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Created March 26, 2025 19:02
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{
"cells": [
{
"cell_type": "markdown",
"source": [
"# Analysis of Calcium Imaging in SMA and M1 of Macaques\n",
"\n",
"**IMPORTANT NOTE:** This notebook was AI-generated with human supervision and has not been fully verified. Users should exercise caution when interpreting the code or results. Please verify all analyses independently before using them in research.\n",
"\n",
"## Required Packages\n",
"\n",
"Before running this notebook, ensure you have the following packages installed:\n",
"- pynwb\n",
"- lindi\n",
"- numpy\n",
"- matplotlib\n",
"- seaborn\n",
"\n",
"## Introduction\n",
"\n",
"This notebook explores the calcium imaging dataset from Dandiset 001174, which investigates motor cortices in non-human primates. The study focuses on calcium imaging and miniature microscopes to examine activity patterns of projection neurons in the supplementary motor (SMA) and primary motor areas (M1) in rhesus macaques.\n",
"\n",
"Key features of this dataset:\n",
"- Uses one-photon calcium imaging in non-human primates\n",
"- Records neural activity during rest and arm reaching tasks\n",
"- Examines synchronous activity and sequential activation patterns\n",
"- Utilizes GCaMP6f expression and gradient index lenses\n",
"\n",
"## Dataset Overview"
],
"metadata": {},
"id": "f712cc71"
},
{
"cell_type": "code",
"source": [
"from dandi.dandiapi import DandiAPIClient\n",
"client = DandiAPIClient()\n",
"dandiset = client.get_dandiset(\"001174\")\n",
"assets = list(dandiset.get_assets())\n",
"\n",
"print(f\"Total number of files: {len(assets)}\")\n",
"print(\"\\nSample of available files:\")\n",
"for asset in assets[:5]:\n",
" print(f\"- {asset.path}\")"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": "Total number of files: 45\n\nSample of available files:\n- sub-V/sub-V_ses-20230309T110929_ophys.nwb\n- sub-Q/sub-Q_ophys.nwb\n- sub-Q/sub-Q_ses-20220922T131747_ophys.nwb\n- sub-Q/sub-Q_ses-20221003T131952_ophys.nwb\n- sub-Q/sub-Q_ses-20221028T121142_ophys.nwb\n"
}
],
"execution_count": 1,
"metadata": {
"execution": {
"iopub.execute_input": "2025-03-26T18:48:23.853073Z",
"iopub.status.busy": "2025-03-26T18:48:23.852909Z",
"iopub.status.idle": "2025-03-26T18:48:24.678505Z",
"shell.execute_reply": "2025-03-26T18:48:24.678171Z"
}
},
"id": "3f1838db"
},
{
"cell_type": "markdown",
"source": [
"## Loading and Exploring the Data\n",
"\n",
"We'll examine a specific recording session from subject Q during arm reaching tasks. The data includes:\n",
"- Raw fluorescence measurements\n",
"- Detected cellular regions (ROIs)\n",
"- Event amplitudes indicating neural activity\n",
"\n",
"Let's start by loading the data and examining its structure:"
],
"metadata": {},
"id": "0739948b"
},
{
"cell_type": "code",
"source": [
"import pynwb\n",
"import lindi\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Set the style for line plots\n",
"sns.set_theme()\n",
"\n",
"# Load the NWB file\n",
"f = lindi.LindiH5pyFile.from_lindi_file(\"https://lindi.neurosift.org/dandi/dandisets/001174/assets/807851a7-ad52-4505-84ee-3b155a5bd2a3/nwb.lindi.json\")\n",
"nwb = pynwb.NWBHDF5IO(file=f, mode='r').read()\n",
"\n",
"# Print basic metadata\n",
"print(f\"Session description: {nwb.session_description}\")\n",
"print(f\"Subject ID: {nwb.subject.subject_id}\")\n",
"print(f\"Species: {nwb.subject.species}\")\n",
"print(f\"Sex: {nwb.subject.sex}\")\n",
"print(f\"Age: {nwb.subject.age}\")"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": "Session description: Calcium imaging in SMA during the arm reaching condition\nSubject ID: Q\nSpecies: Macaca mulatta\nSex: F\nAge: P5Y\n"
},
{
"output_type": "stream",
"name": "stderr",
"text": "/Users/rly/miniconda3/envs/test/lib/python3.12/site-packages/hdmf/spec/namespace.py:535: UserWarning: Ignoring cached namespace 'core' version 2.7.0 because version 2.8.0 is already loaded.\n warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n"
}
],
"execution_count": 2,
"metadata": {
"execution": {
"iopub.execute_input": "2025-03-26T18:48:24.680004Z",
"iopub.status.busy": "2025-03-26T18:48:24.679824Z",
"iopub.status.idle": "2025-03-26T18:48:25.960611Z",
"shell.execute_reply": "2025-03-26T18:48:25.960270Z"
}
},
"id": "9e67a2a3"
},
{
"cell_type": "markdown",
"source": [
"## Spatial Distribution of Detected Cells\n",
"\n",
"The following visualization shows the spatial layout of detected cells in the imaging field. Each bright spot represents a cell, with the intensity indicating the strength of the cell's signal:"
],
"metadata": {},
"id": "7c9d03fd"
},
{
"cell_type": "code",
"source": [
"# Get the image masks (spatial footprints of cells)\n",
"image_masks = nwb.processing['ophys']['ImageSegmentation']['PlaneSegmentation']['image_mask'].data[:]\n",
"\n",
"# Create a maximum projection of all cell footprints\n",
"max_projection = np.max(image_masks, axis=0)\n",
"\n",
"plt.figure(figsize=(10, 8))\n",
"plt.imshow(max_projection, cmap='viridis')\n",
"plt.colorbar(label='Max Projection Intensity')\n",
"plt.title('Spatial Distribution of Detected Cells')\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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",
"text/plain": "<Figure size 1000x800 with 2 Axes>"
},
"metadata": {}
}
],
"execution_count": 3,
"metadata": {
"execution": {
"iopub.execute_input": "2025-03-26T18:48:25.962299Z",
"iopub.status.busy": "2025-03-26T18:48:25.961851Z",
"iopub.status.idle": "2025-03-26T18:48:29.013275Z",
"shell.execute_reply": "2025-03-26T18:48:29.012818Z"
}
},
"id": "b3f59831"
},
{
"cell_type": "markdown",
"source": [
"The image above shows the spatial distribution of neurons in the field of view. Brighter spots indicate regions with stronger cellular signals. The cells appear to be distributed throughout the field, with some areas showing higher density of detected neurons."
],
"metadata": {},
"id": "68009cde"
},
{
"cell_type": "markdown",
"source": [
"## Neural Activity Analysis\n",
"\n",
"Let's examine the fluorescence traces of individual neurons over time. These traces represent changes in calcium concentration, which correlate with neural activity:"
],
"metadata": {},
"id": "1635b8e6"
},
{
"cell_type": "code",
"source": [
"# Get fluorescence traces\n",
"fluorescence = nwb.processing['ophys']['Fluorescence']['RoiResponseSeries'].data[:]\n",
"sampling_rate = nwb.processing['ophys']['Fluorescence']['RoiResponseSeries'].rate\n",
"\n",
"# Create time vector\n",
"time = np.arange(fluorescence.shape[0]) / sampling_rate\n",
"\n",
