{
"cells": [
{
"cell_type": "markdown",
"id": "795d9462-7156-4c8f-b9f8-bccb3a29f1b8",
"metadata": {},
"source": [
"# Annotation Vectors\n",
"\n",
"This tutorial summarizes the findings of the [Matrix Profile V](https://www.cs.ucr.edu/~eamonn/guided-motif-KDD17-new-format-10-pages-v005.pdf) paper and replicates the presented case studies.\n",
"\n",
"Time series motifs, as described in the [STUMPY Basics](https://stumpy.readthedocs.io/en/latest/Tutorial_STUMPY_Basics.html) tutorial, are approximately repeated subsequences within a time series. While the concept of motif discovery is crucial to many fields and practical applications, the process of motif discovery isn't usually as clean in the real world as we would like it to be. In most practical uses of motif discovery, we find some motifs to be more desirable than others.\n",
"\n",
"Consider, for instance, the [Amazon Customer Reviews Dataset](https://www.kaggle.com/bittlingmayer/amazonreviews) which contains several million customer reviews from Amazon's website. If we were to combine all of the textual reviews to reveal the most used words on the platform, we would, unsurprisingly, find the word \"Amazon\" to be around the top of the list, probably following a few other more commonly used words, such as \"the\", \"and\" and \"is\". While this result is obvious, it is certainly not useful. In order to produce more insightful results, we would need to filter the results to exclude less desirable, or \"[stop words](https://en.wikipedia.org/wiki/Stop_word)\", and make way for the more desirable ones.\n",
"\n",
"When it comes to motif discovery, we use a similar approach. While we can't \"filter\" a time series, we can favor the identification of more interesting motifs and penalize the less interesting ones. This tutorial will provide a brief introduction to **Annotation Vectors** and explore their roles in **Guided Motif Search**."
]
},
{
"cell_type": "markdown",
"id": "30760f22-dc34-4b3e-862f-1278050e909b",
"metadata": {},
"source": [
"## Getting Started\n",
"\n",
"Let’s import the packages that we’ll need to load, analyze, and plot the data."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "8dec9e32-2949-4dbf-a23d-0215c001db2a",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from stumpy import stump\n",
"\n",
"plt.style.use('stumpy.mplstyle')"
]
},
{
"cell_type": "markdown",
"id": "7b4e798e-23ad-4acd-96c7-78840714dcb7",
"metadata": {
"tags": []
},
"source": [
"## What are Annotation Vectors?\n",
"\n",
"An annotation vector contains real-valued numbers between 0 and 1 and can be used to distinguish between the important/unimportant subsequences within your time series (with 0 indicating undesirable and 1 indicating desirable). Annotation vectors for a time series can be combined with the matrix profile to formulate the **Corrected Matrix Profile**, which we can use to identify our desirable motifs. The corrected matrix profile can be acquired using the following formula:\n",
"\n",
"$$\n",
"\\begin{align*}\n",
"CMP[i] &= MP[i] + (1 - AV[i]) \\times max(MP)\n",
"\\end{align*}\n",
"$$\n",
"\n",
"$CMP$ is the corrected matrix profile, $MP$ is the original matrix profile, $AV$ is the annotation vector and $max(MP)$ is the maximum value of the original matrix profile. Essentially, this formula transforms the original matrix profile by shifting the undesirable distances towards the maximum allowable matrix profile value, $max(MP)$ and thereby eliminating those corresponding subsequences as potential motifs."
]
},
{
"cell_type": "markdown",
"id": "652de924-c201-4081-bb7e-fc6aee11dcd0",
"metadata": {},
"source": [
"## Hemoglobin Concentration Dataset\n",
"\n",
"In order to demonstrate guided motif search, we can construct an annotation vector based on desirable and undesirable time series subsequences. In many cases, the undesirability of some subsquences is absolute. In other words, we want to completely disallow some regions in the time series from being considered in our motif search. Thus, our annotation vector will be 1.0 at desirable regions and 0.0 during undesirable regions. There will be no in-between.\n",
"\n",
"Consider the [fNIRS brain imaging dataset](https://drive.google.com/file/d/0B1ZwONZKxJgTa2lFdDMtTnZMTUU/view?usp=sharing) produced by the UCLA Medical Center. **fNIRS**, or **functional near-infrared specroscopy** is an optical imaging technique that is used to measure Hemoglobin concentrations throughout the brain."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "601be397-5ba8-4fc0-83b0-573cc913b4e2",
"metadata": {
"tags": []
},
"outputs": [
{
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" Hemoglobin Concentration Sensor Acceleration\n",
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"source": [
"df = pd.read_csv('https://zenodo.org/record/5045218/files/hemoglobin.csv?download=1')\n",
"df = df[6000:14000]\n",
"df = df.reset_index(drop=True)\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "bd7f0dc8-250d-4420-b4fe-c111c1abafee",
"metadata": {},
"source": [
"The dataset contains two columns: the Hemoglobin concentration and the sensor acceleration data, the latter of which we will get to later. We can visualize the Hemoglobin concentration time series first."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "05d0524e-5d6f-4542-b73f-bf4cf005e587",
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"outputs": [
{
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(df['Hemoglobin Concentration'], color='lime', label='Hemoglobin Concentration')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('690 nm intensity')\n",
"plt.title('Hemoglobin Concentration')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "191ff397-b874-4cd0-8590-a876f708fb84",
"metadata": {},
"source": [
"We can use the `stump` function from STUMPY to compute the matrix profile of this time series and identify the nearest neighbor motifs."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "46cc2d55-8c38-42d3-a3f0-b1568c15515d",
"metadata": {},
"outputs": [],
"source": [
"def get_motif_data(data, matrix_profile, m):\n",
" motif_index = np.argmin(matrix_profile[:, 0])\n",
" motif_x = np.arange(motif_index, motif_index + m)\n",
" motif_y = data[motif_index:motif_index + m]\n",
" motif = (motif_index, motif_x, motif_y)\n",
"\n",
" neighbor_index = matrix_profile[motif_index, 1]\n",
" neighbor_x = np.arange(neighbor_index, neighbor_index + m)\n",
" neighbor_y = data[neighbor_index:neighbor_index + m]\n",
" neighbor = (neighbor_index, neighbor_x, neighbor_y)\n",
" \n",
" return motif, neighbor"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "0710af15-e31d-42de-955e-974e05d67e66",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Minimum Z-Normalized Euclidean Distance Between 2 Subsequences: 4.1063461123005505\n",
"Starting Indices of Motifs: 3995, 5995\n"
]
}
],
"source": [
"m = 600\n",
"matrix_profile = stump(df['Hemoglobin Concentration'], m)\n",
"motif, neighbor = get_motif_data(df['Hemoglobin Concentration'], matrix_profile, m)\n",
"\n",
"print(f'Minimum Z-Normalized Euclidean Distance Between 2 Subsequences: {matrix_profile[motif[0]][0]}')\n",
"print(f'Starting Indices of Motifs: {motif[0]}, {neighbor[0]}')"
]
},
{
"cell_type": "markdown",
"id": "1e4c5576-f484-439b-b9b1-7867624afcf9",
"metadata": {},
"source": [
"Now that we know the locations of the motifs, we can visualize them."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "9bafdb7e-7656-44c3-adf9-700b5203cf74",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axis = plt.subplots(2, sharex=True)\n",
"plt.suptitle('Hemoglobin Concentration Time Series Motif Discovery With Matrix Profile', fontsize='15')\n",
"\n",
"axis[0].plot(df['Hemoglobin Concentration'], color='lime', label='Hemoglobin Concentration')\n",
"axis[0].plot(motif[1], motif[2], color='red', linewidth=6, alpha=0.5, label='Motif')\n",
"axis[0].plot(neighbor[1], neighbor[2], color='mediumblue', linewidth=6, alpha=0.5, label='Nearest Neighbour')\n",
"axis[0].legend()\n",
"axis[0].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[0].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[0].set_ylabel('690 nm intensity')\n",
"axis[0].set_title('Hemoglobin Concentration')\n",
"\n",
"axis[1].plot(matrix_profile[:, 0], color='darkorange', label='Matrix Profile')\n",
"axis[1].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[1].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[1].set_xlabel('Time')\n",
"axis[1].set_ylabel('Z-Normalized Euclidean Distance')\n",
"axis[1].set_title('Matrix Profile')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "61700e1a-64a8-4744-abac-ffdc65facea8",
"metadata": {},
"source": [
"Without further context, the results look like exactly what we want. The two subsequences identified are, in fact, the closest matches.\n",
"\n",
"However, it turns out that the nearest neighbor motifs identified belong to a section that has no medical significance. What the brain imaging sensor was picking up during this interval was simply the variation in infrared radiation caused by the physical movement of the test subject and not by the Hemoglobin concentrations of the brain. This can be verified by visualizing the sensor acceleration data which reveals rapid movement between the 4000 and 7000 marks."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "0227f566-3d40-4232-add6-52ab3f7a1a0b",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axis = plt.subplots(2, sharex=True)\n",
"plt.suptitle('Sensor Acceleration Variation With fNIRS Data', fontsize='15')\n",
"\n",
"axis[0].plot(df['Hemoglobin Concentration'], color='lime', label='Hemoglobin Concentration')\n",
"axis[0].set_ylabel('690 nm intensity')\n",
"axis[0].set_title('Hemoglobin Concentration')\n",
"\n",
"axis[1].plot(df['Sensor Acceleration'], color='mediumturquoise', label='Sensor Acceleration')\n",
"axis[1].set_xlabel('Time')\n",
"axis[1].set_title('Sensor Acceleration')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d19ca477-73d4-4337-9aad-2011f4861d8e",
"metadata": {},
"source": [
"So, given this data, how do we rule out these intervals? How do we produce an annotation vector from this time series?\n",
"\n",
"We do this by monitoring the variations in the sensor acceleration. We start by computing the sliding standard deviation of the sensor acceleration data. This gives us the standard deviation vector of the subsequences of this time series. We then compute the overall mean of the standard deviation vector and compare the sliding standard deviation to the mean at different parts of the time series.\n",
"\n",
"If at any point in the time series, the local standard deviation is greater than the mean of the standard deviation vector, this indicates a region of physical movement, and so the annotation vector of this region should be 0. Similarly, if the local standard deviation is less than the mean of the standard deviation vector, this indicates a region that's possibly free from physical movement, so we annotate this region to a 1 in the annotation vector."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "d0477e27-cb85-4ef0-be16-615a1e8237c7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"acc_stdev = pd.Series(df['Sensor Acceleration']).rolling(m).std()\n",
"acc_stdev = np.array(acc_stdev[m - 1:])\n",
"\n",
"acc_stdev_mean = np.mean(acc_stdev)\n",
"acc_stdev_mean_series = np.full(np.shape(acc_stdev)[0], acc_stdev_mean)\n",
"\n",
"annotation_vector = (acc_stdev < acc_stdev_mean).astype(np.uint8)\n",
"\n",
"fig, axis = plt.subplots(3, sharex=True)\n",
"plt.suptitle('Annotation Vector Generation From Sensor Acceleration Data', fontsize='15')\n",
"\n",
"axis[0].plot(df['Sensor Acceleration'], color='mediumturquoise', label='Sensor Acceleration')\n",
"axis[0].set_title('Sensor Acceleration')\n",
"\n",
"axis[1].plot(acc_stdev, color='orchid', label='Sliding Standard Deviation')\n",
"axis[1].plot(acc_stdev_mean_series, color='lightsteelblue', label='Mean of Sliding Standard Deviation')\n",
"axis[1].legend()\n",
"axis[1].set_title('Sensor Acceleration Sliding Standard Deviation')\n",
"\n",
"axis[2].plot(annotation_vector, color='slateblue', label='Annotation Vector')\n",
"axis[2].set_xlabel('Time')\n",
"axis[2].set_title('Annotation Vector')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "5ed45f08-f764-4e02-8b8e-68a824b674be",
"metadata": {},
"source": [
"Now we have an annotation vector that we can use to rule out the regions of physical movement. We can use the formula introduced earlier to compute the corrected matrix profile."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "b37b21fb-8975-491d-b100-959a702f785d",
"metadata": {},
"outputs": [],
"source": [
"def get_corrected_matrix_profile(matrix_profile, annotation_vector):\n",
" corrected_matrix_profile = matrix_profile.copy()\n",
" corrected_matrix_profile[:, 0] = matrix_profile[:, 0] + ((1 - annotation_vector) * np.max(matrix_profile[:, 0]))\n",
" \n",
" return corrected_matrix_profile"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "1b2ac23b-8b32-4b8e-baf7-dd0496e9dc0c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"corrected_matrix_profile = get_corrected_matrix_profile(matrix_profile, annotation_vector)\n",
"motif, neighbor = get_motif_data(df['Hemoglobin Concentration'], corrected_matrix_profile, m)\n",
"\n",
"fig, axis = plt.subplots(2, sharex=True)\n",
"plt.suptitle('Matrix Profile Correction Using Annotation Vector', fontsize='15')\n",
"\n",
"axis[0].plot(matrix_profile[:, 0], color='darkorange', linewidth=5, alpha=0.3, label='Matrix Profile')\n",
"axis[0].plot(corrected_matrix_profile[:, 0], color='mediumvioletred', label='Corrected Matrix Profile')\n",
"axis[0].set_ylabel('Z-Normalized Euclidean Distance')\n",
"axis[0].set_title('Corrected & Original Matrix Profile')\n",
"axis[0].legend(loc ='upper left')\n",
"\n",
"axis[1].plot(annotation_vector, color='slateblue', label='Annotation Vector')\n",
"axis[1].set_xlabel('Time')\n",
"axis[1].set_title('Annotation Vector')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "44a9953d-9b0e-45a8-b031-b9fd19691501",
"metadata": {},
"source": [
"As we can see, the corrected matrix profile is elevated around the region of physical movement. This is done to penalize this region. The lowest point in the matrix profile is no longer in the interval where the test subject physically moves. Now we can test the performance of this corrected matrix profile in locating our desirable motifs."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "4de940de-e469-448a-be86-d2fcb330bf37",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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UgFLEP4hrUgO7xqnbdsyjbpfjCTxPapyJM7Gex359sbmSZIl27/PYt7fxJxVHURKf+aoYcAtx3+dH8e59Tuw1ezptjLnmWSAi92G1jliFdVN6Cze6K3lbr4vr/Yp93FzPPY/bmVjruOJK7j695d6fxzGILwbX/gtj3ZB9Q8z35CpWy4vY70sMxpirxpg/jDHPGmNqYbUsqYr1bTdY73kp4r7ng+OpO6lkrqu+pK4Vo7G6yHXD6hJ1TESGeJtoMsasAv6x6wgh4QSTN9eV9OZKrCd0LIdgdUN6Bqtrzd8Sc8yipD7DpYl7HXPtz/M1T8RKFLlu1h/AGlTYlXwuhnXenSXm+zgWq1WE5zUxzmsxVje7SVjXDrBaGB0l6S5mq7ESW02xEh+7jTGu30ergKYiUhbr2pmaBNOZWM+dumYndB7ELvfm2lwUuOiZvPBSMfv/bbHqXmSXl+fG+ZDQ70ivGGtChulY3cO6kcBn10e/D7y5XmGMcXXdywn8YMfojZ+xvvgKxmqRdE88idbYz5NzbiRXcn5/K6WUm84ip5RywimsATrfjWfZ+XjKkutfrG+q3eybzaLcGM/gKNa4LrEVj6cs0bptJbG+7fMUez3X88Ru6FIiDOtbz7ZYYyYkJjnxJ+UkiSfLTtmxPR3PMm//6PZGfK0A7gfWGGPc402IyB0prN/1fpUgZrLUNcjuKTKPM1jHazDWt/+x/ZOcyowxP4jIR9yY8eoU1s3zvd5s7sU6SV4r7NYonwGfiUh5rPFy3sNqPTDCi32A1ULmRaxp6iMSWMeb60p6awMcTShmu4XYW8BbIlIVaxyr4SKyyxgzm6Q/w4ldLzxf8xKsm9oHxBrk+Bas7ncup7Baet2KlfCJzTOxkNB58T2w3H4dj2B14U10djljzHkR2YKVYDpOzDGWVmGN9eZqxbSS9JNW1+yEjl3scm+uzSeBvCJSIJlJJtd5cTfxJz92YXVbjCLh35HJMREroXOduK2GXXzx+8Cb6xUi0gjruG4E3hCRCcaYOJMjxOOY/YVccmLw5e/z2NLr97dSys9oCyallBMWALWxxryI3eJplw/qXwPcF6sFQ2espLqrWfw64Gb722sA7EFZ45sNLnbdbcVj1in7D8ogj7pdYg/w2xnrD0KfTiNutxL4DnhaRGrFXi7W7DauQWmTE39SFgDdRCShb4AXYI29ciie93lLAtsk5Jodq7ffNucm7h/BPWM997Z10Vaswdrvj1XeDatFRFpPZ+4zdvem1Vhjv8RpbWiMSTDBZA8IHbusOFCQGzeSC7BaMF1IoDVjciXrWmGM+dsYMxSru2Ccz0IifsTqlvJpIut4c11J6xZrbmLN1tgVawDlJNldN1/E+ly4js0CrOtBQte9NUAJEbndY795sMYxcl8v7ETPZKyWS92wEpmerYsWYrVYKZjAeRejBWIC8a/ESk6Mxmr5MzbJF21ZyY1Bmz0TTKuxWmn0xuoGuCfupm4+fV8dvGa7eHNtdnW1fSSReuJrqbUKK4FUJoH3+rzdrXIj0CnWtp1T8FrmYXVV/cgYczaBdXz5+yBB9u+nH7EmELkNK0kzMqX1eSEtzg0XX/7+VkplIdqCSSnlhE+xZgtbKCJfYrV4KIk1+8lyY0x8s8AkxxCsP16ni8i3WGNhfAjMsbvDgDV2xxvATBF5G+sP0LexusjF9w27Z+xPA3NE5EOsgUGHYs2AMzXWurVF5Du7/HasbkTP2y0ufO0NrPEYVojIZ9zo7tEYa2aZoVh/+Ccn/qS8jZWoWyrWzH4nsQY2PWmMGY3VJeEpYLFYUznvx2rtEYrV6uKzZOxrp/3/8yKyEDiXRDJyHtZMTq9j/RHeAWscGDdjzDUROYCVJNuKNSX65tgVGWNOichwrG+jI7G+1e1s1xl7FrnM4GVggYhEYw0qfh7rhv0u4HVjzO4EttsiIr9jjTdzHKiIlbC4hHVTBdZxn4M1i9GHWN1kCmB1PctljHk1mbEmea2wP2OnsBIGZ7G6z1XFmoXMK8aY7STd6sqb64rrnOwjIhOBSz66GSstIrdgJWlKYbV86Y11vD9IaCMRmYbVkmEj1k1/V6y//Zbaq3yGlUBYJiLvAX9jjbOV1xjzkTFmjoisxJoJ8RWsz/iLWNfLYbF29yvWYPwDgOmeSSNjzC4RGQFMtFu8hWHdyNcGqhljHvfyOPxg73eVMWZnUivbVmJd80rjkWAyxpwUkd1Ys4rFHgsotkNYx6+XiJwFrqcwYerJiWu2S5LXZvs9G4k1C2UJrHOmENbA7d3tenZiJTjaYp0bB+zjOhj4XKxZGZdifaFdDWhhjHF98fI+8Jv9WZqG9Zlul9wXYieruiWxms9+HyRhCNbns5Ux5pKI9Mb6/djbGDM2mXV5Iy3ODRdf/v5WSmUh2oJJKZXujDUI5y1Yf5x+hnXD+hFWS4jk/kEXX/3bsG4aSmANGjoEa5agrh7rXML6Y/Yy1o3RYKwb7zNYswslVPcJrBvYK3adX2PNytU6nm/hX8a6uZ6K1RXjXawZr3zO/kb8TqyuQZ2xWmP8gdWK6iOsb8uTG39S+9yF9S3tf1jdV6ZhHeOD9vIr9r7mYSWj5mLN2FUVawah5FiGdWP5PNYNwndJrP8d1qw8z2OdAxWxxumI7SmsVgzzsZJlZRKo7y2sG/mnsbpj3A48ZIxJaLyeDMsYsxwr/uLAOKzz5GWs5EJi44y8g/XN+BdY7+W7WAmkUGPMAbtug3X+jQb6YyWbvsNqPZLsb9S9vFassl/PGKxuf/cBTxhjpid3f0nE4s115SBWAqYzVsLgDx/t/kGs17kI6xpSHith3cFYg0onZCVW4uwXrCTKzUAXV3LEvh7cipWAGo51bj+JlVBxuRfrMzwcq5WSAC2NMXuJaQXWOVSa+MfC6Yt1zjyC9T6NxUpqLo1n3YRMt/9PznT2rsTNBazz1dMqrNeTaPc4+1r2BNbxW4J1rUgVJ67ZHvv29tr8jL38Iaz3bDhWQtllCLADa3ysdcA9dv0fYZ1HruTdBKwWQ8s8YpiGlUi7B+t9rc+Nsdx8zde/D+IQkVuxkqvPGnvQfGPMCqwk0HAR8flED2lxbnjU7cvf30qpLESsvwWVUkqJSCVgN/CkMSap2YmUUkqlIxF5Biv5UsYkf/BppZRSSqUx7SKnlMqyRORVrEGND2J1EXoVq4tcapuWK6WU8hERCcLqYvUaMFaTS0oppVTGpAkmpVRWZoBBWM3gr2I1LX9Rb16UUipDGYzVpWkJ8KazoSillFIqIdpFTimllFJKKaWUUkqlig7yrZRSSimllFJKKaVSRRNMSimllFJKKaWUUipVNMGklFJKKaWUUkoppVJFE0xKKaWUUkoppZRSKlU0waSUUkoppZRSSimlUkUTTEoppZRSSimllFIqVTTBpJRSSimllFJKKaVSRRNMSimllFJKKaWUUipVNMGklFJKKaWUUkoppVJFE0xKKaWUUkoppZRSKlU0waSUUkoppZRSSimlUkUTTEoppZTKUkQkQkTu9GK95iJyOJHlI0TkTd9Gl/WIyAURucnpOJRSSimVOppgUkoppVSqxZe0EZHeIrLcqZjSmjHmKWPMuyndXkTaishSETkvIidEZImIdPRljL4kIkZEqqSyjsUi8rhnmTEmnzFmf+qiU0oppZTTNMGklFJKKZXORKQrMBn4CSgHlATeAu5xMq7UEJFsTseglFJKKedogkkppZRS6UJEyojIVLu1zgER6eexbLCITBaRn+0WPVtEpJqIvCoix0XkbxFpE6uuGSJySkT2isgTHstyi8iPInJaRHaIyMsJdXUTkZwiMlxE/rEfw0UkZ6x1XhOR/+xWWj09yseKyBD75+YiclhE/mfH+6+IPJrAPgX4FHjXGPO9MeasMSbaGLPEGPOEvU6AiLwhIgft+n4SkYL2siC7NVEvETlkx/a6R/2Bdsz77GO5XkTK28tqiMg8+7jtEpFusV7P1yIyy95ujYhUtpcttVfbZHdpe8DjNQ8UkaPAGBEpLCIz7ff4tP1zObuO94BmwFd2HV/Z5e6WUSJS0H6tJ+zX/oaIBNjLeovIchH52K77gIi0j+8YK6WUUir9aYJJKaWUUmnOThL8AWwCygKtgP4i0tZjtXuAcUBhYCMwB+tvlbLAO8B3HutOBA4DZYCuwPsi0tJeNggIAm4CWgMPJRLa68AtQAhQDwgF3vBYXgooZsfQCxgpItUTqKsUUNBe9/+Ar0WkcDzrVQfKA1MSiau3/Whhv458wFex1rnNrqsV8JaI1LTLXwB6AB2AAsBjwCURyQvMA34BSgDdgW9EpJZHnd2Bt7Heg73AewDGmNvt5fXsLm2/erzmIkBF4Ems92uM/bwCcNkVtzHmdWAZ8Kxdx7PxvO4vsY7hTcAdwCOAZ6KuMbAL6z35CPjBTtgppZRSymGaYFJKKaWUr0wXkTOuB/CNx7JGQHFjzDvGmGv2mDujsBIaLsuMMXOMMZFY3ceKA0ONMdexEkpBIlLIbo1zKzDQGHPFGBMOfI+VjADoBrxvjDltjDkMfJFIzD2Bd4wxx40xJ7CSKw/HWudNY8xVY8wSYJZdf3yu23VdN8b8CVzASgDFVtT+/98k4vrUGLPfGHMBeBXoHqsb2tvGmMvGmE1Yibt6dvnjwBvGmF3GsskYcxK4G4gwxowxxkQaYzYCU4H7PeqcZoxZa78H47ESb4mJBgbZx+eyMeakMWaqMeaSMeY8VoLqjiTqAKyWV1jnw6vGmPPGmAjgE2K+HweNMaOMMVHAj0BprO6FSimllHKY9pVXSimllK/ca4yZ73oiIr2xkh1gtWgpYyeeXAKxWrS4HPP4+TLwn51IcD0HqyVPGeCUncBwOQg0tH8uA/ztsczz59jK2Nt61lPG4/lpY8zFRJZ7OmknZlwu2fHGWc/+vzRwIBlxZSNmMuVoAvsqD+yLp86KQONY70E2rFZjSdWZkBPGmCuuJyKSB/gMaIfVCgogv4gEeryXCSkGZCfu6y4bX3zGmEt246WkYlRKKaVUOtAWTEoppZRKD38DB4wxhTwe+Y0xHVJQ1z9AERHJ71FWAThi//wv1sDZLuWTqKtirHr+8Xhe2O5altDylNiFdTy6JDOuSGIm4RLyN1A5gfIlsd6DfMaYp72MOz4m1vP/YbXaamyMKQC4utZJAut7+g+rFVjs130k/tWVUkoplZFogkkppZRS6WEtcN4eEDq3PRB1HRFplNyKjDF/AyuBD0Qkl4gEY4159LO9yiTgVXvA6bJAfGP9uEwA3hCR4iJSDGsmt59jrfO2iOQQkWZY3cwmJzfmWPEbrHGS3hSRR0WkgD2o920iMtIjrgEiUklE8gHvA7/GaiGVkO+Bd0WkqliCRaQoMBOoJiIPi0h2+9HIY+ympBzDGhspMfmxWpudEZEiWONheVWH3cJpEvCeiOQXkYpYxyn2+6GUUkqpDEgTTEoppZRKc3by4G6sMX0OYLVW+R5rQOeU6IE1kPc/wDSscYBc3fPewRoA/AAwH2sw7asJ1DMECAM2A1uADXaZy1HgtL2f8cBTxpidKYzZzRgzBXgAawDuf7ASL0OA3+1VRmN1XVtqv44rwHNeVv8pVqJmLnAO+AHIbXcpbIM1ztE/9mv7EMiZQD2xDQZ+tMfYSmgcquFAbqz3dzUwO9byz4Gu9ixw8Y2N9RxwEdgPLMcakHy0l/EppZRSykFifYmmlFJKKeWfRORpoLsxxqvBppVSSimlVPJpCyallFJK+RURKS0it9rdzqpjjQs0zem4lFJKKaX8mc4ip5RSSil/kwP4DqgEnAEmAt84GZBSSimllL/TLnJKKaWUUkoppZRSKlW0i5xSSimllFJKKaWUShVNMCmllFJKKaWUUkqpVPHLMZiKFStmgoKCnA5DKeUHLl26BECePHkcjsQ/6fFVSimllFIq81i/fv1/xpji8S3zywRTUFAQYWFhToehlPID4eHhAISEhDgah7/S46uUUkoppVTmISIHE1qmXeSUUkoppZRSSimlVKpogkkppZRSSimllFJKpYpfdpFTSilfyZZNL5NpSY+vUkoppZRS/iHL/GV//fp1Dh8+zJUrV5wORal45cqVi3LlypE9e3anQ1Ee6tSp43QIfk2Pr1JKqazsMpdZwxqa09zpUJRSKtWyTILp8OHD5M+fn6CgIETE6XCUisEYw8mTJzl8+DCVKlVyOhyllFJKKZUOWtCCNazhAAcIIsjpcJRSKlWyzBhMV65coWjRoppcUhmSiFC0aFFtYZcB7d+/n/379zsdht/S46uUUiqrCiOMNawBIJxwZ4NRSikfyDIJJkCTSypD0/MzYzp37hznzp1zOgy/pcdXKaVUVrWCFe6ft7DFwUiUUso3slSCyWn58uWL8Xzs2LE8++yzjsTizb579+7NlClT4pSHhYXRr1+/ZO3vwoUL9OnTh8qVK3PzzTfTvHlz1qxZk6w6fG3s2LH8888/yd5u+vTpbN++3f38rbfeYv78+b4MTSmlVBYSQQTVqc5udjsdilIqHW1mMyUoQUUqspOdToejlFKplmXGYFK+07BhQxo2bJisbR5//HEqVarEnj17CAgI4MCBAzGSNE4YO3YsderUoUyZMnGWRUVFERgYGO9206dP5+6776ZWrVoAvPPOO2kap1JKKf82jWnsZjerWEU1qjkdjlIqnWxhC3WpSzayaYJJKeUX0qwFk4hUF5Fwj8c5EekvIkVEZJ6I7LH/L2yvLyLyhYjsFZHNItLAo65e9vp7RKRXWsXspBMnTtClSxcaNWpEo0aNWLHCajI7ePBgevXqRbNmzahYsSK//fYbL7/8MnXr1qVdu3Zcv34dgAULFlC/fn3q1q3LY489xtWrVwH4888/qVGjBjfffDP9+vXj7rvvjrPviIgIWrZsSXBwMK1ateLQoUPuZfPnz6dhw4ZUq1aNmTNnArB48WJ3PYMHD+axxx6jefPm3HTTTXzxxRdx6t+3bx9r1qxhyJAhBARYp1ylSpW46667APj000+pU6cOderUYfjw4e6YatasyRNPPEHt2rVp06YNly9fBmDv3r3ceeed1KtXjwYNGrBv3z4Ahg0bRqNGjQgODmbQoEGJ1jNlyhTCwsLo2bMnISEhXL58maCgIAYOHEiDBg2YPHkyo0aNolGjRtSrV48uXbpw6dIlVq5cyYwZM3jppZcICQlh3759MVp6JfQ+BAUFMWjQIBo0aEDdunXZuVP/iFBKKWWZj9UKNoIIZwNRSqWbKKLYylaCCaYGNdjJTqKJdjospZRKlTRLMBljdhljQowxIcDNwCVgGvAKsMAYUxVYYD8HaA9UtR9PAt8CiEgRYBDQGAgFBrmSUinVn/409/G//vRPcr+XL18mJCTE/Xjrrbfcy55//nkGDBjAunXrmDp1Ko8//rh72b59+1i4cCEzZszgoYceokWLFmzZsoXcuXMza9Ysrly5Qu/evfn111/ZsmULkZGRfPvtt1y5coU+ffrw119/sX79ek6cOBFvXM899xy9evVi8+bN9OzZM0b3t4iICNauXcusWbN46qmn4h2EeufOncyZM4e1a9fy9ttvu5NeLtu2bSMkJCTeFkHr169nzJgxrFmzhtWrVzNq1Cg2btwIwJ49e+jbty/btm2jUKFCTJ06FYCePXvSt29fNm3axMqVKyldujRz585lz549rF27lvDwcNavX8/SpUsTrKdr1640bNiQ8ePHEx4eTu7cuQEoWrQoGzZsoHv37nTu3Jl169axadMmatasyQ8//EDTpk3p2LEjw4YNIzw8nMqVK7tfS0Lvg0uxYsXYsGEDTz/9NB9//HECZ4nKaHLmzEnOnDmdDsNv6fFVWd01rrGEJYAmmJTKSvaxj8tcJphgalKTS1ziMIedDksppVIlvcZgagXsM8YcBDoBP9rlPwL32j93An4yltVAIREpDbQF5hljThljTgPzgHbpFLdP5c6dm/DwcPfDs2vV/PnzefbZZwkJCaFjx46cO3eOCxcuANC+fXuyZ89O3bp1iYqKol076+XXrVuXiIgIdu3aRaVKlahWzWpW36tXL5YuXcrOnTu56aab3NPe9+jRI964Vq1axYMPPgjAww8/zPLly93LunXrRkBAAFWrVuWmm26Kt+XNXXfdRc6cOSlWrBglSpTg2LFjXh+T5cuXc99995E3b17y5ctH586dWbZsGWC1cgoJCQHg5ptvJiIigvPnz3PkyBHuu+8+AHLlykWePHmYO3cuc+fOpX79+jRo0ICdO3eyZ8+eBOtJyAMPPOD+eevWrTRr1oy6desyfvx4tm3bluhrSeh9cOncubNXMaiMpWbNmtSsWdPpMPyWHl+V1c1nPhe5SCCBHOSg0+EopdKJa9Y4VwsmQLvJKaUyvfQag6k7MMH+uaQx5l/756NASfvnssDfHtsctssSKo9BRJ7EavlEhQoVEg1mOMOTFXx6iI6OZvXq1eTKlSvOMte3+wEBAWTPnt0921hAQACRkZFpGlfsmc3im+nMs/VBYGBgnJhq167Npk2bEh3XKD6x63V1kYuPMYZXX32VPn36xCiPiIhIVj158+Z1/9y7d2+mT59OvXr1GDt2LIsXL/Y69vi44ojvGCmllMp6DIaP+IgylKEJTdjABqdDUkqlk5WsJA95qEtdTnEKsBJMbWjjcGRKKZVyad6CSURyAB2BybGXGWMMYHyxH2PMSGNMQ2NMw+LFi/uiynTVpk0bvvzyS/fz8PBwr7etXr06ERER7N27F4Bx48Zxxx13UL16dfbv3+9uLfPrr7/Gu33Tpk2ZOHEiAOPHj6dZs2buZZMnTyY6Opp9+/axf/9+qlevnsxXBpUrV6Zhw4YMGjQI6y23Ej+zZs2iWbNmTJ8+nUuXLnHx4kWmTZsWY/+x5c+fn3LlyjF9+nQArl69yqVLl2jbti2jR492t/o6cuQIx48fTzSu/Pnzc/78+QSXnz9/ntKlS3P9+nXGjx+f5HYJvQ8qc9u7d6/7PVW+p8dXZWXTmMYSlvAar1GNavzN30QR5XRYSql0sIIVhBJKdrJTghIUprC2YFJKZXrp0UWuPbDBGOPqN3XM7vqG/b8rC3AEKO+xXTm7LKFyv/LFF18QFhZGcHAwtWrVYsSIEV5vmytXLsaMGcP9999P3bp1CQgI4KmnniJ37tx88803tGvXjptvvpn8+fNTsGDBONt/+eWXjBkzhuDgYMaNG8fnn3/uXlahQgVCQ0Np3749I0aMiLeFlTe+//57jh07RpUqVahTpw69e/emRIkSNGjQgN69exMaGkrjxo15/PHHqV+/fqJ1jRs3ji+++ILg4GCaNm3K0aNHadOmDQ8++CBNmjShbt26dO3aNdHkEVgtlJ566in3IN+xvfvuuzRu3Jhbb72VGjVquMu7d+/OsGHDqF+/vnuAcUj4fVCZ24ULF9yJS+V7enxVVnWFKwxgAHWpSx/6EEQQkUTyD/84HZpSKo1d4QrhhHMLtwAgCDWowQ52OByZUkqljrhalKTZDkQmAnOMMWPs58OAk8aYoSLyClDEGPOyiNwFPAt0wBrQ+wtjTKg9yPd6wDWr3AbgZmPMqYT22bBhQxMWFhajbMeOHVlynI8LFy6QL18+jDH07duXqlWrMmDAAKfDUgnIqudpRuZqTegax0v5lh5flVUtYhEtack0pnEv9zKXubSlLUtZSjMSbsmrlMr8wgijEY2YzGS60hWAx3iMv/iLf/k3ia2VUspZIrLeGNMwvmVp2oJJRPICrYHfPIqHAq1FZA9wp/0c4E9gP7AXGAU8A2Ankt4F1tmPdxJLLqmYRo0aRUhICLVr1+bs2bNxxihSSimlVPpbwQoA7sDqSh1EEKAzySmVFbjGW2vg/v4calCDoxzlDGccikp5y2CIJtrpMJTKkNJ0kG9jzEWgaKyyk1izysVe1wB9E6hnNDA6LWL0dwMGDNAWS0oppVQGs4IV1KY2hSkMQAWsCUo0waSU/1vPegpRiEpUcpfVxGrB3pjGDGIQD/KgU+GpJPSiFwc5yGIWI8SdAEmprCw9xmBSSqlMK3fu3OTOndvpMPyWHl+VFUUTzSpWcSu3ustykYtSlOIgBx2MTCmVHjawgQY0iJGcaElLnud5AgmkJz2Zzew42/3Lv9zHffSgByc4kZ4hK9sZzvArv7KUpcxnvtPhKJXhpGkLJqWUyuxSMnOi8p4eX5UVbWc7ZzkbI8EEVjc5bcGklH+7znU2s5nneT5GeV7yMpzhXOMalanMUIbSjnYYDNOYxlKWMpe57oHAG9GIF3jBiZeQpU1nOte4Rl7y8hmf0ZrWToekVIaiLZiUUkoppdJROOEANCTm+JgVqZhggukoR2lAA9rSVmeaUioT2852rnEtxvhLnnKQg/70ZwlL2M52XuAFutCFUYwimmj+4i+CCWYa09I5cmUwfMM3VKEKXenKFrY4HZJSGY4mmJRSKhG7du1i165dTofht/T4qqxoJzsJJJAqVIlRHkQQhzgU7+Cxz/EcG9nIXObyFV9xkYvpFa5SyofWsx6Am7k5wXUe4iECCKAf/RjOcPrSl7OcZSc7aUc7OtOZFazgGMcwpO2M4OqGBSxgHet4mZcpRzn+5V+iiHI6LKUyFE0wpSMR4aGHHnI/j4yMpHjx4tx9992Jbrd48WJWrlzpfj5ixAh++uknAHbu3ElISAj169dn3759aRO4UlnY5cuXuXz5stNh+C09vior2sEOqlCFHOSIUR5EENe5Hmea8ktc4nd+ZwAD6EQnvuEbylCG93gPgEgi6UY3JjIx3V6DUipllrKUohSlMpUTXKckJbmVW1nAAopTnI/4iGweI5t0pjMGw8d8TA5y8Bd/pUfoWd7nfE5pSvMIj1CWskQRxTGOOR2WUhlK1hqDafBgR/eTN29etm7dyuXLl8mdOzfz5s2jbNmySVa3ePFi8uXLR9OmTQF46qmn3MumT59O165deeONN3wSulJKKaXS1k52UoMaccqDCAKgL335iZ8oQAEAVrGK61ynNa05whF+53fOcY4hDOFhHmYd65hs/7uN21jDGupQh+pU5zznyU3uGDenKu1FEcVUprKf/QxkoM40pQCri9VCFtKSlgQk8T1/a1qzjGU8wzPkIU+MZXWoQxWq8DEfA/Au79Ke9mkWt7ImZ1jKUnrQg5zkpCzWPdwRjlCGMg5Hp1TGoX9tpLMOHTowa9YsunbtyoQJE+jRowfLli0D4NSpUzz22GPs37+fPHnyMHLkSAoUKMCIESMIDAzk559/5ssvv2TBggXky5ePWrVqMXz4cAIDA1mwYAGLFi1y+NUppZRSKjGRRLKHPdzDPXGWNaABFajA7/zOl3zJ67wOwGIWE0ggt3IrF7gAQAtasIpVdKYz17gGWGO3BBPMaU4TSCCLWMTt3E5/+vMZn6Xfi8ziNrGJLnRhH1bL8q50jdMdUmVNe9nL3/zNa7yW5Lr96EdOctKPfnGWCUIXuvAhHwLWOXeZy+RGZ2VNK9vZzjnO0RTrC3/PBFMjGjkZmlIZinaRS2fdu3dn4sSJXLlyhc2bN9O4cWP3skGDBlG/fn02b97M+++/zyOPPEJQUBBPPfUUAwYMIDw8nGbNmrnX79Chg3uZJpeUUkqpjO8AB7jOdWpSM86yEpTgIAdpSUtGMtI9tsdiFnMzN1OAApShDHvZy1zm8jmfs571bGELoxnNYhZTiUp0pjNFKcrt3A7ATGam62vM6gYykLOcZSADAdjMZocjUhnFHOYA0IpWSa5bkIK8zMvkIle8y3vTm6IU5Ume5BKXWMACn8aqYlqJNVxJfAkmpdQNmmBKZ8HBwURERDBhwgQ6dOgQY9ny5ct5+OGHAWjZsiUnT57k3LlzToSplLLly5ePfPnyOR2G39Ljq7Ia1wxw8XWRc+lDHw5xiDnM4SxnWcMamtPcvbwylclGNp7kScII42/+5lEepQlNWM96pjKVZSzjbqwxHktRKk1fk7phE5uYwxxe4AXe4i0E0ZmmFGB1m/yKr6hPfZ+0aKtBDY5znC/4gvzkZzrTUx+kStBKVlKc4u6xs0pQgmxk0wSTUrFoFzkHdOzYkRdffJHFixdz8uRJp8NRSiWiShXt1pCW9PiqrGYPewCoRrUE17mXeylBCb7gC8Yzniii6Ea3eNdNaCaqalTjD/6gG920BU06MRhe5mUKUpCneZo85KEKVbLk8d/HPsYwhhrU4EEeTHK8oaxgDnPYxS4mMtFnY3IFEEBOctKe9vzBH0QRRSCBPqlb3XCRi/zO77Snvfu9CyCA0pTWBJNSsejV3gGPPfYYgwYNom7dujHKmzVrxvjx4wFrYO9ixYpRoEAB8ufPz/nz550IVSmllFI+dIhDFKAAhSmc4Do5yEE/+jGHOfzCL7zDO4lOaZ6Y4hTnBCdSGq7y0ihGkZOczGUu7/AOhSgEQF3qZskWTB/wAe/xHg/zMN3pzihGUY1qPMRDPMADXOGK0yGmu6UsJTvZuZd7fV53JzpxnOOsYY3P687qRjCCWtTiDGd4hmdiLCtLWU0wKRVL1mrBlF6zyCWhXLly9OsXd8C+wYMH89hjjxEcHEyePHn48ccfAbjnnnvo2rUrv//+O19++WV6h6tUlrZjh9WdpWbNuOOlqNTT46uymoMcpAIVklyvH/3Yxz5a05rudE/x/kpQglOc4jrXyU72FNej4nId0wMcoD/9iSKKx3k8xk1oMMFMYxqXuBRnJjB/ZTD8yZ90pSuNacxLvMRkJgM3WvB1oxtd6OJkmOluHeuoS11yktPndXegAznIwWQmu8cIUql3kYs8zdOA1Vr0Vm6NsbwsZdnGNidCUyrDyloJJodduHAhTlnz5s1p3rw5AEWKFGH69Olx1qlWrRqbN99oXu050PfgDJI0U8pfXb161ekQ/JoeX5XVHOKQVwmm/ORnNKNTvb/iFAfgJCd1LCYfMRge5EGmMpUHeZDd7CaQQCKIoDzlY6xbjWoYDAc5GO/A7v5oIxv5l3+5m7vpRS9KU5qRjGQykylKUcpSlolMzFIJpmiiCSOMHvRIk/oLUYh2tGMSk/iET7RLoo/8zu+A1ULxHu6J07WxPOX5i780ga+UhySvPiJyj4joVUoppZRSKpUOcYiKVEy3/bkSTNpNzjfWsY42tGEiE6lKVX7kR1axio/4KE5yCaAkJQE4xrH0DtUxM5mJILSnPQA96ckSllCCEgQSSFe6MpOZnCfrDP+wl72c41yaTmffne78wz8MYQiHOYzBpNm+soL7uZ+e9KQCFXiMx9yfZU+3czuXuMRyljsQoVIZkzeJoweAPSLykYgkPOWJUkoppZRK0EUucpKTXrVg8pUSlADgOMfTbZ/+7D3eYz7zeZEX2cIWJjCBgQzkSZ6Md33X8c9KCaZZzCKUUPdrj801BtMsZqVzZM5Zy1qANE0wdaITjWjEIAZRnvLUpCbhhKfZ/vzZEY4whSkADGNYgi3CWtOanORkBjPSMzylMrQkE0zGmIeA+sA+YKyIrBKRJ0Ukf1LbikghEZkiIjtFZIeINBGRwSJyRETC7UcHj/VfFZG9IrJLRNp6lLezy/aKyCspfK1KKaWUUo45xCGAdE0waQsm37nOdRaykD70cd90dqc7Qxma4A2oq9VDVknwHec461jHXdyV4DpNaUpBCrKABekYmbOWsIRCFKI2tdNsH3nIwxrWsIUtDGc4ZzhDH/oQTXSa7dNfTWUqADvYkeAMngD5yEcrWvE7v2uLMaVsXnV9M8acA6YAE4HSwH3ABhF5LolNPwdmG2NqAPWAHXb5Z8aYEPvxJ4CI1AK6A7WBdsA3IhIoIoHA10B7oBbQw15XKaXSXIECBShQoIDTYfgtPb4qK9EEU+a2ilWc5zxtaZv0yraiFCWAgCzTgmkJSzCYRI9RIIE0pzkLWZiOkTlrEYu4ndsJJDBN9yMIdajD8zzPUIaylrVZqqVYfMIJ5zrXvV4/mmi+53vqUpcaJN15pyMdOcABtrM9NWEq5Te8GYOpk4hMAxYD2YFQY0x7rITR/xLZriBwO/ADgDHmmjHmTCK76gRMNMZcNcYcAPYCofZjrzFmvzHmGlaSq5MXr00ppVLtpptu4qabbnI6DL+lx1dlJa4EU3qOwVSEIgQSyFGOpts+/dUc5hBIIC1p6fU2AQRQnOJZJsEURhg5yEE96iW6XnOas5/9/MM/6RSZcw5ykH3soxWt0nW/rtknN7IxXfebkWxhC/Wpz5u86fU2v/EbW9jCQAZ6tf493APcGBBcqazOmxZMnbFaHNU1xgwzxhwHMMZcAv4vke0qASeAMSKyUUS+F5G89rJnRWSziIwWkcJ2WVngb4/tD9tlCZXHYHfbCxORsBMn9Fs6pZRSSmUshzhEIIGUpnS67TOQQEpRin/5N9326a/mMIcmNKEgBZO1XUlKZpkucmGEEUwwOcmZ6HqVqQzAYQ6nR1iOcrXUSk5i0hdykYtiFMvSn33X2EjetpaLIopBDKIGNdwJuqSUoQxNaMJ4xms3OaXwLsF01Biz1LNARD4EMMYk1nk6G9AA+NYYUx+4CLwCfAtUBkKAf4FPkh92XMaYkcaYhsaYhsWLF/dFlT4nIvzvfzcafX388ccMHjw43eM4c+YM33zzTYLLUxLnjBkzGDp0aKLrLF68mLvvvjveZUFBQfz333+Jbq+UE7Zu3crWrVudDsNv6fFVWclBDlKWsmQjW7rutwxlskRLkZTqQAf60z/RdU5wgg1soB3tkl1/SUpmiRZM0USznvU0pGGS62alsakWspDiFE/T8ZcSktU/+67ugd4cg93s5m3eZjvbGczgZHVnfIqn2M52JjLRXTaDGfSjnyadVJbjzV84rSFOG8H28ZTFdhg4bIxZYz+fArxijHH/hhWRUcBM++kRiDG/azm7jETKk2Xw4PS5wA4eXCbe8pw5c/Lbb7/x6quvUqxYMZ/tLzIykmzZvP9j1ZVgeuaZZ+JdnpI4O3bsSMeOHb2OIT0k97goFZ/IyEinQ/BrenxVVnKIQ+k6/pJLGcqwn/3pvt/MYD/7+cv+N5zhCa63iEUYDG1ok+x9lKAEe9iTiigzh33s4yxnvUowZZXZDQ2GhSykJS0RJN33X5rSWTbBdJWrrGMdOcjBEY5wjGPuxGZsl7hEU5pykpPUoQ73c3+y9tWTngxnOG/zNj3oQTTRvMiL7GEPTWnqdWsopfxBgi2YRORpEdkC1LC7s7keB4DNSVVsjDkK/C0i1e2iVsB2EfFsF34f4PrqegbQXURyikgloCqwFlgHVBWRSiKSA2sg8Ew5F2S2bNl48skn+eyzz+IsO3HiBF26dKFRo0Y0atSIFStWALB27VqaNGlC/fr1adq0Kbt27QJg7NixdOzYkZYtW9KqVSsuXrzIY489RmhoKPXr1+f3361+wNu2bSM0NJSQkBCCg4PZs2cPr7zyCvv27SMkJISXXnrJJ3GOHTuWZ599FoB9+/Zxyy23ULduXd544w3y5cvn3v7ChQt07dqVGjVq0LNnT4y5kdX/6KOPqFu3LqGhoezduxeAiIgIWrZsSXBwMK1ateLQIWv8it69ezNlyhT3tq59LF68mGbNmtGxY0dq1dKx4JVSSmUchziUruMvuZShDEdS9t2c3/McN+UMZxJcbx3ryElOQghJ9j6yShe5dawD8CrB5Bp83t+Pyxa28A//cCd3OrL/0pTOsuOvbWc7kUTyOI8DiY9F9TM/c5KTPMqjTGVqgrNCJiSQQHrTm13s4hCHmMMc9rCHAhRgAAPYxa5UvRalMpPEPj2/APcAv9v/ux43G2Me8rL+54DxIrIZq0vc+8BHIrLFLmsBDAAwxmwDJgHbgdlAX2NMlDEmEngWmIM1C90ke91MqW/fvowfP56zZ8/GKH/++ecZMGAA69atY+rUqTz+uHUxrFGjBsuWLWPjxo288847vPbaa+5tNmzYwJQpU1iyZAnvvfceLVu2ZO3atSxatIiXXnqJixcvMmLECJ5//nnCw8MJCwujXLlyDB06lMqVKxMeHs6wYcN8EmfsdZ5//nm2bNlCuXLlYizbuHEjw4cPZ/v27ezfv9+doAIoWLAgW7Zs4dlnn6V///4APPfcc/Tq1YvNmzfTs2dP+vXrl+Qx3rBhA59//jm7d+9Ocl2llFIqPUQRxWEOO9KCqSxlOcUpLnEp3fed0bmSIgDbSPjPy/WsJ5hgspM92fsoSUkucYkLXEhRjJnFcpaTj3xedQXLa//z9wTTH/wBwF3c5cj+XQmmaKId2b+TXAmlR3kUgA1siHe9KKIYxjAa0IAf+IFqVEvR/lrQArBaO37BF5SmNItYRBRR1KAGxSnOszybJVozqqwtsf5DxhgTISJ9Yy8QkSLGmFNJVW6MCYc4X2M8nMj67wHvxVP+J/BnUvvLDAoUKMAjjzzCF198Qe7cud3l8+fPZ/v2G9Nbnjt3jgsXLnD27Fl69erFnj17EBGuX78xzWbr1q0pUqQIAHPnzmXGjBl8/PHHAFy5coVDhw7RpEkT3nvvPQ4fPkznzp2pWrVqmsTpadWqVUyfPh2ABx98kBdffNG9LDQ01J10CgkJISIigttuuw2AHj16uP8fMGCAu67ffvsNgIcffpiXX345ydhDQ0OpVKmSV69TKaWUSg9HOcp1rjuSYAoiCLBaUHkz7XZWEk44IYQQTjhb2cqt3BpnHYNhAxvoQY8U7cPVHewYx8hHviTWzpwMhjnMoRnNvB5jLCuMTfUHf9CIRuk6sL+n0pQmkkhOctLdaiyr2MhG8pGPBjSgMpUTTDBNYhJ72ctUpqaqG2NtalOMYnzO52xkI+/wDg1owCpW8Qu/sIMdjGQkE5jAv/xLDnKkeF9KZWSJ/Qb4BbgbWA8YiPGJM4DOK51C/fv3p0GDBjz66KPusujoaFavXk2uXLlirPvss8/SokULpk2bRkREBM2bN3cvy5s3r/tnYwxTp06levXqMbavWbMmjRs3ZtasWXTo0IHvvvvO6ynBkxOnt3LmvDGrSGBgYIzxV0Qk3p/jky1bNqKjo90xXbt2zb3M87golVqFChVyOgS/psdXZRWHsLp4O5FgcnXLiyBCE0weLnGJXeziDd5gH/vYwpZ419vPfs5ylpu5OUX78RzQ2jV7mr9Zxzr2s583eMPrbUpQwq9bMB3lKGtZy9u87VgMrsTWv/ybJRNM9ahHAAE0oAFhhMW73vd8T1Wqci/3pmp/AQTQkpZMYhI5yEEf+gDWjIlv8iYA93Ef3ejGG7zBWtYyk5l+m3RWWVeCXeSMMXfb/1cyxtxk/+96aHIpFYoUKUK3bt344Ycf3GVt2rThyy+/dD8PDw8H4OzZs5QtWxawxjlKSNu2bfnyyy/dYxpt3Gg1C92/fz833XQT/fr1o1OnTmzevJn8+fNz/vx5n8bp6ZZbbmHq1KkATJw4Mc7yhPz666/u/5s0aQJA06ZN3XWMHz+eZs2aAdasc+vXrwesGew8W3Yp5UtBQUEEBQU5HYbf0uOrsgonE0yuFkwHOZju+87INrOZaKKpT33qUIetxD+j5Xqsvzca0CBF+3ElmPy5tc4v/EJOctKZzl5v4+8JppnMxGC4h3sci8EzwZSVRBJJOOHuz2wDGnCAA5zmdIz1znOeZSyjE52SPe5SfD7hE4YxjNnMdrdc9NSa1gQQwDCGsYQlfMAHqd6nUhlNkm1YReRWINwYc1FEHgIaAMONMYfSPDofS2h2Nyf873//46uvvnI//+KLL+jbty/BwcFERkZy++23M2LECF5++WV69erFkCFDuOuuhPtvv/nmm/Tv35/g4GCio6OpVKkSM2fOZNKkSYwbN47s2bNTqlQpXnvtNYoUKcKtt95KnTp1aN++fYLjMCUnTk/Dhw/noYce4r333qNdu3YULFjQq2Ny+vRpgoODyZkzJxMmTADgyy+/5NFHH2XYsGEUL16cMWPGAPDEE0/QqVMn6tWrR7t27bTVklJKqQzNyQRTaUqTjWxEEJHu+87IwgkHcCeYpjIVg4nTTWY968lBDupQJ0X7KUUpwH9v8qOI4ld+pQMdKIh3f/OBlWBay9o0jMxZv/IrlalMPeo5FkNWTTD9wR9c5CLNsL6YdiWawgl3j5UEsJCFXOc67Wnvk/2Woxwv8mKCywtRiIY0ZC1rKUIRPuETnuf5eJNRSmVW4jmLV7wrWINx1wOCgbHA90A3Y8wdaR5dCjVs2NCEhcVsBrljxw5q1qzpUERZy6VLl8idOzciwsSJE5kwYYJ7VjuVOD1PM57Nm61JM4ODgx2OxD/p8VVZxbM8y3jGx/kGPb1UpjKNacwv/OLI/jOiPvRhMpM5yUm+4iv60Y9/+CfOeDnNaMZ1rrOa1SnaTzTR5CIXL/ACQxnqi9AzlIUspBWtmMSkZE3v/jqv8yEfco1rPmk9kpEc4xhlKMOrvMoQhjgWxyUukZe8vM/7vMqrjsWRngyGutTFYAgnnOxk5wQnKEEJPuZj/sf/3Os+xVOMZzwnOZluYyINZjDv8z5/8Rd3cifDGJZoUkqpjEhE1htj4p0y1JureaSxslCdgK+MMV8D+X0ZoPIv69evJyQkhODgYL755hs++eQTp0NSKsWio6Pd430p39Pjq7KKQxxypPWSy03cxA52OLb/jGgNa2hAAwRxt06K3U3uCldYy1p3S4iUCCCAilTkAAdSFW9GtZSlCEIHOiRru5KUJIoox5KuaWkKU4gmmu50dzSOPOShAAWyVAumcMLZxjb60c8962NxilOe8jEG+r7ABX7nd+7kznQdcHsgA9nKVlrRiqY05Xu+x5B4gw+lMhNvEkznReRV4CFglogEQArmaFVZRrNmzdi0aRObN29m6dKlVKlSxemQlFJKKUc5nWBqSlM2s5mznHUshozkGMfYxCZa0QrAnWCKPdB3GGFc41qqEkxgjYPlr10Ud7GLIILIS/KGK/CcXc/f/MIv1LH/Oa00pbNUgmk848lO9jit6Vwzut3HfUxkIgMZyDGO8RIvpWt8uclNNaoB8ARPsItdLGd5usagVFryJsH0AHAV+D9jzFGgHJDwoD1KKaWUUiqGQxxyz+bmhNu5nWiiWcEKx2LISOYzH7AG3QWrhUNZyrKGNTHWW8YyAG7l1lTtrxKV/DbBtJOdVKd60ivG4kow+dtA37vZzUpW8hAPOR0KkLUSTNFEM4EJtKc9RSgSY9md3MkBDjCd6fSgB9/wDf3pT1OaOhQt3M/9FKAAoxjlWAxK+VqSCSZjzFFjzKfGmGX280PGmJ/SPjTfS2q8KaWcpOenUkr5p/Oc5zSnKU95x2JoQhOykY2lLHUshoxkAQsoQhHqU99d1pKWLGQhkUQCcJnLjGAEoYRSlKKp2l8QQRznOBe5mKp6MppootnNbmpQI9nb+mOCaR3raEhDAgjgYR52OhwgayWY9rOff/gn3pn7HuABspPdPatjFao4Oj4WQF7y8iAPMpnJHOWoo7Eo5StJJphEpLOI7BGRsyJyTkTOi8i59AjOl3LlysXJkyf1Jl5lSMYYTp48Sa5cuZwORcVStGhRihZN3Y2FSpgeX5UVuG4cyuDcbLZ5yEMjGrGEJY7FkFEYDPOZTwtaEEigu7wznfmP/5jHPAC+4isOcYiP+CjV+wwiCICDHEx1XRnJEY5wiUvagsn2IR9ynvNMZKKjn3dPrgRTVhjnZxe7AKhJ3AlzilOcpSxlK1v5jd/4kz/JQ570DjGOF3iBKKKyzCDsyv9l82Kdj4B7jDGZemTIcuXKcfjwYU6cOOF0KErFK1euXJQrV87pMFQs5cs71+IgK9Djq7IC1w2001NR38EdfMzHXORissfL8Sd72cvf/M1rvBajvAMdKEIRvuM7mtOcT/iEO7mTO0j9xMmVqARABBHUolaq68soXDf0KUkwFaUoAQT4zRhMl7nMX/zF0zydrNn00lppSnOZy5zjHAUp6HQ4aWo3u4GEz8dbuAWA+7gv3WJKSlWqMoABfMRHDGAAweisuipz8ybBdCyzJ5cAsmfPTqVKlZwOQymllFJZzAmsL7ecTjDdzu0MZSgrWekeeygrWslKwDoennKQg370YzCD3S0bJjLRJ/t0tWDKTDPJjWMcl7nMkzyZ4Do72QmkLMEUSCBlKMPf/J3iGDOSBSzgEpcyVPICrAQTwL/86/cJpl3soghFKEYxp0NJlld4hc/5nJGM5Cu+cjocpVLFm0G+w0TkVxHpYXeX6ywindM8MqWUygDCw8MJDw93Ogy/pcdXZQWuFkzFKe5oHLdxG9nIxkIWOhqH08IIIx/54k2KvMVbfMZnFKEIbWjjk9ZLACUpSU5yZpqBvg9ykEd4hD70SXS9zWymKEXdSYzkqkAFDnEoRdtmNOtZjyCpHhDe1zwTTP5uN7vdM7RlJoUpTFe68jM/c4lLToejVKp4k2AqAFwC2gD32I+70zIopZRSSil/kVESTPnJTyihLGCBo3E4bT3raUCDGOMvuQhCf/pznOP8yZ8I4pN9BhBARSpmmgTTMI8Jo69xLcH1wgknhJAUHyd/SjBtZjNVqZohxvXx5EowZYVBpHexK0Wt6TKC/+P/OMtZZjLT6VCUShVvZpF7NJ7HY+kRnFJKKaVUZnec4xSkIDnJ6XQo3MVdrGMd+9jndCiOiCSSjWzkZm5OdL1A+58vVaJSpukiN4c57p8TijmSSLawhRBCUryfilTkb/4mmugU15FRbGYzdanrdBhxZJUWTOc4xz/8kylbMIHVZbc4xZnGNKdDUSpVvJlFrpqILBCRrfbzYBF5I+1DU0oppZTK/E5wwvHxl1x60YsAAhjNaKdDccR2tnOFKzSkYbrvO4igTNGC6RCH2MteutENsAZFj89udnOFK9SjXor3VYEKXONaph/o+yIX2ce+DDlAc0EKkotcfp9gWsQiAJrQxOFIUiaQQDrRiZnM5CpXnQ5HqRTzpovcKOBV4DqAMWYz0N2bykWkkIhMEZGdIrJDRJqISBERmScie+z/C9vrioh8ISJ7RWSziDTwqKeXvf4eEemV/JeplFJKKeWM4xx3vHucS1nKcid3MoUpTofiiPWsB3AkwXQTN3GSk5zmdLrvOzlcY3S5xl/aw5541wsnHCDVLZjAGvMpM9vGNgwmQ7ZgEoTSlPb7BNNf/EU+8mW4MbCSozWtucAF9+D5SmVG3iSY8hhj1sYqi/Sy/s+B2caYGkA9YAfwCrDAGFMVWGA/B2gPVLUfTwLfAohIEWAQ0BgIBQa5klJKKZXWihcvTvHiGePG0B/p8VVZwXGOZ5gWTACd6MRudmfJm5gwwshPfqpQJd337UrEbGBDuu87OZaylKIUpTnNKUjBBFswzWEOBSlIDWqkeF8VqACQ6cdhWsc6gFS15kpLFamYYKLQX8xlLq1oRQ5yOB1Kirm69yX0mVMqM/AmwfSfiFQGDICIdIWkU+AiUhC4HfgBwBhzzRhzBugE/Giv9iNwr/1zJ+AnY1kNFBKR0kBbYJ4x5pQx5jQwD2jn3ctTSqnUKVu2LGXLlnU6DL+lx1dlBRktwXQP9wAwgxkOR5K+LnGJRSyiEY0I8OpPYN9yjfvkakWVUW1mMw1oQAABVKFKvDe7F7nIb/zG/dxPdrKneF9BBAGZ/4Z6LnMJIohKVHI6lHjdzM1sYhPXrQ4pfucgBznAAVrRyulQUqUylYHM/3lQWZs3v137At8BNUTkCNAfeMqL7SoBJ4AxIrJRRL4XkbxASWOMK0F1FChp/1wW+Ntj+8N2WULlSimV5qKiooiKinI6DL+lx1f5u2ii+Y//MkwXOYDylKc+9bNcgqkHPdjBDh7hEUf2X5Si3MRNrCV2x4CMI4ootrHN3dWrKlXZyc44g3BPZjIXuEBPeqZqf/nJT0UqspWtqarHSde4xkIW0o52Ppt10Nca0pCrXGUb25wOJU0sZjEAzWnuaByplZ/8lKSkJphUpuZNgskYY+4EigM1jDG3ebldNqAB8K0xpj5wkRvd4dwVY7eMSi0ReVJEwkQk7MSJE76oUiml2LJlC1u2bHE6DL+lx1f5u1OcIproDNWCCaAjHVnJSk6QNf5musY15jCHfvSjF84N53kLt7Ca1Y7tPyl72csVrrgTTG1ow0EO8imfuteJIooP+IB61OMO7kj1PutSly1k3t8DK1nJBS7QlrZOh5KgzNJ6LqXmMY/iFKc2tZ0OJdWqUMXvuzMq/+ZNomgqgDHmojHmvF3mzciQh4HDxpg1Hts0AI7ZXd+w/z9uLz8ClPfYvpxdllB5DMaYkcaYhsaYhjqeh1JKKaUyguP2nzkZLcHUiU4YDLOY5XQo6WIrW7nKVccHAG5CE45wJMPOJudK9LhmQ+tNb9rRjk/4BGN/JzyFKexmN2/whk9a7NShDjvZyTWupbouJ8xhDtnIRktaOh1KgipTmYIUJIwwp0PxuWiimcc82tDGka6vvpZQt1SlMosEP4UiUkNEugAFRaSzx6M3kCupio0xR4G/RaS6XdQK2A7MAPdXR72A3+2fZwCP2LPJ3QKctbvSzQHaiEhhe3DvNnaZUkoppVSG9g//AFCKUg5HElMIIZSlLI/yKPdzf4butuULrq5BTk8j384eRnQ84x2NIyFb2EIAAdSkJmDNQNaZzhzlKLvYBcBXfEUVqtCZzj7ZZx3qEElkpm21MZvZNKUpBSjgdCgJCiCAUEJZznKnQ/G5TWziOMdpQxunQ/GJKlThCEe4xCWnQ1EqRRJL81YH7gYKAfd4PBoAT3hZ/3PAeBHZDIQA7wNDgdYisge4034O8CewH9gLjAKeATDGnALeBdbZj3fsMqWUUkqpDG03uwFrLJuMRBAGMpBbuIX5zOce7uEc55wOK81sZzvZye4eRNcpVahCC1rwAz+4xzW6wAXe5V02scnR2MCa4a461clNbndZC1oAsIhFbGMby1lOH/r4rLWIqzteRu4mN45xvMRLcT4jxzhGOOHuxGFG1opWbGUrRznqdCg+Ncdud9Ca1g5H4huuGS73s9/hSJRKmQR/MxhjfjfGPArcbYx51OPRzxiz0pvKjTHhdre1YGPMvcaY08aYk8aYVsaYqsaYO13JInv2uL7GmMrGmLrGmDCPekYbY6rYjzGpftVKKaWUUulgN7vJS17KUMbpUOJ4judYxSrmMY/jHOdFXsy03ZSSsp3tVKNaqmY885X/4/84wAFWsQqAb/mWt3iLEEIcbcVjMKxmNbdwS4zyylSmHOWYxjRe4iVykIPe9PbZfqtTnUACM/RA3+/wDh/zMR3pGKN8LnMBMvT4Sy6uBMx85jsciW/NZS7BBFOa0k6H4hOuBFNmbdGnlDdfPewVkddEZKSIjHY90jwypZTKAEqVKkWpUhmra4s/0eOr/N1udlONahl2dimwZph6hEcYxSja0c491o4/2c52alHL6TAA6EAHAghgDnOIIopv+MbdvcrJLky72c1//BcnwSQIPejBPOYxm9l8zMcUo5jP9puTnFSneoZtwRRNNEfs4V+XsCRGnDOYQQlKEEKIQ9F5L4QQilKUecxzOhSfucAFlrM8UyT4vFWJSgAZdpw2pZLiTYLpd6AgMB+Y5fFQSim/pwmQtKXHV/m7XeyiGtWcDiNJoxjFy7zMIhbxLd8SSaTTIfnMZS6zn/0ZJsFUmMKEEspc5jKYwUQQwVjGkoc8jnaTc7VsiW+w6g/5kNWsJpxwnuM5n++7DnUybAumwxzmMpd5j/fIQQ5GMQqwusdNZzo96ZkpBpcOIIDmNGcJS5wOxWcWs5jrXPeb8ZcAilCEPOThb/52OhSlUsSbq2EeY8xAY8wkY8xU1yPNI1NKqQzg+vXrXL9+3ekw/JYeX+XPrnKVCCIyRYIpBzl4n/dpQAP60pfWtPablky72U000RkmwQTQhjasYQ1DGEJvenMv91KXumxmc6LbzWNemg3+O495BBEU7zhVgtCYxmk2SHpd6rKf/ZznfNIrpzPXOGpNaUoXujCOcZzmNIMYRCSR9KGPwxF673Zu5yAHOcQhp0PxibnMJTe5uY3bnA7FZwShPOU1waQyLW8STDNFpEOaR6KUUhnQtm3b2LZtm9Nh+C09vsqf7Wc/0URnigQTQCCBzGMeAxnIYhaTn/y0pnWGvOlPju1sB8hQCaYe9CCYYN7nfb7newQhmGAWsYhudGMf++Jss5rVtKENr/EaAxjgfl2+EEkki1hEa1o70p0zlFDAeo0ZjWv2vGpU40me5AxnKEIRvuM7etOb6lRPooaMoxnNAFjGMocjST2DYSYzaUELciU9wXmmUp7yfpMEVFmPNwmm57GSTJdF5JyInBcR/51mRCmllFLKB3ayEyDTJJjA6p4xhCFUoAIXuch85tOSlqxghdOhpdh2thNIYIaaya8GNdjEJl7lVQIJBHC3DprMZJ7kSapQhdu4jSEMIZxwvuALAD7nc4YznDd4w2fxrGUt5zjn2ExcTWhCAAEsZakj+0/MbnaTj3yUpjR3cAc1qQnANKYxhsw191AwwRSgABOZiMFwjnOZdmD/cMI5wAE609npUHyuAhW0BZPKtJJMMBlj8htjAowxuY0xBeznBdIjOKWUUkqpzGomM8lHPupQx+lQkiUb2ZjLXJaxjElMYj/7uYM7mMjENOuelZa2s50qVCEnOZ0OJVENaABALnKxkIXsYx9XuMKbvEl96jOBCTGSlbOYxUlO+mTfc5mLIPGOv5Qe8pPfPS5VRuOagVDsf4tYxH72cy/3Oh1asgUSyOu8zkxm8imfUpWq1KVupkxm/MZvBBBAJzo5HYrPlac8RzmaaZN/KmtLMMEkIjXs/xvE90i/EJVSSimlMperXGUqU7mP+8hDHqfDSbbqVOc2buN+7mcf+6hJTXrQg5rUZB3rmMQkool2OkyvhBNObWo7HUaSmtKU9axnBzsIJZQFLCCMMA5zmPGM5xVeYQELGMMYFrKQa1xjHON8su81rKEudSlKUZ/UlxLtaMc61vEf/zkWQ2xnOctSlnIHd7jLSlLSPdNXZvQSL3EHd/AiL3Kc4+xmN//H/zkdVrJNZzq3c7tPZzTMKMpTHoNxz16oVGaSWAumF+z/P4nn8XEax6WUUkoplWnNZjZnOUsPejgdSqoVohDLWc5oRnOIQ4QSygM8QDe6cZGLToeXqP32v+Y0dzoUrzSgAUEEsYY17tZEZSnLgzzIB3xAOcrRm960oAW3cisf8RFnOZvq/W5nu+Mt7TrQAYNhIhMdjcPTH/zBNa5xP/c7HYrPCMK7vAtAPvLxGZ8xj3n8yZ8OR+a9vexlK1szZSsyb1SgAgAHOehwJEolX4IJJmPMk/b/LeJ5ONN+Viml0lmZMmUoU6aM02H4LT2+yl9NZCJFKcqd3Ol0KD5RkII8yqP8yI88wiP0pz/TmMad3JmhWzLNYx6AX01j7jKMYfzLv0xhSqrqOc95DnHI8UHQG9LQPeZURklcLmUpRShCYxo7HYpPNaMZIxjBIhbxDM9QjWr0pS+nOe10aF6ZznQAv+weB7iTvRvZmOq6IonkER6hHOX8YnD3jOYIR/iGb1jPeqdDyTC8GeRbKaWyrBIlSlCiRAmnw/BbenyVP7rIRWYwg/u5n+xkdzocn3qER/iRH/mMzxjBCFazmjnMcTqsBM1hDhWpmKkGWvdWYxqTnezsYU+q6nENRu90gkkQXud1jnGM5Sx3NBaXcMKpT30C/PCWqQ99aEhDcpCDH/mRIxzhMR4jjDB316yFLGQHOxyONK7pTCeEEIIIcjqUNFGa0lSkIqtYlap6TnCC13mdcYzjCEeYxjQfRQhv8RYf8IHP6gO4zvU0a7UVRRQjGOGzcevASs7fwi30pS8vuDt/Kf+7WiqllA9duXKFK1euOB2G39Ljq/zRfOZziUt0o5vToaSpXvSiFKX4iq+cDiVeZznLbGbTgQ4I4nQ4PhdAAGUpm+pxWrazHXA+wQQ3BjrPCEmNSCLZwhZCCHE6lDR3C7fwLu8ynek0sv8NZSitaEVLWmIwTofo9i//spKVfts9zuUWbmE1q1O8/T/8QznK8REf8TAPE0KIO5mcWmc5y7u8y2u85pP6XIYylCpUYRObfFovWAmxp3maEYzwWZ1DGMJhDhNEELvY5bN6MztNMCmlVCJ27tzJzp2++YWs4tLjq/zRcpaTk5w0panToaSpHOSgBz2Yx7wM2U1uPOO5zGUe4zGnQ0kz5SjHYQ6nqo7tbCc72alMZR9FlXLFKU4RimSIBNNudnOFK1kiwQQwgAGEEkoAAfzLv7zKqwAc5Sib2exwdDd8bA8F7A/j2yWmCU34m79TnECexSyucY3RjOZ7vqcGNXyWYPJsCXWd6z6pM4ooRjKSSCJ5hmd8mtRczGKGMhSwzmdfuMQlvuEbetCDZ3iGYxzjDGd8Undm51WCSUSCRaSjiHR2PdI6MKWUUkqpzGg5y2lIQ3KS0+lQ0lxlKnOd6xznuNOhxDGBCQQTzM3c7HQoacYXLZg2s5nqVCcb2XwUVcoJQi1quVtVOSmccIAsk2DKQQ7WsIYoonid1xnIQI5ylGxkYwITnA4PgHOc40u+pDe9/bLbq6dbuAUgxa2YZjGLilSkN73JQQ5qUIMIIrjM5VTFdZ3rfMqn7ucHOJCq+lxmMpPDHOZWbmUlK/mHf3xS73GOcz/3U41qVKUqe9mb6jq3sY3XeZ0LXOAJnqA61QG0FZMtyQSTiIwGRgNdgHvsx91pHJdSSimlVKZzmcusZz23cZvToaSLcpQDyHDTaV/lKutYR2ta+2X3OBdXC6aUftv/Hu8xm9nczu0+jizlalIzQ7RgCiecnOR03zxmJUMYwlCGUpKStKMd3/N9hhgAfAMbuM51v+9+DFCf+uQkZ4oSTEc5yjzmcRd3ua9/NaiBwaRqzLZwwnmap9nCFgYyEPBNUuUqV3mRF6lOdV7iJcB3M+gNYhBnOMNUplKf+qkes+4Qh2hCE4YznOIU5w7uoAY1AHzWQiyz86YF0y3GmIbGmF7GmEfth/+2NVZKKaWUSqE1rOE617mVW50OJV24Ekyp7ablaxvZyFWu+n03xbKU5TKXU3Tzv5GNvMmbdKd7jBYJTqtJTU5ykhOccDSO9aynNrX9bqD+5HqXdznNaQYxCIDZzGYucx2JZQMbgBtjdfmzHOSgAQ1SNND3QAYSSST96e8uS20SxGC4l3v5gR/oSU+fJpgmMIG97OVzPqcKVQDfJJi2s52RjORpnqYWtahOdQ5wgKtcTXGdAxnIZS7zJE8ynvEEEEAlKpGd7JpgsnmTYFolIs6P+qeUUkoplYEd5ShP8zR5yKMJJoetZCVgjWPiz1LTgmwwgylMYb7l2wzVndM1RXtqBjhOrdOcZilLaUUrx2LIKEII4Qme4Fu+ZQYzaE972tLWkVZmG9hAOcpRgqwx+2wTmrCe9VzjmtfbnOQk4xjHszxLVaq6y6tSFUFSnATZznYOcpCv+ZpxjKMwhSlOcZ8kVWYzm9KUpg1tqEhFIPUJJoNhAAPIT37e4i3ASrJFE53ibnJnOMM0pvEUT/Ed39Ga1gBkJztVqKIJJps3CaafsJJMu0Rks4hsERGvRnoTkQh7/XARCbPLBovIEbssXEQ6eKz/qojstffV1qO8nV22V0ReSe6LVEqplCpXrhzlypVzOgy/pcdX+ZMv+ZI97OFP/qQIRZwOJ10UpzjZyZ4hE0yVqERpSjsdSpoqS1kg+Qm+rWxlBjPoRz8KUSgNIku5O7iDkpTkHd6hK119NhZLcvzJn0QSSWd02Fm40SKmE53IQQ4A3uTNdI9jPeuzROsll9u4jStcYRKTvN5mMYsxGLrSNUZ5HvJQkYopToL8yZ8AdKSju9tddaqnugVTNNHMZ767O3M+8lGEIqlOME1gAnOZyxCGUIxiQOpbcU1lKle5ysM8HGdZDWroGEw2bxJMPwAPA+24Mf7SPcnYRwtjTIgxpqFH2Wd2WYgx5k8Au5VUd6C2va9vRCRQRAKBr4H2QC2gh7aoUkqll2LFilGsWDGnw/BbenyVP5nHPG7hFu7gDqdDSTcBBFCWsvzN306H4mYwrGCF33ePg5S3YPqYj8lLXp7jubQIK1VykIMneIIwwpjKVH7kx3SP4Xd+pxSlCCU03fedEVWiEo/yKFWowja20ZnO6T4Q+wUusItd1Kd+uu7XSR3pyC3cQn/6e90NdiELyUc+GtIwzrIa1EhRy7MrXGEUo6hPffc1x1VfapMqG9jASU7ShjbusiCCUpVgOsUp96yIT/O0u9w1MHxKEkxv8RaP8zhVqUojGsVZXota7GEPF7mY4rj9hTcJphPGmBnGmAPGmIOuRxrE0gmYaIy5aow5AOwFQu3HXmPMfmPMNWCiva5SSqW5S5cucenSJafD8Ft6fJW/OMUpwghzN5nPSipSkUMccjoMt4Mc5ChHs0SCqTSlESRZLZiucY1pTKMb3TJsS7vneZ6neIpCFOJ3fk/XfV/hCn/xF53oRIB3E25nCd/zPbvYRRWq+GT2wuTazGYMxq9nhYwtkEA+5mNOctLrca8WspDbuT3escPqUY9tbEv2GETv8z572MOHfBijvDrVOcEJTnEqWfV5xupK1tzJne7yilRMVYJpIAM5yUlGMpJAAt3l+chHecqzla3Jqu8gB3mXdwF4ndfjnTjidm4nkkiWsSzFcfsLb66aG0XkFxHpISKdXQ8v6zfAXBFZLyJPepQ/a3e3Gy0ihe2yshDj66/DdllC5TGIyJMiEiYiYSdOODsooFLKf+zevZvdu3c7HYbf0uOr/MVCFmIwWTLBVIEKPpvxxxdc4y9lhQRTdrJTkpLJSjAtYQnnOMd93JeGkaVOMYrxLd/yP/7HGtZwlKPptu+FLOQCF7iXe9Ntn5lBgP0PoAxlOMe5dG2t4RrgOyu1YAJoTGPyk5/FLE50vcMcphKV2MlOWtIy3nUa0YjrXGczXo12A1hjLw1lKA/xUJzfb64ZFpPbimkTmxjMYB7kQSpSkV/5lZKUdC93JZhSMjvmMpbxPd/zAi9Qj3pxljejGQtZSDTRXtf5OZ+TjWz8zd/0ole869zGbeQgB/OZH+/yvexlGMNYxzqv95tZeZNgyg1cBdpgdY1zdZPzxm3GmAZY3dv6isjtwLdAZSAE+Bf4JJkxx8sYM9Ke7a5h8eLFfVGlUkoppZRX5jOf/OSPt+m8v6tABY5whEginQ4FsBJM+cjnHiza35WjXLK6KE5nOnnIE6PFQEblSvKMY1y67XMJS8hOdprTPN32mdmUohQAxziWbvvcyEaKU9w97lhWkY1sNKNZkgmmz/iMv/mb13mdR3k03nVcv5+SSnIsZznzmc9c5tKFLuQnf7wzTaZkTCOD4Ume5G3e5gxn+IM/6Ea3GOtUpCIXuZjsllFRRPEUT1GRiu5ZD2NrQxuOczzJJNtFLnKSk5zhDKMYxQM8EKN7YGyuyT0WsCDOMoOhN715mZeTfB/9QZIJJmPMo/E8HvOmcmPMEfv/48A0INQYc8wYE2WMiQZGgbtz8xGgvMfm5eyyhMqVUkoppTKEecyjBS2y5JTmFalIFFGODMYcn+UsJ5RQspHN6VDSxU3cxH72e7XuRCYymtHcxV3kJncaR5Z6talNO9oxhCEc53i67DOMMOpRj1zkSpf9ZUauBFN6tizbwAbqUz/e7kn+rgUt2MlO5jGPd3iH85yPsXwPexjJSLrTnSEMSbDra3nKU4pS8SZBoommDW14hVdobf9rS1vOcpbf+I3ixG3AcRM3kZOcbGNbgrFHEx2jS95MZrKWtXzAB+xgB3WpG2eblM4kN4lJbGe7e4y5+LjGeprDnATr+Y//qEY1ilGMwhTmAhf4H/9Lcv/taU+4/c/TVKayghV8yqc8wzPev6BMKskEk4gUF5HXRGSk3aVttIiM9mK7vCKS3/UzVguorSLiOZ3HfeDuBDkD6C4iOUWkElAVWAusA6qKSCURyYE1EPiM5LxIpZRSSqm0spe97Gd/luweB1YLJiBDjMM0lrFsYlOmaJ3jK1WoQgQRXOd6ouud4QyP8Rh1qMPXfJ1O0aWOIHzGZ5zjHCMYkeb7iyaa9ayPd4BkdUN6J5iucY1tbMty3eNcOtOZAhSgDW0YxCA+5mMuc5nZzOYjPqIhDclJziRn9hOEnvRkBjPitD5byELmMY8P+ZArXOF7vmcKU9jP/gQnrggkkFrUSnRMo+d4jprU5Cxn+ZEf6UpXalOb53meSlSKd5sgggASTVzFZjAMZSi1qZ3o7I+lKU1d6iY4ptUxjtGHPvzDP9zP