From 813377095e6eaee4d73a89838b8359643d4ce0d3 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Wed, 22 Mar 2023 17:51:55 -0500 Subject: [PATCH 01/39] add a notebook for visualizing qc metrics --- notebooks/qc_metrics.ipynb | 624 +++++++++++++++++++++++++++++++++++++ 1 file changed, 624 insertions(+) create mode 100644 notebooks/qc_metrics.ipynb diff --git a/notebooks/qc_metrics.ipynb b/notebooks/qc_metrics.ipynb new file mode 100644 index 0000000..5ed5cf2 --- /dev/null +++ b/notebooks/qc_metrics.ipynb @@ -0,0 +1,624 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Quality Metrics\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Element also offers Quality Metric visualizations. These are generated using an output from kilosort, `metrics.csv`." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "\n", + "if os.path.basename(os.getcwd()) == \"notebooks\":\n", + " os.chdir(\"..\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[2023-03-22 17:39:16,400][INFO]: Connecting ephysuser@db.datajoint.com:3306\n", + "[2023-03-22 17:39:17,175][INFO]: Connected ephysuser@db.datajoint.com:3306\n" + ] + } + ], + "source": [ + "import datajoint as dj\n", + "import datetime\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "ephys = dj.VirtualModule(\"ephys\", \"ephysuser_ephys-demo_ephys\")\n", + "session = dj.VirtualModule(\"session\", \"ephysuser_ephys-demo_session\")\n", + "probe = dj.VirtualModule(\"probe\", \"ephysuser_ephys-demo_probe\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import datajoint as dj\n", + "import datetime\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from workflow_array_ephys.pipeline import ephys, probe, ephys_report" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, ensure your `QualityMetrics` table is populated with this data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ephys.QualityMetrics.populate()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll grab an example key for demonstration.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " Cluster metrics for a particular unit\n", + "
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subject

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session_id

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insertion_number

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paramset_idx

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unit

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firing_rate

\n", + " (Hz) firing rate for a unit\n", + "
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snr

\n", + " signal-to-noise ratio for a unit\n", + "
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presence_ratio

\n", + " fraction of time in which spikes are present\n", + "
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isi_violation

\n", + " rate of ISI violation as a fraction of overall rate\n", + "
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number_violation

\n", + " total number of ISI violations\n", + "
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amplitude_cutoff

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isolation_distance

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l_ratio

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d_prime

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nn_hit_rate

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nn_miss_rate

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silhouette_score

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max_drift

\n", + " Maximum change in spike depth throughout recording\n", + "
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cumulative_drift

\n", + " Cumulative change in spike depth throughout recording\n", + "
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contamination_rate

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subject512000.3270685.17410.59nanNone0.536.74210.02098724.361620.2942940.000541770.035863.895.27nan
subject512022.165724.288180.94nanNone0.557.13090.003292595.038510.9796380.0003138730.09733278.2712.48nan
subject512036.600294.638470.99nanNone0.590.41760.0004105896.43740.9980.0004697040.07334263.239.03nan
subject512040.5333274.562490.74nanNone0.536.70830.02656552.55440.2592590.00423141-0.002080768.6617.43nan
subject512052.298315.106610.84nanNone0.01495657.80810.01430534.58770.9706670.002916610.090333113.1513.75nan
subject512069.040033.752380.99nanNone0.561.09420.09333963.192360.8180.03372240.05453044.726.43nan
subject512070.07071733.801210.19nanNone0.5690342000000000.0nan3.234360.10.000668003-0.0111092nan0.0nan
subject512090.07661053.878670.2nanNone0.4400711083500000000000.0nan4.973680.1733330.000401003nannan0.0nan
subject51201011.1945.102490.99nanNone0.598.80030.02062553.766730.9446670.03012970.05052884.497.73nan
subject5120119.228614.549630.99nanNone0.39991970.36930.02286124.033290.8973330.01502440.05052885.4112.02nan
subject51201211.026-1.00.99nanNone0.0520832106.3010.001743865.161210.9873330.00956739-0.01884597.0810.55nan
subject51201426.81376.093890.99nanNone0.00154075184.3459.28389e-099.649061.00.00.1885120.71.45nan
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...

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Total: 336

\n", + " " + ], + "text/plain": [ + "*subject *session_id *insertion_num *paramset_idx *unit firing_rate snr presence_ratio isi_violation number_violati amplitude_cuto isolation_dist l_ratio d_prime nn_hit_rate nn_miss_rate silhouette_sco max_drift cumulative_dri contamination_\n", + "+----------+ +------------+ +------------+ +------------+ +------+ +------------+ +---------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +---------+ +------------+ +------------+ +------------+ +-----------+ +------------+ +------------+\n", + "subject5 1 2 0 0 0.327068 5.1741 0.59 nan None 0.5 36.7421 0.0209872 4.36162 0.294294 0.00054177 0.03586 3.89 5.27 nan \n", + "subject5 1 2 0 2 2.16572 4.28818 0.94 nan None 0.5 57.1309 0.00329259 5.03851 0.979638 0.000313873 0.0973327 8.27 12.48 nan \n", + "subject5 1 2 0 3 6.60029 4.63847 0.99 nan None 0.5 90.4176 0.000410589 6.4374 0.998 0.000469704 0.0733426 3.23 9.03 nan \n", + "subject5 1 2 0 4 0.533327 4.56249 0.74 nan None 0.5 36.7083 0.0265655 2.5544 0.259259 0.00423141 -0.00208076 8.66 17.43 nan \n", + "subject5 1 2 0 5 2.29831 5.10661 0.84 nan None 0.014956 57.8081 0.0143053 4.5877 0.970667 0.00291661 0.0903331 13.15 13.75 nan \n", + "subject5 1 2 0 6 9.04003 3.75238 0.99 nan None 0.5 61.0942 0.0933396 3.19236 0.818 0.0337224 0.0545304 4.72 6.43 nan \n", + "subject5 1 2 0 7 0.0707173 3.80121 0.19 nan None 0.5 69034200000000 nan 3.23436 0.1 0.000668003 -0.0111092 nan 0.0 nan \n", + "subject5 1 2 0 9 0.0766105 3.87867 0.2 nan None 0.440071 10835000000000 nan 4.97368 0.173333 0.000401003 nan nan 0.0 nan \n", + "subject5 1 2 0 10 11.194 5.10249 0.99 nan None 0.5 98.8003 0.0206255 3.76673 0.944667 0.0301297 0.0505288 4.49 7.73 nan \n", + "subject5 1 2 0 11 9.22861 4.54963 0.99 nan None 0.399919 70.3693 0.0228612 4.03329 0.897333 0.0150244 0.0505288 5.41 12.02 nan \n", + "subject5 1 2 0 12 11.026 -1.0 0.99 nan None 0.0520832 106.301 0.00174386 5.16121 0.987333 0.00956739 -0.0188459 7.08 10.55 nan \n", + "subject5 1 2 0 14 26.8137 6.09389 0.99 nan None 0.00154075 184.345 9.28389e-09 9.64906 1.0 0.0 0.188512 0.7 1.45 nan \n", + " ...\n", + " (Total: 336)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "key = {\"subject\": \"subject5\", \"insertion_number\": 2}\n", + "\n", + "query = ephys.QualityMetrics.Cluster & key\n", + "query" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Plotting function\n", + "\n", + "def plot_metric(ax, data, bins, x_axis_label=None, title=None, color='k', max_value=-1):\n", + " \"\"\"A function modified from https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html\n", + " \"\"\"\n", + " from scipy.ndimage import gaussian_filter1d\n", + " # Plot data\n", + " h, b = np.histogram(data, bins=bins, density=True)\n", + " x = b[:-1]\n", + " y = gaussian_filter1d(h, 1)\n", + "\n", + " ax.plot(x, y, color=color)\n", + " ax.set_xlabel(x_axis_label)\n", + " ax.set_title(title)\n", + " ax.get_yaxis().set_visible(False)\n", + " [ax.spines[loc].set_visible(False) for loc in ['right', 'top', 'left']]\n", + " ax.set_ylim([0, None])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Histograms of following representative metrics will be plotted. \n", + "\n", + "- `Firing rates (Hz)` : Total number of spikes / time in seconds \n", + "\n", + "- `Presence ratio` : The proportion of time during a session that a unit is spiking, ranging from 0 to 0.99.\n", + "\n", + "- `Amplitude cut-off`: The false negative rate of a unit measured by the degree to which its distribution of spike amplitudes is truncated, indicating the fraction of missing spikes. An amplitude cutoff of 0.1 indicates approximately 10% missing spikes.\n", + "\n", + "- `L-ratio` : A metric to quantify the distribution of spike distances from a cluster. A low L-ratio indicates that there is a relatively low number of non-member spikes around the target cluster. \n", + "\n", + "- `Signal-to-noise ratio`: The ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on a given channel.\n", + "\n", + "- `Isolation distance`: A metric that uses the principal components (PCs) of a unit's waveforms, which are projected into a lower-dimensional PC space after spike sorting. This quantifies how well-isolated the unit is from other potential clusters.\n", + "\n", + "- `D-prime`: A metric calculated from waveform principal components using linear discriminant analysis. This measures the separability of one unit's PC cluster from all the others, with a higher d-prime value indicating better isolation of the unit.\n", + "\n", + "- `Nearest-neighbors hit rate`: This measures the fraction of nearest neighbors for one unit's waveform principal components that fall within the same cluster.\n", + "\n", + "#### For more detailed explanation, please visit the following references:\n", + "- https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html\n", + "\n", + "- https://elifesciences.org/articles/61834" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the results\n", + "fig, axes = plt.subplots(2, 4, figsize=(12, 5))\n", + "axes = axes.flatten()\n", + "plt.suptitle(key, y=.99, fontsize=12)\n", + "\n", + "# # Firing Rates\n", + "data = np.log10(query.fetch(\"firing_rate\"))\n", + "bins = np.linspace(-3,2,100)\n", + "plot_metric(axes[0], data, bins, title=\"Firing Rate (log$_{10}$)\")\n", + "\n", + "# Presence Ratio\n", + "data = query.fetch(\"presence_ratio\")\n", + "bins = np.linspace(0, 1, 100)\n", + "plot_metric(axes[1], data, bins, title=\"Presence Ratio\")\n", + "\n", + "# Amplitude Cutoff\n", + "data = query.fetch(\"amplitude_cutoff\")\n", + "bins = np.linspace(0, 0.5, 200)\n", + "plot_metric(axes[2], data, bins, title=\"Amplitude Cutoff\")\n", + "\n", + "# ISI violation\n", + "data = query.fetch(\"l_ratio\")\n", + "bins = np.linspace(0, 1, 100)\n", + "plot_metric(axes[3], data, bins, title=\"L-Ratio\")\n", + "\n", + "# Signal-to-noise ratio\n", + "data = query.fetch(\"snr\")\n", + "bins = np.linspace(0, 10, 100)\n", + "plot_metric(axes[4], data, bins, title=\"SNR\")\n", + "\n", + "# Isolation Distance\n", + "data = query.fetch(\"isolation_distance\")\n", + "bins = np.linspace(0, 170, 50)\n", + "plot_metric(axes[5], data, bins, title=\"Isolation Distance\")\n", + "\n", + "# d-Prime\n", + "data = query.fetch(\"d_prime\")\n", + "bins = np.linspace(0, 15, 50)\n", + "plot_metric(axes[6], data, bins, title=\"d-Prime\")\n", + "\n", + "# d Prime\n", + "data = query.fetch(\"nn_hit_rate\")\n", + "bins = np.linspace(0, 1, 100)\n", + "plot_metric(axes[7], data, bins, title=\"Nearest-Neighbors Hit Rate\")\n", + "\n", + "plt.tight_layout()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python3p10", + "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": "3.9.16" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "ff52d424e56dd643d8b2ec122f40a2e279e94970100b4e6430cb9025a65ba4cf" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 4db47e1def65e8847a8cdc14298e77259f4d989f Mon Sep 17 00:00:00 2001 From: JaerongA Date: Wed, 22 Mar 2023 17:54:48 -0500 Subject: [PATCH 02/39] delete the cell with virtual modules --- notebooks/qc_metrics.ipynb | 24 ------------------------ 1 file changed, 24 deletions(-) diff --git a/notebooks/qc_metrics.ipynb b/notebooks/qc_metrics.ipynb index 5ed5cf2..92aba71 100644 --- a/notebooks/qc_metrics.ipynb +++ b/notebooks/qc_metrics.ipynb @@ -26,30 +26,6 @@ " os.chdir(\"..\")" ] }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[2023-03-22 17:39:16,400][INFO]: Connecting ephysuser@db.datajoint.com:3306\n", - "[2023-03-22 17:39:17,175][INFO]: Connected ephysuser@db.datajoint.com:3306\n" - ] - } - ], - "source": [ - "import datajoint as dj\n", - "import datetime\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "ephys = dj.VirtualModule(\"ephys\", \"ephysuser_ephys-demo_ephys\")\n", - "session = dj.VirtualModule(\"session\", \"ephysuser_ephys-demo_session\")\n", - "probe = dj.VirtualModule(\"probe\", \"ephysuser_ephys-demo_probe\")" - ] - }, { "cell_type": "code", "execution_count": null, From 708586583ffb7a4c99a30031379ffd1da4846486 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Wed, 29 Mar 2023 15:14:35 -0500 Subject: [PATCH 03/39] plot all cluster metrics --- notebooks/qc_metrics.ipynb | 600 ---------------------------------- notebooks/tutorial_qc.ipynb | 635 ++++++++++++++++++++++++++++++++++++ 2 files changed, 635 insertions(+), 600 deletions(-) delete mode 100644 notebooks/qc_metrics.ipynb create mode 100644 notebooks/tutorial_qc.ipynb diff --git a/notebooks/qc_metrics.ipynb b/notebooks/qc_metrics.ipynb deleted file mode 100644 index 92aba71..0000000 --- a/notebooks/qc_metrics.ipynb +++ /dev/null @@ -1,600 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Quality Metrics\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The Element also offers Quality Metric visualizations. These are generated using an output from kilosort, `metrics.csv`." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "if os.path.basename(os.getcwd()) == \"notebooks\":\n", - " os.chdir(\"..\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import datajoint as dj\n", - "import datetime\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from workflow_array_ephys.pipeline import ephys, probe, ephys_report" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, ensure your `QualityMetrics` table is populated with this data:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "ephys.QualityMetrics.populate()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We'll grab an example key for demonstration.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " Cluster metrics for a particular unit\n", - "
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session_id

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paramset_idx

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unit

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firing_rate

\n", - " (Hz) firing rate for a unit\n", - "
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snr

\n", - " signal-to-noise ratio for a unit\n", - "
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presence_ratio

\n", - " fraction of time in which spikes are present\n", - "
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isi_violation

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number_violation

\n", - " total number of ISI violations\n", - "
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amplitude_cutoff

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isolation_distance

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l_ratio

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d_prime

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nn_hit_rate

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nn_miss_rate

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silhouette_score

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max_drift

\n", - " Maximum change in spike depth throughout recording\n", - "
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cumulative_drift

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contamination_rate

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subject512022.165724.288180.94nanNone0.557.13090.003292595.038510.9796380.0003138730.09733278.2712.48nan
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subject512040.5333274.562490.74nanNone0.536.70830.02656552.55440.2592590.00423141-0.002080768.6617.43nan
subject512052.298315.106610.84nanNone0.01495657.80810.01430534.58770.9706670.002916610.090333113.1513.75nan
subject512069.040033.752380.99nanNone0.561.09420.09333963.192360.8180.03372240.05453044.726.43nan
subject512070.07071733.801210.19nanNone0.5690342000000000.0nan3.234360.10.000668003-0.0111092nan0.0nan
subject512090.07661053.878670.2nanNone0.4400711083500000000000.0nan4.973680.1733330.000401003nannan0.0nan
subject51201011.1945.102490.99nanNone0.598.80030.02062553.766730.9446670.03012970.05052884.497.73nan
subject5120119.228614.549630.99nanNone0.39991970.36930.02286124.033290.8973330.01502440.05052885.4112.02nan
subject51201211.026-1.00.99nanNone0.0520832106.3010.001743865.161210.9873330.00956739-0.01884597.0810.55nan
subject51201426.81376.093890.99nanNone0.00154075184.3459.28389e-099.649061.00.00.1885120.71.45nan
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\n", - "

Total: 336

\n", - " " - ], - "text/plain": [ - "*subject *session_id *insertion_num *paramset_idx *unit firing_rate snr presence_ratio isi_violation number_violati amplitude_cuto isolation_dist l_ratio d_prime nn_hit_rate nn_miss_rate silhouette_sco max_drift cumulative_dri contamination_\n", - "+----------+ +------------+ +------------+ +------------+ +------+ +------------+ +---------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +---------+ +------------+ +------------+ +------------+ +-----------+ +------------+ +------------+\n", - "subject5 1 2 0 0 0.327068 5.1741 0.59 nan None 0.5 36.7421 0.0209872 4.36162 0.294294 0.00054177 0.03586 3.89 5.27 nan \n", - "subject5 1 2 0 2 2.16572 4.28818 0.94 nan None 0.5 57.1309 0.00329259 5.03851 0.979638 0.000313873 0.0973327 8.27 12.48 nan \n", - "subject5 1 2 0 3 6.60029 4.63847 0.99 nan None 0.5 90.4176 0.000410589 6.4374 0.998 0.000469704 0.0733426 3.23 9.03 nan \n", - "subject5 1 2 0 4 0.533327 4.56249 0.74 nan None 0.5 36.7083 0.0265655 2.5544 0.259259 0.00423141 -0.00208076 8.66 17.43 nan \n", - "subject5 1 2 0 5 2.29831 5.10661 0.84 nan None 0.014956 57.8081 0.0143053 4.5877 0.970667 0.00291661 0.0903331 13.15 13.75 nan \n", - "subject5 1 2 0 6 9.04003 3.75238 0.99 nan None 0.5 61.0942 0.0933396 3.19236 0.818 0.0337224 0.0545304 4.72 6.43 nan \n", - "subject5 1 2 0 7 0.0707173 3.80121 0.19 nan None 0.5 69034200000000 nan 3.23436 0.1 0.000668003 -0.0111092 nan 0.0 nan \n", - "subject5 1 2 0 9 0.0766105 3.87867 0.2 nan None 0.440071 10835000000000 nan 4.97368 0.173333 0.000401003 nan nan 0.0 nan \n", - "subject5 1 2 0 10 11.194 5.10249 0.99 nan None 0.5 98.8003 0.0206255 3.76673 0.944667 0.0301297 0.0505288 4.49 7.73 nan \n", - "subject5 1 2 0 11 9.22861 4.54963 0.99 nan None 0.399919 70.3693 0.0228612 4.03329 0.897333 0.0150244 0.0505288 5.41 12.02 nan \n", - "subject5 1 2 0 12 11.026 -1.0 0.99 nan None 0.0520832 106.301 0.00174386 5.16121 0.987333 0.00956739 -0.0188459 7.08 10.55 nan \n", - "subject5 1 2 0 14 26.8137 6.09389 0.99 nan None 0.00154075 184.345 9.28389e-09 9.64906 1.0 0.0 0.188512 0.7 1.45 nan \n", - " ...\n", - " (Total: 336)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "key = {\"subject\": \"subject5\", \"insertion_number\": 2}\n", - "\n", - "query = ephys.QualityMetrics.Cluster & key\n", - "query" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "# Plotting function\n", - "\n", - "def plot_metric(ax, data, bins, x_axis_label=None, title=None, color='k', max_value=-1):\n", - " \"\"\"A function modified from https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html\n", - " \"\"\"\n", - " from scipy.ndimage import gaussian_filter1d\n", - " # Plot data\n", - " h, b = np.histogram(data, bins=bins, density=True)\n", - " x = b[:-1]\n", - " y = gaussian_filter1d(h, 1)\n", - "\n", - " ax.plot(x, y, color=color)\n", - " ax.set_xlabel(x_axis_label)\n", - " ax.set_title(title)\n", - " ax.get_yaxis().set_visible(False)\n", - " [ax.spines[loc].set_visible(False) for loc in ['right', 'top', 'left']]\n", - " ax.set_ylim([0, None])" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Histograms of following representative metrics will be plotted. \n", - "\n", - "- `Firing rates (Hz)` : Total number of spikes / time in seconds \n", - "\n", - "- `Presence ratio` : The proportion of time during a session that a unit is spiking, ranging from 0 to 0.99.\n", - "\n", - "- `Amplitude cut-off`: The false negative rate of a unit measured by the degree to which its distribution of spike amplitudes is truncated, indicating the fraction of missing spikes. An amplitude cutoff of 0.1 indicates approximately 10% missing spikes.\n", - "\n", - "- `L-ratio` : A metric to quantify the distribution of spike distances from a cluster. A low L-ratio indicates that there is a relatively low number of non-member spikes around the target cluster. \n", - "\n", - "- `Signal-to-noise ratio`: The ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on a given channel.\n", - "\n", - "- `Isolation distance`: A metric that uses the principal components (PCs) of a unit's waveforms, which are projected into a lower-dimensional PC space after spike sorting. This quantifies how well-isolated the unit is from other potential clusters.\n", - "\n", - "- `D-prime`: A metric calculated from waveform principal components using linear discriminant analysis. This measures the separability of one unit's PC cluster from all the others, with a higher d-prime value indicating better isolation of the unit.\n", - "\n", - "- `Nearest-neighbors hit rate`: This measures the fraction of nearest neighbors for one unit's waveform principal components that fall within the same cluster.\n", - "\n", - "#### For more detailed explanation, please visit the following references:\n", - "- https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html\n", - "\n", - "- https://elifesciences.org/articles/61834" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the results\n", - "fig, axes = plt.subplots(2, 4, figsize=(12, 5))\n", - "axes = axes.flatten()\n", - "plt.suptitle(key, y=.99, fontsize=12)\n", - "\n", - "# # Firing Rates\n", - "data = np.log10(query.fetch(\"firing_rate\"))\n", - "bins = np.linspace(-3,2,100)\n", - "plot_metric(axes[0], data, bins, title=\"Firing Rate (log$_{10}$)\")\n", - "\n", - "# Presence Ratio\n", - "data = query.fetch(\"presence_ratio\")\n", - "bins = np.linspace(0, 1, 100)\n", - "plot_metric(axes[1], data, bins, title=\"Presence Ratio\")\n", - "\n", - "# Amplitude Cutoff\n", - "data = query.fetch(\"amplitude_cutoff\")\n", - "bins = np.linspace(0, 0.5, 200)\n", - "plot_metric(axes[2], data, bins, title=\"Amplitude Cutoff\")\n", - "\n", - "# ISI violation\n", - "data = query.fetch(\"l_ratio\")\n", - "bins = np.linspace(0, 1, 100)\n", - "plot_metric(axes[3], data, bins, title=\"L-Ratio\")\n", - "\n", - "# Signal-to-noise ratio\n", - "data = query.fetch(\"snr\")\n", - "bins = np.linspace(0, 10, 100)\n", - "plot_metric(axes[4], data, bins, title=\"SNR\")\n", - "\n", - "# Isolation Distance\n", - "data = query.fetch(\"isolation_distance\")\n", - "bins = np.linspace(0, 170, 50)\n", - "plot_metric(axes[5], data, bins, title=\"Isolation Distance\")\n", - "\n", - "# d-Prime\n", - "data = query.fetch(\"d_prime\")\n", - "bins = np.linspace(0, 15, 50)\n", - "plot_metric(axes[6], data, bins, title=\"d-Prime\")\n", - "\n", - "# d Prime\n", - "data = query.fetch(\"nn_hit_rate\")\n", - "bins = np.linspace(0, 1, 100)\n", - "plot_metric(axes[7], data, bins, title=\"Nearest-Neighbors Hit Rate\")\n", - "\n", - "plt.tight_layout()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "python3p10", - "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": "3.9.16" - }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "ff52d424e56dd643d8b2ec122f40a2e279e94970100b4e6430cb9025a65ba4cf" - } - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/notebooks/tutorial_qc.ipynb b/notebooks/tutorial_qc.ipynb new file mode 100644 index 0000000..72db495 --- /dev/null +++ b/notebooks/tutorial_qc.ipynb @@ -0,0 +1,635 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Quality Metrics\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Element also offers Quality Metric visualizations. These are generated using `metrics.csv` generated from kilosort." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "\n", + "if os.path.basename(os.getcwd()) == \"notebooks\":\n", + " os.chdir(\"..\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import datajoint as dj\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import seaborn as sns\n", + "from workflow_array_ephys.pipeline import ephys, probe, ephys_report" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, ensure your `QualityMetrics` table is populated with this data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ephys.QualityMetrics.populate()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Histograms of following representative metrics will be plotted. \n", + "\n", + "- `Firing rates (Hz)` : Total number of spikes / time in seconds \n", + "\n", + "- `Presence ratio` : The proportion of time during a session that a unit is spiking, ranging from 0 to 0.99.\n", + "\n", + "- `Amplitude cut-off`: The false negative rate of a unit measured by the degree to which its distribution of spike amplitudes is truncated, indicating the fraction of missing spikes. An amplitude cutoff of 0.1 indicates approximately 10% missing spikes.\n", + "\n", + "- `L-ratio` : A metric to quantify the distribution of spike distances from a cluster. A low L-ratio indicates that there is a relatively low number of non-member spikes around the target cluster. \n", + "\n", + "- `Signal-to-noise ratio`: The ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on a given channel.\n", + "\n", + "- `Isolation distance`: A metric that uses the principal components (PCs) of a unit's waveforms, which are projected into a lower-dimensional PC space after spike sorting. This quantifies how well-isolated the unit is from other potential clusters.\n", + "\n", + "- `D-prime`: A metric calculated from waveform principal components using linear discriminant analysis. This measures the separability of one unit's PC cluster from all the others, with a higher d-prime value indicating better isolation of the unit.\n", + "\n", + "- `Nearest-neighbors hit rate`: This measures the fraction of nearest neighbors for one unit's waveform principal components that fall within the same cluster.\n", + "\n", + "#### For more detailed explanation, please visit the following references:\n", + "- https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html\n", + "\n", + "- https://elifesciences.org/articles/61834" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll grab an example key for demonstration.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " Cluster metrics for a particular unit\n", + "
\n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
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subject

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session_id

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insertion_number

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paramset_idx

\n", + " \n", + "
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unit

\n", + " \n", + "
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firing_rate

\n", + " (Hz) firing rate for a unit\n", + "
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snr

\n", + " signal-to-noise ratio for a unit\n", + "
\n", + "

presence_ratio

\n", + " fraction of time in which spikes are present\n", + "
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isi_violation

\n", + " rate of ISI violation as a fraction of overall rate\n", + "
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number_violation

\n", + " total number of ISI violations\n", + "
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amplitude_cutoff

\n", + " estimate of miss rate based on amplitude histogram\n", + "
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isolation_distance

\n", + " distance to nearest cluster in Mahalanobis space\n", + "
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l_ratio

\n", + " \n", + "
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d_prime

\n", + " Classification accuracy based on LDA\n", + "
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nn_hit_rate

\n", + " Fraction of neighbors for target cluster that are also in target cluster\n", + "
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nn_miss_rate

\n", + " Fraction of neighbors outside target cluster that are in target cluster\n", + "
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silhouette_score

\n", + " Standard metric for cluster overlap\n", + "
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max_drift

\n", + " Maximum change in spike depth throughout recording\n", + "
\n", + "

cumulative_drift

\n", + " Cumulative change in spike depth throughout recording\n", + "
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contamination_rate

\n", + " \n", + "
subject512000.3270685.17410.59nanNone0.536.74210.02098724.361620.2942940.000541770.035863.895.27nan
subject512022.165724.288180.94nanNone0.557.13090.003292595.038510.9796380.0003138730.09733278.2712.48nan
subject512036.600294.638470.99nanNone0.590.41760.0004105896.43740.9980.0004697040.07334263.239.03nan
subject512040.5333274.562490.74nanNone0.536.70830.02656552.55440.2592590.00423141-0.002080768.6617.43nan
subject512052.298315.106610.84nanNone0.01495657.80810.01430534.58770.9706670.002916610.090333113.1513.75nan
subject512069.040033.752380.99nanNone0.561.09420.09333963.192360.8180.03372240.05453044.726.43nan
subject512070.07071733.801210.19nanNone0.5690342000000000.0nan3.234360.10.000668003-0.0111092nan0.0nan
subject512090.07661053.878670.2nanNone0.4400711083500000000000.0nan4.973680.1733330.000401003nannan0.0nan
subject51201011.1945.102490.99nanNone0.598.80030.02062553.766730.9446670.03012970.05052884.497.73nan
subject5120119.228614.549630.99nanNone0.39991970.36930.02286124.033290.8973330.01502440.05052885.4112.02nan
subject51201211.026-1.00.99nanNone0.0520832106.3010.001743865.161210.9873330.00956739-0.01884597.0810.55nan
subject51201426.81376.093890.99nanNone0.00154075184.3459.28389e-099.649061.00.00.1885120.71.45nan
\n", + "

...

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Total: 336

\n", + " " + ], + "text/plain": [ + "*subject *session_id *insertion_num *paramset_idx *unit firing_rate snr presence_ratio isi_violation number_violati amplitude_cuto isolation_dist l_ratio d_prime nn_hit_rate nn_miss_rate silhouette_sco max_drift cumulative_dri contamination_\n", + "+----------+ +------------+ +------------+ +------------+ +------+ +------------+ +---------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +---------+ +------------+ +------------+ +------------+ +-----------+ +------------+ +------------+\n", + "subject5 1 2 0 0 0.327068 5.1741 0.59 nan None 0.5 36.7421 0.0209872 4.36162 0.294294 0.00054177 0.03586 3.89 5.27 nan \n", + "subject5 1 2 0 2 2.16572 4.28818 0.94 nan None 0.5 57.1309 0.00329259 5.03851 0.979638 0.000313873 0.0973327 8.27 12.48 nan \n", + "subject5 1 2 0 3 6.60029 4.63847 0.99 nan None 0.5 90.4176 0.000410589 6.4374 0.998 0.000469704 0.0733426 3.23 9.03 nan \n", + "subject5 1 2 0 4 0.533327 4.56249 0.74 nan None 0.5 36.7083 0.0265655 2.5544 0.259259 0.00423141 -0.00208076 8.66 17.43 nan \n", + "subject5 1 2 0 5 2.29831 5.10661 0.84 nan None 0.014956 57.8081 0.0143053 4.5877 0.970667 0.00291661 0.0903331 13.15 13.75 nan \n", + "subject5 1 2 0 6 9.04003 3.75238 0.99 nan None 0.5 61.0942 0.0933396 3.19236 0.818 0.0337224 0.0545304 4.72 6.43 nan \n", + "subject5 1 2 0 7 0.0707173 3.80121 0.19 nan None 0.5 69034200000000 nan 3.23436 0.1 0.000668003 -0.0111092 nan 0.0 nan \n", + "subject5 1 2 0 9 0.0766105 3.87867 0.2 nan None 0.440071 10835000000000 nan 4.97368 0.173333 0.000401003 nan nan 0.0 nan \n", + "subject5 1 2 0 10 11.194 5.10249 0.99 nan None 0.5 98.8003 0.0206255 3.76673 0.944667 0.0301297 0.0505288 4.49 7.73 nan \n", + "subject5 1 2 0 11 9.22861 4.54963 0.99 nan None 0.399919 70.3693 0.0228612 4.03329 0.897333 0.0150244 0.0505288 5.41 12.02 nan \n", + "subject5 1 2 0 12 11.026 -1.0 0.99 nan None 0.0520832 106.301 0.00174386 5.16121 0.987333 0.00956739 -0.0188459 7.08 10.55 nan \n", + "subject5 1 2 0 14 26.8137 6.09389 0.99 nan None 0.00154075 184.345 9.28389e-09 9.64906 1.0 0.0 0.188512 0.7 1.45 nan \n", + " ...\n", + " (Total: 336)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "key = {\"subject\": \"subject5\", \"insertion_number\": 2}\n", + "\n", + "query = ephys.QualityMetrics.Cluster & key\n", + "query" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [], + "source": [ + "# Plotting function\n", + "def plot_metric(ax, data, bins, x_axis_label=None, title=None, color='k', max_value=-1, smoothing=True, density=False):\n", + " \"\"\"A function modified from https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html\n", + " \"\"\"\n", + " from scipy.ndimage import gaussian_filter1d\n", + " if any(data) and np.nansum(data) :\n", + " # Plot data\n", + " h, b = np.histogram(data, bins=bins, density=density)\n", + " x = b[:-1]\n", + "\n", + " y = gaussian_filter1d(h, 1) if smoothing else h\n", + "\n", + " ax.plot(x, y, color=color)\n", + " ax.set_xlabel(x_axis_label)\n", + " ax.set_ylim([0, None])\n", + " ax.set_title(title)\n", + " sns.despine()" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the results\n", + "fig, axes = plt.subplots(4, 4, figsize=(12, 9))\n", + "axes = axes.flatten()\n", + "plt.suptitle(f\"Cluster Quality Metrics for {key}\", y=.99, fontsize=12)\n", + "\n", + "# Firing Rates\n", + "data = np.log10(query.fetch(\"firing_rate\"))\n", + "bins = np.linspace(-3,2,100)\n", + "plot_metric(axes[0], data, bins, title=\"Firing Rate (log$_{10}$)\")\n", + "axes[0].set_ylabel(\"Count\")\n", + "\n", + "# Signal-to-Noise Ratio\n", + "data = query.fetch(\"snr\")\n", + "bins = np.linspace(0, 10, 100)\n", + "plot_metric(axes[1], data, bins, title=\"SNR\")\n", + "\n", + "# Presence Ratio\n", + "data = query.fetch(\"presence_ratio\")\n", + "bins = np.linspace(0, 1, 100)\n", + "plot_metric(axes[2], data, bins, title=\"Presence Ratio\")\n", + "\n", + "# ISI Violation\n", + "data = query.fetch(\"isi_violation\")\n", + "bins = np.linspace(0, 1, 100)\n", + "plot_metric(axes[3], data, bins, title=\"ISI Violation\")\n", + "\n", + "# Number Violation\n", + "data = query.fetch(\"number_violation\")\n", + "bins = np.linspace(0, 1, 100)\n", + "plot_metric(axes[4], data, bins, title=\"Number violation\")\n", + "axes[4].set_ylabel(\"Count\")\n", + "\n", + "# Amplitude Cutoff\n", + "data = query.fetch(\"amplitude_cutoff\")\n", + "bins = np.linspace(0, 0.5, 100)\n", + "plot_metric(axes[5], data, bins, title=\"Amplitude cutoff\")\n", + "\n", + "# Isolation Distance\n", + "data = query.fetch(\"isolation_distance\")\n", + "bins = np.linspace(0, 170, 50)\n", + "plot_metric(axes[6], data, bins, title=\"Isolation Distance\")\n", + "\n", + "# Amplitude Cutoff\n", + "data = query.fetch(\"l_ratio\")\n", + "bins = np.linspace(0, 1, 100)\n", + "plot_metric(axes[7], data, bins, title=\"L-Ratio\")\n", + "\n", + "# d-Prime\n", + "data = query.fetch(\"d_prime\")\n", + "bins = np.linspace(0, 15, 50)\n", + "plot_metric(axes[8], data, bins, title=\"d-Prime\")\n", + "axes[8].set_ylabel(\"Count\")\n", + "\n", + "# Nearest-Neighbor Hit Rate\n", + "data = query.fetch(\"nn_hit_rate\")\n", + "bins = np.linspace(0, 1, 100)\n", + "plot_metric(axes[9], data, bins, title=\"Nearest Neighbor Hit Rate\")\n", + "\n", + "# Nearest-Neighbor Miss Rate\n", + "data = query.fetch(\"nn_miss_rate\")\n", + "bins = np.linspace(0, 1, 100)\n", + "plot_metric(axes[10], data, bins, title=\"Nearest Neighbor Miss Rate\")\n", + "\n", + "# Silhouette Score\n", + "data = query.fetch(\"silhouette_score\")\n", + "bins = np.linspace(0, 1, 100)\n", + "plot_metric(axes[11], data, bins, title=\"Silhouette Score\")\n", + "\n", + "# Max Drift\n", + "data = query.fetch(\"max_drift\")\n", + "bins = np.linspace(0, 100, 100)\n", + "plot_metric(axes[12], data, bins, title=\"max_drift\")\n", + "\n", + "# Contamination Rate\n", + "data = query.fetch(\"contamination_rate\")\n", + "bins = np.linspace(0, 100, 100)\n", + "plot_metric(axes[13], data, bins, title=\"Contamination Rate\")\n", + "axes[14].remove()\n", + "axes[15].remove()\n", + "plt.tight_layout()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python3p10", + "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": "3.9.16" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "ff52d424e56dd643d8b2ec122f40a2e279e94970100b4e6430cb9025a65ba4cf" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From e7dc31996b005f262ca50b0bb2cbabc9d95a358f Mon Sep 17 00:00:00 2001 From: JaerongA Date: Wed, 29 Mar 2023 19:20:33 -0500 Subject: [PATCH 04/39] add waveform metrics --- notebooks/tutorial_qc.ipynb | 391 +++++++++++++++++++++++++++++++++++- 1 file changed, 384 insertions(+), 7 deletions(-) diff --git a/notebooks/tutorial_qc.ipynb b/notebooks/tutorial_qc.ipynb index 72db495..145e57f 100644 --- a/notebooks/tutorial_qc.ipynb +++ b/notebooks/tutorial_qc.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -62,7 +62,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Histograms of following representative metrics will be plotted. \n", + "#### Histograms of following representative cluster metrics will be plotted. \n", "\n", "- `Firing rates (Hz)` : Total number of spikes / time in seconds \n", "\n", @@ -95,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -468,7 +468,7 @@ " (Total: 336)" ] }, - "execution_count": 5, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -482,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -507,12 +507,12 @@ }, { "cell_type": "code", - "execution_count": 158, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -594,6 +594,7 @@ "data = query.fetch(\"max_drift\")\n", "bins = np.linspace(0, 100, 100)\n", "plot_metric(axes[12], data, bins, title=\"max_drift\")\n", + "axes[12].set_ylabel(\"Count\")\n", "\n", "# Contamination Rate\n", "data = query.fetch(\"contamination_rate\")\n", @@ -603,6 +604,382 @@ "axes[15].remove()\n", "plt.tight_layout()" ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Quality metrics for unit waveforms" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " Waveform metrics for a particular unit\n", + "
\n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "

subject

\n", + " \n", + "
\n", + "

session_id

\n", + " \n", + "
\n", + "

insertion_number

\n", + " \n", + "
\n", + "

paramset_idx

\n", + " \n", + "
\n", + "

unit

\n", + " \n", + "
\n", + "

amplitude

\n", + " (uV) absolute difference between waveform peak and trough\n", + "
\n", + "

duration

\n", + " (ms) time between waveform peak and trough\n", + "
\n", + "

halfwidth

\n", + " (ms) spike width at half max amplitude\n", + "
\n", + "

pt_ratio

\n", + " absolute amplitude of peak divided by absolute amplitude of trough relative to 0\n", + "
\n", + "

repolarization_slope

\n", + " the repolarization slope was defined by fitting a regression line to the first 30us from trough to peak\n", + "
\n", + "

recovery_slope

\n", + " the recovery slope was defined by fitting a regression line to the first 30us from peak to tail\n", + "
\n", + "

spread

\n", + " (um) the range with amplitude above 12-percent of the maximum amplitude along the probe\n", + "
\n", + "

velocity_above

\n", + " (s/m) inverse velocity of waveform propagation from the soma toward the top of the probe\n", + "
\n", + "

velocity_below

\n", + " (s/m) inverse velocity of waveform propagation from the soma toward the bottom of the probe\n", + "
subject5120084.31170.3983250.302178nan0.366933-0.0239305160.0-0.04905480.343384
subject5120265.84820.8378560.521943nan0.0881166-0.0176806300.0-2.313750.177612
subject5120395.84590.5768840.41206nan0.230379-0.0498204180.01.1675-0.117732
subject5120481.96650.5356780.233501nan0.240963-0.0446715260.0-1.2328-0.122637
subject51205181.0820.5219430.20603nan0.631653-0.0834405140.00.0-0.480737
subject5120670.18110.4807370.288442nan0.213391-0.035104200.0-0.0981096-1.1675
subject5120782.32420.4807370.288442nan0.240359-0.0337325300.02.34645-3.15586
subject51209102.1330.5356780.315913nan0.26082-0.07484300.01.864080.492183
subject512010101.3681.5933nannan0.050584nan180.00.199642-0.137353
subject512011108.1120.5631490.302178nan0.31794-0.0590158220.00.372816-0.122637
subject512012116.7221.1263nannan0.00266924-0.00894626100.00.343384-0.686767
subject512014255.4330.2884420.343384nan1.11598-0.240008100.0-0.1373530.0
\n", + "

...

\n", + "

