHAh9957r/bAkYhLdsaR6fLvybSz9iADW23uWdZUg8Nmx2nzJ1SDK2L21pXSPz6DdGcizaaXLdWF7fY9o+8EMl3+tTN/2Lkcr+nj9MwxTM0YZrWpbW7kb/kfWI+DBQYA63UBRrQKvERERES6o7DX4Dz88MPcdtttPPfccxEpKtBRJ5xwAmvWrPnGdhMnTuTDDz88DiMSCTUsKZODTTXsrClhYmp/7IYNHz7ya/3T1pIcsZS5a1tVUivDMAwmpw3mveJN5FXsZnLakHb7/unw7/Bfm/6BYfgLENww8lx21BSx+uB21pRuJ69iN26fh+SYOGqa64GWDT5TYuI52FSDASTExB6HOyEiIiKaohY5YQc4V155JfX19UyaNAmn00lcXFzI9fLy8k4bnEhPMiwpizWlu9hZUxLY3DOWak89BXX+fzMZriTK3LVWCmdvnT9TOikQ4BxuHQ7ArL6TeGzLGzR4m8iOS+P6z/5EaVNNSJuc2FRGJfflg4NfWedME5IdcRxsqiHGFvbHgYiIiEjUCfsvmieeeCICwxDp+VoKDfgrqaW7Eqj21Ftlm/vGpbGt5oCVwSlz11Lb3MiktMEAbKjcg9f0WZtytua0O/iPflN5Zc8ngcDIwGWLYWrGEE7uM4LpfUYwKCGThV/81ZoCF5yiFlynE2d3tulXREREIkQZnIgJO8CZO3duJMYh0uMFF/DvCAQ42bEp7K47SGmTf7PPIQlZrMKfXTEwMDHZW1/GiKQc4u1O6jxN7KopZkRy33b7v2rYWVS668iKTeHkPiOYnDYYpz30n/j++grr52CJ6OZABbXWG4mKiIiIdFcdmpPi9Xp57bXX2LJlCwBjx47loosuwuHQFBeRwxma5C93XtJYQ3VzA/3i06CMQGUzGNUqcPGZJobh3wtnTEo/JqQO4tOy7eRV5B82wOnjSuK/Jl92xDHsry8PKTAAWBuEpjsTjuXtiYiISBgiUfVMVdT8wqqiBrB582ZGjhzJ3Llzee2113jttdeYO3cuI0aMYNOmTZEYo0iPkBwTR1ZsMuCfpjYk0R/w1HubAJiQNhAgUC7a/wlV0GodDsCXlXs6/Pq1zY00+tytzvgnq9V5/K+fGRibiIiI9A4ffPABF154Ibm5uRiGweuvvx5y/aqrrsIwjJDj3HPPDWlTXl7OnDlzSE5OJjU1lauvvpra2trj+C7aCjvAueaaaxg3bhyFhYV88cUXfPHFF+zdu5eJEyeq3LLINxjeasPPYElmj89Ho7eZrNiUNu0L6g8JcCp2Y5od+3qmuLHKKmDg78Igwe6izusPevrGtX19ERERiRAzQkcY6urqmDRpEs8+++xh25x77rkcOHDAOl5++eWQ63PmzGHz5s0sX76cN998kw8++KDLY4Kw55Tl5eWxdu1aa/NMgLS0NB588EG+9a1vdergRHqa4UlZfHJwBztqSjgtc7h1vqC2lJEpfXHZYmjyNbfaC8cf4IxL6Y/DsHOwqZoDDRXkxqeH/dpFDZUtBQYC/9s3LpXtNSUYBvSLC79PERER6aAoKDJw3nnncd555x2xjcvlIicnp91rW7ZsYdmyZXz++eeceOKJADz99NOcf/75/OY3vyE3Nze8AXWSsDM4I0eOpLi4uM35kpIShg8f3s4zRCSodSW1NJd/zYthwNbqIqBloX8wECmoKwUg1u5kdLL/QyLvCOWij2RXbXFg+lvgM9WETFfLtLQMV2KH+hUREZHoUl1dHXI0NTV1uK+VK1eSlZXFqFGjuP766ykrK7OurV69mtTUVCu4AZg5cyY2m41PP/30mN7DsTiqAKf1DVq0aBE333wz//jHPygsLKSwsJB//OMf3HrrrTzyyCORHq9ItzYsUGhgZ00JLnuMVfJ5e40/wOnjSvI3DAQilc311ASKEEwKbPLZ0QDnq6pCoGV6GoRu7JniVBU1ERGR4yVYZKCzD4ABAwaQkpJiHYsWLerQGM8991z+8pe/sGLFCh555BFWrVrFeeedh9frr8BaVFREVlZWyHMcDgfp6ekUFRUd0/05Fkc1RS01NRUj+NUvYJomP/zhD61zwTUBF154ofWGRaStYAantKmWKnc98XYnNZ5Gdtf6vw3JjUtnS/U+ay8c8BcaGJfan0lpg3hxN3xZubtDr727rqTNudZ76iTHxHeoXxEREYkue/fuJTm5ZZaGy+XqUD+XXdZSnXXChAlMnDiRYcOGsXLlSmbMmHHM44yUowpw3n///UiPQ6RXSHC46BuXwoGGKnbUlJDijKfG08i+hnIAf2W1wAxQ0/RPX9tTV+oPcFIHAbCn7iAV7lrSnOFNKTvYVO3vl5bgye31WNdTnQpwREREjpsIrsFJTk4OCXA6y9ChQ+nTpw87duxgxowZ5OTkUFIS+gWqx+OhvLz8sOt2joejCnDOPPPMSI9DpNcYlpTFgYYqdtYcJMOVSGF9ub/CGTAquV+rliZgsDdQSS3FmcCQhCzy60rYULGHM7PHHfVrmqZJnaexzfkqd4O1LkcbfYqIiMiRFBYWUlZWRt++/j35pk+fTmVlJevWrWPq1KkAvPfee/h8PqZNm9Zl4+zQzpyNjY1s2LCBkpISfD5fyLXvfve7nTIwkZ5qWFIWH5VsZ2dNCTmxqXxJAbXNTdR5mhiV1PbbjuBeOACT0waTX1dCXsXusAKcgrqDmJghG3wmOFwUNfqzOjE2O7H2mI6/KREREQlLNGz0WVtby44dO6zH+fn55OXlkZ6eTnp6Ovfffz+zZ88mJyeHnTt3cvvttzN8+HBmzZoFwJgxYzj33HO59tprWbx4Mc3Nzdx4441cdtllXVZBDToQ4Cxbtowrr7yS0tLSNtcMw9AaHJFvENwLZ0dNCePT/N+AYPgDmeDeOEarRTh761v+rZ2QPozXCj/j3QNf8v9GnHPUQcnq0u3Wz6bpT9kMiM9ge/VBQNkbERGR3mjt2rWcffbZ1uMFCxYAMHfuXJ577jk2bNjAn//8ZyorK8nNzeWcc87hV7/6VcianhdffJEbb7yRGTNmYLPZmD17Nk899dRxfy+thR3g3HTTTVxyySXce++9ZGdnR2JMIj1a61LRp2e32gunrowxKblt9sIpqCvDNE0Mw+Cs7LHkxKZS1FjJa3s/5fLBp33j6/lMH//cuybknGka9ItPZ3PlAew2SItJ6LT3JyIiIkchCvbBOeuss464gfg777zzjX2kp6fz0ksvhffCERb2PjjFxcUsWLBAwY1IBw1N7ANAubsOp83/HYMB7AlMRTt0L5waTyOVzfUAxNgczBv2bQD+kr+KBo/7G19vRdFGCupLMc3Qz70kR6z1GqkuFRgQERE5rswIHRJ+gPODH/yAlStXRmAoIr1DvMNFv/g0AOpbBSjBtTbBvXBshmGtmdnbah3O+bkn0C8unQp3Lf9zSGbmUM0+D4u3vwu07H8T/Oxz2Vqmt6WoRLSIiIj0EGFPUXvmmWe45JJL+PDDD5kwYQIxMaFrAG6++eZOG5xITzUsKZN99RVUBzbxhJYAp398hn8vnFbrcArqy5iYNhAAh83OvGHf5leb/sFf81fx/QHTSHC0X9/+9b2fsa+hHKfNQYPPg9HqWusveVK0BkdEROS4MiDkv8ud1ad0IMB5+eWXeffdd4mNjWXlypUhG4AahqEAR+QoDE/K4oPibZQ01ljnggHOyKS+LC/a0GpOrEFBXWhRj1l9J7Nk1/vsrS/jHwWrmTv0rDavUedp5Pld7wGQ7IinwVMTcr3B47Y+CZXBERERkZ4i7Clqd999N/fffz9VVVXs3r2b/Px869i1a1ckxijS4wxL9Bca2FdfCfirplW466h2NzAy2V9ZrXWGJbgXTpDDZufqYf4dhF/M/6DdPW5e2v0hFe46+sdnUNZUZ503gQRHLGXulnMp2uRTRETk+NIanIgJO8Bxu91ceuml2GxhP1VEAkan+IOYrdVFOAy7dX5PXRkDE/pYj1tXUjvUd/pOYlBCJtWeBl7Z83HItbKmGl7a/REAlww8BY/Zsl+VacLA+Az21VdY/atMtIiIiPQUYUcpc+fO5ZVXXonEWER6jWFJmSQ6XDR6m0mKibXOF9SVkROXioFBq9mf7A2Uim7Nbti4ZthMAF7a/RE1rdbzPL/zPRq8bsam9CfTmQwQ0t/AhAz2N1Raj1OVwRERETmught9dvYhHViD4/V6efTRR3nnnXeYOHFimyIDjz/+eKcNTqSnshk2xqf2Y03pLmJaZXAK6sqwGzbSnAmUu2uxGeA1oc7bRLm7jgxXYkg/M3LG88KubHbVFrN0z0dcO/w7FNSV8nrhZwDcOPI81pfvttoHY6Ss2GQavc3YrDU4yuCIiIhIzxB2Bmfjxo1MmTIFm83Gpk2bWL9+vXXk5eVFYIgiPdOktAEAeANRh38vHH8xgX5x6YA/SxN0aKEB8AdKwSzOy7s/pspdz++3v4vX9HFKn1GckD6UXbUlhzzLIN7uCjzff0ZFBkRERI4zrcGJmLAzOO+//34kxiHS60wMBDihe+GUAzAiOYeNVQX4rLUzBnvry5iSPrhNP2dlj2VEUl+21xzggU1/5+ODX2NgcP3IWQDktwlwgoGTaX0OqsiAiIhIF1BAEhEdrhSwY8cO3nnnHRoa/PP+D10fICJHNiGtPwB1nib/CcM/Rc00TUYl5QKhn3t72snggD+Lc+1wfxbn44NfA3Be7mRGJPXF4/Oyu/ag1TbYn8fnC+kjudU6IBEREZHuLOwAp6ysjBkzZjBy5EjOP/98Dhw4AMDVV1/NwoULO32AIj1VqjOeQQkZmK225arxNFLhrmdQYttKanvbqaQWdHrmGEYl+4Mip83BT4efA0BhfTnNpjekbbw9NqRsdILDRYwt7GSuiIiIHAMVGYicsAOc+fPnExMTQ0FBAfHxLdNaLr30UpYtW9apgxPp6YLT1ABi7f6CHXvqShkY36dN24L69jM44N9k95ZRFxBrj2HesG+TE5cKtJ2eZpowKCGDA42V1jmViBYREZGeJOyvbd99913eeecd+vfvH3J+xIgR7Nmzp9MGJtIbTEobwJuF6wFw2uw04KGgrozJaQOJMew048UG+GiZvma0rvfcygnpQ1k584GQc7tqi0Mem/hLRG+tbgl8VGBARESkC0SiKIAyOEAHMjh1dXUhmZug8vJyXC5XpwxKpLeYmNa/zWdRQV0ZhmGQHZsC+AsCmCY0+TwcbKoOq/+t1f4ppIbRUiJ6QHwG++srralvKhEtIiIiPUnYAc7pp5/OX/7yF+uxYRj4fD4effRRzj777E4dnEhPNzwpy5qa5vZ5AH+AAzAkMQsgUEnNDLl2tL6u2n/IGYMMVyIN3pbKbaqgJiIicvxpDU7khD1F7dFHH2XGjBmsXbsWt9vN7bffzubNmykvL+fjjz+OxBhFeiyHzc7o5L5sqt5jBTh7AkHMiKS+fHjw65AMT0F9GSdmDD2qvj0+L8Wt1toE+3Ha/AFVvMNJo8+tKWoiIiLSo4SdwRk/fjzbtm3jtNNO46KLLqKuro6LL76Y9evXM2zYsEiMUaRHm5I+iNZV1gvqyjFNk4EJbQsNHKmS2qEK68vxtTsZ138u3uEEIMWpKWoiIiLHnTb6jJgO1YZNSUnh7rvv7uyxiPRKk9MH8pd8/882DBq8bg421YQEOMH1MgWH2QunPV9WhBb9ME1IdMRS5fbvXeW02QEVGRAREZGepUMBTmNjIxs2bKCkpATfIRsGfve73+2UgYn0FhPTWioSprsSKG2qo6CujBFJ2YC/QECwktquQ8o+H8nq0h3W88H/pU7/+Az2N1QB/g1CQUUGREREukIk1sxoDY5f2AHOsmXLuPLKKyktbftNsmEYeL3edp4lIoeT4UrEaXPQbHqIszsBf4BzYsYQEhwu6jxN2A0bPtPkQEMlPtNnBSdHsqVqX5tzAxMy2N9QAQSLF6jIgIiISJdQmeiICXsNzk033cQll1zCgQMH8Pl8IYeCG5GOSXMmAFhrZvbU+tfaDIjP8J83fZimSbPppbjx6EpFl7QuMGACGExOG8T+Bv/5Zp//36s2+hQREZGeJOwAp7i4mAULFpCdnR2J8Yj0Sjlx/j1vguWbg5XUhiX6/521/kLmaAoNFNaVWwFMC4NTM0ewv74y5LVStQZHRETk+FORgYgJO8D5wQ9+wMqVKyMwFJHea3Civ6BATXMj4C8HDTAwIbNN24L6by408O6BTdbaG/B/3g1O6ENiTGwgsDGpDwQ4yaqiJiIiIj1I2GtwnnnmGS655BI+/PBDJkyYQExMTMj1m2++udMGJ9JbDE30BzIenxcw2FtXjs/0MTAhw2oTjFf21H5zgPNxybaQ55gmnJo50sreZDgTqfTUApqiJiIi0hVUZCBywg5wXn75Zd59911iY2NZuXIlRquviQ3DUIAj0gF9XEn+HwywY+D2eShqqGZAfKtS0YY/E7OjtviIfZmmydaa/f6faQlyTssayYHA+ps+sUlU1taS5IjFfhQFC0RERES6i7ADnLvvvpv777+fO++8E5tNfxiJdIZgkQEDiLe7qPE0UlBXxqS0Af7zhn+PHI8Ju+sOHrGv3XVl1HuasLf65+myuZiSNpiXd38aeD3/uhtVUBMREekiqqIWMWFHKG63m0svvVTBjUgnCgY4AD5/yTMK6sqIczit7I5p+j8JSxtrAlPZ2vdp6S6MQI7aMPzT06b1GYbT7rBKRCfFxAIqMCAiIiI9T9hRyty5c3nllVciMRaRXiu1VSalzuMvNBCspDY4UGjAxB+s+DApaqw6bF+fHtyJcci507JGAVhrcPz77ajAgIiISFcxTDMih3RgiprX6+XRRx/lnXfeYeLEiW2KDDz++OOdNjiR3sKaoma0rJvZU+cvJjAgoQ9ry3eFtC+oK6N/fHqbfnymj89Kd4X0YwKnZY4EsDI4MTY7ACnK4IiIiHQNTVGLmLADnI0bNzJlyhQANm3aFHKtdcEBETl6LnsM8XanVboZYGdNCQADWxcaCPxvQV0pp2SOaNPP1upi6rwNxNhb2mY4k8iOS8E0TSuDYwtcTFEFNREREelhwg5w3n///UiMQ6TXS3MmUN/QEuDsb6iktrmRgQltK6ltqznQbh+flradnjYpbRAAVc0NVgAVXOejIgMiIiJdQ2WiI0eVAkSiRHAdjhH4P4AdNSUhAY4tkCVdfXA7jd7mNn18VppvFRgIOjt7LAD76/3T0/q4EqkNrPNRBkdERER6GgU4IlEiuA7HbrNZGZbtNcX0i0vDhoFhAKaJaZqUNFXzu23LQ57f7POyrmxPSAU1aBXgBPbAyY1Lo6q5AdAaHBERkS5jRugQBTgi0SIY4GTFJlnntlcX4bDZyQ0UFGj9ufXS7k/4ojzferypspAGb5O1vgb8e+rEOvwV0/YF1t/kxqdS5a4HVEVNREREeh4FOCJRIjhFLa3VupjtNcUADGo1TQ0MbBiYmPxyw/9Q72nCNE3+tONDa/1NMBAakJBhPStYQS03LpXqQAZH++CIiIh0jeAanM4+RAGOSNQIZnASAhkXgK3VRZimyYBWldQGxqfjNU0cho19DRU88fUyVhRt4YPibdgD89KCgc7k1MHW8/ZbGZw0Kpv9GRwVGRAREZGeRgGOSJRIDQQ4sY4Yxqb0wzShztPEgYZKBrbKxIxIyqaPK5lmnw+A/9n7Gb/a8DoA49P6hvQ5OiXX+jmYwcl0JVkFClRkQEREpItoDU7EKMARiRLBDE6Vu55FU2Zba2me3/lRyF44hQ3lPDj5EgxsBDcsrvHW0T8+FRNfSJ+DEzIBQvbASY5xAWA3bCQ6YiP4jkRERORwNEUtchTgiESJ4BqcCncdQ5IyrezLP/esw9bqn+ru2hKmpA3imuFnAWCa/oppg5JSKawvA1oqqA1K9Ac4rffAcdn9U+CSYmK1Oa+IiIj0OApwRKJEMINTEahwNjPHX97ZY3p57Kt3cdocGAZ4TB+F9eX8ZOjpxNpc1vM/K9th7W8D/qlowQxN6z1wGgOBjgoMiIiIdCFNUYsYBTgiUSIY4DR43TR6mxmZnAOA3TDYXLWfBHvLdLL82hJe3fM5tc3NgGFNVQOsnwcFpqdByx44feNSrQIDyVp