/YDV3dqbc+8JnqAABehHP3frqzGMoRvdqEtdnuXZBBNf/sSbLnK/AwWB+cAsj0dSSgLLRWQTVqJoljFmNvCRiGwRkc1AC2AAgDFmGzAJ2A7MBvraLZ0igWeBOcAOYJK9rlJKKaWU4/7gDwDu9noEAf+S0m+bvWEw7injk3KAAzzBE7SmNf3p7/NYMqoqVCGSyCQTfBOYwGUuM4IR8bZGyKhqUIO2tGUkI9O8G+Y+9nGWs5pgSkJ6J5h2sIPrXM+yCaabuIlFLOJBHqQudRnGMEpQgva0ZyADaUhDwghzj4mUmCd4gkgiGcMYd9l5zvMJn1AYa2jkNrTh//g/utAlyZZ8wQQTRhjXuBZn2VnOMoYxHOAAZShDb3rTjGYsY1miLSiDCaYiFRnL2CRfj8vbvM1mNvMCLyQ5OH9b2rKc5XHGEJvGNGpQg2lM4x3eYRKTWMlKpjPdqxgKUYiv+IpVrKIa1ehJTx7jMe7gDnfX26zAmwRTHmPMQGPMJGPMVNcjqY3sWd/q2Y/axpj37PKHjTF1jTHBxpiOxph/PbZ5zxhT2RhT3Rjzl0f5n8aYavay91L0SpVSKgUqVqxIxYoVnQ7Db+nxVf5gBjOoQx33t65ZjasF0wEO+LzuUYziLu5iNEk2nucDPiCQQMYyNlN0//KVKlQBrJZ0iZnCFGpSM1POwvUUT3GEI0xiUpruJ4wwAE0wJaE4xQkgIN0STK4uRyGEpMv+MqIGNGA84/mVX6lMZR7gAWYzmwMcYD7zvf79U53qNKc5oxjFJjZxlKPUpS6zmU1/+nOEI8maufF+7uckJ91ftHgaxzguc5kHeZBylOM1XuNP/nQnshISSCBP8iQLWZjg+E6XuexOOM9lLm/zNj3pySM8kmTMbWjDNa6xhCWA9btrKUvpQQ+qUpXtbHe3BmtCk2Ql5B/mYcIIoylN+YVfyE1ufubnJF+zP/EmwTRTRDqkeSRKKZUBFS5cmMKFs84vhfSmx1dldqc5zTKWcQ/3OB2KY/KQh7KUZTe+nxHS9S17UsmTcML5gR/oQx/KUMbncWRk3iSYTnKSJSzJ0DPHJeYe7qEe9XiN17jClTTbz1rWkotc1KJWmu3DHwQSSHGK+3SQ78tc5kgCw+xuZCN5yOM+17OymtRkC1v4nu9pS1uCCEr2uFRP8RT72U8IIVSlKgc5yB/8wZu8SRnKJGv8sXa0oxzl+IIviCIKsFpETWMab/EWt3IrP/Mzu9jFe7xHDnJ4Ve//8X/kIQ+v83qcZb/zO0UoQh7y0ItePMRD1KY2oxjl1dh7zWhGPvLxJE/yB39Qk5rcwR0UoQizmOUevDyl6lGPGcxgC1tYw5osNzC9Nwmm57GSTJdF5JyInBeRc2kdmFJKZQQXLlzgwoULTofht/T4qszgDGcSHAtiGcuIIop2tEvnqDKWGtRI9lTVSdnGNlazGkh6lqJ+9KMoRXmbt30aQ2ZQilLkIU+iCb6ZzCSKqEybYAokkE/4hIMcjHc2K19ZwQpCCc0yXVlSoxSlfNaCaRvbKEABKlM53jrDCSeYYAIJ9Mn+sroudOFhHqYNbbjCFR7mYe7m7hQNoB5IIK/yKktZSic6sY99NKc5nelMNNGMYUyK6i1JSV7ndX7jN17gBQwGgEUsojvdqU1tutGNn/iJghTkV371uuVqLnIxl7kYDB3pyFWu0pKWTGayT7sP16FOvIOY+ztvZpHLb4wJMMbkNsYUsJ8XSI/glFLKaXv37mXv3sS/OVcpp8dXZQYv8zJ1qBPvtMdrWEMggVm+S00NarCTne6bAF/4ju/IQQ5a0IId7EhwvUMcYhnLeJEXKUQhn+0/sxCEhjRkGcsSXGc60ylHuUzZPc6lFa3oQhcGMYgNbPB5/Re4wAY20IxmPq/bH/kywfQHfxBJJFe5yl/8FWOZwRBOeJbuHudr2cjGT/zEHOYQQQQ/8EOq6nuGZ/iSL1nAAqpQhQ1sYCQjOcABqlI1xfUOZCDP8Ryf8Rmf8im/8RvtaMdN3MRf/MXP/MwFLrCb3dSmdrLqbkITPuZjwJqtcgELuJVbUxyrusGbFkxKKaWUUlnWPOYBMIQh7kFBwwjjLd5iDWsIJpg85HEyRMfVoAbnOOezLjORRDKOcXSlK81oxn72J9g1yjXddFYdZB2sbiob2RjvDf8OdjCTmdzP/Zl+ivfv+Z6c5EyTGeVWs5oooriN23xetz8qRSkOc9gndW1iExWoQHGKs4hFMZZFEMFZzmbZAb7TWlnK+qTF3rM8y0528jzPM4hBPMETqR53KJBAPudzOtGJF3mRLnShAQ1YznJ3S6O85E3xde0BHmA4w+MdP0qlnCaYlFJKKaUScJKTRBDBLdxCNNFsYhMA/enPu7zLYhbTmMYOR+k815gVyZlWOjFhhHGGM9zHfdSkJtFEJ9gFbDazKU95alLTJ/vOjNrTHriRbHMxGPrTn7zk5RVecSI0nypEIe7jPiYxyedjMc1nPoEE0oQmPq3XXwUTzD/845Ok8iY2EUIIzWnOYhbHaAk5y568vClNU70flbYqUpHhDGcwg31WpyCMZzyf8zmf8RlzmeuzAbMDCOB5nqcSlXxSn7JogkkppZRSKgGuMYCe4zkA1rOetaxlBSsAiCJKE0zg7nq1lrU+qW8hCwFoTnN34ii+bnJ72ctsZtOe9pm+dU5q1KMepSgVp3vRd3zHXObyLu9SghIORedbD/EQZznLTGb6rE6DYTKTuZM7KUhBn9Xrz0IJBWAd61JVzxWusItdBBNMc5rzN3+zn/3u5T/yI/WpTx3qpGo/KvPKS1760Y/+9Cc/+Z0ORyUh0QSTWBqLSGf70VhEsu5vb6WUUkplKStYQTaycS/3UpKSjGAEHelIEYq4Wzrcwi0OR+m8whSmGtVYwxqf1LeQhQQTTDGKUY1qBBAQb+uoXvQiF7l4jdd8st/MShDa056/+IvLXHaXD2Uot3M7fenrYHS+1YpWVKIS7/Kue9aq7WznMpcxGDawIdmtmzawgf3spxvd0iJkv1Sf+gQSmOqk8ja2EU009ahHC1oAuLvJbWMbYYTRi16pjlcplT4STDCJSBtgDzAY6GA/3gb22MuUUsrvVapUiUqVtOlsWtHjqzK6laykPvXJQx4qUYntbCc3uVnKUgYzmC50oRrVnA4zQ2hMY9awJtUDfV/lKitY4b7ZzE1uQghhHvOYxCQiiABgK1tZyUre5E0qUjG14Wd6D/EQ5zjHNKYB1uDnBzlIF7oQ4EedFrKRjQ/4gM1sZhzj+IVfqE1tylOe6lTnZm7ma75OVp2TmexOJCvv5CUvtamdqgRTJJF8wReA1QqyBjUoSUl3gulHfiQb2XiQB30Ss1Iq7SX22+Zz4E5jTHtjzOP2ox3Q2l6mlMqkVrCCN3nTp7P9+KuCBQtSsKA2l08renxVRnad66xlrXvsj2d4hlBCWcpSalObNrRhClP86uY9NUIJ5ShH+Yd/UlXPD/zAFa7Qkpbuss50ZjWreYAHqE51drPbffPZk56pDd0vNKc5QQQxhjEA7lnl/HFWtG50I5RQHuVRetKT4hQnlFCqUx0gWbPMGQy/8RstaEERiqRVyH6pCU1YwQoucCFF249mND/xEw/xEEEEIQjNac50pnOAA4xlLB3o4NOp45VSaSuxv4iyQbxTAxwBHww1r5RyxCUucRu3MYQhccZqUHGdPXuWs2fPOh2G39LjqzKyzWzmMpfdXeEe5mHWsIbylHc4sozJNR215/gpybWDHfSjH+1oRwc6uMu70hWwuuLlJje96c1EJtKe9nrzaQsggN70ZgELOMhBlrGMAhQgmGCnQ/M5QfiETwBoTWv2spc/+ZM/+IO2tI13vK6EbGc7e9hDZzqnVbh+62Ee5gIX+IVfUrT9ZCZTjWqMY5x7DLV7uIdLXOImbuIEJ3iMx3wZslIqjSWWYBoNrBORgSLyoP0YCKwBfkif8JRSvmQw7m82AT7iIwejyRwOHDjAgQMHnA7Db+nxVRmZqxVEIxo5HEnm4OqmdpCDKa5jKEPJQQ5+4ieykc1dXp3q/MqvbGMbQxjCKlZxmMM8wROpjtuf9KIXBkM/+vEXf9GUpgQS6HRYaeI2buMQh/iLvyhAAXd5bWqzgx3u8ZmSMo1pCEInOqVVqH6rKU2pS11+5Mdkb3uKUyxiEV3oEqO8O92ZznS+4zu+5Evu4R5fhauUSgfZElpgjPlARH4HOoJ7vs4jQE9jzPb0CE4p5TvDGc6HfEgkkTShCY1oxGhGYzAZfuad3vRmClN4zf6nlFLpYSMbKUABncLYSxWoAKQ8wRRBBOMZz3M8F2+rJNcAzH3owwlO0JSmtKVtygP2Q0EE8RZv8Q7vALj/91fxtSasRS2ucIUIIqhM5US3jySSn/iJpjSlNKXTKky/JQgtackoRhFFVLKSmdOZThRRcRJMgQRqsk+pTCzBBBOAnUjSZJJSfuAjPuIoRwH4nu/Zxz4ucIEznKEwhX2yjzDC6EEP/uIvqlDFJ3W6xtkA+JiPGcAAcpPbJ3W7rGMdu9nt+3E8jIHMNPHmlStWzLlyZa64lUojG9lICCEZPgmfUeQhD8UpnuIE03d8h8HwAi8kul52svM2b6doH1nB27xNMMFUoEKWbH1Xi1qA1fUtqQTTJ3zCHvbwMR+nR2h+KZhgLnGJ/ex3d5P1xmQmU4lKNKBBGkanlEpvic0il09E3hGRbSJyVkROiMhqEemdjvEppXwkmmgAutCFe7iHcpQD4HC8Q62lzAd8wF72MpOZPqtzAhMQhJ/5mdOcZgpTfFY3WMcllFAe4qEYUzunytat8N138O67MHw4TJ4MGzdClHfN9dNddDT89Rd89BF8+CGMGQOnTjkdlVKOiiKKzWymPvWdDiVTqUjFFCWYrnGN0Yzmbu7WMa58oAtdsmRyCaAmNQErwZSYa1zjMz6jHe3oSMf0CM0vucb42sQmr7c5xjHmMY8HeEAT+Er5mcTGYBoP7AfaAm8DXwAPAy1E5P10iE0p5SNHOcoxjvE5n7tnPCpDGYBUz/YD1kxL4xnPb/wGwF72prpOsJI/4xnPHdzBgzxIRSoynek+qdvFMxm2m92pr3DRIpgyBf7910rcnDkD27bB77/Dr79aZRnN+vWwZs2N2A4dghkznI1JKYftYQ+XuEQIIU6HkqlUpCJrWMNiFidruxnM4DjHeZIn0yYwlWUUohBlKMM2tiW63m/8xjGO0Y9+6RSZf6pDHbKRjRWs4DSnvdpmLGOJIopHeCSNo1NKpbfEEkxBxpixxpjDxphPgY7GmD3Ao+DdNAsiEiEiW0QkXETC7LIiIjJPRPbY/xe2y0VEvhCRvSKyWUQaeNTTy15/j4j0SvnLVSprCiccIMaNkq8STAbDUzzFQzzkLkvqjzpvTWUqe9jDUzyFIIQQwk52+qRug+EbvuEBHnCXxfdtZ5UqVahSxcvufnv2wJIlgDUT0s/8zBzmsJWtGAzs3g379vkgeOPb1lCrVwOwnvVMZKJVFhEB//3nu30kIFnHV6l05Lpuagum5KlABc5ylha0IIKIRNc9y1n60IeJTORrvqY85WlHu/QJVPm1EEIIIyzRdX7mZypSUcfxSqVc5CKIIIYznFrUSrI1+L/8y1CG0pa27tZmSin/kViC6aKI3AYgIh2BUwDGmGhIVlvGFsaYEGNMQ/v5K8ACY0xVYIH9HKA9UNV+PAl8a++7CDAIaAyEAoNcSSml/NmzPEsb2rCe9amuay1rESTGVMW+SjAtYhGjGc3zPM8kJtGb3j5JMK1iFS/xEjWp6Z6eugY12MMeIolMdf3DGEZf+tKc5uxnPwEExDutcb58+ciXL1/SFUZHw5w5gDVF969M4ghHWMVqpjD1RquuPXtSHvTFizBxIrzzDgwZAt9/n7r6wGphdfIkYM2YtZNdN/44/Cf1rduS4vXxVSqdrWUtOcmpN0DJ9AAPuGeTc7VqTcg3fMNIRtKDHixmMX3o47cznqn01Yxm7GAHxzke7/JrXGMxi7mLuwhI9HZIeaMudQGrxXxiM8pd5zrd6MY1rjGc4ekUnVIqPSV2RX0K+FRETgMvg9V+VESKA1+nYp+dwH3l+RG416P8J2NZDRQSkdJYXfTmGWNOGWNOA/NAv95SzjOYJL+dTanznOdrvmYe8xjFqFTXN4c5NKIRhSjkLstFLopQJNUJpg/4gFKUYihDuZ/7CSaYE/a/lLrEJdrQhmtcYyQj3TccNajBda775LjPYhYNaMCf/EklKlGZyvEmmE6fPs3p0140+d67F/77j2iimc1sClOIF3iBF/kfACc56aowZQEbA5Mmwc6d1s/GwOHDMGFC6pJM+/cDcJnL7nPhGMesZceOpbxeL3l9fJVKZ0tYQhOakIMcToeSqTSmMRFEEEJIomPmXeUqX/AFrWnNNKbRm948wzPpGKnyZ7dzOwDLWR7v8tWs5iIXuZM70zMsv/UN37CSlYQSytM8TT3q8Tu/s5zlHOUof/EXBsM4xrGc5YxkJDWo4XTYSqk0kGCCyRiz2RgTaowpbIy5zRizyy4/YYz5wsv6DTBXRNaLiKtTfUljzL/2z0eBkvbPZYG/PbY9bJclVB6DiDwpImEiEnbiRMpvbJX/OcOZFM9ok5jf+I1KVOLrVOVb47eMZe6fD3AgVXWd5jSrWR1vE/AylElxguka13ie55nPfAYwgFzkAqA2tYHUdZObzWwucIFxjOM2bnOXV6c6QKq7yUURxXrW05Sm7sEla1Er3i5yBw8e5OBBL86fHVZy6iAHOc4JWtKS7GQnL3nJQfYb4xKcOZOyoDdvhoMHMRimM52f+IkjHLFaTtld3JLNGAgPB6zzzNjF6Zlg8vr4KpWOznKWcMK5gzucDiXT6kpXVrGKPexhAxvoQx92spMlLKEZzWhCE45ylBd5kXu5lzGM8dmMpko1pCG5yc0iFsW7fB7zCCCAFrRI58j8UylK0YQmfMu39KUvBznIvdxLM5pRnvJ0oAMv8iLf8i21qc2DPOh0yEqpNJLYLHKNRaSA/XNuEXlbRP4QkQ9FpKCX9d9mjGmA1f2tr4jc7rnQGGPAfU+TKsaYkcaYhsaYhsWLF/dFlcoPRBNNMYoRRJDP63Y1AX6Jl27ckPvAAhbwNV+TnezcxV2pTo7NZz7RRMc7rkUZylhJihSYwAS+4At605tnedZd7kowbWVrygIGpjCFohSNc3PnqwTTTnZykYsxZtipSc2Ud787e9aaJc6uOxuB7lgFoTCFbySYTp+2EjvJsWOHNUg4VuIunE3s5wArWWktT2lXtgMHrAG9sboD5SMvecjNUY5ay48eTVm9SmVyy1lONNGaYEqFB3mQvOQlhBBu5mZGMpJggmlOc5aznAgi+JAPaU1rp0NVfigHOWhDG37jN/csup7mMY9QQmO07Fap14AGfMVXrGc9v/ALgxhEK1rRmtZ8yqeEEUYf+ujMcUr5scS6yI0GLtk/fw4UBD60y8Z4U/n/s3ffYVFdWwOHf5vem4AgRVDsDWtiNxpNjJpuNM3c1Jvee89NcvOl3nTTjGmaRBNNtUSNsfdesKCCgiC995n9/THDCEpnBhDW6zOPcOacfdacQWdYs/baWutE898pwEJMPZROmae+Yf67fHJ0IlRalzbUvK267ULUqnyVCoAccqw27nGOs5jFjGIUhRRWqjhqjCyyuJALWcQiooiiG904wQlTg+gGWspSvPFmCEPOui+EkAZXMP3Gb4QQwpd8iRtulu0d6IAPPg2uYJrJTOYznyu4AgccKt3nhx+BBDY4waTRJJLIUky9kipek570pJRSjlDPJtwGA3zyiWX8AxygM50rTavxxZcsskzflJVBXl7dx9+1yzQ1zmgkhxyWsIQg2hNJxOkxCwuhuLh+cYOlIXkcccQRz0hGEkzw6QRTXl79Yq1GPvm8zMvV9sIQoqVZxSqccOJ8zm/uUM5ZkUSyk51MYhIDGcg61nELtzCCERzhCBlk8DiPyy+awmamM52TnDzrPVommWxhiyQ3bagznbmWa3mRF1nCEpaylKlMxR9/buTG5g5PCGFDNSWY7LTW5R/lD9JaP6i1Xqu1fgnoVNvASil3pZRn+dfABGAv8BtQvhLcTcCv5q9/A2aYV5M7H8g2T6VbCkxQSvmam3tPMG8TokZGjPwf/2f5vqrpTw1xmMOWpq9v8zb22FtWG2qsiv0q7uROwgijgAIyTD32602jWcISxjP+rGQNmJJBySRTTN2TEymk8C3fsoAFXMqlZ/1yoFD0oleDEkyppPIgDzKc4bzMy1Xu053uDRp7OcvpTGdCCeURHsELL7rS1XJ/+XNa75+TvXuhsJAyyviJn8gm56y+Aj74kEnm6URhXafJGQzw11+gNSc4wbd8SwklXMVV+OJLNtmn963v1Lvjx8E8NW0Vq/DAnYEMpD3tSSX19Ce+Vpgm9wM/8DzPM4UpjUqWnik318COHQXs31+IwWC9cYVYxSqGMARXXJs7lHNaFFHMYx5b2cowhvEJn7CGNXSq/W2kEI02hSm44npWs/mVrMSIkQlMaKbI2h6F4kd+JJ54qRoTopWrKcG0Vyl1s/nrXUqpQQBKqa5AaR3Gbg+sVUrtAjYDf2qtlwD/B4xXSh0GLjR/D7AIOArEAp+DqdOj1joDeBnYYr79x7xNtCJ/83eDkyjV+ZM/OcxhXuVVoHFTtir6nd8poID1rGcQg+hBD3awo9HjajSzmEVXulJKKfdzP+GEA6aKqYbYz34SSax22edhDMOAgb/5u8Zxssjifu7nMi6jBz2YwQwALuXSKvcvTzDVJ5lwghN8xEeUUMJHfEQQQVXuN5ShbGUredS9siaffG7mZuyx5z3e4x3e4Q/+qLRyTHmy6TD1aJitNSxcCMAhDrGP/UTQ0TJNsJwvvpRSRkF5UWhdm1rHxEB+PkaM/MiPFFPMNKYRQAA++JBHPqXl/x3XJ8F06BB8+SUACSRwjDiGMxwHHAgiiDIMpJFm2tcKCaZlLANM0/A20sB+UWc4eLCI995L4ddfs5g3L5NPP02joODsaRBC1FcuuWxjm0yPE+Ic5447oxnNX/xVafsyluGJJ+dxXjNF1jYpVKWKdyFE61RTguk2YLRS6gjQE9iglDqKKflzW20Da62Paq37mW+9tNavmrena63Haa27aK0vLE8WmVePu0dr3Vlr3UdrvbXCWF9qraPMtzpNzxO2odFVrrTVGDOZyTjGWX31mHd4hzDCeJRHccPNagmmlaykK10t/Xv6098qCaYVrGAjG3mAByzVRmHm2aEnKvW5r7t5zAOo9lO6cYzDE08WsrDaMTSaf/NvPuZj4syJiO/4jg/5sNpxe9GLDDLq3JvqOMfpRjde4iVGMeqsBE1FF3IhZZTVa1riwzxMAgl8yZfcz/08xEOMZGSlfbzwIoCAs6bIde3ala5du5qmtsXEwPr1puqfoiL44gvLfjHE4IYrM5hxenrcgAEAlsa19Wr0HRcHP5kq2uKJJ498LuIiOtMZwPIJoKWKqa4Jpj17YO5cy7c72IETjgxkIAABmHrYWRJM6el1G7cK6aRzP/fzIz9amrUf4lClfSzXtx5KSoz8+msWZWWafPIpo4yUlFJWr85tcKxClFvDGgwYJMEkRCswgQkc4IDlg7o88viDPxjDGBxxbObohBCi9Tl7zoyZ1job+Je50Xeked8ErbXtlxUSLdZ85jONaWxlq+UX0sZIJZUHeACAdaxDo63Sj2E72/mHf3iTN3HCiV70skqCqYwyVrOa6Uy3bOtLX77lWzLIwA+/Bo/7NE8TQgi3cqtle2MqmBJI4C3e4kqutCSqzuSMM5dwCZ/zOUMYwm3m3LFGU0ghWWTxEi8xj3n8l//yFE/V6dy96Q2Yqsaqq0Qqt4IV/If/UEghQxlaaVpjVYYzHGecWc5yJjLxrPsTSKCYYjrTmSUsYQ5z+I7veJInz0oqnakznYklttI2Nzc3KC2F774zJX3OYMRIIonsZS/96X+6Kur++02VQpxOBmWSSSihtTfP3rXLUhlVRhm72Y0TjpWm9JWPmUUW/vibGo3XJj8f/vwTMP1MZZLJfvbTne6WpFg72gEVEkxpabWPW40PzH8Abud21rL2rJ9lN7f6f5q5dWsBBQVGSinjLd6iJ72YytXs3VvERRd5oVTD/g8xGjVr1+axbl0+BoOmZ08XLr7YGze3mj6LEa3NIhbhhlut/18IIVq+8g/CbuVWnuRJ3ud9kkiyLNQihBDCump916y1ztFa79Jab5PkUttVSim/8isf8iEAW9hilXF/5mdKKeUO7iCBhPo3WK7GO7yDBx7czu2AKeHR0KbTFf3N3+SQU2lZ2/Jqm8aMP5OZbGELb/ImzjhbtgcQgBNODapg+i//xYCBt3m7xv2e5mlCCeV2brdMD5vDHNxxJ4QQvuALHuZhnuCJOp+7/JpYVjmrIJdcnuEZIonkAR7gQi5kNat5iqdYz3qGMrTGsV1xZQQj+Jmfz+odVUQRgxlMFFH0ox8Tmcjv/M4N3MArvFJr3FFEnfUzmJaWRtqff0JcHBpNOqcresoo42d+ZhZfojndx4nevcHPz3TDVMHkiMPpsWNiIKOKKaHZ2TB7tiW5lEsu7/EeO9hJV7pW+rS1YoLJ9EVWrY+PZcugqIhCCvmS2SzkFwopog99LLs44YQ3XqcfZ30STFlZcPAgFBRgwMBsZhNNNDOZybVcSxBBZyWY0tLSSKvHORITS/jrL1PD/vJm7/vN//by8gxkZRnqHu8Zduwo5O+/cykuNlJWptm9u5DFi+uQuKsDrTVlZdInqqXTaP7gD8YxDhdcmjscIUQj9aQnV3EV29nOhVzIb/zG//gfYxnb3KEJIUSrVG0Fkzh3HeUoySQzjGFWG3MmMy2VRgB72NPoMQ0Y+JRP6UEPHuERPuMzlrGMKKIaNW4CCfzIj9zLvXjjDZgSTLOZTRpppmqPBiimmAd4gAgiKvUe6klPwNTvqCGfeGeSyYu8yDjGVaqMArDDjjDCOMaxeo2p0fzKr0xhChFE1LhvX/qykY2EEcZ3fMdLvMR7vAeYklTXcI1lWlZdtac9l3AJb/Imt3CLqWoHUzIkmmjiiSeMMN7nfVxxZQUr6rVa0xM8wQQmcAmX8CIvWq7727xtWQEtiSRe5VUe5dFKK7rVpDvdmcMcTnKSDnQAIOHwYdi9G39MCcY1rGUEwzFi5BjHSCKZkYwgkMDTP7u9TRVchIeDgwOOZTCQgWxmM6MZja/2hTVr4LLLTKu0rVsHGzZUiiWeeJaxjCKKmMD409MGXV2hsBAPPLDH7nSCaf9+U08opUx/l09tc3ICOzvYvh127gRMVWPl3HE7q+FuO9qdrmDKzzetUudaQ7NjrWHpUtho7q+kFLsGwKnxx3nD5Q2mMc10OQg/K8GUkJAAgL9/7f8uc3MNzJ1rmmZYQCGb2Wy5r5gSnHHi5MlSfH0b9tK2fr2pr9cudpNMMhcxgb17i7j4YgPu7vYNGtNo1GzalM+mTQVkZZUREODIxRd70bmzc+0Hi3pJJx0PPCol6etrP/uJJ77O1ZpCiJZNofiJn0giiVGMYjKTuZd7mzssIYRotaTuvxW6ndu5lEutulrTbGYTQQRTmEJPerKb3Y0ecyYz2clOnud5utCFcMItzYAbQqP5lE/pRz+MGLmf+y33lVdoNCYx9jZvc4ADfMzHlZoUhhGGO+4NqmA6zGHu4i4yyeRt3q5yeuAABrCBDXV+Pucxj4d5mJOc5BIuqdMxIYRwARfwJV9aVvx5j/d4iqfqnVwq9wEfUEIJb/GWZdvHfEw88SxmMVvYwkAG8gVfMJSh9ZoaOZ7xPM3TbGIT13M929jGwzzMczzHVKZSRhknOcnTPF3n5BLANVyDRlcunT9wAIxG8shjHesAWMs6NrKRfPKZytWMYxx96GN6DJ07Q7dupmNdXCx9mIYxDIWyjMHu3aYG2rNmVUouFVBAFll8wzckkMhkJjOMYaZkqZ0dXHUVYEo+euN9OsEEpiRSXp6pCurDD023d96Bt96Cv02N3BNIYCvbGMr5PMojlubnuLuDtykh648/aaSd/plLTa35wu3aZUkulVIKWnN42w88/pEbV8ScXlGvqgRTfSxalE1+voFCCvmMz0jgBFF0AbAkFk+erMsaFGfLzTWQnm5aOPUXFrKRDRgworUmKalhYxqNmvnzM1m6NIesLNPYqamlzJmTQWxsUYPGFFU7znH88edBHmzUOItYBFDn/zuFEOeGYII5xCH+x/+s0opBCCFE1aSCqRUpoogEEljJSjSaBBKq7b1TH3/zNzvZyYd8yD3cw93czVzmNqpfUvkv/xOYwDSmoVCMZzw/8RNllFmaXNdnvMd4jLnMpQtduId7iCTScn9f+gKwm92VprfVVQIJvMqrXMmVZ/X9scOOnvSsd4LpGMfoS1+KKOJGbqQf/arc7wIuYD7zOcKRaqu79rCH93mfXvTiIR6ybK+qR1F1XuIly/Phiy83cmO9Hs+ZOtGJyUzme77nTd5kM5t5h3eYyETLqnZb2VrLKNV7lVcZxSgu5mIGMQiFYjrT+YIvTAmTBuhCF8Ywhnd5l4v1RfRfng7x8QBsZCMazT3cTSGFdKDD2T+nEyfC4MGmKqJyw4fDtm14GbzoRz92sYsJTMDJ4AQzZwJQQglrWINGs8Gc2LDHjgd5oPJyvvfdZ0oC2dmB0Uh72hNj/tODHrB5M8TGmpqQn8GAASNG/uAPvPBkDGNwxhkPPEzxXnopbNsG2dkEEkgxJWSQYerJdPSoqRqrXE6OaTqfiwv4+MDKlYDp53ABC+hPfw5ykBG55+N0NAF6mH62wwlnEYsa9H9HZmYZMTGmpMwf/EkuufyLm2mHH2/zNic5SUfCG5xgio8vAaCkwiKpmWTgjz/p6QaiGlBYuXp1HjExRWg0W9jKPvZxMRcTbAzip5+yuO++gAZXRonTyijjeq4H4Au+YCYzGzzWYhbTm95Wee0UQrQsklgSQgjbkwRTK7GWtUxnOokkWrbtYlej3ySvYQ2TmERnOlvewPehD9lkNziBpdE8yIOW5ejLX/DHM55ZzGIrW+s1XQrgRm5kHet4jud4kRcrLT8PpilbgQQ2uPLqcR7HiLHafkZ96MPv/F7n8TSaR3mUIop4jue4j/uq3bc8IbaSlVUmmF7hFZ7n+bMqnMYyttYG2xWNYAQb2MBKVnIlV1pWPmuMm7iJBSwgmGDSSccHH/7Lfxs9brkJTGA0o8kll0Usoj3tGz3mi7zIlcbLefPX4Xy+617AnWKK2cIWetLTssqahbMzjB8PAwdWTiyV8/Y2TZnbtYt+9GM7OzjIQUtVXRFFfM/3xJ9R2TOc4aeTS0OGmJJX5eNHRsKRI1zKpXzBF2xmsynBdOqU6Yapv9lxjuOAA374kUsuaaRRhoFrmHp6GtGwYTBokKlfVEoKHDpkqVo7yEHTVNsDB2DMGNNUuCVLTIksXfnnzYCBv/kbF1zYwQ4ccWSA1xgYN86yTzjhFFBAOun1nqq6eLGp71IOuexnP8MZTkdzE3xPvEgiCYCkpFK01vVu9H3kiKmfV8V+Zxlk4o8/GRll9RoLMK9qZ5pyt4GNLDMvkz2HOdzDPVDkwsGDxQwYIEs2N9bTPM1a1loSuEkkEUxwvcfJJZe1rG10FZQQQgghRFslCaZW4DjHuZRL8cSTkYykPe35iZ/YyU4mM7nB4+aQw43cSAghbGCD5Zfd8l+Md7O7QQmmN3mT+cznFV6plDAZxzgUimUsq1OC6U3eZDWrccKJv/mbt3iLR3ik2v370pdd7KpznJlk8iM/cpKTfM/3PMdz1fYz6kMfvuRLTnGq2iRHEUVsZjMP8iDJJJNEEs/xHP/hPzXG0Y1uBBPMAhZwG7dV+gRuK1t5nue5iqt4gzcYzGDccOMABxr0SV0/8x9rmcIUPuZjy4pv05luqpixkvKfFwccrPbJ5GjDCHYueI5Z+x5hC1tIJ5y97EFTwnCGn95x8mTo0AHatwf7WqpQ+vaFXbsIJxwvPNnDHvrQByNGvuZrTnGKqVxNOOG4404JJacTQIMHwyVnTNeZNAneN/WviiCCfeyrVBWUSy572Ys//vjgQzzxGDAQQAAd6HC6GflVV0Gf0w2+6dYNVqzAF1+CaM8BDpgSTMnJptuJE7BpE8BZVUg72UkmWVzPdUQSiR122F1ynanKyay8qvAIR+qVYNq4MZ9Dh0zVS6bVIDX9ibbc34EOnOQkAEVFRjIzDfj51e3lLSurjKVLcyzVUXHEWe7LwNSIPSOj/o3Dly3LxWjUpJLGClbQnR4MYhDf8S2JJBJFZ1JT65+4OpNG8xiPMYIRXM7ljR7P1j7iI2Yyk8UstkqV0FGO8jZvcxu3cQd3MIQhrGa1pe9XfaxgBaWU1qvyUwghhBBCnCYJplbgCZ6ghBJWsMKSsOlCF3ays1HjPszDnOAEa1hTqWqjPMG0ne1MYlK9xtzCFp7hGaYylad5utJ9/vjTn/4sYxnP8VyN4+xnP0/yJO1pb6lcuIM7ajymH/34kA9JJfXsKpQKDnCAx3iMOOLMv8yaqohqWkWt/JqUT3860052ciEXkk46AQQwgQkMZzi3cVuNMYMpifIAD/AkT/I933Md1wFgxMi93Et72jOLWXjhxX7244hjpR5RzUmhuMv8x1YqrqxmFRkZhMUW05UurGIVGmciiWQ0N1kaf3PbbRAaWvcxIyPB3R2Vn09verOeDSxiEb74kkQyV3LF6SbecHr1qq5d4eKLzx7Pz880Ze34cYIJZhvbWcEKQgihBz3Yy140MJ3ptKMdWWSh0ZWr0qKiTjcjLxcQYBo7I4PudGcVq8glF088YcECU38nTD/Pv/Eb3nhzDdfQnvasZjWhhBBFlCnxZG8P3btXGr4rXQGIIYbzOA+A7mfsU1FOjoH58zM5ccI0fe0kSaxnPSGEmqbumXWgAwc5QDHFOONMYmJprQmmU6dK+eGHTDIzTyd5MsliM5vpTBQJJFRIMNUvEbR+fR6HD5sSVitZiQMOTGYyRoym8cgAOlc6d0NtYANvm/8UUIArNTRjr6cssjjMYQYz2Crj7WWvpbnucpZzMzc3esx3eRd77HmRF2lPezzxbHCCyTR91KtyIlkIIYQQQtSZNPk+x2WRxQIWcCu3VqoGKp8q0FCb2MQsZvE4j5+1Gp033gxkIItZXK8xM8lkOtMJJphP+bTKipPxjGcDG8glt8oxCihgGtPoRS/ccWc3u/mRH1nMYtMvwTX4F/9Co7mFW8im+qXHH+ZhlrKUFFL4gR9IJpm/+Rt33Ks9ZhCD8MabN3nzrKlqRRRxJVfiiitf8RUHOMB3fMdd3FXn5MijPMpQhnIP9/AHf/AQD9GTnmxiE2/wBl54ARBIoFWmtrVpAQFw3XWMc7yYAQxgAqO4kamnq9eGD69fcglMPZN6mRJI5f3ANrOFpfyFD970xpzo8fCAK66AqVPhzjvh2murr46KNFUDlU+DXMs6fuEX9rKXtawlhA6WJIwPPpV/Lrp3h2uuOXtKn1KWpFAf+mCPPb/wi+lnOiUFCgoopphlLMMffwwY+JEf2cMesslhBCNO/7t+8MGzQu5CF3zxZQ1rLNtcXFxwqVDlVC4hoYSZM1MtyaUsspnFLAopZAQjKu1bnvg7aU4219aH6fDhIj7/PM2S4EkngyTzv3ONZjKT8cPPkmDKyjJgNNatyX5ycinLlpn+/zrIIWLYz1CG4o6beeU/B0tj9qys+ldGVXTmtN2v+KpR41Uct4wyruEahjCEH/nRKuMuZKHl68Z+AAKmRN0sZnEd1xFCCA440I9+DZoKXd6f7GIurtfCAEIIIYQQ4jSpYDrH/cIvlFBiqWopF000P/Pz6eqDenqN1/DF96wqo3JTmMJLvFRrNRCYkkL3ci+b2cwJTrCKVdUmQcYzntd5nVWsqnJ63zM8w3zmczmXcx3X4Y8/13BNnR5Tb3rzJm/yAA8wmMHEEGNpBn2MY0xlKkc5SiaZvMEbPMZjdRoXTEm3//Jf7uEe3uKtSse+xVsc4xgrWMFYxtZ5zIrssedrviaaaKYwBWecMWLkYi7mBm5o0JiiBh070v7aB5kyN5CUsjLSgEBnZ9OUsi5dGjZm//6wZQtBOoh7uJt00lnAAsYy1tQzzNfX1MTbro55/yBTYqnilMxSSvmJn/HDlyu4wrTRwwPON0857dHD9L1zDcu4DxoEGzfSztiO8YxnMUs4znE60hEwNUEuoIDruI4SSviab/iTP/HB21KhxNSp4Hn2/zv22DOWsSxjmWWKXUpKCgABAQHs31/EiRMleHvb888/eRQXG8mngGUsYxc7UdhxL/fiZ/7/IyrKmdjYYkuCKZFEIokgIaGk2oeXk2NgwYIsyso0ySSznxjWsNpy/xDOwwdv/PCzTLszGDTZ2QZ8fWt/yVy3Lg+tTWPPYx7tCWIYQwFQmJJ91kgwaTQXciErWckjPMJ85rOGNVapFvwP/+ElXrJ8/yiPNqgi6Ey/8AvDGIZGWyXB9CmfUkBBpanRvenND/xQ70byW9jCKU5xKZc2Oi4hhBBCiLZKEkznqNnMJo88/uRPIolkCEMq3V/eR2c3u+tc7p9HHtvYxklO8iu/8jzPV5ucmsIUXuRFlrL0rARHIYW44sov/MLv/E4eecxjHr748jmfM9T8y1ZVhjMcV1z5iZ8qJZjKKCOOOD7iI27lVj7n8zo9pjPdz/2UUMJjPMYqVjGWsRgwMIMZHOYwl3AJqaRapnHUx13cxT/8w5M8yUAGEk44AxlIDjlczuUNTi6V60IXFrGIJJKYxCQ0GhdcZFUUW+nUCa65hpPffw9+fgTecUfNiZnaBAfDyJGwejUB5j9P8MTpFe9Gjqx7cql8PExTBP3wxRNPhjCEYorpS1/TCncODnDjjaY+UXXl5wcjRsDq1fSnP8tZzj/8w0hGYo89O9nFKEYSQggaTRDtSeYUw+lvSpR5eJgSWdW4kAv5mZ85zGG60pWTJ09iNGr++ceR/fsLK+1rRDOb2aSTBpgqBcuTS4MGuXPeeW7Exqbihiu++BFPPCMYzokTJaSklBIYaKoQNBo1O3YUsmdPIXFxpmbeeeQzh7nkkYsDjpSZV48rnw7mhx/72W9Z0S8jo/YEU3GxkQMHTFPjNrEZe+yZwYxKFTEVE0xFRUaKioy4uNT+vG/alI+TkyIiwgkfH3tiVAwrWcnjPM6rvMpBDrKHPbWOUxuNtlRFuePOAzzAf/kvKaQQSGCDx40llu1s5w3e4ChH+Z7vG7wS6c/8zCxmsZjFTGCCZYoymBJMWWSRSCKh1K3SsJRSvuRL7LGX/ktCCCGEEI0gCaZz1Ku8SgIJlFHG4zx+1pv08gTTHvbUmmA6whHe4i3mM5900gGIIIL7ub/aY6KJxgsv1rAGf/wZz3jssecYx+hEJ67kShawAGecKaaYa7mWucyt9XG54MKd3Ml7vMdjPEZ72vMRH/Ee75FDDo448iIv1jpOTe7mbl7iJb7ne8IJ52M+Zi1r+ZqvmcGMBo+rUHzJl+xlL9OYxgQmkEMOYxnLW7zVqJjLjWa0VcYRddS1q2mVNV/fxiWXyo0da5qCtnAhpKaeTi4NHGiqcKoPb28IC4MTJ7iHe1CoyqsnenvD1VfXL7lUbuhQWLcOJ4MT3ejGXvZxjDh88MbLvJgAmH7mhzOc3/md6PKm2wMG1Jgou5ALAVjGMkvF0759RRw5UojG1LS5Ax1wxYVjHCOdNK7gSjoQbKl87N3blcmTvdFa4+ZmR0GBkV70Yi1rSSWNAPxZty6fK67woaDAyNy5GWdVNa1iFQUUcCu30YEOHOAAWWThb55W6IcfGiNZZNKOdqSklNK5c9U/A+WJpYULswAooZT97KcnPXE7oyeSDz6WyigwVTEFBdWcYNJas2pVLgUFph5OXl72bIlYBxHduav3/Tg4OdCLXixlKaWUNqov2W52k0ceb/AGl3M5ccTxX/7LfvY3KMG0jW3MYAYHOYgHHlzDNSxhCZ/wCfHEV7twQnX+4A+u5mo60YlbuOWsKtvyZNNe9tY5wXQHd/AVX3Et1+KHX73iEUIIIYQQp0mC6RyUQgpHOGL5/lquPWufMMLwxrvaXhTLWMZ85nMFV3AN12DAwAQmcA3X4IMPYxl7utFwFeywYyhDmcUsPuMzvuALbuVW/jIvxb2ABfSjH6tYxc/8XK/VjZ7hGb7kSy7iInLJtSRpXHBhIhMJIaTOY1XFDTcu4zK+MP8BU/XRjdzYqHEBPPBgAQvoT3/mMpcpTOE3fmv0uKIZBdQ8BbTeOnSAe+4xNcxOTTVNJfOv+4pqFkqZVpf78Ufss7JOb+/Y0dS8OzoaHBuYaHB1NSXXYmIYxziCCGI1q8kim8u4tFICow996ElPU7LM0dGUYKpBZzrTgQ5sZCN3Gu7m2LFijhwxVRWtZjX/sBJX3BjFKOKJxxkXetLDVJEFhIQ4MWWKt/kSKPr3d2PdujyGcj6b2MRGNjKFyRw8WERZmeb7703JJY1mOztwx51IItnFLnrTm1Dz/yc9qVx1FWzubZXISdrRjsTEqvs6JSWV8umnqZW2rWENJRQziEGAKSGWn2/k2LFifPChkAJKKMUJR3OCqebnKTW1zJJcOkwshhwDi3cfJmzftYT0MU0P7EUvSinlCEfoTvWN02vzGZ9hhx0zmEF72lsWDNjPfsYwpl5jaTQP8zD72Y8bbsxjHh3paElG7mRnnRNMKaRwgAPcxE1EE8161lfZ0Ly8n9ke9nAxVTTIP0MxxcxnPjdxE7OZXefHJoQQQgghziYJphYujzw+5VN60INLuIQCCvibvwFTc9/2tD/dILgChaIPfaqcMnGc45aVzj7nc3rQgyUsIZzwesU2jGEsZSlg6oVxK7eyilW44sot3ML93I833tzCLfUatx3t+ImfeIzHGMQgXuXVSitsWcPjPI4DDgxjGL3oxTCGWW2qWXe68xM/cQu31KuPk2hjPDxMt8YIDoa77oKkJFPCKTz87MbdDTV+PMTE4IsvIxhBJzqxn/2W6kimTIGTJ2HbNlNyyckJJk0CH58ah1UoeqeOZPWOEt7ZlUJ+vmlaXC55/MM/BBCIM84sZQkAAxhoSS5ddZUv3bu74Oh4+jEOG+bOxo35uBnciCKKWGLRmKafvfKKqem3RvMj8zjIAeywJ5JISimptDpau3YOKAUuLnYkJJQQQCCOOJFIIn3pY0mCARQWGtm1q5Dt2wtISTElngwYOcYx7LFnPevpSz9L8mrwYDd27jQ9Tm9MybFssggggNTUsjMX2ztLXJyp+iqPPOYyx7J9eshoy7XoSU8A9rGvwQmmzWzmEz7hbu629PbqQAfLCpX1sZOdTGQiySTzIR9yD/dY7utDH+ywYyc7q/zwQaOZyUze533+y385j/PoQhcKKSSEEOYxr9rV8vzwowMdLCuA1mYVq8gnn6lMlenGQgghhBCNJAmmFuwDPuB5nrf067icy/mLvyigADC9gbfHvto3xX3owxzmYMRYaerMYzyGK648yZOsZjXf8i3BBNc7vgu4gBd4gXGMYwUreIRH+J7vmc50PuTD+j/gCi7kQnawo1Fj1KQvfa224lJVJjGJZJLlFxZhe87OEBFh/XH9/ODuu2HOHMjOpoP5D2BKZPXvb5raN3Qo5OaaKr3qkDDLzCyj+KPLOM4/fMAXTCACDzw4RDagmcrVBBBAMqc4yEFLQqtfPzf69Dk7qeDubk/Hjk4cPVpMZzoTw37SScOf01Vh61jPQQ4wmjHsYAdHiCWEUEs15M03t6NjR9P0t6IiI6+/fgo7bUquJJAAmJJKu3cXUFio+euvHAyG06vKGdEsZjHb2AqAD76MZzxgql7q2NHZkiTywQcwrVwXQAC7dxcyYoQ7qorEYH6+gaNHS1i0yLTqZRzxAIxiNN3oxrSIrpZ9e9ADhWIf+7iKq2p9Hs70C79wHdcRSCAv87Jlu0LRk571SjCVUsp1XIdC8QmfcCu3VrrfDTe6052NbKzy+JfMfwBu5VYmMYlCCnmSJ7mf+2t9vRrMYP7m77Ne+6ryO7/jggsXcEGdH58QQgghhKiaJJhaMAccGMc47uEeXuIlVrCCEYzgL/5iLGMrrR5VlbGMZSYz+Rf/4kIuZAYz2MpW5jGPF3iB53m+UfGNZCQxxBBMMIMZzDu8A8AoRjVq3NZCkkutQ69e1q2eO6cEBsJDD0FsLKxdC5mZ0LkzTJhwus+Sv3+9pvj5+jrQJzSQVQlwguN8wwkAStG0w9+yKmUQ7Qky/x/n4mLH2LHVr4bZubMzR48W04lOABzhKADOuOCKK2tZS1e6MZrR9KUvySTTiU4oIDjYkfDw0024XVzs8Pd3IDW1lFBC2cAGEjlJCB1YsCDLsl8JJRzhKGtYQ5K5p1IwHYgiivM4D3fccHW1Y8IEL/OldLA8Lnc8WMtautGV1NRSdu0qJDraNBUtL89AamoZhw8Xs2FDPlqfTmTFEYcTzoxmFHbY0bHj6bjdcCOCiHpXGgEc5jAzmEEvevEzP1uSYOV60Ys/+KPO4/3Gb8QQw8/8zJVcWeU+F3Ihn/CJZVGIirG8xEvMYAbP8AwDGMAc5nAFV/Aar9Xp/NOYxq/8yhrW1Ni3zoCBn/iJiUy0TAUUQgghhBANZ/MEk1LKHtgKJGqtJyulvgJGA9nmXf6ltd6pTB/fvgdcAhSYt283j3ET8Kx5/1e01l/bOu6W4C7zHzAlbQwYcMKJoxytdnW3iq7kSrrQhW/Nf9JJZx3r8MGHh3nYKjGWT8U4xCFOcYq5zLVKLyMhWgrHhvYxak2iokw3K5k+IJoNCUfpRS9iiWUveykl25IgAjjvPHfS08twd7dn+HB3vL3tqx2vc2dnli0DX3zwox072MESFuOLH+MZTzFFDGYwCvDD17ISnaurHVde6XNW9VBEhBOpqaUMZjD72McP/MA93IMLpiqneI7zHd9RRint8KcnvSikkKu5ypKocHOz47rr/PDysjdfQhdzQ3JHLuRCfuUX9rKPPvRm06Z8oqPd2L69gEWLsikrO51UKqYEJxxZyl9sYytd6IoddtjZKcLCKv9sRhPNOtbVWLlTgqkf1WpWc4pTBBJoWenuZ36ucqp0T3oyi1k1riS3k53MZjav8Rqf8ilhhHEZl1X7nE1iEu/zPsEEs5GNlteStawF4EmepCtd2cIWvuIrbuO2asc606VcijvuzGFOjQmmNawhmWSmMa3OYwshhBBCiOo1RQXTA0AM4FVh22Na65/O2G8i0MV8Ow+YCZynlPIDXgAGARrYppT6TWudafPIWxB78x+g0i9hNbHDjp/5mbWsZQlLeJiHUSie5mm8Kj0d1tGe9jzEQ1YfV4jmlJycDEBQUFAzR9J6DOrlyxWLJ1NaqonEk9H05i+2MZShAAwZ4s7Eid51Hq99ewc8POzJyzPQi16sYTUAmWSwilW44U4nIs37OhIZ6YS/vwN9+7ri5HR2Iub8893ZvbsQ72IvruZqvuBzNrOZUYy0TIdzw42JTKQrXc5K5nTv7sIll3hbkksAjo6KceO8+P33LPrRl7WsZROb6ENvkpJK2bGjgD/+yMZo1BjR2KFIJZVP+YxQQoknDjjdxDokxPGs2KcylYUsrLZyp4wyhjKUYopJJZUMMvDBB198WcCCavvwla8auJjF3MRNZ92fRx6jGU0OOaSTzjKW8RIvnV4lsQrjGc9XfMWd3MkrvMJ3fAfAetbjiy/d6AaYpv69zuvVjlMVd9y5nMuZz3w+4AOcqbz6XxFFTGQi61iHG25MZnK9xhdCCCGEEFWruTlBIymlQoFJYF6qq2aXAd9ok42Aj1IqGLgIWKa1zjAnlZZBHZaGEYCpD9Nd3MUP/MAIRuCOO/dzf3OHJcQ5Izk52ZJkEtbh7GxHr17l06LScSKHyUzCFx9cXOwYObJ+zc+VUgwZYqocGsNoRjKKEeakyCmSGc5w7LDD1dWO22/35+KLvRk0yL3K5BKYGn5Pn26qcgqhA13pxnrWc4CDLGUpp0hmAhPoTrdKyaXwcCf+/e8Apk/3q5RcKte/vyt+fg4oFAMZSCIJpJACwK+/ZmE0alJI5TVeYy7fs4jFGCgjnjjssOcZnqUvfcxjnT2l6zIuwwMPvuGbKh/X13zNdrazj32W86aRxjd8U+ViEeUGMYhQQlnIwkrb00jjMR6jIx3JIQcffJjDHDzwqLXiSKG4iZssr09LWEIZZaxnPUMZWmvvpNpcz/VkkcViFp9133u8xz/8Q3e68wzP4I57o84lhBBCCCFMbF3B9C7wOJw1n+tVpdTzwArgSa11MRAC5mYcJgnmbdVtr0QpdQdwB0B4eP1WQ2sLXHFlBStII63aKQ5CCNFUBg92w9vbHqU8iI0tprjYEW9vO8aM8cTTs/rKl+oMG+bBoUPFJCSUMJYL0MABDlBEEecxxLKPg0PdeqNFRjrTpYsLhw8XMYHxzGEuP/IDAEM4z7JqW7duLlxzjS8Gg642YVXOzk4xYIAby5fn0I++LGc529jOxAqfmaxgBWWUcphDAETTn13sYgQjcDBXBA0c6Eb//mc3PHfDjRu4gc/5nDu4g/M4z3KfRvMBH9CPfgQSSCml3M3dxBHH+ZxfY9wKxeVczhd8QRZZ+ODDKU4xmtHEEssVXMH93E9HOvI+73MP95xuCF+LB3mQz/mciUxkGMPYz36u47o6HVuT8YwngAB+4IdKK9VlkMFrvMYkJtWrr5QQQgghhKidzRJMSqnJQIrWeptSakyFu54CkgEn4DPgCeA/jT2f1voz83gMGjRI17J7m+SEU53f9AshhC2FhDgREuLEzp0ODBrkQHR0QKPGc3BQzJjhx9q1+axenYsCbuZfKOywxx5fXweGDq1fpcqECZ4cP15Cu+J23Mm/iec4HngQRBAK6NrVhenTfVFKYW9ft8RVdLQrf/+di5vRjR70YDe7Gcc4TpobhR/iIBcwliEMxoABd9wZx1hLlU3fvq5MmeJT7fj/x//xK7/yOI+zilWW7RvZyC528Smfcju3o9H1qhK6hVuYyUzu536+4ite4RWOcYyVrLRMoQN4i7fqPCZAOOEc5jA/8iMP8zD96V/lNLz6csCBS7mUecyjmGLLNLn/4//IIafODcOFEEIIIUTd2XKK3HDgUqVUHPADMFYp9Z3WOsk8Da4YmA3mj5YhEQircHyoeVt124UQQggLJyfTanO33uqPs7MdbrjhigsuLnZcfbVPnauXygUEOHL99abpbk440YUogs3JpV69XJk61fesBuG18fCwp1s3U7JjAAMoopA3eZOv+Yqv+Qo33Dmf83DBxZJU8sADhSIiwrnG5BKAN948yZOsZjUKRU96MpCBDGMYHnhwLdeiUPWegtaf/jzDM3zLt3SiEx/yIVdzdaXkUkMFEcQDPMApTrGNbYQS2ugxwTRlMJdc/uEfAE5wgvd5nxnMoI95qqEQQgghhLAeVXEJZJudxFTB9Kh5FblgrXWSedW4/wFFWusnlVKTgHsxrSJ3HvC+1nqIucn3NmCAebjtwECtdUZ15xs0aJDeunWrDR+REKKt2LlzJwDR0dHNGkdrZavrW1RkJCamCGdnU2LGza3hn6cUFxvZvbuQzEwDLi6K8HAnOnZ0qndyqVxsbBHffZeBBrawhaMcxR579rOfSUxiEAMBmDLFBz8/e3JyDHh729f5nPnk44Gpj9VQhuKII664MolJ3Md9DYoZwIiR+cxnOtMB+Ju/uYALGjyerRVSiD/+XMEVfMmXXMmVLGc5BzlIRzo2d3hCCCGEEOckpdQ2rfWgqu5rilXkzjRHKRUAKGAncKd5+yJMyaVYoAC4GUBrnaGUehnYYt7vPzUll4QQwpr69JFKB1uy1fV1cbGrshF2Qzg72zF4sPUaQXfu7Ey3bi4cPFjEEAYzhMGAaXUzF1wAmDjRm4EDGxa/O+5sZzuOONbYvLu+7LBjGtMIJpilLGUMY6w2ti244sq1XMssZjGHOQB8xEeSXBJCCCGEsJEmqWBqalLBJIQQoiUzGDSbN+ezc2chp06VVrqvf383Lr3Uu8EVUuI0I0b+4A/e4z1605t3eReFXFchhBBCiIaqqYJJEkxCCFGDxERTy7eQkLMWrxRWINfXJC2tjNTUUvz9HQgIcGzucIQQQgghhKhSS5siJ4QQ54zU1FRAEiC2ItfXxN/fAX9/eUkWQgghhBDnLluuIieEEEIIIYQQQggh2gBJMAkhhBBCCCGEEEKIRpEEkxBCCCGEEEIIIYRoFEkwCSGEEEIIIYQQQohGaZWryCmlUoH45o7DSvyBtOYOQjQLee7bLnnu2y557tsuee7bJnne2y557tsuee7brtby3HfUWgdUdUerTDC1JkqprdUtAShaN3nu2y557tsuee7bLnnu2yZ53tsuee7bLnnu26628NzLFDkhhBBCCCGEEEII0SiSYBJCCCGEEEIIIYQQjSIJppbvs+YOQDQbee7bLnnu2y557tsuee7bJnne2y557tsuee7brlb/3EsPJiGEEEIIIYQQQgjRKFLBJIQQQgghhBBCCCEaRRJMQgghhBBCCCGEEKJRJMEkhBBCCCGEEEIIIRpFEkxCCCGEEEIIIYQQolEkwSSEEEIIIYQQQgghGkUSTEIIIYQQQgghhBCiUSTBJIQQQgghhBBCCCEaRRJMQgghhBBCCCGEEKJRJMEkhBBCCGEFSqkXlVLfNXccAEqpxUqpm5o5BqWUmq2UylRKbVZKjVRKHaxwf5xS6sLmjFEIIYQQ1iMJJiGEEEI0KaXUdUqprUqpPKVUkjkZMqIFxGWzhIdSaoxSSiulFp6xvZ95+z91HKdOSSyt9USt9dcNiPNfSimD+bnJUUrtVEpNru84ZiOA8UCo1nqI1nqN1rpbA8cSQgghRAsnCSYhhBBCNBml1MPAu8B/gfZAOPAxcFkDxnKoy7YWJBUYqpRqV2HbTcAha53AXDXU2Pd3G7TWHoAPMAuYp5TyreJctV3rjkCc1jq/kfEIIYQQ4hwgCSYhhBBCNAmllDfwH+AerfUCrXW+1rpUa/271vox8z7OSql3lVInzbd3lVLO5vvGKKUSlFJPKKWSgdnmip6flFLfKaVygH8ppbyVUrPM1VGJSqlXlFL2FeK4XSkVo5TKVUrtV0oNUEp9iynZ9bu5eudx877nK6XWK6WylFK7lFJjKowTqZRaZR5nGeBfyyUoAX4BppuPtwemAXPOuE7vKaVOmCuItimlRpq3Xww8DUwzx7jLvP0fpdSrSql1QAHQybztNvP9M5VSP1cY/3Wl1AqllKopWK21EfgScAU6V3OtOyilflNKZSilYpVSt5vPcSvwBaaEWp5S6qXy56+qcyml7JRSTyqljiil0pVS85RSfrVcTyGEEEK0IJJgEkIIIURTGQq4AAtr2OcZ4HwgGugHDAGerXB/EOCHqTrmDvO2y4CfMFXczAG+AsqAKKA/MAEoT7ZMBV4EZgBewKVAutb6RuA4MEVr7aG1fkMpFQL8CbxiPuejwM9KqQDzeecC2zAlll7GVI1Um2/M5wa4CNgLnDxjny3mx+9nPsd8pZSL1noJpsqvH80x9qtwzI3m6+EJxJ8x3iNAH/P0t5HArcBNWmtdU6DmCqXbgDzgsHnzmdf6ByAB6ABcDfxXKTVWaz0LuBNzNZTW+oUarwrcB1wOjDaPlQl8VMsxQgghhGhBJMEkhBBCiKbSDkjTWpfVsM/1wH+01ila61TgJUzJk3JG4AWtdbHWutC8bYPW+hdzxY0XcAnwoLlCKgX4H+aqIUwJkze01lu0SazW+syETLkbgEVa60Vaa6PWehmwFbhEKRUODAaeM8eyGvi9tgugtV4P+CmlumFKNH1TxT7faa3TtdZlWuu3AWegtt5FX2mt95mPKT1jvAJM1/Ad4DvgPq11lZVEZucrpbKAZOBa4Aqtdbb5vorX2h8YDjyhtS7SWu/EVLU0o4oxa3Mn8IzWOkFrXYwpCXh1C5/yKIQQQogK5EVbCCGEEE0lHfBXSjnUkGTqQOUKnHjztnKpWuuiM445UeHrjoAjkFRhBphdhX3CgCN1jLcjMFUpNaXCNkdgpTmmzDP6C8Wbx6/Nt8C9wAXALcB1Fe9USj2KqcqoA6AxJc1qm353oqY7tdablFJHgUBgXi1jbdRaV9d0veJ5OgAZWuvcCtvigUG1jF+VjsBCpZSxwjYDpj5diQ0YTwghhBBNTCqYhBBCCNFUNgDFmKZCVeckpmRDuXAqTyGralpXxW0nzOfw11r7mG9eWuteFe7vXM25zxz7BPBthXF8tNbuWuv/A5IAX6WU+xmx1sW3wN2YqqMKKt5hnsL2OHAN4Ku19gGygfJsWXXT2mqb7nYPpkqok+bxG6rieU5iqsbyrLAtnIYlhE4AE8+41i5aa0kuCSGEEOcImyWYlFIjlFI3m78OUEpF2upcQgghhGj5zNOsngc+UkpdrpRyU0o5KqUmKqXeMO/2PfCs+b2Dv3n/7+pxjiTgL+BtpZSXuXl0Z6XUaPMuXwCPKqUGmhZcU1FKqfKE1imgU4XhvgOmKKUuUkrZK6VczI2qQ83T6rYCLymlnJRSI4CKlU41xXgMU6+hZ6q42xNT/6hUwEEp9TymCqZyp4AIVY+V4pRSXTH1kboB01S5x5VS0XU9vjpa6xPAeuA187Xpi6nyqs7PVwWfAK+WPxfm57/eKwsKIYQQovnYJMGklHoBeAJ4yrzJkYa92RBCCCFEK2LuKfQwpsbdqZgqV+7FtLoamBIhW4HdwB5gu3lbfcwAnID9mJpF/wQEm88/H3gVU/PsXPN5y1crew1TcitLKfWoOYFyGaaV28pjfYzT75+uA84DMoAXqKKfUnW01mu11mc29wZYCiwBDmGablZE5Wlp881/pyulttd2HnMPo++A17XWu7TWh82P51tlXp2vka4FIjBVMy3E1B9reQPGeQ/4DfhLKZULbMR0bYUQQghxjlC1LCDSsEGV2olp1ZbtWuv+5m27tdZ9rX4yIYQQQgghhBBCCNGsbDVFrsS89K0GOKM/gRBCCCGEEEIIIYRoRWyVYJqnlPoU8FFK3Q4sBz630bmEEEIIIYQQQgghRDOyyRQ5AKXUeGACplVPlmqtl9nkREIIIYQQQgghhBCiWdmqB1MkkKS1LjJ/7wq011rHWf1kQgghhBBCCCGEEKJZ2WqK3HzAWOF7A6dXPRFCCCGEEEIIIYQQrYiDrcbVWpeUf6O1LlFKOdnoXGfx9/fXERERTXU6IUQrVlBQAICbm1szR9I6yfUVQgghhBDi3LFt27Y0rXVAVffZKsGUqpS6VGv9G4BS6jIgzUbnOktERARbt25tqtMJIVqxnTt3AhAdHd2scbRWcn2FEEIIIYQ4dyil4qu7z1YJpjuBOUqpDzE1+T4BzLDRuYQQQgghhBBCCCFEM7JJgklrfQQ4XynlYf4+zxbnEUIIIYQQQgghhBDNzyYJJqWUM3AVEAE4KKUA0Fr/p5bjXIDVgLM5tp+01i8opb4CRgPZ5l3/pbXeaYvYhRCiIgcHWxV6CpDrK4QQQgghRGthq3f2v2JKBm0DiutxXDEwVmudp5RyBNYqpRab73tMa/2TleMUQoga9e7du7lDaNXk+goh2pqMPw7g2iMA187tmjsUIYQQwqpslWAK1VpfXN+DtNYaKJ9O52i+aWsGJoQQQgghRHMoiEnh0C0LAAic0Z+Qh4fj3MGrmaMSQgghrMPORuOuV0r1aciBSil7pdROIAVYprXeZL7rVaXUbqXU/8xT8M487g6l1Fal1NbU1NSGRy6EEBUcPXqUo0ePNncYrZZcXyFEW5K3/SQA3qMjSf1+FzvP/4TEd9dh+oxVCCGEOLfZKsE0AtimlDpoTgrtUUrtrsuBWmuD1joaCAWGKKV6A08B3YHBgB/wRBXHfaa1HqS1HhQQEGC1ByKEaNtycnLIyclp7jBaLbm+Qoi2JH93MvYeTnT/cTr9NtyJ74QoTvx3FfHPLmvu0IQQQohGs9UUuYmNHUBrnaWUWglcrLV+y7y5WCk1G3i0seMLIYQQQgjRlPJ3J+PWNwhlp3AJ96HL51cQH7Sc5M+24NYniMDpfZs7RCGEEKLBbFLBpLWO11rHA4WYeiiV32qklApQSvmYv3YFxgMHlFLB5m0KuBzYa4u4hRBCCCGEsAVdZiR/XwrufYIs25RSdHxxHF4jOhL3xBLy96U0Y4RCCCFE49gkwaSUulQpdRg4BqwC4oDFNR5kEgysNE+n24KpB9MfwByl1B5gD+APvGKLuIUQQgghhLCFwkNp6KIyPPoFVdquHOyI+uQy7L1cOHTTTxQdz2qeAIUQQohGslUPppeB84FDWutIYBywsbaDtNa7tdb9tdZ9tda9tdb/MW8fq7XuY952g9Y6r7axhBDCGpydnXF2PmtdAWElcn2FEG1F3u5kANzPSDABOAV60O2bqynLLmL/pd9SFJ/VxNEJIYQQjWerBFOp1jodsFNK2WmtVwKDbHQuIYSwmR49etCjR4/mDqPVkusrhGgrCnYnY+fmiEsnvyrv9+jfgZ4Lr8dQUMrBGfMx5BU3cYRCCCFE49gqwZSllPIAVmOa3vYekG+jcwkhhBBCCNGiFRxMw7V7AMq++rff7r3b0/XzKyg8mEbs3b+jjbW2MBVCCCFaDFslmC4DCoCHgCXAEWCyjc4lhBA2ExsbS2xsbHOH0WrJ9RVCtBWFh9Jw7dKu1v28R0fS8aVxZC45RNp8WddGCCHEucNWCabntdZGrXWZ1vprrfX7wBM2OpcQQthMXl4eeXnS9s1W5PoKIdqCspwiSk/l4drFv077B90+GPfoYE689g/GojIbRyeEEEJYh60STOOr2DbRRucSQgghhBCixSo8lA6AW7e6JZiUnSL8mTGUnMwldf4eW4YmhBBCWI1VE0xKqbuUUnuA7kqp3RVux4Dd1jyXEEIIIYQQ54LCw2kAdZoiV85rVATufYNI+ngT2mC0VWhCCCGE1Vi7gmkuMAX41fx3+W2g1voGK59LCCGEEEKIFq/wYBrK2R7njj51PkYpRfC951N0JIPMv6RXnRBCiJbPqgkmrXW21joOeBZI1lrHA5HADUopH2ueSwghmoKrqyuurq7NHUarJddXCNEWFB5Ox7VzuxpXkKtKu8ndcQr25NRX220UmRBCCGE9turB9DNgUEpFAZ8BYZiqm4QQ4pzSrVs3unXr1txhtFpyfYUQbUHhoTRcu9Z9elw55WBHwPX9yP7nKEXxWdYPTAghhLAiWyWYjFrrMuBK4AOt9WNAsI3OJYQQQgghRItkLCyl+HhWnVeQO1PgDdGgFCnf7bRqXEIIIYS12SrBVKqUuhaYAfxh3uZoo3MJIYTNHDx4kIMHDzZ3GK2WXF8hRGtXGJsBmgZVMAE4d/DCd3wUqXN3YSw1WDk6IYQQwnpslWC6GRgKvKq1PqaUigS+tdG5hBDCZgoLCyksLGzuMFotub5CiNbOsoJc14ZVMAEE3tSf0tR8MpccslZYQgghhNXZJMGktd6vtb5fa/29+ftjWuvXbXEuIYQQQjQfrXVzhyBEi1Z4KA3sFC6d/Bo8hs8FnXAMcCfjT6n4FEII0XI5WHMwpdQ8rfU1Sqk9wFnvOLXWfa15PiGEEEI0n4KYFPaMn43HgA74Te6G3yXdcA71bu6whGhRCg+l4RLhi51zw992K3s7vEdFkLXqGNqoUXbKihEKIYQQ1mHtCqYHzH9PBqZUcauRUspFKbVZKbVLKbVPKfWSeXukUmqTUipWKfWjUsrJynELIYQQop6KE3PQJQaK4jKJf3Y5O4d9Ssr3u5o7LCFalIKYVNx6BDR6HK/RkZSlFVCwL8UKUQkhhBDWZ9UEk9Y6yfxlNhBovmVpreO11vF1GKIYGKu17gdEAxcrpc4HXgf+p7WOAjKBW60ZtxBCVMfDwwMPD4/mDqPVkuvbOnT76mqiN96J15BQjj74J2k/72vukIRoEYyFpRQdy8TVCgkm71ERAGSviWv0WEIIIYQtWDXBpJRyVkp9BcQBnwGfA3FKqS/rUnWkTfLM3zqabxoYC/xk3v41cLk14xZCiOpERUURFRXV3GG0WnJ9z3EVJsO7dPKj27dT8RoWzpH7fyd7bVyzhSVES1F4OB2M2ioVTM4dvHCJ8iNHEkxCVKK1xpBX3NxhCCGw/hS5ZzElhcK01v211tFAOKZeT8/VZQCllL1SaieQAiwDjmCqgioz75IAhFRx3B1Kqa1Kqa2pqamNfiBCCCGEqB87V0e6fnU1Lp38OPSvnyk4KK/Hom0r2G+azubWI9Aq43mPjCBnw3GMJQarjCdEa5D8yWa29XqP3M0JzR2KEG2etRNMVwC3a61zyzeYv77bfF+ttNYGc2IqFBgCdK/jcZ9prQdprQcFBDT+UyIhhACIiYkhJiamucNoteT6nuPKV5Cr0G/YwduF7nOnYefiwIHr5lFyKq/qY4VoAwoOpKKc7XGJ9LXKeN4jIzAWlJK3/aRVxhOiNUj5fhfGwjIO3jSfomOZzRrLsSeWcOCGec0agxDNydoJJqPWuuDMjeZpb/Vax1hrnQWsBIYCPkqp8qU3QoHERsYphBB1UlxcTHGxlF3bilzf1sk5zJtu311DWVo+R+75DW2s11sAIVqNgphUXLv6o+yt85bba3hHUMg0OSHMCg6mUnggjaA7BoMRDt40H2NRWe0H2kDu1kROzd5O1l+xzXJ+IVoCayeYtFLKVynld+YNMNZ2sFIqQCnlY/7aFRgPxGBKNF1t3u0m4Fcrxy2EEEKIhlJnL5nuER1Mx5fHk706juTPtjRDUEI0v8IDqVabHgfg4OuKe79gslcfs9qYQpzL0hfsAztFh/uG0vnjSyk8kMaJ11c3Sywn31sPgJ27LHgu2i6H2nepF29gG5WK5S3q8vFlMPC1UsoeU/Jrntb6D6XUfuAHpdQrwA5glrUCFkIIIUQD1fLKHnhjNFnLj3D8lZV4DArBc9BZLRSFaLXKsgopScrFrbt1Wzd4j4og6eNNGPJKsPeQX2RF26WNmtSf9uE9OhKn9h44tfcg8IZokj7ZRMA1va2a3K1N4eE0MpceBsDezbHJzitES2PVCiatdYTWupPWOrKKW6c6HL/b3By8r9a6t9b6P+btR7XWQ7TWUVrrqVprmU8hhBBCtHBKKTr97xKcOnhx8IZ5FB5Ka+6QhGgyBTGmJvduPa2fYNJlRnI2HrfquEKca7JXHaPkRDYB1/SxbAt7dgz2ns7EPbMMrZtuenbSzM0oFwd8L+naZOcUoiWy9hQ5IYRoVby8vPDy8mruMFotub7nNl1Fk+8zObZzo8cP08BOcXDGT036hl+I5lS+gpyrlSuYPAeHopztyV4VZ9VxhTiXaIORhDfW4BTsid/kbpbtjn5uhD05mpy18WT8fqBJYilJziV13h4CpvXB0d/99AIYQrRBkmASQogadOrUiU6dai3AFA0k17dtcOnkR9gToyg6mkHhgdTmDkeIJpG3MwnHAHecgj2tOq6dqyOeQ8Kk0bdok7TW5G5O4PAdv5C3LZGwp8dg51y560v7m/rj1jOQE6+tapJFJpI+3YIuM9LhnvNr/MBFiLZAEkxCCCGEaBRVRZPvM/le1AWAzCWHbR2OEC1C/s4k3PsH1+nfR315j46gYH8KJSl5Vh9biJbGUFBK5vJY4p75i52DP2bf5G/IXBZL6GMj8b+m91n7K3s7OjwwlKIjGWT+ZdvXnLKsQk59tZ12l/XAJcLXpucS4lxg7SbfFuZG3e0rnkNrLZPFhRDnlL179wLQu/fZb2BE48n1PcfV44NhpyBPPAaGkLHoICEPDbddTEK0AIa8YgoPpdHu0h42Gd97VCQn+IectfH4X9nLJucQoqkYSwzYOdmbvi4uozQln5KkXPK2JZL191FyNh5HFxuwc3XAa3hHQh8bhd+krth7OFc7ZrspPTj+n5Wc+mo7fhfbri9S8qxtGPNL6HDvUMs2mSAn2jKbJJiUUvcBLwCnAKN5swb62uJ8QghhK2VlZc0dQqsm17dt8bukK8dfXknxiWycw7ybOxwhbCZ/zynQ4N4/2Cbju/dpj72PC9mr486pBFNZbjF2zg6WZEJLorWmLL0Ae28X7BxbXnytVfaaOA5M/wEHPzd0qYGyjMJK97t28yfo5oF4j+2M1/lh2LnU7ddX5WCH/1W9OPnRRkpT83EMcLd67KVp+SR9tBHfi7vi3qe96bw2qFgU4lxiqwqmB4BuWut0G40vhBBCiOZWhybfFflO6sbxl1eSseggwf8eYru4hGhmeTuSAPDoZ5sEk7K3w3tER7JXHUNrfU78Uqu1Zmvnt/EZ15nu309r7nAqSftlPwmvraLoWCb2Pi4EXtuPDvcPxbGdW3OH1qoZ8oo58uCf6FIj3qMjsXN1wCnIE6cgDxyDPHHr5o9zaMM/jPC/shcn399A+m8xBN06yIqRm5x4bRWGwlLCnxtT+Q5p8i3aMFslmE4A2TYaWwghhBDnINdOfrj2CCDjT0kwidYtf+dJnEK9bFI1Uc57VCQZfxyk6Fgmrp38bHYeayk8lAZA1oojlOUU4eDl0swRmZz8YAPHX16Je98gwl8YS/6uJJI+3UzK3F1EfXIZvuM6N3eIrVb8S39TkpBNr99vxPO8MKuP79YzELeegaT9tM/qCaaMPw+S8u1Ogu86D9cu/qfvaPm5XiFsylZNvo8C/yilnlJKPVx+s9G5hBBCCNGs6v6O2m9SN3I3naDklDQnFq1X3s5kPKJtU71UzmtkRwBy1sbb9DzWkr06zvJ1+sL9zRdIBXk7TnL81X/wu6wHvZf8iw73nE+Xz66g76rbcA7z5tCN88lefay5w2yVslcfI+XrHQT/e4hNkkvl/K/uTd62RAqPZlhtzOIT2Rx58E/co4MJe2aM1cYVojWwVYLpOLAMcAI8K9yEEOKc4uPjg4+PT3OH0WrJ9T3HNWAWQLtLe4A2fforRGtUlllIcVwm7jZOMLl08sPB343cLQk2PY+15KyJwzncB9ceAaT+sLu5w8FYauDow4twDHSn09sTUQ6nfy1y6xZAz19vwCXKj9i7fqM0o6AZIz23lWUWUpqWX3lbThFHHvwTl85+hD012qbn97+qF8rBjuRPNltlPGOpgcP//gUMRrp8ennV/cRkhpxow2wyRU5r/ZItxhVCiKYWERHR3CG0anJ92x7Xbv64dGlHxh8HCLplYHOHI4TV5e0091+ycYJJKYXnoFDytiTa9DzWoMuM5KyNp90VPXHt4k/888spOJCKW/eAZosp+dMtFOxLoevsq6qcrufg6UzUx5exd8Js4p9bTtRHlzZDlOeu4pM5xN71K7kbTgCmhvchDw3Htas/xx5ZRElSLr3+mIGdq6NN43AK9iTwxmhSvt1JwLV98ejfoVHjxT+7jLytiUR9djkukb5n73AO9EMTwpZsUsGklApQSr2plFqklPq7/GaLcwkhhBCimdXj/bRSinZTupOz/jilqfm1HyDEOSZ3cwLYKTwGNO4X2brwHBxC0dGMsypEWpq8HScx5JXgPToS/6t7oRztOPXltmaLpyguk4Q3V+M7sSt+k7pVu5977/YE330eafP3kr/3VBNGeG4ryywk5uq5FOw5ReiTowh/7gLKMgo5NOMndp3/CblbE+n8/hQ8B4Y0STyhT4zCMdiTg9fPI2fD8QaPk/j+Bk7N3k7wvefjf3nP6neUCibRhtlqitwc4AAQCbwExAFbbHQuIYSwmd27d7N7d/OX8rdWcn3PcQ1cKcdvSg8wajIWH7JyQEI0v9zNCbj1DMTew9nm5/IYHGo659aWXcWUvToOFHgN74ijvzsB0/uSMncXxYk5TR6L1ppjjy1B2dsR8dqEWvfvcO/52Hs5c/L99U0Q3bnPWFzGwZt/pvh4Nt3mXkPowyPocN9Q+q3/N11mXUHEaxOIXn8nAVN7N1lMjn5u9PhhGnYezuy/7DsO3bqAjD8O1Dkxayw1EP+fvznxykraXdGTcOm7JES1bLWKXDut9Syl1ANa61XAKqWUJJiEEOcco9HY3CG0anJ9W4l6Tglw6xmASyc/Mn4/QPsZ/W0UVMPpMiPGEgP2bradutFU8vckc+L/VpO/Mwnnjj6EPz8Wr/Nt11TXGrTBiLH43HsOjKUG8rYlEnBt3yY5n0e/IOxcHcheeRS/i7s2yTkbInvVMdx6t8exnRsAIQ8OJ/WH3cQ/u4wuX16JasJpRSnf7CB71TEiXr8I5w5ete7v4ONKwLX9OPXlVkpS8nAK9GiCKOsve/UxEt9dT+GBVDwGhRL5xkU4BTV9C9xjjy0hd/1xoj6+FK/zwy3b7RztaTelR5PHU861iz99/76Fkx9uJHnWNjJ+PwBg6gvW3R8HT2cKDqWBQeMc7o1LJz8c/d0pTcsnc8lhio5mEDijP5GvX4Syr6FGQ2bIiTbOVhVMpea/k5RSk5RS/YGWv36qEEIIIeqsgQVMKKXwm9Kd7LVxlKa3jOa5WmtyNydw5ME/2dr9f2zp9BYHb/qJ/D3JZ+2bt/0kB679kaMPL2qGSOvOUFBK/Asr2DN+Nnk7TuJzYWdKU/KIuXpui614KTiYSvwLK9je7wO2RLxJzNTvGzWlpakV7EvBWFCK55DQJjmfnasjPhO6kP77AXRZy0zYl2YUkLslAZ9xnS3bnMO8CXt6DBl/HuTUV9ubLJaiuEziX1iB96gI2t80oM7HtZ8RjS41tojm5GcqScnj0C0/E3P19xQdy8R7XGeyVx/jwLQfMBSU1j6AFWX8eZDUH3YT8vBw/K9uugqlurL3cCbsydEM3P8APX+7gfDnx+IeHUTJiWxyNp7AsZ0bzmHeFMVnkTxrK8f/8zfJs7biGOBG16+vptNbE2tOLpnphr44CtEK2KqC6RWllDfwCPAB4AU8VNMBSqkw4BugPaaZq59prd9TSr0I3A6kmnd9Wmvdst/RCSGEEKJG7aZ05+R768lccojA66ObNZacjceJe2IpBTGp2Lk54jelO45+bqTM3cWecV/iMyEKz4EhOLRzI+P3A2SvOr1sefubB+DeJ6gZo69aaVo+B66fR/6OJAJvjCb8+bE4eLtQmlHA3gmzib3zF/qtucPmDXbrqiAmhWNP/UXu+uMoBzt8xkfhGtWO1B92s/+y7/AcGobX8I44h3rj2tUfz0G26d1SmlFA5l+xKHs73HsF4to9AGVX95KEXHMyzHNI01WI+V/Zi4xfY8hYfNAmFSJlWYVkLDmMsrfDrXsAbr0D61VxlLXiKBj0WRVWwXefR/ov+0mbt5egm23f8F8bNUfu/wNlb0en9ybX63l17eKP1/BwUr7ZQYd7h9brWFsqPJxGzPQfKU3NJ+yp0QTffR52zg5kXdGTA9N/JGnmJkIfGdEksZRlFXLsiSW49W5PSBOds6HsHO3xOj+8UoXVmbTBiLGwDDtXhzollco1ZTWeEC2RrVaR+8P8ZTZwQR0PKwMe0VpvV0p5AtuUUsvM9/1Pa/2WteMUQgghROM15P20W5/2OHf0If33A82WYMrfe4qTH2wgfeF+nMN96PS/S2h3WU/sPZwACHl4OEmfbCZ17i6y/ooFwDHIg/Dnx9Luyp7sHvEZJz/aRJdPLmuW+KtTllvM/qvmUnQsk65fXYXfJaebGDv6udHp3UnEXDmXpM+3EHL/sGaM1JQIS3xvA6dmbcXe25nwF8cRMLU3jgHuAIQ+OoJT3+7g1KxtJL69FjQoFwf6rb0Dl3Afq8ZSdDSDfZO/oTTtdFWdc7g3QbcPpv3NA6tejvwMmcuP4NrNH+eQ2qdeWYvvhChcovxIeGstfpd0q9cvw7Upis9i36SvKU053avGJdKXkIeG4z+1d53Olb5wH07BnrifsaqeUgqvkREkf7oZY1EZdi62+tzbJOmTzeRuPEHn9yc36PkJvGkAsXf8QtaKI/iOj7JBhPVTllXIgevmoQtL6fX7jXj0O319fcZ2xndiV5I+2UzwXec1yVTT+OdXUJpeQPfvp2HnWPu/lZZO2dtZXguEEHVnq1XkuiqlViil9pq/76uUeramY7TWSVrr7eavc4EYoGmWFhBCiGq0a9eOdu3aNXcYrZZc33Ndw6cBlE+Ty1kdR1lWoRVjql1ZThEHrp/HnrGzyFoWS4cHhtF31W0EXh9d6RcKB28Xwp4YxYBd9zH42KP023gnA3bcS4d7z8e5gxeBN0ST/ut+ik9kN2n8NdEGI0fu/o3CQ2l0/3ZqpeRSOe8REfhe1IWT765vttXHcrclEnvPb2yP/pDkz7cQML0v/db9mw53n2dJLoFpCljwHUOI3nQXQ44/To8F14HBSNxTf1l1GkpJSh4x035Aa02vP2bQd83tdH5/Mk6h3sQ/t5y947+s9Xkuyywkd8NxfJo4+aDs7Qh9fBSFMamc+nqH1cY15JVwaMZ8jMUGev52I/3W3UGn9yZh7+nMkfv/IOaa7ynLLa5xjOLEHLL+PkrAtX2rrPrxHByKLjWSvyvJanFXJX9PMideXYnvxV3xn9anQWP4XdINp2BPkj7eaOXo6k8bjMTe8zsliTl0/erqSsmlcsF3DcGQXUTaz3ttHk/W30dJ/WE3He4d2iIrOpuczJATbZitejB9DjyFuReT1no3ML2uByulIoD+wCbzpnuVUruVUl8qpXyrOeYOpdRWpdTW1NTUqnYRQoh6CwsLIyysZTfDPZfJ9W0lGjgjoN2U7ugyI5lLDls3nhoYSw0cvnUh2SuPEvb0aPrvuJfwZ8Zg717zJ9X27k64dvKrVLER9O8hKKVI+qxlrGNSciqPw7cvJHPpYSJevhDv0ZHV7hv+3AUYCktJeGttk8VnyCsm9cc97LloNvsmfk3m4kME3hhNv7V30OmdS3D0c6vxeDtnB7xHRBD+/FiylsWS8t1Oq8RVmprPwevnUZqSR7fvrsFzSChu3QIImN6XXr/cQLdvp1KcmEPM1XMpzai+Z9ipr7ejy4z4X9X0vWfaXdYD71ERnHhlJSVJuY0ez1hYyuE7f6HgYBpdPrscr/PDcO3iT+C1/ei97GY6vXMJuRtOcPj2hdX2ftJlRo7/52+UnSLgun5V7lM+1TF3i+16ghkKSjl85684tHOj0/8uafAUJjsne4L+PYScdcfJWR9v5Sjrriy3mCP3/k7Wslg6vjK+2n5fnueF4da7Pcmfb7FpT6Cy7CKOPrIIlyi/JpuO16LJDDnRxtkqweSmtd58xrayuhyolPIAfgYe1FrnADOBzkA0kAS8XdVxWuvPtNaDtNaDAgICGhy4EEIIIeqokb+zuEcH4xTmTbp5NR9b01oT/8wyslcdI/LNiwl5cDgO3i4NHs85xIt2l/ck5dsdlCQ3/pf6htJac+rbHewa/imZy2IJe/YCgm4bXOMxrl39aT+jP6e+2k7GH7a7/qUZBaTM2cmBa39ka/d3OXLf7xhyi4l4bQIDdt9H5GsX4RpVvyrGoNsH4z0qgvjnlpO/51Sj4svZcJw9F35pSqR8cSWeA88unve9qAvd51xDcWIOh25ZgLGo8ltarTVJn2zmxOur8b2oC+69AhsVU0MopYh8cyLGMiOx9/6GscTQ4LFKTuWx/8q5ZC2LJfL/LsLngk5nnSvwhmgiXr+I7L+PcvzllVWPcfVc0hfuJ+Sh4dVOZ3QMcMcl0pfcTScaHG9t4p9fTlFsOlEfTrGsYtdQ7f81AOdwb449sbRR17ih0hbsY9fQT0hbsI/QJ0cRdEv1vauUUgT/ewiFB9JIsWJl25mOPbGEkuRcoj681ObTHM8Z0uRbtGG2SjClKaU6Y37rqZS6GlNyqEZKKUdMyaU5WusFAFrrU1prg9baiKkyaoiNYhZCiLPs3LmTnTt3NncYrZZc37ZNKUW7Kd3J/udok0zVOvXlNk59tZ3ge863Wt+nkEdHoA1G4p5bbpXx6qssp4jDty3k2COLce8XRN9VtxNy/9A6HRv+/Fjc+wZx6JYFHHnwT6uv6Je9Lp7t0R9y9KFFFMamE3TLQHr+dgP91v6boFsHYe/h3KBxlZ2i8wdTcPB1Zf9Vc0ieva3GaZYlSblkr40jZ308uVsTKYhJIWd9PEcfW8z+y79DOTvQ+88ZNfbV8TwvjM7vTSZ3/XEO3/ELhrwSAIzFZRy57w/in1+O74QudP5oSoMekzW4RPrS6c2J5KyJJ2bqXLLXxqEN1VcX5e85RfaaOHI3J5C/5xT5e5JJ+W4ney74goL9p+g660ra/6v6ldba39if9rcMJGnmJk59czqBkbPxOHvGzSJ/x0k6vz+Z0MdG1hi318gIstfGYyy1fsIm/fcYS2Nu71HVV/TVlb2bIxGvXUThwTQSXl9thQjrxlhq4NiTS4m981ecQrzovfhfhD5ce7WQ/9W98B4dybHHl3DsiSUY8mqe0lhfqfP3kr5gP6GPjcRjQAerjn3Okibfoo2zVZr5HuAzoLtSKhE4BtxQ0wHKVK86C4jRWr9TYXuw1ro8OXUFYPuJxEIIIYSou0a8oQ6Y1oekjzeR9tM+gu+03WdIqfP3EvfsMnwv6kL4s2OsNq5rJz9CHhxOwuuryZzWB98Lm67/Tt7OJA7fvpDihGzCnx9L8N3n1Wt1K3t3J3r9diMn3lhN8iebyVxyiMjXL6LdZT0bFZchv4Ss5bEcfWQxzmHedJl5GW592lt1dSWnYE96Lrye2Lt+I+6JpcQ99Rdu3fzxMK/2V5ZVSFl6AXk7kyhJyKlyDOVoR/ubBxL+7AV1aubrf1UvSjMKiH92GTsGf4TPuCjydyVReDCN0MdGEvLIiGZfXSzA3F8o7rllxFw5Fzs3Rzz6B+PeNxi0piynmOIT2eRtP4kxv6TKMdz7BdH5gym4da99RkDHly+k6EgGxx5dTMq3O3Dp5Ef6bzG4RPjSY/61uPWovZrLZ0wkKd/sIG9bYo2retVX3s4kjtz7Ox4DQwh9YpTVxvUdH0XgjP6c/GADXiMj8BnT+MRVTUozCjh820Jy1sYTfPd5hD93QZ0buSt7O7p9N5Xjr6wk+bMtZC4/Qqe3L2l0zMbiMtJ/jeHow4vwPD+MkAead7EAIUTLoWw5J1cp5Q7YmZt217bvCGANsAco/7jlaeBaTNPjNBAH/LtCwqlKgwYN0lu3bm144EIIYVZeXRMdHd2scbRWcn3Pbem/7ufw7b/Qd/XtdfpltDp7J36FIb+Evqtut/oSz9pg5OQHGzjx31V4jexIt6+nWn1lIGNxGXsu/JKy7CL6rbodB19Xq45flZTvdnLsiSU4BnrQ5bPL8RxcdR+WuiqISeHIQ4vI336SwBujiXhlPHau9Vt5ypBfwpH7fidj8SEwaNx6BNDtu2twDvNuVGw10VqTvzOJzGWx5G0/aUqc5JVg7+OCg7cLbr0C8RwciltPU6LDWFyGsaAUey8X3HsFVmooXle5WxJI+mwLueuP4+jvRtizF7SIVcUqMhaWkrH0MLmbTpC3/SQFe0+hHO1x8HbBMdAdj4EheA4JxbG9B7rYgLHAlGxyCvPGvW9Qvf4dGksNpHy7k9Qfd1N8PAu/S7oR/uI4HDzrVqFWll3E1m7/I+TBYYQ9ObpBj/dMBTEpxFz9PcrFgd6Lb8Ip0MMq45YzFJSy96LZlKYX0Oevm3EOtc3PeGlaPvsv/46iuCw6vTWRgOl9GzxW7qYTHHnwT4qOZBB4YzQdXx7foNXlMhYf4sg9v2HIK8FjUAjd516Dg4/t/887V8Q9u4zU73cz+MgjzR2KEDajlNqmtR5U1X1WrWBSSj1czXYAKlYmnUlrvZaq26ItskpwQgghhLCNRuaEAq7rx7FHFpO3/WSVPXAawlhqIOO3A5z8eCMFe07R7oqedH5vsk16hNg5O9D5wynsm/g1x55cSpdPL7f6OSpK+mQz8c8vx3tsJ7rMvMwqCS23HoH0+v1GEv5vNSc/2EDetpN0+eKKevVHSnxnHRl/HCTo30PwHhWBzwWdUA626sZgopTCo38HPPqbpueUf3Bq7URlRZ6DQxud0LM1O1dH/C/vif/lpmo0rbXNromdoz1BtwyssR9QTRy8XfAY0IGsf441OsFkLDGQ/OlmEv+3DjsPJ3p8P83qySUwTZXr+uWV7L3oKw7d/DO9frux3gnZ2pRlFxEz7QeKT2TT/cfpeA/v2KjxPM8Lo+/ft3LijTUkfbyR3E0niPr0inr1DCtJyePog3/i3NGHsCdH4z22E3aO9o2Kq9WRGXKijbP2q76n+TYIuAsIMd/uBKqfxC2EEEKIc461iqD9r+iJnZuj1VYFM+SXcOCa74m961eMhaVEfXwpUZ9cZtMGtB79ggl5dATpC/eTtnCfzc6T+P564p9fjt+U7nT7ZqpVq6XsHO0Jf+4Cun0/jZLkXPaMn03agro9lsIj6SR9sgn/aX2IePlCfMdH2Ty5VBWllE2TS+eqln5NfMZ1Jn/HSYpPVj2dsS5K0/LZO/5Ljr+8Es9h4fT+8yZcu/pbMcrKXLv40/njS8nflczRx5ZYdaU2rTWx9/xG4YFUus6+qtHJpXJ2ro50fGEsPeZdS1lWEXsvnk3yrK11jj3uqb8wFJTQ5bPL8b2oiySXqiNNvkUbZtVXfq31S1rrl4BQYIDW+hGt9SPAQMB6k6qFEKKJBAQEICtT2o5cXwFg7+GM/1W9SPt5H6WpjWv2bSgo5eCN88nZcIJO706i39p/43917yb5BTvk/mF4DAzh2ONLrbJU/JkS3lzDiVf+od2Vvejy6eXYOdnmlzvfcZ3p8/etuPcKJPbOXzl85y+UnMqrdn+tNfHPLsfO2YHwZy+wSUyidWt3RU/QkP5LTIOONxaVcfCmnyk8lknXb66mu42nZpbzu7groY+PJG3eHpK/sF57jqSPN5H1VywdXxqHz9jOVhu3nPfoSPr+cxveIyOIe+ovDkz7gcKjGTUek/57DBm/HyD0sZG4drFd4u7c17KTuULYmq0+WmoPVOwcWGLeJoQQ55SQkBBCQqwzZUecTa5v62CN5E3wnUPQRWUkz97W4DGMhaUcmjGfnHXxdP5gCoHX9WvSpsvKwY7OH01Blxo48uCfVq1oSJ61lYQ31+A/rQ9RH02xeXWQcwcveiy8ntDHRpLxx0F2Df+U5Nnb0MazH1P6L/vJWnGE0MdH4dTe+tORROvn2skP9+hgUn/cXe9/N9qoOfLAH+RtSSDqoyn4XdzVRlFWLeThEfhO7Er888vJ2XC80ePlbk7g+Csr8Zvcjfa3VtnixCoc/d3pNucaIl6bQN7WRHaP+pwT/7cKQ0HpWfuWJOdy7ImluPcLosPd59ssJiHEuc9W706+ATYrpV5USr0IbAK+stG5hBDCZgwGAwaD9ZdOFiZyfc9xVkyguHbxx/eiLpz6chtlufVfSttYVMbBm38me00cnd+bTMDU3laLrT5cO/kR/uwYslceJXPJYauMmbHoIHFP/4XvxV3o/O6kOq8g1Vh2jvaEPjaSvv/chnu/IOKeWMqu4Z9y7IklZPxxgJKkXNJ/3c/RhxfjMbADQbfb7pdh0foF3TKQwphUspbF1uu4hDdWk75wP2HPjqHdlB42iq56yk7R+cMpOIf5cPShRRiLyxo8Vml6AYfvWIhzqDed3p1k88pLpRRBtw6i34Y78ZvcncR31rFr6CccfWQRmUsPU3Iqj+x18RyY/iPGglKiPrq0Waa+nmtkhpxoy2zyP4TW+lXgZiDTfLtZa/2aLc4lhBC2tGfPHvbs2dPcYbRacn1bCSv9DhTyyAjKMgpJfGddvY4zFpVx6Jafyf77KJ3euaRRKy1ZQ/t/DcS1azuOv/Q3xpLGJVDzdiURe9evuPfvQNQnlzdZcqki16h29PjpOqJmXoZzqDep8/Zy6JYFbO/3AYdv/wXncG+6zr6qWWITrUe7q3rhHO7Nif9bjTYYaz8ASPlhN4nvrCPg+n50uG+ojSOsnoOnM5GvX0TR0QxOfrixQWPoMiOxd/1KaVoBXWddiYOXi5WjrJ5Tew+6fHIZPRZch1uf9qT/EsPBG+ezvc/7xFwxh5KkXLp+dbVNe1q1Fi283ZkQNmftVeS8tNY5Sik/IM58K7/PT2td8+ReIYQQQpw7rPwprUd0MAHX9iX5s820u6wHHtHBtR5jyC/h4IyfyFkbR+TbEwm8Ptq6QTWAcrAj/MVxHLxuHqe+3k7w7YPrdbzWmvzdyWStOELSx5tw8Hen2zdXN2hJcWtRSuF/VS/8r+qFLjOSs+E4RUcycArzxntUhDT7FY1m52hP2DNjiP33r6TM2UX7Gf1r3D/r7yMcfehPvEdFEPn6xc3eyNzngk74XdqdxHfX4X9lL1wifet8bGFsOglvrCb7n2N0+t8luPcNsmGk1fMeEYH3iAiMJQZy1sZTFJ+JU6AH3qMjsfdwapaYzklSwiTaMGsvpzIXmAxso/LbTmX+vpOVzyeEEEKIViT8uQvIXhvPgWt/oPMHU/C9MKrafcuyCjk44ydyNyfQ+f0pBEzr04SR1sxnXGe8R0eS8OYaAq7uXefV3gpiUjj6yGLytiYC4DU8nM7vT7HJUusNpRzs8B4ZgffIiOYORbQy7S7vyanZ24l/YQXO4T74jImscr+87Sc5dMsC3HoE0mX2VTZreF9fES+PJ2vFUY49tZTu30+rNellyCsm7tnlpM7dBXaKsGfHtIgkuZ2TPT5j5de2BpESJtHGWXsVucnmvyO11p0q3CK11vK/lBBCCNEaWfENtaO/Oz3mTccxwJ2D183j4L9+oigu03K/sdRA/u5kkmdtZc+Fs8nblkjUJ5e1qOQSmCp+Or40DkNOMSf+b1WdjklbsI89F31F0dEMIl6/iIH7HqDnwhuaZDUsIVoCpRRdPrsc5zAvDlzzPfHPL8eQZ+rJprWm8FAaSZ9uJmbq9zgGuNP9+2k4eDo3c9SnOQV7EvbUKLL/PkrK1ztq3FcbNYdv/4XUH3fT4b6h9N9+DyH3D2uiSIUQwjasPUVuQE33a623W/N8QgghhGhGNpoF4Nq5HX2W3ULSJ5tJ/N86dg6ZiZ27E/auDpTllaCLTE103XoE0HPB9XieF2abQBrJrWcgQbcPIvnTLZRlF+M9KgIHL2eMZUZ0sQHHADecw31Q9nakfL+Lk++ux3NoGF0+v6JFVSwJ0ZScgjzpveRm4l9YTtInm0n6fAuOfm5og5GyjEIAPAaFmP6dtMBVC4NuHUT2ymMce2IJORuO4zkkFMdAD4z5JRiLynAM8sA5xNuy+mLE/11E0C0DmztsIYSwCmtPkXu7hvs0MNbK5xNCCJsKCmqePghthVzfVsIGMwLsnB0IeWAY/lf3Jv3XGEqScjEWlWLv5oR7/2A8+nfAOdy72fuu1Kbji+MARercXaQv2Ffjvv5Te9PpnUuwc7b22zMhzi32bo50enMiAdP7krUsltLUfADco4PxHt4R50jfFvtvX9nb0eWLKzjxf6tI/3kf6Qv3V7tvwPS+tL+5xs/nxbmmZf5YCtFkrPoORmt9gTXHE0KI5iYJENuS63uOa4JGps4hXnS4+zybn8dWlL0dES9fSMcXx1IUn4WxoBTlaIdytKc0JZ/i41kYC0vxGt4R16h2zR2uEC2K58AQPAeGNHcY9Wbv7kTEy+Pp+J8LKU3JpzQlH3sPJ+xcHChJyqUoLhPHAHe8RnRssYky0QjS5Fu0YTb5iEwpdQ8wR2udZf7eF7hWa/2xLc4nhBC2UlpaCoCjY/Ot3tSayfUVbYWyt8O1k1+lba6d/OD8ljm9TwjReEopnNp7VJrK5xTsiceADs0YlbApSRiKNs6qTb4ruL08uQSgtc4EbrfRuYQQwmb27dvHvn01T2sRDSfXt5WQN9RCCCGEEG2erRJM9qpCvadSyh5wstG5hBBCCNEMZBaAEEIIUZm8Noq2zFYJpiXAj0qpcUqpccD35m01UkqFKaVWKqX2K6X2KaUeMG/3U0otU0odNv/ta6O4hRBCCFFPUr8khBBCIC+Ios2zVYLpCWAlcJf5tgJ4vA7HlQGPaK17AucD9yilegJPAiu01l3MYz1pk6iFEEIIIYQQQoiGkhIm0YbZpMm31toIzDTf6nNcEpBk/jpXKRUDhACXAWPMu30N/IMpiSWEEEKI5iJvooUQQggLWRVQtHW2WkXuGHDWu06tdad6jBEB9Ac2Ae3NySeAZKC9FcIUQohadeggK73YklzfVkLeUAshhBBCtHk2STABgyp87QJMBfyq2fcsSikP4GfgQa11TsVMsNZaK6XOSl4ppe4A7gAIDw9vYNhCCFFZYGBgc4fQqsn1PcdJAZMQQghRmbw2ijbMJj2YtNbpFW6JWut3gUl1OVYp5YgpuTRHa73AvPmUUirYfH8wkFLFOT/TWg/SWg8KCAiwzgMRQrR5RUVFFBUVNXcYrZZc31ZCCpiEEEIIeT0UbZ6tpsgNqPCtHaaKplrPpUylSrOAGK31OxXu+g24Cfg/89+/Wi9aIYSo3oEDBwCIjo5u3kBaKbm+QgghhGhVpD+haMNsNUXu7QpflwHHgGvqcNxw4EZgj1Jqp3nb05gSS/OUUrcC8XUcSwghhBC2JG+ihRBCCCGEma1WkbuggcetpfrCwnENj0gIIYQQNiNNvoUQQgh5PRRtnlV7MCml3q3w9QNn3PeVNc8lhBBCiOYl9UtCCCHEGeTFUbRh1m7yParC1zedcV9fK59LCCGEEC2BfGArhBBCyOuhaPOsPUVOVfO1EEKck0JDQ5s7hFZNrq8QQgghhBCtg7UTTHZKKV9MlVHlX5cnmuytfC4hhLA5f3//5g6hVZPre46TJt9CCCFEJVpeG0UbZu0EkzewjdNJpe0V7pN/aUKIc05BQQEAbm5uzRxJ6yTXt3VQ0tRUCCGEkB7fos2zaoJJax1hzfGEEKK5HTp0CIDo6OjmDaSVkut7jpOPjoQQQojK5LVRtGHWbvIthBBCiLZGPrEVQgghpIRJtHmSYBJCCCGEEEIIIYQQjSIJJiGEEEI0jDQyFUIIISqT10bRhlm1B5NSyq+m+7XWGdY8nxBCCCFaAJkSIIQQQgjR5ll7FbltmNqaKSAcyDR/7QMcByKtfD4hhLCpjh07NncIrZpc33OcfEgrhBBCVCavjaINs/YqcpEASqnPgYVa60Xm7ycCl1vzXEII0RR8fX2bO4RWTa6vEEIIIVqNGip6dZkRXWrAztWxCQMSomnZqgfT+eXJJQCt9WJgmI3OJYQQNpOXl0deXl5zh9FqyfVtJWSGnBBCCFGjw3f+wuaOb6KlR5NoxWyVYDqplHpWKRVhvj0DnLTRuYQQwmZiY2OJjY1t7jBaLbm+5zZ5kyyEEELUTcZvBwAoPJDazJEIYTu2SjBdCwQAC4EF5q+vre0gpdSXSqkUpdTeCtteVEolKqV2mm+X2ChmIYQQQjSAkibfQgghRLUVvcbiMsvXGX8cbKJghGh6Nkkwaa0ztNYPACO01gO01g/WcQW5r4CLq9j+P611tPm2qIr7hRBCCNHUpIBJCCGEOMuZFb4FFaqWTs3ehrGwtKlDEqJJ2CTBpJQappTaD8SYv++nlPq4tuO01quBuiSihBBCCCGEEEKIFqO6it783ckAdHp/MqVpBSR9vrUpwxKiydhqitz/gIuAdACt9S5gVCPGu1cptds8hU6WHBJCCCFaEpkhJ4QQQlQrf3cy9p7OBFzTB+8xkZyavU36GIpWyVYJJrTWJ87YZGjgUDOBzkA0kAS8XdVOSqk7lFJblVJbU1OlcZoQwjoiIyOJjIxs7jBaLbm+5zh5cyyEEEKc7YyXx7wtiXgM6ICyU7S7oicliTkU7E1pntiEsCFbJZhOKKWGAVop5aiUehTzdLn60lqf0lobtNZG4HNgSDX7faa1HqS1HhQQENDwyIUQogJvb2+8vb2bO4xWS65vy5H4/npi7/6tYZ+oSpNvIYQQosqK3rLsIgpiUvA8PwwAnzGdAMjZEN+UkQnRJGyVYLoTuAcIARIxVR/d05CBlFLBFb69Athb3b5CCGFt2dnZZGdnN3cYrZZc35bjxCv/kPbTXnI3nlmAXAMpYBJCCCHOVuHDmtzNCaCxJJicgj1xCvM2bReilXGw0biuWuvrK25QSgXVdpBS6ntgDOCvlEoAXgDGKKWiMb2NjQP+be1ghRCiOseOHQMgOjq6eQNppeT6tgyG/BLL10kzN+E1NLwZoxFCCCHOUVVU9OasjUc52uHRv4Nlm+fgEHLWH0drXW1jcCHORbZKMB1TSs0HbtFaF5q3LQIG1HSQ1vraKjbPsnZwQgghhDitIMbUu9CtVyCZSw9TeCQd187tmjkqIYQQ4tymtSb9jwN4j47E3s3Rst1zcCjpC/ZTkpiDc6i0ChCth62myO0B1gDrlFKdzdskNSuEEEI0k+LEHHK3JVbZY6lg7ykAOr19CcrRnqSPN9VpTFkBRwghhKiC+eUxZ208JSeyaXdpj0p3ewwMASBv+8mmjkwIm7JVgklrrT8G7gN+V0pNQTo1CCGEEM3CUFDKnvFfsm/i15x4bdVZ9+fvO4W9twvu/YMJvK4fqT/spjih5t5YebuSOPnBBtM38hGSEEIIcdbrYeK763Bs70G7y3tW2u7WMxDl4kDe1sQmDE4I27NVgkkBaK3XAeOAx4HuNjqXEEIIIWqQtz2RsrQCAE7N3l6p5xJAwb4U3HoFopSiw/1DAUh8b32NY8be9SslCTm2CVgIIYQ4h2mtyV4TR86aeDrcfR52LpU709g52ePeJ0gqmESrY6sE0yXlX2itk4ALgIttdC4hhLCZqKgooqKimjuMVkuub9PI22L6hLTbd1MxZBeRtmCf5T5tMFKwPwX3XoEAOId6EzijPynf7CBnfdVLKOftSqIoNgPX7v60u7Injn5utn8QQgghRAtX3rBblxg49uRSnMN9aP+vqtsQew7sQN7uZIylhqYMUQibsmqCSSl1g/nLa5VSD5ffgPuBQdY8lxBCNAUPDw88PDyaO4xWqy1e38LY9CbvXZS7JQHXru3wGR+Fa48AUr7bWSkeY0Ep7n2DLdvCn7kAlwhfDt+2kPzdyZXG0kZNwhtrsPdwotfvM+jyyeUoB1t9XiWEEEKce5I+3UzR4XQiXpuAnatjlft4DApBF5VRsC+liaMTwnas/Y7Q3fy3ZzU3IYQ4p2RmZpKZmdncYbRabe36Fh5OY9ewT0n83zqrjVlyKo/d42aRs/FElfdroyZv20k8BoeilKL9jdHk70gif4+psXfejiQAPAacTjDZezjR7bupYG/HnvFfsmfCbA5c9yMx035gx6CPyFoWS8ijI3HwdrHa4xBCCCFai8R31+N7cVd8x1dfpe15XhgoyFoe24SRCWFbVk0waa0/Nf/9UlU3a55LCCGaQnx8PPHxVU8TEo3X1q5vWVYRAMlfbLXamMdfXknBnlOk/7q/yvuLjqRTllmI5yDTijX+V/dGOduTMmcnAPnbT2Lv6YxL53aVjnPt4k+/1bcT+thI7D2cKE0roCyrEI/+HYiaeRnBdw2x2mMQQgghWgVzk2+lIOLV8TXu6tTeA8+h4aQt2Ic2ynpYonVwqH2XulNKvV/T/Vrr+615PiGEEOJcYiwoBaAsrQBt1Ci7xi2/Vng4jbSf9gKgi6vu4ZBrXqHGc3AoAA4+rvhN6kbaz/vo+MJYcjcn4B4dXGUsDr6uhD46slExCiGEEG1NyEPDcQ7zrnW/9jdEE3v3b6Qv3I//Vb2aIDIhbMvaU+S21XITQggh2qyKq7clf7Gl0eMdf/Uf7N0ccQ73ofhEdpX75G1JxN7HBZeo0xVKgddHY8gu4uTHmyjYn4L36IhGxyKEEEK0dV4jI/Cf1ofgu86r0/7truyFe98g4l9YTllWoY2jE8L2rFrBpLX+2prjCSGEEK2JIc+UYHKJ8iP+2eUkf7YVz/PDUHYKx0B3Am/sj0tHnzqNlbstkcxFhwh9YhQFMSkU7K26SWjulgQ8B4ZUqlDyGtERj8GhJLy+GqDGHhFCCCGEqBvPgSF4Dgyp8/7KTtHpf5ew58IvSZq5ibCnxlCWW4yDp7MNoxTCdmyy7ItSKkAp9ZZSapFS6u/ymy3OJYQQQpwryhNMPeZdS8RrE3DrGUD2P0fJXhPHyY82smvkZ5z6dketvRi01px4ZSWO/m4E/3sIzmE+FCdmn3VcWXYRhQfT8Bhc+c2uUorINy7GfUAHQh4ZgVuPQOs+UCGEEELUiXufIPwmdyd51jbinv6LrV3eqXbhDiFaOqtWMFUwB/gRmATcCdwEpNroXEK0WKUZBZx49R/8pvTAZ0xkc4cjGqBr167NHUKr1taub3mCycHPjaBbBxF06yDLfcUnczhy3x8ce2QxSTM30f2H6biE+1Q5TuaSw+SsO07Ef8dj7+GEc6gXuthAaWo+Tu09LPvlbavcf6ki916B9FnyL+s9OCGEEEI0SMgDw8j4/YBlEZD0BfvwOj+smaMSov5sUsEEtNNazwJKtdartNa3AGNtdC4hWqSynCIOXPMDKd/uJHXuzuYORzSQm5sbbm5uzR1Gq9XWrq8xvxjsFHauZ3++49zBix7zryVq5mWUJOUR9+TSKsfI23GS2Lt+xa1HAIE3DTAda24kemYfptwtiWCn8OjfwcqPRAghhBDW4t43iJCHhxPy0DA8h4WTtzOpuUMSokFslWAqNf+dpJSapJTqD/jZ6FxCtDiGglIOXj+Pgv2mnijGalZ3spay3GJK0/Jteo62Ki0tjbS0tOYOo9Vqa9fXkFeCvYcTSlW9epyyU/hf1YvQR0aQtfwI2auOVbrfWFjK4Tt+waGdG91/nI6doz1QIcGUUDnBlLclAbeegdh7ONng0QghhBDCWsKeHE3YU2PwHBhCwb5TGIvLmjskIerNVgmmV5RS3sAjwKPAF8BDNjqXEC2KoaCUQzf9RO6WRKJmXornsHCrrgpRllWI1pX7rBy+dQHber5H8peyWKO1JSQkkJCQ0NxhtFpt7fqWJ5hqE3TbIJzDvYl7fnmlN5iJ72+gOD6Lzu9OwinI07K9PMFUUqGCSRuM5G47iefgujcbFUIIIUTzco8ORpcaLR9UC3EusUmCSWv9h9Y6W2u9V2t9gdZ6oNb6t9qOU0p9qZRKUUrtrbDNTym1TCl12Py3ry1iFsIaCvansP+K7/6/vfsOk6o6Hzj+fafsbJntjWU7ZWmCUlQQbCj2YI0lscVEUzQmJtGYX4yaxCRqTGKqXWOvYFcQbIAGkSosdWFZtrK9l2nn98cMy64ssLCzLOy8n+eZZ++ce+fcM3N2586+c857aFi8neEPnkvi+WOxJ0TgqQ1OgKnpyxJWjP8H5f/+orOsfVstDZ/4Rzlsv33+HiMelFKHD29TR68CTJZwGzl/OpO2DVVsvOJlKl9cQ9m/l1L2j89JungcsSfmdDve6nRgjQvvNkWudWM1vhYXzil75l9SSiml1OHJOTENgOaVZQPcEqUOXL8k+RaRXODHQE7XcxhjZu/nof8F/gU806XsduBDY8y9InJ74P4vg9lepcC/KtPepq2AP3jUurkaT22bfxSRyz/tzVXRjLu6BU9NK80ryrDFR5D35EUknDMKAHtSFI2f7+hz+9p31LP52jmYDi/Vc/MZetNUACpfWANW4ZilP2T9hc9R8sBiYk/WhOJKHY7clS3YU5z7PxCInzWC3AfOpviPn7DtJ+8CEDE6iex7ZvV4fOSopG4fRhs/LwLQJKFKKaXUESQsPQZ7cpTmYVJHpP5aRe4N4AngbcDX2wcZYxaJSM7Xis8HTglsPw18QggFmFo3VuEqayJqQir2pKiBbs6g5K5tZdtP36Vu3hZiTswm/syRxEzLJvKoFEQEd00rW29+h/oFBd0fKIABa1w4jsxYLOF2Mn99CilXHoM9cXfSYntyFJ7aNmrf34wjPYbw4QlYo7qPYGjbUk3dBwW0rtuJIzuOqKPTCM+Ow9PYQceOetq31VL5zCp8bh+p35nEzqdWUvbvpSScM4rK51cTP2sE4dlxpH3/OIp+s5DmlWU4J2lSX6UOJ+6qFpqWlZB40bhePyb16okkXz6BjpIGrFFh2JOjEEvPgfD4M/PY8buPaCuoIWJEIo2LtuPIie+cPqeUUkqpw5+IEDUxjZbDJMBkjMG4vFgcu0MHrvImWtZWEH/GyAFsmToc9VeAqd0Y848g1ZVqjNn111UBpPZ0kIjcANwAkJWVFaRTD6yiuz+k/D+7p0JFHpVK6rWTSL164gC2anBp3VDJpqtfw1XaCEDTFyU0LvZ/6x8+LAGxW2jbVI04rGT++hTizxqJLT4CW1wEljBrr84RlhEDwOZrXvMXCDgnDSX95zNoL6iles46WtZU+I9Ni8b1+nrwmT3qiZmeRfbvZxExMpGWr3ay47cfseO3HwEw9KZpAKR8+2hK7l9M2X+WEj9rJDHTs3BkBP+fy9aNVbhrWok5IWufo76UCmW+Dg9itSA2C+7qFjZ+62UAYmdkH1A9ljArEcP2v05G0qVHUfKXJRTduZDh/ziP+o+2knrd5INqu1JKKaUGjvOYNOoXFOBt7sDqdPS5vo6yRuzxEVgi7L063tPYjqemDePxUnDj27hKGhj13KU4Jw3FXdPKyqP/CcBxRbf2uk4VGuTryYKDUqnIt4CRwAdAx65yY8zKXjw2B3jHGHNU4H69MSauy/46Y8w+8zBNmTLFLF++/OAafxipW1BAy1cVRB+fQfPKMiqfWUXHjgaOmn+tLjkdBK6KJtad+V+Mz5D31MVET/EnwnWVN1G3oIDqufng8RF5VCrJl40/6Nfc2+Ki4okVOCcPxVPbRtvGKqpe/oqOHf5cKVET00i6cBwJs0fjGBqDt9VNa/5OXBVNWKPCcGTF4ciIxRK+Ox5sfIbW/J1Uz8knckwKyZeN79y3R2ByTDIjHj6fyDEpB9X+nqw+4WHaC2qJPi6DzDtOIfr4zEEbaGpvbwcgPDx8gFsyOA3W17dpRSkbr3gZsQr25CjattQgFiHvv5cQP2tEv523/LEvKfr1AmzxEXjq25iw6HoiRyX32/mUUkopFXx1CwrY9O1XGPfO1UQf17dcit4WF1/mPkDcacMZ/eJl+z3eGMO6s/5Lyyr/GA9LhA3j9oFVCB+WQNvmavD6YwgTFuvnjFAkIiuMMVN62tdfI5jGA1cBM9k9Rc4E7h+onSKSZowpF5E0IGTS6cfPGtH5j0jsjBxSr53EinF/p3pOvgaY+sjb7GLT1a/haWhn3LvXEDVud/AlLC2a1KsnBm2kmDUqjPSbp+0u+MZohv54GjVvb8SeGEHczOHdj4+0E33svi8kYhGixg8havyQPfYNuf7YzgBT2g+Oo+KJ5Wz7+fuMe+fqzqk1bdtqqXt3E0NuOLbbcNfe8Lm9tBfUYk+Oor2wjvWzn8ORHUfCOaOwpzrxNrQRfXwWcTOHHVC9h6vBFvg43Ay219f4DC1fVbDlurn+Ie7jhyB2KwnnjCLxgrFEju7fD2FDvjcFX7OLnc+tJusnJ+iHPqWUUuoIFDEyEfCn0ehrgKny2dUA1H+4tVfH1y/cSsuqcqImDSXu1GGkXjsJBLb/3wd4m13EnzESR1YshT9/n47t9fpZQ3XTXwGmbwLDjDGuINT1FnANcG/g55tBqPOIZIsJJ+604dS8uYHs356GWPtlEcBBzV3dQtVLa6l8fjXt2+vIe+ribsGlQ8USbiP5m0f1S92O9BhGPHoBFruVhHNHETk2ha03v8Pma1/rnEq34bKX8LW4kHAbadcfe0D1u0r80wkz7ziFxG+MofadjVTPyaf80WWd32ZYIpYxae3N2GKO/OBBZaU/pp2Scuh/T0LBYHl9W/IrKf/3Uhq/KMZV3IDVGcbYN68ianyPs7r7jYiQfst00m+ZfkjPq5RSSqngcWTGIg4rbZtr+lSPu7qFkgcW775f09otV2xP6j7YgjXGwbi3r8Ji350SJO/xi7rVU/jz92nfXten9qnBp78CTOuAOA5wtJGIvIg/oXeSiJQAd+EPLL0iIt8FioBLg9rSI0zShWOpe28zjUuLwRi89e14GtppWbuzW74PjCH+7FHEnpzT49Qlb3MHLesqcZU1EjEikcjxqYN2ihP4h3qW3L+Ysn/+D+Py4pyczqhnTyf+9P6bqjKQki4Yu3v7svG0F9VT8fhy6uZtASA8Nx53tVD71oYDDjC1F9UD4MiKw+oMI/nyCSRfPgHjM3ibO2heXsbGy1+i/qNt3dpxpCor86/KdaQHQA5Xg+X1Lfvn/6h9bxNxp+SScct0Yk/J7Zf8Z0oppZQa/MRqIWJ4Im1bqvtUT/GfPsXX6ib3/rMovG0ezStK95uYu21jFZFjU7oFl77OlhBBzIxsrLFH/pfJKrj6K8AUB2wUkS/pnoNp9r4eZIy5Yi+7Tgte045sXJkCSwAAHcJJREFUcaePwBJpp/QvS2hcUtRZbo12YHWGYTw+jNeHt8XFzqdWknTxOEY8dH7ncd5WNyX3L6LiyRWYdk9neeTYFEY8NDuoeXoOJzVz8in9yxISLxxL+s+mh9RQThEh85cnMfTH0yj+4yd4mzrIunMmJfctonpuPsaYAwouduyoByA8O677eSyCLSac2JNzsEY7aPysaFAEmAYbn9uLr9mFLT7ikJ63o6wRfOaID7oYnwGf8Qfyu2hZU07cKcMY9cwlA9QypZRSSg0mEXmJNK/c90pyxhhcpY2EDY3ZY5XZ1o1VVD63miE3HEfy5RMovvdTyv61lJgTsrA6HfhcXsRm6fY4YwytG6tJunDfn+FFhLFzv33wT04NWv0VYLqrn+oNedaoMOLPyqNmbj4AeU9fQuSoJBw58d3eHHwdHor/+CnlD31BWEYsljArlkg7FY99iausiaTLxpM4ewyO9BiaV5ZRfN8i8s99hszfnErqNZP2ugz2kahxaTHbbp2H89gMRvxndshOLbRG2sm5Z1bn/YjRyXgbO3CVN+EYGtPrejp21CN2C2Fp0T3uF6sF5+ShNH9Z2uc2q70zXh/Ga3q9miFAR3ED+ec9g6u8iahJQxnx728QMdw/x7/y+dWUPLAEe3IUUUelkvWbU3sdhHKVN1Hx1ArwGZzHpBE3a0S33F7tRfV8dcrjAExaeeMhD24Fg7fFxcYrXqbpi2IsEXZSvnU0qd+bQsSwBHztHtoL60g8f8xAN1MppZRSg0TEyCRq3tyAp74NW5z/s1Pt+5vpKKon8fwxWCLtbL35Here30zCN0Yz8rELu/0PV/Lnxf5csLecgCXcRvbvTmfrTW+zPO9vYLNg2j3Yk6PIuO1E4s/OIyzFiau8CW9DOxGjkgbqaasjXNADTCJiBR4xxowOdt3KL/XaidTMzSf+zJEknJ3X4zEWh43MO06haVkxZX//vLM8atJQRjx8ATFTMzvLIsemEHvqMAp+8Abbfzkfb1MH6Tef0O/P41CofG41hbfNw5EVx8jHLgjZ4FJPIsf6R3G1bqg6oABTe1E9Yemx+3wto4/NoOSBxXiaOrBF935p1Zq3N9Kav5OoCUOIOSGr82J6KDSvLmfT1a8y8uHziTnhwJaRD7a6D7fSvKyYsPRYYqZmEpHX/SLfUdzA+gufx1XWSMZtJ5L+097l26l4cgWuymbSfzadnf9dybpZT5F7/1n42j1s+9l7RB2Thru6hcrnVuNpbO82135fCn70Jo2f7UBsFozH123lQk99G1u+/wa+Fn9KvoZFhSSef+SNbCu6cyFNXxST9v3jcNe2UfHUCioeX87Qn5xA4uzR4DNEjgmdkZFKKaWU6l/xZ+VR8ufFlD+8jMzbT6b8kWUU/WYhADv+8DFiEYzbR/S0TGrf3kjZPz5n6E9OQERoWbuT2rc3kv6z6dgT/DmXki8dT8SIRGrf34xxe7HGOKhfuJXCW+ex/VcfMOKh2UhgWlzUhD0XElKqN4IeYDLGeEVkk4hkGWN2BLt+BTFTs5iw6HocWXH7PM5itzL29Stp3VBJeG48nrp2HDlxPU6HcqTHMPatq9hywxsU3/MJzctLcU5JBwRbXDj2xEiaV5XRvLKMpEvHk3L5hF611efy0rhkOzEzcvYYaWGMoe69zRifoaO4gYZPC0m+YkKvp1X52j00/m8HMTOye5wjXPHEcrb/6gNiZw5j5CMXYNM5wt3smg7Zum4n8acN38/Ru7VvrSVieMI+j3EemwEGmleUEXdKbq/qNcaw7Wfv4W3wL1sv4TYSzhlF0kVjiTwqFVdxAzVvb6TlqwqG/fUc7KlO3BVN2BIjOy+cB8vb7GLzta/hrmimbn7BgAaYXDub2XTlK50J0wGijkkj9dpJxMzIxtfsYvN1c/HUthKRl0TxfYsIH55Iwnmj9jnV0fgM1XPWEX/6CDJvP5mUqyay5XuvU/CjtwCInpbJmFeuwOKwUfq3zyj+06esO/cZcu8/a5+J8D0N7TQuLWboT08g49YTqZ+/hW23zWPtaU8Sc1IOrV9V4GnsYORjF7DlB2/Sur6y3wJM3lY3+HxYIv3ThX1t7oP6u29eU075Q1+Qc88sJMxKzevrqXx2NUNvnkbWHacCkHHriZT8eTFlf/+cnU8sByBy3KFN6K2UUkqpwStqfCpJlxxF2T//Bxah9IElxJ+TR9Ydp1L6lyW05O8k994ziZ6WxZbvzqX4j59S+fwaht44leJ7P8WeHEXa94/rVqdz0lCck3avRp5+y3SaV5ax47cfseUHb2JPjERsFv1Mow5af02RiwfyRWQZ0LKrcH85mFTv9Xapa0u4DedE/5vI/kaDiAjD/34e1kg7DZ8UdiaE3l2ZYE+KpPDn7xF/2nDsyVH7PX/Zv/5Hyb2LsCVGEDkmhbwnLuqcHlP96jq23vT27vOH22hauoO4U4f16p/C0r9/Tulf/FN6IselkPfkRVid/tEyLfmVFN31IXFnjCDvqYv3maQuVNliwwnPjad5Re+nshmfoX1rDTHTs/Z5nHPyUBD8/dnLAJOrzD8kN+vu04iePJTqOflUv7G+czpoV2tOeGT384iPYNjfziHhnFGAP8fQgfS3MYbC2+fjKm8CoHVTVbf948aN63Vd+zyPz1D64GfEnz6CiFFJtG6swlvfTvQJWd3aWzd/C3gN4z/+HtYIG3UfbqXyudVs++m7ncdYIu2MeeUKwocnsP78Z9ny3blk/+50Uq+bTHtBDR1ljcRMzez8ewBo+aoCd0UzCXf4B5c60mMY++aV1C8swNPYQeI3RndOa0u7aSo+t5edT6xg4zdfIPOOU0m6aByWcFtnMvddKwQ2LNoOXkPczGH+lQvPG030tCxKHlhM4+c7cE5OJ/0XM3AenUbxfYto3dQ9WWWwXt/6TwrZdPWr/txyAgTicynXTGTYn8/udT3u6hY2fesV3FUt1Mxd31kefXwGGb88qfN+eHYcw/9xHlZnGDufXIEjJ57w/QRelVJKKaUORNZdM6l9bxOlDywh5sQcRj5yARaHrVuOXYDh/5pN9LTVlD6whMLb5hExOqnb/117IyJET05n9AuXsumqV2n8bAcJ547CGmnvz6elBrH+CjD9pp/qVf3MGmln+N/PwxiDr9UNInjq23BXNGNLisTX4uKrkx+n5p2NDPnO5H3W5WtzU/HYlwDYEyNpXFJE8b2fknvfWbRtqWb77fNxHptB7n1nYo0Kw13bSv7ZT1P73iZSrjh633W7vVQ+t9rf5hgHDZ8UUvKXz8i+aybu6ha2XDcHW2w4wx88V4NL+xB3xggqHvmSot99ROYvT+qWN6cn7Vtr8LV59hvgtEU7iD0xh7J/L8WeHEXqdZP3m0i8eaV/NbHo4zKInpJO9PGZZN8zi4ZFhbjKmvDUtWFPdeKcMITqN9Zji4vAeHxUvbCGzdfOwTklHYvDStOKMmJnZDPsb+cSluoE/MGd1g1V/uHA0WHYU5z+pPjtHrbdNo/qV9aSceuJtO+op+Gjbd3aZbf3/QLbtKKU0r8soX7hVkruXdRtX/iIBHL+eGbnio9172/GkR1H5NhkRIS0YQkM+d4Umr4oob2wFtPhJWZGNhEj/LmTJnxyPZuvm0PRnQspuvtD8PkjK7akSLLuOJXky8YjVgt1H2wBgbguo9UsYdbOwFxXFruVzNtOIumCsWy54Q22/fRdiu/5mMgJQ2hZU46npo2E80Yx8tELafhkG9ZoB87J6btfs8RIcv905h71RoxMom1z9wBTX19fYww7n1zBjt9/jD0pkiHXTcHb3IGEWWnfUkPl06sIz4oj5apjsMaEg4Bp99C6uRqMfxUUe1IU1ki7f/TYt1/B09RB9j2n46lpxRobgT05ioSz8/Z4LxGLkPOnM4g9OZeoowb3SpxKKaWUOvTCUp2MfOIimleUMvTGqXv9rG6NtJN2/bHEnZxLw+LtJF82vtsXjftjdToY/cJl1M7bTNzM3s9sUOrrxBiz/6MOpmKRVGDX+ufLjDGV/XKiHkyZMsUsX778UJ0upBhjWDPjUezJUYx748p9Hlv+8DKK7lzI2DevJGZaFoW3zWPns6vIe/widvzuIzxNHYxfcB2O9JjOulcf9xBh6TH7rbvq1XVsvfEtRj33TeLPGEnBTW9T8+Z6Rr90OUV3LqRtSw1jX/sW0cdlBO25D0a+Njfb71hA5bOriT11GLn3nomnvg1fu8d/a3HhbXHjrmqhcemOzlEwxyz7IeE58fus213VQsFNb9Pw8TZSrpnI0B9Pw72zGeP24mv34G1x4W124SptpGlpMc1rKgCYnP+TA0pc7evwUP7IMurmF3ROj2pcvB2xW8j+/Swqn16Ju7oVd1VLt8fZkiLxNrsw7R4ybj2R9F/MoOKxLym6YyGTvvoxYUP8ScwrKvztGjLk4Oai+1xeVk99CFdJI87JQ4k9ORexWYgYmYjxGYr/tIiO7XXYkiIJS3HSur6StBunkn3XzF6fw9vcQcWTK/G1uogYmYQ11kHZg5/TtKwES6QdR2YsbZuqiT4ug3HvXH1A7TfG0LikiIrHl+MqbSRiVBK22HAqHl/OkBuOpeb19UQfn0Hekxfvt67iez+l9MHPOXbbLzq/Gevr69uweDsbLn4BW0IEeU9e1G16o/H62HTVq9Qv3AqA2C1YYxz42r2dOaF2CUuLxrWzGQmzkvfUxQc0bVQppZRSSqlQISIrjDFTetzXHwEmEbkU+DPwCf7JCicCtxpjXgv6yXqgAab+VfbP/7Hj9x8z7u2riD4+c4/9zavLqZ6zjspnVxN9bAZjXr0C8AccVh//EN5mF/akSPL+e8keAaBdQaldgaOva91YRdUra6l6fg1hGTGMX3AdYhE6ShtZPe1hTLsHa7SDEY+cT/zpI/rnBRiEKl9Yw7Zb3u2cVtST8OEJhOfGkzh7DMm9zMFljGHH3R9R/tAX+zwu8qhUHFmxpF4zibhThx1I03vUuqGSgh+9RWu+P64dO3MYSReOwxYXjqehHXdlC21bqrFGO4g/O4/Y6f6gRNPyUvLPeZq8Jy8i4Tz/VLLVq1cDcMwxxxxUW3Y+s4rCX7zP6Jcu6/EbIV+7h6pX19K8ogxPTStYhdz7zyIsxXlQ59vF+Ax1722icWkxrrJGfG0e0n82nehjgxN0LfzVfHY+sQKAvGcuIeGsnhcc6Kr23U1s/s4cjpp3bef8/768vsYY1l/wHO2FdUxc9iMs4Xt+q2e8PhoWbad13U5clc24ShuxxoYTN3MYYrfiCQQfWzdV+3+/LxhD5ChN1q2UUkoppVRPBiLAtAaYtWvUkogkAwuNMfue9xQkGmDqX95mF2tOfBRLhI2cP5xB09Id1H+0jdb1lUiYDV+LCwm3+acp/fWczpEgAI2fF9G4tJiUK4/p8R9on8vL2tOewNvYwbAHz6V5RSn1HxfSsqYcsVv9ddstRB+fSe4DZxMxbHfOk4ZPC2laVkLy5RNwZMYektdiMGlaVkLrxirCUp1YImxImA2rMwxrVBjWWMdBJ9I2xlC/cCvuymbsQ6Kx2C1Ywu1YnWFYosKwJUQc0EpzveWqaKLorg9JOCev10mlfR0eluf9laRLx3fm7elLAMTb6mbNtIcJGxrDuPeuHlRTqHxuL0W/WYjVGUbmr0/p1XPrKG5g1eR/k/2HWaRd7x/g2pfXt+7DrWy64mVy/nQGQ77b4zVOKaWUUkopFUQDEWBaa4wZ3+W+BVjTtaw/aYCp/zUsKmTDZS/5V7qy+pPDOaek42t148iJJ+XKozuTAB+o5jXl5J/3DKbDC+JfQSv6uEyM20vYECcpV03Enti3VcOU2pvN179O45LtTPrqZix260EHQLzNLgp++CZ1H2zxTxOduu/E6KFizYxHsKc4GTv328DBB5gaPiui4PtvYHU6mLDo+gOaVqmUUkoppZQ6OPsKMPVXku95IjIfeDFw/zLgvX46lxoAsSflMv6D6+gobSBmWtZBLQW+N86j05jw4Xdp21JD9NRMDSapQyrponHUvrmBxsXbDyjJoTEGEcFd00rrup0U3f0hrRuqyPnjGRpc6iLhvNGUPvg57uoW7En7X4lyl12vb/uOeuoXFLD9jgWEZ8WR99+LNbiklFJKKaXUYaBfAkzGmFtF5GJgeqDoUWPM6/1xLjVwosanEjU+tV/qjshLIiIvqV/qVmpf4mYOw5YYQfF9i7AnRXUGNnwuL/iMf3Wy7XV4atto/rKExqXFhKU6qf94G576drzNHeA1WKMdjH7xsqDklBpMEmePofSvn1F054dk/t/JneXeVjdityAitK6vxOf2Uvv2RtyVLVgibFTPXQ+7VrcEYmZkM+qZb2J1hg3UU1FKKaWUUkp10W+ryA0knSKnlOqL6tfz2fqTdzHtHsKGx2NxWOnYXIvx+PY41pETj7uqhbCh0TgnDSUsxUnsyTlEjkvV0Xd7UXT3h5T/x5/4PeLoVH/i9e0Nex5oEcJSnbirWog/ayRhadE4MuMIH5FA7Mm5WOw6ckkppZRSSqlD6ZDlYBKRQva+DpUxxhySdZ81wKSU6itPfRs1b26gbv4WACLHpWJ1hmFcXmxJkYSlRWNPjCT62IzOUU6q99qL6qmes47GxduxJUYSOSbFv8MYHJlxWKPD/CMZRyQObEOVUkoppZRSnQ5lgOnr/wlYgEuBXwArjTEXB+1k+6ABJqVUsJSWlgKQnp4+wC0ZnPT1VUoppZRS6shxyJJ8G2NqAie0AFcBtwKrgXONMev7UreIbAeaAC/g2dsTUkqpYKqqqgI0ANJf9PVVSimllFJqcAhqgElE7MB1wC3AEuACY0xBEE9xqjGmOoj1KaWUUkoppZRSSqk+CvYqcoWAB3gQ2AFMEJEJu3YaY+YG+XxKKaWUUkoppZRSaoAFO8C0EH+S76MDt64M0JcAkwE+EBEDPGKMebTrThG5AbgBICsrqw+nUUoppZRSSimllFIHItg5mK4NZn1fM8MYUyoiKcACEdlojFnU5dyPAo+CP8l3P7ZDKaWUUkoppZRSSnUR1FXkejyByDvGmPOCXOfdQLMx5oG97K8CioJ5zgGUBGjeqdCkfR+6tO9Dl/Z96NK+D03a76FL+z50ad+HrsHS99nGmOSedgR7ilxP+rw0kIhEARZjTFNg+wzgd3s7fm9P9kgkIst1xbzQpH0furTvQ5f2fejSvg9N2u+hS/s+dGnfh65Q6PtDEWBaFYQ6UoHXRQT8bX7BGDMvCPUqpZRSSimllFJKqT4KaoBJRM40xszvWmaMuS6w75vGmFcPpl5jzDb2TBqulFJKKaWUUkoppQ4DliDX956IfCwiPU2L+1WQzxUqHt3/IWqQ0r4PXdr3oUv7PnRp34cm7ffQpX0furTvQ9eg7/ugJvkWkVXAf4A7gVuMMa913WeMmRi0kymllFJKKaWUUkqpw0KwRzAZY8xjwGnAL0XkKRGJ3LUvyOdSSimllFJKKaWUUoeBYAeYADDGbAamATuBVSJyfH+cRymllFJKKaWUUkoNvGAHmGTXhjHGY4y5Hfg+8CIwMsjnGvRE5CwR2SQiBSJy+0C3R/WdiDwpIpUisq5LWYKILBCRLYGf8YFyEZF/BPr/KxGZ1OUx1wSO3yIi1wzEc1G9JyKZgfx060UkX0R+EijXvh/kRCRcRJaJyJpA3/82UJ4rIl8E+vhlEQkLlDsC9wsC+3O61PWrQPkmETlzgJ6SOgAiYhWRVSLyTuC+9nuIEJHtIrJWRFaLyPJAmb7nD3IiEicir4nIRhHZICLTtN8HPxEZFfhb33VrFJGfat+HBhG5JfAZb52IvBj47Be613tjTNBuwAV7KY8Hbg/muQb7DbACW4FhQBiwBhg70O3SW5/79SRgErCuS9n9u/4+gNuB+wLb5wDv4w/cTgW+CJQnANsCP+MD2/ED/dz0ts9+TwMmBbajgc3AWO37wX8L9KEzsG0Hvgj06SvA5YHyh4EfBrZ/BDwc2L4ceDmwPTZwHXAAuYHrg3Wgn5/e9tv/PwNeAN4J3Nd+D5EbsB1I+lqZvucP8hvwNPC9wHYYEKf9Hlo3/P/DVQDZ2veD/wakA4VAROD+K8C1oXy9D+oIJmPMG3sprzPG3BvMc4WA44ACY8w2Y4wLeAk4f4DbpPrIGLMIqP1a8fn4P5AQ+HlBl/JnjN9SIE5E0oAzgQXGmFpjTB2wADir3xuvDpoxptwYszKw3QRswH9B0r4f5AJ92By4aw/cDDAT2LUQxtf7ftfvxGvAaSIigfKXjDEdxphCoAD/dUIdpkQkAzgXeDxwX9B+D3X6nj+IiUgs/i8SnwAwxriMMfVov4ea04CtxpgitO9DhQ2IEBEbEAmUE8LX+37JwaSCIh0o7nK/JFCmBp9UY0x5YLsCSA1s7+13QH83jmCBobAT8Y9k0b4PAYFpUquBSvwfFrcC9cYYT+CQrv3Y2ceB/Q1AItr3R6IHgdsAX+B+ItrvocQAH4jIChG5IVCm7/mDWy5QBTwVmBr7uIhEof0eai7Hnx4GtO8HPWNMKfAAsAN/YKkBWEEIX+81wKTUYcT4x0jqiouDlIg4gTnAT40xjV33ad8PXsYYrzHmGCAD/7dRowe2Raq/ich5QKUxZsVAt0UNmBnGmEnA2cCNInJS1536nj8o2fCnQXjIGDMRaME/LaqT9vvgFsizMxt49ev7tO8Hp0BerfPxB5iHAlGE+KgzDTAdvkqBzC73MwJlavDZGRgWS+BnZaB8b78D+rtxBBIRO/7g0vPGmLmBYu37EBKYKvEx/lVW4wJDqaF7P3b2cWB/LFCD9v2RZjowW0S245/iPhP4O9rvISPwrTbGmErgdfzBZX3PH9xKgBJjzBeB+6/hDzhpv4eOs4GVxpidgfva94Pf6UChMabKGOMG5uL/DBCy13sNMB2+vgRGBjLQh+EfbvnWALdJ9Y+3gF2rRFwDvNml/OrAShNTgYbAMNv5wBkiEh+Imp8RKFOHqcDc6ieADcaYv3bZpX0/yIlIsojEBbYjgFn4c3B9DFwSOOzrfb/rd+IS4KPAt55vAZcHVh/Jxb8y67JD8iTUATPG/MoYk2GMycF//f7IGPNttN9DgohEiUj0rm3879Xr0Pf8Qc0YUwEUi8ioQNFpwHq030PJFeyeHgfa96FgBzBVRCIDn/d3/d2H7PXetv9D1EAwxnhE5Cb8bypW4EljTP4AN0v1kYi8CJwCJIlICXAXcC/wioh8FygCLg0c/h7+VSYKgFbgOwDGmFoR+T3+ICTA74wxX08crg4v04GrgLWBXDwA/4f2fShIA54WESv+L3VeMca8IyLrgZdE5B5gFYGksIGfz4pIAf4FAS4HMMbki8gr+D+0eIAbjTHeQ/xcVN/9Eu33UJAKvO7/XwMb8IIxZp6IfIm+5w92PwaeD3w5vA1/X1rQfh/0AsHkWcD3uxTr57xBzhjzhYi8BqzEf51eBTwKvEuIXu/FHzBTSimllFJKKaWUUurg6BQ5pZRSSimllFJKKdUnGmBSSimllFJKKaWUUn2iASallFJKKaWUUkop1ScaYFJKKaWUUkoppZRSfaIBJqWUUkoppZRSSinVJxpgUkoppZQKIhFJFJHVgVuFiJQGtptF5D8D3T6llFJKqf4gxpiBboNSSiml1KAkIncDzcaYBwa6LUoppZRS/UlHMCmllFJKHQIicoqIvBPYvltEnhaRxSJSJCIXicj9IrJWROaJiD1w3GQR+VREVojIfBFJG9hnoZRSSinVMw0wKaWUUkoNjOHATGA28BzwsTFmPNAGnBsIMv0TuMQYMxl4EvjDQDVWKaWUUmpfbAPdAKWUUkqpEPW+McYtImsBKzAvUL4WyAFGAUcBC0SEwDHlA9BOpZRSSqn90gCTUkoppdTA6AAwxvhExG12J8b04f+MJkC+MWbaQDVQKaWUUqq3dIqcUkoppdThaROQLCLTAETELiLjBrhNSimllFI90gCTUkoppdRhyBjjAi4B7hORNcBq4IQBbZRSSiml1F7I7tHYSimllFJKKaWUUkodOB3BpJRSSimllFJKKaX6RANMSimllFJKKaWUUqpPNMCklFJKKaWUUkoppfpEA0xKKaWUUkoppZRSqk80wKSUUkoppZRSSiml+kQDTEoppZRSSimllFKqTzTApJRSSimllFJKKaX65P8Baz0hzzH2cvUAAAAASUVORK5CYII=\n",
"text/plain": [
"
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]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axis = plt.subplots(2, sharex=True)\n",
"plt.suptitle('Hemoglobin Concentration Time Series Motif Discovery With Corrected Matrix Profile', fontsize='15')\n",
"\n",
"axis[0].plot(df['Hemoglobin Concentration'], color='lime', label='Hemoglobin Concentration')\n",
"axis[0].plot(motif[1], motif[2], color='red', linewidth=6, alpha=0.5, label='Motif')\n",
"axis[0].plot(neighbor[1], neighbor[2], color='mediumblue', linewidth=6, alpha=0.5, label='Nearest Neighbour')\n",
"axis[0].legend()\n",
"axis[0].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[0].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[0].set_ylabel('690 nm intensity')\n",
"axis[0].set_title('Hemoglobin Concentration')\n",
"\n",
"axis[1].plot(corrected_matrix_profile[:, 0], color='mediumvioletred', label='Matrix Profile')\n",
"axis[1].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[1].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[1].set_xlabel('Time')\n",
"axis[1].set_ylabel('Z-Normalized Euclidean Distance')\n",
"axis[1].set_title('Corrected Matrix Profile')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "685758ee-d346-4576-a1c9-a1cd952fe0d7",
"metadata": {},
"source": [
"As we can see, the nearest neighbor pairs have moved towards the left near the smaller peaks that correspond to more desirable data. We have successfully excluded the region of physical movement from our motif search.\n",
"\n",
"In this example we have produced an annotation vector that completely neglects our undesirable region. There are cases, however, when we don't want to completely remove a region from the motif search, but merely \"discourage\" it. The next example explores this case."
]
},
{
"cell_type": "markdown",
"id": "3954b50c-1f52-480a-b7af-8dd409a99eb1",
"metadata": {},
"source": [
"## Electrooculography Dataset\n",
"\n",
"Consider the [EOG dataset](https://drive.google.com/file/d/0B1ZwONZKxJgTVlJNOHExZVdQakU/view?usp=sharing&resourcekey=0--td4bLttW9gLas65IU1leg) containing electric potential data of the left-eye, sampled at 50 Hz. **EOG**, or **Electrooculography**, is a technique for measring the potential that exists between the front and back of the human eye. We can download and visualize the data to better understand its trend."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "d6d67e07-d10c-4cf9-967c-30c513e3eaa7",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"\n",
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Electric Potential
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0
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-0.980
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2.941
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"text/plain": [
" Electric Potential\n",
"0 -0.980\n",
"1 2.941\n",
"2 2.941\n",
"3 2.941\n",
"4 2.941"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('https://zenodo.org/record/5045252/files/eog.csv?download=1')\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "3bf4e60c-dab7-4f70-8548-86e6ce896614",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(df['Electric Potential'], color='dodgerblue', label='Electric Potential')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Voltage')\n",
"plt.title('Electric Potential')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "03d7690c-74cc-4294-abef-7b48adbcc96c",
"metadata": {},
"source": [
"You should notice that some points in the plot have flat tops or bottoms. Medically, this is not reflecting reality. The flat tops and bottoms are simply clipping regions, since the measured value exceeded the measurement range of a floating point number. We can locate these regions for visualization."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "b2d571c7-ea02-4a93-9333-0f643b8182b9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"max_val = np.max(df['Electric Potential'])\n",
"min_val = np.min(df['Electric Potential'])\n",
"\n",
"flat_values = np.zeros(len(df['Electric Potential']))\n",
"for i in range(len(df['Electric Potential'])):\n",
" if df['Electric Potential'][i] == max_val or df['Electric Potential'][i] == min_val:\n",
" flat_values[i] = df['Electric Potential'][i]\n",
" else:\n",
" flat_values[i] = np.nan\n",
"\n",
"plt.plot(df['Electric Potential'], color='dodgerblue', label='Electric Potential')\n",
"plt.plot(flat_values, color='firebrick', alpha=0.5, linewidth=8, label='Clipping Regions')\n",
"plt.legend(loc ='upper right')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Voltage')\n",
"plt.title('Electric Potential')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "fd43f52b-55d0-4bed-b158-ab27aa321f13",
"metadata": {},
"source": [
"We can compute the matrix profile and locate the best motif."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "a50c3c46-989e-4930-aee5-a6a6f9049b36",
"metadata": {},
"outputs": [],
"source": [
"m = 450\n",
"matrix_profile = stump(df['Electric Potential'], m)\n",
"motif, neighbor = get_motif_data(df['Electric Potential'], matrix_profile, m)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "0b835867-a552-455c-936f-95498b3d423a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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RPtgPQxD11HoAHYQQnbIwRK2WUs5w+e47UIr7FGqw3B3Wf3djA2iA5hS/aYvDunxwEshN6v94hR7Mt4zZADKc3eXw3TqHda5IKV8VQnwBK3PVBpBCY2/QfWhnjf7zAIfYAHIt/ZHDd6nA4VLK+0ExbHqC4oXdCLruVwc4BkBGgFtBrmHvuGyTcX8qeoPUWqXgENCg2vH4StlzI4AbhRA7gGJW/RmUgfB20LM8xOm3iu8A1Akham2GqN4Atkkpm9VxFgkK2n+KEOI9UKyfX2nbB6m7UsV2Kcu9oDhxB4Bcs56WUm70KDvzAchwsxzkEsoqwQ9Bse32BylxPnD+eeGRUi4RQnwMUhZmZJFTDAEpuQ6XUr7MKx1i3nkeKsS2t4PUTL1AbrK/8tza4nOpsuMFLAMbQXuB7kemt1r61f1e8G8vBMVgs7PEYZ3BYDAYCoAxQhkMBkPb5ENQHIt+UsoX3DYSQnwE4GwhxK0uLnktartqKWVTFuV4Uy3PRnpa8Vz5CJQt7FfaQPF7oHbrPfWZVVr2mf83QOqIuVLKxhzLEVTFUIPMDGpnOG1YZrwBCkT+aRiXTSFELynlGtu6apDbEWeFexOkUOkspXwtT2U9BMAy+7GdkJRu/g4hxPcAhDEI/g+k6nrdwyXrIwA/EkJ0lFJuAQAhxESQ4sPv/sw7QogxIOXdf7k8Xih3yuuEEOfBOjdvgDJgjpGUbc/OJyCjwYmgGExQSqQTYf1n5hFQcOk3Qc+Grp4JVHf5lV8I8SoosPQ+oGQAQfgAZHjbAMsVDyCXuS0gF+EEyD3PjWJc17+BYsrZlUMMG5tSdY4QYieQwVe/dtkqO1OogPZHqX2PAXCbEOJpKaVboopcmANgG8io/wdt/ckAFqhnOlvmA1gBiiEYKqi6wWAwGPKLMUIZDAZDeRATQuzpsP5b5SKUhpSyXlAK7n+owcc7IBfroQAOkFJyhq2rQRnFXhJC3AmKvzQZFAT3eQDz1HaXCyHeBLBZSqkrETyRUs5X+/2bEKKXKkcXACdKKU/1/LE3fwLNVj8thLgNZNy4HhQAmQePXM4fCiEeAakxZoOC554J4E0hxC2ggQdn7HpPSpmR7cyDeQB6C0oJPwcUKHupw3avAbhMGf0WgQxQXqqScuEaULDyF4QQ94DUT/0BTAVwn5RymsvvXhFCzAPF8voWQB9QkPuuIEUJ3xu3A3hECPEXkIqpGmT0Giql/EHIsj4AynY4TQhxAygYeneQ6+MqKeWNQojfg1x2pqn/Mh503YOqoCClXAfKEOfF30GKrFeEENeDAkdfBzLAsevSMpCx5RwhxCYArR7KvzB0U3VFBORiNAXABQAWgIwojggh7gAZX6aDXCQPAAWh/4Xa5AGQIetVVbfMB2VgGyqlvFpK+ZUQ4mEAt6o4TIvUcYcjU532GEjF81cA70gpU25+IeouP+4GGbeWg56/IHwA6vseDC1zpZRSqmf3cABfeBnypJQtQoglAE4WQswBJR9wMtpljZTyMVgxtJyYB/rffxNC/AYUc+v3oLrOvl2Q+ssRFd/tH6DA/x8B+EgIcQJIaTg+y4kLV6SUG4QQNwH4tRAiDqozvgfK1Hia128D7DsphPgpgP8IITqBXBdbQK7Hx4HaLLurqcFgMBgKgDFCGQwGQ3nQGekz88xvYKWjTkNK+RchxEqQ28ZPQYOhBaCYLLzNO0KIqSDXtP+COt2fg1KjA8C7oIHi5aCsUO+ABrVh+DEoUPAPQIP9NcgMzhsKKeVcIcThAK4FpdTeDEpf/nNtm2+EED8DcBmAS0GDsoFSynVqkP5nkPtRF5Cbx3sIP1h8DDRY/wuAnqD05Oc6bPcH9T1fqydVuZ4LebyiIqVcoM7Vn0Ap0WtAA9k3QEHM3fgLKHD39SDXmbWgNOn72BQSF4PuyQtA52gzSHVydxZlbRJCHKD283uQYXENyIj2rNrsE9DzcCpoYP4NyND2j7DH8ynLWlWWv4HuyxZQrJkrOY6aKu8FILextwFUwD94eBAOANUVcVD8odmg5+4udolz4UPQdfghyBi4EMAFUsqntfIeCDKm/QGUxW4pgH9p+7gAdM1/C3quZoOyPaYpoZRS6QOQeub39oIEqbsC8DzoHNwfIoj4DNC1qkSm2ulDkNIuiCveRaAYcK+Dkg8MCnj8vCClbFYKv3+CMjcuB9V3U5AeYDto/eXGXWrfv9PWfR9k0PozrPhv+eS3oOv6I9AzvhDAmVJKt/hsgZFSPiqE2AxyJzwfpHpbDLqX/OIfGgwGgyFPiBDqe4PBYDAYDAaDoeQIIY4AGQ+GqgxuBoPBYDAY2gDGCGUwGAwGg8FgaBMIIfqB3AhvAcUHO6rERTIYDAaDwRCCSKkLYDAYDAaDwWAwBORCkLtoE8gN12AwGAwGQxvCKKEMBoPBYDAYDAaDwWAwGAwFxyihDAaDwWAwGAwGg8FgMBgMBccYoQwGg8FgMBgMBoPBYDAYDAXHGKEMBoPBYDAYDAaDwWAwGAwFxxihDAaDwWAwGAwGg8FgMBgMBccYoQwGg8FgMBgMBoPBYDAYDAXHGKEMBoPBYDAYDAaDwWAwGAwFxxihDAaDwWAwGAwGg8FgMBgMBccYoQwGg8FgMBgMBoPBYDAYDAXHGKEMBoPBYDAYDAaDwWAwGAwFxxihDAaDwWAwGAwGg8FgMBgMBccYoQwGg8FgMBgMBoPBYDAYDAXHGKEMBoPBYDC0a4QQ5woh3ivSsc4QQrxajGMVAyHEjkKIrUKIaIBtpwghlhejXAaDwWAwGNomxghlMBgMBoOhzSOEWCqEaFQGE37dmsf9DxRCSCFEzGs7KeWDUspDstj/fUKIFlXuDUKI14QQwwP+7k9hj+exv6VCiIP5s5RymZSyTkqZyNcxDAaDwWAwbL8YI5TBYDAYDIb2wtHKYMKvS4p5cD8DVQD+IqWsAzAAwBoA9+VcKIPBYDAYDIYywhihDAaDwWAwbFcIIYYrpdEGIcR8IcTJ2nc1Qoi/CSG+EUJsEkK8J4SoAfCO2qReqZUmKze/94UQNwoh1gO4xu76J4TYVTvWaiHEr/zKJ6XcBuAhAKPUPkYIIaYJIeqFEHOFEMeo9RcCOAPAz1WZnlPr+wkhnhBCrBVCLBFCXKaV5xohxGNCiAeEEFvU/iao7/4DYEcAz6n9/dyuABNCnCeE+Er9drEQ4oc5XAqDwWAwGAzbGcYIZTAYDAaDYbtBCNEBwGsgI08vAKcC+JcQYqTa5AYAuwPYC0A3AD8HkASwn/q+i1JZfag+7wFgMYDeAP5sO1ZHAK8DeBlAPwBDALwRoIx1IOPS50KICgDPAXhVlfdSAA8KIYZJKe8E8CCUgkpKebQQIqK2/wJAfwAHAbhCCHGodohjADwCoAuAZwHcCgBSyrMALIOlKPuLQ/HWADgKQCcA5wG4UQixm99/MhgMBoPBYACMEcpgMBgMBkP74WmlFuLXBQ7bHAVgqZTyXillXEr5OYAnAJykDDjnA7hcSrlCSpmQUn4gpWz2OOZKKeUtal+NDsdaJaX8m5SySUq5RUr5kce+fiaEqAewEEAdgHMB7KneXyelbJFSvgngeQCnuexjIoCeUso/qO0XA/g3yNjGvCelfFHFefoPgLEeZUpDSvmClHKRJN4GGcf2Dfp7g8FgMBgM2ze5xi4wGAwGg8FgKBeOk1K+7rPNTgD2UMYeJgYyxvQAUA1gUYhjfuvx3Q4h93WDlPLX+grlKvetlDKprf4GpHJyYicA/Wz/LwrgXe3zKu39NgDVQoiYlDLuV0AhxOEAfgdgKGgysxbAbL/fGQwGg8FgMADGCGUwGAwGg2H74lsAb0spp9q/UEqoJgA7g9zZdKTL/tzW87FO9fg+CCsB7CCEiGiGqB0BLHA5/rcAlkgpd8nyeK7/RwhRBVKNnQ3gGSllqxDiaQAiy2MZDAaDwWDYzjDueAaDwWAwGLYnngcwVAhxlhCiQr0mCiFGKCPPPQD+roJ7R1UA8ioAa0GxoQaHPFZfIcQVQogqIURHIcQeIcv7EUit9HNV1ikAjgbFdAKA1bYyfQxgixDiFyrIelQIMUoIMTHg8ez706kEwOcirlRRh4T6NwaDwWAwGLZrjBHKYDAYDAZDe4GzuvHrKfsGUsotIMPJqSCV0SoA14OMKwDwM5B72ScANqjvIipj3Z8BvK/iTe3pVxh1rKkgo9EqAF8DOCDMH5JStqjfHw5gHYB/AThbSjlPbXI3gJGqTE+rOE9HARgHYIn6zV0AOgc85P8D8Gu1v585/J/LADwGYCOA00GBzQ0Gg8FgMBgCIaT0UpEbDAaDwWAwGAwGg8FgMBgMuWOUUAaDwWAwGAwGg8FgMBgMhoJjjFAGg8FgMBgMBoPBYDAYDIaCY4xQBoPBYDAYDAaDwWAwGAyGgmOMUAaDwWAwGAwGg8FgMBgMhoJjjFAGg8FgMBgMBoPBYDAYDIaCEyt1AQpJjx495MCBA0tdDEOB2bZtGwCgtra2xCVpW5jzZjAYDAaDwWAwGAyGbPj000/XSSl7hv1duzZCDRw4EDNmzCh1MQwFZubMmQCAcePGlbQcbQ1z3gwGg8FgMBgMBoPBkA1CiG+y+Z1xxzMYDAaDwWAwGAwGg8FgMBScdq2EMmyHfPcdMG8esGlT8N9UVQGDBgHDhgFCFK5sZUx9fRxfftmENWvivtt27x7DrrtWo1s3U30YDAaDwWAwGAwGgyE4ZhRpaPPEYuo2nj8feOwxIJEIv5OPPgImTQKOOCK/hStj+LytWdOK++/fgIaG4Oft/fe34qyzuqF//8pCFc9gMBgMBoPBYDAYDO0MY4QytHlGjRpFb/71LyCRwPptwOqG4L+vrQAGdgHw8cfAXnsBXboUoJSl5c0lQEsCOGRnIKLEXnzennqqHg0NCWxtAZYFEJDt0AkAknj33a049dRuBStzGKYtBdZty1y/U2dgYv+iF8dgKAgfLgdWbAYqo/QsV5sWPAO3ukBnnx2BPnWFL8uyTcDHKzLXj+xJL0PxWbAemLWa3netBg4aXNryBKEpDry6iNpwAOjZAUgkgaHdgQGdSlu2QrByC/DBt9bn6hjVd5XR0pVpe6U5Dry2GOhRC+w5oNSlaZtMXw50q6Hn1c7qrcC7y9LXRSPAIYOBDmU2x9va2orly5ejqakp0PbxpFVnAUBFFKgwQYDaNNXV1RgwYAAqKirysj/ThTW0D1pagDVrAACvLgZWbQ338x/uTsYofPttuzNCfbISOO9Zev/sKcDYPunfL1/eAoAGS1+s9t/fsO7AEbsA8+YFa4gKzdoG4JxnnL+rigLzL95uvSwN7YiWBHDGk0BC0uebDgWOH17aMpUbazzqAp2TRwJ/nVr48vzxHWqP7AztDrx2ZuGPb8jk568Dn6+yPl+9N/CjCaUrTxBeWQRc9nLm+tG9gOdPK355Cs317wNPz09fd9fRwNQ2YDBsb7z9DXDxS/R+0aVAzBgRQtHQApzyBNCxEpjzo8zvb/wIeHhO5vrTRwH/76DCly8My5cvR8eOHTFw4EAIn061lGTwl5oRqkMFsHN5zFsbskBKifXr12P58uUYNGhQXvZpjFCGNs/ixYuBpiZw/6Q1ScqmAwf6//brDTQL0ZpUK+L+MZHaGvd/Yb3fqNmNFi+m0VEiQZKAeJJmXk4Z6b6vlxYCDa3W5+bmJKqqStsraVKN3C/3AY4YYq1/cDZw+6dAc8IoRgxtn5YEGaDOGAU8OAfY0lzqEpUfzS51gc55z6bXg4WkKQ7s2hO4/Uhr3Z/eBb5cW5zjGzJpjgN77wBcsz8w9b/AzFX+vyk1m9Wz/swp1P6e/iR9nr2mdGUqJPVNwIgewJ1HAcs3A6c9CWxtKXWptk82a+1MPGmMUGF5ch4ttyhPgx07p3+/rRUY0BF4+ARr3f730+/KzQjV1NQUyAAFUFvcnADqKoH+HYEVW0i9aWi7CCHQvXt3rF2bvw6MGZoZ2jybN28GNHmolCTb7lzt/1uWuya5cky2v1pSSuu9bkDavHmzekdGKAkgKrzPW4dKYOEGoDVB0tqvvmrCuHG1eS9zGPiS9axNb+D7dqTltlZjhDK0feLqPu+v3G8a25+9PGe4rutRk9nZZ7pV04CgGCQl1T16WTpWptfJhuKSlDQwGtodGNvbMlyWM/ys79wV6FhV2rIUg8Y49UN27GyFD2htA9epPaK3M/H21z0uKIkkqWGZz1dltkvxJFBdkb7+1F2BhxzUUeVAEAMUYBmcetQCVTF6jk2Xpe0T9PoHxdi0De0DrVeflFbHBdXVwLHHZr6UlJC3S/LP26ERigdCALDJQQEg1bmzD4wOOaQTjj22C449tktqXSdltFvfSMutW0t/vvjaRWx1Y636z7rhzWBoq/AgrE49g43mvs7ArS7Q6VhFMTqKMahNa4sUQlgulYbikwTAl6QqSmq1coef9RpbGI72GiOpodVqvyvUf2wxRqiSoD8fRskSjqWbyMg9tjd9dqpr4kkgZmsjenWgZVuerOC2OKr+mwBNdOdKNBrFuHHjUq/rrrsOADBlyhTMmDEj9P5mzpyJF1980fX7GTNm4LLLLgu8vylTpmDYsGEYO3Ys9t57b8yfP99126VLl+Khhx4KVV47N910E7Zts4JgHnHEEaivr/f8zcCBA7Fu3bqcjpsvjBHK0D5wM0JVVQHjx2e+evUC4GCEyiazXpkjQQFYAeCuzx2+11oG3ci96641GD++FuPH16KujnqC7M/NHcKWltK3ktwvyjBCqQ777ABxrgyGcodnoStVcM/Nxj0lA67LvCbrOqh6YWmAJAw5lweWwYOJCq29MRQdvX9QHWsbSqgtLXTfsCvUGOq+oKYdKnxbE8CcNVb7XaWMUK3GAFISmowSKmtuUzaRSyfR0km93JoAYjZjMgfvbsvnm5s4botFnqxQNTU1mDlzZup19dVX57Q/LyNUPB7HhAkTcPPNN4fa54MPPogvvvgC55xzDq666irX7QphhHrxxRfRpQ3FNTZGKEP7wGaESnX8Iy63uFof3U6UUJ2ryP1g0UZyT9PhU2cfMOkDub32oqmZStus5Jw5jQUpcxjc1A/De9CyvcbNMGxf8CAsFgE6VQF3f06ZdQwWXHt7CcYP2ZmWxZhllg5KqIgxQpUU/ZpUxdqGEuqez9Nj8dx+JH3u17F0ZSoU89fTkg1sPCA3SqjS8NZS631c1Vvz1gE3f9w2np1SwmrbySqroJsSyp4xrqIdGF7t/fJ8KaGC8Oqrr2Ly5MnYbbfdcNJJJ2HrVuooffLJJ9hrr70wduxYTJo0CZs2bcJvf/tbPProoxg3bhweffRRXHPNNTjrrLOw995746yzzsK0adNw1FFHAQC2bt2K8847D6NHj8aYMWPwxBNPeJZjv/32w8KFCyGlxFVXXYVRo0Zh9OjRePTRRwEAV199Nd59912MGzcON954IxKJBK666ipMnDgRY8aMwR133AEAmDZtGqZMmYITTzwRw4cPxxlnnAEpJW6++WasXLkSBxxwAA444AAA6Sqn4447Drvvvjt23XVX3HnnnQU517nSDudRDNsbVVVVQLMVPTGt4+9jhOLtEu1ZCaXOx9TBlK3ioxXAAQPVebNt52aE4uDjbIRauQUY0g3YsKH0vRC2G9oHe0O60WxqW27IDQYmrhmhzhoD3PQR8OJC4LxxJS1WWSFdDNI6xUyUKWGMUOWGroSqilKQeCe3yXKirhIY0Mn63L8TcNjOwFfl4VGRV9jl63CVWMC445WON5cAn35nfY4nKNvboQ/S5936APvsWJqytQUa48Dw7pZBtdlJCeUQ7F2f7K2tyPxNOfD7t70TbLQm6f/WVlDd2pSgZ7uDx/8Z2RP43f7ex21sbMS4ceNSn3/5y1/ilFNOSX1et24d/vSnP+H1119Hhw4dcP311+Pvf/87rr76apxyyil49NFHMXHiRGzevBm1tbX4wx/+gBkzZuDWW28FAFxzzTX48ssv8d5776GmpgbTpk1L7fuPf/wjOnfujNmzZwMANm7c6FnW5557DqNHj8aTTz6JmTNn4osvvsC6deswceJE7Lfffrjuuutwww034PnnnwcA3HnnnejcuTM++eQTNDc3Y++998YhhxwCAPj8888xd+5c9OvXD3vvvTfef/99XHbZZfj73/+Ot956Cz169Mg4/j333INu3bqhsbEREydOxAknnIDu3bt7n+AiY4xQhjbPiBEjgDWW3CWJAEaoKNXy20tMKCGAo3YBbvnYUkKNGDECAPDCC87+aroRqraWPnCDuKaBltFo6XvuXnFgKqOm82poH7ARqiICXLQ7GaHMTHQ6XBd4uePxd8VQQiWlpbZljBGqtEhp3QPcZny1jrIYlitJCezRP31dZZSUzeVuQAsLTwhy141VIiYwefG54hVaHjwIeH0JXZvvNPXtJpOh1ZOmOMVxi6p7+L4vgMv3SN/GKeNge1D/2V0J81VFsTueG9OnT8eXX36JvffeGwDQ0tKCyZMnY/78+ejbty8mTpwIAOjUqZPrPo455hjU1NRkrH/99dfxyCOPpD537drV8fdnnHEGampqMHDgQNxyyy34+9//jtNOOw3RaBS9e/fG/vvvj08++SSjDK+++ipmzZqFxx9/HACwadMmfP3116isrMSkSZMwYABJ6saNG4elS5din332cf0PAHDzzTfjqaeeAgB8++23+Prrr40RymAoCJrxKJmFEqo9x4Ti81HtMhuT5o7n0lIMGkSqqcoo0LeuuAM5P9xiQgHGCGVoP+hKKJ4pdZpZ3Z4Jo4QqRtXl5I4XjZjA5KVEn6Q6ZVfg2QXAtjKPr9aSyAxCzgPbmauA3foWv0yFgp+NVEBjtXxoDvCTyaUp0/aIlBSL7Ie7AyN6kBHq6EeAO460tvliNXDkLqUrY7nT2GqpoHp3cO5fx5OZsd1S7nhl3Hf1Uywt3EAT3qN70f9esZmMliMLbOyXUmLq1Kl4+OGH09azeikIHTp0yKkMDz74ICZMmBD6d1JK3HLLLTj00EPT1k+bNi3NcyUajSIe9+78TZs2Da+//jo+/PBD1NbWYsqUKWhqcshMVWJMTChDm2fhwoVY+M03qc/6TGdoJZRPVoG2iN0IxcERFy5cmPJXBvzc8awP0Yh1vpJJmfp9qWD7o5MoqzJijFCG9oGuhIpGyBhl7u10UsFQPbYR9jq/gCSROfCIoDyM99sr9sDkALCtjI25UlLwdLsR6vxxtPyinSXecFI2d66yApQbikNjnK5Ft2pLmVPfBJyihcF5Y0lpytYWaIoDH6+06phDdnaeNIonLYMyw0aoLWVuHPeCY9Gm2j9RnHZvzz33xPvvv4+FCxcCABoaGrBgwQIMGzYM3333HT755BMAwJYtWxCPx9GxY0ds2bIl0L6nTp2Kf/7zn6nPfu54zL777otHH30UiUQCa9euxTvvvINJkyZlHPvQQw/FbbfdhtZWcldZsGABGhoaPPftVv5Nmzaha9euqK2txbx58zB9+vRAZS02JTVCCSHuEUKsEULM0dZ1E0K8JoT4Wi27qvVCCHGzEGKhEGKWEGK30pXcUE5s3boVW7UHNRslVGowN2tWYQpZQjguCc+2sAvP1q1bsXXr1jQllD56E9roSQiBiDpZdneSUg+ovFxwjBLK0F5oUG60nEmnMto2MnsVk0DueGpZKiWUEEYJVUqktDq+Ncq9vLHVdfOSwzEN7Uao/sqT4+l5xS1PoeGYUPrA/PAhJrZjsflkJS3rKjONJFMHA4cMJrXLd8HG79sdK9V56VFLy9oK5+x4327ODEzO2axf/Lpw5SsUqxtI9dQUTx9+CdCkTGNrbmMGjgnFL3t2vJ49e+K+++7DaaedhjFjxmDy5MmYN28eKisr8eijj+LSSy/F2LFjMXXqVDQ1NeGAAw7Al19+mQpM7sWvf/1rbNy4EaNGjcLYsWPx1ltvBSrz8ccfjzFjxmDs2LE48MAD8Ze//AV9+vTBmDFjEI1GMXbsWNx44434wQ9+gJEjR2K33XbDqFGj8MMf/tBX8XThhRfisMMOSwUmZw477DDE43GMGDECV199Nfbcc89AZS02pXbHuw/ArQAe0NZdDeANKeV1Qoir1edfADgcwC7qtQeA29TSYMjIjudrhFKjFJ6lmLeOsschVupHIv9wTKgq9dee/xr4/njnbd2UUACdymSSzq3eiCST7qe5GBh3PMP2wLPzadlJqbLNvZ0JV0ue7nhFdCV2OoauJDUUH24PAWtipr78vBRSsEtOhc0I1bkKGNULaGlnxhl+NnRlc0XUGKGKDQe9H9cnPQ7UH6YA54wFHpwNvLqYlHh922GWxlzh53bKQFrWqEyc+vhk9Vaqe+wZq6fspPbRBu95PWNv2ngC1B5+vQHYsTPQpTq7/SdcQqboAcQPPPDAlOJJZ+LEiY6KIKdtmSlTpmDKlCkAgLq6Otx///2e5dPLwQgh8Ne//hV//etf09ZXVFTgzTffTFt37bXX4tprr3UtA4BUEHUAuPTSS3HppZemPi9dujT1/qWXXnIso75NqSmpEkpK+Q6ADbbVxwLgq3w/gOO09Q9IYjqALkKIduQJb8iJxkYAVMkltZlOV+tInz4AqCKMCC0wYHWWNWMZw+eD5exbbMEkU0ooD3c8ACkllED6ICpZ4hEVz5y6GaFeWWR9TkrgpunAWm+Fq8FQdrAReVxvWlZETGBYOykllMc2XE8Uo9ZyChodgTFClRL9mrBB96E57tuXGjY0O7mjDe0GrNqaub4tkwpMrj03lZHyjo/THuHzPbS7ZRAc2ZMMUIAVKN+ocZ1p1dznAcvgvVjz4GJ3u8OGpP9WCKqb7MaptkZnLQG3Pp5oi8Y1Q2Eox5hQvaWUnBR0FQDV5UZ/AN9q2y1X6wwG4Du6ZVju6hsTShmhAKBbjeYe0Y4DkwsBnDAi0/XAzR3PDp9KuzteqRMKSoeZ09R3arlVNfbz1wE3fgRc9EJRimYw5I2kJKM5123RCPDM/NKWqdwIFZi8GEooZFapEaOEKim6EapHLQ32yjUNOgC8tpiWdpcdgAa2Gxq9U6W3NZzc8SqM6rPopBR4EcttdYiWDIwnRcx1caZVSyQCALt0o+V72iiW24GuDnPftRWWC35bJWpzx2MSxghlUJSjESqFpIjHobprQogLhRAzhBAz1q5tRy2zwZWamhrUKAXTt5tpHbvZYd065x9pbndpRpV2aITS45LUxKwgrDU1NaipqUkbjPm54wHqfGnrS22E4sM7xYH53nBacqPXoZKWM77L3NZgKGeSNqUiK6JMh86C67JAMaGKEZjcSQkl8nfNnlsA3GiUnaGwx+ka06u81Rw8gXLgoMzvDh5MyxXtKC6PcccrD1qTZIASApjQF7j1cOC3+1nfszLPZGh1ho14HMttP+ViV99obePVXtXG2n7gd/1vda8FduhE/3WNaa8MinI0Qq1mNzu1XKPWrwCwg7bdALUuDSnlnVLKCVLKCT17FjgXpKEsGDZsGIZ16QLAqtR37Ky+7N7d+UdRS9se1QcF7dAIldSm4ztUWhLfYcOGYdiwYYGy49FnKzB5ekyoEmfH81A/8EwMd2D1cq82DaGhDWEfPE9SOuCtbXy2NJ+kDNJeGxXRHU8isx6NClqfqxFs5RbgkpeAmz4Cjnkkt31tT9gzFlbFynsgzSrtusrM77if09bddnSc3PEqlHrQGNyLR0vCikNWEQWOHgr01DLXsxLKyYArJXDh88CY262J4e2NlDuedg7rKoGbP7a28eq7AqRyLOekCX7o9WwsAnStAeqUqm7V1vKOxWcoDuVohHoWwDnq/TkAntHWn62y5O0JYJPmtmcwpJGq+0aNct5Ac9OLRmzueKVO95ZnJKwHvVYFR5y9xnk7vdEQttETnzJRZu54Kfm+Q0POLgyc3l4v9wsLClsugyGf2I1QPChdvp128p0I4o5XzJhQTtnx+HOutvvHv7Ler9xqXPyCYlenVZW5qxf3TZzatw5qQNeujFAO7TmrSYwaqniwEsoNLyXUm0spFuemZgqBsD3CSqiYdg7H9KLnef02+uyVVOfHE2n5VTs7f91VtsA1DcCyTWRoM2y/lNQIJYR4GMCHAIYJIZYLIb4P4DoAU4UQXwM4WH0GgBcBLAawEMC/Afy4BEU2lCHz58/H/Pp6AA4DCze/DCFSaih7jKOSW1XyjN7p3ktpCWeuUudt/nxXm5unO14ZKaG8JM1RmxFKL6np0BraEnYFB6sgXllYkuKUJUmPuoDhr4pRbTkdI19GqC3NNMD5nXKRaW8BqgtFhhEqVt7ueEmHGEkMx7Ka144Gqil3PO3/8kB+5qril2d7pTVhGf+c4O8enZv53ZOagfz+L/JbrrYC9y8rtfv4zDG0fGoeLb2UUENVDKln29BkqX0s4dQMd6pK/9yWlV6G3Cl1drzTpJR9pZQVUsoBUsq7pZTrpZQHSSl3kVIeLKXcoLaVUsqLpZQ7SylHSylnlLLshvKhsbERja2qJrMPQrxGI8oIleaOB7Q7lzy9072byid570x13hobXbPj2XHPjpfvEofDazbJroTS28i4MUK1K75aa80wtkfsMaEmD6Bl3ChgUqSUUB7bcJNQrMDkbkqoRA7Hb2wFpn0DdKkCdlDGSF0ZZXBHyvT7oypKM/LlKoB2ck9jOMbhu8uKV55C4/R/x6r4d4s2Zm5vKAytCW8lVETQ907G0S0twBBlRGksQ1fXD5cDJz8OLK2nvv+MleQhkE/Wqb5IhWbIO0jFdWPlpVd7NbYP0KkSaGjJb7kKib0KdRt+9e8I9Kmjsdf6RmBTCLc8IQTOPPPM1Od4PI6ePXviqKOO8vzdtGnT8MEHH6Q+33777XjggQcAAPPmzcO4ceMwfvx4LFq0yG0XhgIQ89/EYGg7cCWYqvuCGKEiVqpUABTMvF+/ApSuNEhpnYZYhGYiNjenfw84ueOl70dXQukd9m3bkujWLe/FDgwbEJ066TG7EUordyGNUN9upgFixyr/bQ25s6EROOwhCtb9zKmlLk1hcHLt6lBR3vFsik2q/g8SmLzQhYFzYPJoHoxg/5wBLFhP7w9WA5swHfntmaRMvz94QmXWahr4lRtOgbqZWATYZweKD9ZecHI/5Mxi5ew22d54Yh4ZC7w4fIhzaIctLUCfDkDfuvLM8PbQbOCjFcD+9wPfHw/c/Tlw5R7AFXvm7xgvKYVyZ60PyEa9Vnt4CJf2qk9HYGG5GV6vucb1q0QC6K2510Vr4Whh40i9Uql3k1EANcGO06FDB8yZMweNjY2oqanBa6+9hv79+/sWe9q0aairq8Nee+0FALjoootS3z399NM48cQT8etf/9p3P4b8Uo4xoQxtiNUN5TWDGKooSj0VT1JMhS1smFm+PN/FKin2gdDJI9M7BroSSifTCGUFJm9otQa/CxY0o5RIj066lzteoYxQW5qBfe4Fznq6MPs3ZPLFalrOXF3acrixqTn3GU0nI1RYV6K1De17IBfGHa8YVigndSmXLRclFM+y/2Iv2l+/OuCuz03g5iDY28MTR9JyXZnGJvGaZAGAAZ3aV3ICJ/dDdv0qZ7fJ9kRS0qvaR6YQi2T2o5riwGffUczCfGYCzSf6JOzdn9My389/ZRToWg301Qx50Qj1U/k+5ibA7dkWoHPZVlzW7PeCVzsMWJO0XjEcnTjiiCPwwgsvAAAefvhhnHbaaanvNmzYgOOOOw5jxozBnnvuiVmzZmHp0qW4/fbbceONN2LcuHF49913cc011+CGG27Aiy++iJtuugm33XYbDjjggHAFMeSMMUIZsubD5cCku4B/lYNjpC7nQUB3vDhZUVg2nJLjlpNVLQ8kkV7Jd6oio5vTIMgrO9769XSCOA5FuWSXS2XE8nDHc8qOVygjVL3q4Hyu4le0JNr3wL/UrGkAzn3Gf7tSkZTAvvcCI28jI1DW+0HmPV4VDa6EWrEZmHAX1dmt7fR+9OvUA5o7XsFL42w4ZGN5LuqVtQ3Azl2t4LXjlZv1KU9kv8/tBbsRqpuagS9Xt5eEMmS6dWU6VLav4L6O2fGUEaoc2tFtre0/CQAbPdhA60Y0kmlk4kDa7G6Vi7G9EMST5MpsJ9/PUEsC2Klz5vrKqNX++mXHmzqYluWoJnMi7KWurVD/PaQR6tRTT8UjjzyCpqYmzJo1C3vssUfqu9/97ncYP348Zs2ahWuvvRZnn302Bg4ciIsuughXXnklZs6ciX333Te1/RFHHJH67q233gr5Dwy5YoxQhqxZobIyfV7iYJF1dXWoi9GUTeDA5ACwyy4ALKNKqmNR6iBHecbe6eaMOvM316Gurg5SWWac0onr9OxJ53hQV/rMDWlLS2nPVxB3PKfZuEIFJtcHMxc+D+xyK3DYg4U5lgFYrQVkHtylZMVwZWMjKaGA3GK32GNCAdShDaoOWK862RubgPnrsy9HOZNSQnlsw3VcMQaSTofoU0fLT7PM7dscB15fkq5SuPkwqus+Wakpeg2O2ON0ccrwch3oJaVz3B2mKkoD6xkri1emQsL/Q1c2pyaTSmyE+nA5MOJfwM9eK205Cg0r6/jZcCMWyYxJuEGpNI8fTt+XW3ean/MzRwPzLwbuOJIM+i98Dcxdm7/jNCfS40ExFVo2zpQRymUfAzrRstT3fSERAqGtV2PGjMHSpUvx8MMP44gjjkj77r333sNZZ50FADjwwAOxfv16bN5sUgiXK8YIZcgarsxLHeB5yJAhGNKRNK+hYkL16gXAIVtROwtMbp+NP4Jsb9hSNwQ777yz6++E7dxNnEi5VblDyLanhobS3gA8oHaLmQEUTwn1p3eBQzWD0ysqxqEJqFo4uB4a0LG8gqBKSQkAdvu3tS6X4KdOqprKKPC2w6yuE7rRdVM7NVRIn5lloPQxoXbvm9s+N6rYTxO1sIWxCPBblSXPuCx5Y48JxS4hd31emvL4kZDObRuz3060LBdlcq6wQrCrFiNGCDK2lVoJxZngnvgK+HhFactSSBZuoCUHvncj5qCEunsmLXvUUt1XbokztqlJwlG9yJB/2BDgZ5Np3RN5TO7gll2wMmIZlbwyOwOZSv5yhy91VYzujZACp1Acc8wx+NnPfpbmimdoexgjlCErPlwO/HYavX9raRnIk93c8bxQkbb5IWjPSij9dPRVMulNzelGGT1+id0ABQCVlbSOG9a4akhnzy6tLwCnp+5Zm/kdl5WDROq3qdPs0iuLnANtBsUrHXE78/IsG1h51q0G+G4r8E19acrR2EqKt0P/Sx3zVVuBa95O3yYXA4GTQSOeBOqbghm3dKPrZ1mqcModv069/l2xsuNlxNbLUYnF8UzsxqzKMnJZKmfsz1FdJdDDHhS3jEgkvY2q3VXZ21P7slvfzHhElWVghNJVhic9XrpyFJr3lGJ3SFfv7ZxiQrH7Xf+OzkaqUrNNtZU12v11xC4Uvymf91eLmxEqak3g+rnjsZKqrRihuIPdqQroXhtwHJYl559/Pn73u99h9OjRaev33XdfPPggzQRPmzYNPXr0QKdOndCxY0ds2dKOMji0E0x2PEMobpoOPDkP+GZT+vqWhH8Qw0Lx1VdfAZs2YQRCuuOp7Hic9a09G6H0Rk4ImuF65cOvcGRnCaALgPQBk9Npq6ykE8WzM7PXAKNV6mQppaPhqhhEI+SG1d3BCDVOZTtqUmoZLyXU5mZynwOAV84AhvcIX5ZetcBy1c49eTIZRK58lT43l/AZac889iUt99kRmLUGWFwP7NSluGVobAX2uteKK/Hf2cBeO9D7XboBj58EjL0jt0x2Epkziz/cHbj6DTpuP59MRrrRtb3O4qfiw3lsw3VhqZRQQYxQby4hA+Y/D7fqWGZJPS3tmTerjBEqEEmZOft66M7Ag3NUWnqHgWMp8XPHK6Z7aTFIuii/IgL4zyzgd/sXtzyJJPDqYlIebinTuGH5ZlsrGRLsdY+dqMjsRzW0AAcMpPuy3AKTtySAg/9D7+0qLz1WU76O5WSEikSA/30J3DDV3wgVKxM31DQ8suM1NFB4hJ69EFgGtX4dUFMBdHaIn+XFgAEDcNlllzkU7xqcf/75GDNmDGpra3H//fcDAI4++miceOKJeOaZZ3DLLbeEO5ihYJghkSEwzXHgxo/S1/XvCKzYUtqGprm5OeVCF8odj5VQ7dwdz2kg1LsDENvajOZmq+eqD3KdTluvXlRdVDnUGq2tMqWUKjZJaRkS7VTHyE3Lno0EABZsSN92/Tbr/ZWvAi+dHq4c9U1kgOpZC3xvBDCqJ6kV1jQA/+99ig3U18dQYAiHlMB0ZVA5eiglSdhWgtguT80jQ9DufSnWz4L1wG7KAPqLvalDD+Tujmd/Ljmo8otfAz/Yzfv3+mAhnwPWrS3AzFXA5AHeg+ViEModr0TZ8YIYoc57lpZz1mYOBF9Wqk57+nSul3MxdLZ33O6POvV8frAc2H+n4pbJj4RD+61TTKNqMXDqrwDk3vXd1sz1heaDb4GLXqAg0/bJ13jSMhS0J7a0AJ18XPEAZyVUQ4sVkDsaKa/A5BsbrXq3b136dxV5VNpJSWEihnXP/K5bNbBchSjyM0JVtjElVEqJnON+kpLuow6Vmedm69bMSmDKlCmYMmUKAKBbt254+umnM7YZOnQoZs2alfqsBye/xsOwZigs7bD6NBQK+yzQ7/YDzhtH78umoQmTHc/NCNXOlFBOg9fDh1DnIW0g5nMNu3WzrE9DuqVf83gJBz5unVamKmYN/vW/aHdJ4vhNALC5KXw5vlZGrTNGA7/axxoU9lKdnRcXht9nufL2N8CZT5U+Dsn89WT8O3RncqsBSmOE+qfKEPr4ScDAzsC3m4E3l9K6mhjdnwKZg5gwON3ne/Sn5aoA14EHC3WV2Xe2//UJcOUrNJP7/Wfpufr7h8AZTwHvf5vdPvNJ0l7/O1B0I1RIJZSe2MDJffPLtcCOnYGhtgGOccfzh58/+zX53nBabi1DpYubMojJCCfQxrHH7GIO27k09/a/Vawwvnf27G99d9NHlJin1HFR84mUFBupLoARym5k2thISmRWGcVEed2X3A/8v30pJpROVTR/xp7F9bR0ilF50CBaJmWImFBtpE5PiQDCWKFE5tBjQyMpfttT1k+DM8YIZQgMd9B6daCKdMpAq3NU8ngEWoa3wLA7XjtXQq3dljkz0aGCzpXeqfNzxwOA6mqqMqI2mXWihFZIJ/cKnaqYpoRSxXSKH7VMdTKP2iU7xQoPHvfdMX39ISrNbluZzQrCzR9Rpre3lgCbsjDY5Yt6dezTR1lZLteWwDC2tgHoV0d1SedqMtL9fTp9xy6YEsBri7M/hpMRqks1DRaC2M35/qutyG4wJyVw/Qfkjv2z1yhD26KNZHADgHXbvH9fDLgW8uzYFNMdD+5KKLc2840l1nu7qmlDIzBvPc2m22Ej1NYyzfJWDsxR8f52sLl+pBQHZdj0J5PeRqhixjgrBm5Gt+oKMvYU+xrZ1Ve/3hf44Dx6f8vHwHGPAg/PKW6ZCgkn+ujsUMfYiYn0ycx5KkkMZ3WLOCilSgn3A+0qUoAMPvkycnLw8+OHOxxHq2v83MftiXXKHaeQAX4I/qEGjy0aWttPvWZwxhihDIH5cDktrz0QuOcYYHBXqwNUciWUzQgVxh0vajdCtSMl1IrNpGCzz8jUqAG7PshJD0zuvL+qKvrCPgMWL2EKFKesYTpV0UwlVNeaTBl9c4I6J33qrOCVQXl6nhWE2j6DyLNZ8TIc4GQL30+/eAM48uHSlYOva8cq67w/PLe4ZYgn6d45ZVf63MXWeefP++5oPXfZ4NbBi4hg9S8PBjpkaYR6d1nmuhe+thR/5RAvJYg7XjHdl5zqJq8YPlICf3jH+mw3hnNg5GOGZf62M2d5+yy7sm4P8CkfbVNBVJRQRdYUpwmMDY3OA66Eh7s50P7c8dzcDzmQdLEzoG5qsiY4AGCX7pnxJ7e0o2yjjcoIdfRQ/21j6rnhuoz7k/uoeIishFq8kSYueKKvVHB9WuUQqymf7njcHjvFANWDjfu1V2wcbysxHJ2Uv4F+57J+UxPdO4b2izFCGQLDWchGagGb2YBTyphQnTp1QqeYJjdAOHe8jEHBl1/mvYylglOxswSY6VgJbIt0wux6a0pIbwjcgozHYsoIlaGEykdps8NNvs9UxWgALSVSfzLmEDCzOUGdk5oKcukKMwNz+StWwOBam6GBOx3lNCOYC1ICc9dan1kJUwq4U1kTow7fLt2cO5iFhBVwbARj156OlcCjJ5DrKkCzw7nM6rkZW6MBXR50JVQ2WfqcXC/nr7M6yi+Xgbtp6jwEcMcrhpuIZ2Byh+2/3UzK1T0H0HW1XyfOquSk5BzTmwyMry+xMugZ0km5a9rWV5ZQcXDEQ8DI24DxdwL/+Cjz++aET4yzdhaY3K2eYyMUu70Xg/omqvd6d6DPHSqonamOAUcMsbZrL+cesIx8NQEiBqvuYKpt4PqKJyYiEarPDniAXLhfXZS5j2LS7GGEqoymu0LnAt8PToo+3cXOLybU4K60XFjEez4X8qVa0p8no4Zq3xgjlCEw21pJJdK/k7WOA9GWshEePHgwBnegXkI27njcUKRk1w6B79oqfF262VJQHzYEWFkxGC0dB6et93PHSxmhIoAufmpoKJ0Vyi8mFF/fVVs1d50Ivdcbt5YEdZ54UP2eg/IjCL06pH+OCCpDSzsxQjm5Xa0pUWwo7jDzjOPY3sWPCfXC17TkbGUdlTGqSzUZE5igxiI33IytkYD7/XQlLesqszNC8XnV3U1fXwLMUPtdVQbVZur5LiP3paCByT9aAex7H72/eAIpNe3um+yK5JTBLSKAC1Rw+o0mloYjbsqDUsbTWqTN9H/ooHh4ap73JF97jAnl9PyyMf+TlcUrC8e5G9SFlnrihduOBJ46md63FXepILASKohqt6fq67CXBD8/bOSxG2HqS2wc/2I1LZ0USkkJfLwyt+Qh+r4A5/s4VdcEUEL1qAV26ws8M79tGGLWZ9HuOP11++PUXuo2QybGCGUITGMcqLVV3lx5los7HhPIHa+SRousXNnIsW0qcvCZKTPcBmW1FTTTpcvInTI52YlGLSVUc9waFH31VekCA/kZoU4cQcvmhHWbxBwGgk1x6jxNVaqxbBQ+O3d17uA4ZZFpq7Ax4shdgAl96f1bS0tTFg4uz7O2HSqLH1yY642pyp7bSbnf6cZ6ILjbnBtu93lQIxS7QvTqQNl5wt7fPDj5oS0LHwfsLQcjq5vSRScVmLzQhYGz4TBlhLKdr/u/oOVP9gT22oHUTgvWA29qMaK4vq106blxNqZiuyy1FdxisJTKHc9uXJq+PNP9JCosA4wT7U0J5eaON15lGy2mWzsrZ47YhZZ2o8pufUnZUo6xxLKFlWZO/Rg7PMnC93FKaaR+y0a73h0oQ+wtH+evnNnARih7TDgA2LUnLfPRf/AyQqUpodQ6r2FKdZTaqpVbci9XoYlGLCNbGPSqq77JylTNWYWDGOCkpN/lw4hoKB7GCGUITENL5uxItAyMUHPmzMGczTSiyiiGV+0+iKwNlVFK15qq6NpRTKjUTEvaOgkpJYa0zsHmRbNS263d5q+E2ryZelvc0PBAtpSzNBL+2fEAapy4mNw50u/bZqWE4qCaDVkoauxpf5nKaPuJCdWgxYy49XB6X6oBELsId1VKv9oYuaDOX1e8MvDAlWM/je8D/HY/ip2nE43kVrUkXYzEduPW2gbgya8yg1pL0KCJlUzf1Ic7PisQ9hxA/+/2I9O/tx+vFLChLUhMqGJYoTyNUNrxNzaSom7/nYDL9yCj9X+Pp+/YzRewDH1OSijAap+NEcoFl8FhqbJQ3ewwKD/gAWD2autzRNBz64bXvd4WkS6ByUuhVuMB7ZBu9EyeNSZzm4QEHpnbftSHb39Dyx0dDDV2Yrb+f7NNCcXPW/9OwChl5CnlZNybS4Hd+5JHh50RKsxIPsYynkYoPTB5gBiGJ6lYk21Fbdch7By+QFpbzJOcA7tYRij9rwsh8NOf/jT1+YYbbsA111yDxjiwYgtN3BTjHquvr8e//vUv1+/dyunFs88+i+uuu85zm2nTpuGoo45y/G7gwIFYt66Ind88EMDWbTBQw//mUmBiv/T1PJgvpREiHo9bgcnDxISqtQJrpAXaTiSyj7BXZjjFSHn88XrMnduIxmXr8GErcOjOvVJBhXkg2dTkXItXVQls3Uqdsg+XW5V9Ka+/X0yoatXoN+tGKNtAsLGVZqH329FSxoWJD9Czlox4v9vf+ftYpDyUIvmAOwkdKqyAuaUyQklQymyetZ3YH7jtU8rSM6yH50/zRkuCBkjckYxFgO+Pz9wuVyWUm7E1KtKNW3/5AHjsS3Lv+sMUywgbV1m2xqigzGHjBs1WmcUqotb/O344uQsB5WGE+lQp47rWuG+TiglV4LKs2qqpazWcYkJd9z4t9dh9vdVASTeMeLnjAVbd9cpCSzlisEja+wcKNnA8PAe4ZFJxyvLuN8BNKgbUR9+nNuSpecBPXwOOegSYdREFm+fn1o32poRya8+FoOtUTCMUG1UGdgYWXJzujsckJbkh3fIJGefbMi0JajtG9aL4in6kJvNUZfY/FU6V25wzxlDbfNEE4Nn5wAfLKXbgUQGCnueb5ZtJ5WRPSMPkcywTxB3vnWVW6AYvNQgb+srFCHXNNe7+sGsa6Hqz8SgIGxqpTe5aQ+d+TQNdi1v/0i+V/XjeOmB4Dzp3VVVVePLJJ/HLX/4SPXpYnTzd8NSScL/ObsTjccRiwU0ibIT68Y9/7Pi9Wzm9OOaYY3DMMccELkMxCHtewmKUUIZAcODBHWwuJqnseKWuIN3c8bwQIjWKzhggthM1lFeMFHZhaklYFfioXpnb6ey5J7WadiNOooRSuKT0rshSSijNHc8ey+xnr9FyfB9LUvxgiLTLEQGcPBIY2t35+/bkjveKCi5aU1H6eCStCev6Atb9W8xsRc3xYBL0aK5GKLeYUBHLoPHSQhpEADQ7z9cKUKnPI1bsKj0WTRBaEsBJI9PX7ai1B01loPSriFCGy94dPDYqUkwodqsaaFMURLTjr9oKHPQfulYVEeCM0dZ2KXWOVm/w+wqXCo/r9Ns+Da902x5wM0IJAQzoCCzfUrx6eoYymE47m5QZ0Qhw4kjgTHUPLNtE5ZXwHlAVM9B+MXBzxwPovi+FEqo65myA0llboriI+YT7+UMDGKAA6760J0fupOIi7twV+PneZJRgd/Vfv5V7ObOB3ezOGev8Pd9y+RjLeBmhJisXxnXbgimhYjZDX7mTj6l7Ph/6vvj5isViuPDCC3HjjTem/WZDI7Bh3Vr85PsnYJ/JEzFx4kS8/z7N7nz88ceYPHkyxo8fj7322gvz588HANx333045phjcOCBB+Kggw5CQ0MDzj//fEyaNAnjx4/HM888AwCYO3cuJk2ahHHjxmHMmDH4+uuvcfXVV2PRokUYN24crrrqqoz/4FZOAFi7di1OOOEETJyYXs777rsPl1xyCQBg0aJF2HPPPTF69Gj8+te/Rl2dJd/bunUrTjzxRAwfPhxnnHEGpNaZ+ctf/oLRo0dj0qRJWLiQssUsXboUBx54IMaMGYODDjoIy5ZRwNtzzz0Xjz/+eOq3fIxp06Zh3333xTHHHIORI22dvjxjjFCGQPCs+aE7p68vB3c8AJYSSn0MpIQC0oKTp9mdWsog33ge8Grk+qnEeIs3ZgZIHDXKWUpQUUEbsAKGr3ups+MFccfb2OishFq8EXheBZf+0QRadq4K55oRT3obImIRmolrD3AQ8l17lj4mXGsyfYDGnd+lm4pXBs6q6EchA5NzB/XFr9O/05U4rKjoqtwGXw6ZqWhba2aCgyv2pEH0jyekG7NLRUJmZqe0UyxvPN7/6N7Ox09KYNZqK/PRjyak