Total: 336

\n", + " " + ], + "text/plain": [ + "*subject *session_id *insertion_num *paramset_idx *unit amplitude duration halfwidth pt_ratio repolarization recovery_slope spread velocity_above velocity_below\n", + "+----------+ +------------+ +------------+ +------------+ +------+ +-----------+ +----------+ +-----------+ +----------+ +------------+ +------------+ +--------+ +------------+ +------------+\n", + "subject5 1 2 0 0 84.3117 0.398325 0.302178 nan 0.366933 -0.0239305 160.0 -0.0490548 0.343384 \n", + "subject5 1 2 0 2 65.8482 0.837856 0.521943 nan 0.0881166 -0.0176806 300.0 -2.31375 0.177612 \n", + "subject5 1 2 0 3 95.8459 0.576884 0.41206 nan 0.230379 -0.0498204 180.0 1.1675 -0.117732 \n", + "subject5 1 2 0 4 81.9665 0.535678 0.233501 nan 0.240963 -0.0446715 260.0 -1.2328 -0.122637 \n", + "subject5 1 2 0 5 181.082 0.521943 0.20603 nan 0.631653 -0.0834405 140.0 0.0 -0.480737 \n", + "subject5 1 2 0 6 70.1811 0.480737 0.288442 nan 0.213391 -0.035104 200.0 -0.0981096 -1.1675 \n", + "subject5 1 2 0 7 82.3242 0.480737 0.288442 nan 0.240359 -0.0337325 300.0 2.34645 -3.15586 \n", + "subject5 1 2 0 9 102.133 0.535678 0.315913 nan 0.26082 -0.07484 300.0 1.86408 0.492183 \n", + "subject5 1 2 0 10 101.368 1.5933 nan nan 0.050584 nan 180.0 0.199642 -0.137353 \n", + "subject5 1 2 0 11 108.112 0.563149 0.302178 nan 0.31794 -0.0590158 220.0 0.372816 -0.122637 \n", + "subject5 1 2 0 12 116.722 1.1263 nan nan 0.00266924 -0.00894626 100.0 0.343384 -0.686767 \n", + "subject5 1 2 0 14 255.433 0.288442 0.343384 nan 1.11598 -0.240008 100.0 -0.137353 0.0 \n", + " ...\n", + " (Total: 336)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "query = ephys.QualityMetrics.Waveform & key\n", + "query" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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kpqYKGxsbsWLFCiGEEK6uriIkJEQIIURcXJwwNTUVQ4cOlR//8uVLtXX6+fmJ8uXLy/djY2OFUqkU//vf/1T6zZs3TygUCnHv3j0hhBB3794VpqamYvbs2Sr9Ll++LMzMzFTap06dKgCI6Ohoue3JkyfCwsJCtGvXTqSnp8vtP/30kwAgli5dKre1atVKABCLFy9W2VZ4eLgAIJydnUVMTIzcPnHiRAFA1K5dW6Smpsrt77//vrCwsBCvXr1Sex0kYWFhAoAYPXp0tn2EEKJWrVrCyclJJcZWrVqp9QsICBDlypVTacv6d0hJSRE1atQQbdq0UWkvV66cCAgIkO8fOHBAABAHDhyQ2zp16qS2fiGE2LVrlwAgduzYoRa3pjizAiCCgoLE8+fPhYWFhfjjjz+EEEL8888/QqFQiLt376r9XTMyMkTFihWFn5+fyMjIUHm+np6e4r333pPb5s+fLwCI8PBwjds2MTERV69e1bhs6tSp8v2BAwcKExMTcebMGbW+Ugy1a9cWnTp1eutzzkp6f82fP1+l3d/fX1hYWIjbt2/LbY8fPxZ2dnaiZcuWctuyZcsEANG8eXORlpaWq20fOXJEABBLlizRqv93332n9hnLSoon62uu6X0lfea+/fZbuS05OVnUqVNHuLi4iJSUFCHEm9do2bJlcr+2bduKmjVrqnzOMjIyRNOmTUXFihXltilTpggAYuPGjWqxSn+7M2fOqK0/JwEBAdm+r97GwcFBBAUF5dgn62dSkvXzL72m7u7uIi4uTm5ft26dACC+//57lZgzf4alv/3KlStVtrFz506V9piYGGFnZycaNWokkpKSVPpm/vxlt48QQoimTZuKhQsXii1btojQ0FBRo0YNAUAsWrQox9chv7J7vapWrSqSk5Pl9u+//14AEJcvXxZCCHHhwgUBQKxfvz7bdefmuym77xYhhKhevbrGfWXWz0tKSopwcXERNWrUUPk7bNu2TQAQU6ZMkduk9+eMGTNU1lm3bl3h7e2d7XPSRIr9999/l9uSk5OFm5ub6Nmzp9yWl8/9qlWr5Lbr16/L++STJ0/K7dJ3TObPpvSd0LVrV5VtjRw5UgAQFy9eFELo7m+U0+uSFzdv3hSWlpbiww8/zLbP6NGjhaWlpcqxBRERERkPlpwiIiIyMlWrVkXx4sXluTEuXryIxMRE+Yrlpk2byldknzhxAunp6SrzZ2S+Ijg2NhZPnz5Fq1atcOfOHblch729PTp06IB169apXOG4du1aNG7cGGXLlgUAbNy4ERkZGejTpw+ePn0q39zc3FCxYkUcOHAgx+eyd+9epKSkYMyYMSpXoQ8dOhT29vb4559/VPorlcpsa1r37t1bvjIXgHyF/AcffKAygXSjRo2QkpKiVgYkM6nMRNYrTrOys7PLtiTF22T+O7x48QKxsbFo0aKFSmmb/PL19UWpUqWwcuVKue3KlSu4dOlSrurlFytWDO3bt8fq1asBvJ5guGnTpnI5pszCwsJw8+ZN9O/fH8+ePZPfE4mJiWjbti0OHz6s9ZWtrVq1QrVq1XLsk5GRgc2bN6NLly5qpdCAN+WaHB0dcfXqVZ3UPU9PT8fu3bvh7++vUpqtZMmS6N+/P44ePYq4uDiVxwwdOlRllExOEhIScPXqVcycORPm5uZo2bKlVo+TrmbesmWLzq4eNjMzw8cffyzft7CwwMcff4wnT57g3LlzGh/z/Plz7N+/H3369EF8fLz8Hnj27Bn8/Pxw8+ZN+fP3119/oXbt2vKIjcxyU2ors+XLl0MIkevRGcDr1/DUqVN4/PhxnratycCBA1X2Jb169ULJkiWxffv2bB+zfv16ODg44L333lPZt3p7e8PW1lbet+7Zswfx8fH4/PPP1eZ00Pb1O3bsGEaPHo2uXbti+PDhOHfuHGrUqIEvvvhCpbRhQRk0aJDK/BrSqJw7d+4AgLyf37VrF16+fKlxHbn9bsrpu0UbZ8+exZMnTzBy5EiVv0OnTp1QpUoVte8y4PVooMxatGghP8fcsLW1VdmfW1hYoGHDhnlaV+Z19uvXT75fuXJlODo6omrVqiqjz6T/a9qWNOJTMmrUKACQ3/f6/BsdPHgwT6MzXr58id69e8PKygpff/11tv1atWqFV69eYcqUKbh79y6Sk5NzvS0iIiLSHyY0iIiIjIxCoUDTpk3luTKOHTsGFxcXVKhQAYBqQkP6N3NC49ixY/D19YWNjQ0cHR3h7Ows16LOXH+8b9++ePDgAU6cOAEAuH37Ns6dO4e+ffvKfW7evAkhBCpWrAhnZ2eV27Vr1+SJwLNz7949AK9PlmRmYWGB8uXLy8sl7u7u2U4kKyVZJNJJrzJlymhs11SHXiKdfHxbsiI+Ph4uLi459snOtm3b0LhxY1haWsLJyQnOzs4IDQ1VqwGfHyYmJhgwYAA2b94sn/hbuXIlLC0t0bt371ytq3///tizZw/u37+PzZs3Z1uORkoYBAQEqL0nfvvtNyQnJ2v9HLMr95VZdHQ04uLisp3LQzJjxgzExMSgUqVKqFmzJj799FNcunRJqzg0bfPly5dq71vgdcIxIyNDrQa8Ns9FEhwcjBo1auDgwYNYvny5/Nl+m759+6JZs2YYMmQIXF1d0a9fP6xbty5fyY1SpUqpTWBeqVIlAFCrxy+5desWhBCYPHmy2ntAmktH2jfcvn37rX+7gjRv3jxcuXIFZcqUQcOGDTFt2rR8nRgGgIoVK6rcVygUqFChQravH/D6cxQbGwsXFxe11zAhIUHl9QOg09fQwsICwcHBiImJyTZppU9Z9+XFihUD8Gaf7enpiXHjxuG3335DiRIl4Ofnh5CQEJX9Sm6/m3L6btFGdt9lAFClShW17zJLS0uV8nrS88zpeyk7pUuXVkte5XVdOa3TwcEhV9+nWd/3Xl5eMDExkd/3Bf03epv09HT069cP//77LzZs2IBSpUpl27d79+4YN24c5syZA09PTznZT0RERMaBc2gQEREZoebNm+Pvv//G5cuX5fkzJE2bNsWnn36KR48e4ejRoyhVqpR8Ffnt27fRtm1bVKlSBQsWLECZMmVgYWGB7du347vvvlM58dmlSxdYW1tj3bp1aNq0KdatWwcTExOVE+EZGRlQKBTYsWOHxqvPs9Zpz6+c6s1nd/V7du05Xb1ZsWJFmJmZ5XjCOzk5GTdu3EDDhg3lNoVCoXG9WSd6PXLkCLp27YqWLVti0aJFKFmyJMzNzbFs2TK1ybfza+DAgZg/fz42b96M999/H6tWrULnzp1VRrNoo2vXrlAqlQgICEBycjL69OmjsZ/0Hpo/fz7q1KmjsY+274uc/t651bJlS9y+fRtbtmzB7t278dtvv+G7777D4sWLMWTIEJ1tJzu5eS4TJkyAn58f5s2bhxEjRqB58+ZqJ3mz28bhw4dx4MAB/PPPP9i5cyfWrl2LNm3aYPfu3TA1Nc32qv3cTkacE+k9MH78ePj5+Wnso22SpqD16dMHLVq0wKZNm7B7927Mnz8fc+fOxcaNG+X5CHJ6DbUdhfM2GRkZcHFxURldlVnWk+G6Jp24fv78uV63o4k2++xvv/0WgYGB8uf5k08+kedqKF26dK6/m3S5r9GGrt4nOa0r8+uV28+9Lr9Ps4vB2P5GQ4cOxbZt27By5Uq0adMmx7579uzBwoUL0bdvX/Tr109tziQiIiIyLCY0iIiIjJA04uLo0aM4duwYxowZIy/z9vaGUqnEwYMHcerUKXTs2FFe9vfffyM5ORlbt25VOUGqqTSUjY0NOnfujPXr12PBggVYu3YtWrRooXLVopeXF4QQ8PT0lK/azg2pZNGNGzdUSvekpKQgPDwcvr6+uV6nLlhbW6Nt27bYu3cv7t27p7G00rp165CcnKyS4ClWrJjGq7mzXp37119/wdLSErt27YJSqZTbly1blqd4cyotU6NGDdStWxcrV65E6dKlcf/+ffz444+53oaVlRX8/f3x559/okOHDvIk3ll5eXkBeF227G1/v7yWFMrM2dkZ9vb2uHLlylv7Ojk5YdCgQRg0aBASEhLQsmVLTJs2LdcJDWdnZ1hbW+PGjRtqy65fvw4TExO1K5lzo1q1aqhWrRpKliyJ1q1bY8+ePRg8eLBWjzUxMUHbtm3Rtm1bLFiwAF999RW+/PJLHDhwAL6+vvLV7jExMSqPy/oelTx+/BiJiYkqozT+++8/AMi2pJP0WTY3N3/re8DLy+utfztdvE9yo2TJkhg5ciRGjhyJJ0+eoF69epg9e7ac0ChWrJja6we8fg0z78ckWcucCSFw69Yt1KpVK9sYvLy8sHfvXjRr1izHE7nS5+3KlSs5Joly+xpK+zF9J07yo2bNmqhZsyYmTZqE48ePo1mzZli8eDFmzZqV7+8mibavW+bvsqwnw2/cuKHxO6Qg5fZzrws3b95UGZl269YtZGRkyPsNXf2NdOHTTz/FsmXLsHDhQrz//vtv7b9t2zZYWFhgxYoVKt/hREREZBxYcoqIiMgI1a9fH5aWlli5ciUePXqkMkJDqVSiXr16CAkJQWJiokq5KekqyMxXU8bGxmZ7Ir1v3754/PgxfvvtN1y8eFGl3BQA9OjRA6amppg+fbraFZpCCDx79izH5+Hr6wsLCwv88MMPKo9fsmQJYmNj0alTp7e8EvozadIkCCEQGBioVkc+PDwcEyZMQJkyZfDhhx/K7V5eXrh+/Tqio6PltosXL8qlvyTSlfKZr469e/cuNm/enKdYbWxscizj9OGHH2L37t1YuHAhihcvLp+Yza3x48dj6tSpmDx5crZ9vL294eXlhW+++QYJCQlqyzO/NtJJck0nh7VlYmICf39//P333zh79qzacul9lfW9aGtriwoVKuSp9rmpqSnatWuHLVu2qJQNioqKwqpVq9C8eXPY29vner1ZSUlHbV8fTVfTS6NkpOcpnQA/fPiw3Cc9PR2//PKLxnWmpaXh559/lu+npKTg559/hrOzM7y9vTU+xsXFBT4+Pvj5558RERGhtjzze6Bnz564ePEiNm3apNZP+tvl9n0SERGB69evIzU1Vav+kvT0dLXPkYuLC0qVKqXyPvHy8sLJkyeRkpIit23btk2tzJjk999/Vylft2HDBkREROT4OezTpw/S09Mxc+ZMtWVpaWnya9GuXTvY2dlhzpw5ePXqlUq/zPvU7PYRmf8Wkvj4eCxcuBAlSpTI9m9sSHFxcUhLS1Npq1mzJkxMTOS/U36/myQ2NjZave/q168PFxcXLF68WOW9smPHDly7ds2g32VA7j/3uhASEqJyX0qkS+97Xf2NNLl//z6uX7+uVd/58+fjm2++wRdffIHRo0dr9Zi4uDg4OzszmUFERGSkOEKDiIjICFlYWKBBgwY4cuQIlEql2kmnpk2b4ttvvwWgOn9Gu3btYGFhgS5duuDjjz9GQkICfv31V7i4uGg88dixY0fY2dlh/PjxMDU1Rc+ePVWWe3l5YdasWZg4cSLu3r0Lf39/2NnZITw8HJs2bcKwYcMwfvz4bJ+Hs7MzJk6ciOnTp6N9+/bo2rUrbty4gUWLFqFBgwa5mrha15o3b47vvvsOY8aMQa1atRAYGIiSJUvi+vXr+PXXX2FiYoLNmzfLEzEDwEcffYQFCxbAz88PgwcPxpMnT7B48WJUr15dZZLoTp06YcGCBWjfvj369++PJ0+eICQkBBUqVMjTvA7e3t5Yu3Ytxo0bhwYNGsDW1hZdunSRl/fv3x8TJkzApk2bMGLECJibm+fpNalduzZq166dYx8TExP89ttv6NChA6pXr45BgwbB3d0djx49woEDB2Bvb4+///5bjhsAvvzyS/Tr1w/m5ubo0qWL2pwNb/PVV19h9+7daNWqFYYNG4aqVasiIiIC69evx9GjR+Ho6Ihq1arBx8cH3t7ecHJywtmzZ7FhwwYEBwfn6bWYNWsW9uzZg+bNm2PkyJEwMzPDzz//jOTkZMybNy9P68zKxOT1tUXaTm47Y8YMHD58GJ06dUK5cuXw5MkTLFq0CKVLl5b3A9WrV0fjxo0xceJEPH/+HE5OTlizZo3aCWJJqVKlMHfuXNy9exeVKlXC2rVrERYWhl9++SXH91FISAiaN2+OmjVrYujQoShfvjyioqJw4sQJPHz4EBcvXgTw+sroDRs2oHfv3vjoo4/g7e2N58+fY+vWrVi8eDFq164NLy8vODo6YvHixbCzs4ONjQ0aNWqU7bwkEydOxIoVKxAeHp6ricHj4+NRunRp9OrVC7Vr14atrS327t2LM2fOyPtTABgyZAg2bNiA9u3bo0+fPrh9+zb+/PNP+aRxVk5OTmjevDkGDRqEqKgoLFy4EBUqVMDQoUOzjaVVq1b4+OOPMWfOHISFhaFdu3YwNzfHzZs3sX79enz//ffo1asX7O3t8d1332HIkCFo0KAB+vfvj2LFiuHixYt4+fIlVqxYASD7fURISAg2b96MLl26oGzZsoiIiMDSpUtx//59/PHHH2+dsyAwMDBPr3V+7N+/H8HBwejduzcqVaqEtLQ0/PHHHyrfUfn9bpJ4e3sjNDQUs2bNQoUKFeDi4qKxHJG5uTnmzp2LQYMGoVWrVnj//fcRFRWF77//Hh4eHhg7dqzOX4fcyO3nXhfCw8PRtWtXtG/fHidOnMCff/6J/v37y98huvobaTJw4EAcOnTorfvOTZs2YcKECahYsSKqVq2KP//8U2X5e++9B1dXV7XHCSHk/TMREREZIUFERERGaeLEiQKAaNq0qdqyjRs3CgDCzs5OpKWlqSzbunWrqFWrlrC0tBQeHh5i7ty5YunSpQKACA8PV1vXgAEDBADh6+ubbSx//fWXaN68ubCxsRE2NjaiSpUqIigoSNy4cUPuM3XqVAFAREdHqz3+p59+ElWqVBHm5ubC1dVVjBgxQrx48UKlT6tWrUT16tXVHhseHi4AiPnz56u0HzhwQAAQ69evV2lftmyZACDOnDmT7fPJ7MiRI6Jbt26iRIkSQqFQCADCxcVFREREaOz/559/ivLlywsLCwtRp04dsWvXLhEQECDKlSun0m/JkiWiYsWKQqlUiipVqohly5bJr1Fm5cqVEwEBAWrP68CBA3JbQkKC6N+/v3B0dBQA1LYlhBAdO3YUAMTx48e1et5CCAFABAUF5dgnu7/rhQsXRI8ePUTx4sWFUqkU5cqVE3369BH79u1T6Tdz5kzh7u4uTExMVN6DOW0bgJg6dapK271798TAgQOFs7OzUCqVonz58iIoKEgkJycLIYSYNWuWaNiwoXB0dBRWVlaiSpUqYvbs2SIlJSXH55fd+0sIIc6fPy/8/PyEra2tsLa2Fq1bt1Z7fXP7fsvs/v37AoCYOXOmVv337dsnunXrJkqVKiUsLCxEqVKlxPvvvy/+++8/lX63b98Wvr6+QqlUCldXV/HFF1+IPXv2qL2vpM/c2bNnRZMmTYSlpaUoV66c+Omnn1TWJ71Gy5YtU9vOwIEDhZubmzA3Nxfu7u6ic+fOYsOGDSr9nj17JoKDg4W7u7uwsLAQpUuXFgEBAeLp06dyny1btohq1aoJMzMzjdvKLCAgINv9WU6Sk5PFp59+KmrXri3s7OyEjY2NqF27tli0aJFa32+//Va4u7sLpVIpmjVrJs6ePStatWolWrVqJfeRPqurV68WEydOFC4uLsLKykp06tRJ3Lt3Ty1mTZ/bX375RXh7ewsrKythZ2cnatasKSZMmCAeP36s0m/r1q2iadOmwsrKStjb24uGDRuK1atXy8uz20fs3r1bvPfee/LfyNHRUbRr107tc5qdnj17CisrK7X9tTaye72y7rOzvr/u3LkjPvroI+Hl5SUsLS2Fk5OTaN26tdi7d6/aNrT5bsruu0UIISIjI0WnTp2EnZ2dACDHq2k/LIQQa9euFXXr1hVKpVI4OTmJAQMGiIcPH6r0CQgIEDY2Nmrb0rT/f5vsYtf0fsrt5z6rcuXKiU6dOqm1Z91XS8/j33//Fb169RJ2dnaiWLFiIjg4WCQlJak9Pr9/I01atWql1WspxZrdLevfV9KnTx/h5eWldTxERERUsBRCaHlJGBEREdE7YObMmZgyZQq+/PJLzJo1y9DhaK179+64fPkybt26ZehQSEvJycmws7ND3bp1sWzZMri7u+d6MveCcPv2bVSoUAF//PGHQUdVFWYffvghTpw4Ueg+n66urhg4cCDmz59v6FCI9C46OloeTVKhQgUcOnTI0CERERGRBhxHSURERJTJ5MmTMXz4cMyePVuv9cd1KSIiAv/884/KfB9k/JRKJcaMGYPTp0+jevXq6Natm6FD0kgqV5fdRPH0dhEREYXu9bt69SqSkpLw2WefGToUogLh4uKChg0b4vnz5xgzZoyhwyEiIqJscIQGERERUSEVHh6OY8eO4bfffsOZM2dw+/ZtuLm5GTosyqWoqCjcunULVlZWqFevnqHDUbF06VIsXboUFy5cwKNHj1TmlKG3u3TpEjZv3oxZs2bh008/xezZsw0dEhmB58+fq0w6n5WpqSmcnZ0LMCICgH379sHOzg7VqlWDra2tocMhIiKibHBScCIiIqJC6tChQxg0aBDKli2LFStWMJlRSLm6umqcmNYYDBs2DJUqVcL69euZzMiDjRs34scff0S/fv0wceJEQ4dDRqJHjx45ljMqV64c7t69W3ABEQCgbdu2hg6BiIiItMARGkREREREREQF5Ny5c3jx4kW2y62srNCsWbMCjIiIiIio8GBCg4iIiIiIiIiIiIiIjB4nBSciIiIiIiIiIiIiIqPHhAYRERERERERERERERk9JjSIiIiIiIiIiIiIiMjoMaFBRERERERERERERERGjwkNIiIiIiIiIiIiIiIyekxoEBERERERERERERGR0WNCg4iIiIiIiIiIiIiIjB4TGkREREREREREREREZPSY0CAiIiIiIiIiIiIiIqPHhAYRERERERERERERERk9JjSIiIiIiIiIiIiIiMjoMaFBRERERERERERERERGjwkNIiIiIiIiIiIiIiIyekxoEBERERERERERERGR0WNCg4iIiIiIiIiIiIiIjB4TGkREREREREREREREZPSY0CAiIiIiIiIiIiIiIqPHhAYRERERERERERERERk9JjSIiIiIiIiIiIiIiMjoMaFBRERERERERERERERGjwkNIiIiIiIiIiIiIiIyekxoEBERERERERERERGR0WNCg4iIiIiIiIiIiIiIjB4TGkREREREREREREREZPSY0CAiIiIiIiIiIiIiIqPHhAbpzfLly6FQKHD37l2N9/Vt2rRpUCgUOl/vvHnzUKVKFWRkZAAo+OeVF4sXL0bZsmWRnJxs6FCIyEjoax9JREWPtL94+vSpTtbn4+MDHx8flbaoqCj06tULxYsXh0KhwMKFC/O8fg8PDwQGBr61X26O4aS+Z8+ezXNcRETGQtv9JBEVHYGBgfDw8ND5ehUKBaZNm6bz9RrrdnOjMMRYWDGhUcQsWrQICoUCjRo1MnQoWjl+/DimTZuGmJgYQ4eilbi4OMydOxefffYZTEwKz8cnMDAQKSkp+Pnnnw0dClGRI53kkm6WlpYoVaoU/Pz88MMPPyA+Pt5gsb18+RLTpk3DwYMHDRYDEZE2xo4di127dmHixIn4448/0L59e4PEsWjRIixfvtwg2yYi46PpOK9SpUoIDg5GVFQUgNfJgcx9srvltG/x8fFR6WtlZYVatWph4cKF8oV0uVXYfmsTFVZZ9xNmZmZwd3dHYGAgHj16ZOjwCrXt27cbZULg6NGj6NChA9zd3WFpaYmyZcuiS5cuWLVqlaFDe2eYGToA0q2VK1fCw8MDp0+fxq1bt1ChQgVDhyT78MMP0a9fPyiVSrnt+PHjmD59OgIDA+Ho6Gi44LS0dOlSpKWl4f333zd0KLliaWmJgIAALFiwAKNGjeJV2UR6MGPGDHh6eiI1NRWRkZE4ePAgxowZgwULFmDr1q2oVatWgcf08uVLTJ8+HQDUroaeNGkSPv/88wKPiYhIk/3796Nbt24YP358vtd148aNPF94smjRIpQoUYJXLhORCuk479WrVzh69ChCQ0Oxfft2XLlyBQsXLkRCQoLcd/v27Vi9ejW+++47lChRQm5v2rRpjtsoXbo05syZAwB4+vQpVq1ahbFjxyI6OhqzZ8/Odcw5/dbOz36SiDTLvJ84efIkli9fjqNHj+LKlSuwtLQ0dHh6k5SUBDMz/Zxe3r59O0JCQjQmNfS53ZysX78effv2RZ06dTB69GgUK1YM4eHhOHz4MH799Vf079+/wGN6FzGhUYSEh4fj+PHj2LhxIz7++GOsXLkSU6dONXRYMlNTU5iamho6jHxZtmwZunbtWii/jPr06YN58+bhwIEDaNOmjaHDISpyOnTogPr168v3J06ciP3796Nz587o2rUrrl27Bisrq3xtIy0tDRkZGbCwsMhvuDAzMzPIASARkSZPnjzR2cUtmS+eISLShczHeUOGDEHx4sWxYMECbNmyRe1it8jISKxevRr+/v65Ku/i4OCADz74QL4/fPhwVKlSBT/++CNmzJih09/S3E8S6V7W/USJEiUwd+5cbN26FX369DFwdLqVkZGBlJQUWFpaGuz8mKG2O23aNFSrVg0nT55U+13+5MkTg8T0LmJKvghZuXIlihUrhk6dOqFXr15YuXKlWh+pBvJ///2HDz74AA4ODnB2dsbkyZMhhMCDBw/QrVs32Nvbw83NDd9++63Gx1+/fh19+vSBvb09ihcvjtGjR+PVq1c5xpe1TvG0adPw6aefAgA8PT3l4Xl3797NtrZfdjXfjx49igYNGsDS0hJeXl7ZllZ69OgRPvroI7i6ukKpVKJ69epYunRpjnFLwsPDcenSJfj6+mrV/8KFC+jQoQPs7e1ha2uLtm3b4uTJk2r9Dh48iPr166vEro/a9t7e3nBycsKWLVt0ul4iyl6bNm0wefJk3Lt3D3/++ScAzbXjAfWapnfv3oVCocA333yDhQsXwsvLC0qlEv/++y9SUlIwZcoUeHt7w8HBATY2NmjRogUOHDig8nhnZ2cAwPTp0+V9rHR1i6b9TFpaGmbOnClvy8PDA1988YXa/DseHh7o3Lkzjh49ioYNG8LS0hLly5fH77//roNXjYiMVUxMjHylr4ODAwYNGoSXL1/Ky5ctW4Y2bdrAxcUFSqUS1apVQ2hoaI7rlI4PhRAICQmR91Vbt26FQqHApUuX5L5//fUXFAoFevToobKOqlWrom/fvvJ9TbXhr169ijZt2sDKygqlS5fGrFmz1Mq4eHh44OrVqzh06JAcR9b9dXJyMsaNGwdnZ2fY2Nige/fuiI6O1ublI6IiRLpALDw8XG/bsLS0RIMGDRAfH69ykuzSpUsIDAxE+fLlYWlpCTc3N3z00Ud49uyZ3Cen39qA5v3knTt30Lt3bzg5OcHa2hqNGzfGP//8o7fnR1TUtWjRAgBw+/Ztlfbr16+jV69ecHJygqWlJerXr4+tW7eq9JGOjw4fPoyPP/4YxYsXh729PQYOHIgXL16obWvRokWoXr06lEolSpUqhaCgIK3KzX3zzTdo2rQpihcvDisrK3h7e2PDhg1q/RQKBYKDg7Fy5Up5Ozt37pSXSb8xpd+w2d0kR44cQe/evVG2bFkolUqUKVMGY8eORVJSktwnMDAQISEh8jayrkPT/BTanIeTXttjx47l6Zju9u3baNCggcaLDF1cXN76+NzEqO3ff8eOHWjRogVsbGxgZ2eHTp064erVq2+NpTDjpZlFyMqVK9GjRw9YWFjg/fffR2hoKM6cOYMGDRqo9e3bty+qVq2Kr7/+Gv/88w9mzZoFJycn/Pzzz2jTpg3mzp2LlStXYvz48WjQoAFatmyp8vg+ffrAw8MDc+bMwcmTJ/HDDz/gxYsXuTqZ1aNHD/z3339qw3GlE3Daunz5Mtq1awdnZ2dMmzYNaWlpmDp1KlxdXVX6RUVFoXHjxvKO2NnZGTt27MDgwYMRFxeHMWPG5Lid48ePAwDq1av31piuXr2KFi1awN7eHhMmTIC5uTl+/vln+Pj44NChQ/IcJxcuXED79u1RsmRJTJ8+Henp6ZgxY0auXwNt1atXD8eOHdPLuolIsw8//BBffPEFdu/ejaFDh+b68cuWLcOrV68wbNgwKJVKODk5IS4uDr/99hvef/99DB06FPHx8ViyZAn8/Pxw+vRp1KlTB87OzggNDcWIESPQvXt3+QRgTqWvhgwZghUrVqBXr1743//+h1OnTmHOnDm4du0aNm3apNL31q1b6NWrFwYPHoyAgAAsXboUgYGB8Pb2RvXq1XP9PInI+PXp0weenp6YM2cOzp8/j99++w0uLi6YO3cuACA0NBTVq1dH165dYWZmhr///hsjR45ERkYGgoKCNK6zZcuW+OOPP/Dhhx/ivffew8CBAwEAzZs3l3/ISfutI0eOwMTEBEePHpUfHx0djevXryM4ODjbuCMjI9G6dWukpaXh888/h42NDX755Re1UXMLFy7EqFGjYGtriy+//BIA1I4nR40ahWLFimHq1Km4e/cuFi5ciODgYKxduzaXryYRFWbSCcrixYvrdTvSycHMI9j27NmDO3fuYNCgQXBzc8PVq1fxyy+/4OrVqzh58qSc+M3Nb+2oqCg0bdoUL1++xCeffILixYtjxYoV6Nq1KzZs2IDu3bvr9XkSFUVSArFYsWJy29WrV9GsWTO4u7vLxyTr1q2Dv78//vrrL7XPWnBwMBwdHTFt2jTcuHEDoaGhuHfvHg4ePCif3J82bRqmT58OX19fjBgxQu535swZHDt2DObm5tnG+P3336Nr164YMGAAUlJSsGbNGvTu3Rvbtm1Dp06dVPru378f69atQ3BwMEqUKKHxImRnZ2f88ccfKm2pqakYO3asSgJg/fr1ePnyJUaMGIHixYvj9OnT+PHHH/Hw4UOsX78eAPDxxx/j8ePH2LNnj9o6NdH2PJwkr8d05cqVw759+/Dw4UOULl36rXHlJ0Zt/v5//PEHAgIC4Ofnh7lz5+Lly5cIDQ1F8+bNceHCBb1MBG8UBBUJZ8+eFQDEnj17hBBCZGRkiNKlS4vRo0er9Js6daoAIIYNGya3paWlidKlSwuFQiG+/vpruf3FixfCyspKBAQEqD2+a9euKusdOXKkACAuXrwoty1btkwAEOHh4RrvCyHE/Pnz1dqEECIgIECUK1dO7XlK28/M399fWFpainv37slt//77rzA1NVXpO3jwYFGyZEnx9OlTlcf369dPODg4iJcvX6ptL7NJkyYJACI+Pl6lXdPz8vf3FxYWFuL27dty2+PHj4WdnZ1o2bKl3NalSxdhbW0tHj16JLfdvHlTmJmZqT1PXRg2bJiwsrLS+XqJ3mXSPuDMmTPZ9nFwcBB169YVQgjRqlUr0apVK7U+Wfd74eHhAoCwt7cXT548UemblpYmkpOTVdpevHghXF1dxUcffSS3RUdHCwBi6tSpatvLuj8NCwsTAMSQIUNU+o0fP14AEPv375fbypUrJwCIw4cPy21PnjwRSqVS/O9//8v2dSCiwknaX2TevwghRPfu3UXx4sXl+5qOpfz8/ET58uVV2jTtBwGIoKAglbbq1auLPn36yPfr1asnevfuLQCIa9euCSGE2Lhxo9oxaLly5VSOX8eMGSMAiFOnTsltT548EQ4ODmrHcNWrV9e4j5b29b6+viIjI0NuHzt2rDA1NRUxMTFqjyGiwk/67O/du1dER0eLBw8eiDVr1ojixYsLKysr8fDhQ7XHZPcbNyetWrUSVapUEdHR0SI6Olpcv35dfPrppwKA6NSpk0pfTfva1atXqx2b5RRHdvvJI0eOyG3x8fHC09NTeHh4iPT0dK2fC9G7RtN+YsOGDcLZ2VkolUrx4MEDuW/btm1FzZo1xatXr+S2jIwM0bRpU1GxYkW1dXp7e4uUlBS5fd68eQKA2LJlixDi9fGMhYWFaNeuncrn9KeffhIAxNKlS+U2TefZsu5PUlJSRI0aNUSbNm1U2gEIExMTcfXqVbXnn93vTcnIkSOFqampyu9JTfuxOXPmCIVCoXJuLygoKNtzY1m3q+15uPwe0y1ZskQAEBYWFqJ169Zi8uTJ4siRIxr3k/mN8W1///j4eOHo6CiGDh2qst3IyEjh4OCg1l6UsORUEbFy5Uq4urqidevWAF4Pverbty/WrFmD9PR0tf5DhgyR/29qaor69etDCIHBgwfL7Y6OjqhcuTLu3Lmj9visV9mNGjUKwOsJewpSeno6du3aBX9/f5QtW1Zur1q1Kvz8/OT7Qgj89ddf6NKlC4QQePr0qXzz8/NDbGwszp8/n+O2nj17BjMzM9ja2r41pt27d8Pf3x/ly5eX20uWLIn+/fvj6NGjiIuLQ3p6Ovbu3Qt/f3+UKlVK7lehQgV06NAhty+FVooVK4akpCSV8hBEpH+2traIj4/P02N79uypdjWdqampfIVLRkYGnj9/jrS0NNSvX/+t+7LsSPvvcePGqbT/73//AwC1kgPVqlWTh1EDr6/Gye47g4iKhuHDh6vcb9GiBZ49e4a4uDgAUBnxEBsbi6dPn6JVq1a4c+cOYmNjc729Fi1a4MiRIwCA+Ph4XLx4EcOGDUOJEiXk9iNHjsDR0RE1atTIdj3bt29H48aN0bBhQ7nN2dkZAwYMyHVMw4YNUyl30KJFC6Snp+PevXu5XhcRFR6+vr5wdnZGmTJl0K9fP9ja2mLTpk1wd3fX2TauX78OZ2dnODs7o0qVKpg/fz66du2K5cuXq/TLvK999eoVnj59isaNGwNAvo4DGzZsiObNm8tttra2GDZsGO7evYt///03T+slepdk3k/06tULNjY22Lp1q3wV//Pnz7F//3706dMH8fHx8jmpZ8+ewc/PDzdv3sSjR49U1jls2DCVERYjRoyAmZmZ/Ntt7969SElJwZgxY2Bi8uYU79ChQ2Fvb//WsnGZ9ycvXrxAbGwsWrRooXFf0qpVK1SrVi1Xr8nvv/+ORYsWYd68efL5yqzbTUxMxNOnT9G0aVMIIXDhwoVcbQPQ/jxcZnk9pvvoo4+wc+dO+Pj44OjRo5g5cyZatGiBihUrypVddBljTn//PXv2ICYmBu+//77KeU5TU1M0atRIpSR1UcOERhGQnp6ONWvWoHXr1ggPD8etW7dw69YtNGrUCFFRUdi3b5/aYzKf/AdeT0BmaWkpD0XN3K6pPlvFihVV7nt5ecHExEQeUldQoqOjkZSUpBYPAFSuXFmlX0xMDH755Rf5IFG6DRo0CIDuJu+Jjo7Gy5cvVbYvqVq1KjIyMvDgwQM8efIESUlJqFChglo/TW2hoaGoV68ezM3N1eoERkdHo1OnTrCxsUHlypU1/s2B14kdADqfn4OIcpaQkAA7O7s8PdbT01Nj+4oVK1CrVi1YWlqiePHicHZ2xj///JOnk4YAcO/ePZiYmKjtf9zc3ODo6Kh2YJf1ewR4nTTV9J1BREVD1s+9VEJB+twfO3YMvr6+sLGxgaOjI5ydnfHFF18AQJ4TGhEREbh16xaOHz8OhUKBJk2aqCQ6jhw5gmbNmqn8iM/q3r17bz1W1NbbXgMiKppCQkKwZ88eHDhwAP/++y/u3LmjcgGdLnh4eGDPnj3YtWsXFi1aBHd3d0RHR6tNfPv8+XOMHj0arq6usLKygrOzs3y8mJ/jwOx+v0rLiShn0n5iw4YN6NixI54+fQqlUikvv3XrFoQQmDx5stp5qalTpwJQPy+V9fjF1tYWJUuWlM+9SZ/NrJ9fCwsLlC9f/q2f3W3btqFx48awtLSEk5OTXLZY074ku9+l2QkLC8Pw4cPx/vvvq100d//+fQQGBsLJyQm2trZwdnZGq1atAORtP6btebjM8nNM5+fnh127diEmJgaHDx9GUFAQ7t27h86dO2d7bjEvMb7t73/z5k0Ar+d1yvqe2r17d5GepJxzaBQB+/fvR0REBNasWYM1a9aoLV+5ciXatWun0mZqaqrWT1Mb8OYkeE50fYI8u/VpGm2iDWnSxw8++AABAQEa++RUVx54XR81LS0N8fHxeT4xmR8lS5bEtGnTsGrVKrVlQUFBcHNzQ3R0NPbu3Ys+ffrg5s2bcHJyUun34sULWFtbq9WMJiL9efjwIWJjY+VEgTT5bVbZ7d80fV7//PNPBAYGwt/fH59++ilcXFxgamqKOXPmqE06l1va7s/z851BRIVTTp/727dvo23btqhSpQoWLFiAMmXKwMLCAtu3b8d3332nNgG3NqQrhQ8fPow7d+6gXr16sLGxQYsWLfDDDz8gISEBFy5cwOzZs/P1vHKD+z6id1PDhg1Rv359vW7DxsYGvr6+8v1mzZqhXr16+OKLL/DDDz/I7X369MHx48fx6aefok6dOrC1tUVGRgbat2+fp30tEelG5v2Ev78/mjdvjv79++PGjRvy5xQAxo8fn21CVNPFrfpy5MgRdO3aFS1btsSiRYtQsmRJmJubY9myZRrPO+XmPNKLFy/Qs2dPVKpUCb/99pvKsvT0dLz33nt4/vw5PvvsM1SpUgU2NjZ49OgRAgMDC2w/potjOmtra7Ro0QItWrRAiRIlMH36dOzYsSPb8466Jr1Wf/zxB9zc3NSWm5kV3dP+RfeZvUNWrlwJFxcXhISEqC3buHEjNm3ahMWLF+v0JPbNmzdVsrO3bt1CRkZGriebye7EWbFixRATE6PWnjW77OzsDCsrKzkrmdmNGzdU+tnZ2SE9PV3lIDE3qlSpAgAIDw/PMfnh7OwMa2trle1Lrl+/DhMTE5QpUwY2NjawtLTErVu31PppavP39wegXtYrISEBmzdvxp07d2BtbY2uXbuiZs2a2LJlizz6RBIeHi5fZUNEBUOawEw6aC1WrJjGsky5ufJtw4YNKF++PDZu3KiyH5Wu7JHkJtlcrlw5ZGRk4ObNmyr7iaioKMTExKBcuXJar4uI3j1///03kpOTsXXrVpUr3vIz1L1s2bIoW7Ysjhw5gjt37shl7lq2bIlx48Zh/fr1SE9PR8uWLXNcT7ly5d56rCjhKFYiMha1atXCBx98gJ9//hnjx49H2bJl8eLFC+zbtw/Tp0/HlClT5L6a9nG5PQ7M7vertJyItCddbNa6dWv89NNP+Pzzz+UyQ+bm5lqfl7p586ZKqaaEhARERESgY8eOAN58Nm/cuKFSxiglJQXh4eE5buevv/6CpaUldu3apTKSZNmyZdo/UQ0yMjIwYMAAxMTEYO/evbC2tlZZfvnyZfz3339YsWIFBg4cKLfv2bNHbV3a7se0PQ+nT1IyKyIiQmcxvu3v7+XlBQBwcXHJ87nOwoolpwq5pKQkbNy4EZ07d0avXr3UbsHBwYiPj8fWrVt1ut2syZMff/wRAHI994ONjQ0AqCUvvLy8EBsbi0uXLsltERER2LRpk0o/U1NT+Pn5YfPmzbh//77cfu3aNezatUulX8+ePfHXX3/hypUranFER0e/NdYmTZoAAM6ePZtjP1NTU7Rr1w5btmxRKcEVFRWFVatWoXnz5rC3t4epqSl8fX2xefNmPH78WO5369Yt7Nix463xSG7evAlbW1u5LiMA1KxZE1evXlXre/78eTRt2lTrdRNR/uzfvx8zZ86Ep6enXKvdy8sL169fV9nvXLx4EceOHdN6vdLVJJmvHjl16hROnDih0k86eNSUIM5KOihauHChSvuCBQsAAJ06ddI6PiJ692jaL8XGxub7R3GLFi2wf/9+nD59Wk5o1KlTB3Z2dvj6669hZWUFb2/vHNfRsWNHnDx5EqdPn5bboqOjsXLlSrW+NjY2Wu0ziYgKwoQJE5Camiofj2na1wLqx29A9r+1NenYsSNOnz6tciyZmJiIX375BR4eHrmum09EgI+PDxo2bIiFCxfi1atXcHFxgY+PD37++WeNJ701nZf65ZdfkJqaKt8PDQ1FWlqafO7N19cXFhYW+OGHH1T2C0uWLEFsbGyOv+FMTU2hUChUKgXcvXsXmzdvzsvTlU2fPh27du3C6tWrNZap0rQfE0Lg+++/V+ur7X5M2/NwupBdiXfp4uPsSprmJca3/f39/Pxgb2+Pr776SqWfRJtznYUVR2gUclu3bkV8fDy6du2qcXnjxo3h7OyMlStXom/fvjrbbnh4OLp27Yr27dvjxIkT+PPPP9G/f3/Url07V+uRfoB++eWX6NevH8zNzdGlSxf069cPn332Gbp3745PPvkEL1++RGhoKCpVqqQ2OdH06dOxc+dOtGjRAiNHjkRaWhp+/PFHVK9eXSUh8vXXX+PAgQNo1KgRhg4dimrVquH58+c4f/489u7di+fPn+cYa/ny5VGjRg3s3bsXH330UY59Z82ahT179qB58+YYOXIkzMzM8PPPPyM5ORnz5s2T+02bNg27d+9Gs2bNMGLECKSnp+Onn35CjRo1EBYWptVrmJCQoLbTs7e3x7Nnz1Tazp07h+fPn6Nbt25arZeIcmfHjh24fv060tLSEBUVhf3792PPnj0oV64ctm7dKtc//uijj7BgwQL4+flh8ODBePLkCRYvXozq1aurTQKWnc6dO2Pjxo3o3r07OnXqhPDwcCxevBjVqlVDQkKC3M/KygrVqlXD2rVrUalSJTg5OaFGjRoaJ8+tXbs2AgIC8MsvvyAmJgatWrXC6dOnsWLFCvj7+6tcGUJElFW7du1gYWGBLl264OOPP0ZCQgJ+/fVXuLi4ZHulmjZatGiBlStXQqFQyCWoTE1N0bRpU+zatQs+Pj6wsLDIcR0TJkzAH3/8gfbt22P06NGwsbHBL7/8gnLlyqkcKwKvj01DQ0Mxa9YsVKhQAS4uLmjTpk2e4yciyo9q1aqhY8eO+O233zB58mQUL14cLVu2xLx585Camgp3d3fs3r0b4eHhao/N7re2dIIws88//xyrV69Ghw4d8Mknn8DJyQkrVqxAeHg4/vrrrxznKSKi7H366afo3bs3li9fjuHDhyMkJATNmzdHzZo1MXToUJQvXx5RUVE4ceIEHj58iIsXL6o8PiUlBW3btkWfPn1w48YNLFq0CM2bN5fPATo7O2PixImYPn062rdvj65du8r9GjRogA8++CDb2Dp16oQFCxagffv26N+/P548eYKQkBBUqFBB7fhIW5cvX8bMmTPRsmVLPHnyBH/++afK8g8++ABVqlSBl5cXxo8fj0ePHsHe3h5//fWXxrkrpP3YJ598Aj8/P5iamqJfv34at63tebj86tatGzw9PdGlSxd4eXkhMTERe/fuxd9//40GDRqgS5cu2T42tzG+7e9vb2+P0NBQfPjhh6hXrx769esHZ2dn3L9/H//88w+aNWuGn376SWfP3agIKtS6dOkiLC0tRWJiYrZ9AgMDhbm5uXj69KmYOnWqACCio6NV+gQEBAgbGxu1x7Zq1UpUr15dvi89/t9//xW9evUSdnZ2olixYiI4OFgkJSWpPHbZsmUCgAgPD9d4XzJz5kzh7u4uTExMVJbv3r1b1KhRQ1hYWIjKlSuLP//8U95+VocOHRLe3t7CwsJClC9fXixevFhj36ioKBEUFCTKlCkjzM3NhZubm2jbtq345Zdfsn39MluwYIGwtbUVL1++zPZ5Ss6fPy/8/PyEra2tsLa2Fq1btxbHjx9XW+e+fftE3bp1hYWFhfDy8hK//fab+N///icsLS01xvDxxx+LqVOnqmynWLFiKn2Cg4PF//73P5W2zz77TJQtW1ZkZGRo9VyJSDvSPkC6WVhYCDc3N/Hee++J77//XsTFxak95s8//xTly5cXFhYWok6dOmLXrl0iICBAlCtXTu4THh4uAIj58+erPT4jI0N89dVXoly5ckKpVIq6deuKbdu2qa1DCCGOHz8u7x8ByPsPTfvI1NRUMX36dOHp6SnMzc1FmTJlxMSJE8WrV69U+pUrV0506tRJLa5WrVqJVq1aaffCEVGhkd3xY9ZjoK1bt4patWoJS0tL4eHhIebOnSuWLl2qdpykaV8BQAQFBalt++rVqwKAqFq1qkr7rFmzBAAxefJktceUK1dOBAQEqLRdunRJtGrVSlhaWgp3d3cxc+ZMsWTJErXYIiMjRadOnYSdnZ0AIMcpPdczZ86orPfAgQMCgDhw4ID6C0dEhV52n/2czJ8/X+Pvw5xk/d2d2cGDB1WO4R4+fCi6d+8uHB0dhYODg+jdu7d4/PixSh9Jdr+1Ne0nb9++LXr16iUcHR2FpaWlaNiwodi2bZvWz4HoXZXTfiI9PV14eXkJLy8vkZaWJoR4/VkbOHCgcHNzE+bm5sLd3V107txZbNiwQW2dhw4dEsOGDRPFihUTtra2YsCAAeLZs2dq2/npp59ElSpVhLm5uXB1dRUjRowQL168UOmj6bfikiVLRMWKFYVSqRRVqlQRy5Yt0/g7MbvjNGmZtO+Rjouyu0n+/fdf4evrK2xtbUWJEiXE0KFDxcWLFwUAsWzZMrlfWlqaGDVqlHB2dhYKhUJlHZr2edqch8vvMd3q1atFv379hJeXl7CyshKWlpaiWrVq4ssvv1T77Z/fGLX9+x84cED4+fkJBwcHYWlpKby8vERgYKA4e/Zsjs+lMFMIwRnsSHvTpk3D9OnTER0djRIlShg6nAIXGxuL8uXLY968eRg8eLDetuPv74+rV69qrIU6fPhwuLm5Ydq0aQBej9BwcnJCeHg43N3dAQCtW7fGwIED5Tk0kpOT4eHhgc8//xyjR4/WW9xERERERERERJR3y5cvx6BBg3DmzBl5bgZ6d/Dv/3YcN0iUCw4ODpgwYQLmz5+PjIwMnawzKSlJ5f7Nmzexfft2+Pj4qLSnpaXh1atXSE9PV/m/ra0tunXrhqlTpyIpKQnbtm3DpUuXVEpLLVu2DObm5hg+fLhOYiYiIiIiIiIiIiIqaExoEOXSZ599huvXr+usjmj58uUxceJE/Prrr5g0aRIaN24MCwsLTJgwQaXfrFmzYGVlhd9++w2zZ8+GlZUV/vjjDwDAokWL8PjxYxQvXhzjxo3D2rVr4eTkJD92+PDhuH//PpRKpU5iJiIiIiIiIiIiIiponBScyMDat2+P1atXIzIyEkqlEk2aNMFXX32FihUrqvSbNm2aXGYqK2dnZ2zfvr0AoiUiIiIiIiIiIiIyDM6hQURERERERKSFw4cPY/78+Th37hwiIiKwadMm+Pv75/iYgwcPYty4cbh69SrKlCmDSZMmITAwsEDiJSIiIipqWHKKiIiIiIiISAuJiYmoXbs2QkJCtOofHh6OTp06oXXr1ggLC8OYMWMwZMgQ7Nq1S8+REhERERVNHKFBRERERERElEsKheKtIzQ+++wz/PPPP7hy5Yrc1q9fP8TExGDnzp0FECURERFR0cIRGkRERERERER6cOLECfj6+qq0+fn54cSJEwaKiIiIiKhwK/IJDSEE4uLiwIEoRFTUcX9HRO8S7vOIqDCIjIyEq6urSpurqyvi4uKQlJSU7eOSk5MRFxcn32JjYxEdHc19HhEVeTzGI6K3KfIJjfj4eDg4OCA+Pt7QoRAR6RX3d0T0LuE+j4iKsjlz5sDBwUG+OTo6wsXFhfs8IiryeIxHRG9T5BMaRERERERERIbg5uaGqKgolbaoqCjY29vDysoq28dNnDgRsbGx8u3Bgwf6DpWIiIioUDAzdABERERERERERVGTJk2wfft2lbY9e/agSZMmOT5OqVRCqVTqMzQiIiKiQokjNIiIiIiIiIi0kJCQgLCwMISFhQEAwsPDERYWhvv37wN4PbJi4MCBcv/hw4fjzp07mDBhAq5fv45FixZh3bp1GDt2rCHCJyIiIir0mNAgIiIiIiIi0sLZs2dRt25d1K1bFwAwbtw41K1bF1OmTAEAREREyMkNAPD09MQ///yDPXv2oHbt2vj222/x22+/wc/PzyDxExERERV2LDlFREREREREpAUfHx8IIbJdvnz5co2PuXDhgh6jIiIiInp3MKFBZGSSk5MxadIkREREAABq1qyJCRMmQKFQGDgyIsN6+fIlZsyYAX9/fzRu3NjQ4RBREbRixQqYmZlhwIABhg6FiIiIiHTs3r17mDNnDhISEqBQKNCvXz906tTJ0GERUS4xoUFkZNauXYtvvvlGpa1169Zo2LChgSIiMg5bt27F3Llzcfz4cRw+fNjQ4RBREXPjxg0EBgbC1NQU3bp1g62traFDIiIiIiIdCg0Nxc8//yzfP3r0KBMaRIUQ59AgMjLbt28HAHTu3BmNGjVSaSN6l929excA8N9//xk2ECIqklavXg0ASE9PV6l/T0RERERFQ0xMDADI51qePXtmwGiIKK+Y0CAyImlpadi9ezcA4PPPP8ewYcMAADt27DBkWERG4dGjRwCAqKgoxMfHGzgaIipKhBByQgMAHjx4YMBoiIiIiEgfXr58CQBo1aoVACA+Ph7p6emGDImI8oAJDSIjcvr0abx48QKOjo5o1KgR2rdvDwA4c+YMoqOjDRwdkWFJCQ0AuH37tgEjIaKiJiwsTGX0F0doEBERERU9iYmJAICSJUvKbQkJCYYKh4jyiAkNIiMijcTw8/ODmZkZSpUqhTp16kAIgV27dhk4OiLDypzQuHXrlgEjIaKiJvPoDIAJDSIiIqKiSBqh4eTkBAsLCwBAXFycIUMiojxgQoPIiEhzZXTo0EFuk/7PslP0rmNCg4j0ISMjA2vWrAEA1K9fHwBLThEREREVRVJCw9raGvb29gCY0CAqjJjQIDISkZGROH/+PADIpaaANwmNnTt3srYjvbPS09MRGRkp32dCg4h05cSJE3jw4AHs7OwwfPhwAByhQURERFQUZU5oODg4AABiY2MNGRIR5QETGkRGQiop5e3tDVdXV7m9SZMmcHBwwPPnz3HmzBlDhUdkUFFRUSoJPSY0iEhXLly4AABo06YNKlWqBIAjNIiIiIiKImkODY7QICrcmNAgMhKayk0BgJmZGdq1a6fSh+hdk7ncFMCEBhHpTnx8PIDXtZTLlCkD4HVCIyMjw5BhEREREZGOseQUUdHAhAaREUhLS8Pu3bsBqCc0MrdxHg16V0kJDS8vL/m+dDBKRJQfUkLDzs4O7u7uUCgUSE5ORnR0tIEjIyIiIiJdkn5D2tjYyAkNlpwiKnyY0CAyAqdOnUJMTAycnJzQqFEjteXSnBpnz55FVFRUQYdHZHCPHz8GANSqVQuOjo4AgDt37hgwIiIqKjInNMzNzVGyZEkALDtFREREVNRomkODIzSICh8mNIiMgFRKql27djA1NVVbXrJkSdStWxfAm7k2iN4l0ggNd3d3VKhQAQDLThGRbiQkJAAAbG1tAQBly5YFwInBiYiIiIoSIQRLThEVEUxoEBkBqZSUpnJTEpadoncZExpEpC+ZR2gAbxIaHKFBREREVHS8evUKQggAqgkNlpwiKnyY0CAysIiICFy4cAHAm9JSmnTs2BHA6xEa6enpBRIbkbFgQoOI9CVrQkOaGJwjNIiIiIiKjsxzMLLkFFHhxoQGkYHt3LkTAFC/fn24uLhk269Ro0ZwdHTEixcvcOrUqYIKj8goMKFBRPoilZzKOkKDCQ0iIiKiokNKaCiVSpiamrLkFFEhxoQGkYFpU24KAMzMzNCuXTuVxxC9K5jQICJ9kUZoSHNoSCM0WHKKiIiIqOjIPH8GACY0iAoxJjSIDCgtLQ179uwB8PaERuY+0iTiRO+ChIQE+SAzc0Lj/v37SE5ONmRoRJSNOXPmoEGDBrCzs4OLiwv8/f1x48YNlT6vXr1CUFAQihcvDltbW/Ts2RNRUVEFHmt2c2hwhAYRERFR0ZFdQoNzaBAVPkxoEBnQiRMnEBMTAycnJzRs2PCt/aU5Ns6fP4/IyEh9h0dkFKTRGfb29rC1tYWLiwuUSiWEEIiIiDBwdESkyaFDhxAUFISTJ09iz549SE1NRbt27ZCYmCj3GTt2LP7++2+sX78ehw4dwuPHj9GjR48CjzW7OTQiIyORkpJS4PEQERERke5Jx6FSQoNzaBAVXkxoEBmQVDrKz88Ppqamb+3v5uaGevXqAXg9OTjRuyBzuSkAUCgUKF68OADgxYsXBouLiLK3c+dOBAYGonr16qhduzaWL1+O+/fv49y5cwBeXwm3ZMkSLFiwAG3atIG3tzeWLVuG48eP4+TJkwUaqzSHhlRyytnZWU6aSvsfIiIiIircWHKKqOhgQoPIgKSERseOHbV+jFR2ivNo0Lsia0IDAJycnAAAz58/N0hMRJQ70lB+6bN77tw5pKamwtfXV+5TpUoVlC1bFidOnCiwuFJTU+XSddIIDYVCwbJTREREREWMlNCwsbEBwJJTRIUZExpEBvL48WOEhYVBoVDAz89P68dJyY9du3YhLS1NX+ERGY2cEhrPnj0zSExEpL2MjAyMGTMGzZo1Q40aNQC8LudkYWEBR0dHlb6urq7ZllRMTk5GXFycyi2/pHJTwJsRGgAnBiciIiIqarIboZGYmIj09HSDxUVEuceEBpGB7Ny5EwDQoEEDODs7a/24Ro0aoVixYoiJicGpU6f0FR6R0eAIDaLCLSgoCFeuXMGaNWvytZ45c+bAwcFBvklJh/yQyk1ZWFjAwsJCbndxcQEAPH36NN/bIKKiKSQkBB4eHrC0tESjRo1w+vTpHPsvXLgQlStXhpWVFcqUKYOxY8fi1atXBRQtERFlnUNDSmgAqhe5EJHxY0KDyECkklFSCSltmZqaol27dirrICrKHj9+DAAoVaqU3MaEBlHhEBwcjG3btuHAgQMoXbq03O7m5oaUlBTExMSo9I+KioKbm5vGdU2cOBGxsbHyTRejJ7JOCC6R9jGcp4eINFm7di3GjRuHqVOn4vz586hduzb8/Pzw5MkTjf1XrVqFzz//HFOnTsW1a9ewZMkSrF27Fl988UUBR05E9O7KOkJDqVRCqVQCYNkposKGCQ0iA0hNTcWePXsA5G7+DIn0GCY06F0gJS2kicABJjSIjJ0QAsHBwdi0aRP2798PT09PleXe3t4wNzfHvn375LYbN27g/v37aNKkicZ1KpVK2Nvbq9zy620JDe5jiEiTBQsWYOjQoRg0aBCqVauGxYsXw9raGkuXLtXY//jx42jWrBn69+8PDw8PtGvXDu+///5bR3UQEZHuZE1oAJwYnKiwYkKDyABOnDiB2NhYlChRAvXr18/146U5N86fP4+IiAhdh0dkVKSrZTLX2ufJRiLjFhQUhD///BOrVq2CnZ0dIiMjERkZiaSkJACAg4MDBg8ejHHjxuHAgQM4d+4cBg0ahCZNmqBx48YFFqdUciprQqNYsWIAuI8hInUpKSk4d+4cfH195TYTExP4+vrixIkTGh/TtGlTnDt3Tk5g3LlzB9u3b8/xwiZ9zBtERPQuyzopOPD6mBRgQoOosGFCg8gApJEVfn5+MDHJ/cfQ1dUV3t7eAF5PDk5UlEklaaSDTYAJDSJjFxoaitjYWPj4+KBkyZLybe3atXKf7777Dp07d0bPnj3RsmVLuLm5YePGjQUapzRCI/OE4AD3MUSUvadPnyI9PR2urq4q7a6uroiMjNT4mP79+2PGjBlo3rw5zM3N4eXlBR8fnxxLTulj3iAiovwKDQ1FrVq15NGyTZo0Uakc8erVKwQFBaF48eKwtbVFz549ERUVZcCI38hphAZLThEVLkxoEBnA9u3bAeSt3JSEZafoXcERGkSFjxBC4y0wMFDuY2lpiZCQEDx//hyJiYnYuHFjtvNn6AtLThFRQTh48CC++uorLFq0COfPn8fGjRvxzz//YObMmdk+Rh/zBhER5Vfp0qXx9ddf49y5czh79izatGmDbt264erVqwCAsWPH4u+//8b69etx6NAhPH78GD169DBw1K9lnRQcYMkposLKzNABEL1rHj16hEuXLkGhUMiTe+dFhw4dMHPmTOzevRtpaWkwM+PHmYoeIYSc0OAIDSLStexKTnFScCLKTokSJWBqaqp2xXFUVFS2SdnJkyfjww8/xJAhQwAANWvWRGJiIoYNG4Yvv/xS44jtzJPVEhEZiy5duqjcnz17NkJDQ3Hy5EmULl0aS5YswapVq9CmTRsAwLJly1C1alWcPHmyQMuKasI5NIiKDo7QICpgO3fuBAA0bNgQJUqUyPN6GjZsCCcnJ8TExODkyZO6Co/IqCQmJiI9PR0AR2gQke5lV3KKc2gQUXYsLCzg7e2Nffv2yW0ZGRnYt28fmjRpovExL1++VEtamJqaAnh98QYRUWGUnp6ONWvWIDExEU2aNMG5c+eQmpqqMsdQlSpVULZs2WznGCpImhIanEODqHAyaELj8OHD6NKlC0qVKgWFQoHNmzerLA8MDIRCoVC5tW/f3jDBEumILspNAa9/BEmTg7PsFBVV0ugMMzMzWFlZye2ZExo8EUBEefW2klMvXrxARkZGgcdFRMZt3Lhx+PXXX7FixQpcu3YNI0aMQGJiIgYNGgQAGDhwICZOnCj379KlC0JDQ7FmzRqEh4djz549mDx5Mrp06SInNoiICovLly/D1tYWSqUSw4cPx6ZNm1CtWjVERkbCwsJC5UI0IOc5hgAgOTkZcXFxKjd90DQpOOfQICqcDFqjJjExEbVr18ZHH32UbU299u3bY9myZfJ9Drulwiw1NRV79uwB8LpkVH517NgRq1evxvbt2zF79ux8r4/I2EgTgjs6OkKhUMjt0snG5ORkJCUlqVxlQ0SkrewSGtIIjYyMDMTFxan9MCeid1vfvn0RHR2NKVOmIDIyEnXq1MHOnTvlicLv37+vMiJj0qRJUCgUmDRpEh49egRnZ2d06dKFx+9EVChVrlwZYWFhiI2NxYYNGxAQEIBDhw7leX1z5szB9OnTdRihZiw5RVR0GDSh0aFDh7ee1FUqlQU+QSSRvhw7dgzx8fFwdnaGt7d3vtfn5+cHhUKBsLAwREREoGTJkjqIksh4aJo/A3hdHsbMzAxpaWl4/vw5ExpElCfSHBpZS05ZWlrC2toaL1++xIsXL5jQICI1wcHBCA4O1rjs4MGDKvfNzMwwdepUTJ06tQAiIyLSLwsLC1SoUAEA4O3tjTNnzuD7779H3759kZKSgpiYGJVjp5zmGAKAiRMnYty4cfL9uLg4lClTRudxc1JwoqLD6OfQOHjwIFxcXFC5cmWMGDECz549y7F/QQ1VI8oLqTRU+/btNU7+l1vOzs6oX7++yrqJihJphEbWhIZCoeA8GkSUb9mN0AA4jwYRERGRNjIyMpCcnAxvb2+Ym5urzDF048YN3L9/P9s5hoDXFzLb29ur3PQhpzk0WHKKqHAx6oRG+/bt8fvvv2Pfvn2YO3cuDh06hA4dOsgTxGoyZ84cODg4yDd9ZHWJ8kqaP0MX5aYkbdq0AQCcO3dOZ+skMhbSgaWmq6OZ0CCi/MopocF9DBEREZGqiRMn4vDhw7h79y4uX76MiRMn4uDBgxgwYAAcHBwwePBgjBs3DgcOHMC5c+cwaNAgNGnSBI0bNzZ06Cw5RVSEGLTk1Nv069dP/n/NmjVRq1YteHl54eDBg2jbtq3GxxTUUDWi3Hrw4AGuXLkCExMTtGvXTmfrld7fOU2yRVRYZTdCA+DJRiLKP6nkFBMaRERERG/35MkTDBw4EBEREXBwcECtWrWwa9cuvPfeewCA7777DiYmJujZsyeSk5Ph5+eHRYsWGTjq13KaFJwJDaLCxagTGlmVL18eJUqUwK1bt7JNaCiVSk4cTkZp586dAIBGjRqhePHiOluvNG8GExpUFHGEBhHpkzRCI+scGsCbfcyLFy8KNCYiIiIiY7VkyZIcl1taWiIkJAQhISEFFJH2NM2hwZJTRIWTUZecyurhw4d49uwZJz6mQkkf5aYAyJNrRURE6HS9RMaAIzSISJ84hwYRERFR0SeEYMkpoiLEoCM0EhIScOvWLfl+eHg4wsLC4OTkBCcnJ0yfPh09e/aEm5sbbt++jQkTJqBChQrw8/MzYNREuZeSkoK9e/cC0H1CI/MIDSEEFAqFTtdPZEgcoUFE+sSSU0RERERFX3JyMoQQAJjQICoKDDpC4+zZs6hbty7q1q0LABg3bhzq1q2LKVOmwNTUFJcuXULXrl1RqVIlDB48GN7e3jhy5AhLSlGhc+zYMSQkJMDFxQX16tXT6bpdXV0BAElJSfwSpiKHIzSISJ+0KTnFfQwRERFR4SaNzgA0JzRevnyJtLS0Ao+LiPLGoCM0fHx85AypJrt27SrAaIj0Ryo31b59e5iY6DaPaG1tDXt7e8TFxSEyMlLjiV+iwkoaocGEBhHpWlpaGpKSkgDkPEKDc2gQERERFW5SQsPCwgJmZm9OhUoJDeD1KA3p+I+IjFuhmkODqLDasWMHAN2Xm5JIZac4j4bxmjNnDho0aAA7Ozu4uLjA398fN27cUOnz6tUrBAUFoXjx4rC1tUXPnj0RFRVloIiNA0tOEZG+SOWmAJacIiIiIirKNE0IDrxOcFhaWgJg2SmiwoQJDSI9u3//Pq5evQoTExO0a9dOL9uQJgaPjIzUy/op/w4dOoSgoCCcPHkSe/bsQWpqKtq1aycfWAHA2LFj8ffff2P9+vU4dOgQHj9+jB49ehgwasNjySki0hcpoWFmZgYLCwu15ZwUnIiIiKho0DQhuITzaBAVPgYtOUX0LpBGZzRu3Fhvwxc5QsP47dy5U+X+8uXL4eLignPnzqFly5aIjY3FkiVLsGrVKrRp0wYAsGzZMlStWhUnT55E48aNDRG2wXGEBhHpizR/hp2dHRQKhdpy7mOIiIiIioacEhoODg548uSJ/NuTiIwfR2gQ6Zm+y00BHKFRGEkHS9IJs3PnziE1NRW+vr5ynypVqqBs2bI4ceKEQWI0BhyhQUT6kjmhoQn3MURERERFQ04JDWlULudNIyo8OEKDSI9SUlKwb98+APpNaHCERuGSkZGBMWPGoFmzZqhRowaA18koCwsLtZEIrq6u2SaqkpOTkZycLN8vakNk09LS5JJcOY3QSExMRHJyMpRKZUGGR0SFnFRyytbWVuNyaR/z6tUrJCUlwcrKqsBiIyIiIiLdkX5X2tjYqC3jRSxEhQ9HaBDp0dGjR5GQkABXV1fUrVtXb9vhCI3CJSgoCFeuXMGaNWvytZ45c+bAwcFBvpUpU0ZHERqHzEN+pbqmmTk4OMhlYng1DRHl1ttGaNjZ2cHU1BQA9zFEREREhVlOIzSY0CAqfJjQINKj7du3AwDat28PExP9fdyY0Cg8goODsW3bNhw4cAClS5eW293c3JCSkiKXWJJERUXJf9+sJk6ciNjYWPn24MEDfYZe4KSEho2NDczNzdWWm5iYcNJeIsqztyU0FAoF9zFERERERQATGkRFCxMaRHpUEPNnACw5VRgIIRAcHIxNmzZh//798PT0VFnu7e0Nc3NzuUQZANy4cQP3799HkyZNNK5TqVTC3t5e5VaU5DR/hoQHn0SUV1LJqewSGgD3MURERERFgTZzaPB4j6jw4BwaRHpy7949/PvvvzAxMUG7du30ui3pCv6nT58iNTVV49XsZFhBQUFYtWoVtmzZAjs7O3k0jYODA6ysrODg4IDBgwdj3LhxcHJygr29PUaNGoUmTZqgcePGBo7eMKQRGkxoEJE+SCM0sptDA3izj2HJKSIiIqLCiyM0iIoWJjSI9ES60r5JkyZyxl9fihcvDjMzM6SlpSEqKkqllBEZh9DQUACAj4+PSvuyZcsQGBgIAPjuu+9gYmKCnj17Ijk5GX5+fli0aFEBR2o8pBEamiYEl/Dgk4jy6m0lpwBesUdERERUFHBScKKihSWniPTk2rVrAF6XEtI3ExMTuLq6AuA8GsZKCKHxJiUzAMDS0hIhISF4/vw5EhMTsXHjxmznz3gX5GaExrNnzwokJiLSzuHDh9GlSxeUKlUKCoUCmzdvVlkeGBgIhUKhcmvfvn2BxqhNQoM/cImIiIgKP21GaHBELlHhwYQGkZ7cunULAFChQoUC2R7n0aCiRkpo5DRCw9nZGQAQHR1dECERkZYSExNRu3ZthISEZNunffv2iIiIkG+rV68uwAjfzKGhTckpJjSIiIiICi+WnCIqWlhyikhPbt68CQCoWLFigWxPupKfIzSoqNBmUnAXFxcAwJMnTwoiJCLSUocOHdChQ4cc+yiVSoOOQsvNCA1esUdERERUeDGhQVS0cIQGkR5kZGTg9u3bAAo+ocERGlRUaDNCQ0pocIQGUeFz8OBBuLi4oHLlyhgxYkSBl47jHBpERERE7wYpoZHTHBoxMTFIT08v0LiIKG+Y0CDSg0ePHuHVq1cwMzNDuXLlCmSbUskpjtCgokKbERpSySmO0CAqXNq3b4/ff/8d+/btw9y5c3Ho0CF06NAhxx+RycnJiIuLU7nlR25KTnGeHiLKKiQkBB4eHrC0tESjRo1w+vTpHPvHxMQgKCgIJUuWhFKpRKVKlbB9+/YCipaI6N0mTQquaYSGdAEL8OY3KBEZN5acItIDqdyUp6cnzMwK5mPGERpU1GgzKThLThEVTv369ZP/X7NmTdSqVQteXl44ePAg2rZtq/Exc+bMwfTp03UWQ05X6klYcoqINFm7di3GjRuHxYsXo1GjRli4cCH8/Pxw48YN+dgks5SUFLz33ntwcXHBhg0b4O7ujnv37uU4CpWIiHQnp5JT5ubmsLW1RUJCAp4/f47ixYsXdHhElEt5GqFRvnx5jVeqxcTEoHz58vkOiqiwK+j5MwCO0KCiR7o6hpOCExV95cuXR4kSJXDr1q1s+0ycOBGxsbHy7cGDB/naZk4/bCVMaBCRJgsWLMDQoUMxaNAgVKtWDYsXL4a1tTWWLl2qsf/SpUvx/PlzbN68Gc2aNYOHhwdatWqF2rVrF3DkRETvprcd93EeDaLCJU8Jjbt372osCZCcnIxHjx7lOyiiwk46IVOQCQ2O0KCiJjcjNBITE+WDVCIqfB4+fIhnz57JyXlNlEol7O3tVW75oU1Cg3NoEFFWKSkpOHfuHHx9feU2ExMT+Pr64sSJExofs3XrVjRp0gRBQUFwdXVFjRo18NVXXxVomT0ioneZtgkNXsRCVDjkqhbO1q1b5f/v2rVL5SRTeno69u3bBw8PD50FR1RYSSM0KlSoUGDblObqePDgAVJSUmBhYVFg2ybSB21GaNjZ2UGpVCI5ORnR0dEFNmcNEeUsISFBZbRFeHg4wsLC4OTkBCcnJ0yfPh09e/aEm5sbbt++jQkTJqBChQrw8/MrsBhzM0JDmiTS1NS0QGIjIuP19OlTpKenw9XVVaXd1dUV169f1/iYO3fuYP/+/RgwYAC2b9+OW7duYeTIkUhNTcXUqVM1PkbXZfaIiN5l0hwa2ZUa5QgNosIlVwkNf39/AIBCoUBAQIDKMnNzc3h4eODbb7/VWXBEhZWhSk5ZW1vj5cuXuHv3LipVqlRg2ybSB21GaCgUCjg7O+Phw4d48uQJExpERuLs2bNo3bq1fH/cuHEAgICAAISGhuLSpUtYsWIFYmJiUKpUKbRr1w4zZ86EUqkssBhzM0IDeJ3UYE1lIsqLjIwMuLi44JdffoGpqSm8vb3x6NEjzJ8/P9uExsSJE+V9JwDExcWhTJkyBRUyEVGRIh33WVlZaVzOhAZR4ZKrhEZGRgaA1xMdnzlzBiVKlNBLUESFWUZGBm7fvg2gYBMaCoUCFSpUwKVLl3Dz5k0mNKhQE0JoNUIDeF12SkpoEJFx8PHxgRAi2+W7du0qwGjUCSG0SmiYm5vDzs4O8fHxnCSSiAAAJUqUgKmpKaKiolTao6Ki5BKwWZUsWRLm5uYqo7yqVq2KyMjIbEdWK5XKAk3yEhEVZUlJSQCY0CAqKvI0h0Z4eDiTGUTZePjwIZKTk2FmZoayZcsW6LalBEpOk6oSFQZJSUlIS0sDkPMIDeDNPBqcGJyItJWamipfqJPdD1uJNEqDNZWJCAAsLCzg7e2Nffv2yW0ZGRnYt28fmjRpovExzZo1w61bt+T9DgD8999/KFmyJMvEEhEVACY0iIqWXI3QyGzfvn3Yt28fnjx5onJgBgBLly7Nd2BEhZVUbqp8+fIwM8vzRyxPpDk7pBiICispOWFhYQFbW9sc+zo7OwMAR2gQkdak0RlAziM0gNc/cO/fv88fuEQkGzduHAICAlC/fn00bNgQCxcuRGJiIgYNGgQAGDhwINzd3TFnzhwAwIgRI/DTTz9h9OjRGDVqFG7evImvvvoKn3zyiSGfBhHROyEtLU2+WI4JDaKiIU9nW6dPn44ZM2agfv36KFmyJBQKha7jIiq0pNERBVluSiJtkwkNKuykhIaLi8tbv2OkERpMaBCRtqSEhqmpKczNzXPsyx+4RJRV3759ER0djSlTpiAyMhJ16tTBzp075YnC79+/DxOTN8UQypQpg127dmHs2LGoVasW3N3dMXr0aHz22WeGegpERO8MaXQGkH1CgyNyiQqXPCU0Fi9ejOXLl+PDDz/UdTxEhZ6UTJBGSxQklpyiokJKTkijL3LCklNElFuZ5894W9KUCQ0i0iQ4OBjBwcEalx08eFCtrUmTJjh58qSeoyIioqwyJzQsLS019uHxHlHhkqc5NFJSUtC0aVNdx0JUJEgJDUOM0JCSKHfv3kVKSkqBb59IV6SEhpSsyAlLThFRbmkzIbiEV+wRERERFV5SQkOpVKqMnsuMCQ2iwiVPCY0hQ4Zg1apVuo6FqEi4f/8+AMDT07PAt12yZEnY2NggIyMD4eHhBb59Il3JXHLqbThCg4hyKzcJDf7AJSIiIiq8Xr16BSD7clMAj/eICps8lZx69eoVfvnlF+zduxe1atVSqz28YMECnQRHVBhFRkYCeJ1cKGgKhQIVKlTAxYsXcfPmTVSuXLnAYyDShdyUnOIIDSLKLSY0iIiIiN4N0ggNbRMaQgjOFUxk5PI0QuPSpUuoU6cOTExMcOXKFVy4cEG+hYWF6ThEosIjPT1dPqnq5uZmkBikslOcR4MKs7yM0Hjy5AmEEHqNi4iKBm1+2EqY0CAiIiJ6bc6cOWjQoAHs7Ozg4uICf39/3LhxQ6XPq1evEBQUhOLFi8PW1hY9e/ZEVFSUgSLOXUIjLS0NCQkJBRIXEeVdnkZoHDhwQNdxEBUJ0dHRyMjIgImJiVYnYvVBmrtDmsuDqDDKywiN5ORkJCQkwM7OTq+xEVHhxzk0iIiIiHLv0KFDCAoKQoMGDZCWloYvvvgC7dq1w7///gsbGxsAwNixY/HPP/9g/fr1cHBwQHBwMHr06IFjx44ZJGZtEhpWVlZQKpVITk7G8+fP+ZuSyMjlaYSGrhw+fBhdunRBqVKloFAosHnzZpXlQghMmTIFJUuWhJWVFXx9fXmSloxaREQEgNcnWE1NTQ0SAxMaVBTkZlJwGxsb+aQky04RkTZYcoqIiIgo93bu3InAwEBUr14dtWvXxvLly3H//n2cO3cOABAbG4slS5ZgwYIFaNOmDby9vbFs2TIcP34cJ0+eNEjMUkLD0tIy2z4KhUI+5uNFLETGL08jNFq3bp1jPbn9+/drtZ7ExETUrl0bH330EXr06KG2fN68efjhhx+wYsUKeHp6YvLkyfDz88O///6b446IyFAMOX+GhCWnqCjITckpqd/du3fx5MkTeHl56TM0IioCmNAgIiIiyr/Y2FgAb46Xzp07h9TUVPj6+sp9qlSpgrJly+LEiRNo3Lix2jqSk5ORnJws34+Li9NpjNqWGi1WrBgiIiJ4zEdUCOQpoVGnTh2V+6mpqQgLC8OVK1cQEBCg9Xo6dOiADh06aFwmhMDChQsxadIkdOvWDQDw+++/w9XVFZs3b0a/fv3yEjqRXkkjNAw1fwbwZoTGvXv3kJKSAgsLC4PFQpQXQohclZwC3iQ0pEQIEVFO8lJyipNEEhEREb2RkZGBMWPGoFmzZqhRowaA1xd5WlhYwNHRUaWvq6urfAFoVnPmzMH06dP1Fqe2CQ1exEJUeOQpofHdd99pbJ82bZrOJs8JDw9HZGSkSlbXwcEBjRo1wokTJ7JNaOg7s0uUE2MYoeHm5gYbGxskJiaidevWsLe3x4wZM9CgQQODxUSUG4mJiXj16hUA7UdoSIkPlpwiIm3kZYRGamoqXr58KdeHJiIiInqXBQUF4cqVKzh69Gi+1jNx4kSMGzdOvh8XF4cyZcrkNzwZExpERY9O59D44IMPsHTpUp2sSzox7OrqqtKeU1YXeJ3ZdXBwkG+63AkSvY303jTkCA2FQoH69esDAI4fP46dO3di6tSpBouHKLekpIS1tbXWJw6lxAdHaBCRNnKT0LCxsYG5uTkA/sAlIiIiAoDg4GBs27YNBw4cQOnSpeV2Nzc3pKSkICYmRqV/VFRUtudJlEol7O3tVW66xIQGUdGj04TGiRMnDD63xcSJExEbGyvfHjx4YNB46N1iDCWnAGDdunVYt24dfvzxRwDAgQMH5C9xImOX23JTwJuEBkdoEJE2pITG237YAqqTRPIHLhEREb3LhBAIDg7Gpk2bsH//fnh6eqos9/b2hrm5Ofbt2ye33bhxA/fv30eTJk0KOlwATGgQFUV5KjmVdQJvIQQiIiJw9uxZTJ48WSeBSSeEo6KiVMr3REVFqc3hkZlSqYRSqdRJDES5ZQwlp4DXJ3d79+4NIQTmzp2Lhw8f4tChQ2jfvr1B4yLSRm4nBAdYcoqIckf6YavNCA3g9TwaUVFR/IFLRERE77SgoCCsWrUKW7ZsgZ2dnXwOxMHBAVZWVnBwcMDgwYMxbtw4ODk5wd7eHqNGjUKTJk00TgheELRNaEi/P3lhNJHxy9MIjcwlnRwcHODk5AQfHx9s375dZ6VtPD094ebmppLVjYuLw6lTpwyW1SV6G2MZoSFRKBTo0KEDAGD79u0GjoZIO/kZocGSU0SkjdyUnAJ4xR4RERERAISGhiI2NhY+Pj4oWbKkfFu7dq3c57vvvkPnzp3Rs2dPtGzZEm5ubti4caPBYtY2oVGzZk0AwKVLl/QeExHlT55GaCxbtkwnG09ISMCtW7fk++Hh4QgLC4OTkxPKli2LMWPGYNasWahYsSI8PT0xefJklCpVCv7+/jrZPpGuGcsIjcw6dOiAX3/9FTt27DB0KERakRIauRmhISUR7969q4+QiKiIyWtC48WLF3qLiYiIiMjYCSHe2sfS0hIhISEICQkpgIjeTtuERu3atQEA169fR1JSklalSYnIMPKU0JCcO3cO165dAwBUr14ddevWzdXjz549i9atW8v3x40bBwAICAjA8uXLMWHCBCQmJmLYsGGIiYlB8+bNsXPnToPP00GkSXx8PBITEwEYzwgNAGjbti3Mzc1x69Yt3Lx5ExUrVjR0SEQ5ykvJKakU4c2bNxETEwNHR0c9REZERQVHaBARERG9G169egXg7QmNUqVKoUSJEnj69CmuXr2K+vXrF0R4RJQHeSo59eTJE7Rp0wYNGjTAJ598gk8++QTe3t5o27Ztrsp9+Pj4QAihdlu+fDmA1+VyZsyYgcjISLx69Qp79+5FpUqV8hIykd5JozNsbW1ha2tr4GjesLe3R/PmzQGAozSoUMhLySlnZ2d5QrqzZ8/qJS4iKjpym9AoVqwYACY0iIiIiAobbUdoKBQK+UK5sLAwPUdFRPmRp4TGqFGjEB8fj6tXr+L58+d4/vw5rly5gri4OHzyySe6jpGoUDC2+TMyk+bRYEKDCoO8jNAAgIYNGwIATp8+rfOYiKho4QgNIiIioneDtgkN4E3ZKSY0iIxbnhIaO3fuxKJFi1C1alW5rVq1aggJCeEJU3pnGeP8GRIpoXHw4EH5y5zIWOVlhAbAhAYRaU9KaGhbG5lzaBAREREVTtI5EG3K10sjNC5evKjPkIgon/I0h0ZGRgbMzc3V2s3NzZGRkZHvoIgKI2MeoVG9enWUKVMGDx48wMGDB+UEB5Exysuk4MCbhMapU6cghIBCodB5bERUNEg/bDlCg4iIiKhoy80IjcwJjYyMDLx48QLHjh2Tz4O2bt1a6+NHItKfPI3QaNOmDUaPHo3Hjx/LbY8ePcLYsWPRtm1bnQVHVJgY8wgNhUIhJzG2b99u4GiIsieEyHPJqXr16sHU1BSRkZF49OiRPsIjIi0dPnwYXbp0QalSpaBQKLB582aV5UIITJkyBSVLloSVlRV8fX1x8+bNAouPc2gQERERvRtyk9CoXLkyLCwsEB8fjzt37sDPzw/dunVD9+7d0blzZwwaNEjf4RKRFvKU0Pjpp58QFxcHDw8PeHl5wcvLC56enoiLi8OPP/6o6xiJCgUpoWGMIzQAoGPHjgA4jwYZt9jYWKSmpgLIfckpa2tr1KxZEwDLThEZWmJiImrXro2QkBCNy+fNm4cffvgBixcvxqlTp2BjYwM/Pz+8evWqQOLjHBpERERE74bcJDTMzc1Ro0YNAMD48eNx7tw5WFtbo3HjxjAxMcG6detw7NgxvcZLRG+Xp4RGmTJlcP78efzzzz8YM2YMxowZg+3bt+P8+fMoXbq0rmMkKhSkklPGOEIDeD2yytzcHLdv3y7Qq2CJckManWFnZ6dVjdOsOI8GkXHo0KEDZs2ahe7du6stE0Jg4cKFmDRpErp164ZatWrh999/x+PHj9VGcuiDECLPCQ3OoUFEkpCQEHh4eMDS0hKNGjXS+thjzZo1UCgU8Pf312+AREQEIHcJDeBN2aktW7YAAKZOnYoTJ05g8ODBAID//e9/EELoPlAi0lquEhr79+9HtWrVEBcXB4VCgffeew+jRo3CqFGj0KBBA1SvXh1HjhzRV6xERs3YR2jY2dmhZcuWAFh2ioxXXufPkDChQWT8wsPDERkZCV9fX7nNwcEBjRo1wokTJ/S+/ZSUFHnOt9wmNOLj4+VRZET07lq7di3GjRuHqVOn4vz586hduzb8/Pzk45js3L17F+PHj0eLFi0KKFIiIsptQqN27dry/8uVK4dPPvkEADBjxgzY2tri1KlTWLt2re4DJSKt5SqhsXDhQgwdOhT29vZqyxwcHPDxxx9jwYIFOguOqDAx9hEaAOR5NFh2ioyVdCIgt+WmJFJC4+zZs0hPT9dZXESkO9IFAK6urirtrq6u8jJNkpOTERcXp3LLC2l0BqB9QsPR0REKhQIA8OzZszxtl4iKjgULFmDo0KEYNGgQqlWrhsWLF8Pa2hpLly7N9jHp6ekYMGAApk+fjvLlyxdgtERE77a8jtAAgK+//lquHODm5obPPvsMAPD5558XWKlUIlKXq4TGxYsX0b59+2yXt2vXDufOnct3UESFTVpamlwqx1hHaABvEhoHDx5UOaFDZCyioqIA5H2ERrVq1WBra4v4+HicOnVKl6ERkYHNmTMHDg4O8q1MmTJ5Wo/0/Wdqagpzc3OtHmNqaip/vz98+DBP2yWioiElJQXnzp1TGWVmYmICX1/fHEeZzZgxAy4uLnLJEiIiKhi5TWg0bNgQTZo0Qe/evdG3b1+VZePGjYO7uzvu3buHH374QeexEpF2cpXQiIqKyvGHn5mZmXxSl+hd8uTJEwghYGJighIlShg6nGxVrVoV5cqVQ3JyMsvDkVG6ffs2AOT5ykVTU1P07t0bALBo0SKdxUVEuiMlBqQEpiQqKirHiwImTpyI2NhY+fbgwYM8bV/6Uavt6AyJlEDJ63aJqGh4+vQp0tPTczXK7OjRo1iyZAl+/fVXrbejq1FpRETvMiFErhMalpaWOH78ONatWyeP0JVYW1tj9uzZAIDZs2fzHCiRgeQqoeHu7o4rV65ku/zSpUtGXW6HSF8yl88wNTU1cDTZUygUaNCgAQDg2rVrBo6GSN2tW7cAABUqVMjzOoKDgwEA69atUzthSkSG5+npCTc3N+zbt09ui4uLw6lTp9CkSZNsH6dUKmFvb69yy4vcTgguKVu2LADg/v37edouEb2b4uPj8eGHH+LXX3/N1YVPuhqVRkT0LktJSZEn8NY2ofE2H374IerWrYu4uDhMnz5dJ+skotzJVUKjY8eOmDx5ssY6cUlJSZg6dSo6d+6ss+CICgtp/gxjLjclkU4USyeOiYyJLhIa9erVQ5MmTZCampqrKyGJSHcSEhIQFhaGsLAwAK8nAg8LC8P9+/ehUCgwZswYzJo1C1u3bsXly5cxcOBAlCpVCv7+/nqPLb8JDY7QIHq3lShRAqamplqPMrt9+zbu3r2LLl26wMzMDGZmZvj999+xdetWmJmZyaNTs9LVqDQioneZNDoD0F1Cw8TEBN988w0AYPHixbh586ZO1ktE2stVQmPSpEl4/vw5KlWqhHnz5mHLli3YsmUL5s6di8qVK+P58+f48ssv9RUrkdGSRmgUhhFKFStWBAB+6ZLRycjIkH/U5yehAQBBQUEAXh9gpqam5js2Isqds2fPom7duqhbty6A1/WG69atiylTpgAAJkyYgFGjRmHYsGFo0KABEhISsHPnTnnSRX3Ka0JDujqaIzSI3m0WFhbw9vZWGWWWkZGBffv2aRxlVqVKFVy+fFlO8oaFhaFr165o3bo1wsLCsh15oatRaURE7zLpgmyFQgELCwudrbdNmzZo164d0tPTsWbNGp2tl4i0Y5abzq6urjh+/DhGjBiBiRMnysO2FAoF/Pz8EBISolZLlOhdICU0CsMIDSY0yFhFREQgKSkJZmZmKFeuXL7W1atXL4wbNw6PHj3Cli1b0KtXLx1FSUTa8PHxkY8TNVEoFJgxYwZmzJhRgFG9VlhKTh04cACLFi1Ceno6LCws8Omnn8Lb27tAtk1EORs3bhwCAgJQv359NGzYEAsXLkRiYiIGDRoEABg4cCDc3d0xZ84cWFpaokaNGiqPd3R0BAC1diIi0q3M82dknQ8jv3r06IHdu3dj165dmDx5sk7XTUQ5y1VCAwDKlSuH7du348WLF7h16xaEEKhYsSKKFSumj/iICgWp5FRhGKEhXfl+7949pKSk6PQqBaL8kMpNeXh4wMws119PKpRKJd5//318//33OHLkCBMaRCTL7wiNgir7Mn78eJw/f16+n5ycjE2bNhXItokoZ3379kV0dDSmTJmCyMhI1KlTBzt37pQv7rt//z5MTHJVDIGIiPRASmjoYxSwn58fAODkyZOIiYmRk9VEpH95PsoqVqwYGjRogIYNGzKZQe+8wjRCw83NDTY2NsjIyEB4eLihw3mnHD58GF26dEGpUqWgUCiwefNmleVCCEyZMgUlS5aElZUVfH1936mRNLqYPyOzatWqqayXiAh4k9DIbR1laYRGREQEUlJSdB5XZmlpabh69SoAICAgAABw9+5dvW6TiHInODgY9+7dQ3JyMk6dOoVGjRrJyw4ePIjly5dn+9jly5erHQcSEZHuZR6hoWseHh6oXLky0tPTVcoQEpH+8bIRIh0oTCM0FAqFfML4XTpZbgwSExNRu3ZthISEaFw+b948/PDDD1i8eDFOnToFGxsb+Pn5yXU/izpdJzSk9TChQUSZ5XWEhrOzM5RKJYQQePz4sT5Ck92+fRvJycmwtrbG2LFjAXDuDiIiIqLc0mdCAwDat28PANi1a5de1k9EmjGhQaQDhWmEBvBmHg2e6C1YHTp0wKxZs9C9e3e1ZUIILFy4EJMmTUK3bt1Qq1Yt/P7773j8+PE7cwWflGDTdUIjPDwcaWlpOlknERV+0g/b3CY0TExMULp0aQD6Ty5cvnwZAFC9enV5TqHnz58jMTFRr9slIiIiKkr0ndCQyk7t3Lkzx/njiEi3mNAgyichRKFNaHCEhvEIDw9HZGQkfH195TYHBwc0atQIJ06cMGBkBUfXIzRKly4NpVKJ1NRUXtlMRLK8jtAA3pSd0vc8GleuXAEA1KxZEw4ODrCzsyuQ7RIREREVJfpOaLRq1QpKpRIPHjzA9evX9bINIlLHhAZRPsXHx8snRwpLQoMlp4yPlBSTJpOUuLq6ysuySk5ORlxcnMqtsBJC6DyhYWJigvLlywPgaCQieiM/CQ1pYvCCGqFRo0YNKBSKAp+QnIiIiKgo0HdCw9raGi1btgTAslNEBYkJDaJ8kk4229nZwcbGxsDRaIclp4qGOXPmwMHBQb5JJ7wKo6ioKCQmJsLExAQeHh46Wy/n0SCirArbCI3M2+VoMyIiIiLt6TuhAbwpO8WJwYkKDhMaRPlUmCYEl0gJjXv37iElJcXA0RDwZnRPVFSUSntUVFS2I38mTpyI2NhY+VaYr9yVEg5ly5aFUqnU2XqZ0CCirHSR0NBnYiEpKUneZ9WoUaPAtktERERU1BREQqNx48YAgAsXLuhtG0SkigkNonwqbPNnAK/LGNna2iIjIwPh4eGGDocAeHp6ws3NTeWqjri4OJw6dQpNmjTR+BilUgl7e3uVW2Gl63JTEo5GIqKspIRGXn7YFkTJqWvXriEjIwPFixeXyxCy5BQRERFR7hVEQqNWrVoAgEePHuHp06d62w4RvcGEBlE+SQmNwjRCQ6FQcB4NA0hISEBYWBjCwsIAvJ4IPCwsDPfv34dCocCYMWMwa9YsbN26FZcvX8bAgQNRqlQp+Pv7GzTugqCvhAZHaBBRVsZecipzuSmFQqGyXY7QICIiItJeQSQ07Ozs4OXlBQC4ePGi3rZDRG8woUGUT1LJqcI0QgN4c+U6ExoF5+zZs6hbty7q1q0LABg3bhzq1q2LKVOmAAAmTJiAUaNGYdiwYWjQoAESEhKwc+dOWFpaGjLsAqHvhMbt27eRnp6u03UTUeEk/bDNz6TgMTExiI+P12lcEimhIZWbyrxdjtAgIiIi0l5BJDQAoE6dOgAgX7xIRPrFhAZRPhXGklPAmxO9kydPRqlSpfDhhx9CCGHgqIo2Hx8fCCHUbsuXLwfweuTMjBkzEBkZiVevXmHv3r2oVKmSYYMuAK9evZJLbVWvXl2n6y5TpgzMzc2RkpKCR48e6XTdRFQ45WeEhp2dHRwdHQHoL7lw+fJlAG8mBAdUR2jwu5qIiIhIO69evQKg/4RG7dq1AXCEBlFBYUKDKJ8K46TgwOuT6wCQmJiIiIgI/Pnnn7h27Zphg6J30vr16/H06VOULl0avr6+Ol23mZkZPD09AbDsFBG9lp+EBqD/8k+aRmiULl0awOsf5azNTERERKQdaYSGvqsecIQGUcFiQoMonwrrCI127drh3r17uHDhAlq2bAkA2LFjh4GjonfRTz/9BAAYMWIEzMzMdL5+zqNBRJnlN6Ghz4nBY2Ji8PDhQwCqI9aUSqU8QTjLThERERFpp6BLTl27dg3Jycl63RYRMaFBlG+FdYQG8Poq0zp16qB79+4AgO3btxs4InrXnD59GqdPn4aFhQWGDBmil20woUFEmeU3oSHtU65fv66zmCTS6IwyZcrAwcFBZRknBiciIiLKnYJKaJQuXRrFihVDWloa/v33X71ui4iY0CDKl9TUVLn0Q2EboZFZx44dAQBHjhzR2ySnRJqEhIQAAPr27QsXFxe9bIMJDSLKTEpo5PWHrVQKSko+6JK0zszzZ0g4MTgREREZ2uHDh9GlSxeUKlUKCoUCmzdvVlkuhMCUKVNQsmRJWFlZwdfXFzdv3jRMsCi4hIZCoWDZKaICZNQJjWnTpkGhUKjcqlSpYuiwiGTR0dEQQsDU1BQlSpQwdDh5VrFiRZQvXx6pqanYv3+/ocOhd0RsbCzWrFkDAAgODtbbdqSExn///ae3bRBR4ZHfERpSskGavFuXNE0ILuEIDSIiIjK0xMRE1K5dW74wLat58+bhhx9+wOLFi3Hq1CnY2NjAz89Pnpy7oBVUQgPgxOBEBcmoExrA6/rBERER8u3o0aOGDolIJpWbcnV1hYmJ0X+csqVQKORRGiw7RQXl9OnTSElJgaenJxo2bKi37UgnBq9fvy6fyCSid5MQQv5hm9eERrVq1QC8nkNL1xN0a5oQXCIlNDhCg4iIiAylQ4cOmDVrlly2OjMhBBYuXIhJkyahW7duqFWrFn7//Xc8fvxYbSRHQSnIhAZHaBAVHKM/A2tmZgY3Nzf5VpivgqeiR5oQvDDOn5FVhw4dALyeGFwIYeBo6F1w+vRpAEDjxo31uh13d3eULFkS6enpuHDhgl63RUTGLSUlBRkZGQDyntCws7ODp6cnAODq1as6i00IIY/Q0JTQ0Odk5ERERET5FR4ejsjISPj6+sptDg4OaNSoEU6cOJHt45KTkxEXF6dy0xVDJDQuXrzIcypEemb0CY2bN2+iVKlSKF++PAYMGPDWH3H63BHSu+nRo0cYOXIk7t69q7ZMGqFRmOfPkPj4+ECpVOLBgwecxIoKhJTQ0OfoDOD1CCRpG9I2iejdlHmUVl4TGsCbhIMuy05FRETgxYsXMDU11VhilSWniIiIyJhJF3y6urqqtLu6usrLNJkzZw4cHBzkm3QRhy4UZEKjatWqsLS0RExMDM+pEOmZUSc0GjVqhOXLl2Pnzp0IDQ1FeHg4WrRokeOkxfrcEdK7adq0aQgNDcWXX36ptuz/7N13fFP19z/wV7pLFx10AKXsLausMgShgAwVKVM+ihNHQYaKgiKCKKgoKFRARfArQhkiIspeMhXKkFk2ZbVlddKmbfL+/dHfvTQ0bZM0yU3S1/PxyEN6c3PvSWzevfeee97n9OnTAOAQv2eVKlVC586dARQ2ByeyJCEE/vnnHwCWT2gU3QcTGkQVW3Z2NgDA2dkZrq6uJm9HmsrOnI3BpeRIvXr14OHhUex5KaFx8+bNUo+FiYiIiOzJxIkTkZ6eLj/MOb2mNRMabm5u6NKlCwBg06ZNFt8fUUVm0wmN3r17Y9CgQWjWrBl69eqFv/76C2lpaVi5cmWJr7HkQEgVjxBC7imxadMmaDQanec3bNgAAOjWrZvVY7OEJk2aAADOnz+vcCTk6K5du4aUlBQ4OzujZcuWFt+fIyQ0tm/fjk8++QQFBQVKh0Jkt9LS0gAAlStXLtd2LFGhUVr/DKDw7sZ69epBq9Vi3bp1ZtsvERERkTlIM1ekpKToLE9JSSl1Vgt3d3f4+vrqPMzFmgkNAHj88ccBABs3brTK/ogqKptOaDyscuXKqF+/fqkXWy05EFLF899//+HGjRsAgDt37uDQoUPyc5cvX8bp06fh7OyMHj16KBWiWdWrVw9A4VRvRJYkJRaaNWtmlYPL1q1bAwAuXrxo9ia+1pCTk4PBgwfjgw8+wE8//aR0OER26969ewCAgICAcm1HSjqcOHHCbHMkSwkNqfrjYSqVCkOHDgUALF++3Cz7JCIiIjKXWrVqITQ0FNu2bZOXZWRk4J9//kFUVJQiMVk7odGrVy8AwN9//60z1SkRmZddJTSysrJw4cIFh2jATPZBqsCQSNUaRZ/r0KFDue/0tBVSQoMVGmRp1uqfIalcuTIaNGgAADh48KBV9mlOK1aswJ07dwAA8+bNY5M5cggfffQRVCqVzkNf7whzunv3LoDyJzQaNGgAFxcXZGRkmK0auLSG4JJhw4YBKKwalcYEIiIiImvJysrC0aNHcfToUQCFjcCPHj2KpKQkqFQqjB07FtOnT8e6detw/PhxPPfcc6hatSr69++vSLzWTmg0bNgQNWrUgFqtxt9//22VfRJVRDad0Hj77bexa9cuXL58Gfv27cPTTz8NZ2dn+WSOyNKkpEWbNm10fgYeJDd69+5t/cAspG7dugCACxcuQKvVKhwNOTJrJzSK7svepp0SQmDu3Lnyz0ePHsW+ffsUjIjIfJo0aYKbN2/Kjz179lh0f+ZKaLi5uclJUnP00dBoNHLzyJIqNIDCZpPNmzdHQUEBfv3113Lvl4hMFxcXh5o1a8LDwwPt2rUr9fji+++/R+fOneHv7w9/f39ER0fb3fEIEREAHDp0CC1btpSnDR4/fjxatmyJDz/8EAAwYcIEjB49GiNHjkSbNm2QlZWFjRs36u0PZmlarRZqtRoArLZ/lUolV2lw2ikiy7HphMa1a9cwbNgwNGjQAIMHD0ZgYCAOHDiAKlWqKB0aVQBpaWnYu3cvAGDOnDkACv94p6amIjc3F9u3bwfgWAmNGjVqwNXVFWq1mv1nyGI0Go08fRsTGmX7559/cPjwYbi7u8t3Ns2bN0/ZoIjMxMXFBaGhofIjKCjIovuTEhr+/v7l3paUeDBHH42LFy8iJycHHh4eqF27dqnrSjf2xMfHl3u/RGSaFStWYPz48ZgyZQoOHz6M5s2bo1evXkhNTdW7/s6dOzFs2DDs2LED+/fvR3h4OHr27Inr169bOXIiovLp2rUrhBDFHkuWLAFQeEF/2rRpSE5ORm5uLrZu3Yr69esrEquUzACsV6EBPOijwcbgRJZj0wmN+Ph43LhxA2q1GteuXUN8fDzq1KmjdFhUQWzduhUajQYNGzZEhw4d0LJlSwghsGnTJnk+xLCwMDRv3lzpUM3GxcVFvpDCaafIUs6cOYOsrCx4eXmhUaNGVttv0YSGPU3ZJCUvhg0bJt/5tHr1aty8eVPJsIjM4ty5c6hatSpq166N4cOHIykpqcR11Wo1MjIydB7GMlcPDUC3j0Z5Sdto3LgxnJ2dS113yJAhAAovkI4bNw5vv/22/Fi1alW5YyGisn311Vd45ZVX8MILL6Bx48ZYsGABKlWqhB9//FHv+r/88gveeOMNtGjRAg0bNsQPP/wArVarM888ERGZlzTdFGDdhEb37t3h7OyMM2fO4MqVK1bbL1FFYtMJDSIlPTyllPTfuLg4fP755/IylUqlTIAWIk07xcbgZClShUTr1q3LvHBnTs2bN4erqytu376NS5cuWW2/5ZGSkoKVK1cCAEaPHo2WLVuiY8eOKCgowMKFCxWOjqh82rVrhyVLlmDjxo2YP38+Ll26hM6dOyMzM1Pv+jNmzICfn5/8CA8PN3qf5ppyCgCaNWsGANi3b1+5k6T79+/X2WZpatasiY4dO0IIgTlz5uDLL7+UH0OGDEFKSkq5YiGi0uXl5SEhIQHR0dHyMicnJ0RHR8vf5bLcv38f+fn5ZhmLiIhIPymh4ezsDFdXV6vt18/PT26CzmmniCyDCQ0iPYQQ8h8eKZHRt29fAIXTv0h3U/Xp00eZAC1IagzOhAZZipTQkHrTWIu7uztatGgBwH4ag3/33XfIz89H+/bt0apVKwDAqFGjAAALFy5EXl6ekuERlUvv3r0xaNAgNGvWDL169cJff/2FtLQ0OYn3sIkTJyI9PV1+mDI1ojkTGo899hg8PT1x8eJFJCQkmLwdrVaLFStWAAD69etn0GsWLVqESZMmYcKECfIjODgYQgj8999/JsdCRGW7ffs2NBoNQkJCdJaHhIQgOTnZoG28++67qFq1qk5S5GHmqEojIqrIrN0QvCipjwannSKyDBelAyCyRceOHcPNmzdRqVIlPProowCAqKgozJo1C6dPnwYAhIeHy/PZOxIpocEpp8hSpIRGu3btrL7vtm3b4uDBg/j333/laVtsVX5+PhYsWACgsDpDMmDAAISGhiI5ORlr1qzB0KFDlQqRyKwqV66M+vXrl/j3x93dHe7u7uXahzl7aHh7e+PJJ5/EihUrsHz5crRu3dqk7ezfvx9JSUnw8fEx+EaJBg0a4JNPPtFZdv78eaxZswbHjx9Hjx49TIqFiCxv5syZiI+Px86dO0ttUjtjxgxMnTrVipERETkWpRMakydPxrZt25Cfn2/VChGiioAVGkR6SNNNde/eXb54olKp8NZbb+GHH37ADz/8gClTplh1uhxr4ZRTZEk5OTny3cPWbAgusafG4GvXrsWNGzcQEhKCgQMHysvd3Nzw6quvAmBzcHIsWVlZuHDhAsLCwiy2D3P20AAeNOhesWIFtFqtSdtYvnw5AODpp58u1wm31KTcHD09iKhkQUFBcHZ2Lja9W0pKCkJDQ0t97axZszBz5kxs3ry5zCnmzFGVRkRUkSmZ0IiMjERQUBAyMjLwzz//WH3/RI6OCQ0iPTZs2ADgwXRTFYlUoXHhwgVoNBqFoyFHc/ToURQUFCAkJMSk+e/LS0poJCQkID8/3+r7N4aUrBg5ciTc3Nx0nhs5ciRcXFywd+9eHDlyRInwiMrt7bffxq5du3D58mXs27cPTz/9NJydneUkgSWYc8opAHj88cfh5+eH69evY/fu3Ua/vqCgQG7kXd5qK3M2KSeikrm5uSEyMlKnobfU4FuaM12fzz//HB9//DE2btxoUEWXu7s7fH19dR5ERGQ4JRMaTk5OcsUs+2gQmR8TGkQPuXfvntzQryImNGrUqAFXV1fk5eXh2rVrSodDDkaqjGjbti1UKpXV91+/fn34+voiJycHJ0+etPr+DfXff//h77//hrOzs1yNUVTVqlURExMDAIiLi7N2eERmce3aNQwbNgwNGjTA4MGDERgYiAMHDqBKlSoW26e5Exru7u4YMGAAACA+Pt7o1+/YsQOpqakIDAwsdS59Q0gJjZMnT5pcLUJEhhk/fjy+//57/PTTTzh9+jRef/11ZGdn44UXXgAAPPfcc5g4caK8/meffYbJkyfjxx9/RM2aNZGcnIzk5GRkZWUp9RaIiBzenTt3AJhnqlFTsI8GkeUwoUH0kC1btkCj0aBRo0aoWbOm0uFYnbOzM2rXrg2A006R+UnltkpMNwUU3ikjNSO35WmnpCTF008/jWrVquldR2oOXp6pboiUFB8fjxs3bkCtVuPatWuIj49HnTp1LLY/jUaDtLQ0AOY9sZUqSlatWmV05Zc03dSgQYPKPbdy3bp14e7ujvv37+PSpUvl2hYRlW7IkCGYNWsWPvzwQ7Ro0QJHjx7Fxo0b5UbhSUlJuHnzprz+/PnzkZeXh4EDByIsLEx+zJo1S6m3QETk8KSpAcuaDtBSevbsCaBwdoBbt24pEgORo2JCg+ghFXm6KQkbg5OlFK3QUIqt99G4d+8eli5dCkC3GfjD2rdvDxcXF2RlZelcNCEi/dLT0+V/mzOh8dhjjyE4OBh37tzB1q1bjXqtNGVN0T45pnJxcUGjRo0AcNopImsYNWoUrly5ArVajX/++Qft2rWTn9u5cyeWLFki/3z58mUIIYo9PvroI+sHTkRUQSQnJwNQLqERFhaG5s2bQwiBLVu2KBIDkaNiQoOoCK1WK89v2KdPH4WjUY6U0GCFBpnTnTt3cOHCBQAwaO5oS7H1hMaSJUtw//59PPLII+jcuXOJ67m4uMhVZEw+EpVNmm7K29u7WF+a8nBxccGgQYMAPKi4MER6ejqSkpIAAK1atTJLLFJj8OPHj5tle0RERET2SumEBlDYbw0A/vzzT8ViIHJETGgQFXHs2DEkJyfDy8sLnTp1UjocxUgJjdOnTyscCTmSgwcPAij8/TLX/PWmkBIaJ0+etLm5q7VarTzd1KhRo8rsM1K3bl0ATGgQGcLc/TOKkqadWrt2rdyAsixSH59q1aqZrWKEjcGJiIiICkkJDWk6QCX0798fALBy5UokJiYqFgeRo2FCg6iIv/76CwDQvXt3uLu7KxyNcqSS+d27dyMvL0/haMhR2MJ0U0BhQ+1q1apBq9Xi8OHDisbysI0bN+LChQvw8/PD8OHDy1yfCQ0iw0kJDUs0hoyKikKNGjWQmZkpH0uURUo6SFUV5sCEBhEREVEhW6jQaN++Pfr164eCggJMmDBBsTiIHA0TGkRFSP0zKvJ0UwDQokULhIaGIisrC3v27FE6HHIQSjcEL0qKoW/fvqhSpYr8aNGihXzgq4R58+YBAF588UV4eXmVuT4TGkSGu3fvHgDLVGg4OTlhyJAhAAyfdkqaFkpKQpiDlBxJTEzkDQlERERUoSndFFzyxRdfwNnZGevWrcPOnTsVjYXIUTChQfT/3bt3D/v37wdQsRuCA4UXZqS5Hg2905SoNCkpKXKz3EcffVThaIAnn3wSAJCVlYXbt2/Lj2PHjslJBWs7f/48NmzYAJVKhTfeeMOg1zChQWQ4S045BTyYdmr9+vXIyMgoc32pisKcCY3q1avDz88PBQUFnNaAiIiIKiwhhE1UaABAw4YN8eqrrwIA/ve//6F3794YOHAgLl26pGhcRPaMCQ2i/2/z5s3QarVo3LgxatSooXQ4ipOSOlLVClF5/PDDD8jLy0O7du3QokULpcPB888/j8uXL+PkyZPyY/78+QCA7777Dmq12uoxffvttwAKv3tSoqIsRRMaQgiLxUbkCCyd0GjRogUaNGgAtVqNtWvXlrquEEKu0DDnlFMqlUpOkPz3339m2y4RERGRPUlPT5fP6ZTsoSGZMmUK/Pz8cP36dWzcuBG//vqrwTexEVFxTGgQ/X+cbkpXjx494OzsjFOnTuHKlStKh0N2rKCgQE4WjBo1SuFoHoiIiEDjxo3lx8svv4zq1avj1q1bWLVqlVVjyc7Oxo8//gjAuM+oZs2acHJyQlZWFlJTUy0VHpFDsHRCQ6VSyVUa8fHxpa6bkpKCO3fuQKVSoVGjRmaNQ+qDxQpLIiIiqqik6gw/Pz94enoqHA0QHByMAwcOYMmSJViwYAFcXV2xceNGbN68WenQiOwSExpEALRaLTZu3AiA001J/P39ERUVBYBVGlQ+v//+O65fv44qVapg0KBBSodTIhcXF7z22msAYPVpp3755Rekp6ejTp066NWrl8Gvc3d3lyvKOO0UUemkHhqWaAouGTp0KABgy5YtuH37donrSdNN1a1b1+wn2YMHDwZQOPbev3/frNsmIiIisgdSQsMWqjMkDRs2xIgRI/Dqq68iNjYWAPD2229Do9EoHBmR/WFCgwjAkSNHkJKSAm9vb3Tq1EnpcGyGlNyR5gOXHllZWQpHRrbq2rVriI+Px/Lly+XHZ599BgAYOXIk3N3dFY6wdK+88grc3Nzwzz//4ODBgyZv5+LFizhz5oxB6woh5ARKbGwsnJyM+9MsTTt17tw544IkqmAsXaEBAA0aNEDLli1RUFCA1atXl7ieJaabkrRt2xa1atVCdnY2/vjjD7Nvn4iIiMjW2UpD8JJMnjwZ/v7+OH78OF566SVMnTpVfnz++efyjThEpB8TGkR4UIHQvXt3uLm5KRyN7ZASGn/++Sf8/Pzkh4+PD8aOHatscGRzNBoNunfvjmHDhuGZZ56RHwcPHoSzs7Nc/WDLgoOD5bubTa3SyMjIQJs2bdCqVStcu3atzPV3796N48ePo1KlSnjhhReM3h8bgxMZxhoJDQAGTTtliYbgEpVKJVeKlDX1FREREZEjspWG4CUJCAjA5MmTAQA//fQTPvroI/nx7rvvsr8GURmY0CDCg4QGp5vS1aJFC3Tu3Fnvc4sWLUJeXp6VIyJbtmHDBpw9exZeXl7o1q2bzuPrr79G9erVlQ7RIFIPixUrVuDWrVtGv/6nn37C3bt3kZOTgwULFpS5vpQ4+d///ofKlSsbvT8mNIgMY62ExpAhQwAAf//9N65fv653HUsmNIAHSZW//voLaWlpFtkHERERka2y9YQGUHjeOX36dLz++uvy45VXXoFKpUJ8fDz++ecfpUMkslkuSgdApLS7d+/iwIEDANgQ/GEqlQq7du2CWq2WlwkhUKtWLaSkpGDPnj3o1q2bghGSLZEuzL/++uv44osvFI7GdG3btkXr1q1x6NAhLFq0CO+9957Br9VqtTqVHd999x0mT55c4lRb169fx5o1awCY3jCdCQ0iw1ijhwYA1KhRAx07dsTevXuxYsUKjB8/Xud5rVaLkydPArDMlFNAYaKkcePGOHXqFObPn6+3N4/UkNzDw8MiMRAREREpxR4SGq6urnj//feLLc/Pz8eSJUswfvx47NmzByqVSoHoiGwbKzSowtu8eTO0Wi2aNm2K8PBwpcOxOSqVCh4eHvLD09MTjz/+OAA2C6cHzp49i02bNkGlUuH1119XOpxyUalUcnJh/vz5KCgoMPi127Ztw9mzZ+Hj44OqVavi1q1bWLVqVYnrL1y4EBqNBl26dDH5wmbRhIYQwqRtEDk6IYTVKjSABxUSy5cvL/bc+fPnkZ2dDTc3N/n7a24qlUqOYdKkSYiMjCz2aNWqFfr162eR/RMREREpSeqhYUtNwQ01ffp0VKpUCfv27ZNvfiMiXUxoUIXH6aaMJ31WTGiQ5NtvvwUA9O3bF7Vr11Y4mvIbMmQIgoKCkJSUhPXr1xv8Oqk64/nnn5fnPS2pF4darcbChQsBmF6dAUD+vNPT03Hnzh2Tt0PkyO7fvy9Pk2iNhMagQYPg7OyMQ4cOFaue+u233wAAHTt2hIuL5YqlX375ZbRp0wbVq1fX+1CpVNi2bRsuXrxosRiIiIiIlGAPFRolqVatGt5++20AwJQpUxSOhsg2ccopqtC0Wi0TGibo0aMHnJyccPLkSSQlJaFGjRpKh0QWlpGRgRdffBE3btzQ+/zRo0cBlO/CvC3x8PDAK6+8ghkzZuC1117D559/btDrpOnrYmNj4e/vj2nTpuGff/7BwYMH0aZNG511f/31V6SmpqJatWp46qmnTI7V09MT1atXx7Vr13Du3DkEBQXpPL9u3TrMmjWrWKVJ69at8fXXX7OEmSoEabopV1dXeHl5WXx/wcHB6N69OzZv3oz4+Hh88MEH8nNS1YZUQWEpoaGh+Pfff0t8vkePHti6dSvi4+MxadIki8ZCREREZE32nNAAgHHjxuGTTz7ByZMncfnyZdSsWVPpkIhsChMaVKEdPnwYt27dgo+PDzp27Kh0OHYjICAA7du3x759+7Bhwwa8+uqrSodEFjZ//nz8+uuvpa7TuHFj9OjRw0oRWd5rr72G2bNnIyUlRS5ZNkTfvn3RoEEDAMDgwYOxdOlSxMXFYcmSJTrrzZ07FwDw6quvwtXVtVyxNm3aFNeuXcPGjRsRFRUlLy8oKEBsbCyuXbtW7DX79+/Hk08+iejo6HLtm8geSNNN+fv7Wy2JN3ToUGzevBnLly/H+++/D5VKhdOnT+PYsWNwcXHBgAEDrBJHafFt3boVy5cvZ0KDiIiIHIZGo0FqaioA+01oVK5cGVFRUdizZw82bdrEay5ED2FCgyo0qTojOjoabm5uCkdjX/r06cOERgWh0WjkKaUmTpyIdu3aFVtHpVKhffv2cHJynJkMa9SogcOHD+Ps2bMGv8bZ2RmdO3eWfx41ahSWLl2K+Ph4fPHFF6hSpQoA4NChQzhw4ABcXV0xcuTIcsf6wgsvYOPGjVi4cCHef/99eTxbt24drl27hqCgIHz//ffyhdxly5Zh5cqVmDdvHhMaVCFYs3+G5Omnn8Zrr72GU6dO4fjx42jWrJlcndGrVy8EBgZaLRZ9BgwYgNdffx0nTpzAiRMn0LRpU0XjISIiIjKHO3fuQKPRQKVSyedf9qhXr17Ys2cPNm7caNA1l5ycHKjVagCAr69vmefmmZmZ0Gg0Ost8fHzg7OxsetBEVsKEBlVoUkKjT58+Ckdif3r37o0PPvgAW7duhVqthru7u9IhkYWsX78eSUlJCAwMxOTJk+Hp6al0SFbTqFEjNGrUyOTXt23bFq1bt8ahQ4ewaNEivPfeewCAuLg4AIUVHOZoVPf0008jLCwMN2/exK+//ipPZSP17xg5ciT69+8vr9+gQQOsXLkSf/zxB0uYqUJQIqFRuXJl9OnTB2vXrkV8fDweeeQRxMfHA7D8dFOG8Pf3R+/evbFu3TrEx8dj+vTpSodEREREVG5SdX1gYGC5K+GV1KtXL0yePBnbtm1Dfn5+qe9l/fr16N+/v5ygaNWqFfbv31/ijbvvv/8+Pv3002LLIyIicOTIEfj7+5vnTRBZCBMaVGHduXNHnu/+8ccfVzga+9OiRQuEhIQgJSUFe/bsQffu3ZUOiSxEuij+8ssvV6hkhjmoVCqMGjUKzz//PObPn4+3334baWlp8l3a5uo54urqitdeew1TpkzBvHnzMGzYMJw8eRI7duyAk5MTXnvtNZ31GzZsiOjoaGzduhULFizAzJkzzRIHka2SemhYM6EBFCYu1q5di6VLl8LT0xPnzp2Dp6dnufrmmNOwYcOwbt06LF++HB9//HGJ03Hl5uZi5cqVyMrKMnjbgYGBGDRokEGVe//99x/27NkDAPD29sbgwYPh4eFh8L6IiIiIJPbeP0MSGRmJoKAg3L59GwcOHNCZCaAotVqNN998U6fa4vDhw5g/fz7GjBlTbP2zZ8+W2CPyypUrmD59Or788kvzvAkiC2FCgyqszZs3QwiBRx55BNWrV1c6HLvj5OSE3r17Y8mSJdiwYQMTGg7q9OnT2Lp1q96L4mSYIUOG4K233kJSUhIWLFiAK1euQK1WIzIyUu/0XaYaOXIkpk+fjn379uHXX3/F2rVrAQD9+/dHeHh4sfVHjRqFrVu34vvvv8fTTz+tU1ocHh5ulsoRIltRtIeGNfXr1w9eXl64evUqPvzwQ3mZt7e3VeMoyRNPPIFKlSrh4sWLOHjwINq2bat3vVmzZmHy5MlGb1+tVuO5554rdZ3c3Fw89thj8v8jAEhKStJppE5ERERkKEdJaDg5OaFHjx5Yvnw5Nm7cWGJCY968ebh06RLCwsJw6tQprFixAq+99hqmTZuG5557rtjx74QJE1BQUCBXEku2bNmCvn37Yu7cuXjjjTdQp04dS749onJxnMnOiYz0119/AeB0U+XRu3dvAA8+S3I80tRITzzxBKclMpGHhwdeeeUVAMDo0aMxa9YsAIUJBXM2Jw4NDcXAgQMBAAMHDsTSpUvl/ejTr18/1KhRA3fv3kX79u3Rpk0b+VGvXj3cuHHDbLERKa1u3boYNGgQ2rdvb9X9VqpUCUuWLMGgQYMwcOBAPPvss/jkk0+sGkNpvLy88OSTTwKAXDn2MCEEfv75ZwBAly5dMHDgwDIfbdq0AQD5daX566+/cPfuXQQEBKBLly7y64QQ5niLREREVME4SkIDKJx2CgA2bdqk9/k7d+7I04ZOnz4dlStXxssvv4ymTZvi7t27xaYU3bVrF37//Xc4Oztj1qxZcHV1lR99+vRBz549kZ+fj4kTJ1r2jRGVk0o4+NlCRkYG/Pz8kJ6eDl9fX6XDIRuh1WoRGhqKW7duYefOnfIJNBnn3r17qFKlCjQaDS5fvoyIiAilQ6rQzD3eZWRkoFq1asjKysLmzZvRo0cPM0RZMSUnJ6N///64efMmAKBx48b47bffzD6lyunTpzFkyBCkp6cDKLz4+NNPP5WYOFm5ciUmTZqE/Px8edndu3eRlZWFDz/8EFOnTjVrfETmxGM881i3bh2eeuophIWF4erVq8UaQR4+fBiRkZHw8PBAamoqfHx8ytzmxYsXUadOHTg5OeH69eulXlAYNGgQVq9ejXfeeQeTJ09GcHAwcnNzkZCQgFatWpX7/RE5Co55RFRRlHe8Gz9+PGbPno23334bX3zxhQUitJ6bN2+iatWq8r9DQ0ORk5ODoUOH4syZM8jMzMTNmzfRrFkzHD58WD6O27hxI3r37g1XV1ecPn0aderUgVarRbt27XDo0CG89tprmD9/frH9/ffff2jRogWEENi7dy86dOhgtfeq1Wrl5ucLFy40aNpSqrjs4rcjLi4ONWvWhIeHB9q1a4d///1X6ZDIziUkJODWrVvw9fW16gDtaPz9/REVFQXgQYN1Kj9bGfP+7//+D1lZWWjQoAGio6MVicFRhIaG4sCBA7hy5QquXLmCDRs2WGR++EaNGuG///6T9/N///d/pVaBDB48GOfPn5fXv3LlChYtWgSg8CAyLy/P7DESFWUr411F1qtXL1SuXBk3b97E7t27iz0vNTLv16+fQckMAKhduzbatWsHrVaL1atXl7heRkYG1q9fD6Cwn4ePjw/69euns18iW2Xs+LVq1So0bNgQHh4eeOSRR1jhTEQOT4njvOzsbKxYsQJAYd9AexcWFiZPCSr1vZgzZw7WrVuHs2fP4ubNm1CpVPjqq690bkp5/PHH5WqL9957DwCwbNkyHDp0CD4+PiXeuNasWTO8+OKLAIC33nrLqhWzS5cuxQ8//IAffvgBv/zyi9X2S/bJ5hMaK1aswPjx4zFlyhQcPnwYzZs3R69evZCamqp0aGTHpBOIHj16wNXVVeFo7Js0ZRdPyszDVsY8IYTcDNzcUyORbXv66acRFhaGlJQU/Prrr0qHQw7MVsa7is7d3R0xMTEAik87pdVq5cTC0KFDjdqutH5JU1kBwO+//47c3FzUr18fLVq00HldfHw8tFqtUfskshZjx699+/Zh2LBheOmll3DkyBH0798f/fv3x4kTJ6wcORGRdSh1nPfll1/ixo0bqFmzJoYPH27RfVmLlHyYN28e9u/fjxkzZgAoTHDs3r0bZ86c0dvTdNasWXBycsLq1auxbds2TJo0CQAwceJEBAcHl7i/jz/+GF5eXjhw4ABWrlxpgXdU3P379+X4AGDSpEm4f/++VfZNdkrYuLZt24rY2Fj5Z41GI6pWrSpmzJhh0OvT09MFAJGenm6pEMkOtWvXTgAQP/zwg9Kh2L0jR44IAKJSpUoiNzdX6XDsXnnGPHOOd1u2bBEAhLe3N8fPCmjq1KkCgOjQoYPSoZAD4zGe7di6dasAIAICAoRarZaX7969WwAQPj4+4v79+0Zt8/r160KlUgkA4vLly3rX6d27twAgpkyZIi+7f/++8PHxEQDE7t27TXo/RJZm7Pg1ePBg0bdvX51l7dq1E6+++qrB++SYR0T2RInz2hs3bggvLy8BQMTHxxsdsy3r2bOnACA8PT0FANG6dWuh0WjKfN3LL7+s87oaNWoYdEwnnQ/WrFlT5OTkmOMtlOrjjz8WAERERISoUaOGACCmT59u8f2S/XKxZvLEWHl5eUhISNBpRuPk5ITo6Gjs379f72vUajXUarX8szSPeEZGRpn7++mnn7B3795yRk22TgiBf/75BwDQsWNHg343qGS1atVCSEgIUlJS8NRTT6Fy5coW29eCBQsMnkfRx8fH7qoKjB3zyjPe5eXlldgsGgCOHDkCoHAKEEO3SY5j2LBh+Pjjj7Fv3z7ExMSwkk0BXbt2xTPPPGPw+vY25ln7GI9K16pVKwQHByM1NRVPPPEE/P39AQCnTp0CAPTt2xf5+fk6/XbK4u3tjU6dOmH37t0YMmQIatasqfO8EAKbN28GUDidVdH/j3379kV8fDzeeOMNNG7cuJzvjuzB1KlTERYWZvD6So55poxf+/fvx/jx43WW9erVC2vXri1xPxzziAiwv2M8wLrntUeOHJF7QZw9exbZ2dmIjIzE448/7lDj5UcffYQtW7YgJycHQOHfzaysrDJfN2HCBCxbtkyudvjggw8MOqZ75ZVXMH/+fFy+fBm9evUy6m+0Kf744w8AwOTJkyGEwCuvvIIZM2bg+PHjFt0vWd7rr7+Oli1bGry+wWOewgmVUl2/fl0AEPv27dNZ/s4774i2bdvqfc2UKVMEAD744KOCP+zx7jVjxzyOd3zwwYf0sLcxj8d4fPDBR3keSo55poxfrq6uYtmyZTrL4uLiRHBwcIn74ZjHBx98ABCpqanlH7isjOe1fPDBh6kPQ4/xbLpCwxQTJ07UuftFq9Xi7t27CAwMLDPDk5GRgfDwcFy9ehW+vr6WDtVh8HMzDT834xnzmRnauNSelWe8A/g7aCp+bsbjZ2Yajnm6KuqYZ69xA/Ybu73GDdhv7MbGXRHHvLS0NERERCApKQl+fn4KRlY+9vo7qg/fi21ylPcivQ83NzelQ7G48h7jGcNRfj/0ceT3Bjj2+3Pk9wZY5rzWphMaQUFBcHZ2RkpKis7ylJQUhIaG6n2Nu7s73N3ddZYZOwWOr6+vQ/4CWRo/N9PwczOeo35mxo555hjvAMf9PC2Nn5vx+JmZxhE/N6WO8QD7/TztNW7AfmO317gB+43dHuI2ZfwKDQ01an1A/5gHAH5+fjb/GRnCHv5fG4rvxTY5ynuxt+mmAOXOa43hKL8f+jjyewMc+/058nsDzPv+DJuMXiFubm6IjIzEtm3b5GVarRbbtm1DVFSUgpEREZkfxzwiqig43hGRvTJl/IqKitJZHwC2bNnC8Y6IHBKP84jI0my6QgMAxo8fjxEjRqB169Zo27Yt5syZg+zsbLzwwgtKh0ZEZHYc84ioouB4R0T2qqzx67nnnkO1atUwY8YMAMCYMWPQpUsXfPnll3LT+0OHDuG7775T8m0QEVkMj/OIyJJsPqExZMgQ3Lp1Cx9++CGSk5PRokULbNy4ESEhIWbfl7u7O6ZMmaK3tJdKxs/NNPzcjFcRPjOOebaPn5vx+JmZxtE/N2uOd4D9fp72Gjdgv7Hba9yA/cZub3GXNX4lJSXByenBZAgdOnTAsmXL8MEHH2DSpEmoV68e1q5di6ZNmxq8T3v7jEriKO8D4HuxVY7yXuz9fVj7OM9Q9v65lsaR3xvg2O/Pkd8bYJn3pxJCCLNtjYiIiIiIiIiIiIiIyAJsuocGERERERERERERERERwIQGERERERERERERERHZASY0iIiIiIiIiIiIiIjI5jGhQURERERERERERERENo8JjSLi4uJQs2ZNeHh4oF27dvj333+VDsmm/f3333jiiSdQtWpVqFQqrF27VumQbN6MGTPQpk0b+Pj4IDg4GP3790diYqLSYdm8+fPno1mzZvD19YWvry+ioqKwYcMGpcOyexzzjMMxz3gc80zDMc/87HG8s9cxx56/947y3Zs5cyZUKhXGjh2rdChl+uijj6BSqXQeDRs2VDosxRg7Vq1atQoNGzaEh4cHHnnkEfz1119WirR0xryP77//Hp07d4a/vz/8/f0RHR1tU2O0qX8/4uPjoVKp0L9/f8sGaARj30taWhpiY2MRFhYGd3d31K9f3yZ+x4x9H3PmzEGDBg3g6emJ8PBwjBs3Drm5uVaKtmSm/J3fuXMnWrVqBXd3d9StWxdLliyxeJz2yFHGUn2MeW9Lliwp9jfWw8PDitEaztG/D8a+v507dxb7f6dSqZCcnGydgI1g6rF/eb93TGj8fytWrMD48eMxZcoUHD58GM2bN0evXr2QmpqqdGg2Kzs7G82bN0dcXJzSodiNXbt2ITY2FgcOHMCWLVuQn5+Pnj17Ijs7W+nQbFr16tUxc+ZMJCQk4NChQ+jWrRueeuopnDx5UunQ7BbHPONxzDMexzzTcMwzL3sd7+x1zLHn770jfPcOHjyIhQsXolmzZkqHYrAmTZrg5s2b8mPPnj1Kh6QIY8eqffv2YdiwYXjppZdw5MgR9O/fH/3798eJEyesHLkuY9/Hzp07MWzYMOzYsQP79+9HeHg4evbsievXr1s58uJM/ftx+fJlvP322+jcubOVIi2bse8lLy8PPXr0wOXLl7F69WokJibi+++/R7Vq1awcuS5j38eyZcvw3nvvYcqUKTh9+jQWLVqEFStWYNKkSVaOvDhj/85funQJffv2xWOPPYajR49i7NixePnll7Fp0yYLR2pfHGUs1ceUMcnX11fnb+yVK1esGLHhHP37YOpxfWJios7/v+DgYAtFaDpTjv3N8r0TJIQQom3btiI2Nlb+WaPRiKpVq4oZM2YoGJX9ACB+++03pcOwO6mpqQKA2LVrl9Kh2B1/f3/xww8/KB2G3eKYVz4c80zDMc90HPNM5wjjnT2POfb+vben715mZqaoV6+e2LJli+jSpYsYM2aM0iGVacqUKaJ58+ZKh2ETjB2rBg8eLPr27auzrF27duLVV1+1aJxlKe+YW1BQIHx8fMRPP/1kqRANZsp7KSgoEB06dBA//PCDGDFihHjqqaesEGnZjH0v8+fPF7Vr1xZ5eXnWCtEgxr6P2NhY0a1bN51l48ePFx07drRonMYy5O/8hAkTRJMmTXSWDRkyRPTq1cuCkdkfRxlL9TH2vS1evFj4+flZKTrzcfTvgyHvb8eOHQKAuHfvnlViMidDjv3N8b1jhQYK7z5ISEhAdHS0vMzJyQnR0dHYv3+/gpGRo0tPTwcABAQEKByJ/dBoNIiPj0d2djaioqKUDscuccwjpXDMMx7HvPLheKc8e/3e2+N3LzY2Fn379tX5fbcH586dQ9WqVVG7dm0MHz4cSUlJSodkdaaMVfv37y/2/7pXr16Kjm3mGHPv37+P/Px8xccMU9/LtGnTEBwcjJdeeskaYRrElPeybt06REVFITY2FiEhIWjatCk+/fRTaDQaa4VdjCnvo0OHDkhISJCn5bl48SL++usv9OnTxyoxm5MtfudtjaOMpfqYOiZlZWUhIiIC4eHhdld1Whp7+f9WXi1atEBYWBh69OiBvXv3Kh2OQQw59jfH/z8X08JzLLdv34ZGo0FISIjO8pCQEJw5c0ahqMjRabVajB07Fh07dkTTpk2VDsfmHT9+HFFRUcjNzYW3tzd+++03NG7cWOmw7BLHPFICxzzjcMwzD453yrLH7729fvfi4+Nx+PBhHDx4UOlQjNKuXTssWbIEDRo0wM2bNzF16lR07twZJ06cgI+Pj9LhWY0pY1VycrLe9ZWcX9scY+67776LqlWrKp6YM+W97NmzB4sWLcLRo0etEKHhTHkvFy9exPbt2zF8+HD89ddfOH/+PN544w3k5+djypQp1gi7GFPexzPPPIPbt2+jU6dOEEKgoKAAr732mk1MOWWskr7zGRkZyMnJgaenp0KR2Q5HGUv1MeW9NWjQAD/++COaNWuG9PR0zJo1Cx06dMDJkydRvXp1a4RtMY7+fQgLC8OCBQvQunVrqNVq/PDDD+jatSv++ecftGrVSunwSmTosb85vndMaBApJDY2FidOnKiw8wQbq0GDBjh69CjS09OxevVqjBgxArt27bKLiwxExDHPWBzzyBHY4/feHr97V69exZgxY7BlyxabbfZZkt69e8v/btasGdq1a4eIiAisXLnSpu5wJ+uYOXMm4uPjsXPnTrv7Xc7MzMSzzz6L77//HkFBQUqHU25arRbBwcH47rvv4OzsjMjISFy/fh1ffPGFYgkNU+zcuROffvopvv32W7Rr1w7nz5/HmDFj8PHHH2Py5MlKh0dkUVFRUTpVph06dECjRo2wcOFCfPzxxwpGRmVp0KABGjRoIP/coUMHXLhwAbNnz8bPP/+sYGSls+axPxMaAIKCguDs7IyUlBSd5SkpKQgNDVUoKnJko0aNwvr16/H333/bfWbcWtzc3FC3bl0AQGRkJA4ePIivv/4aCxcuVDgy+8Mxj6yNY57xOOaZB8c75djr994ev3sJCQlITU3VuWNPo9Hg77//xrx586BWq+Hs7KxghIarXLky6tevj/PnzysdilWZMlaFhoba3NhWnjF31qxZmDlzJrZu3WoTTe2NfS8XLlzA5cuX8cQTT8jLtFotAMDFxQWJiYmoU6eOZYMugSn/X8LCwuDq6qozdjRq1AjJycnIy8uDm5ubRWPWx5T3MXnyZDz77LN4+eWXAQCPPPIIsrOzMXLkSLz//vtwcrKfWdhL+s77+vra/d3o5uIoY6k+5jimdXV1RcuWLR3ib2xF/D60bdvWpm8SMubY3xzfO/sZvS3Izc0NkZGR2LZtm7xMq9Vi27ZtdjNnLtkHIQRGjRqF3377Ddu3b0etWrWUDsluabVaqNVqpcOwSxzzyFo45pkPxzzTcLyzPkf73tvDd6979+44fvw4jh49Kj9at26N4cOH4+jRo3aTzAAK5/q+cOECwsLClA7FqkwZq6KionTWB4AtW7YoOraZOuZ+/vnn+Pjjj7Fx40a0bt3aGqGWydj30rBhw2LfwyeffBKPPfYYjh49ivDwcGuGr8OU/y8dO3bE+fPn5aQMAJw9exZhYWGKJDMA097H/fv3iyUtpDFRCGG5YC3AFr/ztsZRxlJ9zHFMq9FocPz4cYf4G2sv/9/M6ejRozb5/86UY3+z/P8zoWG5Q4qPjxfu7u5iyZIl4tSpU2LkyJGicuXKIjk5WenQbFZmZqY4cuSIOHLkiAAgvvrqK3HkyBFx5coVpUOzWa+//rrw8/MTO3fuFDdv3pQf9+/fVzo0m/bee++JXbt2iUuXLon//vtPvPfee0KlUonNmzcrHZrd4phnPI55xuOYZxqOeeZlr+OdvY459vy9d6TvXpcuXcSYMWOUDqNMb731lti5c6e4dOmS2Lt3r4iOjhZBQUEiNTVV6dCsrqyx6tlnnxXvvfeevP7evXuFi4uLmDVrljh9+rSYMmWKcHV1FcePH1fqLQghjH8fM2fOFG5ubmL16tU6Y0ZmZqZSb0Fm7Ht52IgRI8RTTz1lpWhLZ+x7SUpKEj4+PmLUqFEiMTFRrF+/XgQHB4vp06cr9RaEEMa/jylTpggfHx+xfPlycfHiRbF582ZRp04dMXjwYKXegqysv/PvvfeeePbZZ+X1L168KCpVqiTeeecdcfr0aREXFyecnZ3Fxo0blXoLNslRxlJ9jH1vU6dOFZs2bRIXLlwQCQkJYujQocLDw0OcPHlSqbdQIkf/Phj7/mbPni3Wrl0rzp07J44fPy7GjBkjnJycxNatW5V6CyUy5NjfEt87JjSKmDt3rqhRo4Zwc3MTbdu2FQcOHFA6JJu2Y8cOAaDYY8SIEUqHZrP0fV4AxOLFi5UOzaa9+OKLIiIiQri5uYkqVaqI7t272+XFBVvDMc84HPOMxzHPNBzzzM8exzt7HXPs+XvvSN89e0loDBkyRISFhQk3NzdRrVo1MWTIEHH+/Hmlw1JMaWNVly5din3/V65cKerXry/c3NxEkyZNxJ9//mnliPUz5n1EREToHTOmTJli/cD1MPb/SVG2lNAQwvj3sm/fPtGuXTvh7u4uateuLT755BNRUFBg5aiLM+Z95Ofni48++kjUqVNHeHh4iPDwcPHGG2+Ie/fuWT/wh5T1d37EiBGiS5cuxV7TokUL4ebmJmrXrm0Xf1uV4ChjqT7GvLexY8fK64aEhIg+ffqIw4cPKxB12Rz9+2Ds+/vss8/kcSsgIEB07dpVbN++XZngy2DIsb8lvneq/79zIiIiIiIiIiIiIiIim8UeGkREREREREREREREZPOY0CAiIiIiIiIiIiIiIpvHhAYREREREREREREREdk8JjSIiIiIiIiIiIiIiMjmMaFBREREREREREREREQ2jwkNIiIiIiIiIiIiIiKyeUxoEBERERERERERERGRzWNCg4iIiIiIiIiIiIiIbB4TGkREREREREREREREZPOY0CAiIiIiIiIiIiIiIpvHhAYREREREREREREREdk8JjSIiIiIiIiIiIiIiMjmMaFBREREREREREREREQ2jwkNIiIiIiIiIiIiIiKyeUxoEBERERERERERERGRzWNCg4iIiIiIiIiIiIiIbB4TGkREREREREREREREZPOY0CAysyVLlkClUuHy5ctKh0JEZFbPP/88atasqXQYRGQlKpUKH330kUW2ffnyZahUKixZssQi2zfV888/D29vb6XDICIFVMQxz1A7d+6ESqXCzp07lQ6FiIiICQ1HJ11clx4uLi6oVq0ann/+eVy/fl3p8OxKXl4evv76a7Rs2RK+vr6oXLkymjRpgpEjR+LMmTNKh0dENuj48eMYOHAgIiIi4OHhgWrVqqFHjx6YO3eu0qERkQN58sknUalSJWRmZpa4zvDhw+Hm5oY7d+5YMTLj/PXXXxa7mAgAGo0GVatWhUqlwoYNGyy2HyKyLI55patZs6bONQAPDw/Uq1cP77zzDu7evWv2/REREVkbExoVxLRp0/Dzzz9jwYIF6N27N5YuXYouXbogNzdX6dDsRkxMDN566y00bdoUM2fOxNSpU/Hoo49iw4YNOHDggNLhEZGN2bdvH1q3bo1jx47hlVdewbx58/Dyyy/DyckJX3/9tdLhEZEDGT58OHJycvDbb7/pff7+/fv4/fff8fjjjyMwMNDK0ekXERGBnJwcPPvss/Kyv/76C1OnTrXYPrdv346bN2+iZs2a+OWXXyy2HyKyLI55ZWvRogV+/vln/Pzzz5g3bx6io6MxZ84cPP744xbZHxERkTW5KB0AWUfv3r3RunVrAMDLL7+MoKAgfPbZZ1i3bh0GDx6scHSWpdVqkZeXBw8PD5O3cfDgQaxfvx6ffPIJJk2apPPcvHnzkJaWVs4oicjRfPLJJ/Dz88PBgwdRuXJlnedSU1PNso/s7Gx4eXmZZVtEZL+efPJJ+Pj4YNmyZXjuueeKPf/7778jOzsbw4cPVyA6/aS7hq1p6dKlaNWqFUaMGIFJkyZxDCWyUxzzylatWjX873//k39++eWX4e3tjVmzZuHcuXOoV6+e1WIhIiIyN1ZoVFCdO3cGAFy4cEFn+ZkzZzBw4EAEBATAw8MDrVu3xrp164q9Pi0tDePGjUPNmjXh7u6O6tWr47nnnsPt27fldVJTU/HSSy8hJCQEHh4eaN68OX766Sf5+fz8fAQEBOCFF14otv2MjAx4eHjg7bfflpep1WpMmTIFdevWhbu7O8LDwzFhwgSo1Wqd16pUKowaNQq//PILmjRpAnd3d2zYsAE1a9bEU089VWxfubm58PPzw6uvvlri5yV9Th07diz2nLOzs0F3/nz77bdyPFWrVkVsbGyxREjXrl3RtGlTJCQkoEOHDvD09EStWrWwYMGCYtsz9PMgImVcuHABTZo0KZbMAIDg4GD530XHrAYNGsDDwwORkZH4+++/dV7z0UcfQaVS4dSpU3jmmWfg7++PTp06yc8vXboUkZGR8PT0REBAAIYOHYqrV6/qbGP37t0YNGgQatSoIY8b48aNQ05OTrEY165di6ZNm8LDwwNNmzYt8S5IIlKep6cnBgwYgG3btulNmC5btgw+Pj548sknARQex40dOxbh4eFwd3dH3bp18dlnn0Gr1Za5ryNHjqB3797w9fWFt7c3unfvrrdStaxjxYfnk3/++ecRFxcHADpTpQghynUMJ5Hu5h46dCgGDx6MnJwc/P777yWuf/HiRfTq1QteXl6oWrUqpk2bBiGEzjrZ2dl466235M+xQYMGmDVrls56TZs2xWOPPVZs+1qtFtWqVcPAgQN1ls2ZMwdNmjSBh4cHQkJC8Oqrr+LevXtlvj+iioRjXtljnj6hoaEAABcX3ftaDb0GoM+qVavk48+goCD873//05naet26dVCpVPjvv//kZb/++itUKhUGDBigs61GjRphyJAhJr03IiKqWFihUUFJDav9/f3lZSdPnkTHjh1RrVo1vPfee/Dy8sLKlSvRv39//Prrr3j66acBAFlZWejcuTNOnz6NF198Ea1atcLt27exbt06XLt2DUFBQcjJyUHXrl1x/vx5jBo1CrVq1cKqVavw/PPPIy0tDWPGjIGrqyuefvpprFmzBgsXLoSbm5scy9q1a6FWqzF06FAAhSd4Tz75JPbs2YORI0eiUaNGOH78OGbPno2zZ89i7dq1Ou9v+/btWLlyJUaNGoWgoCDUqlUL//vf//D555/j7t27CAgIkNf9448/kJGRoXMHy8MiIiIAAL/88gs6duxY7CCwLB999BGmTp2K6OhovP7660hMTMT8+fNx8OBB7N27F66urvK69+7dQ58+fTB48GAMGzYMK1euxOuvvw43Nze8+OKLJn0eRGR9ERER2L9/P06cOIGmTZuWuu6uXbuwYsUKvPnmm3B3d8e3336Lxx9/HP/++2+x1w4aNAj16tXDp59+Kl80++STTzB58mQMHjwYL7/8Mm7duoW5c+fi0UcfxZEjR+SkyqpVq3D//n28/vrrCAwMxL///ou5c+fi2rVrWLVqlbyPzZs3IyYmBo0bN8aMGTNw584dvPDCC6hevbp5PyQiMpvhw4fjp59+ko9/JHfv3sWmTZswbNgweHp64v79++jSpQuuX7+OV199FTVq1MC+ffswceJE3Lx5E3PmzClxHydPnkTnzp3h6+uLCRMmwNXVFQsXLkTXrl2xa9cutGvXDoBhx4oPe/XVV3Hjxg1s2bIFP//8s7xcpVKV6xhOsm7dOmRlZWHo0KEIDQ1F165d8csvv+CZZ54ptq5Go8Hjjz+O9u3b4/PPP8fGjRsxZcoUFBQUYNq0aQAAIQSefPJJ7NixAy+99BJatGiBTZs24Z133sH169cxe/ZsAMCQIUPw0UcfITk5Wb6YCAB79uzBjRs35GNd6TNYsmQJXnjhBbz55pu4dOkS5s2bhyNHjhQ7XiSq6DjmlS4/P19OpuTm5uLIkSP46quv8Oijj6JWrVo679GQawD6SONVmzZtMGPGDKSkpODrr7/G3r175ePPTp06QaVS4e+//0azZs0AFN5g4+TkhD179sjbunXrFs6cOaPz/5KIiKhEghza4sWLBQCxdetWcevWLXH16lWxevVqUaVKFeHu7i6uXr0qr9u9e3fxyCOPiNzcXHmZVqsVHTp0EPXq1ZOXffjhhwKAWLNmTbH9abVaIYQQc+bMEQDE0qVL5efy8vJEVFSU8Pb2FhkZGUIIITZt2iQAiD/++ENnO3369BG1a9eWf/7555+Fk5OT2L17t856CxYsEADE3r175WUAhJOTkzh58qTOuomJiQKAmD9/vs7yJ598UtSsWVOOXR+tViu6dOkiAIiQkBAxbNgwERcXJ65cuVJsXekzv3TpkhBCiNTUVOHm5iZ69uwpNBqNvN68efMEAPHjjz/Ky6R9fPnll/IytVotWrRoIYKDg0VeXp7RnwcRKWPz5s3C2dlZODs7i6ioKDFhwgSxadMm+XssASAAiEOHDsnLrly5Ijw8PMTTTz8tL5syZYoAIIYNG6bz+suXLwtnZ2fxySef6Cw/fvy4cHFx0Vl+//79YnHOmDFDqFQqnfGsRYsWIiwsTKSlpem8HwAiIiLCuA+CiKyioKBAhIWFiaioKJ3l0rHBpk2bhBBCfPzxx8LLy0ucPXtWZ7333ntPODs7i6SkJHkZADFlyhT55/79+ws3Nzdx4cIFedmNGzeEj4+PePTRR+VlhhwrXrp0SQAQixcvlp+LjY0V+k5PynMMJ+nXr5/o2LGj/PN3330nXFxcRGpqqs56I0aMEADE6NGjdWLu27evcHNzE7du3RJCCLF27VoBQEyfPl3n9QMHDhQqlUqcP39eJ/a5c+fqrPfGG28Ib29veVzevXu3ACB++eUXnfU2btyodzlRRccxr2QRERHy8WXRR8eOHcXt27d11jX0GsCOHTsEALFjxw4hROG5fXBwsGjatKnIycmR11u/fr0AID788EN5WZMmTcTgwYPln1u1aiUGDRokAIjTp08LIYRYs2aNACCOHTtW6nsjIiISQghOOVVBREdHo0qVKggPD8fAgQPh5eWFdevWyXfb3r17F9u3b8fgwYORmZmJ27dv4/bt27hz5w569eqFc+fOyaWjv/76K5o3b673bg2VSgWgsMFZaGgohg0bJj/n6uqKN998E1lZWdi1axcAoFu3bggKCsKKFSvk9e7du4ctW7bolJuuWrUKjRo1QsOGDeXYbt++jW7dugEAduzYoRNHly5d0LhxY51l9evXR7t27XSaQN69excbNmzA8OHD5dj1UalU2LRpE6ZPnw5/f38sX74csbGxiIiIwJAhQ0rtobF161bk5eVh7NixcHJ68JV75ZVX4Ovriz///FNnfRcXF50yYjc3N7z66qtITU1FQkKCSZ8HEVlfjx49sH//fjz55JM4duwYPv/8c/Tq1QvVqlUrVsYfFRWFyMhI+ecaNWrgqaeewqZNm6DRaHTWfe2113R+XrNmDbRaLQYPHqwzHoSGhqJevXo644Gnp6f87+zsbNy+fRsdOnSAEAJHjhwBANy8eRNHjx7FiBEj4Ofnp/N+Hh5Xich2ODs7Y+jQodi/f79ciQsUTr0SEhKC7t27Ayg8hujcuTP8/f11xozo6GhoNJpi091JNBoNNm/ejP79+6N27dry8rCwMDzzzDPYs2cPMjIyABh2rGiM8hzDAcCdO3fkO7YlMTExUKlUWLlypd7XFL1LWJoaMC8vD1u3bgVQeKzr7OyMN998U+d1b731FoQQ2LBhgxx7ixYtdI51NRoNVq9ejSeeeEIel1etWgU/Pz/06NFD5/9LZGQkvL29eWxH9BCOeaVr164dtmzZgi1btsi9IE+ePIknn3xSnmrUmGsADzt06BBSU1Pxxhtv6PQG6du3Lxo2bKhzjtu5c2fs3r0bAJCZmYljx45h5MiRCAoKkpfv3r0blStXLrOqmYiICGAPjQojLi4OW7ZswerVq9GnTx/cvn0b7u7u8vPnz5+HEAKTJ09GlSpVdB5TpkwB8KCJ7YULF8o80Lhy5Qrq1auncwEfKJwXU3oeKLx4HxMTg99//13u/bBmzRrk5+frJDTOnTuHkydPFoutfv36OrFJipbRFvXcc89h79698v5XrVqF/Px8PPvss6W+HwBwd3fH+++/j9OnT+PGjRtYvnw52rdvX6zMWd9nAQANGjTQWe7m5obatWvLz0uqVq1arEGl9D6lg3VjPw8iUkabNm2wZs0a3Lt3D//++y8mTpyIzMxMDBw4EKdOnZLX09eYsX79+rh//z5u3bqls/zh8e3cuXMQQqBevXrFxoTTp0/rjAdJSUl4/vnnERAQAG9vb1SpUgVdunQBAKSnpwN4MGbpi+nhcYyIbIvUAHfZsmUAgGvXrmH37t0YOnQonJ2dARSOGRs3biw2XkRHRwMo+Rji1q1buH//vt5xoFGjRtBqtXLfHkOOFY1VnmO4FStWID8/Hy1btsT58+dx/vx53L17t9gFQ4mTk5POBUyg+LHYlStXULVqVfj4+Ois9/CxLlA47dTevXvlC4M7d+5EampqsWPd9PR0BAcHF/t/k5WVxWM7Ij045pUsKCgI0dHRiI6ORt++fTFp0iT88MMP2LdvH3744QcAxl0DeFhJ57gA0LBhQ50xsHPnzrh58ybOnz+Pffv2QaVSISoqSifRsXv3bnTs2LHY9QMiIiJ92EOjgmjbti1at24NAOjfvz86deqEZ555BomJifD29pYbor399tvo1auX3m3UrVvXIrENHToUCxcuxIYNG9C/f3+sXLkSDRs2RPPmzeV1tFotHnnkEXz11Vd6txEeHq7zc9G7kB/e17hx4/DLL79g0qRJWLp0KVq3bm30RbqwsDAMHToUMTExaNKkCVauXIklS5YY3VvDVMZ+HkSkLDc3N7Rp0wZt2rRB/fr18cILL2DVqlXyyaIxHh7ftFotVCoVNmzYIJ+8F+Xt7Q2g8E7DHj164O7du3j33XfRsGFDeHl54fr163j++ecNaoxJRLYtMjISDRs2xPLlyzFp0iQsX74cQgj5oh9QOGb06NEDEyZM0LsN6cK9rSnPMZyUtOjYsaPe5y9evFgsgWFOQ4YMwcSJE7Fq1SqMHTsWK1euhJ+fHx5//HF5Ha1Wi+DgYL0JFgCoUqWKxeIjslcc84wjVa38/fffGD16tNWuAXTq1Ene78WLF9GqVSt4eXmhc+fO+Oabb5CVlYUjR47gk08+Kfe+iIioYmBCowJydnbGjBkz8Nhjj2HevHl477335JM4V1dX+W6VktSpUwcnTpwodZ2IiAj8999/0Gq1OndZnDlzRn5e8uijjyIsLAwrVqxAp06dsH37drz//vvF9nns2DF0797dpLJdSUBAAPr27YtffvkFw4cPx969e0ttBFcWV1dXNGvWDOfOnZOneHmY9F4TExN1Tpbz8vJw6dKlYp/3jRs3kJ2drVOlcfbsWQBAzZo1AZjv8yAi65OSyzdv3pSXnTt3rth6Z8+eRaVKlcq8iFWnTh0IIVCrVq1ST8qPHz+Os2fP4qeffsJzzz0nL9+yZYvOetKYpS+mxMTEUmMhIuUNHz4ckydPxn///Ydly5ahXr16aNOmjfx8nTp1kJWVVebx3sOqVKmCSpUq6R0Hzpw5AycnJ/mGCkOOFfUp7ZjG1GO4S5cuYd++fRg1apRckSbRarV49tlnsWzZMnzwwQc6yy9evKgzpj58LBYREYGtW7ciMzNTp0pD37FurVq10LZtW6xYsQKjRo3CmjVr0L9/f51q6Tp16mDr1q3o2LFjiTfmEFFxHPMMV1BQAKCwiTkAo64BPKzoOa407bEkMTFRZwysUaMGatSogd27d+PixYvo3LkzgMLrAOPHj8eqVaug0Wjw6KOPmvbGiIiowmE9XwXVtWtXtG3bFnPmzEFubi6Cg4PRtWtXLFy4UOcim6TolCcxMTE4duwYfvvtt2LrCSEAAH369EFycrLOfMEFBQWYO3cuvL29dU4onZycMHDgQPzxxx/4+eefUVBQoFOCDwCDBw/G9evX8f333xfbZ05ODrKzsw1+788++yxOnTqFd955R557tSznzp1DUlJSseVpaWnYv38//P39S7zoGB0dDTc3N3zzzTfy5wMAixYtQnp6Ovr27auzfkFBARYuXCj/nJeXh4ULF6JKlSryHPvm/DyIyDJ27Nih852X/PXXXwB0S/T379+Pw4cPyz9fvXoVv//+O3r27Km36qKoAQMGwNnZGVOnTi22PyEE7ty5AwDydoquI4TA119/rfOasLAwtGjRAj/99JM8DRVQmPgoOk0WEdkm6c7kDz/8EEePHtW5UxkoPIbYv38/Nm3aVOy1aWlp8gWvhzk7O6Nnz574/fffdearT0lJwbJly9CpUyf4+voCMOxYUR/pZo6SepOZcgwnVTxMmDABAwcO1HkMHjwYXbp00VsVMW/ePJ2Y582bB1dXV/kO5z59+kCj0eisBwCzZ8+GSqVC7969dZYPGTIEBw4cwI8//ojbt2/rPdbVaDT4+OOPi8VSUFBQar82ooqMY57h/vjjDwCQZ0Iw5hrAw1q3bo3g4GAsWLBAnjoaADZs2IDTp08XO8ft3Lkztm/fjn///VdOaLRo0QI+Pj6YOXMmPD09dfrJERERlcraXcjJuhYvXiwAiIMHDxZ7btWqVQKAmD9/vhBCiJMnTwp/f38RGBgo3nvvPfHdd9+Jjz/+WPTp00c0a9ZMfl1mZqZo3LixcHZ2Fq+88opYsGCB+PTTT0X79u3F0aNHhRBC3L9/XzRq1Ei4ubmJt956S8ydO1d06dJFABBz5swpFsuePXsEAOHj4yMeeeSRYs9rNBrRp08foVKpxNChQ8XcuXPFnDlzxGuvvSYCAgJ03h8AERsbW+JnolarRWBgoAAgevfubdDnuGrVKuHq6iqefPJJ8cUXX4hFixaJadOmiTp16hR7T9JnfunSJXnZlClTBADRs2dPMW/ePDF69Gjh7Ows2rRpI/Ly8uT1unTpIqpWrSqCg4PF6NGjxdy5c0WnTp0EAPHdd9+Z9HkQkTKaNGkiatWqJcaPHy++++47MW/ePPHMM88IZ2dnUbNmTXHv3j0hROGY1bRpUxEUFCSmTZsmPvvsMxERESE8PDzEsWPH5O1J48itW7eK7WvGjBkCgOjQoYP4/PPPxfz588WECRNEvXr1xBdffCGEECIvL0/UqVNHBAUFiU8++UTMnTtXdO3aVTRv3lwAEIsXL5a3t2HDBuHk5CSaNm0qvvrqK/HBBx8IPz8/0aRJExEREWHJj42IzKBDhw4CgAAgzp07p/Ncdna2aNWqlXBxcREvv/yymD9/vpg1a5YYMWKE8PLy0hljAIgpU6bIP584cUJ4eXmJatWqiU8++UR89tlnonbt2sLd3V0cOHBAXs+QY8VLly4VG3tWrlwpAIhnn31WLF26VCxfvlwndlOO4Ro2bChatGhR4vNz584VAERCQoIQQogRI0YIDw8PUa9ePfHcc8+JuLg40a9fPwFATJo0SX6dRqMRjz32mFCpVGLkyJEiLi5OPPXUUwKAGDt2bLH9XL16VahUKuHj4yMCAgJ0jv8kr776qvzeZs+eLebNmyfGjBkjqlatKlatWmXQ+yWqiDjm6YqIiBAtWrQQP//8s/j555/FokWLxJtvvinc3d1FUFCQuHbtmryuodcAduzYIQCIHTt2yMuk89527dqJOXPmiIkTJ4pKlSrpHOdKFixYIAAIlUolbt++LS/v1auXACC6du1q8PsjIiJiQsPBlZbQ0Gg0ok6dOqJOnTqioKBACCHEhQsXxHPPPSdCQ0OFq6urqFatmujXr59YvXq1zmvv3LkjRo0aJapVqybc3NxE9erVxYgRI3QOTlJSUsQLL7wggoKChJubm3jkkUd0DuCK0mq1Ijw8XAAQ06dP17tOXl6e+Oyzz0STJk2Eu7u78Pf3F5GRkWLq1KkiPT1dXq+shIYQQrzxxhsCgFi2bFmp6xV9LzNnzhRdunQRYWFhwsXFRfj7+4tu3boV+2z0JTSEEGLevHmiYcOGwtXVVYSEhIjXX3+92IFely5dRJMmTcShQ4dEVFSU8PDwEBEREWLevHkmfx5EpIwNGzaIF198UTRs2FB4e3sLNzc3UbduXTF69GiRkpIiryeNWUuXLhX16tUT7u7uomXLljonjEKUntAQQohff/1VdOrUSXh5eQkvLy/RsGFDERsbKxITE+V1Tp06JaKjo4W3t7cICgoSr7zyijh27FixE2xpe40aNRLu7u6icePGYs2aNWLEiBFMaBDZgbi4OAFAtG3bVu/zmZmZYuLEiaJu3brCzc1NBAUFiQ4dOohZs2bpXGh/+OKeEEIcPnxY9OrVS3h7e4tKlSqJxx57TOzbt6/YPso6VtR3ca+goECMHj1aVKlSRahUKqHv3itjjuESEhIEADF58uQS17l8+bIAIMaNGyeEEPJFzgsXLoiePXuKSpUqiZCQEDFlyhSh0WiKfY7jxo0TVatWFa6urnISWavV6t1Xx44dBQDx8ssvlxjPd999JyIjI4Wnp6d8o8+ECRPEjRs3yny/RBUVxzxdERERcoIHgHBychLBwcFi2LBh4vz588XWN+QagL6EhhBCrFixQrRs2VK4u7uLgIAAMXz4cJ2EieTkyZMCgGjUqJHO8unTp5c5ThMRET1MJUQpNZBEDmrcuHFYtGgRkpOTUalSJaXDkXXt2hW3b982aQ5WIrJPKpUKsbGxxaYtISKi4mz1GI6IyBI45hERERXHHhpU4eTm5mLp0qWIiYnhQSERERGRneAxHBFVJBzziIiI9HNROgAia0lNTcXWrVuxevVq3LlzB2PGjFE6JCIiIiIqA4/hiKgi4ZhHRERUOiY0qMI4deoUhg8fjuDgYHzzzTdo0aKF0iERERERURl4DEdEFQnHPCIiotKxhwYREREREREREREREdk89tAgIiIiIiIiIiIiIiKbx4QGERERERERERERERHZPIdPaAghkJGRAc6sRUSOjuMdEVUkHPOIqCLhmEdERERUyOETGpmZmfDz80NmZqbSoRARyWbOnAmVSoWxY8fKy3JzcxEbG4vAwEB4e3sjJiYGKSkpBm+T4x0RVSQc84jIFlniGA/gmEdEREQkcfiEBhGRrTl48CAWLlyIZs2a6SwfN24c/vjjD6xatQq7du3CjRs3MGDAAIWiJCIiIiJj8BiPiIiIyPKY0CAisqKsrCwMHz4c33//Pfz9/eXl6enpWLRoEb766it069YNkZGRWLx4Mfbt24cDBw4oGDERERERlYXHeERERETWwYQGEZEVxcbGom/fvoiOjtZZnpCQgPz8fJ3lDRs2RI0aNbB//36921Kr1cjIyNB5EBEREZH1mfMYD+BxHhEREVFJXJQOgIioooiPj8fhw4dx8ODBYs8lJyfDzc0NlStX1lkeEhKC5ORkvdubMWMGpk6daolQiYiIiMhA5j7GA3icR0RERFQSVmgQEVnB1atXMWbMGPzyyy/w8PAwyzYnTpyI9PR0+XH16lWzbJeIiIiIDGOJYzyAx3lEREREJWFCg4jIChISEpCamopWrVrBxcUFLi4u2LVrF7755hu4uLggJCQEeXl5SEtL03ldSkoKQkND9W7T3d0dvr6+Og8iIiIish5LHOMBPM4jIiIiKgkTGuQQ3n//fXzwwQdKh0FUou7du+P48eM4evSo/GjdujWGDx8u/9vV1RXbtm2TX5OYmIikpCRERUUpGDmRYzl//jxiYmJw6NAhpUMhsojff/8dAwcO5N3cRFbCYzyypH379mHgwIFISkpSOhQiIiKbwR4aZPeSk5Px6aefAgDGjBmDKlWqKBwRUXE+Pj5o2rSpzjIvLy8EBgbKy1966SWMHz8eAQEB8PX1xejRoxEVFYX27dsrETKRQ1q6dCnWrFmDKlWqoHXr1kqHQ2RWP/30E1588UVotVp07twZY8aMUTokIofHYzyylOzsbAwdOhRXr15F69at8d577ykdEhERkU1gQoPsXmJiovzvs2fPMqFBdmv27NlwcnJCTEwM1Go1evXqhW+//VbpsIgcyr179wAUXiQgciQ//PADXnnlFfnnrKwsBaMhoqJ4jEemmDlzplxt9/CUZURERBUZExpk94omNBITE9GxY0cFoyEy3M6dO3V+9vDwQFxcHOLi4pQJiKgCSE9PBwDk5OQoHAmR+Wi1WowbNw4A4O/vj3v37vF3nEhBPMaj8rp48SK++OIL+eeMjAwFoyEiIrIt7KFBdu/hhAYREVFJpDscebGXHElOTo5ckfHMM88AAO7fv69kSEREVA7vvPMO1Go1nJ2dATChQUREVBQTGmT3zp49q/ffRERED2OFBjmior/PAQEBxZYREZH90Gq1+P333wEAr732GgAgMzNTyZCIiIhsChMaZPdYoUFERIZiQoMckVSN4erqCh8fH51lRERkX+7evQuNRgMAcuN4VmgQERE9wIQG2bX8/HxcvHhR/vn8+fMoKChQMCIiIrJlUkIjNzdX4UiIzEdK0Hl6esLT01NnGRER2ZfU1FQAhT2RAgMDATChQUREVBQTGmTXLl68CI1Gg0qVKsHDwwP5+fm4cuWK0mEREZGNYoUGOSLp97lSpUqoVKkSAFZoEBHZq1u3bgEAgoOD5ao7TjlFRET0ABMaZNekKabq16+PevXq6SwjIiIqSgjBhAY5JFZoEBE5DqlCo0qVKvD19QXACg0iIqKimNAguyY1AW/QoAEaNGgAgAkNIiLSLycnR56WkBd7yZEUTWiwQoOIyL4VrdBgQoOIiKg4F6UDICoPKXnRoEED+SKVlOQgIiIqSqrOAJjQIMfCCg0iIsdRtEJDmnJKuinDxYWXcIiIiPjXkOxa0SmnNBqNzjIiIqKimNAgRyVVY7BCg4jI/unroQEU9tHw9/dXKiwiIiKbwYQG2bWiU05JFRpMaBARkT5FExoajQb5+flwdXVVMCIi8yjaFJwVGkRE9q1ohYabmxs8PDyQm5uLjIwMJjSIiIjAhAbZsfT0dKSkpADQrdC4ceMGsrKy4O3trWR4RERkY4omNAAgNzeXCQ1yCOyhQUTkOIpWaACAj48PcnNzkZmZqWRYRERENoNNwcluSdUZoaGh8PX1hb+/P6pUqaLzHBERkeThhAbvYCdHwR4aRESOo2iFBgA2BiciInoIExpkt6SkRf369eVl0r+Z0CAioocxoUGOSl+FRk5ODoQQSoZFREQmeLhCgwkNIiIiXUxokN1KTk4GAFSvXl1eFhoaCgC4e/euIjEREZHtYkLDuq5fv47//e9/CAwMhKenJx555BEcOnRIfl4IgQ8//BBhYWHw9PREdHQ0zp07p2DE9qtoU3CpQgMonFaNiIjsR0FBAe7cuQPgQYWG1BicCQ0iIqJCTGiQ3bp37x4AICAgQF7m5eUFAMjOzlYkJiIisl1MaFjPvXv30LFjR7i6umLDhg04deoUvvzyS51mpp9//jm++eYbLFiwAP/88w+8vLzQq1cvXoQ3gb6m4AD7aBAR2Zs7d+5ACAGVSoXAwEAADyo02EODiIioEJuCk92SqjCKJjSkaRaY0CAioocxoWE9n332GcLDw7F48WJ5Wa1ateR/CyEwZ84cfPDBB3jqqacAAP/3f/+HkJAQrF27FkOHDrV6zPas6JRTLi4ucHV1RX5+Pu7fvy9fECMiItsnTTcVEBAAF5fCyzWccoqIiEgXKzTIbkkVGkXv9pQqNHhHIhERPezhhAYrASxn3bp1aN26NQYNGoTg4GC0bNkS33//vfz8pUuXkJycjOjoaHmZn58f2rVrh/379ysRsl0rmtAAoNNHg4iI7IfUEFzqnwEwoUFERPQwJjTIbumr0OCUU0REVBJWaFjPxYsXMX/+fNSrVw+bNm3C66+/jjfffBM//fQTgAd9sEJCQnReFxISIj/3MLVajYyMDJ0HFXo4oSH9lzd4EBHZF6lCQ+qfATzoocEpp4iIiApxyimyW1JCo2iFBqecIiKikjChYT1arRatW7fGp59+CgBo2bIlTpw4gQULFmDEiBEmbXPGjBmYOnWqOcN0GKzQICJyDKzQICIiKhsrNMhusSk4EREZQ0poqFQqALzYa0lhYWFo3LixzrJGjRohKSkJABAaGgoASElJ0VknJSVFfu5hEydORHp6uvy4evWqBSK3T1IlBis0iIjsm74KDSY0iIiIdDGhQXZLX4UGe2gQEVFJpIRGUFAQACY0LKljx45ITEzUWXb27FlEREQAKGwQHhoaim3btsnPZ2Rk4J9//kFUVJTebbq7u8PX11fnQYWk32WpMoMVGkRE9klfhQannCIiItLFhAbZJa1Wi7S0NACs0CAiIsNICQ2pAoAXey1n3LhxOHDgAD799FOcP38ey5Ytw3fffYfY2FgAhVUyY8eOxfTp07Fu3TocP34czz33HKpWrYr+/fsrG7wdYg8NIiLHwAoNIiKisrGHBtml9PR0CCEAsIcGERGVTQghJ8JDQ0Nx/PhxJjQsqE2bNvjtt98wceJETJs2DbVq1cKcOXMwfPhweZ0JEyYgOzsbI0eORFpaGjp16oSNGzfCw8NDwcjtE3toEBE5BvbQICIiKhsTGmSXpP4ZlSpVgru7u7ycU04REZE+OTk5KCgoAACEhIQAAHJzc5UMyeH169cP/fr1K/F5lUqFadOmYdq0aVaMyjGxQoOIyDHoq9DglFNERES6bGbKqZkzZ8rTD0hyc3MRGxuLwMBAeHt7IyYmpljzSKqYpP4ZRaebAjjlFBER6Ve0Ibh0kYB3r5OjeLgpOCs0iIjsEys0iIiIymYTCY2DBw9i4cKFaNasmc7ycePG4Y8//sCqVauwa9cu3LhxAwMGDFAoSrIlUoVG0emmACY0iIhIPymh4evry4u95HAebgrOCg0iIvuTn58vn+eyhwYREVHJFE9oZGVlYfjw4fj+++91Lk6np6dj0aJF+Oqrr9CtWzdERkZi8eLF2LdvHw4cOKBgxGQLSqrQYA8NIiLSR0po+Pn5yRd7mdAgR8EeGkRE9u/27dsAACcnJ53zXGnKqfz8fKjVakViIyIisiWKJzRiY2PRt29fREdH6yxPSEhAfn6+zvKGDRuiRo0a2L9/f4nbU6vVyMjI0HmQ4ymrQiMnJwdardbqcRERkW1iQoMclUajQX5+PgD20CAismdS/4zAwEA4OzvLy729veV/8/oGERGRwgmN+Ph4HD58GDNmzCj2XHJyMtzc3FC5cmWd5SEhIUhOTi5xmzNmzICfn5/8CA8PN3fYZAPK6qEB8EIVERE9wIQGOaqiv8es0CAisl/6+mcAgLOzs5zUYEKDiIhIwYTG1atXMWbMGPzyyy/w8PAw23YnTpyI9PR0+XH16lWzbZtsh5TQeLhCQzqRBzjtFNmW+fPno1mzZvD19YWvry+ioqKwYcMG+fnc3FzExsYiMDAQ3t7eiImJQUpKioIREzkWJjTIUelLaLBCg8h6eIxH5iJVaAQFBRV7Tpp2KjMz06oxERER2SLFEhoJCQlITU1Fq1at4OLiAhcXF+zatQvffPMNXFxcEBISgry8PKSlpem8LiUlBaGhoSVu193dXT6YlB7keKQppx6u0HBycpJP4pnQIFtSvXp1zJw5EwkJCTh06BC6deuGp556CidPngQAjBs3Dn/88QdWrVqFXbt24caNGxgwYIDCURM5jqIJDelGitzcXCVDIjILKWnh7u4OJ6fCQ3tWaBBZD4/xyFzu3LkDQH9Cg43BiYiIHnBRasfdu3fH8ePHdZa98MILaNiwId59912Eh4fD1dUV27ZtQ0xMDAAgMTERSUlJiIqKUiJksiElVWgAhdNO5eTk8K5EsilPPPGEzs+ffPIJ5s+fjwMHDqB69epYtGgRli1bhm7dugEAFi9ejEaNGuHAgQNo3769EiETORRWaJCjergheNF/81iIyPJ4jEfmIp3jBgYGFnuOCQ0iIqIHFEto+Pj4oGnTpjrLvLy8EBgYKC9/6aWXMH78eAQEBMDX1xejR49GVFQUD/yoxAoNoPD36Pbt26zQIJul0WiwatUqZGdnIyoqCgkJCcjPz0d0dLS8TsOGDVGjRg3s37+/xDFPrVZDrVbLP/MEh6hkTGiQo9KX0GCFBpEyzHWMB/A4ryKSKjT0neNKCQ1OOUVERKRwU/CyzJ49G/369UNMTAweffRRhIaGYs2aNUqHRTagpKbgwIOTeCY0yNYcP34c3t7ecHd3x2uvvYbffvsNjRs3RnJyMtzc3FC5cmWd9UNCQpCcnFzi9mbMmAE/Pz/5ER4ebuF3QGS/mNAgR8UKDSLlmfsYD+BxXkUkJTT0VWhIPTSY2CIiIlKwQkOfnTt36vzs4eGBuLg4xMXFKRMQ2SypQqOkKacAJjTI9jRo0ABHjx5Feno6Vq9ejREjRmDXrl0mb2/ixIkYP368/HNGRgZPdolKICU0KleuzIQGORRWaBApz9zHeACP8yqi0hIanHKKiIjoAZtKaBAZqrQKDSmhwbsSyda4ubmhbt26AIDIyEgcPHgQX3/9NYYMGYK8vDykpaXp3MGXkpKC0NDQErfn7u4Od3d3S4dN5BBYoUGOSjrekZIYACs0iKzN3Md4AI/zKiJDEhqccoqIiMjGp5wi0ketVssn6KzQIHum1WqhVqsRGRkJV1dXbNu2TX4uMTERSUlJiIqKUjBCIsdRNKHh4eEBgAkNcgys0CCyPTzGI1OU1hScU04RERE9wAoNsjvSdFMqlQp+fn7FnmcPDbJFEydORO/evVGjRg1kZmZi2bJl2LlzJzZt2gQ/Pz+89NJLGD9+PAICAuDr64vRo0cjKiqq1GaRRGQ46QKAr6+vfOE3NzdXyZCIzII9NIiUxWM8MhdDmoIzoUFERMSEBtkh6c6VypUrw8mpeJERKzTIFqWmpuK5557DzZs34efnh2bNmmHTpk3o0aMHAGD27NlwcnJCTEwM1Go1evXqhW+//VbhqIkch/Q3wcvLS77Yq9FokJ+fD1dXVyVDIyoXVmgQKYvHeGQOBQUFSEtLA8AeGkRERGVhQoPsjlShoe/OFYA9NMg2LVq0qNTnPTw8EBcXh7i4OCtFRFSxSH8TiiY0gMILvkxokD0rrUIjNzcXWq1W7w0gRGQePMYjc5DOcQH957nSlFPsoUFERMQeGmSHpAoNff0zAFZoEBFRcdLfhEqVKsHd3R0qlQoA72An+yf9DhdtCl7035xajYjI9knTTfn5+cHFpfh9p6zQICIieoAJDbI7ZVVosIcGEREVlZeXh4KCAgCFSW+VSsXG4OQwpOojfRUaRZ8nIiLbVVpDcIAJDSIioqKY0CC7Ix3sccopIiIyRNEEt/Q3Qrrgy4QG2Tt9U045OzvDzc1N53kiIrJdUoVGSQkNTjlFRET0ABMaZHekCg1OOUVERIaQEtwuLi7yRV5WaJCj0JfQKPozb/AgIrJ9UkKjpJv2WKFBRET0ABMaZHfKqtDglFNERFRU0f4ZkqJNk4nsWUkJDen3nUk7IiLbV1aFhpTQyMzMhBDCanERERHZIiY0yO6wQoOIiIwh/T2Q/j4AnHKKHIe+puAAKzSIiOyJoVNOabVajutERFThMaFBdoc9NIiIyBhMaJAj09cUHGCFBhGRPSmrKXilSpXg5FR4+YbTThERUUXHhAbZHelgjxUaRERkCOmCLxMa5IjKmnKKN3gQEdm+sio0VCoV+2gQERH9f0xokN25ffs2ACAoKEjv8+yhQURERZXWQ4MJDbJ3ZTUF5+84EZHtK6spOPBg2qnMzEyrxERERGSrmNAgu1PW3Sus0CAioqL0TTnl4eEBgBd7yf6xQoOIyP6VdY4LgBUaRERE/x8TGmRXCgoKkJaWBqDkCg320CAioqJK66GRm5urSExE5sIKDSIi+8eEBhERkeGY0CC7cu/ePfnfZfXQyM3NhUajsUpcRERku9hDgxyZ9DtcdEq1oj/zBg8iIttnSEKDU04REREVYkKD7IrUP6Ny5cpwcXHRu07RE3qexBMREXtokCOTjnVYoUFEZJ9ycnLkilFWaBAREZXNpIRG7dq15TsIikpLS0Pt2rXLHRRRSQy5c8XT0xMqlQoA+2gQEVHpU07xYi/ZO/bQIDINz2nJVki/hy4uLnIVhj5MaBARERUyKaFx+fJlvVP5qNVqXL9+vdxBEZVEOtgrqX8GAKhUKp7EExGRjAkNcmTsoUFkGp7Tkq2QznEDAgLkG/P0kZIdTGgQEVFFp3/OnhKsW7dO/vemTZvg5+cn/6zRaLBt2zbUrFnTbMERPUyacqq0Cg2g8K7E7OxsVmgQEZHeHhoeHh4AeLGX7FtBQQEKCgoAsEKDyFA8pyVbY8gsBMCDCg320CAioorOqIRG//79ARTeAT9ixAid51xdXVGzZk18+eWXZguO6GGGHux5eXnh1q1bTGgQERErNMhhFf39fbgpOH/HifTjOS3ZGmMTGqzQICKiis6ohIZWqwUA1KpVCwcPHix12h8iSzBkyingwUUrJjSIiKi0puBSE04ie1S0+kKqOpKwQoNIP57Tkq25e/cuACY0iIiIDGVSD41Lly7xwI8UYeiUU1JCgyfxRETECg3lzZw5EyqVCmPHjpWX5ebmIjY2FoGBgfD29kZMTAxSUlKUC9IOSb+/Hh4exeZd5+84Uel4Tku2wtAKDamHBqecIiKiis6oCo2itm3bhm3btiE1NVW+y0Xy448/ljswIn0MPdiT7kpkhQYRETGhoayDBw9i4cKFaNasmc7ycePG4c8//8SqVavg5+eHUaNGYcCAAdi7d69CkdqfkhqCA6zQIDIEz2nJFhRtCl4aVmgQEREVMqlCY+rUqejZsye2bduG27dv4969ezoPIksxpocGwIQGERHpbwrOhIZ1ZGVlYfjw4fj+++/h7+8vL09PT8eiRYvw1VdfoVu3boiMjMTixYuxb98+HDhwQMGI7UtpCQ1pGRMaRPrxnJZsBXtoEBERGcekCo0FCxZgyZIlePbZZ80dD1GpjO2hwZN4IiLS10ND6jfAhIZlxcbGom/fvoiOjsb06dPl5QkJCcjPz0d0dLS8rGHDhqhRowb279+P9u3bKxGu3ZF+fx9uCA7w5g6isvCclmyF1EOjrAoNTjlFRERUyKSERl5eHjp06GDuWIjKZGwPDZ7EExERp5xSRnx8PA4fPoyDBw8Wey45ORlubm6oXLmyzvKQkBAkJyfr3Z5arYZarZZ/5h2qpVdoeHt7AyiskiGi4nhOS7ZCqggqWsmoDys0iIiICpk05dTLL7+MZcuWmTsWolIJIeS7V9hDg4iIDMWEhvVdvXoVY8aMwS+//CJXw5TXjBkz4OfnJz/Cw8PNsl17JlWilpbQ4LEQkX48pyVbkZaWBsDwhEZ2djY0Go2lwyIiIrJZJlVo5Obm4rvvvsPWrVvRrFkzuLq66jz/1VdfmSU4oqLS09PlAzdWaBARkSGEEKX20MjNzVUkLkeXkJCA1NRUtGrVSl6m0Wjw999/Y968edi0aRPy8vKQlpamU6WRkpKC0NBQvducOHEixo8fL/+ckZFR4ZMapVVoSL/vrNAg0o/ntGQrDK3QkKacAgrHdj8/P4vGRUREZKtMSmj8999/aNGiBQDgxIkTOs+pVKpyB0WkjzTdlJeXV5l3e7KHBhERAYXTFGm1WgC6fQZYoWFZ3bt3x/Hjx3WWvfDCC2jYsCHeffddhIeHw9XVFdu2bUNMTAwAIDExEUlJSYiKitK7TXd3d7i7u1s8dnsiHefo66EhVWjk5uZCo9HA2dnZqrER2Tqe05KtMDSh4e7uDjc3N+Tl5SEjI4MJDSIiqrBMSmjs2LHD3HEQlUlqCF5WdQbAKaeIiKhQ0b8DRSs0pMQ4KzQsw8fHB02bNtVZ5uXlhcDAQHn5Sy+9hPHjxyMgIAC+vr4YPXo0oqKi2BDcCFL1RdG7diVFf9+zs7PlqUqIqBDPackW5OXlycnph/tK6ePr64vbt2+zjwYREVVoJiU0iJRgTEKDU04RERHw4O+Am5sbXFweHPZIFRoajQb5+fnFphohy5s9ezacnJwQExMDtVqNXr164dtvv1U6LLsiJTSkaoyiPDw84OTkBK1Wy4QGEZGNkvpnADCo4sLHxwe3b99GZmamBaMiIiKybSYlNB577LFSy3C3b99uckBEJZGmnAoKCipzXSY0iIgIgN7+GQB0pi7Mzc1lQsMKdu7cqfOzh4cH4uLiEBcXp0xADqC0hIZKpYKXlxcyMzPZR4NID57Tki2Qppvy8/MzaGpAKTnNCg0iIqrInEx5UYsWLdC8eXP50bhxY+Tl5eHw4cN45JFHzB0jEQBWaJB9mzFjBtq0aQMfHx8EBwejf//+SExM1FknNzcXsbGxCAwMhLe3N2JiYpCSkqJQxESOQfo78HCPgaK9GDjtFNmr0hIaRZczoUFUnLnOaXmMR+UhJTQMmW4KYEKDiIgIMLFCY/bs2XqXf/TRRzxhIothQoPs2a5duxAbG4s2bdqgoKAAkyZNQs+ePXHq1Cn593XcuHH4888/sWrVKvj5+WHUqFEYMGAA9u7dq3D0RPZL+jvwcIWGk5MT3N3doVar2Ric7JahCQ0eDxEVZ65zWh7jUXlIU06V1RBcIvVMYkKDiIgqMrP20Pjf//6Htm3bYtasWebcLBEA46ac4gk82ZqNGzfq/LxkyRIEBwcjISEBjz76KNLT07Fo0SIsW7YM3bp1AwAsXrwYjRo1woEDB9gkl8hEJSU0gMIpj9RqNSs0yG6VldCQfu95wxGR4Yw9p+UxHpWHVKFhaEJDqtBgDw0iIqrITJpyqiT79+/XmZOayJxMqdDgCTzZqvT0dABAQEAAACAhIQH5+fmIjo6W12nYsCFq1KiB/fv3692GWq1GRkaGzoOIdJXUQwN40BicCQ2yV9IFLemO3YfxBg8i45X3nNYcx3gAj/MqClMTGvx9ICKiisykCo0BAwbo/CyEwM2bN3Ho0CFMnjzZLIERPYxTTpGj0Gq1GDt2LDp27IimTZsCAJKTk+Hm5lZs/tyQkBAkJyfr3c6MGTMwdepUS4dLZNdK6qEBPGgMzimnyF6xQoPIdJY4pzXXMR7A47yKwtgeGpxyioiIyMSEhp+fn87PTk5OaNCgAaZNm4aePXuaJTCihxmT0Ch6R6IQAiqVyqKxERkjNjYWJ06cwJ49e8q1nYkTJ2L8+PHyzxkZGQgPDy9veEQOpawppwBWaJD9Yg8NItNZ4pzWXMd4AI/zKgpje2hwyikiIiITExqLFy82dxxEZTKmh4Z04Uqj0UCtVnMqNLIZo0aNwvr16/H333+jevXq8vLQ0FDk5eUhLS1N5w6tlJQUhIaG6t2Wu7s73N3dLR0ykV0rLaEhTTnFCg2yV6zQIDKduc9pzXmMB/A4r6LglFNERETGK1dT8ISEBJw+fRoA0KRJE7Rs2dIsQRE9TAhh0pRTQOHFLCY0SGlCCIwePRq//fYbdu7ciVq1auk8HxkZCVdXV2zbtg0xMTEAgMTERCQlJSEqKkqJkIksRqvVYsKECfD09MS0adMsWkVXWg8NVmiQvTO0QoMJDaKSlfeclsd4VB6ccoqIiMh4JiU0UlNTMXToUOzcuVP+w5uWlobHHnsM8fHxqFKlijljJML9+/ehVqsBGJbQcHFxgbu7O9RqNbKzsw16DZElxcbGYtmyZfj999/h4+Mjz5ns5+cHT09P+Pn54aWXXsL48eMREBAAX19fjB49GlFRUWjfvr3C0ROZ188//4wvv/wSQOGFnv79+1tsX4b00GBCg+wVp5wiMp25zml5jEflYWqFBqecIiKiiszJlBeNHj0amZmZOHnyJO7evYu7d+/ixIkTyMjIwJtvvmnuGIlw69YtAICbm1uJJ+0P4zQLZEvmz5+P9PR0dO3aFWFhYfJjxYoV8jqzZ89Gv379EBMTg0cffRShoaFYs2aNglETmV96ejreffdd+edx48ZZdMonTjlFjkoIwSmniMrBXOe0PMaj8jC1hwYrNIiIqCIzqUJj48aN2Lp1Kxo1aiQva9y4MeLi4tgUnCwiJSUFQOEctIZOTeLl5YW7d+/yrkSyCUKIMtfx8PBAXFwc4uLirBARkTI+/vhjpKSkoF69esjJycHly5cxa9YsTJ482SL7Y1NwclQ5OTny3xZWaBAZz1zntDzGo/IwtkKDU04RERGZWKGh1Wrh6upabLmrqyu0Wm25gyJ6mFS6XVrjvIdx3mgiItuSmJiIr7/+GgDwzTffYNasWQCAGTNm4MqVKxbZZ2k9NKQKDSY0yB4VPb7RN6UawAoNotLwnJZsgbE9NDjlFBERkYkJjW7dumHMmDG4ceOGvOz69esYN24cunfvbrbgiCQ3b94EYFxCs1fTxgAANs9JREFUQzqJ512JRES24ccff0RBQQF69+6Nxx9/HIMHD0aXLl2Qk5ODd955xyL7NKRCg1NOkT0qOt2Uk5P+Q3re3EFUMp7TktK0Wq1cacEpp4iIiAxnUkJj3rx5yMjIQM2aNVGnTh3UqVMHtWrVQkZGBubOnWvuGIlMqtBgQoOIyLb8+eefAIDnnnsOAKBSqfDNN9/AyckJq1atwvbt282+TzYFJ0cl3Z1bWm8xHgsRlYzntKS09PR0ecoyQys0pCmn1Go18vLyLBUaERGRTTOph0Z4eDgOHz6MrVu34syZMwCARo0aITo62qzBEUmkhEZYWJjBr+FdiUREtuPy5cs4efIknJ2d0atXL3l5s2bN8PrrryMuLg5vvvkmjh49ChcXkw5P9DKkKTgTGmSPymoIXvQ5HgsRFcdzWlKaNN2Up6cn3N3dDXqNlNAAChPbgYGBFomNiIjIlhlVobF9+3Y0btwYGRkZUKlU6NGjB0aPHo3Ro0ejTZs2aNKkCXbv3m2pWKkCY4UGEZF9k6ozOnbsWGxahWnTpiEwMBAnT57E/Pnzzbrf0npocMopsmfGJDR4LET0AM9pyVYY2xAcAFxcXOSqU047RUREFZVRCY05c+bglVdekedtLMrPzw+vvvoqvvrqK7MFRyRhQoOIyL5JCY2+ffsWey4gIADTpk0DACxcuNCs+zWkhwYrNMgeGZLQYFNwouJ4Tku2Ii0tDYBxCQ3gwfRUd+/eNXNERERE9sGohMaxY8fw+OOPl/h8z549kZCQYPD2ZsyYgTZt2sDHxwfBwcHo378/EhMTddbJzc1FbGwsAgMD4e3tjZiYGKSkpBgTNjkAUxIanGaBiMg2ZGdny/0x9CU0AGDYsGFwdnbGyZMncfnyZbPuG9DfQ0OacooVGmSPWKFBZBpzn9MSmcqUCg3gwTnxzZs3zR4TERGRPTAqoZGSkgJXV9cSn3dxccGtW7cM3t6uXbsQGxuLAwcOYMuWLcjPz0fPnj11TrrGjRuHP/74A6tWrcKuXbtw48YNDBgwwJiwyc4JIVihQURkx7Zv3w61Wo2IiAg0btxY7zr+/v7o0KEDgAfVHObACg1yVMZUaNy/fx8ajcYqcRHZOnOf0xKZSkpoGNoQXCL1lWRCg4iIKiqjEhrVqlXDiRMnSnz+v//+M6pp88aNG/H888+jSZMmaN68OZYsWYKkpCT5jpj09HQsWrQIX331Fbp164bIyEgsXrwY+/btw4EDB4wJnexYeno61Go1ACAkJMTg1/GuRCIi27B+/XoAQL9+/aBSqUpcr1+/fgDMl9AQQpTaQ4NNwcmeGVOhATzoJ0NU0Zn7nJbIVKZWaDChQUREFZ1RCY0+ffpg8uTJek/8c3JyMGXKFPlihCnS09MBFM6lDQAJCQnIz89HdHS0vE7Dhg1Ro0YN7N+/3+T9kH2RDtT8/Pzki0+G4LzRRES2QbpRoXv37qWuJ01HtWPHDrNcfC06lRSbgpOjMSSh4enpKScReYMHUSFLn9MSGcrUHhpMaBARUUXnYszKH3zwAdasWYP69etj1KhRaNCgAQDgzJkziIuLg0ajwfvvv29SIFqtFmPHjkXHjh3RtGlTAIV9E9zc3IqVYIaEhMhTED1MrVbLd/MDQEZGhknxkO0wZbopgFNOERHZijt37gBAmXe8Nm7cGBEREbhy5Qq2b99e7gtKRcd/fQlxTjlF9kxKaPj4+JS4jkqlgpeXF7KysniDB9H/Z8lzWiJjcMopIiIi0xiV0AgJCcG+ffvw+uuvY+LEiRBCACg8WerVqxfi4uKMmhKoqNjYWJw4cQJ79uwx6fWSGTNmYOrUqeXaBtkWUxManHKKiMg2SAkNqQKzJCqVCv369UNcXBzWr19vtoSGh4cHnJ2diz3PKafInhlSoSE9n5WVxeMhov/Pkue0RMbglFNERESmMSqhAQARERH466+/cO/ePZw/fx5CCNSrV8/oP8JFjRo1CuvXr8fff/+N6tWry8tDQ0ORl5eHtLQ0nbsWUlJSSry4PXHiRIwfP17+OSMjA+Hh4SbHRsqTEhrGzmXLKaeIiJSXl5eHzMxMAEBgYGCZ6/ft2xdxcXH4888/odVq4eRk1OyYOkrrnwFwyimyb4YmNHg8RFScJc5piYzFKaeIiIhMY3RCQ+Lv7482bdqUa+dCCIwePRq//fYbdu7ciVq1auk8HxkZCVdXV2zbtg0xMTEAgMTERCQlJSEqKkrvNt3d3eHu7l6uuMi2cMopIiL7dffuXQCFd74aMqVC165d4evri2vXruHnn3/GiBEjTN63dOejr6+v3uc55RTZMylRaEiFBsCEBpE+5jinJTKVOSo0ynvzBxERkT1S9C9fbGwsli5dimXLlsHHxwfJyclITk6W75T08/PDSy+9hPHjx2PHjh1ISEjACy+8gKioKLRv317J0MmKOOUUEZH9kqab8vf31zvt08M8PT3lucvffffdcvXCSkpKAgDUqFGjxH0BrNAg+2RshQaPh4iIbIupPTSk8+KCggL5OIuIiKgiUTShMX/+fKSnp6Nr164ICwuTHytWrJDXmT17Nvr164eYmBg8+uijCA0NxZo1axSMmqytvBUavCORiEg5UoWGIdNNScaOHYv69esjJSUFH3/8scn7LiuhwQoNsmfG9NAouj4REdkGUys03NzcEBQUBIDTThERUcWkaEJDCKH38fzzz8vreHh4IC4uDnfv3kV2djbWrFlj9IVtsm+ccoqIyH4Z2hC8KDc3N8yZMwcAMGfOHJw5c0Z+bsaMGRg1ahQKCgrK3I6hFRpMaJA9YoUGEZH9EkKY3EMDYB8NIiKq2DjZItm88k45lZOTA41GY/a4iIiobFJCw5gKDQDo3bs3nnjiCRQUFGDMmDEQQmDbtm2YNGkS4uLiMH/+/DK3YUyFhhDCqPiIlMYKDSIi+5WRkSHfnGHMTR8SJjSIiKgiY0KDbFpBQQFu3boFwPQKDQC4f/++WeMiIiLDmJrQAICvvvoKbm5u2Lx5M3799Ve8+eab8nMffvih/PehJIYmNABArVYbHR+RkoxNaLBCg4jIdkiJCF9fX1SqVMno1zOhQUREFRkTGmTTUlNTIYSAk5OTPE+ooTw9PaFSqQDwJJ6ISCnlSWjUrVsXb7/9NgBg+PDhOHXqFIKCgtCsWTOkpaXJzcNLYuiUUwCnnSL7IoSQExo+Pj6lrsueYkREtkdKREiJCWMxoUFERBUZExpk06TppkJCQuDs7GzUa1UqFU/iiYgUZkpT8KImTpyIatWqIS8vDwDw6aef4ttvvwUA/PDDDzh8+LDe12VkZMhzU4eHh+tdx8XFBU5OhYdCOTk5JsVHpAS1Wi1Pp8kpp4iI7A8TGkRERKZjQoNsmqn9MyRshElEpCxTmoIX5e3tjdmzZwMA2rRpgxdffBEdO3ZETEwMhBBYvXq13tdJ1Rn+/v4l3sGuUql0+mgQ2YuiyYmypirhsRARke1hQoOIiMh0TGiQTWNCg4jIvpVnyinJoEGDcOjQIWzevFmu1uvUqRMA4OzZs3pfIyU0IiIiSt22NO0UExpkT6SERqVKlcqsYGWFBhGR7TFXQuPGjRtmi4mIiMheuCgdAFFprl69CsD0Az2exBMRKcscCQ0AiIyM1Pm5fv36AIBz587pXb+s/hkSqUKDU06RPTG0ITjAmzuIiGyROSs0hBBy70giIqKKgBUaZNOkO2+lC1fG4kk8EZGyzJXQeFjRhIZWqy32vKEJDVZoWMaMGTPQpk0b+Pj4IDg4GP3790diYqLOOrm5uYiNjUVgYCC8vb0RExODlJQUhSK2L5mZmQAMS2jw5g4iIttjroRGbm4u0tPTzRYXERGRPWBCg2waExpERPZLCFHupuAlqVmzJlxcXJCTk4Pr168Xe54VGsratWsXYmNjceDAAWzZsgX5+fno2bOnzt/jcePG4Y8//sCqVauwa9cu3LhxAwMGDFAwavthTIUGExpERLanvAmNSpUqwc/PT2dbREREFQWnnCKbJYSQ7+Zs0KCBSdvgSTwRkXKys7ORl5cHwPSm4CVxcXFB7dq1cfbsWZw7dw7h4eE6zxub0GCFhnlt3LhR5+clS5YgODgYCQkJePTRR5Geno5FixZh2bJl6NatGwBg8eLFaNSoEQ4cOID27dsrEbbd4JRTRET2TUpCVK1a1eRthIWFIT09HTdv3kSjRo3MFRoREZHNY4UG2azk5GRkZmbCyckJderUMWkbPIknIlKONN2Um5ubPB6bk1S9p68xOKecsi3SdBhSYishIQH5+fmIjo6W12nYsCFq1KiB/fv3692GWq1GRkaGzqOiYoUGEZH9un//vvx30dQKjaKvZYUGERFVNExokM2SLlDVrFkT7u7uJm2DCQ0iIuUU7Z9hiWaV9erVA1A8oaHRaHDt2jUAnHLKFmi1WowdOxYdO3ZE06ZNARTetODm5obKlSvrrBsSEoLk5GS925kxYwb8/Pzkx8NVORWJlJzw8fEpc10eCxER2RYpAeHp6QlfX1+Tt8OEBhERVVRMaJDNKu90UwDvSiTb8vfff+OJJ55A1apVoVKpsHbtWp3nhRD48MMPERYWBk9PT0RHR+PcuXPKBEtkBpbqnyEp2hi8qJs3b0Kj0cDFxQWhoaGlboNTTllebGwsTpw4gfj4+HJtZ+LEiUhPT5cfV69eNVOE9seUCo3s7GxotVqLxkVUUfEYj4xRtH9GeW74kKarkm7iICIiqiiY0CCbVd6G4ADvSiTbkp2djebNmyMuLk7v859//jm++eYbLFiwAP/88w+8vLzQq1cvXmglu1W0QsMSSppySppuqnr16nB2di51G5xyyrJGjRqF9evXY8eOHahevbq8PDQ0FHl5eUhLS9NZPyUlpcQklLu7O3x9fXUeFZUpPTQAViIRWQqP8cgY5W0ILpGqUCtygp+IiComNgUnm2WOCg3pJJ4VGmQLevfujd69e+t9TgiBOXPm4IMPPsBTTz0FAPi///s/hISEYO3atRg6dKg1QyUyCymhYe6G4BJpyqmLFy+ioKAALi6FhzWG9s8AOOWUpQghMHr0aPz222/YuXMnatWqpfN8ZGQkXF1dsW3bNsTExAAo/LuflJSEqKgoJUK2K8YkNCpVqqTzOkv0syGq6HiMR8Ywd0JDOu4hIiKqKFihQTbLHBUaRadZILJlly5dQnJysk6DXD8/P7Rr144NcsluWbpCo1q1avD09ERBQQEuX74sL79y5QoAwxIarNCwjNjYWCxduhTLli2Dj48PkpOTkZycLCeO/Pz88NJLL2H8+PHYsWMHEhIS8MILLyAqKgrt27dXOHrbZ0xCw8nJSU5i8O8EkfWZcowH8DjPkTGhQUREVD5MaJBNys/Px8WLFwGYp0KDCQ2ydVIT3JCQEJ3lbJBL9szSCQ0nJyfUrVsXgO60U4cPHwYA+bnSsELDMubPn4/09HR07doVYWFh8mPFihXyOrNnz0a/fv0QExODRx99FKGhoVizZo2CUdsPYxIaABAcHAwASE1NtVhMRKSfKcd4AI/zHJm5Exqpqak8jiEiogqFCQ2ySdL0IZUqVUK1atVM3g6nnCJHxga5ZOss3RQcKN4YPD8/H5s2bQIA9OzZs8zXsym4ZQgh9D6ef/55eR0PDw/ExcXh7t27yM7Oxpo1a8ps4k6FMjMzAcDg6aOkz7W0i6dEZFt4nOe4zJXQCAgIkP8OsDE4ERFVJExokE0qOt2USqUyeTuccorshXSxKSUlRWc5G+SSPbN0hQZQvDH4vn37kJ6ejqCgILRt27bM13PKKbJH0oUrQy+GMaFBpBxTjvEAHuc5MnMlNFQqFaedIiKiCokJDbJJ5mgIDnDKKbIftWrVQmhoKLZt2yYvy8jIwD///MMGuWS3LN0UHHjQGFz6u/Hnn38CKGzQ6uzsXObrOeUU2aNLly4BQLFm6yWRLpoxoUFkfTzGo4dJCY2qVauWe1tMaBARUUXkonQARPqYoyE48KBCg1NOkS3IysrC+fPn5Z8vXbqEo0ePIiAgADVq1MDYsWMxffp01KtXD7Vq1cLkyZNRtWpV9O/fX7mgicrBGhUaLVq0AADs2rULZ86ckRMaffv2Nej1nHKK7M29e/eQlpYGAKhZs6ZBr2GFBpFl8RiPDJWXl4fbt28DKH+FBsCEBhERVUxMaJBNYoUGOaJDhw7hsccek38eP348AGDEiBFYsmQJJkyYgOzsbIwcORJpaWno1KkTNm7cKF9wJbI31khotGzZEv369cP69esxfPhwnDp1Cs7OzujVq5dBr+eUU2RvpOqMkJAQo3toSHcFE5F58RiPDCVNPebq6mqW4yMpoXHlypVyb4uIiMheMKFBNkcIgePHjwMAGjduXK5tFU1oCCHK1Y+DqLy6du0KIUSJz6tUKkybNg3Tpk2zYlRElqHRaOS7yC2Z0ACA2bNnY/PmzTh8+DAAoGPHjqhcubJBr+WUU2RvjJ1uCmCFBpGl8RiPDCUllkNDQ81ybsoKDSIiqojYQ4NsTlJSEu7duwdXV1c0adKkXNuSppwqKChAXl6eOcIjIiIDpKWlyRd3LNlDAwDq1q2Lt956S/65X79+Br+WFRpkby5evAiACQ0iInt048YNAOaZbgpgQoOIiComJjTI5hw9ehRAYXWGm5tbubZVdCoGTjtFRGQ90pQKfn5+cHV1tfj+Jk2ahBo1asDV1dWoOcnZQ4PsjVShUbt2bYNfI104S0lJgVartUhcRERUtv/++w+A4T2QylI0oVFalRAREZEjYUKDbI6U0JAavZaHq6urfPftvXv3yr09IiIyzNWrVwE8ONG2NG9vb/z77784duwY6tWrZ/DrOOUU2RtTppwKDg4GUFixevfuXYvERUREZfvzzz8BAD179jTL9qpXrw6VSgW1Wo1bt26ZZZtERES2jgkNsjnmTGgAQJUqVQCAB3hERFYkNae0VkIDKGyS3KhRI6NewymnyN6YMuWUm5ub3MuGjcGJiJSRkpKCgwcPAgD69Oljlm26ubnJVXicdoqIiCoKJjTI5hw5cgQA0LJlS7NsT7orkQkNIiLz0mg0GDduHJYsWVLsOemkOiIiwspRGYcVGmRPtFotLl++DMC4hAbAPhpERErbsGEDhBCIjIw0Ww8NgH00iIio4mFCg2zKvXv35Lt6mzdvbpZtShUaqampZtkeEREV2r17N+bMmYNRo0ZBo9HoPCedVFuzQsMU7KFB9uTmzZvIy8uDs7MzwsPDjXqtdPGMCQ0iImVI00317dvXrNtlQoOIiCoaJjTIphw7dgxAYZO0ypUrm2WbrNAgIrKMw4cPAwCys7Nx7tw5nefsJaHBKafInkjTTdWoUQMuLi5GvZYVGkREysnPz8fmzZsBMKFBRERUXkxokE0x93RTAHtoEBFZipTQePjfgP0kNDjlFNkTUxqCS5jQICJSzp49e5CRkYHg4GC0bt3arNtmQoOIiCoaJjTIppi7ITjwoEKDU04REZlXQkKC3n9rNBpcu3YNgO0nNKQKjYKCAhQUFCgcDVHpmNAgIrJP69evB1DYDNzJybyXYaRjLWnqZiIiIkfHhAbZFEskNFihQURkfllZWUhMTJR/LlqhkZKSgvz8fDg7O5u16aUlSBUaAKBWqxWMhKhs0pRTtWvXNvq1UkLj5s2bZo2JiIjKZqn+GQBQt25dAMCpU6c4hSYREVUITGiQzVCr1Th16hQAVmgQEdm6Y8eOQQgBZ2dnAIUJDa1WC+DBlAfVqlUzep5/ayua0OC0U2TrylOhwabgRETKOH/+PBITE+Hi4oIePXqYffuNGzdGtWrVcP/+fezcudPs2yciIrI1TGiQzTh69CgKCgoQEBCA8PBws22XFRpEROYnVWT06NEDbm5uyMjIkC+22kv/DABwcnKCm5sbADYGJ9vHKaeIiOyPVJ3RuXNn+Pn5mX37KpUKffr00dkXERGRI2NCg2yGdDdJ586doVKpzLZdKaGRmpoKIYTZtktEVJFJPTPatWuHZs2a6SyT5nC2h4QG8KBKgwkNsmX379/H9evXAZQvoXHv3j1Or0ZEZEVSkqFfv34W24e07T///JPnvERE5PCY0CCbISU0HnvsMbNuV0po5OXlITMz06zbJiKqqKQKjVatWiEyMlJnmVShERERoUxwRpISGpxyimzZhg0bIIRAeHi4PJ2mMfz9/eVqpJSUFHOHR0REemRmZmLXrl0ALNM/Q9K9e3e4u7vj0qVLOHPmjMX2Q0REZAuY0CCbkJ+fjz179gAAunbtatZte3l5oVKlSgDYR4OIyBxycnLknketWrVCq1atABRPaNhLhYanpycAVmiQbVu+fDkAYOjQoSZVsqpUKjYGJyKysq1btyIvLw916tRB/fr1LbYfLy8v+Tya004REZGjY0KDbMLhw4eRlZWFgIAAPPLII2bfvnQnI/toEBGV3/Hjx6HRaFClShVUq1ZNJ6EhhLC7hAYrNMjWZWRkYP369QCAYcOGmbwd9tEgIrIuKbnQt29fs06rrI9UASL9vSAiInJUTGiQTdixYwcAoEuXLnByMv+vJRuDExGZj9QrIzIyEiqVCk2bNoWLiwvu3LmDpKQku0tosEKDbN3atWuhVqvRoEEDtGjRwuTtMKFBRGQ9Wq0Wf/311/9r786Dojjz/4G/ORwO5RAFUVS8wRMVgR0VdRUFY1mw6yZqKIPGVddS3ARjLR4RjXFBMRp1XTVeWJVd0WiIiWcMikZBPAKraOKKC54cohEBv5zz/P7wx8SRQ47p6Tner6qu0p7unnf3TH2mZx6e5wEg7fwZ1aobNM6fP4/hw4drLBs2bJD8+YmIiHTFUu4ARMBv82doe7ipatU9NDjkFBFR81UPLTVo0CAAL3s4eHt7IzU1FdHR0Xj69CkAw2nQsLOzAwA8efJE5iREtYuPjwfQ9OGmqnXs2BEAkJGRoZVcRERUt7S0NOTk5KBly5YYMWKE5M/XrVs3eHt74+rVq7hw4YLGYxcvXsSMGTPg6OgoeQ4iIiKpsYcGyU7K+TOqsYcGEZH2VDdoVE8GDgArVqwAAGzfvh0A4ODgAHt7e51na4oePXoAADIzM2VOQlRTQUEBTp06BaB5w00BwFtvvQUAOHjwIKqqqpqdjYiI6lY93NTYsWNhZWWlk+c8duwYEhIS8PXXX6uXHj16oKqqCt9//71OMhAREUmNDRokuytXrqCkpARt2rRBv379JHkO9tAgItKO8vJyXL9+HQDUc2cAQFBQECZOnKj+v6H0zgCAnj17AgD++9//ypyEqKa9e/eisrISgwYNgoeHR7OONXbsWDg5OSE3N1fdO5aIiKTx6vwZuuLi4oKQkBD84Q9/UC8hISEaeYiIiAwdGzRIdl9++SUA6ebPANhDg4hIW27cuIGKigo4OjqiS5cuGo9t2LABCoUCgGE1aPTq1QsAGzRI/xQXF2PNmjUAgLlz5zb7eAqFApMmTQIA7Nu3r9nHIyIyRuvXr1fPPREQEIC0tLRGHyMvLw+XLl0C8FvvOLlUN6gcO3aMvfOIiMgosEGDZPXNN9/gn//8JwBg1qxZkj0Pe2gQEWlH9XBTgwcPrjGWf/fu3REZGQkAGDJkiM6zNdWrDRpCCJnTEP1m48aNePz4MXr06IHp06dr5ZjVw1YdOnQI5eXlWjkmEZGxuHTpEhYuXIgLFy7gwoULSExMxPTp01FZWdmo4xw/fhzAy/ulDh06SBG1wYYNGwYHBwcUFBTg8uXLsmYhIiLSBjZokM48fvwY2dnZ6uXy5cvqL+cLFy5EUFCQZM/NHhpERNrxaoNGbVasWIHU1FR1w4Yh6N69OwDg2bNnnBic9Mavv/6K2NhYAMDKlSvRokULrRx3xIgRaN++PZ49e4aTJ09q5ZhERMZApVJh/vz5AICQkBAcOHAArVu3xrVr19RzhDWUHMNN1aVFixYIDAwEwGGniIjIOLBBg3Ri9erVcHV1RdeuXdWLr68vCgsLoVQqER0dLenzs0GDiEg7rl69CkBzQvBXmZmZwdfXF9bW1rqM1Sy2trbo1KkTAA47Rfpj3bp1KCwsRL9+/TBlyhStHdfCwgKTJ08GAOzatYu9koiI/r+9e/fi8uXLsLOzw9atW/H222/j008/BQB8/PHHKCgoaNBxysvL1Q3G+tCgAfyWgw0aRERkDNigQZI7fvw4li1bBpVKBVtbW43Fx8cH8fHxWvurw7q8OuQUv7gTETVNZWUl/vOf/wCou4eGoaqeGPz27dsyJyF6eb+yceNGAMCqVau0PsfYe++9BwA4fPgwwsPDoVKptHp8IiJDU1hYqO5dGhUVBVdXVwDAnDlz4OXlhV9//RXLli1Tb5+RkYFx48ap59p4dVEqlSgqKoKzszN8fHxkOZ/XjR8/HmZmZkhLS8ODBw/kjkNERNQslnIHION2//59TJs2DQAwb948/OMf/5AlR3UPjYqKCjx//hwODg6y5CAiMmS//PILSktL0apVK/To0UPuOFrVq1cvnD59mj00SC9ER0ejpKQEPj4+CA4O1vrxBw0ahO3bt+Mvf/kLtmzZguzsbHh6eqJVq1aYNWsW3NzctP6cRET6bMWKFcjPz4eHhwfCw8PV6y0sLLBp0yaMHDkSX3zxBWbPno2BAwfi/ffff+N8FJMmTdJ6g3RTOTs7Y9iwYTh//jyio6OxZcsWuSMRERE1GRs0SDIVFRWYMmUKnjx5gsGDB+Ozzz6TLYuNjQ1atWqF4uJi5Ofns0GDiKgJqufPGDRokN58QdeWVycGJ5LTgwcPsHXrVgAvh+w0MzOT5Hlmz54NGxsbTJ8+HUePHlUPQ7Jnzx6cPn1aPbcMEZGxu3nzJjZv3gwA2LRpExQKhcbjI0aMwNSpU7Fv3z6Eh4erGzPs7OywY8eOWkcbUCgUGD16tE7yN9SqVavw+9//Htu2bcPs2bPh5eUldyQiIqImYYMGSWbp0qVITk6Gvb09Dhw4ACsrK1nzODs7o7i4GI8fP1YPLUJERA33pgnBDRmHnCJdyszMrPO9FhcXh7KyMowcORIBAQGS5pg2bRq6dOmCo0ePQgiBhIQE3L59G/7+/ti8eTNsbW3V29rY2GD48OGwtOTXByIyHkIILFiwAFVVVQgODsa4ceNq3W7t2rU4fPgwkpOTceXKFQAvh6aqnpPIEIwaNQrvvPMODhw4gPDwcJw9e1ayRnMiIiIp8RsJSeLIkSOIjY0FAOzevVsv/srPxcUFWVlZyM/PlzsKEZHeu3jxItasWYPo6Gh4enoC+G1CcGNs0KjuoXH79m2oVCqj64FC+mPXrl2YNWvWG+f0krJ3xqv8/f3h7+8PAIiIiEBAQAAyMjLwpz/9qca2I0aMwJEjR2BnZyd5LiIiXUhISEBiYiKsrKywfv36Orfr2LEjli1bhiVLlqC8vByenp4aQ1MZinXr1uG7777Djz/+CB8fH1hbWzdoPwcHB2zduhWdO3fWWP/jjz9i/fr1iI2NNbrhSImISH8ZRIPGli1bEBsbi9zcXHh5eWHz5s3w9fWVO5bJKC8vx5w5c5CYmFjnNkqlErt370bLli1x9+5d9WSTCxYswKRJk3QVtV7V82g8evRI5iRE9WPNI7mVlpYiNDQU//vf/5CTk4Pk5GT89NNPuHDhAoCXNd/YdO3aFRYWFnjx4gUePXqEjh07yh3JJBhzvVOpVKisrNRY98UXX6h/AOvdu7dGD4hXBQUFYdiwYZJnfF27du2QlJSEBQsW4NatWxqP3bp1C+fOncPYsWNx5MgR2Nvb13ssCwsLWFhYNPi5hRB1NuCUl5cDAMzNzdlDhAyaMdc8Q/TixQtEREQAABYtWoRu3brVu31ERATi4uJw+/btWoemMgSdOnXCsmXLsHTpUvUfqjTUvHnz8N1336n/X1JSgnfffRcPHjzA06dPkZSUxB4fRESkG0LPxcfHC4VCIXbv3i1u3LghZs2aJRwdHUVeXl6D9i8sLBQARGFhocRJjddf//pXAeCNy/Tp00VZWZnw8/MTAISPj48oKyuTO77akiVLBADh5uYm8vPz5Y5DVKvm1DzWO9KWVatWadT33bt3C6VSKQCI0NBQueNJpkePHgKAOH36tNxRTIIx3+MlJyeLjh071nnPFBERIVQqldwxG+XKlSvCycmpQfeEAISTk5P4+uuv33jcx48fixEjRggPDw9x8+ZNjceePXsmAgMD1ce0sbERsbGxUp0ikaSMueYZqqioKAFAdOrUSZSUlDRon/z8fJGeni5xMmlVVVWJkydPikOHDjVoiYuLE5aWlgKAOHr0qPo4S5cu1aj7+/btk/GsiIjIlOh9g4avr6+YN2+e+v9VVVWiQ4cOIjo6ukH788aveQ4dOqS+Qdm1a5e4cuVKjSU+Pl6Ym5sLAOJ3v/udACAcHR1FVlaW3PE1FBUVCQ8PDwFABAYGiqqqKrkjEdXQnJrHekfacO/ePWFjYyMAiNGjRwsAQqFQCACiZcuW4sGDB3JHlMxbb70lAIht27bJHcUkGOs93pkzZ0TLli1r/ZHf0tJSREVFGVxjRrVr166JLl26NLhRw8LCQvzrX/+q83iPHj0Sffv2VW/v7Oys/qGwoKBAeHt713rc5cuXG+w1JNNlrDXPUGVlZQlra2sBQOzfv1/uOHpv4cKFAoDo2bOnKC0tFZmZmer7w+r7RTc3N1FcXCx3VCIiMgFmQrxhAF8ZlZeXw9bWFgcPHkRISIh6fVhYGJ49e4bDhw/X2KesrAxlZWXq/xcWFqJz5864f//+G7vGf/bZZzh58qTW8huDjIwMlJSUIDw8HJ9++mmd28XGxmo8/u9//xsTJkzQRcRGuXHjBkaPHo3S0lL069cPLVu2lDsSNcLx48cbPHyFnZ2dwXV5bmzNa069Kysrw8SJE7Wan4xDbm4u7t69C6VSicOHD0OpVOLOnTsAgBUrVuDDDz+UOaF0IiMjsXXrVri5uck+5NTEiRMbNTa3odU8Xd/j7d+/H7t27dJa/vqkp6ejrKwMo0aNws6dOzWGJFEoFLCxsdFJDqlUVVWhuLi43m1UKhUWL16Mffv2AQB8fHxqnZcmOzsbeXl5cHV1hbOzM65fvw47Ozv06dMH9+/fx6NHj+Dk5ISvvvoKPXv2xK5du7By5UoAgJeXV4PHfif9t2PHDri7uzd4e9a8+mteaGgoHj9+rLX8xignJwf37t3D8OHDceTIEYN6P8nh+fPn8Pb2Rn5+Pnr37o3i4mLcv38fo0aNQnx8PPz8/HD37l306tULrVu3ljuuXhs4cCDWrl3b4O0Nrd4REemE3C0q9Xn48KEAIJKTkzXWL1q0SPj6+ta6T3W3US5cuJj2Yoh/vdbYmsd6x4ULl+rF0Goe7/G4cOHSnIU1jwsXLqayGFq9IyLSBaObVW/x4sXqib2Al38h9vTpU7Rp00b2Vu3nz5+jU6dODfqrGn1iqLkBw81uqLkB/cluZ2cn23PrSnPrnb68VoaG163xeM2apjHXjTWPNa8az9O48Dxrx5pXf83j+8b4mMq58jxrMoV6R0TUWHrdoNG2bVtYWFggLy9PY3111/TaWFlZwcrKSmOdo6OjVBGbxN7e3iA/nA01N2C42Q01N2DY2eXS2JqnrXrH16ppeN0aj9esaYzxusl5j2eM17M2PE/jwvM0bHLVPGO9nq8zlfMETOdceZ5ERFSfmoPZ6hGFQgFvb28kJiaq16lUKiQmJkKpVMqYjIhI+1jziMhUsN4RkSlhzSMiIiLSHr3uoQEAERERCAsLw5AhQ+Dr64vPP/8cJSUlmDFjhtzRiIi0jjWPiEwF6x0RmRLWPCIiIiLt0PsGjcmTJ+Px48dYvnw5cnNzMXDgQJw4cQLt2rWTO1qjWVlZISoqqkbXYX1nqLkBw81uqLkBw86uD3RZ8/haNQ2vW+PxmjWNsV83Xd/jGfv1rMbzNC48T+PBezztM5XzBEznXHmeRETUEGZCCCF3CCIiIiIiIiIiIiIiovro9RwaREREREREREREREREABs0iIiIiIiIiIiIiIjIALBBg4iIiIiIiIiIiIiI9B4bNIiIiIiIiIiIiIiISO+xQUNCT58+RWhoKOzt7eHo6IiZM2eiuLi4QfsKITB+/HiYmZnhm2++kTZoLRqb/enTpwgPD4eHhwdsbGzQuXNnLFiwAIWFhZJn3bJlC7p06QJra2v4+fnh0qVL9W7/1VdfwdPTE9bW1ujfvz+OHTsmecbaNCb3jh074O/vj9atW6N169YICAh443lKqbHXvFp8fDzMzMwQEhIibUBqkKa+jqbq3LlzmDhxIjp06CBbbTY00dHR8PHxgZ2dHVxcXBASEoJbt27JHUvvbd26FQMGDIC9vT3s7e2hVCpx/PhxuWMZlS5dusDMzExjiYmJkTtWs5lCXV+xYkWN187T01PuWM32ps8YIQSWL1+O9u3bw8bGBgEBAbh9+7Y8YZvhTec5ffr0Gq9vUFCQPGEN1OrVqzF06FDY2trC0dGx1m3u3buHCRMmwNbWFi4uLli0aBEqKyt1G1QCrO2Gi7XdsGs7EZGusUFDQqGhobhx4wZOnTqFI0eO4Ny5c5g9e3aD9v38889hZmYmccK6NTb7o0eP8OjRI6xbtw4ZGRmIi4vDiRMnMHPmTElz7t+/HxEREYiKisJPP/0ELy8vBAYGIj8/v9btk5OTMXXqVMycORNpaWkICQlBSEgIMjIyJM3Z3NxJSUmYOnUqzpw5g5SUFHTq1Anjxo3Dw4cPdZobaHz2atnZ2fjoo4/g7++vo6RUn6a+jqaspKQEXl5e2LJli9xRDMbZs2cxb948XLx4EadOnUJFRQXGjRuHkpISuaPptY4dOyImJgZXr17FlStXMHr0aAQHB+PGjRtyRzMqn3zyCXJyctRLeHi43JGaxZTqet++fTVeu/Pnz8sdqdne9Bmzdu1abNq0Cdu2bUNqaipatmyJwMBAlJaW6jhp8zTkszQoKEjj9d23b58OExq+8vJyvP3225g7d26tj1dVVWHChAkoLy9HcnIy9u7di7i4OCxfvlzHSaXB2m64WNsNt7YTEemcIEncvHlTABCXL19Wrzt+/LgwMzMTDx8+rHfftLQ04ebmJnJycgQAkZCQIHFaTc3J/qoDBw4IhUIhKioqpIgphBDC19dXzJs3T/3/qqoq0aFDBxEdHV3r9u+8846YMGGCxjo/Pz8xZ84cyTLWprG5X1dZWSns7OzE3r17pYpYp6Zkr6ysFEOHDhU7d+4UYWFhIjg4WAdJqT7NfQ+aOjlqszHIz88XAMTZs2fljmJwWrduLXbu3Cl3DKPh7u4uNmzYIHcMrTKVuh4VFSW8vLzkjiGp1z9jVCqVcHV1FbGxsep1z549E1ZWVmLfvn0yJNSO2j5LeZ+oPXv27BEODg411h87dkyYm5uL3Nxc9bqtW7cKe3t7UVZWpsOE2sfabrhY218yhtpORKQL7KEhkZSUFDg6OmLIkCHqdQEBATA3N0dqamqd+7148QLvvvsutmzZAldXV11EraGp2V9XWFgIe3t7WFpaShET5eXluHr1KgICAtTrzM3NERAQgJSUlFr3SUlJ0dgeAAIDA+vcXgpNyf26Fy9eoKKiAk5OTlLFrFVTs3/yySdwcXGRvMcONYw23oNETVE9DKGua5chq6qqQnx8PEpKSqBUKuWOY1RiYmLQpk0bDBo0CLGxsQY93Iqp1fXbt2+jQ4cO6NatG0JDQ3Hv3j25I0kqKysLubm5Gq+vg4MD/Pz8jPL1TUpKgouLCzw8PDB37lw8efJE7khGJSUlBf3790e7du3U6wIDA/H8+XOj6AnI2m64WNuNu7YTEWmTNL80E3Jzc+Hi4qKxztLSEk5OTsjNza1zvw8//BBDhw5FcHCw1BHr1NTsryooKMCqVasaPMRWUxQUFKCqqkrjZhwA2rVrh19++aXWfXJzc2vdvqHnpQ1Nyf26v/3tb+jQoUONxhmpNSX7+fPnsWvXLqSnp+sgITWENt6DRI2lUqnwwQcfYNiwYejXr5/ccfTe9evXoVQqUVpailatWiEhIQF9+vSRO5bRWLBgAQYPHgwnJyckJydj8eLFyMnJwfr16+WO1iSmVNf9/PwQFxcHDw8P5OTkYOXKlfD390dGRgbs7OzkjieJ6vtUue9hdSEoKAh//OMf0bVrV9y5cwdLlizB+PHjkZKSAgsLC7njGYW6vg9VP2bIWNsNF2v7b4yxthMRaRsbNBopMjISa9asqXebn3/+uUnH/vbbb3H69GmkpaU1af83kTL7q54/f44JEyagT58+WLFiRbOPR5piYmIQHx+PpKQkWFtbyx2nXkVFRZg2bRp27NiBtm3byh2HiGQ0b948ZGRkGMV4yLrg4eGB9PR0FBYW4uDBgwgLC8PZs2fZqFGPht7neHp6IiIiQr1uwIABUCgUmDNnDqKjo2FlZSV1VGqG8ePHq/89YMAA+Pn5wd3dHQcOHGBPUCMwZcoU9b/79++PAQMGoHv37khKSsKYMWNkTCavxtQ3Y8PabhpY24mIqDHYoNFICxcuxPTp0+vdplu3bnB1da0xUVdlZSWePn1a51BSp0+fxp07d+Do6KixftKkSfD390dSUlIzkkubvVpRURGCgoJgZ2eHhIQEtGjRolmZ69O2bVtYWFggLy9PY31eXl6dOV1dXRu1vRSakrvaunXrEBMTgx9++AEDBgyQMmatGpv9zp07yM7OxsSJE9XrVCoVgJe9fm7duoXu3btLG5pqaM57kKgp5s+fjyNHjuDcuXPo2LGj3HEMgkKhQI8ePQAA3t7euHz5MjZu3Ijt27fLnEx/NfQ+pzZ+fn6orKxEdnY2PDw8JEgnLVOu646OjujVqxcyMzPljiKZ6tcwLy8P7du3V6/Py8vDwIEDZUqlG926dUPbtm2RmZlp0g0azalvr3N1dcWlS5c01lXXDn2sF6ztrO3GypRrOxFRc7FBo5GcnZ3h7Oz8xu2USiWePXuGq1evwtvbG8DLBguVSgU/P79a94mMjMSf//xnjXX9+/fHhg0bNH4Q1sfswMueGYGBgbCyssK3334ree8BhUIBb29vJCYmIiQkBMDLH8sTExMxf/78WvdRKpVITEzEBx98oF536tQpnY5L3pTcALB27VqsXr0aJ0+e1JjfRJcam93T0xPXr1/XWLds2TIUFRVh48aN6NSpky5i02ua+h4kaiwhBMLDw5GQkICkpCR07dpV7kgGS6VSoaysTO4Yeq2h9zm1SU9Ph7m5eY0hNw2FKdf14uJi3LlzB9OmTZM7imS6du0KV1dXJCYmqn/kev78OVJTUzF37lx5w0nswYMHePLkicaPfaaoOfXtdUqlEqtXr0Z+fr665p06dQr29vZ62QuQtZ213ViZcm0nImo2uWclN2ZBQUFi0KBBIjU1VZw/f1707NlTTJ06Vf34gwcPhIeHh0hNTa3zGABEQkKCDtJqamz2wsJC4efnJ/r37y8yMzNFTk6OeqmsrJQsZ3x8vLCyshJxcXHi5s2bYvbs2cLR0VHk5uYKIYSYNm2aiIyMVG9/4cIFYWlpKdatWyd+/vlnERUVJVq0aCGuX78uWUZt5I6JiREKhUIcPHhQ49oWFRXpNHdTsr8uLCxMBAcH6ygt1eVNryPVVFRUJNLS0kRaWpoAINavXy/S0tLE3bt35Y6mt+bOnSscHBxEUlKSRu168eKF3NH0WmRkpDh79qzIysoS165dE5GRkcLMzEx8//33ckczCsnJyWLDhg0iPT1d3LlzR3z55ZfC2dlZvPfee3JHaxZTqesLFy4USUlJIisrS1y4cEEEBASItm3bivz8fLmjNcubPmNiYmKEo6OjOHz4sLh27ZoIDg4WXbt2Ff/3f/8nc/LGqe88i4qKxEcffSRSUlJEVlaW+OGHH8TgwYNFz549RWlpqdzRDcbdu3dFWlqaWLlypWjVqpX6eld/b6isrBT9+vUT48aNE+np6eLEiRPC2dlZLF68WObkzcPabthY2w27thMR6RobNCT05MkTMXXqVNGqVSthb28vZsyYofEDdFZWlgAgzpw5U+cx5GrQaGz2M2fOCAC1LllZWZJm3bx5s+jcubNQKBTC19dXXLx4Uf3YyJEjRVhYmMb2Bw4cEL169RIKhUL07dtXHD16VNJ8dWlMbnd391qvbVRUlO6Di8Zf81exQUN/1Pc6Uk111bn63u+mrq7PhT179sgdTa+9//77wt3dXSgUCuHs7CzGjBnDxgwtunr1qvDz8xMODg7C2tpa9O7dW/z97383ih9MTaGuT548WbRv314oFArh5uYmJk+eLDIzM+WO1Wxv+oxRqVTi448/Fu3atRNWVlZizJgx4tatW/KGboL6zvPFixdi3LhxwtnZWbRo0UK4u7uLWbNmGd0Pt1ILCwur9Rq/+p0zOztbjB8/XtjY2Ii2bduKhQsXioqKCvlCawFru2FjbTfs2k5EpGtmQgih7V4fRERERERERERERERE2mQudwAiIiIiIiIiIiIiIqI3YYMGERERERERERERERHpPTZoEBERERERERERERGR3mODBhERERERERERERER6T02aBARERERERERERERkd5jgwYREREREREREREREek9NmgQEREREREREREREZHeY4MGERERERERERERERHpPTZoEBERERERERERERGR3mODBhERERERERERERER6T02aBARERERERERERERkd5jgwYREREREREREREREem9/web0fBylLQPrAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 5, figsize=(16, 5))\n", + "axes = axes.flatten()\n", + "plt.suptitle(f\"Waveform Quality Metrics for {key}\", y=.99, fontsize=12)\n", + "\n", + "# Amplitude\n", + "data = np.log10(query.fetch(\"amplitude\"))\n", + "bins = np.linspace(0, 3, 100)\n", + "plot_metric(axes[0], data, bins, title=\"Amplitude (log$_{10}$)\")\n", + "axes[0].set_ylabel(\"Count\")\n", + "\n", + "# Duration\n", + "data = query.fetch(\"duration\")\n", + "bins = np.linspace(0, 3, 100)\n", + "plot_metric(axes[1], data, bins, title=\"Duration\")\n", + "\n", + "# Half-Width\n", + "data = query.fetch(\"halfwidth\")\n", + "bins = np.linspace(0, 5, 100)\n", + "plot_metric(axes[2], data, bins, title=\"halfwidth\")\n", + "\n", + "# PT Ratio\n", + "data = query.fetch(\"pt_ratio\")\n", + "bins = np.linspace(0, 1, 100)\n", + "plot_metric(axes[3], data, bins, title=\"PT Ratio\")\n", + "\n", + "# Repolarization Slope\n", + "data = query.fetch(\"repolarization_slope\")\n", + "bins = np.linspace(-0.1, 2, 100)\n", + "plot_metric(axes[4], data, bins, title=\"Repolarization Slope\")\n", + "\n", + "# Recovery Slope\n", + "data = query.fetch(\"recovery_slope\")\n", + "bins = np.linspace(-0.5, 0.5, 100)\n", + "plot_metric(axes[5], data, bins, title=\"Recovery Slope\")\n", + "axes[5].set_ylabel(\"Count\")\n", + "\n", + "# Spread\n", + "data = np.log10(query.fetch(\"spread\"))\n", + "bins = np.linspace(0, 3, 100)\n", + "plot_metric(axes[6], data, bins, title=\"Spread\")\n", + "\n", + "# Velocity Above\n", + "data = query.fetch(\"velocity_above\")\n", + "bins = np.linspace(-5, 15, 100)\n", + "plot_metric(axes[7], data, bins, title=\"Velocity Above\")\n", + "\n", + "# Velocity Below\n", + "data = query.fetch(\"velocity_below\")\n", + "bins = np.linspace(-10, 10, 100)\n", + "plot_metric(axes[8], data, bins, title=\"Velocity Below\")\n", + "axes[8].set_ylabel(\"Count\")\n", + "\n", + "axes[9].remove()\n", + "plt.tight_layout()" + ] } ], "metadata": { From f46e6aaa89c2c758d68702c71894c7f1b742c1cc Mon Sep 17 00:00:00 2001 From: JaerongA Date: Wed, 12 Apr 2023 13:43:52 -0500 Subject: [PATCH 05/39] change qc notebook name --- notebooks/{tutorial_qc.ipynb => quality_metrics.ipynb} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename notebooks/{tutorial_qc.ipynb => quality_metrics.ipynb} (100%) diff --git a/notebooks/tutorial_qc.ipynb b/notebooks/quality_metrics.ipynb similarity index 100% rename from notebooks/tutorial_qc.ipynb rename to notebooks/quality_metrics.ipynb From 6e3c499311449a32a9da38b2f863f32e8ae8c62b Mon Sep 17 00:00:00 2001 From: JaerongA Date: Thu, 13 Apr 2023 10:26:41 -0500 Subject: [PATCH 06/39] add docs for waveform quality metrics --- notebooks/quality_metrics.ipynb | 98 +++++++++++++++++++++++++-------- 1 file changed, 75 insertions(+), 23 deletions(-) diff --git a/notebooks/quality_metrics.ipynb b/notebooks/quality_metrics.ipynb index 145e57f..3689a5b 100644 --- a/notebooks/quality_metrics.ipynb +++ b/notebooks/quality_metrics.ipynb @@ -12,6 +12,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "This notebook is used to visualize the spike sorting quality metrics using the metrics.csv generated from kilosort. \n", + "\n", + "If you are new to using DataJoint for array electrophysiology - please see our [tutorial](./tutorial.ipynb) notebook for an in-depth explanation for setting up and running the DataJoint Workflow for NeuroPixels electrophysiology.\n", + "\n", "The Element also offers Quality Metric visualizations. These are generated using `metrics.csv` generated from kilosort." ] }, @@ -29,9 +33,19 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[2023-04-12 22:56:31,441][WARNING]: lab.Project and related tables will be removed in a future version of Element Lab. Please use the project schema.\n", + "[2023-04-12 22:56:33,611][INFO]: Connecting ephysuser@db.datajoint.com:3306\n", + "[2023-04-12 22:56:34,636][INFO]: Connected ephysuser@db.datajoint.com:3306\n" + ] + } + ], "source": [ "import datajoint as dj\n", "import matplotlib.pyplot as plt\n", @@ -62,7 +76,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Histograms of following representative cluster metrics will be plotted. \n", + "### Unit quality metrics" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Histograms of following cluster metrics will be plotted. \n", "\n", "- `Firing rates (Hz)` : Total number of spikes / time in seconds \n", "\n", @@ -95,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -468,7 +490,7 @@ " (Total: 336)" ] }, - "execution_count": 46, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -482,7 +504,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -507,12 +529,12 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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3f/rpJ2FkZCT++usvtWOsWbNGABBnzpwRQghx7949YWRkJAYMGCCys7PVtpWeOyGE8PX1VWu/INL7TdM5Fua9994TNjY2BV4jdL22CZHzmAIQO3fulJclJCSIGjVqiBYtWuSLWXoPq1QqUb9+feHv76/2OKSkpAgPDw/x8ssvy8tGjhwpjIyMNF5DpX21XSOEyHlffvTRR+LXX38Vv/zyi/zea9++vcjMzNT6OJRUQY/XqVOn5GXR0dFCqVSKDz74QF7WrFkz0bt37wLbL42/DUuXLtV4TZdizf1+ef/99wUAtdf88+fPhYeHh3B3d5df39Jz3ahRI5Geni5v+/XXXwsA4vr16wWeV25S7N27d1d7nUyZMkUYGxuL+Ph4eVlR3/d5X3tt27YVCoVCvP322/KyrKwsUatWLbX3pvQ3wcLCQjx69EhefuHCBQFATJkyRV5WVn+/pe03bNhQ6LaadO/eXdjY2Ii4uDiN669cuSIAiM2bNxerfSKi8sTueERkEKQuGdbW1mV+LGmsnT/++ENjt7GCPHv2DMeOHcOQIUPw/PlzxMbGIjY2Fk+fPoW/vz/u3buHx48fq+0zfvx4ncYhef78eaHnL60vzrgQFhYW8v+Tk5MRGxuLdu3aQQiBK1euFLk9TYyMjDBixAjs3btXLcaff/4Z7dq1g4eHh85tvf766zhx4oRcRRUZGam1K9727dvRsWNH2Nvby89JbGwsunfvjuzsbJw6dUrn406cOLHQbXbu3AmFQqGxskv6xVp6ne3Zs6dUfr3ev38/jI2NMXnyZLXlH3zwAYQQ+PPPP9WWd+rUCT4+Pjq1nZmZiYcPH+J///sfgoODNY5JoomFhQXMzMxw4sSJfN3lSmLChAlq43BNnDgRJiYm2L9/v9Z9tm/fjkaNGsHb21vtNdC1a1cAwPHjxwEAu3fvhkqlwqxZs/JVfBV3HKzOnTtDCFHkKigg53WSnJycr1tXSdSsWVOtokPq0njlyhW54iKvq1evyt1dnz59Kj9+ycnJ6NatG06dOgWVSgWVSoXdu3ejb9++aNmyZb52dHkMFy1ahC+++AJDhgzBsGHDsHHjRixYsABnzpzBjh07in/ixeTj44OOHTvK952dndGwYUOEhITIy+zs7BAUFIR79+5pbKMs/zZos3//frRu3RodOnSQl1lZWWHChAkICwvDzZs31bYPCAhQG0tNOufc56mrCRMmqD3XHTt2RHZ2NsLDw4vclmTs2LFqbbZp0wZCCIwdO1ZeZmxsjJYtW2qMuX///nBzc5Pvt27dGm3atJGvG2X5HI0ePRpCiGJVQS1cuBBHjhzBF198oXUsQB8fHzg5OWH58uW4fPkyZ08kogqNSSgiMgg2NjYAymfQzU6dOmHgwIGYO3cunJyc0K9fP2zYsEHjuDF53b9/H0IIfPbZZ3B2dla7SQmJ6OhotX10TbxYW1sXev7SehcXF53azO3BgwcYPXo0HBwcYGVlBWdnZ3Tq1AkACh3HoihGjhyJ1NRU7Nq1C0DOjE6XLl3Cm2++WaR2pHGZfv31V/z8889o1aoV6tWrp3Hbe/fu4cCBA/meEymZkvc50cbExKTAcT8kwcHBqFmzJhwcHLRuM3ToULRv3x7jxo2Dq6srhg0bhm3bthU7IRUeHo6aNWvmS1RKXZzyfvkrSsLvzJkzqFOnDt577z3069dP7oJWGKVSicWLF+PPP/+Eq6srXnrpJSxZskRrokNX9evXV7tvZWWFGjVqaBz7SHLv3j0EBQXlew00aNAAwH+vgeDgYBgZGemcoCtr77zzDho0aICePXuiVq1aGDNmjM7jd2lTr169fMkg6XHQ9hhKyZVRo0blewy///57pKenIyEhATExMUhMTETjxo1LFGNeU6ZMgZGREY4cOVKq7eqiTp06+ZbZ29urJVbnzZuH+Ph4NGjQAE2aNMG0adPw77//yuvL8m+DNuHh4RrH2dN2Tch7nvb29gBQrARyabalrU1ptsTatWvnW67pOHmvG0DO6156zevjOSrMr7/+ik8//RRjx44t8AcQMzMz/PbbbwgODoafnx/69+9fpnEREZUEx4QiIoNgY2ODmjVrahxEVFfafoHPzs7Ot92OHTtw/vx5/P777zh48CDGjBmDr776CufPny9wTBIpgfDhhx/C399f4zZ5EyW5K5AK4uPjg6tXr+LBgwcavxQBkL/0eHp6yueiSd5zzs7Oxssvv4xnz57ho48+gre3NywtLfH48WOMHj26VMeZ8PHxgZ+fHzZv3oyRI0di8+bNMDMzyzfTXWGUSiVee+01bNq0CSEhIQVWmahUKrz88suYPn26xvXSF3BdjllaU6BbWFjg1KlTOH78OPbt24cDBw7g119/RdeuXXHo0KEyn6VL19cdADRr1gx79+7FgQMHsGrVKnzzzTd4//33ddr3/fffR9++fbF7924cPHgQn332GRYtWoRjx46hRYsWBe6b93VaEiqVCk2aNMGyZcs0rs/7RbaicHFxwdWrV3Hw4EH8+eef+PPPP7FhwwaMHDkSmzZtAqD7+7wkpGvA0qVL0bx5c43bWFlZ4dmzZ6V2zNwsLCzg6OhYZu0XRNt7UeQaBPqll15CcHAw9uzZg0OHDuH777/H8uXLsWbNGowbN65M/zaUFl3Oszza0va61dampuXFibmiPUeHDx/GyJEj0bt3b6xZs6bAbTMzMzFq1Cg4ODhg+fLlpZ4EJiIqTUxCEZHB6NOnD9auXYtz586hbdu2Rd5f+iU2Pj5eraRdW/eAF198ES+++CIWLFiALVu2YMSIEdi6dSvGjRun9UuflPwxNTXVucuSrvr27YstW7bgxx9/xKeffppvfWJiIvbs2YMXXnhBjiP3OeeW95yvX7+Ou3fvYtOmTWqDuRa3C1BhXW5GjhyJqVOnIiIiAlu2bEHv3r3lWIvi9ddfx/r162FkZIRhw4Zp3c7LywtJSUmFPifF7W6l6XgHDx7Es2fPCqyGMjIyQrdu3dCtWzcsW7YMCxcuxCeffILjx48X+fVTt25dHDlyJF+3zdu3b8vri8ve3h59+/ZF3759sW/fPuzcuVPnJBSQ83h88MEH+OCDD3Dv3j00b94cX331FTZv3iy3n/c1mpGRgYiICI3t3bt3D126dJHvJyUlISIiAr169SowhmvXrqFbt24FPs9eXl5QqVS4efOm1mQLUHqvFV2YmZnJj79KpcI777yD7777Dp999hnq1atX5GubVPGR+xzu3r0LAFoHi5cmOrCxsSnwtens7AwbG5tCfzAo6uMndY/SNgh3ReDg4ICAgAAEBAQgKSkJL730EubMmYNx48aV2t+GojxudevWxZ07d/ItL41rQmko6vu+pDR1lbx79678mi/Lv99FdeHCBQwYMAAtW7bEtm3bYGJS8Fe2GzduIDQ0FBs3bsSoUaPKKUoiouJhdzwiMhjTp0+HpaUlxo0bh6ioqHzrg4OD1aYtz0v6EpV7/J/k5GS5mkASFxeX71dU6cuo1CVPmhUt7wdoFxcXdO7cGd99953GD9J5p6guioEDB8LX1xdffPEFLl68qLZOpVJh4sSJiIuLU+sqpemcs7OzsXbtWrX9pV+Sc5+3EKLAx7MglpaWAPI/PpLhw4dDoVDgvffeQ0hICN54441iHadLly6YP38+vv32W1SvXl3rdkOGDMG5c+dw8ODBfOvi4+ORlZUFQPvzWlQDBw6EEAJz587Nt056jDVVdOR9nRVFr169kJ2djW+//VZt+fLly6FQKNCzZ88it6lJnTp1dH58UlJSkJaWprbMy8sL1tbWaufo5eWVb1yutWvXaq2IWLt2rdp4batXr0ZWVlaB5zhkyBA8fvwY69aty7cuNTVVntmqf//+MDIywrx58/JVAOZ+f1haWhbpcbh9+zZiY2N12j63p0+fqt03MjKSZ2yUHkNdr22SJ0+eyN1hgZwE9o8//ojmzZtrfR/5+fnBy8sLX375JZKSkvKtl65tRkZG6N+/P37//fd81yngv8dQ2zUiLS1NY7fj+fPnQwiBV155RWN8+pb3ebKyskK9evXk56i0/jYUdm3NrVevXvj7779x7tw5eVlycjLWrl0Ld3d3vXc5Ler7vqR2796tNqbT33//jQsXLsjXjbL8+52QkIDbt2/r1LX91q1b6N27N9zd3fHHH3/oVG0ljZtZUSs6iYhyYyUUERkMLy8vbNmyBUOHDkWjRo0wcuRING7cGBkZGTh79iy2b99e4KCfPXr0QJ06dTB27FhMmzYNxsbGWL9+PZydnfHgwQN5u02bNmHVqlUYMGAAvLy88Pz5c6xbtw42NjZypYWFhQV8fHzw66+/okGDBnBwcEDjxo3RuHFjrFy5Eh06dECTJk0wfvx4eHp6IioqCufOncOjR49w7dq1Yp2/qakpdu7cia5du6JDhw4ICAhAy5YtER8fjy1btuDy5cv4+OOP8dprr8n7+Pr64sUXX8TMmTPlqpytW7fKSReJt7c3vLy88OGHH+Lx48ewsbHBzp07iz1+R/PmzWFsbIzFixcjISEBSqUSXbt2lceqcnZ2xiuvvILt27fDzs4OvXv3LtZxjIyMNFaF5TVt2jTs3bsXffr0kadWT05OxvXr17Fjxw6EhYXBycmpwOe1KLp06YI333wT//vf/3Dv3j288sorUKlU+Ouvv9ClSxcEBgZi3rx5OHXqFHr37o26desiOjoaq1atQq1atdQGEtZV37590aVLF3zyyScICwtDs2bNcOjQIezZswfvv/++nKgoKSMjI527uty9exfdunXDkCFD4OPjAxMTE+zatQtRUVFqlWvjxo3D22+/jYEDB+Lll1/GtWvXcPDgQa3TkWdkZMjt3rlzB6tWrUKHDh3w6quvao3lzTffxLZt2/D222/j+PHjaN++PbKzs3H79m1s27YNBw8eRMuWLVGvXj188sknmD9/Pjp27IjXXnsNSqUS//zzD2rWrIlFixYByEnKrF69Gp9//jnq1asHFxcXeZDzvP7++2906dIFs2fPLvLg5OPGjcOzZ8/QtWtX1KpVC+Hh4fjmm2/QvHlzeWwfXa9tkgYNGmDs2LH4559/4OrqivXr1yMqKgobNmzQGoeRkRG+//579OzZE76+vggICICbmxseP36M48ePw8bGBr///juAnIGUDx06hE6dOmHChAlo1KgRIiIisH37dpw+fRp2dnZarxEpKSlo0aIFhg8fDm9vbwDAwYMHsX//frzyyivo169fgY/XiRMniv1Yl4SPjw86d+4MPz8/ODg44OLFi9ixYwcCAwPlbUrjb4Ofnx8A4JNPPsGwYcNgamqKvn37ysmp3GbMmIFffvkFPXv2xOTJk+Hg4IBNmzYhNDQUO3fuLLWuxcVV1Pd9SdWrVw8dOnTAxIkTkZ6ejhUrVsDR0VGtm3ZZ/f3etWsXAgICsGHDhgI/pzx//hz+/v6Ii4vDtGnTsG/fPrX1Xl5eGivBpWuyvp9TIiKdlONMfEREpeLu3bti/Pjxwt3dXZiZmQlra2vRvn178c0336hNq5x3mmchhLh06ZJo06aNMDMzE3Xq1BHLli3LNy335cuXxfDhw0WdOnWEUqkULi4uok+fPuLixYtqbZ09e1b4+fkJMzOzfFNNBwcHi5EjR4rq1asLU1NT4ebmJvr06SN27NghbyMdV9M05gWJiYkRH3zwgahXr558bADihx9+0Lh9cHCw6N69u1AqlcLV1VV8/PHH4vDhw/mmR79586bo3r27sLKyEk5OTmL8+PHi2rVr+aaV1jQdvKbHet26dcLT01MYGxtrnIp927ZtAoCYMGGCzuc+atQoYWlpWeA20nTcS5cuVVv+/PlzMXPmTPlxc3JyEu3atRNffvmlyMjIkLfT9rwWdOxRo0aJunXrqi3LysoSS5cuFd7e3sLMzEw4OzuLnj17ikuXLgkhhDh69Kjo16+fqFmzpjAzMxM1a9YUw4cPF3fv3i30cejUqZPw9fXNt/z58+diypQpombNmsLU1FTUr19fLF26VG1acyFypkafNGlSocfRpGvXrsLLy0unbWNjY8WkSZOEt7e3sLS0FLa2tqJNmzZi27ZtattlZ2eLjz76SDg5OYlq1aoJf39/cf/+fa1TtZ88eVJMmDBB2NvbCysrKzFixAjx9OlTtTY7deqkNk27EEJkZGSIxYsXC19fX6FUKoW9vb3w8/MTc+fOFQkJCWrbrl+/XrRo0ULerlOnTuLw4cPy+sjISNG7d29hbW0tAOQ7Vm7Hjx/XOh19YXbs2CF69OghXFxc5OvWW2+9JSIiItS20+XaJkTOe7V3797i4MGDomnTpkKpVApvb2+xfft2jTHnfd9euXJFvPbaa8LR0VEolUpRt25dMWTIEHH06FG17cLDw8XIkSOFs7OzUCqVwtPTU0yaNEmkp6fL22i6RsTFxYk33nhD1KtXT1SrVk0olUrh6+srFi5cqPY+1eb3338XAMSaNWt0fIT/U9DjlVfe19fnn38uWrduLezs7ISFhYXw9vYWCxYsyBdzafxtmD9/vnBzcxNGRkZq8Wq6DgcHB4tBgwYJOzs7YW5uLlq3bi3++OMPtW2k5zrva0C6lua+/hdGW+yaXk9Ffd/nbVP6WxQTE6O2PO+1OvffhK+++krUrl1bKJVK0bFjR3Ht2rV851AWf7+l7Qt7LKVYtd3yPr+S/fv3CwDir7/+0ikeIiJ9UghRjJH7iIiowrh+/To6duyI2rVr4/Tp0/KMQRXdnj170L9/f5w6dUpt+nOq2EaOHIktW7Zgz5498PPzg4uLS4X89b1jx45QKpV6mU2tMjh69Ci6d++Ov/76q1iVefoyffp0/PLLL7h//z6USqW+wyEqU0lJSYiJicGsWbOwefNmhISElPmMfUREJVXxPjUSEVGRNGnSBHv27MG9e/fQv39/ZGRk6Dsknaxbtw6enp4G9QWXgIkTJ8LKygp9+vRBjRo1NHb3qggiIiLKrFtPVSCNiWNoj+Hx48fx2WefMQFFVUJgYCA8PT2xefNmDBkyhAkoIjIIrIQiIqJytXXrVvz7779YtGgRvv76a0yePFnfIVERpaWl4ebNm4iPj0e7du1gbm6u75BkZ8+exW+//YavvvoKa9euxfjx4/UdkkFJTk7Gzz//jK+//hqJiYkIDw+vkJVuVL5SU1MLHVTbwcEBZmZm5RQRAcDNmzfx9OlT1K1bF3Xq1NF3OEREOmESioiIypVCoYCVlRWGDh2KNWvWFDr1NFFRBAQE4M8//8Tw4cOxdOlSvr6KKCwsDA0bNkSTJk2watUqtG7dWt8hUQWwceNGBAQEFLjN8ePH0blz5/IJiIiIDBaTUEREREREpFVERASCgoIK3MbPzw/29vblFBERERkqJqGIiIiIiIiIiKjMsZM/ERERERERERGVOSahiIiIiIiIiIiozDEJRUREREREREREZY5JKCIiIiIiIiIiKnNMQhERERERERERUZljEoqIiIiIiIiIiMock1BERERERERERFTmmIQiIiIiIiIiIqIyxyQUERERERERERGVOSahiIiIiIiIiIiozDEJRUREREREREREZY5JKCIiIiIiIiIiKnNMQhERERERERERUZljEoqIiIiIiIiIiMock1BERERERERERFTmmIQiIiIiIiIiIqIyxyQUERERERERERGVOSahiIiIiIiIiIiozDEJRUREREREREREZY5JKCIiIiIiIiIiKnNMQhERERERERERUZljEkpPNm7cCIVCgbCwsDLZvqpbsmQJvL29oVKpyvQ4a9asQZ06dZCenl6k/fLGZwjPb3HPlYiIiEgXnTt3RufOnfUdBhHl4e7ujtGjRxd5v7CwMCgUCmzcuLFCxEMVA5NQZUBKKGi6zZgxQ9/hFVne8zExMYGbmxtGjx6Nx48fF6vNs2fPYs6cOYiPjy/dYAEkJiZi8eLF+Oijj2Bk9N9LXDqPixcvatyvc+fOaNy4cZGONXr0aGRkZOC7774rcXwVXXHOlcjQXL9+HYMGDULdunVhbm4ONzc3vPzyy/jmm2/kbdzd3aFQKPDuu+/m2//EiRNQKBTYsWOHvKwsrqFEVLi87z1zc3M0aNAAgYGBiIqK0nd4BmH06NFqj6FSqUSDBg0wa9YspKWlFavNmzdvYs6cORX6hzcifdL2neX06dPo2bMn3NzcYG5ujjp16qBv377YsmWL2nYKhQKBgYFa2798+TIUCgU+/fRTrdvcu3cPCoUCU6dOLdnJlEBZfl8k/TLRdwCV2bx58+Dh4aG2TEpyvPnmmxg2bBiUSqVObRV1+7IgnU9aWhrOnz+PjRs34vTp07hx4wbMzc2L1NbZs2cxd+5cjB49GnZ2dqUa5/r165GVlYXhw4eXaruamJubY9SoUVi2bBneffddKBSKChVfaSrOuRIZkrNnz6JLly6oU6cOxo8fj+rVq+Phw4c4f/48vv7663xJp3Xr1mHmzJmoWbOmTu2X5jWUiHSX+713+vRprF69Gvv378eNGzdQrVo1fYdX4SmVSnz//fcAgISEBOzZswfz589HcHAwfv755yK3d/PmTcydOxedO3eGu7u72rpDhw6VRshElc727dsxdOhQNG/eHO+99x7s7e0RGhqKU6dOYd26dXj99dd1buuFF16At7c3fvnlF3z++ecat5ESW2+88QYA4M6dO+X+43lB3xf1EQ+VHiahylDPnj3RsmVLjeuMjY1hbGxcaBvJycmwtLTUefuylPt8xo0bBycnJyxevBh79+7FkCFD9Bpbbhs2bMCrr75abl/qhgwZgiVLluD48ePo2rVroduXd3ylqajnSmRIFixYAFtbW/zzzz/5PuxER0er3ff19cWdO3fwxRdf4H//+59O7RvKNZSossn73nN0dMSyZcuwZ88erT8ISZ+/CDAxMZG/iALAO++8g3bt2uGXX37BsmXL4OrqWmrHMjMzK7W2iCqTOXPmwMfHB+fPn8/3Psn7GUUXI0aMwGeffYbz58/jxRdfzLf+l19+gbe3N1544QUA0GshhCYVLR4qGqYP9UTTGEBz5syBQqHAzZs38frrr8Pe3h4dOnTQuL207f379+XssK2tLQICApCSkpLveCdOnEDLli1hbm4OLy8vfPfdd3IbxdWxY0cAQHBwsLwsPDwc77zzDho2bAgLCws4Ojpi8ODB+c5z2rRpAAAPDw+5xDv3No8fP8aYMWPg6uoKpVIJX19frF+/vtCYQkND8e+//6J79+7FPi/gv/7L2m65+fn5wcHBAXv27Cn1+K5cuYKePXvCxsYGVlZW6NatG86fP59vu7J4fjUpyrkSGZrg4GD4+vpqrM50cXFRu+/u7o6RI0di3bp1ePLkSbGOp+kaSkRlT/oRJTQ0FEBOlzMrKysEBwejV69esLa2xogRIwAAKpUKK1asgK+vL8zNzeHq6oq33noLcXFxam1evHgR/v7+cHJygoWFBTw8PDBmzBi1bXRty93dHX369MHp06fRunVrmJubw9PTEz/++GO+c4mPj8eUKVPg7u4OpVKJWrVqYeTIkYiNjZW3SU9Px+zZs1GvXj0olUrUrl0b06dPL/YYjwqFAh06dIAQAiEhIfJyXT4Dbty4EYMHDwYAdOnSRf5cdeLECQCax4SKjo7G2LFj4erqCnNzczRr1gybNm0qVuxEhio4OBitWrXSmKjN+xlFF9I1Lm9XPgC4dOkS7ty5I28DaB6DKSQkBIMHD4aDgwOqVauGF198Efv27Sv02P/++y9Gjx4NT09PmJubo3r16hgzZgyePn0qb1PY98XixiMNm7Bt2zYsWLAAtWrVgrm5Obp164b79+8XGjuVDlZClaGEhAS1DwEA4OTkVOh+gwcPRv369bFw4UIIIQrcdsiQIfDw8MCiRYtw+fJlfP/993BxccHixYvlba5cuYJXXnkFNWrUwNy5c5GdnY158+bB2dm5eCf2/6SLgL29vbzsn3/+wdmzZzFs2DDUqlULYWFhWL16NTp37oybN2+iWrVqeO2113D37l388ssvWL58ufyYSPFERUXhxRdflPszOzs7488//8TYsWORmJiI999/X2tMZ8+eBQA5a6+JpucFADIzM+X/Ozs746effsq3fsqUKRov/i+88ALOnDmj9ZhFiU8SFBSEjh07wsbGBtOnT4epqSm+++47dO7cGSdPnkSbNm0AlN3zq42u50pkaOrWrYtz587hxo0bOo0P98knn+DHH38sUjVUbpquoURU9qTEr6Ojo7wsKysL/v7+6NChA7788ku5m95bb72FjRs3IiAgAJMnT0ZoaCi+/fZbXLlyBWfOnIGpqSmio6PRo0cPODs7Y8aMGbCzs0NYWBh+++03tePq0pbk/v37GDRoEMaOHYtRo0Zh/fr1GD16NPz8/ODr6wsASEpKQseOHXHr1i2MGTMGL7zwAmJjY7F37148evQITk5OUKlUePXVV3H69GlMmDABjRo1wvXr17F8+XLcvXsXu3fvLtZjWNzPgC+99BImT56M//3vf/j444/RqFEjAJD/zSs1NRWdO3fG/fv3ERgYCA8PD2zfvh2jR49GfHw83nvvvWLFT2Ro6tati6NHj+LRo0eoVatWidvz8PBAu3btsG3bNixfvlytx42UmCqoi19UVBTatWuHlJQUTJ48GY6Ojti0aRNeffVV7NixAwMGDNC67+HDhxESEoKAgABUr14dQUFBWLt2LYKCgnD+/HkoFIpCvy+WNJ4vvvgCRkZG+PDDD5GQkIAlS5ZgxIgRuHDhgs6PIZWAoFK3YcMGAUDjLe82oaGh8rLZs2cLAGL48OFa25S2l7YdM2aM2nYDBgwQjo6Oasv69u0rqlWrJh4/fiwvu3fvnjAxMRG6vASkYx85ckTExMSIhw8fih07dghnZ2ehVCrFw4cP5W1TUlLy7X/u3DkBQPz444/ysqVLl+Y7f8nYsWNFjRo1RGxsrNryYcOGCVtbW43HkHz66acCgHj+/LnW8yjo5uvrq7Xtd955RxgbG4tjx47lWzdhwgRhYWGhdd/C4tP0eujfv78wMzMTwcHB8rInT54Ia2tr8dJLL8nLSvr8FpWu50pkaA4dOiSMjY2FsbGxaNu2rZg+fbo4ePCgyMjIUNuubt26onfv3kIIIQICAoS5ubl48uSJEEKI48ePCwBi+/bt8vZFuYYSUenR9N7bunWrcHR0FBYWFuLRo0dCCCFGjRolAIgZM2ao7f/XX38JAOLnn39WW37gwAG15bt27RIAxD///KM1Fl3bEiLnGgNAnDp1Sl4WHR0tlEql+OCDD+Rls2bNEgDEb7/9lu94KpVKCCHETz/9JIyMjMRff/2ltn7NmjUCgDhz5ozWmIXIeWwsLS1FTEyMiImJEffv3xdffvmlUCgUonHjxvJxhND9M+D27dsFAHH8+PF823fq1El06tRJvr9ixQoBQGzevFlelpGRIdq2bSusrKxEYmJigfETGSLp2pX7mvLDDz8IAMLMzEx06dJFfPbZZ+Kvv/4S2dnZ+fYHICZNmlTocVauXCkAiIMHD8rLsrOzhZubm2jbtq3atnXr1hWjRo2S77///vsCgNq15fnz58LDw0O4u7vLcYWGhgoAYsOGDfJ2mq4Vv/zyS77rXkHfF4sbj/Q5rVGjRiI9PV3e9uuvvxYAxPXr17U8WlSa2B2vDK1cuRKHDx9Wu+ni7bff1vkYebft2LEjnj59isTERABAdnY2jhw5gv79+6sNnluvXj307NlT5+MAQPfu3eHs7IzatWtj0KBBsLS0xN69e9Wy8RYWFvL/MzMz8fTpU9SrVw92dna4fPlyoccQQmDnzp3o27cvhBCIjY2Vb/7+/khISCiwnadPn8LExARWVlZat9H0vBw+fBhNmzbVus+PP/6IVatWYcmSJejSpUu+9fb29khNTdXYFbKo8QE5z9uhQ4fQv39/eHp6ystr1KiB119/HadPn0ZiYmKpPr+60vVciQzNyy+/jHPnzuHVV1/FtWvXsGTJEvj7+8PNzQ179+7VuM+nn36KrKwsfPHFF4W2r8s1lIhKX+733rBhw2BlZYVdu3bBzc1NbbuJEyeq3d++fTtsbW3x8ssvq30e8fPzg5WVFY4fPw4AchfeP/74Q62qujhtSXx8fOQuu0DOr/8NGzZU6/62c+dONGvWTGPFgdQdf/v27WjUqBG8vb3Vjit1Scx7XE2Sk5Ph7OwMZ2dn1KtXDx9++CHat2+PPXv2qHX7L+lnQE3279+P6tWrq43dZWpqismTJyMpKQknT54sVrtEhmbMmDE4cOAAOnfujNOnT2P+/Pno2LEj6tevL/e0KKqhQ4fC1NRUrUveyZMn8fjxY7WueJrs378frVu3loeOAQArKytMmDABYWFhuHnzptZ9c18r0tLSEBsbK49LVZJrRVHiCQgIUOvdIl1vc19jqewwCVWGWrduje7du6vddJF3Rr2C1KlTR+2+VBYtjS8QHR2N1NRU1KtXL9++mpYVREre7NixA7169UJsbGy+QeFSU1Mxa9Ys1K5dG0qlEk5OTnB2dkZ8fDwSEhIKPUZMTAzi4+Oxdu1a+QOPdAsICJDPqSQ0PS/du3fX2iXm6tWrePvttzF8+HCt05SK/+82WVpjMMXExCAlJQUNGzbMt65Ro0ZQqVR4+PBhkZ/f1atX44UXXoCpqSnmzJmT75i9e/eGpaUlGjZsiKNHj2qMrbTPlagiadWqFX777TfExcXh77//xsyZM/H8+XMMGjRI4wcqT09PvPnmm1i7di0iIiIKbFuXaygRlT7pvXf8+HHcvHkTISEh8Pf3V9vGxMQkX0L43r17SEhIgIuLS77PJElJSfLnkU6dOmHgwIGYO3cunJyc0K9fP2zYsEFtzCVd25Lk/XwH5HzGyz1+VHBwcKFdh+/du4egoKB8x2zQoAEA3T5TmZubyz/YbdiwAY0aNUJ0dLTaF0mg5J8BNQkPD0f9+vXzzYIldd8LDw8vVrtEhsjf3x8HDx5EfHw8Tp06hUmTJiE8PBx9+vQp1vcjR0dH+Pv7Y9euXUhLSwOQ0xXPxMSk0AlTwsPDtX5PkdZr8+zZM7z33ntwdXWFhYUFnJ2d5e+/JblWFCWewr5DU9nimFAVUN4/6gXRNmOeKGQsqeJo3bq1PLtM//790aFDB7z++uu4c+eOXNnz7rvvYsOGDXj//ffRtm1b2NraQqFQYNiwYVCpVIUeQ9rmjTfewKhRozRuU1DFkqOjI7KysvD8+XNYW1sX9RTziYuLw8CBA9GgQQN5emJt21WrVq3Q56604yuqGjVqYM6cORoHIZw0aRKqV6+OmJgYHDlyBEOGDMG9e/fg4OCgtp2u50pkyMzMzNCqVSu0atUKDRo0QEBAALZv347Zs2fn2/aTTz7BTz/9hMWLF6N///5a29TlGkpEpS/3e08bpVKZL9GhUqng4uKCn3/+WeM+0tgkCoUCO3bswPnz5/H777/j4MGDGDNmDL766iucP38eVlZWOrclKa3PdyqVCk2aNMGyZcs0rq9du3ahbRgbG6v9kOrv7w9vb2+89dZbalWiJf0MSES6qVatGjp27IiOHTvCyckJc+fOxZ9//qn1u1NB3njjDfzxxx/4448/8Oqrr2Lnzp3yGHdlZciQITh79iymTZuG5s2by9fIV155pdyuFeX5HZryYxKqknNxcYG5ubnG0f5LMgOAsbExFi1ahC5duuDbb7/FjBkzAAA7duzAqFGj8NVXX8nbpqWlIT4+Xm1/bVU0zs7OsLa2RnZ2drFmuPP29gaQM+NNQckqXahUKowYMQLx8fE4cuSIPEipJqGhoVoH1SxOfM7OzqhWrRru3LmTb93t27dhZGSE2rVrw9LSskjPr/QFef/+/WrLk5KSsHv3boSEhKBatWp49dVX0aRJE+zZs0euQCvquRJVFtKXV22VTl5eXnjjjTfw3XffyRMGFEbbNZSIKg4vLy8cOXIE7du31+mHlxdffBEvvvgiFixYgC1btmDEiBHYunUrxo0bV+S2dI3vxo0bhW5z7do1dOvWrdQqmGvUqIEpU6Zg7ty5atO7l/QzoCZ169bFv//+C5VKpZYkvH37tryeqCor7DNKYV599VVYW1tjy5YtMDU1RVxcXKFd8YCc95627ynSek3i4uJw9OhRzJ07F7NmzZKX37t3L9+2Rb1WFCce0g92x6vkpF+vdu/erTaN+P379/Hnn3+WqO3OnTujdevWWLFihVzCaWxsnC+D/M033yA7O1ttmaWlJQDk+2BibGyMgQMHYufOnRo/WMXExBQYU9u2bQHkTJVcUnPnzsXBgwfxyy+/FNpF8vLly2jXrl2hbeoan7GxMXr06IE9e/aoTW0cFRWFLVu2oEOHDrCxsSm15/fevXuwsrJS64rQpEkTBAUF5dtW13MlMjTHjx/X+AuYlLTVVOYt+fTTT5GZmYklS5bofDxN11AiqjiGDBmC7OxszJ8/P9+6rKws+TNMXFxcvmtH8+bNAUDukqdrW0UxcOBAXLt2Dbt27cq3TopnyJAhePz4MdatW5dvm9TUVCQnJxf5uEBO1VO1atXUxsMr6WdATXr16oXIyEj8+uuv8rKsrCx88803sLKyQqdOnYoVP5Gh0TZMhi6fUQpiYWGBAQMGYP/+/Vi9ejUsLS3Rr1+/Qvfr1asX/v77b5w7d05elpycjLVr18Ld3R0+Pj4a95MqkPJeK1asWJFv26JeK4oTD+kHK6GqgDlz5uDQoUNo3749Jk6ciOzsbHz77bdo3Lgxrl69WqK2p02bhsGDB2Pjxo14++230adPH/z000+wtbWFj48Pzp07hyNHjqhNgwwAfn5+AHK6sQwbNgympqbo27cvLC0t8cUXX+D48eNo06YNxo8fDx8fHzx79gyXL1/GkSNH8OzZM63xeHp6onHjxjhy5AjGjBlT7PO6fv065s+fj5deegnR0dHYvHmz2vo33nhD/v+lS5fw7NkznS7YRYnv888/x+HDh9GhQwe88847MDExwXfffYf09HS1L7ql8fwmJSXBxsZGbZmNjQ2ePn2qtqwo50pkaN59912kpKRgwIAB8Pb2RkZGBs6ePYtff/0V7u7u+aoCc5OqoTZt2lSkY+a9hhJRxdGpUye89dZbWLRoEa5evYoePXrA1NQU9+7dw/bt2/H1119j0KBB2LRpE1atWoUBAwbAy8sLz58/x7p162BjY4NevXoVqa2imDZtGnbs2IHBgwdjzJgx8PPzw7Nnz7B3716sWbMGzZo1w5tvvolt27bh7bffxvHjx9G+fXtkZ2fj9u3b2LZtGw4ePFhoV0VNHB0dERAQgFWrVuHWrVto1KiRzp8BmzdvDmNjYyxevBgJCQlQKpXo2rUrXFxc8h1nwoQJ+O677zB69GhcunQJ7u7u2LFjB86cOYMVK1boZWgDIn3o168fPDw80LdvX3h5eSE5ORlHjhzB77//jlatWqFv377FbvuNN97Ajz/+iIMHD2LEiBFy8qcgM2bMwC+//IKePXti8uTJcHBwwKZNmxAaGoqdO3fm694ssbGxwUsvvYQlS5YgMzMTbm5uOHToEEJDQ/NtW9D3xdKKh/REL3PyVXKaptXUtk3uKSdnz54tAIiYmJhCt9e2raZ2hRDi6NGjokWLFsLMzEx4eXmJ77//XnzwwQfC3Ny8ROeTnZ0tvLy8hJeXl8jKyhJxcXEiICBAODk5CSsrK+Hv7y9u376dbxpNIYSYP3++cHNzE0ZGRvlijoqKEpMmTRK1a9cWpqamonr16qJbt25i7dq1hca7bNkyYWVllW/6z8Kel06dOglfX18hxH/Td2q75fbRRx+JOnXqqE1TXNT4tD1vly9fFv7+/sLKykpUq1ZNdOnSRZw9ezZfm0V9ft966y0xe/ZstePY29urbRMYGKg2FXRxzpXIkPz5559izJgxwtvbW1hZWQkzMzNRr1498e6774qoqCh5u7p164revXvn2//evXvC2NhYABDbt2+XlxflGkpEpUeXz2NCCDFq1ChhaWmpdf3atWuFn5+fsLCwENbW1qJJkyZi+vTp4smTJ0KInL+hw4cPF3Xq1BFKpVK4uLiIPn36iIsXLxa5LSG0X2M6deokOnXqpLbs6dOnIjAwULi5uQkzMzNRq1YtMWrUKBEbGytvk5GRIRYvXix8fX2FUqkU9vb2ws/PT8ydO1ckJCQU+7EJDg4WxsbG8ue7onwGXLdunfD09JSvmcePH9d6jlFRUXK7ZmZmokmTJmrTvRNVNpquXb/88osYNmyY8PLyEhYWFsLc3Fz4+PiITz75RCQmJqrtD0BMmjRJ5+NlZWWJGjVqCABi//79GrfR9D4ODg4WgwYNEnZ2dsLc3Fy0bt1a/PHHH2rbhIaGCgBq79lHjx6JAQMGCDs7O2FraysGDx4snjx5IgCofT8RQvv3xeLGI33Hy/05TVucVHYUQnD0raqqf//+CAoK0tgH15AlJCTA09MTS5YswdixY8v0WOnp6XB3d8eMGTPw3nvvVaj4Cnp+3377bVSvXl2eIS8pKQkODg4IDQ2Vp6zu0qULRo4cKVd/FOdciYiIiIiIiCSsS6siUlNT1e7fu3cP+/fvR+fOnfUTUBmytbXF9OnTsXTp0jKfYWHDhg0wNTUtUjeasohP1+c3KysLaWlpyM7OVvu/lZUV+vXrh9mzZyM1NRV//PEH/v33X7Vud8U5VyIiIiIiIiIJK6GqiBo1amD06NHw9PREeHg4Vq9ejfT0dFy5cgX169fXd3hUQro+v3PmzMHcuXPV9t2wYQNGjx6NmJgYjBo1CidOnECtWrWwatWqYs1QSERERERERKQJk1BVREBAAI4fP47IyEgolUq0bdsWCxcuxAsvvKDv0KgU8PklIiIiIiKiio5JKCIiIiIioiru1KlTWLp0KS5duoSIiAjs2rUL/fv3L3CfEydOYOrUqQgKCkLt2rXx6aefYvTo0eUSLxEZJo4JRUREREREVMUlJyejWbNmWLlypU7bh4aGonfv3ujSpQuuXr2K999/H+PGjcPBgwfLOFIiMmSshCIiIiIiIiKZQqEotBLqo48+wr59+3Djxg152bBhwxAfH48DBw6UQ5REZIhYCUVERERERERFcu7cuXyT2Pj7++PcuXN6ioiIDEGVS0IJIZCYmAgWgBGRPvFaRET6xusQEZVEZGQkXF1d1Za5uroiMTERqampGvdJT09HYmKifEtISEBMTAyvQ0RVSJVLQj1//hy2trZ4/vy5vkMhoiqM1yIi0jdeh4iovC1atAi2trbyzc7ODi4uLrwOEVUhVS4JRURERERERCVTvXp1REVFqS2LioqCjY0NLCwsNO4zc+ZMJCQkyLeHDx+WR6hEVIGY6DsAIiIiIiIiMixt27bF/v371ZYdPnwYbdu21bqPUqmEUqks69CIqAJjJRQREREREVEVl5SUhKtXr+Lq1asAgNDQUFy9ehUPHjwAkFPFNHLkSHn7t99+GyEhIZg+fTpu376NVatWYdu2bZgyZYo+wiciA8EkFBERERERURV38eJFtGjRAi1atAAATJ06FS1atMCsWbMAABEREXJCCgA8PDywb98+HD58GM2aNcNXX32F77//Hv7+/nqJn4gMg0JUsakIEhMTYWtri4SEBNjY2Og7HDJAQUFBiIuLg7GxMV544YUSlRQ/ffoUAODo6Fha4ZGB4LWocnn06BEcHBxQrVo1fYdCpDNeh4jKV0JCAq5evQo7Ozs0a9ZM3+FUCLwOEVU9rIQiKoJdu3ahcePG6NixI9q1a4cRI0YUu62srCw0bdoUvr6+yMjIKMUoiag8PXjwAO7u7ujbt6++QyEiogrs2rVr6Ny5M4YOHarvUIiI9IZJKKIiuHbtGgDI1Q7nzp0rdlvPnj3DkydPEBUVhbCwsNIIj4j0ICgoCNnZ2Th9+jSysrL0HQ4REVVQycnJAABLS0s9R0JEpD9MQhEVQVxcHADgjTfeAAA8efIEqampJWoLAIKDg0seHBHpRUxMDAAgIyMDISEheo6GiIgqqpSUFABg120iqtKYhCIqgmfPngEA6tWrJ/dbDw0NLVZbTEIRVQ7R0dHy/2/evKnHSIiIqCJjEoqIiEkooiKREkcODg7w8vICUPwEkpTQAsDqCSIDJlVCATld84iIiDRhEoqIiEkooiKRklD29vbw9PQEUPwEEiuhiCqH3EkoVkIREZE2TEIRETEJRVQkuZNQJa2Eyp2EYiUUkeFiEoqIiHTBJBQREZNQREUidaFzcHAo1UqokJAQCCFKHiARlbvcSajbt28jOztbj9EQEVFFxSQUERGTUEQ6E0KUaiVU7jGhUlJSEBUVVfIgiajc5U5CpaWlISwsTH/BEBFRhcUkFBERk1BEOktNTUVGRgYA9TGhQkNDoVKpitxe7koogONClZVTp06hb9++qFmzJhQKBXbv3q22XgiBWbNmoUaNGrCwsED37t1x7969QttduXIl3N3dYW5ujjZt2uDvv/8uozOgik5KQllbWwNglzwiItIsOTkZAGBpaannSIiI9IdJKCIdSUkjY2NjWFlZoXbt2jA2NkZ6ejqePHlS7PYkHBeqbCQnJ6NZs2ZYuXKlxvVLlizB//73P6xZswYXLlyApaUl/P39kZaWprXNX3/9FVOnTsXs2bNx+fJlNGvWDP7+/oiOji6r06AKKj09Hc+fPwcAdOjQAQBnyCMiIs1YCUVExCQUkc5yd8VTKBQwNTVF3bp1ARQvgSS1Z2dnB4CVUGWlZ8+e+PzzzzFgwIB864QQWLFiBT799FP069cPTZs2xY8//ognT57kq5jKbdmyZRg/fjwCAgLg4+ODNWvWoFq1ali/fn0ZnglVRFIVlImJCdq1aweAlVBERKQZk1BERAaYhMrOzsZnn30GDw8PWFhYwMvLC/Pnz+egzlTmcg9KLpG65BUngSQlofz8/ACwEkofQkNDERkZie7du8vLbG1t0aZNG5w7d07jPhkZGbh06ZLaPkZGRujevbvWfajykpJQTk5O8PX1BcAkFBERacYkFBGRASahFi9ejNWrV+Pbb7/FrVu3sHjxYixZsgTffPONvkOjSi53JZREGpy8OAkkKanVsmVLAKyE0ofIyEgAgKurq9pyV1dXeV1esbGxyM7OLtI+QE63rcTERLUbGT6pC6azszN8fHwAALdu3SrWOHFERFS5MQlFRGSASaizZ8+iX79+6N27N9zd3TFo0CD06NGDgwJTmdOUhJIqoUrSHY+VUFXDokWLYGtrK99q166t75CoFEiVUM7OzvDy8oKpqSlSUlLw4MEDPUdGREQVDZNQREQGmIRq164djh49irt37wIArl27htOnT6Nnz556jowqu4IqoW7cuIELFy5ovV2/fl2ty2h6ejpSU1MB/FcJFRkZKc+aQuWjevXqAICoqCi15VFRUfK6vJycnGBsbFykfQBg5syZSEhIkG8PHz4sYfRUEeROQpmYmKBhw4YA2CWPiIjyYxKKiAgw0XcARTVjxgwkJibC29sbxsbGyM7OxoIFCzBixAiN26enpyM9PV2+zy4wVFwFjQn177//4sUXXyxw/y+//BIffPABgP8SWgqFAnXr1oWdnR3i4+MREhKCJk2alEX4pIGHhweqV6+Oo0ePonnz5gByrhEXLlzAxIkTNe5jZmYGPz8/HD16FP379wcAqFQqHD16FIGBgVqPpVQqoVQqS/sUSM9yJ6EAwMfHBzdu3EBQUBB69eqlz9CIiKiCYRKKiMgAK6G2bduGn3/+GVu2bMHly5exadMmfPnll9i0aZPG7dkFhkqLpkqopk2b4rXXXoOHh4fWm5OTEwDgzJkz8n5SQsvOzg5GRkYlGluKCpaUlISrV6/i6tWrAHIGI7969SoePHgAhUKB999/H59//jn27t2L69evY+TIkahZs6acYAKAbt264dtvv5XvT506FevWrcOmTZtw69YtTJw4EcnJyQgICCjnsyN9k5JQLi4uAMDByYmISCup4t3S0lLPkRAR6Y/BVUJNmzYNM2bMwLBhwwAATZo0QXh4OBYtWoRRo0bl237mzJmYOnWqfD8xMZGJKCoWTUkoY2Nj7Ny5s8D99u3bhz59+qglmPK25enpiUuXLjEJVQYuXryILl26yPel68GoUaOwceNGTJ8+HcnJyZgwYQLi4+PRoUMHHDhwAObm5vI+wcHBiI2Nle8PHToUMTExmDVrFiIjI9G8eXMcOHAg32DlVPlpqoQCmIQiIqL8WAlFRGSAlVApKSkwMlIP29jYWOtMREqlEjY2Nmo3ouLQlITShVTlFBwcLI8LJbUlde3LvQ2Vrs6dO0MIke+2ceNGADldIufNm4fIyEikpaXhyJEjaNCggVobYWFhmDNnjtqywMBAhIeHIz09HRcuXECbNm3K6YyoIikoCZV7HDgiIqrahBAGkYRauXIl3N3dYW5ujjZt2hQ6+dOKFSvQsGFDWFhYoHbt2pgyZQrS0tLKKVoiMkQGl4Tq27cvFixYgH379iEsLAy7du3CsmXLMGDAAH2HRpWcpjGhdOHu7g4gp1uYVE2jqRIKYHc8IkOTNwlVr149mJiYICkpCY8ePdJnaEREVIHkTsxU1CTUr7/+iqlTp2L27Nm4fPkymjVrBn9/f0RHR2vcfsuWLZgxYwZmz56NW7du4YcffsCvv/6Kjz/+uJwjJyJDYnBJqG+++QaDBg3CO++8g0aNGuHDDz/EW2+9hfnz5+s7NKrkilsJZW5uDjc3NwD/VTrlbYuVUESGKW8SyszMDPXr1wfALnlERPQfqQoKACwsLPQYiXbLli3D+PHjERAQAB8fH6xZswbVqlXD+vXrNW5/9uxZtG/fHq+//jrc3d3Ro0cPDB8+vNDqKSKq2gwuCWVtbY0VK1YgPDwcqampCA4Oxueffw4zMzN9h0aVXHGTUADyDTwuVVXlrYQKCwtDdnZ2iWMlorKXkZGB+Ph4AP8loQAOTk5ERPlJSSgzMzOYmFS8YXkzMjJw6dIldO/eXV5mZGSE7t2749y5cxr3adeuHS5duiQnnUJCQrB//37ODktEBap4V0CiCkgIUaIklKenJ06dOpWvEkrq2lerVi2YmJggIyMDT5484eD5RAZA6l5rZGSk1k2Xg5MTEVFeFX08qNjYWGRnZ+ebZMXV1RW3b9/WuM/rr7+O2NhYdOjQAUIIZGVl4e233y6wO156ejrS09Pl+4mJiaVzAkRkMAyuEopIH5KSkpCVlQWg6GNCAfkrofImtExMTOSxo9glj8gwSF3xHB0d1SbMkJJQQUFBeomLKofVq1ejadOm8qQqbdu2xZ9//imvT0tLw6RJk+Do6AgrKysMHDgQUVFReoyYiApS0ZNQxXHixAksXLgQq1atwuXLl/Hbb79h3759BQ6TsmjRItja2so3/vBKVPUwCUWkAylpZGZmVqx+/HkHHtdUVcXByYkqLk0z3eUdD0pS2Ax52dnZyMjIULsR5VWrVi188cUXuHTpEi5evIiuXbuiX79+cnJzypQp+P3337F9+3acPHkST548wWuvvabnqIlIm+TkZACApaWlniPRzMnJCcbGxvmS2VFRUahevbrGfT777DO8+eabGDduHJo0aYIBAwZg4cKFWLRokdaZy2fOnImEhAT59vDhw1I/FyKq2JiEItJB7qSRQqEo8v55Bx7POyaUpm2IqGJ455134O7uLr9vJdqSUA0aNICxsTESEhLw5MkTtXXnzp2DnZ0dlEql2o3JA8qrb9++6NWrF+rXr48GDRpgwYIFsLKywvnz55GQkIAffvgBy5YtQ9euXeHn54cNGzbg7NmzOH/+vL5DJyINKnollJmZGfz8/HD06FF5mUqlwtGjR9G2bVuN+6SkpKhVAgOAsbExAM0/3gCAUqmUKzylGxFVLUxCEemgJONBAf9VOT1+/BhpaWn5xoTKvQ0roYgqDiEEfvrpJzx48AAXL15UW6ctCaVUKlGvXj0AwK1bt9TW7d69G0lJSfmOs3v3bk5KQFplZ2dj69atSE5ORtu2bXHp0iVkZmaqDSDs7e2NOnXqaB1AGMgZiyUxMVHtRkTlo6InoQBg6tSpWLduHTZt2oRbt25h4sSJSE5ORkBAAABg5MiRmDlzprx93759sXr1amzduhWhoaE4fPgwPvvsM/Tt21dORhER5cWByYl0oKlyqSicnJxgbW2N58+fIzQ0VGNSi5VQRBXPo0eP5KSRlHSSaEtCATld8u7cuYObN2+qJQqkwcq//PJLjB07FtnZ2XBycoIQAk+fPoWLi0tZnQoZoOvXr6Nt27ZIS0uDlZUVdu3aBR8fH1y9ehVmZmaws7NT297V1RWRkZFa21u0aBHmzp1bxlETkSaGkIQaOnQoYmJiMGvWLERGRqJ58+Y4cOCAPFj5gwcP1CqfPv30UygUCnz66ad4/PgxnJ2d0bdvXyxYsEBfp0BEBoBJKCIdaKpcKgqFQgFPT09cu3YNISEhHBOKyEDknuGuqEmoXbt25ZshT7rv5+cnJxDs7e0RFxeHmJgYJqFITcOGDXH16lUkJCRgx44dGDVqFE6ePFns9mbOnImpU6fK9xMTEzkoMFE5MYQkFAAEBgYiMDBQ47oTJ06o3TcxMcHs2bMxe/bscoiMiCoLJqGIdFDS7nhATqXTtWvXcOPGDXlqWk1JqKdPnyIhIQG2trYliJiISoMuSShNiaPcg5NLUlJSEBoaqrYeyEliSUkootzMzMzkrp1+fn74559/8PXXX2Po0KHIyMhAfHy8WjVUQQMIA5DHICOi8mcoSSgiorLGMaGIdFAaSSgpyXT8+HEAOQM3Wltby+utra3liorc1VBhYWG4fPkyrly5gszMzGIfn4iKriSVUAAQFBQkD856584dCCHg6Oioto/0fyahqDAqlQrp6enw8/ODqamp2gDCd+7cwYMHD7QOIExE+sUkFBFRDlZCEemgpGNCAf+N+XTw4EG5rbwz7Xl5eSEmJgbBwcFo0aIFjhw5gpdfflle37dvX+zdu7fYMRBR0RQ3CdWwYUMoFAo8e/ZM7mYnteXr66v23pcqqZiEotxmzpyJnj17ok6dOnj+/Dm2bNmCEydO4ODBg7C1tcXYsWMxdepUODg4wMbGBu+++y7atm2LF198Ud+hE5EGycnJAABLS0s9R0JEpF9MQhHp4MGDBwAANze3YrfRt29ffP/994iKioJCocC4cePybePp6Ynz58/LlVB//fUXAMDCwgKpqanyfSIqe0IIBAUFyfeLkoSysLCAp6cngoODcfPmTbUkVO6ueLn3ZxKKcouOjsbIkSMREREBW1tbNG3aFAcPHpR/mFi+fDmMjIwwcOBApKenw9/fH6tWrdJz1ESkDSuhiIhyMAlFpAMpKSRVMxWHm5tbvine88o7Q57077Rp0zBv3jzEx8fj2bNnxR4gnYh0FxERgYSEBPl+7iRRdna2XCGpKQkF5CSbgoODERQUhM6dO8sJLSahSBc//PBDgevNzc2xcuVKrFy5spwiIqKSYBKKiCgHx4QiKoRKpZIHE5bGdSoreWfIk/5t0qSJPNgsZ88jKh9S5ZKpqSkA9STR06dP5bGeHB0dNe6fd3ByVkIREVVdTEIREeVgEoqoEE+ePEF6ejpMTEzKfCprbZVQnp6e+RJURFS2pKRR69atAeRMUCBNDiAljBwcHGBiormo2NfXV24nLS1Nfj8zCUVEVPUwCUVElINJKKJCSF8c69atq/XLZmmREk0PHjxAfHw8oqOjAeQkp/ImqIiobElJqI4dO8LIKOfPZWxsLADI701tXfEA9Uqou3fvQqVSwc7OTq5qlDAJRURU+TEJRUSUg0kookJIlUdl3RUPAGrUqAFzc3NkZ2fjxIkTAHIqLWxtbVkJRVTOpCRUkyZN5C53UqKooEHJJd7e3gByElanTp0CkH9mvNxtSIktIiKqfJiEIiLKwSQUUSGkyqOSDEquKyMjI3h4eAAADh8+rHZcVkIRlR8hhNoYTnmrlXRJQllaWsLd3R0A8OGHH8pt5SW18fTpU6hUqtI5ASIiqlCYhCIiysEkFFEhyrMSCvgv2XTkyBG147ISiqj8xMTE4OnTp1AoFGjYsGGxklAA8PLLLwMA0tPTAQDdu3fPt42TkxOAnBn34uLiSucEiIioQklOTgaQ8wMFEVFVVrYD3BBVAuVZCQX8l2y6e/eu2nGlfx8+fIiMjAyYmZmVSzxEVVFQUBCAnPejhYVFsZNQa9aswdSpU5GdnQ1ra2vUqVMn3zZKpRI2NjZITExETEyM1tn2iIjIcLESiogoByuhiAqhr0ooiXRcV1dXVKtWDSqVCuHh4eUSS1Xg7u4OhUKR7zZp0iSN22/cuDHftubm5uUcNZW13F3xgPyDh+uahDIyMoK3tzd8fX01JqAkHJyciKhyYxKKiCgHk1BEBUhMTJRnwyqvJFTe40hJKYVCIa/juFCl559//kFERIR8k8biGjx4sNZ9bGxs1PZhUrDyKa0klK6YhCIiqtyYhCIiymGQSajHjx/jjTfegKOjIywsLNCkSRNcvHhR32FRJSRVQTk5OcHGxqZcjqmtEir3/zkuVOlxdnZG9erV5dsff/wBLy8vdOrUSes+CoVCbR9XV9dyjJjKA5NQRERUWoQQTEIREf0/g0tCxcXFoX379jA1NcWff/6Jmzdv4quvvoK9vb2+Q6NKqLzHgwIgz6YFAGZmZnBzc5Pvc4a8spWRkYHNmzdjzJgxUCgUWrdLSkpC3bp1Ubt2bfTr108eP4gqDykJ5evrC4BJKCIiKr7MzExkZ2cDYBKKiMjgBiZfvHgxateujQ0bNsjLpCntiUpbeY8HBQAWFhZwc3PD48eP4e7uDmNjY3kdK6HK1u7duxEfH4/Ro0dr3aZhw4ZYv349mjZtioSEBHz55Zdo164dgoKCUKtWLa37paenyzOkATldPaliio2NRXR0NADA29sbgHqSSKVS4enTp2rLS4pJKCKiykuqggKYhCIiMrhKqL1796Jly5YYPHgwXFxc0KJFC6xbt07fYVEu0pc3Q5aeno7r16/j8uXLAMo3CZX7eHmPyyRU2frhhx/Qs2dP1KxZU+s2bdu2xciRI9G8eXN06tQJv/32G5ydnfHdd98V2PaiRYtga2sr32rXrl3a4VMpuXXrFoCcqkRpKu3cSaK4uDj5F+3SSkK5uLjI7RMRUeUiJaGMjY1hamqq52iIiPTL4JJQISEhWL16NerXr4+DBw9i4sSJmDx5MjZt2qRx+/T0dCQmJqrdqOz88MMPcHV1xdq1a/UdSol07doVTZs2xdatWwGUb3e83MfLe9zc3fGEEOUaU2UXHh6OI0eOYNy4cUXaz9TUFC1atMD9+/cL3G7mzJlISEiQbw8fPixJuFSG8o4HBfyXbHr69CmioqIAALa2tjAzMyuVY7ISioio8kpOTgYAWFpaFtjdn4ioKjC4JJRKpcILL7yAhQsXokWLFpgwYQLGjx+PNWvWaNye1Qfl6+TJkwCAU6dO6TmS4ktPT8e5c+cA5FQnNG/eHD179izXGN588000a9YMr7/+utpyd3d3KBQKJCcn88tqKduwYQNcXFzQu3fvIu2XnZ2N69evo0aNGgVup1QqYWNjo3ajikka4yt3EsrJyQlAzuCyd+7cAVB6VVC52+L7moio8uGg5ERE/zG4JFSNGjXUvhgAQKNGjfDgwQON27P6oHxJA2Yb8sDZYWFhEELAysoKkZGRuHLlCqpXr16uMXTt2hVXr15Fu3bt1JYrlUp53CFDfowrGpVKhQ0bNmDUqFEwMVEfKm/kyJGYOXOmfH/evHk4dOgQQkJCcPnyZbzxxhsIDw8vcgUVVVyaKqFMTEzg4OCgtp5JKCIi0oUhJaFWrlwJd3d3mJubo02bNvj7778L3D4+Ph6TJk1CjRo1oFQq0aBBA+zfv7+coiUiQ1RuSShPT095INfc4uPjizTeTvv27eVfoSV3795F3bp1NW7P6oPyJY1VZMhjFuUejLwilkxzXKjSd+TIETx48ABjxozJt+7BgweIiIiQ78fFxWH8+PFo1KgRevXqhcTERJw9ezZfcpwMl6YkFPBfoqisk1DsaktEVLkYShLq119/xdSpUzF79mxcvnwZzZo1g7+/v9bxXjMyMvDyyy8jLCwMO3bswJ07d7Bu3Tq1mZ2JiPIqt9nxwsLC5IFcc0tPT8fjx491bmfKlClo164dFi5ciCFDhuDvv//G2rVrDX4MosogOTkZkZGRAHIGJ3/+/Dmsra31HFXRSRVG5T0OlK68vLxw8uRJVkKVoh49emj94n/ixAm1+8uXL8fy5cvLISrSh7i4ODnp2KhRI7V1zs7OuHPnDvbs2SPfLy1SW5mZmUhMTIStrW2ptU1ERPplKEmoZcuWYfz48QgICAAArFmzBvv27cP69esxY8aMfNuvX78ez549w9mzZ+UB193d3cszZCIyQGWehNq7d6/8/4MHD6p9sM7OzsbRo0eLdLFq1aoVdu3ahZkzZ2LevHnw8PDAihUrMGLEiNIMm4ohNDQ03/2mTZvqKZriy10JVRGxEoqo7Egz49WqVStf5WyTJk1w+vRpeYDZJk2alNpxLSwsYGlpKY/3xiQUEVHlYQhJqIyMDFy6dEltCAIjIyN0795dHis1r71796Jt27aYNGkS9uzZA2dnZ7z++uv46KOPYGxsrHGf9PR0pKeny/c5aRRR1VPmSaj+/fsDABQKBUaNGqW2ztTUFO7u7vjqq6+K1GafPn3Qp0+f0gqRSkneypzg4GCDTEIZQiUUwDGhiMqC1NXO19c337rly5djyJAhyMjIgJWVFdq0aVOqx3Z2dpaTUPXq1SvVtomISH8MIQkVGxuL7OxsuLq6qi13dXXF7du3Ne4TEhKCY8eOYcSIEdi/fz/u37+Pd955B5mZmZg9e7bGfRYtWoS5c+eWevxEZDjKPAmlUqkAAB4eHvjnn3/kGYao8slbmWOolTqshCKqurSNBwXkjDHYuXPnMju2s7MzwsLCtI69QUREhkmqoK3ISajiUKlUcHFxwdq1a2FsbAw/Pz88fvwYS5cu1ZqEmjlzJqZOnSrfT0xM5OzlRFVMuY0JlberFlU+UmWOkZERVCqVQVbqCCHk5E5Fr4R68uQJUlNTYWFhoeeIiCqPgpJQZY0z5BERVU5JSUkAACsrKz1Hop2TkxOMjY0RFRWltjwqKkrrLNE1atSAqampWte7Ro0aITIyEhkZGTAzM8u3j1KphFKpLN3giciglFsSCgCOHj2Ko0ePIjo6Wq6Qkqxfv748Q6EyICVvWrdujfPnzxtkpU5UVBRSUlJgZGSEOnXq6DscjRwcHGBjY4PExESEhoZyVjaiUsQkFBERlTapEqoiJ6HMzMzg5+eHo0ePysOpqFQqHD16FIGBgRr3ad++PbZs2QKVSgUjo5xJ1+/evYsaNWpoTEAREQGAUXkdaO7cuejRoweOHj2K2NhYxMXFqd3I8EmVTy+//DIAw+wuJp1D7dq1K+wfT4VCIVdDGeJjTFRRJSYm4uHDhwDyz4xXHpiEIiKqnAyhEgoApk6dinXr1mHTpk24desWJk6ciOTkZHm2vJEjR6oNXD5x4kQ8e/YM7733Hu7evYt9+/Zh4cKFmDRpkr5OgYgMQLlVQq1ZswYbN27Em2++WV6HpHKUnZ2NsLAwADlJqPnz5yMsLAzZ2dlaZ8eoiCp6VzyJp6cnrly5YpBdHokqKmlmvBo1asDe3r7cj88kFBFR5WQoSaihQ4ciJiYGs2bNQmRkJJo3b44DBw7Ig5U/ePBArngCcn60PXjwIKZMmYKmTZvCzc0N7733Hj766CN9nQIRGYByS0JlZGSgXbt25XU4KmePHz9GRkYGTExM0KZNG5iZmSEjIwOPHj1C3bp19R2ezqSkTkUdlFzCSiii0qfPrngA4OLiAoBJKCKiysZQklAAEBgYqLX73YkTJ/Ita9u2Lc6fP1/GURFRZVJu3fHGjRuHLVu2lNfhqJxJyRB3d3eYmZnBw8MDAAyuUseQKqEAw3t8iSoyKQnl6+url+OzEoqIqHKSklCWlpZ6joSISP/KrRIqLS0Na9euxZEjR9C0aVOYmpqqrV+2bFl5hUJlQEreSMkRT09P3LlzByEhIejatas+QysSQ6mEkuJjJRRR6dF3JRSTUERElZMhVUIREZW1cquE+vfff9G8eXMYGRnhxo0buHLliny7evVqeYVBZURK3kgVRNK/pVWpk5GRgVu3buHWrVt4+vRpqbSZW1xcHG7duoX79+8DqPiVULm74+WdaZKIiqciJaGEEHqJgSqORYsWoVWrVrC2toaLiwv69++PO3fuqG2TlpaGSZMmwdHREVZWVhg4cGC+6dWJSP8MYXY8IqLyUm6VUMePHy+vQ5EeaKqEyr28pNq2bYvLly8DAExNTREUFIT69euXStuPHj1C/fr1kZaWJi+r6JVQtWvXhrGxMdLT0xEREQE3Nzd9h0Rk0JKTk+XJFfSdhEpLS0NycjK/rFRxJ0+exKRJk9CqVStkZWXh448/Ro8ePXDz5k25S8+UKVOwb98+bN++Hba2tggMDMRrr72GM2fO6Dl6IsqNlVBERP8ptyQUVW55u7HVrFkTABAdHV3ithMSEtQSUJmZmTh79mypJaHOnz+PtLQ0mJiYwMbGBr169dLLzFhFYWpqChcXF0RERCA6OppJKCINhBCYO3cuLl68CABo0aIF5s2bB4VCkW/b27dvA8gZHNzR0bFc45RYWlrC3NwcaWlpiImJ4ZeVKu7AgQNq9zdu3AgXFxdcunQJL730EhISEvDDDz9gy5Ytcrf3DRs2oFGjRjh//jxefPFFfYRNRBowCUVE9J9yS0J16dJF4wd/ybFjx8orFCoDeQf0lpI4z549K7W2XVxc0K9fP6xbt65Ux0KS2ho6dCg2b95cau2WNXt7e0RERJTKY0xUGd27dw9z586V7+/btw/Dhg3TOPB4UFAQAKBRo0blFl9eCoUCzs7OePjwIWJiYuQJHoiAnB9kAMDBwQEAcOnSJWRmZqJ79+7yNt7e3qhTpw7OnTunMQmVnp6O9PR0+X5iYmIZR01EAJNQRES5lduYUM2bN0ezZs3km4+PDzIyMnD58mU0adKkvMKgMpCQkCCP0yRVQklJqLi4uBK3n3u8qdIeaypv+4akNB9josroxo0bAIB69eqhYcOGAP5LNuWl75nxJBycnDRRqVR4//330b59ezRu3BgAEBkZCTMzM9jZ2alt6+rqisjISI3tLFq0CLa2tvKtdu3aZR06EYGz4xER5VZulVDLly/XuHzOnDnyhZkMk1RJ5OzsDGtrawD//VJbGgmS3ONNlcWscIYyI15epfkYE1VGUmKpXbt2MDExwZ07d+Rl2rbV13hQEiahSJNJkybhxo0bOH36dInamTlzJqZOnSrfT0xMZCKKqIxlZGQgMzMTACuhiIiAcqyE0uaNN97A+vXr9R0GlYCmSiKpSicpKUn+w1vS9nMnoUqzEirvoOqGgpVQRAXLnViSkktMQpGhCQwMxB9//IHjx4+jVq1a8vLq1asjIyMD8fHxattHRUWhevXqGttSKpWwsbFRuxFR2ZJmxgNYCUVEBFSAJNS5c+dgbm6u7zCoBDQlcWxtbeX/lzRJknu8KSnRFR0dXSoVdJmZmXjw4IHcviEpzXG3iCojXZNQqamp8nVG393xXFxcADAJRTkD6wcGBmLXrl04duxYvjHC/Pz8YGpqiqNHj8rL7ty5gwcPHqBt27blHS4RaSF9XjUzM4OZmZmeoyEi0r9y64732muvqd0XQiAiIgIXL17EZ599Vl5hUBnQ1J3N2NgYtra2SEhIQFxcnPzFqqTt29nZwd7eHnFxcQgJCUHTpk1LFPuDBw+QnZ0Nc3Nzrb8cV1TsjkekXXZ2tjzjnY+PD0xMcv7c3b17F5mZmTA1NZW3vXPnDoQQcHR0lCuR9EU6fmnMLEqGbdKkSdiyZQv27NkDa2treZwnW1tbWFhYwNbWFmPHjsXUqVPh4OAAGxsbvPvuu2jbti1nxiOqQDgoORGRunJLQuWujAEAIyMjNGzYEPPmzUOPHj3KKwwqA3lnxpPY29vLSaji0lSp5OXlhYsXL5ZKEip3gsvISO+FgUXC7nhE2oWGhiI9PR3m5uZwd3eHQqGApaUlkpOTERwcDG9vb3lbabByHx+fAmdxLQ/sjkeS1atXAwA6d+6stnzDhg0YPXo0gJzxNo2MjDBw4ECkp6fD398fq1atKudIiaggHJSciEhduSWhNmzYUF6HonKmbWBvBwcHhIWFlShJoqlSydPTExcvXiyVcaEMdTwogEkoooJI3e4aNWoEY2NjADlJpn/++Qc3b95US0JVlPGgACah6D9CiEK3MTc3x8qVK7Fy5cpyiIiIikMaE4qVUEREOcq99OPSpUvYvHkzNm/ejCtXrpT34amUFTSmUmmMWZQ7SSRVKknHKY0Z8jQNqm4oOCYUkXaaEkvaxoViEoqIiMoKu+MREakrtyRUdHQ0unbtilatWmHy5MmYPHky/Pz80K1bN37YNmAPHz5EdnY2lEolatSoobauNCp1NFUqSf8vjSSUIVdCcUyo0jFnzhwoFAq1W+4qGU22b98Ob29vmJubo0mTJti/f385RUu6YhKKiIgqAiahiIjUlVsS6t1338Xz588RFBSEZ8+e4dmzZ7hx4wYSExMxefLkYrX5xRdfQKFQ4P333y/dYElnBY2pVBpJKE2VStL/S6M7XmWohGISquR8fX0REREh306fPq1127Nnz2L48OEYO3Ysrly5gv79+6N///64ceNGOUZMhck9zpNEUxIqPT0d9+/fz7etvkhJqOTkZKSmpuo5GiIiKikmoYiI1JVbEurAgQNYtWoVGjVqJC/z8fHBypUr8eeffxa5vX/++QffffddiQemppIpqJJIqtQpre54Eun/YWFhyM7OLnbbQgiDroSSklAJCQklehwIMDExQfXq1eWbk5OT1m2//vprvPLKK5g2bRoaNWqE+fPn44UXXsC3335bjhFTQVQqFW7dugVAcxLq9u3b8nvmzp07UKlUsLW1zVfNqQ82NjbyzH2shiIiMnxMQhERqSu3JJRKpVKbEltiamoKlUpVpLaSkpIwYsQIrFu3Tv4iTvpRUCVRWVVC1apVC6ampsjMzMSjR4+K3XZsbCyeP38OAPDw8Ch2O/oiPb5CCCQkJOg5GsN279491KxZE56enhgxYoQ8zpkm586dQ/fu3dWW+fv749y5cwUeIz09HYmJiWo3Khvh4eFITU2FmZmZWoLZ3d0dFhYWSE9Px+jRo/HWW29h+vTpAHKq4fQ9Mx4AKBQKuRrqgw8+wIwZM/j+JiIyYJwdj4hIXbklobp27Yr33nsPT548kZc9fvwYU6ZMQbdu3YrU1qRJk9C7d+98XwSp9BT2BTkjIwP379+XuyBpqiQqShJK0/G0VSoZGxvD3d0dQMHjQmVkZCAtLU3juidPnuCvv/4CALi5ucHc3LzQGCsaMzMz+QMNu+QVX5s2bbBx40YcOHAAq1evRmhoKDp27CgnKPOKjIyEq6ur2jJXV1dERkYWeJxFixbB1tZWvtWuXbvUzoHUSd3tGjZsCBOT/yaBNTIyQvPmzQEAmzdvxtq1a3Hw4EEAQIsWLco9Tm2kpPiOHTuwePFirF+/Xs8RERFRcXF2PCIideWWhPr222+RmJgId3d3eHl5wcvLCx4eHkhMTMQ333yjcztbt27F5cuXsWjRIp22Z/VB0S1ZsgR2dnY4cOCAxvVCCLzwwguoX7++3JWyJJVQK1euhK2tLXbu3Km2/OnTp/LzlbdSqbBxoVQqFZo1a4ZGjRohMzNTbd2GDRvg5uaGgQMHao3dUHBcqJLr2bMnBg8ejKZNm8Lf3x/79+9HfHw8tm3bVqrHmTlzJhISEuTbw4cPS7V9+o+UhPL19c23bsOGDfj8888xb948+bZ06VLMnj27vMPU6vvvv8fnn3+OHj16AACuX7+u54iIiKi4DK073sqVK+Hu7g5zc3O0adMGf//9t077bd26FQqFAv379y/bAInI4JkUvknpqF27Ni5fvowjR47g9u3bAIBGjRoVqZrp4cOHeO+993D48GGdK1cWLVqEuXPnFivmqurIkSMQQuD48eN45ZVX8q2PjIyUB/21sbGBh4cHOnbsmG87KUFS2JhQR44cAQAcP35cTgwB/1U5aapUKmyGvMePH8uvs5CQEDRs2FBed/ToUQCAubk5LC0tMXr06ALjq8js7e3x6NGjEo27Rers7OzQoEEDebDqvKpXr46oqCi1ZVFRUahevXqB7SqVSiiVylKLk7QraLa7hg0b4pNPPinvkIrE29sbn3zyCRo0aIBDhw7lm82PiIgMhyEloX799VdMnToVa9asQZs2bbBixQr4+/vjzp07cHFx0bpfWFgYPvzwQ43fB4iI8irzSqhjx47Bx8cHiYmJUCgUePnll/Huu+/i3XffRatWreDr6yt3iyrMpUuXEB0djRdeeAEmJiYwMTHByZMn8b///Q8mJiYaB2dm9UHRSdVF2qqMpOUeHh5ISEjA1atXYWtrm287aWDywqp0tB2voPGmCquEyr1cW7ubN29GbGwsAgICCoyvImMlVOlLSkpCcHCw1kGq27ZtKycyJYcPH0bbtm3LIzzSQUFJKEOSezY/IYSeoyEiouIwpCTUsmXLMH78eAQEBMDHxwdr1qxBtWrVCuwWnp2djREjRmDu3LkGOdEPEZW/Mk9CrVixAuPHj4eNjU2+dba2tnjrrbewbNkyndrq1q0brl+/jqtXr8q3li1bYsSIEbh69SqMjY3z7aNUKmFjY6N2I+2ysrIQHh4OQHuVka4zyumSIMk97lPe4xV0nMIqoXIvL0q7hkbXRB9p9+GHH+LkyZMICwvD2bNnMWDAABgbG2P48OEAgJEjR2LmzJny9u+99x4OHDiAr776Crdv38acOXNw8eJFBAYG6usUKBchRKVJQtWvXx8mJiZ4/vw5Hj9+rO9wiIioGAxlYPKMjAxcunRJrZeKkZERunfvXuDkK/PmzYOLiwvGjh2r03E4VAoRlXkS6tq1axq7dEl69OiBS5cu6dSWtbU1GjdurHaztLSEo6MjGjduXFohV2kPHjyQK8qCg4M1/vouVRLpmoRKTU3VOkB4dHS0PGBjaGioWjVbWVRCPX/+HNHR0TrFbwhYCVVyjx49wvDhw9GwYUMMGTIEjo6OOH/+vDxD2YMHDxARESFv365dO2zZsgVr165Fs2bNsGPHDuzevZvXoAri0aNHSEpKgomJCerVq6fvcErEzMwM9evXBwB2ySMiMlCGMjB5bGwssrOzizT5yunTp/HDDz9g3bp1Oh+HE7UQUZmPCRUVFQVTU1PtAZiYICYmpqzDIB3lrhpKTEzEs2fP4OjoqHGbwgb0trGxgUKhgBACcXFxGrs35T5eZmYmHj9+jDp16qit05QskgYqj4uLQ1xcnJyM0dRu7v+HhoYCABwdHTV2ITQ0uo67Rdpt3bq1wPUnTpzIt2zw4MEYPHhwGUVEJSElaxo0aFDg3x5D4ePjg1u3buHmzZvyQOVERGQ4DKk7XlE8f/4cb775JtatWwcnJyed95s5cyamTp0q309MTGQiiqiKKfMklJubG27cuKH1F+l///1X69grutD0BZGKL29lUUhIiNYkVGGVREZGRrCzs5MTRYUloaTj65KEsrKygqurK6KiohAaGqpzEqoydcUDWAlFlJc0aYKhd8WT+Pj4YOfOnfJ5ERGRYTGUJJSTkxOMjY11nnwlODgYYWFh6Nu3r7xMpVIByCkyuHPnjsYfrDlRCxGVeXe8Xr164bPPPtPYHSs1NRWzZ89Gnz59yjoM0pGmpFBeBXWTy6uwMYs0Jb2AnP7ijx49KvA4UiKpoBilNqVuhUWJ3RBwTCgidVIllK+vr54jKR25BycnIiLDYyhJKDMzM/j5+alNvqJSqXD06FGNk694e3vnG6v31VdfRZcuXXD16lVWNxGRVmVeCfXpp5/it99+Q4MGDRAYGIiGDRsCAG7fvo2VK1ciOzu7wk+XXZVISSAjIyOoVKp8Sank5GT5FxJdqokKq9TJezwpSRQWFgYhBKysrLSW+Hp5eeHcuXP5YkxISMDTp08BAAqFAikpKfKvOKyEIqrcKsug5JK8M+QpFAo9R0REREVhKEkoAJg6dSpGjRqFli1bonXr1lixYgWSk5PlmaRHjhwJNzc3LFq0CObm5vnGw7SzswMAjpNJRAUq8ySUq6srzp49i4kTJ2LmzJlyRYpCoYC/vz9WrlyZbwA80h8pCdSyZUv8/fffWiuVHBwc5D80BSlszCJtx8tdsaTtS5e2SigpRmdnZ1haWiIsLAzBwcGoXr16pauE4phQRP+pTDPjSRo0aAAjIyPEx8cjMjKyRN3XiYiofAkh5IHJK/rseAAwdOhQxMTEYNasWYiMjETz5s1x4MAB+bvagwcPYGRU5h1piKiSK/MkFADUrVsX+/fvR1xcHO7fvw8hBOrXr59vHB/SLyGEnKTp3r07/v7773xVRkWtJNK1Eurll19WO54ux5ESSQXFKCWhQkJC0L59+0pXCcXueET/iYiIQEJCAoyNjeVZ5Qydubk56tWrh7t37+LmzZtMQhERGZC0tDR5nCRDqIQCgMDAQAQGBmpcV9hYvBs3biz9gIio0imXJJTE3t4erVq1Ks9DUhE8e/YMiYmJAHKSUAsXLsxXZVTUSqKCkiSpqal48uQJgJwk1IIFCzRWQmmjrRIq976WlpY4duwYgoODkZ2djbCwsCLFX9GxOx5RzrTSGzduxJ07dwAA9erVq1SDnvr4+ODu3bv45ptvcPbsWXl5r1694Ofnp8fIiIioIFJXPACoVq2aHiMhIqo4yjUJRRWbVCVUs2ZNeVDfR48eIT09Xf5CV9xKKE3dxUJDQwEAtra28hcpaSa9olRCPXjwAJmZmfJ07HkroaRljx49QmZmJszMzFCzZk2d4q/opMf3+fPnao8BUVWyYMECrFixQr7fpEkT/QVTBpo2bYrdu3djz5492LNnj7z8+++/R3h4uB4jIyKigkhJqGrVqsHY2FjP0RARVQxMQpFMqiDy9PSEs7MzrKyskJSUhLCwMHlA+aJWQhVUqZO7LSsrK7i6uiIqKgohISE6Had69eqwsLBAamoqwsPDUa9evXztSkmo4OBgebmHh0el+SCQe1yu+Ph4ODs76y8YIj25fPkyAKBHjx5o2LAhJk2apOeIStekSZOQkpKC58+fA8jpOr127Vo8ePAAT58+haOjo54jJCIiTQxpUHIiovLCJBTJpAoiaTBwT09P/PvvvwgJCZGTUKU5JlTetjw9PREVFYXg4GCdjiPFGBQUhJCQEDkJpa0SqrKNBwUAJiYmsLGxQWJiIuLi4piEoipJGoz8iy++QIsWLfQcTelzcXHB0qVL1ZYdPHgQ4eHhuHnzJjp27KinyIiIqCBSEsoQBiUnIiovnN6AZLkroYD/qpAuXbqE8PBwhIWFFXlMJSkJFRkZifDwcGRmZuY7ntSW9O+RI0eQmpoKIyMj1K1bt8D2pVgvXryI8PBwhISEyN1TvLy85DYjIyNx4cKFIsVuKDguFFVlMTExiI2NhUKhkJPlVYE0+5+UgCMioopHmhmPlVBERP9hEopkuSuhgP8SPJ999hnc3d3h4eGBjIwMmJqaws3NTac2pYHJL126BHd3d7Ro0UKeJURTJRQArFu3DgBQp06dQsc4kmL95JNP4O7uDi8vL2RnZ0OpVKJGjRqws7OTkzTff/+92nEqi4LG3SKq7KQkjIeHR5Ua9JVJKCKiio/d8YiI8mMSimR5K6EGDhwoj7uU+zZ27Fidx1Rq2bIlmjRpAgsLCwBAUFCQPCNe3uP1798fNWvWhIWFBSwtLTFmzJhC2x84cCBcXV3zxThu3DgYGeW8vMeNG4dq1arBwsICderUQe/evYvwqFR80iDrjx490nMkROUvKCgIwH9JmaqCSSgiooqPSSgiovw4JhQBANLT0+UkhpQUatu2LSIiIkrUrrW1Nf79918AOVVL0thMNWvWlGfHk6qZWrRogcePHxep/Q4dOiAyMrLAbZYsWYIlS5YUI3rDID1fUlKPqCqRkjBMQhERUUXDJBQRUX6shCIAQFhYGIQQsLS0hIuLS5kcQ0qWhISEICIiAunp6TAxMUHt2rXL5HhVhZTEk7o3ElUlVT0J9eTJE8THx+s3GCIi0ohJKCKi/JiEIgD5Z8YrC1KyJDg4WK7aqVu3LkxMWJBXEqyEoqqsqiahbGxsUKtWLQDArVu39BwNERFpIg1MztnxiIj+wyQUAcg/PlNZyF0JlXdQciq+3I8rUVXy9OlTREVFAQC8vb31HE35kxJv0rhYRERUsbASiogoPyahCED+merKgqZKKGkZFZ/0nMXHx3OGPKpSpCqoOnXqwNraWs/RlD+OC1W5nTp1Cn379kXNmjWhUCiwe/dutfVCCMyaNQs1atSAhYUFunfvjnv37uknWCLSKDY2FsB/MxkTERGTUPT/yiMpxEqoslGtWjVUr14dAKuhqGqpql3xJExCVW7Jyclo1qwZVq5cqXH9kiVL8L///Q9r1qzBhQsXYGlpCX9/f6SlpZVzpESkjTTpj9R9moiIODse/b/ySApJbcfExODq1asAWAlVWry8vBAZGYng4GC0bNlS3+EQlQsp+eLr66vnSPRDUxLq6dOn2L9/PzIzMwvct02bNkV63M6fPy8fp0mTJmjVqlUxIqai6NmzJ3r27KlxnRACK1aswKeffop+/foBAH788Ue4urpi9+7dGDZsWHmGSkRaSEkoTsJDRPQfJqEIQgi1gcnLiq2tLRwdHfH06VP5ywwroUqHp6cnzpw5w0ooqlKk60ijRo30HIl+SEmohw8fIjExETY2NggMDMTWrVsL3dfe3h7R0dE6TQzx5MkTdOzYEVlZWQAApVKJx48fw9HRsWQnQMUWGhqKyMhIdO/eXV5ma2uLNm3a4Ny5c1qTUOnp6UhPT5fvJyYmlnmsRFWVEAIPHz4EwEooIqLcmIQiREVFISUlBUZGRqhbt26ZHsvLywtPnz6V7zMJVTpyj7dFVFVU9Uooe3t71KhRAxEREbh9+zZat26Nv//+GwDQsWNH2Nraatzv0KFDiIuLQ3BwMBo2bFjoca5cuYKsrCzY29sjOzsbiYmJ+Pfff9GlS5dSPR/SXWRkJADA1dVVbbmrq6u8TpNFixZh7ty5ZRobEeVISEiQZ8dzc3PTczRERBUHk1AkJy5q164NMzOzMj2Wp6en/CXJyckJNjY2ZXq8qoIz5FFVEx8fjydPngCoupVQQE41VEREBG7evInGjRsjNDQUALBjxw64uLho3KdVq1a4ePEibt68qVMSSkr29ejRAykpKfj9999x8+ZNJqEM0MyZMzF16lT5fmJiIrsJEZURqSueo6MjqlWrpudoiIgqDoMbmHzRokVo1aoVrK2t4eLigv79++POnTv6Dsuglecg4bmPwfGgSg8roYqvONeUjRs3QqFQqN3Mzc3LKWICgFu3bgHI+XVZW8VPVZB7XKg7d+5ACAFHR0c4OzsXuk9QUJBOx8g9ADwHQ68YpMkooqKi1JZHRUXJ6zRRKpWwsbFRuxFR2WBXPCIizQwuCXXy5ElMmjQJ58+fx+HDh5GZmYkePXrI5a5UdOUxM54k9zHYFa/0SI/lw4cPkZGRoedoDEtxryk2NjaIiIiQb+Hh4eUUMQGcGU+SOymUu3uiQqHQaR9dSMkqX19fuesjk1D65eHhgerVq+Po0aPyssTERFy4cAFt27bVY2REJOHMeEREmhlcd7wDBw6o3d+4cSNcXFxw6dIlvPTSS3qKyrDpqxKKSajS4+rqimrVqiElJQVhYWFo0KCBvkMyGMW9pigUigIrDqhs5U6MVGW5q5qkx6SwxFxRklBCCLWEX0pKinw8KltJSUm4f/++fD80NBRXr16Fg4MD6tSpg/fffx+ff/456tevDw8PD3z22WeoWbMm+vfvr7+giUhmqDPjrVy5EkuXLkVkZCSaNWuGb775Bq1bt9a47bp16/Djjz/ixo0bAAA/Pz8sXLhQ6/ZERIABVkLllZCQAABwcHDQcySGS1+VUOyOV3oUCoWc1Lt48SKePHmCJ0+eICoqCkKIYrWZlpYmtyPd0tLSSjPsCknXa0pSUhLq1q2L2rVro1+/foV+KU9PT0diYqLajYqPlVA5pPMPCwvDP//8o7ZMGylxd/v2bWRnZxe47cOHD5GcnAwTExPUq1cP3t7eAICYmBjExMSUNHwqwMWLF9GiRQu0aNECADB16lS0aNECs2bNAgBMnz4d7777LiZMmIBWrVohKSkJBw4cYNdgogrCELvj/frrr5g6dSpmz56Ny5cvo1mzZvD390d0dLTG7U+cOIHhw4fj+PHjOHfuHGrXro0ePXrg8ePH5Rw5ERkSg05CqVQqvP/++2jfvj0aN26scRt+8StceVZC1axZUx78nJVQpUt6PEeMGAE3Nze4ubmhevXqmDx5cpHbio2NldvIfatVq5ba7IaVjS7XFABo2LAh1q9fjz179mDz5s1QqVRo166d/KunJosWLYKtra18M7RfRisaJqFyODk5yeM/nThxAkDhj0ndunVhYWGB9PR0eSBzbaTHuUGDBjA1NYWlpSXc3d0B/DcuF5WNzp07QwiR77Zx40YAOT8+zJs3D5GRkUhLS8ORI0dYBUtUgRhid7xly5Zh/PjxCAgIgI+PD9asWYNq1aph/fr1Grf/+eef8c4776B58+bw9vbG999/D5VKpdZVmIgoL4NOQk2aNAk3btzA1q1btW7DL34FS05OlqdzLo/KJGNjYwQEBKBZs2Zo2bJlmR+vKhk+fDisrKxgYmICExMTGBsbAwD2799f5LYuXLiAZ8+eAYDcHgA8ffoUFy9eLL2gKxhdrikA0LZtW4wcORLNmzdHp06d8Ntvv8HZ2Rnfffed1n1mzpyJhIQE+Sb9QkpFl5iYKD9+VXlmPIlU2ZSVlQWg8CSUsbGxXNFUWAWfpmQfBycnIiqcoXXHy8jIwKVLl9C9e3d5mZGREbp3745z587p1EZKSgoyMzPZQ4WICmSwSajAwED88ccfOH78eIG/MPCLX8GkX8Ht7Oxgb29fLsdcs2YNrl69CktLy3I5XlUxbNgwPH/+HJmZmcjMzJQHyg4PD5e/nOpKqo4bMGCA3N6rr76qtq6y0fWaoompqSlatGihNn5LXpyVqvTcvn0bQM4MYfygq54gsrOz02msMl0TSUxCEREVnRDC4LrjxcbGIjs7G66urmrLXV1d5R+sC/PRRx+hZs2aaomsvNhLhYgMLgklhEBgYCB27dqFY8eOwcPDo8Dt+cWvYOU5HhSVrxo1asDc3BzZ2dl48OBBkfbV9LqQ/i+tqyyKek3RJDs7G9evX0eNGjXKIELKK/cscKSeICpsZry8++iahMr9WHOGPCKigiUmJiIpKQmA4SShSuqLL77A1q1bsWvXrgLHpmMvFSIyuCTUpEmTsHnzZmzZsgXW1taIjIxEZGQkUlNT9R2aQSrP8aCofBkZGckJlaJWL2l6XUj/r2yVULpcU0aOHImZM2fK9+fNm4dDhw4hJCQEly9fxhtvvIHw8HCMGzdOH6dQ5XA8KHWaqpR03aegRFLemfGKsi8RUVUmdcVzcHBAtWrV9ByNbpycnGBsbIyoqCi15VFRUYVW2H755Zf44osvcOjQITRt2rTAbdlLhYhM9B1AUa1evRpAzoCduW3YsAGjR48u/4AMnFTVwiRU5eTl5YVbt24hODi4wNLovKpSJZQu15QHDx7AyOi/nH1cXBzGjx+PyMhI2Nvbw8/PD2fPnmVSpIw9evQIQUFBOHPmDAAmoSQlSULdunULKpVK7fUtiYiIQEJCAoyNjVG/fn15uTQOV0REBPbs2SP/4m1hYYF27drJY8gVJisrC+fOnUNKSgrMzMzQtm1bzuxGRJWCoXXFAwAzMzP4+fnh6NGj6N+/PwDIg4wHBgZq3W/JkiVYsGABDh48qNN4r0qlEkqlsrTCJiIDZHBJqOJON0+aSVUt7I5XORWnekkIUWgllBBCpy4/hkCXa4o065hk+fLlWL58eRlFRJqkpqaiWbNm8oD5AJNQEhcXFzg4OODZs2c6Pyaenp4wMzNDamoqwsLCNP4QIQ1a7uXlpfaFwdraGrVr18bDhw/lLyqSBQsW4OOPP9Yphi+//FKtwjAwMBDffPONTvsSEVVkhjgzHgBMnToVo0aNQsuWLdG6dWusWLECycnJCAgIAJBTGe7m5oZFixYBABYvXoxZs2Zhy5YtcHd3l8eOsrKygpWVld7Og4gqNoNLQlHpYiVU5SY9r0WpXoqIiEBaWhqMjIxQp04debm7uzsUCgWSkpIQExMDFxeXUo+XSJvbt2/j2bNnMDMzg6+vL7y9vdGuXTt9h1UhKBQKzJ8/HydPnkSnTp102sfExAQNGzbE9evXcfPmTY1/Awoae2vOnDlYtWoVVCoVgJzqwLCwMJw+fVrnuKVtnZycEBsbW6R9iYgqMkObGU8ydOhQxMTEYNasWYiMjETz5s1x4MABebDyvJXhq1evRkZGBgYNGqTWzuzZszFnzpzyDJ2IDAiTUFVYdnY2wsLCALASqrKSnteiVEJJ29apUwdmZmbycqVSiVq1auHhw4cICQlhEorKlZQQefHFF3Hy5Ek9R1PxvPPOO3jnnXeKtI+Pj4+chOrTp0++9QWNvTVmzBiMGTNGvv/XX3/hpZdeKtI4UdK2S5YswZgxY3D79m1kZ2fD2Ni4SOdBRFTRGGJ3PElgYKDW7nd5K8Ol7xFEREVhcAOTU+l5/PgxMjIyYGJiYpB/JKlwuSuhdO3KWlB1XHEqq4hKAwcjL32FzXJXlFkIpeclPDxcnhGqIMnJyfKXl169esHc3BxpaWn8QkNEBi87Oxvnz58HALWKciIiysEkVBUmVby4u7vrPJAsGRZpdrzExES1sXQKUtA4YcWprCIqDUxClb6CZrkTQshjQunymDs6OsrVkbdv3y50+zt37kAIAWdnZ7i6usLb21trLEREhuSnn37CzZs3YWdnh969e+s7HCKiCodJqCpM0+DTVLlYWFigZs2aAHRPHBX0uijOQOdEpaEoCRHSTe4kVN5KyejoaMTFxcHIyAgNGjQocnuFyft8Sv9Ky4mIDFFKSgo++eQTAMAnn3wCR0dHPUdERFTxMAlVhUldqjgeVOUmPb+6dqEr6HVR1LaISkNaWpr8mmMSqvTUq1cPJiYmSE5OlscvkUiJJE9PT1hYWOjUXlGSUHkr24qyLxFRRbVs2TI8efIE7u7uWsdVIiKq6piEqsJYCVU1FLV6iZVQVNHcvXsXKpUKdnZ2qF69ur7DqTRMTU3lKqe8yZ/idH8sbIypgtpnEoqIDF1kZCS++OILAMDChQthbm6u54iIiComJqGqMFZCVQ1FqV5KSkpCVFSU2n6a2nr8+DFSU1NLMUoi7XInLBQKhZ6jqVy0JY6Kk4QqjUqoW7duQaVS6XxMIqKKYs6cOUhOTkarVq0wdOhQfYdDRFRhMQlVjjIzM4u0vRACsbGxiImJQUpKSqnHw0qoqqGw6qX4+HjExMQgJiYGV65cAQDY29vDzs4u37YODg6wsbEBAFy5ckXeLz4+vkxiJwI4KHlZ0pY4KkkSKiQkpMAkdWpqqnw9kvbx8vKCqakpUlJS8ODBA91PgMqNrjOsElVFN2/exLp16wAAX375JYyM+BWLiEgbXiHLyZQpU+Dg4ID79+/rvM/YsWPh7OwMFxcXODg4yNO9loaEhAQ8ffoUAJNQlV1BlVBLliyBvb09XFxc4OLigpdeekltn7wUCoW8rn379vJ+9vb2+Oqrr8roDKiqYxKq7GgbELw4A8E7OzvD0dERQogCZ8iTulfa29vD1dUVAGBiYoKGDRsCYJe8ikYIgd27d6NFixZMEFKVsG7dOgwfPhzDhw/Hhx9+iPT0dI3bZWVl4ZNPPsHw4cMxaNAgqFQq9O/fX/4sRUREmjEJVU727t2LpKQknDx5skj7SNLT03HkyJFSi0f6FdrZ2RnW1tal1i5VPFKS8dGjR/k+SP3xxx/5tjc2Nsbw4cO1tvf666/D2Ng433JNbRGVBikhInUdo9KjaYY8qcIRALy9vXVuS6FQ6NQlL/fzmbt7pfT8coa8imfFihW4du0aPv30U32HQlSmLl68iAkTJmDr1q3YunUrvvrqK6xYsULjtuvWrcPChQuxdetW3Lp1CyYmJvKYUEREpB2TUOUgMzMT4eHhAHSfVSx3pdJHH31UpH11wfGgqg5nZ2dYWVlBCIGwsDC1ddLr4MKFCxBCQAiBrKwsTJ06VWt7H374IbKysuTtz507p9YWUWmJiIjAtWvXcO/ePQCshCoL9evXh7GxMRITE3Hy5EncuHEDBw4cAAB4eHjA0tKySO1JiaS//voLN27c0Hg7ffo0gPzPp6YEVnp6urxfdHR0sc5RCIG7d+/K7URERBSrnapKoVDgyy+/BAD89NNPuHz5sp4jIiobQgh8+OGHAICXX35Znt1u4cKFcmJekpiYiDlz5gAAxo0bhxUrVuD48eNyRScREWlnou8AqoKHDx8iOzsbQNFnKHN2dkazZs2KtG9R2mdXvMpPoVDA09MT//77L0JCQuQPSKmpqXjy5AmAkiUj81ZaKZXKkgdNVd7Zs2fRoUMHuTrH2toabm5ueo6q8lEqlahfvz5u376NLl26qK0rTtJP2ue7777Dd999p9O2ee/nroR66aWX8PfffwPIqdK8du1akSviPv74Y7XqhPfee09rZQNp1rJlS4wYMQI///wzPvjgAxw7doyTBFCl8/vvv+PkyZNQKpX4/vvvUatWLZw5cwZXrlzBvHnz8M0338jbLlmyBNHR0WjQoAFWrVoFU1NTPUZORGRYmIQqB7krRHStFpG28/T0lL/ksxKKisvLywv//vuv2msoNDQUAGBjYwMHB4dit+3s7AxLS0skJycjLCyMvwJSqTh69CiEEDA3N4eNjQ3eeustfuktI4GBgfj888/lH0uAnOTU2LFji9xW//798d133xVateTi4oL+/furLcs9Q54QAomJiXICSqlUIj09HSdOnChyEurw4cMAAFtbW5iZmcHKyqpI+1OOBQsWYMeOHThx4gT27duHPn366LTfxYsX8fHHH6t1B1coFHjzzTcLfY3dv38f7733HpKSkgrcrlatWlizZo3G4QXS0tLw/vvvo0WLFnjrrbd0ipnyS05Oxttvv13kccEUCgXGjRuHN954o9RiOXDgAJYuXYqsrCx5mYmJCaZNm4ZXXnlF4z6//vor1qxZA5VKBUtLS6xYsQINGjSQ12dmZmL69OkAcsZxrVOnDoCcQca7deuGNWvW4N9//5W3v3DhAgBg8eLFTEARERWVqGISEhIEAJGQkFBux1yzZo0AIAAIBwcHnfZZvHixACBef/11ERMTI++fmppaKjF1795dABAbNmwolfaoYvvggw8EADFlyhR52e+//y4AiBYtWpS4/aZNmwoAYv/+/SVuq6rQx7XIkAwbNkwAEIsXL9Z3KFRO0tPThYmJiQAgHjx4IM6dOycACDc3NzFjxgwBQLzzzjtFajM7O1tUq1ZNABB37twpo8gNV1GvQ9OnTxcARKNGjURmZmah22dlZYkmTZrIn2Fy30xNTUVwcLDWfVUqlfxZRZfbxx9/rLGdRYsWCQDCyMhIBAUF6XSelN+cOXN0fi7y3iwsLMSjR49KLRbpM0fem6urq3j+/Hm+7SMiIoSlpaXatl27dhUqlUreZtWqVQKAcHJyEvHx8Wr79+3bV+PxOnXqpNYGFQ8/DxFVPayEKge5q0+ePXuG+Ph42NnZ6bSPp6cnHB0dYW1tjefPnyM0NBSNGjUqtZhYCVU1aKqmy/0aK43281ZaEZUEZ8SreszMzFC/fn3cunULN/+PvfuOiuJ6+wD+XRZYUCkq0hQFbNgLKmI3ktiNxkRN7LEkirFgNGpU7Ng1MajR2JJosMSSGKNRlBh7jxorimIDCwKCStv7/uG782Ol7rLLFr6fc+YcmLkz88zO7N3ZZ+/ce+UKHjx4AODNNZDTKH55uXv3Ll6+fAlra2s+fq4DEydOxJo1a3D16lWsWbMmz5ZFGzZswKVLl+Do6IiVK1dKg1osW7YMhw8fxsSJE7F58+Zs1923bx8OHDgAa2trrF69GsWKFcu23I0bN/D1119j8eLF+Pzzz+Hh4SEte/LkCebMmQMAUCqVGD9+PAfR0MKjR48wf/58AMD06dM1qpcXLlyIkydPYsqUKVi7dq1OYrl48SJkMhl++uknqQuAiRMnIjIyEgsWLMD06dPV1pk2bRqSk5NRv359jBkzBoMHD8bBgwfx559/okOHDkhMTERwcLBU1sHBQW39jRs34uDBg0hLS5PmyeVytG7dmi10iYi0YegsWGEzRLa9e/fuar+cnD17Ns913m6pVLduXQFA7N69u8DxpKamCrlcLgDo9JcpMl579+4VAETNmjWleSNHjhQAxPjx4wu8/exaWlHu+MtfztLS0oRCoRAAcm0pQeZH9Xm5aNEiERQUJACIUaNGiTNnzggAokyZMhptb/fu3QKAqFWrlp4iNm3a1EPffPONACCcnZ1FYmJijuWSkpKEm5ubACAWLlyotuzff/8VMplMABDHjh3Lsm5aWpqoUaOGACDGjh2bazxKpVI0b95cABD9+vVTWxYYGCgAiCpVqkit7A4cOJDvY6U3Bg8eLACIxo0ba9zy58SJEwKAkMlk4sKFCwWOZcOGDQKA8PX1VZu/bdu2bFtd/ffff8LCwkIAEIcPHxZCCDFu3DgBQFSvXl2kpaWJSZMmSddJampqgWMkzfB+iKjoYUuoQqDqBFwmk0EIgdu3b6N+/fr5Wkf1y623tzcuXLigk87JVR2l29jYwM3NrcDbI+Onuo5u374NIQRkMpnOW0Kptk9UULdv30ZKSgpsbW3h6elp6HCoEFWvXh2//vprlpZQPj4+AN60bHny5AnKlCmTr+2xRZ3uff7551i2bBkiIyNRtWrVHFsovXz5Eo8ePYKnp6c0yphK7dq1MWDAAKxbtw7t27eHk5OT2vLU1FTcu3cPJUuWxNdff51rPKrR+/z8/PDjjz/i6NGj0jJV34crV67E9u3b8d133+GDDz7I9fqxtLTEtGnT0KtXr2yXf/PNNwgNDYVSqZTmWVtbY968eejcuXO268yePRvr16+XBloAABsbG3z77bd45513kJCQgO7du0sj2DZr1gxr166FhUXBBrH+9ddfMXnyZLUWPNpQfbYvWrRI45Y/fn5+6NmzJzZv3oxx48bhr7/+Ulu+detWTJ06NccYP/roI4SEhEj/79u3DwDQtm1btXIffPABmjRpgmPHjqFevXqwt7cHADx//hxKpRJdu3ZF8+bNAbwZrGDNmjW4cuUKvL29pREz2b8TEVEhMXASrNAVdrZdqVQKe3t7AUDUr19fABBz587NdZ3sWiqpfrUZNWpUgWP666+/pD4dqGhISUmRfgl89OiREEIIHx8fAUDs37+/wNvPrqUV5Y6//OVsx44dUp1JRcsvv/wiAAh/f39Rvnx5AUAcOXJECCGEl5eXACD+/vvvfG9vwIABAoCYMWOGvkI2adrWQ7t27cp3f0Dbtm3Ldhv379+X7o9ympYtW5bvmPr165ftNrp16yaEEOLx48eidOnS+Yq5ZMmSIi4uLss+bt68KaysrLJdx93dXSQlJWVZJ3Orr7enihUripSUFOkeL/O0adOmfB97duLj44WTk5PW/Ti9PfXq1UvrWG7fvi2sra0FALF3715p/vPnz/N1To4ePSqEeNPHm+qYsqsHTpw4Id0/Z55sbW3FtWvX1Mqq+oBSTW/3EUWFh/dDREUPW0LpWVxcHBITEwEAbdq0wblz5/JsLaJqqaRQKKSWSrpsaaLaBvuDKjqsra3h4eGBu3fv4vbt23B2dpZ+IdZ1Syjx/y2tiLTF1itFl2rku3///RcvX74EAKkfxOrVqyMqKgpXrlxBixYt8rU9Xkv60aVLF1y9ehVxcXG5litZsmSO/ViWLVsW165dkz6L3la8eHHUrl073zGtXr0agYGBaiOmyeVy1K1bF8CbkVyvXLmCyMjIXLczdOhQ/Pfff5g9ezYWLlyotmzixIlIS0tDmzZtMGPGDACAEAJ9+/ZFVFQUFi9ejClTpqitM27cOAgh0KVLF3z11VcAgIyMDHz00Ue4desWJkyYgNDQUABvWmzduHEDixcvxsSJE9GtWzfY2Njk+zXIbN68eXj69CmqVq2KNWvWFOhz2dLSUnodteHl5YURI0Zg8eLF+PLLLxEQEAC5XI6QkBA8e/YM1apVww8//JBlve+++w6//PILvvzySxw9ehTnz5/H06dPUaJECfj7+2cp7+fnhxs3biAmJkZtvoeHh1pfYcCbFn1NmzZFUlISLCwsULt2bd67EBEVFgMnwQpdYWfbT548KYA3o/usX79eABBt2rTJdZ3sWiqp5lWvXr3AMal+cRs5cmSBt0Wm45133hEAxI8//iju3bsnAAi5XJ6vEY7ykl1LK8odf/nLWe/evQUAMWfOHEOHQoXs9evXUl0CQLi6ukrLVJ9dI0aMyNe2lEqlKFGihAAgrly5oq+QTRrroaz27NkjAAhra2tx+/Ztaf6xY8cE8GaUvYsXL6qtExYWJgCI4sWLq30GqloJZzcS4Pfff6/WEqdNmzZCqVSK5ORkUbZsWQFAzJ8/X6tjiI6OFjY2NgKA2LVrl1bb0LVnz56JkiVLCgDihx9+EFFRUVLffzn1d/rgwQNpdMutW7eK2bNnCwCiS5cuhRw96RPrIaKip2APmxtQaGgoPD09YWNjAz8/P5w6dcrQIWUrc99O+W3N9HZ/UJn/VrU00UVMbAlVtGS+hlTXQIUKFWBpWfAGkaqWVqrtmyJN65StW7fCx8cHNjY2qFWrFvbs2VNIkZo/tl4puhQKBSpVqiT9n/kaUP2tuj7ycu/ePSQlJcHS0lJtm+bGVO6HTEW7du3Qpk0bpKamSn1eFStWTOpPaMCAAahVq5baOj169ECjRo2QnJyM8uXLS+t07NgRADBixIgsrY4//fRTqZWYTCbDggULIJPJUKxYMcyaNQvAm76knj59mm2cd+/eRaVKlaR9ZZ4qVqyI169fo0WLFjn2U1XYSpUqJbUSGzp0KKpUqYKUlBS0bt0aHTp0yHYdd3d3fPnllwCAnj17Suu/3R8U6Rbvh4hI30wyCbV582YEBQUhODgY586dQ506ddC2bVs8fvzY0KFloer8uWLFilLSJzo6OtdOIjOvo1K+fHnI5XK8fv1a6kCxoDFxuOqiRXU93bp1K9trTJfbNzWa1inHjh3Dxx9/jEGDBuH8+fPo2rUrunbtisuXLxdy5OYnIyMDV69eBcAkVFGVXeIp89/5TUKpylWpUsVsOxs2pfshUyGTybBo0SLY2toiLS0Nr169wqtXr5CRkYHSpUtLj+G9vc7SpUthZWWVZR13d3dMnjw5yzqWlpb49ttvYWVlheHDh6NevXrSsr59+6JOnTpISEjAzJkzs43zq6++wq1bt6R9ZZ7S0tKgUCiwePFio3rEbPjw4ahRowaUSiXS0tJgY2OTZ4zjxo2Dl5cXlEollEol7Ozs8P777xdi1EUL74eIqFAYuimWNho1aiQCAwOl/zMyMoS7u7sICQnJc93CbvL56aefSp2iZmRkSM2jIyMjc1xHNUT10qVL1earOmX9559/tI4nc0fpfDyhaNm8ebMAIJo2bSomT54sAIjPPvtMZ9tXDeE8bdo0nW2zsGhap/To0UN07NhRbZ6fn59Gryebn2fv1q1bAoBQKBQ6eVSUTI9quHQAYvny5dL8xMREaf6zZ8/y3M6iRYsEAPHhhx/qM1yDKsj9kBCsh3KTkJAg7ty5ozYlJyfnus7z58+zrPPy5ctc10lKSsq2Q+z9+/cLAMLS0lLcuHFDbdmJEycEACGTycTBgwez7PPOnTsiPj5e84MuBKmpqVKM+b3uXr9+La2TXefvpDu8HyKiwmByHZOnpqbi7NmzmDhxojTPwsICAQEBOH78uM72k56ejhcvXhR4Ozdu3ADwppWIhYUFvL29ceXKFVy8eBGlSpXKdp2bN29K62RWsWJFREVF4dKlS1LnrZp6/vy51FE6hz4vWlTXU2RkpNThvT5aQl27dg3Pnz/PtkyJEiWMrkWCNnXK8ePHERQUpDavbdu22Llzp87ji4+PL/AjuKbk9OnTAICqVavq5FFRMj05tYSys7ODh4cH7t27h1OnTsHPzy/X7Vy4cCHLNsxJYd0PFVX29vawt7fXaB1HR0c4OjpqtE7x4sWznR8QEID27dvjzz//xFdffYU1a9ZIy1SPqPXv3x+tW7fWaH+GZmVlhQoVKmi0jkKh0Hgd0pyx3w8RkfkwuTv8p0+fIiMjAy4uLmrzXVxccO3atSzlU1JSkJKSIv2fkJAAAFIiJicXLlxAy5YtdRDx/+JLTEyEh4cHrly5gg8++CDPdZydndXiLFeuHIA3zZmHDx9eoHjc3NyQlpaW62OBZF6cnJwAALGxsdi2bRsAwNXVNc/3Qn65uroCAMLCwhAWFpZtmS1btuS7Lwc7O7tCeYxA0zoFAGJiYrIt//aIPJlpWxd5e3vnmNQzZ5UrV9bZtUmmpXz58tLfHh4eatdBlSpVcO/ePbRv3z7f2/P09NT6Wiqsekgb2tRd2tZDZBhTp07F3r17sWPHDuzYsUNtmY2NDcaPH89zVwTwfoiIjIEu6yKTS0JpKiQkBNOnT88y/+2hWvUtICBA43Xy+pW3IB49egQHBwe9bZ9MQ79+/Qp1fz169Mh32YSEBI1/hTZmxlIXmYpff/0Vv/76q6HDIAPTRWvNTz/9FJ9++qlW67IeImP1+vVrs23lR+pYDxGRMXj8+DHKlCmjk22ZXBLKyckJcrkcsbGxavNjY2OllhiZTZw4Ua2ZqFKpRFxcHEqXLm20v25qQ9XK6t69e2b1QWVIfE11T5PX1M7OrlBi0rROAd60+tKkPKB9XWSu16E5HhePyXTk97gKqx7ShjZ1F+shdeZ4XOZ4TIB5Hpex1UOGuh+Kj49HhQoVEB0dbXI/kJvqdWmqcQOmG7upxg38L3Zra2udbdPkklDW1tbw9fVFeHg4unbtCuDNTVR4eDhGjBiRpbxCoYBCoVCbp+nz+qZEmz4MKHd8TXXPmF5TTesUAPD390d4eDhGjx4tzdu/fz/8/f1z3E9B6yJjes10yRyPi8dkOkz5uLSpu1gPZc8cj8scjwkwz+MylmMy5P0QADg4OBjF66ANYzmHmjLVuAHTjd1U4wag0wY8JpeEAoCgoCD0798fDRo0QKNGjbB06VIkJydj4MCBhg6NiExQXnVKv379ULZsWYSEhAAARo0ahZYtW2LRokXo2LEjwsLCcObMGaxatcqQh0FERQzvh4hIl3g/RESFwSSTUD179sSTJ08wdepUxMTEoG7duti7d2+WjvGIiPIjrzolOjoaFhYWUvkmTZpg06ZNmDx5MiZNmoTKlStj586dqFmzpqEOgYiKIN4PEZEu8X6IiAqDSSahAGDEiBE5Ng0tihQKBYKDg7Nt3kra4Wuqe8b8muZWp0RERGSZ99FHH+Gjjz7Sc1TG/ZoVhDkeF4/JdJjTcRXG/ZA5vV6ZmeNxmeMxAeZ5XMZ6TIV9P2Ssr0N+mGrspho3YLqxm2rcgH5ilwkhhM62RkRERERERERElA2LvIsQEREREREREREVDJNQRERERERERESkd0xCERERERERERGR3jEJRUREREREREREescklJm5c+cOBg0aBC8vL9ja2qJixYoIDg5GamqqoUMzKaGhofD09ISNjQ38/Pxw6tQpQ4dk0kJCQtCwYUPY2dnB2dkZXbt2xfXr1w0dltHQ9HrbunUrfHx8YGNjg1q1amHPnj2FFGn+aHO+169fD5lMpjbZ2NgUUsR5mzZtWpb4fHx8cl3H2M+Tp6dnlmOSyWQIDAzMtryxnqPDhw+jc+fOcHd3h0wmw86dO9WWCyEwdepUuLm5wdbWFgEBAbh582ae2zX3zwFd1zvavs66pMkxrV69Gs2bN0fJkiVRsmRJBAQEZCk/YMCALNd8u3bt9H0YWWhyXPl5n5rauWrVqlW2dVXHjh2lMoY+V3nVQ9mJiIhA/fr1oVAoUKlSJaxfvz5LGXOph0z5PkfX9Uph0fbaCQsLg0wmQ9euXfUbYA40jTs+Ph6BgYFwc3ODQqFAlSpVDHa9aBr70qVLUbVqVdja2sLDwwNjxozB69evCynaN/RVd+VJkFn5888/xYABA8S+ffvErVu3xK5du4Szs7MYO3asoUMzGWFhYcLa2lqsXbtW/Pfff2LIkCHC0dFRxMbGGjo0k9W2bVuxbt06cfnyZXHhwgXRoUMHUb58eZGUlGTo0AxO0+vt6NGjQi6Xi/nz54srV66IyZMnCysrK3Hp0qVCjjxn2pzvdevWCXt7e/Ho0SNpiomJKcSocxccHCxq1KihFt+TJ09yLG8K5+nx48dqx7N//34BQBw6dCjb8sZ6jvbs2SO+/vprsX37dgFA7NixQ2353LlzhYODg9i5c6f4999/RZcuXYSXl5d49epVjts0988BfdQ72rzOhjymTz75RISGhorz58+Lq1evigEDBggHBwdx//59qUz//v1Fu3bt1K75uLi4QjkeFU2PKz/vU1M7V8+ePVM7nsuXLwu5XC7WrVsnlTH0ucqrHnrb7du3RbFixURQUJC4cuWKWLZsmZDL5WLv3r1SGXOph0z5Pkcf9Yoxxq0SFRUlypYtK5o3by7ef//9wgk2E03jTklJEQ0aNBAdOnQQR44cEVFRUSIiIkJcuHChkCPXPPaNGzcKhUIhNm7cKKKiosS+ffuEm5ubGDNmTKHGrY+6Kz+YhCoC5s+fL7y8vAwdhslo1KiRCAwMlP7PyMgQ7u7uIiQkxIBRmZfHjx8LAOLvv/82dCgGp+n11qNHD9GxY0e1eX5+fuKzzz7Ta5wFkZ/zvW7dOuHg4FB4QWkoODhY1KlTJ9/lTfE8jRo1SlSsWFEolcpslxv7ORJCZLmBUiqVwtXVVSxYsECaFx8fLxQKhfjll19y3I65fw7out7R9nXWpYKes/T0dGFnZyc2bNggzevfv79Bvohlpulx5fU+NYdztWTJEmFnZ6f2w4YxnCuV/HyRGz9+vKhRo4bavJ49e4q2bdtK/5tLPWTK9zn6qFcKgzZxp6eniyZNmogffvjBYO8nTeNesWKF8Pb2FqmpqYUVYo40jT0wMFC88847avOCgoJE06ZN9RpnbnRVd+UHH8crAhISElCqVClDh2ESUlNTcfbsWQQEBEjzLCwsEBAQgOPHjxswMvOSkJAAAEX+utTmejt+/LhaeQBo27atUV+f+T3fSUlJqFChAjw8PPD+++/jv//+K4zw8u3mzZtwd3eHt7c3evfujejo6BzLmtp5Sk1Nxc8//4xPP/0UMpksx3LGfo7eFhUVhZiYGLVz4eDgAD8/vxzPhbl/Duij3tHmddYlXZyzly9fIi0tLUs9FRERAWdnZ1StWhXDhg3Ds2fPdBp7brQ9rtzep+ZwrtasWYNevXqhePHiavMNea40ldd7ylzqIVO+z9FnvaJP2sY9Y8YMODs7Y9CgQYURZhbaxP3bb7/B398fgYGBcHFxQc2aNTFnzhxkZGQUVtgAtIu9SZMmOHv2rPTI3u3bt7Fnzx506NChUGLWlq7en0xCmbnIyEgsW7YMn332maFDMQlPnz5FRkYGXFxc1Oa7uLggJibGQFGZF6VSidGjR6Np06aoWbOmocMxKG2ut5iYGJO6PvN7vqtWrYq1a9di165d+Pnnn6FUKtGkSRPcv3+/EKPNmZ+fH9avX4+9e/dixYoViIqKQvPmzfHixYtsy5vaedq5cyfi4+MxYMCAHMsY+znKjur11uRcmPvngD7qHW1eZ13SxTn76quv4O7urnZz3a5dO/z4448IDw/HvHnz8Pfff6N9+/aF9gVHm+PK631q6ufq1KlTuHz5MgYPHqw239DnSlM5vacSExPx6tUrs6mHTPk+R1/1ir5pE/eRI0ewZs0arF69ujBCzJY2cd++fRvbtm1DRkYG9uzZgylTpmDRokWYNWtWYYQs0Sb2Tz75BDNmzECzZs1gZWWFihUrolWrVpg0aVJhhKy1vOqu/LLUdWCkHxMmTMC8efNyLXP16lW1jnIfPHiAdu3a4aOPPsKQIUP0HSJRvgQGBuLy5cs4cuSIoUOhQpDf8+3v7w9/f3/p/yZNmqBatWr4/vvvMXPmTH2Hmaf27dtLf9euXRt+fn6oUKECtmzZYrBfDXVpzZo1aN++Pdzd3XMsY+zniEhbc+fORVhYGCIiItQ68e7Vq5f0d61atVC7dm1UrFgRERERaNOmjSFCzZO5v0/XrFmDWrVqoVGjRmrzTfFckXnLqV4xNi9evEDfvn2xevVqODk5GTocjSiVSjg7O2PVqlWQy+Xw9fXFgwcPsGDBAgQHBxs6vFxFRERgzpw5WL58Ofz8/BAZGYlRo0Zh5syZmDJliqHD0zsmoUzE2LFjc/2FGgC8vb2lvx8+fIjWrVujSZMmWLVqlZ6jMx9OTk6Qy+WIjY1Vmx8bGwtXV1cDRWU+RowYgd27d+Pw4cMoV66cocMxOG2uN1dXV5O5Pgtyvq2srFCvXj1ERkbqKbqCcXR0RJUqVXKMz5TO0927d3HgwAFs375do/WM/RwBkF7v2NhYuLm5SfNjY2NRt27dbNcx988BfdQ72rzOulSQc7Zw4ULMnTsXBw4cQO3atXMt6+3tDScnJ0RGRhZKYkMX1+Lb71NTPlfJyckICwvDjBkz8txPYZ8rTeX0nrK3t4etrS3kcrlZ1EOmfJ9TWPWKrmka961bt3Dnzh107txZmqdUKgEAlpaWuH79OipWrKjfoKHd6+3m5gYrKyvI5XJpXrVq1RATE4PU1FRYW1vrNWYVbWKfMmUK+vbtK7XqrFWrFpKTkzF06FB8/fXXsLAwzgfW8qq78ss4j46yKFOmDHx8fHKdVG+0Bw8eoFWrVvD19cW6deuM9iI2RtbW1vD19UV4eLg0T6lUIjw8XO2XRdKMEAIjRozAjh07cPDgQXh5eRk6JKOgzfXm7++vVh4A9u/fb1TXpy7Od0ZGBi5duqT2JcmYJCUl4datWznGZwrnSWXdunVwdnZWG+48P4z9HAGAl5cXXF1d1c5FYmIiTp48meO5MPfPAX3UO9q8zrqk7TmbP38+Zs6cib1796JBgwZ57uf+/ft49uxZoV3zurgW336fmuq5AoCtW7ciJSUFffr0yXM/hX2uNJXXe8pc6iFTvs8prHpF1zSN28fHB5cuXcKFCxekqUuXLmjdujUuXLgADw8Po4wbAJo2bYrIyEgpaQYAN27cgJubW6EloADtYn/58mWW7+iqZNqbPsKNk87enxp1Y05G7/79+6JSpUqiTZs24v79+2pD1VL+hIWFCYVCIdavXy+uXLkihg4dKhwdHY1iKHJTNWzYMOHg4CAiIiLUrsmXL18aOjSDy+t669u3r5gwYYJU/ujRo8LS0lIsXLhQXL16VQQHBxts6OKc5Od8v31c06dPF/v27RO3bt0SZ8+eFb169RI2Njbiv//+M8QhZDF27FgREREhoqKixNGjR0VAQIBwcnISjx8/FkKY5nkS4s3oLeXLlxdfffVVlmWmco5evHghzp8/L86fPy8AiMWLF4vz58+Lu3fvCiHeDEfv6Ogodu3aJS5evCjef//9LMPRv/POO2LZsmXS/+b+OaCPeic/r7MxHdPcuXOFtbW12LZtm1o99eLFCyHEm+vqyy+/FMePHxdRUVHiwIEDon79+qJy5cri9evXhXJM2hxXft6npnauVJo1ayZ69uyZZb4xnKu86qEJEyaIvn37SuVVw5yPGzdOXL16VYSGhmYZ5txc6iFTvs/Rdb1irHG/zVCj42kad3R0tLCzsxMjRowQ169fF7t37xbOzs5i1qxZRh97cHCwsLOzE7/88ou4ffu2+Ouvv0TFihVFjx49CjVufdRd+cEklJlZt26dAJDtRPm3bNkyUb58eWFtbS0aNWokTpw4YeiQTFpO1+S6desMHZpRyO16a9mypejfv79a+S1btogqVaoIa2trUaNGDfHHH38UcsS5y8/5fvu4Ro8eLb0GLi4uokOHDuLcuXOFH3wOevbsKdzc3IS1tbUoW7as6Nmzp4iMjJSWm+J5EkKIffv2CQDi+vXrWZaZyjk6dOhQttebKnalUimmTJkiXFxchEKhEG3atMlyvBUqVBDBwcFq88z9c0DX9U5+Xmd90+SYKlSokO11o7oOXr58Kd577z1RpkwZYWVlJSpUqCCGDBlikASAJseVn/epqZ0rIYS4du2aACD++uuvLNsyhnOVVz3Uv39/0bJlyyzr1K1bV1hbWwtvb+9s74nMpR4y5fscXdYrxhr32wyVhBJC87iPHTsm/Pz8hEKhEN7e3mL27NkiPT29kKN+Q5PY09LSxLRp00TFihWFjY2N8PDwEMOHDxfPnz8v1Jj1VXflRSaEEbf3IiIiIiIiIiIis8DOgoiIiIiIiIiISO+YhCIiIiIiIiIiIr1jEoqIiIiIiIiIiPSOSSgiIiIiIiIiItI7JqGIiIiIiIiIiEjvmIQiIiIiIiIiIiK9YxKKiIiIiIiIiIj0jkkoIiIiIiIiIiLSOyahiIiIiIiIiIhI75iEIiIiIiIiIiIivWMSioiIiIiIiIiI9I5JKCIiIiIiIiIi0jsmoYiIiIiIiIiISO+YhCIiIiIiIiIiIr1jEoqIiIiIiIiIiPSOSSgiIiIiIiIiItI7JqGIiIiIiIiIiEjvmIQinYiIiIBMJsO2bdsMHUqe1q9fD5lMhjt37mi87oABA+Dp6Wk08RBRVqr6KCIiQpqnj/duTu7cuQOZTIb169cXyv4MZcGCBfD29oZcLkfdunUBAOnp6Rg/fjw8PDxgYWGBrl27GjRGIk3wMx6QyWSYNm2aocMgoiKqMO/XyHCYhDIhqhsZGxsbPHjwIMvyVq1aoWbNmgaIjPJjzpw52Llzp6HDINKL5cuXQyaTwc/Pz9Ch5MvLly8xbdo0tURVUXHs2DFMmzYN8fHxWm/jr7/+wvjx49G0aVOsW7cOc+bMAQCsXbsWCxYswIcffogNGzZgzJgxOoqa6H/3QWfOnDF0KFkY42e8p6cnZDIZZDIZLCws4OjoiFq1amHo0KE4efKkzvazadMmLF26VGfbIyLd07b+nDZtmlSPyGQyWFlZwdPTEyNHjtT6PuLhw4eYNm0aLly4oNX6ZPosDR0AaS4lJQVz587FsmXLDB2KSerbty969eoFhUJRqPudM2cOPvzwwywtAwwVD5Eubdy4EZ6enjh16hQiIyNRqVIlQ4ekZvXq1VAqldL/L1++xPTp0wG8SeAXJceOHcP06dMxYMAAODo6arWNgwcPwsLCAmvWrIG1tbXa/LJly2LJkiU6ipbINBjrZ3zdunUxduxYAMCLFy9w9epVbN26FatXr8aYMWOwePFitfKvXr2CpaVmXw82bdqEy5cvY/To0boKm4iMzIoVK1CiRAkkJycjPDwcy5Ytw7lz53DkyBGNt/Xw4UNMnz4dnp6eUktqlbfv18g8sSWUCapbty5Wr16Nhw8fGjqUQpecnFzgbcjlctjY2EAmk+kgooIztniINBUVFYVjx45h8eLFKFOmDDZu3GjokLKwsrJioleHHj9+DFtbW7UElGq+toktInNk6M/4smXLok+fPujTpw+GDRuGb7/9Frdv30bXrl2xZMkSrFixQq28jY2NxkkoIjJ/H374Ifr06YPPPvsMW7ZsQc+ePXH06FGcOnVKp/vh/VrRwCSUCZo0aRIyMjIwd+7cXMvl1i/J28/8q5pa3rhxA3369IGDgwPKlCmDKVOmQAiBe/fu4f3334e9vT1cXV2xaNGibPeZkZGBSZMmwdXVFcWLF0eXLl1w7969LOVOnjyJdu3awcHBAcWKFUPLli1x9OhRtTKqmK5cuYJPPvkEJUuWRLNmzbLd75kzZyCTybBhw4Ysy/bt2weZTIbdu3cDyLl/huXLl6NGjRpQKBRwd3dHYGBgvpqZLly4EE2aNEHp0qVha2sLX1/fLH1jyWQyJCcnY8OGDVJz1gEDBhQ4HtUjmFeuXEHr1q1RrFgxlC1bFvPnz88zbiJd2bhxI0qWLImOHTviww8/zDYJpaqPFi5ciNDQUHh7e6NYsWJ47733cO/ePQghMHPmTJQrVw62trZ4//33ERcXp7YNT09PdOrUCX/99Rfq1q0LGxsbVK9eHdu3b88zxsx9DNy5cwdlypQBAEyfPl16T6rqxFatWmXbOiq7fgri4+MxYMAAODg4wNHREf3798+x3rh27Ro+/PBDlCpVCjY2NmjQoAF+++23PGMHAKVSiW+++Qa1atWCjY0NypQpg3bt2knN6vNb30+bNg3jxo0DAHh5eUnHrqp/0tPTMXPmTFSsWBEKhQKenp6YNGkSUlJS1La3bt06JCcnS+ur6rFDhw7hv//+k+YXxccdqXDFxMRg4MCBKFeuHBQKBdzc3PD+++/zMz4Xtra2+Omnn1CqVCnMnj0bQgi1Y8l8f/jixQuMHj0anp6eUCgUcHZ2xrvvvotz585JMf7xxx+4e/eudOyqejI1NRVTp06Fr68vHBwcULx4cTRv3hyHDh1Siyfz58OqVauk+qdhw4Y4ffp0lvivXbuGHj16oEyZMrC1tUXVqlXx9ddfq5V58OABPv30U7i4uEChUKBGjRpYu3ZtgV43Ivqf5s2bAwBu3bolzYuLi8OXX36JWrVqoUSJErC3t0f79u3x77//SmUiIiLQsGFDAMDAgQPV7iOA7O+1kpOTMXbsWHh4eEChUKBq1apYuHChWt1FpoVJKBPk5eWFfv366aU1VM+ePaFUKjF37lz4+flh1qxZWLp0Kd59912ULVsW8+bNQ6VKlfDll1/i8OHDWdafPXs2/vjjD3z11VcYOXIk9u/fj4CAALx69Uoqc/DgQbRo0QKJiYkIDg7GnDlzEB8fj3feeSfbbPpHH32Ely9fYs6cORgyZEi2cTdo0ADe3t7YsmVLlmWbN29GyZIl0bZt2xyPe9q0aQgMDIS7uzsWLVqE7t274/vvv8d7772HtLS0XF+zb775BvXq1cOMGTMwZ84cWFpa4qOPPsIff/whlfnpp5+gUCjQvHlz/PTTT/jpp5/w2Wef6SSe58+fo127dqhTpw4WLVoEHx8ffPXVV/jzzz9zjZtIVzZu3IgPPvgA1tbW+Pjjj3Hz5s1svzioyi5fvhxffPEFxo4di7///hs9evTA5MmTsXfvXnz11VcYOnQofv/9d3z55ZdZ1r958yZ69uyJ9u3bIyQkRHq/7d+/P9/xlilTRvr1v1u3btJ78oMPPtDouIUQeP/99/HTTz+hT58+mDVrFu7fv4/+/ftnKfvff/+hcePGuHr1KiZMmIBFixahePHi6Nq1K3bs2JHnvgYNGoTRo0fDw8MD8+bNw4QJE2BjY4MTJ05oFPMHH3yAjz/+GACwZMkS6dhVSbnBgwdj6tSpqF+/PpYsWYKWLVsiJCQEvXr1krbx008/oXnz5lAoFNL6DRs2xE8//QQfHx+UK1dOml+tWjWN4iPSVPfu3bFjxw4MHDgQy5cvx8iRI/HixQtER0dLZfgZn1WJEiXQrVs3PHjwAFeuXMmx3Oeff44VK1age/fuWL58Ob788kvY2tri6tWrAICvv/4adevWhZOTk3Tsqv6hEhMT8cMPP6BVq1aYN28epk2bhidPnqBt27bZ9gWzadMmLFiwAJ999hlmzZqFO3fu4IMPPlB7TS5evAg/Pz8cPHgQQ4YMwTfffIOuXbvi999/l8rExsaicePGOHDgAEaMGIFvvvkGlSpVwqBBg9h3FZGOqBLrJUuWlObdvn0bO3fuRKdOnbB48WKMGzcOly5dQsuWLaXvrNWqVcOMGTMAAEOHDpXqjRYtWmS7HyEEunTpgiVLlqBdu3ZYvHgxqlatinHjxiEoKEi/B0n6I8hkrFu3TgAQp0+fFrdu3RKWlpZi5MiR0vKWLVuKGjVqSP9HRUUJAGLdunVZtgVABAcHS/8HBwcLAGLo0KHSvPT0dFGuXDkhk8nE3LlzpfnPnz8Xtra2on///tK8Q4cOCQCibNmyIjExUZq/ZcsWAUB88803QgghlEqlqFy5smjbtq1QKpVSuZcvXwovLy/x7rvvZonp448/ztfrM3HiRGFlZSXi4uKkeSkpKcLR0VF8+umn0jzV6xgVFSWEEOLx48fC2tpavPfeeyIjI0Mq99133wkAYu3atdK8/v37iwoVKqjt9+XLl2r/p6amipo1a4p33nlHbX7x4sXVXjNdxNOyZUsBQPz4449qx+zq6iq6d++ewytFpDtnzpwRAMT+/fuFEG/e4+XKlROjRo1SK6eqj8qUKSPi4+Ol+RMnThQARJ06dURaWpo0/+OPPxbW1tbi9evX0rwKFSoIAOLXX3+V5iUkJAg3NzdRr149aZ6qPjp06JA07+337pMnT7LUgyotW7YULVu2zDL/7W3s3LlTABDz58+X5qWnp4vmzZtnqXvbtGkjatWqpXY8SqVSNGnSRFSuXDnLvjI7ePCgAKBW32fehhCa1fcLFixQq3NULly4IACIwYMHq83/8ssvBQBx8OBBaV7//v1F8eLFs+zr7c8hIl3KfB8kxJv7EQBiwYIFOa5TlD/jK1SoIDp27Jjj8iVLlggAYteuXdK8t+sLBwcHERgYmOt+OnbsmOV1E+JNfZiSkqI27/nz58LFxUXtvkxVf5UuXVrtHm7Xrl0CgPj999+leS1atBB2dnbi7t27atvNfE85aNAg4ebmJp4+fapWplevXsLBwSHLOSUqCt6uP/NL9X3s+vXr4smTJ+LOnTti7dq1wtbWVpQpU0YkJydLZV+/fq1Wrwnx5v2tUCjEjBkzpHmnT5/O8Z4lp3utWbNmqZX78MMPhUwmE5GRkRodDxkHtoQyUd7e3ujbty9WrVqFR48e6Wy7gwcPlv6Wy+Vo0KABhBAYNGiQNN/R0RFVq1bF7du3s6zfr18/2NnZSf9/+OGHcHNzw549ewAAFy5cwM2bN/HJJ5/g2bNnePr0KZ4+fYrk5GS0adMGhw8fztIZ3eeff56v2Hv27Im0tDS1R3P++usvxMfHo2fPnjmud+DAAaSmpmL06NGwsPjfW2LIkCGwt7dX+7UzO7a2ttLfz58/R0JCApo3by41VdeUpvGUKFECffr0kf63trZGo0aNsj0/RLq2ceNGuLi4oHXr1gDePMrRs2dPhIWFISMjI0v5jz76CA4ODtL/qtH0+vTpo9YPiZ+fH1JTU7OMBOru7o5u3bpJ/9vb26Nfv344f/48YmJidHpsedmzZw8sLS0xbNgwaZ5cLscXX3yhVi4uLg4HDx5Ejx498OLFC6nee/bsGdq2bYubN29mO+Kpyq+//gqZTIbg4OAsy3TZz4yqnn77l0VVp8Z51YVEhU3VL1lERASeP3+ebRl+xuesRIkSAN48cpcTR0dHnDx5UquW93K5XOo3TqlUIi4uDunp6WjQoEG2r1/Pnj3VWlWoHvdRHeuTJ09w+PBhfPrppyhfvrzauqq6UAiBX3/9FZ07d4YQQqpvnz59irZt2yIhIUHrc0dUlFWtWhVlypSBp6cnPv30U1SqVAl//vknihUrJpVRKBRSvZaRkYFnz56hRIkSqFq1qtbvuz179kAul2PkyJFq88eOHQshBJ/8MFFMQpmwyZMnIz09Pc++oTTx9oe6g4MDbGxs4OTklGV+djd8lStXVvtfJpOhUqVKUpPNmzdvAgD69++PMmXKqE0//PADUlJSkJCQoLYNLy+vfMVep04d+Pj4YPPmzdK8zZs3w8nJCe+8806O6929exfAm8o1M2tra3h7e0vLc7J79240btwYNjY2KFWqlPSoz9vHkV+axlOuXLksX0RLliyZ4w05ka5kZGQgLCwMrVu3RlRUFCIjIxEZGQk/Pz/ExsYiPDw8yzrZ1TEA4OHhke38t6/jSpUqZbneq1SpAgBZ+lzRt7t378LNzU36Iqfy9ns3MjISQghMmTIlS72nSiw9fvw4x/3cunUL7u7uKFWqlO4PIpO7d+/CwsIiy8iGrq6ucHR0zLMuJCpsCoUC8+bNw59//gkXFxe0aNEC8+fPV0tI8zM+Z0lJSQCg9uPh2+bPn4/Lly/Dw8MDjRo1wrRp0zRKgG3YsAG1a9eGjY0NSpcujTJlyuCPP/7I9vV7+/NBlZBSHatqvzVr1sxxf0+ePEF8fDxWrVqVpb4dOHAggNzrW6KiKDU1FTExMWrT2z8k/vrrr9i/fz82bdqExo0bSwOUZKZUKrFkyRJUrlwZCoUCTk5OKFOmDC5evFigOtPd3T1LPaV63J/3JqaJw1+YMG9vb/Tp0werVq3ChAkTsizP6Rfy7FonqMjl8nzNA6BVZ3CqVk4LFizIMiSnyttf6N6u4HLTs2dPzJ49G0+fPoWdnR1+++03fPzxx3ob6eWff/5Bly5d0KJFCyxfvhxubm6wsrLCunXrsGnTJr3s8226PD9Emjh48CAePXqEsLAwhIWFZVm+ceNGvPfee2rzcrpejek6lslk2e43t7ozN6p678svv8yxb7q3Ez+a0qa+13RbRMZo9OjR6Ny5M3bu3Il9+/ZhypQpCAkJwcGDB1GvXr0CbdvcP+MvX74MIPf6p0ePHmjevDl27NiBv/76CwsWLMC8efOwfft2tG/fPtft//zzzxgwYAC6du2KcePGwdnZGXK5HCEhIWqdGavo4lhV9W2fPn2y7Z8PAGrXrp3v7REVBceOHZNatKtERUWpdRDeokULqVFC586dUatWLfTu3Rtnz56VWj/NmTMHU6ZMwaeffoqZM2eiVKlSsLCwwOjRo7M86UJFG5NQJm7y5Mn4+eefMW/evCzLVL8gvT3aij4zxqqWTipCCERGRkof+BUrVgTw5hGagIAAne+/Z8+emD59On799Ve4uLggMTFRrUPd7FSoUAEAcP36dXh7e0vzU1NTERUVlWucv/76K2xsbLBv3z614UTXrVuXpWx+v9gVJB6iwrRx40Y4OzsjNDQ0y7Lt27djx44dWLlypUaJ5LyoWhVlfj/duHEDALKMppKb3N6PJUuWzPaX/rfrzgoVKiA8PBxJSUlqyfPr16+rlVO9j62srLR6/1asWBH79u1DXFxcjq2hNKnvczr2ChUqQKlU4ubNm2odisfGxiI+Pl6qm4iMTcWKFTF27FiMHTsWN2/eRN26dbFo0SL8/PPP/IzPQVJSEnbs2AEPD488BxBwc3PD8OHDMXz4cDx+/Bj169fH7NmzpSRUTse+bds2eHt7Y/v27Wplsnu0OD9Ur5cqeZadMmXKwM7ODhkZGbxfIsqnOnXqZBngxdXVNcfyJUqUQHBwMAYOHIgtW7ZI37W2bduG1q1bY82aNWrl4+Pj1Z6q0eTHrgoVKuDAgQN48eKFWmuoa9euScvJ9PBxPBNXsWJF9OnTB99//32W/lDs7e3h5OSUZRS75cuX6y2eH3/8Ua1vgW3btuHRo0fSjYqvry8qVqyIhQsXSs3AM3vy5EmB9l+tWjXUqlULmzdvxubNm+Hm5pbjaAsqAQEBsLa2xrfffqv2a9uaNWuQkJCAjh075riuXC6HTCZTa21w584d7Ny5M0vZ4sWL52s46ILEQ1RYXr16he3bt6NTp0748MMPs0wjRozAixcv8Ntvv+l0vw8fPlQbTS4xMRE//vgj6tatm+sN09tUfRhk956sWLEirl27plYf/fvvvzh69KhauQ4dOiA9PV0aaQ940/Jo2bJlauWcnZ3RqlUrfP/999n24ZdXvde9e3cIITB9+vQsy1R1hCb1ffHixQFkPfYOHToAQJbRoxYvXgwArHvI6Lx8+RKvX79Wm1exYkXY2dkhJSUFAD/js/Pq1Sv07dsXcXFx+Prrr3NtSfn2IzTOzs5wd3eXXl/gzbFn96iNqmVT5uM8efIkjh8/rlXcZcqUQYsWLbB27Vq10Q8z70Mul6N79+749ddfs01WFfQ+k8gclSxZEgEBAWqTjY1Nruv07t0b5cqVU2sIIZfLs7Rc3Lp1a5Z+L3O6D8lOhw4dkJGRge+++05t/pIlSyCTyfJskUnGiS2hzMDXX3+Nn376CdevX0eNGjXUlg0ePBhz587F4MGD0aBBAxw+fFhqNaAPpUqVQrNmzTBw4EDExsZi6dKlqFSpEoYMGQIAsLCwwA8//ID27dujRo0aGDhwIMqWLYsHDx7g0KFDsLe3VxtmVxs9e/bE1KlTYWNjg0GDBql1/JmdMmXKYOLEiZg+fTratWuHLl264Pr161i+fDkaNmyo1iHo2zp27IjFixejXbt2+OSTT/D48WOEhoaiUqVKuHjxolpZX19fHDhwAIsXL4a7uzu8vLykTpl1FQ9RYfntt9/w4sULdOnSJdvljRs3RpkyZbBx48ZcBwbQVJUqVTBo0CCcPn0aLi4uWLt2LWJjY7NtmZAbW1tbVK9eHZs3b0aVKlVQqlQp1KxZEzVr1sSnn36KxYsXo23bthg0aBAeP36MlStXokaNGkhMTJS20blzZzRt2hQTJkzAnTt3UL16dWzfvj3bL2OhoaFo1qwZatWqhSFDhsDb2xuxsbE4fvw47t+/j3///TfHWFu3bo2+ffvi22+/xc2bN9GuXTsolUr8888/aN26NUaMGAEg//W9r68vgDefHb169YKVlRU6d+6MOnXqoH///li1ahXi4+PRsmVLnDp1Chs2bEDXrl2zNNUnMrQbN26gTZs26NGjB6pXrw5LS0vs2LEDsbGx0i/zRf0z/sGDB/j5558BvGn9dOXKFWzduhUxMTEYO3YsPvvssxzXffHiBcqVK4cPP/wQderUQYkSJXDgwAGcPn0aixYtUjv2zZs3IygoCA0bNkSJEiXQuXNndOrUCdu3b0e3bt3QsWNHREVFYeXKlahevXq2P0Tmx7fffotmzZqhfv36GDp0KLy8vHDnzh388ccfuHDhAgBg7ty5OHToEPz8/DBkyBBUr14dcXFxOHfuHA4cOIC4uDit9k1kDtauXYu9e/dmmT9q1Khc+4d7m5WVFUaNGoVx48Zh7969aNeuHTp16oQZM2Zg4MCBaNKkCS5duoSNGzeqtfoE3vxY4OjoiJUrV8LOzg7FixeHn59ftv0Ad+7cGa1bt8bXX3+NO3fuoE6dOvjrr7+wa9cujB49WnrKhkxMYQ7FRwWT29Ca/fv3FwCyDI398uVLMWjQIOHg4CDs7OxEjx49xOPHj7MMwasafvPJkydZtpufYbhVQ6L/8ssvYuLEicLZ2VnY2tqKjh07ZhlGVwghzp8/Lz744ANRunRpoVAoRIUKFUSPHj1EeHh4njHl5ebNmwKAACCOHDmSZfnbwyWrfPfdd8LHx0dYWVkJFxcXMWzYMPH8+fMsr8fbwxCvWbNGVK5cWSgUCuHj4yPWrVsnxZ7ZtWvXRIsWLYStra0AIA3lXJB4choOPbs4iXSpc+fOwsbGRm1o3rcNGDBAWFlZiadPn0pDcL89lLqq7ti6dava/OzqO9Vw4/v27RO1a9eW3nNvr6va5qFDh6R52b0njh07Jnx9fYW1tXWWOvHnn38W3t7ewtraWtStW1fs27cv2208e/ZM9O3bV9jb2wsHBwfRt29fcf78+WyHHr5165bo16+fcHV1FVZWVqJs2bKiU6dOYtu2bTm+hirp6eliwYIFwsfHR1hbW4syZcqI9u3bi7Nnz0pl8lvfCyHEzJkzRdmyZYWFhYVa/ZOWliamT58uvLy8hJWVlfDw8BATJ04Ur1+/Vls/v58NRLr0dr3w9OlTERgYKHx8fETx4sWFg4OD8PPzE1u2bMmyblH8jK9QoYJ0PySTyYS9vb2oUaOGGDJkiDh58mS262SuL1JSUsS4ceNEnTp1hJ2dnShevLioU6eOWL58udo6SUlJ4pNPPhGOjo4CgBSbUqkUc+bMERUqVBAKhULUq1dP7N69O0v8OX0+vB2PyuXLl0W3bt2Eo6OjsLGxEVWrVhVTpkxRKxMbGysCAwOFh4eHsLKyEq6urqJNmzZi1apVeb5uROZIVRflNN27dy/b9XL7PpaQkCAcHBxEy5YthRBCvH79WowdO1a4ubkJW1tb0bRpU3H8+HHRsmVLqYzKrl27RPXq1YWlpaXaPVN29duLFy/EmDFjhLu7u7CyshKVK1cWCxYsEEqlsqAvCxmITAj2XkxERMbP09MTNWvWxO7duw0dChERERERaYF9QhERERERERERkd4xCUVERERERERERHrHJBQREREREREREemdQZNQhw8fRufOneHu7g6ZTJbtkLdvi4iIQP369aFQKFCpUiWsX79e73ESEZHh3blzh/1BERERERGZMIMmoZKTk1GnTh2Ehobmq3xUVBQ6duyI1q1b48KFCxg9ejQGDx6Mffv26TlSIiIiIiIiIiIqCKMZHU8mk2HHjh3o2rVrjmW++uor/PHHH7h8+bI0r1evXoiPj8fevXsLIUoiIiIiIiIiItKGSfUJdfz4cQQEBKjNa9u2LY4fP57jOikpKUhMTJSmhIQEPHnyBEaSeyOiIkoIgcTERNZFRGQwrIeIyNBYDxEVPSaVhIqJiYGLi4vaPBcXFyQmJuLVq1fZrhMSEgIHBwdpcnR0hLOzM168eFEYIRMRZevFixdwcHBgXUREBsN6iIgMjfUQUdFjUkkobUycOBEJCQnSdO/ePUOHRERERERERERU5FgaOgBNuLq6IjY2Vm1ebGws7O3tYWtrm+06CoUCCoWiMMIjIiIiIiIiIqIcmFRLKH9/f4SHh6vN279/P/z9/Q0UERERERERERER5YdBk1BJSUm4cOECLly4AACIiorChQsXEB0dDeDNo3T9+vWTyn/++ee4ffs2xo8fj2vXrmH58uXYsmULxowZY4jwiYiIiIiIiIgonwyahDpz5gzq1auHevXqAQCCgoJQr149TJ06FQDw6NEjKSEFAF5eXvjjjz+wf/9+1KlTB4sWLcIPP/yAtm3bGiR+IiIiIiIiIiLKH4MmoVq1agUhRJZp/fr1AID169cjIiIiyzrnz59HSkoKbt26hQEDBhR63ERERGRaQkNDUb9+fSxcuNDQoZCJOnnyJDp37oxr164ZOhQinTh8+DA6d+4Md3d3yGQy7Ny5U235gAEDIJPJ1KZ27dqplYmLi0Pv3r1hb28PR0dHDBo0CElJSTqPdfv27WjQoAGCgoJ0vm0iKlwm1ScUERERkTbu3buH8+fP4+HDh4YOhUzU7NmzsXv3bnzxxReGDoVIJ5KTk1GnTh2EhobmWKZdu3Z49OiRNP3yyy9qy3v37o3//vsP+/fvx+7du3H48GEMHTpU57HGx8fj7NmzuHnzps63TUSFy6RGxyMiIiLSRkpKCgBwxFzSilKpxD///AMAOHDgAI4fP86BccjktW/fHu3bt8+1jEKhgKura7bLrl69ir179+L06dNo0KABAGDZsmXo0KEDFi5cCHd3d53FamNjAwB4/fq1zrZJRIbBllBERERk9lRfXJiEIm1cunQJ8fHx0v8zZ840XDBEhSgiIgLOzs6oWrUqhg0bhmfPnknLjh8/DkdHRykBBQABAQGwsLDAyZMns91eSkoKEhMT1ab8YBKKyHwwCUVERERmjy2hqCAOHz4MAKhRowYsLCzw559/4syZMwaOiki/2rVrhx9//BHh4eGYN28e/v77b7Rv3x4ZGRkAgJiYGDg7O6utY2lpiVKlSiEmJibbbYaEhMDBwUGaPDw88hULk1BE5oNJKCIiIjJ7TEJRQfz9998AgE8++QSffPIJAGDWrFmGDIlI73r16oUuXbqgVq1a6Nq1K3bv3o3Tp09nGThKExMnTkRCQoI03bt3L1/rMQlFZD6YhCIiIiKzp0pCqb7IGDtdjFpFuiGEkFpCtWzZEl9//TVkMhl27dqFixcvGjg6osLj7e0NJycnREZGAgBcXV3x+PFjtTLp6emIi4vLsR8phUIBe3t7tSk/mIQiMh9MQhEREZHZM7WWULoYtYp049q1a3jy5AlsbGzQoEED+Pj44KOPPgLA1lBUtNy/fx/Pnj2Dm5sbAMDf318atU7l4MGDUCqV8PPz0+m+mYQiMh9MQhERZZKRkYEpU6bAy8sLtra2qFixImbOnAkhhFRGCIGpU6fCzc0Ntra2CAgI4JDBREbO1JJQ7du3x6xZs9CtW7ccy6hGrVJNJUuWLMQIiw5VKyh/f3/p+pk8eTIAYNu2bbh69arBYiMqiKSkJFy4cAEXLlwAAERFReHChQuIjo5GUlISxo0bhxMnTuDOnTsIDw/H+++/j0qVKqFt27YAgGrVqqFdu3YYMmQITp06haNHj2LEiBHo1auXTkfGA5iEIjInTEIREWUyb948rFixAt999x2uXr2KefPmYf78+Vi2bJlUZv78+fj222+xcuVKnDx5EsWLF0fbtm15Y0RkxEwtCZUfuY1alR1tR6Uq6lT9QbVo0UKaV6tWLXTr1g1CCMyePdtQoREVyJkzZ1CvXj3Uq1cPABAUFIR69eph6tSpkMvluHjxIrp06YIqVapg0KBB8PX1xT///KNWj27cuBE+Pj5o06YNOnTogGbNmmHVqlU6j5VJKCLzIROZf94vAhITE+Hg4ICEhIR8P4NMREVHp06d4OLigjVr1kjzunfvDltbW/z8888QQsDd3R1jx47Fl19+CQBISEiAi4sL1q9fj169euVrP6yLiApX48aNcfLkSezatQtdunQxdDgakclk2LFjB7p27SrNCwsLQ7FixeDl5YVbt25h0qRJKFGiBI4fPw65XJ7tdqZNm4bp06dnmc96KGdCCJQrVw4PHz7EwYMH0bp1a2nZuXPn4OvrCwsLC1y7dg2VK1c2YKREpim/90MPHz5E2bJlYWlpibS0tEKMkIh0jS2hiIgyadKkCcLDw3Hjxg0AwL///osjR46gffv2AN40VY+JiUFAQIC0joODA/z8/HD8+HGDxExEeTO3llDajFql7ahURdnt27fx8OFDWFlZoXHjxmrL6tevj44dO0KpVGLOnDkGipCoaFC1hEpPT0d6erqBoyGigmASiogokwkTJqBXr17w8fGBlZUV6tWrh9GjR6N3794AgJiYGACAi4uL2nouLi7SsuzwMRgiwzK3JNTb3h61KjvajkpVlKkexWvUqBFsbW2zLJ8yZQoA4KeffkJUVFShxkZUlGQe2VRVnxORaWISiogoky1btmDjxo3YtGkTzp07hw0bNmDhwoXYsGFDgbYbEhICBwcHafLw8NBRxESUH6p+RMw1CfX2qFWkG6pOyVu2bJntcj8/P7z77rvIyMjA3LlzCzM0oiIlc93NfqGITBuTUEREmYwbN05qDVWrVi307dsXY8aMQUhICADA1dUVABAbG6u2XmxsrLQsO3wMhsiwTK0lVEFHrSLdyK5T8rdNnToVALBu3TrW7UR6IpfLYWVlBYBJKCJTxyQUEVEmL1++hIWFetUol8uhVCoBAF5eXnB1dUV4eLi0PDExESdPnoS/v3+O2+VjMESGZWpJKF2MWkUFEx0djTt37kAul6NJkyY5lmvWrBlatWqFtLQ0zJ8/vxAjJCpaOEIekXmwNHQARETGpHPnzpg9ezbKly+PGjVq4Pz581i8eDE+/fRTAG9GqRo9ejRmzZqFypUrw8vLC1OmTIG7u7vayFVEZFxMLQnVqlUr5DaA8b59+woxmqJJ9She/fr1YWdnl2vZKVOmICIiAqtXr8akSZP4WCSRHtjY2ODFixd49eqVoUMhogJgSygiokyWLVuGDz/8EMOHD0e1atXw5Zdf4rPPPsPMmTOlMuPHj8cXX3yBoUOHomHDhkhKSsLevXvVOs0kIuOiSkLxfUr5pXoUL6f+oDJr3bo1mjRpgpSUFCxYsEDfoREVSWwJRWQeZCK3n9nMUGJiIhwcHJCQkMDHYYjIYFgXERUepVIJuVwOAHj8+DHKlClj4IiMA+uh3FWtWhU3btzA77//jk6dOuVZfu/evWjfvj0UCgXq1q0rzbe0tMT48ePRpUsXPUZLZJo0qYeqVKmCmzdv4p9//kGzZs0KKUIi0jU+jkdERERmLTU1VfrbVB7HI8NKSEjAjRs3ACDX/qAya9u2Lfz9/XH8+HGcPHlSbdlnn32Gd999F7a2tjqPlaioYEsoIvNg8MfxQkND4enpCRsbG/j5+eHUqVO5ll+6dCmqVq0KW1tbeHh4YMyYMayIiIiIKEeqR/EAJqEof65evQoAcHd3R6lSpfK1jkwmwx9//IHff/8du3btkqby5csjJiYGa9as0WfIRGaPSSgi82DQllCbN29GUFAQVq5cCT8/PyxduhRt27bF9evX4ezsnKX8pk2bMGHCBKxduxZNmjTBjRs3MGDAAMhkMixevNgAR0BERETGLnMSytra2oCRkKm4cuUKAKB69eoarVeyZMksj+49ePAAw4cPx7x58zBkyBAmQom0xCQUkXkwaEuoxYsXY8iQIRg4cCCqV6+OlStXolixYli7dm225Y8dO4amTZvik08+gaenJ9577z18/PHHebaeIiIioqJLlYSytraGTCYzcDRkClQtoTRNQmVn4MCBcHd3x/3797Fhw4YCb4+oqGISisg8GCwJlZqairNnzyIgIOB/wVhYICAgAMePH892nSZNmuDs2bNS0un27dvYs2cPOnTokON+UlJSkJiYqDYRERFR0aFKQrEFCuWXqiVUtWrVCrwtGxsbjB8/HgAQEhKCtLS0Am+TqChiEorIPBgsCfX06VNkZGTAxcVFbb6LiwtiYmKyXeeTTz7BjBkz0KxZM1hZWaFixYpo1aoVJk2alON+QkJC4ODgIE0eHh46PQ4iIiIybqovLExCUX5p+zheToYMGQJnZ2fcuXMHP//8s062SVTUMAlFZB4M3jG5JiIiIjBnzhwsX74c586dw/bt2/HHH39g5syZOa4zceJEJCQkSNO9e/cKMWIiIiIyNLaEIk0kJyfj7t27AHSXhCpWrBjGjRsHAJgzZw7S09N1sl2iooRJKCLzYLAklJOTE+RyOWJjY9Xmx8bGwtXVNdt1pkyZgr59+2Lw4MGoVasWunXrhjlz5iAkJARKpTLbdRQKBezt7dUmIiIiKjqYhCJNXL9+HUIIODk5wcnJSWfb/fzzz1G6dGlERkZi8+bNOtsuUVHBJBSReTBYEsra2hq+vr4IDw+X5imVSoSHh8Pf3z/bdV6+fAkLC/WQ5XI5AEAIob9giYiIyGSpklCqLzBEudH1o3gqJUqUQFBQEABg9uzZyMjI0On2icwdk1BE5sGgj+MFBQVh9erV2LBhA65evYphw4YhOTkZAwcOBAD069cPEydOlMp37twZK1asQFhYGKKiorB//35MmTIFnTt3lpJRRERERJmxJRRpQl9JKAAYMWIEHB0dcfXqVWzfvl3n2ycyZ0xCEZkHS0PuvGfPnnjy5AmmTp2KmJgY1K1bF3v37pU6K4+OjlZr+TR58mTIZDJMnjwZDx48QJkyZdC5c2fMnj3bUIdARERERo5JKNLE1atXAehmZLy32dvbY9SoUZg+fTpmzpyJ7t27Z2nlT0TZYxKKyDwYNAkFvPlFaMSIEdkui4iIUPvf0tISwcHBCA4OLoTIiIiIyBwwCUWa0GdLKAAYNWoUFi9ejEuXLuG3335D165d9bIfInPDJBSReeBPL0RERGTWmISi/EpJSUFkZCQA/SWhSpYsiS+++AIAMHPmTPZrSpRPTEIRmQcmoYiIiMisMQlF+XXz5k0olUrY29vDzc1Nb/sZM2YMihcvjnPnzuHPP//U236IzAmTUETmgUkoIiIiMmtMQlF+ZX4UTyaT6W0/Tk5OGDZsGAC2hiLKLyahiMwDk1BERERk1lRfWJiEorzouz+ozMaOHQsbGxucOHEC4eHhet8fkaljEorIPDAJRURERGaNLaEovwozCeXq6oqhQ4cCeNMaiohyxyQUkXlgEoqIiIjMGpNQlF9Xr14FAFSrVq1Q9jd+/HhYW1vj8OHDOHz4cKHsk8hUMQlFZB6YhCIiIiKzxiQU5Ud6ejquX78OoHBaQgFA2bJl0adPHwDAjh07CmWfRKaKSSgi88AkFBEREZk1VRJK9QWGKDu3bt1CWloaihUrhvLlyxfafv39/QH8rxUWEWWPSSgi88AkFBEREZk1toSi/FAlgXx8fGBhUXi3yKpWV6r+qIgoe0xCEZkHJqGIiIjIrDEJRflRmJ2SZ6bqf+revXt48eJFoe6byJQwCUVkHpiEIiJ6y4MHD9CnTx+ULl0atra2qFWrFs6cOSMtF0Jg6tSpcHNzg62tLQICAnDz5k0DRkxEuWESivLDUEmokiVLwtXVFQBw7dq1Qt03kSlhEorIPDAJRUSUyfPnz9G0aVNYWVnhzz//xJUrV7Bo0SKULFlSKjN//nx8++23WLlyJU6ePInixYujbdu2vCkiMlJMQlF+FPbIeJnxkTyivDEJRWQeLA0dABGRMZk3bx48PDywbt06aZ6Xl5f0txACS5cuxeTJk/H+++8DAH788Ue4uLhg586d6NWrV6HHTES5YxKK8qJUKqUkVGG3hALeJL4OHjzIJBRRLlRJqIyMDKSnp8PSkl9liUwRW0IREWXy22+/oUGDBvjoo4/g7OyMevXqYfXq1dLyqKgoxMTEICAgQJrn4OAAPz8/HD9+3BAhE1EeVL+aMwlFObl79y5evXoFa2treHt7F/r+2RKKKG+ZRzhlaygi08UkFBFRJrdv38aKFStQuXJl7Nu3D8OGDcPIkSOxYcMGAEBMTAwAwMXFRW09FxcXaVl2UlJSkJiYqDYRUeFgSyjKiyr5U6VKFYO0rlAloVStsYgoKyahiMwDk1BERJkolUrUr18fc+bMQb169TB06FAMGTIEK1euLNB2Q0JC4ODgIE0eHh46ipiI8sIkFOXFkP1BAf9LQt2+fRuvXr0ySAxExs7CwgLW1tYAmIQiMmVMQhERZeLm5palP5Bq1aohOjoaAKQRjGJjY9XKxMbGSsuyM3HiRCQkJEjTvXv3dBw5EeWESSjKi6olVI0aNQyy/zJlyqBUqVIQQuD69esGiYGKnsOHD6Nz585wd3eHTCbDzp071ZbnZzTguLg49O7dG/b29nB0dMSgQYOQlJSkt5jZOTmR6WMSiogok6ZNm2b5AnDjxg1UqFABwJtOyl1dXREeHi4tT0xMxMmTJ+Hv75/jdhUKBezt7dUmIiocqiRU5kc5iDJTJaEM1RJKJpPxkTwqdMnJyahTpw5CQ0OzXZ6f0YB79+6N//77D/v378fu3btx+PBhDB06VG8xMwlFZPo4pAARUSZjxoxBkyZNMGfOHPTo0QOnTp3CqlWrsGrVKgBvviiMHj0as2bNQuXKleHl5YUpU6bA3d0dXbt2NWzwRJQttoSi3AghDDoynkr16tVx5MgRdk5OhaZ9+/Zo3759tsvyMxrw1atXsXfvXpw+fRoNGjQAACxbtgwdOnTAwoUL4e7urvOYmYQiMn0GbwkVGhoKT09P2NjYwM/PD6dOncq1fHx8PAIDA+Hm5gaFQoEqVapgz549hRQtEZm7hg0bYseOHfjll19Qs2ZNzJw5E0uXLkXv3r2lMuPHj8cXX3yBoUOHomHDhkhKSsLevXvZyoLISDEJRbl5+PAhEhMTIZfLUblyZYPFoWqFxSQUGYP8jAZ8/PhxODo6SgkoAAgICICFhQVOnjyZ7XYLOlALk1BEpk+rJJS3tzeePXuWZX58fLxGw9pu3rwZQUFBCA4Oxrlz51CnTh20bdsWjx8/zrZ8amoq3n33Xdy5cwfbtm3D9evXsXr1apQtW1abwyAiylanTp1w6dIlvH79GlevXsWQIUPUlstkMsyYMQMxMTF4/fo1Dhw4gCpVqhgoWiLKiykmoXTRVwvljyrpU6lSJYNeI6pWWExCkTHIz2jAMTExcHZ2VltuaWmJUqVK5ThicEEHamESisj0aZWEunPnDjIyMrLMT0lJwYMHD/K9ncWLF2PIkCEYOHAgqlevjpUrV6JYsWJYu3ZttuXXrl2LuLg47Ny5E02bNoWnpydatmyJOnXqaHMYREREVASYYhJKF321UP4YemQ8FVUSKjIyEqmpqQaNhUhfCjpQC5NQRKZPoz6hfvvtN+nvffv2wcHBQfo/IyMD4eHh8PT0zNe2UlNTcfbsWUycOFGaZ2FhgYCAAKmJZ3b79/f3R2BgIHbt2oUyZcrgk08+wVdffQW5XK7JoRAREVERYYpJqIL21UL5p2p5ZMj+oACgbNmysLOzw4sXLxAZGWnweKhoyzwasJubmzQ/NjYWdevWlcq8/QRLeno64uLichwxWKFQFKguZhKKyPRplIRSdbork8nQv39/tWVWVlbw9PTEokWL8rWtp0+fIiMjI9smnteuXct2ndu3b+PgwYPo3bs39uzZg8jISAwfPhxpaWkIDg7Odp2UlBTp5hOAxs8dExERkekSQkitSkwpCZWbvPpqySkJxXui7BlLEkomk6FatWo4deoUrly5YvB4qGjLPBqwKumkGg142LBhAAB/f3/Ex8fj7Nmz8PX1BQAcPHgQSqUSfn5+eomLSSgi06dREkqpVAJ4UymdPn0aTk5Oegkqt/07Oztj1apVkMvl8PX1xYMHD7BgwYIck1AhISGYPn16ocZJRERExiFz0sVcklD56aslO7wnyp6xJKFUMZw6dUp6RJBIn5KSkhAZGSn9HxUVhQsXLqBUqVIoX758nqMBV6tWDe3atcOQIUOwcuVKpKWlYcSIEejVq5deRsYDmIQiMgda9QkVFRVV4ASUk5MT5HI5YmNj1ebHxsbm2HzTzc0NVapUUXv0rlq1aoiJicnx2fmCPndMREREpssck1Da4j1RVk+ePMGzZ88gk8lQtWpVQ4fDzsmpUJ05cwb16tVDvXr1AABBQUGoV68epk6dCiB/owFv3LgRPj4+aNOmDTp06IBmzZph1apVeouZSSgi06dRS6jMwsPDER4ejsePH0stpFRy6lg8M2tra/j6+iI8PFzKpiuVSoSHh2PEiBHZrtO0aVNs2rQJSqUSFhZv8mc3btyAm5sbrK2ts12noM8dExERkenKnITK6V7B1OSnr5bs8J4oK1Wyx9PTE8WKFTNwNP/rHJ1JKCoMrVq1ghAix+Wq0YBnzJiRY5lSpUph06ZN+ggvW0xCEZk+rVpCTZ8+He+99x7Cw8Px9OlTPH/+XG3Kr6CgIKxevRobNmzA1atXMWzYMCQnJ2PgwIEAgH79+ql1XD5s2DDExcVh1KhRuHHjBv744w/MmTMHgYGB2hwGERERmTlVEsrKykr6AcvUZe6rRUXVV4u/v78BIzM9xvQoHvC/OK5fv57tSNRERR2TUESmT6uWUCtXrsT69evRt2/fAu28Z8+eePLkCaZOnYqYmBjUrVsXe/fulfo4iI6OVrth9PDwwL59+zBmzBjUrl0bZcuWxahRo/DVV18VKA4iIiIyT6okVObHR0xBQftqofxR9b2kaoFkaBUqVICtrS1evXqFqKgoVKpUydAhERkVJqGITJ9WSajU1FQ0adJEJwGMGDEix8fvIiIisszz9/fHiRMndLJvIiIiMm+qJJSpPYZ25swZtG7dWvo/KCgIANC/f3+sX78e48ePR3JyMoYOHYr4+Hg0a9YsS18tlDdjawkll8vh4+OD8+fP48qVK0xCEb2FSSgi06dVu/TBgwcX6rO/RERERNow1SSUqq+Wt6f169cD+F9fLTExMXj9+jUOHDiAKlWqGDZoE2RsSSiA/UIR5YZJKCLTp1VLqNevX2PVqlU4cOAAateuDSsrK7Xlixcv1klwRERERAVhqkko0r/4+Hg8evQIgPE8jgdwhDyi3DAJRWT6tEpCXbx4URp95fLly2rLZDJZgYMiIiIi0gUmoSgnqv6gypYtC3t7ewNH8z+qJJQqPiL6HyahiEyfVkmoQ4cO6ToOIiIiIp1jEopyYoyP4gFAzZo1Abz5oTclJYXXLlEmTEIRmT7zGKuYiIiIKBuqLyr8Ik9vM9YkVKVKleDs7IzXr1/j9OnThg6HyKioklCvXr0ycCREpC2tWkK1bt0618fuDh48qHVARERERLrCllCUE9XjbsaWhJLJZGjRogW2bduGw4cPo1mzZoYOichosCUUkenTqiVU3bp1UadOHWmqXr06UlNTce7cOdSqVUvXMRIRERFphUkoyomqJZQxdUqu0qJFCwDA33//beBIiIwLk1BEpk+rllBLlizJdv60adOQlJRUoICIiIiIdIVJKMpOUlIS7t69C8D4WkIBQMuWLQEAR48eRXp6OiwttbplJzI7TEIRmT6d9gnVp08frF27VpebJCIiItKaKgml+uJCBADXr18HADg7O6N06dIGjiarmjVromTJkkhOTsa5c+cMHQ6R0WCfUESmT6dJqOPHj/Mmj4iIiIwGW0JRdoy1U3IVCwsLNG/eHAAfySPKzNbWFgBbQhGZMq3a9n7wwQdq/wsh8OjRI5w5cwZTpkzRSWBEREREBcUkFGXHmPuDUmnZsiV+++03HD58GOPGjTN0OERGoXjx4gCA5ORkA0dCRNrSKgnl4OCg9r+FhQWqVq2KGTNm4L333tNJYEREREQFxSQUZcdYR8bLTNU5+T///IOMjAzI5XKd72P//v345ptvkJGRIc2Ty+UYNWoU3n33XZ3vj6igihUrBoBJKCJTplUSat26dbqOg4iIiEjnmISit8XFxeHgwYMAgDp16hg4mpzVrVsXdnZ2SEhIwKVLl1C3bl2d72Ps2LG4dOlSlvn37t3Dv//+q/P9ERWUqiXUy5cvIYSATCYzcEREpKkCDbVx9uxZ6ZekGjVqoF69ejoJioiIiEgXmISit33zzTd48eIFateujWbNmhk6nBxZWlqiadOm2Lt3L/7++2+dJ6GePXsmJaC+//572NjY4PXr1/jss89w6dIlxMXFoVSpUjrdJ1FBqZJQQgi8evVKahlFRKZDq47JHz9+jHfeeQcNGzbEyJEjMXLkSPj6+qJNmzZ48uSJrmMkIjKYuXPnQiaTYfTo0dK8169fIzAwEKVLl0aJEiXQvXt3xMbGGi5IIsoRk1CUWUJCAr755hsAwJQpU4y+FUXLli0BAIcPH9b5to8cOQIA8PHxwdChQ9GvXz8MHToUVatWhRBCWk5kTDInnfhIHpFp0ioJ9cUXX+DFixf477//EBcXh7i4OFy+fBmJiYkYOXKkrmMkIjKI06dP4/vvv0ft2rXV5o8ZMwa///47tm7dir///hsPHz7MMmADERkH1QhKTEIRAHz33XdISEhA9erVTaLezpyEEkLodNuqUfdU+3h7nxyVj4yRXC6XRmNnEorINGmVhNq7dy+WL1+uNqJI9erVERoaij///FNnwRERGUpSUhJ69+6N1atXo2TJktL8hIQErFmzBosXL8Y777wDX19frFu3DseOHcOJEycMGDERZYctoUglKSkJS5YsAQB8/fXXsLDQ6ja4UPn6+sLW1hZPnz6VusDQFVXrKlUH6Cqq//XR+opIFzL3C0VEpkerT1+lUgkrK6ss862srKBUKgscFBGRoQUGBqJjx44ICAhQm3/27FmkpaWpzffx8UH58uVx/PjxHLeXkpKCxMREtYmI9I9JKFJZsWIFnj17hsqVK6Nnz56GDidfrK2t0aRJEwC6bZmUkJCA8+fPA8g5CXXu3Dl+VpFRUiWh2BKKyDRplYR65513MGrUKDx8+FCa9+DBA4wZMwZt2rTRWXBERIYQFhaGc+fOISQkJMuymJgYWFtbw9HRUW2+i4sLYmJictxmSEgIHBwcpMnDw0PXYRNRNlSP46ke36Ci6eXLl1i4cCEAYNKkSZDL5QaOKP9USSFdJqGOHTsGpVIJb29vlCtXTm2Zh4cHvLy8oFQqcezYMZ3tk0hXVP1CMQlFZJq0SkJ99913SExMhKenJypWrIiKFSvCy8sLiYmJWLZsmcbbCw0NhaenJ2xsbODn54dTp07la72wsDDIZDJ07dpV430SEWXn3r17GDVqFDZu3KjTL60TJ05EQkKCNN27d09n2yainKke11D9ck5F0+rVq/H48WN4enqid+/ehg5HI/roFyqn/qDe3if7hSJjxJZQRKbNUpuVPDw8cO7cORw4cADXrl0DAFSrVi3LYyv5sXnzZgQFBWHlypXw8/PD0qVL0bZtW1y/fh3Ozs45rnfnzh18+eWXaN68uTaHQESUrbNnz+Lx48eoX7++NC8jIwOHDx/Gd999h3379iE1NRXx8fFqraFiY2Ph6uqa43YVCgUfByIyANWXFCahiq6UlBTMnz8fwJsfBLLrUsKY+fn5wdraGo8ePUJkZCQqV65c4G2q+nvKLQm1fv169gtFRolJKCLTplFLqIMHD6J69epITEyETCbDu+++iy+++AJffPEFGjZsiBo1auCff/7RKIDFixdjyJAhGDhwIKpXr46VK1eiWLFiWLt2bY7rZGRkoHfv3pg+fTq8vb012h8RUW7atGmDS5cu4cKFC9LUoEED9O7dW/rbysoK4eHh0jrXr19HdHQ0/P39DRg5EWVH1RIq87DeVLQcPHgQDx8+hJubG/r372/ocDRmY2Mj9Qu1YcOGAm8vOTkZp0+fBpC1PygV1fzTp0+z82cyOkxCEZk2jZJQS5cuxZAhQ2Bvb59lmYODAz777DMsXrw439tLTU3F2bNn1VpQWVhYICAgINcOfmfMmAFnZ2cMGjRIk/CJiPJkZ2eHmjVrqk3FixdH6dKlUbNmTTg4OGDQoEEICgrCoUOHcPbsWQwcOBD+/v5o3LixocMnoreovqQwCVV0qR4pa9euncm2SB05ciQAYNmyZYiPjy/Qtk6cOIH09HR4eHjA09Mz2zJeXl4oV64c0tLSOPIrGR0moYhMm0ZJqH///Rft2rXLcfl7772Hs2fP5nt7T58+RUZGBlxcXNTm59bB75EjR7BmzRqsXr06X/vgiFREpGtLlixBp06d0L17d7Ro0QKurq7Yvn27ocMiomywTyhSJaFyavVjCt5//33UrFkTiYmJ+Pbbbwu0rcyvh0wmy7aMTCbTS4foRLrAJBSRadMoCRUbG5vrc/SWlpZ48uRJgYPKyYsXL9C3b1+sXr0aTk5O+VqHI1IRUUFFRERg6dKl0v82NjYIDQ1FXFwckpOTsX379lz7gyIiw+HjeEVbcnIyzpw5AyDn/o9MgYWFBSZPngzgzQ8hBflRNa/+oFQyd4hOZExUSSg+KkpkmjRKQpUtWxaXL1/OcfnFixfh5uaW7+05OTlBLpcjNjZWbX5OHfzeunULd+7cQefOnWFpaQlLS0v8+OOP+O2332BpaYlbt25lWYcjUhGRqRJC4IsvvkD37t0L/PgFUVEkhGDH5EXc8ePH83z0zFR8+OGHqFq1KuLj4xEaGqrVNl6/fi09XpdXyzDV8hMnTiAlJUWr/RHpg+pHBbaEIjJNGiWhOnTogClTpuD169dZlr169QrBwcHo1KlTvrdnbW0NX19ftQ5+lUolwsPDs+3g18fHJ0uHwV26dEHr1q1x4cKFbFs5KRQK2Nvbq01ERKZAJpNh06ZN2L59Ox48eGDocIhMTlpaGjIyMgCwJVRRpWrFk9ujZ6ZCLpfj66+/BvBmYB9tvoCfPn0aKSkpcHFxQZUqVXItW7VqVbi4uOD169dSR+ZExoCP4xGZNo2SUJMnT0ZcXByqVKmC+fPnY9euXdi1axfmzZuHqlWrIi4uTvpwzK+goCCsXr0aGzZswNWrVzFs2DAkJydj4MCBAIB+/fph4sSJAN48AvN2h8GOjo5SR8LW1tYa7ZuIyNi5u7sDAB4+fGjgSIhMT+YvKGwJVTSp+jMy5UfxMvv4449RsWJFPH36FCtXrtR4/cyvR15JOfYLRcaKSSgi06ZREsrFxQXHjh1DzZo1MXHiRHTr1g3dunXDpEmTULNmTRw5ciRLJ+N56dmzJxYuXIipU6eibt26uHDhAvbu3SttJzo6Go8ePdJom0RE5kKVhGI9SKQ5VX8hlpaWufZpSebp9evXOHnyJADT7pQ8M0tLS0yaNAkAsGDBArx69Uqj9TO3DMsPVTn2C0XGhEkoItNmqekKFSpUwJ49e/D8+XNERkZCCIHKlSujZMmSWgcxYsQIjBgxIttlERERua67fv16rfdLRGTsVP3ssSUUkebYKXnRdurUqXw/emZK+vbtixkzZuDu3btYvXo1Ro4cma/10tLScOzYMQD5bxmmKnf06FGkpaUxmUtGgUkoItOmUUuozEqWLImGDRuiUaNGBUpAERFRzvg4HpH22Cl50WZO/UFlZmVlhQkTJgAA5s+fn+9Ow7dv347k5GSUKVMG1atXz9c6NWrUQJkyZZCcnIwdO3ZoHTORLjEJRWTatE5CERGR/qlaQvFxPCLNsSVU0WZu/UFlNnDgQJQtWxYPHjzAunXr8iyvVCoxc+ZMAMAXX3wBC4v8fQWwsLCQnlaYOXMmlEql9kET6YgqCaWq44nItDAJRURkxNgSikh7bAlVdGnz6JkpUSgUGD9+PABg7ty5SEtLy7X8zp078d9//8He3h5ffPGFRvsaOXIk7O3tcfnyZezatUvrmIl0RfXDAltCEZkmJqGIiIwYk1BE2mNLqKLr7NmzePnyJUqVKpXvR89MzZAhQ+Di4oK7d+/ip59+yrGcEAKzZs0C8Cah5OjoqNF+HB0dpcTVzJkzIYTQOmYyLdOmTYNMJlObfHx8pOWvX79GYGAgSpcujRIlSqB79+6IjY3Ve1x8HI/ItDEJRURkxDI/jscbfyLNMAlVdGXuDyq/j56ZGltbW3z55ZcAgDlz5iA9PT3bcn/88QfOnz+PEiVKYPTo0Vrta/To0ShevDjOnz+PPXv2aBsymaAaNWrg0aNH0nTkyBFp2ZgxY/D7779j69at+Pvvv/Hw4UN88MEHeo+JSSgi02aen8pERGZClYRKSUnB8+fPDRwNkWkx58fx8mqhUNSp+oNq0aKFgSPRr88//xylS5fGrVu3EBYWlmW5EELqC2r48OEoXbq0VvtxcnLC8OHDAbA1VFFjaWkJV1dXaXJycgIAJCQkYM2aNVi8eDHeeecd+Pr6Yt26dTh27BhOnDih15iYhCIybUxCEREZMYVCIX1p4CN5RJox95ZQubVQKMoyMjKk18Ic+4PKrESJEggKCgIAzJ49GxkZGWrL//rrL5w6dQq2trYYO3ZsgfY1duxY2Nra4uTJk9i/f3+BtkWm4+bNm3B3d4e3tzd69+6N6OhoAG8eeU1LS0NAQIBU1sfHB+XLl8fx48dz3F5KSgoSExPVJk2pklCpqak5tgAkIuPFJBQRkZHjCHlE2jHnllBAzi0Uirp///0XiYmJsLe3R506dQwdjt6NGDECjo6OuHbtGn799VdpfuZWUJ999hmcnZ0LtB8XFxcMHToUAFtDFRV+fn5Yv3499u7dixUrViAqKgrNmzfHixcvEBMTA2tr6yx9jLm4uCAmJibHbYaEhMDBwUGaPDw8NI4rc53O1lBEpodJKCIiI8fOyYm0Y+4toXJqoZATXbRAMAWqR/GaNWsGuVxu4Gj0z97eHqNGjQLwpo+ebt26oVu3bujYsSOOHj0KhUKBcePG6WRf48aNg7W1NY4cOSK9zmS+2rdvj48++gi1a9dG27ZtsWfPHsTHx2PLli1ab3PixIlISEiQpnv37mm8DYVCIfX1pqrnich0MAlFRGTk2BKKSDuqX8jNMQmVWwuFnOiiBYIpyNwpeVExatQoODg44OHDh9i5cyd27tyJP//8E8CbUfRUP2YUVNmyZTFo0CAAkFpZUdHh6OiIKlWqIDIyEq6urkhNTUV8fLxamdjYWLi6uua4DYVCAXt7e7VJUzKZTKrX2RKKyPRYGjoAIiLKHVtCEWlH9Qu5OT6O1759e+nv2rVrw8/PDxUqVMCWLVukJMHbJk6cKPUfBACJiYlml4hSKpVSEsrc+4PKrGTJkjhy5AiOHTumNt/W1hbdu3fX6b4mTJiAH374AQcPHsTRo0fRtGlTnW6fjFdSUhJu3bqFvn37wtfXF1ZWVggPD5eusevXryM6Ohr+/v56j6V48eJISkpiEorIBDEJRURk5JiEItKOuT+Ol1nmFgo5USgUUCgUhRhV4bty5Qri4uJQrFgx+Pr6GjqcQlWzZk3UrFlT7/spX748+vfvjx9++AEzZ87E3r179b5PMowvv/wSnTt3RoUKFfDw4UMEBwdDLpfj448/hoODAwYNGoSgoCCUKlUK9vb2+OKLL+Dv74/GjRvrPTaOkEdkuvg4HhGRkePjeETaMfeOyTNTtVBQ1RdFlaqfoiZNmsDKysrA0ZiviRMnQi6XY9++fTh16pShwyE9uX//Pj7++GNUrVoVPXr0QOnSpXHixAmUKVMGALBkyRJ06tQJ3bt3R4sWLeDq6ort27cXSmxMQhGZLraEIiIycmwJRaQdc24JlVsLhaJMlYQqSo/iGYKqM/wff/wRs2bNwm+//WbokEgPwsLCcl1uY2OD0NBQhIaGFlJE/8MkFJHpYksoIiIjp2rZ8PDhQw6JTaQBc+6YPK8WCkWREKJI9gdlKJMmTYKFhQV+//13XLhwwdDhUBHDJBSR6WISiojIyKmSUKmpqXj+/LmBoyEyHebcMXlYWBgePnyIlJQU3L9/H2FhYahYsaKhwzKoGzduIDY2FgqFAg0bNjR0OGavatWq6NmzJwBg1qxZBo6GihpVva6q54nIdDAJRURk5BQKBUqXLg2Aj+QRacKcH8ejrFStoBo3bgwbGxsDR1M0fP311wCAX3/9FZcvXzZwNFSUqOp1toQiMj1MQhERZRISEoKGDRvCzs4Ozs7O6Nq1K65fv65W5vXr1wgMDETp0qVRokQJdO/eHbGxsXqNS9Ua6sGDB3rdD5E5KUodk9P/+oNq0aKFgSMpOmrUqIHu3bsDAGbPnm3gaKgo4eN4RKaLSSgiokz+/vtvBAYG4sSJE9i/fz/S0tLw3nvvqd3kjBkzBr///ju2bt2Kv//+Gw8fPsQHH3yg17g8PT0BALdu3dLrfojMCVtCFR1CCHZKbiCTJ08GAGzevDnLjzZE+sIkFJHpYhKKiCiTvXv3YsCAAahRowbq1KmD9evXIzo6GmfPngUAJCQkYM2aNVi8eDHeeecd+Pr6Yt26dTh27BhOnDiht7iqV68OALhy5Yre9kFkbsy5Y3JSd+fOHdy/fx+Wlpbw9/c3dDhFSt26ddGlSxcIITBnzhxDh0NFBJNQRKbLKJJQoaGh8PT0hI2NDfz8/HDq1Kkcy65evRrNmzdHyZIlUbJkSQQEBORanoioIBISEgAApUqVAgCcPXsWaWlpCAgIkMr4+PigfPnyOH78eI7bSUlJQWJiotqkCSahiDSjVCrx6tUrAHwcryhQtYJq2LAhk44GMGXKFADAxo0bcfv2bQNHQ0UBk1BEpsvgSajNmzcjKCgIwcHBOHfuHOrUqYO2bdvi8ePH2ZaPiIjAxx9/jEOHDuH48ePw8PDAe++9x35SiEjnlEolRo8ejaZNm6JmzZoAgJiYGFhbW8PR0VGtrIuLC2JiYnLcVkhICBwcHKTJw8NDo1hUSairV69qdhBERdTr16+lv5mUMH+qTsn5KJ5hNGjQAO3atUNGRgZCQkIMHQ4VAUxCEZkugyehFi9ejCFDhmDgwIGoXr06Vq5ciWLFimHt2rXZlt+4cSOGDx+OunXrwsfHBz/88AOUSiXCw8MLOXIiMneBgYG4fPkywsLCCrytiRMnIiEhQZru3bun0fo+Pj4A3iTB4uLiChwPkbnL/MWESSjzx07JDU/VGmrDhg2Ijo42cDRk7lRJKFXff0RkOgyahEpNTcXZs2fVHmuxsLBAQEBAro+1ZPby5UukpaVJj8q8raCPwBBR0TRixAjs3r0bhw4dQrly5aT5rq6uSE1NRXx8vFr52NhYuLq65rg9hUIBe3t7tUkTdnZ2UusptoYiypvqi4mNjQ0sLAz+mxvp0f3793H79m1YWFigadOmhg6nyGrSpAneeecdpKWlYd68eYYOh8yc6scFtoQiMj0GvSt7+vQpMjIy4OLiojY/r8daMvvqq6/g7u6ulsjKrKCPwBBR0SKEwIgRI7Bjxw4cPHgQXl5east9fX1hZWWl1vry+vXriI6O1ntnuHwkjyj/VF9M2B+U+VM9ile/fn2NE/ykW6rWUGvWrMHDhw8NHA2ZMz6OR2S6TPqnwblz5yIsLAw7duyAjY1NtmUK+ggMERUtgYGB+Pnnn7Fp0ybY2dkhJiYGMTExUgfHDg4OGDRoEIKCgnDo0CGcPXsWAwcOhL+/Pxo3bqzX2KpVqwaAnZMT5YeqJRQfxTN/qiQUH8UzHDFengAA3VhJREFUvJYtW6JZs2ZISUnBggULDB0OmTEmoYhMl6Uhd+7k5AS5XI7Y2Fi1+Xk91gIACxcuxNy5c3HgwAHUrl07x3IKhQIKhUIn8RKR+VuxYgUAoFWrVmrz161bhwEDBgAAlixZAgsLC3Tv3h0pKSlo27Ytli9frvfYOEIeUf4xCVV0qPqDYqfkhieTyTBlyhS0bdsWK1euVBs4yMLCAoMHD87x6QUiTTAJRWS6DJqEsra2hq+vL8LDw9G1a1cAkDoZHzFiRI7rzZ8/H7Nnz8a+ffvQoEGDQoqWiIoCIUSeZWxsbBAaGorQ0NBCiOh/+DgeUf7xcbyi4cyZM7h27RrkcjmaNWtm6HAIwLvvvovGjRvjxIkT2Lp1q9qyiIgIREVFwdbW1kDRkblgEorIdBk0CQUAQUFB6N+/Pxo0aIBGjRph6dKlSE5OxsCBAwEA/fr1Q9myZaXhXufNm4epU6di06ZN8PT0lPqOKlGiBEqUKGGw4yAi0jfV43jR0dF48eIF7OzsDBwRkfFiS6iiYebMmQCATz75JMdBaqhwyWQy/Prrr9i1axcyMjKk+QsWLEB0dDRWr16NkSNHGjBCMgdMQhGZLoMnoXr27IknT55g6tSpiImJQd26dbF3716ps/Lo6Gi1UW1WrFiB1NRUfPjhh2rbCQ4OxrRp0wozdCKiQlWqVCm4uLggNjYW165dQ8OGDQ0dEpHRYkso8/fvv//it99+g0wmw6RJkwwdDmXi7u6OYcOGqc2zsrLC559/jnnz5mHo0KE59udKlB+Zk1BCCMhkMgNHRET5ZRQdk48YMQJ3795FSkoKTp48CT8/P2lZREQE1q9fL/1/584dCCGyTExAEVFRwH6hiPKHLaHM36xZswAAPXr0gI+Pj4GjobwMGDAA5cqVw8OHD7Fu3TpDh0MmrnTp0pDJZBBC4PHjx4YOh4g0YBRJKCIiyp/69esDALZv327gSIiMG5NQ5u3KlSv49ddfAQCTJ082cDSUHwqFAuPHjwfwZoTr1NRUA0dEpsza2hply5YF8KaRAhGZDiahiIhMyODBgwEAv//+O27dumXgaIiMFx/HM2+zZ8+GEAIffPABatasaehwKJ8GDx4MFxcXREdH46effjJ0OGTivLy8AABRUVEGjoSINMEkFBGRCfHx8UG7du0ghMB3331n6HCIjBZbQpmvGzduICwsDABbQZkaW1tbjBs3DgAwZ84cpKenGzgiMmWenp4A2BKKyNQwCUVEZGJGjRoFAFi7di1evHhh4GiIjBNbQpmvOXPmQKlUolOnTqhXr56hwyENff7553BycsLt27fxyy+/GDocMmFsCUVkmpiEIiIyMe+99x6qVq2KxMRErFmzxtDhEBkltoQyT7dv38bPP/8MAJgyZYqBoyFtFC9eHEFBQQCACRMm4OOPP5amAQMG4Pr16waOkEyFqiUUk1BEpoVJKCIiE2NhYYExY8YAAKZNm4aHDx8aOCIi46NqCcUklHmZO3cuMjIy8N5776FRo0aGDoe0FBgYiFKlSuHhw4cICwuTpg0bNuDzzz83dHhkIlQtofg4HpFpsTR0AEREpLlBgwZhzZo1OH36NIYPH44dO3ZAJpMZOiwio6FqCcXH8cxHdHQ01q9fD4CtoEydvb09IiIicOjQIWleeno6JkyYgIiICBw5cgTNmjUzYIRkClRJqLt370KpVMLCgu0riEwBk1BERCbI0tISa9euRf369bFr1y5s2bIFPXv2NHRYREaDj+OZn/nz5yMtLQ2tW7dmgsIM1KpVC7Vq1VKbd/36daxatQozZ87Evn37DBQZmYqyZctCLpcjNTUVjx49QtmyZQ0dEhHlA9PFREQmqmbNmpg0aRKAN/1qZGRkGDgiIuPBjsnNy6NHj/DDDz8AYCsoczZhwgTI5XL89ddfOHXqlKHDISNnaWmJ8uXLA2C/UESmhEkoIiITNn78eJQqVQp37tzB77//buhwiIwGW0KZlwULFiAlJQVNmzZFq1atDB0O6YmXlxf69u0LAJg5c6aBoyFToOqcnP1CEZkOJqGIiExYsWLFMHToUADAN998Y+BoiIyDEAL3798HADg5ORk4Giqox48fY+XKlQDetIJi/3fmbdKkSbCwsMDu3btx/vx5Q4dDRk7VLxRbQhGZDiahiIhM3PDhwyGXyxEREYGLFy8aOhwig3v48CGePXsGuVyO6tWrGzocKqDFixfj1atXaNiwId577z1Dh0N6VrlyZfTq1QsAMGvWLANHQ8aOLaGITA+TUEREJs7DwwPdu3cHwNZQRABw4cIFAICPjw9sbGwMGwwVyLNnzxAaGgqAraCKkq+//hoymQzbt2/H5cuXDR0OGTG2hCIyPRwdj4jIDIwePRpbtmzBxo0bMXfuXJQpU8bQIREZjCoJVadOHcMGQgW2dOlSJCUloW7duujUqZOhw6FCUr16dXTv3h3btm3D7Nmz8csvvxg6pHz59ttv89Wherly5TB37txCiMj8MQlFZHqYhCIiMgONGzdGw4YNcfr0aXz//feYPHmyoUMiMph///0XAFC3bl3DBkIFEh8fj2+//RYAMHnyZLaCKmImT56Mbdu2YfPmzQgODoaPj4+hQ8rVkSNHMGrUqHyVrVGjBpNQOqJ6HO/evXtIT0+HpSW/3hIZO75LiYjMgEwmw6hRo9CnTx8sX74c48ePh7W1taHDIjIIVUsoJqFM27Jly5CYmIgaNWqgW7duhg6HClmdOnXw/vvvY9euXZgzZw5+/PFHQ4eUK9Vofm3btkXbtm1zLVu6dOnCCKlIcHNzg7W1NVJTU3Ht2jXUrFnT0CERUR5kQghh6CAKU2JiIhwcHJCQkAB7e3tDh0NERZQ+6qLU1FR4enri0aNH2LhxIz755BOdbJfIlCQlJcHe3h5CCMTGxsLZ2dnQIRktY74nevHiBTw9PREXF4dffvlF6qiaipazZ8+iQYMGkMvluH79OipWrGjokLJ16tQp+Pn5QS6X4+bNm9IjYpQ3XdRDnTp1wh9//IFu3bph+/btOo6QiHSNHZMTEZkJa2trDBs2DACwZMkSpKenqy2PjIzEmDFjMHToUAwfPhyHDx82RJhEenXp0iUIIeDm5sYElAlbvnw54uLiUKVKFXz00UeGDocMxNfXF+3bt0dGRgZCQkIMHU6OVK2g+vbtywSUAcybNw9yuRw7duzAoUOHDB0OEeWBSSgiIjPy2WefQaFQ4MyZM2jTpg0ePXoEANi+fTvq16+PpUuXYvXq1VixYgVatWqFWbNmQalUGjhqIt1hp+SmLzk5GQsXLgTwZpQ0uVxu4IjIkKZMmQIA2LBhA+7cuWPYYLJx/vx57N69GxYWFpg0aZKhwymSatSogc8//xzAm4FaXr58aeCIiCg3RpGECg0NhaenJ2xsbODn55fnqBJbt26Vhl2uVasW9uzZU0iREhH9j6Z1V2FwdnbG5s2bYWdnh8OHD6NChQqwt7dH9+7d8eLFCzRt2hSzZs1Cr169IITAlClTYGdnB3t7e2mqXbs2Tp48WWgxp6amYty4cShdujTs7e3h4uKC+fPnMzlGWilqnZIbYz1UUN9//z2ePn0Kb29vPlZM8Pf3R5s2bZCeno558+YZOpwsZs2aBQDo1asXKleubOBoDMMY6qHp06fD0dERFy9ehIeHByZOnIj79+8XehxElDeD9wm1efNm9OvXDytXroSfnx+WLl2KrVu34vr169k2oz927BhatGiBkJAQdOrUCZs2bcK8efNw7ty5fHVEZ8z9HxCR6dC07nqbvuuiGzdu4KOPPsLFixcBvOm4fOzYsZgzZw6srKwAAOvWrUNgYCBevXqVZX0rKyvMnDkTtWrV0mi/rq6uqF+/fp7l7t+/j4sXL0qPWBw/fjxLmS5dumD9+vUoWbKk2vwnT57g6dOnqFatmkaxZfb69WscOXIEqamp+Srv4eGR62tx+fJlREdH52tb1tbWaNasGWxsbPJVPjtXr17N93DUVlZWaNq0KYoVKwYAuH37NqytrVGuXDmt958fV65ckVot1KhRAxUqVMi2nBACJ06cwPPnz9Xm16lTB2XLltV4v40bN8bJkycRFhaGnj17ary+KTH2ekgbr169gre3N2JiYrB69WoMHjzY0CGREfj777/RqlUrWFtb4/bt21rVDfpw+fJl1KpVCzKZDJcvX0b16tUNHVKhM6Z6aO/evRg+fLj0+SiXy/Hhhx9i9OjRaNy4cYG2TUQ6JAysUaNGIjAwUPo/IyNDuLu7i5CQkGzL9+jRQ3Ts2FFtnp+fn/jss8/ytb+EhAQBQCQkJGgfNBEVeZrWXW8rjLooIyND3L59W0RGRorHjx9nWyYxMVFERkZK07Vr10T37t0FAK2nQYMGiZcvX+YY19q1a4WNjY3aOg4ODmLLli0iMjJSrFixQigUCgFAeHl5iXPnzknr7tq1Szg4OAgAYuLEiSItLU3j1+Xq1auiRo0aGh/XmDFjRGpqqtq2UlNTxZgxYzTeVvXq1cXVq1c1jj09PV1MmjRJ4/1VrlxZ/Pvvv2Lx4sXC0tJS2NjYiDVr1mi8//xIS0sTX331ldr+raysRGhoqFAqlWplnz9/Lrp06ZJtzLa2tmL9+vUa7Xv9+vXC0tJSANDq9TU1plAPaWrZsmUCgChfvrxISUkxdDhkRJo3by4AiJEjRxo6FEmvXr0EAPHhhx8aOhSDMbZ6KD09XezYsUO0bNlS7TOlcePGIiwsLMvnOBEVPoO2hEpNTUWxYsWwbds2dO3aVZrfv39/xMfHY9euXVnWKV++PIKCgjB69GhpXnBwMHbu3Ck1wc8sJSUFKSkp0v8JCQkoX7487t27ZzS/+hFRVnZ2dpDJZIYOI1va1F2mVBcJIbB69WqEhYUhIyNDo/VU9bCPj0+2ffI8ffoU4eHhAABvb2/Y29ujbNmymD17tlpnrufPn0e/fv0QHR0Na2trdOnSBS9fvszy+HX9+vU1evxBCIE//vgDycnJKFmyZI6tczLLyMjApUuXAAC1a9dWa4F17do16Zhr1aqVr75r7t69i+fPn6N48eLo2LGjRtd5ZGQkzp49C+BN6yJVq7bc3Lt3D8+ePYNMJsPbH/lt2rSBk5NTvvefHzdu3MD58+cBADVr1sTr168RGRkJAGjZsiVcXV2lssePH0d0dDSsrKxQo0YNaX5iYiJu374NAAgICMjXcObPnj3DgQMHALxpRffjjz8WuA5hPfTGqlWrcObMGZ3Gn5MDBw7g2bNnWLhwIYYMGVIo+yTTcOjQIXTt2hUKhULtmjcUIQS2bNkCADhy5IjGLYfzi/WQ9i5evIjly5dj27ZtSEtLAwC4ubmhefPmRvuaEhWm+fPnw9HRMV9ldVoXGTABJh48eCAAiGPHjqnNHzdunGjUqFG261hZWYlNmzapzQsNDRXOzs7Zlg8ODi7QL/qcOHEyzJRTyx1joE3dxbqIEyfTm4yphdDbWA9x4lQ0JtZDnDhxMoZJl3WRJczcxIkTERQUJP0fHx+PChUqIDo6Gg4ODgaMTHOJiYnw8PAwypYTuTHVuAHTjd1U4wb+F7u1tbWhQ9Gpt+sipVKJuLg4lC5dOtdfFUz5XBozvq66Z46vqZ2dnaFD0CnWQ9opysdflI8dMI7jZz30P8ZwPnSNx2Q6zPG4NDkmXdZFBk1COTk5QS6XIzY2Vm1+bGysWnP9zFxdXTUqr1AooFAossx3cHAw2YtHNYKVqTHVuAHTjd1U4wZg1M2ktam7squL8tv8FTDtc2nM+LrqHl/TwsF6qPAV5eMvyscO8PhzYoh6CDDP88FjMh3meFyFfUwWhbanbFhbW8PX11fqHwR4kw0PDw+Hv79/tuv4+/urlQeA/fv351ieiEjXtKm7iIh0ifUQERka6yEi0obBH8cLCgpC//790aBBAzRq1AhLly5FcnIyBg4cCADo168fypYti5CQEADAqFGj0LJlSyxatAgdO3ZEWFgYzpw5g1WrVhnyMIioiMmr7iIi0jfWQ0RkaKyHiEhTBk9C9ezZE0+ePMHUqVMRExODunXrYu/evXBxcQEAREdHw8Lifw22mjRpgk2bNmHy5MmYNGkSKleujJ07d6JmzZr52p9CoUBwcHC2j+gZO1ON3VTjBkw3dlONGzCd2POqu3TFVF4PU8PXVff4mhY+1kOFoygff1E+doDHnx+FVQ8B5nk+eEymwxyPy1DHJBPirfGaiYiIiIiIiIiIdMygfUIREREREREREVHRwCQUERERERERERHpHZNQRERERERERESkd0xCERERERERERGR3pllEio0NBSenp6wsbGBn58fTp06lWv5rVu3wsfHBzY2NqhVqxb27NlTSJFmpUnsq1evRvPmzVGyZEmULFkSAQEBeR6rvmj6mquEhYVBJpOha9eu+g0wF5rGHh8fj8DAQLi5uUGhUKBKlSoGuWY0jXvp0qWoWrUqbG1t4eHhgTFjxuD169eFFO0bhw8fRufOneHu7g6ZTIadO3fmuU5ERATq168PhUKBSpUqYf369XqPs7CZcp1lrEy1LjV2plzXk/a0Pe+mZNq0aZDJZGqTj4+PtPz169cIDAxE6dKlUaJECXTv3h2xsbEGjLhg8vo8FkJg6tSpcHNzg62tLQICAnDz5k21MnFxcejduzfs7e3h6OiIQYMGISkpqRCPQjt5HfuAAQOyXAvt2rVTK2Oqx25sdH3/k5/rtjDo+h4kP9ekvmlyTOvXr88Sr42NjVoZYzhXmhxTq1atshyTTCZDx44dpTKGPk/6+p6ll3sAYWbCwsKEtbW1WLt2rfjvv//EkCFDhKOjo4iNjc22/NGjR4VcLhfz588XV65cEZMnTxZWVlbi0qVLhRy55rF/8sknIjQ0VJw/f15cvXpVDBgwQDg4OIj79+8bddwqUVFRomzZsqJ58+bi/fffL5xg36Jp7CkpKaJBgwaiQ4cO4siRIyIqKkpERESICxcuGHXcGzduFAqFQmzcuFFERUWJffv2CTc3NzFmzJhCjXvPnj3i66+/Ftu3bxcAxI4dO3Itf/v2bVGsWDERFBQkrly5IpYtWybkcrnYu3dv4QRcCEy5zjJWplqXGjtTrutJe9qed1MTHBwsatSoIR49eiRNT548kZZ//vnnwsPDQ4SHh4szZ86Ixo0biyZNmhgw4oLJ6/N47ty5wsHBQezcuVP8+++/okuXLsLLy0u8evVKKtOuXTtRp04dceLECfHPP/+ISpUqiY8//riQj0RzeR17//79Rbt27dSuhbi4OLUypnrsxkQf9z/5uW71TR/3IPm5JvVJ02Nat26dsLe3V4s3JiZGrYyhz5Wmx/Ts2TO147l8+bKQy+Vi3bp1UhlDnyd9fM/S1z2A2SWhGjVqJAIDA6X/MzIyhLu7uwgJCcm2fI8ePUTHjh3V5vn5+YnPPvtMr3FmR9PY35aeni7s7OzEhg0b9BVitrSJOz09XTRp0kT88MMPon///gb7YqJp7CtWrBDe3t4iNTW1sELMlqZxBwYGinfeeUdtXlBQkGjatKle48xNfirH8ePHixo1aqjN69mzp2jbtq0eIytcplxnGStTrUuNnSnX9aS9gr6fTEVwcLCoU6dOtsvi4+OFlZWV2Lp1qzTv6tWrAoA4fvx4IUWoP29/HiuVSuHq6ioWLFggzYuPjxcKhUL88ssvQgghrly5IgCI06dPS2X+/PNPIZPJxIMHDwot9oLKKQmVW11lLsduaLq+/8nPdVsY9HEPYujPT02Pad26dcLBwSHH7RnDuSroeVqyZImws7MTSUlJ0jxDn6fMdPU9S1/3AGb1OF5qairOnj2LgIAAaZ6FhQUCAgJw/PjxbNc5fvy4WnkAaNu2bY7l9UWb2N/28uVLpKWloVSpUvoKMwtt454xYwacnZ0xaNCgwggzW9rE/ttvv8Hf3x+BgYFwcXFBzZo1MWfOHGRkZBRW2FrF3aRJE5w9e1ZqPnn79m3s2bMHHTp0KJSYtWUs7099MeU6y1iZal1q7Ey5rift6eL9ZEpu3rwJd3d3eHt7o3fv3oiOjgYAnD17FmlpaWqvg4+PD8qXL2+Wr0NUVBRiYmLUjtfBwQF+fn7S8R4/fhyOjo5o0KCBVCYgIAAWFhY4efJkocesaxEREXB2dkbVqlUxbNgwPHv2TFpm7sdeGPRx/5Of61bf9HkPkts1qU/aHlNSUhIqVKgADw8PvP/++/jvv/+kZYY+V7o4T2vWrEGvXr1QvHhxtfmGOk/ayOs9pc97ALNKQj19+hQZGRlwcXFRm+/i4oKYmJhs14mJidGovL5oE/vbvvrqK7i7u2e5mPRJm7iPHDmCNWvWYPXq1YURYo60if327dvYtm0bMjIysGfPHkyZMgWLFi3CrFmzCiNkANrF/cknn2DGjBlo1qwZrKysULFiRbRq1QqTJk0qjJC1ltP7MzExEa9evTJQVLpjynWWsTLVutTYmXJdT9rTxfvJVPj5+WH9+vXYu3cvVqxYgaioKDRv3hwvXrxATEwMrK2t4ejoqLaOOb4OAKRjyu28x8TEwNnZWW25paUlSpUqZfKvSbt27fDjjz8iPDwc8+bNw99//4327dtLPzia87EXFn3c/+TnutU3fd2D5HVN6pM2x1S1alWsXbsWu3btws8//wylUokmTZrg/v37AAx/rgp6nk6dOoXLly9j8ODBavMNeZ60kdf3LH3eA1gWaG0yGnPnzkVYWBgiIiKydPxmTF68eIG+ffti9erVcHJyMnQ4GlMqlXB2dsaqVasgl8vh6+uLBw8eYMGCBQgODjZ0eDmKiIjAnDlzsHz5cvj5+SEyMhKjRo3CzJkzMWXKFEOHR2Q0TKUuNXamXtdT0dO+fXvp79q1a8PPzw8VKlTAli1bYGtra8DIqLD16tVL+rtWrVqoXbs2KlasiIiICLRp08aAkZG5y+kexNSuSX9/f/j7+0v/N2nSBNWqVcP333+PmTNnGjAy3VizZg1q1aqFRo0aqc03tfNkSGbVEsrJyQlyuTzLaCWxsbFwdXXNdh1XV1eNyuuLNrGrLFy4EHPnzsVff/2F2rVr6zPMLDSN+9atW7hz5w46d+4MS0tLWFpa4scff8Rvv/0GS0tL3Lp1q7BC1+o1d3NzQ5UqVSCXy6V51apVQ0xMDFJTU/Uar4o2cU+ZMgV9+/bF4MGDUatWLXTr1g1z5sxBSEgIlEplYYStlZzen/b29mbxpcCU6yxjZap1qbEz5bqetFeQ95Opc3R0RJUqVRAZGQlXV1ekpqYiPj5erYy5vg6qY8rtvLu6uuLx48dqy9PT0xEXF2d2r4m3tzecnJwQGRkJoGgdu77o4/4nP9etvhXWPcjb16Q+6eJzwMrKCvXq1VN7D6m2oe02C6Igx5ScnIywsLB8dTNQmOdJG3l9z9LnPYBZJaGsra3h6+uL8PBwaZ5SqUR4eLhaNjYzf39/tfIAsH///hzL64s2sQPA/PnzMXPmTOzdu1ft2fTComncPj4+uHTpEi5cuCBNXbp0QevWrXHhwgV4eHgYbewA0LRpU0RGRqolbm7cuAE3NzdYW1vrPWZAu7hfvnwJCwv1t7sqkfam7zrjZCzvT30x5TrLWJlqXWrsTLmuJ+1p+34yB0lJSbh16xbc3Nzg6+sLKysrtdfh+vXriI6ONsvXwcvLC66urmrHm5iYiJMnT0rH6+/vj/j4eJw9e1Yqc/DgQSiVSvj5+RV6zPp0//59PHv2DG5ubgCK1rHriz7uf/Jz3epbYd2DvH1N6pMuPgcyMjJw6dIlKV5Dn6uCHNPWrVuRkpKCPn365LmfwjxP2sjrPaXXe4ACdWtuhMLCwoRCoRDr168XV65cEUOHDhWOjo7SsJB9+/YVEyZMkMofPXpUWFpaioULF4qrV6+K4OBggw13rmnsc+fOFdbW1mLbtm1qQ0G+ePHCqON+myFHEtA09ujoaGFnZydGjBghrl+/Lnbv3i2cnZ3FrFmzjDru4OBgYWdnJ3755Rdx+/Zt8ddff4mKFSuKHj16FGrcL168EOfPnxfnz58XAMTixYvF+fPnxd27d4UQQkyYMEH07dtXKq8aOnTcuHHi6tWrIjQ0NMvQoabOlOssY2WqdamxM+W6nrSX13k3F2PHjhUREREiKipKHD16VAQEBAgnJyfx+PFjIYQQn3/+uShfvrw4ePCgOHPmjPD39xf+/v4Gjlp7eX0ez507Vzg6Oopdu3aJixcvivfffz/L8Ont2rUT9erVE//H3n2HNXX9fwB/h7CUKbLEgQrugYqKuHBQcW+r1ipYq21dtVZb7XC3jrpa62itxbpKxV3rXrjQWhW3OAp1gigylZnz+4Nf7tfIkBG4SXi/nifPQ+49ufdzk5tD8sk5n3v27Flx8uRJUaNGDTF48GC5Dinf8jr2xMREMWnSJBEaGioiIiLEoUOHRJMmTUSNGjVESkqKtA19PXZdUhyff/Jz3uracb3pM0h+z0ldOqaZM2eK/fv3i7t374rz58+LQYMGCXNzc3Ht2jWN45bztSrsZ5rWrVuLgQMHZluuC69TcXzPKq7PAAaXhBJCiGXLlokqVaoIU1NT0bx5c3HmzBlpnY+Pj/D399dov3nzZlGzZk1hamoq6tWrJ/76668Sjvh/ChK7q6urAJDtNn36dJ2O+3VyfzEpaOynT58WXl5ewszMTFSvXl188803IiMjo4SjLljc6enpYsaMGcLNzU2Ym5uLypUri9GjR4vnz5+XaMxHjx7N8ZxVx+rv7y98fHyyPaZRo0bC1NRUVK9eXQQGBpZozCVBn/ssXaWvfamu0+e+ngovr9fdUAwcOFBUqFBBmJqaiooVK4qBAweKO3fuSOtfvnwpRo8eLcqVKyfKli0r+vTpIx4/fixjxEXzpv/HKpVKfP3118LJyUmYmZmJjh07ivDwcI1tPHv2TAwePFhYWloKa2trMXz4cL1I3ud17C9evBCdOnUSDg4OwsTERLi6uoqRI0dm+8Klr8eua7T9+Sc/521J0OZnkPyek7p0TBMmTJDaOjk5ia5du4oLFy5obE8XXquCnn83b94UAMSBAweybUsXXqfi+p5VHJ8BFELo8FwcIiIiIiIiIiIyCAZVE4qIiIiIiIiIiHQTk1BERERERERERFTsmIQiIiIiIiIiIqJixyQUEREREREREREVOyahiIiIiIiIiIio2DEJRURERERERERExY5JKCIiIiIiIiIiKnZMQhERERERERERUbFjEoqIiIiIiIiIiIodk1BERERERERERFTsmIQiIiIiIiIiIqJixyQUEREREREREREVOyahiIiIiIiIiIio2DEJRURERERERERExY5JKCIiIiIiIiIiKnZMQhERERERERERUbFjEoqIiIiIiIiIiIodk1BU7GbMmAGFQlHs+zl27BgUCgWOHTtW7PsiIsNUlP5K/dinT5++sa1CocDYsWMLtR+5BAQEoGrVqnKHQWQw2N+8Wbt27dCuXTu5wyDSqqpVqyIgIEC6n9N3mHbt2qF+/folHxxRCWASinSGQqGQbkZGRnBxcUGnTp2YVKJSa+3atVAoFDA3N8fDhw+zrTeUDygvXrzAjBkz8v1eV39YUygUOH/+fLb1AQEBsLS01HKUhiUyMhIKhQILFy7McX1+vuAW5XVTKBRQKpVwdHRE//79cePGjcIcBgDg22+/xY4dOwr9eMrC/iZn7G+KTt3fKBQKzJkzJ8c2Q4YMgUKhkPW5VL8H1DdjY2NUrFgRAQEBOb4n8qOg5xvptytXrqB///5wdXWFubk5KlasiLfeegvLli2TO7Ricf36dcyYMQORkZHZ1q1YsQJr167V+j5VKhXWrVsHLy8v2NnZwcrKCjVr1sSwYcNw5swZre+PigeTUKRT3nrrLaxfvx6//fYbPvzwQ1y+fBkdOnTA3r173/jYtm3b4uXLl2jbtm0JREpUclJTUzFv3jy5wyg2L168wMyZMwv1IX3GjBlajeWrr77Cy5cvtbpNQ7F69WqEh4dL9wv7uo0fPx7r16/HL7/8giFDhuCvv/5CmzZtEBUVVai4mITSLvY3uWN/UzTm5ub4/fffsy1PTk7Gzp07YW5unm3dgQMHcODAgZIITzJr1iysX78eq1atQpcuXbBhwwb4+PggJSWlwNsqyvlG+uX06dNo2rQpLl26hJEjR+LHH3/E+++/DyMjI3z//fcabcPDw7F69WqZItWe69evY+bMmSWahBo/fjz8/f1RoUIFzJgxA/Pnz0eXLl1w5swZ7Nu3T+v7o+JhLHcARK+qWbMm3n33Xel+nz590LBhQyxduhRdunTJ8TEpKSkwNTWFkZFRjh9giPRdo0aNsHr1akydOhUuLi5yh4Pk5GRYWFjIHQYaNWqE3bt348KFC2jSpIlWtmlsbAxjY8P416jt18nExEQr22nTpg369+8v3a9VqxY++ugjrFu3Dp999plW9kGFx/4mZ+xv8paf16lr167Ytm0bLl26BA8PD2n5zp07kZaWhs6dO+PIkSMajzE1NS2WePPSpUsXNG3aFADw/vvvw97eHvPnz8euXbvw9ttvl3g8pB+++eYb2NjY4Ny5c7C1tdVY9+TJE437ZmZmJRiZ4YiOjsaKFSswcuRI/Pzzzxrrli5dipiYmBKLJSMjAyqVSpY+yhBwJBRp1cmTJ9GsWTOYm5vDzc0NP/30U5G216BBA9jb2yMiIgLA/4bFBwUF4auvvkLFihVRtmxZJCQk5Dmf+vLly/Dx8UHZsmXh7u6OLVu2AABCQkLg5eWFMmXKoFatWjh06FC2GB4+fIj33nsPTk5OMDMzQ7169fDrr78W6biICuKLL75AZmZmvkcnbNiwAZ6enihTpgzs7OwwaNAg3L9/X6PNiRMnMGDAAFSpUgVmZmaoXLkyPvnkk2y/yqunmty9exddu3aFlZUVhgwZAiBrSPTSpUtRr149mJubw8nJCR988AGeP3+usY1//vkHfn5+sLe3R5kyZVCtWjW89957ALKmaTg4OAAAZs6cKU2DyM+Ig3HjxqFcuXL5Hp2wd+9etGnTBhYWFrCyskK3bt1w7do1jTY51Wh5+fIlxo8fD3t7e1hZWaFnz554+PBhrnHGxcUhICAAtra2sLGxwfDhw/HixYscY9q4cSNq1aoFc3NzeHp64vjx49naXLx4EV26dIG1tTUsLS3RsWPHbEPO1dNIQkJCMHr0aDg6OqJSpUr5el7y69WaUEV53V7Xpk0bAMDdu3c1li9cuBAtW7ZE+fLlUaZMGXh6ekp9t5pCoUBycjJ+++03KYZX62yw/y449jc5Y3/zP4Xtb7y9vVGtWjVs2rQpW1ydO3eGnZ1dtsfkVBNq2bJlqFevHsqWLYty5cqhadOmGttMTEzEhAkTULVqVZiZmcHR0RFvvfUWLly48MYYc5JTH5WWloZp06bB09MTNjY2sLCwQJs2bXD06FGpTX7Ot5s3b6J///6ws7ODubk5mjZtil27dhUqTpLX3bt3Ua9evWwJKABwdHTUuP96Tai8XL9+He3bt0fZsmVRsWJFLFiwIFubJ0+eYMSIEXBycoK5uTk8PDzw22+/abTJrXauerrs66OW3nRurl27FgMGDAAAtG/fXjq/jx07hqpVq+LatWsICQmRlr/6Po6Li8OECRNQuXJlmJmZwd3dHfPnz4dKpcrzuYiIiIAQAq1atcq2TqFQZHue4+Li8Mknn0h9QaVKlTBs2DCNUgP5ee5eLWGwdOlSuLm5wczMDNevX8/Xc0XZGcbPL6QTrly5gk6dOsHBwQEzZsxARkYGpk+fDicnp0Jv8/nz53j+/Dnc3d01ls+ePRumpqaYNGkSUlNT88xCP3/+HN27d8egQYMwYMAArFy5EoMGDcLGjRsxYcIEfPjhh3jnnXfw3XffoX///rh//z6srKwAZGXcW7RoIRX1dHBwwN69ezFixAgkJCRgwoQJhT42ovyqVq0ahg0bhtWrV2PKlCl5jk745ptv8PXXX+Ptt9/G+++/j5iYGCxbtgxt27bFxYsXpQ9HwcHBePHiBT766COUL18ef//9N5YtW4YHDx4gODhYY5sZGRnw8/ND69atsXDhQpQtWxYA8MEHH2Dt2rUYPnw4xo8fj4iICPz444+4ePEiTp06BRMTEzx58kTqF6ZMmQJbW1tERkZi27ZtAAAHBwesXLkSH330Efr06YO+ffsCABo2bPjG58Xa2hqffPIJpk2b9sbRCevXr4e/vz/8/Pwwf/58vHjxAitXrkTr1q1x8eLFPAtuBwQEYPPmzRg6dChatGiBkJAQdOvWLdf2b7/9NqpVq4a5c+fiwoUL+OWXX+Do6Ij58+drtAsJCcEff/yB8ePHw8zMDCtWrEDnzp3x999/S7V3rl27hjZt2sDa2hqfffYZTExM8NNPP6Fdu3ZSEv1Vo0ePhoODA6ZNm4bk5OQ3PocvXrzIse5Tbl9i1Yryur1OPYy/XLlyGsu///579OzZE0OGDEFaWhqCgoIwYMAA7N69W3r+169fj/fffx/NmzfHqFGjAABubm4A2H8XFvubnLG/KXp/AwCDBw/Ghg0bMG/ePKnu3IEDB7B+/fp8TaVZvXo1xo8fj/79++Pjjz9GSkoKLl++jLNnz+Kdd94BAHz44YfYsmULxo4di7p16+LZs2c4efIkbty4UahRbDn1UQkJCfjll18wePBgjBw5EomJiVizZg38/Pzw999/o1GjRm88365du4ZWrVqhYsWKmDJlCiwsLLB582b07t0bW7duRZ8+fQocK8nH1dUVoaGhuHr1qtbq5z1//hydO3dG37598fbbb2PLli34/PPP0aBBA2mGyMuXL9GuXTvcuXMHY8eORbVq1RAcHIyAgADExcXh448/LvB+83Nutm3bFuPHj8cPP/yAL774AnXq1AEA1KlTB0uXLsW4ceNgaWmJL7/8EgCk74MvXryAj48PHj58iA8++ABVqlTB6dOnMXXqVDx+/BhLly7NNS5XV1cAWf9TBgwYIP1/yElSUhLatGmDGzdu4L333kOTJk3w9OlT7Nq1Cw8ePIC9vX2Bn7vAwECkpKRg1KhRMDMzg52dHd/HhSWItKR3797C3Nxc/Pfff9Ky69evC6VSKfJzqgEQI0aMEDExMeLJkyfi7NmzomPHjgKAWLRokRBCiKNHjwoAonr16uLFixcaj1evO3r0qLTMx8dHABCbNm2Slt28eVMAEEZGRuLMmTPS8v379wsAIjAwUFo2YsQIUaFCBfH06VONfQ0aNEjY2Nhki4FImwIDAwUAce7cOXH37l1hbGwsxo8fL6338fER9erVk+5HRkYKpVIpvvnmG43tXLlyRRgbG2ssz+ncnTt3rlAoFBrvYX9/fwFATJkyRaPtiRMnBACxceNGjeX79u3TWL59+3bpGHITExMjAIjp06fn8Wz8j/q9HhwcLOLi4kS5cuVEz549NWK2sLCQ7icmJgpbW1sxcuRIje1ERUUJGxsbjeXTp0/X6K/Onz8vAIgJEyZoPDYgICBbzOrHvvfeexpt+/TpI8qXL6+xDIAAIP755x9p2X///SfMzc1Fnz59pGW9e/cWpqam4u7du9KyR48eCSsrK9G2bVtpmfpcad26tcjIyMj5iXtFRESEFENet5iYGOkx/v7+wtXVVbpf2Nft119/FTExMeLRo0di3759wt3dXSgUCvH3339rtH/9HE1LSxP169cXHTp00FhuYWEh/P39s+2P/XfBsL/JGfsb7fU33333nbh69aoAIE6cOCGEEGL58uXC0tJSJCcnZ3suhcg673x8fKT7vXr10jgPc2JjYyPGjBnzxrhepz6uQ4cOiZiYGHH//n2xZcsW4eDgIMzMzMT9+/elthkZGSI1NVXj8c+fPxdOTk4ar0le51vHjh1FgwYNREpKirRMpVKJli1biho1ahQ4fpLXgQMHhFKpFEqlUnh7e4vPPvtM7N+/X6SlpWVr6+rqqvF/K6/vMOvWrZOWpaamCmdnZ9GvXz9p2dKlSwUAsWHDBmlZWlqa8Pb2FpaWliIhISHXfQjxv/fnq99/8ntuBgcH57hNIYSoV6+exntXbfbs2cLCwkLcunVLY/mUKVOEUqkU9+7dy/aYVw0bNkwAEOXKlRN9+vQRCxcuFDdu3MjWbtq0aQKA2LZtW7Z1KpVKCJH/5079HFlbW4snT55obIvv48LhdDzSiszMTOzfvx+9e/dGlSpVpOV16tSBn59fvrezZs0aODg4wNHREV5eXjh16hQmTpyY7Rdrf39/lClTJl/btLS0xKBBg6T7tWrVgq2tLerUqaPxq57673///RcAIITA1q1b0aNHDwgh8PTpU+nm5+eH+Pj4Qg/tJiqo6tWrY+jQofj555/x+PHjHNts27YNKpUKb7/9tsb56uzsjBo1amhME3j1/ZOcnIynT5+iZcuWEELg4sWL2bb90UcfadwPDg6GjY0N3nrrLY19eXp6wtLSUtqXeiTE7t27kZ6eXtSnIRsbGxtMmDABu3btyjFuADh48CDi4uIwePBgjViVSiW8vLw0npfXqX+ZHz16tMbycePG5fqYDz/8UON+mzZt8OzZMyQkJGgs9/b2hqenp3S/SpUq6NWrF/bv34/MzExkZmbiwIED6N27N6pXry61q1ChAt555x2cPHky2zZHjhwJpVKZa2yvGzVqFA4ePJjtNnTo0Hxvo6Dee+89ODg4wMXFBZ07d0Z8fDzWr1+PZs2aabR79Rx9/vw54uPj0aZNm3z1u+y/i4b9Tc7Y3xStvwGAevXqoWHDhlKB8k2bNqFXr155jmh4la2tLR48eIBz587l2ebs2bN49OhRgWJT8/X1hYODAypXroz+/fvDwsICu3bt0phyqFQqpVH4KpUKsbGxyMjIQNOmTfPVt8TGxuLIkSN4++23kZiYKJ0nz549g5+fH27fvl3oK/KRPN566y2EhoaiZ8+euHTpEhYsWAA/Pz9UrFix0FOzLC0tNWrlmpqaonnz5tJ3FQDYs2cPnJ2dMXjwYGmZiYkJxo8fj6SkJISEhBRon8V9bgYHB6NNmzYoV66cRh/p6+uLzMzMHKcJvyowMBA//vgjqlWrhu3bt2PSpEmoU6cOOnbsqBHX1q1b4eHhkeNIJPU06II+d/369ZOm2AJ8HxcFk1CkFTExMXj58iVq1KiRbV2tWrWkv2NjYxEVFSXd4uPjNdr26tULBw8exKFDh3D27Fk8ffoUixYtgpGR5qlarVq1fMdWqVKlbDUXbGxsULly5WzLAEj1JWJiYhAXF4eff/4ZDg4OGrfhw4cDyF5okKg4ffXVV8jIyMi1Vsvt27chhECNGjWynbM3btzQOF/v3buHgIAA2NnZwdLSEg4ODvDx8QGAbO9LY2PjbPU+bt++jfj4eDg6OmbbV1JSkrQvHx8f9OvXDzNnzoS9vT169eqFwMBApKamau15+fjjj2Fra5trrZbbt28DADp06JAt1gMHDuT5Pv7vv/9gZGSUrc95fYrwq15NxAP/m8Lxeu2anPrLmjVr4sWLF4iJiUFMTAxevHih0Yeq1alTByqVKlvtnYL0jeoYfH19s91e/RKqbdOmTcPBgwexfft2DBs2DPHx8dn6eCArkdCiRQuYm5vDzs5Omtry+vmZE/bfRcf+Jmfsb/6noP2N2jvvvIPg4GDcuXMHp0+flqbR5cfnn38OS0tLNG/eHDVq1MCYMWNw6tQpjTYLFizA1atXUblyZTRv3hwzZszQ+NL+JsuXL8fBgwexZcsWdO3aFU+fPs2xkPRvv/2Ghg0bwtzcHOXLl4eDgwP++uuvfPVRd+7cgRACX3/9dbbzZPr06QDYR+mjZs2aYdu2bXj+/Dn+/vtvTJ06FYmJiejfv79UP6ggcvoOU65cOY3393///YcaNWpk+z+qnh7333//FWifxX1u3r59G/v27cu2bV9f33xt28jICGPGjMH58+fx9OlT7Ny5E126dMGRI0c0Bh3cvXv3jdMiC/rcvd7n8X1ceKwJRSWqb9++Glllf39/jUJ4lSpVkjqhvOR3FBSAXH+ly225EAIApOJ47777Lvz9/XNsW5j6J0SFVb16dbz77rv4+eefMWXKlGzrVSoVFAoF9u7dm+P5bWlpCSBr5OJbb72F2NhYfP7556hduzYsLCzw8OFDBAQEZCsMaWZmlu0ftEqlgqOjIzZu3JhjrOpfihQKBbZs2YIzZ87gzz//xP79+/Hee+9h0aJFOHPmjBRTUahHJ8yYMSPH0Qnq41m/fj2cnZ2zrdf21ane1LcUp4L0jXJp0KCB1M/37t0bL168wMiRI9G6dWvpx4ETJ06gZ8+eaNu2LVasWIEKFSrAxMQEgYGB2Yoa54T9d9Gxv8kZ+5v/KWx/M3jwYEydOhUjR45E+fLl0alTp3w/tk6dOggPD8fu3buxb98+bN26FStWrMC0adMwc+ZMAFl1stq0aYPt27fjwIED+O677zB//nxs27Yt1ystv6p58+bS1fF69+6N1q1b45133kF4eLh0Dm3YsAEBAQHo3bs3Jk+eDEdHRyiVSsydOzfbRRZyoj5PJk2alOuMgbySj6TbTE1N0axZMzRr1gw1a9bE8OHDERwcLCUm8kub7+/Xk1lqmZmZGveL+9xUqVR46623cr0abs2aNfO9rfLly6Nnz57o2bOnVLvuv//+k2pHadvrfR7fx4XHJBRphYODA8qUKSP9Aviq8PBw6e9FixZpZO914fLPuXFwcICVlRUyMzPzlRgjKglfffUVNmzYkK3oLJBVkFkIgWrVquX5T/zKlSu4desWfvvtNwwbNkxafvDgwXzH4ebmhkOHDqFVq1b5+iLSokULtGjRAt988w02bdqEIUOGICgoCO+//36uH4wKYsKECVi6dClmzpyZ7co06kLVjo6OBX4vu7q6QqVSISIiQmMkwZ07d4occ0795a1bt1C2bFnpS3XZsmU1+lC1mzdvwsjIKNuIzpKkjdcNAObNm4ft27fjm2++wapVqwBkDaM3NzfH/v37NUYgBAYG5isO9t/awf4mZ+xviqZKlSpo1aoVjh07ho8++qjAiTkLCwsMHDgQAwcORFpaGvr27YtvvvkGU6dOhbm5OYCsaYSjR4/G6NGj8eTJEzRp0gTffPNNvpJQr1Inltq3b48ff/xRSshu2bIF1atXx7Zt2zTOqdeTDLmdb+rRpiYmJuyjDJw6oZnb1OaicnV1xeXLl6FSqTQS+Ddv3pTWA/8bJRkXF6fx+NdH+xTk3MyrP81tnZubG5KSkrR+3jdt2hQhISF4/PgxXF1d4ebmhqtXr+b5mPw+d7nh+7jwOB2PtEKpVMLPzw87duzAvXv3pOU3btzA/v37pfuenp4aUz7q1q0rR7j5olQq0a9fP2zdujXHTiwmJkaGqKi0c3Nzw7vvvouffvoJUVFRGuv69u0LpVKJmTNnZvuVTAiBZ8+eAfjfL2uvthFC4Pvvv893HG+//TYyMzMxe/bsbOsyMjKkDznPnz/PFkujRo0AQJoio64F8voHo4JQj07YuXMnwsLCNNb5+fnB2toa3377bY51YvJ6L6t/2VqxYoXG8mXLlhU6VrXQ0FCN2iH379/Hzp070alTJyiVSiiVSnTq1Ak7d+6Urs4EZF31bdOmTWjdujWsra2LHEdhaeN1A7LO6X79+mHt2rXSOa1UKqFQKDR+oY2MjMSOHTuyPd7CwiJbDOy/tYP9Tc7Y3xTdnDlzMH369DzrXeVEfV6pmZqaom7duhBCID09HZmZmdmmwzk6OsLFxaXQ0zLbtWuH5s2bY+nSpUhJSQGQ83l99uxZhIaGajw2t/PN0dER7dq1w08//ZRjcoJ9lP45evRojiOU9uzZAwA5TnXVhq5duyIqKgp//PGHtCwjIwPLli2DpaWlNPXZ1dUVSqUyW82l1/ubgpybFhYWAHLuT3P63wxk9eehoaEa3w/V4uLikJGRkeuxRkVF5TitMS0tDYcPH4aRkZE08qhfv364dOkStm/fnq29+nXK73OXG76PC48joUhrZs6ciX379qFNmzYYPXq09CauV68eLl++LHd4hTJv3jwcPXoUXl5eGDlyJOrWrYvY2FhcuHABhw4dQmxsrNwhUin05ZdfYv369QgPD0e9evWk5W5ubpgzZw6mTp2KyMhI9O7dG1ZWVoiIiMD27dsxatQoTJo0CbVr14abmxsmTZqEhw8fwtraGlu3bs1WQyQvPj4++OCDDzB37lyEhYWhU6dOMDExwe3btxEcHIzvv/8e/fv3x2+//YYVK1agT58+cHNzQ2JiIlavXg1ra2t07doVQNbw5rp16+KPP/5AzZo1YWdnh/r16xf4Escff/wxlixZgkuXLkkfjICsS6uvXLkSQ4cORZMmTTBo0CA4ODjg3r17+Ouvv9CqVSv8+OOPOW7T09MT/fr1w9KlS/Hs2TPpkum3bt0CULTRQPXr14efn5/GJdMBSFNKgKwvagcPHkTr1q0xevRoGBsb46effkJqaioWLFhQ6H1rg7ZeNwCYPHkyNm/ejKVLl2LevHno1q0bFi9ejM6dO+Odd97BkydPsHz5cri7u2f7f+Lp6YlDhw5h8eLFcHFxQbVq1eDl5cX+W0vY3+SM/U3R+Pj4vPELXk46deoEZ2dntGrVCk5OTrhx4wZ+/PFHdOvWDVZWVoiLi0OlSpXQv39/eHh4wNLSEocOHcK5c+ewaNGiQsc7efJkDBgwAGvXrsWHH36I7t27Y9u2bejTpw+6deuGiIgIrFq1CnXr1kVSUpL0uLzOt+XLl6N169Zo0KABRo4cierVqyM6OhqhoaF48OABLl26VOh4qeSNGzcOL168QJ8+fVC7dm2kpaXh9OnT+OOPP1C1alWpHqG2jRo1Cj/99BMCAgJw/vx5VK1aFVu2bMGpU6ewdOlSWFlZAchKng8YMADLli2DQqGAm5sbdu/enWPNovyem40aNYJSqcT8+fMRHx8PMzMzdOjQAY6OjvD09MTKlSsxZ84cuLu7w9HRER06dMDkyZOxa9cudO/eHQEBAfD09ERycjKuXLmCLVu2IDIyEvb29jke64MHD9C8eXN06NABHTt2hLOzM548eYLff/8dly5dwoQJE6THTp48GVu2bMGAAQPw3nvvwdPTE7Gxsdi1axdWrVoFDw+PfD93eeH7uJBK4Ap8VIqEhIQIT09PYWpqKqpXry5WrVqV7RLEuQHwxkvqvnqp5NzWvX5505wu5evq6iq6deuWrxiio6PFmDFjROXKlYWJiYlwdnYWHTt2FD///PMbj4moKF69ZPrr1Jcyz+n83rp1q2jdurWwsLAQFhYWonbt2mLMmDEiPDxcanP9+nXh6+srLC0thb29vRg5cqS4dOlStsv05nTJ7Ff9/PPPwtPTU5QpU0ZYWVmJBg0aiM8++0w8evRICCHEhQsXxODBg0WVKlWEmZmZcHR0FN27d9e4VLgQQpw+fVrqO/CGy6fn1Q+o+5ucYj569Kjw8/MTNjY2wtzcXLi5uYmAgACNWHLqr5KTk8WYMWOEnZ2dsLS0FL179xbh4eECgJg3b162x8bExGg8Xv06RkRESMvUfc2GDRtEjRo1hJmZmWjcuHGOlzm+cOGC8PPzE5aWlqJs2bKiffv24vTp0znuI69L07/q1Uum5ySnY/H39xeurq4a7bT1ugkhRLt27YS1tbWIi4sTQgixZs0a6bmpXbu2CAwMzPH1uXnzpmjbtq0oU6aMAKBx2Wv23/nH/iZn7G+Kv79Ry+n19/Hx0bjM+08//STatm0rypcvL8zMzISbm5uYPHmyiI+PF0JkXcJ+8uTJwsPDQ1hZWQkLCwvh4eEhVqxY8cY48zquzMxM4ebmJtzc3ERGRoZQqVTi22+/Fa6urtLzuXv37gL3k3fv3hXDhg0Tzs7OwsTERFSsWFF0795dbNmy5Y3xkm7Zu3eveO+990Tt2rWFpaWlMDU1Fe7u7mLcuHEiOjpao62rq6vG/6qCfIfJ6RyLjo4Ww4cPF/b29sLU1FQ0aNBAo29Vi4mJEf369RNly5YV5cqVEx988IG4evVqtr5YiPyfm6tXrxbVq1cXSqVS4xiioqJEt27dhJWVlQCg8T5OTEwUU6dOFe7u7sLU1FTY29uLli1bioULF4q0tLRcn+OEhATx/fffCz8/P1GpUiVhYmIirKyshLe3t1i9erVQqVQa7Z89eybGjh0rKlasKExNTUWlSpWEv7+/ePr0aYGeuzf1YXwfF5xCiBKoXEhERGRAwsLC0LhxY2zYsAFDhgyROxwiMmDsb4iIyJCwJhQREVEeXr58mW3Z0qVLYWRkhLZt28oQEREZKvY3RERk6FgTioiIKA8LFizA+fPn0b59exgbG2Pv3r3Yu3cvRo0aJevV6YjI8LC/ISIiQ8fpeERERHk4ePAgZs6cievXryMpKQlVqlTB0KFD8eWXXxb40uJERHlhf0NERIaOSSgiIiIiIiIiIip2rAlFRERERERERETFjkkoIiIiIiIiIiIqdqUuCSWEQEJCAjgLkYjkxL6IiOTGfoiI5MZ+iKj0KXVJqMTERNjY2CAxMVHuUIioFGNfRERyYz9ERHJjP0RU+pS6JBQREREREREREZU8JqGIiIiIiIiIiKjYMQlFRERERERERETFjkkoIiIiIiIiIiIqdkxCERERERERERFRsWMSqpSLiIjAhQsX5A6DiIioWF24cAG//fYb/vnnH7lD0TvHjx/H2rVrcePGDblDISJ6o+TkZOzfvx/p6elyh0JEOWASqhSLiIhA48aN0aJFC9y7d0/ucIh00rx586BQKDBhwgRpWUpKCsaMGYPy5cvD0tIS/fr1Q3R0tHxBEtEbbd26FQEBAVi3bp3coeidZcuWYfjw4Th8+LDcoRARvdHs2bPRuXNnrF69Wu5QiCgHTEKVUunp6Rg8eDDi4+ORnp7OD5ZEOTh37hx++uknNGzYUGP5J598gj///BPBwcEICQnBo0eP0LdvX5miJKL8SEpKAgBYWlrKHIn+MTc3BwCkpqbKHAkR0ZtdvXoVAHD27FmZIyGinDAJVUp9/fXXGh3z8ePHZYyGSPckJSVhyJAhWL16NcqVKyctj4+Px5o1a7B48WJ06NABnp6eCAwMxOnTp3HmzBkZIyaivDAJVXhmZmYAskaBEhHpugcPHgAArl+/LnMkRJQTJqFKoQMHDmD+/PkAgJEjRwIAQkJC5AyJSOeMGTMG3bp1g6+vr8by8+fPIz09XWN57dq1UaVKFYSGhua6vdTUVCQkJGjciKjkqJNQVlZWMkeif9QjoZiEIiJ9oE5C3bhxAyqVSuZoiOh1TEKVMtHR0Rg2bBgA4MMPP8TChQthZGSEiIgI3L9/X+boiHRDUFAQLly4gLlz52ZbFxUVBVNTU9ja2mosd3JyQlRUVK7bnDt3LmxsbKRb5cqVtR02EeWBI6EKj9PxiEhfvHz5Es+ePQOQVaCc32+IdA+TUKWISqXCsGHDEB0djfr162Px4sWwtrZGkyZNAHBKHhEA3L9/Hx9//DE2btwoffHShqlTpyI+Pl668UMRUcliEqrwOB2PiPTFw4cPNe5zSh6R7mESqhTZsmULDhw4gDJlyuCPP/5AmTJlAABt27YFwCl5REDWdLsnT56gSZMmMDY2hrGxMUJCQvDDDz/A2NgYTk5OSEtLQ1xcnMbjoqOj4ezsnOt2zczMYG1trXEjopLDJFThcToeEemL13/kYxKKSPcwCVWKrF27FgAwceJE1K1bV1ru4+MDgCOhiACgY8eOuHLlCsLCwqRb06ZNMWTIEOlvExMTjStKhoeH4969e/D29pYxciLKC5NQhcfpeESkL9T1oNSYhCLSPcZyB0AlIyoqCvv37wcA+Pv7a6xr06YNFAoFwsPDERUVledoDiJDZ2Vlhfr162sss7CwQPny5aXlI0aMwMSJE2FnZwdra2uMGzcO3t7eaNGihRwhE1E+MAlVeBwJRUT6Qp2Esra2RkJCApNQRDqII6FKiU2bNkGlUsHb2xs1atTQWFeuXDk0aNAAAHDixAk5wiPSK0uWLEH37t3Rr18/tG3bFs7Ozti2bZvcYRFRHpiEKjzWhCIqnebOnYtmzZrBysoKjo6O6N27N8LDwzXapKSkYMyYMShfvjwsLS3Rr18/REdHyxTx/5JQHTp0AJA1EkoIIVs8RJQdk1ClxLp16wBAujLe69RT8lgXiii7Y8eOYenSpdJ9c3NzLF++HLGxsUhOTsa2bds4gpBIhwkhmIQqAo6EIiqdQkJCMGbMGJw5cwYHDx5Eeno6OnXqhOTkZKnNJ598gj///BPBwcEICQnBo0eP0LdvX9liVieh2rdvD6VSiYSEhGzFyolIXkxClQKXLl3CpUuXYGpqirfffjvHNuri5KwLRUREhiYlJQUqlQoAk1CFwZpQRKXTvn37EBAQgHr16sHDwwNr167FvXv3cP78eQBAfHw81qxZg8WLF6NDhw7w9PREYGAgTp8+jTNnzsgSszoJ5ebmJs3+4JQ8It3CJFQpsH79egBAjx49YGdnl2MbdRLqypUrePbsWYnFRkREVNzUo6AAoGzZsjJGop84HY+IgKykEwDp+8T58+eRnp4OX19fqU3t2rVRpUoVhIaGyhKjOglVqVIl6UJMTEIR6RYmoQxcRkYGNm7cCAAYOnRoru0cHR1Rp04dAMDJkydLJDYiIqKSoE5ClS1bFkqlUuZo9A+n4xGRSqXChAkT0KpVK+lCLVFRUTA1NYWtra1GWycnJ0RFReW4ndTUVCQkJGjctCU1NRVPnjwBwCQUkS5jEsrAHT58GFFRUShfvjy6dOmSZ1v1aCjWhSIiIkOiTkJZWVnJHIl+4nQ8IhozZgyuXr2KoKCgIm1n7ty5sLGxkW6VK1fWUoSQaj+Zm5vDzs5O2vbjx4+1tg8iKjomoQycuiD54MGDYWpqmmdbdXFy1oUiIiJDkpiYCID1oAqL0/GISrexY8di9+7dOHr0KCpVqiQtd3Z2RlpaGuLi4jTaR0dH53rBlqlTpyI+Pl663b9/X2txvjoVT6FQwNHREQAQExOjtX0QUdExCWXAEhISsH37dgC5XxXvVeqRUBcvXpTmfBMREek7XhmvaDgdj6h0EkJg7Nix2L59O44cOYJq1apprPf09ISJiQkOHz4sLQsPD8e9e/fg7e2d4zbNzMxgbW2tcdMWdRJKPQLKwcEBAJNQRLrGWO4ASHvOnz+PW7duSffPnTuHly9fonbt2mjatOkbH1+xYkW4ubnh7t27OH369Bun7xEREekDJqGKhtPxiEqnMWPGYNOmTdi5cyesrKykOk82NjYoU6YMbGxsMGLECEycOBF2dnawtrbGuHHj4O3tjRYtWpR4vK+OhAKYhCLSVUxCGYh79+6hRYsWyMjIyLZu6NChUCgU+dqOj48P7t69i5CQECahiIjIIDAJVTQcCUVUOq1cuRIA0K5dO43lgYGBCAgIAAAsWbIERkZG6NevH1JTU+Hn54cVK1aUcKRZcktCJSYmIjU1VZpaTETyYhLKQBw6dAgZGRmwt7dHw4YNpeUODg746KOP8r2dtm3b4tdff2VxciIiMhhMQhXNqzWhhBD5/mGLiPSbEOKNbczNzbF8+XIsX768BCLK2+tJKFtbWxgbGyMjIwMxMTEa9ayISD46VRNq7ty5aNasGaysrODo6IjevXsjPDxco01KSgrGjBmD8uXLw9LSEv369UN0dLRMEesOdTHxUaNG4fDhw9ItKCgI5cqVy/d21MXJ//nnHyQnJxdLrERERCWJSaiiUY+EEkIgPT1d5miIiHKmTkJVrFgRAKBQKGBvbw+AU/KIdIlOJaFCQkIwZswYnDlzBgcPHkR6ejo6deqkkQz55JNP8OeffyI4OBghISF49OgR+vbtK2PUukE9ckldXLywXF1dUblyZWRkZCA0NFQboREREcmKSaiiUSehANaFIiLdpb7SnrowOcC6UES6SKeSUPv27UNAQADq1asHDw8PrF27Fvfu3cP58+cBAPHx8VizZg0WL16MDh06wNPTE4GBgTh9+jTOnDkjc/TyuXfvHiIjI6FUKtGyZcsibUuhUEijodSjq4iIiPQZk1BF82odFdaFIiJdlJaWJs2OeXXaHZNQRLpHp5JQr4uPjwcA2NnZAci6+lt6ejp8fX2lNrVr10aVKlVK9agddbLI09MTVlZWRd6eejQV60IREZEh0LUk1PHjx9GjRw+4uLhAoVBgx44dGusDAgKgUCg0bp07d9ZoExsbiyFDhsDa2hq2trYYMWKEdJzaZmRkBBMTEwBMQhGRbnr8+DGEEDA1NZWm4AFMQhHpIp1NQqlUKkyYMAGtWrVC/fr1AQBRUVEwNTWFra2tRlsnJyfpkqGvS01NRUJCgsbN0GhrKp6aeiTU2bNn+WGTiIj0nq4loZKTk+Hh4ZFnId/OnTvj8ePH0u3333/XWD9kyBBcu3YNBw8exO7du3H8+HGMGjWq2GJWT8njdDwi0kWv1oMyMvrfV1wmoYh0j85eHW/MmDG4evUqTp48WaTtzJ07FzNnztRSVLpJPRJKnTwqqho1asDJyQnR0dH4+++/tZbcIiIikoOuJaG6dOmCLl265NnGzMwMzs7OOa67ceMG9u3bh3PnzqFp06YAgGXLlqFr165YuHAhXFxctB6zubk5EhMT+eMUEemk16+Mp8YkFJHu0cmRUGPHjsXu3btx9OhRjY7E2dkZaWlpiIuL02gfHR2d6we1qVOnIj4+XrqpC9YZisePH+PWrVtQKBRo3bq1Vrb5al0oTskjIiJ9p05CaWPKekk5duwYHB0dUatWLXz00Ud49uyZtC40NBS2trZSAgoAfH19YWRkhLNnzxZLPOq6UExCEZEuelMS6smTJyUeExHlTKeSUEIIjB07Ftu3b8eRI0dQrVo1jfWenp4wMTHB4cOHpWXh4eG4d+8evL29c9ymmZkZrK2tNW6G5MSJEwAADw+PbNMUi0I9+onFyYmISN/p2kioN+ncuTPWrVuHw4cPY/78+QgJCUGXLl2QmZkJIKs8gaOjo8ZjjI2NYWdnl2t5AqBoJQo4HY+IdBlHQhHpD52ajjdmzBhs2rQJO3fuhJWVlfRBysbGBmXKlIGNjQ1GjBiBiRMnws7ODtbW1hg3bhy8vb3RokULmaOXh7brQampR0KdPn0a6enpUkFSIiIifaNvSahBgwZJfzdo0AANGzaEm5sbjh07ho4dOxZ6u0UpUaBOQnEkFBHpInUSqnLlyhrLmYQi0j06NRJq5cqViI+PR7t27VChQgXp9scff0htlixZgu7du6Nfv35o27YtnJ2dsW3bNhmjlpc6CaWtelBqdevWhZ2dHV68eIHz589rddtEREQlSd+SUK+rXr067O3tcefOHQBZ5Qlen1qSkZGB2NjYXMsTAEUrUcDpeESkyzgSikh/6FQSSgiR4y0gIEBqY25ujuXLlyM2NhbJycnYtm1bnh+4DNnTp09x7do1AECbNm20um0jIyNpdBXrQhERkT7T9yTUgwcP8OzZM1SoUAEA4O3tjbi4OI0fiY4cOQKVSgUvL69ct1OUEgUcCUVEuuxNSai4uDikp6eXeFxElJ1OJaGoYNT1oOrWrSt1sNqkHl3FulBERKSvhBBITEwEoDtJqKSkJISFhSEsLAwAEBERgbCwMNy7dw9JSUmYPHkyzpw5g8jISBw+fBi9evWCu7s7/Pz8AAB16tRB586dMXLkSPz99984deoUxo4di0GDBhXLlfEA1oQiIt2VkZGBx48fA8iehLKzs4NCoQCQ9QM+EcmPSSg9pk4OaXsqnpp6JNTJkyelYqhERET6JC0tDRkZGQB0Jwn1zz//oHHjxmjcuDEAYOLEiWjcuDGmTZsGpVKJy5cvo2fPnqhZsyZGjBgBT09PnDhxQpoSBwAbN25E7dq10bFjR3Tt2hWtW7fGzz//XGwxcyQUEemq6OhoZGZmwtjYONtFG5RKJezt7QFwSh6RrtCpwuRUMMVVlFzNw8MD1tbWSEhIQFhYGDw9PYtlP0RERMVFPRUPACwsLGSM5H/atWsHIUSu6/fv3//GbdjZ2WHTpk3aDCtPrAlFRLpKPRXPxcUFSqUy23oHBwfExMQwCUWkIzgSSk/FxcVJw/iLKwmlVCrRunVrAJySR0RE+kmdhDI3N4exMX97KyxOxyMiXZVbPSg1Ficn0i1MQumpU6dOQQgBd3f3Yqv/APxvqt+2bduwdetW6XbkyJE8f8Ul0lcrV65Ew4YNpaK93t7e2Lt3r7Q+JSUFY8aMQfny5WFpaYl+/fohOjpaxoiJKC/6XpRcV3A6HhHpKvWVPpmEItIP/ElQT506dQpA8Y2CUnu1LtTJkyc11i1atAgTJ04s1v0TlbRKlSph3rx5qFGjBoQQ+O2339CrVy9cvHgR9erVwyeffIK//voLwcHBsLGxwdixY9G3b1/pPUlEuoVJKO3gdDwi0lUcCUWkX5iE0lN3794FADRo0KBY99O8eXOMHTsWly5dkpalpKTg3LlzmDJlCtq0aYNmzZoVawxEJalHjx4a97/55husXLkSZ86cQaVKlbBmzRps2rQJHTp0AAAEBgaiTp06OHPmDFq0aCFHyESUByahtIPT8YhIVzEJRaRfmITSU5GRkQAAV1fXYt2PkZERli1bprFMCIEBAwZg69atGDRoEC5evAhra+tijYNIDpmZmQgODkZycjK8vb1x/vx5pKenw9fXV2pTu3ZtVKlSBaGhoXkmoVJTUzW+vCUkJBRr7ESURZ2EsrKykjkS/cbpeESkq5iEItIvrAmlp/777z8AxZ+EyolCocDq1avh6uqKf//9Fx9++CHrQ5FBuXLlCiwtLWFmZoYPP/wQ27dvR926dREVFQVTU1PY2tpqtHdyckJUVFSe25w7dy5sbGykW+XKlYvxCIhIjSOhtINJKCLSVffu3QPw5iTUkydPSiwmIsodk1B66OXLl1IhZDmSUABQrlw5/P7771Aqlfj999+xdu1aWeIgKg61atVCWFgYzp49i48++gj+/v64fv16kbY5depUxMfHSzd1EU0iKl5MQmkHa0IRkS66desW7t+/D2NjY9SuXTvHNlWqVAEARERElGRoRJQLJqH0kDrbb2lpCTs7O9ni8Pb2xuzZswEAY8eOxY0bN2SLhUibTE1N4e7uDk9PT8ydOxceHh74/vvv4ezsjLS0NMTFxWm0j46OhrOzc57bNDMzk664p74RUfFjEko7WBOKiHTR1q1bAQAdO3ZEuXLlcmxTp04dAFnT9lgOgUh+TELpoVen4ikUCllj+fzzz+Hr64sXL15g7NixssZCVFxUKhVSU1Ph6ekJExMTHD58WFoXHh6Oe/fuwdvbW8YIiSg3TEJpB6fjEZU+x48fR48ePeDi4gKFQoEdO3ZorA8ICIBCodC4de7cuURj3LJlCwCgf//+ubaxtbWFi4sLABR5ZDsRFR2TUHpIznpQrzMyMsLq1asBAEeOHJFiI9JXU6dOxfHjxxEZGYkrV65g6tSpOHbsGIYMGQIbGxuMGDECEydOxNGjR3H+/HkMHz4c3t7evDIekY5iEko7OB2PqPRJTk6Gh4cHli9fnmubzp074/Hjx9Lt999/L7H4/v33X1y4cAFKpRK9e/fOs23dunUBMAlFpAt4dTw9pE70VK1aVd5A/l/VqlXRvn17HD16FBs2bMCXX34pd0hEhfbkyRMMGzYMjx8/ho2NDRo2bIj9+/fjrbfeAgAsWbIERkZG6NevH1JTU+Hn54cVK1bIHDUR5YZJKO3gdDyi0qdLly7o0qVLnm3MzMzeWJKguKhHQbVv3x729vZ5tq1bty4OHTrEJBSRDuBIKD0UGRkJQDdGQqkNGzYMALBu3TpeKY/02po1axAZGYnU1FQ8efIEhw4dkhJQQNYXseXLlyM2NhbJycnYtm2bbB++iOjNmITSDk7HI6KcHDt2DI6OjqhVqxY++ugjPHv2rMT2nZ+peGocCUWkO5iE0kO6NB1PrV+/fihTpgxu3bqFc+fOyR0OERERACAxMREAYGFhIXMk+o1JKCJ6XefOnbFu3TocPnwY8+fPR0hICLp06YLMzMxcH5OamoqEhASNW2H8999/OHfuHIyMjN44FQ9gEopIlzAJpYd0MQllZWWFvn37AsgaDUVERKQL1COhrKysZI5Ev6lrQnE6HhGpDRo0CD179kSDBg3Qu3dv7N69G+fOncOxY8dyfczcuXNhY2Mj3SpXrlyofatHQbVt2xZOTk5vbK9OQv3333/S/wUikgeTUHomPT0dDx8+BKA7NaHU1FPyfv/9d6SlpckcDREREafjaQtHQhHRm1SvXh329va4c+dOrm2mTp2K+Ph46Xb//v1C7UudhBowYEC+2pcvX15KVt24caNQ+yQi7WASSs88ePAAKpUKZmZmcHR0lDscDR07dkSFChUQGxuLPXv2yB0OERERk1BawiQUEb3JgwcP8OzZM1SoUCHXNmZmZrC2tta4FdT9+/dx5swZKBQK9OnTJ9+P45Q8It3AJJSeUU/Fq1KlCoyMdOvlUyqVGDJkCABOySMiIt3A6XjaoZ6OxyQUUemRlJSEsLAwhIWFAQAiIiIQFhaGe/fuISkpCZMnT8aZM2cQGRmJw4cPo1evXnB3d4efn1+xxrV161YAQOvWrfNMeL2OSSgi3aCVLEb16tVzvBJCXFwcqlevro1d0P/TxXpQr1JPydu9ezdiY2NljoaIiEo7joTSDvVIKNaEIio9/vnnHzRu3BiNGzcGAEycOBGNGzfGtGnToFQqcfnyZfTs2RM1a9bEiBEj4OnpiRMnTkhJ6+JS0Kl4akxCEekGY21sJDIyMserIKSmpkr1i0g7IiMjAehePSi1Bg0aoFGjRggLC8Mff/yBjz76SO6QiIioFGMSSjs4HY+o9GnXrh2EELmu379/fwlGk+XRo0c4deoUAEgXRcovdRLq2rVrWo+LiPKvSEmoXbt2SX/v378fNjY20v3MzEwcPnxYZ5Ml+krXR0IBWaOhwsLCsG7dOiahiIhINunp6dLIHSahikadhMrMzERGRgaMjbXyOyYRUYGcPXsWANC4cWNUrFixQI+tWbMmgKzvU+zHiORTpHde7969AQAKhQL+/v4a60xMTFC1alUsWrSoKLug1+hDEmrw4MGYNGkSzpw5g4iICFSrVk3ukIiIqBRKTk6W/rawsJAxEv336vSa1NRUfnkjIlmop9I1aNCgwI91cnKCsbExMjIyEBUVhUqVKmk7PCLKhyLVhFKpVFCpVKhSpQqePHki3VepVEhNTUV4eDi6d++urVgJuj8dDwCcnZ3h7e0NADh69KjM0RARUWmlnopnamoKU1NTmaPRb68moTglj4jkok5CqafWFYRSqYSLiwuArCv5EZE8tFKYPCIiAvb29trYFOVBpVLh/v37AHR7JBQAtG3bFgBw/PhxmSMhIqLSivWgtMfY2Fga/cQkFBHJpShJKADS6CcmoYjko7Wx1IcPH8bhw4elEVGv+vXXX7W1m1Lt8ePHSE9P18ji6yofHx/MnTsXISEhcodCRESlVGJiIgAmobTFzMwMGRkZvEIeEckiMzMTN2/eBMAkFJE+08pIqJkzZ6JTp044fPgwnj59iufPn2vcSDvUU/EqVaqk87UYWrZsCaVSicjISNy7d0/ucIiIqBTiSCjt4hXyiEhOkZGRSElJgbm5eaFLkzAJRSQ/rWQyVq1ahbVr12Lo0KHa2BzlQl2UXJfrQalZWVmhSZMmOHfuHI4fP453331X7pCIiKiUYRJKu5iEIiI5Xbt2DQBQp04dKJXKQm2DSSgi+WllJFRaWhpatmypjU1RHvThyniv8vHxAQBOySMiIlkwCaVdTEIRkZyKWg8KYBKKSBdoJQn1/vvvY9OmTdrYFOVB35JQLE5ORERyYhJKu9RXyGNNKCKSA5NQRIZBK0molJQULF68GD4+Phg3bhwmTpyocSPtUNeE0pckVOvWraFQKHDr1i08fvxY7nCIiKiU0dUk1PHjx9GjRw+4uLhAoVBgx44dGuuFEJg2bRoqVKiAMmXKwNfXF7dv39ZoExsbiyFDhsDa2hq2trYYMWKEdLzFhSOhiEhO2kxCPXz4MNvFtIioZGglCXX58mU0atQIRkZGuHr1Ki5evCjdwsLCtLELgn7VhAKAcuXKoWHDhgCAEydOyBwNERGVNuqkjJWVlcyRaEpOToaHhweWL1+e4/oFCxbghx9+wKpVq3D27FlYWFjAz89PI/kzZMgQXLt2DQcPHsTu3btx/PhxjBo1qljjZhKKiOSiUqlw48YNAEVLQlWoUAFGRkbIyMhAdHS0tsIjogLQSmHyo0ePamMzlAchhN5NxwOy6kJdunQJISEhePvtt+UOh4iIShFdHQnVpUsXdOnSJcd1QggsXboUX331FXr16gUAWLduHZycnLBjxw4MGjQIN27cwL59+3Du3Dk0bdoUALBs2TJ07doVCxcuhIuLS7HEzel4RCSXe/fu4cWLFzA1NUX16tULvR1jY2NUqFABDx8+xIMHD1ChQgUtRklE+aGVkVBU/GJiYvDy5UsAQOXKlWWOJv/UdaFYnJyIiEqariah8hIREYGoqCj4+vpKy2xsbODl5YXQ0FAAQGhoKGxtbaUEFAD4+vrCyMgIZ8+eLbbYOBKKiOSivjJerVq1YGxctHEUrAtFJC+tjIRq3749FApFruuPHDmijd2UaupRUBUqVJB+idQH6iTUtWvX8PTpU9jb28scERERlRb6mISKiooCADg5OWksd3JyktZFRUXB0dFRY72xsTHs7OykNjlJTU3VGMWUkJBQoNiYhCIiuWijHpRapUqVcPbsWSahiGSilSRUo0aNNO6np6cjLCwMV69ehb+/vzZ2UerpWz0oNQcHB9StWxfXr1/HiRMn0KdPH7lDIiKiUkIfk1DFae7cuZg5c2ahH69OQnE6HhGVtJEjR8Lb2xtly5Yt8rY4EopIXlpJQi1ZsiTH5TNmzCj2K7WUFvpYD0qtbdu2uH79Oo4fP84kFBERlRh9TEI5OzsDAKKjozVqlURHR0s/+jk7O+PJkycaj8vIyEBsbKz0+JxMnTpV46rFCQkJBZrirx6JzZFQRFTSbG1t0bp1a61si0koInkVa02od999F7/++mtx7qLUiIyMBKCfSSgfHx8ArAtFREQlKzExEYB+JaGqVasGZ2dnHD58WFqWkJCAs2fPwtvbGwDg7e2NuLg4nD9/Xmpz5MgRqFQqeHl55bptMzMzWFtba9wKgtPxiMgQMAlFJK9iTUKFhoZKH1ioaPR1Oh7wv7pQYWFhiI+PlzkaorzNnTsXzZo1g5WVFRwdHdG7d2+Eh4drtElJScGYMWNQvnx5WFpaol+/frzML5EO0tWRUElJSQgLC0NYWBiArGLkYWFhuHfvHhQKBSZMmIA5c+Zg165duHLlCoYNGwYXFxf07t0bAFCnTh107twZI0eOxN9//41Tp05h7NixGDRoULFdGQ9gEoqIDAOTUETy0sp0vL59+2rcF0Lg8ePH+Oeff/D1119rYxelnj5Px3NxcYG7uzvu3LmDkydPolu3bnKHRJSrkJAQjBkzBs2aNUNGRga++OILdOrUCdevX4eFhQUA4JNPPsFff/2F4OBg2NjYYOzYsejbty9OnTolc/RE9CpdTUL9888/aN++vXRfPUXO398fa9euxWeffYbk5GSMGjUKcXFxaN26Nfbt26fxw97GjRsxduxYdOzYEUZGRujXrx9++OGHYo1bPR2PNaGISJ+9moQSQuR5gS0i0j6tJKFsbGw07hsZGaFWrVqYNWsWOnXqpI1dlGoqlQoREREA9DMJBWSNhrpz5w4OHz7MJBTptH379mncX7t2LRwdHXH+/Hm0bdsW8fHxWLNmDTZt2oQOHToAAAIDA1GnTh2cOXMGLVq0kCNsIsqBriah2rVrByFErusVCgVmzZqFWbNm5drGzs4OmzZtKo7wcqVOgr18+bJE90tEpE0uLi5QKBRIS0vDkydPsl2NlIiKl1aSUIGBgdrYDOXi2rVrSExMhIWFBWrUqCF3OIXSo0cP/PrrrwgKCsJ3330HpVIpd0hE+aKeQmpnZwcAOH/+PNLT0+Hr6yu1qV27NqpUqYLQ0FAmoYh0iK4mofSVejToixcvZI6EiKjwTE1N4erqisjISISHhzMJRVTCtFoT6vz589iwYQM2bNiAixcvanPTpdrx48cBAC1btoSJiYnM0RRO165dYWdnh8ePH2sUWyXSZSqVChMmTECrVq1Qv359AEBUVBRMTU1ha2ur0dbJyQlRUVG5bis1NRUJCQkaNyIqPpmZmdKIHSahtEN9aXQmoYhI39WtWxcAcP36dZkjISp9tJKEevLkCTp06IBmzZph/PjxGD9+PDw9PdGxY0fExMRoYxelmvqqcuoC3/rI1NQUgwcPBgCsW7dO5miI8mfMmDG4evUqgoKCirytuXPnwsbGRroV5LLoRFRwycnJ0t9MQmmHeiTUq88tERmu48ePo0ePHtL0tR07dmisF0Jg2rRpqFChAsqUKQNfX1/cvn1bnmALiEkoIvloJQk1btw4JCYm4tq1a4iNjUVsbCyuXr2KhIQEjB8/Xhu7KLWEENJIKB8fH5mjKZphw4YBALZt2yZdNptIV40dOxa7d+/G0aNHpQKWAODs7Iy0tDTExcVptI+Ojoazs3Ou25s6dSri4+Ol2/3794srdCLC/6biKZVKqaA2FQ1HQhGVLsnJyfDw8MDy5ctzXL9gwQL88MMPWLVqFc6ePQsLCwv4+fnpxRU0mYQiko9WklD79u3DihUrUKdOHWlZ3bp1sXz5cuzdu1cbuyi1bt26hejoaJiZmaFZs2Zyh1MkzZo1Q61atfDy5Uts3bpV7nCIciSEwNixY7F9+3YcOXIE1apV01jv6ekJExMTjWml4eHhuHfvHry9vXPdrpmZGaytrTVuRFR81EkoKysrXvlIS5iEIipdunTpgjlz5qBPnz7Z1gkhsHTpUnz11Vfo1asXGjZsiHXr1uHRo0fZRkzpIiahiOSjlSSUSqXKsVaRiYkJVCqVNnZRaqmn4rVo0ULj0sz6SKFQSKOhOCWPdNWYMWOwYcMGbNq0CVZWVoiKikJUVJRUW8bGxgYjRozAxIkTcfToUZw/fx7Dhw+Ht7c3i5IT6RAWJdc+TscjIrWIiAhERUVpXKjFxsYGXl5eCA0NzfVxulIjU52Eevz4MZ4/fy5LDESllVaSUB06dMDHH3+MR48eScsePnyITz75BB07dtTGLkotQ5mKp/buu+8CAI4dO4Z79+7JHA1RditXrkR8fDzatWuHChUqSLc//vhDarNkyRJ0794d/fr1Q9u2beHs7Ixt27bJGDURvY5JKO3jSCgiUlNfjOX1K8u96UItulIj08rKSto3R0MRlSytJKF+/PFHJCQkoGrVqnBzc4ObmxuqVauGhIQELFu2LN/bMeTid4UhhDCIouSvqlKlCtq3bw8hBDZu3Ch3OETZCCFyvAUEBEhtzM3NsXz5csTGxiI5ORnbtm3Lsx4UEZU8de1BJqG0hyOhiKiodKlGJqfkEclDK0moypUr48KFC/jrr78wYcIETJgwAXv27MGFCxc0Cvq+iSEXvyuMyMhIPHjwAMbGxnnWmtE3Q4cOBZA1JU8IIXM0RERkiDgSSvs4EoqI1NQ/vkVHR2ssf9OFWnSpRiaTUETyKFIS6siRI6hbty4SEhKgUCjw1ltvYdy4cRg3bhyaNWuGevXq4cSJE/neniEXvysM9SioZs2aSR/8DEG/fv1QpkwZ3Lx5E//884/c4RARkQFiEkr7Xk1C8UckotKtWrVqcHZ21rhQS0JCAs6ePas3P54zCUUkjyIloZYuXYqRI0fmmMG2sbHBBx98gMWLFxdlF5LCFr/TZ4ZWD0rN2tpaSjSyQDkRERUHJqG0Tz0dTwhhsKPQieh/kpKSEBYWhrCwMABZ38fCwsJw7949KBQKTJgwAXPmzMGuXbtw5coVDBs2DC4uLujdu7escecXk1BE8ihSEurSpUvo3Llzrus7deqE8+fPF2UXksIWv9OVKzAUhqHVg3qV+ip5v//+O9LS0mSOhoiIDA2TUNr36qhsTskjMnz//PMPGjdujMaNGwMAJk6ciMaNG2PatGkAgM8++wzjxo3DqFGj0KxZMyQlJWHfvn16c0VvdRLqwYMHevUdkUjfFSkJFR0dDRMTk1zXGxsbIyYmpii7KDJduQJDQT148AD//vsvjIyM0KpVK7nD0TpfX19UqFABz549w969e+UOh4iIDAyTUNqnVCphZmYGgMXJiUqDdu3a5XixlrVr1wIAFAoFZs2ahaioKKSkpODQoUOoWbOmvEEXgK2tLVxcXAAAV65ckTkaotKjSEmoihUr4urVq7muv3z5MipUqFCUXUgKW/xOl67AUBDqqXhNmjSRtWBfcVEqlRgyZAgAYP369TJHQ0REhoZJqOLB4uREZEjUP/bv3r1b5kiISo8iJaG6du2Kr7/+Ose6AC9fvsT06dPRvXv3ouxCUtjid7p0BYaCUCehDHEqnpp6St6ff/6J2NhYmaMhIiJDwiRU8VDXheJIKCIyBP379wcAbNmyhRdcICohRUpCffXVV4iNjUXNmjWxYMEC7Ny5Ezt37sT8+fNRq1YtxMbG4ssvv8z39gy9+F1BqOtBGVpR8lc1aNAAHh4eSEtLw+bNm+UOh4iIDAiTUMWDI6GIyJB07doV5ubmuHPnDi5fvix3OESlQpGSUE5OTjh9+jTq16+PqVOnok+fPujTpw+++OIL1K9fHydPnsxWSDwvhl78Lr+ePHmCmzdvQqFQoHXr1nKHU6zUo6F4lTwiItImJqGKB5NQRGRILC0t0aVLFwBZo6GIqPgVKQkFAK6urtizZw+ePn2Ks2fP4syZM3j69Cn27NmDatWqFWhbhl78Lr9OnjwJIGukkJ2dnczRFK933nkHRkZGCA0Nxe3bt+UOh4iIDIQ6CWVlZSVzJIaF0/GIyNCop+QFBwdzSh5RCShyEkqtXLlyaNasGZo3b45y5cppa7Ol0oULFwAAzZs3lzmS4ufs7Aw/Pz8ALFBORETak5iYCIAjobSNI6GIyNB0794dZmZmCA8Px7Vr1+QOh8jgaS0JRdpz6dIlAICHh4fMkZQM9ZS89evXQ6VSyRwNEREZgkePHgEA7O3tZY7EsHAkFBEZGmtra+lH8eDgYJmjITJ8TELpoNKWhOrVqxesrKwQGRkpTUUkIiIqrOfPnyMmJgYADHLavpw4EoqIDJF6St7WrVtljoTI8DEJpWNiY2Nx//59AEDDhg1ljqZklClTBgMGDADAKXlERFR04eHhAICKFStyOp6WMQlFRIaoR48eMDExwbVr13Djxg25wyEyaExC6Rj1pUGrVq0KGxsbmaMpOeopeZs3b8bLly9ljoaIiPTZzZs3AQC1atWSORLDw+l4RGSIbG1t8dZbbwHgVfKIihuTUDqmtE3FU2vTpg1cXV2RkJCAnTt3yh0OERHpMfVIqNq1a8scieHhSCgiMlTqmRmsC0VUvJiE0jGlNQllZGSEoUOHAuCUPCIiKhp1EoojobSPI6GIyFD17NkTxsbGuHLlivR/hIi0j0koHVNak1AApCTU/v37ERUVJXM0RESkr5iEKj4cCUVEhsrOzg4dO3YE8L8peTExMahatSreffddOUMjMihMQumQjIwMXLt2DUDpTELVrFkTLVq0QGZmJn7//Xe5wyEiIj2UkZGB27dvA2ASqjgwCUVEhkx9lTx1EuqPP/7Af//9h82bNyM9PV3O0IgMBpNQOiQ8PBypqamwtLREtWrV5A5HFpySR0RERREZGYn09HSYm5ujSpUqcodjcDgdj4gMWe/evaFUKhEWFoY7d+5Iyaj09HTcvXtX5uiIDAOTUDpEfWW8hg0bwsiodL40AwcOhImJCS5evIgrV67IHQ4REekwIQR27tyJ1atXY/Xq1bh+/bo0Fa9mzZp6/b90xowZUCgUGrdXC62npKRgzJgxKF++PCwtLdGvXz9ER0cXe1wcCUVEhsze3h7t27cHAKxYsQLHjx+X1l2/fl2usIgMiv5+OjNA6npQDRs2lDkS+ZQvXx7du3cHwNFQRESUt9WrV6N3794YNWoURo0ahVatWiEkJASAYUzFq1evHh4/fizdTp48Ka375JNP8OeffyI4OBghISF49OgR+vbtW+wxcSQUERk69ZS877//HkIIaTmTUETawSSUDinNRclfNWzYMADAhg0bkJmZKXM0RESki548eYLPP/8cANC6dWtUqVIFcXFxWLRoEQDDSEIZGxvD2dlZutnb2wMA4uPjsWbNGixevBgdOnSAp6cnAgMDcfr0aZw5c6ZYY+JIKCIydH369IGRkRFUKhUAoGLFigAg1e4loqJhEkqHMAmVpWvXrrCzs8Pjx49x+PBhucMhIiIdNHnyZMTFxaFRo0Y4evQotmzZAoVCIX1peHXqmr66ffs2XFxcUL16dQwZMgT37t0DAJw/fx7p6enw9fWV2tauXRtVqlRBaGhoscbEkVBEZOgcHR3h4+Mj3Vf/4MGRUETawSSUjoiJicHjx4+hUCjQoEEDucORlampKQYPHgyAU/JIHsePH0ePHj3g4uIChUKBHTt2aKwXQmDatGmoUKECypQpA19fX+lqXERU/E6dOoV169ZBoVBg1apVMDY2RrNmzfDhhx9KbfR9JJSXlxfWrl2Lffv2YeXKlYiIiECbNm2QmJiIqKgomJqawtbWVuMxTk5OiIqKynWbqampSEhI0LgVFEdCEVFpMGDAAABA06ZN0a1bNwBZF5HKyMiQMywig8AklI5Qj4Jyc3ODpaWlzNHITz0lb9u2bUhMTJQ5GiptkpOT4eHhgeXLl+e4fsGCBfjhhx+watUqnD17FhYWFvDz80NKSkoJR0pUOq1ZswYA4O/vDy8vL2n5t99+C1dXVzg5OaFu3bpyhacVXbp0wYABA9CwYUP4+flhz549iIuLw+bNmwu9zblz58LGxka6Va5cucDbYBKKiEqDkSNHYsmSJVi3bh1cXV1RpkwZpKamIiIiQu7QiPQek1A6glPxNDVr1gy1atXCixcvsG3bNrnDoVKmS5cumDNnDvr06ZNtnRACS5cuxVdffYVevXqhYcOGWLduHR49epRtxBQRaV9mZiZ2794NABg6dKjGOltbW1y+fBm3bt2SkiWGwtbWFjVr1sSdO3fg7OyMtLQ0xMXFabSJjo6Gs7NzrtuYOnUq4uPjpdv9+/cLHId6Ol5qairrNhKRwTI2NsaECRNQp04dKJVKaYo3p+QRFR2TUDqCSShNCoVC+nKxdOlSpKWlyRwRUZaIiAhERUVp1GKxsbGBl5dXsddiISLgzJkziImJga2tLdq0aZNtvbW1NaytrWWIrHglJSXh7t27qFChAjw9PWFiYqJRNzE8PBz37t2Dt7d3rtswMzOTnp/CPk+vJvc4GoqIZsyYAYVCoXEzhJp8r1OPrmUSiqjomITSEUxCZTdixAiUK1cOYWFh+PLLL+UOhwgApHorTk5OGstLohYLEQE7d+4EkHURCxMTE5mjKT6TJk1CSEgIIiMjcfr0afTp0wdKpRKDBw+GjY0NRowYgYkTJ+Lo0aM4f/48hg8fDm9vb7Ro0aJY4zI3N4dCoQDA4uRElKVevXp4/PixdDt58qTcIWldvXr1ADAJRaQNTELpgLS0NNy4cQMAk1CvcnZ2RmBgIABg4cKF2Lt3r8wRERWeNmqxEBGwa9cuAECvXr1kjqR4PXjwAIMHD0atWrXw9ttvo3z58jhz5gwcHBwAAEuWLEH37t3Rr18/tG3bFs7OziUyfV2hULAuFBFpMDY2hrOzs3Szt7eXOyStU4+EunbtmsyREOk/JqF0wI0bN5Ceng5bW1tUqVJF7nB0Sq9evTB27FgAWQVoHz9+LHNEVNqp661ER0drLC+JWixEpV14eDjCw8NhYmKCzp07yx1OsQoKCsKjR4+QmpqKBw8eICgoCG5ubtJ6c3NzLF++HLGxsUhOTsa2bdvy7IO0iUkoInrV7du34eLigurVq2PIkCG4d+9erm31dWS4Ogl148YN1sMjKiImoXSAeipew4YNpSHu9D/fffcdPDw8EBMTg3fffZcdP8mqWrVqcHZ21qjFkpCQgLNnz2q9Fkt6ejpat24Ne3v7bAWIiUoj9Sio9u3bG2TdJ32hLk7O6XhE5OXlhbVr12Lfvn1YuXIlIiIi0KZNm1yvbq2vI8OrV6+OcuXKISUlBadOnZI7HCK9xiSUDng1CUXZmZubIygoCGXLlsWRI0cwf/58uUMiA5eUlISwsDCEhYUByCpGHhYWhnv37kGhUGDChAmYM2cOdu3ahStXrmDYsGFwcXFB7969tRqHiYkJIiIi8OzZM4SHh2t120T6SF0PqmfPnjJHUrpxJBQRqXXp0gUDBgxAw4YN4efnhz179iAuLg6bN2/Osb2+jgxXKpXSNPDg4GCZoyHSb0xC6QD1F13Wg8pd7dq1sXz5cgDAtGnTcPr0aZkjIkP2zz//oHHjxmjcuDEAYOLEiWjcuDGmTZsGAPjss88wbtw4jBo1Cs2aNUNSUhL27dsHc3NzrcdSq1YtAMDNmze1vm0ifRITEyP1/UxCyYsjoYgoN7a2tqhZsybu3LmT43ptXKVTLv379wcAbN26FSqVSuZoiPQXk1AyS09Px9mzZwEAzZs3lzka3ebv74933nkHmZmZGDx4MJ4/fy53SGSg2rVrByFEttvatWsBZBXmnTVrFqKiopCSkoJDhw6hZs2axRKL+jLHHAlFpd3u3bshhECTJk30ZvqGoeJIKCLKTVJSEu7evYsKFSrIHYrW+fr6wtraGo8fP0ZoaKjc4RDpLSahZHbhwgUkJyfDzs4O9evXlzscnaZQKLBy5Uq4ubnh3r17eP/99yGEkDssomKlHgnFJBSVdpyKpzvUI6GYhCKiSZMmISQkBJGRkTh9+jT69OkDpVKJwYMHyx2a1pmZmUn/gzglj6jwmISSWUhICACgTZs2MDLiy/Em1tbWCAoKgomJCbZt24ZVq1bJHRJRsWISigh4+fIlDhw4AABSTQ6Sj3okFKfjEdGDBw8wePBg1KpVC2+//TbKly+PM2fOwMHBQe7QisWAAQMAcEoeUVEw6yGz48ePAwDatm0rcyT6o2nTplJx8k8++QSXL1+WOSKi4qNOQt2+fZtXhqRS69ChQ3j58iWqVKnC+ok6gNPxiEgtKCgIjx49QmpqKh48eICgoCC4ubnJHVax6dSpE6ysrPDgwQOppAoRFQyTUDLKzMzEiRMnAAA+Pj4yR6NfJkyYgK5duyI1NRWDBg0q8q+xSUlJCA0NxenTp6XbuXPnkJGRoaWIiQqnSpUqMDc3R1paGiIjI+UOh0gWO3bsAJA1FU+hUMgbDLEwORGVWubm5ujevTuArNFQRFRwTELJ6PLly0hISICVlRUaNWokdzh6RaFQYO3atahQoQJu3LiB8ePHF3pbQgh06NABLVu2RKtWraRb8+bN8f7772sxaqKCUyqVqFGjBgBOyaPS6ebNm1i/fj0AoF+/fjJHQwBHQhFR6aa+St6WLVtYn5aoEJiEkpG6HlTr1q2hVCpljkb/ODg4YOPGjVAoFPj1118RFBRUqO1cvHgR586dg1KphJubm3QzMjLCb7/9hnXr1mk5cqKCYV0oKq2EEBg9ejTS09PRtWtXjhrWESxMTkSlWZcuXWBhYYH//vsP58+flzscIr3DJJSM1EkofqguvPbt2+Orr74CAIwaNQr//vtvgbehTjL1798fd+7ckW4zZswAAIwePRq3bt3SWsxEBcUkFJVWmzZtwtGjR2Fubo4ff/yRU/F0BAuTE1FpVqZMGXTr1g1A1mgoIioYJqFkolKppHpQLEpeNNOmTUPr1q2RmJiIQYMGIS0tLd+PTU9Px6ZNmwAAQ4cO1Vj3xRdfoF27dkhOTsagQYOQmpqq1biJ8kudhLp586bMkRCVnLi4OHz66acAgK+//hrVqlWTOSJS43Q8IirtOCWPqPCYhJLJ9evX8ezZM5QtWxaenp5yh6PXjI2NsXHjRpQrVw7nzp2TRkblx/79+xETEwNHR0d06tRJY51SqcTGjRthb2+Pixcv4vPPP9d26ET5Urt2bQAcCUWly5dffono6GjUrl0bkyZNkjscegULkxNRadelSxeUKVMGd+/ehbu7Ozw8PHDmzBm5wyLSC0xCyeT48eMAAG9vb5iamsocjf6rUqUKfv31VwDAd999h3379uXrceqpeO+88w5MTEyyrXdxccHatWsBAN9//z127dqlnYCJCkA9EioqKgoJCQkyR0NU/M6dO4eVK1cCAFasWMH/kzrG2toaAPD8+XOZIyEikoelpSUGDBgAAPj3339x+fJlLFiwQOaoiPQDk1AyYT0o7evduzfGjBkDABg2bBgeP36cZ/u4uDgpqTRs2LBc23Xr1g2ffPIJAGD48OF48OCBliImyh9ra2s4OzsD4Ggo0n+7du1CmzZt4O3tjQ4dOuDixYsa6zMzM/HRRx9BCIF3330X7du3lylSyo16amRh6jASERmK1atX4+zZs/j9998BAHv37kVSUpLMURHpPiahZCCEkEZCsR6Udi1cuBAeHh6IiYnB0KFDoVKpcm0bHByM1NRU1K9fH40aNcpzu/PmzYOnpydiY2MxZMgQZGZmajlyorzVrVsXAHDlyhWZIyEqms8++wwnT57EmTNncPToUQwbNgzp6enS+hUrVuD8+fOwtbXFwoULZYyUcuPm5gYga3Qmv3ARUWllamqK5s2bY+DAgXB3d0dKSgr27Nkjd1hEOo9JKBncvn0bUVFRMDU1hZeXl9zhGBRzc3MEBQWhbNmyOHz4MObPn59rW/VUvGHDhr3xikumpqYICgqCpaUljh8/jjlz5mg1bqI3UdeO++eff2SOhKjwwsPDER4eDhMTEwQHB8Pe3h5Xr17F0qVLAQCPHz+W6vp9++23cHJykjFayo2trS3Kly8PgKOhiIgUCoVUqDw4OFjmaIh0H5NQMlCPgvLy8oK5ubnM0Rie2rVrY/ny5QCyrqh0+vTpbG3u3r2LkydPQqFQ4J133snXdt3d3bFq1SoAwKxZs6TXkagkNG3aFEBWrRwifaWeAt2+fXv0798f3333HQBgxowZ+PPPPzF69GgkJCSgWbNmGDVqlJyh0huoR0PduXNH5kiIiOSnTkLt2bOHF20gegNjuQMojVgPqvj5+/vj4MGD2LRpEwYPHoywsDCUK1dOWr9hwwYAgK+vLypWrJjv7Q4ZMgSHDh3C2rVr8c477+DSpUvSr8FExUmdhLp06RJSU1NhZmYmc0REBbdz504AQK9evQBk9dW//vorTpw4gZ49ewIAjIyMsGrVKiiVStnipDdzd3fH33//jbt378odChGR7Jo0aYJq1aohIiIC3333HZo0aZJrW2dnZzRv3rwEoyPSLUxClTAhBJNQJUChUGDlypU4e/Ys7t69i/feew9Tp06V1q9fvx5A3gXJc7Ns2TKEhoYiPDwcAQEB+PrrrzX2W69ePZQtW7boB0H0imrVqsHOzg6xsbG4evWqND2PSF/ExMRII1N79OgBIKvP/OWXX/Dee+8hISEBCoUCAQEBeX54J93AkVBERP+jnpL33XffYebMmW9sf/ToUbRr1674AyPSQUxClbC7d+/i/v37MDY2hre3t9zhGDRra2sEBQWhZcuW2LFjB3bs2KGx3sLCAn369Cnwdi0tLREUFAQvLy/s3r0bu3fv1ljv6emJU6dOcaQKaZVCoUDTpk1x4MABnDt3jkko0ju7d++GEAJNmjRB5cqVpeU1a9bEyZMnZYyMCkOdhOJIKCKiLOPHj8eVK1fw/PnzXNs8evQI9+/fx4YNG5iEolKLSagSpr6Ep4+PDywsLGSOxvA1bdoUq1atwty5c5GRkSEtNzIywtixYwv9GjRq1AirV6/G7NmzNbYbHR2N8+fP47PPPsP3339f5PiJXtWsWTMcOHDAIIuT79+/HwsXLkRGRgbMzMwwZ84caQoiySs9PR0ff/wxbty4AQBo2LAhFi9eDKVSiYMHD2LBggXS6zZr1qxcpxio60Gpp+KRfnN3dwfAkVBERGqVKlXC3r1782xz9OhRdOjQAdu3b8fKlSthYmJSQtER6Q6FEELIHURJSkhIgI2NDeLj42FtbV2i+xZCoGbNmrhz5w7WrVuHoUOHluj+qfjt2bMH3bp1A5BV+0Rd44TodYXpi3bs2IE+ffqgYcOGuHTpUjFHWHKePXuGWrVq4dmzZ9KyWrVq4dKlSxxRqAMWLVqESZMmaSxbsWIFBg0ahFq1aiEmJkZa7u7ujitXrmS76MbLly9hb2+PFy9e4OLFi2jUqFFJhE5vUJTPRFFRUahQoQKMjIzw8uVLmJqaFlOURGTI5PxuJoeMjAy4uLggJiYGBw4cwFtvvSV3SEQljlfHK0FnzpzBnTt3Cj0NjHRf165dMXHiRADA8OHD8eDBA5kjIkOiHhl07do1vHjxQuZotGfKlCl49uwZ6tWrh6CgIDg5OSE8PBwLFy6UO7RS7/79+5g+fTqArNfp008/BQBMnToVH330EWJiYlC7dm0EBQWhQoUKuHPnDubPn59tO4cOHcKLFy9QpUoVeHh4lOgxUPFwcnKChYUFVCoVIiMj5Q6HiEgvGBsbo2/fvgCALVu2yBwNkTyYhCpB6mLYffv2haWlpczRUHGZO3cuPD09ERsbiyFDhiAzM1PukMhAVKxYEc7OzsjMzCy2kVDx8fE4deqUxu3ChQsorkGzp0+fxi+//AIA+OmnnzBw4EAsWrQIADBnzhz8+++/xbJfXfLgwQPpuda1xPWECROQnJyMli1b4ptvvsH8+fPh6emJ+Ph4/PHHHwCAlStXYuDAgViyZAmArD7w9Sla6ql4PXv2hEKhKNmDoGKhUChYnJyIqBD69+8PANi+fbtGWQ+i0oI1oUpIamoqgoKCABTuimykP0xNTREUFITGjRvj+PHjmDNnjjSSgKgo1MXJd+/ejf3792v94gYpKSnw9vaWav+8atasWRpXgtSG9PR0fPjhhwCA9957D61atQIAvPPOO/j1119x5MgRjBs3Drt37zbYxMWtW7fQuHFjaWSbhYUFLl68iBo1asgcWdb04m3btkGpVGLlypUwMsr63WrVqlVo3rw5hBAYNmyYVFj17bffxpo1a3Dw4EGMGTMG+/btg0KhgEqlwp9//gmA9aAMjbu7Oy5fvszi5EREBeDj44Py5csjJiYGrVq1QpkyZd74mMqVK+Pnn3/OsW1aWho++ugjqS9u27YtZs2apfW4ibRGlDLx8fECgIiPjy/R/W7dulUAEBUrVhQZGRklum+Sx8aNGwUAYWRkJI4dOyZ3OKRjCtsXbdiwQQAQZcuWFZGRkVqNaebMmdK2a9SoIWrUqCGqV68uAAhTU1MRHh6u1f0tXLhQABB2dnYiJiZGY92NGzeEiYmJACC2bt2q1f3qCpVKJXx9fQUAUb58eVG+fHkBQHTq1EmoVCpZY0tOThbVqlUTAMSnn36abf13330n/Pz8xJMnTzSW37p1S5iZmQkA4o8//hBCCBEaGioACGtra5Gamloi8VP+FPUz0eTJkwUAMX78eC1HRkSlhVzfzeQ2ZswYAaBAt8DAwBy3tXnz5mxtr1+/XrIHRFQAnI5XQtatWwcAePfdd6FUKmWOhkrCO++8g4CAAKhUKgwZMkSj6DJRYb3zzjto27YtXrx4gfHjx2ttu3fu3MG3334LAFizZg1u3bqFW7du4c6dO+jcuTPS0tIwZswYrU3Le7XW0IIFC2Bvb6+xvnbt2vjss88AAB9//DGSkpK0sl9d8scff+DQoUMwNzfH2bNnERoaCjMzMxw4cADBwcGyxvbtt98iIiIClSpVwowZM7KtnzRpEvbt2wcHBweN5TVq1MCUKVMAZE3lS0hIwM6dOwFk1cxj8WrDor5CHkdCEREVzIIFC7Bz505s3rz5jTd/f38AudeQUi8fNGiQNKqc9aZIl+nt1fGWL1+O7777DlFRUfDw8MCyZctyvSz0q+S4AsPTp09RoUIFZGRk4OrVq6hXr16J7Jfkl5SUhKZNmyI8PBw9evTAzp07DXZaUWlU2H4IKFpfdO3aNTRq1AgZGRlo3769Vq4gd/v2bdy9exe+vr44cOCAxnl69+5d1K9fHykpKWjbti3Kli0rrWvfvr2ULFL7+++/sXz5csyaNQuurq7S8oyMDEyaNAnh4eH4999/cevWLbRs2RInTpyQpnq96uXLl6hXrx4iIiLw6aef6kyh8qtXr+Lrr79GSkoKlEolPv7441yvbvPnn39i1apVUKlUKFu2LObNm4caNWogPj4etWvXRlRUlMZUxxkzZmDmzJmws7ND8+bNYWVlhUWLFqFy5crSNtPS0jBx4sRi/eJ/+PBhpKenY9u2bQW+kEZKSgoaNGiAO3fuwMPDAw8ePMCzZ8+wadMmDB48uJgiLr3k6oeArPPE19cXlStXxt27d3mpcaJSSs5+qDS4fv066tWrBxMTE8TExMDGxkZa9+LFCzg6OiI5ORnnzp3D1atXMXz4cIO7kjIZGJlHYhVKUFCQMDU1Fb/++qu4du2aGDlypLC1tRXR0dFvfKwcQz6XLVsmAAhPT88S2yfpjosXLwpTU1MBQHz//fdyh0NaUpR+SIii90VTpkwp8DDuN93MzMxynXI3e/bsXB+3f/9+qV1SUpKoUqWKACDatWunMa1s0aJFGo8zNjYWly5dyvM4//rrLwFAKJXKN7YtCenp6cLDw0PjOOzt7cXTp0+ztX348KGwsrLSaOvt7S0yMzPFuHHjBABRo0YNkZKSIj3m5cuXokaNGhqP8fPz03gev/32W62/9jndunfvXuhpgQcOHNDYloWFhXj+/HmhtkW5k7sfiouLE+XKlRMAxLRp0wq1DSLSb3L3Q6VFnTp1BACxbt06jeXqki+urq5CpVKJZ8+eCWNjYwFA62UUiLRFL0dCeXl5oVmzZvjxxx8BACqVCpUrV8a4ceOkaQC5kSPb7uXlhb///hvff/+9VqfPkP748ccfMW7cOJiamiI0NBRNmjSROyQqoqL0Q0DR+6KMjAzs3LlTq9PUPDw80KhRoxzXqVQq7Ny5EwkJCdKyffv2ISgoCO7u7rhy5QrMzc0xZcoUzJ8/X2qzfv16vPvuu3jw4AHq1KmDpKQkfPrpp2jQoAHq1auHpk2bvjGufv36Ydu2bXmOmiopS5YswcSJE1GuXDksWrQICxcuxPXr1zFy5Ej8/PPPGm0HDRqEP/74A02aNMHo0aPx8ccfIzk5GePGjcPy5cuhUqlw8OBB+Pr6ajzu4cOHOHz4MF6+fInx48cjLS0NmzdvxoABAxAREYF69erh5cuX+Pzzz1GnTp1iOU4TExN07969SP8njx8/joiICABA48aN0bBhQ22FR/9P7n4IyJpWOmjQICiVSpw+fTrfox+IyDDoQj9UGkybNg2zZ89Gz549pWnuQFaZht9//11jxHjnzp2xf/9+fPPNN/jiiy/kCpkoV3qXhEpLS0PZsmWxZcsW9O7dW1ru7++PuLg4jTdlTvLb0b148SLHK0QV1OPHj9GjRw8YGxvj4cOHcHR0LPI2Sf8IIdCnTx/s3LkT7u7u2LhxY6msDebu7q4xhFhfFbUfAgzjQ1dCQgLq1KmDR48eYeLEiejYsSN69eqFjIwM+Pn5Yf/+/XB0dMSOHTswf/587Ny5E97e3jh58mSBEkn3799HnTp1kJycjPnz56Njx47FeFS5S0xMRI8ePZCUlISff/4ZI0eOxIkTJ9C2bVsAwObNm1G9enUAWVMm/f39YWRkhH/++QeNGzfGokWLMGnSJGl7gwYNwu+//57nPqdPn45Zs2bBxcUF27Ztw8yZM7F37174+Pjg6NGjnN5biulSP6T+EuTk5IRRo0ahS5curP9FlAdzc3ODKM+hS/2Qobty5QoaNmwIMzMzHD16FKampsjMzETHjh2RlJSE0NBQtGjRAgDwyy+/YOTIkWjQoAECAwNljpx0WcOGDWWZSq93SahHjx6hYsWKOH36tMblyT/77DOEhITg7NmzGu1TU1ORmpoq3Y+Pj0eVKlVw//79PDu6sLAw+Pj4aC1uPz8/bN68WWvbI/0TGxuL1q1b4+HDh3KHIpvNmzfDz88vX22trKx09gt2QfshoPB9ka7bvn07AgICNJZ17twZ69evR8uWLXH79m1puZGREU6cOIH69esXeD8//vgjvvzyy6KGqxXNmjXDgQMHpETa6NGjsXHjxhzbfvDBB1iwYAEAID09HT4+Prh27RqsrKzwzz//wNnZOc99paSkoEWLFtKIIgDSiJPatWtr6YgoN+yH8uf58+fo0KED/v3330Jvg6g0qV27do7v0ZywHyIg6wdtT0/PHOtBuri44Nq1a9LnkmfPnsHd3R0qlaqkwyQ9Ex4e/sbPomra7IuMtbIVHTZ37lzMnDkz2/JXi7yWhP379xvECBCionj77bfz3dbQfhHTlb6oJOR01TQga4i++qot+uzcuXMoV65cvtr+9NNP+Omnn7ItT0xMRK1atQq1/8zMTHh5eRXqsVQw7IeIqDjcvHkz398L2A/Rmzx69Cjfn0uIXlWQz6La7Iv0Lgllb28PpVKJ6OhojeXR0dE5ZvGmTp2KiRMnSvdVKhViY2NRvnz5N2byEhISULlyZWbmc8HnJ298fvL2pufHyspKhqjyp6D9EFD4vshQzyNDPC4ek/7I73GxH8pS2s8DfWKIxwQY5nGxH8pS2r+b8Zj0hyEeV0GOSZt9kd4loUxNTeHp6YnDhw9Lc49VKhUOHz6MsWPHZmtvZmaW7fLltra2BdqntbW1wZxoxYHPT974/ORNH5+fgvZDQNH7In18nvLDEI+Lx6Q/9Pm42A9pjyEelyEeE2CYx6XPxyRHPwTo93OWGx6T/jDE4yrpY9K7JBQATJw4Ef7+/mjatCmaN2+OpUuXIjk5GcOHD5c7NCIqJdgPEZHc2A8RkdzYDxFRQellEmrgwIGIiYnBtGnTEBUVhUaNGmHfvn1wcnKSOzQiKiXYDxGR3NgPEZHc2A8RUUHpZRIKAMaOHZvrME9tMTMzw/Tp07MNGaUsfH7yxucnb4bw/LAfKjxDPC4ek/4wpONiP1R4hnhchnhMgGEelyEdU0n0Q4BhPWdqPCb9YYjHJdcxKYQQokT3SEREREREREREpY6R3AEQEREREREREZHhYxKKiIiIiIiIiIiKHZNQRERERERERERU7JiEIiIiIiIiIiKiYsckVC6WL1+OqlWrwtzcHF5eXvj777/lDkknzJgxAwqFQuNWu3ZtucOSzfHjx9GjRw+4uLhAoVBgx44dGuuFEJg2bRoqVKiAMmXKwNfXF7dv35YnWBm86fkJCAjIdj517txZnmBLUEH7l+DgYNSuXRvm5uZo0KAB9uzZo7FeF86zghzT6tWr0aZNG5QrVw7lypWDr69vtva6cG4U5JjWrl2bLV5zc3ONNrrwOgEFO6527dplOy6FQoFu3bpJbeR+rd7Uz+Tk2LFjaNKkCczMzODu7o61a9dma2PonwPYD+lHPwQYZl/Efoj9EGCY/RBgmH0R+yH2Q1rthwRlExQUJExNTcWvv/4qrl27JkaOHClsbW1FdHS03KHJbvr06aJevXri8ePH0i0mJkbusGSzZ88e8eWXX4pt27YJAGL79u0a6+fNmydsbGzEjh07xKVLl0TPnj1FtWrVxMuXL+UJuIS96fnx9/cXnTt31jifYmNj5Qm2hBS0fzl16pRQKpViwYIF4vr16+Krr74SJiYm4sqVK1Ibuc+zgh7TO++8I5YvXy4uXrwobty4IQICAoSNjY148OCB1Ebuc6OgxxQYGCisra014o2KitJoI/frJETBj+vZs2cax3T16lWhVCpFYGCg1Ebu1+pN/czr/v33X1G2bFkxceJEcf36dbFs2TKhVCrFvn37pDaG/jmA/ZB+9ENCGGZfxH6I/ZAQhtkPCWGYfRH7IfZD2u6HmITKQfPmzcWYMWOk+5mZmcLFxUXMnTtXxqh0w/Tp04WHh4fcYeik19/sKpVKODs7i++++05aFhcXJ8zMzMTvv/8uQ4Tyyi0J1atXL1nikUtB+5e3335bdOvWTWOZl5eX+OCDD4QQunGeFbXPzMjIEFZWVuK3336Tlsl9bhT0mAIDA4WNjU2u29OF10mIor9WS5YsEVZWViIpKUlaJvdr9ar8fOj67LPPRL169TSWDRw4UPj5+Un3Df1zAPuh7HSxHxLCMPsi9kPsh4QwzH5ICMPsi9gPZcd+qGj9EKfjvSYtLQ3nz5+Hr6+vtMzIyAi+vr4IDQ2VMTLdcfv2bbi4uKB69eoYMmQI7t27J3dIOikiIgJRUVEa55KNjQ28vLx4Lr3i2LFjcHR0RK1atfDRRx/h2bNncodUbArTv4SGhmq0BwA/Pz+pvdznmTb6zBcvXiA9PR12dnYay+U6Nwp7TElJSXB1dUXlypXRq1cvXLt2TVon9+sEaOe1WrNmDQYNGgQLCwuN5fr0Pn7Te8rQPwewH8qZrvVDgGH2ReyHsrAfMrx+CDDMvoj9UM7YDxXtdWIS6jVPnz5FZmYmnJycNJY7OTkhKipKpqh0h5eXF9auXYt9+/Zh5cqViIiIQJs2bZCYmCh3aDpHfb7wXMpd586dsW7dOhw+fBjz589HSEgIunTpgszMTLlDKxaF6V+ioqLybC/3eaaNPvPzzz+Hi4uLxj85Oc+NwhxTrVq18Ouvv2Lnzp3YsGEDVCoVWrZsiQcPHgCQ/3UCiv5a/f3337h69Sref/99jeX69j7O7T2VkJCAly9fGvznAPZDOdO1fggwzL6I/VAW9kOG1w8BhtkXsR/Kjv1Q0V8n4yI9mkqdLl26SH83bNgQXl5ecHV1xebNmzFixAgZIyN9NGjQIOnvBg0aoGHDhnBzc8OxY8fQsWNHGSOjkjJv3jwEBQXh2LFjGkUr9e3c8Pb2hre3t3S/ZcuWqFOnDn766SfMnj1bxsi0Z82aNWjQoAGaN2+usVzfXiui1xlKPwQYfl/EfogMmaH0ReyH9ON1khNHQr3G3t4eSqUS0dHRGsujo6Ph7OwsU1S6y9bWFjVr1sSdO3fkDkXnqM8Xnkv5V716ddjb2xvs+VSY/sXZ2TnP9nKfZ0XpMxcuXIh58+bhwIEDaNiwYZ5tS/Lc0Mb/ARMTEzRu3FiKV+7XCSjacSUnJyMoKChfPzbo+vs4t/eUtbU1ypQpY/CfA9gPadLVfggwzL6I/VAW9kOG1w8BhtkXsR/SxH5IO68Tk1CvMTU1haenJw4fPiwtU6lUOHz4sEZGl7IkJSXh7t27qFChgtyh6Jxq1arB2dlZ41xKSEjA2bNneS7l4sGDB3j27JnBnk+F6V+8vb012gPAwYMHpfZyn2eF7TMXLFiA2bNnY9++fWjatOkb91OS54Y2/g9kZmbiypUrUrxyv05A0Y4rODgYqampePfdd9+4H11/H7/pPWXonwPYD/2PLvdDgGH2ReyHsrAfMrx+CDDMvoj9kCb2Q1rqh4pU1txABQUFCTMzM7F27Vpx/fp1MWrUKGFra5vt0pKl0aeffiqOHTsmIiIixKlTp4Svr6+wt7cXT548kTs0WSQmJoqLFy+KixcvCgBi8eLF4uLFi+K///4TQmRdftTW1lbs3LlTXL58WfTq1avELxUrp7yen8TERDFp0iQRGhoqIiIixKFDh0STJk1EjRo1REpKityhF5s39S9Dhw4VU6ZMkdqfOnVKGBsbi4ULF4obN26I6dOn53hJYjnPs4Ie07x584SpqanYsmWLxmVsExMThRBCJ86Ngh7TzJkzxf79+8Xdu3fF+fPnxaBBg4S5ubm4du2axnHL3R8U9LjUWrduLQYOHJhtuS68Vm/qh6dMmSKGDh0qtVdfknjy5Mnixo0bYvny5TlektiQPwewH9KPfqgwx6UPfRH7IfZDQhhmP1SY49KHvoj90P+wH9JOP8QkVC6WLVsmqlSpIkxNTUXz5s3FmTNn5A5JJwwcOFBUqFBBmJqaiooVK4qBAweKO3fuyB2WbI4ePSoAZLv5+/sLIbIuQfr1118LJycnYWZmJjp27CjCw8PlDboE5fX8vHjxQnTq1Ek4ODgIExMT4erqKkaOHGkwH67yklf/4uPjI50/aps3bxY1a9YUpqamol69euKvv/7SWK8L51lBjsnV1TXH82L69OlCCKEz50ZBjmnChAlSWycnJ9G1a1dx4cIFje3pwuskRMHPv5s3bwoA4sCBA9m2pQuv1Zv6YX9/f+Hj45PtMY0aNRKmpqaievXqIjAwMNt2Df1zAPsh/eiHhDDMvoj9EPshIQyzHxLCMPsi9kPsh7TZDymEEKJoY6mIiIiIiIiIiIjyxppQRERERERERERU7JiEIiIiIiIiIiKiYsckFBERERERERERFTsmoYiIiIiIiIiIqNgxCUVERERERERERMWOSSgiIiIiIiIiIip2TEIREREREREREVGxYxKKiIiIiIiIiIiKHZNQRERERERERERU7JiEIiIiIiIiIiKiYsckFBERERERERERFTsmoYiIiIiIiIiIqNgxCUVERERERERERMWOSSgiIiIiIiIiIip2TEIREREREREREVGxYxKKiIiIiIiIiIiKHZNQRERERERERERU7JiEolKpatWqCAgIyFfbtWvXQqFQIDIyUmP5d999h+rVq0OpVKJRo0Zaj5GISk5u7/OSEhAQgKpVq8qybyIiIiKiksIkFFEhHDhwAJ999hlatWqFwMBAfPvtt3j06BFmzJiBsLAwucMjKpS7d+/igw8+QPXq1WFubg5ra2u0atUK33//PV6+fFls+71+/TpmzJghWwKopOhiHxEZGQmFQiHdjIyMYGdnhy5duiA0NLTQ212xYgXWrl2rvUCJiIiIyCAohBBC7iCISlrVqlXRrl27fH1JyszMRHp6OszMzKBQKAAAU6ZMwXfffYeXL1/C1NQUAPDPP/+gWbNmCAwMzPcoKyJd8ddff2HAgAEwMzPDsGHDUL9+faSlpeHkyZPYunUrAgIC8PPPPxfLvrds2YIBAwbg6NGjaNeuXbHs401yep9rW159RHp6OlQqFczMzIpl37mJjIxEtWrVMHjwYHTt2hWZmZm4desWVqxYgZcvX+LcuXNo0KBBgbdbv3592Nvb49ixY9oPmoiIiIj0lrHcARDpquTkZFhYWECpVEKpVGqse/LkCcqUKSMloIj0WUREBAYNGgRXV1ccOXIEFSpUkNaNGTMGd+7cwV9//SVjhMUvp/d5STIxMZFt3wDQpEkTvPvuu9L9Nm3aoEuXLli5ciVWrFghY2REREREZEg4HY8KZMaMGVAoFLh16xbeffdd2NjYwMHBAV9//TWEELh//z569eoFa2trODs7Y9GiRdJj09LSMG3aNHh6esLGxgYWFhZo06YNjh49qrGP6dOnw8jICIcPH9ZYPmrUKJiamuLSpUv5jlcIgTlz5qBSpUooW7Ys2rdvj2vXrmVrp64HExISgtGjR8PR0RGVKlXSWKeeKqRQKBAYGIjk5GRpCsvatWvRrFkzAMDw4cM1lhPpugULFiApKQlr1qzRSECpubu74+OPP5buZ2RkYPbs2XBzc4OZmRmqVq2KL774AqmpqRqPq1q1Krp3746TJ0+iefPmMDc3R/Xq1bFu3Tqpzdq1azFgwAAAQPv27aX3jnoEzc6dO9GtWze4uLjAzMwMbm5umD17NjIzMzX21a5dO9SvXx+XL1+Gj48PypYtC3d3d2zZsgUAEBISAi8vL5QpUwa1atXCoUOHNB6fU02o/MQPALGxsZg0aRIaNGgAS0tLWFtbo0uXLhp91bFjx/LsI3KqCZWcnIxPP/0UlStXhpmZGWrVqoWFCxfi9QHMCoUCY8eOxY4dO1C/fn2YmZmhXr162LdvX7bXMr/atGkDIGuK5qsCAwPRoUMHODo6wszMDHXr1sXKlSs12lStWhXXrl1DSEiIdJyvjnCLi4vDhAkTpONyd3fH/PnzoVKpCh0vEREREekHJqGoUAYOHAiVSoV58+bBy8sLc+bMwdKlS/HWW2+hYsWKmD9/Ptzd3TFp0iQcP34cAJCQkIBffvkF7dq1w/z58zFjxgzExMTAz89Po0bKV199hUaNGmHEiBFITEwEAOzfvx+rV6/GtGnT4OHhke84p02bhq+//hoeHh5SIfFOnTohOTk5x/ajR4/G9evXMW3aNEyZMiXHNuvXr0ebNm1gZmaG9evXY/369ahTpw5mzZoFICtZpl7etm3bfMdKJJc///wT1atXR8uWLfPV/v3338e0adPQpEkTLFmyBD4+Ppg7dy4GDRqUre2dO3fQv39/vPXWW1i0aBHKlSuHgIAAKRnctm1bjB8/HgDwxRdfaLyngKzkkKWlJSZOnIjvv/8enp6eub4/nz9/ju7du8PLywsLFiyAmZkZBg0ahD/++AODBg1C165dMW/ePCQnJ6N///5S/5KXN8UPAP/++y927NiB7t27Y/HixZg8eTKuXLkCHx8fPHr0CAAK3EcIIdCzZ08sWbIEnTt3xuLFi1GrVi1MnjwZEydOzNb+5MmTGD16NAYNGoQFCxYgJSUF/fr1w7Nnz954jDlRJ+PKlSunsXzlypVwdXXFF198gUWLFqFy5coYPXo0li9fLrVZunQpKlWqhNq1a0vH+eWXXwIAXrx4AR8fH2zYsAHDhg3DDz/8gFatWmHq1Kk5HhcRERERGRhBVADTp08XAMSoUaOkZRkZGaJSpUpCoVCIefPmScufP38uypQpI/z9/aV2qampGtt7/vy5cHJyEu+9957G8itXrghTU1Px/vvvi+fPn4uKFSuKpk2bivT09HzH+uTJE2Fqaiq6desmVCqVtPyLL74QAKS4hBAiMDBQABCtW7cWGRkZGttRr4uIiJCW+fv7CwsLC412586dEwBEYGBgvmMkklt8fLwAIHr16pWv9mFhYQKAeP/99zWWT5o0SQAQR44ckZa5uroKAOL48ePSsidPnggzMzPx6aefSsuCg4MFAHH06NFs+3vx4kW2ZR988IEoW7asSElJkZb5+PgIAGLTpk3Ssps3bwoAwsjISJw5c0Zavn///mzv1Zze5/mNPyUlRWRmZmrEGBERIczMzMSsWbOkZXn1Ef7+/sLV1VW6v2PHDgFAzJkzR6Nd//79hUKhEHfu3JGWARCmpqYayy5duiQAiGXLlmXb1+txAhAzZ84UMTExIioqSpw4cUI0a9ZMABDBwcEa7XN6Pfz8/ET16tU1ltWrV0/4+Phkazt79mxhYWEhbt26pbF8ypQpQqlUinv37uUZLxERERHpN46EokJ5//33pb+VSiWaNm0KIQRGjBghLbe1tUWtWrXw77//Su3UNZRUKhViY2ORkZGBpk2b4sKFCxrbr1+/PmbOnIlffvkFfn5+ePr0KX777TcYG+e/jNmhQ4eQlpaGcePGaRQanjBhQq6PGTlypKx1YYhKWkJCAgDAysoqX+337NkDANlGrXz66acAkK12VN26daWpXQDg4OCg0S+8SZkyZaS/ExMT8fTpU7Rp0wYvXrzAzZs3NdpaWlpqjMaqVasWbG1tUadOHXh5eUnL1X/nJ4b8xG9mZgYjo6x/p5mZmXj27BksLS1Rq1atbH1bfu3ZswdKpVIaJab26aefQgiBvXv3aiz39fWFm5ubdL9hw4awtrbO9/M8ffp0ODg4wNnZGW3atMGNGzewaNEi9O/fX6Pdq69HfHw8nj59Ch8fH/z777+Ij49/436Cg4PRpk0blCtXDk+fPpVuvr6+yMzMlEbOEhEREZFhYmFyKpQqVapo3LexsYG5uTns7e2zLX91Oshvv/2GRYsW4ebNm0hPT5eWV6tWLds+Jk+ejKCgIPz999/49ttvUbdu3QLF+N9//wEAatSoobHcwcEh2xSTvOIgMmTW1tYAkK+paUDW+8rIyAju7u4ay52dnWFrayu979Re7yuArClez58/z9f+rl27hq+++gpHjhyREmZqryc9KlWqlO3KdjY2NqhcuXK2ZQDyFUN+4lepVPj++++xYsUKREREaNSrKl++/Bv3kZP//vsPLi4u2ZKD6mmK2n6eR40ahQEDBiAlJQVHjhzBDz/8kK3uFgCcOnUK06dPR2hoKF68eKGxLj4+Xnpuc3P79m1cvnwZDg4OOa5/8uRJvuIlIiIiIv3EJBQVSk6jhXIbQST+v4juhg0bEBAQgN69e2Py5MlwdHSEUqnE3LlzsxW/BbJGKdy+fRsAcOXKFS1Gn7tXf+UnKg2sra3h4uKCq1evFuhxryd7cvOmfiEvcXFx8PHxgbW1NWbNmgU3NzeYm5vjwoUL+Pzzz7MVss5tX0WJIT+P/fbbb/H111/jvffew+zZs2FnZwcjIyNMmDChxIptF+UYgaxkva+vLwCge/fuUCqVmDJlCtq3b4+mTZsCyCpS3rFjR9SuXRuLFy9G5cqVYWpqij179mDJkiX5OlaVSoW33noLn332WY7ra9asma94iYiIiEg/MQlFJWbLli2oXr06tm3bpvEFdvr06dnaqlQqBAQEwNraGhMmTMC3336L/v37o2/fvvnen6urK4CsX96rV68uLY+Jicn36ICCyO+XciJd0717d/z8888IDQ2Ft7d3nm1dXV2hUqlw+/ZtaVQOAERHRyMuLk563xVEbu+dY8eO4dmzZ9i2bZtGAe+IiIgC76M4bdmyBe3bt8eaNWs0lsfFxWmMDi1IH+Hq6opDhw4hMTFRYzSUegpiYZ7ngvjyyy+xevVqfPXVV9JV9v7880+kpqZi165dGiOvXr/CKZD7sbq5uSEpKUlKeBERERFR6cKaUFRi1L/Uv/rL/NmzZxEaGpqt7eLFi3H69Gn8/PPPmD17Nlq2bImPPvoIT58+zff+fH19YWJigmXLlmnsc+nSpYU/iDxYWFgAyPriSaRPPvvsM1hYWOD9999HdHR0tvV3797F999/DwDo2rUrgOzvo8WLFwMAunXrVuD95/beyanPSEtLw4oVKwq8j+KkVCqzjTgKDg7Gw4cPNZYVpI/o2rUrMjMz8eOPP2osX7JkCRQKBbp06VK0oN/A1tYWH3zwAfbv3y9dvTSn1yM+Ph6BgYHZHm9hYZHjcb799tsIDQ3F/v37s62Li4tDRkaGdg6AiIiIiHQSR0JRienevTu2bduGPn36oFu3boiIiMCqVatQt25dJCUlSe1u3LiBr7/+GgEBAejRoweArMu0N2rUCKNHj8bmzZvztT8HBwdMmjQJc+fORffu3dG1a1dcvHgRe/fuzVa7Shvc3Nxga2uLVatWwcrKChYWFvDy8mKdKdJ5bm5u2LRpEwYOHIg6depg2LBhqF+/PtLS0nD69GkEBwcjICAAAODh4QF/f3/8/PPP0nS5v//+G7/99ht69+6N9u3bF3j/jRo1glKpxPz58xEfHw8zMzN06NABLVu2RLly5eDv74/x48dDoVBg/fr1+Z5iVlK6d++OWbNmYfjw4WjZsiWuXLmCjRs3aozABArWR/To0QPt27fHl19+icjISHh4eODAgQPYuXMnJkyYoFGEvLh8/PHHWLp0KebNm4egoCB06tQJpqam6NGjBz744AMkJSVh9erVcHR0xOPHjzUe6+npiZUrV2LOnDlwd3eHo6MjOnTogMmTJ2PXrl3o3r07AgIC4OnpieTkZFy5cgVbtmxBZGRksfTPRERERKQbOBKKSkxAQAC+/fZbXLp0CePHj8f+/fuxYcMGqd4IkHVlKX9/f9jb22uMtKhRowbmzp2L4ODg/2vv3qOqrvP9j782CBtvbFDiomFeSrFUNDQip5oMZayxPDpnHPWo45iOho7KVEqlZDccK3WaIT2Zl846OTp2Sh11NMOwU5ImylFTSVIHlwrIGGwlBGR/f3/0Y087Lgps9kWfj7W+a8nne3t92fIp3n4+n+91F6Ek6eWXX9aCBQt08OBBPf300/rmm2/00Ucf2UckOJOfn5/effdd+fr6aurUqRo9erR2797t9PsAzeGxxx7ToUOH9Itf/EKbNm1SYmKi5s6dq9OnT+uNN97Qm2++aT/2nXfe0YIFC/Tll19q1qxZ2rVrl5KTk7Vu3bpG3Ts8PFzLly9XYWGhJk2apNGjR+vo0aNq3769tmzZooiICD3//PN6/fXXNXjwYC1atMhZj+0Uzz77rH7/+99rx44dmjlzpg4cOKCtW7fWWBC9IX2Ej4+PNm/erFmzZmnLli2aNWuWjh49qtdee80+6qy5dejQQWPGjNH777+vb775Rj169ND7778vk8mkp556SsuXL9eUKVM0c+bMGufOnz9fjzzyiBYtWqTRo0frxRdflCS1atVKu3fv1tNPP62MjAzNnDlTCxcu1IkTJ7RgwYJrLmwOAAAA72YyPO2flAEAAAAAAHDDYSQUAAAAAAAAmh1rQsErXbhwQVVVVXXu9/f3V7t27VyYCAAAAAAA1IeRUPBKAwYMUERERJ3biBEj3B0RXuLTTz/VsGHD1KFDB5lMJm3cuPGa52RkZOjuu++W2WzW7bffrjVr1jR7TgAAAADwdoyEgld67733VFZWVuf+4OBgF6aBNystLVV0dLR+85vfXFfx8tSpU3r00Uc1depUvffee0pPT9cTTzyhiIgIJSQkuCAxAAAAAHgnFiYHgP/PZDLpww8/1PDhw+s8Zs6cOdq6dauOHDlib/vVr36l4uJibd++3QUpAQAAAMA7MR0PABogMzNT8fHxDm0JCQnKzMx0UyIAAAAA8A433XQ8wzB06dIltW3bViaTyd1xAHiZ/Px8hYWFObSFhYXJarWqrKxMLVu2rPW88vJylZeX2782DEMVFRUKCQmhLwIAAABwU7jpRkJdunRJFotFly5dcncUADeR1NRUWSwW+xYUFKTQ0FD6IgAAAAA3jZuuCAUATREeHq6CggKHtoKCAgUGBtY5CkqSkpOTVVJSYt/OnDnT3FEBAAAAwKPcdNPxAKAp4uLitG3bNoe2nTt3Ki4urt7zzGazzGZzc0YDAAAAAI/GSCgAN7XLly8rOztb2dnZkqRTp04pOztbeXl5kr4fwTR+/Hj78VOnTtXJkyf1zDPP6Pjx43rrrbf017/+VbNnz3ZHfAAAAADwGhShANzU9u/fr379+qlfv36SpKSkJPXr10/z58+XJJ0/f95ekJKkLl26aOvWrdq5c6eio6P1xhtv6J133lFCQoJb8gMAAACAtzAZhmG4O4QrWa1WWSwWlZSUKDAw0N1xANyk6IsAAAAA3Gw8eiTUwoULZTKZNGvWLHvblStXlJiYqPbt26tNmzYaOXJkjUWCm8u8efP08MMPq7S01CX3AwAAAAAAuFF4bBHqyy+/1H/+53+qT58+Du2zZ8/W3/72N23YsEG7d+/WuXPnNGLEiGbPU1lZqddee027du1Senp6s98PAAAAAADgRuKRRajLly9r7NixWrFihYKDg+3tJSUlWrlypRYvXqxBgwYpJiZGq1ev1p49e/TFF180a6avvvpK5eXlkr5fQwYAAAAAAADXzyOLUImJiXr00UcVHx/v0J6VlaXKykqH9qioKHXq1EmZmZnNmunLL7+s9c8AAAAAAAC4thbuDvBj69at04EDB2ot9OTn58vf319BQUEO7WFhYcrPz6/1euXl5fYRTNL3iwE3xg9HP+3fv1+GYchkMjXqWgAAAAAAADcbjxoJdebMGc2cOVPvvfeeAgICnHLN1NRUWSwW+xYZGdmo6/ywCFVUVOTwynYAAAAAAADUz6OKUFlZWSosLNTdd9+tFi1aqEWLFtq9e7fefPNNtWjRQmFhYaqoqFBxcbHDeQUFBQoPD6/1msnJySopKbFvZ86caXCuK1eu6NChQ5Jkvw9T8gAAAAAAAK6fRxWhHn74YR0+fFjZ2dn2rX///ho7dqz9z35+fg5vp8vJyVFeXp7i4uJqvabZbFZgYKDD1lCHDh3S1atXFRISoscee0wSi5MDAAAAAAA0hEetCdW2bVv16tXLoa1169Zq3769vX3SpElKSkpSu3btFBgYqBkzZiguLk733ntvs+WqLjj1799fAwYM0Ntvv00RCgAAAAAAoAE8qgh1PZYsWSIfHx+NHDlS5eXlSkhI0FtvvdWs96wuOA0YMED9+/e3t9lsNvn4eNRgMgAAAAAAAI9kMgzDcHcIV7JarbJYLCopKbnuqXm9e/fWkSNHtGnTJg0dOlRt27ZVeXm5vv76a91xxx3NnBjAjagxfREAAAAAeDOG8VxDWVmZjh49Kkn2Namio6MlSQcPHnRnNAAAAAAAAK9BEeoaTpw4IZvNpuDgYEVEREiSunTpIkk6d+6cO6MBAAAAAAB4DYpQ15CTkyNJ6tGjh0wmkyQpNDRUklRYWOi2XAAAAAAAAN6EItQ1HD9+XJIUFRVlbwsLC5MkFRQUuCUTAAAAAACAt6EIdQ0/HAlVjZFQAAAAAAAADUMR6hpqK0IxEgoAAAAAAKBhKELVwzAM+3Q8RkIBAAAAAAA0HkWoepw/f16XL1+Wr6+vunXrZm+vHglVWFgowzDcFQ8AAAAAAMBrUISqR/VUvC5dushsNtvbq0dClZWV6fLly27JBgAAAAAA4E0oQtWjtvWgJKl169Zq1aqVJKbkATeKtLQ0de7cWQEBAYqNjdW+ffvqPX7p0qXq0aOHWrZsqcjISM2ePVtXrlxxUVoAAAAA8D4UoepRvR5UVFRUjX0sTg7cONavX6+kpCSlpKTowIEDio6OVkJCQp1F5rVr12ru3LlKSUnRsWPHtHLlSq1fv17PPvusi5MDAAAAgPegCFWPukZCSSxODtxIFi9erMmTJ2vixIm68847tXz5crVq1UqrVq2q9fg9e/Zo4MCBGjNmjDp37qwhQ4Zo9OjR1xw9BQAAAAA3M4pQ9aivCMVIKODGUFFRoaysLMXHx9vbfHx8FB8fr8zMzFrPue+++5SVlWUvOp08eVLbtm3TI488Uud9ysvLZbVaHTYAAAAAuJm0cHcAT1VWVqbTp09LYiQUcCMrKipSVVWVvbBcLSwszD4l98fGjBmjoqIi/eQnP5FhGLp69aqmTp1a73S81NRULViwwKnZAQAAAMCbMBKqDrm5uTIMQ0FBQfaC0w8xEgq4eWVkZOjVV1/VW2+9pQMHDuiDDz7Q1q1b9dJLL9V5TnJyskpKSuzbmTNnXJgYAAAAANyPkVB1qKqq0pAhQ9SmTRuZTKYa+xkJBdwYQkJC5OvrW6OgXFBQoPDw8FrPmTdvnsaNG6cnnnhCktS7d2+VlpZqypQpeu655+TjU7O+bzabZTabnf8AAAAAAOAlGAlVh759+2rHjh36n//5n1r3V4+EoggFeDd/f3/FxMQoPT3d3maz2ZSenq64uLhaz/nuu+9qFJp8fX0lSYZhNF9YAAAAAPBijIRqpOqRUEzHA7xfUlKSJkyYoP79++uee+7R0qVLVVpaqokTJ0qSxo8fr44dOyo1NVWSNGzYMC1evFj9+vVTbGyscnNzNW/ePA0bNsxejAIAAAAAOKII1UiMhAJuHKNGjdKFCxc0f/585efnq2/fvtq+fbv95zwvL89h5NPzzz8vk8mk559/XmfPntUtt9yiYcOG6ZVXXnHXIwAAAACAxzMZN9ncEavVKovFopKSEgUGBjb6OkVFRbrlllskff+Kdz8/P2dFBHATcFZfBAAAAADegjWhGqldu3b2aTcXLlxwcxoAAAAAAADPRhGqkXx8fOwjoVgXCgAAAAAAoH4UoZqgenFy1oUCAAAAAACoH0WoJqhetJiRUAAAAAAAAPXzqCLUsmXL1KdPHwUGBiowMFBxcXH6+9//bt9/5coVJSYmqn379mrTpo1Gjhzp1gIQI6EAAAAAAACuj0cVoW699VYtXLhQWVlZ2r9/vwYNGqTHH39cX331lSRp9uzZ+tvf/qYNGzZo9+7dOnfunEaMGOG2vNVrQrEwOQAAAAAAQP1auDvADw0bNszh61deeUXLli3TF198oVtvvVUrV67U2rVrNWjQIEnS6tWr1bNnT33xxRe69957XZ43KChIklRSUuLyewMAAAAAAHgTjxoJ9UNVVVVat26dSktLFRcXp6ysLFVWVio+Pt5+TFRUlDp16qTMzEy3ZKwuQhUXF7vl/gAAAAAAAN7Co0ZCSdLhw4cVFxenK1euqE2bNvrwww915513Kjs7W/7+/vbCT7WwsDDl5+fXeb3y8nKVl5fbv7ZarU7LShEKAAAAAADg+njcSKgePXooOztbe/fu1bRp0zRhwgQdPXq00ddLTU2VxWKxb5GRkU7LynQ8AAAAAACA6+NxRSh/f3/dfvvtiomJUWpqqqKjo/XHP/5R4eHhqqioqDHqqKCgQOHh4XVeLzk5WSUlJfbtzJk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" ] @@ -530,7 +552,7 @@ "# Firing Rates\n", "data = np.log10(query.fetch(\"firing_rate\"))\n", "bins = np.linspace(-3,2,100)\n", - "plot_metric(axes[0], data, bins, title=\"Firing Rate (log$_{10}$)\")\n", + "plot_metric(axes[0], data, bins, title=\"Firing Rate (Hz) (log$_{10}$)\")\n", "axes[0].set_ylabel(\"Count\")\n", "\n", "# Signal-to-Noise Ratio\n", @@ -610,12 +632,36 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Quality metrics for unit waveforms" + "### Waveform quality metrics" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- `Amplitude (μV)` : The absolute difference between the waveform peak and trough.\n", + "\n", + "- `Duration (ms)` : The time interval between the waveform peak and trough.\n", + "\n", + "- `Half Width (ms)`: The spike width at half of the maximum amplitude.\n", + "\n", + "- `PT (peak-to-trough) Ratio` : The absolute amplitude of the peak divided by the absolute amplitude of the trough relative to 0.\n", + "\n", + "- `Repolarization Slope`: The slope of the fitted regression line to the first 30μs from trough to peak.\n", + "\n", + "- `Recovery Slope`: The slope of the fitted regression line to the first 30μs from peak to tail.\n", + "\n", + "- `Spread (μm)`: The spatial extent of channels where the waveform amplitude exceeds 12% of the maximum amplitude.\n", + "\n", + "- `Velocity Above (s/m)`: The inverse velocity of waveform propagation from the soma toward the top of the probe.\n", + "\n", + "- `Velocity Below (s/m)`: The inverse velocity of waveform propagation from the soma toward the bottom of the probe." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -898,7 +944,7 @@ " (Total: 336)" ] }, - "execution_count": 4, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -910,14 +956,14 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -925,25 +971,25 @@ } ], "source": [ - "fig, axes = plt.subplots(2, 5, figsize=(16, 5))\n", + "fig, axes = plt.subplots(2, 5, figsize=(16, 6))\n", "axes = axes.flatten()\n", "plt.suptitle(f\"Waveform Quality Metrics for {key}\", y=.99, fontsize=12)\n", "\n", "# Amplitude\n", "data = np.log10(query.fetch(\"amplitude\"))\n", "bins = np.linspace(0, 3, 100)\n", - "plot_metric(axes[0], data, bins, title=\"Amplitude (log$_{10}$)\")\n", + "plot_metric(axes[0], data, bins, title=\"Amplitude (μV) (log$_{10}$)\")\n", "axes[0].set_ylabel(\"Count\")\n", "\n", "# Duration\n", "data = query.fetch(\"duration\")\n", "bins = np.linspace(0, 3, 100)\n", - "plot_metric(axes[1], data, bins, title=\"Duration\")\n", + "plot_metric(axes[1], data, bins, title=\"Duration (ms)\")\n", "\n", "# Half-Width\n", "data = query.fetch(\"halfwidth\")\n", "bins = np.linspace(0, 5, 100)\n", - "plot_metric(axes[2], data, bins, title=\"halfwidth\")\n", + "plot_metric(axes[2], data, bins, title=\"Half Width (ms)\")\n", "\n", "# PT Ratio\n", "data = query.fetch(\"pt_ratio\")\n", @@ -964,22 +1010,28 @@ "# Spread\n", "data = np.log10(query.fetch(\"spread\"))\n", "bins = np.linspace(0, 3, 100)\n", - "plot_metric(axes[6], data, bins, title=\"Spread\")\n", + "plot_metric(axes[6], data, bins, title=\"Spread (μm)\")\n", "\n", "# Velocity Above\n", "data = query.fetch(\"velocity_above\")\n", "bins = np.linspace(-5, 15, 100)\n", - "plot_metric(axes[7], data, bins, title=\"Velocity Above\")\n", + "plot_metric(axes[7], data, bins, title=\"Velocity Above (s/m)\")\n", "\n", "# Velocity Below\n", "data = query.fetch(\"velocity_below\")\n", "bins = np.linspace(-10, 10, 100)\n", - "plot_metric(axes[8], data, bins, title=\"Velocity Below\")\n", - "axes[8].set_ylabel(\"Count\")\n", + "plot_metric(axes[8], data, bins, title=\"Velocity Below (s/m)\")\n", "\n", "axes[9].remove()\n", "plt.tight_layout()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From be42e9343cf3ca6fee6b309d3aa3b4f396e17fdd Mon Sep 17 00:00:00 2001 From: JaerongA Date: Thu, 13 Apr 2023 10:31:52 -0500 Subject: [PATCH 07/39] remove unused cells for codespace --- notebooks/quality_metrics.ipynb | 12 ------------ 1 file changed, 12 deletions(-) diff --git a/notebooks/quality_metrics.ipynb b/notebooks/quality_metrics.ipynb index 3689a5b..479b331 100644 --- a/notebooks/quality_metrics.ipynb +++ b/notebooks/quality_metrics.ipynb @@ -19,18 +19,6 @@ "The Element also offers Quality Metric visualizations. These are generated using `metrics.csv` generated from kilosort." ] }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "if os.path.basename(os.getcwd()) == \"notebooks\":\n", - " os.chdir(\"..\")" - ] - }, { "cell_type": "code", "execution_count": 2, From ade0c1ab5c0e1e346b64fa04ddfc7e216bbe7591 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Thu, 13 Apr 2023 10:41:19 -0500 Subject: [PATCH 08/39] add pytest for ephys.QualityMetrics --- tests/test_populate.py | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/tests/test_populate.py b/tests/test_populate.py index 40dea92..0b9b64c 100644 --- a/tests/test_populate.py +++ b/tests/test_populate.py @@ -329,6 +329,18 @@ def test_build_electrode_layouts(pipeline): ), f"probe type '{probe_type}' electrode layout does not match" +def test_qc_metrics_populate(pipeline): + """ + Populate ephys.QualityMetrics with metrics.csv + """ + + ephys = pipeline["ephys"] + key = {"subject": "subject5", "insertion_number": 2} # used for notebook demo + ephys.QualityMetrics.populate(key) + + assert len(ephys.QualityMetrics.Waveform & key) == len(ephys.QualityMetrics.Cluster & key) == 336 + + # ---- HELPER FUNCTIONS ---- From cc86e04939e6536ec5915e4ce1abecd9c37381a8 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Fri, 14 Apr 2023 13:35:58 -0500 Subject: [PATCH 09/39] Update tests/test_populate.py Co-authored-by: Kabilar Gunalan --- tests/test_populate.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_populate.py b/tests/test_populate.py index 0b9b64c..980cae6 100644 --- a/tests/test_populate.py +++ b/tests/test_populate.py @@ -329,7 +329,7 @@ def test_build_electrode_layouts(pipeline): ), f"probe type '{probe_type}' electrode layout does not match" -def test_qc_metrics_populate(pipeline): +def test_quality_metrics_populate(pipeline): """ Populate ephys.QualityMetrics with metrics.csv """ From 5b0128941080ca418d54f35177d01c39b57a730b Mon Sep 17 00:00:00 2001 From: JaerongA Date: Fri, 14 Apr 2023 16:17:03 -0500 Subject: [PATCH 10/39] Update tests/test_populate.py Co-authored-by: Kabilar Gunalan --- tests/test_populate.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/tests/test_populate.py b/tests/test_populate.py index 980cae6..c6dadaa 100644 --- a/tests/test_populate.py +++ b/tests/test_populate.py @@ -338,7 +338,8 @@ def test_quality_metrics_populate(pipeline): key = {"subject": "subject5", "insertion_number": 2} # used for notebook demo ephys.QualityMetrics.populate(key) - assert len(ephys.QualityMetrics.Waveform & key) == len(ephys.QualityMetrics.Cluster & key) == 336 + assert len(ephys.QualityMetrics.Waveform & key) == 336 + assert len(ephys.QualityMetrics.Cluster & key) == 336 # ---- HELPER FUNCTIONS ---- From c67638385ffa33692763885c68b6580c6bbd1ca1 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Fri, 14 Apr 2023 16:58:12 -0500 Subject: [PATCH 11/39] bump up version --- CHANGELOG.md | 7 +++++++ workflow_array_ephys/version.py | 2 +- 2 files changed, 8 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 4e8653f..52bdae1 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -3,6 +3,12 @@ Observes [Semantic Versioning](https://semver.org/spec/v2.0.0.html) standard and [Keep a Changelog](https://keepachangelog.com/en/1.0.0/) convention. +## [0.3.2] - 2023-04-14 + ++ Add - `quality_metrics.ipynb` for visualizing quality metrics. ++ Add - Documentation for attributes in `ephys.QualityMetrics.Waveform`. ++ Update - pytest for `ephys.QualityMetrics.populate`. + ## [0.3.1] - 2023-04-12 + Add - pytest for new `QCmetric` tables. @@ -87,6 +93,7 @@ Observes [Semantic Versioning](https://semver.org/spec/v2.0.0.html) standard and + Add - Version +[0.3.2]: https://github.com/datajoint/workflow-array-ephys/releases/tag/0.3.2 [0.3.1]: https://github.com/datajoint/workflow-array-ephys/releases/tag/0.3.1 [0.3.0]: https://github.com/datajoint/workflow-array-ephys/releases/tag/0.3.0 [0.2.6]: https://github.com/datajoint/workflow-array-ephys/releases/tag/0.2.6 diff --git a/workflow_array_ephys/version.py b/workflow_array_ephys/version.py index 6a2f607..5b67f9e 100644 --- a/workflow_array_ephys/version.py +++ b/workflow_array_ephys/version.py @@ -2,4 +2,4 @@ Package metadata Update the Docker image tag in `docker-compose.yaml` to match """ -__version__ = "0.3.1" +__version__ = "0.3.2" From 22d23076f84a796f4e70cbc8a0256c6656145d8d Mon Sep 17 00:00:00 2001 From: JaerongA Date: Mon, 17 Apr 2023 21:46:10 +0000 Subject: [PATCH 12/39] add missing docs for some unit metrics --- notebooks/quality_metrics.ipynb | 22 +++++++++++++++++----- 1 file changed, 17 insertions(+), 5 deletions(-) diff --git a/notebooks/quality_metrics.ipynb b/notebooks/quality_metrics.ipynb index 479b331..838d3ce 100644 --- a/notebooks/quality_metrics.ipynb +++ b/notebooks/quality_metrics.ipynb @@ -72,23 +72,35 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Histograms of following cluster metrics will be plotted. \n", + "#### Histograms of the following cluster metrics will be plotted. \n", "\n", "- `Firing rates (Hz)` : Total number of spikes / time in seconds \n", "\n", + "- `SNR (Signal-to-noise ratio)`: The ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on a given channel.\n", + "\n", "- `Presence ratio` : The proportion of time during a session that a unit is spiking, ranging from 0 to 0.99.\n", "\n", - "- `Amplitude cut-off`: The false negative rate of a unit measured by the degree to which its distribution of spike amplitudes is truncated, indicating the fraction of missing spikes. An amplitude cutoff of 0.1 indicates approximately 10% missing spikes.\n", + "- `ISI (Interspike Interval) violation` : The rate of ISI violation as a fraction of overall rate.\n", "\n", - "- `L-ratio` : A metric to quantify the distribution of spike distances from a cluster. A low L-ratio indicates that there is a relatively low number of non-member spikes around the target cluster. \n", + "- `Number violation` : The total number of ISI violations.\n", "\n", - "- `Signal-to-noise ratio`: The ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on a given channel.\n", + "- `Amplitude cut-off`: The false negative rate of a unit measured by the degree to which its distribution of spike amplitudes is truncated, indicating the fraction of missing spikes. An amplitude cutoff of 0.1 indicates approximately 10% missing spikes.\n", "\n", "- `Isolation distance`: A metric that uses the principal components (PCs) of a unit's waveforms, which are projected into a lower-dimensional PC space after spike sorting. This quantifies how well-isolated the unit is from other potential clusters.\n", "\n", + "- `L-ratio` : A metric to quantify the distribution of spike distances from a cluster. A low L-ratio indicates that there is a relatively low number of non-member spikes around the target cluster. \n", + "\n", "- `D-prime`: A metric calculated from waveform principal components using linear discriminant analysis. This measures the separability of one unit's PC cluster from all the others, with a higher d-prime value indicating better isolation of the unit.\n", "\n", - "- `Nearest-neighbors hit rate`: This measures the fraction of nearest neighbors for one unit's waveform principal components that fall within the same cluster.\n", + "- `Nearest-neighbors hit rate`: The proportion of its nearest neighbors that belong to the same given cluster based on its first principal components.\n", + "\n", + "- `Nearest Neighbor Miss Rate`: The proportion of its nearest neighbors that do not belong to the same given cluster based on its first principal components.\n", + "\n", + "- `Silhouette Score`: The ratio between cohesiveness of a cluster (distance between member spikes) and its separation from other clusters (distance to non-member spikes).\n", + "\n", + "- `Max Drift`: The maximum shift in spike location, calculated as the center of mass of the energy of the first principal component score.\n", + "\n", + "- `Cumulative Drift`: The total cumulative change in spike depth over the course of the recording. \n", "\n", "#### For more detailed explanation, please visit the following references:\n", "- https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html\n", From 9b84b7ddd95d1149c494a687932d23f7bead0ad8 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Mon, 17 Apr 2023 22:40:16 +0000 Subject: [PATCH 13/39] update kilosort path --- notebooks/demo_prepare.ipynb | 11 ++--------- 1 file changed, 2 insertions(+), 9 deletions(-) diff --git a/notebooks/demo_prepare.ipynb b/notebooks/demo_prepare.ipynb index 6f63f1b..957af07 100644 --- a/notebooks/demo_prepare.ipynb +++ b/notebooks/demo_prepare.ipynb @@ -140,7 +140,7 @@ " insertion_number=1,\n", " paramset_idx=1,\n", " task_mode='load', # load or trigger\n", - " clustering_output_dir=\"subject5/session1/probe_1/ks2.1_01\"\n", + " clustering_output_dir=\"subject5/session1/probe_1/kilosort2-5_1\"\n", " )\n", ")\n", "\n", @@ -204,13 +204,6 @@ "\n", "# drop_databases(databases=['analysis', 'trial', 'event', 'ephys_report', 'ephys', 'probe', 'session', 'subject', 'project', 'lab'])\n" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -229,7 +222,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.2" + "version": "3.9.16" }, "orig_nbformat": 4, "vscode": { From 0cca292888a8da9382979be07e7616cd8908051f Mon Sep 17 00:00:00 2001 From: JaerongA Date: Mon, 17 Apr 2023 22:43:10 +0000 Subject: [PATCH 14/39] update figures with new dataset --- notebooks/quality_metrics.ipynb | 703 +++++++++++++++++--------------- 1 file changed, 363 insertions(+), 340 deletions(-) diff --git a/notebooks/quality_metrics.ipynb b/notebooks/quality_metrics.ipynb index 838d3ce..ea4806c 100644 --- a/notebooks/quality_metrics.ipynb +++ b/notebooks/quality_metrics.ipynb @@ -21,16 +21,16 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "[2023-04-12 22:56:31,441][WARNING]: lab.Project and related tables will be removed in a future version of Element Lab. Please use the project schema.\n", - "[2023-04-12 22:56:33,611][INFO]: Connecting ephysuser@db.datajoint.com:3306\n", - "[2023-04-12 22:56:34,636][INFO]: Connected ephysuser@db.datajoint.com:3306\n" + "[2023-04-17 22:27:22,832][WARNING]: lab.Project and related tables will be removed in a future version of Element Lab. Please use the project schema.\n", + "[2023-04-17 22:27:22,838][INFO]: Connecting root@fakeservices.datajoint.io:3306\n", + "[2023-04-17 22:27:22,890][INFO]: Connected root@fakeservices.datajoint.io:3306\n" ] } ], @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -180,7 +180,7 @@ "