/IyIiIj2Qo6sHICJ+iQ4XDsOOx/RS6a6zAhw/k7KmOmyBryTeL/6Kf+3bjM0wGZPcl6+r9/nn3Rot09MGJ7YEOHvrygH/HjjBEtGqoCYiItK1tGYmMpTBEYkShmG0WodTT3ZsMkkxsfgwmd5nGL5WH4L/2r8eDDcxdh/bavZhaxXYBLXO4HxVtR+AUck51iafqqAmIiIiPZECHJEo0rIOpw7DMBiRlA3At/uOISGwnsYw/NPQTNPgpIzhXDboFG4aNYt+cX3wmgYuuz8xO7hVgLO5ah8A41P7UxXM4GgNjoiISNfx/8e88w9RgCMSTdICGZxKdx0AI5L809T211eGVE1zex3MHXo2z540j4Vj/4Mrh57J4mnzuCB3Ch7TXyp6cGIWAOVNdewLFBkYk5LbksHRFDURERHpgRTgiESRQyupjUj2Z3C21RRxYf8pVrv+cWlcO+LMkOfmxKVy9fAz8Jk+4uxOslzJAGyu9GdvBif0ITkmrlUGR1PUREREuor2wYkcBTgiUSS11RQ1gJGBAGd7dTFpzgQSHbEYBtw54Txi7TFtnr+7rhTwr78J7nGzuaoQgHGp/QCoalYGR0REpMupTHTEKMARiSKHTlEbHliDc7CphqrmBgYm9AHAi7fd5++pOwiErr/ZVNmy/gag2q0MjoiIiPRcCnBEosihU9QSHC76xacB/izOgPgMAAoCmZpD7a71BziDEv2BkGmarQIcfwYnuA+OigyIiIh0HcMXmUMU4IhElbRDpqgBjExqWYcTzOB8XrbTKhbQ2qEZnP0NlVS463AYNkYl52CaprUPTrJTGRwREZHe7IMPPuDCCy8kNzcXwzB4/fXXQ66bpsm9995L3759iYuLY+bMmWzfvj2kTXl5OXPmzCE5OZnU1FSuvvpqamtrj+O7aEsBjkgUST1kihrA8MA6nB3VxYxO9mdhPivbwUWrHuWZrcsob/J/iJimyW4rwPFXUNtU6V9/MzI5B5c9hkZvM26fx/9ayuCIiIh0nShYg1NXV8ekSZN49tln273+6KOP8tRTT7F48WI+/fRTEhISmDVrFo2NjVabOXPmsHnzZpYvX86bb77JBx98wE9/+tPwBtLJuk2A8+CDD3LKKacQHx9Pampqu20KCgq44IILiI+PJysri9tuuw2PxxPSZuXKlZxwwgm4XC6GDx/OkiVLIj94kaMUzOBUtsrOjAyUit5WU8xpmaN4ePIVjEjqS73XzV/yP+CiVb/m8S1vsqV6H7WeRmwYDEjwT2XbfMj6m+D0NIdhJ87uPG7vS0RERI6f6urqkKOpqanddueddx7/9V//xfe///0210zT5IknnuAXv/gFF110ERMnTuQvf/kL+/fvtzI9W7ZsYdmyZfzxj39k2rRpnHbaaTz99NMsXbqU/fv3R/ItHlG3CXDcbjeXXHIJ119/fbvXvV4vF1xwAW63m08++YQ///nPLFmyhHvvvddqk5+fzwUXXMDZZ59NXl4et956K9dccw3vvPPO8XobIkcUDHCqmhvwBvazCZaK3lFTjInJt3PG87dTbuSxE37MuJT+NPmaWbrnE65a/TsA+sWn47T5N/sMrr8JVlALTk9LdcZZVdZERETk+ItkmegBAwaQkpJiHYsWLQp7fPn5+RQVFTFz5kzrXEpKCtOmTWP16tUArF69mtTUVE488USrzcyZM7HZbHz66afHdoOOgaPLXjlM999/P8BhMy7vvvsuX331Ff/+97/Jzs5m8uTJ/OpXv+KOO+7gl7/8JU6nk8WLFzNkyBAee+wxAMaMGcNHH33Eb3/7W2bNmnW83orIYSXHxGFgYGJS5a4n3ZXIgPh0XDYHjd5mCusrGJiQgWEYnJ41htMyR/N52U6e3/k+X1TkAzAksMGn1/TxVZX/2xOrwIBbBQZERER6ur1795KcnGw9drlcYfdRVFQEQHZ2dsj57Oxs61pRURFZWVkh1x0OB+np6VabrtBtMjjfZPXq1UyYMCHk/wmzZs2iurqazZs3W21aR6HBNsEotD1NTU1t0nwikeKw2UmOiQVaCg04bHaGJfk/PLZVh35YGIbBSX2Gs3jatfz+pGu5YvBpXD/iHAB21Rykwesmzu5kSKK/6IBVYEAlokVERLqWaUbmAJKTk0OOjgQ43VmPCXCKiorajTCD147Uprq6moaGhnb7XbRoUUiKb8CAAREYvUiL9tbhBPfD2VFTfNjnTUkfwq2jz2dYoG2wwMC4lFzshv+ferDyWqo2+RQREelSkZyi1hlycvxrgIuLQ//2KC4utq7l5ORQUlISct3j8VBeXm616QpdGuDceeedGIZxxOPrr7/uyiFy1113UVVVZR179+7t0vFIz5faXqno5EChgerDBziH2lwVWmAAoCpQZEAZHBERETmSIUOGkJOTw4oVK6xz1dXVfPrpp0yfPh2A6dOnU1lZybp166w27733Hj6fj2nTph33MQd16RqchQsXctVVVx2xzdChQ4+qr5ycHD777LOQc8GIs3WU2V4UmpycTFxc+3/wuVyuXpfWk66VFsiutA5wRgSyMtuPkME51KEFBsBfvAAgRRkcERGRrtWBss5H1WcYamtr2bFjh/U4Pz+fvLw80tPTGThwILfeeiv/9V//xYgRIxgyZAj33HMPubm5fO973wP869nPPfdcrr32WhYvXkxzczM33ngjl112Gbm5uZ34xsLTpQFOZmYmmZmZndLX9OnTefDBBykpKbEWOy1fvpzk5GTGjh1rtXn77bdDnrd8+XIrChWJBu1lcIKV1PbWlVPvcRPvOHKJ5yZvM9sD63VCMjhWkQFlcERERHq7tWvXcvbZZ1uPFyxYAMDcuXNZsmQJt99+O3V1dfz0pz+lsrKS0047jWXLlhEbG2s958UXX+TGG29kxowZ2Gw2Zs+ezVNPPXXc30tr3aaKWkFBAeXl5RQUFOD1esnLywNg+PDhJCYmcs455zB27Fh+/OMf8+ijj1JUVMQvfvELbrjhBisDc9111/HMM89w++23M2/ePN577z1effVV3nrrrS58ZyKh2luDk+FKJN2ZQLm7jp01JUxI63+4pwOwtboIj+kjzZlA37gU67yVwVEVNRERkS7V2Wtmgn2G46yzzsI0D/8kwzB44IEHeOCBBw7bJj09nZdeeim8F46wblNk4N5772XKlCncd9991NbWMmXKFKZMmcLatWsBsNvtvPnmm9jtdqZPn86PfvQjrrzyypD/hwwZMoS33nqL5cuXM2nSJB577DH++Mc/qkS0RJW0djI40LIO52imqW0MFBgYn9ovZL+b6maViRYREZGerdtkcJYsWXLYPXCCBg0a1GYK2qHOOuss1q9f34kjE+lcqe2swQH/NLU1pTutqWdHsrmybYEBgEp3cA2OpqiJiIh0qVZlnTu1T+k+GRyR3iI9kMEpPzTACaPQwKZWGZzWqpTBERERkR6u22RwRHqLDFciAOVNtSHnrSlq1cWYphky9ay16uYG9tSVAaEV1EzTtDb6VBU1ERGRrhUNa3B6KmVwRKJMeiDAqXTX4zV91vkhiZnYMKhsrqf0kOCnta8q9wPQPz7NWs8DUOtpsvrTPjgiIiJdzIzQIQpwRKJNakw8BgY+TKusM0CsPYZBiRkAbDvCOpzg9LRxh0xPCxYYiLXFEGuP6exhi4iIiEQFBTgiUcZhs1tFAA63DmfHEdbhbDpMgYEqFRgQERGJGsEpap19iAIckaiU7vRPUys7ZCraiMA6nE8O7giZvtaaVWAgpf0CA8kqMCAiIiI9mAIckSiU7gruhRMa4JyeNRIbBmtKd3Lfl6+1CXKKG6o52FSDDYPRKbkh16wKasrgiIiIdD2fGZlDFOCIRKOWDE7oFLUxKbk8fMIl2A0bbxTm8Yv1/4PH57Wub67yZ2+GJ2UR73CGPNeaoqYMjoiIiPRgKhMtEoWsUtHuttXSZuVOwG7YuOOLV3l7/wa8+Hho8g9w2OzW+ptxh6y/gdZ74CiDIyIi0uUiUfVMCRxAGRyRqBQs73zoXjhBM/uO4zdTL8Nh2Hln/ybuXP93mn1eNlsFBvq1eU5VszI4IiIi0vMpgyMShYIZnEOnqLV2ds4YHj/xchaue5nlBzbjNX1WgHNoiWjAKjmtTT5FRES6nkEENvrs3O66LWVwRKJQcA3OoUUGDnVm9ih+O/UKnDYH7xVtocbTiMvmYHignHRrLRkcTVETERHpcqYZmUMU4IhEo2AVtUPLRLfn9OyRPHHiFbhs/oTsmJRcYmz2Nu1aqqgpgyMiIiI9lwIckSiUYWVw6jCP4tuYU7NG8PRJP2JkUjaXDj6p3TYtVdSUwREREelq2ugzcrQGRyQKpQUyOE0+D3WeJhJjYr/xOdP6DOPvZ9542OvVVhU1ZXBERESk51IGRyQKxdmdxNv9+9iUuw9faOBoeU0f1c2NgKaoiYiIRAUzQocowBGJVsF1OIcrFR2O2uZGzMCnXvJRZINEREREuitNUROJUunORArrKyj7hkpqRyNYYCDB4SLGpn/2IiIiXc0wTYxOrnrW2f11V8rgiESp9MBeOBVH2AvnaAVLRCerwICIiIj0cPoqVyRKpTsDpaI7I4PjVoEBERGRqOILHJ3dpyjAEYlWGYEMTnknZHAqA1PUUp3K4IiIiEQDTVGLHE1RE4lSaYG9cMo7IYNT7Q5OUVMGR0RERHo2ZXBEolRLBufYA5yyQB/BPkVERKSLRaKssxI4gDI4IlEruAanM/bBOdhUDUCmK+mY+xIRERGJZsrgiESpYBW1sk7I4JQ0BgKc2ORj7ktEREQ6gWn6j87uU5TBEYlWwQxOracRt9dzTH0dbKoBlMERERGRnk8BjkiUSo6Jw2H4/4kea6GBg42BAEcZHBERkahgmJE5RAGOSNQyDIO0TliH0+BxU+tpBJTBERERkZ5PAY5IFOuMSmrBAgPxdieJMbGdMi4RERE5RsE1OJ19iAIckWgWLDRwLBkcTU8TERGR3kRV1ESimFUquhMyOJqeJiIiEj0Mn//o7D5FAY5IVOuMUtEtGRwFOCIiIlFDZaIjRlPURKJYuvPYp6hpDxwRERHpTZTBEYli6a7OmKIW3ANHAY6IiEjUMANHZ/cpyuCIRLPOyOActDI4mqImIiIiPZ8yOCJRrDPLRKvIgIiISPQwTBOjk9fMdHZ/3ZUyOCJRLJjBqXDX4TPDL41imqZVZCBLa3BERESkF1AGRySKpTrjAfBhUuVuIC2wJudo1XgaafJ5AOijDI6IiEj0UBW1iFEGRySKxdjspMb4g5wyd/jT1ILrb1Ji4nDZYzp1bCIiIiLRSAGOSJRLO4ZKalaJaFVQExERiS4m4OvkQwkcQFPURKJehjORfA5S3pEMTrBEtNbfiIiIRBUVGYgcZXBEolxLBif8UtEqES0iIiK9jTI4IlEuI1BJrUNrcKxNPhXgiIiIRBWTCBQZ6NzuuitlcESiXHogg1NxTBkcTVETERGR3kEZHJEol34sGRztgSMiIhKdVCY6YpTBEYlyGS5/gNORKmoHm4JV1DRFTURERHoHZXBEolxaIINT7g5viprP9FEaCIo0RU1ERCTK+AAjAn2KMjgi0S6j1T44Zhip53J3HV7Thw2DdGdCpIYnIiIi3dQvf/lLDMMIOUaPHm1db2xs5IYbbiAjI4PExERmz55NcXFxF4746CjAEYlywTU4TT4P9V73UT8vuP4m3ZWIw2aPyNhERESkY4L74HT2Ea5x48Zx4MAB6/joo4+sa/Pnz+eNN97g73//O6tWrWL//v1cfPHFnXkbIkJT1ESiXJzDSZzdSYPXTVlTLQkO11E9z6qgpvU3IiIi0SdKigw4HA5ycnLanK+qquJPf/oTL730Et/+9rcBeOGFFxgzZgxr1qzh5JNPPubhRooyOCLdQHCKWUUY63CsPXC0/kZERKRXqa6uDjmampoO23b79u3k5uYydOhQ5syZQ0FBAQDr1q2jubmZmTNnWm1Hjx7NwIEDWb16dcTfw7FQgCPSDaQHKqmVhVFJrUQZHBERkegVzOB09gEMGDCAlJQU61i0aFG7Q5g2bRpLlixh2bJlPPfcc+Tn53P66adTU1NDUVERTqeT1NTUkOdkZ2dTVFQU6btzTDRFTaQbCGZwwikVXRooEa09cERERHqXvXv3kpzc8t9/l6v96e3nnXee9fPEiROZNm0agwYN4tVXXyUuLi7i44wUZXBEuoFgBqc8jM0+g0UGMmOVwREREYk6EczgJCcnhxyHC3AOlZqaysiRI9mxYwc5OTm43W4qKytD2hQXF7e7ZieaKMAR6QYyrClqHViD41IGR0RERL5ZbW0tO3fupG/fvkydOpWYmBhWrFhhXd+6dSsFBQVMnz69C0f5zTRFTaQbaCky0IE1OMrgiIiIRJ8o2Ojz5z//ORdeeCGDBg1i//793Hfffdjtdi6//HJSUlK4+uqrWbBgAenp6SQnJ3PTTTcxffr0qK6gBgpwRLqFcIsMNPs8VsU1VVETERGR9hQWFnL55ZdTVlZGZmYmp512GmvWrCEzMxOA3/72t9hsNmbPnk1TUxOzZs3id7/7XReP+pspwBHpBsItE10aCIQchp3UmPiIjUtEREQ6pqMbc35Tn+FYunTpEa/Hxsby7LPP8uyzzx7LsI47BTgi3UC4GZzWBQYMo7Pz3yIiInLMomSjz55IRQZEuoF0pz/AqfE04vZ6vrH9Qe2BIyIiIr2UMjgi3UByTCwOw4bH9FHhriM7LuWI7Q9qDxwREZHo5jPB6OSMi08ZHFAGR6RbsBk2UgPrcMqOopJayxQ1BTgiIiLSuyjAEekmgnvhVBzFXjjBDI6mqImIiESpCG702dspwBHpJoLrcI4mgxPcA6eP9sARERGRXkZrcES6iXSXf4pa+VFlcPxT1LJcmqImIiISnSKRcVEGB5TBEek2ghmccq3BERERETksZXBEuolgBueb9sJp8Lip9TQCWoMjIiIStbQPTsR0mwzOgw8+yCmnnEJ8fDypqanttjEMo81x6A6tK1eu5IQTTsDlcjF8+HCWLFkS+cGLdIKMQAan4hsyOMECA3F2JwkOV8THJSIiIh3gMyNzSPcJcNxuN5dccgnXX3/9Edu98MILHDhwwDq+973vWdfy8/O54IILOPvss8nLy+PWW2/lmmuu4Z133onw6EWOXZqVwTnyGpzg9LSs2GQMw4j4uERERESiSbeZonb//fcDfGPGJTU1lZycnHavLV68mCFDhvDYY48BMGbMGD766CN++9vfMmvWrE4dr0hnCzeDo+lpIiIiUcz0+Y/O7lO6TwbnaN1www306dOHk046ieeffx6z1VzE1atXM3PmzJD2s2bNYvXq1Yftr6mpierq6pBDpCtY++C46/Ed4QOspcCAAhwRERHpfbpNBudoPPDAA3z7298mPj6ed999l5/97GfU1tZy8803A1BUVER2dnbIc7Kzs6murqahoYG4uLg2fS5atMjKHol0pVSnf4qa1/RR1dxAWuDxoaw9cFQiWkREJHqpyEDEdGkG584772y3MEDr4+uvvz7q/u655x5OPfVUpkyZwh133MHtt9/Or3/962Ma41133UVVVZV17N2795j6E+moGJudlBh/EF5+hEpq1h44KhEtIiIivVCXZnAWLlzIVVdddcQ2Q4cO7XD/06ZN41e/+hVNTU24XC5ycnIoLi4OaVNcXExycnK72RsAl8uFy6VKVBId0pyJVDU3UO6uY9hh2hwMZHA0RU1ERCSK+Uw6fWNOVVEDujjAyczMJDMzM2L95+XlkZaWZgUo06dP5+233w5ps3z5cqZPnx6xMYh0pgxXArvrDh5VBkdFBkRERKQ36jZrcAoKCigvL6egoACv10teXh4Aw4cPJzExkTfeeIPi4mJOPvlkYmNjWb58OQ899BA///nPrT6uu+46nnnmGW6//XbmzZvHe++9x6uvvspbb73VRe9KJDzpgUpqh9vs0zTNVhkcTVETERGJWlqDEzHdJsC59957+fOf/2w9njJlCgDvv/8+Z511FjExMTz77LPMnz8f0zQZPnw4jz/+ONdee631nCFDhvDWW28xf/58nnzySfr3788f//hHlYiWbiM9UEmt3N3+Xjg1nkaafB5AGRwREZGoZhKBAKdzu+uuuk2As2TJkiPugXPuuedy7rnnfmM/Z511FuvXr+/EkYkcP+mBymmHm6IWzN6kxMThsscct3GJiIiIRItuE+CISMteOFurD+AzfdiM0EKI1h44KhEtIiIS3TRFLWJ63EafIj3ZqZkjibXHsKV6P/9b+EWb6yVNgT1wVEFNREREeikFOCLdSHZcCj8bMROAJ7YsozRQMS0oOEVNe+CIiIhEOZ8vMocowBHpbi4bfDKjk3Op8TTym69Cy56rRLSIiIj0dgpwRLoZh83OPRO+h92w8e6BjXxYstW6Zq3BUQZHREQkugXX4HT2IQpwRLqjMSm5XDH4FAAWbfo/6j1NQMsUNWVwREREpLdSgCPSTV034tvkxqVS1FjFc9tWAHCwSWtwREREugVlcCJGAY5INxXncHLX+O8C8PLu1WyqLKQ0sD+OpqiJiIhEOZ8ZmUMU4Ih0Z6dmjuS83In4MPnPvFfxmj4MDGtDUBEREZHeRgGOSDe3cMz5JMfEUVhfDkCGKwGHzd7FoxIREZEjMU1fRA5RgCPS7aW7Epk/+lzrcaZL09NERESk91KAI9IDfLf/CZyYPgRQgQEREZFuwYzA+hsVGQAU4Ij0CIZhcP+k2ZyXO5EfDz2tq4cjIiIi0mUcXT0AEekcfeNSeXDyD7t6GCIiInI0TBPo5IyLMjiAMjgiIiIiItKDKIMjIiIiInK8+XxgdHLVM1VRAxTgiIiIiIgcf5qiFjGaoiYiIiIiIj2GMjgiIiIiIseZ6fNhdvIUNW306acMjoiIiIiI9BjK4IiIiIiIHG9agxMxyuCIiIiIiEiPoQyOiIiIiMjx5jPBUAYnEpTBERERERGRHkMZHBERERGR4800gc7e6FMZHFAGR0REREREehBlcEREREREjjPTZ2J28hocUxkcQAGOiIiIiMjxZ/ro/Clq2ugTNEVNRERERER6EAU4IiIiIiLHmekzI3J0xLPPPsvgwYOJjY1l2rRpfPbZZ538bo8vBTgiIiIiIr3UK6+8woIFC7jvvvv44osvmDRpErNmzaKkpKSrh9ZhCnBERERERI430xeZI0yPP/441157LT/5yU8YO3YsixcvJj4+nueffz4Cb/r4UJGBMAWrU1RXV3fxSERERESkPcG/06K5qpiHZujk4XloBtr+nepyuXC5XG3au91u1q1bx1133WWds9lszJw5k9WrV3fu4I4jBThhqqmpAWDAgAFdPBIREREROZKamhpSUlK6ehghnE4nOTk5fFT0dkT6T0xMbPN36n333ccvf/nLNm1LS0vxer1kZ2eHnM/Ozubrr7+OyPiOBwU4YcrNzWXv3r0kJSVhGEbEX6+6upoBAwawd+9ekpOTI/563YXuS/t0X9rSPWmf7ktbuift031pn+5LW9F0T0zTpKamhtzc3C4dR3tiY2PJz8/H7XZHpH/TNNv8jdpe9qYnU4ATJpvNRv/+/Y/76yYnJ3f5h0U00n1pn+5LW7on7dN9aUv3pH26L+3TfWkrWu5JtGVuWouNjSU2Nrarh0GfPn2w2+0UFxeHnC8uLiYnJ6eLRnXsVGRARERERKQXcjqdTJ06lRUrVljnfD4fK1asYPr06V04smOjDI6IiIiISC+1YMEC5s6dy4knnshJJ53EE088QV1dHT/5yU+6emgdpgAnyrlcLu67775eN3fym+i+tE/3pS3dk/bpvrSle9I+3Zf26b60pXvSPV166aUcPHiQe++9l6KiIiZPnsyyZcvaFB7oTgwzmuvniYiIiIiIhEFrcEREREREpMdQgCMiIiIiIj2GAhwREREREekxFOCIiIiIiEiPoQAnyj377LMMHjyY2NhYpk2bxmeffdbVQzquPvjgAy688EJyc3MxDIPXX3895Lppmtx777307duXuLg4Zs6cyfbt27tmsMfJokWL+Na3vkVSUhJZWVl873vfY+vWrSFtGhsbueGGG8jIyCAxMZHZs2e32cSrp3nuueeYOHGitcHc9OnT+de//mVd74335FAPP/wwhmFw6623Wud643355S9/iWEYIcfo0aOt673xngDs27ePH/3oR2RkZBAXF8eECRNYu3atdb03ft4OHjy4ze+KYRjccMMNQO/8XfF6vdxzzz0MGTKEuLg4hg0bxq9+9Sta16zqjb8rEl0U4ESxV155hQULFnDffffxxRdfMGnSJGbNmkVJSUlXD+24qaurY9KkSTz77LPtXn/00Ud56qmnWLx4MZ9++ikJCQnMmjWLxsbG4zzS42fVqlXccMMNrFmzhuXLl9Pc3Mw555xDXV2d1Wb+/Pm88cYb/P3vf2fVqlXs37+fiy++uAtHHXn9+/fn4YcfZt26daxdu5Zvf/vbXHTRRWzevBnonfektc8//5zf//73TJw4MeR8b70v48aN48CBA9bx0UcfWdd64z2pqKjg1FNPJSYmhn/961989dVXPPbYY6SlpVlteuPn7eeffx7ye7J8+XIALrnkEqB3/q488sgjPPfcczzzzDNs2bKFRx55hEcffZSnn37aatMbf1ckypgStU466STzhhtusB57vV4zNzfXXLRoUReOqusA5muvvWY99vl8Zk5OjvnrX//aOldZWWm6XC7z5Zdf7oIRdo2SkhITMFetWmWapv8exMTEmH//+9+tNlu2bDEBc/Xq1V01zC6RlpZm/vGPf+z196SmpsYcMWKEuXz5cvPMM880b7nlFtM0e+/vyn333WdOmjSp3Wu99Z7ccccd5mmnnXbY6/q89bvlllvMYcOGmT6fr9f+rlxwwQXmvHnzQs5dfPHF5pw5c0zT1O+KRAdlcKKU2+1m3bp1zJw50zpns9mYOXMmq1ev7sKRRY/8/HyKiopC7lFKSgrTpk3rVfeoqqoKgPT0dADWrVtHc3NzyH0ZPXo0AwcO7DX3xev1snTpUurq6pg+fXqvvyc33HADF1xwQcj7h979u7J9+3Zyc3MZOnQoc+bMoaCgAOi99+T//u//OPHEE7nkkkvIyspiypQp/Pd//7d1XZ+3/v8u/+1vf2PevHkYhtFrf1dOOeUUVqxYwbZt2wD48ssv+eijjzjvvPMA/a5IdHB09QCkfaWlpXi93ja7yGZnZ/P111930aiiS1FREUC79yh4rafz+XzceuutnHrqqYwfPx7w3xen00lqampI295wXzZu3Mj06dNpbGwkMTGR1157jbFjx5KXl9dr78nSpUv54osv+Pzzz9tc662/K9OmTWPJkiWMGjWKAwcOcP/993P66aezadOmXntPdu3axXPPPceCBQv4z//8Tz7//HNuvvlmnE4nc+fO1ect8Prrr1NZWclVV10F9N5/P3feeSfV1dWMHj0au92O1+vlwQcfZM6cOYD+2yzRQQGOSDd2ww03sGnTppD1A73ZqFGjyMvLo6qqin/84x/MnTuXVatWdfWwuszevXu55ZZbWL58ObGxsV09nKgR/KYZYOLEiUybNo1Bgwbx6quvEhcX14Uj6zo+n48TTzyRhx56CIApU6awadMmFi9ezNy5c7t4dNHhT3/6E+eddx65ubldPZQu9eqrr/Liiy/y0ksvMW7cOPLy8rj11lvJzc3V74pEDU1Ri1J9+vTBbre3qcZSXFxMTk5OF40qugTvQ2+9RzfeeCNvvvkm77//Pv3797fO5+Tk4Ha7qaysDGnfG+6L0+lk+PDhTJ06lUWLFjFp0iSefPLJXntP1q1bR0lJCSeccAIOhwOHw8GqVat46qmncDgcZGdn98r7cqjU1FRGjhzJjh07eu3vSt++fRk7dmzIuTFjxlhT93r75+2ePXv497//zTXXXGOd662/K7fddht33nknl112GRMmTODHP/4x8+fPZ9GiRYB+VyQ6KMCJUk6nk6lTp7JixQrrnM/nY8WKFUyfPr0LRxY9hgwZQk5OTsg9qq6u5tNPP+3R98g0TW688UZee+013nvvPYYMGRJyferUqcTExITcl61bt1JQUNCj70t7fD4fTU1NvfaezJgxg40bN5KXl2cdJ554InPmzLF+7o335