38v8Xq+HuB12q2uGdreu75b20YTlldSkjMN3p4yiZbEyeG1pITXpoK7p67mP1RS3nicvJZRboPu2StLFHQ9QSqgi1jErVByeqgBCgGcXtI3g0V5sVfULG4z8sGfHTkpgyk7O7VTvOpok2thUmnaiWTMoOuEUoiFbvPrd3WrImBpPOnhuOBBzmIxor/B542vUocJqz9Y3Wt9ffPHFePDBB7Fpk9XRSySBv/zmcpx54ZV49s1P8MQTT+AHP/gBAGD48OF499138fnnn+MPf/gDfvWrX6V+99lnn+Hxxx/H22+/jT//+c848MAD8fHHH+Ott97CVVddhYaGBtx+++24/PLLMXPmTMyYMQMDBgzAddddh5133hkzZ87EX//6V8f/41ROALj88stx5ZVX4pNP0stp3+byyy/H7NmzMWDAgLTvPv/8c9x000348ssvsXjx4pQRCwA6d+6M2bNn45JLLsEVV1wBALj00ktxzjnnYNasWTjjjDNw2WWXeV8IdV7+8Y9/YMGCBb7b5kLZGqGEEEuFELOFEDOFEDPUum5CiNeEEF+rZVe//RjyAwdH7Vydvt6uiCk1GZ2AoEaoiK3xufFGYEMbyYvqgVOg3u++I38qHlCub8wckNXWOlcNemBywDLclVIJ5ZbSmeH/+eS8TCVUQgL/nU3vH/qeFVPleyPCxVWxG0PsNMaBd0Nm22tJlEfGMTtbW4CRPWmwX2p33NZkuiqEOy9PfVW8MrA7nh+RSG6zmRLODbZu3IonySDG6cN1RVhS0j3aoZKuX5jGvzVBxjZ7vIeIoEE0y+9LnYLbawDL6EqkQiId6l6AmiQBKqvuEjllYOZ2FZH0wcfTyvWxs4u7Q3UM+Mdh9D6bDIh24kngF68DzxW2H1o03JRQAHDCcFo6uVAWguWb6Vm0w3VYc9yqL7zaltT9nN/ilQyvSaViu+Nx5lOv/sXPJlvvw7o4lxsb1L0f1J2K2382KsV9+kHHD6NlsTPYApZS123CKJrHdiHhYYQC6By1Jr3rI31boO0oobJB2pZ8OmJRCiLfQ0VOSQUs79QJZ599Nm6++ebUPpIAPnr3dVz3q0twyN7jcPQxx2Dz5s3YunUrNm3ahJNOOgmjRo3ClVdeiblz56Z+N3XqVHTrRtK/V199Fddddx3GjRuHKVOmoKmpCcuWLcPkyZNx7bXX4vrrr8c333yDmhoPf38Np3ICwOuvv45LLrkE48aNwzFaOXU+/PBDnHTSSQCA008/Pe27SZMmYcCAAYhEIhg3bhyWLl2a+u60005LLT/88MPUvngfZ511Ft577z3fsk+aNAmDBg3y3S5XytYIpThASjlOSqn0CbgawBtSyl0AvKE+G4rA0npajrC5tkZsMyFF5X//A+65B10++ABd1qxJ+ypVp/sZoZSva1SpCVoT6r+0tADPPZf3Ihcdh8aQDUbVsY5oaOlIkn/bdm6nLWpLvVsOSqiET0yonbtSxyMqgDlraR037Mkk8LFKi727Fvy1Q0X6TLQffp2v/XcKth+dK18B9ri7/LKirG6wFEeljkcST6THxxGCYkT5uU7kk+e/do/Ro8PueNl2coNkx1vdQAam246kOvDp+dZ28aT1+4GdwxlZWSlY5zBoBoDj1ODiRy9awcFLQSJpqTTdKJb7kpsRCrCu2cOay6898yxA95VuhKqM0munLu7H5UFWPmJ0LVhProKXvNS+MoA5PUfsplqMAXJSkqus04CYjVCNuhIqiBGqnVihvIxQFVHLMJQtd38OXPVaMGVyVRSY1M97m0snAbcowy8H9W6r3D6DlnbFqxupfhT3A5Pe9yobXcPE28wXfkooYevT5oKfm11KCQXv7YC2pYTK9dRxBl77+eDYWZu1++aKK67A3XffjYYGkuZLCchkEk+/Nh2PvD4T/3llJr5eugJ1dXX49W9+gylTDsCcOXPw3HPPoanJmmno0MHy3ZdS4oknnsDMmTMxc+ZMLFu2DCNGjMDpp5+OZ599FjU1NTjiiCPw5ptvBv5P9nICQDKZxPTp01PHWbFiRZq7nR9VVZaVOBqNUlxkhdAGQ8Jn/BuLxZBUSoJkMokWzQNIPy+FpNyNUHaOBXC/en8/gONKV5Tti4ZWClTYxa6EyqOENTTffQcsW4aBa9ZgoFoVuhiaEqolQbE0nlSzzfjmGyCeh558CXFqt6IpqUBffLe1L5IyM3W1uxFKueNlGKFKHBPKx9Y4vAfdwxynhYNuLtxAAZePGZreOWHFhz1dthtNcfc4LQBl3PNTaNjhgf+GImbdmbsW+N00YNpS5+83NNL5YuUP/+VycccDgBE9rc5MMdjWGswIb++wh8VN8cfx7LY0U2Buvg9711G67bs/B+7/grbhMtRUhDNCsSKPjU12elg5HvDSwuD7zTeJAEoortuK5Y7n5kL58QorLhDg7EYYs6V/b0lQUggv+NnMVQk1fTlw+EPW54tfym1/5YCTMpjh818MIxRnUtMD0TPcDjXFrXp1e4oJ5deeb23JzeD2h3cobt5bS/23bUm4x3nUGaeSAMxa4/x9Iln+Spb12yhYdpfqzMlmN7iuTSmhpPe9yv2qT79z36ZQNPm54+XRCJVS3LspoaJ0zvg8eA3E7cHfyxqfCeGg2JXlMRXLUjdeduvWDSeffDLuvvtuAFRv7HvgIXjgrltS23z62UwAwMq1myA79oeUFHfJjUMPPRS33HJLKsbS559/DgBYvHgxBg8ejMsuuwzHHnssZs2ahY4dO2LLFv8ZYns5AeCQQw7BLbdY5Zw5c2bG7/bcc0888cQTAIBHHnnE9zjMo48+mlpOnkwyzb322iu1jwcffBD77rsvAMqm9+mnnwKgzHytrcWXKJZzdjwJ4FUhhARwh5TyTgC9pZRcfa0C0Nv114a8sq3VuZNcDrNwm1VK9rF9QmbHA9KmzTn1fGqGLJkEmptTaqm2iF3hBAAnn9wVt99OkiDBKgrbeXOzoKeUUJqSCADmzy+SD4MDQVxwairIMLGtBehXR0YhwAo+fsKI9O2Hq07Y8Y8Br58J9O3ovu9Zq/0HALpaBaBsH9O+Ab4/zl9FU8wZsP/MInXGzFWZ7kGAFSNjP6XsKnU8Ers7HkAd3a2txUlwyR3DU3b131Y33AYQTmWQlM4qH3bHq1euIBP70/JvU4EznqJBF0CKQC5DTSycoe7lhXSe3WbIgyjBikGQuqDAt0QKL1eLiMg0cDupzCodjFB+8ceqNHeuXPjRi+mfP/w2t/2VA14xWGIRunfeWgpcvkdhy8Eu4HsOyPyO74P/zrKCGAfJjrc9KKHOHE2ZJJvilut8LsfxI2i8vx07kwubm3L6mEfp2X3tzHBlLCarlFDjxxOCt5t2A0nCJ5Mj96sufolinxWz3XhI9fXcYgbmM7RAwqOeAaxENeuUe1lPD9EJ929KHW+RueYad2ngrNWkWuoTXNSDxRvpWRzSjcZem5tJzW2nc1Vmwpmf/vSnuPXWWwHQdfvjX27GH39xMU47aAyaWuKYvM9+mDzhdpz945/j15edg7v/8Scce/SRrmX5zW9+gyuuuAJjxoxBMpnEoEGD8Pzzz+Oxxx7Df/7zH1RUVKBPnz741a9+hW7dumHvvffGqFGjcPjhh7vGhbKXEwBuvvlmXHzxxRgzZgzi8Tj2228/3H777Wm/uemmm3DmmWfiz3/+Mw477DB07tw5wNkENm7ciDFjxqCqqgoPP/wwAOCWW27Beeedh7/+9a/o2bMn7r33XgDABRdcgGOPPRZjx47FYYcdVjT1k045j673kVKuEEL0AvCaEGKe/qWUUioDVRpCiAsBXAgAO+64Y3FKuh3Q6GOEKokSQsVseq4eWN4IdNHcQAK7422kkUD/jsCXax2+b+tKKAcjVDTV8H+N4d2BpNwlQwnl5tJiV0Kt1NyYpZS+8s9CEMTY0KECeGMJ0L2WJOHcUXpfDazsg4F9VNWxtYWMMj+ZDFfY/Wgfj+omKsjOx2W94UPgtcXk7vL3Q5z/E1NMNxieaVrvor7apGyNo1UWulLHhIonMo1QNTG67z9YDuy9Q2GP75etTCfX+HluMaHYwBlX9wmr/PbZke57Nq5varJmqauidI0XrA82079oI/1Xr+fsrqOBHzxX3JgtdgK54xUrJpRaOg2ohbDirzx6AinNutdmbheNANNXWJ+DxB/jQfOs1cBhQ0IXGwANeFiBWRkFjtoF+Ng9M3ebwUsJBVA/5psiuJN+p9rNAwZmfscJQyqj4WJClckYNWe8jFCspNnaUhwjVFPcXTljpyLi3FZPWwrMUQqpoPEDSwG3/SMDqqAAuk4CVna8uI873tDuNGHz6FyqX3qHMFbkCrfRg7o4f8+3XCJJxpC3v6GMx9kYyvjecjPIVUSs9npkT3c3dyAz7la54uV+HmYfbs8+jz/nLLcGHb1798a2bdvQHAfmrwe6d++B/z32KKQkxX51DNjUAoydMBnPfbAgZSD705/+BICyw5177rmp/dXU1OCOO+7IOPbVV1+Nq6/OjP7z0EMPZaxj9BhPXE6mR48eKcWSjl6e/v37Y/r06RBC4JFHHkll9JsyZQqmTJmS+o1u3OLYUNdff33afnfaaSdHF8LevXtj+vTpqc/8O/sxCknZuuNJKVeo5RoATwGYBGC1EKIvAKhlhvhVSnmnlHKClHJCz54O5lRDaBpaqAPq1BiXQ3a8ZglAUAcgdDFU+kl9AJA289VOjFD64DGSquUlohGZFhPKUkI5748DlvMudGPFtm2laSWDuONxZ/6lhdTg8/9b0wCcMcr53r7raFr6yfbZ7WWHTu7b6MbaZZvIAAW4p1FfsN56X8xBPbuifLuZDA92HvuSlhwYuZSuIPEksK6RpO06+w+kZVBXylzgQYe9DE5EbLPGYWiOA5+sdK7fOOC5k0HsJ3ta7+ubrfp6klJLOV1jJ5IS+P54720OHkT3Qz4CYmdLGHe8Qt+zXgaPloT1/aT+wHHDnfdR3wQsqdd+55OFE7Bm1f85w0q5HpY5Ws/qrDHkCrF8c2kNjPnALwbL+eMKb/RPJGliY3h3dwPHHv3Ts00GiQm1Pbjj8WA92ziJet3rVw/HkyrRQ1AjVNRZtTxvnfX+2fmZ35cLPFnhFCzfi1jEUsQnJRDzqX+nKBX140VMHgJQuzS2t0eoCfWMrdgC7H0v8Ks3gY9WOG/rh19MKD0wuV/ftSKHfkNbIwl3IxaPy5zOA7dLbJgWgtxKm+LACi32WzbjVCkpbEexs1t/+umnGDduHMaMGYN//etf+Nvf/lbcAhSJsjRCCSE6CCE68nsAhwCYA+BZAOeozc4B8ExpSrh9wR3ZHR3UgDxD904JAzJypdWaQIZbma9EZuBAADYlg/6TEvjIFgL97+lKAQFqCKX2GXA/bb16WT2y4T1sip3W0vSCk/BvyHV3qW2t6QPV00Y5/2bqYHI/mrXGu4PPbi9enVU9lfHFmpvLJpdsOvr6Yrrj6fFQ9M4zwy5crJ4plhJSSuCcp4FrtaQeHE/Bfm2GdKWlXbpdCLJRQmVzrvh+6OWglo6AzkGqLJqRYhdN5aTPUu+qlGxBz1Fr0t8tRYjiZ6+yE8Ydr+C1lYcRiu/ZqYO9666zx6arYIIoKTpXAVcp5eaSLA2xfA3vOxb4zb7W4D9shs9yw29wWFNBdWAhVXJblOLEK7h8ZZQGzWFiQm0P7ng80fPK4uz2rbelfs3qF6tpGcQdD7BcrOzobfmv3wq2r1LwjDKQealynIhGgiuhAGCwap//8oGV7awY+NWd3G788R1r3SdZqj/9st7xvZJI+g/C+Xx+t9V7u1KTGkOElELpmze2uj/7QlDb1uBQP/P51o369t3YQ2IERYLahGLGZgWAfffdF1988QVmzZqFd955B0OGZClrLnPK0ggFivX0nhDiCwAfA3hBSvkygOsATBVCfA3gYPXZUACWbQJOfhx4b5k1M+iUJWSsispVjAFfBkoumDJCqWwTaZWPX41YQaZzfRCZZmlf6+Sj13ZI2q1L0AOTWzGhMpVQzudNX19p63SVzAgVZDZJ63ycMdpq2Id2B0Z7RJb7/jhaesXPYeWHV2c1FUNLkmyY+XoDsNZBrdCgHa9Y7njNcXJhY3euTQ5hvhrjwPg+1v8pljvetlaKoXXHp9bzyQaz420qkuoY3e7z1qPg8KAmiItFLu54/JM9+jvsN5LujqcPWPffCXjnHG1bVYaOaqDx5lL/GVYpqQMfxNBWVWIjVCLpXxeUgzse87ep3vuwn/OFG4JdB3YNzjbINhs/qqJ0vk5Xhnqnuqot4RUTCiB3r4Qs7D3MkxZeGVOrlBGKXaRyjQm1YD2pftsCXu05x7vL1oKst6VJn3rva9V+ePUPdOzx25gHZtFk1h79qf1sKlNx/VZ1r7GRKChSWoruhE+WYIAmL39DcZHT+jmFxs8Ixc+RXqZXszR2ptzxXM4FK6GkxzZMN5UM6s2l2ZWl7BF0DyVVves1Scf1gr1dC9LWxiLhn73G1vaVFbYcKUsjlJRysZRyrHrtKqX8s1q/Xkp5kJRyFynlwVLKDaUua3tESuDemSRFfeIr5xl2pmMVBWQsiTveTtSL407dvHXKCKVXRAGNUHrDGU9qs1fzy1g/HQCnmV9dCcWzA/ZZDK+4Kn36qHMWLQ8jlJcfOaNfXx5YAf6piDurDoDbYO7vH1qBn72UULrLBAdFZ5wUR/pgr1hKKA46PkypZ/7nIJe3x8goljuefv7fUWqMhIsKSaj4W28sKWyZAM0dL0BLys9UNp0ar3gL/Ay3uJyPnboAfVXsDe7w8mz3Swv9O7de9b+dWDR7V5l8EEQVyaen0LWV0wSAHT/Xl1TiCNDEUFPAQSzHzwiTAVHHPojqrurJR+Zmt79ywW+2ns8bq2AKgV+WLsBSFL68iD53rHLf1ssdL54ELnwemPpf4LQnsytvMalvIhd/r2e4JpZ9m6j3V/zaLD7GUJ9slEzMwR1PSjLudK8BjlWZRZ0md8qBJjXBFKQt02lOWArJuPQ3qgBWLCh7XXbDh8DPXiuM61lQJVRDK7B7X3pl20ik+t0u38ciwCuL6H/6DVH6diQFdNjrUiiki7U720kdAWqn+Jp79cnZ1XydTZXk1D9yirHY2Bq8r9qaoEni+UWYzGxLuF3/bCmT29pQTry6GLhnJr3vWm013G6VYLYyx5zp1g3xJLC5Hog0qnKGLUdXmvapqaDBNwcFXcUDqSqP3l8bwGmGwIoJ1RlbmjunK6HUN14NY0UFfWmXn69fX5opg6T0D4aoD8w5CxLgL7X3S9v9j4+te9+rg6O7rfWpI1nx/06kdU6zgY9qgz09LW0hYTXj95SyqN5BfpxhhBJ07gtphE5K4BdvWJ/rVSfeq146aFBxAsCyQSmIgYbvwdeymF31UnBEBLCxyTofTmVhoxPf97EI8PQp9H6Fj9GI/2OQ8xlPUue6VCQDuIPwOSz0DGfQ2VkvIsLqnLMb17Eu8aN0ODbGxixdCFglwsWrqSCVkJPBvC3hF5h89760LGQK+SDKWTZCcb3qFMCcSU0EOHy3fLP1PC5sA1O2fH95DUQrItkbofTf+bVZYeo9wNkdb7NqU0/dlSZrAWDS3cD05cH2WUya48HjX+lM2cnqJyWS/jGhAKsPYc/gecvHwP++pFe+aQ1ohNrWSu1l37rs4xsGiQkFANvi/u7jgCpLGSjoqqursX79ek9DREhvvFR7zOpTr/NRFaX9b1KxEvkZTSVW0n5bW2GFLxAAuqo6JaiBs5RxjssVKSXWr1+P6urqvO2znLPjGUqEHoBNwj/uSbRURqjOndEUB2LKV1pWZ6GE6tcP6NkTkbVrccQuVLndM1OrgBJtW4vp1Om2suP1xrpGmlkMGpgcAGIxywiVlGS86FgFzJ3biNGjfaRFBSCIO54+2ItGrO39Mt9w5+rzVZkxPOyDWK8Bpe6KlUgCI3oAPdVMzTaHzoXeGXxoDnDyrpnb5Bse5Hasok6zk5KovilTycXuYIVi1db0snBnzCteSt864PPCFSlFyh0vwHTOQYNo2ZLFAMpLVNMcB+autYyITuejey3N6ukZpTjD4VNfAeeOdT92S4jB2JSdgGcXkOE0bIDbfJAIUBfwM/+/Lwv7XPkZPIKgZ9Vkd8vOAc4rD3jvnwWcOSb8cfkW1RWx54+nQeJbS72NIuWMn2FwTG+q8x+bC/xoQmHKEFQJtWwT9UeqY973NH/nNC5c5xJz57stwB2fAaeMBEaUUf4efmYmD3DfJhbN3oCc5o7n02a1eBj1naiMZLpxsnKwR60VugIA/jUjMyOvnaSke8UpK3UhaIr7K8Od6NeR2h+AVF9BlFDV6pw2uVyPbBMqeLGlJZg7HkB1Nsdly4aUEcrlXByxC6kt44mUM4YnVTmUJZ8MGDAAy5cvx1qHMCVJCazeAjRXA+tCtP0cbym5Bli7DWipBtZ4/L65hSbdVgPYUEPPx9YW6ptG1qXff1uaLa+W1hpSWTavChb3rCWR6cL8VRsw5Bea6upqDBjgU3mFwBihDBk8t4CWXappkFW2SigAjbFqAE0pg0jomFBCAOecA9xwAwCrAktZy9u4EYp73XonVo8JBUmd3fF96KOlhHI/b1u20Dnhgc6yzcCuPYHq6tIIK8PGhIpFSPW2c9f0gOVOjFDpiueuzcxgxc/JmaOBE0Z470fPjNaapIFFSmXloHRqSVBHfPHG4qXmfWAWLbtUkyFqsy3O23dbKGseGy+YiChsfB17QEju6HtljopGipNN5oWvaVkToCXlbfxikTjhFeh0Yn8Kns/Xy8kgdv1BwMxVwL47WutiEbrWM1dTp7+3Q9BzwN3NzwkOWD/yNuDqvQs3kHcjSHa8PsoVpEv+JvMc8XKhfOG0YKLdlIEBVvDfIJkYO1cBg7tYhquw8LOj16vHDSMjVCndLXMliGGwNgYs3VS4MsxWmQe9lFDcts74zl+t62aESkrgguetz/x8f/Ct5Zq3YjPw76ODlbsY+ClIAJXePsu6Xb+uvu54rHIN2K2JRYC3v0lfx0rEw4fQxNJbZwMHPEDbXfse8Iu93I02P3+dDOWfXeDsWpRvmhPZKaG4/Z+9muqpIAqSKgcl1FatH7QloPqbYwn5Gb5WbiHF72593bfR93HQIODLddmrj1L1p9uxWI2bBDoEmKWoihU3fpYbFRUVGDRokON3GxqBI+4ErtkfOM+nP6zz1DzgireAB44DfvAm8PdDvPvTSQnscy9dzxsPAb43ArjgOfLgmXNRuuvy298AP3ia3r97LnD8ffR+/sX+E9CfrAB+8Eb6ukdP8DceG8Jh3PEMGSzaQLMA3NjHfRrjUhqhPquvQUtPQPZ2GQgHSdVQVwecfDIAq3HgDj/iZaCBzQEnmWospZdegHF9yJLCA3vu/HnFhOrbl6wnnKmGG9x4vDQ3QZCYUPq9GxU0WH7zbEud4sbALkCnSmf5/xo1y3z5Ht6dGz4mQB00Dt7JSpF7v8jcvjlOz+CeA2jQsizPg6KXFwJv2pRO/Pzs0o0GYs0J4GMtRTHPCu1ha4QL7Y7339m0PGYoLe1GKCf5f7HUmTxQ2XtH7+0A6x7N5jHxUnAM7ExLdmFwGkgM7EJGVPtg5g9TaPm6h4vgW+o+CaKE0o1xH5bA5SSIOx4AjOxR+JhQXtdsVK9MY64TXG8ntMmgIO4bALDvTsDieuDLLHJrpGJCacfiuGIlSUKSLwIYOc4fb6lQCsHMVbQc2NV9m8NVIqRNTf6GAb5H7PXdoo00MOxTRxMlXG8uqbe22VokV++g+AWOB3Jzx5uhZTsL6o4XNBYPK1X0mE+bmikeFF/DwV2BK/eg93d86h1vhuvzlUXIipZIUln8BuZOCEH9zFWqf7BvgLaQJ+D0sAOvam7cbwR0Wb/iFWDCXf7PKhvO9/IwIOh1wuCuuamP2NDs1hbpRii/viugylLmQ5FEyPaJ4f/fEtDoGxHAYyqUBdcDnDnQrhrcfye65gcPouzu54+j9UEy3TkpVtvyBEy5YoxQhjTeWAJsbgEunaSMUAnrQXebgfUzQrUkqLFZXYDGtCVJt3DXGirDqq1ZqjKUj1pGkM82roRym/llNVRnNWvAA5wgMaFGjiQJAXfO4iU0Qm1spIGWn8FB70iGDfBYGQVaHDoAnDGvR4BZSt0dL67UGnWV1MB1cJBjtyTouz1VNqB8pudd3QD88AXgvGfT129tASb0pWt/8GBap8cR4cvLRg+m0O54POi97iBaNtuNUA7XMyKK49Mfl3SdgnTeUxkSs3HH81BwpDq66ktWIwVhyk609OrEc4dtykD//enufsWIyWUniDsegFRGnkISZEDtR1q94aNItnOCUm7+6s3wx3VSpHAH//1vw++vXPBLnQ5YbeKSjYUpw6ZmUuLyJI4TXJ9savZXQgH06NurlSbVPv3pAHouNzYBw/6Zfj8srgeeLaPcKyk3UJ84atm64+mGXL96uDVJdVjQ5/fEkenHkJJc6e2uP+O1Cav6Jjiit6fFMBR+pWJxZVNVcf+f/3cfF0WtzkjlAqq3O+s1w8Di+mBK5qfnU/vkN+HBfTXO/OuEva6LClIXX/qSfznsLFZ1R6cq5+/1JCVBjDZVMVLjF7rNygW+XEEmgXT477eEMPpW2MYeEjSh7HTsh08A7j6G3vNkcZBn6itlIH78RODD8+l9ObhEtjeMEcqQxo9eoOWIHla2j1zd8aYvJ2nxte/lt6wA0CIFamJW7IyNTbbBZ9AAasoIleGO11SmqUwCIh0GEwCw6650XlJBetkIFTImFGCdq1Jkx1uljDODPGaVgTwYoRwan8Y4DRCCDHp142YiabkH7r2Ds7GEM7lwpymfQZQfmeO8flurpc4aoo67SVM9uNUDhVZCbmomd1E2cPC1SHjUS4U2jDHxRPD7SQ9OHxa/wOQAnZeduwY0wiic3CLscMcriLFVN0IFdWPJJ8kA7ngAdXyLpYTKxQilu+N53e9OjO1Dg6ls3DgSDu0G/49CZo4rNEHc8ThF/UsL83/8pjgFCu/q0y3h52irTxwbxsklmuPtVEfJNZOPr7NqK3Dpy+RqXQ4EcsdzyEIXlJYEtdlB2oeWRLg6TDcYA1a9ObBL+nZdNMPEXBeV4uerrPfFSAbAZT0+QNIDO9z+p5QwQTLFClKjvroY+NcntI7P2y/3oaWfS+zSeuu937PKWUKrPeIv6e1GbYXVB3p2gfe+nYgI6rO4xfNKeVwEyI4HWOf26zKOScQqw7DNHT/rfA8Gqe+4DdT7gkHafZ7wfXaBv6qJ/0/vOmsigMv4p3eB4x4tXqiM9oxvdSGEGCqEeEMIMUd9HiOE+HXhi2YoNq0Jesh+uDswdbDljsdBArN1x2P/br8sTNnQIiOIRKxU1hEAw3toG3QLml+XRmMptymuXJYty1dRS4Jbp5sNSRHb/7WUUO41Ov9Wb0gBYNGi4vtp8GUa5RNc1Z4dLwxVMecZkMbW9EG3F7oBIq41mDGX2EVshGJjlZMRLFtuVZ0+fYZ2UxPFBuJGuiZG98IDmqugqxEKhTP4NLZS+udOVdY5fGxuenmcOr2FLJNOazL4/ZQy2ubgjuf0WKak/Ynws5DcufJSQvG9GMS4te8O1vugAX3zxeZmckEKUk5RBCVUPgKT6+54rSGNUABwyODs3Mqc3PEA4Ee7k1G4sQzik2SDX2ByANhrB3ouNhdAgfJNPS3T+igOVGvPjj02nxNORig2LFfFgNNHA8cOo8/jeme6JQWNwVNo/FLbA9SWz8/SMNOaoHopiFL2sbnhDMipiSb1mbPaHmhz+R/ZkxJ/AMB171NcLp3VW4HvPWZ99nKVzhdhDdw6EajECSGMUAAwTsUhvf4DUrTz7zkO51PzvH+vG+e+3ZQeOsAOG6G8Yjd214Ky96ylZ+aMUc5KdT+SMliimpaASqjTRtGy3NxndXhCeEK/cL9LZcdT1yiQEkrVj3zPJALEBQOsSdZbPgYue9mnXAAGdaEMe5W2fvi/PyNDcVvPFlsOBKku/g3glwBaAUBKOQvAqYUslKE08Iwpy2mjygjFKcXdArn6GaG4M1SIQWGLjCAq1My2U8c5aC9CKaE45fyXeuXS2kZ73HDvdNuNUHYllFdMqIoKkdo2IoB6rZPslbq1ELgpvezsoLmQhR2ou2VJeXRuMFcJ/ZjJpBUTCqB71T6bsrERWL4l3QgVduZ39VZrwKPT2Go1pLq66saPaMkdCCGoU6Ybv1yNUAVUHXH8kkFdaFkds86lpztekQKTB01JDTgYuEPgZdDg8xG0Q6sjhH/si+Z48Pu8p+aKESRjYD6QEpi12nIp6d/R/zdFUUIFrJu8sGfVBMINFGsqcjNC2ZvPndWczg0fht9nORDEHQ+g2e/7Zub32I2twJlP0/sjd/HeVp/cOCtAdsN4EnjGptjgfhe79l0yEThpJHDbkeSictsR1rb5iH+1rRU47xngSR/jgRdBnpnNLeSulc3ETLMyqAeJGRiJhDNA2APEc3+6zraPiihw/cF0LeJJYK97rQE8ACxQbkC79SU1zVdFGOhmY+BmeAI4la02YH33pwOA88bR+wUbrOuxj5rIcErYosOGpY6VwAfLgZMeT1dH6QRJILJTFwoCP/NCK3Zi7zq6jmGNDX7JclLxIQPGhOJnuDEPz2mh4OvPsQODwv+fxxFBJq/s7niJgJOBehxGv+eqNWkp2VJGKNv5f9jFq8AQnCBVTq2U8mPbujJ+FAzZ8rzqxHB2gVjEqiT71llZhez4GaEaC2iE2tAcQU0LUNeqZcfjSj2oCsq2bSxqm1XcWoTIkAXCzY2HYkJ1RSJJvgdhYkJVVVlfJiWpD5hHH92IO+5Yi0ce2YAFCwrvyhg07kosYjV22bjjObkrtCaDZ5NJU0JpszZOSigOVtq3zmpsw7rjfe9/wH73Z3bU16pg6r06UIecz98iJfPWBzzHDQe2aTW9m9EnKYMFeswGjoXFgXqPGGIZD1LZwpzc8QLMdOeD1mSwbGWAZeDORQnl1GFNGZKzUEIB1OnzijnWnAhuhAKsLFxBz0uuvP8tcPQjwI+VK/n+A/1/U+iMjoCWFCKHfehuvNkMFKtjlFBgU8iq2M21hrMW/WdWuP2VG34Dv5619Mxty+P809J6uhZdqikwvRe6u55bXBk7dgM0u1Lzszu0O3DDVKCfMtLuvaM1sfiD53L/r//8BHhzKXDj9Oz3keojelyfk1XspWwG5Lqq068/mkz6Gwt1uMj87HygYqd1cEkH/+cDrEDJn36nlVH9/pr9KG7Y+kYa7F70QrqxKp+EjTenk407Hm/3PeX+t6XZKkNEUBvip85jw2kvbeLDLcYWK4jcxjBM91qKL8twkPWwcfX8jFB8jloDJtJgI9QPnksPkVBOJENef4bPE8em6xygvotp5w+gey+IMa+2woqz6ucSHU9a/W9dCaX3G8ohY2FbJ8jtsk4IsTNUP1gIcSKA77x/YmhrSAn87m16P0EFb6uIAK8voRk8ryCa9gZ97loK5vegymrFjcXnq/Lb8a9vAlZtE+jQBHRppRtUSq3/EkZL3cFqyUb2sGWwasNKKLeZX/I+7Il4kvzYUv7cwnl7nR49LMvL4K7plf+8eU347rtWzJvXhIcf3oh58wpriEoNzgNsy7NgYdUiLQlg1hrn2WJ2cfBDz463qcmaLYxGMrOlcWds8gBrANFiM1T5sVxJ/P/9Wfr6h9QzuWOn9GM1xslFQ/fHr6ukgQnfQ24d1ZYE8FwWcROCcL9yB+TZtahmPHhjiXN5eDsgf4bvh2aTfNueaSzhI7u3E4tkF5jcSwmVigkVMC6CnUQSeMYjOPGGxnCudc+fRstiZUy9ZyYt1ylDqF154EQhlFBSAuu36SvUsXKwQtljyQHh7jd+no9/zHs7O6kgs7ayRwS5hjQn8hunrlgEdZFkQ4ebsiIb2Gjyj0PdY8UwQgBje9P7IEkPjh6a+Z8eVdnV3IxYnauAe1XA3tUNwL9m+B/HizeX0nLZJsq+mg1B3CXZbSqbbGG6Eco3O14IV2tAUzurz4vracnX0U5VjBIAAcDjX2rH5SxhUeDccfT+6jco7pGe3S+f5MUI5TEp5AaHBOBYrlFB937HKuCJr7x/yy7Burujm6IvniTjQ1gDyW596fkJG4vJL0GG7kIfpHngvuu21uyynRYDpziCQeDN2eCzq09oDUBLisRJakL0w+48ijLl+cGuu4Dl9fHQHGC65vZpsuXlTpDLdjGAOwAMF0KsAHAFgB8VslCG4tOcoIr61F2tIM882FvX6B37xt6gv7CAAr/96k2a+WN3PiC/Vvxn5wNSRDC0ByCFgxLKy6fMiZ5U+1VEbR3sljJ2xPbBrVMXiQgASXSvTR8Rd1Sdgqoq93Onx4vqWp2u5EkkgfeXUfwvKSU++aQhh9L7E9S9ArAyYwSN48Tso2bDdJelRJKOHTRwKQ8kbptBzwAblWIiUwnFszsVujteyAEfd+7sMQQ4jfJBquPGSqltDvGteKDEmV7cOqoT+wGdXGZ7c6EpTv+7cxVJ5QG6zlzX8H9zUunwo58vl7ybPiJDzYu2wVVrIrj7AUDPYTZJJL3cVHKJCQXQ9evocf1eXBjOYNOrA9CvLjtjWxh4wLHINkBwUx7oFCIm1P2zgN3+DRz8H1JOBhlQ+5GrEoqNULpaNQh87ZzKzoOEv7VBl7ygytneyuh9+EP5i3/FSqOwcQSDqG2FyHxGq6LUDvT1cE/VDVTvfhOsXE48PCd9cHxJFhnFgGAxofh8ZONC+MoiarODBCbXlRBBsLvjNcep7erncf5ZjaErUeNa+z/appjLh9ukE7kaoaS2jzATIfz/752Z7lJVFaV23kudx+OKqyYDv9iL3rudn9Zk9jEKzx5DfY0wkyp+CTL0MBhhlFBAfuOD5hPul4WdCEu5JkrqOwTpy7OqnPvkyYBKKADoXA3s0Q/4drO3odNuhN65K3kScJzUigjw0YryjtPVFvC9/aWUi6WUBwPoCWC4lHIfKeXSgpfMkMF7y4D/FkgGz7NKenrv4zSprNdsnN2/Xm8Inl+Qnj41n9kEZq4GkiKCpm7A6g5UhmS2SigAqCVHcHZDTA1S6uvzVOLi49apGzKkCsBC1FUuTEnye3ewGupBg7xHcjvtRL1X+7lauw34eKUVTLPQwcrDGKH+dgjNgoz0CQprh1WA+qCaB4RB09DvvxMtWU4/RX3muGs6bHCKRaxOcNiOR6tmXGJaEhTsc2h363nm/9EUz4yXwJn53laDE7eO6tBu+VeVPDKH0ol/sBzYo7+1Xh88JCVw8CDvYN35cMl7foGVnMHeyY2HcMcDqPzZGMaCZsfLRgm1czf354eP6zab70YkUlh3yCe+ovvjnW+ADU3p927QmBT5Lt7Xyo326w1UvnwowXQ3Xs5qGcY18oLdyLXMT3ljxytLGQcUvu3T8h0QuZFEsMHKPjtYrlisuMwVrju84tLo8LMc5Ho7Kfua4/6qgp27AncdTYbomauBJSGNlczTNiVla5KezbCG3iDZ8eyZqoIiJanRmhMqcYVHPSxleMMF16H8H5ri/io2IYCjdkl/jniCqiJC/QtW5fE+C0FcO2ZYhJpIy8aQ1bWGlG2V0XT1EAdub/AY4H+r1N6VUcsF281FszVEFls7navpmnJ8yiAkpXefNKWa81FMMb21Nq1c69xs3fH4PMVD9l8kgPuUQSiMEgoALtydll5GKLsR+rETaTlLZYc9eigt3VxADcHwvWxCiJ8IIX4C4IcALlCfvy+EGFfw0hnSOOMp4P/eCpYtJSzcuOmNJj/Uqxu8Gyd7fA29c/DKIloOV8atfAYLbo4DPeoiqIpZhiepV/5hjVAV1FPn/5ry9505M8eSlg63wWuvXtaFZkOKLhyrrvauGlQywYyMX9wJKFRnyU4YtUHvDsChO4e/LSIOBg3uCATttFXF6FyxsZdnp51iQrVqHUKe9Q1jfJbSegb1ThnHhZnQ17pu7y6jxnbRxszB0f470XPFjWzCpaPqZEjLhenLgV+8YX3WZ5L1wUPSYxYxn+54ejwIuwtIIoQajsuVTZm8fhI2voSdCNwHi3yfj/GJYZNRpgDuLrkwew0tH55D7SHHBelTF0xpUggllG6Q/sfH+Q1MLqX1v7yULXY6VwHfGxG+3fVyrRjdC/j9FHpfiL5IIUmbpPKgIgpcvTe9f+/b3I/7xSrgd9PofRD3OsCKXxPEgOh0PzcnghlBpg4GzhhNn3lgH5bmOLDfjpbaGADOehq44Plw+wmiVKvOUgnFbdSpu6pkGgG2DTOw5U352WlOBFOxVcXS25VWW9/iJ3sCv9qH3hfaCJVV+8HueFnuY1J/UpPoSihWcrvF3NnaQvfq98fTvcJ9ly9WOW8fVtWms7PyDHkzhDHaTwmlfxekPqqOAa+eQe/L1QiVrTtemiosxG8HdbFcc5Mhfzu0O/Vvt3i0X3YjdLcaUo4uVy54Y9VkTLHGOu2VII/lBAAXAeivXj8EcBiAfwshfl7Ashk09EZq93/n/8bnQas+66Y3wKM9ZsKFbcDRFLc65BwI+XilqsrnYLU5AcRUzSM0Q0Gq2GGtDcrtjt052A0JlQXwNSoSbkaaykprBV8rvRMb9ZkB5Ax5fI+w4oZnCYqVnj2IfD9XnFQ1KbVSGBWMAJr4d2qfTjGh9JgQnaqoQxbGs1QPEq67knCgz0n9KSgtQEFPv1DXzP5fohE69m0qVkirSyczFiFj10OzbTFxsuT0J633nSqBn0y2PuuDB6+4C/lyx5PKJeDHE0hhY693Z6wM1+mOZqkQCuKO1xLSNZDh7EZOcIe3MuDAWS9TLgbA05+kIKxucAp7do/kwPVBL4WTciRXdNWhQPD4Q17o6orWBClWwlKtsh+GdScB3Dv2HDw21Ua2FQIqDwCKGzK4S37cLc54yhq89A6o1Lt6H+DX+1JsQD+c7uemEFkth6lJwmwD7bLB5fqD0te/tjhcwPMgSig2OLwUMu6UHrMomfTObNXqMuHiha5uAYIpoYDM7Lv2vkXfjsC5Y619FoJclFBRmzteWMVRhwpSPCWkdQ4z+uA2WGk/QBnke6psdtyXsdOSyL5Pyir2MPexb0yoiPN7L7ifHlYBWCw4pldY+CfxZLh+7gTN4K0n+wlKpyrvut1JPceB6gGgi2oDy/V6tBWCXLYBAHaTUv5USvlTALsD6AVgPwDnFrBsBo1pmr9+S8Iy7uQLLyUU4O3CZB9wNCesmQyORcEZJ/JqhIoDUVXzpCSdSQRL8eZEly4AqOMJWB0RxNuuqdtt4KHHdWJ3PN3QKXzOXVxZTjiFMcdl4UG/nto4WcAIxUFjfOQCN266kS7ljhcyKDWf41R2PIeYUPYO4SGDgc0hJL96DLZnF1j3wLJNtOxUmT6DxIYqzlSj07vOqgc4e4mTEgoAfvmmFUg8F3iw8Jt9gZk/TM+WEtHOl9dsY76UUM0JutYdK2lAp3c4muJkxAujBok6XO8g8E+c/m6aO14OM9lOpIxQITvw2bodAuTG8/636fdxRrls+x6h2qegnViB/CuhPv0O2KkzGSw5PiGQn8DkCXYPyuL6soIqzH3qZwwY1IWWYQ0BpcbPTcZOx6r8qL14AqBXh2DZnwByA79gt2CGDOFghQpqBAGs9vrpedn10ZqVwWtod0s1yYP3Ef8CPl7h/ludIEaoCcoQ66VicEJX+3St8VaY6XEZg2KPCfXFqmBGwKpourrFqW/B9e9/ZwcvTxhyjQkFaJNUIeu7DpXAyq2UBIB/yyEQ/uaSaZGfpyOVS1THKnKhdTMUxUMGmdeJReheCVMPSB+jiH6OghrFWVWXTUD+YuClTPci1cYlw00m65NnyWT4CbiOlZQ8YIWD+lNKylJtb2//MMV631mNm4wSKjeCXPNeAPTHrxVAbyllo229oYB8YsuKke8b/x1l5KpyMUJ5Ncb2QcxX69KNEIDVGcomKK8T67dRULi6VgrWot/IWceEGj8eQHo6TgDAggKl/ioCQVxCOFNamL5np050koaouEEtmmEASB+AbttWuAjF+Rjo+cG71v9Ti6ZWCkpUWM8tN27RiGbsVNgDEHeupll0p8bSCe6IjeyZXlZWjfTtmB7wuNnD0DBlJwdXzg7pn/WGWo//li2dq4ATRwA/2C2zU6MbvL3iKTi5UGYD/5+6Sqob562zvuN4FTxLHYQgWZmc8HqO9XXZzEQGMUKFiUPE5cj23H/u4lKhY++Is1GVDep+OAVyzoXXFlMsqLpKeo5ak8EG1H7oxtTWLGfz+ZyEyWDp51oxrg+pD/TU8m2BbzeHM7LUVVJMvHwN/LJ5PoNgt0HVN1EMm6DGY1aevLwI+DAL90Pd9YyNnt8fD1yxB72391/d4EvjqYSqINf6sAqEVHZJQYoGr2uhx2UMCu8uqdSzK7cGU9FV2oxQ36rJIv1ZF4Ket3iSJpPCZmvz44WvaZmNoYb7B9/UZ7cPjjH39jfWORzZk5THc9Y4JzPitlfPhNq1huKaOU0u5OKOB9B45j8hQiIkfNx+9fs7aPvAz3K2LrOFxk/95UbYIO3677idisvweahY1fT7dzK/4/hfdqNmj1rgb1OB/9vXGtOWq1GwrRDksj0I4CMhxO+EEL8D8D6Ah4QQHQB86f1TQ754UTUSfzqAlvk2QrFUfHdN4qg3Jl4Ni26Rbo4DCzekD6yPHabFDsqTPeLSl6kTUt8aQx8Au9Za36UqwrC1knK7E4LKu1Fza8r7tHmR4Nkbp8Zh2LD+ALqnOjth/uL48XTCoxE6V9yJ4vtgdYPVkVu4sHC26nwM9PzghlEfVH+mBl9h5frccU4poSL0LH+npXq1x4QYpYxJM12k5nbYpeII5aLEz1xTnLLRjOypGaHgbWjQFS0JSe5AdqOU3pn/eGXujfK2Vkteb0eva7w6PflSQn2lMj7tOYD+1/z11v/jeFt1Ibx1haDg8GHxUvzp5z/bmUi30+Tkph1onzkoobjO6uphUEpTbQIY3xc4aQSp54KQb3c8NlbefmRmMoFcqibdWNySDK9IA4BTVJDff38W/DevKIO11/20U2dyf+EBbKlYuYWy8Abh/W/D1Qls3FyXJ+V5oXoR9nuMFehemdl0utcABw6k92sbPTd1hJVQAHDVXjSJMK4PcOWeNFj7Shnv56/z7rsGjaNWHcs+JlQ04v/8z1Ex57LJjpeQVtlOG+X/u8ootSV8X761lJb2OvfEEeQBse99lIEzn3Cfo2cH7+2c4FPE3hph+2KcpAWgTNzMD1Xw6CYHddM3ylCnx/9jN02nflIu7ngAKaFCZ8fzUkJp3wXNvsn9jDc8FMKlJGt3PF0JFeL3UWHVF4kslFDsws/GUx02cnLbqXPiSOBCTaH65tJwxzWk41vFSin/CIoDVa9eF0kp/yClbJBSnlHY4hmY1iRwwEDq+AH5N0Jtbaa02t1qrHW64cnL7UhXJ/DATM/o0adOSyOeJyMUGwFm9t8NfQD01hqIrJVQNTVpHxfos00b8jz1VCSeVwMEp4w8HTr0BNA9dZ3DNLLV1da5rYxa6Zl1Q80G5ULW2Fg4JVQ+4q744WTQ4E6QHojVD90dj8/5jup5nrXG2u51FQCTO037qk5a0BmwxlbqPHMjyddkab0lc08NbpNWmZzi/sRsyiOnTobdQG2fufzL+1YWE4DcKK54hQaEdr6ppzqi1sWwoytsvOTf/P9ymTGeswa4/gN6P7Q7dT4Ay0jCdV3QbFd6uZjXFwOXv0zX5k/vAg+6uFukFH9O+9TjS2TZCXR79j9TqqTQ7ng5KKEem0tLt59/sQr4n5bVpqaCOug3HELGwiA4uS/lQlMr0KOGnudK2wxpLipNe0yobGbzI4Jip+hp4P1gA1onD9exv06lJWfPLAVSApPvASbeBXz/WeD6972371BBAbSDsp+qewsZZD9f6JNIbADWM4t6IQRljwWA2UpNsrWFjG9+6rH6JjKOsBJqYj/aF7sd1lWQCm/OGuCQB60A7U4E7YPYg3kHgVX4sQgA4T3pNk9luvSKhWpHjwnFRp2OASYouE3g56gqRtlI7UYTu0Exn2OAeJJij+WiZKmKOU9S+dG12jKA6rC7pNOY4fkF6ccGgB+QIwPunZm+7aZmuj+zdccDaELP7dx8uRa48HngTs3In/QxqOj3hVMYBCeqYzSBWKx4q2HxC8buRraBydPED4nwmgMhyMi0YAPw67eA2z+1vuN7ziuxwFDlBbI6RLtqyCTQZZNSfgLgYQBPAVgjhAjRjBvywdYWytLAA8ug1vOgrG4gv2odvUII6o7HHYPe2oxKbczqPOdDCbWpyYpJcdbuFWgFkNArL34fujXsmno7uKvt4Whqm3k4O1VRI9+1xunbOIB4Vo0zu+MBdP25Q5SUVmMfVx2xlpbCx4QqpBJKVyMwLSqdLBuRgqArofgccXwLXY7PszDcUemmFCEPaIYcL5772srGB9Azt7aBVAs8m5amsPBQu0Qi1gDEbaaKO9+d1L51I1RDC/DPGTTw4PLPXkNqoP/3Xua+PlZuGxyXLeNY+uyXhxKK3UR197mw2NOO91cGPI5HwXVwkGxszNFD0w1J//cWHWf/+0mpomfi0ym0Espt8MdKsDEhBmNcpmxUaPEksFmdX7ff2+MQnTgi/HHyrYRqjAPV6j6wB5DNpWria7tgffbueABlP2tJBO83xJMU08erXh3clfok+QjcnS3TtVhDbywB/jXD3zjRO4TaQ89OmA8K1kzZ1IzZxPhhg+M9M8l1+6ynKQnOPvcC17zt/ruZylDtdl6PV88nBwLnCSsnAiuhouGNMKnsbcL/+W9ooW1YhRwEPtVSWuEJgjyvh+5MS36OWpPAgE6Z252ya/qkVz4zU7bmEDMpZURIkAtdWIQA7jgqcz2fu9ZE5neVUWDvHdLX7azafLs791w1wdctoKu2E3o/yM5riykLOCdwAbxDBQDA+D7W+7qAMeIACp1RttnxQgYWZ/g0hQ1Mzu54H6k2IJnF2LJnLV2r/8xK74/qrrtudKgko2C2yRwMhO8lF0IcI4T4GsASAG+r5UuFLphHeQ4TQswXQiwUQlxdqnIUk9UN5KLSqcoamHpl9ghLUxx4Z1nmIFSfdfVqoCLCqhi5460HxKypsAZHuQYmv+dzYMwdwJfrKLXwYbsIzAWwQCt7qqhhjVDa9t1qqIJLDYRaStjTzoFEEhjU1fk7IRYDWIyu1RTnh7PwDBjgP31XVWXdELv2VIF41fni2QPuiDU0FDAmVBGUUE7xhezpW4MQ04x1/DyxwlDvaCWkilmhvqtQAV+DukTVN6kGXSs3KwROH53+n/xiQnHmm6RMz16T9r/UOpbys5qnJQGMvM3a7jfTaMmd7UaHQQSfH7cZfD0OgJf8e7gKVJ3N4FFK4PYZVjDdM9U5YyMbqzD/p5zRvdQiduzGmaADCa/A5Po5CDLzbicCd4PPum2kZA1jbAWoM5mNQqZe2fpjEbiOEpsT9D9/sid9zirWh48SIiyNcUsRx89pUx6UUENV1rL56+kYYRIh6PRQ7q0PzXEe1NlpCRhDpWMlBef/x0fWYKCY6K6AHJzeKwh2Qoa7HsKh7g9Lg9Z1KKQ7nr7vlMElZOKMx0+i9799y6rnABqkbWh0fmb4PmfVmJ2TlBGKg2p3q6F7UMrMezGoe31VjNy/wjzDumEu4vP8N7TQIDPbe8XuUu8FT2Lwf3dTPFbFyBuCmXgXGT7yUY/lErib/3c2fSKmMkrGuHPGWuv4HDgpoeKSDOA6sQhw3jiKmaXHIOPzuk8O0omY6nd43f+6UdQvPpJ+X4Vpv7JRABaLXJVQ8ZBKqGiEjsnZoA8aFP7YF+xmxU7V+9epuKw+93NdhTFC5UqQ2/+PAPYEsEBKOQjAwQBcchYUFiFEFMA/ARwOYCSA04QQI71/1fbhdKSDuliDq2xiQ7jB8RT2ss0s6B0Yr+MlJAUobYprMUQ0I9SQrpo6Jkd7xOO6G0YMKdN5mhAqWyUUAOyyCwCrYUiVd10OkooS4tUw9O5dgVhMoKaCZspHqaw2I0cGmzLacUca8aZUbpI6v9W2GayPPw4YsCMLUm5KBbRCpWT22r3bmgg/INSfp5QRyiHtrtMs2thewWd+pQROH5WuhNqqGsqj6PZOM1BxRjsnt7Kotg+/2b09leGIgzmud4ijEk9aSiKn88eGKbesTpGI1amUHuXh+yGb/vmGRuD/vU/Ksaoo8OcDaT0bBGavSd9+9xAumXY3tdqArnxeCgG9bj4xi9Ywda5sJ6s5Djw5L7sZZL5Xw2awYle8nrXuiRI46xff39nOvubTIPDmkkwj1CuLaJmLSnOYuueW1tNkVLYcpbJI/eEdYMit6a4HTgRVXXWsAqYvB/4+HbjylezLlw0PfEHGkb51wD8OBa49iNZ/4JEcwS9Wi518xJabrpVnYJfs9+OFsBlV0lzPQjCxH70a46RsOmVX4KeT6bvxdzoropwmHnWG9Ug3GCQkMOp2YODNdC/O1ZRR/Bf8nhn+PkyW6LSYUD5KzdeXhHOz1suku+MFeYb4EqUZoVx+N7k/uf0y170PrNjivG0YcgncnZadNYe67s6j0rOPeY0ZWhLOY5Kzx9BSVxSnQjbkUDbd1dIO91m2tVpllSEMMmEMd/ZMiuVEtoHJdSNmmPuHJ8/4moSZDGS6VAMvnQ5cPDG9X5bQDNZedKik+r2NhgwuC4JUO61SyvUAIkKIiJTyLQATClwuNyYBWCilXCylbAHwCIBjS1SWorGmgTrNhw+hB3bnrvmLrQQAs1Qgv0n90tenZcfzuFN2UTLYLc2WlV63Kh84KH9GKD1bweCucByBpBqbbEYnKjg5NwypQdSnPr32MsXLcFBZKbDXXh3QsydNxVVXR7D33nWYPDmYv0JtLZ1f/dompdUZnbPG5Yd5pBiByZ2UUNkEutSfJ13lBGQqoeyNcVUMaArY+WBpvV7uhhZgXG/r2dDdTKpipPKxu+Pq2yWku/KIr0FljAw1m5SaxSlA6KuLrJgNTp3IJj8jFCzVnVenh1dnM3jcphn79J/v2Jlm8XX3xB414QZ6esDupEwPxMp84ZAdzqsjzcZjIH2AErhMLgY7DmR9YBYzjKx+CKsgeUq5QB40yL1jx5m4+FTkOyNgWDY3U5n4vpgykJZsbM2lauIkGRwPbvd+3tu7UVsBHDLY+vzaIu/tgw5K9X1ucLiXC8U39cDvlEHk1sOB44aTi0vXauu8O5GU4dKAO7lih4Wf8YsnAn89OPv9eOGmhAobrBcgRVNDKxk9q6LpRvb7vgD+z+Yy3OTQ57Nz8UTr/cIN6RMqy7VYh0ENBqfumn7sIPDzWRHxfya/2eSs1PVCN1iyCjzIZHFEa4sBar/dJrgm9gc+vRB4VYvG+6MXwg2C1zYA/52V3pfOlzteLhno7PA5OPyhTMVwS8L5fhvc1XKxYrgNysVAFnXoAzL6PThtqbVdUKNXmMnMymj4rJDFIhEyux2j17Gh3PEiVl8QyM3IWBOj+oH74fYM1W7w871wY/bH3t4JcsnrhRB1AN4B8KAQ4h8ACidt8KY/AD2c7XK1LoUQ4kIhxAwhxIy1az2cz9sQaxooewkPWCs8/JOzgbNaDLbJWzkQYlXUO/X1rkrOmITVoaiKAcO704s70oA1O5wtDa0U7+X3U1T6X1Vr6YPR1NtsaiXldseuN5yqE3VZOLuXAX7qlW7dYrj44p74+c/74Oc/742pUztBBDxvMdXDtRuh+F7h3cSy6QkHJB+zXH44zYZnIz1PUxbajFD67JZTwO0w2YB4AKlfl62tVhpuID3gcUMLsP9A7zInpXsgcI6/tFsfoEsVpfn+vzeBi17I3HblFqsj52RoaopTud3OLR9fwrvTk8vgUY+bY591jGl1b1z6y7XtxDT3Ro5VsY9NgcpB73VSij+HfUYjwDOnANfsn53SQricq1Wqlb90Uvh9cmcyTAzA5jjFPupTRy4qbteuSWXiymVwkU8lFN8vZ6lZeJ6R5fskVwN5VFgDxiFdvbf14t9HW+87+LhtBlVCnTEa+NU+9H6nzsBxj5Kb0NwCd70Of8i6PyZohrm6Su8YVcmQ7ngpQ34O/S025l48Ibxba1AylFBZuOMxA7QA2FUxis+nG1P+Ozs9o1Szz8QBYCn4gcwA+bp7UWpSyaeMfCx7CnUvdBdFv+c/Isi1Kwy6ojSMO569/g0ywTWsB7DwEtr/rDXBk5YAFKPx/96ysvABKrtYPpRQeTRC6W3rSk3tlZR0f7sZ+PbeIX1SL5lDO8FEPdozvV/G93YY17RQSqgYuT8HcakuNrm64wEhlVAiXQmVqxEKsLKgBo2pd7rKfpnP+GzbG0GqjGMBbANwJYCXASwC4BBGrjyQUt4ppZwgpZzQs2eIqIJlzJ8PBN482/pckWdJZnOcAiHaYwcN7gosuBiY+yPvTmtqYCgtg1afDsCLp9MLsGbrcy13YyvFyzl3rKp0uObJlxGqB/WWuLOYmvnIJupdGRBUIltbG0Ek5GipoiLdCPXVOpqFjgigf0dtsB6XkAXSq6bk+wXZu9q3kxEqi1k/vYFlQx3P5unKRifDYXWMOtx+z4+UVnwHfi43NVN8jzrbM8zxlba2UNYorzLHk+730v47AV9fAhwzzDJYcPwP5pr9aTl/vRWYdvqKTMPag7O9OyJ6Ol+vTo+buicIXsGb9QmAeDK80kA3znDmuZ/vBVy9txWgVs9G+PY3Slnmo/gb14cGTdlUeXZ3EKYpTq5OXoNLN7xmjt1gpd/3x6uYLS7bzV5DZeJJk126hy+ffdBuZ2sLcMwjwJEPW3Gq3LC7oKeeGX5WczRCVWhBmHPNjHSXMkR9vd57u6AxoaIRSqV+zFDKKPb5Kpo0m+WggsyWlgQNmBta6Jo9ONs9DkfHKkp64BafKqw7XqruD1Vii4UbKEPnzl39DX+5YL/F+LnLxrCgKx+rokDfjtQH/OZy4AaVEVE3MnIWYS8l1K49qY0Yrj2rrKKzu6ID/n0WjqMURq20UYs35/X8c9sStn3XlcfsJhjIHc/Wvwg6wVURBe44kt6HUSGym7zel8glnpPu+p5LBjo7+r50t24ut5sRqtI2PsqHWj5lhLLdM1JSfcMKZO4b+E3+6oQ57zx56eVyHITnF5Ah/7s8uHIyeqiUMOinKRt3vKAuvF50VzETX1Ghb3TVpBfsPVDK5BxtnSBVxm+llEkpZVxKeb+U8mYAvyh0wVxYAUCfNx6g1rVrIgLorCmR9Nn4fNDQaqXTtVMV868kddeXRJJmgof1oIqbK+/qGMlkczFFLNtERo60OCqRCPohXQ6XU0yo4ZQvNSLof6VmPuJ5jAY4Zw5wzz3A3/8O/O9/QH19/vZtw2ug3q9fP/Trl6V/B4CmJjo5nMllmVJwdKmm66432IWy4RUzO549MHnYuGzsprbXAOvW5EaOzx0fx8kIBVjx4dxIzeBErevOGeLYbZaJCoonsXab+wBJV4F5BQLnc7HfTsDfVarvQwaTgQqwjFyPfZn+O3tMDwG3TI7O5fFzx8vG9ukVZyQWsQyG2QRz1Y0zL6qgyjt0Bn40wVKU8KPy8Qrg7KeBP76b/SA4CG6qseZ48GD4bvsMc/5bWFERVUoFF9eHZZuo03fkLsCsHwLHB0xxreNXXazYTDHB5gRQGdhdSIWg68z3Sa7jMl0JlasRaupgMgSs3JqexdJOPOSg1F5/5MMV++MVwEn/A275GDj3GeCuz6ku43gvE/oCtx2R/hvOznXy484xtMLGLXGKBxgGPg9X7ZXd74Nif15yUULpAy82rKbqdxXceb5mxPxA+Sb4ZQmtjFrK8ssnAX9SsfayMRiwcmFtCJ+M15fQsmu1txKKn9uw7buuGn5NtdNB3KP1+jcp6VkP6qLVSY0LwiihGF3Vk0tgcv1n+TRC6edguWYs8asLXY1QOZQt1W7b6gE2oHJSFn0CKWg9E8Yd73vKzT1X5c0tH9Nk4NcbctuPTkSQ23c2v3N67/u7SLoSKpdbbyobxFVbHrT+5EQwz8733s7gTpDrNtVh3eH5LkhAPgGwixBikBCiEsCpAJ4tUVlKRkUkvzGhlmx0V0IEQR+kN8XdG16/2Wc/ZqhsLSN1gVskgl4A9AziORmhYrHUT6O6sS9fRqivvgIefxxYtgzYvBmYOxe46SagyWe6PUu83A969eqFXr16OX8ZgJEj6UJ3rErPkNi3TmUB0zs58RwuvAepgXMh3fFsUmwpgecWhO9wnaziWOiPLu+bO8iAs+HwBNX58Bo4Ala9oLvjPa4MP4cPSd82IizFgt1AZS9fPOnujmfnhBHAB+cBt2itREU03aBxhpIx2wd3TXFSVbhh77C7lcct2HYQnvboUKS542URA8EeN2RkT4ozBWj/Te2fFWMrNhfW2OpmMGpOZKeC0vcZRgmlz3C7xWxilRrHhOns4SbuhV9bpKsz/O4hpziIUa2NztVVOBaxFB/5iLlykgpe75ZlSUpSVoQ5FmcqZP47G3j/W+dtg3LKE8DHK4G7P6fPm5qAB2bR+5E9gQe/BxyxS/pvjtQ+c5B7HSmLGxOKDZRje3tvlyv2eyw1GZHFvacP7u0DZJ4geG6BtS4WoXiiQdpDPp9H7GIlMNHvw6DxXTjbo1ddbYfLN6EfPLNjcj0UWgmlllLSeYsKmoz1/Z2mJHp/Gb0Per/1UUbXJ76idiKMcUKfyI4nsrtXgPT7JZ9GqC7aOOIZ7Tq/qkJ6uLVN9uDdiTxMBrgpoVgBc/RQ6/v6JnKZ82urx6iudxiFJI/TGnJU3nDcyzAx1fyIRSxjThj0Zz2UEUqkx4TKpW/EbTe3+0GVUBz+YGNhhm/bBa6nWAjxIyHEbADDhBCztNcSALOKV0QLKWUcwCUAXgHwFYDHpJQOXY32TUU0fz7BGxuBxfW5Bd7U3fG2tQLVLgYtLxeLILCSZPIAbaUQaALQnC93vJjVssV0NU9rnvJwzpgBAPh2EzWmqcbyuusKoojyUkI1NTWhKQfjV/fuVu8jFrH+S0RkKqESBfJhz4cU14+obZCeikUTsleTiqtmewgm9UvPxJNIZv4fdqXzk/3qRijex1KlsuLYTYwQllvLpP5wxB6YPOh57t+JOom8eaVmhPrecGCCOp5e7yQlDba9ZtPsRii3S6CrM8PilQLZ7o4XeqCiGTS3NFMcndR3tgHvf1Qr26W6sLHP3GJCNcXTs5yGIRt3PN2tTbi0FVzHZGt80vEqmpOLkBsrVRwQfVAUFdZ9kusli0Us41s+suLy8+X2vz5Vkz1hHp1eHUhhAlhGrjOezH7SaWuLVT7d9Y5n7p85xXkQqiu6WQGqEzr4bRb3sY5fts98ohcxX0qoo2wTApVRMgDq9UJrAugdMGTmnw6gyZBBXax96O6uqTkln4dmSLfwqotE0vqNV180TGY7HS7zjJU00cQuPkF/l5TAZtW+H+kxEaOzQyfyMGhsBfa6Fzj1ieDH43t6UzMFzw8b35BhN3Igv0aoXboBr51JfSO9D8tu2/pxdezhSvg65xKvSg9LoMPGII4DmExSWAqA4vh68d/vAdPOzgyT4EVtFm6odpLSUt7nM8h5IpllOADtN6FcpWEp4oHc+kYVynOAjXIcVsavPJVRYLe+3n1Ggzdep/ghAEeDlEZHa6/dpZRnFqFsjkgpX5RSDpVS7iyl/HOpylFK8umOxxZcu0oiDHojurHJPbWtQG7GrufV7FtaKs5IBPMAzHMoT1b6W80IFY1o8tt8BblfRNM4b39DcRWW1mvn5Nn8i/q8DAfz5s3DvHnznL8MgB5wPCqszltEuaPo0uVEtr14H/IhxfXD3mnjZ++oXZy3d4MHkPYzsWNn27lyUPjwDJhffBqOQxOLWh3Czc1kuLUPhCLC6kS5PbO6O4qXO54bO3WhZYcKq1NfqbkK6tUYD7SDGKESyvXX7RHPNiZUSwJ4dbFNbakR0yYAclFCbW2hAbXeAbUPeHUlTSGNrU5qDympjsp28JyNG5OuhHJrK5q1bXLBzd3PXha4lIOpbwIufJ7ed9SupT4Y83NT8iMWsf53PpRQfuqeNcrFKWz9dsNU6pD/ZE/got3pnr3zs+zK+O6yzHV3zwTmryOlpNv1H93LyubGxkGd0O54OSqhggTtzhd6ERMBZ/Kd0AdzHR0GyDt0Sn+uW0K4pp84Erj9SDJA8W8e1OIHhnFhHdI1XCwWfULOqy+arTvezl1puarBeSLJDf6vHM4CCHe/DO1uueOFSQjA/ZjZSg3dNUvDfmWBlFAA/bcRPdONJXyO3FzFOYNcatIwD4pU/l/2e4bjOurJKHibybaEI3Y6V2XG4fWD+0Yv55DgabVWL+ZTCZVtYHL9J2HuH7uHQq4TdFUxq77mfnavAIbk6mh+z+P2htcljwLYDOBiAFu0F4QQLs4bhmJQGQ1meZ21GvjHR96qKX54+nfKvjx8E21ppllUzzgtOdgiVii/8LQZKodRaGo2NBuVj26EEsDijdp3jTnmoNbKwzMZL3yt+RN/801+Y09BuR8USCWUZoRyUELphtK1awtTSxczOx7PcOlZdsKQMkLZnoFYxErpzN/bG/Ookvf/22dQp8uI+bpva3V2t41qSihXIxTPAErljhfyPP90MgVD3nsH63yxuxWQbnzjzJluZQGsDstLC72NYm7qHj84/fhEl1BpGYHJwxqh1PasNumpdXJ0xd3mZmtg0RTX3FTCHS4QTsGX13nExQqzz2zc8arU/eFkJPILShsUN6UVo7evXv+BDTbHDwdGay5XfJ2nDs69/tXvsVxjQgH+14bbpp4BlRzMwYOBp06mrLpXKve8a98D7p2Zvl2QTHPXvkdLXSkIALWVwJSB7r/rXQc8eTLFLvrsOysIM1NMd7x124D/9z69L7QRyu5eyoHZc81W5qSE5IQWTEsWSTp4P8O7pxtp2SAVpF7tUEkxQoOix+nxeiSzdcfrWkOKQCmd23A39Hssm4yfHSutvnEY+Dnke3ufHcPvA8i/4cmOfZDPRkK34/K54+Dd+ciOx9fIPvnPMd848VJCdw/L/nCucLu32sHAHhT9XDa25hYihZGS2tNs2jr9N2HEEPY+Xq7nu0q7z6QExvcJpgSviuVXUba94XXdPgUwQ70+tb1mFL5oBjcigjLReGXEkBI4+hHg79MpY40bzVrHP1u4o7NelWd8H+ftcnXH29gEXLCbfaeZt3Cq45pN0O0aS0ObkDRIT1XSa3KMtnrXXQCootNn8FLvE4n8uf0pwgRIDItuhNLd8aLKALKlxXKhXLKksDlMC+mOx5kSOaNUtqnhuVNrfwYqoumdm4R0NqqN7eM/CGUZcSyS3klzijsghNWAu6k1eB/TlioVQciWvnMVDcQroqRS4H06xSHiAf2hHh2RfVVH+eWFtOzoklAh2/uBUyxfsz+poU4emf69Hpg8m7TWfM/w4EnvdOmdKj2eTnORjFD6teD/mE3QbyA7dzyOM8NunE4/DZP63Au3/TNp7hweG3IMluOG2dwK1Pt8uM/p91i27pE6uvu8Eyl1ZA4KruqY9exc87bVV7nrM2DIrcACj+x8m5rJXWR4d+DaA8kYNqAjPY8fnm/Fx/OCXfbtxtSw7WEuRiiuo/T9FAr7/cz1WCeX+jEoTv3CqEg/H62J7O/zCf3Ss5HWVdL1DnLvVUXJ0Lgp4FyjroLzihnIxv9sDL7cx3Vrw91+A6QHWQ5rhNLxyu6qw2E6s+3PMHr9dODA7PbhRVUs3XCS8DFCHaDKsEo9A/nIjuemhGpspRi4g7tY3xcyTqkQwOmj0rMFhkV35fvNNOCsp3MtVW7nOBd3PEBTT+ZhsoezOodpJ6pjRgmVC66XXEo5SEo5WL0G2V5ZhB8z5As28tw43b1zpGc9uPB5d/e9fMjF+WFlg9YIF1cWiOw6cwDw3jJ60LvZJcMOLX2qIhs5MuM7XyqtFn2cmtlOlTkXA9G2bcA6ktIsVNemZy11utJOST6mJTTCuh+EQTdC6QbGiLAy5rFh8uuvC2OEKoYSql9H8u9PueX5dILccFNCVUbS1YpuCp8pO5HBcuitwBsuWfI2Nlrb8jUArECuOvp94WaE5tnRhpbs5dbMnmpg2Jp0HtxtbaV+m5cEmuNqsZFgf5fZWy5mmPpGSnIDOmgQle+l04G/2tJyRATw4XKqi3LJjsdGKN31UFeocEexdwfgvW+tOBjFigkVNDCnG9m443FncmI/92DpLXmYNAH8A5Pr8YTc7iEprUDZdmMo//98uM/xvjpVumexDYOfSpATgOSSrAQAzhxtvb9vJi1fWEjH/c009477VtVUnDeO6p8ZFwDvn0/PY9C2bFh3WtpnqMMa0nOJCcUuHbcWIY2P/X6WkurbfCgG7UREupqtNWQmRZ0OlVTvM02ttpifHoxR/bO/TQfG3ZGeYdYJXcnLf8vpsk5XChq7Ci8I7OYXxnVdr+uyUVmftGv65+kB84WnlFB8zCzbFv13nCUun1TblCZxn/4XB2vnsU0+jFD8W54oY7bFyWAqBG2ju+MVqt/duYpieG3Lcjhir3ffXUZ9mlzI5T/ritswwfHt7ni5nu/BXa16Icy4qSpK4+2kJDX/uDuATzyewZcXAmPvsNTw2zuBqjohxDFCiBvU66hCF8rgzQQV8+CBWZRG2s6SjenZJDY2ATvfAizamLktV0i5zLDys5ral0uHxG/22YtfvE5Le6BMXbnUrcbKNAUAqAsYLdPOjjSy5QFEKhNhLkYoFQuqKW6l7z1uOGWSSxsM5NkIJWXuknw3amqsWrqjLbYNp8rmGdlVq/Kr8GJSRqiC7N1CIDMwedhGj58L+xWO2VMKu7i9DdUGVl+ty/yevwMoKOrOXYEjhpCh48o9MrflYxy1i7txIxVwU+Zu0KxTg9qWhPPgblsLDUq8DC38Hc/iug0os8mOx+oML8PSDsqwt24bdfbDng/enmcydSOUHn+GO9CctZCNi4UwQukxSRg/lwfffWYxeI8nqf7mwOT2MgFWnJ+8xITy+P4zTT3sZqxZsN5qZwd0TP+OO9P5cJ9jA/XeWbrL2OFL6nZt2MUk11hWY/sA835M71nltrSeltOXA28tdf4duwiHCdhrh++Pox8B/vahtd4rmYET9qQUYfh4JfUhjrb3WQqA/X5OyOyznQHAiB6WAtiOPelISyJcmnmdWqUimK3uucZ48AlRNkLd/wX1cf2MULoB0qt9YIXrOBdFvxcRdSHCuOPpdV02qiT7cxI0Xixvx5tnE0IVSG+T8qH8tFMRobqW28DWJN3vbv1aLgP3hbLtr+mwYes9W6w6PdQBKwT1ydhCwBOKnCUwLDxO07OYBwlo70UuRqiuWjnCjFXsfcFcBwH77EjXriUR7vnl//7lWhJ8bGwC5rjEZqtvAq54hZbzXfrw2xu+l1wIcR2AywF8qV6XCyGuLXTBDO7omYGc5OaHPAjc+gl9vvto6ztW4Oi8qCTj+XDH88vg4zf7bOfzVcBK5eu+dhsNyDI6Rp07Y0DXrhgAmnk9a4xa37s30DmLqSy1T8DKFpJq1Ddvzm5/2m95dnT3vtR5yKi0862ESrrXzQMGDMCAAQGnHR0QWu+DA1AD9J+4YdY7hslcotK7UMjU9Tp6DJlslVCcQWhP2ynX4wwB7rP1hw8BZl9kbeMEG3i4bP88Avj8Qme3NT5nXh1H3mZVA7nU5HKe2YAzvLvz4O6/s6203X7lCTL7JZAe58gPHvyeNsp9mwnKw5fr3d4hZ365rnxU5XR1UkIlpdVRZCVaPE+zfU44KqGyzBDFZBPQOaErFfj+sG3DhoteOc64Cx8rlH5fuv0HVnnee0xmdjC+zrkqtgDg8j0yy5QLKZWay/7iSTJe5+Neq6kgN7rF9cBDs6kO4axRbnHHeOIiTOpyO/qk2s0f0wBhiZqEC/O/7EkpwvDJSm0Cq8DY7+dEFkkTdJ4/DXjzLOfvdHe8JRtVTKgs7/OJKkvql2rQ1hgPbvy0txV+18hJneT0k6ZE9p4B3OZk5Y4HrV0Lce3s7nhB61w+Vr6UJEBhjFDct1yuut8JH+UdP/t2JVQuKu491H2qX9NEkpQvfL9yrLRCJ8s5dhgtN2XpXPCqmgS/ep/0DIO5uPjlqv7i34W5RlF7XzC7Q6eoVfdNYyv9n6DPL2eD1UOsbHY5lzd/ZKncGwozL9/mCHLdjgAwVUp5j5TyHgCHATBqqBIyuCtw8CB6/78v0797el66qmJMb3LNAZwDgrI/PasssoErEHYZcWuIIvBXQm1pBs5+GrjqNeC4R4HznqEHujnhHguix6mnokddXSoWETp2BE44IfwfYSqoVeGBfEq++sEH2e+zhWoo7pQO6mJ9ldZpCOO/EoAk3DujPXr0QI8ePXLa/8iRNKLQG4+ooE7CgE7p/62lJf9GKD5bBVdCaR3vbGfWRvUCPrsAuGpy+vrKqJXtjffv1hh3qqLvWhLO37fY4nNEhHuHmhtZrw4d/0eOh5VLAoN9d6L/f944Z8NHUvrHMLEHCPVqwNyCW7sRJOg11wk8y7qXTwYcO/wsrlayft29SjdC8f7ZSJXKlBfucIHwigmVqxIqjBFKd2/k/2n/vQAZuIflVm35xidsTri7zzIcO8YpPT3/j3wooabsBJyyK/DjCbnvC9CujUtT0xTPPZaQzgXjaflLFfT/1/vS8vr3nfsknAU3rIFXx278O/wh4PjH6H2YAb6fwU4nngQuegF44Au6Zxpbqa4rBk5KqFxj4Ljdu3pg8i/VbP6QLFMVcUDnLc004VjfFNwAZFfv+wW8193J3dx9ATJeZGs85n5CGCNgroHJB3QCzh9HWSkB//PA/zlfMaF0CmGE2k0p0vSssV5ltSuhUgaSHKwUEUHPmD5ZyIYG9r6IRejcF3pilCcUw2SG1GFj09FDgTuPAv6mQg48/lX2ZcqXC2KY/kYqDEw8P8fmvtam5nD1J5eZJ6UAisV8yuNkpNRD49Rrxqn3v/VOGra9EPSSd9HeZykvMeSLWIQqDyA9S8KmJuBP79L76ecD759HM8b/pzp9Th2phlaKMZVL48E3ERtrclFCfbicUoM/poxr89aTfBFw75Ru69gR2374Q+D736fXFVcAvXqF+QvpROkPsGU8FR8kloPPonLlY4UBq6wyBkN5VkIlPVIFb9u2Ddu25ZYGixt2vcPFlXKHivRKtrU1/0YoFLjBZ/Tr5BeTwIvutZkzLLyfJfW09JMCV0TdZ9hbk8FdI/gYXnFr7Eaf3bJwUdDh/+/kriXhnx3FXh6vjn5Y5WUQIxQfjzs+YTvu47UMakfa3CD1c8KxJ1hRyIHKC2qE0tblco/r+wyjIElorsNeMaF0+X4ueBkWmjS3ILf/8ITqtDvFMIsEeLaC0rUG+MvB5N6WD/wMhGHUKEHobjs//ToCY3pRXDRWYutI0DM40i22ZACcwgtsVBNuYS5JylU1wNzQ6q2UtfM301SKeARL8Z0P7PVCQhYua1k0kqmiyfZasYv28i2WS97AgCMMu7HKz1CY1N3xPH7TnMi+P8wTHxLB7zO9ruPyhB2M/25/q+30q3K5bt+gun75jGGUj/rODrcJelZar+PwueM2NF9KmVgk3cDH/QUWBERtSqhCzYxy4o4nsjQaJSSp0vn5YWUVe2lkQ673EP8sm6QRry/J7dgMxxt9bkG4+Kd8vz1uE4RMX0HueQf/h87t+9/SNWMl8FtLKXvqWlucse0N1+dSCPFPIcQ+AK4F8JkQ4j4hxP2g7Hh/LlYBDc5EI8AxQ4GZqy011NGPkDV2Uj+gb0crMLG9EtdpaM0t9gJgNezsjufWQPh4QAAA/uIgNnpDVTLHDHP+zYIFC7Bg0SJghx3oFc1xOqYTnTh2/UupTtZ7pPTxQ6mo2HjA5yhjoJxvI5SHRX/BggVYsGBBTvtnwxJXxFVRawbVbizZtCn/Zv9iBCYHrICj+jHzFWuLVXGfqUCFflJ+eyBznZZ4+A601/ZcjHxlIGHs7lpSqs6lT9ntweG9zlPYbJx8Tr2MeBxnRc8EGYaBXaxzWmsbROlZy7hDw+djrRowDOoa7nhBcBqQ5ZqFzh40NAjxpHV+uUz269ecyI+Lm19b1By3ZkbdBrcRQbFCnILxjlXGxto8GnPyhZ+BcHNz5r2ZC7ohZr8dKXHJg9+jzx+tyGzymuOZMbbCwkqucb2pn6QTaqDD93GAimSLpkyYpWJ1umXvLARpSiiPyadc0d3xclXRcD3x2Fyrrtitb7Df2usBX3e8pDXgcXP3BXJUQsFSQgVV3uj1by5u134JBxg2/D6l4tllEwzdrwz5xN5XiAdUmT05T/2O95Pj/4tGtPhDsJRW3H+KsBJKfV/IidGaCneXLz/sBpaKKE12ceiTbPcJ5GCEUr8LY3w9eDAt+Trker45qyJAbVLQe5nL/OZSWk47O3Obp+cDL6ih1kUTgHPH0vu7PwcemZtNadsPXpd8AYC/ArgOwBsAFgF4HMBkKeWjRSibwQeWgf7sNQra980m+tzP1oFzi88RT9LAN9eOMj/8/DC5GbX8lAkL1pN0cVAXypB0zf7As6dQh/6csYWb2ctgNKX1EQLoWm1JzgEAqx0iwXvR0AA8+GDqIweH191OCmmEKmR2PACIq1aZ7zE9MHxFhCTDrBr58sscplpc4I5noY1QEW3UmlLh5OmYHGeoKU4di22t3h2miqi7O15Da3AXoEiAhl/P+gLkz/BmV2PYjbOuv0P69l7XQDccBsHeqXQipYRiRWPI8yGEpdKwq030wUhllCYTeP/xBA3M8+kmxTgpY1LXo9gxoQIoofJihPJpi7a0ADUx5zIwTXFgqIsb0g1Tgf8cB1ywW07FLAhewbbf+YaWuSQqsTO8B/DICRSb7j/Hkwtqpyqaef7PrMxOeJjg1G706wg8fiJw19HALYcDV+9tfRfKHU+dq89XeW8HpMdU4cxHo3IQZIfCdj+Hyc4WFt0dLx/xdib2oz5oWDf3HTqnhzXwC8id1JSWXod4eRFQmeX9p9elYbPjZeuO57QfN/Rz1EVLOpLtMYuBfRL99cX+Zd2jv2VIT+ZpAi1mi93JfTBuI9k4W+iYUABw6q7u2UX9cJqY7lJN3if2eyfoMfKlhArTv+TJwtREV47XV3e99pq8t6P3WX+0O00UspGJ+fw76pvv0Am4cDfg91MohvG43sARu+RW7raO6yWXUv5DSjkZwP4gg9T3QEapC4UQ2/lpKw8um0QNOAAc+bC1/kjb1XGb+eQ4LzU5dvj4JuJZbE6PbEcP7uzECmWJ/9U+wOMnUTyFsX2AZ08F/jAltzKGoqNlxatWLmWpdKi33UatWlNTKs6TK9u2Af/+N/D11wBIpcaufWyoyzgn+Y4JVcDOKAB06kQtMA/c9aD57ErE17WxMf9RWh9TA5hss/MERcCaUctGMu8FP39NCQpmC1A6dje83PGenu+83gkO4u+nVtGNUPk6zRlGKJubqt/vAgUmD6mESrnjedSHqZhQWbrjAe5uy3o9vbWF6j7ef2uycIZW7ny9ucRaVwp3PD0mFFwGVPaYZ9nipYRavpnqLD1gsBONre5ua9EIsN9OuauMC4GXYuL+L2h5okv8xWyPN3mALXMtgPuOpeWv3kxf3xTPjxFsYn9LpXaspqIOM1Dqr7oCHBTZiwfnWO/XNqgMa73dt88n9vs5mWNgci+iEaubkk0gbTvDulM9EbbOqa0App0D/HY/+uxn8NYn5Nyy4zXHqY7JNodKKiZUiEGs3hYmc5jsSbmOepTdqa3Phzve86cBT52c/e+9sE9o1Df5B3Ue0QNoSab/LlcjVFQ4u+NxeyRAoUTy6d7oRm0FjUmymbPW3VIZNoRc9IK1zxs+BIb9E1i8Mdg+gdyVUKH6U7b7ItfqTg9LkE1MKMBymf/9FGtdnzpyxXt6fnq79ucDgWdOpSzW2zO+101K+Y2U8nop5XgApwE4HsC8gpfM4Ev3WuDvh9B7HujPvBA4ZOf07WJ2i7GCB7J2uXpYuAJpTtAD5TZY8lMmsKHHLTVw0dDc+SYpIx+7SgEA/vAH4PrrgeuuAx56iAxSTnz5JVBfj5YEMGMl8KwyEBw3vDhKqNYEufEUsjHcZReaThvQCZg6GNh3R+u7nZVKgBvrzz/fhubm/BqiOIOSU3DgvKLNNOc7UxnP+jfFrX1PGei+fYWHOx4QvFHjrDrbfGa7IkJzxyuQEor/t58xMRUTKoACLqwS6gslcvQMTK7VdUBuA72pg9M/8742NpIapGOltY6zHhYCzsDXqN0Hz6i6yi9boRtc7qX1wbZfvJEUCPwXneJUATRIzIsRykMJtUrFWZysslg63UMzV1G8wlwVO6XAy0DIkyS5JCAIyvg+wD47ZJ7fd5flPjFmp6/WPoR5ZDtXB49RpKsGpn1Dz2+hFbqM/X4ulhIqH0GtK6Ok9Mx2cofbyjCBybm49keAr+HpHhlSveCJjzBKCl31Gc/hfHoFW2fSEoGoZbaJVnRG9wruRhmWlGu3Vs4zRnv/pjpmTRRxu14oJRS3R5uaKQ6VDNA3yRVWDrop4r1wctX9qQpq/8oiYMitFIf3lo9pXRADfCmUUPybfNy/+u+l9I/LqqNPnDoJMHbsZIVTcMpQv73je8mFEDEhxNFCiAcBvARgPkgVZSgD9E7wZZOcg7a6uUa0BFQf+KG7qHi50/i5QLARqiziaBx+OADLIPbJSuCrtVr5pZq2WrAAeOYZ5318S9GEF2+kjnV9EzVkO2gd/Ay1Rh6NUDNDeg5mwy67VGPAgErEIuR6oM/8c+P8xWqr8f7qq/y65CVl4To/Onp8oUSWnWU3KqL0jDbFrY60175jESvegVM5xwUMYMwNJqsp3RCwAurna2BjN0Kl6iKfc8oduyDlCZsdj91uu1W7b5PhjpfD+bBnlOJdvbqIlr06WP8vXsAYLxwcWD9VfD1GZBlwmAf9QdyYAOAXr9NynlLn8l/V26ymOAX7zEfGOa9TyQZXvj5ORqifvua/n3LFy1UyIYGTRxavLJNU6nNuHzjRSnMWgysvhLBcWcMajv0Gk2sbgD3vpqDkfG4Xbcy/Ic0LuxIqTHa2sHAAZiA/rlyxCKlWsp3ciXnczzppcZpcDDZshMr22vHERxgF+v9n77zD5LiqtP/enjya0cxoNMphlHOwLVvOORvjhMHGGNvgxJJhl4X9lrCEBZZlYcFLMLYx2NgGY4yNc85RkmUFS5Zk5ZxGM5rcPX2/P06drts1VdVV3VXd1TP39zzzVE+HqtvVFe499z3vUZWJuSihUn6JbkooNQgV4G8YJuo9kJeZ9k9FiVEcQJoWGLlOGKjBV8C8R3J6+CfnU5+X3xJmEIqPz1e2+v+s3bFZVQZ8/zR6nEgCDyr9y0yqM14nEIzazCvWKq+5blvtcySl999PHfNOViaA77sM+Nk5wOJx5nNNeSpUUUy4GZOfJYS4A8B2ADcAeBTAFCnlFVJKh1G3Jt+oF9Y6B78Qp5lPrz4smeD19/a5B7TcUiA2tZC3FeA/CDVx4kRMnDjR34cycdRRAKiDNM/wdXjiA9MM8KH3gWc3Gu9dswbosXEJPEhh7x5lhvSfFqUPtMNUQvF2L3IwdA9iv5WVCVx99TCce24d5s6twqmn1uLccylyx8fVzsOmpHfbtizryjqgmhmHiaqqOWiUYg0yKFAaA+5eocwsu5yTHMS05utLn53fo8cCGz8PXJYh9SYmzBnaoL6zoyeUx3Q8L+3xWx0v3kfqlyEuKVS8b1PpeDlcO63+Tuy/xcq0MyaZ14p4iEqoVGdL2VddCap4lW2gdUIdpV95PRY3t6b/b6eEYoWS2tHLFrdjg1WGfG+1G9zy17r5qNzbkm/cvGPSUiLzgKoCBUw1XialQzY8/Qngs4syV+C04tZvAciLc5dxbKoph1ZvzjCxU0LlxZg8gAFgWQmdc9kqoTiw5MkTymink9KSj8NsAxY88eF3/8cEKZNyUXV48eFLq0Zr/Q3zeN77QfXq4WWm+wr/fj19dG6cMjH365pVCfWU0f9PpeOJ9Op4YWYgnDCells9qJSsOKn0nMaPNz8KfOuFzOsE8mtMzpvyoor30wa/569Tm48bB1w608ymAYBbzsutjQMRt5/8GwBeAzBLSvlhKeU9UspBXkwweqg3S6dOj1N1PFYT5DqzzAdRbwYllNtJ/b5SeK7Wp49GQ0MDGhoCGJmolJo7Vq1I1W3MrmxsAVbsVd7/2GP917FjBwAzN/0zi/oPWoWweI4E6AmVaWAf1H6rqIjh2GOH4CMfacCpp9ZizBiKIqppMzxr1NIS7BR3mDO+Kqqqhr1zhgdUKh6ggER5ieKL4XKucLptqyXuyf1LP/vDy3vTPKFCCkK1G7HJTKlWfjyhYvDnCdUVz3ztydWYHAD+9xzgGyfYf9eYMKuMVpSY3y9MTyi7AVlnPPcKaaUx7+mQ1q+Wiospn2fj51MCmG9wCyxwEKrCJQgFUDAjW6VYIXELQvXJ/FxPGd7HHNS1prgEyaga4Gsn0NIPmYLZ6mSAqspVqy2FjfX8CTUdL2Zef71MmmSiPJaeWuS33fz+jNXxlIGlndISMH/LbD3J+Loipb+gTswI7D2Yg9GJF2NytXsZVIXDsLEqobwECPj3e2c3fecgilmUWO5nrYaonyepS4zzIh/G5OONDI2ehPv77HDaf5z18cn5wOrPpFd5+8O77kHeXINQjVX+P2/1Ngzi8BWg8ZifydxMfUC1Quqx45zfN1hxMyY/XUp5m5SyJZ8N0vhDDfo4zfBZZxKY3qCUUMr6XStt2bSB4YDJXz/ivwPQ3t6O9vZ2fx/ywrGUKK36osT70js7Ww4ZD959N72nyul6oDQ8QLkRnnACMIpypmJA+mgoYE8owPk3CWu/jR1LQSghqKohYN7AKiuDvTUnQuxsq6iDVj6fFnhMe/PCOVOMGRgPcnyesXp5S/rz/NmggxUxoaS/BewJxefSE0YKWqbqbzFLh9S10yK8B0EAkp07GU0zfC7xgCmbTtfFM6lMrx0lwlSDlJcoSqgQ0/EYdV9tbMk9LbrEx/7fY5nesjMO3mu8Jyizb6dLLd8X+Xpt9x16+orTDwpw94TKuxLK2Mc8+Od+QBhBqFxwO4xVL7UrFS+hfB4f1qBqX4i/I6fjsfKWn8sWbmd3lupSp/6tFbXYgI34EwDwCjko5K6ESvoLQvDnSmO5F4Nw60Kmqgkrj4slHS+pHHOZ9tECoyDA2v3URwzi3lkq0gMx3Qnyi+M+A9/v8uEJxfemrgTZhPgJRjkFWBaOAt76NJlq15QDoy2iBrYJsCNXX6YfnUFp4FaLAjeCTsfjdbAnlNf1cX/kCIfxwEijOIbVA1RDRFSAqfGKEMCnjwD++Tjni57TTFE8KCWUsl3Xm4OHFAiuZuOHDRs2YMOGDf4/mIlxFLZuGmKm6MST6QaYLMkFAOxVpFFtpk52Hfuc8H6aP9/8x6qECjIIlcHsOaz9VlIisGgR/ZB8geab93vvdSGZbekZG/KlhFJnw5Myc7DELyUx6izxfnLrELKH06ZD6c+HNaMphJL+FtA6rWXieZlJPZCSYHtRQgnvSqi2HkqrGZIh8MLHWqeh3Ap6oKd2cstLlOp4feHdrK2qoz0dlF7kVIHRK149uXYdNh//+AyjTTaz+vevoWUQvgpulRNT6XguQajuRDCz64XAeu6p9CXzOxjlCSf2L0yVPY9Qz5RVKk6wcvH2C9NNzIOo8JctYabj8b54ZWswpsBllkCk7yCUZWLCju4EmQKzv41dCjJgFlKYP8JfG1IIszqen++RSJpWD+f7TBdNbdpHOl5ZSX9PqLAnObIlZUye9H68zTV+v654cAFZVjox1okIvk5I5f+wKInRNfLFLcC59wDT/w94Y7u3z7r5HY2sMdtdWQq8eh3w1FX0/4Eu53XKHPueJ08EfnKWv+CvNR0viP3N/fw+l31kpaYceOU64K6L7V8fUwu8eA3wy3Nzb99AJEK3ek22fOtk4PPHOL+emkmwpuMFpISaXG8+djUmh0vHP6C2BMo0qltaXkK5vQDw0hbgaSXw1N6r3PRff918QamYJwBMqlfW29SUusL1G6hlGLXduwr4zVJvzQ8qyJgNs2eTuzPf/DsUK6gXXwxOfdXnYVYsCNRBaxhqgVKRLuV2W//oWjpPrIdKWDOaajpeUAE/a4e5z0PwTf2clyCUm/LSyiojfpwpwMEm3vetpmVYAdDSGK07H9XxUqoj4/9cB0PqejOlyACmH9Qt5wFXGEoS3q3qx0tjdHz4mS11bBsy34s4iGB3ST7UXbxKKLfBar6VUKxYWG9M1MRDTMfLFrd0vPZe0y9l1vD060FelVCWNrb3hndtOtuY0W/rzc1Im+Hfmg2k/Xo8evFC4kAhqxGclFCtPcDEuuwmQwHTvPqd3f6u10kJPLDGX1U9u23zuhy3oxQ+SXlCRT0Ixfd86b2fUFFCv3FnIriJypIY8JgyZ9sV7x+EUj2hwq6MWVlq+iQCwG3vePucn1SzcUPNNL3DNra36jqB/FUDpY0Z2w5aCQV/+wggn9Zal4np5vrMKvvBSpSG/JqQcJLfBzXrWFdpmiW7dWDdZsZTqWMR6nyiogI4+2wApHyJCTKlXm+U2WSZ5Xv7jPcvX25+wf37U6tJSKBRHdzGYqkcxn6DIRdPqHgf8PVngR++4k1+G1c6HPmmrMwMsgHAst2m79eLLx52+JR/wkw7UFEDGmGoBUoM00uvwR672fnUjGbA+yMmzPMzaE8ovibx4NdLJ0b97hmVUC4d8q2twH++QhW52OOJy307Md2oKMgz6kGb4l8xx1iv8RtyFZwwPaGsAzLu6A/PUXHkNR3vViOoPmu40iabAVVvHzAtgAAU4H5sWKseWb/Du7uNIhxF2ntyS8fLtyfU5AY6TvheFaYnVLa4BSzf3QO0dJOX3PDq9GMin0o5tY1r9qXfS4JGHUwFEcBIVSAmC03fxx/f7/pcvi+n2I41Uozs0n2lpIIzTgbNXhAwKzz6Ye4I8sUJIgjlpTqe6tf3mpGCmM/z3g+pdEuPk3QA/b5VZRQ4SQQ0UZkwzPP5OGuPA5XKuWBV5IW9O8tKzIIIgPfj1q9KkgNtT4SYjpcNvCk+7YPoH3E/3086niY3InfZEUJ8RwixQwix3Pg7X3ntG0KIDUKI94UQ5xSyncUEX4CtnZJ7V9EyiBk7vgC7qW7clAmZUscKxiIybykv6V+xhyW/aQbRK1YAmzYB998PwLxppQJ9kybR0rhi9ptldRgZPbIOmHqL+f89qzI3vZCzyrW15g850ehkPq3cxA4ezMJR0YZEntJH1EFrGAM1rrzS56OTZe1spjoCwTYNMWXdQe1rPib/ZqRY+fH2iimD1kxKKLcg1Kl/AH67lJSNqcBDhmuhEMAcxYx67FBPTfZMubF93hczlcBMWJ0iq5dIIqDgdaY0JoY7xVMabNqkvK+3LzhVp5u65Y8raMmDbet3WGdMQnxoejBtyTd87llNkKXMX7VRlbKS/kGoQqh3nXDbHXyP/ePFdO1QzxkOWOcF5Xje20nLkyaEu0lOOwNyuy8cZZi580SA33Xx8fr2Tuf3xB0mXNVT+9lNtMxWBQWk35sumOb9czMakfoNcw1Cud3z+FpWpgSh9hvHS1TTi9XgTirA4+HeVBYD7nw3uElDriLcJym4tWxX+nqtwdCwVUHqLvCj+vZrms/fY7dLcHWHMa+cz1RutUhNUJsVwryu5VXVNYiJ2pCf+ZmUcqHx9xgACCFmA7gCwBwA5wL4lRAiopfNaOEk0+XOqNWALhu2Gxcht9koVx8OjyXa8055OXAuJfMOrwb+STEUri6jfOC3dpi+T1i7FvjDHwBQChrPMqW+V7lhksRBKFg6DStX2jZj7YH0/93ys5lCpjjW15eisZFG1JfOIllvPGl+1/b2YKZp8+YJhXSlSNhKqEwdUTuVSRCpEXYIEXx1PA44cAA8kfR+7qttcA1CuVxvehLmAEqtzOQlYMu+UVMaclcLWeGBACt+hDCDuKGn41mCULkeR16DUId7qeS02ulLqbMsSqigAupu6pbKUvodhhkVe6zB3l+9TUtVuVVMcLut+zKVzpvn+0V5zAwS/P19WlZGqB/gFrC03mPVINTMPB4f1vsTAIzIIZjiui3lehHEPYf3XbaeUHwP4T6oHdYJObuADQehvnOKv+2rCHir3Gr3OTbdznbw6yUdr0+ZYOD3SQCnN0dXCcX9gvvf82c5MLmBjo1EgOl4AO1DDtyp3mFq2iAQvpLmM8pYZEi52YfJhF/TfIBMw92+z1IjADwu4Ek5N7g5QfrfZZuOp8meiF52bLkIwH1Syh4p5SYAGwC4OCFpGL6p3WtRz3QlgOMDKhnJA5ePzHZph8vnM1Vyc2PSpEmYxAqjMDj2WOD00wHQbOdZk4Hjx5OM/Axjs1y5CevXA6AOxW3vmLNzqYpO8XRnTO48pjpDmzfbNoE7aL+5gAZIXm44fzZ8a5wG92Hvt09+0pwKZk8s7rTfccf+/h/IgjBLUauoA5GgOjUqpcbNz6sKxS6dKCxJtNegjx+EoXzJJrCnvs3tMzyrZcej683HSWmmt3qZDWaFTBgKQ17nCYqKgb9jaEEoY8m7Kp9KqI0tNKNsrXjH96w2RWUaeBDKoW3dcTJK5f2+saX/e4ZVFa8nVEkMGFODflG4oH53v5TZ3M/yqiLKgBcTe77HFipF01o4AwjvvqheL4K456R8I+PZraskBpwy0f37Wic5U6k8yg8b76N0PU4PzAZVoexn/6eCUHDvJ7uRCkK5vMfWmDxPE3nZwj6NFaX+jrdjx5qBvSDOhVQQSpqqvXkjzddTlXuN18JW0qhB7iFl3guJJJFFymuGezl/9wUjnd8TNLx/e/v6TxRlvU7Q98wlLVbjj6heej4nhFghhLhDCMEi/bEAtinv2W48l4YQ4kYhxBIhxJJ9+/ZZXx60sGpHpTsRvFmaWzqd24wi+yxlo9qpq6tDXV0OPQcvnHwyVbUDpeEtHksDoskN5NvCNyUkaDQbT6ZftKfyUdxgPGBPKJaU8nsdPKGW7aKb8XlTvQehhKALqVMlt7D3W11dCebNIzkBpzktVSTz8Xjud468eUIpA5GkDD5lhb8DB0O8GHRbb7xhDT7U9QXdWeU2+zFEVjsHbh09t46TWlkwKfv7ALnBs8lu8vRs4faq7eB9HponlEUV4DUlNBNeglDffYmWEy2XIb5mvbTFfC7IIBRcAgtdCbqm8/1y+e7+r/PkQ7FiVzky6OIDXlHT8fqSFJyO0qDYLdXFGrgrWBAKSkA/ZCWGqiIKYhJInSTLtupsJv8/q9LVWowBMFLCc/z9hMgyHUuYk5GhGpPbpOP5SYUvBEJQQCmRTFdyZYKD2/GA+ojc5+tLmpPCVmNyIH+eUCeMNx/XlAMvbDYVWm4kk/6PMbcJPaAwxuTqd7CObXNZZ1IC+zp1ECpfFOSWKYR4RgixyubvIgC/BjAFwEIAuwD81M+6pZS3SikXSSkXNTU1Zf7AIOH05v7PdSeCn8119YRyuZBxedFsOgGtra1obW31/0G/XHwxcN55wPTpwDDTIbe8BNjXkf7WNkslidT3WrjQ+FD6VXPLIePB6NH9NpuUwNJdZierotSbMXlHr7svQT7224gRFOVkJdQS5Xvs2hXPef1BdBy9oA5EEsngzb+5k7SlNf1/J2zT8YpICcXrykZdxm3I1JYYnAMNh3vT5dycyuElyPHJBbTsCsbWzBY1GJ9SQoW3OQCFUUJ1xqm66r+ekP78iYYSTO3UbjgYnG+JAJm62g1cO+M0OTOknFLXrD5hHKQqamx+Gx5Y5d0TSknHCzK1Iii8pOPxdYOXs/OcqqnuMq8VxHLdVhJk5J2rCiEmzGvNOVOyb5ObEMSaNmlVfwLGhFaO+0z1T/RzHKtpQGF6Qtml4+XL0iAXSmP0G/pRmZWV0D7t7Qs2HS+RNCed0yaLLEGosAMy6vq3t1GbvvJU5s9lc43NtPuSKOx12258mw0CwMo99DjM/p3GpCCXHinlmVLKuTZ/D0kp90gp+6SUSQC/g5lytwOAEvvFOOM5jQfsZoq2teU5CAXnQaEEcGaWs8ubNm3Cpk2bsvuwH2IxYPFi4OMfB266Ke2lXe3mDV5K4G9rbT4PAJWVtGxuBmB6v6RM46uq+n2Eq61ct5CW5R6VUB1x07/Gjnzst7lz6fvWlANHj0k33+7pyc0XqrWH1CiFMCYPeqDGHZynN5rby9Qe6yAyGy8KL6idnSDXrQal08z7M+BlxpfXb9chj/cBb+6gqp4AzQw+aZjme1GG1pab6wmai2cCF04HzleCx3xshNnJS1NSBDSI9RKE6u0jHwnrd7Omy+xoo+tZd0Adw04j/s0KXOZAJ7CnwwwyVZf1/w5d8eIvt2x3L2ZPnHxXqC1XlFBJGb2qg279FquNQGkMWHoD8NfL89EyE/UazW0NK7CQ2pZMDyDlAq8j2/5oJiVURy8tyyxKKPWHDSLNPlv/RJ7kykUJZb1m2pFKx4uZyqti8L8pjVGam58+DmdldCcCSsfjIJO0V0Kp6Xpe2xgUHBSzqnbtyOb39qKEyncQSt1cUAE/Icy04EtmBLNOjTsRu90DQghVCnIJAHYyehjAFUKICiHEJADTALyV7/YVM+pFZN0BI5c24DK+bgNJAeeOQmdvfk3tcqbC1I3PNgR3HDnvjFOnZ1gVcORo4BhOGi0pAYYaX3LRImDKFNsqUCpSAlf/nR6rhrKZglAHu8inakhAMtVsaWgw79JDLIP3XNPx3jdspRoDNoe2Q1VChTFzqHbCjxiV+aZqG4TiWcKA26Z2LoLsrKqDOz+KNj8djsO9/Z+7dRnw3j5glGHcm5Q0ozl7uLdBEEu/g/IhUJk2DLjlPKC53nwubE8oXjdfm+PKbHmu6/QShLKbuLBeF1lZelFAHUOubNdhEWOu3EtLLtZhvWftPEwd/mJXQtkN2nlgdV6WapRsKY0B/1hHjxNZpIqEjVu/xU41OLy6cPddKcOvzmWN31wYQJVIDhhkq3R0U6sBZiXIoVwXxng+TQkVQABUveb5CkIJxRMqRyWU232J28bfUyKa6kMrZSXpE5he+grqfSWIQClvM5kEXt5Kj1WVLP9uXir3BsXXjgeumkt9RoAmZp/Y4P6ZbAJGme7luQRPsyWMyVHV5iLfkzGDlSh2pf5LCLEQdH3cDOAmAJBSrhZC/AXAewASAD4rpQxhLnpgYjXXbOmm5blTg92OWzqLnQ8FQBewtt7CB0x8M3o0sGtXqorS9jYyC+Rg1HHjLAars2aZwauyMuCqq3D4vZ14LrELCxdLzGwGMEIptwEKaK0/SOqLU5vpufIS4LENwC9dmraEq1UEUPkwV+bPr8KKFV2pAGU8CVQB2Lq1F7Nn91d+eYUHAGpufFiox24ijOp4xvr2ddJx46U91k4Bd8KDbpt6gw9SAaKu108qBH9uYQYTzJ6EqXBS2WOkzv7mAuDUP5rV8aYO6/9eO+oNBRV3/MImbE8oXndK6RdgECpToC6etL9nWGf1ueJQtp4xVjiIZD2HeABxgnEOWu9Zbxna6/HFNGFigxpUZ/h6ak0/DBs1zTlfHn9+cOq3AP3T8QqFGlTJxhjb17aUtK9s/GXsiAWhhHJ5ndc71+heWX3wgICUUFDSsXx+DjCq42W5bW67WzButWGTywPspIy+MTlgpuM9bgRYvAQr1QlxL1VavbQBoHvRLiN9v7nOfD2llMqTMTkAfPZoWu7rAH7+JnD3SuDXS5zHdX1JYM3+/h6MmcgUhMrluM2WMGwiYiK8jAKNPZG79Egpr5ZSzpNSzpdSflhKuUt57QdSyilSyhlSyscL2c5iw3qT5hONB1RB4aqEcpitesmYVSi6akNGSt1IQ1Gxy0ibe8eQxFarA/ajjiJPKZVYDHLcOKyYcDQOzjsGOOaY1DoZDmh97fj0nPRE0j0diGe1T57o5wuFQ7kxzckzU2yeuHx5V07rTQ2W83CzsFYfCrrTpipfvNz83JRQQXd+eHWnTgw4HQ/md3h2k3efLW7DlAxBo3kj7Qe0Hb3pVZDYmNzrQHJCHfDHi4Ffn+/t/bmSDyVUmiotwCCU24AIoGuY3T3Dmi4TdOU2J/8Ua7Uz6z2L23FMv5IoxYXdNSIoBZxfWN3GRtdR6/y7qWxeM0rlFDpwlhYYylMQKsgqUhxUyCWYl2mQ3FRttt1OCZUIwBNKTVvy7QkVUDqeW3bDBy20nD7MfG++KgznQlnM7PcC5oSs62eUY+nMybm3IZVuZxiTz24CapVJETVdD8hvUKZpCPCD04EPTweW77Gv6AoAm1tp6fd6leleXvB0vIDWGYMShAponRp39H4eJFhnPsPqqGTjCbXTmFU4a1KwbQmdGdR7rqukGfrlu4FblwKrjJSOMaxCuvhi4MILgdL+UTa7GTkV9i5RFSiXz6ZlwqWz0WWTs15oGhXFGAA0NubWuFTufZ6uYvwTvbw1+EHHUUoSspd1u6bjBXxOh5Xml0pBkJQW1eXRp1567OTPaLTfF+29FCBWvaX8Vl47ZaKZshU2fDyEGoRSOpmrjNnyXH9vr+l4dvvdmo7H17psqqfakRqEOiih0oJQNq8XOuiQK3b34qADfV5Rz8O+EFSmQeB0GPPEU1TSMyWUQVRYnlDqtgIafH72aJoQnTsi83vtyKSEsg6S1UAaE0SavaqE8rtfksgxCGV87q6VLtuQ5BPKk14SwSjAwsZqTO7lfFPVUiMCsGxQjce7bIo6pdIhC6ik4YD+/e/Zv84Fjfym0Aq4G/8XJAhlcz4Hsc6UejuC96GBSMQvPZqgEJZeZ9DmedcfQQO7piFujbAPtvDgM9tB3dSpUzF1asB5hV4Ya06H825kj5HacmXfzp3ruIpMJsusaFJvuilZsMtdwe5zVvK13yZOpDzL4dV0jLCf1Y4dNoY9PsinEopngg730GlkrX6YK+pA3EuH0G6AzxUag+5QcupRGIbnSWkexx93Pk3S4FTiTINlu4F2bx/wxAd0HApB7+F0vKAqrwUN7/cwD3N1X607QMtcO+5e0vEyBf/UVC0guGPbrkQ7oCihlCpa6nlWqEBN0Nipe6zfPV+oAcdIGpO7qAAkqDJToQfx6mRW6Ol4MLcVlKn1NQuAd28CzshyItIuvVSlXxDKWKYpoQI49tRrnp/9EoQnFEATfcNcHA7497Kq2aIY+FUpNZRQSR/3gdOVYymIFGM+NlgJZe1b8/F1r+FiXIh9ytYUbMdhxar09Uomz7WCeEI5PM5pnVkqGTXZE7HbvSYsrOXK+wLu1H/zZOC9zwB1Lp4dTiXTc1Xt1NTUoKamJrsP50JZGTCMdM1nKXLf2U3AeRzbGTHCVgHFZApCsWoo2yCU2z7N136bNMk0+6osNb8TAHR1Ze+Mn08lFHdyWQlxpceAiVdKY+aN1EvnxS4I9aqRGjIq4J900Rhzm0HCgQ+/HkTXLqBlpv1kJyHnVNAZhldbiVGquifCQSjeL6F7QvFjADMbzeqB2ZJJwr+1lTzQ7DrEVqVSIuAAiZ0SAujv8SMA23S8qAVK/GJX7Shu+PvkO6DCv0VfMsLG5A6vRcVPRw2qhOUNyFiDhlH4vTJda6yDZDsFehAqPLU6np/rNSu5ct2fx47zkDYVs6gPI/IbulEWo0rIfky/VauRIO7tfGz0SepfW/vWfB3oStD5WIgKqlVlpNJ2qiLLE8B+90dGTyjkxwNLJRRjcmSvZNRkRwRun5q8YLmIhJGOl+ki5FTmky/a2d4oWlpa0NLikAQdNiefDAAYXwdcNou8Qs6aDIwdmv66E27V8e5/D7juYXo8SlGJeQlC/cWQ47oFofK136qqzMtMIklKFm779u3Zq6ES+VZCIbjy9VaEMGfrslVC8bGkpvYFQVg3Yx44+FW5eE1Ps7vesFcCe0TEBLDlEKXo+Z0dzBf8PcP2hEpVf5TBDKwzdVz/40VanjzB/rNAevVEILiKNU7X3V5LsMua5jNgglCwT8fLtwoKMK+lPCCO2r51C3BExU9HDdqG5Q2Y2pYSwIlKECqTUsM6SLZrciIAU/ysq+MhGI+tTJ/tM4K8/DWLxZicr//LdmV3vgWphNpxmAzereOVYxWfwNOac99etlSVAt0OfrG9lnRzr3gxJi/EdYA3GdS1Lu38DWaVmgzo/TxIsHY6g07Hy6YNzP3v0UUx2wvJli1bsGXLllyalj0LFwJz5gAgw+ITxiv79KqrXFPxAOcZ+e4E8M9Pm//PaTIfewlC9RkDCrfORb72W4nSa1hgVDTjtsfjGfJ1XEgFUvOhhFLk8mFtk9UX2SqhwhoQhTUoTCmhOMDgMwiV6TewBqHifWZQV00x5IpBUxq8bT/f5NsTKihfnkwd171G+qhdCo71uhh0wJlX008NZGNMbpeOV4hgTZDYpuMVqDJdSpUBc5AcJQSc/VCi4qejppfmLR0PEQpCITtPKPUc2NoajCcU4ysIZXwBKXNLLVInE+zg1DtuWyJZHEqoS2bSsjOe3W8URPXKBiPN8XfLaDnGYh+iKtALeU2oLM2shPJ7//LruZYvUhN0Aa1PIPwgviadiNgpasLGOptXiBldp9mqRB9QGVEVgicuvxyYPRtYvhxobwcmTgROOw2oyFxPXJ2RUll/wPkz1iocdvQkgItnZNx83hgzphw7d/amOgN8/PW5VPjLRNA+MW5wJ5c9CcK44ZZ5DK7w9q3HTFgzmiU2HfYg4OtBwqe6rMRjUMaa/rurnTphR4+hlFneJnfM5o/02vL8wt/XrRpmrqiDuKCqP2byhEokSTVq19mz/rb83cOujveYUQJcTcdLa8cAUULZpcYHoQTJqi3KbxGUCi9IrH6aKlHx01Gb4Mc3J5eNRU0J5aeEPD9+bz8wsZ78FA90mYVgcmkH41cJJY2/XPZnJkUYB5zYwuCZjdFUH1rhyYden0HqpmpK+Q7i+7HCnNXwJ1oUvLEsf/ugcQtC8X3Ub1AuU3BTysIoWvjaHKQSin9fHYTKDzoINUiw3qQLYb7mtK0+CVw8M3/tCIU5c1KKKD84eUI9st75M5yS4laKt7svGAlyUDQ1lWLnzt60MrcAkHCLpBlIKfHWW514++0O7N9Pd9fFi4egtX4IgNK8pOMJQZ37MBWEfAxkWx0viXDaFVqVJWFWxAJ8KKGM7+jFEwowZpeVYNPV89Pf0xtwgCNoeMZ1rUtgOlfUgXZQM+MxARx2ybZ1U95YlUpBV2hMqTlsFKiAmWphHdQlIn6seMVusPrY+gKlVCj3wEgak8NZBRBFFUnYKnf+eaKkhMqk1LB6Qs0aTstNRnp2m3Gd+tC03NvB+BnEsidfMscBdUxkqGJmqFzPngx8+wW690W1IqVKTJmI8dPWR690DshkQ12FGai0BnKEoInEQilKmcpSUhkf6k73xQJM/13fQagMwc1cj9ts4U2GUR0vCte1wUDEbveasLCeT0Ebk3vFLpoeT0bXjyVsnIJQ65QBJ6cOMTwIj7sFoWyMEwsJe7Or5o4A0JepfBaARx5pxeOPt6YCUADw5psdeOaBA0h2JvJqTB5m8JYrm2SdjhdSKktKCRXwelmN4VfRxu/z4kEHmPup12YWMCbIlByIbooVB80m1oW3DXWgHVRaZ28fsOEg0OpQSdLNg8iaLvPmDloGbUxupwY6Z4r5unUGmNVCxT5LahdY6U6431PCQlUDd8Uj2Pl3GYBFxU8nr9XxlOtqVIJwGZUaSG/n5AbzecAMLjfmWBFUDXgUwhMq037okxTQ4b7hgS6zIEGU4WO512cQamQNKd2CojSmBKFszvuUVUAB9ycf2y9t6f/an1bSstqnaXpkPaGMbQZmTC4UY/JgVqnJgN7PgwRrOl4YxuSZELDvzMX77C/ogwGntJDWHuD4ccBdFwN3X5L+mloq1g5pdOajFYSiL2pVQmXyhOrqSuKdd7oAkHfP6r3AG9uBjl6gs7MPvbu68mpMHuZ5wylibl5fanv6KaFCSg0Jq3ORUkL5UICp78uUHmgNNHCwqcIShOLgVBQGk3ZMaQDuuBD4+TnhbUOtjpdMBqN+W2wYtbZ227+eacZYDZTsPEzLkQFVfnSsjteXHqRU9wsAvLw1mO0XHIfAysdm578pfH3Z1wFsbnVX+BYCp6q+QLSCMEB6ynhY1zN1WzIi6Ygxm6iqlOYxblVqWCf/gkqzPWZM/214IeU5mWNak91+UOE+Ah8bXFG3IcdKqGHDx1i8r7D36dIY0OGghOLXgcJeEy6bRctvPAf875vAgU7ztUSS1FHjhtp/1gnu/zoG4wsVhLIscyUG85pQ7BNNxUKEhqmasFH7dgUxJreRTEtJg8BclFDTp0/PqV2FxG4w1JcElu4CzpsKnDyx/2f4Ruc0a71kJ+3nTJLbfO43Nie3KqFee60Dxx3nPLLcsyeOZFJCSuCpD5T1xSiYkNjbg1is1vHzQcEBkzCVUFXG1bjXg/ePkzF5mEqooOH+sm9PKI/KLKvfmp0SqkSQfxoQXSUUAJwxOdz1qzPofRIoC+A35xlZp+tUJg8iNYU8kQQWjvQ/g+uEU3U8a2DMmuazu8NbkDjq2KUvFcpkm3+L/cZgaUHEvNnc/IYK5aPVD2Uy60+r6HGYkwe8rSgF4ay/0VefJjXIq9f1HyRbg1CplPAcv8uE+v7b8IIaO8pl8JtJCcX7ge+hrNyy62dGiZjS5y1k0LMsRtWdAfcgVCEDZTXlFGTa3gb8zxtAXSVw7QLqPy/dZZq8+0G9X9rtfmu6a74IQwnF14IoXNcGA1G4fWrygDWnN6xS825ICazcm27+2CfpwpZLEKq6uhrV1TnqqAuEWhmIec+o1mUtAcvwjW53u/3rW9toefw4923nc7+xEorbvv4gLTs63Ed0rJSyDvx41rDvcDxvSigg3OAte3j1eAxCLdud/lxQhtJWeJ1BG5PzrK3fIgl2lY0c1w8lCGXx+wGoc8uricRgskCo94egfHlSwXKH4zne5x74Uwdm8b5gfx8+fa0DNmtQwTqokxK4yr3gaVFgN1gtlEExn89sD8jBy6jgJi6JmjG5BDC0goK1QVQEs0O99yVleJ6BfrCb4HxgDZlSt/f2VxhZFegpJVSO+8xuG54+J4KZ4BLC3ROKg4Z8nncXwQQMkJ6OV8jjrURNx7ORcEQhHQ8ATms2H7My8vZ3aHnNAv/rc1IOp7aBwiiHAldCCV0dL99E/NKjCQrrzGc+y9szLAE90GU+l6rWkEM79u/fj/3792e/ggJi5wnFct+POviccynYVxxSQ3ifWkvIWsnnfiszpBXcJlafNDS49/qcglCJJBkvyj6J3p78SBPe2xduqgN7/swbkfm9B7vo+6seFMlkOBf00GaEjI63X08oJz8fx/cZb9xupHSpgzM1kDWog1BQ/FEC8gjh/ewYhMrgBaimkAftGxhTR+0KVp8qa2W0noT94KPYEOgfxC20EioR0RloN1PeyCiB1GudBE4cH+K2jGXKwyi8TXnGzbMmkeyv1LAOqoOqFp1thTShtCFXY3LX6njGOW5VQuUafAsb3peFVkKVKpNWUVVCAWSgzsST9Lu/sYOM948Y5X99TpM2UJ4vxHWQtxlGwCgK1/XBQBTuH5o8YJ35LEQ63pFGidOkEjPoNR7nMsDYvn07tm/fnv0KCoidJxRXsHDydJrdlJ7XbyXucZ/mc7/NnEl3xdIY5aRzG3t73UMJf/lLC4D+KT2JJMmNAeCh+w8G2lY7WrtJobTPSBkJ47w5cQKw+jPAVfMyv/fjhhpDDc6x6WjQhG1MzhXUgp6NtQarnt9My+GK+K+m3Hw8qINQyuAlKGNy/j1zSceTyiAxSGVHqlNteT5TOl5PX3gKk3xiNymVlLmnI2XbFsB/MDpfuO2SyBiTG0sJOn9DncW3BHCiMFizpkyyhxxAfUy76l1qJTk+9nK9B6nHgp9Vqe3PpQluqaNAf0+oolFCZVkdL2jUe8NYm0neqCihTppgPv7PV4DFt9PjbI33nbxrmUIFo4NOx0sLVAezSk0GIn7p0QSF1bAw7Aoqjm1A+k1y9V5aRv0mGBZ2MwzcMahymXEfUuY+8wdEa5/W1Jgjt7KYqY44fNg59+ydd0xHxf2d6a8t3UUBoTG1wO6dvThwIMA6vDawKo1VamF1vNWgiBscYLQGlsM4n0MzuDU6zE9uoP/V2TvXz/EDn+l4AKkIxyqmnGcqXktRGEwWCvWrBzWwdvOuk5LSGrym4/UGnY7n0Km2q9jHxw/7FzqlSRcTjun5BVRCpbw48t8EV4pCCWUsN7aEnyLIq079XhH4waxNWLnXfJzos1dqqOqpoIzJ1U34NSbP5nNWMjWfj9eYoLamlFAR+A3d4ObFAyqakS28n44da/878XlX6L4EFwVhePL0M0dltz4nD0WmYJ5QvAxo20GdhxrvRPzSowkKgfRZ3+c20TKfF0s7/6O1RjYYVwYbbNgNlLszKKEAuhE7BaG8KqHySZnidFxWYqpfAKqAZ8f775MD5OZDwEPv03OnNgPDqsz3cKBu+XJLlCpgeODp10Q7LEpsBtFhVSoKzeAW1Knha9CiMW7vNmk0fv9RGdJNrQHe7gQwckj6e9T9FaWgbb5RZ9CDGli7peO95kGAKSyDxCB/H7fqeGpqiqoYSiS9FXwoFtSv7rdCZZCkPKECSEcKA6uKXKVQPlpWJjXQ8v0D4afG9EufDG9TnrEqgDoU39E4K6Esn1FT14KauLNL+fOC+tacjMk9KKG4jaUx038y6vc+dZxSaGNywPTvtJKqtFvga5gQwJuf7v/8qCyry2b0hApbfekAbzKowzdbTzdN9kT80qMJDMtsHpvr1XpUXgSBW8BlrgcfnIGI3T7hAKFrEEo4l7LmQV8UOsdMiWXgtrfD9IXauLHH9jP799MbPqCMPJw/jSpkXTwTmDqMnuP99vLLDi7tAZGqzmLs20IPlHj7fcpxE1Yahl3AKwh4EJCUZKTrte0fngE8cDlVfMm0fsAcbHcn+qsL1c5ioWcvCw3vp6CUFBwEt1NC7eug5YdnOH9eVUIlAk6D45/aekj39Dkbk/OAzWkAUkxY1T2FTIXjTRbCIsALdqbXTF+BPWqY2cNpmZThqxJSSqgC+Io6Yf2NOpRJrrgRPLbuE/XcTgUPAkzHq/JRyVO994UdhFLVOkWjhIqIQoV/X6d70dlTaOmlwnHYjKqhjAnm1InZH1t24xSVQnlC8fcJqt97/rT+69aES8QvPZqgsHpA9BnmlQVRQimDEu7YD5TZZb/Y5VqzgfJwl/ztEpfORhTT8YRyRZ9UT0v2vurutv8iqin50ApgRiPdGOoq+gehwoZ3ZdSUUGnpeCENiMJMx+MglJ92l8ZINZXpmmE9t7oT/QMI/N2mN3rf/kAkzRMqIGNyHtgs3dX/NZ4EUVWNVlSlQlcinHQ89fx5e4f9+7gNzxqTA1G6rmYL+7ExQZWoz6otVmVNxDr/ajBUpbXHSA+KQHt5kqTPwf8oSFITIBFSrlnVas9sNB8n+ugctvOE4o/8eTUtq30EjuxQLw2T671/Lq1pOfRprP18K31KOpt6PY16EErtH3ipHhwWrIhvs583xTSjX6oq8QqJmg2RSz/Oqiq3MlCCUOpxFoHL2qAg4pceTVBYb9KFMNR0UkJVlOR2AZs5cyZmzpyZW+MKhHUw1J0Alu0CLpnpPsh2qwbDHeNMv2++99vYsSS744EnzxZ1d9tLuti03K6Ue6Wxb7jTWF0d7sGcMsaMSBAq5aOintMynHM6kx9AtvDgLuwODJsuv7unv7qQf8eZgz0IBfP37QvoOBpveG9tOdT/NQ5CuakFOAC0vQ3YFbDQ0e54422c3mz/voNGVVfVR6xYsSomCqqEsgQ1ohDUUXHyhHrVqE7bUJnf9tihTkqE5Q3I8Kq5ynEUfi9rVbidyvWC0/H6KaGUc4D7EVyhNluyVTSpbTu1OYftw31i7pVtihJK2WaUrBvsUH2gPjq7cO34xHxaOgWZag1fy86IBKHUSnhWKwI/ZPSEQoGCUJZlrqQVFojAdW0wUJAglBDiciHEaiFEUgixyPLaN4QQG4QQ7wshzlGeP9d4boMQ4uv5b3Vx08+ItACRaztPqJ4AjF4rKytRWRmBnmCWqFVaeDZ+RIYbRkykByBU7II2duR7v02ZQndoq1fMc88dtn0/e0VZK1YBwPg64IxJwAlGKephw8LNkbHO1hd69tdOQRdWMKfc2PdBD7Z4EBDWtUjdRxuMAorWzXCno9C/Z6Hh+8PeDmBbWzCpl/WVpAawW9WbxnWu2i3lGPRZDg4dNTr3NlmxC8So1167lJ1GF/VWsWBV9yQi4AkVj2gQykldwgNNTsEpJOqkROjpeMa6XzGCcMMi0PWy9m97E+Z57BSEUifykpImInK9D2S739WP1eewP63BOJVWQ73DqYrFNOBWA2aFVG3xtd+pLzRtGI1nzpyUvza5cbJRJa+pGvjSsdmvJ1N1vDd3FEY5xO0K6vjVxuT5p1DuBqsAXArgt+qTQojZAK4AMAfAGADPCCGmGy//H4CzAGwH8LYQ4mEp5Xv5a3JxY71uhz1bZtsGm3S8pTtzT8Xbu5dKoYwYUZzGUmpnqIW8uHF5htket3S8e1Z6U63ke7+Vl9MBwL/3e/upUlmfTTStpcWsdrfjcPoszujRZdi1K475I0NtbhpRKyNupyoMK5hz7Djg6ycAH5qe+b1+SCmhQkojVPcRS/gvm5X+Ht7uYO9vpAI+Rjx41vCA1huz965be4CWrjPwxjWOz7nJDcG0CbDvVPc6eOnxewZS6riwRKH6CqjwjLwSCvaDL1ZDuFWxzReqEir0dDxjyefliRMc35o3rOml3X3kd7q3A3hiA03y9QtCwZKCHMA9PdvzJ6jBr5t/GU/6XTHX2I7xfK7qr3wQFe/GI0cD3zgBOMNBDTu7CVj3ufy2yY1LZlIq+0dm56aEcjMmTySBQ92FqRobuBIqSyWjJnsKcvuUUq4B0n1iDC4CcJ+UsgfAJiHEBgDHGK9tkFJuND53n/FeHYTyiFV+L0NK3XHDbuC8el/unc6dO3cCKO4gFHeGVu2jZaZy9W7V8SpKgWoPhvP53m8NDXSXajK8rlTJcjwu0yro7dgRT70n3pdu9HjttY1YsqQT27f3ImHEqoYPz48SKiqz9Y7peCG0a0g58JlFmd/nl5QxOcIpu8y7IglzwGQNMMS0EgqAqSRgRczMgIJQpQ6KTSmBD2cIanKcJBFCBSe7TnWqqqhFIcBv6UnQ+RV1/xQvWJUjS+hWUNB0PD72Cn1tteKUjtdl3L9y9REKArVvZRdwCRJh+b0KnZoOIBWwZnoSwCkTqahJj4MnlNonTiSD8UML4j6Sy/50S8ezVsCc3ADs7yqO9GK1f1BIT77yEuDmEPpCYdFQBXz26NzXw4fku3uA05rTX+O+1Sfn576dbAnqeqc9ofJPBOZw0hgL4A3l/+3GcwCwzfL8YrsVCCFuBHAjAEyYEIEpmohgld9HJR1PorAXryigdhxe2EzLTJLsGJyr4yUlcE5E5MAqM2bQlyqJAc31wMYWI3WwBFi/vhuzZ5t5Lgmjh8s3OFX1VFERwwknZFlrNkv45vTiZloWeqBkVXJICTy9EZjTVLg2+YUHd0EZYVtJrVOas8BWFQsPPAZ7h0NVpQHBBVqclFB9ycwzpxyk5OBQacjV8eyOEXWg2tM3MCrjAfR7q8HBnYYCblEIKY+ZsCqhohgQthvX37+Gln6qoIWFOikRtscerzqlnotAUNaaMtmdoGImY2qoD5GUQJno/xk1HS+I75Htflc/l0s73NLxrErDaxcCb+0EJmgllCYDC4z+97bW/q/1hXB/9grfw4K6Z+h0vPwT2ukshHhGCLHK5u+isLYJAFLKW6WUi6SUi5qaimhEFjL9PKEKUNXF2tnkylg1HlQ7A5k+CTyyjh4LAMd4qPxV4qKE4sBO1ChVphpZ6XXISD986aV052EeDPN35E7I1KkZJGIhwTcnNicutJG1Wg0JMFOFrMbbUYYHDjIkBZeqdok7BFe0J5SBRQkV5MyinRIqnszcaeUAkJOKLRf491bviXbHiDp5s6NtYKiggP4pZryPxw7Nf1uslUej1vm3TuAxiT46vqPQXr6OJZPhpTczVlVwFIIC6kSelJSCVFFiBsHtUhTVIFRQk7LZ7gt107mm43lVQp0/FXj5WuCaIpgEHqIEegtRwXOw01xPS7t7eeq4KsDvwuOcMKrjReG6PhgI7fYhpTxTSjnX5u8hl4/tADBe+X+c8ZzT8xqPWG9OYaXuuFFi6fin0h8iGDDJN/zT9PYBozyIfNyq4/Umo1tGnKvYTTVK2XLwZPfuOJ5/3jQoTxpfLmkZFNfVFeZg4WO3pw8YW2tWQSkU/POyyIQHcOdOLURrsoeNycMIAqkpKqxysV5rtCcUwQPtvoADPk7edV48CflluzS5XLGr9mN3jMSUCMRjG8zzrNixKkesA9R8wud+VD2hnNQliSRwcUSK8lrT8UL1hOJ0vIhUigXSf6PnN9OyNGamA0vYG5NLJQgVxLGf7SrU3yuX/Wn1xlKx+r4JQSqoYpiAEcJU4wyUiYBiosRyzqsUUhF5oZHSH9Smi8msf6AQtdP5YQBXCCEqhBCTAEwD8BaAtwFME0JMEkKUg8zLHy5gO4uOKKTjpZQJxv9OKTKDjUtnmoMAr9UC3arjJZLRDexxGh3/5i9sId8GAHjxxcO4556DWLWqK6WEkpYgVKxAdwbebG9fNDpBVn+1RAgD9bDhgXBYRRJ4laonlHX/pJRQwW++qOABWZ/lfMt5vQ7peAkPas1UOp5DADEIMnlCqQqLihLgRHUqrIixTkolkvRdC3F55W2yH2IUghoqTuqSeIQmewqRjhelIJTav+XiLudPpet7X9K+YqAQZl80qMyAbAM6eUnHi6jnmld4v0Sh/zXY4H1uey8v4HWAx0pOgVe/qOdGkZ4mRUdBkjeEEJcA+CWAJgCPCiGWSynPkVKuFkL8BWQ4ngDwWSlln/GZzwF4EkAJgDuklKsL0fZiRfWQEcKQbBfYmJw7/bkGoebMmZPbCgpMWcw03+1JePMdcVIYSCN9xUvnuBD7jSvkcUWhfR3Aw+8DnzuaBpnr1nVj3brulGLKqoQKw8DaC2oQKgrpo2r6BRCtAYFXeIAfVjqees1zUtPwe4phNjhM+LcIOvWtVJgpfirxpLdtuAUQc8GuOt6LW2iZdixYFENBVugrJNbDvc/j7xEGvE/fNyomRu1cdGqO12M4H1ir4+XFmDxC6Xhq8KXHKFZSX0m/TzwJvLMbOHVi/8+o6XgVAyAdz2rQrhK0yjXfcLpXsba/mOHj2lYJVUAVLY8d433u7/NKWhAqYvehgUqhquM9COBBh9d+AOAHNs8/BuCxkJs2YOHzScIccOR7RoQ7SlYfm1wHF2VlEXAGzYHSEnOQ7FkJ5eAJ5Sd1pRD7bexY2madxXh9+2HDtwE0KOnspC/SPwhVeCVUFDrdKZWPRQlVTB20lDF5yOl4qprGyYdosHc4rNXiggoKxmJmoFTFS6C8nzF5kJ5QxlK9hu7tcGiD8ThKQYdcsXpEJgIyZs6GCXUUMOBzNGpKDSFIrWvtMyX6oqPiFiI9qB/2TykQsYkPJfjSoyjsSwSwvY3+tw6gYzDPgaAmZbNeRVDpeCJzOl7Uzi+vaCVU4UgpoexS6wt4XPH1tzegIJR67kWh6ulgQJ/OgwSrEWtYKTB+2hBUOt7u3buxe/fu3FZSQEpj1EHqTgCHe70poZyq4/lJXSnEfhs92ryyq1WF/r6WFFEPvZ/+/qgoobgDFJWBaImlU1CMQShVGRnKAFhZ/1pDZVFu2Q7vrxrd4cDSXcGrG+yMyTmwlOlY5TSo1UaaVpDHtp0nVJ8EPjrb0gaY6pKkjE76Va5Y0/MTBb6ulcXM4EHUdjGfExsOpj/fG7G0d07R75Ph3ycjV0XK+N5r9plKqIpSuo51xun/j1jObVU9lQioP5ztvghKCRWDd2PyYqNUB6EKRkzQX1SVUEEFofjcm9Kgj7N8oXfzIEFYOt2FMCZPDTqN/1/ZSstcO3LFHoQqM4JQLxnpIF5KPjtVx2vrMdeZiULsN6H0Xp0OP3WG3hqEKinQtCvvzt6+aFRnsaYTFaPUXh3gh9FsXqcEsNw4zBuq0t9z1mTgK8cC1x8ZQgOKiJZuYMfh4JVQdmnDXjutHChZtZf+HxpgMQC76ni9NsoWVgyllHRFdH65YecJVUhFS3mJGTyIRFBD4fJZtOxOpD8fj4g/IFNiqA7zoXLn1ZeIaKhIjxpNy42H0pVQpUoQyu7c5r5oYEqoLNcRVBqQ3XWNCfranm84nXJMbWHbMVjhyXIrhUzLnWYUOJo7Ipj1pcYZEbquD3T0rh4kWNMP8jFbZsWajrernZYDxew1W0oM3wIOIF00PfNnnKrjPb2RloWu3ubGsGEk9eIKeUyt4bW00yySl+okcueqYJ5QxnZ7+zKXls8Hqep4Fn+1KA2KMiEEsOkQ0Nodzu/KHYqOXtpPC0b2D2TUVwJfXKw7tp9aSEseaAfVCYuJ/orNLmNQmOlY5cp0UgLHjQMqAzQPsE7KABRUsA5UOWUnpTSMwLkfBFYlVCE9oQCaNOHZ7CgENVRYmdyjBKG4qqdVWVlIYkZQJS/peBEbrE1rpGV3AlhnqF5LY9Tn7DJ+t37ntsUTKojAHe8Ov6sK6pC3U3gyfA0rVB8qV64/Enj/s8D8kYVuyeCkJIMSqhDBzVOb6Zi4dFYw60ulfEbsHjSQKdLLkcYvKU8oRTlRKCUUt6ErQf5HTUPy246oUWaomtqNwZkXJVRMAFta+z/faXS4zp8aXPuCZsYMMoQ6vRm4+SjgiFH0fHM9LR9Ya76X/WT4QlVoY3IgGjco3g99yvkMRGdQ4IWxRuBnw8FwrkXsO/bkRhqcBKmkGWiw/0F7Ly0DU0LF+huTP7OJlpnSsAVoUN0Vwm9n5wnlqIRCcVafdKOfJ1Shg1CKL2LUrmHs0dijpHxwQCpy6Xh5UkKlFAMRuBcCym+UAF7ZZj5fGjMD6/3ObaQHoYI4/nm/1Fe6v89K0IFXuwnKlAI1Ir9ZNgQ5EaHxR6lDpdtC9z2DPCb4/C2mydxiR+/qQYJ1hqQQxuQp81vj/664t4DLQIcveIcNJdQQD/ukOwFsazPVU0yXj0BWoTj55BqMG1cOIaidJ08Erl0AnDEJmDmcbmo86ONjhYMuhTImVzvbURgkWStN8kC/mG6eJxvy+sO94VyLTp5Ay54E/ekOrDO8bzo4CBVUdTwbY/JDRgn1S2e6f5YDJd0h/HaqSg6g7fS4BKGKUWnohtXAOApKKCZqu7hcCXAwT35AyygFoTj1NZkHlTunp0bhXgiY14fuBF1vLjTU5DFhKuzslFBBT8pOrAc+PB34rzP9fS5oJZRdECplbRCR30xTXNhNKAHF6UfqhE7Hyz96Vw8SrLnihQhC8fY4ct6VAKr0wDDVAX/QUAB5CSBdZshP93WmP98Rp30aNV8NlaqqGD71qUZcfTVp6GOCvHqEAEbX0Hu448iVbQqthFJnKqOghrCm4yWK0LOGzcB7+sI5XoUAmqopyKWvNe7wvmE1ZmDV8WyMyTlwnkndxL5F3SH8dqyc+Mt7tOQgk5NaIuHwerEiEJ3qeEB6MCdq9y5Ox+tWlFB7jfvuRwJKAwkCTi/ry0M6Hh8rkVFCKUGojjgwsY7+V++Htp5QxvVl06FgjrvKUuCX5wFnT/H3uTkBe9rYeUINpGCBJv+UOSihit1rTIW/gz5H8ofulg8S+PrwrRfoYtKdyH+nk0/wu1eSCfdbO4IZXMybNy/3lRQQvuBtaSUZt5fO0JQGWv74VWC4Yrb89i7vpUULud9iMYEpUyrwzW+OxpYtvfjjH8nIgTuKL24hvw1OOeTUqtrawowCI6eEMtrw26VUWXB/F/1fTDfPIeXm47AGnrXlwOvbKFjrperkYIWVBM8annJBHUclAtjTDvzbs+Zz7+yh7WVSkQiQofyh7uCVULUVZGa6tZXa5hiEEmRs/J+v0P/FdH65IQR57/HvsmxXYdN01MB+5DyhjGPi7hXAq0YxlXf3UpsbfKZdhUlMAK9uMx+HyRmTSA3mVIkt3/B5+8h6CsKxv2SJSxAqJoB39wBfeIL+n1AXfjudOGZMMOvhn/2bL/Q/n9mDNWpBXk1xUBIDXt+efi8HzL5nFPrFuaKVUPlHd8sHCXNHAKNqgOc30/+N1WTUm09G15IZ9dr99AcA5wbgXVRSUtzT03NHkAJIwruMe8ZwYFI9DR6snDTB2zqisN9KSgQmT67AKafU4sUXD2PEEFJIbFP8rk6aYA5Cp04tjLHPWOPYbe0OrsOYC8119PfuHvO5iXV0TBQLY2qB2cMpQLR4bDjbOGki8Nh6CsweHYHfLarMGA6MHwoc6KLrkV9PEycWjQHe3AE8tTH9+VMmZv7sseOA5zZRAJqrXwXJ9UcAP3jZbNvoGmCeRZGwcBQdP69to2vAzMbg21EIFo2he4f6u5w5uXDtOXYcTTg0VpF6MUqMqgFmDQfWH6Q/5vRJ0QqYHT+eJvZGDul/HAfNJ+cD7+yOzjU1JqifsHY/nccLg6ONHAAAoqhJREFUDZ/JY8ZQdc2hFXR9U1k8lgJpy3bRfegzi/LfbkYI4LwA+sLcz39uk/3rk+oLG2zTFC/HjaOK5tZ7OUDH1OT6vDcpcKY00He5urh1DUWFkHa6zQHCokWL5JIlSwrdDE3I7NixAwAwdmxII9kBSpT22+7dcfz2t/vhdj2aNq0SV101zPF1jUaj0Wg0Go1Go9HkByHEUiml71C+Fp1pip59+/Zh3759hW5G0RGl/TZqVBkuu6weQ4bYq7OOOKIaH/tYQ55bpdFoNBqNRqPRaDSaINHpeBqNJhLMnVuFOXMqcehQH/oUE9i6uhKUlUUo70Gj0Wg0Go1Go9FoNFmhg1AajSYyCCHQ0KAvSxqNRqPRaDQajUYzENHpeBqNRqPRaDQajUaj0Wg0mtDRQSiNRqPRaDQajUaj0Wg0Gk3oDOjqeEKIfQC2FLodATEcwP5CN0KjGSDo80mjCQZ9Lmk0waDPJY0mOPT5pNEEQ6ZzaaKUssnvSgd0EGogIYRYkk35Q41G0x99Pmk0waDPJY0mGPS5pNEEhz6fNJpgCOtc0ul4Go1Go9FoNBqNRqPRaDSa0NFBKI1Go9FoNBqNRqPRaDQaTejoIFTxcGuhG6DRDCD0+aTRBIM+lzSaYNDnkkYTHPp80miCIZRzSXtCaTQajUaj0Wg0Go1Go9FoQkcroTQajUaj0Wg0Go1Go9FoNKGjg1AajUaj0Wg0Go1Go9FoNJrQ0UEojUaj0Wg0Go1Go9FoNBpN6OgglEaj0Wg0Go1Go9FoNBqNJnR0EEqj0Wg0Go1Go9FoNBqNRhM6Ogil0Wg0Go1Go9FoNBqNRqMJHR2E0mg0Go1Go9FoNBqNRqPRhI4OQmk0Go1Go9FoNBqNRqPRaEJHB6E0Go1Go9FoQkIIcZUQ4qkItOMSIcQ2IUS7EOIIIcRqIcSpxmvfEULcXdgWajQajUajGQzoIJRGo9FoNJpBhRBisxCiVwgx3PL8O0IIKYRo9rCOZuO9pW7vk1L+SUp5dpbtlEKIDiNwtEMI8T9CiJJs1gXgvwF8TkpZI6V8R0o5R0r5Qpbr0mg0Go1Go8kKHYTSaDQajUYzGNkE4Er+RwgxD0B1kBvIFKDyyAIpZQ2AMwB8HMANWW5nIoDVAbRHo9FoNBqNJmt0EEqj0Wg0Gs1g5C4An1T+vwbAH9U3CCEuMNRRbUYq23eUl18ylocMpdJxQohrhRCvCiF+JoQ4AOA7xnOvGOs7XgixXwgx3vh/gRCiRQgxM1NjpZRrAbwMYK6iwvq0EGIrgOeEEDEhxL8LIbYIIfYKIf4ohKgTQlQIIdoBlAB4VwjxgbHtzUKIM+22JYQ4VgjxmhDikBDiXU7b02g0Go1Go8kVHYTSaDQajUYzGHkDwFAhxCwjxe0KAFZfpA5QoKoewAUAPiOEuNh47WRjWW+kuL1u/L8YwEYAIwH8QF2ZlPI1AL8F8AchRJWxvW8aASZXhBCzAZwE4B3l6VMAzAJwDoBrjb/TAEwGUAPgFillj6GkAkhVNSXDdsYCeBTA9wEMA/DPAB4QQjRlaqNGo9FoNBpNJnQQSqPRaDQazWCF1VBnAVgDYIf6opTyBSnlSillUkq5AsC9oMCPGzullL+UUiaklF02r38HQB2At4zt/V+G9S0TQrQA+AeA2wD8Xl2XlLLD2M5VAP5HSrlRStkO4BsArsgiJfATAB6TUj5mfO+nASwBcL7P9Wg0Go1Go9H0IwivAo1Go9FoNJpi5C5QWt0kWFLxAEAIsRjAjwDMBVAOoALA/RnWuc3tRSllXAhxJ4BfAPiKlFJmWN+RUsoNlnbZbWsMgC3K/1tA/byRsATXMjARwOVCiAuV58oAPO9jHRqNRqPRaDS2aCWURqPRaDSaQYmUcgvIoPx8AH+zecs9AB4GMF5KWQfgNwA4AuQUPHINKhnpbt8GKZp+KoSoyKLpdtvaCQogMRMAJADs8bnObQDuklLWK39DpJQ/yqGdGo1Go9FoNADyEIQSQpwohLjOeNwkhJgU9jY1Go1Go9FoPPJpAKdLKTtsXqsFcFBK2S2EOAZUnY7ZByAJ8l/yhCAJ050Abje2uwvA97Jst5V7AXxZCDFJCFED4D8B/FlKmfC5nrsBXCiEOEcIUSKEqBRCnCqEGBdQOzUajUaj0QxiQg1CCSG+DeBfQb4EAMm5raafGo1Go9FoNAVBSvmBlHKJw8v/BOC7QojDAL4F4C/K5zpBxuOvGlXkjvWwuS8AGAEyI5cArgNwnRDipJy+BHEHzPTCTQC6AXze70qklNsAXATg30CBtm0A/gVaPa/RaDQajSYARGYrghxWLsRyAEcAWCalPMJ4boWUcn5oG9VoNBqNRqPRaDQajUaj0USOsGe1eo2ZPgkAQoghIW9Po9FoNBqNRqPRaDQajUYTQcIOQv1FCPFbAPVCiBsAPAPgdyFvU6PRaDQajUaj0Wg0Go1GEzFCTccDACHEWQDOBlWTeVJK+XSoG9RoNBqNRqPRaDQajUaj0USOsD2hJgHYJaXsNv6vAjBSSrk5tI1qNBqNRqPRaDQajUaj0WgiR9jpePeDyhczfcZzGo1Go9FoNBqNRqPRaDSaQURp2OuXUvbyP1LKXiFEeaYPCSHGA/gjgJEgU/NbpZT/K4QYBuDPAJoBbAbwUSlli9N6hg8fLpubm3P6Apro09nZCQCorq4ucEuKC73fNBqNRqPRaDQajUaTDUuXLt0vpWzy+7mwg1D7hBAfllI+DABCiIsA7PfwuQSAr0oplwkhagEsFUI8DeBaAM9KKX8khPg6gK8D+FenlTQ3N2PJkiU5fwlNtFm+fDkAYOHChQVtR7Gh95tGo9FoNBqNRqPRaLJBCLElm8+FHYS6GcCfhBC3gIzJtwH4ZKYPSSl3AdhlPD4shFgDYCyAiwCcarztDwBegEsQSqPRaDQajUaj0Wg0Go1GEw1CDUJJKT8AcKwQosb4v93vOoQQzQCOAPAmyNR8l/HSblC6nvX9NwK4EQAmTJiQXcM1Go1Go9FoNBqNRqPRaDSBEmoQSghRAeAykIdTqRACACCl/K7Hz9cAeADAl6SUbfx5Yx1SCNGvtJ+U8lYAtwLAokWLwiv9p4kMpaVhC/oGJnq/aTQajUaj0Wg0Go0mn4Q9Cn0IQCuApQB6/HxQCFEGCkD9SUr5N+PpPUKI0VLKXUKI0QD2BtpaTVEyd+7cQjehKNH7TaPRaDQajUaj0USKnW8AFXVA46xCt0QTEmEHocZJKc/1+yFBkqfbAayRUv6P8tLDAK4B8CNj+VAgrdRoNBqNRqPRaDQajUZTOKQE7j2OHn9VJzUNVGIhr/81IcS8LD53AoCrAZwuhFhu/J0PCj6dJYRYD+BM43/NIGfjxo3YuHFjoZtRdOj9ptFoNBqNRqPRaCJDy7pCt0CTB8JWQp0I4FohxCZQOp4A2TnNd/uQlPIV4712nBFsEzXFTltbW6GbUJTo/abRaDQajUaj0WgKyqbHgSGjgRELgc1PmM8nuoHSyoI1SxMeYQehzgt5/RqNRqPRaDQazeBi6c+B0ipgwU2FbolGo9Fkz+63gb+dT4+veht47y7ztUMbgOHaw3YgEmo6npRyi5RyC4AuAFL502g0Go1Go9FoNH5J9AAvfBl45uZCt0Sj0Why44NHaBkrA/50NLBnKXDE5+m5/asL1y5NqIQahBJCfNjwb9oE4EUAmwE8HuY2NRqNRqPRaDSaAcvWZwvdAo1GowmG7oNAZQNw827g9FuAM38NnPJTUnrufLXQrdOERNjpeN8DcCyAZ6SURwghTgPwiZC3qRlkVFRUFLoJRYnebxqNRqPRFCEb/k7LmnEFbYZGo9HkTPcBoHIYUDUMOOKz5vOjjwV2vFK4dmlCJewgVFxKeUAIERNCxKSUzwshfh7yNjWDjFmzZhW6CUWJ3m8ajUaj0RQhPDBL9ha2HRqNRpMr3QeBysb+z489CXjz+0BPG1AxNP/t0oRKqOl4AA4JIWoAvATgT0KI/wXQEfI2NZrg2b8K6D1c6FZoNBqNRqMZzMQ7gINr6XFve2HbotFoNLnC6XhWxp4IyCSw87X8t0kTOmEHoS4C0AngywCeAPABgA+FvE3NIGPDhg3YsGFDeBvoiwN/mAf84/LwtlEAQt9vGo1Go9FogmXfCgASaFoAJLoAqev9aDSaIqanDSiv6//86MWAiAE7X89/mzShE3YQ6ltSyqSUMiGl/IOU8hcA/jXkbWoGGe3t7WhvD3E2sH0HLXe9Ed42CkDo+01T/LRtA34/C2jbWuiWaDQajQYA9iyj5ZgTAEgg0V3Q5mg0Gk1OxA/bp9tVDAWGz9NKqAFK2EGos2yeOy/kbWo0wdK2hZaVwwrbDo0m36y+k9I+Vvy20C3RaDQaDQDsXQZUDQeGzaD/E52FbY9Go9HkQk8bUF5r/9qY44HdbwLJvvy2SRM6oQShhBCfEUKsBDBTCLFC+dsEYEUY29RoQqNrPy3LhhS2HRpNvimvoWW8A3jmM8BPBbD8V/Tc2vuAV79duLZpNBrNYGTvO8CII8w+SVwHoTQaTZEik0C8HShzCEKNPYE8eQ+szm+7NKETVnW8ewA8DuCHAL6uPH9YSnkwpG1qNOHQZ0jdZbKw7dBo8g0PcnrbgVW30+NnPwsMmwU8eiX9P/8GoFaXCddoNJrQSfRQoZSjvgKUVtNzcV3vR6PRFClcXMGp+t2Y42m58zWgaX5+2qTJC6EooaSUrVLKzQD+HcBuKeUWAJMAfEIIUR/GNjWDl6qqKlRVVYW3AfZbGGBS0ND3m6b4YcPbeAdQ1WQ+f//p5uONj+S3TRqNRjNYObAaSMaBkUcCZUYQSqfjaTSaYoUrjzul4w1tBqpHArvezFuTNPkhbE+oBwD0CSGmArgVwHiQSsoVIcQdQoi9QohVynMLhRBvCCGWCyGWCCGOCa/ZmmJixowZmDFjRngbSHQZDwaWEir0/aYpfnhw03OI0lKP/SZw3HeAyRcCn1oH1E0GPvhHIVuo0eSft38CPPrxQrdCMxjZ+w4tRxyhKKF0EEqj0RQpvW20LHdQQgkBNEwDWjfmr02avBB2ECoppUwAuBTAL6WU/wJgtIfP3QngXMtz/wXgP6SUCwF8y/hfowmerc8BK24z/x+gSiiNJiM8uGndCEACNWOB478NXPIwdQqmXAhsfVang2gGFy99DVh7r6kU1GjyxZ5lpBion6KVUBqNpvhJBaEclFAAMHSiWSRKM2AIOwgVF0JcCeCTADhnoyzTh6SULwGwekdJABwmrQOwM6hGaoqb999/H++//35wK7z/DODpG8z/2RMqmQhuGxEg8P2mGXjw4KZlHS2rGtNfn/whoK8HePWb+W2XRhMFug4UugWFYeOjwI5XC92KwcneZaSCEjFtTK7RaIqfVDqegxIKoCDU4e0Dbhw22Ak7CHUdgOMA/EBKuUkIMQnAXVmu60sAfiKE2AbgvwF8I5gmaoqdrq4udHV1ZX6jX7oP0ZLT8fp6gt9GAQltv2kGDtbBTUll+v/jTqblpify0x6NJkq0bSp0CwrDgx8C7jux0K0YfCT7gH3vUhAKMNPxElqJqikidr0JvPg1rSTVEF6VULIPaNf6k4FEqEEoKeV7UsovSCnvNf7fJKX8cZar+wyAL0spxwP4MoDb7d4khLjR8Ixasm/fviw3pdEAeM+Il3I6nk450kSR9Q8CL4cUk7ce881np/9fUg5MuQiIlYSzfY0mavTFzcctGwrXDs3g4+BamhQbcST9X6Y9oTRFyOOfBJb8RHv8aAivSihAp+QNMEIJQgkh/mIsVwohVlj/slztNQD+Zjy+H4CtMbmU8lYp5SIp5aKmpia7t2g03nj+C+S/wEqoeIeeudFEj4cvBd76UTjrTnQCsVLgiC8An1hKQScrteOA9h3hbF+jiRqde8zH+7Ptzmg0WbD7LVqOMrq/pdoTSlOEcBrz/tWFbYcmGvR4UUI101IHLgcUpSGt94vG8kMBrnMngFMAvADgdADrA1y3RmNPxy5TCQVJASmefdRookRfHCjJaLnnj3gnMGwWcPr/Or+nZizQ3QLEu4CyqmC3r9FEjY5d5uM9ywrXjigQ7zB9iTTh07KeJgUaptH/2hNKU4yUDQG6DwAH3gOmfrjQrdEUmrgHJVT9VHp95+vAnGvy0y5N6ISihJJSci+tFcAI4++QlHKLlDKjlk4IcS+A1wHMEEJsF0J8GsANAH4qhHgXwH8CuDGMtmuKj5qaGtTU1ASzsoTF96n3sGlMDgDx9mC2EwEC3W8ad2QSOGyohZb/CjgYgiF8dwgmyYnOzEHXmrG01GoozWCg3ejeNC0E9rxN5/ZgpWNP5vdogqN9BzBktJn+XFJOBuXaKkBTTLByb9+7hW2HJhr0tAGxMqC0wvk9sRJgzPHAjpfz1y5N6ISVjlchhLgTwGYAtwL4HYDNQog7hBA2+RzpSCmvlFKOllKWSSnHSSlvl1K+IqU8Skq5QEq5WEq5NIy2a4qPqVOnYurUqcGsrKeFlsca1b66D5rpeIApGx0ABLrfNO6suBW4dRzw5g+BZz8L/H5m8Nvo2h/8OuOdZsqHEzoIpRlMsBJqxkdJAXjgvcK2J9+oKemdOgiVV9p3mNdbABCCrs926Xid+4B9Ol1UEzGSCTMdb+drhW2LJhr0tgIVdZnfN+EMut+++LXw26TJC2EZk/87gDIA46WUR0gpFwKYAEr/07W8NdGl2whC1U8x/j+opOPBNNDTaPyw5WlavvJv5nNBl3cPIwjlRQlVO46Wh7cFv32NJmp07AIgzMqQg80oVS2RraYmasLHGoQC6Ppsl4539yLgjwvy0y6Nxitd+wFISvM/vBU4uK7QLYomL/0r8MR1hW5Ffug+BFTUZ37f/BuBygYytd/1Vtit0uSBsIJQlwC4QUqZGrEbj//JeE2jCYw1a9ZgzZo1ways+yAth4w28tYPpqfj9Q4cJVSg+03jzv5VQO2E9Oc+eDjYbYSihOoASjN4vtSOp6UOQmkGAx27gOomMxjQsbuw7ck3fUrK+qEPCteOwYhtEGqIvRLq8FZa6mIqmijBKbzzb6Dl+r8Wri1RZs+SwaMU86qEqhgK3LAFqGoCXtJqqIFAWEGopJSy311RStkOQN8RNYHS09ODnp6ezG/0AgehKofRH6fjVTbQ8wNICRXoftM409MGtKwDZl+d/vwH/8h93eoAI6x0vExm42XVQNXwwacI0QxO2nfRJEX1SPp/sKWkqcrgQxsK147BRk8b9T+sQahSByUUo9oJaDSFpnMvLUcuAsafRh6Zfb2FbVMUiXea45GBjlclFEAV9I76MrD9RaBta5it0uSBsIJQUgjRIIQYZv0DMIhdPDWRJy0I1Qh0Gel4VSPo+QGkhNLkCfaMGb2YqhqNXgws+Ayw5an0AV02qDPgYQShetvcK5YwtRPMmXeNZiDTsdNQylbRuTHYzLlVZbA2Fs4f7LlXa5eO52JMrvssmijBQfvqkcAxX6fj+vezgMeudv/cYCPRSfYgg0HJ6FUJxUy9mJYbHwmlOZr8EVYQqg7AUoe/2pC2qdHkjhqEqmoEuvZRB2/IKHp+ACmhNHmC1QL104BPrgQ+9jIw5UI6rrY+l9u6e1rNx0EHoaT0HoQaOlHPSmkGBx2GEgoAhowcvOl49VPJl2OwBeEKBQeh7JRQdul4zAAqpqIZAHAQashIoPls4LT/BVo3Amvu1seqSrwDkH2DY8zRc8i7EgoAhs0EGmYA79zSv6K5pqgIJQglpWyWUk6WUk6y+ZscxjY1mkDoPkgljyuGkuHy4W303NCJ9LqeVdT4Zf9KIFYK1E2iErQlZcD404Gymtx9odROG8vcgyLeQeXnvcxQDZ1A6XiDYdZOM3hJ9lHQpcYIQlWPGrzpeDM+CkACGx8taHMGDU5BqLIh7ul4us+iiRKde4GScnNy68gvABcb1gQHVheuXVGDz+nBkJLX41MJJQRw2s+Ag2uAd38dXrs0oROWEkqjyRtDhw7F0KEe1Bpe6DoIVDRQIKp2InX8ug8a5stiQM1KBLrfBgNdB+nPL/tXAsPnUQCKKa0Ams8BNv6DAj3Z0qsooXiQki0t69Mr1bDKykvnoHYCEG+nGS2NZqDStZ9mp1Ul1GALQnE63qhj6LxfdUd6xTxNODgGoTIooXQQShMlOvdQKp4Q5nPD59Byvw5CpeBzmit2D1T64jTh6UcJBQCTziODcra70BQlOgilKXomT56MyZMDEth1HwSqhtHjoUo1s6pGMsQbQB26QPfbYODXI4BfN/n/XMs6SsWzMvUioH0nsGdp9m3iQNHQicDh7dmvBwDumA78fob5Pwe4yj0qoQCdkqcZ2HTsoiUHoaoHYRCKlVClVcARnwd2vgpsfrKwbSpGpPQ3AXF4Bw3UyqrTny/N4AmlU5w0UaJzL1A9Iv25oRPpONZKKJPBooTiMZUfJRQzdIKuylzk6CCURqPSfZD8oACa5WUqh5F8WHfoBidSkgLCr2qpLw60biZDciuTLgBECbDhoezbxTfwxtlA+3YzHW7FrcDL38hOZcXBLD9KKE5Xbdvsf3uDhV1vDj7/oIGGXRCqu2Vw+VKwJ1RpJTDjcnqsfaH8c/ci4K6jvL+/fQdZBFgps6mOp173B9DEmWYA0L7T9FhlRIz6MPtXFaZNUaMvDiTj9HigB6FYPe9XCQVQhooOQhU1oQehhBAlQogxQogJ/Bf2NjWDi1WrVmHVqoBuXt1GOh6QroSqHEZKqPjASccLdL8NdLL1W2rdRMEruyBU1TBg3EnAe3fRLHc2cKCocQ6VOe7aTwPCp28C3voRsP1lb+tR02lY1cDr9mJMXjeFloc+8La9wYaUwD3HAvceX+iWaHKh3QhCsScUD6aC9mOLMqyEKqk0Bw46Ddc/e5cB+5Z7L0/fvqN/Kh5gb0yuKqMyBaH64sBTN+i0Fk1+aNsCDG3u//zwOVoJxajnc88AT8dLTXbW+/+sDkIVPaEGoYQQnwewB8DTAB41/nRNRU2gJBIJJBIBeVKoSqg6JVWtchiZlQ8gJVSg+22go5aC9WO+naqMN9X+9RO+T52Me48npYxfUkGo2bRs3wGs/oP5+tp7vK1HVTJsfoKWfmTSVcOAygbz+2rS6TpAy9ZNhW2HJjfslFDA4ErJY0+okgqamIHQQSi/qPeQ7S95+4xTEIqNydV1qlVTMwWhWtYBK28D7pzjrR0aTW878OLX0o8zL/S00rXCLgjVOIeurwPdA8kLqrIxGx/SYiKlhMoiHa92PPn0DiCv3sFG2EqoLwKYIaWcI6WcZ/zND3mbGk32dO0n/yeAqpiVVtLjymFAWa2+2A1WVM8TVgJ4gYMOdZPsXx97AvDRF0lh95fT/B9fPMAYNpOWh7cBq24Hxp4EzLoKeP/P3jqKHTtpWdUEbHmaZsf9pOMBpIbSQSh79GzdwKBjF83Y8n2BFVG5FgUoJhJKOp6IUSDK72B0sBNvNx8v/1Xm9ycTFOh0UkJBmmmSQPrvkWnijAOrQPaK3LDZ8Zp7BUBNdkiZ3X7d+Aiw5CfAc5/397nWzbTk9H2VRm1OnmIwKaHajb5n9Sj399mx8HPAl3qMyRBNMRJ2EGobAN070RQH8S4a1PMsNwB8aj1wyn8Dw2aQEkr7Kww+WtYD6x8wB55+joG2zaQYsHogqIw8Ajj/HiDR5X1WnOlppRsw+5etvY9mtud9GjjqK/T6O7dkXg+nGR3xOfrMytv8B6Hqp+p0PCcOa8P2AUHHrvT7w2D0QmMlFF8PK+rSq3RqMsPX26HNwIYHyRvqtsnAhoft39+xm3yebJVQhlG5moLnRwnVtd98vP3FjE3PO23bgPtOoJRBTbC8+QPgF0O8p+0zsTJavneXv+yA/StpycptFa6Qp1Py0s/lge4JxRN0Q8f7/2xZFYkFNEVL2EGojQBeEEJ8QwjxFf7L9CEhxB1CiL1CiFWW5z8vhFgrhFgthPiv0FqtGZxwSgWnWABkBLroq8aMrw5CDUre/E+gpBw4/nv0vx+1UusmGmiIDJfa8afSoG7rs/7a1ttGx+WQUfT5tfdQUGr6R4CRRwIjjgR2eOhgshJq7qeBCacDL34VePvH1O6yId7aUj+F/B764v6+w2CAO1o8cNcUJ+27TPUTQMrB0mpzhn8wkFDS8QAKQmkllD86jQIFp/4UaFpAgaDWTcDr/2H/flbaOSqhkK5o6fURhOpVVFmsSogSO1+l5Ya/F7QZA5Kl/0PL1Xf6+5waJPnzScCfjgF2vJr5c/vepevGsBn9X6udAJTV6CAUkH4uD4YgVOUw7/1MzYAi7CDUVpAfVDmAWuUvE3cCOFd9QghxGoCLACyQUs4B8N+BtlRTtNTX16O+vj73FXHlKifVSmXDgPK+CGy/DWQObaTZvvk3mebifgKRrZucU/FUSiuBMScAW5/3176eVhoExkpMT5DZ15g39PrJ3gbI7bsACGDISFJlNS2kgdGc6zIH0JiGaWTCrtVQ/Tn4vvFAFLQZmhyxKqGEoPN7MHl9cdpXiRFQLddBKF9sfgr48yn0uGEG8MnlwI1baAKgwyEIxBVLbavjGdd6TuHZ/hLwt/PpcUl5ZqVKQgkoRDGtlIMbic4B5clZcHoPm/5Lnfv8fZbTSU/6MfWRdr9N/aRM7F1OaXex0v6vCUEKqR2v+PPdHIjwuSxiA98j6/A28nbSDEpCDUJJKf/D7s/D514CYA3/fgbAj6SUPcZ7BlE5Go0bzc3NaG5uzn1FmYJQFQ104x4gSo/A9ttA5s3/pA7T0V8zq8SpQag/LgRe+X/On2/zGIQCgKb5wKH1/trX00qDQACYex0tj1cusbUTgcNbMnfqOnYB1SPouw4ZCVz5KvCpdcBZv/HelhFH0HLvMu+fGUhICTx+DfD8l9OrDQLAQaPyVKLLn6eYJjpI2T8IBdD53baJfGvumG4GDILiuS8Af5gXHU+chE06ng5CeUctFqH2NapHUODf7lrdbhxTNXZBKIsS6u8Xma/Vjs+cKslKqKHN0VRCbXveVN1t8zlJo3Hm0EbzsZqS6QU+Zo74HHCzkVoqMkyw9LTS7zdiofN7Rh0N7H0HWPV7f+3JhrV/Bh44V5kgihB8Lg8ZNQiUUFt1EGoQE3Z1vCYhxE+EEI8JIZ7jvyxXNx3ASUKIN4UQLwohjnbY5o1CiCVCiCX79vmM7mtM+noHTLDFM52ZlFBG1byBbBS4/u80kNYA6x4gk+8FNwM1Y0zzQzUdb9+7FKiyo6eVZrG8BqEqh5HM3c9519tGXmUAcNovgM8dokp1TF0zDRozlZDv2Nlf4dEwzX7G0onG2TQw3bPE+2cGElueBt77I7Ds58DyX5vPyySw913zf66UpykuultIBWRNiWIl1BvfJf+4XW8Et82+OPDOL4H9q4DXvhPcenOhzyYdL1Og4727gJ9XmqbmgxnVgLdSuVZXN1Hw2k5tfXgH7W8umqJSavGEKqsxX6udkFm9He+g63xds7MSq1C076T0rOO+RfffjY8WukXOdOwBtr9S6FZ4p9VQLDdMB7p9BqHi7QAEUFoFlNfQNTCTTcH+VaSUnniW83sW/xst9yz11x6/SEmWA5ufBB6+DEj2hbs9v7ASasiYQRCE0kqowUzY6Xh/ArAWwCQA/wFgM4C3s1xXKYBhAI4F8C8A/iJE/9C7lPJWKeUiKeWipqamLDelwS31wJ8WFboVnlixYgVWrFiR+4o6dgMQ5PNhB3cYB0jJVNv9tuVJGkgP9oHy/lXA41cDo48DTvoRPWdVQsW73NeRqTKeFVY0+VEVqEqokrL+JuJcCjmTcXL7Lgq05UKsFGg6Atg9iINQJeXA6MXAkv82O7b7VgLdB4ApH6b/u/TkSFGS8uWxnCcN02kAxhU0/aoK3FADCGvvDW69uZDopuOcu19elFAvf4MCeAO9SuTh7WQu7qZ2VI8PtQvL/Q67CYPD2yj4aac2YSUUD1zVSlFDJ2Tur8TbKXA1ZEz0lFB8Tk06H2g+h6qyyWRh2+TEn44hf6RiSSXjtPnRi/1fs+LtlAbKx2O5h8rRfO4Pn+v8npoxVOm3K+REl5Z1dD0fdwoFOaNmyM9KqJqxAzsIFe+gyR0dhBq0hB2EapRS3g4gLqV8UUr5KQCnZ7mu7QD+Jom3ACQBDA+qoRoLiS5gXwCBnTyQTCaRTAbQMenYDVQNd662UNlAywGihLLdbyyz3vdu/w8MFqQEnvwUdcwvelBJOzGCUOxL0Z0hUOc3CFVZb6z/kPe29ra6V6/j6l2ZfKGsSqhsGbWI0vGiNrOYD3a+DoxcBCz6F5KYb3oMWPYL4NVv0utzDIXhQB+ID1SczKFHHGn/viDga0HteEoFjMIAvK/H9IMCTE8ot8E3X6MG6rHf10tpk7+bCDx0EVUdc6JzL1US5TQmppqDUDZB6tYPgLrJ9utjTygeuJYrSqjK4ZkHsfEOWkfNGDp2oxJEeeGf6T5cP4VS1SdfSOfAnoime3MF1GJJtz70AVDZCNRNoUCANYXcjXhH+nFW5iEI1WbsH67k60T1iMzK7VzZ/RYtT/0pBdBW/yHc7fklYUxw1ozxr44vJrhfyv1UzaAj7CAUnzm7hBAXCCGOAKmZsuHvAE4DACHEdJDZeYBTjoOIlvU0O++FTGqPgUTHbudUPMBUQg3kmQnuSOxdXtBmFJRdb5LR5gnfI38kJpWOZwShMs0echBqqMcgVEW9sX4/Sqg2U6FlR6qE/Bbn9yT7qNOXqxIKoCBMvAM4uCb3dRUTUpLvU9N8UjzVjAP+/mHg+S8CG/9BXhdjT6T3FtrEuvcwsPY+/2a0gx1WiVjPE6vHSZBqElYYNc6mVBb+zdb8CVh5R3Db8UNfd3qVx4p6IBl3H3zzNao9YL+sqPDGDyhtcv7N1IfY9ITze7v2UkDJ2tdgJZRVKSkl9dm4MIaVUosSSk3HqxpGz7v9Nr2GEqpmDAUYo2CEvG8FsPSn9HjejWTQPOl8Wn7wcGHbloliKV5z6AMK8HGKp59+LR8zjCcl1Fa6VlS49FeA/ASh9q8iNefw+cD0jwLv/zkaAX5GDUIBxXNM+aVlHS0bphe2HZqCEXYQ6vtCiDoAXwXwzwBuA/DlTB8SQtwL4HUAM4QQ24UQnwZwB4DJQohVAO4DcI2UUZmyKTLumA78cb7z6+puPbg2/PZEhU4dhEpVPRnMSqhVd1DHfuaV6c+XVtPgi4NP6iBeLXPNtG2mzhkr6DLBQajuQ97e3xenAYabEqpiKG3fLR2vcy91wIJQQo0+lpa73sx9XVGm60D679+5hwZvw2aRkvKSf5BCZuLZwFm/BS55lAaZpdWZUyPD5snrgUevBG4dB2x7obBtKSZY4TTEEoTidCiAggthBKGGzTLasJPO+8c+ATz1aTJDzzeJ7nQlFF9/3ILnHMAfiEqolvXAWz8EZl0FnPl/wILPkC/en0+xL1vfsSd9coPhAafV2L7rAA1CnQZqVmNydVLCS5+FU6tY4RcFX6gND9HyuG+T+TUAVA8HxhwPbPh7wZrliKoiKpaAwaENpMirMhJK/Fgw9Lalp316CUK1baX00ExUjQh/guTAaqpMWVJGBVX6eqI1KcO+e3yviUJgOAxSQSiHALtmwBN2dbxHpJStUspVUsrTpJRHSSkzTmNIKa+UUo6WUpZJKcdJKW+XUvZKKT8hpZwrpTxSSpmtwXnx8/79wC0N2amUDntIFWCDS4Cq/gwWOvZkCEIZwYSBHITijsS+5QVtRsGIdwDv3wfMuLz/jJ0Q6b4ZqhKqc0//dbUalfEyVY1heDDntRPLiqxMM4tDm90DHx0OCo9saJhG58nO13NfV5R54Fzg1yNM/6vtL9OycTYtRywErl4KfORJYP6NlGojBJn/qlWJ8k3bFmDdX4D5N1FQ7KWvRSf9Juq076ABW2lF/9eO+iqp3YbPDXYQz4GdRiMI1bHTTCUBgBU+qldm3FZ7uoG+E3096fsgdd1yCUL19dIy6MqBUWDlbRTEP/kn9P+irwIzPkZpY69bikFLSUH/qhH911M9kgbzLZZqXawqdQpCcdCJ08M5PQ+gdCsgQxDKSK3iAW8UfKE699KkzPHfSQ/yTrsM2L8SOLiuUC2zR013L4YgVF8vKZPqpyhBKB+JJd0H0031y2uBuAclVK2HtKvKBjqWl/3Se3v8EO8Cdr5melNx8DXINOpcSXQBEKQKA4rjmMqGlvV03XObSNUMaMKujjddCPGsoV6CEGK+EOLfw9zmoODV/0cXpWwCBbs9KBTUEvSFTh3xQGNjIxobbarG+EFKUkJVuwShUkqVgTErYbvfWAl1YI05cBhMbHiIAnFzP2X/es0Yc5Cpdto6HIJQXlPxAPP44g5HMuGudODztDzDDXxos3s6XrvhTRKEEkoIUkP5rRB2aGPxlHlv3WRWAPzT0cAdM4BHPkr/s2LFieHzgT1vFy7ws+UZWh75BeC471Da6abHCtOWYqN9p3Og9tT/Bq56y/DVCXAQz6rIxjm0bNtKZs0iRiq77S8Ft60HLwDuWpi5gp2TEsrt/OXXBpoSSiYpNXLSuUCNcf0sGwJ86D4KRm152ry+AjR4T3QCtWP7r0sIUmdYS8ZzpbARR9i3oWIoXbs5WKWqclLFVFxULiklVMSCUNU2gbppl9Jy/QP5bU8mDqw2H0c9YNC5j4JmMmkJQvlQAnUfNAOcQGYllJTUB/GihBp3Ei3DKMTQugn4dZOpWgbMczFKAfJ4F1UeHGA+tP04sFqn4g1ywk7H+x2Ab8DwhpJSrgBwRcjbHPjUT6Xl7iwKDR54z3zslAPdowahNvvfRp4ZP348xo/PsbpCbxt1rt2UULESChQMECWU7X7rPUy5/sk45c0PNjY+Sp1f9u+xMmS0ooRSfAs6d6e/T0pTCeUVaxBq1R3AfScA6/5q/34e2GVUQk00Op0OgQ8OqgURhAIoCHXgPX9BpdunALdPDWb7YbP+QVpe8Qpw4g+oIz/xbFI8ZVKTjT2Rjp9lP/dnBBsUe5ZS0GDYLDJKr5sMPPNP3lNA801vOx0X791duDZseIiUF+07+puSW6mdQMFpu/TcbGAlFA+Ynv0n4I3v0XE0ejEFdYIyreWAViZFgJ0nFOA+UOJr2kALQu14lfbXzKv6v9Z8Di3V1ORUsQoHk/FhM/orofYspetKjcv1uXG22bdLGpNHMz7mMR2vw6iOZ6w/CoqQrr2kkLAydAId91ELQqnK36heSwFg81Ok4H3xq/R//VTyLwTcJ6qsdB0gvzGmvJaueU59jN1v0TWgaWHmdTefQ8eunbo8VzY9Qcd70wJghjFxxN8/Csc9k7AEoQbIxHcaiW4qYjN6caFboikgYQehqo1KdioF6HkPMFhuvdu6az1wQDEMdhokqkqowZKO12EEEdyCUAB16gZIEMqWeDsw/jR6vOOVwrYl38gksOUpCigIh0sjVxDa/CT9cUfZOrjq2kcz3n6CUOU1tF0esLG6apWDATEfh6os3o66ZmqLk9w+pYTKcOx7ZfRxACSwy+P1idN/u/ZHuwPPfPAQGZCPPQFY/G/ApY9R2t1Zv82cejn7amDkUcALXwGevik/7VXZt4LUWEKQH8aH7iOz6Je/nv+2eGHL02Sg+/I3CrN9mQQeuhj4/Qw6x61+UFZ4gojLn+dKKtBsUTtOPJsCGTJpVuXKlVgpLTOtL9ENlCjpeGyo7WYmzMG0KKkNgmDrcwAEKaGsNC2kfbpHmSxsNVJxnYJQjbPpOFOvg3uWUMEHNxrnUBBKJknBPHIRndteTKd7DSVUmTHojbISCgCmfYQCc1FS6e98zfxNd7xS2JRrN/a+Q8uNj9Cyfgp5bVUOM/15MiFl/3S8sloA0jTHt7LiVjrGOPCTiYbpZCGQSZXpl/2r6Fp69TsU8AXoOBMl0SqawEGoClZCHSpoc0JhzzK6Vo05vtAt0RSQsINQ+4UQUwBIABBCfATALvePaDLCHdOsglCKEsrpwsZBqMpGoGWD/23kmeXLl2P58uW5rcRzEKphwASh+u03KUkJNXwOqWe2v1iwthWEPcsoEMIz2HbUTqCgyQPnkhJx1lXUubJ2iFlB6CcIJWLUQeLzm4NGW56xH+BxikVlhlRU9mFwmuns2EUDyZIy7211Y/RiAII65l5Q952XdOFC0bYFeORKUoxM+XB266gYSmlbCz8HrL4zv4MVKYH9KyiAxow6Gjjyy8CK37pX9CoUPFji8vX5Rk2z7dpHM+husMHqofXBbL+nlVQGsRLg48q5Mf8m89pidwxJSb+nH7UdV7vKpFbq60lPx2OTbbuUZG5LTysAQV4vcYeBajGy/UXyf7MrPlFWBQyflx6MTymhHO4Lo46hJavcD31AxWGclLnM8Dl0X2rbQgO7knJ63ks6XqLD/O2HjImGMXnPIVNhZ2X6RwAIYNXv89ggF2SSgjvNRiDy3V9RZVSACj9EyfDaeu7xJFrDdO9BqN7DVKnTmo7Hr1np3A+svYf6SplU28ywGbRfWwO+P+5fCTTOTZ8sipWYk4tRIdFFatMBZgGSxt5ltORrnmZQEnYQ6rMAfgtgphBiB4AvAfhMyNsc+HDwqGU90OUjIJLsA1rWmjM2Thc2DkKNO4luTJmqXgwEOAhlJwFXqRw2MG8IAHVekwnqUIw/Fdj2YrTK1obN1mdpOfEs5/eoM9hHfw046sukfrBWkeSBXK3PNNHyuv6pK8k4sOR/+r+Xg1RVGYJQdc20dDInP7wVqB3nr51uVAwl089dHs3J1UF0Iap9eeXt/ybTegiajc8WEaPjRiaBTY8H1ryMtG2ha7kahAKAE75Ls8FRGdQxUgKbjcBY66b8+mh17qXrvPWcGXey++fqp9AyqMmbnlbT8230McBXJf1VD6eJAsA+uHxgNfC384BVd3rfltcgVMKSjlc+lJRRTkqoeDsd62wEHKXBXi4keugaN/5U5/eMOoYmC/k+2rqRAv7lNQ7vPxqAoPVKCbz2Hfp/xsfc28IDuR2vUDoeB6HKhgCxMm9KKIDSTaPw+/S2O++jumZg0nkUxI8ChzbSMT7ySPO5A6upP/WX04C/nl24tllh1XFlA3Dqz8xgzLCZpBLyco1lA/w0Y3Ljt7IbK6z8HV0zjvyi93ayT9DBNe7v84OUwIFV5nVIpWZstFSarIQqq6KKun5M44uFvcvJjyyIgjiaoiXs6ngbpZRnAmgCMFNKeaKUcnOY2xwU9LSaZoJskOuFti10Mxh7grGeQw7rN4JQE84AIEkhMlB5/XvAs583PX0yKqEaB+YNATA7EGU1wLhTqLOhKucGOnuWUpDJrnw2M/YEes9HXwBO/jEFb0YuoplrtQPHKQ2ZPGSsVNSbqRjt2yntZs61wJL/7p/e1r6DZOSZAqdDm2np5O/GpZqDZNzJpBhS/eWc4JTfmnHe1VP5JtFNs7njTwWuWwOMyKCIyUTdJPq+QRpLO7FvpbFcQcvhliBUWTUw9iRg79Lw2+KHg2vpPGqcTfcqPyXEsyHeSdvYswy4bQpw52zzeORgst0ARqW8lu4hgSmhDjlXDqoZSwFNu/Q5DiRsetT7tvqM1Je2DOl4Vk8oIega5OThwspO3ncDxRdq99t0XRh3qvN7xhxHk3p8H92/ygxU2lFRR8f7zteBN74PrLkbOO7bmQ2dm+bTvYALisSMIJQQNEnR7XDu9PXSJAcHEYZO8OcNFAZSGmbpDkEogNTKh7dFI3DABYJGLATm3UCPY6VmHyBKlYYTnTR2+Kf9wFFfMp8fcxwFkVU1VMcemri2YmcDUOaihNr8JKWgc+VYLwyfR4FtrjobBB27aGLBKQgVheArw0EogCaI3FKdi5V9yyll2Wv1aM2AJJQglBDiK+ofgJsA3KD8r8mFnlZgwpk0w+WnshHPKow+jpaZlFATzqBlNgboxcJr3wKW30JKqFiZvaxeZYhLZ7vY4cp4rIQCSE4+WNi7LH02047qJuD6D4Dxp5jPjT6GOmZqWln7DjqeMqmUrFTWK0qo7RTkOvV/qCNyz2Lg/4YrBsLbyUw2VpJ5neVD0wcXMgn8+RRg5e0UnHIbGGXD7KupI/X+X5zf0xcHPniEZu/LaynFbdcb4Rp2b3mWAs9+WfdX+o2P/abpJZELQtAxtOOlcBU+H/wD+ON8YM09lIoH2HfCRy6i1J8oqTxZmTj/ZloGFdhx4vGrgV8NB57/El0LO3YDb/2IXrtmFfDZlsznGkAB3ZYMbZUSuP9MYMXv3N/X2+ochCopo8GTXdCAU4C2POPNV0VK7+bhfT3pnlCA+31xoAah9r1Ly1Eufk0TzqBA4ZOfonNx52vApPPd19t8NikAX/sWMPuTwHHfytwWETODTX296b+P2yCWlTGshKqbRO8Nylg/G/p66P7kFoRiM+NdEUjf3rucAoCNc4CzbwVO/i+6h3HQP0rEO+i3tnpeTjgTgKD7BEB9j9+MAt7+r/7r6LIJQjml4/X1Uor92JP8tbO0kq4XVoV5Luw3JmPs7n+146IR0GT6upUgVJO/yoXFQF+cfg+nip+aQUNYSqha428RKP1urPF3M4AMozxNRnpbaWZ2yoepPLBXjwU2JR/jMQhVP4U6JTtfza29xcC+FebMshvVo+hGy523gYSqhKqbRAoaHggOdLpbaBCezU1x5FG0ZNNPwKikNSbz8WSlop4Gg329NAiuHU+B0Y+/Dpz4Qzr3OcWGg1ReqGtOLzJwcC0Fs566nmbCg1ZCjTqGKno5maoDwDu/BP5+IQV4pl1KKrN4u6ncCYN1fwHe/L7/NNN3f0N+P2zaHwSjj6XfuCNEm0RW8mx4iAZLdZPt01z4GI6S6nXL03QdajbSWayl64OGJ3R2vAyc9GMarHTtp0F8xVAK5nqhfhqpC93o3EPX1qdvdH9fd4t74YGhE+2DUDxoibd7KzCR6KTrAODRmLwy/bnqkc6eUBzcGj4PgIiWoXQuHFxDwX23qqK144BF/0wTeX//MKlQ5l7nvt7F/06D9ikXAWf/zrtSoGo4Ha9qOh5AfRa2G7CSCkIZ1wRON3dK3c4HHADjwJgdTQvpO+56Iy9NcmXvO6TyYXUgn6+cpSA8BK7zRaKT0rus1E8Gpl5EE7K97Wa1PzulLiuh1Ak2pyDUnmVG9kUGTzM7ascHaxbO1Z4b7YJQE+haGbba1isDXQl1cC31cUcsLHRLNAUmlCCUlPI/pJT/AWAcgCOllF+VUn4VwFEAMuiKNa4keuiiXlEHHPkl6nS8/l1vnz24hi5orHpwS8crraSb/LhTyXwzwt5ATU1NaGrKwrhWVSBsesxbAILT9Zw63EVEv/2mKqEAmuE9EGBOfpTZ+hwtx2bwfLGD/QtU9UPHTv+peIBhTH7ICExIs3zw0InA4q+TXxV3bg9v8+451TA9/bfcaem8B62EEgKY+ynyNrE7hvYuB17+V3o8/jTgzN+YacJhBr37eqjz48csdv8qatP8m4KVjrM3U5gz5lylbevTFNQZ5zAjnQpChZySl+yjIGqmTvX7fwE+eJjSUeun0jUpm0IcfuC01ZlXAgv/CZh0Af3vVMnMiYZpdP66qUnU1A+3amRd+93VlLUO6VOd+2jwW1LhTS3NKcAl5f49oQBjoORwT+SBXfUISvfKpBIrFg6uARpnZb4mnPxj4LIn6Le6+OHMEwdVw4ArXgIu/nt6MCkTVcNpX/f1pH9uiEsQyhrwYcP0QgYKE0ZgzMkTCgBKK6iqVj499ZzYtzx9MM1qer6Wyj5SfkQBVkLZcczXKcD00CWmF5+dgb6tJ5RDEIon5rIxn64JWJ20fyUFy6uH93/Nrg9XSNQgVFVTtMztg0BNYdUMasI2Jh8JoFf5v9d4TpMtXOq4og4YdyIN9N7+MXDfycBzXwBW3Aas/5t9SsuBNaROKKuhDmqPixKq3KhiMeE0mo3d+2443ycAxo4di7FjsxjwW2c9MqViAUoQyqFTV0T022+qEgqgGd7O4v+entj1Bg2sWObvh/Ja6tyo6UKHd2QZhKqn9BUOHrCpODPyKDI9jXf6U0KNXESmuHzMW6vONASQYmZl9tV0nVlxa//X3v4JDZA/vQG4/Fna97UTaJ/tCDEIxalJfmZY3/0ttXX2NcG2Zfg8WuYjCNXdQtf1yRfav69qGJ3vLSGqjaQE3vxP4MnrgN8102Dn9e/1N/GWSeDVb1Lw6cT/pBS40cd6U/TkQvtO4IjPAxfcQwNgnr2ffIG/9bCqkPe9HYeVIBRXALSj64B79cuhE+lYtnq3dO2joMT4U0lpmCnFlfsCw+fT9cfNy80uHa96JAUW7SartjxN6ovGOYZKLCIDvVw5uJYMnb3QfA5ww2ZThR4G7FfZZ1VCjaT7uF3ab8KqhOIgVB6rdlpJBcZcglAAMPViuhfu9uGLGjSde+m60bTQfM6qhAIKuz9V4p3kAWjH6MXAOXcA2543FcwJmyyLlCeUYl3BQai4JfB+4D16LZvCJ7XjaEIuqNTQXW8axv82cIp9mPc/P1iVUF1781uYI2z2Lqc+Hwf/NIOWsINQfwTwlhDiO0KI7wB4E8CdIW9z4LHmXvKpAEx/BS7deerPgDnXkZR+5e3A0zcAD18GvPSv6euQkirj8cydaoBsRQ1CcfrJtueD+z4B09fXh74+GwPFTFjTYFgN4AabQA8AX6h++82qhBoyio63RHf+G5dvDm+nmbeSsuw+Xz81PQWH0/H8UtFA5x8HJobNSn995CIa6G17njqINT6CUIDZMW7bQiqqEUeQorLGJaUkW4aMBGZ9HFj2c2DZ/5rPd+wB1t1PAfT6KaaSQAia3d75angdrqQxJ9Lm0Zcm3gG890cqC243g5oLlQ30++0PMf2wdSOZ5Y4+lvxp3PxovHgZ5cILXyGfmyGjyLj+wBr6/85ZwOanzPdteZoMco//DgXHABrE718JHAjQI0Ql3knnnZpaNfkC4NLHSCHgh4ZptHQLtnAQNFZqqjCtJLoNI+EMQahkov+9rHMfeYnMu4HS6zKlVXNfgNV5Til5Uprlw1WGjCTFh1213kPrgeFzKLDX4CFVsRjoaaXgg/X67EbYBrycjtfXYxqTA3S+9fWafUcVqxKqqokeF1IJFbe0yYmZV1F/7E9HUyGBR67Mv00CT86qio4KIzjTuZcCCAApguz2f76Jd9in4zFzrwOufJXGFKXV9pYd3Qepj6gGOp2UUAffo1TFbI59Dlz5UUNtesI+pbzrAAWNxxxv/7m6SRRY55S9QmNVQvX1eqtSXixpe3vfoUm4WGmhW6IpMGFXx/sBgOsAtBh/10kpfxjmNgck+1cCy/+PZvF7FCUUQF4V595BnjGfbwOu30Sz3e/+Or30OZec5k5TZb03JVTtOOo4RjgItXLlSqxcmcVArsOSBjHhzMyfGUBKqH77jW9yLIMfQAG3fnTsTk+pzDZoxNQ1m2kxPW3Ukc5GCcVVkLY8TR07a5s4ULrhIVp6Tcfjz/Gs8eGtNIC9ehkZn4fFmb8mb5Pnv0TB8V1vUUAqGQcWfrb/+8efRulAYQ1U+3wqodbeR9dDNscOmoap4c2Sdx2kmeRhM+j+cPkzVPLZsS0hq1S2PkPKkRu2UnrSp9YCNxkD+b9/mJS8B9cBS39Gg7dpHzE/O+sqMvp/IwtTeS9wEEcNQglBpeD9dpQ5tdUtoHd4G32fsSc5VyNj1WImJRRA62jZYCqiuvbT4IXP+/YMvmPcF+CUdKdKmj2tFGyytsntXtG6ybxONUyjfkhUvFeyhQ2T/QShwqZqOKVKWVM43fos7P/JQQQhaEBe0CCUh3Q8gCYFrniFikU0LQDevw9Y/qvw26fCaUVNSrVUVSE07TIK1rzxPeCWeiqMUUgSnZmDe6MX05hi1NH2QaiuA/196li1Zg2UHHgPGOajKp4KXzO83qu7DwF/Ow+42zKZvOI24FmjrzHxLPvPxkopKKL6ehYSNdDPgcxMAaYdrwK/HgmsfzDctuWKlEYKqzYl14RXHW+osRwGYDOAu4y/LcZzGj+MOIJmOw+s7h+EUomV0GD4jF9SB/e+EyitYc09wCv/Ru/hTlNFg7snVMVQ8//xp5FBYZhVqwoBd8wvfhi4drU3FUx1EwAxIIJQ/ei1UUIBA++7JhPArROo+gt3eDt2AkNyCEINbaYZu2TC9HvJJqjF8uRNj9GA3TqDWDOWOiXv/5n+t6brOVFZT+vmSpeHt5udvDBn6MuGABfcSwOFLc9Qhb+3fkgBX7sqc2xCrSpjgoTT8ZxmV3vagKU/p46clDSoGT7X9KsKmrrJmQd8mx4H7pjhX5HIwa06j35f9VPpXA9DTZBMkLH4lIvSr7M1o4HLngRmfYL29e9nUEnvedeT7wszZBSw+N+AtfdQemfQSjn2ZcolEM2U11J73QKprZvp/KsZ62xMz94rbkooVl299K/AHdMoNR8w0vGazMmkXpf0OsDsC4wwUtKdjkk2PK+2eDDyfrP6W3UdJFUbr5dTFaPivZIt7HPnNR0vH1Q10nmWTJhBQcC8j9ul1nMwsEpReQ6dFJF0vAzBEoCC+Cd8F7job3QPzncQYe9yOo/Vc1QN0IxcRMGNA+/R/09dX1hluVs6npXKBvuJ6s49ZmCEiZWQckoNQnW30P2kMctALau83Tzq1txLY5xEDymWmT5D8dx7GHj2n6i/NPIo92yHEQvp+IlC2ltaOp5xrc1UIY9tDPIdiPXL4W10bKgprJpBS1hKKKPOJ5YCWKL88f+uCCHuEELsFUL000YKIb4qhJBCiIBzIyIMS333Ljc7i+UOZZsBmh294mXyX3jjB8BjV5k53nxDqKh3r45XrgShms+l57a9kO03iCbc+Z9wBkmGvRArpZvCQFQH9fOEGqBBqAPvmZWg2ndSp6N9Z24D0KETSSHQvkPxc/JpaAykd5JmXd3/dSEotaq3DYCwr/TixKijKR1PSppd9JrKlytlVTRQuGEzcO4fgNN/CZx/l/17uSLnlpCCUKyEsuvYrv0zcEsd8MKXgYcvBf58MrB3GbDgM+EF6uom0XXIrcLp0zfTQN6vOoGPw3qPxyEbczspc9zo67VPxVLbkozbD0hqRgPn3AZ8ej1w1u+As24FjrUpS7/434AJpwNP30Spfaltx2mi5U/H2Fdz8gKnn2XjXWJHptTGQxsogDRkNP3+dgMfL0qousl0vWYzf07j7TLS8VJpMhmCUNwXaJhOg8k2pyCUQ5tqDQWnNY1vy9O0HHcKLes9pCoWAwfXksLF67mVD9RAkhokcLuP2wU6G6bTsWv1GcsXqXS8DEooK42zzWBPvti3vP9gWg2ejVhgBmABqjr48GXmZEi+cTMmt1I5zH6M0LEnPcjJlNcCcSUItc9IVWTvQ7+wktxuwmjtfcBPBfDYx4E3vg88+CHg+S+ar+9fTcutz9F959SfARf+1f0+PvIoSjX8x+WFLcQkpVH8QfGEAjIroThItfPV4Hy0wmDvclpqU3INwquO9yFjOUlKOVn5mySl9HLXvhPAudYnhRDjAZwNIEMN4QFG/RS6cah55ZnKRTfNpworX+wErllllornC3tlg78gVFkNVSwaSLTvJEWZ15khpnrkwAvMANT5EzHl5sed1xBLyBeCXUqVrc699L0TXfYdK6+oA/iWdfQ4G7Pv0krgtP8Fzr8bOPLz9u+ZeaXxQLqnV1kZuYiCZHuXU9DAaypfUFQ2AHM+CRzxOXNgZMfEsyn9N4yKQuwJZSfxX/ZzWrJ/Fhthz/pE8O1gWKXkVhKdlUk8u+sVThnyGgzlVNBsglBP3wz8qpEUbHZGwTw4dAv2100C5l8PzL8hXQXFlJQDlz5BKRXv/YF8j579PPDzcppo2f028MA5wPJf+28/B/iG2lSDyoZ6F+8jKSkIUzdF8es51P99XpRQQqSbAbMxdXcLDV5Kyuia4mY0Dpjbr6wndaVTwNOpTTVj6d7RZumabfwHBazYkLt+MhUr4GOzWDm4hn7jKHmapAWhRvZ/bNdn6dpP30Ht7w2fS8F6N2P9MOHrnd8g1LBZdFzlK3gW76TtWdOK1EDHsNnAjI/R47EnAWf9llTOv6wF3vxRftqpkuh094RSqXAYI3Tutr9/l9ekK6G2PkvXhNHHZtfW0gq6hlnv1TIJPGr0gSaeBYw5gVK9AXPygr0vOSg//6bMqvHpH6X06/UPAB/8I7s2BwFPlKmeUEDmIBRPjCe6Ctv+TOxbDkBkH5zUDCjCSsc70u0v0+ellC8BsJtW/RmArwGIgF4yj4gYVZY5uMasjuemhFIprSRT0M+3ATdsMW+QFfXu6Xhqp6SsCpjyYbo4R6XUbBB07Er3APHKkFEDs2pc72GjcqJxjAwZSQOGTCW7i40dL5uPO/ea3lBDcghC8Yz4wXVUYaWy0TRV9suRXyAPHCemXERLL0b6Ks1GXH+p4QEVlOojaCZ/iI7FMNRQCQclVKKHgvxHfRX4xNvAla8DZ98GXLc2PTU5aPi4cRvw8exyosv7ejv3ASt+SwbgmbxVmJS/kM85nmQfsPr39PiBc8go2JrSx0GoXNOXSspImdbdAvx6BHkfNp8LnPQjur8Nmw28+v/8p1S0bqLrup+grhsN0+j+Yp2R3r2EqjT1tFIqEd9/7AL9XpRQAHDGryhwOvlCGojwYIWDD2W1/atWWeluISVDrJSCY04qLqc2lZRROvNhJYCZTFAq6eTzKV0HoEDisJnhVoTMBwfXRCsVD0j/TdR7WWUD2TPYBqGM6otq4GT4HFoeWB1OOzPh1ZjcSuNsGsC7BfSDZP8qCojYKTq4/1xWBUw8gxSeZ98GzL8RuOQRCsq++u/+TLdzRUojHc+rEqqBglaqaksmjaIHNn0la3bF5qeAUYszT5i7UTOu/z7ia9OIIymV++KHgdNvAT7yNHD8t6ndHIRq3UTXWC/X9aphtK4ho4DVf8i+zbnC93kOQg0ZRWPATMdKx25Su9eMAdZFWDCw9x1SW3rtl2gGNGGl4/3U5e+/s1mhEOIiADuklO9meN+NQoglQogl+/ZlyKEtJriqDCuhWGbvlbIh5kw3YOZ7WzvrMmkooSzrn/ExkqpmqrJTAEaNGoVRo1yUFU507MouBWvIqP7eF0VIv/3Wezj9d4+V0jFTSJPSoOg6QMe6TNKsGc/Ode7tP2jLhrpJdE7tfouUUHZ+R0FRVkXBkUsf9/e5xplkOrrmbvo/30oorzSfQ7P6q/+Y+b1+SRmT70iX3B9aT69xYG/MscC8T4f7OwKmEsotCMUKqD6PXiLdhygY1NMCnPJT720ZMprOeb9KqD1Ladk4xxx8PX1z+v498B6lbPm9b9nBvmEAcO7vgcseB475V7pWcYDKr+dQ60bv3lleYO8jVQ21+UkK0N17nPkerkppZxzetZ+WbkooAFj4GQqc1oy2v56V12QOQvW0mBV3RywghUfcJujpps4aOiE9gLnzdeozTL4w/X1NC8xUnWIk0UNFX7L1ugmLNCWUcl8XMVKq2U0mde1P/xxg+oYWqlKYH08oFf498pWSx4EOO4PlT2+gAgzM/OuBYYbf4+QLgHPuoPT9fGYXJLoBSO9KKDZYV32hug5Qu+36SkNGmWqcrgOkTG0+J6cmo3Zc/+OWA9jn3E7B06phwBGfBSaeScf6yEWm92XrRn+2CLFSYNIFlNZdKG8oaxCqpJz6apmKtXTspomA6ZdT8D+T+rVQ7F6iTck1KcJKxzvN5e90v+sTQlQD+DcANkYR/bZ9q5RykZRyUVNTU6a3Fw/1U6mD17nHmLEsyW19FfU0uLGaJB5cSznU1sFX8zmUuvb+fblt14meVvtOrweyDkK178xOCVU3hWYlsmxvVOi33+Lt/SXwdZPSKyW9cwuw8dG8tC8wVtwK/Go48I+PACt+R7/7AqPaWedes+NkNdv0g4jRrN+uN8iAOZtUPD8Mm9HfHNgLR33VfBxVJVRJGTDz48AHf3f3GcoGTsfr66UZXYaP8Xx7vFQ1UuDGKQilpjc4Gdq+/j3gqRuoYmKiB/jHZTSA/PDfgFGLvLclVkKd3WyDUJc+Bny+FTj+uxTofPgy8z0H3gtu0F42BLjkUTqWramSTfNp2fK+v3Ue2hjsb8+G4e//harW7XgNeOjS9PfUK0ooO2XtvuWU5stVkjJRPYKCCqlKf6yEqslc3rv7kDnoHHEEDTT/r4EGMyode2igZlcYpXZCuifUB/8gBY51INo03zSnLUYObaD9EzUlVFoQyhJYqmu2Vwh1H+gfUCyvoeOuUEGoeAdQUuGtUIwKB8/YND5sdrxKk5isIFWpbgKGukzy1E8hNUg+J3VTaY4+0vGA9POU+0p2qvHqkebrW54BIAMIQo3vn47Hx3GdQ+r0yEVUUTzRTROoTu9zYvRiOi8KlY5qDUIBdK9ozdCezj0UCJz5cZpQW3tveG3Mlrat9HuOOb7QLdFEhLCUUAAAIcRnhRD1yv8NQoh/ymJVUwBMAvCuEGIzgHEAlgkhsog8FCkN0wBIkjLyjGUu2M1yxDuoMhRAedYqpRXA1EupalQY1T3uOhL4RXVWg854PI543GeaoJRGbnsWQahhMwHIojdX7bffrEoogGaR+Hse3g4893kygYwKa+5194CRSTLnB4CNjwDPGMGnaZfSeZQWhMpBCQWQumr/ShoEcpW7qDFNGQjnEnQLmznXUqAoaFl5ose89qmdW+7YsrdXvhCCBiROHUzVX8nuutvTCrz2LWDlbcBDFwO/HU1mrGffRv4Wfhk60X8Qau87ZGLLyrpj/52Wm5+kpZT0/YIMzE4+Hzj1v/sbzXJlKlYMe6Gvl4IiQflBAfSbAlQJ8o7pwIMXALVjgZt2mO+pm2R6q1iVUHuWUgDIT1XG6pF0vWMlCJ/f5bWZjWrTlFDGLHVfD/DEtenv27+CBvvCputYP4WOnXgn/eYbHiRDcms6K5ezL1Y1FA9Oo3aN58CgnU/V0En2QSg7JRRAitDdbwbaPM/E2/2roABK+xoyGjiYJyXUjleon5xt0YoJZwDbX8yfxUXCKH7hJx0PSA9CcUqnnSfUkFEUpJZJYMPfycto1NFZNxcApeN1t6Snd7duprbZBcIBmnhJJuga2r49uyAUULjj3ykI1bLeWZ2VTJhpkqOOpmvsytvCb6tf2GczrGrDmqIj1CAUgBuklIf4HyllC4Ab/K5ESrlSSjlCStkspWwGsB3AkVLKAWjM4wDL+/csdb74+oE7nOwLJZPA3z8MrPwdMOoYcyZXZebHKFWPBxdBIaVZEpir+Plg9erVWL3ap39BoosGdZn8NuzgGdAiN1ftt9/i7f2DUMNmUke16wApioD0EsSF5rGPUwleJw6uo9n5s28Drl1Dnetz/0Dfs3qEJX0lx6CMmiY0LGIDFCZWAnz8DeCM/7MfSEaFEQspaPH+n4Ndb1+PmXaleiy0bibFSSECc/VTnKX2aiqsXToel2VmuluoitycT2bXlmyDUCMWmoMxIUhpyGkfXQcowO13MJANfG908jtUad8JPPNZQzkhg1VCldcqgwhJ/3/kaVJOXPU2FR8orSQVXGlVuifUlmeo0l+8E5hxhfdt8rHLCpZqRQmVMR3vkKl8UAOxVpXH/tXOhrJjjqPB0K43aXB9aAMw26bCJw9MrcduscB9lWyqn4aJEFQB7DobFWBdMx3v1kA2e0JZGXcSXQfaCuAHGe/wb0rONM7KjxKqdTP1K8aemP06xp9K33XvO0G1yh2uwOo5Hc/o53UrE8NuE3bVI0kh2LoZ+OBhYPpluWdssFr7sGXCqNZGfcaMMoJIa+6mcY3f+07jHArU7Sp0EEpRwI44gn4Hp35C5z4A0vCPEuQpumdJ9Kw0tr9I5zYrljWDnrBHISVCmNMEQogSAOWZPiSEuBfA6wBmCCG2CyE+HWIbiwMOQiUT3k3J3bDOcuxeQjPox34LuOIV+9md8afTrNnagFPyeIYGIKPZfJRH5e/N+8EPDdMAiKIPQvWDjclVOOB2YA2w+k567DU9JArwbNboY2mQ+Ykl5gC9egTQtZdm9yqH+Zf/WxlzHHDRQ8CRX6QKb1Fl9GJgYTaC1DwiBPnQbXsx2EqUfT2mSkX1mmjbTIPvbGe1c2HYLEoHs0vv7VC85+yMyXe9CUBQgOOs3wEn/hA44fvZt6V2Im3T6+x8MkHqvyaLx8OQMZTSkOjJ76DdTxBq5e3Au78CnrmJ/g+6fdesBK5eDsy5BvjoC2ZAZ9QiKj4A0PFWMyZ9kLXkv2n/Xf8BMMWH6pSDUPvepYEmG79aq1bZ0d1iGggLAZx3Fz0ergwWWDHG54+VMSdQIYt1fwHe/S1NdE2/vP/7qhppELLtea/fLDg6dtPERC60bqSgYpQmY5jpl9kHU9XqrYyURjqejRJq7Em0VIt45ItslVAAXYf2Lc98vOcKWxJkozZl8r2PE5yO51UJxapSRQnF1yk7L1UOTC3/P+rTz85yIkTFKQjlVumudiwFyt/9Df3vNwgVK6GUvoIHoRQl1PjTaLn2XgosWfsKqTRJQ6HGPnxbnwuvnX6REtj4GE3WRqmqqKaghB2EegLAn4UQZwghzgBwr/GcK1LKK6WUo6WUZVLKcVLK2y2vN0sp94fU5mhSOcxULwWhhBpi3EQ4Us4Xq4X/5DwYLykDpn+EZjms1Y9ygQ30RhxJHbyWDAZ8QcCzO9l0JMuq6ca2d3mgTSo4TkoogIKDh7fRQI0l14XGi3HknmXU6bLz72AlVOvG4FQaUz8MnPZzXfkjCGZ8FIAE1v01uHUmeyltrKQ83US5dVP+U/GYpgU0g2xXjUpN07JLx9u7jKpCTTyTzG8Xfz23QNrQiXRuW304nDi41jB0twSheJDSudsMQuXDb6uknAIw3Ycyv5fvozzYCDoIVT+FTL7PvdP9uzctME2O+3qB7S8DUy/yf01Sg1DqZ/0qoQBg9ieMYyFhPte2FYB03k+V9VQK/d3fkHfkvBucq1KNPx3Y+Wqw/Qgv3HUk8Psc00LZ7LgQAetsSU0mKdeY3jYKItuZzDctoL5R0Kp3L/S2Z3//nH4ZnUNr/hRsm6xsepQmI+0yBrxSM5oml7fnKQjFSiivnlB2SqjD2+m6aVdgggMgS/+H9gsXf8mFWqOYEnvNySQprTLdqyeeZT7Opm83ejEFM9XKgPnCLgg1bDow9RLgtW8Dt00G/jAHeOI6swAHT9RxILBhGn2+UL5uduxbQf2KSRcUuiWaCBF2EOpfATwP4DPG37MAvhbyNgcmQpg3PLt8bL80zqLOOnfAtz0HDJ+buUz9jI/RLEeQ5tS9RhBq4pm05A55mPTkoIQCyOti+wtUnpxZ/yDw7OdzblrB6D3cv/M3tJkGdmvvoc7H/JtowMyluvOFGnDa9iLw5Ke9VcFp3UgdPTtZeFoQKmKpFRoqFd44J7gKQlJSp7K00kg722Q+H3ZFQzesHjnJBPDcF4C1fyZVUo0xG2yXjte6MVhvGlbreE3J41SSpoXpz3MQqn2nooTKQzoeQMEQL0oo1TdqxhU0g14IRh9H+6hzL7DrLbq/TjjD/3qqlFRS9XqWyRMqmaBrv9VrsrTKHLgC3oKJp/2MUg2P/BJwoosib8qFFFTNd5CD0x7VYht+OVSE94vh80ilpqZ+paov2iihYiVUxW3jI3R85JNc0vFGH0sp90t/ZlYVDZp4B03aTg7AG3PsScCOl/IT7Ij7VEJxkF71hGrf7lxVVy10MufaYIK0tePJNoAnyw/voOtjpnu1ev2sGef8PidGL6bjZ99y/5/NFZ5sKrUE8M+/i5TO0z9C+2X1ncDr36XXrEqoWAkFnv0W6AiTjY/QcvL5hW2HJlKEGoSSUiallL+WUn7E+PutlLIv8yc1tlQZ1bCCMHiNlZI3w+436Qa44xWanczE2JPI/DHIlDwOQo0+lgaIXG0pTHJJxwMoYNbdkt6pe/hSYPkt+Z/dDYredqDMMsMVK6FAAEAdCx5IBpkilYmlPwf+J2Ya3j72CfIOe9yD3Ltti/OsWZVRTaplg3OKiaawzPgoXZsO78j83kwkEwAkECsno17u2LbvJKVIoYyG6yfToIuVle/fD7zzS+DRK6hUNA/6rUooKen4dktN8N0W4zzgGdZM7HqTrtnWQQEXfGjfSfu5emT2KTZ+qagHej0Yk/e0UvW2y58DzvtD6M1yZMxxtNz5Ok0GQdAkh1+qhpk+b+r1LJMSioNx1nthaXV6CigrB+2qgTEl5ZRqeNrP6LET404mpcX6B53fEwas4Fh7T3afl5KC18UWhCqroolHLl0PmBNJdkEoAJhyEalg8u3dlUs6nhDAsd+kSYW/XxROX3LLs6T+DCIINfMK6keGVXVahW0vvHpCxUroWtqlJJ0c3uYc1FH7WXOuzaKBNpSU0fb4Xs1BlUxjIDa+HrkoO1+qUcfQshApeXZKKIDOicVfBy68H/jYi8DcT1FWSqJbMYxXRAT107zfx/PBxkdozBmEiEIzYAi7Ot4mIcRG61+Y2xzQcPwuqBnl0Ytp4LP9RbrwTfAQhIqV0MBw02P+KhC5wel4VY108d/ytK+PjxkzBmPG2OSou8FBqIocglAiRjcBK2x0HXHS9luyjzopdjL4035Os4uL/828geQzCPX2j2m5Z5kp6S2tpFQkN6R09w9ImVC7pJhoCst0IyVvvZKSt2cp8JfT7T2U3EgaM+MlFXQNZTXEAUOyziW+842IkbE3H8/bXzRf6z4INM6lx3amwvGOYNMIh06gc8uL3922F8n/Y9IF/T0eWAnVsSvYdFcvlNd5S8frOUSl1Cec5h4wCZuRR1EwbOfrpLAYcQQFlPwiYubvkKaEqqFBs5PPl9OETGlVul9jJ6d8BDCIiJWSGmrjI/mrDgaYQaiVt2eXUt6xm87DfB7PQTHuVEr94usIBxecirM0n0PHQJDp0F6It2evhAIolfW0/wV2vgbcvQh47+7g2gYAW56i9uViSs5MPIvO95f+NXx1uV8lFECKGzVt/bCLEipWQsGnE39o7xmVLXVKZUdOL2vMcK+uqAOueBX4yFPZbbN2HH2HKAWhrMz4qFEo6im6LpXVpP+2DdMoeJfP66sTPa20L5tz8FDTDEjCTsdbBOBo4+8kAL8AEPAdYRDBec6ZLsBeGb0YSMaBJT+lDqzX2dcZV1CndsND5nMPXQIs/1V27WAlVFkt5T3vX+nLPHTEiBEYMcJnVatc0/GqR1B1k7X3UmdWTRfr3JfdOvNM2n7jDopdrv+4k8nQu3qEqXBQqzmFDQcKd71uKs8+ZEnRsksZ6G6hNBOnmXvVVFQroaJJ40wyMVZT8h67mkyN7TyU3OCUh1IjCNVtVG3j2XIuTV8IRhxJEwLJPho8NZ9jnmvjTqLAkDUdjzvmbsoUv4gYzTIfzFBhSkrgL6fS47nX9X+9ajgFGtp35j99yWs6Xm9rMEU+cqW0ko69rc/QNc7LZJAT7Ali9YQCnNVQvK+s6Xhl1emB3o7ddL8srci+fSpTL6Ftq0HXMJFJmiAaOpECo9te8L+OfPqbBc2UCymouOHv9D+rSoZOsH9/eQ3dI9c/kF8PyHhH7p6KR34BuHErpQkv+UkgzUqxdzmdr0EEroUAzvk9HZdLf5b7+tzw6wkF0HWbj/m+Xkr7qnVJbzv396TWCZK6ZlMJtWcp3Re9qGnGHp99/x6gQgvbX/DmPRokXoNQ408nNen7f6bfxbpP6qeScIH7CYVk30oAksacGo1C2Ol4B5S/HVLKnwPQrmTZctRXgE+tJ++mIGDjwC1PUZodV8fJ+LnF1JFj88dkgjo2z342u3ZwEKpiKDDtUnq87n7PH+/u7kZ3t41fiuuHWgCI3Eze515PJVPfuSW90k+RKKHS9htXk8k0A1kIJRQbY+5ZalR+qgImnQ8sUCq82Zk288z9EIdZufrJwJWvkffFyEXBtlkTHNM/SoEZLhfOptlJnzN8fUYQipVQAHVud79NqXher39hMPIoGiDufYeCa6OOIdl90wKqtFhS2b86Hp+DQc46AzTA2vEK0OlS+0NVyDSf0/91ESNT2YNryVQ2n4P2inrvnlBBFPkIgjHH0fWtr5eCBdly2ZOUJjTmePM5nlhw8oVyUgVblVAdu+1Ls2fLxLMpNejZzwH3n+lf2eiX7kPUV5l/Mw1OV97mfx35rPQYNBPPpIHpWz+m4PB7d9H3cLt+TL+cJpz+MB949dv5aWdvDul4KhV15GG6b0Ww/ZXWD3IzJLcyYgGpt1bcGm7AIxslVL0RhJLSVEQ5KaHCYugkOl4T3XSv5lS5sJl0Pm1XTWHNB16DUCVldHyvf4Am7q1BKD5Go5CS1/oBLYM8bzQDgrDT8Y5U/hYJIW4GoGszZosQQMPU4NZXM4ZM7gBgwc3+2jH7GgpetazPzeQTMAMg5UNpVm7sScB7f/R8Q167di3WrvWQPqLSfZAGnSKHU2DG5dTZf/6LwP2KEWJXAZRQy38FPHyZLxVW2n7jWXI7JZRKuSH57cxTEKqn1TRd3LucBuiNc0j6feb/Aaf9gl6zDUIZwcBqF5XcmOOASx6hAKgmmsz4KC3X3ktLvl74TQdmJVFJhVktav8qYPdb+evYOjHyKFquvpNUByOOIF+LTy6n1KzSyv7HuJfjOxuO/hcasNx3PPDAucCyX6Rfix/9OPmyAZR+4VRueeRRwIYH6fvkc9DuOQh1KDpBqNnX0LJxtlm6PRsaZwGX/CM9nY8nFniyxwrvK2sQtrTako5nM9ueC2VVFHBreR/Y+iz5+IQJny9DJwCzPkGDN68pUMk+4E/H0L0eIlj1Yb4QMeCE79OA9bdjKeA9KYNJMPseHVgNvPHd8NsoZW7G5Faaz6bllmeCWV+8iwJaQadjjjmB+o1O52gQZBOEqptMQZHOPaY6Nt9p68NmApA0EdXyPjA6T/fqqRcbRXnutX9dSvIH48riQZEKQlVmfu8Rn6fJtf2r+gcHOeBzKApBqM0AhFntUKMxCDsd76fK3w8BHAngoyFvU+OHC+4FPrGUIup+WPgZ8rFY9ovM3jyZ4BtvuREImHUVdUgzpYTkQndL9n5QTKwU+NhLwHl3AUd/DbjGyFfPtxJKJoEXvgys/xvwpE1qjBe8KqEAGojkSwl10EgZGHEkHRO736KBGsOzRVaVCAB0cMWQAGfvNfmnYRqlvi77eXqQ1W+HXe2EN86mY2fD32m2s9BBqGEzadDP6gxramCJTToeB2erAg5CNc6ma1pFA81+P/9F4LXvmK+vvddM6ZlykfN6Zl5hPg5KvesFDkJlmsToiUg6HgCMPAK4YQvwkWeCqSqlwtc/p2s2p6Z7SccLwg9K5bjvmCrUjp2Z3997GHj1W1Sswm7iwY0uJWg799OkOmM1dya2vUCKiO4WoGa0twFiFJn5MeC6NcCifwEuuI/8Ht0orwHOutXsm6nVEp1IJoC3fwK8/j1v3mwqfT2UQhRUEYMRC8nzauuzwazvMJvzNwezPqbGqMzZHkABDifiHRRUcZo0sIMnDw5tNKsRB2UH4pVRxvXh3V8b/+fpXl1ZT0Ha9/+cXgWbeeuHwF/PJBXn7gAreie6DH+/sszvbZxlHosTzkx/raqJztsoKKHaNpHoIahUbs2AIex0vNOUv7OklDdKKSNUM1KDWCkw8kj/Hd8ho2iQsfr3wMZH6blsSqECZExeUm5eoDi9w6dBub9ttuSWL87ESoDZnwBO/jGVlC+tyr8n1P5V1KGunUC/hVsajRNelVAADUTyFYRi34oZHwMgaeCYFoQyBgN25es5GBj0IF2Tf477NqWFPHW9+ZxfJVTKE2MIXffGHGem/eZrdtWJWAkFnvp66LpkVVqUVvUPtHbupfO1LINsPxtmfRy46k3g2tXkAfjWf9Kg3xrYcUvlYRVF9Yj8prtW1NNA2C4wrdJzKJh7QFAMnUABjqDJNMBlNZDVoNouHS/oykaNMyntFKBgsBtbngXuPR5443s06XL3In9mzinl4EhKgRq5CFj5O/dgZcsGYPPTpMxm5n7K+zajSMM04JT/ooCUl8ph828Azv4dPT60wf29e5eTKvylrwGvfQu4c7a/QTCnjAalhBIx8rQMyneMvYmCVkLVGudoEFVgnYh3eK+Mx3AQqnUjTQrXjM2/epRTRtkgP5/3kpkfp36H3fHz/l/oPi0EsCZAq+NEF/1OXsdkF95P6tmpF6c/LwSd65nO2XzQurk4izloQieUIJQQ4ufK4y9aXrszjG1qCsCRX6YbG3fQEh3Zrae3zZxpA8iIsH5quEGoIJRQdlSPMGdcg2b7y4bBn4Wdr9PypB8a73vB/7pTKZFelVB5MiY/uBYQJaZXGGAfhLJNx9tDn82m0pQmWow/lQonqNUofQehLOkI0xVRbtOCnJoXCBwIGzarfwfUNgi1J1iPHjuEoJTtZIKC3dY2jHIZEJSUAzftBD75bvDqHjd4kOSWkicl3QOiFIQKi0xBqO6DdHxZg5ml1ebv3dtOExVhlNf2UuxizzLgb+fSOXzJI/R3aAPw5Ke9++hY01fnXU/H9B4XFcODFwAPnE19nPk3AZ9cQQHxwQan+rgpdTp2U7GCA2uAs35HxUySceAfl3uv0MV9yFyNyVXGn0LBI/YUzIVUMYjm3Nelwr6VXtSA2RLv8K8wq2sGIAwV+pL8KloZIcibDKCgTz69Gyd/iAKia+5Jf767hbzG5n6KCkZtzrIKnx3xTn/m8aMWAVe8ZN/PrZ8WDSVU66bgzxnNgCAsJdTJyuNrLK/ND2mbmnwz8gjTU2rUMaRoysZY0RqEAujCvu2F8MqLdrdQZYmgqWoKRwn19k+AP58M/HE+zc6q7H6LqlFNv5yUEdlIz1MzkF6UUCPyp/Y6+D5VrlOr13lNx+vcSyXYc/H90kSH479Dy7mfAiCoupkfrEGoWVdRmueZv4lGeg1XP4VNwKasun8qTOfe4P2g7Bh5JC33LjNNrI/6KnDD5sznVo3HSkZBwmllbkGoRCcNkK0paAORsmr6nm5KKLt7IQc+ZdJM/QzjtyytIBWWmxLqte/Qd/jEUiokMfkC4ITvAR88RGnoXujYA0AAVYbia9oltNzxiv37E93pPlXzrgea5vlLZxoosOLR7Tda8lO6xl7xCjD/evKEO+t3VExk6f94206qHxJQOh5gVn0OQg3VuomC60ErFoNKx+s9DPx+Vno1WSabIFRpJRUiWn4L+YKNz6FyZy4c8QVKWT/rt/ndblkVTYCu/6tZXRcwJn4lKZAmnk0qscPbgSevB/6WwWctE6yECoKGaRQ47esNZn3Z0BenYjJaCaWxIazRmXB4rBlonHc38PE3KBgl+8yBnh967IJQZ9O6dr6W8ePjxo3DuHE+UwGDSsezUj0iHGPyl75mPl5huRHvepOCgCVlJD33aJSYtt/iPpRQ1SOovH0y4Wk7OdHyPpWMF4L8t+Zcm34zK3FLx8uDUkSTP8afSteaM35FRvJ+lVCcWsQdvPIa4OqlwIKbAm1m1kw4E5hzHXD6L/q/ZjWJBvJ3fA9tpmvlnqWmfxBXSI0iPFPOATM72KtmMCihABrkHt5u/1r3QTMwo8Kz8YluM/06rIBizRjnAEeiG9j8BJm3q7/XUV+mFNbnPufNe6hrL31PDiJVj6A/q7q4+xCw/kHgg3+Yz1WPNIsHDEaqhtPSLf3xg38AE84Ahk03n5t2MQ3iX/+ON0UG2wIElY4HAMPn0fLxq4END+W2rtbNRgpWwEOnsio6trNJx0v0AKt+Dzz+SeCNH5B6/JnP2LwviyAUQMFXvpZOPNP9vWFRP5m8zOwqsYbNrI9TX2PT4+ZzO18llf3oY6hfApD5/arb6X25TJ4nOjNXxvNKwzSaROA00kJweBu1QSuhNDaEFYSKCSEahBCNyuNhQohhADwkoWuKhtIKGpB4mX12oretf3WyiWeQMR/7TbkwfPhwDB8+3Pv2pDSq44URhGoKx5h8yGig+VySQ7NZNwC076IZKq6oNP50mr31ID1P229+vBhYfdGVhfeUH5J91HHlSmbjTgLO/X16BzCjEkr7QQ0oRi+ma055Xe7peFGjpAw49w5TeaRSSCWUEEDTQlI08GAkysEb9oBTr8Mdu4Gnbzb3YcqMO8LfI0hqx9FstB3dLkoowKyOBYQX9Bwy2jkdr30nqdasqUCxUuDs20iVq07SOGF3vgyfR9XiVF77NvDwpcAjHyWfxRu35z+lNGqUVlNV0W6HIFTHbpowSqk5FU7/JX326ZsyK+X5Gh1kOl6sBJh5JT1e9fvc1tW520ydC5qasdml4z1+NfDkp4D37gLe/jE913uYJndV4p3Z3fvmXAucfgupkOzuTQOdCWdQhsNaJSVvx6sUAC8bAjTNpwyEN79vvt66Mfvt+U3Hc6PeqJBXyJQ8nsBw84/UDFrCCkLVAVgKYAmAoQCWGf8vBZAx30cIcYcQYq8QYpXy3E+EEGuFECuEEA8KIerDabomK1I+HD4HhoB9Ol55Lcmo195jpn6pcliFzs5OdHZ6qNrCxDtIxRPGAKTKUEJlk5boRE8bddDHnUQ3FdVocIuRiz7pXFpySeJVt1Mb+nrtK3vAst9YZeGlk1JtM8gLg7YtZNQ8bIbzezJ5Qukg1MCkwhKE2vk6cEsDsH+182eiHoRyw6qESvZREDhfx3fTfFKMcOA5ykEou+vTk58mBem25+n/YgimBUn9NJq8sLsvdR3ob0oOmIrBeEcelFBuQShDHcIpSyojjwSO+goZjG993n0bnXv7B9GGz6NJHL5HSglseJBUDpPOA878FZlGD/YKq8JIY3RSQrHSYphN5bSaMcDJ/0Xn3srb3bcTRjoeAJx9O/Un27bktp4wixnUjM0uHW/7i5SJ8MkVwLwbqJphMm72DZls0vEACuId8Vlg/o3+PzsQiJUCMz4KbPwHBff6eskCY+wJ5uujjwMOfWB+Rn3sl0RXsEooADjkEoTa9Sbw27HA3y+mIgxBw8KEwXKv1fgilCCUlLJZSjlZSjnJ5m+yh1XcCeBcy3NPA5grpZwPYB2AbwTcbE0u2CmhVt4OLLNJLbFiF4QCgJP+k2be7j0e+Os5wK8azTKxCuvWrcO6dev6f96JMAcg1U0UEGFZeRDwdx4+jwzbWz8wO83v/5kGBk2G1VrjHArMvP4fwAPnAL+fCdwx3dbDKW2/Jbqo413ioSxsvoJQB9fSkpVQdrgGoWwGHZqBQUVduifUmz+ga8+2F5w/kwpCBTTLmE+sSqjuAyRxz9fx3bSAgmC73qT/w/DTC4rqJlqyegcw/WD4/jTYglBN8+ie9PyXgAc/lD5I6j5o/3typdTewxSEEjFSBIRBVZPz5E0qCOUwk378d2iw9cQ17ml5TkqoRJcZRGnfQekjp/0cuPQx8p7SEJWNzupnDu4MnWD/+rzrgfGnUVVDtwE6X9O9eFP6oayKqqrtW+5JXe9Id0t4PnJDxvgPQiV66LgePp/O8bNvBeZeZ+8Nmm0QSkNV8hLdlKa741W6Zow90Xx9suEDlaommEP6W6IzOE+oymF0vLopoba/RGrT7S9QEYb7zwy2+nVKdVwf3Do1A4ZIOvZKKV8CcNDy3FNSSjaheQOATxMgTajYKaGeuh54/ov271fpsUnHA4BRRwOXPUVqmC1P0U10Sxam2/22xwOQEAZSqQBNgL5QnC4wfC51tvt6qaO87H8p//zIL5kpakKQMWj5UOqEtG4iafDmJ9234Wf2xS7dJVf2r6I/FQ5CNbgpoRzS8eId9KeVUAMTVQklk8Cut+ixmx8bB3GCmmXMJ1YlVAenR+VRCQUA6/5CqTW1DoPNKFBSTsElvj61bTUDkOyLxMGowdIxnn45BRHe+QUNwnmAKiUFNO08odhbq6eVVEpVw0kVEQbVI5wnb9gryk4JBVCA9ry7qY1P3+CsQrYLQrGvGQ/+efDYMB0aC1WNzul4qSCUg0+ciAHn3kmqkUevdDZKPvg+TYaF4Tc373paPvgh+yrDXug5FN41o3YsDf79eG122JwbsVKyZ7AqA+MdwQU3BhtjjqPJ0Oc+Dzz+CUofnni2+frCzwJHfw04/080MZpTEKoruIkyIWjM4BaE6thFwcmbdgGn/JRU5fedCBzKIaVQZbD5L2p8EckglAc+BeBxuxeEEDcKIZYIIZbs25enCl4a8mgBlIGhj3S0+GHnma9xJwHXbwS+YNxA2wIw2AtVCWUoE9zKTftl/yq6SQydSEooANjxMs1qjzsFWPTV9PePPAr4fCvw+TbgSz00K7brDfdtJLq8VwgLQwn1wLnAH+YBq/9gPrf7bSoNXe3i9+VkTJ4qx62VUAOSinozkLDlGTP4dNjFC4074cVYLbGsOr3oAx/f+UoTGjabBoetm+icDCsYERTVI00l1Ht/NJ/nYMNg84SqbACuehP4mKEI6zLm+OLtNOi1S8dL3dMPkc8g33vCgBVWdpM37TvovOWJLjtGHwOc8ANg3V8pNc9KTyt9D2s6ofVe1raZltpEtz+VLul4bVvpGCt3UTANnUAeXrvfBl75d/v3rLqdri+lFbm310rjTOBDRtW4ve/4/3wyQarAMNPxZNJfv4qD6rWWOfnxp5FHV7vSD9VKqOwRAjj3D5TmmOgCLvxr+sR5rBQ4+cfAmGPp2tG2icZA2dhyxAM0JgcMCw+XIFT7TlKZllUBi74CXP4sqWPvORbY7lA51A/cTyt3uX5rBi1F1xsXQvw/AAkAf7J7XUp5q5RykZRyUVNTSNJxTX9Ss6aHaKl2VnoPO3+u+xDNgFa7/FaxUhqEDRkVTOCj2+iAhzEA4ZSBQINQK0kFJWJmjvf2l2h51JedS0aXDSFVwIgjyFTYDT9KqMp62mZQQajO/ebg8Ilrgcevoed2vQGMPtb9s9yp6rXMoOdbKaLJL9UjzONvxW9JpdG0wD0IlW11oChQVkODIFYQcIClKk/Hd1kVcMYt9LgYArvVI+kakOwDVt5G5rKNs81BW9dBAMI9sDHQqJ9iFLAQdC4A5n3aThWsptjvX9XfGDxI+P5vp2Rs30H31UzG4Ef/M6kTnv9iuqr24PvA2vvoMRfwcNpu62ZaOqWVDWaqhjsroQ5v8aaOnH4ZsOBmYMlPgE1PmM+3baGqvh27g7UysDL5Q7R0qsToBk+whqWEYjWTn5Q8fm+/INSptNz2gvmcDkLlxuhjqEjBDVuAscc7v69uEk3WPPJR4K9nO7/PiURXsIq1hmkUJHbw1EXHLlJ2MWOOBa58nfr5fzuX+uK50N1CY4swAsuaoieUIBRXwnP6y2G91wL4EICrpAzS+VmTM1Yl1GHFANKt7CzLuOsmZd5GUJXnwlRCZdORyMT+VUCjMQCoGUMXdFY2VbmohJghYzLneMd9BKHYGySoIBTPSl76ODDrE1Tl5ddNNCudKQhVXksBse6D6c/nWymiyS/Vo6hT3bIB+OBhKt9ePzWDEirAqjP5RvXnAQpzfC+4mXxyzr0zf9vMFg5Sbnma7jHzbwRqlApxnbvpfhJ1RVfQCEEDUVbVcTDT7jjiAN3BtXR9bQwzCOWirm3f6ZyKpyJiwHl/pL7II1fQ+f76d8kX8Zmb6V5pvZ/w/TOlhNpCAzKvquDBBBuT23W927Z6T6E75X8ooPn4J0mp897dwO+agfvPoNc/9OfAmtyP0kqkBWH9EHYKL09guvWXrXBQvcYShBpxBFkybH+B/pdJSufWQajcqBrmrvYDgKGTqE+77q/A1mf6VynMRCJgJVTDdAAyvaCRSvvO/hUfh80Azvk93Sd2vJTb9sM089cUPWEpobgy3lIA+0BG4uuNx0uzWaEQ4lwAXwPwYSmlj1JomrxQWkmqG75Rq1VI3MrOcu60lw5M1Qhbuf7EiRMxcaIPDwEOWNj5YORK5TDaD9nMtNnRuZdmaZvm0f8iRoNtnulVZzCcGDIq3aTXIG2/9XX7u/GpSpRc2beclqOOBs6/C7hmJTD7avKCymQMKwTt820vAL+oNY+7fCtFNPmF02re+hEphOZdT7PBh7c5S+CLeSaYCzf0Gh3azj1ArCz/nkaTzgMaQkzLCorqkRRoWnkbBRqmXGQcH8agrWN3eJXeok55jakcdat6x0Gona/SMkwlVKZ0PC9BKICCaefdRcU8/nQ0FSyYeBZw7DeBjzzTv/BGrJTuH7xdqypAY1LZCMg++wrIbVu8B6HKqijQFG8H7jsBeO5z5Dl3/HcpFWjC6cG2W8UahPVD2FW+slJCbSeVrNVTNVYCjDvZrAbKnpnFev8rJqwT6lzMwytBT5axn6NdCqqUZjqelZGLaFy349Xcth+mj5qm6AmrOh5XwXsGwIVSyuFSykaQiukp908DQoh7AbwOYIYQYrsQ4tMAbgFQC+BpIcRyIcRvwmi7JkuEoBlIrm7SttV8jSXudrQalVK8+E1UjwC6+gc+Ghoa0NDgo2PQfcBI8avx/hmvCGFUOQkoCMUGmuosNO+rshqgrjnzOqpHkoIinh67TdtvfsvCOvwWWbH3HfKB4KDg8Dk0o/2ptTQjk4mq4cCu16lTywbsKU8oHYQakPBxsep26mw3zqRjKN5hP0gCijsIxYMMVQlVPSJzitJgpWE6HQfrHwDmXEupAEMnUpAh3jW4gw3qIJyDUNU2QajSKgp0bn+Z/i9EOp6UZjqeV5rPoup2B96j3/j8u4ETvguMWOCwbeVe1rlHq2ed4PuzNSWv+xAFx/0UK2icDVxwn6lcveBe4LhvhhuAYrINQrGCPqwBdfUI6pe6Tdpaad3sHPwbdwoZUnfsNvt+xXr/KybGHEdL7k/vWeL9szJJhZiCTMcbNpPWZ9eO3sOkvLK7F5ZWAKOOAXbk6AvVE2JFSU3RE7Yn1LFSysf4Hynl4wBckmlT77tSSjlaSlkmpRwnpbxdSjlVSjleSrnQ+Ls51JZr/KNWrGrbQlWUYmXupngt62lmycvsEqtvLEqH9vZ2tLf78BHoPkizemEN4GrG+OtIuHHAUDypA4ARC2k5dII3k2XuVFvUUGn7LZsgVGDpeMtJPp4tqqku37w799DxqPPQBybq8XLct2nJM5BOsvPOPeFUxMwHXLihR1FC6QCrMzwQAMzCDRy8b9tEaUCDVQllG4SyOZaE4ZmVjFOAwc23MYg2lVb3v6d0H6RBmVclFHPkF4AbNgPXvpf5PKlqUpRQe+wDchrzPms1Jz9sTDj6rWg39cPAjduA6zdRUCpfWIs8eCXsdDwRo2CAn8pqbZucrSzGnkDLna+bPls6CBU+Y08ALn8OuOpt+m0y+bGqsGItyHS8WCn1l3bbBKFSlUcdgvxjTwT2Lus3ge2L7kM6HU/jSNhBqJ1CiH8XQjQbf/8PQECjc03kUCtWHd4K1E2mv5Z1zp/Z9y4wfJ639Vc3UeoNb8Ngw4YN2LDBYeBpR9eBcAejNWP95fW7sX8VdZLV2dnpl5PqY/5N3tbBgy2LL1TafitUECreSVVcmhZmvw41rZJnaTv2FIeBsiY7SsqB8+8BLnnEnD1vMpQOdrLzRA+dS7kEOwtJhSUdTx/f7ow8Ejj5J8DVy83rX/0UWrZsMBQvg1UJVWMOSjt3k5LUmqbGcOAhkzdfEFQ39VdCpQZJPoNQAAVFvKS1qJNbWgnljJMSilPg/QahADo38z1ALRuS3aA6H6XmJ5wJbPi7t/6jlBSwcgpCjTiS7pM7X1N8UIt0EqbYmHAaKfqbFtAkq1finDYZsHflyKOoX9QXT3+eCyg5BaHGnEBjrt1vZb9tnY6ncSHsINSVAJoAPAjgb8bjK0PepqZQVDaYfkvsEdAw3TkIlUyQH9DIo7ytP2VeauMb4Yfug+H4QTE1Y929afzAlfFUGmcBN26l2V4v8GC1Y4/zexJd/sxYq0bQbGI2M4oq+1aQBDmX4IBaTptnabv2aqXIQGfWlemeYXWTyDvJLgi1fyUpOrxea6JGuUM6nsYeEaNqaWoKFiuhdr9Fx4JWQmX2xuIqcaMXh98uVZHEsD+On3Q8v3Dwq7uFjgsd3LXHSQnF1gvFUlEwa0+okNPxAGDxv9G165GPmpVQnehuofuB2v9RKa0gX5+dr5v9cq1IyS9NC2n84/V4SxjB0SCVUABVS0x0AjteTn+eMzacJmTGHAdAmCnZ2aDT8TQuhBqEklIelFJ+EcD/b+/O4+Sqy3yPf57ekt7SnX1pshKSkLATkEVRiAIKCHdEBkeFQR3GuagzvEZRZ+4MenXuZdQ7jsvgFUXUkUEc5CooIyCyKPsOZgNCyN5k6U5n72y/+8dzTlelU71UdZ1aur7v16tfp+pUdZ1fKn3qnHrO8zy/t4YQTgoh/E0IoWPAX5Ty1HREqsZ/2yo/KRl3jM+uk2l60C1LYP8eP1AORtxkeqgZOHsSzoRqmeUf+EMd58ED3hMqbiyYq/hLxq5+ZsjLNhMql5lcMnkzmqdgKMGB9Kv0u5UJVbGsyoOZma48xv0QBvtZU2p6glBdqYwN/X1nZ+QY/xIWN+ut2EyoXkGo/srPjjjLl3EJeJIyZdf2BKFyyIQarPoJftzo+UJWocHJgcQzCe7uNWV73HqhXILiQ2lMbtXJlrSNng3n/cCzlx77Qv/P3RaV7fU3s/Tk0/3YF2fBKxOqsCacAIRUb9eB9JTj5TkTasa5fpF5xV2Hrh+oHG/kaL/onU1fq3ThoLdoUfBT+pBoEMrMzjCzJcDS6P7xZnZjktuUImqZ4R9qezr9RGXUdE9HPbgfOpYe/vxsAxA9zUuHGNzZ3ZHswTgu+9i6Ymiv07ncg1kTThra68QzDw2YCZVFEKplli+7hvhvfPMZH1/zEQM/ty9zL/OZj1pnp0oF9CW9Mk04wUt8Dx44dP2bz/o+n0vJSCmoHweYf5nYu8375KhsKDtm/lm6/jG/39+Xt+GstjFVjrdzgN5Yp34++RnLYv2V4yUZMGwYDwTYvDi6r/0qo5GtHoTJFIQabH/KUlCTa2Pyrf5lOunJIOZe5pMpPPNVeDNDVm9s1QO+7G9Snymn+7EiDrwrCFVYcfB+sH2hehrI5zkIVdvopZ6v/Ny/j+3p9Oym9Y9537+65r5/d/wJ2ZUUptu7wwNRyoSSPiR91Pg6cB6wBSCE8CJwVsLblGKJ04Lj2RRGTU99CGf6EGt/xj/8Rh81uNdvyGcmVILleHGAJlNZUDbWRV+WJp0ytNeprvUvsbv6C0LtyS4IFQfa3nxuaGNb/xhMPnVoJ3ZmMH2R/xt3b/G69z0d5XNlVvJn/AkeuO3sNRnCm896sLtcZ5OrGeHBgm2rNfPjUEyJ5kWprht6cL9c1Tb5l/CD+2H72v7LqKqqCxOAgqgcr9fEIzvW+ed6khNMxPtRPAmIgruZWZW3Mdi9yf9+OqI2C9tXQ3MZBfdrG2B/juV4hfoy/fav+d/lry/3L/K9rfgV/P6zPntZf7NWxlniK6P5oUYoI6Wgmqf538zGQZ4nJ1WOB3DMR2HHWu85dv/VcPtZfvuYj/X/exNO8H18dw5FTIUoYZWylvilixDCml6rDmR8opS/lhm+XPuIL5un+VWamnrv/dTbxmf9i8Bgr6DF6eC9+kbMnDmTmTMHeVV7327P+qlPMhNqlv/bH/kMLL318GaAg7XqPi9DGDNv6GNqmHhYY/JD3rdsM6EaJ8GYo+HxL8LS/8it/1XXG14vP/1d2f9uJk1T/CAbX03Xl4nKk+nK4/493hOqXEvxYqOm+clgnNGojI3sHfU+/0x92w0eYKlEcTnSjvUQDpROdmD9eM/aeOkmuOdDvm7HumT7QUEqEyy+aKT9qm/14zwT6pb5cMtcb7MQZ0KVi1wbkxeywXL9WHjPrT7T630f82ySdPGF3ot/0f+FleY2b5Oxs93P72oTCG5I38x8trw4E20gSZXjARx5kWf/PvMvsOYhmHE+XHI3nPml/n8vnvBl7UPZb7MQzfylrCUdhFpjZmcAwcxqzezTRKV5MgzFJ7NxEGrUdD/RH3/c4emoB/b5umx6AVXX+UlAr0yolpYWWlpaBvcacWQ+yUyo6jr4syf8A/+eD8FPToanvwbP/ivs2jzgrwN+lXr1b2H6ufnJ3miceFgmVM/7Fg76yX82QSgzuPz3PrPhPR+EX13u/75ltx9+wtSXN37jy+nnDX67/WmZ5bPF9DftuAxvY+dDVe2hQe/NL/v+VK5NyWPN0/wLX7wf6+87exOOh79cCydfW+yRFE8chNr2ht8vlSBU/Pf824/7xZud7Z6p1Tw12e2Oii7ErH/MPzv0halv9eM8y3R71Ix8/aNe0lkqf0ODkWtPqEJPNT/1HfDW/w3Lb4dfvPfQhvBbFnsGVNMgylSnRNlQKsUrjunn+T7TtXLg5yZVjgf+XWzhp2HD4x5InnsZHHnhwIHJOAh11/vgtbv6f25v8UzmyoSSPiQdhPo4cA3QBqwDTojuy3DU1OY9A9qf8mV8BTOepjQ9WybbpuSxDM1Lu7q66OrqGtzvxwfypA/ITZPhipfgov/0D+JHPgMPXevLwVh2m9dtz74kP+NpmHRYJlTP+7Z/j6/INgW4fix88EnvG/Lanf7v+/XlfiV7IAf3w4vf8SyvMXOz225fRs/xYFo8A4iuaFee6joPRKWX/7ZHTTUnlXkmVOtsP5Htet3v6+9bclHb5MuOZb4slVKquOdjbP3jPtFJ0kGo5jZvrL2n088vyqW3UTHUj/egfmzF3b6shCBUMWb5OuUzcPY3YdVv4fa3exZsCF7eNW6QE9bEJXn9tWOQ5Mw415dv3Dfwc3syoRLKWDv+r+Dsb8DpX4D5Vwzud9IrCuI+voO1R+V40r+kj7b1IYQPhhAmhhAmhBA+BNQmvE0plqqa1AljU5vfB+/T0r3Vr+LHcp0VrWHCYY3JV65cycqVg7jKAIXtp1JVDXMuhb9YBZ/ogmM+kgou9Wd3Bzz8GQ/QpU9BPxQZMqF63rehHPiqauBt/ws+tQuu6fAxP3XD4Y2he3v+W7DpJTjji/nr0xMf7P94iy+VKVKZJpzgJ+lx0PvNZz3zsbmMSkYymXGuTyG/9Fa/H5cni2Qjnt0rbsRdKqVU9b2CUB3LvH9j0kEoq0r1cVRgt3+9P3PisrD4/SsHNQ3+OZptm4RCluPFzOCkT8Kf/JdfgPjZ2fD6r72Udsrpg3uNWRf6Mu7ZKoU1eo6fe6waTBAqwUwoiP6ePgVnXJ9dOXpcHpjtzKFxJpSyS6UPSQehVprZbWaW/u32noS3KcUUN6xOvzLWdqYvX/91at3G56Km5P3M7JFJ/fjDekJlZecGXxZyGmYzGDEKTviEZ+rEXyL78vRXPF323O/lr29JwyS/+pepyWVPEGpk7q9fHZUxnHKdBxv7O+Du3QGP/oOfHM15f+7b7G3UdE9R3/SiB9SahjDjnpSvqWd7sDkOdG98rrybksemnOkz2Wx60T9nq3U9R3IQB6G2LPZAfVJfeLLVe4KS9qd8mXQQCjx7Egp7XlCO0rOWGyenpm6Pz/vKQfz3n202VPfW4n2ZnnY2/Mk9flz7xUW+7ohBzvE0Zi5ctcwDWVJ4Zn4BafUDXgHQn6QzoXJ1RdROJWTZ0lnleDKApINQLwO/Bx41s/goVebfBKRf8Uwd6SeO44/znyU/Sq3rfMUbW2eb+p6hHC8rPUGoBKd87svEE70R+8vf67uRdwiw/Kcw47xUk+V8iFNqM6Vk5/PAN/tiDxS+9L2+n/P6r/0E8JTP5D8wsOAqX05/l5pwVqpZF3k58Kt3+v7U+QqMPbrYoxq66lo4OmrYPPu/FXcsUr56glBLSquMauTo1IWDulGw4Qm/XYggVHzeMmKQvSUr1Yyof+Osi6A5+r+qGVlewbs46BpnnQzG/j3+U8wv01PfDh9ZDqf9I7znP/ycerDGzM3+gq/kz/RzobsL2p/u/3lxYDSJxuRDEbdWyTZwu6cTMH2uSp+SDkKFEMKNwCeBu83sIiCHabSkbMRXFHtHzOdf6R/AcQlA1+veuDtbDRM8S2igcq++7Gz3D/i65tx+f6iO/ZiXoS37j8yPtz/tmURzL8vvduOTxJ0JB6Gq62DBlfD63YeWX6Z75WceBJxy5tC319tJf+0naGd/I/+vLeWhfoxPXb3+sdR04uVULtKfs74K5/0A3vJ3xR6JlKu6qCdUKTaU/sBj8LGVPuFF3MOwIJlQC3y5J4dpyCvJ2Pk+6cp770iVLo6aWV59tOLznLgX5mCUSkZH/Vg484tw9AeKOw7JzrRFvo8M1Bequ8ufF18oKBVxlUQu2YMjRpXX54MUVNJ/GQYQQngUWARcB+RhvnkpWXHdee+D9fwP+wfZC9/2ANK21bkHoQjeKyIXOzd4QKZYpTnHXAVtb4V7PgzPfePwYNqrd/oMPUdenN/txieMu9oPfyzfKcAnfsIbvf7iksNnBNm3G1be41OlJzFFelW1n6C1zMj/a0v5GDMPOpen/v5y+awpRbX1/hmiHguSq/QvOKXWJ2bUVP/sjq+8Q2HKqlujIHXdqOS3Ve4mv8UvNsU9F1vLLMBfHX2hPpBFECqear7YQSgpT/VjvCXAmt/1/7zuLs8aKrXWAVblF+9zCkK1JjEiGSaSDkK9J74RQtgAnA2cP9AvmdkPzGyjmf0xbd0YM7vfzF6NljoLL0XT3+mzebzthkPXN4yHKWfAxhdhxzpvDJlLdkLcvDStL9Ts2bOZPXuQqcY724tTiherGQnvu9cbjj/4N/C9GfD9WbDsdn98ze98NpORrfndbhyESsuE6nnf8h2EGjUdLroDtr4GNx8F/34S/Oci6N7m08Pu3wMzB/wYEMnd6Dm+r2+KehkMlyCUyFClB1rGlOg1wTgINWYe1IxIfnsTToJ3fgcW/Vvy2xou4nOx0Xma3bZQcsqEiiaTUfBfcjXxZK+C6KsVB8DeLqgr0dK12sbsSljBy/FGaJ+RvtUk8aJm9qEQwk+AD1jmiO4jA7zED4FvAz9OW/c54IEQwg1m9rno/mfzMFzJJ6vy2TwyaToCVv9uaNkJ8dW3XRsBT6Fvamoa/O/v3JBKvS+W2ga45Jfwys9h+e3w6s/hgWu8RLD9aTjrK/nfZsN4wFIlDqS9b5uik7F8NkOceT5ctRSe/zZsesHTkJ/4sjfDrRs1+KaaIrlobvPlhid9WWoZHyLFkt6/p1QDCMd81C+OnPipwmzPDI7/eGG2NVwsuBIIsPDTxR5JduLSovji22CUSjmelK9xx0L3//WL8M19ZHfGmVClqLYxx2b+rUmMRoaJRIJQQJzvnVPjnRDCI2Y2o9fqi4F3RLd/BDyEglDlpXkq7FzvGTKQhyCU6+z0q1SjRw8i4r6zHaa9M/vt5ptVwdz3+8/aR+D2t8P/u8BnCEriZLiqxqdXTmtM3vO+JTUjR/MRcFaUEXf3ZfDMV/32O75evJ5cUhniq4kbX/Ar9nVZBKpFhrM4gwVKNxNq/LHwru8WexTSn7FHw1n/XOxRZK8nCKVyPCmgePKDzS/3E4TaWsJBqBzL8cpp5kwpuESCUCGE70bLL+bxZSdGJX0A7cDETE8ys6uBqwGmTZuWx83LkDVPhXAwmvXGcms42hCX46WCUKtWeQPs0aNH+xSoBw9kTuHft9s/FJuKWI6XSdtbvXxo62tw/o+TC9A0TjokE6rnfRtRgGlhT7nO+11NPdubh4skKb76tulFmHhSUYciUlLSe/E1jCveOESKIT7PyaYnlMrxZKjGHevLDU/BzHdnfk53FzSX6PfW2kbYp3I8ya+kyvG+2d/jIYQh5ViHEIKZZSysDSHcBNwEsHDhQs3EV0ri6P+6P3jPh+q67F+jfpxPv56pwTbAHe+CNQ/B32b4r49/p6HEphO2Kvjzxf6B3TB+4OfnqmHiIZlQPZLKhEo3aSFcs8WbgpZa00UZfuIr1uFA6c0AJiIixVGdoRyve5ufO86+BN7y+cN/p6ccr0SzVKT0jRzts+S9fBOc+rnMF8q7u2B8a8GHNiiZyvFevhme/xZccrdPKtGbyvFkAEk1Jn92gJ9cvGlmkwGi5cYBni+lJs586liWe48Wq4LGibBjQ+bH1zzky50Zgi3x75RaJhR4uVySASjwTKhiBaHAT+AK0WRWJP3qm/pBiRzq8kfhQ88UexQihZepHG/tw9D+FPzh7zL/zp5O/734d0Vyccp1sGM9PP4FrwrprZQbk2eaHe/xL3q2+eoHDn/+gX2wb4dKWKVfSZXj/SiBl70LuBK4IVr+MoFtSJLSp1pumZH76zRO9t5S/Xn8Cz7bTbq4F9WoCp0pq2Gil+OFcGg2UqGCUCKFUj8mdVtBKJFDtZ1R7BGIFEd1hiDUukd92dc50J4OGDk22XHJ8Df9XXD0B+GpG/zv8IzrU48dPOCZUKWaOdR7drz93bB9jd/elSEnpKeEVfuN9C2pTCgAzGy8mX3NzO4xs9/FP4P4vduAx4G5ZrbWzD6KB5/eZWavAu+M7ks5GTnao+kwtBKZxik+y10mcdR9/WOHP7ZlCVTVwujZuW+7nDVO8oDTvh2Hru8JQukqnwwT8ecMDC3gLSIiw0ccaEovx+tYmlp3YO/hv7OnE0aOOXy9SDbM4N3/7sGoxbf4BeHY7s2eHVVq7UJivcvxul5P3c4UhNqjPmoysKRmx4vdCtwOXAB8HM9g2jTQL4UQPtDHQ4vyNzQpODPv6bR99dCCUE2To+bmbs6cOX4jbjwOsH3t4b+3ZQmMmeulb5WoMerlv7Md6ppT79uzu/09qdT3RYaf9Ew/ZUKJiAikLralNybvfDV1e/dm71mabk+HvkxLfpjBnPfD/Vd7dcboo3x9PGlQY4kGoXqX4x2yz2QKQnX4UsFb6UeimVDA2BDCzcC+EMLDIYSPAOckvE0pZadc58uJp+T+Go2TYfcmrzkGGhoaaGhoSPU7aj3SPwB7z+TQsQTGzM99u+UuvsISHex63rf9u1WKJ8PP3Ms9FbylQstvRUTkUL17Qh08AF0roDXKkM+Y1dGhL9OSP6OjC8Bdb6TW7SrxIFTvcrytURCqdXbf+wxov5F+JR2E2hctN5jZBWZ2IqC/yEp24jVw7T6YeGLurxFfpYqCKZs3b2bz5s2pEr2JC325Y13qd/bthq2vw9gKDkI1HhqE6nnfFISS4ejC2+Cv2qG2YeDniojI8BdnfcfleDvWeQnelKhPmoJQkrS4EmT76tS6Us+Eqm30wO3BA35/6wrPDhwzT0EoyVnSQagvm1kL8LfAp4HvA9cmvE0pdUMt+2qMZreLgk5r165l7dq1qQ/xSVGWVXoQqnM5ECo8CNXH+7Zv16E9dESGC5WYiohIuuqRqXK8uLfNpFN9uXszvHEf3PU+2BYFCRSEknxqavOZvretSq2Lv780TCzOmAYSX8yLs6G2roCWWVA/NupnFeDej8Ez/8cf7wlCqYxV+pboGXoI4VfRzS7g7CS3JRWkVzClR+9MqPS+UFsW+7KSg1D1Y/xLeXywi+3bAXXNxRmTiIiISKHUjEyV421d4cuJJ/myuwuW/wxW/NJnUn7rlz1rSkEoyZfqWp9gKT0ItW21T6xU11S0YfWrttGX+3b594WuFTDhZB9zdxd0vgJ/vNmfs+DPYXcUhIonixLJINEglJnNBD4JzEjfVgjhvUluV4a5OAi1Y/2h63e2+9WF8cdHj6dlQm1Z4gGYuAlgJbIq7wvVOwi1d7uCUCIiIjL81dSnyvG2rvBzw3HH+v3uranZlbe+mjbLl4JQkkejph9ajte5PNWXrBT1BKF2wsH9HkCbc5nPOL53O6z9feq5na9Cd6cHoKqqizJcKQ9J1yr8ArgZuBs4mPC2pFI0TgQsQyZUO9SPh5GtHlRJD1JtWQKtR0F1XSFHWnoaJx3+vu3drqsVIiIiMvylZ0J1ve4zqNY2+vlh5ys+8Q347GXqbSNJaGqDTS/47XAQ2p+Go/+sqEPqV9yyY99O2L7GA1GtR3oWFAHW/yH13K2vqoRVBiXpINSeEMI3E96GVJqqGmiYkLkcL27q19R2eCZUfKWrkjVOOrRMEbwcr3lqccYjIiIiUijpPaHi3jZmUNcCHct8fcssfywOSKm3jeRT0xRYeY/f7lgGe7fB5NOKO6b+pGdCxTORt8yCrpV+u2N5lN21xjOhdm/RPiMDSrox+TfM7HozO93MTop/Et6mVILGyT2ZTvPmzWPevHmeCRWX6qUHofZ3+xWtSu4HFWuc3DMVbM/7pnI8ERERqQRxOV44CB1LfYYv8Cz6zuV++4i3w4FuWP2g329qK8pQZZhqmuIXgPduhzUP+7opZxZ3TP2Jg1D7d/lFffD9ZkSL3+5YBs3TPKtw00v+/Uv7jAwg6UyoY4EPA+eQKscL0X2R3DVN6QlCjRw50tft3ADjjkk9Hn+wd77iJxsKQnkm1K6NcHB/6n3bux1qS7QZooiIiEi+xOV421Z7Zse4Bb6+rsWzOAAWXAGLb4EXb/T7o6YXZ6wyPDVN8eWO9bDmQWg6wsvbSlV6JtSWxZ7l1Dgp1cqje6vfH39c1KC8CqZqPjLpX9JBqPcDs0IIexPejlSaUTNg/aMQAhs3bYJwkAm73kxlQjVP9Uj8gX2pqP3YBUUbbskYNd0DctvXsLG7EUJggmbHExERkUpQPRL2dqXNmhydG6b3xpx0imemrH/U2z/EU9SL5ENjHIRaB2segpnne0loqapN6wm1ebHvM2apTCiAhokw90/hhX/z+y0zCj5MKS9Jl+P9EWhNeBtSieKGeHs6WL9+PetXveqN8uKeUKPnQjjgTSc3v6SZ8WLx7Budr/n7tna1v28KQomIiMhwF5fjbe4dhIq+UNc2+s+8D/j9UTMKPkQZ5uJMqFX3e9+xUs8a6p0JlSlw2zgR2s5I9ZjVfiMDSDoI1QosM7N7zeyu+CfhbUoliNNWt67wZXeXLxsm+nLMXF92LIMNT8G44zwFu9LF71tX9L7FzTlVjiciIiLDXVyOt2WxBwNGtvr6+At1/XhfzrkUrEqleJJ/cRBq6a2+LPUgVE0UhNq6wkvvegduwfcbq/JsKNB+IwNKuhzv+ny/oJldC3wM7y31MnBVCGFPvrcjJe6QINTR3tcIPBIP3v/JqmDDE/Dm06krWpWuaQpUj4hmhDktNU2xMqFERERkuIuDUJteOrRNQ/yFOl42ToRFN6Z6jYrkS12zX/zdvsYrFEq9dC0ux9vwhC/HZQhCxbdPvhaq67w/lEg/EgtCmVk18N0Qwrw8vmYb8Clgfghht5n9DLgc+GG+tiFlomWWL7tWwMijfXpT8Np98A/4ccfBUzf4/SMvLvwYS5FVpaYebiGVCaUglIiIiAx3NfXQ3en9eE65LrU+zoSKS48Ajv/Lgg5NKkhTm8/GOOuCYo9kYDX1gHn/KoAJ0UT31XWp58T7T9MUeOs/FW5sUrYSK8cLIRwAlpvZtDy/dA1Qb2Y1QAOwPs+vL+WgtsE/6OJyvDgIVT8h9ZzT/ocvJ54MM84r7PhKWeuRsPU1v72/25d1KscTERGRYa56pGfPhwPegDzWk9VRwg2iZfiY/2FfHnVpcccxGGZRNlTwnrtxCWu69KwokUFIuhxvNLDYzJ4CdsYrQwjvzeXFQgjrzOxrwGpgN3BfCOG+9OeY2dXA1QDTpuU7/iUlpeVI2LqCBYsWQNcdYNVQPyb1+Jz3wSe2Albas04UWuuRsOZBFsyfDytXw3PAiNHFHpWIiIhIstL7g046NXU7vcmySNJO+3s47mpoGF/skQxOTYM3Jk8P3KbT/iNZSjoI9Q/5fDEzGw1cDMwEtgL/aWYfCiH8JH5OCOEm4CaAhQsXhnxuX0pM65Gw6j5qa2uhe6N/kFuv5D5F5g/XOhv27aR2X4e/b5DqpSUiIiIyXNXU+7JhAjS3pdbH54u6aCmFUi4BKPCG5HBo4DadglCSpURnxwshPAwsA5qjn6XRuly9E1gZQtgUQtgH3AmcMfSRSllqnQ071tO+diXtW7an+kFJ/6Km7u0rXqC9vd3XNSgIJSIiIsNc4yRfxlPJx+pGFX4sIuXi4D5f9pkJpYv+kp1Eg1BmdhnwFPB+4DLgSTMbSvHrauA0M2swMwMWAUuHPlIpS3EwZeVi2rv2HdoPSvrWEr1va1bQvqXLT7zS09NFREREhqMFV8EJ18CZXzp0fVV1ccYjUg4ufxTmXwETT8r8eJxhKDJISZfj/T1wSghhI4CZjQd+C9yRy4uFEJ40szvwLjb7geeJSu+kAo0+ypc71kP3NmVCDVbLDKiq8ZlhurtUiiciIiKVoboWFn378PUNUYbUlDMLOx6RctB2hv/01jrbJztSGatkKekgVFUcgIpsYYjZVyGE64HrhzQqGR7GH+9ZPB1LfHa8hgXFHlF5qK6DyafBliU+S0yLglAiIiJSwcbMgStehLHziz0SkfLxwadhT0exRyFlKOkg1G/M7F7gtuj+nwL3JLxNqRRVNTDtHFjxPBzoViZUNqafC2/cCXVNMFlBKBEREalw448r9ghEysvIVv8RyVLSjck/g5fLHRf93BRC+GyS25QKM+tCz4KCnh5RMgizLvTl3h2eSisiIiIiIiKSsKQzoQgh/Bz4edLbkQo178849t6r/fbUc4o7lnIy8USOrVsCB/fD9K8WezQiIiIiIiJSARIJQpnZSiD08XAIIShlRfKjtp7qd98CG5+HhnHFHk1Zqb78YXj6K9D2tmIPRURERERERCpAUplQC3vdrwIuAz6Nz2gnkjfrWhdB6yLaij2QMrMuTIWF36KtZkSxhyIiIiIiIiIVIJGeUCGELSGELUAncCHwIHA6cEEI4X1JbFMq16ZNm9i0aVOxh1F29L6JiIiIiIhIISVVjlcLfAS4FvgDcEkI4bUktiUiIiIiIiIiIqUvqXK8lcB+4F+B1cBxZtYz72kI4c6EtisiIiIiIiIiIiUoqSDUb/HG5MdHP+kCoCCUiIiIiIiIiEgFSSQIFUL48yReV0REREREREREypOFEAqzIbNfhRAuLMjGUtvcBKwq5DYTNA7YXOxBiAwT2p9E8kP7kkh+aF8SyR/tTyL5MdC+ND2EMD7bF02qHC+TtgJuC4Bc3pBSZWbPhBAWFnscIsOB9ieR/NC+JJIf2pdE8kf7k0h+JLUvVeX7BfvxfAG3JSIiIiIiIiIiJSSRIJSZndd7XQjhI9Fj709imyIiIiIiIiIiUrqSyoS6x8weNLNMJXifT2ibw91NxR6AyDCi/UkkP7QvieSH9iWR/NH+JJIfiexLiTQmN7PngRuBfwSuDSHckf5YCOHEvG9URERERERERERKVlKZUCGE8D1gEfBZM7vFzBrixxLapoiIiIiIiIiIlKhEG5OHEF4BTgfeBJ43s7ckuT0RERERERERESlNSQWhLL4RQtgfQvgc8JfAbcBRCW1z2DKz881suZm9ZmafK/Z4REqNmU2N+tAtMbPFZvbX0foxZna/mb0aLUdH683MvhntUy+Z2Ulpr3Vl9PxXzezKYv2bRIrJzKrN7Hkz+1V0f6aZPRntM7ebWV20fkR0/7Xo8Rlpr/H5aP3yTBOWiAx3ZtZqZneY2TIzW2pmp+u4JJIbM7s2Osf7o5ndZmYjdWwSGZiZ/cDMNprZH9PW5e1YZGYnm9nL0e9808yMASQVhPpi7xUhhIeAk4F/Smibw5KZVQP/BrwbmA98wMzmF3dUIiVnP/C3IYT5wGnANdF+8jnggRDCUcAD0X3w/emo6Odq4DvgH8jA9cBbgFOB6+MPZZEK89fA0rT7/wx8PYQwG+gEPhqt/yjQGa3/evQ8ov3vcmABcD5wY3Q8E6kk3wB+E0KYBxyP71M6LolkKZrs6lPAwhDCMUA1fozRsUlkYD/E/97T5fNY9B3gL9J+r/e2DpNIECqE8Is+1neGEG5IYpvD2KnAayGE10MIe4GfAhcXeUwiJSWEsCGE8Fx0ezt+ot+G7ys/ip72I+CS6PbFwI+DewJoNbPJwHnA/SGEjhBCJ3A/g/ggFRlOzOwI4ALg+9F9A84B4klGeu9L8T52B7Aoev7FwE9DCN0hhJXAa/jxTKQimFkLcBZwM0AIYW8IYSs6LonkqgaoN7MaoAHYgI5NIgMKITwCdPRanZdjUfTYqBDCE8FnvPtx2mv1KdGeUJIXbcCatPtro3UikkGUcn0i8CQwMYSwIXqoHZgY3e5rv9L+JgL/ClwHHIzujwW2hhD2R/fT94uefSZ6vCt6vvYlqXQzgU3ALVFp6/fNrBEdl0SyFkJYB3wNWI0Hn7qAZ9GxSSRX+ToWtUW3e6/vl4JQIjJsmFkT8HPgb0II29Ifi6Lzmp1TpB9mdiGwMYTwbLHHIlLmaoCTgO+EEE4EdpIqdwB0XBIZrKjs52I8uDsFaEQZgSJ5UYxjkYJQpW8dMDXt/hHROhFJY2a1eADq1hDCndHqN6M0UaLlxmh9X/uV9jepdGcC7zWzN/Dy73PwvjatUQkEHLpf9Owz0eMtwBa0L4msBdaGEJ6M7t+BB6V0XBLJ3juBlSGETSGEfcCd+PFKxyaR3OTrWLQuut17fb8UhCp9TwNHRbM/1OHN9O4q8phESkpU538zsDSE8C9pD90FxLM3XAn8Mm39FdEMEKcBXVFK6r3AuWY2Orrqdm60TqQihBA+H0I4IoQwAz/e/C6E8EHgQeDS6Gm996V4H7s0en6I1l8ezVA0E29U+VSB/hkiRRdCaAfWmNncaNUiYAk6LonkYjVwmpk1ROd88f6kY5NIbvJyLIoe22Zmp0X75hVpr9WnmoGeIMUVQthvZp/A/+OrgR+EEBYXeVgipeZM4MPAy2b2QrTu74AbgJ+Z2UeBVcBl0WP3AO/BG1LuAq4CCCF0mNmX8OAvwP8MIfRu5CdSiT4L/NTMvgw8T9RsOVr+u5m9hje9vBwghLDYzH6Gf0nYD1wTQjhQ+GGLFNUngVuji4iv48eaKnRcEslKCOFJM7sDeA4/pjwP3AT8Gh2bRPplZrcB7wDGmdlafJa7fH5H+u/4DHz1wH9FP/2PyYPCIiIiIiIiIiIiyVE5noiIiIiIiIiIJE5BKBERERERERERSZyCUCIiIiIiIiIikjgFoUREREREREREJHEKQomIiIiIiIiISOIUhBIRERFJgJmNNbMXop92M1sX3d5hZjcWe3wiIiIihWYhhGKPQURERGRYM7MvADtCCF8r9lhEREREikWZUCIiIiIFZGbvMLNfRbe/YGY/MrPfm9kqM/sTM/uKmb1sZr8xs9roeSeb2cNm9qyZ3Wtmk4v7rxARERHJnoJQIiIiIsV1JHAO8F7gJ8CDIYRjgd3ABVEg6lvApSGEk4EfAP9UrMGKiIiI5Kqm2AMQERERqXD/FULYZ2YvA9XAb6L1LwMzgLnAMcD9Zkb0nA1FGKeIiIjIkCgIJSIiIlJc3QAhhINmti+kGnYexM/VDFgcQji9WAMUERERyQeV44mIiIiUtuXAeDM7HcDMas1sQZHHJCIiIpI1BaFERERESlgIYS9wKfDPZvYi8AJwRlEHJSIiIpIDS2V8i4iIiIiIiIiIJEOZUCIiIiIiIiIikjgFoUREREREREREJHEKQomIiIiIiIiISOIUhBIRERERERERkcQpCCUiIiIiIiIiIolTEEpERERERERERBKnIJSIiIiIiIiIiCTu/wOSMCyzG+5h6AAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axis = plt.subplots(2, sharex=True)\n",
"plt.suptitle('Electric Potential Time Series Motif Discovery With Matrix Profile', fontsize='15')\n",
"\n",
"axis[0].plot(df['Electric Potential'], color='dodgerblue', label='Electric Potential')\n",
"axis[0].plot(motif[1], motif[2], color='red', linewidth=6, alpha=0.5, label='Motif')\n",
"axis[0].plot(neighbor[1], neighbor[2], color='mediumblue', linewidth=6, alpha=0.5, label='Nearest Neighbour')\n",
"axis[0].legend(loc='upper right')\n",
"axis[0].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[0].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[0].set_ylabel('Voltage')\n",
"axis[0].set_title('Electric Potential')\n",
"\n",
"axis[1].plot(matrix_profile[:, 0], color='darkorange', label='Matrix Profile')\n",
"axis[1].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[1].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[1].set_xlabel('Time')\n",
"axis[1].set_ylabel('Z-Normalized Euclidean Distance')\n",
"axis[1].set_title('Matrix Profile')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "1e7b2d37-7ef2-4ca1-b45d-4681618ed71e",
"metadata": {},
"source": [
"Unsurprisingly, the nearest neighbors contain the biggest flat top of the time series. This makes sense, since the distance between two flat tops is very low.\n",
"\n",
"Of course, because the flat tops or bottoms are areas where the actual value of the electric potential is unclear, we want to make this a less desirable motif. But the difference between the previous case with the Hemoglobin concentrations data and this, is that in this case we don't want to completely dismiss the clipping regions. Rather, we want to slightly penalize them.\n",
"\n",
"We do this by constructing an annotation vector that is real-valued, as opposed to the previous example where it could only be 0 or 1. For every subsequence, we count the number of values that are equal to the global minimum or maximum. The more that number is, the lower we set the annotation vector value for that subsequence, and vice versa."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "9e23c58e-90b5-4306-b953-05a00e152ac0",
"metadata": {},
"outputs": [],
"source": [
"annotation_vector = np.zeros(len(df['Electric Potential']) - m + 1)\n",
"\n",
"for i in range(len(df['Electric Potential']) - m + 1):\n",
" window = df['Electric Potential'][i:i + m]\n",
" annotation_vector[i] = np.count_nonzero(window == max_val) + np.count_nonzero(window == min_val)\n",
" \n",
"annotation_vector = annotation_vector - np.min(annotation_vector)\n",
"annotation_vector = annotation_vector / np.max(annotation_vector)\n",
"annotation_vector = 1 - annotation_vector"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "379c81e6-bde4-4c6e-a743-7a377322e517",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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XCDEz5Pd+GPV8PsdbJIQ4kv+XUr4rpRwspSwldQ6LxWKxWCxbLtYIZbFYLBaLpb9wkjKY8N9nGnnyIANVCH4mpRwMYBKAFQCuqLtQFovFYrFYLBnCGqEsFovFYrFsUQghZipPozVCiDeFEGdpnw0QQvxCCPGOEGK9EOIxIcQAAI+oXdYpb6X9VJjf40KIXwkhVgP4nhn6J4TYUTvXciHEt4LKJ6XcDOBqADupY+wghHhICLFOCPGqEOJk9f4FAM4D8DVVplvV+1sJIW4QQqwUQiwUQnxOK8/3hBDXCSH+LoTYqI43W332DwDbALhVHe9rpgeYEOJ8IcTr6rsLhBCfquNWWCwWi8Vi2cKwRiiLxWKxWCxbDEKIQQDuBRl5xgI4G8AfhRCz1C4/B7AngP0BjATwNQBlAAerz4crL6sn1f/7AFgAYByAHxnnGgLgPgB3AdgKwHYA7g9RxsEg49ILQogWALcCuEeV97MArhJCbC+l/AuAq6A8qKSUJwkhcmr/lwBMBHAEgC8IIY7RTnEygGsBDAdwC4DfA4CU8sMA3oXjUfYzl+KtAHAigKEAzgfwKyHEHkG/yWKxWCwWiwWwRiiLxWKxWCz9h5uUtxD/fdJlnxMBLJJSXi6lLEopXwBwA4AzlQHn4wA+L6VcIqUsSSmfkFJ2+5xzqZTyd+pYnS7nWial/IWUsktKuVFK+bTPsb4ihFgHYD6AwQA+BmBf9fonUsoeKeUDAG4DcI7HMfYCMEZK+X21/wIAfwUZ25jHpJR3KJ2nfwDY1adMVUgpb5dSvi2Jh0HGsYPCft9isVgsFsuWTb3aBRaLxWKxWCxZ4VQp5X0B+0wGsI8y9jAFkDFmNIB2AG9HOOd7Pp9tHfFYP5dS/pf+hgqVe09KWdbefgfk5eTGZABbGb8vD+BR7f9l2uvNANqFEAUpZTGogEKI4wB8F8AM0GLmQABzg75nsVgsFovFAlgjlMVisVgsli2L9wA8LKU8yvxAeUJ1AZgGCmfTkR7H83qfz3W2z+dhWApgayFETjNEbQNgnsf53wOwUEo5Peb5PH+PEKIN5DX2EQA3Syl7hRA3ARAxz2WxWCwWi2ULw4bjWSwWi8Vi2ZK4DcAMIcSHhRAt6m8vIcQOysjzNwC/VOLeeSVA3gZgJUgbamrEc00QQnxBCNEmhBgihNgnYnmfBnkrfU2V9VAAJ4E0nQBguVGmZwBsFEJ8XYms54UQOwkh9gp5PvN4Oq0A+FoUlVfU0ZF+jcVisVgsli0aa4SyWCwWi8XSX+Csbvx3o7mDlHIjyHByNsjLaBmAn4KMKwDwFVB42bMA1qjPcipj3Y8APK70pvYNKow611Ego9EyAG8BOCzKD5JS9qjvHwdgFYA/AviIlPINtctlAGapMt2kdJ5OBLAbgIXqO5cCGBbylP8L4L/U8b7i8ns+B+A6AGsBnAsSNrdYLBaLxWIJhZDSz4vcYrFYLBaLxWKxWCwWi8ViqR/rCWWxWCwWi8VisVgsFovFYkkda4SyWCwWi8VisVgsFovFYrGkjjVCWSwWi8VisVgsFovFYrFYUscaoSwWi8VisVgsFovFYrFYLKljjVAWi8VisVgsFovFYrFYLJbUKTS7AGkyevRoOWXKlGYXw2KxWCwWi8VisVgsFoul3/Dcc8+tklKOifq9fm2EmjJlCubMmdPsYlgsFovFYrFYLBaLxWKx9BuEEO/E+Z4Nx7NYLBaLxWKxWCwWi8VisaSONUJZLBaLxWKxWCwWi8VisVhSxxqhLBaLxWKxWCwWi8VisVgsqdOvNaEsWybzVgMvLw+//5hBwCGT0ytPFnhgIdBTAo6eBuSE+z7LO4BHQ0T17r81sNWQZMtXLw8tAlZtrn1/8jBgr4kNL47FkgpPLgaWbABa8/Qst9sevAavtkDnwG2A8YPTL8u764FnltS+P2sM/Vkajz4+GNEOHDG1ueUJQ1cRuOdt6sMBGrOUysCMUcCkoc0tWxos3Qg88Z7zf3uB2rvWfPPKtKXSXQTuXQCMHgjsO6nZpembPLUYGDmAnleT5ZuAR9+tfi+fA46eCgxqbUz50mLxBvrtzK7jgekjm1ceS/awQ1hLv+Or9wIvRjBCAcBzn6ROtj/y7FLg/Fvo9S0fpI7Ajd89A/zj5eDjnTwD+N1xyZWvXlZ2AB+92f2ztjzw5sWA8DC8WSx9hZ4ScN5/gJKk/399DHDazOaWKWus8GkLdM6aBfzfUemX5wePAPcsqH1/xijg3g+lf35LLV+7D3hhmfP/Nw4ALprdvPKE4e63gc/dVfv+zmOB285pfHnS5qePAze9Wf3epScBR/UBg2F/4+F3gIvvpNdvfxYo2PiZSHT0AB+8ARjSCrxyUe3nv3oauOaV2vfP3Qn43yPSL19aSAl86EZg4Trnvb22Aq4/s2lFsmQQa4Sy9Ds2F8mz6YeHBe9753zgx48BncX0y9UsrnzJeb22y3u/riIwdhBwg08n8bm7aKKXJbrU6vA3DwSO3855/6q5wJ+eA7pL1mPE0vfpKZEB6rydgKteATZ2N7tE2aPboy3QOf8W/3YwSbqKwI5jgD+d4Lz3w0eB11Y25vyWWrqLwAFbA987BDjqn8CLy4K/02w2qGf95g8CHb3Auf+h/+euaF6Z0mRdF7DDaOAvJ5I3xTn/ATb1NLtUWyYbtH6mWLZGqKj85w3abuwhz9hthlV/vrkXmDQEuOYDznuHXEnf68tGqLfWkAHqgK2BnxwBfP0+YIN9hi0Gdmpm6XeUyrTqYDb2bowdRNtiKd0yNRMpndcdvf77teT8r9u4QcBdb1PHObAluTLWQ7lM2zEDq8s+QYUMbu61RihL36eo6vlEFX7Tnw3nceG2bvQA73ZsZDtNCBpBWVLbo5dlSGt1m2xpLGUJDG4lb7RdxzmGyyzDz/q0EcCQtuaWpRF0FoFh7fTcsHxAbx+4T/0RvZ/hPsgSjlKZvGGZF5bV9kvFMtDeUv3+2TsCV7t4R/Ul1qmFnk/sTr9tSFvjFn8sfQdr07b0O4pliqkOA6/q9PbjzpUnQgCw3qcTKMvgsLWJyrAzb3UyZUuCsprQmVpXA9Vv9jO8WSx9BZ6EDVY6EZ22Xtfg1RboDGkjnYpGTGrLsrYsQjghlZbGUwbAt6QtT95qWYef9QHGwk9/1Ujq6HX67xb1G3usEaop6M9HqR+Pk9Ng0Xoycu86jv53a2uKZaBg9BG8ON6XFyu61W8dqozmeWGNmJZarBHK0u8oRXAZ5v36c+MoQQKsAHDpC/77+U3eAOAYFeKSJdd4vnU1Rig1YJ8bUR/MYski3Ea15slj0bq218KDdj9j+iDVLixa34DywDF4MHnhGMssjUc3DLYX+oYn1MYeqjc8XtllLG0H9EMP394S8MoKp/9uU0ao/rxQmGW6rCdUbC6ZQ9vP7k1bN+/l3hJQMIzJLf1gXsIyGe3qtxVy1ohpqcUaoSz9jqKkAVsY+kNjH0RZAsPaKPzg7bUUnua1X9Bl4wlclryLvLwfZo6mbX/VzbBsWfAkrJCj1cXLXqDMOhYHbsb92rGjp9G2EavM0sUTKmeNUE1Fvydthb7hCfW3F6oX1v50Av2ftSy1SfCm8rJmAxuP0awnVHN4cJHzuqjarTdWAb99pm88O82EvW33U1kFvTyhWoyZeEs/MLyyJ1Sbeo4LOaf+WCyMNUJZ+h1xPKH6cmMfBA+6j1GTr6ddUobr+/nBoUBzliZXvnphTSiz7NuNpNXU/nxvLVsORc0I9eFd6PUd85tXniwiQ4TjNTJRpkStV5Y1QjUX3ROqLU8i8Vm/H4NbqT9jJg4Fjp3WPw0z7C1xnPK6tuF4zeOBhcBz7zv/F0uU7e2Yq4BfPJmtcWAW6SwCM0c5BtVuN08ol/lKaz+o82xwYymQfK5/a+9a4mGNUJZ+R0lG14Tq755QQgAnTqf/vTyh3EJHTMYMpO0rGfIu8tOBac337Y7cYmG4jWrJARfuSa/tSnQ15RDhePxZIzyh3LxLrRGquUhN+5D7jNdXNa88YShLYJ+J1e+15smzub/VJdZLy6mxGXuJWGHyxvOFu2l75La0LUngfc37dr3N0OpLV5F03Hg+csVLtfu4ZRzsD95//3qVtu3WE8rigzVCWfodUdLI8ipbfzdC5YTTGbitxvB+QcLkg1qB3ccH79dIvDShAGuEsvQfdE8oXin1epa3VKJ4QjViPOzmXZrPWWHyZlKGc08+uCNtN2dcX62nVCtCzhPbF5c1vjxpws8GSyrwWKOvZwvra0hJWmSf2hM4cQa9d9K1wKrNzj4vWb1NXzp7HS+ocYPcEwn4huP14bErP8e8cJ0XVhPKUos1Qln6HaVyeE0o3m9LMkJ5pXYPE44HUAhDljoTDsdzu+etOWuEsvQPdE+ofI6MUbZuV8O2Hb9mjCe1jfAgKcMlHA99O+tRX8cUJgeAzRk25kpJ4unmBPbju9G2vxkC3Dybh7U5AuWWxtBZpHsxst0xkqzrAj54g7PP/QubU7a+QFcReGap08YcPc190cgtmzcboTZm3Djux8YeChnm/q+Q69/zLEs8mmqEEkL8TQixQgjxivbeSCHEvUKIt9R2hHpfCCF+K4SYL4R4WQixR/NKbskykTyh1H4b+7FbMWe94xUZrxCeMJ5QgIrtzlBn4heCYz2hLP0FTgbAmXRa830js1cjCRWOp7bN8oQSwnpCNRMpnYHvAJVoozNDiTZMWNPQNEJNHErbm95obHnShhe49In5cdtZbcdG86zSexrcWmskOWoqcPRUYP4a4P2NjS9bX2Cpui6jlSfQwBb3BeD3NtR6QnE26zveSq98afG7Z4D/fhB4azUwpM15P5+juUdf0OCzNI5me0JdAeBY471vALhfSjkdwP3qfwA4DsB09XcBgEsaVEZLHyOKJtQw1djf/GZ65Wk2bFziLBW3eXRsEuEahELGwklsOJ5lS+AW1UYNVQM7W7dr4WbJNxyvgZpQbufI5+wgvJnoiy28MLOuq3nlCYJDcloMI9SwNmCnsUBPPzPOlI1wPIB+uzVCNRbWSdttfPWi7vcPBS49CTh0Cv3f3zzxkoKfW75OA1QmTr3tX76J2h5Tp/XQyeoYfbDO//xJ4O8vU1+sP8OFHC2aHXd13zSuWdKhqUYoKeUjANYYb58C4Er1+koAp2rv/10STwEYLoSY0JCCWvoMUipPqJDheFOGU0PJLrP9kbJa+WV3di+vLxnWE0pkyxOKV069jFB3v+38X5bAr58CVnY0pmwWS1KwEXm3cbRtyVlhWJOKJ5TPPtxONMIOVHbxhMrBGqGaiX5P2KCbZb0hNjS7haPNGAks21T7fl+mIkyuPTetub6tj9MX4es9Y5RjTJg1BvjorvSahfKtN647vVr4POAYvBesdfbhcLtjt6v+rhDUNnklEeorcDIkoNqQudyOvy2KZntCuTFOSslJQZcBUENuTATwnrbfYvWexVJhTSdtw3pCAZT6uD97FPCgWwjgAzt4hx6EDccr5LKlCSVdVk4rn6ntJtXZv7kK+NXTwIW3N6RoFktilCUwvN15RvO5/u3BGYdIwuSN8ISCS3Y86wnVVHQj1OiBNNkb2NLcMvlx7wLamiE7AE1s13RSiEt/wS0cr8V6fTacigdezglb3W6E8zkvitj74k6vlkgEAKaPpO1j2iyW+wEOv9MZ2OKE4PdVhmrheK3a87w2w56nlsaSRSNUBSmlRMQFSyHEBUKIOUKIOStX9qOe2RKKJxbTdrhLo+5Ff3f11nVJBhS8RVhZOyqIfMZSrfKtczOgnT6TtjywHdRK2znv1+5rsWSZsqw2aLBHVJYMws2GDUuhNKEaIUzu5gmVYJagW+cBv7KenZEwdbp2GZttbw5eQDl829rPjpxK2yX9SJfHhuNlg16VtU0IYPYE4PfHAd852Pm8zWZo9YWNeKzldrAKsVvX6ezj118NLPR94feC5r350V2BXx9D1+N3zzSvTJZskUUj1HIOs1PbFer9JQC21vabpN6rQkr5FynlbCnl7DFjxqReWEu24AHMAVv776fT0s9dvcvacvygVm8XX3OS60XWPKHcsukwvJrKA1h94mldgi19CXPyvLfyA97Ux1dLk6RikPbbqYHheBK1E4y8oPfrNYIt3Qh85k7g108DJ19b37G2JMyMhW2FbE+kOTxtcGvtZ9sMo21fD9vRcQvHa1Heg1kad/R3ekqODllLHjhpBjBmkPM5e0K5GXClBC64DdjlTyS8vSVSCcfTruHgVuC3mgHGb+wKkJdjlpMmBKF7b44YAJw2E9hvEv3/f08At1ttqC2eLBqhbgHwUfX6owBu1t7/iMqSty+A9VrYnsUCIFw4hklrvv+Je+roguMDlTji3BUu+7ms2ruRVU0ot3A87gS5vHoYzO3z0i2XxZIk5vPJk9LFW+gg340w7X8jNaHc2lT+v96QvOtfd14v3WRD/MJieqe1ZTzUi40ybv3bIBUm1a+MUC79OXuTWG+oxsGeUF74eUI9sIi0ONd3kwTClggvbOtaSLuMped59Wb63y+pzqf3ou3rffj6ucmifHgX2v7+WeDTdwDXvdrYMlmyRVONUEKIawA8CWB7IcRiIcQnAPwEwFFCiLcAHKn+B4A7ACwAMB/AXwF8uglFtmScUCvhBluCJxR3cvsrD7EXl9Xu56Zf4kY+Y55Qfi7NecMIpc/T7IDW0pcwPTjYC+Lu+U0pTiYp+7QFDH/UCKON2zmSMkJt7KYJzndViEx/E6hOixojVCHb4XhlF40khrWs3ujDE1WTSjie9nt5Iu82brGkQ2/JMf65wZ/9y8WI8B/NQH7lS8mWq6/A40tdC+lDygBz4xu09fOEmqE0pG7pQ4ulpnevmxHzqKnV/9vsils2zc6Od46UcoKUskVKOUlKeZmUcrWU8ggp5XQp5ZFSyjVqXymlvFhKOU1KubOUck4zy27JKDE8oVryW44Rag+VT/LyF933C50dL0Or7n6rSaYnlF7sLHlzWern9ZXOCmN/xAyXZbf2LD2LzabiCeWzD7dxjRIm9/KEKtVx/s5e4KF3gOFtwNbKGKl7Rlm8kbK6frTlgXfXN6Y+xMEtPI1hjcNH321cedLG7ffuqvTv3l5bu78lHXpL/p5QOUGfuxlHN/ZQwh8A6MxgqOuTi4GzrgcWraMF1TlLKUIgSVapsUiLZsg7Qum6seelX3+163hgaCvQ0ZNsudLEXNh1894EgP89HPjmgSRc/s+5wJ12IW2LJYvheBZLbMKshJu05vuXsKeJ1IxLhRw1/BtcUruHDcfLmiYUl8Wt7AXTCKVNNNI0Qr23gTwVLI1hTSdw7NXAx29pdknSw+35HNSSbT2bRsOPdyhh8rQLA3dh8nwCRrA/zAHmrQZWdQJHqonNeptxKBTmYguPGV7O6Iq8m1A3U8gBB26dXQNaHNzCDzmzWJbDJvsbN7wRnGX6uO3cPTo39gDjBwEHbVOfsT0trp4LPL0EOORK4EePAR/4N/CnhN0a2LAyTMsQx0a9XlMewqO/Gj8EmN+HDK/z11T/X/DwpDt3Z+DCPZ15yD9eTrdcluxijVCWuljeka0BUJyidBeB1Z0k9NofMSdCZ81yT/0aVpg8nwNWbnY3ZDUD6TNI9wvHS8sItbEbOPBy4MM3pXN8Sy3s0v1iRieS67vrX9F0M0JFDSVa2dG/J3JRwvEaYYWSLm2qSMATilfZv74/HW+rwcClL2RrcSCrmP3hGbNou6rTff9m47fIAgCThvav5ARu4Ycc+pXlsMn+RFnSX3vBf79CrnYc1VUEnn+fNAuTzASaJPrY9bIXaJv089+aB0a0AxOGOO/lczRO5XrMXYDXsy1A17KviJObWrN+nnQA8MPDaDthcDrlsWQfa4SyxObJxcDelwJ/zFBgZBxh8mO3o21/XUkuo/p6DG0jIVNz8OAWOuLGmIG0zcrKcUUHzCcczy07XlpGqHVqgPOC0q/oKfXviX+zWdEBfOzm4P2aRVkCB10OzLqEjECxj4PaOt6WD+8JtWQDMPtSarP7a/hx0KAe0MLxUi+Nu+GQjeX1LHqs7ACmjXDEa3dXYdYfvCH+MbcUTCPUyAG0zWrYS0kZMr0Mq4NayRO0v+CaHU8ZobLQj27u7f9JANjowQZaL9z0QVlIe/xgauuy5glVLFMos0nSz1BPCZg8rPb9Vk3+Iyg7HusnuS0aZxFzTB3kSffhXWgBJUrkiqV/YY1QltgsUVmZXsiQWGRlJTzCd0Yro0p/1QgyB92cUefut6v308P2/DhchX9kJSNPmHA8t9W4tITJ9cnMBbcB038PHHtVOueyAMs1Qeapw5tWDE/WdpInFFCfdoubp2JrPrx3wGo1yF7bBby5On45skyY9p/buEZMJN1OMV6t+j4XM7dvdxG4b2G1l8Jvj6W27tmlNgw4CHOxZbDqD7M60StL/8lcW57GLnOWNq5MacK/Q/dsriwmNdkI9eRiYIc/Al+5t7nlSBv2rONnw4tCrlaTcI3y0jxtJn1ezti4mp/zD+0MvHkx8OcTyKB/+1vAqyuTO093qVoPimnRsnFWjFAex5g0lLbNrvdhMedQQZ5QALXFWYqmsTQWa4SyxIYb8ywZb8KshJsUDG+Z/oa5Gn/8dNqaqd0lwhmhBmZs0M4Tai/NDKBxnlA/fBQ4RjM4saHPCqqmB9fDSUOyJYIqJSUA2OOvznv1iJ+6edW05oGHXVZ13dDbt/X91FARxhO22ZpQe06o75hrlcfuXls57xVywHdUljwbsuSPqQk1RGm2XPpCc8oTREl6C/wCwMGTabu8Di/LLMEegiMGOO8JQca2ZntCcSa4G14HnlnS3LKkCWv7sPC9F276oJe9SNvRA6nty1rijM1qkXCnsWTIP3Y74Cv70Xs3JJjcwSu7YKuWjdsvszNQ68mfdXhMffx2wA6jg8M5Afrt/d2z0OKNNUJZYvHkYuA7D9HrBxdlpxEJatTdKLBGRx9p6KNielBMUG7S5kS0LMM1COxJlZU4dU5PzWGCOjwIYJFIvZq6rS7d/XZtXHsU/NIR29WedGDPs5EDgPc3Ae+sa045OnvJ4+2Yf1JbsmwT8L2Hq/epx0DgZtAoloF1XeGMW7rR9fmYXjhZJ0z73+jseGZZcnV6YrGeiWnMas1QyFKWMZ+jwa3A6AHe+zebUtnfqDpKlb0/9S97TKidwLZmwAilexmeeX3zypE2jymP3e1G+O/npgnF4XcTh2QviQ0AbFZ95QCtfh0/nfSbkqxfPV5GqDzQYwiTez3f7EnVV4xQXM6fHwXcdV44Z4CcNUJt0VgjlCUSv34KOPgK4GxDe6LZgwMmTHYkk0Ifa+ijYg66haAVrkufr90viifUNa8kV8Z6yOcoDGuUixFqt/G07VIGMz9PqA3dFD534jWOYSsqY7Uy/Ocs4FdHO/9bD4V0uO412h64DW0XrGt8GTp7gf0vJz2MN1ZT2mEOaZg+EnjpU/S6nkx2ErVhZp/ak7Zh9Cx0o2t/XcWv6MP57MNtYbM8ocIYoR5YSP3sXBfdvYXraDukrfr9NmuECoXbYssx08j7I4thL0HheI0ML20EZQ/Pr5xoThatUpkWsVZtpqxvWwKbe0k7dOdx/vvlRe04qqMHOGwK1cusCZP3lIAj/0GvTS8vXaspqXO5GaFyOeDfaswSZIQqZCQMNSx8rwsRLAvWCLVlY41QltB0F4FfPQ28s955b6LK/JCVjiaOJpSfblB/wG0iNG5Q7X5hhcmHtgXv00jKkjp2N9oLFKZlZiMBgHlGOtnVm53XX7wnejnWdQGLN5JH1qf2BHYaA5y+A/DNA+jztf1IPDYrSAk8pQwqJ82gbTO0ym58gwxB7J0yb7Vj+Pz6Ac4zU284nmkkZlHlO94K/r4+WUhy0Leph1bOs9B+RgrHa1J2vDBGqPNvoX72FReNkruUVyf3vUybWtmvx9DZ3/GqH4PV8/nE4saWJwwll/5bp5FG1UbgNl4BKLzLTWMnbZ54D7jwduD064CnDeN9lqQokmRjDzA0IBQPcPeE6uhxvOXzuWwJk6/tdNpdMyNbS4KedlKSTESbS30d2e68DjJCtfaxBfJiTCOUWUW6izSmsH1Z/8caoSyhMVeBvnswcP5u9DorHU2c7HhbgiaUOXk9bjvqcPWJmNuEyYtjpmVnxd1r0Mq0FZzJv15NzZAkXah9Q4xMiW8po9Z5OwPfOtCZFI5Vg5075kc/ZlZ5+B3gQzc2X4fkzdVk/DtmGoXVAM0xQv1BZQi9/kxgyjDgvQ3AA4vovQEFqp8C1Qb8qLjV830m0nZZiPvAA8TBrfGf3T8+C3zxblrJ/cQt9Fz98kngvBuBx9+Ld8wkqSxCZMkIFdETSk9s4OY9+dpKYJthwIxR1e/bcLxg+Pkz78npM2m7KYOeLl6eQUxO268/4OWRfWyTxhx/VVphXHf2neh89uunKTFPfzJGSUnaSINDGKFMI9PaTvJEZi+jQsa8XHgc+O2DSBNKpy2f3ByAvbHdNCqPUIl9yjKCJlQfadN7y9S/BmXF03HThPrXqzSmuObVRItnySDWCGUJDQ/Qxg6ihvTQKc7gKCt6BGHCMUzYCNWfBhI6KzfXXo9BLWSQ0T0zwmbHA7Khz8AEaVm1FTRPKFVP3fSj3lWDzBOnx/NY4cnjQdtUv3+0SrPbn4ycv32aMr09uBBYH8NglxTr1LnP3ckJE13ZBMPYyg5KNZwTwLB2MtL98in6jLVNJIB7F8Q/h5sRang7TRbCZCDi+jewJd6zKyXw0yeA/7xB2aHuW0iC+++pBAerNvt/vxFUElP47dTIcDx4e0J59Zn3L3RemyvBazop3FNfTWfYCLUpI1p9WeQVpfe3tZE6veJxkJE+Tadc9jdCNVLjrBF4Gd3aW2iM1uh79P6m6v//6yDgifPp9e+eAU79V3akCZKAE30Mc2ljTAoqHI/r3hsqSQxndcu5eEo1Ex4Hml6kABl8khrTsvj5aTNdzqO1NUHzlb62QF4qR/OCAtzD8Vhe4Nkl2ao/luSxRihLaJ5Uruo/Phz428nA1BHOAChrnlBRNKFa+rERaskG8mAzV2QGuGS4C/Io0mmLkBo+bdyyhum05Ws9oUYMqO0su0s0OBk/2BGvDMtNbzgi1OYKYqV+ZeR6JQHXp6/fD5xwTfPKwfd1SJtz3Ru9elYsU9354I70/3Bj8M7/H7SN89zFwU0TClC6GyHaX27fBsU0Qj36bu17t7/lePxlQS8ljCdsI8OX3NomPw0fKYHvP+L8bxrDWRj55O1rvzuMs7w9X/uZheBLvrPhBdHSRC+yriItYKzpdDcklXzCzYH+F47nFX7IQtKNzoC6vstZ4ACA6aNq9Sc39qNso5xwhsPb/WA9VW7L2Gh+4Nbqc2VgWLCWFi54oa9ZcHvqFiaXZDge98du2eF0sfGg/oqN431Fw7E3jhEK3t5yt70FnHOD+2eW/oE1QllCw2LNs0Y77/GKVRb0QIB44Xj5fmyE4gx47ALMDFET9lvnOe+5rdp7kTVPKD+jY1uBJtBSojJSL7gIZnaXaHAyoIVCuqKsLH/+bkcweKBhaOBBR3+pX1ICr2paNewJ0wx4UDmgQAO+6SPdB5hpwh5wbATj0J4hrcC/PgBsN5L+nzS0Pm8FL2NrPmTIg+4JFceA7BZ6+eYqZ6B8VwbCTSvXIUQ4XiPCRHyFyV32f28Dea7uO4nuq3mfOKuSmyfnLuPIwHjfQieDnqUaL83I1iZ6HBx/NTDrEmD3vwC/ebr28+5SgMZZPxMm92rn2AjFYe+NYF0XtXusoTmohfqZ9gKloWf6y7UHHCPfABcDiglnlua+gdsrXpjI5ag9O+zvFMJ9z9u1x2gk3T5GqNZ8dSh0PXB9cPPo00PsgjShpqrshPMbWOfrobsYbe4FKE0o4/nRF1+eWZqd+aUleawRyhKazb3kJTJxqPMeG3Cy0gmHmIPUwJ3CC8uSLk3z4fsy0khBfawaQOmTlSCPIp3WDHlCBXlw8UBg2SYtXCdHr/XOr6dEgyeeVD/m4vkRhrGG6HtOUBl6+klH6hZ2taJJ2lA8YOYVx13HNV4T6nYlCs7ZytjAO7ydjAlMWGORF17G1rDZZZ5bStvBrfGeXb6uerjpfQuBOeq4yzbVfqfRVJ7vDIUvhRUmf3oJcNAV9Pri2bSibIZvciiSm0BzTgCf3INe2yQI7ngtUjVTT+vttc7rJ108Hm58w38S1h81odyeXzbmP7u0cWVhnbtth9NW17q55ATgxrPodV8JlwoDe0KF8dodo8Y6HCXBzw8beUwjzLomG8dfUtlG3TyUypIMHvUkD9GPBbjX40pbE8ITavRAYI8JwM1v9o1w27+/HL0dctOEMiMRkrgnlmxijVCW0HQWgYFG482NZ18OxxutVpUXrPXfry/iNSkb2EIrXboQa1RNqA3dzoClmQQZoc7YgbbdmhB7wWUi2FWkwdNRymssjofPtBHuAxy3LDJ9FTZGnDAdmK2ywT24qDllYXF5XrUd1Np4ceG1SpfqKKX9NVSF3+nGeiB82JwXXvU8rBGKQyHGDgIWb4hev/lZ/9Qe1e+zYG8WjKxhsqNWhMnTLgzcDYcVI5Rxva58ibZf2hfYf2vydpq3GnhA04hiI1Srx8hteyVW3uiQpb6ClwZLs8LxTOPSU4trxyF54Rhg3OhvnlBe4Xi7j6dtI8Pa2XPm+Om0NY0qe0ygRcwsaonFhT3N3MYxJrzIwvW44mmkvstGu3GDKEPs755JrpxxYCOUqQkHADuOoW0S4wc/I1SVJ5R6z2/c3Z6nvmrpxvrLlTYj2oFtR0T7jjl+uf0tpy9kPdUwRqhSGfjHy431lLTUjzVCWULT0VO7OpLPmBEqjjD54FYa4PSXQZxOZaXF5bNBLY77sZTAa6vCe0JxCt4spLSWCM6OB1BHxreYB0d6ve1WnlAsqtkRw8Bmpv1lWvP9RxOqQ9OM+P1x9LpZzw6HCI9Qnn4DCxSC+uaqxpWBJ66s/bT7eOA7B5N2nk4+F05A3IuyDKcJtbID+M/rtaLWEjRpYk+md9ZFOz97IOw7iX7fn06o/jwL6ZTZ0BZGE6oRVihfI5R2/rWdNPg+ZDLw+X3IaP3P0+gzDvMFHEOfV6p67p+tEcoDj8lhs7JQ/dZlUn7Y34G5y53/c4KeWy+ihr9kHekhTN4MbzWe/G43kp7JD+9Su09JAte+2n+8Dx9+h7bbuBhqTArG+L/b8ITi523iUGAnZeRp5mLcA4uAPSdQRIfJDkpmJIm5jK8RShcmDyEfcqbSmuwr3nZ7+rRVbphGKI5I+dvJjoxImP5s7grgvx4EjvyHI0NiyT7WCGUJRU+JGnBT74Yn81lxFY2jCQUojaM+0shHwU8jZWArcJXK6rJErbKE1RI5ToXzZcFNNkgTql11+t26EcqYCHb20ip0W96p41H0AVij5buHuH9eyPWf+sWeUINaHMHcZhmhJChlNq/a7qXSZ3OWnkbQU6L2g9ucQg74xO7kFadTryeUl7E1L6qNWz97AvjiPcB3Hqo2DBVVlq1dlChzVN2guSqzWEueft9x21Vn/8mCEeo55Rk3YoD3PhVNqJTLsmyT4yWn46YJ9ZPHaatr941TEyXdMOIXjgc4bdfdGdDnyiIVTzmPcLxGZjl79B3g10oD6ulPAAs+C/ziKPr/xGudiRQ/t170N08or/5ciMZrUbJRZcowYN7FwJf3q92nLIHVncDvnm1cudKipwRc9xqw01jSVwyispinGrN/v0ZbXvg7bxcKLb7yFPKcBpqnHbh4A3k5eQlnJzmXCROO98i72n4+x2JDX18wQnlltvQjJ5xxuZTAX5+nheAjtnUWVQ64PNgTTJeJaLYAviU81ghlCQULD25thJhUsuNlpIGME44HJJueNUv4aaTwvezocYxJZ+8Y7rj6ak6zKUv/hqziCaWF45laZl+5l7a7j6fPWvOOgS4MOQGcNQuYMcr98/4Ujne3Ehcd0NJ8PZLeknN/ARo8A43NVtRddAaWfuTrNUJ5aULlHIPGnfNpEgHQ6jzfK0ANEHOOdpWuRROGnhJw5qzq97bR+oOuDLQFLTnKcDlukM9ODdKE4rCqKYZHQU47/7JNwBH/oHvVkgPO29nZr+Kdo7Ub/LrFo8HjsNRLnovu6bYl4GWEEgKYNARYvLFx7fQcZTB96CPkmZHPAWfMAj6k6sC766m8Ev4ZpxoptN8IvMLxgMaP03hc1F6o1oNyY2WTdBGThMf5M0IYoACnXhaNujdU6SJOGwF87QAKxeNw9f96sP5yxoHD7D66q/vnXOWSmMv4GaH2UyGMqzaH84QqGIa+LBMlwzaja0Kx0XfSENrqIaF/CDDy8rgHoIyWlr6BNUJZQsGr5sdMq34/a+F4YYRp3WjJZ8OgkjR+nRxrJd230NkvbHpVPc1sswnq+NhIsbbT3RNqwVpKBQsAF82m7bC2aPWhWPY3RBRytBLXH2AR8h3HNF8TzkwJzIPfRQ1cCeOsikGkKUzOA9Q73qr+TPfEYY+KESps8K6ImYo299YmOPjCvjSJ/vRsmhw229BakrXeuiaNisbj4+88zv38ZQm8vNzJfHTR7Oq6zK/1doj7Ya+2ZsYo5/5ubLA2Wl+gMj5w+eyDO9G2URm8NvaQN6mpocJjrK6i8zz5eRd4Cd33Vfy8KRrtsc4e4m0h9JFumZediIC4bFLtCxuMgjCzY5clcOhk935q3GBaJFrb1Zx+olszKLrhJtEQF79x98gBZEwtlsMtmhdcFiOyip8B2YscnOvFi4eswTZ7AvABNU/551x/b2vd8HTbW977WbJFZo1QQohFQoi5QogXhRBz1HsjhRD3CiHeUtuIEmiWuLA46rD26vfNsKZmE7ccrf3cCOXWL7Co5LzV3ivEXrS6TJCaRVBWP544/+eNWk+okqTODQCuPt1x/z19h2i6KqYxxKSzCDwaMdteTykbGcdMNvUAs8bQZL/Z4bi95WqvEB5g3vh648rA4XhB5HL1rWZKuHfYunGrWCaDGKcP1z3CypLq6KBWun9ROv/eEhnbBhkGnpygSfRQ5V3V7BTcYcIBdE+kNJEeba8Q9F5ZVodEHjqldr+WXPXk46Y3aDuszf2c7QXgN8fS6ySylxbLwNfvA26dV/+xsoBfP/cBFVrqFkKZBos30LNowm1Yd9FpL/z6lkp9TrZ4TcNvUanR4Xic+dRvfPEVLUQvaohz1lij6v5Qj/bFhPt/NioVA8ZBp21P20ZnsAUcT12vBaN8gv1CyccIBdA16i2HG3f3NU+oII9BE90TikOQ2Vt71EDgl0cD5+9G/1/5svdxOovOnObd9cCSfrLo29/JrBFKcZiUcjcppfJPwDcA3C+lnA7gfvW/pQEsWkdbFu9jcsZKSLOpSxOqRJ1jFgwrieFzPbYaQh1yUesMw8ZzV7IJZeC+lwI0oaaNoN+ZF8ArK+k97tjLZeAZlRZbF1Qc1FK9Eh1E0ODrkMnhjqPzxbuBfS7LXlaU5R2Ox1Gz9UiKpWp9HCFIIyrqQKgebnvLW6NHh8Px4g5yw2THW95BBqZLTiBDx01vOvsVy873pwyLZmTllcXBLpNmADhVTS4uuqO5egylsqNT5kWjwpe8jFCAc890DSIz8yygPHS1Nqg1T3+Th3uflydZSWh0zVtNoYKfubN/9YtuzxFPfBoxQS5LCpV1mxCzEapT94QKY4TqJ1YoPyNUS94xDMXlsheAr94bzjO5LQ/svZX/Pp/dG/idMvyyqHdf5U9zaGt6vHpRGUepulcq+9dVNrpG0dtMiiBPqIq0SMqeUIDmCQX//YC+5QkVJI3hRk44bRdrio0y6t8X96Xt/Qu9j9NVpMWZQyYDj78H7H85eRoDdO+zkMnbUkvWjVAmpwC4Ur2+EsCpzSvKlkVHLwkVDjc9oRJ0YU2CONnxABrYb+wBdv0z8KEbky5V8wjqt1irKGjlxqRZ2YTcCBOHPnM01WHWaWHRzflrSHD55BnVgxP2+DDTZXvRVfTWaQFIaDGqYCNP/Nc0MOvOqyuB7z4EPLTI/fM1nXS92POHf3JWwvEAYIcxjR1wbO4NZ4Q3B+xR8fL4Y8Hzjd0kzM31cNxgSld82QuU8rgknTIMaIlmhGKPPDY2mYwe6Ly+s4mi2KUQnlA82WhUOJ5XCOUzSxxdIMA9jLBgpH/vKVGmLj/42azXE+qpxcBxVzv/X3xnfcfLAn6ewXz9G2GE4kxquhA9w/1QV9FpV7ckTaig/nxTT30Gt+8/QvoxDy4K3ren5K3zqLPbeNq+vML981I5Owu1XqzeTGLZw9trF5u94La24gkl/esqj6uee997n7ToCgrHS9AIVfG49/KEUou/fB38JuKm+HuWCbMIZKJ7QnFfd8DW1fsMawMOm0J9kld0QFeR7q3uJcwLYqddB+x9af9pI/sTWTZCSQD3CCGeE0JcoN4bJ6Xk5msZgHHuX7UkzeZe90FyFlbhFm8A/vhs9eAkqjC5ALByMw06nlqSeBGbRpBnWN6ITY/qCZUVI1RQuQe0kGFicw+w1WAyCgGO+DjHnTMz1SDstOuA9wM8kV5eHty5mWlo31gF/Om5cNevkStg/3gZuOIl4FdPuX/OGhkHK8+uZuuRmOF4AA10N/U2pk3igeEHQwj616ufVZZwnT1zON465crOGQI509b3H3Ey5XEZBhSiGerumk/X2WuFPIwnWCMI0xZEXaCIi1+oRU7UGrjdvMxaXYxQQfpjbVo4Vz1cdEf1/0++V9/xsoDf+KCQo7oTxjhRLxwCzuEjOlwP/vlyOE0okYExWJL4GaFYtD2JrLxh+qywen/bDKMQNi/P6ZP/BRx7tftnWWGZ0nr89Ozw42fTQFIKyOTI46qLm+BZebUa63lpBiYpLVAKmIfw4i97uY/xSaTB45tm6y2GIVZ2PDjPYlcRGD3A3ZDJEgNeC8NshPrWgcD3DqH37l9IxtVXVwIbeqhNtWSLLBuhDpRS7gHgOAAXCyEO1j+UUkq4LGYKIS4QQswRQsxZuXJlg4ra/+kMMEI10xPq108BP32CNHfihuPtFeBy3VcJ6xYc1Gm6fQ+oXslvFl5Zw3QGtQDPLCXjxKBWp6N8XE2szMnAgdvQdlNPcNpuXm3h77iRF9RYcf38+ZPA/z4GfP1+9/31gVAjB2vsJr/aw/uKxR93Vlnomq0JVSzVGqEGFKjeP7E4/fMHZSvTqVc/z0sTig2cRVVP2MvvwG2qNZzWdzmDu7Y83eN5q8Od++219Fv9nrNLT6JtM7OMhgrHa5QmlNq6tb1COPor//oA8JtjSP/CJJ+rXhQJoz/Gk2YORYhDsex4YLbmgdNnAkPb/b/TF/DzhAKoH3ynAeGk76vV/MOm1H62lcoM1ZqPpgnVB+aoofAzQnF7timBcK4w7TBPbMPQknPvqx9aBLyygtraLGdg5r5/VkgvKIDuk4CTHa8YEI43Y5SzYNNID2/A6aO3He7+OVe5UpkWtq+aG3/sFSRv0ZJz+utZY7zD3IFa3a2sIqUao0Q1Qgmn7eoqeT9ve6o52qUv1H62aB1JEbTkgAlDgI/sQu+/vgq4Z4GzXxY1Vrd0MmuEklIuUdsVAG4EsDeA5UKICQCgtjXOr1LKv0gpZ0spZ48ZM6aRRe63dPTQBN6tcchCdjwWEu3o0UIgIh5je63jHerTIfQ1goQPeUWm0mmGbBF4v7fW1Fe+JAgTjseD+TvnU4fP12NFB3DeTu51myfVQSvjHPay9VDvfXRj7bvrgXtVx+iVRl03DjRy4MqhKO9tIMODCafBZZfnZoaCFMvAqk5ybdc5ZAptw4ZS1gMPUs0yuMHGkThu9d1F4Nml7iFkLHjuZhD70r7O63XdTnu9t/KWcrvHbpQl8Ind/fc5cluqD0kIYsclSjhe2nXWz+DRU3I+33sicOpM92Os6wIWrtO+F5CFE3BW1f8wx0m5HpVXtJHVh3chvaTFG7I9iQ5DkAbLx3dL3+hfKtPCxsxR3hOufSZWZ5sMownVX0JN/PpznqzH1UnU296gdrhYVokewhqh8u5ey2+scl7f8mbt51mhQ/X9bmL5fhRypK0JqOQXAe3vocqL+voGJg8BqF/adZz3WJifsSUbgQMuB771APB0zKiIoMVfXZg8aOzaUse4oZFElfRgdE2orqL38zZ1OG3dDNC8cLC7CovN54BTticj1De0hd6OGKHWUgKn/gv4pseCsaU+MmmEEkIMEkIM4dcAjgbwCoBbAHxU7fZRADc3p4RbFjyQ3WZY7We8QvdIEwUZuVPZ3Bs/HK9KFLZR8RoNxOtBN41QURqEU7Z3Bh/NpIzgjk8Pl9rcWz1RPWcn9+8cNZXCj15e4T/A57AXv8Gqnsr4Yi3MZb1HNh39/UaG4+l6KPrgmeEQLtbJaJQnpJTAR28CfvyY8x7rKZj3ZrsRtN3YgExFcTyh4lwrrg9jXdz22Z29UhbNSDFd0zPRV6l3VJ5sYa9Rbzk4LEWIxmevMokSjpf6nN3HCMV19qip/m3XR3at9oIJ4wk1rA34qsrYtTCmIZbv4RWnAP99kDP5j5rhM2sETQ4HtFSPI9Jgo5pE+YnLt+Zp0hxFE2pLCMfjhZ67F7h/HoTelwZ1qy8pT8Iw4XiAM5Yy0fvy/3ow3LGawc3KQObnleNGPhfeEwoApqr++WdPUKhUowhqO7nf+MEjznvPLo13rrCLv6Vy8Jibr+f7GffiYSNZ1HA8oRmhXlruLxx/7DQyDJptHY/BdWcCsxyDW+Pp/XWXgBeWOeGclmTJpBEKpPX0mBDiJQDPALhdSnkXgJ8AOEoI8RaAI9X/lhR4dz1w1vXAY+86K4NuWUJ2VapcjZjwecEDls1FGljEsSEN0MJWksgqlBUqE/QQKzJANOPd4JZktBnqJdRqkjb4OG9np2OfMQrY2UdZ7hO70dZPP4c9P/wGq3y+sgTe1Lyc3loDrHTxVtBXbBoVjtddpBA2Duda75KqvLNIq038exoVjre5F3joHeDPzzmDHR5QnGZ4kbQXqLq/ETLUrB54UhNkGADqC8fjr+wz0eW4uepwPH3Ceshk4JGPavuqMgxRE40HFgWvsEpJA/gwhra2JhuhSuXgtiAL4XgM63Z5YV7z+WvC3QcODY4rss3Gj7Y8Xa9zlaHera3qSwQtUg1qod+eZh3m8YVfxtQ2ZYTiEKl6NaHmrSav376AX3/OendxLch6Xxq0gPaW6j/8xgc6pn4b8/eXaTFrn4nUf2ZhzOQGe5iwkSgsUjoe3aWALMEA6UL990H0Oo5nSlyCjFD8HOlluiemsTMosoDH3dJnH2akCoN+YFG8sjSKMP2dGywn0FUkb1u/zIk8bnlhWfX7PSHG4MPbqsfeYXh1pQ3hS5tMGqGklAuklLuqvx2llD9S76+WUh4hpZwupTxSSpmBYKD+h5TA5S+SxfmG191X2JkhbSTI2MxwPB5c3fSGdwapIHTre3eJwpH6A2HcgksxwvEAoL2FYribTZh7rg+MeGIFBKciHqYGAF6TuV8+ScLPgL8nlB4ywaLojJvHkT7Za5QnFIuOb6+8Z/7t4i5vamQ0KhxPv/6PKG+MkocXklD6W37pfJOi18Xw4wWH48UxKlYmz27HVYO4Ho/rMXk4MGEwvebnm1e775wfPLj1a/9NCvn4oTJJEMYrki9P2l1W0AIAEBz6omcOenc9PX9hJrGs3xglA6KO2R9wyuxrX413vKxQuSUe94Sv20t16GkFEZSlC3A8Cu96m/4f0ua9r184XrEMXHAbcNQ/gXP+E6+8jWRdF2nV+T3DAwrx+0TdUymoz+JzzAjIRskUXMLxpCTjzqgB5DkOuC/uZIEutcAUpi/T6S45HpJFGW4MOW6wc06dnz8JfOXedELPwnpCdfQCe06gv7idRFBkQSEH3P02/c6ghd8JQ8gDOup9aTR8z6Jmx8sJijbYoBwZ/JK8XDibtpcZulBshNLv7/m7GefJUbsedoFhZQdw/NXAIVeG298Sj4xXa0szuGcB8LcX6fWIdqfj9moEzcxfjaS76FjFu4rhRKrdGDUAOHmG6ngAvJABwe0kCFqd4BWZSgcS4dq1R8ywlRZlGez9pk/MOQsSEOxqH5S2+zfPOHXfb4Cjh62NH0whM/8+g95zWw38lzbZ81sZShL2ZjxdeRatcxEOrTFCKWHSNI3QZVkt4L5ODeL92qUjtg3nnVQvbFAKY6DhOnhvjNVVPw+OnCBdvKKPsYiNTlzvCzngpg/S6yUBRqNelwGeF8UyDa6bRTlEOAhfw7Q9DMOsDAdNLHLCaZs5jOsUD/0oHfbsXRtT/Je9RLh4A1rIS8jNYN6XCBIm5/4/zRTyYTxn2QjF7aqbgDlTWQhw+WzxBud5nN8Hlmy5fvktDrXk4huh9O8F9VlR2j3APRyPJ9Zn70iLtQCw92WUaj5rdPvo8fhx6GRnnFQqB2tCAc4Ywow6+N0zwL9fo7+k6Q1phNrcS/3lhMHx9Q3DLP4CFL0RJnxtwuDsR2jw8xQ1HG+AqguL1cK/n8F92+H0/N/2FvCxm4Hlykup2+VZ3WUc8Nm96XVLDjhzFr0O2yeuzaixuL9hjVCWGrgxAGggHaR7km+iEWqd1lCUY2ZnAGji8rvjgF8fQ//3dQFWJmjQnc8pQfcYooLtBep4mun5AIQLx9Mne/mcs39Q5hseXJnuv0DtJNZvQqmHYpXKwA6jgTEqG9Zml8GFPhhsVCw6T3KHtNGgeaOL8WtdV+0143CwtFi2qdqriQdjfnop7PmTNpVwvBA96RHb0rYnxgTKz6mmu0hu42xEdLsenHlNDzvmDIc3BgjEuq0yesGis40ynJqUQrQFXH/TmOjoBLW9YdCzanK45bAQmi084b3y5Xjn5Sqqr2p/fHfyrApK1JBlggyDu4yjNv+6FD2+wnpCvbuevGbaC/51mj9zC8db5aG58/5G4HsPA69nLIE0PzP7TfLep5CPb0CuCscL6LN6fIz6brTmaseN7Dk4eqAjXQEAf5wTfLyyjB9OG4euItAeY+GGszkC5PUVxhOKz9PlcT/iJlTwY2NPuHA8gNps1mWLQ8UI5XEtjp9O22Ip3Ji7rY6yNIq4mckr4yJe0PMbR+eAHxxGrx9c5AjHexn2Weu3twxMU2GmYRcBs2706y9YI5Slhlvn0XZ4Oz28WfaEYtHHtrwTVlbPoJ87qf5ihEJAxyAl8Nh7zu+N0oFwWNnj78UvXhJE1YQq5CjkbNoIf9dfgIxFAE3yTfg5+dDOwI1n+R9Hz4zWq7w1Kl5WLhP2nhINxMcNalxq3r+rCevwdjJEbTB03t7fSGGq5qXWs5ukgZnKmeuqX+aofK4x2WRuf4u2A0KsIPM+ccT8/TTbWCeF75ebQeynRwC/OQa4eLbzXiFH9/rF5f6Dfq8wPzdYsH7WJcAlISZaSRMmO954ZaAc3p5uWfxCKG8/B7jtnOBjVAwMcMR/w2RiHNZG2YSKMfsxN8/YU1U4UbMXHeohjGFwYAFYtD69MsxVmQf9PKHYiDjn/WBvXS8jVFkCn7zN+X+cSmrwxHvAvn8jyYVfPhW62A0hyIMEUOntY7bt+n0NDMcLMSnWKeSAh9+pfo+9Lo7bjhL7PPgR+v/hdyjJhl8f9bX7gB3+2Djx7u5SPE8o7v/nLqd2KoxXdJuLJ5Se9cxtAcwNKcP180s3Bnv86uOII7alMsY1RJQMT9Kac7E3bggNQ0CVJeNzkrjZ8XhMw78vyOj7wR2Bicrwye3A4yoc1DQycgIWwFl0+/aD4ULa3fbJogdjX8caoSw1vL2GHmbu7IsBnXEzjVCcMn70QGoEJeKF4zHciGW9wQ8L989e12Qn1TBvUituUVxpD9iats1eMQijCaXX3bygyfIDH3FWYbyYMhwY2uru/r9CDQ4/vw+wxwT/4+iZ0Vi8k/VgLn+pdv/uItXFfSfRpOXdhCdFd80HHjA0k3gSM30kTcS6S8AzWopi1l7bx1ilTjsc759zaXvyDNqaRig39/9GeWfyROWAbYL35TpajFEuPw+OKcNoy549bhOJKcOBU2c6HlHM9w+l7X0+q4MPqnoSxhNKN8Y92YQBW5hwPACYNTp9TSi/e7bTWGdQ7Ae32yVtMShsG33QZGDBOuC1GN4uFU0o7VzsXdjMJCR1E2Ki9PHdHaHcNHhRedVO8RGAPm472q7vCjYMcB0x27u315IBf/xgWijhdnPhOmcft3TnzSRMduN6wvHmaNnOwobjhdXi4TGjrvm0vpukHvgeTh0BfHEfev3n5/yFkrk9X9oAYeRSmcoS5BnuhhA0zlymxgcHhegLeQFOlx24Rwvjvj+kt8oX7gZmXxr8rLLhfH8fDzu9TZg6oj7vIzY0e/VFkY1Q+eaPs4OImx2Pf38YTyje/zolZcHtAGcOHNhSve8hk+meH7ktGYE/vhu9by5suuHmsdqXF2CyijVCWaq4fyGwoYdiaVtyZIDiB91rBTbICNVTos5meQqdKXuR7DeJBukvLavPA4IbwEaJQadN0MrvLmoixNpOkcLxMmCwW9tJE60gg4M+kIwq8NiaB3pcBgB8zUYPrP3MRA/HKypvjcGt1MENaqndv6dEn+2rvFySTM+7vAP41O3A+bdUv7+pB5g9gQaVR06l93QdETaesNGDSTscjye9PzmCtt2mEcrlfuZEY5IlFCXdpzCD90qGxDjheD7PcWWgqz5kb6QwcPic3yCeB2yHTgk+nh7u1whNLpMw4XgAgJS994BwE+ogqtqNAI9kkw8o7ahvPRD9vG4eKTzAb7bnaz2EyQI7THkhLVybThnWd5Mn7tZDvffh9mR9d7AnFECPvtmsdKn+6YeH0XO5tgvY/g/V9WHBOuCWNyMUPmUqYaABOmpxw/F0Q25QO9xbpjYs7PN7xqzqc0hJofSDjfDZ3bUFq3UeujN6f9oIQ+HrSosrTlPF43/+3eMHBX9n1hja6v3Oas0wsGBduHH8TW9S/xS04MFjNc7864bZ1uUFeRd/9s7gcpgsUG3HUA99Iz1JSRijTVuBvPHT7rPqgW9XlORGgFPneiIYfXmeVnnWQAvKbue+5gPAZSfTa14sDvNMva4MxNefATz5cXrdX5wTsoQ1QlmquOh22u4w2sn2UW843lOLybX4x48lW1aANComDaFBW1lS51WPAakSjpfxVYewBMVp8+/lLEpRjFBuLtWNhtOnbuuzqgwkYIRy6Xw6izRBCHPN9AxGpbLjcnzA1u7GEs7kwoOmJEWUr/XQmNrc63hnbafOu17zevBqB9L2hFzfTVl72MDB96Lk0y6lbRhjiqXw9UkXp49KkDA5QNdl2ojkn2EeeIUxtupGqLBhLElSDhGOB9DAt1GeUPUYofRwPL/67sau42kyFScNultoBf+ONDPHpU2YcDxOUX/n/OTP31UkofARAaGg/BxtCtCxYdxCollvpz1PoZl8fp1lm4DP3kWh1lkgVDieSxa6sPSUqM8O0z/0lKK1YbrBGHDazSnDq/cbrhkm3ML8gWoNykYkA+CynhYi6YEJ9/8VT5gwmWIFeaPeswD447P0Hl+3bx5I26CQ2EXrnNdBzyqPb9tdFvyYvGGE4jHQLfP8j+1GTtCYxfTMMc9VDJEdD3Cu7VsZTi7AXoZRuzt+1t3Exb3gPlAfC4bp93nB95Z5wV5N/HvGDXYWAriMP3wUOPVfjZPK6M8ENhdCiBlCiPuFEK+o/3cRQvxX+kWzNJreEj1kn9oTOGqqE47HeiFxw/E4vjsoJjsOXUXqWPKqrAXhpMKNQ3/ThAoadLcak9BIE1gWl2yiEYr7gJ3G+O9nZseLglc8fmdv9aTbD90AUdQ6zIKHdhEboVpSqI+/V4M+fYV2fRdpA3EnPaBAdebvWqigpxEK6Rl8Onsp/fPQNucasmiwnyZUmmXS6S2Hr0+8XywjlNq6DVgrrv2l6KuQYZ5hroth2oaDtnZehxX0TYoN3RSCFKacogGeUEkIk+vheL0RjVAAcPTUeO2zWzgeAFy0JxmFs5AVNQ5BwuQAsP/W9FxsSMED5Z11tJ052n8/XSDa1OZzw80IxX16WwE4d2dnXLTbuNqwpLAaPGkTlNoeoL78zZiGmd4StUthPGWvezWaAbmy0KT+5+QMhxsh/7PGUOIPAPjJ48CSDdWfL98EnH6d879fqHRSRDVw6+SgEidEMEIBwG7jafvTJ8ijnb/POpw3vuH/fd049976aukAEzZC+Wk3jtIyMo4ZSM/MeTu5e6oHUZbhEtX0hPSEOmcn2mYtfFaHF4RnbxXte/yM8cJ/KE8o1T5ynSnJcPWOF1l/9wzwubsCygXKxjd2UO288K/Pk6G4r2eLzQJhmou/AvgmgF4AkFK+DODsNAtlaQ68YsrutGzY4WwCXkKuQUYoHgylMSnklPGsASNRXxgIp5y/IaAD7CsEDbrbDE+oKPHcQlCHkaaIaxBhM3JsrYWQRZ2oe2VJ+der4UIl9HOWy44mFEDX21xNWdsJLN5YbYSKuvK7fJMz4dHp7HU6Ut276ldP05YHEELQoEw3fnkaoVL0OmL9km2H07a94FxL33C8BgmTh01JDWi6YPUIk7sdV1sVjKrHIESw9kV3MXw9H6OFYoTJGJgEUgIvL3dCSli01I+GeELFFGrVMbNqAtEmigNa6jNCmZPwaco74OdPRj9mFggTjgfQ6vcVLyZ77s5e4EM30esTpvvvqy9ufHiX4GMXy8DNhscGj7s4tO8ze1Ga8ktOoBCVS4539k1iIWlzL3D+zcB/6hg7hXlmNvSQx3uchZluZVAPoxmYy0UzQJgC8TyeHmwcoyUP/PRIuhfFMrD/5c4EHgDmqTCgPSaQN83rDZjoxjFwM4I9oThxQsj27oeHAefvRq/nrXHux4FqIcMtYYsOj1mHtAJPLAbOvL7aO0onTAKRycOB5z8JvHiBo504bjDdx6jGhqBkORV9yJCaUPwMdzZxwTcIvv9RMxPz71+njO1hFq/McLxSyMVAXYcx6LnqLTuebF4RMtc0KHN1fyZMkzNQSvmM8V6GHwVLXG5Tg5ghyl24kHMayQmDnaxCJkFGqM4UjVCLN9KqIRvMwoZj+DGgpTET2EYQpEtiGqGiho7oRspmEFZ3pZBzOrs44Xhu4Qq95fDZZKo8obRVGzdPKBYrnTBY0yiLOOA+/d/AwVfWDtRXKjH1sYNoQM7X723l5q1PeE6dCWzWWnovo09ZhhN6jANrYbFQ7/HbOcaDSrYwt3C8BmlC9ZbDZSsDHAN3PZ5QbgNWfi+OJxRAgz4/zbHuUngjFOBk4Qp7Xerl8feAk64FPq1CyQ+ZEvydtDM6AlpSiDqOoYfxxpkothcoocB6D+0ZL7xCaz6wA23/8XK042WNoInfmIH0zG1O0ONr0Tq6F8PbnYQgXujhel66MibmuEfPHAyQVtzPjwK2UkbaA7ZxFhb/3631/9Y/PAs8sAj4VR0Z9ypjRJ/7c5bSXoozIde9OoPGo+VysLFQh4vMz84TSjttUKvr7vjRYY5Q8nPva2VU3//ewaQbtrqTJrsX3l5trEqSqHpzOnHC8Xi/01X438Zupww5QX1IkHceG07HagsfXhpb7EHkNYdhRg0ERmgeUSyyHlVXL8gIxdeIMyUHwUao/3drtURClihHvP8MXyfWphsWor0raNcPoLoXxpg3sMXRWQ0KiS6WnfG37gmljxvihLpbqglTXVYJIaZBjYOFEGcAeN//K5a+hpTAdx+m17OVeFtLDrhvIa3g+Ylomh36qytJzO8qldWKO4sXliU78F/XRatG+RytvpRlcOMfhjN26D8CdEErvzxA/fNztI3agRy5bbyBS1JUJuch9uVVsKhGyp4S8PIK99XisKGfena89V3OamE+V5stjQdj+01y7k9PRKPoYuXi/9fnq9+/Wj2T2wytPldnkUI0dC/Cwa00MeE65DVQ7SkBt8bQTQjDlSockFfX8prx4P6F7uXh/YDkDN9XzyX3bTPTWCnA7d6kkIsnTO7nCVXRhAqpi2BSKgM3+4gTr+mMFlp32zm0bVTG1L+9SNtVyhBqeh64kYYnlJRGOvUEhMlNLTkgWn3j5/m06/z3M6mIzBplzwkKDekuJatT1yjChkiyocPLsyIObDT5zTHeWjGMEMCu4+h1mKQHJ82o/U3/UtnVvIxYw9qAy5Vg7/IO4I9zgs/jxwOLaPvuesq+Gocw4ZIcNhVHi1I3QgVmx4sQag1o3s7q/wXraMv30aStQAmAAOD617TzaqnqP7Ybvf7G/aR7pGf3S5JEjFA+i0JesCTA2i4VUiWo7g9pA2543f+7HBKshzt6efQVy2R8iDq+3WMCPT9RtZiCEmToIfRhugceu27ujZfttBG46QiGgXdng8+OAdIagFPHOHN7McI47C8nUqa8IDh0F6A6mROUaOApLezTZsurnzC37WIAfwYwUwixBMAXAFyUZqEsjae7RA312Ts6Is882VvV6a99Y3bot88j4bdvPUArf7qnTJJWfLacnzaTXKfZE6peI9SAlmRXQJtJ0KDOzKQV1ZV22xHV3ja9JeBnjwPPpjRYMgkbXgE4mTHC6jgxB6rVMN0wWVJ1LaxwKU8kLplDzwAblQqi1hOKV3da9HC8iBM+HtyZGgKcRvkINXDje7fZRd+KJ0qc6cVroLrXVsBQj9Xeeugq0u8e1kau8gDdZ25r+Le5eelw9pmkPBp//TQZau4wJle9pfDhBwA9h6bRMQx+YSr1aEIBdP+G+Ny/O+ZHM9iMHQRsNTiesS0KPOF425ggeHke6KShCXXly8AefwWO/Ad5ToaZUAdRrycUG6HeXhvtvHzv3MrOk4Rf9MGQvLCes+NUP3jc1cnpX/GYIqqOYBhvWyFqn9G2PPUDE3zCU3UD1aPvhCuXG9e8Uj05/kyMjGJAOE0ovh5xQgjvfpv67DDC5LonRBjMcLzuIvVdW/lcf/bG0D1Ri1r/v7PhMZeW/ma9RiipHSPKQgj//stfrA6pastTP+83Dud5xVf3A76+P732uj695fgahR/ZhcYaURZVgiIyKt7LET2hgOzq1fK4LOpCWCU0UdLYIcxYnr3KeUxeDukJBQDD2oF9tgLe2+Bv6DSN0NNGUCQB66S25ICnl2Rbp6svEFj9pZQLpJRHAhgDYKaU8kAp5aLUS2ap4bF3gX+m5AbPq0q6UeJUzVXWbzXOjK/XO4Lb5lWnT00ym8CLKkvPkduqybyMkKLbhwEF+g2NWslPk6BB3bjBwGS1KrDz2OAVWhO+Vjzwem0l8Ic5tHLXCKIYoX5xNK2CzAoQhTVhL0B9Us0TwrD6Y4dMpi270x+q/ucwUh02OBVyziA46sCjVzMuMT0lEvucMcp5nvl3dBVr9RI4M9/DanLiNVCdMTJ5r5JrX6F04k8sBvaZ6LyvTx7Kkp59P7HuJELybpvnJGcwB7nFCOF4AJU/jmEsbHa8OJ5Q00Z6Pz98Xq/VfC9yuXTDIW94nerHI+8Aa7qq625YQ3rSxXtLhdG+tYbKl0T/oYfxclbLKKGRn9yDQsuitut+WcpYUPiS57I7IfKijHDjgwO3dkKx2OOyXrjt8NOl0eFnOcz9dvPs6y4GexVMGwFcehIZol9cDiyMaKxkbjI8KXvL9GxGNfSGyY5nZqoKi5TkjdZdUokrfNphKaMbLrgN5d/AeqVB3zlxevVzxAtULTkaX7BXHh8zDYraOaMi1EJaHEPWiAHk2daarx67s3B7h88E/z3l7d2ad0KwvUI0eyNksTUZ1k73lPUpw1CW/mPSitdcyPnKOK1Py2qbGzccj69TMeL4RQK4QhmEonhCAcAFe9LWzwhlGqGvO4O2L6t550kzaOsVAmoJR+BtE0J8SQjxJQCfAvBJ9f8nhBC7pV46SxXn3Qh8+8Fw2VKiwp2b3mnyQ728w79zMvU19MHB3W/TdqYybiWptdRdpEHUmEFOwxc2NtgPHiSu7KjvOFkgzMova4DFWSni+sL3fI1qkNelpBFkEsXbYNwg4Jhp0cNjci4GDR4IhB20tRXoeWJjL69Ou2lC9WoDQl71jWJ8ltK5H/qgjHVhZk9wnu1H36XO9u21tZOjQybT5IY72ZLHQNXNkFYPTy0Gvq4ZMfWVZH3yUPZZRUwyHE/XgzBDQEoRvOG4XHHK5PeVqPoSJjl4Txa5nu8SoGFTU6YQ4S71MHcFba95hfpD1gUZPzicp0kanlC6Qfo3zyQrTC6l87v8PFtMhrUBp+8Qvd/1C63YeSzwP4fS6zTGImlSluHCX1rywDcOoNePvVf/eV9aBnz3IXodJrwOcPRrwhgQ3epzdymcEeSoqcB5O9P/PLGPSncROHgbx9sYAD58E/DJ26IdJ8x4pT2mJxT3UWfvqJJphNg3ysSWd+Vnp7sUzoutrVDdr/QaY4sv7Qt860B6nbYRKlb/EVMTitl7InmT6J5Q7MntpbmzqYfq6id2p7rCY5eXlrnvH9WrTWeaigx5IIIxOsgTSv8sTHvUXgDuOY9eZ9UIFTccr8orLMJ3tx3uhOaWI353xiga32706b9MI/TIAeQ5uliF4O2qFmOamR28PxDmsZwN4EIAE9XfpwAcC+CvQoivpVg2i4beSe351+QrPk9a9VU3vQPe2WclXBgTjq6iMyBnIeTTlFdVkpNVvZOPmvLUj7Fq8HdfQiugzSSMkYYzwMQJn+EB4Sp1n1mwdmAK4VluhHHfrxc3r5qKt1IULxgBdPH31DHdNKF0TYihbTQgy0X4gbpIuB5KwkKfe08kUVqARE9fUis75m/J5+jclyitkF6PQWYhR8auq+camjgxOfc/zuuhrcCX9nP+1ycPfl6PSYXjSRUS8OnZ5GFjtrtzlkYbdOdjegiFCcfriRgayAgfwxgPeFtDTpz1MtVjADz3PyTC6gWnsOfwSBauD3sr3DxH6kX3OhQIrz/kh+5d0Vsij5WotKvsh1HDSQDvvpTFYzlUt88QwVN6m2HA1OHJhFucd6MzeRkX0lPvGwcC/3UQaQMG4VafuyJktdxeLRLGFdrlsdhPj6h+/94F0aQNwnhCscHhzoi6U7pmUbnsn9mq12PBxQ/duwUI5wkF1GbfNccWE4YAH9vVOWYa1OMJlTfC8aJ6HA1qIY+nknSuIYdUe7Uv96lQvEnKID9GZbPjsYxJTyl+OB57sUepx4GaUDn31360xvQAbBSs6RUV/kqxHG2cO1szeOvJfsIytM2/bXfznmOhegAYrvrArN6PvkKY2zYJwB5Syi9LKb8MYE8AYwEcDOBjKZbNovGQFq/fU3KMO0nh5wkF+IcwmROO7pKzksFaFJxxIlEjlDbI4gaou1SfECwAHKX0cvpD5oMwE49th9M2zqo2d/73KI83HkCNHRj9WHEIq/FRD1y39JXmSjheRFFqNiZXsuO5aEKZA8KjpwIbIrj86hpst8xz6sC762k7tLV6BYkNVZypRmfcYKcdYA02N08oAPjmA46QeD3wZOG/DwJe/FR1tpScdr38VhuT8oTqLtG9HtJKbY0+4OgqkhEvynOTd7nfYeCvuP3cqnC8Olay3agYoSIO4OOGHQIUxvP4e/5ZN02h/h1U/xR2ECuQvCfUc+9TaPOnZ9P15MMnIUxe4vCgGPeXPaii1NMgYwD3GVENAc0mKEzGZEhbMt5evAAwdlC47E8AhYF/co9whgzhYoUKawQBnIWom96IN0bjsdiMUY7XJE/ed/gj8MwS7+/qhDFCzVaGWD8vBjd0b58RA/w9zHRdxrCYmlAvLQtnBGzLG7qaLmMLbn//OTd8eaJQryYUoC1SRWzvBrUCSzdREgD+Lksg/MIj0yI/TyeokKghbRRC62UoKkYUmdcp5KiuRGkHZIBRRL9GYY3ivOAeR5C/Efh5pvtR6ePK0RaT9cWzcjn6AtyQVkoesMTF+1NKylJt9rffP9R5PUzpmVlPqPoIc8/HAtAfv14A46SUncb7lhQxhZ6TrviPKCNXm4cRyq8zNicxr69yBjUMD4biiPK6sXozicJxefXGot5wPF6F8YtH7yuECQk5YGvaxrk3xyoPBDbY8UCkUasDSUz0guBD65PqHs1bKSx54Ty3XF/zOeeaMaYA8bB2WkV36yzd4IHYrDHVZWWvkQlDqgWPu30MDYdOrr22ekpk/bcA1fpvcRnWRhkq/98etYMa3eDtp6fgFkIZB/49g1uprXljlfMZtw+8Sh2GMFmZ3PB7jvX34qxEhjFCRdEh4nLEvfYveIRU6JgDcTaqcsr5INyEnOvh3gWkBTW4lZ6j3nK4CXUQujG1N+ZqPl+TKBksg0IrdhtPCxB6avm+wHsbohlZBreSJl5SE796vbS9MG1Q67pIwyas8ZjHPHe9DTwZI/xQ90pno+cndge+sA+9DpuohG+NrydUC4XWRx1jVLJLCvJo8LsXui5jWPhwZeU9u3RTOC+6VsMI9Z5aLNKfdSHoeSuWaTEpara2IG5/i7ZxDDU8PnhnXbxjsMbcw+8413DWGPI8fmWFezIj7nv1TKgjBpCumdviQj3heADNZ9jLPwylgLBfvX6H7R/4WY4bMps2cfV4o4q069/jfqooo3lRAY5X0/88UvsZ63+ZRs3RA4FfHAV8+yBNisQaoeoizG27CsDTQojvCiG+C+BxAFcLIQYBeM3/q5akuEN1Ej88jLZJG6HYVXxPzcVR70z8OhbdIt1dBOavqZ5Yn7K98/2kNKE+excNQlYooWc2hgD1D/RygiZdfS7UwAVevfHrHHhFMM69ac3TteKVKR7gz13RmAyDSUz0gqjojWmDm+fV5Cuquz4PnCueUDl6lt/XUr2amhA7KWPSix6u5iZsEDxePRN8X7uKlI1m1hjNCAV/Q4Pu0VKSFA5kGqX05+2ZpfV3ypt7HQ87E72t8Rv0JOUJ9brK+LTvJPpdb652fh/rbQ2OEHoqBInDR8XP40+//nFXIr0uk1uYdqhj1uEJxW3WCB+Dkl7HBIDdJwBn7kDec2FIOhyPjZV/OqE2mUA9TZNuLO4pR/dIA4APKpHfvz4f/jt3K4O1X32aPIzCX3gC2yyWbqQsvGF4/L1obQIbN1cl5HmelkyaWcfYA90vM5vOqAHA4VPo9coYeo66V/pX96dFhN3GA1/clyZrryvj/Zur/MeuYXXU2gvxNaHyueDn/xWlORcnO15JOmU7Z6fg77XmqS/hevngItqabe4ZO1AExEFXUAbOJOExx5hB/vu5wZeIozWijsU4SQtAmbiZTynx6C6XceQ7ylCn6/9xmKbbOKmecDyAxsiRs+P5eUJpn4XNvsnjjPt9PISbSexwPN0TKsL388JpL0oxPKE4hJ+Npzps5OS+U+eMWcAFmofqA4uinddSTWATK6X8AUgHap36u1BK+X0pZYeU8rx0i2dhesvAYVOcTGZJG6E2dVNa7ZEDnPd0w5Nf2JHuncATMz2jx/jBWhrxhIxQbARg40cc99Ygbmvy4DoJ+Df4ZeSpeKnFvDeDW4HrlTm6V1vRi5oWPA5J6K4E4WbQ4EGQLsQahB6Ox8/WNup5fnmFsx9rkfGg6SA1SAu7AtbZS4Nnvq9sPFu0znFzr0xuy06Z3HR/CobnkdsgwzRQmyuXP3vcyWICUBjFF+6mCaHJO+uojfDSFNM9bPzcv/n31bNi/MoK4KdP0OsZo2jwAThGEm7rwma70svF3LcA+PxddG9++ChwlUe4RcXjz+2Yur5EzEGg1wD7eeWVFDkcrw5PqOtepa3X119aBvxby2ozoIXaoJ8fTcbCMLiFL9VDVy8wegA9z63GCmk9XpqmJlSc1fycIO0UPQ18EGxAG+oTOvZ/R9GWs2c2AymB/f4G7HUp8IlbgJ8+7r//oBYS0A7LwartTVNkPyl0DxA2AOuZRf0QgrLHAsBc5U2yqYeMb0HeY+u6yDjCnlB7bUXH4rDDwS3khffKCuDoqxyBdjfCTvRNMe8wsKd3IQdA+IfjvqEyXfppoZromlA8DhoSYoGC+wR+jtoKlI3UNJqYBsUk5wDFMmmP1ePJ0lZwX6QKYkS7YwDV4cVRtznDbfOqzw0A/2932l7+YvW+67upfsYNxwNoQc/r2ry2ErjgNuAvmpG/HGBQ0euFmwyCG+0FWkCsx5iWJkFi7F7EFSavcn4oRfeEEoKMTPPWAP/1IPCn55zPuM75JRaYMZK2yyP0q5ZaQt02KeWzAK4BcCOAFUKICN24JQk29VCWBp5YhrWeh2V5h5MljdEbhLDheDwwGKetqAwsOIPnJDyh1nc5mhRf21+VVavJSYRmHTk1Pdf5RjK0jTr5EQO89+HVpLjXrSXvZFDrLadXR91IIgNVELo3AsMC+GxECoPuCcUDIta30N3xeRWGByojlUfI3zVDjh+3vuVk4wPomVvZQV4LvJpW5WHh4+2SyzkTEK+VKn72hqpj60aojh7gD3No4sHln7uCvIH+97HaYz2jwjamDnf/bVWrXz6eUNupAYIePhcVM+34RGXAY8M31+8w2diYk2ZUG5K+/SCd55AryVNFz8Snk7YnlNfkjz3BdokwGeMyxfFCK5aBDer6en3f1CE6Y4fo50naE6qzCLSremAKyNbTNPG9nbc6fjgeQNnPekrh2+RimTR9/NrVqSNoTJKEcHdcntK0hu5fCPxxTrBxYlwEbw89O2ESpNZNGd6McTR+2OD4txcpdPvDN1ESnAMvB773sPf3XlSGaq/repp6PlkI/LWV3scK7QmVj26EqWRvE8HPf0cP7cNeyGHgSy2lo1kX5nk9Zhpt+TnqLQOThtbu98Edqxe9ksxM2VuHZlLFiFCiELqoCAH8+cTa9/na6QubTGvekZFgpqk+3wznflUt8I0MGarthj4OMrl3AWUB5wQugL9UAADsPt55PTikRhwAbDM0w9nxIgqLM3yZogqTczje06oPiJNYacxAulf/eLl6PKqH7noxqJWMgv1BO7iZBN5yIcTJQoi3ACwE8LDa3pl2wXzKc6wQ4k0hxHwhxDeaVY5GsryDQlSGtjkTU7/MHlHpKgKPvFs7CdVXXf06qJxwGkYeeOuCmANanMlRvcLkf3sB2OXPwGurKLXwWcpdsmoilsBIb/pI6piTCh9sFqUysO0I/32mDgd2HEOpgONw1izqDKSk+8uD2UY0zpXJeYrncNMXMtO3hqEgnIEzP0/sYagPtEpSaVaoz1qU4GvYkKh1XapD18rNHgLn7lz9m4I0oTjzTVlWZ6+p+l3qPXblZ2+enhIw6xJnv/9+iLY82O50mUTw9fFawdd1APzcv2cqoeo4k0cpgT/NccR0P6SuGRvZ2Avz38r7z89bxMQ0zoSdSPgJk+vXIMzKu0kO3gafVZvJkzWKsRWgwWQcDxk2Zhdy8Jwldpfod3J7FUvrI8ATIiqdRccjjp/TrgQ8oWaorGVvrqZzREmEoDNahbde/Yr7pM6kJ6SGypBWEuf/zdPOZKCR6KGALE7vJ4JdktHuh3Bp+6Oia0umGY6nH7ticImYOOP6M+n1dx502jmAJmlrOt2fGa7n7DVmcqYyQrGo9sgBVAelrK2LYcPr2woU/hXlGdYNc7mA57+jhyaZceuKGVLvBy9i8G/38nhsK1A0BLPXpWT4SKIdq0e4m393nDER05onY9xHd3Xe42vg5glVlGQA1ynkgPN3I80sXYOMr+uBdbhOFIQzxjXh+q8bRYP0kfR6FaX/iuMB2Cjq9YQqRvSEyufonJwN+ohto5/7k3s42qn6+LqiyxpQnwe3WCNUvYSp/j8AsC+AeVLKbQEcCcAjZ0G6CCHyAP4A4DgAswCcI4SY5f+tvg+nI912uDO5iqMN4QXrKexvrCzoAxi/85UkCZR2FTUNEc0Itd0Ip4Or1wh1vR6GoZ1DL2sSXjE8MHCbKPclwnQMIwYAd5zrHv8cBr4P3SUaQLEbfiM0oSphSilaoSpu9lrd7S1FnxDqdbRihHJJu+u2irbr2PArv1IC5+5U7Qm1Sd2LE6fTVjdQcUY7t7CyvHaMoNW9fZXhiO/7ahcdlWLZ8SRyu378vHlldcrlnEGl9CkP14c44/M1ncD/Pk6eY2154EeH0/tsEJi7onr/PSOEZJphagNDhvL5eQjobfMZMXrDyrUyLlZ3EfjPG/FWkLmuRs1gxaF4YwY6hje3Y7drnn5xV1+TNAg8sLDWCHW3yhhaT3+0vapzi9bRYlRcTlRZpL7/CLDd76tDD9wI63U1pA14ajHwy6eAL94dv3xx+PtLZByZMBj4zTHAj4+g95/wSY4QpNVikoS23FNaeaYMj38cP4RhVKkKPYvAXlvRX2eRPJs+uCPw5f3os93/4u4R5bbwqLP96GqDQUkCO/0JmPJbqouvap5R/BOCnhn+PEqW6CpNqABPzfsWRguz1sukh+OFeYb4FlUZoTy+t99ECvtlfvI4sGSj+75RqEe4uyo7ax1t3V9OrM4+5jdn6Cm5z0k+sgttdY/iimRDHWXTQy1NeMyyudcpq4xgkIliuDMzKWaJuMLkuhEzSv3hxTO+J1EWA5nh7cCd5wIX71U9LitpBms/BrVS+550pt0tiTDNTq+UcjWAnBAiJ6V8EMDslMvlxd4A5kspF0gpewBcC+CUJpWlYazooEHzcdvRAzttRHLaSgDwshLy23ur6versuP51JTpyg12Y7djpdetyodvm5wRSjdsTNUGNlWaUHXEfjOc3W9pAh18MwkyHCQBDz67ilQvORtTkt56XjRCmNzNEyqO0KX+POleTkCtJ5TZGbcVgK6Qgw92rdfL3dED7DbO6fD1MJO2Ann5mOG4+n4l6e15xPegtUCGmvXKm8VNIPSetx3NBrdBZFeQEUqdT0r/QQ+/HWfyuFkz9ulf32YYreLr4YmjB0Sb6OmC3WVZLcTKvOSSHc5vIL3TWOf1aJ+wW88yeRjsWMj68BgrjOz9ENWD5EYVAnnEtt4DO87ExZci6YyAUdnQTWXienHoFNqysbWepkkIql+sB7fnVv77ezGwBTh6qvP/vW/77x92Uqofc41LXU6Ld9YB31UGkd8fB5w6k0JcRrQ7192NsoyWBtwtFDsq/IxfvBfwf0fGP44fXp5QUcV6AfJo6uglo2dbvtrIfsVLwLeNkOEulzGfycV7Oa/nr6leUFmsaR2GNRicvWP1ucPAz2dLLviZfGd99AVI3WDJ4XhhFotzWl8MUP/ttcC110TguQuAezQ13otujzYJXtkB/PPl6rF0UuF49WSgM+FrcNzVtR7DPSX3+jZ1hBNixXAfVI+BLO8yBmT0OvjQIme/sEavKIuZrfnGZZ6OSilidjtGb2MjhePlnLEgUJ+RcUCB2gceh5sZqr3g53v+2vjn3tIJc8vXCSEGA3gEwFVCiN8AqGNNri4mAtDlbBer9yoIIS4QQswRQsxZudIn+LwPsaKDspfwhLXFJz45DpzVQjfqAI4QYlveP/X1jsqdsQxnQNFWAGaOoj8eSAPO6nBcOnpJ7+V/DnXS/wKGJ1R9pwAATFS//YGFCRysiTTaCFUsO6u9aZ8XSGaVKwi31fA4rudVnoWGEUpf3XIT3I6SDYgnkLrhd1Ovk4YbqBY87ugBDpniX+ay9BYCZ/2lPcYDw9sozfe3HwAuvL1236UbnYGcm6Gpq0jl9rq2fH4J/0FPPZNHXTfHXHUsaG1vUQa7a5sUtPBG1qo40PBAZdF7nYrHn8sx8zng5g8C3zsknqeF8LhWy1Qv/9m9ox+TB5NRwpm7i6R9NH4weaJ63bsulYmrnslFkp5QXF8+rFbheUWW60m97WBeOBPG7QJCq/3460nO60EBYZthPaHO2xn41oH0evIw4NR/UZjQqykPvY672qkfszXD3OBWf42qcsRwvIohv47xFhtzL54dPaw1LDWeUDHC8ZhJmgB2W4HC9XVjyj/nVmeU6g5YOAAcD36gViBfDy+qLCoFlJHPFcXbWg9RDHr+c4JCu6Kge5RGCccz298wC1zbjwbmf4aO//KK8ElLANJo/PaDThY+QGUXS8ITKkEjlN636ovBZUn128vAd8DW1Yt65Tr6CSbv05/p4zKu21FC0yJ5QhUo/DlMSHWjqTccD4joCSWqPaHqNUIBThbUsJp656rsl0nqs21phGkyTgGwGcAXAdwF4G0ALjJy2UBK+Rcp5Wwp5ewxYyKoCmaYHx0OPPAR5/+WhF0yu4skhGhqB00dAcy7GHj1Iv9Ba2ViKB2D1vhBFOJ1x7n0P6/W11vuzl7Sy/nYrtWNTtLZ8Q5S8eNJepw1g7guslHgAeGNb1An3JIjr7pGrNhU3PdTPIebQSPOqp9eR9moy6t5ej1zMxy2F2jAHfT8sC5XIec8l+u7Sd9jsPEMs77Sph7H88+rzMWyd106ZDLw1meAk7d3DBas/8F87xDavrnaEaZ9akmtYe2quf4DET2dr9+gx8u7Jwx+4s36AkCxHN3TQDfOcOa5r+0PfOMAR6BWz0b48DvKsyzA42+38TRpijMQM8NBmK4ihTr5TS698Fs59oI9/T6xu9Js8dhv7goqEy+aTB8VvXzmpN1kUw9w8rXACdc4OlVemCHolWeGn9U6298WTYS53sxIlypD1Fur/fcLqwmVz1Eq9ZNnUEaxF5bRotnLLl6Qcekp0YS5o4fu2VVzvXU4hrRRP+SlTxU1HK/S9kcqscP8NZShc9qIYMNfPZhVjJ+7OIYF3fOxLQ9MGEJjwHc+D/xcZUTUjYzz1jj7erHjGOojZmrPKnvRmaHoQPCYJY5cwlpNb87v+ee+JWr/rnsec5hgqHA8Y3wRdoGrJQ/8+QR6HcULkcPk9bFEPXpOeuh7PRnoTPRj6WHdXG4vI1SrMT9Kwlu+YoQy6oyU1N6wBzKPDaIs/ka57rx46RdyHIbb5pEh//0EIz10qZQo6JcpTjhe2BBeP0YpzcS7lfSN7jXpB0cPNDM5R18nTJPxHSllWUpZlFJeKaX8LYCvp10wD5YA0NeNJ6n3+jU5AQzTPJH01fgk6Oh1dHxM2grBjaQe+lJSwtTbj6aGmxvv9gK5ydaz+vzuenK1d9NRqfKESqAjLKjVsqy6voYl7upEFPZTadEffZe2k4fVDgTSopHZ8Uxh8qi6bBymtv8kZ+DGndy7mveLm7GHDQGsD+dFZQUn79x3zhDHYbNMXpCexMrN3hMk3QvMTwicr8XBk4FfqlTfR08lAxXgGLmue636e6amh4B/JkezPEHheHFi9f10Rgo5x2AYR8xVN87coUSVtx4GXDTb8Sjhpv2ZJcBHbgJ+8Gj8SXAYvLzGuovhxfC9jhnl+vewR0VeeSp4hD68u54GfSdMB17+FHBayBTXOkHNxZINpAn2SggvAzOEVAi6z1xP6u2OdE+oeo1QR00lQ8DSTdVZLE2KESelZvvxygr3/aLwzBLgzH8Dv3sG+NjNwKUvUFvGei+zJwCXHF/9Hc7Oddb17hpaURdl3PQAo8DX4av7x/t+WMznpR5PKH3ixYbVSvuuFufe1IyYT6jYhKAsoa15YOE6ev35vYEfKq29OAYD9lxYGSEm4z7l1T6i3d8Tip/bqP277jV8r+qnw4RH6+1vWdKzHjZEa6iaF0TxhGJ0r556hMn1ryVphNKvwWLNWBLUFnoaoeooW6XfNtoBnh9wUhZ9ASlsOxMlHO90FeZer+fN756hxcC31tR3HJ2coLDvON9zex34vVy1J1Q9Ve8oNoirvjxs+8mJYG55038/izdh7ttRLu8dl3RBQvIsgOlCiG2FEK0AzgZwS5PK0jRacsl66Cxc6+0JEQZ9kt5V9O54g1afg5ijsrXMcnFwS9oTSohsZ6IIS9TwgzhMGEKDD84CtMcEGiA0wmW4MnFOMxzPcMWWErh1XvQBF2dy1B9dPjYPkAF3w+EH1ODDb+IIOO2CHo53vTL8HLdd9b454XgsmAYqs3zFsnc4nskHdgCeOB/4ndZLtOSrDRrnKTdmc3LXVSSvCi/MAbtXebzEtsNwk8+AoiocL4YGgqkbMmsM6UwB2m9Tx2ePsSUb0jW2ehmMukvxvKD0Y0bxhNJXuL00m9hLjTVhhsUQTQeC+yJ98SGoDrnpIOa1Prre9reQczw+ktBcOVOJ13v1bVKSZ0WUc5mZVf85F3j8Pfd9w/LBG4BnlgKXvUD/r+8C/v4yvZ41BrjqdOD46dXfOUH7n0XudaRsrCYUGyh3HRfv+2Ex61hlMSJG3dMn9+YEmRcIbp3nvFdQns9h+kO+nsdPJ2MzUF0Pw+q7cLZHv7bahMs3eyv4ZsfkdiiyJ5TaSknXLS9oMTbwe5on0eNqIS9sfRuvjK43vE79RBTjhL6QXSzFqytAdX1J0gg1XJtH3Kzd53uUpIdX32SKd5cSWAzw8oRiD5iTZjifr+uikLmgvnoXFR0SxUOS52kddXresO5lFE21IAo5x5gTBRHXCCWqNaHqGRtx3839flhPKJY/WBvgLW3xxvMSCyEuEkLMBbC9EOJl7W8hgJcbV0QHKWURwGcA3A3gdQDXSSldhhr9myQn+Gs7gQXr6hPe1MPxNvcC7R4GLb8QizCwJwl73uhUNWR1nEOnLUURwCfeA75yb/2dSRCN8IQC6FpxBrZCroGeUGqbpidU3pikV7RoIla0iq6a8RDsvVV1Jp5Sufb3cChdkNuvboTiYyxSXlas3cQI4YS17D0RrpjC5GGv88ShNEjk3Vs1I9TpM4HZ6nx6u1OWNNn2W00zjVBet0D3zoyKn+HZDMeLPFHRDJobu8lrsPKZMeH9h+plh7enq33mpQnVVazOchqFOOF4elib8OgruE2Ja3zS8SuaW4iQF0uVDog+KcoLp57Ue8sKOcf4lkRWXH6+vH7Xc2qxJ8qjM3YQeZgAjpHrvP/EX3Ta1OOUTw+945X7mz/oPgnVPbrZA1QnsvhtjHqsE5TtM0n0IiblCXWisSDQmicDoN4u9JaAcYPDHfuHh9FiyLbDnWPo4a6VNaWAh2a7kdG9Lkpl5zt+Y9Eome10uMxzltJCE4f4hP1eWQIbVP9+gs9CjM7WQynCoLMX2P9y4Owbwp+P6/T6bhLPj6pvyHAYOZCsEWr6SODeD9HYSB/Dcti2fl4dU66E73M9elW6LIEOj99ZB7BcBl5X7c6oAC+4f54OPPSRWpkEPwbGCEM1KUvH8z7J+U2pHFMOQPtOpFBpOB7xQH1joxYVOcBGOZaVCSpPa54W3fu6s0Iz8bvEVwM4CeRpdJL2t6eU8kMNKJsrUso7pJQzpJTTpJQ/alY5mkmS4XhswTW9JKKgd6Jru7xT2wrUZ+y6Ta2+BaXiTEocsa2QniHlB48A/36NtC6SDK00aYQmFECNMXfILbnGpZJNwhU3CHPQxvfrxOnu+3vBE0jzEdhmWLWbd8nFw4dXwIL0aViHppB3BoQbuslwa06EcsK5Z17PrB6O4heO58Xk4bQd1OIM6lu1UEG96vNEO4wRqqRCf70mlHE1oXpKwD0L3L0tAbquvdpqWVxPqE09NKHWB6DmhFf3pEnT2Orm7SEl6VHFnTzHCWPSPaG8+opubZ968Ar3M8sCj3Iw67qAC26j10O0e6lPxoLClIIo5JzfnYQnVJB3zwoV4hS1ffv5UTQg/9K+wIV7Up39y/Pxysih3TqXvQi8uYo8Jb3u/85jnWxubBzUiRyOV6cnVBjR7qTQi1gKuZLvhj6ZG+IyQd56aPVz3RMhNP2MWcCfTqCxFX/nKk0/MEoI63Yjommx6AtyfmPRuOF400bQdlmH+0KSF/xbWc4CiFZfZoxywvGiJATgccxc5Q09IqZhX79OSRqhAPptO4ypNpbwNfIKFecMcpVFwwQ8Uvl3mXWGdR31ZBS8z35GwhGTYW21OrxB8NjorjoSPC3X2sUkPaHiLnjrX4lSf8wIhXoX6PTIFx5njw1hSG7PJ3sdtzT8bnkewAYAFwPYqP1BCOERvGFpBK35cJbXl5cDv3na32uKH56JQ+OXhyvRxm5aRfXVaanDCLVExYUHrVAllYGmNReswROX1Zy2+U7gk7emcw5AhR80whOq4Bg02BOqEQ1zI7Pj8QqXnmUnChUjlPEMFHJOSmf+3OzM88q9/68BkzrdjZjv++Ze93DbvOYJ5WmE4hVAqcLxIl7nL+9HYsgHbO1cLw63AqqNb5w506ssgDNguXO+v1HMy7snCE4/vtdW7p/XCJNHNUKp/dnbZIw2yNE97jZ0OxOLrqIWphLtdKFwE19e5aOLFeWYccLx2lT9cDMSBYnShsXL04rR+1e/38AGm9NmAjtrIVd8n4+aWn/7q9exejWhgOB7w6vsY0J6cjBHTgVuPIuy6n5Rhef9+DHg8her9wuTae7Hj9F2stGXD2wFDp3i/b1xg4H/nEXaRc+/74gwM40Mx1u1Gfjfx+l12kYoM7yUhdnrXZBz84TkhBZMT4wkHXycmaOqjbRskArTrg5qJY3QsOg6PX6PZNxwvBEDyCNQSvc+3Au9jsXJ+Dmk1RkbR4GfQ67bB24T/RhA8oYnE3OSz0ZCr/PytWPx7iSy4/E9MheMWfONEy+V9PCw+KfzhPu95S4G9rDo17Kztz6JFEZK6k/j9HX6d6I4Q5hjvHqvd5tWz6QEdh8fzhO8rdD3tYObid99ew7AHPX3nPE3J/2iWbzICcpE45cRQ0rgpGuBXz5FGWu86NYG/nHhgQ4bVnYf775fveF4a7uAT+4RvN/BMTtTk54yiRQn0UjrrO+qFk01UxYnSRSBxHpoyzsDwpY81Yn3N1ULbqdJmr+RjZqcUSpuange1JrVqSVfPbgpSXej2q7jgyeh7EZcyFUP0tx0B4RwOnAvbw0+xkOLlBdBxJ5+WBtNxFvy5KXAx3TTIeIJ/TE+AxHOWnnXfNoO8fCKjFsf+Fn83iHkDXXWrOrPdWHyOGmtuc7ws6IPuvRBla6n090gI5R+L/g3xhH9BuKF47HODIdxun01SupzP7yOz1SFc/jsyBosp27vnmo6ifA5vY7FDY/U0cPn3ah4R9bhwdVecJ6d7z3sjFUufR7Y7vfAPJ/sfOu7qd+YOQr48eFkDJs0hJ7HJz/u6OP5wSH7pjE1an9YjxGK2yj9OGlh1mdux4K8xoNwGxfmRfX16C3Fr+ezt6rORjq4le53mLrXlidD4/qQeiy6F5yfZiAb/+MYfHmM69WHe30HqBZZjmqE0vHL7qpTZE+hOo00evt0+JR4x/CjrVBtOCkFGKEOU2VYpp6BJLLjeXlCdfaSBu7U4c7naeqUCgGcu1N1tsCo6KF8//0Q8OGb6i1Vfde4nnA8QPOeTGCxh7M6R+kn2gvWE6oePG+5lHJbKeVU9bet8RdDfsySFGzk+dVT3oMjPevBBbd5h3wl4S7ODysbtHbwCGWBiDeYA4DH3qUHfWQIl+EkVosB4KO70DZJEXjAcaXdYTQJS9YTohhEo8LxCjlnENyScyYBSWbfcKMRnlBbDaH4/kpYXsAgyAsvT6jWXLW3opeHz6GTKfxgxu+B+z089NZ2OvtO0rwbR7t4Nej1wssIzaujHT3164vtq+pEb9l9crepl8Ztfi7QrKvFRoJDPAzOXMwoz5aUFAZ0xLZUvjvPBf7PSMuRE8CTi6ktqic7Hhuh9NBD3UOFB4rjBgGPvefoYDRKEyqsMKcXccLxuJ3daytvsfSeBBZNgGBhcl1PyKsOSekIZZvGUP79SYTP8bGGtnpnsY1CkJcgJwCpJ1kJAHxoZ+f1FS/S9vb5dN7/fsh74L5JTbDO343anzmfBB7/OD2PYfuy7UfR1lyhjmpIr0cTikM6ft+AND5mfZaS2tskPAZNcqLam603YiZFnUGtjpYkAHT1umt+urGL8jz8xVPAbn8OXvDSPXn5Z7nd1qeUB43phRcGDvOLErqut3VxvKzP3LH6/6dC5guveELxOWP2Lfr3OEtckrQbnibFgPEXi7Xz3CYJIxR/d0VH9fubi2QwFYL20cPx0hp3D2sjDa/NIY2NJma7++i7NKaph3p+s+5xG0Uc3wzHq/d6Tx3htAtR5k1teZrnlCV58+/2Z+BZn2fwrvnArn92vOG3dEI1dUKIk4UQP1d/J6ZdKIs/s5Xmwd9fpjTSJgvXVmeTWNsFTPsd8Pba2n25QapnhZWf1cqxPAYkQavPfnz9PtqaQpk600bUii/XQxIigCbruoCvqd9yxSnAHuPji56GQcrkNLL8mDjEeV3I0e8CaKUyTSpGqHRPU6UhU4rZ4fJzYd7ugplS2CPsbYY2sXp9Ve3n/BlAoqjTRgDHb0f1+Iv71O7L5zhxurdxoyK4Kes3aA5Wz1NPyX1yt7mHJiV+hhb+jFdxvSaUcbLjsXeGn2Fpa2XYW7WZBvtRrwfvzyuZuhFK15/hATRnLWTjYhpGKF2ThAkKeQg8ZozJe7FMmQJZmNwsE+Do/CSiCeXz+fOa97CXsWbeaqefnTSk+jMeTCexIMIG6gMS8vDlW+p1bzjEpF4tq13HA298ml6zl9uidbR9ajHpIbrBIcJRBHtNuH6cdC3wiyed9/2SGbhhJqWIwjNLyQh5UkiR6Xow63NJxs92BtACmZesQT5XG44XJc28zkDlRTBX1bnOYvgFUTZCXfkSjXGDjFC6AdKvf2AP1908PPr9yKkbESUcT2/r4nglmc9JWI1R3o93j+rlzOh9UhKenyYtOWpruQ/sLVN99xrXchl4LBR3vKbDhq3HDK06XeqAPQS5SqVlhOIFRc4SGBWep+lZzMMI2vtRjxFqhFaOKHMVcyxY7yTgwG3o3vWUoj2//NtfW0kOH2u7gFc8tNnWdQFfuJu2b3qM4bc0Am+5EOInAD4P4DX193khxI/TLpjFGz0zkJu7+dFXAb9/lv6/7CTns/kuXil3KJfxJMLxgjL4BK0+m7ywDFiqYt1XbqYJmZ/e093n0V9S8CA8rHtzGHgQfsEe1LHlc8mH++mUyukbaADgoMnO60KetBEAd4HZJEkzdb2OriET1xOKMwjta6z06jpDgPdq/XHbAXMvdPZxgw08XLY/HA+8cIF72BpfM7+BI++zrINCauq5zmzAmTnKfXL3z7lO2u6g8oRZ/RKo1jkKgie/5+zkvc9spRXF7e64iCu/3Fb+S+V0dfOEKktnoMieaMWEVvvccPWEipkhiokj6FzSPRW4fhj7sOFibJ0r7iLACqXXS6/fwOHnl59cmx2M73O9HlsA8Pl9astUDxUvNY/jFctkvE6irg1ooTC6BeuAq+dSG8JZo7x0xziULErqchN9Ue23z9AEYaFahIvyu8ykFFF4dmnyXtRemPW5FCNpgs5t5wAPfNj9Mz0cb+FapQkVs57vpbKkvqYmbZ3F8MZPs68Iukdu3kluX+kqxY8M4D4nVjgetH4twr0zw/HCtrl8rqQ8SYB0jFCc3GSxCpMsBXje8bNvekLV48W9j6qn+j0tlcnzhesra6WlnSznlO1puz5mSN49yov+GwdWZxisJ8SvXu8v/l6Ue5Q3x4LxTl1hoKo3nb30e8I+v5wNVk+SsMHjWv72acepoSPBeWVfJsx9Ox7AUVLKv0kp/wbgWADWG6qJTB0BHLktvf73a9Wf3fRGtVfFLuMoNAdwFwTleHr2sogDNyAcMuLVEeUQ7Am1sRv4yE3AV+8FTv0XcP7N9EB3l4K1IFryyYok8kAkKCNZFLgB4rh1gXBCrXEpozGeUPo9b8lRx7zPxHQz/wGOkSF1Tyht4B13ZW2nscDznwS+ul/1+615J9sbH9+rMx7aRp95ZR7sMfQ5csJ7QM2drN+Ajn8j62HVk8DgoMn0+8/fzd3wUZbBGiamQKhf1fYSt/YijOg1ty+8yrp/QAYcE34WWRNOD6/SjVB8fDZSVTLlRTtdKPw0oer1hIpihNLDG/l3mt8XoJXn7UfHK5dePr+idZe8w2cZ1o5xS0/PvyMJT6hDJwMf3BH49Oz6jwVo98ajbe4q1q8lpPPJ3Wn7TSX6/18H0fanj7v3fZwFN6qBV8c0/h13NXDadfQ6ygQ/yGCnUywDF94O/P0lqjOdvdTWNQI3T6h6NXC86q4uTP6aWs2P64HOgs4bu2nBcV1XeAOQ6b0fNI7Sw8m9wn0BMl7ENR7zOCGKEbBeYfJJQ4GP70ZZKYHg68C/OSlNKJ00jFDsVa9njfUrq+kJVTGQ1DEOzgl6xvTxLBsaRiqjeiFH1z7thVFeUIySGVKHjU0nzQD+ciLwCyU5cP3r8cuUVAhilPFGRQammMy5eay1vjta+8ll5kUpgLSYP3g9GSl1SZJ1mnHq8ff8k4ZtKYS95cO11zEipS1JUshR4wFUZ0lY3wX88FF6/dTHgcfPpxXjb6tBn9tAqqOXNKbq6Ty4EvHqfT2eUE8uptTg1ynj2huryX0RqG9QGgdesb3pjeSOyV5VvHqSz0Xz1ohKOUKq4HrQB22c3WzcoGS9yFxpkCeUPmkN0iTwY9TA2hUWPs7CdbQNcgVuyXuvsPeWw4dG8Dn8dGtMo88eMUIUdPj3u4VrSQRnRzHL4zfQj+p5GcYIxefjgU/UgfvuWga1E4wwSP2asPYEu/qzUHmqRijtvXrquH7MKB4kJS102E8TSnffrwc/w0KXFhbk9RtuUIN2Nw2zXIhnKywjBgA/O5LC25IgyEAYxRslDKOM67PVEGCXsaSLxp7YOhL0DM7y0pYMgZu8wFq1mBTlllRCVUN00ss3UdbO/35IpYhHuBTfSWC2CyWZXtayfK7WiybuveIQ7cUbnZC8KSFnGKaxKshQWNbD8Xy+012KPx7mhQ+J8PVMb+u4PFEn4989xOk7g5pcbtvXKE/EJDWMkmjvTLhP0LPS+p2Hrx33oUl5yhRy1QY+Hi+wQ0De8IRKa2WUE3fcENNoVJLklc7PD3tW1bPYXm8d4q/FSRpx38L6zs2w3uit86Lpn3J9u95wCHlqCYXnHfkPuraPv0f3jOeVDy6i7KkrDZ2xLQ3P51II8QchxIEAfgzgeSHEFUKIK0HZ8X7UqAJa3MnngJNnAC8ud7yhTrqWrLF7bwVMGOIIE5uNuE5Hb33aC4DTsbPBwauDCIiAAAD87Ina9+5XjczJ28cpXXw4FGZTgoYU9oRiQ01ORBPvjUrDsuOp3zOk1ZnADGhJ3+W0EcLkgCM4qp8zKQ+zbYfTlvWzglz5TSFznZ5i9AG03/5cjKQykDBmuJaUanAZUHZTHN7vOkXNxsnX1M+IxzorPACNWgemDHeu6UBjEqVnLeMBDV+PlWrCsO2IaOcLg9uErN4sdKZoaBiKZef6cpnM+9ddSibELagv6i46K6Nek9ucoJBqNzHeXZWxcWCCxpykCDIQbuiurZv1oBtiDt6GEpdcdTr9//SSWkNjd7FWYysq7Mm12zgaJ+lEmuhwPQ7RkGzUPBNeVlqdXtk706DKEyrFxSc9HK9eLxpuJ6571Wkr9pgQ7rtmOxAYjld2Jjxe4b5AnZ5QcDyhwnre6O1vPWHXQQkHGDb83qj07OKIoQeVIUnMsUIxpJfZf9TiMXdB9f6+fE7TH4LjacXjpxx7QqnP0xx3D2jxDvkKwjSwtORpsYulT+IeE6jDCKW+F8X4euRU2vJ9qPd6c3QKQH1S2LrMZX5gEW0f+kjtPje9CdyuPHwvnA18bFd6fdkLwLWvxilt/8FvqDEPwP8BmADgfgCLALwI4OtSymXeX7M0CnYD/cq9ZI1/Zz39v5UxgPPS5yiWaeKrxwXHgR9+fpi8jFpBngnzVpPr4rbDSXzvhOnkefHfD5FIZFore17kBKVeveF14IeHJXNMFhOsMkIlpPXhRqOy4/GgTXfLH9hCYUcbu9MbjPPAM20jVE6btVa8cBI6J+sMdRVpYLG513/A1JL3Dsfr6A0fApQL0fHrWV+A5AxvpjcGG7mCjB78cW+Ie6AbDsNgDirdqHhCqX2jtklCOCmnTW8TfTLSmqfFBD5+sUQT8yTDpBg3z5jK/Wi0JlQIT6hEjFABfdHGHqeN9tqvqwjM8AhD+vlRwGkzw0+oG4mf2PYj79C2nkQlJjNHA9d+gDLWjdS82Ia3A/94GdhxTLUOWxRxai+2GgJcfwYZfccMIk+dnzxOn0UKx1PX6oVlwNEB4yRdU4UzH3G4WeoY9TlKdrao6OF4Sejt7LUVaWVGDXPfehiNFdmDOCj0v6x5Wvqd4q63qd7EQW9Lo2bHixuO53YcL/RrNFxLOhL3nI3AXES/b0FwWfeZCLytwqDKCS2gFQztTh6DcR/Jxtm0NaEA4Owda6VYwuK2MD28naJPfnpk9WddIdvipDyhoowvebGwstBV5/3VQ6+jLN7rY9aL9qSFwo/tClzxkvP+C6o/2Hoo6QEDVJdeWQEcP72+cvd1PG+5lPI3Usr9ABwCMkidDjJKXSCE2MIvWzb43N7UgQPACdc4759g3B2vlU/WeRlQ54CPKxGvYnN6ZBNd3NmNJcoS/60DgevPJD2FXccDt5wNfP/Q+soYl+EDyCiw2kNENQpvrSGLOODoiOgDujSIMhiqBw4b0tMa8wr40yFTBsfhOmX4jJudJywCzopaHJd5P/j56yqRmC1A6di98AvH4/oVhg/vQtsgbxXdCJXUZa4xQrFRJ0lh8oieUJVwPJ/2sKIJFTMcD/AOW9bb6U091Pbx8XvL6RlaefD1wELnvWaE4+maUPCYUJmaZ3Hx84RavIH6Il0w2I3OXu+wtXwOOHhy/V7GaeDnMXGlGjifEaC/GPV8+02qNkABlB0WAL71QPX7XcVkjGB7TXS81E7RvKijTJQ46yuLIvtx1SvO65UdKsPaOO/9k8Ssz+U6hcn9yOeciX0cIW2T7UdROxG1zRnYAjz0UeA7B9P/QQZvfUHOKzted5HamLgLgxVNqAiTWL0vLNex2FMJHfUpu1tfn0Q43m3nADeeFf/7fpgLGuu6gj3sdxgN9HD2v4TCDfPCPRyP+yMBkhJJMrzRi4EtNC+Jk6xCD0tl2BBy4e3OMX/+JLD9H4AFa8MdE6jfEyrSeMqoF/U2d7osQRxNKMAJmf+fQ533xg+mULyb3qzu1350OHDz2ZTFeksm8L5JKd+RUv5USrk7gHMAnAYgQZUcS1xGDQR+eTS9ZgPOixfUrtgVTIuxgieyprt6VLgB6S7RA+U1WQryTNisOha/DHiN5jN70fbSF+IfY1MP8Kc5wP+7hf6/4hRndUF3bU+a3hKF8TTCE2q/ScBPjyADInOM0iiIK6AYBs6g5CYOnCjaSnPSmcq4LnQVnWMfOsV7/xafcDwgfKfGWXU2F/33ywktHC8lTyj+3UHGxIomVAgPuKieUC+pEBpfYXKtrQPqm+gdNbX6fz7W2k7yBhnS6rzHWQ/TgMOOO7V6cLMyZgZlK/SCy83ZQINYsJY8EPgnuulUATRJTMQI5eMJtUzpLO6nsli61aEXl5FeYb0eO83Az0D4hhKaricBQVh2Hw8cuHXt9X303foXxkwmaP1DlEd2WHt4jaIu7fl56B16ftP20GXM+twoT6gkRK1b8+TpGXdxh/vKKMLkXFzzEeB7eK5PhlQ/eOEjiieF7vVZrON6+omtM1WJQNQ2bqIVnZ3Hpuf1WQnt1sp53s7+32kvOAtF3K+n5QnF/dH6btKhkiHGJvUysIWuh5dHvB9uobpfVqL2d78NbPd70uH93TP0XhgDfDM8ofg7SdRf/ftSBuuy6ugLp24OGNsMdeQU3DLUb+kE3nIhREEIcZIQ4ioAdwJ4E+QVZckA+iD4c3u7i7Z6hUb0hPQ+CEIPUfELpwkKgWAjVJZ0NA5U2a/+OAf4z+vxVh7uW0ACdIvW0/3iyQ2Qbjjei8vTOa4bbQXg7J2qjUEsOvqPl6sH6ElSlo0JedH1hUoxB8tetOTpGe0qOgNpv2MXco7egVs5dwspYMwdJntTeiFAkwQguYmNaYTqCRnexgO7MOWJmh2PMz2NbPfepyYcr47rYWaU4kNxyO7YQc7vK6ao8cLPqX6p+H7sEFNwmCf9L4QM3P/6fbR9Q3nn8k/V28auIol9JpFxzu9SssGV749b+/zle4OPk1X8QiVLEjhrVuPKsrdKfc6TO0600h1jcuWHEE4oa1TDcdBkcmUHsO9lJErO1/bttckb0vwwPaGiZGeLCgswA8mEchVy5LUSd3Gn4FOfdap0mjwMNjxOiXvveOEjige67plYjydURS/RzxNKN0IleA/TRO8DeRt0fdryKjmApGcRqH/BwIxa4D6Sw8M/sgsZpHiXNI1QXD8fezf6d93q5oAWR3KkWAZu1MaXYXRdk/Q2C4uZ5bXec+tjjrIMf//0Oe9UbQH42g8AvzoG2Eeb741pUKKKvoSfMPlRQoi/AVgM4JMAbgcwTUp5tpTy5kYV0OKP3rAO89AL8Vr5DKvDEgQfv6fkb9DyC4FYuJa0rYBsGaHaCs6q2BfvcdJyf/wW4Fv3hzuGLiA498Lqe5amEYpXgk5psKA7w/dxzvuOuHzS6GLGaaJ71axRqViTNAoUcsA/X9ZWln2eya2Vl4Jp2JMRB797TQQWfBb4QEDoTU44K7RJ/WZPTaiQ4XhhyhM1O15viQzEg3xCqPjaVsLx6mg7TX0n1t9iz7QjtnWMcr0pekJVBlvateosko5OXEPrNsMo/CpsXVy0vvp/N08o9lDSB3px8asb7GXI7bRb+8w/68I96y9Lo/HTjqkKiWwAuhco4HjjBXk6xOHeDwEXzw7OwGniN24BSIvzfVU39ZBDU5szTdw8oRoiTJ7ABLAlT89cXE8oNiyF0oRS5fTytOR6GNdgwQsfUa9/TpBnUj1eHWF0+Kqy0Zr3sMGaq2HRtXp4G9Sv8P3rLtGzccjk+ts10xPqngW0rYTjierseGlGIBygFsffDeGlZOLlpec1f7zwduA7DwUfE2isMDmfKoxXfJQyRH1+vcq83yTg9Jmk7cn8/rj6ytgf8bvl3wTwBIAdpJQnSymvllJu4ckEs4feWXoNeryy47E3Qb0ry1yJegI8ofwe6jdXO6+HZExH4/Btndfru6mRun9htQaEH7yS8NKn3HVg0tKEqldcuF70yXxaIXlprvjq6F41rJ0zOqFU8QAZJFrzmi6Gz7PC4bbrjewoXI2iXI8w+1ZpQqVkhOL6ERRqFUUTKodomlCdvcFtT73C5ADwm2OAbx7g/ltzwsky2pZ3fl+amlBuE7LNvfVnSCvkwhvYzZ9WsYtp32fh50Mm11cuPr5X0dgI1eZjhALImBHXU6yZ+BmhSrIx7SnD15iNumaIS5KMHwx87QDaRiHImK0vBuheuXq2pbQxn59Uw/FyTvsbZtEkiNZcdWhR1HLz/oHZ8bSJpZunJeDcy7iaZNyuSBnNqMOLkTfWIXQSRphcz8ScVIbDtDE9ocIYCPj+vbCMfnMSySzyRn+2vou2O491Pi+VGyNMvvUw2nbHiDDwun4sg/KRXYBXL6rO8nblS/5G3nqNUKMGRP++qW2YRPUVIGNwlMXcoDGgnpRp30ne+22p+AmTHy6lvFRKubaRBbJEQzf6eK3wmSsJTE9SnlDa8X0zbbmUgWGDyfVnJJuZJwn0FYLNvdVx2JxNyA/WRXFbachH9NaIQm8dE+UkyAngAdWRpRWOV0xxsK2jT1r5edo1ZNhbGI6ZplZgQrjjcz161Kh7/N2kjRU5oYW/JawJxQPgu1QIWlD2t5wxIPUdtET0MuzwEZpm+FniNiDOoOvUmZSm1428cLxBWvOaJ1SK4XiMfq0WrK3fIzWK3t1yY3nLTTh4hdonKbFvr3aX+0WeuLj9hu5S39SDAvw1oRruCaWuMfcPPA5IwwhVD37VWNdS07P8NbJ+mEbVUor3kcPx2POW34sLl7Mrpnep1/jWRE824OL8CQB47D3a1u0JVY5mhODvFXL1J4PwG0+WtAl7kiGVaaJ7eHGdC7pGu6qEAG+sojFiEn1nQVQbYrqKpBfHYwbu7xqhCcV9U2cReH1lNGOUl4Flt/HAM58gUe3BrcAEw6mBZQLcqFeX6SdHUBi4KVHgR9LheHwM1oQKezwej+zuMR8Yp5JjmBqgFqKPDqMsjBDAJ3YHRrR7N3peK0W9SXlCaef17RxChEBwNpssMWsM6bOs6Kg1Qn3lXuCZ/+f//Vvn0dbt/rALbxpUBvRNdLPmBjgtI1SjPKH01fCyDDaWRCWfo8ESD3L8BoSs4cSpqZm0VjSF0MLfEjqmmSaet0HeAxUX7DCeUCK8J9SGbgqrYTd3L7iubVaeW0lP9PRBbmtey45XSm9l1fQ6Wt5B4UVx05QzYTW53t/ovP7pEapMLqv6/36dtknoKvhlTqyE4/kYobqKyayuNwPz2dMplRs7GeUFpxeXkxh6Je15hkKDgkLm2XPxspOqRcybuZiWZjgeX4vH3k1GFLjFMERGNkIZCxNudBVJFHiG0kF0C0EGnAXDXcZGK0MF4WTHi/I7imVHtuH4iOGilVNHCMdryddqQjUigU0cKsLk5fD1bSd1/zp7kzPIsqcTYy5EcDshtf/TIp+jNvLhd4BfP03v/esD4Txt/PSOdE3X9gLw+PlARw9w9FXA6k7vY8o6x54HT6a/KJjheElcbx7nl3yukcngVuCx84HhHnOCrYYAD3/UmQtZqslQV2+Jy3cOBj67t/fnlZUEMxwvIU+oqcOd177C5PAZ+CdUljQY3Ar841R6/YNHgK/e53y2vCM4K0teeE+uTRffIK55BfjTc+H2TcrIWA/cSbPgbNKUQqyKJYE+aU3DW6Agql25/Y4/YQg9J+YkMq0VTT0cLymDnzlgLoUwvunfC2OE8vO8NHllBW2DDBws4n3tq7RNywBayNGxG5Edr+J1pP6vdzKkHzeMgZ31oH5/HCU3AJyBif71Qo7qR5TVUs+yIbgvYiOCm7FmXVff9YTym6w22hOKPRbeUuH4vSmG48XFLxxvU4+jl7LD6Or2oKGeUEYZN/Wk1zYdrVb0N/TUJ6TN8L1mAemoGo9htJDYUMjeCF6eUOu7gcnD4i+GsrzCC8uitddlCdzwerSsem7n5mN5nkdLfFLRhMq6EYr7fBl+nNCWp3u8uZjcQmU+B9wx3/m/s7fWCKVrQqWdGbO94OgkAuEzeEcJNZs01AnT29jtvV+jfnMVaXlCIdo1AkindYjPwvSU4cFe9lsqGZzyW5LGy/0+qVXHYe2OWLLfANZvZbwSOpahwafO1kOpUXp7LWXBAZzVsutf9/9uV8k9dSdAD2DYiXJvCfjG/cD/PhbO/bZXG3A0Cz73ZS86HmFJkmbYgY5u0EjDWyCvRC/DGnvcVucrK5oJX4+ccJ7PpDWhuE3iyW+YQYz+2wM9oXyerXfXAz9+jAykrPHE6b694JV01nlLWhT/7B3VcdU95Cw4aWpCmRMyHuiPrtPjKGw43l+UUX2H0VqZXCZUPSVgegIGKMC/bphZj8zf8NIylYSjj46e/MLxGq0JNXUE1RPuq9LUhIqLn8HypeXA2i7Skhs9sLpONNJTTi/j6yur+5Kk0SdTSRgweJL77BLaRq1/3N/5LQZyiO1EFWLkFu4rJXDzm94CzWEQiLfgttNY0sVJwggVJjuertf3hApBbORzH4VKuGXIRTqA7u+AFjKcFBNaqCwq8XyuZ5t6gXbtWTA98tK+nC15JyECEL7eRvWSZEPbXSmG48WBT8WPfRLjIx7nRwnHs9RH5podIcT3hBBLhBAvqr/jtc++KYSYL4R4UwhxTDPL2ZfgBtgclFyjhLWTWLHjBtjP68bPMyELoWN+DGoF7jy3+j1etX93vff3imUaWHvpq+RCekLdNg/Y7vfO/1eHEEXPyqryQdvQ9qv3Jn/sYoPCR/RJaxoTNc68UoowyDIHm5WBQLJFQ047dlLXmuvkf5QBN4q2V06btAZ5QvkZoQ69Evjzc8C9CzTDQ0BbKASwoyZGPXFoqCKHplWdn6/FTM0wk9agyNQSKSZkvA6b+ZMHxdNGuJRJ26+nlJxXp593y99fpi1Pts3fMG8NbU+ckUxZGg0/e6YIspSNyzaq05KvNUI103vXxO9ycB/791Op7dCfmRkeC0+poNXnFZtpy/1uWnDYGVBfv7CnEnPnhYCox+L6+uxS7316PRZc9UebM/jWIwmh900nTA//ve1HoXIP6zVC+fV53Ja1aOPOVaq+ZDW8WDfuVAw8IfqmlhxwxUvJLRpyFuGSJOPW8+9XH9c0hqbtFaRfgihe31FF8/l3LPMxri5RIfWNDOXWk9QkdVohnHatoV5dWzAZnfLjV1LK3dTfHQAghJgF4GwAOwI4FsAfhRAZbTazhZebLg9GTQG6OCxWjZDfapSvDkeTM7mFYfvRwCsXOv+PHkhxvr9/Frj9rdr9V3YAP3+CXnsaoURwOB8AvLG6+n+/+GwmKyGO/zyNYtU7i8mLsDdMEwrVniJpe0IFDUTdvEySCI1wQ4jw5QoLGxzYAF4sh3/29TL4GqF82pvuojOB0jMzhTHYDlLP8rQR9XsLmfBEgD1+hKDwEKAB4XiGEareehTWCLWxh7S49EFfxTvL8IRKyqDu593SXqD7MFJl7DGNvX98lra651ZfgsttXstKOG+D+4vWnGMkuOlN2rZnaBzgZ7A0+1jdCDWzgfXD7J8A0rFM5Vxae5FEn8PXLq4mFPchPAZ1w1yQczPYsBHqe4dEO7+OQLjMrW7fY9HtuJPfMOF4JW2BgfeTAA6fkl1PKB4X/Pu1aJIDU0dQ3SgmGI4H0DVkw52uHaaHDQLpe9JcpCU3GdRarVXrR1TRfIBEw/1+z3PKADwp4UU5P7g4SerfxQ3Hs8Qno82OK6cAuFZK2S2lXAhgPgAfJSQLw53aNYb3TGcR2D+hlJE8cTljlk85fL7f7ExuYRnSBvzsSOAr+9HE6X8Pp/dZU4aREtj3b8AlKtTEKy10Dk5KXz94gPanE2iCFKbD+ZfSrcmCYe+wybTd3JvscdNMRa2jT0SSGtToFFTnF9YLxS2cKC2X6LBGnygI5fkSx7Cn7+b3HV7VckM3GpelE94aZjWYPWTS8DDkYx6geTHwb0zNCKW2fKka6Qm1YC2tKJsZ77jP2qDpUCRuhPIoW1cviaTydV+wtnafkQP6riZUPgdsNRg1Vrik7ntUWlz6s4Z6EQUQRsSe+9hmjV/MxBlAev2i3l4k0efwNeMQ56jHyueAQyb7/15zkbMSyqPd2N4ShetxeGAcdA/lKNe/YoSC/zjZj4oRymcfV2HyBi3kxYV1GtsK0erbvhMdw14Sz0LFCCUdr72dxzmfVzL3qs/S9qTRjdyDWpw6HkQZMUJeA/py/u27jvPeJ2n4+vaUkkvuxB5l9YTFWqKR1abnM0KIl4UQfxNCsJP+RADvafssVu9VIYS4QAgxRwgxZ+XKlY0oa59gYEvtQL+rmLxYml84nd+K4lsqxKHZXjth+OCOJAQ/uBU4YiplJtxgiPZ19FaHPx4zzf1YuvCwH8+/T53xcduFN0IJQQ1p0pnc4jCsnbZ/DimqHpaGaUJpE5GyTD5khX8DG0PCCHSbHW9akw/9eEkPVrnMUQSR9cGB30DPb+CkZxYsy1odID94NdnPPT0uXF69HHzNU9OEMrwCwoaEBhHGCPX9R2g72Zj4cZv1yDvOe0kaoeBjWOgskhYX95cvLqv9/IhtEypHk3DLHJl08oGw6OF4pTIZp7M0KfYLdTENd00zQkEz6KfsiaF7ESWxCKQvksUdqwTp/5mermYyBkCFhNd5/4SIGY4lnMXIVIXJXcLxooTCNwMhyKBULFd7cgXBxu3ehMaIPOYrlZ1FYVOYHGicJpSeyXdwK/DQIsdDy49yOXod81vQA5ojTK7/BnNuW88xyxJYudkaoRpFU7pMIcR9QohXXP5OAXAJgGkAdgPwPoBfRDm2lPIvUsrZUsrZY8aMCf7CFsLhU2rf6yomv5rrqwnl05A9tZi2WRp8hmVwK/CqYe9csqH6/6DJ08PveH9WlsBz7zuDrLZCOGHyjp5ougRpwtkB//RcsiF5SQwcw6BPRIrl5MW/eZD0zvrq/71wDcfrQ55QfKw43mVchqCysJehGxt7qt25OZQjjJHjI7vStjPEMxgX3Rhf8YRK73QAmuMJtbmXsqt+/YDq9w9UnmD6oHb+muR0SwRI1NWtLdrcS4szg1opdM3UCWMjVZ/G5d7wxKrhmlBaOF6SoRVJESYcj9sN3s5qcKimfsnCZhCr91xlkJB3vV4IOeG0NV6LdWHK5OcIYoZNmt6fgFrQqvOa6fqJUeqxHgaUpiaUWzheoyQN6qGQo3sYxcusJU/XtKeUbDhesex4QlUtFhlGqLQNMvrxF2+gMn3pnuDvxWljgy5fGc1tt93mt3EQAOYup9dpju8sDk0ZSkkpjwyznxDirwBuU/8uAaDZfjFJvWcJgdtK0XsbgN3GJ3ueIGFyr/5RAjiyD68uv7CMBtLs5vyhm8J977jtgF8+5UwA3OBsK+fvRtvWkJ5QHb2Ofk2zGT8YuGhPCk/sKQULQIdhfTd5ozRDmDzpiRoPcO5d4JwvqDzmJDKOFkUY9MFOksfWjdKlcngvyDArvnx8twF5bwl4egl5563ropXBu1XmlzCeoUNaneMkzakzyRB5vGY85rqR5iCvypMioUlsGCNUT4l0JMzfZobLLNlA7ZlfOxkFDgt+a0116NfqzcDyDsfINLCl9jd09vb9dMtufTFr4jQ6Q22r5glVltkLyfcbt5gyAoUc8NwnG2+k1NtoLmtahoXKuWS1AakeODFH3EXRIE+ojh7athieUPqNTSLMPq5+Ii9y1eMJ5RZiaFIJx8s5nld9Qf+mkKMwtyhjHI7K6ComFI7HRibp7gmlh+uFLWNSsFHM9Np1I879DuMJ1WgjlH66pAx+Qjhhwadtn8wxLf5krLsHhBATtH9PA8BKRrcAOFsI0SaE2BbAdADPNLp8fRm9EZm3WsXSJpzG128iKeA9UNjc01hRuyQ5U+lgremi7arNwIoOCiv4xO7AZ/by/i4P4LwaeCmBD99Er3VB2SAj1JpOKsOghNxUk2Cc0sVKShfqzVW0HZWwOLQbuidUGiuHXA/aC8Du44M7VVcjFK8SJlw2fXCR5GBVn9xF8WiLMuDY2FP73l+eB15bCYxXwr1lSSuas0aHmwSx63dSOgQ600cCvz8OmDLceS9tTSg+NrfNvQ30hPLKeGdmx+Nw51MSGhhyZrsOoy2aq7T9OFmH2Wct3UgD/r7uCeU2aeeJ1XExvVHiUsgBt86j18UYoSJp4zducfMaHD2wef2ulOln5zLtNyclkCWSDQZxPR39vNUAJxPkUHVfXD2hEjCA6m1eJCOU0DSh6vSE8uuXuGz8OyWy6X1o0pKvzh4cZqyg9ytJGEr5nOUy8Oi79FpfTOX7FiZzb1J8bX/gvJ1ozAjQwuxd8/2/E8dgFNSX12M8jUsai6O6zEWjF2O2VDJnhALwMyHEXCHEywAOA/BFAJBSvgrgOgCvAbgLwMVSyhTWovsnprjmWmUwOXa7ZM/jF87ipkMBUAO2oSdbBpMobKcyWT2pFMvWqMx1X9oX+M7BwFf39/6u7truxuZeWq0f0gocOoXea80DdwR0NHM4W0UCmQ+TgjMEJmWE4gmAHhufFnrdLaaRHU8db+VmYOsQxli3QQEPwpMum97BJ+kBoh83SigEf2+3ABHM7qLj4aSzvIO2fzpBnVtpQk0eHu78w5W+2e4Je5F6kbYmFB+74umXoBEqyFDXW3bvM8xVfc44lJS+HRuRzGeIJxAHqIQdZp/1jPK9DvOMZhndqM5we5qEl2oU9DDnRmn8RcFr3ALUhuM1C92oEkcYO9K5tLCvOPoybuS0RZhY3/e5R/pxd1LZzEwdPCAhTyho4VgRvweo7Hgxz81l9zPGsWwET7DLMvvC5IATjnenGveGMVbqC+JhsrSGKQNAfdH7Knx/yjDn84qnVIOEyQHg4r2AHx8B/PVE4EM703uXzPHev1QGXl+VvBGqnnoblzRkIvRs5Vk3zPYXMtf0SCk/LKXcWUq5i5TyZCnl+9pnP5JSTpNSbi+lvLOZ5exrmJ00P2g8oUoKX08oj9WqR9SqQl/NNrSzGtg8r1xhL3+RtmNCpEgOiuPnuOSv7V8dk14s+4cD8ar2wZODy9Ao2Aj1+qpkjleZLDegszCzDyU9aNM9X8J0fn6eUEkPfvhwh05OOBwPzm+4f2F4nS0uw7SR/vvtPM59QtvRU50FiYXJw04ktxkG/P1U4JLjw+1fL43whKrySkvQCBWk/9Zbcu8zzHCZpDO3ebW7ZrYzs8/icuxdkxKlb+HWRiTlARcV9m5joeusDf79vGyeUAtPzTacVRmGGmSESjKLFBsV6jHmBU2Sxwx0yu7mCVVMQBNKD1uKrAmVUDieX3TD22tpO2Oks2+jMgzXQ0vOGfcCzoKs73e0unTk1PrLUAm3U8Lks8ZQtuzK51q4HtBYo8yYQcCPDgdOngG8uNw9oysALFpP26jtVVBf3vRwvISOmYNmhEromBZ/7HXeQjBXPtMaqMTRhFqqVhWO2jbZsjSKbYbRpPbKl4DZfwWufZXenz3B/3uA+4qcDnsN6R4oHP5X9BlsdLrErDcbHvg8nZCSWyX2vkGtGN+iR99NftKxp1ZXwhzbNxwv4Wc6rTC/SgiCpLCozpAecjLkIH/7Ue7XYlMPGUR1bamomdcOmeyEbKUN14dUjVDaIPMVtVpe7/0OG47ndt3NcDxu65LKnlqZhHp4QlUZoVw+b7bRoV7c+uKkDX1h0Z/DUgpepkngVY3fV3qNWQnPlNAmUWlpQunnSmjyefFetCDKnkpRCfKEMifJuiGNSSLMXveEinpdyqjTCKW+94+5PueQpBPKi14SyXiApY0pTB7medO9pcYmINmgC493uiR1qoRDNtGThg36/37N/XNOaBQ1hFbAX/i/KUYol+c5iWNWvLcz2A/1RzLe9FiSQhijzqTF8/7f7jSx8/X+8bCm8+SzUZO6NODruFKlSN1qcLiOPUhkmT2a9E634hbs0yu4fa/ZbD8aGD2AjABJ0EhPKF4J2thNjxFr1CSFPhEPW2/MOrOyI/z3o8ChR2kInpelU4/P3Snc9ziUOGiy7DbR7ikBd71NbZUQtA+H4yWVeS1p+LqnWc31azVvNW3rHbiHCccLMv7poVpAcnXbLUU7oHlCaVm09OesWYaapHHz7jF/e6PQDY6ZFCb38QKQoMxMzZ7E64tZqYfjwTlXUqLWH90VeOlTwBExFyLN59SkxgiltlWeUAnUPb3Ni3JdktCEAoBRA4CRA7w/5/tlerNl0fCrw8L15Qj9wOFaXUoixJjrBntCmWNrrl/XKBXjZlxTlqZgOQ4T09M3LEGaa03RhPJ4XdcxY3oyWuKTse7ekhZmuvJSwoP6/z4YeO0iYJiPZodXyvQseu1E5WdavsczdgB+e2y47wUZoRZvoG1cI1TWrumwduDJxckcq5GeUDzIZU+Ic0IaTMJSyDkdaZjBi5sR6nEVGjJ+cKJFw+ytnHMmCRs+omoQfWxX2gZdJzcX8lXKSLy9yoiWV6mquzNshOLrkromFL8GMHMUPav1EOTC/+56Mtq7DYhNT6ViwgYSN08IoFbjRwCu4XhZM5RExS3bUa/S92m0QYXvRamcYWFyj8+yoqejG1XS0gZkTKNhFu5XUFtjTpLdPNCT8MLTs+NFaa/Zk6ve67nvpBBhUznD+zAj99CPlhxlQo4i+q1LjSTRt3PdKEkaX5tja24HOov0PDYjg+qAFvLS9soiywmNol6PQE0oNEYDSycVYXLE92S0xCNjU1RLahiNSBrheEGNkFeaT260szoJDMP+WwNXnUYGli/tG35gaoad6Pz7NeAr99Lr8ZqXWBgj1HXKHTdrRqjuEhnW3DrxqBQb7QmF5NLXmwhBq3VdxfieUFyX9gwRBhqFtDpjnjhE9XIJG57m1t6wVgJrROQE8M468s6LujrYKPh3pq0JVcn+KJOZWOsin278z8O0PXgb9+8C1dkTgeQy1ni1uz2GscsM8+k3Rii4h+M12gsKcNpSnhBn7dr6GTiyoqejG23T0gasnEsz4GTFCBXkqWFOkt2KXCzX7zkeOzsektHYCvpuSRl5+RHrK8Lk3P4//3685y1JT6glG0ngffKw6s/31XQCD5tS//niMqAAvO+hF9tjhJuHJYwweTPaAe7HkmrrcpoROeOPRL/BXuctBHPQmXQ4XpwyMP9+jRrFRlvSk+bAbSgTXpQO3WtFvqvoGKAAYMcxzuswRqiSmlBkbXDx4V1o67VSE4WKIbURnlCau3xa52Tvi7ieUGlNiNKaFFY8odjAENEIFXQPTCNUbwk4/xZ6rYcYcsagaSPCnb/RNFoTKildnqCB6woVPuoWgmO2i0kbnPkwNd5ALsLkbuF4zTDWJIlrOF6TMtNVvDLgTJKzhIC3HkpW9HT08NKGheMhQ0YoxNOE0p+Bd9cnownFRDJCqR8gZX2hRfpighscesdlK5b7hifUaTNpu7k33j1KInvlCBXm+NfnabuVIR+ie6A3s01oLwR7QkXtv6JqrjWKygJdQscTSN+Ib6kmA92npRGYq3nNWNH1Wq0qloD2jHohpI2+IqXz1mrv75hZONzoLgKnbl9X0VJhsHJR7vbJ7BeWpHVi/OBBLmsSpNHhtoQ0rvD5zTqT1opm3mXAngTcHhQjepflQxplzPDf9zfRIGyvrSizDZ+TB2a7jAtb8sbCv9cvG2a96JO4pLI/BmlCFcvAUVPdB3vmveXfnnZ2vDtUCnA9HK+qHP3EE8otNL7YZCMUe/FkwaijY+pp6mRFT0cvQhTdnHpOljVPqCgp5Pn1aypT78oOYHWnkwimnnIwUT2hpPqr53oGeYSxwYklDO5bkE3vQxNefOiJaKQeo3QNk/h97GHO3r0HGh68uZj3Pmn8jFDcj0Y1ygUZN6VsjjGhku0yQU8ovr/WCNUYMt70WJLC7KSbIb7mda6SBE6d2bhyZAkvTajb3vL+Doek+IW6dJWScUFOGi5Td4KeUI0Ix+PBXZoehJXfE9cIhXTKlVqWJeFkxAIieEKp3xhGEwpwBuVsbGJvPN6nJ2EDR9LwiusbPobpetEn2kmtjOcEsNEnCYGf543pqZR0hkY9fEmHB+9tenY8ffEm43UlLG6T1TvealJIhdYHZlKYHN5eAFn0Iknby51vT5Y8oYI8NUxNqB1G03ahCs/eoNqpE6fXXw4myiSWNfnKsr7Jb04EZDFTXq5Hq3D0nlJ2M1Lq5LSFmChlvf0c4JGPJleOYW2OodI05AjhLCQ2sw1rL5CX8bqu2s9YfzeyESrAuFlvvY0LnzKN7HhZaNe2BDLW3VvSwnyekhYmD4ubNb23nF09lrTxMkLN0yacHDrE8CS8188IlYDmUhpw59eToCdUI4XJ0zTecmaT2OF4KYWyVDyhEj4ue2NE9Wjj/cJo0AHOdepxWQXMCccrL6shVmw0MzUokkSfaCcV1tlTAuavAdZ7ZJL00yAyw2WeXkLbpIXJ3byBjpmmrbCiNhyvkOv7q6RuhpWuon+fkha6N3BnbwYH/z4TsKzo6TQ0O57WrmbFCBfoqYHqck4d4bwPOMblUXVmBNU9UJqhCRV0HUqSxks8Nlzd6SQkyDJcl3siGqHGDQYmD0+uHIWcZoRyee4rUgFNvJ5ctx95p/azq+bSdmBE0fTMakKpcyYmTC6sJlSjsdd5C8EMx0tDmDwIAffBXG/JvUHfEvAKC1nfDew/CfjHqcA/T6v+TE8V64ZUg/n+ZoT692vAda8Cv3maVnoqWkINqMN69hogneeGQ8T8tL708tR4QqUUGpLW4KLiCRVTEyooPNA0NLCxqc0wQnFdzMJk0o1pI4C/nQT8+pj0zqFnxyuXkzHs7qOEWte7rMgCwRpEuqFk6Ubajkso86NndrxStZFSvy4A8Oi7yZy/6XgYVj44q/FF4fZlZQewaL2/h28z8MrqC2TLCANUh4yn1Z7p55IZCUfMuVhVpXTquOmpYS7+JRVmu/dWtecIQ0Vzss6wJrfroMNjBK4bnFF3RJ2ZUNOG61hvqbn9dCEHdHh4QvHnQHPbhA/sQNtvPkBj5dWbnc+KZcoaOGmo+3e94PGvpzG+WUYoY1svOThtQl9faOorZHCaakkLfWzXFGFyF5dpKWkSuKV6QrlNhkpl4Ln3geO2Aw6eXPsd7ui8Vq3nLKXrnIQYY9LENUKVZbVQe2seGNJKrxviCSXS94TizDxhro2XMHmanlBJw+PlyJpQIT2zTL01N0+ovHBCQ7PqCQUAR0xN9/j6CnpJAi0J3HNekfVqp4I0iPQQ8mIZ2G1c9BVcL7yy45mGMTPMZ1lHOCNx1nELX2qWyDbfi1VqsrRrxrTZ/PSGmqWjVYO2mHXVK/Q6zcUDPleWjHDmPfryveQN8vj5tZNk0whVCQmv87dsM7z2HGHQbUf1TH6DPKH4OnAfyp5bbuPMLJHTxrzNNHq25IC1alHFzwjVTEPZ4FYyMi3eAPzyKWBYO/CxXYF73qZ5xWkxpE/0/tLt8pvhro0iDU8obguy0K5tCWSh+7Q0ADOmN61U835ICcxdUS3+WJLUsG2pRig9MxDzmsrW1eZxTbijW7bJ/fN3N9B2/0l1