subject

\n", " \n", "
\n", - "

session_id

\n", + "

session_datetime

\n", " \n", "
\n", "

insertion_number

\n", @@ -189,6 +189,9 @@ "

paramset_idx

\n", " \n", "
\n", + "

curation_id

\n", + " \n", + "
\n", "

unit

\n", " \n", "
\n", @@ -238,265 +241,277 @@ " \n", "
\n", " subject5\n", + "2023-04-17 22:22:31\n", + "1\n", + "1\n", "1\n", - "2\n", - "0\n", "0\n", - "0.327068\n", - "5.1741\n", - "0.59\n", + "6.71766\n", + "0.392532\n", + "0.98\n", + "nan\n", + "None\n", + "0.126571\n", + "nan\n", + "0.0\n", + "nan\n", + "nan\n", + "nan\n", + "0.0256577\n", + "0.0\n", + "0.0\n", + "nansubject5\n", + "2023-04-17 22:22:31\n", + "1\n", + "1\n", + "1\n", + "1\n", + "4.64183\n", + "0.391947\n", + "0.99\n", "nan\n", "None\n", "0.5\n", - "36.7421\n", - "0.0209872\n", - "4.36162\n", - "0.294294\n", - "0.00054177\n", - "0.03586\n", - "3.89\n", - "5.27\n", + "nan\n", + "0.0\n", + "nan\n", + "nan\n", + "nan\n", + "0.126882\n", + "7.77\n", + "20.13\n", "nansubject5\n", + "2023-04-17 22:22:31\n", + "1\n", + "1\n", "1\n", "2\n", - "0\n", - "2\n", - "2.16572\n", - "4.28818\n", - "0.94\n", + "0.171264\n", + "1.91799\n", + "0.39\n", "nan\n", "None\n", "0.5\n", - "57.1309\n", - "0.00329259\n", - "5.03851\n", - "0.979638\n", - "0.000313873\n", - "0.0973327\n", - "8.27\n", - "12.48\n", + "41.5366\n", + "0.01055\n", + "2.00497\n", + "0.109195\n", + "0.00941423\n", + "0.0382387\n", + "17.01\n", + "0.0\n", "nansubject5\n", + "2023-04-17 22:22:31\n", + "1\n", + "1\n", "1\n", - "2\n", - "0\n", "3\n", - "6.60029\n", - "4.63847\n", - "0.99\n", + "8.46869\n", + "0.454273\n", + "0.98\n", "nan\n", "None\n", "0.5\n", - "90.4176\n", - "0.000410589\n", - "6.4374\n", - "0.998\n", - "0.000469704\n", - "0.0733426\n", - "3.23\n", - "9.03\n", + "48.976\n", + "0.369185\n", + "2.74545\n", + "0.987333\n", + "1.0\n", + "0.0382387\n", + "3.9\n", + "9.13\n", "nansubject5\n", + "2023-04-17 22:22:31\n", + "1\n", + "1\n", "1\n", - "2\n", - "0\n", "4\n", - "0.533327\n", - "4.56249\n", - "0.74\n", + "0.413395\n", + "2.56485\n", + "0.73\n", "nan\n", "None\n", "0.5\n", - "36.7083\n", - "0.0265655\n", - "2.5544\n", - "0.259259\n", - "0.00423141\n", - "-0.00208076\n", - "8.66\n", - "17.43\n", + "360.148\n", + "0.00934174\n", + "4.40108\n", + "0.966667\n", + "0.135897\n", + "0.0571513\n", + "6.35\n", + "13.91\n", "nansubject5\n", + "2023-04-17 22:22:31\n", + "1\n", + "1\n", "1\n", - "2\n", - "0\n", "5\n", - "2.29831\n", - "5.10661\n", - "0.84\n", + "0.218509\n", + "2.4666\n", + "0.48\n", "nan\n", "None\n", - "0.014956\n", - "57.8081\n", - "0.0143053\n", - "4.5877\n", - "0.970667\n", - "0.00291661\n", - "0.0903331\n", - "13.15\n", - "13.75\n", + "0.5\n", + "162.35\n", + "3.64917e-05\n", + "6.75158\n", + "0.981982\n", + "0.0102881\n", + "0.10466\n", + "6.24\n", + "9.81\n", "nansubject5\n", + "2023-04-17 22:22:31\n", + "1\n", + "1\n", "1\n", - "2\n", - "0\n", "6\n", - "9.04003\n", - "3.75238\n", - "0.99\n", + "0.100396\n", + "3.87529\n", + "0.31\n", "nan\n", "None\n", "0.5\n", - "61.0942\n", - "0.0933396\n", - "3.19236\n", - "0.818\n", - "0.0337224\n", - "0.0545304\n", - "4.72\n", - "6.43\n", + "7.98228e+16\n", + "nan\n", + "4.6297\n", + "0.843137\n", + "0.026749\n", + "0.0571513\n", + "0.0\n", + "0.0\n", "nansubject5\n", + "2023-04-17 22:22:31\n", + "1\n", + "1\n", "1\n", - "2\n", - "0\n", "7\n", - "0.0707173\n", - "3.80121\n", - "0.19\n", + "0.064962\n", + "1.85867\n", + "0.21\n", "nan\n", "None\n", - "0.5\n", - "690342000000000.0\n", + "0.279006\n", + "4.61058e+16\n", + "nan\n", + "4.39722\n", + "0.727273\n", + "0.0147849\n", "nan\n", - "3.23436\n", - "0.1\n", - "0.000668003\n", - "-0.0111092\n", "nan\n", "0.0\n", "nansubject5\n", + "2023-04-17 22:22:31\n", "1\n", - "2\n", - "0\n", - "9\n", - "0.0766105\n", - "3.87867\n", - "0.2\n", + "1\n", + "1\n", + "8\n", + "15.1657\n", + "0.445549\n", + "0.99\n", "nan\n", "None\n", - "0.440071\n", - "1083500000000000.0\n", + "0.5\n", "nan\n", - "4.97368\n", - "0.173333\n", - "0.000401003\n", + "0.0\n", "nan\n", "nan\n", + "nan\n", + "0.131529\n", + "0.0\n", "0.0\n", "nansubject5\n", + "2023-04-17 22:22:31\n", "1\n", - "2\n", - "0\n", - "10\n", - "11.194\n", - "5.10249\n", - "0.99\n", - "nan\n", - "None\n", - "0.5\n", - "98.8003\n", - "0.0206255\n", - "3.76673\n", - "0.944667\n", - "0.0301297\n", - "0.0505288\n", - "4.49\n", - "7.73\n", - "nansubject5\n", "1\n", - "2\n", - "0\n", - "11\n", - "9.22861\n", - "4.54963\n", - "0.99\n", + "1\n", + "9\n", + "1.27267\n", + "0.255138\n", + "0.88\n", "nan\n", "None\n", - "0.399919\n", - "70.3693\n", - "0.0228612\n", - "4.03329\n", - "0.897333\n", - "0.0150244\n", - "0.0505288\n", - "5.41\n", - "12.02\n", + "0.158831\n", + "185.314\n", + "0.0121516\n", + "5.55476\n", + "0.996906\n", + "0.0454545\n", + "0.152277\n", + "7.8\n", + "17.6\n", "nansubject5\n", + "2023-04-17 22:22:31\n", "1\n", - "2\n", - "0\n", - "12\n", - "11.026\n", - "-1.0\n", - "0.99\n", + "1\n", + "1\n", + "10\n", + "0.0856318\n", + "1.71077\n", + "0.25\n", "nan\n", "None\n", - "0.0520832\n", - "106.301\n", - "0.00174386\n", - "5.16121\n", - "0.987333\n", - "0.00956739\n", - "-0.0188459\n", - "7.08\n", - "10.55\n", + "0.5\n", + "1.32036e+16\n", + "nan\n", + "5.22485\n", + "0.977012\n", + "0.000674764\n", + "0.0705441\n", + "nan\n", + "0.0\n", "nansubject5\n", + "2023-04-17 22:22:31\n", "1\n", - "2\n", - "0\n", - "14\n", - "26.8137\n", - "6.09389\n", - "0.99\n", + "1\n", + "1\n", + "11\n", + "0.0767733\n", + "1.25363\n", + "0.22\n", "nan\n", "None\n", - "0.00154075\n", - "184.345\n", - "9.28389e-09\n", - "9.64906\n", - "1.0\n", + "0.5\n", + "8456290000000000.0\n", + "nan\n", + "6.3283\n", + "0.858974\n", + "0.000118455\n", + "nan\n", + "nan\n", "0.0\n", - "0.188512\n", - "0.7\n", - "1.45\n", "nan \n", " \n", "

...