"# Plot fluorescence traces for first 5 neurons\n",
"plt.figure(figsize=(15, 8))\n",
"for i in range(5):\n",
" plt.plot(time, fluorescence[:, i] + i*4, label=f'Neuron {i+1}')\n",
"plt.xlabel('Time (s)')\n",
"plt.ylabel('Fluorescence (a.u.)\\n(Traces offset for clarity)')\n",
"plt.title('Individual Neuron Fluorescence Traces')\n",
"plt.legend()\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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",
"text/plain": "<Figure size 1500x800 with 1 Axes>"
},
"metadata": {}
}
],
"execution_count": 4,
"metadata": {
"execution": {
"iopub.execute_input": "2025-03-26T18:48:29.015354Z",
"iopub.status.busy": "2025-03-26T18:48:29.015224Z",
"iopub.status.idle": "2025-03-26T18:48:29.575747Z",
"shell.execute_reply": "2025-03-26T18:48:29.575337Z"
}
},
"id": "9cbfc93c"
},
{
"cell_type": "markdown",
"source": [
"The fluorescence traces show:\n",
"- Distinct patterns of activity for different neurons\n",
"- Clear calcium transients (sharp increases in fluorescence) indicating neural firing events\n",
"- Varying levels of baseline activity across neurons\n",
"\n",
"## Neural Event Analysis\n",
"\n",
"Now let's examine the detected neural events and their characteristics. These events represent significant increases in calcium concentration, typically associated with action potentials or bursts of activity."
],
"metadata": {},
"id": "f96ae4ba"
},
{
"cell_type": "code",
"source": [
"# Get event amplitudes\n",
"event_amplitudes = nwb.processing['ophys']['EventAmplitude'].data[:]\n",
"\n",
"# Plot event amplitude distribution\n",
"plt.figure(figsize=(10, 6))\n",
"for i in range(5): # Plot for first 5 neurons\n",
" sns.kdeplot(event_amplitudes[:, i], label=f'Neuron {i+1}')\n",
"plt.xlabel('Event Amplitude')\n",
"plt.ylabel('Density')\n",
"plt.title('Distribution of Neural Event Amplitudes')\n",
"plt.legend()\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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",
"text/plain": "<Figure size 1000x600 with 1 Axes>"
},
"metadata": {}
}
],
"execution_count": 5,
"metadata": {
"execution": {
"iopub.execute_input": "2025-03-26T18:48:29.577601Z",
"iopub.status.busy": "2025-03-26T18:48:29.577474Z",
"iopub.status.idle": "2025-03-26T18:48:32.658321Z",
"shell.execute_reply": "2025-03-26T18:48:32.658058Z"
}
},
"id": "4c0081bc"
},
{
"cell_type": "markdown",
"source": [
"The distribution of event amplitudes shows:\n",
"- Most events have relatively small amplitudes\n",
"- The distribution is skewed towards smaller events\n",
"- Some neurons show more large-amplitude events than others\n",
"\n",
"## Correlation Analysis\n",
"\n",
"Let's examine how the activity of different neurons correlates with each other:"
],
"metadata": {},
"id": "2b85d955"
},
{
"cell_type": "code",
"source": [
"# Calculate correlation matrix for event amplitudes\n",
"correlation_matrix = np.corrcoef(event_amplitudes[:, :10].T) # First 10 neurons\n",
"\n",
"# Plot correlation matrix\n",
"plt.figure(figsize=(10, 8))\n",
"sns.heatmap(correlation_matrix, \n",
" cmap='coolwarm', \n",
" center=0,\n",
" annot=True, \n",
" fmt='.2f',\n",
" square=True,\n",
" xticklabels=[f'N{i+1}' for i in range(10)],\n",
" yticklabels=[f'N{i+1}' for i in range(10)])\n",
"plt.title('Event Amplitude Correlations Between Neurons')\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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",
"text/plain": "<Figure size 1000x800 with 2 Axes>"
},
"metadata": {}
}
],
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2025-03-26T18:48:32.659763Z",
"iopub.status.busy": "2025-03-26T18:48:32.659639Z",
"iopub.status.idle": "2025-03-26T18:48:32.767263Z",
"shell.execute_reply": "2025-03-26T18:48:32.766966Z"
}
},
"id": "8740cdc3"
},
{
"cell_type": "markdown",
"source": [
"The correlation analysis reveals:\n",
"- Generally low correlations between different neurons\n",
"- Some pairs of neurons show weak positive correlations\n",
"- The independence of neural events suggests distinct functional roles or inputs for different neurons\n",
"\n",
"## Event Timing Analysis\n",
"\n",
"Finally, let's examine how neural events are distributed over time:"
],
"metadata": {},
"id": "440f7748"
},
{
"cell_type": "code",
"source": [
"# Plot event amplitude time series\n",
"time = np.arange(event_amplitudes.shape[0]) / sampling_rate\n",
"plt.figure(figsize=(15, 8))\n",
"for i in range(5): # Plot for first 5 neurons\n",
" plt.plot(time, event_amplitudes[:, i] + i*2, label=f'Neuron {i+1}', alpha=0.7)\n",
"plt.xlabel('Time (s)')\n",
"plt.ylabel('Event Amplitude\\n(Traces offset for clarity)')\n",
"plt.title('Neural Event Amplitudes Over Time')\n",
"plt.legend()\n",
"plt.show()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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H9//8vBKpqHRYdj/Vw6wPV2i3g847StIahTfkBOy+n1ZUlIvL5RKn0y0Oh/nKX93u3Vny0kvPy8iRD9XoAkz9mfUzbty4QUaMeFDOOONM72Oqy7PaPo9an2q95ueXSGnpoe8rD7XNBlKL0zhX9BGyfPly2bBhg1YjbtKkSdpjlZWV4nA45MQTT5Q33nhD+vTpE9K0zbqx1UUd5Br6udYszxK3yy1bN2RLjxPa1vo69ZpoLMtozSeSPJ8hHOsnnJwHy5Kzv8RbRhXMGamMVmS07QCAsfdT73eIwzhlChfvd4+JLwJwiDqH8D1v8/3fEYF9ykj7qR48yzY3p0SSUhL0Lg5gqf1UBTZW0rZtO/n880/lzDP/JieddIpYQW5ujvbXo8ex0rx5i6De29CA1fJBXM+ePeXbb7+t8tj06dO1x9Rtq1atdCsbAAAAAACwD1WDTK+gTjWVrav7qNoMHnyerFixXMaPf1ymT/9QUlP9dwdRVFQkkya9KL/88qNWAeqoo46WO+64W7p376E9P2XKZPnqqy/l449ned9T/bHTT+8jN9xwi8yZM0scjkp5+eU3pGXLlvL221Pl22+/luzsfdKxY2e5/vqbtGBQUa99660pct11N2m3e/fukcMP7yr33jtCevY8odbacGpZqGlFm+WDONVut1OnTlUea9KkicTHx9d4HAAAACZkrYoHtpW9j+bFAKwfwi2Yt1ly9+vTzVVGi1Tpe2aXkMK40aPHyLXXDpWJE1+QUaMe9vvZRo68WxITk2XChBckPT1dvv56tgwffpNMnjxVunULvKuwzz6bIc8++5I4HE7p0KGjjB79gKxbt1ZGjBgt7dt3kO+++1rGjHlQxo17Rvr3P9CsdM+e3TJz5icyZszjkpqaKs89N17GjXtUPvjgM7+fd/PmjZKWli7//e8ErZ+4lJQUGTjwLC3MC9fYArWxVkchAAAAAEypstxR46LuEEYgjBiCbAABaN26jdx55z0ya9ZnsnDhghrPL1mySP76a6U8/vhTcswxx0qnTp3lttvulGOOOU5mzPgg6Bp43bv3kGOPPU62bt0iv/zykzzwwIPSr9/p0rFjJ7npptvk9NMHyPTpb3rfo7ofGzlytPaeLl26ytChV8uuXTslOzvb7zw2b94kFRUV0qPHMfLccy9pAdysWTNlwoQnJNIsWSNu/PjxdT7/z3/+U/sDEH6cywEAoo6MBgBgAqpmlqqRZramqR5Dhlwi8+Z9722i6mv9+rXaDyiXXnp+lcdV2KUG0QxG+/Ydvfc3bdqo3VZvYnriib3ktdcOjAPg0anT4d77qrabopq3+qMGnrjzznulcePG2v9duhyhtZwcO1Y9fo80a9ZcIsWSQRwAAAAAAIDRqCAsPt68vyCNGjVGrrvuCpk48fkqj6vRRNPS0mTKlHdqvEeNRFobp7Pm6KNJSb4jOfsPLdX8VHDmy1+T0qq1qw9R7/WEcB6qXzll7969EQ3iaJoKmEhlZc2DFAAAdlRa4vMLN9WxAQCIitatW8tdd90nX375uSxfvtT7uKpRVlxcrA3SoPpx8/y9++5b8uuvP3kDuZKSqv3j7dy5o875de16pHa7YsWyKo8vX75MOnc+VAMuWHfddas8+eRjVR5bu3a1VsYOHTpIJBHEASaybEHdBykAAOxizfIsvYsAAIAtXXDBRXLyyX0lM3OX97FTTjlVjjyym4wdO1r+/HOxFrBNnPhfbUTTzp27aK859tieUlCQL++9N12ysjK1wRUWLJhf57xU2Nav3xna4Avz5/8q27dvk6lT39DCvSuvvCbkzzBw4N/km2/myMyZH2t9yX3//bfyyisvytCh13ibtUYKTVMBAADswLytYPxyUEscAADdjBr1b7nuuqHe/+Pi4uT551/RwqxHHnlQSktLtQBOjWzau/dJ2mt69eqjDbTwwQfvyJQpr0nfvv3kppturXcwh8cee1ImT56k9U1XVFSo1b574omnZcCAgSGX/9JLr5CYmFj5+OMP5aWX/ivNm7eQf/zjKrnmmusl0gjiAAAA7IDmmwAAIEgffzzL7+OtWrWWr7+eV+Wxpk2bykMPja1zejfccIv25+uKK6723v/118U13pOSkiL33jtC+/PnvPMu0P58qdDP37R8XXLJ5dpftNE0FQAAAAAAoBb79xTJkvnbpLzM/wicQDCoEQcAAAAAAFCLhT9v8Y542uvUjnoXByZHjTgAAAA7sFgfcQAARFtZKTXi0HAEcYDJuN0G7+TH6OUDAAAAAEAnBHGAyaxYfGiIaAAAAAAAYB4EcYDJ7Nqaq3cRAAAAAABmb80EXdYnQRwAAAAA2BQxARB+cXFx2m1FRbneRUEYedZnXFzDxj1l1FQAAAAAAIAwiY2Nk5SUdCkqOtCaKTExSRtxFeakasKpEE6tT7VeY2MbVqeNIA4R9efv2+X4k9tLXByVLwEAABBaTS2uXwGYTePGzbRbTxgH80tJSfeu14YgiENE7d6ZLympCXL08W30LgoAALA4p9MlsbEx1DqwCtpMAjAx9V3UpElzadQoQ5xOR1Dvdbnc2vcZjEM1R21oTTgPgjhE3Jb1+wniAABARJUUV8i8OeukbcemcsIpHfQuDgAAGhXexMYmBvz6Dav3yoZVe+TUQV0lo3lqRMsGfdBeEAAAwAas/rv6to3Z2m3m9jy9iwIAQMhUCKesXpapd1EQIQRxAAAAAAAA9aDnA4QDQRwAAABM330Y/cIBIaIvPgCIKoI4AAAAmJqbIMGSigrK9C4CAABhRxAHAABgUW4LJ1TUfwMAAGZEEAcgrCx8zQcAMCitVSrJHAAAMAGCOAAAAJj+RyByOAAAYAYEcUCEWLk5EAAAAAAACB5BHBABu7blyjefrpK9WYV6FwUAAHtg1FQAAGACBHFABCxfuFNcLrcs/nWr3kUBAMAWiOEAAIAZEMQBAADA/EjiAACACRDEAQAAAAAAAFFAEAcAAADTYUikqgrzy+SXbzfInswCvYsCAADqQBAHAAAA04ux+WANy/7YoYVxS37bpndRAABAHQjiAAAAYDr2jt1qcjhcehcBAGyAbx80HEEcYEB5OSVSUlShdzEAAIBJxMZycQgAgBkQxAEGowK4+d9vknlfrdO7KLCZ3P3FsmT+NikpJgQGYD42b5kqMQRxCJGbHhcBIKriozs7APUpLCjTuwiwqd9/3Kzdlpc5pN+grnoXBwCCQJAQa/ckEgAAk6BGHACgilJqxAGW4Safso0YzuoBADAFvrIBg3NzFYUoY4sDYMZjld1HTbX75wcAwCwI4gCEFcEhACD6CKEAAJHHbx4IB4I4hJ3LRRBjh4N79t4ivYuASGEXBmACVb8uOXABAABzIIhD2DkdLr2LgCj4a2mm3kUAANgY0RsAADAjgjgAoeEKyLJYtYBFmaXKNYDo4osfAKKKIA4wHC6UoDP6+QNgAnxbAgAAMyKIAwzGNBUWzFJOoBYV5Q7ZvSuffi0BC+D3AwAAYBYEcQAAW1rw0xb5c/522bhmr95FAaKDtAoAAEB3BHEAQsP1HA5yOl2yae0+KSooEzMpyj9Q3qwd+XoXBQAAAIBNEMQBABpUaWbjmn2ybuVu+fmbDZEqEgBb9X0AAABgXQRxAIAGycsu0bsIAGyIitkAAMCMCOIAgzNdlz5mKy9qcJtuowMAAAAAcyCIAwwmhqZDAIAwsXKwzrclAAAwI4I4AAAAGygpKhcrsW7ECH9y9hXrXQQAAMKCIA4AAMAGli/cKSXFFWIV2XuK9C4Coihze57eRQAAICwI4gAAVVi4JRtge7n7GVwFAABATwRxgMHQRRwA1JSzv1hKSyr1LobpWbnPOAAAADMgiAMANIibnppsG+hk7y2SinJHxOeVm10iC37cLD/OXhvxeQEAAACRRBAHGBg1FwAY1a5tefLHT1vkl+82RnxeNKcMH75XAAAA9EUQBwCoigt1BGDPrgLttryU5qJmwu4NAACgr3id5w+LcTpdehfB/EzeSRzXeOZn9XW4bVO2JCXx9Qd7okYczIotFwBgFVyJIKy2bsjWuwiWwvUSEF7FheWy6s9MvYsB6IfvFQAAQmfuOhMwCJqmIqzKy2iiFG7UXkDUBbvJmWgTrahw6l0EQFd8pwAAAOjLkkHc5MmTZdiwYVUe++GHH+TSSy+VE088UQYNGiQTJkyQsrIy3coI1IYfWaA3LtMB6yKHAwAA0Jflgrh3331XXnjhhSqPLV68WO666y45++yz5bPPPpOxY8fKnDlz5LHHHtOtnEAgSZwpay6YscyogjAYsC4O0QAAAPqyTBC3Z88euf322+XZZ5+Vzp07V3nugw8+kFNOOUV7Xj03YMAAue+++2TWrFlSUVGhW5kBAACiiyQOQFUE9AAQXZYZrGHVqlWSkJAgX3zxhUyaNEl27drlfe7GG2+U2NiqmaP6v7KyUoqKiqRZs2Y6lBgAEG0mH5QYCB4X2AAAAIZimSBO9fum/vzp0aNHlf9VADdt2jQ59thjGxTCxcdbpkKhxMXFVrkNVeb2fImJjQloWfm+LpLLMlrzCdc81es97/e8t/oyNcK2FxMT4y1XXNyh+7GxMYYonxWFaz+tjWcdqnUbzDpU67z6NmtUatlV35/YZkMTzfXue4xRyVJ8fJzYdT8Nllpqvtt8bFysZbZ338+lQnYzHYsiwQqf3985pEdskN9NZtpP9eJ7HmfWbQbWZbT91Lu/xEb+e5TrKuuzTBAXKIfDIf/6179kw4YNWn9yoVI7RUZGmlhN48YpDZ5GQkLNCyR/y8r3dZFcltGaT7jm6ahwed/ftGmqxEhMjWVqhG0vKSleKsod3u3GU8bklERDlM/KwrGf+uNZhyqIC2YdJicneN9r9HXvcrhr7E9qWzZ6uY0kP7dUEpPitH09Wus9Pb3AO6/42DhTrK9I7afBcjicVbb59LQkUyy/QPh+rqTEBElLSzLNsSgSkpLMcywO5hzSIzklIeyfyyj7qd7Lu1GjZNNuM7A+o+yn3mud5PAfi2qblzqus29ak62CONUM9d5775WFCxfKyy+/LD179gx5Wi6XWwoKSsQq1C8N6iBXUFAqTqcr5OlUVjr9Pp6bW1zna/09Hy7Rmk+45qnWgef96r0qFKm+XKP1OepSXu7wlsu3zGWlFYYonxWFaz+tjWcdqm0umHVYVlZZZZs1Mt9t1XdbNnq5jaK0pELmzlqr3W/dtnHU1ntRUbl3Xvn5pYbu4TbS+2mwnA5XlW2+qLjcMtu77+cqr6iU4uJD24lVPmMwysvNcywO9jxSKSutDNvnMtp+qvfyLiwsM+02A+sy2n7qvdYpC9+xqL55qeM6+6a5qG02kFqctgni9u7dK7fccovWd9yUKVPkpJNOavA0HQ79Dwjhpg5yDflcbpf/zmj8TdP3tZFcltGaT7jm6XS6ve93ONwSE3Po/1CnGQlqRFdPuXzLrEJqI5TPyhq6n9bGu53FBreNqXV+aJs19rpX5au+P7HNBi5nf0mVfT1a6933GBOp7T/cjFLO6tu8yyDlCgffz+V2HVjmZjkWRYKZjsXBnkdG6lhtlP1UL77ncXZeDjA2o+yn0bzW4brK+mwRxOXn58t1112n1YhTzVGPOuoovYsEBD6MFb3LAwAAAABgCbYI4p566inZsWOH/O9//9MGZ9i3b5/3OfV/XJxxO30GjIqh7gEAAKyAkzoAiCbLB3FOp1PmzJmjjZSqasVV9/3330v79u11KRtgxXMjkxUXNqP6vwMAAAAAvVgyiBs/frz3vqrttmLFCl3LA1gReQYAmA+1mWFUqu9ZAADswMDjjgEAEF4EyIA1uamPbXouJ+sQAGAPBHGAgRn5lJQfrq2LrAqwLsJoGBWnFQAAuyCIAwyOE1NEG9scAAAAAEQGQRwAoEGoHQkAAACjc7nc9EcJQyCIAxBefLeZHi3XAOvi+gMAYEdlpZXy9aerZNkfO/QuCkAQBwAAYFkkbzALtlUAEbRza652nMnakd+wCfGLNcKAIA4wckfanJNCp2r7e7MK9C4GgAhgsAYAAEKXvadIHA6X3sWAyRHEAQbDD8IwgsW/bhNrIoUAAABA6HZty9W7CDA5gjgAQAORHgOA3vKyS8TK+KYBYBgckNBABHGICqrvNgBV5ICwoVke7Kb6NwhfKTAqNk0AgF0QxCEqyksr9S4CAACwMEJGAABgBgRxgMFQYwcAqiNhCRe+YwBUR4gNANFFEAcAAADTI2QEAABmQBAHGPxXSX6kBMKHC3XYnZVrvlj5s9kC6w8AYBMEcQDCivNoADAQuxyU7fI5AQCA6RHEAQZDjR0AAAAAAKyJIA4wOn7lB2BzNDkMH37sgWlxIAAAWARBHIDw4kQZhkYKAQAAAEA/BHEAAAA2wW8lAAAA+iKIAwzMbegrJiOXDdFk6M20OirEAQBQxaqlmXoXAQBshSAOQIhINAAAAMzO6XDpXQQAsBWCOAAhMlM1KACAlQdr4BsJAACYBUEcAAAAAAAAEAUEcQBCZNFqFbA0ttqGqaxw6l0E2KlPRwAAAAsiiANMKGtHvqEaAjmdh/oWqSjnQh2wqjUrdutdBAAAAMDUCOIQFfwAH15LF2w3VK0Kt8snlHPR4S9gVZXlDr2LACBAu7blyYbVe/UuBgAAqCa++gMA7MvtdktMgD15+76sStBK6goAhmXVwRpQ0/KFO7TbFq3SJaN5qpjhHATRU5BXqncRAMC2qBGHqOC83/gnpqrvp3lz1suqpZlRmR8AIPrfIWQd9lNZQU1W1FRSXKF3EQDAtgjiAGh2bs2V0pIK2bYxO+j3ErQCAAAAMCvfPq+BSCOIQ1TwA7zxBVtLwvf1pSWVh/4hlYOBcSwCAIAvRMDXupW75ZtPV0nu/mK9iwKbIIiD4ahaWfm59FthJmuWZx36hxM7AAAAACaxae0+7ZbR4REtBHGIimAqSf04e538NnejFBeWR7BEAADYD4M1ANBwLAAA3RDEwbAK8srE7hwOl5SX0ckyACA8LDtYg5tRNwEAgDnE610AALWbN2ed3kUAAAAAAABhQo04ACGheROAaKGmE+oVo76XGvbFpGqgr1+1R0qKK8RKigoq5K8/M6Ws1GdgJQAAoBuCOAAh4brYHh3XOh0BDOXOtgDAAoHt8oU7ZOPqvfL7j5vFStauyJLtm7Jl6YLtehcFAAAQxAEA6hrKfevGbL2LASCMLFubOQw/COTsL9Fuyy1acyw/l7534YMf0QBANwRxgEm5XJxBIfIK8rlwA6z0XUFt5trFxlo1pQQAAEZCEAeY1DZqKiEKuC4FzG33zny9i2AaMRzwYCds7gCgG4I4wKSKi8r1LgJswHK1Z6z2eQDbtkUNP2rEGfv7hsM3AMAqCOIAAA3i5vIIMKy4OLuESw0/DsUSWgIAgCggiAMA1IrrUsDcEpPi9S6CeXC8AwAAUUAQBxiM2+SDMFiuKaPNsT4Bc0tOSRB7CEOKxvEOAABEgW4/kzocDlm4cKH8/vvvsnPnTiksLJSMjAxp27at9O/fX3r16iUxVMWADW1et1/vIgAAYDKkaEBQ2GUAwD5BXEVFhbz33nsybdo02b17tzRp0kQL31JSUrT/582bJ5MnT5aWLVvKLbfcIldccYUkJiZGu5iAbvZkFepdBMDLer+HcOUBe3FTrTVwljveAQAAsXsQt2LFCvnXv/4lCQkJctVVV8m5554rHTt2rPG69evXy08//STvvPOOvP322/LMM8/ICSecEM2iAgAAwE7ILGEnBM8AYI8gbtSoUTJixAg566yz6nxdt27dtD9VI+6bb76RBx98UL7++uuolRMAAAAAAAAwdRD3xRdfaLXhgjF48GAZNGhQxMoEAAAAcwtLZTZqCBkbNRYBABYR1VFTfUM41Q/cnj17gn4fAAAAEHYEPQAAwGpBnK833nhDq+l28803y5w5c7RBHAAAAKpjvAHUx+VkIwEAAOagWxD366+/ylNPPaWN5qX6jTvjjDPkscce0wZ0AAAAAALlqHQ2fCI0TYWdkF0DgD36iPOVnJwsF154ofa3e/du+fzzz7UBGT744AM54ogj5JJLLpEhQ4ZIs2bN9CoiACAQnMwDsAKOZcZGUAoAsAjdasT5at26tdxwww1yxx13SJ8+fWTDhg3y9NNPy5lnnimPPvqoFBUV6V1EIHpM3wbL7OWHpTZHAIBJ1POFw/dReBFsAoD9asR5LFy4UKsN980330hJSYn07dtX/vvf/0r//v3l559/lv/85z+SmZkpr7/+ut5FBQCYHMEi7MZW23xDPyvBBAAgEHxfwKxB3PPPPy+zZs2SrKwsadOmjVx//fVac9S2bdt6X3PeeefJunXr5O2339armABgazGcaAAAAACH2OlHLlgriJs6daqcddZZ8vjjj0u/fv0kpparveOOO07uvffeqJcPQGhsVfsCAAAAAAAzBHGeQRkSExNrPFdeXi6rVq2SXr16aWEdAD8IvGAQbIoAAAAAYPDBGi699FJZu3at3+dWrFihDd4QqsmTJ8uwYcOqPLZmzRq55ppr5IQTTpBBgwbR3BWIUPpCU0YAABAsatRHGcsbAOxRI27ChAmSl5en3Xe73fLKK69IRkZGjdep0KxRo0YhzePdd9+VF154QRt91SM3N1cL9lQA99hjj8myZcu027S0NC0QBEzJoIEXJ9IAAAAAABggiOvSpYu8+uqr2n3VJ9xff/1Vo2lqXFycFsKNHj06qGnv2bNHxo4dK3/88Yd07ty5ynMfffSRJCQkaCOwxsfHS9euXWXbtm3aSKwEcTAtAi8AAABY6AddALCDqAZxl19+ufanqNppkyZNkqOPPjos01Z9yqmw7YsvvtCmu2vXLu9zixcvlpNPPlkL4Tz69u2rNWHdv3+/tGjRIixlAAAAAADD4wddALDfYA0//PBDWKengj3158/u3bulW7duVR5r2bKldpuVlRVyEBcfr1sXe2EXFxdb5TZUMbH+f16Li4+tsbx8X+v7nOfxuLiYsCzj2uYTSQ2ZZ23LsLrYuJrLtCHU8vbMO5DpxsYeen2Vx2PCs94Quf20Nn7XZ2z961Ot82C2HT2pZVf9cwbyGXGA77LzPQZEevnF+cxLrUMjr69I76cNObZ7/jfy8gtGjX05yO8xMx/LAjn3qL58VB+uRv5c/socqWO10fZTI3wfGnnbgD2Fez/13eZruy6t6zhT5Rwowt+lgZQH5hbVIO7aa6/Vmo+qpqHqfl1U09W33norLPMtKyur0QQ2KSnJO0JrKNROkZGRJlbTuHFKg96fkBDn9/GmTVKlUZPkWl/ruyw9jzdqlBKWZVzbfCKpIfOsbRlWl5qaGNbPk55e4J13INNNTIyXykpnzceT4i25b1hpPw1m20tJTap3fSYlxwe17egpxh1T43Mmsc0GzHfZJackRm29p6UleefVpEl4vhvMup8Gy1HhqrLe0tOTTbH8AlF9X/bdTkL5jOr7y/O9ZsZlVP3co/ryURehRv5cpUkVdZ4DJScnhL38RtlP9VCUV67LOTKg135a13eE5/GkpNqPM9H8Lg2kPDC3qAZxaoAGf/fre21DJScnS0VFRZXHPAFcampqSNN0udxSUFAiVqFOztRBrqCgVJxOV8jT8RfMKHn5JeJwOWt9bW5ucY3HCwtLqzwejjKFY3qRnmdty7C6kpKKsH6eoqJy77wDmW55RaXfslaUO6K2nO0mXPtpbfytz9KS8nrXZ3mZI6htR08F+aU1Pmc522zAfJddWWlF1NZ7cfGh41N+fqmOY77rv58GS5XDd70VFZVZZnuvvi8XB/k95u/7yyzHskDOPaovH3XuauTPVVbq/7zCo7Q0fOc9RttP9VBYWKbLOTKg136qvv9qO8Z7Hi8vr6x1X4jmd2kg5YExqW02kFqcUQ3ipk+f7r3/6KOPajXjoqF169ayd+/eKo95/m/VqlXI03U4rPfFrQ5yDflcbpf/ANXpqDld39f6Pud53Ol0h2UZ1zafSGrIPGtbhtW5XA1bV9Wp5e2ZdyDTdbv8l9XlDs96Q+T209r4XZ+u+tenek0w246eHI5DZQ3mM+IA32UXzfXucLp8vhsis/2Hm1HKqb5/fddbuL5bjaD6vuxs4Dapvr/MciwL5NyjxrEuxtjr3l+ZI31+YZT9VA/qs+txjgzotZ/Wdd7iebyuc8Iq50AR/i4NpDwwN91+U77qqqtk5syZUZnXSSedJEuWLBGn81CKvWDBAjn88MOlefPmUSkDAAAAAAAA7E23IE6NcJqRkRGVeV166aVSVFQkDz/8sGzcuFE+/fRTmTZtmtx2221RmT8AAACA0MVIYINZAQBgdLqNmnrPPffI008/LYWFhdK9e3e/fbW1bds2LPNStd7+97//ybhx4+Tiiy+Www47TP71r39p9wEAAAAYm1vC1380AAC2DOJUH3GqqejIkSNrfc2aNWtCmvb48eNrPNazZ0/58MMPQ5oeAAAAAAAAYNog7oknntBr1gDCgF+mAcD4OFIDAAAYi25BHM1CAYviqg8AAATJzfkDALOgy0qYNYhT9uzZo41mWlFR4X3M5XJJaWmpLF68WJ5//nk9iwcAAAAAlkPuCTQAOxD0COJycnJkypQpMn/+fNm3b582EMLcuXO1QRfOOuusgKbx9ddfy4gRI8ThcEhMzIFI2e12e+936dIllKIBiBJGLwMAE+BiAQAAwFBig33Djh075MILL5SPPvpIWrVqJdnZ2dqgC1u2bJG7775b5s2bF9B0XnvtNTnmmGPk008/lUsuuUSGDBkis2fP1gZviIuLk4ceeiiUzwMgSugjDubEdgsApsThO6z4ORUATFQjbsKECdK8eXOZPn26pKamyrHHHqs9/txzz0l5ebkWsJ155pn1TkcFd+o9PXr0kFNOOUXefPNN6dq1q/a3f/9+bTqnnXZaaJ8KgG4I6AAAAIyNszWgAUiyEe0acb///rvccccd0rhxY28zUo8rrrhCNmzYENiMY2OlSZMm2v1OnTrJ5s2btf7hlP79+8vGjRuDLRoAAADserFNb/8AgGjg6wbRDuKU+Hj/FenUoAvVw7naqD7g/vzzT+999d61a9dq/xcUFFQZwAGAedB3HGAPUT0H5YQXQVL9DsNiOL0AANg1iOvTp49MnjxZSkpKvI+p8E3VZnv//felV69eAU1n6NCh8uKLL2ojozZq1Ej69u0ro0eP1pq8qiarqv84AOZD01T74YIXABBxfNUAAOzaR9wDDzwgV155pZxzzjla324qhFMjqG7atEm2bdsm7733XkDTufzyy7Vabzt37tT+/89//iO33nqrjBs3Ttq1aycPP/xw8J8GhsW5UwSwUAHYpXIKNWEAG+DEJqpY3EDoOC9BtIO4bt26ySeffCITJ06UP/74QxvhdP78+XLSSSdpAzkcddRRAU/r6quv9t7v2LGjfPXVV5KbmyvNmjULtlgAAMCquGAEAABGwXkJoh3EKZ07d9aajwYrMzMzqNe1bds26HnAmPjRwEb4YgJsIZq7OocVAAgzTs4BwNhBXKABmkdtAdqgQYMCHsxBWbNmTVDzBaA/LpgBm6BvQHOw0XqyzycFwoAdBgCMHcSFK0B78skng5oObP5db9JNhY7rAQCAHipzssVVUiKu8m56FwUAADQkiPMN0PLz8+XZZ5+VU089Vf7v//5PDjvsMMnLy5MffvhB5s2bJw8++GCt07nkkkuq/K9GWl2/fr10795d+3/fvn2yevVqOe200yQ+PqRWs7AS8iwAMK4o/rBm0t9lEGVsJyLO/ALttmT1KhFJEDPhd0wAgF0ElHb5Bmh33nmnXHTRRfLEE09Uec0FF1ygjXiqBly44oor6p3mnj175Oabb5bS0lKZO3eu9pgK4W677TY54YQT5LXXXpOmTZsG/4lgSJwchx/nqwDsguMdAsF2cgi18wEAMK7YYN/w22+/aTXh/DnzzDNl6dKlAU3n6aefloqKCq12nceAAQPk008/1WrYhTIYBAAAiBIu9AEAAIDIB3EZGRmyYsUKv88tWLBAWrVqFdB05s+fLyNGjNBqv/nq0aOH3HPPPfLjjz8GWzQYGJdrNsLKBgBAZ3wZAwBgVEF3xHb55ZfLpEmTpKysTKsBp4K5/fv3y9dffy3vv/++PPTQQwFNR9WGi4uL8/tcSkqKFBcXB1s0wF7cNp8/EAIqcQEAAKBB6HcJ0Q7ihg8fLoWFhTJlyhR5/fXXvf1QJCcnazXZrr766oCmc/zxx8vUqVPljDPOkISEQ53JOhwOefvtt6Vnz57BFg2AIZB0AACgL64SASBiuNxBtIM4NXrqqFGj5I477tD6gysoKNBqxZ144omSmpoa8HTuvvtuGTZsmPztb3+T/v37S/PmzSUnJ0frgy47O1umT58ebNEAGOAcn+8lAAAAAADCFMR5NGrUSAvQQqX6hvvwww+10VHnzZunDdCgptmnTx8t5Dv66KNDnjZgB24iLwBAPWiObVeseAAALBPEXXvttfW+RjUtDYQamOGll14KtggAjIBzfMDWonoIIE0CAABGQet/RDuIU/3BVVdSUiKbNm3Smqaec845DS0TcAAHOAAAEAJ1uhpj6/MIW394BICWFUADsPsg2kFcbX235efnyy233CJdunRpaJkAUx/gbF9xw+6f34ZY5fYU1ct8eycqAAAAsJDYcE2oSZMmcuutt8q0adPCNUlYCVfqAGApNE0FjMuKtZ04DIRXDLUmAcD8QZyHGvEUgI1xXgfYQxQvirn+BgAAhsH1DqLdNHXRokU1HnM6nbJ792555ZVX5JhjjgloOjfddJPcfPPNcuqppwZbBABGxhUzAAA6M+FVIucPUWXFWpNA1LD7INpB3LBhwyTGT18tahCHNm3ayEMPPRTQdP7880+/0wFgbnwvwcj8DTgEwCLYvS2NywYAgG2DuLfffrvGYypQS09Pl6OOOkpiYwNr7XrGGWfIF198Ib1795aEhIRgiwHT4ezYalijgM1F8aKY628gSPzoAACAdYK4zMxMGTBggGRkZNR4bt++fTJz5kxt9NT6JCUlaUHcV199JV27dpXU1NQa4d5bb70VbPFgJVx5AebA9Z490UecKVALFFbBphxmLE8gdFynItqDNYwePVp27Njh97k1a9bISy+9FNB0VJ9yJ554ohx77LGSkpKinSj6/rlcrmCLBqvhBMGcy4czZQAAdGa+q0T6LAMA2EVANeJuvfVW2bRpk3ZfhWR33nmnJCYm+h0xtWPHjgHNePr06cGWFQAAAIAfjtxcvYsAMzFfVgsYB78bIBpB3O233y4zZszQ7n/22WfSo0cPadasWZXXqL7hGjduLJdccklQBVAB38KFC6WwsFBr7qr6jOvSpUtQ04BFcYIAAAAQEEdens9/XCUCAGDqIK5Xr17an8cdd9whHTp0aNCMVc26sWPHagGfb/8lqm+4iy++WJ588skGTR8W6MuGc8g6sXgAAAAQEk4kgdBRYQTRHqzhqaeeknD43//+J5988oncfffdcuGFF8phhx0me/fulc8//1xeffVV6datm1x//fVhmRcQTXSMDQAA9GXFq0TOrwAANgrijj76aPnwww+lZ8+e0r17d63WWm3Uc6tXr653mh9//LHcfPPNMnz4cO9j7du31/qfq6yslI8++oggDgAAg4rqJTHX3wAAwCg4L0E0gjgVjrVq1cp7v64gLlBZWVnSt29fv8+dcsop8uabbzZ4HjAOKonZB+saAAC98WUMAICpg7i77rrLe/+f//xnWGbcrl07WbdunZx66qk1nlu7dm2NwSAAAAAA2JUVm9sCAOwooCBu0aJFQU30pJNOqvc1559/vkycOFGraXfuuedqtexU31pfffWVvPzyy3LFFVcENU8AAADA6twOh+T/9qskd+4syZ062yi0opYfAIOw4iEWxgvihg0b5m2OWltH9J4gTd2uWbOm3mnecsstsnjxYrnvvvtk5MiRkpGRIbm5ueJ0OuXkk0+We+65J9jPAqvhAFc3zkdhEG42RgAG4HuOeuC+NU8kipYvk+LlS7W/dnff5/c1pjwqm7LQAGyJ4xWiEcS9/fbbEg4LFy6U4447TlJSUiQxMVGmTp0qP/30k1bjLj8/X5o0aaLVphswYEBY5geT4wBnSowaC9gE+zqgC2dBQQCvYv8EAMDUQZyqoeZPRUWFFBQUaAFaQkJCvdO54447ZPLkydK7d2+59tprZezYsVroRvAGAOYVY6JaJ2RH5sc6RG3CMZgYAACAIYK46n7++Wd55ZVXZMWKFVrtl7i4OC1cU81Je/XqVev7XC6X/P7779K6dWutdtzWrVu12nG1adu2bSjFgwl5mjVXwfl0PbgahTHQNBUwLjsFl9TI9sVJFABEDIdYRDuI++abb+Tee++V7t27a6OpNm/eXPbt2yffffedVstt2rRp0qdPH7/vPeecc7SBGCZNmqSFLr6jsfoTSF9zsJYq59CcTwMAAAStfOdOETncVFeLnPYBMA0OWIh2EKdCtMGDB8sLL7xQ5XEVqv3zn/+U5557Tt5//32/7x03bpw2QqoalGH06NEyfPhw6dixY+ilh2nwIzUAAEBklO/aWfX/rVukMqmJJDRvrluZAABAmIK4bdu2yb/+9S+/z/3jH//QwrjaqCasZ555pnZfNU295JJLpEOHDsEWAYAREK7Cg20BEUaTw4Zg2dnB/k9miEjXGoM6EMQBAGA8scG+oWvXrrJy5Uq/z23ZskXat28f0HSeeuopQjjUzTytKex5zWPW9QMAgMXZ5VQEAHTBdRCiXSPu0Ucfldtvv13r4+2iiy6Sli1bSl5ensydO1deeukl7fnMzEzv6xlwASHjLNKUqLgCAAgXl9slFc5KSY5P0rsoAAAA+gRxqvmpovqIe/HFF2s0Gxk5cmSV1zPgAhAZBF4AAKv7dOOXsq8kW67qfqk0SWqsd3EAAKDCCKIfxD355JNabTgg4ky6mdnmuGybDwoA0IsK4ZRN+VulV8ueehcHAAAg+kGcGmAhHBYtWiQ9evSQtLS0Gs8VFBTIL7/8In//+9/DMi+YFEFPncjDAQB2wYAdYBMIL5Yn0ABchyHaQZyyZ88e+euvv6SwsNDv86rvuPpce+218uGHH0rPnjV/3Vy9erWMHj2aIA6oAydQAPSk1yGIQCY4LC4AAACTB3Fz5syRBx98UCoqKvw+7xnEwZ9Ro0ZJVlaW90RaDeyQnp5e43Vbt26VFi1aBFs0GFoIVwL80mBOXPUBAIBg1XP6QEuA8GJ5Ag3A5Q6iHcSpQRpULTZVY61p06ZBvXfw4MEyderUOn/ZjouLkxNOOEGuvvrqYIsGE1ObAScEFsGKBGyBPR0AzIvfTQHAREHc3r175T//+Y8cc8wxQc9s0KBB2p8ybNgwrUZc165dg54OrKtKMMsJgjmvwjmzAwAAYcbpBQDD4NdINFBssG9QtdXWrl3b0PnK9OnTtRDO5XJp0/v555+lqKhI8vLyGjxtwA50Px/VvQAA9MQhAIbe4thAAQCAVWrEjR07Vm6//XYtNDvuuOMkNTW1xmtOOumkgKb1+eefy3PPPafVslN9y3388ccyceJESUhI0B5PTEwMtniwEn5pMPji4SoHJkSVivBhUSKK2NzsgLUMwCQ4XCHaQZwaSGH//v3y8ssva/+rAM23WaH6f82aNQEN+qAGb7jwwgtl4MCBct9992mPn3322fLYY4/JK6+8Ivfee6+Ei8PhkEmTJsnMmTO1Wnc9evSQkSNHajX8YFBmPcBF6ULfbdAoUP9yAQAAoG6csQGAaYK4CRMmSMeOHeWWW25p0Mimr732mgwdOlTrJ87pdHofv/TSSyUnJ0c++uijsAZxr776qsyYMUPGjx8vHTp0kDfeeENuvvlmLRBs2bJl2OYDiN1P4DivA+xB/2q5AAAA0cc5EKIdxGVmZmohWr9+/Ro04y1btmg14vw5/vjjtSaq4TR37lw5//zz5fTTT9f+f/DBB7VgbtmyZXLOOeeEdV4IEw5wAAAAQARwog0ApgniunXrJllZWQ2ecfPmzWXTpk1y2mmn1XhOPa6eDyc1vR9//FGuueYaadOmjXz44YdaH3Tdu3cP63zMzFHplMoKpzgcrghM26VNuzbqudjYGHG5DlWncjrqfk8owj09f6ovv0jN0xXm5eN0Hip3INP1XVe+VBP1aCxnO3K73FJR7ojYfuqP01n/+nQ5D20LRl/3/pabKr/Ry21EriCPGeE6PkXiu8Hs+2ld1PKq8r/T2MuvBseBsMBZWf9+qo5XHpWVzlq/p+pad973G3gZOZwiDndslXJ6/ve+xs94bGp5GPpz1bO/hPNYbbT9VA++x1XFyNsG7Cnc+2mV74hatvdAjzPROhexwzlqfEJsle7O7CLGra6ag7BkyRIZMWKEDB8+XOtfLT09vcZr2rZtW+90nn76aa356RNPPCEDBgyQE088UT799FNtFFU1bVV7rbYac6FQ4d4999wjGzZskLi4OImNjdVq3an+6UL98iooKBWr2LB6r2xau087yAW5SQCIEvUlFR8fy34KGBj7aXhtzd+u3TZNaiJNk5voXRxDqNy/XxwFBdr9lC5dtNvSzZv9vtbzPKpiPwWMj/3UHtLSE2XAud0kLq7mD0hm1LhxSkCfJeggrmfPntrAByowqy25DGSwhoqKCrnjjjvk119/1UIxNb20tDQpKSmRPn36aH24JScnS7h88803Mm3aNLnpppukVatWWrPU2bNnyzvvvCNHH3100NPzDExhFauXZ8qKxbvETQdfAADAIDZmb9Num6U0kWapTfUujiGU790nlfn52v30I4/Qbos2bPT7Ws/zAAAYUZOmKTL4omMsE8QFKugg7rPPPqv3NRdffHHA0/vtt99kwYIF2kimjRo1kpNPPlmrIRfOkEs1pVWjsaogToV8HldddZU0bdpUG6HV7jXi1IafnpYkBYWlNaqqBy9G1OrzhJV1bWL1PW9mDftsavt3+5meumek5eXZT92WX59G2U8bN0oJ034a+LYHVMU2ov9+ap/1NunPqdrtyW1OkJPanFjj+Zrfjeb8nMHI+fFHKVq+XLvf8eDAZttfeMHvp/c8byaeawDPeo3EuYVx91M9WH+fgTmxn9pDTEyMpSo4BVojLug+4uoL2VQNt2CoPuI8/cSpmnZFRUVhXxHLly+XyspKOe6442oMCvHzzz+HPF2r9SkRGxernfS4GvyxfL/M6/tit/IXvzvM7zXisnKboIzWERsbzv20NqxD1IdtRP/91Ebr7eApoavW5WnD7yGXW2IOfk7PMvH8f+C+z0sNtQ0GKvLr1Lj7qR5ssM/AlNhP7XQMcovdhKX+X05OjtaUVNU6u+WWWwJ6jwrdXn75ZZk1a5b2/x9//KEFcqeeeqpcd911kn+wyn04tG7dWrtdt25dlcfXr18vnTt3Dtt8AAAAEH50nQEAAKyiQUHcwoUL5f7779eakj733HNaTbY777wzoPe+9NJL8uqrr0rBwc5m1aANqpno6NGjZfv27dr0wkX1a9e7d29t8AfVDHbr1q3ywgsvyO+//y633npr2OYDAAAAAAAAhK1pqgrO1OimasTTLVu2aI+de+65MmzYMOnVq1fA01EDJagQ7+qrr9ZGNFWjmY4fP14uuugiLZBTo6r+5z//kXBQg0Go0E+FbyroU7XtunXrpvUZp5qnAgAAAAAAAIYJ4pYuXSoffPCBNvqoGvG0b9++cu2118qjjz6qDXoQTAin7N271xuCzZs3TwvL+vfv721KWlhYKOHUpEkTGTt2rPYHAAAAAAAAGDKIu/DCC7Uaa6o/tdtuu02rtdamTRstLFNBXChatmwpO3fu1EYx/eGHH+Too4+WZs2aeUM/T79uAAAAAAAAgG2CODWowVFHHSU33HCDVmvNE5g1xPnnny9PPfWUNljDkiVL5JFHHtEeHzdunLz//vty++23N3geAAAAAAAAgKmCuDfffFM++eQTrVmn0+mU008/XS677LKgm6P6uvfeeyU1NVUWLVokDzzwgNa8VVm5cqXceOONcscdd4Q8bQAAAAAAAMCUQVy/fv20P9UU9YsvvtAGa7jrrru0ftfUSKnbtm2Tk046KaBacBMmTJBjjjlGPv/8c/nHP/6hNXX1pfqhAwAAADzcbrfeRQAAAAiL2GBe3KhRI22UU1U7TgVpQ4YM0UY4HTNmjAwcOFCeeeYZWbVqVa3vV4FdTk6Odl+NXrpjx46GfwIAAAAAAADASqOmVqf6jHvooYfkX//6lzbYggrnpk2bpjVjXbNmjd/3dO3aVUaMGCHdunXTftlUAz2kp6f7fa2qaffWW2+FWjwAAAAAAADAGkGcdwLx8XLOOedof3v37tVqytXm6aeflpdfflny8vLqbWpAEwQAAAAAAABYSYODOF8tW7aUW265pdbnVc25hx9+WFq1aiXdu3fXasT17NkznEUAAAAAAAAAzN9HXEO99tprsnPnzmjOEgAAAAAAALBejbj6qP7gpk6dKtu3b9f+/+mnn2Tz5s21vv6iiy6KYukAAABgRG6hyxIAAGDTIG7RokXSo0cPSUtLq/FcQUGB/PLLL/L3v//d73tvvvlmrZ+4uXPnaoMxTJo0qdb5qOcJ4gAAAAAAAGDbIO7aa6+VDz/80G/fbqtXr5bRo0fXGsRdf/31ctlll0l+fr787W9/0wZuOProo0MrOQAAAAAAAGC1IG7UqFGSlZXlHc1UDbKgmplWt3XrVmnRokWd01LvU39PPfWU9O7dWzIyMkItOwAAAAAAAGCtIG7w4MFa326+VCDnKy4uTk444QS5+uqrA5rxxRdfLDk5OfLss8/KwoULtWatKpTr06ePVnOuefPmwXwOAAAAWBQ9xAEAAFsFcYMGDdL+lGHDhmk14rp27dqgGe/evVuGDh0q2dnZWoCn+p3bt2+fFvjNnDlTPv74Y2nVqlWD5gEAAAAAAACYto+46dOnh2XGzzzzjFaLbs6cOdKhQwfv4zt27JAbb7xRnn/+eRk/fnxY5gUAAAAAAACYLogrKyuTV199VX788UcpLS0Vl8tVY7RTNSpqfX799Vd56KGHqoRwivr/zjvv1EZXBQAAAAAAAGwbxI0bN05rNnryySdrI57GxsaGNGOn01nrQA3NmjWToqKikKYLAAAAi6nWNzEAAIBtgrhvv/1W7rvvPrn11lsbNOOjjjpKZs2aJf3796/x3Oeffy7dunVr0PQBAABgDcRwAADAtkFcZWWl9OzZs8EzvuOOO+Smm26S/Px8Oe+88+Swww7TBmuYPXu21mz1pZdeavA8AAAAAAAAANMGcaeffrr8/PPP0rdv3wbN+LTTTtMGY3j22We16Xm0aNFCnnzySTn77LMbNH0AAABER8XKb0Xi4iWxxyC9iwIAAGCtIE7VXhs7dqzk5OTI8ccfLykpKTVec9FFFwU0LfW6IUOGyObNm7WacU2aNJEuXbpoAz4AAADA+NxlReLYtUq7n3DUGRITl6B3kQAAAKwTxN17773a7cyZM7W/6lSIFmgQ53l9165dgy0GAAAADMDtdvn+o2dRAAAArBfEff/995EpCQAAAOAXAR8AALBpENeuXbsq/5eXl0tiYiLNSQEAABARboI4AABg1yBOUX26qVFN58+fL0VFRTJjxgz5+OOPtf7dhg0bFv5SAgAAAAAAACYXG+wb1qxZI5dddpmsWrVKLrjgAnEf7AskLi5OG+30s88+i0Q5AQAAYFMxQssLAABg0yBuwoQJcuyxx8pXX30lo0eP9gZx//73v7WA7u233w54Wiq0++mnn7T7a9eu1YK9Xr16yUMPPSQVFRXBFg0AAAAAAACwThC3bNkyuf766yU+Pr5Gv3DnnXeebN26NaDpvPnmm1rgtnr1au3/Rx99VHJzc+Xyyy+XuXPnak1fAQAAAPqIAwAAtg3ikpKSpKyszO9zeXl52sANgVD9yt18880yfPhw2blzpxbw3XHHHVotuwceeEBmz54dbNEAAAAAa6OVLgAA9griTjvtNK222u7du72PqZpxxcXFWi23fv36BTQdFb71799fu6+ap6ppDBo0SPtfDfqQnZ0dbNEAAAAAa6NyIAAA9ho1deTIkXLFFVfIueeeK927d9cCtPHjx8uWLVu0/uL++9//BjSdZs2ayf79+71BnArfWrdurf2/bt06adGiRbBFAwAAAADAsNQ1c/UungDYS9A14tq0aSOff/65XHfdddpBpGPHjlJSUiLnn3++fPrpp9KhQ4eApjNw4EB57rnn5JFHHpGff/5ZLrzwQu3xqVOnygsvvCBnnXVW8J8GAAAAsLIwXb+7K8vDMyEAAft91W6Z/MUqyS1k/wPsLOgacTk5OVpttvvuu69BM1Z9wY0bN04WLVokQ4cOlRtvvFF7/IMPPpABAwbIvffe26DpAwAAAJYThqaplVuWSOW6nyXx2LMlvv2x4SgVgAAsXL3HG8id17eT3sUBYJYgTvXrdsYZZ8iQIUO0Pt0CHZzB36AP//nPf2o8/sUXX2jPAdFEFXEAAGAXKoRTKv76jiAOAACjN00dMWKENpCCqrGmBm7497//LYsXLw65AKp/uKeeekqrYbdjxw7t/127doU8PSBYRaWV8vqs1fLz8ky9iwIAAFA3fjcEAMBeNeKuv/567U+FZl9++aXMmTNHPv74Y2nbtq3Wz9sFF1wgXbt2rXc6paWlcuedd8r8+fMlPT1dG3X15ptvlvfff19Wr14t77zzjhx55JGhfi4gYH+u3ydl5Q5Zun6f9D++rd7FAQAAqB2jpgIAYK8acR5qUIbhw4fLrFmztL8zzzxT3njjDW3QhkCo0VVXrVol06ZNkwULFmhNA5UJEyZIq1at5MUXXwy1aAAAAAAAAID5a8T5Uk1Uv/rqK+1v6dKl0rRpUznvvPMCeq96z/333y99+/YVp9Ppfbxly5ZawOev/zgAAADA1miaCgCAvYK4wsJC+eabb2T27NnaiKdxcXHaoA2vvPKKNoiD+j8QBQUF0q5dO7/PNWnSREpKSoItGgAAAGBtNE0FAMBeQdypp54qLpdLevfuLY8++qice+65Wh9vwVL9v6kmraeffnqN53744Qf6hwMAAAAAAIC9g7h//vOf2oAManCGhlDNT++66y7Jy8uTgQMHSkxMjFbD7tNPP5UPPvhAnnvuuQZNHwAAAABgbgXFFfLl/K1yYrfD5OhOGXoXBwCiH8TddttttT5XVlYmW7dule7du9c7nbPOOkueeeYZLXD76aeftMfGjx8vzZs399a0AwAAAADY17ylu2RfXql8u3A7QRwA+wRxqvmoGhH16KOP9j42depUGTJkiDRr1sz72Lp162To0KGyZs2agGauatapv82bN2s14xo3bixdunSR2NiQB3MFAAAAAFhEpdMlVuN209kjYGcBJV779++XyspK7/9qlNOnn35asrKyGjTzOXPmyCOPPKKFb7169dIGcPjHP/6h9REHAAAAAAAAWEmsXin+zJkz5f7779dqwnk0bdpUDjvsMK3vuLlz5zZo+gAAAAAAGI3qHx2AfenWBnTKlClyww03yEsvveR9TNWMe/XVV+W6666TV155Ra+iAQAA2IKrKFsqVv8grrJCvYsCAH5ZMbOiaSpgb7oFcdu3b5cBAwb4fa5///5av3EAAACInPLf3xfH9uVSsWy23kUBgFpYMIkDYGu6BXGqCeqKFSv8Prd27VrJyGBEHAAAgEhyOw/0Aewu2Kt3UQAAAGwhoFFTI9G2/fzzz9eaoaampsrZZ5+tjb6ak5MjP/74o0ycOFGGDRvWkKIBAADAKmjFBQAA7BbE3XnnnZKYmFjlsdtvv10SEhK8/1dUVEgw01PNT5944gkZN25clfby5557rvzzn/8MeFoAAAAAAACAJYK4iy++OOwzVgGeGqhh/fr1smTJEsnPz5dGjRpJ7969pXv37mGfHwAAAEyKLqIOYVnAZtjkAdgyiHvqqaciVoBu3bppf9UVFRVJenp6xOYLAAAAmA7NdGEzVhw1FYC9NaiPuIZQzVjfeustWbhwoXbfM4Szui0pKZGNGzfK8uXL9SoeAAAAjILwCYDBqevYvbml0rxJssTH6TYmIgAT0C2Ie/rpp+Wdd97RasOpQRqSkpK0ARtUU9XKykq566679CoaAAAAYEzUDgIMaeXmHPnxz53S9rA0ufzMI/QuDgAD0y2q//bbb+WGG26QL774Qq655ho59thjZcaMGdrj7dq1E5fLpVfRYDOe2pgAAACGx2kLYEh/bc7WbjP3FetdFAAGp1sQp2rB9e/fX7uvasWtXLlSu9+qVSu59dZbZc6cOXoVDQAAAABgADF0EgfAYnQL4tQIqapvOKVTp06SlZWlDdCgdO7cWfs/3GbOnCnnnXeeHHfccfL3v/9dvvrqq7DPAwAAAIgYMgnYDJs8AKvRLYjr06ePTJ8+XUpLS7UgLiUlRebOnas9t3Tp0rCPmPr555/Lww8/LFdffbXMnj1bzj//fLn//vu1eQEAAACmQNNUwJhIDAEYPYi78847ZdmyZVoz1Pj4eLnqqqtkzJgxcskll8iLL74ogwcPDmsfYGqa1157rRbEdezYUYYPHy79+vXTRm0FAAAAAAAALDtqavfu3bWmoWqUVOWBBx7QasH9+eefMmjQIC2gC5ctW7bIrl275IILLqjy+JQpU8I2DwAAAESGm2pgh1DrBjCkGHZOAEYP4lTtt8suu0xOO+00byect99+e0TmpYI4paSkRG666SZZvXq1tG/fXqsVp0I/iFTm5cn+VcukqLBMnDYbsTZ5a6602V2o3S9YWKp3cYBaxcXGiiMtSYqLy223nwJmYbb9tGJHrnYbExMrlQsXhDQNd0WpVB6cjmPRQpG48J1ettq2V7tNykqQgl1hm6yplW09cF6rFNSzzmp73rPeFUeI693MzLaf2l2jLfukTW6p4c/VM7btlrjiijrL2SZru3abXp4iBXG7o1o+s2E/tYeE5i0kpesRYje6BXFffPGF/N///V9U5uUZBGLUqFFy1113yYgRI+Sbb76RO+64Q6ZOnSqnnnpqSNONj9etZW/Y5SyYL+WbNoij0qU15bWT1PwyaXvwS7Poj0y9iwPUSv1gUZIQa8v9FDALs+2njr15B+7ExEh8aYhBnNMhzuwD06koXSgSE77zo9b5e7TblKQSKUreH7bpWmUUyaI/FtQ5qqTn+VrXu1pnZfYL4sy2n9pdk5wSSShzGP5cvfm+IkmvdNVZzrZZBdptWl68FOWmRrV8ZsN+ahMxMZI2/A6JTUoSO9EtiDvxxBPljz/+0Pppi7SEhATtVtWGu/jii7X7Rx99tFYzLtQgLjY2RjIy0sQqUgaeIXkZTcRtw18b9m/JlpyDX4p9+x6ud3EAAIiagiXZB+7ExErjXieFNA1XRakUrczX7jc6obfEhLFG3LKNB2qVNG7aVlq2sN8v5rXJW7ZMUjt0kMTmzbX/y/fulZKdO6u8pslxx0psQmLd610t296hrXcgWnas3SM5OSWGP1ffuCJT8orK6yzn4vkHarQmNk+Vlke1imr5ACNKbt1KMlo3E7vRLYg76qijtD7avv76a62/uNTU1BoJ+JNPPhmWebVqdeAg161btyqPH3HEETJv3ryQpulyuaWg4MAXghXEpTaR1ueeIwUFpeJ02iuMy0/aKVvjDvzKnnzqCXoXB6hVXFysNG6cYsv9FDALs+2njpxFB+7ExknyqWeENA1XSYG4iv7S7if3PU1i4v2HP6HYnnSgL+GmLY+W5PZ9wzZds2tdbV0lq+AtlPWunfuEtt7NzGz7qd1lO7fI1l35hj9XzypaL3sOBoa1lXPr9kbabUL7JpJ8qnFDRSNgP7WP3NxisQq1zapt17BB3HfffSctW7aUyspKWblyZY3na6tiH4pjjjlG0tLSZPny5dKnTx/v42qgCDWCaqgcDusdENRBzoqfqy5Ol1vcrgPVne322WFOdtxPAbMxy37qOtjcJ8btDrm8LqfLOx01jRgJ3+f2tEZymWR5moVnfSl2Xq5m2U/tzizn6u4Ayul5XlXqMPJnMRL2U1hRVIO4RYsWSY8ePbRQ7IcffojafJOTk+Xmm2+WSZMmabXjevbsKbNnz5bffvtNpk2bFrVyAAAAAAAAwL6iGsRde+218uGHH2pBWLSpgRlSUlLk+eeflz179kjXrl1l4sSJcsopp0S9LAAAAACA+oWvnZRxMPYAYG9RDeL0Hu3khhtu0P4AD1UtfO/B4dABAAAAGEsYeywKSnmFU5IS4wxfTgDmE77x5QET+nHpLsnab53OIQEA0BfVPACY3+qtOfLa53/J4rV7IzJ9QjvA3qI+WMNPP/0kmzdvDui1F110UcTLA3v7a3O23kUADE3VZA7n4DkAAABG992iHdrtbyuzpE/3lmGfPk1TAXuLehCnBkwIhLrwI4gDAP1UOpzy7ncbpF2LNDn7pA56FwcAEHb80ALj4wdBAFYT9SDu5ZdflqOPPjraswUABGn9znzJLyrX/gjiAAAAAMCEQVzLli2lXbt20Z4tAAAAAAAREUMNUwABYrAGAAAAAAAa0hyWHA5AgAjiAAAAEB50QA4gzKyYb3GoBOwtqk1Tv//+eznssMOiOUsAAAAAgEm43G6J9a2RZsUkDoCtRbVG3IsvvigFBQVBvWf37t3ywAMPRKxMAAAAAAD9FZZUyGsz/5J5y3aJlZEtAvYW1SCue/fucv7558sTTzwhK1asqPO16vmHH35YLrjgAkZZBQAAAACLW7J+n1Q6XLJ8w36xMpqmAvYW1aapN954owwYMECeffZZueKKK7QRVI877jhp3769pKSkSGFhoWRlZcnSpUslNzdXzjzzTHn33XelW7du0SwmAMCklm3YL39tyZaLzugi6SkJehcHAAyOOADGp/dopOt35Em3Dk3rfR213AAYMohTunbtKq+++qqsX79eZs2aJX/88YcsWbJEC+EyMjKkXbt2cuWVV8o555wjRx11VLSLBwAwsZ8ONmX5fdVuObtPB72LAwAAguAvzHLrHBh/tWCbJCfGScdWjep+IUkcAKMGcR6qlht9vwEAIsHppJYHAAAIj315ZfUHcQBgxD7iAAAAAADwJ8Z3tFST0bsJLQDzIIgDANRLNfV0u81Ty0zvZiwAAAC1MtE5FYDwI4gDANRr4eo9sn1Pkd7FAAAAAABTI4gDAASkpNyhdxEAS6modMrS9fukoKRC76IYHnVHYEROl0vvItiCMZp8hvkoZOImuAAajiAOAABAB/OWZcrPyzPlw+83inUQmcEecgvLZdKnf2n7MBA0mqYCtkYQBwCwBJfvSS3ntzCB7XsKtduSskq9i2J41B2B0SxYfaDvVFWrFXbo9zWmwZXcFq/dG77iADA1gjgAgCXsySnx3jfCKTuA8GGfBuwhxuBHIfWjX35ReUhT+G1lVpjLBMCsCOIAAJZAKw8AABBJ3y3aIdO+Witrt+XqXRQAJkYQBwCwHNVcCAAAIBw8pxWeAG7JOpokAwgdQRwAAAAAU8jKLpYf/9wppYzkDR0lJnAZDSB08XoXAAAAABZBbVRE2Ec/HBhluNLplnNO6qB3cRAFMQbsOS6mvpEZAKAORPkAAAAATCW3sEzvIiASYszbnQXZHIBAEcQBAALC+SUAALBaU+f/fblG1m1n8AUA0UMQBwCwHFrHAVbDTg3YtRmqO4L7/5fzt0lJWaV8/cf2quWo59dH/2XiJ0sAgSGIAwBYDpfsAACYT7Sbd9bWLJUf9ABEEkEcAAAADM5YNU3KK53yy4pM2ZtbondRAFjn0ALAJgjiAJjGjr1F8vPyTHE4XXoXBVHkdoewvvkpG0AE/bYyS/5ct0/en7tB76IAlmfEUVP9Vb03YCkBGFS83gUAgEB9+tMm7TY5MU5OPrqV3sVBFDhzdkjF4s8kofuZEt+xp97FAaAbY4Xr+/MZsROwehPZSP6mZ6wjGoBoo0YcANPJL6rQuwi2FO1+W5SKZXPE7XJKxervoz9zAKiFVWq+OJ1uWbJun5SWO/QuCmCqfZkgDUBDEMQBMB1OflAfthEAEWWRJG53Ton8uiJTvlu0Q++iALb6wdIihxAAISKIA2A+9P+lC1MtdjOVFYDpGLLPqhBUOJza7ZasAr2LAtTKHdEvdX32ZU5TAHsjiANgOpy8AADs1lQfsINo71uBzo9zTwDhRBAHwHRMVTPLQrjwBAAA0WaVGqgA4EEQBwAAAAQhhl8mAABAiOJDfSMAAEZFpUkAkRRjgZrlJWWVehcDMO++zIkGgAYgiANgOpHttBdW4Kb9MoAIMnuFuJyCMikoqdC7GIClzkWDqinLaQpgazRNhW2VVxwYKQwmxMkLAEBHZm6a6nZUSHGZQ+9iAMboDy7QwRr4gQ9AGFEjDrb168osvYuAEHEqBAD2YrRr4K1ZBWJG7rIiKZ33ht7FAGoXY5Oim/hzAmg4asTBtnIKy/QuAgAAFuMWZ26muB3lehcEfjj3btS7CAAUg/24ACC6COJgWwyFbl40DwAAY3LsXCXlf3wo5Qs+1LsoAFAvrgdgdm4XXQ2YEUEcAMByyGoBfTgz12i3rqLssE7XxF2ymc6qrTny6c+b6UsXusgrjHJt2nAeWzhOIcocWeuk9NuJ4tixUu+iIEgEcbAtTurNi5AF9WETAYLjdhk7dOG4Hz1zF+2QHXsKZfG6vXoXBTa0fkeemAHHJBhBxfI5B25XzdW7KAgSQRwA0+HcBwCAyKqoNHY4C0QTwRuAcCKIg225XHyjmhZnQ6gX2wgA1MChEaiClqkA9EAQB9tyEsQBAGArpeUO2ZtXqncxAACAjRHEATAdIlTUh0qTAPx5/YtV8v5362VvbonYElV2IiKvKMoDDMD8fUazLwK2RhAH22KwBhMjZAEANMCOvUViS3x/RqymJcwqRp+LC/ZFwNYI4mBbMfwUZVqcu+gjhvQagEVQaxYAAOiFIA72RaZgWm6uoAAADeCy6/cI5z5ASD8+uqv9DGzXQwiA8CCIAwBYDifIAOpi22OEXT83UIuAK/u7w5xzE4oDtkYQB9vi+8+aXC63bNtdKOUVTr2LAgD2YMJUq3rtFqC2GvgFJRV6FwMGROsMAA1BEAdLf0F+OX+r/PjnTv8vIImzpMXr9srMXzbLpz9v1rsoAACDMvs1tDrHyS+uCD4M4NwnKPP/2i1TZ6+RJev26l0UREgwu4Tv/pZbWHOk3KC60jX5MQhAwxDEwbKy88tk0658WbEp2+/zDNZgTWu35Wq3e3NL9C4KAMCgzF6b5ZcVWTJtzhr5c/1+vYtiaYvXHgjgfl2RpXdRoDNzHzEAGA1BHCzLpXcBAOiGZmeADky025k8h5Ol6/dpt7+tJCACTIn6AICtxetdAEAvQVUfB2AuJr/IBsymotIlmfuLJbUyRVomiiFVVDotE8RZpWYfoPs2XssFAfsWgEiyZY24LVu2yIknniiffvqp3kUBAEQAp89AdOUUlmk1UY3cLUBe0aE+nbjIBoxv574imfzFKlm3/UC3IxFRy7FADf4FAJFiuyCusrJSRowYISUlxj1RRHRQIw4AgHDwuWA18LWr0+fC2sDFBHDQF79ukfKKQzVZARjP/rxSKatw6F0M07FdEDdx4kRJT0/XuxgwBJI4AADsgkpwAEJW7fjh73ASw6/8sJms7GJ597v18uactXoXxXRsFcQtWrRIPvzwQxk/frzeRQEARBIX3AhRSVmlOF0M92NFNDUDTMZkwValg+8O2MvW3YXabaVPH6wITIzbJp1kFBQUyJAhQ+T++++XCy64QI466ih56qmn5JJLLglpek6nSwoKSsUq1uSsk8X7lktFRaVlfjFWVWQ9B4fuHTNqPL9jb6EUl1WtRuvvdTCOtQf7CElLjpcOLRv5fc3mzHypOHgiZLX1qc5HExLitC+7aOyn+UXlkpVzqBl/2xZp0jg1ur2wO3ZvEHEd+HKPb9u9zteWljtk254D+3xKYrx0au1/GwFqU17hkC27CyU5MU46t24c8f104858cbj0PV45Mg/9il3fPlYbt7NCirav15p+OiRemqbENGh6vsocZd77yfHJDZpWcVml7NhbpN1vlJIg7Q5Lb/D3UfV1V1BcLvnFFdKuRbrExkYuRKht/vVxFeeKK3+PFJdWen+v2J3Qvsp0PNPOSE+SVs1SxWg85UtJjJNOEd5P61rOmfuLpKCkUrvfqVUjSUliDLxw8F3msTEx4qq2gsJ9rKztvNG3HErzxslyWNNkWbs9T/tf7d1HVStLfful7/PpKQnSvgHHIDuI9nmvGYXjO7yhzVL3F5Q1aN9skdJMLjxisMTGWKOOWOPGKRIXV/9nsc03xqOPPqoN0KBCuHBQJ1cZGWliFSU5xVJSWXrgW8VcPz7VyhXrEFF/Kjg9eOvLHev0Pu/h73UwkIPrxx0bU+u6OrBenZZdnw6HI2r7qe8+pLhjHOKMje6XZGWs6v79wNlXTD3r07e87lhrrn9EVl5pibYNlTkcDdp+At5P49Q8DlwA6rW9VsQeurqpbx+rjdvllEq1z4lb+6uIbdj0fCUkHjpVdUrDpueKOXSMKCxX67gBwZ7PZ/Ndd5m5BdrtvkK3tMiIYIhVy/zr44xxiiPWra0vz7G1xrnSwVtXbJwxj6NhOs4HtJ/WsZx9zyPV94/TGteQ+vNdzirMrlaTNdzbZK3njTXWt0OcPscQtd3UKEt9+6XvOVUd57LQ57zXjMLxHR7J6+1AFDjzpVGTZEmMSxA7sUUQN3PmTFm8eLHMmjUrrM0bCgqsM+DDSS16S6+2x2mfybczYzPLziuVTzdu1u5ffsQxNZ7/av822Vl04JdxD3+vg3G8sXqVdts+NV3+74hOfl/z0fYNkl9UYcn1GRcbI+mNkqWosCwq++m6bbny8/ZM7/8DjmovXdo1kWgqyZwu7soDv7SlHTGkztfuzimRWZu2aPdbZqTIkCO6RKWMsI4/Vu2RFVn7G3T8CGY/fXfzOik5WDNbr+NV8bY3vPfr28dq4yrNl21/ZUpphUPKYtPkqPjYBk2vBlUVIgxN1LbvLpBvtuzw/t+QZe75Pqo+Hc/j3Zo1lQFHtAt5+qHOvz6OHaukPHu+7Mwt8m6fv6WfVGU6nmn3aNFMTjuijRiNp3wNOc4Hup/WtZx/yN8hm4oOBK+DTzxcWkYyeLUR32WemBAnFdWavIX7WFnfvuxxYpsW0uuIljJlzWrvNnT5ET0Cmpa/5zulpcs5tZzLQp/zXjMKx3d4QyxZu0f+zGzYeVN6QpoUF1RIsRy4fjM7asT5+OSTTyQ7O1vOPPPMKo+PHTtW5syZI//73/9Cmq7DQv0AxMfHSrOUphJTlmCZz1UWnyDxzgMnRY3jazZdSHKnSbyz6mf19zoYh2d9qnVX27pKdKn1Gm/J9an204zUNIkrL47Kfpoa5/Auc+3/2EZRX6YJEi9uVe1Bzb+eeRfFxnnLm+hOtdz6R+QlxxRJvPPAj2yhbj/B7KcJ2vHqQNM2vbbX+IP7VyD7WG1ccS5p5IqReGeMxLlipUmA+2y0pcUd+h5p6DKvbTqHvqfSI7pOQ/0cjrgUqXDHSp5DNfmrOi3PdDz/J0vt37V6CsdxPtD9tK7lnCTpEu88EKSnxzWWxvEEceHgu8wT4+PFdXAZe4R7m6xvX/ZIjjmwT3sej3XH1ChLfftllc8mkT1GWEG0z3vNKBzf4Q2RHFPS4PMmcVsrVwmULYK4Z599VsrKDvUxopxzzjly9913y4UXXqhbuQAAkUFfIghFDG1fAASK7xkAQIhsEcS1atXK7+PNmzev9TkAAGAvJhugD4BBcOiIDI7JsCo1CIkajMT0+EEiZHQrCsB0PH0qAQAAAGYLHSwQwSBEpeUOeWPWavl20aE+S2E/tqgR58+6dev0LgKAEO3LK9W7CLZkhR/uACAqaB9veazhyIsx8C7NLo5Qrd2WK2XlDlmzNUfOOamD3sWBTqgRBwCwHE6QAVSnLnyihUMQYLUoLrw4RgD2RhAHAABArU/L+2HpLr2LACAIHJMBWBVBHADActz81gygGofDpXcRAATByjmclT8b7IPz7dARxAEArIfzAgAAzM1gaRWhA4BwIYiDLbjpMAoAUI8Yo131wbSiedqxfU+hvDlnjezYWxTwe1ycFwEAoBuCOACA5UIKLjEREvNs4oDXZz9vlsLiCvn0p016F8VW+JHXXucdrG4A4UQQBwCwHk6YAQAwN+PkcAAQVgRxsB2ni86aAQAIG6qKwO4IjCKCxQor4hsTCkEcbCW3sFxe/mSlfL9kp95FAQAYDBd90bdo7V55++u1UlLmCOsPbvvzSnVtOkin7kDDxRjooMw+DSCcCOJgK0vW7dVu/9qcrXdRAEQQJ8yAOcxfmaX9SLb44PdzOHz9x3Z597v1smzD/rBNE4AeDJTEAWHCVg2FIA4ADGL11hyZt3QXHUCHAUswutZtz5WZv2yW8gqnmBpnx7oJ5yieG3fma7d/btgXtmkCiDwjn/8Ul4av1i4AEMQBgEF8t2iHLN+4X7buLtS7KOZn3HN5S1I1kLbtLpQ/1uwRMzPSCH2oW2FJhXa8rHSYPPwFEFE79hbJlNmrZevuggb/4ASgKgNn54ZHEAcABlNRyYUlzKnM7DXiYBrvf79Bq0H864osMSQuTix/Aeg7fyJ84/r0p01SVFIpn/+yRe+iAIAXQRwAS7HCtU9cLIdmmJTeV8bQXUyUjsKlBwd32LbHmDWI2RMib09Oid5FgM3wFQcgXLjagy3wvQkziYvjt3WYk9mPtUYaoS8cI4eavs8+WEJWdrF8PG+T7M0rFSsx+/EOAKAfgjgAlhJjgQ6KYw+mAeoxLqQB6yourYzYtN/7boO89vlfUhTBefgqLacj82AtWbdP5izYFtaBKozoox82yq59RTLn9616FwUA/FL9jf68PFMy9xfrXRTYBEEcABhAlb5mDqaJqv8jdSGtOsFHcKx9WQvUL6egTLvdktWwDsoROb+uyJQNO/Jkc6Y91hF9SMLMUpLj9S4CImjhmr2ydP0+mfHjxnpfW1JWKSUHu0cIBeeoUAjiAMCgVmzK1m5/X7Vb76KYj8VrmBgVix2oWcu5Pg6HS+wgNtasddbVD2Qxgf2CBstq1yIt5H0c5vnxqj4Op0vemLVa3pi1SlwutgGEjiAOgKXwlRhBZrrO4KII4brYBgAAqNYNgwrlQsGZBhSCONg2neGHLBiJ2wwRogmKCDQEJ8cAoB8znWbwww2AhiCIA3xUVNJ/idlxWgR/SfumXfmyeO1e3YpjF6YIlAEAAAAd0eskbMvfD1kOp1sSE/QoDWACJk45v5x/YLS+Ni3SavTzAsCiyIUBRAh9xAFoCGrEAVXwpQpYWXFppd5FsDYOoYCGa3QAgJ4Wrtkj3y/ZSWhsUARxsC1/xyQOU+bHOgQABFKLtyiCwXww30V8b5kT681eyDJgNr//tVv+2pwt+/IDGxEW0UUQB9v2W+Tv+zRrf0lUygOYkYlbpiJKzH6dQt/b9jLjx416FwFmZvYDnhEZeJkauGhAnZwhju6KyCKIA3zM/v1AP1IwL7NeR5shBOYkFNZn1iOIzoxaVaSeYhUUV4gRsNUBxld9P2XUVITKoN+YiDKCONgWX58wkk9+2qR3EYAGox8S4CD2BaDBjJx18X0H8FXXEARxAICAGPh8GABMe9DiOgYw/kX+zn1FehcBFmGSryZEGEEcbPvtbaDvdgBhxv4NAH5wcIwILqytr7zCKTmF5XoXA4BFEMQBACzHSL+iA9CJ2xyzJsQBah9czUhywjj65ObMAvlqwbawTQ/mYeytPDh/rt+ndxFMiyAO1mXkjiUAM2KXQj0IQKFXTRXVbIw+mwLAcTxsfLc2FitCsX5Hnt5FABrE93vXweisQSGIAwBYDjk8EE36BmDvf79ePpm3SdZsy636hJ7HAbdBlx5ZZUSwWO3hm4Xb9S4CYFjFZQ69i2AqBHEAAMuhYgxCkVsYvmZHiJ78ogrtdsPOfL2LAhv9uEMNTMB+fPf6UI8A/FYMhSAO1uVzgsS5EgBEntkPtau25OhdBNhQVC/KuAKMCBYrYG75xQd+0LGiGJqJGBJBHADDycoultm/b7X0lyJgSfzqARgbuygaKKegTErLaYIGa8kOcCAO30grxiSHYafTJe9+u17mLt4R5TmjLgRxsC7Sf9P66IeNsnFnPqNJHUS2AQDWxSEeZpFXVC7Tv1knr3+xKirz41QeaLgtWYWyP7+UWv8GQxAHwNAnfECgikor9S4CABgbwUZIXC7iUiUru8TSP0S6+OUTFjwMu/m5x5AI4gAYFudDB/CLcGB+WZGpdxFsj10WCF5UD/HspEBAgWuj1ERdywI0BIPJGB9BHKzLzwGo6iMcoIyOLxEEo9Lh0rsIYJe1vZgIbgTllU6+FwA9WXz/czoPfb7U5PiozHNzZgHHNZthbUMhiIOtrA6gbfzevNKolAUwuk278vUuAgCTcUeoflduYbm8NvMv+fzXLWI1Ub0oo4Z12JCdRH6ZRrtFgFOHJsizftsi2/YURn2+APRFEAfrCvHb+/3v1oe9KAgNJ7n62pJZIObFxgMYvUbcvGW7An7tX5uztdttu7lgbRAOjZFhl4DT4n1lBNuXVrhqskW77z3YS4xtDlDmQhAHwLC4XkCoCHH1wWJHMJZv2B/4i01wHeF0HWoen1dcoctHU8FAVnYxTfWjnUlx8IsIo2/HP/wZ+I8JQDS/zjgkGR9BHADDos8MY+EXNdSHfRaRappquuOPTvvCX1ty5KMfNsqnP2/y/wKTLUYj43AXecVRHg3dd50GUvnPU1MXAIJFEAfAsDjJBQBzidRgDVZuERfOJbbqYF+4u2tr6sb3athUWZQW3j7t9IPPj0t3yVd/bONHJURUVLYuNmHDI4gDAESk7xTYT4yV0xLoik0LgFJYErlacpt35cv67XmSV1TBj8GoF5sIGoIgDrbFF6zx8YskYC7ss0DwopoxEmgCUfku8+0zEoh+H3GcjxkdQRwAwHJ9NHH6AViLlWtbRvV4xcERCEhDDzlvfb0uXEUBGsTCX5+mRhAHwLS27ymU/XmlehcDABBhXEcAMJPCIEZOhr1E6vcQl9stZRWOCE0d4UYQB1ugtZR57cn13+F0bmG5fPbzZnn3u/VRLxMAILqsXCMuqliMYvca40Y8oc7cXyw79xVFZNpAxOh8famCt+IyhzidBwry8bxNMvnzVdo1Ete+xkcQB8DQfvxzl9/HcwrLol4Wu+M6GDCvfXmlUlASoRoanPE3SFQPrayqMGJhhoPL5ZYZP26UT+ZtkrIKp97FAUxDjZK9N7dEduw9EGJn7S/Wbtduy9W5ZAgEQRwAICBcawPmVFhSIe99t16mzl4jZmXlHwKMcmhVtSj+WL1H72KYhi2/EyOwI6paPb7HKsDqYsLYRY+hBmaw5UExdPENeC8AAAAMLrvA/DWIzdY01bCXI3UsxunfrGPk4xCZbPMMXYS3j4pKRhqFsYVjD+AoC4UacQCAgNjmQgOA4XD4CZM6rgAJ4ULHorMe1ikQJC4UgkIQB5vg2xSwFXZ5oEo/MjDuhTuXLjANLrRhc+wBCBeCOAAwOH6VBdAQG3fmi9mZrWlqMKJ6iLfuYkQ0cEICmAK7qvERxAEAAKABOOM3DVYVAIRFqIMkRPv3EAv/jmVqBHEAYHB8gQIwD5IewLI4IQFM8i3Jd7HR2SaIy8vLk0ceeUT69+8vvXr1kiuvvFIWL16sd7EAhBlfOwCgJy7UDb3EWD0RafoVas0YAIA92SaIu//++2Xp0qXy3//+Vz755BM5+uij5aabbpLNmzfrXTQAqBP9PASPiyJAL+x7hl5irB4Y7ITEqOc4Ri0XAGuwRRC3bds2+e233+TRRx+VPn36yOGHHy5jxoyRli1byqxZs/QuHoAwngjxYz8AAIg0WmmGHz+iwUyMPFI2QbLx2SKIy8jIkNdff12OO+64KqNvqb+CggJdywYA9eFkH4B5cMAyNFZP2NjyQjciJyR2XJCwM8tu8bY8KIYuXmygcePGMmDAgCqPffPNN1pNuYceeki3chmJu6JUSrdvlcqCEnE6rbETxRaVS+vKndp9Z1a8xMTFSuvKHd7nM4pTxFFZ6ve9jszEqJUTNfmup2ZlSeLIdNR4PGF/pbSu3F1jfbUo2y5JlZU1Hjc6388Wv88hDmeq97FmpQeWgTsuRkrzk6WyqCwq+6lvmTzL3OFOk2hyV5R47zsy19T52lYV26Wi0qXdTymPE0dmTI3PkphdIY649IiV1648y1c7rmaWi1n5bvOhHj+C2U/DMb/6pp2cUyatK/cFNJ/69rHauMsKvfeT3WqfbRzQ9Hw/f3pBgTgya/9xNCU3T1pXZh+cbqL3vell8ZJSeeA7omlxqjgyy7zP1XYc8BXqcve37pxO16FylSaIIzOw9Z+UXS6OhEYhz9+X+r6IqSyv9bM5c3YFPK1GBfniyDy0bkPl/Zwxan3Emmo/rWtezUoyxXnwPDJmj1scxUlidUnZBd7jSbiOWb77TcJ+h7SuzKr7DbtjxJGSELbtxd/2H7NHpHnpXok9uC/VxXea1adVfX617WtpeUXiyMytd152E83z3oCPK2WV3te6suLEkRgX9Lyqf5+FqknRgesgD0+50vKLxJmVfej7KL9IWlfmRvRcQ7MnRhwFge+bHrHpzSW2cUuxmxi3237R5Z9//ik333yznHbaaTJx4sSQvzQKCvyHOGZUvvxrkT3rpNLhskyaXV7plJ37irX7h7dpJLExMbLJ5yQ/JTFOSiucft/bte2Biwjow3c9JSXGSfsWaTUeb90sVXbnlNRYXzv2FkmF2o5Nth59P1vb5qmSkhTvfSwpIVbaH5au/RKdEB8btf3Ut0yeZZ6WbNzfb7buLhSn68ByiY+LkU6tGtX4LK0yUiQ9iBN4BMazfFOT4qVN81QxK99tPuTjRxD7aVjmV8+0D2uaLPvyyiI2n+rzC2Yevu9pkpYoLZok1/ravKJyyS4o907f896EuBipPHiBlpocL22apXqfq+044CvU5eHv87rcbtmSdSC4UttAx5bpAU2jZUaKNAryuOTvsyjJiXFSdvDcpq7PVtv7fdW3TgLlmVdcbIx0bt0obNOLxn5a17wy9xd7zyPbH5YmSQnBX5CbTWFJpezNKw3rscR3v1HfH1nZh36A86djq3RJiIsN2/bib1/o0DJd9uaWSPnBH/fq4jvN6tOqPr/a9ruMRknSrJH1g9ygRfG8N9DjisPpkm17irT76nimjmvByisul+z8Q99nodqTWyJFpY4a34tqe2qSnihbD+5XGelJklvU8PnVt9yC3Te9YmMl7azhEpNgjX2gceMUiQtgORj3iipC5s6dKyNGjNBGTn322WdDnk5sbIxkZES3ZkgklXfvJcWxDkl01f+FYxbu0grJzz/wq11quzYSFxsr+ft9fglOT5T8ogq/701r3y5axYQfvuspPTVB0tq3rPF4u8OaSX5RTo31VVi4W8rKnaZbj76frWOr5pKWnux9zHcZKNGq51dlf1EXGi2bS1rjhl+UBcPtqJDK7F0Sl54hcWlN63xtQW6mOA5ekCcmxkpa+zY1Pkubw5pJWtOUCJfafjzLN7ZRkqS1byFm5bvNN/T4kRjl+dU27cOaN5X8krxa5+MszhNnUa5IbJwkHtYx5PnF7l6q3ebFt5CEBIfEJqdJfJOWgX/+pmmS1q72fTx3X6HklxV4P4PnvclJcd5jflz6ge3P81xtxwFfoS53f+vO5XJJfnaWt1xp7VsHNI3WLTIkLSO4ANvfZ9HKkJoghVJZ52er2LNFO4/1yI33v55Sm6RJWvu6j7vBlFVdUPuuj4ZOLxr7aV3zKindJwVy4Dyya5uWkpZs/R95inNLJL8kN6zHLKfPftPhsOaSX3igplBtktu0kuTE+LBtL/72pSNat5SS8lwpKj2wL9XFd5rVp1V9frXtt00yGklaa/P8eBxt0TjvDfS4Ul7pkPzcPdr9lHatJSEu+AA+d1+R5Jfm1zuv+pQ7sqXEkS/pznxJadFa8vcfOL9tnNFIUg9L9+5X6v/8isKInmuEsm96JGS0kvTDMrRuw+zEVkHcO++8I+PGjZNzzz1XJkyYIImJoe/WLpdbCgrq/sXGTOJSW0uz/ldotfxUbT8rKM0tkcXb1mv3+x57nMQnxMnitcu8z7fPSJedjgO/aFTX//gTolZO1OS7nlo1TZVex3er8Xi7rofL4qwtNdbXql1rJLew3HTr0fezdT6iq2S0auR9zLMM1K8r6leWaO2nvmVS2nftIs2jXMtQfSUH+vvYsk0rpazywAW5ql3S9/hjvM95l+XhnaVlx4ZfWKIqz/Lt3KyRHHd8VzEr320+1ONHMPtpOOZX37Sbdmovi/ftrHU+8WE6Gfxu7aEQ74xzAvssvp//xNYt5Ijj29f62j1r98ri7EzvZ/C8V9Xayo85EIYc3ryxHHt8F+9ztR0HfIW63P2tO5fDJYvXr9DuN01PkpOPPzqgabTo3FFadW4W8vx9tW6aKrtdJXV+NnVM/e5D/+/3dXzrFnJkHesk2LKqGrOnHn9s2KYXjf20rnmty94gu5wHWl4cfdRRkm6DH3myt+TI4j3bw3rMcjmcsnj9Su1+hyO6yOLMzXW+/oQePSQlLTFs24u/femY7t1ldd422euuv/WT7zSrT6v6/Grbb+PbtpLOxzU8pLaaaJ73BnpcqSypkMWbVmv3TzrmWElMCv4bdO+6qt9nodpUtEU2lB0I9I475QRZvPXAZ4hr20raHtVSFm84sF/FtWsli/P3RPRcQzn+6KMlJT34Wm0O9SNennVyFWrEVfPee+/J448/LsOGDZOHH344LImr42DzNytRBzmrfC5VM8Z9sJma+kyqaarnf0+Y6vt/lfdaZBmYle96Ufc968P3cVU13Hf9+r7e3+NGV+WzOQ7sh57HfJdBNPfT6vuH0Y8PqnmLp8xq/66+XZjhM5hVbcvdbKrvhw0RyLYWzvnVNm3Vr04k51N9fsHMw/c9qll5Xe/z/RxVjo9+9nvv/27/xwFfoS4Pf5/X4XAGtS94X+sMfr+p7fzF99ymrmnW9v4q0wrT8bK29dHQ6UVjP61rXr7L2nnwe9vq1PIK9zmWWna+39H1bZuec6RwbS/+5qfKUdd1QvXy1Dat6vOrbXr1Hf/sLhrnboEeV3y/Y7RtMS74clX/PgtV9eN99e8U3/8jdW1U9dqM7TgYtgjitmzZIk8++aScffbZctttt8n+/fu9zyUnJ0ujRg3vrwIAAAAIljV65oUtRKDpmEW6poZNmHJztVeLT9OwRRCnRkitrKyU7777TvvzdfHFF8v48eN1KxsiyOeb3ZQHTYSEdR05Nuu6AQAA+CI1A0zBrccVEceHoNgiiLv99tu1PwAAAABoMK45LY3VC3/C8Zt0NH7XJhMzvhDGlwVMguo7tsRaBwAAkcZ1bniwHGE3lt3mufYOCkEcAEPjFx0AQEj4/gBMxUjnfEQK8Mdt0O3VEFggQSGIAwBYDqcCAKKNaxDAOtidAUQSQRzscUbMt6ltajmzqgEAGqq0AMbnNmjLNk4o4YeRNlHDMdQObHwEcQAAAAAQIjKb8LBarVK31T4QTIl4zJgI4mBdpPK2xFoHAGiifA3MJbfNsMIB2zHLbk8GbHwEcbAtt2kOpQAAADASziMBAKEiiAMAAID1UEUaCC9amwBAWBDEwbqok2tLVlzrbMrhW2ZcQwBWY6CdmmO1rcQYadsz8QmJUWsWGrVcgGFxwRIUgjgAMJgY0qKI4RwBsJo6dmr2d0QpqGFTs55wrFO2Cwtym2UNc3wyOoI4WBdhhi3FWHCULTblUHDaAQBAWHFCApiCLmfBHB+CQhAH++I6HQiKLZvhADAvDlmA8Zumcj4OwIYI4gAYGidoxlkG9JcCwHhI22Dv72aErwVC1SfDMYMwTAMIAccn4yOIgy2OQAQI9mGFNU0fceHAMtQDJ36IPnftez3bIwAgQviKQUMQxAEwNDtmUkbtI85cTVM5PQLsRu+9nh/9AABAIAjiYF1GSS8Q1Ro2rHUoXA7rg8MuDEXX7ZGjEGD3WtWE8wBqQxAHAAZntRNTWBfbKqKP9BcAEB1uM57zmKWcNkMQB8DQ7FjDhj7i/r+9e4GRqjoDOP7NvpddFlhEUBA1tEJ5rqBGIohYpBakSa0kCmiqYm00rgas9mEthlSoKKK2qG1XkChgWqjEagslKlajCFWgCVArqEXDQ1h2l30/ZprvtDPO7IvZ3Tt3zr33/0s2DPO8r++cc797zrkAkKwUT7beBYknZZTjQFfZ1PwhdwEglUjEIRg3a6A2hYfYOkccAKQL5SBOe5dLeB67F0hBWelW/UkAdwmJOAQWRQUQvJ6EnMwD3tSt9j1zxCGFOOd0fjtaNacaOxh+waFsJRJx8C/OuIFASaanBO1qwG++quup9ZE2VC5AMHgw1q1KcCOGRBwAAAA8em0tbhqKjl8CHMf1Xu9LdRHhwZwNfIJDz34k4gAA/kMLBD3EXFR2YXfANhyTzgvRrxXwLIrEriERB/+iheQL7EY4iR4MQIAQ74Cn2DSEzp4lAbqBA9h6JOIAAIFBYhdB59Wefh0n0cm2IT1sShoFCVsd6cTxB6eQiIN/0fXFF9iNgHfQQIVVR10aD0iP5jvRFQl3+0T32bn1aH4CSCUScQCsxskMAMALqK9Sj03sc27vYDvz+ICjqJvsRCIOACxHBdp1HW0yelimFpsXVknjAUlZA6QIjSLgtIgS+5GIA2A1TmbgJNrvqcXmhfvsrCQoa4DkxIeKTWFDDMMvc666dS7lkc1hDRJxAGA5kpGA+/zanvTfetk5tsx/2xlwAYEDOJ4VI0FmJxJxADzPK1ekkuWz1bEKSU3AvwjvAIhYuigWLZffRTx051vacwA6QiIOACxnS0Mu1Q1WNxK1tmxLAM6L2DRHXPp+GvAU6mV4iVeOV48sZqCRiIN/ne7kmxLKl9itwRWiuxuc5NfCxHfrZVPcx7U70rocAHqOKAaQOiTiAMBy5JeCOUQZgHfniEslyjr4lVd73nfMb+sDwCkk4uBfZC98oavnG+x1dHaiSrEAAN7lv0QN4pFjBpxBLNmPRBwAWI7K1LmhqWxLBF2gEhkuJ96ZvD9g2Me+RnsBp8Mhgp4gEQfAasn0YKIihGK4FpwUqISVp9HNFQgSqnqg+2gr24NEHPzrNAUNJ1ne0NX6wo97leGUAHD6Uj8UhArBv6vlObQj/Y29CyCVSMQBgGVo3KduaCpJTcC/V/TTXXLGLxblOAA6HyFIxyG97bqGRBwAqyWVOIkr9/2YZ6Fec+7knG0JBIgfKwRFOWaFkG8PMHel8+SdNgF6hOMHPUAiDoDVaCQBgHP8V6Z+lQwhLQI30evRefSoAZxBLNmPRBwAWI7hlAB8L9LzD7b5Cp+eh5AAsg97xF+cymFwXADoCIk4+FZi5UdV6O+7pnZyIgbEIakJeJPnQpfKKCVs6uRh0aIgFdjB8AnOk+xEIg4ALGfLiYcty9FlER+sA1zHsWJXpi1hrkeHvjOdGDbkA+xCX6PnKdpD2Q2nkIgD4CsWn3cBABzHHHFAkLiRCHEsCUfOBulAZegJJOIAWI0LTwyndBLbErDUacr6jkM3eENuqBfhJ9zZHHBYpFUsEVdWIhEHAJZp3RClYdp1bLN0YcPDhSPLA4eZBxYRDmK4GgBPoKiyBok4+Ff8vFDtvUxB5J+bNZxmXyPYEiap5QAB7ORAb9V0d3glGQP0jDURZM2CwGbWHiYh5jj0AhJxAKzGeQ3DKZMVYkNZgH1gO6+WqaEkXvHoqgHBRuAiYFJeD6cpprzavkgXEnEAfIU0QHAl0xuFXF2q0QpD6g+dxCv9dh5znJD4H7sYgNcKKHrK2YNEHAKLE3JvYD9xQucktiXgX22qi4i9dRdFEWA5B4KUpIfPdbNRybkNFIk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"text/plain": "<Figure size 1500x800 with 1 Axes>"
},
"metadata": {}
}
],
"execution_count": 7,
"metadata": {
"execution": {
"iopub.execute_input": "2025-03-26T18:48:32.768672Z",
"iopub.status.busy": "2025-03-26T18:48:32.768551Z",
"iopub.status.idle": "2025-03-26T18:48:32.854110Z",
"shell.execute_reply": "2025-03-26T18:48:32.853841Z"
}
},
"id": "eb486934"
},
{
"cell_type": "markdown",
"source": [
"The event timing analysis shows:\n",
"- Events occur at different times for different neurons\n",
"- Some neurons have more frequent events than others\n",
"- Event amplitudes vary considerably over time\n",
"\n",
"## Summary\n",
"\n",
"This analysis of calcium imaging data from the macaque motor cortex reveals:\n",
"1. Clear spatial organization of neurons in the field of view\n",
"2. Distinct patterns of neural activity across different cells\n",
"3. Variable event amplitudes and timing across the neural population\n",
"4. Generally independent activity between neurons, with some weak correlations\n",
"\n",
"These findings provide insights into the organization and function of motor cortex neurons during behavioral tasks. The calcium imaging approach successfully captures both the spatial and temporal aspects of neural activity in this brain region."
],
"metadata": {},
"id": "2efb47ae"
}
],
"metadata": {
"jupytext": {
"cell_metadata_filter": "-all",
"main_language": "python",
"notebook_metadata_filter": "-all"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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