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@andreifoldes
Created October 3, 2023 21:51
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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Questions\n",
"\n",
"1. number of voxels in the right paracingulate gyrus (gray mask)\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of voxels: 240\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 660x260 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# use nilearn to plot the gray mask nii file\n",
"# import necessary modules\n",
"from nilearn import plotting\n",
"import nibabel as nib\n",
"\n",
"# load the binary nii.gz mask file\n",
"mask_file = '/cubric/collab/424_eegfmri/univariate/univariate/masks/clusters/mask-b_gray_thresholded_onesamp_ttest_results_ClusterEffEst_p-0.001_desc-binarizedCluster.nii.gz'\n",
"mask_img = nib.load(mask_file)\n",
"\n",
"# plot the mask\n",
"plotting.plot_roi(mask_img)\n",
"\n",
"# count the number of non-zero voxels in the mask\n",
"import numpy as np\n",
"mask_data = mask_img.get_fdata()\n",
"mask_data = np.array(mask_data)\n",
"mask_data = mask_data.astype(int)\n",
"print(\"Number of voxels:\",np.count_nonzero(mask_data))\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"2. design matrix included three regressors: cued and uncued picture-sound pairs and button presses. Is this correct? \n",
" - I didn't include the button presses unfortunately. I know it would have been better to have them in, but if there isn't a significant within-subject difference in Cued-Uncued reaction time it won't make a difference.\n",
"3. \"Each regressor was convolved with a canonical haemodynamic response function\" --> what function that was? \n",
" - I used the default HRF in nilearn which is called Glover"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1100x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from nilearn.glm.first_level.hemodynamic_models import glover_hrf\n",
"canon_hrf = glover_hrf(tr=1, oversampling=100)\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"# Define timepoints corresponding to HRF\n",
"t_hrf = np.linspace(0, 32, 32 * 100, endpoint=False)\n",
"\n",
"plt.figure(figsize=(11, 4))\n",
"plt.plot(t_hrf, canon_hrf)\n",
"plt.grid()\n",
"plt.ylabel('Amplitude (A.U.)', fontsize=15)\n",
"plt.xlabel('Time (seconds)', fontsize=15)\n",
"plt.title('Canonical (\"Glover\"\") HRF', fontsize=20)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"4. \"Additionally, six affine motion correction regressors estimated during realignment \\\n",
"(translations in x, y, z directions and rotations around x, y, and z axes) were included as \\\n",
"non-convolved regressors of no interest in the matrix.\" --> is this correct?\n",
"- Correct!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Attempt at making nice plots (OFC, insula, gray mask)\n",
"\n",
"- Turn the contrasts to be Cued-Uncued and use orange colormap ⏫\n",
"- Improve background anatomical T1 image resolution by using a 1mm voxel resolution template 🔼\n",
"- experiment with creating image with lenient threshold for visualisation purposes\n",
" - ...so for example threshold on the images could be at p<0.01 .. maybe without even cluster correction?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Whole brain/gray mask results\n",
"- the last plot is the the one I recommend using"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"#\n",
"# Cluster report \n",
"#[ Dataset prefix = mask-b_gray_thresholded_onesamp_ttest_results ]\n",
"#[ Threshold vol = [1] 'SetA_Zscr' ]\n",
"#[ Supplement dat vol = [1] 'SetA_Zscr' ]\n",
"#[ Option summary = -bisided,p=0.01,clust_nvox,10,NN3 ]\n",
"#[ Threshold value(s) = left-tail p=0.010000 -> thr=-2.575829; right-tail p=0.010000 -> thr=2.575829 ]\n",
"#[ Aux. stat. info. = ]\n",
"#[ Nvoxel threshold = 10; Volume threshold = 80.000 ]\n",
"#[ Single voxel volume = 8.000 (microliters) ]\n",
"#[ Neighbor type, NN = 3 ]\n",
"#[ Voxel datum type = float ]\n",
"#[ Voxel dimensions = 2.000 mm X 2.000 mm X 2.000 mm ]\n",
"#[ Coordinates Order = RAI ]\n",
"#[ Mean and SEM based on signed voxel intensities ]\n",
"#\n",
"#Volume CM RL CM AP CM IS minRL maxRL minAP maxAP minIS maxIS Mean SEM Max Int MI RL MI AP MI IS\n",
"#------ ----- ----- ----- ----- ----- ----- ----- ----- ----- ------- ------- ------- ----- ----- -----\n",
" 1307 -3.4 -51.1 21.8 -29.5 22.5 -69.5 -25.5 -0.5 51.5 -3.093 0.0124 -5.1266 -5.5 -55.5 13.5 \n",
" 445 34.2 -53.0 0.7 16.5 46.5 -65.5 -33.5 -10.5 21.5 -3.0463 0.0182 -4.5384 38.5 -43.5 1.5 \n",
" 407 36.7 -20.8 1.8 28.5 54.5 -33.5 -7.5 -16.5 13.5 -2.913 0.0149 -4.1278 38.5 -23.5 5.5 \n",
" 220 -0.7 17.1 36.9 -5.5 10.5 4.5 28.5 29.5 43.5 -3.0665 0.0274 -4.4031 -1.5 16.5 37.5 \n",
" 174 56.7 20.7 18.0 46.5 66.5 14.5 26.5 9.5 27.5 -2.8729 0.016 -3.5408 54.5 22.5 17.5 \n",
" 153 -47.7 -22.3 6.1 -59.5 -31.5 -31.5 -15.5 -0.5 11.5 -2.854 0.0173 -3.4362 -57.5 -19.5 7.5 \n",
" 141 44.1 33.9 13.9 30.5 64.5 28.5 40.5 7.5 19.5 -2.9571 0.0265 -3.7234 40.5 32.5 9.5 \n",
" 126 48.8 65.4 10.1 38.5 60.5 60.5 74.5 -2.5 21.5 -2.8919 0.0233 -3.6533 58.5 68.5 17.5 \n",
" 113 -41.5 25.7 17.9 -47.5 -35.5 14.5 34.5 11.5 23.5 -2.879 0.0205 -3.4831 -43.5 22.5 19.5 \n",
" 91 -7.1 -18.3 61.4 -13.5 -1.5 -29.5 -11.5 55.5 65.5 -2.9781 0.0338 -3.9597 -5.5 -19.5 63.5 \n",
" 89 -65.6 38.1 4.2 -69.5 -57.5 32.5 42.5 -0.5 11.5 -2.8269 0.0196 -3.4605 -65.5 38.5 1.5 \n",
" 86 -57.4 21.8 25.0 -63.5 -51.5 12.5 32.5 15.5 37.5 -2.8263 0.0275 -3.5941 -55.5 22.5 27.5 \n",
" 66 12.4 -16.6 7.1 6.5 18.5 -23.5 -11.5 1.5 15.5 -2.9975 0.0425 -4.1494 12.5 -15.5 5.5 \n",
" 61 24.9 -54.6 24.4 20.5 32.5 -63.5 -47.5 19.5 29.5 -2.7807 0.0241 -3.441 20.5 -53.5 21.5 \n",
" 52 -55.3 -0.7 -5.1 -59.5 -51.5 -9.5 8.5 -10.5 -2.5 -2.9122 0.0345 -3.5844 -51.5 6.5 -4.5 \n",
" 41 1.3 -19.4 25.5 -3.5 4.5 -25.5 -15.5 21.5 31.5 -2.9096 0.0476 -3.6555 2.5 -19.5 25.5 \n",
" 38 -3.8 -6.6 31.2 -5.5 -1.5 -11.5 0.5 29.5 33.5 -2.9501 0.0511 -3.8089 -5.5 -7.5 31.5 \n",
" 37 29.9 20.5 -14.9 26.5 34.5 12.5 24.5 -18.5 -10.5 -3.054 0.0628 -3.9447 28.5 20.5 -14.5 \n",
" 37 -44.1 -3.8 0.6 -49.5 -37.5 -7.5 0.5 -0.5 3.5 -2.9285 0.0439 -3.7041 -45.5 -3.5 -0.5 \n",
" 37 58.4 1.2 7.7 54.5 64.5 -1.5 4.5 3.5 11.5 -2.8235 0.0293 -3.3035 62.5 2.5 5.5 \n",
" 35 -1.1 -43.4 -16.0 -3.5 2.5 -47.5 -39.5 -20.5 -12.5 -2.8358 0.0286 -3.2245 -1.5 -43.5 -16.5 \n",
" 34 -57.7 54.7 9.8 -65.5 -51.5 52.5 58.5 7.5 11.5 -2.765 0.0216 -3.1108 -53.5 54.5 9.5 \n",
" 29 -59.5 22.3 -6.3 -65.5 -53.5 18.5 26.5 -8.5 -4.5 -2.6992 0.0217 -3.1292 -63.5 24.5 -6.5 \n",
" 29 -42.5 -51.1 5.8 -45.5 -37.5 -55.5 -47.5 3.5 9.5 -2.7208 0.0194 -2.939 -45.5 -53.5 7.5 \n",
" 28 24.4 -39.4 47.5 22.5 26.5 -43.5 -35.5 41.5 53.5 -2.7506 0.0263 -3.0902 22.5 -37.5 51.5 \n",
" 27 -62.2 35.4 27.4 -67.5 -59.5 30.5 38.5 23.5 29.5 -2.8135 0.0338 -3.2102 -61.5 36.5 27.5 \n",
" 27 -11.0 25.7 49.2 -13.5 -9.5 22.5 30.5 45.5 53.5 -2.8039 0.029 -3.1293 -11.5 26.5 51.5 \n",
" 26 -33.9 -61.6 11.9 -37.5 -29.5 -63.5 -59.5 7.5 17.5 -2.9008 0.0541 -3.4099 -31.5 -61.5 13.5 \n",
" 25 52.5 -37.3 17.2 50.5 56.5 -39.5 -35.5 9.5 25.5 -2.8074 0.0301 -3.1344 52.5 -39.5 21.5 \n",
" 25 -4.4 -30.2 20.1 -5.5 -3.5 -33.5 -27.5 17.5 25.5 -2.8854 0.0429 -3.439 -5.5 -29.5 19.5 \n",
" 24 -8.7 93.0 25.0 -11.5 -5.5 90.5 96.5 23.5 27.5 -2.801 0.0395 -3.2383 -9.5 92.5 25.5 \n",
" 23 -9.4 60.8 40.5 -11.5 -7.5 58.5 64.5 37.5 43.5 -2.8645 0.0423 -3.2312 -9.5 60.5 39.5 \n",
" 21 53.9 45.8 26.0 48.5 58.5 44.5 48.5 23.5 29.5 -2.6568 0.0135 -2.7741 56.5 46.5 25.5 \n",
" 20 -28.2 -53.0 -0.2 -31.5 -25.5 -55.5 -51.5 -2.5 1.5 -3.309 0.1033 -4.0322 -27.5 -53.5 -0.5 \n",
" 19 6.7 96.8 23.8 2.5 12.5 94.5 100.5 21.5 25.5 -2.721 0.0245 -2.9356 8.5 98.5 25.5 \n",
" 19 10.9 -1.2 40.8 8.5 12.5 -3.5 0.5 37.5 43.5 -2.7926 0.0378 -3.0969 12.5 -1.5 41.5 \n",
" 18 37.8 -13.0 -13.6 34.5 40.5 -15.5 -11.5 -18.5 -10.5 -2.7297 0.0316 -2.9834 38.5 -13.5 -12.5 \n",
" 18 -48.3 -43.3 17.4 -51.5 -45.5 -47.5 -39.5 15.5 19.5 -2.8004 0.0455 -3.3063 -49.5 -45.5 17.5 \n",
" 17 -55.3 -6.2 -21.2 -59.5 -51.5 -9.5 -3.5 -24.5 -18.5 -2.9296 0.0584 -3.3579 -57.5 -5.5 -22.5 \n",
" 17 -48.6 -36.4 -9.8 -51.5 -45.5 -39.5 -33.5 -12.5 -8.5 -2.8099 0.0401 -3.2568 -47.5 -35.5 -10.5 \n",
" 17 58.5 45.3 -0.5 56.5 60.5 42.5 46.5 -2.5 1.5 -2.8706 0.053 -3.3098 58.5 46.5 -0.5 \n",
" 16 56.1 -8.0 1.5 52.5 58.5 -11.5 -5.5 -0.5 3.5 -2.7876 0.0425 -3.1854 54.5 -7.5 1.5 \n",
" 16 -50.7 -44.3 3.8 -51.5 -49.5 -47.5 -41.5 -0.5 7.5 -2.7594 0.0429 -3.0722 -51.5 -43.5 3.5 \n",
" 15 68.5 30.5 10.4 68.5 68.5 26.5 34.5 7.5 15.5 -2.8778 0.0726 -3.7163 68.5 26.5 15.5 \n",
" 15 48.1 52.4 21.9 46.5 50.5 50.5 54.5 19.5 25.5 -2.7767 0.0449 -3.0791 48.5 52.5 21.5 \n",
" 15 43.6 24.4 22.5 42.5 46.5 20.5 28.5 21.5 23.5 -2.7386 0.0274 -2.9076 44.5 24.5 23.5 \n",
" 15 -35.0 -14.4 36.5 -37.5 -31.5 -17.5 -11.5 35.5 39.5 -3.2556 0.1054 -3.9303 -35.5 -13.5 37.5 \n",
" 14 -8.9 -36.7 -9.5 -11.5 -7.5 -39.5 -33.5 -12.5 -6.5 -3.0836 0.0919 -3.8222 -9.5 -35.5 -10.5 \n",
" 14 7.6 -14.5 70.2 4.5 10.5 -17.5 -11.5 67.5 71.5 -2.7881 0.0385 -3.006 6.5 -15.5 69.5 \n",
" 14 -4.5 13.5 72.4 -7.5 -1.5 10.5 16.5 69.5 73.5 -2.8105 0.0404 -3.062 -3.5 14.5 73.5 \n",
" 13 -35.0 -14.8 -10.9 -37.5 -33.5 -19.5 -11.5 -16.5 -8.5 -2.8538 0.0625 -3.3295 -35.5 -13.5 -8.5 \n",
" 13 -49.5 78.3 -5.9 -51.5 -47.5 74.5 80.5 -10.5 -2.5 -2.8459 0.0552 -3.1896 -49.5 78.5 -6.5 \n",
" 13 -7.5 -12.2 5.5 -11.5 -5.5 -13.5 -9.5 3.5 9.5 -2.7658 0.0441 -3.0299 -5.5 -11.5 5.5 \n",
" 13 -45.8 -15.4 38.0 -47.5 -43.5 -17.5 -13.5 35.5 39.5 -3.0223 0.0903 -3.6738 -45.5 -15.5 37.5 \n",
" 13 24.5 54.2 54.8 22.5 26.5 50.5 56.5 53.5 55.5 -2.8952 0.0673 -3.2916 24.5 54.5 55.5 \n",
" 12 27.3 -0.7 -17.8 26.5 28.5 -3.5 0.5 -22.5 -14.5 -2.8203 0.0528 -3.1881 26.5 -1.5 -16.5 \n",
" 11 42.3 -42.6 32.9 38.5 46.5 -47.5 -39.5 31.5 35.5 -2.7636 0.0515 -3.1491 42.5 -43.5 33.5 \n",
" 11 -5.7 -6.6 39.7 -7.5 -3.5 -7.5 -5.5 37.5 41.5 -2.7168 0.0305 -2.8993 -5.5 -7.5 39.5 \n",
" 10 25.7 59.9 -12.1 24.5 26.5 58.5 62.5 -14.5 -8.5 -2.7269 0.0435 -2.974 26.5 60.5 -12.5 \n",
" 10 36.9 20.7 4.1 34.5 40.5 18.5 22.5 1.5 5.5 -2.7946 0.0416 -3.0226 40.5 20.5 5.5 \n",
" 10 -60.3 -6.9 16.7 -61.5 -59.5 -7.5 -5.5 13.5 19.5 -2.7266 0.0371 -2.8704 -59.5 -7.5 17.5 \n",
" 10 36.3 -34.7 46.5 34.5 38.5 -37.5 -33.5 45.5 47.5 -2.7783 0.0579 -3.1386 36.5 -35.5 47.5 \n",
"#------ ----- ----- ----- ----- ----- ----- ----- ----- ----- ------- ------- ------- ----- ----- -----\n",
"# 4492 4.6 -18.3 16.0 -2.9658 0.0054 \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"++ Neighborhood definition (NN=3) accepted\n",
"++ User input p-value threshold: 0.01\n",
"++ Data volume: [1] 'SetA_Zscr'\n",
"++ Threshold volume: [1] 'SetA_Zscr'\n",
"++ How many sides to this stat? 2\n",
"++ Converted left-tail p=0.010000 -> thr=-2.575829\n",
"++ Converted right-tail p=0.010000 -> thr=2.575829\n",
"++ Opt code: -bisided,p=0.01,clust_nvox,10,NN3\n",
"\u001b[7m*+ WARNING:\u001b[0m No mask being used? That *could* be OK, but thought I'd let you know...\n",
"++ Sorting clusters by size.\n",
"++ Writing out dataset masked by clusters.\n",
"++ Output dataset /cubric/collab/424_eegfmri/univariate/univariate/second_level/18/shifted-True/nm-bwc0_mmh_mod-none/task-arousal_afni-Cued-Uncued/mask-b_gray_thresholded_onesamp_ttest_results/uncorrected_p-0.01_cluster_data.nii.gz\n"
]
},
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Use AFNI 3DClusterize to voxelwise clusterize the zstat image\n",
"# import necessary modules\n",
"import os\n",
"# define the path to the zstat image\n",
"zstat_file = '/cubric/collab/424_eegfmri/univariate/univariate/second_level/18/shifted-True/nm-bwc0_mmh_mod-none/task-arousal_afni-Cued-Uncued/mask-b_gray_thresholded_onesamp_ttest_results/mask-b_gray_thresholded_onesamp_ttest_results+tlrc.HEAD'\n",
"# define the path to the output directory\n",
"output_dir = '/cubric/collab/424_eegfmri/univariate/univariate/second_level/18/shifted-True/nm-bwc0_mmh_mod-none/task-arousal_afni-Cued-Uncued/mask-b_gray_thresholded_onesamp_ttest_results'\n",
"# define the threshold for clusterization\n",
"threshold = '0.01'\n",
"# define the minimum cluster size\n",
"min_cluster_size = '10'\n",
"\n",
"# define the command to run 3DClusterize\n",
"cmd = f\"3dClusterize -inset {zstat_file} -ithr 1 -idat 1 -NN 3 -clust_nvox {min_cluster_size} -bisided p={threshold} -pref_dat {output_dir}/uncorrected_p-{threshold}_cluster_data.nii.gz\"\n",
"\n",
"# run the command\n",
"os.system(cmd)\n"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<nilearn.plotting.displays._slicers.OrthoSlicer at 0x7f2f98845a20>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 730x260 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 730x260 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 730x260 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from nilearn import plotting\n",
"# Contrast: Cued-Uncued\n",
"# define the path to the cluster map file\n",
"cluster_map_file = f\"{output_dir}/uncorrected_p-{threshold}_cluster_data.nii.gz\"\n",
"\n",
"# plot the cluster map\n",
"plotting.plot_stat_map(cluster_map_file, cmap='Oranges')\n",
"\n",
"# Contast: Uncued-Cued\n",
"# Copy the cluster map file and multiply it by -1\n",
"# import necessary modules\n",
"import nibabel as nib\n",
"import numpy as np\n",
"# define the path to the cluster map file\n",
"cluster_map_file = f\"{output_dir}/uncorrected_p-{threshold}_cluster_data.nii.gz\"\n",
"# load the cluster map file\n",
"cluster_map_img = nib.load(cluster_map_file)\n",
"# get the data from the cluster map file\n",
"cluster_map_data = cluster_map_img.get_fdata()\n",
"# multiply the data by -1\n",
"cluster_map_data = cluster_map_data * -1\n",
"# save the data as a new nifti file\n",
"new_cluster_map_img = nib.Nifti1Image(cluster_map_data, cluster_map_img.affine, cluster_map_img.header)\n",
"plotting.plot_stat_map(new_cluster_map_img, cmap='Oranges')\n",
"\n",
"# use a higher resolution background image in plot_stat_map\n",
"# import necessary modules\n",
"from nilearn import datasets\n",
"# load the MNI152 template 1mm file\n",
"mni152_template = datasets.load_mni152_template()\n",
"# plot the cluster map without crosshairs\n",
"plotting.plot_stat_map(new_cluster_map_img, cmap='Oranges', bg_img=mni152_template, draw_cross=False, black_bg=False) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Insula"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"#\n",
"# Cluster report \n",
"#[ Dataset prefix = mask-resampled_vinsula_mask_onesamp_ttest_results ]\n",
"#[ Threshold vol = [1] 'SetA_Zscr' ]\n",
"#[ Supplement dat vol = [1] 'SetA_Zscr' ]\n",
"#[ Option summary = -bisided,p=0.01,clust_nvox,10,NN3 ]\n",
"#[ Threshold value(s) = left-tail p=0.010000 -> thr=-2.575829; right-tail p=0.010000 -> thr=2.575829 ]\n",
"#[ Aux. stat. info. = ]\n",
"#[ Nvoxel threshold = 10; Volume threshold = 80.000 ]\n",
"#[ Single voxel volume = 8.000 (microliters) ]\n",
"#[ Neighbor type, NN = 3 ]\n",
"#[ Voxel datum type = float ]\n",
"#[ Voxel dimensions = 2.000 mm X 2.000 mm X 2.000 mm ]\n",
"#[ Coordinates Order = RAI ]\n",
"#[ Mean and SEM based on signed voxel intensities ]\n",
"#\n",
"#Volume CM RL CM AP CM IS minRL maxRL minAP maxAP minIS maxIS Mean SEM Max Int MI RL MI AP MI IS\n",
"#------ ----- ----- ----- ----- ----- ----- ----- ----- ----- ------- ------- ------- ----- ----- -----\n",
" 202 34.7 -16.1 3.5 28.5 42.5 -25.5 -7.5 -16.5 15.5 -2.9118 0.0215 -4.0139 32.5 -13.5 13.5 \n",
" 32 -44.2 -3.6 0.4 -49.5 -39.5 -7.5 0.5 -0.5 3.5 -2.9705 0.0528 -3.7041 -45.5 -3.5 -0.5 \n",
" 15 -33.7 -29.8 5.1 -35.5 -31.5 -31.5 -27.5 3.5 7.5 -2.7699 0.0375 -3.0681 -33.5 -31.5 5.5 \n",
" 14 38.1 -13.1 -12.7 34.5 40.5 -15.5 -11.5 -16.5 -10.5 -2.7318 0.0373 -2.9834 38.5 -13.5 -12.5 \n",
" 12 -34.8 -14.5 -10.4 -35.5 -33.5 -17.5 -11.5 -14.5 -8.5 -2.8716 0.0651 -3.3295 -35.5 -13.5 -8.5 \n",
" 12 -36.6 16.3 13.8 -39.5 -33.5 14.5 18.5 11.5 15.5 -2.8616 0.0642 -3.3772 -35.5 16.5 13.5 \n",
" 10 28.3 -30.1 4.3 26.5 30.5 -31.5 -29.5 -0.5 7.5 -2.717 0.0423 -2.941 28.5 -31.5 5.5 \n",
"#------ ----- ----- ----- ----- ----- ----- ----- ----- ----- ------- ------- ------- ----- ----- -----\n",
"# 297 17.0 -14.4 2.4 -2.8923 0.0167 \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"++ Neighborhood definition (NN=3) accepted\n",
"++ User input p-value threshold: 0.01\n",
"++ Data volume: [1] 'SetA_Zscr'\n",
"++ Threshold volume: [1] 'SetA_Zscr'\n",
"++ How many sides to this stat? 2\n",
"++ Converted left-tail p=0.010000 -> thr=-2.575829\n",
"++ Converted right-tail p=0.010000 -> thr=2.575829\n",
"++ Opt code: -bisided,p=0.01,clust_nvox,10,NN3\n",
"\u001b[7m*+ WARNING:\u001b[0m No mask being used? That *could* be OK, but thought I'd let you know...\n",
"++ Sorting clusters by size.\n",
"++ Writing out dataset masked by clusters.\n",
"++ Output dataset /cubric/collab/424_eegfmri/univariate/univariate/second_level/18/shifted-True/nm-bwc0_mmh_mod-none/task-arousal_afni-Cued-Uncued/mask-resampled_vinsula_mask_onesamp_ttest_results/uncorrected_p-0.01_cluster_data.nii.gz\n"
]
},
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Use AFNI 3DClusterize to voxelwise clusterize the zstat image\n",
"# import necessary modules\n",
"import os\n",
"# define the path to the zstat image\n",
"zstat_file = '/cubric/collab/424_eegfmri/univariate/univariate/second_level/18/shifted-True/nm-bwc0_mmh_mod-none/task-arousal_afni-Cued-Uncued/mask-resampled_vinsula_mask_onesamp_ttest_results/mask-resampled_vinsula_mask_onesamp_ttest_results+tlrc.HEAD'\n",
"# define the path to the output directory which the same as the zstat image directory, define it dynamically\n",
"output_dir = os.path.dirname(zstat_file)\n",
"\n",
"# define the threshold for clusterization\n",
"threshold = '0.01'\n",
"# define the minimum cluster size\n",
"min_cluster_size = '10'\n",
"\n",
"# define the command to run 3DClusterize\n",
"cmd = f\"3dClusterize -inset {zstat_file} -ithr 1 -idat 1 -NN 3 -clust_nvox {min_cluster_size} -bisided p={threshold} -pref_dat {output_dir}/uncorrected_p-{threshold}_cluster_data.nii.gz\"\n",
"\n",
"# run the command\n",
"os.system(cmd)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<nilearn.plotting.displays._slicers.OrthoSlicer at 0x7f2f987d0e80>"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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VdSrTGlOdPt5UuWMRYtJQ33ZVtdUXPsy+CiRKO9djnem/zogvIaxnmOE0PD6iPuuxOhKN854G98lPKupU2Km4s2yNlc9PXqtzzjmn6D5NK6SZJqdacTfGGGOMMR2OBx54AIceeih69+6NTCaDOXPmtHSVimLF3RhjjGmnUJ3WTKfqV01/bEY+Wbt2LYBEJabfeV1wXfqPa1ZT/k71fptttgEALF26FEBhFlfGOefvaVlMuWzdunUAsjHmgSQ2vCrm3KdaELSOPAb1+U+DyjotAqyLRuTRqDJ6TdIsCWbLsmbNGuy33344/vjjcdZZZzWuME9ONcYYY4wxZstw6qmnAgAWLlzYshWpBx64G2OMMe2Mp59+GgCw8847A0j8yNUfW33e1cdbI77oOmn/a1ZWKs0x9VtjwrMujHyj0VjCqDKrVq0CkPi406edyrtGj+F6ROvEurPOqpKH26gFgOdKlXauz7I0qyvnH9AKwmt38MEHF+zbtGLs426MMcYYY4whVtyNMcaYdsDjjz+e+793794AEgWZn1R1qUSrskx1mOtxu1CpDmOih4q7qtMasUW35z6Y3ZSKNT/VD511CP3zVUFXtZ9qPrdJywQbwvOi2U7D9TVOO+vAjK9U4PUcE/rw07Kgdeb5CK/n4YcfnlpfUzp33303zj777Nz36dOnY9y4cU23A/u4G2OMMcYY03gmTJiAffbZJ/d9wIABLVibhuOBuzHGGNMOCKOSqKKsscRVeeanxjlnZJcwc2hNTU2qD7gq6xrPXYlFW+G++DvjutM3fOutty7YJ5V1PY7YPkuto/qnp8H60crBiDa0HKifve6b14ax81lHR5lpWrbeeuu8ttPkZDIlKu6N83H3wN0YY+rBPffcU7DsxBNPbIGaGGOMaQyffPIJFi1ahA8++AAAMHfuXADZCcOcNFwyzeQq48mpxhhjjDGmw/Hwww9j1KhR+MpXvgIgK8KMGjUql8W2NWLFvRUyffp0AMmEFybCqM/kFE5qYdIMhs864ogjmqyexrQUVL1pSqaJmeHjAOC4447L2+bmm28GAAwePBhAYtbWSWvz58/P++R6o0aNyvsMTecvvvgiAOCjjz4C4H5mmpff//73AID+/fvnlrFdcyIknwEMrUh0oiXX5wRJ9jEmFSJs/6GLiSYr0gmvaduEsA7c16JFi/KWcxLnp59+mtumT58+qdswDKZOXlWXFz1+dSVKS/qkE1Z1Uim/c7Iq66ZhJAnvX6wr12eoSyC5xieffDJM0zFp0iRMmjSpaQpzOEhjjDHGGGMMseK+BZk2bRoAYLvttgOQKBmcsLJkyZK878OGDQMAbLvttgCSt3Ju949//AMAMHPmTADA+eefn9vXb3/7WwDAF7/4RQCJSkiovD///PMAEjWRqowmgOAbPxXEiRMn1u/gjWlC/vSnPwFIJqUNGTIEQKHCF7Z7KlRsw8OHDweQqJJUuVgGJ5DtuOOOAIDFixcDAEaMGAGgMOV7OMmNShk/Wd9jjz22AUdrTP3gM4OTJIGkLVIxpxocU701XKQqzrGkS2E/YB8qNjFWJ2kS7pt1HjRoEABg+fLlAJDzQw7V/2XLlgFI+jXvASxDEyrpceskW94PdHlaCMyY5YD3KV6DtCRWQKHaT/id1nYgucamFWMfd2OMMcYYYwyx4r4FeOSRRwAAAwcOBFAY2oqqAlMy0w+OyjqhIkgVg2/t9NG9/vrrc+tyGRUA7oP75rbqv8hPqolUF/idx8BjOuqoo0o7CcY0gj/+8Y8AkvbK9sj2ShWNv1O5Uj9cIAkTx/7G71TkuC19gNmHqJpRweN63I6p1cNtuYz9jso7+/gZZ5xR4hkwpjict7HbbrsBSPoHkPQR3vs1ERGJJSJSNTmmuKf9r9vyGRYLe0hU3aa1mmozrWahn76Wpf706mevv7MsTYKUdnxK7De1LLCO/FQ/e54fhrtkXcLryXPHa/7tb387Wi/TQlhxN8YYY4wxxhAr7k3Efffdl/ufvupEk0zwzZkKSOiXCBSmmObbOCNm9OrVCwCwcOHC3DZcxjd8bkvlb/Xq1Xn75j5Zh1gSC9aZKmN4nMcff3zaqTCm3tx2220AgKFDhwJIfFuphlGJikW+oKIdKnH0D2XbVcVRfdv5yeQp3EcsoUuozLF+7Ie0VLFM+uhSLaMyzzK22WYbAImyyDryGI488kgYo9CKpH7pQH6EJaDQ512Vd4X3frbh0Jq1atWq3PZ8XgGFUVP4G/sl1f+3334bQGIpZp2K+Z/z+NiXQ2L+9Vo3Pgv5/OS9hv2bn+qPHqrk/I39WOcHqJU9Bs8H60TLHaFCH5bNa25aIY4qY4wxxhhjjCFW3OsJfb0B4O67784pbXvssUduOd+y6ZfLt3EqFlQfNA0y3+j5Zk1VgfsgLC9UOsL/geSNX8vgvrlP1kHXp9pIZYHKX/i2z0g2VD179OgBADj66KNhTCnceeedABLljTGZ1Z+c7Zd9RC1DVL7CuMdcRj9ZtnH1ZWWf4CcVd/q46z5Zt1CxZH9R31bug37y7D/vvfceAGCnnXYCAGy//fZ52xOmm3/55Zdzy6qrq1N9+U3Hg88YtrNQJWZbUl9ufsZ8uVkG2xjVYFqNAODDDz/MrRdml9RINBqphcv/+c9/5n3uu+++AJLY6yxb/dLTotLEItWo6j9v3jwAwN///ve89RhFKhZNhoTfGamK50af+bxv8b7AOuhzV6+JWg3C66n7MK2QZvJx98DdGGOMMcaYRlHiwL2Rzi4euBfhueeeA5Coynw7B7IqIf3kQp87vrlTkVO/NyoZ6ufKt3F9o475/YXLY8oGYZlUztWHnYoAlQKNj62KfPg//ZK57Zw5cwAkfsf7778/jEmDihR9OXWuBZfzu84PYfulr+gnn3xSsA/NnEhiUTPYR8IslGnrhT7v3ActA6oCsp68j9CnnWoly+Lck5gyB2TPCZcDwN/+9jd07doVS5cuBeC5Jx0JKr60zISWGLYRtRRxufqws2+xDfOTfStsg+vXr8/tW5XpcF/6fOFyzgOjCv7Xv/4VALBgwQIAwH777Qeg0PJbiuKuz9lnnnkGAPDuu+8CSJ7HVPe5XSzeu1oPgOS8q/VC56boNYgp72otYN11Xk24b9Nx8cDdGGOMMcaYxmBXmZaB2RapCFBJS4ssUVlZWeBbDhS+sesbPX1nqWioTztVBlU8NCpN2ix3jdtOxZJlch+q6rNOejxpagPhuurLz2147mbNmgUgydZ68sknF5RlOhbsZ2xXjIDBthSL2qCRYdjOSRiFgep1zO+WqPVJfUnVXz0tdjP3xXqqUs56sgz6tOu+NMKUKnNAVo0LFbrKykp07do1F5GG2ZF57saPH19QX9M+oFWT1pYQthm2Ld6PGflIcyCoVbWuKEq1tbWp/SCWbZXRUjh/ZIcddsirw7/+9S8AieLOOSAjR47M+2T/CPuwznN5/fXX8z55L+EcLMaC57wT1ol9V/ug3h/Sjk+j3egzUS3YhMr6p59+mneeqNinKe685qbj4oG7McYYY4wxjaGZwkF64L4ZZjgcMWIEgMKMZ2nZEmPEZrnz7Zlv/qrwUQnR2f1U7bhcVcZwGevLbdRXmBE2qFiyDqwTUd+7urLHEa5L9Z6+eFzOc8tzfeyxxxYt07R97rrrrtz/jBpDtYtK+7JlywAkbZ5tSHMdsK+owsX1qWSH27AdUpGmmqW+vxp1Rn/X/pym+ul8FlX3eXz0dY9tp/sM1c6ampo8Bb6srAxlZWU5RZVlUc188cUXAST+/4cccghM+4D31DRrkLZXfuezQjOqat9Sn28tT+dmhevqPBD1y2b75XN11KhRAIBXX30VQDZqDZBYjzhvauzYsQASxR4A3n//fQDA7Nmz8/bF4+I9Yffdd8+rL+vA4+R27DexjKvhsRP+xnuOzlXR9dWazj7L5zA/064n76Gm4+KBuzHGGGOMMY3BPu7Nwz333AMgmWHON2OqVzGlD8hX08L/NWua+o3zzZkKu6psMd92/p4Ww5nLqGBotA2NxsGoFho3VmPfqu98mq+7Wg64LVVFWinovzdkyBAAybk/8cQTC8o0bR9mCaXSDSTtju2JSvnHH38MIFHe2QcGDBgAILEYsX3yd7Z39qWwfbIdUr2jLyvbJctgn9BP9WOty9c95vOqSpv2NyptMcuWWgO4LFT/+J1+tfxk36eFgVaOf/zjHwCAMWPGwLRNpk6dCgDYbbfdACTXnG0bKFTM9d7NtlfMmpqWN6SsrCx1fpfCNqi+2tquud7nP/95AEmbZbx05megAn/QQQflyuIy9meWTdWaZeqzLWYRT7NoK5oLIu0cheg55rlnNCCi940wjjt923lu2AYmTZpUtL6mfdHhB+7GGGOMqZtR2yTJzfYd2g3dKrIvoctjGxjT0chkSlTc7ePeIG677TYAiW8d376pWNDPTdW1UDmora3NKfJhjNs0VVq3DctWnzu+UavizuVpcVy5jJYCvvmr6hbzpVVCH9qwDuFx8tj13KivsM6sp3LA2f28Ft/61rdS62LaFrfeemv0N7YjKugatYnti+2Vn1yPv9N6oxGZqCoDSaQGxmOnms/2yDLZ19k+NXa05kZIUyhj81r0uNUHOPZd1f1QuVfFvby8HJ06dcrVO5atUbM0vvDCCwCA0aNHp9bZtF40kzD7Q5hlW6PJxLL7En1usZ2wH/UqDHBSFO3v7M/F1G5mFKbizvZPy3J4nFymUc1YhmYkJ+q7zjqqBTkN3m/43GV9cudqswVQrXf6zFdfeB4LLQw8X0BhLHvNqG46Dh124G6MMcYUg4Pi1gQHbRzoacjhEE2GVN+B+7Ae2QHjmupkUuRaVCKD7EC34uMXc8s/6bZr3j40hDEHopr8SV076V7JOrCuLCd0F+U6enwsg+tyWw3tzO8cuKsbTJobG49DEyXpxPbQ1SUsk+i1YJ21/LAsHbi3xvYZS3rX7ikry/6Vsl4j6LADd/q0s7PT11bVN3Y0zYAGZDsb36z5hgwkvnU6a5/Espuyk6p6ohnt6ooqozd0rQNvTjxeVR14nBrBht/D4+Sxa7ZL9V/kd1UyWRavhWnbPPTQQwCS7MJUn9L6hsZjjuU4YCQUrs82xt/ZP+k7H8Zx18gtOnhg29ZBD5VKjcxEdNARon7DMYtdLGOiDp7SBmKdO3fOW961a9fcX7gNj1cjXfDeQLWQmSW//OUvF+zLJPMoTEK/nb/Qovv/5S9/2aL7b01ceOGFLV2FAkqJQtcuaaZwkI0b9htjjDHGGGOahQ6nuD/22GMAklio6n+tCiBRVRnIqntcj5newjI0aoX62CmqsPOtldtR+aESyBjYQKJkch2N066qPZVNRWP9qi9l6HM3cOBAAInKqYq7lsky1KxIJZDX5sgjj0ytm2mdPPvsswCAQYMGAUhUZvqbM2MukKjvbK8a+YLbMhIN+8CSJUsAFGYCZluiuh7OI2EfYPtSM7T2M40opaZ1wj4RzvfQ+SuxGPDqR6u/aw4HnTcCZM9ZmuIeu2dp5BqeB7U0/PGPfwSQb0lwxKf0OUUtxR/+8AcASWZvvV9zHgeQtE/1t+YzIsx5ACRt8oMPPgCQ9JP99sr6iq9Zuxb9hu0JAFgy/2V065Rtq5+gV64MtdDG5nsxwpNar7RPPv7443nb8ZgOOOCA3DLef0JrGwAcfvjhAArbuVrTNbILUVeZ8PlNqxV98Gkl5zOZ9zda7zjPRu8ljHgV85UPj4ljFrXq8f560kknpR6HaUYcDtIYY4xpWVqTvy4H33xx1UEpX1KBZJCorlLcVo+Lg2edxNqNY8fAQ7Nb+SZUZrIvgNWVSTIkTRYYG7hzPe4zNnDXwTgJj5Pr6Lqxc6QvwxxcKzpwD8tX908V63SiOPehL/j8XV3neHzhPrmuDtzZJlpTOzVbFg/cjTHGmDYALVEc4FEtpmIbqug6Z4oDvrS5GWGZHCCWkiVcy2M9OPDkQJUDcg5wOdgMLbjh7/qp86VC61JsnpbmTFB0AqnGZOf2PA9hdnHuiwNyWhI1Gp2+PChaV77QMMM5twcKLe+0WoR5MkwLY8W9aZk2bRoAYNdds7PetZPGOlZdYdl69uyZ67Ch64nO9GdnjL3Z68zyWIQAfudEPLoPhMt0RryqBmqSjx23ho7jMYXHyRtJLJFUsaQyGr6rb9++AJJrNXHixNS6mdbBX/7yFwDJ9deHFh9GoSmaJmB1FWHbYZtiX9HQjZysyn7HsjkACBPQaAhTndStZnrum2VwwMM6sA9wX2npyGOTUzWSRbFBhUbTULUv7LedOnVC586dc2Wpu5+G2lOXPELXt5Cnn34aAHDwwQen1tO0f2pXZd05aquS/lNb9Sk+6JYN55uuiRtjthQdZuBujDHGGGPMFqGZosp0mIE7kzEQKmNUsmITKlVxD1XwUEEPzYVU5DT5Qkzd5u+azEkTvtBkl6bSqbIXmxynSZNix83f1YRHZR9I1HeqoVpWsX2oTyKVQL1WpnVx7733AgCGDh0KIO5jSYU67CdMvqUTt7V9xvonl3/88ccAClX1UAWnosx+w31qWFX+ThM066thIDUBWqhYU6XX8Kux40pL6BYu11CVoa+wbsPJqtp3YwneWLZen7TY09wXJwDSynfCCSfAtBw6KZXWytD1hBMl1RIWm5Sa82nf3I+TMK75lhmilqiwDLVisR+rJSlmneW+Y64y4UTRWEhVlsG+GdunxnEnek8Jj1PD0mqSJ7UUqs+/XgtOCNZJ96F7DvspXWRi4wnT/ukwA3djjDHG1I9n39mcgGlN8lLw6vIKDO0R28KYDop93JsG+kuPHDkSQPJGrMlK9K1b1ao0ysvLcyGaQkVMQ0dSyYulTNewj1QI1KeWSpjOyA+XEf7Gt/TYjPRYnVhn1kETVQFJeCoNpannQc+tqo2qIHJ9+7q3Lq699loAwKhRowAk142qkvpxayIyIGmP6metFi1uw3aok9nYDnVyV9iOtT1SWadiznqrX732fZajYSWpfIXbxrJT8jh4XDxO7Y86iU+/A+n9paysLDpXJqZqalIrfuq9JDw+WsMeffRRAMBXv/rVgnVN0/OrX/0KALDHHnsASNqFWn8YghUo7CM6n4ttkXM5eK9n+9ZJrGEbrKmpyfWTsL1oG9PnCtu7zsfgcXB9KtAaLlaf3+EyndvBMngetN3rBNrYc1nnqoX713kyOr9n6dKlefvSiD6sO5PWaRjY0PrFUJ+8PnpO2EYuuugimPZNux+4G2OMMcYYs0Wx4t40aKIhVZdUAVA1S1EFnuv369cvt0yV6GIqBOFbOiNnaOIP/s6kDyFcRl9Hvo1TTaHip3WLHR/Pz4ABA/L2nRaGS78XiyKjSiaVH/0eSxJlWoZddtkFQKIW0YLCNkYliL9TpQ39NHmNqVZzG/UJZ3vj+iyTy9VnVhVqIGnjXFdVcfoAUw3jtvzOdshyuJwWsVCBi0WJYV9g21cLnR6n9gVNnsQywz7G7+pHG/MLZiQe7pvrcf5BeA5VleQx0zf3/vvvBwB84xvfgNlysO3qfARty2EIRz4LwpjnQGLtev/99wEUxk7XZH20coVzVbp165b6HNMytI0RtcrxmcftqP7rPvicDZ9DXEaFXX3S1VLNfcZizMdiymsfBJLnKvvO8uXLARReJ55Lrsf677BDNgY+71E8L7yOVOzDMtTCqaEpTQvSTAP3xm1tjDHGGGOMaRbaveIeU3M1YkSx2OMkTekC8pU2KhzFEl3oPujDRqVdE2gQKgfhzHouY5xsEsumxhTMetxaR1Xr1M8xJHbOYmVqObFrZVqWG2+8EUDi267qEBU5Xi9+1pVSnG1A27Yq1qoeq182t9cIMUDSZvlJtVtVMI3IpAqb9nEqW2HfimV6VFVMLXtU3qju8btGbNKcDmEfqqmpQU1NTUHuBW6jUUVYf/WT5nahOqoZIHnOuA0TxZgti6qp+oxhu08iwSR9h/d6tk2N7MS+Q6st+wnbnkZGAbJ9KG0uhFqVuY72C50XxeNjf6ZVi0r8sGHDACRzLMJ8DaNHjwYAvP322wCA+fPn563D4+N9SJ9b+pxWKx4J+xzX4b1E58cQPsM//DAbC5/9hfckXgtGa2O5XD+8P7IPcp88h7yOVtxbAc0UDtKKuzHGGGOMMW2Adqm4X3/99bn/+abPN131r9a3WPV5j6nEJJb5MCQW7UF97+inSNWE2zEzJaGP3oIFC3LL6Iuu9VF1heoCVZXYzPpisefDfcVm4+unKumsE1UJngeqDFRbwut53nnnRetjtgxDhgwBkPSNNAUOSNozrx/bR5iSm8oS+yWvsUYviinMqjapn324nWZ05TZUs6lSqjKvCrv2BS4PI3joHBDth8UyM3M7+sxqRtmYRQzI9qPy8vLcfUMtcppmnnA5+6FaNYDCGNgsW++PjgC1ZUmb6wAk14dtObRSchmtsOyHGpWEftkasYV9i20ytMR06tQp19/T2jaXsSxVtdV/nH2V9xY+n3h8tPCw74b9S6PGMPLOoEGD8urP49EcCVp/1rkuH3f+xnPG+QTsgzo/jevxXHM8oteC14rLw/sZ+69mdk6LbW9aiEymRB93K+7GGGOMMca0e9qV4v7AAw8ASKJfAMkb8KJFiwAk0RD4lq6z2PlWq368fMMPFY2YT7fGck6LyJK2vkbQUH9Y1k3f5kM0TjbfznUfsRn1RKMB1LW+ZnvUSBmafVVjeHM5rxX9+6gQhdFleI2//vWv11l/03ho6dh9990BFMYe53deP405Tt/3MN45lTSqYFS3dF6H+mOr8qz+q6qOpdVXVWLNIqxtXBV3VeJDhUtzFMQsVqXOA9H1Y1YtIHvsGzduLIhpr/csPU6dH8D7SxgFiGXQcsdtuA+Nif+HP/wBAHDSSSfVeZymfjBySrHoLCEaE5zXn9eZ/YNWMLWUEVWqWSbbUZrizn3qcyQWG16fEez3tCSz7rTQhXMruGz48OF59WEZ6osfyx8Sq3OaZUHn3sR8+fVeoXNWNLs6y9M8M0ByjWP1DiPbmRbCUWWMMcYYY4wxpF0o7vfccw+AZMZ5+GZMZe/jjz8GUDhbm7+rnyvfdKnKcXn49l5dXZ0atUWVCI1fTlT5o88sFWkuZx2pLKhKES7jGz6VCipiGi+bZcfqpBnrNMNlCMvWuLka6UOX85N1pKpHZYGKe6hsMjIAr/mJJ55YUB/TNFDBUp9Xoj7jOneBUHkP/2e/YRm8rrz2xeZYcH2N7x62FbbhYqq1WshU0YpFmUmrW2xeR7FINWqd0zjW4bnftGlT3jmtqqrKZU8Nz02sD+vcEsJ7Qqjy0VrC/Wk8avZtzcx8xx13AABOP/30gnNkSufee+8FAAwdOhRAYY4EVWjDdqLRndiW2F91vgI/1Z+cz06NWqJZQkPYhlTF1nauz4S0fhyiz7OwDFoOiOaESIvGllbHWMSn8P6h9wiWzchwWl+eS/Yxnkv1z+f11f4U7pOfsSgybDMnnHBC6u9mC+KoMsYYY4wxxhjSLhR3xqlN8x/l2ynfZKm0U0ni2zR9ZtWvjUqT+rIBWZ9sqluhEh2LCR9T47gtj0NVOlXY+RkqfvqbvtlrRAxSV6zatO9p29I3nQqe1kX96lW1oypBtUjVWI2dDyTnyjQ911xzDQDggAMOAJCuxAKF6phmuk1TqqiUqSVL1W5t+7F2GYuUUte2sf4Xi/qk5aXN99BtNXqV3pt0nwrvO6qKk3A5fdx5Ttl/eG55nTQTJo9Ps0mHc2g0I6d+j0UWMk2DxsnntWW74T2Uz6WwPem9Xq2mqhpT5Z07dy6Awsgu4VyV2traXDlhf1BVWJ8BWpdQOQ+hAq+qN8tjllQgieii1mLNAxJ7Rsaio+mxpJ1bbsNoMNwnrwsV+BEjRuStzzI1d4laL0LrpVrfeL10bOPcCi1JiT7ujdTM28XA3RhjjDHGmBajmSantumB+y233AIA+MIXvgAgXWHjG30sQ6NmnuNbLd/a1U82fIuvrq5OVflV3da36ZgCqNtp2VQ0qXCHPm7qb6x+i8WiW6gKqdF00lRGbsNzp0qeKpfqY6vRLwivlSoL4T6pMrANnHXWWQX1Mw2DWQpVweJ10fan/puE7SHNYhL7jGUb1nYZ81sPKeYnXyyCSyyqjNYpXFf9alV51/kuapXTOPDqA8zfQiWuqqoKmUwmp5jHsh6zbNaN/Uu3C1VQ/s/98VpzLgKVXp3fwut06623AgDOPPNMmPqj7Z2qN6+LKtppc5D03h3z3V64cCGA5NqG991wXyyzrjke2n61LrGs2FpXzQ7Ke0xo+dYssmzPxc6Nqvr6rNNnf3i82q/1vsVzpzlXGFteffX1PNV1HdViotGx1JJi2h9teuBujDHGGGNMi2PFvTiaUZRvwaEatXjxYgDJGzF90qkc6Vu1RmDQ2NThm3Umk0mNc65vy8UyjBJVq1gm/fn0jTttn1Q5+SZPX3C1MOhbuap0sYywaf6MWrZGM9AseuqnyeOmkquRLAYOHJjbp0Y20TZgGg+jG+l8D7WYqBrMvqU+8aG6phkgY/NAYiq5+unG1PFwWYxYv1RKUbLUYhDrT7qe9iGiGSPD+05tbW3BvIFMJpNbV7PL6ievE1VLjfARqn9q9dJ5DrzPsP4apYs89NBDAICvfe1rMKXDOQW8prRssE/xd41CFKL3X/ZP3ssZaW3HHXcEUGgV4rUN57CEUYzCtst6xmKnx+Z8xNA8DXX1c70fFcskGrMyaxQanje1eoWfjGjDZ5dmoWXdqLwznwy318hspVzHWAQutgnTfmnTA3djjDHGGGNanLJM9q+U9RpBmx64U91RFWvp0qW5dfjWTOWZfrnqwx7zZ9VIEuFbd0ztLRYJQ7/rG7P6HjKOrtYlnOXPN36qoTwezriP+fmpMkjq8udVeB5UsYv52at/INfXbHK0NITXk9eR6gjbgGk81157LQDg3/7t3wAUqqtqdVI/VV5XKkGahTgsM6ZeaztUK1SsD6W1T51DoZahmBqu+4j1mfAYYkqilhnLzqplU1VjNkRGqWD9QzWxsrISXbt2LVDvqKyqn7RG5NFoT2Gf0pjW/K7RtniN+alqJ++7Tz31FADgkEMOgSnORx99BKDwHqn3c43oFG6j0YT43OByzTDMa8gy06INZTKZVFVY7xHa59QXPDaHKmbxrgt9nsSsx/pd6xqLOhWifYnnjP2V55ZWZL2nvPfeewDimdo1u20I77vM66IWBy437Zc2PXA3xhhjjDGmxbGPe3E0SgKjXoTKAP11NXJCTGXQ2K5K6P8Zy1wWU5jVH1R96/S4+PuoUaPyjouKCdX0sEz6r1I1i/nFa/QLVRl0pnpd0WXos85zrJkzCbfleVA/SI0KwGu3fPny3Dq8xtxnmiJhGgbbDuG116gk/E7lRzMwcr20aDOxPAJqfdL1dT1VuNPUv2KRZ7hcY0pzn7wnqHKXZqWKWQJi6j7R49J9sB9rhuYwSlb//v1RWVlZYOmKzRPQfarKH9ZR56PwWmtkKM0boWo+2wpjgz/66KMAgK9+9aupdTRZeE0ZJ5x9j+dXVfHwWcL2rfdlVXlpzVFLL/sx1yvF8hSzVMcitOjzhWh8c+2rYZ/Wdq+qv1rVtf56n9AIL2lzXGJWOa5LX3XtJzwuzmHR66bXJi1XC/dBNZ/70PkApjgbNmzAZZddhsceewzvvPMOevTogfHjx+Oqq65q1blinDnVGGOMMaaRDK38DEMrP8NefWuwV9/i7j2mZVm7di1eeukl/PCHP8RLL72EBx54AHPnzsWECRMaViAV91L+GkGblis1tjpVqPAtlQqF+nnqW7oqY+pjxuV8y60LVQk0OyTrSwWd2dWGDx+et71CNUvVt5Bi6iLPw7/+9S8AiQJGZU/VujSFI4b6nccUTfV31H2wHI1AAhTGeC81OoEpDq89z7H6lWvsbq6nfqsxP9a6iFmCVEWLqcVpPuZquYqp9rTo0JLFfdLiw3aoUVvCrK1cR/uPnsPY3JGYgpdmlQuzVgLZvrDVVlsVWMmKRbGKWfxCCwn7ma7L+vJepgqh+mTz/HA5o2qYuhkwYACA5J6vmTnZZtkWw9jrGq895i/OtsRnwuc//3kAiZJLn+nwubNhw4bc99ByWixDsFqWYnkbYqRlEuYyjThWjGJ103tK2Ed5btXaqLC/vPnmm3nbEVXRtS+G6rmq+OxTtLzzu+asMXF69OiRm3dDrr/+eowdOxaLFi3KRVpqbbTpgbsxxhhjTGvghfcLQ6qatsXKlSuRyWQKXEdLwj7uxhhjjDHGbHmqqqrwH//xHzjppJNy8xDqRSaT/StlvUbQpgfuNBnppMfQbMV1NNySmqbUPaOU1Oq1tbV1JpTQZXR1oWmeZrZXX30VADBnzhwAwB577AEAGDlyJIC4u0p4nLF68Lhff/11AMArr7ySd3xf+tKXACTnie4BWm4asXBZsbTVem51wo5OKtLQlkByjWkOjKXONqXzu9/9DkBiludEOELzO6+PToCmCZe/6wTF+qBuLSQWTrFYeEWgsC9zG/Y/tikuZ9g83aeGzwvdErTfsF1yHb3PxCaj6nGlHXfaRFj+6fLwM+ZWVlfYu9jEebpJaAg+nlOdGMmyeV7Yxx955JFc2UcddVRq/Toid955J4DEfVLbMPsYXWbYNsPkO9qXuI0mH2Q4X5b18ssvAwAGDx4MIHGR0/tCWtvU0Ksxt5NYwjK9n3M7PjtYx7CtchndPvWeoAmZYknbYv0gLTCD9jW6E2lirIULFwIAtttuOwDJpFR1Y6ILLscGdSW34vVgWeqmxnsO29Bpp50Gk+Xuu+/G2Wefnfs+ffp0jBs3DkD22h1//PGora3NPRMbRuMG5aXQpgfuxhhjjDHGFGPChAnYZ599ct8pVnHQ/u677+KZZ55pmNrejLTpgbsqtRrKEChMTqDqryab0MkjsSRJRJWQtPpo+Cad1Dd69GgAyQSWmTNnAgBmz54NIFHgd9llFwDJm3c4sYf1oPLy2muvAUgUdtaFCSJ23XXXvDJYJ54Xng9VJ0IFIHZuYt81TKCmXGfddeJweD15zTXMlmk4O+20E4BEwaGCxcRfPP9UlXk9qXCpL2BdEzJjCYlKnbyp28dCHobbxmBZOqmNE/7Y1tgONalQ6Meq1iIqZ2zzPFeq8qnirqH3YslfGjIpO3au6jqHsfsez41OOOe110R3tMqowlrXvjsyVGh5PrXdaMhcbX9AMplaQ0lSYde2xSR+DIPHBHhqLQKy9wj2+7SQvBrUQa3j7DtsR6p6a2ADnRAf7pPLNHAB61tsYruGlVYrUVpfZP14r2Q/4Dmn1W6vvfbKq1PMssbtWWdeo7RkaMUSGxK2IZOw9dZbFyQr46B93rx5mDFjRoH1tF7Yx90YY4wxxpimZ8OGDTj22GPx0ksv4dFHH8WmTZuwZMkSANkX2fpGKmou2vTAnW/hqgiEiZH4f0xh56eqaTF/t57r38/932vDYlR+kn3D/qTHXrnlqlKpoqzrkREjRgBI/Efpl/7MM88AAJ599tm89fg2DyT+8XPnzs3bJ4+f/vI77LBDnXVgHbmdKp1p/ozFQlCq8slzzTdbWiL4qVaR8BpQ0VC13tSPn/3sZ7n/x48fDyA53+q7znOt6bvZTjVpWV0+ozGFVa9jTOmNJdxKm4sSU+dV7eY9gOof12N4PPqUsk+khW6Lha3UuRjcF60bPG713aWamRYSNZPJoNeGxbnvPbtsxAYU74d6HmLqX9r1Up983ieoLPJc0L+W14nWCx6fKq7c3uQTKq1A4VyDWKKjcD2qtlSQaUFTv/FYKNIhQ4YASNrw0qVLc+usXLmywIqdVi9VznVek27H39V6Tr/7uixNtFjTFUItZtqWY3UolngtPB62b37yXkELW1qSqnBfLIf3WlrE9fmbVp9i82O0DZlCFi9ejIcffhhA/ngKAGbMmIEDDzywfgV6cqoxxhhjjDFNz+DBg9tkLpg2PXCnEsi3cr4ph9EsNN0xf1MfzBj0PeOs8cG9eiQ/dtkamfLsvtPejDXdtzaQWBp0Tpigwjlv3ry8399444289cJlan1gAgGuW+xtXZNE1eVrS9WNKjg/qeTQZzJmbuK557Xg9dTkLeH15D65bpj8w5TOwIEDc/+rryfbAK+fJkOqKy13+D0tGoMSu2nGlKpSkjmRWL9TxZxl8jtVYPYZtjluR9U8rV2zDJ5LnYuhUVfUV5br00dekyqN3SFb17Vd8v00e2zMqqG1n2WV+I8qdyuwLPC6xaweaRY0VXRVraXCrt8ZVYP+1TynmnwutELefPPNAIBvf/vbqfXrSMRUYp0joM+vtGun85UWL862kUGDBgFI2izbms7bYl34LORvaSq/Wm24jSrxWm+2C+0/8+fPB5Ao2hqNJW3ZO++8AwAYNmxY6nEUs66zLjwfdR0ny9ZIW7RG6nXTOSG8FlToea3qmlOmdYglR6vPvdI0FWWb/0pZr+GUPHBvjdm41PVEHyrhMm3UfOiys8ceZuzEfPCs2SrpvGvWrgXKs9uv2VB4frRjsQwNP6ef6lqjg1P+HmaRU7chwjK4bmyCiw6y6pqYQ/TccB9644uFbORNj3XXctJcjHjuuA1/a43tszUTnlOe75j5VgfuXE/DJsYG8KWEFI0N4Jti4B5DB8/aTzVTob5MhIMHDdnKbfmp9xnug/vUfelLFD/XrN08cA9Cjq1Zsxa1mc0DpLXrNv++tsBFRid9FzsvaedGxQjN4kj0HOq9gf04bIfN2ZcrKys9MdYY0yYpeeBuf6lC+o0Y26L7/+Uvf9mi+29NnHXWWS1dBWNahL5DdmvpKjQpF1xwwRbfx+rVq3OqaGtEI6DwhUdfAItZUEP4DOdL4bvvvgsgmfekMeIpvGj8cwDYfvvtU33kWbZabPUFPJZ/gS98nCC4aNGivN/VYhWWxX1zG+6TfuM8/lhkuFgEH30pDZcxAg+vi0ak4Quqvri+/352rhzneYWR00LC8xR7idaobaUIJmYL0Uw+7ralGGOMMcYY0wYoWXGnT2Jr4tZbbwWQ+JPx7TVUUvRNn7/F4iovW7YMQOJzSvbdffMM+7Vr0W/YngCAJfNfRrdOm7erSXzf+ZbNN1/1LeXbN/1A1UVB36gZ153+onxr33///XP7fO655wAUxur94he/mHec/NS3c86Gp48q66T+vaEywHP10UcfAUjUEo3kQxhJQ2fc8zhZnprKw4gj/I0+wPx+5plnwpQOZ9IDiS83rxv7iPqwF8vAqcpcXZN+YtGAtF0SjToRyyKc5hOqLmjq80o0Qyr9T9m+NS5yGA+Y50wjbahbHM+x+ipzO/aB8Pj2G5rM8chUZPv1mk3lyX1o3kuoRLbvzX63quB4eZ+hHy774fbbbw+gMLpIeO55r2F/IyyDx6P5Mrg+nxsxV5uwr1NlPeWUU7ClCSOPtUbYbtgftG3y2mo26rRIR9rO+TyiEs1oM7ymquxSqQ7be2VlZZ05TDQ2us41UyVao82wH2g0mrRoU7EsrCyD4wJ1F9X5GbFnZNr9gv9rpCkeP9s998l2znEFz71eG51jFqrmPD49VzyemNpvmpHWFlWmNZoV2VD5yUFlmIpcB+7saPzUJA1crv6x3Tpt9mctS5Z3K9uAbpv3va4sOT9qtmS9YuGoNESaPuRikwHDQTR/402I2/BcxG5KegOKhbzj9/DccqDOZayv3hCJ7oP71tCVauILB3maJIPnrDW2z9ZM2HZ4vfT6aDIgHbjrQ7QhA3ctozkG7mmTzcLf9cGedl/R7zxnOnDXuSPFBu764gwAL36YrDdup819oTbpI93KqlGJ6tz24fGOGwQAXXPrP/9eeW4f7DOlDNzD+TThcbAMHbjrgEzvaTqwA5I+7b5sjGmbtLLJqa0RPgRikRrS0IcUy6DqoEp7qX5i4T75tq0DA90nBwR8yOnbN9UVKqKMbJPmx6jLwlS+QOEAXgf/msFNJyDyARsO+PRcch+stw5e1MKw7bbb5m2f5ksYrh/+z2tuP776ce211wJI4voDyXXRwZdaimL9SteLxf4GCgdyqhwS9d8sFqM8bUCv7U8HyToRm+trdCpG19G6hS/3aTGtgWQQqj7LenyasVjjm8d8YJXw/pUtO19ZLisry9VVszWqwhguo1qvA3g9LsLj5vaqsBJa+oB4/++I8HzxnMQ+6woeUCwHAvsM78OaaVUVd30pTrsvcB8at5/PVyrP9Kunjzh57733ABQ++3i/onoeHotaeZj/hMfBvhNG0gKSqG0LFy4EkLRZng+eH1oiwmeN3ttUcedx8t7K9Vk2iYkHaS/RKrbptoTnzop7+6VND9y3JF8alr1Z1dZsjhaxLnsTqK1KTLu165ajtmzzpN0Kpxc2xmxZXvowOyj4wnZJNJY//+NdVFRU5IVNTXDkFGOMaRZam6tMa+Tcc88FANx0000A0sO/qapGNY1vyHzrVoWgvoQKmZqF+datGRg13GHMDUDjadeluHMdVQljrgVUU/j2zrqwznUdp7rwaIg4vvGrCwzPNbePxcVOuxbcBz/ZBkxpMLYxfSyB5DzTosProm4rqippvP5YJt00i0nMx10V3JjLTCxWfFhuLNqCumjF8itQHaOip/kFQtVPQ0Vq/WPWN53foko1P8Pts9amZOC+YcOGvN+pEGa3zT+26urqXJkffvghgGQ+DK9j2nGpm5D2Q4XnWDOp8njVshfW+/HHHwcAHH744alldwT0vKq7JYlZi8LfYn1F/ebVn57XLqbspmXapbLOqCm81+sz4sUXXwSQzLOgss4+yWuvc0f0ORcuoxr/5S9/GUCierNOtChw7grbP4+T1qAPPvgAQNIeaR0I1XJ9Nmk/1/6iMeTVH12vTVrWcc0WrnVQ//hi4XBN26VND9y3KGWbT02t+JRuSmKqz/6gHDvvvMPmb3bZMMY0D7M/SB9MKf/zXqbANcgYY8wWwIp76agilvY2rm+8fHulH1ypyUlCunbtmiuP5aSRpgaG+2QZ+oasGQ81Q1xa1lfNNho7Hu5TfXP1bV63DxV3KnVUF3hOWbb69+mEUp4zLle/TZ1FH24bJr8xxTnnnHMAABMnTgSQr9xRzeN1oEKlaqmqQVSk1EUjFq0l3G8sq6oqUDrXgp9sazoJO6wL2432bVUiVXnXTJK0TlA91PYcbkM0EkVsQq+eF/5e1znt0qVLXp/o3r07unbtWqDO64RfnWNCFZS+wVReQ79jtVZoUjX1Wdd9E/XhV6sjkFg/qZyaQksxP9Uik2aZKZWYghu7lkSjpAHAv/71LwDA3LlzAQBDhmSjsTHzqbY1Rhhju6K6TWITyetCgzpomRpLnetpTPV//vOfAJJ7TpjLRjMaa7/ms5H3SFLMP70u9H6mn7wnOmNq+6ddDNybkv2GbI6MsVEmdpRtnjhVk27iN8YYY4wxHRVHlSkZvr3yTTr0m9SIJXwbpwJAtaAhZuRQFQvV8pj6xn2qoke1hCpETO3Wt/UwIoNG0IhF1ODyfD/YxOeUdYypLGl+czwOKuhab6osjEzBa8Fzz33q75pGPtx/QxSLjgzPqUYXApI2wN9UeUqL1wwk14v9oJiaXNc6ulz3xTqwLS1dujRvPaphffv2zW1DNU8tBrGIEKpgaT9Vhb6urIb6vZj/fyx0pR4/kD3f4e9lZWW5PyC5juwrVOJ4v1CLF/2Ief8J72sau5774DlJ81UH4hFiNHIR9xkeY13ZPzsKsWyePO8xq1bYJmM+7trH0mLAF6OsrCy3/TvvvJNbPmfOHABJm2IOBA0Vy32NGDEir9xYZKpY3w1/UytXzNrFfb766qt5y/k8omWN2/OYeL8DgF133TVvnZjPezH1OzZ/KM3HnagVRi3xDbmepm3RLgbuTcmTr2fNyRxMHj9284OrU/Zh9twim6GMMcYYY0yAfdxL5zvf+Q4A4I477gCQrjrwk2/VGieZM841Y50SxlMuLy9PjUwRUw81BrlGuNHtFR7D3nvvDSDx0QOAsWPHAkj88pTYPmKx8GPbh79rwhpV4ai6aExbrkfVn9ei2Ex7IFHoeM1NacTUJ6AwYoMq6aq8a9zvmFqcppzG2qH6oWvZ/E7/a/pDv/HGG3n7DK1QVIsHDx4MIFHgicaQ1/jsmiyI/TWtrxSLEa9qpyprsfj2aUpqly5d8hTt8vJylJeXRxNFKbx+PIesA/3Pw1jwGnea9deEbzGffr2/8P7LfpwWC5/rdmTU4qLPL37y/HH9tARkam1lv+Y8A7aXmKUsZo3mvujXDhQmbdOyeG2PPvro1LJiz85SrDCxbbRt8lwdddRRAID//u//BpDvwx6uz2MKjzPMg5G2z2IWNh2HxCLLpWWl5XWsy4oalmXaH+1i4L4leWJutkMdNpw3L5txjTGtkzF9qwFUZxWdrYEXPyotcZMxxphGkinL/pWyXiNoVwN3xqGmcgQkaiFVX35qDHWdOR5TDjhbnGWochaWHVPZqGhpFBUSU72pNlIFe+2113K/ff7zn89bR9EyWReqXKyTqhOq+KUpABo7nnFwqVTyelBtoXVDFXb6LyuhAshrbBpGmpKjc0M0ggXbqargJObfGfsOFPYNQmuNKu2q9O65554AgF122QUAsGjRIgDAvHnzcmVxGdsMfffZRzSPAD9VPdcIRmnnQa0WqqTzHGu/0khYsUykqriH9O7dG5WVlZuv09K833r27Fmg7vEc0wJBCwvrRktZSCx+uKL3CR6fWjHSfHh5L+b9oSPD+Qecs6HRlPipfTfs19rHVHlnO+LzRNs/SZtzVVNTk9vXsmXLcsvZN6jms4/R9fSwww7L+z2mksfU8jRi/v6xXBAagYd1mjFjBoCkP2iktfA49XxzXbUc6nGwbTNyl8Zm13LTInLpvD32Z70v1BXpzmwpMihN3LWrTLPw13ezHTGYn2KMMa0LPty7ZAdhwzqtBCqB15Z3qWsrY4wxbYR2NXCnf2uY9ZMKO1UFjTnO7GmM1awRMvjmrKoUkH1LTvPDVl86om/RfCNW3zpV36iqUF3kW3s4a5zLuA63iUV3UHVL/ZJjfo11HSfPHa0SVFk006ZmbmScXSoGVAipSoSKZ+jDbEonpuQChVF86PvMtsHfqVirskNifqhpFiRV0GNRFFS5VkWKdWYGRvqzh/Vn9Ah+p0WI1jhadNhuea/QaA0a5Sg8D7FoODFlXbMc6v1GVcGwr9fU1OSdp6222gpbbbVVnX7A69atK4ioxTkAvP/o3IY0ikUDisHjYd/mtQj92dUfviPDNrrbbrsBSM4J2xEVeKrAGlEIiM9N0Xt8rM/p9/DZV1tbW5ADJdwn4fN3zJgxAJK+pf1YVXM+n9g3Fy5cCKAwljlQ2Fd4D4jlmdB7IevEOjKKjMbIp7INJM9ujc6WZvlI23fsU3OXhPvUCHi0mMWiz7ENmWbEk1ONMcbUh3c2bI9NmzZh507Zl69cxmdjjDHtgnY1cN9pp50AFCoDQOLnumDBAgCJYqGZ24jO2OZbe0wNSosrq6h/p6riqiLqd/qesu6hysWyeRy0OqhFgGVqtta6FNnYcSqa9ZE+k1QKeBwai/iVV14BkPg90geZyknacZr6QQWLCliaJYbXh31FrU2qJmn7JLEcAvp/+L2YkqvKtUbX0BwIQNIO99lnHwDAyy+/DKAwuzBhzGn2rx133DHveNT3PYxMxbbLsqmYqS9yWnbnsC6831DNj/XH8PpRgWd91qxZg50/l38/W79+fa4OYez0sCxVaOvaf+x3jaah9x+NJhO2nTTV2Bhj2g6ZEieeWnE3xhgTssnuJm2Zyy67DADw2GOPAUjcmdRFhi94DAwQClD64syXSi7Xl8Vi6As4RbAQfTlk0IRhw4YBiE/e5HIGKFBxise1ePFiAOkumwMGDACQiBN0x+JLNV39NNQzy2Id6UrG4A9pYhWPfdSoUXn1LAbPNV1sVHBQ0S4MtEG3GQor4WTZ8Dh53GxDpv3hgbsxxhhjjDGNIJPJ1CvnQENpFwP3KVOmAACGDx8eXYfmfk5A08QtsRTLqiCEk066deuWm6QSJiqhKqDhpIhOXFHzv6KhpoiavMN1YumOuQ++yevkGD1+PQaqGkDh5FrWZ5fPrQAAzFqZX5aa0VkmXYA4ESs2sScsg9f8jDPOiK5rEm6++WYAwL333gsgf0K0ql5EE7VQqdI+oaoRt9Nwn0B8snTMVSYWVlAnjKa5XlC14+fuu+8OIFHLNGwrj5N9hIrboEGDABS6DIV9TCer9ZTwU+rixXNDxZR9oJRQmhs2bMhbzvquWLECB+y4CegOAJvD7XXOKnxfGpbd/33Pzcvti3VSt5ywrkuXZsNLUsXkuaJ6ycnier/henq9qTiq21y4Dc/N/fffDwD4xje+UXAOOgpMssfnC88Rzzvv47yGoZrMc6+fOgFaiYWPDJ9jZWVlBYovkNwLhg4dCiBRpFVpJ5rkjJYD9iMq8Gw3VJ3Tkp9xHZalCjs/Y8nRWEfWme6m77zzTsFx6qRgom6Cscmq7INs6zre0M+wTB4HgwjwnGtQB9N+aRcDd2OMMcYYY1qOss1/pazXcNrFwF39wkI1iooE39T5SUXgrbfeAlCoih+0a8/sP+uz/mIzP0gPW0WVLkwSxMmVVN5j8C079oasadypPujbebiM/m1UG6gaqLrCfcZCfxGeWyrt4XHy2Elu4m4FLQj5Cq6WrSEsdYItP8OELLEJkaY03n33XQBJ+wcKlTWq8VSFNASnTgjldU9TooF8BbdYkqdYeDi2BbZjfmcdWae0JF5U3JmQiZPY2QeolrO/sS68d/CcUX3mudP2DyT+sVTcNYysqvyqgqramWYN2bRpU979as2aNYWTtjdvd8sj/8jVt6KiIhd6FUhUTV5vnvswjBzPDRV3HrMmrtProlYafrItUWkMrYZqcYxZIDsSfF5pm1Rll7+HE65VUdakg1yufYttLi3UMQmXhf8zLOv+++8f3Tbcl5ahqrgGVUgLtazqtirq6tuv+9ZnCbfnMbDtM3xx2rq8Hrpvrb+OQ/S49XqG91K1sNN7gOeCCnwYQtK0T9rFwN0YY4wxxpgWw3HcS+fb3/42AOBvf/tbwW9806XyRZWNSh+VIfqx5RK4rNucLrhLVtH74vbZt9hnFyZlV1dX5836JnzzpUpN1YrKsb6lk9iM8pjKrCEs6yqDyhh/14QRqgRSheNbPY8pVHSoCqgv8bPL05M58ZPJNHjueS14Pnit6lLceM1N/XjvvfcA5CtWeu3ZZvjJtkI1O7T0hNurasT2wLYDxP2q6Z9KBV19djUyBlF/+tCnesmSJXn1ZX2ooA8cODBvX1TU1aKlYSNppWMCIyAJK8s2THVMw8pSvaOVQtOXq0871wtDT1ZXV+f1DSrwtbW1QPnm4y/P1nnbbbctsGBR9dbEb2pJCc8BVTzdhhYG3ld4rvr27Qug0H9YLZvhPY374LKJEyeio3PBBRcAAP76178CKEx+VpdlRi3QqkirAs++FYsyo22T6jrbAAAccMABqfuOzXnQ+TK06GrEG+0vtJoByfNE7yVapiZkUt9/DY3MY+Ax/eUvfyk4dlJssiHbNi3g3BfvF/yu1yotlK5a59RSyjZjWoBmGrg3ztHGGGOMMcYY0yy0C8Wd8K02VCWoIvFtW/2m6Y8+d+5cAIka99fyrF9oTU1+NIVQjVq5cmWBmhXun/FWuW/OmFd0xj3ftqkyUOmMpUMP98myuC193akIqgoeiyxABYDHkBb1gueQiobO+Fd/P55bbjdixIi89XkOqYBw36FK53TojeO3v/0tAOD222/PLWP8YrV8sG1Q7eV1YxvTiBbcTv05Q4U+FiFJLT+6PttELHER1Sb2NSDp+9xG4ztTqWPEDvqCM+qMWq80eVnoT8+yaWVjP+Gx8xyxLqo0xiJ4sNzQarFp06Y8xb22tha1tbXZMsqydbv/f+Zjm222yTsfaklRP1y1vABJn+S54HGor7FaW3h8quLr9Qt9oLkPXpd9990XJosqunrfTrPKxlTgmBoe80dP8yuvra3NtfXQCkMrqs5n0jlYavFllBaNXsR9UNVnfw/rwmUsi/XRmO98dtAaxDJ4zmIRr3hMY8aMyS2j1UrPWSxBoT4LY1YQJS16TsxS39gQg6YpaJ7JqVbcjTHGGGOMaQO0K8Wd/mNUl4FC5YcKFN/8qShRDacPPFUfqnBpimBVVVVOFQ79Avk/lQDum2/GVBeooqmfK9+o6V+uyh+VA+4bSHzu1NeRShf9fVXxU194njv17+U+Q6VPj0sVO6oqnD9A1YQKp/ro89qwXK0jkFxj0zheeeWV3P+85rTOELYdXl9VhdTvnL/r9UtTstJ8OIFCP2ftG6riq19rv379Co5Lo96oms0y2QfY5zk3RWM2c/uwXbKM+fPnA0hiv/PcaH4F9iutg66vc1O4//B7TU0Nampq8s5lVVVVgT+0xrrXSD4kVA01eglR32rWm2XSCqd+w0SPD0gsHWeffTZMPrzX672T559tsq4IMLGIRhoBKJZ3IxaLPFSA1T+cn5w/wu/sr2pJ0+1VgafSzTwsQGIx5DrcRvspv/PZr2MDnksq8trGQ4u5Prti50gt2zzXOo9G572pMh8uU8sm79PheMC0EJ6caowxpj48O786l7THGGNM+6NdDdyp3oRvqapS68xyvm3zbZpKEf1XqQzRFz70LQyVr9AHlWVqdjSq+Xzj55sy1QcqAlTfVCHhW/mbb76Ztz2QKBC77rpr3rpUCzUeMM+RxnzVKDw8FqoYafHT1c+V54LxoKmSq3VDfds18kaaKhsqdKbh/OpXv8r9T793qkFsbxrVh22K10DjRPN3VVNDRU7L1mgkanVSlZvrs91qHaiSA4niztjlbIe0PnEfvDfQIsS6Ud1kpCnGcU7LTsy+SJX79ddfB5BkA9Z5KZqxWf1wCdejkg9ko9mE/bZTp07o1KlT7ti1TI0Vr5asunxj+RvPCf2HNdMy663XhfCe8NFHHwFI/I8vvfTS6L5NAtvTgQceCCBpFxo/PC2+uuZX0IhqGjVJSWsfYWr38Fpru2af4jNP+7PWX+8HbDdcLy3iDZdxHW6j89K4Dz7jWQe2Xc38zGegWiDC4ysl03GInmveI1kHtTyk+cynzTkAkjZyzDHH1FkHswVxVBljjDHGGGMMaVeKO9+kQ1WYShffaPnJGMyMa63xh6mu8Y2YPu/hG/PGjRtT/V31zV2X61s5FQKNP6vZCPmdikmouGvca76V83g16xoVNI2TzTqqf7OqEuE2VPCooul1YN14bnleWEdeC71GabGJw8ytpmk4//zzAQB33XUXgEKrDL9rW1LVSf021Z8ViOcPoDKnUWSo8GrUJI0rrn6fQNJW+JtmCqVFKMzMGx4f2zN93xnhglYs3S6sH+v77LPPAgAOOuigvLoQjeOs8wF4fkLrx4IFC/L68zvvvIOtttoqVx9aGHg9eP51jg37n0blCKMA8f7Hc8F6sEyuy3NNqwbvaT/60Y9gGs9ll10GAHjyySfzlvPZoH7sIaqwx54VMV/4WLZS9ecO0XbNT1pT2afUYkOLDHMsxLKihlmLVa2PPZf4nOHxs0y2VVrINcZ6mpVZrRgx63hMQWefU6tfTIEPUcs8t2EbMS2Jo8oYY4wxxhhjNtOuFPfzzjsPAHDfffflltFPlQoV3+ipnvF3znqnXxvhcr7dhlni3njjjVwkjh133DG3XFUQVdCpqvG7qmqqzKvCmZZZlMti26gaSsWDb/waHSKmqoZq3KJFiwAkikVMVaDSzjpynzz3PB9URnSmfRgvm9fYND2nnnpq3veHHnoIQNLOdO4GfcjZ3lVtoqIdRnpRX+9YzH+NYkT/bY0YQVgH/g4Uzt+gMsU+S1WP0RjCdgYkfYB9nt853yW0JKiVSf3JmXXxsMMOyzsP2q80CgXLGz58eG5fCxcuzLPaffrpp+jSpUuBlYLfWYbG4ec+1PoW+tkz+tD3vvc9mJZn9uzZAIBx48YBSNq4WnKA5PqruquKrVrI2JcY1Swtznt5eXmq4q5+71S32Vf4u1pdeU+hVYxWIfZNjVYUwrlj7J9qvWKWVT1+nQPA49ZcBRpzPfxfFXP12dccJ2rF1Dk9dVm/9BnO42CbOPTQQwvOjWlmHFXGGGOMMcaYNkCmLPtXynqNoF0O3KmqA8kbLd/k+dbKyBJUyvn2StWNagO3o5JHFRHIvj2nZfJMU6eBQp91zSbIt22+navvu0Z4ufjii3Nl/9d//ReARFXTbaiyUdkgqo4T9etLmy3PY2cZPFdUNDXOLz/5Oz+p3Mdm/4fX0zQfX/va1wAA06ZNA5D4Tqt/qrZztgeux/kiQGLp0mgJ6hPL36kea7tlW6HaxhCIYabQ0A8WKJyvwT7OfWi2YI08RcWe9wD6zAKJNYn9TyNH8X7DWOU8l5ovQeO5p2U23nHHHfOsCZlMBmVlZQUKocbV1/6kcd6pcobq+v7771+wf9Ny0I/5T3/6E4D8NhiDbVD9pjU/g8Yi5zOE/TgkFlVGrcXsW2yDXFezZKv1mdvR2sV7SNqcMrVYM6cJ+6TGP+dx671GLVaqtIfHmRZnPfzO/qn3Dj1nMQskqSsuP+999m3veLTLgbsxxhhjjDHNR2bzXynrNZx2OXAP/f00tjFVOL4R83fNlkbVTTO2hW/AnTt3zr21h/GjYzP9VfFTH1qqcoxAQR9ibkdfvTQ02+Dbb78NIHmjp5o2Y8YMAInfMVUJKn46416VgPA41ZeQSof6M7IMxm+nSsRzrL6WVCe4rzT/TbPlmTp1KgBgxIgRAJK2wfbK71SotJ2zXdCXHCj0BWdb0NjosXki/GS/pL+5lg8kEaPYB9jH2ZbZ33hPoKrPT6pl7BuMmMI6hll82Y+o+HMfmp3yrbfeyqsLz2Fsjkka5eXleepfr1698qLK0PrAOrEOPJ4zzjgjWrZpGxx77LEAgEceeQRAco3DeRfaVzSuuebf0KgzGtElVJdrampy64XzTXTuCevDfqEWJtZbn5Wad0VzQzDKG5BYbll/bqNx6zUWPOvC39POYXj8YZ8rlmVWffy5XKPGqG+7xuMPz6dmpGYbMB2PdjlwN8YYY4wxptnw5NSGE0aGUf88vulS0eMbMN9wqYRRRaQqTCVP/UI12yeQZDnUWf18U6a/3iWXXNKAoysNVeeZ/XH06NGp6//iF78AkKjmrLvO1A998DQ+tCo1VD6otFPJpG+ezrTntaGaQTU2zEprmg8qWarU8XrSIkKllz7jVIbYx8LoR4wkxGtNf3FuyzbCa65RKfip2RE1GgsADB06NK/emrOB7Yv3AH5qxAfWVeeBhGqYRo7iPeiAAw4AkNwfWJZaJdTnVed7hPtSxb13796oqKjIWQW5L1rZWJbGiDdtH1pw2NbD55PmSlArEJ+Nqjiz37K9p/myb9iwIbd9OB9KfbLZnnkvUaucPl80upJGWqOqHrZlLtNt9L6l/Tqm0Gv+EJ2jFZ4bzUiuv+s8L72n8J7De6haqcPzyX79zjvvAACOOuoomI5Juxy4G2OMMcYY02xkMiVGlbHiXkAYgULfeBWNE8s3fvrO8o2a/qxhBI1Bgwbl1MdQiaYayOgN9Am+8MILG3pIWxxV/3/9618DSNQXqpOhBYPqAFUDnhv1meQ1oLrK88H1uY8wIghQGG/XNC+81qoG87pzDgavP68r1TXNhgoUWmfYz6jes++wX2nECJYV86vnciDp29zXHnvsASDJzfDGG28ASNod27hGsNEMk6qeAYXx5TVaE/sCLQuq0KnSptE4wvwR1dXVedGsOnfujM6dOxfsi/2G18c+se0PRha7+eabAeSr4rROaVx/9geNW64ZVfWZGT7jMplMgYIPFI9UQ/Wb7ZrPV/YfVeK5nHXlMYWWBY2lzv7Nfsx+wePSDKlqzSMaISc8TvVl13kA6k+vSrtal/mddaICH1orGfEujCZnOibtcuBujDHGGGNMs2Ef94YTKrTqn6fKur4B882ZqpXGgg7f9KkChPsBEqWSb/ph7Pe2AlUJKqIa/SKEqoIq4zx3VAupqlIB1PX02ugMe9O86HwQjb3OtkCFXSMj8Dt9rYFEYdPMveovq9YbzSvA7xovOlSi6WfO+SlUrGgpYHtjdlDtp1T9OT8kFgkDKFT+CdfRiFI8p6y3xmvnedGoO0DWKhGqoTU1Nbm/EJZJ33dmlD7++ONhjDEG+MlPfoJ77rkH7733Hrp06YK9994bP//5z7HPPvu0dNWitMuBuzHGGNNR+Pa3vw0AuP/++3PL+EKtLjL6AqpuW3wJ5SdfMkPRpnPnzgUvoUDywq1lqMsbXeIYqEBdzFiOTixNC82ok3C5jSaI44st3V45UZ7EkiFxeTg5nQIEz6m+NGs4V02optdEk2RxX0xOCCTX2DQtw4cPx/XXX4+hQ4di3bp1+NWvfoVDDz0Ub7/9dkEbKY7juBtjjDHGGLNFOPnkk/O+X3vttbjtttvwyiuv4OCDD65fYZmyEienlrBOHbTLgTsTqwD5oSGB5G2ab/5846U5nW/EVAIYVpFhIhcvXpwrq7KyMmfiD1OQ882fb83cti3BOvMYdGIekCgtNOPzky4G/J0JYagm8Fxpcg2uH04ABvKvp2k+/vWvfwEA9t13XwCJAsXrwz6koczYp9gOdthhh1yZdJPS/qbtS0Oz8TvXZxtiX2N5oWsb2xfLpssWJ61y3WKTvf793/8dAHKmU7qehApcrP785O9s6zoZj3XV88E+wXB/QFYxDN3NOnXqhM6dOxdMBNTEO3QRMu2XsF2wHeikZW2TqlTzPq3upaHiXltbmysnVJfpNsl7giruGqIxbeJn2nZcLy1gQWydWJ/UibLsz5o8So8pPE4tS0NIsn+znmrt0H6uE/81XKRpHtavX4+bb74ZPXr0wJ577tnS1YnSLgfuxhhjjDHGFOPRRx/FiSeeiLVr12L77bfHU0891UChw64yDeacc87J/T9jxgwAhZPD9G1cU5VrWCr6C4YhowYOHJj7HoZtYhhIqoIaZqotwDpryC9OlgvXUVWU8NzpREJNeMFroclpuO/weprmg2nFec01bByvo04s5XWj1Sr0R+U2TPSlKj77DNuO+opqGDW2Ka4XKlQ6AZT10GRIxZg8eTIA4PzzzwcAfOlLXwKQb82jksY+EVPWqMBpW9f09DwfsXMYTlYdMGAAKisrcxYFVQ7VB9i0X0499dTc/7NmzQKQPJvYFtkeNIxvbMI3f9fABGkhltV6ynbNtsc68D7A/sJ+z+SErCPDp/Ieo0p8WKYmjNJ+znsO68ZnGrfXOrI8HlPYB2OKuyaSouVB/eU1CRS357Xi+uH1NI3n7rvvxtlnn537Pn36dIwbNw4HHXQQ5syZg2XLluGWW27B8ccfj1mzZuWNd1oT7XLgbowxxhhjDJkwYUJetJgBAwYAyEbR22mnnbDTTjvhi1/8InbeeWfcdttt+M///M/67cDhIJuGBQsWAACGDBkCoHCWOtVDVRv4Vs43X86CD/2tFy5cmFMlwuRB/J/7Yhn33HMPAODEE09soqNrelhHmolUJQ9VSob50+gD9BnURB9E1QdVTQmv3UEHHdS4gzINgkrzM888A6AwKRDDK7IdUD3TxCehMkdfdH6q8kZljctjSbjUB5RtKmyf7LMacpHfmailVH77298CAC644AIA+e1SLXiaTl7bPJfHVH+GTmUEjFBhXLZsWZ6Fr6KiAhUVFbmHENU+nhuWkRbK1bRfXnvtNQDAyJEjASTqr85RodqtoZB1HklIbW1tgS+5/g7EQ/yqFZp9lcs5x0qtBBpuFUjuN1xXLYDs56wDf1eLccynX38HCv3q1arFc6f3KR1f8HdN0PT6668DQKsOSdgW2XrrrfOSSMaoqakpGI+0Jtr9wN0YY4wxxpiQNWvW4Oc//zkmTJiA7bffHsuWLcMNN9yAxYsX47jjjmtAifZxbxLOOOMMAMBDDz0EoPDtXH3NNFUx39KpKlIpBLJv1VQQqGYAiU8wFUeWESZvaq2wjprWnccZWhy4TH3UebyMgUo/RSo8VCXUH5DL6ZvIa2daFqpHVKrZV7QvUTXTKBWh3znbFdsZ/bLZNjQ9e5raBSSKFT/ZFsO4x6wH+6b2xwkTJpR2AoTf/OY3AIBLL700t4zqO1U+3ic0iRjrwDkz6iesiZzS7i8VFRV5Sv2SJUvQtWvXPKsfEPdhNh2Db33rWwCSZx/vx2xT7K/s35pojX2UfVEjp7E9hcnDNFIN+y/bvfq8s12z7H79+qXum3XW+0dYts4nYbtnmZwvwn3qnB31kddjCq1+aqHX6Dgsk8fF9fmddePx8HfWkdfObFnKy8vx1ltv4Y477sCyZcvQu3dvjBkzBn/7299ylqrWSLsfuBtjjDHGGBNSUVGBBx54oOkKtI970zJ37lwAwBe+8AUAhYqWKgP8zrfzNH+n6urq3Bt2qAjSp5SootyaUTWcx8VjSvPz47mhEsvvPHeqzGrEEPVf5rUyrYN33nkHQGJJ0rjIvH68/qrEhaoy+5UqaNyGEZmoWLHtUA1Mi2QBJO11zpw5uWVUFNmnBw0aBCDxeR03blzRY6+Lq666Kvf/L37xCwDA3nvvDSBfnQSS42M9ea7U0sfzwvtKmsJYXV2ddz+qrq5GWVlZznpBNB/CIYccUq/jM+2Dr33tawCABx98EEChfzktNewnbGu0frENhu1p3bp1BXOXgEIrrOYU0HjtjMykORfU4s1yiH4HCq1zOieH+SR0H/oM13L0+RTun/1c565w3/xd57zQYsZnJOt4zDHHFOzLGKVx6ZuMMcYYY4wxzUKHUdwvueQSAElkiF133RVA8uZMv2r6hVJ9UEU+fPtetWpVga88EPclbdhkh+aFdXzyyScB1O0XSzWBaoFGEeE55e8aZYfwnL755psAkmtlWgdvvPEGAGDMmDEAErWI1039zVVFD5U6VcxZlsaO1qyf6jOrPu/sf4ceemhuGdV7Zjv+4IMPACTx2JsSttn/+q//ApDN8RDWS60PGklJ11O/3TAj7KeffpqqAqplj/ug36zp2FDNvfPOOwEkvt+aV4PfqQ7z/h3OVdmwYUNqG9R+GYvMwrLVH10zkLLtcl8aHx1I5p+pck4LYSwniUY1K/YZHq/Wh/cx9j0eHyOsqUWfc2A4Z+y0006DaQc0k6uMFXdjjDHGGGPaAB1GcSeqtt11110AEpVBs8URvmFTxQOyaoAqZkCijqkfXFuCdaaPsWZ2AxK1QH3V+/fvD6Awy51GyKDqwOxw48eP3xKHYhrJjTfeCCBR6mitiilSbDPqMxou04yDRH29NSMh2xrbIT9V+Qqhb/sJJ5xQ6iE3GGblu+OOOwAU+tXy3qD15XFSHeTxaxxrbhven6qrq5HJZAoiWTDCzrnnntt0B2jaPFR3H3nkEQBJ22LbY5tTS2nY5kJlPWyb2q81q7Zag7S/EyrTvJdovPPQcsc+pWo+y1ALr1q9ii3n9ml+9dynRotRixnPLefd8JxaaW9vNE84SCvuxhhjjDHGtAE6nOKuUO0lP/zhDwEk/nHq5xdGjDnvvPNyMZ1DX3D6tfEN/fTTT98SVd+iMMY1lUOqEOHxUzlnWuArr7wSQGEmTaoltFb89Kc/3aJ1N1uGmTNnAkgUd7Z5qkv8zugmmi0RSBQoxjEnGrVJt9VY5KrmU4kLI2ZwWeib21ywzzOGNi167DOsvx5PaNEC0i0TK1euzDtfhx56aE6ZNKZUZsyYAQD4yle+kvq7Ks1hvPZOnTqlRl1RtVq/swyNKqW5QPidGbzZ3jXmPJBEbOEy3o8I96U5SjTijVoJ9PjD4+Q2PB5+sv6sJ8ui0s57Ec/9UUcdBdOOsI+7McYYY4wxhmRq0xy3TJQ1a9bk/OBXr15tpct0OK6++moASVxw3kKoJlNF1jjJQDKHRKM5EVXxNJ+AKnS6PPRx5xwK7r+xcdsbwx//+EcASdzqYtE3CBX4efPm5ZZdeOGFvg+ZJoPzvo444ggAwDbbbAMg6TdhhLU999wTQDbSlM7HAAr95BXNJKwWJX7XaGaahXn27Nm538aOHQsg8XVXxV2jx+g+9V6isC6hNUxVet6nqLTrvIBPPvkEADB9+nQASXQ70z747LPP0KNHD6yYPxvdt/5c8fVXrUbPYWOxcuXKgozXpWDF3RhjjDHGmDZAh/dxN8bUj//4j/8AAEyZMgUAsPPOOwNIfEjpa5rmd86oEurLTbhcMy1yu5hPKRWuUKnjfjnnoiXRHA7XXHMNgEILA+vPeSPGbGlU/WWktWHDhgFI+l6oSG/YsKFO329Vs1XtpnWOvt/sq/RX136h/Tu8f3AZ16HirmVwX9yW++In0eNStT8sWzOhch3Waf78+QCSuXRHHnkkTDvGPu7GGGOMMcYYYsXdGNMgXnjhBQBJxJQhQ4YAKMyGGCpVqmIRqlz0VaeSpVFjqGTRl5RqILcL1X1mXWyNkRsuvvjilq6CMalQHaZViD7kIVVVVQX5SoCkz7M/0jKm+Rt4H1CLmWZQJrGMw+EyzcpMqO4z2pXmndA6qfWLxxQeJ9fhfYj3OKr59MF3P+9oNE8cdw/cjTHGGGOMaQzN5CrjgbsxpkEwoyqjUlCRGjp0KIBETQsjnmgGVCpyGi1GI0Ew+gzLVF93KmCM3mCMaRxUizmnZa+99sr9tmrVqgI/b6DQp539lZ+c/8JteG9g/+Yn+zUtbby3LF++HEB+HgguGzBgQN66VMNZJuvEfbIOasXTeO9qLQCS+xePa+nSpQCSXBeMvGXMlsADd2OMMcYYYxpFB3SVmTt3Lm666SbMmjULL730Eqqrq7FgwQIMHjw4b73ly5djypQpeOSRR/Dmm29iw4YN2GWXXXDRRRfhhBNOaJnKG9NKuOWWWzBt2jS89dZbWLFiBfr3748DDzwQP/7xj/P60rp163Deeedh1qxZeO+997Bp0yYMGzYMZ5xxBs4999y8+Ot1oVEpJk+eDADYf//9AeRHeqFSpRFn6KvOiBAafYJKvUaMYKx2VcAA4Bvf+EZJ9TfGGGPaCq1q4P73v/8dv/nNb7Dbbrth1113xZw5c6Lr/eAHP8CRRx6Jyy67DJ06dcL999+PE088EW+88QYuv/zy5q24Ma2If/7znxgyZAgmTJiAXr16YcGCBbjlllvw6KOP4uWXX0b//v0BZAfur7/+Oo488kgMHjwYZWVl+N///V9cdNFFmDVrFn7/+9+38JEYY1oaun2EydL++c9/5lxnQrcVnfDJyZp8weakU35yYjvdU7g+QzeqeLBkyRIAwLbbbluwbPvtt8/bVifKcp9016HrDNenSMA60aWGx0RxAUgmur755psAEnfBY445BqaD00j/9VJoVQP3CRMmYMWKFdh6660xefLk6MB95MiRmDdvHgYNGpRbdu6552L8+PG4+uqrcckllziToOmw0Pc85Oijj8bo0aNx55134tJLLwWQzZBIn0xyzjnnoEePHrj++utx7bXXol+/fvXe/7//+78DyGb4BIBddtkl99tuu+0GIHmIUinng56KuSZ0pjLPhzHjI9O3lPs0xhhj2jP1GrjPmDEDX/7yl/HAAw8UvFn+/ve/xymnnIL//d//xb777tugyjDVcjEYdi4kk8ng6KOPxjPPPIN33nkHu+++e4PqYExTsW7dOowaNQpAVqHi4POTTz7ByJEjMWTIEPztb3+LhjFrSugiQ6Wo1HUbMnA3xrRvvvOd7+CKK64AAOy333655QMHDgRQmDCJEz/p6kYVm5NQVWjj+gzp+tFHHwFIXvjDEK8PPvggAOD1118HAGy33XYAkvEEFXbdh4Z71Mmp/J2f77//fm7b559/HoAnoRqlFfq4H3jggRg4cCDuvvvugoH73XffjWHDhmHfffdFdXV1zvxUjD59+tSnCnVCk1lTlmlMQ+natSvuuOMOfOlLX8IPfvADXHvttQCA7373u1i5ciWmTp2K8vLyLdZfli9fjk2bNmHRokW5h+zBBx9csN769evx2WefYd26dXjhhRcwefJkDBo0CDvttFPJ+zLGGGPMlqdeA/dMJoOJEyfi2muvxcqVK9GjRw8A2bfiJ598Ej/4wQ8AAH/4wx/wzW9+s6Qy1STeUD755BPceuutGDduXM7XzZiWZp999sEll1yCq6++GscccwyWLl2Ke+65B9dddx2GDx8OYMv1lwEDBuSUr969e+M3v/kNDjnkkIL1HnjgAZx00km576NHj8aUKVNyalhD+fWvf12wjO4zO+ywAwDkXg6YdpzWB7rM8IWGitu5554LABg3blyj6maMaRxpajPnl+2xxx4AEh91TibnmIEqtirv7P8aBpL3g7TgExQR77rrrrxtWAbL1MRK/E7o405/fCrxr7zyCgDgxz/+cW7d1pjUzXQc6v1kPu2003DllVfiT3/6E771rW8BAO69915s3LgREydOBAAcdthheOqpp5q2pnVQU1ODU045BStWrCiIcGFMS/OTn/wEjz76KE4//XSsXr0aBxxwAC644ILc71uqv0yfPh1VVVV48803MW3atLzJZSEHHXQQnnrqKaxYsQJPP/00Xn755ei6xhhjjGk5MrUNkLzHjh2Lz33uc3jmmWcAIOfT/ve//73JKjZ58mRcfPHFqeEgle9+97u48cYbceedd+bSNW8p1qxZk/OzW716tSfBmpJ44YUXMGbMGFRUVOCNN95InadRH1avXp1TiICsqhRGWlDmz5+Pz3/+87jmmmtw3nnn1Vn2//t//w9XXnkl5s2bZx/3VorvQ6a5aUybozq/5557AkDuvkKlnYo8VXD6tjNqCy1tpcDJ+bvuuiuAJAKN7oPKO11sX375ZQBJwiljSuWzzz5Djx49sHLhHHTvvnUJ669Cj8F7YeXKlbkoRvWhrCGVPO200/Dss8/i/fffx/z58zFz5syc2g5kJ+UtWbKkpL/Gcvnll+PGG2/EVVddtcUH7QBQWVmZGzRVVlZu8f2Z9sETTzwBIDsBat68eXm/NaS/TJ48Gdtvv33ub8yYMXXuf9iwYRg1ahTuvvvuonU99thjsXr1ajz00EMNOFLTHPg+ZIwxrY1MPf4aToOcWE888UR8//vfxx/+8AesW7cOnTt3zvM9u/fee5vFx/2GG27AT37yE3zve99rtrfkTCZjdcvUi1deeQVXXHEFvvnNb2LOnDk488wz8eqrr+b8PRvSX0477bS8aA6MWFMX69aty/m8F1sPAFauXFlSnUzz4/uQaUvEns//+Z//CSDxQ+f96ZprrgGQdeOrL6rOX3zxxQCSiDaMx37llVfmrXf44YfXe1/GtAQNGrj36dMHRxxxBKZNm4aqqiocfvjhedEumsPH/d5778UFF1yAU045JRetw5jWxoYNGzBp0iT0798fv/71r7FgwQKMGTMGF110EaZMmQKgYf1l6NChGDp0aMHyjRs3YtWqVejVq1fe8tmzZ+PVV1/FySefnFu2bNky9O7dO5eIhNx6660AspNUjTHGGFMCmUxpCZgamaSpQT7uAHD//ffj2GOPBZAdRB9//PGNqgiQVfg4ufR//ud/8Pjjj+P//J//g549e6Jnz54539zZs2dj3Lhx6NGjB66++uqC7Gr/9m//ljqoMaa5+fGPf4yf/vSnePrpp3Pq0c9//nNcdtll+POf/4wjjzyySfe3YsUK7LDDDjjhhBMwcuRIdOvWDa+++ipuv/12VFRUYObMmdh5550BANdddx1uuukmHH300Rg6dChWrVqFJ554Ak899RSOOuooPPzww01aN2NM28XzKoxJJ+fj/u4rpfu4D9qjwT7uDR64r1+/Hv369UNNTQ2WLFmSS3LQGBYuXBidtDdo0CAsXLgQADB16tQ6XQtuv/12TJo0qdH1MaYxvPTSS9hnn33wne98B7/5zW9yyzdt2oR9990Xixcvxuuvv46ePXs22T7Xr1+PSy65BDNmzMDChQuxbt069O/fH+PHj8dll12WN9H7hRdewC9+8QvMmjULS5cuRadOnTBixAhMnDgR559/fqPDQRpj2g8euBuTTjJwf7UeA/fdm3/gvnHjRvTv3x9HHXUUbrvttoYUYYwxxpg2gAfuxqTT3AP3Bktq//3f/42PP/4Yp512WkOLMMYYY4wxpu3TTD7u9R64z5o1C6+88gp++tOfYtSoUTjggAMaVQFjjDHGGGNMceodx/13v/sdvvOd72C77bbDnXfeuSXqZIwxxhhjTBuieeK4N9jH3RhjjDEdA/u4G5NOzsd90eul+7jvOLL5fdyNMcYYY4wxaL0+7sYYY4wxxpiQUt1gGjdwr7ePuzHGGGOMMab5seJujDHGGGNMY2gmVxkr7sYYY4wxxrQBPHA3xhhjWojZs2fj3HPPxd57743OnTsjE1Hj3nvvPVx++eUYO3YsevXqhT59+uDAAw/EX/7yl2ausTEmneYJB+mBuzHGGNNCPPbYY7j11luRyWQwdOjQ6HoPPfQQrr76auy000742c9+hh/+8IdYtWoVDjnkENx+++3NWGNjTEviOO7GGGNMC7F06VJ0794dXbt2xXnnnYcbbrgBaY/l119/HX379kWfPn1yy6qrq7HXXnth9erVeO+997ZoPR3H3Zh0cnHcF88tPY77gBENjuNuxd0YY4ypg4ULFyKTyUT/GkPfvn3RtWvXouuNHDkyb9AOAFtttRWOPPJIvP/++1i1alWj6mGMaRs4qowxxhhTB9tuuy3uuuuuvGUbNmzARRddhC5dugAA1q5di7Vr1xYtq7y8HL169Wqyui1ZsgSVlZWorKxssjKNMQ2heeK4e+BujDHG1EG3bt0wceLEvGXf/e53sXr1ajz11FMAgF/84he4/PLLi5Y1aNAgLFy4sEnq9fbbb+OBBx7Acccdh/Ly8iYp0xjTuvHA3RhjjKkHd955J2688Ub88pe/xEEHHQQAOO2007DffvsV3bYUt5hSWLt2LY477jh07doVV111VZOUWReVlZVYvXp17n9jjNBMcdw9cDfGGGNKZM6cOTjnnHNw0kkn4fvf/35u+dChQ+uMCtOUbNq0CSeeeCLeeOMNTJ8+Hf3799/i+8xkMp6QakydNI+rjCenGmOMMSXw6aef4hvf+AaGDx+OW2+9Ne+31atXY8mSJUX/Pv7440bX46yzzsKjjz6KqVOn4stf/nKjyzPGAOeccw4ymQyuu+66lq5KnVhxN8YYY4pQU1ODU045BStWrMBf/vKXAneRyZMnN4uP+8UXX4zbb78d1113HU466aQGl2OMSXjwwQcxc+bMxlmv7CpjjDHGtA4uv/xyPPHEE5g+fTqGDBlS8Htz+Lhfc801mDx5Mv7v//2/uPDCCxtcjjEmYfHixTj//PPxxBNP4Ctf+UpLV6coHrgbY4wxdfDqq6/ipz/9Kfbff3989NFHmDZtWt7vEydObLCP+7vvvpsLNfnCCy8AAH72s58ByKrzp556KoCsInjJJZdg5513xq677lpQh0MOOQR9+/at9/6N6cjU1NTg1FNPxcUXX4yRI0c2sjSHgzTGGGNanOXLl6O2thbPPvssnn322YLfNVRkfViwYAF++MMf5i3j9wMOOCA3cH/55ZcBAPPmzcstC5kxY4YH7sbUk6uvvhqdOnXCBRdc0OiyPisxCVqp68XI1KblVjbGGGOMMaadcPfdd+Pss8/Off/zn/+ME044AS+99FLOt33w4MH43ve+h+9973sll1tVVYUhQ4ZgyZIlJW/Tr18/LFiwABUVFSVvQzxwN8YYY4wx7ZpVq1Zh6dKlue9//OMf8YMf/ABlZUmAxU2bNqGsrAwDBw6s1yTyqqoqrF+/vuT1u3Tp0qBBO+CBuzHGGGOM6WAsX74cH374Yd6yww47DKeeeiq++c1vYsSIES1Us7qxj7sxxhhjjOlQ9O7dG717985b1rlzZ/Tr16/VDtoBJ2AyxhhjjDGmTWBXGWOMMcYYY9oAVtyNMcYYY4xpA3jgbowxxhhjTBvAA3djjDHGGGPaAB64G2OMMcYY0wbwwN0YY4wxxpg2gAfuxhhjjDHGtAE8cDfGGGOMMaYN4IG7McYYY4wxbQAP3I0xxhhjjGkDeOBujDHGGGNMG8ADd2OMMcYYY9oAHrgbY4wxxhjTBvDA3RhjjDHGmDaAB+7GGGOMMca0ATxwN8YYY4wxpg3ggbsxxhhjjDFtAA/cjTHGGGOMaQP8fwxQgIhXedv2AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 730x260 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 730x260 