VC1tbXs3LmTvn379trflVNPPbVNuflt27YxaNAgoPd+3ga98MILZGVlccEFF1jneuvvSn19PTZb6J+Pdrsdn88H6HdFokRXVzmQw1u6dKnpcrnMJUuWmF999ZX505/+1ExNTTWLioq6emjHTU1Njbl+/Xpz/fr1JmA+/vjj5vr16809e/aYpmmaDz/8sJmammr+7//+r7lhwwbzoosuMocMGWI2NDR08cgj5/rrrzdTUlLMlStXmgcOHLCO+vp6q811111nDhw40HzvvffMtWvXmtOnTzenT5/ehaOOvDvvvNNctWqVmZ+fb27YsMG88847TcMwzHfffdc0zd55T9rTuoqaafbO+7Jw4UJz5cqVZn5+vvnxxx+bM2fONPv06WOWlJSYptk778lnn31mOhwO88EHHzS3b99uvvjii2Z8fLz5t7/9zWrTGz9vTdNfwXTgwIHmHXfc0eZab/xdmTt3rtmvXz/zzTffNPPz881//vOfZp8+fczbb7/datNbf1ckeijAiXJPP/20OXDgQNPpdJonnXSSuWbNmq4e0nH1/vvvm0CbY+7cuaZp+stR3nPPPWZ2drbpcrnMGTNmmFu3bu3aQUdYe/cDMF944QWrTUNDg/mzn/3MTEtLM+Pj483vf//75oEDB7pu0MfBvHnzzEGDBplOp9PMzMw0Z8yYYQU3ptk770l7Dg1weuN9ufTSS82+ffuaTqfT7Nevn3nppZeaO3bssK73xntimqb5xhtvmOPHjzddLpc5evRo8w9/+EPI9d74eWuapvnOO++YQLvvtTf+rlRXV5u33HKLOXDgQDM2NtYcOnSoeffdd5tNTU1Wm976uyLRwzDNVlvPioiIiIiIdGNagyMiIiIiIj2GAhwREREREekxFOCIiIiIiEiPoQBHRERERER6DAU4IiIiIiLSYyjAERERERGRHkMBjoiIiIiI9BgKcEREREREpMdQgCMi0s2sXLkSwzCorKzsktdfsWIFY8aMwev1fmPbZcuWMXnyZHw+33EYmYiIiAIcEZGodtZZZ3HrrbeGnDvllFM4cOAAKSkpXTKm22+/nV/84hfY7fZvbHvuuecSExPDiy++eBxGJiIiogBHRKTbcTqd5OTkYBjGcX/tjz76iJ07dzJ79uyjfs5VV13FU089FcFRiYiItFCAIyISpa666ipWrVrFk08+iWEYGIbB7t2720xRW7JkCampqbz55puMGjWK+Ph4fvCDH1BfX8+f//xnBg8eTFpaGjfffHPItLKmpiZ+/vOf069fPxISEpg2bRorV6484piWLl3Kd77zHWJjY61zX375JWeffTZJSUkkJyczdepU1q5da12/8MILWbt2LTt37uzU+yMiItIeR1cPQERE2vfkk0+ybds2xo8fzwMPPABAZmYmu3fvbtO2vr6ep556iqVLl1JTU8PFF1/M97//fVJTU3n77bfZtWsXs2fP5tRTT+XSSy8F4MYbb+Srr75i6dKl5Obm8tprr3HuueeyceNGRowY0e6YPvzwQ6644oqQc3PmzGHKlCk899xz2O128vLyiImJsa4PHDiQ7OxsPvzwQ4YNG9ZJd0dERKR9CnBERKJUSkoKTqeT+Ph4cnJyjti2ubmZ5557zgogfvCDH/DXv/6V4uJiEhMTGTt2LGeffTbvv/8+l156KQUFBbzwwgsUFBSQm5sLwM9//nOWLVvGCy+8wEMPPdTu6+zZs8dqH1RQUMBtt93G6NGjAdoNjnJzc9mzZ0/Y90BERCRcCnBERHqA+Pj4kOxIdnY2gwcPJjExMeRcSUkJABs3bsTr9TJy5MiQfpqamsjIyDjs6zQ0NIRMTwNYsGAB11xzDX/961+ZOXMml1xySZtMTVxcHPX19R1+fyIiIkdLAY6ISA/QekoYgGEY7Z4Llmuura3Fbrezbt26NtXQWgdFh+rTpw8VFRUh5375y19yxRVX8NZbb/Gvf/2L++67j6VLl/L973/falNeXk5mZmaH3puIiEg4FOCIiEQxp9N5VPvNhGvKlCl4vV5KSko4/fTTw3reV1991eb8yJEjGTlyJPPnz+fyyy/nhRdesAKcxsZGdu7cyZQpUzpt/CIiIoejKmoiIlFs8ODBfPrpp+zevZvS0tJO2zBz5MiRzJkzhyuvvJJ//vOf5Ofn89lnn7Fo0SLeeuutwz5v1qxZfPTRR9bjhoYGbrzxRlauXMmePXv4+OOP+fzzzxkzZozVZs2aNbhcLqZPn94pYxcRETkSBTgiIlHs5z//OXa7nbFjx5KZmUlBQUGn9f3CCy9w5ZVXsnDhQkaNGsX3vvc9Pv/8cwYOHHjY58yZM4fNmzezdetWAOx2O2VlZVx55ZWMHDmSH/7wh5x33nncf//91nNefvll5syZQ3x8fKeNXURE5HAM0zTNrh6EiIh0H7fddhvV1dX8/ve//8a2paWljBo1irVr1zJkyJDjMDoREentlMEREZGw3H333QwaNOiopsvt3r2b3/3udwpuRETkuFEGR0REREREegxlcEREREREpMdQgCMiIiIiIj2GAhwREREREekxFOCIiIiIiEiPoQBHRERERER6DAU4IiIiIiLSYyjAERERERGRHkMBjoiIiIiI9BgKcEREREREpMf4/wH/6OWE71utAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -1596,7 +1648,11 @@ "fig, ax = plt.subplots(figsize=(10,6))\n", "colors = plt.cm.viridis(np.linspace(0, 1, unit_waveforms.shape[0]))\n", "ax.set_prop_cycle(color=colors)\n", - "ax.plot(np.transpose(unit_waveforms))\n", + "\n", + "n_secs = unit_waveforms.shape[1] / Hz\n", + "time_axis = np.linspace(0, n_secs * 1000, unit_waveforms.shape[1])\n", + "\n", + "ax.plot(time_axis, np.transpose(unit_waveforms))\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", @@ -1619,7 +1675,7 @@ }, { "cell_type": "code", - "execution_count": 308, + "execution_count": 119, "id": "b9289e8d", "metadata": {}, "outputs": [], @@ -1630,7 +1686,7 @@ }, { "cell_type": "code", - "execution_count": 309, + "execution_count": 122, "id": "9b949dab", "metadata": { "scrolled": false @@ -1638,9 +1694,19 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" + "" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] }, "metadata": {}, @@ -1648,18 +1714,23 @@ } ], "source": [ - "fig, ax = plt.subplots(figsize=(10, 10))\n", "data = unit_waveforms[start_channel:end_channel:2] # step by 2 to remove striping effect\n", + "n_channels = end_channel - start_channel\n", + "\n", + "fig, ax = plt.subplots(figsize=(8, n_channels // 15))\n", + "\n", + "n_secs = unit_waveforms.shape[1] / Hz\n", + "time_axis = np.linspace(0, n_secs * 1000, unit_waveforms.shape[1])\n", "\n", "norm = mpl.colors.Normalize(vmin=np.min(data), vmax=np.max(data))\n", - "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label=\"membrane potential (uV)\", shrink=0.4)\n", + "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label=\"membrane potential (uV)\")\n", "\n", "ax.set_xlabel(\"time (s)\")\n", "ax.set_ylabel(\"channel #\")\n", "ax.set_title(\"unit waveforms image\")\n", "\n", - "ax.imshow(data, vmin=np.min(data), vmax=np.max(data), extent=[0, data.shape[1], end_channel, start_channel])\n", - "ax.set_aspect(0.5) # to counteract stepping by 2 above" + "n_secs = unit_waveforms.shape[1] / Hz\n", + "ax.imshow(data, vmin=np.min(data), vmax=np.max(data), extent=[0, n_secs*1000, end_channel, start_channel], aspect=\"auto\")" ] }, { @@ -1688,7 +1759,7 @@ } ], "source": [ - "avg_waveform = np.average(units[\"waveform_mean\"][unit_idx],axis=0)\n", + "avg_waveform = np.average(units[\"waveform_mean\"][unit_idx], axis=0)\n", "avg_waveform.shape" ] }, From aebdad31b0979395e3361e8f3b9d81b1eb468281 Mon Sep 17 00:00:00 2001 From: Carter Peene Date: Thu, 19 Jan 2023 09:59:38 -0800 Subject: [PATCH 36/36] Regenerated figures --- .../visualize_unit_responses.ipynb | 185 ++++-------------- 1 file changed, 41 insertions(+), 144 deletions(-) diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb index 298d60d6..67e19c60 100644 --- a/docs/visualization/visualize_unit_responses.ipynb +++ b/docs/visualization/visualize_unit_responses.ipynb @@ -138,7 +138,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "ac9d9572", "metadata": {}, "outputs": [ @@ -160,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "50a4d0b6", "metadata": { "scrolled": false @@ -200,7 +200,7 @@ " 'waveform_mean')" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "ce0e64b4", "metadata": { "scrolled": true @@ -658,7 +658,7 @@ "[3232 rows x 29 columns]" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -669,7 +669,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "d61e1459", "metadata": {}, "outputs": [ @@ -688,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "aa347405", "metadata": { "scrolled": true @@ -1027,7 +1027,7 @@ "[150 rows x 16 columns]" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1048,7 +1048,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "9fdc4f40", "metadata": {}, "outputs": [], @@ -1084,7 +1084,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "2afe14f6", "metadata": { "scrolled": true @@ -1141,7 +1141,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "8b1d9007", "metadata": {}, "outputs": [], @@ -1153,7 +1153,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "8197deec", "metadata": {}, "outputs": [ @@ -1177,7 +1177,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "8eacf09e", "metadata": {}, "outputs": [], @@ -1190,23 +1190,23 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "6d11f911", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1253,7 +1253,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "5569bac3", "metadata": {}, "outputs": [], @@ -1268,7 +1268,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "id": "4cfaebe2", "metadata": {}, "outputs": [ @@ -1278,7 +1278,7 @@ "400" ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1292,7 +1292,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "id": "d1488828", "metadata": {}, "outputs": [ @@ -1302,7 +1302,7 @@ "(400, 199)" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1321,7 +1321,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "id": "3fe22c0d", "metadata": { "scrolled": false @@ -1333,7 +1333,7 @@ "Text(0.5, 1.0, 'unit spikes over time')" ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, @@ -1378,88 +1378,7 @@ }, { "cell_type": "code", - "execution_count": 26, - "id": "0dcd9cda", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "root pynwb.file.NWBFile at 0x1509118174064\n", - "Fields:\n", - " acquisition: {\n", - " raw_running_wheel_rotation ,\n", - " running_wheel_signal_voltage ,\n", - " running_wheel_supply_voltage \n", - " }\n", - " devices: {\n", - " probeA ,\n", - " probeB ,\n", - " probeC ,\n", - " probeD ,\n", - " probeE ,\n", - " probeF \n", - " }\n", - " electrode_groups: {\n", - " probeA ,\n", - " probeB ,\n", - " probeC ,\n", - " probeD ,\n", - " probeE ,\n", - " probeF \n", - " }\n", - " electrodes: electrodes \n", - " file_create_date: [datetime.datetime(2020, 5, 26, 0, 53, 26, 986517, tzinfo=tzoffset(None, -25200))]\n", - " identifier: 719161530\n", - " institution: Allen Institute for Brain Science\n", - " intervals: {\n", - " drifting_gratings_presentations ,\n", - " flashes_presentations ,\n", - " gabors_presentations ,\n", - " invalid_times ,\n", - " natural_movie_one_presentations ,\n", - " natural_movie_three_presentations ,\n", - " natural_scenes_presentations ,\n", - " spontaneous_presentations ,\n", - " static_gratings_presentations \n", - " }\n", - " invalid_times: invalid_times \n", - " processing: {\n", - " eye_tracking_rig_metadata ,\n", - " optotagging ,\n", - " running ,\n", - " stimulus \n", - " }\n", - " session_description: Data and metadata for an Ecephys session\n", - " session_id: 719161530\n", - " session_start_time: 2019-01-08 16:25:16-08:00\n", - " stimulus_notes: brain_observatory_1.1\n", - " subject: subject abc.EcephysSpecimen at 0x1509117906848\n", - "Fields:\n", - " age: P122D\n", - " age_in_days: 122.0\n", - " genotype: Sst-IRES-Cre/wt;Ai32(RCL-ChR2(H134R)_EYFP)/wt\n", - " sex: M\n", - " species: Mus musculus\n", - " specimen_name: Sst-IRES-Cre;Ai32-387858\n", - " subject_id: 703279277\n", - "\n", - " timestamps_reference_time: 2019-01-08 16:25:16-08:00\n", - " units: units " - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "nwb" - ] - }, - { - "cell_type": "code", - "execution_count": 282, + "execution_count": 22, "id": "32fd8345", "metadata": {}, "outputs": [], @@ -1469,28 +1388,7 @@ }, { "cell_type": "code", - "execution_count": 74, - "id": "c07d1aec", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "950952910" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "units.id[2513]" - ] - }, - { - "cell_type": "code", - "execution_count": 75, + "execution_count": 24, "id": "ae1644bf", "metadata": {}, "outputs": [ @@ -1514,7 +1412,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 25, "id": "8ede61b7", "metadata": {}, "outputs": [ @@ -1524,7 +1422,7 @@ "29999.9995000281" ] }, - "execution_count": 76, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1549,7 +1447,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 26, "id": "32c543e4", "metadata": {}, "outputs": [], @@ -1565,13 +1463,13 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 27, "id": "b01f1b67", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1605,7 +1503,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 28, "id": "d30312a2", "metadata": {}, "outputs": [ @@ -1615,7 +1513,7 @@ "(384, 82)" ] }, - "execution_count": 79, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1627,7 +1525,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 29, "id": "c8dd3ee0", "metadata": { "scrolled": false @@ -1675,7 +1573,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 30, "id": "b9289e8d", "metadata": {}, "outputs": [], @@ -1686,7 +1584,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 31, "id": "9b949dab", "metadata": { "scrolled": false @@ -1695,10 +1593,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 122, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, @@ -1729,7 +1627,6 @@ "ax.set_ylabel(\"channel #\")\n", "ax.set_title(\"unit waveforms image\")\n", "\n", - "n_secs = unit_waveforms.shape[1] / Hz\n", "ax.imshow(data, vmin=np.min(data), vmax=np.max(data), extent=[0, n_secs*1000, end_channel, start_channel], aspect=\"auto\")" ] }, @@ -1743,7 +1640,7 @@ }, { "cell_type": "code", - "execution_count": 296, + "execution_count": 32, "id": "7d88c6c6", "metadata": {}, "outputs": [ @@ -1753,7 +1650,7 @@ "(82,)" ] }, - "execution_count": 296, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1765,7 +1662,7 @@ }, { "cell_type": "code", - "execution_count": 297, + "execution_count": 33, "id": "4ae54d56", "metadata": {}, "outputs": [