\n", - "

Total: 336

\n", + "

Total: 227

\n", " " ], "text/plain": [ - "*subject *session_id *insertion_num *paramset_idx *unit firing_rate snr presence_ratio isi_violation number_violati amplitude_cuto isolation_dist l_ratio d_prime nn_hit_rate nn_miss_rate silhouette_sco max_drift cumulative_dri contamination_\n", - "+----------+ +------------+ +------------+ +------------+ +------+ +------------+ +---------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +---------+ +------------+ +------------+ +------------+ +-----------+ +------------+ +------------+\n", - "subject5 1 2 0 0 0.327068 5.1741 0.59 nan None 0.5 36.7421 0.0209872 4.36162 0.294294 0.00054177 0.03586 3.89 5.27 nan \n", - "subject5 1 2 0 2 2.16572 4.28818 0.94 nan None 0.5 57.1309 0.00329259 5.03851 0.979638 0.000313873 0.0973327 8.27 12.48 nan \n", - "subject5 1 2 0 3 6.60029 4.63847 0.99 nan None 0.5 90.4176 0.000410589 6.4374 0.998 0.000469704 0.0733426 3.23 9.03 nan \n", - "subject5 1 2 0 4 0.533327 4.56249 0.74 nan None 0.5 36.7083 0.0265655 2.5544 0.259259 0.00423141 -0.00208076 8.66 17.43 nan \n", - "subject5 1 2 0 5 2.29831 5.10661 0.84 nan None 0.014956 57.8081 0.0143053 4.5877 0.970667 0.00291661 0.0903331 13.15 13.75 nan \n", - "subject5 1 2 0 6 9.04003 3.75238 0.99 nan None 0.5 61.0942 0.0933396 3.19236 0.818 0.0337224 0.0545304 4.72 6.43 nan \n", - "subject5 1 2 0 7 0.0707173 3.80121 0.19 nan None 0.5 69034200000000 nan 3.23436 0.1 0.000668003 -0.0111092 nan 0.0 nan \n", - "subject5 1 2 0 9 0.0766105 3.87867 0.2 nan None 0.440071 10835000000000 nan 4.97368 0.173333 0.000401003 nan nan 0.0 nan \n", - "subject5 1 2 0 10 11.194 5.10249 0.99 nan None 0.5 98.8003 0.0206255 3.76673 0.944667 0.0301297 0.0505288 4.49 7.73 nan \n", - "subject5 1 2 0 11 9.22861 4.54963 0.99 nan None 0.399919 70.3693 0.0228612 4.03329 0.897333 0.0150244 0.0505288 5.41 12.02 nan \n", - "subject5 1 2 0 12 11.026 -1.0 0.99 nan None 0.0520832 106.301 0.00174386 5.16121 0.987333 0.00956739 -0.0188459 7.08 10.55 nan \n", - "subject5 1 2 0 14 26.8137 6.09389 0.99 nan None 0.00154075 184.345 9.28389e-09 9.64906 1.0 0.0 0.188512 0.7 1.45 nan \n", + "*subject *session_datet *insertion_num *paramset_idx *curation_id *unit firing_rate snr presence_ratio isi_violation number_violati amplitude_cuto isolation_dist l_ratio d_prime nn_hit_rate nn_miss_rate silhouette_sco max_drift cumulative_dri contamination_\n", + "+----------+ +------------+ +------------+ +------------+ +------------+ +------+ +------------+ +----------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +---------+ +------------+ +------------+ +------------+ +-----------+ +------------+ +------------+\n", + "subject5 2023-04-17 22: 1 1 1 0 6.71766 0.392532 0.98 nan None 0.126571 nan 0.0 nan nan nan 0.0256577 0.0 0.0 nan \n", + "subject5 2023-04-17 22: 1 1 1 1 4.64183 0.391947 0.99 nan None 0.5 nan 0.0 nan nan nan 0.126882 7.77 20.13 nan \n", + "subject5 2023-04-17 22: 1 1 1 2 0.171264 1.91799 0.39 nan None 0.5 41.5366 0.01055 2.00497 0.109195 0.00941423 0.0382387 17.01 0.0 nan \n", + "subject5 2023-04-17 22: 1 1 1 3 8.46869 0.454273 0.98 nan None 0.5 48.976 0.369185 2.74545 0.987333 1.0 0.0382387 3.9 9.13 nan \n", + "subject5 2023-04-17 22: 1 1 1 4 0.413395 2.56485 0.73 nan None 0.5 360.148 0.00934174 4.40108 0.966667 0.135897 0.0571513 6.35 13.91 nan \n", + "subject5 2023-04-17 22: 1 1 1 5 0.218509 2.4666 0.48 nan None 0.5 162.35 3.64917e-05 6.75158 0.981982 0.0102881 0.10466 6.24 9.81 nan \n", + "subject5 2023-04-17 22: 1 1 1 6 0.100396 3.87529 0.31 nan None 0.5 7.98228e+16 nan 4.6297 0.843137 0.026749 0.0571513 0.0 0.0 nan \n", + "subject5 2023-04-17 22: 1 1 1 7 0.064962 1.85867 0.21 nan None 0.279006 4.61058e+16 nan 4.39722 0.727273 0.0147849 nan nan 0.0 nan \n", + "subject5 2023-04-17 22: 1 1 1 8 15.1657 0.445549 0.99 nan None 0.5 nan 0.0 nan nan nan 0.131529 0.0 0.0 nan \n", + "subject5 2023-04-17 22: 1 1 1 9 1.27267 0.255138 0.88 nan None 0.158831 185.314 0.0121516 5.55476 0.996906 0.0454545 0.152277 7.8 17.6 nan \n", + "subject5 2023-04-17 22: 1 1 1 10 0.0856318 1.71077 0.25 nan None 0.5 1.32036e+16 nan 5.22485 0.977012 0.000674764 0.0705441 nan 0.0 nan \n", + "subject5 2023-04-17 22: 1 1 1 11 0.0767733 1.25363 0.22 nan None 0.5 84562900000000 nan 6.3283 0.858974 0.000118455 nan nan 0.0 nan \n", " ...\n", - " (Total: 336)" + " (Total: 227)" ] }, - "execution_count": 3, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "key = {\"subject\": \"subject5\", \"insertion_number\": 2}\n", + "key = {\"subject\": \"subject5\", \"insertion_number\": 1}\n", "\n", "query = ephys.QualityMetrics.Cluster & key\n", "query" @@ -504,7 +519,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -534,7 +549,7 @@ "outputs": [ { "data": { - "image/png": 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3f/rpJ2FkZCT++usvtWOsWbNGABBnzpwRQghx7949YWRkJAYMGCCys7PVtpWeOyGE8PX1VWu/INL7TdM5Fua9994TNjY2BV4jdL22CZHzmAIQO3fulJclJCSIGjVqiBYtWuSLWXoPq1QqUb9+feHv76/2OKSkpAgPDw/x8ssvy8tGjhwpjIyMNF5DpX21XSOEyHlffvTRR+LXX38Vv/zyi/zea9++vcjMzNT6OJRUQY/XqVOn5GXR0dFCqVSKDz74QF7WrFkz0bt37wLbL42/DUuXLtV4TZdizf1+ef/99wUAtdf88+fPhYeHh3B3d5df39Jz3ahRI5Geni5v+/XXXwsA4vr16wWeV25S7N27d1d7nUyZMkUYGxuL+Ph4eVlR3/d5X3tt27YVCoVCvP322/KyrKwsUatWLbX3pvQ3wcLCQjx69EhefuHCBQFATJkyRV5WVn+/pe03bNhQ6LaadO/eXdjY2Ii4uDiN669cuSIAiM2bNxerfSKi8sTueERkEKQuGdbW1mV+LGmsnT/++ENjt7GCPHv2DMeOHcOQIUPw/PlzxMbGIjY2Fk+fPoW/vz/u3buHx48fq+0zfvx4ncYhef78eaHnL60vzrgQFhYW8v+Tk5MRGxuLdu3aQQiBK1euFLk9TYyMjDBixAjs3btXLcaff/4Z7dq1g4eHh85tvf766zhx4oRcRRUZGam1K9727dvRsWNH2Nvby89JbGwsunfvjuzsbJw6dUrn406cOLHQbXbu3AmFQqGxskv6xVp6ne3Zs6dUfr3ev38/jI2NMXnyZLXlH3zwAYQQ+PPPP9WWd+rUCT4+Pjq1nZmZiYcPH+J///sfgoODNY5JoomFhQXMzMxw4sSJfN3lSmLChAlq43BNnDgRJiYm2L9/v9Z9tm/fjkaNGsHb21vtNdC1a1cAwPHjxwEAu3fvhkqlwqxZs/JVfBV3HKzOnTtDCFHkKigg53WSnJycr1tXSdSsWVOtokPq0njlyhW54iKvq1evyt1dnz59Kj9+ycnJ6NatG06dOgWVSgWVSoXdu3ejb9++aNmyZb52dHkMFy1ahC+++AJDhgzBsGHDsHHjRixYsABnzpzBjh07in/ixeTj44OOHTvK952dndGwYUOEhITIy+zs7BAUFIR79+5pbKMs/zZos3//frRu3RodOnSQl1lZWWHChAkICwvDzZs31bYPCAhQG0tNOufc56mrCRMmqD3XHTt2RHZ2NsLDw4vclmTs2LFqbbZp0wZCCIwdO1ZeZmxsjJYtW2qMuX///nBzc5Pvt27dGm3atJGvG2X5HI0ePRpCiGJVQS1cuBBHjhzBF198oXUsQB8fHzg5OWH58uW4fPkyZ08kogqNSSgiMgg2NjYAymfQzU6dOmHgwIGYO3cunJyc0K9fP2zYsEHjuDF53b9/H0IIfPbZZ3B2dla7SQmJ6OhotX10TbxYW1sXev7SehcXF53azO3BgwcYPXo0HBwcYGVlBWdnZ3Tq1AkACh3HoihGjhyJ1NRU7Nq1C0DOjE6XLl3Cm2++WaR2pHGZfv31V/z8889o1aoV6tWrp3Hbe/fu4cCBA/meEymZkvc50cbExKTAcT8kwcHBqFmzJhwcHLRuM3ToULRv3x7jxo2Dq6srhg0bhm3bthU7IRUeHo6aNWvmS1RKXZzyfvkrSsLvzJkzqFOnDt577z3069dP7oJWGKVSicWLF+PPP/+Eq6srXnrpJSxZskRrokNX9evXV7tvZWWFGjVqaBz7SHLv3j0EBQXlew00aNAAwH+vgeDgYBgZGemcoCtr77zzDho0aICePXuiVq1aGDNmjM7jd2lTr169fMkg6XHQ9hhKyZVRo0blewy///57pKenIyEhATExMUhMTETjxo1LFGNeU6ZMgZGREY4cOVKq7eqiTp06+ZbZ29urJVbnzZuH+Ph4NGjQAE2aNMG0adPw77//yuvL8m+DNuHh4RrH2dN2Tch7nvb29gBQrARyabalrU1ptsTatWvnW67pOHmvG0DO6156zevjOSrMr7/+ik8//RRjx44t8AcQMzMz/PbbbwgODoafnx/69+9fpnEREZUEx4QiIoNgY2ODmjVrahxEVFfafoHPzs7Ot92OHTtw/vx5/P777zh48CDGjBmDr776CufPny9wTBIpgfDhhx/C399f4zZ5EyW5K5AK4uPjg6tXr+LBgwcavxQBkL/0eHp6yueiSd5zzs7Oxssvv4xnz57ho48+gre3NywtLfH48WOMHj26VMeZ8PHxgZ+fHzZv3oyRI0di8+bNMDMzyzfTXWGUSiVee+01bNq0CSEhIQVWmahUKrz88suYPn26xvXSF3BdjllaU6BbWFjg1KlTOH78OPbt24cDBw7g119/RdeuXXHo0KEyn6VL19cdADRr1gx79+7FgQMHsGrVKnzzzTd4//33ddr3/fffR9++fbF7924cPHgQn332GRYtWoRjx46hRYsWBe6b93VaEiqVCk2aNMGyZcs0rs/7RbaicHFxwdWrV3Hw4EH8+eef+PPPP7FhwwaMHDkSmzZtAqD7+7wkpGvA0qVL0bx5c43bWFlZ4dmzZ6V2zNwsLCzg6OhYZu0XRNt7UeQaBPqll15CcHAw9uzZg0OHDuH777/H8uXLsWbNGowbN65M/zaUFl3Oszza0va61dampuXFibmiPUeHDx/GyJEj0bt3b6xZs6bAbTMzMzFq1Cg4ODhg+fLlpZ4EJiIqTUxCEZHB6NOnD9auXYtz586hbdu2Rd5f+iU2Pj5eraRdW/eAF198ES+++CIWLFiALVu2YMSIEdi6dSvGjRun9UuflPwxNTXVucuSrvr27YstW7bgxx9/xKeffppvfWJiIvbs2YMXXnhBjiP3OeeW95yvX7+Ou3fvYtOmTWqDuRa3C1BhXW5GjhyJqVOnIiIiAlu2bEHv3r3lWIvi9ddfx/r162FkZIRhw4Zp3c7LywtJSUmFPifF7W6l6XgHDx7Es2fPCqyGMjIyQrdu3dCtWzcsW7YMCxcuxCeffILjx48X+fVTt25dHDlyJF+3zdu3b8vri8ve3h59+/ZF3759sW/fPuzcuVPnJBSQ83h88MEH+OCDD3Dv3j00b94cX331FTZv3iy3n/c1mpGRgYiICI3t3bt3D126dJHvJyUlISIiAr169SowhmvXrqFbt24FPs9eXl5QqVS4efOm1mQLUHqvFV2YmZnJj79KpcI777yD7777Dp999hnq1atX5GubVPGR+xzu3r0LAFoHi5cmOrCxsSnwtens7AwbG5tCfzAo6uMndY/SNgh3ReDg4ICAgAAEBAQgKSkJL730EubMmYNx48aV2t+GojxudevWxZ07d/ItL41rQmko6vu+pDR1lbx79678mi/Lv99FdeHCBQwYMAAtW7bEtm3bYGJS8Fe2GzduIDQ0FBs3bsSoUaPKKUoiouJhdzwiMhjTp0+HpaUlxo0bh6ioqHzrg4OD1aYtz0v6EpV7/J/k5GS5mkASFxeX71dU6cuo1CVPmhUt7wdoFxcXdO7cGd99953GD9J5p6guioEDB8LX1xdffPEFLl68qLZOpVJh4sSJiIuLU+sqpemcs7OzsXbtWrX9pV+Sc5+3EKLAx7MglpaWAPI/PpLhw4dDoVDgvffeQ0hICN54441iHadLly6YP38+vv32W1SvXl3rdkOGDMG5c+dw8ODBfOvi4+ORlZUFQPvzWlQDBw6EEAJz587Nt056jDVVdOR9nRVFr169kJ2djW+//VZt+fLly6FQKNCzZ88it6lJnTp1dH58UlJSkJaWprbMy8sL1tbWaufo5eWVb1yutWvXaq2IWLt2rdp4batXr0ZWVlaB5zhkyBA8fvwY69aty7cuNTVVntmqf//+MDIywrx58/JVAOZ+f1haWhbpcbh9+zZiY2N12j63p0+fqt03MjKSZ2yUHkNdr22SJ0+eyN1hgZwE9o8//ojmzZtrfR/5+fnBy8sLX375JZKSkvKtl65tRkZG6N+/P37//fd81yngv8dQ2zUiLS1NY7fj+fPnQwiBV155RWN8+pb3ebKyskK9evXk56i0/jYUdm3NrVevXvj7779x7tw5eVlycjLWrl0Ld3d3vXc5Ler7vqR2796tNqbT33//jQsXLsjXjbL8+52QkIDbt2/r1LX91q1b6N27N9zd3fHHH3/oVG0ljZtZUSs6iYhyYyUUERkMLy8vbNmyBUOHDkWjRo0wcuRING7cGBkZGTh79iy2b99e4KCfPXr0QJ06dTB27FhMmzYNxsbGWL9+PZydnfHgwQN5u02bNmHVqlUYMGAAvLy88Pz5c6xbtw42NjZypYWFhQV8fHzw66+/okGDBnBwcEDjxo3RuHFjrFy5Eh06dECTJk0wfvx4eHp6IioqCufOncOjR49w7dq1Yp2/qakpdu7cia5du6JDhw4ICAhAy5YtER8fjy1btuDy5cv4+OOP8dprr8n7+Pr64sUXX8TMmTPlqpytW7fKSReJt7c3vLy88OGHH+Lx48ewsbHBzp07iz1+R/PmzWFsbIzFixcjISEBSqUSXbt2lceqcnZ2xiuvvILt27fDzs4OvXv3LtZxjIyMNFaF5TVt2jTs3bsXffr0kadWT05OxvXr17Fjxw6EhYXBycmpwOe1KLp06YI333wT//vf/3Dv3j288sorUKlU+Ouvv9ClSxcEBgZi3rx5OHXqFHr37o26desiOjoaq1atQq1atdQGEtZV37590aVLF3zyyScICwtDs2bNcOjQIezZswfvv/++nKgoKSMjI527uty9exfdunXDkCFD4OPjAxMTE+zatQtRUVFqlWvjxo3D22+/jYEDB+Lll1/GtWvXcPDgQa3TkWdkZMjt3rlzB6tWrUKHDh3w6quvao3lzTffxLZt2/D222/j+PHjaN++PbKzs3H79m1s27YNBw8eRMuWLVGvXj188sknmD9/Pjp27IjXXnsNSqUS//zzD2rWrIlFixYByEnKrF69Gp9//jnq1asHFxcXeZDzvP7++2906dIFs2fPLvLg5OPGjcOzZ8/QtWtX1KpVC+Hh4fjmm2/QvHlzeWwfXa9tkgYNGmDs2LH4559/4OrqivXr1yMqKgobNmzQGoeRkRG+//579OzZE76+vggICICbmxseP36M48ePw8bGBr///juAnIGUDx06hE6dOmHChAlo1KgRIiIisH37dpw+fRp2dnZarxEpKSlo0aIFhg8fDm9vbwDAwYMHsX//frzyyivo169fgY/XiRMniv1Yl4SPjw86d+4MPz8/ODg44OLFi9ixYwcCAwPlbUrjb4Ofnx8A4JNPPsGwYcNgamqKvn37ysmp3GbMmIFffvkFPXv2xOTJk+Hg4IBNmzYhNDQUO3fuLLWuxcVV1Pd9SdWrVw8dOnTAxIkTkZ6ejhUrVsDR0VGtm3ZZ/f3etWsXAgICsGHDhgI/pzx//hz+/v6Ii4vDtGnTsG/fPrX1Xl5eGivBpWuyvp9TIiKdlONMfEREpeLu3bti/Pjxwt3dXZiZmQlra2vRvn178c0336hNq5x3mmchhLh06ZJo06aNMDMzE3Xq1BHLli3LNy335cuXxfDhw0WdOnWEUqkULi4uok+fPuLixYtqbZ09e1b4+fkJMzOzfFNNBwcHi5EjR4rq1asLU1NT4ebmJvr06SN27NghbyMdV9M05gWJiYkRH3zwgahXr558bADihx9+0Lh9cHCw6N69u1AqlcLV1VV8/PHH4vDhw/mmR79586bo3r27sLKyEk5OTmL8+PHi2rVr+aaV1jQdvKbHet26dcLT01MYGxtrnIp927ZtAoCYMGGCzuc+atQoYWlpWeA20nTcS5cuVVv+/PlzMXPmTPlxc3JyEu3atRNffvmlyMjIkLfT9rwWdOxRo0aJunXrqi3LysoSS5cuFd7e3sLMzEw4OzuLnj17ikuXLgkhhDh69Kjo16+fqFmzpjAzMxM1a9YUw4cPF3fv3i30cejUqZPw9fXNt/z58+diypQpombNmsLU1FTUr19fLF26VG1acyFypkafNGlSocfRpGvXrsLLy0unbWNjY8WkSZOEt7e3sLS0FLa2tqJNmzZi27ZtattlZ2eLjz76SDg5OYlq1aoJf39/cf/+fa1TtZ88eVJMmDBB2NvbCysrKzFixAjx9OlTtTY7deqkNk27EEJkZGSIxYsXC19fX6FUKoW9vb3w8/MTc+fOFQkJCWrbrl+/XrRo0ULerlOnTuLw4cPy+sjISNG7d29hbW0tAOQ7Vm7Hjx/XOh19YXbs2CF69OghXFxc5OvWW2+9JSIiItS20+XaJkTOe7V3797i4MGDomnTpkKpVApvb2+xfft2jTHnfd9euXJFvPbaa8LR0VEolUpRt25dMWTIEHH06FG17cLDw8XIkSOFs7OzUCqVwtPTU0yaNEmkp6fL22i6RsTFxYk33nhD1KtXT1SrVk0olUrh6+srFi5cqPY+1eb3338XAMSaNWt0fIT/U9DjlVfe19fnn38uWrduLezs7ISFhYXw9vYWCxYsyBdzafxtmD9/vnBzcxNGRkZq8Wq6DgcHB4tBgwYJOzs7YW5uLlq3bi3++OMPtW2k5zrva0C6lua+/hdGW+yaXk9Ffd/nbVP6WxQTE6O2PO+1OvffhK+++krUrl1bKJVK0bFjR3Ht2rV851AWf7+l7Qt7LKVYtd3yPr+S/fv3CwDir7/+0ikeIiJ9UghRjJH7iIiowrh+/To6duyI2rVr4/Tp0/KMQRXdnj170L9/f5w6dUpt+nOq2EaOHIktW7Zgz5498PPzg4uLS4X89b1jx45QKpV6mU2tMjh69Ci6d++Ov/76q1iVefoyffp0/PLLL7h//z6USqW+wyEqU0lJSYiJicGsWbOwefNmhISElPmMfUREJVXxPjUSEVGRNGnSBHv27MG9e/fQv39/ZGRk6Dsknaxbtw6enp4G9QWXgIkTJ8LKygp9+vRBjRo1NHb3qggiIiLKrFtPVSCNiWNoj+Hx48fx2WefMQFFVUJgYCA8PT2xefNmDBkyhAkoIjIIrIQiIqJytXXrVvz7779YtGgRvv76a0yePFnfIVERpaWl4ebNm4iPj0e7du1gbm6u75BkZ8+exW+//YavvvoKa9euxfjx4/UdkkFJTk7Gzz//jK+//hqJiYkIDw+vkJVuVL5SU1MLHVTbwcEBZmZm5RQRAcDNmzfx9OlT1K1bF3Xq1NF3OEREOmESioiIypVCoYCVlRWGDh2KNWvWFDr1NFFRBAQE4M8//8Tw4cOxdOlSvr6KKCwsDA0bNkSTJk2watUqtG7dWt8hUQWwceNGBAQEFLjN8ePH0blz5/IJiIiIDBaTUEREREREpFVERASCgoIK3MbPzw/29vblFBERERkqJqGIiIiIiIiIiKjMsZM/ERERERERERGVOSahiIiIiIiIiIiozDEJRUREREREREREZY5JKCIiIiIiIiIiKnNMQhERERERERERUZljEoqIiIiIiIiIiMock1BERERERERERFTmmIQiIiIiIiIiIqIyxyQUERERERERERGVOSahiIiIiIiIiIiozDEJRUREREREREREZY5JKCIiIiIiIiIiKnNMQhERERERERERUZljEoqIiIiIiIiIiMock1BERERERERERFTmmIQiIiIiIiIiIqIyxyQUERERERERERGVOSahiIiIiIiIiIiozDEJRUREREREREREZY5JKCIiIiIiIiIiKnNMQhERERERERERUZljEkpPNm7cCIVCgbCwsDLZvqpbsmQJvL29oVKpyvQ4a9asQZ06dZCenl6k/fLGZwjPb3HPlYiIiEgXnTt3RufOnfUdBhHl4e7ujtGjRxd5v7CwMCgUCmzcuLFCxEMVA5NQZUBKKGi6zZgxQ9/hFVne8zExMYGbmxtGjx6Nx48fF6vNs2fPYs6cOYiPjy/dYAEkJiZi8eLF+Oijj2Bk9N9LXDqPixcvatyvc+fOaNy4cZGONXr0aGRkZOC7774rcXwVXXHOlcjQXL9+HYMGDULdunVhbm4ONzc3vPzyy/jmm2/kbdzd3aFQKPDuu+/m2//EiRNQKBTYsWOHvKwsrqFEVLi87z1zc3M0aNAAgYGBiIqK0nd4BmH06NFqj6FSqUSDBg0wa9YspKWlFavNmzdvYs6cORX6hzcifdL2neX06dPo2bMn3NzcYG5ujjp16qBv377YsmWL2nYKhQKBgYFa2798+TIUCgU+/fRTrdvcu3cPCoUCU6dOLdnJlEBZfl8k/TLRdwCV2bx58+Dh4aG2TEpyvPnmmxg2bBiUSqVObRV1+7IgnU9aWhrOnz+PjRs34vTp07hx4wbMzc2L1NbZs2cxd+5cjB49GnZ2dqUa5/r165GVlYXhw4eXaruamJubY9SoUVi2bBneffddKBSKChVfaSrOuRIZkrNnz6JLly6oU6cOxo8fj+rVq+Phw4c4f/48vv7663xJp3Xr1mHmzJmoWbOmTu2X5jWUiHSX+713+vRprF69Gvv378eNGzdQrVo1fYdX4SmVSnz//fcAgISEBOzZswfz589HcHAwfv755yK3d/PmTcydOxedO3eGu7u72rpDhw6VRshElc727dsxdOhQNG/eHO+99x7s7e0RGhqKU6dOYd26dXj99dd1buuFF16At7c3fvnlF3z++ecat5ESW2+88QYA4M6dO+X+43lB3xf1EQ+VHiahylDPnj3RsmVLjeuMjY1hbGxcaBvJycmwtLTUefuylPt8xo0bBycnJyxevBh79+7FkCFD9Bpbbhs2bMCrr75abl/qhgwZgiVLluD48ePo2rVroduXd3ylqajnSmRIFixYAFtbW/zzzz/5PuxER0er3ff19cWdO3fwxRdf4H//+59O7RvKNZSossn73nN0dMSyZcuwZ88erT8ISZ+/CDAxMZG/iALAO++8g3bt2uGXX37BsmXL4OrqWmrHMjMzK7W2iCqTOXPmwMfHB+fPn8/3Psn7GUUXI0aMwGeffYbz58/jxRdfzLf+l19+gbe3N1544QUA0GshhCYVLR4qGqYP9UTTGEBz5syBQqHAzZs38frrr8Pe3h4dOnTQuL207f379+XssK2tLQICApCSkpLveCdOnEDLli1hbm4OLy8vfPfdd3IbxdWxY0cAQHBwsLwsPDwc77zzDho2bAgLCws4Ojpi8ODB+c5z2rRpAAAPDw+5xDv3No8fP8aYMWPg6uoKpVIJX19frF+/vtCYQkND8e+//6J79+7FPi/gv/7L2m65+fn5wcHBAXv27Cn1+K5cuYKePXvCxsYGVlZW6NatG86fP59vu7J4fjUpyrkSGZrg4GD4+vpqrM50cXFRu+/u7o6RI0di3bp1ePLkSbGOp+kaSkRlT/oRJTQ0FEBOlzMrKysEBwejV69esLa2xogRIwAAKpUKK1asgK+vL8zNzeHq6oq33noLcXFxam1evHgR/v7+cHJygoWFBTw8PDBmzBi1bXRty93dHX369MHp06fRunVrmJubw9PTEz/++GO+c4mPj8eUKVPg7u4OpVKJWrVqYeTIkYiNjZW3SU9Px+zZs1GvXj0olUrUrl0b06dPL/YYjwqFAh06dIAQAiEhIfJyXT4Dbty4EYMHDwYAdOnSRf5cdeLECQCax4SKjo7G2LFj4erqCnNzczRr1gybNm0qVuxEhio4OBitWrXSmKjN+xlFF9I1Lm9XPgC4dOkS7ty5I28DaB6DKSQkBIMHD4aDgwOqVauGF198Efv27Sv02P/++y9Gjx4NT09PmJubo3r16hgzZgyePn0qb1PY98XixiMNm7Bt2zYsWLAAtWrVgrm5Obp164b79+8XGjuVDlZClaGEhAS1DwEA4OTkVOh+gwcPRv369bFw4UIIIQrcdsiQIfDw8MCiRYtw+fJlfP/993BxccHixYvlba5cuYJXXnkFNWrUwNy5c5GdnY158+bB2dm5eCf2/6SLgL29vbzsn3/+wdmzZzFs2DDUqlULYWFhWL16NTp37oybN2+iWrVqeO2113D37l388ssvWL58ufyYSPFERUXhxRdflPszOzs7488//8TYsWORmJiI999/X2tMZ8+eBQA5a6+JpucFADIzM+X/Ozs746effsq3fsqUKRov/i+88ALOnDmj9ZhFiU8SFBSEjh07wsbGBtOnT4epqSm+++47dO7cGSdPnkSbNm0AlN3zq42u50pkaOrWrYtz587hxo0bOo0P98knn+DHH38sUjVUbpquoURU9qTEr6Ojo7wsKysL/v7+6NChA7788ku5m95bb72FjRs3IiAgAJMnT0ZoaCi+/fZbXLlyBWfOnIGpqSmio6PRo0cPODs7Y8aMGbCzs0NYWBh+++03tePq0pbk/v37GDRoEMaOHYtRo0Zh/fr1GD16NPz8/ODr6wsASEpKQseOHXHr1i2MGTMGL7zwAmJjY7F37148evQITk5OUKlUePXVV3H69GlMmDABjRo1wvXr17F8+XLcvXsXu3fvLtZjWNzPgC+99BImT56M//3vf/j444/RqFEjAJD/zSs1NRWdO3fG/fv3ERgYCA8PD2zfvh2jR49GfHw83nvvvWLFT2Ro6tati6NHj+LRo0eoVatWidvz8PBAu3btsG3bNixfvlytx42UmCqoi19UVBTatWuHlJQUTJ48GY6Ojti0aRNeffVV7NixAwMGDNC67+HDhxESEoKAgABUr14dQUFBWLt2LYKCgnD+/HkoFIpCvy+WNJ4vvvgCRkZG+PDDD5GQkIAlS5ZgxIgRuHDhgs6PIZWAoFK3YcMGAUDjLe82oaGh8rLZs2cLAGL48OFa25S2l7YdM2aM2nYDBgwQjo6Oasv69u0rqlWrJh4/fiwvu3fvnjAxMRG6vASkYx85ckTExMSIhw8fih07dghnZ2ehVCrFw4cP5W1TUlLy7X/u3DkBQPz444/ysqVLl+Y7f8nYsWNFjRo1RGxsrNryYcOGCVtbW43HkHz66acCgHj+/LnW8yjo5uvrq7Xtd955RxgbG4tjx47lWzdhwgRhYWGhdd/C4tP0eujfv78wMzMTwcHB8rInT54Ia2tr8dJLL8nLSvr8FpWu50pkaA4dOiSMjY2FsbGxaNu2rZg+fbo4ePCgyMjIUNuubt26onfv3kIIIQICAoS5ubl48uSJEEKI48ePCwBi+/bt8vZFuYYSUenR9N7bunWrcHR0FBYWFuLRo0dCCCFGjRolAIgZM2ao7f/XX38JAOLnn39WW37gwAG15bt27RIAxD///KM1Fl3bEiLnGgNAnDp1Sl4WHR0tlEql+OCDD+Rls2bNEgDEb7/9lu94KpVKCCHETz/9JIyMjMRff/2ltn7NmjUCgDhz5ozWmIXIeWwsLS1FTEyMiImJEffv3xdffvmlUCgUonHjxvJxhND9M+D27dsFAHH8+PF823fq1El06tRJvr9ixQoBQGzevFlelpGRIdq2bSusrKxEYmJigfETGSLp2pX7mvLDDz8IAMLMzEx06dJFfPbZZ+Kvv/4S2dnZ+fYHICZNmlTocVauXCkAiIMHD8rLsrOzhZubm2jbtq3atnXr1hWjRo2S77///vsCgNq15fnz58LDw0O4u7vLcYWGhgoAYsOGDfJ2mq4Vv/zyS77rXkHfF4sbj/Q5rVGjRiI9PV3e9uuvvxYAxPXr17U8WlSa2B2vDK1cuRKHDx9Wu+ni7bff1vkYebft2LEjnj59isTERABAdnY2jhw5gv79+6sNnluvXj307NlT5+MAQPfu3eHs7IzatWtj0KBBsLS0xN69e9Wy8RYWFvL/MzMz8fTpU9SrVw92dna4fPlyoccQQmDnzp3o27cvhBCIjY2Vb/7+/khISCiwnadPn8LExARWVlZat9H0vBw+fBhNmzbVus+PP/6IVatWYcmSJejSpUu+9fb29khNTdXYFbKo8QE5z9uhQ4fQv39/eHp6ystr1KiB119/HadPn0ZiYmKpPr+60vVciQzNyy+/jHPnzuHVV1/FtWvXsGTJEvj7+8PNzQ179+7VuM+nn36KrKwsfPHFF4W2r8s1lIhKX+733rBhw2BlZYVdu3bBzc1NbbuJEyeq3d++fTtsbW3x8ssvq30e8fPzg5WVFY4fPw4AchfeP/74Q62qujhtSXx8fOQuu0DOr/8NGzZU6/62c+dONGvWTGPFgdQdf/v27WjUqBG8vb3Vjit1Scx7XE2Sk5Ph7OwMZ2dn1KtXDx9++CHat2+PPXv2qHX7L+lnQE3279+P6tWrq43dZWpqismTJyMpKQknT54sVrtEhmbMmDE4cOAAOnfujNOnT2P+/Pno2LEj6tevL/e0KKqhQ4fC1NRUrUveyZMn8fjxY7WueJrs378frVu3loeOAQArKytMmDABYWFhuHnzptZ9c18r0tLSEBsbK49LVZJrRVHiCQgIUOvdIl1vc19jqewwCVWGWrduje7du6vddJF3Rr2C1KlTR+2+VBYtjS8QHR2N1NRU1KtXL9++mpYVREre7NixA7169UJsbGy+QeFSU1Mxa9Ys1K5dG0qlEk5OTnB2dkZ8fDwSEhIKPUZMTAzi4+Oxdu1a+QOPdAsICJDPqSQ0PS/du3fX2iXm6tWrePvttzF8+HCt05SK/+82WVpjMMXExCAlJQUNGzbMt65Ro0ZQqVR4+PBhkZ/f1atX44UXXoCpqSnmzJmT75i9e/eGpaUlGjZsiKNHj2qMrbTPlagiadWqFX777TfExcXh77//xsyZM/H8+XMMGjRI4wcqT09PvPnmm1i7di0iIiIKbFuXaygRlT7pvXf8+HHcvHkTISEh8Pf3V9vGxMQkX0L43r17SEhIgIuLS77PJElJSfLnkU6dOmHgwIGYO3cunJyc0K9fP2zYsEFtzCVd25Lk/XwH5HzGyz1+VHBwcKFdh+/du4egoKB8x2zQoAEA3T5TmZubyz/YbdiwAY0aNUJ0dLTaF0mg5J8BNQkPD0f9+vXzzYIldd8LDw8vVrtEhsjf3x8HDx5EfHw8Tp06hUmTJiE8PBx9+vQp1vcjR0dH+Pv7Y9euXUhLSwOQ0xXPxMSk0AlTwsPDtX5PkdZr8+zZM7z33ntwdXWFhYUFnJ2d5e+/JblWFCWewr5DU9nimFAVUN4/6gXRNmOeKGQsqeJo3bq1PLtM//790aFDB7z++uu4c+eOXNnz7rvvYsOGDXj//ffRtm1b2NraQqFQYNiwYVCpVIUeQ9rmjTfewKhRozRuU1DFkqOjI7KysvD8+XNYW1sX9RTziYuLw8CBA9GgQQN5emJt21WrVq3Q56604yuqGjVqYM6cORoHIZw0aRKqV6+OmJgYHDlyBEOGDMG9e/fg4OCgtp2u50pkyMzMzNCqVSu0atUKDRo0QEBAALZv347Zs2fn2/aTTz7BTz/9hMWLF6N///5a29TlGkpEpS/3e08bpVKZL9GhUqng4uKCn3/+WeM+0tgkCoUCO3bswPnz5/H777/j4MGDGDNmDL766iucP38eVlZWOrclKa3PdyqVCk2aNMGyZcs0rq9du3ahbRgbG6v9kOrv7w9vb2+89dZbalWiJf0MSES6qVatGjp27IiOHTvCyckJc+fOxZ9//qn1u1NB3njjDfzxxx/4448/8Oqrr2Lnzp3yGHdlZciQITh79iymTZuG5s2by9fIV155pdyuFeX5HZryYxKqknNxcYG5ubnG0f5LMgOAsbExFi1ahC5duuDbb7/FjBkzAAA7duzAqFGj8NVXX8nbpqWlIT4+Xm1/bVU0zs7OsLa2RnZ2drFmuPP29gaQM+NNQckqXahUKowYMQLx8fE4cuSIPEipJqGhoVoH1SxOfM7OzqhWrRru3LmTb93t27dhZGSE2rVrw9LSskjPr/QFef/+/WrLk5KSsHv3boSEhKBatWp49dVX0aRJE+zZs0euQCvquRJVFtKXV22VTl5eXnjjjTfw3XffyRMGFEbbNZSIKg4vLy8cOXIE7du31+mHlxdffBEvvvgiFixYgC1btmDEiBHYunUrxo0bV+S2dI3vxo0bhW5z7do1dOvWrdQqmGvUqIEpU6Zg7ty5atO7l/QzoCZ169bFv//+C5VKpZYkvH37tryeqCor7DNKYV599VVYW1tjy5YtMDU1RVxcXKFd8YCc95627ynSek3i4uJw9OhRzJ07F7NmzZKX37t3L9+2Rb1WFCce0g92x6vkpF+vdu/erTaN+P379/Hnn3+WqO3OnTujdevWWLFihVzCaWxsnC+D/M033yA7O1ttmaWlJQDk+2BibGyMgQMHYufOnRo/WMXExBQYU9u2bQHkTJVcUnPnzsXBgwfxyy+/FNpF8vLly2jXrl2hbeoan7GxMXr06IE9e/aoTW0cFRWFLVu2oEOHDrCxsSm15/fevXuwsrJS64rQpEkTBAUF5dtW13MlMjTHjx/X+AuYlLTVVOYt+fTTT5GZmYklS5bofDxN11AiqjiGDBmC7OxszJ8/P9+6rKws+TNMXFxcvmtH8+bNAUDukqdrW0UxcOBAXLt2Dbt27cq3TopnyJAhePz4MdatW5dvm9TUVCQnJxf5uEBO1VO1atXUxsMr6WdATXr16oXIyEj8+uuv8rKsrCx88803sLKyQqdOnYoVP5Gh0TZMhi6fUQpiYWGBAQMGYP/+/Vi9ejUsLS3Rr1+/Qvfr1asX/v77b5w7d05elpycjLVr18Ld3R0+Pj4a95MqkPJeK1asWJFv26JeK4oTD+kHK6GqgDlz5uDQoUNo3749Jk6ciOzsbHz77bdo3Lgxrl69WqK2p02bhsGDB2Pjxo14++230adPH/z000+wtbWFj48Pzp07hyNHjqhNgwwAfn5+AHK6sQwbNgympqbo27cvLC0t8cUXX+D48eNo06YNxo8fDx8fHzx79gyXL1/GkSNH8OzZM63xeHp6onHjxjhy5AjGjBlT7PO6fv065s+fj5deegnR0dHYvHmz2vo33nhD/v+lS5fw7NkznS7YRYnv888/x+HDh9GhQwe88847MDExwXfffYf09HS1L7ql8fwmJSXBxsZGbZmNjQ2ePn2qtqwo50pkaN59912kpKRgwIAB8Pb2RkZGBs6ePYtff/0V7u7u+aoCc5OqoTZt2lSkY+a9hhJRxdGpUye89dZbWLRoEa5evYoePXrA1NQU9+7dw/bt2/H1119j0KBB2LRpE1atWoUBAwbAy8sLz58/x7p162BjY4NevXoVqa2imDZtGnbs2IHBgwdjzJgx8PPzw7Nnz7B3716sWbMGzZo1w5tvvolt27bh7bffxvHjx9G+fXtkZ2fj9u3b2LZtGw4ePFhoV0VNHB0dERAQgFWrVuHWrVto1KiRzp8BmzdvDmNjYyxevBgJCQlQKpXo2rUrXFxc8h1nwoQJ+O677zB69GhcunQJ7u7u2LFjB86cOYMVK1boZWgDIn3o168fPDw80LdvX3h5eSE5ORlHjhzB77//jlatWqFv377FbvuNN97Ajz/+iIMHD2LEiBFy8qcgM2bMwC+//IKePXti8uTJcHBwwKZNmxAaGoqdO3fm694ssbGxwUsvvYQlS5YgMzMTbm5uOHToEEJDQ/NtW9D3xdKKh/REL3PyVXKaptXUtk3uKSdnz54tAIiYmJhCt9e2raZ2hRDi6NGjokWLFsLMzEx4eXmJ77//XnzwwQfC3Ny8ROeTnZ0tvLy8hJeXl8jKyhJxcXEiICBAODk5CSsrK+Hv7y9u376dbxpNIYSYP3++cHNzE0ZGRvlijoqKEpMmTRK1a9cWpqamonr16qJbt25i7dq1hca7bNkyYWVllW/6z8Kel06dOglfX18hxH/Td2q75fbRRx+JOnXqqE1TXNT4tD1vly9fFv7+/sLKykpUq1ZNdOnSRZw9ezZfm0V9ft966y0xe/ZstePY29urbRMYGKg2FXRxzpXIkPz5559izJgxwtvbW1hZWQkzMzNRr1498e6774qoqCh5u7p164revXvn2//evXvC2NhYABDbt2+XlxflGkpEpUeXz2NCCDFq1ChhaWmpdf3atWuFn5+fsLCwENbW1qJJkyZi+vTp4smTJ0KInL+hw4cPF3Xq1BFKpVK4uLiIPn36iIsXLxa5LSG0X2M6deokOnXqpLbs6dOnIjAwULi5uQkzMzNRq1YtMWrUKBEbGytvk5GRIRYvXix8fX2FUqkU9vb2ws/PT8ydO1ckJCQU+7EJDg4WxsbG8ue7onwGXLdunfD09JSvmcePH9d6jlFRUXK7ZmZmokmTJmrTvRNVNpquXb/88osYNmyY8PLyEhYWFsLc3Fz4+PiITz75RCQmJqrtD0BMmjRJ5+NlZWWJGjVqCABi//79GrfR9D4ODg4WgwYNEnZ2dsLc3Fy0bt1a/PHHH2rbhIaGCgBq79lHjx6JAQMGCDs7O2FraysGDx4snjx5IgCofT8RQvv3xeLGI33Hy/05TVucVHYUQnD0raqqf//+CAoK0tgH15AlJCTA09MTS5YswdixY8v0WOnp6XB3d8eMGTPw3nvvVaj4Cnp+3377bVSvXl2eIS8pKQkODg4IDQ2Vp6zu0qULRo4cKVd/FOdciYiIiIiIiCSsS6siUlNT1e7fu3cP+/fvR+fOnfUTUBmytbXF9OnTsXTp0jKfYWHDhg0wNTUtUjeasohP1+c3KysLaWlpyM7OVvu/lZUV+vXrh9mzZyM1NRV//PEH/v33X7Vud8U5VyIiIiIiIiIJK6GqiBo1amD06NHw9PREeHg4Vq9ejfT0dFy5cgX169fXd3hUQro+v3PmzMHcuXPV9t2wYQNGjx6NmJgYjBo1CidOnECtWrWwatWqYs1QSERERERERKQJk1BVREBAAI4fP47IyEgolUq0bdsWCxcuxAsvvKDv0KgU8PklIiIiIiKiio5JKCIiIiIioiru1KlTWLp0KS5duoSIiAjs2rUL/fv3L3CfEydOYOrUqQgKCkLt2rXx6aefYvTo0eUSLxEZJo4JRUREREREVMUlJyejWbNmWLlypU7bh4aGonfv3ujSpQuuXr2K999/H+PGjcPBgwfLOFIiMmSshCIiIiIiIiKZQqEotBLqo48+wr59+3Djxg152bBhwxAfH48DBw6UQ5REZIhYCUVERERERERFcu7cuXyT2Pj7++PcuXN6ioiIDEGVS0IJIZCYmAgWgBGRPvFaRET6xusQEZVEZGQkXF1d1Za5uroiMTERqampGvdJT09HYmKifEtISEBMTAyvQ0RVSJVLQj1//hy2trZ4/vy5vkMhoiqM1yIi0jdeh4iovC1atAi2trbyzc7ODi4uLrwOEVUhVS4JRURERERERCVTvXp1REVFqS2LioqCjY0NLCwsNO4zc+ZMJCQkyLeHDx+WR6hEVIGY6DsAIiIiIiIiMixt27bF/v371ZYdPnwYbdu21bqPUqmEUqks69CIqAJjJRQREREREVEVl5SUhKtXr+Lq1asAgNDQUFy9ehUPHjwAkFPFNHLkSHn7t99+GyEhIZg+fTpu376NVatWYdu2bZgyZYo+wiciA8EkFBERERERURV38eJFtGjRAi1atAAATJ06FS1atMCsWbMAABEREXJCCgA8PDywb98+HD58GM2aNcNXX32F77//Hv7+/nqJn4gMg0JUsakIEhMTYWtri4SEBNjY2Og7HDJAQUFBiIuLg7GxMV544YUSlRQ/ffoUAODo6Fha4ZGB4LWocnn06BEcHBxQrVo1fYdCpDNeh4jKV0JCAq5evQo7Ozs0a9ZM3+FUCLwOEVU9rIQiKoJdu3ahcePG6NixI9q1a4cRI0YUu62srCw0bdoUvr6+yMjIKMUoiag8PXjwAO7u7ujbt6++QyEiogrs2rVr6Ny5M4YOHarvUIiI9IZJKKIiuHbtGgDI1Q7nzp0rdlvPnj3DkydPEBUVhbCwsNIIj4j0ICgoCNnZ2Th9+jSysrL0HQ4REVVQycnJAABLS0s9R0JEpD9MQhEVQVxcHADgjTfeAAA8efIEqampJWoLAIKDg0seHBHpRUxMDAAgIyMDISEheo6GiIgqqpSUFABg120iqtKYhCIqgmfPngEA6tWrJ/dbDw0NLVZbTEIRVQ7R0dHy/2/evKnHSIiIqCJjEoqIiEkooiKREkcODg7w8vICUPwEkpTQAsDqCSIDJlVCATld84iIiDRhEoqIiEkooiKRklD29vbw9PQEUPwEEiuhiCqH3EkoVkIREZE2TEIRETEJRVQkuZNQJa2Eyp2EYiUUkeFiEoqIiHTBJBQREZNQREUidaFzcHAo1UqokJAQCCFKHiARlbvcSajbt28jOztbj9EQEVFFxSQUERGTUEQ6E0KUaiVU7jGhUlJSEBUVVfIgiajc5U5CpaWlISwsTH/BEBFRhcUkFBERk1BEOktNTUVGRgYA9TGhQkNDoVKpitxe7koogONClZVTp06hb9++qFmzJhQKBXbv3q22XgiBWbNmoUaNGrCwsED37t1x7969QttduXIl3N3dYW5ujjZt2uDvv/8uozOgik5KQllbWwNglzwiItIsOTkZAGBpaannSIiI9IdJKCIdSUkjY2NjWFlZoXbt2jA2NkZ6ejqePHlS7PYkHBeqbCQnJ6NZs2ZYuXKlxvVLlizB//73P6xZswYXLlyApaUl/P39kZaWprXNX3/9FVOnTsXs2bNx+fJlNGvWDP7+/oiOji6r06AKKj09Hc+fPwcAdOjQAQBnyCMiIs1YCUVExCQUkc5yd8VTKBQwNTVF3bp1ARQvgSS1Z2dnB4CVUGWlZ8+e+PzzzzFgwIB864QQWLFiBT799FP069cPTZs2xY8//ognT57kq5jKbdmyZRg/fjwCAgLg4+ODNWvWoFq1ali/fn0ZnglVRFIVlImJCdq1aweAlVBERKQZk1BERAaYhMrOzsZnn30GDw8PWFhYwMvLC/Pnz+egzlTmcg9KLpG65BUngSQlofz8/ACwEkofQkNDERkZie7du8vLbG1t0aZNG5w7d07jPhkZGbh06ZLaPkZGRujevbvWfajykpJQTk5O8PX1BcAkFBERacYkFBGRASahFi9ejNWrV+Pbb7/FrVu3sHjxYixZsgTffPONvkOjSi53JZREGpy8OAkkKanVsmVLAKyE0ofIyEgAgKurq9pyV1dXeV1esbGxyM7OLtI+QE63rcTERLUbGT6pC6azszN8fHwAALdu3SrWOHFERFS5MQlFRGSASaizZ8+iX79+6N27N9zd3TFo0CD06NGDgwJTmdOUhJIqoUrSHY+VUFXDokWLYGtrK99q166t75CoFEiVUM7OzvDy8oKpqSlSUlLw4MEDPUdGREQVDZNQREQGmIRq164djh49irt37wIArl27htOnT6Nnz556jowqu4IqoW7cuIELFy5ovV2/fl2ty2h6ejpSU1MB/FcJFRkZKc+aQuWjevXqAICoqCi15VFRUfK6vJycnGBsbFykfQBg5syZSEhIkG8PHz4sYfRUEeROQpmYmKBhw4YA2CWPiIjyYxKKiAgw0XcARTVjxgwkJibC29sbxsbGyM7OxoIFCzBixAiN26enpyM9PV2+zy4wVFwFjQn177//4sUXXyxw/y+//BIffPABgP8SWgqFAnXr1oWdnR3i4+MREhKCJk2alEX4pIGHhweqV6+Oo0ePonnz5gByrhEXLlzAxIkTNe5jZmYGPz8/HD16FP379wcAqFQqHD16FIGBgVqPpVQqoVQqS/sUSM9yJ6EAwMfHBzdu3EBQUBB69eqlz9CIiKiCYRKKiMgAK6G2bduGn3/+GVu2bMHly5exadMmfPnll9i0aZPG7dkFhkqLpkqopk2b4rXXXoOHh4fWm5OTEwDgzJkz8n5SQsvOzg5GRkYlGluKCpaUlISrV6/i6tWrAHIGI7969SoePHgAhUKB999/H59//jn27t2L69evY+TIkahZs6acYAKAbt264dtvv5XvT506FevWrcOmTZtw69YtTJw4EcnJyQgICCjnsyN9k5JQLi4uAMDByYmISCup4t3S0lLPkRAR6Y/BVUJNmzYNM2bMwLBhwwAATZo0QXh4OBYtWoRRo0bl237mzJmYOnWqfD8xMZGJKCoWTUkoY2Nj7Ny5s8D99u3bhz59+qglmPK25enpiUuXLjEJVQYuXryILl26yPel68GoUaOwceNGTJ8+HcnJyZgwYQLi4+PRoUMHHDhwAObm5vI+wcHBiI2Nle8PHToUMTExmDVrFiIjI9G8eXMcOHAg32DlVPlpqoQCmIQiIqL8WAlFRGSAlVApKSkwMlIP29jYWOtMREqlEjY2Nmo3ouLQlITShVTlFBwcLI8LJbUlde3LvQ2Vrs6dO0MIke+2ceNGADldIufNm4fIyEikpaXhyJEjaNCggVobYWFhmDNnjtqywMBAhIeHIz09HRcuXECbNm3K6YyoIikoCZV7HDgiIqrahBAGkYRauXIl3N3dYW5ujjZt2hQ6+dOKFSvQsGFDWFhYoHbt2pgyZQrS0tLKKVoiMkQGl4Tq27cvFixYgH379iEsLAy7du3CsmXLMGDAAH2HRpWcpjGhdOHu7g4gp1uYVE2jqRIKYHc8IkOTNwlVr149mJiYICkpCY8ePdJnaEREVIHkTsxU1CTUr7/+iqlTp2L27Nm4fPkymjVrBn9/f0RHR2vcfsuWLZgxYwZmz56NW7du4YcffsCvv/6Kjz/+uJwjJyJDYnBJqG+++QaDBg3CO++8g0aNGuHDDz/EW2+9hfnz5+s7NKrkilsJZW5uDjc3NwD/VTrlbYuVUESGKW8SyszMDPXr1wfALnlERPQfqQoKACwsLPQYiXbLli3D+PHjERAQAB8fH6xZswbVqlXD+vXrNW5/9uxZtG/fHq+//jrc3d3Ro0cPDB8+vNDqKSKq2gwuCWVtbY0VK1YgPDwcqampCA4Oxueffw4zMzN9h0aVXHGTUADyDTwuVVXlrYQKCwtDdnZ2iWMlorKXkZGB+Ph4AP8loQAOTk5ERPlJSSgzMzOYmFS8YXkzMjJw6dIldO/eXV5mZGSE7t2749y5cxr3adeuHS5duiQnnUJCQrB//37ODktEBap4V0CiCkgIUaIklKenJ06dOpWvEkrq2lerVi2YmJggIyMDT5484eD5RAZA6l5rZGSk1k2Xg5MTEVFeFX08qNjYWGRnZ+ebZMXV1RW3b9/WuM/rr7+O2NhYdOjQAUIIZGVl4e233y6wO156ejrS09Pl+4mJiaVzAkRkMAyuEopIH5KSkpCVlQWg6GNCAfkrofImtExMTOSxo9glj8gwSF3xHB0d1SbMkJJQQUFBeomLKofVq1ejadOm8qQqbdu2xZ9//imvT0tLw6RJk+Do6AgrKysMHDgQUVFReoyYiApS0ZNQxXHixAksXLgQq1atwuXLl/Hbb79h3759BQ6TsmjRItja2so3/vBKVPUwCUWkAylpZGZmVqx+/HkHHtdUVcXByYkqLk0z3eUdD0pS2Ax52dnZyMjIULsR5VWrVi188cUXuHTpEi5evIiuXbuiX79+cnJzypQp+P3337F9+3acPHkST548wWuvvabnqIlIm+TkZACApaWlniPRzMnJCcbGxvmS2VFRUahevbrGfT777DO8+eabGDduHJo0aYIBAwZg4cKFWLRokdaZy2fOnImEhAT59vDhw1I/FyKq2JiEItJB7qSRQqEo8v55Bx7POyaUpm2IqGJ455134O7uLr9vJdqSUA0aNICxsTESEhLw5MkTtXXnzp2DnZ0dlEql2o3JA8qrb9++6NWrF+rXr48GDRpgwYIFsLKywvnz55GQkIAffvgBy5YtQ9euXeHn54cNGzbg7NmzOH/+vL5DJyINKnollJmZGfz8/HD06FF5mUqlwtGjR9G2bVuN+6SkpKhVAgOAsbExAM0/3gCAUqmUKzylGxFVLUxCEemgJONBAf9VOT1+/BhpaWn5xoTKvQ0roYgqDiEEfvrpJzx48AAXL15UW6ctCaVUKlGvXj0AwK1bt9TW7d69G0lJSfmOs3v3bk5KQFplZ2dj69atSE5ORtu2bXHp0iVkZmaqDSDs7e2NOnXqaB1AGMgZiyUxMVHtRkTlo6InoQBg6tSpWLduHTZt2oRbt25h4sSJSE5ORkBAAABg5MiRmDlzprx93759sXr1amzduhWhoaE4fPgwPvvsM/Tt21dORhER5cWByYl0oKlyqSicnJxgbW2N58+fIzQ0VGNSi5VQRBXPo0eP5KSRlHSSaEtCATld8u7cuYObN2+qJQqkwcq//PJLjB07FtnZ2XBycoIQAk+fPoWLi0tZnQoZoOvXr6Nt27ZIS0uDlZUVdu3aBR8fH1y9ehVmZmaws7NT297V1RWRkZFa21u0aBHmzp1bxlETkSaGkIQaOnQoYmJiMGvWLERGRqJ58+Y4cOCAPFj5gwcP1CqfPv30UygUCnz66ad4/PgxnJ2d0bdvXyxYsEBfp0BEBoBJKCIdaKpcKgqFQgFPT09cu3YNISEhHBOKyEDknuGuqEmoXbt25ZshT7rv5+cnJxDs7e0RFxeHmJgYJqFITcOGDXH16lUkJCRgx44dGDVqFE6ePFns9mbOnImpU6fK9xMTEzkoMFE5MYQkFAAEBgYiMDBQ47oTJ06o3TcxMcHs2bMxe/bscoiMiCoLJqGIdFDS7nhATqXTtWvXcOPGDXlqWk1JqKdPnyIhIQG2trYliJiISoMuSShNiaPcg5NLUlJSEBoaqrYeyEliSUkootzMzMzkrp1+fn74559/8PXXX2Po0KHIyMhAfHy8WjVUQQMIA5DHICOi8mcoSSgiorLGMaGIdFAaSSgpyXT8+HEAOQM3Wltby+utra3liorc1VBhYWG4fPkyrly5gszMzGIfn4iKriSVUAAQFBQkD856584dCCHg6Oioto/0fyahqDAqlQrp6enw8/ODqamp2gDCd+7cwYMHD7QOIExE+sUkFBFRDlZCEemgpGNCAf+N+XTw4EG5rbwz7Xl5eSEmJgbBwcFo0aIFjhw5gpdfflle37dvX+zdu7fYMRBR0RQ3CdWwYUMoFAo8e/ZM7mYnteXr66v23pcqqZiEotxmzpyJnj17ok6dOnj+/Dm2bNmCEydO4ODBg7C1tcXYsWMxdepUODg4wMbGBu+++y7atm2LF198Ud+hE5EGycnJAABLS0s9R0JEpF9MQhHp4MGDBwAANze3YrfRt29ffP/994iKioJCocC4cePybePp6Ynz58/LlVB//fUXAMDCwgKpqanyfSIqe0IIBAUFyfeLkoSysLCAp6cngoODcfPmTbUkVO6ueLn3ZxKKcouOjsbIkSMREREBW1tbNG3aFAcPHpR/mFi+fDmMjIwwcOBApKenw9/fH6tWrdJz1ESkDSuhiIhyMAlFpAMpKSRVMxWHm5tbvine88o7Q57077Rp0zBv3jzEx8fj2bNnxR4gnYh0FxERgYSEBPl+7iRRdna2XCGpKQkF5CSbgoODERQUhM6dO8sJLSahSBc//PBDgevNzc2xcuVKrFy5spwiIqKSYBKKiCgHx4QiKoRKpZIHE5bGdSoreWfIk/5t0qSJPNgsZ88jKh9S5ZKpqSkA9STR06dP5bGeHB0dNe6fd3ByVkIREVVdTEIREeVgEoqoEE+ePEF6ejpMTEzKfCprbZVQnp6e+RJURFS2pKRR69atAeRMUCBNDiAljBwcHGBiormo2NfXV24nLS1Nfj8zCUVEVPUwCUVElINJKKJCSF8c69atq/XLZmmREk0PHjxAfHw8oqOjAeQkp/ImqIiobElJqI4dO8LIKOfPZWxsLADI701tXfEA9Uqou3fvQqVSwc7OTq5qlDAJRURU+TEJRUSUg0kookJIlUdl3RUPAGrUqAFzc3NkZ2fjxIkTAHIqLWxtbVkJRVTOpCRUkyZN5C53UqKooEHJJd7e3gByElanTp0CkH9mvNxtSIktIiKqfJiEIiLKwSQUUSGkyqOSDEquKyMjI3h4eAAADh8+rHZcVkIRlR8hhNoYTnmrlXRJQllaWsLd3R0A8OGHH8pt5SW18fTpU6hUqtI5ASIiqlCYhCIiysEkFFEhyrMSCvgv2XTkyBG147ISiqj8xMTE4OnTp1AoFGjYsGGxklAA8PLLLwMA0tPTAQDdu3fPt42TkxOAnBn34uLiSucEiIioQklOTgaQ8wMFEVFVVrYD3BBVAuVZCQX8l2y6e/eu2nGlfx8+fIiMjAyYmZmVSzxEVVFQUBCAnPejhYVFsZNQa9aswdSpU5GdnQ1ra2vUqVMn3zZKpRI2NjZITExETEyM1tn2iIjIcLESiogoByuhiAqhr0ooiXRcV1dXVKtWDSqVCuHh4eUSS1Xg7u4OhUKR7zZp0iSN22/cuDHftubm5uUcNZW13F3xgPyDh+uahDIyMoK3tzd8fX01JqAkHJyciKhyYxKKiCgHk1BEBUhMTJRnwyqvJFTe40hJKYVCIa/juFCl559//kFERIR8k8biGjx4sNZ9bGxs1PZhUrDyKa0klK6YhCIiqtyYhCIiymGQSajHjx/jjTfegKOjIywsLNCkSRNcvHhR32FRJSRVQTk5OcHGxqZcjqmtEir3/zkuVOlxdnZG9erV5dsff/wBLy8vdOrUSes+CoVCbR9XV9dyjJjKA5NQRERUWoQQTEIREf0/g0tCxcXFoX379jA1NcWff/6Jmzdv4quvvoK9vb2+Q6NKqLzHgwIgz6YFAGZmZnBzc5Pvc4a8spWRkYHNmzdjzJgxUCgUWrdLSkpC3bp1Ubt2bfTr108eP4gqDykJ5evrC4BJKCIiKr7MzExkZ2cDYBKKiMjgBiZfvHgxateujQ0bNsjLpCntiUpbeY8HBQAWFhZwc3PD48eP4e7uDmNjY3kdK6HK1u7duxEfH4/Ro0dr3aZhw4ZYv349mjZtioSEBHz55Zdo164dgoKCUKtWLa37paenyzOkATldPaliio2NRXR0NADA29sbgHqSSKVS4enTp2rLS4pJKCKiykuqggKYhCIiMrhKqL1796Jly5YYPHgwXFxc0KJFC6xbt07fYVEu0pc3Q5aeno7r16/j8uXLAMo3CZX7eHmPyyRU2frhhx/Qs2dP1KxZU+s2bdu2xciRI9G8eXN06tQJv/32G5ydnfHdd98V2PaiRYtga2sr32rXrl3a4VMpuXXrFoCcqkRpKu3cSaK4uDj5F+3SSkK5uLjI7RMRUeUiJaGMjY1hamqq52iIiPTL4JJQISEhWL16NerXr4+DBw9i4sSJmDx5MjZt2qRx+/T0dCQmJqrdqOz88MMPcHV1xdq1a/UdSol07doVTZs2xdatWwGUb3e83MfLe9zc3fGEEOUaU2UXHh6OI0eOYNy4cUXaz9TUFC1atMD9+/cL3G7mzJlISEiQbw8fPixJuFSG8o4HBfyXbHr69CmioqIAALa2tjAzMyuVY7ISioio8kpOTgYAWFpaFtjdn4ioKjC4JJRKpcILL7yAhQsXokWLFpgwYQLGjx+PNWvWaNye1Qfl6+TJkwCAU6dO6TmS4ktPT8e5c+cA5FQnNG/eHD179izXGN588000a9YMr7/+utpyd3d3KBQKJCcn88tqKduwYQNcXFzQu3fvIu2XnZ2N69evo0aNGgVup1QqYWNjo3ajikka4yt3EsrJyQlAzuCyd+7cAVB6VVC52+L7moio8uGg5ERE/zG4JFSNGjXUvhgAQKNGjfDgwQON27P6oHxJA2Yb8sDZYWFhEELAysoKkZGRuHLlCqpXr16uMXTt2hVXr15Fu3bt1JYrlUp53CFDfowrGpVKhQ0bNmDUqFEwMVEfKm/kyJGYOXOmfH/evHk4dOgQQkJCcPnyZbzxxhsIDw8vcgUVVVyaKqFMTEzg4OCgtp5JKCIi0oUhJaFWrlwJd3d3mJubo02bNvj7778L3D4+Ph6TJk1CjRo1oFQq0aBBA+zfv7+coiUiQ1RuSShPT095INfc4uPjizTeTvv27eVfoSV3795F3bp1NW7P6oPyJY1VZMhjFuUejLwilkxzXKjSd+TIETx48ABjxozJt+7BgweIiIiQ78fFxWH8+PFo1KgRevXqhcTERJw9ezZfcpwMl6YkFPBfoqisk1DsaktEVLkYShLq119/xdSpUzF79mxcvnwZzZo1g7+/v9bxXjMyMvDyyy8jLCwMO3bswJ07d7Bu3Tq1mZ2JiPIqt9nxwsLC5IFcc0tPT8fjx491bmfKlClo164dFi5ciCFDhuDvv//G2rVrDX4MosogOTkZkZGRAHIGJ3/+/Dmsra31HFXRSRVG5T0OlK68vLxw8uRJVkKVoh49emj94n/ixAm1+8uXL8fy5cvLISrSh7i4ODnp2KhRI7V1zs7OuHPnDvbs2SPfLy1SW5mZmUhMTIStrW2ptU1ERPplKEmoZcuWYfz48QgICAAArFmzBvv27cP69esxY8aMfNuvX78ez549w9mzZ+UB193d3cszZCIyQGWehNq7d6/8/4MHD6p9sM7OzsbRo0eLdLFq1aoVdu3ahZkzZ2LevHnw8PDAihUrMGLEiNIMm4ohNDQ03/2mTZvqKZriy10JVRGxEoqo7Egz49WqVStf5WyTJk1w+vRpeYDZJk2alNpxLSwsYGlpKY/3xiQUEVHlYQhJqIyMDFy6dEltCAIjIyN0795dHis1r71796Jt27aYNGkS9uzZA2dnZ7z++uv46KOPYGxsrHGf9PR0pKeny/c5aRRR1VPmSaj+/fsDABQKBUaNGqW2ztTUFO7u7vjqq6+K1GafPn3Qp0+f0gqRSkneypzg4GCDTEIZQiUUwDGhiMqC1NXO19c337rly5djyJAhyMjIgJWVFdq0aVOqx3Z2dpaTUPXq1SvVtomISH8MIQkVGxuL7OxsuLq6qi13dXXF7du3Ne4TEhKCY8eOYcSIEdi/fz/u37+Pd955B5mZmZg9e7bGfRYtWoS5c+eWevxEZDjKPAmlUqkAAB4eHvjnn3/kGYao8slbmWOolTqshCKqurSNBwXkjDHYuXPnMju2s7MzwsLCtI69QUREhkmqoK3ISajiUKlUcHFxwdq1a2FsbAw/Pz88fvwYS5cu1ZqEmjlzJqZOnSrfT0xM5OzlRFVMuY0JlberFlU+UmWOkZERVCqVQVbqCCHk5E5Fr4R68uQJUlNTYWFhoeeIiCqPgpJQZY0z5BERVU5JSUkAACsrKz1Hop2TkxOMjY0RFRWltjwqKkrrLNE1atSAqampWte7Ro0aITIyEhkZGTAzM8u3j1KphFKpLN3giciglFsSCgCOHj2Ko0ePIjo6Wq6Qkqxfv748Q6EyICVvWrdujfPnzxtkpU5UVBRSUlJgZGSEOnXq6DscjRwcHGBjY4PExESEhoZyVjaiUsQkFBERlTapEqoiJ6HMzMzg5+eHo0ePysOpqFQqHD16FIGBgRr3ad++PbZs2QKVSgUjo5xJ1+/evYsaNWpoTEAREQGAUXkdaO7cuejRoweOHj2K2NhYxMXFqd3I8EmVTy+//DIAw+wuJp1D7dq1K+wfT4VCIVdDGeJjTFRRJSYm4uHDhwDyz4xXHpiEIiKqnAyhEgoApk6dinXr1mHTpk24desWJk6ciOTkZHm2vJEjR6oNXD5x4kQ8e/YM7733Hu7evYt9+/Zh4cKFmDRpkr5OgYgMQLlVQq1ZswYbN27Em2++WV6HpHKUnZ2NsLAwADlJqPnz5yMsLAzZ2dlaZ8eoiCp6VzyJp6cnrly5YpBdHokqKmlmvBo1asDe3r7cj88kFBFR5WQoSaihQ4ciJiYGs2bNQmRkJJo3b44DBw7Ig5U/ePBArngCcn60PXjwIKZMmYKmTZvCzc0N7733Hj766CN9nQIRGYByS0JlZGSgXbt25XU4KmePHz9GRkYGTExM0KZNG5iZmSEjIwOPHj1C3bp19R2ezqSkTkUdlFzCSiii0qfPrngA4OLiAoBJKCKiysZQklAAEBgYqLX73YkTJ/Ita9u2Lc6fP1/GURFRZVJu3fHGjRuHLVu2lNfhqJxJyRB3d3eYmZnBw8MDAAyuUseQKqEAw3t8iSoyKQnl6+url+OzEoqIqHKSklCWlpZ6joSISP/KrRIqLS0Na9euxZEjR9C0aVOYmpqqrV+2bFl5hUJlQEreSMkRT09P3LlzByEhIejatas+QysSQ6mEkuJjJRRR6dF3JRSTUERElZMhVUIREZW1cquE+vfff9G8eXMYGRnhxo0buHLliny7evVqeYVBZURK3kgVRNK/pVWpk5GRgVu3buHWrVt4+vRpqbSZW1xcHG7duoX79+8DqPiVULm74+WdaZKIiqciJaGEEHqJgSqORYsWoVWrVrC2toaLiwv69++PO3fuqG2TlpaGSZMmwdHREVZWVhg4cGC+6dWJSP8MYXY8IqLyUm6VUMePHy+vQ5EeaKqEyr28pNq2bYvLly8DAExNTREUFIT69euXStuPHj1C/fr1kZaWJi+r6JVQtWvXhrGxMdLT0xEREQE3Nzd9h0Rk0JKTk+XJFfSdhEpLS0NycjK/rFRxJ0+exKRJk9CqVStkZWXh448/Ro8ePXDz5k25S8+UKVOwb98+bN++Hba2tggMDMRrr72GM2fO6Dl6IsqNlVBERP8ptyQUVW55u7HVrFkTABAdHV3ithMSEtQSUJmZmTh79mypJaHOnz+PtLQ0mJiYwMbGBr169dLLzFhFYWpqChcXF0RERCA6OppJKCINhBCYO3cuLl68CABo0aIF5s2bB4VCkW/b27dvA8gZHNzR0bFc45RYWlrC3NwcaWlpiImJ4ZeVKu7AgQNq9zdu3AgXFxdcunQJL730EhISEvDDDz9gy5Ytcrf3DRs2oFGjRjh//jxefPFFfYRNRBowCUVE9J9yS0J16dJF4wd/ybFjx8orFCoDeQf0lpI4z549K7W2XVxc0K9fP6xbt65Ux0KS2ho6dCg2b95cau2WNXt7e0RERJTKY0xUGd27dw9z586V7+/btw/Dhg3TOPB4UFAQAKBRo0blFl9eCoUCzs7OePjwIWJiYuQJHoiAnB9kAMDBwQEAcOnSJWRmZqJ79+7yNt7e3qhTpw7OnTunMQmVnp6O9PR0+X5iYmIZR01EAJNQRES5lduYUM2bN0ezZs3km4+PDzIyMnD58mU0adKkvMKgMpCQkCCP0yRVQklJqLi4uBK3n3u8qdIeaypv+4akNB9josroxo0bAIB69eqhYcOGAP5LNuWl75nxJBycnDRRqVR4//330b59ezRu3BgAEBkZCTMzM9jZ2alt6+rqisjISI3tLFq0CLa2tvKtdu3aZR06EYGz4xER5VZulVDLly/XuHzOnDnyhZkMk1RJ5OzsDGtrawD//VJbGgmS3ONNlcWscIYyI15epfkYE1VGUmKpXbt2MDExwZ07d+Rl2rbV13hQEiahSJNJkybhxo0bOH36dInamTlzJqZOnSrfT0xMZCKKqIxlZGQgMzMTACuhiIiAcqyE0uaNN97A+vXr9R0GlYCmSiKpSicpKUn+w1vS9nMnoUqzEirvoOqGgpVQRAXLnViSkktMQpGhCQwMxB9//IHjx4+jVq1a8vLq1asjIyMD8fHxattHRUWhevXqGttSKpWwsbFRuxFR2ZJmxgNYCUVEBFSAJNS5c+dgbm6u7zCoBDQlcWxtbeX/lzRJknu8KSnRFR0dXSoVdJmZmXjw4IHcviEpzXG3iCojXZNQqamp8nVG393xXFxcADAJRTkD6wcGBmLXrl04duxYvjHC/Pz8YGpqiqNHj8rL7ty5gwcPHqBt27blHS4RaSF9XjUzM4OZmZmeoyEi0r9y64732muvqd0XQiAiIgIXL17EZ599Vl5hUBnQ1J3N2NgYtra2SEhIQFxcnPzFqqTt29nZwd7eHnFxcQgJCUHTpk1LFPuDBw+QnZ0Nc3Nzrb8cV1TsjkekXXZ2tjzjnY+PD0xMcv7c3b17F5mZmTA1NZW3vXPnDoQQcHR0lCuR9EU6fmnMLEqGbdKkSdiyZQv27NkDa2treZwnW1tbWFhYwNbWFmPHjsXUqVPh4OAAGxsbvPvuu2jbti1nxiOqQDgoORGRunJLQuWujAEAIyMjNGzYEPPmzUOPHj3KKwwqA3lnxpPY29vLSaji0lSp5OXlhYsXL5ZKEip3gsvISO+FgUXC7nhE2oWGhiI9PR3m5uZwd3eHQqGApaUlkpOTERwcDG9vb3lbabByHx+fAmdxLQ/sjkeS1atXAwA6d+6stnzDhg0YPXo0gJzxNo2MjDBw4ECkp6fD398fq1atKudIiaggHJSciEhduSWhNmzYUF6HonKmbWBvBwcHhIWFlShJoqlSydPTExcvXiyVcaEMdTwogEkoooJI3e4aNWoEY2NjADlJpn/++Qc3b95US0JVlPGgACah6D9CiEK3MTc3x8qVK7Fy5cpyiIiIikMaE4qVUEREOcq99OPSpUvYvHkzNm/ejCtXrpT34amUFTSmUmmMWZQ7SSRVKknHKY0Z8jQNqm4oOCYUkXaaEkvaxoViEoqIiMoKu+MREakrtyRUdHQ0unbtilatWmHy5MmYPHky/Pz80K1bN37YNmAPHz5EdnY2lEolatSoobauNCp1NFUqSf8vjSSUIVdCcUyo0jFnzhwoFAq1W+4qGU22b98Ob29vmJubo0mTJti/f385RUu6YhKKiIgqAiahiIjUlVsS6t1338Xz588RFBSEZ8+e4dmzZ7hx4wYSExMxefLkYrX5xRdfQKFQ4P333y/dYElnBY2pVBpJKE2VStL/S6M7XmWohGISquR8fX0REREh306fPq1127Nnz2L48OEYO3Ysrly5gv79+6N///64ceNGOUZMhck9zpNEUxIqPT0d9+/fz7etvkhJqOTkZKSmpuo5GiIiKikmoYiI1JVbEurAgQNYtWoVGjVqJC/z8fHBypUr8eeffxa5vX/++QffffddiQemppIpqJJIqtQpre54Eun/YWFhyM7OLnbbQgiDroSSklAJCQklehwIMDExQfXq1eWbk5OT1m2//vprvPLKK5g2bRoaNWqE+fPn44UXXsC3335bjhFTQVQqFW7dugVAcxLq9u3b8nvmzp07UKlUsLW1zVfNqQ82NjbyzH2shiIiMnxMQhERqSu3JJRKpVKbEltiamoKlUpVpLaSkpIwYsQIrFu3Tv4iTvpRUCVRWVVC1apVC6ampsjMzMSjR4+K3XZsbCyeP38OAPDw8Ch2O/oiPb5CCCQkJOg5GsN279491KxZE56enhgxYoQ8zpkm586dQ/fu3dWW+fv749y5cwUeIz09HYmJiWo3Khvh4eFITU2FmZmZWoLZ3d0dFhYWSE9Px+jRo/HWW29h+vTpAHKq4fQ9Mx4AKBQKuRrqgw8+wIwZM/j+JiIyYJwdj4hIXbklobp27Yr33nsPT548kZc9fvwYU6ZMQbdu3YrU1qRJk9C7d+98XwSp9BT2BTkjIwP379+XuyBpqiQqShJK0/G0VSoZGxvD3d0dQMHjQmVkZCAtLU3juidPnuCvv/4CALi5ucHc3LzQGCsaMzMz+QMNu+QVX5s2bbBx40YcOHAAq1evRmhoKDp27CgnKPOKjIyEq6ur2jJXV1dERkYWeJxFixbB1tZWvtWuXbvUzoHUSd3tGjZsCBOT/yaBNTIyQvPmzQEAmzdvxtq1a3Hw4EEAQIsWLco9Tm2kpPiOHTuwePFirF+/Xs8RERFRcXF2PCIideWWhPr222+RmJgId3d3eHl5wcvLCx4eHkhMTMQ333yjcztbt27F5cuXsWjRIp22Z/VB0S1ZsgR2dnY4cOCAxvVCCLzwwguoX7++3JWyJJVQK1euhK2tLXbu3Km2/OnTp/LzlbdSqbBxoVQqFZo1a4ZGjRohMzNTbd2GDRvg5uaGgQMHao3dUHBcqJLr2bMnBg8ejKZNm8Lf3x/79+9HfHw8tm3bVqrHmTlzJhISEuTbw4cPS7V9+o+UhPL19c23bsOGDfj8888xb948+bZ06VLMnj27vMPU6vvvv8fnn3+OHj16AACuX7+u54iIiKi4DK073sqVK+Hu7g5zc3O0adMGf//9t077bd26FQqFAv379y/bAInI4JkUvknpqF27Ni5fvowjR47g9u3bAIBGjRoVqZrp4cOHeO+993D48GGdK1cWLVqEuXPnFivmqurIkSMQQuD48eN45ZVX8q2PjIyUB/21sbGBh4cHOnbsmG87KUFS2JhQR44cAQAcP35cTgwB/1U5aapUKmyGvMePH8uvs5CQEDRs2FBed/ToUQCAubk5LC0tMXr06ALjq8js7e3x6NGjEo27Rers7OzQoEEDebDqvKpXr46oqCi1ZVFRUahevXqB7SqVSiiVylKLk7QraLa7hg0b4pNPPinvkIrE29sbn3zyCRo0aIBDhw7lm82PiIgMhyEloX799VdMnToVa9asQZs2bbBixQr4+/vjzp07cHFx0bpfWFgYPvzwQ43fB4iI8irzSqhjx47Bx8cHiYmJUCgUePnll/Huu+/i3XffRatWreDr6yt3iyrMpUuXEB0djRdeeAEmJiYwMTHByZMn8b///Q8mJiYaB2dm9UHRSdVF2qqMpOUeHh5ISEjA1atXYWtrm287aWDywqp0tB2voPGmCquEyr1cW7ubN29GbGwsAgICCoyvImMlVOlLSkpCcHCw1kGq27ZtKycyJYcPH0bbtm3LIzzSQUFJKEOSezY/IYSeoyEiouIwpCTUsmXLMH78eAQEBMDHxwdr1qxBtWrVCuwWnp2djREjRmDu3LkGOdEPEZW/Mk9CrVixAuPHj4eNjU2+dba2tnjrrbewbNkyndrq1q0brl+/jqtXr8q3li1bYsSIEbh69SqMjY3z7aNUKmFjY6N2I+2ysrIQHh4OQHuVka4zyumSIMk97lPe4xV0nMIqoXIvL0q7hkbXRB9p9+GHH+LkyZMICwvD2bNnMWDAABgbG2P48OEAgJEjR2LmzJny9u+99x4OHDiAr776Crdv38acOXNw8eJFBAYG6usUKBchRKVJQtWvXx8mJiZ4/vw5Hj9+rO9wiIioGAxlYPKMjAxcunRJrZeKkZERunfvXuDkK/PmzYOLiwvGjh2r03E4VAoRlXkS6tq1axq7dEl69OiBS5cu6dSWtbU1GjdurHaztLSEo6MjGjduXFohV2kPHjyQK8qCg4M1/vouVRLpmoRKTU3VOkB4dHS0PGBjaGioWjVbWVRCPX/+HNHR0TrFbwhYCVVyjx49wvDhw9GwYUMMGTIEjo6OOH/+vDxD2YMHDxARESFv365dO2zZsgVr165Fs2bNsGPHDuzevZvXoAri0aNHSEpKgomJCerVq6fvcErEzMwM9evXBwB2ySMiMlCGMjB5bGwssrOzizT5yunTp/HDDz9g3bp1Oh+HE7UQUZmPCRUVFQVTU1PtAZiYICYmpqzDIB3lrhpKTEzEs2fP4OjoqHGbwgb0trGxgUKhgBACcXFxGrs35T5eZmYmHj9+jDp16qit05QskgYqj4uLQ1xcnJyM0dRu7v+HhoYCABwdHTV2ITQ0uo67Rdpt3bq1wPUnTpzIt2zw4MEYPHhwGUVEJSElaxo0aFDg3x5D4ePjg1u3buHmzZvyQOVERGQ4DKk7XlE8f/4cb775JtatWwcnJyed95s5cyamTp0q309MTGQiiqiKKfMklJubG27cuKH1F+l///1X69grutD0BZGKL29lUUhIiNYkVGGVREZGRrCzs5MTRYUloaTj65KEsrKygqurK6KiohAaGqpzEqoydcUDWAlFlJc0aYKhd8WT+Pj4YOfOnfJ5ERGRYTGUJJSTkxOMjY11nnwlODgYYWFh6Nu3r7xMpVIByCkyuHPnjsYfrDlRCxGVeXe8Xr164bPPPtPYHSs1NRWzZ89Gnz59yjoM0pGmpFBeBXWTy6uwMYs0Jb2AnP7ijx49KvA4UiKpoBilNqVuhUWJ3RBwTCgidVIllK+vr54jKR25BycnIiLDYyhJKDMzM/j5+alNvqJSqXD06FGNk694e3vnG6v31VdfRZcuXXD16lVWNxGRVmVeCfXpp5/it99+Q4MGDRAYGIiGDRsCAG7fvo2VK1ciOzu7wk+XXZVISSAjIyOoVKp8Sank5GT5FxJdqokKq9TJezwpSRQWFgYhBKysrLSW+Hp5eeHcuXP5YkxISMDTp08BAAqFAikpKfKvOKyEIqrcKsug5JK8M+QpFAo9R0REREVhKEkoAJg6dSpGjRqFli1bonXr1lixYgWSk5PlmaRHjhwJNzc3LFq0CObm5vnGw7SzswMAjpNJRAUq8ySUq6srzp49i4kTJ2LmzJlyRYpCoYC/vz9WrlyZbwA80h8pCdSyZUv8/fffWiuVHBwc5D80BSlszCJtx8tdsaTtS5e2SigpRmdnZ1haWiIsLAzBwcGoXr16pauE4phQRP+pTDPjSRo0aAAjIyPEx8cjMjKyRN3XiYiofAkh5IHJK/rseAAwdOhQxMTEYNasWYiMjETz5s1x4MAB+bvagwcPYGRU5h1piKiSK/MkFADUrVsX+/fvR1xcHO7fvw8hBOrXr59vHB/SLyGEnKTp3r07/v7773xVRkWtJNK1Eurll19WO54ux5ESSQXFKCWhQkJC0L59+0pXCcXueET/iYiIQEJCAoyNjeVZ5Qydubk56tWrh7t37+LmzZtMQhERGZC0tDR5nCRDqIQCgMDAQAQGBmpcV9hYvBs3biz9gIio0imXJJTE3t4erVq1Ks9DUhE8e/YMiYmJAHKSUAsXLsxXZVTUSqKCkiSpqal48uQJgJwk1IIFCzRWQmmjrRIq976WlpY4duwYgoODkZ2djbCwsCLFX9GxOx5RzrTSGzduxJ07dwAA9erVq1SDnvr4+ODu3bv45ptvcPbsWXl5r1694Ofnp8fIiIioIFJXPACoVq2aHiMhIqo4yjUJRRWbVCVUs2ZNeVDfR48eIT09Xf5CV9xKKE3dxUJDQwEAtra28hcpaSa9olRCPXjwAJmZmfJ07HkroaRljx49QmZmJszMzFCzZk2d4q/opMf3+fPnao8BUVWyYMECrFixQr7fpEkT/QVTBpo2bYrdu3djz5492LNnj7z8+++/R3h4uB4jIyKigkhJqGrVqsHY2FjP0RARVQxMQpFMqiDy9PSEs7MzrKyskJSUhLCwMHlA+aJWQhVUqZO7LSsrK7i6uiIqKgohISE6Had69eqwsLBAamoqwsPDUa9evXztSkmo4OBgebmHh0el+SCQe1yu+Ph4ODs76y8YIj25fPkyAKBHjx5o2LAhJk2apOeIStekSZOQkpKC58+fA8jpOr127Vo8ePAAT58+haOjo54jJCIiTQxpUHIiovLCJBTJpAoiaTBwT09P/PvvvwgJCZGTUKU5JlTetjw9PREVFYXg4GCdjiPFGBQUhJCQEDkJpa0SqrKNBwUAJiYmsLGxQWJiIuLi4piEoipJGoz8iy++QIsWLfQcTelzcXHB0qVL1ZYdPHgQ4eHhuHnzJjp27KinyIiIqCBSEsoQBiUnIiovnN6AZLkroYD/qpAuXbqE8PBwhIWFFXlMJSkJFRkZifDwcGRmZuY7ntSW9O+RI0eQmpoKIyMj1K1bt8D2pVgvXryI8PBwhISEyN1TvLy85DYjIyNx4cKFIsVuKDguFFVlMTExiI2NhUKhkJPlVYE0+5+UgCMioopHmhmPlVBERP9hEopkuSuhgP8SPJ999hnc3d3h4eGBjIwMmJqaws3NTac2pYHJL126BHd3d7Ro0UKeJURTJRQArFu3DgBQp06dQsc4kmL95JNP4O7uDi8vL2RnZ0OpVKJGjRqws7OTkzTff/+92nEqi4LG3SKq7KQkjIeHR5Ua9JVJKCKiio/d8YiI8mMSimR5K6EGDhwoj7uU+zZ27Fidx1Rq2bIlmjRpAgsLCwBAUFCQPCNe3uP1798fNWvWhIWFBSwtLTFmzJhC2x84cCBcXV3zxThu3DgYGeW8vMeNG4dq1arBwsICderUQe/evYvwqFR80iDrjx490nMkROUvKCgIwH9JmaqCSSgiooqPSSgiovw4JhQBANLT0+UkhpQUatu2LSIiIkrUrrW1Nf79918AOVVL0thMNWvWlGfHk6qZWrRogcePHxep/Q4dOiAyMrLAbZYsWYIlS5YUI3rDID1fUlKPqCqRkjBMQhERUUXDJBQRUX6shCIAQFhYGIQQsLS0hIuLS5kcQ0qWhISEICIiAunp6TAxMUHt2rXL5HhVhZTEk7o3ElUlVT0J9eTJE8THx+s3GCIi0ohJKCKi/JiEIgD5Z8YrC1KyJDg4WK7aqVu3LkxMWJBXEqyEoqqsqiahbGxsUKtWLQDArVu39BwNERFpIg1MztnxiIj+wyQUAcg/PlNZyF0JlXdQciq+3I8rUVXy9OlTREVFAQC8vb31HE35kxJv0rhYRERUsbASiogoPyahCED+merKgqZKKGkZFZ/0nMXHx3OGPKpSpCqoOnXqwNraWs/RlD+OC1W5nTp1Cn379kXNmjWhUCiwe/dutfVCCMyaNQs1atSAhYUFunfvjnv37uknWCLSKDY2FsB/MxkTERGTUPT/yiMpxEqoslGtWjVUr14dAKuhqGqpql3xJExCVW7Jyclo1qwZVq5cqXH9kiVL8L///Q9r1qzBhQsXYGlpCX9/f6SlpZVzpESkjTTpj9R9moiIODse/b/ySApJbcfExODq1asAWAlVWry8vBAZGYng4GC0bNlS3+EQlQsp+eLr66vnSPRDUxLq6dOn2L9/PzIzMwvct02bNkV63M6fPy8fp0mTJmjVqlUxIqai6NmzJ3r27KlxnRACK1aswKeffop+/foBAH788Ue4urpi9+7dGDZsWHmGSkRaSEkoTsJDRPQfJqEIQgi1gcnLiq2tLRwdHfH06VP5ywwroUqHp6cnzpw5w0ooqlKk60ijRo30HIl+SEmohw8fIjExETY2NggMDMTWrVsL3dfe3h7R0dE6TQzx5MkTdOzYEVlZWQAApVKJx48fw9HRsWQnQMUWGhqKyMhIdO/eXV5ma2uLNm3a4Ny5c1qTUOnp6UhPT5fvJyYmlnmsRFWVEAIPHz4EwEooIqLcmIQiREVFISUlBUZGRqhbt26ZHsvLywtPnz6V7zMJVTpyj7dFVFVU9Uooe3t71KhRAxEREbh9+zZat26Nv//+GwDQsWNH2Nraatzv0KFDiIuLQ3BwMBo2bFjoca5cuYKsrCzY29sjOzsbiYmJ+Pfff9GlS5dSPR/SXWRkJADA1dVVbbmrq6u8TpNFixZh7ty5ZRobEeVISEiQZ8dzc3PTczRERBUHk1AkJy5q164NMzOzMj2Wp6en/CXJyckJNjY2ZXq8qoIz5FFVEx8fjydPngCoupVQQE41VEREBG7evInGjRsjNDQUALBjxw64uLho3KdVq1a4ePEibt68qVMSSkr29ejRAykpKfj9999x8+ZNJqEM0MyZMzF16lT5fmJiIrsJEZURqSueo6MjqlWrpudoiIgqDoMbmHzRokVo1aoVrK2t4eLigv79++POnTv6Dsuglecg4bmPwfGgSg8roYqvONeUjRs3QqFQqN3Mzc3LKWICgFu3bgHI+XVZW8VPVZB7XKg7d+5ACAFHR0c4OzsXuk9QUJBOx8g9ADwHQ68YpMkooqKi1JZHRUXJ6zRRKpWwsbFRuxFR2WBXPCIizQwuCXXy5ElMmjQJ58+fx+HDh5GZmYkePXrI5a5UdOUxM54k9zHYFa/0SI/lw4cPkZGRoedoDEtxryk2NjaIiIiQb+Hh4eUUMQGcGU+SOymUu3uiQqHQaR9dSMkqX19fuesjk1D65eHhgerVq+Po0aPyssTERFy4cAFt27bVY2REJOHMeEREmhlcd7wDBw6o3d+4cSNcXFxw6dIlvPTSS3qKyrDpqxKKSajS4+rqimrVqiElJQVhYWFo0KCBvkMyGMW9pigUigIrDqhs5U6MVGW5q5qkx6SwxFxRklBCCLWEX0pKinw8KltJSUm4f/++fD80NBRXr16Fg4MD6tSpg/fffx+ff/456tevDw8PD3z22WeoWbMm+vfvr7+giUhmqDPjrVy5EkuXLkVkZCSaNWuGb775Bq1bt9a47bp16/Djjz/ixo0bAAA/Pz8sXLhQ6/ZERIABVkLllZCQAABwcHDQcySGS1+VUOyOV3oUCoWc1Lt48SKePHmCJ0+eICoqCkKIYrWZlpYmtyPd0tLSSjPsCknXa0pSUhLq1q2L2rVro1+/foV+KU9PT0diYqLajYqPlVA5pPMPCwvDP//8o7ZMGylxd/v2bWRnZxe47cOHD5GcnAwTExPUq1cP3t7eAICYmBjExMSUNHwqwMWLF9GiRQu0aNECADB16lS0aNECs2bNAgBMnz4d7777LiZMmIBWrVohKSkJBw4cYNdgogrCELvj/frrr5g6dSpmz56Ny5cvo1mzZvD390d0dLTG7U+cOIHhw4fj+PHjOHfuHGrXro0ePXrg8ePH5Rw5ERkSg05CqVQqvP/++2jfvj0aN26scRt+8StceVZC1axZUx78nJVQpUt6PEeMGAE3Nze4ubmhevXqmDx5cpHbio2NldvIfatVq5ba7IaVjS7XFABo2LAh1q9fjz179mDz5s1QqVRo166d/KunJosWLYKtra18M7RfRisaJqFyODk5yeM/nThxAkDhj0ndunVhYWGB9PR0eSBzbaTHuUGDBjA1NYWlpSXc3d0B/DcuF5WNzp07QwiR77Zx40YAOT8+zJs3D5GRkUhLS8ORI0dYBUtUgRhid7xly5Zh/PjxCAgIgI+PD9asWYNq1aph/fr1Grf/+eef8c4776B58+bw9vbG999/D5VKpdZVmIgoL4NOQk2aNAk3btzA1q1btW7DL34FS05OlqdzLo/KJGNjYwQEBKBZs2Zo2bJlmR+vKhk+fDisrKxgYmICExMTGBsbAwD2799f5LYuXLiAZ8+eAYDcHgA8ffoUFy9eLL2gKxhdrikA0LZtW4wcORLNmzdHp06d8Ntvv8HZ2Rnfffed1n1mzpyJhIQE+Sb9QkpFl5iYKD9+VXlmPIlU2ZSVlQWg8CSUsbGxXNFUWAWfpmQfBycnIiqcoXXHy8jIwKVLl9C9e3d5mZGREbp3745z587p1EZKSgoyMzPZQ4WICmSwSajAwED88ccfOH78eIG/MPCLX8GkX8Ht7Oxgb29fLsdcs2YNrl69CktLy3I5XlUxbNgwPH/+HJmZmcjMzJQHyg4PD5e/nOpKqo4bMGCA3N6rr76qtq6y0fWaoompqSlatGihNn5LXpyVqvTcvn0bQM4MYfygq54gsrOz02msMl0TSUxCEREVnRDC4LrjxcbGIjs7G66urmrLXV1d5R+sC/PRRx+hZs2aaomsvNhLhYgMLgklhEBgYCB27dqFY8eOwcPDo8Dt+cWvYOU5HhSVrxo1asDc3BzZ2dl48OBBkfbV9LqQ/i+tqyyKek3RJDs7G9evX0eNGjXKIELKK/cscKSeICpsZry8++iahMr9WHOGPCKigiUmJiIpKQmA4SShSuqLL77A1q1bsWvXrgLHpmMvFSIyuCTUpEmTsHnzZmzZsgXW1taIjIxEZGQkUlNT9R2aQSrP8aCofBkZGckJlaJWL2l6XUj/r2yVULpcU0aOHImZM2fK9+fNm4dDhw4hJCQEly9fxhtvvIHw8HCMGzdOH6dQ5XA8KHWaqpR03aegRFLemfGKsi8RUVUmdcVzcHBAtWrV9ByNbpycnGBsbIyoqCi15VFRUYVW2H755Zf44osvcOjQITRt2rTAbdlLhYhM9B1AUa1evRpAzoCduW3YsAGjR48u/4AMnFTVwiRU5eTl5YVbt24hODi4wNLovKpSJZQu15QHDx7AyOi/nH1cXBzGjx+PyMhI2Nvbw8/PD2fPnmVSpIw9evQIQUFBOHPmDAAmoSQlSULdunULKpVK7fUtiYiIQEJCAoyNjVG/fn15uTQOV0REBPbs2SP/4m1hYYF27drJY8gVJisrC+fOnUNKSgrMzMzQtm1bzuxGRJWCoXXFAwAzMzP4+fnh6NGj6N+/PwDIg4wHBgZq3W/JkiVYsGABDh48qNN4r0qlEkqlsrTCJiIDZHBJqOJON0+aSVUt7I5XORWnekkIUWgllBBCpy4/hkCXa4o065hk+fLlWL58eRlFRJqkpqaiWbNm8oD5AJNQEhcXFzg4OODZs2c6Pyaenp4wMzNDamoqwsLCNP4QIQ1a7uXlpfaFwdraGrVr18bDhw/lLyqSBQsW4OOPP9Yphi+//FKtwjAwMBDffPONTvsSEVVkhjgzHgBMnToVo0aNQsuWLdG6dWusWLECycnJCAgIAJBTGe7m5oZFixYBABYvXoxZs2Zhy5YtcHd3l8eOsrKygpWVld7Og4gqNoNLQlHpYiVU5SY9r0WpXoqIiEBaWhqMjIxQp04debm7uzsUCgWSkpIQExMDFxeXUo+XSJvbt2/j2bNnMDMzg6+vL7y9vdGuXTt9h1UhKBQKzJ8/HydPnkSnTp102sfExAQNGzbE9evXcfPmTY1/Awoae2vOnDlYtWoVVCoVgJzqwLCwMJw+fVrnuKVtnZycEBsbW6R9iYgqMkObGU8ydOhQxMTEYNasWYiMjETz5s1x4MABebDyvJXhq1evRkZGBgYNGqTWzuzZszFnzpzyDJ2IDAiTUFVYdnY2wsLCALASqrKSnteiVEJJ29apUwdmZmbycqVSiVq1auHhw4cICQlhEorKlZQQefHFF3Hy5Ek9R1PxvPPOO3jnnXeKtI+Pj4+chOrTp0++9QWNvTVmzBiMGTNGvv/XX3/hpZdeKtI4UdK2S5YswZgxY3D79m1kZ2fD2Ni4SOdBRFTRGGJ3PElgYKDW7nd5K8Ol7xFEREVhcAOTU+l5/PgxMjIyYGJiYpB/JKlwuSuhdO3KWlB1XHEqq4hKAwcjL32FzXJXlFkIpeclPDxcnhGqIMnJyfKXl169esHc3BxpaWn8QkNEBi87Oxvnz58HALWKciIiysEkVBUmVby4u7vrPJAsGRZpdrzExES1sXQKUtA4YcWprCIqDUxClb6CZrkTQshjQunymDs6OsrVkbdv3y50+zt37kAIAWdnZ7i6usLb21trLEREhuSnn37CzZs3YWdnh969e+s7HCKiCodJqCpM0+DTVLlYWFigZs2aAHRPHBX0uijOQOdEpaEoCRHSTe4kVN5KyejoaMTFxcHIyAgNGjQocnuFyft8Sv9Ky4mIDFFKSgo++eQTAMAnn3wCR0dHPUdERFTxMAlVhUldqjgeVOUmPb+6dqEr6HVR1LaISkNaWpr8mmMSqvTUq1cPJiYmSE5OlscvkUiJJE9PT1hYWOjUXlGSUHkr24qyLxFRRbVs2TI8efIE7u7uWsdVIiKq6piEqsJYCVU1FLV6iZVQVNHcvXsXKpUKdnZ2qF69ur7DqTRMTU3lKqe8yZ/idH8sbIypgtpnEoqIDF1kZCS++OILAMDChQthbm6u54iIiComJqGqMFZCVQ1FqV5KSkpCVFSU2n6a2nr8+DFSU1NLMUoi7XInLBQKhZ6jqVy0JY6Kk4QqjUqoW7duQaVS6XxMIqKKYs6cOUhOTkarVq0wdOhQfYdDRFRhMQlVjjIzM4u0vRACsbGxiImJQUpKSqnHw0qoqqGw6qX4+HjExMQgJiYGV65cAQDY29vDzs4u37YODg6wsbEBAFy5ckXeLz4+vkxiJwI4KHlZ0pY4KkkSKiQkpMAkdWpqqnw9kvbx8vKCqakpUlJS8ODBA91PgMqNrjOsElVFN2/exLp16wAAX375JYyM+BWLiEgbXiHLyZQpU+Dg4ID79+/rvM/YsWPh7OwMFxcXODg4yNO9loaEhAQ8ffoUAJNQlV1BlVBLliyBvb09XFxc4OLigpdeekltn7wUCoW8rn379vJ+9vb2+Oqrr8roDKiqYxKq7GgbELw4A8E7OzvD0dERQogCZ8iTulfa29vD1dUVAGBiYoKGDRsCYJe8ikYIgd27d6NFixZMEFKVsG7dOgwfPhzDhw/Hhx9+iPT0dI3bZWVl4ZNPPsHw4cMxaNAgqFQq9O/fX/4sRUREmjEJVU727t2LpKQknDx5skj7SNLT03HkyJFSi0f6FdrZ2RnW1tal1i5VPFKS8dGjR/k+SP3xxx/5tjc2Nsbw4cO1tvf666/D2Ng433JNbRGVBikhInUdo9KjaYY8qcIRALy9vXVuS6FQ6NQlL/fzmbt7pfT8coa8imfFihW4du0aPv30U32HQlSmLl68iAkTJmDr1q3YunUrvvrqK6xYsULjtuvWrcPChQuxdetW3Lp1CyYmJvKYUEREpB2TUOUgMzMT4eHhAHSfVSx3pdJHH31UpH11wfGgqg5nZ2dYWVlBCIGwsDC1ddLr4MKFCxBCQAiBrKwsTJ06VWt7H374IbKysuTtz507p9YWUWmJiIjAtWvXcO/ePQCshCoL9evXh7GxMRITE3Hy5EncuHEDBw4cAAB4eHjA0tKySO1JiaS//voLN27c0Hg7ffo0gPzPp6YEVnp6urxfdHR0sc5RCIG7d+/K7URERBSrnapKoVDgyy+/BAD89NNPuHz5sp4jIiobQgh8+OGHAICXX35Znt1u4cKFcmJekpiYiDlz5gAAxo0bhxUrVuD48eNyRScREWlnou8AqoKHDx8iOzsbQNFnKHN2dkazZs2KtG9R2mdXvMpPoVDA09MT//77L0JCQuQPSKmpqXjy5AmAkiUj81ZaKZXKkgdNVd7Zs2fRoUMHuTrH2toabm5ueo6q8lEqlahfvz5u376NLl26qK0rTtJP2ue7777Dd999p9O2ee/nroR66aWX8PfffwPIqdK8du1akSviPv74Y7XqhPfee09rZQNp1rJlS4wYMQI///wzPvjgAxw7doyTBFCl8/vvv+PkyZNQKpX4/vvvUatWLZw5cwZXrlzBvHnz8M0338jbLlmyBNHR0WjQoAFWrVoFU1NTPUZORGRYmIQqB7krRHStFpG28/T0lL/ksxKKisvLywv//vuv2msoNDQUAGBjYwMHB4dit+3s7AxLS0skJycjLCyMvwJSqTh69CiEEDA3N4eNjQ3eeustfuktI4GBgfj888/lH0uAnOTU2LFji9xW//798d133xVateTi4oL+/furLcs9Q54QAomJiXICSqlUIj09HSdOnChyEurw4cMAAFtbW5iZmcHKyqpI+1OOBQsWYMeOHThx4gT27duHPn366LTfxYsX8fHHH6t1B1coFHjzzTcLfY3dv38f7733HpKSkgrcrlatWlizZo3G4QXS0tLw/vvvo0WLFnjrrbd0ipnyS05Oxttvv13kccEUCgXGjRuHN954o9RiOXDgAJYuXYqsrCx5mYmJCaZNm4ZXXnlF4z6//vor1qxZA5VKBUtLS6xYsQINGjSQ12dmZmL69OkAcsZxrVOnDoCcQca7deuGNWvW4N9//5W3v3DhAgBg8eLFTEARERWVqGISEhIEAJGQkFBux1yzZo0AIAAIBwcHnfZZvHixACBef/11ERMTI++fmppaKjF1795dABAbNmwolfaoYvvggw8EADFlyhR52e+//y4AiBYtWpS4/aZNmwoAYv/+/SVuq6rQx7XIkAwbNkwAEIsXL9Z3KFRO0tPThYmJiQAgHjx4IM6dOycACDc3NzFjxgwBQLzzzjtFajM7O1tUq1ZNABB37twpo8gNV1GvQ9OnTxcARKNGjURmZmah22dlZYkmTZrIn2Fy30xNTUVwcLDWfVUqlfxZRZfbxx9/rLGdRYsWCQDCyMhIBAUF6XSelN+cOXN0fi7y3iwsLMSjR49KLRbpM0fem6urq3j+/Hm+7SMiIoSlpaXatl27dhUqlUreZtWqVQKAcHJyEvHx8Wr79+3bV+PxOnXqpNYGFQ8/DxFVPayEKge5q0+ePXuG+Ph42NnZ6bSPp6cnHB0dYW1tjefPnyM0NBSNGjUqtZhYCVU1aKqmy/0aK43281ZaEZUEZ8SreszMzFC/fn3cunULN/+PvfuOiuJ6+wD+XRZYUCkq0hQFbNgLKmI3ktiNxkRN7LEkirFgNGpU7Ng1MajR2JJosMSSGKNRlBh7jxorimIDCwKCStv7/uG782Ol7rLLFr6fc+YcmLkz88zO7N3ZZ+/ce+UKHjx4AODNNZDTKH55uXv3Ll6+fAlra2s+fq4DEydOxJo1a3D16lWsWbMmz5ZFGzZswKVLl+Do6IiVK1dKg1osW7YMhw8fxsSJE7F58+Zs1923bx8OHDgAa2trrF69GsWKFcu23I0bN/D1119j8eLF+Pzzz+Hh4SEte/LkCebMmQMAUCqVGD9+PAfR0MKjR48wf/58AMD06dM1qpcXLlyIkydPYsqUKVi7dq1OYrl48SJkMhl++uknqQuAiRMnIjIyEgsWLMD06dPV1pk2bRqSk5NRv359jBkzBoMHD8bBgwfx559/okOHDkhMTERwcLBU1sHBQW39jRs34uDBg0hLS5PmyeVytG7dmi10iYi0YegsWGEzRLa9e/fuar+cnD17Ns913m6pVLduXQFA7N69u8DxpKamCrlcLgDo9JcpMl579+4VAETNmjWleSNHjhQAxPjx4wu8/exaWlHu+MtfztLS0oRCoRAAcm0pQeZH9Xm5aNEiERQUJACIUaNGiTNnzggAokyZMhptb/fu3QKAqFWrlp4iNm3a1EPffPONACCcnZ1FYmJijuWSkpKEm5ubACAWLlyotuzff/8VMplMABDHjh3Lsm5aWpqoUaOGACDGjh2bazxKpVI0b95cABD9+vVTWxYYGCgAiCpVqkit7A4cOJDvY6U3Bg8eLACIxo0ba9zy58SJEwKAkMlk4sKFCwWOZcOGDQKA8PX1VZu/bdu2bFtd/ffff8LCwkIAEIcPHxZCCDFu3DgBQFSvXl2kpaWJSZMmSddJampqgWMkzfB+iKjoYUuoQqDqBFwmk0EIgdu3b6N+/fr5Wkf1y623tzcuXLigk87JVR2l29jYwM3NrcDbI+Onuo5u374NIQRkMpnOW0Kptk9UULdv30ZKSgpsbW3h6elp6HCoEFWvXh2//vprlpZQPj4+AN60bHny5AnKlCmTr+2xRZ3uff7551i2bBkiIyNRtWrVHFsovXz5Eo8ePYKnp6c0yphK7dq1MWDAAKxbtw7t27eHk5OT2vLU1FTcu3cPJUuWxNdff51rPKrR+/z8/PDjjz/i6NGj0jJV34crV67E9u3b8d133+GDDz7I9fqxtLTEtGnT0KtXr2yXf/PNNwgNDYVSqZTmWVtbY968eejcuXO268yePRvr16+XBloAABsbG3z77bd45513kJCQgO7du0sj2DZr1gxr166FhUXBBrH+9ddfMXnyZLUWPNpQfbYvWrRI45Y/fn5+6NmzJzZv3oxx48bhr7/+Ulu+detWTJ06NccYP/roI4SEhEj/79u3DwDQtm1btXIffPABmjRpgmPHjqFevXqwt7cHADx//hxKpRJdu3ZF8+bNAbwZrGDNmjW4cuUKvL29pREz2b8TEVEhMXASrNAVdrZdqVQKe3t7AUDUr19fABBz587NdZ3sWiqpfrUZNWpUgWP666+/pD4dqGhISUmRfgl89OiREEIIHx8fAUDs37+/wNvPrqUV5Y6//OVsx44dUp1JRcsvv/wiAAh/f39Rvnx5AUAcOXJECCGEl5eXACD+/vvvfG9vwIABAoCYMWOGvkI2adrWQ7t27cp3f0Dbtm3Ldhv379+X7o9ympYtW5bvmPr165ftNrp16yaEEOLx48eidOnS+Yq5ZMmSIi4uLss+bt68KaysrLJdx93dXSQlJWVZJ3Orr7enihUripSUFOkeL/O0adOmfB97duLj44WTk5PW/Ti9PfXq1UvrWG7fvi2sra0FALF3715p/vPnz/N1To4ePSqEeNPHm+qYsqsHTpw4Id0/Z55sbW3FtWvX1Mqq+oBSTW/3EUWFh/dDREUPW0LpWVxcHBITEwEAbdq0wblz5/JsLaJqqaRQKKSWSrpsaaLaBvuDKjqsra3h4eGBu3fv4vbt23B2dpZ+IdZ1Syjx/y2tiLTF1itFl2rku3///RcvX74EAKkfxOrVqyMqKgpXrlxBixYt8rU9Xkv60aVLF1y9ehVxcXG5litZsmSO/ViWLVsW165dkz6L3la8eHHUrl073zGtXr0agYGBaiOmyeVy1K1bF8CbkVyvXLmCyMjIXLczdOhQ/Pfff5g9ezYWLlyotmzixIlIS0tDmzZtMGPGDACAEAJ9+/ZFVFQUFi9ejClTpqitM27cOAgh0KVLF3z11VcAgIyMDHz00Ue4desWJkyYgNDQUABvWmzduHEDixcvxsSJE9GtWzfY2Njk+zXIbN68eXj69CmqVq2KNWvWFOhz2dLSUnodteHl5YURI0Zg8eLF+PLLLxEQEAC5XI6QkBA8e/YM1apVww8//JBlve+++w6//PILvvzySxw9ehTnz5/H06dPUaJECfj7+2cp7+fnhxs3biAmJkZtvoeHh1pfYcCbFn1NmzZFUlISLCwsULt2bd67EBEVFgMnwQpdYWfbT548KYA3o/usX79eABBt2rTJdZ3sWiqp5lWvXr3AMal+cRs5cmSBt0Wm45133hEAxI8//iju3bsnAAi5XJ6vEY7ykl1LK8odf/nLWe/evQUAMWfOHEOHQoXs9evXUl0CQLi6ukrLVJ9dI0aMyNe2lEqlKFGihAAgrly5oq+QTRrroaz27NkjAAhra2tx+/Ztaf6xY8cE8GaUvYsXL6qtExYWJgCI4sWLq30GqloJZzcS4Pfff6/WEqdNmzZCqVSK5ORkUbZsWQFAzJ8/X6tjiI6OFjY2NgKA2LVrl1bb0LVnz56JkiVLCgDihx9+EFFRUVLffzn1d/rgwQNpdMutW7eK2bNnCwCiS5cuhRw96RPrIaKip2APmxtQaGgoPD09YWNjAz8/P5w6dcrQIWUrc99O+W3N9HZ/UJn/VrU00UVMbAlVtGS+hlTXQIUKFWBpWfAGkaqWVqrtmyJN65StW7fCx8cHNjY2qFWrFvbs2VNIkZo/tl4puhQKBSpVqiT9n/kaUP2tuj7ycu/ePSQlJcHS0lJtm+bGVO6HTEW7du3Qpk0bpKamSn1eFStWTOpPaMCAAahVq5baOj169ECjRo2QnJyM8uXLS+t07NgRADBixIgsrY4//fRTqZWYTCbDggULIJPJUKxYMcyaNQvAm76knj59mm2cd+/eRaVKlaR9ZZ4qVqyI169fo0WLFjn2U1XYSpUqJbUSGzp0KKpUqYKUlBS0bt0aHTp0yHYdd3d3fPnllwCAnj17Suu/3R8U6Rbvh4hI30wyCbV582YEBQUhODgY586dQ506ddC2bVs8fvzY0KFloer8uWLFilLSJzo6OtdOIjOvo1K+fHnI5XK8fv1a6kCxoDFxuOqiRXU93bp1K9trTJfbNzWa1inHjh3Dxx9/jEGDBuH8+fPo2rUrunbtisuXLxdy5OYnIyMDV69eBcAkVFGVXeIp89/5TUKpylWpUsVsOxs2pfshUyGTybBo0SLY2toiLS0Nr169wqtXr5CRkYHSpUtLj+G9vc7SpUthZWWVZR13d3dMnjw5yzqWlpb49ttvYWVlheHDh6NevXrSsr59+6JOnTpISEjAzJkzs43zq6++wq1bt6R9ZZ7S0tKgUCiwePFio3rEbPjw4ahRowaUSiXS0tJgY2OTZ4zjxo2Dl5cXlEollEol7Ozs8P777xdi1EUL74eIqFAYuimWNho1aiQCAwOl/zMyMoS7u7sICQnJc93CbvL56aefSp2iZmRkSM2jIyMjc1xHNUT10qVL1earOmX9559/tI4nc0fpfDyhaNm8ebMAIJo2bSomT54sAIjPPvtMZ9tXDeE8bdo0nW2zsGhap/To0UN07NhRbZ6fn59Gryebn2fv1q1bAoBQKBQ6eVSUTI9quHQAYvny5dL8xMREaf6zZ8/y3M6iRYsEAPHhhx/qM1yDKsj9kBCsh3KTkJAg7ty5ozYlJyfnus7z58+zrPPy5ctc10lKSsq2Q+z9+/cLAMLS0lLcuHFDbdmJEycEACGTycTBgwez7PPOnTsiPj5e84MuBKmpqVKM+b3uXr9+La2TXefvpDu8HyKiwmByHZOnpqbi7NmzmDhxojTPwsICAQEBOH78uM72k56ejhcvXhR4Ozdu3ADwppWIhYUFvL29ceXKFVy8eBGlSpXKdp2bN29K62RWsWJFREVF4dKlS1LnrZp6/vy51FE6hz4vWlTXU2RkpNThvT5aQl27dg3Pnz/PtkyJEiWMrkWCNnXK8ePHERQUpDavbdu22Llzp87ji4+PL/AjuKbk9OnTAICqVavq5FFRMj05tYSys7ODh4cH7t27h1OnTsHPzy/X7Vy4cCHLNsxJYd0PFVX29vawt7fXaB1HR0c4OjpqtE7x4sWznR8QEID27dvjzz//xFdffYU1a9ZIy1SPqPXv3x+tW7fWaH+GZmVlhQoVKmi0jkKh0Hgd0pyx3w8RkfkwuTv8p0+fIiMjAy4uLmrzXVxccO3atSzlU1JSkJKSIv2fkJAAAFIiJicXLlxAy5YtdRDx/+JLTEyEh4cHrly5gg8++CDPdZydndXiLFeuHIA3zZmHDx9eoHjc3NyQlpaW62OBZF6cnJwAALGxsdi2bRsAwNXVNc/3Qn65uroCAMLCwhAWFpZtmS1btuS7Lwc7O7tCeYxA0zoFAGJiYrIt//aIPJlpWxd5e3vnmNQzZ5UrV9bZtUmmpXz58tLfHh4eatdBlSpVcO/ePbRv3z7f2/P09NT6Wiqsekgb2tRd2tZDZBhTp07F3r17sWPHDuzYsUNtmY2NDcaPH89zVwTwfoiIjIEu6yKTS0JpKiQkBNOnT88y/+2hWvUtICBA43Xy+pW3IB49egQHBwe9bZ9MQ79+/Qp1fz169Mh32YSEBI1/hTZmxlIXmYpff/0Vv/76q6HDIAPTRWvNTz/9FJ9++qlW67IeImP1+vVrs23lR+pYDxGRMXj8+DHKlCmjk22ZXBLKyckJcrkcsbGxavNjY2OllhiZTZw4Ua2ZqFKpRFxcHEqXLm20v25qQ9XK6t69e2b1QWVIfE11T5PX1M7OrlBi0rROAd60+tKkPKB9XWSu16E5HhePyXTk97gKqx7ShjZ1F+shdeZ4XOZ4TIB5Hpex1UOGuh+Kj49HhQoVEB0dbXI/kJvqdWmqcQOmG7upxg38L3Zra2udbdPkklDW1tbw9fVFeHg4unbtCuDNTVR4eDhGjBiRpbxCoYBCoVCbp+nz+qZEmz4MKHd8TXXPmF5TTesUAPD390d4eDhGjx4tzdu/fz/8/f1z3E9B6yJjes10yRyPi8dkOkz5uLSpu1gPZc8cj8scjwkwz+MylmMy5P0QADg4OBjF66ANYzmHmjLVuAHTjd1U4wag0wY8JpeEAoCgoCD0798fDRo0QKNGjbB06VIkJydj4MCBhg6NiExQXnVKv379ULZsWYSEhAAARo0ahZYtW2LRokXo2LEjwsLCcObMGaxatcqQh0FERQzvh4hIl3g/RESFwSSTUD179sSTJ08wdepUxMTEoG7duti7d2+WjvGIiPIjrzolOjoaFhYWUvkmTZpg06ZNmDx5MiZNmoTKlStj586dqFmzpqEOgYiKIN4PEZEu8X6IiAqDSSahAGDEiBE5Ng0tihQKBYKDg7Nt3kra4Wuqe8b8muZWp0RERGSZ99FHH+Gjjz7Sc1TG/ZoVhDkeF4/JdJjTcRXG/ZA5vV6ZmeNxmeMxAeZ5XMZ6TIV9P2Ssr0N+mGrspho3YLqxm2rcgH5ilwkhhM62RkRERERERERElA2LvIsQEREREREREREVDJNQRERERERERESkd0xCERERERERERGR3jEJRUREREREREREescklJm5c+cOBg0aBC8vL9ja2qJixYoIDg5GamqqoUMzKaGhofD09ISNjQ38/Pxw6tQpQ4dk0kJCQtCwYUPY2dnB2dkZXbt2xfXr1w0dltHQ9HrbunUrfHx8YGNjg1q1amHPnj2FFGn+aHO+169fD5lMpjbZ2NgUUsR5mzZtWpb4fHx8cl3H2M+Tp6dnlmOSyWQIDAzMtryxnqPDhw+jc+fOcHd3h0wmw86dO9WWCyEwdepUuLm5wdbWFgEBAbh582ae2zX3zwFd1zvavs66pMkxrV69Gs2bN0fJkiVRsmRJBAQEZCk/YMCALNd8u3bt9H0YWWhyXPl5n5rauWrVqlW2dVXHjh2lMoY+V3nVQ9mJiIhA/fr1oVAoUKlSJaxfvz5LGXOph0z5PkfX9Uph0fbaCQsLg0wmQ9euXfUbYA40jTs+Ph6BgYFwc3ODQqFAlSpVDHa9aBr70qVLUbVqVdja2sLDwwNjxozB69evCynaN/RVd+VJkFn5888/xYABA8S+ffvErVu3xK5du4Szs7MYO3asoUMzGWFhYcLa2lqsXbtW/Pfff2LIkCHC0dFRxMbGGjo0k9W2bVuxbt06cfnyZXHhwgXRoUMHUb58eZGUlGTo0AxO0+vt6NGjQi6Xi/nz54srV66IyZMnCysrK3Hp0qVCjjxn2pzvdevWCXt7e/Ho0SNpiomJKcSocxccHCxq1KihFt+TJ09yLG8K5+nx48dqx7N//34BQBw6dCjb8sZ6jvbs2SO+/vprsX37dgFA7NixQ2353LlzhYODg9i5c6f4999/RZcuXYSXl5d49epVjts0988BfdQ72rzOhjymTz75RISGhorz58+Lq1evigEDBggHBwdx//59qUz//v1Fu3bt1K75uLi4QjkeFU2PKz/vU1M7V8+ePVM7nsuXLwu5XC7WrVsnlTH0ucqrHnrb7du3RbFixURQUJC4cuWKWLZsmZDL5WLv3r1SGXOph0z5Pkcf9Yoxxq0SFRUlypYtK5o3by7ef//9wgk2E03jTklJEQ0aNBAdOnQQR44cEVFRUSIiIkJcuHChkCPXPPaNGzcKhUIhNm7cKKKiosS+ffuEm5ubGDNmTKHGrY+6Kz+YhCoC5s+fL7y8vAwdhslo1KiRCAwMlP7PyMgQ7u7uIiQkxIBRmZfHjx8LAOLvv/82dCgGp+n11qNHD9GxY0e1eX5+fuKzzz7Ta5wFkZ/zvW7dOuHg4FB4QWkoODhY1KlTJ9/lTfE8jRo1SlSsWFEolcpslxv7ORJCZLmBUiqVwtXVVSxYsECaFx8fLxQKhfjll19y3I65fw7out7R9nXWpYKes/T0dGFnZyc2bNggzevfv79Bvohlpulx5fU+NYdztWTJEmFnZ6f2w4YxnCuV/HyRGz9+vKhRo4bavJ49e4q2bdtK/5tLPWTK9zn6qFcKgzZxp6eniyZNmogffvjBYO8nTeNesWKF8Pb2FqmpqYUVYo40jT0wMFC88847avOCgoJE06ZN9RpnbnRVd+UHH8crAhISElCqVClDh2ESUlNTcfbsWQQEBEjzLCwsEBAQgOPHjxswMvOSkJAAAEX+utTmejt+/LhaeQBo27atUV+f+T3fSUlJqFChAjw8PPD+++/jv//+K4zw8u3mzZtwd3eHt7c3evfujejo6BzLmtp5Sk1Nxc8//4xPP/0UMpksx3LGfo7eFhUVhZiYGLVz4eDgAD8/vxzPhbl/Duij3tHmddYlXZyzly9fIi0tLUs9FRERAWdnZ1StWhXDhg3Ds2fPdBp7brQ9rtzep+ZwrtasWYNevXqhePHiavMNea40ldd7ylzqIVO+z9FnvaJP2sY9Y8YMODs7Y9CgQYURZhbaxP3bb7/B398fgYGBcHFxQc2aNTFnzhxkZGQUVtgAtIu9SZMmOHv2rPTI3u3bt7Fnzx506NChUGLWlq7en0xCmbnIyEgsW7YMn332maFDMQlPnz5FRkYGXFxc1Oa7uLggJibGQFGZF6VSidGjR6Np06aoWbOmocMxKG2ut5iYGJO6PvN7vqtWrYq1a9di165d+Pnnn6FUKtGkSRPcv3+/EKPNmZ+fH9avX4+9e/dixYoViIqKQvPmzfHixYtsy5vaedq5cyfi4+MxYMCAHMsY+znKjur11uRcmPvngD7qHW1eZ13SxTn76quv4O7urnZz3a5dO/z4448IDw/HvHnz8Pfff6N9+/aF9gVHm+PK631q6ufq1KlTuHz5MgYPHqw239DnSlM5vacSExPx6tUrs6mHTPk+R1/1ir5pE/eRI0ewZs0arF69ujBCzJY2cd++fRvbtm1DRkYG9uzZgylTpmDRokWYNWtWYYQs0Sb2Tz75BDNmzECzZs1gZWWFihUrolWrVpg0aVJhhKy1vOqu/LLUdWCkHxMmTMC8efNyLXP16lW1jnIfPHiAdu3a4aOPPsKQIUP0HSJRvgQGBuLy5cs4cuSIoUOhQpDf8+3v7w9/f3/p/yZNmqBatWr4/vvvMXPmTH2Hmaf27dtLf9euXRt+fn6oUKECtmzZYrBfDXVpzZo1aN++Pdzd3XMsY+zniEhbc+fORVhYGCIiItQ68e7Vq5f0d61atVC7dm1UrFgRERERaNOmjSFCzZO5v0/XrFmDWrVqoVGjRmrzTfFckXnLqV4xNi9evEDfvn2xevVqODk5GTocjSiVSjg7O2PVqlWQy+Xw9fXFgwcPsGDBAgQHBxs6vFxFRERgzpw5WL58Ofz8/BAZGYlRo0Zh5syZmDJliqHD0zsmoUzE2LFjc/2FGgC8vb2lvx8+fIjWrVujSZMmWLVqlZ6jMx9OTk6Qy+WIjY1Vmx8bGwtXV1cDRWU+RowYgd27d+Pw4cMoV66cocMxOG2uN1dXV5O5Pgtyvq2srFCvXj1ERkbqKbqCcXR0RJUqVXKMz5TO0927d3HgwAFs375do/WM/RwBkF7v2NhYuLm5SfNjY2NRt27dbNcx988BfdQ72rzOulSQc7Zw4ULMnTsXBw4cQO3atXMt6+3tDScnJ0RGRhZKYkMX1+Lb71NTPlfJyckICwvDjBkz8txPYZ8rTeX0nrK3t4etrS3kcrlZ1EOmfJ9TWPWKrmka961bt3Dnzh107txZmqdUKgEAlpaWuH79OipWrKjfoKHd6+3m5gYrKyvI5XJpXrVq1RATE4PU1FRYW1vrNWYVbWKfMmUK+vbtK7XqrFWrFpKTkzF06FB8/fXXsLAwzgfW8qq78ss4j46yKFOmDHx8fHKdVG+0Bw8eoFWrVvD19cW6deuM9iI2RtbW1vD19UV4eLg0T6lUIjw8XO2XRdKMEAIjRozAjh07cPDgQXh5eRk6JKOgzfXm7++vVh4A9u/fb1TXpy7Od0ZGBi5duqT2JcmYJCUl4datWznGZwrnSWXdunVwdnZWG+48P4z9HAGAl5cXXF1d1c5FYmIiTp48meO5MPfPAX3UO9q8zrqk7TmbP38+Zs6cib1796JBgwZ57uf+/ft49uxZoV3zurgW336fmuq5AoCtW7ciJSUFffr0yXM/hX2uNJXXe8pc6iFTvs8prHpF1zSN28fHB5cuXcKFCxekqUuXLmjdujUuXLgADw8Po4wbAJo2bYrIyEgpaQYAN27cgJubW6EloADtYn/58mWW7+iqZNqbPsKNk87enxp1Y05G7/79+6JSpUqiTZs24v79+2pD1VL+hIWFCYVCIdavXy+uXLkihg4dKhwdHY1iKHJTNWzYMOHg4CAiIiLUrsmXL18aOjSDy+t669u3r5gwYYJU/ujRo8LS0lIsXLhQXL16VQQHBxts6OKc5Od8v31c06dPF/v27RO3bt0SZ8+eFb169RI2Njbiv//+M8QhZDF27FgREREhoqKixNGjR0VAQIBwcnISjx8/FkKY5nkS4s3oLeXLlxdfffVVlmWmco5evHghzp8/L86fPy8AiMWLF4vz58+Lu3fvCiHeDEfv6Ogodu3aJS5evCjef//9LMPRv/POO2LZsmXS/+b+OaCPeic/r7MxHdPcuXOFtbW12LZtm1o99eLFCyHEm+vqyy+/FMePHxdRUVHiwIEDon79+qJy5cri9evXhXJM2hxXft6npnauVJo1ayZ69uyZZb4xnKu86qEJEyaIvn37SuVVw5yPGzdOXL16VYSGhmYZ5txc6iFTvs/Rdb1irHG/zVCj42kad3R0tLCzsxMjRowQ169fF7t37xbOzs5i1qxZRh97cHCwsLOzE7/88ou4ffu2+Ouvv0TFihVFjx49CjVufdRd+cEklJlZt26dAJDtRPm3bNkyUb58eWFtbS0aNWokTpw4YeiQTFpO1+S6desMHZpRyO16a9mypejfv79a+S1btogqVaoIa2trUaNGDfHHH38UcsS5y8/5fvu4Ro8eLb0GLi4uokOHDuLcuXOFH3wOevbsKdzc3IS1tbUoW7as6Nmzp4iMjJSWm+J5EkKIffv2CQDi+vXrWZaZyjk6dOhQttebKnalUimmTJkiXFxchEKhEG3atMlyvBUqVBDBwcFq88z9c0DX9U5+Xmd90+SYKlSokO11o7oOXr58Kd577z1RpkwZYWVlJSpUqCCGDBlikASAJseVn/epqZ0rIYS4du2aACD++uuvLNsyhnOVVz3Uv39/0bJlyyzr1K1bV1hbWwtvb+9s74nMpR4y5fscXdYrxhr32wyVhBJC87iPHTsm/Pz8hEKhEN7e3mL27NkiPT29kKN+Q5PY09LSxLRp00TFihWFjY2N8PDwEMOHDxfPnz8v1Jj1VXflRSaEEbf3IiIiIiIiIiIis8DOgoiIiIiIiIiISO+YhCIiIiIiIiIiIr1jEoqIiIiIiIiIiPSOSSgiIiIiIiIiItI7JqGIiIiIiIiIiEjvmIQiIiIiIiIiIiK9YxKKiIiIiIiIiIj0jkkoIiIiIiIiIiLSOyahiIiIiIiIiIhI75iEIiIiIiIiIiIivWMSioiIiIiIiIiI9I5JKCIiIiIiIiIi0jsmoYiIiIiIiIiISO+YhCIiIiIiIiIiIr1jEoqIiIiIiIiIiPSOSSgiIiIiIiIiItI7JqGIiIiIiIiIiEjvmIQinYiIiIBMJsO2bdsMHUqe1q9fD5lMhjt37mi87oABA+Dp6Wk08RBRVqr6KCIiQpqnj/duTu7cuQOZTIb169cXyv4MZcGCBfD29oZcLkfdunUBAOnp6Rg/fjw8PDxgYWGBrl27GjRGIk3wMx6QyWSYNm2aocMgoiKqMO/XyHCYhDIhqhsZGxsbPHjwIMvyVq1aoWbNmgaIjPJjzpw52Llzp6HDINKL5cuXQyaTwc/Pz9Ch5MvLly8xbdo0tURVUXHs2DFMmzYN8fHxWm/jr7/+wvjx49G0aVOsW7cOc+bMAQCsXbsWCxYswIcffogNGzZgzJgxOoqa6H/3QWfOnDF0KFkY42e8p6cnZDIZZDIZLCws4OjoiFq1amHo0KE4efKkzvazadMmLF26VGfbIyLd07b+nDZtmlSPyGQyWFlZwdPTEyNHjtT6PuLhw4eYNm0aLly4oNX6ZPosDR0AaS4lJQVz587FsmXLDB2KSerbty969eoFhUJRqPudM2cOPvzwwywtAwwVD5Eubdy4EZ6enjh16hQiIyNRqVIlQ4ekZvXq1VAqldL/L1++xPTp0wG8SeAXJceOHcP06dMxYMAAODo6arWNgwcPwsLCAmvWrIG1tbXa/LJly2LJkiU6ipbINBjrZ3zdunUxduxYAMCLFy9w9epVbN26FatXr8aYMWOwePFitfKvXr2CpaVmXw82bdqEy5cvY/To0boKm4iMzIoVK1CiRAkkJycjPDwcy5Ytw7lz53DkyBGNt/Xw4UNMnz4dnp6eUktqlbfv18g8sSWUCapbty5Wr16Nhw8fGjqUQpecnFzgbcjlctjY2EAmk+kgooIztniINBUVFYVjx45h8eLFKFOmDDZu3GjokLKwsrJioleHHj9+DFtbW7UElGq+toktInNk6M/4smXLok+fPujTpw+GDRuGb7/9Frdv30bXrl2xZMkSrFixQq28jY2NxkkoIjJ/H374Ifr06YPPPvsMW7ZsQc+ePXH06FGcOnVKp/vh/VrRwCSUCZo0aRIyMjIwd+7cXMvl1i/J28/8q5pa3rhxA3369IGDgwPKlCmDKVOmQAiBe/fu4f3334e9vT1cXV2xaNGibPeZkZGBSZMmwdXVFcWLF0eXLl1w7969LOVOnjyJdu3awcHBAcWKFUPLli1x9OhRtTKqmK5cuYJPPvkEJUuWRLNmzbLd75kzZyCTybBhw4Ysy/bt2weZTIbdu3cDyLl/huXLl6NGjRpQKBRwd3dHYGBgvpqZLly4EE2aNEHp0qVha2sLX1/fLH1jyWQyJCcnY8OGDVJz1gEDBhQ4HtUjmFeuXEHr1q1RrFgxlC1bFvPnz88zbiJd2bhxI0qWLImOHTviww8/zDYJpaqPFi5ciNDQUHh7e6NYsWJ47733cO/ePQghMHPmTJQrVw62trZ4//33ERcXp7YNT09PdOrUCX/99Rfq1q0LGxsbVK9eHdu3b88zxsx9DNy5cwdlypQBAEyfPl16T6rqxFatWmXbOiq7fgri4+MxYMAAODg4wNHREf3798+x3rh27Ro+/PBDlCpVCjY2NmjQoAF+++23PGMHAKVSiW+++Qa1atWCjY0NypQpg3bt2knN6vNb30+bNg3jxo0DAHh5eUnHrqp/0tPTMXPmTFSsWBEKhQKenp6YNGkSUlJS1La3bt06JCcnS+ur6rFDhw7hv//+k+YXxccdqXDFxMRg4MCBKFeuHBQKBdzc3PD+++/zMz4Xtra2+Omnn1CqVCnMnj0bQgi1Y8l8f/jixQuMHj0anp6eUCgUcHZ2xrvvvotz585JMf7xxx+4e/eudOyqejI1NRVTp06Fr68vHBwcULx4cTRv3hyHDh1Siyfz58OqVauk+qdhw4Y4ffp0lvivXbuGHj16oEyZMrC1tUXVqlXx9ddfq5V58OABPv30U7i4uEChUKBGjRpYu3ZtgV43Ivqf5s2bAwBu3bolzYuLi8OXX36JWrVqoUSJErC3t0f79u3x77//SmUiIiLQsGFDAMDAgQPV7iOA7O+1kpOTMXbsWHh4eEChUKBq1apYuHChWt1FpoVJKBPk5eWFfv366aU1VM+ePaFUKjF37lz4+flh1qxZWLp0Kd59912ULVsW8+bNQ6VKlfDll1/i8OHDWdafPXs2/vjjD3z11VcYOXIk9u/fj4CAALx69Uoqc/DgQbRo0QKJiYkIDg7GnDlzEB8fj3feeSfbbPpHH32Ely9fYs6cORgyZEi2cTdo0ADe3t7YsmVLlmWbN29GyZIl0bZt2xyPe9q0aQgMDIS7uzsWLVqE7t274/vvv8d7772HtLS0XF+zb775BvXq1cOMGTMwZ84cWFpa4qOPPsIff/whlfnpp5+gUCjQvHlz/PTTT/jpp5/w2Wef6SSe58+fo127dqhTpw4WLVoEHx8ffPXVV/jzzz9zjZtIVzZu3IgPPvgA1tbW+Pjjj3Hz5s1svzioyi5fvhxffPEFxo4di7///hs9evTA5MmTsXfvXnz11VcYOnQofv/9d3z55ZdZ1r958yZ69uyJ9u3bIyQkRHq/7d+/P9/xlilTRvr1v1u3btJ78oMPPtDouIUQeP/99/HTTz+hT58+mDVrFu7fv4/+/ftnKfvff/+hcePGuHr1KiZMmIBFixahePHi6Nq1K3bs2JHnvgYNGoTRo0fDw8MD8+bNw4QJE2BjY4MTJ05oFPMHH3yAjz/+GACwZMkS6dhVSbnBgwdj6tSpqF+/PpYsWYKWLVsiJCQEvXr1krbx008/oXnz5lAoFNL6DRs2xE8//QQfHx+UK1dOml+tWjWN4iPSVPfu3bFjxw4MHDgQy5cvx8iRI/HixQtER0dLZfgZn1WJEiXQrVs3PHjwAFeuXMmx3Oeff44VK1age/fuWL58Ob788kvY2tri6tWrAICvv/4adevWhZOTk3Tsqv6hEhMT8cMPP6BVq1aYN28epk2bhidPnqBt27bZ9gWzadMmLFiwAJ999hlmzZqFO3fu4IMPPlB7TS5evAg/Pz8cPHgQQ4YMwTfffIOuXbvi999/l8rExsaicePGOHDgAEaMGIFvvvkGlSpVwqBBg9h3FZGOqBLrJUuWlObdvn0bO3fuRKdOnbB48WKMGzcOly5dQsuWLaXvrNWqVcOMGTMAAEOHDpXqjRYtWmS7HyEEunTpgiVLlqBdu3ZYvHgxqlatinHjxiEoKEi/B0n6I8hkrFu3TgAQp0+fFrdu3RKWlpZi5MiR0vKWLVuKGjVqSP9HRUUJAGLdunVZtgVABAcHS/8HBwcLAGLo0KHSvPT0dFGuXDkhk8nE3LlzpfnPnz8Xtra2on///tK8Q4cOCQCibNmyIjExUZq/ZcsWAUB88803QgghlEqlqFy5smjbtq1QKpVSuZcvXwovLy/x7rvvZonp448/ztfrM3HiRGFlZSXi4uKkeSkpKcLR0VF8+umn0jzV6xgVFSWEEOLx48fC2tpavPfeeyIjI0Mq99133wkAYu3atdK8/v37iwoVKqjt9+XLl2r/p6amipo1a4p33nlHbX7x4sXVXjNdxNOyZUsBQPz4449qx+zq6iq6d++ewytFpDtnzpwRAMT+/fuFEG/e4+XKlROjRo1SK6eqj8qUKSPi4+Ol+RMnThQARJ06dURaWpo0/+OPPxbW1tbi9evX0rwKFSoIAOLXX3+V5iUkJAg3NzdRr149aZ6qPjp06JA07+337pMnT7LUgyotW7YULVu2zDL/7W3s3LlTABDz58+X5qWnp4vmzZtnqXvbtGkjatWqpXY8SqVSNGnSRFSuXDnLvjI7ePCgAKBW32fehhCa1fcLFixQq3NULly4IACIwYMHq83/8ssvBQBx8OBBaV7//v1F8eLFs+zr7c8hIl3KfB8kxJv7EQBiwYIFOa5TlD/jK1SoIDp27Jjj8iVLlggAYteuXdK8t+sLBwcHERgYmOt+OnbsmOV1E+JNfZiSkqI27/nz58LFxUXtvkxVf5UuXVrtHm7Xrl0CgPj999+leS1atBB2dnbi7t27atvNfE85aNAg4ebmJp4+fapWplevXsLBwSHLOSUqCt6uP/NL9X3s+vXr4smTJ+LOnTti7dq1wtbWVpQpU0YkJydLZV+/fq1Wrwnx5v2tUCjEjBkzpHmnT5/O8Z4lp3utWbNmqZX78MMPhUwmE5GRkRodDxkHtoQyUd7e3ujbty9WrVqFR48e6Wy7gwcPlv6Wy+Vo0KABhBAYNGiQNN/R0RFVq1bF7du3s6zfr18/2NnZSf9/+OGHcHNzw549ewAAFy5cwM2bN/HJJ5/g2bNnePr0KZ4+fYrk5GS0adMGhw8fztIZ3eeff56v2Hv27Im0tDS1R3P++usvxMfHo2fPnjmud+DAAaSmpmL06NGwsPjfW2LIkCGwt7dX+7UzO7a2ttLfz58/R0JCApo3by41VdeUpvGUKFECffr0kf63trZGo0aNsj0/RLq2ceNGuLi4oHXr1gDePMrRs2dPhIWFISMjI0v5jz76CA4ODtL/qtH0+vTpo9YPiZ+fH1JTU7OMBOru7o5u3bpJ/9vb26Nfv344f/48YmJidHpsedmzZw8sLS0xbNgwaZ5cLscXX3yhVi4uLg4HDx5Ejx498OLFC6nee/bsGdq2bYubN29mO+Kpyq+//gqZTIbg4OAsy3TZz4yqnn77l0VVp8Z51YVEhU3VL1lERASeP3+ebRl+xuesRIkSAN48cpcTR0dHnDx5UquW93K5XOo3TqlUIi4uDunp6WjQoEG2r1/Pnj3VWlWoHvdRHeuTJ09w+PBhfPrppyhfvrzauqq6UAiBX3/9FZ07d4YQQqpvnz59irZt2yIhIUHrc0dUlFWtWhVlypSBp6cnPv30U1SqVAl//vknihUrJpVRKBRSvZaRkYFnz56hRIkSqFq1qtbvuz179kAul2PkyJFq88eOHQshBJ/8MFFMQpmwyZMnIz09Pc++oTTx9oe6g4MDbGxs4OTklGV+djd8lStXVvtfJpOhUqVKUpPNmzdvAgD69++PMmXKqE0//PADUlJSkJCQoLYNLy+vfMVep04d+Pj4YPPmzdK8zZs3w8nJCe+8806O6929exfAm8o1M2tra3h7e0vLc7J79240btwYNjY2KFWqlPSoz9vHkV+axlOuXLksX0RLliyZ4w05ka5kZGQgLCwMrVu3RlRUFCIjIxEZGQk/Pz/ExsYiPDw8yzrZ1TEA4OHhke38t6/jSpUqZbneq1SpAgBZ+lzRt7t378LNzU36Iqfy9ns3MjISQghMmTIlS72nSiw9fvw4x/3cunUL7u7uKFWqlO4PIpO7d+/CwsIiy8iGrq6ucHR0zLMuJCpsCoUC8+bNw59//gkXFxe0aNEC8+fPV0tI8zM+Z0lJSQCg9uPh2+bPn4/Lly/Dw8MDjRo1wrRp0zRKgG3YsAG1a9eGjY0NSpcujTJlyuCPP/7I9vV7+/NBlZBSHatqvzVr1sxxf0+ePEF8fDxWrVqVpb4dOHAggNzrW6KiKDU1FTExMWrT2z8k/vrrr9i/fz82bdqExo0bSwOUZKZUKrFkyRJUrlwZCoUCTk5OKFOmDC5evFigOtPd3T1LPaV63J/3JqaJw1+YMG9vb/Tp0werVq3ChAkTsizP6Rfy7FonqMjl8nzNA6BVZ3CqVk4LFizIMiSnyttf6N6u4HLTs2dPzJ49G0+fPoWdnR1+++03fPzxx3ob6eWff/5Bly5d0KJFCyxfvhxubm6wsrLCunXrsGnTJr3s8226PD9Emjh48CAePXqEsLAwhIWFZVm+ceNGvPfee2rzcrpejek6lslk2e43t7ozN6p678svv8yxb7q3Ez+a0qa+13RbRMZo9OjR6Ny5M3bu3Il9+/ZhypQpCAkJwcGDB1GvXr0CbdvcP+MvX74MIPf6p0ePHmjevDl27NiBv/76CwsWLMC8efOwfft2tG/fPtft//zzzxgwYAC6du2KcePGwdnZGXK5HCEhIWqdGavo4lhV9W2fPn2y7Z8PAGrXrp3v7REVBceOHZNatKtERUWpdRDeokULqVFC586dUatWLfTu3Rtnz56VWj/NmTMHU6ZMwaeffoqZM2eiVKlSsLCwwOjRo7M86UJFG5NQJm7y5Mn4+eefMW/evCzLVL8gvT3aij4zxqqWTipCCERGRkof+BUrVgTw5hGagIAAne+/Z8+emD59On799Ve4uLggMTFRrUPd7FSoUAEAcP36dXh7e0vzU1NTERUVlWucv/76K2xsbLBv3z614UTXrVuXpWx+v9gVJB6iwrRx40Y4OzsjNDQ0y7Lt27djx44dWLlypUaJ5LyoWhVlfj/duHEDALKMppKb3N6PJUuWzPaX/rfrzgoVKiA8PBxJSUlqyfPr16+rlVO9j62srLR6/1asWBH79u1DXFxcjq2hNKnvczr2ChUqQKlU4ubNm2odisfGxiI+Pl6qm4iMTcWKFTF27FiMHTsWN2/eRN26dbFo0SL8/PPP/IzPQVJSEnbs2AEPD488BxBwc3PD8OHDMXz4cDx+/Bj169fH7NmzpSRUTse+bds2eHt7Y/v27Wplsnu0OD9Ur5cqeZadMmXKwM7ODhkZGbxfIsqnOnXqZBngxdXVNcfyJUqUQHBwMAYOHIgtW7ZI37W2bduG1q1bY82aNWrl4+Pj1Z6q0eTHrgoVKuDAgQN48eKFWmuoa9euScvJ9PBxPBNXsWJF9OnTB99//32W/lDs7e3h5OSUZRS75cuX6y2eH3/8Ua1vgW3btuHRo0fSjYqvry8qVqyIhQsXSs3AM3vy5EmB9l+tWjXUqlULmzdvxubNm+Hm5pbjaAsqAQEBsLa2xrfffqv2a9uaNWuQkJCAjh075riuXC6HTCZTa21w584d7Ny5M0vZ4sWL52s46ILEQ1RYXr16he3bt6NTp0748MMPs0wjRozAixcv8Ntvv+l0vw8fPlQbTS4xMRE//vgj6tatm+sN09tUfRhk956sWLEirl27plYf/fvvvzh69KhauQ4dOiA9PV0aaQ940/Jo2bJlauWcnZ3RqlUrfP/999n24ZdXvde9e3cIITB9+vQsy1R1hCb1ffHixQFkPfYOHToAQJbRoxYvXgwArHvI6Lx8+RKvX79Wm1exYkXY2dkhJSUFAD/js/Pq1Sv07dsXcXFx+Prrr3NtSfn2IzTOzs5wd3eXXl/gzbFn96iNqmVT5uM8efIkjh8/rlXcZcqUQYsWLbB27Vq10Q8z70Mul6N79+749ddfs01WFfQ+k8gclSxZEgEBAWqTjY1Nruv07t0b5cqVU2sIIZfLs7Rc3Lp1a5Z+L3O6D8lOhw4dkJGRge+++05t/pIlSyCTyfJskUnGiS2hzMDXX3+Nn376CdevX0eNGjXUlg0ePBhz587F4MGD0aBBAxw+fFhqNaAPpUqVQrNmzTBw4EDExsZi6dKlqFSpEoYMGQIAsLCwwA8//ID27dujRo0aGDhwIMqWLYsHDx7g0KFDsLe3VxtmVxs9e/bE1KlTYWNjg0GDBql1/JmdMmXKYOLEiZg+fTratWuHLl264Pr161i+fDkaNmyo1iHo2zp27IjFixejXbt2+OSTT/D48WOEhoaiUqVKuHjxolpZX19fHDhwAIsXL4a7uzu8vLykTpl1FQ9RYfntt9/w4sULdOnSJdvljRs3RpkyZbBx48ZcBwbQVJUqVTBo0CCcPn0aLi4uWLt2LWJjY7NtmZAbW1tbVK9eHZs3b0aVKlVQqlQp1KxZEzVr1sSnn36KxYsXo23bthg0aBAeP36MlStXokaNGkhMTJS20blzZzRt2hQTJkzAnTt3UL16dWzfvj3bL2OhoaFo1qwZatWqhSFDhsDb2xuxsbE4fvw47t+/j3///TfHWFu3bo2+ffvi22+/xc2bN9GuXTsolUr8888/aN26NUaMGAEg//W9r68vgDefHb169YKVlRU6d+6MOnXqoH///li1ahXi4+PRsmVLnDp1Chs2bEDXrl2zNNUnMrQbN26gTZs26NGjB6pXrw5LS0vs2LEDsbGx0i/zRf0z/sGDB/j5558BvGn9dOXKFWzduhUxMTEYO3YsPvvssxzXffHiBcqVK4cPP/wQderUQYkSJXDgwAGcPn0aixYtUjv2zZs3IygoCA0bNkSJEiXQuXNndOrUCdu3b0e3bt3QsWNHREVFYeXKlahevXq2P0Tmx7fffotmzZqhfv36GDp0KLy8vHDnzh388ccfuHDhAgBg7ty5OHToEPz8/DBkyBBUr14dcXFxOHfuHA4cOIC4uDit9k1kDtauXYu9e/dmmT9q1Khc+4d7m5WVFUaNGoVx48Zh7969aNeuHTp16oQZM2Zg4MCBaNKkCS5duoSNGzeqtfoE3vxY4OjoiJUrV8LOzg7FixeHn59ftv0Ad+7cGa1bt8bXX3+NO3fuoE6dOvjrr7+wa9cujB49WnrKhkxMYQ7FRwWT29Ca/fv3FwCyDI398uVLMWjQIOHg4CDs7OxEjx49xOPHj7MMwasafvPJkydZtpufYbhVQ6L/8ssvYuLEicLZ2VnY2tqKjh07ZhlGVwghzp8/Lz744ANRunRpoVAoRIUKFUSPHj1EeHh4njHl5ebNmwKAACCOHDmSZfnbwyWrfPfdd8LHx0dYWVkJFxcXMWzYMPH8+fMsr8fbwxCvWbNGVK5cWSgUCuHj4yPWrVsnxZ7ZtWvXRIsWLYStra0AIA3lXJB4choOPbs4iXSpc+fOwsbGRm1o3rcNGDBAWFlZiadPn0pDcL89lLqq7ti6dava/OzqO9Vw4/v27RO1a9eW3nNvr6va5qFDh6R52b0njh07Jnx9fYW1tXWWOvHnn38W3t7ewtraWtStW1fs27cv2208e/ZM9O3bV9jb2wsHBwfRt29fcf78+WyHHr5165bo16+fcHV1FVZWVqJs2bKiU6dOYtu2bTm+hirp6eliwYIFwsfHR1hbW4syZcqI9u3bi7Nnz0pl8lvfCyHEzJkzRdmyZYWFhYVa/ZOWliamT58uvLy8hJWVlfDw8BATJ04Ur1+/Vls/v58NRLr0dr3w9OlTERgYKHx8fETx4sWFg4OD8PPzE1u2bMmyblH8jK9QoYJ0PySTyYS9vb2oUaOGGDJkiDh58mS262SuL1JSUsS4ceNEnTp1hJ2dnShevLioU6eOWL58udo6SUlJ4pNPPhGOjo4CgBSbUqkUc+bMERUqVBAKhULUq1dP7N69O0v8OX0+vB2PyuXLl0W3bt2Eo6OjsLGxEVWrVhVTpkxRKxMbGysCAwOFh4eHsLKyEq6urqJNmzZi1apVeb5uROZIVRflNN27dy/b9XL7PpaQkCAcHBxEy5YthRBCvH79WowdO1a4ubkJW1tb0bRpU3H8+HHRsmVLqYzKrl27RPXq1YWlpaXaPVN29duLFy/EmDFjhLu7u7CyshKVK1cWCxYsEEqlsqAvCxmITAj2XkxERMbP09MTNWvWxO7duw0dChERERERaYF9QhERERERERERkd4xCUVERERERERERHrHJBQREREREREREemdQZNQhw8fRufOneHu7g6ZTJbtkLdvi4iIQP369aFQKFCpUiWsX79e73ESEZHh3blzh/1BERERERGZMIMmoZKTk1GnTh2Ehobmq3xUVBQ6duyI1q1b48KFCxg9ejQGDx6Mffv26TlSIiIiIiIiIiIqCKMZHU8mk2HHjh3o2rVrjmW++uor/PHHH7h8+bI0r1evXoiPj8fevXsLIUoiIiIiIiIiItKGSfUJdfz4cQQEBKjNa9u2LY4fP57jOikpKUhMTJSmhIQEPHnyBEaSeyOiIkoIgcTERNZFRGQwrIeIyNBYDxEVPSaVhIqJiYGLi4vaPBcXFyQmJuLVq1fZrhMSEgIHBwdpcnR0hLOzM168eFEYIRMRZevFixdwcHBgXUREBsN6iIgMjfUQUdFjUkkobUycOBEJCQnSdO/ePUOHRERERERERERU5FgaOgBNuLq6IjY2Vm1ebGws7O3tYWtrm+06CoUCCoWiMMIjIiIiIiIiIqIcmFRLKH9/f4SHh6vN279/P/z9/Q0UERERERERERER5YdBk1BJSUm4cOECLly4AACIiorChQsXEB0dDeDNo3T9+vWTyn/++ee4ffs2xo8fj2vXrmH58uXYsmULxowZY4jwiYiIiIiIiIgonwyahDpz5gzq1auHevXqAQCCgoJQr149TJ06FQDw6NEjKSEFAF5eXvjjjz+wf/9+1KlTB4sWLcIPP/yAtm3bGiR+IiIiIiIiIiLKH4MmoVq1agUhRJZp/fr1AID169cjIiIiyzrnz59HSkoKbt26hQEDBhR63ERERGRaQkNDUb9+fSxcuNDQoZCJOnnyJDp37oxr164ZOhQinTh8+DA6d+4Md3d3yGQy7Ny5U235gAEDIJPJ1KZ27dqplYmLi0Pv3r1hb28PR0dHDBo0CElJSTqPdfv27WjQoAGCgoJ0vm0iKlwm1ScUERERkTbu3buH8+fP4+HDh4YOhUzU7NmzsXv3bnzxxReGDoVIJ5KTk1GnTh2EhobmWKZdu3Z49OiRNP3yyy9qy3v37o3//vsP+/fvx+7du3H48GEMHTpU57HGx8fj7NmzuHnzps63TUSFy6RGxyMiIiLSRkpKCgBwxFzSilKpxD///AMAOHDgAI4fP86BccjktW/fHu3bt8+1jEKhgKura7bLrl69ir179+L06dNo0KABAGDZsmXo0KEDFi5cCHd3d53FamNjAwB4/fq1zrZJRIbBllBERERk9lRfXJiEIm1cunQJ8fHx0v8zZ840XDBEhSgiIgLOzs6oWrUqhg0bhmfPnknLjh8/DkdHRykBBQABAQGwsLDAyZMns91eSkoKEhMT1ab8YBKKyHwwCUVERERmjy2hqCAOHz4MAKhRowYsLCzw559/4syZMwaOiki/2rVrhx9//BHh4eGYN28e/v77b7Rv3x4ZGRkAgJiYGDg7O6utY2lpiVKlSiEmJibbbYaEhMDBwUGaPDw88hULk1BE5oNJKCIiIjJ7TEJRQfz9998AgE8++QSffPIJAGDWrFmGDIlI73r16oUuXbqgVq1a6Nq1K3bv3o3Tp09nGThKExMnTkRCQoI03bt3L1/rMQlFZD6YhCIiIiKzp0pCqb7IGDtdjFpFuiGEkFpCtWzZEl9//TVkMhl27dqFixcvGjg6osLj7e0NJycnREZGAgBcXV3x+PFjtTLp6emIi4vLsR8phUIBe3t7tSk/mIQiMh9MQhEREZHZM7WWULoYtYp049q1a3jy5AlsbGzQoEED+Pj44KOPPgLA1lBUtNy/fx/Pnj2Dm5sbAMDf318atU7l4MGDUCqV8PPz0+m+mYQiMh9MQhERZZKRkYEpU6bAy8sLtra2qFixImbOnAkhhFRGCIGpU6fCzc0Ntra2CAgI4JDBREbO1JJQ7du3x6xZs9CtW7ccy6hGrVJNJUuWLMQIiw5VKyh/f3/p+pk8eTIAYNu2bbh69arBYiMqiKSkJFy4cAEXLlwAAERFReHChQuIjo5GUlISxo0bhxMnTuDOnTsIDw/H+++/j0qVKqFt27YAgGrVqqFdu3YYMmQITp06haNHj2LEiBHo1auXTkfGA5iEIjInTEIREWUyb948rFixAt999x2uXr2KefPmYf78+Vi2bJlUZv78+fj222+xcuVKnDx5EsWLF0fbtm15Y0RkxEwtCZUfuY1alR1tR6Uq6lT9QbVo0UKaV6tWLXTr1g1CCMyePdtQoREVyJkzZ1CvXj3Uq1cPABAUFIR69eph6tSpkMvluHjxIrp06YIqVapg0KBB8PX1xT///KNWj27cuBE+Pj5o06YNOnTogGbNmmHVqlU6j5VJKCLzIROZf94vAhITE+Hg4ICEhIR8P4NMREVHp06d4OLigjVr1kjzunfvDltbW/z8888QQsDd3R1jx47Fl19+CQBISEiAi4sL1q9fj169euVrP6yLiApX48aNcfLkSezatQtdunQxdDgakclk2LFjB7p27SrNCwsLQ7FixeDl5YVbt25h0qRJKFGiBI4fPw65XJ7tdqZNm4bp06dnmc96KGdCCJQrVw4PHz7EwYMH0bp1a2nZuXPn4OvrCwsLC1y7dg2VK1c2YKREpim/90MPHz5E2bJlYWlpibS0tEKMkIh0jS2hiIgyadKkCcLDw3Hjxg0AwL///osjR46gffv2AN40VY+JiUFAQIC0joODA/z8/HD8+HGDxExEeTO3llDajFql7ahURdnt27fx8OFDWFlZoXHjxmrL6tevj44dO0KpVGLOnDkGipCoaFC1hEpPT0d6erqBoyGigmASiogokwkTJqBXr17w8fGBlZUV6tWrh9GjR6N3794AgJiYGACAi4uL2nouLi7SsuzwMRgiwzK3JNTb3h61KjvajkpVlKkexWvUqBFsbW2zLJ8yZQoA4KeffkJUVFShxkZUlGQe2VRVnxORaWISiogoky1btmDjxo3YtGkTzp07hw0bNmDhwoXYsGFDgbYbEhICBwcHafLw8NBRxESUH6p+RMw1CfX2qFWkG6pOyVu2bJntcj8/P7z77rvIyMjA3LlzCzM0oiIlc93NfqGITBuTUEREmYwbN05qDVWrVi307dsXY8aMQUhICADA1dUVABAbG6u2XmxsrLQsO3wMhsiwTK0lVEFHrSLdyK5T8rdNnToVALBu3TrW7UR6IpfLYWVlBYBJKCJTxyQUEVEmL1++hIWFetUol8uhVCoBAF5eXnB1dUV4eLi0PDExESdPnoS/v3+O2+VjMESGZWpJKF2MWkUFEx0djTt37kAul6NJkyY5lmvWrBlatWqFtLQ0zJ8/vxAjJCpaOEIekXmwNHQARETGpHPnzpg9ezbKly+PGjVq4Pz581i8eDE+/fRTAG9GqRo9ejRmzZqFypUrw8vLC1OmTIG7u7vayFVEZFxMLQnVqlUr5DaA8b59+woxmqJJ9She/fr1YWdnl2vZKVOmICIiAqtXr8akSZP4WCSRHtjY2ODFixd49eqVoUMhogJgSygiokyWLVuGDz/8EMOHD0e1atXw5Zdf4rPPPsPMmTOlMuPHj8cXX3yBoUOHomHDhkhKSsLevXvVOs0kIuOiSkLxfUr5pXoUL6f+oDJr3bo1mjRpgpSUFCxYsEDfoREVSWwJRWQeZCK3n9nMUGJiIhwcHJCQkMDHYYjIYFgXERUepVIJuVwOAHj8+DHKlClj4IiMA+uh3FWtWhU3btzA77//jk6dOuVZfu/evWjfvj0UCgXq1q0rzbe0tMT48ePRpUsXPUZLZJo0qYeqVKmCmzdv4p9//kGzZs0KKUIi0jU+jkdERERmLTU1VfrbVB7HI8NKSEjAjRs3ACDX/qAya9u2Lfz9/XH8+HGcPHlSbdlnn32Gd999F7a2tjqPlaioYEsoIvNg8MfxQkND4enpCRsbG/j5+eHUqVO5ll+6dCmqVq0KW1tbeHh4YMyYMayIiIiIKEeqR/EAJqEof65evQoAcHd3R6lSpfK1jkwmwx9//IHff/8du3btkqby5csjJiYGa9as0WfIRGaPSSgi82DQllCbN29GUFAQVq5cCT8/PyxduhRt27bF9evX4ezsnKX8pk2bMGHCBKxduxZNmjTBjRs3MGDAAMhkMixevNgAR0BERETGLnMSytra2oCRkKm4cuUKAKB69eoarVeyZMksj+49ePAAw4cPx7x58zBkyBAmQom0xCQUkXkwaEuoxYsXY8iQIRg4cCCqV6+OlStXolixYli7dm225Y8dO4amTZvik08+gaenJ9577z18/PHHebaeIiIioqJLlYSytraGTCYzcDRkClQtoTRNQmVn4MCBcHd3x/3797Fhw4YCb4+oqGISisg8GCwJlZqairNnzyIgIOB/wVhYICAgAMePH892nSZNmuDs2bNS0un27dvYs2cPOnTokON+UlJSkJiYqDYRERFR0aFKQrEFCuWXqiVUtWrVCrwtGxsbjB8/HgAQEhKCtLS0Am+TqChiEorIPBgsCfX06VNkZGTAxcVFbb6LiwtiYmKyXeeTTz7BjBkz0KxZM1hZWaFixYpo1aoVJk2alON+QkJC4ODgIE0eHh46PQ4iIiIybqovLExCUX5p+zheToYMGQJnZ2fcuXMHP//8s062SVTUMAlFZB4M3jG5JiIiIjBnzhwsX74c586dw/bt2/HHH39g5syZOa4zceJEJCQkSNO9e/cKMWIiIiIyNLaEIk0kJyfj7t27AHSXhCpWrBjGjRsHAJgzZw7S09N1sl2iooRJKCLzYLAklJOTE+RyOWJjY9Xmx8bGwtXVNdt1pkyZgr59+2Lw4MGoVasWunXrhjlz5iAkJARKpTLbdRQKBezt7dUmIiIiKjqYhCJNXL9+HUIIODk5wcnJSWfb/fzzz1G6dGlERkZi8+bNOtsuUVHBJBSReTBYEsra2hq+vr4IDw+X5imVSoSHh8Pf3z/bdV6+fAkLC/WQ5XI5AEAIob9giYiIyGSpklCqLzBEudH1o3gqJUqUQFBQEABg9uzZyMjI0On2icwdk1BE5sGgj+MFBQVh9erV2LBhA65evYphw4YhOTkZAwcOBAD069cPEydOlMp37twZK1asQFhYGKKiorB//35MmTIFnTt3lpJRRERERJmxJRRpQl9JKAAYMWIEHB0dcfXqVWzfvl3n2ycyZ0xCEZkHS0PuvGfPnnjy5AmmTp2KmJgY1K1bF3v37pU6K4+OjlZr+TR58mTIZDJMnjwZDx48QJkyZdC5c2fMnj3bUIdARERERo5JKNLE1atXAehmZLy32dvbY9SoUZg+fTpmzpyJ7t27Z2nlT0TZYxKKyDwYNAkFvPlFaMSIEdkui4iIUPvf0tISwcHBCA4OLoTIiIiIyBwwCUWa0GdLKAAYNWoUFi9ejEuXLuG3335D165d9bIfInPDJBSReeBPL0RERGTWmISi/EpJSUFkZCQA/SWhSpYsiS+++AIAMHPmTPZrSpRPTEIRmQcmoYiIiMisMQlF+XXz5k0olUrY29vDzc1Nb/sZM2YMihcvjnPnzuHPP//U236IzAmTUETmgUkoIiIiMmtMQlF+ZX4UTyaT6W0/Tk5OGDZsGAC2hiLKLyahiMwDk1BERERk1lRfWJiEorzouz+ozMaOHQsbGxucOHEC4eHhet8fkaljEorIPDAJRURERGaNLaEovwozCeXq6oqhQ4cCeNMaiohyxyQUkXlgEoqIiIjMGpNQlF9Xr14FAFSrVq1Q9jd+/HhYW1vj8OHDOHz4cKHsk8hUMQlFZB6YhCIiIiKzxiQU5Ud6ejquX78OoHBaQgFA2bJl0adPHwDAjh07CmWfRKaKSSgi88AkFBEREZk1VRJK9QWGKDu3bt1CWloaihUrhvLlyxfafv39/QH8rxUWEWWPSSgi88AkFBEREZk1toSi/FAlgXx8fGBhUXi3yKpWV6r+qIgoe0xCEZkHJqGIiIjIrDEJRflRmJ2SZ6bqf+revXt48eJFoe6byJQwCUVkHpiEIiJ6y4MHD9CnTx+ULl0atra2qFWrFs6cOSMtF0Jg6tSpcHNzg62tLQICAnDz5k0DRkxEuWESivLDUEmokiVLwtXVFQBw7dq1Qt03kSlhEorIPDAJRUSUyfPnz9G0aVNYWVnhzz//xJUrV7Bo0SKULFlSKjN//nx8++23WLlyJU6ePInixYujbdu2vCkiMlJMQlF+FPbIeJnxkTyivDEJRWQeLA0dABGRMZk3bx48PDywbt06aZ6Xl5f0txACS5cuxeTJk/H+++8DAH788Ue4uLhg586d6NWrV6HHTES5YxKK8qJUKqUkVGG3hALeJL4OHjzIJBRRLlRJqIyMDKSnp8PSkl9liUwRW0IREWXy22+/oUGDBvjoo4/g7OyMevXqYfXq1dLyqKgoxMTEICAgQJrn4OAAPz8/HD9+3BAhE1EeVL+aMwlFObl79y5evXoFa2treHt7F/r+2RKKKG+ZRzhlaygi08UkFBFRJrdv38aKFStQuXJl7Nu3D8OGDcPIkSOxYcMGAEBMTAwAwMXFRW09FxcXaVl2UlJSkJiYqDYRUeFgSyjKiyr5U6VKFYO0rlAloVStsYgoKyahiMwDk1BERJkolUrUr18fc+bMQb169TB06FAMGTIEK1euLNB2Q0JC4ODgIE0eHh46ipiI8sIkFOXFkP1BAf9LQt2+fRuvXr0ySAxExs7CwgLW1tYAmIQiMmVMQhERZeLm5palP5Bq1aohOjoaAKQRjGJjY9XKxMbGSsuyM3HiRCQkJEjTvXv3dBw5EeWESSjKi6olVI0aNQyy/zJlyqBUqVIQQuD69esGiYGKnsOHD6Nz585wd3eHTCbDzp071ZbnZzTguLg49O7dG/b29nB0dMSgQYOQlJSkt5jZOTmR6WMSiogok6ZNm2b5AnDjxg1UqFABwJtOyl1dXREeHi4tT0xMxMmTJ+Hv75/jdhUKBezt7dUmIiocqiRU5kc5iDJTJaEM1RJKJpPxkTwqdMnJyahTpw5CQ0OzXZ6f0YB79+6N//77D/v378fu3btx+PBhDB06VG8xMwlFZPo4pAARUSZjxoxBkyZNMGfOHPTo0QOnTp3CqlWrsGrVKgBvviiMHj0as2bNQuXKleHl5YUpU6bA3d0dXbt2NWzwRJQttoSi3AghDDoynkr16tVx5MgRdk5OhaZ9+/Zo3759tsvyMxrw1atXsXfvXpw+fRoNGjQAACxbtgwdOnTAwoUL4e7urvOYmYQiMn0GbwkVGhoKT09P2NjYwM/PD6dOncq1fHx8PAIDA+Hm5gaFQoEqVapgz549hRQtEZm7hg0bYseOHfjll19Qs2ZNzJw5E0uXLkXv3r2lMuPHj8cXX3yBoUOHomHDhkhKSsLevXvZyoLISDEJRbl5+PAhEhMTIZfLUblyZYPFoWqFxSQUGYP8jAZ8/PhxODo6SgkoAAgICICFhQVOnjyZ7XYLOlALk1BEpk+rJJS3tzeePXuWZX58fLxGw9pu3rwZQUFBCA4Oxrlz51CnTh20bdsWjx8/zrZ8amoq3n33Xdy5cwfbtm3D9evXsXr1apQtW1abwyAiylanTp1w6dIlvH79GlevXsWQIUPUlstkMsyYMQMxMTF4/fo1Dhw4gCpVqhgoWiLKiykmoXTRVwvljyrpU6lSJYNeI6pWWExCkTHIz2jAMTExcHZ2VltuaWmJUqVK5ThicEEHamESisj0aZWEunPnDjIyMrLMT0lJwYMHD/K9ncWLF2PIkCEYOHAgqlevjpUrV6JYsWJYu3ZttuXXrl2LuLg47Ny5E02bNoWnpydatmyJOnXqaHMYREREVASYYhJKF321UP4YemQ8FVUSKjIyEqmpqQaNhUhfCjpQC5NQRKZPoz6hfvvtN+nvffv2wcHBQfo/IyMD4eHh8PT0zNe2UlNTcfbsWUycOFGaZ2FhgYCAAKmJZ3b79/f3R2BgIHbt2oUyZcrgk08+wVdffQW5XK7JoRAREVERYYpJqIL21UL5p2p5ZMj+oACgbNmysLOzw4sXLxAZGWnweKhoyzwasJubmzQ/NjYWdevWlcq8/QRLeno64uLichwxWKFQFKguZhKKyPRplIRSdbork8nQv39/tWVWVlbw9PTEokWL8rWtp0+fIiMjI9smnteuXct2ndu3b+PgwYPo3bs39uzZg8jISAwfPhxpaWkIDg7Odp2UlBTp5hOAxs8dExERkekSQkitSkwpCZWbvPpqySkJxXui7BlLEkomk6FatWo4deoUrly5YvB4qGjLPBqwKumkGg142LBhAAB/f3/Ex8fj7Nmz8PX1BQAcPHgQSqUSfn5+eomLSSgi06dREkqpVAJ4UymdPn0aTk5Oegkqt/07Oztj1apVkMvl8PX1xYMHD7BgwYIck1AhISGYPn16ocZJRERExiFz0sVcklD56aslO7wnyp6xJKFUMZw6dUp6RJBIn5KSkhAZGSn9HxUVhQsXLqBUqVIoX758nqMBV6tWDe3atcOQIUOwcuVKpKWlYcSIEejVq5deRsYDmIQiMgda9QkVFRVV4ASUk5MT5HI5YmNj1ebHxsbm2HzTzc0NVapUUXv0rlq1aoiJicnx2fmCPndMREREpssck1Da4j1RVk+ePMGzZ88gk8lQtWpVQ4fDzsmpUJ05cwb16tVDvXr1AABBQUGoV68epk6dCiB/owFv3LgRPj4+aNOmDTp06IBmzZph1apVeouZSSgi06dRS6jMwsPDER4ejsePH0stpFRy6lg8M2tra/j6+iI8PFzKpiuVSoSHh2PEiBHZrtO0aVNs2rQJSqUSFhZv8mc3btyAm5sbrK2ts12noM8dExERkenKnITK6V7B1OSnr5bs8J4oK1Wyx9PTE8WKFTNwNP/rHJ1JKCoMrVq1ghAix+Wq0YBnzJiRY5lSpUph06ZN+ggvW0xCEZk+rVpCTZ8+He+99x7Cw8Px9OlTPH/+XG3Kr6CgIKxevRobNmzA1atXMWzYMCQnJ2PgwIEAgH79+ql1XD5s2DDExcVh1KhRuHHjBv744w/MmTMHgYGB2hwGERERmTlVEsrKykr6AcvUZe6rRUXVV4u/v78BIzM9xvQoHvC/OK5fv57tSNRERR2TUESmT6uWUCtXrsT69evRt2/fAu28Z8+eePLkCaZOnYqYmBjUrVsXe/fulfo4iI6OVrth9PDwwL59+zBmzBjUrl0bZcuWxahRo/DVV18VKA4iIiIyT6okVObHR0xBQftqofxR9b2kaoFkaBUqVICtrS1evXqFqKgoVKpUydAhERkVJqGITJ9WSajU1FQ0adJEJwGMGDEix8fvIiIisszz9/fHiRMndLJvIiIiMm+qJJSpPYZ25swZtG7dWvo/KCgIANC/f3+sX78e48ePR3JyMoYOHYr4+Hg0a9YsS18tlDdjawkll8vh4+OD8+fP48qVK0xCEb2FSSgi06dVu/TBgwcX6rO/RERERNow1SSUqq+Wt6f169cD+F9fLTExMXj9+jUOHDiAKlWqGDZoE2RsSSiA/UIR5YZJKCLTp1VLqNevX2PVqlU4cOAAateuDSsrK7Xlixcv1klwRERERAVhqkko0r/4+Hg8evQIgPE8jgdwhDyi3DAJRWT6tEpCXbx4URp95fLly2rLZDJZgYMiIiIi0gUmoSgnqv6gypYtC3t7ewNH8z+qJJQqPiL6HyahiEyfVkmoQ4cO6ToOIiIiIp1jEopyYoyP4gFAzZo1Abz5oTclJYXXLlEmTEIRmT7zGKuYiIiIKBuqLyr8Ik9vM9YkVKVKleDs7IzXr1/j9OnThg6HyKioklCvXr0ycCREpC2tWkK1bt0618fuDh48qHVARERERLrCllCUE9XjbsaWhJLJZGjRogW2bduGw4cPo1mzZoYOichosCUUkenTqiVU3bp1UadOHWmqXr06UlNTce7cOdSqVUvXMRIRERFphUkoyomqJZQxdUqu0qJFCwDA33//beBIiIwLk1BEpk+rllBLlizJdv60adOQlJRUoICIiIiIdIVJKMpOUlIS7t69C8D4WkIBQMuWLQEAR48eRXp6OiwttbplJzI7TEIRmT6d9gnVp08frF27VpebJCIiItKaKgml+uJCBADXr18HADg7O6N06dIGjiarmjVromTJkkhOTsa5c+cMHQ6R0WCfUESmT6dJqOPHj/Mmj4iIiIwGW0JRdoy1U3IVCwsLNG/eHAAfySPKzNbWFgBbQhGZMq3a9n7wwQdq/wsh8OjRI5w5cwZTpkzRSWBEREREBcUkFGXHmPuDUmnZsiV+++03HD58GOPGjTN0OERGoXjx4gCA5ORkA0dCRNrSKgnl4OCg9r+FhQWqVq2KGTNm4L333tNJYEREREQFxSQUZcdYR8bLTNU5+T///IOMjAzI5XKd72P//v345ptvkJGRIc2Ty+UYNWoU3n33XZ3vj6igihUrBoBJKCJTplUSat26dbqOg4iIiEjnmISit8XFxeHgwYMAgDp16hg4mpzVrVsXdnZ2SEhIwKVLl1C3bl2d72Ps2LG4dOlSlvn37t3Dv//+q/P9ERWUqiXUy5cvIYSATCYzcEREpKkCDbVx9uxZ6ZekGjVqoF69ejoJioiIiEgXmISit33zzTd48eIFateujWbNmhk6nBxZWlqiadOm2Lt3L/7++2+dJ6GePXsmJaC+//572NjY4PXr1/jss89w6dIlxMXFoVSpUjrdJ1FBqZJQQgi8evVKahlFRKZDq47JHz9+jHfeeQcNGzbEyJEjMXLkSPj6+qJNmzZ48uSJrmMkIjKYuXPnQiaTYfTo0dK8169fIzAwEKVLl0aJEiXQvXt3xMbGGi5IIsoRk1CUWUJCAr755hsAwJQpU4y+FUXLli0BAIcPH9b5to8cOQIA8PHxwdChQ9GvXz8MHToUVatWhRBCWk5kTDInnfhIHpFp0ioJ9cUXX+DFixf477//EBcXh7i4OFy+fBmJiYkYOXKkrmMkIjKI06dP4/vvv0ft2rXV5o8ZMwa///47tm7dir///hsPHz7MMmADERkH1QhKTEIRAHz33XdISEhA9erVTaLezpyEEkLodNuqUfdU+3h7nxyVj4yRXC6XRmNnEorINGmVhNq7dy+WL1+uNqJI9erVERoaij///FNnwRERGUpSUhJ69+6N1atXo2TJktL8hIQErFmzBosXL8Y777wDX19frFu3DseOHcOJEycMGDERZYctoUglKSkJS5YsAQB8/fXXsLDQ6ja4UPn6+sLW1hZPnz6VusDQFVXrKlUH6Cqq//XR+opIFzL3C0VEpkerT1+lUgkrK6ss862srKBUKgscFBGRoQUGBqJjx44ICAhQm3/27FmkpaWpzffx8UH58uVx/PjxHLeXkpKCxMREtYmI9I9JKFJZsWIFnj17hsqVK6Nnz56GDidfrK2t0aRJEwC6bZmUkJCA8+fPA8g5CXXu3Dl+VpFRUiWh2BKKyDRplYR65513MGrUKDx8+FCa9+DBA4wZMwZt2rTRWXBERIYQFhaGc+fOISQkJMuymJgYWFtbw9HRUW2+i4sLYmJictxmSEgIHBwcpMnDw0PXYRNRNlSP46ke36Ci6eXLl1i4cCEAYNKkSZDL5QaOKP9USSFdJqGOHTsGpVIJb29vlCtXTm2Zh4cHvLy8oFQqcezYMZ3tk0hXVP1CMQlFZJq0SkJ99913SExMhKenJypWrIiKFSvCy8sLiYmJWLZsmcbbCw0NhaenJ2xsbODn54dTp07la72wsDDIZDJ07dpV430SEWXn3r17GDVqFDZu3KjTL60TJ05EQkKCNN27d09n2yainKke11D9ck5F0+rVq/H48WN4enqid+/ehg5HI/roFyqn/qDe3if7hSJjxJZQRKbNUpuVPDw8cO7cORw4cADXrl0DAFSrVi3LYyv5sXnzZgQFBWHlypXw8/PD0qVL0bZtW1y/fh3Ozs45rnfnzh18+eWXaN68uTaHQESUrbNnz+Lx48eoX7++NC8jIwOHDx/Gd999h3379iE1NRXx8fFqraFiY2Ph6uqa43YVCgUfByIyANWXFCahiq6UlBTMnz8fwJsfBLLrUsKY+fn5wdraGo8ePUJkZCQqV65c4G2q+nvKLQm1fv169gtFRolJKCLTplFLqIMHD6J69epITEyETCbDu+++iy+++AJffPEFGjZsiBo1auCff/7RKIDFixdjyJAhGDhwIKpXr46VK1eiWLFiWLt2bY7rZGRkoHfv3pg+fTq8vb012h8RUW7atGmDS5cu4cKFC9LUoEED9O7dW/rbysoK4eHh0jrXr19HdHQ0/P39DRg5EWVH1RIq87DeVLQcPHgQDx8+hJubG/r372/ocDRmY2Mj9Qu1YcOGAm8vOTkZp0+fBpC1PygV1fzTp0+z82cyOkxCEZk2jZJQS5cuxZAhQ2Bvb59lmYODAz777DMsXrw439tLTU3F2bNn1VpQWVhYICAgINcOfmfMmAFnZ2cMGjRIk/CJiPJkZ2eHmjVrqk3FixdH6dKlUbNmTTg4OGDQoEEICgrCoUOHcPbsWQwcOBD+/v5o3LixocMnoreovqQwCVV0qR4pa9euncm2SB05ciQAYNmyZYiPjy/Qtk6cOIH09HR4eHjA09Mz2zJeXl4oV64c0tLSOPIrGR0moYhMm0ZJqH///Rft2rXLcfl7772Hs2fP5nt7T58+RUZGBlxcXNTm59bB75EjR7BmzRqsXr06X/vgiFREpGtLlixBp06d0L17d7Ro0QKurq7Yvn27ocMiomywTyhSJaFyavVjCt5//33UrFkTiYmJ+Pbbbwu0rcyvh0wmy7aMTCbTS4foRLrAJBSRadMoCRUbG5vrc/SWlpZ48uRJgYPKyYsXL9C3b1+sXr0aTk5O+VqHI1IRUUFFRERg6dKl0v82NjYIDQ1FXFwckpOTsX379lz7gyIiw+HjeEVbcnIyzpw5AyDn/o9MgYWFBSZPngzgzQ8hBflRNa/+oFQyd4hOZExUSSg+KkpkmjRKQpUtWxaXL1/OcfnFixfh5uaW7+05OTlBLpcjNjZWbX5OHfzeunULd+7cQefOnWFpaQlLS0v8+OOP+O2332BpaYlbt25lWYcjUhGRqRJC4IsvvkD37t0L/PgFUVEkhGDH5EXc8ePH83z0zFR8+OGHqFq1KuLj4xEaGqrVNl6/fi09XpdXyzDV8hMnTiAlJUWr/RHpg+pHBbaEIjJNGiWhOnTogClTpuD169dZlr169QrBwcHo1KlTvrdnbW0NX19ftQ5+lUolwsPDs+3g18fHJ0uHwV26dEHr1q1x4cKFbFs5KRQK2Nvbq01ERKZAJpNh06ZN2L59Ox48eGDocIhMTlpaGjIyMgCwJVRRpWrFk9ujZ6ZCLpfj66+/BvBmYB9tvoCfPn0aKSkpcHFxQZUqVXItW7VqVbi4uOD169dSR+ZExoCP4xGZNo2SUJMnT0ZcXByqVKmC+fPnY9euXdi1axfmzZuHqlWrIi4uTvpwzK+goCCsXr0aGzZswNWrVzFs2DAkJydj4MCBAIB+/fph4sSJAN48AvN2h8GOjo5SR8LW1tYa7ZuIyNi5u7sDAB4+fGjgSIhMT+YvKGwJVTSp+jMy5UfxMvv4449RsWJFPH36FCtXrtR4/cyvR15JOfYLRcaKSSgi06ZREsrFxQXHjh1DzZo1MXHiRHTr1g3dunXDpEmTULNmTRw5ciRLJ+N56dmzJxYuXIipU6eibt26uHDhAvbu3SttJzo6Go8ePdJom0RE5kKVhGI9SKQ5VX8hlpaWufZpSebp9evXOHnyJADT7pQ8M0tLS0yaNAkAsGDBArx69Uqj9TO3DMsPVTn2C0XGhEkoItNmqekKFSpUwJ49e/D8+XNERkZCCIHKlSujZMmSWgcxYsQIjBgxIttlERERua67fv16rfdLRGTsVP3ssSUUkebYKXnRdurUqXw/emZK+vbtixkzZuDu3btYvXo1Ro4cma/10tLScOzYMQD5bxmmKnf06FGkpaUxmUtGgUkoItOmUUuozEqWLImGDRuiUaNGBUpAERFRzvg4HpH22Cl50WZO/UFlZmVlhQkTJgAA5s+fn+9Ow7dv347k5GSUKVMG1atXz9c6NWrUQJkyZZCcnIwdO3ZoHTORLjEJRWTatE5CERGR/qlaQvFxPCLNsSVU0WZu/UFlNnDgQJQtWxYPHjzAunXr8iyvVCoxc+ZMAMAXX3wBC4v8fQWwsLCQnlaYOXMmlEql9kET6YgqCaWq44nItDAJRURkxNgSikh7bAlVdGnz6JkpUSgUGD9+PABg7ty5SEtLy7X8zp078d9//8He3h5ffPGFRvsaOXIk7O3tcfnyZezatUvrmIl0RfXDAltCEZkmJqGIiIwYk1BE2mNLqKLr7NmzePnyJUqVKpXvR89MzZAhQ+Di4oK7d+/ip59+yrGcEAKzZs0C8Cah5OjoqNF+HB0dpcTVzJkzIYTQOmYyLdOmTYNMJlObfHx8pOWvX79GYGAgSpcujRIlSqB79+6IjY3Ve1x8HI/ItDEJRURkxDI/jscbfyLNMAlVdGXuDyq/j56ZGltbW3z55ZcAgDlz5iA9PT3bcn/88QfOnz+PEiVKYPTo0Vrta/To0ShevDjOnz+PPXv2aBsymaAaNWrg0aNH0nTkyBFp2ZgxY/D7779j69at+Pvvv/Hw4UN88MEHeo+JSSgi02aen8pERGZClYRKSUnB8+fPDRwNkWkx58fx8mqhUNSp+oNq0aKFgSPRr88//xylS5fGrVu3EBYWlmW5EELqC2r48OEoXbq0VvtxcnLC8OHDAbA1VFFjaWkJV1dXaXJycgIAJCQkYM2aNVi8eDHeeecd+Pr6Yt26dTh27BhOnDih15iYhCIybUxCEREZMYVCIX1p4CN5RJox95ZQubVQKMoyMjKk18Ic+4PKrESJEggKCgIAzJ49GxkZGWrL//rrL5w6dQq2trYYO3ZsgfY1duxY2Nra4uTJk9i/f3+BtkWm4+bNm3B3d4e3tzd69+6N6OhoAG8eeU1LS0NAQIBU1sfHB+XLl8fx48dz3F5KSgoSExPVJk2pklCpqak5tgAkIuPFJBQRkZHjCHlE2jHnllBAzi0Uirp///0XiYmJsLe3R506dQwdjt6NGDECjo6OuHbtGn799VdpfuZWUJ999hmcnZ0LtB8XFxcMHToUAFtDFRV+fn5Yv3499u7dixUrViAqKgrNmzfHixcvEBMTA2tr6yx9jLm4uCAmJibHbYaEhMDBwUGaPDw8NI4rc53O1lBEpodJKCIiI8fOyYm0Y+4toXJqoZATXbRAMAWqR/GaNWsGuVxu4Gj0z97eHqNGjQLwpo+ebt26oVu3bujYsSOOHj0KhUKBcePG6WRf48aNg7W1NY4cOSK9zmS+2rdvj48++gi1a9dG27ZtsWfPHsTHx2PLli1ab3PixIlISEiQpnv37mm8DYVCIfX1pqrnich0MAlFRGTk2BKKSDuqX8jNMQmVWwuFnOiiBYIpyNwpeVExatQoODg44OHDh9i5cyd27tyJP//8E8CbUfRUP2YUVNmyZTFo0CAAkFpZUdHh6OiIKlWqIDIyEq6urkhNTUV8fLxamdjYWLi6uua4DYVCAXt7e7VJUzKZTKrX2RKKyPRYGjoAIiLKHVtCEWlH9Qu5OT6O1759e+nv2rVrw8/PDxUqVMCWLVukJMHbJk6cKPUfBACJiYlml4hSKpVSEsrc+4PKrGTJkjhy5AiOHTumNt/W1hbdu3fX6b4mTJiAH374AQcPHsTRo0fRtGlTnW6fjFdSUhJu3bqFvn37wtfXF1ZWVggPD5eusevXryM6Ohr+/v56j6V48eJISkpiEorIBDEJRURk5JiEItKOuT+Ol1nmFgo5USgUUCgUhRhV4bty5Qri4uJQrFgx+Pr6GjqcQlWzZk3UrFlT7/spX748+vfvjx9++AEzZ87E3r179b5PMowvv/wSnTt3RoUKFfDw4UMEBwdDLpfj448/hoODAwYNGoSgoCCUKlUK9vb2+OKLL+Dv74/GjRvrPTaOkEdkuvg4HhGRkePjeETaMfeOyTNTtVBQ1RdFlaqfoiZNmsDKysrA0ZiviRMnQi6XY9++fTh16pShwyE9uX//Pj7++GNUrVoVPXr0QOnSpXHixAmUKVMGALBkyRJ06tQJ3bt3R4sWLeDq6ort27cXSmxMQhGZLraEIiIycmwJRaQdc24JlVsLhaJMlYQqSo/iGYKqM/wff/wRs2bNwm+//WbokEgPwsLCcl1uY2OD0NBQhIaGFlJE/8MkFJHpYksoIiIjp2rZ8PDhQw6JTaQBc+6YPK8WCkWREKJI9gdlKJMmTYKFhQV+//13XLhwwdDhUBHDJBSR6WISiojIyKmSUKmpqXj+/LmBoyEyHebcMXlYWBgePnyIlJQU3L9/H2FhYahYsaKhwzKoGzduIDY2FgqFAg0bNjR0OGavatWq6NmzJwBg1qxZBo6GihpVva6q54nIdDAJRURk5BQKBUqXLg2Aj+QRacKcH8ejrFStoBo3bgwbGxsDR1M0fP311wCAX3/9FZcvXzZwNFSUqOp1toQiMj1MQhERZRISEoKGDRvCzs4Ozs7O6Nq1K65fv65W5vXr1wgMDETp0qVRokQJdO/eHbGxsXqNS9Ua6sGDB3rdD5E5KUodk9P/+oNq0aKFgSMpOmrUqIHu3bsDAGbPnm3gaKgo4eN4RKaLSSgiokz+/vtvBAYG4sSJE9i/fz/S0tLw3nvvqd3kjBkzBr///ju2bt2Kv//+Gw8fPsQHH3yg17g8PT0BALdu3dLrfojMCVtCFR1CCHZKbiCTJ08GAGzevDnLjzZE+sIkFJHpYhKKiCiTvXv3YsCAAahRowbq1KmD9evXIzo6GmfPngUAJCQkYM2aNVi8eDHeeecd+Pr6Yt26dTh27BhOnDiht7iqV68OALhy5Yre9kFkbsy5Y3JSd+fOHdy/fx+Wlpbw9/c3dDhFSt26ddGlSxcIITBnzhxDh0NFBJNQRKbLKJJQoaGh8PT0hI2NDfz8/HDq1Kkcy65evRrNmzdHyZIlUbJkSQQEBORanoioIBISEgAApUqVAgCcPXsWaWlpCAgIkMr4+PigfPnyOH78eI7bSUlJQWJiotqkCSahiDSjVCrx6tUrAHwcryhQtYJq2LAhk44GMGXKFADAxo0bcfv2bQNHQ0UBk1BEpsvgSajNmzcjKCgIwcHBOHfuHOrUqYO2bdvi8ePH2ZaPiIjAxx9/jEOHDuH48ePw8PDAe++9x35SiEjnlEolRo8ejaZNm6JmzZoAgJiYGFhbW8PR0VGtrIuLC2JiYnLcVkhICBwcHKTJw8NDo1hUSairV69qdhBERdTr16+lv5mUMH+qTsn5KJ5hNGjQAO3atUNGRgZCQkIMHQ4VAUxCEZkugyehFi9ejCFDhmDgwIGoXr06Vq5ciWLFimHt2rXZlt+4cSOGDx+OunXrwsfHBz/88AOUSiXCw8MLOXIiMneBgYG4fPkywsLCCrytiRMnIiEhQZru3bun0fo+Pj4A3iTB4uLiChwPkbnL/MWESSjzx07JDU/VGmrDhg2Ijo42cDRk7lRJKFXff0RkOgyahEpNTcXZs2fVHmuxsLBAQEBAro+1ZPby5UukpaVJj8q8raCPwBBR0TRixAjs3r0bhw4dQrly5aT5rq6uSE1NRXx8vFr52NhYuLq65rg9hUIBe3t7tUkTdnZ2UusptoYiypvqi4mNjQ0sLAz+mxvp0f3793H79m1YWFigadOmhg6nyGrSpAneeecdpKWlYd68eYYOh8yc6scFtoQiMj0GvSt7+vQpMjIy4OLiojY/r8daMvvqq6/g7u6ulsjKrKCPwBBR0SKEwIgRI7Bjxw4cPHgQXl5east9fX1hZWWl1vry+vXriI6O1ntnuHwkjyj/VF9M2B+U+VM9ile/fn2NE/ykW6rWUGvWrMHDhw8NHA2ZMz6OR2S6TPqnwblz5yIsLAw7duyAjY1NtmUK+ggMERUtgYGB+Pnnn7Fp0ybY2dkhJiYGMTExUgfHDg4OGDRoEIKCgnDo0CGcPXsWAwcOhL+/Pxo3bqzX2KpVqwaAnZMT5YeqJRQfxTN/qiQUH8UzHDFengAA3VhJREFUvJYtW6JZs2ZISUnBggULDB0OmTEmoYhMl6Uhd+7k5AS5XI7Y2Fi1+Xk91gIACxcuxNy5c3HgwAHUrl07x3IKhQIKhUIn8RKR+VuxYgUAoFWrVmrz161bhwEDBgAAlixZAgsLC3Tv3h0pKSlo27Ytli9frvfYOEIeUf4xCVV0qPqDYqfkhieTyTBlyhS0bdsWK1euVBs4yMLCAoMHD87x6QUiTTAJRWS6DJqEsra2hq+vL8LDw9G1a1cAkDoZHzFiRI7rzZ8/H7Nnz8a+ffvQoEGDQoqWiIoCIUSeZWxsbBAaGorQ0NBCiOh/+DgeUf7xcbyi4cyZM7h27RrkcjmaNWtm6HAIwLvvvovGjRvjxIkT2Lp1q9qyiIgIREVFwdbW1kDRkblgEorIdBk0CQUAQUFB6N+/Pxo0aIBGjRph6dKlSE5OxsCBAwEA/fr1Q9myZaXhXufNm4epU6di06ZN8PT0lPqOKlGiBEqUKGGw4yAi0jfV43jR0dF48eIF7OzsDBwRkfFiS6iiYebMmQCATz75JMdBaqhwyWQy/Prrr9i1axcyMjKk+QsWLEB0dDRWr16NkSNHGjBCMgdMQhGZLoMnoXr27IknT55g6tSpiImJQd26dbF3716ps/Lo6Gi1UW1WrFiB1NRUfPjhh2rbCQ4OxrRp0wozdCKiQlWqVCm4uLggNjYW165dQ8OGDQ0dEpHRYkso8/fvv//it99+g0wmw6RJkwwdDmXi7u6OYcOGqc2zsrLC559/jnnz5mHo0KE59udKlB+Zk1BCCMhkMgNHRET5ZRQdk48YMQJ3795FSkoKTp48CT8/P2lZREQE1q9fL/1/584dCCGyTExAEVFRwH6hiPKHLaHM36xZswAAPXr0gI+Pj4GjobwMGDAA5cqVw8OHD7Fu3TpDh0MmrnTp0pDJZBBC4PHjx4YOh4g0YBRJKCIiyp/69esDALZv327gSIiMG5NQ5u3KlSv49ddfAQCTJ082cDSUHwqFAuPHjwfwZoTr1NRUA0dEpsza2hply5YF8KaRAhGZDiahiIhMyODBgwEAv//+O27dumXgaIiMFx/HM2+zZ8+GEAIffPABatasaehwKJ8GDx4MFxcXREdH46effjJ0OGTivLy8AABRUVEGjoSINMEkFBGRCfHx8UG7du0ghMB3331n6HCIjBZbQpmvGzduICwsDABbQZkaW1tbjBs3DgAwZ84cpKenGzgiMmWenp4A2BKKyNQwCUVEZGJGjRoFAFi7di1evHhh4GiIjBNbQpmvOXPmQKlUolOnTqhXr56hwyENff7553BycsLt27fxyy+/GDocMmFsCUVkmpiEIiIyMe+99x6qVq2KxMRErFmzxtDhEBkltoQyT7dv38bPP/8MAJgyZYqBoyFtFC9eHEFBQQCACRMm4OOPP5amAQMG4Pr16waOkEyFqiUUk1BEpoVJKCIiE2NhYYExY8YAAKZNm4aHDx8aOCIi46NqCcUklHmZO3cuMjIy8N5776FRo0aGDoe0FBgYiFKlSuHhw4cICwuTpg0bNuDzzz83dHhkIlQtofg4HpFpsTR0AEREpLlBgwZhzZo1OH36NIYPH44dO3ZAJpMZOiwio6FqCcXH8cxHdHQ01q9fD4CtoEydvb09IiIicOjQIWleeno6JkyYgIiICBw5cgTNmjUzYIRkClRJqLt370KpVMLCgu0riEwBk1BERCbI0tISa9euRf369bFr1y5s2bIFPXv2NHRYREaDj+OZn/nz5yMtLQ2tW7dmgsIM1KpVC7Vq1VKbd/36daxatQozZ87Evn37DBQZmYqyZctCLpcjNTUVjx49QtmyZQ0dEhHlA9PFREQmqmbNmpg0aRKAN/1qZGRkGDgiIuPBjsnNy6NHj/DDDz8AYCsoczZhwgTI5XL89ddfOHXqlKHDISNnaWmJ8uXLA2C/UESmhEkoIiITNn78eJQqVQp37tzB77//buhwiIwGW0KZlwULFiAlJQVNmzZFq1atDB0O6YmXlxf69u0LAJg5c6aBoyFToOqcnP1CEZkOJqGIiExYsWLFMHToUADAN998Y+BoiIyDEAL3798HADg5ORk4Giqox48fY+XKlQDetIJi/3fmbdKkSbCwsMDu3btx/vx5Q4dDRk7VLxRbQhGZDiahiIhM3PDhwyGXyxEREYGLFy8aOhwig3v48CGePXsGuVyO6tWrGzocKqDFixfj1atXaNiwId577z1Dh0N6VrlyZfTq1QsAMGvWLANHQ8aOLaGITA+TUEREJs7DwwPdu3cHwNZQRABw4cIFAICPjw9sbGwMGwwVyLNnzxAaGgqAraCKkq+//hoymQzbt2/H5cuXDR0OGTG2hCIyPRwdj4jIDIwePRpbtmzBxo0bMXfuXJQpU8bQIREZjCoJVadOHcMGQgW2dOlSJCUloW7duujUqZOhw6FCUr16dXTv3h3btm3D7Nmz8csvvxg6pHz59ttv89Wherly5TB37txCiMj8MQlFZHqYhCIiMgONGzdGw4YNcfr0aXz//feYPHmyoUMiMph///0XAFC3bl3DBkIFEh8fj2+//RYAMHnyZLaCKmImT56Mbdu2YfPmzQgODoaPj4+hQ8rVkSNHMGrUqHyVrVGjBpNQOqJ6HO/evXtIT0+HpSW/3hIZO75LiYjMgEwmw6hRo9CnTx8sX74c48ePh7W1taHDIjIIVUsoJqFM27Jly5CYmIgaNWqgW7duhg6HClmdOnXw/vvvY9euXZgzZw5+/PFHQ4eUK9Vofm3btkXbtm1zLVu6dOnCCKlIcHNzg7W1NVJTU3Ht2jXUrFnT0CERUR5kQghh6CAKU2JiIhwcHJCQkAB7e3tDh0NERZQ+6qLU1FR4enri0aNH2LhxIz755BOdbJfIlCQlJcHe3h5CCMTGxsLZ2dnQIRktY74nevHiBTw9PREXF4dffvlF6qiaipazZ8+iQYMGkMvluH79OipWrGjokLJ16tQp+Pn5QS6X4+bNm9IjYpQ3XdRDnTp1wh9//IFu3bph+/btOo6QiHSNHZMTEZkJa2trDBs2DACwZMkSpKenqy2PjIzEmDFjMHToUAwfPhyHDx82RJhEenXp0iUIIeDm5sYElAlbvnw54uLiUKVKFXz00UeGDocMxNfXF+3bt0dGRgZCQkIMHU6OVK2g+vbtywSUAcybNw9yuRw7duzAoUOHDB0OEeWBSSgiIjPy2WefQaFQ4MyZM2jTpg0ePXoEANi+fTvq16+PpUuXYvXq1VixYgVatWqFWbNmQalUGjhqIt1hp+SmLzk5GQsXLgTwZpQ0uVxu4IjIkKZMmQIA2LBhA+7cuWPYYLJx/vx57N69GxYWFpg0aZKhwymSatSogc8//xzAm4FaXr58aeCIiCg3RpGECg0NhaenJ2xsbODn55fnqBJbt26Vhl2uVasW9uzZU0iREhH9j6Z1V2FwdnbG5s2bYWdnh8OHD6NChQqwt7dH9+7d8eLFCzRt2hSzZs1Cr169IITAlClTYGdnB3t7e2mqXbs2Tp48WWgxp6amYty4cShdujTs7e3h4uKC+fPnMzlGWilqnZIbYz1UUN9//z2ePn0Kb29vPlZM8Pf3R5s2bZCeno558+YZOpwsZs2aBQDo1asXKleubOBoDMMY6qHp06fD0dERFy9ehIeHByZOnIj79+8XehxElDeD9wm1efNm9OvXDytXroSfnx+WLl2KrVu34vr169k2oz927BhatGiBkJAQdOrUCZs2bcK8efNw7ty5fHVEZ8z9HxCR6dC07nqbvuuiGzdu4KOPPsLFixcBvOm4fOzYsZgzZw6srKwAAOvWrUNgYCBevXqVZX0rKyvMnDkTtWrV0mi/rq6uqF+/fp7l7t+/j4sXL0qPWBw/fjxLmS5dumD9+vUoWbKk2vwnT57g6dOnqFatmkaxZfb69WscOXIEqamp+Srv4eGR62tx+fJlREdH52tb1tbWaNasGWxsbPJVPjtXr17N93DUVlZWaNq0KYoVKwYAuH37NqytrVGuXDmt958fV65ckVot1KhRAxUqVMi2nBACJ06cwPPnz9Xm16lTB2XLltV4v40bN8bJkycRFhaGnj17ary+KTH2ekgbr169gre3N2JiYrB69WoMHjzY0CGREfj777/RqlUrWFtb4/bt21rVDfpw+fJl1KpVCzKZDJcvX0b16tUNHVKhM6Z6aO/evRg+fLj0+SiXy/Hhhx9i9OjRaNy4cYG2TUQ6JAysUaNGIjAwUPo/IyNDuLu7i5CQkGzL9+jRQ3Ts2FFtnp+fn/jss8/ytb+EhAQBQCQkJGgfNBEVeZrWXW8rjLooIyND3L59W0RGRorHjx9nWyYxMVFERkZK07Vr10T37t0FAK2nQYMGiZcvX+YY19q1a4WNjY3aOg4ODmLLli0iMjJSrFixQigUCgFAeHl5iXPnzknr7tq1Szg4OAgAYuLEiSItLU3j1+Xq1auiRo0aGh/XmDFjRGpqqtq2UlNTxZgxYzTeVvXq1cXVq1c1jj09PV1MmjRJ4/1VrlxZ/Pvvv2Lx4sXC0tJS2NjYiDVr1mi8//xIS0sTX331ldr+raysRGhoqFAqlWplnz9/Lrp06ZJtzLa2tmL9+vUa7Xv9+vXC0tJSANDq9TU1plAPaWrZsmUCgChfvrxISUkxdDhkRJo3by4AiJEjRxo6FEmvXr0EAPHhhx8aOhSDMbZ6KD09XezYsUO0bNlS7TOlcePGIiwsLMvnOBEVPoO2hEpNTUWxYsWwbds2dO3aVZrfv39/xMfHY9euXVnWKV++PIKCgjB69GhpXnBwMHbu3Ck1wc8sJSUFKSkp0v8JCQkoX7487t27ZzS/+hFRVnZ2dpDJZIYOI1va1F2mVBcJIbB69WqEhYUhIyNDo/VU9bCPj0+2ffI8ffoU4eHhAABvb2/Y29ujbNmymD17tlpnrufPn0e/fv0QHR0Na2trdOnSBS9fvszy+HX9+vU1evxBCIE//vgDycnJKFmyZI6tczLLyMjApUuXAAC1a9dWa4F17do16Zhr1aqVr75r7t69i+fPn6N48eLo2LGjRtd5ZGQkzp49C+BN6yJVq7bc3Lt3D8+ePYNMJsPbH/lt2rSBk5NTvvefHzdu3MD58+cBADVr1sTr168RGRkJAGjZsiVcXV2lssePH0d0dDSsrKxQo0YNaX5iYiJu374NAAgICMjXcObPnj3DgQMHALxpRffjjz8WuA5hPfTGqlWrcObMGZ3Gn5MDBw7g2bNnWLhwIYYMGVIo+yTTcOjQIXTt2hUKhULtmjcUIQS2bNkCADhy5IjGLYfzi/WQ9i5evIjly5dj27ZtSEtLAwC4ubmhefPmRvuaEhWm+fPnw9HRMV9ldVoXGTABJh48eCAAiGPHjqnNHzdunGjUqFG261hZWYlNmzapzQsNDRXOzs7Zlg8ODi7QL/qcOHEyzJRTyx1joE3dxbqIEyfTm4yphdDbWA9x4lQ0JtZDnDhxMoZJl3WRJczcxIkTERQUJP0fHx+PChUqIDo6Gg4ODgaMTHOJiYnw8PAwypYTuTHVuAHTjd1U4wb+F7u1tbWhQ9Gpt+sipVKJuLg4lC5dOtdfFUz5XBozvq66Z46vqZ2dnaFD0CnWQ9opysdflI8dMI7jZz30P8ZwPnSNx2Q6zPG4NDkmXdZFBk1COTk5QS6XIzY2Vm1+bGysWnP9zFxdXTUqr1AooFAossx3cHAw2YtHNYKVqTHVuAHTjd1U4wZg1M2ktam7squL8tv8FTDtc2nM+LrqHl/TwsF6qPAV5eMvyscO8PhzYoh6CDDP88FjMh3meFyFfUwWhbanbFhbW8PX11fqHwR4kw0PDw+Hv79/tuv4+/urlQeA/fv351ieiEjXtKm7iIh0ifUQERka6yEi0obBH8cLCgpC//790aBBAzRq1AhLly5FcnIyBg4cCADo168fypYti5CQEADAqFGj0LJlSyxatAgdO3ZEWFgYzpw5g1WrVhnyMIioiMmr7iIi0jfWQ0RkaKyHiEhTBk9C9ezZE0+ePMHUqVMRExODunXrYu/evXBxcQEAREdHw8Lifw22mjRpgk2bNmHy5MmYNGkSKleujJ07d6JmzZr52p9CoUBwcHC2j+gZO1ON3VTjBkw3dlONGzCd2POqu3TFVF4PU8PXVff4mhY+1kOFoygff1E+doDHnx+FVQ8B5nk+eEymwxyPy1DHJBPirfGaiYiIiIiIiIiIdMygfUIREREREREREVHRwCQUERERERERERHpHZNQRERERERERESkd0xCERERERERERGR3pllEio0NBSenp6wsbGBn58fTp06lWv5rVu3wsfHBzY2NqhVqxb27NlTSJFmpUnsq1evRvPmzVGyZEmULFkSAQEBeR6rvmj6mquEhYVBJpOha9eu+g0wF5rGHh8fj8DAQLi5uUGhUKBKlSoGuWY0jXvp0qWoWrUqbG1t4eHhgTFjxuD169eFFO0bhw8fRufOneHu7g6ZTIadO3fmuU5ERATq168PhUKBSpUqYf369XqPs7CZcp1lrEy1LjV2plzXk/a0Pe+mZNq0aZDJZGqTj4+PtPz169cIDAxE6dKlUaJECXTv3h2xsbEGjLhg8vo8FkJg6tSpcHNzg62tLQICAnDz5k21MnFxcejduzfs7e3h6OiIQYMGISkpqRCPQjt5HfuAAQOyXAvt2rVTK2Oqx25sdH3/k5/rtjDo+h4kP9ekvmlyTOvXr88Sr42NjVoZYzhXmhxTq1atshyTTCZDx44dpTKGPk/6+p6ll3sAYWbCwsKEtbW1WLt2rfjvv//EkCFDhKOjo4iNjc22/NGjR4VcLhfz588XV65cEZMnTxZWVlbi0qVLhRy55rF/8sknIjQ0VJw/f15cvXpVDBgwQDg4OIj79+8bddwqUVFRomzZsqJ58+bi/fffL5xg36Jp7CkpKaJBgwaiQ4cO4siRIyIqKkpERESICxcuGHXcGzduFAqFQmzcuFFERUWJffv2CTc3NzFmzJhCjXvPnj3i66+/Ftu3bxcAxI4dO3Itf/v2bVGsWDERFBQkrly5IpYtWybkcrnYu3dv4QRcCEy5zjJWplqXGjtTrutJe9qed1MTHBwsatSoIR49eiRNT548kZZ//vnnwsPDQ4SHh4szZ86Ixo0biyZNmhgw4oLJ6/N47ty5wsHBQezcuVP8+++/okuXLsLLy0u8evVKKtOuXTtRp04dceLECfHPP/+ISpUqiY8//riQj0RzeR17//79Rbt27dSuhbi4OLUypnrsxkQf9z/5uW71TR/3IPm5JvVJ02Nat26dsLe3V4s3JiZGrYyhz5Wmx/Ts2TO147l8+bKQy+Vi3bp1UhlDnyd9fM/S1z2A2SWhGjVqJAIDA6X/MzIyhLu7uwgJCcm2fI8ePUTHjh3V5vn5+YnPPvtMr3FmR9PY35aeni7s7OzEhg0b9BVitrSJOz09XTRp0kT88MMPon///gb7YqJp7CtWrBDe3t4iNTW1sELMlqZxBwYGinfeeUdtXlBQkGjatKle48xNfirH8ePHixo1aqjN69mzp2jbtq0eIytcplxnGStTrUuNnSnX9aS9gr6fTEVwcLCoU6dOtsvi4+OFlZWV2Lp1qzTv6tWrAoA4fvx4IUWoP29/HiuVSuHq6ioWLFggzYuPjxcKhUL88ssvQgghrly5IgCI06dPS2X+/PNPIZPJxIMHDwot9oLKKQmVW11lLsduaLq+/8nPdVsY9HEPYujPT02Pad26dcLBwSHH7RnDuSroeVqyZImws7MTSUlJ0jxDn6fMdPU9S1/3AGb1OF5qairOnj2LgIAAaZ6FhQUCAgJw/PjxbNc5fvy4WnkAaNu2bY7l9UWb2N/28uVLpKWloVSpUvoKMwtt454xYwacnZ0xaNCgwggzW9rE/ttvv8Hf3x+BgYFwcXFBzZo1MWfOHGRkZBRW2FrF3aRJE5w9e1ZqPnn79m3s2bMHHTp0KJSYtWUs7099MeU6y1iZal1q7Ey5rift6eL9ZEpu3rwJd3d3eHt7o3fv3oiOjgYAnD17FmlpaWqvg4+PD8qXL2+Wr0NUVBRiYmLUjtfBwQF+fn7S8R4/fhyOjo5o0KCBVCYgIAAWFhY4efJkocesaxEREXB2dkbVqlUxbNgwPHv2TFpm7sdeGPRx/5Of61bf9HkPkts1qU/aHlNSUhIqVKgADw8PvP/++/jvv/+kZYY+V7o4T2vWrEGvXr1QvHhxtfmGOk/ayOs9pc97ALNKQj19+hQZGRlwcXFRm+/i4oKYmJhs14mJidGovL5oE/vbvvrqK7i7u2e5mPRJm7iPHDmCNWvWYPXq1YURYo60if327dvYtm0bMjIysGfPHkyZMgWLFi3CrFmzCiNkANrF/cknn2DGjBlo1qwZrKysULFiRbRq1QqTJk0qjJC1ltP7MzExEa9evTJQVLpjynWWsTLVutTYmXJdT9rTxfvJVPj5+WH9+vXYu3cvVqxYgaioKDRv3hwvXrxATEwMrK2t4ejoqLaOOb4OAKRjyu28x8TEwNnZWW25paUlSpUqZfKvSbt27fDjjz8iPDwc8+bNw99//4327dtLPzia87EXFn3c/+TnutU3fd2D5HVN6pM2x1S1alWsXbsWu3btws8//wylUokmTZrg/v37AAx/rgp6nk6dOoXLly9j8ODBavMNeZ60kdf3LH3eA1gWaG0yGnPnzkVYWBgiIiKydPxmTF68eIG+ffti9erVcHJyMnQ4GlMqlXB2dsaqVasgl8vh6+uLBw8eYMGCBQgODjZ0eDmKiIjAnDlzsHz5cvj5+SEyMhKjRo3CzJkzMWXKFEOHR2Q0TKUuNXamXtdT0dO+fXvp79q1a8PPzw8VKlTAli1bYGtra8DIqLD16tVL+rtWrVqoXbs2KlasiIiICLRp08aAkZG5y+kexNSuSX9/f/j7+0v/N2nSBNWqVcP333+PmTNnGjAy3VizZg1q1aqFRo0aqc03tfNkSGbVEsrJyQlyuTzLaCWxsbFwdXXNdh1XV1eNyuuLNrGrLFy4EHPnzsVff/2F2rVr6zPMLDSN+9atW7hz5w46d+4MS0tLWFpa4scff8Rvv/0GS0tL3Lp1q7BC1+o1d3NzQ5UqVSCXy6V51apVQ0xMDFJTU/Uar4o2cU+ZMgV9+/bF4MGDUatWLXTr1g1z5sxBSEgIlEplYYStlZzen/b29mbxpcCU6yxjZap1qbEz5bqetFeQ95Opc3R0RJUqVRAZGQlXV1ekpqYiPj5erYy5vg6qY8rtvLu6uuLx48dqy9PT0xEXF2d2r4m3tzecnJwQGRkJoGgdu77o4/4nP9etvhXWPcjb16Q+6eJzwMrKCvXq1VN7D6m2oe02C6Igx5ScnIywsLB8dTNQmOdJG3l9z9LnPYBZJaGsra3h6+uL8PBwaZ5SqUR4eLhaNjYzf39/tfIAsH///hzL64s2sQPA/PnzMXPmTOzdu1ft2fTComncPj4+uHTpEi5cuCBNXbp0QevWrXHhwgV4eHgYbewA0LRpU0RGRqolbm7cuAE3NzdYW1vrPWZAu7hfvnwJCwv1t7sqkfam7zrjZCzvT30x5TrLWJlqXWrsTLmuJ+1p+34yB0lJSbh16xbc3Nzg6+sLKysrtdfh+vXriI6ONsvXwcvLC66urmrHm5iYiJMnT0rH6+/vj/j4eJw9e1Yqc/DgQSiVSvj5+RV6zPp0//59PHv2DG5ubgCK1rHriz7uf/Jz3epbYd2DvH1N6pMuPgcyMjJw6dIlKV5Dn6uCHNPWrVuRkpKCPn365LmfwjxP2sjrPaXXe4ACdWtuhMLCwoRCoRDr168XV65cEUOHDhWOjo7SsJB9+/YVEyZMkMofPXpUWFpaioULF4qrV6+K4OBggw13rmnsc+fOFdbW1mLbtm1qQ0G+ePHCqON+myFHEtA09ujoaGFnZydGjBghrl+/Lnbv3i2cnZ3FrFmzjDru4OBgYWdnJ3755Rdx+/Zt8ddff4mKFSuKHj16FGrcL168EOfPnxfnz58XAMTixYvF+fPnxd27d4UQQkyYMEH07dtXKq8aOnTcuHHi6tWrIjQ0NMvQoabOlOssY2WqdamxM+W6nrSX13k3F2PHjhUREREiKipKHD16VAQEBAgnJyfx+PFjIYQQn3/+uShfvrw4ePCgOHPmjPD39xf+/v4Gjlp7eX0ez507Vzg6Oopdu3aJixcvivfffz/L8Ont2rUT9erVE//H3n2HNXX9fwB/h7CUKbLEgQrugYqKuHBQcW+r1ipYq21dtVZb7XC3jrpa62itxbpKxV3rXrjQWhW3OAp1gigylZnz+4Nf7tfIkBG4SXi/nifPQ+49ufdzk5tD8sk5n3v27Flx8uRJUaNGDTF48GC5Dinf8jr2xMREMWnSJBEaGioiIiLEoUOHRJMmTUSNGjVESkqKtA19PXZdUhyff/Jz3uracb3pM0h+z0ldOqaZM2eK/fv3i7t374rz58+LQYMGCXNzc3Ht2jWN45bztSrsZ5rWrVuLgQMHZluuC69TcXzPKq7PAAaXhBJCiGXLlokqVaoIU1NT0bx5c3HmzBlpnY+Pj/D399dov3nzZlGzZk1hamoq6tWrJ/76668Sjvh/ChK7q6urAJDtNn36dJ2O+3VyfzEpaOynT58WXl5ewszMTFSvXl188803IiMjo4SjLljc6enpYsaMGcLNzU2Ym5uLypUri9GjR4vnz5+XaMxHjx7N8ZxVx+rv7y98fHyyPaZRo0bC1NRUVK9eXQQGBpZozCVBn/ssXaWvfamu0+e+ngovr9fdUAwcOFBUqFBBmJqaiooVK4qBAweKO3fuSOtfvnwpRo8eLcqVKyfKli0r+vTpIx4/fixjxEXzpv/HKpVKfP3118LJyUmYmZmJjh07ivDwcI1tPHv2TAwePFhYWloKa2trMXz4cL1I3ud17C9evBCdOnUSDg4OwsTERLi6uoqRI0dm+8Klr8eua7T9+Sc/521J0OZnkPyek7p0TBMmTJDaOjk5ia5du4oLFy5obE8XXquCnn83b94UAMSBAweybUsXXqfi+p5VHJ8BFELo8FwcIiIiIiIiIiIyCAZVE4qIiIiIiIiIiHQTk1BERERERERERFTsmIQiIiIiIiIiIqJixyQUEREREREREREVOyahiIiIiIiIiIio2DEJRURERERERERExY5JKCIiIiIiIiIiKnZMQhERERERERERUbFjEoqIiIiIiIiIiIodk1BERERERERERFTsmIQiIiIiIiIiIqJixyQUEREREREREREVOyahiIiIiIiIiIio2DEJRURERERERERExY5JKCIiIiIiIiIiKnZMQhERERERERERUbFjEoqIiIiIiIiIiIodk1BU7GbMmAGFQlHs+zl27BgUCgWOHTtW7PsiIsNUlP5K/dinT5++sa1CocDYsWMLtR+5BAQEoGrVqnKHQWQw2N+8Wbt27dCuXTu5wyDSqqpVqyIgIEC6n9N3mHbt2qF+/folHxxRCWASinSGQqGQbkZGRnBxcUGnTp2YVKJSa+3atVAoFDA3N8fDhw+zrTeUDygvXrzAjBkz8v1eV39YUygUOH/+fLb1AQEBsLS01HKUhiUyMhIKhQILFy7McX1+vuAW5XVTKBRQKpVwdHRE//79cePGjcIcBgDg22+/xY4dOwr9eMrC/iZn7G+KTt3fKBQKzJkzJ8c2Q4YMgUKhkPW5VL8H1DdjY2NUrFgRAQEBOb4n8qOg5xvptytXrqB///5wdXWFubk5KlasiLfeegvLli2TO7Ricf36dcyYMQORkZHZ1q1YsQJr167V+j5VKhXWrVsHLy8v2NnZwcrKCjVr1sSwYcNw5swZre+PigeTUKRT3nrrLaxfvx6//fYbPvzwQ1y+fBkdOnTA3r173/jYtm3b4uXLl2jbtm0JREpUclJTUzFv3jy5wyg2L168wMyZMwv1IX3GjBlajeWrr77Cy5cvtbpNQ7F69WqEh4dL9wv7uo0fPx7r16/HL7/8giFDhuCvv/5CmzZtEBUVVai4mITSLvY3uWN/UzTm5ub4/fffsy1PTk7Gzp07YW5unm3dgQMHcODAgZIITzJr1iysX78eq1atQpcuXbBhwwb4+PggJSWlwNsqyvlG+uX06dNo2rQpLl26hJEjR+LHH3/E+++/DyMjI3z//fcabcPDw7F69WqZItWe69evY+bMmSWahBo/fjz8/f1RoUIFzJgxA/Pnz0eXLl1w5swZ7Nu3T+v7o+JhLHcARK+qWbMm3n33Xel+nz590LBhQyxduhRdunTJ8TEpKSkwNTWFkZFRjh9giPRdo0aNsHr1akydOhUuLi5yh4Pk5GRYWFjIHQYaNWqE3bt348KFC2jSpIlWtmlsbAxjY8P416jt18nExEQr22nTpg369+8v3a9VqxY++ugjrFu3Dp999plW9kGFx/4mZ+xv8paf16lr167Ytm0bLl26BA8PD2n5zp07kZaWhs6dO+PIkSMajzE1NS2WePPSpUsXNG3aFADw/vvvw97eHvPnz8euXbvw9ttvl3g8pB+++eYb2NjY4Ny5c7C1tdVY9+TJE437ZmZmJRiZ4YiOjsaKFSswcuRI/Pzzzxrrli5dipiYmBKLJSMjAyqVSpY+yhBwJBRp1cmTJ9GsWTOYm5vDzc0NP/30U5G216BBA9jb2yMiIgLA/4bFBwUF4auvvkLFihVRtmxZJCQk5Dmf+vLly/Dx8UHZsmXh7u6OLVu2AABCQkLg5eWFMmXKoFatWjh06FC2GB4+fIj33nsPTk5OMDMzQ7169fDrr78W6biICuKLL75AZmZmvkcnbNiwAZ6enihTpgzs7OwwaNAg3L9/X6PNiRMnMGDAAFSpUgVmZmaoXLkyPvnkk2y/yqunmty9exddu3aFlZUVhgwZAiBrSPTSpUtRr149mJubw8nJCR988AGeP3+usY1//vkHfn5+sLe3R5kyZVCtWjW89957ALKmaTg4OAAAZs6cKU2DyM+Ig3HjxqFcuXL5Hp2wd+9etGnTBhYWFrCyskK3bt1w7do1jTY51Wh5+fIlxo8fD3t7e1hZWaFnz554+PBhrnHGxcUhICAAtra2sLGxwfDhw/HixYscY9q4cSNq1aoFc3NzeHp64vjx49naXLx4EV26dIG1tTUsLS3RsWPHbEPO1dNIQkJCMHr0aDg6OqJSpUr5el7y69WaUEV53V7Xpk0bAMDdu3c1li9cuBAtW7ZE+fLlUaZMGXh6ekp9t5pCoUBycjJ+++03KYZX62yw/y449jc5Y3/zP4Xtb7y9vVGtWjVs2rQpW1ydO3eGnZ1dtsfkVBNq2bJlqFevHsqWLYty5cqhadOmGttMTEzEhAkTULVqVZiZmcHR0RFvvfUWLly48MYYc5JTH5WWloZp06bB09MTNjY2sLCwQJs2bXD06FGpTX7Ot5s3b6J///6ws7ODubk5mjZtil27dhUqTpLX3bt3Ua9evWwJKABwdHTUuP96Tai8XL9+He3bt0fZsmVRsWJFLFiwIFubJ0+eYMSIEXBycoK5uTk8PDzw22+/abTJrXauerrs66OW3nRurl27FgMGDAAAtG/fXjq/jx07hqpVq+LatWsICQmRlr/6Po6Li8OECRNQuXJlmJmZwd3dHfPnz4dKpcrzuYiIiIAQAq1atcq2TqFQZHue4+Li8Mknn0h9QaVKlTBs2DCNUgP5ee5eLWGwdOlSuLm5wczMDNevX8/Xc0XZGcbPL6QTrly5gk6dOsHBwQEzZsxARkYGpk+fDicnp0Jv8/nz53j+/Dnc3d01ls+ePRumpqaYNGkSUlNT88xCP3/+HN27d8egQYMwYMAArFy5EoMGDcLGjRsxYcIEfPjhh3jnnXfw3XffoX///rh//z6srKwAZGXcW7RoIRX1dHBwwN69ezFixAgkJCRgwoQJhT42ovyqVq0ahg0bhtWrV2PKlCl5jk745ptv8PXXX+Ptt9/G+++/j5iYGCxbtgxt27bFxYsXpQ9HwcHBePHiBT766COUL18ef//9N5YtW4YHDx4gODhYY5sZGRnw8/ND69atsXDhQpQtWxYA8MEHH2Dt2rUYPnw4xo8fj4iICPz444+4ePEiTp06BRMTEzx58kTqF6ZMmQJbW1tERkZi27ZtAAAHBwesXLkSH330Efr06YO+ffsCABo2bPjG58Xa2hqffPIJpk2b9sbRCevXr4e/vz/8/Pwwf/58vHjxAitXrkTr1q1x8eLFPAtuBwQEYPPmzRg6dChatGiBkJAQdOvWLdf2b7/9NqpVq4a5c+fiwoUL+OWXX+Do6Ij58+drtAsJCcEff/yB8ePHw8zMDCtWrEDnzp3x999/S7V3rl27hjZt2sDa2hqfffYZTExM8NNPP6Fdu3ZSEv1Vo0ePhoODA6ZNm4bk5OQ3PocvXrzIse5Tbl9i1Yryur1OPYy/XLlyGsu///579OzZE0OGDEFaWhqCgoIwYMAA7N69W3r+169fj/fffx/NmzfHqFGjAABubm4A2H8XFvubnLG/KXp/AwCDBw/Ghg0bMG/ePKnu3IEDB7B+/fp8TaVZvXo1xo8fj/79++Pjjz9GSkoKLl++jLNnz+Kdd94BAHz44YfYsmULxo4di7p16+LZs2c4efIkbty4UahRbDn1UQkJCfjll18wePBgjBw5EomJiVizZg38/Pzw999/o1GjRm88365du4ZWrVqhYsWKmDJlCiwsLLB582b07t0bW7duRZ8+fQocK8nH1dUVoaGhuHr1qtbq5z1//hydO3dG37598fbbb2PLli34/PPP0aBBA2mGyMuXL9GuXTvcuXMHY8eORbVq1RAcHIyAgADExcXh448/LvB+83Nutm3bFuPHj8cPP/yAL774AnXq1AEA1KlTB0uXLsW4ceNgaWmJL7/8EgCk74MvXryAj48PHj58iA8++ABVqlTB6dOnMXXqVDx+/BhLly7NNS5XV1cAWf9TBgwYIP1/yElSUhLatGmDGzdu4L333kOTJk3w9OlT7Nq1Cw8ePIC9vX2Bn7vAwECkpKRg1KhRMDMzg52dHd/HhSWItKR3797C3Nxc/Pfff9Ky69evC6VSKfJzqgEQI0aMEDExMeLJkyfi7NmzomPHjgKAWLRokRBCiKNHjwoAonr16uLFixcaj1evO3r0qLTMx8dHABCbNm2Slt28eVMAEEZGRuLMmTPS8v379wsAIjAwUFo2YsQIUaFCBfH06VONfQ0aNEjY2Nhki4FImwIDAwUAce7cOXH37l1hbGwsxo8fL6338fER9erVk+5HRkYKpVIpvvnmG43tXLlyRRgbG2ssz+ncnTt3rlAoFBrvYX9/fwFATJkyRaPtiRMnBACxceNGjeX79u3TWL59+3bpGHITExMjAIjp06fn8Wz8j/q9HhwcLOLi4kS5cuVEz549NWK2sLCQ7icmJgpbW1sxcuRIje1ERUUJGxsbjeXTp0/X6K/Onz8vAIgJEyZoPDYgICBbzOrHvvfeexpt+/TpI8qXL6+xDIAAIP755x9p2X///SfMzc1Fnz59pGW9e/cWpqam4u7du9KyR48eCSsrK9G2bVtpmfpcad26tcjIyMj5iXtFRESEFENet5iYGOkx/v7+wtXVVbpf2Nft119/FTExMeLRo0di3759wt3dXSgUCvH3339rtH/9HE1LSxP169cXHTp00FhuYWEh/P39s+2P/XfBsL/JGfsb7fU33333nbh69aoAIE6cOCGEEGL58uXC0tJSJCcnZ3suhcg673x8fKT7vXr10jgPc2JjYyPGjBnzxrhepz6uQ4cOiZiYGHH//n2xZcsW4eDgIMzMzMT9+/elthkZGSI1NVXj8c+fPxdOTk4ar0le51vHjh1FgwYNREpKirRMpVKJli1biho1ahQ4fpLXgQMHhFKpFEqlUnh7e4vPPvtM7N+/X6SlpWVr6+rqqvF/K6/vMOvWrZOWpaamCmdnZ9GvXz9p2dKlSwUAsWHDBmlZWlqa8Pb2FpaWliIhISHXfQjxv/fnq99/8ntuBgcH57hNIYSoV6+exntXbfbs2cLCwkLcunVLY/mUKVOEUqkU9+7dy/aYVw0bNkwAEOXKlRN9+vQRCxcuFDdu3MjWbtq0aQKA2LZtW7Z1KpVKCJH/5079HFlbW4snT55obIvv48LhdDzSiszMTOzfvx+9e/dGlSpVpOV16tSBn59fvrezZs0aODg4wNHREV5eXjh16hQmTpyY7Rdrf39/lClTJl/btLS0xKBBg6T7tWrVgq2tLerUqaPxq57673///RcAIITA1q1b0aNHDwgh8PTpU+nm5+eH+Pj4Qg/tJiqo6tWrY+jQofj555/x+PHjHNts27YNKpUKb7/9tsb56uzsjBo1amhME3j1/ZOcnIynT5+iZcuWEELg4sWL2bb90UcfadwPDg6GjY0N3nrrLY19eXp6wtLSUtqXeiTE7t27kZ6eXtSnIRsbGxtMmDABu3btyjFuADh48CDi4uIwePBgjViVSiW8vLw0npfXqX+ZHz16tMbycePG5fqYDz/8UON+mzZt8OzZMyQkJGgs9/b2hqenp3S/SpUq6NWrF/bv34/MzExkZmbiwIED6N27N6pXry61q1ChAt555x2cPHky2zZHjhwJpVKZa2yvGzVqFA4ePJjtNnTo0Hxvo6Dee+89ODg4wMXFBZ07d0Z8fDzWr1+PZs2aabR79Rx9/vw54uPj0aZNm3z1u+y/i4b9Tc7Y3xStvwGAevXqoWHDhlKB8k2bNqFXr155jmh4la2tLR48eIBz587l2ebs2bN49OhRgWJT8/X1hYODAypXroz+/fvDwsICu3bt0phyqFQqpVH4KpUKsbGxyMjIQNOmTfPVt8TGxuLIkSN4++23kZiYKJ0nz549g5+fH27fvl3oK/KRPN566y2EhoaiZ8+euHTpEhYsWAA/Pz9UrFix0FOzLC0tNWrlmpqaonnz5tJ3FQDYs2cPnJ2dMXjwYGmZiYkJxo8fj6SkJISEhBRon8V9bgYHB6NNmzYoV66cRh/p6+uLzMzMHKcJvyowMBA//vgjqlWrhu3bt2PSpEmoU6cOOnbsqBHX1q1b4eHhkeNIJPU06II+d/369ZOm2AJ8HxcFk1CkFTExMXj58iVq1KiRbV2tWrWkv2NjYxEVFSXd4uPjNdr26tULBw8exKFDh3D27Fk8ffoUixYtgpGR5qlarVq1fMdWqVKlbDUXbGxsULly5WzLAEj1JWJiYhAXF4eff/4ZDg4OGrfhw4cDyF5okKg4ffXVV8jIyMi1Vsvt27chhECNGjWynbM3btzQOF/v3buHgIAA2NnZwdLSEg4ODvDx8QGAbO9LY2PjbPU+bt++jfj4eDg6OmbbV1JSkrQvHx8f9OvXDzNnzoS9vT169eqFwMBApKamau15+fjjj2Fra5trrZbbt28DADp06JAt1gMHDuT5Pv7vv/9gZGSUrc95fYrwq15NxAP/m8Lxeu2anPrLmjVr4sWLF4iJiUFMTAxevHih0Yeq1alTByqVKlvtnYL0jeoYfH19s91e/RKqbdOmTcPBgwexfft2DBs2DPHx8dn6eCArkdCiRQuYm5vDzs5Omtry+vmZE/bfRcf+Jmfsb/6noP2N2jvvvIPg4GDcuXMHp0+flqbR5cfnn38OS0tLNG/eHDVq1MCYMWNw6tQpjTYLFizA1atXUblyZTRv3hwzZszQ+NL+JsuXL8fBgwexZcsWdO3aFU+fPs2xkPRvv/2Ghg0bwtzcHOXLl4eDgwP++uuvfPVRd+7cgRACX3/9dbbzZPr06QDYR+mjZs2aYdu2bXj+/Dn+/vtvTJ06FYmJiejfv79UP6ggcvoOU65cOY3393///YcaNWpk+z+qnh7333//FWifxX1u3r59G/v27cu2bV9f33xt28jICGPGjMH58+fx9OlT7Ny5E126dMGRI0c0Bh3cvXv3jdMiC/rcvd7n8X1ceKwJRSWqb9++Glllf39/jUJ4lSpVkjqhvOR3FBSAXH+ly225EAIApOJ47777Lvz9/XNsW5j6J0SFVb16dbz77rv4+eefMWXKlGzrVSoVFAoF9u7dm+P5bWlpCSBr5OJbb72F2NhYfP7556hduzYsLCzw8OFDBAQEZCsMaWZmlu0ftEqlgqOjIzZu3JhjrOpfihQKBbZs2YIzZ87gzz//xP79+/Hee+9h0aJFOHPmjBRTUahHJ8yYMSPH0Qnq41m/fj2cnZ2zrdf21ane1LcUp4L0jXJp0KCB1M/37t0bL168wMiRI9G6dWvpx4ETJ06gZ8+eaNu2LVasWIEKFSrAxMQEgYGB2Yoa54T9d9Gxv8kZ+5v/KWx/M3jwYEydOhUjR45E+fLl0alTp3w/tk6dOggPD8fu3buxb98+bN26FStWrMC0adMwc+ZMAFl1stq0aYPt27fjwIED+O677zB//nxs27Yt1ystv6p58+bS1fF69+6N1q1b45133kF4eLh0Dm3YsAEBAQHo3bs3Jk+eDEdHRyiVSsydOzfbRRZyoj5PJk2alOuMgbySj6TbTE1N0axZMzRr1gw1a9bE8OHDERwcLCUm8kub7+/Xk1lqmZmZGveL+9xUqVR46623cr0abs2aNfO9rfLly6Nnz57o2bOnVLvuv//+k2pHadvrfR7fx4XHJBRphYODA8qUKSP9Aviq8PBw6e9FixZpZO914fLPuXFwcICVlRUyMzPzlRgjKglfffUVNmzYkK3oLJBVkFkIgWrVquX5T/zKlSu4desWfvvtNwwbNkxafvDgwXzH4ebmhkOHDqFVq1b5+iLSokULtGjRAt988w02bdqEIUOGICgoCO+//36uH4wKYsKECVi6dClmzpyZ7co06kLVjo6OBX4vu7q6QqVSISIiQmMkwZ07d4occ0795a1bt1C2bFnpS3XZsmU1+lC1mzdvwsjIKNuIzpKkjdcNAObNm4ft27fjm2++wapVqwBkDaM3NzfH/v37NUYgBAYG5isO9t/awf4mZ+xviqZKlSpo1aoVjh07ho8++qjAiTkLCwsMHDgQAwcORFpaGvr27YtvvvkGU6dOhbm5OYCsaYSjR4/G6NGj8eTJEzRp0gTffPNNvpJQr1Inltq3b48ff/xRSshu2bIF1atXx7Zt2zTOqdeTDLmdb+rRpiYmJuyjDJw6oZnb1OaicnV1xeXLl6FSqTQS+Ddv3pTWA/8bJRkXF6fx+NdH+xTk3MyrP81tnZubG5KSkrR+3jdt2hQhISF4/PgxXF1d4ebmhqtXr+b5mPw+d7nh+7jwOB2PtEKpVMLPzw87duzAvXv3pOU3btzA/v37pfuenp4aUz7q1q0rR7j5olQq0a9fP2zdujXHTiwmJkaGqKi0c3Nzw7vvvouffvoJUVFRGuv69u0LpVKJmTNnZvuVTAiBZ8+eAfjfL2uvthFC4Pvvv893HG+//TYyMzMxe/bsbOsyMjKkDznPnz/PFkujRo0AQJoio64F8voHo4JQj07YuXMnwsLCNNb5+fnB2toa3377bY51YvJ6L6t/2VqxYoXG8mXLlhU6VrXQ0FCN2iH379/Hzp070alTJyiVSiiVSnTq1Ak7d+6Urs4EZF31bdOmTWjdujWsra2LHEdhaeN1A7LO6X79+mHt2rXSOa1UKqFQKDR+oY2MjMSOHTuyPd7CwiJbDOy/tYP9Tc7Y3xTdnDlzMH369DzrXeVEfV6pmZqaom7duhBCID09HZmZmdmmwzk6OsLFxaXQ0zLbtWuH5s2bY+nSpUhJSQGQ83l99uxZhIaGajw2t/PN0dER7dq1w08//ZRjcoJ9lP45evRojiOU9uzZAwA5TnXVhq5duyIqKgp//PGHtCwjIwPLli2DpaWlNPXZ1dUVSqUyW82l1/ubgpybFhYWAHLuT3P63wxk9eehoaEa3w/V4uLikJGRkeuxRkVF5TitMS0tDYcPH4aRkZE08qhfv364dOkStm/fnq29+nXK73OXG76PC48joUhrZs6ciX379qFNmzYYPXq09CauV68eLl++LHd4hTJv3jwcPXoUXl5eGDlyJOrWrYvY2FhcuHABhw4dQmxsrNwhUin05ZdfYv369QgPD0e9evWk5W5ubpgzZw6mTp2KyMhI9O7dG1ZWVoiIiMD27dsxatQoTJo0CbVr14abmxsmTZqEhw8fwtraGlu3bs1WQyQvPj4++OCDDzB37lyEhYWhU6dOMDExwe3btxEcHIzvv/8e/fv3x2+//YYVK1agT58+cHNzQ2JiIlavXg1ra2t07doVQNbw5rp16+KPP/5AzZo1YWdnh/r16xf4Escff/wxlixZgkuXLkkfjICsS6uvXLkSQ4cORZMmTTBo0CA4ODjg3r17+Ouvv9CqVSv8+OOPOW7T09MT/fr1w9KlS/Hs2TPpkum3bt0CULTRQPXr14efn5/GJdMBSFNKgKwvagcPHkTr1q0xevRoGBsb46effkJqaioWLFhQ6H1rg7ZeNwCYPHkyNm/ejKVLl2LevHno1q0bFi9ejM6dO+Odd97BkydPsHz5cri7u2f7f+Lp6YlDhw5h8eLFcHFxQbVq1eDl5cX+W0vY3+SM/U3R+Pj4vPELXk46deoEZ2dntGrVCk5OTrhx4wZ+/PFHdOvWDVZWVoiLi0OlSpXQv39/eHh4wNLSEocOHcK5c+ewaNGiQsc7efJkDBgwAGvXrsWHH36I7t27Y9u2bejTpw+6deuGiIgIrFq1CnXr1kVSUpL0uLzOt+XLl6N169Zo0KABRo4cierVqyM6OhqhoaF48OABLl26VOh4qeSNGzcOL168QJ8+fVC7dm2kpaXh9OnT+OOPP1C1alWpHqG2jRo1Cj/99BMCAgJw/vx5VK1aFVu2bMGpU6ewdOlSWFlZAchKng8YMADLli2DQqGAm5sbdu/enWPNovyem40aNYJSqcT8+fMRHx8PMzMzdOjQAY6OjvD09MTKlSsxZ84cuLu7w9HRER06dMDkyZOxa9cudO/eHQEBAfD09ERycjKuXLmCLVu2IDIyEvb29jke64MHD9C8eXN06NABHTt2hLOzM548eYLff/8dly5dwoQJE6THTp48GVu2bMGAAQPw3nvvwdPTE7Gxsdi1axdWrVoFDw+PfD93eeH7uJBK4Ap8VIqEhIQIT09PYWpqKqpXry5WrVqV7RLEuQHwxkvqvnqp5NzWvX5505wu5evq6iq6deuWrxiio6PFmDFjROXKlYWJiYlwdnYWHTt2FD///PMbj4moKF69ZPrr1Jcyz+n83rp1q2jdurWwsLAQFhYWonbt2mLMmDEiPDxcanP9+nXh6+srLC0thb29vRg5cqS4dOlStsv05nTJ7Ff9/PPPwtPTU5QpU0ZYWVmJBg0aiM8++0w8evRICCHEhQsXxODBg0WVKlWEmZmZcHR0FN27d9e4VLgQQpw+fVrqO/CGy6fn1Q+o+5ucYj569Kjw8/MTNjY2wtzcXLi5uYmAgACNWHLqr5KTk8WYMWOEnZ2dsLS0FL179xbh4eECgJg3b162x8bExGg8Xv06RkRESMvUfc2GDRtEjRo1hJmZmWjcuHGOlzm+cOGC8PPzE5aWlqJs2bKiffv24vTp0znuI69L07/q1Uum5ySnY/H39xeurq4a7bT1ugkhRLt27YS1tbWIi4sTQgixZs0a6bmpXbu2CAwMzPH1uXnzpmjbtq0oU6aMAKBx2Wv23/nH/iZn7G+Kv79Ry+n19/Hx0bjM+08//STatm0rypcvL8zMzISbm5uYPHmyiI+PF0JkXcJ+8uTJwsPDQ1hZWQkLCwvh4eEhVqxY8cY48zquzMxM4ebmJtzc3ERGRoZQqVTi22+/Fa6urtLzuXv37gL3k3fv3hXDhg0Tzs7OwsTERFSsWFF0795dbNmy5Y3xkm7Zu3eveO+990Tt2rWFpaWlMDU1Fe7u7mLcuHEiOjpao62rq6vG/6qCfIfJ6RyLjo4Ww4cPF/b29sLU1FQ0aNBAo29Vi4mJEf369RNly5YV5cqVEx988IG4evVqtr5YiPyfm6tXrxbVq1cXSqVS4xiioqJEt27dhJWVlQCg8T5OTEwUU6dOFe7u7sLU1FTY29uLli1bioULF4q0tLRcn+OEhATx/fffCz8/P1GpUiVhYmIirKyshLe3t1i9erVQqVQa7Z89eybGjh0rKlasKExNTUWlSpWEv7+/ePr0aYGeuzf1YXwfF5xCiBKoXEhERGRAwsLC0LhxY2zYsAFDhgyROxwiMmDsb4iIyJCwJhQREVEeXr58mW3Z0qVLYWRkhLZt28oQEREZKvY3RERk6FgTioiIKA8LFizA+fPn0b59exgbG2Pv3r3Yu3cvRo0aJevV6YjI8LC/ISIiQ8fpeERERHk4ePAgZs6cievXryMpKQlVqlTB0KFD8eWXXxb40uJERHlhf0NERIaOSSgiIiIiIiIiIip2rAlFRERERERERETFjkkoIiIiIiIiIiIqdqUuCSWEQEJCAjgLkYjkxL6IiOTGfoiI5MZ+iKj0KXVJqMTERNjY2CAxMVHuUIioFGNfRERyYz9ERHJjP0RU+pS6JBQREREREREREZU8JqGIiIiIiIiIiKjYMQlFRERERERERETFjkkoIiIiIiIiIiIqdkxCERERERERERFRsWMSqpSLiIjAhQsX5A6DiIioWF24cAG//fYb/vnnH7lD0TvHjx/H2rVrcePGDblDISJ6o+TkZOzfvx/p6elyh0JEOWASqhSLiIhA48aN0aJFC9y7d0/ucIh00rx586BQKDBhwgRpWUpKCsaMGYPy5cvD0tIS/fr1Q3R0tHxBEtEbbd26FQEBAVi3bp3coeidZcuWYfjw4Th8+LDcoRARvdHs2bPRuXNnrF69Wu5QiCgHTEKVUunp6Rg8eDDi4+ORnp7OD5ZEOTh37hx++uknNGzYUGP5J598gj///BPBwcEICQnBo0eP0LdvX5miJKL8SEpKAgBYWlrKHIn+MTc3BwCkpqbKHAkR0ZtdvXoVAHD27FmZIyGinDAJVUp9/fXXGh3z8ePHZYyGSPckJSVhyJAhWL16NcqVKyctj4+Px5o1a7B48WJ06NABnp6eCAwMxOnTp3HmzBkZIyaivDAJVXhmZmYAskaBEhHpugcPHgAArl+/LnMkRJQTJqFKoQMHDmD+/PkAgJEjRwIAQkJC5AyJSOeMGTMG3bp1g6+vr8by8+fPIz09XWN57dq1UaVKFYSGhua6vdTUVCQkJGjciKjkqJNQVlZWMkeif9QjoZiEIiJ9oE5C3bhxAyqVSuZoiOh1TEKVMtHR0Rg2bBgA4MMPP8TChQthZGSEiIgI3L9/X+boiHRDUFAQLly4gLlz52ZbFxUVBVNTU9ja2mosd3JyQlRUVK7bnDt3LmxsbKRb5cqVtR02EeWBI6EKj9PxiEhfvHz5Es+ePQOQVaCc32+IdA+TUKWISqXCsGHDEB0djfr162Px4sWwtrZGkyZNAHBKHhEA3L9/Hx9//DE2btwoffHShqlTpyI+Pl668UMRUcliEqrwOB2PiPTFw4cPNe5zSh6R7mESqhTZsmULDhw4gDJlyuCPP/5AmTJlAABt27YFwCl5REDWdLsnT56gSZMmMDY2hrGxMUJCQvDDDz/A2NgYTk5OSEtLQ1xcnMbjoqOj4ezsnOt2zczMYG1trXEjopLDJFThcToeEemL13/kYxKKSPcwCVWKrF27FgAwceJE1K1bV1ru4+MDgCOhiACgY8eOuHLlCsLCwqRb06ZNMWTIEOlvExMTjStKhoeH4969e/D29pYxciLKC5NQhcfpeESkL9T1oNSYhCLSPcZyB0AlIyoqCvv37wcA+Pv7a6xr06YNFAoFwsPDERUVledoDiJDZ2Vlhfr162sss7CwQPny5aXlI0aMwMSJE2FnZwdra2uMGzcO3t7eaNGihRwhE1E+MAlVeBwJRUT6Qp2Esra2RkJCApNQRDqII6FKiU2bNkGlUsHb2xs1atTQWFeuXDk0aNAAAHDixAk5wiPSK0uWLEH37t3Rr18/tG3bFs7Ozti2bZvcYRFRHpiEKjzWhCIqnebOnYtmzZrBysoKjo6O6N27N8LDwzXapKSkYMyYMShfvjwsLS3Rr18/REdHyxTx/5JQHTp0AJA1EkoIIVs8RJQdk1ClxLp16wBAujLe69RT8lgXiii7Y8eOYenSpdJ9c3NzLF++HLGxsUhOTsa2bds4gpBIhwkhmIQqAo6EIiqdQkJCMGbMGJw5cwYHDx5Eeno6OnXqhOTkZKnNJ598gj///BPBwcEICQnBo0eP0LdvX9liVieh2rdvD6VSiYSEhGzFyolIXkxClQKXLl3CpUuXYGpqirfffjvHNuri5KwLRUREhiYlJQUqlQoAk1CFwZpQRKXTvn37EBAQgHr16sHDwwNr167FvXv3cP78eQBAfHw81qxZg8WLF6NDhw7w9PREYGAgTp8+jTNnzsgSszoJ5ebmJs3+4JQ8It3CJFQpsH79egBAjx49YGdnl2MbdRLqypUrePbsWYnFRkREVNzUo6AAoGzZsjJGop84HY+IgKykEwDp+8T58+eRnp4OX19fqU3t2rVRpUoVhIaGyhKjOglVqVIl6UJMTEIR6RYmoQxcRkYGNm7cCAAYOnRoru0cHR1Rp04dAMDJkydLJDYiIqKSoE5ClS1bFkqlUuZo9A+n4xGRSqXChAkT0KpVK+lCLVFRUTA1NYWtra1GWycnJ0RFReW4ndTUVCQkJGjctCU1NRVPnjwBwCQUkS5jEsrAHT58GFFRUShfvjy6dOmSZ1v1aCjWhSIiIkOiTkJZWVnJHIl+4nQ8IhozZgyuXr2KoKCgIm1n7ty5sLGxkW6VK1fWUoSQaj+Zm5vDzs5O2vbjx4+1tg8iKjomoQycuiD54MGDYWpqmmdbdXFy1oUiIiJDkpiYCID1oAqL0/GISrexY8di9+7dOHr0KCpVqiQtd3Z2RlpaGuLi4jTaR0dH53rBlqlTpyI+Pl663b9/X2txvjoVT6FQwNHREQAQExOjtX0QUdExCWXAEhISsH37dgC5XxXvVeqRUBcvXpTmfBMREek7XhmvaDgdj6h0EkJg7Nix2L59O44cOYJq1apprPf09ISJiQkOHz4sLQsPD8e9e/fg7e2d4zbNzMxgbW2tcdMWdRJKPQLKwcEBAJNQRLrGWO4ASHvOnz+PW7duSffPnTuHly9fonbt2mjatOkbH1+xYkW4ubnh7t27OH369Bun7xEREekDJqGKhtPxiEqnMWPGYNOmTdi5cyesrKykOk82NjYoU6YMbGxsMGLECEycOBF2dnawtrbGuHHj4O3tjRYtWpR4vK+OhAKYhCLSVUxCGYh79+6hRYsWyMjIyLZu6NChUCgU+dqOj48P7t69i5CQECahiIjIIDAJVTQcCUVUOq1cuRIA0K5dO43lgYGBCAgIAAAsWbIERkZG6NevH1JTU+Hn54cVK1aUcKRZcktCJSYmIjU1VZpaTETyYhLKQBw6dAgZGRmwt7dHw4YNpeUODg746KOP8r2dtm3b4tdff2VxciIiMhhMQhXNqzWhhBD5/mGLiPSbEOKNbczNzbF8+XIsX768BCLK2+tJKFtbWxgbGyMjIwMxMTEa9ayISD46VRNq7ty5aNasGaysrODo6IjevXsjPDxco01KSgrGjBmD8uXLw9LSEv369UN0dLRMEesOdTHxUaNG4fDhw9ItKCgI5cqVy/d21MXJ//nnHyQnJxdLrERERCWJSaiiUY+EEkIgPT1d5miIiHKmTkJVrFgRAKBQKGBvbw+AU/KIdIlOJaFCQkIwZswYnDlzBgcPHkR6ejo6deqkkQz55JNP8OeffyI4OBghISF49OgR+vbtK2PUukE9ckldXLywXF1dUblyZWRkZCA0NFQboREREcmKSaiiUSehANaFIiLdpb7SnrowOcC6UES6SKeSUPv27UNAQADq1asHDw8PrF27Fvfu3cP58+cBAPHx8VizZg0WL16MDh06wNPTE4GBgTh9+jTOnDkjc/TyuXfvHiIjI6FUKtGyZcsibUuhUEijodSjq4iIiPQZk1BF82odFdaFIiJdlJaWJs2OeXXaHZNQRLpHp5JQr4uPjwcA2NnZAci6+lt6ejp8fX2lNrVr10aVKlVK9agddbLI09MTVlZWRd6eejQV60IREZEh0LUk1PHjx9GjRw+4uLhAoVBgx44dGusDAgKgUCg0bp07d9ZoExsbiyFDhsDa2hq2trYYMWKEdJzaZmRkBBMTEwBMQhGRbnr8+DGEEDA1NZWm4AFMQhHpIp1NQqlUKkyYMAGtWrVC/fr1AQBRUVEwNTWFra2tRlsnJyfpkqGvS01NRUJCgsbN0GhrKp6aeiTU2bNn+WGTiIj0nq4loZKTk+Hh4ZFnId/OnTvj8ePH0u3333/XWD9kyBBcu3YNBw8exO7du3H8+HGMGjWq2GJWT8njdDwi0kWv1oMyMvrfV1wmoYh0j85eHW/MmDG4evUqTp48WaTtzJ07FzNnztRSVLpJPRJKnTwqqho1asDJyQnR0dH4+++/tZbcIiIikoOuJaG6dOmCLl265NnGzMwMzs7OOa67ceMG9u3bh3PnzqFp06YAgGXLlqFr165YuHAhXFxctB6zubk5EhMT+eMUEemk16+Mp8YkFJHu0cmRUGPHjsXu3btx9OhRjY7E2dkZaWlpiIuL02gfHR2d6we1qVOnIj4+XrqpC9YZisePH+PWrVtQKBRo3bq1Vrb5al0oTskjIiJ9p05CaWPKekk5duwYHB0dUatWLXz00Ud49uyZtC40NBS2trZSAgoAfH19YWRkhLNnzxZLPOq6UExCEZEuelMS6smTJyUeExHlTKeSUEIIjB07Ftu3b8eRI0dQrVo1jfWenp4wMTHB4cOHpWXh4eG4d+8evL29c9ymmZkZrK2tNW6G5MSJEwAADw+PbNMUi0I9+onFyYmISN/p2kioN+ncuTPWrVuHw4cPY/78+QgJCUGXLl2QmZkJIKs8gaOjo8ZjjI2NYWdnl2t5AqBoJQo4HY+IdBlHQhHpD52ajjdmzBhs2rQJO3fuhJWVlfRBysbGBmXKlIGNjQ1GjBiBiRMnws7ODtbW1hg3bhy8vb3RokULmaOXh7brQampR0KdPn0a6enpUkFSIiIifaNvSahBgwZJfzdo0AANGzaEm5sbjh07ho4dOxZ6u0UpUaBOQnEkFBHpInUSqnLlyhrLmYQi0j06NRJq5cqViI+PR7t27VChQgXp9scff0htlixZgu7du6Nfv35o27YtnJ2dsW3bNhmjlpc6CaWtelBqdevWhZ2dHV68eIHz589rddtEREQlSd+SUK+rXr067O3tcefOHQBZ5Qlen1qSkZGB2NjYXMsTAEUrUcDpeESkyzgSikh/6FQSSgiR4y0gIEBqY25ujuXLlyM2NhbJycnYtm1bnh+4DNnTp09x7do1AECbNm20um0jIyNpdBXrQhERkT7T9yTUgwcP8OzZM1SoUAEA4O3tjbi4OI0fiY4cOQKVSgUvL69ct1OUEgUcCUVEuuxNSai4uDikp6eXeFxElJ1OJaGoYNT1oOrWrSt1sNqkHl3FulBERKSvhBBITEwEoDtJqKSkJISFhSEsLAwAEBERgbCwMNy7dw9JSUmYPHkyzpw5g8jISBw+fBi9evWCu7s7/Pz8AAB16tRB586dMXLkSPz99984deoUxo4di0GDBhXLlfEA1oQiIt2VkZGBx48fA8iehLKzs4NCoQCQ9QM+EcmPSSg9pk4OaXsqnpp6JNTJkyelYqhERET6JC0tDRkZGQB0Jwn1zz//oHHjxmjcuDEAYOLEiWjcuDGmTZsGpVKJy5cvo2fPnqhZsyZGjBgBT09PnDhxQpoSBwAbN25E7dq10bFjR3Tt2hWtW7fGzz//XGwxcyQUEemq6OhoZGZmwtjYONtFG5RKJezt7QFwSh6RrtCpwuRUMMVVlFzNw8MD1tbWSEhIQFhYGDw9PYtlP0RERMVFPRUPACwsLGSM5H/atWsHIUSu6/fv3//GbdjZ2WHTpk3aDCtPrAlFRLpKPRXPxcUFSqUy23oHBwfExMQwCUWkIzgSSk/FxcVJw/iLKwmlVCrRunVrAJySR0RE+kmdhDI3N4exMX97KyxOxyMiXZVbPSg1Ficn0i1MQumpU6dOQQgBd3f3Yqv/APxvqt+2bduwdetW6XbkyJE8f8Ul0lcrV65Ew4YNpaK93t7e2Lt3r7Q+JSUFY8aMQfny5WFpaYl+/fohOjpaxoiJKC/6XpRcV3A6HhHpKvWVPpmEItIP/ElQT506dQpA8Y2CUnu1LtTJkyc11i1atAgTJ04s1v0TlbRKlSph3rx5qFGjBoQQ+O2339CrVy9cvHgR9erVwyeffIK//voLwcHBsLGxwdixY9G3b1/pPUlEuoVJKO3gdDwi0lUcCUWkX5iE0lN3794FADRo0KBY99O8eXOMHTsWly5dkpalpKTg3LlzmDJlCtq0aYNmzZoVawxEJalHjx4a97/55husXLkSZ86cQaVKlbBmzRps2rQJHTp0AAAEBgaiTp06OHPmDFq0aCFHyESUByahtIPT8YhIVzEJRaRfmITSU5GRkQAAV1fXYt2PkZERli1bprFMCIEBAwZg69atGDRoEC5evAhra+tijYNIDpmZmQgODkZycjK8vb1x/vx5pKenw9fXV2pTu3ZtVKlSBaGhoXkmoVJTUzW+vCUkJBRr7ESURZ2EsrKykjkS/cbpeESkq5iEItIvrAmlp/777z8AxZ+EyolCocDq1avh6uqKf//9Fx9++CHrQ5FBuXLlCiwtLWFmZoYPP/wQ27dvR926dREVFQVTU1PY2tpqtHdyckJUVFSe25w7dy5sbGykW+XKlYvxCIhIjSOhtINJKCLSVffu3QPw5iTUkydPSiwmIsodk1B66OXLl1IhZDmSUABQrlw5/P7771Aqlfj999+xdu1aWeIgKg61atVCWFgYzp49i48++gj+/v64fv16kbY5depUxMfHSzd1EU0iKl5MQmkHa0IRkS66desW7t+/D2NjY9SuXTvHNlWqVAEARERElGRoRJQLJqH0kDrbb2lpCTs7O9ni8Pb2xuzZswEAY8eOxY0bN2SLhUibTE1N4e7uDk9PT8ydOxceHh74/vvv4ezsjLS0NMTFxWm0j46OhrOzc57bNDMzk664p74RUfFjEko7WBOKiHTR1q1bAQAdO3ZEuXLlcmxTp04dAFnT9lgOgUh+TELpoVen4ikUCllj+fzzz+Hr64sXL15g7NixssZCVFxUKhVSU1Ph6ekJExMTHD58WFoXHh6Oe/fuwdvbW8YIiSg3TEJpB6fjEZU+x48fR48ePeDi4gKFQoEdO3ZorA8ICIBCodC4de7cuURj3LJlCwCgf//+ubaxtbWFi4sLABR5ZDsRFR2TUHpIznpQrzMyMsLq1asBAEeOHJFiI9JXU6dOxfHjxxEZGYkrV65g6tSpOHbsGIYMGQIbGxuMGDECEydOxNGjR3H+/HkMHz4c3t7evDIekY5iEko7OB2PqPRJTk6Gh4cHli9fnmubzp074/Hjx9Lt999/L7H4/v33X1y4cAFKpRK9e/fOs23dunUBMAlFpAt4dTw9pE70VK1aVd5A/l/VqlXRvn17HD16FBs2bMCXX34pd0hEhfbkyRMMGzYMjx8/ho2NDRo2bIj9+/fjrbfeAgAsWbIERkZG6NevH1JTU+Hn54cVK1bIHDUR5YZJKO3gdDyi0qdLly7o0qVLnm3MzMzeWJKguKhHQbVv3x729vZ5tq1bty4OHTrEJBSRDuBIKD0UGRkJQDdGQqkNGzYMALBu3TpeKY/02po1axAZGYnU1FQ8efIEhw4dkhJQQNYXseXLlyM2NhbJycnYtm2bbB++iOjNmITSDk7HI6KcHDt2DI6OjqhVqxY++ugjPHv2rMT2nZ+peGocCUWkO5iE0kO6NB1PrV+/fihTpgxu3bqFc+fOyR0OERERACAxMREAYGFhIXMk+o1JKCJ6XefOnbFu3TocPnwY8+fPR0hICLp06YLMzMxcH5OamoqEhASNW2H8999/OHfuHIyMjN44FQ9gEopIlzAJpYd0MQllZWWFvn37AsgaDUVERKQL1COhrKysZI5Ev6lrQnE6HhGpDRo0CD179kSDBg3Qu3dv7N69G+fOncOxY8dyfczcuXNhY2Mj3SpXrlyofatHQbVt2xZOTk5vbK9OQv3333/S/wUikgeTUHomPT0dDx8+BKA7NaHU1FPyfv/9d6SlpckcDREREafjaQtHQhHRm1SvXh329va4c+dOrm2mTp2K+Ph46Xb//v1C7UudhBowYEC+2pcvX15KVt24caNQ+yQi7WASSs88ePAAKpUKZmZmcHR0lDscDR07dkSFChUQGxuLPXv2yB0OERERk1BawiQUEb3JgwcP8OzZM1SoUCHXNmZmZrC2tta4FdT9+/dx5swZKBQK9OnTJ9+P45Q8It3AJJSeUU/Fq1KlCoyMdOvlUyqVGDJkCABOySMiIt3A6XjaoZ6OxyQUUemRlJSEsLAwhIWFAQAiIiIQFhaGe/fuISkpCZMnT8aZM2cQGRmJw4cPo1evXnB3d4efn1+xxrV161YAQOvWrfNMeL2OSSgi3aCVLEb16tVzvBJCXFwcqlevro1d0P/TxXpQr1JPydu9ezdiY2NljoaIiEo7joTSDvVIKNaEIio9/vnnHzRu3BiNGzcGAEycOBGNGzfGtGnToFQqcfnyZfTs2RM1a9bEiBEj4OnpiRMnTkhJ6+JS0Kl4akxCEekGY21sJDIyMserIKSmpkr1i0g7IiMjAehePSi1Bg0aoFGjRggLC8Mff/yBjz76SO6QiIioFGMSSjs4HY+o9GnXrh2EELmu379/fwlGk+XRo0c4deoUAEgXRcovdRLq2rVrWo+LiPKvSEmoXbt2SX/v378fNjY20v3MzEwcPnxYZ5Ml+krXR0IBWaOhwsLCsG7dOiahiIhINunp6dLIHSahikadhMrMzERGRgaMjbXyOyYRUYGcPXsWANC4cWNUrFixQI+tWbMmgKzvU+zHiORTpHde7969AQAKhQL+/v4a60xMTFC1alUsWrSoKLug1+hDEmrw4MGYNGkSzpw5g4iICFSrVk3ukIiIqBRKTk6W/rawsJAxEv336vSa1NRUfnkjIlmop9I1aNCgwI91cnKCsbExMjIyEBUVhUqVKmk7PCLKhyLVhFKpVFCpVKhSpQqePHki3VepVEhNTUV4eDi6d++urVgJuj8dDwCcnZ3h7e0NADh69KjM0RARUWmlnopnamoKU1NTmaPRb68moTglj4jkok5CqafWFYRSqYSLiwuArCv5EZE8tFKYPCIiAvb29trYFOVBpVLh/v37AHR7JBQAtG3bFgBw/PhxmSMhIqLSivWgtMfY2Fga/cQkFBHJpShJKADS6CcmoYjko7Wx1IcPH8bhw4elEVGv+vXXX7W1m1Lt8ePHSE9P18ji6yofHx/MnTsXISEhcodCRESlVGJiIgAmobTFzMwMGRkZvEIeEckiMzMTN2/eBMAkFJE+08pIqJkzZ6JTp044fPgwnj59iufPn2vcSDvUU/EqVaqk87UYWrZsCaVSicjISNy7d0/ucIiIqBTiSCjt4hXyiEhOkZGRSElJgbm5eaFLkzAJRSQ/rWQyVq1ahbVr12Lo0KHa2BzlQl2UXJfrQalZWVmhSZMmOHfuHI4fP453331X7pCIiKiUYRJKu5iEIiI5Xbt2DQBQp04dKJXKQm2DSSgi+WllJFRaWhpatmypjU1RHvThyniv8vHxAQBOySMiIlkwCaVdTEIRkZyKWg8KYBKKSBdoJQn1/vvvY9OmTdrYFOVB35JQLE5ORERyYhJKu9RXyGNNKCKSA5NQRIZBK0molJQULF68GD4+Phg3bhwmTpyocSPtUNeE0pckVOvWraFQKHDr1i08fvxY7nCIiKiU0dUk1PHjx9GjRw+4uLhAoVBgx44dGuuFEJg2bRoqVKiAMmXKwNfXF7dv39ZoExsbiyFDhsDa2hq2trYYMWKEdLzFhSOhiEhO2kxCPXz4MNvFtIioZGglCXX58mU0atQIRkZGuHr1Ki5evCjdwsLCtLELgn7VhAKAcuXKoWHDhgCAEydOyBwNERGVNuqkjJWVlcyRaEpOToaHhweWL1+e4/oFCxbghx9+wKpVq3D27FlYWFjAz89PI/kzZMgQXLt2DQcPHsTu3btx/PhxjBo1qljjZhKKiOSiUqlw48YNAEVLQlWoUAFGRkbIyMhAdHS0tsIjogLQSmHyo0ePamMzlAchhN5NxwOy6kJdunQJISEhePvtt+UOh4iIShFdHQnVpUsXdOnSJcd1QggsXboUX331FXr16gUAWLduHZycnLBjxw4MGjQIN27cwL59+3Du3Dk0bdoUALBs2TJ07doVCxcuhIuLS7HEzel4RCSXe/fu4cWLFzA1NUX16tULvR1jY2NUqFABDx8+xIMHD1ChQgUtRklE+aGVkVBU/GJiYvDy5UsAQOXKlWWOJv/UdaFYnJyIiEqariah8hIREYGoqCj4+vpKy2xsbODl5YXQ0FAAQGhoKGxtbaUEFAD4+vrCyMgIZ8+eLbbYOBKKiOSivjJerVq1YGxctHEUrAtFJC+tjIRq3749FApFruuPHDmijd2UaupRUBUqVJB+idQH6iTUtWvX8PTpU9jb28scERERlRb6mISKiooCADg5OWksd3JyktZFRUXB0dFRY72xsTHs7OykNjlJTU3VGMWUkJBQoNiYhCIiuWijHpRapUqVcPbsWSahiGSilSRUo0aNNO6np6cjLCwMV69ehb+/vzZ2UerpWz0oNQcHB9StWxfXr1/HiRMn0KdPH7lDIiKiUkIfk1DFae7cuZg5c2ahH69OQnE6HhGVtJEjR8Lb2xtly5Yt8rY4EopIXlpJQi1ZsiTH5TNmzCj2K7WUFvpYD0qtbdu2uH79Oo4fP84kFBERlRh9TEI5OzsDAKKjozVqlURHR0s/+jk7O+PJkycaj8vIyEBsbKz0+JxMnTpV46rFCQkJBZrirx6JzZFQRFTSbG1t0bp1a61si0koInkVa02od999F7/++mtx7qLUiIyMBKCfSSgfHx8ArAtFREQlKzExEYB+JaGqVasGZ2dnHD58WFqWkJCAs2fPwtvbGwDg7e2NuLg4nD9/Xmpz5MgRqFQqeHl55bptMzMzWFtba9wKgtPxiMgQMAlFJK9iTUKFhoZKH1ioaPR1Oh7wv7pQYWFhiI+PlzkaorzNnTsXzZo1g5WVFRwdHdG7d2+Eh4drtElJScGYMWNQvnx5WFpaol+/frzML5EO0tWRUElJSQgLC0NYWBiArGLkYWFhuHfvHhQKBSZMmIA5c+Zg165duHLlCoYNGwYXFxf07t0bAFCnTh107twZI0eOxN9//41Tp05h7NixGDRoULFdGQ9gEoqIDAOTUETy0sp0vL59+2rcF0Lg8ePH+Oeff/D1119rYxelnj5Px3NxcYG7uzvu3LmDkydPolu3bnKHRJSrkJAQjBkzBs2aNUNGRga++OILdOrUCdevX4eFhQUA4JNPPsFff/2F4OBg2NjYYOzYsejbty9OnTolc/RE9CpdTUL9888/aN++vXRfPUXO398fa9euxWeffYbk5GSMGjUKcXFxaN26Nfbt26fxw97GjRsxduxYdOzYEUZGRujXrx9++OGHYo1bPR2PNaGISJ+9moQSQuR5gS0i0j6tJKFsbGw07hsZGaFWrVqYNWsWOnXqpI1dlGoqlQoREREA9DMJBWSNhrpz5w4OHz7MJBTptH379mncX7t2LRwdHXH+/Hm0bdsW8fHxWLNmDTZt2oQOHToAAAIDA1GnTh2cOXMGLVq0kCNsIsqBriah2rVrByFErusVCgVmzZqFWbNm5drGzs4OmzZtKo7wcqVOgr18+bJE90tEpE0uLi5QKBRIS0vDkydPsl2NlIiKl1aSUIGBgdrYDOXi2rVrSExMhIWFBWrUqCF3OIXSo0cP/PrrrwgKCsJ3330HpVIpd0hE+aKeQmpnZwcAOH/+PNLT0+Hr6yu1qV27NqpUqYLQ0FAmoYh0iK4mofSVejToixcvZI6EiKjwTE1N4erqisjISISHhzMJRVTCtFoT6vz589iwYQM2bNiAixcvanPTpdrx48cBAC1btoSJiYnM0RRO165dYWdnh8ePH2sUWyXSZSqVChMmTECrVq1Qv359AEBUVBRMTU1ha2ur0dbJyQlRUVG5bis1NRUJCQkaNyIqPpmZmdKIHSahtEN9aXQmoYhI39WtWxcAcP36dZkjISp9tJKEevLkCTp06IBmzZph/PjxGD9+PDw9PdGxY0fExMRoYxelmvqqcuoC3/rI1NQUgwcPBgCsW7dO5miI8mfMmDG4evUqgoKCirytuXPnwsbGRroV5LLoRFRwycnJ0t9MQmmHeiTUq88tERmu48ePo0ePHtL0tR07dmisF0Jg2rRpqFChAsqUKQNfX1/cvn1bnmALiEkoIvloJQk1btw4JCYm4tq1a4iNjUVsbCyuXr2KhIQEjB8/Xhu7KLWEENJIKB8fH5mjKZphw4YBALZt2yZdNptIV40dOxa7d+/G0aNHpQKWAODs7Iy0tDTExcVptI+Ojoazs3Ou25s6dSri4+Ol2/3794srdCLC/6biKZVKqaA2FQ1HQhGVLsnJyfDw8MDy5ctzXL9gwQL88MMPWLVqFc6ePQsLCwv4+fnpxRU0mYQiko9WklD79u3DihUrUKdOHWlZ3bp1sXz5cuzdu1cbuyi1bt26hejoaJiZmaFZs2Zyh1MkzZo1Q61atfDy5Uts3bpV7nCIciSEwNixY7F9+3YcOXIE1apV01jv6ekJExMTjWml4eHhuHfvHry9vXPdrpmZGaytrTVuRFR81EkoKysrXvlIS5iEIipdunTpgjlz5qBPnz7Z1gkhsHTpUnz11Vfo1asXGjZsiHXr1uHRo0fZRkzpIiahiOSjlSSUSqXKsVaRiYkJVCqVNnZRaqmn4rVo0ULj0sz6SKFQSKOhOCWPdNWYMWOwYcMGbNq0CVZWVoiKikJUVJRUW8bGxgYjRozAxIkTcfToUZw/fx7Dhw+Ht7c3i5IT6RAWJdc+TscjIrWIiAhERUVpXKjFxsYGXl5eCA0NzfVxulIjU52Eevz4MZ4/fy5LDESllVaSUB06dMDHH3+MR48eScsePnyITz75BB07dtTGLkotQ5mKp/buu+8CAI4dO4Z79+7JHA1RditXrkR8fDzatWuHChUqSLc//vhDarNkyRJ0794d/fr1Q9u2beHs7Ixt27bJGDURvY5JKO3jSCgiUlNfjOX1K8u96UItulIj08rKSto3R0MRlSytJKF+/PFHJCQkoGrVqnBzc4ObmxuqVauGhIQELFu2LN/bMeTid4UhhDCIouSvqlKlCtq3bw8hBDZu3Ch3OETZCCFyvAUEBEhtzM3NsXz5csTGxiI5ORnbtm3Lsx4UEZU8de1BJqG0hyOhiKiodKlGJqfkEclDK0moypUr48KFC/jrr78wYcIETJgwAXv27MGFCxc0Cvq+iSEXvyuMyMhIPHjwAMbGxnnWmtE3Q4cOBZA1JU8IIXM0RERkiDgSSvs4EoqI1NQ/vkVHR2ssf9OFWnSpRiaTUETyKFIS6siRI6hbty4SEhKgUCjw1ltvYdy4cRg3bhyaNWuGevXq4cSJE/neniEXvysM9SioZs2aSR/8DEG/fv1QpkwZ3Lx5E//884/c4RARkQFiEkr7Xk1C8UckotKtWrVqcHZ21rhQS0JCAs6ePas3P54zCUUkjyIloZYuXYqRI0fmmMG2sbHBBx98gMWLFxdlF5LCFr/TZ4ZWD0rN2tpaSjSyQDkRERUHJqG0Tz0dTwhhsKPQieh/kpKSEBYWhrCwMABZ38fCwsJw7949KBQKTJgwAXPmzMGuXbtw5coVDBs2DC4uLujdu7escecXk1BE8ihSEurSpUvo3Llzrus7deqE8+fPF2UXksIWv9OVKzAUhqHVg3qV+ip5v//+O9LS0mSOhoiIDA2TUNr36qhsTskjMnz//PMPGjdujMaNGwMAJk6ciMaNG2PatGkAgM8++wzjxo3DqFGj0KxZMyQlJWHfvn16c0VvdRLqwYMHevUdkUjfFSkJFR0dDRMTk1zXGxsbIyYmpii7KDJduQJDQT148AD//vsvjIyM0KpVK7nD0TpfX19UqFABz549w969e+UOh4iIDAyTUNqnVCphZmYGgMXJiUqDdu3a5XixlrVr1wIAFAoFZs2ahaioKKSkpODQoUOoWbOmvEEXgK2tLVxcXAAAV65ckTkaotKjSEmoihUr4urVq7muv3z5MipUqFCUXUgKW/xOl67AUBDqqXhNmjSRtWBfcVEqlRgyZAgAYP369TJHQ0REhoZJqOLB4uREZEjUP/bv3r1b5kiISo8iJaG6du2Kr7/+Ose6AC9fvsT06dPRvXv3ouxCUtjid7p0BYaCUCehDHEqnpp6St6ff/6J2NhYmaMhIiJDwiRU8VDXheJIKCIyBP379wcAbNmyhRdcICohRUpCffXVV4iNjUXNmjWxYMEC7Ny5Ezt37sT8+fNRq1YtxMbG4ssvv8z39gy9+F1BqOtBGVpR8lc1aNAAHh4eSEtLw+bNm+UOh4iIDAiTUMWDI6GIyJB07doV5ubmuHPnDi5fvix3OESlQpGSUE5OTjh9+jTq16+PqVOnok+fPujTpw+++OIL1K9fHydPnsxWSDwvhl78Lr+ePHmCmzdvQqFQoHXr1nKHU6zUo6F4lTwiItImJqGKB5NQRGRILC0t0aVLFwBZo6GIqPgVKQkFAK6urtizZw+ePn2Ks2fP4syZM3j69Cn27NmDatWqFWhbhl78Lr9OnjwJIGukkJ2dnczRFK933nkHRkZGCA0Nxe3bt+UOh4iIDIQ6CWVlZSVzJIaF0/GIyNCop+QFBwdzSh5RCShyEkqtXLlyaNasGZo3b45y5cppa7Ol0oULFwAAzZs3lzmS4ufs7Aw/Pz8ALFBORETak5iYCIAjobSNI6GIyNB0794dZmZmCA8Px7Vr1+QOh8jgaS0JRdpz6dIlAICHh4fMkZQM9ZS89evXQ6VSyRwNEREZgkePHgEA7O3tZY7EsHAkFBEZGmtra+lH8eDgYJmjITJ8TELpoNKWhOrVqxesrKwQGRkpTUUkIiIqrOfPnyMmJgYADHLavpw4EoqIDJF6St7WrVtljoTI8DEJpWNiY2Nx//59AEDDhg1ljqZklClTBgMGDADAKXlERFR04eHhAICKFStyOp6WMQlFRIaoR48eMDExwbVr13Djxg25wyEyaExC6Rj1pUGrVq0KGxsbmaMpOeopeZs3b8bLly9ljoaIiPTZzZs3AQC1atWSORLDw+l4RGSIbG1t8dZbbwHgVfKIihuTUDqmtE3FU2vTpg1cXV2RkJCAnTt3yh0OERHpMfVIqNq1a8scieHhSCgiMlTqmRmsC0VUvJiE0jGlNQllZGSEoUOHAuCUPCIiKhp1EoojobSPI6GIyFD17NkTxsbGuHLlivR/hIi0j0koHVNak1AApCTU/v37ERUVJXM0RESkr5iEKj4cCUVEhsrOzg4dO3YE8L8peTExMahatSreffddOUMjMihMQumQjIwMXLt2DUDpTELVrFkTLVq0QGZmJn7//Xe5wyEiIj2UkZGB27dvA2ASqjgwCUVEhkx9lTx1EuqPP/7Af//9h82bNyM9PV3O0IgMBpNQOiQ8PBypqamwtLREtWrV5A5HFpySR0RERREZGYn09HSYm5ujSpUqcodjcDgdj4gMWe/evaFUKhEWFoY7d+5Iyaj09HTcvXtX5uiIDAOTUDpEfWW8hg0bwsiodL40AwcOhImJCS5evIgrV67IHQ4REekwIQR27tyJ1atXY/Xq1bh+/bo0Fa9mzZp6/b90xowZUCgUGrdXC62npKRgzJgxKF++PCwtLdGvXz9ER0cXe1wcCUVEhsze3h7t27cHAKxYsQLHjx+X1l2/fl2usIgMiv5+OjNA6npQDRs2lDkS+ZQvXx7du3cHwNFQRESUt9WrV6N3794YNWoURo0ahVatWiEkJASAYUzFq1evHh4/fizdTp48Ka375JNP8OeffyI4OBghISF49OgR+vbtW+wxcSQUERk69ZS877//HkIIaTmTUETawSSUDinNRclfNWzYMADAhg0bkJmZKXM0RESki548eYLPP/8cANC6dWtUqVIFcXFxWLRoEQDDSEIZGxvD2dlZutnb2wMA4uPjsWbNGixevBgdOnSAp6cnAgMDcfr0aZw5c6ZYY+JIKCIydH369IGRkRFUKhUAoGLFigAg1e4loqJhEkqHMAmVpWvXrrCzs8Pjx49x+PBhucMhIiIdNHnyZMTFxaFRo0Y4evQotmzZAoVCIX1peHXqmr66ffs2XFxcUL16dQwZMgT37t0DAJw/fx7p6enw9fWV2tauXRtVqlRBaGhoscbEkVBEZOgcHR3h4+Mj3Vf/4MGRUETawSSUjoiJicHjx4+hUCjQoEEDucORlampKQYPHgyAU/JIHsePH0ePHj3g4uIChUKBHTt2aKwXQmDatGmoUKECypQpA19fX+lqXERU/E6dOoV169ZBoVBg1apVMDY2RrNmzfDhhx9KbfR9JJSXlxfWrl2Lffv2YeXKlYiIiECbNm2QmJiIqKgomJqawtbWVuMxTk5OiIqKynWbqampSEhI0LgVFEdCEVFpMGDAAABA06ZN0a1bNwBZF5HKyMiQMywig8AklI5Qj4Jyc3ODpaWlzNHITz0lb9u2bUhMTJQ5GiptkpOT4eHhgeXLl+e4fsGCBfjhhx+watUqnD17FhYWFvDz80NKSkoJR0pUOq1ZswYA4O/vDy8vL2n5t99+C1dXVzg5OaFu3bpyhacVXbp0wYABA9CwYUP4+flhz549iIuLw+bNmwu9zblz58LGxka6Va5cucDbYBKKiEqDkSNHYsmSJVi3bh1cXV1RpkwZpKamIiIiQu7QiPQek1A6glPxNDVr1gy1atXCixcvsG3bNrnDoVKmS5cumDNnDvr06ZNtnRACS5cuxVdffYVevXqhYcOGWLduHR49epRtxBQRaV9mZiZ2794NABg6dKjGOltbW1y+fBm3bt2SkiWGwtbWFjVr1sSdO3fg7OyMtLQ0xMXFabSJjo6Gs7NzrtuYOnUq4uPjpdv9+/cLHId6Ol5qairrNhKRwTI2NsaECRNQp04dKJVKaYo3p+QRFR2TUDqCSShNCoVC+nKxdOlSpKWlyRwRUZaIiAhERUVp1GKxsbGBl5dXsddiISLgzJkziImJga2tLdq0aZNtvbW1NaytrWWIrHglJSXh7t27qFChAjw9PWFiYqJRNzE8PBz37t2Dt7d3rtswMzOTnp/CPk+vJvc4GoqIZsyYAYVCoXEzhJp8r1OPrmUSiqjomITSEUxCZTdixAiUK1cOYWFh+PLLL+UOhwgApHorTk5OGstLohYLEQE7d+4EkHURCxMTE5mjKT6TJk1CSEgIIiMjcfr0afTp0wdKpRKDBw+GjY0NRowYgYkTJ+Lo0aM4f/48hg8fDm9vb7Ro0aJY4zI3N4dCoQDA4uRElKVevXp4/PixdDt58qTcIWldvXr1ADAJRaQNTELpgLS0NNy4cQMAk1CvcnZ2RmBgIABg4cKF2Lt3r8wRERWeNmqxEBGwa9cuAECvXr1kjqR4PXjwAIMHD0atWrXw9ttvo3z58jhz5gwcHBwAAEuWLEH37t3Rr18/tG3bFs7OziUyfV2hULAuFBFpMDY2hrOzs3Szt7eXOyStU4+EunbtmsyREOk/JqF0wI0bN5Ceng5bW1tUqVJF7nB0Sq9evTB27FgAWQVoHz9+LHNEVNqp661ER0drLC+JWixEpV14eDjCw8NhYmKCzp07yx1OsQoKCsKjR4+QmpqKBw8eICgoCG5ubtJ6c3NzLF++HLGxsUhOTsa2bdvy7IO0iUkoInrV7du34eLigurVq2PIkCG4d+9erm31dWS4Ogl148YN1sMjKiImoXSAeipew4YNpSHu9D/fffcdPDw8EBMTg3fffZcdP8mqWrVqcHZ21qjFkpCQgLNnz2q9Fkt6ejpat24Ne3v7bAWIiUoj9Sio9u3bG2TdJ32hLk7O6XhE5OXlhbVr12Lfvn1YuXIlIiIi0KZNm1yvbq2vI8OrV6+OcuXKISUlBadOnZI7HCK9xiSUDng1CUXZmZubIygoCGXLlsWRI0cwf/58uUMiA5eUlISwsDCEhYUByCpGHhYWhnv37kGhUGDChAmYM2cOdu3ahStXrmDYsGFwcXFB7969tRqHiYkJIiIi8OzZM4SHh2t120T6SF0PqmfPnjJHUrpxJBQRqXXp0gUDBgxAw4YN4efnhz179iAuLg6bN2/Osb2+jgxXKpXSNPDg4GCZoyHSb0xC6QD1F13Wg8pd7dq1sXz5cgDAtGnTcPr0aZkjIkP2zz//oHHjxmjcuDEAYOLEiWjcuDGmTZsGAPjss88wbtw4jBo1Cs2aNUNSUhL27dsHc3NzrcdSq1YtAMDNmze1vm0ifRITEyP1/UxCyYsjoYgoN7a2tqhZsybu3LmT43ptXKVTLv379wcAbN26FSqVSuZoiPQXk1AyS09Px9mzZwEAzZs3lzka3ebv74933nkHmZmZGDx4MJ4/fy53SGSg2rVrByFEttvatWsBZBXmnTVrFqKiopCSkoJDhw6hZs2axRKL+jLHHAlFpd3u3bshhECTJk30ZvqGoeJIKCLKTVJSEu7evYsKFSrIHYrW+fr6wtraGo8fP0ZoaKjc4RDpLSahZHbhwgUkJyfDzs4O9evXlzscnaZQKLBy5Uq4ubnh3r17eP/99yGEkDssomKlHgnFJBSVdpyKpzvUI6GYhCKiSZMmISQkBJGRkTh9+jT69OkDpVKJwYMHyx2a1pmZmUn/gzglj6jwmISSWUhICACgTZs2MDLiy/Em1tbWCAoKgomJCbZt24ZVq1bJHRJRsWISigh4+fIlDhw4AABSTQ6Sj3okFKfjEdGDBw8wePBg1KpVC2+//TbKly+PM2fOwMHBQe7QisWAAQMAcEoeUVEw6yGz48ePAwDatm0rcyT6o2nTplJx8k8++QSXL1+WOSKi4qNOQt2+fZtXhqRS69ChQ3j58iWqVKnC+ok6gNPxiEgtKCgIjx49QmpqKh48eICgoCC4ubnJHVax6dSpE6ysrPDgwQOppAoRFQyTUDLKzMzEiRMnAAA+Pj4yR6NfJkyYgK5duyI1NRWDBg0q8q+xSUlJCA0NxenTp6XbuXPnkJGRoaWIiQqnSpUqMDc3R1paGiIjI+UOh0gWO3bsAJA1FU+hUMgbDLEwORGVWubm5ujevTuArNFQRFRwTELJ6PLly0hISICVlRUaNWokdzh6RaFQYO3atahQoQJu3LiB8ePHF3pbQgh06NABLVu2RKtWraRb8+bN8f7772sxaqKCUyqVqFGjBgBOyaPS6ebNm1i/fj0AoF+/fjJHQwBHQhFR6aa+St6WLVtYn5aoEJiEkpG6HlTr1q2hVCpljkb/ODg4YOPGjVAoFPj1118RFBRUqO1cvHgR586dg1KphJubm3QzMjLCb7/9hnXr1mk5cqKCYV0oKq2EEBg9ejTS09PRtWtXjhrWESxMTkSlWZcuXWBhYYH//vsP58+flzscIr3DJJSM1EkofqguvPbt2+Orr74CAIwaNQr//vtvgbehTjL1798fd+7ckW4zZswAAIwePRq3bt3SWsxEBcUkFJVWmzZtwtGjR2Fubo4ff/yRU/F0BAuTE1FpVqZMGXTr1g1A1mgoIioYJqFkolKppHpQLEpeNNOmTUPr1q2RmJiIQYMGIS0tLd+PTU9Px6ZNmwAAQ4cO1Vj3xRdfoF27dkhOTsagQYOQmpqq1biJ8kudhLp586bMkRCVnLi4OHz66acAgK+//hrVqlWTOSJS43Q8IirtOCWPqPCYhJLJ9evX8ezZM5QtWxaenp5yh6PXjI2NsXHjRpQrVw7nzp2TRkblx/79+xETEwNHR0d06tRJY51SqcTGjRthb2+Pixcv4vPPP9d26ET5Urt2bQAcCUWly5dffono6GjUrl0bkyZNkjscegULkxNRadelSxeUKVMGd+/ehbu7Ozw8PHDmzBm5wyLSC0xCyeT48eMAAG9vb5iamsocjf6rUqUKfv31VwDAd999h3379uXrceqpeO+88w5MTEyyrXdxccHatWsBAN9//z127dqlnYCJCkA9EioqKgoJCQkyR0NU/M6dO4eVK1cCAFasWMH/kzrG2toaAPD8+XOZIyEikoelpSUGDBgAAPj3339x+fJlLFiwQOaoiPQDk1AyYT0o7evduzfGjBkDABg2bBgeP36cZ/u4uDgpqTRs2LBc23Xr1g2ffPIJAGD48OF48OCBliImyh9ra2s4OzsD4Ggo0n+7du1CmzZt4O3tjQ4dOuDixYsa6zMzM/HRRx9BCIF3330X7du3lylSyo16amRh6jASERmK1atX4+zZs/j9998BAHv37kVSUpLMURHpPiahZCCEkEZCsR6Udi1cuBAeHh6IiYnB0KFDoVKpcm0bHByM1NRU1K9fH40aNcpzu/PmzYOnpydiY2MxZMgQZGZmajlyorzVrVsXAHDlyhWZIyEqms8++wwnT57EmTNncPToUQwbNgzp6enS+hUrVuD8+fOwtbXFwoULZYyUcuPm5gYga3Qmv3ARUWllamqK5s2bY+DAgXB3d0dKSgr27Nkjd1hEOo9JKBncvn0bUVFRMDU1hZeXl9zhGBRzc3MEBQWhbNmyOHz4MObPn59rW/VUvGHDhr3xikumpqYICgqCpaUljh8/jjlz5mg1bqI3UdeO++eff2SOhKjwwsPDER4eDhMTEwQHB8Pe3h5Xr17F0qVLAQCPHz+W6vp9++23cHJykjFayo2trS3Kly8PgKOhiIgUCoVUqDw4OFjmaIh0H5NQMlCPgvLy8oK5ubnM0Rie2rVrY/ny5QCyrqh0+vTpbG3u3r2LkydPQqFQ4J133snXdt3d3bFq1SoAwKxZs6TXkagkNG3aFEBWrRwifaWeAt2+fXv0798f3333HQBgxowZ+PPPPzF69GgkJCSgWbNmGDVqlJyh0huoR0PduXNH5kiIiOSnTkLt2bOHF20gegNjuQMojVgPqvj5+/vj4MGD2LRpEwYPHoywsDCUK1dOWr9hwwYAgK+vLypWrJjv7Q4ZMgSHDh3C2rVr8c477+DSpUvSr8FExUmdhLp06RJSU1NhZmYmc0REBbdz504AQK9evQBk9dW//vorTpw4gZ49ewIAjIyMsGrVKiiVStnipDdzd3fH33//jbt378odChGR7Jo0aYJq1aohIiIC3333HZo0aZJrW2dnZzRv3rwEoyPSLUxClTAhBJNQJUChUGDlypU4e/Ys7t69i/feew9Tp06V1q9fvx5A3gXJc7Ns2TKEhoYiPDwcAQEB+PrrrzX2W69ePZQtW7boB0H0imrVqsHOzg6xsbG4evWqND2PSF/ExMRII1N79OgBIKvP/OWXX/Dee+8hISEBCoUCAQEBeX54J93AkVBERP+jnpL33XffYebMmW9sf/ToUbRr1674AyPSQUxClbC7d+/i/v37MDY2hre3t9zhGDRra2sEBQWhZcuW2LFjB3bs2KGx3sLCAn369Cnwdi0tLREUFAQvLy/s3r0bu3fv1ljv6emJU6dOcaQKaZVCoUDTpk1x4MABnDt3jkko0ju7d++GEAJNmjRB5cqVpeU1a9bEyZMnZYyMCkOdhOJIKCKiLOPHj8eVK1fw/PnzXNs8evQI9+/fx4YNG5iEolKLSagSpr6Ep4+PDywsLGSOxvA1bdoUq1atwty5c5GRkSEtNzIywtixYwv9GjRq1AirV6/G7NmzNbYbHR2N8+fP47PPPsP3339f5PiJXtWsWTMcOHDAIIuT79+/HwsXLkRGRgbMzMwwZ84caQoiySs9PR0ff/wxbty4AQBo2LAhFi9eDKVSiYMHD2LBggXS6zZr1qxcpxio60Gpp+KRfnN3dwfAkVBERGqVKlXC3r1782xz9OhRdOjQAdu3b8fKlSthYmJSQtER6Q6FEELIHURJSkhIgI2NDeLj42FtbV2i+xZCoGbNmrhz5w7WrVuHoUOHluj+qfjt2bMH3bp1A5BV+0Rd44TodYXpi3bs2IE+ffqgYcOGuHTpUjFHWHKePXuGWrVq4dmzZ9KyWrVq4dKlSxxRqAMWLVqESZMmaSxbsWIFBg0ahFq1aiEmJkZa7u7ujitXrmS76MbLly9hb2+PFy9e4OLFi2jUqFFJhE5vUJTPRFFRUahQoQKMjIzw8uVLmJqaFlOURGTI5PxuJoeMjAy4uLggJiYGBw4cwFtvvSV3SEQljlfHK0FnzpzBnTt3Cj0NjHRf165dMXHiRADA8OHD8eDBA5kjIkOiHhl07do1vHjxQuZotGfKlCl49uwZ6tWrh6CgIDg5OSE8PBwLFy6UO7RS7/79+5g+fTqArNfp008/BQBMnToVH330EWJiYlC7dm0EBQWhQoUKuHPnDubPn59tO4cOHcKLFy9QpUoVeHh4lOgxUPFwcnKChYUFVCoVIiMj5Q6HiEgvGBsbo2/fvgCALVu2yBwNkTyYhCpB6mLYffv2haWlpczRUHGZO3cuPD09ERsbiyFDhiAzM1PukMhAVKxYEc7OzsjMzCy2kVDx8fE4deqUxu3ChQsorkGzp0+fxi+//AIA+OmnnzBw4EAsWrQIADBnzhz8+++/xbJfXfLgwQPpuda1xPWECROQnJyMli1b4ptvvsH8+fPh6emJ+Ph4/PHHHwCAlStXYuDAgViyZAmArD7w9Sla6ql4PXv2hEKhKNmDoGKhUChYnJyIqBD69+8PANi+fbtGWQ+i0oI1oUpIamoqgoKCABTuimykP0xNTREUFITGjRvj+PHjmDNnjjSSgKgo1MXJd+/ejf3792v94gYpKSnw9vaWav+8atasWRpXgtSG9PR0fPjhhwCA9957D61atQIAvPPOO/j1119x5MgRjBs3Drt37zbYxMWtW7fQuHFjaWSbhYUFLl68iBo1asgcWdb04m3btkGpVGLlypUwMsr63WrVqlVo3rw5hBAYNmyYVFj17bffxpo1a3Dw4EGMGTMG+/btg0KhgEqlwp9//gmA9aAMjbu7Oy5fvszi5EREBeDj44Py5csjJiYGrVq1QpkyZd74mMqVK+Pnn3/OsW1aWho++ugjqS9u27YtZs2apfW4ibRGlDLx8fECgIiPjy/R/W7dulUAEBUrVhQZGRklum+Sx8aNGwUAYWRkJI4dOyZ3OKRjCtsXbdiwQQAQZcuWFZGRkVqNaebMmdK2a9SoIWrUqCGqV68uAAhTU1MRHh6u1f0tXLhQABB2dnYiJiZGY92NGzeEiYmJACC2bt2q1f3qCpVKJXx9fQUAUb58eVG+fHkBQHTq1EmoVCpZY0tOThbVqlUTAMSnn36abf13330n/Pz8xJMnTzSW37p1S5iZmQkA4o8//hBCCBEaGioACGtra5Gamloi8VP+FPUz0eTJkwUAMX78eC1HRkSlhVzfzeQ2ZswYAaBAt8DAwBy3tXnz5mxtr1+/XrIHRFQAnI5XQtatWwcAePfdd6FUKmWOhkrCO++8g4CAAKhUKgwZMkSj6DJRYb3zzjto27YtXrx4gfHjx2ttu3fu3MG3334LAFizZg1u3bqFW7du4c6dO+jcuTPS0tIwZswYrU3Le7XW0IIFC2Bvb6+xvnbt2vjss88AAB9//DGSkpK0sl9d8scff+DQoUMwNzfH2bNnERoaCjMzMxw4cADBwcGyxvbtt98iIiIClSpVwowZM7KtnzRpEvbt2wcHBweN5TVq1MCUKVMAZE3lS0hIwM6dOwFk1cxj8WrDor5CHkdCEREVzIIFC7Bz505s3rz5jTd/f38AudeQUi8fNGiQNKqc9aZIl+nt1fGWL1+O7777DlFRUfDw8MCyZctyvSz0q+S4AsPTp09RoUIFZGRk4OrVq6hXr16J7Jfkl5SUhKZNmyI8PBw9evTAzp07DXZaUWlU2H4IKFpfdO3aNTRq1AgZGRlo3769Vq4gd/v2bdy9exe+vr44cOCAxnl69+5d1K9fHykpKWjbti3Kli0rrWvfvr2ULFL7+++/sXz5csyaNQuurq7S8oyMDEyaNAnh4eH4999/cevWLbRs2RInTpyQpnq96uXLl6hXrx4iIiLw6aef6kyh8qtXr+Lrr79GSkoKlEolPv7441yvbvPnn39i1apVUKlUKFu2LObNm4caNWogPj4etWvXRlRUlMZUxxkzZmDmzJmws7ND8+bNYWVlhUWLFqFy5crSNtPS0jBx4sRi/eJ/+PBhpKenY9u2bQW+kEZKSgoaNGiAO3fuwMPDAw8ePMCzZ8+wadMmDB48uJgiLr3k6oeArPPE19cXlStXxt27d3mpcaJSSs5+qDS4fv066tWrBxMTE8TExMDGxkZa9+LFCzg6OiI5ORnnzp3D1atXMXz4cIO7kjIZGJlHYhVKUFCQMDU1Fb/++qu4du2aGDlypLC1tRXR0dFvfKwcQz6XLVsmAAhPT88S2yfpjosXLwpTU1MBQHz//fdyh0NaUpR+SIii90VTpkwp8DDuN93MzMxynXI3e/bsXB+3f/9+qV1SUpKoUqWKACDatWunMa1s0aJFGo8zNjYWly5dyvM4//rrLwFAKJXKN7YtCenp6cLDw0PjOOzt7cXTp0+ztX348KGwsrLSaOvt7S0yMzPFuHHjBABRo0YNkZKSIj3m5cuXokaNGhqP8fPz03gev/32W62/9jndunfvXuhpgQcOHNDYloWFhXj+/HmhtkW5k7sfiouLE+XKlRMAxLRp0wq1DSLSb3L3Q6VFnTp1BACxbt06jeXqki+urq5CpVKJZ8+eCWNjYwFA62UUiLRFL0dCeXl5oVmzZvjxxx8BACqVCpUrV8a4ceOkaQC5kSPb7uXlhb///hvff/+9VqfPkP748ccfMW7cOJiamiI0NBRNmjSROyQqoqL0Q0DR+6KMjAzs3LlTq9PUPDw80KhRoxzXqVQq7Ny5EwkJCdKyffv2ISgoCO7u7rhy5QrMzc0xZcoUzJ8/X2qzfv16vPvuu3jw4AHq1KmDpKQkfPrpp2jQoAHq1auHpk2bvjGufv36Ydu2bXmOmiopS5YswcSJE1GuXDksWrQICxcuxPXr1zFy5Ej8/PPPGm0HDRqEP/74A02aNMHo0aPx8ccfIzk5GePGjcPy5cuhUqlw8OBB+Pr6ajzu4cOHOHz4MF6+fInx48cjLS0NmzdvxoABAxAREYF69erh5cuX+Pzzz1GnTp1iOU4TExN07969SP8njx8/joiICABA48aN0bBhQ22FR/9P7n4IyJpWOmjQICiVSpw+fTrfox+IyDDoQj9UGkybNg2zZ89Gz549pWnuQFaZht9//11jxHjnzp2xf/9+fPPNN/jiiy/kCpkoV3qXhEpLS0PZsmWxZcsW9O7dW1ru7++PuLg4jTdlTvLb0b148SLHK0QV1OPHj9GjRw8YGxvj4cOHcHR0LPI2Sf8IIdCnTx/s3LkT7u7u2LhxY6msDebu7q4xhFhfFbUfAgzjQ1dCQgLq1KmDR48eYeLEiejYsSN69eqFjIwM+Pn5Yf/+/XB0dMSOHTswf/587Ny5E97e3jh58mSBEkn3799HnTp1kJycjPnz56Njx47FeFS5S0xMRI8ePZCUlISff/4ZI0eOxIkTJ9C2bVsAwObNm1G9enUAWVMm/f39YWRkhH/++QeNGzfGokWLMGnSJGl7gwYNwu+//57nPqdPn45Zs2bBxcUF27Ztw8yZM7F37174+Pjg6NGjnN5biulSP6T+EuTk5IRRo0ahS5curP9FlAdzc3ODKM+hS/2Qobty5QoaNmwIMzMzHD16FKampsjMzETHjh2RlJSE0NBQtGjRAgDwyy+/YOTIkWjQoAECAwNljpx0WcOGDWWZSq93SahHjx6hYsWKOH36tMblyT/77DOEhITg7NmzGu1TU1ORmpoq3Y+Pj0eVKlVw//79PDu6sLAw+Pj4aC1uPz8/bN68WWvbI/0TGxuL1q1b4+HDh3KHIpvNmzfDz88vX22trKx09gt2QfshoPB9ka7bvn07AgICNJZ17twZ69evR8uWLXH79m1puZGREU6cOIH69esXeD8//vgjvvzyy6KGqxXNmjXDgQMHpETa6NGjsXHjxhzbfvDBB1iwYAEAID09HT4+Prh27RqsrKzwzz//wNnZOc99paSkoEWLFtKIIgDSiJPatWtr6YgoN+yH8uf58+fo0KED/v3330Jvg6g0qV27do7v0ZywHyIg6wdtT0/PHOtBuri44Nq1a9LnkmfPnsHd3R0qlaqkwyQ9Ex4e/sbPomra7IuMtbIVHTZ37lzMnDkz2/JXi7yWhP379xvECBCionj77bfz3dbQfhHTlb6oJOR01TQga4i++qot+uzcuXMoV65cvtr+9NNP+Omnn7ItT0xMRK1atQq1/8zMTHh5eRXqsVQw7IeIqDjcvHkz398L2A/Rmzx69Cjfn0uIXlWQz6La7Iv0Lgllb28PpVKJ6OhojeXR0dE5ZvGmTp2KiRMnSvdVKhViY2NRvnz5N2byEhISULlyZWbmc8HnJ298fvL2pufHyspKhqjyp6D9EFD4vshQzyNDPC4ek/7I73GxH8pS2s8DfWKIxwQY5nGxH8pS2r+b8Zj0hyEeV0GOSZt9kd4loUxNTeHp6YnDhw9Lc49VKhUOHz6MsWPHZmtvZmaW7fLltra2BdqntbW1wZxoxYHPT974/ORNH5+fgvZDQNH7In18nvLDEI+Lx6Q/9Pm42A9pjyEelyEeE2CYx6XPxyRHPwTo93OWGx6T/jDE4yrpY9K7JBQATJw4Ef7+/mjatCmaN2+OpUuXIjk5GcOHD5c7NCIqJdgPEZHc2A8RkdzYDxFRQellEmrgwIGIiYnBtGnTEBUVhUaNGmHfvn1wcnKSOzQiKiXYDxGR3NgPEZHc2A8RUUHpZRIKAMaOHZvrME9tMTMzw/Tp07MNGaUsfH7yxucnb4bw/LAfKjxDPC4ek/4wpONiP1R4hnhchnhMgGEelyEdU0n0Q4BhPWdqPCb9YYjHJdcxKYQQokT3SEREREREREREpY6R3AEQEREREREREZHhYxKKiIiIiIiIiIiKHZNQRERERERERERU7JiEIiIiIiIiIiKiYsckVC6WL1+OqlWrwtzcHF5eXvj777/lDkknzJgxAwqFQuNWu3ZtucOSzfHjx9GjRw+4uLhAoVBgx44dGuuFEJg2bRoqVKiAMmXKwNfXF7dv35YnWBm86fkJCAjIdj517txZnmBLUEH7l+DgYNSuXRvm5uZo0KAB9uzZo7FeF86zghzT6tWr0aZNG5QrVw7lypWDr69vtva6cG4U5JjWrl2bLV5zc3ONNrrwOgEFO6527dplOy6FQoFu3bpJbeR+rd7Uz+Tk2LFjaNKkCczMzODu7o61a9dma2PonwPYD+lHPwQYZl/Efoj9EGCY/RBgmH0R+yH2Q1rthwRlExQUJExNTcWvv/4qrl27JkaOHClsbW1FdHS03KHJbvr06aJevXri8ePH0i0mJkbusGSzZ88e8eWXX4pt27YJAGL79u0a6+fNmydsbGzEjh07xKVLl0TPnj1FtWrVxMuXL+UJuIS96fnx9/cXnTt31jifYmNj5Qm2hBS0fzl16pRQKpViwYIF4vr16+Krr74SJiYm4sqVK1Ibuc+zgh7TO++8I5YvXy4uXrwobty4IQICAoSNjY148OCB1Ebuc6OgxxQYGCisra014o2KitJoI/frJETBj+vZs2cax3T16lWhVCpFYGCg1Ebu1+pN/czr/v33X1G2bFkxceJEcf36dbFs2TKhVCrFvn37pDaG/jmA/ZB+9ENCGGZfxH6I/ZAQhtkPCWGYfRH7IfZD2u6HmITKQfPmzcWYMWOk+5mZmcLFxUXMnTtXxqh0w/Tp04WHh4fcYeik19/sKpVKODs7i++++05aFhcXJ8zMzMTvv/8uQ4Tyyi0J1atXL1nikUtB+5e3335bdOvWTWOZl5eX+OCDD4QQunGeFbXPzMjIEFZWVuK3336Tlsl9bhT0mAIDA4WNjU2u29OF10mIor9WS5YsEVZWViIpKUlaJvdr9ar8fOj67LPPRL169TSWDRw4UPj5+Un3Df1zAPuh7HSxHxLCMPsi9kPsh4QwzH5ICMPsi9gPZcd+qGj9EKfjvSYtLQ3nz5+Hr6+vtMzIyAi+vr4IDQ2VMTLdcfv2bbi4uKB69eoYMmQI7t27J3dIOikiIgJRUVEa55KNjQ28vLx4Lr3i2LFjcHR0RK1atfDRRx/h2bNncodUbArTv4SGhmq0BwA/Pz+pvdznmTb6zBcvXiA9PR12dnYay+U6Nwp7TElJSXB1dUXlypXRq1cvXLt2TVon9+sEaOe1WrNmDQYNGgQLCwuN5fr0Pn7Te8rQPwewH8qZrvVDgGH2ReyHsrAfMrx+CDDMvoj9UM7YDxXtdWIS6jVPnz5FZmYmnJycNJY7OTkhKipKpqh0h5eXF9auXYt9+/Zh5cqViIiIQJs2bZCYmCh3aDpHfb7wXMpd586dsW7dOhw+fBjz589HSEgIunTpgszMTLlDKxaF6V+ioqLybC/3eaaNPvPzzz+Hi4uLxj85Oc+NwhxTrVq18Ouvv2Lnzp3YsGEDVCoVWrZsiQcPHgCQ/3UCiv5a/f3337h69Sref/99jeX69j7O7T2VkJCAly9fGvznAPZDOdO1fggwzL6I/VAW9kOG1w8BhtkXsR/Kjv1Q0V8n4yI9mkqdLl26SH83bNgQXl5ecHV1xebNmzFixAgZIyN9NGjQIOnvBg0aoGHDhnBzc8OxY8fQsWNHGSOjkjJv3jwEBQXh2LFjGkUr9e3c8Pb2hre3t3S/ZcuWqFOnDn766SfMnj1bxsi0Z82aNWjQoAGaN2+usVzfXiui1xlKPwQYfl/EfogMmaH0ReyH9ON1khNHQr3G3t4eSqUS0dHRGsujo6Ph7OwsU1S6y9bWFjVr1sSdO3fkDkXnqM8Xnkv5V716ddjb2xvs+VSY/sXZ2TnP9nKfZ0XpMxcuXIh58+bhwIEDaNiwYZ5tS/Lc0Mb/ARMTEzRu3FiKV+7XCSjacSUnJyMoKChfPzbo+vs4t/eUtbU1ypQpY/CfA9gPadLVfggwzL6I/VAW9kOG1w8BhtkXsR/SxH5IO68Tk1CvMTU1haenJw4fPiwtU6lUOHz4sEZGl7IkJSXh7t27qFChgtyh6Jxq1arB2dlZ41xKSEjA2bNneS7l4sGDB3j27JnBnk+F6V+8vb012gPAwYMHpfZyn2eF7TMXLFiA2bNnY9++fWjatOkb91OS54Y2/g9kZmbiypUrUrxyv05A0Y4rODgYqampePfdd9+4H11/H7/pPWXonwPYD/2PLvdDgGH2ReyHsrAfMrx+CDDMvoj9kCb2Q1rqh4pU1txABQUFCTMzM7F27Vpx/fp1MWrUKGFra5vt0pKl0aeffiqOHTsmIiIixKlTp4Svr6+wt7cXT548kTs0WSQmJoqLFy+KixcvCgBi8eLF4uLFi+K///4TQmRdftTW1lbs3LlTXL58WfTq1avELxUrp7yen8TERDFp0iQRGhoqIiIixKFDh0STJk1EjRo1REpKityhF5s39S9Dhw4VU6ZMkdqfOnVKGBsbi4ULF4obN26I6dOn53hJYjnPs4Ie07x584SpqanYsmWLxmVsExMThRBCJ86Ngh7TzJkzxf79+8Xdu3fF+fPnxaBBg4S5ubm4du2axnHL3R8U9LjUWrduLQYOHJhtuS68Vm/qh6dMmSKGDh0qtVdfknjy5Mnixo0bYvny5TlektiQPwewH9KPfqgwx6UPfRH7IfZDQhhmP1SY49KHvoj90P+wH9JOP8QkVC6WLVsmqlSpIkxNTUXz5s3FmTNn5A5JJwwcOFBUqFBBmJqaiooVK4qBAweKO3fuyB2WbI4ePSoAZLv5+/sLIbIuQfr1118LJycnYWZmJjp27CjCw8PlDboE5fX8vHjxQnTq1Ek4ODgIExMT4erqKkaOHGkwH67yklf/4uPjI50/aps3bxY1a9YUpqamol69euKvv/7SWK8L51lBjsnV1TXH82L69OlCCKEz50ZBjmnChAlSWycnJ9G1a1dx4cIFje3pwuskRMHPv5s3bwoA4sCBA9m2pQuv1Zv6YX9/f+Hj45PtMY0aNRKmpqaievXqIjAwMNt2Df1zAPsh/eiHhDDMvoj9EPshIQyzHxLCMPsi9kPsh7TZDymEEKJoY6mIiIiIiIiIiIjyxppQRERERERERERU7JiEIiIiIiIiIiKiYsckFBERERERERERFTsmoYiIiIiIiIiIqNgxCUVERERERERERMWOSSgiIiIiIiIiIip2TEIREREREREREVGxYxKKiIiIiIiIiIiKHZNQRERERERERERU7JiEIiIiIiIiIiKiYsckFBERERERERERFTsmoYiIiIiIiIiIqNgxCUVERERERERERMWOSSgiIiIiIiIiIip2TEIREREREREREVGxYxKKiIiIiIiIiIiKHZNQRERERERERERU7JiEolKpatWqCAgIyFfbtWvXQqFQIDIyUmP5d999h+rVq0OpVKJRo0Zaj5GISk5u7/OSEhAQgKpVq8qybyIiIiKiksIkFFEhHDhwAJ999hlatWqFwMBAfPvtt3j06BFmzJiBsLAwucMjKpS7d+/igw8+QPXq1WFubg5ra2u0atUK33//PV6+fFls+71+/TpmzJghWwKopOhiHxEZGQmFQiHdjIyMYGdnhy5duiA0NLTQ212xYgXWrl2rvUCJiIiIyCAohBBC7iCISlrVqlXRrl27fH1JyszMRHp6OszMzKBQKAAAU6ZMwXfffYeXL1/C1NQUAPDPP/+gWbNmCAwMzPcoKyJd8ddff2HAgAEwMzPDsGHDUL9+faSlpeHkyZPYunUrAgIC8PPPPxfLvrds2YIBAwbg6NGjaNeuXbHs401yep9rW159RHp6OlQqFczMzIpl37mJjIxEtWrVMHjwYHTt2hWZmZm4desWVqxYgZcvX+LcuXNo0KBBgbdbv3592Nvb49ixY9oPmoiIiIj0lrHcARDpquTkZFhYWECpVEKpVGqse/LkCcqUKSMloIj0WUREBAYNGgRXV1ccOXIEFSpUkNaNGTMGd+7cwV9//SVjhMUvp/d5STIxMZFt3wDQpEkTvPvuu9L9Nm3aoEuXLli5ciVWrFghY2REREREZEg4HY8KZMaMGVAoFLh16xbeffdd2NjYwMHBAV9//TWEELh//z569eoFa2trODs7Y9GiRdJj09LSMG3aNHh6esLGxgYWFhZo06YNjh49qrGP6dOnw8jICIcPH9ZYPmrUKJiamuLSpUv5jlcIgTlz5qBSpUooW7Ys2rdvj2vXrmVrp64HExISgtGjR8PR0RGVKlXSWKeeKqRQKBAYGIjk5GRpCsvatWvRrFkzAMDw4cM1lhPpugULFiApKQlr1qzRSECpubu74+OPP5buZ2RkYPbs2XBzc4OZmRmqVq2KL774AqmpqRqPq1q1Krp3746TJ0+iefPmMDc3R/Xq1bFu3Tqpzdq1azFgwAAAQPv27aX3jnoEzc6dO9GtWze4uLjAzMwMbm5umD17NjIzMzX21a5dO9SvXx+XL1+Gj48PypYtC3d3d2zZsgUAEBISAi8vL5QpUwa1atXCoUOHNB6fU02o/MQPALGxsZg0aRIaNGgAS0tLWFtbo0uXLhp91bFjx/LsI3KqCZWcnIxPP/0UlStXhpmZGWrVqoWFCxfi9QHMCoUCY8eOxY4dO1C/fn2YmZmhXr162LdvX7bXMr/atGkDIGuK5qsCAwPRoUMHODo6wszMDHXr1sXKlSs12lStWhXXrl1DSEiIdJyvjnCLi4vDhAkTpONyd3fH/PnzoVKpCh0vEREREekHJqGoUAYOHAiVSoV58+bBy8sLc+bMwdKlS/HWW2+hYsWKmD9/Ptzd3TFp0iQcP34cAJCQkIBffvkF7dq1w/z58zFjxgzExMTAz89Po0bKV199hUaNGmHEiBFITEwEAOzfvx+rV6/GtGnT4OHhke84p02bhq+//hoeHh5SIfFOnTohOTk5x/ajR4/G9evXMW3aNEyZMiXHNuvXr0ebNm1gZmaG9evXY/369ahTpw5mzZoFICtZpl7etm3bfMdKJJc///wT1atXR8uWLfPV/v3338e0adPQpEkTLFmyBD4+Ppg7dy4GDRqUre2dO3fQv39/vPXWW1i0aBHKlSuHgIAAKRnctm1bjB8/HgDwxRdfaLyngKzkkKWlJSZOnIjvv/8enp6eub4/nz9/ju7du8PLywsLFiyAmZkZBg0ahD/++AODBg1C165dMW/ePCQnJ6N///5S/5KXN8UPAP/++y927NiB7t27Y/HixZg8eTKuXLkCHx8fPHr0CAAK3EcIIdCzZ08sWbIEnTt3xuLFi1GrVi1MnjwZEydOzNb+5MmTGD16NAYNGoQFCxYgJSUF/fr1w7Nnz954jDlRJ+PKlSunsXzlypVwdXXFF198gUWLFqFy5coYPXo0li9fLrVZunQpKlWqhNq1a0vH+eWXXwIAXrx4AR8fH2zYsAHDhg3DDz/8gFatWmHq1Kk5HhcRERERGRhBVADTp08XAMSoUaOkZRkZGaJSpUpCoVCIefPmScufP38uypQpI/z9/aV2qampGtt7/vy5cHJyEu+9957G8itXrghTU1Px/vvvi+fPn4uKFSuKpk2bivT09HzH+uTJE2Fqaiq6desmVCqVtPyLL74QAKS4hBAiMDBQABCtW7cWGRkZGttRr4uIiJCW+fv7CwsLC412586dEwBEYGBgvmMkklt8fLwAIHr16pWv9mFhYQKAeP/99zWWT5o0SQAQR44ckZa5uroKAOL48ePSsidPnggzMzPx6aefSsuCg4MFAHH06NFs+3vx4kW2ZR988IEoW7asSElJkZb5+PgIAGLTpk3Ssps3bwoAwsjISJw5c0Zavn///mzv1Zze5/mNPyUlRWRmZmrEGBERIczMzMSsWbOkZXn1Ef7+/sLV1VW6v2PHDgFAzJkzR6Nd//79hUKhEHfu3JGWARCmpqYayy5duiQAiGXLlmXb1+txAhAzZ84UMTExIioqSpw4cUI0a9ZMABDBwcEa7XN6Pfz8/ET16tU1ltWrV0/4+Phkazt79mxhYWEhbt26pbF8ypQpQqlUinv37uUZLxERERHpN46EokJ5//33pb+VSiWaNm0KIQRGjBghLbe1tUWtWrXw77//Su3UNZRUKhViY2ORkZGBpk2b4sKFCxrbr1+/PmbOnIlffvkFfn5+ePr0KX777TcYG+e/jNmhQ4eQlpaGcePGaRQanjBhQq6PGTlypKx1YYhKWkJCAgDAysoqX+337NkDANlGrXz66acAkK12VN26daWpXQDg4OCg0S+8SZkyZaS/ExMT8fTpU7Rp0wYvXrzAzZs3NdpaWlpqjMaqVasWbG1tUadOHXh5eUnL1X/nJ4b8xG9mZgYjo6x/p5mZmXj27BksLS1Rq1atbH1bfu3ZswdKpVIaJab26aefQgiBvXv3aiz39fWFm5ubdL9hw4awtrbO9/M8ffp0ODg4wNnZGW3atMGNGzewaNEi9O/fX6Pdq69HfHw8nj59Ch8fH/z777+Ij49/436Cg4PRpk0blCtXDk+fPpVuvr6+yMzMlEbOEhEREZFhYmFyKpQqVapo3LexsYG5uTns7e2zLX91Oshvv/2GRYsW4ebNm0hPT5eWV6tWLds+Jk+ejKCgIPz999/49ttvUbdu3QLF+N9//wEAatSoobHcwcEh2xSTvOIgMmTW1tYAkK+paUDW+8rIyAju7u4ay52dnWFrayu979Re7yuArClez58/z9f+rl27hq+++gpHjhyREmZqryc9KlWqlO3KdjY2NqhcuXK2ZQDyFUN+4lepVPj++++xYsUKREREaNSrKl++/Bv3kZP//vsPLi4u2ZKD6mmK2n6eR40ahQEDBiAlJQVHjhzBDz/8kK3uFgCcOnUK06dPR2hoKF68eKGxLj4+Xnpuc3P79m1cvnwZDg4OOa5/8uRJvuIlIiIiIv3EJBQVSk6jhXIbQST+v4juhg0bEBAQgN69e2Py5MlwdHSEUqnE3LlzsxW/BbJGKdy+fRsAcOXKFS1Gn7tXf+UnKg2sra3h4uKCq1evFuhxryd7cvOmfiEvcXFx8PHxgbW1NWbNmgU3NzeYm5vjwoUL+Pzzz7MVss5tX0WJIT+P/fbbb/H111/jvffew+zZs2FnZwcjIyNMmDChxIptF+UYgaxkva+vLwCge/fuUCqVmDJlCtq3b4+mTZsCyCpS3rFjR9SuXRuLFy9G5cqVYWpqij179mDJkiX5OlaVSoW33noLn332WY7ra9asma94iYiIiEg/MQlFJWbLli2oXr06tm3bpvEFdvr06dnaqlQqBAQEwNraGhMmTMC3336L/v37o2/fvvnen6urK4CsX96rV68uLY+Jicn36ICCyO+XciJd0717d/z8888IDQ2Ft7d3nm1dXV2hUqlw+/ZtaVQOAERHRyMuLk563xVEbu+dY8eO4dmzZ9i2bZtGAe+IiIgC76M4bdmyBe3bt8eaNWs0lsfFxWmMDi1IH+Hq6opDhw4hMTFRYzSUegpiYZ7ngvjyyy+xevVqfPXVV9JV9v7880+kpqZi165dGiOvXr/CKZD7sbq5uSEpKUlKeBERERFR6cKaUFRi1L/Uv/rL/NmzZxEaGpqt7eLFi3H69Gn8/PPPmD17Nlq2bImPPvoIT58+zff+fH19YWJigmXLlmnsc+nSpYU/iDxYWFgAyPriSaRPPvvsM1hYWOD9999HdHR0tvV3797F999/DwDo2rUrgOzvo8WLFwMAunXrVuD95/beyanPSEtLw4oVKwq8j+KkVCqzjTgKDg7Gw4cPNZYVpI/o2rUrMjMz8eOPP2osX7JkCRQKBbp06VK0oN/A1tYWH3zwAfbv3y9dvTSn1yM+Ph6BgYHZHm9hYZHjcb799tsIDQ3F/v37s62Li4tDRkaGdg6AiIiIiHQSR0JRienevTu2bduGPn36oFu3boiIiMCqVatQt25dJCUlSe1u3LiBr7/+GgEBAejRoweArMu0N2rUCKNHj8bmzZvztT8HBwdMmjQJc+fORffu3dG1a1dcvHgRe/fuzVa7Shvc3Nxga2uLVatWwcrKChYWFvDy8mKdKdJ5bm5u2LRpEwYOHIg6depg2LBhqF+/PtLS0nD69GkEBwcjICAAAODh4QF/f3/8/PPP0nS5v//+G7/99ht69+6N9u3bF3j/jRo1glKpxPz58xEfHw8zMzN06NABLVu2RLly5eDv74/x48dDoVBg/fr1+Z5iVlK6d++OWbNmYfjw4WjZsiWuXLmCjRs3aozABArWR/To0QPt27fHl19+icjISHh4eODAgQPYuXMnJkyYoFGEvLh8/PHHWLp0KebNm4egoCB06tQJpqam6NGjBz744AMkJSVh9erVcHR0xOPHjzUe6+npiZUrV2LOnDlwd3eHo6MjOnTogMmTJ2PXrl3o3r07AgIC4OnpieTkZFy5cgVbtmxBZGRksfTPRERERKQbOBKKSkxAQAC+/fZbXLp0CePHj8f+/fuxYcMGqd4IkHVlKX9/f9jb22uMtKhRowbmzp2L4ODg/2vv3qOqrvP9j782CBtvbFDiomFeSrFUNDQip5oMZayxPDpnHPWo45iOho7KVEqlZDccK3WaIT2Zl846OTp2Sh11NMOwU5ImylFTSVIHlwrIGGwlBGR/f3/0Y087Lgps9kWfj7W+a8nne3t92fIp3n4+n+91F6Ek6eWXX9aCBQt08OBBPf300/rmm2/00Ucf2UckOJOfn5/effdd+fr6aurUqRo9erR2797t9PsAzeGxxx7ToUOH9Itf/EKbNm1SYmKi5s6dq9OnT+uNN97Qm2++aT/2nXfe0YIFC/Tll19q1qxZ2rVrl5KTk7Vu3bpG3Ts8PFzLly9XYWGhJk2apNGjR+vo0aNq3769tmzZooiICD3//PN6/fXXNXjwYC1atMhZj+0Uzz77rH7/+99rx44dmjlzpg4cOKCtW7fWWBC9IX2Ej4+PNm/erFmzZmnLli2aNWuWjh49qtdee80+6qy5dejQQWPGjNH777+vb775Rj169ND7778vk8mkp556SsuXL9eUKVM0c+bMGufOnz9fjzzyiBYtWqTRo0frxRdflCS1atVKu3fv1tNPP62MjAzNnDlTCxcu1IkTJ7RgwYJrLmwOAAAA72YyPO2flAEAAAAAAHDDYSQUAAAAAAAAmh1rQsErXbhwQVVVVXXu9/f3V7t27VyYCAAAAAAA1IeRUPBKAwYMUERERJ3biBEj3B0RXuLTTz/VsGHD1KFDB5lMJm3cuPGa52RkZOjuu++W2WzW7bffrjVr1jR7TgAAAADwdoyEgld67733VFZWVuf+4OBgF6aBNystLVV0dLR+85vfXFfx8tSpU3r00Uc1depUvffee0pPT9cTTzyhiIgIJSQkuCAxAAAAAHgnFiYHgP/PZDLpww8/1PDhw+s8Zs6cOdq6dauOHDlib/vVr36l4uJibd++3QUpAQAAAMA7MR0PABogMzNT8fHxDm0JCQnKzMx0UyIAAAAA8A433XQ8wzB06dIltW3bViaTyd1xAHiZ/Px8hYWFObSFhYXJarWqrKxMLVu2rPW88vJylZeX2782DEMVFRUKCQmhLwIAAABwU7jpRkJdunRJFotFly5dcncUADeR1NRUWSwW+xYUFKTQ0FD6IgAAAAA3jZuuCAUATREeHq6CggKHtoKCAgUGBtY5CkqSkpOTVVJSYt/OnDnT3FEBAAAAwKPcdNPxAKAp4uLitG3bNoe2nTt3Ki4urt7zzGazzGZzc0YDAAAAAI/GSCgAN7XLly8rOztb2dnZkqRTp04pOztbeXl5kr4fwTR+/Hj78VOnTtXJkyf1zDPP6Pjx43rrrbf017/+VbNnz3ZHfAAAAADwGhShANzU9u/fr379+qlfv36SpKSkJPXr10/z58+XJJ0/f95ekJKkLl26aOvWrdq5c6eio6P1xhtv6J133lFCQoJb8gMAAACAtzAZhmG4O4QrWa1WWSwWlZSUKDAw0N1xANyk6IsAAAAA3Gw8eiTUwoULZTKZNGvWLHvblStXlJiYqPbt26tNmzYaOXJkjUWCm8u8efP08MMPq7S01CX3AwAAAAAAuFF4bBHqyy+/1H/+53+qT58+Du2zZ8/W3/72N23YsEG7d+/WuXPnNGLEiGbPU1lZqddee027du1Senp6s98PAAAAAADgRuKRRajLly9r7NixWrFihYKDg+3tJSUlWrlypRYvXqxBgwYpJiZGq1ev1p49e/TFF180a6avvvpK5eXlkr5fQwYAAAAAAADXzyOLUImJiXr00UcVHx/v0J6VlaXKykqH9qioKHXq1EmZmZnNmunLL7+s9c8AAAAAAAC4thbuDvBj69at04EDB2ot9OTn58vf319BQUEO7WFhYcrPz6/1euXl5fYRTNL3iwE3xg9HP+3fv1+GYchkMjXqWgAAAAAAADcbjxoJdebMGc2cOVPvvfeeAgICnHLN1NRUWSwW+xYZGdmo6/ywCFVUVOTwynYAAAAAAADUz6OKUFlZWSosLNTdd9+tFi1aqEWLFtq9e7fefPNNtWjRQmFhYaqoqFBxcbHDeQUFBQoPD6/1msnJySopKbFvZ86caXCuK1eu6NChQ5Jkvw9T8gAAAAAAAK6fRxWhHn74YR0+fFjZ2dn2rX///ho7dqz9z35+fg5vp8vJyVFeXp7i4uJqvabZbFZgYKDD1lCHDh3S1atXFRISoscee0wSi5MDAAAAAAA0hEetCdW2bVv16tXLoa1169Zq3769vX3SpElKSkpSu3btFBgYqBkzZiguLk733ntvs+WqLjj1799fAwYM0Ntvv00RCgAAAAAAoAE8qgh1PZYsWSIfHx+NHDlS5eXlSkhI0FtvvdWs96wuOA0YMED9+/e3t9lsNvn4eNRgMgAAAAAAAI9kMgzDcHcIV7JarbJYLCopKbnuqXm9e/fWkSNHtGnTJg0dOlRt27ZVeXm5vv76a91xxx3NnBjAjagxfREAAAAAeDOG8VxDWVmZjh49Kkn2Namio6MlSQcPHnRnNAAAAAAAAK9BEeoaTpw4IZvNpuDgYEVEREiSunTpIkk6d+6cO6MBAAAAAAB4DYpQ15CTkyNJ6tGjh0wmkyQpNDRUklRYWOi2XAAAAAAAAN6EItQ1HD9+XJIUFRVlbwsLC5MkFRQUuCUTAAAAAACAt6EIdQ0/HAlVjZFQAAAAAAAADUMR6hpqK0IxEgoAAAAAAKBhKELVwzAM+3Q8RkIBAAAAAAA0HkWoepw/f16XL1+Wr6+vunXrZm+vHglVWFgowzDcFQ8AAAAAAMBrUISqR/VUvC5dushsNtvbq0dClZWV6fLly27JBgAAAAAA4E0oQtWjtvWgJKl169Zq1aqVJKbkATeKtLQ0de7cWQEBAYqNjdW+ffvqPX7p0qXq0aOHWrZsqcjISM2ePVtXrlxxUVoAAAAA8D4UoepRvR5UVFRUjX0sTg7cONavX6+kpCSlpKTowIEDio6OVkJCQp1F5rVr12ru3LlKSUnRsWPHtHLlSq1fv17PPvusi5MDAAAAgPegCFWPukZCSSxODtxIFi9erMmTJ2vixIm68847tXz5crVq1UqrVq2q9fg9e/Zo4MCBGjNmjDp37qwhQ4Zo9OjR1xw9BQAAAAA3M4pQ9aivCMVIKODGUFFRoaysLMXHx9vbfHx8FB8fr8zMzFrPue+++5SVlWUvOp08eVLbtm3TI488Uud9ysvLZbVaHTYAAAAAuJm0cHcAT1VWVqbTp09LYiQUcCMrKipSVVWVvbBcLSwszD4l98fGjBmjoqIi/eQnP5FhGLp69aqmTp1a73S81NRULViwwKnZAQAAAMCbMBKqDrm5uTIMQ0FBQfaC0w8xEgq4eWVkZOjVV1/VW2+9pQMHDuiDDz7Q1q1b9dJLL9V5TnJyskpKSuzbmTNnXJgYAAAAANyPkVB1qKqq0pAhQ9SmTRuZTKYa+xkJBdwYQkJC5OvrW6OgXFBQoPDw8FrPmTdvnsaNG6cnnnhCktS7d2+VlpZqypQpeu655+TjU7O+bzabZTabnf8AAAAAAOAlGAlVh759+2rHjh36n//5n1r3V4+EoggFeDd/f3/FxMQoPT3d3maz2ZSenq64uLhaz/nuu+9qFJp8fX0lSYZhNF9YAAAAAPBijIRqpOqRUEzHA7xfUlKSJkyYoP79++uee+7R0qVLVVpaqokTJ0qSxo8fr44dOyo1NVWSNGzYMC1evFj9+vVTbGyscnNzNW/ePA0bNsxejAIAAAAAOKII1UiMhAJuHKNGjdKFCxc0f/585efnq2/fvtq+fbv95zwvL89h5NPzzz8vk8mk559/XmfPntUtt9yiYcOG6ZVXXnHXIwAAAACAxzMZN9ncEavVKovFopKSEgUGBjb6OkVFRbrlllskff+Kdz8/P2dFBHATcFZfBAAAAADegjWhGqldu3b2aTcXLlxwcxoAAAAAAADPRhGqkXx8fOwjoVgXCgAAAAAAoH4UoZqgenFy1oUCAAAAAACoH0WoJqhetJiRUAAAAAAAAPXzqCLUsmXL1KdPHwUGBiowMFBxcXH6+9//bt9/5coVJSYmqn379mrTpo1Gjhzp1gIQI6EAAAAAAACuj0cVoW699VYtXLhQWVlZ2r9/vwYNGqTHH39cX331lSRp9uzZ+tvf/qYNGzZo9+7dOnfunEaMGOG2vNVrQrEwOQAAAAAAQP1auDvADw0bNszh61deeUXLli3TF198oVtvvVUrV67U2rVrNWjQIEnS6tWr1bNnT33xxRe69957XZ43KChIklRSUuLyewMAAAAAAHgTjxoJ9UNVVVVat26dSktLFRcXp6ysLFVWVio+Pt5+TFRUlDp16qTMzEy3ZKwuQhUXF7vl/gAAAAAAAN7Co0ZCSdLhw4cVFxenK1euqE2bNvrwww915513Kjs7W/7+/vbCT7WwsDDl5+fXeb3y8nKVl5fbv7ZarU7LShEKAAAAAADg+njcSKgePXooOztbe/fu1bRp0zRhwgQdPXq00ddLTU2VxWKxb5GRkU7LynQ8AAAAAACA6+NxRSh/f3/dfvvtiomJUWpqqqKjo/XHP/5R4eHhqqioqDHqqKCgQOHh4XVeLzk5WSUlJfbtzJk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", "text/plain": [ "
" ] @@ -661,7 +676,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -724,7 +739,7 @@ "