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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H/mLovojzBfsUHVMV2WwWX/nKV/CVr3wlCu3PEkiVWeTvYhA17hEREREREVcg7rrrLjz/+c93iXpU+53P5114Rh4jRqOR++O5pVLJ0Tj6/b7TWg+HQ4zHY6f9Vu63apftsSSodlopNTbEoiZ6Ij1GP5ObrnWmxl3rHEocBczCY4YyniZFwgnVkRsrbR/Catz7/b47j1FslNuu1Ca1nozHY+Tzea/t+M7379+Pu+66C29729sSyxxxdSEK7hEREVclPvGJT3hxqnUR73a7+Pmf//mF7vPAAw+47IbVatVb1AeDgRN2Op0Obr311mezChERqThy5Ajq9bonNLJ/FgoFjzOtYRspbLLvApjjYpNCks/nPbqMCq7WodLSZJQbz7CSyrPXWOL5fN5z4tR7KTWGx5VWw8/FYhGFQsFrA/t8DQ9ZKBQ8Xrt9PmE3ERpjPdQmnGe46WFbDodDt6ngBkM3HeTos16aybZQKHihJPmMer3uqFIRu4udosrsuuB+7Ngx/MIv/AK+/OUvB805ERHnC/YpIpfL4cCBA/ixH/sx/NZv/Vac5C5THD9+HAC8hZeL6c/93M8tdI97770XzWYTAHDgwAEncHMB5+I6HA6dA+DJkyfnOKJHjx7F0tISgKlwxGgOGqMamDmmAUCr1cIf//EfY3NzEwDwqle96vwaICIiIiIiYhvsuuAeEXGp8Bu/8Ru46aab0O128Rd/8Rc4duwYvvSlL+Fv/uZvYviriIiIKxYf//jHAUxT1yvdghpnYKZxV624UlN0I9vv9z0trkZ4odZYnUNtgqWQMymhVBV1BmV5gZm2XakgSuVhGYCwNl4dR1Ubrs6eWn9+5/kEy6Y0lRD0GZZWYzX3ar3QcJR8V2yDSqWCcrkcdCbmdWqtYDQcholkn1ClVcTOIpuZ/i1y3sUgCu67iIcffhiNRsMJkcxsx1i26+vrFxTq6aGHHnLawnK57GVg63a72NzcvCa0gS996UudFeeNb3wjVldXcccdd+Dxxx/HK1/5yl0uXQQ17NVqFeVyGYcOHQIAL5sgI0j85//8nwFMU5qvr68DgNOSf+QjHwEw7esrKyvYs2ePu69Gl9DFnoskcc899zhNeaFQwJ49e1x59u3b5xZny+nVhZgRPCgIPProo/jZn/3ZZ6m1IiJmWFlZATClVyg9RjntNpwg4HPKVahtt9ueJSkUi1yPWW66WsiA+eyihPK9bWZUFdT5WY/rxoHn6LUE5wyeo5+t8G6hGwXOHYRy7G2bJ9XZhtIsFoteBJxyuYxqteq+K7XJ+gKQ6sNnKa2pVCq5PhFx9SMK7s8CHnroIW+XPBgMEgXuBx54wAnVhw4dQrlcnpswad5fWlrCH/7hHwIAfuqnfmrbcvDcG264wUubrBNKvV5HvV53566vryeGkjqfel0J+JEf+RHccccd+OpXv7rbRblmwdjDutBQwLaLPzBbpLnYFQoFR005evQout2uW4ir1SqWl5c9eoxq26w2kM9ZXl7G2tqac3Yrl8tYXV3F3r17AUwXZh1DOqZU21coFFCpVLwwdQ8//DCASJuJePZw7NgxF2GGGmMVItVxVOOxW0FQhVgK8cr/pmDIDa/VavM63Wgrv9uCQqwK3Bwrg8EA/X7fE9QtdMz1+313rd6n3++jXC57Tp32XlpHa6HQsimP3kI3L+Vy2QslqYI6z9O2I4e9Wq2iUql4nHaNT29jxet9rT/AZDJx896xY8dw2223BcsdcWkRw0FGRDzL+MY3vgEATiMbEREREREREXElIWrcLwDHjx9HvV534ZgOHDgwx5N7/PHHAQAbGxteCKhms+kEx0ql4vEKraYin8/j4MGDAKYpjr/1rW/hHe94x1x5PvKRj+C6665zTpeq9dBscwTLzePHjh0DMN25F4tF59ynFAEe/5M/+RMA0wgaW1tbeM1rXrNgq+081tfXcfr0aXS7XfzlX/4lPvCBD6BUKuEnfuIndrto1xw+9alPoVQqoV6vA5hqt0hV0fBthA23piHUeB013+yj9XodtVrN085Tm0XaALVUNhGKJm2p1WrYs2ePu1Y1XdTcJ6WDV6qC8mCPHz9+WY+ViCsH9Xrd62O69lhqiFI6VINMWpdapJTy0m63nRY7k8l40U9skiClhymdRL/z+cPh0N232+06WqhNxKSUEP7XkIqdTsfL3srPnU7HJZNiWW0EHJsciXVR6zd/t5FjCJ2T+C6sTwCP6RpfKBQcNaZSqXjO7uT/s31Go5F3T72PzjmcB1kOzrERO49FY7THOO47iEcffRTAVKAlHw2Y8WcJnRCBqfDOc5XTbgV1S2vRkFT79+/HxsaG4/MWi0XnnNJsNrF//37PRKrlsebLyWTiytBoNFxIsNFohGaz6ag8VphiLFlgKkBVKhXXJpcjl/dHf/RHve833ngjjh8/HhOZ7BAefPBBt0lkGEWllVAw5sKvJmw1LauQbceahpQj5UbDranzG88HwrxdXfhqtZpXBktF0EyI6jDGe/O/3iOasCMuBvfffz+AqcXQ0j9U0NU+B8AL66jrkvZ5Ujh4XNcXzvs6ltQx01LHeG9Cjw0GA0dJU+Eb8KkhpM5o/VRw7/V6Hm2En7mWqeCu84XOD9xYs31YLp5XKpVS60MwrGSISpTJZFAsFj3Kn1JjbOhIDS+rTq2hDY0thzqysq/84i/+IiKuPkTBfUE8/vjjnvOHTcJgE1Rw4qhWq+j1eh4fjudxYbd8dI3VysFYLBaxsrKCra0tANNBzfusrKygWCx6AoRqR9TLnTt3XqtxY0ejkefQxzKwrLy31pFt8vjjj+NlL3vZBbbupcHv//7v4wUveAHW19dx//3344tf/KIXNzji2QetN41GA81mcy6+swruXEDJtVWnOnXQGgwGnhaRixk1iHynlUrFE05UM8jFlNosXfQoMKjgrmPApnRXDIdDT2CnUKH31fr/wR/8AYCp8BETpkScD7RP2jFAWMWPFQyJ0HhM4mJbp1AVhq2mPVQOYjQaodfrzWnZWdbBYOCOMcoN76+WLHLBef1gMPA2HJVKxSuXcuE1sZRa7lgePr9cLqNSqXjjPamOVCbYuYbl5jn2GC13Wo9QNB99XpJ1Xu/DdojYeVwzcdwjIi4VXvziF7uoMj/90z+NH/7hH8att96Kv/3bv43mxIiIiIiIiIhnDZnMZKFQj5lMcqjRRRAF9xTcc889jmO+srLiacoBzGkdQiBtRjXgBHfqypXLZDLezpmfM5kMqtWq04J0Oh2PhqDaE2vWVK2D8nNZHtUKqMmPv2kd7bVa9j/6oz8CADz99NN405velNgmu4FcLocPfvCD+D/+j/8Dd911F/7Vv/pXu12kqwZ33XUXgOkY2b9/PwA4rZflqqqGTzV4Gs9Yzfnk7KrWkCb0yWTiadxDlBsiNEbVLG+5rlp2m3HS/ufnXq+Hra0tp3FXy5tGigCmGsU777zTPeM973nPds0ccY1D+zDn806ng8lkksrp1vmcsOEWrVZdLcEW1tqssJpg1fhT4630Dx3XqmG2EV+UDsP6Khec5y0vL7sQmTxXNdoauYbWMl3/eC7P03krVDeFtl2STKBUJn7XyDFKHdJn2Ot4Psva7Xa9zLJpMknElY8ouKdAHUmV72bTOpOKohQXgvw3mz6Z/3kcmJm3eG+lBfA4z+l0Ou6zNYtZ2oHCxrzVc6yjk5aFQrrlyiuFhm3VbrdxOeIlL3kJXvziF+POO+/Eu971rpiE6VmAbm737t3rQpLZMGrsy9pf7EKntBobBo3f1dROegs3sCFzvz5D+6ualrvdLvr9vrcBUOh4t4unboo7nY6LqQxM6UI8n9xedX7TsX3nnXd65S4Wi86JTR3hOZeo8NHr9dyYu5LDtUYk47777nNjSwVn0jvU0VqpYjaMo0LXl5AjZprgn4ak820OBBv6kOVgWdUh1gq76uje7/fdZ449Lbt15FXlEx14AcxRjqwfQRrP3Z4XmidC0HnIrstW8aHtpQoMKh60znzX9913H97whjckljXi2cU1R5W5//77XQpyxTvf+U40Go1dKFHE1Yj3vve9eMUrXoFjx47hLW95y24XJyIiIiIiIiJiYVw2gvvdd98d/P22227bFcH93nvvxZEjRzytrNJCrDnfpmRWE5dqOqzWQZ1auOMPafZ5H5v5jufZaAKWmsNnWOe8UFgpQstuU1sDMy94nsu2ajabuPfee/HGN74xpYV3By9/+cvxvOc9D7/7u7+LN73pTalZ9CLScf/992N5edklKlpaWkrM1Aj4WRNtv7MadzVvq5Wo0+l40S5KpZIX8jGkyednDZWnmq5er+dFTEqiCADbm7o1XKVNXa4mfJrtWQa1DlSrVezZs8dLUKXmfKvNU+3bn/7pn7rMspdjpKeICwfHh2rVbeQYpYbYOdtaVDU60mg08ugoihBNQ4/pmpGmnVenc72e/zXAg2rbWRce45xAK1SlUvFCHKsVW8c576fOqiEKDO+RNg/YwBTnQx/S35Uew3lOHY91brFZZ222WM3gqrSZiJ3DNaNxv+2223Y8RNqnP/1pANOBzJiwwJTiwUHTbDZRqVQ8YTo0cQLwzNY812Y/C1FlKKyo4K6TZChurFJg1ARor1MhXicnG2VGYScO3Tjk83mUSqU53rCNGQzMonswdGU+n5+LXcv2+bmf+7n5F3SRSOtT2WwWX/nKV571Z16LYOY/vlvNMEq6lvZhDb1mQyXaVOQaWYF0EGBKa9GFWKMihTawBAUDFRR0c8Dy8zobKlJhN818DsPpJWWArVQqHuWH/GTWhcLH6uqqCznL+yRFd+K9uVkoFouONvD5z38eZ8+ejVlbr3Dcfffdbk4F4I0Vu1HWPs75PEQbscIkx2uImpImjG8nuKfRRlXwtOubVTgx5wngR6MJtYH6lmQyGbe+axZZAF60Ki0jgCC9dTv6S1I76fi1Y5mRZFg+DYOp5eP8FQr7SQWFbgC0r9x9991461vfGixbxJWJXRfcdwKf/OQnAUzj3zabTVx//fUAZqmTz507B8AP30bh3Aoe/G8d1nSX2+v1ghptPReYOQDpQh+Kz3ohsJOpjUOdFlZKy66bFRXEWE4et+mYNXZtqVRy/Pc9e/Z4SSe++MUvYmNjw72D1772tRdd94hLi4cffhjALC601f4BM38MDcumC6eNo66bROV/U2PGxVf5vPl83ksZzvuoc6oNV6cLn2qzAMwJDSHYTYFqNFnfJC4sywtMkzxtbm66ehYKBTdGVldX52JIJ4XfCy3oFFpWVlZQKpXwh3/4hwCAzc3NmATqCoQNDKBzrdX0huZzPaZ8aj1mLcFp0DXKXhcaO8oh1xCLGtKY65JuiFXhk8vl3Byg7ZBUF35X5Zsq5rQuapVj2Xhd2qYlaXOfpn23z7aWv16v5znfp20G7Hvn99DcGrEzyOxQAqb4RiMiIiIiIiIiIiKuAFz1GvdHH30UN9xwA4BpdAZr/ioWi05joDtyG0XF8mWt172Gp1LzFzAf3ULNcVYrmaTNsJo11TJYKo69jmUAZprzUHQPgvXSEH1aTj3PRu3gszSyTbVaxfLysnsH+oxisYhareb8GB599NHIzb1CwDFguZb8b/uWjYZizeiWNwrMEjBR29br9dzzKpUKyuWyZ7Gy4U2J0Niy44d0E3t9SKOp1qVQ5KYkaOZhHV/1et35Cij1xz7DUt1YDw2Np+2qc16hUMCnPvUpAFPLxete97rEckbsPpjMrFqtIpfLeeFLk/jfaZpePdbv973xaftNCLqm2MholrplfaX4fI0Go1QQ9aUC4KIqcQ3pdrteYjOdS6yGmYmegFmGb2A6jtrtttNo27bK5/NedJokLTrHn9JokywW29GMOL8B03ei2WJD1yaFtdX7aDbnYrGIXC7n+lLM3Hxpcc1w3C8Fjh075hbBAwcOeI4r1nEUgDteLpddZtJQaEQLa67kgqsp2i2vz3JiVSC2MastbUa58zxf65E0sfK5wCzlssZ1V0ceLV9aeua0SZ734H2YhS50Hb9zwszlci4e/JkzZ+JEc5nhwQcf9L4rJ1PpHYyDnOQYl8/n57KKhvoWYz8zBKRuiC0dh+b1tDB2oc0B4G9SLVdewd+t7wfvrZxipeNYYZ7COK9dWlpytADeX7NBqj+L5clSkGH7KM1IncZ5PTAdk48++qhHnbj11lvn6huxO3jooYecczKVSzr3q4AHhHMW2HXO9kH1ZwoJ7qGNr/0c2qDbZ1u6GOf60Wjk0V8YBhWY9k/6oAGzUKuE0ufUT41+WDy30+m4sVMul1EoFLzsrKr0qlQqrmzq6Mn62M0JwXskrYl6bWg9TwoHqc9Je5cU2tlW9KcBputqJpNxxx566KEYMvYqwFUpuEdERERERERERETsFLIZLJQ5dZFz0nDVCe7Hjx/H4cOH0Ww2AfjmeWrk1NlHHWRUM76do6jdgasnu2q0uRtXx1bVAOTzeU9DZsNDKaxJMEmbp+HzqI1TDWG5XPbMjtT6jUYjj2pAiwDrF/pPWI2MpQRZbat9B2ra27dvn3v+8ePHo0PdLuL48eNeNKFcLuf61mAwQLvddn2kUCh4jqKqfbZWGI1gYTXlIahWXa+zCZeSsJ3DmJadYz/tvqpx1ARo2petBs1SgzSSjFJaqG3Xdg3Rf3gfa0Wwc4Q6B6oFrVareXX7/Oc/D2BKS/jJn/zJxLaKuLT41Kc+hdXVVWeBoTZXNbMahlc10RqC1GppbbQk21cUaTQz3ovnhRwlQ5FmOKbYB5eXl10d2U+Twg3ruGKUKY0Woxp3Rney96AFWdc7dU7VBIfb0eRC1KAkS7m9X5IDsX0XOjZDGnttG9Yd8OdWzqu8d7vdxqc+9Sm88pWvRMSzj0iVOU8w0sWRI0dQq9W8jm753fyuqckBzAkPdgBuN8lxsFQqlTlKC48px0+FHN7fCu46WejkpeVhtkZrPtdn64SoZdDy81yNj2ujBCRNOiF6TlK7ZrNZV3dubGjK07ZaXl5GoVBw7zaGtdsZfOxjH8PS0hKAKYXDxh/nuOl0Ouh2uy4i0GQycb4KGjlIoeHolJpiFyldeEqlklvgdZG24e6AWTzqJOi8oGPUhnhludKut2UlbUe5yDpGQ2HsOA50LuDmXkO/6mZFn8/xwudoyE0iJHBxLtQNgd77S1/6EjY3NwEAL33pS+faIeLZB6OfcQ1LGhPaxy3FRfu0FRL1HlwXVaFkN4FEGi0yiQISAseG0rWUpql1sfWyfVjXcV3jk7KU62edW9Q/wGaOTVIEJHHZk+ptaXeqENC1OeSnoGu6CuA67zHam416x3tOJrPob41GA9ls1vW1GMXtysRVIbg/8sgjOHLkCAA4PqcODusQFgrRyHOT+IAWaY4jhULBS0+tA4cOdTxmHU5tAgYVELbTuGvZ1clWhWFOnKrNoSDEyYDHdBK07ZGmvbRlt06+LJd9BuBrVigIcnJ/5JFH8IpXvCL1uREXh7vvvhuNRsMJ4I1GwxPcyTkHpuEFNzc3HWf07NmzTgtEa40uhpaHa2M1W6dtYCpglstlz2qmAoxNfKYbX+XRp2nQAH+xszx2XRTT+PPU/nPsZTKZuWQv1iFWHedUgNDyqBBhBXc+j+dq6nNbTxUgmAfC3o/PqFarbp764he/iLW1NbzsZS+bq3PEswf6ZVWr1bn+p/+tlcmuE4T9zd5TfSxsjo6QL1KoH4Vgj4WUaPxuFUPqG6a5SqxQXSwW3dgZDAbuswab4HW6AdbNCYV2HWfWypZUz5B8oOuWFdRDQj0VWKrEUqd9u+mw9dL3q8oPrSPrpOdWq1XX1yKeXWRiOMiIiIiIiIiIiIiICOKK1rgztNl1113n8dZUy25Nzmne32nmvtDOO2k3rrxXa4azSYxsWDqbTEI1FEnmQ9VSEDZspNX0qSe9ml2BeQ1oqM6h9klqvyTTIp+hbaKhNG1q6yNHjrh3Hjl6lwbVatXTuNdqNY9CohQXckJJlen1elhbWwMwC8NmIzqo5t5SwlQTxutKpdIcpYX9cnNzcy6CEwDP2qScX6WRWI2YTbGu9wtRCEIaTp7L9lJNqOW7j8djT6OooJ+J1Qzyeaq5B/yMtdtRHXQ+sv4CarFTbny9Xke5XHYc+B/7sR+be0bExeH48eMuMSBhfReS5tE03w6rfVUrF0PxAjONexotJjSnL7IO2LGmVlx7va2LJkSynG4e0zWez9CMq6q1t7Q8W3br4xaqe9JvofOT1kvWtVQquXcATCPdhCL9UFZIK3uoLLzGHuczow/Zs4vIcd8G/+E//Ac30RWLRbcwcrFW4cKa63VQcUDwO0GhMTTp2RBY9j76PG4WVAiwAzzEabegk02IKsMQcCFuL8ul7aOg4Mxjev9MJuMJRTqZWY6kmug1rjTvY0P/WdM/35cVUlQwKxaLOHz4MIDp+//5n//5YFtFnD/uueceANOFTsOAUtjWd2sdRdnvzpw5g3a7DWDqBDWZTBztijGZ2dcsbcRSq9gflPrCY/TPGA6H6Pf77pmNRsOjqtiY7loP5Y3zvklIWzBDtAFLCeJ/HT+cW0IOaEn/054ZokPwXB3T1rFXQ04SnGs03Gw+n3fm9S984Qt4yUteEmyPiAtDrVabo2pZHrulRIZg378KbbqpZJx0KkXYN5M465Yrn0YhscfS6Gpp91TaKDDru1bBZHM56LnATNC3VJnQM9PKnrYhAXwamx3ndvOi90gKlazPT6Mu6W/AfFAAlV04z/K7bhoirhxckYL7Aw88gOc85zmuwyuHm0KHCoKKEI9NB6dODkla99BgtxNCmqMb78sFkhML+W1W0wLM4mXrQObnfr+PwWAQ1BBOJhNPqGb9Q05ptpzaftZz3ralgpsR5Q6q4G7byj7f1kMdV/nODx8+jAceeCAmkXkW8LGPfWxuU0pYjY0eI9eWEZz0+NbWFvr9vuNJhzRrPJcLdIjTXSqVEqNf1Ot1bG1tOY69bjhYvpA1is9IcvgMCeqLcOUth9fyZ0PnLqpBS4IVVEIp5/VcPT+Xy3kKDh6j9UGTOunmqdls4s/+7M8AAM8880yMC30R4Ib54MGDXl/VvgPAE2AXcRblZ53rdaNWqVS84AMhXwcbeCBpfdFzbRm201onlX8ymWBra8s5SNvADMrzV0GVY57ttbm56Xy4Go0GlpeXU8fWolZ3XQstH94q46zMEbKAAdN3ovdVxRnXcKt0XKSsIWdV3fywD77pTW9KbJeIxbBT4SAjxz0iIiIiIiIiIiLiCsAVpXG/9957AQA33HAD6vW624ErV5SctpAZ3GrNrLZLU4uTa2Y5ZvxsYakzRMikphp35bRZ7cVwOHTaRKZqDu24+/0+Wq2W+14ulz0u62Qy8eL+Wm2OtpMtb9IOP9QmWq/RaOS0eSHrQxrvMckaoOb7er2OgwcPuj7xxje+ca4+EYtDaSsaunC7EIlqfq/Vas46QguRam2tVk7pN2oV0ig2zDvAvkVaDJ+nUW5arZa7ns9kf1GKDv+rJlL78nZ+MKGxYI9rPflfnxGi5y2iZef97XWq/VOroeXW67yglEJ9z6Sr8Tf6negcQiuLUuIizh9KVbF+C0pfymZn2UAtZVJhtbu6ppXLZS+KzHa5E4hQn9PnhdY4vXYR3ye7Rg8GA2xubrpM5vp8thXngo2NDa+OtDLzGVxDgemcoVmIrSU8LZpc2lhNo66ltY+em8/nUa1W3fjt9Xqu7JmMHw7aWvcUSn/VyEHAdE7o9Xre/KOZ5SMuDpHjHgA5ls1m0zNna/IUCu1JsZyVg6d8an6nab/X63mCsl10dTAm/Q9BJ5VutzuXonw0GjlBRFO99/v9YEpkAO6akHPqeDz26sn6JFEj0viLeoztERLc2W5sS7uJUjMnf7Ocd4VOprq5aTabMazVRYCbHn0X7HM0L9vF3S6gKjTm83m3CHS7XS9RTK/XQ6lUSqRyaN+23HQVYkLCv5rTe72el3zFhmjTfqaLmzUfhyh1RBLXNUmwCR1L2wAkbfTToGXVsa1jazKZeA59KtTpfKkbGP7Xsqqw3mg08Nhjj+HlL3/5tmWM8HHXXXe5MMYajpGKKA1wUCwWPcpgkl+Uzud8v7o2auCBRelYdu1I67NJIYq3A6lrujaXSiW3/lEZxHt3Oh2cOHECwHQzz9wSwHQzpH1Xw0GH4qYvQuex1BgrOCf5BKStp6E20LCwKtf0ej1PoWI3GTq3aR1tbgn6wmnYXvLc77rrLrztbW9bqKwRu4srSnCPiIiIiIiIiIiIuNyQyUz/FjnvYnDFCO4PPvig005Q+6OhrWzIJ0WSoxl3pqrpYBSMra2tOZOSTZSk1JhFTd4acYXmZ3VOtVpsvafVrljPdf1dHVdV62C1ZjYBki2/fZ5mZFX6gz6z1+shl8u5tgwll1ENoWoFQ6Ew+W5V00SHpJWVFQDT/nHrrbeGmjzC4IEHHkCpVMLy8jIAn5I1Go3Qbre9sZXJZLyMp0n9Q8+jpketS+Vy2YucoVBaGgAvMZF9PtHtdr2ydDodRz/jtRoZxVrXVCtlLWohS5TWORSpxZ4XQogiw3umUQosjSfJFK9adI5P1RSqhl2zxYYsYDY6jx37PFatVvHAAw8AQHQWPw80m02n7VRHUWrb9Tswo4BtR+mwUZ9C6xT7m3UyJey4Vthoa/aYvU8ajUahWuNKpYL9+/e79mm3226O6na73hxl55VyueysveVy2a1DtVrNs2yEHDwXKSv7fpJlLI0eG4q6Y89Ri4CG09X1drv3b98P13tmTNbxy+dqkIGIC0OkynwHx44dAzCNIkLT4WQy8cK5WeqFhTVbWZMkF/psdpbJsFwuo9vteouXFdwtHWdRvqClxuh3lgPwQ7SlhaTjAOfEbtPNk0PMMmo86+1MmXZi538ruAOYE9LYljqR0FxrF5O0cqj5VN/5YDBwbbS6uur6ym233ZZap2sVjIG/urrqZaQdDofY2NgAAKytrWEwGDiqDLMNh7ILhhZ9O7Z4n06n49FuSOEirHlZ+ef6TI1ZTn67CjQ6Zu1GT4UYa0K3vGE7flQwsIumLoJpQk0IIapZaCzYhd+eoxtjG0fe8tqB2cYqraxKOQqZ5gmde+6//3784i/+4rb1jphlJQb8EKj007KbqUX6VYiascjauAhCG0sq0HScWcpmGg1SYTfDtVrNy45KOky/38fKygoOHDgAYEb/AKZtWq1WXVty/uLz7TjbTulmN/P6u65Llsaqc5nF+dCH9J0nzZchWIqvrr+VSsVTsrEPMndHxOWPy1pwv/fee3Hw4EEAszTQwHxIQSCZf5fmaMbJkhPCeDx2g7xWq6HVarldvk6kw+HQ2w2fD7bjJ+p/3blzcqAgpBuHRqOBer0+J+zwGQoOZJ1ok/wBQlCunE03z7Yaj8eeE5AKYppAJwTl47G8Ie0P+wDPrVarWF1dBTDtN9FZ1ccjjzzi2qfZbHqLAB3ViLNnzzrht9PpoFKpeA5OdtxZvweeo/xabgb47m24UMC3hHEzbfMw6CLJxVk17LrB1n6uWmf+V4c2RSiEm94nycmWYynUXy1fnvUIWdcsp1xhufFW8NB5SYV9e4xCvNXca1nt4h+at3hvnTcfeeQRV57BYBAtYQEcPXoUN954o6dd5VjJ5/NzbayCPZDuDGlxPsJ5CGnaeDsPW+WThrHcbu4PPYPna4jnyWSCPXv2eKESkzb6dq46n7ZQx3eWn7+rMMz6hza2F9L25+PTEjpf68kQ0jrP2HmZfbBareLo0aN485vffN5ljphip6gyMRxkRERERERERETENYm7774bL3rRi9BsNtFsNvFDP/RD+E//6T/tdrEScVlr3Pfu3et4uKEU4CGvbmqH9Jjufq1GQpO26M69Vqt54ZhU409NmaZe3k6TENpFW1O2La8ta71ex/r6OoDpTpnlprbdesvbzyxHSAsfel6ovJbmo/QhtlU+n0etVvMiGCiNJ1TH0LPZPklWCeXn5fN511diiLoZSI/Zt2+fM4WGqC7UmDabTfR6PReGjZaVpD5iLVqq2dFMqfTtoMVINT0cy8prpxXMJlXicT7DcnhVO26pMgrlzTP8pO1bCtZRo1vYc6ntD80FIc24litEQwiNiVAGZDuvKcfdatLVb2RR3xbS+UL+LJwPyCNWC0kmM818/PjjjwMAXvayl83V51pFrVbzNOga8YXzrFqg1Lprwx0D6Zz0JNg+Z++h84RqmEPrqF2LlVKpIWKr1WowglFS+UJjQel4gE8NtZb3RSklvK9a1dvttuvf9IPRa5LWfNuuOkemtbOtZxrS6qV+dAzJa5N7se0KhYJXx2s1k+p1112H3/7t38bNN9+MyWSCT3ziE/ipn/op/Pf//t/xvd/7vQvfJ4PFtOFXLcf9+PHjeM5znuNlXlQzswruIV5fCEmDhIuO8ujo4KIDQJ83GAy8ifZ8oCa2ULl1EtJJQkOEadZDLsKLTN5cvBedIBRqLicnWJ1g2VZsO+Xq68LO+iwKXUCShKvxeBb/fXV1FcePH8drXvOa867j1YTjx487qlmj0fA2vupnoPxuOmirs6oetwud5XrqMaXg0CeBsZe1v9B8q0Iljw2HQy+ue8gsbAVKpRiogGn5tuoIpxQbK9Ra4cNyca1wEVIasM1ZLyoiQs5maQI7P1tBJjT2i8XinAlf51Btz5DQbmlxSRsihu5jvbT+lUrFjf0//dM/xfr6On72Z392rn7XGur1uieskx4DzDaHSjtT4Ws8Hs/F31/Ur0L7gqVMWkdmDZcKJPcVuzbbMUj/mc3NTVSrVcdNr9fr3gZ2Oy5+qB9vV8dFFGq60aTC4plnnkG73XbKjpWVFW+M2RDLdvxZZUYoBj/XM934pyndFKHxymf0+30nxzCMpL5XG5BDN1L1ej21va5W/ORP/qT3/bd+67dw99134y/+4i/OS3DfKVy2gntERERERERERETETmE0GuGRRx5Bq9XCD/3QD53XtTvFcb/sBPd77rkHAHD99dejWq16O0WlXiQlcuHxRTTK6vgCTDXvSgWp1+tuB66JXXit1f4lmZrtDtxqWVSbplpl1ZbRW181ZUo10MgXqk20DrDU/IUcUlnOkOObNRPaiDgMAQnMNCnq9KLRE7aDdfoJwTo2qlaBjqrsS29605u2febVhvvuuw8HDhxwGhTtV9YZFfCdypSeYp2bLFTjrBFNqNVRC5E6mGnSlF6v5zKtAr5GlxqqNLO07ZMhR3XWQceIflaNp51fNJHUYDDwqALW4pDkDM+2sVEitKxqDdC5xDprA/BoeklQCyH/p5nlbbmtk69qZ9XpUBNkadvZNqeW+Y/+6I8AAOfOnbtmw0eWy+W56Fo2apkdc5YSxs9pa2FofAAzK4patpRiyOgjALxsnryndUhXjbsdd+fOnQMAfPOb3wQAnDp1CgBw0003Yd++fQBmoVvTaGIhS7Qtjz03qU14jo77kydP4utf/zqAqcYdmGZpB+BomLxO62nXWDuONKhEp9OZa2elrejanBTKMwQdk2rN1KRNobJpX2KW6msVf/3Xf40f+qEfQrfbRb1ex2c+8xl8z/d8z24XK4jLTnBnLNFms5lomkqjylgqyCIDmr9VKhXX4cfjMUqlUpDXGTKNJz0nxEVT3q/+53XKD0xKWa4Dzj5TwybaTQMpDKEFf7tJ09ZT2ySbzTqTODPUceKvVCrBeNH2uRZ8XogqY2FDXNLJ5FoFY0RrP9AFQSMPWcpGqVRy75KLqfZ9XbBsDHMNMQnM+joFWu2jXCRarRY6nU4wGgwXHg35qMKuFSit34UVhrQfsuw2slJIgLX3VCFbQ8YmcY/ZNhpisVgsetzTUMhNex8btcMKThZJv9t5gb/ps6xgou9E+dfqX6M0I3JttY4ac7tcLuOhhx4CALz61a8OlvNqw+/93u8BAG655Za5Y1bZE6JcAf742C6KiqWL6Qa03+8nUsDUV4RRSPQZIb8WLbf2U46PjY0N9Ho9L/Ts8573PABTRR1jlWtbpK3XSXVOEnDtPXO5HLrdLp588kkAwFe/+lW3qWCYRJbdUljsnBmi8PF/v993CsBWqzXXzhqilXHWgflMt6H1l/9t1CdtqyR/vxCy2azro29/+9uD51ytuOWWW/A//sf/wPr6Oj796U/j9a9/Pf78z//8vIT3DBbjr19VHPd77rkH119/PYCp8KdaZd2J6qIJzO9MFdtp3nXSKxaLjtM2Ho/Rbre9EFRWy6FCCc9JeqYVnlnHfD7vafknk1mcd5uURgUoG+JJJ1MtK7V8+t1y6c6n3BpOTu+rDkIU2tmWNgxYmqXCHtdnWKHIbt50w1MqlbC0tARg2q+uFa07Y9nv3bvXW2ytFtlabCwvXP0+1NlJF6nQ5K/aI6uJA8L+CoTGX9d3mbaxVf4oucGaXEyP6QbAWgp0wefzkwQDhoPVerJttF2sdrtYLLrNLNuR7RJKhhTS4nHjos9QJ0f7XIskq6BFkiBCqKCuczPnbWDad6zVLpPJeI7qLPunP/1p/NzP/Vxiea4WqOOwwsY/140kx0rSXAfMO4fyv/omqPaVWlnVzKr1SLXE1pHWzs/6G8uqY4sKlEqlgn6/7/xnnnrqKbRaLQDA+vo6brrpJuzZs8fVx1r6Qs+ysMeskKxlO3PmDL7+9a/jiSeecGXQ9qxUKq7squigAG3HZ2g8TSaTOad8PWbnwCQLSchiR1hLo86tdGQOWR9t+wDnHx76akKxWMTzn/98AMA//If/EF/+8pfx7//9v8fRo0d3uWTzuDbfUEREREREREREREQA4/HY0TkXRRZAdgF1+sXGYb+sBPdKpeLCEXFHqXxw1bjrjlO1EeQNLqJ1ClFeqA2itpZQ7SE1Z5YGQCTtvAE/gQyvU896yztUzcxwOPQ6Ej8Ph0MvjfFwOPTqr1xKa3KzPNuk8vNa1lmzr+l9gSkncmlpyeO1J7V56Fn6PtQiYalTaoHQ49QcaTrxawEf+9jHnMaKqb1VQ6OmVNXeaOZLUiI01Gir1fL6pGrPraZQxy01rsB8NAPtL9QMhiLXUJukkRgsfU21R6pVVJqGDWmoz7faTz5HxyznHrU88P8iFjda6bQvKr9W6Sa2DUL0B8sxTqIGJiFN204tudUw6nd9j5rQRSlrNnSlHa9Krzt48CAeffTRaybiTKfT8bIXqyaW1hhd0yxtIkRn4nf9nKRxD835VmusYyeNgmKpY4wgxWu5lh46dAjj8djTPpP/3ul0cO7cOdx4440AppnSq9Vq0N/L1lNhrc/aV4Gpb81TTz0FAPjGN76BZ555xlkAgFnUs0qlgkOHDrmy6xykiZj0fwiWzmfPtW2uFnd7HpBMz7UUQkuPUqu+tXbyuuFw6N7NtYb3ve99eOlLX4obbrgBm5ubePDBB/GFL3wBf/Inf3Je97kmqTLlctnL+sdFAfAF9xDf2gr1aQuYDgId5NqhS6USlpeXHQ9XhZBSqeSci5Lun7aIE6QgcOKg+TJp4HY6HcdJJHcOmE8nryZQTvqcbMrlssfvXaR9FLpAa7ztyWQWC7xcLnv0GNvG+owQ7KZM29kKAUkT0Hg89spzLaBer3t+BsCsTXTxoMCtwnDShoxjgn1Ncx2wf4TM2XZ8Wi70eDz2nFGVT2o5o1pWu0mw758LJTAdTypE6tgKmZ3t5lqPsz1ZlpCwnwYKFJonguEa067R/2ybEKddx1eIlsdzttuc63U696piQGkDdGhj/1GqUkjYsJlteaxSqWB1dRUPP/wwAOBVr3pVavmudGxubiKTyTjn8VA6e21jncO5Kecxhe1PaXNpaMMXUoSwLIusqRx/XNPa7bbrN0eOHAEAnD59GgCwtbXlrWHf+ta3XJ6SkydP4oYbbnDOq0r7SxszLKeuPVyjTp06hW9+85s4ceIEgOk70PmsWCy697G6uoojR464sjOMLTDbZG9H+eRvlv5ChDbEqiRI8nHgfewazrL2ej1XZytThN4lr9va2sLm5uZcHa4FnDx5Eq973etw4sQJLC0t4UUvehH+5E/+BD/2Yz+220UL4rIR3I8ePYoDBw7MOYFojFPV9FnOWZIT1iIIDTg6UunuOm23m3ZPqz3j916v5xzzgLBmQ4WQzc1NtyhmMhn3eXNz04vsoAOaA1e187VazWn+bDm3m6BVS8uY37zW+h6crxYw9CydhNXpiQtESMvA83Rxu9pTOd93331YWVlxVoY0B2jA11zrOEtKwqGOnFwE7Pu1C40V6oH5mNAsG60A/K4LnQrKoflB5wgrDKvgbp29tdw6vllObTt1qLT3WLSf69im9SHkkGvLZ7Wo2g5J2rNQeRads+wz1CIDzGK3AzOeum6arXZP/ZTUWVG1wZPJBPV63YvecTVC23g4HDoB1875k8nEEyitT5P6GOj1oX4b0lrz+kWT1anwmeavRI265mtQBcGRI0fcmnHy5Emsra0BgFNKnTlzBsDUkfWZZ55xwv7hw4edNZGKmJAAz7Lx+efOnXMa9m9/+9tYW1vz1lD1O1leXsb+/fsBAHv27PHWWB2buVzO1UFheeeh9gnBjrNQdLjQWkhwfuAmqNvtuvWeSjxVvFjFnY7dNMvK1Yz77rvvWblPNrMgVeYim/hiqTYRERERERERERERETuAy0bjnmTCTdpVW3MYsQgVQ5+pmmKrrbLaLL231UDY70nmPNWybG5uemHweG8bsguYaiQ6nc7cDpzHgBmXW0NKafg5YBaOSrWESZQf5VIm0YpCGlT7XXfxaWZOC/su9X1Qo66akBB/MPT5akSj0UC9Xnd9wJpR00KWWU2OalczmYzX75R+kqRp538b69ieSwwGA0+7pJFiGLUlRP+wWTt5jtI2FuGf29/ZXy2XH5hRQ7SsqvHXcZmmvbLPsFZDa15XGg/Lof+TnhOiMdly8Jj9rJpAfba2K39TLXpSuDtGuFB/AasJpLXnauW7U1u8urqK5eVlrx+FMtMS1pdD1whtU8DXvqf1oxDdQpFkSUqz1tChTzX5PMY6kTdeLBZde5w6dQqbm5tOU8z17uzZswCAb33rWy4L9OHDh7GysuKtPXzGcDjE2bNnnZb96aefdjx63lutRfV63dFxVldXvahPei4ws070ej1vDtiOfradFVutJ5Ziatf70DNIT1P/G0tH4xxJjX4oW+t4PMba2pqjMkWcP7JYTBt+1Tin0omCnY88U42RbDt0kln4fIW0kIBnBQxL07DPtN+TJrvBYOBiulJo530ZKivEnyXHX51clAqixzjpAbN42RrOSwUx6zuQVif73QpTVkhQE+mFCM5W8LGOPNp2aqKnqVkXt5DfwNUAhn/cv3+/Fy8fmBfG2FY2vXi/3/eEcHU25Fhjf1LzcYjeYYV47a8hqggw44yqQKcUCqVUWKFQ48GHHOMsTziNUmc35klmaTVn6zMomOq5aTQaO1+kCe5aZ7up2E4w0HsSIepNktLDcqNtmXSe1v7A6zj3MGSszjeW6qZC1fHjxwEAr3nNa7at25UCUoFWVla8ja1SXJI2fHazBMxvyG2fCm3ICOssrn3Z9l27IVXoM23CH3ueztnFYtEJ4/Q5YYz3drvtUTxbrZYTKE+cOIHnPe957loN+PD000/jq1/9qqPc6HrKTSTntmaziYMHD2J1ddVrA35OmitYx6QQmdomofGpn/U5fB+hfA6hdThEE9W2ZBtb6LvVdTuXy2FlZeWqXSuvJlw2gntERERERERERETElYhMZvq3yHkXg8tGcKdTCzV7hULB0+7prpLOUKpNIxbVPiksHUSRtOu2WpE0k7j+73Q6LukEKQF0pGHdqUG0ZrNSqeS0Duogxug3qqGzjiqavjqfz7syMEKOIk1LmFR/YNZWqmm37XC+sI6K6h0/HA5dPZXCQcdVTTN9PhSdKwlMcsXwpPbdhaxDjIyi2XPZjtSSsr9Qu8wx1mq13HumM1OaiVijAGk5VMNMp8UQNYW0AY0Go2ZelhmYmZqVfkEUi0VUq9WgBsq2j9VM2nroPGEzEG9nXQpRcvi71XYqvUifk3Rd0jMIHUshR12bpTGpDdTax7FmrQLAzFmYGk4bUtNStJK0wZ/4xCfw+te/PtieVxLuvfde3HTTTQDgLKRsm0KhsO0cqe9V+/52VtLQ73yfadZWS0VNKp+uzaRmhK7h7zp/EPv27fO0v7SS8nqd3zudjmcdqNfrzor9d3/3dzhx4kTQMp3JTKNnMXLM4cOHsXfvXm99WcT6bC0HoXax9Q5RXPlZM1qnadnTftM5Is15OHStUoDy+bxbU+6991688Y1vTL0+Ynew64L7XXfdBWDGpaWXuXp7A34WUQoddjEFZmaitE6fNiDTYE3p9nf9bgV2nXTUrNzpdJw5kEK0RgrQ51SrVS8VPT9Xq9W5SVlDh6mXOTAV8th2jCcMzGeQDAkhWq/tNkmhY2n3C51LAZ3fbXg/pUUoFaTb7XoRCzKZjOtrb3vb2xLLfCXh2LFjLgoCx4MVhLR9dfHQzZ22fa/X894rNwQqZHNDxMVUBUC7CdbyWGGd78sK7hoZhnWwqdD5DDULA/DCSlpqjs0YnIQ007Y+l5/TzORp91WE6HqhMmynMEgbc8qN5ntTqoy+D43axWtDm19uALTMfI+lUgmVSsXbLKkAxohXvL++Z91YZjIZfPKTn8RrX/va+Ya7gqDcYgq4GobVCnAEBePQmsONdqh/hObWkCD91Fu/HwBwpj8ra0G60b7/8JVtlTiWNrnIuqAUl/F4jJWVFdcf7Jql43YwGODkyZNYWVlx9zl16hSAaaQa+szY67LZaTbUAwcOAJjSldTfy7Z7UrmtgioNnPNC/nj8PUnZklYGK/OUSiUvlLZ9vu1PGtufYAQgqxiJWBzXBMf9k5/8pOP8cVGhJvjs2bNYXl72nO10Mdf4q6o5oOOUHSD8H9rxpiGJz66TVcixTKEaxMFg4Gm9ADgNQEgbaLm01I5vbm66zzrxAP6EUigUUCgUnJBG/jDLq3xiK4RYISFp8U6qd9p5uqhYjY2epzxqm0xENfB6HjeA7EvUILPOV4MQAExjgas2UwVK9XkA/HZlkhx977qw9Ho9T6OnnG5dIBgvOCn+Ou/HZ1qLgDplFQoFd59isTi3GbAbRt7DCrEh7XTo8/nAPtMK/6G54XzuzXukcYfTtJ32vKTyhJK78Zjl5ltNZWhc8j6WX6tKA/Lagdlmm8751pdBv9tkVf1+/4rnvOvGifkS1KfLbn6SHI9DAnxaP9JzVVDW9k7DIptdfb6uN7bf2PKp9j2TyWDv3r0ApuEgNzY2gmMgm53mleD8PhqN3Od+vx90lud1e/bscc/gPUMCqhWmddxzHkuSDSysNdHOSSobaNnpXKwIvWcq6tKUiToHWOdmZTVks9m5JHMRlx92XeMeERERERERERERcSUjczVz3B999FEAU16bJoLQxA1bW1veblQzlXKXrNoZ5cDqDtdGO9EdbciL22I7c6P+lkYxCR2jVslqNJQywGOk2ITM5OTmaWIKzUrJe7F9tA5pVoftNH5WE5oGtTLYaCRJ2jyea5Po8DzlPmuYzY2NDbRaLdeOjUbDUT54H/bBKzHk3P333w/AHz/UCKnGPSn6REgbbyMJcBzSSkXNvlqXOHZUi2dTqivfWdO2a98qFAqoVCpemaw1IC0piUVSv7VaqjTNpDX/h+6t9eOzQhpvPb4ItSVU9jSEtO6EZjJV7XhIk2etXkmWuJAVjM/XqB3UtvPcbreLTqczp/XnPZVGUywWvXc+Go3cHPbggw/i1ltvXahtLieoRblWqznNMTBtC6WRaUhffg5pbdP6lH3H2t6f/5nnud87o+n5XVG+F2VJqv0/nus+/8PHTszVy2pmdR5Sq06o7EQ+n8dwOHR13rt3L06ePOnmdN6X141GI0el0c+keujaSFQqFezdu9dbB9Q/Lk1jrdbMUBjI7aJV6byn42w4HDrqIceVWpqsNWARqp2ew/GvFncdZ2pF51hlH100OVfEDNnMZMEETBdm/SV2XHB/7LHHXPglNaMOh0OP391qtbx0yUoLoABgBQhgxiMMxSmlCZLf1cGTx0MD3sIKJdZ8HhLiNfMiJyMb25omLwrg+Xx+zuSo5bKfNdMeB2a320W/35+bxPnMcrmc6HjHMvG/ms8pCKa1k51oAcyZZzlZKQ/XOibqdzvpqWMNJxw62TAmdL1eR7FY9DYtnBwfe+wxvPzlL0+sw+WGD33oQ7jhhhsA+JtZy2VUsy7gt+tkMvHoJNr+1nTebre9TYDSXbLZaXZh+04UaTQ1PUc3sP1+3ysHs3Py+TpeQgJo0iZzu/MW4Qan8VF5zzQBwIZMXWQDbcsUml9CGxK+j1CmUmBeiaF1Co1rFej1ntqfrICpPHZmx1Sh3wrxugFQKqTOoePx+IqkuzHGODCtU7PZDDqZkk6kChwNIqAKHSB946bjvtfrOSHxQmH53Zw7bL9mf7BUKkXS+AWm6321WnUx2G29JpOJJ3xahUFoDqhWq6jVaqkb9iRQ8cDz7DjS/mnfjZVPkrI5M9iC0qko81BuCc0Xtj6j0WguOIUq8mw76rvc2NhwfTSGhbx8EakyEREREREREREREReBq9I59cEHH8Thw4edttNq3ay5qd1ueyYw7kTpIBfSuPM+qnHUY1ZTbzUFSSYv9T7ntWnUGAtqj5rNpvuNmnelN1jvcDWj0YEL8E3g3DUrrYhlK5fLngMh/1N702w2EzOn8t6Erb+lyti2U02sOsOENOe667cZ4Cx1Ru/J/tHtdt11+Xwe1WrVOf1SM63lZ59YWVm5okzvS0tLzpKgGncbtYAmY7UysO2YcEk1SFYrxvc6GAyc1p3PsVQVHU9pfUnLp8+wNJ9KpTLX79JobIs4h7KOoWt4fxvJJk1zH7Ic6LWhcmhbhZzU0ig++l6TrBo8rhr3kAWL16gW0Tr/2/rb+9jIPaFIFNQgquOgjmE12ZMGqJQ+vadaFCuVihdx5EqBOnm3Wi0MBoM5R15gpl1VB+But+vWi1qt5lllbShNhVIfWq2WW09OdYOnO9RkGH//p5701iQdK0nOrbqm2f6qFjsbkpT3LRQKiWGK7fhKc4rX32nRV2qIIi20piYqtLD3s+9DHebz+bzru0njjOtYv993cz2pVYSdH3Re6Ha7nvXZto+O5X6/78rT7/fR7/e9QAQRlyd2VHBvNpuoVqtzHDFCF5JKpeKZeTWN8nA4RKlU8iJqWKFRBQ8dWMoT5/NUaLGRWtLM5UmTZegalk9DMdJ8FeLvss7KAbV0B11I7SSo2QoZwYDn2uMhni4/bycUpfGAeUwnB5rHtR46sVhTnt5HJydGNNGNDevBOttU7QqeW61Wvc3U5Y5ms+k2vqFMndbXQ6kH+l41upEurqFFkRl9gVlsbiAceUFhKRwWSdeFaACLUNco4Ib6b6ifWiFa62zbwF6j/jVJAre9ViOH2HND81fovhz3Ova3m4e0PkrPU2FEqVMcn/b6UCQZu+nS/shNn/K41f9GTfjAVFBI2qDZtsrn8/jEJz4BAJd9jHdGwzly5IgbuxTQWH9mDAVmPh8qyFtKBT+n5SYYDocehVBDEZ8POD6UJmP9kuz5KvAmhU+0tC5LHVPlnL1W14zQ2FVsFw1GFQ9aNv3NKn5CddZxouVWjnupVHJrFseYygEqjyityUYNU3A+V/9AS7FVQV39TNguwLQvLS0teX51V3okp51G5mpyTuXLv/766z1NQkhTrQNGtS4qtIZ4elbjaLnZPMdqr6zTnuWda7kWcQzhdysAWV4wMB3EoWvVKSzpWWlaFi1rKDbtdhrMJI1E2nNCAklIi06tmwruliOpbaeLBBciYMbX1LZiX7FCq72v7RONRuOKmKA+9rGP4YYbbpjTzAGzfmO1UNomvI7HuIiHrF0E78uFQLnH2zlk2ftYLfeFwlrJFhGc7XnbacqTxogVDDS06iI89e02/Vq+pHNU+OV40vumWQZVEFHBXQVu8nCVQ6x+MtpW1CaqZYfHqCVWrbq1knH80mFa+6TW1yoqQkqFyxEPPPCAy7WwtLTklVnntk6n44T3ra0ttNttt06Uy2XPWVffdz6f9/xOLPQ9pm3y0mAtUtoXkuZ/LZ+dd0Ib65D1O6085/PdHrObwNDYYZ3VApRmSQNmwvF4PPaUGzruyuWy27y1221kMhk3ltvtNmq1mufYay3lIVD41w2arr2qeOl2uxiPx07pqYoguw6Uy2X3/YEHHsDrXve6xDJE7Cwixz0iIiIiIuIaQiOgpM+LvHugfHFRLyIirkVksBh//WJVDjsiuJNrbDlTadpmGwFBz6dpKGTistpWPWa18gwHxe9qcrQ785A2LaSBCiFJ22hN9JZWQ20Kz1WunP1M06K2gcJqEmwdQuW09dJrF9HGE6pxZyrrNDqCNe1T26DJIkj1CFExqKlQnmWaVrZUKrk+ejmjXq97WhAFNeiWP6p9RKlEiuFw6EUWCkE1P0m0lZBGOYkaAiymdbd9MI1+s8gYDLWd5YCGzPN2HISwSH2sBSA0h/G4tqEtk40Uk1R3tcpotC0tA6FlUJoCI8eEqABMnqXvXa0BGiWDFrOk8JT2GZYGphGklAJ59OhRvPnNbw7Wf7fRbDbd3KJtbel7tVrNjdWtrS3PZ4dzoIbZtBlnk+a3kE/K+UKjPQF+mEBadNWKrf+tJXTREIPsC2lW5e0+671YpvOxOKjFX/tmSLZQRoCiVCrNURaZ8ZxjQ9vHrrF2fgjNfSyb9glLR1PLVrlcDiZ9pN+LWrF5nobljNh9XHLB/Q/+4A9w0003TR8mVBRCB7xyoelQqcKsLkBKFbGmYqWH6KBRxyw+O7QoJmE7wX07M7k+c5H7a/bAjY0NL86tOrHac7X+aRuOpO/blT9U1rR7WOFb32vIKVIX8yQ+L6lUoQWLAoKWlROoLSud3ugE9Ad/8Af4pV/6pW3bYyfxoQ99CABw0003zTllW1gKkvZRm2VV20HNvFZI1ftYfqtFEkVMf+PntE1iGtI2j9bcnVSe0IZA779dPdPKFhK4gXm+e4jOpXUIldWasykwJJnxVcgGZk6DaVQhPjvkkMx7sC62HjrWbXZjCtsq9Gs5ufkMlVsFEwojl3uGx6NHj7rQrQTHYLlcxmg0crRPdVRdXl6eC+GnARisQGfHkX5XJ09VfNxYm/WTQaD5vv//9fdz4Q9VaaLPt8oxnbO1H2soRB5LUn7xeWlzQlIZLHgPmzXcrtt2A6DrqI4xboAt7UnnUILCf5JsoPUj5UxpRnx3+i54nRXwVa5RvzmlWTG0qN2kAzP/Owrp6gBeKpUu6w3y5YLMDnHcLzYqTURERERERERERETEDuCSa9zV6z3NjEXnCg0dpjvHUqkUdKQCfEdN61wa0h6qBiBEpdHrQppDex/rWBNCSCOWZB5XTZJqp/S77rBJm1HTNsvDJFchTdz5gLv6UDvYOoYcgPS51jk16T7WeVg1F+xTSq2yTnCqsaLWPaluvB/NmJcTaK6sVCpzVoYkyhEtCaEMeRxLbA91kFJrCLGdeX0RTbk1pYeuSaLAJN3LWgPSzlVLznagpSd0nxCSnLntvGAdRdM0/mnUHI2+xfeW1AbWgmIzWiaNX/1P6l1ofgmNX3WGVHAMhjJV00qmidq0DloPjlctz9GjRwHgstIIJkXJAWZBCqhRbbVaXiZQTb5jLcVqXdXQv8C85jqXy7n7aFjgRaBjR5NlbRdRRqMn2XCP21mleZyZ1G1ZFNYCn1QHloXRVNjm280btLwRGp40ZLHSuZdtxXVZz9c+zqgzrI+2EbXj+uyQA28mk/GcXm3kPP3PZ6hcRWtzLpfzojzZ9ojhIbfHVRPH3cYlt2BH2dzcxMbGhpu8ODmpaVHD+yWZoDnBW64dnx+aaFQ4Trpv2mIaoslYs7MK7rroWTPz1tYW1tfX3Xcr8BB2UeS1wLQtWY+lpSXU63VvI6OLoBUmbNtYpAlNliIQalddDPS/wmbpTNpcqXmS2QaBWcQZbgIpjFqhX8utFKTLDdxM2PCPVihTWgI3R1ofyy/VTLuEpYmQeqY8zKR4xqHxkfaek6JI2L5uN9T63S6u+iy7ybTHlCJnx7N9RhK1yz43aV4IjSX7XB2jVsixQqv2e93sh9rZCsjAtC9p5ugQbce2n1JnNHyoUhVDUF8TzS1AWgUwm88Y0k77Mq/VELbqx9Pv993cd+zYMdx2222JZdlJFItFbxOoFKN+v49sNutlA6egSgHTKqH4v1arYWlpyd3TzgEWSpPgetv4t//Z0VEKmPGbeV8dA+xfoXvrOqJQYdTSY+xY1M88xjmcz7Rzjo5fmx3dnqfR6Hq9nhNwk+SB0H/lu9u6hrjzLPdgMPDWP6WD8fm2DXVetkrKpDkzn8+7dwfArX2hPsRwo8BUGaRt3u/3vWeogi0p7GjEDNnM9G+R8y4Gl1xwV2c6O/CHw6GbrNbX19HpdDzNZ71e9yY2O4ElLWxWcLeCvQ481Ugo59JCr0tapNIsCiFumsaCBqaD/PTp005wt85kOvGr1ouh1DY3N919dWHXmPcUdq2TWqgeofZNql+aQFMoFDytj9bLvg9rSVChKVQePpdOcsDMykAhoN1ue8I5+fGElsEm/dhtfPjDH8b1118PYD7ZihUoVdjhJob9gBM1MC/AkwfJz7pIcwHn+1N+5HYaNLthtYu2LippG1/9zrra+4eutWVJOo9tGnqWRZp1LbQBsGXQZ+jmW7WUIe2hFaK1n+bzec+6pO9Oy2Q3R/ZcLbcddyoo6Rjl2OF9lENMYdBel7RZ0I2p8qjz+TwqlYrTDPI8FYZ4rFqt4vjx45dFWFe+U45J63ukQlulUvESxlnnVB2DmqOCSFIMJWnKtQz2eh5j+2pYwtB11ppl11etsypb7JjWe9BBNzQW2D85ZxUKBc+qbzfQvEe328XW1pbL28FnhtZCGy41JKxrefRdavvQeVznTDvWkiyN6mQ6mUw8a6tdBwB4PhK63lrLvSbum0xmSR4ZulUt17rJCOVDidgdxHCQEREREREREREREReBzA45p15ywT20S+NutdvtuqQT3W7Xi+5BbXtSqvU0T3K7k08y15OOoxyvRRC6X0hDlXSuwu7GtQzk+fPYcDjE2toagKkpTDVXNkGE5eOFOIe2Pmma9jTz5nbI5XKujcfjsZc4idBnW5pCCNSWhLzj2f5KM9K+lsvlHP3E9qHLTatQqVQ8k3CIlqXQOlvNObXuNiybmmRDXEpqPIEw7SlJy2y1f0nvllonq43U67ReoXEWgtWAJ41RW4ck7T+R1EdCidOUn5xkIbDXJJnvFWxHRoLQiBbq96Hf9V5pvODQM237hCKJsL4ch5Yiyeu0/ax2XmkCagVjEiKea8vD8RyiF+w0GAXqOc95jpecCvCjN2nI4+Fw6OZIrntJ/c5SxzRajEbbIRVG/VzUqqOadOs7Y/twkjVpOwqcltcmiqI2WO/D8mxsbHhWF/tMnZOU828j12lfHQwG2NjYcAmxVGvN72pZtG2SVD+WKTS3cPyFrPW0QLDO7PPsE0zExXqpRUqtDDYkq56nllY+U7ns6lthMybzuaxHPp93ffs973nPXBtE7BwumeB+zz33AIAz8wOzzq2ZwmimyWazqFQqrqPZkEVWcFeOY9oiZBcung9MB0q5XPac9LSs+ptdrEJCe9JkFjJRAjN+Io/ncjns37/ftcHW1pZrH3L+OCmXy2X3udPpoNFoOPO5ml0bjQZyuZz3jCTBhLSI0MRkBZ00Hm5IEGPZaOJU075i0XfJCS9EoeAErIui9jXdEJJWQ2SzWdd33/SmNwXLsZMoFApzfU1hxwjrpY5KwIw7DMyHEuVzgJnjo5pkdZHQ/pNk4iXsOEha3Kyp2SLNT4V9Vu8Z2pzy3LSypgnvtqyhelqB0c4Ztk4hipCWJe2969iyGZhVGFLanIUKyqG6p22KkjZA5HUTFAb0mUqr0Wcq/UFpCuS36+bS+rrwmYVCASsrK/jc5z4HAPjxH//xxDpcKujGpVQqeRsOlpMCtfVJAaZztuUTh+gpwHRdIK2E91WaaGjO5nmbm5vumZwHtc0JzrMhyusiDt92s87vmgmb5VDZwCpm9Jm1Ws1tdLLZrPtcqVSwubmZqDBst9vuGQzJyWeXSiVvM2D7WBrsHKVtpWGctV+zLXQtbDQa7lzt16PRyKMOcV5mPZRWrO88tAHs9XqOVmvDjmYyfj4YpSUqHTUijCveOVUFAe04yrnTHTcdJtj5knaoPKYLhgosSenuFXZnmqbtCvHWrEaXWg/dOVvnPr2fDga769dIA4zny7bS9OFaHsZ7VW2BDrC0TYZtK3U000mFi2eaJSFNm8jr6GSc5kxn2yqU/Idtl+Sso9oT9jneR5PAWGuFRuzYTdx5550Aps7FugGx79LW2fL4dUHnu1RuMP/zMwUkHb+q/UzTGitCQr0Veu0YDb1LLl4hYZKCSVp5bH+1CyzPCWnvQ3NI0mY16Zm2rZPuY+uhQtd2FqhQPyAYjSoJSYoJi6Rxphp8Plt/s06NnCsBPzY2NYE2IQzvo8dCQQQ0xngmk8HKygoA4PHHH8fLXvayxHpdClghzbYRMK2v5i3ROOkU4KyjvPYlnru+vo6trS1vE2TnZt0c2Hwaam22kaZUaExS9rDtbZxxhb5/6+hu80fYqDeh9Tefz2N5edkpp3K5nPu8vLzsObWG5gdtD93oqwM0j6dBN2HWEkjw/npM82mMRiMvstD6+rrXf7SttC0zmYwnR41GI+zZsweA76tn60ChnUos3TxSQWPlFT5fE0JG7C4ixz0iIiIiIiIiIiLiIpC50jnuSdy00WjktAwab5RcQGviCmkFAV8jZbV4qoEP8SHTkKRNC5n51WylPEPV4pPHqNoiq0FVrZdq6YrForuOnvBaniQtiMJqJW14Lc1m1+/3MZnMoq+MRiPPq71SqXj3SaM3hDSYhI2WY9tZI+ckvQPLjQyVRbUVtt3ZB5VyRaRpHncKNNlSMwdMKVGqFbIReNQ6wTHANtAwX/QPCEWCUEoV4HONgcV9HELHLJ3M9nsbuoxIilhh7xmCNeuHrH3UNFptUkhzHoJqQpO06CF60Xba+0UsG6HnJI2D7e6XdI+0eYZto+dY2pVGEbEZKG2m1JDlgJEw0sIBW20067yysoKHH34YAPCqV70qtf7PFpKsxta6qxrnfr8/Fyaw0WgAmEW60r6soSN1nmQbA1O/MYad5POU+6xzXyaTmYtWo+8mCTYfwHYW76QQpBybfGa9Xke5XHZzX7FY9DJ8Hjp0yIU/LJfL7vOhQ4e8GPBqaSyVSqjX6956Z2mBWs4kWEuwjcduoecqFaVSqXhx5YvFomdV1nqMx2NH7QXmKYudTsc7ZkHLK7XtXP/IXQfmw7VqX2L7XI7hkq9FXHLBXRdkhjfSCcpO1KFBBMzzIZUmEVqoVKCxC3CI5mG/q0kqdK5FLpfzzJ58fqvVwunTp915+/btcyatYrHoTVbWkXTRhTsESylQc6AupqdOncKpU6fcuaurq3Phslg2BSfr0ALPd55m4lehLWkTpk53el/9bONAA/NUELuAqkmWDsB6zW4L7h/60Idw8OBBAD7VjIJ7qHx8r1wUbHp5dXqymx8rqOl90pwq7Xu2tK+QIBviN5+PM6GGbwsJlGmL52AwcPGN2+2255hXrVadgyPbPFRG61yZRF1JQhodZ5E+mGSODykn0qhJi8xroU1WqD4hGhAw26ArHSJpE0iBRYV6jdsecoomrBBvecucb3cKSf3Z5kBQIVYppMD8ZtVSOGz4T6XFMKZ9p9NBqVTyHHftWOV1lUoF1WrV6+caRjJpDmDf0zllO8oZ343GE2f9dQOgvhvNZhOrq6sApkL9gQMHPJoP63Xo0CFks1nXBhpeOeT0ax3v0/xj9PN2TvJWllBKMNu4Wq16wjnncCsvAXD5Xfi9Xq97XHnbJ2yQC3LaW63WnJLRBrlQiqlNyLTbjt+XO3aK4777qsWIiIiIiIiIiIiIiG1xyTTuqgFQZxDd7VkTnO5M0zRZNgW0QukDoevTtFAhU36S9ls1+XQ4UW2imiu//e1vuzCOzWYThw4dAgBcd911WFpacjtnap1Cjni2fNY8bs9VzXQ2m/XSPJ87dw7f+ta3AAAnTpxwYRLp8KMhpHidTd9N7WmSxk6141q+7d6BIu1dUrOm2onQOaFjSpmgBls1Xxdj6Xg2oFaPfD7vWQeoMQZm5m4il8t5ZlcdazwOzI8fOgbyOpuhNa09QjQsvS5JG2sdi0Pa+hDURByKcmGfqWUbDAbOKqaWP847qoHXtstkZtFOGCXEhlu19ePnNE21nXtC2nfbFnbcbWcd2k77mTTPpr0L+67S6qhlpGXL0kWA+blPTfbqpBoqw3A49OggSvcYj8dO4/zQQw/h1a9+dbCsOwHrPK7OonTkBeD6KDWxNuGUdWTVvtvpdJx2NZvNevN5yFJB7Wqz2ZxLcmgdkpM07pZOl9Qf7Nhk+VjHbrfrol+NRiMvqyejowHTOUoj75BGwvPOnTvnzm00Gl4UmXq97iww1WrVC+oQqnPS+NC1idb2pPaxNEClgC0tLbln8B76DrTP23erITBtn9C5USOq6RzIttSxw/CyvDbi/HDFZ061CyYw82pX06lCTTOcREK8MxU0AD+qDBfS0MIXmnzsAhQyRSddq9CJlV7eLFulUsG5c+cATKkpZ86cAQA89dRTuP7663HdddcBmE6emUzG29hY4TwU3cPSVvQ8hhOkcP6tb30LTz75JM6ePeuewUmPMcM5sG10kTSkCQRpbWc3SGwzlk0XcBtxQKky9nftd2nXcdFXIX83BfcPf/jDuOWWWxy/VRf0Vqvlsv8B8CISAP6iQAGT40kj6dhIT4VCwQk33AwsQqVQ6gsRopvp+aFNaUiI1WOhdOdJ37fbSIbKx3jRXNxIpdLMxjaboIY3TYOl9SwyLpIoIUnXhdqZ9Qj9zmckXWevT6MkbVd/e1+lOhWLxWC0DP5P2tjY+V3B++u8wDlsp/i5Gg5S62BpZeQ085j6Fqkw3uv1UK1WvXkxKRpLp9NxfObl5WVUq9W5sQ7MqCgq/OkGiPcGtlcgWQEzaY0NUVt13S4Wi06QZ7hHCvK5XM4pvyi88trBYODNEZubm26u27dvn4swVK1Wsbq66oWRtHOdlRWS+lloPUyjpSX5EymVi9xz5c4T1WoVxWLRtYFy/hliNSRX0afQ+pKo/5eGRrabXq1DDAe5PTLf+VvkvIvBJRfcVatgBfeQc52GCVRnGqvh1s6nC0CaY8wiApl1NEviedpBrly1fr/vbTLIVwamgjsFr6effhpnz5512u/rrrsOhw8f9rStIcuFthehmiadKM6dO4ennnrKPePMmTPo9/uu7er1Ovbt2wcAOHjwIDKZmTOkTk6MSWwtECFtI9ttkUVd72XB96wTi05A9n2oxUPbi5OVCglWcNf+uhuC++233w4A+L7v+z40m01PC6TlVmerdrvtaV6tYFwul72FmQu61bjreQz5meTjkWaFshYru1hZYSwU91zvxd9CgkPomaHjem/dBFrfAWAm1Og8xLKrw7QKjsoRDQkoOg+k1V/vaceWFf6s4iKp/qGNwSIbMi2vnps0F4auteUmdKyl+TSF7hnyVSFs2ULzUi6Xw3333Yc3vOENqc+6GHz84x/H3r17AcyslFbBwrKUSqWgA6g6MhKa2Moe03VU+wY3DtofNM+DOqOSX540BkMbPUI3JGz7pI2lHa/WKsryLS0toVKpeM6Z3Cyvr6+j1+s55YaWu9frIZvNujV3z549rmyVSsXzFeDmKGmjrPNgyKKQZGnUc9huIaGec6TO9apAUOsvBWdVBKjsFCo/MJ8UjvOVzZEAzHLnqC+UPr9UKrlNz8c//nH8wi/8wtzzInYGMRxkRERERERERERExEXgqqHKKN+bn3U3ahMn2Z17SLNF845qCW26e0WaGV5/s9zN0DnAvMlvPB6j2+16YS71WKFQwOHDhwFMd/3PPPMMAGBtbQ2dTgdPPPEEgCl1Zu/evThy5AgA4MCBA86MVi6Xkc1m57TubI9MJuN26ufOnXPP+Pa3v40zZ854NIlKpYLl5eW5Z5ASoKY81qPb7XpZPElHSeI2Wu1vWpSetPejvFA9bjW6ahqnVlI1EqFMgLxOr90tjTvDmS0vL89Ff2D7lEolT0unkQRCGXHVt0GzxWpUB2A+mx+QHnEpyfRt379q6ex4DmnK046FkPZ8frdmebaHvvdOp4Nz587NhVpLmlPUF8eOAaU4aD9jPw5R/2z9rRbaWhttna1WNc1kn9SGOvfZe4Z8CdKQZpVLKpOl+ylC1iSlh2hkLvou6H1CkacuFRqNhtMEc162axo/a39UWgatQaolBfxQrRpeeDgcurXQznUMechnaJvZ8MtJ87D9rvUIzTt6L62HfcfWSmqpRJZWS0v0ZDJBq9Vy2l9gZjVrtVpoNpvuXJ3PQ7RItdxba32S5SZU1yQq6XbtyHIAcH41oah7nOe5bmuCLvYlzW6tY9VaGq1Vhn2Q/VX7qI79fD7v+raNNhOxs9hxqoxSHGxnU7oHB5RSYJSrqBlGdaIK0TSSFhC9JoQk/q5dPClAJS0MKgDv2bPHE6aeeeYZ53C4ubmJ9fV1R2tZWlpyIbAOHTqEgwcPOi6yLqwbGxt4+umnceLECQB+CCzG8eXEXqlUcODAAWdKtLHZrcnaxhm2grq2SYjHp+emIbRg2/doM3hqCE7ylHlMJ2guAlomNVFbQX6nBfd3vOMd+O7v/m4AcBMjYc21pVLJ2yDyGMNa2ms5QWvqdSIprKL9LWnxUSoIMJv4FTa9txW+eJ+kDaB9dhqn3l4f2hiwDdQ5tVarodPpOL+ParWKpaWlIDWByoVQm9kNzWAwmNtQ6vxmr03jnNt+b4XBpDonwQrl+ryk+TKJzmJN6mljXesCYM4sH1JM2GusozHjlet9lNqkjnmZTAb33HMPAOBNb3pTYjkvBEePHsVzn/tcN7/bNczGTSddhufaEI+EZqzmuXwG66fvk+OafHcVTNm+7Xbbm+usg6lFUr+i8G/fuW6qLTVEz1HB3Ib01fLp2lSpVNDr9Ty+t/ryaHAFlTcsBzy0XluqrArXdkOtmxc7F27Xbnof3XRofgktKxVnqqzUclQqFa/fEZnM1HlYy2FpxsqV17Gm8hk3UXzG0tISjh49ije/+c2J9btWcbH89UUQw0FGREREREREREREXAG4ZBp3NU9aU2uIwkAHU9UO2J0htRPMcmijTQBhM21IA/THL51qnPXIocpsV/qiT5/Yto66c0/S8rMuaq5jPa677jrkcjk89dRTAKYaoW636zTwrVbLUV6++tWv4jnPeQ5uvvlmAFMtIc/7+7//ezzxxBNzzofAzKxKs+Lhw4dx6NAhL/yhDbtGWE3e+ZiaVUNiNXJp2I4mof3F0mHUfGc17rlczh23dCBLudkJk7pCM/9Zjaw6UbIeaiLV/q5RmWg+pYaNjkd67xCo/U56B9bUbbXPaZaW7bSxIYS0wElUkLTr2R/Y78vlsmubSqWCRqPhNLikyajGW2lFSukDwll8+T8p5CTnO2suD9XZ0iasZcyWJ5vN4k/+74fd969uztroHf/XM4ltZcdomgXNXpOGJJqF9jNq0UOURLYTj/X7fW+eVHoBoZZCRiahuX87R9gLxdLSEmq1mkdD0EgcGkaUYFk0wIK1+uk6SGgksMlk4sa9RgkjpYQaXY1MM5lMvLCAwHzUHTu2Qv0x7TzCRuzS79Y5NeTQDvjzYD6fR6vVchayQqHghW5VCs124WOTLHjWGdeu7dvV346lJKtmr9dz/ZjhIHX8qbWoVqt5VlOVjazjrZ6jfYvPTQr6Ya20PGZDC9dqNbdmRcxw1XDcQ/QKflfhm5OTNY/qpMeJJUloV4QGjI1qs135k0zQ1iTOCcku3KHyqDCVyWRw+PBhb0HS1PT6jFarha997WuuDQ4fPuwE/q997WvodrvBOmezWVSrVRc7nlx7uygmtYF+VnMh6xuawHhMzeB2stYJ2ZqQQ8+3sO/ftr+lX3DRBuBlp7Nl3Y047sqLpRAWin5CgU0F97TFxW5KbL8I9Wnbh2xft+daGkOSqTmtTS29zZ67SP9M+j3pnEKh4JmBq9WqM0PrPAT4JuMQpcAu/qG+HIpUYwVuW1abUp3X2cy29llpSOOpny+VUBEShpNoi0kUICssWV6uhkckrQCYzxWi47nf73v+PaVSyR07duwYbrvttm3rtijq9fqcgFkul4MhdbmpC60ZoY1ziEoFzDYHunFh+5bLZfT7fRfFDICXbXQ8Hrs2tNx4/gbA80vj/ZOUACxnSGlDOoylj2n9lc6iQrf2G9JoGBZSN3WNRiPIVdc6a1StEH2H5+q1ljYTUljoxsBSAkPjYzQauRCQel+Wr91uu3fHmPPazipHJYVxTKLEaXtrvVQeUJ8c9mv1qWLozoidx47EcU9a6FXDHgoNpw6p9vMimls+nxN3t9tFp9PBYDDAqalyGnm5jd7zRZl0xxSdkM5H2KMmFJhxLg8cOABgmtZ4a2trzpGTz+v1ei4e++rqqvvc6/Xm2kQXj71797pn8Jg63i0CLjRJGtRQW6mGm587nY53H/L2OCnZ2MdJYP/QiVb7hw3BZRdUGys/1F93Co1Gw5uUFXbxsgkzdHPE83nMOp1aQTKkKU/bfPI6vcb2AdsfQtpjey8uJGkbXv2v14WEmZDGOCRcUxhnCDl14rNa7aQQe7Y+2qa6AaCQkNbP7OaJwli32/X6a4g3zWv+7pf+bwCAs73wGPr0j81C0z63Pn3eLce/5rURx5Z1XrYbc2K7jVVSPRUUHHWDokL9eDxL/858BurfYh2CVZAnyPUNhWC8GNxxxx0AgB/8wR+ce/+6rukGg2UObayTLAKhUIC8R5J1ZDgcunWi3W4758Zareb1m2w263HD09Y+HStWi80xEBrnIcFdEbomJAyzHWhh1rHaaDS8fhRS4OjzrBCr0PnMbqaUScC+qqE17X1Cn4fDIXq9nuefMR6PnQZ+bW3Ns9BZ3xBtV7VW6dyS5nfHZxIcgzrutc2tjFGtVl3fZzjjax3ZzGRBjfvFyRiR4x4RERERERERERFxBeCSadyV/63p5VXLbne01vwU0taHEOKU8ZmaJr7dbs9Fekgrf5IWW7U2PFdNVcPhcG7XrWZH1Y4Oh0N37cGDB3H69OlgqCVqBjTygO7Uk9qmVqvh4MGDXlY+TezEcoSgGlvSS7TeuiMP0TR4Li0JAJzXvJrg2u22i5ajPD7VgPIZtp7WJAnMZ/yzdAJqFNkeochHO4F3v/vdAIDv+q7vSuSG67ul1iVUVmviZZgv0mqSwr5ZhCxLlotqza4hTaHVtlJrGtK2hsZjEr0iBDv2iRDlQM+xVAx+Z4Qo1WpqfZJoRpY+plprHrdWw1B7WE2gmvM1ARfraDW754tTp07NaSJVg1itVj0qkdUghugwemw7Kw7PTcqQy/pbDbuGgLSRlpQioO9Z8Wxx3UNjDJhpQvXdaTZnHVchS6ZtL50zVROta1ouN8sau76+jvX1dY8awuf3ej1vLQ5RSO3cqlrwRSxq/K7aX0u3TMJoNPLqqfdhudXirXQknSO13XjfNKi1TucAO95DVicru7A8SbKLpe7yu1rX9F1ms1nHK9f3bNdUvc6uZSHrpo4VHS+Wkmfvpf5WEVNksFhUmYukuF86wf0tb3kLAOCee+7xTPtqArUcT2DeXJYmRIWOTSYTDAYDz8GTDh7/5ZdeMne+isgF+ULB3QoeALxJAZjPRkY6SKhe1ryfyWTcIGs0GlhZWcG5c+fcNXbisDHxFSGKwMrKChqNxlwGNR2sVvDhf42VH5p4rGOrfXecgNrttpdO3k4cem6/33c8zFqtNif4JAlpWm9LfyFC/U43VKwT++6lhoYF1XdnF3Hd6GosfSu420lXN14hwT00edtFmu2YtGjbzbY+wwqDeh+FFV6sIJhEybL1sfcLUV0IXZS5AVXBXYUBpWlYn5C0+UnpOKxXkuBuNzVanrR3Nx6Pce59/8wdP/0dikxbpp9afnbfpeLsc/m3/gyTycTNlRZ8VrvdRq1Wc/keKpWKK5PdZCjSNiC8/yJ9iXOdNe+HKFohocQKMfb/xcJuOHjfXq/nCdVKjTmfZ4c2rkn0j9Fo5EIBr62tIZPJYGVlBQC8TKkhPrt9j7avbUeJsuXiMTuXhK5NEuL1HSstUMtv/SL0mWm0WrvRtvW3ZQ/1N3vMljt0XNvTrkUqLGvm2E6n48JfAlNHaEuXCrVHUvlCsPJNv9/35iCVx3TujJjhindOJVTzqkIHMD/ILU8vTVuT9L3X62Fra8uLOHAhEzQXUnZ4q0W3Dmw66DWmOAd/iOfG+3NCyufz2LNnj9vFdjqdOS2m1e6F2mI8HjuBmymf+Q5soh07CelEony3EG9RrSlsE62zCuMqbA4Gg7nYsXxHuukZDoeo1+ueM6a2hSLUNknv3bap9tGd0rYDcO9IOfcU9FSDprz1JOHGIqTpSfq83ThL0lpbjrter4Kl3udCBBcbWcf217TN/nZ8YWAW7UN54/Y+VnBPcsbUcaKbrlKp5G3Edaxo2QkV8jVqRtJm/UKgmwUr/OnGBZgqQFTAsDGjQwKf/a5CNK9Va1hSXwp9p6UB8OOc53I5T1i22kcqdoDpO/3Yxz4GAM/KZn0wGHg8cdWcEmqJVm2r7VN2rNpNqB0//L62tuacNqvVqjd/2rGj7VksFufixdvNcsjHzFooQ2t6aC4IwQqYap3WNYKbbu172je1TGpdtmMnSaDW52nZk+QVHuO9CoVC6jjlZ7a5nkvlDDBV7FCJRbmG/gqTycT5K4T6g3UADilp7DGdAwnOe6H5zrIKInYOcbsUERERERERERERcRG44qkyhGo8hsPhXMavtOus13sSN0753pubm+h0Oh7/m5qCFaFj5QKPzgWUcyy7RnZgtrEkmo9qSRluSTWRWg97j0aj4XbZmhGP54d2ziFtKe9hM3HatrcmQJZf//OYfV/Kt9WsajbSQEgjSg03LRdKWdHrRqORq4ONg6xlD/lHJEE1WJPJZC619k5BtXNsR/Yt1sVqNVQrZn0MbP9I0yalnafare3oDXrvkPY4yUyepF0kVGNkx4y9TmlGCtWSWQueolAoeBlpGfNe66VzmHLXbXsktS01f0lznj7PautYPtbJcqMP/D//yyxS1Tt+aPo8eU5JWEJ7JdRzr9eb6/e53/6p6X0BjL5zizaA+gf/3Jnty+WyR8lSpM3pbB/tG/Z8taxo2+iYpQVG25aWKvLINaKVar41wlVatuvzAevTbre9trFWJl2nGE1E09sngZYb1lEpcHw+fYg2Nzfd3L+yspLo+8D25H00xjuPh8oAzPfVkDY6ZBkO3VfPt5YFawlVKoc9V9c1S0lSa7OuNSH/AlvOUD1CdDWVM6xFIqn+2ew0VLPWK2meZJz2M2fOAADOnTvn6lWv1722sP4f22UDt+OIc41db3WuY36EnVwvI2bYEY27NVUS9rM1MwO+Q07SfXu9njMPMtyjvc+FQkNJ6kC3izcAb5LR8mu9QyYznUhKpZITVJlgQs9PE7iJbDbr7lEqlbyJ1V4TMsmqIKThqPhc1lWdrehMxGdqvfQZpCGoIKQLiPYBUmz4vdFoJDqCWeqSltUKU/azlmcnwTi4TKICTPtZGj0KmBeWCHUg4gKlbWAF3LQFa5FxE1oMkqgxtgyhZ4Z+S6NLWEGZ9Q/RUDhedEElSP1geLnQWFVBRfu6TfCSpmCw/TAJrIea+9UJTJ1l7Vx0PtAEPCF/IwvlbusmPZRTgWWz78tuvJNgr1N/Ac5Joc0+n8Hn0AmT15FKAVw4jdKC73tjYwOFQsE52vM9KjVHNxR2I2cpNSp82vlerxsOh67vFgoFT9Fh+6p+1g1PyDE4pGzi99DGnN/tpjc0DvReCr3OtoG2TRrdxp67yLyX9HuS4G7LYNd8e48keaRUKrl3wo1cyI9tNBqhWCy6d7uxsYFTp04BmG7W9P3ZNUM3OXac63w1Go3Q7Xa9kKUaKELXl3a7jY2NjYuWr6427BTHPYaDjIiIiIiIiIiIiLgCcMk17qrZCiWLIJI0wBq1hOD11GRsbW25tNbD4RDf/JX/051bzM52xfslxw1pMbpzGZpN/Hg89sKMsQzU1Kj2l5QLwPd6z2QynnOmpXeoNpxm+GazCWA+lXNIW6+fVSPLezBslO7ILa1Ey6Pmsclk5sjFcquVw75btpWNXKDOl3ynqrnXullts7WeJGkFrdY+qY0Ia0rdaY37Bz7wAXzP93wPgKlJW60uqkHTxEyWZhTy6Ne624gFNhlTqE8mtRMRsgDosdB5+ltaOydphVS7lWQ50XuEtGSTiU9LU+3vaDRCqVRyFhDt9zw3id5n2zitz+lvIdpM0jPs+Ahp3Hn8e+79/2JzcxNnfuWH3fWFf/3HAKYOpmtCUSsAcxq1tjzX2jj5zMFg4GgzamZPqzfLnqRhttdabT0jbgCzMRHKFhp6vt5HI6vonH0x4PO63S7OnDnj2oZtEqIMkjKqEaOsht2GfbX0FGBGi+AxdTDkb/xeKpW87OM6BtIcDUMWpO003klW9u1gKXqhZ4YoVlrWtOu0PudjVbRW2VCdLoQeNJlMvOSDOvf0ej23ppLuolFe1HoD+OFtbbIuDXBgNfC2X+kab51T+ax2u+1la4+YIovFtOEXqzG/5IL72972Nvze7/0egPmwXtuZKbXDWYFtOBw6Xh/pMc8mGGNdufKErQcXvdACrhx5IN1czt/JUSwUCm7gWmpIGk2hUCi4eySdS6hQUCwWUS6X56LDALNNl8YhZl15rk4kOnkUi0WPhqCZ7Ui34X2syV8nMo2ywwx5RFpfCbWT8k6VA/j2t7899dpnC3v27MG+ffsAwG2yCM0K2el0vMVWF/S0SdPSC9Qnwy7sdpGxC481CYciiejx0DEuCCGaAoVYjaISyt7Hc+0CmeYzY03vSQJeLpdzFIfxeOxFN9KysV/baChJ7ZF2LGlx18VU20ePqxBiqWh2DPG79Y9QPrYVqi30vfd6PW/jXalUXNvps0P3SxqbfD9JfUvHN5+h8exVaaJ9Qvs9+zbHk+1bF4q3ve1tAIC7777bywlBTrUKTSw7w7XqmqGwwq/ytnXt4fO4WSDdAZhtcEJj0tKWLOymKWnTxTFllSuhuUX7beiYbuwpfId8ZBZZQ+241+t0HrRzix1neszeM2mO1I20bsjseRYam92WnffiuyV1BphuRjUmv10LtZ+FKKUhfwDAz0jMPsfvjB3Pvn8l44Mf/CAee+wx/O///b9RqVTwj//xP8Ydd9yBW265ZbeLlogdjSpjF+/tduJJvMvRaIROp+Mmq36/73F7B7IfyMu8rPNU8Tu3LX7g824ALC0tOQ5ZJpPxOq4OQNU88Vi5XHb3sYupTZhhBQ+rZVLnEMWi3Dx1MOH9VYCwE7gOauXL6rnkZ9oNkk4syo3TiYSLFO+j2l+2sS5gqi3QyYvXAtNJt1qteotP0iJooQvETiZcIt71rnfhB37gB9zmyk70+j7b7bbnZ2AFEYLvShc3m0LeIk3QTUOaNsku7iqo93o9t/DoZpsCm/pI0HG3Wq2iWCx62iSredM6WsE8SehX2A1NrVbzNFoqUBYKhTnBfbv7pyE0Lllue2/WX2HnEI6t637/r7CxseEsWoDvVEoHR9tezQ9+wX3n/EqLlLUKAbPkR3zP9XrdmwdDdQ1ZT20b2OtV0EzbBFlHyZBznW4Kn82xz/tb/wl9RlodrEUo6ZjFZDJxder1ei5kIPNg6Jyt7VQqlYIWbZ6n71vXCd1E2P7H3xbZEFkh2SY6s4KxVZ5Z7Tx/17DTWpbQZiIUSnG78tq51mr0x+OxZ23RtrP9O5PJ4P961c3ut4IwBK770H9x745hTvlurcVf5yT9TBkq5JOjZSassk7naJ3P7fx0JePP//zP8cu//Mv4wR/8QQyHQ/zqr/4q/vk//+f4n//zf3oK0EWQyUz/FjnvYhDDQUZERERERERERFxz+NznPud9P3bsGPbv34+/+qu/wj/9p/90l0qVjh0R3JU2EtqtA/O8Ne4aQxzAXq/nhXxM47wtUjbVQqlGRE3Cap6z/6mNWiRiwnbcN92tl8vluZ26aq2sloPnqmYtjUeaVk4+Qz/b6A1JdWPUCTURq4Zdy2opScB8CnE+azyeZbDsdDrI5XJedAs1D2r0CJYtZD6lNnEntQekMinVx2q+2AaaBbjT6aBQKHgaTe0fIbO0Hk/SgIZMz2n9QhOGaZlDpmNqZrvdLra2tlz0p1ar5bTv1AorpUOz59brdS9Kko4B0rKAcJIULZvlqRLU4lt6Bctj06erJVDbLhRpw2qZ7ThOou4kvSuWU5+p9bbUDJvERlOYp1kFtawcn5oUzGrNdZ7huyKPOk3zbjWsofnFWiDUYqfH+TltntJnlEoll8Tmk5/8JF772tfiQnD06FEA03lXs8oC85FBlNJC7TAwryVVWG2nWm1t24/HY6eVLZVKOHDggOfLQQoe70GKE2ka1uqj7Xa+1qTQfawFwp5r6530TGspVY27hbaVtcAkYRF/lTRYGSFprk2jK2lEIGAaZY7v1mrNVQay4R+13nacWauoRj6yc6Lt151Ox/X9N7/5zQu2zOUPZh5mxuHzwVWTORWYcQDvuuuuOapIEv8MgMfNmkxm3N5Op4NutztHuVn71R8FANQSatWXMV39Th/UxUzNSBoLlUji2NlsoLyex/QZOlCSTL6ss8a8twuRNXkBCF6XZLbU+2hYS534dHHUbIR6Dzsxse5qotdndLtdr0wato31tPxh29a8jzpihTjcREigssLWTnL1SAUJ8SkLhYLXBsVi0bVNt9v1Yj/r+AD8vkPzaVp/ISyVytLZbB9KMulbAUrHer/fR6vVcpMi8y3wmN6XvhbAVHBvNpvu3OXlZUejUQqWrQ//281MknNsiIqgbalCgi7q1kxvqR+66bTtZctshfm0cRsScggV3JVGaK+bTCbe+LEx3TXUq/YJVS6USiXPF2d9fd09v16vB6kq9p3wnttRZewmKOQQazcrto2s3xI3wRRgLwSapVrvwzVLQwqr4+FwOPTaX+lgqqiiYBaav9ge2iYcK6dPn0Y2m3W+NJqlU53+gdm70mfoRiJEDQHm+6NVmiRRvvg5iWJj/9txm+TTFqJyJm3yQsqKRTbSdk22SHs/Ol9wbLzovv8OwM8azuOsz6lTp3D69Gl3vFKpzG30rLDOco/HM98060ug/dMGaSgUCp7jrKXWtdttnDt3LtgGVyrG4zHe9a534Z/8k3+CF77whed9feY7f4ucdzGIVJmIiIiIiIiIiIhrGr/8y7+Mv/mbv8GXvvSlC7o+g8W4/9/ZOl7QM4AdFtzVpM3/1onEagjVXEvTeq/X8zTAVlN/PlCzq5orqdFP0i7qrno4HKLdbntaH72/Jlmw5vqQKddGT1BY57IQ1KxFE1qSpk531QzTyHqpcy6dJJO0YKwrMLNA8L6qGc9ms14UGZr2VausfUK1ytZ02uv15pJg8bPVklote0hDuVMolUqe47HVbllLgs2aqZEp0kyw6qSs56aB99hOq8RnKl3H3kepZ5lMxo0TwNe4W+dHjUhULpexsbHhKDbtdtuZMJvNpkedoTbLWmwUIQpZSNOmJn11YrTnal/i55Bm0jqzhrTP9th2dBreN4lyyPksFMaOdWQ/tBEt1PmN2j2dFzRMbrlc9iyKa2trrt2q1WqixjVUtzQ6htW46/ckZ0nVvnP+UouCpaZdCBgVqtFoeOPaWi4KhYJnZbJRllRrbmlE+l4thVTD/eq60G638fTTT7vnHz582KPNaJhiRhnSsls6WNIaYq0hSbQ71iOk1bfWKjsGdV0cj8de8jAtD6OdhJyALf3FrsUhym1ozrR0Nfscq9XXOdLOp91u182J6ojK70899RQAuIypShlU2pt12lcroK7b7P+hjLR8tkar0fWDz9JzdyNx4aXC2972Nnz2s5/FF7/4RVx33XW7XZxU7KjgzklVOw1hF1ldvAF/sSBdwE4I9d/43LST9npuMKzePeMtdmXMZN7//wbgh+jSiYIm5iRhx5rDBoOB21gwEgbroeepMGM7veX/Kf2DkVe4SFSrVfeZ1yWlIbeCFQVblkevU7pMv993ddJ47toGIZCLzjZQvjBjutvJgmXkxMtyauQD/sZnM6IF76uUJzUzhmgFNnzcTuCXfumXAADPfe5zvYlfJ3ZOwvp+rFCh/dWaS3UBLZVKXpi+0CaRSFuwrODF9xNapPU8vj9gSnlpNBqOKjOZTLzxrHXQBZZ9kDx/5cnv27fPoydw48n7ad+2woeOtSRetS62Id6x/cy+FDJZW7COIaHWKjG0LHZjxWeE3gPN27aewGyB1ozIVjCmIBfa/HBscQNGn4RKpeKE01ar5fnphKD12W7TpW1g50oVWrSPhp6XthE6X3ziE5/AkSNHAMz8L1SBo3XSMKekRSj/XSP12DLncjlPiNL1xdJqVNmyvr6O06dPu/ty01uv150ShefqM0KCu76r0JpCLEIHtZ/5zpLeoyosGFHObnR5rNfruf6oaw3bScd1GpVHYceYpR5aBZYdy3ofYjAYoN1ue/Qe9VFQTnupVMLS0pI311kqk67bOreGfLh0k6jrZj6fd9SvUqnkPcPWS3NffOITn8DrX//6YNtd7phMJnj729+Oz3zmM/jCF76Am2666cJvlgEWmlKuBI47YZ1sbAIN2xmppQP8dNF2UlA+OhMBpWkKiWw26y0sOhnpxmAR6IZEBePQM7XOofsQKriPRiPs3bvX8RVHo5H7vGfPHpw8edJbIEL3Cz03tKhaLSnvs+gip23BZ6gwYN+Pav6Uj0fte0ibxA0G+4TVPqslRRczwOfyWY3DpYQu6HZDpxOitrX6BwDzzoeqpbZcV+XNhqxFViukz1DhPEmLbOPJh/o2f6vVal7ZdRE4c+aMp0GzfF+NTa0xq1utFra2tjxhREPBKYfYhii048L2R9sn0jY2KmwkJWnR9uR3FchDmyor1PKzfreaSRVMOL+F6kihne2jjnDbzXuqfKD1Ux2LbZI2e980gSd0LElLH7LEcTyrcsiGfrVa1otBrVbzHORtv9C1QMcH20nXQs5lXOs0+MJkMnMkVU2oHd8q7DYaDTSbTaet3djY8PjVGuqOzv7ad7SP2f5pfRfs/BCyAPF7yHqVJLjbfCEAcO7cuTnFEMvT7/dx7tw5V7dsNuvdwyoLbduFNsssj35Xa0GapYhtp3XWzRLnMqLT6biNVqfTwZ49ewAAe/fu9Ryfta/pfAfMAj7wN7Vmctyz7WyoXd2QpMW5Z53VF+lKxS//8i/jwQcfxB/+4R+i0Wjg6aefBjAND85NzOWGC+OXRERERERERERERFzBuPvuu7G+vo6XvOQlOHTokPt7+OGHz/9mmczifxeBHdW4v+1tb3PZ5YBwEgWr9eZxanZ4Lo8DU82szfBFjUTnVx5z2qDqb/+ku/dkMvFMjoC/c7aagu00zqod6PV6Hqc7yXROrUJIEwVMd8M8VqlUcPPNN7sd4IkTJ3DgwAEAwM0334zNzU13bihxky1DiHPHOmubL6pxt7tx1Z7odUwipJlkM5nMnFYZmNGjNIoKd/hsG43SkMQjtGZXG6Jtp7O/Wc0cMOvTNoKHanYYYlM17lb7rpr6kKYs9Ez9bK+xWh1LBdF2tVFuWFfep1arecnO9u/fD2Dal59++mlHo9GIFzSR63iiJvLMmTMuzCQwtTzpM7Rf0bQb0qgpPYzPtG2S1nYha0ao/XRssS4hraZ9bhplL9SPVDtfLBY9ap5q07751n/wnWtm11//0f8W9A/RPsl78T71et2ZzNXyRe3qohStNAqLncOUGmDHs42AY8e99mXOH5aesiiq1eqcr5FSeqwmVs9VrfV4PHZzu01W1u125yg3SpVJgqUzbG5uOprZ1tYWJpOJOwZMNcD6DJvcTi1ASbQuXbMJncv0fWjfsGOO6ym/l0olV/azZ8961iS1NA6HQ5w9e9ZZ4RqNhmetU+qYpc5YLbqOF6t9t1b1JBpeiGJHGi//E1tbW2i1Ws6ycuDAAcdpt/N7CCFqHy3PbKtyuTzHj9cyWqupHZP2fbE/X0xUpt3G+TArLhfseFSZwWDgXn65XJ4b1Epp0MFgU6RPJjMuqzo0MrZ3Usp0IpPJuFTBRDab9cqjE2/ay1UhA5iauCzfXCc9YjvBXflnBw8exMGDB53j19ramhvUBw8exA033OBMPHYhCQnuWmcVGoEZn73T6cwt4El8QPtZBQid4MihIzWC91RTntI/BoOBF65KFxZ9hvYrLshqLteFXv0RksKKXWqkUSHUnK+LG2kzlssPzPq5nWiT6DiKkKnb8kdtW/JcFYQslzLkPM3fms2m67/XX389NjY2cPbsWQBTUzi5neSAahvofXu9ngtJRudXCkBqEmZ78pgNfafn8LeQST+Nr63tqffV3+z9Q0KDnmPvw35jKQa2LoTSy+zmOoRKpTIn/NrsxqpEWVlZQbPZ9MrOPkmOrNYjiQ5jP4c2iLbtVABUwV3XChUkbb2UV36h84DygCeTyRyFRMtulRk6XrX96Nei+Sw0lKSOs7RNJYVLfR/0i9ra2kKn03HCMKls9CUpFApufIYoVEnP53vROut7svOH/Wy/c64bjUaOQrK1tYVareZRiZRG22q13LnVatW7h86nlsZi35V9L2kb6TSFhTpxtttt18a8F78PBgM0m023mbIKOEWSTMN6qkN0uVx292R/Dc1jnB+0/yRR+UjH4fGLce6+mrCoMv0iFe7XVjjI8a/9p213rRERERHXAiiHrQ1m8+H/eN13u8+3HP1vO12kiIiIiIhtsOOC+zve8Q586EMfAuCbsukkwd2eakyB+WxgqjXVnTmjkISiE6jmAZhql5Kck6y2y2pIQ1pKQh3o6DiTpGUIPZPIZDLOAfXw4cNOmwD4O/VGo+GO8zp73yRtltX4a3a/UAIqq2nZrv0IPU8jT/R6vTmTo/Vyp3Ze3zkpACFaj30+HZTYXuvr685M+Z73vCdY/kuNJOfHkGUn5ERlz7Xv2MJqy5K0mfaZhHXMCl2XZCLXe1jtKzB9z/v27cPq6ioAPykIkzbR0rSxseHRGrRcpBjwGerARm0bj2kCE+soaqNNqGZWHeFYD6tFDVnQksa6tbSEYC1k1rKSpsUMOfwvCnWc1Ge0Wi03RhmdJBQFqVqtzlE5FqX82N+0XlZzq87m/X7fCxVsNe5WA8x5QJ2jF8Hdd98NAPje7/3euXebZDlReoXVbup5NjMtwbmv1Wo5y5F1Tg1pwLXdOB6Wl5dRLBadxn1jYwOVSsUd73a7zuFQk3PxGZaWmNbGScncQvXXsioV8PTp006LTiusWiU1gd9gMHDnNptNN69wfUsKEGHpatp2Clt3G9zC1iubnUXvUVpvv9/3nFMZNSaJurOdRY7t0Wq13DOobVdn5qQ5ipr4kBUs1K/02YVCwY2Jt771rXNtdq3Azs3J513cc3ZF484O2Gq1vMl3z549XkxxnQCAWeexYZSsl71tPGuGpNmIQmGSadsugknCaijyBicScvF0cCVNVnyGTgiHDh0CMF0EyXUk+Lnb7aJarbpzLXc2jRph+aDdbtebBPUaS/NRpAmRlnagvEsKRVZo0mfqxMiJrt1uI5/PB+MmU5DQTLvnzp1zlArlcu4G2D7WZMvPWmfbdkonI4cZmG18daJfdFNlJ5rQxKPRDDR6QVo/sL/bc3WjpVSFbHYWPnTPnj1YXl52Ifc2NjZw8uRJANNsgiqcczNnw8gCs8hCuvnWiCv8jefq91wu50X8UDoXML/4hWgrIcFdF+aQuT5pc23/27lHy6UC1/kK7qwz203pZRqKVkPIkUMLzGhvSYt/2iKXVs7QMaX1MAQef7d0TN3YXShljnW0/UDHbmidsPVIU+KwX3NNUyomlRAq3BI6Vu16of1BM9uePXsWrVbL44rbjbeOiyRBLkSHSRLU9buNHsMNCTcWTz/9tPNlGY1G3kZLKWc8znOffvpp964ajUaQIqdR1BahbtnNiqWT6FxnQz9rBDy+Q/LxOYZ03rH8c90gKVSp1+l0XN9pNBreZsDWS7+nbQ60DHqdzqeRLrNz2BXBXblz7IhbW1vo9Xqu89ZqNY8/CMwm17W1NcdzA6YdXp0tQlowYCa0c8EO7ViTJr3ttJR24bWTttW0hM6j0MqBrcl3JpOJJ+DqoLYx3hmGjXW2XFqrWVDH3k6n4y1ii2iCbRvweXxmaLPCd8BJVidua9kICY3r6+sYjUZYXl52bUVQ86oT2WAwcJOZ+lbsBqxGV8HJUyd8FUIAf8HRkIxJ3MUQ7KKUJFyF3rv1C9FzraZJx1jSgm65xyo0ULjlOGg2m66fLy8v45vf/KZbpK3jlYY2Y+hQjSPPBZPzTJL2W5OSMGxf6BkhRzSdh9K4tDxHr9PxZAV32+6LaMkUmUwGz7/v/4fxeIy/+cXvc79rDawFS5UR6ixcKBQ8wV3n4iTt3oUgrV46h9vwwFYjye/qBH2+Sdh0DNj6WV8sPc/6AoTGF6/TY5VKxX1fX193/TiXy6HRaCRqaW3wBfUJGgwG7r3t2bPHc/DX9SVpM673VOVP6JzQ58lk5nfEeV7Xm06ng1OnTgGYrvlJIX21//M98ty1tTUv9rmGVAwJpYv2Ua1zkoVE6xlq12q1ilKp5Ans6sOk8yfgr6NWbtja2vL6BOdIWhYtAyFp7dHn2fkqpAzS85MSQl5LuKo17hERERERERERERFXDbJYLMj6RRr8d1xwP378uAsDV6lU3O6EGlJNrmK1rdT4tFotb6daLBYTuWqqvVRKDTCLAkAN82Aw8KLBdDodb1edBGrEQpoJcixV80ETdEgzr79p2C+WReul2sTxeBZOzPIK7U5Zr1VTK/0KQpYF3iPEdSZUi61h4TTKgybIAabazvF47N67hgjV8gLT98w6kjJBrTrvw3uolqNSqWB1ddWzXvB5x48fx2te8xrsBJSPb8MPWtOqau3YX0IZZ9nGlvaRZNYlLIXBag1DmnE9HnqW7c824oy+W6X8UHum0YOsOVujF9Bit3//flQqFXzta18DMKVAjUajYDjIUqnk+W+cPXvW3XtlZWUu0YZtL00Q1m63PV8L1T5bc7Ydh5b+Epoz7BjQ87bTgloLgFKH9N0xUd0iYRDZBzn/WqqQUptsGEGF1fZtZ8XU6+xxNeurHwzHkloRk+goaik4XwtcmsbSavgVSmFM0vCG6pvL5ZzmOJPJOArJuXPnMB6PnYZVrXA8VxPsqIVB11RarVUbrJrpJI2yfYchS7V+1rVIaZG0vmuI57Nnz7pIU0qNyWazc6Gkk+hqvV7P3aNQKGBlZcWj4+o70Hpay73FdhYvm2iO36vVqquj9ccrlUre2FKqG61I1u8PmK6F6+vr7hmNRsOLnqVI0wiHaE4WSbQi/haxM9hxwZ3Z3ABfeCiVSl6Ip62tLS+9uTofZjIZz+EiNDmoaUo5sMC8sxAHQK/Xc/csl8tot9uuPJZeYrmsSYOcwkyIH26FE/tdB7UNtWcXMXW6yefzXvx1PcaJUwVF5WSmTVZaRtY/RPspFosol8ve5Knvwz5D49UrP9WWJ5PJeGm/NzY2nAClTnGMK61htZIcYJN44JcC99xzDwDgfe97H9rtNpaWltwxyxG1Jm1gJvCroJg0WfK968Sv7agbWv2sgoXeK0l40veuiykpC/xO4VzrqYK69bXQMaFjT3nJ9Xode/bswc033wwAeOKJJ4JxpIHZJpj1bLfbzoGt1+th3759bkOgFDQL9mulYWluARWUVYiyGxe2W4hWob8TOn4tJcoKw/p8m5pd/T6oDCgmaH+075DKCMyHfrOmeC2X/rd9y/ZfKwSmbRitoKbCaRLYz1U405CLDz/8MF71qlclXp+EJPqHnb/sZlnnTx5Pgo5BpXtsbGw44R2YUsnYFnYsaN9kW2h26fF47OZFqwhQ6NoX8gfR95gmCOp9uJHkuNrc3MTZs2c9Xjth58jQvQnlu3NzwHFOOq5SU/R+2uYqU4TG4Hg8TqTZKmq1mqco0/tQ2aXjRXPDaFsOh0MXMnd9fR3FYtHJVarItJsKu/aG2jCkiLGCekgZEHGVUmXuu+8+HDlyJMh91l0n/zebTcfbOnXqlOuoFJxDE50VSnThsoOJ2mYO3F6v5zRytVrN2x1b4cVOJFawJ+wEoIPRclltGZW3bTmEdlK22m4KN9w0WIFby6CaFTsBaifUDYiNYKPaCiYl4SQ8Go28BVL5iTa2rl14dbJi+bUeRKVScRF4lpaWvLbj+9JJSCMM3XfffXjDG96AnUK73ca5c+dceXXzyHqFYk1bBy5deKktU22fplG3zmaqjdaNk7aNYpHNnH7mwqqxpy1f30ab0LLZxUXfndVoM2rEjTfeiFOnTnl9257LzXu9XndjfWNjA51OB3v37gUArK6ueppj23aabITX8nk2h4Teo9/vzwnuIQGH4yz0nu2cR2HQasB5nbaXRrvqdDpz1jULjt9ut4tutzu3+SaStPqsizr2DodDz9qnjqx2k2GRtBEA4AmclgttLRB6vbbbhSRhYlIfYH6eYb8JjS2+X62T1dDb+oYUGMvLy2i1Wt5cqwIcMNNWTyYz3yIthz4v1I9C71TPUY2ytgM/J1nzdH7ihpxRfjY2NtBqtebmRT7f+k3ps7Xs1M4D0/6sY5Jjg8fVesb1PCTk8h56n5BiTu+jyjFqw0ulUnCjyvJ0u10vVr2OJVVa1Wo11Go1b82zz7fKwVCbWWVCqO9aHru+y4idQ+S4R0RERERERERERFwEMpnFtOlXlMadCJl1qXHQHWE+n3daME1VzCghNnIKMZlM5rTa/F01A2qi4rlKvajVau4+TBHNstqdaxpXUzWPmgFP20LP1ZjI1JYw4k1IY8nvyp1T6oPVqgDwyqPPXpQqA8xnmiU1pVareSm71VOeu/qv/NL3u/scvvP/42mVk8yM2WzW80fI5XJOe3Ho0KEg9YR1tpSg3TTx9ft9nDt3zmk/1bJjtUD6LkidUquUDYNqw+KFNO6W6qVtkc/n5zR/VjNIWCuJRmXiM/R7Et+YFqlQZAz2F8uHJ7a2tlw59u7diwMHDjhOq838yxjfwFQzy6hUxWIRrVYLTz31FICpmX51ddX1p2KxOJdhk1r3yWTiLIFbW1sYjUbumIZGVNqbtiuhfZLWkBCfNGSdCFFntG2VdqU5EUbv/1FYtIaza7sf+En3ufq+Rz3KIZ/ByFc2njgwC1HH9qG5n8jlck4DXK/XUa1W3TOS6sM6WeqC+iDoHGo1s2otUM6wDS27HXgP0h3YFnwm/9v5TDXBoXB/+nmROSqfz6PZbHr+X8x50Gg0PMqiroXMGh4a1wC2tX7YudS2sdaF7UGLi4Zo1Ws0jwvPJVQTzGeGLO7Wgs17AzMNv1JRtT9oRuBCoeD1CZUbQrQtq1VPai+do0P+KmoV0/EymUzDsZI6rJaVUqmUSpm0c22ShZ/rjqVBaVkJpfvwf5rcEPHsYkcF99CirWZT5WZbIb7RaDiT+IkTJxxHE/A5l5YaYge8LjrkvHHRKRaLblC1220vrNJ4PHZcOU6qWh87eWl5dACGkhrZAa+cO53kstmsJ8AojUc3BxoeU0O4aVkJDf9I50e78AMz+oLlaLLM9XrdtdVoNPJipWubh5xPdZLWxSXEFVRTfz6fd32i0WjMTTS6AbJtn7bRutQYDodYX1/3+q+OA8tZVv6uLiblctlzxFQTNQV3vlulafBefMZwOJwLo6b0AoUN2RaiMQEzvqYKKrpRVwHcUsbs4mLvw80IczAoh3VlZcX1idOnT7uFjpt2llc30JVKxVEOgKkA3m63XajRvXv3uk0pndlZ9mq16u65sbHhHGT5TArx1ozNuSfEcQ7RXwi2lfaPpEWb41MTvqjp/XywZ88e91lpVuQJW0odMBMi2c/pv6KUG7sh0/ay7ZFUTx0jFEg574Ucna3Cg0jjmFvoZkiFMrsO2Hvqe7M0kjSFha2/XpfJZLyETKSbrK2toVwuez4YBIVWy1u291WE6FAss861XPMAeI7cXGu1POpPsrW15TYddsOjSoparYZ6ve4J1bo52NracmNZfeN0LOh9lOev1B2lzpbLZdc3WW4rz2h/TWvHkBDP+9jNNctDupomPgtRY3hfRZqwruXnvBKa++0mgxtiKztc60ibp/zzLu45VyVV5pl/NdMkLUnfbvz2n+9CaSJCKFxkOKSIiIhnB7pv7b/1HmSzWdTrdc8iERERERFxeWBHBXdqW1UDojvTYrHoaYp1F5fNZp03+MbGhhdxRnfNaU4S9hhNzKotoDag0+lga2vLPVNpGFtbW3MUFIXV4Ia0zITVXij9Q3fc1IaEtEXUJmrYQN6DmoukaAvWSdCW32pXrQMdNZFLS0vuGGlFqgWyYa0UoSx9fIZaRIbDoWcqrNfrXiQQ7SuavIpaWuuEw2ecbyi4i8U999yD22+/3Wlz9u7dO+fopM7VlhJAQcpGRFCrizVLaxuHHJZCYzJUHtX2ppnTLd2DdCnruMd7WsuYdWDjuRpOlHQsjtmNjQ3kcjmnHV5ZWZmjuql2jfdpt9soFoteQrdWq+UoNxsbGy5Z08rKCqrVqtefeV02m8XGxoYbh5qJkhZFbdvtHOy0LRfRsPNa7efaBxbRinW7XRw4cAB79uyZc0RTqxDHvWo+AXjaVkaiYXtsbm5684JqHJn+3dIYgFnUmCQHXQu9VimEgO8Qaet2PtlT1YFPPyv9hGPXamQJS0ELzbv8nBSMgWOH16qDZafTQbfb9TSo1gHSalfT+paWlVp0DW0MTMfk+vq6Z53WhGnlctl7j3rdxsaGRw0tl8tuLB84cMDRZhuNhpec0c5lvV7PrRNnzpzBM888A2AaOnM0mmVdHY/HHp1NrR7D4RDdbtfRvE6ePOlZl5eWluai2qklNA3WyqZzrw1GwLL2+31Uq9W57Kq8XxK1ivNqEvXMMgfs/KB0Snt/2/ejxh1A5jt/i5x3EdhRwd2a663pL5PJeMIWAG+QqZlIuZPVatWZtdPAkIoanYMma8APHTmZTGMX0+RWqVSc8J7NZr1sn0TIs5yTU8gkagUW1oUTW7vdTqR3WC9+rVev13OTZbVaRavVcosSFwAdkCFOvpZdfyO4eFNwHo9nsdgBn8ahE4JdSPmbto8tBxeZ9fV1984zmYxnLtTyMT4zj9noGfYZFxJN4mLRarVcxKTrrrvO2yAB8AR3Fc7VZKwUJNZDBXUbvcfSnkJ0IU7ASmNRwd1udFWgCNE+FNpnrYk4iSrDBZTm/+Fw6HGJdSOYyWSwvr7uxk+z2XQ5IwA4YYJlJ8bjsUedoRDPdm632zh58iSAqfC5b98+j/+ulBtgFo2FZns+jzQOPtNuVgi7ENtMtXbetO8xKQSlUnOS6GG1Wg1LS0veM0lFYXtUKhUvh4beTwV3jiu+616v521E7aZU+b1aR276NDKV3tc+3woZWn+lIigdQ6mQi0DHh/pa6fhguUJzG8sYEqqTzg1xou3Y0Xdcq9W8iFF637Tn6b1Dx9vttmurfr+Pdrvtxmen00G73XbvanV11fUlKuM05j/r1Ol03LgBpj5L+/fvx4EDBwBM13zr9xIqZzabdRQYYCrw33DDDQCAZ555BidPnvSizHQ6HW8OtZtclr1UKrnwsWfPnvWE6Gq16vlnjMdjL/JUGhUztEHT36ySRt9fGpVM65Q019u2tMo5Pdfen+tJaBxEXHrsqOD+9re/HY899pj3m064GjaQjo8aTo4dtVarOa0YMB1IPFav17EqYYY3RYmS+Tf/HAMAHQDV3/qzOW0iNTvAbFJR7Rl30tzxa7i0ULi9EHRQcMDwmeVyGZVKxVv4rLaG56oGioOK91POeLVa9TQkFBZUg5oEWx+1SHBRUCdXlrFcLs8JaTohDgYDNP7tnwGYLZ6hhZblo/bk7Nmzrl4MgaWTOZ9ZLBY93q2Ngavo9/t4+9vfntgGlwqDwcAtBN1ud45jrmXVd66OvtrGg8HAEz5t+EXVlFsOtW7k+H6UF2rHiGre6MQF+AtxSIBSjbMV7JO0NaPRyFuw1Em8WCx6iy3HK3myXMQB4ODBgzh79qzb+Cmv3wqzdLLV0JF8RqfTwVNPPeXG/t69e71kJ5nMjMevG+Z2u+3eH8/VPhnSdhGhfmstYaHwoeTia5/Sew2+87iuPLZWq7n3pPOS5UonhX+0vjfad9hf2K7qsEslQaj/s++qwK7v3fpLhLjghF6nm9lOp4NXvvKVc+2cBLUIKddY15AQ11jHjgpfNr68Xm//sx68p33/+ll569z4A7NNv76bUJvrczU5ItfFU6dO4ezZs54wrvPyqVOn8OSTT7r7VqtVp1TSZEj9fh+lUgk33XQTgKl2vlareRaCRQVDuwmmcqler+PgwYNufqBFm23ApE/AzF+FsI7mk8nMKf3MmTNYWVlx4X2ZPBKYJZkMWbNZPu3XzIHCY1bjbXM08LPdBBL2uVYRZ5U0dk4K9eHQfbYLLXutYDuL6Oy8i3vOVclxj4iIiIiIiIiIiNgpZDJXaThIjbCi2gBqhrj7IyXAaoqB6a5eE6ioiXMymWDGRk8GtS1Ws6BUBZuciTvwYrGISqXiJbhQLbdqq5TzyGOqzVTNJz3yNZKM1Vhqchf9TBoQr1PzvaZA5o5an5lUPpsshZpsotPpOM0LeeVsO8APFUUrArXCqjGymiSWbTQaYXNzE2fOnAEwfc9sV9JklNajSZUKhYJnErdUETXf7waOHj2K22+/HcA0+onyIlV7oSEWqaFTjYom6whFUAjRLdi3rcYemEUeUY2KpYBZnrb6INiwaapRtP1Zz1PYsipli9EneJ2NIJLNztK4nz171tWr2Wzi4MGDrp3PnDnjjtlnsD00VCDLxOzOpDn1ej3Hf282mx7HOJfLuTlqNBqh3+97/F5rvSCsydpq4u144b3ZBknhCBfRWCpfXf0T1J8iNGeENIrUPqlFRkPVav9Q7aKtp9Uqk44TCkW3iNZPtY18x7R+LYqQ5RTwNe7WqqQ+Idbaa8ejIk2DF9J8hnxFWB5LN9L7hGiTfL5mLO73+443/uSTTyKXy7lITvl8HoPBwGm1z507542zRqPhUUrYRtVqFY1Gw6MF2jn7fKL+ELoWZjIZVKtVNwfQIqXrJut45swZbG5uer415Ns3m03PyrK+vo7NzU3X7gcPHvTCSlu6krar/b1QKDgLAS2Ker5aZWw/W6SfWFgLjdW42znDziVJlKWIS4sdF9wt31pfvC6WXCiUp6xCSKPRcIvi2tqaM11nMhlk3/1pZ45rIhyPVKkBlrsFwDnW8fxisegWR2Yd1AxoKnjZRS0UF5vQDQkpJSGHEMt/s9QHO8Ctw5Q6tYS4+IR1OEzizzKMpGbfVIHb0mM4kbF++tzQ+wHgHASV+0juYqPRmItDrOZaAB5lQJ+Zzc7CbOq9dxqkAD355JPOR6Narc4JkToxW1OcpSDpop3k0MZNlr4vvU+So7CFboB4jhUqWQ8Kv0rRSiqrpZRo/9WyMiSo+nYAfl4Gnku/Dy6+pVIJp06dAjClsSh9zNZZ24SbeZa13+87/nu320Wz2fT437xnr9fzaCvsu0lzkxVaLJ1HNzLqxK4OlmzjJKG2951H13/tP2Jra8v1Qfssli2NBx3qr3ZesvzvEF0rJKhpP2Vbqj+HnU/SoJsMpVW96lWvWuh6QtvZco35XYVQ/reUMz0W4rAD6Y6rPF/7Z5IAZa+z84wqdEL354b5ySefxBNPPAFgtnHl2KMyR7MJqyKoXC67Z5RKJS+crdbdKrUuFJY2on2M8gW/q8OrKpsAfxMO+OvdZDLxwp72ej1cf/31AKaKs6R3Z/ssxwD7iIaatdD7hIIE2GeG+hSvtRs9lR2sD45uguz6cj7O3VcrdooqE4PyRURERERERERERFwB2HGNO0NUAfNRMVQTSk0xd+Sa4TOTmUafoUmp3W57meN0J0jNLJ+hmmp15gRmCRCA2W6cWhPV6LJ8mkBHzfuqYabjKmGzsVmtS8jUzM+8N++blIHVasxV68E20DBstny0HpTLZa/OGp6KToP2OMvIP/6epB2jlke1F+qM2mq13Pn6zm3Sl0wm4zm96TPZBqrV4ftRLcpO46Mf/SgA4Pbbb3ehzg4dOuRZEpS6YLVSoagxqiGxDsyEmll5H+0fPIfX2X6pUK2xpdCo1phadHU2s31CaWo06TN6A8tbrVbnrAzaRhq5SjMqD4dDtNttZ4lbWlrCoUOHAEwtduvr664NQpQFpS4pfalQKLjyrK2teRGd1LmuVCp5Y0IzG/P+Sdorq3XU90xqUygbZVIUEgtSTayjomo/Od7tfbRdQvfX+4QimVhtdUhzTy2yOu1b6xIRckLX80izAaYWrxMnTsy1xyJgfS1FUJ9Na5FaRpPqa9sl9M5CczzXM44Pbe8Q7Pgm0jTbk8kErVYLX//61wEAX/va11wblkolF8qR5bJzvPYNpZzU6/W5tTjkYPlsgeupna80sAXL9u1vf9uz8msZSdPi9WwLtsHf/d3fecEhlF6qsNZ//pb0jkJ1sb+xXpZmFjqPn+04UyqztpVdUy2VOEaVwXmQ3C/uMTsuuL/97W/HI488AsDnxFKYVOGvUCh4cdV1Ashms84kXa/Xveso+AHTQUETcKFQmMvIpp+189lQczYCgoICCoXBra0tJxCGMlHqAqkbAg2tyHrqoNMJst1ue9fpoqGDz7YJJxxdcO1EplkISU3R1NnAjBesXDd9B9p2NnW1XZw1zvv6+rrz7N/c3PToOPV63aP86ASlfSWTyXi0KxsvW2P57kZEGYvNzU1861vfAjCd6DXMZUiAUqEubbK0kQZCgjXgU9S0TXkP258USYuEjQLBxZxjx24WtB8qT73T6aBer7t+qJu30WiEtbU1z9RNji3rpffUGN7tdtst0qurq6jVal6/4zW27axgouN5Mpl4fh+DwcCVm9Q73UhY7j43IHbTo+A7Zdta/43tBDcVVirv/+Op/8h3IkKFNhN6T8unDp17ofGcQ5sM3eSNx2OvXdOeYRUVlrJHysfp06fxvve977zLCsDz7bH0Hyuoq/IlaaOj4ygklNlNT2iDlHSt3UzwPMB/fyFKFjDtY8888wy+8Y1vAPDXHs61unaEFEfAdA25/vrrXYhWFVJDZba/WQppEnXLbhaT2sLWNZvNurJdf/31OHfunFvT9TrOV9YXjM9qt9uurVZXV9FsNufCq2pZiTSuehpNLfTO9Bw7VvS5tt/ZZ+q4DPnkKPVrN8IqX6vYlagyqh2yMW91QZpMJl5SA40LPJlMPC2cpgnudrseT4sDbHl52dPyW2eMTCYzJ0ywrMq7pZZFJ792u+2Fh0zSnKtW3+7YM5kMyuXyXHgmtsfZs2e9UFb8XCgUsLKy4lkWdAOii5Ud7HYC1HfQarW896FhHlkP5b4lCWKWZ5vJZLwB3+v1PGcmjRGsCak0xj3vw4nFxo23CX4UuphfDvjoRz+K97znPQBmfZT1tCEdreAeEqb4PUlry8lcx4gNG6l9iefof2Ce52gFutCCoWNGy659VgV8WmB0oWDZlpeXkc1mPUdRdfKzFgnVtm1ubrpxt7S0hOXlZRczOp/PY3193RMUbDtrPVRDlclk3DylDrDLy8uexppzn25kkuZCu7ha7rjWU+/JNtZ3r2NdNxncDPG6kCCV1NdUOAgpAvS++t9qNJOeZ0ObjkajOX8ftSAyXT3rqJ9brZZzCr8Y6Jxt21cFMNvPtY/bzVmSwM/PoaRsPJbGq007phvQpPMGgwFOnjzp5mXrSGvflVq6VPHyvOc9D8997nO9uc3OSxaL/hYqiz13O4FYHe2f+9znotVq4e/+7u9cPWyoal3TAN+KxrY6efIkbrzxxrlkZlq+kJVzEdgNgI6vJEusnftt+6TlWbB925Z5twI9XE5YWOEeOe4RERERERERERERVz92XeNOhMxio9EsIVO5XHbhGJVfyGPUyvZ6PY/y0m633a5yMBig2Wy6pCxMpBCiG1BzFNKs0aOcx8if1SyvqqnOZrPebt3y/1i+brfr8XV1N7yxsYGzZ896u1oNe5fP511YOmvWU549d9W6Y1a+LLnRwHTHbTVLqvG2YehsopeQ5oCmVJZxc3MTGxsbjp6glChynfluNSKB3o/HNIKH1QparuLlpHEHgA996EMAgA984AOo1+seN12jrdi+aulRqukajUauP9m09Fbjbsekal14DgAv5CQtTzYRCO9DHqQ+M4lWY2kt+p6V2tTr9bz2oIUCmNKstP8ovc1qbSeTiTd+2u22Gz/79u1DtVp1ViDbJxWqxR8MBl7knH6/70KZDodDrK6uenQYvR/nCduOtq04XvXdra+vO2tftVp185u+G5aV92XmaX5XLSm/2/eapKXTOTSkzdP3PBwOPY0rYcdjiG6h705pT91u19W/3W57flQMkwoAv/mbv4lnC7/2a78GAHjssccSwziSlmmzGQPzFilLTwtRZbR/qI9FsVj0ePZJGltr+U2jG2liKbWIsiy6fug44zXqN/ac5zwHAPDd3/3dqFQqHs2ISKK22PKH/ofOS9LKaxtwjtL78f1UKhV893d/t+s7TzzxhCs3fbvUGm/pc+yr9HthJlW1QFhYOkoa7U3HHKNK2eR7rGMaVYbfCe1n6iOlkbQUOn9xTFzL2M76NTvv4p6zK4K70loo0HIAWWGCC12lUnELEidAXXQ4MDSmM8EOvb6+jl6v5/jnjUbDc8C0Zs20xVMnawq8ulBpGDq9Tyhson7XcuuAshQJFbhtCD/LT9RjpAzo4qlhLieTibfJ0Pbo9/teXdRZxfoOqIneOp92u10nqG9tbaHb7XplZNsyDCDfreVP5nI51yc07Bbbw5aH19pQX5cT3v/+9+POO+/0aGDqzK0ClYL9T0MlUpAE4IU9IwdYub/a79J4spa7ruZUXcC54WBfohAZojfY/qsLG8uifV37B0PDAtPNm24C9R2zD6rfgzUfsz2WlpawtLTkNox0XuV1aeZ9Wz6azDc2NtDv93HkyBF3zG5kWN5yubyQ8AXMlAaMQ07aHADs2bPHZW5k2an8OHfuHHq9nms7m06dMdd5bDKZeBxWa0K3vkH8rO+ZYTdVMZC0WdP5djAYeJSXdrvtUROZup7nfvCDHwy23aWAnROVX885m+1mNx9JdMrtFn7r5FosFt0cqY7cls6g4PNDc7SWCZi2L4M+APMbB52TSH3kWDpy5Ai+7/u+D8A0/vlgMEj0HbGbF52zQ5/ThNrQdXpf+3zbTsPhEM1m05V9OBw6R2bKLZyn2M91/Ve6aavVcmNS2zWJjhaisdrN8HA4dH2+3W57TvkhYT3URvpMLZvSEtkm3BwmUQYjv31nsauCe6fTcQ6FVhjhpMcJoFwuOyGt1+t58bdzuZy7T7PZxGQycQuUCjMU+NVBrVareRqqpJ0ogLmFPonzyckUmO3itWNrgqLRaOTKzrLqwNXEL7VazdVbozzwmOV/8xn2u5ZdBXfyh238Ya0/JyROgGmThZ5L4ZMTmSbzsFxPtaQ0m02vj2jbaJ/I5XJerPiQFUVj0F+ugjsAvOtd78J9990HIBxnXxNvWF65FcZ18baWmNDkXigUUKlUPOczhX3nVttqrS5cXChkq8CnvGS1DtjzrKDKe1LA5HUUWilwqyaaG1a1IKgztQryZ8+eRbfbdYut+o+cPXt2jptttYW8rzpMr6+v4+tf/7o75/Dhw54QoRxRCtEhh82QPwEth8C0b1M7Oh6PvU2AJpHr9/ve3KfWLKZd10Q5fEe2HNZJ3UaQymQynmJArX+q0aMQz3rRcgpM5wxq0oGpFv03fuM3cDlA/YBYB62/zkWW474dFzvtv7a/zp+ZTMb1f10PAH8O4DhOclbVz2tra2i3257ArYK7amO51jEh0wtf+ELnBK6WOpZhUT53Ggc/7T5pWmtg3rKj42s4HLqyv/CFL/QUgNywaH1CPjrtdhtra2tuw87jWifdWNtNRtKaqlYmKr5CfWu7/7YNtG9pPdh37fyjG5SIneO474rgHhEREREREREREXH1YEHJ/SKxK4I7Q/B9/OMf90x8gJ+hS3fSGl2k2Wx6McWVe00NEneU7XZ7LtSdmlw3NzedSbhSqXjZUG2mR4JaRtXAqxbCcotVq62UF6ZAV7Oe1ZIS1C6z7JPJxKuzatZUk8foPKpRUe2ZWgc00yPPVRMoy6fftU0IajPVsqJZ5VQLZc2DmiVzaWnJsySo1qVUKnlZKvv9vtMmMrOtvh+lIrRarcsiDGQa3vCGN7jPDz30EICZBk/7kprlFeyPqo3W/AH6/jSWf6VS8cKXpXFOqdnRdlb6i1rMWO4Q99Jy7jXuMfuycoN1fGgs4UqlgnK57OYUrTNDi4aiaFiqEDClcLHsKysrLqxjLpfzwsSxjLa8LCufX6vV8PTTT+NrX/uaK2uj0XDv0mr+LFdZ6TeWBlav1511YHNz09VFecmATx8kvYJtZSlPyuGlX0PIQmPpa6rty2aneTkYwpaa82eeecadazW8IQves8lNf7bBfgVM+5tq3Dk2WA+1vHIOVA2ozt/WuqhUFtWKcpyqVTlNw0yoNVT/qzWE9zx9+rRn4dV1kWVhHRm+9Xu+53sAAPv37w9aanitrn2h48R4PHbzu/XHGY1G3joFwJsTkihAlu6h4PzIsu/fv9/V6a//+q+dtZ7nqjXPzoOnT5/2+gjbmBHu9PlalxB0XVdOu43qpnOQ1cBv1+80G7rSrlQ2oTae86CG4I649NhVjXur1XILBzuJ5dLq4NLEJsPh0C1MDBtIcEAB00mGZhx1HuUz1PS+ubnpytNsNrG8vBxMYAPMc7pptue5ekwTyijn3VJzMpmMR5VRWEdAHeAhxxFdPOz99D7WcVahpuyQ4K6wk+zGxoYXc14nbxW+OHGxDLVazQlJFNp1kWAb08mY5dna2nJ84pDj6Wg08jixVxJe/epXu8+PPfaYN3mrIKCbMPoGKM1IQ5KpCVnpFdYHgk6T+r5U+NXNXZoQR8E9FKaPixDfm8aJrlaryOVyc4I1y8K68RnD4dCjCmgOB5tfQdvDUhwKhYIr3+nTp919Go0G9u3b5zmu2kUwRHFhOnVy0U+cOOEEPZ5rKQRJ1AjFeDxGpVJxCbyyWT88pvXzYJ2LxaKX4t22J8Mqsl0ttSNkTtffgakJ/9SpUy5Hwbvf/W5cbdjc3HR9imuHrmG6sbXKBW07TWbHsWrpYrphVdoKr+H3EL2N/5O4z3bNymazbj5lfgObf4RQZUK5XMYtt9ziqCH6zJASwCqbtK0Y2pntTEfvdrvtJeBTh08qaPgu9u7d6/nA6Gbe1sNueOxcxzr1+338r//1v9x71/vxv85JZ8+edW3JccrnhdpEnxkqE4/pXKDKS+soq3O9biL5X+e9bHaWH4fX839oU6GyU0QMBxkRERERERERERERIdhVjftoNHJa2WKxiFqtNrej425wc3PT7f6azSaWlpacFndjY2MulTi17qVSye2+6eCku05rduYOn7vOkJZDzbmEatw1bJ91lLTUlI2NDacBpgYsRHnhfUIe5zSVha6jFkMd35rNphfGkaCJPhRaLMmZUXfkely1JdrGbCfV5GvkGI2KQG27WiioPVlaWgIAp8lQk3XIoYfh7/j9SsXLX/5yPProo+4724Y0EVor6GBqTab8DMDTvvKdkz6mWnRLf7CaHY0oYjV/6vCoTuSNRsMz7zM5Du9DrXG/30epVHLXqVXOUhGoNWdfr1QqHg1O667lptXJRqRSjZ46fC4tLTlqytbWlmfCT3KU4/xBDdWJEyewurrq6sVzWC+rjUtyMuZn1k9peTbSg85hfOdaVnWy0/Zheex8p/8Jze588uRJnDhxAv/6X//rufa4WvDrv/7rOH78OIDpuqSUI8APZaqRcEg94XtTh3B7D6sZ1u/UzuuakkRvs9pbS5Owx8+dOwcAXthQlp2gEyfH2XOf+1zccMMNHvVGLQf2mToeu92uZ5FQh0sd1+fOnUOlUvG02hrhpdPpuGMasYzRcDShnzplW+ddnb/UQnfDDTeg1+vhb//2bwFM5wANp6rtk8lksLGx4drSatwtXSjNAsAyAtP3rM7jNuGgnSNsYAJtV85JjESm41zflc69vAfn6V//9V+fK+u1CDtWk8+7uOfsquD+zne+E3fddReAqaf2ZDLxOJc6sAeDgZv0CoUC6vW6M18DM1MNF0/l9nJSaTQac5ODxmjWgUpY0z9/sxSXRb3jbZ263a4TcClA6KRH4YYhz975znfO3fNjH/uYFxpRBWNGqmHbMeZ9Gr8vqdy8HzCfiTJ0Lxt5gp/Vl4CTZ5KpVzdEjUbDvfNcLoetrS1XL51wOFFpGLqNjQ038Yfa8EoCJ1rt5+T7a5SOUAQYHuP1gB+JwkZsYshU3cDpRqpQKHiCu120CEt907JXq1VvPHe7XS+CSKfTcX1Aw7daAYeLifqQcD6hzwoFZesDoRtqpYQB00WS96QQww1SvV537Rla+Ag+j+1z9uxZnDlzBtdff717hm4Y1Nxuxxngh2NUykWtVvNocq1Wy/PxSRIIM5lZlB9uhngdQ+jaXBBaNzWZc5NzrcR1Zn2Xl5dRr9c9hYpG8uF/AM6/gP1R6Y52DbKbYEud0n69XRz3tHWLihtg2gdYL0sx1c+j0TTXCmO133jjjR6P287n+kwdD1yXVdmjYSfpKwZMx6AKo/ZzsVh0ih2lzfK+On9OJpPg5lnLy9/5/EKhgBtvvNGV9e///u/Rbrfn/MMIjYOv1EKdf/W/PjuJKqNKEMAP+2w57iGKFL8rRatYLHr5aLS/TibTMNFa9q2trTk/moidwWUTVabb7Xo7XtVAAPC0xq1Wy4ujurS05Dr01taWx+3USY6cbQ07B8ALHUlQaNbBoUKrfme5dTJToUCv6XQ6TiPFcFM33HADADiLA69ZX1/H008/DWA6Wf2Lf/Evgm33lre8BR/96EddPRmHmvVXfveZM2fwxBNPuLo3m01vs6QTgPLobB2tIK8IOfuxbHTKo+BjHWLtNaVSyZ3bbDbdO+dmRBcVnbxVk6DhJ68G8P2Uy2WnwanX694Y6ff7KJfLbtNq3yswbzECpn1Qhbj19XV0u10v3rduPHVxtT4quvDYBVEdYmlZ4bvlxpznqTaeGh5ep5tAlk0tahRiqbXXhF2qdVKhhffREIeq0dPQeJr8jQnL1JKgi6AqCTqdDp555hkXNq/RaHj5JFSDVywWg1Y+wgpGFFbYFsrr13fX6/Xm0rjzHtSAAtNNxtramvtuN4T9fh/vf//758p1rYB9c21tzfMjoA8V21XXHlqDdKNtfQWs4iNk/eX4C/lipQl+SVArE+tFbbOue+pgef311+P5z3++q5c6MWoZKLTrfXgeHaKt0kZD/Koyzobz1bFaKpU8bbRu+nX8UB7QjYQqN3RDoOWiHw3r3O128bWvfc2VySYzGw6HnoJJ+fhp7yD0u5aH75z9KOT4z7Fqj+kaYHnzvK8GE2BSS024pOF2I6bYKY175LhHREREREREREREXAHYdY27moOVx2a95TXLXr/fR6vV8rzFrblJQyXpzjZkYtJ06kSn0/G4vtVq1dOIWK2C0gT083A49OgwGxsbTgO2f/9+XH/99di3b5+7bzabdeU4deoUbr311oXaUbXxn/vc51zblEoljMdjp9mrVqvY2trCyZMnAUwtFIzWUy6XPa2ktjm1PrqTt9oKWi4YaUFDFSrXuF6vu3cQMg+q5rPRaLjylUoljzqk2eKUGkMTtWboteb9KxX33Xefa8uVlRXPsqKaFSaGUU6kctOTNHGlUgm1Ws1dt7m5ic3NTdeWaqGhllbpMTbSkWqwNNqPUkMsV13Lw+gn7APqq8CEPhxP9XrdC//GCBPAvIY5k8l4Gm6rbcvn817/VcuT8siVysU2Vo27zgOq3QKm1gNG7KjVanPRKdQvJCnEoLXs8XyWR2lxrAswo4+xXhqCk5pGfT+5XA6/8iu/goh5qGUPgBfVCICn8eU7Ju1A17kkzSe/63Fde7bjtFstPJ9njymVSi0uaskE/OzA1113HV7wghe49SbNImQtADY6DpNJEVw7AX8MktIRSnjE4xp9je2vFg62gUbvsVbbNM3peDx2dX7BC16Afr+Pb3zjG659tDyTycTVQ+cAa70OvRO1bCdp6Nk3lMZi18Ukvz77LH0nSoNkW2pUMM1YHDFFZoeiyuy64K7mL+sAqnxRXWgzmYwT3oHZgg3MJgAOFHVOUcGGz7ZmLV0QW62W+27NymqCo0lU083TaZLpudnhz8dR6wUveMHC5yp+/Md/PPHYTTfdhBe/+MXeb8xCSEdeCmbaruTNq6ldBXnlRtMBONSuNBfrZG4XMAr15XIZjUbDtbu+c6Ya53UaTpATE4+RVhUKE3klQh1QtW+rIzY3UvT90M0SzaoaQ5yTPiksvM/S0hJKpZLrz+fOnXMbNGa1VXqMvgPlT9IUrptka65VbjDrxVCv7ANLS0uu/t1uF+vr665sp06dchtDto/6eiiNRTedFNLtBiS0KdRNATCj2fCYZh5WOh99O8gJ7Xa7Hne+1+u5uTBJEOPzbBxmFQZ0IaZgotQNgqZuPt/Gu7a0uLe+9a2JZbrW8W/+zb8BANx1113enEcai276VCliueqqpLJ0GCtgW5qb3VgC85lTgXk+dUhIBMJ0C30eQyPecsstWFlZ8dbNJJ54moDKDbDOCZa3ba9XRZ6OHaWb6tjVttV21fuG2irUhtoeKysruOWWW9xYevLJJ71nWmpZUrvYjUJIWA/JMjbAhvVdUXoS53q9NsnvwTrcUs7h8weDgev7ETuLXRfcIyIiIiIiIiIiIq5oLKxyv7jH7LrgTo2umhGJkMYWmO4K1eFjNBp5dArVuGvWTmqC7Q7ThkgDZtoKzfhpd+q6y1eN88bGBm6//faLa5gdRJIV4I477vCSXpF2A0y1HKrNUA1NJpPxKDc2VKWC7a9h0bRP5PN5p6Xd2NjwzLdWQ6T3LJVKnvm/3+9fFQ6qpVLJ0WM0hCFpMRqpRWlX7XbbtRfHGsdBr9fzrEfM6AvAhazjfbe2tpyD6KlTp1wiLGDeOVXHHu+hFhwNSarvT50xmQiImh5NoEKLEJ+xtrbmhVelIzQ/qxZdrS/UMlntY4haxX4ecoAFfO2nat/37duHlZUVz8F+PJ5lVrW0NIWWhZrIkHaO7a5ls5ZKTbxCqyKAuagY2h5vfvOb59ohYh6j0Qj5fN6jBWp/AOaT9IQ07jYSC8d2SANOeovS4NQybK0oCg3VSFpbiHLFa1m+/fv345ZbbgEw7ddJTpz8rhQf6xipsCEM044D8GgvWv/QuTxmn2HLq+NM29ze09J+9u3b59qk1+s5Kqq11Ol9NPILMHMCtse1/OosasdyiEpl6xCiVum7s7RAwmr16awa4eOaocpwkqlWq55XueVmaSeieZodrtvteunJydXmdUrn0MHAgUzhtFgsevx35fn1ej0v1TwwG+QUUt773vc+a+1yOUA3H7/zO7/jxc61baBCmcbGBabvh23HCVn5eIweA/hc33w+j26363jArVZrLkIBoYuX5YSSj5/EEbxScMcdd+C5z32utzAnZbalwK0UGFJchsOho8AAfijNYrHoLQqklPB9NhoN98y1tTWsra05YdTScbLZrLtPp9NBv9/3+OCk49DPRBcCXZQzmYx7hlLfGBpShfPl5WWcOnUKwDQaCvnwjGTE8ildywoIGnaPYN+x9bJ8cyuoKOdfN5M2TB0wL7Br/dV8TQGRz7DlV/O2RjnRDQAjSKnwYHM6pFF2IuZBWpdGR0pqQwpXShuxEZkUelwFULsR1XHDZyRRPkJQ2pdmNQfgchfcfPPN2L9/vyuX9d3g9TyuZdIy6xpOGoaWT2le6n/GcaW+BDrP2DbXvCBWwWQzc6u8oRsf3eSExls2m3VtcvPNN7vynD17FrlczvMLWvQd2N8sx1znIN6b9dDP9n52A2LX4hD/nb/zmblcbi5PRMTOYVcF97vvvhuHDx8GMO9gAWBuwBMMqxbi9QHTJAdcIFVTYDUK1HiRE2vjlAKzNNbdbtfjratT67ve9a6LaIUrA9yU3HnnnQBmk6ry4TUmMTAb+LVazQtTaLUYNhSfTtYqfOlGju9fnb2SwHN537vvvvuK5OxSs8xJ2TqfWgGPodmAmeYamC7y7XbbCY+VSsUJ9eSTKwdSw7KORiP3nldWVrxQm1tbW16sY3WIJUdSQzDqBk35+rqRsMKs8tRZX12YG42GW9BrtRqeeuopAFPrwPr6uquz+m9o7gTeN0nbyHlKy2rDw4YcB7vdLlqtlrsPlQvq42N5qSHnOCs8MIa6clh5DjddqvWzgoku0rqRsZz/iO3x3ve+F5/61Kc8S2yS4M721vZP0rSqAgKYt0Sr5tjOpVZwtvfS31WozGazTqG1tLSEbDaLG2+8EQBw6NAhz7HbQjW+ljduNx3qF2ad13V8qMWQ1kLWa2VlxSl3JpOJl4SK34GZIkgFTk2CZTn21l9Ex5EdG+rzdujQIS9W/Hg8dm2p/cFaVojQO+LGRudwdR63ArpVPiT1KZadv4U08gp1oL/aFJXPChLm7fnzLu4xUaUSERERERERERERcQVgVzXulvtsuXLWW175vKqVU40gQ5zRrKcah5BpXJPUAPNmJN2tq5l/c3MzqG242qGRWhqNhtNglkqlOS2lam806g/gm/fsO6LmhZxl5dFr1BKF8u+pmbehvfj+r9ToMlYrZS0XocgU1I5XKhXXHsPhEMPh0KM56TNU88bQb8ohVVqN5ddqeZSLbc2wk8nE1WUwGHjjS0MYahhEQq03qiEihYXlOXDggKvjt771LS+s5ebmpucPUK1WvbTxqulXLjI1aEmaahtVhKB21YaJVT600nj0WsvLVZoPf9MkctoHrJVKLSk2apflVdskNxHbo9/vJ0ZVAcIhGgE/uofOm0mw56oWW9+3ro0WIWqWWm6oJT548CCKxaKLJGNDjNq6at2UfsU1Xv1X1MdC5zab6Vh9QEjF1PVf1xOlu2qUsuFw6BI0EhryUGma1KonReQJUVBYhkql4tpqMBig3++7tlQLmGUUbBeuWMdyiK+vfSvp/VgaTBolK9Rv2ScjTSaMa4Lj/o53vAOf+cxnAMwEdTs41OSj3FHAT8WswvfGxoYbgEtLS3MZ15ROkDZY7KDlJKhpzq81UABfXl72wu2FJrIQSMPQ96wOh9ls1jk/UmhXHwXlctr+kmTm5CTPCfMd73jHxTXCLoFhRpXHrgKu3cxo+6hgnM/nvdTs6mNg014PBgN0u12P76q+HnqtOp5ZjigFdRtWjrCZVNX3pdfrOTqOzgPk4rNP2PCu2WzWbeDpB0MT9mAwcBSsyWTimcyXlpacrwzryb5N03+o36WZowkVsDQzoYYzrVarqWNL5yLG3OezLG3GhnTTzzYUrr47Nf3fe++9eOMb3zhXl4h5aAhhG/YwxDcP0WMsvSFEdwjRsvjMJAXK+fLd6Tty8OBBl9+B90m7looBPkPbQWkmOq5J/VDBVDMol0oltzllEAkNLcvPXEtYPqW/bm1tedxwpbEB8/KACse6Zmko2RAymVn24kOHDqHX67m23A76jkL9Q52ZkzZv9n56zH63Drp2zk5ypI0ZU3cXu+6cGhEREREREREREXFFY2GV+8U9ZtcFd2rAms2mZ0azGlWr9crn807zp6avUqmEfr/vEs+oCbxWq3kRaKzWXHeb1uyt51N7eS06b1Fz0Gw25xyPFGltaR2Q1UQ5GAzcu6MjayizLbUjqhFRWhW98IGZtuBKz/L2kY98BHfccYerh3XIDUU7UGuFauWYkRSYRWcBpu+3XC47jQqz/rLty+WyFzLNatkJ65hntb+qtbPh7rrdrtOKkcpmrWy8R7/fn7O8aSQIlpXO029/+9sT2/c973mPe+a+fftw6NAhANO+ruEykxxHrdXQtgkwrxULJVSh5pFauxBlQilrmuhqY2PDix6k0WFUu8b3o5o8fY+0QkScH9bW1tz6QouYRgAiSGdYhN5ggyrYPqSUUo3EYgMtWAdYdW4POSXS4rS8vOxp8m14Qf1Pq5Z1AAXmLWKqmed91fG80+k4KxgtgaxvqVTC6dOnAQDPPPOMm69WV1e9fl0sFt24ojVK3w/LYctDB211BiUYQY3XhzTfbCs6wSt9h+BcEdLqE/qulbKo8pAN1WidldOsA7ZP2qg3+q60HZhILmJ3sOuCO2kRq6ur3kLBzp/EH9XJijwy/q5mtG636wmbk8nERYexArxyzjiJhEJX0aOd9IFrCawzwysmUZlsKDRNHw/Aox01m013bqvV8gQxfbdqvreLiF0gLbeSmSKvdKytrbkIChpf3S68jEJgaRPALMypxninEF+v11EoFLC8vAxgxsXmufrOAXh0DxX+7IJu/VHUZK4bdh7j+2Nqcy7gGuaT8ec5jinw67m62d+O3vahD33IfX7HO97hNpA33HADVldXXfltX0+iQtjPaYsofQKAqYCh842G9eR71ndQKBTc8VKp5DZ2pAaoMKTlsYu2pSKGBM6IdNx+++149NFHAUzHkgpVlsYC+BSEJIoLj1u/IGD2HvmuNJJTkj8RoZvlUEhH9imOpxBYbvaxra0tN2ZZPvVlUX+akOJL11v1s7CUtHK57MbL6dOnvWhNWvdMJuP5xtm5RmH9Ovr9viu7hqpk6FrSeMi/D41tzdNgwc2afT8qdNt5UbPhqjxiv4fmZD7TzlNJmzctGylPnBOvpDw1O4kkpc78eRf3nF0X3M+dOwdgulgpZxeA52hmJ7xsNusJLUmarF6v5y3ke/bsccKnCvv8r5xh5eCpEMRBwkni4Ycfxqte9aqLbovLHQ8//DD27NkDYN7JRScVaklVSNMFAphNaAzFx0k4lNhBeX1WcNdzVDtgcwB0Oh3X165ktFotF6e8VCp5cdNVgLNOvzbBi6avVn78YDDw+N4Ml0rtr46D0WiEYrHo8VS1ze3GTrXKOl65CdRFQoUO5W2T/817drtdb6LU/qNasdFohF/8xV9cuJ0/8pGPuM+/+qu/6hZ0OuqFBPS0jUFojkr6PhqN0O12vX6vsfutUKeaOh131WoV7XbbKSps7OcQv1Xro/8feeQRvOIVr0isX8QM1ART+6v92iKkSbd8YsIKYMBMw65BFJI2WiEevSpSVHDTPqV14H1suTUkbFI4V2qx9RlplgS1turcRqdbfu92u3NhVdUqSOHbtqdtby035yq7pmh7cG6tVqtzvgQK3TBZzr++A7uxCvUX3VTb96l+BVYA1+utj05Sue3GYTAYuL59teGLX/wifud3fgd/9Vd/hRMnTuAzn/kMfvqnf3q3i5WIqEqJiIiIiIiIiIi4JtFqtfD93//9+P3f//2Lug8p7ov8XQx2XeP+q7/6qwCAY8eOoV6vz5n7CcuZ1sgKIa61aq/UbJfJZJzGndrKEKeLmivuQtvttrf7VNOmmv+uZthsk6oh0Ex2tVrN4xqHNEX6LtW0Z7Uw2ewsvJdqhOx9gHk6jj7j3Llzrq9dyfjIRz6CD37wgwB8PrMFQ6nRQlIul+ciCmhbqtaJ1iZgxuekxlf51NTI8L1rZBRq1yynXaOaJPEwrcaQEVgIzdCrpnB7rtJqLiZ82b/9t//WJRsZj8c4cuSIG/PWt0L7qK1HJpPx5rSQH40eU4qBtV5pYi2lhTFDKzDtA81m033vdDpOM6p+BMD8O1DOtVrTIrYH093fcMMNaDQanhbXRuwIaeOtdRKY90HQJEsaPjQUVSakxV3EpJ9EAbPaZaWYkEPO8aZZtLkW23mIsOv9ZDLxaJOW760ZalUW0HtrJDKribaWXZvUSOkvpAwCszC4LButxklRXRanT4TbRX9L8ndhaFzWS/tQaI4J+b1wzIfoyZlMBu122/Xtqw0vfelL8dKXvvSi7zMVyhd519tH4EvDZTMbnzp1CisrK46PHuKi6aC0pjyCHS+0ePKeGgvcpllWQZQZHYF5RxotX6FQwIMPPohbb731WWiJyxMPPvggms3m3ELD9qKAB8xSUIdoEaRvWGGHsDzpEC+UUPqH0jAsDUDpJVcD2H8rlQqWlpYAzEylXFw6nQ7W1tYc33lpacnRXUI87SRuY7vdRr/f96hNFATZ/hoPXs3P9p2owKnggm5TeLNeaqrXzLu6oeC5Sg9SHv3FOib/zu/8DgDgX/7Lf4l8Pu8cV/P5vLdRVIHC0hZ0cWfbqGNckvJBN0DAtL3ojLe5ueldq9mEmZ2VbaRZZcnfDWWAVWUH67XIYhQxxa//+q8DAD75yU+iXq/POWETqqRI28Rx46TCqaXA6XyaBBuGV8cHqR+q7FCFFxAWKHO5nMcF58ZZfWJ0TQ05tgKzmO4aFlg3j9YpfTtev/ZlbUddt7vdrhd6luUnrN+JdbjVOheLRU/oV2g9dD2zvlgqTNuy2zZTpYSd93TtDYXZ1P8691MJEXJ6zWQyOH36tOvbEbuLy0Zwf+9734v77rvP0xYBftQFXRBVe2X5splMxpsAtCNqzNder+c516nAz5TLfGa5XPYcVfRcHURXK6wQbZ0NVaPbbre91NKqLbERTSgIqkaB785qpVgO3kf5k4PBYI4vyfd16tSpqyo9M4XzUqnknEgBf2FkPye/eWtry31mG6sWneONnFnLh6fgq4syOeSWs8nPKsQC/mbXOmFptAeN5sDxqf1OhQKNckPNo2qHGav92fJB+Xf/7t/hfe97nyvPoUOH5njBIU2ghVUiqOY8xDnVDZEmrun1et74Um0n/YasJQyYbXrUt0SjdKlQmaRNjEjHU089hX379jknRuV3L9KmKoxqX1IB2266Lf9c1z+7RoXWrEUckUNcaAuOczpa23LzHPY/OrVqvghqskPP0P5ZKBQWEnapwec8SKUE309a+awvTaj+2/HTiaQ2Dt3fKkJC54as0FZBolz9JPAZqjDgvbe2tvDUU08lXhvxHWSwWKjHixQXI8c9IiIiIiIiIiIi4grAZaNxB4ATJ0643S8pAOpFzV0jNYKqjSdorqaWSXfj1FRp9kQb8oi71m63i06n46g7qvGgWdl69l/NYB0tjUW5t2zXzc1NTwOu7crQYdTuaRZQ/tfwYzZGrVo51JSpn3k+wz+eOHHiWW2L3QY17r1ez4u0QEsQMNXGVyoV1397vZ7T0pJuYs3bAJzGWDXwqrVTM+xwOJyLQKPaLX3vVhPIZ/G/DXVmsyuq6VvpJdoGHMvKa78UIUA/+MEP4v3vfz+AaTszOyu1qGqm1v6qmjZL5VMLhPXRUPC9aV9XWoNeRw2a8uGp0axUKqk0Hqt5u9JzIOwGbr/9dnziE5/wIgJxzIXerWpuLR1Gx6TVsidRbuwcbSORaDmSaDpEkraZY1fX6UKh4OYTnQNsv9I5gfHWed3a2pqX38PWt91uByPStNttzwqodeP6z2eUSiWP3qfzp/2vVnW+Cx3Di1gzQlC/B1sXXdMoc6hl2s4deh8rjyg7wfqRWd+9ED/+mWeeiSEgF0Amm0VmEavVRarMLytp89d+7ddw1113AZhxpkNhi5iumxNiiK+r4bHYaSmMK4Uj9J/3VBN9vV53g4GbgdAgulph60jzrfLqNGlPyGQLzNrVOhrpxK/v1W6srACZ5GzV6XQcr/3Xfu3XnsWW2H1QcN/Y2PAENtvmuihUq1XXruQ8qiCgplRtczWX8lwixJ/UEK36n59Di7Y1NStfkxtGhiFrt9tuUeazuXGwAuzm5uYlC9P6gQ98AABwxx13ON+BRqPhCe7Kx7eOqxTMdIFVwT3Jh8e2GT+TPjQcDt07YGp4nf9006VCi26mLbd5MBhc1f47lxJPPvkkms0mAHi0NiDsmwXMaIBJdBgrXOlmNjTvhuiMlt5GgTq0jlm6SogSp+uAhqfUtTjNnwmYCeTAdJxvbm56wrKe12q1/v/tnX1wVPX1/9/7lOzmiUCAQEAQVNRii/Yr0gdbQWWszPhUcABBUIpTqwEhLSAakKcBeRAxoNIRgVLQMqO2TLHWUus4HbU4alGqYhGCAgUkCZtskn1Ofn/s73xy7tm7eSYkcF4zDLvZu/d+9u7ee889n/d5H8t1gR7TNUjKKGm5tLQ09O7dG0DinCgDfKlx59p0mTjkN1ap5EN2hanyxlq+LpMW9BlkfMITh6lqwWgfc6kq34a8cZB1SdRo6ejRo0nrVs4dnSpwVxRFURRFUZSOorq6Gl999ZV5Xlpain379qFHjx4YMGBA81fkaKbXYxtrIjtd4F5YWAgA2LJliyWjC1irrelOH0hu88zv5Hk2KhQKJd25yjtMgqbCeFdGWWjHpycvBKQrAtDwndC+BRoKGmU2GEh2CYlGowiFQpbOd7wLJP9+YrGYxRFIFiJRBiIWi8Hv95vf0vkG7YOysjKTJfX5fCkzZoC9tSqf5bBrlAIkN4Ph7+OZb8Da9ZacHqTbhd0Usl22iv+tpqYGpaWlABKFxrywOTs7G3l5eeY50FCQevLkSdt90Z6UlZWZTCp1suXT0rRvZNaSHKu4pI8vw4vIeEaPz/LRenkmn5/f6Bxp14wGsP4m+LElM4+UxVRaTnFxMX77298CSMzacgeTVNhl2Pn3Rn8DGqSEqa5B3NGEZ98p05pK2sbP0anGSOvnjjeRSCRJQslnv+XsuFwnb45YVVVlpG5UUGq3P/i5IhqNoqamxrJu2ue5ubnIycmxzADIzyhnd6U9JNAQY0izjMZkR/wzNzaDwa933AjAznWKf2aSCNM27D4TvcZnBe3g11GyfzzfZq0lH374IUaNGmWeFxUVAQCmTp2KrVu3nqNRpabTBe7Et99+a5ne54Gyw+FImqLnLicy2KfgRjqP0Hv5wUkHo9SbhsNhi0zDbrryfIYCZR442Ll/EKmCCTsXBD5NTydBoOG74X7W0qnGTudYU1Nz3vrNAsALL7wAIKGhpanMzMxMyz6XwTnQEGCTzIjrpLlshktViFTfn+wuyL30SaoBWANTwN5fml/cpM6Ty4MIl8uFiooKsw9Ia04dcqdPn970zmwjq1evNnr3zMxM5OfnJ7nMEFIqBDRoUbmlndw3Eh780HfOfbz5sUSe0wTX+3K9sQz+nE6n2edjx45t+Y5RDFRj06NHD/Ts2ROAvayN32DxgBtIPibsrn1yvfX19RYJBT8+pXacrmHyPECPU90c0G+R1kfuSDJRQ+uRAWaqGwev12uR3Pj9fvN7pLGmqqHi+nOv12turEnuyo8deVMsb4hoPbxWjm5U7PT38jugz2x3s2JXy8JvFniMI+vqpASHn5f59uTviPYfH4P8HdLrfr//vKsPS8XIkSMbdQJqNhdqxp2YN28e1q1bZw4O0glyuEczb43MG1IAsGSSACQdqDxTzAMUDj8Z0UGdyqrpfEQGyhRU833CSXVxoQuDzDLwmQ2CipUaa1nNDzbKypw4ceKCKKQJBALmxEq6TZ7t5Rc0nhWjCzi/CZI2YTKrzjNs/OLGZ2F4dlc2QpFaTr6exrLwDocDPXr0wJVXXgkgUbROgXp1dTUikYh5HgwG4XK58Ktf/ap5O7CdIL37qlWrkJaWZims5xdwGVTx/e7xeCz7mGtqZdKC31jRscGzfzxLJ3WxBN0wE3K5SCSC8vLytu8cBYsWLQIArFu3zmLHmWp2jGYsOTxok3U/qYJqqZW3u3Ek7G4UZN2YPLfw99Lvj8848fcCDecgu8wwfQbpK0/1IzypRnU3vOkTHQ80i0XPMzIyzDpkZlzOztN2aZ38+OCxQVpamiUpQfvVbt82Frjb6dvlsc7HmipBSOcWu+SKXTDKM+52tpFUiH78+HHz21U6F502cFcURVEURVGUroADTjiaYRnT1q4/nTpwnzVrFkpKSgAA/fv3N9Z2dpXafLo+Go0mNZABGqbUeJY4HA6bO0yZcZfTaKmymXV1dZgwYcLZ2QmdhAkTJmD37t2WTKrcJ3Imgze6kvuVZ9559o9nj7icww6enQgEAjh27BiAxO/mQiASiZhq/wEDBqB79+4Wm02aKgesdSBkg8alGXx2hP4GNBxrMltO//NMsZ2mXWrbZTaKv0bw75Wy+mQT279/f3Tv3h1AQhIVCATMTEs4HO7wbDtn7ty52LBhgyXbJ/cb/8x2mT4gWa4k5WC8voeybfy7lc2yeMdNnhVMJTWLRqOoqKjA5MmT22O3KP+fWbNm4cUXXwQA9OrVK2WdiXRyAqyzN3ymRmZg+cwaPbabEZOuT9LBi4+tqQ6q0rmGtk3LcrkJl7HI359cN5eq8Ew+/Y3b29L2qc6EzwDIYy6VnJAfcyRd4tcl7nDDmzPazZCkcpLhMQbtG75f+bHNr5N03eT2kNL+mJ/rOXZSGX5+lday5MZ2oVxH25ULXSpDzJw5EwDw1FNPmTbjOTk5SE9Pt+jz+IHCvabl9DA/WUQiEVRXVyfJM4CGA4VLbjj8AOTvP5+hFtFA4x32KGgnay++fyjIkHpOXj8ggwv+Xv6dh8Nho3k+ceIEfv3rX7fXR+0SbNq0CQ899BAA4NixY8jJyUmaFuc3Vvwi5HQ6zUW2MTszeczIGzR+oZHBKP/uaKrX7rulx1zPyTuK8q6eQIMsJC8vDzk5OUYqQ/+fS/x+v8XOlD/mF2nZqp5rW4EGrS5gvRDTMSCn0Gm9XCbIO+UCiRsJecPMg0E6XisqKjBt2rR23S9KAuo+6fF4kJmZabm+8O/GLtiS+msgORHCa7zkb4zfrPPfIj3n102+HjpfpLre8uekTed1Y1Imwj+blFPKQJ5/ZsLlcpmO20BCIscL1lPV4BD8N0/7W+4T6tvCa+y47FDWYvH1SF0/vyGg+jx6n7SD5cc9yYTpc8ignnea5tKeeDyeslCVPgtPdHIb2JqaGu2Q2gXo9IG7oiiKoiiKonRqNONuhWdTS0pKkJuba6zU3G63yR7S1KDdtB5lmSgDXFlZiUAgYCQd/G6Y7pJpvXaV4/S+cePGtfvn7YyMGzcOu3btAgDTHMuuep061HEJA5+G5+/jTbYIPpXKMwmhUMh8P8FgEH6/38zIXKhQtuSbb77BgAEDjLOKnBnh+5yyMTxjI6fOuVRG2kVy+GwJfx89lllCuyl++p65m4KUSPFMk3SloMJ1Oh7PJcXFxVixYoV5Ti4iPENHOBwOy4wIzz46nU5L4anMIqZyQOAZu1gshkAgYLGXo3MmzRjSNqqrq3Hvvfe27cMrTbJgwQIACTeiPn36WK5hMhMs/+fwDHtjcjVeDMof03HLf5NcisHXQxIrfg6Qs27898mLVaVzkey8nCrjToWY3LVMyni4zSR/zPcZ2VPSuHixLh1n/BzFM+BcXig/o5S5yZkF/h2kmlmT51Q5gymbTvFOzHwGxOPxWGYpZVE6H68sWuXn5GAwiFOnTpnfqNJ56TKBO4eCtaVLlwJITM+R/j0nJweZmZkW/RlBLdIDgQCAxMUqGAxaTgiyopue83bu0WgU4XD4grRJu+OOOwAAr776KtLT081+rq9vsN2srq62SJD4iYQe08kiOzsb6enplhMml0zU1NQYOUwgEDDr1JNLgk2bNgFI9D84duyY0X/Liy2/YFGgzNuSy+lr7obi9XotshpCSlz4lDltg7/GL1p2Hv/8OJTaTn7h4VI3roNNdXPR0cyfPx9AoqsqHR/0G+faUum5LnWy9Ll4zQ69V0oR7BxH4vE4gsGgJVEhgwH6DVxoMrNzzZw5c1BSUmIJ0ijwkjfDUkLBZSwUnMs+JkByh08ZfEp4EB+Pxy21EdLql5DnAAoo+fmE67L5b5734pC9VOi3STfjkUgkqVMpf873Bx8PD/ipW7CUkfBzJJfK0k0R7XNCSn7sXHb4Yy5F5AkJOzctOS56HIvFLDdWXGZDiRf+XAbx8vvj5yE6B5w5cwZz5syxHZPSPOzqL1Mt1xa6ZOBO2AVvCxYsQFZWlm1jE/pBc03XY489Znn/8uXLATR4hlPWmGvn4vE47rvvvrPymboKY8eOxdatWy1add7oimfH7fYxFRadOXPGcuHhWuxgMIjq6mpzg6akJhKJ4NChQ6YOpFevXpYCJp6Vk578QLItGL1GFwsZcNJjO10qkJxBo4tpquyhLBKzy17Remis1DvAzoatMzBv3jw8/fTTABL6ch400I0uvyHh2Xc+a8hnRGSQIPW14XDYHFvBYFAvxJ2YmTNnmuZMpDEHGjLIpK+m40PezNJrjWXc+e/IbtZHBpz8fM6LHmXwnupYk5p0fr2lmTR+/MrCSP4+nkXmNx3y+OCPZZEt3z4VavMbElkgzDP3/Aagvr7eErzbYRe8077jCQxZICz3Jf+++G+Cf+/85p0+Bz2Xs248URYOhxEOhy03U5TIvNBnr7sSXTpwVxRFURRFUZRzjsOZ+Nfkcm3cTH1nS1MpitIqHnzwQVxxxRUAgO9///vwer0m0+N2uy1ZHy5fku4vfGo3LS0NXq/XItvgGTTpKsO30VSGjmcNpU0bQeOwy+BRvQRtc+TIkS3dZR3Ghg0bkJ+fbyR9lP20c9mxq/loKjtHcpjTp09j6tSpZ++DKO3KypUrASQaqGVkZABIyAczMzNNxp2+fzvZm7RYlA2XOPIYs5PkcNkad1ipq6szvzHegVxaKgLWWTneQI8cTGg9PPNLv38upeOyGpfLZWbRvV4vXC6XxU2KuqPm5uYiHo+bbQSDwST5Cz/v8Nk9t9tt9rnX67W48PBOqXwdtK94lp9r/OncSfuAO6Ol2v9S98+RNQD0mMtj+Gs0I0nroRk5yrLX1taaLuMXQtPCs0VVVRW6deuG/z3cHznpTQfuVeE6FDx7DJWVlbbNRZtCM+6Kcp6wceNG473bo0cPXH755ZZiLa775IWc0vuZLnBAg0SMFwjzAFPawsmCOln0yi/wfEqfT+Pb6bmlBhZokMGRjWFnprCwEOvXrzf7MScnx9ZjmmMnK5JQAWpZWRkA4Je//GU7j1w5m1Cw9Pzzz5ubOur+KSUvPOCUxdp2xxfBjQHsJDWEPJ6lUQMFrlzOKDXuQOpeHBQ00vHK5XlN1afYWQOnWs7ufzukrIdkJDQ26rgKWO2fpR2mHBvfV9Jmk99kyfHJIn1evyPPo7LHTCoZDckZeQ0Ct34NhUIasLcjDqcDDmczNO7NWKYxNHBXlPMIyjQdOHAAWVlZ6NevH4BkbTrXbKanpyf5SXM9J89yywuNzBDJ4m5+4eEXIn6h4VlCPj7A6utP8HVGo9EuEbgDwIwZM0xDuVAolKRj5gX1ssCNoFoS0rEHAgH4/X5TEKt0TQKBAHr16gWgobCcZ4JT6djpOJM3u0BDPQi/6ZXOKKmCSFo3AIt2mrZvd8zTOuxqWwCYZofcxU26X/FjWxa3y23YjVuOhy9HCQI7Nxf6nHJs3HxBzkbIWTA5g0jr5DUqcrzy2OZjkIX3MrnBA3U+IxOPxy0FtLxWQLoDUeZd6Vpo4K4oiqIoiqIobUF93BVFaSkbN24EkNC7/+c//zEZmh49elh065mZmRadKs+wcw0nWZ9ynWgqOYydhZ2csua6WekpzWcEZMaZr5tnk7hesysgnRvWrl0LIFl/nMoPPxKJYO7cuR00WqWjmDt3LrZt2wYguVsxZVuldAZIrgHh+mbKtnNJCJfENVXexjO4/Jh0u92W7clstN2xyp+TtayddZ6sw+GuKjJrzWt0ZL2OneQHsJ53ZJaf7xO7cfNt86y23F/S9pVnwxtDSmW4DSxJbmQ3Wz4+u0w+ff98xrS+vt7MUuq5pJ3poOJUDdwV5Txk48aNeOihh8yFetiwYejduzeABk2knf0iXaS5nRqXq8iCqcZ8obkWlAIPuyl9eSMgAwpZPEvvCwQCqKqqwj333NP8HdPJKCoqOtdDUDoJ5eXlAIB+/frB6/UmFRhyZBE4X5YfV1LfTMcfBcXyBqCx+hVpV0nL88CYAsNUjYKysrIsy/JCcy7pIKtXei/v9UFBaqrCbi7BSU9PT+prQPuHrCHpHMl7tdDntPscdjc8fJ/Q/qXxyPfKmwsu1ZE9T2j/yCJgfi6lx6nqG/hvwuFINJmk35rSNdHAXVEURVEURVHagDZgUhSlTTz33HMoLCwE0OBUASQcTXi2TU4181bfMitOGTGgIQvUWNdAPjUPIMntgJajgjwilcSGN0ULBoNNNkVRlK7C7NmzAQA7d+5EZmamRR7FbU/5Y7IBtMvOU7adjvO0tDRL055Ux62EssZcgsM7vvLzBx8bYG0G5PP5LLN3vACXCldpGy6Xy1K8zbt0U+GqXcadss+0TZ4JJ/tJ7hzjcrks2+DuLfw8KM9zsgEUPw/xGQhZaM73tcy4S6kM72pK3yOfIeEZd9lNlzsJ0ewFva+srMz81pSuiQbuinIes2HDBgAJbTWd9IcOHWr8jgFYTuzcohBouJhQwE7e6QDMBY9fgKQThuxabCezkVPfdk4VdLENBoPmNZ/Ph9GjR7fDXlKUzsORI0eQl5dn7CEpcOfHBLdYlDas/OaaB3iyjoLfPDdmIyldU+RNt+wzwPs38Jt32r5dLQu9h/Tv5GNPwajUiMvEg/S1J9LT003CgoJ2cmSiGx4eWMv1yC6nfDn+mrxhkd2eG4NLeXi3a+7NLuVS3GXI6XQiHA5bHKoICtxp2UAggCNHjjQ6HqUNaHGqoijtRUlJCR555BEAiQvC0KFD0aNHDwDWiwxdoFJpaB0Oh6UtOM/ucG1pWlqaRcMaiUSS7M3stkX/84sUb+LCbwaCwWA77R1F6TzMmzcPmzZtMs3UnE4nIpGI5ZjgTY245aO8OebFmFynTplywq5nQKoiU16gTuui8VANigzs+Xa4zp5nlH0+n2lG4/P5LAEoh84jdB7i5yRKPKSqvfH5fCbAraqqshRuysLVVM2s6DVeaM8TDzLLLm1yCbtaHl4zwPcxT54Aie+Zboj4DIN8HzXLovceOXJEfdvPAzRwVxRFURRFUZS24EAzM+5t24wG7opygfDMM88ASMhmamtrTUavoKDATCfLzA5lz7iVpNRScnkMvUaZI+4aISU4UhrDn8sMIrenJCuzu+66q133j6J0Fg4ePGikMhdddJFFAsNlGfF43NLxk8tUSK5mlzmXLiT8OAaSs8T8dT7LRtlvXsPidrstWWM+s8Y/B+/g7PF4kJmZabqVSvtHCdeV88eppDX8ffxz19TUWMbA5Sf8vMP3Hc008nOdbC7H96t0kknV9Epm+eXrXP8OwJxbSZvPmz7x7wcAjh8/DiDxu1K6Phq4K8oFRklJCWbOnGm0nmfOnMHgwYMBALm5uQBgCbjr6uosU9H8As6nZbkONxKJWCQu9Dphd3HjF3TqAEuWcFzTO3HixHbaE4rSOVm5ciUWL14MIHHM9erVK6ltPdCgg+Y+3TJo5fIPCja5LARItmKVem27Hg0E15vbLc87uVJfCACWjscUtPOkgAxipZyHB+kyYJcdWen98XjcvEY3CSS5q62ttZzbuPyEa9q59Ij+59aRfD/SuY3fUEn5De+GyjX6vAiYdz6lfcp7a8iOsHxfnT59GgcOHACQ+F0pZw+HwwlHM3zcHY7G6x6aohlO8YqiKIqiKIqinGs0464oFyAlJSXm8Zo1a4zTQP/+/ZGbmwu3241wOGymrLmDg52NGWB1tJDNRCh7xjNjPHsUiURQVVUFAKisrDTroWn5+++//6ztC0XpjDzxxBMAgBUrVsDlcpnCTekuw+UoXDZCzYV4FloWcfJjUNo6pirwlPIOLo2h99I27awa6TWfz2dpsMSlKtIdhmetaaz8M0sbWp4dl11UueSIZ/m5NEY2NZIuMrQ87ddU8hYJlwHSuPmMSFpamuUcStvweDyWrD3fDhUd8zHQGKuqqnDgwAHzW1LOMuoqoyhKR/Cb3/wm6W+xWAy7du1CTk4OunXrZrGC4z7D8iItHWLk1Dy/ASA5TCAQQHl5OSoqKgAkpq7V+UBREsyfPx+rV682crbMzExLwO10Oi1WgNJthPu4U+BOAS0PhmWXVdlZWd6wEzyo5e5T9BotL3XoUvoitercBUf2muDb4rIRep3Lc3gNDre7pbob2nc0Bhqr1LxLzT0PuCXyRoKQFpxSYkT+9UBD8oPG7vV6zf7htpH0nN90kQzy8OHDmD9/ftL4lLODw+mAw9mMBkzNWKYxOlXg/uWXX2Ljxo3Yu3cvPv74Y4TDYZSWluLiiy+2LFdeXo7Nmzfjz3/+M7744gtEo1FcccUVmD17NsaPH39uBq8o54gXXngB27dvx4EDB+D3+1FQUICRI0fiiSeesBw7wWAQhYWF2Lt3L44ePYp4PI5LLrkE06ZNw0MPPWRpIuJ2u3HkyBHU1dWhf//+6N27N4BE0MDbndu18AYaLNK4jjMej5tgvaamBn6/HwBQVlYGv9+PhQsXnrV9pChdmTlz5mD16tUAgH79+plgkwJP8j/ngToFhrQsD/wAa0aXW0oSdnaFqUhVSCptJPmNPi+AJZ04vwEIBoMm+8yLPykwJ206NW+ix2RJKd/n8Xjg8/ksRa08U81nGSiI5jcgzf3MdvvKrvA+Ho8n+b1z33uv15ukjecZeArcQ6GQpUA5HA6bYtQ5c+akHKPSdelUgfv777+PkpISfOc738GVV16Jffv2pVzu8ccfx5gxY1BcXAy3241XX30VEyZMwOeff26KehTlQuDf//43Bg0ahNtvvx3du3dHaWkpXnjhBezevRuffPIJCgoKACQC988++wxjxozBxRdfDKfTiffeew+zZ8/G3r178dJLL53jT6IoiqIoXRSHM/GvyeXaVpzqqG+qrVcHUlFRAY/Hg+zsbKxZswZz5syxzbiXlpbC6XRi4MCB5m/19fW4+eab8e6776K8vNxUjCvKhchHH32Ea6+9FitWrMCjjz7a6LIzZszAhg0bcOLECfTp0yfpNY/HY5o19e7d2zzOyspKOZ1M09yUFYpEIqitrUVlZSWAhDzGTqKjKErjrFq1Cvn5+QASM2DZ2dnmeiezxB6Px2TjvV6vRdbGJSYk4eCWh5Spp6Zn0gWFkDIW3uVTdkDmchwuG6Hx0vap5oUy6bzDqcPhQDQaxalTpwAkZuDz8vIAAPn5+RYLTO6yQw2eaMaQj4W2L7vM2kleaNYglcaef27pmBUOhy1WmdKthq+Xz1CGQiGLHIbLgWpqahAIBIw85tSpU5g7dy6UjqOqqgrdunXDt/OuQE66vRWpZflwHL1XHkBlZaWpXWkJLcq4v/3227jxxhvx2muvJXkov/TSS5g0aRLee+89/PCHP2zxQACYgKApBg0alPQ3h8OBO++8E//4xz9w+PBhfPe7323VGBSltQSDQVxzzTUAEllw8kavqKjA0KFDMWjQIPzzn/9M6THcntDNLslRmrusDNzXr19veT5r1izL1DsVlQHWgjIK3OniEg6HEQqFsGzZstZ+JEVRAMydOxerVq0CkCgml8ElHYOk6ebyGDoe6diUNSlcNsJlNNxXXXq+c4kJFXhyiYcMjgmZM+Q3BxQ4cz06TwrIoJ/fDPDt1NfXW6QxPMiWBbh8e/z99JzbNvL3pgra6TGXJEmvfHkjI7ug0thpn1PQL4uBI5GIuZHRoP0c0hmLU0eOHImLLroIO3bsSArcd+zYgUsuuQQ//OEPEQ6HEQgEmrXOnj17tmQIjXLy5Ml2X6eiNBefz4ff/e53+PGPf4zHH38ca9euBQA8/PDDqKysxNatW+Fyuc7a8VFeXo54PI5vvvkGS5YsAQDcdNNNScvxbNaHH36INWvWYODAgbj00kubvS1FUc4dFJytXbsWWVlZyMjIAJDsv84DU5lh55lxyiI3VozZHOzeI/8mg2IaNw/c3W63+Uz0WTh1dXWorq4GkMh20rJZWVlJenTKsGdkZFhuQKjvhKwJSPU5+Odp6b6RNyT0mBf7080Sd+IiKDPPs/VEKBTCyZMnNWC/gGhR4O5wODB58mSsXbsWlZWV6NatG4CEwf/f/vY3PP744wCAl19+udn2be2l1KmoqMCmTZvwk5/8BH379m2XdSpKSxkxYgTmzp2LlStX4q677sKpU6fwhz/8AevWrcOQIUMAnL3jo1+/fqZAKS8vDyUlJRg9enTScq+99pqlidG1116LzZs3WzI9qVi3bl2zx6MoiqIoFwoONO+mzoEOdpWZMmUKVqxYgVdeeQW/+MUvAAA7d+5ELBbD5MmTAQC33HIL9uzZ06aBtYS6ujpMmjQJfr8/aWpfUTqaRYsWYffu3Zg6dSqqq6txww03YObMmeb1s3V8vPHGGwiFQvjiiy+wfft2o3mUjBo1Cnv27IHf78dbb72FTz75JOWyiqJ0XoqKirBhwwYjX8vOzjZdVCmLzq0RuZWrdH2SGu9UAQj/u53cBYCl+6e0kUy1Xq6Vdzqd8Hq9Fs07d2apr683WXan02keZ2RkJMlYpHc914nzDLicoZBjpc8kM+7yc/EO0nI9fB+T5Id/Lp5x599PXV2d6UZN0Dn7m2++QVFRke0+Vc5PWhy4X3HFFRg+fDh27NhhAvcdO3bgBz/4gZlq79u3b4dmvWfMmIG//vWv2LZtG4YNG9Zh21UUO9LS0rB582YMHz4cXq8XW7ZssZzoW3N8VFdXm6lhIHGR6dWrl2WZUaNGAQBuvfVW3HHHHbjqqquQlZWFwsJCy3L5+fmmuG3cuHFYvnw5Ro8ejYMHDyZp3BVF6dwcOnTIBJxDhgwxQWw4HEZdXZ0pTgVg0bTLoJUHrjI45daNLanR4YGynWSGF2LyAlTaDre5pPXQ56JAOi0tzdLYjVtg8qZvFFDLbfDGSs2xtUwFD9b5zRL/7NJyUur0+XO+PipOJWpra3Ho0CEAMP8rnYAO0rg3w7cmmSlTpuCdd97BsWPHcOjQIfzrX/8y2XYgUaR38uTJZv1rK4sXL8Zzzz2HJ598Evfee2+b16co7cGbb74JIHHCPXjwoOW11hwfa9asMQF/3759MXz48Ea3f8kll+Caa67Bjh07mhzruHHjUF1djV27drXikyqKoiiK0lG0ysd9woQJKCoqwssvv4xgMAiPx2NpfLRz584O0bg/++yzWLRoEWbNmqWdFpVOw6effoolS5bg/vvvx759+zB9+nTs37/f1IS05viYMmUKrr/+evN3cqxpjGAwaDTvTS0HwFg1KorSdXj66acxa9YsAIlM72WXXQYgUagZDoctnUtlBpiyzbxoE7DKVug5h2ep7V4npOOMfI1noqXERDZ0o4wzLctlPTJrzpsuyfWlsnW0o7nFqnwf8IJT/nf5mDsAAcnOOHV1deYzk0SGZl0PHjxoMu1ad9SJ6CAf91YF7j179sStt96K7du3IxQK4Wc/+5nF/aIjNO47d+7EzJkzMWnSJOPeoSjnmmg0ivvuuw8FBQV45plnUFpaiuHDh2P27NnYvHkzgNYdH4MHDzYtzzmxWAyBQADdu3e3/P2DDz7A/v37cc8995i/lZWVIS8vL+kitGnTJgCJIlVFUboeFLzNmDHDBHtDhgxBbm6uxYmEe4ZLaUgqaYx0OZG2jYBVEiIDcBmw20FBrNym3TrIG50HuFyaIgNlKf9pTjAut8vlQaluVnjgzWsJAPsbALsbCf65pOWl3+/Hf//7XwCJXjZaz9f5aK7jUGscmzit7pw6ZcoUjBs3DgCwdOlSy2ut1bhXVlaaH+O7774LANiwYQNyc3ORm5trtLoffPABpkyZgry8PNx0001JcoAf/ehHtkGOopxtli1bhn379uGtt95CdnY2vve972HhwoUoLi7GuHHjMGbMmHatAamursZFF12E8ePHY+jQocjMzMT+/fuxZcsWdOvWDQsWLDDLbt++HRs3bsSdd96JwYMHIxAI4M0338SePXtw22234cYbb2yXMSmKcm7gwdyTTz6Jyy67zCTVPB6PRePOg1in02kJenkwTNpz7mlO8Cw+kByMSt03byLE9efyRoK08XbjkcG9DHB58Gvn2y5nFri3PR+bx+OxDdj5e+l/7rHOA/dYLGZpAsXrCOQNCO0f7oFPN2FlZWU4ePBgk830lAuDVgfut912G7p37466ujrcfvvt7TKYM2fOWAINAHjqqacAAAMHDjSB++eff45IJILTp09j2rRpSevZsmWLBu5Kh/Pxxx9j+fLlKCwsNIWiAPDoo49i165deOCBB/DZZ58hNze33baZkZGB6dOn4+2338Yrr7yCYDCIgoICTJw4EcXFxZauw9dffz3ee+89vPzyyzh16hTcbjcuv/xyrF27FjNmzGi3MSmKoijKBYfTkfjXnOXagKO+lSLzWCyGgoIC3HbbbXjxxRfbNAhFURRFUdqXhQsXGre3goICi8OM2+22uLZ4PB6L/SCX2DgcDqMX591YZaacHvPMPmWNqXsyPefuL16v17J9ykbTeiKRiKnXIWvIY8eOAQC+/vprDBw4EEBDJ1mygExPTzePKdvOtxGNRhEKhcz4aHsej8d0hqbnqWYnZOY8Go0aTXo0GrXIddxutyXjHo1GzX4OhUIWbXwoFML//vc/AMBXX31lmuopnY+qqip069YNZQuGIcfbtOtSVSiOnks/QWVlJXJyclq8vVZn3P/0pz/h9OnTmDJlSmtXoSiKoijKWWLJkiWYM2cOgISsbsCAAQCAnJwc4w0ONMg+SNJhJz/h0hQul5GSG46Uu/CgVurUMzIybItJ7eCe9Dz4lXaPHCnfiUajqK2tNYF7JBKxvDctLc0ydilx4TcnqbTpUtYTi8Us+zgajZobGbKDrKqqApDwZy8tLQUArF69OuW+UDoPDocTjmYUpzo6ujh17969+PTTT7F06VJcc801uOGGG9o0AEVRFEVRFEVRmqbFgfvzzz+P7du34+qrr8bWrVvPwpAURVEURWkPKFs7c+ZMYyc4ePBg5OXlmWUo20sZb7vOoDyLzJsq8SZL9LemsuW0Pt7llWfruU0iYLV8dLvdiMVilmJVXozqdrstVpFyu1yaEg6HzRh4Vr0xKMMu94fd/pH2mySPAWCy7byxVHl5OQ4fPgwAOHbsGEpKSpocj9KJ6KAGTC0O3Ldu3aoBu6IoiqJ0IXgQuGjRIgwaNMi4W2VkZFiCT6k3l4F1KoeVaDSa5NzCnWI8Ho8JsiORiEUXzgNu6QAjH3NtusfjMY+j0SjS0tJs30cBtQycaQzcV5007fxzcDmOXZDPl6XX4vF4kjUm335dXR1qa2sBACdOnEBpaSkWLVoERWmMVmvcFUVRFEVpXz744ANs3brVyFLJUlBy9OhRbN68Ga+//joOHjwIl8uFq666CsXFxbj55psb3caiRYswb948BAIBAInC1dzcXFsdu8vlsjRocjqdSYWaPACn9wDWzLnL5UpqAsULYKPRqCVw59vkdpCkA6f3Zmdnm8dVVVXw+XyWZXngHovFkgJnGqPb7TaFrNIK0s6bnRfo8iBeBvzxeNwyHlpPJBKB3+83BahHjx7FypUrU31lSleggzLuzWjxpCiKoihKR/CXv/wFmzZtgsPhaNTWeNeuXVi5ciUuvfRSLFu2DAsWLEAgEMDo0aOxZcuWDhyxoigdSavtIBVFURRFaV9OnTqFnJwc+Hw+FBYW4tlnn7XNuH/22WfIz8+3dC0Ph8O4+uqrUV1djaNHjzZ7m8uWLUP//v3NujIzMy2ykfT0dIt1I73mcDgQj8eNTpwsFSlbze0YKWvOs/M8+03boveR1SRgzVoHg0EcPnzY2EP6fD4Eg0HzvsGDB8Pn8wFIZMNpLDQzQO+T2/R4PJYsOs+kcztKmo2g/ZGWlgaXy2XR0HOLyXA4bLYVi8VQU1MDINFU6dixYyguLm7296R0TsgOsmLx/yHH27SQpSoUQ48nPup4O0hFURRFuRA5cuQIBg0alPL1tuTD8vPzm7Xc0KFDk/6Wnp6OMWPGYO3atQgEAsjOzm7WuoqLizF//nxjRdi3b1/TKI483HmHUQpoKXDn8g/SqxOyayh/zh/L4Jx7ngMN+7SiogLhcBgZGRkAYNG019bWoqKiwmj3uW0kyVRoPSSH4YG7LGql8ZAHPX1+vizdYPDAXUpj6L1+vx8nTpwAkNC0r1ixolnfj9JFcDgT/5qzXBvQwF1RFEVRWkCvXr3w+9//3vK3aDSK2bNnmwxzbW2tKTxsDJfLhe7du7fb2E6ePImMjAwT2CqK0jTPPvssVq9ejZMnT2LYsGFYv349rrvuunM9LFs0cFcURVGUFpCZmYnJkydb/vbwww+juroae/bsAQCsWrUKixcvbnJdAwcOxJEjR9plXF999RVee+013H333ZbiyubAs78kioUnBwAABqVJREFUnQES2ff09HSTRQ6FQqaI1e12WzLl1FSI4HIYKtq0y7iTUwxB0hR63ePxmEJav99v6d56++23Y9euXQAS2Xe/3286wmZnZ5v1xuNxuFwuSwGqx+Mxz/n+oiZLXMrDGz45nU7LDATP7EciEUtzppqaGpNlV2lM52Tnzp0oKirCxo0bMWLECKxbtw633HILvvzyS/Tu3bv5K+qsdpCKoiiKojSwbds2PPfcc3jqqacwatQoAMCUKVNw/fXXN/le0mO3ldraWtx9993w+Xx48skn27Su4uJizJs3D0BCv3vxxRebACY9Pd1IPyjYtQtaCR7Ect06d15xu90mWCaCwaDRg4dCISPjicVi8Pl8uOOOO8yy9PjVV19FMBg0gXJNTY0J4r1eL9LS0iwuMtLznbYvvdnl54lEIpYur0CDrKa+vt7o4b/99lscOXIEx48fBwB1jemkrF27Fg888ADuv/9+AMDGjRvx+uuvY/PmzXj00UfP8eiS0cBdURRFUVrJvn378OCDD2LixIkoKioyfx88eHCjrjDtSTwex4QJE/D555/jjTfeQEFBQZvXyYPMhQsX4qKLLgIA9OvXz+jf09PTUVdXZwLV2tpauFwuU7hp56NOcFtJCtwJeg9lvAOBgNmG1+vF2LFjbcc8duxY7Ny509xYBAIBZGZmAkjcIHk8nqTAncbAx0dNlrgFJhGLxcxYaB84nU7zN7/fbwL1o0ePYsmSJal2sdIJiEQi+OijjzB//nzzN6fTiZtvvhnvv/9+i9bVVPMxvlxb0MBdURRFUVrBmTNnMHbsWAwZMgSbNm2yvFZdXW06lTaGy+VCr1692jSOBx54ALt378aOHTtw4403tmldinIhUVZWhng8nlQUnp+fjwMHDrRoXVWheLsulwoN3BVFURSlhdTV1WHSpEnw+/34+9//nlQMumbNmg7RuM+ZMwdbtmzBunXrMHHixFavpzGWLFmCmTNnAgCOHz+Ofv36AQDy8vLg9XotFo9paWkm487lJtRFlJbldou0nMzIc105ZSnHjx/f6FjHjx+Pbdu2mffROvi25NjoOY1Nvs4bJwWDQYs9pMvlQigUQnl5udk/FRUVAKzdapXzl7S0NPTp0wcDl33Y7Pf06dPH1Fe0FA3cFUVRFKWFLF68GG+++SbeeOMNW2vIjtC4r169GmvWrMFjjz2GRx55pNXraQ48CKUgPjMzE7m5uRY5Sk5OjrmJycjIsFgjAkjqMgo0eKxzjXlNTQ38fj+AhJxh2rRpzR7rlClTAACbN2826/D5fMjKyjLboECdd2cl6DEfD3nVB4NBVFVVGe94Gifp8TVY71r07NkTLpcLp06dsvz91KlT6NOnT7PW4fV6UVpaan4jzSEtLc3UX7QUbcCkKIqiKC1g//79GDZsGH76059i+vTpSa9Lx5mW8PXXXxuryd27d2Pv3r1YunQpgER2/t577wUA/PGPf8TPf/5zXHbZZVi4cGHSekaPHt1sT/j24rHHHkO3bt1MIWt+fr6xuvR6vRbnFqkHpqJPAKisrMTp06dRVlYGACgsLGz1mDZs2AAgEaD16tUL3bp1A5AInKRPPA+H4vG40cqfOXPGBHbffvstKisrsXz58laPSelcjBgxAtdddx3Wr18PIPFbHDBgAAoLC7U4VVEURVG6OuXl5aivr8c777yDd955J+n1tgTupaWlWLBggeVv9PyGG24wgfsnn3wCADh48KD5G+ftt9/u8MBdUboiRUVFmDp1Kq699lpcd911WLduHWpqaozLTGdDM+6KoiiKorQb5K6Tk5ODHj16AAC6d++OrKwsi+MMUVdXZyQoQCLDXVVVhUWLFrXbmBYtWoScnBwzA5CTkwOfz5c0DiDRKbW6uhpnzpwBkOjWSmNbu3Ztu41J6Txs2LDBNGC6+uqrUVJSghEjRpzrYdmigbuiKIqiKGedoqIiU5DH7SDj8ThisRhWr17dYWOZM2eOxcedF6NGIhEN0JVOi7PpRRRFURRFURRFOddoxl1RFEVRFEVRugCacVcURVEURVGULoAG7oqiKIqiKIrSBdDAXVEURVEURVG6ABq4K4qiKIqiKEoXQAN3RVEURVEURekCaOCuKIqiKIqiKF0ADdwVRVEURVEUpQuggbuiKIqiKIqidAE0cFcURVEURVGULoAG7oqiKIqiKIrSBdDAXVEURVEURVG6ABq4K4qiKIqiKEoXQAN3RVEURVEURekCaOCuKIqiKIqiKF0ADdwVRVEURVEUpQvw/wD6OU+Z5r9SaAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 730x260 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from nilearn import plotting\n",
"# Contrast: Cued-Uncued\n",
"# define the path to the cluster map file\n",
"cluster_map_file = f\"{output_dir}/uncorrected_p-{threshold}_cluster_data.nii.gz\"\n",
"\n",
"# plot the cluster map\n",
"plotting.plot_stat_map(cluster_map_file, cmap='Oranges')\n",
"\n",
"# Contast: Uncued-Cued\n",
"# Copy the cluster map file and multiply it by -1\n",
"# import necessary modules\n",
"import nibabel as nib\n",
"import numpy as np\n",
"# define the path to the cluster map file\n",
"cluster_map_file = f\"{output_dir}/uncorrected_p-{threshold}_cluster_data.nii.gz\"\n",
"# load the cluster map file\n",
"cluster_map_img = nib.load(cluster_map_file)\n",
"# get the data from the cluster map file\n",
"cluster_map_data = cluster_map_img.get_fdata()\n",
"# multiply the data by -1\n",
"cluster_map_data = cluster_map_data * -1\n",
"# save the data as a new nifti file\n",
"new_cluster_map_img = nib.Nifti1Image(cluster_map_data, cluster_map_img.affine, cluster_map_img.header)\n",
"plotting.plot_stat_map(new_cluster_map_img, cmap='Oranges')\n",
"\n",
"# use a higher resolution background image in plot_stat_map\n",
"# import necessary modules\n",
"from nilearn import datasets\n",
"# load the MNI152 template 1mm file\n",
"mni152_template = datasets.load_mni152_template()\n",
"# plot the cluster map without crosshairs\n",
"plotting.plot_stat_map(new_cluster_map_img, cmap='Oranges', bg_img=mni152_template, draw_cross=False, black_bg=False) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## OFC"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"++ Neighborhood definition (NN=3) accepted\n",
"++ User input p-value threshold: 0.01\n",
"++ Data volume: [1] 'SetA_Zscr'\n",
"++ Threshold volume: [1] 'SetA_Zscr'\n",
"++ How many sides to this stat? 2\n",
"++ Converted left-tail p=0.010000 -> thr=-2.575829\n",
"++ Converted right-tail p=0.010000 -> thr=2.575829\n",
"++ Opt code: -bisided,p=0.01,clust_nvox,10,NN3\n",
"\u001b[7m*+ WARNING:\u001b[0m No mask being used? That *could* be OK, but thought I'd let you know...\n",
"++ Sorting clusters by size.\n",
"++ Writing out dataset masked by clusters.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"#\n",
"# Cluster report \n",
"#[ Dataset prefix = mask-resampled_vorbitofrontal_mask_onesamp_ttest_results ]\n",
"#[ Threshold vol = [1] 'SetA_Zscr' ]\n",
"#[ Supplement dat vol = [1] 'SetA_Zscr' ]\n",
"#[ Option summary = -bisided,p=0.01,clust_nvox,10,NN3 ]\n",
"#[ Threshold value(s) = left-tail p=0.010000 -> thr=-2.575829; right-tail p=0.010000 -> thr=2.575829 ]\n",
"#[ Aux. stat. info. = ]\n",
"#[ Nvoxel threshold = 10; Volume threshold = 80.000 ]\n",
"#[ Single voxel volume = 8.000 (microliters) ]\n",
"#[ Neighbor type, NN = 3 ]\n",
"#[ Voxel datum type = float ]\n",
"#[ Voxel dimensions = 2.000 mm X 2.000 mm X 2.000 mm ]\n",
"#[ Coordinates Order = RAI ]\n",
"#[ Mean and SEM based on signed voxel intensities ]\n",
"#\n",
"#Volume CM RL CM AP CM IS minRL maxRL minAP maxAP minIS maxIS Mean SEM Max Int MI RL MI AP MI IS\n",
"#------ ----- ----- ----- ----- ----- ----- ----- ----- ----- ------- ------- ------- ----- ----- -----\n",
" 161 30.4 -57.4 -5.8 14.5 40.5 -63.5 -49.5 -10.5 -2.5 -3.0255 0.0261 -4.2891 36.5 -59.5 -8.5 \n",
" 115 37.7 -31.3 -7.0 30.5 44.5 -45.5 -19.5 -14.5 -2.5 -3.0263 0.0321 -4.1057 40.5 -41.5 -4.5 \n",
" 18 -1.4 -44.9 -13.6 -3.5 0.5 -47.5 -41.5 -14.5 -12.5 -2.7954 0.0358 -3.1084 -1.5 -43.5 -14.5 \n",
" 17 -48.6 -36.4 -9.8 -51.5 -45.5 -39.5 -33.5 -12.5 -8.5 -2.8099 0.0401 -3.2568 -47.5 -35.5 -10.5 \n",
" 16 -9.7 -36.9 -9.7 -11.5 -7.5 -39.5 -33.5 -12.5 -6.5 -3.0321 0.0951 -3.8222 -9.5 -35.5 -10.5 \n",
"#------ ----- ----- ----- ----- ----- ----- ----- ----- ----- ------- ------- ------- ----- ----- -----\n",
"# 327 25.5 -45.4 -7.0 -3.0022 0.0183 \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"++ Output dataset /cubric/collab/424_eegfmri/univariate/univariate/second_level/18/shifted-True/nm-bwc0_mmh_mod-none/task-arousal_afni-Cued-Uncued/mask-resampled_vorbitofrontal_mask_onesamp_ttest_results/uncorrected_p-0.01_cluster_data.nii.gz\n"
]
},
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Use AFNI 3DClusterize to voxelwise clusterize the zstat image\n",
"# import necessary modules\n",
"import os\n",
"# define the path to the zstat image\n",
"zstat_file = '/cubric/collab/424_eegfmri/univariate/univariate/second_level/18/shifted-True/nm-bwc0_mmh_mod-none/task-arousal_afni-Cued-Uncued/mask-resampled_vorbitofrontal_mask_onesamp_ttest_results/mask-resampled_vorbitofrontal_mask_onesamp_ttest_results+tlrc.HEAD'\n",
"# define the path to the output directory which the same as the zstat image directory, define it dynamically\n",
"output_dir = os.path.dirname(zstat_file)\n",
"\n",
"# define the threshold for clusterization\n",
"threshold = '0.01'\n",
"# define the minimum cluster size\n",
"min_cluster_size = '10'\n",
"\n",
"# define the command to run 3DClusterize\n",
"cmd = f\"3dClusterize -inset {zstat_file} -ithr 1 -idat 1 -NN 3 -clust_nvox {min_cluster_size} -bisided p={threshold} -pref_dat {output_dir}/uncorrected_p-{threshold}_cluster_data.nii.gz\"\n",
"\n",
"# run the command\n",
"os.system(cmd)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<nilearn.plotting.displays._slicers.OrthoSlicer at 0x7f2f98532320>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 730x260 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 730x260 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 730x260 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from nilearn import plotting\n",
"# Contrast: Cued-Uncued\n",
"# define the path to the cluster map file\n",
"cluster_map_file = f\"{output_dir}/uncorrected_p-{threshold}_cluster_data.nii.gz\"\n",
"\n",
"# plot the cluster map\n",
"plotting.plot_stat_map(cluster_map_file, cmap='Oranges')\n",
"\n",
"# Contast: Uncued-Cued\n",
"# Copy the cluster map file and multiply it by -1\n",
"# import necessary modules\n",
"import nibabel as nib\n",
"import numpy as np\n",
"# define the path to the cluster map file\n",
"cluster_map_file = f\"{output_dir}/uncorrected_p-{threshold}_cluster_data.nii.gz\"\n",
"# load the cluster map file\n",
"cluster_map_img = nib.load(cluster_map_file)\n",
"# get the data from the cluster map file\n",
"cluster_map_data = cluster_map_img.get_fdata()\n",
"# multiply the data by -1\n",
"cluster_map_data = cluster_map_data * -1\n",
"# save the data as a new nifti file\n",
"new_cluster_map_img = nib.Nifti1Image(cluster_map_data, cluster_map_img.affine, cluster_map_img.header)\n",
"plotting.plot_stat_map(new_cluster_map_img, cmap='Oranges')\n",
"\n",
"# use a higher resolution background image in plot_stat_map\n",
"# import necessary modules\n",
"from nilearn import datasets\n",
"# load the MNI152 template 1mm file\n",
"mni152_template = datasets.load_mni152_template()\n",
"# plot the cluster map without crosshairs\n",
"plotting.plot_stat_map(new_cluster_map_img, cmap='Oranges', bg_img=mni152_template, draw_cross=False, black_bg=False) "
]
}
],
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