Fy9x2DuLBYDDYmpIVXnQNMgTCkjXeFvRywpphHp+WfV7SQlKm+RDeh5FhVdtoyZJcMts5Hl8aEYoQ+8HoMEtHyYTk8kmofcPSenyVIzlHvW5t+Rv+NMnZr2lZO8PP77mhM00KpiTOimB83ZKrhzNwm2y2iyBYn6eOdEGGy+zgp9zSdaEySWAoW1krE1rEUrv+8qyMYtAQbgtcN7wOrByM7Cpp9bDyPRAr3hC1XnN3M4R6nsimQUuIfw1odhoyM95Vx9YgAGqw/GaWd/yejieiwtHFsLxAOCwKc5r9oy87AXafnTX6Mfz8hyunAPN8RxK3BNK2Ox4jSbjTY8lKcyVz0amt2fYBXR1p/NeJVvDFloT3TSh2N33rB3dv8OpYB/zCA3ha2qmkM0CnGFko4dOjBedhhGqqwgsXEevG1WHX1uZbqgDa/7sPDZ43zWdJDypa1CUy+k06KmtCKmBd1RNKC89H8/91I6LVUiXPjnTDVlbtBEKmj5KQhohfJ09jVABWoB6CHnSuoE5fdauYepUmZnRuovuk4++hkCtEbfZnlDFjK5A+4nyZsYTSG/rJHDg1imeS20rGkbpnSo0fpo1xXKtp4Y5qU4qW3TcDGlCK0O9wuS+2fHUM256QtVrfEsbvpbN9oQqaItWWfWEAkhAnekt031/agkJ7+8+PvrxvBZtoL3fjHaQz5mGwSgL7fqWQBb6D0sDMFc+mxGOt4cyQJS1pZoe9XpL94TSBw5scPHSdJo1pjqu36Q3w9e0vUDGlqipkDuN/TuLwNOLnWOmzfou8lBaqUJG0nhuDtwGePUi4Lydg/c9V3lj6KFBLDqaNGkLk3MGtaRXY01j1YOLaDtaE58d3Oq83qKNUNrkJSlhcr6f9YTjSW2SmKRnR2VQbbwfFI7XXcpmmHNU3BalyrIxXqVuZQGiG6Mbhd8lyYwwudpK0POb6iq+YcDJwmTNDJlkDTmAxphu2bv0THJc9+rtg/S6EOVQevnrKYJf6ChQqwnVZzyhYmbHSxq9b5jossibFU+og7ZxXv/4MWCfy+h1XOF9L+1aplnG6KTD8aoM1ckc0hJAxpseS1KYgoVpZ1DxLAOqO8lXV9A2651gWritMPDAYICPcWVQi//KH5DdazqwJboR6o1V1f//9XngtVXA7AmNMUKxVxp7qaU18NaNIn6wgdE0LKfxPKcmcKsGzHer0Ex99c73e/wiYjgeQF6EEzVRziM1raUsTCabhf7Tk5pY+2nXSUltQNhwvJ6kw/E8BtVuGfu4/rB+oVeYdF/CMzy/iZ5QFS2OxhfBlz7hCaW2C9amHyLIh67crwzcMLMIc1c4r4sld08N3XsqKWFy/RRRhcnjfM8kqPhcX3OCylrxhMrAPfSDi9ebUNKMuPB12nei+33i567ZYwlOCsLw4ulFe8Y7npeGItM0TSjeJnTupJ5DS3gy3vRYkkKgetX3gYW0bWRj6aZ/xMYFzgy2peE2Ue4K8IQCqCP2MkJl2RMKICPUko3B+zEPLQI+fiu9/t4hlC2MGTEg0aJ5whPPqCLaaZF3mUSnlakoNYFb0KCG26DZW/nt7TBK3fPxAeGmpoG3qwiMG1S9j369smq0bQT6CnpSE2u/cLwnFkcrU6+Lcage/LLj6aEpusdQsZzdhA9x0H961AyVSVLRhEogHCkNTC9ynWbpaJlsq/rEN1enHxpTEz6Z3qlCY3oAdWiLXL3sCWV8Rw9dS2rhzi3kLwz6rnUJk4fwhOIyFnKO/mTW+z59ntJsYXLA0e80qWTabXIbJgTw9Cdq3x8fM7tsoCZU2t6XHvApk6q+cTXdLPHJeNNjSQxjNY89UYaE9LxIAj+Dy04hdHD6I27XhA2EvkYo4Z3Kmid9WRgce/HqSmBDSF2oexfQ9vfHkajilacCx06j9xqVqaqSnUVd22ZPlPj8Ja3epBWG4WbwSgKeBJQlGSbDlv3k7YEbzqSML0HHB5zJdlex1rtQHyw2e/Wy2fB1SsqTgo3gbp5QKztoe/L23t/XPaGKCYfB8a02q3R3yVuYnCdsXhOQvoTp3dPMUDg+ZTMkAsLgJnrNlJqsUcPMGk3bskzfK6HiCdUEXVEvzHvU0eO87lXGY/Oa6M92xXiQYDjegAiZPPW+L20jlO6t02c8oTLiocL316svOlqNS6Nmf06D8YMpYoI5dHL8uuU2T9FpliYU/56kxr3HT689tiVdMt70WJLC1IAoKfHKpnhCaZMSHtj3l9XlqLjFWrOA8mif+O28z2Aj6+F4h0+h7ZpO390qdBZJ1P6kGXS9th4KHLMdfdYwIxSqz9fsiUfeZVCQ1oQozXA8NkJFKXchR15TQW2G+Wx1FWsNCPzbZowKf/7+SJUmVELC5Dyxee792s94EWSkjyej7qnQWUwnHE9/fp5d4r4fl+F+tTiQ1XY1CqzHxiSVoj5WWUzPmowN/g0lgwrru1V4UAbKy4skJQ/9oySpLIBkyHPN9Fa7b4HzuliiZ9hNE4q/8q9XaTswguHIDb1pmDo8/PeqilbHYo85zjcpaeFsenuadSOUPj4Ikz04Ldgj3msBdfpI2nZElJtICz0aop5xnOlVbtJfjFB6PctAs7ZFkPGmx5IUZifdDEFNL0+otnw2BnLNwJwMdRWB598HTpvpP8n2ywbDA+MsrFC6MV1N+Df1+O/HdPbWerAMV/pBfoa6JKkIY2bECFXRUdGfaZnOPQ/SA4gLT+7SHsCw6PJLy2u9C/k+ztzSjVBw7m8poXq0tdLeemdd7WdshPLzFmAD0OINwPub6i+Pjlt943Owkdzcj43muo5YX8X0mGiqJ5Rh1MjaWMBLE+pxlZ12RHtjy+OGviiRljYgw4fmLMdZuF9mVrilWnvB4Xg1nlDaM8DGJ85QG5e4Hk162Q6dUsf54e8J9dh7mieUds6sSjcwug7UWbOaV44P7UJbLyPTEDUujap5mhZ6JjxTiiAKgZpQaJIRytjWS1VigQy0a1sCTZmmCiHOFEK8KoQoCyFmG599UwgxXwjxphDiGO39Y9V784UQ32h8qfs2NUKkTbBcu2lCdfcTodd60LO08Gr82IAOIyeqDRA6vaVsr9azi3DYjnqzixFq/62BHx0GfH3/ZMvmhbla3+zVXzcPurSMOa2qLiU92eJJQFptkX6N5q9R5zT24UFHs+9ns+H+YUUH8N6GZEIvh7eTN4DboZ5W7dxAv5Bj0HfZOLTnhPrLZOJmiNHbXreQnVEN0qFLE9O7p5gBTajejBqhvLxLuP/iEJxmoi9KpB6Op479mDLCjcyAEc4c3/YUnefYywilL+SVJS1E1NsPxL3u+teG13E9TWOcznrlvcOhin1pwq0bzJrptcVtv9dYaPpIms8cuW3jyuTHwSpL3piBwBf2jX+coOx4Ty9pjucQlyup+muFyRtPs9QNXgFwOoA/628KIWYBOBvAjgC2AnCfEGKG+vgPAI4CsBjAs0KIW6SUrzWuyH0bs91Oe7XMtQwu4XjPLd1yQ/EYfTC0tou2Zwas9viF4109N3mvlSThDHA3vA7sPdF/XwB4Zimws6EZ1l5wVqUaQdbSiLt5FaZlzNl3EvCNA4ATZwTvG4WKJ1RKYYT6NWIX/g/sUL0Pn3dLH29UDD4qFHiH0QkdN+euXffGatr6rsCrNo6fuakjkikT4D6o7vHQ0uN9+lPouDCsUKUmenhm3hMK7pMv9obwy2LbKHRPqNTD8dSWn8sDt/HctWGY4aVdJdI7XdEB3DWfFvlqjFAwQpAT6NPjPj9JTX799MtYz/LsndR51Pv1en81gqxoN+4xAfjmAcARHt6ws8YA8z7T2DL5cdpMCmU/Y1Z9nlB+wuTFMrCuqznOBIl7QsX0ZLTEpyndp5TydQAQtXf5FADXSim7ASwUQswHsLf6bL6UcoH63rVqX2uEConpfi9TCt3xw23i/OrK7A06G42+evXKStoGpav3y47XVgAGNlBwPio7qkyIqzYH77t6M604NzvGnutoVlbrPcPxUijXoFbgotnB+0WlIkyOdNIuV3QM4EyYTANDznpCAXA8CdgjZmZCRqiCh8emlMDJAUZNtpMUU8jg5DaormQVNTwEeJfuIj1fWddPCYPpOTJnKW2bGY7Hda/ZbauJVzhep+qT6tURSgJ9bOVmcEkSYdyvZoemA6gYrJnuInDIZODttWQ8dtOE0sfExXIyemhJ9CP1XE+/cDwzA+bUEcCqzr4RXqyPD5rp5d+aBy5MYSyUFiMGABfvVf9xuEq+tBw4bEr1Zzy2+kgDF4VNkmrvrCZU48nacGoigPe0/xer97zer0EIcYEQYo4QYs7KlStTK2hfw3S/z0o4nkRzG68soA8cHlpE2yCX7By8s+OVZXbcgd1oydMA8b6FzkDei06VveVDO6dfLj+4c3p4EW2bPVEyPTmkpCyCfcmYwpO7pISwTSrHlM4qsOnFwhOPPnTZUkH3SgOSM7R4eUKVysErp2ykZONQIeXseG51RJ+odpf6R2Y8oHayulR5wM1OIeQxCNMTKottmNu8/t+v0zZKFrS00Bcl0tbY40OXMuIVDNSGTHYVgaFtwFaDaZL8/9u78/jG7vJe/J9Hkq3jbWyPbW2ePZlkJjPZJxthSQOUsIYWCpSyFpre+4NbSvfSllJuKUsXSoHSpkDZWrhcLrQphLWQhED2PZlsk5nJzFib9/1o/f7+ODqyLEu2liPpHOnzfr38si0dS19LOttznu/zZNXGk53i6XhW/B+1vu6Ff1fPODabjlecafi2i4zvu5gJRVu40G98Pz2/8b5MA/bPlTIDq1btMzgdr/katjqLyI9E5NESX9c36jkBQCl1o1LqiFLqyNjYWCOfylE21IRqQVeX4oNNszNWv42zdpoho4BvP2X8LAAur6Dzl3uTTKhUxv6FJs0U8BNzmy9nflZaPQXG3DmZxYlbXci6sBsSsDZVqLjwtp2ZJw6qQRlchdkuqTLBFdaEyinKhLLyymKpTKhUduuDVjMAVC6LrR7m+124Tyz1GSm8eDOx0B5ZUMDGKWbmazy+rfljKe48areD/+ILeKZ0xvh822G85nYsm23c9GZTcVawHYIChUFVpYyLV173WhC81BTFwiCUVRdla30tCp+63ul4lWZCvexs4KdvA97qgIvAfQWB3lZ08Ox0e4aM76X25fnPVQveF/M8pxHd8eywXe8EDdt9KKVepJQ6XOLrPzf5swkAOwt+35G7rdztVKHinVOjpu5sxl104J+f/mDzgEkzmG9NMgME+rdefrPueMmsvQuTA8BLcsVcF7fokNfKgrmFzM9uIgOMD6x1QWkV8+Uwk0zME7jrzm7FaGpnFiZvRBCocIqKmeVSvK1hTSiDeaKdsTjgU652XSU1Cc27S02Tq1epbj+lPiOuggjEzcfW1jOnK84cKT5BbSZz3bdrTahy2SXpLPDqA80fTynF0/EaWhPKnI5nk06xwPr36Ccnje8e19p0YIXShclVQRDKis9+rQ9R+H7V83oW18YqVFz3TcTIgnLCBRiRtWycVh8LdiJ30TpfqJUZka/MTem36qmdVKy/Xdhtdb4JwBtExCsiewHsB3A3gHsA7BeRvSLSDaN4+U0tHKfj2GE6Xj4zIfd7uSkyneaXD6ydBFTaLXCz7njprP0DewO57LcP3GpMIyvH6pPiWpnrSjLT+rEAG+urpRtwot5o5olwo5okmA9ZWBOq+PXJZ0JZ//SOYp6QmdsUq/YN5abjpSvI1sxPxysTQLTCVjWhCjMsvG7guYWXwhys+KJUOmv8r6048Daf06yHaIegRqFy2SUpG13sacV0PDsFoQqPb83mLi8729i+Z7KlOwaKrB2LWjUzoNaATlOm49m05lqlzNfFDsdfncZ8zUvuy1u4HTDPlcoFXqtVuG44dDVxnJasziLySyJyBsBVAL4jIt8HAKXUYwC+DqPg+PcAvEsplVFKpQG8G8D3ATwO4Ou5ZalCxTVkstnWFyY3D/o7PQjV5VorvptIV1Z3pFyGgcpNX7HLwXE5w7lWt0cngXf+V/naUHY50LVbEKpw+gVgn9epGuYJfqOm4xVu88pl05jLOOFqcCOZ74XVU988spbNWCiVrew5Ngsg1qNUd7xbnzW+r/ssFGUMWdmhr5WKP+6ZCt+PRjBf0ydzHRPtti6WG06ln+FmKO6O15TC5DaajlcYfEnk6kgOacb7k8oCD0Q3vo/F0/Gs2Ae1ejpecYH2Qna5oFcrc7qXU8fvZObnumQmVAuzaM1zR/NCVb3WBaFsth9qV63qjvctAN8qc9+HAHyoxO03A7i5wUNrW+b6pLB2wtHsKyLmTr64jo3dAyaN5nGvnSRXnAlVpiZUI6auNEJxMcw7J9auxhd2a2lEPZhaFAah7HDQnc/yKcqEavXrVI18YfIGT8crzKYpV4eo0w84irvFWRUUdLnWAqWFKgmUbyhMbmVNqNz3wm1ofLnMGHI/2ynoUK/iGpFpiwoz12LXoBEwMNdRu2VqiBhd1oqPmdIZ+1xAE1kf1G/0Wymw2YWPguBLoiDD3i3AmQXj9+ITaBesvyhb80NYNR1Ptp6OZ7f1q1LMhGqdfCZUqan1LfxcmdvfpEVBqMJ1zw5dTzuBg8rYUj3WFWKVxk2BqXgM4HQ8k8dlHCDpaaNGUiWZUOW64zVy6orVtvesFfp+23+u3f7se9Z+tktwxTwAssuJqLvooMAur1M1CjMjG3ICXPD4T+SyLLqLnsd8vfp5wIH7IsDL9hs/W/V+uAVIFR24moGlrT6r5jSox3LTtKz8bJeqCZVRwOvOKxoD1rJLssr+wf1KFU/PT7d4u9blWgse2O0lNretx2aAcwoaUiRtNu3dnKKfUetb2jdCYRDTFkGN3P/9+ORaJpTXY2zHlnJ1J19btG4XZk+lLToervW1sCoTyoXKC5M7jYdBqJZxifFl10woq4JQ5rp31jA/Z83Cl7lDSNFBdysKk+dPOnO/337K+G6nA7lW6MoFoW7LTQeppOVzue54C4m1x7S7ckMs/L/skkJuPn0yY4/uLMXTiezyOlWj8AS/EcM2H1MBeDBq/GxOAzW9eB/wO1cC77ykAQNwkFkdmFi0PhOq1LThSg9azUDJo3Hj920WNgMo1R0vWSKzxTzZzmfSOWj92kypmlCtzGjpdq8FD2wR1CjwKweN73p6/e0pm0zNNrlzWYfNyHI3H94t9sgivTRofD8+tz4TyuMCVlJrvxcqrAllWSZUjY9h1TSgUts1k9Xb9ma7ZrfxPTTQ2nF0KvNiebFWTsvdv934fthnzeOZ66EdZjt0Cr7UHaJ4+kEzrpYVK56OF1kyvrdLsddauXN1C8wA0vXnbP035brjmUW+W929rRLFndxCua6A94XXbjPrybR6p2CuK8nM1q3lmyHfHa+ovpqdToq2IgKcmAPm9cZsi8wDiuWk8Tpd6N8YyBjSgPdcwQPbX7/I+G6eaFu1vrlkY8amWf9tq8+q2ZlOKeCqHYBmYd528UUZwAgqFJ+omlN28pmGNlj3rVCcCdXKmlCAcdHEvJpth6BGITMzOVEQhDK7ehZnVraSKxdUacp0PJudrO3PZajpaeCpXNarx2Ucc67m3rcN63ZRTSgrAnfmy1HtQ1n1kS+V4Wkyt2HNPu63yjsvAZ58F3CBv9Uj6UzuLTKhWhHcvGaP8Zn45YPWPF5+yqfN9kHtzKGbI6pWviZUQeZEqzKhzDGspo36R2N9zR2H3XTlspqWcidnlWRCuQR4dn7j7Su5A66Xnb3xPrv5378APHDD2gnwNXuM728sqBZnFmxv9U6h8AC11WMB1g4kMwXrM2Cfk4JKjOcCP8dmGrMtGtSM798/bpycWJlJ027M+gfm1BXLMqFcGwuT/+iE8X2radgC46R6tQHvXamaUGUzoeDM7pOb2VATqtVBqIK6iHbbhpk1GhMFUz7MgJSdsrjNgG8zMqHyGQM22BcCBe9RGrj99NrtHtdaYH3Duo31QSgrPv/m6zKkVfd3VgdeS12gzGeg2uQ9q4WVFyKoOp4ynW5bfexp5WfCXH+ddDHX6fhSd4jiKyStKEyeL36b+301VVnApd2ZG7zFXCZUXwWviZ4GTi+sZU+ZVqsIZLWaS4y6UH/yPOCWtwB/dS1w/bnGyaB5kG+ewLY6A6HwYNsOJ0nFnSbzr5MNxlap5+fS6xeTjdkWPX+X8T2RNr54AFue+dosm0Eoq7rjlShMPpdrof7LBzb/WzNQojfgvSvMkgOM50lsEoRyYqbhZooLGNshE8pkt5e4uyDAYfr+M8Z3OwWhzKmv2SZkuZvTU+2wLwTWtg962tjevDKXTe6StQy7UplQVl+U3T0EvOoc4GMvqu7vrM6EKhWEMm9zaiYUtVapC0qAM+uRlsPpeM3Hl7pDFM8Vb0UQynw+M3K+mgZ6eGKYPwD/1hPG90oCSK/JpZ9Orqy/fTllvKZ2q6uxGY8L2DtsfEYvydV2MDMy7jiTW6bF/0/hlUo7ZEMUT8dLO7BmjVkMPJFpzOdVBBjrNYJc3NZsznxtzGxMy7rjycaOOmbgfKvsJrNukd6A987MnPj6UeO7GWQqly2RLnO/Uwns0x0PWB/Msdu+y5yOpxdkQsVz+93XWjQNxArm9LJME6bjmZ8V22RCFQShllPA7lz33cL9YcmaULnty4k5az53mgf45EuBXzyrur87ZHFNm1I1odopWEDN11UmE8rptcYKmf8D15Hm4WF5hzC3D++/xdiY6OnmH3SaK/hXHjGKcN89wRNDYG2D9+y8kcZdycHQWcPG94/+DBgtKLZ8T8TZrUUHuo3vf3GbEaS4LVe8ftdg68YE2DATKjeGf74P+I8ngKlcl0En7Tz7utd+btSJ50A3cMdpI1hbSdfJTmVmEvx3rqacVZ8jtwCxJeB9/7122wMx4/m2yiIRGAXl53TrM6EGvEYx01PzxtjKBqHEKGz8V7cbvztp/dqMCBBeXHtf7o+0NtBfGNi3XU2o3GfiKw8DP8vtjx6KG2MernLaVSO5BPjZ6bWfG+mFe41ssHKd2JrNXG+//bQRhDOPI9ybBKFcAjwUA37re8bvrTzGuDxkzeOYb/uf3bJxfTZrsNotyEvO4HYZF4UL9+XA2rGnHY6L68VMqObjYXmHOOwDAv3AT04av4/0GoV6myk4AJy9HXhiyvgCNhan7kSHfUCw35geUWka97mjwN4h4+Sh2PN2WTm65jo8BuzYBvy8oK7DHz93rb5Pq4znPrvzunUHjPXYM2h8PRRbu233oPGZcIrQAHDeqBEgumK8Mc/xvN3AzU8bgdnLbPC+2dW5o8DObcD0qrE9qramSTlHQsBdE8APjq+//QW7t/7bK3cAPz5hrPtm9ysrvfNi4EM/XRtbsB84vygj4aKA8fn5+WljG3BgxPpxtMKRkLHvKHxfXrSvdeO5codxEWakx8hetJNAP3BwFHh6xvgyXbvXXgGz5+w0Luz5+zZ+jq32lguAB6L22aa6xDjueWLKWI8vChi3Xx4yumtu8xrbt0JXjBuBtPsjxn7ofx5p/rhNIsBLLTgWNo/zf3yi9P17h1p/QY+c6aodRkfz4n05YHym9g01fUiWO2vY+F/efH6rR9I5RJXK22wTR44cUffee2+rh0FERERERERE1DZE5D6lVNWhfCadERERERERERFRwzEIRUREREREREREDccgFBERERERERERNRyDUERERERERERE1HAMQhERERERERERUcO1dXc8EZkE8Gyrx2GRUQBTrR4EUZvg+kRkDa5LRNbgukRkHa5PRNbYal3arZQaq/ZB2zoI1U5E5N5a2h8S0UZcn4iswXWJyBpcl4isw/WJyBqNWpc4HY+IiIiIiIiIiBqOQSgiIiIiIiIiImo4BqGc48ZWD4CojXB9IrIG1yUia3BdIrIO1yciazRkXWJNKCIiIiIiIiIiajhmQhERERERERERUcMxCEVERERERERERA3HIBQRERERERERETUcg1BERERERERERNRwDEIREREREREREVHDMQhFREREREREREQNxyAUERERERERERE1HINQRERERERERETUcAxCERERETWRiOwSkSURcbd6LERERETNxCAUEREROZaI3CIisyLibdLz7RERJSKeKv7mpIi8yPxdKXVKKdWvlMpYPLYnROTXS9z+HhG5t47HvUVE3lnf6IiIiIgYhCIiIiKHEpE9AJ4HQAF4VWtHYwtfBPCWEre/OXdf04mBx5tEREQEgEEoIiIicq63ALgTwBcAvLXwDhH5goh8WkS+IyKLInKXiJxVcL8Skf8hIk+LyFxuWcnd5xKRPxWRZ0UkLiJfEpHB3J/elvs+l5tSd5WInCUiPxaRaRGZEpF/E5Gh3GN9GcAuAP+VW/4PirOpRCQkIjeJyIyIHBOR3ygY5wdE5Ou5MSyKyGMicqTM6/FlAM8Vkd0Ff38egAsAfFVEvCLyNyJySkRiIvJPItJTsOz1IvKgiCyIyDMicp2IfAhGoO9TufF/Krfsc0TkHhGZz31/TsHj3CIiHxKRnwFYAbCvoneTiIiI2h6DUERERORUbwHwb7mvl4iIv+j+NwD4CwDDAI4B+FDR/a8AcBmMIM3rALwkd/vbcl+/ACOA0g/gU7n7np/7PpSbUncHAAHwYQAhAAcB7ATwAQBQSr0ZwCkAr8wt/7ES/8fXAJzJ/f1rAfyViFxbcP+rcssMAbipYCzrKKXOAPgJjMwn05sB3KyUmgLwEQDnALgIwNkAxgG8HwBE5HIAXwLw+7nneT6Ak0qpPwHwUwDvzo3/3SKyHcB3APwDgBEAfwfgOyIyUvS8NwAYAPBsqfESERFR52EQioiIiBxHRJ4LYDeAryul7gPwDIA3Fi32LaXU3UqpNIxA1UVF939EKTWnlDoFI3hj3v9rAP5OKXVcKbUE4I8BvKFcHSil1DGl1A+VUgml1CSMoMwLKvw/dgK4GsAfKqV0pdSDAD6L9dPqbldK3ZyrIfVlABdu8pBfRC4IlZsG92sAvpjL8roBwHuVUjNKqUUAfwUjUAcA7wDw+dz/kVVKTSilnijzHC8H8LRS6stKqbRS6qsAngDwyoJlvqCUeix3f6qS14KIiIjaH4NQRERE5ERvBfCDXIYPAPw7iqbkAYgW/LwCI6OpkvtDWJ+98ywAD4DiTCsAgIj4ReRrIjIhIgsAvgJgtML/IwTADAoVPt/4JuPUNimM/k0AQRG5EsA1AHphZC2N5X6+Lzf9cA7A93K3A0b21jNVjLk4u6l4zKcrfCwiIiLqIBV3diEiIiKyg1wdo9cBcIuIGaDxAhgSkQuVUg/V+RRhGFlWpl0A0gBiWB9oMf0VjOLo5yulZkTk1Vg/ZU5t8VzbRWSgIBC1C8BELQNXSq2IyDdgZFL1APiaUiopIlMAVgEcUkqVeuzTAM4qcXup8Re/PuaYv7fJ3xARERExE4qIiIgc59UAMgDOgzGF7iIYtZh+itLd4ar1VQDvFZG9ItIPI8j0f3LT+iYBZLG+2PYAgCUA8yIyDqOuUqEYyhTnVkqdBvBzAB8WEU1ELoAxNe4rdYz/iwBeD+A1uZ+hlMoC+BcAHxcRHwCIyLiImHWwPgfg7SLywlxh9nEROVBm/DcDOEdE3igiHhF5PYz34tt1jJmIiIg6AINQRERE5DRvBfCvSqlTSqmo+QUj++jXNpmqVqnPw6i9dBuAEwB0AP8LMDKNYBQ4/1luWtuVMIqfXwJgHsbUt28WPd6HAfxpbvnfK/F8vwpgD4wMo28B+HOl1I/qGP9tubGcUUrdU3D7H8Io0H5nbtrgjwCcm/u/7gbwdgAfz/3trVjLdvoEgNeKyKyI/INSahpGUfffBTAN4A8AvKJgaiQRERFRSaIUs6WJiIiIiIiIiKixmAlFREREREREREQNxyAUERERERERERE1HINQRERERERERETUcAxCERERERERERFRwzEIRUREREREREREDVdvC2NbGx0dVXv27Gn1MIiIiIiIiIiI2sZ99903pZQaq/bv2joItWfPHtx7772tHgYRERERERERUdsQkWdr+TtOxyMiIiIiIiIiooazTRBKRD4vInERebTM/SIi/yAix0TkYRG5pNljJCIiIiIiIiKi2tgmCAXgCwCu2+T+lwLYn/u6AcBnmjAmIiIiIiIiIiKygG1qQimlbhORPZsscj2ALymlFIA7RWRIRIJKqUhzRkhERE505tkVHH14AQCwb38/zj7Q3+IRERER2V8qlcXPfjyFZDLbsjHsPbsP+w8OtOz5ich6tglCVWAcwOmC38/kblsXhBKRG2BkSmHXrl1NGxwREdnTN/9tAk8+tggA8AW8+PO/PdTiEREREdnfYw8u4P9+6UxLxzAy1o0P/v3hlo6BiKzlpCBURZRSNwK4EQCOHDmiWjwcIiJqsWhYx2VXb8fwSBd++F8xpFJZdHXZaTY6ERGR/UTOrAIAPvpPF6Db2/z95n9/J4ZvfyOC1ZUMenrdTX9+ImoMJwWhJgDsLPh9R+42IiKiklZXMpifTSG0Q8PwSDeUAiZjCYR29LR6aERERLYWDevYPtqN/oHWnDLu2N0LAAifXsVZ53IqPVG7cFIQ6iYA7xaRrwG4AsA860EREdFm4hEdAOAPGUEoAIiFdQahiIg63OJ8Cn/7F09hdSUDAHB7BO/8rb3Ydw6DHabohI7AuNay5x/fZeyr//Fjx+ApkcHs1Vx475+dk9+/k/08cPcs/s+/noZqwPykv/zkYWa2O5RtglAi8lUA1wAYFZEzAP4cQBcAKKX+CcDNAF4G4BiAFQBvb81IiYjIKaLhtSDU0PYuAEYQioiIOtvJZ5YxGUvg0iuH0dvvxk9/NIUnH1tkEConm1WIhXWce6h1RcGHR7rw6l8dx8xkYsN9KysZ3PvzWZw4tswglI09+uACUqksLr96u+WP7RKx/DGpOWwThFJK/eoW9ysA72rScIiIqA3EIjpcbmDM54XbIxge6UI0vPFgloiIOkssYuwL3vDrO9Hb58GjDywgFuFFCtP0ZBKplGppJpSI4MWv8Je8L6EbQSheWLK3eFjHzj29eP3b2TCM1tgmCEVERGS1WDiRD0ABgD+o8SSDiNpS+MwqTh1fQU+vGxdcOghhlsCmYmEdA9s86O0zTof8QS/ikfa8SPHEowuYm0lV9TfhXFHy4Lg9p697NTeGR7rywUSyp1hEx8WXD7d6GGQzDEIREVHbiobX17MIjGu449ZpKKV4gkZEbeULnz6JiVNG4OAP//IAdu3tbfGI7C0a1uEPre0ffEENd9/efvuHxfkUPvnhYzX9bbfX1dJMqK34g1q+9iPZz9JiGstLGfhD3lYPhWyGQSgiImpLmYzCZDSBCy4ZzN/mD2lI6FnMz6YwtJ01JIioPZj1ew5esA2PP7yAyJlVBqG2EI8kcOFlQ/nf/UEv9NUsFubTGBzqat3ALGbWRnzL/9hddYe53j43enrdjRiWJdo1cNguzKmSvqB9A5nUGgxCERFRW5qeTCCTUeuudAdyB0LRsM4gFBG1jenJJNJphQsvHcSTj7K20VaWFtNYWkzDH1zL0DBPlOMRva2CUOYUw7MP9GNkrL0yUto1cNguzO1QIMQgFK3HIBQRtaXJWAL/+qkTSCWzpRcQ4CXXB3DkKuu7dTRbNqvwL39/HFMx6+sijPi8uOG9++ByOe8KY6ygM57J/DkWTuDA4ZYMi8hWjj25hP/7xdPIZirrn719rBu/+TtnOXKb0M7M7d34rh6M+ryIsQHDpkruH3IBqXgkgf0HW9cRzmqxiI6uLmnLDnL+Ng0ctotYWIenS7B9tP0+e1QfBqGIqC098egCnj2+gsMXb4PH49pw/1NHF3Hvz2fbIgg1M5XEw/fNY/dZvRi2MLtndiaJR+6fx8xUEqM+5109NbvgFV7p3jbkgdbjYpYAUc7D984hckbH+QXTVsuZnUni0QcWMD2ZxJjfeduEdhYtCKr4gl7WydlCqQyN4ZFueLqk7fYPsYiOsYC3LQPHvtz+PdZmgcN2EYsk4PO352eP6sMgFBG1pXgkga5uKXvF/saPP4PoRHscaJr/x2vftAP7zqmu3sNmnnlyCX/3wacQDesODULp2Da01vkIMNo9+0Na27z3RPWKRXT4Q178xm/v23LZ408t4W//4inEwjqDUDZjdnrr6/fAH9LwxKOLyGYVT/7KKJWh4XIJfH5v2wWh4tEEQjvs2eGuXsMj3ejqlnxmG9lLLKK37WeP6sMgFBG1pXhEhy+glT0A9wc1PPLAPDJpBbfH2QfpkVxAxeoONmtT13QcvmjrLIlaJPQMjj+9DFXZTKCqnDq+nE/VLxQIaTj68AKOPrxg2XOJAPv298Gr2beAK1Ep8UgC47sqO0nwFdRUO3xxY7YJVBsjmGi8P/6ghnRKOTaLtRnKZWj4ghrCZ1ZbNCrrZdIKU/EELr58qNVDaQiXS+ALsEOeHbX7Z4/qwyAUEbWlWCSBnXvKn1j5ghqyGWBqMlEyUOEk0bBRC6Ew48cK/QMe9A94GnqF8Qc3xfC9/4w27PF/4Trfhtt27O7BXT+dwac/WlvL6nJecr0fr3rduKWPSdRI6XQWU/EELrliuKLlzW0CT/jsJxZe6/Rm7tNiDs1ibYZYRMf4zo3HCP6QFw/fP9cWF6gAYCqeQDYDxx/nbMYX9OLMyfYJHLaLyQ747FHtGIQioraTTmcxPZnAkeeUP7Ey60DEI7rjd5DRM6uWZ0GZ/CFvvrZSI5x5dgW+oBdv/s3dlj+2QDC+e+NJxgte7MO+c/qRzVqXfvWVf34WE6d4EEzOMhVPIps11vNKNXqbQNUzO70Fcu+jv6BOzqGLWjgwm0qns5iKJXDJ5RuPEXyB3AWqeGJd0XKnikeNgLEv4Pz/pRx/QMND98whnc6WrAFKrVGq+D+RiUEoImo7U7EEslnAFyh/YmWedMUiCZzfrIE1gFIK0QkdVzx/pCGP7w9qePj++YY8NgBEIwns2tODffutq2W1FbdHsOesPksfc3xXD07zSiw5TP4koYpAfKO3CVS9aNH72L/Ng94+d9vVNrKKeYxQKvia77YW1dvi5DkWyTXoqCLQ7DS+oBfZrPG+BsZZf8guzO2P0y/0UmMwXExEbSd/0LXJjq+3z4P+bY2datZo9905i0986GnoehbBhmVCaVhaMK6yWy2VzGI6nmhYFlcz+UMapuIJpFLZVg+FqGLmSYKvmiBUbpuwvGT9NoFqU5xxICLwB1knp5y1wMzGz33hBap2EAvruaBk++Yd5OtXtsl71i5ikQS2DXnQ08tambQRg1BE1HYqPbHyB72OPmi57YeTOPPsKs49NIDzLtzWkOconLZotXhUh1LtkaodCGlQCpiMOvfzRJ2nlpOEfL0hBjhsIxbW0VXU6c0X9CLGaZMlmUG7UlPU2uECVaF4NLFpVng74DbJnmJh55e7oMZhEIqI2k68whMrf1Bz9EFLNKzj4suH8Fvv24+RscYcZJoBomgDDsijZle/NghCNfJ1ImqUeA0nCflMEQY4bCMW1uELru8G6w9qmJ9LYXUl08KR2VMsomNwuKvsMYIv4EW8TS4oxNqg7uVWenrdGBj0OPqiYjtqh5qr1Djtm5tJtAV9NYOpeAJaj5vdY9pMpQddvqCGpYVprCynHZeqvrSYxtJCuuFZRCNj3fB4pCFXhaPhBESqmwpkV+aV5na5ek6dIRbRcVGJ4sybGRnzwu0WRwfwnS6Vyq7b1oTP6NhzVu+6ZcxgYTyqY/c+a2vgOcnsdHLD1NEzz65uuu/0BzU8+qDz656trmSwOJ/OF6pvZ/6ghjj3v003P5vC4kIKACACBEI9cHsES4tpLC9l2roWGdXHWWddRBb6l78/jiceXQQA/MlHDiJUolUvOVM8staqejP5DkLhBPbud9bm0DwBaXQWkcsl8AUaM20xFtaxfbQb3d3OT8r1am4Mj3TzxJwcI3+SUOUJqtstGAt4GXBtoW/9+wRu/cHkutuec8365hRrU5QSHRuEmp9L4f2//SiyJUr1XfOSsbJ/5w96ccetaayuZBxdzyZeQ803p/IHvXjwnrlWD6OjpFJZfPD3HoOur61g110fwCtfF8pnhXfCZ49q46yzLiILnXl2FTv3GB2tTp9cYRCqTSwvGUW0K6mBUFhHYO9+Zx2kmzv4ZhT19oc0TJyyvvNbNKy3RVFyUyDEGizkHPE6OhcFQhoiZ9gNslVOHlvGzj09uO7VQQCAywWcc2hg3TKjfi9EOjs7M3xqFdks8KrXhdZlPokA+w+W78hqnjjHIzp2W9xJtZnWupO1fzaKL6hheSmDpcU0+gd4etsMU7EEdD2LF77ch337+3HT1ydw8pllAGv7l3Yot0CNwbWUOpIZqLj2pT5MnFpFnPPI20Y1LWFHfV643M4sZlmqEG2j+EMaHrp3DqlUFl1d1mQtZbMKsYiOA4cHtl7YIfwhDT+/ZRpKKYjI1n9A1EJmdqOvhhNUX9CLh++fQyat4Pbws95M2axCZELHc68dxUWbZPx2dbkw4vM6cv9mFfNizZUvGMHgUFfFf5fPknZ8EMqY8j7qb/8glL8gcNg/UD7ASNYx9yGXXjmM3fv68OgD8/lprNGwDk+TjlHJmWwThBKR6wB8AoAbwGeVUh8pun8XgC8CGMot80dKqZubPc5WuOun03j8kcX875ddPYxDFw7W9Zj33zWLh+8rP9991NeNl78m2LYnUmbQKbRTw8hYZx+ktRszE6WSeehuj2DU53VkEDJaohBto/hDGrJZ4F8/dQLdXmumJqRTWaRTqi0645n8IQ3JRBZzMykMj/DAi+wtFtHhdktNTQ0CIQ3ZDDAVT7TVOmx3qWQWn/vkCSQT2Yqyt/1BZ+7frBIN6+jpdWPbYHWnO/ksMoe/dvGIjhGfFx6P86e8byXfMCGSwL5zGIRqhvx0z1yXydDOHtxx6zT+9VMncOLYMnx+b1OOUcmZbBGEEhE3gE8DeDGAMwDuEZGblFJHCxb7UwBfV0p9RkTOA3AzgD1NH2wLTMWTOPH0EgBjfvvcTLLuINTN34xgZiqJgW0bPwK6nsXSQhrPfeEohobb80QqVjBP3h9kEKqdxKs8sXJqh7zohI49TbpCu/9AP8Z39Vg+JS+0Q8M557VPJlSgYHong1Bkd7GwjjG/UWS8WoXdIBmEap5nnlrCI/fPw9MlOOe8rU+0/UENTx1dRDarOvJkMJab8l3tBVWPx8giizvw2KBQLJLoiKl4ABsmtEIsoq/rRH3eBQP42biGk88sQwQ48pztLR4h2ZktglAALgdwTCl1HABE5GsArgdQGIRSALblfh4EEG7qCFvo5a8J4uWvMeb9f+mfTuKJgqyoWmSzCpOxBK75xTH80ht3bLj/iUcX8MkPH0M8kmjbIFQ8qsPlBkbHvPCHNDz5WOcepLWbeDSBUX93xSdWvqAXjz+y4Kj3P5nMYmYqiSueN7L1whYYHunG+z58sCnP5WSFJ+YHDm/bYmmi1opF9JrrdRTW06PmMTN9/+LvDmFo+9bHZ/6QhlRSYXY6WVPGm9NFwzoOXVTbRVvjAqVzM6GyWYV4VMe5h9rnQs9m3G7BqL/b8YFDJ4lHEutKXwTGe/BnHzuvhSMiJ7FLEGocwOmC388AuKJomQ8A+IGI/C8AfQBeVOqBROQGADcAwK5duywfaKv5gxru+ulMXR07ZqaSm06DMdMqYxG9rbIUCsXCCYz6vHB7BP6ghlSqcw/S2k0souc/w5UIhDSkUwozU0mM+jZ//5VSWFpIQ9U7yDpFJ3QoZRTCJvvYNuSB1uPCmZOrWJhPWfKYXV0uR3dnoo2WFtPIZq3dini9Lni1yj8nmYzCVCyJCy8dqun5enrd2DbkwcSzlX3W+wc8jgny21ksosOruTA4XFl9o7XaRomOO75ZWU5jcT5dV6DVyVlkczMppJKqoiYt7cIf1NgcpIliER0XXT7c6mGQQ9klCFWJXwXwBaXU34rIVQC+LCKHlVLrGq8qpW4EcCMAHDlypNXnipYzA0fxqF5zy12zU0q5ws1D27vQ1S1tXUcgHtXz/7+vgw/S2o2Z5XfowsqzUMwuOLGwvmUQ6tvfiOB7/xGta4xWCu5gR0c7EREEdxg1Ee64ddqSx3S5gT//m0NbfjbJGe752Qy+8I8nLX9cr+bCX/7DYfT2VXZYNz2ZQCaj6mqfHRjvwb13zOLeO2a3XPayq4fxtv9vb83PRYZY2Dh2qXR6WeH+7bwLOis7MzpRX3cuX8CLVFJhftaZNf7i0dq7XzqVP6jhsQcXkMmomqYZU+WWFtNYXsp0zHRPsp5dglATAHYW/L4jd1uhdwC4DgCUUneIiAZgFEC8KSO0icKrWjUHoczuYWV2zC6XwBfQ2jalNZtVmIwmcPB844DMfB068SCt3WyV5VdK4Tp16KLNlz3+9DLG/F5c+zJfHaO0Rl+/B8EdnXNw6RRvfMcuHHtyyZLHWphL4bvfiuLUiRUGodrEiWPL6Pa68EtvHLfsMeORBH7yvTjCp3WcfaCygrzVNHAo5/Vv24mnjm5dHuCu26Zx4thKzc9Da2KRBM4+UPmx37ZBIzuzXY/nNmN2xqv1M+53eI0/cx33dVDGtC/oRSajMD2ZqCojnqpXXJScqFp2CULdA2C/iOyFEXx6A4A3Fi1zCsALAXxBRA4C0ABMNnWUNpDv2BGu/YAiFk6gr9+N/oHyb78v6MXEs9YWIbaL2ekkUimVP8AY2GYU1WNtC+cz14tqru73D3jQ21fZ+x+b0HHg/AE8/0VjNY+R2ltoZ09FXasqkdAz+O63onVt78leYmGjDpOV25DpSSMIFQ1XEYSK1J8lEQhpFWWZzM+m8P3/jCKVyqKrq/27dDVKQs9gdjoJf7DyWoAiAn9Ic3Rto1qZLeJrDeCbwZtYOIEDh60cWXPkp24OVTZ1sx2Y27N4hEGoRjO3KfVcyKDOZosglFIqLSLvBvB9AG4An1dKPSYiHwRwr1LqJgC/C+BfROS9MIqUv00p1XbT7bbS1WV07KgnYBKL6FuepPsDGh66Zw7pdLbtWrua0wzNaXgiAp/DC1CSIb9TrCI9WERydQQ2X6dWVzKYn0shMM4DG2oOr+bG8Eg3A+RtJBZJ4Kxzre1qOTzSjW6vq6pgZTyio3/Ag77+xh8G+oNeKAVMxRKcQlyHeNQ86atuH+QPanjk/nl889/PbLrcvv19uOgyZ9d3eeDuWZw4tgwAePT+efgCtbeIHxzqgldz5ae1OU08moAv4K26M6CT5Wc2RHQcvri+LuJWmYoncPuPp+AParjqBc1pJtMM1XaiJipmiyAUACilbgZwc9Ft7y/4+SiAq5s9LjsKBL111WuKRxI4uEXNHF/Qi2wWmI4n2679snlCVxiI8wc1PPVYfV0HqfViER29fZtn+ZXiC3q37DpppvbXWl+CqBb+oJeFVttEMpGtOpOlEi6XwB/05mvgVCIWSeQvxDTa2rQmBqHqEc9nr1X3vh28YBseuncOP/3RVNll0uks7rrN4+gglFIKX/3cKayuZvIXT695Se0ZhyICX8C5FyjjER17z7Y24G13RmDdbav37NYfTOLH3zUqxxx5znDbZIPGInpVnaiJitkmCEWV8wU1PFljxw4zm2OrgxhfwVz4dgtCxaMJaJoL2wbXPv7+oBd33z4DXc9Aq6LDENlLrVf+Kuk6aZ7gtdv6QPbmD2m487ZpKKU66op2O5qM1RZEqIQ/qOH408sVLx+L6DhcY+v6avnyU2ScmVFiF9FwAiLAWJXTjC6/ejsuv3r7psv8980xfPPfJrC0mK76Io5dLC4YhZJf++Yd+IXrrKnb6A9q+cwqJ0kms5iZSuKK57VP5k2lfEF71bSdOLVW2mQylkCoTQLxxvE2j4epdu0Rju0w/pCGVFJhdjpZ9d/GK6wDYR4km+nf7SQW1uELre8u4yuYR07OFQ/XFjQ157RvlnYfi+jweGqvL0FUC39QQ0LPYn4u1eqhUJ1i+ang1h+4B8Y1zEwlkUxkt1zWbF3frK5GPb1ubBvycFppneIRHdtHu9Hdbf2he2GDFqeKnsllK1s4Zd4X9BrrVXLr9cpOpmIJKNWYgLfd+YP1lSyx2sTpVYzvMgJP7XKOYXai7sTPF1nHmZc7OlxhN69q5+LGKkzn7u3zoH+bx9EHJOXEownsO2d9irK/4Ertrr29rRgW1UnXM5ibTdV0gucrmC5SrutkdELHWMDL1GNqKn9BcdyhYed1aGoXf/3+J3DymbUObz29bvzZX59XVdHffOOEQAMyoQpqoezcs/k+rJHBsHL8wc4sjm2lSup51ipQ8Pk569zKitvbTSSXrRy0MAjlD2r5emZWNZxohlJlJzqFkT08g3f92v2tHkreL7xkDBOnVm2VoVWPWjpRExVjEMqB8ifMYR3nXbB5badisUgCLpfRZW8r/qC37TKhksnSNTnGArmug22yg+hE8RqKkpvGcl0nNztAiIV1Rx2EUnsobBN+7qGBFo+mM62uZHDymRWcd8E27Dm7F/Nzafzsx1M4fWIFg1UUv41FEhge6YK3AVO+zSBCdGLrIFQ+I7qJJxC+oIYH755t2vO1G6UUYpFExd0Pq7V9tBueLsnXPnSi6MQqtB4XBoet6wZXWJrCSfv/WFEDnk5y1fNHkM0oZDL26F3l9rjwvBeO4rYfTrXNOcbaBRUGoah2DEI50LZBD3p63TVF1GMRHaM+b0Ud73wBDY8+OF/LEG1rMlo6Rbm724Xto928UutglU41LaWry4WRse6ymX+pVBZT8QQuudK5RVvJmYa2d1Xd+YysZZ44PPeFo7jwyBCWFo0gVLUdmOIRvabtUyWquZASi+jGxShf8zLr/EEvlpcyjq451EpzMykkE9mGZbYYxe237hJrZ9GwjuB4j6W188ysRacdG8YjOgaHuzqyxunAYBeue3Ww1cPYoJ26cOc7dXZgkJOswyMBBxKRmjdmsbBe8ZURf9CLO25Nb1qs2Wk2S1H226yYIVUnFtGNoq0VZPmV4gtqOHFsBT/6TmzDfcuLaWSz7IxHzSciuRoX7XHw6kTmibmZOVRLByYjk0XH5c9tTKHgri4XxvxePPrAPLSezffXRx9aqPhilFX8BRnc/Q6d7mXSVzO449bpujIt3G7BFc/bjt6+yg7DzWOXQAOnV/mDXpw+ubr1gja0uJDCU0eXcNULrF2/tB43Boe7HHdsGI+wXo/dtFM2aCyio6fXjf5tDCNQ7fjpcSh/UMNTRzdvKV8sm1WYjCZw8PzKpvAVdrTZfVZ7tHk1o/djJWpy+ENeHHtyiV2oHCoWSWD7aDe6aizauv9gP44+tIBv/ftEyfs9XYLdZ7FeGDWfUzs0tYtSmUPVdmBamE9DX8029MTw7AP9+Pkt0zh9svQ2rNBzrmlu1yxfvpalc2sOme69Yxbf+PKZuh8nm1V44cv8FS0bC+emV4Ua9/nxhzQ8cPccUqms49rI3/bDKQBoyGfLH/Q6qqC0GfBm5ra9tFM2aCwX5OS5EtXD2WtBB/MHvbj79hnoeqbidNvZ6SRSKVXxdIB8AfRoon2CUBEdQ2VSlH1BDclEFnMzKQyPsACw08TrLNr6i68M4AUvHkO5a9tutzjuwJzagy+o4b47Z5FMZhvSGYs2FwsnMOpfnznkD3px9OGFih+jnunClXrjO3fhNW/eUdGyXm9zP0cjY0ZTByedzJcTndDR7XXhw58+H6jxHOwD730MkTOVBzFjER1ezVVVIfxqBUJGEe7JqLOKcAPAxKkVjIx1W54JBRjb3/vvnHXMBcrlpQxWljPMhLKZwgZI/QPODsTHwzrOYY1KqhODUA5lTguIRxIVd3Mzpw5UWox0xLd1sWaniYV1+Mr8/4UFgBmEchalFOLRRN1XQRtRMJioXoGQN3dyqGN8F7Pxmi1WopaTP2h0YKp0unozCgWLiG1rwLjdgjG/vVqn1yoW0eELeLec9riZ4A4N0YkqglBhHf6Q1tAgiHlsGHVgE47w6cZ1NvYHvVhZzmB5KeOIDJZ80egO7IxnZ76Czub7znFuEMrsRM0gJ9XL/ltTKqkwol5xEMqsa1HhhsMs1twOVy6Bte4yl15VOkU5n/kVTuDA4WaOjOo1P5tCQs82NMuAHaNT7QAANYBJREFUqFXWOjQlGIRqMnMa+6EL109jX7sQVNl09XhER1eXdPQFDn/I6+jua6Z4RMfuffVlhwfGe3D37dMVZ9cYnfEam5GeL8Jts/foUx89hjPPrmy6zOJ8Gpc/d3tDnt/nsHpmsSZkXVL1zGxQpwfiJ6PmBRV+vqg+DEI5lNlSvpqNWS2F5HxBzfEbTNPSolFkvdyOeXC4C17N1Tb/byfp5HbE1P4KizpTc01PJpFOqw0ZxP6CGkeVBKFiER1jAS9cLvtP52kUX1DDow8sIJNRcLud+TqkUllMTyZx2dX1BTyC4xr01SzmZ1MY2r55YDKhZzA7nYQ/2Ng6Xl7NjeGRblsdAy0vpfH4wws469x+BMfLn/S6PUah90YozJJ3Qj2zeDQBt1uwfbRzA9525HYLRv3djp9dwiAnWYVBKIfq6nZh+2h3Vd15aikk5w96ceyJ9ijWHd8iUCEi8AW8jt9BdCLuFKmddXtdtjs57BRrGcTrty2jfi9crspbt8cjCYzvctYUJ6v5gxoyGYXpyQR8AWduqydjCShV/74mkAuoRCb0LYNQ+XboTejOGgh580XQ7cDc5v3iK/04fPFgS8awfbTbqGcWtc/rspl4RMeY3+vYQG878wc1W61ftYhHEkYn6hINnoiqwSCUg/lD1XXniYd1nHu4ukJy7VSsu5JAhT+o4fjT7ELlNPGIUSh2cLhxRVuJWsluJ4edwpw+VhwA8HhcGBmrrMZROp3FVDyBS67o7G5VhVPenRqEyheYrzMgZGb13PvzGSzOpzZd9tSJVeM5m5Dp6w9p+Pkt07j79mkAQF+/B4cuak3wByjoCtjCLGeznplTLlDGwgn4G9hFkWrnD2p47MHNs0HPPLuC8Gljne/t8+DQRdtslQRg1s1lkxSqF4NQDuYPajj2xBKyWbVlir++ahaSq+7AyawREI8mHB+EqiRFmV2onMk4qensqS7U3nxBDXfeVnkNGbKG0cnIU7IgcaWt26fiSWSznC7sK5jWdD5aF9ioRz4oUmcWQP82D7aPduPO22Zw520zWy6v9bgw1oTA3e59vbjl+5P44meezd/2px89iOCO1mTxxSI63G7ByFhr1x2/Qy4CZLMKk7EEzr/EmetXu/MFvchkFGamkhjzl/5M/9PfHsfsdDL/+/s+fMBWtSDjuVk1RPViEMrB/EEvkgmjpsBWAaK1dO7qNhyFc+HPdXg7zkpSlP3sQuVI8Wj9hWKJ7Mwf1JDQs5ifS2Fo2NkXBJwkGk6UDR75ghqefGxxywtBsTLZVJ2mf8CDvn63YzJKSolFdAwOd9XVGQ8wpv+/78MHsbiweRaUqX/A05QLY5ddvR1nnduPTEYhHkngM3/zDMJn9JYFoewytcwXMOqZVXLRt5WmJ5PIZFTHB7ztqvCcqlQQSl816r+96OU+nHt4Gz790WOInLHP+YjR4EnHlc9vbH066gwMQjlY4cZsqyBUrS1bB4e70O11tUWHvFhk6xRlP7tQOY5VhWKJ7MzcdsXCCQahmigW0XFBmawCf0hDKqUwO53cNFMjzpp1ef6gVlUtS7uxMgugp9eNnt76gllWE1nLOhoa7jYa4LSwIYJdppaZGSzTk+UzWOyA9THtrbCrKkpMczUTBvbu78P+A/1VN6BqtIW5NBJ6lkFOsgSDUA5mbsy+cuOz6O3b/K1cWkgbheSq3Hm6XEaxbjttBGuRzSpMxRI4f4vClmaK/Te+fAbf+4/ouvuufP4Irn2pr2FjpI3uvn0aP/pOfNNlMhllSaFYIjszP99f/udn0dtX2YlrYFzD29+1p+Lpe8tLadz48eO48MgQt3UwXo+lhXTZDKa1DnmJTYNQsUgCA4Me2wUcWsEX0vDYg/Mbbl9dyeDGjz+D5aVMQ57X5QJ++Y07cE4dGd1mFsAlV3ZGba9ur9EAJ1oiCHXsiSX8/JYpvPk3dzdsenAmY0wtu+DS1k8t2yqDxS7MgDeDBPbU1+9Gb5+77NTOwkYYXd0ujIx122oaKIOcZCUGoRxs25AH177Uh6n41huokbFu7Njdi66u6tO5fQEvTp1crWWItjEzZbTZ3mrH7NXceOkvBTBxav3/e+r4Cu64dYonZk129+0zmJtJbtkWeceuHhw439nTRYk2M7S9q+LtPWBs8+67Yxa/8uYdGBisrGD/8aeWceyJJTzz5BK3dSg84C4/HQ8wThzOu2Bb2ceJR3UetOf4g17ceWsaqyuZdUG5Z48v46mjSzj7QH/FQdZqPP7wAh64Z66uINTSYhory5mOei/9IQ3RiY1BqPvunMVdP53BK38l1LB6odOTidzUsta/3uaxYzySAC5q7Vg2E4sk0NvnLlnDjlpPRHLZoKUv7MciOkSM7quAsY+xUxIAg1BkJdtspUTkOgCfAOAG8Fml1EdKLPM6AB8AoAA8pJR6Y1MHaTMigte8aUfDn8cf0vDA3XNIp7PweJxZrLua6YiveG1ow23/8bUJ/OS78U07WpD1ouEEDl6wDW9/195WD4Wopard3h99eAGf/ugxRMN6xUEo8wBTKdi+9kkzmFegy2VCbRv0QOtxbVnjKBZJlJ3S12nMk5d4RMfus9bq+JnZNm9/956GTDf92PufqHtamTmNsJOK8gZCGp4+urHumfmZr6QcRK3W1r/Wv979Ax4jg8VGAYFS4hEj4M3mFfblC3rxxCOLJe+LhXWM+Lz5hIFASMPTj29dd7BZ4pEEuroFQ9vZiZrqZ4sglIi4AXwawIsBnAFwj4jcpJQ6WrDMfgB/DOBqpdSsiPAybZP4Akax7qlYAoHx1hSnrFe9B4+BkIZ0WmEqnuAVgCZJJrKYnU7CH2QBRKJqFU4V23+wsuyPwpP0reoctZuZqSTi0fUnmE8+trBpZ661q9rls9NWljef0tdp1j6X64NQsQkdWo8Lg0ONObkJhDQ8+WjpE79K5Wt7ddB7GcjVPZuZSmLUt7YemLVromEdBw6XzwKsh52yLsx1/dTxFTzx6ELVf7v37D50ext/ETcWSeDAYWaF25k/qOGun85AX81saHAQK6o55wt6kUoqzM2kNu3s3SzxiA5fQLNFQIyczxZBKACXAzimlDoOACLyNQDXAzhasMxvAPi0UmoWAJRSmxeKIcsUFut2ahAqHtXR01t7inJw3HgNohOcVtEs5glhJ111JrLK8Eg3urqlquyPwtov8S3qHLWbT3306ZK1N3bu6dk0+9UXNK5Ul5PP5uB2DIAxzcTlwobAXTSSQCDUuAyOzU78KhUL6/B0iS1OBpvFbx77hPV8ECqZzOZbyDeyaU08oqN/mwd9/fY4VRnf1YPbfzyFT374WNV/+7JfDuDlr9mYZW8lXc9gfjZli+mLVJ6Z2RePJrBr71oDpGxWIR5d34k8EFqb8m2H7U4sksCOPc48DyT7sceWHRgHcLrg9zMAriha5hwAEJGfwZiy9wGl1PeKH0hEbgBwAwDs2rWrIYPtNL6C9HmnMq8u1HqAa175jEzouPCIlSOjcvLZax101ZnIKi6XceW+VFHhcmJhHedfMohH7p9HLKrj4CZ1jtpJKplFPJLAc64ZwRVFrafNZhXl+INe3POzGST0DLzaxuBGLF8omNsxAPB4XBgZ29jsJDah4+AFjcvgMPcjsYiO3fv6tli6tFgkgTG/t6OyAApPgg/nunlNRhNQCvnbGyUatq4ToRV+6dfGcdlzq+/C+5V/fhZnnm18XdV4B04XdSJfYG2dKgxCzc2kkEqqdce8voKC+K3eH6fTWUxPJnDpVZ3RmIEazy5BqEp4AOwHcA2AHQBuE5HzlVJzhQsppW4EcCMAHDlyRDV5jG2pp9eNgUFPPv3aieIRHeecV/sBrtbjxvBIN6ITzi7Q7iT5Ol4BnrwR1cIf0nDy2HJFyy4tprG8lME55/Xj6aOLDc1wsJvJmHFSfe6hAZy9RROEYvmW29EEdu7p3XB/LKLD5QZGOyirbCv+oHfd52t1JYP5uVRDLzgEctkHsXDtQah4REdwR2dlAfQPeNA/4FlXnNzMUg7uqC7IXa14xAiK24WmuavePgDAjj09mGhKEMo+0xepvDG/FyLYGIgPb8z+N+sObjblu1mm4klks1tfmCGqlF2CUBMAdhb8viN3W6EzAO5SSqUAnBCRp2AEpe5pzhA7my9grw4N1UjoGczNpOq+OhQc1/DYgwv41EfLp2JrmgtvfOcu9PbZZdVyLrPgaTPqKBC1I39Qw/13ziKZzKK7e/P1yDyZ9Ic0+IKaozNfqxWtonFFscLW7aWCUPFIAmM+L9yezsme2YovqOHJgmLX5usfaGAQKj8NMDc98t47ZnDnbTPrltm1twevet14yb/PpBUm4wlceNlQw8ZoV/6Qhofvm8fsjHHsMzNlvIbnXzyIH/xXDLqegVYiC7AeK8tpLC6k2yKDMBDS8ODdc0gls+gqsx2OR3V8898mkE7Xfu18ZjKxrrMa2VNXtwvbR7s3XOgplTUrIvCHtIZmHFYqVnCMQGQFu5zd3QNgv4jsFZFuAG8AcFPRMv8BIwsKIjIKY3re8SaOsaMVX7l0EjODq96DmStfMAJfwIvV5XTJr4W5FB64ew5PP75kxbA7Xjxir1R8IqcJhIymEpPRrQ9gYwWBAF/Qa4srr80Szx/8V7+9GQvkrmqXqCcFGCcW7XAibSV/SEMqqfJ1hcwsm8B4414nj8eFUb83H/C65fuTOHlsOb//jk7o+MFNMaSS2ZJ/PzWZQDbTmVkmV//CCEZ93fnXqqfHjat/YQS79hlB10YcG5rbn4ANOuPVKziuQSlsaHxQ6MG75/DI/fNYKXN8WclXT68bz3vR2JYXHKj1jIYWRZlQkQR6et3YNujZctlWYKYdWc0W6RpKqbSIvBvA92HUe/q8UuoxEfkggHuVUjfl7vtFETkKIAPg95VS060bdWfxBTUsLkxjZTntuCyftQ1nfQczl145jEuvLD8XenUlg9/7jYc6KoOgUZRSiEV0XPl8dsYjqpV5xTIaTmB818YsnUKxsI6uLsHwSDd8AQ333VFZBlU7iEUSGBruqimbozt/VXvjdj+bVZiMJXDows6orVUpc19sFr+PhXV4POW7EFr3vMbJnFIK0Qkdl129Ha9/m5GEf+/PZ/Cvnz6JyVgCoZ0bp9x18gnYFc8bwRXP27gvDp8xppgV17axQqyO7ES7MRv6RCb0stvhiVOrGB7pxh988EAzh0Yt4g95cezJJSil8rVq4xEdvhK1a/0hDXffPtOQjMNqxCIJDAx60NPbujFQe7FNNEEpdTOAm4tue3/BzwrA7+S+qMnyB43RBPacZZuPTUXMTKixBtcWaofaWXYxP5dCQs925AE/kVV8QS2XpVNZJpQvaLRe9uczqBIY39X+NXBiEb2uKQa+MleqZ6aSSKcUpy8UMQMLx55YwuBwF06dWMFYwLtpF0IrBEIaHn94AbPTKayuZPJdb4HCgK1eMgi11ijD+Zk5VilX28YK7VRLzQgsAM88sYRQmZpip0+uYHwXtxOdwhfUkExkMTeTwvCI0fUuGi5du7YwaG91sLca8ajOGq1kKWdFE6hl8h0awjr2nFVbUc9WydcWasIVfSfXzrKTfFtzHvAT1czM0qkkCBWNJLA7d4BbWOeo3YNQSinEIwlc9pzaO/74g148U3RVG2BnvHK2DXrQ1+/G9/4ziu/9ZxQAmtJxyR/SkE4rPPbgPID1NajMYrvl1pVYWEf/No/jMsEbqavLhRGftyH1atqpllpXlwv+kIbbfjSF2340VXa5SzbJtKf2kt/e5M5PNqtd6y84/2plECoWSeACGzUKIOfj3pQqMurrhssFR2b5NLO2kD/oxSP3zzfludpZrIOnPhBZyR/aOjCeSmYxHU/g8quNk6CxwFrma7tbXEhjdSVTV6DIX+KqNsCW6eWICN7zJ/vX1R07+0D1XceqZV7UePCeOQBAYMfae+7VjA645daVGGsUlhRoUP24erMT7eaG9+7DxKnyHfJcLsG5h2rv4EzOYh7bxiMJHDi8ee3aRmYcVmplOY2lhXRbrZPUegxCUUU8HpdRu8FhWT5mbaHLn9uc2kJOrp1lJ/GIjm6vC4PDXa0eCpGjBUIajj2xlO9EVspkLAGl1qYkaZobQ8NdHVHfzoqOP2ZBc/Oqdv6xIzp6et3oH+C+oNj4rt4t65RZzTzxe+LRRfT1uzGwbf37Egh5yxaYj0d0nM8sgA38IQ1PPra46falWtmswmQ0gcMXtc/r7Q9qvKhGeUPbu9DtdeXPqczvpTqEdnW7MDK2sZteM5nbRTODi8gKPDKiijmxQ97CfBr6arapmVCAcdV079ntt3o9/fgi7ri19n4Alz93Ow4c3rpIbyxsXHW26qCWqFP5Q0aWzhf+8SQ8Zaa2zM+mjGULTpJ8wcZMs7GbmAXZSubr9p3/F8Hdt8/kb3/q6CL8JQrNUmv09XvQv82DpYU0AuNayQLAP79lesO0ypXlNBYX0pxWWYI/qCGVMjodWlVYfnoyiXRa1dStksgJRAT+gizCWFiHiJH1VIovqOU7e7aC2dmRgVSyUvudJVPD+IIanjxq7RWvRos3uSaHL59iq2Pv2c6qnVWJH30nhiceWcS2oeozlBbnU5ibSVUWhIro2NOGrx9Rs51zXj8CIQ0nnl7edLm9+/sQGC8MQhkd8opPyNtNLKyjq1vWZTBVa2h7Fw6eP4BYJIG5mVT+dhFhnRebufzq7XjwnrmS74sZsC2eVmlFoLJdFRZ0tyoIxen41Al8QQ0njxn75Vgkge2j3egqU7s2ENLw9OOtO//KNwrwcRtI1mEQiirmC3qRSirMz6bqOmBvpmbX5MjXznJYxlil4pEEDl88iN/47X1V/+2X/ukknnh0ccvlksksZqaSuOJ522sZIhEV8AU0/Nlfn1f13/mDGlZXMlhaTGNgW/tOi41HjI4/9RzYiwje/Uf7LRwVNcpr3rQDr3nTjpL3BQoK8q+v7cWgSDlmna14JIFDF1rzmPnXm/VnqI35g17cf+csUsks4hF90+2Lef5lZcZhNWLhBEbbpFEA2QeDUFQxf6D0AZqdxaI6PF31XeWuhsfjwqjPi1i0dWmz+moGWo/b8sdNp7OYiidwyRW1Xdn3BzXc9dMZrK5k0NNbfnyT0Vx9Gh7wE7WMr6AtdDsHoWKRBHbsae8OgFSZwqyewoxdZgGU1z/gQW+fG2dOrWJpMW3JY06cWkVfP2upUXvzBTQoZRQlj0USOPtA+cL0Zq2oZ4+vwKtZf3y/lWhYZz0oshy38FQxX8EVrwOHWzyYCsUjCfj8za0t5Au0rnbWg/fM4V/+/jhe86YduPalPksfeyqeRDaLmus0mFN9YhEde84qP9UuxqugRC3nL8gKOevcxncua4VUygisH3kOp8wRsG3IA63HtaE4ObMAyhMRBMY13HnrNO6so15ksbPO5XR8am/mMe5TRxeRTGxeu9Zc9nP/cKIpYyvl8EVbl9IgqgaDUFSxwaH13RycIB7REdzR3KvcrayddeLppbXvFgeh6u0iZV7JiU5sEYTKPQ+vuhC1zvbRbrjd0rZTiwFgKtcVkAWnCcgVCw5pGwrybzVVptP96q/vwlOPbz3Vvhr7N8kKIWoH5jHuw/fPA9g8+3/bYBdueO8+zM4kmzK2Yi4RXHT5UEuem9oXg1BUMbObg1NOSjJphcl4AhdeNtTU5zXnbs/NpLB9tLnTFs0CqpMx69+jeutijPq8cLtly45bsUgCQ9u7WpJyTEQGt1sw5vfmu+K0IxacpmKBkIYnC2oXZrMK8VgCBy9kFkA5oZ09CO3klFaiamg9bgwOd+Gpx4ztjTnbpJwLjww1YVREzcMgFFWlsJuD3U1PJZDNNL+2UOE0lmYHocxAUSySsDwTKxpJYGDQs2k9p824PcZJ7VZtZnnVmcge/CHvhqlJ7STfPTXA7Q0ZzNqF3/r3MxCXIJnIIp1S3CcRkeX8QS/mZ1Pwai4M1tB1msjJSveCJCrDF/BiZiqJVCrb6qFsyTx5qrWGUa3Mg9VmZ4yZmV99/W4kE1nMz6a2/qMqxMP1B4cC49qmQSilFGIRnfWgiGzAF9AwGTMC2u0oFtExONRVc2Cd2s/+8/qh9bhwyw8m8ZPvxfGzn0yht8+Ns85hjSIistZ5F2yDyw0cunAbRFhzjjoLM6GoKv6g0c1hMpZAqMm1lqplTiNp9hXMbUMeeLXm186amjQyv86/ZBB33jZjeRfDWETHRXVObQyENDx83xzS6Sw8no0x8IX5NPTVzQs0ElFz+IJeZDIK05NJjPnbb52MhRP5FvNEALBvfz/+9rMXtXoYRNQBXvzKAF78ykCrh0HUEsyEoqoUtu22u1jEyArq629urNWonaXlp3o0i/l8518yBACWTqNZWkxjeSlTdwFf/7iGbBaYjJYeW774Oac+ELVc4dTidmNmXbIoOREREVFzMROKqmLWzmh2gKUWrawt5At4caLJtbPMIrv7D/ZDszgTq96i5KbguPH3H/qjx1Eq81jlZv1wOh5R66276HBRa8ditaXFNFaWMwx4ExERETUZg1BUlZ5eN7YNeRArk8liJ/FIAgcvaE2bX19Qw313ziKZzKK7uzkJh/GIjv5tHvT1e+ALWZuJle8iVefUlfFdPXjNm3ZgeTFddpmh7V1NL+hORBv1D3jQ2+duy0wodsYjIiIiag0GoahqrZhqVq3VlQzm51Itu8rtD3mhFDAVSzStdXEskoAvYJxQ+YNeHHvCukysWESH2y0YGavvhM3lElz7Up9FoyKiRhIR+AJexB1w0aFa+exOZl0SERERNRWDUFQ1X8CLh+6dr/txFhdSuO+OWWQtaLTndgsuu3oYvX3GR3oy1prOeCZz2mIsojcxCKXj8EWDAIxA4T0/m0UykUW3t/5MrHhEx6i/G243u3cQdRJ/SMOTjy62ehiWiYV1PPbQAo4+NA9PlzDrkoiIiKjJbBOEEpHrAHwCgBvAZ5VSHymz3GsAfAPAZUqpe5s4RMrxBTUsLU5jeSldV9HvW38wie9+K2rZuFKpLF70cj+AtQLXrSo62+wC7qsrGSzOp/NTS8z/Ox7VsWN3b92PHwsnWDuFqAP5ghru+ukMdD0DTXO3ejh1+9ZXJ/DI/cZFlP0H++FyMbBORERE1Ey2CEKJiBvApwG8GMAZAPeIyE1KqaNFyw0AeA+Au5o/SjL5CwIse/fX/hGKhnWM+rrxh395oO4xffD3jyI6sTZFMB7VIQKM+VqTCaVpbgwOdzWtlor5PGbwKZCr3RSLJOoOQmUyCpOxBM6/dLC+QRKR45hTfCejCezcU39Au9ViYR0XHhnEm27YDa3H+UE1IiIiIqexRRAKwOUAjimljgOAiHwNwPUAjhYt978BfBTA7zd3eFSoMMtm7/6+mh8nHkkgENLyU+jqEQhpiIbXAj6xSALbR7vR1aSi4KX4g96mZUIV1zcZC2gQWcsIq8f0ZAKZjGImFFEHMtf7WER3fBAqnc5iKp7AJVcMW7LfISIiIqLqte4Mfb1xAKcLfj+Tuy1PRC4BsFMp9Z3NHkhEbhCRe0Xk3snJSetHShgd88LlRl1ZPtmsQjyiWzZdzh/SEJ3QoZQCYARlWh008QU0xKPNyoRKwOUCRn1GfZPubheGR7otycSKs4sUUccaC3gh0rypxY00HU8im21drUAiIiIisk8QalMi4gLwdwB+d6tllVI3KqWOKKWOjI2NNX5wHcjtEYz66svymZ1OIpVSlnUmCoQ0oy7SQhpKKcSjiZafaPhDXiwvZbC0mG74c8UiOkbGvPB41lZpqzKxiqf6EVHnsDKg3WrclhERERG1nl2CUBMAdhb8viN3m2kAwGEAt4jISQBXArhJRI40bYS0ji/greukJGZxdk1g3DipiE7omJ9LIaFnW58JZU5bbMLJWzyS2PBa+kMaYpG17LBaxcI6+vrd6B/g9BWiTtTMqcWNZPV+h4iIiIiqZ5ezynsA7BeRvTCCT28A8EbzTqXUPIBR83cRuQXA77E7Xuv4g0bb7mxW1dRdyOrudYFcRlU0rAO5mEurM6HMgr6xSAL7zulv2PNkswrxqI5zDw2su90f1JDQs5ifS2FouBtPP76I+blU2cfZe3YfRsY2vmaxCDvjEXUyX1DDXbdNQykFEed2k4tHdPRv87AeFBEREVEL2eJITCmVFpF3A/g+ADeAzyulHhORDwK4Vyl1U2tHSMV8QQ2plMLsdLJk4GIr8YiOnl43tg1a8xEc2t4Fr+ZCdEKHeYrU6sDJyJgXbrc0fBrL3EwKqeTGqY1mEC4WTsDtEnziQ09js6Socw4N4D3v27/h9lhEx6GL2BmPqFP5gl7oehYLc2kMDne1ejg1i5XIGCUiIiKi5rJFEAoAlFI3A7i56Lb3l1n2mmaMicozD+Tj0URNQahoxKjZZNVVdRExpp+Fdbjdgq5uafnJktstGPV3N3w6nhnk2jAdr6CrlQBQCnjzb+7GnrM3djS8+f9F8OTRxQ23r65ksDif5okbUQfzB9Y6orZ6u1qPeFTHYQbUiYiIiFrKLjWhyGF8gbUARy3iYeu71/mDGqJhHbGIDl9Aq2maoNX8QS1fh6RRyhXbHdrehW6vC/GIjsiEscyB8wcQCGkbvvac3YulhTQWF1IlH7vVWWVE1Dr5rEoH14ViQJ2IiIjIHhiEoppsG/JA01w1FavV9QzmZlOWnwwExjXMzaTw1NHFlteDMvmDGqZiCWSz9RUH30w8koCmuTZMbRQR+INexMIJRCdW0dPrxuBQ6SyGwHgPAKOweyGzdhdP3Ig61/BIN7q6JL89cCJ2xiMiIiKyB9tMxyNnERH4glpNU83MwFVxDaN6XXz5EE4dX0Ymo/Dca0e3/oMm8AW9SKcVZqaSGPU1JpATC+vwhbSSUxv9QQ0nji0jlcoiMF56GQAIFnQX3H9wrcB5PJKAywWM+hmEIupULpdgLOBFPOrcIFS8zLRlIiIiImouBqGoZr6gFyeeXq767+INmuLlD2q44b1nWfqY9fIV1GVqWBAqksDZBzbWeTKf/747Z7G8mMYlVw6XfQyzsHukOBMqomNkzAuPh0mTRJ3MH9QwcWq11cOoWYwBdSIiIiJb4Jkl1cwX0DAzlUQyma3q76JhHSLAWAecDPgDuQLuDaqlkkxmMTudLBvQ84e8UArQ9eymmWcigkBIw8ljy3jq6GL+a+LUKvyh9n+fiGhzvqAXU/EEMunGTS1upDgD6kRERES2wEwoqpkZ4JiKJRDa2VPx38UjCWwf7UZXd/ufDPRv86Cn111zAfetTEY3r3OyY9fa+7JzT++mj7VjTy9+9uMpfOJDT6+7/eIrhuobJBE5nj+oIZsFpuIJy6dSN0Ms15GViIiIiFqLQSiqWWGHvGqCULGI9Z3x7MosDt6oTCizW1W5OieB8R780YcOIJNR2L1v8yDUL79xHEeuWj9lTwTYfVbpqX5E1DkKpxY7LQiVzSrEozrOPTSw9cJERERE1FAMQlHNzKvK1QRYjJOBxLri1+3OF9Tw1NHFhjy22a1qs6mNW2VAmbQeN845r3PeFyKqnBnojkcbE1BvpPnZFFJJBV+AmVBERERErdb+86GoYTTNjcHhrqqmms3NpJBMZDuqQ5E/6MXcTAoJPWP5Y8ciCQyPdMGruS1/bCIiU2+fB/3bPPnAt5PEGtQMg4iIiIiqxyAU1cUf9FZ1ZbwTTwbMaSyNyCCId9DURiJqrWq393YRCxtj9rHJAhEREVHLMQhFdfEFNMSryIQyg1CddDKQn8ZicXFypYypjeWKkhMRWckX0BrWZKGR4lEdXs2FwaGuVg+FiIiIqOMxCEV18QW9WF7KYGkxXdHy8UgCWoedDIz5G5MJtbiQxupKpqOmNhJR6/iDXizOG9sdJ4lFEvAFvBCRVg+FiIiIqOMxCEV1MaeCVZrlEwvr8IW0jjoZ6Pa6MDzSbXkGgVmbhdPxiKgZfFVu7+2C05aJiIiI7INBKKqL2SEvVmGHvFhE78jMHX/QW1UXwUqYj+frwNeTiJrPn9/eOycIlUpmMTOV5HaSiIiIyCYYhKK6jIx54XIbNTe2ktAzmJ1OdeQVaV/QqKWilLLsMWMRHV1dguGRbssek4ionFG/FyKVX3Swg8lYAkoxY5SIiIjILjytHgA5m9stGPN58cBdc1ha2Lwu1OqqUUfEH+q8kwF/0At9NYuF+bRl9bDi0QTGAl64XJ0ztZGIWsfjcWHE523adLzVlQy+/Y0wLjwyhHPOG6jpMcwLJGzgQERERGQPDEJR3S65chh33DKNow8tbLmsP+TFvv19TRiVvRTWUrEqCBWL6Bjf2WPJYxERVcIf9DYtE+rowwu45fuTePrxJbzvwwdreoxYODdtOcDpeERERER2wCAU1e0Vrw3hFa8NtXoYtmbWUolHEth/sLYr+oUyaYWpeAKXXD5c92MREVXKF9Dw9ONLyGZVw7MwoxNGFtNWWbabiUV0DA53QetxWzUsIiIiIqqDbWpCich1IvKkiBwTkT8qcf/viMhREXlYRP5bRHa3YpxEtRge6YanSxDbpHZWNquwspyu6Gvi9CqyGRYlJ6Lm8ge9SCayiIV1JPRMQ5/L7AC6MJ9CKpmt6THi0QSzoIiIiIhsxBaZUCLiBvBpAC8GcAbAPSJyk1LqaMFiDwA4opRaEZH/CeBjAF7f/NESVc/lEvj8m3fI++SHn8ZTR5eqetxAB9bXIqLWCYwb25y//MPHIQL83l+ciz1nNWaKdTQXhFLKKDAeqmH6cTyi42JmjBIRERHZhi2CUAAuB3BMKXUcAETkawCuB5APQimlflKw/J0A3tTUERLVyRfUEDmzWvK+TEbh+FPLOHj+AM67cLCix+vpdWPXvl4rh0hEtKmzzu3Hr/3GLizOp3HT18M4eWy5IUGobFYhHtFxznn9eOroEmIRveog1NJiGstLGWaMEhEREdmIXYJQ4wBOF/x+BsAVmyz/DgDfLXWHiNwA4AYA2LVrl1XjI6qbL+jFw/fPIZNWcHvW11KZnkwgnVa45MphPOea0RaNkIhocy6X4DnXjEIphR/8V7RhRcpnppJIpRQuuHQoF4Sq/nnMLn5+dsYjIiIisg3b1ISqlIi8CcARAH9d6n6l1I1KqSNKqSNjY2PNHRzRJvxBDdkMMDW58WTKrH1iTnUhIrIzEYE/qOW3XVYzp+Lt2tuLoeGufECpGmbgiplQRERERPZhlyDUBICdBb/vyN22joi8CMCfAHiVUqo5PaKJLGJejS9VF8rsAsUaT0TkFL6ghlgNwaFK5LeJ4xp8odqCXfGIDrdbMDLGIBQRERGRXdglCHUPgP0isldEugG8AcBNhQuIyMUA/hlGACregjES1cW8Gl/qpC0aSWBg0IPePrvMkCUi2pw/6MXcTKohXfJiYR0D2zzo6/fAH/QiFklAKVXdY0R0jPq74XbL1gsTERERUVPYIgillEoDeDeA7wN4HMDXlVKPicgHReRVucX+GkA/gP8rIg+KyE1lHo7Ilvr6Pegf8CAeLTEdb0JnFhQROYo/t80qtU2rVzSs5x/fH9SwupLB0kK6qseIRxOsB0VERERkM7ZJu1BK3Qzg5qLb3l/w84uaPigii/kC3g21TZRSiIZ1HHkO24gTkXOYAZ5YWMfOPZV16jz25BI+87FjSGc2z2pKpxSee63RpGEtizSBgcGuip4nm1WYjCVw6MJtFS1PRERERM1hmyAUUSfwhTQcfWh+3W0L82msrmR4xZ6IHGUs4IVI6SnG5Tx9dBG6nsWLX+EHNpklJwJc+fwRAAXBroiOsw/0V/Q8M1NJpFMqn01FRERERPbAIBRRE/kDXtx5qxF06ul1AzCm4gHsjEdEztLd7cL20e58F7pKRMM6to9249W/Ol7x32wf7YanS6oKdpnL+gLcrhIRERHZCYNQRE3ky13R/8F/RTE4bEwrOXlsGQA74xGR8/iD2oYpxpuJFdR6qpTLJfD5vSU7i5ZjLusPsjMeERERkZ0wCEXURLv29sLjEfzgpti624dHujG0vbJaJ0REduEPeXHsySVkswou1+Zd6LJZhVgkUfGUukK+oIbwmdWKl49FdPT0utG/jYc5RERERHbCozOiJto+2o2P/fMFSKXWF+X1ai6IsI04ETmLL6ghmchifjaF4ZHuTZedn00hmcjWVP/OH/Li4fvnkEkruD1bbyvjkQR8QS+3q0REREQ242r1AIg6jVdzo3/As+6rq4urIhE5T2HR8K1Ew8YytRQL9wc1ZDPAVLyyKXmxiM5mD0REREQ2xDNfIiIiqok/ZNRcioW3Dg7F6ghC+aoIdiX0DOZmUqwHRURERGRDDEIRERFRTQaHuuDVXBUFh2Jho07TtsHqKwGYAaVKOvHFo8YyPmZCEREREdkOg1BERERUExGBP6jls5w2E40k4K+xTlNvnwcD2zwVdeIzl2EmFBEREZH9MAhFRERENfMFvRVlKMXCek1T8daeR6so48rMhBrzMxOKiIiIyG4YhCIiIqKa+YMaZqeTSCayZZdZXclgfjaFQB1BKH+lwa6IjuGRbnR7eYhDREREZDc8QiMiIqKamdlN8Wj5LKX8FLl6glAhDUsLaawspzddLp6b9kdERERE9sMgFBEREdUsXzR8k7pQ0To64218nvLZUEopxCI6i5ITERER2VT1LWqIiIiIcnwBI+BTPFUulczic588gcX5FObnUnC5gTFf7RlKZmApFtGxd39fyWUW5tPQV7PMhCIiIiKyKWZCERERUc26vS4Mj3RvKBp++uQKHrl/HgpAYLwHL3lVAG5P9Z3xTKNjXrjc2LQ4+VpnPGZCEREREdkRM6GIiIioLoGQF/GiTKiJU6sAgHf+1j5sH+2u+zncHsGYb+PzFDLv8zETioiIiMiWGIQiIiKiuviCGu68bRrHnlzK3/bk0UX09LoxPNJl6fNslgkVi+jwdAmGR+oPehERERGR9RiEIiIiorqM7+pBQs/i4x98at3t5xwagEjtU/CK+YNePP7IArJZBZdr4+PGown4/N6S9xERERFR69kmCCUi1wH4BAA3gM8qpT5SdL8XwJcAXApgGsDrlVInmz1OIiIiWu/K543AF/Aik1Hrbg/t7LH0efwhDemUwsxUEqMlipzHIjpCO6x9TiIiIiKyji2CUCLiBvBpAC8GcAbAPSJyk1LqaMFi7wAwq5Q6W0TeAOCjAF7f/NESERFRIbdHsP/gQMOfJ98hL6xvCEJl0gpT8QQuvnyo4eMgIiIiotrYIggF4HIAx5RSxwFARL4G4HoAhUGo6wF8IPfzNwB8SkREKbX+sisRERG1JX+u4PhNXw/j9h9PrbsvlVLIZgBfgJ3xiIiIiOzKLkGocQCnC34/A+CKcssopdIiMg9gBMC6o1ARuQHADQCwa9euRo2XiIiImqx/wIMjVw0jMqFjejK54f69+/twznmNz8giIiIiotrYJQhlGaXUjQBuBIAjR44wS4qIiKhNiAje/u69rR4GEREREdXI1eoB5EwA2Fnw+47cbSWXEREPgEEYBcqJiIiIiIiIiMjm7BKEugfAfhHZKyLdAN4A4KaiZW4C8Nbcz68F8GPWgyIiIiIiIiIicgZbTMfL1Xh6N4DvA3AD+LxS6jER+SCAe5VSNwH4HIAvi8gxADMwAlVEREREREREROQAtghCAYBS6mYANxfd9v6Cn3UAv9LscRERERERERERUf3sMh2PiIiIiIiIiIjamLRzWSURmQTwbKvHYZFRAFOtHgRRm+D6RGQNrktE1uC6RGQdrk9E1thqXdqtlBqr9kHbOgjVTkTkXqXUkVaPg6gdcH0isgbXJSJrcF0isg7XJyJrNGpd4nQ8IiIiIiIiIiJqOAahiIiIiIiIiIio4RiEco4bWz0AojbC9YnIGlyXiKzBdYnIOlyfiKzRkHWJNaGIiIiIiIiIiKjhmAlFREREREREREQNxyAUERERERERERE1HINQDiAi14nIkyJyTET+qNXjIbIbEdkpIj8RkaMi8piIvCd3+3YR+aGIPJ37Ppy7XUTkH3Lr1MMicknBY701t/zTIvLWVv1PRK0kIm4ReUBEvp37fa+I3JVbZ/6PiHTnbvfmfj+Wu39PwWP8ce72J0XkJS36V4haRkSGROQbIvKEiDwuIldxv0RUGxF5b+4Y71ER+aqIaNw3EW1NRD4vInERebTgNsv2RSJyqYg8kvubfxAR2WpMDELZnIi4AXwawEsBnAfgV0XkvNaOish20gB+Vyl1HoArAbwrt578EYD/VkrtB/Dfud8BY33an/u6AcBnAGODDODPAVwB4HIAf25ulIk6zHsAPF7w+0cBfFwpdTaAWQDvyN3+DgCzuds/nlsOufXvDQAOAbgOwD/m9mdEneQTAL6nlDoA4EIY6xT3S0RVEpFxAL8F4IhS6jAAN4x9DPdNRFv7AozPeyEr90WfAfAbBX9X/FwbMAhlf5cDOKaUOq6USgL4GoDrWzwmIltRSkWUUvfnfl6EcaA/DmNd+WJusS8CeHXu5+sBfEkZ7gQwJCJBAC8B8EOl1IxSahbAD1HBhpSonYjIDgAvB/DZ3O8C4FoA38gtUrwumevYNwC8MLf89QC+ppRKKKVOADgGY39G1BFEZBDA8wF8DgCUUkml1By4XyKqlQdAj4h4APQCiID7JqItKaVuAzBTdLMl+6LcfduUUncqo+PdlwoeqywGoexvHMDpgt/P5G4johJyKdcXA7gLgF8pFcndFQXgz/1cbr3i+kYE/D2APwCQzf0+AmBOKZXO/V64XuTXmdz987nluS5Rp9sLYBLAv+amtn5WRPrA/RJR1ZRSEwD+BsApGMGneQD3gfsmolpZtS8az/1cfPumGIQiorYhIv0A/h+A31ZKLRTel4vOq5YMjMghROQVAOJKqftaPRYih/MAuATAZ5RSFwNYxtp0BwDcLxFVKjft53oYwd0QgD4wI5DIEq3YFzEIZX8TAHYW/L4jdxsRFRCRLhgBqH9TSn0zd3MslyaK3Pd47vZy6xXXN+p0VwN4lYichDH9+1oYdW2GclMggPXrRX6dyd0/CGAaXJeIzgA4o5S6K/f7N2AEpbhfIqreiwCcUEpNKqVSAL4JY3/FfRNRbazaF03kfi6+fVMMQtnfPQD257o/dMMopndTi8dEZCu5ef6fA/C4UurvCu66CYDZveGtAP6z4Pa35DpAXAlgPpeS+n0Avygiw7mrbr+Yu42oIyil/lgptUMptQfG/ubHSqlfA/ATAK/NLVa8Lpnr2Gtzy6vc7W/IdSjaC6NQ5d1N+jeIWk4pFQVwWkTOzd30QgBHwf0SUS1OAbhSRHpzx3zm+sR9E1FtLNkX5e5bEJErc+vmWwoeqyzPVgtQayml0iLybhhvvBvA55VSj7V4WER2czWANwN4REQezN32PgAfAfB1EXkHgGcBvC53380AXgajIOUKgLcDgFJqRkT+N4zgLwB8UClVXMiPqBP9IYCvichfAngAuWLLue9fFpFjMIpevgEAlFKPicjXYZwkpAG8SymVaf6wiVrqfwH4t9xFxOMw9jUucL9EVBWl1F0i8g0A98PYpzwA4EYA3wH3TUSbEpGvArgGwKiInIHR5c7Kc6T/D0YHvh4A3819bT4mIyhMRERERERERETUOJyOR0REREREREREDccgFBERERERERERNRyDUERERERERERE1HAMQhERERERERERUcMxCEVERERERERERA3HIBQRERFRA4jIiIg8mPuKishE7uclEfnHVo+PiIiIqNlEKdXqMRARERG1NRH5AIAlpdTftHosRERERK3CTCgiIiKiJhKRa0Tk27mfPyAiXxSRn4rIsyLyyyLyMRF5RES+JyJdueUuFZFbReQ+Efm+iARb+18QERERVY9BKCIiIqLWOgvAtQBeBeArAH6ilDofwCqAl+cCUZ8E8Fql1KUAPg/gQ60aLBEREVGtPK0eABEREVGH+65SKiUijwBwA/he7vZHAOwBcC6AwwB+KCLILRNpwTiJiIiI6sIgFBEREVFrJQBAKZUVkZRaK9iZhXGsJgAeU0pd1aoBEhEREVmB0/GIiIiI7O1JAGMichUAiEiXiBxq8ZiIiIiIqsYgFBEREZGNKaWSAF4L4KMi8hCABwE8p6WDIiIiIqqBrGV8ExERERERERERNQYzoYiIiIiIiIiIqOEYhCIiIiIiIiIiooZjEIqIiIiIiIiIiBqOQSgiIiIiIiIiImo4BqGIiIiIiIiIiKjhGIQiIiIiIiIiIqKGYxCKiIiIiIiIiIga7v8H1EXHaEU28HUAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axis = plt.subplots(2, sharex=True)\n",
"plt.suptitle('Electric Potential & Annotation Vector', fontsize='15')\n",
"\n",
"axis[0].plot(df['Electric Potential'], color='dodgerblue', label='Electric Potential')\n",
"axis[0].set_ylabel('Voltage')\n",
"axis[0].set_title('Electric Potential')\n",
"\n",
"axis[1].plot(annotation_vector, color='slateblue', label='Annotation Vector')\n",
"axis[1].set_xlabel('Time')\n",
"axis[1].set_title('Annotation Vector')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d4e9529d-7f23-4115-8152-1ef0dbec4cc9",
"metadata": {},
"source": [
"Now we have an annotation vector that is lower at subsequences that contain flat tops or bottoms, and higher where there are no flat tops or bottoms. In contrast to the annotation vector generated for the Hemoglobin concentrations example, this annotation vector can take any real-valued number between 0 and 1. We use this to generate the corrected matrix profile."
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "84055f48-9c88-4ba5-bfe9-8793d3547705",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"corrected_matrix_profile = get_corrected_matrix_profile(matrix_profile, annotation_vector)\n",
"motif, neighbor = get_motif_data(df['Electric Potential'], corrected_matrix_profile, m)\n",
"\n",
"fig, axis = plt.subplots(2, sharex=True)\n",
"plt.suptitle('Matrix Profile Correction Using Annotation Vector', fontsize='15')\n",
"\n",
"axis[0].plot(matrix_profile[:, 0], color='darkorange', linewidth=5, alpha=0.3, label='Matrix Profile')\n",
"axis[0].plot(corrected_matrix_profile[:, 0], color='mediumvioletred', label='Corrected Matrix Profile')\n",
"axis[0].set_ylabel('Z-Normalized Euclidean Distance')\n",
"axis[0].set_title('Corrected & Original Matrix Profile')\n",
"axis[0].legend(loc ='upper left')\n",
"\n",
"axis[1].plot(annotation_vector, color='slateblue', label='Annotation Vector')\n",
"axis[1].set_xlabel('Time')\n",
"axis[1].set_title('Annotation Vector')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d6ece6b1-e04b-48a1-a228-62cc6444f5a4",
"metadata": {},
"source": [
"Clearly, the subsequences with the lowest matrix profile value has changed. Now we compute the motif again."
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "27e71140-9620-43e0-90b3-ec61b3b9fa90",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axis = plt.subplots(2, sharex=True)\n",
"plt.suptitle('Electric Potential Time Series Motif Discovery With Corrected Matrix Profile', fontsize='15')\n",
"\n",
"axis[0].plot(df['Electric Potential'], color='dodgerblue', label='Electric Potential')\n",
"axis[0].plot(motif[1], motif[2], color='red', linewidth=6, alpha=0.5, label='Motif')\n",
"axis[0].plot(neighbor[1], neighbor[2], color='mediumblue', linewidth=6, alpha=0.5, label='Nearest Neighbour')\n",
"axis[0].legend()\n",
"axis[0].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[0].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[0].set_ylabel('Voltage')\n",
"axis[0].set_title('Electric Potential')\n",
"\n",
"axis[1].plot(corrected_matrix_profile[:, 0], color='mediumvioletred', label='Corrected Matrix Profile')\n",
"axis[1].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[1].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
"axis[1].set_xlabel('Time')\n",
"axis[1].set_ylabel('Z-Normalized Euclidean Distance')\n",
"axis[1].set_title('Corrected Matrix Profile')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "863d6622-6a90-4eb1-9fdf-26d07ea4cb93",
"metadata": {},
"source": [
"As we can see, the new motifs are no longer at flat top or bottom regions. Once again, we've redirected the algorithm to find the more interesting motif."
]
},
{
"cell_type": "markdown",
"id": "6538ffd0-75ae-437a-a8f2-62865cd22474",
"metadata": {},
"source": [
"## Summary\n",
"\n",
"And that's it! You've now learnt the basics of guided motif search and annotation vectors, and the use of annotation vectors in solving simple cases of time series motif search biases."
]
},
{
"cell_type": "markdown",
"id": "e9a0dced-c70c-49a5-9d53-b2f200690971",
"metadata": {},
"source": [
"## Resources\n",
"\n",
"[Matrix Profile I](https://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.pdf)\n",
"\n",
"[STUMPY Basics](https://stumpy.readthedocs.io/en/latest/Tutorial_STUMPY_Basics.html)\n",
"\n",
"[Matrix Profile V](https://www.cs.ucr.edu/~eamonn/guided-motif-KDD17-new-format-10-pages-v005.pdf)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}