subject

\n", " \n", "
\n", - "

session_id

\n", + "

session_datetime

\n", " \n", "
\n", "

insertion_number

\n", @@ -733,6 +748,9 @@ "

paramset_idx

\n", " \n", "
\n", + "

curation_id

\n", + " \n", + "
\n", "

unit

\n", " \n", "
\n", @@ -764,204 +782,216 @@ " (s/m) inverse velocity of waveform propagation from the soma toward the bottom of the probe\n", "
\n", " subject5\n", + "2023-04-17 22:22:31\n", + "1\n", + "1\n", "1\n", - "2\n", - "0\n", "0\n", - "84.3117\n", - "0.398325\n", - "0.302178\n", + "120.402\n", + "1.08509\n", "nan\n", - "0.366933\n", - "-0.0239305\n", - "160.0\n", - "-0.0490548\n", - "0.343384subject5\n", + "nan\n", + "0.0388668\n", + "-0.3638\n", + "280.0\n", + "0.0735822\n", + "-0.0114461subject5\n", + "2023-04-17 22:22:31\n", "1\n", - "2\n", - "0\n", - "2\n", - "65.8482\n", - "0.837856\n", - "0.521943\n", + "1\n", + "1\n", + "1\n", + "151.819\n", + "1.05762\n", "nan\n", - "0.0881166\n", - "-0.0176806\n", + "nan\n", + "0.0700459\n", + "-0.0806154\n", "300.0\n", - "-2.31375\n", - "0.177612subject5\n", + "-0.0576308\n", + "-0.137353subject5\n", + "2023-04-17 22:22:31\n", + "1\n", + "1\n", "1\n", "2\n", - "0\n", + "142.161\n", + "0.59062\n", + "nan\n", + "nan\n", + "0.175466\n", + "-0.119525\n", + "300.0\n", + "0.081758\n", + "-0.0572306subject5\n", + "2023-04-17 22:22:31\n", + "1\n", + "1\n", + "1\n", "3\n", - "95.8459\n", - "0.576884\n", - "0.41206\n", + "144.028\n", + "1.03015\n", + "nan\n", "nan\n", - "0.230379\n", - "-0.0498204\n", - "180.0\n", - "1.1675\n", - "-0.117732subject5\n", + "0.0801046\n", + "-0.0811708\n", + "300.0\n", + "-0.138989\n", + "0.0711516subject5\n", + "2023-04-17 22:22:31\n", + "1\n", + "1\n", "1\n", - "2\n", - "0\n", "4\n", - "81.9665\n", - "0.535678\n", - "0.233501\n", + "87.3382\n", + "0.563149\n", "nan\n", - "0.240963\n", - "-0.0446715\n", - "260.0\n", - "-1.2328\n", - "-0.122637subject5\n", + "nan\n", + "0.189142\n", + "-0.0258353\n", + "300.0\n", + "0.595198\n", + "-0.582626subject5\n", + "2023-04-17 22:22:31\n", + "1\n", + "1\n", "1\n", - "2\n", - "0\n", "5\n", - "181.082\n", - "0.521943\n", - "0.20603\n", + "80.6693\n", + "0.508208\n", "nan\n", - "0.631653\n", - "-0.0834405\n", - "140.0\n", - "0.0\n", - "-0.480737subject5\n", + "nan\n", + "0.24975\n", + "-0.0206796\n", + "300.0\n", + "-1.13317\n", + "1.08081subject5\n", + "2023-04-17 22:22:31\n", + "1\n", + "1\n", "1\n", - "2\n", - "0\n", "6\n", - "70.1811\n", - "0.480737\n", - "0.288442\n", + "86.7877\n", + "0.576884\n", "nan\n", - "0.213391\n", - "-0.035104\n", - "200.0\n", - "-0.0981096\n", - "-1.1675subject5\n", - "1\n", - "2\n", - "0\n", - "7\n", - "82.3242\n", - "0.480737\n", - "0.288442\n", "nan\n", - "0.240359\n", - "-0.0337325\n", + "0.256677\n", + "-0.0614186\n", "300.0\n", "2.34645\n", - "-3.15586subject5\n", + "0.0654064subject5\n", + "2023-04-17 22:22:31\n", "1\n", - "2\n", - "0\n", - "9\n", - "102.133\n", - "0.535678\n", - "0.315913\n", + "1\n", + "1\n", + "7\n", + "80.8594\n", + "0.453266\n", "nan\n", - "0.26082\n", - "-0.07484\n", + "nan\n", + "0.212582\n", + "-0.0467612\n", "300.0\n", - "1.86408\n", - "0.492183subject5\n", + "2.08319\n", + "0.228922subject5\n", + "2023-04-17 22:22:31\n", "1\n", - "2\n", - "0\n", - "10\n", - "101.368\n", - "1.5933\n", - "nan\n", + "1\n", + "1\n", + "8\n", + "100.313\n", + "1.05762\n", "nan\n", - "0.050584\n", "nan\n", - "180.0\n", - "0.199642\n", - "-0.137353subject5\n", + "0.0222054\n", + "-0.518803\n", + "300.0\n", + "0.173843\n", + "-0.0654064subject5\n", + "2023-04-17 22:22:31\n", "1\n", - "2\n", - "0\n", - "11\n", - "108.112\n", - "0.563149\n", - "0.302178\n", + "1\n", + "1\n", + "9\n", + "63.2377\n", + "0.576884\n", "nan\n", - "0.31794\n", - "-0.0590158\n", - "220.0\n", - "0.372816\n", - "-0.122637subject5\n", + "nan\n", + "0.152643\n", + "-0.0177585\n", + "280.0\n", + "1.0138\n", + "0.147164subject5\n", + "2023-04-17 22:22:31\n", "1\n", - "2\n", - "0\n", - "12\n", - "116.722\n", - "1.1263\n", + "1\n", + "1\n", + "10\n", + "124.865\n", + "0.480737\n", "nan\n", "nan\n", - "0.00266924\n", - "-0.00894626\n", - "100.0\n", - "0.343384\n", - "-0.686767subject5\n", + "0.26627\n", + "-0.0227592\n", + "300.0\n", + "0.869905\n", + "0.220747subject5\n", + "2023-04-17 22:22:31\n", "1\n", - "2\n", - "0\n", - "14\n", - "255.433\n", - "0.288442\n", - "0.343384\n", + "1\n", + "1\n", + "11\n", + "56.4303\n", + "0.329648\n", + "nan\n", "nan\n", - "1.11598\n", - "-0.240008\n", - "100.0\n", - "-0.137353\n", - "0.0 \n", + "0.202103\n", + "-0.0599684\n", + "300.0\n", + "3.85898\n", + "-2.00307 \n", " \n", "

...

\n", - "

Total: 336

\n", + "

Total: 227

\n", " " ], "text/plain": [ - "*subject *session_id *insertion_num *paramset_idx *unit amplitude duration halfwidth pt_ratio repolarization recovery_slope spread velocity_above velocity_below\n", - "+----------+ +------------+ +------------+ +------------+ +------+ +-----------+ +----------+ +-----------+ +----------+ +------------+ +------------+ +--------+ +------------+ +------------+\n", - "subject5 1 2 0 0 84.3117 0.398325 0.302178 nan 0.366933 -0.0239305 160.0 -0.0490548 0.343384 \n", - "subject5 1 2 0 2 65.8482 0.837856 0.521943 nan 0.0881166 -0.0176806 300.0 -2.31375 0.177612 \n", - "subject5 1 2 0 3 95.8459 0.576884 0.41206 nan 0.230379 -0.0498204 180.0 1.1675 -0.117732 \n", - "subject5 1 2 0 4 81.9665 0.535678 0.233501 nan 0.240963 -0.0446715 260.0 -1.2328 -0.122637 \n", - "subject5 1 2 0 5 181.082 0.521943 0.20603 nan 0.631653 -0.0834405 140.0 0.0 -0.480737 \n", - "subject5 1 2 0 6 70.1811 0.480737 0.288442 nan 0.213391 -0.035104 200.0 -0.0981096 -1.1675 \n", - "subject5 1 2 0 7 82.3242 0.480737 0.288442 nan 0.240359 -0.0337325 300.0 2.34645 -3.15586 \n", - "subject5 1 2 0 9 102.133 0.535678 0.315913 nan 0.26082 -0.07484 300.0 1.86408 0.492183 \n", - "subject5 1 2 0 10 101.368 1.5933 nan nan 0.050584 nan 180.0 0.199642 -0.137353 \n", - "subject5 1 2 0 11 108.112 0.563149 0.302178 nan 0.31794 -0.0590158 220.0 0.372816 -0.122637 \n", - "subject5 1 2 0 12 116.722 1.1263 nan nan 0.00266924 -0.00894626 100.0 0.343384 -0.686767 \n", - "subject5 1 2 0 14 255.433 0.288442 0.343384 nan 1.11598 -0.240008 100.0 -0.137353 0.0 \n", + "*subject *session_datet *insertion_num *paramset_idx *curation_id *unit amplitude duration halfwidth pt_ratio repolarization recovery_slope spread velocity_above velocity_below\n", + "+----------+ +------------+ +------------+ +------------+ +------------+ +------+ +-----------+ +----------+ +-----------+ +----------+ +------------+ +------------+ +--------+ +------------+ +------------+\n", + "subject5 2023-04-17 22: 1 1 1 0 120.402 1.08509 nan nan 0.0388668 -0.3638 280.0 0.0735822 -0.0114461 \n", + "subject5 2023-04-17 22: 1 1 1 1 151.819 1.05762 nan nan 0.0700459 -0.0806154 300.0 -0.0576308 -0.137353 \n", + "subject5 2023-04-17 22: 1 1 1 2 142.161 0.59062 nan nan 0.175466 -0.119525 300.0 0.081758 -0.0572306 \n", + "subject5 2023-04-17 22: 1 1 1 3 144.028 1.03015 nan nan 0.0801046 -0.0811708 300.0 -0.138989 0.0711516 \n", + "subject5 2023-04-17 22: 1 1 1 4 87.3382 0.563149 nan nan 0.189142 -0.0258353 300.0 0.595198 -0.582626 \n", + "subject5 2023-04-17 22: 1 1 1 5 80.6693 0.508208 nan nan 0.24975 -0.0206796 300.0 -1.13317 1.08081 \n", + "subject5 2023-04-17 22: 1 1 1 6 86.7877 0.576884 nan nan 0.256677 -0.0614186 300.0 2.34645 0.0654064 \n", + "subject5 2023-04-17 22: 1 1 1 7 80.8594 0.453266 nan nan 0.212582 -0.0467612 300.0 2.08319 0.228922 \n", + "subject5 2023-04-17 22: 1 1 1 8 100.313 1.05762 nan nan 0.0222054 -0.518803 300.0 0.173843 -0.0654064 \n", + "subject5 2023-04-17 22: 1 1 1 9 63.2377 0.576884 nan nan 0.152643 -0.0177585 280.0 1.0138 0.147164 \n", + "subject5 2023-04-17 22: 1 1 1 10 124.865 0.480737 nan nan 0.26627 -0.0227592 300.0 0.869905 0.220747 \n", + "subject5 2023-04-17 22: 1 1 1 11 56.4303 0.329648 nan nan 0.202103 -0.0599684 300.0 3.85898 -2.00307 \n", " ...\n", - " (Total: 336)" + " (Total: 227)" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "query = ephys.QualityMetrics.Waveform & key\n", - "query" + "query\n" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1025,13 +1055,6 @@ "axes[9].remove()\n", "plt.tight_layout()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { From 9afccbb752f5589e442572cc0465c43f94aa238f Mon Sep 17 00:00:00 2001 From: JaerongA Date: Mon, 17 Apr 2023 22:45:05 +0000 Subject: [PATCH 15/39] update test_quality_metrics_populate --- tests/test_populate.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/test_populate.py b/tests/test_populate.py index c6dadaa..cf6a2d7 100644 --- a/tests/test_populate.py +++ b/tests/test_populate.py @@ -338,8 +338,8 @@ def test_quality_metrics_populate(pipeline): key = {"subject": "subject5", "insertion_number": 2} # used for notebook demo ephys.QualityMetrics.populate(key) - assert len(ephys.QualityMetrics.Waveform & key) == 336 - assert len(ephys.QualityMetrics.Cluster & key) == 336 + assert len(ephys.QualityMetrics.Waveform & key) == 227 + assert len(ephys.QualityMetrics.Cluster & key) == 227 # ---- HELPER FUNCTIONS ---- From fdd31d5bf8e589bfc8e4c486c7000584e7696920 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Tue, 18 Apr 2023 12:30:51 -0500 Subject: [PATCH 16/39] bump element-array-ephys version --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index b80b763..81e5ad5 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,6 +1,6 @@ datajoint>=0.13.0 element-animal>=0.1.5 -element-array-ephys>=0.2.4 +element-array-ephys>=0.2.6 element-electrode-localization>=0.1.2 element-event>=0.1.2 element-interface>=0.5.0 From 0d1d0b79483e9e7a89603e30748b4106b0dcaace Mon Sep 17 00:00:00 2001 From: JaerongA Date: Tue, 18 Apr 2023 18:18:54 +0000 Subject: [PATCH 17/39] add cumulative drift --- notebooks/quality_metrics.ipynb | 83 +++++++++++++++++---------------- 1 file changed, 44 insertions(+), 39 deletions(-) diff --git a/notebooks/quality_metrics.ipynb b/notebooks/quality_metrics.ipynb index ea4806c..84f392b 100644 --- a/notebooks/quality_metrics.ipynb +++ b/notebooks/quality_metrics.ipynb @@ -28,9 +28,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "[2023-04-17 22:27:22,832][WARNING]: lab.Project and related tables will be removed in a future version of Element Lab. Please use the project schema.\n", - "[2023-04-17 22:27:22,838][INFO]: Connecting root@fakeservices.datajoint.io:3306\n", - "[2023-04-17 22:27:22,890][INFO]: Connected root@fakeservices.datajoint.io:3306\n" + "[2023-04-18 18:05:22,085][WARNING]: lab.Project and related tables will be removed in a future version of Element Lab. Please use the project schema.\n", + "[2023-04-18 18:05:22,093][INFO]: Connecting root@fakeservices.datajoint.io:3306\n", + "[2023-04-18 18:05:22,119][INFO]: Connected root@fakeservices.datajoint.io:3306\n" ] } ], @@ -90,11 +90,11 @@ "\n", "- `L-ratio` : A metric to quantify the distribution of spike distances from a cluster. A low L-ratio indicates that there is a relatively low number of non-member spikes around the target cluster. \n", "\n", - "- `D-prime`: A metric calculated from waveform principal components using linear discriminant analysis. This measures the separability of one unit's PC cluster from all the others, with a higher d-prime value indicating better isolation of the unit.\n", + "- `d-prime`: A metric calculated from waveform principal components using linear discriminant analysis. This measures the separability of one unit's PC cluster from all the others, with a higher d-prime value indicating better isolation of the unit.\n", "\n", - "- `Nearest-neighbors hit rate`: The proportion of its nearest neighbors that belong to the same given cluster based on its first principal components.\n", + "- `Nearest-Neighbor Hit Rate`: The proportion of its nearest neighbors that belong to the same given cluster based on its first principal components.\n", "\n", - "- `Nearest Neighbor Miss Rate`: The proportion of its nearest neighbors that do not belong to the same given cluster based on its first principal components.\n", + "- `Neares- Neighbor Miss Rate`: The proportion of its nearest neighbors that do not belong to the same given cluster based on its first principal components.\n", "\n", "- `Silhouette Score`: The ratio between cohesiveness of a cluster (distance between member spikes) and its separation from other clusters (distance to non-member spikes).\n", "\n", @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -241,7 +241,7 @@ " \n", " \n", " subject5\n", - "2023-04-17 22:22:31\n", + "2023-04-18 17:58:57\n", "1\n", "1\n", "1\n", @@ -261,7 +261,7 @@ "0.0\n", "0.0\n", "nansubject5\n", - "2023-04-17 22:22:31\n", + "2023-04-18 17:58:57\n", "1\n", "1\n", "1\n", @@ -281,7 +281,7 @@ "7.77\n", "20.13\n", "nansubject5\n", - "2023-04-17 22:22:31\n", + "2023-04-18 17:58:57\n", "1\n", "1\n", "1\n", @@ -301,7 +301,7 @@ "17.01\n", "0.0\n", "nansubject5\n", - "2023-04-17 22:22:31\n", + "2023-04-18 17:58:57\n", "1\n", "1\n", "1\n", @@ -321,7 +321,7 @@ "3.9\n", "9.13\n", "nansubject5\n", - "2023-04-17 22:22:31\n", + "2023-04-18 17:58:57\n", "1\n", "1\n", "1\n", @@ -341,7 +341,7 @@ "6.35\n", "13.91\n", "nansubject5\n", - "2023-04-17 22:22:31\n", + "2023-04-18 17:58:57\n", "1\n", "1\n", "1\n", @@ -361,7 +361,7 @@ "6.24\n", "9.81\n", "nansubject5\n", - "2023-04-17 22:22:31\n", + "2023-04-18 17:58:57\n", "1\n", "1\n", "1\n", @@ -381,7 +381,7 @@ "0.0\n", "0.0\n", "nansubject5\n", - "2023-04-17 22:22:31\n", + "2023-04-18 17:58:57\n", "1\n", "1\n", "1\n", @@ -401,7 +401,7 @@ "nan\n", "0.0\n", "nansubject5\n", - "2023-04-17 22:22:31\n", + "2023-04-18 17:58:57\n", "1\n", "1\n", "1\n", @@ -421,7 +421,7 @@ "0.0\n", "0.0\n", "nansubject5\n", - "2023-04-17 22:22:31\n", + "2023-04-18 17:58:57\n", "1\n", "1\n", "1\n", @@ -441,7 +441,7 @@ "7.8\n", "17.6\n", "nansubject5\n", - "2023-04-17 22:22:31\n", + "2023-04-18 17:58:57\n", "1\n", "1\n", "1\n", @@ -461,7 +461,7 @@ "nan\n", "0.0\n", "nansubject5\n", - "2023-04-17 22:22:31\n", + "2023-04-18 17:58:57\n", "1\n", "1\n", "1\n", @@ -489,23 +489,23 @@ "text/plain": [ "*subject *session_datet *insertion_num *paramset_idx *curation_id *unit firing_rate snr presence_ratio isi_violation number_violati amplitude_cuto isolation_dist l_ratio d_prime nn_hit_rate nn_miss_rate silhouette_sco max_drift cumulative_dri contamination_\n", "+----------+ +------------+ +------------+ +------------+ +------------+ +------+ +------------+ +----------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +---------+ +------------+ +------------+ +------------+ +-----------+ +------------+ +------------+\n", - "subject5 2023-04-17 22: 1 1 1 0 6.71766 0.392532 0.98 nan None 0.126571 nan 0.0 nan nan nan 0.0256577 0.0 0.0 nan \n", - "subject5 2023-04-17 22: 1 1 1 1 4.64183 0.391947 0.99 nan None 0.5 nan 0.0 nan nan nan 0.126882 7.77 20.13 nan \n", - "subject5 2023-04-17 22: 1 1 1 2 0.171264 1.91799 0.39 nan None 0.5 41.5366 0.01055 2.00497 0.109195 0.00941423 0.0382387 17.01 0.0 nan \n", - "subject5 2023-04-17 22: 1 1 1 3 8.46869 0.454273 0.98 nan None 0.5 48.976 0.369185 2.74545 0.987333 1.0 0.0382387 3.9 9.13 nan \n", - "subject5 2023-04-17 22: 1 1 1 4 0.413395 2.56485 0.73 nan None 0.5 360.148 0.00934174 4.40108 0.966667 0.135897 0.0571513 6.35 13.91 nan \n", - "subject5 2023-04-17 22: 1 1 1 5 0.218509 2.4666 0.48 nan None 0.5 162.35 3.64917e-05 6.75158 0.981982 0.0102881 0.10466 6.24 9.81 nan \n", - "subject5 2023-04-17 22: 1 1 1 6 0.100396 3.87529 0.31 nan None 0.5 7.98228e+16 nan 4.6297 0.843137 0.026749 0.0571513 0.0 0.0 nan \n", - "subject5 2023-04-17 22: 1 1 1 7 0.064962 1.85867 0.21 nan None 0.279006 4.61058e+16 nan 4.39722 0.727273 0.0147849 nan nan 0.0 nan \n", - "subject5 2023-04-17 22: 1 1 1 8 15.1657 0.445549 0.99 nan None 0.5 nan 0.0 nan nan nan 0.131529 0.0 0.0 nan \n", - "subject5 2023-04-17 22: 1 1 1 9 1.27267 0.255138 0.88 nan None 0.158831 185.314 0.0121516 5.55476 0.996906 0.0454545 0.152277 7.8 17.6 nan \n", - "subject5 2023-04-17 22: 1 1 1 10 0.0856318 1.71077 0.25 nan None 0.5 1.32036e+16 nan 5.22485 0.977012 0.000674764 0.0705441 nan 0.0 nan \n", - "subject5 2023-04-17 22: 1 1 1 11 0.0767733 1.25363 0.22 nan None 0.5 84562900000000 nan 6.3283 0.858974 0.000118455 nan nan 0.0 nan \n", + "subject5 2023-04-18 17: 1 1 1 0 6.71766 0.392532 0.98 nan None 0.126571 nan 0.0 nan nan nan 0.0256577 0.0 0.0 nan \n", + "subject5 2023-04-18 17: 1 1 1 1 4.64183 0.391947 0.99 nan None 0.5 nan 0.0 nan nan nan 0.126882 7.77 20.13 nan \n", + "subject5 2023-04-18 17: 1 1 1 2 0.171264 1.91799 0.39 nan None 0.5 41.5366 0.01055 2.00497 0.109195 0.00941423 0.0382387 17.01 0.0 nan \n", + "subject5 2023-04-18 17: 1 1 1 3 8.46869 0.454273 0.98 nan None 0.5 48.976 0.369185 2.74545 0.987333 1.0 0.0382387 3.9 9.13 nan \n", + "subject5 2023-04-18 17: 1 1 1 4 0.413395 2.56485 0.73 nan None 0.5 360.148 0.00934174 4.40108 0.966667 0.135897 0.0571513 6.35 13.91 nan \n", + "subject5 2023-04-18 17: 1 1 1 5 0.218509 2.4666 0.48 nan None 0.5 162.35 3.64917e-05 6.75158 0.981982 0.0102881 0.10466 6.24 9.81 nan \n", + "subject5 2023-04-18 17: 1 1 1 6 0.100396 3.87529 0.31 nan None 0.5 7.98228e+16 nan 4.6297 0.843137 0.026749 0.0571513 0.0 0.0 nan \n", + "subject5 2023-04-18 17: 1 1 1 7 0.064962 1.85867 0.21 nan None 0.279006 4.61058e+16 nan 4.39722 0.727273 0.0147849 nan nan 0.0 nan \n", + "subject5 2023-04-18 17: 1 1 1 8 15.1657 0.445549 0.99 nan None 0.5 nan 0.0 nan nan nan 0.131529 0.0 0.0 nan \n", + "subject5 2023-04-18 17: 1 1 1 9 1.27267 0.255138 0.88 nan None 0.158831 185.314 0.0121516 5.55476 0.996906 0.0454545 0.152277 7.8 17.6 nan \n", + "subject5 2023-04-18 17: 1 1 1 10 0.0856318 1.71077 0.25 nan None 0.5 1.32036e+16 nan 5.22485 0.977012 0.000674764 0.0705441 nan 0.0 nan \n", + "subject5 2023-04-18 17: 1 1 1 11 0.0767733 1.25363 0.22 nan None 0.5 84562900000000 nan 6.3283 0.858974 0.000118455 nan nan 0.0 nan \n", " ...\n", " (Total: 227)" ] }, - "execution_count": 5, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -519,7 +519,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -544,14 +544,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -630,15 +630,20 @@ "# Max Drift\n", "data = query.fetch(\"max_drift\")\n", "bins = np.linspace(0, 100, 100)\n", - "plot_metric(axes[12], data, bins, title=\"max_drift\")\n", + "plot_metric(axes[12], data, bins, title=\"Max Drift\")\n", "axes[12].set_ylabel(\"Count\")\n", "\n", + "# Cumulative Drift\n", + "data = query.fetch(\"cumulative_drift\")\n", + "bins = np.linspace(0, 100, 100)\n", + "plot_metric(axes[13], data, bins, title=\"Cumulative Drift\")\n", + "\n", "# Contamination Rate\n", "data = query.fetch(\"contamination_rate\")\n", "bins = np.linspace(0, 100, 100)\n", - "plot_metric(axes[13], data, bins, title=\"Contamination Rate\")\n", - "axes[14].remove()\n", + "plot_metric(axes[14], data, bins, title=\"Contamination Rate\")\n", "axes[15].remove()\n", + "# axes[16].remove()\n", "plt.tight_layout()" ] }, From 6bfe7cf71b3d11ba7120beedea6b9f2ea4363985 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Tue, 18 Apr 2023 18:44:40 +0000 Subject: [PATCH 18/39] fix quality metric key --- tests/test_populate.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/test_populate.py b/tests/test_populate.py index cf6a2d7..e981345 100644 --- a/tests/test_populate.py +++ b/tests/test_populate.py @@ -333,9 +333,9 @@ def test_quality_metrics_populate(pipeline): """ Populate ephys.QualityMetrics with metrics.csv """ - + key = {"subject": "subject5", "insertion_number": 1} ephys = pipeline["ephys"] - key = {"subject": "subject5", "insertion_number": 2} # used for notebook demo + key = {"subject": "subject5", "insertion_number": 1} # used for notebook demo ephys.QualityMetrics.populate(key) assert len(ephys.QualityMetrics.Waveform & key) == 227 From 795a35f1334a865a0fcdae4a60d4606a8ae56386 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Tue, 18 Apr 2023 14:20:42 -0500 Subject: [PATCH 19/39] Update tests/test_populate.py Co-authored-by: Kabilar Gunalan --- tests/test_populate.py | 1 - 1 file changed, 1 deletion(-) diff --git a/tests/test_populate.py b/tests/test_populate.py index e981345..4849238 100644 --- a/tests/test_populate.py +++ b/tests/test_populate.py @@ -333,7 +333,6 @@ def test_quality_metrics_populate(pipeline): """ Populate ephys.QualityMetrics with metrics.csv """ - key = {"subject": "subject5", "insertion_number": 1} ephys = pipeline["ephys"] key = {"subject": "subject5", "insertion_number": 1} # used for notebook demo ephys.QualityMetrics.populate(key) From 8215c4eb034199406f84782fe90f0ded7540b0fe Mon Sep 17 00:00:00 2001 From: JaerongA Date: Wed, 19 Apr 2023 19:11:35 +0000 Subject: [PATCH 20/39] removed unused metrics --- notebooks/quality_metrics.ipynb | 204 +++++++++++++++----------------- 1 file changed, 94 insertions(+), 110 deletions(-) diff --git a/notebooks/quality_metrics.ipynb b/notebooks/quality_metrics.ipynb index 84f392b..6d9df9b 100644 --- a/notebooks/quality_metrics.ipynb +++ b/notebooks/quality_metrics.ipynb @@ -28,9 +28,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "[2023-04-18 18:05:22,085][WARNING]: lab.Project and related tables will be removed in a future version of Element Lab. Please use the project schema.\n", - "[2023-04-18 18:05:22,093][INFO]: Connecting root@fakeservices.datajoint.io:3306\n", - "[2023-04-18 18:05:22,119][INFO]: Connected root@fakeservices.datajoint.io:3306\n" + "[2023-04-19 18:07:13,324][WARNING]: lab.Project and related tables will be removed in a future version of Element Lab. Please use the project schema.\n", + "[2023-04-19 18:07:13,330][INFO]: Connecting root@fakeservices.datajoint.io:3306\n", + "[2023-04-19 18:07:13,336][INFO]: Connected root@fakeservices.datajoint.io:3306\n" ] } ], @@ -39,7 +39,7 @@ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import seaborn as sns\n", - "from workflow_array_ephys.pipeline import ephys, probe, ephys_report" + "from workflow_array_ephys.pipeline import ephys" ] }, { @@ -74,34 +74,32 @@ "source": [ "#### Histograms of the following cluster metrics will be plotted. \n", "\n", - "- `Firing rates (Hz)` : Total number of spikes / time in seconds \n", + "- `Firing rates (Hz)`: Total number of spikes / time in seconds \n", "\n", "- `SNR (Signal-to-noise ratio)`: The ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on a given channel.\n", "\n", - "- `Presence ratio` : The proportion of time during a session that a unit is spiking, ranging from 0 to 0.99.\n", + "- `Presence ratio`: The proportion of time during a session that a unit is spiking, ranging from 0 to 0.99.\n", "\n", - "- `ISI (Interspike Interval) violation` : The rate of ISI violation as a fraction of overall rate.\n", + "- `ISI (Interspike Interval) violation`: The rate of ISI violation as a fraction of overall rate.\n", "\n", - "- `Number violation` : The total number of ISI violations.\n", + "- `Number violation`: The total number of ISI violations.\n", "\n", "- `Amplitude cut-off`: The false negative rate of a unit measured by the degree to which its distribution of spike amplitudes is truncated, indicating the fraction of missing spikes. An amplitude cutoff of 0.1 indicates approximately 10% missing spikes.\n", "\n", "- `Isolation distance`: A metric that uses the principal components (PCs) of a unit's waveforms, which are projected into a lower-dimensional PC space after spike sorting. This quantifies how well-isolated the unit is from other potential clusters.\n", "\n", - "- `L-ratio` : A metric to quantify the distribution of spike distances from a cluster. A low L-ratio indicates that there is a relatively low number of non-member spikes around the target cluster. \n", + "- `L-ratio`: A metric to quantify the distribution of spike distances from a cluster. A low L-ratio indicates that there is a relatively low number of non-member spikes around the target cluster. \n", "\n", "- `d-prime`: A metric calculated from waveform principal components using linear discriminant analysis. This measures the separability of one unit's PC cluster from all the others, with a higher d-prime value indicating better isolation of the unit.\n", "\n", "- `Nearest-Neighbor Hit Rate`: The proportion of its nearest neighbors that belong to the same given cluster based on its first principal components.\n", "\n", - "- `Neares- Neighbor Miss Rate`: The proportion of its nearest neighbors that do not belong to the same given cluster based on its first principal components.\n", + "- `Nearest-Neighbor Miss Rate`: The proportion of its nearest neighbors that do not belong to the same given cluster based on its first principal components.\n", "\n", "- `Silhouette Score`: The ratio between cohesiveness of a cluster (distance between member spikes) and its separation from other clusters (distance to non-member spikes).\n", "\n", "- `Max Drift`: The maximum shift in spike location, calculated as the center of mass of the energy of the first principal component score.\n", "\n", - "- `Cumulative Drift`: The total cumulative change in spike depth over the course of the recording. \n", - "\n", "#### For more detailed explanation, please visit the following references:\n", "- https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html\n", "\n", @@ -117,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -241,7 +239,7 @@ " \n", " \n", " subject5\n", - "2023-04-18 17:58:57\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -261,7 +259,7 @@ "0.0\n", "0.0\n", "nansubject5\n", - "2023-04-18 17:58:57\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -281,7 +279,7 @@ "7.77\n", "20.13\n", "nansubject5\n", - "2023-04-18 17:58:57\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -301,7 +299,7 @@ "17.01\n", "0.0\n", "nansubject5\n", - "2023-04-18 17:58:57\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -321,7 +319,7 @@ "3.9\n", "9.13\n", "nansubject5\n", - "2023-04-18 17:58:57\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -341,7 +339,7 @@ "6.35\n", "13.91\n", "nansubject5\n", - "2023-04-18 17:58:57\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -361,7 +359,7 @@ "6.24\n", "9.81\n", "nansubject5\n", - "2023-04-18 17:58:57\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -381,7 +379,7 @@ "0.0\n", "0.0\n", "nansubject5\n", - "2023-04-18 17:58:57\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -401,7 +399,7 @@ "nan\n", "0.0\n", "nansubject5\n", - "2023-04-18 17:58:57\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -421,7 +419,7 @@ "0.0\n", "0.0\n", "nansubject5\n", - "2023-04-18 17:58:57\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -441,7 +439,7 @@ "7.8\n", "17.6\n", "nansubject5\n", - "2023-04-18 17:58:57\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -461,7 +459,7 @@ "nan\n", "0.0\n", "nansubject5\n", - "2023-04-18 17:58:57\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -489,23 +487,23 @@ "text/plain": [ "*subject *session_datet *insertion_num *paramset_idx *curation_id *unit firing_rate snr presence_ratio isi_violation number_violati amplitude_cuto isolation_dist l_ratio d_prime nn_hit_rate nn_miss_rate silhouette_sco max_drift cumulative_dri contamination_\n", "+----------+ +------------+ +------------+ +------------+ +------------+ +------+ +------------+ +----------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +---------+ +------------+ +------------+ +------------+ +-----------+ +------------+ +------------+\n", - "subject5 2023-04-18 17: 1 1 1 0 6.71766 0.392532 0.98 nan None 0.126571 nan 0.0 nan nan nan 0.0256577 0.0 0.0 nan \n", - "subject5 2023-04-18 17: 1 1 1 1 4.64183 0.391947 0.99 nan None 0.5 nan 0.0 nan nan nan 0.126882 7.77 20.13 nan \n", - "subject5 2023-04-18 17: 1 1 1 2 0.171264 1.91799 0.39 nan None 0.5 41.5366 0.01055 2.00497 0.109195 0.00941423 0.0382387 17.01 0.0 nan \n", - "subject5 2023-04-18 17: 1 1 1 3 8.46869 0.454273 0.98 nan None 0.5 48.976 0.369185 2.74545 0.987333 1.0 0.0382387 3.9 9.13 nan \n", - "subject5 2023-04-18 17: 1 1 1 4 0.413395 2.56485 0.73 nan None 0.5 360.148 0.00934174 4.40108 0.966667 0.135897 0.0571513 6.35 13.91 nan \n", - "subject5 2023-04-18 17: 1 1 1 5 0.218509 2.4666 0.48 nan None 0.5 162.35 3.64917e-05 6.75158 0.981982 0.0102881 0.10466 6.24 9.81 nan \n", - "subject5 2023-04-18 17: 1 1 1 6 0.100396 3.87529 0.31 nan None 0.5 7.98228e+16 nan 4.6297 0.843137 0.026749 0.0571513 0.0 0.0 nan \n", - "subject5 2023-04-18 17: 1 1 1 7 0.064962 1.85867 0.21 nan None 0.279006 4.61058e+16 nan 4.39722 0.727273 0.0147849 nan nan 0.0 nan \n", - "subject5 2023-04-18 17: 1 1 1 8 15.1657 0.445549 0.99 nan None 0.5 nan 0.0 nan nan nan 0.131529 0.0 0.0 nan \n", - "subject5 2023-04-18 17: 1 1 1 9 1.27267 0.255138 0.88 nan None 0.158831 185.314 0.0121516 5.55476 0.996906 0.0454545 0.152277 7.8 17.6 nan \n", - "subject5 2023-04-18 17: 1 1 1 10 0.0856318 1.71077 0.25 nan None 0.5 1.32036e+16 nan 5.22485 0.977012 0.000674764 0.0705441 nan 0.0 nan \n", - "subject5 2023-04-18 17: 1 1 1 11 0.0767733 1.25363 0.22 nan None 0.5 84562900000000 nan 6.3283 0.858974 0.000118455 nan nan 0.0 nan \n", + "subject5 2023-04-19 17: 1 1 1 0 6.71766 0.392532 0.98 nan None 0.126571 nan 0.0 nan nan nan 0.0256577 0.0 0.0 nan \n", + "subject5 2023-04-19 17: 1 1 1 1 4.64183 0.391947 0.99 nan None 0.5 nan 0.0 nan nan nan 0.126882 7.77 20.13 nan \n", + "subject5 2023-04-19 17: 1 1 1 2 0.171264 1.91799 0.39 nan None 0.5 41.5366 0.01055 2.00497 0.109195 0.00941423 0.0382387 17.01 0.0 nan \n", + "subject5 2023-04-19 17: 1 1 1 3 8.46869 0.454273 0.98 nan None 0.5 48.976 0.369185 2.74545 0.987333 1.0 0.0382387 3.9 9.13 nan \n", + "subject5 2023-04-19 17: 1 1 1 4 0.413395 2.56485 0.73 nan None 0.5 360.148 0.00934174 4.40108 0.966667 0.135897 0.0571513 6.35 13.91 nan \n", + "subject5 2023-04-19 17: 1 1 1 5 0.218509 2.4666 0.48 nan None 0.5 162.35 3.64917e-05 6.75158 0.981982 0.0102881 0.10466 6.24 9.81 nan \n", + "subject5 2023-04-19 17: 1 1 1 6 0.100396 3.87529 0.31 nan None 0.5 7.98228e+16 nan 4.6297 0.843137 0.026749 0.0571513 0.0 0.0 nan \n", + "subject5 2023-04-19 17: 1 1 1 7 0.064962 1.85867 0.21 nan None 0.279006 4.61058e+16 nan 4.39722 0.727273 0.0147849 nan nan 0.0 nan \n", + "subject5 2023-04-19 17: 1 1 1 8 15.1657 0.445549 0.99 nan None 0.5 nan 0.0 nan nan nan 0.131529 0.0 0.0 nan \n", + "subject5 2023-04-19 17: 1 1 1 9 1.27267 0.255138 0.88 nan None 0.158831 185.314 0.0121516 5.55476 0.996906 0.0454545 0.152277 7.8 17.6 nan \n", + "subject5 2023-04-19 17: 1 1 1 10 0.0856318 1.71077 0.25 nan None 0.5 1.32036e+16 nan 5.22485 0.977012 0.000674764 0.0705441 nan 0.0 nan \n", + "subject5 2023-04-19 17: 1 1 1 11 0.0767733 1.25363 0.22 nan None 0.5 84562900000000 nan 6.3283 0.858974 0.000118455 nan nan 0.0 nan \n", " ...\n", " (Total: 227)" ] }, - "execution_count": 3, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -519,7 +517,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -544,14 +542,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -638,12 +636,7 @@ "bins = np.linspace(0, 100, 100)\n", "plot_metric(axes[13], data, bins, title=\"Cumulative Drift\")\n", "\n", - "# Contamination Rate\n", - "data = query.fetch(\"contamination_rate\")\n", - "bins = np.linspace(0, 100, 100)\n", - "plot_metric(axes[14], data, bins, title=\"Contamination Rate\")\n", - "axes[15].remove()\n", - "# axes[16].remove()\n", + "[ax.remove() for ax in axes[14:]]\n", "plt.tight_layout()" ] }, @@ -660,13 +653,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "- `Amplitude (μV)` : The absolute difference between the waveform peak and trough.\n", - "\n", - "- `Duration (ms)` : The time interval between the waveform peak and trough.\n", + "- `Amplitude (μV)`: The absolute difference between the waveform peak and trough.\n", "\n", - "- `Half Width (ms)`: The spike width at half of the maximum amplitude.\n", + "- `Duration (ms)`: The time interval between the waveform peak and trough.\n", "\n", - "- `PT (peak-to-trough) Ratio` : The absolute amplitude of the peak divided by the absolute amplitude of the trough relative to 0.\n", + "- `PT (peak-to-trough) Ratio`: The absolute amplitude of the peak divided by the absolute amplitude of the trough relative to 0.\n", "\n", "- `Repolarization Slope`: The slope of the fitted regression line to the first 30μs from trough to peak.\n", "\n", @@ -681,7 +672,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -787,7 +778,7 @@ " (s/m) inverse velocity of waveform propagation from the soma toward the bottom of the probe\n", " \n", " subject5\n", - "2023-04-17 22:22:31\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -795,13 +786,13 @@ "120.402\n", "1.08509\n", "nan\n", - "nan\n", + "0.74622\n", "0.0388668\n", "-0.3638\n", "280.0\n", "0.0735822\n", "-0.0114461subject5\n", - "2023-04-17 22:22:31\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -809,13 +800,13 @@ "151.819\n", "1.05762\n", "nan\n", - "nan\n", + "0.657574\n", "0.0700459\n", "-0.0806154\n", "300.0\n", "-0.0576308\n", "-0.137353subject5\n", - "2023-04-17 22:22:31\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -823,13 +814,13 @@ "142.161\n", "0.59062\n", "nan\n", - "nan\n", + "0.711684\n", "0.175466\n", "-0.119525\n", "300.0\n", "0.081758\n", "-0.0572306subject5\n", - "2023-04-17 22:22:31\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -837,13 +828,13 @@ "144.028\n", "1.03015\n", "nan\n", - "nan\n", + "0.741737\n", "0.0801046\n", "-0.0811708\n", "300.0\n", "-0.138989\n", "0.0711516subject5\n", - "2023-04-17 22:22:31\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -851,13 +842,13 @@ "87.3382\n", "0.563149\n", "nan\n", - "nan\n", + "0.869518\n", "0.189142\n", "-0.0258353\n", "300.0\n", "0.595198\n", "-0.582626subject5\n", - "2023-04-17 22:22:31\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -865,13 +856,13 @@ "80.6693\n", "0.508208\n", "nan\n", - "nan\n", + "0.864687\n", "0.24975\n", "-0.0206796\n", "300.0\n", "-1.13317\n", "1.08081subject5\n", - "2023-04-17 22:22:31\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -879,13 +870,13 @@ "86.7877\n", "0.576884\n", "nan\n", - "nan\n", + "0.834892\n", "0.256677\n", "-0.0614186\n", "300.0\n", "2.34645\n", "0.0654064subject5\n", - "2023-04-17 22:22:31\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -893,13 +884,13 @@ "80.8594\n", "0.453266\n", "nan\n", - "nan\n", + "0.840421\n", "0.212582\n", "-0.0467612\n", "300.0\n", "2.08319\n", "0.228922subject5\n", - "2023-04-17 22:22:31\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -907,13 +898,13 @@ "100.313\n", "1.05762\n", "nan\n", - "nan\n", + "0.800589\n", "0.0222054\n", "-0.518803\n", "300.0\n", "0.173843\n", "-0.0654064subject5\n", - "2023-04-17 22:22:31\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -921,13 +912,13 @@ "63.2377\n", "0.576884\n", "nan\n", - "nan\n", + "0.909614\n", "0.152643\n", "-0.0177585\n", "280.0\n", "1.0138\n", "0.147164subject5\n", - "2023-04-17 22:22:31\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -935,13 +926,13 @@ "124.865\n", "0.480737\n", "nan\n", - "nan\n", + "0.733803\n", "0.26627\n", "-0.0227592\n", "300.0\n", "0.869905\n", "0.220747subject5\n", - "2023-04-17 22:22:31\n", + "2023-04-19 17:52:17\n", "1\n", "1\n", "1\n", @@ -949,7 +940,7 @@ "56.4303\n", "0.329648\n", "nan\n", - "nan\n", + "0.885421\n", "0.202103\n", "-0.0599684\n", "300.0\n", @@ -963,42 +954,42 @@ "text/plain": [ "*subject *session_datet *insertion_num *paramset_idx *curation_id *unit amplitude duration halfwidth pt_ratio repolarization recovery_slope spread velocity_above velocity_below\n", "+----------+ +------------+ +------------+ +------------+ +------------+ +------+ +-----------+ +----------+ +-----------+ +----------+ +------------+ +------------+ +--------+ +------------+ +------------+\n", - "subject5 2023-04-17 22: 1 1 1 0 120.402 1.08509 nan nan 0.0388668 -0.3638 280.0 0.0735822 -0.0114461 \n", - "subject5 2023-04-17 22: 1 1 1 1 151.819 1.05762 nan nan 0.0700459 -0.0806154 300.0 -0.0576308 -0.137353 \n", - "subject5 2023-04-17 22: 1 1 1 2 142.161 0.59062 nan nan 0.175466 -0.119525 300.0 0.081758 -0.0572306 \n", - "subject5 2023-04-17 22: 1 1 1 3 144.028 1.03015 nan nan 0.0801046 -0.0811708 300.0 -0.138989 0.0711516 \n", - "subject5 2023-04-17 22: 1 1 1 4 87.3382 0.563149 nan nan 0.189142 -0.0258353 300.0 0.595198 -0.582626 \n", - "subject5 2023-04-17 22: 1 1 1 5 80.6693 0.508208 nan nan 0.24975 -0.0206796 300.0 -1.13317 1.08081 \n", - "subject5 2023-04-17 22: 1 1 1 6 86.7877 0.576884 nan nan 0.256677 -0.0614186 300.0 2.34645 0.0654064 \n", - "subject5 2023-04-17 22: 1 1 1 7 80.8594 0.453266 nan nan 0.212582 -0.0467612 300.0 2.08319 0.228922 \n", - "subject5 2023-04-17 22: 1 1 1 8 100.313 1.05762 nan nan 0.0222054 -0.518803 300.0 0.173843 -0.0654064 \n", - "subject5 2023-04-17 22: 1 1 1 9 63.2377 0.576884 nan nan 0.152643 -0.0177585 280.0 1.0138 0.147164 \n", - "subject5 2023-04-17 22: 1 1 1 10 124.865 0.480737 nan nan 0.26627 -0.0227592 300.0 0.869905 0.220747 \n", - "subject5 2023-04-17 22: 1 1 1 11 56.4303 0.329648 nan nan 0.202103 -0.0599684 300.0 3.85898 -2.00307 \n", + "subject5 2023-04-19 17: 1 1 1 0 120.402 1.08509 nan 0.74622 0.0388668 -0.3638 280.0 0.0735822 -0.0114461 \n", + "subject5 2023-04-19 17: 1 1 1 1 151.819 1.05762 nan 0.657574 0.0700459 -0.0806154 300.0 -0.0576308 -0.137353 \n", + "subject5 2023-04-19 17: 1 1 1 2 142.161 0.59062 nan 0.711684 0.175466 -0.119525 300.0 0.081758 -0.0572306 \n", + "subject5 2023-04-19 17: 1 1 1 3 144.028 1.03015 nan 0.741737 0.0801046 -0.0811708 300.0 -0.138989 0.0711516 \n", + "subject5 2023-04-19 17: 1 1 1 4 87.3382 0.563149 nan 0.869518 0.189142 -0.0258353 300.0 0.595198 -0.582626 \n", + "subject5 2023-04-19 17: 1 1 1 5 80.6693 0.508208 nan 0.864687 0.24975 -0.0206796 300.0 -1.13317 1.08081 \n", + "subject5 2023-04-19 17: 1 1 1 6 86.7877 0.576884 nan 0.834892 0.256677 -0.0614186 300.0 2.34645 0.0654064 \n", + "subject5 2023-04-19 17: 1 1 1 7 80.8594 0.453266 nan 0.840421 0.212582 -0.0467612 300.0 2.08319 0.228922 \n", + "subject5 2023-04-19 17: 1 1 1 8 100.313 1.05762 nan 0.800589 0.0222054 -0.518803 300.0 0.173843 -0.0654064 \n", + "subject5 2023-04-19 17: 1 1 1 9 63.2377 0.576884 nan 0.909614 0.152643 -0.0177585 280.0 1.0138 0.147164 \n", + "subject5 2023-04-19 17: 1 1 1 10 124.865 0.480737 nan 0.733803 0.26627 -0.0227592 300.0 0.869905 0.220747 \n", + "subject5 2023-04-19 17: 1 1 1 11 56.4303 0.329648 nan 0.885421 0.202103 -0.0599684 300.0 3.85898 -2.00307 \n", " ...\n", " (Total: 227)" ] }, - "execution_count": 8, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "query = ephys.QualityMetrics.Waveform & key\n", - "query\n" + "query" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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GRnTv3l3k5+fL07/55hsBQCxfvlyeFh4eLgCIZcuWqW0rNjZWABBeXl4iJSVFnj5t2jQBQISGhorc3Fx5+pAhQ4SNjY3IysrS2A+Ss2fPCgBi4sSJRS4jhBCNGzcW7u7uajGGh4drLDdixAgRGBioNq3w95CTkyMaNmwounTpojY9MDBQjBgxQv573759AoDYt2+fPK1Xr14a6xdCiB07dggA4q+//tKIW1uchQEQ48ePF0lJScLGxkasXr1aCCHEH3/8IRQKhbh586bG96pSqUSdOnVERESEUKlUap+3Zs2a4tlnn5WnLViwQAAQsbGxWrdtYWEhLl26pHXejBkz5L+HDx8uLCwsRHR0tMayUgyhoaGiV69eJX7mwqTja8GCBWrT+/XrJ2xsbMT169flaffu3RNOTk6iY8eO8rQVK1YIAKJ9+/YiLy9Pr20fOnRIABA//PCDTst/8cUXGudYYVI8hfe5tuNKOuc+//xzeVp2drZo0qSJ8Pb2Fjk5OUKIf/fRihUr5OW6du0qGjVqpHaeqVQq0bZtW1GnTh152kcffSQAiF9//VUjVum7i46O1lh/cUaMGFHkcVUSFxcXMX78+GKXKXxOSgqf/9I+DQgIEGlpafL0DRs2CADiyy+/VIu54Dksffdr165V28b27dvVpqekpAgnJyfRqlUr8eTJE7VlC55/RZURQgjRtm1bsWjRIrF161axdOlS0bBhQwFALFmypNj9UFZF7a/69euL7OxsefqXX34pAIgLFy4IIYQ4c+aMACA2btxY5Lr1+W0q6rdFCCFCQkK0lpWFz5ecnBzh7e0tGjZsqPY9/P777wKA+Oijj+Rp0vE5e/ZstXU2bdpUhIWFFfmZtJFi//HHH+Vp2dnZwtfXVwwYMECeVprzft26dfK0K1euyGXy8ePH5enSb0zBc1P6Tejbt6/atsaNGycAiHPnzgkhDPcdFbdf9OXg4KD13C5s4sSJQqlUql1bEBGZCpvyEZFJ1K9fHx4eHnLfUefOncPjx4/lGgRt27aVa0gcO3YM+fn5av1LFXxCn5qaiocPHyI8PBw3btyQm0E4OzujZ8+e2LBhg9oTx59//hmtW7dGjRo1AAC//vorVCoVBg8ejIcPH8ovX19f1KlTR+sIgQXt3r0bOTk5mDRpklqtkDFjxsDZ2Rl//PGH2vK2trYYNWqU1nUNGjRIflIOQK6x8tJLL6l1lN2qVSvk5ORoNK8oKD09HQA0ngAX5uTkJC+rr4LfQ3JyMlJTU9GhQwe1JkNl1a1bN/j7+2Pt2rXytIsXL+L8+fN69Sfj5uaGHj16YP369QCedqTctm1buZlbQWfPnkVMTAyGDh2KR48eycfE48eP0bVrVxw8eFDnJ83h4eFo0KBBscuoVCps2bIFffr00TpantREw9XVFZcuXTJIvyD5+fnYuXMn+vXrp9bk1c/PD0OHDsXhw4eRlpam9p4xY8ao1VorTkZGBi5duoQ5c+bA2toaHTt21Ol9Uu2CrVu3GuxpvpWVFV5//XX5bxsbG7z++ut48OABTp06pfU9SUlJ2Lt3LwYPHoz09HT5GHj06BEiIiIQExMjn3+//PILQkND1QZzkJR2FLeVK1dCCFGqEQtdXV0RFRWFe/fulWrb2gwfPlytLBk4cCD8/Pzw559/FvmejRs3wsXFBc8++6xa2RoWFgZHR0e5bN21axfS09Px3nvvafR5pOv+O3LkCCZOnIi+ffvijTfewKlTp9CwYUO8//77ak3GjWXUqFFq/U9JteRu3LgBAHI5v2PHDmRmZmpdh76/TcX9tuji5MmTePDgAcaNG6f2PfTq1Qv16tXT+C0DntbOK6hDhw7yZ9SHo6OjWnluY2ODli1blmpdBddZcMCUZ555Bq6urqhfv75abVDp/9q2JdXAlrz55psAIB/35fkd7d+/v1yb2oWHhyMrKwsfffQRbt68iezs7HLbFhFRSZiYIiKTUCgUaNu2rdyX1JEjR+Dt7S2PdFcwMSX9WzAxdeTIEXTr1g0ODg5wdXWFl5eX3FdDwf45XnzxRdy5cwfHjh0DAFy/fh2nTp3Ciy++KC8TExMDIQTq1KkDLy8vtdfff/8td3helFu3bgF4etFbkI2NDWrVqiXPlwQEBBTZYa6ULJNINy/Vq1fXOl1bPy0S6SaypKRTeno6vL29i12mKL///jtat24NpVIJd3d3eHl5YenSpRp9pJSFhYUFhg0bhi1btsg3cGvXroVSqcSgQYP0WtfQoUOxa9cu3L59G1u2bCmymY+U+BkxYoTGMfH9998jOztb589YVDPKghITE5GWllZkX1eS2bNnIyUlBXXr1kWjRo0wdepUnD9/Xqc4tG0zMzNT47gFniaOVSqVRh8punwWyYQJE9CwYUPs378fK1eu1HkUyxdffBHt2rXDq6++Ch8fH0RGRmLDhg1lSlL5+/trdNRet25dANDor0Zy7do1CCEwffp0jWNA6mtOKhuuX79e4ndnTPPnz8fFixdRvXp1tGzZEjNnzizTDT4A1KlTR+1vhUKB2rVrF7n/gKfnUWpqKry9vTX2YUZGhtr+A2DQfWhjY4MJEyYgJSWlyORjeSpclru5uQH4t8yuWbMmJk+ejO+//x6enp6IiIjA4sWL1coVfX+bivtt0UVRv2UAUK9ePY3fMqVSqdZsWfqcxf0uFaVatWoaScjSrqu4dbq4uOj1e1r4uA8ODoaFhYV83Bv7OzKkF154AZMnT8a8efNQs2ZN+aENEZEpsI8pIjKZ9u3b47fffsOFCxfk/qUkbdu2xdSpUxEXF4fDhw/D399frtVx/fp1dO3aFfXq1cPChQtRvXp12NjY4M8//8QXX3yhdgPbp08f2NvbY8OGDWjbti02bNgACwsLtYSGSqWCQqHAX3/9pbU2iK4j3OiquP5YiqqNUtT04p6m1qlTB1ZWVsUmLrKzs3H16lW0bNlSnqZQKLSut3CHtocOHULfvn3RsWNHLFmyBH5+frC2tsaKFSs0Ohkvq+HDh2PBggXYsmULhgwZgnXr1qF3795qtct00bdvX9ja2mLEiBHIzs7G4MGDtS4nHUMLFixAkyZNtC6j63FR3Petr44dO+L69evYunUrdu7cie+//x5ffPEFli1bhldffdVg2ymKPp/lnXfeQUREBObPn4+xY8eiffv2GjfrRW3j4MGD2LdvH/744w9s374dP//8M7p06YKdO3fC0tKyyFo0+na6XBzpGJgyZQoiIiK0LqNrss3YBg8ejA4dOmDz5s3YuXMnFixYgM8++wy//vqr3F9PcftQ11pxJVGpVPD29lar7VhQ4aSGoUkJCF0GijA0Xcrszz//HCNHjpTP57feekvuy6hatWp6/zYZsqzRhaGOk+LWVXB/6XveG/L3tKgYzP07Ks6uXbuwaNEivPjii4iMjNToU5CIyJiYmCIik5FqQB0+fBhHjhzBpEmT5HlhYWGwtbXF/v37ERUVheeee06e99tvvyE7Oxvbtm1Tu9HV1uTOwcEBvXv3xsaNG7Fw4UL8/PPP6NChA/z9/eVlgoODIYRAzZo15VoU+pCagl29elWtSVROTg5iY2PRrVs3vddpCPb29ujatSt2796NW7duaW2ytmHDBmRnZ6sl6tzc3LTWrij8tPyXX36BUqnEjh07YGtrK09fsWJFqeItrslOw4YN0bRpU6xduxbVqlXD7du38fXXX+u9DTs7O/Tr1w9r1qxBz5495c7KCwsODgbwtDloSd9faZtqFeTl5QVnZ2dcvHixxGXd3d0xatQojBo1ChkZGejYsSNmzpypd2LKy8sL9vb2uHr1qsa8K1euwMLCQqNmgT4aNGiABg0awM/PD507d8auXbswevRond5rYWGBrl27omvXrli4cCE++eQTfPDBB9i3bx+6desm1z4pPOpl4WNUcu/ePTx+/Fit1tQ///wDAEU2lZPOZWtr6xKPgeDg4BK/O0McJ/rw8/PDuHHjMG7cODx48ADNmjXD3Llz5cSUm5ubxv4Dnu5DbaOZFm4+KoTAtWvX5AEgtAkODsbu3bvRrl27Ym/IpfPt4sWLxSb79N2HUjlW3gmwsmjUqBEaNWqEDz/8EEePHkW7du2wbNkyfPzxx2X+bZLout8K/pZ16dJFbd7Vq1e1/oYYk77nvSHExMSo1RS9du0aVCqVXG4Y6jsyhd9//x02NjZYtWqV2m84EZEpsCkfEZlM8+bNoVQqsXbtWsTFxanVmLK1tUWzZs2wePFiPH78WK0Zn/RUsuDTzdTU1CITIi+++CLu3buH77//HufOnVNrxgc8HbXM0tISs2bN0nhiKoTAo0ePiv0c3bp1g42NDb766iu19//www9ITU3Va3Q6Q/vwww8hhMDIkSM1+lmJjY3FO++8g+rVq+Pll1+WpwcHB+PKlStITEyUp507d05jVDSp5krBp9U3b97Eli1bShWrg4NDsc3jXn75ZezcuROLFi2Ch4dHqUdqmjJlCmbMmIHp06cXuUxYWBiCg4Px3//+FxkZGRrzC+4bKdmh7SZfVxYWFujXrx9+++03nDx5UmO+dFwVPhYdHR1Ru3btUvUNYmlpie7du2Pr1q1qzbESEhKwbt06tG/fHs7OznqvtzApeazr/tFWu0WqtSZ9TimRcfDgQXmZ/Px8fPfdd1rXmZeXh2+//Vb+OycnB99++y28vLwQFham9T3e3t7o1KkTvv32W8THx2vML3gMDBgwAOfOncPmzZs1lpO+O32Pk/j4eFy5cgW5ubk6LS/Jz8/XOI+8vb3h7++vdpwEBwfj+PHjyMnJkaf9/vvvGs03JT/++KNas+BNmzYhPj6+2PNw8ODByM/Px5w5czTm5eXlyfuie/fucHJywrx58zRGyCxYphZVRhT8LiTp6elYtGgRPD09i/yOTSktLQ15eXlq0xo1agQLCwv5eyrrb5PEwcFBp+OuefPm8Pb2xrJly9SOlb/++gt///23SX/LAP3Pe0NYvHix2t/SAxHpuDfUd6TN7du3ceXKlVK/vyRpaWnw8vJiUoqIzAJrTBGRydjY2KBFixY4dOgQbG1tNW4e2rZti88//xyAev9S3bt3h42NDfr06YPXX38dGRkZ+N///gdvb2+tN5DPPfccnJycMGXKFFhaWmLAgAFq84ODg/Hxxx9j2rRpuHnzJvr16wcnJyfExsZi8+bNeO211zBlypQiP4eXlxemTZuGWbNmoUePHujbty+uXr2KJUuWoEWLFnp10G1o7du3xxdffIFJkyahcePGGDlyJPz8/HDlyhX873//g4WFBbZs2aI2nPUrr7yChQsXIiIiAqNHj8aDBw+wbNkyhISEqHWG3atXLyxcuBA9evTA0KFD8eDBAyxevBi1a9cuVb9HYWFh+PnnnzF58mS0aNECjo6O6NOnjzx/6NCheOedd7B582aMHTtWHmZeX6GhoQgNDS12GQsLC3z//ffo2bMnQkJCMGrUKAQEBCAuLg779u2Ds7MzfvvtNzluAPjggw8QGRkJa2tr9OnTR6NPo5J88skn2LlzJ8LDw/Haa6+hfv36iI+Px8aNG3H48GG4urqiQYMG6NSpE8LCwuDu7o6TJ09i06ZNmDBhQqn2xccff4xdu3ahffv2GDduHKysrPDtt98iOzsb8+fPL9U6C5MGBNC1E9/Zs2fj4MGD6NWrFwIDA/HgwQMsWbIE1apVk8uBkJAQtG7dGtOmTUNSUhLc3d3x008/adzoS/z9/fHZZ5/h5s2bqFu3Ln7++WecPXsW3333XbHH0eLFi9G+fXs0atQIY8aMQa1atZCQkIBjx47h7t27OHfuHABg6tSp2LRpEwYNGoRXXnkFYWFhSEpKwrZt27Bs2TKEhoYiODgYrq6uWLZsGZycnODg4IBWrVoV2W/XtGnTsGrVKsTGxurVAXp6ejqqVauGgQMHIjQ0FI6Ojti9ezeio6Pl8hQAXn31VWzatAk9evTA4MGDcf36daxZs0a++S/M3d0d7du3x6hRo5CQkIBFixahdu3aGDNmTJGxhIeH4/XXX8e8efNw9uxZdO/eHdbW1oiJicHGjRvx5ZdfYuDAgXB2dsYXX3yBV199FS1atMDQoUPh5uaGc+fOITMzE6tWrQJQdBmxePFiefCAGjVqID4+HsuXL8ft27exevXqEvv0GTlyZKn2dVns3bsXEyZMwKBBg1C3bl3k5eVh9erVar9RZf1tkoSFhWHp0qX4+OOPUbt2bXh7e2vUiAKe1g787LPPMGrUKISHh2PIkCFISEjAl19+iaCgILz99tsG3w/60Pe8N4TY2Fj07dsXPXr0wLFjx7BmzRoMHTpU/g0x1HekzfDhw3HgwAGdys7ffvtNLo9yc3Nx/vx5fPzxxwCeNmHXVrNRCKE2YAsRkUkZYeQ/IqIiTZs2TQAQbdu21Zj366+/CgDCyclJY4j6bdu2icaNGwulUimCgoLEZ599JpYvX17k8OrDhg0TAES3bt2KjOWXX34R7du3Fw4ODsLBwUHUq1dPjB8/Xly9elVeRhpCWttQ9t98842oV6+esLa2Fj4+PmLs2LEiOTlZbZnw8HAREhKi8V5pqPoFCxaoTZeGwS48pLg0bHZ0dHSRn6egQ4cOieeff154enoKhUIhAAhvb28RHx+vdfk1a9aIWrVqCRsbG9GkSROxY8cOjaHghRDihx9+EHXq1BG2traiXr16YsWKFfI+Kqjw0PTahvfOyMgQQ4cOFa6urgKA1mHhn3vuOQFAHD16VKfPLYQQAMT48eOLXaao7/XMmTOif//+wsPDQ9ja2orAwEAxePBgsWfPHrXl5syZIwICAoSFhYXaMVjctgGIGTNmqE27deuWGD58uPDy8hK2traiVq1aYvz48fKw8x9//LFo2bKlcHV1FXZ2dqJevXpi7ty5Iicnp9jPV9TxJYQQp0+fFhEREcLR0VHY29uLzp07a+xffY+3gm7fvi0AiDlz5ui0/J49e8Tzzz8v/P39hY2NjfD39xdDhgwR//zzj9py169fF926dRO2trbCx8dHvP/++2LXrl1ah40PCQkRJ0+eFG3atBFKpVIEBgaKb775Rm190j4qOGS8tJ3hw4cLX19fYW1tLQICAkTv3r3Fpk2b1JZ79OiRmDBhgggICBA2NjaiWrVqYsSIEeLhw4fyMlu3bhUNGjQQVlZWWrdV0IgRI4osz4qTnZ0tpk6dKkJDQ4WTk5NwcHAQoaGhYsmSJRrLfv755yIgIEDY2tqKdu3aiZMnT4rw8HARHh4uLyOdq+vXrxfTpk0T3t7ews7OTvTq1UvcunVLI2Zt5+13330nwsLChJ2dnXBychKNGjUS77zzjrh3757actu2bRNt27YVdnZ2wtnZWbRs2VKsX79enl9UGbFz507x7LPPyt+Rq6ur6N69u8Z5WpQBAwYIOzs7jfJaF0Xtr8JlduHj68aNG+KVV14RwcHBQqlUCnd3d9G5c2exe/dujW3o8ttU1G+LEELcv39f9OrVSzg5OQkAcrzaymEhhPj5559F06ZNha2trXB3dxfDhg0Td+/eVVtmxIgRwsHBQWNb2sr/khQVu7bjSd/zvrDAwEDRq1cvjemFy2rpc1y+fFkMHDhQODk5CTc3NzFhwgTx5MkTjfeX9TvSJjw8XOd9KZUX2l5FlTODBw8WwcHBOsdDRFSeFEKU4zikRERklubMmYOPPvoIH3zwgfxUtSJ44YUXcOHCBVy7ds3UoZCOsrOz4eTkhKZNm2LFihUICAjQu9N6Y7h+/Tpq166N1atXm7SWY0X28ssv49ixYxXu/PTx8ZEHWCCq7BITE+XaXbVr18aBAwdMHRIREfuYIiKqiqZPn4433ngDc+fOLdf+OQwpPj4ef/zxh1p/WGT+bG1tMWnSJJw4cQIhISF4/vnnTR2SVlIz4KI6xKeSxcfHV7j9d+nSJTx58gTvvvuuqUMhMgpvb2+0bNkSSUlJaoPOEBGZEmtMERGRWYuNjcWRI0fw/fffIzo6GtevX4evr6+pwyI9JSQk4Nq1a7Czs0OzZs1MHY6a5cuXY/ny5Thz5gzi4uLU+lyjkp0/fx5btmzBxx9/jKlTp2Lu3LmmDonMQFJSklrn+oVZWlqa9YiJldWePXvg5OSEBg0awNHR0dThEBEBYOfnRERk5g4cOIBRo0ahRo0aWLVqFZNSFZSPjw98fHxMHYZWr732GurWrYuNGzcyKVUKv/76K77++mtERkZi2rRppg6HzET//v2LbSYWGBioNiIoGUfXrl1NHQIRkQbWmCIiIiIiIoM6deoUkpOTi5xvZ2eHdu3aGTEiIiIyV0xMERERERERERGRSbDzcyIiIiIiIiIiMgkmpoiIiIiIiIiIyCSYmCIiIiIiIiIiIpNgYoqIiIiIiIiIiEyCiSkiIiIiIiIiIjIJJqaIiIiIiIiIiMgkmJgiIiIiIiIiIiKTYGKKiIiIiIiIiIhMgokpIiIiIiIiIiIyCSamiIiIiIiIiIjIJJiYIiIiIiIiIiIik2BiioiIiIiIiIiITIKJKSIiIiIiIiIiMgkmpoiIiIiIiIiIyCSYmCIiIiIiIiIiIpNgYoqIiIiIiIiIiEyCiSkiIiIiIiIiIjIJJqaIiIiIiIiIiMgkmJgiIiIiIiIiIiKTYGKKiIiIiIiIiIhMgokpIiIiIiIiIiIyCSamiIiIiIiIiIjIJJiYIiIiIiIiIiIik2BiioiIiIiIiIiITIKJKSIiIiIiIiIiMgkmpqqwlStXQqFQ4ObNm1r/Lm8zZ86EQqEw+Hrnz5+PevXqQaVSGXzdBS1btgw1atRAdna2Xu/TFp+x972+SvtZiSqj8iq7dHXnzh0olUocOXLEqNuNjIzE4MGDjbpNIjJfQUFBGDlypKnDIKL/N3LkSAQFBRl8vQqFAjNnzjT4es11u/qoCDFWFExMGdmSJUugUCjQqlUrU4eik6NHj2LmzJlISUkxdSg6SUtLw2effYZ3330XFhb6Hd59+/aFvb090tPTi1xm2LBhsLGxwaNHjzBy5Ejk5OTg22+/NUp8plSaz0pUHCkZK72USiX8/f0RERGBr776qtjz0BgyMzMxc+ZM7N+/36RxaDN79my0atUK7dq1M+p23333Xfzyyy84d+6cUbdLVNFpK+/q1q2LCRMmICEhAcDTJE/BZYp6rVy5ssjtdOrUSW1ZOzs7NG7cGIsWLSr1w7qKdh1IVB4Kn8NWVlYICAjAyJEjERcXZ+rwKrQ///zTLBM7hw8fRs+ePREQEAClUokaNWqgT58+WLdunalDq7SsTB1AVbN27VoEBQXhxIkTuHbtGmrXrm3qkGQvv/wyIiMjYWtrK087evQoZs2ahZEjR8LV1dV0welo+fLlyMvLw5AhQ/R+77Bhw/Dbb79h8+bNGD58uMb8zMxMbN26FT169ICHhwcAYMSIEVi4cCHefPNNnWpQlCU+U1IqlXp/ViJdzJ49GzVr1kRubi7u37+P/fv3Y9KkSVi4cCG2bduGxo0bmySuzMxMzJo1C8DTm72CPvzwQ7z33nsmiApITEzEqlWrsGrVKqNvu2nTpmjevDk+//xz/Pjjj0bfPlFFJ5V3WVlZOHz4MJYuXYo///wTFy9exKJFi5CRkSEv++eff2L9+vX44osv4OnpKU9v27ZtsduoVq0a5s2bBwB4+PAh1q1bh7fffhuJiYmYO3eu3jEXdx149erVCvWQjaisCp7Dx48fx8qVK3H48GFcvHgRSqXS1OGVmydPnsDKqnzSBn/++ScWL16sNTlVntstzsaNG/Hiiy+iSZMmmDhxItzc3BAbG4uDBw/if//7H4YOHWr0mKoCJqaMKDY2FkePHsWvv/6K119/HWvXrsWMGTNMHZbM0tISlpaWpg6jTFasWIG+ffuW6sehb9++cHJywrp167QmprZu3YrHjx9j2LBh8rTBgwdj/vz52LdvH7p06VKu8Zmavp+VSBc9e/ZE8+bN5b+nTZuGvXv3onfv3ujbty/+/vtv2NnZlXk7eXl5UKlUsLGxKfO6rKysTHKhBABr1qyBlZUV+vTpY5LtDx48GDNmzMCSJUvg6OhokhiIKqqC5d2rr74KDw8PLFy4EFu3btV4YHX//n2sX78e/fr106tpjouLC1566SX57zfeeAP16tXD119/jdmzZxv0Oq/gg0yiqqDwOezp6YnPPvsM27Ztq3RN3VUqFXJycqBUKk1232Kq7c6cORMNGjTA8ePHNa4bHzx4YJKYqgI+5jCitWvXws3NDb169cLAgQOxdu1ajWWkvkv++ecfvPTSS3BxcYGXlxemT58OIQTu3LmD559/Hs7OzvD19cXnn3+u9f1XrlzB4MGD4ezsDA8PD0ycOBFZWVnFxle4n6OZM2di6tSpAICaNWvK1Vdv3rxZZBvmovpeOXz4MFq0aAGlUong4OAim4TFxcXhlVdegY+PD2xtbRESEoLly5cXG7ckNjYW58+fR7du3dSm6xqrnZ0d+vfvjz179mgtdNatWwcnJyf07dtXnhYWFgZ3d3ds3bq11PEV5cyZM+jZsyecnZ3h6OiIrl274vjx4xrL7d+/H82bN1fbt+XRB44+n5WoLLp06YLp06fj1q1bWLNmjTy9U6dOGrWXAM1z/ObNm1AoFPjvf/+LRYsWITg4GLa2trh8+TJycnLw0UcfISwsDC4uLnBwcECHDh2wb98+tfd7eXkBAGbNmiWXfdLTPG3nV15eHubMmSNvKygoCO+//75Gv2xBQUHo3bs3Dh8+jJYtW0KpVKJWrVo610DasmULWrVqpZEU6tSpExo2bIjz588jPDwc9vb2qF27NjZt2gQAOHDgAFq1agU7Ozs888wz2L17t9r709PTMWnSJAQFBcHW1hbe3t549tlncfr0abXlnn32WTx+/Bi7du3SKV4iKpr0kCc2NrbctqFUKtGiRQukp6erXducP38eI0eORK1ataBUKuHr64tXXnkFjx49kpcp7joQ0N7H1I0bNzBo0CC4u7vD3t4erVu3xh9//FFun4/IlDp06AAAuH79utr0K1euYODAgXB3d4dSqUTz5s2xbds2tWWk+66DBw/i9ddfh4eHB5ydnTF8+HAkJydrbGvJkiUICQmBra0t/P39MX78eJ2a2P73v/9F27Zt4eHhATs7O4SFhcnXBgUpFApMmDABa9eulbezfft2eZ50DSRdYxX1khw6dAiDBg1CjRo1YGtri+rVq+Ptt9/GkydP5GVGjhyJxYsXy9sovA5t/Tfpcn8k7dsjR45g8uTJ8PLygoODA1544QUkJiaWuM+uX7+OFi1aaH2Y6e3tXeL79YlR1+//r7/+QocOHeDg4AAnJyf06tULly5dKjGWioQ1poxo7dq16N+/P2xsbDBkyBAsXboU0dHRaNGihcayL774IurXr49PP/0Uf/zxBz7++GO4u7vj22+/RZcuXfDZZ59h7dq1mDJlClq0aIGOHTuqvX/w4MEICgrCvHnzcPz4cXz11VdITk7Wq/lF//798c8//2hUJZdu2HR14cIFdO/eHV5eXpg5cyby8vIwY8YM+Pj4qC2XkJCA1q1bywWjl5cX/vrrL4wePRppaWmYNGlSsds5evQoAKBZs2Z6xVfQsGHDsGrVKmzYsAETJkyQpyclJWHHjh0YMmSIRu2NZs2a6dQJsT7xXbp0CR06dICzszPeeecdWFtb49tvv0WnTp3kG0zgacHXo0cP+Pn5YdasWcjPz8fs2bP1/o50petnJSqrl19+Ge+//z527tyJMWPGlGodK1asQFZWFl577TXY2trC3d0daWlp+P777zFkyBCMGTMG6enp+OGHHxAREYETJ06gSZMm8PLywtKlSzF27Fi88MIL6N+/PwAU26zw1VdfxapVqzBw4ED85z//QVRUFObNm4e///4bmzdvVlv22rVrGDhwIEaPHo0RI0Zg+fLlGDlyJMLCwhASElLkNnJzcxEdHY2xY8dqnZ+cnIzevXsjMjISgwYNwtKlSxEZGYm1a9di0qRJeOONNzB06FAsWLAAAwcOxJ07d+Dk5ATgaa2KTZs2YcKECWjQoAEePXqEw4cP4++//1Yrsxo0aAA7OzscOXIEL7zwgs7fBRFpkm5mpe4Byot0I1mwKd6uXbtw48YNjBo1Cr6+vrh06RK+++47XLp0CcePH4dCodD7OjAhIQFt27ZFZmYm3nrrLXh4eGDVqlXo27cvNm3axDKDKh0pSevm5iZPu3TpEtq1a4eAgAC89957cHBwwIYNG9CvXz/88ssvGufBhAkT4OrqipkzZ+Lq1atYunQpbt26hf3798tJmpkzZ2LWrFno1q0bxo4dKy8XHR2NI0eOwNrausgYv/zyS/Tt2xfDhg1DTk4OfvrpJwwaNAi///47evXqpbbs3r175XsgT09PrQ/2vby8sHr1arVpubm5ePvtt9USORs3bkRmZibGjh0LDw8PnDhxAl9//TXu3r2LjRs3AgBef/113Lt3D7t27dJYpza63h9J3nzzTbi5uWHGjBm4efMmFi1ahAkTJuDnn38udjuBgYHYs2cP7t69i2rVqpUYV1li1OX7X716NUaMGIGIiAh89tlnyMzMxNKlS9G+fXucOXOmXDq8NwlBRnHy5EkBQOzatUsIIYRKpRLVqlUTEydOVFtuxowZAoB47bXX5Gl5eXmiWrVqQqFQiE8//VSenpycLOzs7MSIESM03t+3b1+19Y4bN04AEOfOnZOnrVixQgAQsbGxWv8WQogFCxZoTBNCiBEjRojAwECNzyltv6B+/foJpVIpbt26JU+7fPmysLS0VFt29OjRws/PTzx8+FDt/ZGRkcLFxUVkZmZqbK+gDz/8UAAQ6enppY41Ly9P+Pn5iTZt2qhNX7ZsmQAgduzYobGe1157TdjZ2RUbW3HxCaG57/v16ydsbGzE9evX5WXu3bsnnJycRMeOHeVpffr0Efb29iIuLk6eFhMTI6ysrDQ+myHo+lmJSiId89HR0UUu4+LiIpo2bSr/HR4eLsLDwzWWK3yOx8bGCgDC2dlZPHjwQG3ZvLw8kZ2drTYtOTlZ+Pj4iFdeeUWelpiYKACIGTNmaGyvcNlx9uxZAUC8+uqrastNmTJFABB79+6VpwUGBgoA4uDBg/K0Bw8eCFtbW/Gf//xH+474f9euXRMAxNdff60xLzw8XAAQ69atk6dduXJFABAWFhbi+PHj8vQdO3YIAGLFihXyNBcXFzF+/Phity+pW7eu6Nmzp07LEtG/5d3u3btFYmKiuHPnjvjpp5+Eh4eHsLOzE3fv3tV4T1HXX8UJDw8X9erVE4mJiSIxMVFcuXJFTJ06VQAQvXr1UltW2zXV+vXrNcqn4uIIDAxUuwadNGmSACAOHTokT0tPTxc1a9YUQUFBIj8/X+fPQmROtJ3DmzZtEl5eXsLW1lbcuXNHXrZr166iUaNGIisrS56mUqlE27ZtRZ06dTTWGRYWJnJycuTp8+fPFwDE1q1bhRBPrxFsbGxE9+7d1c6hb775RgAQy5cvl6dpu+cpfK7n5OSIhg0bii5duqhNl64XLl26pPH5i7oekowbN05YWlqqXe9oK2PmzZsnFAqF2j3h+PHji7xnKbxdXe+PpH3brVs3oVKp5Olvv/22sLS0FCkpKUV+FiGE+OGHHwQAYWNjIzp37iymT58uDh06pLUMK2uMJX3/6enpwtXVVYwZM0Ztu/fv3xcuLi4a0ysyNuUzkrVr18LHxwedO3cG8LRq4osvvoiffvoJ+fn5Gsu/+uqr8v8tLS3RvHlzCCEwevRoebqrqyueeeYZ3LhxQ+P948ePV/v7zTffBPC0gzljys/Px44dO9CvXz/UqFFDnl6/fn1ERETIfwsh8Msvv6BPnz4QQuDhw4fyKyIiAqmpqRpNSgp79OgRrKysytTviaWlJSIjI3Hs2DH5KQjwtBmfj48PunbtqvEeNzc3PHnyBJmZmQaJLz8/Hzt37kS/fv1Qq1Ytebqfnx+GDh2Kw4cPIy0tDfn5+di9ezf69esHf39/ebnatWujZ8+eOn5i/ej6WYkMwdHRsUyj8w0YMEDjyb6lpaX8RE+lUiEpKQl5eXlo3rx5iWVMUaRydfLkyWrT//Of/wCARjOWBg0ayNX/gadPH4sqywuSmtgUfDJbkKOjIyIjI+W/n3nmGbi6uqJ+/fpqT+ik/xfcnqurK6KionDv3r1iY5C2//DhwxKXIyJ13bp1g5eXF6pXr47IyEg4Ojpi8+bNCAgIMNg2rly5Ai8vL3h5eaFevXpYsGAB+vbtqzGaX8Ha31lZWXj48CFat24NAGUqC1u2bIn27dvL0xwdHfHaa6/h5s2buHz5cqnWS2QuCp7DAwcOhIODA7Zt2ybXqklKSsLevXsxePBgpKeny/cyjx49QkREBGJiYjRG8XvttdfUajyNHTsWVlZW8rXF7t27kZOTg0mTJqkNNjBmzBg4OzuX2FS24LmenJyM1NRUdOjQQet5Hh4ejgYNGui1T3788UcsWbIE8+fPl+9zC2/38ePHePjwIdq2bQshBM6cOaPXNgDd748Keu2119SaBnbo0AH5+fm4detWsdt65ZVXsH37dnTq1AmHDx/GnDlz0KFDB9SpU0duAWPIGIv7/nft2oWUlBQMGTJE7f7Y0tISrVq1UuuKoqJjYsoI8vPz8dNPP6Fz586IjY3FtWvXcO3aNbRq1QoJCQnYs2ePxnsKJnGAp51ZKpVKtZFZpOna2qHWqVNH7e/g4GBYWFioJVuMITExEU+ePNGIB3h601RwuZSUFHz33XfyBZX0GjVqFADjdTYndW4uDQd69+5dHDp0CJGRkVo7DRVCAIDB+nRKTExEZmam2v6R1K9fHyqVCnfu3MGDBw/w5MkTrSM7apu2dOlSNGvWDNbW1lpHvkhMTESvXr3g4OCAZ555RutxaejPSlScjIwMualZadSsWVPr9FWrVqFx48ZQKpXw8PCAl5cX/vjjD6SmppZqO7du3YKFhYXGeefr6wtXV1eNC6DC5TvwNNmjrSzXRjoPC6tWrZrGueni4oLq1atrTAOgtr358+fj4sWLqF69Olq2bImZM2cWmSgTQrAMICqFxYsXY9euXdi3bx8uX76MGzduqD2kM4SgoCDs2rULO3bswJIlSxAQEIDExESNToSTkpIwceJE+Pj4wM7ODl5eXnKZWZaysKhrF2k+UUUmncObNm3Cc889h4cPH6oNAnDt2jUIITB9+nSN+xlpwKvC9zOF75EcHR3h5+cn37NJ503hc8vGxga1atUq8bz6/fff0bp1ayiVSri7u8vdFWg7z4u6birK2bNn8cYbb2DIkCEaD+du376NkSNHwt3dHY6OjvDy8kJ4eDiA0pUxut4fFVT4ekt6sKfL9VZERAR27NiBlJQUHDx4EOPHj8etW7fQu3fvIu9JSxNjSd9/TEwMgKd9EhY+pnbu3FmpOmNnH1NGsHfvXsTHx+Onn37CTz/9pDF/7dq16N69u9o0bQmQokZSKeompSBD30QUtT5ttb90oVKpAAAvvfQSRowYoXWZkoaN9/DwQF5eHtLT03W6mS1qv4WFhaFevXpYv3493n//faxfvx5CCLXR+ApKTk6Gvb19iSOH6Rufofn5+WHmzJlywq2w8ePHw9fXF4mJidi9ezcGDx6MmJgYuLu7y8vo+lmJyuru3btITU1VS/YoFAqt521R5Y6243TNmjUYOXIk+vXrh6lTp8Lb2xuWlpaYN2+eRuel+tK1nC1tWS71Q1PUBVVR69Vle4MHD0aHDh2wefNm7Ny5EwsWLMBnn32GX3/9VaMGZnJystaHDURUvJYtW6qNQloeHBwc1AZZadeuHZo1a4b3338fX331lTx98ODBOHr0KKZOnYomTZrA0dERKpUKPXr0kK/JiEhdwXO4X79+aN++PYYOHYqrV6/K5xAATJkypciks7aHx+Xl0KFD6Nu3Lzp27IglS5bAz88P1tbWWLFihdb7AX2u75OTkzFgwADUrVsX33//vdq8/Px8PPvss0hKSsK7776LevXqwcHBAXFxcRg5cqTRypiy3DtL7O3t0aFDB3To0AGenp6YNWsW/vrrryLvVw1N2lerV6+Gr6+vxnxTjRJdHirPJzFja9euhbe3tzzqQEG//vorNm/ejGXLlhn0Zj8mJkYt633t2jWoVCq9O0cr6kbLzc1N60gQhbP2Xl5esLOzk7O9BV29elVtOScnJ+Tn5+s8al1h9erVA/B0dJvCSSxtzYESEhKKXNewYcMwffp0nD9/HuvWrUOdOnW0dlIvbU96Glja+Ary8vKCvb292v6RXLlyBRYWFqhevTocHBygVCpx7do1jeW0TevXrx8A7c05MzIysGXLFty4cQP29vbo27cvGjVqhK1bt8o11vT5rERlJXWCWfDCzs3NTWstHn2ewm/atAm1atXCr7/+qla+SU8yJfok8wMDA6FSqRATE6N2fiQkJCAlJQWBgYE6r6s4NWrUgJ2dXbmN4OXn54dx48Zh3LhxePDgAZo1a4a5c+eqJaby8vJw584dtdFJich8NW7cGC+99BK+/fZbTJkyBTVq1EBycjL27NmDWbNm4aOPPpKX1Xatpm9ZWNS1izSfqLKQHmp17twZ33zzDd577z25+Za1tbXO9zMxMTFqTeAyMjIQHx+P5557DsC/583Vq1fVmofl5OQgNja22O388ssvUCqV2LFjh1rNrhUrVuj+QbVQqVQYNmwYUlJSsHv3btjb26vNv3DhAv755x+sWrUKw4cPl6drG9FX1zJG1/uj8iQlJePj4w0WY0nff3BwMICnowGW9h65omBTvnL25MkT/Prrr+jduzcGDhyo8ZowYQLS09M1hhAtq8JJsK+//hoA9O57yMHBAQA0klDBwcFITU3F+fPn5Wnx8fEao09ZWloiIiICW7Zswe3bt+Xpf//9N3bs2KG23IABA/DLL7/g4sWLGnHoMrRnmzZtAAAnT57UmJeUlIRz587Jf2dnZ8sJGm1Zc6l21EcffYSzZ88WWVsKeNoXQ9u2bcsUX0GWlpbo3r07tm7dqtb0MiEhAevWrUP79u3h7OwMS0tLdOvWDVu2bFHrF+batWv466+/SoynoJiYGDg6OqqNPNGoUSONYUh1/axEZbF3717MmTMHNWvWVDv3goODceXKFbXy4Ny5c3qNFCk9PSt43kdFReHYsWNqy0kXWboMxSxdPCxatEht+sKFCwFAY9Sb0rK2tkbz5s1LLEP0lZ+fr1Gt3tvbG/7+/sjOzlabfvnyZWRlZbEcIKpA3nnnHeTm5splkrZyENAsw4CirwO1ee6553DixAm18vTx48f47rvvEBQUpHffNUTmrlOnTmjZsiUWLVqErKwseHt7o1OnTvj222+1Ji+03c989913yM3Nlf9eunQp8vLy5Hu2bt26wcbGBl999ZXaOfvDDz8gNTW12GsMS0tLKBQKtZrlN2/exJYtW0rzcWWzZs3Cjh07sH79eq3N/7SVMUIIfPnllxrL6lrG6Hp/ZAjaujMB/n24r62pXmljLOn7j4iIgLOzMz755BO15SS63CNXFKwxVc62bduG9PT0Ip8ut27dGl5eXli7di1efPFFg203NjYWffv2RY8ePXDs2DGsWbMGQ4cORWhoqF7rCQsLAwB88MEHiIyMhLW1Nfr06YPIyEi8++67eOGFF/DWW2/Jw1bWrVtXozO9WbNmYfv27ejQoQPGjRuHvLw8fP311wgJCVFLbH366afYt28fWrVqhTFjxqBBgwZISkrC6dOnsXv3biQlJRUba61atdCwYUPs3r0br7zyito8W1tb9OnTBxMmTIBSqcSaNWvkzufmzJmDsWPHqnWSXLNmTbRt2xZbt24FgCITU6dOnUJSUhKef/75EvdlcfEV9vHHH2PXrl1o3749xo0bBysrK3z77bfIzs7G/Pnz5eVmzpyJnTt3ol27dhg7dizy8/PxzTffoGHDhjh79myJMUkyMjI0CkpnZ2e5s2V9PyuRrv766y9cuXIFeXl5SEhIwN69e7Fr1y4EBgZi27Ztav2ivPLKK1i4cCEiIiIwevRoPHjwAMuWLUNISIhGZ5JF6d27N3799Ve88MIL6NWrF2JjY7Fs2TI0aNAAGRkZ8nJ2dnZo0KABfv75Z9StWxfu7u5o2LAhGjZsqLHO0NBQjBgxAt999x1SUlIQHh6OEydOYNWqVejXr5/ak7Cyev755/HBBx8gLS3NYBdg6enpqFatGgYOHIjQ0FA4Ojpi9+7diI6Oxueff6627K5du2Bvb49nn33WINsmovLXoEEDPPfcc/j+++8xffp0eHh4oGPHjpg/fz5yc3MREBCAnTt3aq2NWdR1oHQzWdB7772H9evXo2fPnnjrrbfg7u6OVatWITY2Fr/88otax81ElcXUqVMxaNAgrFy5Em+88QYWL16M9u3bo1GjRhgzZgxq1aqFhIQEHDt2DHfv3lV7UA48rfnUtWtXDB48GFevXsWSJUvQvn17+d7Ry8sL06ZNw6xZs9CjRw/07dtXXq5FixZ46aWXioytV69eWLhwIXr06IGhQ4fiwYMHWLx4MWrXrq12D6aPCxcuYM6cOejYsSMePHiANWvWqM1/6aWXUK9ePQQHB2PKlCmIi4uDs7MzfvnlF61dEUhlzFtvvYWIiAh5ICptdL0/Kqvnn38eNWvWRJ8+fRAcHIzHjx9j9+7d+O2339CiRQv06dOnyPfqG2NJ37+zszOWLl2Kl19+Gc2aNUNkZCS8vLxw+/Zt/PHHH2jXrh2++eYbg312kzLmEIBVUZ8+fYRSqRSPHz8ucpmRI0cKa2tr8fDhQ3kY8sTERLVlRowYIRwcHDTeGx4eLkJCQuS/pfdfvnxZDBw4UDg5OQk3NzcxYcIE8eTJE7X3SsNUSkMAF/5bMmfOHBEQECAsLCzU5u/cuVM0bNhQ2NjYiGeeeUasWbNGYxh1yYEDB0RYWJiwsbERtWrVEsuWLdO6bEJCghg/fryoXr26sLa2Fr6+vqJr167iu+++K3L/FbRw4ULh6OioNkSpNHTq0qVLhZ+fn7CzsxMDBw4U58+fF9WrVxeBgYHi/v37GutavHixACBatmxZ5PbeffddUaNGDbWhSPWNTwjt+/706dMiIiJCODo6Cnt7e9G5c2dx9OhRjXXu2bNHNG3aVNjY2Ijg4GDx/fffi//85z9CqVRqjeH111/XGPL19OnTws3NTW3ahAkT1Iav1/ezEhVHOuall42NjfD19RXPPvus+PLLL0VaWprW961Zs0bUqlVL2NjYiCZNmogdO3ZoDI8cGxsrAIgFCxZovF+lUolPPvlEBAYGCltbW9G0aVPx+++/ax1i+ejRo3K5hQLDAWsru3Jzc8WsWbNEzZo1hbW1tahevbqYNm2a2nDRQjwdXr3wsO1CPC3Lw8PDS9xvCQkJwsrKSqxevVrj/QV/C0raHgAxfvx4IYQQ2dnZYurUqSI0NFQ4OTkJBwcHERoaKpYsWaLxvlatWomXXnqpxDiJ6F9SeRcdHa3zexYsWKD1mqw4RZUDQgixf/9+tXLs7t274oUXXhCurq7CxcVFDBo0SNy7d0/rsPBFXQcGBgaKESNGqC17/fp1MXDgQOHq6iqUSqVo2bKl+P3333X+DETmqLhzOD8/XwQHB4vg4GCRl5cnhHh6HgwfPlz4+voKa2trERAQIHr37i02bdqksc4DBw6I1157Tbi5uQlHR0cxbNgw8ejRI43tfPPNN6JevXrC2tpa+Pj4iLFjx4rk5GS1ZbRdy/zwww+iTp06wtbWVtSrV0+sWLFC63VMweuCwgqWC/v27VO7fiv8kly+fFl069ZNODo6Ck9PTzFmzBhx7tw5AUCsWLFCXi4vL0+8+eabwsvLSygUCrV1aCuPdLk/Kur7kmLft2+f1s8pWb9+vYiMjBTBwcHCzs5OKJVK0aBBA/HBBx9oXJ+WNUZdv/99+/aJiIgI4eLiIpRKpQgODhYjR44UJ0+eLPazVCQKIfTo/YvM3syZMzFr1iwkJiZqjOBXFaSmpqJWrVqYP38+Ro8eDQAYOXIk9u/fb/ARCbOzsxEUFIT33nsPEydOLHV85aFfv364dOmS1v4i3njjDfj6+qqNzJeRkQF3d3fExsbKw1Z37twZw4cPx6hRo0r1WYmofIwePRr//PMPDh06ZNTtnj17Fs2aNcPp06fRpEkTo26biIioMlm5ciVGjRqF6Ojoch8UgcwPv39NrFNLlYqLiwveeecdLFiwoNxHfFixYgWsra3xxhtv6Pye8ojvyZMnan/HxMTgzz//RKdOndSm5+XlISsrC/n5+Wr/B54OTfr8889jxowZePLkCX7//XecP39ebrZXms9KROVjxowZiI6O1qtvLUP49NNPMXDgQCaliIiIiMigmJiiSufdd9+VRz4oT2+88QZu376tNsqFLgwdX61atTBt2jT873//w4cffojWrVvDxsYG77zzjtpyH3/8Mezs7PD9999j7ty5sLOzk0c+A4AlS5bg3r178PDwwOTJk/Hzzz/D3d0dQOk/KxEZXo0aNZCVlYV27doZdbs//fQTNmzYYNRtEhEREVHlx87PiSq4Hj16YP369bh//z5sbW3Rpk0bfPLJJ6hTp47acjNnzlRrvleYl5eXPNoEERERERERkTGwjykiIiIiIiIiIjIJNuUjIiIiIiIiIiKTYGKKiIiIiIiIiIhMgokpIiIiIiIiIiIyiUqfmBJCIC0tDexKi4hMjeUREZkLlkdEZC5YHhFRpU9Mpaenw8XFBenp6aYOhYiqOJZHRGQuWB4RkblgeURElT4xRURERERERERE5omJKSIiIiIiIiIiMgmTJqYOHjyIPn36wN/fHwqFAlu2bFGbP3LkSCgUCrVXjx49TBMsEVVqLI+IyFywPCIiIqKqxKSJqcePHyM0NBSLFy8ucpkePXogPj5efq1fv96IERJRVcHyiIjMBcsjIiIiqkqsTLnxnj17omfPnsUuY2trC19fXyNFRERVFcsjIjIXLI+IiIioKjFpYkoX+/fvh7e3N9zc3NClSxd8/PHH8PDwKHL57OxsZGdny3+npaUZI0wivfz1119Yt24dhBBwdnbG9OnT4efnZ+qwqAQsj9StXr0aO3bsAAD4+Phg1qxZcHR0NHFURFUDyyOiimn58uXYu3cvAMDX1xdz5syBnZ2diaOq3G7evIlvvvkGEydORPXq1U0dDhFpYdaJqR49eqB///6oWbMmrl+/jvfffx89e/bEsWPHYGlpqfU98+bNw6xZs4wcKZF+xo0bh5s3b8p/e3t7Y+bMmSaLh0rG8khddnY2XnnlFeTl5cnTmjdvjiFDhpgwKqKqgeURUcWUkZGBMWPGQKVSydNatmyJwYMHmzCqyu+bb77B559/Dmtra8ybN8/U4RCRFmadmIqMjJT/36hRIzRu3BjBwcHYv38/unbtqvU906ZNw+TJk+W/09LSmBkns5KXl4c7d+4AALp06YK9e/eqJanIPLE8Unfv3j3k5eXBxsYGDRo0wNmzZ/Hw4UNTh0VUJbA8IqqY7ty5A5VKBQcHB4SEhODEiRO8BjSCe/fuAYB8/U1E5seknZ/rq1atWvD09MS1a9eKXMbW1hbOzs5qLyJzkpCQgPz8fFhaWuLll18GANy9e9fEUZG+qnp5JB2z1atXR1hYGAA2DSIylapeHhFVFNJvZ1BQELp06aI2jcpPYmIiAOD+/fsmjoSIilKhElN3797Fo0eP2BcPVWjSBYi/vz8CAwPVplHFUdXLI+mYrVatmnyDy8QUkWlU9fKIqKIo+NtZrVo1tWlUfqQa3fHx8SaOhIiKYtKmfBkZGWpP92JjY3H27Fm4u7vD3d0ds2bNwoABA+Dr64vr16/jnXfeQe3atREREWHCqInKpqiLEiEEFAqFKUOr0lge6YeJKaLyw/KIqHJiYso0pBpTTEwRmS+T1pg6efIkmjZtiqZNmwIAJk+ejKZNm+Kjjz6CpaUlzp8/j759+6Ju3boYPXo0wsLCcOjQIdja2poybKIyKXhREhAQAAB4/PgxUlNTTRlWlcfySD9MTBGVH5ZHRJVTwd9OqY83JqbKlxBCrjGVnJysNjopEZkPk9aY6tSpE4QQRc6XhiEnqkwKXpTY29vD3d0dSUlJuHv3LlxdXU0bXBXG8kg/BY9jpVIJgIkpIkNheURUOWmrMXX//n3k5ubC2tralKFVWhkZGWrJqPv378tdaRCR+ahQfUwRVQYFO40u+C+fmFFFUvA4Zo0pIiKikhVMTHl6esLGxgZCCDYxK0dSMz4J9zWReWJiisjICl6UFPyXiSmqSAoexy4uLgCYmCIiIipOwd9OCwsLuUsHXgOWH6kZn4SJKSLzxMQUkZExMUUVXW5urnxhxz6miIiISpaZmYmkpCQA/9aW5zVg+StcY+r+/fsmioSIisPEFJERqVQqxMXFAWBiiiqu+Ph4CCFgbW0NLy8vJqaIiIhKIF3/OTo6yr+b0jXgnTt3TBZXcZYuXYrGjRvD2dkZzs7OaNOmDf766y95flZWFsaPHw8PDw84OjpiwIABSEhIMGHEmlhjiqhiYGKKyIgSExORm5sLCwsL+Pr6AmBiiioe6VgNCAiAhYUFE1NEREQlKFhjXqFQyP8vOM/cVKtWDZ9++ilOnTqFkydPokuXLnj++edx6dIlAMDbb7+N3377DRs3bsSBAwdw79499O/f38RRq2MfU0QVg0lH5SOqaqQLD19fX3n0FXO/KCEqrHBzVCkxlZOTg+zsbA5ZT0REVEjh386C/zfXa8A+ffqo/T137lwsXboUx48fR7Vq1fDDDz9g3bp16NKlCwBgxYoVqF+/Po4fP47WrVubImQNUo0pR0dHZGRksCkfkZlijSkiIyruosRcq3ETFVb4OHZ0dJTnsdYUERGRpoqYmCooPz8fP/30Ex4/fow2bdrg1KlTyM3NRbdu3eRl6tWrhxo1auDYsWMmjFSdVGOqUaNGAFhjishcMTFFZETaLkqkEVnS0tJ4U08VQuHj2NLSUk5O8RgmIiLSVFETUxcuXICjoyNsbW3xxhtvYPPmzWjQoAHu378PGxsbuLq6qi3v4+NTYq2k7Oxs+bq3vK9/mZgiqhiYmCIyIm0XJU5OTnBxcQHwb8eYROZM23HMfqaIiIiKpu23UxqdLz4+Hnl5eSaJqyTPPPMMzp49i6ioKIwdOxYjRozA5cuXy7TOefPmwcXFRX5J+6E8SE35pMRUQkIC8vPzy217RFQ6TEwRGZG2i5KCf5vzEzMiCRNTRERE+tH22+nt7Q0rKyvk5+eb3Wh2EhsbG9SuXRthYWGYN28eQkND8eWXX8LX1xc5OTlISUlRWz4hIUEe4Kco06ZNQ2pqqvwqz+4spBpTISEhUCgUyM/Px6NHj8pte0RUOkxMERkRE1NUGTAxRUREpB9tv52Wlpbw9/dXm2/uVCoVsrOzERYWBmtra+zZs0eed/XqVdy+fRtt2rQpdh22trZwdnZWe5UXqcaUn58fvLy8ALA5H5E5YmKKyIikJ0JMTFFFlZ+fj3v37gFgYoqIiEgX2dnZePDgAYCKdQ04bdo0HDx4EDdv3sSFCxcwbdo07N+/H8OGDYOLiwtGjx6NyZMnY9++fTh16hRGjRqFNm3amM2IfLm5uXKNLk9PT7kmFxNTRObHytQBEFUVQgjWmKIK7/79+8jPz4elpaVaVX0mpoiIiLSTHugolUq4u7urzTPna8AHDx5g+PDhiI+Ph4uLCxo3bowdO3bg2WefBQB88cUXsLCwwIABA5CdnY2IiAgsWbLExFH/S2qyZ2FhAXd3d/j5+eH8+fNMTBGZISamiAxsypQp+OOPPwA8fTqzfv16VKtWDY8ePUJ2djaAf0fik0idPprjRQlRQdIx6u/vD0tLS3m6lJhKTU01SVxERETmqmCNeYVCoTZPSkyVZz9LpfXDDz8UO1+pVGLx4sVYvHixkSLSj9S/lIeHBywsLODn5wcAJY4aSETGx8QUkQE9ePAAn3/+udq0tWvX4t1338Xff/8N4GlSysbGRm0Zc74oISpIOo5r1qypNp01poiIiLSTEiFSYqQgqY8pJksMT0pMeXp6AgCb8hGZMfYxRWRAUVFRAIDatWtj4sSJAIDjx4+r/duqVSuN90mJqbi4OGOESVRqRR3HTEwRERFpJzUpkxIkBXl4eKgtQ4YjdXwudXouJQaZmCIyP0xMERmQdNPesWNHDBo0SJ4mhJDnaesQUkpMJSUlITMz00jREumvqOOYiSkiIiLtpKRT4f6lCk5jYsrwCteYYmKKyHwxMUVkQAVv2ps1awYrKyvcv38ft27dwrFjx+R5hTk7O8PR0REAa02R+crIyMCFCxcAMDFFRESkq6SkJAD/1o4qSJomLUOGU7jGlPQv9zWR+WFiishA8vPzceLECQBPb9rt7OzQpEkTAMDGjRsRHx8PS0tLhIWFabxXoVCY9agsRABw8uRJqFQqVK9eXe4TQ8LEFBERkXZSbajiElOsMWV4Uo0pKSHl5OQEgNcqROaIiSkiA7l06RIyMjLg5OSEBg0aAPi3VsnXX38NAAgNDYW9vb3W9zMxReauuOaoTEwRERFpV1xiSmrKl5KSgry8PKPGVdlJNaakpnzStUp6errJYiIi7ZiYIjIQ6aa9ZcuWsLS0BAC0adMGwL+j7Ul/a8PEFJk76RjXdhwzMUVERKSdLn1MAU+TU2Q4hWtMFUxMqVQqk8VFRJqYmCIyEG21SQrXLNFW00TCxBSZs5I68GdiioiISLvi+piysrKCi4sLADbnM7SiakwJIfD48WOTxUVEmpiYIjIQbTftNWvWlJ/SFJ5XmJSYkmpXEZmTW7duISEhAdbW1mjatKnGfCamiIiItCuuKV/B6UxMGVZGRgaAf69RlEql3KqB1ytE5oWJKSIDSElJwd9//w0AaNWqlTxdoVDIySgPDw8EBwcXuQ7WmCJzJiVemzZtCqVSqTFfuuh78uQJcnNzjRobERGRuVKpVEhOTgagvSlfwelMTBlWZmYmAMDOzg7A0+ty9jNFZJ6YmCIyAGk0vlq1aqnVkAKAtm3byv8qFIoi18HEFJkzKTFVMPFakDTSDcCLPSIiIklqaqrcn1FJNaakJn9kGE+ePAEAtYGHWMObyDxZmToAosrg2LFjALR3Cj1hwgSkpaVhxIgRxa5DSkwlJiYiKytLa60UIlMp7hgHABsbGyiVSmRlZSEtLa3Ip8JERERViVQLytHRETY2NlqXYVO+8lG4xhTw74M0JqaIzAtrTBEZQHGjlTk6OuKTTz7BM888U+w63N3d5WTUvXv3DB8kUSllZWXhzJkzAIrvJ41PIYmIiNSV1L8UwKZ85SEvL0/uWoA1pojMHxNTRGWkUqkQFRUFoPib9pIoFAo25yOzdObMGeTm5sLb2xtBQUFFLseLPSIiInVSsqm4msRsymd4UjM+QL3GFPuYIjJPTEwRlVFMTAySk5OhVCrRuHHjMq2LiSkyRwVrBBbXTxoTU0REROqkZFNxNabYlM/wCiamCnaPwWsVIvPExBRRGUk37c2bN4e1tXWZ1sXEFJkj6RgvqUYgL/aIiIjUsSmfaRTsX6rgQzX2MUVknpiYIiojXW/adcHEFJkjJqaIiIhKR5+mfExMGY62EfkANuUjMldMTBGVkSETU9WrVwfAxBSZj3v37uH27duwsLBA8+bNi12WiSkiIiJ1+jTlYx9ThqNtRD6A1ypE5oqJKaIyePz4Mc6fPw+ANaaocpI69m/UqBEcHR2LXZYXe0REROrYlM80SqoxxWsVIvPCxBRRGURHR0OlUqF69eoICAgo8/qYmCJzc+zYMQC6JV55sUdERKROl8SUNC8zMxNZWVlGiauyK6rGFPuYIjJPTEwRlYEhm/EB/yam7t+/j9zcXIOsk6gs9DnGpcRUampqucZERERUUejSx5SLiwssLS0BsDmfoUg1popqysc+pojMCxNTRGUQExMDAGjcuLFB1ufp6QkLCwsIIfDw4UODrJOoLP755x8Auh3jrq6uAICUlJRyjIiIiKji0KWPKYVCweZ8BibVmGJTPqKKgYkpojKQmtxJnZaXlYWFBdzc3ADwwoRMLycnBwkJCQB0O8Y5qhAREZE6XZryAexnytCKqjHFpnxE5omJKaIykBJTUhM8Q+DILGQu7t27BwCwsbGBp6dnicszMUVERPSvnJwcuclYcU35AF7/GRprTBFVLExMEZVBeSameHNPplbw+FYoFCUuL11086KaiIgISE5OBvC0qZ7U3L0ovP4zLPYxRVSxMDFFVEppaWny0xZDjMgn4YUJmQt9E68Fj10hRLnFRUREVBFI13Jubm5y5+ZFYVM+wyqpxtSTJ0840BCRGWFiiqiU4uLiADzt8NnR0dFg6+WFCZmL0iamcnNzkZGRUW5xERERVQS69i9VcBle/xlGSX1MAaw1RWROTJqYOnjwIPr06QN/f38oFAps2bJFbb4QAh999BH8/PxgZ2eHbt26yaOgEZlaeTTjA9jHgKmwPNKk7zFub28PW1tbALywJioLlkdElYP0W1hS/1IAr/8MragaU9bW1lAqlQCYmCIyJyZNTD1+/BihoaFYvHix1vnz58/HV199hWXLliEqKgoODg6IiIhAVlaWkSMl0lTeiSne2BsXyyNN+h7jBYe75oU1UemxPCKqHKTfQl1qTLHGvGEVVWMKYAfoRObIypQb79mzJ3r27Kl1nhACixYtwocffojnn38eAPDjjz/Cx8cHW7ZsQWRkpDFDJdJQXokpXpiYBssjTaU5xj08PBAfH8/jl6gMWB4RVQ5symc6RdWYAp4mph48eMDEFJEZMds+pmJjY3H//n1069ZNnubi4oJWrVrh2LFjRb4vOztb7pS6YOfURIZ2584dAKwxVRVU1fKotIkpgMcvUXmpquURkbn48ccf8fLLL+Pll1/G22+/XWyfimzKZzrF1ZiS+pliOUhkPkxaY6o49+/fBwD4+PioTffx8ZHnaTNv3jzMmjWrXGMjAtjHVFVSFcujvLw8xMfHAwCqV6+u8/t4/BKVr6pYHhGZi7S0NLzyyivIz8+Xp9WtWxdjx47VunxiYiIAwNPTs8R188GOYZVUYwpgH1NE5sRsa0yV1rRp05Camiq/pFotRIbGPqaoJBW5PIqPj4dKpYKVlRW8vb11fh+bohKZp4pcHhGZi+joaOTn58PHxwd9+vQBABw9erTI5aURnHW5Viz4+ymEMEC0VRv7mCKqWMw2MeXr6wsASEhIUJuekJAgz9PG1tYWzs7Oai+i8mCMPqZ4YWIeqmJ5JB3fAQEBsLDQ/aeCiVWi8lUVyyMic3H8+HEAQOfOnTF+/Hi1adroc60o/X7m5eWxJo8BFFdjik35iMyP2SamatasCV9fX+zZs0eelpaWhqioKLRp08aEkRE9HTEpOTkZQPnVmMrNzS223wIynqpYHpU28crEFFH5qorlEZG5kJJQrVu3RsuWLQEA165dw8OHD7Uur89vqb29PZRKJQA2hzcEXWpMMQFIZD5KlZiqVauW1puOlJQU1KpVS+f1ZGRk4OzZszh79iyApx16nj17Frdv34ZCocCkSZPw8ccfY9u2bbhw4QKGDx8Of39/9OvXrzRhExmMVDXb0dHR4E+d7e3tYWtrC4AXJsbE8khdWRNTPHaJSo/lEZH5EUKoJabc3NxQr149AEBUVJTG8unp6UhNTQXwtPaxLtgc3nB06WOKNaaIzEepElM3b95U6/RPkp2dLd+w6+LkyZNo2rQpmjZtCgCYPHkymjZtio8++ggA8M477+DNN9/Ea6+9hhYtWiAjIwPbt2+XnyYQmUrBm3aFQmHQdSsUCtY6MQGWR+pKm5jiRTVR2bE8IjI/N27cwMOHD2FjY4MmTZoAeJqgArQ355PuiVxcXOSmYyUxt+u/efPmoUWLFnBycoK3tzf69euHq1evqi2TlZWF8ePHw8PDA46OjhgwYIBGU2NTYB9TRBWLXqPybdu2Tf7/jh074OLiIv+dn5+PPXv2ICgoSOf1derUqdg+dBQKBWbPno3Zs2frEyZRuZNu2vUZrUwf7u7uuHfvntlcmFQFLI/UsSkfkemwPCIyP1LyqVmzZnLN9tatW2PlypVaE1Ol+R01t1rHBw4cwPjx49GiRQvk5eXh/fffR/fu3XH58mU4ODgAAN5++2388ccf2LhxI1xcXDBhwgT0798fR44cMWns7GOKqGLRKzElVRFXKBQYMWKE2jxra2sEBQXh888/N1hwROaqvDo+l/DmnkyNTfmIiIj+dezYMQD/1pIq+P+oqCjk5+fD0tJSnleWxJS5XP9t375d7e+VK1fC29sbp06dQseOHZGamooffvgB69atQ5cuXQAAK1asQP369XH8+HG1fWVs7GOKqGLRqymfSqWCSqVCjRo18ODBA/lvlUqF7OxsXL16Fb179y6vWInMhjTMdnknpnhzT6ZS1sRUcnKy1ibfREREFZFUK6rgIAMhISFwcHBAeno6rly5orZ8aX5Hzb05vNRnlhTnqVOnkJubi27dusnL1KtXDzVq1JATeaaQl5eH3NxcAOxjiqiiKFUfU7GxsfD09DR0LEQVRnnXmDL3CxOq3PLz83Hv3j0A+h/jbm5uAJ52EpuSkmLo0IiIiIxGCIHTp09j//79OHfuHAD1GlNWVlZo0aIFAM1+pipDjamCVCoVJk2ahHbt2qFhw4YAgPv378PGxgaurq5qy/r4+OD+/ftFris7OxtpaWlqL0OSaksB7GOKqKLQqylfQXv27MGePXvkmlMFLV++vMyBEZmz27dvA9B9lBV9mfOFCVV+Dx48QF5eHiwsLODr66vXe21sbODk5IT09HQkJSXJxzIREVFF89VXX2HSpEny335+fhr9i7Zu3Rr79+/HsWPHMHr0aHl6ZehjqqDx48fj4sWLOHz4cJnXNW/ePMyaNcsAUWkn9S8FQOugEOxjisj8lKrG1KxZs9C9e3fs2bMHDx8+RHJystqLqDJ78uQJLl++DOBpFe7yYM4XJlT5SeW4m5sbrKz0f37BxCoREVUG0dHRAABvb2/Ur18f06dP1xiNuWA/UwVVpqZ8EyZMwO+//459+/apfR5fX1/k5ORo1JBOSEgo9sHWtGnTkJqaKr+kLjIMpWD/UtpGz2YfU0Tmp1Q1ppYtW4aVK1fi5ZdfNnQ8RGbv9OnTyMvLg6+vLwIDA8tlG7yxJ1OS+pCQLtz05eHhgZs3b/L4JSKiCk1KLn355ZeIjIzUukyrVq0AAJcuXUJaWpr821ma/kjN7fpPCIE333wTmzdvxv79+1GzZk21+WFhYbC2tsaePXswYMAAAMDVq1dx+/Zttb64CrO1tZVHNiwPxY3IB6g35RNCaE1eEZFxlarGVE5ODtq2bWvoWIgqBKkPgdatW5fbD5m5PjGjqkGq2l7axBSPXyIiqgx0qfXk6+uLoKAgCCHkGlaZmZlyrfeKnJgaP3481qxZg3Xr1sHJyQn379/H/fv35RpJLi4uGD16NCZPnox9+/bh1KlTGDVqFNq0aWO2I/IB/zbly8vLQ1ZWltHiIqKilSox9eqrr2LdunWGjoWoQtA2XLChmduFCVUtZU1MsSkqERFVdEIInZvjSdeE0jViXFwcAMDBwQEuLi46b9Pcfj+XLl2K1NRUdOrUCX5+fvLr559/lpf54osv0Lt3bwwYMAAdO3aEr68vfv31VxNGXXKNKUdHR/nhslRLnIhMq1RN+bKysvDdd99h9+7daNy4MaytrdXmL1y40CDBEZkjbcMFG5q5XZhQ1WKoxBQTq0REVFE9evQI2dnZAAB/f/9il23Tpg1++ukn+RqxYEJLn9r1Uo3jlJQU5Ofnw9LSsjShG4wQosRllEolFi9ejMWLFxshIt2UVGPKwsIC7u7uePToER49eqT3QC9EZHilSkydP38eTZo0AQBcvHhRbR7b6FJldvfuXcTFxcHS0hJhYWHlth3pxj45OdksLkyoamFiioiIqjopueTj4wMbG5til5VqTB0/flyvmlaFSYkpIQSSk5Ph6empb9iEkmtMAYCnpycePXqExMREY4VFRMUoVWJq3759ho6DqEKQnoQ1btwYDg4O5bYdNzc3AE8vTFJSUuQbfSJjMFQfU6zxR0REFZU+nZc3adIEtra2ePToEa5fv17qxJS1tTWcnZ2RlpaGpKQkJqZKqaQaUwDg5eWFq1ev4uHDh8YKi4iKUao+poiqqoIdn5cnGxsbuWNG1johY2ONKSIiqur0SS7Z2NigWbNmAJ5eK5Y2MQVwABFD0LXGFADWmCIyE6WqMdW5c+dim+zt3bu31AERmTNjJaaApzf36enprHVCRsfEFBERVXX6Jpdat26NY8eOqSWmqlevrvd2PTw8cPPmTf6GloGuNaYAsMYUkZkoVWJK6l9Kkpubi7Nnz+LixYsYMWKEIeIiMjs5OTk4deoUAOMlpnhhQqZQHk359u/fj8mTJyMrKwuWlpZ499138dJLL5U9WCIionJQmsQUAKxcuRIqlUqv9xbEhztlxxpTRBVPqRJTX3zxhdbpM2fOREZGRpkCIjJX586dQ1ZWFtzc3FCnTp1y3x6rcpOplDUxFRAQAODpcNmZmZmwt7fHokWLcObMGXmZhQsXMjFFRERmS9/EVHh4OOzs7PD48WMAgJWVFRo3bqz3djkyc9mxxhRRxWPQPqZeeuklLF++3JCrJDIbBZvxGWP0SV6YkKkYIjHl5+eHvLw8nD59GkII+fyZNm0agH8v+ImIiMyRvokpHx8fXL16Ffv378f+/fsRExNTqqZ8fDBZdrrUmJISU6wxRWQeDJqYOnbsGJRKpSFXSWQ2pBvrNm3aGGV7rMpNplLWxJRCoVAbOvvWrVtISEiAtbU1xo8fD+DphWBWVpZhAiYiIjIgIUSpOjCvXr06wsPDER4ejqCgoFJtm9d/ZadLjSk25SMyL6Vqyte/f3+1v4UQiI+Px8mTJzF9+nSDBEZkbozZ8TnAJ2ZkOlJiysXFpdTraN26NTZv3ozjx4/LTfuaNGkCf39/2NnZ4cmTJ7h37x5q1aplkJiJiIgMJSUlRa51I/2GGQsTU2WnT40pNuUjMg+lSkwVvlmxsLDAM888g9mzZ6N79+4GCYzInDx48AA3btyAQqFAy5YtjbJNXpiQqZS1xhQAtRpT0kW91Ay2WrVqiImJwd27d5mYIiIisyPVlvLw8Ci21k150DaACOlH3xpTQgijdNNBREUrVWJqxYoVho6DyKxFRUUBAOrXr1+mWiT6YB9TZApCCIMkpsLCwmBpaYm4uDhs3rwZwL/JKikxdefOnbIHTEREZGClacZnKHwwWXb61JjKyclBRkYGnJycjBIbEWlXqsSU5NSpU/j7778BACEhIWjatKlBgiIyN8ZuxgfwwoRMIzMzUx7muiyJKQcHBzRu3BhnzpyRE1AFE1MAO0AnIiLzxMRUxaZLjSl7e3vY29sjMzMTiYmJTEwRmVipElMPHjxAZGQk9u/fD1dXVwBP22J37twZP/30k5yBJqosTJGYYh9TZApSbSkLC4tinzTqok2bNjhz5gwAwNvbGzVr1gTAxBQREZk3c0hMscZ86elSYwp42pzv9u3bePjwIbsWIDKxUo3K9+abbyI9PR2XLl1CUlISkpKScPHiRaSlpeGtt94ydIxEJpWfn48TJ04AME2NKV6YkDEVbMZX1v4WCp4vUv9SABNTRERk3kyZmJIeTD5+/BjZ2dlG335loEuNKeDf5nwcmY/I9EpVY2r79u3YvXs36tevL09r0KABFi9ezM7PqdK5fPkyMjIy4OjoiAYNGhhtu1JiKiMjAzk5ObCxsTHatqnqMkT/UpLCiSkJE1NERGTOTJmYcnFxgYWFBVQqFR49egR/f3+jx1DR6VNjCuDIfETmoFQ1plQqFaytrTWmW1tby32TEFUWJ0+eBAC0aNEClpaWRtuudGECsDkfGY8hE1O1a9eWn0a2adNGns7EFBERmbPY2FgApklMWVhYyA8n4+Pjjb79yoA1pogqnlIlprp06YKJEyfi3r178rS4uDi8/fbb6Nq1q8GCIzIHt27dAgDUqVPHqNu1sLCAm5sbADbnI+MxZGJKoVBg9erVWLBgAcLDw+Xp0oV+QkICcnJyyrwdIiIiQ0lOTkZMTAwAoEmTJiaJoXHjxgCeDjRF+pNqTJWUmJJqTDExRWR6pUpMffPNN0hLS0NQUBCCg4MRHByMmjVrIi0tDV9//bWhYyQyKXPoAJM1pshYDJmYAoCIiAhMmTJFrb8qT09P2NjYQAjBp8FERGRWpH5Fa9euLScujE1q/i4NvkP6kWpMldSUT6oxxaZ8RKZXqj6mqlevjtOnT2P37t24cuUKAKB+/fro1q2bQYMjMgdMTFFVYujElDYWFhYICAhAbGws7t69i8DAwHLbFhERkT6OHTsGwLgD3hTGxFTZ6Fpjik35iMyHXjWm9u7diwYNGiAtLQ0KhQLPPvss3nzzTbz55pto0aIFQkJCcOjQofKKlcgkzGFkFiamyFiMkZgCnj7gAIA7d+6U63aIiIj0ISWDCvaNaGxSYurvv/9GcnKyyeKoiHJzc5GXlweAnZ8TVSR6JaYWLVqEMWPGaL1hcXFxweuvv46FCxcaLDgic2AONabYxxQZi7ESU+wAnYiIzI1KpUJUVBQA09aY8vT0RO3atQH827SQdCM14wNYY4qoItErMXXu3Dn06NGjyPndu3dnJ31UqaSnpyM1NRUAm/JR1cDEFBERVVX//PMPUlJSYGdnh0aNGpk0FjbnK52CiSmlUlnssqwxRWQ+9EpMJSQkwNrausj5VlZWzDhTpRIXFwfg6U26k5OT0bfPpnxkbFIilokpIiKqaqQkUPPmzYu95zEGJqZK5/HjxwCeNuMrOPCKNlKNqZSUFOTm5pZ7bERUNL0SUwEBAbh48WKR88+fPw8/P78yB0VkLqSbZqk/HGNjUz4yNtaYIiKiqkpKApmyGZ9EiiEqKgoqlcrE0VQcGRkZAKDTA2U3NzdYWDy9HeZDYCLT0isx9dxzz2H69OnIysrSmPfkyRPMmDEDvXv3NlhwRKZmyv6lADblI+NjYoqIiKoqcxiRT9K4cWMolUokJycjJibG1OFUGFJiytHRscRlLSws5GtttvohMi29ElMffvghkpKSULduXcyfPx9bt27F1q1b8dlnn+GZZ55BUlISPvjgg/KKlcjomJiiqsbYian4+HhWnyciIpPLyMiQW4aYQ2LK2toazZs3B/BvwoxKlp6eDkC3xBTADtCJzIWVPgv7+Pjg6NGjGDt2LKZNmwYhBABAoVAgIiICixcvho+PT7kESmQKpk5MSX1MsSkfGYuxElM+Pj5wdnZGWloaLl++jNDQ0HLdHhERUXFu3LgBlUoFT09P+Pv7mzocAECbNm1w+PBh3Lhxw9ShVBj6NOUD/u0A/d69e+UWExGVTK8aUwAQGBiIP//8Ew8fPkRUVBSOHz+Ohw8f4s8//0TNmjXLI0YikzF1YqpgjSkpEUxUnoyVmLKwsEDLli0BsGNXIiIyPVP3K6rNlClTkJycjNmzZ5s6lApDn6Z8ANCiRQsAwPfff19uMRFRyfROTEnc3NzQokULtGzZEm5uboaMichsmEtiKicnRx5lhKi8CCGMlpgCOOIQERGZD1Nf82nj7e0NV1dXU4dRoejblG/SpEmwtrbGgQMHcPjw4fIMjYiKUerEFFFVYOqLFHt7e9jY2ABgP1NU/rKzs+X+npiYIiKiqsTU13xkGPo25atWrRpGjhwJAJg7d255hUVEJWBiiqgImZmZcjLIVBcpCoVCrjXFfqaovEm1pQDdnzSWRatWrQAAV65cQXJycrlvj4iIqChMTFUO+taYAoD33nsPlpaW2L59O06ePFleoRFRMZiYIipCXFwcAMDBwQEuLi4mi4Mj85GxSIkpR0dHWFpalvv2PD09Ubt2bQDAiRMnyn17RERERWFiqnLQt48pAKhVqxaGDBkCgLWmiEzFrBNTM2fOhEKhUHvVq1fP1GFRFVHwAkWhUJgsDiamzENVKI+M2b+UhM35iPRXFcojImNjYqpy0Lcpn+T999+HQqHAli1bcPHixfIIjYiKYdaJKQAICQlBfHy8/GKndGQs5jI6i7u7OwA25TMHlb08YmKKqOKo7OURkbExMVU5lKYpHwDUr18f/fv3BwB88sknBo+LiIpn9okpKysr+Pr6yi9PT09Th0RVhLlcoLDGlPmo7OWRlJgyZtNVKTEVFRUFlUpltO0SVXSVvTwiMqa0tDQ5oREQEGDiaKgsSltjCgA++OADAMDPP/+MmJgYg8ZFRMUz+8RUTEwM/P39UatWLQwbNgy3b98udvns7GykpaWpvYhKg4kpKqyyl0emqDHVuHFjKJVKJCcnl/ki8N69exg/fjxefvllDB8+HNu3bzdQlETmp7KXR0TGJF3zubm5wcHBwcTRUFmUpo8pSdOmTdGrVy+oVCp8+umnhg6NiIph1ompVq1aYeXKldi+fTuWLl2K2NhYdOjQQX6ioc28efPg4uIiv0zdDIsqrmvXrgEwfVM+b29vAMCdO3dMGkdVVxXKI6m5qDFrTFlbW6N58+YAgGPHjpVpXcuWLcOSJUuwZs0arF69GqNHj4YQwhBhEpmVqlAeERmTuTyMpLIrbVM+yfvvvw8AWLduHbKzsw0WFxEVz6wTUz179sSgQYPQuHFjRERE4M8//0RKSgo2bNhQ5HumTZuG1NRU+cWbeSoNlUoljxIm3TSbSrNmzQBw1DJTqwrlkTQSpbGbMRRszlcWN2/eBAD06dMHVlZWuHfvntnvc6LSqArlEZExMTFVtIMHD6JPnz7w9/eXOwcvSAiBjz76CH5+frCzs0O3bt1M2gyuLE35AKBNmzbw9PREVlYWTp06ZcjQiKgYZp2YKszV1RV169aVa7JoY2trC2dnZ7UXkb6uXr2KlJQU2NnZoVGjRiaNpXnz5rCwsMCdO3fkxAGZXmUsj0x1YS4lpspaY0q60Y6MjERoaKhB1klUEVTG8ojImKTfDyamND1+/BihoaFYvHix1vnz58/HV199hWXLliEqKgoODg6IiIhAVlaWkSN9qixN+QBAoVCgY8eOAJ4m5YjIOCpUYiojIwPXr1+Hn5+fqUOhSk4aIaxFixawtrY2aSyOjo5o3LgxAI5cZk4qY3lkqsRUmzZtAAAXLlyQLyhLo2D80jp5zlBVUBnLIyJjYo2povXs2RMff/wxXnjhBY15QggsWrQIH374IZ5//nk0btwYP/74I+7du6dRs8pYytqUD4CcmDp06JBBYiKikpl1YmrKlCk4cOAAbt68iaNHj+KFF16ApaUlhgwZYurQqJKTbmalmhymJsXBm2zTqQrlkakuzP39/VG9enWoVCqcPHmyVOsQQqjFz3OGKrOqUB4RGRMTU6UTGxuL+/fvo1u3bvI0FxcXtGrVqtgay+U1GINKpcLjx48BlL4pHwB06NABAHD48GHk5+cbJDYiKp5ZJ6bu3r2LIUOG4JlnnsHgwYPh4eGB48ePw8vLy9ShUSXHxBQVVtnLo8KJHWMr6zGelJQkNxvw9/eX13f69Gl2XkqVTmUvj4iMjYmp0rl//z4AwMfHR226j4+PPE+b8hqMQUpKAWWrMRUaGgonJyekpaXh/PnzhgiNiEpgZeoAivPTTz+ZOgSqgtLT03Hx4kUAT0c+MgfSTfbJkyeRm5tr8uaFVVFlL48ePnyInJwcAE8TO8bWunVrbNy4sdSJKemmwsvLC0qlErVq1YKnpycePnyIs2fPms25TGQIlb08IjI2JqaMa9q0aZg8ebL8d1pamkGSU1J3ABYWFrCzsyv1eiwtLdG+fXv89ddfOHjwIJo2bVrm2IioeGZdY4rIFE6ePAmVSoUaNWqY5AZdmzp16sDNzQ1ZWVl8ckPlQroo9/HxgY2NjdG3X7DGlBBC7/cXvqlQKBSsaUhERCXKyMhASkoKACam9OXr6wsASEhIUJuekJAgz9OmvAZjKNjxuUKhKNO62M8UkXExMUVUiLk14wOePvmRanzwJpvKg6mfFjdt2hTW1tZISEjAzZs39X6/tviZmCIiopJIIx5ztEr91axZE76+vtizZ488LS0tDVFRUfIgJMZkiI7PJVI/UwcPHsT58+fl16VLl9jvFFE5MOumfESmIHXWaE6JKeBpPNu3b8eff/6J0NDQYpdt0KAB3N3djRQZVQamTkzZ2dmhSZMmiI6Oxtq1a9GpUye5jwddSPEXbAogncPFdcBKRESVT1ZWFk6fPg2VSlXismfOnAHA2lJFycjIwLVr1+S/Y2NjcfbsWbi7u6NGjRqYNGkSPv74Y9SpUwc1a9bE9OnT4e/vj379+pkkVqBsHZ9LmjdvDqVSicTERI3r7mHDhmHNmjVl3gYR/YuJKaIChBBy7QpTPOkpjhTPn3/+iT///LPYZQMCAnDr1i1YWloaIzSqBLQldoytTZs2iI6OxvTp0wE87eNN19pO2hJrLVu2hEKhwK1btxAfHw8/Pz/DB01ERGZn6NCh2Lx5s17vCQgIKKdoKraTJ0+ic+fO8t9S31AjRozAypUr8c477+Dx48d47bXXkJKSgvbt22P79u1QKpVGj7VgU76ysrW1xdSpU/H999/LXQyoVCo8ePAA27ZtQ15eHqyseCtNZCg8m4gKiI2NRWJiIqytrdGkSRNTh6MmPDwcffv2xZUrV4pdLiYmBnFxcbh//z4vskhnpq4xBQCvvvoqjh49irS0NPzzzz+IiorCo0eP4OHhUeJ7tcXv5OSEhg0b4sKFC4iKijLJ01siIjK+6OhoAEBgYCBsbW1LXN7Gxgbjx48v77AqpE6dOhXb96NCocDs2bMxe/ZsI0alnSGb8gHQ+Fz5+fnw8PBAamoqzp07h7CwMINsh4iYmCJSI9XOaNasmUme9BTH1tYWW7duLXG5wMBA3L59G3fv3mViinRmDompRo0ayTcTzzzzDP755x+cOHECPXv2LPG9RcXfunVrXLhwAcePH2diioioCsjLy0N8fDyAp025WVu26jBkUz5tpNH6/vjjDxw8eJCJKSIDYufnRAWYY8fn+pJuzKUbdSJdmENiqiB9Oi4XQuDOnTsAtCemdF0PERFVfAkJCcjPz4eVlRW8vb1NHQ4ZkSGb8hWFo/URlQ8mpogKYGKKqiIhRIVOTKWlpeHx48cANPsIkdYTHR2NvLw8A0dJRETmRvo98/f3Z1+bVYyhm/JpIyWmDh48WGwTRyLSDxNTRP/vyZMn8sgslSExJdUgISpJSkoKMjMzAZhP56/SORgVFVXiqErSTYi7uzvs7e3V5tWrVw8uLi7IzMzEhQsXyidYIiIyG+b2oIWMp7yb8gFPu/uws7PDo0eP8Pfff5fbdoiqGiamiP7f6dOnkZeXB19fXwQGBpo6nFJjjSnSl3SseHp6mk3fao0aNYK9vT1SU1NL7PC/qGZ8AGBhYYFWrVoBYHM+IqKqoLjfBKrcjFFjysbGRh4p++DBg+W2HaKqhokpov9XsBmfQqEwcTSlx8QU6cscny5bWVmhRYsWAEpOKJUUP/uZIiKqOszxN42Mwxh9TAHsZ4qoPDAxRfT/KkP/UgATU6Q/c72I1zWhxMQUERFJzPU3jcqfMZryAf8mpg4cOMB+pogMhIkpov9X2RJTcXFxJfbNQwSY70W8oRJTLVu2BAD8888/ePTokQEjJCIic2Ouv2lU/ozRlA8AWrVqBWtra8TFxSE2NrZct0VUVTAxRVXa6dOn0apVKzRo0AB3796FhYUFmjdvbuqwysTX1xcWFhbIy8vDgwcPTB0OVQDmehEv9Q118eJFpKWlFblcSfF7eHigbt26AJ52pk5ERBXXnDlzEBISgpCQELRr1w4xMTFq8831N43Kn7FqTNnb28v3C2zOR2QYTExRlbZkyRKcOHFCHlWjY8eOcHBwMHFUZWNtbQ1fX18AbM5HupGO/5o1a5o4EnV+fn4IDAyEEALR0dFFLqfLTQib8xERVXyZmZmYPXs2Ll++jMuXL+Po0aNYvny5PF+lUiEuLg4AE1NVkbH6mALYzxSRoTExRVWadJP62WefYf/+/fjtt99MHJFhVK9eHQATU1Sy7OxsnDp1CsC/NZTMiTTyTXEJJek4l4770q6HiIjM26lTp+QRlN9//30A6uX6gwcPkJeXBwsLC/j5+ZkqTDIRYzXlA/5NTHFkPiLDYGKKqqzU1FRcvnwZADBixAiEh4cb5YfMGNgBOunq7NmzyMnJgaenJ2rVqmXqcDSUVNMpPT0dqampAICAgIAS1xMVFcW+14iIKijpt6Bt27YYOnQoACA6Ohp5eXkA/r3u8fPzg5WVlWmCJJMxVlM+AGjXrh0UCgViYmIQHx9f7tsjquyYmKIqKzo6GkII1KxZEz4+PqYOx6CYmCJdFez0X6FQmDgaTQUTU9pGvpGabLi4uBR7IdqwYUPY29sjLS0NV65cKZ9giYioXBX8zapfvz6cnZ3x+PFjXLp0CQD7l6rqjNmUz8XFBaGhoQDYnI/IEJiYoiqrsozCp410QXbnzh0TR0LmztzPgyZNmsDGxgYPHz7EjRs3NObrehNiZWWFFi1aAGBzPiKiikgIgWPHjgF4+ptlYWEhj7oqletMTFVdeXl5yMrKAmCcxBTAfqaIDImJKaqyzP2GvCxYY4p0Ze7nga2tLZo1awZAe0JJn5sQdoBORFRx3b17F/Hx8bC0tERYWBgAzXKdiamqS6otBRinKR/AfqaIDImJKaqShBBmf0NeFkxMkS7u37+PmzdvQqFQyLWJzFFxCSUmpoiIqgap7A4NDYW9vT0AJqboX1LH59bW1rCxsTHKNjt06AAAuHDhApKTk42yTaLKiokpqpKuXbuGR48ewdbWFk2aNDF1OAZXMDGlrV8eIuDfC/mQkBA4OzubOJqiSTceUhOOgkqTmLp48SLS0tIMGCEREZW3gs34JNJosleuXEFSUpLchQETU1WPMfuXknh7e6NevXoQQmDnzp1G2y5RZcTEFFVJ0g15s2bNjPZUxZj8/f0BADk5OXj48KGJoyFzJZ0Hbdq0MXEkxZPiO3fuHDIzM9Xm6XMT4uvri6CgIAghEB0dbfhAiYio3Gir6e7p6YnatWsDAE6cOMEaU1WYMUfkK2jQoEEAgPnz5/NhMFEZMDFFVVJFuSEvLRsbG3mkQTbno8K2bNmCL7/8Er/99hsA82/OWr16dfj5+SEvLw+nT59Wm6fvTYj0WRcvXowvv/wSp06dMmywRERkME+ePMHy5cuxaNEiufwvfO0m/b106VImpqowqSmfMWtMAcBbb70Fe3t7nD59Gtu3bzfqtokqEyamqEqSElNSFfDKqHr16gCA2NhYE0dC5uTYsWN44YUXMGnSJFy+fBmA+SdoFQpFkc359L0JkT7r5s2bMWnSJHTr1g25ubkGjJaIiAzl66+/xujRo/H2228jOzsbnp6eCA4OVltGKte3bduGnJwcWFlZyTXHqeowVY0pT09PjB07FgAwZ84c1poiKiUrUwdAZGyZmZk4d+4cAPO/IS+LJk2a4OTJk4iOjkb//v1NHQ6ZiQMHDgAAgoOD0aJFCzRr1gz169c3cVQla926NTZv3oyoqCh5WmZmJpKSkgDonpgaOXIk/vnnHzx69Ai//fYbUlJScP78eXmEJyIiMh/79+8H8PQ3oGbNmoiMjIRCoVBb5uWXX8bly5flrgt69OhRKbtpoOKZoo8pyX/+8x988803OHbsGPbv34/OnTsbPQaiio6JKapyTp06hfz8fPj7+1fqqt6tW7fG999/zxHISI10PIwbNw6TJ082cTS60zaiXlxcHADAwcEBLi4uOq3H2dkZ33zzDQCgZ8+e2L59O44fP87EFBGRmSk4gvLXX3+N5s2ba13O0dERX3/9tTFDIzOUkpICwPg1pgDAz88Po0ePxpIlSzB37lwmpohKgU35qMop2Hlm4adulYl0Ix8dHY28vDwTR0PmoOBFvrn3K1VYWFgYLC0tERcXJzffK9iMrzTnsrZkFxERmYeYmBgkJydDqVSicePGpg6HzJypR2R85513YGVlhT179vC6gqgUmJiiKkfbcMOVUf369eHs7IzHjx/j0qVLpg6HzMDNmzeRkJAAa2trNG3a1NTh6MXBwUG+MZHO4bJ2cltUv1VERGR6UtkcFhbGpnlUolu3bgEAAgMDTbL9wMBAvPzyywCAuXPnmiQGooqMiSmqUoQQVSYxZWFhgZYtWwJgjRB6SjoOmjRpAjs7OxNHo7/CNZykxJTU0b++pPPj+vXrSExMNECERERkKBW1hi+ZhqkTUwDw3nvvwcLCAr///jvOnj1rsjiIKiImpqhKuXPnDu7fvw8rK6sq0acMmypRQdJxUFE7/ZfiLpyYKm2NKTc3N7nj94KdqhMRkelV9N8sMi5zSEzVrVsXgwcPBgB88sknJouDqCJiYoqqFOkiJzQ0FPb29iaOpvwxMUUFVfSnz1Lcp06dQk5OTpkTUwXXyXOEiMh8PH78GOfPnwdQcX+zyHhycnJw7949AKZNTAFP+5oCgG3btiE7O9uksRBVJExMUZVS0W/M9dWqVSsAwJUrV5CcnGziaMiUsrKycObMGQAV9/ivXbs23N3dkZ2djXPnzjExRURUSZ08eRIqlQrVqlVDQECAqcMhM3f37l0IIWBrawtvb2+TxtKkSRN4e3sjOzsb0dHRJo2FqCJhYoqqlKqWmPL09ETt2rUBACdOnNC6TE5ODrKyspCTk2PM0MiIsrOzERUVhdzcXHh7eyMoKMjUIZWKQqGQz91Dhw4ZZAQeaX0nTpxAfn5+qdeTnZ2NrKws+WWop6RCCHmd+sSXn5+vFo++7yciKk+Fy6fCr8OHDwOoOtdrVDZSM74aNWqYfMRthUKBjh07AgAOHjxo0liIKhImpqjKyM7OxunTpwFUrQud4kYeW7x4Mezt7WFnZwelUolPP/3U2OFROXv77behVCrRqVMnAE+PB1NftJWFdDz/5z//kTssL0tiKiQkBA4ODkhPT8fly5dLtY4xY8ZAqVTCzs5OfimVSkydOrXUcQFPk0utW7eW1+nt7Y1r166V+L6LFy/C3d1dLR47Ozv4+fnh9u3bZYqJiKisXnrpJY3yqfDrww8/BFC1rteo9KTfNlM345MwMUWkPyamqMo4e/YssrOz4eHhgeDgYFOHYzTFNVVatWqVXItCCIGVK1caMzQqZyqVCsuXL5f/trKywpAhQ0wYUdn1798fjo6O8t/t27eHu7t7qddnaWlZptErs7OzsXr1aq3zVqxYASFEqWO7ePGiWk3HpKQkbN26tcT3/fLLL0hLS9OYnpiYiN9//73U8RARldXjx4+xfv16nZZ1cXFB3759yzkiqgzMoePzgjp06AAAOHLkCPLy8kwcDVHFwMQUVRkFm/FV5Boj+pJGs4mKioJKpZKnP3nyRO5zSKoyf/XqVSQlJRk/SCoXV65cQVpaGuzt7ZGcnIz09HRERkaaOqwyCQkJQVJSEtLS0pCWloaDBw+W+XwuSz9T586dkxPeqampSEtLw6NHj2Bra4tHjx7h+vXrpY5Liqdz586YPXu2zjFKy3z++efyfpo2bZrO7yciKi9S31EBAQFy+VTUKzExEXXq1DF1yFQBmFtiqlGjRnBxcUFGRgbOnTtn6nCIKgQmpqjKqKrDDjdq1Ah2dnZISUnBP//8I08/c+YM8vLy4OPjg7Zt28oXf0X1RUUVj3TMt2jRAq6urlAqlSaOyDCsra3h5OQEJycngySZpTKhNEmbgglvZ2dnODk5wd3dHc2aNSv1Oguvu127dnKzgJLWp1KpEBUVBQAIDw+X95Ou7yciKk8Fr8Wk8qmol7W1tYmjpYrC3BJTlpaWaN++PQA25yPSFRNTVGVUtY7PJdbW1mjevDkA9ZvSwjXIODpZ5VNVj3l9SaNXXr58GSkpKXq9t6h9bIjzqeC6mzdvDgsLC9y9e1cejVCbmJgYJCcnQ6lUonHjxvJ0qbliTEwMHj16VOqYiIjKgr9LVB7MLTEFsJ8pIn1ZmToAImO4f/8+bt68CYVCgRYtWpg6HKNr3bo1Dh06hOPHj2PkyJEANC8OW7dujdWrVzMxVYnwBkA33t7eqFWrFm7cuIHo6Gg8++yzOr+3vBJTycnJuHLlCoCniTMHBwc0btwYZ8+eRVRUVJEdvkvba968uVptA3d3dzzzzDO4evUqoqKi8Nxzz5UqLiKi0hJC8HeJDE6lUsmdn9eoUcPE0fxL6mfq4MGDWLNmjU7vsbW1Ra9evWBvb1+eoRGZJSamqEqQmraEhITA2dnZxNEYn7abZG2JKeDfvqgsLFihsiJLT0/HxYsXAfxbI4iK1rp1a9y4cQPHjx/XOTGVkJCA2NhYrQlv6Xw6d+4cMjMz9b7IlJrU1q5dG56envI6z549i+PHj2PAgAFa31fcTV/r1q1x9epVHD9+nIkpIjK627dv4/79+7CyspKbOxOVVUJCAnJycmBhYVGmUXoNLSwsDPb29khKSsLLL7+s8/vGjBmD7777rhwjIzJPFeLOc/HixQgKCoJSqUSrVq3YBw7p7dixYwCq7hM66XNfuHAB6enpiIuLw507d2BhYSE38yvYF9XVq1dNGa5Zqyjl0YkTJyCEQGBgIPz8/EwdjtmTzhGprNCFlARq0KABXFxc1OZVr14dfn5+yMvLw6lTp/SOR1uZpUuM0jxtfelJ0/T5jGTeKkp5RAT8W/Y0adIEdnZ2Jo6GDM1U5ZFUW8rf39+s+iWzsbHBN998g2effVanV+fOnQE8HdFX+kxEVYnZJ6Z+/vlnTJ48GTNmzMDp06cRGhqKiIgIPHjwwNShUQVS1auO+/v7o0aNGlCpVDh58qS8Pxo1agRHR0cARfdFRf+qSOVRVT/m9VWwVqEQQqf3FLePy9pvm7Z1S/8/deoUcnJyNN6TkZGBCxcuFBlTwVqR+fn5esdE5qUilUdEAH+XKjNTlkfm2L+UZNSoUdi5c6dOr71796JLly7Iy8vDggULTB06kdGZfWJq4cKFGDNmDEaNGoUGDRpg2bJlsLe3x/Lly00dGlUQeXl5iI6OBlC1L4YK3iSXZ4fNlVlFKo94A6Cf0NBQ2NraIjk5GTExMTq9p6R9XNrzqeDIegXXXadOHbi5uSErKwvnz5/XeJ80DHv16tXh7++vMT8kJAQODg5IT0+X+6+iiqsilUdEAH+XKjNTlkfmnJjS1wcffAAA+N///of79++bOBoi4zLrPqZycnJw6tQpTJs2TZ5mYWGBbt26FdkUITs7G9nZ2fLfqampAIC0tLQStzdhwgStT6GpYnv8+DEyMzPh5OSEgIAAnY6FyqhJkybYsGEDvvvuO/k4Dw0NVdsf0ihev/76q3zuGFPLli3x6quv6ry8k5MTFApFOUb0L2OWR0+ePMHEiRPLFO/+/fsBPK0VV1WPeX2FhobixIkTGD16NAICAkpcXvreGzZsqHUfN2rUCACwe/duREZG6hxHVlYWUlJSYGtri6CgILV1h4WFYffu3ZgwYQKCgoLU3nft2jV5maK+86ZNm+Lw4cN4/fXXzaovDnPUrVs3DB48WOflK2t5dP/+fXz00UcGiJqqOqlZc0hICH+XylllLY9iYmI0ahOdPXsWAODr61vhj6uwsDC0aNEC0dHR6NOnD4KDg00dEpGGUaNGae0yoig6l0fCjMXFxQkA4ujRo2rTp06dKlq2bKn1PTNmzBAA+OKLryrwSk1NNUZRJIRgecQXX3wV/2J5xBdffJnLi+URX3zxZS4vXcsjs64xVRrTpk3D5MmT5b9VKhWSkpLg4eFRYqYuLS0N1atXx507d6rkyG364L7SD/eX7vTZV05OTkaKqnRYHhkH95V+uL90x/Loqcp+zFT2zwdU/s9Y2T8fwPKoNCrjcVEZPxPAz1XRlEd5ZNaJKU9PT1haWiIhIUFtekJCAnx9fbW+x9bWFra2tmrTXF1d9dqus7NzpTpwyhP3lX64v3RnbvuK5ZH5477SD/eX7sxtX7E8Kh+V/fMBlf8zVvbPB5jfZzRVeaQPc9tnhlAZPxPAz1XRGPJzmXXn5zY2NggLC8OePXvkaSqVCnv27NGrXSMRUVmxPCIic8HyiIjMBcsjIjIEs64xBQCTJ0/GiBEj0Lx5c7Rs2RKLFi3C48ePMWrUKFOHRkRVDMsjIjIXLI+IyFywPCKisjL7xNSLL76IxMREfPTRR7h//z6aNGmC7du3w8fHx+DbsrW1xYwZMzSqlpIm7iv9cH/pzpz3Fcsj88R9pR/uL92Z875ieWQ4lf3zAZX/M1b2zweY92c0ZnmkD3PeZ6VVGT8TwM9V0ZTH51IIIYTB1kZERERERERERKQjs+5jioiIiIiIiIiIKi8mpoiIiIiIiIiIyCSYmCIiIiIiIiIiIpNgYoqIiIiIiIiIiEyCiakCFi9ejKCgICiVSrRq1QonTpwwdUhm5+DBg+jTpw/8/f2hUCiwZcsWU4dktubNm4cWLVrAyckJ3t7e6NevH65evWrqsMzW0qVL0bhxYzg7O8PZ2Rlt2rTBX3/9ZeqwTIJlkW5YHumO5ZHuqkJZpG8Zs3HjRtSrVw9KpRKNGjXCn3/+qTZfCIGP/q+9+w6Polz/Bv7dlE1CKiGNQAihht7BAFIDCIggoICooIjlBBSwwlEQlAMoP0ElAiqCR0QEpNgA6SpNCEWaHMDQSUJNA9L2fv/gnTGb3SSbZHdns/l+rmsv3ZnZ2Xt2sw8z99zP80yejKpVq8LLywuxsbE4deqULQ+hWCU5xs8++wz3338/KleujMqVKyM2NtZk+5EjR0Kn0xk9HnjgAVsfRqFKcnxLliwxid3T09Nom/L+HXbp0sXkGHU6Hfr27atu40jfYWn+/dq+fTtatmwJDw8P1KlTB0uWLDHZpqKdP1i7LXMU1v59OwJb/c1rqaTHtH37drPtVFJSkn0CtlBpzxnL+vtiYur/+/bbbzFhwgRMmTIFBw4cQLNmzdCrVy+kpKRoHZpDyczMRLNmzRAfH691KA5vx44diIuLw549e7Bp0ybk5OSgZ8+eyMzM1Do0h1S9enXMnDkTCQkJ2L9/P7p164b+/fvj2LFjWodmV2yLLMf2yHJsjyzn7G1RSduYXbt2YdiwYRg1ahQOHjyIAQMGYMCAATh69Ki6zXvvvYePPvoICxYswN69e+Ht7Y1evXrh7t279josIyU9xu3bt2PYsGHYtm0bdu/ejYiICPTs2ROXLl0y2u6BBx7AlStX1Mc333xjj8MxUZp/J/z8/IxiP3funNH68v4drl692uj4jh49CldXVzzyyCNG2znKd1jSf78SExPRt29fdO3aFYcOHcK4cePwzDPPYOPGjeo2Fe38wRZtmSOwxe/bEdjib15rpT0PPXnypNH3FRISYqMIS6c054xW+X0JiYhI27ZtJS4uTn2el5cn4eHhMmPGDA2jcmwAZM2aNVqHUW6kpKQIANmxY4fWoZQblStXls8//1zrMOyKbVHpsD0qGbZHJeNMbVFJ25hHH31U+vbta7SsXbt28txzz4mIiMFgkLCwMHn//ffV9bdu3RIPDw/55ptvbHAExStrO5qbmyu+vr7y5ZdfqstGjBgh/fv3t3aopVLS41u8eLH4+/sXuj9n/A7nzJkjvr6+kpGRoS5zpO8wP0v+/XrttdekUaNGRsuGDBkivXr1Up9XtPMHa7dljsLav29HZK2/eUdiyTFt27ZNAMjNmzftEpO1WHLOaI3fFyumAGRnZyMhIQGxsbHqMhcXF8TGxmL37t0aRkbOJDU1FQAQGBiocSSOLy8vD8uXL0dmZiZiYmK0Dsdu2BaRvbA9soyztUWlaWN2795ttD0A9OrVS90+MTERSUlJRtv4+/ujXbt2mrRb1mhHb9++jZycHJPfx/bt2xESEoL69evjhRdewPXr160auyVKe3wZGRmIjIxERESESQWgM36HixYtwtChQ+Ht7W203BG+w9Io7ndY0c4fbNGWOQJb/L7Lq/LwfZVW8+bNUbVqVfTo0QM7d+7UOpxiWXLOaI3vi4kpANeuXUNeXh5CQ0ONloeGhjpcn08qnwwGA8aNG4cOHTqgcePGWofjsI4cOQIfHx94eHjg+eefx5o1a9CwYUOtw7IbtkVkD2yPiuesbVFp2pikpKQit1f+6yjtljXa0ddffx3h4eFGJ9kPPPAA/vvf/2LLli2YNWsWduzYgd69eyMvL8+q8RenNMdXv359fPHFF1i3bh2WLl0Kg8GA9u3b4+LFiwCc7zv8448/cPToUTzzzDNGyx3lOyyNwn6HaWlpuHPnToU7f7BFW+YIbPH7Lq+K+5svj6pWrYoFCxbgu+++w3fffYeIiAh06dIFBw4c0Dq0Qll6zmiN35dbqaMkIovFxcXh6NGj+P3337UOxaHVr18fhw4dQmpqKlatWoURI0Zgx44dTnFBSOQo2B4Vj21RxTVz5kwsX74c27dvNxpAeOjQoer/N2nSBE2bNkXt2rWxfft2dO/eXYtQLRYTE2NU8de+fXs0aNAACxcuxDvvvKNhZLaxaNEiNGnSBG3btjVaXp6/Q6LCVLTfd3lWv3591K9fX33evn17nDlzBnPmzMFXX32lYWSFs+c5IyumAAQFBcHV1RXJyclGy5OTkxEWFqZRVOQsxowZgx9//BHbtm1D9erVtQ7Hoen1etSpUwetWrXCjBkz0KxZM3z44Ydah2U3bIvI1tgeWcZZ26LStDFhYWFFbq/811HarbK0o7Nnz8bMmTPxyy+/oGnTpkVuW6tWLQQFBeH06dNljrkkrPHvhLu7O1q0aKHG7kzfYWZmJpYvX45Ro0YV+z5afYelUdjv0M/PD15eXhXu/MEWbZkjsMXvu7wq7m/eWbRt29Zhv6uSnDNa4/fFxBTunYC2atUKW7ZsUZcZDAZs2bLFKcaUIG2ICMaMGYM1a9Zg69atiIqK0jqkcsdgMCArK0vrMOyGbRHZCtujsnGWtqg0bUxMTIzR9gCwadMmdfuoqCiEhYUZbZOWloa9e/dq0m6Vth1977338M4772DDhg1o3bp1se9z8eJFXL9+HVWrVrVK3Jayxr8TeXl5OHLkiBq7s3yHwL3pyrOysvD4448X+z5afYelUdzvsKKdP9iiLXMEtvh9l1fl4fuyhkOHDjncd1Wac0arfF+lG5vd+Sxfvlw8PDxkyZIlcvz4cXn22WclICBAkpKStA7NoaSnp8vBgwfl4MGDAkA++OADOXjwoJw7d07r0BzOCy+8IP7+/rJ9+3a5cuWK+rh9+7bWoTmkN954Q3bs2CGJiYny559/yhtvvCE6nU5++eUXrUOzK7ZFlmN7ZDm2R5Zz9raouDbmiSeekDfeeEPdfufOneLm5iazZ8+WEydOyJQpU8Td3V2OHDmibjNz5kwJCAiQdevWyZ9//in9+/eXqKgouXPnjt2PT6Tkxzhz5kzR6/WyatUqo99Henq6iNxra1555RXZvXu3JCYmyubNm6Vly5ZSt25duXv3rsMf39SpU2Xjxo1y5swZSUhIkKFDh4qnp6ccO3ZM3aa8f4eKjh07ypAhQ0yWO9p3WNy/X2+88YY88cQT6vZ///23VKpUSV599VU5ceKExMfHi6urq2zYsEHdpqKdP9iiLXMEtvh9OwJb/M1rraTHNGfOHFm7dq2cOnVKjhw5Ii+99JK4uLjI5s2btToEsyw5Z7TF74uJqXw+/vhjqVGjhuj1emnbtq3s2bNH65AcjjLNZcHHiBEjtA7N4Zj7nADI4sWLtQ7NIT399NMSGRkper1egoODpXv37k5zIVhSbIssw/bIcmyPLFcR2qKi2pjOnTub/IZWrFgh9erVE71eL40aNZKffvrJaL3BYJC33npLQkNDxcPDQ7p37y4nT560x6EUqiTHGBkZafb3MWXKFBERuX37tvTs2VOCg4PF3d1dIiMjZfTo0Zpe8Jfk+MaNG6duGxoaKn369JEDBw4Y7a+8f4ciIn/99ZcAMPt7dbTvsLh/v0aMGCGdO3c2eU3z5s1Fr9dLrVq1zLbfFe38wdptmaOw9u/bEdjqb15LJT2mWbNmSe3atcXT01MCAwOlS5cusnXrVm2CL4Il54y2+H3p/v+bExERERERERER2RXHmCIiIiIiIiIiIk0wMUVERERERERERJpgYoqIiIiIiIiIiDTBxBQREREREREREWmCiSkiIiIiIiIiItIEE1NERERERERERKQJJqaIiIiIiIiIiEgTTEwREREREREREZEmmJgiIiIiIiIiIiJNMDFFRERERERERESaYGKKiIiIiIiIiIg0wcQUERERERERERFpgokpIiIiIiIiIiLSBBNTRERERERERESkCSamiIiIiIiIiIhIE0xMERERERERERGRJpiYIiIiIiIiIiIiTTAxRWQFS5YsgU6nw9mzZ7UOhYgc0MiRI1GzZk2LtjUYDGjcuDGmT59u26AKMXToUDz66KOavDeRreh0Orz99ts22ffZs2eh0+mwZMkSm+y/tEaOHAkfHx+twyi1f/3rX+jRo4fWYQAA3njjDbRr107rMMiJVMQ2yVLbt2+HTqfD9u3btQ4FANCnTx+MHj1a6zAAOPc5GhNTTkhJkigPNzc3VKtWDSNHjsSlS5e0Dq9cyc7OxocffogWLVrAz88PAQEBaNSoEZ599ln89ddfWodH5JSOHDmCwYMHIzIyEp6enqhWrRp69OiBjz/+WOvQ7OKbb77BhQsXMGbMGE3e//XXX8d3332Hw4cPa/L+VLE99NBDqFSpEtLT0wvdZvjw4dDr9bh+/bodIyuZn3/+2WYXnQCQl5eH8PBw6HQ6rF+/3mbvo5XExER8/vnnmDRpUqlebzAYEBwcjPfee88q8YwbNw6HDx/G999/b5X9UfnBNqloNWvWNLru9PT0RN26dfHqq6/ixo0bVn8/e9u5cyd++eUXvP7666V6/c2bN+Hm5oYVK1ZYJR5nPkdjYsqJTZs2DV999RUWLFiA3r17Y+nSpejcuTPu3r2rdWjlxqBBg/Dyyy+jcePGmDlzJqZOnYpOnTph/fr12LNnj9bhETmdXbt2oXXr1jh8+DBGjx6NefPm4ZlnnoGLiws+/PBDrcOzi/fffx9Dhw6Fv7+/Ju/fokULtG7dGv/3f/+nyftTxTZ8+HDcuXMHa9asMbv+9u3bWLduHR544AFUqVLFztGZFxkZiTt37uCJJ55Ql/3888+YOnWqzd5z69atuHLlCmrWrImvv/7aZu+jlQ8//BBRUVHo2rVrqV7/xx9/4Nq1a+jbt69V4gkLC0P//v0xe/Zsq+yPyg+2ScVr3rw5vvrqK3z11VeYN28eYmNjMXfuXDzwwAM2eT97ev/999G9e3fUqVOnVK/fuHEjdDodevbsaZV4nPkczU3rAMh2evfujdatWwMAnnnmGQQFBWHWrFn4/vvvnbYEUGEwGJCdnQ1PT89S72Pfvn348ccfMX36dJM7dvPmzcOtW7fKGCURFTR9+nT4+/tj3759CAgIMFqXkpJitffJzMyEt7e31fZnLQcPHsThw4c1P+F49NFHMWXKFHzyySfluisQlT8PPfQQfH19sWzZMjz55JMm69etW4fMzEwMHz5cg+jMU6oE7Gnp0qVo2bIlRowYgUmTJjlsm1YaOTk5+Prrr/H888+Xeh8///wzIiMj0ahRI6vF9eijj+KRRx7B33//jVq1alltv+TY2CYVr1q1anj88cfV58888wx8fHwwe/ZsnDp1CnXr1rVbLNaUkpKCn376CQsWLCj1Pn7++Wd06NDB5Jy2LJz1HI0VUxXI/fffDwA4c+aM0fK//voLgwcPRmBgIDw9PdG6dWuzpcq3bt3C+PHjUbNmTXh4eKB69ep48sknce3aNXWblJQUjBo1CqGhofD09ESzZs3w5ZdfqutzcnIQGBiIp556ymT/aWlp8PT0xCuvvKIuy8rKwpQpU1CnTh14eHggIiICr732GrKysoxeq9PpMGbMGHz99ddo1KgRPDw8sH79etSsWRP9+/c3ea+7d+/C398fzz33XKGfl/I5dejQwWSdq6urRXdFPvnkEzWe8PBwxMXFmSS0unTpgsaNGyMhIQHt27eHl5cXoqKizDaCln4eROXVmTNn0KhRI7P/gIeEhBg9z/+7r1+/Pjw9PdGqVSv8+uuvRtu9/fbb0Ol0OH78OB577DFUrlwZHTt2VNcvXboUrVq1gpeXFwIDAzF06FBcuHDBaB+//fYbHnnkEdSoUUP97Y0fPx537twxiXPt2rVo3LgxPD090bhx40Lvspqzdu1a6PV6dOrUyWh5YWNUKcdm7nNZuXIlGjZsCC8vL8TExODIkSMAgIULF6JOnTrw9PREly5dzI6N16NHD2RmZmLTpk0Wx05kDV5eXhg4cCC2bNliNhm9bNky+Pr64qGHHgJw79xk3LhxiIiIgIeHB+rUqYNZs2bBYDAU+14HDx5E79694efnBx8fH3Tv3t1sNXRx5z8Fx3MZOXIk4uPjAcCoi4uIlOm8RKFUbyhjjdy5cwfr1q0rdPu///4bvXr1gre3N8LDwzFt2jSIiNE2mZmZePnll9XPsX79+pg9e7bRdo0bNzZbwWQwGFCtWjUMHjzYaNncuXPRqFEjeHp6IjQ0FM899xxu3rxZ7PH9/vvvuHbtGmJjY03Wffzxx2jUqBEqVaqEypUro3Xr1li2bJnJdj/99JNRtVTNmjXx4IMPYvv27WjdujW8vLzQpEkTdQyb1atXo0mTJuq/IwcPHjTZpxJPUZ81OR+2ScW3SeaEhYUBANzcjOtgLL3uNGflypXq+VpQUBAef/xxo2Fqvv/+e+h0Ovz555/qsu+++w46nQ4DBw402leDBg0wZMiQIt/vp59+Qm5urklblJOTg6lTp6Ju3brw9PRElSpV0LFjR5NzJoPBgA0bNhi1RTxHK4KQ01m8eLEAkH379hktnzdvngCQ+fPnq8uOHj0q/v7+0rBhQ5k1a5bMmzdPOnXqJDqdTlavXq1ul56eLo0bNxZXV1cZPXq0zJ8/X9555x1p06aNHDx4UEREbt++LQ0aNBB3d3cZP368fPTRR3L//fcLAJk7d666r6effloCAgIkKyvLKL4vv/zSKO68vDzp2bOnVKpUScaNGycLFy6UMWPGiJubm/Tv39/otQCkQYMGEhwcLFOnTpX4+Hg5ePCg/Pvf/xZ3d3e5fv260fYrVqwQAPLrr78W+jnu2rVLAMjo0aMlJyfHos88MTFRXTZlyhQBILGxsfLxxx/LmDFjxNXVVdq0aSPZ2dnqdp07d5bw8HAJCQmRMWPGyEcffSQdO3YUALJo0SJ1u5J8HkTlVc+ePcXX11eOHDlS7LYApHHjxhIUFCTTpk2TWbNmSWRkpHh5eRm9XvktNmzYUPr37y+ffPKJxMfHi4jIu+++KzqdToYMGSKffPKJTJ06VYKCgqRmzZpy8+ZNdR9jx46VPn36yH/+8x9ZuHChjBo1SlxdXWXw4MFGMW3cuFFcXFykcePG8sEHH8i///1v8ff3l0aNGklkZGSxxxQbGystW7Y0WT5ixAizr1eOreDn0rRpU4mIiJCZM2fKzJkzxd/fX2rUqCHz5s2Thg0byv/93//Jm2++KXq9Xrp27Wqy35ycHPHy8pKXX3652JiJrO2XX34RAPLxxx8bLb9+/bq4u7vLk08+KSIimZmZ0rRpU6lSpYpMmjRJFixYIE8++aTodDp56aWXjF4LQKZMmaI+P3r0qHh7e0vVqlXlnXfekZkzZ0pUVJR4eHjInj171O0sOf9JTEwUALJ48WIRuXf+0KNHDwEgX331lfoQkTKdlyiWL18uOp1Ozp8/LyIi3bp1kz59+phsN2LECPH09JS6devKE088IfPmzZMHH3xQAMhbb72lbmcwGKRbt26i0+nkmWeekXnz5km/fv0EgIwbN07dbtq0aeLi4iJXrlwxep8dO3YIAFm5cqW67JlnnhE3NzcZPXq0LFiwQF5//XXx9vY2OQcyR2mXU1NTjZZ/+umnAkAGDx4sCxculA8//FBGjRolL774otF2V65cEZ1OJz/++KO6LDIyUurXry9Vq1aVt99+W+bMmSPVqlUTHx8fWbp0qdSoUcOovaxTp47k5eWZxFanTh0ZNGhQkfGT82GbVLjIyEjp2bOnXL16Va5evSoXLlyQ77//XsLDw6VTp05G21p63blt2zYBINu2bVOXKddabdq0kTlz5sgbb7whXl5eRudr169fF51OZ/Q9vfTSS+Li4iLBwcHqspSUFAEg8+bNK/LYnnnmGalSpYrJ8kmTJolOp5PRo0fLZ599Jv/3f/8nw4YNk5kzZxptt2fPHgEgR48eVZfxHK1wTEw5IeWHu3nzZrWBWLVqlQQHB4uHh4dcuHBB3bZ79+7SpEkTuXv3rrrMYDBI+/btpW7duuqyyZMnCwCjRiP/9iIic+fOFQCydOlSdV12drbExMSIj4+PpKWlici9CzcA8sMPPxjtp0+fPlKrVi31+VdffSUuLi7y22+/GW23YMECASA7d+5UlwEQFxcXOXbsmNG2J0+eNEnGiYg89NBDUrNmTTV2cwwGg3Tu3FkASGhoqAwbNkzi4+Pl3LlzJtsWTEylpKSIXq+Xnj17Gp3YKMnBL774Ql2mvMf//d//qcuysrKkefPmEhISop7AleTzICqvfvnlF3F1dRVXV1eJiYmR1157TTZu3Gj2QgaAAJD9+/ery86dOyeenp7y8MMPq8uU5M2wYcOMXn/27FlxdXWV6dOnGy0/cuSIuLm5GS2/ffu2yfvPmDFDdDqdUZvQvHlzqVq1qty6dcvomABYlJiqXr262YuekiamPDw8jBLlCxcuFAASFhamtsUiIhMnTjRJqivq1asnvXv3LjZmImvLzc2VqlWrSkxMjNFy5d+7jRs3iojIO++8I97e3vK///3PaLs33nhDXF1d1cSNiOlF4IABA0Sv18uZM2fUZZcvXxZfX1+jiylLzn8KXgSKiMTFxZn8NkXKdl6iePDBB6VDhw7q808//VTc3NwkJSXFaLsRI0YIABk7dqxRzH379hW9Xi9Xr14VEZG1a9cKAHn33XeNXj948GDR6XRy+vRpo9gLXpz/61//Eh8fH7Wd/O233wSAfP3110bbbdiwwezygh5//HGzF4P9+/eXRo0aFflaEZFFixaJl5eXUbsdGRkpAGTXrl3qMuV81MvLy6gdV9rL/BfFip49e0qDBg2KjYGcC9ukwim/rYKPDh06yLVr14y2tfS6s2BiKjs7W0JCQqRx48Zy584ddbsff/xRAMjkyZPVZY0aNZJHH31Ufd6yZUt55JFHBICcOHFCRERWr14tAOTw4cNFHlvHjh2lVatWJsubNWsmffv2LfK1IiJvvfWWybkbz9EKx658Tiw2NhbBwcGIiIjA4MGD4e3tje+//x7Vq1cHANy4cQNbt27Fo48+ivT0dFy7dg3Xrl3D9evX0atXL5w6dUotj/zuu+/QrFkzPPzwwybvo3Qj+fnnnxEWFoZhw4ap69zd3fHiiy8iIyMDO3bsAAB069YNQUFB+Pbbb9Xtbt68iU2bNhmVVK5cuRINGjRAdHS0Gtu1a9fQrVs3AMC2bduM4ujcuTMaNmxotKxevXpo166d0cCgN27cwPr16zF8+HCTLjAFj2vjxo149913UblyZXzzzTeIi4tDZGQkhgwZUuQYU5s3b0Z2djbGjRsHF5d/fmajR4+Gn58ffvrpJ6Pt3dzcjEpl9Xo9nnvuOaSkpCAhIaFUnwdRedSjRw/s3r0bDz30EA4fPoz33nsPvXr1QrVq1cyWesfExKBVq1bq8xo1aqB///7YuHEj8vLyjLYtOF7J6tWrYTAY8Oijjxr9psLCwlC3bl2j35SXl5f6/5mZmbh27Rrat28PEVG7fFy5cgWHDh3CiBEjjAYu79Gjh0nbVJjr16+jcuXKFm1blO7duxt1/VOmOR80aBB8fX1Nlv/9998m+6hcubJRV20ie3F1dcXQoUOxe/duo24My5YtQ2hoKLp37w7g3r+L999/v/q3qjxiY2ORl5dn0q1XkZeXh19++QUDBgwwGiuoatWqeOyxx/D7778jLS0NgGXnPyVRlvMS4F4bsXHjRqNzrUGDBkGn0xU661P+GT6VbiTZ2dnYvHkzgHvnb66urnjxxReNXvfyyy9DRNRZ/+rVq4fmzZsbnb/l5eVh1apV6Nevn9pOrly5Ev7+/ujRo4fR99KqVSv4+PgUe75SWDsYEBCAixcvYt++fUW+/ueff0bXrl2N2m0AaNiwIWJiYtTnSvvXrVs31KhRw2Q520VSsE0qWrt27bBp0yZs2rRJHZ/32LFjeOihh9QhD0py3VnQ/v37kZKSgn/9619GY2f17dsX0dHRRtdV999/P3777TcAQHp6Og4fPoxnn30WQUFB6vLffvsNAQEBaNy4cZHHVVRbdOzYMZw6darI1//8889mJ2DgOZp5TEw5sfj4eGzatAmrVq1Cnz59cO3aNXh4eKjrT58+DRHBW2+9heDgYKPHlClTAPwz2PCZM2eK/fGeO3cOdevWNUrEAPf68CrrgXtJmEGDBmHdunXq2EirV69GTk6OUWLq1KlTOHbsmEls9erVM4pNERUVZTauJ598Ejt37lTff+XKlcjJyTGaqaIwHh4e+Pe//40TJ07g8uXL+Oabb3DfffdhxYoVRU7lrrxX/fr1jZbr9XrUqlVLXa8IDw83GbRUOU7lH8CSfh5E5VWbNm2wevVq3Lx5E3/88QcmTpyI9PR0DB48GMePHzfa1tyAmvXq1cPt27dx9epVo+UF24hTp05BRFC3bl2T39WJEyeMflPnz5/HyJEjERgYCB8fHwQHB6Nz584AgNTUVAD//O7NxVSwLSiKFBj7pTTyX2QBUBNlERERZpebG/dFREp1kktkDcpAwsr4QRcvXsRvv/2GoUOHwtXVFcC93/CGDRtMfr/KeCCF/bt49epV3L592+zvskGDBjAYDOo4c5ac/5RUWc5Lvv32W+Tk5KBFixY4ffo0Tp8+jRs3bphcWCpcXFxMBuoueH5x7tw5hIeHG10QAabnbwAwZMgQ7Ny5U72A3L59O1JSUkzO31JTUxESEmLy3WRkZFh0vmKuHXz99dfh4+ODtm3bom7duoiLi8POnTuNtsnJycGmTZvMXgyyXaSyYJtUuKCgIMTGxiI2NhZ9+/bFpEmT8Pnnn2PXrl34/PPPAZTsurOgwq6rACA6Otqojbr//vtx5coVnD59Grt27YJOp0NMTIxRwuq3335Dhw4dTK5ZzTHXFk2bNg23bt1CvXr10KRJE7z66qtG41oBQFJSEg4cOMC2qAQ4K58Ta9u2rTor34ABA9CxY0c89thjOHnyJHx8fNRB+F555RX06tXL7D5KOzVmcYYOHYqFCxdi/fr1GDBgAFasWIHo6Gg0a9ZM3cZgMKBJkyb44IMPzO6j4I+34J2x/O81fvx4fP3115g0aRKWLl2K1q1bl+hCEbh312Lo0KEYNGgQGjVqhBUrVmDJkiUmg/rZSkk/D6LyTq/Xo02bNmjTpg3q1auHp556CitXrlRPYEqqYBthMBig0+mwfv169aQyP2Wmk7y8PPTo0QM3btzA66+/jujoaHh7e+PSpUsYOXKkRQOaWqpKlSoWDQ6sKCyJZe54ilpubj83b94stzPpUPnXqlUrREdH45tvvsGkSZPwzTffQESMZr4yGAzo0aMHXnvtNbP7UBIwjqYs5yVK8sncxCwAbD5j3JAhQzBx4kSsXLkS48aNw4oVK+Dv7280LbzBYEBISIjZRBkABAcHF/kehbWDDRo0wMmTJ/Hjjz9iw4YN+O677/DJJ59g8uTJmDp1KgColSV9+vQxeb212sWgoKAi4yfnxDapZJQqsl9//RVjx46123WnMrnNr7/+ir///hstW7aEt7c37r//fnz00UfIyMjAwYMHMX369GL3VVhb1KlTJ5w5cwbr1q3DL7/8gs8//xxz5szBggUL8MwzzwAA1q9fD09PT7MTRvAczTwmpioIV1dXzJgxA127dsW8efPwxhtvqCcu7u7uZmc+ya927do4evRokdtERkbizz//hMFgMMpA//XXX+p6RadOnVC1alV8++236NixI7Zu3Yp///vfJu95+PBhdO/evUwZ4cDAQPTt2xdff/01hg8fjp07d2Lu3Lml3p+7uzuaNm2KU6dOqd1+ClKO9eTJk0YniNnZ2UhMTDT5vC9fvmwy1fP//vc/AFBLPa31eRCVR0qS/cqVK0bLzZVR/+9//0OlSpWKvfipXbs2RARRUVFFniweOXIE//vf//Dll18aTRVdcDYU5XdvLqaTJ08WGYsiOjoaiYmJZtelp6ebLEtOTrZovyWVm5uLCxcuqLMMEWlh+PDheOutt/Dnn39i2bJlqFu3Ltq0aaOur127NjIyMoo9hykoODgYlSpVMvu7/Ouvv+Di4qLe7LHk/Mecov6dLu15SWJiInbt2oUxY8aoFZsKg8GAJ554AsuWLcObb75ptPzvv/82auMKnl9ERkZi8+bNSE9PN6qaMnf+FhUVhbZt2+Lbb7/FmDFjsHr1agwYMMCoIr927drYvHkzOnToUOhNw6JER0fj66+/RmpqqlG3aADw9vbGkCFDMGTIEGRnZ2PgwIGYPn06Jk6cCE9PT/z0009o2LCh2VlMrSExMdHoJipVLGyTLJebmwsAyMjIAIASXXcWlP+6ShnCRHHy5EmjNqpGjRqoUaMGfvvtN/z999/qrPSdOnXChAkTsHLlSuTl5ZnMfmxOdHQ0vvvuO7PrlFnmn3rqKWRkZKBTp054++231cTUTz/9ZLZLsTU46zkau/JVIF26dEHbtm0xd+5c3L17FyEhIejSpQsWLlxocrEHwKgbzKBBg3D48GGz054rWdw+ffogKSnJaOyB3NxcfPzxx/Dx8TE6iXJxccHgwYPxww8/4KuvvkJubq7JlJ2PPvooLl26hM8++8zkPe/cuYPMzEyLj/2JJ57A8ePH8eqrr6r9xItz6tQpnD9/3mT5rVu3sHv3blSuXLnQC9/Y2Fjo9Xp89NFHRlnuRYsWITU11aSsMzc3FwsXLlSfZ2dnY+HChQgODlbHz7Hm50HkqLZt22b2ztDPP/8MwLSMe/fu3Thw4ID6/MKFC1i3bh169uxZ6J0nxcCBA+Hq6oqpU6eavKeI4Pr16wD+uYOVfxsRwYcffmj0mqpVq6J58+b48ssv1e59wL0EVsEuiIWJiYnB0aNH1W7O+d24cQOHDx9Wn2dlZamfizW6/+V3/Phx3L17F+3bt7fqfolKQqlEmDx5Mg4dOmRUmQDc+3dx9+7d2Lhxo8lrb926pV4YFeTq6oqePXti3bp1RuPFJCcnY9myZejYsSP8/PwAWHb+Y45yo6mw8ShLc16iVCC99tprGDx4sNHj0UcfRefOnc1WKc2bN88o5nnz5sHd3V2taOjTpw/y8vKMtgOAOXPmQKfToXfv3kbLhwwZgj179uCLL77AtWvXzJ6/5eXl4Z133jGJJTc3t8gxOoF77aCIqGNsKpQ2WaHX69GwYUOICHJycgAUPqaLNaSmpuLMmTNsFyswtkmW++GHHwBATeSW5LqzoNatWyMkJAQLFiwwOj9av349Tpw4YfKbv//++7F161b88ccfamKqefPm8PX1xcyZM+Hl5WU0PmlhYmJicPPmTZMxngq2RT4+PqhTp44aW1Fdiq3Bac/R7DDAOtmZMkPcvn37TNatXLnSaOaFY8eOSeXKlaVKlSryxhtvyKeffirvvPOO9OnTR5o2baq+Lj09XRo2bKhOTbpgwQL5z3/+I/fdd58cOnRIRO7NWtWgQQPR6/Xy8ssvy8cff6zOODd37lyTWH7//XcBIL6+vtKkSROT9Xl5edKnTx/R6XQydOhQ+fjjj2Xu3Lny/PPPS2BgoNHxAZC4uLhCP5OsrCypUqWKALB4BoOVK1eKu7u7PPTQQ/L+++/LokWLZNq0aVK7dm2TYyo4K5/IP7Nl9ezZU+bNmydjx44VV1dXk6mSO3fuLOHh4RISEiJjx46Vjz/+WDp27CgA5NNPPy3V50FUXjVq1EiioqJkwoQJ8umnn8q8efPkscceE1dXV6MpgUXu/e4bN24sQUFBMm3aNJk1a5ZERkaKp6en0Uwrym9RmYEqvxkzZggAad++vbz33nsyf/58ee2116Ru3bry/vvvi8i92WBq164tQUFBMn36dPn444+lS5cu0qxZM5NZb9avXy8uLi7SuHFj+eCDD+TNN98Uf39/adSokUWz8u3fv99ohh/FiBEjxMPDQyIiImTWrFny4YcfSps2bcTf318AyNSpU9UZucy1h8oMPcoxKZSZb/JP8y4iMnv2bKlUqZLR7DBEWmjfvr06y9OpU6eM1mVmZkrLli3Fzc1NnnnmGZk/f77Mnj1bRowYId7e3ka/eRQyNXu1atVk+vTpMmvWLKlVq5bZqdmLO/8xNwOWMtX6E088IUuXLpVvvvnGKPbSnJdER0dL8+bNC13/8ccfCwBJSEgQkXvthqenp9StW1eefPJJiY+PlwcffFAAyKRJk9TX5eXlSdeuXUWn08mzzz4r8fHx0r9/fwEg48aNM3mfCxcuiE6nE19fXwkMDDQ7a+pzzz2nHtucOXNk3rx58tJLL0l4eLhJe1OQ8tlMnDjRaHnLli2lT58+Mn36dPn888/l5ZdfFg8PD+nXr5+IiPz9998CQLZv326yz8jISLOzaJWkvVy1apUAUGcppIqJbZKxyMhIad68uXz11Vfy1VdfyaJFi+TFF18UDw8PCQoKkosXL6rbWnrdWXBWPpF/rrXatWsnc+fOlYkTJ0qlSpVMzg1F/pktUafTGc0M2KtXLwEgXbp0sejYkpKSxM3NTRYuXGi0PCQkRB599FGZNWuWfPbZZ/Lcc8+JTqdTZ0DdunWrAJCzZ8+a7JPnaIVjYsoJFZWYysvLk9q1a0vt2rUlNzdXRETOnDkjTz75pISFhYm7u7tUq1ZNHnzwQVm1apXRa69fvy5jxoyRatWqiV6vl+rVq8uIESOMfvDJycny1FNPSVBQkOj1emnSpIlRo5ifwWCQiIgIs1MUK7Kzs2XWrFnSqFEj8fDwkMqVK0urVq1k6tSpkpqaqm5XXGJK5N50xgBk2bJlRW6X/1hmzpwpnTt3lqpVq4qbm5tUrlxZunXrZvLZmEtMiYjMmzdPoqOjxd3dXUJDQ+WFF14waTw7d+4sjRo1kv3790tMTIx4enpKZGSkzJs3r9SfB1F5tX79enn66aclOjpafHx8RK/XS506dWTs2LGSnJxstK3yu1+6dKnUrVtXPDw8pEWLFiZTfBeVmBIR+e6776Rjx47i7e0t3t7eEh0dLXFxcXLy5El1m+PHj0tsbKz4+PhIUFCQjB49Wg4fPmxy4qfsr0GDBuLh4SENGzaU1atXy4gRIyxKTImING3aVEaNGmW0THn9/PnzpWrVquLl5SWDBw+WP//8UyIiIiQyMlKSkpKMPpf8SnrS065dO3n88cctipfIluLj4wWAtG3b1uz69PR0mThxotSpU0f0er0EBQVJ+/btZfbs2UYJk4IXgSIiBw4ckF69eomPj49UqlRJunbtKrt27TJ5j+LOf8xdBObm5srYsWMlODhYdDqd2WnaS3JekpCQIADkrbfeKnSbs2fPCgAZP368iIh6MXzmzBnp2bOnVKpUSUJDQ2XKlCmSl5dn8jmOHz9ewsPDxd3dXU3OFzZVfIcOHQSAPPPMM4XG8+mnn0qrVq3Ey8tLvQn52muvyeXLl4s93hdffFHq1KljtGzhwoXSqVMnqVKlinh4eEjt2rXl1VdfVc9/5s2bJ/7+/pKTk2OyP2skpoYMGSIdO3YsNnZybmyTjEVGRqqJOgDi4uIiISEhMmzYMLNJXEuuO80lpkREvv32W2nRooV4eHhIYGCgDB8+3CjxpTh27JgAkAYNGhgtf/fdd4ttRwt66KGHpHv37ib7adu2rQQEBIiXl5dER0fL9OnT1e/3lVdekYYNG5rdH8/RCqcTsXL9P5GDGj9+PBYtWoSkpCRUqlRJ63BUXbp0wbVr10rVX5yoItPpdIiLizPpflLeffXVV4iLi8P58+cREBAAABg5ciS2b99uVOJvK4cOHULLli1x4MABNG/e3ObvR1RROep5iSP4+++/ER0djfXr16tdDovTp08f+Pj4YMWKFVaPJykpCVFRUVi+fDn69+9v9f0TOQK2SaZ+++03dOnSBX/99ZfFg403bNgQDz74IN577z2rx+PM52gcY4oqhLt372Lp0qUYNGgQG1oicmjDhw9HjRo1EB8fr8n7z5w5E4MHD3a6Ex4iR8LzkqLVqlULo0aNwsyZMy1+TZcuXTB+/HibxDN37lw0adKESSlyWmyTzLv//vvRs2dPi5NM2dnZGDJkCJ566imbxOPM52ismCKnlpKSgs2bN2PVqlVYu3atQ2aXWTFFVDrOWjFljj0rpojIdsrDeQkRVRxsk8hRuGkdAJEtHT9+HMOHD0dISAg++ugjNrRERESkGZ6XEJEjYZtEjoIVU0REREREREREpAmOMUVERERERERERJpgYoqIiIiIiIiIiDTh9IkpEUFaWhrYY5GItMb2iIgcBdsjInIUbI+IyOkTU+np6fD390d6errWoRBRBcf2iIgcBdsjInIUbI+IyOkTU0RERERERERE5JiYmCIiIiIiIiIiIk0wMUVERERERERERJpgYoqIiIiIiIiIiDTBxBQREREREREREWmCiSkiIiIiIiIiItIEE1NUrp06dQoDBgzAH3/8oXUoRERkofT0dAwdOhRr1qzROhSqwK5cuYLBgwdj27ZtWodCROT0zpw5g0GDBvG6jcxy0zoAorL48MMPsW7dOgQFBaFt27Zah0NERBbYsmULvv32W5w7dw4PP/yw1uFQBbVq1Sp89913yMnJQdeuXbUOh4jIqX399ddYvXo1AgICeN1GJlgxReXa1q1bAQCpqakaR0JERJZS2uzMzEyNI6GKLCkpCQBw9epVjSMhInJ+KSkpAIBbt25pGwg5JCamqNxKSkrCiRMnANzrFkJEROVDRkYGAODOnTsaR0IVWXJyMgDg2rVrGkdCROT8lLaWBQVkDhNTVG7lHxOCiSkiovJDabOZmCItKXfvmZgiIrI9pTo1LS1N40jIETExReUWE1NEROWT0mbfvXtX40ioIlMqpm7evInc3FyNoyEicm6smKKiMDFF5ZYyvhTAxBQRUXnCrnzkCJSKKQC4ceOGhpEQETk/JTHFiikyh4kpKpfOnz+PM2fOqM+ZmCIiKj/yd+UTEY2joYpIRNSKKYDd+YiIbElEWDFFRWJiisolpRtfeHg4ACamiIjKE6ViSkSQnZ2tcTRUEWVmZhpV7DExRURkO+np6eq/93fu3EFOTo7GEZGjYWKKyiUlMdWvXz8AQHZ2NrKysrQMiYiILJT/ZgK785EW8nfjA5iYIiKypYJtLIsKqCAmpqhcOnbsGAAgNjZWXcYGjoiofFAqpgAOgE7ayN+ND2BiiojIlgq2sezORwUxMUXl0vXr1wHc68rn5eUFgIkpIqLyghVTpDVWTBER2U/BNpYDoFNBTExRuaQkpgIDA+Hr6wuAiSkiovKCiSnSGiumiIjs5+rVq0bPWTFFBTExReVOTk6OmmWvUqUKE1NEROVM/q58TEyRFlgxRURkP6yYouIwMUXlzs2bN9X/r1y5MhNTRETlDCumSGtKxVTVqlUBMDFFRGRLHGOKisPEFJU7Sje+gIAAuLm5MTFFRFSO5OXlGSWjOPg5aUGpmGrUqBEAJqaIiGyJFVNUHCamqNy5ceMGgHvjSwFgYoqIqBzJ340PYMUUaUOpmGrYsCEAJqaIiGyp4BhTTExRQUxMUbmjVExVqVIFABNTRETlCRNT5AiUiikmpoiIbE9pY6tVqwaAXfnIFBNTVO4wMUVEVH4VbKuZmCItFOzKl56ejqysLC1DIiJyWkpiqlatWgBYMUWmNE1MzZ8/H02bNoWfnx/8/PwQExOD9evXq+vv3r2LuLg4VKlSBT4+Phg0aJDJ9L5U8Shd+ZiYIiIqf5iYIq3l5OSoN7nq1asHF5d7p8PKMiIisi4lMVW7dm0ArJgiU5ompqpXr46ZM2ciISEB+/fvR7du3dC/f38cO3YMADB+/Hj88MMPWLlyJXbs2IHLly9j4MCBWoZMDkA5cVTGmPLz8wPAzDtZz8yZM6HT6TBu3Dh1GRPlRNZRsCsfBz8ne1MukFxcXBAUFKTe6GJiiojI+vLy8tTCAlZMUWE0TUz169cPffr0Qd26dVGvXj1Mnz4dPj4+2LNnD1JTU7Fo0SJ88MEH6NatG1q1aoXFixdj165d2LNnj5Zhk8bYlY9sad++fVi4cCGaNm1qtJyJciLrYMUUaU25qRAcHKwmpwCOM0VEZAs3btyAiAAAoqKiALBiikw5zBhTeXl5WL58OTIzMxETE4OEhATk5OQgNjZW3SY6Oho1atTA7t27NYyUtMaufGQrGRkZGD58OD777DNUrlxZXc5EOZH1cPBz0poyvlRoaCgAMDFFRGRDSttauXJl9fqNFVNUkOaJqSNHjsDHxwceHh54/vnnsWbNGjRs2BBJSUnQ6/UICAgw2j40NBRJSUmF7i8rKwtpaWlGD3IurJgiW4mLi0Pfvn2NEuIAmCgnsiJWTJUMuxZbn/JZhYSEAGBiiojIlpS2NSgoCP7+/gBYMUWmNE9M1a9fH4cOHcLevXvxwgsvYMSIETh+/Hip9zdjxgz4+/urj4iICCtGS46g4BhTTEyRNSxfvhwHDhzAjBkzTNYxUU5kPayYshy7FtsGK6aIiOwnf2KKYwNTYTRPTOn1etSpUwetWrXCjBkz0KxZM3z44YcICwtDdnY2bt26ZbR9cnIywsLCCt3fxIkTkZqaqj4uXLhg4yMge2PFFFnbhQsX8NJLL+Hrr7+Gp6en1fbLRDmRqYJtNQc/N49di22HFVNERPZz9epVAExMUdE0T0wVZDAYkJWVhVatWsHd3R1btmxR1508eRLnz59HTExMoa/38PCAn5+f0YOcC8eYImtLSEhASkoKWrZsCTc3N7i5uWHHjh346KOP4ObmhtDQUCbKiaxEqZhyc3MDwIqpwli7azErOP/BiikiIvsx15UvOzubN6bIiJuWbz5x4kT07t0bNWrUQHp6OpYtW4bt27dj48aN8Pf3x6hRozBhwgQEBgbCz88PY8eORUxMDO677z4twyYN3blzR72IYVc+spbu3bvjyJEjRsueeuopREdH4/XXX0dERISaKB80aBAAyxPlHh4eNo2dqLxR2urg4GBcuXKFiSkzlK7F+/btM1lX2q7FM2bMwNSpU60darlUsPKaiSkiItvJn5jy8fFRl6elpVm1pwKVb5omplJSUvDkk0/iypUr8Pf3R9OmTbFx40b06NEDADBnzhy4uLhg0KBByMrKQq9evfDJJ59oGTJpTDmZdHNzU6vhlMRURkYGRAQ6nU6z+Kh88vX1RePGjY2WeXt7o0qVKupyJsqJrENJTIWEhDAxZYbStXjTpk1WPWGfOHEiJkyYoD5PS0ursN2LMzMzAUC9QGJiiojIdpS2NTg4GK6urvD19UV6ejpSU1PVLtVEmiamFi1aVOR6T09PxMfHIz4+3k4RkaNTuvEFBgaqCSglMSUiyMzMNMrEE1kLE+VE1qF05QsODgbArnwF5e9arMjLy8Ovv/6KefPmYePGjWrX4vxVU8V1LWYF5z9u374NAKhUqRIAJqaIiGwp/xhTAODn54f09PQK3aWcTGmamCIqqYLl98C9E0sXFxcYDAakpaUxMUVWsX37dqPnTJQTWUf+rnwABz8vyFZdi+kfSsWUt7c3gH/OKZiYIiKyPmWMVmUiD39/f1y6dAmpqakaRkWOhokpKleUxJQyvhQA6HQ6+Pr6IjU1leNMERE5OKViSinfZ8WUMXYttr2CFVPKDa3bt2/DYDDAxcXh5gYiIiq3lH/3lZsBnJmPzGFiisqVgjPyKZiYIiIqHwpWTDExVXLsWlw2BSumlAQVcK+CL/9zIiIqm4Lj+jExReYwMUXlirmufABn5iMiKi9YMVVy7FpsXQUrpvInojIzM5mYIiKyooI3A/z9/QGAXfnICGuVqVxhYoqIqHxjxRRpSZkoBfjnIsnV1VWdAVFZR0RE1lGwzWXFFJnDxBSVK/ln5cuPiSkiIscnIiaz8nHwc7KnrKwsGAwGAP9cJAH/VE0p1VRERFR2BoOBFVNkESamqFxhxRQRUfl1584dNSmQv2JKRLQMiyqQ/Imn/F32lAsmVkwREVlP/qpojjFFRWFiisoVJqaIiMqv/G10UFAQgHt3U3NycrQKiSoYJfGk1+vh5vbPUKusmCIyNWPGDLRp0wa+vr4ICQnBgAEDcPLkSaNt7t69i7i4OFSpUgU+Pj4YNGgQkpOTNYqYHE3+ZL/SzrJiisxhYorKFSamiIjKL6Ubn4+Pj1G1CseZInspOPC5ghVTRKZ27NiBuLg47NmzB5s2bUJOTg569uxp9DsZP348fvjhB6xcuRI7duzA5cuXMXDgQA2jJkei/K14eXnBxeVe6oEVU2QOZ+WjcoVjTBERlV9KG+3j4wMPDw/odDqICO7cuaPeQSWypYJjnShYMUVkasOGDUbPlyxZgpCQECQkJKBTp05ITU3FokWLsGzZMnTr1g0AsHjxYjRo0AB79uzBfffdp0XY5ECUG1L521xWTJE5rJiickNE1MRUYRVTzLwTETku5QTV19cXOp1OnQmNA6CTvSiJKVZMEZWckkhQbhAnJCQgJycHsbGx6jbR0dGoUaMGdu/erUmM5FiUNlUZXwpgxRSZx4opKjfS0tKQm5sLwDQxpTRwrJgiInJc+SumAMDT0xN37txhVz6yG6UiqmDFlPKcFVNE5hkMBowbNw4dOnRA48aNAQBJSUnQ6/UICAgw2jY0NBRJSUmF7isrKwtZWVnqcyYonJe5KlXluo0VU5QfK6ao3EhJSQFw7067cpddwa58RESOT2mjlTbby8sLAMeYIvsprisfK6aIzIuLi8PRo0exfPnyMu9rxowZ8Pf3Vx8RERFWiJAckbk2V7k5xfaW8mNiisoNJTEVEhJiso6JKSIix5e/Kx/AxBTZHwc/Jyq5MWPG4Mcff8S2bdtQvXp1dXlYWBiys7Nx69Yto+2Tk5MRFhZW6P4mTpyI1NRU9XHhwgVbhU4aKyoxpZwTEAFMTFE5cvXqVQBMTBERlVcFu/IxMUX2xsHPiSwnIhgzZgzWrFmDrVu3Iioqymh9q1at4O7uji1btqjLTp48ifPnzyMmJqbQ/Xp4eMDPz8/oQc7J3ODnyv9nZWUhLy9Pk7jI8XCMKSo3WDFFRFS+FVYxxcHPyV5YMUVkubi4OCxbtgzr1q2Dr6+vOm6Uv78/vLy84O/vj1GjRmHChAkIDAyEn58fxo4di5iYGM7IRwDMD36eP0mVmZnJxCQBYGKKyhElMRUcHGyyjnc6iYgcn7nBzwFWTJH9sGKKyHLz588HAHTp0sVo+eLFizFy5EgAwJw5c+Di4oJBgwYhKysLvXr1wieffGLnSMlRmWtzPT09odPpICJMTJGKiSkqN4qqmGJ3ECIix6dUTLErH2lFuUhixRRR8USk2G08PT0RHx+P+Ph4O0RE5Y25xJROp4O3tzcyMjLY5pKKY0xRuWFJYordQYiIHJeSgFKSAkxMkb0pFVEFK6aU56yYIiKyHnNjTAEcAJ1MMTFF5YYlians7GwOokdE5KCUBJTSZvOmAtlbcV35ePeeiMh6zI0xBbBKlUwxMUXlRlGz8injlAC8wCEiclRK+6y02ayYInvj4OdERPZT2M0AtrlUEBNTVG4UNfi5cnED8AKHiMhRKe2zkpji4Odkbxz8nIjIfpiYIksxMUXlQl5eHq5duwbAfMWUq6sr3N3dAbBiiojIUSntc8GufExMkb1w8HMiIvvhGFNkKSamqFy4ceMGDAYDACAoKMjsNrzAobKYP38+mjZtCj8/P/j5+SEmJgbr169X19+9exdxcXGoUqUKfHx8MGjQICQnJ2sYMVH5w658pLXCBj9nxRQRkfVxjCmyFBNTVC4o3fiqVKkCNzc3s9uwSwiVRfXq1TFz5kwkJCRg//796NatG/r3749jx44BAMaPH48ffvgBK1euxI4dO3D58mUMHDhQ46iJyhcOfk5aY8UUEZH9sCsfWcr8FT6RgylqRj4FL3CoLPr162f0fPr06Zg/fz727NmD6tWrY9GiRVi2bBm6desGAFi8eDEaNGiAPXv24L777tMiZKJyhxVTpLXCKqaU57dv34aIQKfT2T02IiJnw8QUWYoVU1QulCQxxQscKqu8vDwsX74cmZmZiImJQUJCAnJychAbG6tuEx0djRo1amD37t0aRkpUvjAxRVorbvBzg8GArKwsu8dFROSMmJgiS5UqMVWrVi1cv37dZPmtW7dQq1atMgdFVNDVq1cBmJ+RT8ELHCqrI0eOwMfHBx4eHnj++eexZs0aNGzYEElJSdDr9QgICDDaPjQ0FElJSYXuLysrC2lpaUYPooqsYFc+dsEme1Mqpgp25cv/nBdKRETWwcHPyVKlSkydPXsWeXl5JsuzsrJw6dKlMgdFVJAlFVO8wKGyql+/Pg4dOoS9e/fihRdewIgRI3D8+PFS72/GjBnw9/dXHxEREVaMlqj8YcUUaa2wu/fu7u7q7L4cAJ2IqOzy8vLUf/c5+DkVp0RjTH3//ffq/2/cuBH+/v7q87y8PGzZsgU1a9a0WnBECo4xRfag1+tRp04dAECrVq2wb98+fPjhhxgyZAiys7Nx69Yto6qp5ORkhIWFFbq/iRMnYsKECerztLQ0JqeoQlMSUAUTU2y3yR6ys7ORm5sLwLRiCrh3oXTr1i1eKBERWUH+JD+78lFxSpSYGjBgAABAp9NhxIgRRuvc3d1Rs2ZN/N///Z/VgiNScIwp0oIy1kirVq3g7u6OLVu2YNCgQQCAkydP4vz584iJiSn09R4eHvDw8LBXuEQOLS8vDzk5OQBMZ+Vju032UNRFEnAvWXXr1i1WTBERWYGSdNLpdOq/9wompqigEiWmDAYDACAqKgr79u1DUFCQTYIiKoiJKbK1iRMnonfv3qhRowbS09OxbNkybN++Xa0OHTVqFCZMmIDAwED4+flh7NixiImJ4Yx8RBbKP6A0u/KRFpQLIFdXV7XbXn68UCIish5l/KhKlSqZzHSqdO1je0uKEiWmFImJidaOg6hIHGOKbC0lJQVPPvkkrly5An9/fzRt2hQbN25Ejx49AABz5syBi4sLBg0ahKysLPTq1QuffPKJxlETlR/522alvWa7TfakVEJ5e3ubXCQpy/NvR0REpacknQqOLwX8095y8HNSlCoxBQBbtmzBli1bkJKSolZSKb744osyB0aUX0lm5eNYJVQaixYtKnK9p6cn4uPjER8fb6eIiJyL0ja7ubnBze3e6QcrpsieChv4XKGMO8U7+EREZVdUm8sKVSqoVLPyTZ06FT179sSWLVtw7do13Lx50+hhqRkzZqBNmzbw9fVFSEgIBgwYgJMnTxptc/fuXcTFxaFKlSrw8fHBoEGDkJycXJqwqZxSBp0G2JWPiKi8KjjwOcAbCmRfygWQuYHPAV4oERFZExNTVBKlqphasGABlixZgieeeKJMb75jxw7ExcWhTZs2yM3NxaRJk9CzZ08cP35c/WMdP348fvrpJ6xcuRL+/v4YM2YMBg4ciJ07d5bpvan8UKql3NzcjGZEK4hdQoiIHJeSfMo/ACpvKJA95e/KZ46SsGJXPiKismNiikqiVImp7OxstG/fvsxvvmHDBqPnS5YsQUhICBISEtCpUyekpqZi0aJFWLZsGbp16wYAWLx4MRo0aIA9e/Zw0OEKQhlfKjg4GC4uhRf58c47EZHjUtpmcxVTyox95gakJrIWVkwREdmPMn6UuTGmlGUcY4oUperK98wzz2DZsmXWjgWpqakAgMDAQABAQkICcnJyEBsbq24THR2NGjVqYPfu3Wb3kZWVhbS0NKMHlW+WDHwO8M47EZEjM9eVL///s+0mW2PFFBGR/VhSMZWTk4OcnBy7xkWOqVQVU3fv3sWnn36KzZs3o2nTpiZ3OD/44IMS79NgMGDcuHHo0KEDGjduDABISkqCXq836b4VGhqKpKQks/uZMWMGpk6dWuL3J8elzAJZrVq1IrdjYoqIyHGZ68qXPzF19+5d+Pn52T0uqjhYMUVEZD+WJKaU7YoaroUqhlIlpv788080b94cAHD06FGjdeam37VEXFwcjh49it9//71Ur1dMnDgREyZMUJ+npaUhIiKiTPskbR07dgwA0KhRoyK34xhTRESOy1xXPp1OBw8PD2RlZbEbNtlccRVTynJWTBERlV1RiSm9Xg9XV1fk5eUxMUUASpmY2rZtm1WDGDNmDH788Uf8+uuvqF69uro8LCxMnZEt/x9rcnIywsLCzO7Lw8MDHh4eVo2PtKUkP5VKusJwjCkiIsel3DTIXzEF3EtUMTFF9lDURRLwTyUVK6aIiMpOGT/KXJur0+ng4+OD1NRUtrkEoJRjTFmLiGDMmDFYs2YNtm7diqioKKP1rVq1gru7O7Zs2aIuO3nyJM6fP4+YmBh7h0saKWliihVTRESOx1zFVP7nWVlZdo+JKhZ25SMish+lLTU3+DnwT5vLAdAJKGXFVNeuXYvssrd161aL9hMXF4dly5Zh3bp18PX1VceN8vf3h5eXF/z9/TFq1ChMmDABgYGB8PPzw9ixYxETE8MZ+SqIlJQUXLt2DTqdDtHR0UVuy8QUEZHjMjf4ef7nrJgiW+Pg50RE9lNclSpvBlB+pUpMKeNLKXJycnDo0CEcPXoUI0aMsHg/8+fPBwB06dLFaPnixYsxcuRIAMCcOXPg4uKCQYMGISsrC7169cInn3xSmrCpHFKqpWrXrl3oHU4FL26IiByXucHPAbbdZD+smCIish8mpqgkSpWYmjNnjtnlb7/9dolK8USk2G08PT0RHx+P+Ph4i/dLzkNJTBU38DnAiikiIkdWXFc+JqbI1lgxRURkP0WNMZV/ORNTBFh5jKnHH38cX3zxhTV3SRWcMiNfceNLAUxMERE5MnblI62xYoqIyH6KG2NKWc4xpgiwcmJq9+7dJiecRGVh6cDnABNTRESOjF35SGuWdithxRQRUdmxKx+VRKm68g0cONDouYjgypUr2L9/P9566y2rBEYkIiXqyseLGyIix8WufKQ1S7vy8SKJiKjsmJiikihVYsrf39/ouYuLC+rXr49p06ahZ8+eVgmM6NKlS0hLS4Obmxvq169f7Pb5K6ZEpMiZI4mIyL6UalZWTJFWLO3Kx4opIqKyY2KKSqJUianFixdbOw4iE0q1VN26daHX64vdPv/FTlZWFruVEhE5EFZMkdZYMUVEZD/FDX6ujDHFNpeAUiamFAkJCThx4gSAe12tWrRoYZWgiICSjS8FGF/s3L17l4kpIiIHwsHPSWuWVkzl5uYiOzvboptiRERkXnGDnyttLgc/J6CUiamUlBQMHToU27dvR0BAAADg1q1b6Nq1K5YvX47g4GBrxkgVlDIjnyXjSwGAu7s7XFxcYDAYcOfOHfVvk4iItMfBz0lrllZMKdsyMUVEVDpKgh9gVz6yTKlm5Rs7dizS09Nx7Ngx3LhxAzdu3MDRo0eRlpaGF1980doxUgVV0oopnU7HmfmIiBwUu/KR1oqrmNLr9XB1dTXaloiISi41NVX9f19fX7PbMDFF+ZWqYmrDhg3YvHkzGjRooC5r2LAh4uPjOfg5WYXBYMDx48cBWJ6YAu7dic/MzGRiiojIwbArH2kpOztbvXtf2EWSTqeDt7c30tLSOAA6EVEZXLt2DQDg5+dXaPUpE1OUX6kqpgwGA9zd3U2Wu7u7w2AwlDkoorNnz+L27dvw8PBA7dq1LX4dL3CIiBwTu/KRltLT09X/LywxBXAAdCIia1ASU0FBQYVuo4w9xTGmCChlYqpbt2546aWXcPnyZXXZpUuXMH78eHTv3t1qwVHFpXTji46Ohpub5YV97MpHROSYWDFFWlISU56enkWeV/AOPhFR2SmJqaLGnmZ7S/mVKjE1b948pKWloWbNmqhduzZq166NqKgopKWl4eOPP7Z2jFQBlXR8KQUTU1RaM2bMQJs2beDr64uQkBAMGDAAJ0+eNNrm7t27iIuLQ5UqVeDj44NBgwYhOTlZo4iJyhdWTJGWlDvyhc0OpfDz8wMApKWl2TwmIiJndfXqVQBFV0wxMUX5lWqMqYiICBw4cACbN2/GX3/9BQBo0KABYmNjrRocVVzKjHxMTJG97NixA3FxcWjTpg1yc3MxadIk9OzZE8ePH1f/4Rw/fjx++uknrFy5Ev7+/hgzZgwGDhyInTt3ahw9kePj4OekJaViqqhufABQuXJlAMDNmzdtHhMRkbOypCsfE1OUX4kqprZu3YqGDRsiLS0NOp0OPXr0wNixYzF27Fi0adMGjRo1wm+//WarWKkCUSqmGjVqVKLX8QKHSmvDhg0YOXIkGjVqhGbNmmHJkiU4f/48EhISANybXWTRokX44IMP0K1bN7Rq1QqLFy/Grl27sGfPHo2jJ3J87MpnGVZv2oaliamAgAAAwK1bt2wcERGR8yrJGFNMTBFQwsTU3LlzMXr0aLXMOT9/f38899xz+OCDD6wWHFVMubm5aiUeK6ZIK8o0t4GBgQCAhIQE5OTkGFWGRkdHo0aNGti9e7cmMRKVJ+zKZxmlenPPnj3YtGkTcnJy0LNnT6MT9/Hjx+OHH37AypUrsWPHDly+fBkDBw7UMGrHx8QUEZH9lKRiKiMjAyJil7jIcZWoK9/hw4cxa9asQtf37NkTs2fPLnNQVLGdPn0a2dnZ8Pb2RmRkZIley8QUWYPBYMC4cePQoUMHNTmalJQEvV6vXrQoQkNDkZSUZHY/WVlZyMrKUp9zzBKqqESEXfkstGHDBqPnS5YsQUhICBISEtCpUye1enPZsmXo1q0bAGDx4sVo0KAB9uzZg/vuu0+LsB0eu/IREdlPSQY/z8vLQ3Z2Njw8POwSGzmmElVMJScnw93dvdD1bm5u6kBnRKWldONr2LAhXFxKNj6/kpjiBQ6VRVxcHI4ePYrly5eXaT8zZsyAv7+/+oiIiLBShETlS05ODgwGAwAmpkrKWtWbWVlZSEtLM3pUJKyYIiKyn5IMfg6wOx+VMDFVrVo1NWlgzp9//omqVauWOSiq2Eo7Ix/wzwUOK6aotMaMGYMff/wR27ZtQ/Xq1dXlYWFhyM7ONrlYSU5ORlhYmNl9TZw4EampqerjwoULtgydyGHlTzqxK5/lrFW9CTBRbumsfExMERGVnSVd+dzd3dWiFyamqESJqT59+uCtt94ye/J4584dTJkyBQ8++KDVgqOKqbQz8gHsykelJyIYM2YM1qxZg61btyIqKspofatWreDu7o4tW7aoy06ePInz588jJibG7D49PDzg5+dn9CCqiPK3yQVL9ZmYKpy1qjcBJsrZlY+IyH4sSUwB/9wsUNpoqrhKNMbUm2++idWrV6NevXoYM2YM6tevDwD466+/EB8fj7y8PPz73/+2SaBUcZR2Rj6AiSkqvbi4OCxbtgzr1q2Dr6+vWnng7+8PLy8v+Pv7Y9SoUZgwYQICAwPh5+eHsWPHIiYmhmO6EBUj//hSOp3OaB0TU+Yp1Zu//vprodWb+aumiqreBO4lBCvy+B3sykdEZB/Z2dlqd/GixpgC7vXIunnzJi5cuICGDRvaIzxyUCWqmAoNDcWuXbvQuHFjTJw4EQ8//DAefvhhTJo0CY0bN8bvv/+O0NBQW8VKFYDBYMDff/8NAKhXr16JX88LHCqt+fPnIzU1FV26dEHVqlXVx7fffqtuM2fOHDz44IMYNGgQOnXqhLCwMKxevVrDqInKh8IGPs+/jO32Pbao3iQmpohK69dff0W/fv0QHh4OnU6HtWvXGq0XEUyePBlVq1aFl5cXYmNjcerUKW2CJYdw/fp1AICLi4tJt/OClH/jlOs/qrhKVDEFAJGRkfj5559x8+ZNnD59GiKCunXrqqXPRGVx5coVZGdnw9XVtVTjX7BiikrLkmlqPT09ER8fj/j4eDtEROQ8lDaZianisXrTNtiVj6h0MjMz0axZMzz99NMYOHCgyfr33nsPH330Eb788ktERUXhrbfeQq9evXD8+HGzbT45P2Xg8ypVqhQ7kVWtWrUAAImJiTaPixxbiRNTisqVK6NNmzbWjIVIbZQiIiLg5lbyP08mpoiIHI+SdCo48Dnwz5hTd+/ehYiYdPWraObPnw8A6NKli9HyxYsXY+TIkQDuVW+6uLhg0KBByMrKQq9evfDJJ5/YOdLypTQVU/x7JAJ69+6N3r17m10nIpg7dy7efPNN9O/fHwDw3//+F6GhoVi7di2GDh1qz1DJQVg6vhTwT2KKFVNU6sQUkS0oiamCXRcspVz08M47EZHjsKQrn8FgQG5urjpDT0XF6k3bKOmsfAaDARkZGcUmsogqssTERCQlJSE2NlZd5u/vj3bt2mH37t2FJqaysrKQlZWlPlfGIyLnwMQUlUaJxpgisrWyJqaUCxxWTBEROQ5LuvIBvKlAtmNpxZSXlxf0ej0AducjKo7S1bjgGMOhoaHqOnNmzJgBf39/9VGa4TvIcSmJqeIGPgc4xhT9g4kpcihnz54FUPaKKSamiIgchyVd+fJvR2RtliamdDodB0AnsrGJEyciNTVVfVy4cEHrkMiKlDGmLKmYUq75UlNTeTOggmNiihyKUjFVs2bNUr2eiSkiIsdTVMWUi4uLWqHCxBTZiqWJKYAz8xFZKiwsDACQnJxstDw5OVldZ46Hhwf8/PyMHuQ8StKVr1KlSurfCqumKjYmpsihcIwpIiLnU1TFFMCZ+cj2SpKY4sx8RJaJiopCWFgYtmzZoi5LS0vD3r17ERMTo2FkpKWSJKYAdueje5iYIoeRk5OjlvJyjCkiIudR1ODn+ZczMUW2kJ2djZycHACsmCIqqYyMDBw6dAiHDh0CcO8m8qFDh3D+/HnodDqMGzcO7777Lr7//nscOXIETz75JMLDwzFgwABN4ybtlGSMKeCfAdCVAgWqmDgrHzmMixcvwmAwwMPDo8jy36KwKx8RkeMpqitf/uVMTJEtKNVSQPGz8gH/VEwxMUUE7N+/H127dlWfT5gwAQAwYsQILFmyBK+99hoyMzPx7LPP4tatW+jYsSM2bNhQaHtPzq+kFVOcmY8AJqbIgeQfX8rFpXTFfOzKR0TkeNiVj7SkJKY8PT3h5lb8qa9SMcWufERAly5dICKFrtfpdJg2bRqmTZtmx6jIkZVk8HOAiSm6h135yGGUdeBzgBVTRESOiBVTpKWSjC8FsCsfEVFpiUipx5hiV76KjYkpchhlHfgc4BhTRESOiGNMkZZKmphiVz4iotLJzMxEVlYWgJJXTJ09exZ5eXk2i40cm6aJqV9//RX9+vVDeHg4dDod1q5da7ReRDB58mRUrVoVXl5eiI2NxalTp7QJlmzu7NmzAMqWmFIqpvLy8tSBTomISFvsykdaKm3FFLvyERGVjFIt5enpCW9vb4teEx4eDr1ej9zcXFy8eNGW4ZED0zQxlZmZiWbNmiE+Pt7s+vfeew8fffQRFixYgL1798Lb2xu9evXiiauTskbFVP6LHv6dEBE5BnblIy1lZGQAsGzgc4Bd+YiISit/Nz6dTmfRa1xdXREZGQmA3fkqMk0TU71798a7776Lhx9+2GSdiGDu3Ll488030b9/fzRt2hT//e9/cfnyZZPKKnIO1khMeXh4qP/P7nxERI6BFVOkJXblIyKyj5IOfK5QuvOdPn3a6jFR+eCwY0wlJiYiKSkJsbGx6jJ/f3+0a9cOu3fv1jAysoU7d+7gypUrAMo2+LlOp+M4U0REDoZjTJGW2JWPiMg+Ll26BAAICwsr0etatmwJACxAqcAcNjGVlJQEAAgNDTVaHhoaqq4zJysrC2lpaUYPcnznzp0DcK/MvkqVKmXaF2fmIyJyLOzKR1rirHxERPbx999/A/inAspSI0eOBACsX7+e40xVUA6bmCqtGTNmwN/fX31ERERoHRJZIP/A55b2Ry6McuKpnIgSEZG22JWPtFTarnzp6enIzc21WVxERM6mtImpevXqoXPnzjAYDPjiiy9sERo5OIdNTCnlf8nJyUbLk5OTiywNnDhxIlJTU9XHhQsXbBonWYc1xpdS+Pv7AwBSU1PLvC8iIio7VkyRlpTBzy1NTCnnEQDPJYiISkK5pitpYgoARo8eDQBYtGgR8vLyrBoXOT6HTUxFRUUhLCwMW7ZsUZelpaVh7969iImJKfR1Hh4e8PPzM3qQ41MasbKML6VQvnN24yQicgwcY4q0pFRMWTorn7u7uzrNObvzERFZrrQVUwAwaNAgVK5cGefPn8fnn3+OP/74Q30ovWvIeblp+eYZGRlGI+8nJibi0KFDCAwMRI0aNTBu3Di8++67qFu3LqKiovDWW28hPDwcAwYM0C5osglWTBEROS925SMtlbQrH3CvO19mZiYTU0REFkpPT8e1a9cAlO6aztPTE0888QQ++ugjPP/880brXFxcsHv3brRt29YqsZLj0TQxtX//fnTt2lV9PmHCBADAiBEjsGTJErz22mvIzMzEs88+i1u3bqFjx47YsGFDoXdcqfzKP8ZUWbFiiojIsShdqSpVqmR2PRNTZEulSUwFBATg4sWLnJmPiMhCSqFBlSpVSt1racKECdi5cyeuX7+uLktNTcXNmzcxb948/Pe//7VKrOR4NE1MdenSBSJS6HqdTodp06Zh2rRpdoyKtGDNrnysmCIichwioo4XWXCmXQUTU2RLpU1MAezKR0RkqbJ041NERkZi//79Rsv27t2L++67DytXrsSHH36oTlBBzsVhx5iiiiM9PV3NirNiiohIWyKCI0eOICcnxyr7u379urqvwiYvYWKKbKm0XfkAJqaIiCxlzaFZ8mvbti2aNGmCu3fv4uuvv7bqvslxMDFFmlO68QUGBlplsHpWTFFp/Prrr+jXrx/Cw8Oh0+mwdu1ao/UigsmTJ6Nq1arw8vJCbGwsTp06pU2wRDa0fv16NG3aFP379y+yqtlSV65cAXCvtF+v15vdhokpsqWSzsoHsGKKiKikrFExZY5Op1Nn7Pv000+tcm5CjoeJKdKctbPrTExRaWRmZqJZs2aIj483u/69997DRx99hAULFmDv3r3w9vZGr169eCFNTmf79u0A7iWo5s+fX+b9KYmpqlWrFroNE1NkSyWdlQ/4p2JKGciXiIiKZqvEFAA8/vjj8PT0xJEjR/DHH39Yff+kPSamSHPWHF8KYFc+Kp3evXvj3XffxcMPP2yyTkQwd+5cvPnmm+jfvz+aNm2K//73v7h8+bJJZRVReXf06FH1/1955ZUyVwZevnwZABNTpJ3SdOWrXr06AODixYs2iYmIyNnYqisfcO9mweDBgwEAK1assPr+SXtMTJHmWDFFji4xMRFJSUmIjY1Vl/n7+6Ndu3bYvXt3oa/LyspCWlqa0YPI0SmJqRo1auDOnTt4+umny7Q/pWIqPDy80G2YmCJbycrKUsc4K0liqkaNGgCA8+fP2yQuIiJnYjAY1Gs6W1RMAUCHDh0AgENpOCkmpkhzyhhT1kpMsWKKrC0pKQmA6YxioaGh6jpzZsyYAX9/f/URERFh0ziJyio1NRUXLlwAAPz444/Q6/X4/fffjaqoSopd+UhLSrUUULKufExMERFZLikpCXfv3oWrq6vNzneVhJfSZZCcCxNTpDlrd+VjxRQ5iokTJyI1NVV9KBf8RI7q2LFjAO51Y2rSpAkeeOABAMC3335b6n0yMUVaUhJTXl5ecHNzs/h1SmLq0qVLyMvLs0lsRETOQrmei4iIgLu7u03eQ0lMJSYmcgB0J8TEFGlKRKzelY8VU2RtyhT3ycnJRsuTk5PVdeZ4eHjAz8/P6EHkyJTKqMaNGwMAhg4dCgBYvnx5qU8CmZgiLSkz8pWkWgq41+67ubkhNze3yMpYIiKy7cDniho1akCn0+H27dtISUmx2fuQNpiYIk3duHFDvZtp7Yqp9PR03uUkq4iKikJYWBi2bNmiLktLS8PevXsRExOjYWRE1lUwMdWvXz94eXnh9OnTOHDgQKn2ycQUaak0A58DgKurK6pVqwaA3fmIiIpjj8SUXq9XuwmyO5/zYWKKNKWMLxUWFgYvLy+r7DN/VUr+sSWIipKRkYFDhw7h0KFDAO6VCR86dAjnz5+HTqfDuHHj8O677+L777/HkSNH8OSTTyI8PBwDBgzQNG4iayqYmPLx8UG/fv0A3KuaKikRYWKKNHXt2jUAQGBgYIlfy3GmiIgs87///Q8AULt2bZu+D8eZcl5MTJGmrD2+FHCv+5SHhwcAducjy+3fvx8tWrRAixYtAAATJkxAixYtMHnyZADAa6+9hrFjx+LZZ59FmzZtkJGRgQ0bNqgX1ETOoGBiCvinO9+3334Lg8FQov2lpaXhzp07ACxPTHHcCLImS2aFLAwTU0RElklISAAANG/e3Kbvowz9olxDkvNgYoo0debMGQDWG19KwQHQqaS6dOkCETF5LFmyBACg0+kwbdo0ddaRzZs3o169etoGTWRFKSkpuHr1KnQ6HRo0aKAu7927N3x9fXHhwgV89913JdqnkhTw9/dHpUqVCt1OSUwZDAbk5uaWInoi8y5fvgyAiSkiIltJT09XK6Zatmxp0/dixZTzYmKKNKXMANWwYUOr7pcDoBMRlYxSLVW7dm2jJJKnpydefPFFAMC//vUvk0kAiqIkBYqqllLeQ8HufGRNTEwREdnWoUOHICKoXr06QkJCbPpeTEw5LyamSFNKYqpRo0ZW3S8rpoiISsZcNz7FW2+9haZNm+LatWsYPXq0xd3tLBlfCoDa/RpgYoqsy9K/QXOYmCIiKp4yOYqtq6WAf3rZMDHlfJiYIs3k5eXh+PHjAMxfCJUFK6aIiEqmqMSUh4cHvvrqK7i7u+OHH36Ai4sLdDqd+mjdujWysrJMXmdpUsDFxQV6vR4AE1NkXayYIiKyLWV8qVatWtn8vZSKqYsXLyI7O9vm70f2w8QUaebvv//G3bt34enpafWpRVkxRURUMn/88QcAoFmzZmbXN23aFO+9957ZdQkJCdiwYYPJ8pJUq3BmPrIFaySmbty4gYyMDKvGRUTkLOxZMRUSEoJKlSpBRHDu3Dmbvx/ZDxNTpJn840u5urpadd9KxRQTU0RExUtLS8ORI0cAAO3bty90u3HjxuHWrVtISUlRH2PGjAEALF++3GR7JqZIS7m5uUhJSQFQuq58fn5+6o2uCxcuWDU2IiJnkJmZiRMnTgCwT8WUTqdjdz4nxcQUaUbpNmLt8aWAfyqm2JWPiKh4e/fuhcFgQM2aNYutLPH390dwcLD6ePLJJwEA33//PTIzM422ZWKKtJScnAwRgaurK4KDg0u1j4iICADszkdEZM7hw4dhMBgQFhZWqhsApaH0tElMTLTL+5F9MDFFmilqPJOyYsUUEZHldu7cCQDo0KFDiV/bunVr1KpVC7dv38ZPP/1ktE5JTFnSjYqJKbK2/LNCuriU7pSX40wRERVO6cZnj2opBSumnBMTU6QZpSufLRJTrJgiIrLcrl27ABTdja8wOp0OQ4cOBWDanY8VU6SlsszIp2BiioiocMrA5/YYX0qhVEwxMeVc3LQOgCqmnJwcnDx5EoBtu/KxYoqIqGh5eXnYs2cPgNJVTAHA0KFD8Z///Ac///wzvvzyS7i6uiI3N1e9OcDEFGmhLAOfK5iYIiIq3L59+wDYt2KKiSnnxMQUaeLUqVPIycmBj4+PetJnTUpXPlZMEREV7ciRI0hPT4evr2+pK1gbN26Mhg0b4vjx4xg5cqTROh8fH/j6+ha7Dy8vLwAwGaeKqLSsmZg6e/asNUIiInIahw8fxrFjx+Du7l7qG1ulER0dDQA4fvw4cnJy4O7ubrf3JtthYoo0kX98KZ1OZ/X9s2KKiMgySje+++67r9QzpOp0Onz00Uf44IMPkJuba7TukUcesaidr1atGgBWppD1WKMrX7NmzQDcmyDg1q1bCAgIsEZoRETl3meffQYAGDBgAIKCguz2vrVr14avry/S09Nx4sQJNG3a1G7vTbbDxBRpwpYz8gGsmCIiKkx2djZycnLU57/99huA0nfjU3Tv3h3du3cv9etr164NADhz5kyZ4iBSWKNiqlGjRmjUqBGOHTuGNWvW4KmnnrJWeERE5dbt27exdOlSAMDo0aPt+t4uLi5o2bIlduzYgQMHDjAx5SQ4+DlpQhkozxYDnwOsmCIiMmfNmjXw8fExeigDlpdm4HNrYmKKrM0aiSmdTodhw4YBAJYtW2aVuIiIyrtVq1YhNTUVUVFRZbopVVrKYOvKNSWVf0xMkd0dPXoU69evBwDExsba5D2UiikmpoiI/vHhhx8aVUsp6tWrZ9fxIcxhYoqszRpd+QCoiamtW7eq+yQiclaHDx/GzZs3i9xG6cY3atQouLjYP6WgDLZ+4MABu7832QYTU2R3U6ZMgYjgkUcesXnFVHZ2NrKysmzyHkRE5cmlS5fw66+/AgBOnjyJjIwM9XHixAlUqlRJ0/jq1KkD4N4YU9nZ2ZrGQuVfTk4OUlJSAJStYgq4NwPUfffdB4PBgBUrVlgjPCIih7Rt2zY0b94c/fv3L3Sbv/76C7///jtcXV01696sJKYOHTqEvLw8TWIg62Jiiuzq4MGDWL16NXQ6Hd5++22bvY+Pj4/6/6yaIiICVq5cCRFBx44dUa9ePXh7e6sPLe52FhQaGgpvb28YDAbOgEZllpycDBGBm5ubVQblVaqmvvnmmzLvi4jIUc2bNw/AvfEnDx8+bHYbpVqqb9++ZU78l1bdunXh7e2N27dv4+TJk5rEQNal/ZkoVSiTJ08GADz22GNo2LChzd7H1dVVnZ6cA6ATEUEdS2ro0KEaR2KeTqdDrVq1ALA7H5Wd0uUuLCzMKonXRx99FC4uLti7dy9+/PHHMu+PiMjRJCcn4/vvv1efKwmo/LKysvDll18CsP+g5/m5urqiRYsWADjOlLNgYorsRjmZc3V1xZQpU2z+fhxniojonsTEROzduxcuLi4YPHiw1uEUiuNMkbVYY+Dz/MLCwjBu3DgA98ZUUboJEhE5iyVLliA3NxeBgYEAgKVLl+L27dtG26xduxbXr19HtWrV8MADD2gRpkoZAJ3jTDkHJqbIbpRqqSeeeAJ169a1+fsp40yxYoqIKrpvv/0WANCtWzeEhoZqHE3hmJgia7F2YgoApk+fjiZNmiAlJQXPPPMMRMRq+yYi0pKI4PPPPwcAzJo1CzVr1kRqaipWrVpltJ1SRfX000/Dzc3N7nHmp4wzxYop56DtXxNVGL///jt++eUXuLm5qQkqW1MSU6yYIqKKztG78SmYmCJrUcYpK+uMfPl5enpi6dKlaNOmDX744Qd89tlnePbZZ622fyIiW8rKysL8+fPx8MMPIzIy0mjd9u3bcfr0afj6+mLYsGFISkrCW2+9hf/85z84cuQIACA3NxdbtmyBTqfDqFGjtDgEI0rF1MGDB2EwGArttv3HH39g1apVEBF4eXlhzJgxCAkJMdrm5MmTasVYfr169bLZLPJkjIkpjeTl5eHw4cPIysqCi4sLmjZtCi8vL63DKpXExERERESYZM3zH+OkSZMA3MuuR0VF2SUuduUjIgJOnDiBw4cPw93dHQ8//LDW4RRJmZmPiSkqCxHB2rVrAQAxMTFW3XfTpk0xY8YMvPzyyxg/fjy6du1qlypwIqKyeu+99zB58mSsXbsW27dvN1qnVEINGzYM3t7eeOqpp/D222/j5MmTJoOL9+rVyySxpYXo6GhUqlQJGRkZ2LdvH9q1a2eyTW5uLgYOHIhLly6pyy5duoRFixYZbTdixAjs3bvX5PXx8fG4fPkyAgICrB4/GWNXPo38+9//RqtWrdC+fXvcd999GDRokNYhlco333yDWrVqIS4uzmTd22+/rR7jb7/9Br1ejzfffNNusSkVU/kbIiIiZ5adnW2yTOnG16tXL3XcCEeVv2LKYDBoHA2VVwcOHMD//vc/eHp6YsCAAVbf/7hx49CtWzfcvn0bw4cPx927d03ushMROZK8vDy1q96OHTuMkk3Xr1/Hd999BwBqFWi1atWwZs0avPLKK0aPSZMmYf78+fY/ADPc3NwwcOBAAFCPraCff/4Zly5dQmBgoDpY+/Lly42Gevnzzz+xd+9euLu74+WXX1aPNTIyEnfu3MHXX39t+4MhQMqBefPmSWRkpHh4eEjbtm1l7969Fr82NTVVAEhqaqoNIyyZixcvioeHhwCQmjVriqurqwCQ7du3ax1aiWRlZUlkZKQAEBcXFzlx4oS67sqVK+Ll5SUAJDIyUurUqSNz5syxa3yffPKJAJBq1arJnTt37Pre5LycrT0i5/Hmm2+Km5ubrFy5Ul1mMBikfv36AkCWLl2qYXSWycnJETc3NwEgFy5c0Doch8f2yLwJEyYIAHn00Udt9h4XLlyQgIAAAaA+evXqJTk5OUbbJSQkSGhoqLz44os2i4XIEbA9cmzr1683aq9eeeUVdd2cOXMEgLRo0ULDCEtnx44dAkC8vb0lLS3NZP2DDz4oAOTll18Wg8EgDRo0EAAyf/58dZsxY8YIABk8eLDRa+fOnSsApFmzZmIwGGx+LBWdwyemli9fLnq9Xr744gs5duyYjB49WgICAiQ5Odmi1ztiQ/evf/1LAEjHjh3FYDDICy+8IADk/vvvL1d/9PPnzzdq4IYMGaKue+mllwSAtGvXTrNjunv3rkRERAgAmTt3riYxkHNxxvaInMPWrVvVtjggIEAuXrwoIiIHDx4UAOLp6Wn2hM0R1a5du1zerLE3tkfm5ebmSnh4uACQtWvX2vS9Vq1apd5cVB7vvPOOuj4jI0Pq1aunrluxYoVN4yHSCtsjxzdw4EABII0aNRIAEhwcLFlZWWIwGKRhw4YCQD755BOtwyyx/DfgPv30U6N1Fy5cEBcXFwGgFlB88MEHAkBatmwpIiKZmZnqTYaNGzcavf769etqMckff/xhnwOqwBw+MdW2bVuJi4tTn+fl5Ul4eLjMmDHDotc7WkN39uxZcXd3FwCybds2ETGuoCr4g3BUd+7ckWrVqgkAefbZZ9WTrsOHD8uFCxdEr9cLAPnll180jXPhwoUCQEJDQyUzM1PTWKj8c7b2iJxDamqqWr2qtL29evUSg8Egr7/+utm7gI6sZ8+eAkAWLVqkdSgOje2ReUqSNiAgQO7evWvz98vMzJTr16/LokWLBIC4urqqFzDKjUcleVW5cmU1aUzkTNgeObakpCS1GvngwYNq8n7FihXy+++/CwCpVKmS3Lp1S+tQS+X9998XANK6dWuj5dOmTVOLPxRXr15Vz5USEhLkyy+/VHsx5eXlmez7scceEwAyevRomx9HRefQg59nZ2cjISEBEydOVJe5uLggNjYWu3fvNvuarKwsZGVlqc+Vga/z9yMtTL9+/YxeawvJycnIyclBp06d0LJlS6SlpcHX1xdPP/005s+fj8cffxy1atWyaQzWkJ6ejkuXLiE8PBzvvPMOrl69ijVr1qBPnz7Q6/XIzs5GTEwM2rZta9FnbyuDBg3Cf/7zH5w7dw6tWrVSx50ix9S1a1ej33txfH19odPpbBjRP+zZHmVmZjr8INXkOK5du4Zz584hMjISixcvRu/evbFx40a0aNECf//9N4B7/75p2RaXRI0aNQAAU6ZMwaeffqpZHIMGDcJzzz1n8fbO2h5duHDBIWZfspQyrqRyTmfr8zrg3jgngwYNwk8//YTVq1ejd+/eqFWrFvbt2wfg3jhv7777Lg4dOoSYmBiEh4fbPCZyLqNGjcKQIUMs3t5Z26MjR47g5ZdftkLUFcuNGzeQm5uL1q1bo1atWnjssccwe/ZsjBkzBnq9HgAwYMAA6HS6cnOukN/AgQMxceJE7N+/H23atIGrqyuAe5O/AMDjjz+uHpder0e/fv3w3Xff4eGHH8bt27cBAMOHD0dGRobJvocPH45ly5bhv//9L/788087HZFje/XVV9GjRw+Lt7e4PdI6M1aUS5cuCQDZtWuX0fJXX31V2rZta/Y1U6ZMMSqp5oMPPpz3Yc87a2yP+OCDj6IebI/44IMPR3mwPeKDDz4c5WFpe+TQFVOlMXHiREyYMEF9bjAYcOPGDVSpUqXYTF1aWhoiIiJw4cIF+Pn52TpUTTj7MfL4yr+SHKOvr6+doiodtkf2wc+qZPh5WY7t0T3O/jfj7McHOP8xOvvxAWyPFM7+XTv78QHOf4zOfnyAbdojh05MBQUFwdXVFcnJyUbLk5OTERYWZvY1Hh4e8PDwMFoWEBBQovf18/Nz2j8ihbMfI4+v/HO0Y2R7nhypNQAAEBxJREFU5Pj4WZUMPy/LOdpnxfbINpz9+ADnP0ZnPz7A8Y6R7ZFtOPvxAc5/jM5+fIB1j9HFKnuxEb1ej1atWmHLli3qMoPBgC1btiAmJkbDyIioomF7RESOgu0RETkKtkdEZA0OXTEFABMmTMCIESPQunVrtG3bFnPnzkVmZiaeeuoprUMjogqG7REROQq2R0TkKNgeEVFZOXxiasiQIbh69SomT56MpKQkNG/eHBs2bEBoaKjV38vDwwNTpkwxKS11Js5+jDy+8s+Rj5HtkWPiZ1Uy/Lws58ifFdsj63H24wOc/xid/fgAxz5GtkfW4+zHBzj/MTr78QG2OUadiIjV9kZERERERERERGQhhx5jioiIiIiIiIiInBcTU0REREREREREpAkmpoiIiIiIiIiISBNMTBERERERERERkSYqVGLqxo0bGD58OPz8/BAQEIBRo0YhIyOjyNd06dIFOp3O6PH8888bbXP+/Hn07dsXlSpVQkhICF599VXk5uba8lAKVdJjvHHjBsaOHYv69evDy8sLNWrUwIsvvojU1FSj7Qp+BjqdDsuXL7f14QAA4uPjUbNmTXh6eqJdu3b4448/itx+5cqViI6OhqenJ5o0aYKff/7ZaL2IYPLkyahatSq8vLwQGxuLU6dO2fIQilSS4/vss89w//33o3LlyqhcuTJiY2NNth85cqTJd/XAAw/Y+jAKVZLjW7JkiUnsnp6eRts42vdnCyX9m6+ofv31V/Tr1w/h4eHQ6XRYu3at1iE5rBkzZqBNmzbw9fVFSEgIBgwYgJMnT2odlkOaP38+mjZtCj8/P/j5+SEmJgbr16/XOiyHUbNmTZN2eubMmVqHVSbO2ua+/fbbJt9VdHS01mGVSXHtfnk/Ryju+BztHM/epk+fjvbt26NSpUoICAgwu40jXZdZg7O1uc7a3gLO1+bau72tUImp4cOH49ixY9i0aRN+/PFH/Prrr3j22WeLfd3o0aNx5coV9fHee++p6/Ly8tC3b19kZ2dj165d+PLLL7FkyRJMnjzZlodSqJIe4+XLl3H58mXMnj0bR48exZIlS7BhwwaMGjXKZNvFixcbfQ4DBgyw4ZHc8+2332LChAmYMmUKDhw4gGbNmqFXr15ISUkxu/2uXbswbNgwjBo1CgcPHsSAAQMwYMAAHD16VN3mvffew0cffYQFCxZg79698Pb2Rq9evXD37l2bH09BJT2+7du3Y9iwYdi2bRt2796NiIgI9OzZE5cuXTLa7oEHHjD6rr755ht7HI6Jkh4fAPj5+RnFfu7cOaP1jvT92UJpPrOKKjMzE82aNUN8fLzWoTi8HTt2IC4uDnv27MGmTZuQk5ODnj17IjMzU+vQHE716tUxc+ZMJCQkYP/+/ejWrRv69++PY8eOaR2aw5g2bZpROz127FitQyo1Z29zGzVqZPRd/f7771qHVCbFtfvl/RzBkn/XHOUcTwvZ2dl45JFH8MILL5hd72jXZdbiLG2us7e3gHO1uXZvb6WCOH78uACQffv2qcvWr18vOp1OLl26VOjrOnfuLC+99FKh63/++WdxcXGRpKQkddn8+fPFz89PsrKyrBK7pUp7jAWtWLFC9Hq95OTkqMsAyJo1a6wZrkXatm0rcXFx6vO8vDwJDw+XGTNmmN3+0Ucflb59+xota9eunTz33HMiImIwGCQsLEzef/99df2tW7fEw8NDvvnmGxscQdFKenwF5ebmiq+vr3z55ZfqshEjRkj//v2tHWqplPT4Fi9eLP7+/oXuz9G+P1so699ERaVVG1VepaSkCADZsWOH1qGUC5UrV5bPP/9c6zAcQmRkpMyZM0frMKzGmdvcKVOmSLNmzbQOw2YKtvvOdo5g7t81RzrH01Jh54uOdF1mLc7U5jpzeyvi3G2uPdrbClMxtXv3bgQEBKB169bqstjYWLi4uGDv3r1Fvvbrr79GUFAQGjdujIkTJ+L27dtG+23SpAlCQ0PVZb169UJaWprd766W5RjzS01NhZ+fH9zc3IyWx8XFISgoCG3btsUXX3yBe3+jtpOdnY2EhATExsaqy1xcXBAbG4vdu3ebfc3u3buNtgfufR/K9omJiUhKSjLaxt/fH+3atSt0n7ZSmuMr6Pbt28jJyUFgYKDR8u3btyMkJAT169fHCy+8gOvXr1s1dkuU9vgyMjIQGRmJiIgIkyoFR/r+bMEafxNEllC6axdsO8hYXl4eli9fjszMTMTExGgdjsOYOXMmqlSpghYtWuD9998vt91kKkKbe+rUKYSHh6NWrVoYPnw4zp8/r3VINuPs5wgKRzjHc1SOdF1mTc7Q5laE9haoOG2uLdpbt+I3cQ5JSUkICQkxWubm5obAwEAkJSUV+rrHHnsMkZGRCA8Px59//onXX38dJ0+exOrVq9X95m/8AKjPi9qvLZT2GPO7du0a3nnnHZPuf9OmTUO3bt1QqVIl/PLLL/jXv/6FjIwMvPjii1aL31wseXl5Zj/fv/76y+xrCvs+lONX/lvUNvZSmuMr6PXXX0d4eLhRo/DAAw9g4MCBiIqKwpkzZzBp0iT07t0bu3fvhqurq1WPoSilOb769evjiy++QNOmTZGamorZs2ejffv2OHbsGKpXr+5Q358tWONvgqg4BoMB48aNQ4cOHdC4cWOtw3FIR44cQUxMDO7evQsfHx+sWbMGDRs21Dosh/Diiy+iZcuWCAwMxK5duzBx4kRcuXIFH3zwgdahlZizt7nt2rXDkiVLUL9+fVy5cgVTp07F/fffj6NHj8LX11fr8KzO2c8RAMc5x3NUjnRdZi3O0uY6e3sLVKw21xbtbblPTL3xxhuYNWtWkducOHGi1PvPn6Bp0qQJqlatiu7du+PMmTOoXbt2qfdbErY+RkVaWhr69u2Lhg0b4u233zZa99Zbb6n/36JFC2RmZuL999+3aWKKijZz5kwsX74c27dvNxogfOjQoer/N2nSBE2bNkXt2rWxfft2dO/eXYtQLRYTE2NUldC+fXs0aNAACxcuxDvvvKNhZETOIy4uDkePHi3X4x7YWv369XHo0CGkpqZi1apVGDFiBHbs2OG0ySlLzzOio6MxYcIEdVnTpk2h1+vx3HPPYcaMGfDw8LB1qFQCvXv3Vv+/adOmaNeuHSIjI7FixQqzY4mS4yvP53iFKUn74yzY5jontrllU+4TUy+//DJGjhxZ5Da1atVCWFiYycBqubm5uHHjBsLCwix+v3bt2gEATp8+jdq1ayMsLMxkNoHk5GQAKNF+i2KPY0xPT8cDDzwAX19frFmzBu7u7kVu365dO7zzzjvIysqyWaMYFBQEV1dX9fNUJCcnF3o8YWFhRW6v/Dc5ORlVq1Y12qZ58+ZWjL54pTk+xezZszFz5kxs3rwZTZs2LXLbWrVqISgoCKdPn7brSUtZjk/h7u6OFi1a4PTp0wAc6/uzBWt8ZkRFGTNmjDoxRvXq1bUOx2Hp9XrUqVMHANCqVSvs27cPH374IRYuXKhxZLZh6XmGOe3atUNubi7Onj2L+vXr2yA626lobW5AQADq1aun/pvqbJz9HMEcrc7xrKks7U9B9rgus4aK2OZWtPYWcO421xbtbbkfYyo4OBjR0dFFPvR6PWJiYnDr1i0kJCSor926dSsMBoOabLLEoUOHAED9AmJiYnDkyBGjhNCmTZvg5+dntTurtj7GtLQ09OzZE3q9Ht9//71R9U1hDh06hMqVK9s0U6/X69GqVSts2bJFXWYwGLBly5ZCx/qIiYkx2h64930o20dFRSEsLMxom7S0NOzdu9fu44eU5viAezMgvPPOO9iwYYPReGKFuXjxIq5fv27UaNhDaY8vv7y8PBw5ckSN3ZG+P1uwxmdGZI6IYMyYMVizZg22bt2KqKgorUMqVwwGA7KysrQOw2YsPc8w59ChQ3BxcTEZSqA8qGhtbkZGBs6cOWP38wF7cfZzBHO0OsezprK0PwXZ47rMGipim1vR2lvAudtcm7S3ZRufvXx54IEHpEWLFrJ37175/fffpW7dujJs2DB1/cWLF6V+/fqyd+9eERE5ffq0TJs2Tfbv3y+JiYmybt06qVWrlnTq1El9TW5urjRu3Fh69uwphw4dkg0bNkhwcLBMnDjR7scnUvJjTE1NlXbt2kmTJk3k9OnTcuXKFfWRm5srIiLff/+9fPbZZ3LkyBE5deqUfPLJJ1KpUiWZPHmyzY9n+fLl4uHhIUuWLJHjx4/Ls88+KwEBAepsG0888YS88cYb6vY7d+4UNzc3mT17tpw4cUKmTJki7u7ucuTIEXWbmTNnSkBAgKxbt07+/PNP6d+/v0RFRcmdO3dsfjxlPb6ZM2eKXq+XVatWGX1X6enpIiKSnp4ur7zyiuzevVsSExNl8+bN0rJlS6lbt67cvXvX4Y9v6tSpsnHjRjlz5owkJCTI0KFDxdPTU44dO6Zu40jfny0U95nRP9LT0+XgwYNy8OBBASAffPCBHDx4UM6dO6d1aA7nhRdeEH9/f9m+fbtR23H79m2tQ3M4b7zxhuzYsUMSExPlzz//lDfeeEN0Op388ssvWoemuV27dsmcOXPk0KFDcubMGVm6dKkEBwfLk08+qXVopebMbe7LL78s27dvl8TERNm5c6fExsZKUFCQpKSkaB1aqRXX7pf3c4Sijs/RzvG0cO7cOTl48KBMnTpVfHx81M9KOQ92tOuysnK2NteZ21sR52tz7d3eVqjE1PXr12XYsGHi4+Mjfn5+8tRTT6kNmYhIYmKiAJBt27aJiMj58+elU6dOEhgYKB4eHlKnTh159dVXJTU11Wi/Z8+eld69e4uXl5cEBQXJyy+/LDk5OfY8NFVJj3Hbtm0CwOwjMTFRRETWr18vzZs3Fx8fH/H29pZmzZrJggULJC8vzy7H9PHHH0uNGjVEr9dL27ZtZc+ePeq6zp07y4gRI4y2X7FihdSrV0/0er00atRIfvrpJ6P1BoNB3nrrLQkNDRUPDw/p3r27nDx50h6HYlZJji8yMtLsdzVlyhQREbl9+7b07NlTgoODxd3dXSIjI2X06NGaNvglOb5x48ap24aGhkqfPn3kwIEDRvtztO/PFor6zOgfhbVfBdsEkkLb+cWLF2sdmsN5+umnJTIyUvR6vQQHB0v37t2ZlPr/EhISpF27duLv7y+enp7SoEED+c9//lPuL4qdtc0dMmSIVK1aVfR6vVSrVk2GDBkip0+f1jqsMimu3S/v5whFHZ8jnuPZ24gRI8x+Psp1jYhjXZeVlTO2uc7a3oo4X5tr7/ZWJyJSulorIiIiIiIiIiKi0iv3Y0wREREREREREVH5xMQUERERERERERFpgokpIiIiIiIiIiLSBBNTRERERERERESkCSamiIiIiIiIiIhIE0xMERERERERERGRJpiYIiIiIiIiIiIiTTAxRUREREREREREmmBiioiIiIiIiIiINMHEFBERERERERERaYKJKSIiIiIiIiIi0gQTU0REREREREREpIn/B1hfBKIkm0JTAAAAAElFTkSuQmCC", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1006,7 +997,7 @@ } ], "source": [ - "fig, axes = plt.subplots(2, 5, figsize=(16, 6))\n", + "fig, axes = plt.subplots(2, 4, figsize=(12, 5))\n", "axes = axes.flatten()\n", "plt.suptitle(f\"Waveform Quality Metrics for {key}\", y=.99, fontsize=12)\n", "\n", @@ -1021,43 +1012,36 @@ "bins = np.linspace(0, 3, 100)\n", "plot_metric(axes[1], data, bins, title=\"Duration (ms)\")\n", "\n", - "# Half-Width\n", - "data = query.fetch(\"halfwidth\")\n", - "bins = np.linspace(0, 5, 100)\n", - "plot_metric(axes[2], data, bins, title=\"Half Width (ms)\")\n", - "\n", "# PT Ratio\n", "data = query.fetch(\"pt_ratio\")\n", "bins = np.linspace(0, 1, 100)\n", - "plot_metric(axes[3], data, bins, title=\"PT Ratio\")\n", + "plot_metric(axes[2], data, bins, title=\"PT Ratio\")\n", "\n", "# Repolarization Slope\n", "data = query.fetch(\"repolarization_slope\")\n", "bins = np.linspace(-0.1, 2, 100)\n", - "plot_metric(axes[4], data, bins, title=\"Repolarization Slope\")\n", + "plot_metric(axes[3], data, bins, title=\"Repolarization Slope\")\n", "\n", "# Recovery Slope\n", "data = query.fetch(\"recovery_slope\")\n", "bins = np.linspace(-0.5, 0.5, 100)\n", - "plot_metric(axes[5], data, bins, title=\"Recovery Slope\")\n", - "axes[5].set_ylabel(\"Count\")\n", + "plot_metric(axes[4], data, bins, title=\"Recovery Slope\")\n", + "axes[4].set_ylabel(\"Count\")\n", "\n", "# Spread\n", "data = np.log10(query.fetch(\"spread\"))\n", "bins = np.linspace(0, 3, 100)\n", - "plot_metric(axes[6], data, bins, title=\"Spread (μm)\")\n", + "plot_metric(axes[5], data, bins, title=\"Spread (μm)\")\n", "\n", "# Velocity Above\n", "data = query.fetch(\"velocity_above\")\n", "bins = np.linspace(-5, 15, 100)\n", - "plot_metric(axes[7], data, bins, title=\"Velocity Above (s/m)\")\n", + "plot_metric(axes[6], data, bins, title=\"Velocity Above (s/m)\")\n", "\n", "# Velocity Below\n", "data = query.fetch(\"velocity_below\")\n", "bins = np.linspace(-10, 10, 100)\n", - "plot_metric(axes[8], data, bins, title=\"Velocity Below (s/m)\")\n", - "\n", - "axes[9].remove()\n", + "plot_metric(axes[7], data, bins, title=\"Velocity Below (s/m)\")\n", "plt.tight_layout()" ] } From fd6026bfaa4c90c0032ecc9b16b3aecb7ba2a470 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Wed, 19 Apr 2023 19:12:00 +0000 Subject: [PATCH 21/39] add a test dataset metrics.csv --- user_data/metrics.csv | 228 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 228 insertions(+) create mode 100644 user_data/metrics.csv diff --git a/user_data/metrics.csv b/user_data/metrics.csv new file mode 100644 index 0000000..29a5f90 --- /dev/null +++ b/user_data/metrics.csv @@ -0,0 +1,228 @@ 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+226,3.339638915445126,0.92,1.0,4.0,0.054820416369471485,62.59183808281303,0.08333333333333333,0.004555990263688373,3.2324916411609923,0.8741935483870967,0.004196766425868593,0.03290263451591806,3.04,3.98,complete_session,complete_session,264,-1.0,0.3708542713567841,,0.9959059667871142,0.0046000013898417,-0.0025476806393318,183.69865282685515,100.0,-0.2747068676716914, From fa8ca2ea4c7cbbab760b4a86a4609380eda693d5 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Wed, 19 Apr 2023 20:27:04 +0000 Subject: [PATCH 22/39] test_quality_metrics_populate --- tests/test_populate.py | 29 +++++++++++++++++++++++++---- 1 file changed, 25 insertions(+), 4 deletions(-) diff --git a/tests/test_populate.py b/tests/test_populate.py index 4849238..483e47f 100644 --- a/tests/test_populate.py +++ b/tests/test_populate.py @@ -314,7 +314,6 @@ def test_build_electrode_layouts(pipeline): probe = pipeline["probe"] for probe_type, config in probe_configs.items(): - test_df = pd.DataFrame(probe.build_electrode_layouts(probe_type, **config)) test_arr = np.array(test_df.drop(columns=["probe_type"]), dtype=np.int16) @@ -331,14 +330,36 @@ def test_build_electrode_layouts(pipeline): def test_quality_metrics_populate(pipeline): """ - Populate ephys.QualityMetrics with metrics.csv + Populate ephys.QualityMetrics and compare values with ground truth metrics.csv """ ephys = pipeline["ephys"] key = {"subject": "subject5", "insertion_number": 1} # used for notebook demo ephys.QualityMetrics.populate(key) - assert len(ephys.QualityMetrics.Waveform & key) == 227 - assert len(ephys.QualityMetrics.Cluster & key) == 227 + # Fetch from populated table. This will be compared with the ground truth metrics.csv + cluster_df = (ephys.QualityMetrics.Cluster & key).fetch( + format="frame", order_by="unit" + ) + waveform_df = (ephys.QualityMetrics.Waveform & key).fetch( + format="frame", order_by="unit" + ) + test_df = pd.concat([cluster_df, waveform_df], axis=1).reset_index() + + metrics_df = pd.read_csv("user_data/metrics.csv") # ground truth metrics.csv + + for col_name in metrics_df: + if "cluster_id" in col_name or "epoch_name" in col_name: + continue + try: + assert np.allclose( + metrics_df[col_name].values, + test_df[col_name].values, + rtol=1e-03, + atol=1e-03, + equal_nan=True, + ), f"values in '{col_name}' do not match!" + except KeyError as e: + raise KeyError(f"Attribute {e} does not exist in ephys.QualityMetrics") # ---- HELPER FUNCTIONS ---- From 2190e314452f881d65e2f76855002a660786f91b Mon Sep 17 00:00:00 2001 From: JaerongA Date: Thu, 20 Apr 2023 20:47:33 +0000 Subject: [PATCH 23/39] code review --- .devcontainer/Dockerfile | 3 + .devcontainer/devcontainer.json | 2 +- .devcontainer/local/devcontainer.json | 2 +- .gitignore | 3 +- notebooks/quality_metrics.ipynb | 277 +++++++++++++++----------- tests/test_populate.py | 2 +- 6 files changed, 167 insertions(+), 122 deletions(-) diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile index b87fb76..c63a49d 100644 --- a/.devcontainer/Dockerfile +++ b/.devcontainer/Dockerfile @@ -25,11 +25,14 @@ RUN \ # dircolors -b >> /home/vscode/.bashrc && \ # somehow fix colors apt-get clean COPY ./requirements.txt /tmp/ +COPY ./requirements_dev.txt /tmp/ RUN \ # workflow dependencies apt-get install gcc ffmpeg libsm6 libxext6 -y && \ pip install --no-cache-dir -r /tmp/requirements.txt && \ + pip install --no-cache-dir -r /tmp/requirements_dev.txt && \ rm /tmp/requirements.txt && \ + rm /tmp/requirements_dev.txt && \ apt-get clean ENV DJ_HOST fakeservices.datajoint.io diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json index 183006c..0768b84 100644 --- a/.devcontainer/devcontainer.json +++ b/.devcontainer/devcontainer.json @@ -1,6 +1,6 @@ // For format details, see https://aka.ms/devcontainer.json. { - "name": "Remote Demo", + "name": "Demo with remote data", "dockerComposeFile": "docker-compose.yaml", "service": "app", "workspaceFolder": "/workspaces/${localWorkspaceFolderBasename}", diff --git a/.devcontainer/local/devcontainer.json b/.devcontainer/local/devcontainer.json index 8b02b9f..68692fe 100644 --- a/.devcontainer/local/devcontainer.json +++ b/.devcontainer/local/devcontainer.json @@ -1,6 +1,6 @@ // For format details, see https://aka.ms/devcontainer.json. { - "name": "Local Demo", + "name": "Demo with local data", "dockerComposeFile": "docker-compose.yaml", "service": "app", "workspaceFolder": "/workspaces/${localWorkspaceFolderBasename}", diff --git a/.gitignore b/.gitignore index 8d5e3eb..954c942 100644 --- a/.gitignore +++ b/.gitignore @@ -109,4 +109,5 @@ docker-compose.yml # temporary figures temp_ephys_figures/ -example_data \ No newline at end of file +example_data +*.code-workspace diff --git a/notebooks/quality_metrics.ipynb b/notebooks/quality_metrics.ipynb index 6d9df9b..dadb9c1 100644 --- a/notebooks/quality_metrics.ipynb +++ b/notebooks/quality_metrics.ipynb @@ -4,19 +4,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Quality Metrics\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This notebook is used to visualize the spike sorting quality metrics using the metrics.csv generated from kilosort. \n", + "## Quality Metrics\n", + "\n", + "Visualize the spike sorting quality metrics that are generated from Kilosort (`metrics.csv`) and stored in the DataJoint pipeline (`element-array-ephys`).\n", "\n", - "If you are new to using DataJoint for array electrophysiology - please see our [tutorial](./tutorial.ipynb) notebook for an in-depth explanation for setting up and running the DataJoint Workflow for NeuroPixels electrophysiology.\n", + "If you are new to using this DataJoint pipeline for analyzing electrophysiology recordings from Neuropixels probes, please see the [tutorial](./tutorial.ipynb) notebook for an in-depth explanation to set up and run the workflow.\n", "\n", - "The Element also offers Quality Metric visualizations. These are generated using `metrics.csv` generated from kilosort." + "This notebook can run in a [GitHub Codespace](https://github.com/datajoint/workflow-array-ephys#interactive-tutorial), and requires the example data to be populated into the database using the [demo_prepare](./demo_prepare.ipynb) notebook." ] }, { @@ -28,9 +22,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "[2023-04-19 18:07:13,324][WARNING]: lab.Project and related tables will be removed in a future version of Element Lab. Please use the project schema.\n", - "[2023-04-19 18:07:13,330][INFO]: Connecting root@fakeservices.datajoint.io:3306\n", - "[2023-04-19 18:07:13,336][INFO]: Connected root@fakeservices.datajoint.io:3306\n" + "[2023-04-20 19:50:04,484][WARNING]: lab.Project and related tables will be removed in a future version of Element Lab. Please use the project schema.\n", + "[2023-04-20 19:50:04,491][INFO]: Connecting root@fakeservices.datajoint.io:3306\n", + "[2023-04-20 19:50:04,520][INFO]: Connected root@fakeservices.datajoint.io:3306\n" ] } ], @@ -43,11 +37,10 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "First, ensure your `QualityMetrics` table is populated with this data:" + "### Populate the `QualityMetrics` table" ] }, { @@ -72,8 +65,6 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Histograms of the following cluster metrics will be plotted. \n", - "\n", "- `Firing rates (Hz)`: Total number of spikes / time in seconds \n", "\n", "- `SNR (Signal-to-noise ratio)`: The ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on a given channel.\n", @@ -110,12 +101,36 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We'll grab an example key for demonstration.\n" + "### Unit quality metrics\n", + "\n", + "| Metric | Description |\n", + "| --- | --- |\n", + "| Firing rates (Hz) | Total number of spikes per time. |\n", + "| Signal-to-noise ratio | Ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on a given channel. |\n", + "| Presence ratio | Proportion of time during a session that a unit is spiking, ranging from 0 to 0.99. |\n", + "| ISI (Interspike interval) violation | Rate of ISI violation as a fraction of overall rate. |\n", + "| Number violation | Total number of ISI violations. |\n", + "| Amplitude cut-off | False negative rate of a unit measured by the degree to which its distribution of spike amplitudes is truncated, indicating the fraction of missing spikes. An amplitude cutoff of 0.1 indicates approximately 10% missing spikes. |\n", + "| Isolation distance | A metric that uses the principal components (PCs) of a unit's waveforms, which are projected into a lower-dimensional PC space after spike sorting. This quantifies how well-isolated the unit is from other potential clusters. |\n", + "| L-ratio | A metric to quantify the distribution of spike distances from a cluster. A low L-ratio indicates that there is a relatively low number of non-member spikes around the target cluster. |\n", + "| D-prime | A metric calculated from waveform principal components using linear discriminant analysis. This measures the separability of one unit's PC cluster from all the others, with a higher d-prime value indicating better isolation of the unit. |\n", + "| Nearest-neighbors hit rate | The proportion of its nearest neighbors that belong to the same given cluster based on its first principal components. |\n", + "| Nearest-neighbors miss rate | The proportion of its nearest neighbors that do not belong to the same given cluster based on its first principal components. |\n", + "| Silhouette score | The ratio between cohesiveness of a cluster (distance between member spikes) and its separation from other clusters (distance to non-member spikes). |\n", + "| Max drift | The maximum shift in spike location, calculated as the center of mass of the energy of the first principal component score. |\n", + "| Contamination rate | |\n", + "\n", + "For further details of the quality metrics, please see:\n", + "- [Allen Institute Documentation](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html)\n", + "\n", + "- [Buccino et al., eLife 2020](https://elifesciences.org/articles/61834)\n", + "\n", + "We'll grab an example key for demonstration." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -239,7 +254,7 @@ " \n", " \n", " subject5\n", - "2023-04-19 17:52:17\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -247,8 +262,8 @@ "6.71766\n", "0.392532\n", "0.98\n", - "nan\n", - "None\n", + "1.0\n", + "105\n", "0.126571\n", "nan\n", "0.0\n", @@ -258,8 +273,8 @@ "0.0256577\n", "0.0\n", "0.0\n", - "nansubject5\n", - "2023-04-19 17:52:17\n", + "1.13881subject5\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -267,8 +282,8 @@ "4.64183\n", "0.391947\n", "0.99\n", - "nan\n", - "None\n", + "1.0\n", + "24\n", "0.5\n", "nan\n", "0.0\n", @@ -278,8 +293,8 @@ "0.126882\n", "7.77\n", "20.13\n", - "nansubject5\n", - "2023-04-19 17:52:17\n", + "1.08565subject5\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -287,8 +302,8 @@ "0.171264\n", "1.91799\n", "0.39\n", - "nan\n", - "None\n", + "0.0\n", + "0\n", "0.5\n", "41.5366\n", "0.01055\n", @@ -298,8 +313,8 @@ "0.0382387\n", "17.01\n", "0.0\n", - "nansubject5\n", - "2023-04-19 17:52:17\n", + "0.0subject5\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -307,8 +322,8 @@ "8.46869\n", "0.454273\n", "0.98\n", - "nan\n", - "None\n", + "1.0\n", + "53\n", "0.5\n", "48.976\n", "0.369185\n", @@ -318,8 +333,8 @@ "0.0382387\n", "3.9\n", "9.13\n", - "nansubject5\n", - "2023-04-19 17:52:17\n", + "0.670886subject5\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -327,8 +342,8 @@ "0.413395\n", "2.56485\n", "0.73\n", - "nan\n", - "None\n", + "0.0\n", + "0\n", "0.5\n", "360.148\n", "0.00934174\n", @@ -338,8 +353,8 @@ "0.0571513\n", "6.35\n", "13.91\n", - "nansubject5\n", - "2023-04-19 17:52:17\n", + "0.0subject5\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -347,8 +362,8 @@ "0.218509\n", "2.4666\n", "0.48\n", - "nan\n", - "None\n", + "0.0\n", + "0\n", "0.5\n", "162.35\n", "3.64917e-05\n", @@ -358,8 +373,8 @@ "0.10466\n", "6.24\n", "9.81\n", - "nansubject5\n", - "2023-04-19 17:52:17\n", + "0.0subject5\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -367,8 +382,8 @@ "0.100396\n", "3.87529\n", "0.31\n", - "nan\n", - "None\n", + "0.0\n", + "0\n", "0.5\n", "7.98228e+16\n", "nan\n", @@ -378,8 +393,8 @@ "0.0571513\n", "0.0\n", "0.0\n", - "nansubject5\n", - "2023-04-19 17:52:17\n", + "0.0subject5\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -387,8 +402,8 @@ "0.064962\n", "1.85867\n", "0.21\n", - "nan\n", - "None\n", + "0.0\n", + "0\n", "0.279006\n", "4.61058e+16\n", "nan\n", @@ -398,8 +413,8 @@ "nan\n", "nan\n", "0.0\n", - "nansubject5\n", - "2023-04-19 17:52:17\n", + "1.0subject5\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -407,8 +422,8 @@ "15.1657\n", "0.445549\n", "0.99\n", - "nan\n", - "None\n", + "1.0\n", + "412\n", "0.5\n", "nan\n", "0.0\n", @@ -418,8 +433,8 @@ "0.131529\n", "0.0\n", "0.0\n", - "nansubject5\n", - "2023-04-19 17:52:17\n", + "1.11235subject5\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -427,8 +442,8 @@ "1.27267\n", "0.255138\n", "0.88\n", - "nan\n", - "None\n", + "1.0\n", + "2\n", "0.158831\n", "185.314\n", "0.0121516\n", @@ -438,8 +453,8 @@ "0.152277\n", "7.8\n", "17.6\n", - "nansubject5\n", - "2023-04-19 17:52:17\n", + "0.201681subject5\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -447,8 +462,8 @@ "0.0856318\n", "1.71077\n", "0.25\n", - "nan\n", - "None\n", + "0.0\n", + "0\n", "0.5\n", "1.32036e+16\n", "nan\n", @@ -458,8 +473,8 @@ "0.0705441\n", "nan\n", "0.0\n", - "nansubject5\n", - "2023-04-19 17:52:17\n", + "1.0subject5\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -467,8 +482,8 @@ "0.0767733\n", "1.25363\n", "0.22\n", - "nan\n", - "None\n", + "0.0\n", + "0\n", "0.5\n", "8456290000000000.0\n", "nan\n", @@ -478,7 +493,7 @@ "nan\n", "nan\n", "0.0\n", - "nan \n", + "1.0 \n", " \n", "

...

\n", "

Total: 227

\n", @@ -487,23 +502,23 @@ "text/plain": [ "*subject *session_datet *insertion_num *paramset_idx *curation_id *unit firing_rate snr presence_ratio isi_violation number_violati amplitude_cuto isolation_dist l_ratio d_prime nn_hit_rate nn_miss_rate silhouette_sco max_drift cumulative_dri contamination_\n", "+----------+ +------------+ +------------+ +------------+ +------------+ +------+ +------------+ +----------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +---------+ +------------+ +------------+ +------------+ +-----------+ +------------+ +------------+\n", - "subject5 2023-04-19 17: 1 1 1 0 6.71766 0.392532 0.98 nan None 0.126571 nan 0.0 nan nan nan 0.0256577 0.0 0.0 nan \n", - "subject5 2023-04-19 17: 1 1 1 1 4.64183 0.391947 0.99 nan None 0.5 nan 0.0 nan nan nan 0.126882 7.77 20.13 nan \n", - "subject5 2023-04-19 17: 1 1 1 2 0.171264 1.91799 0.39 nan None 0.5 41.5366 0.01055 2.00497 0.109195 0.00941423 0.0382387 17.01 0.0 nan \n", - "subject5 2023-04-19 17: 1 1 1 3 8.46869 0.454273 0.98 nan None 0.5 48.976 0.369185 2.74545 0.987333 1.0 0.0382387 3.9 9.13 nan \n", - "subject5 2023-04-19 17: 1 1 1 4 0.413395 2.56485 0.73 nan None 0.5 360.148 0.00934174 4.40108 0.966667 0.135897 0.0571513 6.35 13.91 nan \n", - "subject5 2023-04-19 17: 1 1 1 5 0.218509 2.4666 0.48 nan None 0.5 162.35 3.64917e-05 6.75158 0.981982 0.0102881 0.10466 6.24 9.81 nan \n", - "subject5 2023-04-19 17: 1 1 1 6 0.100396 3.87529 0.31 nan None 0.5 7.98228e+16 nan 4.6297 0.843137 0.026749 0.0571513 0.0 0.0 nan \n", - "subject5 2023-04-19 17: 1 1 1 7 0.064962 1.85867 0.21 nan None 0.279006 4.61058e+16 nan 4.39722 0.727273 0.0147849 nan nan 0.0 nan \n", - "subject5 2023-04-19 17: 1 1 1 8 15.1657 0.445549 0.99 nan None 0.5 nan 0.0 nan nan nan 0.131529 0.0 0.0 nan \n", - "subject5 2023-04-19 17: 1 1 1 9 1.27267 0.255138 0.88 nan None 0.158831 185.314 0.0121516 5.55476 0.996906 0.0454545 0.152277 7.8 17.6 nan \n", - "subject5 2023-04-19 17: 1 1 1 10 0.0856318 1.71077 0.25 nan None 0.5 1.32036e+16 nan 5.22485 0.977012 0.000674764 0.0705441 nan 0.0 nan \n", - "subject5 2023-04-19 17: 1 1 1 11 0.0767733 1.25363 0.22 nan None 0.5 84562900000000 nan 6.3283 0.858974 0.000118455 nan nan 0.0 nan \n", + "subject5 2023-04-20 19: 1 1 1 0 6.71766 0.392532 0.98 1.0 105 0.126571 nan 0.0 nan nan nan 0.0256577 0.0 0.0 1.13881 \n", + "subject5 2023-04-20 19: 1 1 1 1 4.64183 0.391947 0.99 1.0 24 0.5 nan 0.0 nan nan nan 0.126882 7.77 20.13 1.08565 \n", + "subject5 2023-04-20 19: 1 1 1 2 0.171264 1.91799 0.39 0.0 0 0.5 41.5366 0.01055 2.00497 0.109195 0.00941423 0.0382387 17.01 0.0 0.0 \n", + "subject5 2023-04-20 19: 1 1 1 3 8.46869 0.454273 0.98 1.0 53 0.5 48.976 0.369185 2.74545 0.987333 1.0 0.0382387 3.9 9.13 0.670886 \n", + "subject5 2023-04-20 19: 1 1 1 4 0.413395 2.56485 0.73 0.0 0 0.5 360.148 0.00934174 4.40108 0.966667 0.135897 0.0571513 6.35 13.91 0.0 \n", + "subject5 2023-04-20 19: 1 1 1 5 0.218509 2.4666 0.48 0.0 0 0.5 162.35 3.64917e-05 6.75158 0.981982 0.0102881 0.10466 6.24 9.81 0.0 \n", + "subject5 2023-04-20 19: 1 1 1 6 0.100396 3.87529 0.31 0.0 0 0.5 7.98228e+16 nan 4.6297 0.843137 0.026749 0.0571513 0.0 0.0 0.0 \n", + "subject5 2023-04-20 19: 1 1 1 7 0.064962 1.85867 0.21 0.0 0 0.279006 4.61058e+16 nan 4.39722 0.727273 0.0147849 nan nan 0.0 1.0 \n", + "subject5 2023-04-20 19: 1 1 1 8 15.1657 0.445549 0.99 1.0 412 0.5 nan 0.0 nan nan nan 0.131529 0.0 0.0 1.11235 \n", + "subject5 2023-04-20 19: 1 1 1 9 1.27267 0.255138 0.88 1.0 2 0.158831 185.314 0.0121516 5.55476 0.996906 0.0454545 0.152277 7.8 17.6 0.201681 \n", + "subject5 2023-04-20 19: 1 1 1 10 0.0856318 1.71077 0.25 0.0 0 0.5 1.32036e+16 nan 5.22485 0.977012 0.000674764 0.0705441 nan 0.0 1.0 \n", + "subject5 2023-04-20 19: 1 1 1 11 0.0767733 1.25363 0.22 0.0 0 0.5 84562900000000 nan 6.3283 0.858974 0.000118455 nan nan 0.0 1.0 \n", " ...\n", " (Total: 227)" ] }, - "execution_count": 2, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -515,9 +530,17 @@ "query" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Plot histograms of cluster metrics. " + ] + }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -532,7 +555,6 @@ " x = b[:-1]\n", "\n", " y = gaussian_filter1d(h, 1) if smoothing else h\n", - "\n", " ax.plot(x, y, color=color)\n", " ax.set_xlabel(x_axis_label)\n", " ax.set_ylim([0, None])\n", @@ -542,12 +564,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -571,7 +593,7 @@ "# Signal-to-Noise Ratio\n", "data = query.fetch(\"snr\")\n", "bins = np.linspace(0, 10, 100)\n", - "plot_metric(axes[1], data, bins, title=\"SNR\")\n", + "plot_metric(axes[1], data, bins, title=\"Signal-to-Noise Ratio\")\n", "\n", "# Presence Ratio\n", "data = query.fetch(\"presence_ratio\")\n", @@ -585,7 +607,7 @@ "\n", "# Number Violation\n", "data = query.fetch(\"number_violation\")\n", - "bins = np.linspace(0, 1, 100)\n", + "bins = np.linspace(0, 1000, 100)\n", "plot_metric(axes[4], data, bins, title=\"Number violation\")\n", "axes[4].set_ylabel(\"Count\")\n", "\n", @@ -599,7 +621,7 @@ "bins = np.linspace(0, 170, 50)\n", "plot_metric(axes[6], data, bins, title=\"Isolation Distance\")\n", "\n", - "# Amplitude Cutoff\n", + "# L-Ratio\n", "data = query.fetch(\"l_ratio\")\n", "bins = np.linspace(0, 1, 100)\n", "plot_metric(axes[7], data, bins, title=\"L-Ratio\")\n", @@ -670,9 +692,28 @@ "- `Velocity Below (s/m)`: The inverse velocity of waveform propagation from the soma toward the bottom of the probe." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Waveform quality metrics\n", + "\n", + "| Metric | Description |\n", + "| -- | -- |\n", + "| `Amplitude (μV)` | Absolute difference between the waveform peak and trough. |\n", + "| `Duration (ms)` | Time interval between the waveform peak and trough. |\n", + "| `Half Width (ms)` | Spike width at half of the maximum amplitude. |\n", + "| `Peak-to-Trough (PT) Ratio` | Absolute amplitude of the peak divided by the absolute amplitude of the trough relative to 0. |\n", + "| `Repolarization Slope` | Slope of the fitted regression line to the first 30μs from trough to peak. |\n", + "| `Recovery Slope` | Slope of the fitted regression line to the first 30μs from peak to tail. |\n", + "| `Spread (μm)` | Spatial extent of channels where the waveform amplitude exceeds 12% of the peak amplitude. |\n", + "| `Velocity Above (s/m)` | Inverse velocity of waveform propagation from the soma toward the top of the probe. |\n", + "| `Velocity Below (s/m)` | Inverse velocity of waveform propagation from the soma toward the bottom of the probe. |" + ] + }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -778,7 +819,7 @@ " (s/m) inverse velocity of waveform propagation from the soma toward the bottom of the probe\n", " \n", " subject5\n", - "2023-04-19 17:52:17\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -792,7 +833,7 @@ "280.0\n", "0.0735822\n", "-0.0114461subject5\n", - "2023-04-19 17:52:17\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -806,7 +847,7 @@ "300.0\n", "-0.0576308\n", "-0.137353subject5\n", - "2023-04-19 17:52:17\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -820,7 +861,7 @@ "300.0\n", "0.081758\n", "-0.0572306subject5\n", - "2023-04-19 17:52:17\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -834,7 +875,7 @@ "300.0\n", "-0.138989\n", "0.0711516subject5\n", - "2023-04-19 17:52:17\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -848,7 +889,7 @@ "300.0\n", "0.595198\n", "-0.582626subject5\n", - "2023-04-19 17:52:17\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -862,7 +903,7 @@ "300.0\n", "-1.13317\n", "1.08081subject5\n", - "2023-04-19 17:52:17\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -876,7 +917,7 @@ "300.0\n", "2.34645\n", "0.0654064subject5\n", - "2023-04-19 17:52:17\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -890,7 +931,7 @@ "300.0\n", "2.08319\n", "0.228922subject5\n", - "2023-04-19 17:52:17\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -904,7 +945,7 @@ "300.0\n", "0.173843\n", "-0.0654064subject5\n", - "2023-04-19 17:52:17\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -918,7 +959,7 @@ "280.0\n", "1.0138\n", "0.147164subject5\n", - "2023-04-19 17:52:17\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -932,7 +973,7 @@ "300.0\n", "0.869905\n", "0.220747subject5\n", - "2023-04-19 17:52:17\n", + "2023-04-20 19:49:26\n", "1\n", "1\n", "1\n", @@ -954,23 +995,23 @@ "text/plain": [ "*subject *session_datet *insertion_num *paramset_idx *curation_id *unit amplitude duration halfwidth pt_ratio repolarization recovery_slope spread velocity_above velocity_below\n", "+----------+ +------------+ +------------+ +------------+ +------------+ +------+ +-----------+ +----------+ +-----------+ +----------+ +------------+ +------------+ +--------+ +------------+ +------------+\n", - "subject5 2023-04-19 17: 1 1 1 0 120.402 1.08509 nan 0.74622 0.0388668 -0.3638 280.0 0.0735822 -0.0114461 \n", - "subject5 2023-04-19 17: 1 1 1 1 151.819 1.05762 nan 0.657574 0.0700459 -0.0806154 300.0 -0.0576308 -0.137353 \n", - "subject5 2023-04-19 17: 1 1 1 2 142.161 0.59062 nan 0.711684 0.175466 -0.119525 300.0 0.081758 -0.0572306 \n", - "subject5 2023-04-19 17: 1 1 1 3 144.028 1.03015 nan 0.741737 0.0801046 -0.0811708 300.0 -0.138989 0.0711516 \n", - "subject5 2023-04-19 17: 1 1 1 4 87.3382 0.563149 nan 0.869518 0.189142 -0.0258353 300.0 0.595198 -0.582626 \n", - "subject5 2023-04-19 17: 1 1 1 5 80.6693 0.508208 nan 0.864687 0.24975 -0.0206796 300.0 -1.13317 1.08081 \n", - "subject5 2023-04-19 17: 1 1 1 6 86.7877 0.576884 nan 0.834892 0.256677 -0.0614186 300.0 2.34645 0.0654064 \n", - "subject5 2023-04-19 17: 1 1 1 7 80.8594 0.453266 nan 0.840421 0.212582 -0.0467612 300.0 2.08319 0.228922 \n", - "subject5 2023-04-19 17: 1 1 1 8 100.313 1.05762 nan 0.800589 0.0222054 -0.518803 300.0 0.173843 -0.0654064 \n", - "subject5 2023-04-19 17: 1 1 1 9 63.2377 0.576884 nan 0.909614 0.152643 -0.0177585 280.0 1.0138 0.147164 \n", - "subject5 2023-04-19 17: 1 1 1 10 124.865 0.480737 nan 0.733803 0.26627 -0.0227592 300.0 0.869905 0.220747 \n", - "subject5 2023-04-19 17: 1 1 1 11 56.4303 0.329648 nan 0.885421 0.202103 -0.0599684 300.0 3.85898 -2.00307 \n", + "subject5 2023-04-20 19: 1 1 1 0 120.402 1.08509 nan 0.74622 0.0388668 -0.3638 280.0 0.0735822 -0.0114461 \n", + "subject5 2023-04-20 19: 1 1 1 1 151.819 1.05762 nan 0.657574 0.0700459 -0.0806154 300.0 -0.0576308 -0.137353 \n", + "subject5 2023-04-20 19: 1 1 1 2 142.161 0.59062 nan 0.711684 0.175466 -0.119525 300.0 0.081758 -0.0572306 \n", + "subject5 2023-04-20 19: 1 1 1 3 144.028 1.03015 nan 0.741737 0.0801046 -0.0811708 300.0 -0.138989 0.0711516 \n", + "subject5 2023-04-20 19: 1 1 1 4 87.3382 0.563149 nan 0.869518 0.189142 -0.0258353 300.0 0.595198 -0.582626 \n", + "subject5 2023-04-20 19: 1 1 1 5 80.6693 0.508208 nan 0.864687 0.24975 -0.0206796 300.0 -1.13317 1.08081 \n", + "subject5 2023-04-20 19: 1 1 1 6 86.7877 0.576884 nan 0.834892 0.256677 -0.0614186 300.0 2.34645 0.0654064 \n", + "subject5 2023-04-20 19: 1 1 1 7 80.8594 0.453266 nan 0.840421 0.212582 -0.0467612 300.0 2.08319 0.228922 \n", + "subject5 2023-04-20 19: 1 1 1 8 100.313 1.05762 nan 0.800589 0.0222054 -0.518803 300.0 0.173843 -0.0654064 \n", + "subject5 2023-04-20 19: 1 1 1 9 63.2377 0.576884 nan 0.909614 0.152643 -0.0177585 280.0 1.0138 0.147164 \n", + "subject5 2023-04-20 19: 1 1 1 10 124.865 0.480737 nan 0.733803 0.26627 -0.0227592 300.0 0.869905 0.220747 \n", + "subject5 2023-04-20 19: 1 1 1 11 56.4303 0.329648 nan 0.885421 0.202103 -0.0599684 300.0 3.85898 -2.00307 \n", " ...\n", " (Total: 227)" ] }, - "execution_count": 5, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -982,12 +1023,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1015,7 +1056,7 @@ "# PT Ratio\n", "data = query.fetch(\"pt_ratio\")\n", "bins = np.linspace(0, 1, 100)\n", - "plot_metric(axes[2], data, bins, title=\"PT Ratio\")\n", + "plot_metric(axes[2], data, bins, title=\"Peak-to-Trough Ratio\")\n", "\n", "# Repolarization Slope\n", "data = query.fetch(\"repolarization_slope\")\n", @@ -1031,7 +1072,7 @@ "# Spread\n", "data = np.log10(query.fetch(\"spread\"))\n", "bins = np.linspace(0, 3, 100)\n", - "plot_metric(axes[5], data, bins, title=\"Spread (μm)\")\n", + "plot_metric(axes[5], data, bins, title=\"Spread (μm) (log$_{10}$)\")\n", "\n", "# Velocity Above\n", "data = query.fetch(\"velocity_above\")\n", diff --git a/tests/test_populate.py b/tests/test_populate.py index 483e47f..0d2d9d4 100644 --- a/tests/test_populate.py +++ b/tests/test_populate.py @@ -345,7 +345,7 @@ def test_quality_metrics_populate(pipeline): ) test_df = pd.concat([cluster_df, waveform_df], axis=1).reset_index() - metrics_df = pd.read_csv("user_data/metrics.csv") # ground truth metrics.csv + metrics_df = pd.read_csv("/workspaces/workflow-array-ephys/example_data/processed") # ground truth metrics.csv for col_name in metrics_df: if "cluster_id" in col_name or "epoch_name" in col_name: From ff89d1a00c4788a9be4fd33916541076d8b6975c Mon Sep 17 00:00:00 2001 From: JaerongA Date: Thu, 20 Apr 2023 18:45:34 -0500 Subject: [PATCH 24/39] Update requirements.txt Co-authored-by: Kabilar Gunalan --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 81e5ad5..d1a7ae3 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,6 +1,6 @@ datajoint>=0.13.0 element-animal>=0.1.5 -element-array-ephys>=0.2.6 +element-array-ephys>=0.2.7 element-electrode-localization>=0.1.2 element-event>=0.1.2 element-interface>=0.5.0 From e024c18ef0f55866ed834bcdafe8b348c3d08b08 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Fri, 21 Apr 2023 00:47:47 +0000 Subject: [PATCH 25/39] update qc metric docs --- notebooks/quality_metrics.ipynb | 197 ++++++++++---------------------- 1 file changed, 60 insertions(+), 137 deletions(-) diff --git a/notebooks/quality_metrics.ipynb b/notebooks/quality_metrics.ipynb index dadb9c1..a616a3d 100644 --- a/notebooks/quality_metrics.ipynb +++ b/notebooks/quality_metrics.ipynb @@ -22,17 +22,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "[2023-04-20 19:50:04,484][WARNING]: lab.Project and related tables will be removed in a future version of Element Lab. Please use the project schema.\n", - "[2023-04-20 19:50:04,491][INFO]: Connecting root@fakeservices.datajoint.io:3306\n", - "[2023-04-20 19:50:04,520][INFO]: Connected root@fakeservices.datajoint.io:3306\n" + "[2023-04-21 00:44:04,859][WARNING]: lab.Project and related tables will be removed in a future version of Element Lab. Please use the project schema.\n", + "[2023-04-21 00:44:04,862][INFO]: Connecting root@fakeservices.datajoint.io:3306\n", + "[2023-04-21 00:44:04,868][INFO]: Connected root@fakeservices.datajoint.io:3306\n" ] } ], "source": [ - "import datajoint as dj\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "import seaborn as sns\n", "from workflow_array_ephys.pipeline import ephys" ] }, @@ -54,50 +52,6 @@ }, { "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Unit quality metrics" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- `Firing rates (Hz)`: Total number of spikes / time in seconds \n", - "\n", - "- `SNR (Signal-to-noise ratio)`: The ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on a given channel.\n", - "\n", - "- `Presence ratio`: The proportion of time during a session that a unit is spiking, ranging from 0 to 0.99.\n", - "\n", - "- `ISI (Interspike Interval) violation`: The rate of ISI violation as a fraction of overall rate.\n", - "\n", - "- `Number violation`: The total number of ISI violations.\n", - "\n", - "- `Amplitude cut-off`: The false negative rate of a unit measured by the degree to which its distribution of spike amplitudes is truncated, indicating the fraction of missing spikes. An amplitude cutoff of 0.1 indicates approximately 10% missing spikes.\n", - "\n", - "- `Isolation distance`: A metric that uses the principal components (PCs) of a unit's waveforms, which are projected into a lower-dimensional PC space after spike sorting. This quantifies how well-isolated the unit is from other potential clusters.\n", - "\n", - "- `L-ratio`: A metric to quantify the distribution of spike distances from a cluster. A low L-ratio indicates that there is a relatively low number of non-member spikes around the target cluster. \n", - "\n", - "- `d-prime`: A metric calculated from waveform principal components using linear discriminant analysis. This measures the separability of one unit's PC cluster from all the others, with a higher d-prime value indicating better isolation of the unit.\n", - "\n", - "- `Nearest-Neighbor Hit Rate`: The proportion of its nearest neighbors that belong to the same given cluster based on its first principal components.\n", - "\n", - "- `Nearest-Neighbor Miss Rate`: The proportion of its nearest neighbors that do not belong to the same given cluster based on its first principal components.\n", - "\n", - "- `Silhouette Score`: The ratio between cohesiveness of a cluster (distance between member spikes) and its separation from other clusters (distance to non-member spikes).\n", - "\n", - "- `Max Drift`: The maximum shift in spike location, calculated as the center of mass of the energy of the first principal component score.\n", - "\n", - "#### For more detailed explanation, please visit the following references:\n", - "- https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html\n", - "\n", - "- https://elifesciences.org/articles/61834" - ] - }, - { "cell_type": "markdown", "metadata": {}, "source": [ @@ -105,7 +59,7 @@ "\n", "| Metric | Description |\n", "| --- | --- |\n", - "| Firing rates (Hz) | Total number of spikes per time. |\n", + "| Firing rates (Hz) | Total number of spikes per time in seconds. |\n", "| Signal-to-noise ratio | Ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on a given channel. |\n", "| Presence ratio | Proportion of time during a session that a unit is spiking, ranging from 0 to 0.99. |\n", "| ISI (Interspike interval) violation | Rate of ISI violation as a fraction of overall rate. |\n", @@ -118,7 +72,6 @@ "| Nearest-neighbors miss rate | The proportion of its nearest neighbors that do not belong to the same given cluster based on its first principal components. |\n", "| Silhouette score | The ratio between cohesiveness of a cluster (distance between member spikes) and its separation from other clusters (distance to non-member spikes). |\n", "| Max drift | The maximum shift in spike location, calculated as the center of mass of the energy of the first principal component score. |\n", - "| Contamination rate | |\n", "\n", "For further details of the quality metrics, please see:\n", "- [Allen Institute Documentation](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html)\n", @@ -130,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -254,7 +207,7 @@ " \n", " \n", " subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -274,7 +227,7 @@ "0.0\n", "0.0\n", "1.13881subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -294,7 +247,7 @@ "7.77\n", "20.13\n", "1.08565subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -314,7 +267,7 @@ "17.01\n", "0.0\n", "0.0subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -334,7 +287,7 @@ "3.9\n", "9.13\n", "0.670886subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -354,7 +307,7 @@ "6.35\n", "13.91\n", "0.0subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -374,7 +327,7 @@ "6.24\n", "9.81\n", "0.0subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -394,7 +347,7 @@ "0.0\n", "0.0\n", "0.0subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -414,7 +367,7 @@ "nan\n", "0.0\n", "1.0subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -434,7 +387,7 @@ "0.0\n", "0.0\n", "1.11235subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -454,7 +407,7 @@ "7.8\n", "17.6\n", "0.201681subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -474,7 +427,7 @@ "nan\n", "0.0\n", "1.0subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -502,23 +455,23 @@ "text/plain": [ "*subject *session_datet *insertion_num *paramset_idx *curation_id *unit firing_rate snr presence_ratio isi_violation number_violati amplitude_cuto isolation_dist l_ratio d_prime nn_hit_rate nn_miss_rate silhouette_sco max_drift cumulative_dri contamination_\n", "+----------+ +------------+ +------------+ +------------+ +------------+ +------+ +------------+ +----------+ +------------+ +------------+ +------------+ +------------+ +------------+ +------------+ +---------+ +------------+ +------------+ +------------+ +-----------+ +------------+ +------------+\n", - "subject5 2023-04-20 19: 1 1 1 0 6.71766 0.392532 0.98 1.0 105 0.126571 nan 0.0 nan nan nan 0.0256577 0.0 0.0 1.13881 \n", - "subject5 2023-04-20 19: 1 1 1 1 4.64183 0.391947 0.99 1.0 24 0.5 nan 0.0 nan nan nan 0.126882 7.77 20.13 1.08565 \n", - "subject5 2023-04-20 19: 1 1 1 2 0.171264 1.91799 0.39 0.0 0 0.5 41.5366 0.01055 2.00497 0.109195 0.00941423 0.0382387 17.01 0.0 0.0 \n", - "subject5 2023-04-20 19: 1 1 1 3 8.46869 0.454273 0.98 1.0 53 0.5 48.976 0.369185 2.74545 0.987333 1.0 0.0382387 3.9 9.13 0.670886 \n", - "subject5 2023-04-20 19: 1 1 1 4 0.413395 2.56485 0.73 0.0 0 0.5 360.148 0.00934174 4.40108 0.966667 0.135897 0.0571513 6.35 13.91 0.0 \n", - "subject5 2023-04-20 19: 1 1 1 5 0.218509 2.4666 0.48 0.0 0 0.5 162.35 3.64917e-05 6.75158 0.981982 0.0102881 0.10466 6.24 9.81 0.0 \n", - "subject5 2023-04-20 19: 1 1 1 6 0.100396 3.87529 0.31 0.0 0 0.5 7.98228e+16 nan 4.6297 0.843137 0.026749 0.0571513 0.0 0.0 0.0 \n", - "subject5 2023-04-20 19: 1 1 1 7 0.064962 1.85867 0.21 0.0 0 0.279006 4.61058e+16 nan 4.39722 0.727273 0.0147849 nan nan 0.0 1.0 \n", - "subject5 2023-04-20 19: 1 1 1 8 15.1657 0.445549 0.99 1.0 412 0.5 nan 0.0 nan nan nan 0.131529 0.0 0.0 1.11235 \n", - "subject5 2023-04-20 19: 1 1 1 9 1.27267 0.255138 0.88 1.0 2 0.158831 185.314 0.0121516 5.55476 0.996906 0.0454545 0.152277 7.8 17.6 0.201681 \n", - "subject5 2023-04-20 19: 1 1 1 10 0.0856318 1.71077 0.25 0.0 0 0.5 1.32036e+16 nan 5.22485 0.977012 0.000674764 0.0705441 nan 0.0 1.0 \n", - "subject5 2023-04-20 19: 1 1 1 11 0.0767733 1.25363 0.22 0.0 0 0.5 84562900000000 nan 6.3283 0.858974 0.000118455 nan nan 0.0 1.0 \n", + "subject5 2023-04-21 00: 1 1 1 0 6.71766 0.392532 0.98 1.0 105 0.126571 nan 0.0 nan nan nan 0.0256577 0.0 0.0 1.13881 \n", + "subject5 2023-04-21 00: 1 1 1 1 4.64183 0.391947 0.99 1.0 24 0.5 nan 0.0 nan nan nan 0.126882 7.77 20.13 1.08565 \n", + "subject5 2023-04-21 00: 1 1 1 2 0.171264 1.91799 0.39 0.0 0 0.5 41.5366 0.01055 2.00497 0.109195 0.00941423 0.0382387 17.01 0.0 0.0 \n", + "subject5 2023-04-21 00: 1 1 1 3 8.46869 0.454273 0.98 1.0 53 0.5 48.976 0.369185 2.74545 0.987333 1.0 0.0382387 3.9 9.13 0.670886 \n", + "subject5 2023-04-21 00: 1 1 1 4 0.413395 2.56485 0.73 0.0 0 0.5 360.148 0.00934174 4.40108 0.966667 0.135897 0.0571513 6.35 13.91 0.0 \n", + "subject5 2023-04-21 00: 1 1 1 5 0.218509 2.4666 0.48 0.0 0 0.5 162.35 3.64917e-05 6.75158 0.981982 0.0102881 0.10466 6.24 9.81 0.0 \n", + "subject5 2023-04-21 00: 1 1 1 6 0.100396 3.87529 0.31 0.0 0 0.5 7.98228e+16 nan 4.6297 0.843137 0.026749 0.0571513 0.0 0.0 0.0 \n", + "subject5 2023-04-21 00: 1 1 1 7 0.064962 1.85867 0.21 0.0 0 0.279006 4.61058e+16 nan 4.39722 0.727273 0.0147849 nan nan 0.0 1.0 \n", + "subject5 2023-04-21 00: 1 1 1 8 15.1657 0.445549 0.99 1.0 412 0.5 nan 0.0 nan nan nan 0.131529 0.0 0.0 1.11235 \n", + "subject5 2023-04-21 00: 1 1 1 9 1.27267 0.255138 0.88 1.0 2 0.158831 185.314 0.0121516 5.55476 0.996906 0.0454545 0.152277 7.8 17.6 0.201681 \n", + "subject5 2023-04-21 00: 1 1 1 10 0.0856318 1.71077 0.25 0.0 0 0.5 1.32036e+16 nan 5.22485 0.977012 0.000674764 0.0705441 nan 0.0 1.0 \n", + "subject5 2023-04-21 00: 1 1 1 11 0.0767733 1.25363 0.22 0.0 0 0.5 84562900000000 nan 6.3283 0.858974 0.000118455 nan nan 0.0 1.0 \n", " ...\n", " (Total: 227)" ] }, - "execution_count": 11, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -540,7 +493,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -559,12 +512,12 @@ " ax.set_xlabel(x_axis_label)\n", " ax.set_ylim([0, None])\n", " ax.set_title(title)\n", - " sns.despine()" + " ax.spines[['right', 'top']].set_visible(False)" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -664,35 +617,6 @@ }, { "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Waveform quality metrics" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- `Amplitude (μV)`: The absolute difference between the waveform peak and trough.\n", - "\n", - "- `Duration (ms)`: The time interval between the waveform peak and trough.\n", - "\n", - "- `PT (peak-to-trough) Ratio`: The absolute amplitude of the peak divided by the absolute amplitude of the trough relative to 0.\n", - "\n", - "- `Repolarization Slope`: The slope of the fitted regression line to the first 30μs from trough to peak.\n", - "\n", - "- `Recovery Slope`: The slope of the fitted regression line to the first 30μs from peak to tail.\n", - "\n", - "- `Spread (μm)`: The spatial extent of channels where the waveform amplitude exceeds 12% of the maximum amplitude.\n", - "\n", - "- `Velocity Above (s/m)`: The inverse velocity of waveform propagation from the soma toward the top of the probe.\n", - "\n", - "- `Velocity Below (s/m)`: The inverse velocity of waveform propagation from the soma toward the bottom of the probe." - ] - }, - { "cell_type": "markdown", "metadata": {}, "source": [ @@ -702,7 +626,6 @@ "| -- | -- |\n", "| `Amplitude (μV)` | Absolute difference between the waveform peak and trough. |\n", "| `Duration (ms)` | Time interval between the waveform peak and trough. |\n", - "| `Half Width (ms)` | Spike width at half of the maximum amplitude. |\n", "| `Peak-to-Trough (PT) Ratio` | Absolute amplitude of the peak divided by the absolute amplitude of the trough relative to 0. |\n", "| `Repolarization Slope` | Slope of the fitted regression line to the first 30μs from trough to peak. |\n", "| `Recovery Slope` | Slope of the fitted regression line to the first 30μs from peak to tail. |\n", @@ -713,7 +636,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -819,7 +742,7 @@ " (s/m) inverse velocity of waveform propagation from the soma toward the bottom of the probe\n", " \n", " subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -833,7 +756,7 @@ "280.0\n", "0.0735822\n", "-0.0114461subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -847,7 +770,7 @@ "300.0\n", "-0.0576308\n", "-0.137353subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -861,7 +784,7 @@ "300.0\n", "0.081758\n", "-0.0572306subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -875,7 +798,7 @@ "300.0\n", "-0.138989\n", "0.0711516subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -889,7 +812,7 @@ "300.0\n", "0.595198\n", "-0.582626subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -903,7 +826,7 @@ "300.0\n", "-1.13317\n", "1.08081subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -917,7 +840,7 @@ "300.0\n", "2.34645\n", "0.0654064subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -931,7 +854,7 @@ "300.0\n", "2.08319\n", "0.228922subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -945,7 +868,7 @@ "300.0\n", "0.173843\n", "-0.0654064subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -959,7 +882,7 @@ "280.0\n", "1.0138\n", "0.147164subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -973,7 +896,7 @@ "300.0\n", "0.869905\n", "0.220747subject5\n", - "2023-04-20 19:49:26\n", + "2023-04-21 00:40:32\n", "1\n", "1\n", "1\n", @@ -995,23 +918,23 @@ "text/plain": [ "*subject *session_datet *insertion_num *paramset_idx *curation_id *unit amplitude duration halfwidth pt_ratio repolarization recovery_slope spread velocity_above velocity_below\n", "+----------+ +------------+ +------------+ +------------+ +------------+ +------+ +-----------+ +----------+ +-----------+ +----------+ +------------+ +------------+ +--------+ +------------+ +------------+\n", - "subject5 2023-04-20 19: 1 1 1 0 120.402 1.08509 nan 0.74622 0.0388668 -0.3638 280.0 0.0735822 -0.0114461 \n", - "subject5 2023-04-20 19: 1 1 1 1 151.819 1.05762 nan 0.657574 0.0700459 -0.0806154 300.0 -0.0576308 -0.137353 \n", - "subject5 2023-04-20 19: 1 1 1 2 142.161 0.59062 nan 0.711684 0.175466 -0.119525 300.0 0.081758 -0.0572306 \n", - "subject5 2023-04-20 19: 1 1 1 3 144.028 1.03015 nan 0.741737 0.0801046 -0.0811708 300.0 -0.138989 0.0711516 \n", - "subject5 2023-04-20 19: 1 1 1 4 87.3382 0.563149 nan 0.869518 0.189142 -0.0258353 300.0 0.595198 -0.582626 \n", - "subject5 2023-04-20 19: 1 1 1 5 80.6693 0.508208 nan 0.864687 0.24975 -0.0206796 300.0 -1.13317 1.08081 \n", - "subject5 2023-04-20 19: 1 1 1 6 86.7877 0.576884 nan 0.834892 0.256677 -0.0614186 300.0 2.34645 0.0654064 \n", - "subject5 2023-04-20 19: 1 1 1 7 80.8594 0.453266 nan 0.840421 0.212582 -0.0467612 300.0 2.08319 0.228922 \n", - "subject5 2023-04-20 19: 1 1 1 8 100.313 1.05762 nan 0.800589 0.0222054 -0.518803 300.0 0.173843 -0.0654064 \n", - "subject5 2023-04-20 19: 1 1 1 9 63.2377 0.576884 nan 0.909614 0.152643 -0.0177585 280.0 1.0138 0.147164 \n", - "subject5 2023-04-20 19: 1 1 1 10 124.865 0.480737 nan 0.733803 0.26627 -0.0227592 300.0 0.869905 0.220747 \n", - "subject5 2023-04-20 19: 1 1 1 11 56.4303 0.329648 nan 0.885421 0.202103 -0.0599684 300.0 3.85898 -2.00307 \n", + "subject5 2023-04-21 00: 1 1 1 0 120.402 1.08509 nan 0.74622 0.0388668 -0.3638 280.0 0.0735822 -0.0114461 \n", + "subject5 2023-04-21 00: 1 1 1 1 151.819 1.05762 nan 0.657574 0.0700459 -0.0806154 300.0 -0.0576308 -0.137353 \n", + "subject5 2023-04-21 00: 1 1 1 2 142.161 0.59062 nan 0.711684 0.175466 -0.119525 300.0 0.081758 -0.0572306 \n", + "subject5 2023-04-21 00: 1 1 1 3 144.028 1.03015 nan 0.741737 0.0801046 -0.0811708 300.0 -0.138989 0.0711516 \n", + "subject5 2023-04-21 00: 1 1 1 4 87.3382 0.563149 nan 0.869518 0.189142 -0.0258353 300.0 0.595198 -0.582626 \n", + "subject5 2023-04-21 00: 1 1 1 5 80.6693 0.508208 nan 0.864687 0.24975 -0.0206796 300.0 -1.13317 1.08081 \n", + "subject5 2023-04-21 00: 1 1 1 6 86.7877 0.576884 nan 0.834892 0.256677 -0.0614186 300.0 2.34645 0.0654064 \n", + "subject5 2023-04-21 00: 1 1 1 7 80.8594 0.453266 nan 0.840421 0.212582 -0.0467612 300.0 2.08319 0.228922 \n", + "subject5 2023-04-21 00: 1 1 1 8 100.313 1.05762 nan 0.800589 0.0222054 -0.518803 300.0 0.173843 -0.0654064 \n", + "subject5 2023-04-21 00: 1 1 1 9 63.2377 0.576884 nan 0.909614 0.152643 -0.0177585 280.0 1.0138 0.147164 \n", + "subject5 2023-04-21 00: 1 1 1 10 124.865 0.480737 nan 0.733803 0.26627 -0.0227592 300.0 0.869905 0.220747 \n", + "subject5 2023-04-21 00: 1 1 1 11 56.4303 0.329648 nan 0.885421 0.202103 -0.0599684 300.0 3.85898 -2.00307 \n", " ...\n", " (Total: 227)" ] }, - "execution_count": 34, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -1023,7 +946,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 8, "metadata": {}, "outputs": [ { From ae891632d529be6b022c1e72aecdc2b8ac8e7cfe Mon Sep 17 00:00:00 2001 From: JaerongA Date: Fri, 21 Apr 2023 01:00:10 +0000 Subject: [PATCH 26/39] remove metrics.csv from repo --- user_data/metrics.csv | 228 ------------------------------------------ 1 file changed, 228 deletions(-) delete mode 100644 user_data/metrics.csv diff --git a/user_data/metrics.csv b/user_data/metrics.csv deleted file mode 100644 index 29a5f90..0000000 --- a/user_data/metrics.csv +++ /dev/null @@ -1,228 +0,0 @@ -cluster_id,firing_rate,presence_ratio,isi_viol,num_viol,amplitude_cutoff,isolation_distance,contam_rate,l_ratio,d_prime,nn_hit_rate,nn_miss_rate,silhouette_score,max_drift,cumulative_drift,epoch_name_quality_metrics,epoch_name_waveform_metrics,peak_channel,snr,duration,halfwidth,PT_ratio,repolarization_slope,recovery_slope,amplitude,spread,velocity_above,velocity_below 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-226,3.339638915445126,0.92,1.0,4.0,0.054820416369471485,62.59183808281303,0.08333333333333333,0.004555990263688373,3.2324916411609923,0.8741935483870967,0.004196766425868593,0.03290263451591806,3.04,3.98,complete_session,complete_session,264,-1.0,0.3708542713567841,,0.9959059667871142,0.0046000013898417,-0.0025476806393318,183.69865282685515,100.0,-0.2747068676716914, From 977c207a35a19c3597310befec1b519a509609ee Mon Sep 17 00:00:00 2001 From: JaerongA Date: Fri, 21 Apr 2023 01:20:52 +0000 Subject: [PATCH 27/39] update pytest qc metrric --- tests/test_populate.py | 26 +++++++++++++++++++++----- 1 file changed, 21 insertions(+), 5 deletions(-) diff --git a/tests/test_populate.py b/tests/test_populate.py index 0d2d9d4..a97ed33 100644 --- a/tests/test_populate.py +++ b/tests/test_populate.py @@ -336,7 +336,14 @@ def test_quality_metrics_populate(pipeline): key = {"subject": "subject5", "insertion_number": 1} # used for notebook demo ephys.QualityMetrics.populate(key) - # Fetch from populated table. This will be compared with the ground truth metrics.csv + # Fetch from populated table. This will be compared with metrics.csv + + rename_dict = { + "isi_viol": "isi_violation", + "num_viol": "number_violation", + "contam_rate": "contamination_rate", + } + cluster_df = (ephys.QualityMetrics.Cluster & key).fetch( format="frame", order_by="unit" ) @@ -345,15 +352,24 @@ def test_quality_metrics_populate(pipeline): ) test_df = pd.concat([cluster_df, waveform_df], axis=1).reset_index() - metrics_df = pd.read_csv("/workspaces/workflow-array-ephys/example_data/processed") # ground truth metrics.csv + metrics_df = pd.read_csv( + "/workspaces/workflow-array-ephys/example_data/processed/subject5/session1/probe_1/kilosort2-5_1/metrics.csv" + ) + metrics_df.rename(columns=rename_dict, inplace=True) + metrics_df.columns = metrics_df.columns.str.lower() for col_name in metrics_df: - if "cluster_id" in col_name or "epoch_name" in col_name: + if ( + "cluster_id" in col_name + or "epoch_name" in col_name + or "peak_channel" in col_name + ): continue + try: assert np.allclose( - metrics_df[col_name].values, - test_df[col_name].values, + metrics_df[col_name].values.astype(float), + test_df[col_name].values.astype(float), rtol=1e-03, atol=1e-03, equal_nan=True, From 0bcdb2ab4b04dd75571583c4a5bbace088e658a4 Mon Sep 17 00:00:00 2001 From: Kabilar Gunalan Date: Fri, 21 Apr 2023 12:02:42 -0500 Subject: [PATCH 28/39] [WIP] Quality metrics notebook --- notebooks/quality_metrics.ipynb | 160 ++++++++++++++------------------ 1 file changed, 72 insertions(+), 88 deletions(-) diff --git a/notebooks/quality_metrics.ipynb b/notebooks/quality_metrics.ipynb index 479b331..0ac80fc 100644 --- a/notebooks/quality_metrics.ipynb +++ b/notebooks/quality_metrics.ipynb @@ -1,22 +1,17 @@ { "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Quality Metrics\n" - ] - }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "This notebook is used to visualize the spike sorting quality metrics using the metrics.csv generated from kilosort. \n", + "## Quality Metrics\n", + "\n", + "Visualize the spike sorting quality metrics that are generated from Kilosort (`metrics.csv`) and stored in the DataJoint pipeline (`element-array-ephys`).\n", "\n", - "If you are new to using DataJoint for array electrophysiology - please see our [tutorial](./tutorial.ipynb) notebook for an in-depth explanation for setting up and running the DataJoint Workflow for NeuroPixels electrophysiology.\n", + "If you are new to using this DataJoint pipeline for analyzing electrophysiology recordings from Neuropixels probes, please see the [tutorial](./tutorial.ipynb) notebook for an in-depth explanation to set up and run the workflow.\n", "\n", - "The Element also offers Quality Metric visualizations. These are generated using `metrics.csv` generated from kilosort." + "This notebook can run in a [GitHub Codespace](https://github.com/datajoint/workflow-array-ephys#interactive-tutorial), and requires the example data to be populated into the database using the [demo_prepare](./demo_prepare.ipynb) notebook." ] }, { @@ -38,7 +33,6 @@ "import datajoint as dj\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "import seaborn as sns\n", "from workflow_array_ephys.pipeline import ephys, probe, ephys_report" ] }, @@ -47,7 +41,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "First, ensure your `QualityMetrics` table is populated with this data:" + "### Populate the `QualityMetrics` table" ] }, { @@ -64,43 +58,31 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Unit quality metrics" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Histograms of following cluster metrics will be plotted. \n", + "### Unit quality metrics\n", "\n", - "- `Firing rates (Hz)` : Total number of spikes / time in seconds \n", + "| Metric | Description |\n", + "| --- | --- |\n", + "| Firing rates (Hz) | Total number of spikes per time. |\n", + "| Signal-to-noise ratio | Ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on a given channel. |\n", + "| Presence ratio | Proportion of time during a session that a unit is spiking, ranging from 0 to 0.99. |\n", + "| ISI (Interspike interval) violation | Rate of ISI violation as a fraction of overall rate. |\n", + "| Number violation | Total number of ISI violations. |\n", + "| Amplitude cut-off | False negative rate of a unit measured by the degree to which its distribution of spike amplitudes is truncated, indicating the fraction of missing spikes. An amplitude cutoff of 0.1 indicates approximately 10% missing spikes. |\n", + "| Isolation distance | A metric that uses the principal components (PCs) of a unit's waveforms, which are projected into a lower-dimensional PC space after spike sorting. This quantifies how well-isolated the unit is from other potential clusters. |\n", + "| L-ratio | A metric to quantify the distribution of spike distances from a cluster. A low L-ratio indicates that there is a relatively low number of non-member spikes around the target cluster. |\n", + "| D-prime | A metric calculated from waveform principal components using linear discriminant analysis. This measures the separability of one unit's PC cluster from all the others, with a higher d-prime value indicating better isolation of the unit. |\n", + "| Nearest-neighbors hit rate | The proportion of its nearest neighbors that belong to the same given cluster based on its first principal components. |\n", + "| Nearest-neighbors miss rate | The proportion of its nearest neighbors that do not belong to the same given cluster based on its first principal components. |\n", + "| Silhouette score | The ratio between cohesiveness of a cluster (distance between member spikes) and its separation from other clusters (distance to non-member spikes). |\n", + "| Max drift | The maximum shift in spike location, calculated as the center of mass of the energy of the first principal component score. |\n", + "| Contamination rate | |\n", "\n", - "- `Presence ratio` : The proportion of time during a session that a unit is spiking, ranging from 0 to 0.99.\n", + "For further details of the quality metrics, please see:\n", + "- [Allen Institute Documentation](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html)\n", "\n", - "- `Amplitude cut-off`: The false negative rate of a unit measured by the degree to which its distribution of spike amplitudes is truncated, indicating the fraction of missing spikes. An amplitude cutoff of 0.1 indicates approximately 10% missing spikes.\n", + "- [Buccino et al., eLife 2020](https://elifesciences.org/articles/61834)\n", "\n", - "- `L-ratio` : A metric to quantify the distribution of spike distances from a cluster. A low L-ratio indicates that there is a relatively low number of non-member spikes around the target cluster. \n", - "\n", - "- `Signal-to-noise ratio`: The ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on a given channel.\n", - "\n", - "- `Isolation distance`: A metric that uses the principal components (PCs) of a unit's waveforms, which are projected into a lower-dimensional PC space after spike sorting. This quantifies how well-isolated the unit is from other potential clusters.\n", - "\n", - "- `D-prime`: A metric calculated from waveform principal components using linear discriminant analysis. This measures the separability of one unit's PC cluster from all the others, with a higher d-prime value indicating better isolation of the unit.\n", - "\n", - "- `Nearest-neighbors hit rate`: This measures the fraction of nearest neighbors for one unit's waveform principal components that fall within the same cluster.\n", - "\n", - "#### For more detailed explanation, please visit the following references:\n", - "- https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html\n", - "\n", - "- https://elifesciences.org/articles/61834" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We'll grab an example key for demonstration.\n" + "We'll grab an example key for demonstration." ] }, { @@ -490,19 +472,25 @@ "query" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot histograms of the cluster metrics." + ] + }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "# Plotting function\n", - "def plot_metric(ax, data, bins, x_axis_label=None, title=None, color='k', max_value=-1, smoothing=True, density=False):\n", + "def plot_metric(ax, data, bins, x_axis_label=None, title=None, color='k', smoothing=True, density=False):\n", " \"\"\"A function modified from https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html\n", " \"\"\"\n", " from scipy.ndimage import gaussian_filter1d\n", - " if any(data) and np.nansum(data) :\n", - " # Plot data\n", + " if any(data) and np.nansum(data):\n", " h, b = np.histogram(data, bins=bins, density=density)\n", " x = b[:-1]\n", "\n", @@ -512,7 +500,7 @@ " ax.set_xlabel(x_axis_label)\n", " ax.set_ylim([0, None])\n", " ax.set_title(title)\n", - " sns.despine()" + " ax.spines[['right', 'top']].set_visible(False)" ] }, { @@ -532,7 +520,6 @@ } ], "source": [ - "# Plot the results\n", "fig, axes = plt.subplots(4, 4, figsize=(12, 9))\n", "axes = axes.flatten()\n", "plt.suptitle(f\"Cluster Quality Metrics for {key}\", y=.99, fontsize=12)\n", @@ -546,7 +533,7 @@ "# Signal-to-Noise Ratio\n", "data = query.fetch(\"snr\")\n", "bins = np.linspace(0, 10, 100)\n", - "plot_metric(axes[1], data, bins, title=\"SNR\")\n", + "plot_metric(axes[1], data, bins, title=\"Signal-to-Noise Ratio\")\n", "\n", "# Presence Ratio\n", "data = query.fetch(\"presence_ratio\")\n", @@ -561,20 +548,20 @@ "# Number Violation\n", "data = query.fetch(\"number_violation\")\n", "bins = np.linspace(0, 1, 100)\n", - "plot_metric(axes[4], data, bins, title=\"Number violation\")\n", + "plot_metric(axes[4], data, bins, title=\"Number Violation\")\n", "axes[4].set_ylabel(\"Count\")\n", "\n", "# Amplitude Cutoff\n", "data = query.fetch(\"amplitude_cutoff\")\n", "bins = np.linspace(0, 0.5, 100)\n", - "plot_metric(axes[5], data, bins, title=\"Amplitude cutoff\")\n", + "plot_metric(axes[5], data, bins, title=\"Amplitude Cutoff\")\n", "\n", "# Isolation Distance\n", "data = query.fetch(\"isolation_distance\")\n", "bins = np.linspace(0, 170, 50)\n", "plot_metric(axes[6], data, bins, title=\"Isolation Distance\")\n", "\n", - "# Amplitude Cutoff\n", + "# L-Ratio\n", "data = query.fetch(\"l_ratio\")\n", "bins = np.linspace(0, 1, 100)\n", "plot_metric(axes[7], data, bins, title=\"L-Ratio\")\n", @@ -585,15 +572,15 @@ "plot_metric(axes[8], data, bins, title=\"d-Prime\")\n", "axes[8].set_ylabel(\"Count\")\n", "\n", - "# Nearest-Neighbor Hit Rate\n", + "# Nearest-Neighbors Hit Rate\n", "data = query.fetch(\"nn_hit_rate\")\n", "bins = np.linspace(0, 1, 100)\n", - "plot_metric(axes[9], data, bins, title=\"Nearest Neighbor Hit Rate\")\n", + "plot_metric(axes[9], data, bins, title=\"Nearest-Neighbors Hit Rate\")\n", "\n", - "# Nearest-Neighbor Miss Rate\n", + "# Nearest-Neighbors Miss Rate\n", "data = query.fetch(\"nn_miss_rate\")\n", "bins = np.linspace(0, 1, 100)\n", - "plot_metric(axes[10], data, bins, title=\"Nearest Neighbor Miss Rate\")\n", + "plot_metric(axes[10], data, bins, title=\"Nearest-Neighbors Miss Rate\")\n", "\n", "# Silhouette Score\n", "data = query.fetch(\"silhouette_score\")\n", @@ -603,13 +590,14 @@ "# Max Drift\n", "data = query.fetch(\"max_drift\")\n", "bins = np.linspace(0, 100, 100)\n", - "plot_metric(axes[12], data, bins, title=\"max_drift\")\n", + "plot_metric(axes[12], data, bins, title=\"Max Drift\")\n", "axes[12].set_ylabel(\"Count\")\n", "\n", "# Contamination Rate\n", "data = query.fetch(\"contamination_rate\")\n", "bins = np.linspace(0, 100, 100)\n", "plot_metric(axes[13], data, bins, title=\"Contamination Rate\")\n", + "\n", "axes[14].remove()\n", "axes[15].remove()\n", "plt.tight_layout()" @@ -620,31 +608,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Waveform quality metrics" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- `Amplitude (μV)` : The absolute difference between the waveform peak and trough.\n", + "### Waveform quality metrics\n", "\n", - "- `Duration (ms)` : The time interval between the waveform peak and trough.\n", - "\n", - "- `Half Width (ms)`: The spike width at half of the maximum amplitude.\n", - "\n", - "- `PT (peak-to-trough) Ratio` : The absolute amplitude of the peak divided by the absolute amplitude of the trough relative to 0.\n", - "\n", - "- `Repolarization Slope`: The slope of the fitted regression line to the first 30μs from trough to peak.\n", - "\n", - "- `Recovery Slope`: The slope of the fitted regression line to the first 30μs from peak to tail.\n", - "\n", - "- `Spread (μm)`: The spatial extent of channels where the waveform amplitude exceeds 12% of the maximum amplitude.\n", - "\n", - "- `Velocity Above (s/m)`: The inverse velocity of waveform propagation from the soma toward the top of the probe.\n", - "\n", - "- `Velocity Below (s/m)`: The inverse velocity of waveform propagation from the soma toward the bottom of the probe." + "| Metric | Description |\n", + "| -- | -- |\n", + "| `Amplitude (μV)` | Absolute difference between the waveform peak and trough. |\n", + "| `Duration (ms)` | Time interval between the waveform peak and trough. |\n", + "| `Half Width (ms)` | Spike width at half of the maximum amplitude. |\n", + "| `Peak-to-Trough (PT) Ratio` | Absolute amplitude of the peak divided by the absolute amplitude of the trough relative to 0. |\n", + "| `Repolarization Slope` | Slope of the fitted regression line to the first 30μs from trough to peak. |\n", + "| `Recovery Slope` | Slope of the fitted regression line to the first 30μs from peak to tail. |\n", + "| `Spread (μm)` | Spatial extent of channels where the waveform amplitude exceeds 12% of the peak amplitude. |\n", + "| `Velocity Above (s/m)` | Inverse velocity of waveform propagation from the soma toward the top of the probe. |\n", + "| `Velocity Below (s/m)` | Inverse velocity of waveform propagation from the soma toward the bottom of the probe. |" ] }, { @@ -942,6 +918,14 @@ "query" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot histograms of the waveform metrics." + ] + }, { "cell_type": "code", "execution_count": 16, @@ -974,15 +958,15 @@ "bins = np.linspace(0, 3, 100)\n", "plot_metric(axes[1], data, bins, title=\"Duration (ms)\")\n", "\n", - "# Half-Width\n", + "# Half Width\n", "data = query.fetch(\"halfwidth\")\n", "bins = np.linspace(0, 5, 100)\n", "plot_metric(axes[2], data, bins, title=\"Half Width (ms)\")\n", "\n", - "# PT Ratio\n", + "# Peak-to-Trough Ratio\n", "data = query.fetch(\"pt_ratio\")\n", "bins = np.linspace(0, 1, 100)\n", - "plot_metric(axes[3], data, bins, title=\"PT Ratio\")\n", + "plot_metric(axes[3], data, bins, title=\"Peak-to-Trough Ratio\")\n", "\n", "# Repolarization Slope\n", "data = query.fetch(\"repolarization_slope\")\n", @@ -998,7 +982,7 @@ "# Spread\n", "data = np.log10(query.fetch(\"spread\"))\n", "bins = np.linspace(0, 3, 100)\n", - "plot_metric(axes[6], data, bins, title=\"Spread (μm)\")\n", + "plot_metric(axes[6], data, bins, title=\"Spread (μm) (log$_{10}$)\")\n", "\n", "# Velocity Above\n", "data = query.fetch(\"velocity_above\")\n", From 1001dc96cc38023bcd74c7e56fb2bb01d28fc25f Mon Sep 17 00:00:00 2001 From: Kabilar Gunalan Date: Fri, 21 Apr 2023 12:11:07 -0500 Subject: [PATCH 29/39] Update readme --- README.md | 13 +++++++------ 1 file changed, 7 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index 6ee63cf..a90dd6b 100644 --- a/README.md +++ b/README.md @@ -26,17 +26,18 @@ The easiest way to learn about DataJoint Elements is to use the tutorial noteboo Here are some options that provide a great experience: -- **Cloud-based IDE**: (*recommended*) +- Cloud-based Development Environment: (*recommended*) - Launch using [GitHub Codespaces](https://github.com/features/codespaces) using the `+` option which will `Create codespace on main` in the codebase repository on your fork with default options. For more control, see the `...` where you may create `New with options...`. - Build time for a codespace is **~7m**. This is done infrequently and cached for convenience. - Start time for a codespace is **~30s**. This will pull the built codespace from cache when you need it. - *Tip*: Each month, GitHub renews a [free-tier](https://docs.github.com/en/billing/managing-billing-for-github-codespaces/about-billing-for-github-codespaces#monthly-included-storage-and-core-hours-for-personal-accounts) quota of compute and storage. Typically we run into the storage limits before anything else since Codespaces consume storage while stopped. It is best to delete Codespaces when not actively in use and recreate when needed. We'll soon be creating prebuilds to avoid larger build times. Once any portion of your quota is reached, you will need to wait for it to be reset at the end of your cycle or add billing info to your GitHub account to handle overages. - *Tip*: GitHub auto names the codespace but you can rename the codespace so that it is easier to identify later. -- **Local IDE**: - - Ensure you have [Git](https://git-scm.com/book/en/v2/Getting-Started-Installing-Git) - - Ensure you have [Docker](https://docs.docker.com/get-docker/) - - Ensure you have [VSCode](https://code.visualstudio.com/) - - Install the [Dev Containers extension](https://marketplace.visualstudio.com/items?itemName=ms-vscode-remote.remote-containers) +- Local Development Environment: + - Note: On Windows, running the tutorial notebook with the example data in a Dev Container is not currently possible due to an s3fs mounting issue. Please use GitHub Codespaces in the browser. + - Install [Git](https://git-scm.com/book/en/v2/Getting-Started-Installing-Git) + - Install [Docker](https://docs.docker.com/get-docker/) + - Install [VSCode](https://code.visualstudio.com/) + - Install the VSCode [Dev Containers extension](https://marketplace.visualstudio.com/items?itemName=ms-vscode-remote.remote-containers) - `git clone` the codebase repository and open it in VSCode - Use the `Dev Containers extension` to `Reopen in Container` (More info in the `Getting started` included with the extension) From a8eb58e8f87e14134accfec2036f70a6cf81a7d4 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Fri, 21 Apr 2023 12:14:45 -0500 Subject: [PATCH 30/39] Update tests/test_populate.py Co-authored-by: Kabilar Gunalan --- tests/test_populate.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_populate.py b/tests/test_populate.py index a97ed33..1393834 100644 --- a/tests/test_populate.py +++ b/tests/test_populate.py @@ -330,7 +330,7 @@ def test_build_electrode_layouts(pipeline): def test_quality_metrics_populate(pipeline): """ - Populate ephys.QualityMetrics and compare values with ground truth metrics.csv + Populate ephys.QualityMetrics and compare values with metrics.csv """ ephys = pipeline["ephys"] key = {"subject": "subject5", "insertion_number": 1} # used for notebook demo From fe5c965bb53222948d1a8fb2a3f1e22b3306db9c Mon Sep 17 00:00:00 2001 From: JaerongA Date: Fri, 21 Apr 2023 12:14:52 -0500 Subject: [PATCH 31/39] Update tests/test_populate.py Co-authored-by: Kabilar Gunalan --- tests/test_populate.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/tests/test_populate.py b/tests/test_populate.py index 1393834..150793a 100644 --- a/tests/test_populate.py +++ b/tests/test_populate.py @@ -336,8 +336,6 @@ def test_quality_metrics_populate(pipeline): key = {"subject": "subject5", "insertion_number": 1} # used for notebook demo ephys.QualityMetrics.populate(key) - # Fetch from populated table. This will be compared with metrics.csv - rename_dict = { "isi_viol": "isi_violation", "num_viol": "number_violation", From b16b43109a2936e54d057ba4e490999641504720 Mon Sep 17 00:00:00 2001 From: Kabilar Gunalan Date: Fri, 21 Apr 2023 12:18:26 -0500 Subject: [PATCH 32/39] Update readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index a90dd6b..9c1c72a 100644 --- a/README.md +++ b/README.md @@ -33,7 +33,7 @@ Here are some options that provide a great experience: - *Tip*: Each month, GitHub renews a [free-tier](https://docs.github.com/en/billing/managing-billing-for-github-codespaces/about-billing-for-github-codespaces#monthly-included-storage-and-core-hours-for-personal-accounts) quota of compute and storage. Typically we run into the storage limits before anything else since Codespaces consume storage while stopped. It is best to delete Codespaces when not actively in use and recreate when needed. We'll soon be creating prebuilds to avoid larger build times. Once any portion of your quota is reached, you will need to wait for it to be reset at the end of your cycle or add billing info to your GitHub account to handle overages. - *Tip*: GitHub auto names the codespace but you can rename the codespace so that it is easier to identify later. - Local Development Environment: - - Note: On Windows, running the tutorial notebook with the example data in a Dev Container is not currently possible due to an s3fs mounting issue. Please use GitHub Codespaces in the browser. + - Note: On Windows, running the tutorial notebook with the example data in a Dev Container is not currently possible due to a s3fs mounting issue. Please use the `Cloud-based Development Environment` option above. - Install [Git](https://git-scm.com/book/en/v2/Getting-Started-Installing-Git) - Install [Docker](https://docs.docker.com/get-docker/) - Install [VSCode](https://code.visualstudio.com/) From a027869ed7f635cfaa01cca936c0ba740b4aa575 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Fri, 21 Apr 2023 13:13:23 -0500 Subject: [PATCH 33/39] Update tests/test_populate.py Co-authored-by: Kabilar Gunalan --- tests/test_populate.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/tests/test_populate.py b/tests/test_populate.py index 150793a..de83509 100644 --- a/tests/test_populate.py +++ b/tests/test_populate.py @@ -330,7 +330,8 @@ def test_build_electrode_layouts(pipeline): def test_quality_metrics_populate(pipeline): """ - Populate ephys.QualityMetrics and compare values with metrics.csv + Populate the ephys.QualityMetrics table and compare values with the `metrics.csv` file. + Run the `demo_prepare.ipynb` notebook, prior to running this test. """ ephys = pipeline["ephys"] key = {"subject": "subject5", "insertion_number": 1} # used for notebook demo From 45fc2784579f5bd98f14365b5cb93d6d676f6eb1 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Fri, 21 Apr 2023 13:13:31 -0500 Subject: [PATCH 34/39] Update tests/test_populate.py Co-authored-by: Kabilar Gunalan --- tests/test_populate.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_populate.py b/tests/test_populate.py index de83509..931dae7 100644 --- a/tests/test_populate.py +++ b/tests/test_populate.py @@ -334,7 +334,7 @@ def test_quality_metrics_populate(pipeline): Run the `demo_prepare.ipynb` notebook, prior to running this test. """ ephys = pipeline["ephys"] - key = {"subject": "subject5", "insertion_number": 1} # used for notebook demo + key = {"subject": "subject5", "insertion_number": 1} ephys.QualityMetrics.populate(key) rename_dict = { From 027325fbf4aa37ddc479dd434289ba988ab4d75f Mon Sep 17 00:00:00 2001 From: Kabilar Gunalan Date: Fri, 21 Apr 2023 13:26:36 -0500 Subject: [PATCH 35/39] Update directory path --- tests/conftest.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/conftest.py b/tests/conftest.py index 0d95ea5..a1bea99 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -336,8 +336,8 @@ def ingest_data(setup, pipeline, test_data): def testdata_paths(): """Paths for test data 'subjectX/sessionY/probeZ/etc'""" return { - "npx3A-p1-ks": "subject5/session1/probe_1/ks2.1_01", - "npx3A-p2-ks": "subject5/session1/probe_2/ks2.1_01", + "npx3A-p1-ks": "subject5/session1/probe_1/kilosort2-5_1", + "npx3A-p2-ks": "subject5/session1/probe_2/kilosort2-5_1", "oe_npx3B-ks": "subject4/experiment1/recording1/continuous/" + "Neuropix-PXI-100.0/ks", "sglx_npx3A-p1": "subject5/session1/probe_1", From cca8f3a1493f8e7063a759299c701e5a245ed619 Mon Sep 17 00:00:00 2001 From: Kabilar Gunalan Date: Fri, 21 Apr 2023 13:55:22 -0500 Subject: [PATCH 36/39] Update notebook --- notebooks/quality_metrics.ipynb | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/notebooks/quality_metrics.ipynb b/notebooks/quality_metrics.ipynb index 9752bf0..ceebbc9 100644 --- a/notebooks/quality_metrics.ipynb +++ b/notebooks/quality_metrics.ipynb @@ -6,7 +6,7 @@ "source": [ "## Quality Metrics\n", "\n", - "Visualize the spike sorting quality metrics that are generated from Kilosort (`metrics.csv`) and stored in the DataJoint pipeline (`element-array-ephys`).\n", + "Visualize the spike sorting quality metrics that are generated from the [Kilosort](https://github.com/MouseLand/Kilosort) results with [ecephys_spike_sorting](https://github.com/AllenInstitute/ecephys_spike_sorting) (i.e. `metrics.csv`) and stored in the DataJoint pipeline (i.e. `element-array-ephys`).\n", "\n", "If you are new to using this DataJoint pipeline for analyzing electrophysiology recordings from Neuropixels probes, please see the [tutorial](./tutorial.ipynb) notebook for an in-depth explanation to set up and run the workflow.\n", "\n", @@ -621,14 +621,14 @@ "\n", "| Metric | Description |\n", "| -- | -- |\n", - "| `Amplitude (μV)` | Absolute difference between the waveform peak and trough. |\n", - "| `Duration (ms)` | Time interval between the waveform peak and trough. |\n", - "| `Peak-to-Trough (PT) Ratio` | Absolute amplitude of the peak divided by the absolute amplitude of the trough relative to 0. |\n", - "| `Repolarization Slope` | Slope of the fitted regression line to the first 30μs from trough to peak. |\n", - "| `Recovery Slope` | Slope of the fitted regression line to the first 30μs from peak to tail. |\n", - "| `Spread (μm)` | Spatial extent of channels where the waveform amplitude exceeds 12% of the peak amplitude. |\n", - "| `Velocity Above (s/m)` | Inverse velocity of waveform propagation from the soma toward the top of the probe. |\n", - "| `Velocity Below (s/m)` | Inverse velocity of waveform propagation from the soma toward the bottom of the probe. |" + "| Amplitude (μV) | Absolute difference between the waveform peak and trough. |\n", + "| Duration (ms) | Time interval between the waveform peak and trough. |\n", + "| Peak-to-Trough (PT) Ratio | Absolute amplitude of the peak divided by the absolute amplitude of the trough relative to 0. |\n", + "| Repolarization Slope | Slope of the fitted regression line to the first 30μs from trough to peak. |\n", + "| Recovery Slope | Slope of the fitted regression line to the first 30μs from peak to tail. |\n", + "| Spread (μm) | Spatial extent of channels where the waveform amplitude exceeds 12% of the peak amplitude. |\n", + "| Velocity Above (s/m) | Inverse velocity of waveform propagation from the soma toward the top of the probe. |\n", + "| Velocity Below (s/m) | Inverse velocity of waveform propagation from the soma toward the bottom of the probe. |" ] }, { From d9e9a3c7c70ff0f247dab5de91174c813b5bda54 Mon Sep 17 00:00:00 2001 From: Kabilar Gunalan Date: Fri, 21 Apr 2023 14:58:45 -0500 Subject: [PATCH 37/39] Update notebook --- notebooks/quality_metrics.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/notebooks/quality_metrics.ipynb b/notebooks/quality_metrics.ipynb index ceebbc9..a1ee914 100644 --- a/notebooks/quality_metrics.ipynb +++ b/notebooks/quality_metrics.ipynb @@ -6,7 +6,7 @@ "source": [ "## Quality Metrics\n", "\n", - "Visualize the spike sorting quality metrics that are generated from the [Kilosort](https://github.com/MouseLand/Kilosort) results with [ecephys_spike_sorting](https://github.com/AllenInstitute/ecephys_spike_sorting) (i.e. `metrics.csv`) and stored in the DataJoint pipeline (i.e. `element-array-ephys`).\n", + "Visualize the spike sorting quality metrics that are generated from the [Kilosort](https://github.com/MouseLand/Kilosort) results with the [ecephys_spike_sorting](https://github.com/AllenInstitute/ecephys_spike_sorting) package (i.e. `metrics.csv`) and stored in the DataJoint pipeline (i.e. `element-array-ephys`).\n", "\n", "If you are new to using this DataJoint pipeline for analyzing electrophysiology recordings from Neuropixels probes, please see the [tutorial](./tutorial.ipynb) notebook for an in-depth explanation to set up and run the workflow.\n", "\n", @@ -59,10 +59,10 @@ "\n", "| Metric | Description |\n", "| --- | --- |\n", - "| Firing rates (Hz) | Total number of spikes per time in seconds. |\n", + "| Firing rate (Hz) | Total number of spikes per second. |\n", "| Signal-to-noise ratio | Ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on a given channel. |\n", "| Presence ratio | Proportion of time during a session that a unit is spiking, ranging from 0 to 0.99. |\n", - "| ISI (Interspike interval) violation | Rate of ISI violation as a fraction of overall rate. |\n", + "| Interspike interval (ISI) violation | Rate of ISI violation as a fraction of overall rate. |\n", "| Number violation | Total number of ISI violations. |\n", "| Amplitude cut-off | False negative rate of a unit measured by the degree to which its distribution of spike amplitudes is truncated, indicating the fraction of missing spikes. An amplitude cutoff of 0.1 indicates approximately 10% missing spikes. |\n", "| Isolation distance | A metric that uses the principal components (PCs) of a unit's waveforms, which are projected into a lower-dimensional PC space after spike sorting. This quantifies how well-isolated the unit is from other potential clusters. |\n", From 622419bfc5f84cccc3976944bd30b25760402dac Mon Sep 17 00:00:00 2001 From: Kabilar Gunalan Date: Fri, 21 Apr 2023 15:12:13 -0500 Subject: [PATCH 38/39] Fix link --- notebooks/quality_metrics.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/quality_metrics.ipynb b/notebooks/quality_metrics.ipynb index a1ee914..7d2d860 100644 --- a/notebooks/quality_metrics.ipynb +++ b/notebooks/quality_metrics.ipynb @@ -6,7 +6,7 @@ "source": [ "## Quality Metrics\n", "\n", - "Visualize the spike sorting quality metrics that are generated from the [Kilosort](https://github.com/MouseLand/Kilosort) results with the [ecephys_spike_sorting](https://github.com/AllenInstitute/ecephys_spike_sorting) package (i.e. `metrics.csv`) and stored in the DataJoint pipeline (i.e. `element-array-ephys`).\n", + "Visualize the spike sorting quality metrics that are generated from the [Kilosort](https://github.com/MouseLand/Kilosort) results with the [ecephys_spike_sorting](https://github.com/datajoint/ecephys_spike_sorting) package (i.e. `metrics.csv`) and stored in the DataJoint pipeline (i.e. `element-array-ephys`).\n", "\n", "If you are new to using this DataJoint pipeline for analyzing electrophysiology recordings from Neuropixels probes, please see the [tutorial](./tutorial.ipynb) notebook for an in-depth explanation to set up and run the workflow.\n", "\n", From 6dc8e9a3b02862e8ff5a3fbf0131f1cb688e9ff3 Mon Sep 17 00:00:00 2001 From: JaerongA Date: Fri, 21 Apr 2023 23:53:25 +0000 Subject: [PATCH 39/39] update metric docs --- notebooks/quality_metrics.ipynb | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/notebooks/quality_metrics.ipynb b/notebooks/quality_metrics.ipynb index 7d2d860..9a1ce44 100644 --- a/notebooks/quality_metrics.ipynb +++ b/notebooks/quality_metrics.ipynb @@ -62,7 +62,7 @@ "| Firing rate (Hz) | Total number of spikes per second. |\n", "| Signal-to-noise ratio | Ratio of the maximum amplitude of the mean spike waveform to the standard deviation of the background noise on a given channel. |\n", "| Presence ratio | Proportion of time during a session that a unit is spiking, ranging from 0 to 0.99. |\n", - "| Interspike interval (ISI) violation | Rate of ISI violation as a fraction of overall rate. |\n", + "| Interspike interval (ISI) violation | Rate of inter-spike-interval (ISI) refractory period violations. |\n", "| Number violation | Total number of ISI violations. |\n", "| Amplitude cut-off | False negative rate of a unit measured by the degree to which its distribution of spike amplitudes is truncated, indicating the fraction of missing spikes. An amplitude cutoff of 0.1 indicates approximately 10% missing spikes. |\n", "| Isolation distance | A metric that uses the principal components (PCs) of a unit's waveforms, which are projected into a lower-dimensional PC space after spike sorting. This quantifies how well-isolated the unit is from other potential clusters. |\n", @@ -72,6 +72,7 @@ "| Nearest-neighbors miss rate | The proportion of its nearest neighbors that do not belong to the same given cluster based on its first principal components. |\n", "| Silhouette score | The ratio between cohesiveness of a cluster (distance between member spikes) and its separation from other clusters (distance to non-member spikes). |\n", "| Max drift | The maximum shift in spike location, calculated as the center of mass of the energy of the first principal component score. |\n", + "| Cumulative drift | The cumulative change in spike position throughout a recording. |\n", "\n", "For further details of the quality metrics, please see:\n", "- [Allen Institute Documentation](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_quality_metrics.html)\n",