{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Functional ROI analyses of the HCP LANGUAGE Task Dataset\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The demo uses the LANGUAGE task data in the [Human Connectome Project (HCP) Young Adult dataset](https://www.humanconnectome.org/study/hcp-young-adult/) to showcase the funROI processing pipeline. It includes first-level processing, parcel generation, fROI definition, effect estimation, spatial correlation, and spatial overlap estimation.\n", "\n", "The language localizer task in the HCP involves two conditions: a story condition, where participants listen to brief auditory stories followed by a comprehension question, and a math condition, where participants solve auditorily-presented arithmetic problems. These tasks are designed to activate distinct regions of the brain, with the story condition engaging [the language network](https://www.nature.com/articles/s41583-024-00802-4) and the math condition serving as a non-linguistic control. Functional localization analyses of fMRI data collected during these tasks allow researchers to identify subject-specific brain regions involved in language processing.\n", "\n", "## Prerequisites\n", "\n", "Before running the demo locally, please configure your AWS credentials to access the HCP dataset. Follow these steps:\n", "\n", "1. Refer to [this updated instruction](https://groups.google.com/a/humanconnectome.org/g/hcp-users/c/oNSFr_BJKko?pli=1) for how to obtain AWS credentials for accessing the dataset.\n", "\n", "2. Configure and store your credentials in the `~/.aws/credentials` file. You can find detailed instructions in the [AWS CLI user guide](https://docs.aws.amazon.com/cli/v1/userguide/cli-configure-files.html).\n", "\n", "3. Run the following code to download the data." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [ "hide-input" ] }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd\n", "import numpy as np\n", "from nilearn.image import new_img_like\n", "from nilearn.plotting import plot_surf_roi, plot_roi\n", "from funROI.viz import plot_mni152_surface_stat_map, plot_mni152_surface_roi_map\n", "from IPython.display import Image, display\n", "\n", "subjects1 = ['100206', '100307', '100408', '100610', '101006', '101107', '101309', '101410', '101915', '102008', '102109', '102311', '102513', '102614', '102715', '102816', '103010', '103111', '103212', '103414', '103515', '103818', '104012', '104416', '104820', '105014', '105115', '105216', '105620', '105923', '106016', '106319', '106521', '106824', '107018', '107321', '107422', '107725', '108020', '108121', '108222', '108323', '108525', '108828', '109123', '109325', '109830', '110007', '110411', '110613']\n", "subjects2 = ['152427', '152831', '153025', '153126', '153227', '153429', '153631', '153732', '153833', '153934']\n", "\n", "from funROI.datasets import hcp\n", "hcp.fetch_data(\"./data\", task='LANGUAGE', subjects=subjects1+subjects2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## First Level Modeling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first-level model in fMRI processing is designed to analyze individual subject data by modeling the relationship between task-related experimental conditions and the observed brain activity, by constructing a General Linear Model (GLM) for each voxel to estimate condition-specific effects.\n", "\n", "The funROI toolbox wraps [Nilearn](https://nilearn.github.io/stable/index.html)’s first-level modeling, supporting event-related and block designs, customizable hemodynamic response functions, confound regression, and statistical contrasts. Below, we demonstrate how to configure and run a first-level model using funROI. For a list of customizable options for first level modeling, please refer to Nilearn [first_level_from_bids](https://nilearn.github.io/dev/modules/generated/nilearn.glm.first_level.first_level_from_bids.html). These options are supported for [run_first_level](https://funroi.readthedocs.io/en/latest/api/funROI.first_level.html#funROI.first_level.nilearn.run_first_level) using the toolbox. \n", "\n", "In our analysis pipeline, we will run first-level modeling on two distinct samples:\n", "\n", "- N = 50 subjects for parcel generation\n", "\n", "- N = 10 subjects for fROI-based analyses\n", "\n", "funROI is designed to operate on and generate data that is compliant with BIDS, the Brain Imaging Data Structure standard. For more information and additional resources on BIDS, please visit the official website at [https://bids.neuroimaging.io/](https://bids.neuroimaging.io/)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import funROI\n", "funROI.set_bids_data_folder('./data/bids')\n", "funROI.set_bids_preprocessed_folder('./data/bids')\n", "funROI.set_bids_deriv_folder('./data/bids/derivatives')\n", "funROI.set_analysis_output_folder(\"./data/analysis\")\n", "\n", "from funROI.first_level.nilearn import run_first_level\n", "run_first_level(\n", " task = 'LANGUAGE',\n", " subjects = subjects1 + subjects2,\n", " space = 'MNINonLinear',\n", " contrasts = [\n", " ('story', {'story': 1}),\n", " ('math', {'math': 1}),\n", " ('story-math', {'story': 1, 'math': -1}),\n", " ('math-story', {'math': 1, 'story': -1})\n", " ],\n", " hrf_model='spm + derivative',\n", " smoothing_fwhm=4,\n", " noise_model=\"ar1\",\n", " slice_time_ref = 0\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate Parcels for the Language System" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this section, we’re focusing on parcel generation using the group-constrained, subject-specific (GcSS) approach introduced by Fedorenko et al (2010). \n", "\n", "The process starts by generating a probabilistic map by overlaying individual activation/contrast maps obtained from a localizer contrast. The map shows what % of the participants had significant activation/contrast value at each voxel. \n", "\n", "We then apply a watershed algorithm to segment this probabilistic map into parcels (brain masks). These parcels can later be used as spatial constraints for defining individual fROIs. When generating the parcels with the toolbox, you can customize the spatial smoothing applied to the probabilistic map, the minimum voxel probability required for inclusion in parcels, and the parcel-level thresholding parameters—including the minimum voxel size and the minimum proportion of subjects that must have a significant voxel with respect to the localizer contrast within that parcel.\n", "\n", "Refer to the [ParcelsGenerator](https://funroi.readthedocs.io/en/latest/api/funROI.analysis.html#funROI.analysis.ParcelsGenerator) documentation for more details.\n", "\n", "In this part, we will demonstrate how to generate parcels for the language system using a sample of 50 subjects. We will focus on the story-math contrast to isolate regions of the brain involved in language processing. \n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from funROI.analysis import ParcelsGenerator\n", "parcels_generator = ParcelsGenerator(\n", " parcels_name=\"Language\",\n", " smoothing_kernel_size=10,\n", " overlap_thr_vox=0.15,\n", ")\n", "parcels_generator.add_subjects(\n", " subjects=subjects1,\n", " task=\"LANGUAGE\",\n", " contrasts=[\"story-math\"],\n", " p_threshold_type=\"none\",\n", " p_threshold_value=0.05,\n", ")\n", "parcels = parcels_generator.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the parcels generated:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_mni152_surface_roi_map(\n", " parcels, \n", " output_file_prefix=\"output_language_parcels\",\n", " threshold=1.,\n", " vmin=1.,\n", " vmax=np.max(parcels.get_fdata())\n", ")\n", "display(Image(\"output_language_parcels.png\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Empirically, we know that smaller parcels are often non-robust, meaning that they might be an artifact of an insufficiently large number of participants. We can filter the parcels by size:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "parcels = parcels_generator.filter(min_voxel_size=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize the resulting parcels:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/k0/md38zs8x1395ywbtngppz3k00000gp/T/ipykernel_59606/3216352333.py:16: UserWarning: Data array used to create a new image contains 64-bit ints. This is likely due to creating the array with numpy and passing `int` as the `dtype`. Many tools such as FSL and SPM cannot deal with int64 in Nifti images, so for compatibility the data has been converted to int32.\n", " img_parcel = new_img_like(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "parcel_ids = np.unique(parcels.get_fdata())\n", "parcel_ids = parcel_ids[parcel_ids != 0]\n", "\n", "n = len(parcel_ids)\n", "ncols = 3\n", "nrows = int(np.ceil(n / ncols))\n", "\n", "fig, axes = plt.subplots(\n", " nrows, ncols,\n", " figsize=(4 * ncols, 2 * nrows)\n", ")\n", "\n", "axes = np.atleast_1d(axes).ravel()\n", "\n", "for ax, parcel in zip(axes, parcel_ids):\n", " img_parcel = new_img_like(\n", " parcels,\n", " (parcels.get_fdata() == parcel).astype(int)\n", " )\n", "\n", " plot_roi(\n", " img_parcel,\n", " display_mode=\"ortho\",\n", " draw_cross=False,\n", " axes=ax,\n", " annotate=False,\n", " colorbar=False\n", " )\n", " ax.set_title(f\"ROI {int(parcel)}\", fontsize=10)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other toolbox options include filtering by % of subjects that show significant activation in that parcel." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define Language fROIs for Individual Subjects" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For each parcel generated in the previous step, we now define subject-specific functional regions of interest (fROIs) for the language system. Within each parcel, the language fROI for a subject is defined as the top 10% of voxels that exhibit the strongest story-math contrast.\n", "\n", "If you proceed directly to the analyses with fROI definition configuration provided, the subject fROIs are automatically defined and saved in the BIDS derivatives. You can customize the definition of the fROI by specifying the proportion of the parcel size (e.g., 10%), a fixed number of voxels, or a significance threshold with respect to a given p-value. The following example demonstrates how to manually generate and inspect fROIs.\n", "\n", "Let’s inspect the first three subjects in sample 2 to look at their language fROIs:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from funROI.analysis import FROIGenerator\n", "parcels_config = funROI.ParcelsConfig.from_analysis_output(\n", " \"Language\",\n", " smoothing_kernel_size=10,\n", " overlap_thr_vox=0.15,\n", " overlap_thr_roi=0, \n", " min_voxel_size=100\n", ")\n", "froi = funROI.FROIConfig(\n", " task=\"LANGUAGE\",\n", " contrasts=[\"story-math\"],\n", " threshold_type=\"percent\",\n", " threshold_value=0.1,\n", " parcels=parcels_config\n", ")\n", "froi_generator = FROIGenerator(subjects2[:3], froi)\n", "froi_imgs = froi_generator.run()\n", "for subject_label, froi_img in froi_imgs:\n", " plot_mni152_surface_roi_map(\n", " froi_img, \n", " inflate=True, \n", " output_file_prefix=f\"output_froi_{subject_label}\", \n", " threshold=1.,\n", " vmin=1.,\n", " vmax=np.max(froi_img.get_fdata())\n", " )" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(Image(\"output_frois.png\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis: Effect Sizes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Effect size estimation is a critical step in fROI analysis, as it provides a quantitative measure of the strength of the neural response to specific contrasts or conditions.\n", "\n", "In this section, we will demonstrate how to estimate effect sizes for story and math conditions within subjects’ language fROIs. The effect sizes of the language system will be evaluated in the fROIs defined in the previous section. Separate fMRI runs are used to define the fROIs and to estimate effect sizes, to avoid double dipping.\n", "\n", "We are using the 10-subject independent sample, separate from the set of subjects that we used to define the parcels (as described previously). Here and in later plots, each dot represents a subject.\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from funROI.analysis import EffectEstimator\n", "effect_estimator = EffectEstimator(subjects=subjects2, froi=froi)\n", "df_summary, df_detail = effect_estimator.run(\n", " task=\"LANGUAGE\", effects=[\"story\", \"math\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we examine the effect sizes for the subjects' language system, we observe the expected higher responses to story compared to math. This confirms the validity of our approach." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Effect')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(2,3), tight_layout=True)\n", "data = df_summary.groupby([\"subject\", \"effect\"]).mean().reset_index()\n", "sns.barplot(data=data, y=\"size\", x=\"effect\", hue=\"effect\", errorbar=\"se\", \n", " order=[\"story\", \"math\"])\n", "sns.stripplot(data=data, y=\"size\", x=\"effect\", dodge=False, alpha=0.5, \n", " jitter=True, order=[\"story\", \"math\"], color='black')\n", "plt.ylabel(\"Effect Size\")\n", "plt.xlabel(\"Effect\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can examine responses in individual fROIs. We see substantial heterogeneity in response magnitudes to each task, due likely to a combination of physiological and cognitive factors:\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/k0/md38zs8x1395ywbtngppz3k00000gp/T/ipykernel_59606/1787390042.py:4: FutureWarning: \n", "\n", "Setting a gradient palette using color= is deprecated and will be removed in v0.14.0. Set `palette='dark:black'` for the same effect.\n", "\n", " sns.stripplot(data=df_summary, y=\"size\", x=\"froi\", hue=\"effect\", dodge=True,\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 4), tight_layout=True)\n", "sns.barplot(data=df_summary, y=\"size\", x=\"froi\", hue=\"effect\", errorbar=\"se\",\n", " hue_order=[\"story\", \"math\"])\n", "sns.stripplot(data=df_summary, y=\"size\", x=\"froi\", hue=\"effect\", dodge=True, \n", " alpha=0.5, jitter=True, hue_order=[\"story\", \"math\"], \n", " color='black', legend=False)\n", "plt.ylabel(\"Effect Size\")\n", "plt.xlabel(\"fROI\")\n", "plt.legend(loc='upper left', title='Effect', bbox_to_anchor=(1, 1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Research note: in this example, the heterogeneity we observe is largely due to the fact that the HCP language localizer is very imprecise. A story>math contrast includes many different cognitive processes other than language (e.g., situation modeling to accurately track a narrative and social reasoning to interpret the characters’ intent). Thus, not all fROIs are language-specific (which is something we can test by estimating these fROIs’ responses to other conditions and tasks).*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis: Spatial Correlation Across Conditions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Spatial correlation provides a valuable metric for assessing the similarity of within-subject activation patterns across different conditions or runs, allowing researchers to evaluate the consistency of functional responses in specific regions of the brain. This analysis can be performed on either parcels or fROIs.\n", "\n", "Here, we will estimate the spatial correlation between the story and math conditions within each language parcel (using the parcels defined in the “Generate Parcels for the Language System” section). \n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "from funROI.analysis import SpatialCorrelationEstimator\n", "spcorr_estimator = SpatialCorrelationEstimator(\n", " subjects=subjects2,\n", " froi=parcels_config\n", ")\n", "df_math, _ = spcorr_estimator.run(\n", " task1='LANGUAGE', effect1='math', task2='LANGUAGE', effect2='math',\n", ")\n", "df_story, _ = spcorr_estimator.run(\n", " task1='LANGUAGE', effect1='story', task2='LANGUAGE', effect2='story',\n", ")\n", "df_between, _ = spcorr_estimator.run(\n", " task1='LANGUAGE', effect1='story', task2='LANGUAGE', effect2='math',\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let’s visualize the results:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Comparison Type')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_math['Type'] = 'Math-Math'\n", "df_story['Type'] = 'Story-Story'\n", "df_between['Type'] = 'Story-Math'\n", "data = pd.concat(\n", " [df_between, df_math, df_story]\n", ").groupby([\"subject\", \"Type\"]).mean().reset_index()\n", "\n", "plt.figure(figsize=(4,5))\n", "sns.barplot(data=data, y=\"fisher_z\", x=\"Type\", hue=\"Type\", errorbar=\"se\", \n", " order=[\"Story-Story\", \"Math-Math\", \"Story-Math\"])\n", "sns.stripplot(data=data, y=\"fisher_z\", x=\"Type\", dodge=False, alpha=0.5, \n", " jitter=True, order=[\"Story-Story\", \"Math-Math\", \"Story-Math\"], \n", " color='black')\n", "plt.ylabel(\"Fishers Z Correlation\")\n", "plt.xlabel(\"Comparison Type\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis: Overlap Between fROIs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assessing the spatial overlap between parcels or fROIs can be useful in various ways, guiding comparisons across tasks and conditions. In this section, we showcase an example of computing the degree of overlap between the language system defined using the localizer, as stated above (10% top voxels), across subjects and within subjects using different runs.\n", "\n", "We support two overlap measurements: [Dice coefficient](https://en.wikipedia.org/wiki/Dice-S%C3%B8rensen_coefficient) and [overlap coefficient](https://en.wikipedia.org/wiki/Overlap_coefficient). The default is the overlap coefficient, which is what we will use now." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "from funROI.analysis import OverlapEstimator\n", "overlap_estimator = OverlapEstimator()\n", "data = []\n", "for i, subject1 in enumerate(subjects2):\n", " df, _ = overlap_estimator.run(\n", " froi1=froi, froi2=froi, subject1=subject1, subject2=subject1, \n", " run1='01', run2='02'\n", " )\n", " data.append(df[df['froi1'] == df['froi2']])\n", "\n", " subject2 = subjects2[(i+1) % len(subjects2)]\n", " df, _ = overlap_estimator.run(\n", " froi1=froi, froi2=froi, subject1=subject1, subject2=subject2, \n", " run1='01', run2='02'\n", " )\n", " data.append(df[df['froi1'] == df['froi2']])\n", "\n", "data = pd.concat(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The results visualized below illustrate the spatial overlap results:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Comparison Type')" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.loc[data['subject1'] == data['subject2'], 'Type'] = 'Within'\n", "data.loc[data['subject1'] != data['subject2'], 'Type'] = 'Between'\n", "data_mean = data.groupby([\"subject1\", \"subject2\", \"Type\"]).mean().reset_index()\n", "plt.figure(figsize=(2,3), tight_layout=True)\n", "sns.barplot(data=data_mean, y=\"overlap\", x=\"Type\", hue=\"Type\", errorbar=\"se\")\n", "sns.stripplot(data=data_mean, y=\"overlap\", x=\"Type\", dodge=False, \n", " alpha=0.5, jitter=True, color='black')\n", "plt.ylabel(\"Overlap\")\n", "plt.xlabel(\"Comparison Type\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "They demonstrate that the fROIs from the same subject (defined using different sets of data) are more consistent compared to fROIs from different subjects, a result that motivates the entire subject-specific fROI approach to fMRI analyses. \n", "\n", "Let's see some example fROIs by leveraging the fROI generator: \n", "\n", "- Two brains in the same row: fROI defined for the same subject across different runs.\n", "\n", "- Two brains in the same column: fROIs defined for different subjects." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "from funROI.analysis import FROIGenerator\n", "for subject, run in zip(['153126', '153126', '153934', '153934'], \n", " ['01', '02', '01', '02']):\n", " froi_generator = FROIGenerator([subject], froi, run_label=run)\n", " froi_imgs = froi_generator.run()\n", " subject_label, froi_img = froi_imgs[0]\n", " plot_mni152_surface_roi_map(\n", " froi_img, \n", " inflate=True, \n", " output_file_prefix=f\"output_froi_{subject_label}_run{run}\",\n", " threshold=1.,\n", " vmin=1.,\n", " vmax=np.max(froi_img.get_fdata())\n", " )" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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oCILJcFygUc51uUDH22Kb6zNxP11ijr9b430VzAU4V+/LkV3lAi4398v8W7lA607ngoD8zAWtvp7lbpXRcUF44GYjBnAQBMGaeOWVV3p4pwE3MYeStgIEC7LmsUmAG7uqy/rwPYYUK0AnFNGUMb13a11fVhLc+ZDJyYrzq56kY+/s7NRsNqudnZ0Fg12vr9FhXEuVIo2q6G9XFo4IoB7v37/f931fH/rQh6IABUEwh3IB901TucAZklO4wE3oxNdfhQvYeNS+3Bnf63CB8gDOZ8encoHLmoLcHB3Gtc7LBRoZZi5ARle44GYiyyAFQRAEQRAEQRAEW4FEgIMgCFbAyy+/vODh5ygrR05baVkKl46F9DA+hye9qlqO+p6eni7NtukiDS7l2XnA2fvOUG+9Xh/j1Tj1DOPCUCaOjvCYMZYB11B5ta75mKFlMHQSFE7RxjdH1fk8d35V1de//vW+qupnf/Zn4/0Pgi0Dc0Grf3LpxFO4gCeuYi7QoSdVT7iAZ3tmLnB9fis7yI1/3QQX6Phk5gLUjXIBR2NdHeO3coGra476Oi7QccpTuIDLGy64eYgBHARBMIJ79+71WBpiiGBVmRhKdXNpX7xdjUNViHgCKaSScdoZtkNmnvAE4IlNnLHYSl/TMcfY1kplq3qyTjCvE9ma9KSqFsbIYfwXZMZ1NR2aJzxRZwTXjVtKhOuQZdO6ZTlxvVdffbXHtp/+6Z+OAhQEtxD37t3rq6ocF7Qcja1tY1zA25gLNN2XuYDTprm/YyN8Khc4p98ULhgb3lK1zAWtiRABxwXMwcoF/EyYC5TjpnAB72/xLMsALggPXH/EAA6CIBC89NJL/dHR0aTxW0yuSso4XsEkrZNZsad/NpstGWI4ThUM3saKEAgd9+NxUfxxXn5VeHRclI75ms1mS0oNKw26zqN65FlRY6+/RpRVwTk6OrJ1y/WA58Zj6vgYF4l2dc91x9fGPd94443+9PS0PvCBD0QBCoIbDuYCl2mi25QLXOYIwI67qkXjUbN/wAXcp+F7jAt4cizlAjfGdYwLtC/kbVwm5gI1zpkLXOSb5XRcoA7RKVygk0O2xldP5QLlL+aCN954Y77iQ7jgeiIGcBAEwWPcuXOnxwQbnJpVVVYBAjQSWbWoXFQtzzSpxI/r8tISDKQ58zJHnDrG52hElJfZ4Aini/ryhFjY15oQBHJpmdhrzul7JycndXBwsHBtLrvWlc4ADaC+ERmAwoLIDI7RCDDqV+XT+7bKqPXL37gO5Pnbv/3bfjab1fve974oP0Fwg3Dnzp15pHddLmCHIzDGBWzg6T5Oc1YucEalGoHKBeoIRL+nPIB9zmCdwgXcP6JuwQWOB3n7qlzAE3nhGO3blQtc+jU/R8cFznAHF7BjNVxwPZF1gIMg2Frcv3+/Pz4+Xpr5EqSqqc6t1Oeq5Zkm3XijFpnquC4eJ8VKxf7+/oLSAw870uBwPrzgJycnC+skYvkNlLXqbI1HHMfnQB41gFlp0N8oC6c57+3tLaTvsaIBmTUNm5U0GLUsL+TUtYurFtPltL5Z2WE58FvHWXOaOSt+Q9EDHA/Zse+9731vlJ8guKZgLuA5CqZygabDughwy3CsWuw/efsqXOD6saOjo3n/6LiAy8FcwDzA8nI/6LiAZWQu4HLgeiwvtjEX8HNQLhhbzx7ldQ5Nvuc6XKAZRswF7GRlLggPXB9kFuggCIIgCIIgCIJgK5AU6CAItg7379/vj46O5h5wN9Z3bNZJgFPddLwXT8Ch+zSiiO+9vb2Fsb8Aj+vSqKumkGnqL6ePcVQUnnN4/Pl8NxkKZHbp1pr6zKnOGA8Gr3prAjCNqvNYYLc2MNaExPU44srXQZ2hfvl54r+L5MKzr/XLM0frNo6UYOxeVdU3v/nN/uTkJBGAILhGcFyg6c0cCa4qywWt4S+aIcT9qY6LxTYe1qFcoJNMuQwVhqb+Khfw0BflApWplRHkhsZsggu4P1Yu4NRv5QJeM56vBzgu4BRtF8l1XOD6f/zmOmEu+OY3vzlPrw8XXC1iAAdBsBXgGTxZ2WFjFilTmpJbVUtKEaCpcM4Ixm83aZQbN1VVNp2MFZj9/f0lxaPrziYBQXpYK7UY9eDKwAqdm8mTZ8F0svN4XMj99NNPz4/hc7R+Xd2h3tjI5bKwwsOTXUFergcoPDxGixUenTwG+3BdfR64J4PT41j5xP+/+7u/69/97ndH8QmCKwJm9a8qywUwEFfhAjcW+LxcoMYscwE72pQLlA/ABc6Ry2nFDDb6Wb7WxFfKBWwcMxdAbscFOhRzChcofzEXaB8OedTR7ByiygXKE1O5gOuB5Wd5wgVXi4wBDoLgVuP+/fv9o0eP5sQDhQfee/Xstzz9vF+hBhf/ZuMU0AiiKjc83ouXjMB+jP3icVWz2awODw+XIhgop46dms1m8/FhPNZLPd8a2YViAIOc97llLTA2DceqwegULnj5eVwXKzytMV8cAebnhHtirDR+A7zdjRdW2RGV4WfbGuvHwLNAnUf5CYLLA3MBz4WgXNDK/FEjeAoXuHG/Lkrq5lWoWuYC7WOZCzhqzFzQmgSL17NXLtCIKeQ/LxfwWOCpXMAOiVW4QCPAHGnnep3CBfosWHbIFy64mYgBHATBrQSWr8DEH6wEVPk1cKd+K9hj7dKRWwqPGr5VTxQefFSRODg4qN3d3QWi7vuztR2Pjo6WvPys3LGycHx8PFeAuFwqK3v32XDXJY34eFbUUCY1MLnuWMaqJ5O1VHmFB98uis9GcMvp4CY9gXKjShIUHlaG+DiNBnA9cpm0fXAZ3/Wud0X5CYILguMCTa8di/a2tis2xQXcvzIXaGoxcwFkUi5QA5i5AA5R5QLXd3I6L+9jWXnfulyA/tFxgXLCulygnDCFCzgSDvnHuMAZx2iX4YHLRQzgIAhuHV544YWeU51byk5VW7FpefeVUPW4VqpYVdvjD/BszvDqs/IAhefg4GBOqlVPvPc6syfGnGE7z4p5cnJSWN/SKWqtGZ5xLBvqLD+Ow2+M/+Jzte5V0XGKTyt1zxnHmo7IEWCVj7dDyYFsOM4pdpz+x1AlmlPKNU2RDf4f/dEfjfITBBvECy+8sDTsRd/LTXGBO+a8XKBG4lQu4Nn/mQu4D1IuQJ/puIBldhHqVbiAxwErF3A9c9/PmUnKBcxxrQgw9rvnMZULOCNKucClggOuTXH9Oi5AGcMFl4MYwEEQ3ArA6K2qBfLXPk6NYQenCLWUHL5mS3ng76pFD7RGWOFdVoUHnnSM9zo9PZ0rPPDeo8wupVkNx+PjY7tGJcuraWqc7gaZWL6q5eUu1GPunBGtsdj4rUtbVA0vfaHPgOtc5XPyArxkBytKPB5NwQawjg/HtypMuN6P/MiPRPEJgjUBLuAUWuUC7cuncMGYwavH8HdVewIr/GbHI0eKmQv4W7mAh7dM5QKco1zg+n0nv3KBRnvxrWnFXIcuRZtlclzA5doEF7SWQtJtzAVsxCsXqAGsGWh8njpHwwWXgyyDFARBEARBEARBEGwFEgEOguBG4+7duwvju6qW01DZ++s8/S7ay8fqf/b26vWGosDOo6zptTyui/c99dRT8zQzjPHSaKh6m/kb6W6aVuY8/vD2uzRtHZPMZUOamxtP5VLG1eOvnn/+Vs8+l52383V0vF1r0hPs4+3w9LsJUdxkJ4BGM1Q27NOUQZ49Ot7/IFgdygUuDVX7csUQFzge4YnxFOtwAQ8dYS546qmn5scqF3AUlLlAJxicygUu7XmMC1R+zbBxXKCRafx2KdBTuIDPYy5waeduDLBm+2Cbi2JrmfS+KJ9yG+8LF1wNYgAHQXDjgCWNjo+PFybAYELlFCv+jWUMdJkHnOfGxDLUuMJ5+puXQahqp7sx8fIkJ0899dSCUYlzTk9P63vf+96SwqMzfkJWnVzKpeW20rPVOOcUOE5rw/GQEUY8oHXlxnypsdgaC8aKhDOCnSLKCt2QEaypcJBdJ/xqjf1laPoePx89lxUgVqx++Id/OMpPEAzg3r17PdJ4lQtc/6/DFxwXuDGbDlO4wI0DVoeccoFOdsVcwOcoF/AQoCFHaNU4F7hJupwRrFygw3umcAHLxPI6R+gYXwxxgfLculzg0txRLgZzgTpIx1Lku64LD1wQYgAHQXCj8OKLL/Y81kmVnapFb7sqITwbo3qgVQloRYCZuIb60KExX1i+omrZC+0Unqonkd6HDx8uKDwgU9SDGow61orLoDKwnK1xwDgGSxzxeTqumc9VOVSZGVJ8VPbWcXwfJ7eO72qNAWb53ZhdtB8ootpG+Jmo3C4zgY1gruMoP0HgAS5QA6/1fjEX8LuoXMDvLB/vIsDYPqZLr8IF3KeuwgXqbJvCBcxxrT4Scq/DBa0xshrpnRIBHuMCN+55jAtaWUF6nhuz67jARYDPywV4DuGCzSIGcBAENwJ3795dmNm5atGgaxEICKmVAsdpbtju0pncpB0430FJUlPe2ABjrzK8/wcHBwvki2g3FB5sgwwuzUo9ziorlJMh5YcjE6q8sRedU9406sHKpZvsym1vTYTSmijFHat1P2Tsa0Qbz05T3YCdnZ0FpUZTJV0EGP/dc+B7sgNnb28vaXBBQFAuaA1DUaOTucAZs2NcwMaie68dXJqsOt+UC8AD2MdcwNFu5QLXz3Iq+Cpc0HKIav+uXMCzPfOxLu3Z9fFue+s47Gs5RPl+mgI9ZOy7pZpW5QJuK46PtRx6TeYCljVcsDnEAA6C4Frj7t27PbzBbDBVPSHtvj9bskY99+rdr/JKjH6rB9cd09rPUOMSpKrKDcAzfu7t7S148A8PD+czfc5msyWPf1VbAXCytcZEsfKjaW2qmPE3z1TqvP2a7gY52TvuohUurVujGy4ioApKa/wWZEdZNM0Zn9lstlQuXJuVTN7Gyo/K5xwtmlqN9rO7u1vvfOc7o/gEW4u7d+/2VU8ig8wFmvEzhQtaac/OKLkoLuAZk3W4C6dDMxccHh5WVVkuUCcif7uyoXy4J8vSMoK5j3RcwHKj3Fo3ygVqIE7hAjXmp3CB8vAULnDOycvmAuakcMHmkFmggyAIgiAIgiAIgq1AIsBBEFw73L9/v3cL32uKWivFFWO9NAWYz6kqe83T09P5uXycnqP7tC/VMaTsUYcnFyliOBbjvXZ3d+eRDnj8sW6vS/1TD3gr4s1y4beLBLtIL+/jSAWAtDFsc1ES9fw7jz6egR7fGieG43Ufl5lTyfCt6c6a5q2RYPb6n56e1u7u7vyby8kyaLYCRzE0M0HHFbP8aCvx/AfbBnCBm+/ApaMyF+D9clzghrmMcYFGelvzK2gEkH8zF+j7jX3gAexjLuB1e5ULNKK6DheMRXpxjnIBR1C5b1Q5XCS41a9vigu4vUzlAh3Ow1yAe63CBZwKPpULtH2HCzaDGMBBEFwbvPLKK/OxXa1xM5qWxCTljFtOf8P1dFyw9oPOCG6NU8K9XAqTpr2xIrG/vz9XOLAdRmTf93V8fFyHh4cLs1si5a011pe/AVXG1MAbMnTdEhFQ1NySR5xO5lLRWEaWzxnB+M1LevDxQylv2OfGqjlDl+uF0+O0XWAf2gcUIU2Ja6VTqpx8PLdPTYPG9+7ubv34j/94FJ/g1kO5wBmaPCER/k/lAjYWL5ILWDblAh4Sw1zAY1CVC3jMr3KBOhuncAH3W0OG7nXjAi5razJF1AvKwLKxvMqLzAU6dpmvwdfeBBeokz5ccLGIARwEwZXi1Vdf7asWCV2jmzoZhEZ8cRxHgIHW+CzdzvudMsREOxQBVu+6m2kSyg6v+Qvs7OzU0dFRVdXCJCdVNd+uY76GIsB83apaGHOscuE/vlm54bKwgsZKkzMa8SydwcrPoqUkTZ0pGr9ZEVSlRhU7/q0KIcvGyg7OYSOYoyVQgFtOkVZ0mO/J8utkKHgGP/ZjPxblJ7hVePXVV5dm+NfopuMCN85UjVZck49x2/U6U7mgZciwbMoFHAFWLsB5qy3zthoAACAASURBVHDBWAQYmMIFQ5k/agQzF7QciEN9uh7XMoL5PGfkum/uS9WA5HLqBFn4qGzMBc4hirriaPtULuBjuN1pNhJzQXjg/IgBHATBleC1117rsW5jVVllp2rRoNQJK5jQlEA4pU0VHBAYjtf/vA3XqnpCSqyI8H4Gy4uUYi4LLxvx1FNPza9zdHRUp6enC7N94htKgCoIzmnA9ceKFk+8gm2c8sz1qh5+bKt6snSHRl+cQqjPtmXsum267IWbIZqVZpR/yOPvlDtOO+M6gAx8DtcTe/65HtgQdtvd0kmaAo3fLB8b7O9+97uj/AQ3HswF2qepk6hqmQs0lXddLlBjZch5N8YFGk1kLuBoMHMBeAD3Zi7gtX6VC9zvdbhAjfcpXKCcrHWyChc4A1j7fscF+pzUcc6yu2g3cwHXwSpcwPXAXOC2u6WTmAvUocJcgOuFC1ZHDOAgCC4Vb775Zn90dLRktKlXF1BDUj21VbVkUGjalypSrbE3uk1n0HRedt7PMuE3Ey1HS7H94OBgwRCCAQxlB3WiKW/sEYc8mh7Gyo4SvUZuXcQa/9mrz8paa8kjTVFj+bgOxxQeLr9b7ggKkYt4uHGBbnwanpNGa6pq4VmzkesUIL4W/2bjVq/r7qVQr786HN7znvdE8QluJBwXuL6gyhuSLhOIuUDfKe5/mCu031eHVNXFcIH2S+ACNYCZCzRCjt9DXKB9IXOBzkStmSbYDjnZ8bAKF6gTk+twikN0FS5Q4595ENgEF0zlAfx3keB1uYAN6nDBatgbPyQIgmA9vPnmm800ZyY89rq2jLeWt1/JCCSrZIb74HgmWk5vYu8vRwmgYHGEEPsYmmbFCoLKzCQOj786BFRhw2/e5tL1MKaY5eBj1LBihYlTtnE+jkEkoJW2xTI6eXWfU4JYgVKnBiYFa53rxuHBA69LVUCxYwVFx/mdnJw0n7m2L2xjuZxC5VKgneLOdcbHxoEd3DS8+eabzTRn7vOUC1zKKiv/Vcv9KuC4gO+jXKD9MuRgw0u5wPXVLJvjAn6n+Z48B4Zygfa32leiHFO5QCPEqG81nHX4DsswhQvUucD7pzhEN8EFmhUwhQvU8cFc4J65ti9sY15QOEfFVC5wzzmYhiyDFARBEARBEARBEGwFkgIdBMGF4e233+4PDw8X0rk47clFseBh1ok2XAq0jtl1kTR4a/U+7JV229T7rGO91DMMcFo2xlPxWK+qJ953eORxbaQDuvFMPMETIgJDs1+yDDxWi9OZWRaVG8+BU+RwPlKhXVSzNUZLy8F1rrIj5c159ZEO2Ioeo450DLCO8dLyar30fb9wLY36o03xdfgb9+J0SBdZ4TK77XxdpD3rfd7//vcn9S241mAu0CEL63KBG7OrYydX4QKNUur/VbiAI4PKBZpaDBnBA3xtcIFO8MRc4KKfXD+OCzQ9GlygfSRzgQ6fmcIFTrYxLsC34wKeG2MqF7TG++pzchN5OS7gqK5ygcsI02M2wQV6XLhgOmIAB0FwIXjjjTf64+PjhfSkquVJMNQQcSlvPF7HEa1LFWKlhUliSHnBeUx6fB93vFtmgWXFhxUeNsh4kpOWssPb3FgolY3Li/Q0VV6qFpeBcMtb4DnoxCeqlEIGfIbGo6EMTm41dN2YL7SnlnKlqcIo35gBrOWBouPaA090AsXVjfnidsnp+jpRCsb9QX5WdPCfx37x9XHeBz7wgSg+wbXEKlygY9zRB7lx/OtwgfJA1XpcwL/V+cblYS5Qgwxc4Pp9N+Gf9pFc7k1wAW+bygWa2qwzMzsucHKPcQFz5lQuUEO4ZQDrqgx8bX726hCdwgWars9cwEN1+Bh17DMXOA4JF0xDDOAgCDaKBw8e9A8fPpwTho7zVW86Ew8rO0xCbpZJnMtKTevaboIslmVMuWlFBHi/iwSCTLVM7HlnhYfH/+o+VgKc0qAyoU55ohKN5kIWHKvb2cNftTzrp9YBKz3OE6/ee24XXN+q8Lhn5Qxp/Nbn3xpDiHKzsq1thg14AMoGe/V5fLSL9vKxTklvbeMy8H+WFxGDKD7BdcGDBw/6qrPle5QLNFrH76tGHadwgRoIuLa+s1XL0WEcO4ULnHE1xgVqWHGZNIKN/p6dosoF2ncyFzg5cW/UnXKBToKF43U7c4F7Hlx+1M9ULtDoMHMeX5PbkfLzFC7grCf9Zsci963sSFAu4LamXNDK/GEDeCoXaHaRc4iGC1ZHJsEKgmBtvP322/13v/vdqlqctIPT26oWjSSXJsSRRyYr/NeULb6ORpPZ6N3b25sTJHtcIRenVeM4nhCLPb24DxMUywiASFszlXLdaFpb13VzxUDJjxU4VXicxxjXAClDeZnNZktGMM7RCU80OuzSBfl+znngDHnejvQ/vg72s4Kq19D7aR2j7lEP/M1y83nA8fHxguKjCs/x8fFC28C9+BiOILh7sAzqpHFl0XO0voLgKgEu0ImuuL9TI2kKF7CxqFygRo5Gkx0XuOEMVcNcoIbeFC5gw0q5QPtp9OkczVUu4HpSLtA+jesDMisX4BzlAuYByLEOF7g+f4wL1MmwLhfwM98EF3Cfr1ygbQVcoPKFC64OiQAHQbAWXn/99f74+Hg+ztdFfPGfPaGq2PASDLxmro5LYsLg39zp63aXYoVtnArHnnQlGmfUVS3P8KheZsi+t7e3oDzMZrOldLfT09OF8V/8G7KC5FUeVcIgD1LWDg4O7DIQnOaGb44AcKQC13IzaLOSMuTV15Q17HdRGI16831ayhXgnBEseyslGuAIBtrCUBSYr8cKuLZXdmjoPTVqzPK3zmejHPXwcz/3c/H+B5cO5gKN8vI7rhFb5gI2dJkLtD/Vd4HBfKPbXYaPcoH2+1O4wDnCWG6WfYwLwAN8vSlcoBH1qsXopuMCNWghO/eZygWcBq1coAbtFC5opcW3soKGrjnEBcxxLDvXkfbLbFiuwgUu0nsRXMBlUy4IDwwjBnAQBOfCgwcP+u9973tzAmbyVYNGyQIdPnvxOS2s67qldGEd74LrsndXPd2AkqUqPK20N/XCum38n5UdkCCnvHFEAt+s7PD4Jq1XpHmxEqDpXlWLkWZVWA4ODhb2o051zUfUv6bLsfIJmVzd6qQl6sEHhiIB/GzUSaDKjio9qhizgqHKnX6rI4Xvxc+cFR5VYPj6vA3fqrywrK3feg82gFnOqrO2EOUnuAwg1Vm5gPviVbhAJ4ZCX6SGMXMBv5fMBc4Q1j5jFS5whjGO43swF7BjTLnA9Ws8SVjVMhc4I3CMC5hLp3IBc7NygY4NRn0OcYHWu3OEark0FZr7fv2ewgXOEFY+4P1jXMBln8oF+ntdLlADmOVEOwgXeGQZpCAIgiAIgiAIgmArkAhwEAQr4bXXXuurzjzTSMtSj7+O/VXPK6KjLtKr0VL2SqvXk3/zuBtOUdJvTsNDVFUxNOmJg/PMcuSalxnCtZy3H5Of8BIP6h13XnAdA8cRXaS7uUlPqhZTnPGfU6c1OszPRlPP8Nwx/g8yQ1bn8efyaJozTwim6Yncvtyz0RQzTbXkMuEYvVYrqsBjFzX7AB5/bfP8uxXNZTl4H5fBpcBBDq7Xg4ODTIQSXChee+21Hu+6coFmBHEfxW1fuYDfR+5vNJo5hQtaHMDyXTQXaOSauYAjzMwFPAnWKlzgouvn5QKWU7mAj1Eu0Oeu5YCsU7iA61y5QPvpKVzg+EAj9div13JcwPdULtCMH/wGHBfocVO4wJUpXDANmQQrCIJJwOzOatCowqOpUKqgcKqOrj/Lky/pBBwuVYj388yLfJySAY49OTmZ34dlh3ynp6cL45s0Bc6Rky6fwEodlKyqJ+QOsmQlAdfVtDtO64Z8StRMxFVnCgrKoQQOxRPPDsoQrnF8fLykHOi4NTd2S2cvHVJMVPnRZ4b/Ok7bOTj4OXD96zEujd5dh9PcXPomtzWd2ATPipVw3c7AOPKxNoZrcDlaODw8HNwfBOcFc4EOdeAhMNgOcP9VVZYLOO0Wx56XC/R+zAXY5riA3zHmAk6pnsoFym/MBezwYy5gHqha5AJN62Yu0P4J2yCL4wKduwBcwPWnXKBLxrkxuMoFru/k8ul/Lo/jAu63p3KB7ndp9Hod7vsvmgs49Zplcu0cx43xQFW4oIVEgIMgGMVrr73Wn5yc1OHh4ZKh68b+ACAenXSCJ2DSCCO85ExebiblKXBGOROmMzqYbDnCqtEFgL29OqYZytjOzo71dHO0t6oWogDs8db/MKBbhM/KFwxbNwkWng3XMc8Gqp5/HfPlxue2PP6szLgJvFpl1XrQqLdTdFsed43U8rF8TcjF30OKll6HPfStbRoZGFLsNerL57ixX6jTnZ2d+tCHPhTPf7AxKBc4PsB/BrfX1mR8Q1ygHLIuF7jMoDEuUINEs45YLh3T7LhAI77oM904YO4PuTxTuAAyOS5gRwNzgS6DxFygfedFcYFbCspFjpULtC+uGucC7XO5XbB82Md8oBjiAuYo5YJWdg9Dj9FIMnMByxsuWEYM4CAImnj77bf773znO3NPvy45gG8lYO6IXXotE60zdN2kJ2rc6G8XwcO3kpUqQBoN5Ggr4JbOYDlUsdPycfTh+Ph4Tu48+yeOQYrXUBoYKxKafgvs7+8vKDM68YlbF5ijFGMzfnIECAqPtg+NDLiJsPh6fI5L9wacd9wpF6gX/tZj+XpOydH2M8UQVgVGjVd+VqrwuHN0H79jqoSjHfV9XwcHB/XBD34wik9wbrz99tt9VZXjAjUQpnCBm22Yh4xU1RIXaLuvWn6HgXW5wEXqGKtwgXOO4v1kDsA33ltOBZ7KBVrvaviuwgUuHV1XAeC61ZRs5QI1dCH3EBe00qPHuEA5wfX/zjmp19O2MZR91HJA8PW1P4cc+Li+3p3D21sGMcsZLvCIARwEwRLefPPNvqrq0aNHS2O7XMpb1XLnzGO7mIBYOdDlBzgNbsjj3zJ81XvPBOCOGYLz7rcMHi0f5GaFh8ctQfk5Pj5e8niz4qNjvnCMRky5TngpkaplI9gpZurtf+qpp+w5qBfcn8f6np6ezlOtWDYut5vtmffxPbDPRZQ0/ZDbg4vsqrHJ3y7qy+XEMasYwU4up7RoBECdPbwP11CPP//GcWycdF1X3/d931dVVT/1Uz8V5SdYCW+++Wb/6NGjqloe56uz+zIXcJtVLuB2r1ygkcuWcxE4LxesovtyirK7PsvR4jrHBeoQ5X7VjffFb2ATXMB1qfueeuopu53rRbkAcioXaOqym+1ZuUAN/HW5QPtdbqNDThO+z7pcoHqS0x1W4QItG2/nemQuCA+cIbNAB0EQBEEQBEEQBFuBTIIVBMECvvGNb/S8Li2PMdKUJU25Atwsz9hetTxehffpbxzP43ucp1VTk7pueZ1Fvh4f59JoebIQeP+ddxnnINKhqXrsuWaPP8sITy3ObU0AdXp6Wjs7O3a2UtxTJ+KazWa1t7e3FKnv+35wRlCUWSc80fQw9pCPpbxpeiTO0Wu5ccGMVmoYfo+lPOvxnELOv1v31/OG2mMrPbPruoXrq1wsg6a28bVwDqdqcjlms1l997vfbZYjCFoAF+jMvOtygc642xoyo8fi+KlcwO/aJriA38GpXMCROeUCRE2VC/jam+ACTtdWLsDvTXEBb8P3GBfwOXwtxy2KTXGBZgShzFx3LVw0F7AMq3CBHhcuWERSoIMgmOPrX/96rxNdsbKjY76qFlNp8Z9T13hCK01nU6NXl0QCnHHA0JQkt8yCpjA5EuEJQVpgInV1oGlVUABg9EIm/GcD2KU/a2qZjqllGaB4saLCk8vokhiQGalu+h9piFq3LCfLPrRskUt5Qzn0GblnxnDpZKgD/m4dp88XCoi2I6ekYTsrLS1DQO/h0tXw3ylrnAqnx7jzNB1UUyR3d3fr2WefTfpbMArmAjZEpnKBpvczF3C7Vy7QccLrcIGbf0CPcVygs063MIUL2LBSLlCHKLiglf6sqdGb4AKd44HTnpkXpnKBGwOsyxZN5YLWRFcM17e7sb4t58Y6XIAyOC4Y4gH+HhrSgv1atnW5AO/YtnNBDOAgCOrNN9/sHz58OJ+J0ik8SgisnGuH7ZQY7MN/7sj52JYRw1BvrXr83XhlQCMDSowt5ccpO4B6+wE2Dtnjz4pQa2ITNi7xvxVJ5UgFe/5ZCcJvePdxzv7+vp0ABYqRkrsavICWR+veKT06xqul5Lh2BzhlR8dOtaIDClXq3XgvlpuPGTOC4RBRhYa/W4qNGz/Jz9wZBZAL2RyQ++DgoJ555pmtVnwCD8z9oFzABqVygSrn2k4dF7gIscsYar3PDI0C8zurPFbVXp7tKrhAo8H4r7zAXKDjY3XsNcuhDmjHBXwOcwF4oKqWuECdnMwFzgDWbAHlAt7HXNCKpnJZ3XNxhqEeuwkuUMfDFC5g3UVl07JM4QJ95lO4APJtOxfEAA6CLcarr746n+wKpNSa6RloRXPdEhasFFU9MY5byo5TQsa8/fhmGTmViv+7c1l2kJJOXMLyKVw5cc++7+fKC3u3MZlM1ZM0c4AVBz4Ox7pnATnUiVD1ZOIT/V1VC5Fe9vaz8qP1yooYe/zZWeKWt+BnwMpoa1IaTRlzRiOeF6etqYHvrunS0bC95cnnc1x749/uHL5H1WL2A0ehNEKG/6rcaLq9Kty4z9HR0YIB03Xd1is+wTJeffXV+WRXygWttt6K5o5xgTpCmQv0PWhF6hhqADv+WoULuD+ZygUavcN+7keUC9QgYS7QJYCuggt4ZQCtz6qyXKDOkilc0MrWAlw/6vpVTVveBBc4Y5bP5fpwdbQKF3C743Lqf+YCbZ9TuAD1vO1cEAM4CLYU3/jGN/qHDx9W1ROvtJKTepfVc1+1uLQRHzeU6szGM3fcOJ+/Fa1onHr81QjWaDGTJgDlh2VnWdgg4X38YVLk2T41BVqXEKpanOlZl3pwMyyzMQT5dA1l9vjzGo4oLys+VYup0SiPztAMxU2j1GhH7hyOXLgxYY6LWNZW1NRFbYaiRXov5y3Ht7Z/VWZgULry6PX4/FZEAtfV7fzOaFSs5fXnSB23L8jw/d///fWhrAsZ1BMu4P6IuUDfUTViAeYCVcincsHQO68Y4wI1epUD8Fu5YBWHaKs/Uoea4wI35MU5RLl/AQ9weXFfnSlb11BehQs0Nfq6cUHLOXpeLmgZydyGtC/n/8oFygO4Xuu+5+UC1pumcoEOT9pWLsgkWEGwhXj55Zf7o6OjpbQsdJTaebMnUhUbVXCqFg0yJmBWjoaWNxpTeIYUH3zrh6+hChBwcnJS+/v78zpwRrASk0YqVFbn4db9fA+sMampbnt7e3V8fGwN96rhScRUSQX0eUIG/FZFsqpKJ0gDoMzos2ilHCqcF57lcmVRj79O0sJg5UMjNHxvlnNnZ2defn7GKFPXnaUE7u3tzbdxRHo2W1wjlK/J52gkW+sA11GFjCfnYflcVAPXQ3v7zne+06yrYHvAXKAG8BQu0L59Chc4Jw7+8334WzGFC1p8oOfrNvRrq3BBywhj+aZyAXgAdcJcgD7uorlAnRFTucBFdrUdbYILtFzMBUM8gPtqWblP5+M4KqtcoA4I7teZQ1EvY1zA92o5aZULIIPjgpZxj//bzgVZBikIgiAIgiAIgiDYCiQFOgi2DC+99NJ8aQv11qqHt8pPXIX//M0TL02JDru0MmDI66/RXJYf0DQk533myJ/zhOuMzpBZPfzqcXUpb/CO65gvnfETx+JZ8CRTriwqN4/vwjb+z8/h6aefnl+Dx//ybzeRFb7dpCw8flwjApx+20p103QvjhThWE7Ha0WAp0QYWhF7/q9RItwHbYfTGNWrrjK4tDaNQnM6Js7lCBOfy+MntV1yW9QUVowDQ1Trox/96NalvgVnUC7g930qF7i+XYdhXDQXTImytsZmYtsULmBZdJuO08Q7xummygXcl7fSoJUL3HhTJzdzgY4DhvxVT3gA10D/zzzAdcllgtzMBdzfu9/471KLGWNcwG1GuYDrYl0uaGUMIHrLMjAXtGawHsok0+vhmzlEP5phwe2S78VcgOttOxckBToItgj37t3rQbw62ZUbW4rfrMCoElC1TL741gkZWGlvKTZVPoWzRUotY4rHvVT5lDPIiX0gUU1vgkKH66lxrEYLoAol6gJKmhrNLDuu7Qwpvi+gqcsoD/5jxk9eBoPP17UfnYKJcmjqPMuA8ij5at3wOS7dkcmd64HboH5riplrM3wtPVflduej7lgergNNqWNw6pqWg9uXGrKu3lhx4dQ37MM1uU50jdGTk5P64he/2FdVfexjH9sq5Wfb4bjAOdnOywXc7pQLVGlflwvGHGurcgH3m/wus5NXuUDfWb224wLeNpULXN81xgXaLzIXuKX/xriA28lULhh7RlqOMS5gh4N+a0r4FC7g+zEXuGeJ3+pwVV0C153KBa7fV0PWOWqr/JAYNZwhE56Z44Jt4oFEgINgS3Dnzp2eZ2vkGRuVVJVM2KM8NMNn1bDHnyeZGkJL4QEBtDz+Ov7LRTKcsQvCZ9l4khAcx5OK6Jgw3I+VAERX8Fu94C6yim+dGEsVNf7WyWQAXgdyb29vQbE5ODiYl4m9/aqs6DhfRCJ4plgtU6ucahzjfvgeUnpUQcF2jg47zz/kbsGNO8Q5rIToGC6+B3v/ca4a2jiO3xV1EvB/LYP+Z8VbDRJVmjR6w8vb4Jr7+/tbFwHYRty5c6evWpy5V5chAzSStAoXOD7Q8y6aC9Ro423qtGIuUAeiroF70VygfaqbxI5lxzf3l/xf6525gJc4Yi7Q/ov7esi6ChfouRfJBToGWI1vB22HuIfqFBfJBSznkNHL99N6YS5Q5wBk07bGXIB2sQ1cEAM4CG45oPBgohNNi2Sg03QTZbCCU7U8qYmmobp1H4c8+djvPP58vJILiJSvxWSrXnUmlN3d3SUljA1fyIFt+h/1wMTl1kPk3zgOcnJ5VNlxRAq53Iyf+htlZGVHlQMoPKwsKUm6VD2X4oz/rQlQNMLJ8nN963+OuHPUBce4etFnzt8MnO/k4nbFKW8sGztb9Fw+Zyhq4aIr2M/t20XLNJqmv7m9z2azOjw8nF+Pny2U/22KAGwb7ty50/OsvZvgAjVA8OF+psUhjHW4QPsaXEudd9oX8fcULuA+VrlAs2/ABdyHKxe4flV/639+X/Gtk4htggvAA3zPKVzQmhjRRYDHuMA5J3kIDP/HMdxHKhe4KK5e/6K5QJ0rel+WT5/1qlzgHK18XccFOHYbuCAGcBDcYrzwwgu9GmJqLFbVEmG4jtR5u9XYxW/2QjoSGzJIWhEB9uy7dQXVW83k7byoHNXlezsjF7JjG5/DnuKWx1+VHf7vFCGUyaXqsad3bAwwtvPSRuzxrzpThFiJQFl03DLvY8+/KptqAGObUypUYVEDmBXLIQPY1QE/c40aOTncb5UdsmjZGKxksFLDUSaWV89x14JizmXSetOUU2cA8xqkLu0VbWUbvP/bBnABO+i03+S2yVygRskULmAjrKWQV10sF+C4Vbmg5QDlelIu0P6To70sg/b9LCfv0zHAOrcA7rkuF7DcygUqyxQuGFoZANu0H2w5M7VPc9FSxwWcGYU60+e+CS5whi5fH9/MBZpVxuVrOUKVv5gLtOxcby0DWLnaOcO2gQsyC3QQBEEQBEEQBEGwFUgEOAhuIV555ZX+e9/7Xp2cnMw9tC79S72GzlOv44fU668p0HyMW49PPf5DHlg9R8fDsse/lQbtUq+q2qlWOoMplxO/ndcZUdNWFFjTx9j772YKdV5glxLM8mkEg2f8xG8e78vbcT2OlrB3n+vQjflqRTW4zvk++O0iokNrV+I8N3OsyzpgWYaiP0PtkL3i+NbZuzWq5bhVo8HuPXRRWfb2D6Xu8TYuE78DiMgg2sT9A2S77Z7/bYJyQas/5PaiXKAZQteNC/h9mcoFvH8qF2j/ylzgMmjOywWc3q1coHXFXOBSn3d2dhaiwFO5QCPrOt6X65a5oFUuwHHBWDYPYwoXtJ6nyuFSovVZuigw7oFrb4oL9L4uKrsKF7jIOrclxwX6XtxmLogBHAS3DPfv3+8fPXq0kPJc5YnHKSpKPDzBko4zrFo2CJ0S5MaYtTpvlYsJRDtoHaPU+q9EpwShaWw65pfLqeOsQFS4n44B5qWP1GAcUnb4WK4jl5bHz2hozJcqD1CAuL7deC6dkItT4bTO1aByDgfAtSc+prUfZcOxnFbmxuPhN56VMw713nwcrsuKCK7F18X1WNHWtGlcjxWYlixQfvhY/ubznOLG8uM4Vs55wh1WtHZ3d+fLo3zkIx+5lcrPNsBxQau9n5cL1GDkY3CNVbhADQ59lx0XuOWOWkvjtYxu7ledc3GMCzRtGFygRjCOGeICXSZoKhdon6iOilW4wMmHcvE+5QJnAKsRqFww9h/bpnIBc85ULnC2EPfrjgtYTuUCbWc4nutHuUANZ4AdPNqfOw4Z4wJtW8wFfC/U7dNPP30reSDLIAXBLcJLL73UP3r0aN6ptRQefFpjuwCdXMMpNnoe/jvvKv9GR+0MHz2ex0Cxol61qNg4Y58VEL4vlwHHQKnBrKjq8ccSGRqBhcfckdjOzs5cocE+noGbf+Naatxw3XCdO5JjeVUBcN5zJnlAZ/PUfagjHYPH8gOqzKgMrr3peahHhXr+uT3pfVqGuCoqAJTa2Wy2FMWCIoJlJzhiwkoGKxs4Fu2K9+H3wcHBQvtmpUXrQa/dcvJoe8fxiFRwPfG79ujRo6X6Dm4GXnrppb6qalUuUMeTe5eUC7Sv0e2b4gJW2qdygZa3NacCy396errAe8wFLN8muECNcuYC9/7qNadyAT8jXGcKF7i+X/9P5QL3bC+KC1x/x3Bc0Gqj6uhmLuB+WrmAnxl/lmOY7QAAIABJREFUeGIu5QJu68wFzG/KBfp+MBe02pLW87ZyQSLAQXALcO/evb7qbFY/pLM4T7saqUPGLn6rUqMKj0uHA9goxX818FrfrPBoGrdeUxUJPkbJxXmbNYKoys7OzlkaGbbp5CFVy57x4+PjhWWNWunCXBZeHkMNY1ZQdeZRfjb8HPb39xcmvnJRY8jT8vi3tqvCM7SUCqBtjBUCVeD4eN7mvP+qFOI5KqHztyoF2lbZOGBvP9+DlQeuB3yrQqkpzU4+PodTOnEMl0MVIK5XVpK4rFj2Bu2V5eU2zO3kN37jN26d9/+24t69e/3h4WFV1ca4wB3r+GAqF3BbVy5w/QCfuwoXaDSLucAZZCgPc4XO+F9VK3GBDiPRrAuAuUCXSWIuUP5yqefKBTwURrlA+1+XzqxcoNuZC7j+1bHL4DbGxhsf67gD21tG8Hm5QH+zcYtv5QLlMeYClxZ9Xi7g9juk17S4QbmAHS7KBfwcmQsg323ighjAQXDDoUtbuIhilScDVeo1EoD/bhyXLgmhBMfGqG7DtZWsOHqmhhc+TpHSNFxsG+rftJyuTDqDJgxKrrudnZ0F5UyNYPak8vaWsuPGTUFGPAtWdiA3K2eq+Ozt7S0oPgpnoHOdDqXDAWpAMpyS7bY7Jc85LLReWtECF+VwBjDL7xRC1DenQLMixO2MI8HcBjXaxbKwwqKRCFb0WYnid4V/8z6nSMJIwHNk5RbOJo6eoc395m/+5q1RfG4rwAX8fmqfq86+KVzA755ygZtFf4wLnJNM3+9VuMC9f+twgSvTGBdA7lW4QPt65gLs07Los+B7uzkgeBgMjpnKBeyMxf8xLnC8z3Bc4Pp756RwxzHW4QLtd8EF3JaVC/iZKxcwNzIX6H2YC9SYddyhXKCRZuUFvg9k4fsrF/CzZy5gh+ht4YIYwEFwg3H37t3+8PDQKjwtkkEH3tqvY776vl9Qdtw5/Js7axcRhGw4x3nPq9reZ74ej5Vy6W3O+GZD2xEmK0DO4w+FQokEZMIRCvaiuggxZNRJsFhRVCUAsrFMVU/GpWEfZMWnanHSE5B4a5wvK54sD3uJW9ElyIpvVXDdb3WG8HVa0Ro9vqUktSKj2IZvp1TxMa58rePVIeAMWL4WR6a4/bKiz+ersqNKjtvOCtvp6WkdHh4uTczDUQEAbf7Xfu3XboXicxvBXKDGiHsX8HsKF/ByMlO5wDly1uECNywD19P/bu4H5QI1tJkLeJ+bTGoVLmCZpnIBzme51+ECfo7KBdwntORTLtAIIrYPcYGL8mvbUy5wzk49Vo9TfuHz+DjlAm2vF8UF3P+7KDOfA7lcRhDOVyOe+3y9HrZz2ZQLNKp/m7nAP+EgCIIgCIIgCIIguGXIJFhBcENx9+7d/tGjR0szL8Lzpx5PjQDwZAl8rEamWstYqNfTRVv120W9FOpJ5t9jy1m4KLDeWyd84LRX9mzv7+8v/O/7fp46xufwvTnaph50Bry7OqkIpzSxzFXLS47wvThtV8f54tst1wG5ON2OZdnZWV7uR+Vy3m/1+Ff5FHts52/d3kp34/3s6ebrterPRYAVHLHS6CunQ2u0QZ+LprXhHI3Mcnvl7ez9Pz09XZiIi2VHm3BlcpPNzGazhXdaU+Y06t91XX3pS1/qb+uSGDcZq3BBK9Kr7w7O52/HBe79H+MCPWcKF2h00S2DtAoXcF+mXKDXARdwZHkqF2gfr5HGqlriAuUByFm1/C4zF+g4WR3ni/PX5QJN73W/eZve66K5gOuV78d1wOXWCDBD2w5zgaa9u/5cuUB5h7nAZSXxdscFru3rJIuMMS5QufF+sS50W7ggBnAQ3EDcuXOnR8oKd3SssCiZKBloOhH/b42jUUWFfzsydYafM46wj1OwuLNXg5ivr4YAtreMcE4r0hQjJiPM8snnnp6ezhUfvZdTdlhmBisQuo9Ts5zioI4NyO3SxnZ2lteu1LqCAqfOBU7l4+u1xpgzWkq2KnGaiqjXdO2Qj2mlOLvJtrQuHVzduDYGJYiVJ3UOYLtzKKkBzIoOv2NcP6qE8rH41rbkFDtsczNRVz1RcPi+moIaXA/cuXOnr6pSLtA2x++JSxdVY+SiuYD5yqV/VtUSFzhDGO9lyyHa4gA1RJQL9L0EF6hhzFygRssULtBZk53jYBUucE5H/l6FC7QeuY/D+atwAcupXKAGq9MPVuECrjs32damuED1BuYCfVZTuIDl4/5d64e5gOtsE1ygbRyy8Pt3W7ggBnAQ3CDwbM9QDFrG7pABzN9Vy7MvuuiaG9/DSpOSQdWyN5E7Z+3ccQ3+6HaVQ4013t5SzpyyA2LHpCIaBag6IwMsdcB1xuVT6HIIDs4AxjXVScHPVSPyqtwAKI/KqOv1uvtDIXITy+AYPt+1LY4AqPfZTcCj/1UpcoSvx/d9v1BmF4UYah/YxmNwtY7GFA1t+yyH/m4pfs55w0qQKux8HZZbMxyG5HHHojwnJyf1N3/zN/1tmgn0poJne1Yu0PdhyADm79as69oup3BBqw1zm9sUF7T6/iHjm7M5lAu4X7oqLlDDUp0Um+ICjvgOOTSYC9zzH+OCVj9T1TZuW7ygff5ULnB971C51dhtOVgcF7CTYSoXtJwZ7p54/spX7r1VLnDtTzlyG7ggBnAQ3CA8fPiwqpbJW6O7MOQUzjCuWuz8HDnwPRiqtGDblOgAtukkGkjvAXg7znUeSEfKjnxU6dLlgNizyh5vTjdi5YcNaC5Xq5zY5+Tl83Bf/j3VqaFRaqd48W+uTy7PkHGM/y0lZchwVZLGc3DXcf/VMeAUUG3HLYVHlU5VKFrHtRRdVc5bz1Pl0frSffpOAS4lmr/V8z/0LvNvVn7YQDk9Pa0vfelLfVXVTU+Bu8l4+PDhksKNZ6vvxlQucA6j83KBGge6ne/HfaRm/qjzbVNcwIaNcgHzK3MBG5zKBZBHucD1O5ot0jIoGVP6fmc8jnGB9imozxav6e+pXOD6QefkvSoucI5oF+3l386w1WP49xgXsHHrrrsqF7h+f4wLHOez0ey44KbyQAzgILgh+MpXvtK3OlL14GObdnBDUWDX6TpDQTtl1/m7SJMCnTQrOC41mD2vLmWMlYyW4uOUMFZ2uN5Y+eGxYVVPFB+nVOI+brZqh6F0N8B5tFvPrrVdvbqsfMH7z/dVRdGN91KiVnn5efPYJ2xvpVWy15zld0oR38spN055AFw7UaWGFeNWFLjlSXeKBW9vRXwd+Nlwm4SMkI/bLpRylEEjAVzWsegEK02YJRTLrgVXA3CBM5K0jWyCC7SdXyQX4NrOCarHqjyb4gKUX7mArzmVC8Z4QGV1MlZN44Kxb8cF+K9coP2bcgfLy/dQebXPX4UL+P5XxQWa2TaVC1qOAd3unk0Lq3IB6y/MBa58KIN7px033wYuiAEcBDcAX/3qV3vunPAbxK2ppK1OtRWV422uc9dj8Lu1j+HIp+/7OeGqUTs00ZVLQVKS4u1OGQJRgijU6HUeViYNp0CxsqMKRsuLzueqAsekyc9IyVTXq4Sx6chX672qmuO9uN64fiBb61kPpTSrAsfbtZ0OjfcaMh5bzhstF8qm+/U+UMidN73VJloKuD4H5+hwii87Jhh47/kZu8iEKpJ4plXLE6IMKevcNvGOfuELX+h//dd//UZ6/28qmAv4OTMXtIzZi+ACd+xFcIFzUOm74QwWbNf3ksuvXKCRy9a7rffANuYCnLMKF7T68PNygRqpU7jA9ZeoH9VDHFbhAm2jzjjWa7n2OsXgbZWtdTzu47iAn/kQR7rUaJzvnJCrcAHXlXKB45iL4IIvfOELfVXVTeOC5TyWIAiCIAiCIAiCILiFSAQ4CK45vva1r/WaNgS0PP7OE+pSTfk6/HvM+6fntaJwDrzQOntGdawXp9rwdpc67DyjzrOK83V8Yyv1FkAd9/3ZjImuvuC5hrwnJydLnnIti4s0tzz+mvKmz5bP4+WPGLPZk+UOTk5ObLq2RqQV+nzVE68RJf3PsrOne8ij79qri0K0Itn4r/sV6t3XDANA009b6ewqs4ssDMnD2zWrQaMm6v3nZZE4NRrP1z1jjsDwO8HvzMnJycJyKF/+8pf7j3zkIzfK839TsQku0PfMvXf8/7xcMMYDVZ4LWqnNreExKsdULuB3Ase4KJlL13VcoP0R+nseU8v73ZJVLKNGbYe+9dkqFygPoPx7e3tz+ZQLmAe0PllmxhAXOF1Eo8Hajzm9YgoXjEV8V+EC7X/Hxva2+lX9vSkucHWOOuShW8wFPOnpVC5w54ML8G7eNC6IARwE1xjPPfdcX1ULZIb/ff9k7FLLeJhCIIxWyo3DkMLTSkFCR+tS3jhlx431dcTD11bCZllcShKPj3FlcOfwcgFsbHC6rMqN56BpUBjz7JROfqb8zSnDqtxyG1Flj/+7dR67bnHZjladtmTlfdoeXQrmlBRNPa7VplThGVNsxhQ7rTNWJvS81vVZQcH1eCkVp1w5pW8oNY+XqGDnSFUt3IedHpxe6ZTiIaD8rFgdHx8P9ifB5uC4gA2eqVzgDBGHsfdI76H3c/txLW7XygUtByhwGVzgZB7jAk6tnsoFzCHKBa4/dU5Q5gLtX3VIjNbRGBe0HKPOucEGE29zztzryAVDfTlfYyoXMI84B7njAnV6qLPGlZnHZSsXaMo72q0OuVqXC9CObhoXxAAOgmuK5557bu7tr/Jk4ohPjZ8hZUThvKd6Lf3dIsOqZa8pOkp0oDpOhZUA5/F3sxNDsXAk4cAefzfGCNdmr2lV1f7+/hJBAUxG6tmdzZbXzVNSVQ+2u0dLCUKZOErtCA0ysPeWlR1sxzOYOuGJKtQtRVuVc2xn5X3s+g6tKApDlbchhb4Fp+S0Igf8m+vDRRGqFtudu4ZzQjgFi4/RrAA+B1DjQs/nMnRdt2BIY9/x8XF98Ytf7D/2sY/dGM//TQIMX8cFLtqrzw7H87f+dpjKBY4b3PHc9tnwuiou4D5S+0ytv4viAtefOCPdGYn4zVzAmT9TuYAj1Lzd1b86B1We83KBc+Ro36XXcVADvWWUXgYXtJ5tSzeqWm537rdygfKzcg6u23KyAmNcwH2JcgH23TQuiAEcBNcMzz//fF+12Lnx+rTYp8e0to+RxhjUIGt5ct19lPBZ2VGlB527EocqEq1jVAYmGpZZ/6uCoJOJaF04Q46VFlYaWsoOl4lJWOta13d0zwD/oTy0liyAsqMKJK/zq3XEz4blG/LQ6z4lXa2/87TZltLSUmy4HKxksgwtpYajO6q88DmqdLky9H2/sIZoS1FTBZ7l5bbOcnO7dnWO63LkYVXPv8qH9Lfj4+P62te+1v/yL//yjVB8bgqef/75Xp8hc4H2dy1D97pxAacwKxegnTuDuGrZ4D0vFzgD9iK4gIfEAPoua3/t+s8pXKCGpJsUUbmA+37lAq4j7kNb7Uvl4X2tPn+IC6a0V8cFLaeocsK6XKC84jidy6XXUy4YK4tem50UjgtadcsZCJvgAh4Sc5O4IAZwEFwjvPjii/MeUKO8TuGpGiekIYV8DOz9c6TkotPo2NUzWOWXs9DxXJqShGNc2puWTQ2VFvHoPucx5TJpNExxcnIyT31reYLV0AURueensuCbSU0VIp0FsgVN1QNaHmBH5EMOmJZThjFkPLcw5mHnbU7haSlCLcXDGdDOAAZU6WIDl4/B/VipxHZWSPS6Q0a/k6f1vqpsnIbplHonq3r/b/pyGNcR4AIX5V2HC87LA7j/VC5gJV25wPX5Y/08tz89xvVR+v5puVsGSuudUYNiE1ygRoluU/k04rsJLsAxq3BBi6+GuKDV7i6CC1rOT75ny7k79drOAAbOywWsv1wkF3AdKxewDKrX4RjlApbrJnHBzUrYDoIgCIIgCIIgCIJzIhHgILgmuHfvXq9eW57YhD166ol30P2awjQlGoD9PPmW8+iqfLiPW9NXP3y8Rgb0dys1ScuiaT1crxrl5fKhvlzdIe1wzHPsZtPEdheN0fKoF509r27sL/5zeTmdScdfq7xTx00Nyajg+ta6HBrP5q4zFtXVFLFWxoNGBVrlbUGfVSsCMPZeDaWWq/deMwb6vl9I8eRxn3wd1An6D5WH2wfaq0aRAK0fTQtFCtzx8XF99atf7X/lV37l2qe+XXdM5YLWO6bg/e49GGuzvE+5wEXwxriglQKN/djnvvmaY1zA75FygYvyonz8Prm6c1ygfXtVLa2xvgoXaL1ytBAy8LebFA3bAccFLsLoeMnJpNuGuED7MlcGYAoXOJ5ahwum8gCuN8YFrXszhlLL+ToumgsuUH1GswqAqVwwlQeqnnABZxHdJC6IARwE1wSYJVZTiqAccMeFVJehcR7oJF3H1ersVZFmglIlS9NqcE2ezRPpb0NjvoZSm902l/LmyJAVhpayo0omG7qMoUlPVGng+tE0OC1XS/F0xq77jevpeC9NY0KqkkvL47SnKdDnr9v1t0tpcwqPkr9LhWewcuCM2TGlvqVsthQ/N64Mdefao75/aqzgfWc4Z8RQPXA6O+9rpUryew3ZtP3jw0Y0y83329/fr6Ojo+r7s8mwDg8P56m7zzzzzLVWfq4zmAtUoWUu4LbhnjN+r8sFrt/R/l+5QCeuYi5wfDDGBeoIxbYhLlBDlvsZrSt+F9TQBfb395f2q7x8P66Ty+ACNnqZC7QNXSQXOMNd5Z3KBfrsp3KB238RXKBth9sj7+P3z6XRj3HBlHpwXOCcJU4fmsIFOmkcP1e8F44LrjMPxAAOgmuAO3fu9CAR7sBY4dGOvTW+x3mWqxbHnOj1nMKk11MPosrJnTTLrUoNj1PBNoab7MRtw38uw5BB5ohtbHZPF4FRIt3Z2Zmvh4exX1wuKBqqDEEup4TwhyMuKpebudQRade1l7xwdasKiFMenBLYUoS4zajh7q7PioEa9a5sLUVlXUCp0efuZGkpt64eoFC4etZomCr72gew0qrvpMrDSr96+k9PT633v2Ug4TpsIJ+entajR4+axwfjUC7QfnVdLnAOO3Xe8fljXKBKsxqzjgv4exNcoAbBulzgDN0xLsB+5QIuk3IBOwlaz1S5QA3fi+QCV08XwQUse+ue15ELWs6C83KBHsv6El9rKhe0nEf6nLjfRxtQLhjjgaq6cVwQAzgIrhgvvfRSX7XYeVQtp0+xguIMW93uOmnt/ByUuFopV7gePkhxA+m7ia9U2VHlgDFkZCgZtxQ4LQ/AnbtTZKDYawTcead50pMhZYeJjInKyYfyuGi1Gsa4Hsvp6lGXtsDzguxTlJ2h/07ZYdnUkNffzpuN7ero4IiJRl6mKDurKES4B9dty3BlaHvkds/pk66c2MdtSOWGksHvNL8frp41GtTy6vO1Tk5O5vJyRADX5cjH8fHx/JrPP/98/+EPf/jaev+vG8ADVYtc4NZkxbPS9qhGwKa4gI0W943rMRewI1C5wCn07DBUjHGB9kMXxQUaXeN+QPtTLY/jAn4vW/IpF6hR7pyk+D2FC3h2auWCMeNN5Rw6Th0IvE3bYcshwm2M27Rz7rTkbMk9BcoFLc4c4gLluSlcoG2I5Vau4DbqHBOqe+Bb9U8tGy+RpVzAz1G5AKuaXEcuiAEcBFeE+/fvz3s9dKiaHlY1TDxDnXfLWGx58jQljH+rIgQgta1qOfW5qpaWvcBvLaPu4/u4JXr0d4uwWWHQtGbsZ0N3SNkYWiaADQIeX6WGLzsCWjK3jNkh5ZP/c92xQqzpU7zkhZ7D8jhl0rU7Jl9uK+zhV0Va25prD9qOnaHoHECbgipbuJ8qtKrMssxV/nm1FB/3DJxSpfdj5QcKkSpCrLyx4tN1XTMKPARWCKH4VNWNmQn0OmCIC7QtuN/uP6NlLE7lAr3vFC5QA3BdLnCGsfYNLOs6XKBOR+YFd77KXfWEC7gOlQuGHGotY9Y5tsa4QPst5gJe/92dw3U0hQtUzlbdMxe4a45xgeMDltPJti6UC5R3mAta/bVzOq3DBWpQu2sqF6iOwe2f37dNcMF15oEYwEFwBfj617/ea6rKbDZbWKcVABm6jlAxxQAY8+S6Y7gzdR2uLqHglJ0qrwTpWDHdpvucnOqR147dncNpbGroKlkpoTIZ47jj4+OFsTyq4Ax501VGTX9z26uepOrpfndfVwZgSIFstRdVjtW4bSllmn6lsrRkU8eHc4S4KO0UtAxodVQ45Rrb9X10nvqWTHyN1vIpzuDV/VxXrIhoBgZnNLBS78rR9/08y4H7qqqz+tYlkbDv5OSknnvuuf6XfumXrp3n/zoBXMDv7lQuaDk1p74DF8kFQ4avrg0PnJcL9J0FF3Cdaj/Lv5UL+J1wfQufP8YF6ngcMtAuigu0nfD9W4aac5Q4h4hu531TuaDlgG3JNsYFLd6eglW4wL13Y1wwJJO2kXW5QNsu+hbHE5pNoOXAb8cFqG/HBXjXryMXDOe/BEEQBEEQBEEQBMEtQSLAQXAFwNiPqrMlCTjdbchDqFE2YKqn03lcdb+myDivdNWip58n1dCUtineft7fSqly0Miv81TDW8l1p2O5dPwLjtexSuwF1uglxk9plIC9pK10RmDKRCZuu0YHANRny6ve8vZrZJwxFBF2EQKNxmg52bPM2zRqqeVyMqkHfeh9aL1frWi4i8zomEu+hkadxrz/nKbG93XjvxQaLdAogOs3tL2iDc1ms6XUt647mzinNUnW6enp0jt0dHRUu7u7defOnf4Xf/EXr5Xn/zoBXKDjZHlso4O+U8BYuwdW4QI3tAHQ7B8uB5exykeD9Rp8jotCOmi/jW0ueq39keMCjeiCC7i+lQs0/XQdLtAU66lc0DqOMwamcoGWbyoXjGUGrcIFGumcygWu3i+bC/h45oKWrsJQLsCxq3KB4wPXb3B75Ta0CS5ACvR15IIYwEFwyXjllVf63d3dBWWA0924Y2RydusOujQdoJWu5MCKgyrtSgScmsYKOhswuq+V/qb78L9Fcq3UK+648V/T2pTMNU2K68EZ1q00ra7rFp6fEhyIZIi0nDHrUt5wvpv0RAkX27RdtepPtw2B24jK0DK2uAwqCyZeUecJ15tLh1MFAe8Mnr8bHzsVet0hhXBK3fLza53n3heVoTUUgOtIj0XZdSwYl0ONZVZiWHHn9oU2CmVIDfbrPgbsqsFcwEYiv7P6PjEXtNqntqupXKBGsSrtjgv4eV8VFygHat/uuMBxB7drLq/2W44LsE25QPllKhdo6nMrbXgKF+D/KlwwhQdw3EVxgRrrU7mA77suF7h6cW2IZRm6RsvxdBFcwPdVRz22a92pjllVS7qncgE/U+UCnHcduSAGcBBcIl577bW+6owk0RlgwpChjnPsu3Xe0DbuwPm/zooJoLNTjz+Iijts/agnF+fy9XUJBlcfClVeePwKk2DLc96a9AQdfosondNhZ2dnQaHrusWlG9TAc89IlR69F+RV2VTxcMSos0APGb0tJUiNQJVdlTLe3hpbNJYpwCTN5WNlSBVS9sjzPVuyO+VWDYrW++LKxMfxs0G0T++vET9+X/Q9cP/VUEH74HFaKgv+a1RBI2QYW9h1Z55/HWuoZeP/p6endXR0dO3Xg7wKKBdw/zmVC1pGoDtv6LgxLnD9wBgXcF+nXOAiwLgHX3MqF6jhCi7QOpvKBXy9qVyghi76My6XckHLsdvK7hnjApVxChe0nCVaJrfd9adjBvoqXNAydNWon8oFrm8f44IWL1wEFzjHL78vY1zwr/7jf60//d0fmMujjko2XhWataBcwP3+KlzAAZPrxgUxgIPgEtH3ZxPK4FNVS0SoRNNaI29M4Wl9OzJVpdcp6FVnnZhOVMLGLx+rio+eU7UcAeByD23XaC+ntnE9oNPXso5NetKKILBCxrNmOkVmiETZe+rI1Clc7M3mbUN1x4bj0Hq/q27nunaRhyqfzu3aFS8fwqlvcCDgPKfIqTKkilArg6JlBGh53f30v75f2t5cm21BFR2+n5sNvdUHYD/aKSuLrNSz3C7qiP08uQk/C1xPPf/4Rt9weHg4WvZtg3KBZj9cFBcMGSv8f10ucH3+deIC7vOVCzj7oeVgVS7Q98j1J8oFfG3lAnVmAU4erQetI/2eygXO8aHbN8EF2gbABXy/VbhAnaX8/CHPRXOBu/6QI0XB/bHeyzmJuq6rP/md758bwSobt1N2iGpdqPNZ26PjAr6ecgE7c68bF8QADoJLwuuvv95jjBTG/VYNz2jJhMhEM0Xhccfqfu6MWREAuPOqqgUPIbyU7PkHeE1gPn/Io99SFBxJs/LDygv2u7SwVnRYr+f+Y1uLKFgul2rUMpJaTgknN5PV7u6uVSqcN5/L4oymlje/FZ3Qe/J/9hrrcfhWBVgj55BJ256Cvf1c563fmJVV24piyInhlDandLnvKj/eDdfSeuF6aCnT3L70nedztR3zs+W2g3bNzxD/odQMef5VWYORdHx8XM8991xfVXXdZgK9CjguaKUz8m/lgilteBNcoG216gkXcFudygXqpGO0+jC3Hcdz/8nvastAbEWH9Xosz3m5AOc5LuBrOJ53cquzlrnAya0y4bgxLnB93RQuUCeK4zTlAu6ndS4I/p7KBXp9cAE/i4vmgta7BjgucDohvy+OC/CfnRr/8j/81+q6qn/7L/7b+bapXKDtGvXEdbkJLrgOPLDaoKggCIIgCIIgCIIguKFIBDgILgEPHjzoZ7NZHR4ezj1hrcgvvGZ7e3tL3lP2rjpvIx/f8kJyilcrUgDAQwjvftWip9GltmlKtKZuaoqNwm1z5eDjdZv+b3nV+76vvb09G/l16wFzeXTbycnJkseYr8v14KIXKptuxzNjb7/zXGt0hScAadXtkGdZz9NMhFa0VyMarUhmK/I5JI9GSKd4/IeiQ/qstG6G6s2do8fp8TzGi8vUigKBtbf+AAAgAElEQVSyp97VgYLlYq++plwyOC1f+xSuM4224MP9CpcRae7XbQKUq8CDBw/6qrO6mcoFOg7XvWPKBfpOOo7AvilcoO2WuYD3OT64Si5w/eMULtD+rjUOeAoXuHdPo8HY7qKk+pvfsalcgO9VuKDVp52XC5zuotdrRT5X5QK+DnOBZsxcJBe45+GyKtblAn2H/vf/5b+pP/yr71XfL6czo223shlQX7xd+xTHBaz7KRfw87luXBADOAguEFB4Tk5O6uHDh3VycrKk8GgH49JhNZ0I+4cUHne8Xh/bdNmFVkqOTm6iE1/pObrNGQyt3yq3gyovzvB1BiUMQzbOcExrfJCTjcvWMnyGruUcG7qdr+MmFFEwITGGjCDXTsYUIWCKAc/XdApPS16nPM9mM2uI4T5d182XYmAFlVO6+Bw10PU58TW5PHx/VpqHFCC+LteFpoW2lFRWlFQJckqmXgNKiBq7WocKThnc39+fL3Xj0t9wPbyPGMuH1MavfOUr/a/+6q9eefrbZePBgwc96sBxAbcb7fuBTXCBM1JwnvIA5HIKt6Y7u0kQ+Rx+16f0/9r2p/AAzluXCzTNWO/vuMClQbfOc8af6/PddjZmef95uaDVb7l+cKxvOy8XtAw6vr+bcK2qLBdwGZgLuK6UC5yBPsYF7p7ct2qZHbgfdv2+vi8qj3OM/tE/f9o+W/12XNBqx4DjgqE0aHbgMRd85Stf6auqrpILYgAHwQUCncmjR4/q8PBwbjS2jA9da5CJWMnFERWUo5a3zxlYCu2IeZZqN1Nva9yK297y9k5Bi5hZseE6bXntcbwqOyqf3ouh5XAKj4tmurKosqPPxkV+W7K1jHRnDClUKeM6bcmvbbW1naEZAq4djClEbjIPyMrefi6TKkLsoeZ6b9WLcwY4J4FGkBzYs87lbD0n7NNz9Hg2+Lltt54lv+u67BGXm6MobChx3eHDs8jDuICxV3W2PvB1Ww/yMjCbzerRo0dVVZYL9B1bhwtUGV+XC7h9KRe4d3WMC1z7XgVaTu6zXFt3XOAMSxf503sqhhxIaqDoc9bf/Exaz37K5IKtMvD2MS5wxvkULhhy5irGuGDsf5XnAjXwdMZrxwV8/ia4YKgtMS6SC1gGfg4tpw6cy042fp7KBVp3U7gAUeCr5IIYwEFwQXjw4EGPGe+g8LAyoATBERxs5w+fA7hr4L9TeNTj7zrQlqfVKTc6EQqfP+TZb5GC84y3PNtcDmfIOqMY30xSs9lsyYM5pFhMBdevIytn0PO9QRi6XX/zNR2YmFse7dazUvmUBIfkUhm5nbQU3iGFx+3Dc9ZURPbo838XAXZRL5SV245TeHi/PuuWgsIyOaV5SPnhe7pjWu11yMBoRU5aMrABXOWjO7geG9X87GEIbgvABeADxwWtvpq/p3KBOtW4P3ScMcYFOpnhFC5wM9W631O5oNW2WfaWIeu4wBnPF8EFzlhvlU2fG8Bc0IqyMlbhAq2TIQO5Jed14wLX9/N5jguGeAAy478+N8cFerzTbVhGdaRzudw52N56t87LBcpJynV6/BgXOAcr931XyQUxgIPgAvDaa6/1fd/PFZ7j4+Ol1GfuoNirz4Sr24c8xu667veQt1g9/vjtZvBURaeVDq1K+5CBNaTsqNELOIORSZnXS9RrjXlnFawYtkgJYCLpuuUUWldOftatmayhBA8pZKpsOdJzSqDKNKQEDXnKVb5VFZ4hZccZkkq2eP5qsPOzUO/0UNnVu6+KpDOOHfRd0OgQZOR3DLKr198ZwrxvzGEyVE41htWBoEoSogBq9LYcLMfHx/XCCy/0zz777K2PAjMXIHV8FS7gOt4EF7T4oWq5LaDdceRWucA5P1uOU1XaL5oLnLPrsrlAnzNzQetZ6Lu7LhdwXWp/6gx0lYe3u3MviguGjOCWIall5L6f28NULnBOSDUKHReMtatVuEB5jbnAGcC6bxNcwByrXKD9F3PBmIPlKrkgBnAQXAC6rltSeLgjGCI47oxBHqsoPEpcQwqEGmxq8DKZuG82dvk6+HZeyiEMGeduvxKOGn6QQ+sc57S8vkPytYwl3N9F9YYUvZZHX7ePTXiC644pCa3zGFrGoTblyHXI469Qhwlvb5VDFQDer8YurqXRYTUyuc204OoFxqYzRPXcMeeCe180ldsZviwLX0vboipt7p1xihXqiY1hXGNvb69OTk6WImcclWFFCBM/bUsUmLlAs2O4X8L3Klyg3xqt3BQXqINJOUB/8zH4vS4XDPWhznhzffVVcMFQOXTflAiqRtymcMEqxn2rj7oNXKCRau77ed9ULtA2yFww5kjYFBc4A3iMCxx3uHdmKhdAJscF3AaZC9hZdlVc0HYFBEEQBEEQBEEQBMEtQiLAQbBhvP766/3R0dF8mQuGi9xq2ivv77rFNGjn8R/zlE/1OLqILk904saB4TdPjoXrtzyIU1KrGEPjt/DfeW37fnEMraYkO3C9tjzXLmLCqUoqA6chsed1yFvOE18NjbFRL696dvW3Kyt+a6qe84K7cYQtmTSixJj6n8vkjnGefU53dCnRe3t79tm10IpWaBR47P3Ctbh+huqIt7G3n9sfp8lpu+b7qPcfH011dvK7KBaPucYH0QC0V45eumuenp7W888/33/4wx++tWnQq3CBywriaKXjAo2+TeGCKf2vcoFOfjg0+/9FcYGL2q7DBa2Ipm67SC7g/637XTQXuIiuyxxpRXovkgs08juVC1zqu25XLnDPUnFVXODqQd+nqVzwe3/+j/Wnv/sDS9fSrCk912W2VS1OtuW4QHlA6+QquSAGcBBsGH3f19HRUZ2cnCwZFQArivpfO5NVFJ7zyFq1PNZ3aNITnKPHaGfO/4cIwe1z5WqNbeP/Q+TF53DdK1EjfQdjWFr3GPvvtjulq5UO79qDHq/l67rFscZDda37h5wCrXbnngPqE3JoaqEaAlCYVXF2qXD6v5Vi6BQh/c3X4RTdVh3wtyq/Y0a0yt9Kk+P3y5WnqpbGD7YUXDWW8c3Kjs74yc9Pz1HHHdcNDI8xZYjvNZvd/smwNsEFWp84/yK4gPtyN563apkL3Cy+rv3g903gApy7Che4vlQNG+0zWg5GbROuPWg9aPmYC6YYvhfNBS7FfB0uaBnBWibmglYK9Hm5oOUoOC8XsPxTuaD1Pjku+Nf/6eHCPscFv/Mn/zAv01/+wQ8O6nNTuIDb9HXjghjAQbBBvP766z28/Up+VYsdBIBOAts5CsgdDZMP/qux1fJQ8v2ZtFlhcUYu/x8ioSneZyeLHqPRXj5uyv+xY6fcX8e1AEPKjnveThbezySgY/3cMS1lR+VrKTuOTFvHs/zu+XA0e0wu1E1ruYuh9tRq16x46D48Q40At8rK75UqIXpcSyl3xqarc46SqffeoVUf+N3y+qNeeB9fUxV9rQdXPpZVIyys1LTKwmXAEiSqAN8mrMoF/M1cgHp1XMAGsSq1Y3BcoO1xHS5ofbdk0WNc5k/rPPd/HS5QA2kKF+CYoWUO+X5jXKD9amsWaIdVuKD1W8/h/aq/TOECNsancoGTbR0ucFkEWsZVuMDtd0bwVC4Y4wGW23GkcgHkw74/+udP1x/9n48WrrvMBU/K9Nt//PdVVfUXv//PFu6vXMDyTeUCXOMquSBjgINggzg5ObEzPgPsaVMFRz1jOFYVIiVkEIV66vg6rqNm+XgJC0dC+D4+Pp7fQ5Uhd2/cf2ibRrqxTeVWBV0VwPMqQ/ybnQ7Og8qeWv2wzFo+Vl7VK+o8/fg9puywlx1yunN4/xQHhTpbNPrE2x34PsfHx3OPPt4NXJ+VxZbyw8o2t0+nMPB+fS9UQXfXc3WkSq5rk632xG1maPZcV28sD6+/CplbRrFe29WBHusMGpWFj2WFhWVx2QzcfrANn67r6otf/OK0cMkNw6pcwCmuavi2uEDb3hQucOCIkuMCbnPKBbqvatyQam0b4gI9h7lgKDqu95iyj9snl4f7/6lcwJjKBRotncoF2m9M4QLdrtd0XKD1NYULjo+Pm1zA7U4dLOfhAt1/UVwwVFeOF9CXr8oFvE25oMXnTp/D/t/783+s3/vzf1y612w2q7/4/X9af/H7/7S4OYxxAde7cgH3+y0euCouSAQ4CDaEN954o8ci386b1Upnw38mE/5uEaoSBWOKAtJSiPV6eo+W13+K8avKjsrqlJEh0mlhSFlQL6kej32tc/k497vlSeZyaGS3FfUdiwArMTtPc+uc1n/3jLRMup2vpWn0AN6NrusG2xfQItaW3JBHPf0OrBwOndOqT/V6D+3ndtCKXuj7M2UN1ZZRxcci+sEytN5VXQ4E5/zOn/xD/cd/9T/Ot6lCqGXla8xmZ+uq8rumCtuUaOVNwhtvvNFXPWnv63KBGhy3gQucYaiytpyfq3DBGA/gehfJBXocc4EaupoBxhiLALOsm+CC1jNyDl53/FVyAWRZhQvGznH1qZkwDto/uvdKy7UKF7Tu3eICxu/9+Xeq67r6s//tv1+631/+wT+rruvqt//47+tf/Nv/Z84BfH12ArmyDnGBlvUquKAbe0GCIBjG66+/Pld4Hj58WEdHR0ueN1ZadDIL/r+3t7eUDqspcFVthccpB+qRZE8kX8ORlUYDlIjYA+k6L5CJ7msZtbPZ8jgeByVd9ZzrkkFa36hjfGOsl25XxQzea64HjO/TOlCCH1IoeNkAbD84OFjY7uqlZVCpUuGI1T2TITn5t0an+Jqa3st1hntiG47RtTRdRGmIq1rKciuivre3txRtc1EMbvuqfKgh5+TX94UnlXPeev2N/26tUVZyXbTBZYxwOTXKhfdiZ2enfvuP/54iAChj1X/4l//Dggy4Du6viiQiPlz2k5OTBeOQy/qxj31smofrmuL111/vUU7HBWpEcN+v31O4QJVgF4FtvRuOCzgS7L4dF7go22VzAR83NGkUc4FO1sZcwPXOXMD1qlyg77bW5apcwH0Rc0GrTs7LBS1HmruPOuerpnMBj+tVLlCDT2W7DC5gbpvKBa7/H+MC5cChZzKFC5wT3DmsmQv+zX8+RA1V150d9+8+9U8W3g9wgZNRy8h1p1wA+ZULmA+UCy6LB5ICHQRBEARBEARBEGwFkgIdBGsCXrajo6OlWRfV266pb/jmfThXxzXxdVvfAKeluNSkquGJFVqRXt6nKUEuJUy9qFo+lZ0nLuLrttLeWt5wFxVbB62UUSefe/aAqw/d1hoHBmhbGJJzyFON/63rcWRFv5E2VuUjCJr+xpEmRiu1reUBZ5lRFq0/1w55Zk9tt5omzOe2zmFvO9ch1w2X29XTUN0PRWfce+vKPlQfXD7e/zt/8g/1V3/4Pz0+D8d1hSiwys2RTdQxtxW8z7wdx3Gq4W3JROu6ro6OjqqqLBdw3bTSoJUL3JAYXNdFgtbhAne9MS5wbXiMC/S5T+ECvY/LclK4ul8HrXbq6sH1DatwQWsoDGMqF7TayXm5wPV3VcNcoHypmWYMl1Hl/vP1pnAB6tH167i2coG+V47jHRdw22YuaNWRckyr3FpPKqcr+9A24FP/7ttVVfNUZ43wtvRFjvLiWOYC7veZC/hZXBUXJAU6CNbAG2+80UPhefjw4TydwxEIT2LCKZhVy2nQ2Fa1nBbGv106ikt/YTlwvKYacSqXGiCcItfqCFud9yppby3SdqTiyuhSoFWx4LpvpT7jW2VzS4Podj6+RcyQEc+DU50PDg7q5OSkDg4OrNLI9aDPAp8p7cQRO+7TakOt/1x2Ht+F+7s0aD1P25Yq3i49Eu3IzZSr3zAsoOBoG+AUU63PlkHqDAdOfdR3SduNnqf3cemlLJ8q1M7A0jGl//o/Paw//d0fWEoJ/fS///+q63ZKdaQn7aSqqq9//+knadDq2HOOBNSDpkBjEhxur33f10c/+tEbmQYNLnj48GypEccFmmY5hQvc8jtVF8MFmrbLwztwn+vIBc6wdCnQzAXKs8wFLgV6jAvUYaAOkFW54ODgoKpqiQtcam7V+bnA1TOnsAKOH1gebNPhQToU6DK4wMnnnEzMBToMSY3lVblA5dd3aRUuaD1Dvp/jAn5mPgXaD4s4+71Tf/WHPzi/h8rKMjjeGeMC5gPlAlz3orkgEeAgWBPHx8dVtRhRQYevna8jFu6YdbZH7tiVqJzCo1AC02top+08kdwBt+6l9+HIEGNsaRr2JHOnqoZv675cNhdBdxgyKtwxej+nnPG1hrz+6vQAKUD5GYtsqFwtxbOl7Lh65e0gsdZzH1IImOjZA9513YKig2P4HDX8+By+vkYeWGnRqEkrCoT3VPc5j/5QlIfryC3z4eqH3ytcm8fK4RiOHrj3xkWbsF+Vnaqufu/P/7G6rqv/43/97+j4qq7rq0rrCBHgRePXgeVT41j7QrSt1iQvNxGYGblq8f1HvTiHTMtpM4ULWsq5gxrDjgtcX3heLmAHGJcLZXP7hrig5QTle+l/PnYVLnBGxViZdZ/rK6ZyAfcBF80F+s3Pgq8xlQtWyQjC+++M3ZbxPoUL1JE5hQu4LTq9wnFBqw8e4oJW/fD7p1zAvKhc4NrdGBc82ed0HVynr9/+47+vv/yDH1yqh9/90/93Mhe0nLLc3ykXXBYPJAIcBGvg5Zdf7g8PzzoVePi4I1WFx016wp7o1nqwLiLE34yWQsWAnOqt5XJUnXVEOslTi1idDCAj5/XHtilef3dtV9ZWJMVNgMFeXo0E64ybbMyhXK0IMBNFy6DGvZAqxN7n/f39ObG1iBjfzgutSg4/5zElGfdRZRHfkNdFo/GtHl48ayVzHKuy47fK23JCqLxutlR+1qh3lyXQKpczMFRGVdbgGOPJTqr8JC+u7Lj26elp7ezs2MwSlFnLiP9/8n+dzI3es2MX643Pf7LtbGKUJ7fqH/8+26CKjzNu8ZvrQyPAbvIT1MNHPvKRGxcFBhfw81Yu0HbK/RP3/fxf+2+uK21zik1xAb/b15ELnGE5xgX6/jMX6LPAcc6wQf0pR+gQiFW5gDNT+FxXR2NcwH3LVC7gfpXvy32s4wLt3/HhdqBcwDzAsruoNp+n8qpTSblA2wZzgfZhzimzCS5QY5+fTSuKzG3rvFyA5/Zv/vNRcTNULlhsZ8wFqPsnv6dwgeu/XEYQcwGX+yK5IBHgIDgnsOyRdn7oRNR4YULRjoE7LFaStJMdUwqcUqteRUcirJzzOUPefj6OlQPe7sqk0TomBOfFZUIZ8t6vginRgFXglBP+vbt7ttg7kxLPssgKF5/vFNYpRqy2E9R7q/0MGbUsM7cTVRBYsVFZhtLZWoaf/m9B2xQfq2Xa29tbup+mi/F1nUefr80eeb5uyzBoRckZ7nydWZtldNf708/OquqU9uN5Lhq3auieKTx9nY379TLyf41G8H5V2ltt3CmYNw3MBVr+lrNhKhe4iO0YF7h+aCgy5N7B1rjF1r2UC3T7/8/eu3ZLclTXoiur9t4SGD/6frHNQ4AAGwwSghaYY/v6jmEL/wPxD44ECCGQQN2AwYANqAHxkBBY8j9A/8CWPwjsg4S6MRj7nmMDLQmBj8+HM8S1DyD1fuT9UDWrZs2aKzJyV9Xeu0WuMfbYWZmRkRErI9Zcr4h0feqDBdrGywULtN6ThgVufmfGn3tPigW4pliQjTE+l+kdfbFA05cjurFAM1e4TtzTBwsy3cn1KevXqljA72U0Gs0iwJDvHgtQ7yIWlJxdzCPFAi1TgwUlR8c6adgFeqCBBhpooIEGGmiggQYaaKBfCBoiwAMNdEjCNx6ZNHqraVYRfnMOTnfLojqoF+ecFxCevhpvtkaHXSqO80C6dDONLLCnWNPe0D71/nN5pew52p6MXORDU5X5mjvO2uSiFtwXeLk1rVGjq65uRxp55zZkkXq3tkYzFlykgN8TiN+tyyLAMUcCmA9Z6qaLkLq0ThCPCfX4u7VRuI5reBfqoXak0TO+x0W9UYaj3TrHtH3KF67H8cZF9CaRX71/nvrsrs2HGtb64n9OpWiA++1kFaJ6LB+y6MBJp1oscKmYmiXTBwuc/OZyfbFAxzfGZCZfBiyYtyl7/9w3xQInw1zdGSkWdEVKHRa4jAW91gcLnAzn7KCjwAKN/NZggdOzHGWZQbVY4ObYKligOqGW5zIfuWUnPn7fpaSNwALOGlodC5zM6MICtHfTWHD5Ic1AA50AevTRR1tdhwEwYJDDRAbQuzVyLjUMBIHnUkJqBbaWhwB1wKPnVVAxyEJYqVKzSgq0rtvCdQj3LP0t6z+DeoknzIfasvxsl6aYOTz4miO3e6Kr2wGkgouuw1UFD/Vq3ZrWy+9PNyDhtmZp0LpTqrYd6ZaoS9epuZQ0bhePN/ee1OHEbdje3i4qt87IyJxPqDdL+ebnZqnSXKY2BWw+/vA77U0sKjXcJ/49L7PYBL/ZklPCsmO8Ix4neD8Yp3/913/d/smf/MllsQ5YsYDHmmIBzyPFArdmj2ldWKD3qcMTVDJ80UY2UhULVk2BVizgtmwaC7rSrDPjkv+r7EQ/nCxyxHOi9OwaLOC5VosFmn7vzm8aC9xXFZTPzAeUcynQEcufk2IswJrrPljgcB+/3Zw6LBbU4gDahjZo2vfH79udyvm5/FcsmLN1EQuWm1CHBWqE4zy/I8UClg+bxILBAB5ooEMQPP5OCeFNlkCY8KUosIKh89A641SVH+cJVHLCievPAJ7BBf3g69wfPnaKTeb1Vz4wSLloZanPWRRhf39/5vXl+/b39xc2pMpI24A+uggw+sjrvvT+WqUoYlEZceDKIDsej5c2NeP28TMZdFjJUGVTFdrM8GNw39vbm23ewde0HzqfeIw7xUfHI5NTdrRfXIcbeyjrlPquaEXJg+8I8sQphNoepbv+KmJu3M5K4qkL59uFiHDpmicn89y40rWgIM54cfW5jZJOMikW6Lxm2c5OgFosyPhdwoJSVEiJsSAb30rHgQUqWzeJBZhz68AC7RtjgTOg1GlcolosQJ0OC1zkGjJPHY963mFBlzPFYYGTH11Y4BwDq2AB96UWCxx+KT/Pfub/i4g2/uK9L1hq7yawwBHKffidW/EXX+GvDKwHCzJnHPNR56Vb8671bRoLBgN4oIF60mOPPdZCQHF6DYOyKjzq+WdSb79TcrLIbAkMMjqMt5/74YSTKj98nj2RLgKsz8CxRglYeeryzCs/M6WoFkAcZZ5+7p+mvWkfXYQ8a5c6K7LrEfkGJNm4cGCLd6f3YAxk40U9/zzeRqNR4LvZEf5zQdpmHd8871QR16hFlkKVKTcZKc9x7HbOVXJls83mcFyavxlfTMmpEtMEquPimYIzOc8e/8W2nPn003HX+39t9hv9yOaZO8cRUJUDGCd/+7d/2/7xH//xiY0CP/bYY23E/H3pvHBYoE5RZ+A52YXn4H9mJKyKBfq/BgsyI1blN2OBu6b182/GDTy7BgscLzaFBWoER3gnKI5LWKDXtA/Zc12Zk4IFKuMYC7LIqLZZHZfcBsYCnUubwgLuL/fhfZ/63/bej3zxZ/GRW3YWzmWbzUXUYUGNzoDjCa+W5X4dFiy343LHgsEAHmignvTss8/OJiZ/9mZrayuappntiqgKDgwiCCInpJ0nlBWezBumQtJ5lp3C3aXwuChZlqbMx9vb26lXf2dnZ8HDyfeBbwwmqkyoI4ABIDMS4eXXe+CJV8NZd+l0PMz45FLc1RGi6e/aV+6fM7ygAGZRRufx1+grl+d+oQ0aSQZhzPPun3gW6nOeayixDuTdsfJaeaWfrMI9bu7xNe2nRgKYL0o69kqKkPKhaRrrGHBlmVRpcIrO2f8acddfNUaJ4SgwfrfxsXc/Pz567zPuaeaeMnH7siibyiGQKtasOJUUv5NA+PydYgHGZV8s6DJ8cbwqFujvLicr34PzNViAuhwW4LfDAnZ4Mha47BrFLcUCh4Mc8eV7GAu4v6tigb53xgK9BnJG2SpY4D7Fxr+5PPrFbeiDBe475kxHgQXM41osyBzwmRzqwoLFdxXxoc/9Z0QE7cQ8uf6hty+P41WwQNu/XFZlfBOfuH0SnR6Px7N2nrvz1+LMp39C5bqpDxZo+xgLmIebxILhO8ADDVRJFy5caCMifvrTny4Ib57w7PVXRQ/nsfmF89wpYGQKT5fnr+TBZIWDwYqNpUyxUNBwXnjmx9bW1pLnHtdcegu2+AcvUVYjAPzczKsYsZhqqN92hHDGtwBxH9Le1EvP7cgAKiMoXNoWeP6Vf87bzu8G17kd7jvOEXmUskb2ZxElN8b39/dn3zvc399feNbu7u6C8qWOnkyRVEUGxxGLSo9TJPkdaz18Dfe7vjKv8Ttiea607eK3oPFfo75sHPP3b7lurssZIRpF5D++NtkQCzJidkc0TcTHb3t+jEaj+MgXf7ZQ17k7T81+n/3MT6ZtmN+vr+ncnb82ezbGMfPc8RTX2rZd+mY0xoaO/z/6oz86UZHgCxcutD/96U8jYlFGs5xyWMC8USxw86wLC5zhp7QOLMjGIcs0xQKVnYwFJWOW28BY4HiM+9lYyQyEPliA+zaNBdwOxQLuk3OM43hVLKi1AWqxAM/YNBbwGKrFAm6/YoFG4GuwQB0LjAVz4xE89gZy20Z88Gav36CuzKlViwWKnx+/b3d6z7yuT97xKws84/vPfuYnM9nvsODcnb+20AbGAh7PtVige4Cg/+vGgeEzSAMNNNBAAw000EADDTTQQAP9QtCQAj3QQJWElLfMY4oUaPZ0qec/S33G/8y769Nqls+VIgFctpR6pPXA082pwiDe/EKju87bjkiAbs4RMfEG7+zszNKp9LMBnAqjns/MQ4q2cdTAbcrAm564iLLjtaMsjUrT3ZCaVrvuT49L40GPwUvnXc/6hffp+sv8c5FqtNWt68oiWO794ZxGcXHORXo4xTwbq64+nreO9xuvgBkAACAASURBVK6fnJ5Vm+rsfnN9faJJXZ71aa0R0cSH3zmPZHH/P3H7L8eHPvd/ZqXPfPonce7OX5v2V9u3XPuZT/8kPn3m1NL45fa58ziGzGTSeX8S6dlnny3iQMRyBJyj4xHLWKDz182VWizIoqBMXTKG7+c+1GIBpz0rFuCawwL8VixwWTIRZSzIIpZIW9fzeD7vCOzGth47Uix2WMAyrqQXMM9c2nKpbatgAfN4k1iQtVd5UYsFGv1cBQscv2uwAFUeHORjZv67nP1RokznUOI2fvTWKyIiZp9EwgZdTm+qwQJEux0WuPbw+ePEgsEAHmigSnIGCAtbFT4qiBXkNI03MwoyYCoJupLw5PQj1ycm3egkUzZc2hH6z/XyNy7ZyNU69DdSgRyYlXiB61oX+ODWqOh6YUeZoqXtyNZ4adqYtq3LUaHphuAjDC9ej8V18rhTIFcDRY06/OdnayrjwcHBLPUNxGliTqlnIFTFBed5N1aeQ26tHF/TPrFDSo2FDKhLimH2PUvtI5flY33PzN/DEM/HD719nI4xHr9Y/wX5hdTTT97xyxER8YHP/kfhifN0fTWMapQftFVTQQ+TWnqUVMICN55qsIDnQdccLRm8TOvCAp6L2cZ9igVO3rGyy3UzFrg5vQks4HuPCwvYKO4ytGuwwKU4j0ajpXRnxoKSfuGezXqOwwJuF2OBOgWdAdwHC1QXqcECrl+xoMtp5LCAecZYMNn5eeHuhXqYPnDTogzlNqyKBcw3hwUfvfXK+Oi9zyz0R/VSYAHKYI3wIi2m6zMWZDLKnT9qLBgM4IEGqqBHHnmkZSGReTt1/YhT1udetTm4uGP85v9MToDUKEQRywqP1p+BNSsKpXVdDJ7OScBCVhW/DHwcUGl5BuaSgsZtcxtkqRLj3rWLSGjdvNEN+KX3MrHi6969+y4iH2PDE2dQ6ZhVI7RGueb7sW7PjSNWfHislSIPbvzAUGDeoSzfx++L37tTNLUcX3fzmvmhkYySgeEUmkxu6LOY1HhncmvAukjnj3MOZW1p23lkI3suv4vMeMM92l6dezj+2te+1v7hH/7hiQgJAwt07ik5LHDjUJXfdWCBM8iye3R+un6AHBZwNLcWCzKHmhpdtVigDkGt22GBGsKMBXwuG89MJSxQQ4vlWRcOoH21WMBjkrFA+aT6B9fj5FRpfKFvXVigG2/VYAE/rw8WuHnm1gDj2rqx4JN3/HJ88O7/tPcy8QZYSkeFBR979/MiYnNY4MaMGsYlDOEyX/va19qIiHVhwWAADzRQBamntKTwQCBr2itIP4FSq/Cw4FMhyMIEglgNG61Xj3E/36OKhtv1E/3mewC6uusn6uJUVU5zySK1KhCdosX3qOdTlSlV3nDf3t5e7OzsLAGN8l0VNz7vPNdOoKO+DBg4OuOuuzGoYwvltJ+luhSYnGLFCoCLRruUNz3HBH6qYuMyD1C+xGeNDrXt/DMY6oTQyI/Oc2fkloyQLJKmSpPbAEapy3AvkeMP2sH8ySL91LNAMz9x+y/HaDSKD949iQrf9f5fXXimjpWSwsZl1UGG8VByFhwXoV3ZPNR3VYsFOhbc+8mcVooFLF/WgQWc3qzzRtO69R6HBWoQ415OddYxq3KGscDxlo1c/l2DBYhWKhY4PmOsOozowgKtL9MxNokFXf+5rWpoOyzgPh0XFqihq31yWJDtWKzvpDRnQB+8+z/CvJKIiNlylD5YUGO4l2gdWIAy/D1jYIHiAMqroVuLBTpHNoUFgwE80EAddP78+dal7EAAacqXE6YqqFTgZcBUAqWSQHBpXvy7K63EfZLBpRGx4sD3aNoYp7BqnzWNdjweW0WIBWomRPU8C1JO0eK1aOyJh5De29tb8hgruRQsBV9+rnNYlKI+eo0/H6Gg5Lys/DsbP5myk11nh4UaL7u7uwvf+FXPv7YJz3IKr3O01BiDGKMHB5PPbfFz+LkaqWeQdVESZwRnnzvSPmv/S8qfvj9Vvt2cLynUmePFPVMVFE1140djx1BXpxuLzjB2z4xYfDecFvt3f/d37R/8wR8caxSYscA59VhRj1jGgswILmFBjYFynFjAxtAmsUAV91WxgCPXeB7v44F6NokFzuhhp4W7xg5jZ3gzD0rHXf9Lxjn64bAAcl+xwMk9fZbKeNWjdHkVKHM2KBY4vqteo1jg+NMHC6KQ/lyLBc65sgoWZGNZ9btMr+C52oUFTu6oYcxlS1iAZ64LC4ZdoAcaaKCBBhpooIEGGmiggQb6haAhAjzQQB2ENVL6nU94i9XzmKW7ReTrXro8/i7Sxx4zjeLAq1/yWiuxd5/PwRPvolMow15F9oAqLzhCx/VznZlX3z0blLWN/2eRDO4bH3PbOAKgkYfMi93VTvbma9Q3wq+ZAmk6YBbBcam7WTRA++MiAS4dnzfg4pS3bL2a1hnhI2NZFoXOOS3nIsOuLpc+79L1Sp5/F5kBld5tloboxn0pkpWVwbmSHNJ00A9/4afx8dueT98GRp3t7NiN/SzylM1hfm4WuXQRv5NAjAX8vteBBTpONFLC5yIWoyuKBfx+1oEFnD2jWKARG86o0Dq1vk1jgZsjNVjAKd/cNs1G4fHvnntYLMgijC5az1hQiwM4V8ICd83hjWIBf9N7k1jQlTmEukvXcf+6sSDLtvjTd2zZet19tViQ4YOeq8UCHk8aneX63dh3WFDCATy/FgvWjQODATzQQB2kG0aBGBAj6lKcOK1GAUaVYr6ny9DheiJ82huEm3sO6ueNOkDZrp8gCE/Uxzs98/1oP/OJeciCWJUs5YMjFaKcPsPHvK4Zx5yWt7W1Zc87hwP46NKLnEGZKbx8nhUh7MiLcvo8l5qkz0T/UZcqmc7Axr3gm/YB51nh2d3dnX3WRNvNCrjjUQbQrHDy+yspNuqQAU/H43Fsb2/bT1/oWNP/ymdeX6fOCN5xtWu+1lCm7PEztb/OUQbC++s2iib3fPy256fKu3tnbozrsf7WtqN9qiT9/d//ffv7v//7x5YGXYMF+q6OAwtUDvI5nZfuWsTqWKBrOPl+njOKBWoQbwoLdF3zqligPMScdHKmBgt0va+T37VYoLxYFQu4H4oFSIFWLOC6SzyqxYIsHbqEBfzJrVosUMelw2rFgr947wsWdr3+yBd/Hh9+59bSO+pLfbHAGaN9sIDv0bbzuMuM63VjAcuNdWDBYAAPNFAHwZPJhokTMtm6FdzDyk6twqN18DGDMAsGflYm2LGeQhUebT8rOqqgsGLilB3nkVYFSI+dR1Prdbzg+7k880DXleI67166s7OzsF6oBCSOVDngck5x0ShhxOKaQK2v5C1Fe1lx4p1AWbHk56gCh7aqY4PbzV5+Bvqf//zntk/43bUuThVrd47fqwIv3qUq4F0KljNsdF5mEV4XleE6XH24z1HtHCgR80jrwu8/u+fn8fHbnh8f/sLPZtc+/IWfRckmxnjJlO5sbtSW47LOeKjt/6aIscC1s6SMRywbOm7+KRa4ceKMLsYCfj+KBfouarBA11syFmi0VB2gfI/jy0nEAmCAYoFzBHVhgXMuOMeDyk39rfX1wQL012EBPycbi4oF3O51YIFzGtVihcMCXtfNWOBkYRcWuHm5Cha4eb0pLFAeZVigeiSfK8l0Z1Tr/e58TTkuuyksGAzggQYq0GOPPdY6r2jm3c0UHicgVSA6wVhSgpzRjGNnaDpDB5SlvKEu9dqC7vzl18x+f+7n35tdx3MBPMwX9jpqG9TThz50fV9U63KACuJNWfDJCyg6UBjxWxUtFvbqdADpx9udI6Ck5PAY0SgA/3e8wzGn6wOocN490/GQlXRnPO/t7cXe3t4sMoIUaK0rU26YxuOx9dxn5VVZV2XXGcYoi/vdO1MFRo1WnWvZJibZp2VYyVRySgAUc6csqlKj8qgUncX/Sboz7mnpOGafx+Dn4I/fpSqpOk+zPqvxprzQerM+HRXVYoHKYJCOF8UCJ8cPiwVcl9uJX+sEMX8dFpz91dfGuf/4f6uwAMd9sYAjwnzNOV67sMDNB5xjB5liAfO6Fgucg4E3c8SzM3mihqj22xmT2ftTLNC6+XzXuMNvbhfzQrGADWKuK3sXJSwoOURBfbCA3/lRYgGiv4fFAjZkFQuckdiFBdp2dpw5h406lhQLnDxQ2b8OLOjCt740GMADDVQgCPbSbn0gFUo6kTPhyb9LBiuDvQorJ4wVpAF6meDIjN+IiLO/8jvo5GKfTT3scXVrcpxBpX12nkqnYJRI056d4sPe/4hYMISVFBC4PSXl1BGX52cBdEvjwbWplC2QAVlmULOig/8cQVBP/zPPPBMRy590KRkw/LuUvqbvkOtz92HsaTZG205SGDmNz81pPsftV2XOgXqX5985M/RZXQqellXKUlO1PU3TxJ+964r42JeeXbj20VuvWOgXH5e89KVrmcJTEx0AcdlvfvOb7Zvf/OaVUt8OQ7VYUFICQX2wIJuzbEz1wQJ2YtViwdlffe3sWi0WoB0OC1h2HhcWMA7gPMrxDvK1WKD8r8EClf18b5YJUJojpWwB1269rseKU8CCLOr7zDPPLKUF12BBSffA+T5YwGOPsQDn+2CBjj/GAuVtDRZ0fRUh65drixq6TBpBz9pTMnr53anjtVRfdq0WC2odA6tiwWAADzRQBWna0Hg8nq0PcqSgxf8PEwFWJbppfPqsChP11DI5UNJoRtM08f4XvDoCgtL0FWXveP5vRUTEFy9dtMKby0M4s3F1cHAwS0EbjUYzYO3y+GfPiJinxDbN4sYnvJ4Lik/E/N26KGJEbsR0KRP4zUDjoqVseOKagpMaJkwAdefBPzg4sO1X0Ob/4DdHlHldV9vOv5nJXmR+/1C6WfHhPmRjJbvGUdEuBYHfKys8zDfd3A60u7u7pKDysTNsI+ZphnqPKqjqnMoIGyypssL31cyJnOb1ffTeZ+Kjt15p51kWXciUMB1f2fXsXn33JcP/KAlziRXrWizQMXSYCDCPO/Aiy+pwWOCU/SyCM/ubn6zGgi9eujg71wcLOGLMWKCp1jVYwNf7YAG/21WxIBv73H7nYHMGsPZ5HVjgjF43VhkLWGYqFrBTlmU4yzrFgpIDEOf1muKLkxXKD8YDxQJ+n3yMNc0OC/Qd8X3ARS3L/OH2snMqo01jAWcygFbFgsyp4socNRYc74KagQYaaKCBBhpooIEGGmiggQY6IuqMADdNcyoiboyI0xFx9fT/qenlCxHxdERcnP5diIgLbds+vZHWDjTQEdPe3t6Sx8pF4vCfvXDqTWPvV+bxZ29blgLlrrkosN5XSkPqpIV76TRiA+Jp136xt1bboASPP29kwdEz50FkDzOfi5h7+PE8eP9xXnf9dO3Td63ef9c+5+10kUE+5rWjboyUPP76bNDu7m4xndJ9bgl/2l+kgHK6l/JBiSNJmurWtvN18+rdxx9Hifg6iNPbObrj1pKhjNv0KosE6ztxlKXFuggMt0PnZJcXP4u26j3Z+FD6s3ddkdah51zUwZV10RFut45jpmy+8BhomiYuXLjQnj59+khDwYoFmXxQ2boqFrgosJMjtViQRXPWjQWaYsxYkGGqEmMBj4V1YIGLAuO/tl0xn89pJFXbl0WCNcqKc6gzWy/qovyrYAFf1/WvPM64v5wCrViQzW2NGmo0NmJ50zXN4KnFAsV6YIHLGHouY4Ebt13U9f5QphYLdByj3aXx4urlMbguLEgN4KZpro6IMxFxU+H+0+bc0xHxfx2mMVNj+y59Ztu2hwa6pmn+JiJuOOTtD7Vt+9bK51w9fU7mKLgYEQ9FxIPrdBBsgmfTeuH0OB2L/Hs6po6OmPTlwirP6WgDeHqK2nBD9Hgvq5JTNFg5H41GS2Dp7nMKjv7WlBxXT43CMx6PZ+u7nMB1Co8CDisHn3/m+xERccfzXjVRcZZG1kT1yVLi9DmsjOmu0m49GPrBSpAjJzSzHUnVaOJr/L/mXejGNu5YfzMP+J1n6c96X6aQldKrUN6lXHNKHH5jrRcrPAxCathoajIbuW3b2nehnzRySjgrPugP6tfvdiJlEsoOv1s18EtrcpWHWs7NR61P72eloWRoMuFTIpwmqvzvm/pWU07L6PvROePmEFOJl5nhxe+kJsVx06TvXJXzGizI5rM7XgUL2KDogwUOE8bjcXz2Z/8aERHvf8FvT+6DuXtILFCHKGOBbtql96wLC9hIUrnvxnPXu1DDx70nvaZ14p3rWDkOLGDjRbFAneqMBS41mXHfYYH7pFEXFvDYVSzgsbMqFmTjTPlXiwXquKjBAvDLYQHX91zHAjc2VsECawA3TXNTTIyqU+56Bz3U94apEXdTTAzuwzyzRM5IXxs1TXNDTNpdMrJhSN4YEXc1TXOubdtzKz537TyjOm+KiRHvCMboDRFxpmmaByPi5nUZ9c084+Cm2PC766Lz58+3EctAzB4sVlK6POglb7A7rwZWFiXI7sP5WoPDGb8o3+VBbGMuiG7dell8af/JhTqddw+gyAoPFDb99iMUOD0PUrAveffhtc42xsqEdrZGiMtw/2q8r23bLmwiwvW4Z7ARpQpPyYjLvP3s6ebnwjOOP41oZKCD9+O82QcHB7G9vW2NZi6L825s4th9qitivrkJ6tJ2sPLG5NZjK1+ycad1lpwgfJ/OTZznSAWURZ0LGXV50buoy0hXzz/PRzZQ9B6tr2QIZv2B8pettd0kOSxgY4mxoCaS2gcLnGKdOT/13LqwAP8//8wP4r1XvqLct5jw5Natly2c/3L7VER0YwHL8FWxQMcKYwHvp1GLBU42d2FB7ZxULMgMKi6vWJBhTslZotFOyDxdY85YwHXUYgHLdsUCdYigfGlsOn1FI/3HiQUlB7je14UFeN5JxQJdn3+5YMGSATw1fu9Pyj8U87TniIkRdHUsGkvVBvCGDV/QpuqNpmnuj3KE3NGpmBjBN0bEW/sajpvi2dSQvz9ywzejGyPihqZp3tquGA1umuZMbHYs9CKkC2mUDqSRqRK5Sd3HCFZjG+c0KsRt4/8ReXpRTdvH43F84dLFeM8Vc+VHn8m/bh2/NL4cP1oq9454UcQ44t69J5f6ysLUKXYAzszYg8LEz3RpzgqO2o4MwFQh1Xfj7nH3ReRpUhhrNZ+8KAGJKkJQrrSfUHTUGIYiqulhrEhg7PN4gsHG7eLrOl/wG++8VFbBjneXVQVJxzZ4inYxL9SoyxQgPVeKDGQRBXaeOWPE0Wg0WgB8jr4oT0oKWh/K5Jo7X+P15zaxLNO5rPfyPRpJ+ta3vtVGRLzxjW/ceDh4XViQvZejxAJnMPTBgi9eejwiYoYFNoK1dKKJW5qr4itTTOAxXHIc6gaI3O4aLOC2KRYwJqwDC0qOi+y+LhzgMpnDBOdKWKBjheWfRrH5j53TjAVq1DIWqPOODV+Qzhcuw1jA19eBBcxTxQIef1wuk/NdWKDvj8/hOYoFHAl35LAAZR0WrIoDaMsmsEDxgPmeGdysCyoWHAYHFgzgpmlOx7Lx+3REnIuIB4yxdm5639Uxj9pVGcDNalHmKpoadUwXp3+11GXQubqQHoxrSCHWfoLXb6ttzKZ4NjWq/ya5zA6PCB/pPhURf9M0zfVt2/bhL54PXpQivg/FPP36yNaYsxBRYa3CJZvsrkxfhUevlUC2pPCoR9+BiiuPcvfuPTE7ftf4pdQv6uNU/bklXjJvb3DbJ/fes/t4pwGH48wDqn2GUsPA4LzB/Dytzyk9ei7z1JcAR41CTjHjd+3W5OIaRze0zuzZ+tkGXr/lorxN08wUflWsmIcaQYLCmnntnTJTSmViJUnHJKfQ6Rjm6Jwz+PV5NQZv5s1n5ZQVHVbsS8qMXlPnAcY+xr27R+tEu9h7X1IsmFiBcfeUvPOlunUcuetZvSAo4aocHxUpFtTIrhLVYkEpeufwgmldWOCMZmAB48CkX9P/ZAbDGart5PnVhat6vQYLdA4yFrj314UFru2626/W6UiNQsUClSfO0F4XFugO/8AC4ACXd8asYgGe3QcLnCHF5LAA/x0W8JiuxYJsKZOeywzfTWIB96EPFnBAgLGgVlfl52bOydJ9jk4SFmgE+Iz8fjomUcqiITg1es5N/2qJ18iCHoyJoZNFoFelm9u27Z2iXaAHY2KQwknwoDMAm3nU9i65dGPTNDf0aNNGeNa27dNN0zwQ82g23qddr5wY4qembei1Nrdg1D8dk749uOZ3Vk1dHjRMdOsBN5ENFzlw5AzdkvfXka6NxDn9z8oEA1lpTQ76e9/BD+fn7BeBI94RL14610TMzGHHExWQzOPM68j9QlsZjEsKj2tDrcHLdblIRtvmG19kG21w2yDk9boqQZkSrX3Q1D388Sd/mE8YI5oW6MCXz2fvDO9EU9MyRchFA7TOzEPNhNQ0vA8XeSkZwlBiSk4RPe/qwNh2/XSEtXcu1ZgdD6Xn9iHwmuegGkg6N7O2w8mDcjyu1fDJFC0ex6gP7cuiZ5ugdWEB9/O4sCDDBJ7nigVq+PBYuO/gh4vnEixw7dVx0bZtvHv75Qtl7tl9fFZW/3dhgcodHB8WC7LlKto/57TsiwX67muwwPG4CwvUAAYW6FiuxQIeKzwv3BhSQ27TWMDOik1jQQkHIuZjoxTZ1vMOC1yEexNY4JxgOidd+9nJg7I8bh0WdDlf14UFM8418ygu07ku43cF4nofiomh/bboF6Htoo2uIZ0auzdHxCvatj3njN9puafbyZrfs+ay8rxEm+TZgzExOs+2bfuKtm1dxD8iItq2fSAirjfPvaGZRHOrqJmkgd8fy8bvuZjwdN0Oi4EGGmiggQYaaKCBBhroF5g4AuwMlwc2+OyHYmJAnW3b9sENPmdGmzCmpsZgbdlz04gnr7PtY6RvjGdt2z7U9FjH27btxaZpbo7l1Okbozt1PJo83f5tJ83odZ73Wg8+COkoWTQg897WkHpXnaecy/J/TU1Ce0CHbRPoy+1TC55vpMvds/v4kkdcn6XtcZ5dF5Xi8+x91DLOa5uls2lZtwlKKQoLchEi9dBzlKHEo5pj9lTDU+pS3jgqq152TiXMsgH4WMvwf42ScRSAxy4fb21tLV3jVDc3htGPLGLjojGaHpZFeLl+5qu75salRj207erV397enkVeuuYjzxUuW5vypm1BneqJRxSIryEywmnYaIdGwrJ2Z+3hcnt7ewuRk6P8JJJigB53kUtRj1iOEq+KBVmE5rBYsCoOgDDvVF7xfMRXB0D7sTyeFQs0IujO98GCLOPHHddEbx2VsMBFm2uwIMOgbKmNwwOO/KkMBxY4vroxlsk0xQKHPW4cMxZo27KUa9R7WCyoieqeVCxwOl0XFmRtyaKy3BaHBeCHYkHW/sNiwYULF9qIiD5YwAbw1XoxiwCug6YG1PWbfEYsf77nJNCDsZhqXm0Ab5pnfaP9U6P5YvQ06JtJSrhGfqvS7Y+SdF2kpl5BcEGwcmoQJn7JKHIGMKcN8rEqofwcB0g163lL6dF41nt2ro5795+Md0939PzSNN3NldW+unVL9+49MeFrlA0MBh4ngF3KpBP4Tklw63a6DF4cu5Qprdcpsg48uG6stdL6NNVKn6vGLurXfrHCw0Y+rmt6E6+vOjg4sJ93cYqPU0Dwvnj88a6R4/HYpuxvbW2lG6Jo6phTeJg34K9TUBy/lLKUN15jpfWqQoix6lLeNE2QKUvp4/JqUHGZLkXJKaxqKLHS6Ywovt/JL9cO50hkxdOVZ7mrY32T5LBAHTLAAp0rtVigckNl+7qwwKUylvBCDRGXmsr90L5x29X4zfY7YFLHCteP96DylY04vQfH+qxVsUBlMc4pT2qxQOtbBQvUcGYs0P45OR1RjwWZI5TloT4Dbe+DBQ53+HmON4qzq2KB0yW6sIDfv2IBl6vFAsWZTWEBv1fFghp51AcLnG6s5RULDoMD6XeAp404tWEj+CiN0pNiWK3U5yPmWQ09FIs7YS85UgzpJ45OnPFbIgWbrIwSBL/zQGf3lp6DOpzSEjHfJISjNbyORz3qECaq0Lx762WBZV26xqNL4VGhpN5yBRlWGLRu/u0UIPXWZoqH84pnSpnzGjvjurRbJJN77wqiqgBlCll2jgFaN+bgdh4cHMwUDm4b1oMDwEoKD99X8vY7p4vWw8+BwoN71LnEz1KeuvcHgGSg7fJAO1Dm4yxbQPmifXUGPJdhpQFKfFaexyOX4T5kik9JeeH2dvWNlVWWH3gP2JFXDUjXJucgVEKfWWk+DnJyoFSOadNY4HbJVbnvsEDnlatP57uer8ECd9yFBW5sYBxouRoscAbrScECxgGuvwsL3G9nqDMWsOHL81h3cK7Fgkz2u4itqyNijgW8uzP+6zeE+2ABG4m1WODGDI+ziDxzjPni+lqLBSzX+2CByo/jwAIee4wF2dxGPdkzmBgLDoMDPJrdOtIbY7Np0JsmjgCvc23xKqTrXU9Uuu8hSPlaNICbyVpz3Wzt7Ek0flUwqsdfwVd/8z1dRrMacrhHz6nQcF5WBgJnqDhPbKcy10Z8pfnxwv3Mp4hl4Z9t8tQFFiqolQ+ZgqV8z9LFXOoTA2WW8sRKkipKjg/aB20j36/KFRuu2btxChj6hPrwm/u1s7Mzu39rayu2t7eXIlcAKqRcMfG7yIw81MHEXn9VkjBuXbQqiyqXQFnfI485tD9TuN0cyCJU2dgvKTx8zIYHyqmxr8R14D1xtNXVX0NZxIaPnYIbEQvjQR1rUOJq5gdI5SiXx3jBPUcRAXZYoE6KTG5p+3EtI8WCTOnm+adYwPJfsSB7rxyJK7VRlVy9FrEZLHB86MIC/HdYoOcYC7Korx7XYEHmiD0sFmTySa8xFnB7FAtw7LCAnVnHgQXq3F8VCzS1/aRhgfZPjX2lTWCBk+9dWKDZGTVYoA6qVbFg1QiwM8TONE1jJjco/gAAIABJREFUdwK+DOmkGMC66dXlbgArdY2Vm2LRCfBQ22Md9XGREyCY0CrcGfQgGHRyskKISEBtO7gO/s/E4OEEmn5CgO/j/5zyHMbD5ryjzrufRYK5Du4jR8G4HK8ncfcqZWCVKTbZPao4OMUrS43WvunxwcFBXLp0yT5Tx50CR5diB2WubdvY3t6eKTgREVdccUXs7OzE3t5eXHnllQvjcX9/P3Z2dqzShnYpOLo0OJzPFGZOd1PloKQk8bOUHy5qw3zDsSqmuKc0NtynMlShdYDN13m+a2QNoO6UQiX1+PN/bodzqnHdXeSi0donHg9s1LNCxv2P8IarkwVZv7ldjz32WPumN70pD6WukVbBAtdn8BX3nlQs6CLFgq7sHz3PdYBqsaBGuV8HFqjh69rsIq6OSljg2rEKFrBMVCy44oorIiKWsICjd4oF3F7FAhfhjFgeb2q8oW7GApUZpYgyY4Hrt/v2MWOBe4+rYIFzdLh+r4oFGQ6VsMC1rQsLtB3qjOO2MxawDsxYwP3tqztx35VPfbBg1qOpkauGyNURcb7psbPvSaFm+RvAx27EN01zfyxGSB3PLzfSiG9XJPcm+b306aymaU41TXPD9O+yG3sDDTTQQAMNNNBAAw000MkkTeg/F5MIJUfoYAQ/EJPPIp2USGoXaarxRTGKn26PKO22mWz6dFcsG39nnwPRdTVQU542k88e8Xu52E53fG7mqdE3hBjVU8/Pg3EM0WLndYqYe6DZi8VR0CwlqkScIhKx7DFzHmPn+de0IY7scXTG3aMeXJcC4/rC5zitqGkaGxHWY34GPHq8qQQ/QyMpLpKnv7tS2fQ3Rw/dtSxtSp+bjQecU0+1PqvkGeXxxm1yG+4g2ru/vx/Pe97zZue3trZmawD5W4Ps8XfpVPAAq0faeeidF99tcMJeYfzf3t4upuZqG/HOMn463mVlQNkaxSytLPPwM680CqLREddXrZ/lhUYxsjRRrY/fOz+3tHRCSSMH+M1t0/P8rvvITchBTdfVuboJqsUC7YuTB13E75YjnYoFXVFghwXaTp6zGoUqjQfU8c7pt96/HD9aqJflsmJBKQqs9YMHbt6vggW1keDLCQs0srkKFgAH+FmrYIGL+HZhAV9TLHCyDG3k9+UitXrfJrDAZTuxfuewwM3dLANI73FYoJk/WVQaZUpY4PRPJYcFLP/dscOCLh0T962KBQsGcDvZZfitMfm0jRqQN0XETU3TPBgRD7ZH9OmiFUgjk/q5HrzECzFJQ35wnQbx1Og9HRODTtN+IyJuPmpjbt00jc6qAVxK6dao/INTPp2J5XXBSjdGxI3N5DNSNx+V8yJiWQBkE7SmHk6JA5UUJFZ2NU3O7ZYIYclCUwWXCgxtS6ZgZW1UhQLgW1JqsxQxPJsVHvQFSqZbO7KKwqP38porLesAEOXcfdom5icbbapgZHXwdSf0cX17e3vWpp2dndnnK6688srZPTByOXUsYs5vXOMUQyg6mcIDUscLj8sIbxS7ja5KhiDa45RppK85pdYZhjhfUoLdmM3ekzN20Y+sT7ruDuTSah05Y7dkBGdzu6Q86Zo0HdPKg5LCw4oKt4mVINdWvPNs7G2S+N11jYGuehQLaox/3Au5z+mTjAWakroqFtzSvMSXoeN3xIvjS/tPRsRiev66sID7pFiQYXMXVun5Lizg+xQL+N5VscDhi5LDAvf5pu3t7YVUZsUCNnIZC3jcKBawA0KxQOeiG5v6PlWHcRtdHRcWuLHi3u9zHQvYeFYsKBnWbKDjN8s+hwU6n1Uv5TauggVLW7q1bXthagR/NfyGRjBELsYkffeB9mRGMdXgzAhG3JmmaR6KQ27I1Eyiy0tGtqGLMTHgngtrfzWifbGjX2oAX4wJz/qkOZ+OiL9penyzeBXCpCspOQzu7OHja06AKLhAKCioOyGZGRIAI5Rpmibe/4JXR0TE537+vbjj+b8VX3j2B9bj79Z6KVA7kI9YVgzUKHTrVNRTpzxygtOtAXaGqra3dN4Z0AqYamB2ff6Cr5WUIAeyJXDmscaAz3yD8RsRs7VerPBgzRc2O2GjNmK+Bnhra6u4qYY7Zo++Ro0wHp2nG23WCLBTEnhsaUQp89Arb1kp5zq5TFddTpHgY53nCt7KB67X7bbqnqMKCq6XHCmufMSyx99lgjhlCDJPlRRWklkuskID5VjnU8kYLEVENkm1WMCyRbFAeZMpmIwFJbnvIrOa6YP/wILP/fx7C+dqsOC+9qmIiAVDGOcW3l0szx+HBTp3nDNEsUCddG4N8KaxwBmYmbG7KhaoEVyDBcpXyFX+r1jAn3FkLOA1wMeFBSWDUXURxoCuqC+f78KCmrq6jEqe5052rYIFDm/UmaFt5HOKBU7ud2EB445igcpuLsP11GCB9mFVLLCcnRoWr2iaBpE5Z0xeHZO03jNN05xr23ZpLecx02HWjt4Qk3TvTUVnL0TE29rLJ408pWYS/e1cz0vlT8WyQ+UMnbs4vf8h8Gf6jBtieQyeioivNpv/jnTRQ6ZlmHTiZh640nNUcVQh6Qzj0sYltz/vVTFqIt575Svjnt3Hrde25D1Dn5wXXI/5twIMA7UTbhCObPjivtJGMbVefQU1V4a/j4jrNVFgd86ND/4Mg3s+7nOGAP+pYsEpZBHztKsrr7wyxuPx7FuOERPlx/HIpWnxM/g4G4/Z7p2qEI1GI6vwwOPvnC86DnU8ZU6Kkkc/u8ZllE/KF37fmTKRyZPSRkTI9kA71DHUNYayPmn71CB2/dP2d6VsO4WH+cM77qK8mxdcL+QJt+UodoJeBxao07MGC/h912JByZi9/XmvioiYYQDuz+pEijPTfe1TG8MCVZjxHG7bOrDAyQktE7GIBSrna7DAGUfcD5TZJBYwrxQL4BB1fXQOFtcPHjt6j+okDgtwTrFAx6f2HceKBdl70vPO8bwuLMjmsc5Vp79FxNJXGfBsxQI39lbBgpLekvXPpU53YYH2n7HABTgcPjEWcD21VPwOcNu255rJ2t+bpn8uInwqIu5qJus7jzQ1tYPORsSp1kQkm0m0FpFf3ZU5IuL+6UtetxF8OiJ+0Ewizedc2y4jul9+X+jgl3NIYDyddQ6U6Vi6MB2DX43FCDIcMDfXN7kfqbdOU3gYfECs6E37sFAne65LnjtuA/9XKu3ueec08jsy9757++Xx5faphfrV886UCXucL0WDmTSS6urVlDf81vRnphqFJ0th1TaoUo52K1hm3lWnqGTHbnxkvNYIRY3Cg/Q2GJpIiUY/1ZhCXQBLjgLgmo5RHXuZM4UVH013hsLDygKPR6fU8DtQRTSLCDtHhVKNxx+8QJ3Os+92O0Xf2nZ552tWFPk8IjMO/FE/rvO5kiLA5bvWAJciw5nc0napjGRFR+cojz99Dup1/Tl//nx7/fXXbyQ07LBAo1GrYoEzjo8CC1CO28BtuS+eindy5Pfgh+EklGKBzh0ejy6S2oUFzKtaLMhk9GGxwH22aRNY0IUDeo8aHYoFkPkoy1igWVUsQ1CfYoGOVa6bj1fFAu0Xz7PsHeg7YyzoclorXQ5YoNjNsr3GKKzFghImsNGcyS3FAh1vPOZVLqqMWBcWFA3gaWVPxyQyd25q5OJP6UhTU7uo1Iap4cmbL90fy+m5dzVNM4tGVtCFiHirnDsdEwfBjbHoPLghIm5oJpHzs5X1nxhqmuauWDZouwzRLCW9M9retu3TTdO8LZbTpW+a8nCjEfWSJ4wnp6brKIA5jz5+wxhho0SFqRNAeC6eNR6P432/9NuBJi8Iopgc37P3xETYxKJw4v+gzLDkY15nk5VVICkpCWg3AzHflxkCWlf2/EzRcf1yIKmpZiWva1cZ5w1WhcwJfwVZVXj4Gn+/0a0X1/V0ACIGJBcJYAWH61aPsEaA1csNr7/Wp/xSRdRtqNO2baqAa72l8aplS++2lD2hyiF+q0KEce3qYIORxwcbua7tTnFw7eb37jz0mXHrnqfnWYbxPObnKY/4nmyeMa9Ucdsk1WCBtqUWC9jhx1ig857v0/ECLDjzK79Dz1p85r17T6LwrA7nqODje/efmB1jpLlI2SaxQJX+VbEgk8klLHBGvatnVSxw7wLP5/M6t3jtaC0W8HMZC1T+12KB6kGlCLBmvqwLC7qcMVrvUWJBlq2hsr0WC9TIXRUL9Fhlw7qwgNupWOB04C4scHp4F+X5jobatn2wbdu3RcQrwn++B6mptetvj53atr3Ytu1bY7k/2Jyptp6n27Z9SP7OtW17tm3bV8TEOFaj/Ewz+TTSZUPNZBMq5UvNummXPfBgl/ELmjpinLPAOWMGGmiggQYaaKCBBhpooIGWqDMC7Ggacbu5mewI/dVY/mzSTVFYD3oSqW3bm5tJajQbajc1TbOWTxW1bftQM9lcTD+HdNM00nzSd9WOZrIm9y45/WB7+PXfvaLfUx5ejOVo+kbGWskDCWKPP7xULlKrXjn2kJU8irwGUL1qzhMbEfHZn/5LvP8Fv40rC9fuO/hhhKmL+9PlDS15811/XNQ480hylEjbp+lXem/2nMzj756fpdDysYsKd5FG89E29rZz3bqWiYm9w+rxx2/dRXJnZ2dpvIE3ymdEn9TDzPci0qSeat7xOYsEIM0tYnnNFz9HU52Z71mKs6Yo6pgovbu+O3sy6Xxm/ug7z/imvOHnjEaj2N3dXWgn94vHedY/7hNHe7S/PB61zX2J73Uefxzze3HPcdGH2ojbOqgPFvA4UCzIojMuSqx0GCyQJ0XTNPHu7ZdHxBQLwkdr0J9VsCDjkd63DizIMEef49bccjknH44DC7htfbCAdRHGApYpigUcQdQxxXzWrBDQOrCAN25kLFD+MhZkWH1wcGBT7DeBBVmkl+dzHyxQ2Z8ta6jFgq5x2QcL3JjpQ32wQLP/uE1cnzvfBwsOZQDTg2DU6WeTzsRlZgBP6Vwsr209HeVP+1RTO0nlPRvz9cegu2LyndsTS1PjV9/zhVhhDW57uNTlh2LRgeAiy2shTllk0vQLvYcJ11koZsqO1qfpIAyMEFYuhfZ9v/RbdK6NCL+OTNsB4ckCya154vIORFyqlvY3A3RWdJXPnDqTKTx6HkCh17Q8G54g3U2y1G602fWF1/m4DSzG48XPADAA6PN4rd5otPjpIE4j4zGja2sZXFjx4rYpOOs9qCtLy3drwaCUsbKD9mUGBlIq27ZdUrCdYuN+6zW9nr1P12cmdnjx3NU0OJ5zEfkGRXh/bbu486dThnG+pCBk/NE+uvQ3rQv8xzpAXZfGYyYzxpgPmvLLz2G+cR94LqjD4TAKWR9yWKD8qcEC5kEtFjhDl2UKyut4mxwHnTs8FjiDQn9njsV1YYG++01igdvE67BYoPKbsYAVf8UCx8/DYgEbWIoFPA4YC/iaYoGOTX6Gjns977CA25fJoE1jQRcOoL+1WODwUO9fBxY456CW7YMFPCZdXevCAnZwKRaw7oTy/L6cPMj4UKKVDOBpQy40TXMuFiODp5qmuaG9/DZ5cu1dmwEcMTOCH4hFQ/vqpmlOtydg7bSjxPh9OiLe2tZHx9e1W7MazRszgFVAqrDP1qmwMC8JHBUAHHXDc1BOlWs+1vU5n3/mB3H78145vXde/svTz1agThYizssN0s8VaZ+ct9FtMpL91npVGUP/uI8ZcDlDPCvDCobrU6ZYoY1OyVFBjLbDC88ODLeuzLU5U4AZGLG2SxUe/lafgpL2WYGDDRBVlnls8rHu3Im+4pqL/HJ7WAnNFJuDg4OFMcc8y/67/jI5j7+SKgTZvFRDhynbDEUj90q6CRsoMxCzOcfzXueVnkdbecddpWYaPYDiw2PcjSc8x81xXOuKWnA9EXOebdIIdljA43wdWMCKJ2NBNrZKWPD5Z76/1M7s26I8JlyUk+kosED5rHi4Lixw920CC/h9KRbwHNM2uvZ1YQHkqmKBbjTFY8uNyy4sYPmmWMCOPnXEopxigUY6VZ45LMB/hwVO7m8CC5xDLnN81mCBc2Io9cGCLueawwLGA8YC8MVhAepzWFByGOhxxHJGUIm4H8yvWixY2QCe0oOxnBq7VsPxKKht24ub9iRP6cHwkeYTZwA3k/Xcqxq/EcuGazRNc6pnHUdOCmKOVPHJymRArYJKPYTsIcsizOwxbNs27tl9wqbPKFi7nTmdEuoUA74/E8iZwqNCmM8p2OsulRkAqPIDJdIBIAtYbaNTeFRAq8KDc+wdZ+UXigmDNgOOM1ycAoX6nNLtNhXh8toXNtAVhJhvStwefQ7q0lQu3qRra2traRxjfKlDhs87hYf/l8iN0+w+HX9u7ms0w5EziiLmczpTcPhTVa6dNUaEKhBu3mn9JY//3t7eLDrllKFs/PJ/Po95grGiKa24xr/Z6cCKNxsSm6R1YIFzPinv1oEFqsSeNCzQY1XI0T4+5vbVYgHLjHVggV7n+c9GOY9xldGMBZqSnRkuPPa0vlWxQA10h8F9sIBlAmMBO2JqscBFejEm3ZKPLizIlomUsIDniM59dUKdNCxwDiGdY0wsX7QO/HdYoMuX+H/GPx5bigVaTvHAYQGe1wcL1mIAH6Hh+JygdhIF1tMnbuOwZrJDtq7xhvHb11h35W+I1VO/D5NG3ZsyUCp5QzMPIurKIp6qOLLhwyDLZfheXcvhFNFS27IogFOEXH3Oi+0UHvDBKWElDzRfL7WP++KMzEy5y3gTMY9mKi/x7kej0eyTE5cuXYorrrhi9uy9vb0lZatkAKOfqthELEed1PMOQhkeA/reMgNYDWR+jlNs8Gy32yfqQlRCDRvmP6jPTs99I8CqQJXIRdpcGTYkM6NZQZodV5y6rgZB7Zq0bB66Mpq+hmtQgtjxxP1hJYnLslLk6neGgs4/jJOud+MMuRpH5DqoCwtUbtdigfKH6wUpFjj+8rHDAh2bNVjg1hq6Y66vKwKL43VgQal92hdnZCoWZHOHSbGAFX7GgkuXLkVEWCxQoyQzgLlefn6Ez0hTLHA4UYMFqtuoEd4HCzjiqVjgxj637V0veizuvnhtRHTv9Nw3ArwpLMh0NI0eMxbgnGIB6wddu5iD1o0Frj+4ztinWKABDO0T84yvc30lchH3Wiw4GsS4TKiZpPoqrT0q21wGu2RPeXE+FtcqH9b4jXYS6dX7HL+7SD9XdeKi5gMNNNBAAw000EADDTTQyaS1RICbyfeBlS5Hw0T78XS7mXXMJ5pfTXnN7yrtfDDkO77RYyfoqePgyAzgLBVEyXlLQS6FSL1xpfQiF2UGufQZTjPSPiBi4NKLkPKGjSa0Ta5s1h8+77zZ7OVW76arx/FTeVeK7mYRCT2nz1bPLXv82XuO9K/9/f244oorZjy/8sorZ3xzm4mVoiKuDfAUZ7trcmqZeui57lJUA/3h7AT1qHI0QSPPHKFya7503RNHODndkL3y6sHvSoEupTt3pci51CuNejCPOKrrPNxZBI8jIhGL61g1Cs716furiVRlEUvcr9Fc9eofHMw3xdF1XRrB0/Rol1LH/NNoKctSF/nj85rq1jWuV6E+WODkFY6zLBqXjaJ19MECbq+e0wg8YwHL9uPCghpZyL+Vd4wBGU50YUEJgyI8FjD2MhZceeWVERG9sSBrg26cVIMFbsx0YYGLytVggcsA4s23HBZohPOdv/noAg8Q/WWZVJMCXcKKWizQbCXmgcrOVbFA17GijTzPNo0FrNfwOZx3WMByW7EAfeuDBTrvN4UF61oDfFSG48ZoavTp9203tTPzTfL7xPBrg8ZvxPJa8VNN05xp6z+jpHyL8N+jXgvBYMSkVqGmaUc19THYKhihXiYImixVqPRsFRyqMDiFTNujwJyBdmZIlpSTEil/uP0R5Y1V+HrJyZApPMw3pDPzWMC9bJCOx+PY2tpaSg+KmK9T4/fvlLOsHapwOLBkA8qt+XI84jHn2uDS0lTh4XO82RXzipUx1KsKDwCelUOMHfwvKTxdygyXyVKqdLxpf7UMb2Tj7lVjX8FalVY+VkOE/6Medlpx/yL6pcfpmNSUN6YuJYlTbjNFi98/lCQ3xtyzeUzxuNs0nVQsqOEb6sqMoBoscIZkZlTWYEFm5DpaBQvctVWwgHFXsYDxgLFAHVqMBTpXMiOmFgvUgNJ1uQ4LtL+uDSW9Q7FA5Rt4pZ/sQxnmw9t//RvEk4NAE25/+XfiM99/3XMCC/Q+nD8sFrjrfeaZluExWYsFzokKnrjnOl12VSw4DA7MZsvU8Dndtm0vg6Jpmpti2QA+1k8gNT03VyKjj+np6OhHc4idrpumuT+WU39PxCejEuP3YkS8bQ3Gb7STteLnYtHRcKaZfAe5WH/jv0F8rs977ku1ygyXZ4DJAF+vKamXkOvjSc9tdF5Z9TqyguuUZ1Zq9boe6+9M0JY8/44vTDVAlu3YiOdmdWXPZcXmiiuumN3HazWbpomdnZ3Zs/mzPjDoIhY3klFSBYiJlQMXYXUeaBwDdLJNNXgM8W8H2toOfg7+c/u0PXAesGLIfY9Y9OQj4gRShSZTtPWew3j7ub9dhoT7z/c5pxMo24kX51XZV0Wt1A81iGpJHSHO44/1XBgvqiSxXFGPv0ZHmM8sc1BfqY+ZkblpI7gPFvD8UCzIZMFhscBl/3RhwdvbF04fHBGjiC/sXYyIxfmnWFCS/Xotk+2bxIIMixz+1mCBzmVggX6ShrGAcQDX2bnnnqXOJyaVIy7CejlhgTPw0G8X/WZ2fOb7r4uIPGMiw4TDGMfc38MEGHBfyWkT4bGA3xVjAbd701jAz2QsQDsdFrBjRLHAOUt17CkWlJxVfM+qWMAz44aIuKtpmjMxidQ9WDJKmnnEdCn6GxuMylXS+aZpHoqIh9q2TaO4zSSl9qZYNqwiIs623d+pvX/6Emv4dUNM+KUpvCeBX5nxeyH67/bcRediMmaunv4+FRF/0zTNzdm7mvLuq3K600GxKqmX3x3zbwccIBb0zqPN5fTYbTChpO1zEQIc7+3tzepSQxeg7aIE2j6+z13je1w7sshH9rvrGe63e36E51fEnMfYsERTU9VA5mfg3Trl0AGweluV1HBEO1jx0SiYGs1dY5LbUTLmlD+a7sz/EfHNFPG2bRciveCZpkDzuGODzPGzS7EpAarySDcRc2VwTceEXocywHVhsxO3A2pEblC436i/Rilydakx2zTNzOOvfUI6W+bxR39505O2bdONmDIHEJfRccfj/ig+fwRyWJAZCrVzrhYLmEfrwIIvtz+aXd/b24sgLHCbzR01FtTIfT3nIrjO4VCLBcxfxgI1Dk4aFmTXa8Ykt8MZgJkRnC19iajDgsWobxsRE+NX3+86sKDkCHE82gQWMC+OCwvcGFOZ3AcLMiOXo8eKBTyearFAxyNjwWFwgA1gRCWvjomhdqZpGmxcdCHm33E9Pf27OpbpMJ/HWStNDbmrY2LY3jRlCvoAg/ZUTPqgxijo5rYjEj41ysAD5RdHhU80vyJS4xf01UMMrAtt29q1ve1kB+y3yfNOTZ9zISbOBDgS8I6c02DjfINQKk3QkvJS8sA5JSBi2YuroMjPy5ShzADStCFWbra3t+PSpUvpWjC0wQlV11enkGgbcF+Xp9IpR2q8uXvc8yPmAlcViIj8O3wQ3miHfmqEFR41thwwa+TaefsjvFe/aZZT29Am7Q9TCfRKXn/n2WeFhyMfSP/jexgAIyZji8cXpwVmCmOm8DDv3fUSafu0ncwbHKsSlK2DcgokK6iZlzrLaCgRGxd4Xm097t2r4sLef52zULjwP+sXP4d5qmuKcb/bAVjHnUaf3vjGN27MEj4KLNAy2bhcFQvcjsnAAszlTWOBU+y7+IR6HBZkPCxFe3U8suzUqClnAEWExQKW+4wFJdnknAaZ01H/X25YwO1gLHDjo23b+PT3Xjs777BA+boqFmRGupNbkLU6BxkLut7jUWBB11Ixpi4s4IwgXMMf404tFiheMv/43losYP7WYsHWtOJT4TdmwqZDmaHItLZU2RXJ9QNGaBc9HZPIb01E1vHkcuRXRG78HmaX5k5q2/ZC0zRvjUlUlx0DNe9pXeuRO+n06dPNww8/3KogQyqUeladgGeq9T4qEMJDqM/Y399faocq6vwsjvqqlxAKUKaIMJD36VsmdLMyJWO2y9B1v5nUyOQ1q+rpdVErBnKn8ACEXX8yr79rF3vtGZj1t/NO63HTzL9HmY057hM/h8uo4QceaVqb23gF/cYYUkdMptDUXnfUpTw4JY/nGffZOSNKPCrdB0cKzrOiBeVhd3d3qZ8lYmUiu6ZGgx7zOacww6vPnn/0gY910xPdMAVtYlJlh8d+ydg7SnJYgH6rDFb+rYoF+rsGC/h9Kxbw73fGi+Pzuz+YXWNlc1UsKBmfTLVYUMIVN082gQVqCDIWqMxaBQuc3Fe56rDAOUC4XocFDn/Y2NNyzgjWNdD43wcLmD7z/ddFG8vOg+PAAoetyleHBaX78AzFAnYQMRbU4ACeX4MFbk4r9cECdpaiP4oVigWO784BylhQwo7D0Gja0acj4q1xuFTcizHZyff6E2LMPRCH68cDMelD7b3nYtLvrjRppafjZPEr4hi+QTzt+/Ux4WNtJPeBiHjFCeLbQAMNNNBAAw000EADDXQZ0czd3U42c3qoaZqzMYlgXh2TaJx+euYh+n+hPSG7F4Paybrdm6kfiCoi7Rn0UEyM1wsxWb/bK512Wv5cRJxrJinEeJby6yI950JbWJP8i0ZTHp5tJhtj3RiL4y6C+BaTd9TX2bAycdobSL1OJS9U5gXnyInzwKIsbzygOzxq1A7/1dPHaUWIsLgULHgbs89cOK87n3Opde7e7J6SVxKe6y7Pf5ba5f6zF1fTyDjtms8zT0u7L+IYnu4smqJtxLFLj2LPqaaVIW2Po8dcH4+TWk84vNKZx1+PdXNoo/nYAAAgAElEQVQW9mbjP9ICmV/4zedxrcbjn22eVRoLWaRECTxXHvB98Gq7qJvyDVG6rD5tOzzpTdOk0RJ+jkZm9X2rTOBncVl+FxwRiphHJ/TYEcuhLMtF3xNH1bLoDEecMl6um3RcO7m/ChZoH1TGOyzg8ZxlcCgWvLN58fT5EdH4dFzFAv3ckYtgrwsLaiLmOm6ydGwlxUmQYgG/R343usa2BguYP32wQJ/pNhNULEA/jhMLNIKO5+jyFsj8zz3++gUe7e/vx0HbnSnkZP5JwgKe3+55fbCA5W0fLODIrMuocVjA1/Bf1/IqFjBWZLRpLHCY20VL28NNjZJjM9KmBvXKaEb92HhfphHJY4tKrsqztm03rz2Un4+NwI59MzAlBpc+E6umLAsal2rEv1nB0XYxOQEG4l2JVWFmcudKa79K5V07FJSyNUBdz+DzWZ9ZKDKvoEBub28vKDwQtgAzXQuG685J4Ixg5lsGNGpol1JoM8VfN8Fy5BwBABDnhAEfeOyxkjUajWJ7e3sp1Qv1qiIC5QTKj/JIFR4dH1yfbqIF+vM3/jA+dP7F8Ynrn4oPPvbilA/Kf5dCqOdUqXG8j1hcJ6j3Mw/ZEeWMVD6P96SbEmXjnpUNdrbxPXof85sVZ9QFhUrTaJXwHre2thZSLp3R7JxRamzp9Uxx3TRtGgtUOXX3KhZk8s0purNrB3QcEbdf+cqIiDj3n/99qV2XCxa48b0KFvCza7GgyyHqsEDfE8uUrhRahwVuEyxHzhGgWMD3KxY4jNoEFmTjowsLSunyygfIN5Xn6Eu2EZZzdKqjHJQ56xQLtK2Zw7IWC9S4rMEC52xS+dQHC/QLB5xCrTxVHikW8LPWgQXr+g7wQAM9J4mFuCoj6sl119nQzBQhXUfhrvN/rh9t5PbytcxLGjERLmgTPP58jutxpMDmlPBShDYDt+yZtV5+EAtHt64Lm3S4eyJ8NAcKjxrBru1uvZVrG//HNadsQzmBouMUHlWkHKjpONN7VFFUoMd5VdKgOPIauIi5tz+LkqNMaazqtZIX/BPXT3a5/eSbfrRw/k8vXLXQvxrQzAw15gVfj5h79rU8R+1KDiglVYJ43rNcYYVVx2NJOXKUKWI6plmhwj3oJyKVrASBWN6xQecUJtcm56jYNNVigZPz7ESI8EYxZ5+sigXOGJ69J3PfZ/7P/4homoX154wFNWOlDxaUDOEa46Um84fJYQEbOIoF+n5WwQJ+59puNYb4vxoEauT2wYJs3pewwGESsEDLMRawM5mxQDOBmDfqKMjOu3tKWJBRycncdU8tFrgsDT6v9x0WCzTKi3Jq7KoxzLQqFmS4s7W1NTNi+2ABO1G1b9om56iopcEAHmigAnGaSpeQZOGkXi71fDnPfkS+sRGXAelmM0qZgZ4JWhYq3G4XkeH+uvv1uMYQxjFHr1x/tA245iIzLjLKHn94U7le9+yIOTCz4sNt5vQ2bm8GLs54coq925naGcc478YWA6IDwmw8ok0MUKxE8vPQV42I86ZrzsPP48ONBb2mitBfnP7h7B5ltdoZrCjq/GJvPPPAKX56nhURxzMQ5Al4hbboZifMU/Xyu/Gkyo6ed5ECUI3xkBl2jtgYg8LDCqoboyBENnC/jlWex6yQXnfddRvPYqrFAp0PTu73wQL3rFWw4J79x2fnL126NLnPlAdxGx0WdDlXjgILVDmuwQKWq+vAAjXiVf73wQJ957VYkBnBeo6xQN9fSVZg7PMcVCzg/jIWKC7wf+cA6cIC53QoOdEdL2qwIJP5m8ACtwFihtNHjQUZJpWIeaFY4PQfkG6GBb5qG5ivuNYHCwYDeKCBCvSmN72pefjhh1tneKlwVODMvJJOocy8V5kXF89jz6yWw72arjsajRYivtou7Yvz8PM9LLRRXutxSo67ht+apuMMeW2H8pR3cczWiPDnjJgUENUTfViFJ1N0uG2ZE0SNUHddxyT44oAC/MraxGNLFR4GH+4ve/dVwXEKCx+XztV4xx196PxL5vwZ50aL25nSGVvq6c4UT+ftd4aMeujH43FqZLixpKlw/A4zJUjllDNg+LebbywT+FlIe3b91fpLkU5nCPB4rXFIrptqscBdP2osyIyao8SCDAMOiwXqWOBz2o4aLNB7a7BA+81YwLxhLMj65owr/FeZotf5XA0WMO/0OcxLLl+KAHPUTbEA9SkWsOOyFgu6cKIPOV47UizIsFplrL43vc/tKs10WCxgh5ligeKV9t9hgZsDJaOX56jDAtffk4IFgwE80EAd5DxnDuCcgqLAg3pKwsQZagpoKkAUrJB6FJGnpjFoR8w9/bqWKXsm7kcKtwprB1TZ2h7lgVO6MnJGIgvHiOVvJCLtrctTzH3gNdSOMkUnq7u07hRKGgt3BVd95/zXFWnge/Q5rOSowqNgxOOMoyI8HvC7T5SX68Mx3xMR8Renn5qcKA+PGT8zb7/bxAv/3dhCWeWJuz9iOeXN9RXRQGcMYc2sOix0/rLywbIG85Ofz3Vw27Q+vsb/M+L2IwUa//EsVjAzxUd5z+/fKe5HRTVY4BxQetwHC/Q6Y0GXwbYuLNCoTWbE1mJB1/IRbmONXAU5IxDtVizgjQ9PGhYwXikWqLzhvnF/a7FAeaSyH+1iLHDGJMaZy+7Z29tbcBBkhm4fLHDGcRdlsp7P6fXMweDq4XfjyndhAcopFnBEVLHAzR/IF343jAUs/xUL3BxfBQs4BZqxQDdzq8ECdSQyFhwGB47WhTrQQAMNNNBAAw000EADDTTQQMdEQwR4oIE6iBfyRyxH2zLPk4vI8Dn1sLnogUYanCdOieu5ZXRVtFfMn3P3z/41XVvl0ts4nQnkvPvcNreOJUuvzCK9Ll3M/Wd+8OZDEXOvqe5OqeW4Pu0XSNME1Tvt2qz1u5S0kndZjzU6rGlyOnaYML6ya/qb2+U2h0Fk5uDgYGn9Kq/3wu8a772mxrmxh/MHBwfxgW++MCIiPvXmf4sPPvaiiIj45Jt+HBERf3rhJQs8c+RSzTXyiDlSE+3l9+/S3RzfXX9LMsKt4eLUNx3/GlnA/fysrsgXk/O0YyygP7rJCZ6rHv/sOaiH1wOjLKJUfN9RrP8FMRa4aFsXFvB7qMUCx6sSFrwjXjQ7/nL7IxvtAdVigUaHQSUs0KUxtViQXde+uuguqAYLdJMird+1XTcJ42ul3a61fjdeFAucXOa+4HhTWOAyYBzPFAsUG7OvJKyKBU5fKfVpE1iQ3VfCgpLM075BRriMv1WwgKO9x4UFLnMy40sNFhwGBwYDeKCBOmh7ezsuXbq0lMoGob+9vT07j/+YuApwrPhAIHK9DsxBDqhLQpXrjpgYvxF+F2j3iST85jS0TPkppTvr9ZJyVUPMH6TdKd/4HEBqZ2fH9tEJcRArPBmAl/rijF4cQ3g7I5cVDU11c+NE6+Z2qNGmbXCplto2voYUNigpqvBkOzrzf3fd8fNj1z0xPTPvz9lHX7jQDxi/oD+98JJ0t1yX+saKi1No+B6nsGZpdboWTNM5daywkgLCO3DGiyoFEYs7MEOBc4oDpxrq82qdT3qOU2DRloOD5c/HgLK0NbSRFT831vvKjXUQY4FzBm1vb9t5XoMFOmf7YsG7Rlfh1+w8vvl7bzw5G0NOpgEL9LvvymuHBX2Wvuj1dWEB7lMsUNnJWOCMwKPGAvxXeatLdlAW/eN7SnpADRZwfYoFXO+qWJBhQgkLnKPZ1ad9AfE778ICxYRSmnQNFrj7+H30wQJ+H4oFumEUiJ11igUqt2uwIJP77hpjAe/kvCoWqDxcFQua4wCRgQa63Ojhhx+eTRQIk/F48ukEGMA8OdWDiQnM842FThb1Y8HnNtQBIDpQAj377LMRsSggL126tPSby7Bioms5QS4ayr8diGndNaRg7AzdiInAd5FegBGDlwMdbhP+s/ca/VengP52bdc+4NiBLO822zTN7L3zmjWnIDMvMjBx0UytixUrx5+9vb0FhYfHkfvEBfhWUhbdWPnzNz45vX+pGXH20d+0fXVGK8p0KTzOIaFls8ivzk/XNp5bbgwpz/Abhgnq0swEtEUjCI7ffL8aZRoBdMok+pQpQCqjOPqh92eRrqZpZvNNeYZ6RqPRzKF1zTXXHFkEOGKOBeo4ARZof3iO8PtdBxbw9VvHL53avsSOto2WnEef+/n3l8YDYwFwIMJ/79dhQeYILRkv8+bVY4Gb55mzqQYL2HhW2e36wbvZOywoGTTctloscLs8b21tLcyxdWCBGi+oi69pHcyTWizgd93H0HXnupx0XUbrurBAr9dggcppN4a0rxyx7YMFOr9qsMBlYHRhgTOOVUYpFjBfarGA55hiwWFwYIgADzRQBalHjr3+IAgCTE4WaOy5wz2cEsh1MClAuXLqqWfhiE0T8JvPsXdW62NBOR6Pl1KbtI28yYX2yR1n17l/TvnLInisQPC57B4l9oxqyhbaCBB3HuiSwpOBLPfTRQKg8HQpxHxfqYwDKjzLGcbol/b54GCe6qYKDwPqB1/zLxER8ef/9Mr409d+LyIi/uzbL0t518f4ZXLKTnZ8WG8//rvr2YYnqtTw3M/mAZfBPXiGm3+6uRTPZ8gbvReyyEUZMod4yTmiESSXaeCI5aRTYNHGiLmCxsrTURu+oC4s0OgKYwHLYsWCTKkHOSxY4m0bU/t3WlczObx378nJXB2NFuayYoHWtyksqMEK7uNhsaDLgeWIjQHFApZVtVhQMty1Xyr/UaYWC1SGO5mO386JxVjgxoI6Mx0WuOi4GsCuHPOuT2SdSd8zyEWBs3dR2pCsDxbwdcYCNV5rsIDfRR8s4GfVYkFmCDsebAoLdM6gjaynrQMLBgN4oIEqaHt7exZJdeDBxNfY68dCwSm5zoCJCCsUtH6tC/WooOxUoISgAEF4wuPLhOsuutH137VFBXDmLYxYBhwFCr7HeU2dt1P75trJ4IL3w4YOKFNISscc6eVrqhy596/PQ7u4rEZLlD/Mi7ZtlyIf7O1Xb/4HXv0/lvgF49cZuqj3z9/4w0Xet7FwTy2hr055gZHB0ZEIz1++xn+gzMvN7dC+uuiulnfKM5QDVmIiFo1CpxC5NcCsWGVznxVhvtfJPFWYeR7g+c7Rp+1xfVYHIv6PRqN4wxvecCzGb8QcC5wBoaRYgPHusCBTJJkyLLhldFUsnuIfbdy69dL44sHjtm3Zb31uRPTCgpLsLxm9jg/OQefmeR8syKLRrk3omxLPJZb/68ACjfTimnOedmGBYhVjgfK7Bgt4PCgWqCEMcrIwM3TdvhqfevO/RcTcAVozXvtggb6DGizgNtRiQcngz8agzgPGAjUKa7BAnbI1WODwT3nnsAB8XwcWuPexChbkbrCBBhpooIEGGmiggQYaaKCBBnoO0RABHmigCvrd3/3d5utf/3obsejJPjg4WNhoIEtV4ZSUg4ODNCLpPGDO2+g8y2gTe9LUi6je6axc5gHna5wCpv1wUS695shFz7OIJd+jKTe436UjaRs05a20tq2UhqVeePbMO28yR/O0r+y1dp5XPeZ0IB5bms7m2uh4A28+/ni9N3voNR1ukTcYJ5PU5/39/diLvQVvP77l2x4s8/POb/x6fPq//K8488hvLLTbeZ1dunN2zo0JfR98jnnqIjXsUef+l6LAHEXpIh4bHFnjSADKdUWHs+isa3fWjlLkUOVVFlnI0iy5Hk4L5ohHKfJzFAQs0HeOeeLktfLbYUFNtk4Wjf9y+1Tc0rwkFiO/EZQTvRSVdFiQZSAoMRaUxjk/d1UscBs3dWGBK1eDBbq/hdvvohYLtB+uLYoFLu22BguybKEsm6qEBYzvigWaRq9llEdcDnzm/y4ryMnUM4/8RkSz3PZaLNBrNVig8qwWC1z7N4EFeLbDgiw6zM8rZeqsAwuysvyMWizgbJl1YMFgAA80UCVlwOFI00ZKKdAKyKrkaOoHX4uImRLF1zR1EOVQFhspYNOT0Wj+2QqXisKKTkkh4mfp/RllRqNTAiKW1/fo5lBajgGiT5/0nq6yWX+4Da4frOiPRvP1a/rJCac0ZWOHn8/g4lJbtX+8eyfAWQ1gNZJxf9sexJ99++Xx0dc/Hh/+1lWzunf3dxeeAcOXzzHd+Y1fj4ipwhMePDFOmWfKh2xdeCndTZXS0rvjueYU6b5r2LhfSs6g5T7UzDGkruJYd4jmPjll2xlgXQpORpyOqWMR19lAG4/HMR6Pj23tL1OffjMWlFKgHQ9UMdT3MjF6meYG77Slcd/BkxERsS9y0GEB6h6wYJmOEgtUpumGWKBaLOBnKxZkc083sWIs4DGkWKDp0TgGZRs0uWvM301jgeMl88thgTplarCgtAQr65fSqliAdjss0DFbgwXO2dOHarGA38U6sGDYBXqggXrSN77xjZn3v2kWd+nd2tqyUZWI5Y0zXBkVHCqAtZwC/dsPXhhfaX684LlmEILAg+HLn3bA5z108yfeAVk9vHyNz6G/ro/aT+2fCljtp3rCeXMQ/Y8durkN6AN7+rNPLGS7Tzq5mUV+HJgqgKr3H/11hpr2WZ/jPPsMZJlCy33O1nUxv/Qa80sVAMdTx1emzOHk5oTz+rvdUvm6esu1bihTrCw55YCVZ+6TW/PFHmxWFkvebyYnPxxf9be7R9vN5ViJKik32bzT8mrE4H2og4bboU7C8Xgc11577bEbv6BvfOMbCxlBwALGgz5YUJKREX7cc5lbZp9BmpvA0wZGRMQ9e0/YuVyDBWzU1GJBNv66sMDh3GGxgK8pFvD8VCzIInW1RnAtFmRGMPNBsUDr5j5nUUtQHyxQA5blvfvOu2LBR675wfz4H15qx0OtUeiwQPlQgwVZxhXXq1jAvO2DBVkkXM8xFtTiAPh0lFjgdDY3P7NxiuNVsIDfxTqwYIgADzRQT8q8phxhZe81rrEgccpvjaLJvzNv2zvaF0XbtHHfwVOz9uIefSbq5d2ix+PxTCmCcgAPZuaN5Oc40jIlT2EpSqfHaC/qcgalGnggBxaqGDGpwuMAQRUavG+MGafwqKFWUnicMcjk2pEZkuhL27YLyi8UGezuyWOVFd9MIcyMYsfXzPnD/YCn2yk2WdRDFWO9TxUpROPYoaUKUMY7Ng60z9w/ZyRrfe45ej2LYnFEAP3gT2a4ujQbhbMR3DgryaaS8pbNV50TmH9OTuGzRyeF9H2ANMLK89YplU75Lc3ZLAL4l/HjGI1GcfP+fJf0JiLaJuK+g6diPxaxy/GYI9QRcyzgcbUOLHDzfhNY4CJ0NVigRswqWMCppbVYwG1XLMjGxrqxgOW4YgHzRbFA333btvGx655Y2L1f+Zo5RbR/tViQOYeZFAt4XjAWuMjwKliQGZpan3uOXi9FgaG7RcSJxAKdmzwneP5xG3B9XVgwGMADDdSTfu/3fq959NFHWye0nWDENfwHACrIutQVFeqlaPHk5MzhPyvPQpnBWD9vgXKcCseRZD1XMmRYoSu1WRWHDMyySBMEvX6LWQGNiVOSMo9p5hXN2u3aFuG90u58Zsg5pYYjk1zeef2dMsJAzCCpis/BwcHSTq/4xAmiPepZ5nNu19RSxFf7yeWcAsOkUR8YFm4n1WyM6S6eTdPEu19yYVbmvn978+z4lhd+M+790fV2/GRtZYOH+8bXsnvQnizahPeIvuEZur4L5/WTGdwHbX8pIpP95rbhGU6ZzZ6FfrPC8+pXv/rERH8jJjgQEaFYkBl0zshlLNCI92Gx4P7x/4ybD35z+szF8jw/HRboOkBggcoAxoLMOOQ5nDlAmZRvOk9L/7k9jAUqm5lnnPK5DixwhkAXFvRx6tVgQeY0dW13EUvGAjaAFQv4e9CKBR+77onpA+b8PvPIb8RBeKdDjeOcy9VggToMVsGCzNnCbeL5m8lRvcdhQTY/Mj3S9Z2xQA1aYAGfVyzIsKxGF3K/ta4aLHDYyE7QdWHBYAAPNNAhiJUzEIQgg22Nl5wFEBsvWUQguwb6q61/n9Y3So1c/HZGLPdrZ2cnLl26NHuGU9IYOLVM1kb1ajPp2leUYcXIAb3zAOMd6EYTLnUP5Z2nVpVNBiB+tlur5hQfbn/XWi/tV7Yezv12zghWeJwHf3d3d2kNMDtR8M6doau8BLkx4drt3qGLZChvXZTDlXfPgZcfPMf9bPxGTIxe0D1PnQ7kmapicOuLz8cXnnxDvOel/xB3X7x24Vqm8KDd4LUqfpkc4TFYY6hCwYGCxO9WFRDmoxrirn4no8BTRFVwXh1CmcIDY+Y1r3nNiTJ+mVT28PzqgwWY+4oFmYJZugZyWKBGLs6VsACKp8MC7iNjQTbnN4EFOv9dfX2wQOdnFr1jLFC542RTl+HlsoLWgQWZM4INN8UC4ACuMW84qqlY8KHzL46IfJ+H48SCEia4zB+n53F/eK5qP+EkgKGrY2ddWOCcS11YwE5PxQKn1zIfHBbUyCjFAnV08fPcs7e3t9eOA2VXykADDTTQQAMNNNBAAw000EADPUdo2ARroIEOSefPn281ssHpHF1pcZnnLouwcJ0cHXCRBfbq8oYVWNuLc7zxB2+OotE9pD9pehinzbp1PS6lR3mhqafqeXUpSHwPe8L5Hk7x0hQ+Te/i65zyVvKk6ruJWF5vlG2ooR7mLPKrkUquTz3dWeoR94e9w+g3R3wjFtd7uQgwrwNTHh1mAzS0KYtguOh+5qHXaABHUnh9nXtHuK6RX+7HPU+dXuoXePTel3176Z7PfP91s2c5j3/Jc67nuzIT9DiLuuixRhgccbucjNK5GhFL87K05k550zST9Xeve93rTmzkl4mxgOWVYkEpeu4iQF1YoJGWVbHAyX3GBpyrwQKVAbVYUJrrel7v0TGn0U4ea7yz/XFhgWIbsMDJNY1UOizI5IfrD8YYjw/GAuAA80gjwIoFn7j+R7NntW0bZx/9zWKqs4sk1mJBhqV8jfnUhQUuE0vHHfpxywu/WcQCLY9ro5H/LN2msMCVO2oscBF6lpMOC1QWbgoLhhTogQY6JCF1hAU8BGYmBCEwMiPApdyUFIaMHADoRleaHg3a29uzaXJq1KM+7ZOWU1KlTRUj959B3vUNxy5dSHd6ZlJhqxtWZHzuk4KFMeHWe2Xr3DJD19Wv7WQga9s23vnOr8d99/1BREyUVDVmNQWa+aJGLq/zdQ4P/u0ocwRl6VCOR45fTgHNyqsBxsfO+HVjWYFalY/P/uCa2W9ea5jNCx1v+luVk5o2MmWOtNLGJ5njwo0/Pp+NYeY3/lwKIcpeLsZvxCIWgG8OC1x6X2YE1GBBNiZu2p98MuaB8b8vyUu30ZWmR4OABToWeAxxfdwnVmozcliQ4Z06FrQPTKtigW6MyG1RKuFSFxZka4CzurqwQNsIucGyGWWABWr8Z7KdsYDPc/kzj/zGIp4eLPOZ28v/tQ+bwALnXHHOCP7PS1/QNxi/ios41zTNki4RsfiJsAxXlD86J04iFmh7nEMKv/Gnc5uxgGXoJrFgMIAHGuiQdPr06eY73/lOq8Yir/1SYyAzDh14lSIA7rcSCxH8VmVH28LGL+5hw3k0Gi18Oxht5H46RYb7r//ZM8sC1fG1tNkVkwK41nMYz2fWh65z7t6IfIMsrouVHo0glN4/Rzfadh614ffCCo9+2xGbXeH9q2KYAX9GmZKjyjJTtr6tS6nJ/nc5UW598floYnkORkR84ck3TPrfzhW62676Vnzu8dcvlY2Yy4DM254pQRyZ4d+uji4Fyp1jZV7lAwjtZrmRKTioC7Ig2+xN37Eae1z+cjN+IxaxwI0DHDPVYoEzwEpYAOMXxw+M/33hXbPCW4sFGsVCXbxhomJBpsDjXj3uwgLla2mzKy7njtmI2zQWONmm50v7ROAYf1qmBgvUuGAs0CgvynPGgGKBcxC4jCBHDgvU2a2U7Z+RncuuZcf6DMdPxoKDOFgaj86RjmuMBSoHarDAyYBSZD0777C6FgsyR9AmsIB1nU1iwWAADzTQCsTgrh5wVTwhJFXxUSGTCafMQM6MTedhde2PmAtsVkBcObSXiZWiiG4PZaltLBydl5EVH3cPt5cNXffJHqcc6XsrtZnbx17kkmLDYMtGvgI2n7/ttkciIuJLX/r9eNe7/lt85Sv/t20fpx4yX7/4xd+N3d3dBeUH5XXDK5xno5fBXVMCu3jl+KXHXY6CklLj6nZKDpcB7/narS8+HxHdSsN7Xvqt6fHk2ntf9u34/BPXxf7+/izqy2OupEhlRkzG0z4KT8lzn3nzs3P6frJrylcd65lM4Hvatr3sjF8Q5LAahOrQiAiLBWwor4IFD4z/faltTdPMPo/UTl/ZffHDpTpYcV8VC9QQzqgWC3Qu12CBc3rWYEHXXHRYoG2twQK3MVxmmGXGr6MMC2DUMhag74oFjAk6blkW1WJBJv9Lsib7vUkswLVZ5Je6xfNY+4x565YBHRcWOEwo1V/CAofT2TXmq8OILixAuzaNBYMBPNBAK9B1113XfPe7320jvIBw6aHq5dI0Jefl02gSzqmgc8qqRljwX9PAcG48Hsezzz47OwdvHtaDMQizwsNtyNJgWWAqcOl5vscZm3yvGndcntN+IxYVnC4gce3m/0olw82ldKmnVBWcifE7efatt/63aJrFZzgFT4+5r/pZI06DVg81pzuDXATSgWgG6F386/L0u/OZ8llKOc+8/X4ctHHbVRem15fL6brJpmkWImvMvy5jQKlLEcoUnOweKG2ZEpJdy5w/EYvppjqvOXKVPStiPq6uvfbay9L4jZhjQTa2NUqkWOCccIfFAtuGJhaU+T5YwJHgWixQQ3ihKYnML2FBl+ORywELtD7GAsWKGizIjCtHJWOtCwtcVhCyIzKDUZ2b+M+yvQ8WqFOAsUDf6XFgQWYEM48UC0qYoDigffnCk2+Y8DiWcRbEWID61oEF3QaV9JEAACAASURBVBjVDwv4fW0aC/R3DRYcFQ74kTfQQAMNNNBAAw000EADDTTQQM8xGiLAAw20Il1zzTVNRMQ///M/L7nm2AvOXmlOldEIqnr7eHMVTQd2z8H1zFPHEQTniVbPPtq1u7tr07D4PjwHz9AUQP6tUTrum3oeNZ2G/7soGX+v1vFUI5lcRykNiKON2QYm3B/1MnNaYZbaNh6PZ2nPEdqWeTvVA807NIM4ZVk90rzOq23bpfVePGbVu+zSqZR/WeTWeZWzsshAKEXWSxEWFy3hNb9MpfTnEr3vFd+Nc//6O7Pf+l1krS+LeDDVRAdqvfzuXFc6nLvO8zI7V+vx53pf+9rXXrZRX6VrrrmmcTgQsSh3HRa4zI4uLNDopT4Hddx88JvTHzGLAr+9fVF8ZfSjjWGB4o3KfrRNsUCjvjVYoBFktFO/V+vKOCzoSk3ldijvulKZa7EgWz4DYr2hCws0ZZmxgKPFjAUs548LCzR9luVnLSbUYAHz6N0vuWBlp1v3fMfV/xgREXdfvHZ2DCxQ2b8pLKjBrdJvfX9ZWR37XXig2XonEQsGA3iggdZEqnSoIeKUH5AThhAkbCi71Dd9Np/X+krXI/yun0h90jVhumEW18nr2PjZqriw8MwUZhWurl5VXMBj9+kGbiPKZlTiGacv8vXDpnRFRLz3vd+Me+75L/Lsyf+//Ms/nD1X24zNS9Avl/KmqW3Z50x0nZfrsyN9l3x+sT/L94Gc4uJ45Zw6WoerC58YyfvVRqGLtv93/ctrIppYSm/LFAdHXWVQn777rnS4LgM+MwxUfjmjRNuqRoh7X/rs55LxC9J5w7zUFNUaLGBeHxYL7h/9z9kaYGX4qlgAudMHCzJHZklhdgo46nWGlxpwm8aCGvkOKu1mzNdB/Jk8fa46fiNiCQv4PsUC9zko/HZOAjw3o0w295WDm8AC5itjgZepEyzINjq8/eXfmR3D+F0VC0oOF62vBgtqsIKvO1lUgwWZE4Pnc6lPx4UFgwE80EBromuuuab5x3/8x7ZpmoVNh0CZtxQKj0Z5ufzW1tZs8woQe9aZtra2Fs7rf/akMvCzt5/bqYqQixjs7e3NQNqBLvdZ+63CsmS8Z0ayesEVaLg96sl1Xs8MvEuKC9ql9/I9XB9/i3DOy2a6sQuM3v8n3v72ry20LVNYcI7/M1DyffiPY/fpCz12/FHlk8ePU2acMuSu83mty41nfb4q01wm3/Cqe22VnoO3P1MQXbt5jmcKjyoh+N/H4C0pP1mEg8duZpS585nRkhkA+/v7s8yZ5xqhX32xAL8VC/TdHhYLvtL8OJqmibcfvHB2XbEAz+iDBWqsAQtYnnSNcx5Hzlnq7q3BAvdcnHcRuS4scLIui0hqBEzv4focFihfHZ7WYoHKEOcsVSxQmXbSsMDJ1myPB7wH5WnbtknEN98/Qc+BarGgRq6WymdtcWVcO7uwgDP5IuqwgGXX5YQFTZdXYKCBBupH3/72t1sVeux9dsKLFREVKiwIWdA4sGED0yn/KmRduiafw2ZYAMzd3d3ZOT6PTyPhnKbTqnecI3KqSGReQ1YW+DqDuoI+gJx53vUumN/Ou+xAlpWdrCz3q2mambKDY64T57ltzljFu9rd3V3ot96HP90EhlME+bjEH5TJFBHniXe/9bzyO3PgsNdZlUxWdJj/XAbf+q31jvO1z3z/dRExSXv+9PdeOxtjjhx/Inxat/52z3fP4vfj+uP6VYp2IVqnPGXnlL5jjd6p4qSGxf7+frz+9a9/Thq/SooF2RxjUixwTlOcd8ozb0SzLixwMr8LC/C7LxZohGkVLNBIO8vHmnfhZI5rewkLlPeMBWy4MRaoU4/HgUt1xjFwAOVqsECxBLxR2XIcWNCFAXycYfCdr/rn+PwT1y1t0BRRhwV3X7x24Rrz5H2v+G5ExNqwgPU7R32xoAvj+mAB98HJfbS7hM2MBRhvx4kFgwE80EAboPPnz7c8tyA8HCixUFDDVj1vrNCjjtuf96pZmXv3nphdhzKhQlWBHKSpsTiOmBtYzzzzzKw8DN39/f0F5enSpUtLhqgzULa3t63CrH1XZZv7osqM7lIJkGfAcL+ZWIir0I/wnn9nxOKaGrkRc48/OwBwr3N4oE94D/qZClzH+2LCebwL97kjZ2hnxpW+I1zjyFCX59cptdl9mTLPvHVRFv5Eymg0ituu+laqwGXkjN+I5ehKl4c86xMTjzdtk3sn/DszeF35iEVl17XFReLUoRCxmJqp458Nv7Ztn7MR3y5iLGBeKxYov2qwQMdLto6WsUCv1WAByxXFAjZ0GQtgCDssUCchY4GbI874ZDnAPGQsYCNBscAZE11YkDkUuD19sIBTyRkL+N2iTjWA14UFbADzeGTe9cECnf9ZRJf5wlSLBXrdYcGdr/rniIi456nTERHxnpf+w0JbmRwOqPGL/45HigVO73L9Pg4s4Gu1WKCRXcYCHsc6/nW8nCQsGFKgBxpoA3T99dc33/zmN1sWYpqWrN7p0WgxDY0VBaSa6Xf53vdLvx1NexBImb1166UREfGl/R8ufMuVqSSQGcAiInZ2dmJvb2/WNhZ0KPvss88uPIcVEue51chQtnaMz5UUIwVwkPKK210CcUcK4q6dyjtXRhUekEZmWFFzm2ngPPp+xx0X4tOfvm7WDlVeIhY3veLzCpzcDvDXvUdVuvnYKUKOL9mxKkGq/PKzXPTFGQLzdqDfUaS2bePui9fO+RTeUVCr2LioPpMbh3gvPM6X+5OTS2tnI5jbkzl80Ce0oRSlc+08ODj4hYn4OmIs4LmoWMDXGAt0PDEWONmmY2xra2tlLNjZ2YmIsFjAcoCxQKNa3F91etZggTpRtU7wJqIOC0oGXRcO8HEXFmSGXxcWqAyowYI77phENPtgQcmIAikWlJyg2g/wojT+Su86O+ecnmd/+78v1PO5x18/udbMjV/mQwkLYPy6MaPHDgscnnFb+2ABj1WVsTU4wG3swoJMZ+N+PVewwM/MgQYaaKCBBhpooIEGGmiggQZ6jtEQAR5ooA3Rm9/85uaRRx5pIxbTS3RzDj6v5XDvaDRaSmmaewUj2JPZRMS7RldFTOv50v6Ts/o0bUy9fTinXr2dnZ24dOlSbG9vz9oBD99oNJpFilH3aDRa8MK7iB5Hg/Ua94/bodfUw4jrupGDW5uTeWCzFGjuW0T+6QuXCgcPP67xpieZp1ijvHp8++3n47OffeOs/Pvf/w/xqU9ds1AHb2ii4ydL+2Meq2eex4xuKMKRf7fW0KUQ6vkajz+PGxdBUF5HzNd6zfsRS+TGQubx174pr7J3yr81+uooS2fLrruohKZGcjmVRVkGBt67tpPPuzZcd911J8bbf5wELND37bIrcD6L9mRYgEhv0zQL8g8ROI4sR4TFAm5DLRZwXxgLuH7FAjf/dU4zT7qwIJPvuhsv2unK1mCBzpUaLFB5yfJJI79ZRJ6xQJf51GCB+/Qd1w3KMqNUvuk4dpF7xQLVeVbFAj12sgtrdEuUYcHtL/+OTYHWY247rh0WC7pwIHs2n6/BgiwroIQF/F6drEA/LicsGAzggQbaIL3lLW9pIiK+/vWvt5lQ5JQjl7aFYxU44/E4PvWTf4qzvzr/BmlEMzF8KXWS62EFKCLiltFLphVG/GXzb0upb7o+hNuwvb09+x5kxFyYb29vz8DaCXxeo6kpM84xkIEC8w7P0hQxLevIKTYAsS7jIMKn4tZczzak0R2ZtU/vec+jcffd10fbtnHHHYvfssU9Cn7OiI5Y5IkqLl0g7splPHD1cF3Zu3ZKkvJTFUncs2j0ltOe0ZfPfP91C/3TtOdMQaxReNxxtl6Weeu+P8nHbk2YpruV1iwz73WZA19nuaDKJ+QTj73Tp0+fOIXnOOktb3lL8/Wvf72N8OMlU2Bd2qvOwfF4PNttOmJ5fGH3ZjVUWBbo0hXGArdzPsv7iFjCApx3WKDtYyxwssA5X5iYZ8eFBc4IzsrUYIEaK0eNBQ4b9HhdWFCD+4oFXD+nPo9GJbHD8jMpQVjQNrn878KCLqzT89l6WTaoHRY4Q5f1Ir3GY8BhATuKHK7iPrfBpMOCk4wDwyZYAw10RATlBwLNGcEKSPv7+0sKUkRuOHzw1DUREfHZn/5LRCwD0mjkd668dfzSiGZiBL+9fVH8ZfPjiIjZGiHdbThisjMob4DCO0Hju7QQtgxevOkJ7+KpXnYXMdCICJQCtFEVId7Yw62BAci4yHTGPzbimY98nc9jc5OmaZY8/s7Tz21nnr/nPY9O++bXMH3yk/NNmnQjmNI3MNFvPWZwZFBURcRFBvge/u+cHCWPf02ExSnNt131rQX+gEcREZ/9wTVxx9X/GJ/9wTWza+97xXcXNrlCX7rwkXmkCo9by6f8yOpkQzZTZPi8Gr4Ry5va6HVth/KT3wF+Z5F3nnfXX3/9iVV4Tgr1wQI2hJXfmeHAciabSw4LeMxy3bxvgMol/VJADRZwWxQLVF7guTrPGAt07a/b0EmxwGUPqbHbBwtURjmsqMUCXRPOPAcOTPiyiAU4VCzINj4sYYEaPOoo4zI1WODkfqbHOJmq45f5+v5X/tO0vohY+tL1rEXUtsn/GixwhqatvRILShjp6lRZoFjgHKH8O6K8wZm2g9+lyn4u467x8y8HLBgM4IEGOkJ6+OGHWza4Ipa9bqzwaESI09ec8sPCyBkP8Mq7XSjfvfWyiFmdc7lwz+4Ts2ezYoNdNbEbNCshUIYAvuwhHo/HsbW1NVN4XMqqAoIqfk7x0VRPfrZ6wlmB5GfBC6sKCSuNUGoUEPCfwY53/dza2lp4Ty6qwZ+Q2t/fj9tueyQ+//k3R8TEAJ4oPAC6iE99agLcH/jAd+OTn3zdEkCy4ukMIowvHiPqENDsg8z4YcrGt2YLcBnms3uO2+xKy8wN38V2fe7x10dE9w7XrMS4frk5lx3r+0XEzb13bRNnXjgjmPviHDt456iT+8rKp7ab5yK/Mx67mraPek+6snPSSLHAOZvYSHFY4OaTmxd9sYAdkzwP+HNrwAKcUyxAux0WcHsUC7LIGchhgSr7Lk24DxboBk6ZfGIsUNkOLOB7FQvU8QpiHED7gQWLjtA5FjApFuh3f2uw4P9n782fZbvKK8Evh3sfDjvCUdHVHfVbd1c1dhcUk5gkAULMxoQJD3+Eq2xjMGgAjIQxMoMLG9ki6qeK+hNshwkMCL1Jw3voIek9yxYUFd1h044got1V7e4OQO/mdPqHq3VynZXfPnny3SFvZq4VkZFnPnvvc85ea3/729/OdMpRuKDUuL0VLrj/5767cPz8MnndGjHnAZQF9mXGTtSVpTZSl/qft2m+V+GCLgZRXi55/mheMy7Av3IB0r1NXOAGsGGcMi5dulSp61lWCWYuUNlxpYYa/0fMKy4mYt7323v/80vXm18b1cNXpj+ohY5a93U7Cx91s0IDHSKAG8BZjyjyx40SFjBq7eeeT96WiZ6MgNmAoARc6i1p6wkYDocNoZndUy3xEJC//dtXGxb+Nks/503nQ8a2rBGlwo3LvETQKoz4WiWUhF5JDOE4fhYqjPDPjV6gLYJnZgXPXAFZ/GSNWc5Dl94MXDvLP4sxFTwR0RDvDBynkb11LKiCy1eNZ209wHoO7o2hHsZqYC4oNQiyMdzLuKCt8aBTV3HdxdOz8Tn6rXThAq3TmAs4TcoF2ZhRXs+4QBsL+I7YkLQKF7T1mvO6ev9wuepzyLggq1vVcKBc0NTsTS5QPa/zIWNbVy7g+qkrF7TxgF47qyNL+7XxW2qAKo7KBWoQzRqznI6ScVHTmXFB5gGoz2oVLmDjWVcu6NoDvA1c0P6mGoZhGIZhGIZhGMaWwEGwDOOUcffdd/eeeOKJCmOn2D2YrYKw2mWumtoDwEGr+v1+458DoSBA1WAwiMlkUlv6J5NJPNL7+8Njq4jf7B0Gx+pFxCPTH8RsNqsDreB6sKQPh8NGAJR+v1/3BPCxnAf0rmWW0i5eKZlVNnNh4rFK6u7FULevUm8MULJyZ2NVUUYZqqpqjKtmVz3u/aUz4vOff3XqssWWfg14ob3wWV447XjeSKMem435KV0/s4hn7u5ZD4T2WvE29Pw+/IPXxUf+x8PlP/67w/kvZ1XzfeN8YXvJBVqXM4t/ycKv68t6AjTQnfZI8DusvV18XLZPA9hxGtTSr3nT58O9AfwtvfGNb9wYa/9ZBHOBfmdaP2ZcoGMxI6IRtCrjAvQQZVzAEf4Hg8FCzx96UJkL+F1lLsA7lHFB5np7FC7IrsdYlQuYk4/KBTq8pAsXLPZe51ww39TOBdlylnblAhyrXMDndeWCUp3YxgW8776Xv7BwHQW4ADwQ0Z0LsndGz1MuyNJyElyg3/tJckFW93M6My7YVB6wC7RhrBnnz5+vWLAosgpQoa5CpcAcLGbVPToi6oAkel0mZyZpXuexXhwQhStz3AsuYBj/hbyX3MEBVOzaQOAxZ0gDxJo2CjNCytw9ufwy1zcmBnbjxn329/cbLm+aLx7j15Z2zau6+zH4XN6WQccqK9GruyKWORgPoySKsnUti+ydVBdzbfhGHAoezWNbw5bFjm5TlFzwsn2Ze+AyccTvsbruA+ruVhJDmejJ8qSup7yN6wZ+X/F+Y31TxndtGs6fP19FRBwHF3C91hboSr87bpwxF+h7y1zA3x5zgbryduUCrYtLYC7gMmEu0GCAJRdyLbPMGKTjHUvBD5UL9vf36/LE9i5ckKWd83rffTfq8x966BW3zAWsEZQLkM7MdR3XW1bXHycXfOxfPh+Hh+eNX82jcoHWjyU+yNKXcUG27yhcUGoEa0yIiPJ44C5coFytXItl5gJ+v7eFC9wDbBhrxrve9a7e5cuXq9Fo1CA4FdxZxa7r3ADLKmGQG8gWZI1lVLpq8S31AM9ms7rngNONngD0qGqa2OLP5Npm3V0GLSMtnxL56Hg5pLmEZRZ/CJ5lx0cskhiP+y6N8Wnr/YVFtkTmmp7hcLjwvvG7lF0jG18YkQuZbD2z/peOzXoC/uT/uK1OV4nos/9S+S0zApfem9I7WrL4M9QjIqL57FX4qDDia2SCh6FiR3t0VWiyIIqYC57xeLxR47s2De9617t6EYfBsZgLsgYDC2IF198ZF2A54wJcV7lAe5qyHmDlAm5UKxeo+GcuKDUuVsFRuYDrwnVwgY771rGhlJvgVW3gl3o3s/QoF/A5q3BB9ryWcUHJeMrLH/uXz8fDP3hd/M7/dNjwBw8gXSXeK3FAaVsbVuGCkoFF0YULsvofy9oA7vK8M6PnMi7g2AHbwgXuATaMM4SLFy9WHMSgVDlzg4eR9V5qdM+IeSMVwLGwUmtFyY00Tt9sNmtY+COaPcDoIdDeRY7+yWloiwLK5aENRbWeV1XVCPaRiZ6MfNmaX7JCQxBqwJjhcBiz2SzOnTu3UNYAGxQ4zZwv7jnRd4Abykry2suB+2R55ryqyMNy1gPM11K0NWZRnplxJzuvdC3kFf9ZYzb7ZlgYLBM82kDPGrRtXgS6rGI/IhcuLHw1Amz27vP7oOXAPRGcRrbmZ94N3NvLwyo21cVtkwEuKBl1IspBsfSd7MoFWZRorQeVC7hO095eLEd05wJOa9t3lH1LpXp1VS7IvE+WcYGWLbggG76h5ahpVq8g5oL77/9rXKE+97OffUW9zGWi3k9ZnjmvzAWc1lW4YFljdhUuKF2L84rlUgOX/0tuz7fKBV00xSpcwP9duaCUN76fcgF7gSgX8D7mAqRnm7jAPcCGcYbwjne8o65cECGUKz2u2GB9z6ydsID3er16bmBUhl/8/w6jKGrjCJUc99hGNEWAjilGDwELIVxLe4uRPlj6IQDYsohj2ohW083b2o4pgcUN7l06h3s1GF0s/kqy3LunvfuZxR/P/5Of/Jt46KFXRkTEpz51OC7q05/+uYbF/7Of/d9e2v+v4qGH/vd48MGX13nLejc0nUyKmvY2UcLnZOVQatjqO6DLmoa2RgHKISIXBdnx2f2y7SUBVGocZyj19LKlv+Tyxufof1tPlpYvu2FyQweNjslkErfddtvWCJ1NBLjg0qVLVcRcFDMX8PPM3o2IJhdo/Y33QuvPVbiADaLMBXytLHYE7qdcoI2ELlzA5/C2rOHXBtSP3DhbFxdoHabnHS7O1z/1qRfi05/+uYiY14F6H9RTzAXaEGV+0EaypmHTuCA7Jqs/uy6X6v+scZyh1NOrXKDvwjJX5+y58fuqXMFcwMdtOxe4B9gwzjgggLShpII4YrHy5wrwM//iDRER0afK+Us/+S/1frb+ZWOHQSY65iuz9CO9PCUP0sz34t4HjAdT8tC8ZUQBccg9pM0gIs3gYkgD7sVkzOtZL1lVVbG3t1e0+LO7GLsPqmsbj4nL3FqzbRERn/zk3ywIm6qq4sEHXx4REZ/5zH+hPb2IOMz77/3ez9e9FQDKOxOaKnz5HN5fcmdTAcRlrKKrrdGY5RX/bQ1bNSqoxb/UsC1Z7LNGrvYKZOcB3CPD7yzSo+9CRHMqlDa3V3Zjwzr+VQRxjxb3XKGBtOnjurYZXbkga/hkvcB7e3vp9uPgAg3ul03PxvfS93EVLtDeNP2+Mi7Ieve0t1e5QOvBLlyAtK3CBcqZOPb++/9anm1e/4ELsqFHXOefBBdoufJxuj3zQOrKBbqs9TtD687j4oLsHcqOZeg3wO9qySDKvcCrcIEaKNriPuDbQ3p3gQvKAxIMwzAMwzAMwzAMY4vgHmDD2CBcvnz50PGpmo9xzcaQsFVTXY0Gg0F8+n+4LT7///xt/O5L7tHoCW6LepxZZGHZZwslegJgqczSB6vj/v7+goVdrcjsxgTLrbqIZvcpuQuy5VbHmcFKn/WoaVloT4WOnWRXMrb24h/54J4SHbfFlvePf/x5svgi+EnmEtej7b1AUf7+7//rOs9crqUAJ5wHhr5XXHbZ8rLxXEgHP2ekp81lLWJxbBuXtfYOZ+6SbfnJtmc9Atn7WkqP9kzh2be5vOEa2Zh/tvRr5OaIRXc3tvb3er3Y29uL1772tVtt5d9WXL58ucJ7olygbrP8rmp9hzoQy7wP52S9wArlAvYE0jpaexSZC/i+Wa9axgXas6r3ybgg+1aU95QLSrwI7yVcj7lAXZ9LXkrMBbPZLO655zDa/R/+4WtjNpvVY38X68ScCx544F8t9OiqayzXD8fFBdrbq3zYtrwKF2gaM1fxVbgg67lu276MCzK3bR32olzA+/CvHLIKF/Ax/KyZk3eZCzwG2DA2CG9/+9sbFdTly5crDjqlDWKuPBmf+cfnYjYcxmf/2yGpTl4aB4gKlM/BeLBsrC67dYG84QKWjUMBsnFGjMwtCfdhIcJ55WN0DHDmvlQao6QCjNM8mx1GKcW4ydK5nA+kh13ekO4svdiP8z/xib9Jr3m4rCnoyf98WYVrqcGHfcvc3rCcHafX1u1KxG2G2GWN4Gy59N5ngqdNtGg6S+vZu6puaurqhnGZEYffjrrE4VwVf5mrKr6JrKGjLp1wdds1sbNtaOMCfeciyt9ExLzOZnTlgszFdzweN8YXnzQX6HARHJPlSb/ZdXJBFg9A03zvvddxhYX6vo0LSm66SFvJ8Idzed9Jc4EaCUroygW6rQsXLBuOk9X9ba7brJOysb0ZF7ABJGJRJ6zKBVrWalTadS5wA9gwNhgqgiIOx4lBUJeiBEYcVq4g7/F4HHt7e7Vw4QYmg0UOxu9g+gSujGezWR34ZDKZpA0dtVJCUEQsNlqxDcfp+B0dC50hE1fIB6cvEwRAJnbQc6KECGjDl6GBLJo9vn8dn/vcqxqWfqAtr5rPhx56RSexk1mUlwnDiMUyycZ9LRO5wCo9wKWeABbHvK8kyDT/JSFUEn5Zb0U2nhcWfu6dUlGsvQScF/xKvVAq4vD88EMedlXsbDu6ckHWUwYugABXLtB6K6LpLYNrdeUC/Wb5Hc5iCyzjAv5OjoMLmONK0HpPe1WPwgX33vucnMn1QV7fMR588H9J09+14bsJXLCs4cvrXbhgmXFUt2u+9D78bTEXqNcPc4F6LOj7jXtwfV8ao68GUeYCpH/XucAu0Iax5UDglIODg0aDmEkawVDQQ6SVaslynPXEjkajiJi7QnMPdcS8kceud3yfzLKqFlC2qCKASBZkCMeo5R/3yCylpUYGpxnLuB4H8AKm08MoquPxuDFFlP5rwJP77rtRp7tp9Z8vl+ptFRS///v/a4MIs0AuSCdvwz8bL4BsyhReb2tglgRK1tOJ8sA/563k2qbXUWTvl6aRt/F7ocYRtvBHNAOVsEsqwA1grHN+2E2T74H7cITOiMXeKbXsw73tda973U6LHGOOS5cuVQcHBxERKRegAbMKF2hjAnUaeCBiNS7g9zrrmcu4gL9B5gLtGWYu4G9euSDr5eO0cZqxzN8ecwHSkHFB5hUUEXHvvc81enSbXID8z/d9+tMvb5SNllvWoFvGBfrcu3JB1thFOni5rRc3q8dX4YKsx1TRlQu00XtULsiGvWQ9v2rY4X/mAi1vfpd1qjNzQRPuATaMLcfdd9/dqPSeeOKJ6ubNm42onKPRqCb4Zb2L2jusVki2AmcNGrawZw2YTPAw4Wn64I7WRnSlhhf2McmVrP/aGFaLf2bN1kiojDbXxGZ6NV+L+Ty8N8hyPt43M1YoVNjxvdsau1VVLWwv9bIqtBcqEyr8jixrPCvaeo30/WpzfYOQKPVUZC6MGs1VjTXZc2dLv4pzHRuvApYbL1z+FjuGYhkXoNG6ChdwvcZcoL2B/L1yL29XLtDGAF+T738cXKAeS124gA2ip8kFn/70y+t06xheHpfMZdCFC7Sctp0LsgbtUbhA3Z7VIy/jAm3Mq7Em44LMYAQuQJ7MBTncADaMHcPb3va2hcrw0UcfrbiSRkWsrp4RW0jEZgAAIABJREFUuVsmHws3NLjD8XgwVPpZgxOCRxu8usxkBeuqEp8SlVrBs540XWcxB6IBuencj9rzC2gDiPdlYmc2m8XnP/+qupweeOB7jeMP//m+jdMX1jOxw+uZONFeDi5bFX58jZI4KFnm9ZiItjkvly8z2hq32buB/2UiCEA6eZoioBSQSHuseB+gvejcy4blLADPLo/jMm4dygWPPvpoFbE4nVDm6hnRNE4qF2A54wL+bpQLSsbJrBGDb4NjYKgHhZ6rHLIKF3D+TpILmtVac+wv5w/THel9NV+lxmgbF2hZMBe09fiWnleJA26VC0rnKbLeb2xXYyPvU+7I8qT1Pm/L4rLo8JauXMA6RLmA95kLVkO7acYwDMMwDMMwDMMwtgTuATYMI9773vfWFsPHHnus4iksptNpI4CC9vjCrZnHm8DaqmNiMJYoC6qiVt5Sb6Iei/up6xvfP3N9w3XaXMIU+/v7qeWV08RurQDyi2PZXUrHAJcs34fri728h9eNiJeiPT/00CvT/LS5pJV6dCNioYdj2Vjf7Bllbm56zDIrf1u5aDpKvbxZ/ni5i4sbL6u7W8S8B1h7AnA8R+nlNOHeGtkTrqRYZtd7W/qN4wTzQMScCzhmgXIB1x3MBVzfKBfgnIwLsp69TeCCzDU769ljLtAeYo3/kOUXePDBly/0XqrLeL/fb3gRfe5z/6ZxXBsXZN4wXbggK4dlXNDFpfk4uKDUS36rXKDPj7mAe4C7coF6U7GmioiUC3CMuWB1uAFsGEYD7373uxdEkAqfiKYwUZHCx3F0UQQCYvLPCLM0ZgfgMVpMKgpNE59fEjrscsSNDbgCZg0/pFvFnLrmMbFrwxcoj2fqRa9Xybruj3jgge/FH/zBKxv5yZZVzLQ1fEvXKIk+hkYf12NWEUGl7Sp2VfBkDeKSK392r6yhq0InG/PF2znPpbFdmZszguq84Q1vsMAxThVduEDr7C5cwIGAjoML1NCa4Ti4gKd2Ui5QA2AXLsjrzMWhLtj2e7/3c/Mt0nBSI98DD3w3Ippl9bu/+0JERHzhC6+u0648kF1vFS4o1fOlRutxNIi7ckHJ3bnkyp+loSsX8HuQBefUNHK9X3JzNhccL9wANgyjFSyCzp8/X2mkQoggtrADGlADRMNiAFByygRQW8OGhVA21gfgOS+1NwDjnLKxXWo110ApOpYnEzdKftim2z/1qRfqQFZN9OIzn/n56PV68eCD/zkgcLgHmNMGMIEqdJtanbPrlfKzbPxWqTG8SmM3u2/2Xmh6uCeqJIz0nvquc/p1qgru+dcotDgHvTLacwJhA9Hzspe9LCIibrvtNgsd48wg4wI2/DAXlOog5oqMC7L6PusFbmvYZLEk9FhuzPI5vG8VLtBGmI755Hvp8hyLc/1qT7CmgXt7se1Tn5o3frUt1+tFfOITz8cf/dEbFq7J+ezS6GUs44JSHX4SXFB6h/hZKxdkjePMSJFNV5dxgfIBfyf4Vy7gQGPMBeaBk4GnQTIM45Zx6dKlit00I6IRgVCFPtx+ptNp8PyUOAaVfpvllq2vmFYji7gLAsL5mWjhSLqaBm4o7+/vx97eXh3QRQOEsFVYewJ14ntgMpnE/ff/dXzuc/+mvs8nP/m3L+3NhFC8lJ+Iz372FRERLzWCF/H5z78qIhaDVrF4wTNDoz/rISm5gJV6rLu4qd1qoCsVTJnA5WdZikqKd6GtJyli0c2Zo3Zif6kBHBEL7m24b8myf8cdd1jkGBsL5QJ211Qu4G9EuUADwJUaKMwF3AOXRdzNuEAbdRpVndMALtjf36/z1pULuJFU4oJ77nn2pfr+sN5v6vImF3zmMz/fSDfXd+jhZfR6Wo8fLv/RH72+8ZwiFrkgC4Kp6DK8ZRWDKK+XtqthQblAvZmOwgWZm3MXLtAAWWrgybgADWBzwenADWDDMI4Fjz/+eBUxt2RiHJi69vR6h1GiMbZM3eGUlLQhzCSLBjAIiRshWU9fxNzdlN3YSg1gbgjyXMlqJWbXpmxOP3WHveeeZ+MLX3jNS2O+mMijsT7f1rTkH94/50hO2xe/+Jr4+Mefr8/98pffVO+DCGSxl12nZHFfxbLP23XfbDaPBMtCtX0s9KLbJfLEeSu5PbLIza4bsejarOO3eK5GFbqcHi5fvFNvfetbLXCMrcXjjz9esXeDcgE3QJQL+NtmLsi8evj7i4gFLuC6SLlAG+TLGsA8zjfjgszlFQ17QLngnnuerffNZvNxvxkPYDuKAR5CnC5tAM/zW2+pl3u9wzw+/PCb6nI4a1ygvJBdK+MCNW4chQu43lcu0F5h5gLt8VVDkLlg/XAUaMMwDMMwDMMwDGMn4DHAhmEcC+66664FS+bVq1crtXrC+r6/v19b3iMiRqNR0Q0W1n4s83aO/MnbS9BxXmz5zsaCRkScO3euPlahrk7Zvqqq4qMffYauHXH//Tca6zk40FUVEb347Gf/dTz44PcWj0zyfNircbj9S19adHnDMXoddWcuuTkfxeWZ92nAmKznoOStpL1DcF/DuF9sw7uWXSdzW1O3Ng1gwr3Aei7eqeFwWLtN2tJv7AqWcQHq3owLRqNRRLQHNlIuYA8e5oIuPBCxyAV6Ho4FD+BYho5F7cIF8ySoF1AGcMEiD/7u777QCHy4mG+UD3pJ58f9zu98pz7qP/yHt9bLv/VbV+IrX7mzTvM8fe1R/LvEhdBztd7Nth8HF/BQrK5coMOqjsoF5oGzAzeADcM4MZTGsjz77LMVXM448MNoNGq4L0e0B8rSwFe8XwNeAOz6mwUigcvb3t5eIw3aOOb16XSaumvxeq+nJB7x0EOvSMdtsXvz/D69iKga434zgcflcN99N+oGNBpiWSCsUsNf3biwvEzUtAmmVcd7YTkzcMDdTd8VHTeY5VXThJ8GL8nEkI71qqqqMd763LlzaSPAMHYVXbmADaLMBVo/cF2vAQn1+8+4QIdLdOGCzAh7+lwwTz+n6VOf+u5CfVeqA+d5n+/7ylfeEhGHDd/D9Tsb5xyVC7L/k+IC1QxduCDjgyyYVTa0KeMCvMfmgrMLN4ANwzh1vP71r18ghBs3blT7+/v1uN6SdTkbH6wBjDB+qER8WS9wRHM8FR/Hx+g+HiuUNR6BL37xtXHvvdcj4nA+xk984m/qfbDeHwqgZpCXDIfjt5jk08Pq62Tp520qXrKpe3i9y5isLGiVXkfPaRM+GbIxwDwGTL0FSumEgNHAOTyeS8UPhG+v14tf/MVftMAxjFuAcsGNGzeqiEODXVcuyHr9cExEeyMo44IsCOAyLuD9nOZszntwAeblVS5gHkA6SnXhAw98j8b1poc0rlM6Dg1f8Mpv/dZTjXs+/PCb62Xt/QTauKCL5xDvOwoXsEGkKxdoY1Yj/2dcwEYBc8HmwQ1gwzDOBHQi9+985ztVxNzyyiKABchgMGg0YiKaQVJwfBYYI7P8a+Arvt4yZMdww+mLX3xNRDTd49h1Ta+xaNGfN3zbLNqZC1y2j/P+m7/5ZL18FLHTdlybe1xJIJXylDXsVejy8+f3QcUq0qBRvPHsIGi5B8hCxzCOH8oDEYdcwMa3rlzAdcdxcEG5fl1EFy5QN+k2N2Zdf+CB7wWGxazKBfPGNe9brH+ZBz784afjy19+Y50PRqnu5mNL23Ufc0Fbr3+2XRu7ygW8PzNgcxo0infGBbi2uWAz4SjQhmFsBK5cuVKBdHRaH0x/kc21Bxc57S3mqS8AjvaJ6ZywXXsVeComthoDvI6eDICjRg4Gg0YPQETTmp2LG11XYXD4/8gjd9Tp12Nx/d/8zaciaKqNP/mTN9fpz9zbSi5sEBW6XV3WVhFP2KYiFyj1AGEbCx52S9S8IXIsPz+dWuv973+/RY5hnAEoF3D9wFygdQtzgfYS8nV4WA5zAc8PHNHkAjWcqRdNxgV8DrgA18aUeKtwQW481fqRr9FsAB/e+vAfPIA8dOUCdSvWhuZxcUE2tdEyLlCeZC5AWpQLsqmrzAXbAfcAG4axEbjzzjtr0nnqqaeqiPmURhAOSs4sdBgc7IRd3nA+B2kBer1eQ8yUejZBkjg+Ew/cU1kSNnr/w/XSvryHtzSdBafzkUfuWGj4ARAwbe7MpZ7gUmArXc6uwXnhsXo4Vg0g2qOjggfnZYJVLfuc1/e9730WOoZxxqBcwPXBcXABn7uMC3791y9FVc3HzCoXtBnetKcSDbxPfOJvlvYA51zQ5ID2HuumlwyAVa2/mQtK9f9xc4GWOdf3OO64uIA9DJgLcB9zwfbB0yAZhmEYhmEYhmEYOwH3ABuGsXF4y1ve0ugB2Nvba7j5wqJb6knMegKwT6NTM9qCkWRjnNrGLMHa//GP/3XDml9ViBKKYxfTMF/m8a+RLvM5Gj0zC3ZV2q55vNUxwMvG+uqyWvazXmHu6dZxwHxvdmvOIjq/5z3vsZXfMDYIbVzA37hyQdZjCHC9clQuYK8f/udl5oIvfOE1C/X/cXJBuecX64f/H/3od+qp8zgf7eeuNgZ41bG+/Mx03O9RuUCDYJkLth9uABuGsdGAALp27VqVNXixnpGqjhvCPMUZqqpqjN1lwmR3KXal0nFQ7Mbb7vZc1f/N7VhGYzA/H9s/9KErL93vcP1P//T2Rn4yEaKN1LYonW2BTXS5JHY4b9lYX31GWQNYn7Wmgd2cNYLnO9/5Tgsdw9gCKBdk9UqpUcT1TOb2zAAX/Nt/e5nGzc7rN+YC5QnmAh03y5hva3LBojG1Gxdw2nHdw/XDtYcfflN85CNPR0TEH//xGxd4IOJscUGpAdzGBermzFxgHtg9OAiWYRhbg6tXrx7KkWpxrkDtQeQxX9oAHg6HjcYwBzZhEtV9WaArED5HGWWSvu++63SfeXoXG8lVoxHIYOv/4TqdJY1ftchrkJb5eeWxv1lwE0DLh69XQmn8Vradg9Xo2C5NezbO12LHMLYfV69erbLASzomNOMCbgAzF/D1wAW/8RtPRkQVjzxyZ2NfFuhKuUB7n8EFXFUuckGzIVzqBZ5vmy9nXJAZO5dxgfb4roMLsrG/y7hAG8Dmgt2GG8CGYWwlrly5Uk+doRZjnt6CJ62H+xy2AyB5ji66LGiGBsrCsUgDE/Y99zxbp6cpfiJC5oOcC6CuIRzmF8ymN1JxUgqIpceWztd1Rimwi4oXLR9tAJd6cfCMssieb3vb2yx0DGMHkXGBNqQ+9rFn40/+5M0xGAzq6e+UC7ihBy74jd94Mh555I5GXcNcoDMTANwAvv/+GzGv56sFHjhMd8RRuYA9gLL6OwvmmK2X6vxb5YLMKwvLpW3M4coFzMHMBTBKmAuMCLtAG4axpbjzzjt7V69erTD+q80FWscHI5Ko9gCrGxtDx9nCcs8RSFlIlQRALnQiVhE7mr6HH35TRDSjkraNzW0bw1u6R2k8r+ZVpzHKtme9NFlEazU6sOi84447LHIMw0i5YNEYl48PZi7QeqaqqvjKV+4sjmHlsccZF+C8L33p9XHPPc81zp0nL2/0Hq4v5wKezkgNt9k4Zq1PGcu26zLnJ3P31l5c3Z4ZSLtwAfdWmwuMEhwF2jAMwzAMwzAMw9gJ2AXaMIytxre//e2KLfE6hnQwGNRjvvr9fmhE6YhojB9C8Ay2hmM8kY6HgsVfexuGw2Ftgf/oR79Tb4fr27wXuAqd2zFHM6AJb3/44TcXe255WV3cSkGxsjFgnP5sWdd5PHbWC6A9AGrx58BjHNxkOp025gg1DMMAmAuyMaTgAmzLZheIiJQLeBtzAfOBcsG9915/aQn1/LyXdB4PIoK5APMNR0R86ENXJYfN4S4f/vDT8ad/envRzXkZF2TxIk6CC7SeL0V01m2cBuYCpN9cYLTBDWDDMHYCCJDF40sx/heEOxwOY29vrx5nqkFPePwvxhPBzUoFDwcv0UAmuHdVVfGRj1wLFi6PPHJnLWzKjV51P54vf/nLb6yXM7FTcl1eZcxXSehk61lUzmxKqrYGMN8TIoeDm1joGIbRFVevXq10fClzARq9ygVsaFMu0NgPbACNiJQLPvrRZyKCXZsXoz2jquWGLwOR/vlYuD0vC0J1mlygbs7MBaVIzlkDGPfkvJkLjFuBxwAbhrETwDigp59+usH6TOAafIkB8cLjv3hfNsaJSX9vb2/hGPwjgigAsdO08FfSKxDx5S+/qd7bFsFT85lt1zHM/X5/4VoMLaOSWOF1HXOt46+zoFbZON/ZbBa33367hY5hGCvjjjvu6CkPRMzrwmWRhY+DCz784W/LtXNPH234lupz5oJl87iXem053XzuKlyQjc/N1pkL2oJecdqycb7mAuNW4R5gwzB2DteuXavg6sZBNfb392sXOBYB3APMrm4RzemO2MWtqqoFIsd9ptPpglDI8KEPXUncmudBrUpRN5cJHEYW2IsFhoIFXsmqH5EHu8os+3yNLDCXTmFhC79hGMeFjAv29/cjIuLf/bvHI6IX/+k/vXthqIVygU53xL29EYuNuo985FraUI6IeOSROxbSqXWyGixPggtKQa84DeviAvOAcVS4AWwYxs7ixo0bFc/3u7+/X48D4wYw3JxZ+GTzO3KPJq+zK1wbeKwy7v3hDz9d74d7c9aby8Jlleko+BrZtTO0je/i3l2st4kedS3kbbPZzBE8DcM4cTAXoAE8GAzi13/9UkRE/Mf/+K6Gi7BygY6T5bo/Iha4QMfvcqOXeQDrirYG7nFwQde2QVcu6OLmrFygXj/mAuM44QawYRg7jeeff77CmC+MAYYQ0gYZC59M8Eyn00YDGFb/zJ0LKIkbnMOuZ9yQ1vG9meDJxgB3aYgDbceWxE72r1OPsHjTACYREePx2HM1GoZxqgAX8Bhg5oIsJoTOC69coD3AWVwD4KhcUOq5LblCnwQXcC9uFush4wJON3PBeDyOCM/ba5wMPA2SYRiGYRiGYRiGsRNwD7BhGDuPF154oYo4dMf6qZ/6qdpizT3A0+k0ne5ILdhs6S65Pk+n08b4Kf7H+GC13ncd81Xa3hadWcdvMUpBTJb1AGdBsTiCM69PJpMYjUbxjne8w5Z+wzDWhhdeeKFC3aVcwC7QygVZLyyP+824APyiXAAeiIgFLshco4/CBVr3H5ULMl5ZxgWcXnOBcVpwA9gwDOMlfO9736sQCAtz9UYsNoCz+RD5n5c1oiYAMcNiR6deKo0DywSOuscBLFLUBS9zz9bzdLnUcM6mM+L0cgATDh5z1113WegYhnFm8L3vfa+KmAdFBBdkDeBlXKB1cRcuYB7g/VjWc3X7OrlgmWE14wIElDQXGKcJN4ANwzAEf//3f19HBo2YR/nkwCdZwJGIpiBRYaS9AXpMRLNXoCSusikpssAlKngiYmEslh4LaAAX3q7X4mOy8kCZTSaTmEwmcffdd1voGIZx5sFcwJH/lQuyBi8b+zIuUCMpH8N1/FG5oNTQ5br8uLhAxzjreGRzgXFW4AawYRhGgn/4h3+oXeGqqorxeByTyaQY9TMLPKKiiBuJgAobFkyZtb8UBAvIpp/gKJwqeNoawnpsJnI4DdybDbGI8nIgE8MwNhHgAtSzGRdoYL+IvAHMXJAFwcqCGXblgpIBVF2Q24ygpSEuvD0zfHJa8c9cwA1gc4FxFuAGsGEYxhL88Ic/rGCxHo/H6RQN2VjdUkRmHfOViRu18Jdc4HhfxKILWiaCsuParqWubFmPB/eIsFvb29/+dosdwzA2Hj/84Q+riIiMC9jwyVyQuSgrV6zCBW3TIy2Ly5BxQWkM8LJrAcoF4CvlAvOAcdbgBrBhGEZH/OAHP6hgzR6NRhHRdIfjXoKsB1jdptEQznpzS4FMgJJwaQtqUhI+WQO4NCaMBR56QLA8mUxs3TcMY+uhXMANP+aCUg+wNhyVC0rDajIchQu6NIBX4QKO72AuMM4yPA2SYRiGYRiGYRiGsRNwD7BhGMYK+Lu/+7sK7m8R84igOqVDRB4VGsuZ25tGgc7q5y49utk4YD2G19vGdGlPtkbxtKuzYRi7COYCHe/ahQuyf44IDayDC0o9vtkYZ+YC84CxKXAD2DAM4xbw/e9/v4qYN4AhgtiFTSN9Apl7tC5jHduywCXLpiQClrm76T353uzmjDFeDmRiGIZxiO9///sVN4CZC7KgV6XgVRknAKiPtXF7UlyQGWw1AKS5wNhkuAFsGIZxRLzwwgt1T0AWDAXIgp6U6uB+v78QOIv38b9u14BXHA06g/ZWQOSgwYteXgsdwzCMMpQLSuN3tZe3Kxd0DU51HFzAhk/mAvOAsQ1wA9gwDOMY8dxzz1UR0bCWQ+zoHIk4DsimIML+zKpfmqYo25+5NnM6eft0Oo077rjDIscwDOMW8dxzz1XcmOzKBaUpiGazWWvQqpKRtC2glUan5qCGWDYXGNsIN4ANwzBOCNevX6+4NzUDb+/3+6nLtB4PEdM1+ifO0yijcGGzwDEMwzg5rMIFzAMRJ8sF6s5sLjB2BY4CbRiGYRiGYRiGYewE3ANsGIZxwrhx40ZVmheYXdLUNY6h7s4RzfFdOr44ohmlczqdxng89vgtwzCMNYG5QMcAgwu68IAut3GBDncxFxiGG8CGYRinjhs3blQQQFl00Gwsl25n4FqYggNjtw4ODjwthWEYxhnEjRs3qoh5/Z01flfhAjasMhccHBxEhKeqMwyGG8CGYRhrxN/+7d9W2iMcUZ6HEf+w5GP99ttvt7gxDMPYUIAL2hrBQMYF2GYuMIzlcAPYMAzDMAzDMAzD2Ak4CJZhGIZhGIZhGIaxE3AD2DAMwzAMwzAMw9gJuAFsGIZhGIZhGIZh7ATcADYMwzAMwzAMwzB2Am4AG4ZhGIZhGIZhGDsBN4ANwzAMwzAMwzCMnYAbwIZhGIZhGIZhGMZOwA1gwzAMwzAMwzAMYyfgBrBhGIZhGIZhGIaxE3AD2DAMwzAMwzAMw9gJuAFsGIZhGIZhGIZh7ATcADYMwzAMwzAMwzB2Am4AG4ZhGIZhGIZhGDsBN4ANwzAMwzAMwzCMnYAbwIZhGIZhGIZhGMZOwA1gwzAMwzAMwzAMYyfgBrBhGIZhGIZhGIaxE3AD2DAMwzAMwzAMw9gJuAFsGIZhGIZhGIZh7ATcADYMwzAMwzAMwzB2Am4AG4ZhGIZhGIZhGDsBN4ANwzAMwzAMwzCMnYAbwIZhGIZhGIZhGMZOwA1gwzAMwzAMwzAMYyfgBrBhGIZhGIZhGIaxExiuOwGGYRiGYRiGYWwfvva1r1VVVdXr/X4/+v1+9Hq9GA6H0e8f9sX1er3o9/uxt7cXERHD4byJsr+/Xx/z6le/uneKyTe2FD1+KQ3DMAzjqLDgMQzD2Hxcv369unnzZkyn0xiPxxERMZvNIiJiOp1GRMRkMqmXeTs4APV9RMTe3l7NB/1+v1HnD4fDep15YjAY1P+45mQyiYhDfphMJtHr9erzIiJe85rXmDOMVrgBbBiGYdRYVfCw8FmX4LHYMQzDWB3Xr1+vIg7r7KqqYjqdxmg0quv8iIjRaFTXv9PpdKGxO5vNoqqquq7G/2AwqA2fqNO5vscx2Ift2AfDKNIXcchFSAvuNZvNFhrdfN5gMIg3vvGN5gijATeADcMwdgjHLXiYQyx4DMMwzi6uXbtWDQaD2huH6/mIqLkAxs+IufER23As8wDzB4yTg8EghsNh4H7YFtE0eDI38Dr+lQuqqqqvB37CNqQDvDCbzWpO4jTcfvvt5ocdhxvAhmEYW4yTFjwQFRHrEzzMYxY8hmEYEU8++WQFo2RE1BzAXjio4w8ODmrD4mw2q+t31MHYx3W/GkFR32JoC9frqOuxD9vZW2g4HNZGUE430hFxyE1dDaLKUZo+pPFNb3qTuWEH4QawYRjGlmAdggeiwoLHMAzj9HHx4sWK62HU+9oQhXdMRNR16Gg0iog5L+Afda4aTNlQqsZHHroSEQ1jKA9vwTqOYw7AeUgv3wtpqaqqwQkYEsPpUX5gQy3KCMv4Yf3Nb36z+WEH4CjQhmEYGwYInqyhu0zwaK+u/kNYzGazerwtoIKHr490cO8vjuEGaERT8FRV1WigM3DvwWCwkI5+v78wNjmiLHjg7j2dTuOpp56qLHgMwzAMYzfhBrBhGIZhGIZhbAgee+yxCh44agzlnlgNPBhxaCQcj8eN3tx+vx/j8XjByweGw4hY8AhisMExYm7kZMMnjlMvIEbW+8tDYBTcQ61p0xgVwHQ6bQyz4Xv1+/146qmnKg+b2X7YBdowDGMDoIJHx9nyFEMcTKrX60VVVTEajRbc18bjcS0cShGe2T2aUXJjUzdndm3GGGENkhKxKHgi5u527PLGPdRtgkcFk4ocXkY+LHgMwzhreOyxx6os4CAv83APbvgyH/T7/UY8B+UE5gOuZ7mRmfEBT3OH9HBdzzyhrtDMARHlBnCWnog5X4HnOH9ITxavgu9RVVWdPl7mxvpb3/pWc8OWwQ1gwzCMM4augocFx7oED/c2rEvwqMCx4DEMYxNx4cKFSoMOMnSsL+p+rsO4Tt3b26vXMU4WHJDxgY75Rf0/Go3SyP+4D0f3Z6Oozs/L60irjv3luhlArzXSw5zAvb88BhgcgXwwH6BXucQR2rMOnrjrrrvMC1sCN4ANwzDWiKMIHhUX6xA83DBfl+BB2i14DMPYFFy+fLmKaBoamQPY9Rd1k0bXVy5Qt2fMw45rcBwI5QMOOKj/qIvVy6bNGIr0aawIbiCrhxAfB6CuB5exUZZjOzAXYF/EnFczN2rlBPaywnp2/Dve8Q7zwobDY4ANwzBOCccheLiRlo2l4m24Jl+/ZPTU6Jl8fCZ4FMPhsE4/pxtpR7CrbB+A7bgnerC5XFTUcHo5knUmeLJGMDeUtXxms1lcuHChsuAxDOOoePzxxys23mmk4rb6Oavzue7UYR3ZPp3Cju/HEZb5P2JerwJbOghjAAAgAElEQVRZQ1LrcdTfej3mgtls1hgyo8NXeB11PXs1aXo1ndxw1nLIGrZZGvQYpOXChQt1Ab3zne80N2wg3AA2DMM4IeyC4GHhYMFjGMau48knn6zQUwlozAKt+zMe0IYk6lKGes+gRzXjj5JHj0Ij7qs3jd6bp7njda4/S0GskD9NK86PmBtlEfm/3+83+Cu7fuYdpPEitOdXlzV4l/YOoxwvX75cVVUVd999t3lhg+AGsGEYxhGxLsHDAmRdgicTCacteNQdDtey4DEMwzAMQ+EGsGEYhmEYhmGsiMcff7zCOFoeIwvjJxvP1CCXIfNUgecMn5PNt45/eM3w+FrcU42wmQdQZhxkLxxGNhxGh/TwnO08Phl54qEr2ZzwfA1Nr5Y1G0N5mf91GAyXA49jZiMzn5edHxHxxBNPVBERb3vb22wY3QC4AWwYhrECIHi0Z3cdgodFz7oEj15/HYIH+yx4DMM4aVy8eLGaTCbFqdjwr3V+mxdQ1pDk7VpXoj7Cdq3HEGuBAwMirVVVNYJfAdqAx32Y0zLPHh2Cg21ZnnA+ZirgKfv0Glw+GEqEZS4XXFfTzbEglJu5bPS+WoacNi1bTieud+XKlQrb3/KWt5gbzijcADYMw1iCsyp4SqS8a4KHy2ZdggfbLHgMY7tw6dKlajQaFXsXud5CvaM8oXUHg3suNbYDG+pms9lCvYTjtO7lbbgG6m1OGw8Z4V9mAFUu4LG+mnbkCfV9Vp9mY4azssIwGNTvamDlZ4FzR6PRQtlyOeC58XAjPiYzzGZlz2XH10a6n3766Wo6ncadd95pXjhjcAPYMAxDYMHTzAPfg7efFcEDsaNle5qCB/e04DGM7cD58+eryWRSf99ZjAcsM9QwFzGflxZgQ2XEfJo7BurBbB+8fniaI5yj0fbVQMgzELDBLzOCcnwI7Mvq75I7dq/Xaxgc2bNpMpnE/v5+49qcDy0rDYgIoLzZaDocDgNGaxyjBlGUr6ZP76t5LPGX/iOvw+EwvvOd71Sz2Sze/OY3mxfOCNwANgzDeAmbJniQjnUKHm3Ar0PwQLSsU/DgOhY8hrGZuHz5cj2eF3UJe8mo50+JByLmc+4CqFsy7xrex0ZP3j6dTuu51COiyAU8ty6O5TxhzlzUb1xfwuiqRls+XvkgM8byMRGLHKFzxOu5yLN6T2XGZHgHsWcQ8tpmhOb8cppQf4N/2KjMhlMuXzWs8v1w3dnscC77Z555poqIeMMb3mBeWDPcADYMY2cBwYNG3yqCh92MI9YjeLi3dV2Cp9QQ5uWTFjx4fhY8hmEYhmEsgxvAhmEYhmEYxk7i8uXL1Wg0iul02gjQx0ZPDcjHy9nQF/UAYoOnugzzMBGs4x/zp7fFXNA54NXQqEZY9qxho+xkMqmNpuwJBOMkzmejJ66n3k7qCcSePzDeIrBjKR6GGpl5aEw2VV6/P58uD8tqVAV4fnp+nlhXwyaMzOrpxeWfxZZgIzIMsBERN27cqCaTiQ2ja4QbwIZh7BxU8GRjfTdB8KhrrqbpNAQP/69L8OB66xQ83ItvwWMYZxsXL16sIuZeMjxMBMAQC/4BpeEw6iWUcQKWsxgK2ZCSiHl9BHBdCu8gXId/o9Go9gjSfHB+dS54Xc7qbeaCzO2Zh4bg+oPBIF72spfVx/A5Wr5Z2amnjnpv8XaO/YD0cjnwGF3mHg6KmHkE4br6PJAnBspBvZyw/txzz1W33XabOWEN6GWuYoZhGNuGkxI8WodmjVEWMYAGCsEyjtHgJmhAQlBgHdfFdVjw6BhgHiML4YDjueGfpZHvkzVkMQ5Z3Z1Z8GTTNOFfnwO7o89ms4ZbN/55mc/NBA+XHY/75SlEVJAh0rYGzsI+Lhsus5LgGY/HMZ1Ow4LHMNaDy5cvVzdv3qy/S9Q1qGfU6KnGT/0vDbeIyKeX48YpoAY1NXSibo1oRtPPuGI4HNZG1IODg4XYFcwHXK/OZrMYjUY1P2pe2MCnPMacwMdqQERsw9Ae5QOkg/+xzEZarvt1XbfrM+Py5bq/xAmapyztMFjrs9V/BZ4Fyty8cLpwA9gwjK1GF8GTiR6s6/9ZEjzcoFuX4FFxw+di2y4InuzZKyx4DGM9QGR/xERgr5+IKHIBH1P6V3DvZVeDKNcvGqQPdW6/31+oY/f39xvGPfRejsfjGI1GCz2+zHtcj47H49oQyvnStLLhk3mM61M25PZ6vdjb22tMf5fVt1x2aozAM4vIuQD/bNBmQ2/Gz6W0M6dmRl5wAXMfH6c9w1yOnCd9PziPr3nNa8wLpwA3gA3D2EqsIni6Cp2zJnh4mp51CR7dtw7Bw41nCx7DMBjf+ta3Kvb84foua/i2/TPUIMoeH0BbwMBlHiWoN1HfDIfDRr0KLtjf36+vzYZNGBK5UYh6CfUP0juZTAJT/2Ucxo1aTj+OZaMtGxxxHJYxNIbPVaMD6sXSP9fx7N2EfQC7R2fPJEsfb+cglOxFxGXB5aOGUM6TepBlvcXMf6961avMCScMN4ANw9g6rCp4MlfnZYJHyRs4TcEDMl2n4NH04zgLHgsew1gXwAER0agXtb5WbsiQcUTW2NVrZl4h2kiMaBrn1OAIw5tyAYyMe3t70evNZyDgIS3Ic+bho/Uohmdoujm96sGjrs+avohm3ap50jJUjyWAeUvjVSwzlOrMDFrmmr4svQAP72EO4bHJCuYDHR+Of+USXO+Vr3ylOeEE4SBYhmFsBVYVPNyAVKGSndPWw9tV8LB7MRpYLHj4PxM82AbBMxqNIiI6Cx70AvM5Cg6spT2i2J8Rvgoe7iHlclEhyelTATAYDIqijANgceRPDkamgqeqqkbDl9Or6eZtSKcKnpKrM5AFk8kEz2AwiBdeeKGy4DEMwzCMk4cbwIZhGIZhGMbG48KFC42hLxGLXhklg1wpQB+P/efjdB3bSvEA2jyC2ACnMRQyT5Rz587VhjQMf4mY95DCa4Z7HvkfxlA2lmZpRDozjyDOQxbgEd4/bHTk2AkKNib3+/2GARFGXxhlee539BAPBoNGtOnpdBqDwWDB0K1pVqNoRCwYS7NhTNnQoew6GXTYjnpT9fv9+O53v1u5J/jkYBdowzA2GqsKnqzXM3Nv42N1XQUP46iCh8f4ZoKn3+/Xgkfdv1YVPNxb2lXw6JhkzlsmeOBWnLmMq7sb/jNXaHV747zzdr5OF8FTcouGm1sWDEzdmRnc06tufJzvTPDY9c0wbg0XL16sxuNxIzYAN2LVU4cbWvqt8jHZEBGGNtJwP4Dvw8focBge9gJw4MNz58416licM51O4yc/+ckCF7A7MadVYy1kbrmlBq5ylXosaZ6QRnCalhPuyc9J63Ckk7mA61LmDN5eGg7D6eb6vTQkRhvHvV5vwVuoxAX8HrA2QbpK7xdzA7uYv+IVrzAvHCPcADYMY+OAKY2OS/CwcOkqeNrcenEfPu4kBI8GhNpVwVOaw1LTfZKCR7nUgscwTh6PPfZYzQVc32W9c6j71YCZjenla2iPrxpEeXubptahLtrTq7EK8M9cwOegsfviiy82uAD1jMZY4PxyurHMQ1601xbpzsYB4xgdBsOckI191nQoF7QZRLPhJWrc1To4S7eO9S2NAeb0Z2N2eVgMD9tRg2g25jwz1DMncBmbE44PbgAbhrFReOyxxyqeyuc4BI/+dxE8mbVfcdKCB6JnnYJHz1uH4NH/dQgefUcseAzj5HDhwoWKPVo0cFLp28K3qt9g6dvMDFbYltWrJT5QrxH1BuL6iA1uMIru7+836jMYf7nxi+3qCcT1IudT04p6O+MFrhdLMwDwP3sDcbqVd7NgV9n2LC98jVIjmI/Vsm/jPjXw4tmxgVLfMa3v0QDmRrG+M6XnwPdkPTMcDu0hdExwA9gwjI0ACx5tMEUcTfCoi/SmCB4YAtYpeLC864JHBbMFj2EcPy5cuFAh0B9HB0Y9DqMngt4B2K69tKXeW/5OuSeP9/M/X0u3cxq4rkV9w8NKUI9iHYEPh8Nhw7h5cHDQiPisxtCIRcOg5ovBQzw4bVz/a0MXfMXbNN04TsuOfwCeJ+rVzJCbeTmVDL/8r3W3Dm3h/Zxf9frBbzabLeQL184MsdAhOuY6M6oD6mmE92cwGMSrX/1qc8IR4SBYhmGcaWSCh4llmeDZ29tLRQoERURTzIAMmWRxbYikLLBGSVRkgocJVgUPBAfSz9Nb8HRHOjVQxNEED+cjmwICKI0B5n2l8VAlYwG2qzhAmWfCkntesR+N0sxFuTR+F/lF+lTwcBlnY78hbkpiuyScMy8CTTfE3vPPP19Z8BiGYRjG8cANYMMwDMMwDONM4vLly5XOCc4GKADGo2wqNo79wIYt9gZhjw72IELPGx/HHh98ThaDgK/HRlH1RNF0YwgMIhpPp9M4ODiIiPm8vfhxTyIbTkvDMNjLBIDRTg2jMCQjnZynqqoacSo0v9iWGZuzXmA1NOMZMLQnNRtSomBPL5QPD3XitE+n0xgOh41nyUZNNWwi2jT+NV3qqYW0co+2XjNzweeys1H06LALtGEYZw4lwaPuyiUXVxU82MbnRER6TRBjybVt2bhOQMeQsuCByEBPL47F2F/0MGeCh93A+d63InjYpQpAL3TJta3f76eCBy7EJcHDrmqZS3TmAs3Ht7m3Zfs4zyw68a8iT8WnClbuAc4ET+mdaBM8fI6OK+b0412x4DF2CU8++WQ97CUb1hGRNyx5G4D6hBsyuJ4Ok8F2IOMEnXEA98B/5s6qLtBcx2J+dw0mBe+j8XgcBwcHjcB/HPiL08V8qXygnipa37XV+xovAcvMCbyfXYuzGA6cRk5fxglY5tkO+PgsmKLyA3OfemNlfM3H6fvB+/B+gCPUOKONfkXmJcTvp7pB438wGMTrXvc6c8Itwg1gwzDODLoKHm4gHIfg0Xqwi+BRol2H4NEyWofgyeZ4RJlw+fAz2UbBoz0p+LfgMYzVcOXKlYrrOjX26dCSiOZ4TRynDZCI/NvLtvP+jCe4DmoziKrhMZt2DTzAU+AB/X6/nuNXA15huw6HaTOI8nUjotFw1XRhHf+lhq7GT0Aci6wOxbPM6m/OQ4k/ugZOxDIPT9E6X8c087LyAqcNxk8+hzmBr8G9u5lGKBlL+Z6cfh7Cwxz92te+1rywItwANgxjrbhy5crCNBbLBE82/nQXBU+XHmC+bsTxCx5uQO+y4GF3Ogsew1gNV69erXjuVv6pp0TE3CBUMhapIYm9fbTu52lreJuu87Ui5t8p19G8n8HphYcN54Uj6p87d66+DuZ7hxutTn2XRcjPOJTLjz1LUH8D6gGE9EW09/byrAZsmM74Vp9tqe7Ptml+s4CJEXM9gfy3GUMz46/GgOD6XV2duZzYGIplbQjjWN6ezSSgHkFY5vQxf912223mhBXgBrBhGGsBBA+T27oET0kA8bUizp7gycqO04k8naTg4TytS/DwtFjI/2kLnpKwseAxjDKuXbtWjUajRv2l9RlD69Vs3Kl+X+oRwxyDbw7fpRo3eZuOO1Wuysalcj3EBiyui9kIub+/36gXwAeY9g5lot5AmWEQRjY1tPFQlZIhMzPgYp29ZJjHsvnSNQ2cTi3DjNf4WXD+s+j/yg36nIGMD/Q9Ug+DiGawRq7zM27ga/Ey1/V63exeCjWIKv++/vWvNyd0hINgGYZxqlDBo6JHAdG/quDhnjwWMbgeixtcU7exKy0TufYIcsNPSZPHiCrhVtVhABF1meWGthJ61juK9UzwIL2cx4hyz202DRJfr9drjpfV/CIfnC7elu1bVfCUhDILnkxAZCIIQkwFD/cka/q0LPW95UZv1sudpbHkeYBzkT72Qnj22WcrCx5j03Dt2rVWrx8so15ioa+NN21g4FvWRknpO8d99JvG9fl7w3lsMAX34P5ZAwf7ON08XZymmRt0MIYqPzLX8XbUI6W6ELzD6eBjtGHFBjn2YML5OIaNpJlHC9d9pXqQ92UGUeY3rTsRI0PPyZ4HGxhQp/L10MjHuxGxOARqMpk0jKR8XX2/sI3zlDWuM4+gzKuKy4yPdYfmanAD2DCME0eb4GGi2iTBUyI/TttJCx4VDusQPJkl+7QFT3auBY9hGIZhGBncADYMwzAMwzBOFNevX68ODg7qWAbsppoZ8GAQYq+TiKaLqkZzB9QjCHN9w5DFRsGIZtBEAAYzLAODwaAxDEaD47Fhir2UIubDStjQCMMutsP4Bk8pNoyVPKay7SVDGsoiMxKq0ZiXq6paGCrDw5IybyBNS+b1k7mOq8ETwTH53IioXcMzIymO1ecK4zMbyXkfp4fLBcercRPvie7j4Ud8DJez3h/7Mpd83p+dO5vN4tvf/nZ1++232yuoAzwG2DCME0MXwaN1EMhJIw+vKnhAECp4AB2/pdvUrUzH/WakHRELwoGDg+iYL/TO4toQPDy2lV2AedwUH1dyxUUaeNwuj9/itGi68RxY8HB0T84Xl4O6LGvaOMJ3Ke1wf14meLJzWaQA7EWg47v0vSoJHu31Z8HD5/E7qa7xJcGDa2bb+brscs7HWvAYZx1PP/10NR6PU1dV/PRbwfvO3jLMDeoRFFH2ouCGGH87bfU6zsO1sjpfj88i0HNa8eO6mOsnjv+gPJAFeeJhIjhH08b5hecO6nWu33loSxb5H89BY0IoX6N88NPxurwPecjKVOv9bDgM3qcS76jnDPK3jA80P+CA7H3gWBDscaXeavxeshGEz0casveV+YPHAfP1cd6dd95pTlgCN4ANwzgRdBU8SjwWPN0Fj0al3lXBo8YKLYPTEDz6/C14DCPimWeeqV588cVGDINlvZVqhNP6hgPwac8efz+lRlAWIEt7VEt1a3ZdNTzqt8154vnSs/lymS95OIzu4/qRp0HCeZqmiMXgi2rcRFpwrG5n42dEHgGay4D5IGukc/q5HJX72mJhMHcwt3NPqz5/1Reab9Yh+s4wnwGoh9Uoytyg7yYfm+mX0jbOA69zetmYal4owy7QhmEcK1YVPExO3FjQnl4lJD4nEzw8rpUFD0gbadGAVriH9vjhXhgrCgyHw6LgYQGnY4K1txrnjMfjRqNeI1xiu+Y7awQiTXB529vbq/ep4NHtSDuXt0b5ZHAjl8UN0sfbVDhqo7mL4OGec3V9U8HTZuhlt0N+v0ajUVHwaHq4PNgNTo0vuk/fu+ybUCHE5cqC58qVK5XFjnEWcP369erHP/5xRDTjPrDnT0SzkaR1e0TTEMceK1y36vfF3wzXycoBqDvYGMXfGepFHKdBETn97CKsaQTQqNIGJtLHZaORnHu9Xl0nqqcJ8sUNdTWmcT2Ia6BxxnyYzQnPx+A8NZa2GZ+1Mav1eNaDjXO5fi/xgV4jM5pyGaPsUQ78z3nm84DxeNzgBObffr8f4/G41YWePXgyN2sGX79L45iPU/41crgBbBjGkbHpgocJv6vgUbG0DsGTuXudtuBR4bAOwaNih8sYZX/SggfXs+Axdhnf/va3q/F4XA97yQygWM88HCIWp6XBEBicA4NiVucCaijieo/rOK5PdWwvtuEYTlMpECLqGqSH84Rt4AWuV1Gf83VRJ7Lhk++Ffx1WgnPxz14je3t7MZvNGtMZoYy5XJhLYTzFOtIAz6AsoCRzUmYQ1f0oU96v2zOvoJIRtc3oyYZaNaKrcVbPmUwmC89C84R06NhwzhOXLZZLhmVOGz9PBr83fN3Lly9Xb3/7220YTWAXaMMwjoSjCh7tFQVJs3DIGsa4HqCCh7dzPaeubZnblFrV+Ty91zLBg7QPh8OG4JnNZgvu4dPptB4HHBGNZaQVDT5NT9Z70e/P5/Dd399fEDz8zyIJzwD7cV4XwTOdThcaudxILY3XygSEuvnxffiaWeMvM0Zw2ksu0QDEBr8LKl7YkMLXg0jJ3lcWrnpPFWOc/tL5mReABY9x2njmmWeqn/zkJ3XdpL2A2ugB8E6zsZANb+AFdRfmbxrncIOGjZRsSMQ6L2dckLlAayOJt2E7H8P1LXsBIW9s1MQ/OIC3gye4XGezWVo/qhcJlxHKkzmB96NMmae4/NV1mnmZy5X/0WjUuh75y4yhmZEU+VPu4/WMjyIW4zNw3csuz1xeatzAeXwvbrwyF+A+eg+GDmVp0zbZsvIH8wGnM+LwXTAnLMI9wIZh3BJuRfAwOWiPLki2JHi4wmeRAcHDPZMseNRlmdMzmUwaPb3cE6CCR3sCmPywzoKHLf0lwQPCZMHT7/frMuVGFxp8meWcwcIPxLy/v19b/bl3AcdmEVYjcpfnbKxXtszpLgkePk+3s6BTMldxWuoxVcs57sVlpOWogod7MDLBgx4BQF2iARU8pXspuNdaj+H0cH5t9TcMwzCMMtwANgzDMAzDMG4JV69erb2A1H0Vy2pAipgbhdilOSIahlAYQ9nIpBHbscy9aDBQYZ+6BGfGI3aBZiPWdDptGFLZUJoh66XjnmsdygOjJ3pK2UiJIUXa+8x5ZWOtljMbODnvcIXW4S/qfYI0s8eQGhMV/LzRU81liX/1+MEy9wTjPhHNWRG0x1u9oDQ9mi82nvM91DiZeYGpsVbfcZQJzx2vPfJs7C715mK5lC8tf/Ws4DQ7RsQi3AA2DGMlXL16tYo4JKPjEDxZT+8ywcP/xyF4lMQ3RfAoSa9D8GTPfRcFjwrndQgeLlcLHuMkgWCHEVHXY8wFOgwG0EYru22yxwmv8zLWM7dR3q9eOlyf6nh88ADfB+lGWsAJ2Jd9p5q3zLOGG/dct7FnCmYFYO8SHZbDHMHfvnIfrw+HwwVuwz84Gc8Obs64xng8Xhg+okN6dFgOhvnwfUpeO8gjL+szw7oOW2IvntIzYQMLH5N5lWXXwXud8S4vaz2Mc/Guq7eRcgHSlL1j2buOtGSGCMbBwUHr/l2EG8CGYXQCBA+PxTkOwcMEtC7Bw2nvKniyhuNpC56MtC14LHgiLHiMk8PVq1eryWRSv2M85EXrf17W8fZar2A78wCPDcYxOk6zBP1+2OilQ0n4G+T7oB5CXcr5wDXVKJUNdwAHoN7lOgP1BOY4z+pB1NNsUMvqDDb+6T8bQnkeek07X5MDJWLsMF8Px3KdzENUdBuWeXtbPAtcR59hto/BGiD7x/NFGrO6Nqvvs7xlx+E+eH6ZXkA6NMgi71ctowZ9vW+WV5TppUuXqrvvvttG0ZfgIFiGYSwFCx5t6B5F8GhgKIgD7gFmAbRM8CiyRjkTVyYguOHFZNdF8HBPb5vgAemPx+NG4240GjUCn3BZam9oJhRwbxaUEDBZECwWAtiXCR7tmUE5ZAFJuDHP25cJnlJetRyy8b8loaNjl1k4aEOYr4l08X9bo1uvw+KmtI3LUgOhqFjitOo5WeAT7pm24DGOC9evX69+9KMf1T2+7LGhda0anfCOah2E75LrIG34ciA+fuexDpS+ZaQL//wt8zY+r2R8BNhzSI1SpYa7Tn/HdT3qTQ6MiGMwz68Gh+K6MWuYsbEgIuq56JkTdL8uswGXOSFiMRiiBqri9Gk6eV3r9+x6fF3eBmgDkJe1Ls4MKJmxgNPJjXx9f7rwgtbtWpfzs1IuyM7RffyNqT7Be1RVVezv78ddd91lTgg3gA3DaEEmeJTQjip4sobuaQuejPSWCZ7MhfW0BY8S7zoEDwsSC571Ch5OlwWPcVy4du1aFRFx8+bNdNiLegNFLH4HPOyFv0euNzUyO0cZViOqGkP1O9ZlNcJlx7SB6/xl37/mD+nmNKKOR3rACWwMZG7guhbrOEYNiFweOqWUcoKWJ+/D+rlz59JzUC64PzgNeWIPAU438p1Fe+Z9fA/sU35BeWq+1QjKPKF1L/+XeptVM6zCCbh+qYdX+Unrdk17xnNtyyhn6Jqf/umfjoiIO+64Y6d5wS7QhmEsoE3wlBq+tyJ4sko7q/D5+rpcEjwq0LJjSteFyzALnr29vYXew1IecA1t/HJZ9Xq9WjDgOIgc9OZx4xwNcI0OzdfDMsqXXdTg+sbCAFGwOW9wh+4ieNQ1ORszy8+hq+DRffqctNe3y/uyTPD0er1G+WQNbO0d4l4iPSY7Bz99H9qs9+qSyOnDdryrOJfHS49Go3rc/q4LHsMwDMOIcAPYMAzDMAzDSPDUU09VPE0bD79Qg5d6AQFZ0ENsj8i9fHQOXQYboLKeO6yrl48O1+Dr8XG8TY2iyBsfq3lmI7B6bLARmT2COI0wYOHcUjwEBNZT4yGnR+NSYPxvZlBjoyf3AnOe+Xo4L6Jp6MyM5TrsRc/BtUrG9qyXG1DvGM5X1sOq+/U8Nkzycun+el7WC4z3Ud8ZNcBqnhhIQ+b1g2Wcw+PdOR+z2Sx+/OMfF/OxS3AD2DCMBpYJnpLr0a0KHhYYehyggqeNYLC8iuBp6wVG3pS8svGduyh4WPyuS/CUent3TfDwu2fBYxwVTzzxRKVxH/ibzdxR1dOCvXrUwwfb1AUa+zgYln4bpYYvtqk3kNbBfCx7+3Be+P5Z+ji/DHVlxfFcduwK3Ov1GuuAxqPgMuChIRkncr3AdTjcylG3I78Y6jKbzeLcuXP18cwRpTooCwJYclnOvIGUKzTOg9bDWq925YGScaNU7zIyzxtOM3sQlTRSto5tWZ7g8cXvpjZoOV2Z1xLnid3pIyK+9a1vVe95z3t21ivIY4ANw6hREjw8xkuJIRubxYKHA1q1CZ7BYLAwJRKQCSCGCh5uqGdBk+BaytsjFgVPhjbBw+lmwYMxXuySjXVuAGfjveAmrWNhs+eARrgKHg46BkDwYIwXwOsslgAel4uopZwnHc97K4Ine2aMkoC5VcED0ZIJ5ywNKnTaBA/fQ9OpxpIs/dpw0LHNvI3zVVXVwvjAwWAQuyx4jG64du1a9eKLL9ZB+rjxgrpVvxV+V/Vd1uCH2bhTHZepkaGzd5yhBilOX6nHmo/lPPB9dDYCIMgDFpAAACAASURBVOMBgKfAY2RBopAerT8jFgMfsuFT43Hos0A62CjK/IBlNG5xzt7e3kJsiOFw2IgAzffV+h/Q/GjZZ3zA62rQZmTvHaD1I/67NJgVqnf0veLj9BjennEC3lc1kvB/qc5XgxKfw9NJMpAudG4gffv7+/Hud797JznBDWDDMNYqeFRodBE8av0/quDhe1jwWPDwfbsKnmWNYAseYxNw5cqV6ubNm/X3Wgp8yGAuyKZM03gQ/L6XvIXYQ2jZdwtw/cFpZC8TXs/OBeA1w3nSeqfU06b5xD2raj7VERv+EGcjIhoG0YgmJ/BxOLbUU8k8wPUJ4jvockQ0DJ9sFAUnIB+cJ6RVjaGsHbLI/1mvfGYMBZb1+nL9iuP7/f4C32XXzDx12IDN+eZ3jHWIlgsvZ+fwPSKanQGcDzWcYl3rffU+Uy2C+4xGo4ahudfr7SwnuAFsGDuMK1eu1MGuugqeUm/uJgsepGPTBI+mbx2CRyNYr0Pw4FwLnmZeIyx4jG546qmnqoiIF198sf5+9bvld1sNNcwDaqjBesnzR7mEr50Zrxgl4xR/o1jOPDpgKNIGFPKinMBp4e+T9/GPOQhuzplHkEbUj2hGelY34yzCMu7PBmedUpCNoXhWnF/mhIimpxDyoxGaYWRjbkA+0BjWc3gKrWy4TNY24bSWjIj6z/lXqCGdtwGqMfj913qeA1hqfvR6fH7JQIvr6nb+ZtToWzKIcicGv19Iw8/8zM/E3Ts2ZZ7HABvGjuKpp56qXnzxxYiIIwkeVMJdBY82GJmccT7/K9p645g8lbD4fBU8IAQIntlstiB4mIwywaPpA+mzyOGGGhM/zudIzxj7g3KB4MnAUZ+zOZRBjDA+cFoheJA2CB7OL4uXXq9XC56s5zMTMNobr2Iug75vbUKn7XkwMrf30rl4RiXBMxgMFsblZdDz+R6ah+zdxrObzWYNIws3pEuNfU4nX/PmzZtx6dKlatcEj5Hj8ccfr7gRw3yg33hEs8cX68wD2mDU6Y1YtLNwB26FC3g5M17pj8/jbbxvMpnUEfIzTsDx+h1ndRDzgBoCdT/fA5zADcaIQ64aj8dpwz2iPaaGTk0IqLEaaeB6UzlV44UAqOf1WWTPJkNmoOR0ZXlRY6jGr2Dwc+N8o87l4/DPnMDPGHnq9Q69pdh4zGnCOl8b1+Tx2GrY1TLg6/K1M54oGXyxD+/bj370o2JZbSvcADaMHQQEj1pquwge7XU6quBpa+QoSqS5DsGTiZ4srRY8Jy94cMw6BQ+2rVPwZKJcr7fLgscwDMMwItwANgzDMAzD2ElcunSpGo1GCx4a6jIMwKDD3iSZt8+t9A4Dy7wqGFkvsBpx24LqsUGJDUQwprGXBxu+4F2hxjNdZ+On3ksNZWp4BrCfYy7wOXyt0qwLEXlcDRg0X/ayl9XX5eEw/FzUcwfzyGOID+4Hz6fM0KxGaoaWny7z+6YeMGpE5Pcse+4lzx89h42KeOZY1ndW88PeN5o+7pnVYWT8TNXzSA2deGeQLi5LzSvSzXllF/WvfvWrVUTEL/3SL+2EZ5DHABvGjoEFD5NzV8HD6/zPgZe6CJ5snC3Q1gOcVfI6NlaDLKmbLrbhPlmvqEZ0Rpq1t5d735iQeLwXekohNvgYnaoJYmI2my0IHs2LppvH+mIbr/NzgODR8b+8nAWywr+O98K4Lj1Wy4O3lXo8sdxV8GgPcJfe5lKPPa+rWMN9WKCoG3tJbLe5QHcRPOppwGPp9b3kd5GHNFRVVY8JhmDdFbFjLOLixYsV4gzw98rvTMRirIHSsJdSPAhsYw8g7MvG0WYofa/6jWbeNsxtmecNf6PcqOF88v0xzEQbTewlpfdRHuDy5bgPGhhR69os/Vw+Ov4XyxFNXtjb24ter9cY64tr7O/vp1MfKR8grdksBjiOOQH71NOs1MBTPuByVj7Ijuf3sKQd1EWY/1kjlM7X9HA5oQxwLQV79WReSXpP3qZ8oFzA3Mn5UY3COoXL9IMf/ODW84IbwIaxQ1DBw42qroKHK9x1CZ7M0n/agkeJZx2CR92B1yF4suAmpy14MkPGLgoe7ZHoInhQxrsgeIw5zp8/X3EgOzbc6DvI30hm1ORo/6VhL6XztCctQ1cuiGgaQ7m+YYMQ5w/5xreJe2EoDBvXuG5EXcp51foKvekA97QrJ2TGQ/7XxiXnQTksCyyG9PGUeBz9H3ygBlGu67juxzqMtKX0q7bQWSZ0CAq/a218oBoF2/kZKR9wuksoeSKwnkDdqu9t9i7iXC5HPp7TzNyjXKR50HU2gqpxistLeZ2DdPJ99vb2tt446gawYewIMsGTVazLBE9btOeI0xE8KmCOKnggBFYRPFmQrNMWPCy81iV4sqmaTlvwIL3rFDxZI/i0BU9WlssED665C4LHOOSBiMP6iL/X7BvBe9TW2MVxzAMswHUOcj2Poe+7GqsU2XeHb4mvxT2SbBDCNdi4huWMB9jQxt8bGx65PuL6EunkiM48LR7SyflRHsjqGKSrzRiqnA0e2N/fX4ibAC5gTy3m2MzAWTKEYlljQyhP6/PV8tZ1NoLCiJcZNLlcMi+wrP2D87J08XvV7zdd1jPDKe8Hf3DeNV9Z/a/34Pc760goDUEope/g4KC+Hj8z6KJtNoy6AWwYW47jFjzaA7UNgocbNl0FT+aeu4uCRxvx6xA8WbmctuDR72kdgke/TU4f0qSCB/fbBcGz6/jWt75Vab2kdWfEojttFtQw6/nUuh/LbKDJDE5t32fJWKpGTzbyaJ7YMKmGH4CNnHzvrM5H2rEtmzu+zRjaNv975hGEPJW8mLhcmQd0SAy289RGPN97xCFH6NhmbtDyvOLYx0ZRpK3EB9iW1bfaW6l8oD2buFfJDZrLgJ+5GtSzdGTLmnakRfPGYH5go6h6HHA+S5zCHQDsTcRlh2X1Csj4gKdnzDwC8a5sq2HUQbAMY4vBggcNly6ChwmHBU+pcayioSR4gLYermWCJ6Ls7szoInim0+lC2nk7E1xVVQtzXHIeQCTYh/LmRgz24TnwvoimeFJkDT5tzJYCymhPtl5PG5icBrbsA8gLu2irqCgJTBUXtyJ4tLcT0ONXETyl67HggZBUwaNlzKJEDSXLBA9/XyyWlgmektGIwdefTCaN8yBkv/rVr1bbKngMwzAMI8INYMMwDMMwjK3Fk08+Wf3kJz+JyWRS99ZlPUwRzR5FNWKyAVQNh/hXjyCch546RtYrh+P5GAX3YDHYGJr1AvO5+s/GSazDENrr9RpDhmAIhSGQjVKaTr5eZhTle2FZ05oZePl+bBDkNLOBLSIaQ3005kPEoQFVnxEH+RuPx3U+tEy1h1rP13RnBkc15KmHAe6VTU+YeZnpUCFAPZIYJU8bvg8/t4jD9wH55MjPWa+r3gvX4WP4uuytBwOm9gJn6czuo/nicsw6GGazWYxGo601itoF2jC2EMsEjxL2KoJHe4AzwZOJJECFR5v7kZ6j42HbBE92LK/rGBnOk5Iq9wYPh8PU5QpuYiW3N3UlZndoTivckVSgcu+huqipKx7SytGfsczjfXk7CyikS13b1C1ax31pvjjtwKqCJ1vn91LPz7wOjiJ4+HwWVBq9W0X7KoKH3yUVPHws92prOtt61tVLAc+WnzGnbZvd3nYNly9frm7evNlweY4of5P6DbIbKbYzX+D8Uv2Y8UPW8G4T8upxg2PH43HjPA3aV1rnczKvGOSDPW24kcn5zLiD76dDYngmgGzcLDeamQcyT5zMGwjPC8+kbTiM1qvgBs6TRnTmvJTcovk90/ol419Ah3FwPtv2I296LBqJagjAMp5VVlfqvfk4XJd5Adfi90m9z9gLjL2+tG4vpQXcUPJu4vMyTy9OP45j3VIKXjYYDOpZIz7wgQ9sDS+4B9gwtgxdBE9mGS0JHnZ/VgJCRavbVxE8WaVfEjzayC1Nd9RF8DCRMBmz+zM3CrnRpa7TSmY4hq3l2nhRF2Kcg/RlUZ+ZwFh8seBUowM3gnWuwMFgsNCLwWWYEXDEXPhwQzDryeH14xY8mfguCR7k+1YFD67JggdlV1VVbanH9boInqznCM+VxzHr8ykJHi1bzQ+XGe7D7z6PMxyNRvG1r32titguwbNruHTpUnXz5s2lw1/4e2AjkhqTsgA7WOcfn4d1rYN1md9nvb4er2N6+Z/ro4z7tF7V+3JPMOpY1MtqYEQdr40v1N98bdyL633mF+YNNU60fetc5poGLU+tGzPDIjfgAQ10qPtQRvoMOP2APltNQ/a+6XmqEbLjue7O7lPipRKPsXFDDfzgCnCC6gZwAnOD8gfvw/L+/n6jIcr8r+Wg1y4ZebLvDL3W+kz4W7t58+ZCeW863AA2jC3CqoJHGxFdBI+S6VEFT9bwWSZ4Mnedowgedl/qKni0x20dgkfTsA7BkzXUT1vwsOhbl+Bht7dNEjzqXrjNgmdXcPHixSoi4uDgoO7p1zgDEYuxHnhbWzwBNgrhGPwyTyGA62isa31X2s5GpcyrqcQJ2Kf3zeoD3c48wN84G9rQUOb7AdwY4nTpMt+f63H0xGW8qHVD9izUEI1lBL7ibcppWb2v5czlxenjsuO0YhnQd4w5SrmNj+dtaiwv9QTr+Vrva32p7yrywEZjAFNmaUOSXaOxXbmW05fNYsDGVdy35NGkPMDXZ/7QvPZ6vQXDOa7NHnYREX/2Z39W/eqv/upWGEXtAm0YW4A2wcNQwdPW2MWyCh4l2qMKntJ/m+DRa7YJHm2IlHovcCzypOWwt7fXEBDa26ZTQYzH44ZLUcldmPPCUyVpw5iJS4Nx8bPh57C3t9eI9Mn5YsFTcsdD2rPt2vhFejODC3Dcgkfzgf14jscheCBa9H3IBA/KAf8qeNSlOUsfn6PiQxvN2jPM5VoSPNPptP6xyz5v43IeDAaxLYJnF3D+/PkKLql4vtpwiih/JxlHqIEpG+LCxkI1zkUsDkXhbbi2fsfcKNV6CD++LhsV9V5aDgrOJ9KjedJoyqhfeRs3UJgDsK4GXWzHOdmc8ZoXpA/PQhu6XM9zGpH+4XDY4ARFxldcpiVO0CjVmQZBOan+yLZnnJ3xt5ZLRG68zwzAGR9w+pWfUIfzc8ayppvLhI3keh82ZmAb8wSXKWsg5gr+VvRaJc2F/TBmq16B9uJvC+/cr/3ar208J7gBbBgbjqMIHhX1myJ4tKf3qIKHG5a8r03wsFC04Fmv4Cn1HO+a4OG8dRU8Ou5rmwXPtuPChQvVwcFB4/vkdyLrDWQjp26PaBqh0MOk0f/1HF7mdzwzkCFtfE5mUMJ7r4Y5vh4PKcmmDMq4iHknq0u0IRwRDWNoFkcB+eQxwFjnZ6NcgTRqTAjmOy5jTpsGtcIYZd6H4RXYzvEgUKeVxvkyJ3N6YDjj7RkPcF3E3K/vXlZnaZ51XY/ha2VcUjIUYhv+9ZpA2ztcOl75MavP+Vo4h42cqoH4fOUB/u51u5YZ+P7g4CAi5u8mtvMzjpi/87/8y7+80ZxgF2jD2GBcuHChwvy+EasLnmx/Jnj0XD2HK9VVBI82gkGojDbBo67EfB09VgUPu7EC2IY04ZoQPLye5VfzgkaQ5oWJixtWOAfpyEiYt+uzyAwbaDBPJpM4d+5coxy0cctp1GWkT93qtddUl09D8KjBhu/Lx7KgyAQPGzwAdivTcs3ynTVkUU63Kni4DPm903tx3rPvj/dD5Ohz4nHunO6/+Iu/qDZd8BiGYRhGhBvAhmEYhmEYG40LFy5UN2/ebPQYRjSDAZUMohHNwDd8rBpqShH+tQcs623V/8wIpNAhL7zMBrrMONdmFGUjJ+cL12fD13Q6rcd5Yr2qqtqrhs/he7NRVNPKQJln0zplRkW9F2IK4Bj2YtFhL/jH0BE12kbMe6M1LWwERh41XaV1NXRmHmfYzv+6PfMk0v34V+N9qfwyg6iCjYlqzGQjdmYMxTY1ppY8dnifbudedg7Gqe8+tmfG2CwOx2w2WxiDzMZW7fXv9XobPz2SG8CGsaE4DsHDlfEmCR4mouMQPBrEpIvgURJZh+BhYsXxpy14Mtev0xY82ivK9wNOWvBk3hCnLXgyzwfNO1931wTPtuL8+fPVwcHBwjj8zDMi+888NPic0hCDzAsGyOqZrB7M6grsY88m/g4yfmA30+w+JU7Ct8fj83Fd/k4RAJHPnU6njYBSfK9er5dOXcRpBriO1X24lpYV0q48H5F7v2BZ3bkzT5XBYLDAtcgXpxX8oNdQTih5mil/cb2ccUz2HvIxeh+UWRZ7QssyQ1Y2JS8obnDz+6F1fKavlA+wjG+RnwG7LTM/87F8Dr9PnDbdpvyheeD7Zp5jmwg3gA1jA3FcgkfFTBfBwxXougQPX/84BI+Oq7Tg6S54MhFx2oJHhc06BI8aB9YhePRd6iJ49PvYZsGzbeDgh6gzS3V/Gx/wf0Q+pyrWsS0b58lGJ61TIxaNkfzeZsdx7AflgGy8aSbgS+t8LeYBNpRi+EgWXRf7+f5ZQD89R40GiowPcE3lbH6uaqDWeh9AfjSNOl9vdn9wRRZzg/PNXKtpQD64ngayITy6rnzB62o8xH9VVY08cxo0n7rMBhYeg6tltKwO1nef06HLWW82p4vLl+tpfYdxDJ4dzitFLc/KJzsW+ZlMJhsdFdoNYMPYIGyj4FGyWYfg0WmQugie0hhQPWfbBQ+fvy7Bk1n+d1Hw8HW6Ch5NzzYLnm3Diy++GBHzdxbvnho7Ua8pMp6IaH4v2XfD92BovYttXQynvA3chp8aDHlsPJB507Slj+/LfMRcyEYnNT7x9DTsTcR8wvnSfPIxuFcGbczwcvbssu1qtM3KnJe5LDk/bVzB61n93VaP8zZ9DlnedV15MiKfIi8zsmq+VF8oH5SOK2kA1S2l56npyQzDvE+/KYA9hHC8GlT1uZe+ZV5mXmDtNp1O46tf/WoVEbFp3kFuABvGBmEbBQ83rroKnqw36iiChxvxXQUPE9q6BE/p/zQFT0mYnKbgyYwRuyh4tMFswbO9+Ku/+quq9I7h+bKBSbkC2/k/29bluyl9Z9l5pWP4/UUDOPOUYaOUBkzE9jajbYmfwANcx/f7zcjvOk4YnJAZ8nCfLHhjhsywq+nMjH1dG8FYVqMXe67AKKpGbE6P8hinV+sVpJefNwfW1MYqX4Pzytcv8YXeq/QPlN5l3YbjWDMs8zrTdGV1Lm8vGUAz8LPhdxJpRPrYUAq9gjzw96Gch/+S4Zb5BIEUMQvJpsENYMPYEJyE4GnraYvISUIr56MKHm4Ar0vwcLl1FTxKaBY86xM8mQDfRcGjBpougkeNGljeRsGzLfj6179ecb2HZdRp2VRtEYtGoazO120lI5iel9VdGbLvsqqqRhyCLHI+f5fZMl9LuQrbM55AHYJviBsOWM/ylnk84V7gAb4n6tLMWKrn8vep9Yk2srWeYU8g1L2ZwTIrdwyFyfLDZaJ5Lz3rNg8f5Tberu9p21CYtrq0pGU0X8ib7tf7wDCjdb8+N/0us+vrc8h4PzN6qpGTz9FZO3BfruPVIMqNZeXYNg3D7ya+0T//8z+vfuVXfmVjjKJuABvGBuCkBE/WI3Xagqc07dFpCh5u9G6S4GE3aAue9QoebUiuQ/BoI96CxzAMwzAW4QawYRiGYRjGBuAb3/hGpR4VAIwimRcI9vN2bMu8FXh5mTeLGn9KRqkMMKbAYwHQuAPshcDbM0+azGhU8nZgDyA2krHhKPNqwf7hcJiWF4x6SC/PuY39mpfM8FoyhqrXjz5bPo9nA2DMZvNI8JPJJPVeUgOtInu+mQG+ZHzntLMRMDPOZ4Z7vQ8/45JhF+u6X8HHsOFSjZs6Hr3k3aVp5ntmHmUZND1Z+fK1YcDmKM/sKYTnW0ozfmzA5W9mMpnU7/F0Oo2vfe1r1Qc+8IGNMIq6AWwYZxxnTfBkvb6bLnhKrreABU809jNUqKxD8GTeC7soeLgnuKvg0We/zYJn0/HNb36zioiF7xzfP55v6VvK6ml9Dxklb4QM+s22cYK+l5k3kI4JZih38LX4+8uGOmReLPx+c92s9Yeeo5HU0dhg7xFNI66rXkkYApTVG/xM+Z89aLQ+4HdE6yRez6bA6/WaMxqUyjRLq5advo9tjePSft2X3buUx2V1vuYp87TR6+F56Xml63PdjeshzgjzjN5D89nmtcTR+1krRETjPqwBeAiZaoVlQP7ZQ2w8HrfWJ2cNbgAbxhmGBc98H1f+pQbHrQqeLA/LBA83NtYleDKRcdqCJ3sPTlvwlESOBY8Fz7bgm9/8ZqXvSVZH6HemdUFbPa3Qb0vPU67JvmE+Tg1KqIvwbmXGT/5+AByXDS9BnZtxQQY2hmaB+HBdNihFRGOe+JIxS6eMw7ejQRxLhrvM4MXXwr9++5j3nXWCAmlgwxbzALbjGWRzwJfyz2nO3jtsz/LEuia7/rJ3VvlqGQeUjlmGrP4vGVV5mcujZGDVYSu6nHGyfmP6nauRnM8BVHfp+ZyHXq+XRpwej8fxl3/5l9UHP/jBM28UdQPYMM4ozqrgyURP6fgugicT9VgGVPDwObsseLjRuy7Bkwmb0nYLHgseYzU8+uijVUSz7uXp2rBPjyltX/Y9LUNXI1Z2H60LmQe0AYz3Xr8xrWMzT4as7uLvhdOu61p3apwFLYusXsO3rgawzMioeeL6Sctap77LPIWwjnpVDaIoW8R/UG7lae+0jNhgx+lrM17qPjX0afndyjtbqs/b4nbgH8+J93M5ZeXA1+Xr6DnZs9Tr8fSKanzVfGTX5Xed081cmpU5rsvG0lWNopo+xDwZj8fxjW98o/qFX/iFM80JbgAbxhnDWRc8SlZHFTxMRl0FT3aMpsGCx4JHjz9JwaPiZR2CR98PC57NxmOPPVa/GGr01Lm9MyMatmdGrFvhBTasZN9rZqzFO8/1thpCsYz9up3TDZ7IvG00b/rdlr7JbB/nTw14ahxSTCaT2iuoZDTTeh9Guuz58b8aQktckUUEzoAyQnqBknFM681l/yWNwmjjkhJWMUbqP669bHvp+lmdn/EHv386bAb7cT/mW2znulqv2caBfI6+Y8rNWdrAeZneydKqHkabMlOAG8CGcYawCYKn1Li5VcGjQqeL4NFjjip4MpFhwdNMf5a2TNzsquDRXtp1CB7NVxfBg7LfBcFjGIZhGBFuABuGYRiGYZwpXLx4scq8VdhQAmS9sgrdz8YgNc6VgH063VlmaMkMVtkUd5kLNI5Ro6gul7w21KioHg9crmr0BFDWKBstO3hkqaFMy1fzjP0cJJHP1fyoMRH7s6EwSLcOhdG5wyOiMQc8py/zdimlp7RN17m8tSwzV3pd5ussM3KW4iZkaeLlUn5L0GeVGVizd1HR5mmlhk01oKOzAdt0SBy2o0z4nWaoJ9BkMlkwsANaPuoxh9gm4/E4vv71r1cREe9///vPpGeQG8CGcUawDsGzrFc4EzxZ7+qmCx52Le8qeDKyijhdwZMFRePtXH4nJXhKvey7Jnj0+yrhJAWPekJ0ETx4X49L8JxVsbNpQNA09bZAvcnPFD3xXEfgHD43qz8jyt9AmzcKv+fsbaDfFUe+h2cQ1/PZcJiSN1C2LfMGyuow9rzIvCJwjcz7QRsIbfEgdBgGl5F6CGm+SnVHqbGbLYMHeE54ThPWh8Nh6rHEQz66QN8B3a7LmbdPNqRHuTLzDGNo3anvwbJ6Wev2bDvvz2JPoOwyntDvT/kR3zsj4+a2cmDvLk6/vj+ZFiqlDT/mFE43H7+3txej0Siq6jA2xMHBQUQceja++93vPnO84AawYZwRbIrgyUQPX3NVwdPm2pxtKxGM5mMXBA+ut+uCJ2vM7qLgKRlL2gSPvv9HFTwYxnEWBc+m4Pz58xW+L362zAVa75WGPmRGt4imO77W4/otZ982D8nJ0sn1Nadb63sds4jtQBb4MNuGdTUaZeWg+3DOssCHmXFa65h+v19PFcbDTJAn1MF8Lhu1svqZf9r7nqVL9zPwHEqzAWRlq/VrVq9m72JmnONlpJ15LLs+15nKcVneND2lNK8K1Pf63Ev8mdXZWTnMZrPG98TlzPqJ3+/su0F5cnpQvtqRgH24jxpAp9NpahQtaUdch/kC79LNmzeL56wTbgAbxhnAugRPRmjLBI+K4KMKHiUPC57ugocb6usSPGqAWYfgKTVaj4pVBE/J0HGagke/SU3PaQiesyp2NgWXLl2qIpqGh4jDnvqSgSer53U77+drlHgE0G+6zTDHBhR4FsAImsWB0Pc7a/gCXb45TmfJAJbV4fzea3nBOAfXYmzLjKvIN3hA88M8wJzJ33CWPja48bPNeALX43Rm5Yjgh7genhfSnvFllq7SesYDnDblNV0uGUT4HcP12ZishsouPLAKV+AeXLYlvtR0Z2UKLmgz8GIf3qF7v/DfIiLiS5/4543jsT8zamblzHUF1+Vt6Z1MJnV61VjKfASjaMThs3700Uer9773vWfKKOoGsGGsGZsmeEo9RqcpeJRojip4eH9XwcPPyYLHgkff1+MUPFnZZoKHv491CR5c8ywKnrOOy5cvVxHNXhv2nokoe1pk64xS3VkycGSeG/zuZN8avH4iFj2BIuZ1TmYU1e28j++TRazX5SxvSK8a33S/Dvfhepjr77YI6vx98NAT5QHmxVKaS3V7Gy/zuhrukA/1LOHZAErGvhLPZu8d10H8rlRVtWD4LL1r2fug73FWb7al9ahQ7aX34nRrb2z2/Hid9//OQ/8YEVX80Sf/+/joH/xjRBw2eHu9Xvz7j/93cc/n/2txHuzsuuAKLic2SPMzgnG2ZBRtA3Ml7jMej89kkEQ3gA1jTYDYibDg0X2nLXg47xY8myd4MgPQcaGr4OFGJp8LLBM8nDcVPPz89Nrq7oZ9XQUPP5vjEDx4/8+i4DmreOKJdvUymAAAIABJREFUJ6qIZlnOZrPGtGUA6ojsO1V0+R66fNv6neq7q++iRpfPeCAi5wc+P7sekBlI1VjI9Y2KfD1HPXxwDTZWqaFJ6wU+bjweN4Y5cF2mz0vLt2REVK+kjAv29vYW9mf3LeWB92mZZmldlodlfKUeRJqWUtr0/cvq0sxo2QUlPlHezji8jdvbrh0Rdb3/0hn1NlzmY5/7r7hLRETc98X/Oz5/z88upJ/LA8tcR2uHBBv4I+Z6J6tXqmru5cB1Fc7TGQKwPJlM4pvf/Gb1vve978wYRd0ANow14Iknnqi40liX4Ckd2yZ4+L7HIXj43HUJHm3odhE82rhZh+BhsVNK70kLHv1fh+Dh57UuwaPfYxfBo9c4FDtVKni+eN8/i4jFsvr4v/9/4w/v/2cLoqer4OEe+uMQPNh3FgWPYRiGYUS4AWwYhmEYhrE28DCF8Xhce8KoEU2hRiegqxEo88TQ/dozlBnsIqLhCcTxBtTbB0ZQ3sbnM9QbiPOWQQ2hWg4w5qqxlA2HbBBiwxp7S/DxJS8WDC1R4yKMRJlRW9ElxkO2XQ2nAMpTPbK4/DQtbEjOyr5LLzBvR1ly+nQoRkTzPcmMeJqvLF1qCG77HkrfV8k4nBmt2eNKr6EGeU3fxz73fzWud7jv0BiKWx0eXtXLvd6hATQi4gv3/mzjXI7tob+s3sD7inN4eIt6BfV6hzFFSjEjptPpwjMdjUYxGAzi/Pnz1bve9a4zYRRtHwxoGMaJAOMAB4NBTCaT+gfBUyJ5VKCZ4OnS+9tV8PB9sKznqOCZTqeNcbAseFjQcS9vRmRZD1SpPJRUlGhU8PA6ju/3+7G3t7cQAAuCh12kldggJtgFltMLkssi/mblyoGRtBe4zQV6meDRXnsVE5qW7NnzvkzY8HupgkfzgHLlMkUgMbwXeJcgfpjAdR3QXtA2ZOWfeQtkeUW+Sufw/fk+bd/pRz77f9a9v73eXPTM3d3+Ke7/w39aOO8L9/5s3P+H/1SXXdsv+wa5zPHMh8Nh/cO3gd7ewWBQ78NzxLfCvc6j0ShGo1GcP3++/UHsOJ78/9l7127ZrrJa+JnrtoPo0Xj0PcdXRNiCiAhEdsDTlOPbmgIftOk3+AmJSLgaSCAoCQHJlpvcJT/BfNOmrQnR1rh42IG9kasKHiMCerxhwKOSvVetmu+Hql6rV6/+jDlr1XXtNXpbq1XVnGOO+3iePp7xjDE//vEW9Yi2YX2gbRYxu8Kf9Xk3RrIJLIMniCoDuB/zeITnD29/0XMh2LVZ9QNDt8loHTg9gbyi3JpflmfZfa5TrofS85rHpmmm9KDWmU6eXXuovFf5qW3kJsqurVgXOL3q8uLav0tfaB5cmfia9lOcSaEeLFm/QHlYL7ABKXtmHjg9kbVfVrd8j5+9/S3/Eg7Hk+CWvh9Pfo8nxG3c+dZvzhjOSnUCHas6QMc18ggZxf/QAdpHoR+Ua23bXuC6AlxRsWaA8LA7MJMAJs4sPPQdtM6q6ayVXWQnwhMe/q4TqIiYmqhETFts9R4rHA6n9/A7s/CWJhtMDlBfSljwjBIRrQcmPAjDaavlnttPJ0CwopYMFG4y24fwOHdinYBrv8rqT6+VoMSm67quIGleQHjUeML1pv3EkTqMGbQ/P+MMBF1lVEOG9iHOi3ue73H7Zc8dj2++hvhG3+986zcn937z1/5LvO7t/zZ5lvsg/0bZleQ4Qqx9jMmQmyCwGzSP+W0kPNuGT3ziE23EsUy8du3alOFHoTI9+8yeK11zccEY4p7RCQs+QbJ1sutWtXUFmOPX0+m7DFoIozqTyxLhjYVsmOPJG+KD7s1kiNPBOzs7U7oOE2Oe/LCcc22kE0VNi41OTt4ivJvw6aGIJR3AclCvZ32vNEHHhArPOX6ReQroZBnlUz3BxgleneU0s7yr7NeyqgEE4TQ+V2/cNsPhMO5867eSCXTMYFrnTH9y3Whe1MCjekHzxv1UV+yx7appRqvAug2Ly8btDplw7dq1rXkvcJ0AV1SsEUx4QAw3SXicAO8iPLrf93ogPDqRroTndBEeNU5sgvBk9amEh1f5AT7ohNGH8Lzpld8Zd73j3+POt35zciDKPISHx931Tni2DW3bTq2U8qpvxKyMZhmH++47o0t3ZF4b3Ac0bjaC8qfqAg6brWbrarBDpgvUeIlr6PtaPxgPWtau8yDUWKr75dkQ4CZhHMbJGjYsOTnjdBEb+vR6VkfOaJHJrXmua11nuqt0P+J4MQBh8B31woc2Oh2nekJ1RLagUOJLJR7iDJiu7e56x/+dXIOM7mOQPY5+Ng+zaUe87u3/Fm965XemeQV/U+OAvpWA69eVic99UF6jRlFOG7Lh6tWrnWVfB+oEuKJijWDCwyvAp4nwKLnZBOHR1d5FCQ9PiPsSHqeM1014nBJdN+Fxq9AR6yU8OlHdBOHh5/sQHt3zNXp28q1H2jFZ/X3zq74r7nrHv9u27yI8fE/LhPvzEB4eI9tGeLYJly5darF9xL0yDsiMLuq148D3XVh3n2Wh00fIZ8S0TIFRio2iALtC8/MlY6fKHRdW84Y6UYOX85jJjKUaH6ep97MxxLKAjU966n5mYFN56fLN45i3lHB4rVed4OtY52c0j5kXlqbJv9mgpuHwqdxADcnIk/Y9RckQivS0LdgjqWsMIR+4ps84+am6ICLitW/7t3Ec6HuIm8sbwTog0wv8TNNE3POyx0zkvY5t1pXaj7VtuW+gHlWHQN6XjKLOQASZ90d/9EdtRMQmD0msE+CKijVBCY+6ewLrJDyqWPsQHr62KcLDSnwZhEcJTh/Co27QCFMJz/oJT0Zy1kl4ELZEeN722u+bXOfvr3rzP8dJCc9vvOs/4+joKO59xXdM9be+hIf7zjIID/fBbSM8FRUVFRUVEXUCXFFRUVFRUVGxNly+fLkdDodx9erVKa+azKgWEbG3tzdjIGPDGRti1JjljF98z3kZqTEUeWHDJwDDqPP6UQ8hPe1Ztzso3DVXDg6v1/R3ZqRr23Zi6EGd4bt7PZ6WB9dxIJhbocZ3fo7b2hkWNc2IY8OoGnszAye+89kIWd3qKqbGy885w7zrp2rId2lEzBpIcb+UHw7HbaTGUG4fNZzrqcXOqMyGxaze9Jm33P7d8dq3fYvCHT+DYE0zfdrz8b15vJH8db6GcjmDvz7HXmoqU7jO1BCNf5UrkBvw+tqGsyHqBLiiYg1whCdb+V0n4clWmwFHeNTt7XogPG7lt4vw6LVNEB63irluwpOt9q6T8Ojq8rYSntvf8o2IiHjba/9rtG0br7n4r5SHiJMQnnte9hhzrxKebcTly5fbiJGHzLe//e3JqckqE7u8Q5ynBbeTjkn0g0wf8G8dG8hTxOwrjbK9v6oPsmtu/JSucz4dVK47PeDkK+Qk1xHqLNs64fLGZct0Uikup+f1OsdTOgyRf2fbR/hZlgmun6ini0sL4Py4+uY4nS7I8ut4xXA4nJFLuI6xgNfysO5mbxdOU/WVthPHyeXh9BHnHb/1zTiW6Xm/heyf7lLtzPeky03ucf05/YsycHlQB9wWuI6yKdiban9/f7KFo+QZhPE4GAyibduJ19cf/uEftr/wC7+wEa+gOgGuqFghtp3w4No8hMdNdBchPNl3zbfDsghPNvHddsLj6mbdhKfPBH7VhIfbYFOEZ0R2IvoRnlE9XHzNjRER44nw4oRHDWRIi9NVwqNjfVHCowa8bSI8mwbq+NFHH42rV69OZCi3Fdc/n0ocMb0/V8edGkHxnfWBGtxU3uh35InlNx/a6A6uc2Pa6QLEp8/3hSsvyqfGLEzqM4MjywDVEy5NhZbDyVNn3HNlUV2u8rTvyq/Lv17P7nN8Tm9k+dd+1Kd/qcHc9QNnJGXo4WNIh+WdHgDJOoKNdwiv+dSyOt2Y6cySHB/BLQQcX599fnTh7pfeEHe/51F6ZrZdUT7u21lbsi7QtwBwudnAzAYzrjuuQz4fAm9AQZvjVXmbeDdwnQBXVKwQJcLjJh/rJjxOyFfCM5umohKe7SI8nNfTQHiUVNz36u+JwWBArzSaeSIiugkPT/j7Eh7U4bIIj57+uU2EZ5O4fPlyi8PAoAtYTkZM78nm7xExU88IwygZUZ0ucMZQlQPu1P8IP0bZFZqf4fjc90wuaV5cmfk6/p1cdzoCnyzzkHc27pRkbl9wHbtx6PQbp80GUL6u3zlOB5ZZmbGvZJTOjOo6+ezKI/eTjAvo9ZJeAEdBOpDzuMfp47cziOpiAJeV+47TBbiGV9WhqppmJNNnuw/X8/Tvruuje2284bZzk+9uLLk+28W91MCbGVRxL+uXnLZOqrntH330WKetE3UCXFGxInQRHkdW1k14nPWvi/AoudkE4dEJ5KKER1eyKuGZLod+Z8KT5WudhEfd0jdBeLgZuwjPay7+a7zl9u+2q673vuKx8fp3/rvNUxfhyfprifCwweZ6Jzybwic+8Ym2bdvJadiHh4fFbTBs8GRZpNd1bDoDlBu//L1kSEO78coQjEn4zeEi8lcj8fMcv5Nbqge6dAB/OvnJ8opfJZel1xeqM/V5Z/BFO7ktMZkuYIMdty3Kon1BoXrIyQPVV/qsKx/fLxkRNX/z6oKSHtA8cT2zjlKPHfxGW6jhrlR2NXxmOnY+zI6F0e8m3vjy75iU7e73PBptG3H3S89NpafyWnVXF3+YTXe6v3AfVX2qegweWjzmSnzj8PAwPvzhD7fPf/7z12oUrRPgiooVoA/hYUF5mggP34tYnPA4JdNn0gtsivC4ZyvhOS7HOgkPT+KQ/rYSnvte/T2TvKp3BIjOSQkP3+tLeFw5FyE8POndNsKzKTRNE1evXp24jrP8cIZPHvvcTzGu5tEF2j9LsjVi2g1S5T/LEufxo32aw7Eu6Ct3S7rK3VejlTNAom87z5/MGFbKX6ZXkL4zcpV0oI5Vt5rKeS3pApX9J613Z0Quhdc8l4yhCuUPfD0rB/qUM9yp7Edcaizlfo/fXbI9N67jOe4bxagsoAe4vG+47Vzc/Z6rU+XmMJon5XZ6z40X1m1arwDqlOuyaUavzBsMBjOLCmyw5m1mOBNnE0bROgGuqFgBTgvh0QlbH8LDn2eZ8CihOauEx0201k14+P7mCI+2cTGq1ICi5ZmH8OhEsw/h0TFzPROeioqKioqKiDoBrqioqKioqKhYCS5dutReu3Zt8gYAhvNmUS8QNnQ2zbRXkBqonHHMGY/4GRcmwhs4cQbEcDi7j5/Duvd6Z8aVLqOnorS1BZ/OoMUeQsgzwpcMikgzM+q5ekQZ3X1emWQjVsmQyOdAdG0/4DjVSKbfXVnxXb3VnIHQbb3S6y4PmdG86zeXyYVxRk/2BHMeQnt7ezP9sdT/MkNu0zTx6vu+oVdDDaOMUTItfed7bfzGu/5zsgrMab/htoOJgZHbHWXi610rwWx0zcaEtp32A96ChH82lO7u7k4t7Lg4j46O4kMf+lD7ghe8YG1eQXUCXFGxZPQlPM5N6DQQHl0B5nAcf1/C07VK6QiPKutNEB6nNNdNeJTYbILwZHlaJ+FRYhOxCcIz6/amaFtftiydeQmPG+NdhMet8i9CeNBft5HwbAJt28a1a9diMBjMjDFAx73bAsF1jec1ji4Phr75VU8gJ/v5k8PyNXyqbOrSRSpjXblUPqs8y+J24d17kJFneDawe3+WhvMQcp4a+O3GXuYd5vqDqwfOS9NMb73R+ijp4pKOzPqd8xRCnSAf6nWlHAlcQjmF8xLS305WoZ6dFxB/53jYYyWrA/5Eum977ffF7W/5l4n3Twe1mYQZhT9+DRKev/ulN8zUD5cnIqa89XBfw/Nzeo31gL4akNtPn1Eey3UDTtZHTyDO4XD9Z0PUCXBFxZLRl/DoxGYThIcnF30JD7sy8r2TEp7Mgq5w1m79fVLCw3ntS3i6flfCc/0TnuP7/chORMSdb/1W3Pfq754aIxyvIzB9CY9+3wThUfm1TYRn3bh06VILQ6gaPCKm6w5AveE6T47V8Km/VfZkxhtOP+uDTua7+5yO6gJ8d0Yxlxd+BuXS5zLZ7353hXX3OC3uv5nsVAMaZLC2t8sL3+fxodugXJhMD2j+MgNDaaLkkNUPPt11B9RN9iYA972rX7OBT++hDdUgmpWVx5UzAnO4El8ZXe/SC1rnfjUYyOoD37MVYNSL3kOcKvP5OVc+Dqu6NWKW3zo5xGXA2xmUG6wadQJcUbFEnDbCwwK1L+EpKSh8n4fwOMVZCc9smG0lPF35uh4Jz+1v+RdcDZCWflb/0c073/rNePOrvqtz3M5LeJiwbIrwZGXZBsKzbgwGg/TE54iYMUKoIVQNcPgNXeHai9NxBD3r3/ycO9AQv9Hv2nb2tXisJ0pyxenFkh7QCZYrR6n/6rW+OoR1sDMuZfXLkw4FytK2/hV9mj5/75K1SJ/bQI19XJZMJ7g4OT5XX85riuNF3NxncEYK4sA7wyO6dYQrk5N1/J3LATmm6WGcaR053qR9o2maePvrvj9+7Tf/mXJ2rCNGYSffJp+ZznAcMjM+uX6qZdU4u67rfQ2n4wA6V3kuG0HxXb1eEO73fu/32oiIX/7lX165Z1CdAFdULBHzEJ6S25uGvZ4JDyvNvoRH6+GsEh48WwmPf25VhOe4LiLadprgdBGeN73ysTMkRsuk1/oSnr7Ehq/zJHYZhEcnxX0IzzrIzrrx0EMPtXj/sZvoc524Tx5n/Mm6gPtjZqTEPQd9np/VfgOUDKHu2Sw9/e30QCbz3f0SSnLUGZD4mS6jGMPJWdVRnBaPI043M4L2MYjyGHW614Uv/XZ1omXS6xyXepUBGBuqN7M+rAbUProMcfcxHnMZsmey+nQ6V54MNZSOgvu2ufulN0ylk3l18fcsfdWBynGysapvSnD6Rg2pqgPwDOIZDkevnFSjM4+brkWcZaLbnFRRUdEL8xIe/a0Ti4zwqECLmJ24smDLhByezwiPKiKXlj5bUp74XZpAqRXfTfz7kJ4+hIfzx3lxZMjlTwU3x6ltxdbQiNnXXvFeX/edX3/E0Elgn7rRttI+ooSHy8KeCq6OYCTBGOBxgOvD4TAGg8HU/nL9j4ip50F4uv4Rtk8ddBkuSvX5ztf/t8n3t7/u+9yTFMfo/82v+q649xWPnQrFZdb3bzuvAiU8fcY3ysFkJSM8zrAzVarmeK+7ygF839vbi729vUmf3d/fn/pHPwYRWyfhWQcuXbrUXrp0qT08PJwYQyNmPSlY9vCY11Vg1GfEsbGm7+Q3a2vExZ/al3SLC39n42fmpeBkIpc9k40Iw/rPydOSbsnK2scQ0DdOLSPCl+SxylJtdzYS6fkPfK309gKW404fZzIDbVnqM6ofXNswINfU2M7X0NeOjo4mOoFln+M5JW6jug2fXQbWPv1Loc/g8+2v+/54++u+f/yb6+/4v2mOv0e0cc/Lbpip66wtuF6dPnfx8G/VzW7sl+oVvzV9/q19KeO/rCuY52AleJWoK8AVFQvi0qVLbcT06m9EN+Hhe9lrkEB48B0oER4Ny3Hh0wnNvoRH03KClwmHWkfV+s3kh1ftXN5dWRzU2t4VX9d1ICujEh8Ok+U1s/Lzta7XNGl+dDKBa66NXFgXP+ezq96hmPm+2yuuY0Tfq9x3RQn3XFu07fEhaLB847tb1c4me3oN6bzjrv9ncp/d3kBsRuGOn73rHf936v2+jqjwJyMLr/0u65+6H9tNdLAKnk0WXBvweNV6BZHRFWCWb1ghXqfbW0VFRUVFRZ0AV1RUVFRUVFQsATAAXLt2bcbQ47xb2MCE33zPraCokaJkjMTvzHiFsCXjpnvlEacBo5czwHA8bqXX3cM13sfP8WaG3swwh/L38ZDpg8wYp/Xg8qoeNgzn5aOHIipKq9tdRja3qpfF57ZgqaEbcC747AqNelFPuczNmQ2hLm42ejqvMi0/b3nRfqtuwvxs9gwbIqcN4SPXZxhFp42juQt3ds95y7hxm5Vff2crvK4P8H5evsfl1e0vHB8Wc9CueAbh1O08G2PLRJ0AV1QsiJMSHnV/Pi2Eh0+hXQbh4ThOE+Fx9XAWCU+2l/XsER487wnPm175nTNjrrTayvXAKBGeLm8HR3iy+yclPNxX+hKedZCddeChhx5qr127FhExeQuA7ocD3L5o5watn13tqWO8JAN5HDmvGe333Aey7TNZOgiXbXtxfY/DZ/f7lrOUfp84OD3nHcLXdXzoM26LDtw/23b69X17e3szJ+RrXjNdwO2rYbPr2l9d+6jcgqeR8/yBuy3fw1kQunWraZopDqWu04BLC/nEM5DpKuO0brQv7e/vT9IueWCpZxt+c129467vj1e9+Z8iIuK37vjeePV93whuqntf8R1TY+gNt52bymM2ptw4z8awezbrO67tNZzLl44LrT/WwxrvYDCY4r6sd37/93+//aVf+qWVeQXVCXBFxQJYhPBkbtDrJDxustZFeLJJt6aDMF2ER61+fQhPF1FZB+FxyqYSns0QHh4rmyI877hrtOdLCc+bX/Vdk/S0jH33a66S8GTj4aSEh8P2JTyoh1UTnnUAfZ3lLPqp7oGD4VONZKwndAtCNsZdH1FoW2fygNveGYzUKNKVDhtKGO6kdo6XybDTUX1lO/qZGpQdsjGWhdH0M13MfQHIjJ/YJgA9cHBwUMy3a8csn9xHXB/SfPF1nlSW8qFyju+xfkCd6DYZXUjQrVj8DMevq9A8AVPZrm3Bz+mYRPhM5qo85Otve+33TeX1Ta987FSZOP88rhAHcwGEQTqZEdFxu4w7ZX0K41zrieVPSdZwGXnfP+//xT3wX23XrvgXRZ0AV1QsiNNMeLLVnXUSHjfRPQ2ERxWLy8OqCU82MdFrqyQ8SlI0L+sgPGz1x711Ex5cU8Lj9uojjmUTHjeBXTfh4TG3bYRn1cAr8CJmV8714LumaawhFLJgd3c3fT2ajucu+RzhV3U4vkxXZEaaLpnI8elefJWJrDO4rCyfMjnryqNl7epXkCUarmvy4MK58cNlyOJwspYPCCrJ4D6TUv7etXKvRkqVsygDe3NkaQ6Hw6kDrvAs8yagj0dQSRYpb3CrkFoPKp8yPVGqZ+2/mu+maeLw8DDecvt3zxi3XVlcnWb5cF5F3M+UR6mhwI1p7sdO1qj+0/QRjscx50vfupDJleFwGH/wB3/Q/uIv/uJKjKJ1AlxRsQAWITy4d9YJT2b533bCw2HOMuHR+DZBeFjpborwaB1ugvBkE9cS4dF+vCjh0bDbRHhWCbwFQPsu6lXbhseZ+1Q9oXXP7YL0FBkJ5mtZO0TM7mkt6R0O5/pBRNgyqfGK02E5xOM687I6KfoYSueB072qH4+OjmY8f5QTaJzOkyiTjRqGv6Pes/7jZAY+XTsdHR3NhB8Oh9aTSWVdlw5wz/ThPc4jRfO4t7c3kx6vVmq8JZ3gXKCRbxfeyfxMx+n1wWBg85HpMXUvdvqHZTnyxpPYLD/K0/Cs0zk8LrI+rnF39e1FUCfAFRUnxKKEhwXEWSY8zvJfCc/pITzcVzZFeLhPbYrwuAljqR6yci1CeHQ89iE8nO9lEB7uO9tGeCoqKioqKiLqBLiioqKioqKiYiFcu3ZtxsChxszSO1/5GRgLnGu+GiBwzRlIYATpY+jL4uItMJlxh71eOA5APYLU6KkeFe71ZYwsHc5LCfqcrn65T/3uAKOY5pPLwq8d43ZWY6PGm0HbnfOQtZV7VaMa8J0RVdsJ5UD5nFEd3/F7MBhM1QPf4+ecwTDzkkG5uUxsDM08qnh1FG2hCwYObBzVZ5wRGGHY+KtjTPOn9cLxuLrRPOkzOr6ze4hLDbulvp/VbfbbySq0F/enzHC6LNQJcEXFCXE9EB63attFeDjuZRAeXWHcBOEprYxmUDdhvsZlWSXh0TycVcKjbs+V8PQnPOotsgnCwx4eqyQ8q8JDDz3U6rus0Sd5/PNEER4eJU8gpwuyNnJ6ogSOIxuTel3bUD12nLxfxAWar6ncUdmUed9omZ23R1Y+kPA+YTltlRMRkep/vufgTqh3cTvZoeOOt6WgHt241bhVNnD76dkMuB6RewUdHR2l3j+4z/XI+kvlmeMjCKseQYDyL84DDkXM4DhT5iXkxpbWV5dxicN0GWAAlfduLy7f13pljx5163byIOOIWj9O76CNtJ+g3w+Hw/jQhz7UvuAFL1j6tpjTp2kqKrYAyyA8rBA5DGMbCQ+Tk2UQHmf51/tKePpOgivhWT3h4bxuivBwf9sU4XEGJC4LsErCo+3Vh/CwKzjSXoTwdH13hIdPi14l4VkVYAx18hl7+nnMN00zdUaEnvyv4Tk+lePZfaSTGUk0bmdc7TKsqZzncZZNTFR2lfSAc8nXftpFthmZgfXo6GiyPYKfOzo6iv39/ZnwCjf+NO+ctm6J0THq5FUGld+oRz6Vn+PVbVv6HNLkyRAbyVQPax9AvCWOgZPgs/NTXP6UB3GeOExmVHY6WMvFcbi+h7DKQ3SsOENuybjpAHnidKXmpw+4PbWt3HeE7dP/9HsWjxuXvADk4lN+uUzUCXBFxQmwDMKjSm4ThEdJQx/C4yapuM/l4e8lwqOW/z6Ep2+ZV0l43IR03YTHTbTWTXiyiV8lPGeT8PCEetsIzyrwqU99qkXbsecByys9c4B/O3mnfRyfXYbKzOBXMqRwnHytSxdwObTdVC/wddSTu+fSwHfuz0g7WwHWcmt9Zvqi79jKwPJRDW3Q+c5AjmedwbhP2Vwb8TV3EJ+G0fs6BtF2+gz6fGY4V6Mo97ednZ3AayQjZs+HcHnW/s3jTvUTj6W2bVPvkkzuZ3BGRc1/xGy9Z2Gzs1fwvTR+s3pxYVRG4TnIKh7PvLjBecs+OT70k2z8uQUMcGCVA+gnf/zHf9z+/M///FKNonUCXFExJ8464WEFsynC0yXo10G+u98mAAAgAElEQVR4slW3s0Z43CRq3YTHeVHMQ3heds/fx3vu/kEbFnnoIjwlV2gNu02Eh/OwDMLjZNG2EJ5V4OrVq5M88/uv9/b2ommayYFxKvshH1g+av91hgWW1ZmhwLWRXi/1v2xsO6MRysKfbHQZDoexv7+fGjwPDg5mjD9skEIdAs7tmsvNMjSTmTCA6jNspMyua32U9KW2LcqmvEA9AbSsXD4nh1g3OjmKeNkYqsZIDu8m8mpYBdDn9SRoyMPMqAc55IyH7nvJaBwx/TYNfsaNPb6n5XRGUpRDoX3PycjsPfdN01g96cIyVJ5mOsBxCcdZmEM6Xa5eVpqXUv4yrqdyCGAPLtUpJZ14UtQJcEXFnFgW4VGBuwnCo599CE/mpnxSwqPubpsgPDpxPi2EJ1tlrIRnfsLz0rv/Pt73xsdN1Yti2wmPm2hy/tZBeNy46SI8SnpWRXiWiStXrrQRx4ZPll+4HnF82ruWG7/39/en+qK2YTY5zeSgQ6ktM12Q9UfkH2VDXDwJy7yE9vb2puJlA5Xeg/dKxKxBlH+zflCvA66TrG/i+rz9jftp1r+zNkF6uK/1pXFwGjym0e+y+yifM57v7OzMvHPcfVcZpvoZ+dAV+bZtJ6++i4gZ2cf9TNPL2sLp+sxjhWV9JvP1O5fRpc2TMgbr2dK4yeo40418j5/J+rhLC/nWfoO8Kr/Cd7SprmprXJpXXFeZpP1T4+PxzuB2/JM/+ZM2IuLnfu7nlmIYrRPgioqeWDbhyQTYOglPNvlQMOFxVud1Ex48d9YJj1MwZ5Hw6KRtHsLz8jf+Q7hmO42Ex5GcLsKDtM4C4amoqKioqIioE+CKioqKioqKirlw9erViMi3FcAjiI13agDTsx/Y0KNeAWz4cp4H7lrfVaKSV4bGAwONMyKy+7AaWvCbjaDD4TD29vamtokAR0dHcXBwMPE0QRhnFIuYfQODyz/yxkYmNp5xOJwH4YzNrq4d1PDGRlxu97Ztp+pI8+vayRk5s7xpPemhhF3lQnu68nL9Zc8Ph0N7GGDmgebaD9f4HA1Ajci4zx5XWV918b307r+fGEXfe8/jpvKoZeVryGdfzx/3m+MrGVcVOkazONWYXDISa3iNK4s/M3q65zl+yEyGjvtlok6AKyp6YtmER1dVKuHpT3gy0qj5R966CA/SOm2EJyM56yQ8Lsy6CQ/XMz67CM8r3/SPeDoimnjfGx83le5ZITxurCxCeEorv7i+KcKzTLjxyKRb64XvRYQd//B24b6gYyQb+6U+UOpX2RaJbOxDduE3l8/JZx6/Oi75tXDqfaCeHio/oSeycZmBdRWXM/MY0u0zDqrLMz3s6gXh1GuM4+vS2yp/UI+QQ0h3MBhMxaneJk6HZDIOn+pBwnkbDodTXkGcp0wfcF1yfKx3+KBKHkOZO7T2PZSJ+Zm23fve+ENT9aB15OpKx5DT3xqWv2s7c/2eFKzLsz6mMh/trfXE8fGzAMLjeeaH2bjU68obUQeL1oNDnQBXVPTEsgkPC7lNEZ7MigxUwpMTnj6Gh1UTHp3AV8ITU/dKhOedr/9vERHxqjf/01QZGfMQnqyt1kl4eDz2JTych2UQHu1vLo9KeNhItkrCsyxcunSp5XJmhiDUvxpoVG9wXGyoctsF+JPhDA+ZMULvqy7Q+DP5zltgYNxUQ6OW0elMlWcsg7I+pNtKkG9nGGPXf52sqpzA2OS3BKh875oII/8aN58Bgvri5xQsQ1zb69YUfOIf2wycfNE+qzI54x+uf0VMH4qpn6wTuK+VjLKu/4BDcd0hrD6HduPfakzNdAmK6MY114fbLtLXwMmyM4O752Q0oHXGnxl0/HA8Tufxb5cPZ5DFNRcfj7FSXPz9ox/9aPuzP/uzC1tI6wS4oqIHVkF4HMk5DYSHD0pYBuFhUrEpwqMHZPUhPG4isG7Co31yE4TH9aN1Ex5ur76E5xX3/uP4e0wOvzrthKeL7CAcwONE0z8p4dFJgMa3ScKzLHA/7tIFbIxwBhs+SDHTC/jNn9wWzmgRMT2R1HGu8brfSly7zjLgcvMzkNOsOzjf7LnBdZIZLh25177MzzChhzzRZ90Bi4PBIA4ODmbGoNY76x0Oq2XIvC9c++tvXanX+64P6mnzCOdW+bO4uC+pDGO9rCf6o0xHR0fWG0ivMaC3VOY7QzzCOwM6y30tE+LG58vf+H8mcTEc7yuNGX02W2TQOjs6OrLjXcuJ8mTlzuD6IfKh9eMMUhxey9HFN1l3ZOE1XubS6A8l3XkS1AlwRUUPrILwqLLZBOFRIbsJwsMuj30Jj5t08zPzEh48Nw/h0RX8s0p43Gr0ugmP1nMfwoPusCzCo+3G1/B9GwlPttLP4echPDrR7UN41EC2KsKzDFy+fLlVbwaWaygLG1+6TntXjwA3Zt14dePWwa3o8O+uFXfOP8tu1TssU/UwRE7PvWudy4w0IKfZSMBl4Tpx49gZWPDJaSB/aqREuQaDgd1nqtBxqh4YaqDjvCJ9/Z3d45P1NS7WL1on7hPf3XWnq3jcat/F9cPDw6lX3sEo6oyInJa2c4TnHX1kI/rocDh6+wSno/l912/8QEREvOLef4j33/v4Sd07A7LTCdnp/1pmLX9JL2r7KddwY77ENbJ7Ll2V3Y5Hqlzh9nP55vhVT2g4p8tRVzs7O/Hxj3+8fe5zn7uQUbROgCsqOrAqwtM1SdlWwsMCcRmER91o+xCejFCflPCoAO5DeHT1bROER5XFJggPyndaCc/+/v7UhOs0E56MCJcIj05iFiU87vkuwsNxrJLwVFRUVFRURNQJcEVFRUVFRUVFL8ClH5Nz3jPqPBMyT6CIfEtAZoTRa7q6w5+4j/iy7SUZ1C0Z32GkdMYahGHDCBuHtC7YYMVpOe+aLjgDo97jz8zIywf3cDlR9ojpQ/i0PbRt1CDKUCNRdjZARL8DlpBGZtx2nizOqO4MYW6l3XmnIa+DwWDKGyjbyqNxRswuGETMvgc+M4RqOGco1TAvf+P/sW3jPJlKRlFntAZKbesWP5B3RcnIn4XBtZIc4v7NhvbSSrIuSGQLFKUxzB562aKO5r20+DMP6gS4oqIDlfCslvCo8u5DeEpEgu/3JTx4fh7Ck63CrpPwuDpnrIPw8AFcp4XwuDG6KOHJVnq3nfBwH1oG4SmVJWKzhGcZ0PMTAMhJwHl/cDnY48DJfLdtgb2P8LsE9dJQ7wv2BHJeIHyGAZAdiAigfREfH3zIzyP/6p2DMNxHVf9oPTg4rw+uD5X50BG4Dq+lvb29yXX2ZHL6F/XovDKcfHWyWGU0y5HBYDDT9tn40zD8ubOzM4krmzxr30I/UI7C11kXHB4eTt74oPlmuePqKJNd7A3E7VeS+cpPUKe7u7uxv78fr7j3H6aee98bf8jWoXoAMnjrkdYnDoF0+uMkYC8ztzUIn04/ZP3VbRPj+/yMkxMqZ1wc+qzjwVlZkD+WE03TxJ/+6Z+2P/MzP3Nir6A6Aa6o6MCqCI8Kg9NCeNzkZRHCw/uEN0V4mNicJsKjSmMThAcKfpOER40bJcLjXqu0DMKD+M464clITonwaN5XRXiWARh5eJy6Pu3kH6B6oK8u0Dj4O8snXUF18lNljsp3fW0YlwlpsOxmma17+fkZhp4RoWXVfs1wBiwtl07MuQ50mwXu8/aYg4ODyVYK18ZIL8ujyk5nTOR7bj8tb5fS+EqGJOSXDXN8SKKuuiMdV4+sm12/g8zTtxF8+9vftmXC764tQ9on3TVuV+0TOKST25WfjRi953dnZyde8htfm6pzN976GDy5bhXZOMdzDvOMgQxcRxqX6grOi8oVV54SH8FvfdaFK40hxKHjrm/5M9QJcEVFB65nwsP3+xIettIvg/DohKyPsM+I9UkJD/JQCc9xXvsSHn7n7WkgPO65s0x4XL9chPBkz/UJx2FXQXgWxac+9anWGYyQV82v6gKULes7bjzqfb0GOB2C707uunEPqDeQGpvUeOLGq9MDGJNcL2yQ0TywHOJy6uu2OA9aTr7njLh8XgVefRQx0gUYs9AJqoNUFjv5zIc8an1wXBxWZT7CZ689UnCd7ewcn9vAMh/XXZquDpm/OF0yGAwmumB/f3/iEaRxubZwq7fOqJmFdzyG03F6QsPivb8oD/KtY8aNIXzPznfQNyHwM679tEwA5LrWB+JynEXrm6FcRXlkxh9Z3qmOdnKB9UZWZh3HLj2Nt06AKypWiFUSHlU4p4XwZJOJdRIeVQ6LEh4QnHkIjyoL4KwRHqySb5LwqOGjD+FxbXbaCY/Wg8IRHrcCoGWdh/BoGn0Ij95fFeFZFOjzpYPMAG4XVwdZv+LfJfnN7aUTL9dPVX5BHmR1mukC/szIrpbF6QE84+SLltkZcbL0MqgXEJ5nQxkMo4iX9YLCjRVt674eIBxeJ9R8rdRnOF8l43k2xjP9wjoAn2hHjAU2gkZEPProo1NeMipbMv2sslt1grYhx+d0CvqeLk607ci7iz2c3Jjma5x/1XPztL/qfr6maXXpPg3roEZnlx+VwW7iyvccB9P4snuZLuhjONX8RUR88pOfbJ/znOecyCuoToArKgqohOdsEB6Em4fwqJKIWD/h4f7g4nf51u+LEp5HH300ImKjhIeJzaYIT9cq8DoIjzP4uPywXND+cT0TnmVBPSp2d3cnWyccdDzz50lWgLVPNY33JtF65r5V2pevRhX93bbTbwBgsHxFmq5fc1oIw95Fw+Hxe+Z3dnYmMqfLGJqlgbxBd3Jb8VYX3vKDtnVGtYj8hPtML2tYHoPOeMhyGPd03Ga/UQYnm9DvMgMrP8OfqG82sPKWF8TB223UaNa20wY9lvEalpHdYyNhl+xkjsO6gOtMz3oBDg8PZ3Q1f3dyHnWRLaLob+ZqGXD2jJu49pH/faAeHm6cZYZX/c1x4DPTCVnekT7XS9fEvw/qBLiiogdWQXgyZXnWCA+vVm+K8LBi7Et4uiaT6yA8msYmCA/aqRKeEU4b4WFPBuB6JTwVFRUVFRURPSbATdPcGBEvjIgLEXF+/Hnj+PaViHgkIh4e/1+JiCtt2z6yktxWVFRUVFRUVGwAg8EgXb3XCT1P4Nk4BLjVXvepXh7OUJoZVTkOfc4ZQCP6uZmrMaJrCw3nhe9zPjPDBoyhfDgVG5OccYWNbFouGD+RHvKH63ogosuftrUaFl3+nCHIGcr4O2+l0OfVoFoyMvG9w8PD4vYp9/YB/Gt54RHEnjBaDwo2smt/gaGdr+E7/tmAzvcB9lZjwzdvs1HDmjsDIjOMaps4ZB6DzjjN+dAx2WXgzIyP+kzWP0ootR/fL8XLsovrjPOt/VjzwGDZhT7QNE1cuXKlvXDhwtyW0XQC3DTN+Yi4IyJuKTx/wVx7JCK+d96MjNO8MSLu0zTbtj2xybdpmg9HxPNO+PiDbds+v2c658fpZIaChyPiwYh4YFkGgqZpXjhOE2lzWlci4v6TpLWJsiT5uBARl/X6Iv1hXqyS8GQriOskPH331Lky8vOV8FTCs0nCw/2zEp7NEh7t49tEeBaFG7/cV3d2dmY8Ytxzbhzqb+et4Lw03HN8bXd3d7L1xfVFpwt0nOoBghpex6Z6O3A4TYf1lJ4q7bbKoBx8eKGD66f6hgLkSWWIlkt1PvLIn/jOsiCT8/qb64DbPPMG0ucyXaVcAte5rzgPJC4HfuNARd4CwzqC5QfauSVPHZb5bdvattAT/h0/UQ8zfIf3FsrGr9KCVxfXk+q70hYVrUMN5/pCxPQZH3qP5WlJ7jLwlgUeY1r/83oF9QmnYbR9dMxoeP1dqsuMk3KbqPdX37Iq7AS4aZpbYjQRvdHd78CD8z4wnvjeEqMJ90nSLMFN0peGpmmeF6N8lybZF8b/L4yI+5qmudi27cUF0oRh4nyPtO6MnhPhTZSlAx9cUby9UQlPv9cgLUJ48NxpIzz43CThUYPCJggP96dNER59ldYmCI/Gd1YJj4t/WwjPIrh8+XIbETMyCuVX+d1lXFSDqN7T6ypvMgNq9hyul8Yf5zvTBX2MKzzeGa7/cH3p5AW6TF+LB52g1wGVg277Cz5h0NPD9JD/rD/zeHcGMNX9TmYr2radOVDK6RkO74yRWRuVDOd8QCIb/VA//DYMNdJm45FfOch5Q/vt7+9bHcJhcd31UXx3b66IiMm5D4hL88HbVRhue5LWS9bvNM4SJ+DndGziuh7MxieVa3mzuLP8dqFLZ6lRlMcj50tlkMbn8lYa1xHHbzLJtiH2wYyEGk9+s4nHg3Hs9hxxvPp4XsL0woonvsCq4o2maT4Y5RVyhxtjNHF8YUQ8v8/ElNK7MSJ+N+Zb0b4vIl7YNE0xrXWXpQvjSf5KjRddOAuExymVdRMetfpvgvBkK79AJTyV8JwGwtNFKrqwDMLjJv5dhCfL67IJzyKAJ4UarQA11JSQlbck4yNiZhxqeDWScN74M2LWsNkn30gn89pgZHlQoxQbT51MU5nP/U0NQgzoEk7Tef3gu+a/ZOxy9/Gd26WPES0i9yBBfCUOoL8z4yhfg97RvgU9p7oBBgn1nGEZq7wCsh1nGAAcRscLfqPNS2FVDujBm5oXrSvouYhpTz+VcZlu0GuZrOf2w28ur9MFaoxh7OzsTMlCpAvd4fJ4El3AyOSau656F9cUXN+sI1y/dc9wH4uI+PSnP91GRDzrWc/qbR2dYqzNyOVUJ7+PRMTF8KuIF8fPnY/RiuAt0XMC3Cy2ytwLzWhFk/Hw+L8vrnTcd3FdiWM34YjRJO55MVtO1PWL+mRkPPn9cMxOCq9ExAOU1wsxuzp8ISI+3DEJXltZujBut/uWEdciWDXhmWcSXAnPNOFx9bkI4XF13kV4tG3cM+65iOURnmxSsU7Cw/1pU4RH++VZJTylyfo8WITwZOXYBsKzKJhMqnzTOs/qwYWZVxfovZL86VrR1Wsaro83kPaJkp7QfOL7bTuPj/cc/e1MmTgdfMc9NQ5pmpD1rCNV/jtZ6fLq8oxPNmI6Tx8HlZGQxxwHyxJ3Tw2/rjwKjg96Aded0bNpmgkXUp3DdcgyjI3bmbGdn3VhHJ9gfQHgQFKNF/fwnNYJ1zen10f+671ssYL5CNenA+cTUF2Kvo9+755x8fK2JR4/Xc+ybHfPlAyXpbi1H2VhXLwA+AnrhnmhSzZ3yO9HYrSyV5wItm37cIwmw/O4wvK+UuCBGE2gV+X6emvbtnO7aBfwQIwmajASPDCuiyk0xyvdOql7YdM0z+uZp9+N2cnvne2s+/GDEXGxGa2gcnoXYtS+d25BWVKM4+f2fyBGxpWN4HonPG6C0UV4nKA5CeHRiXslPPMTnj7KaNWEh1crzzLh4UnvpggP6uK0EZ5SvMAyCM8i6FpJQR24crqJvjOqOji5n8muDLpVANfcJxuxMMb5YKHS2HVGz6ws/GzbtvHuwVfipXtPGIWLiHcf/s3kGR0TaoTT+Lg8yBcbT3QcqXFG89pX/vNzziOobfMzAbIzCDg/6P963/UtF4eWQb2a8M8n4HM9oR+px5STS3w9azO0Cfcb/LsxzoZSZ0jl/JbkA7x20B7OIF3SC5DvJY6g110c6NuunA7YluQ8b1gPl9KdB6hrHoOlLXHOKAuA8yAc92vHCbl+OD8aH/KXLSqUMOnFzfEqLuNi1+R3AXC8D47TerCZXbVdBCt1oW3b9uGmaW6NjsOgxvcujhtyZuIYHavmzWi1XOvl1rZt7y+keXE8mWSjxh1N0zzoJqnrKksP3BHTq9cXY0MT4LNAeHhi2ZfwZBOirrIAKvycsl434emaBG8r4ekyqGgZrlfC0zUZqoSnHzZFeLgfr5LwVFRUVFRUREyvALvJYjrBWgIejJFr7Z1t2z6wwnQmcBO/JcTZu47Gk1LnntwFXZm/v0+6bdve2Yz253J6qZv6msqSYpxXLuv9sUIX+YqKioqKinngjJJ9jZuAuiUCbtV+XrBBgQ1V+pldywws+v2kYAOI1uE7r/71JNyRpKX5KXkiOW8S/nTbhpxBiw//K4V150OUjJKAMxyr8ZKNr2pQzdom+85GPBiR2BCLfzZSqgFyf39/EkfJOK4rse5TFxDYQMp9l7/v7e3N3GNvt8wbrW3z8zacoVpXIDODJ8fP9eruuX6J8pb6LJdjf39/YpTuu6DCiwEuHw5OJiA+NVLCQM73YDTG89jGg7GeGe853iw/HGYwGEwZled5QwBPgM/rzdJK4KIYrzjevMo0YnrVdFveTfxATE/yipNGM4GNmM/V/GJMuxS/sGmaG5dU73OVpYRm1vX5kRi5a2/0IKyI1REeXfXYBOFxymKdhKfkPlwJTyU8EZXwzEN4eKxsivCwG3ZfwjPPWFmE8CwC3SagHg5oU/Q59pqA/O+SEToB5lV0/q5twulwG+Ban+0tJW8hHZdOFmtYLRuPJ77nPC/c2FQZpGNMx6/KNM2T85zoOtFfrzlvEo2X86n54DbkuA8PD2186oXi0uXwiF/rmHUB6zzcV28q/MabGEoHXqJcznuM73H/Y/f73d1d68G2t7dnPYI0LZcf5WuoXye7XX0pMm8gPYNEt8XwJ/oq55PHkOpKVy4Gh+fzLpyBrQuqy1XPsxxwHEDzCpnkPIIAx6tLBkHlDa7Ou5C+B3ic+LImShYrnvwqVuXKPS/mLfPMoVet2ZtbwAMxu6f6hbGc1f1ltt8HY3q192Lbto/0IW6rwqoJj5sAn0XCU3I55fwyadC6w/eTEp6uCS++bxvh0cnuJgiPjgu+h+urJjzaPzdBeDTeTRCebEJVgpv4LkJ4nPzaFsKzCvQxhmYTfBxqVtJzfQ2SiMPJ9Yjj8xPYeMFbHDhurmcXnzOg8vVMF2hb6TYQt73EjSP3G2G5D3F8Ljx/qszHdc6bM6i59tHDAzO4dlf9xLJL77vfeo1ll55ZwPkcDocTWcx5w/YojOeuyS+ezQx6asDM4uF0oAvwjHItNbIyXPtBXrMMysYW9xMOxzKKeWBpC4wrazaBRxjmdzAoZuG5P/IY1THSZXCcRw9peNbjLJPQDviu3LrLMJrJSJQZYed5SwD3ZDepWtZEaVPgFeB5Jo2rhLr0drll6wR4Ljfu8STyisQzs9p/QsxbFotmtMrN+3yvtKt7t/DCqIRnNg/rJjw6GV6U8GQT9BLh0WfOKuHRvlEJz3S9aFlXSXicAaiL8GSy6KSEB9+3kfAsAjdZj5g+b0ANcmq4dDLMQeUantFr/MkGQO5r6j2hedFP3m9eGiNc79ofImbHRXbmQdc40j6s9ZDpHq33zJMm8wpBn81WplmO6qTZ1UOXQZSfVb3DcjxrG84Dh2E5iN+c54ODg8nze3t7sb+/H4PBYErmYgzDG4XBbZHJPMTBYIOo6gv0W3duSWZkLckrbUd9r722Peoqk1OZ8T7r+87IqNc5La4T1X0KjgPtxMZHF38fOFmiaWq9s/7h/sDlgn4rjQ9+huNz5UF/UYNVHzCzcZOXO5qmKR6KdIqwLRNgPdCpa9Koh1+dpC0ejukJ8LLciuctywya0eFr6vp86yKZWhbOAuHhlTj+dHWhEyW+F3G6CQ9PmvoSHs3HJgiPm9xXwlMJj8bfB8siPJxmX8LjxtIqCM+y4OoWZdV+zwZP1JfmmesRRtK++dA4Mm8dd/K/M0ypHND7JajxKMJvF8kMoxpPxLEsd14e/Bz3sQzZOM5kfvaMylQnm0tl4rLp9+FwGNeuXbNpuklCll8nmzCpb9s29vf3J7I/IuLcuXNxcHAQg8EgbrjhhikD09HRURwcHFh9hnxl8ln1BMt5HePsCaTxlfQHp6V15gyibdvGr53/XLz1f//EpA51soZnSn3Ducxr33WyjMvO412NSpB3Tl8q3Oovf3d8UvNW0qkaho2zmpb2B5SDdRWXP8LLccc9snJzvj71qU+1z372szvdRyeSrh2tFN4fo0OSgPMRcblpmhe1qzsNeiVoZk+T3vgkvmmaD8b06usjsZ4V9isxPVldeAV4iWVxrs9b19dWQXhYwWyK8Ojq3iYIjxNyXYRHV7oyXO+Ex03y1014tK+fVcKTkQouE8q8KsKjBpZNEB6e1G8b4amoqKioqIiY3QOMV87whAST4PtjNDnZlpXULqh77sMyKX5kXROtZnTA030xbVyIGJ2A3TUxfySmy7KMU5FPPAFesCwa1x0xvcL9YLvFrs8VFRUVFWcXbkIecWycY4NGyXujz8q8usOrMcEZIpxRVLe0sKHLeSDwM9mKf+YF5H6zx0XTNNZAqt85DV490uucp+y+y1OXl4/+ZmOau+eMj67tS55WziNJ0yoZWdULCJ/uLBIYP4+OjuIxj3nM5Pre3t5kexT6wGAwmDKGOk8TGMecUTTzLHFnQiAPu7vTr2PE5/7+ftFTRduY33nP+LXzn4uIiFc/6QvxW3/1tKmxys87ZNu3Mo8b9djBc2zYzLaalV5Bp/GzvFADb+ZBl41jTbfkSahwRlXNG4dDXp03YpfchBxkWRYx61GXYWoC3I5OZn5+RHw4Zidat0TELU3TPBCjd8Wu5dVFC0AneR/WAOMGvBIj190HljkhHk8UL8RogndLzNZn8T2+hCsxPUlc5nuSe2GJZeE4z8f0CdKPRMSLFsnnKlAJT1nJuGvrIDzudMV1E57MHXadhIdJyaYIj64oboLwII9os5f90JWp+/i83gkPrwj3JTx6ABp/8jN9CQ8Tm76Ep6/cXJTwLAPaNq4v9Y2HiSrg5AfAbc9tB08k154Yr64dXV1qXlj3lPQhoB40PCFzZYIudfEhbT7VFmWB/uVxif7eRxd0uQ4DvB1FwzrZgHDuOc0T1yfLMJVrWRx8340H3N/f35/k6eDgYHKy/w033DB5BjJfvWp4ywHLfqRb0gWA8hDulxFeR7hzH0pyEflx3mbw7MHEV+vQyXLV8ZmnEcLyp8LJfpQjKxPKnyv2BbkAACAASURBVG0lcvliKC/q0gmuTnXyrNeQR/b+KekJ1gX4DhmkMhxjH32b41YOwPKB89OFmdNN2ra9Mp4E/274lcIXxuhVOg/HyOX1/nY79wj3XSm9MP6/o2maB2O0kjn3RHi8ujwzyTZ4OEYTxr77ZXUCfKFpmvPtfCvxule3iBWWhfG7Md1Gt25pP6qEx4RhLEp4VBhXwlMJzyKEhye/rh6vZ8KjY+m0EB7O0yoJz6JgUpaB+wYbNPmeM1bwd4xJHptqLHHl1z6HcYow2v/0Gj/rtsFoe3M9uO0BuK4y0m0fcASY77MBBeVxe4Cd3Nb8lq67sa1bI1TeZvrMpVPSD05XcV1p3+O8ch1zvUEXRMRkGwzrgnPnzk3KBGMoy3xsidnb2yueN+B+s7FTjWroe67/Ic/aF5385HKrgb3rdP+2beOOH/3z+M2/eErKw0q6X+Ny9aGyLZO/Wg8crzuI0qXjZD7LENf3nMyPmDWGuoWRLC30Hy07nmW5yLKeeYM7B4XzzHnJdFAXbK2OJ4A/0oxcVO8IP5k8HyNX2DuaprnYbp/r6kkOenpejNy9517R7IkrEfGiOSev+q7diNG+2ef3ebhpmvtiti6WMdE8SVmQpzskT/e3W+pRsErCowRzE4THnfisZdtGwqPC0+WD0+siPG5SfxoIj066N0F4tF9ugvC89HGXZ+rH4XonPLi/ScKj7dSH8Oh4WhXhWRQl44GGYWiZMuNEKR2tR+0/Tk90TWYzjw3XB0plcnIxO/eBJ5m47sYt9x+WlciTemBlBk797WR91370wWAwY/R0ZdY0nKHU9Q8+od7lEc+5ccH/EdPtyN41EcceKTfccEPs7u5OXnMXMdILro60z2me+HvWH5VnZB4vOzs7U7pAz4FwXARl1/bA9Vc98bO2TvH7N//iKVPXWfdnsr/LUK3cTrkcvmfypHRGCxY/kA/lSV19KCuT5k/1g8bjdFuXBxPLMB4PCMdvC0B4Ny44XsgTzkvfgxGL7wFu2/Zic3ww1i3hV4RvjIj7mtGrbG5tt+cAozsj4sbWrE42oxVOrPy61dEPjht42ZPgCxHx181opfmiy5uiHa3IPxjiBt00zQfbtk1PS25GbsswYCiW0UZzl2WcrwsxMpwAD8eorbYS1zvhUcHch/DoZNd959+rIDxOiC9CeDRMH8LjyM26CY9OMs8i4RlNfr2RQOsuYnWExyn0Sni2i/AsAs53xHTZUT8q97ncEbNtpKuYJaMG7vOnos/Bh9kBh9yGzpDB+NXmcfG+9muT37ft/nBERPz24K8jomwcZahh0aWF1X7WA5AxXeNVf6seAlS2aPoan+oHlR+lNs/uubS1/2iZ3MQ3YlYXoM3xBgDIXXgIoZwqWxAX5AiMo3zPyQ2W7xm34H6p3j/QBSxHuT8644sarY+OjmYmv64tXvtjfxlv+uKTXRVP4gFKslQnvXwN5dRrKFvbzh4EyeOVr8NorfHwwgnfx8JKSUYiPOIo7QEuGUozuaX5UhnJXE/HKPc/TQfxuvJcvny5vfnmm4uW0uIEeBzRIzE6HOtic/y+VjdpvBARH26a5vnbMAku5WE8WXswIqI5fg2P7q29r2maB9v+K5xXYnZV9kKMDAQvjGnjwfNiNIm92LZtn8nfrRFxOaZX4m8ZT+Qvxmj/8iPj8vBeXaSpB2ltpCzjSfkH5fKL2i11fV414eEBvCnCw/GXCE+mhHH9LBIeN9l1ZbreCY/2vXUSnmN35+M6dZ/AKglPNqldJ+Hha30JT9ce4OuJ8CwDJSOBI5G4p33RGUlgLMDY5DGq/cy1EdJFWhhTqhP0uxoo2raNX21+KCLaCCrupAhtjO4fD7yJCYr3XDIyvaAGUpRV60o9o9QQ4tJRw55L38lhDsOGT5VBep3TzOR4KYwakrjfqOFPDUpcD6oL+B6/2s5tn9KtRugb3EdU9+Cak2ddBlE9DwIGUY1P60s9tNBe+MR+377t0eVBwGFLcWXjMmJ2gUMNiapT3IIEy0/uHyzzXd55DLn8Ozmk3j2ct6xcfE2vswzjcczl0jriZ7JxxnWlOq2EzgmwZP6BiHigOT7ASE8CvjEifrdpmpu3dVKjGE9wn9+MXuvD5cEKaq930o7Lq6ug+H3neLKq7sh3NE1zY1tYyUUeG384GSbvH8yU8jgPj8S00aK4WrvCsqjr84n2W68bqyI8PPA3RXh00qt5LikFJgaLEB4njNdNeNykpxKe7Sc87/ibZ8YrfvjP7DPrJjyOrJwGwqME5HomPBUVFRUVFRFzToCB8aTx1mZ0IrQeZnQ+RhPJbdsTXETbtreOJ3a8unlL0zRzv94nif/B8SRWXyF0SzNaaS7ugW27DydzuLMdubFflutz79uVvMxdlnHdsjv2lXb79o1XVFRUVFTMoGScAXgyjgm8M1yqwcIZwBzYJV4NDs5IpflU45S6PQOj1d/xAq+uzrqMtW288+pfx2FhP6xe5+9uxZ/LoYaSiNnXHmlaWTp6boIaOV0currI37M0S3BeI2gb3uaAuHXLDEMNZ2wMhaeNHrB3cHAwY/xG3Wg9wzCPvunqG0Z4NdbzAYi6QMDea/jutsMgHXV15nZz7TN6Dm06nd+IiDd98cnWwA249s3GZrbSizrj+tE2d8ZPVzeczs7OThweHtoyO5fnUr9E+rzFjMcG90fN87zgZ3XrCxtGOW2XjsoHvqbfSzjRBJgSwURIVybviFM2AR7jYsy66F6IjhXTvmjb9pGmae6M4/3HwH0xOuyq63kcTnZLjFyPnSv6w+O47h+vHJ+P2UOwFi7PPGVpvOvz/c30e5kzzBxmZp57uF3B+6lXTXhUATmsi/BwebpWxkoru648XYRH84tw2054+pIdPLMKwsPEZlOERxX3OgnP7Orv5ggP1+9pIjxa3k0QHm6XVRKeRcAr+C5vro5KxJjrxuVf49PJBdcb2tF5lPBkRNPR/EREvDgehwxEExFt00wG1KSs42nwO779vydxDYb5+3C7vH4yWcftrvWM/5Ic1zgxhvqEb9t2Rv67syOyvue8ISKmt0Do3n7oej4gkmWhpoc+6XQCPvVVcrrVhHUl6yTOm8otfQZxZV5q+h35Zg8gzl/GveBtpm0zHA5nD7s69s5P4fhO1p6uzAzmf9xv1UOIx1xE7qWH9mvb6UMROX96nkpJPrE+zeC8gVy6qH9skVIDDPcZV3atB05LvfX4WS4DjwXVv3111UIT4HFiV5qmuRjTBxvd2DTN89qTvR5nk3D5XdoEOGIycbw/pieE55umudD2dAduR4dz3R8x2fML48OVdna1WifJD5gwJ8IcZXEHqOmEeB7oK5rujBUYXM4C4VESoApO9+wydFLC5Vg14ckm2SclPKxggdNAeFgxnnnCM3k2UqyS8LjxinD8uUrC4/p4F+FhI90yCE9mmNsGwrMItO/oOMhc+FkedxnNuG7YCIV0EEb7Gn/XrQtucoT8cLp45n3tV2kFeHZsvPU/vnRcJ1Q3gHPLz07Nz9Lg51VPoXxaL6WJMK73mSy7caPbXvS+jnGnx9AOGN+6dQlpdOWZ+zq3Obcttr1AF2j7o19w/8y8Evg3twk+uX9xv4RuUXnIW3WcIZTzw7KOx58au50u4O8482GqTYf5GQnOGKpQWZmNS76udZqdE6FGDIWeSQKovETesjGHPqATd1zj68irnr7OaMaGVegEXlF2/YnvaR6Rbh+ZyWVCnfXRCQtPgMd4IKYnwBFLnjiuA+1oxXQdST0QfqV57v2wpUlzc3wSNGPZbbK0smwbVk14EN8mCY9O/NzBOfq6Ii3TJgiPkgSXt3kIjytTF+FhWXGWCQ9/3xThwSdOeLYk9gwQHq0Pzi/SVWKjpGdRwuP6Lf92hAf1t2rCsyjYMJRBdUIWJpNhSlg5LfUYyQyubExBm7KXAYfXshwdHcV74itx2+7jxxk6XvEFnMzEs7ivcIbLzJiDfKs85TRQjsxIqzIf+tXJBtYFmkenC7Tvat5xjT0aWB5C/iEP7PGTjWPtexwfy3y+jjZXHuAMXayvdHxyvSk4P5oO4lKvFnXT1n6M/qX8hK8jP10nPTu4fpqVT/ufG/tc95lscHwx4nhMZ7Kf39zg8tmHX6lxJxt3nEbJGDoYDCaGe3AZlEXjB7L643HCfYW903CPf7MOZh7CuqsLS5kAr3HieF2gHa2c6uV5Tmnui1sk3ofbJb/aaY1l2Qiud8LDE1UQCUdCV0l49FofwuPSO4uEh9u2Ep4clfDkhAdhNkl43Mn4qyA8y4LK7CzPbBzK+inHxSvpHC9/shxAOF2B42fVE8i1i8vbb199ONp21g3Yrfrqb5XFuOYMkix/MtlfMs7xtdI2AC6Lk7mZ3ivJF7c1CeXB+Mep+9euXYtz585N0h4MBjN6qKQPUEaV+RHTsgbfkSeVxXxP69EZHhBO9QXi04kLriNt5SGos52dnYnBVsc51z/gTnqOiPitv3pavPpJnx/n/7iu2radrPzC+JnJVfCFPnCLEFkYcLdMh6Csqrfbtp3y5GKupP2Yy+uQ6QK9r549uMcLNMg3l4f5KYdlzzbnOaT8TzkywnDaGRzH7cPLl7UCfF2gGbkTK5a+ktmMVmZXimb2fbsRK3AT7lOWdnTY1YnSbkb7fadcntu2Xbu1ZRWEJ1vx3BThwXW37zVidYTHTci7CI8SJJe/s0B43ERs3YQnm4Svk/C8+c9/dBROiM46CQ9PJDdFeLJx6MKsivCwBX/bCE9FRUVFRUXEkibAzej9wIrT6AKr5XikXc0+5pXW13jyq/tkr7RLXv0d43pp+4qKioqKCgtnLHAoeRDge2aYcUY5ftYZXQHnWYA881YITgtGCDV8YuUme8WdGih4m0xmeFE3fc6HGkO7jILuuzO4OmOnrohl1zRtNWqxMZTbFR4vR0dHce7cuUmd33DDDZN6c27bJYOxywMMTXzwIF9nrxs2rGmdlQy+Ef7cCGcUZIMsDKRuJRj39BrnB+dvcLuoFw8+1Riq5Sl5//TdbsFlZ4O31hEbOblu1IPF1Z07D0IN1ug3vIDQx+jJyBZz+HkuD38iDJ8bouOW86bbaNS1WutP64ZlqVsU4evqBdTVryOWtwK8ronjyjCeNOp+2c6TmU8IfX/y0uprvGKqr6Z6JHq+z/gEWFlZNo1VE55M6fKz20h4sj3BJyU8jqxoPej3zK1nnYSHlcWmCI8qzU0QHlZAmyA8WP0FNkV4dFXytBAeXc1dlPCwe3RfwsPuzMjfKgjPIoD8RHm1vdUro098KodUvmkdoA3YE4PDl9LWOuVnuS3cGMnkaibPMrnqnuHPDEqOOf9AaR9/nxP8szxzvcG7h/sCP8tybm9vb8ZzIuJ4C49O8kt6ivOhcshte2F54rbDlLxHnJcQrmue3OSX88UTYTzPegrxcj0cHR1N5B7rTfQdfKJN3/KXT407n/IXM3m79wtPmtm7zkAZM2+TzIuHP1U/Qwa6Z1X3qRxTfc7fmXOpVxTiYQ7H5YvoHmcljgaPHCdbVFeo/uAtMpkO4vZn/dEl01gm8LaqebbDTEbGeAJ4oZ1zlbAZvZJHJ8AbfQVS0zQ3tnOcdJysmD4SHeVoTnDSddM0H4zZV/ssXF/NyBX5lph1e46IuLXtOGF6m8qyLVg14dGJCeJlrJrwZBOCbSc8pUO2+H5fwuOIRkSZ8PCE9CwTHnV1Xgfh4X7XRvfBSQgbUQmPXtc+uSjh6TJkOcLj+phLe1HCswjmdbHGGCkZ5YCSnFIDCsfH9cF5dAYrNchwe2t/YyMo38+2x+jvzKBXMoq6emH0GePZJBjpZnFl6bIcO3fu3OQ53rrQNM1ETxwdHU2dcg/5FjF9xobCGbcAHjfO4FgyUGI8ZucNcB/i306eaT5ceionORzqiPUmlz1i2vCJfggo15ia9I6r7U1ffPLxGIvyQYpdcGXIwugnwO3l7uvrCvW68iDVYaVyOP3dF+gHLNvZyIOtLgjH4xcyiuUGG0PVcMz1zOVBmFIZM/59kkOwnhcR9zVNc0eMVj4fKE2amuMV05nV3xi/omeDuNw0zYMR8WDbtukqbsek8c62+92yHxw3Xp/6el6M6kvfYbtQfY3b4YUxe+AVcGupDggbL8u2YdWEp7Tyy3GukvDoYUN4vhKebsKDtDdJeNzkeN2ER/srsGzCo5OEjNhsivC4SfK6Cc9JyQ6eXwbhQdnmITwss1ZJeBaBGkDdd/7txhSAMYB6zsI6uer23is0f/h38Q0Gg6m4eO895JnKjEyvlQyT/IzLR2YUzn53peF+u/QjfHuy3MNZDuqpofLv3LlzkzTQtk6HOhmlBlKFylHOo+oENrJxHrv6JOejJNtUVupBi+ztAwNoxlHatp0yfKLO1COI+53qd6CvzO9rcEJZsnpgsKzL7kNOclx7e3uTvuXGtPKu0rhgAybQpx4A5YpN00yMoVom59acyXzE0batPaMGsinTXyzDIqbbATrhJG8DYJaElbzzMZrc3NE0zSMx2s95JUaTG4S7ELPvdY1xmOe3S3rP7EkwnhCej9GE8JZxZaAMmNDeGKMy6AQOuLXtWAkfTwJRB1pfvJK6lPpqmuZ8HBsb8O7fLP8Ro7K+qDSRpbjXWpbTgrNAeHSie1YJjwrWPoQHZAdpbILw6CrYJgiP5nNVhKc0Oe6a4J4VwtO3HgCdzC6D8PDhWdtGeBYB2quU95JcLxknnHyMmDVwqbzg9DI9kckDJcnsYbC/vx8v23/iJJ3ffOTzM89lxgpX1szLRfVHSR5yXG51C893TYyyMaCyk/tYxLTHDfq1GqRVz6tMc59cD65duwyeTTPr9YM8uRXirB60Ltw9pKu6QnUBv+aO88FlYD7CHgjsMZXp0uFwaF95pzrDfWbQ/Gk+uW7wXfVDtkXEGVfZUJEZ8Epu/RmUA7F+6IrH9T+0A8t8NWZrWvjMypXVEesK/OZ6KPU7Ncw/61nP6lQMe+NIbwx/mBEmWaWJFtB7wrViuHJg4taFR2K08ttnFdPVySrr63z4lWqHixFxcY7J6LrLcipwFggP7u/v78e1a9dmVi/5uVURni6h7AiPTt7cMy79CE94eHICdBEezsOmCI/uI90E4eEV8FUSHsARntLkOMOyCQ8/tynCg/TmITza9psgPFyfnP9lE55FcOHCheYjH/lIq7J1OBxOtj84I1JEtzFP+6ozDHL9uTMejo6OZvKh/ZbTYiOo6oZXnPsRpD76M0aYkozNypb1x8xDpyTbu+S++81QmctbOCKm9asz4rCsdboA8snp+swg6vKFdPDPMoh/O8OdfochF5+uPrRM2p84Tv7Nq77ID59JweVi2a19r+TB0+e+Q5c8dPqPxxmX2elmV0cIU3oOvELDsgw+PDycKWcJrIuye5kBSaGyg/PBMp9lCn/X8yD0LAnkicF9CByVdbA+s4j3z964kI80TfP8OHalnQcPx8jt9f45JlyrxP0xmrzNW477YzRp7HJ7Bi7GaMJ8S/gV0QzYW7zs+oL78f1zlAHYtrJsBc4C4cE9CBoo7Nd+99Mmz9/7jc/GXd/7jHjjP//Z3GXrQ3i6hPA6CI+Shz6Eh8lMJTyV8GThzxrhYRfobSM8FRUVFRUVEeQC3Y4OQHqwaZo7Y7Tqdz68q+2D9Hml3bITf8eTv1upHFj9hdsz8GCMJu9XYrTnda4J3Dj8xYi42IzcrpGW1tfDlM6Vtt9+3C7APXnior5IO2y4LBUVFRUVFVsP9ggCdEJemqBnK5282p55g7DxZDAYTBlrnBELn2wEYQMdjC5qHMPqb9seGx5f9z0/ERERb/yXz8zkncuWefto2TNDTGlLjRpZneEnq1+GGq4yIx+2cnB6AG854TotHUzHRkD1pMjyiO/Oc4S9J9TjBu7bbEzl+NTLpSsPHK/zCFJvNDaO6pjhMx/gMcX1hd/qEXTnU/6i6Blw92efOBW/GklLfcF50TmgzrUO+Dn2mNEFCa03LGBk8WXuzE3TpIc5ajq8TUXbW/svwPICv3VrC9Jgb6Hs8EQXb7boo3nhBYfMcO36Wx/MnJQyngxtbGIznsgt7MpE5Vh5WdqR6+9K3X+XVS890ll5WebBusqdYZWEB/c2SXhYiGLl6Y7veupx/ts27vreZ0zlnct2vRAedSnuQ3icm/i6CQ+vMm6K8DiXwVUSnjd+/kcmzyJetzq8bsLDq6ybIjy6MtuH8Li+cb0SnkXB426eNPuGdXWlz6rs13wxstX/iOlD+jiNt/77X0ZExO2PHb1ezEkL9bBw48+Fd/lw41Wvdcl9vZ6Vmccl1xXk//7+/pQuQD/EeNLDBXGfy1eaBHO96RhU/YQ8lDxKdBzgeT0TwsHpRYwtx0lQD9z31MUX22H4GuLVPgK5Db2gdTTP5Pc3/uyHYxjHnlicTvYMl0/r320vc/XM9YDn9cwOhHHPcx0yL3Mym6+jnfS8lqzfsxxm7snP6HM8tplTIC6eWJd0QMSxtyJ7ozkdovqyaZqZ125qHWY6vQ+W9R7giorrEqskPCpQsmcd4XnFwfmIpplYBt4fX5+Jqw/hcUTCqYp7/unTk2f7uB3PQ3jcRHndhEf3OJ4WwqNKdxOEh9NbJeHBxDciZg7R4nT4maweVkF4tA+eVcKDdpyH8PDvVRKeRcH9W+W0GrncfZa7mY7Qg8bcff7k+JFHzi/fc2NFz31omiYODw/jvm/9ebyGjKEcj4OOedcnSwZLfbZrLFvd1THuI6aNdvwb5xe4ZyK8oZuNdxGzOkDLx2M+yxt/4p7jIZDbkF9OHqnMd/pV+5k+ozpUDXy4rgcfwoDA24NQR6wDsj6J1xz5fLPcirjnpq/Er3/68TP1WkJJz3Y942SQq++ImHo9ouMg/Nw8W160TtjoqXnU/uj0RtfYdnnQPu3SQlmxiIPJMIPlHcssDqsyM+vD82yRqRPgiooCtonw/Np3PHlyrRklENE0k8kv8ou0kS7gCA/yhNVfJTz3jl3enFheFuHRvJ4WwqN7WV35Vk141Np8vRKeez53PtqYnqCVVkQdzgLhQXqbJDwo5zyEh/vKKgnPouAV/K7+w+2G8vLhXnzNGT0j8n3+HAbQvdeKTF+9Ei7Px4fax1u++QXbV379+26Ku//RO4ix4Yafcd+7PHfYfZWNOa48mgfcc0ZrZyhkYygMTZwnl3bEsecJ6wKUjT953Lo8a945z66fZ+9/z1aAXd9CeJbTXM6sPyJPPHZZv6pxtW3bGQMxn0Gin1x3b/7zH43XPfVLk3Tbto03fv5HpvrGVBzD/H3orhxaVzq+2FDJz7JO1HrBdTVGaZ0BkCeoK+QFfMwZ+NUA6vqTGj31ujOiMuYxIPcB6gXynXW366MAjL7Iu/ZV7vfc/2+66aZemasT4IqKAraJ8Lzr2t9Mvr/i4PzkmV+Nx02+fyD+bhImIzwZ6b7jv/z4aFId6yU8zm143YSH4+1LeHjivinCU7L6czqrJDzcBqsiPG20M4RHiRCeycqB36siPLrydloIT4nscJp9CQ+Tv20jPIvi2c9+dvORj3ykdf1My6UyJTPYuHGYTep1gsHg+imNcfVeeefgr0ceRWO85VtfnIR/879+bvYZMVhq/vgQN+RLjTdO/vfVH2oQcn3J9Vk+SJKNdxomG18M9fIp6QLVB5pP/nR9u+uwQ+UmfF37JOpFwyB/zqhXMoiiLnlcclnZ8Mmf8ARy9Ynvqgv4Xh/DoUOmaxW83YifzYyobBDUNnPcI0tfddnu7q71iHHjH+k6L6GSflA5lcVfGm/cPpwWGzO1vM7olbWJ9kU8z9ymj0FbUSfAFRUFrJLw8LMnIjwxXglumim35S7Cs7NzfNLs7d8x2ucVjxnF5aiwKh/N36KExwna00B4uBybIjx6fxOEh8tbCc9mCQ+3YV/Cw/2BcVLCw3XjnuGyr5vwLAPOqMBjX+vNTUIxptTdXMFjT/tyqe24bpqmmXhlRBTOZhh/3vFffjwiIt78r5+LpmlmzjrI0oQMhEeT9mPXH0suw5zHbHLs4GQm95uI2dfHwSPIxc31zmXgLUUOmX7L4i5tw4D+4n7PckcnoMxPMqOZpq9ji+U7fvN3fl7lIuQ9GwS4vrL+iPCve+qXZsjIGz7zhMkqr9Ml8+gIt3ea7/Fnl6EBYd04dVua9CwXl38YDx1PxBYS1d9s3Ob0WEajz7ChlWWZ412uvKpvMrDcg0cQPpEW695MJ2jdc/tDFpb0VYY6Aa6o6MA2Ep53Hf5NvJys9gj64vjBiCbifcOvdRKe2x/7FEss8LqjiLGgqYQnIirh4edZufLK7EkJz3A4jHu/8KR4/dP+anLvtBEe93zEegkPTz43RXgQZhsJT0VFRUVFRUSdAFdUVFRUVFRU9AIm9YAan7IJuTNQ6Eo9JvVs8NB0OKwzUig4HjXk4tpvjU9+jjh2xz8ynj/In3o3cX3AMIO8ufdaZ94GmeGzy5MG37k+eC9+xLGBSg/u03Cahuady8SH8QF6QraD9pXMI6j0XY2laojTumGwJ4i7p785X2rQQ1nZK+rw8HDKMKpeBLqdxXn/RLTBVajPcPjMO03LVDovwHleqSFOPaq6jJ8oC3ujufzhnjs8lGWEM3hqO2deQWwIZQM2GxM131leOY96D32By+POgOC99iUDK+Lh7TEIizHPz82zHaZOgCsqOrAqwqPCbB7C87K9J6Tvhnp/+/XJqm1GeNq2jbf++19OXnWh9znNiFk3ahffOgmPEoaIxQiPa8PTQHjU9TYrzyoJj+5fPQnhufcLT4rhcBi/8Wc/PLk+bPsTnqxM6yQ83P6bIjza//sQni4vCEYfwqNkB+luA+FZBvb39+PatWtT44nHA14Fw2VEmZSUq07QcaqTOoaTYc57iMH9ZzLRHdfx7Y99yiTcm77x2YiYbW/1esr0Qsn7R+8jrsxTqQtcP/BI0nrj2aC7YQAAIABJREFUa+iHBwcHtoyufwOs20qn/md6z+kAfEe/djKfz35QLyDXTzRuzofKMM0DxrL21ax/wbuHt7mwvGf5z/f4c7qewA2Or/z6px8fbbS2zvvoguzkdOcVxDLd6Qh+pmuSzZ5CapjgcaRebwjvyub0AMK7bXfgr9BtTqaWjAh9uZhew1iMGLURvICcfkAdZIaopmmm+onr6/PIDKBOgCsqOrAqwqPWtnkIz7sHX4mXHzwxjl+E5BV4X8KDPLzpG5+NozUTnnkF17YQnq5ToBH39U54lADOS3ju+dz5GIbfI3yaCI/GvQnCwycwb4rwIN5tJDzLwM0339x85CMfsYk72c3th7yzS3rE7PvHS2Mb0L6aGbjQ1k3TxP7+fly9enXqPvTbfePDryIirsn447rma85oqf1KjZ1d97ugxkOtE77vDJ9O5rrxyHnVPPM5EFk9lAxLWgbArSCqMQ3P8vuKXR9heeX6ZWbcU9nPOsfVz2AwmNEFfP6DMwrwlpjXP+3LVHcxCcOf99z0lXjdp35wJh4tj0LLzWMkW7XF95JxuvTJdcp6XPPI5cj6kKbL/LFpmqmtJRHHr5hTue90C+Jl3aLynL87g5v7noVBX+b60bBZOtxeiEt5C3j4PKgT4IqKDqyK8PC1eQnPy/aeEJNTsET29CU8DLzuaFAJj83zthIeN2l16SDsKggPK9o+hOfo6Cju+dz5SRie/M67mqLYJOFxK+WngfDohPJ6JjzLgtYvG0QBNjagn/CEHu3Az+i5BM64kxkNOC/cpqyD0F/wm6/xeNP4tG+xi6tiZ2cnBoNB2r/7yE431p2OLHlx6D1n0CoBBmw91R75gy5wxrmSLijJGTZy4jpf29vbs89x/PxcKYzKeNaVTk+gXFxm9CH0B9UFLPNVH+D6Gz7zxHjDMx6eqS+uw67JL8MZlLPvWVuUzufQfqb3edWXw6vc57HvxgHGrsoUpOHGn561EBFTcgZylZ+FLNLrzhiqZXJcgfsdns881RgsJxGO42IvIoxNtEHTNPH0pz99bk+gOgGuqOiBVRAedgnkOBgZ4Zma9LYRv7Pzd8dx9SQ8933ri3Hn+MTPX/+vz4yIiLv/6dNrJzwZWSgRHjd5WYTw8Ouq+hIet6qtZeB0K+HxK7rOUNLnsDRXJ2ed8LBRbVOEx3kaOLCcdIaiVRCeZYENi1wfpckph+ODzVw78Kcz6jgDVXYNQJ1m90vXOG20xe7ubrolRPu69vfs0+VDDTQs65xxU/sq3+Nn2DDA5dPyMpyLKZeVjTo87gFnfNR7+p0Nn3xPdYXrg5oe5091qtap9gO0I7/WDv1BV4Dx29WX6k+e/KLO7rr8uGnd0ubbjLr6K/cR1QkYf67O1DCMa/yveXBbXzjfJWOJ64fOEAS5yfI9YlpGOl3htsSwzsnqkTkCP5v1NzZU8thF+o73an5cmZVP43NnZyd+8id/8kS6oE6AKyp6YBsJT0QT0eDdv14YdREevPMRREZfwOIIj1sdPYuEh/O5KcLjDCac3joID09u+xCebKLr9sNWwnP6CA9b/beN8FRUVFRUVETUCXBFRUVFRUVFRW/81E/9VPOxj32sjZg2XmCLQIQ3yOlqPYwRbGRwxlH+7Tw1nEEHeWIjg3obOcMdX3O/AX0nsHpEdXl56D0HZ0x2BjwuNxtwOCzXXWawQrnwDBt83ZkXXS7P2kb8r4Y2Nm5pWdmgV/Lw4fjUYIp8qkFZ43B1A0Mn/nnln42X6ink6or3B0ccuzdzmMOjw5l6VU+RrP3V7dadB+G8d0rtwde4Tp0Rm42HnJ+SURRbrPqA+wa80pCubm9BuMxYmhkrXb6zfDgZpd+d5xBD+6VLi7eHsDG4ZBDvQp0AV1T0wCoIj1uR7Et43t9+PSIiXtL8UJHwvHTvCceR7Y7yfd+//fkkvowYlQiPlh9YJ+FRErAo4UHclfDMT3gyopMRntJhVyclPBm5cdeuZ8LTtTq8DsLD8mrbCM8ykY0pB14pjyh7BOl4VPnP8WheIo73jfM9XUlHOIQdDAaTOK5duxY7OzuTAwDdKj2vzuM3Qw+AVD3Q1fe1bt3YBNTlPjscSmWry1OpTPpM13jRsvB3J4NYRnF74boeqKRx6HX9jjA87pynh5aPDzaE3FJ9wDoD19lbCPEAKu+dV1CpLdx4K3n/ZNdKusDVb6Y/WI+7fGM89Dk4MyuXwsl3LkMfnsXbGDBR1jAok+Mhzjso0xNdUE811x/ZWLe7uxu7u7sLbYWpE+CKip7YRsLzgfi7GA5n931CULz36G8n12/bfXy07fGe3aZpJodhzUN4ulYDIuYjPNmkcZ2EJ8vfthOerO9w+qsmPKzIN0V4tE9sgvA4o0olPDmY8GhfxP1lE55l4rnPfW4TEfGJT3yi5X7NBrS9vb0ZI1fE8d5tjCM1YgL8jDNm6TNqVEB/YRmoBpnSZBpjOssb4nJ5AUr7/l2a+O3qje9nBjE1wnA98MFpuIc60fGqe1qdfiuNOWe4VhmkeVfZD2TnWGCs6lkRLLec0TMziqBMbNx2W17USOy2w/CnW2F3eqLLwMyfWh6uJ4bTBcwVnIGd65vbiP81L6hTNaRoOZ1BlJ91ZcyuK3ihRc9x4a1snAeWRdoXeAFH8+Dao8R3uBx6r0uPaJ2iDRbVBXUCXFHRE9cD4Xn7f345IllRRLxdhCcTzsC8hCdTRBqe60GF56KEx7lwVcLTj/CUJrp87U0XvhoREXdc+oHJvUp4KuFZJ+FZBVw9RkyvsLJhD/dgtOCJJBs/SvXuDF9ZfSIdHWtsNNG4+fDE3d3diaEUfQ39LZPVnI6Dhin1hZLRiq+78a3eIDzu1JDkJmQcLjPqOv2teUMe0L7oM86oxroARh/WcSrnXXtrftw19yzqhl//BxmPgw/ZC4X1AxsMuF4yHeHqNeNCKpPVeyXTl9yH3RhVjzE8g4WKpmmmznlwXEPrzum+LiOvM2p26QDV5xoHX0c52NPDxYX6KOkBjrskm7J8a7/Ts1qUG3N/4zbCay0XQZ0AV1TMiWURni6CuWzC8+7Dr8RVI0gi4tQRnkyArpPwlCYCyMOqCU+2erNthOctz/n7uOMT/330e5gbWFw5Tgvh6TIErIPw8AS7L+HheK53wrMK/PRP/3Tz0EMPtSr/svGGe/hkfcLyhyeogMrEbPzwNY2P+yvaQg2f3A/gEh1x3OfwnmlADa2aL57Yl/KsMsCNczUq6nU2fHLf5DpmsLeG80xB+XRyU8o3p+1kvhru9Hom15y839nZmZF3arTLdDSXCX0PYaETWNbrIZh4+wM8hVydua0vHMblS6H5d7JdwcZLjAPVtfyp9edeR6jcA3BGZI7LwRm/9F72DPLj6g1jgA1CPKFlXYrr+no99g4qGTWB0jjWvCF+1SGqCzgtlBv3Dw4O4sd+7McWNobWCXBFxZxYFuHhCUPE6SE8fSy3qyY8/LkMwqPKuRKe5RKeOy7990kYly/FvISH6+ssEx5nwe8iPLxv2OX/eiI8qwLnFUD/YDlUMiAiDLcNj2Unc0r3AM5XJvPxO2J2jPLzBwcHce3atSnDLqejMkXDZHnU+uPvuhUE95ng45qT/xwf2kD34LuJrxq4MmOWyltOu7QP1d2DbHdlzyb92fYP/Y54VDd3GTcPDw9ntsQwp0CbOwMg13OXAdCVwZXFGXlL9V0K79KBd5XK/5Jc5D6v8hJGSDbs8XP8jONRKjdKcoT5Zh+5rZ5CnA81TKrBuEv26Hf8s8EZ95wnl9MF4HlPfepTl6IL6gS4ouIEWAbhwQDfJOFxk9h1Ex6txz6ER59dlPCwsO1LeFjZbIrwZBNnzuuqCY8Sn00QHr5XCc90GIYjPG7cL0J4+LMv4XHGgFUQnoqKioqKiog6Aa6oqKioqKioODGe85znNJcvX251os8GKDY2OGNCxLGREoYYNX6oUdB5IZWgRlCOi8McHR1NeU+wsQtxsIEHz/NWGjbqAihPyYCL+NSopQYxZ4hEOGcY0xVdNmDpCiau83N8jaFt4soCaL4yoy3XfWll3K1+c104cNtx/cEYygbQiJjaCuMMooiL+wPHyZ98j/Oq+dYVSEVf46Ya3zLvrD7GVe3HauBkb6DM8MkLJM4YqgsJpfHcZahncDvrwoeWC9d0bDG4TpyMcnWm4zIzcOu4Q1729vbiaU972lINoXUCXFFxAiyD8LA78qYID7s/9iU8usK8KOFxiquL8PC1ZRAeVSJ9CE+moNdFeG677X/F+9//3Km6cVg14XEkoBKe00N4eCxtivBonayK8KwSWNnmdma5znDl5Xi4np1Xh37v0gNuHOi5D+otBAwGgyldxXHyb37TAZfJ6S1XHn7GeRyozHfjX88JcH2dD/JT6BjXvfxZPc/jnYI+4c40yPRFNtHV+JFGJlcgx/D78PBwRrarRxDXi8p83vbiwuN7hsyrBL+da2y2hUWvqZzJwrPhBM+5Z7Q8KoedAaBpZr3P0KecXNC0uN34d19dkSHjlaVDsDI97upcrztdwPWNf9VTkKE7OzvxEz/xE0vXBXUCXFFxQlTCsxzCkxkJKuHpJjzI36/+6scm1973vueulfAoIdgE4XGKd92EB3k4bYSH22sZhCfrwyXCw+VeJeFZJS5cuNB89rOfbVV2OiMIkMlKZ9AqGUfdbwXSYcMD6wEn81kX4B7rEXzi3Ajk0RFZl7/MmOX247t65VP+MbadIa1kmIMM1LA6FjPMY5wrPZudF8Fx8Tji8eX6y4tf/NH4wAd+NiJi6jV2aA82inI9HB0dTZ39MBwOJ2c/oP1Zh3AdsazswwHwXTmBq6ts68+9z/pqvOEzT+iU+6W6dO3g+ivrRS4332Pwidc7Ozu2n3Fajjey3nBGUw7rkHFR/q66Seuwa2uf4zxsiAa4bp0e0XzAWL0qXVAnwBUVJ8T1QHg0L30ID787eBmEx61+dhEeN3lhzEt4dOJcQh9Fq9/dtUUIz0te8vFomumJL2OdhCebMDGWSXj6kMxNEB49EGwThKfrmiM8zsByvRKeVYPrSo2DmQFFdQLXv04knMFQ085kb8l4+rL9J07F87b/+FJEzL6ejcMwuG1ZX0R0G29KeVNDFacFvcOTYH2G88ty351gr7qaZWffPLPB003IM8MnjLeZsY+vq1x0E99RmWIi11WG4JwCLrd6A/HkjXWAru6ij5YmvV1GfGdIYzgZf++zvjpzzcWpOiAi4tVP+gIZ4iIimnjP12+eeTbjD/itug/jVnVBxPHhm4psPHcZYJxOcvHyd2fUzPho9lvbJ7vHCxLKYxzf1fgg/1apC+oEuKJiAZxWwsNxRByT9z6ERwXg9UB42Orfl/Bw/tZJeF7yko/b/LVtxHvf+9Mzr765XgiPu+bi7kN43vXVC3ZCdhYJT0l2RMxPeLS9+hAenmyf1slvRMRNN93UfP7zn28jfL923hJqANCJlzOAqHEF17TdXdtpehERvxN/N+nDL9l5fNz+2KdERMTb/uNLsbu7G1evXp2Eh6FjMBjMrB6zLuA8ZF4hjiCXruOeyl79rrKOw7AXDOq0NP678s2fipIcy06+dZ5CeI63b2gepuOJiGjjttv+NH77t39qSuZzWfWUf/YKUiMye/8AWX0ph8lkXVf9ZQdHMu753Pmp65lefu2P/eVM+sjWe//u2RHN9D0tq5OpztCuh0I2TTM1Tvh+F09SdOmIrA2yZ6DTMvmc3cu4UMTsxBefaAs3pjktYDgcxjOe8YyV6oI6Aa6oWACLEB7eb7FuwqOCmK91ER5WSssgPEqo+xAeNwFahPCUyI7Gx5+KdRCe3/md/y9+5Vc+ihjG8Yy+b4LwuAnVKgmPXtf+0EV43vmVn4zd/d2Ze4sSHnZ1PsuER9uiD+FBfa6a8FRUVFRUVETUCXBFRUVFRUVFxVLw9Kc/vYmI+OIXvzhjgYAhgF3r2YDjDIpsbIDBjL2JEIaNMpwO7pc8WJx7fkTE7Y99ymQVmPMQMTpPQI17bOhggxDSUO8o/s0eMRzXsefGrKuxGhx5FZgNQPz6NlenzrDH+VJwHfbx+MF3ve/eU65eP7u7uzY+/t227YxR9F3v+h92uw8bwVA3uMfbX7CNBuG5z6rhLfMqUQ85l3dncMvCwiC/s7Mzs/Jb8hSCMdR7IU2nrUZO7Udcbv7OY7C0IszgMVxCH8NplwE0M4i6e7pwoiv6+NSxqdf6GkM53nUefFgnwBUVC+KkhAfCcJOEx61K6iqvEp5sb+Y6CY+61nA+kZd5CI9T2AxHeNzK7ToIz6/8ykfjAx/4n2PCc1zmTREerdtVER69dxLC886v/ORMnz/rhMeNn0UIj64GbxPhWSd0UqmeBNzfVE65foI6Zr3hvII0bb6u8bn7H4ivx4ubx03yoWdFwFNCt8vo+REcJ2/x4bRVpquczTyCuD5Yf6oc5/7OWzvU24PrrI/rs5aP6yY72FDRx9uFw/A74jVNzvN73/szk3MdUC7tX+z1g3vwDnL1ojqT087AcoLL5bxI9DnAGRdcXXGcd/34l+VaRIR/E8V7vv7slD/gmspM5xHE33nrizsA0U/C8zrI+AjyVvIC0utdnm7sqZiNpYjZundtqmFce2na69YFdQJcUbEkzEt4dOKwKcLDAIlZJ+HpIsyO8Gi8myA8eG7dhOcDH/ifk7Tf+96fiYg404RH7/FEW8Pv7e2tjPCoq/NpITxu8rUI4Sn1AU37ep38RowMo5/73Ofapmni8PBwpk6zlTPoAjV6cvi9vb2Zvf5sdGTs7e1NXddPNTINh8N4/9HX4ujoaNSnRR84HTEcDmfeJAD5BZmT9Ws36YduyAwomT7hunVyEN85P2rkcvJB+zTXnabN+VGDkD7D8aG+2ADK4bUcAOT+u9/9PyJiZKgGnHEP/6wv8MkyzRn3urY2qczjgyydrHCy2t3n6xpX1q9dvC6MykrlBV1jlp9xdcZxuLzpwsY8+e2S/6VyZOEBnshzPy7lGdczI3XGjY6OjiYLSetE06UgKyoq+gOEhw8dijieRGYrKxAwOhFmwqMkIhOaOnEqCVFWeBPCE8dKNSIm+4FxDQqWwyMM4uTVRIYKx/39/alydBGevb09G0Ynd5o/d5Ixr2w6Ioo88m9HeHiVt0R4kHfE10V4VOkAqH+dvOrkFuXKCA8mwOibjiyVyAB+cx5XSXiySS8bZl731C9NvvMz7/7ahZn4M8Kj3gGOOGTEUpGRsZMQHl2J53tdJKcP4WH5on2Px5w7tdxNWNjqr+XcFOHZBD7zmc+0SoDZMOf6Dk9Ks8kF6xdtLz59O5NHHBdD97SzjMl0gV7HmwJwTeWRO+sgIqZkoutHnG/WCVw+lnc8TnlSzHXe1RZqgOVrnHfkG9dZr2tYPTCuaZqJHsB3jg/XnTFOD3g8Ojqa0hFaJtaVfD4G6xM2GGvdONlRmpQ6g5j7rde1vjM+g3tN08Trn/ZXlIeIiNkwAJ/6jHrjOkK5uIxcH+4a60yFk+0R3stJfzM4TTfRLumC0uQ9u8d9GflnWa9tzNd0DKMPc18+OjqKZz7zmRvRBXUFuKJiiXjGM57RfOYzn2kjppWCupQ4RcKWf/yOGAkPXUHgVdCIacKjrtVuUuKEMD7ZBfrq1atx7ty5idWfrcu8CqAu00rglXRxft3kJyM8Ohni9LhOebLQtZJZIjzuOSUnLr+AC+vicuEzwuPKVCI8rCgzwoNw/N0pTe7DjlQgjCOtfQiPxuHuc7rZxFnz9vLHf3qG8Lj67JpAlibDimURHo4vI5998guUCA/2oIL4cLrII49vJTyOBGteNkl4NoGbbrqpuXz5cpuNIzdeub4zIwrLD5Z3OLAwwq/K33L0A+Nro3h+p/l7a5zhdNBnOD3ci4g4ODiIwWAQOzs7M28F4Dh1rHC/ccbQbFKFOF1eMXlzconlY7ZKp+A8ch4yzxTk28l+XOf7EZEaQzMjKMDGaJ4QR0wbohm47lYtM/2h9aF9WdsGfZP5CpdJ4eQ3f7prqh9GdRURMdvuGte7v3YhovEyvGsFuPRdjVS4Nq/h19Un32PPhpJO0O/ZPX29IecTugBpcp/MyuO+o18h/9tgAK0T4IqKJeM0ER6njLoIz8HBQUTE0ggP5+U0ER7N9yYIj1qtN0F4uB+um/Ds7u7GnU/5i864zgrh6UuGmPBoHhclPLoSt02EZ1O4+eabm09+8pMtt69zS+aVSrQBjykOxyeMaxtrP9rb25usdL43/jYiIm7b/eFRmJjtw0hPjXQ80R0Oh1PeFwh79erVqfywsdaNaV0ZivCeNhwfy2OVGTwR5Hy4usJvp6tdnXAe3KfG22Uk5fpz50MgD6zDdMtK9ho7zod6tSCc89ZyHAX5QP26duTwqgu5LjTe0qSJ0+ZrzmBz149/aebecb5H3+EJxPnIxtA81yKmz19x5XOG0Eyea3jlj9zPXV4yOBdtrgdOJ+M/KBPywN4aGpblFedhWwygZZNzRUXFiXDzzTc3KijdHkGewEUcT1YwYVElBbfew8PDSTi8nkjdmPH9vUd/G+89+tto2xj/ezemnZ2deHE8biLQdnZ24lU3PGlq4rm3tzf5393djXPnzk2FdytC+q+Eh12/XByY6KjbGNcjystlm4fwcFoOfQlP18QPdYfvAE+ElSQfHh5O3teLcoHksCubuq/hn5Ue9grzOzyZXLGiUkXGbcdknPOefXd1ie9sQNB20PS4j6ibZ9M08Y6/eWY0TRPv+uqzImJEeEB6tJ9weechPDqJnofwlAwcSniUjJQs+RnYxV2JstaDjgke90x49J72EzWsnCV354qKioqK04G6AlxRUVFRUVFRsUI85znPaS5dulTcHhMxuxqsqygwtKm3R9u2k5VePIPvWIEbDofx8oPzeCCaiBi2swcWqvGFjVYv339ixH7E2/7zy7G/vx8RMTnzAivXWCmOODZy8YqsW9FTQ4oakrIVSS6/8zhCPWjdKrLVODXoav65bnTlUw1FuteZDct4zq18Is/q6pztA8Y19fBgo6n2n2xrBNe/88DSVXuuN/YO0vi4PrXMzuPEeV7h987OTlz88tNiZ2cnXvPkL07lA8ZQzXu2pWhebxqG9lVnMHcr1Ph0HkUu/cz4WTLkqos8X8uMupkHhq4Qc1q47vJw0003bZUhtB6CVVGxQijh4VUUt7LECkUVj1sBcicF86pqhF9xU2XyK+0PItZx3JTOWCi+7T+/HG3bTh2AwopUD0DBqhMrTl7t293dndr3lREe1BtWCPkeuwyyYMerfbACpcouUyS62qiKgAmKO/xED29RwqOfGeHhMvUhPFzXuiquhEcVodaF9jslB5ly5D7qFOeyCQ8+X/PkL8bbH37G5DmQ8ozwZC6BXYRHn+GJS2n1301u8L2L8HCeNZ9uNdrlt0R4VN444q6r8G71F+7vKte2jfBsCz72sY+1WX/Rds0mbTr54zbgMJAxCPOqxzz5ON1x2PfH12fy4ojsrcP/N/7/9s59WY7qSPfZ+wZ+hOMYh0/EeDwnzjEgCQkkjEAYX8J+jIlgMDcZ0HCzAyQZLJCQxH1MMJcHcYgDQgcE4iYzKBjN2IMdxPgRzlh7d3fNH62v+quvc1X3lva9v1/Ejq5bV61VuzozV67MrJcW/6OhByKGMh+RSVhGuxF5ooMy1lPXXnttY3tmYHO/NZoCsp4jqrTgIeuD7HeU6V/cV9Y/fH0dAGeDYP5fcEoMzoeIqqxfKvf196yFKznih+0K9I+jy1SPaBQIb+PnsKSz+N7wZwkdNGeynvdl+oN1Ke9TJwNTGviBzB5rG1zqcqbHsv6U+s33nP9/EfkbC7gPmYzP0p/wqTID7eBnk9vGkVfZvUebWXZUVRU33njjhtMFHgAbswasp8HDSkYHB9yOe+IvRtpdVVVU/X5UEXHyvwYVFrnC50oYPFnF0qzfLJR5gLcSBg9fd1KDJ6vUyfd0LQyebGC/1gbPuLBvZrUMHg4nn2aDR/s3icGj9/5qDR60YSMaPBuJM2fO1M5Rlce4j/pb5XoL2fOnn/q/1MHaw1/7VnSi+Z2IiF93/jOVx3f3/0dEFfHS0pcR0XzlzqVLlxrOUNYT0AeQQ/z8syOU26tOSP6NaMg9gIzjwTC+y/uyQQHOx3IN1y/dP3bo8nbdz9sh+/n3hP16vzMHL9eBwDGle8D3H596HzSnGPdBlzPngP4vwaTPqD5j45yhbc7nzLmf3U9dLs18Z+vjxksl2crtLOnZkhNU5brKhcyxW3KElnSIXp8dnWr3qCM0+32o7ty5c+eG1AUeABuzRqjBkw2CV9vggcGBdd53b+cvIqSCYlX1I6rhtU/81/A1Aytl8KjCWg+DR9uwWQweVW58//G52gaPPsd6nrUweEpGxFoaPDrwXg+DR6MCJjF4uP0rYfBsVGNnI3L69OmK5U9E8zfBjjsOZ9b/tzrR9H+K5YjmbwkOUZ4Vxndf7/xn/Z2fVl+v97+89If62uoMhcONnXPQBVhmWQV9gNoIPHtXciRxX/TZHuc45Lz3zJk1qTNUHUC6zp8sB9gZyu8k58E2w6+QyqJ+ssgedfTyd9QZqvIBzxc/I6ofteDkOD2g+zLHpvZbdWh2Hd3HcomPy2SjblOnMR+n8jtr5yTL+v+dmRm+tzvTBdwmdoJmOoH7ktk5+J9nDnLWy9pudUhhmZ9djWLDeTeDHvAA2Jg1ZKMYPBqaGxGxf+5/RtTnZMPi8nJVxfH//2/19pUyeLJQpXEGTzYAXGuDh5X3ehk82qf1MHgyHbLWBk9mfNngscGzGXj77bcr/t+pbAfsAMNndlxJbvFnRNT/U5ZR4KFrvxW/vhwWzd+pU2WqKl649Pt6O6e9wGHH2yKijgjSvrJO4AFw5iBE//g3qr/pzNmn2zLZmckm1qcqf0qOZB0U8/65ubmGDs6uqU5KyHDIjpzqAAAgAElEQVQtYse/7ywSSL+PfdiWyRT93fM9L8kutWf4XCVKs7QlPYHj+H+hOkOji9C2iMkqPWdORt4PXZm1u6TvMgev/q+z/vMzzfaTOryzSKaIYTg8nwO6PEPvLzs82xyi/Am63W7s3r17U+gCD4CNWWM2osHD1Ynvm/lGvf21/ldxb+cbDYNHZ3qv1uDhsMpJDR5WXutl8JRmAdbS4MlmM23wrI/BUzJ01tLgUefZJAaPOs+2ssGzUUF00KVLlxr/D31e9Nng5yfTAzgPf7Y5RCOGTtH5+fmRKAa0Ac8hZD+eTaxzVXqsZ449dg6yLsA67gFTGgDjPrC81EiY0qCR+8hypqqqkSglvcclZ6imH3EUkDp9uT8cVq5OXHXycp+eeOKziIg4cuS6+niW//odXE/ldiZf+fni/0dmZ5SO4fs8Tp5im+oHdpDod7V92cSBPkuTOESVkkO3zSFacorq8fz/5d+6OkR5P7cxiwjL7kHWPv4f8DOtDk+ssxMf19i1a9em0gOuAm3MGrNv377OmTNnqkuXLkXEUECpwQMDNhPMJYMHIdP8iX3dbjfm5+frbd1ut1YkqOI5Ozsbr/W/ivs6g0HwfZ1vxKu9Pw6E5+xsLC0t1eeD4p2bm4ulpaWGkoIS52O5DxCameKYxCmnyi77HisL3a9KCO2EQVCaqQSlwV4Wqot7lLEcg4f7pIovIg+NVoMna3tmGPf7/Ub79dhsxrV0/tUyePj6+hvJfjPoV+k7peXlGjy8XjpunMHD7eT/Zcngyfax0dRm8OinGkM8G7DZDR5jjDEmwgNgY4wxxph1Y+/evbUj4c0336zgCMscbezoYAdKyXlTVcNXIOEzYuDwwjX6/WGhOzhG4ZjjWVie4WRnKN4IMEtOUm3j3NxcPRPZ5jxS2iJL+Pvs7ITTrxSFkX0/m53TKJPSbLpGS/AML99vLkKp19L0J92nqRBYfvzxz+LZZ68LdEufiazwYXZfNHWH75M+N3w/SjUl+P9Wcrry8bqfHdF8XY1QYTLn4CSOTnWIjpv5zfqQHTfuOS89lxr1xX3SZ0CdpvysjOt/m9MT+zXqB88H1jdz6otDoI1ZZ2DwRORClYWZhm0BFk5t+Uk8m6Ph0RHReC0Rn5dnKrUoE9Y5xI2LY2mBJuR3IeSNjYVSODjQ8DUO9dLZNA5743uXGTxZuCffP13XsDcO48Z1FhYWGiGGJYNH85d7vV787GcfRFVV8fzz20f6ykaSym/uN2/LaDN4YERy37FcMszX0+DJBgKl8OcrMXgyA0Gfo7ZZ4KzfGs6GTzWEsllgLOMzmwHO+sTPuT7bLBv4ecXzvRUMns3C6dOnq8XFxcb/FP+ncYNfpu03xHm2mS7A/5yfFaAh0FjmkFveh/BoLdjEzxzrAjxzWQg2o84A1gesE3ggqIMKPj9kId8/juBRfaGFD3kAnNXZgH7N5AWnvbAuxWcW3fPYY7+NiCq4O888878bDgBOiclkneoxjcxi5wev83ez9UzGl66r27JjeSDW5hjK5Hr2WZL/bTaW2gzjopoyPZGR/W8zncDbQJYqV9Jp2k6+n1kEFp5vTZGAA2yzp754BtiYdebOO+/swOBh5awCtc3gwToPwDKDHAodBgGUM5YhbDX8Vb372Nbv92vPPrcbMwgIKdY2sZLlgVY2aJgUvUd6f0oDEfVoo80lxoU/LywsTHR8xKhHd//+9+v2Pv/89pE+4LMU/owZn1IIsLYHBg9v52cpO0eWXxix8gYPPic1eLityzF4xjmBS89N6RldjsEzzuu/FgaPOh22ssGzWbj99ts7ERFvvfVWxfnd/AxnzhR93jQVRmU+y2PejhSZ+fn5YvoEp0l0u916MI1lHZhC1mhRvey5RX/UKRaRp7/gU7fpObPzYLn0W2UnQslBp7oPy3yPsmKPrF/RZ9Vh/Ht/9NFP47nnboiIqAe/EYNBbybzstnfUp9LslzTmLLaC22zm22D2czWyXRCSU9ofzM5WHKIZgPmjEmeEzx7uj+7B9mzzzYAby/Jf253li6j94EH79xG/GbV8cNOUK4dg+tvFSeoB8DGbADWy+CBYF2OwYP2rZTBw4J8UoOnZARl59Xz6DmUSQ0e7Ftpg0ePyZRkNothg2d0P29bbYNnknu7EQ0e9vZvdYNns3HHHXfU9x3FE/l5YPkH52fm3IFzkJ2EWgeCn0ecj0OkAf+e9VxwnrJDFOdS5ynaBycoP88ccVBySGK/tpu3tR1TgmUPrl36juoAMIkzVOUP//bV2X3gwMdx7Ni2iMDAF/sGg189T+YMBc888/uI6MSTT/5lQ8fxfdZ26gCJz9kW+ZPpDj6uJOd1xl2XtQ0lmY/vZbKz5AQtOeGz7ers1GNK+oEpOT6hz/kYtQHaQp0zna7Pq+oFoK+p7Ha7sWPHji2nAzwANmYDsRkMHvb6r4TBo8J4PQweNQLW0uDZv/9scRDHy/j/Z+HNbQYPlDD6thUNHjVg1sPgyYyfjI1m8HBe4lY3eDYz+/bt60QM9EJE/uq37DfDspEdmADyjnN12fnFMh/HqBMFjlY8w+wQXVpaGrk2nktNs1CHb5ujss35yToGx5Ycouy403NpCHYmxzJnKOdccyQNyyb+veNeqDP04Yc/iuPHd0RExKOPfpr2P2I0zUX1BHjmmf+43J9h9E8WIZLpYD5fVuwxsxn4XrXlU6tjtE2GjnN4luR8dj8yPaDXLzkzxw14x/WD07NU/mNZnxHWHXyswnqe+6DRPRoRpOkPvV4vtm/fvmX1gAfAxmxQ1sLg0cHwJAYPG0orYfCwIbOZDB4eBF+pwfPAA+9JH4fLMHiOHLmuPh5MavDoLMZqGDxqtEyrwdM2eEd7VtvgyZ7bcQYPD463usFjjDHGRHgAbIwxxhizKYBjNGJQLCti4BRBFA6nQaiTqNvt1s4RTrXhd91GDGeBMwchO0h5O+h0Oo1II7SJnTEl55Q6IOFEZOCwY+ei7s+2lY7nc3Jxw4jcWad9njQaiO+R9p+dXk2H9SD8uV6T5rOjVx1k2Pf007+PJ5/8y0ZfIyIOH/63iIj41a++07gHOhsPsvQkpnQfdLkt5YXbof8v7mvJ6Zn9f0spQep45+trm0rbM2dp6Xy4pqawsHOTf5NZESyOnMt+n+zg5N8SjuPUAhwPR2in06mjgbZt2zYVTlAPgI3Z4Gw0g0eNn6s1eFRBTJvB0+9zG5sVPZvLo+HPmYHABo+GP3G7bPAMr69tKm3f6AaPzkZPYvBMi7GzFUHtCHD69Omq1+uNPFdZ3rhSSo3RlBitLYHjIE85Egjn5Wc3S5NQGZRFNulvTI9Fig5HQPHviL+bRXaU0jdKNSFwX2ZmZuqBQ+m73A+0RyM9OILpwIGP0u+pfoiI+MUvLkRExKFD366PxfFPP/37xuflHtefv/rV/2n0h1G5UaoNMkl0kJ5bt6usLelt3jeJTuBjs+e+pAdKEUnaztJ69qyqgwL/c478wfe4orr+flUv8u+Q9YCGQPM9532IAppGPeABsDGbiJU2eHTfJAYPe+dXwuAphb22GTz4/mY1eO6//71oGjOlHOBmSGxEc4ZAjQH0EwbPwYN/Vffh4MGLq2LwZMfZ4Fkfg4fbZ4Nn+lD9EDFIocHzpc6ViObzGTHICV9aWqo/2VmqsojTPeA8RGoMP6f9fr+uCcFOWf7tqgMHshbrpd+m/lbw3TaZwt9XsnSXEpkemJ2dbbxCSslSHADafezY9nr9scfOX96rcnDYv6ee+taIvPvlL38XEWWZhj4qJVmo6RSMbuf7kqXEjNP/YDkO0Wwfr6uDtaSrtP8lWV/SiZkjN0tvwVsyIO/5meXfalb3Ab8HfsbQBi50iHayk5TTtGZmZqZaD3gAbMwm5moNHiiq5Rg8PEO6EgYPGzKTGjysEFbC4OH2raXBE1HF8eM76jC3o0dvqA2eI0e+Ez//+b80iiCVzzOE+/nLX/5u1Q0evSc2eNbP4FGvvw0ewxFEEcOaEpcuXSo6Y+bn56Pb7RblMGZbeVtE87ePbYuLi416ERHReJOAFjCMGI0OKjlDdZ867vj7kD345H36+wFaTE5/e9AdaI86pxguMKnvQ+Zcfx3IVlXEs89eF48//lmoo/TgwW83zhMRcfjwv8dTT31r5N4M1mMElWtop94D1eWAC38xeu+GbWj+T5p9He/YxKc6S/Q72fcyHZf930vPXZtzhCcGAP7PHK3H+3ibvjdbq//jGrgOKjUDfSbV6YnIH9d4GNIZZzQaYzY3mcET0RTo8/PztcExNzc3MsuXGTYsZHnWanFxMSIGAh2Fu3jWEsdBKLOCzRQSK0ooBJ5d63a7jUGFtqdk8KD9qthKgwxuM5ZxPtwzVpgwJJaWlur+a5VftPORRwYFr44evWEk7DWbRR41kgZ9hNd/eO8ihiFvA0NqIxo82Uwn91PDf3XWh8+n25jVNHj4Gc8MHh4AY537sxIGD461wWMm5cyZM9Wf//znRhQRImTwx04udqjob551hcq6paWlwLvueQCIZ57lJzsV1VHKgx+O9GAHUrfbbbyZIIsU0t88ronvoJ/43fPvC/s6nU7j3iC6InMccBFL6Czeh3vBbcU9Ggx+IyKqOHTorxv7VOYNnZ5VRHRk0DtYOXLkOyOOPv5/smzn+6HH8Tr+h0zJ6ajn1rSVTIaXdATv03PxcSWH+nKie/AMlJy4qp/VGarFDLvdbmqz8P9VbRf8xrQtaj9xdf+ZmRnrgQQPgI2ZMtjgYeUwqcGjRvjVGjw8uJzU4GElshIGD/dvUoNHXxmwkgYPK0J1HrAhwEob6yhuMoAH/YMtzz57feP/x5+4p7rNBs94g4efvfUyePj+2+AxV8pvfvObCrPCcKREDGWm5hniOWRdgeeU896XlpYa4f78e2BdEBEj1yn9BlVW4lOjn7J0H7Q9G8DruvYNqT5aSV3ra6gTjPWkvhWAnZ/cN/TrySe/iMOH/7pxXpWPTz/9uxjI/byeBt4qwHKE+8v7cH8AOwj4+EwPlORmm6OT74Vun2R2uKRH2mS9tpP3ZQ7PrE9oJ5ya3G6t1aLpadifPaNZ5AHapfYTT2A4xWUyHAJtzJSxd+/eEcEIgweGCgSxhnpG5GGZfCxCkqAsEVYdMVTkOnDDeXkgp9fla0IhQHmo0suUWmbwaB95nWenoWhgoGgBKJ35BToA4n1s6PDx+NR92WtwVBk3B7+jM8DoV7YM1AgdZ/C0ha2jvWrwlGaCl2PwZOcBa2XwaCgjtpUMHp4RyP7H2YyaDR5jjDFmZfEA2BhjjDHGRETED3/4w9qZcurUqQozW5i11NxydsyglgOchBy9oOkCSLPIahqoo6vkXNNlXE/rQvD12fGq5xsXxcIsLCykTiluT1sNBxxbygHW9UOHvp3el3bHZ+6YbOtnycEZUa7+X0oryZyeWQSQHlOa5S2do0Sb0zPrHy9PEv3DyxzVBXiGF+vcB45c4zbh2ppXzqHNSF2LCDtBrwCHQBtjGpw6daqCAMfME/9lYcFs8ACEvCE8GbDBozOxHE6cKWaeRcM1cE4Op+OQUlxHDSQsa26l9g/bOL+L86RV0Wu4N4e6adETbjO2cx90NrlkCM7OzsbBg/+KHqTHYNvzz28f2ZYVb8lC5Hh9NQyetpniSWaHuS2lML4szI9njJdj8GTFrtTg0Vxf5AIzNnjMZuHUqVMV0h944MepM6oPcJzmv0M/QNZpNAbrl1L+PQ80UW+Cw6GxTwfDbaHO6AP3LaKZ9tLv9+Oaa65Jz6PRHmgDOxK47ZwSo1EjOjhW2Tcc/OLe1b1MI4Bw75577vqRugHZ/WnTEbrMsnNcePM4/VCKElru9qwv3G/IXT0+iwDiPqnc1wJv2MbRQBGjYdKcAqDpLVnUD2yPnTt3WvZfJZ4BNsY0+P73v98QrBgQq9efB2M6MOPjUF06YlgIqNPpjHjBcR7dlq1DoSGvsoS2ib9f8vBz6DMbPv1+fyRHDNdgQ4bhwjI6wFNPPygNArN7cOjQxYiIOHz4f8U4gyci4tixbfWyOiw2s8Gjxq0aL9kMQCmUP7vWJAaPhrqrs4P7nKUP2OAxmwHWD2+++WYV0SzihvoA7HAErDvw2el0GnIS6G84k4NZmkuWXlNKh4lovg5QZ4aRAlJVo2kv2QyqpvToYBb3CqisxLaSDFUOH/73gNwfNntUD6ho63QinnjiszhxYufIObWfPJPP/cwo1WMoOS9LumG5g93s/mR6gNvDUQl6bKbXWGdzGgv2ZVX88b/kPHg+LyIO1OkCmQ99cO2110ZExI4dO6wDVhAPgI0xrajBo0pgPQyeTFmttcHDg3B8rrbBw4PUwfkH/Tp06KL0ufk9rGufsm2b0eDJngttz2obPJq/bYPHbHXuvPPOxvP59ttvVxy1EDFwgOK5V+fazMxMdLvdmJ2dHXkXdkSef8+M28/HZVEXvKwzzdxWOKVYb8zPzxdrZfCsnsLyReVgW90H1W0HD168vB4RVO257Z4Mo4B2jOzj2e3Mod127kwPZP3j/eO2j1tWXaJt5mcODnxtP3+H90Ff8HU1zDmL3ioNgHk/wLPGTk92uO/Zs8eyf5VxCLQx5oopGTws3COGxgZC0xAezYMEVgalAQoMGQ5B5dcgaXVo/n42gOVKutoGHigvLCzUBo++Jgr9Qrt0JpAVp4bK6uApqyqszMzMxFNP/Wvdtww1hmDwsNHH1ayvxuBpM+j0mLbtV2vwoH88q6r70Kcs1PlqDR4NadPcLg3rtMFjtjLvvPNOFTEMh0Z1ZI5wwDrCgzlEmh1VWUiqhq5C3nI6jIZAZ7OC0AEa4aO/V0174VcH6sCrLeQ1iw6BLFEZo6k8PLhG9M+wLyVdoI7R4WD5hRduqvdBZ2souJ6n5IxcjtNz3PG4Fuvw0vG8ng2AuW+liDC2D7LzRoxG+mguL4e1qw3AkwN8f/FM3XrrrZb964BngI0xV8y+fftqwQ2Dp9fr1QYPlBkbPAsLC7WHFQPhiNzLDXSww7OvMF5YifGMnxo8UEKlWVaGB/ZYz9qmxhZ/6jLuEbaXZlHRdp51ABrixowOWjvx6KOD9wyzwcPn5P+RnmecwVPavxYGj67zLKs+M2oc6X1Sp4PmmWfVvdngwXdt8BhjjDEbGw+AjTHGGGPMinHbbbeNOHnOnj1bcWQQhxfDMRoxcBYtLi4Wo0J45ledXJmDsy0sGOfR1A+dMeTrX3PNNY1jGb6u1qfQFAre3uYw5dSNZsrK+HBn2RozM4Ptx4/fGBGjTt7MEarRPaWon6uJAOJ9Wksjc6qWIqQyhzec1Py/xYx/dh51aqNNHPHDM/loo6bKsPMakRALCwsREXaCbgA8ADbGrAhXavBg33oaPJr3pdffCAYPZkqffPKLkRxfbTttnQqDR6MD1sPg4X02eIwZpRTm//HHH1ccfoxIicXFxUb4ckReNwLLWgeCB0M8GFF50RYVBBnM0T9Zvim356c/fSf+/u9vjYhyUcBOp9PQF5o/ymjE0+D7MxGBOhD5PdH7wEAuZXUhSnowexc964RSNFPpeNUnpe9k58j0ffP+TFboUJ8rtAl/PJjlP74fnAbD/0OkuVxzzTWpfWTWFw+AjTGrxiQGDxTwcgwe9e5i21oaPLzOr/BYLYNnZmYmfvGLzy9fJw8V1/vAbGWDR5+V9TB4uHKzDR5jJufGG28c+a2cP3++WlhYqPN6M2cYO7n49675/HAelmSCOkVxDi2cxOcs5YzimHvuORMvv7y73pc5+UpylOU/9yl7X/Kg7xgMYz097PK+4fkUTiFiskr2vF7SA7yc1XDQ8+h32nRCRpYDrIPi7FhtJ2S7vsZKX2vEegH/q06nEz/5yU8s+zcBHgAbY9acqzV42gbCOG45Bg/naU5q8KiS1javpsHz3HM3RFVV8fOff375PqSHRUTEiy/enLaft12NwVMyUtbS4MFxNniM2RroO64//PDDKmLomOIZvoimDOffdMRowSyO+uH1zCmqha/4fOPYv//9ePHFZt0FliPjZrX5+lVV1QULh8cOB75tzr6sLsT+/e9HRNQz1Wgb0IilccttsnuS6CDep47hNie4bm/WymjaAPz/5+eBzw8nNeS/Ftbs9/u1rmeHq3XA5sNVoI0xG5LM4IkYNV6qqqoriOrrlTBIyQwerf4ZMSxUFBH1LHDEQMH99KfvRETEG2/sGxnosqLUz6zaMytZhmcS0Xa+FkJ4tWjVY4+dr9s5+Bz29cUXb2pUN+XvlQbsK2nwtIV6X6nBw0aNVvPE/5u/05bPd6UGz49//GMbPMasE++9917FDkOWcXgzgEawsD5Q5ynrBIBQbAx+se+ee87EG2/si4imTLv77rcvy4mICE0XiTh+fFCNn3UV1iFfsjQNyLher9do3xNP/EtEjDpAR2Vmc50HvSoXNTIpk9GZHtDoHk6laYvmmWT2WPfzPWD5X3KOZ3qBI7a0b9DZ+t533mb5v/nxDLAxZkOya9euhoKBwcMDVlVoPJOKz5LBUwp7w7lYsWLwGxFx111vRcTQiIDx8sAD70VVVfWM60MPfRjHj++or6uzubj+OIMny9EtVWxWr/grr+wZ6aOy0Q0ezPrz/QJtM72TGjxVVdngMWaTccsttzR+j++++26dVgOZqnKLZQLDr8nRmeSIofxUOdPv9+Puu08HZmGH4qs58AXZYAvn4lnqTK6hTSwjjx3bNuL8vNy6ouOQ0TQebme2nQfIWOdPPk6XS3UedDk7XybTWderPcDL/H/VwT5H9OibGeD05L7+6Ec/sg7YQngAbIzZFLDB8+6771YRQ6//1Ro8UKBtBs/ls9af99xzJiIiXn31lrj//nfrI372sw/q5ZU2eHjwx8snTuyMv/u7T0bOURooR6ycwVMyftbS4FHDxwaPMcYYY0p4AGyMMcYYYzYt3/3udzsRA+fo/Px8I+oF0Rwlx1rmJMU+LdbIDGZ/c0aDWap0VhbrcIRy2gtmmXkbp8hEDKv7P/IIHKBwpvL5my3haBjeltV+KG3nNuiyrrflAI9LfdFldXpmTtKIZu52lrON6B5NfeF0pR/84Ad2gG5hPAA2xmw6YOxErK3Bo6+ciIh69netDB6e1eU2TrPBk+UB2+AxZvqAbjh37lyVyX+sZ7JZc0jx2r6Mu+5667L8qkj2D5aRAxwxlHHPP7+9ljXYlhU/VObm5upUGJaXLPsfffR8OvBFP1577buNbaVihuNSYfQ7fJymvuixulwKn0abI/IBLacp4dhSJBCfS/vNub6c6vK9733POmBK8ADYGLOpWQmDB9vaDJ6IqA2e1167tVam9933blTVoNjUgw9+UBc64fDnlTZ4+NVRw3YN+zptBo/+r7N+2+AxZnq46aabOmfPnq0ihu8BB+ogY6dZ5hxVp9o//MMdcddd/zegC+699//J8XF5IFyNDEgB5xhrYULId8jKhYWF6Ha7DR3AqSCjg95BH1599ZaR62o6Tim9JatZUTo2q/sAMt3TbOvoDSrJ9dJMr+b7Zn1mmc/6oNfrWQdMKR4AG2O2BGth8Pz613tTRf7KK3ui1+vV4WgZK2nw6OD44Yc/Cq78zKjB88ADZyMi6tdzXK3BUxoE2+Axxqwn/B769957r8oiU1jOq7MSkUBZRAkqKzOvvHJL9Pv9ywURcZ3BJ2o0gGPHtjXWWZahDXNzc426FNqOAwc+jqhfg5TLfz5fxPiq/uqs1ZoQpfNOcg0mu6fsCFVHtRayBKjSnZ2vqoavsGN91u12Y+/evdYBU44HwMaYLcOVGjw8oCoZPG+8cUfjtRo438sv7268A1gHibnxdGUGD+9/+OGPiveBjREu0MX2y0oZPGrg2OAxxmw0brnlls7Zs2crpJiMC4HmdwPz6+ciBnLm9ddvq51smGltRuI0Q6GxfvToDfHYY79tFF/UiKDs1T7Yr1E/kwx8SzKa04TaUlXaUlqy7aP3olmMsK2v2XY4Q/l/kxV4VKct+tHr9Rq2gTERHgAbY7YoyzF4ND84M3g4nLktjJcrPfMgeKUMHrybuI377ntXtgy+e/Lkri1p8Gj4tg0eY4wxxpTwANgYY4wxxmxp9uzZ03n//fcbkUFZegw+2bmmTr2IYapN5hAdOD8jhqHSg2Mef/y3ceJEM1Xm0UfPR0QVJ0/uGqn7AAcup9BEDN4zjzZpri+/7q1UE0G3cb/Q92Zf8hoRmUM4i7YqRf9ENAtWZe/05YrOvM7XQ5oL97HX6428L9oY0Ml+uMYYs1WAwcPKk2d8Z2dn61zbmZmZ0IrSEcOq0hFRF1JigwC5pZobWwqBZsNmnMGTKX3k8Q7BNbX3w+0vvLCrble9l5b1vcCTGjylmd/VNngyo8cGjzFmErheBKJNZmdnG/Jobm4u5ufn67QLlomoJK+pFohAeeihD4MrRCME+uTJnfW5Bjm82D94w8BLL+1uRBGxHmAZCR3wyit70gFoFv7clvOr27UmROm98dk52vRAVrAwe0NDmz7ga3KxSa77YD1gxuEZYGPMlmb37t2diKHBowNTNmzUY63efzYCNB84U/TYfuDAx3HixI2NY+bn5+v9bFDMz8838oBz1GjJ9/F2LWg1PGZ8Lm+bo1SLiK2HwWNjxxizHJAi8cEHHzSlJ8k6rUXAQFdkFe6bA8Dmdw4c+DhOntwZ8/PztK/T+FS5rw7AiEHtCchAvp6+wq6tin/bdk3pmZmZGRkUM3qPNKUlO1ZTkDQdKavxkKW99Pv9Ws8bMykeABtjpoKVNnh05jMzfnhQhwEvH4PPSQyetlCzwXK9JMcMPscZQjZ4jDHTxs0339w5d+5cxcX1IvLQ6FIkDMswyEzM9OIcDz54Ll566ebGOV99dfC6uvvvfy99ZZHCs81oU0R5djZzepaW9Tp6XHZdLOt9yI7Laj9k73Hnc2R1KuD0RHvs/ELjlqcAAAbHSURBVDRXikOgjTFTx7lz56q5ublG0auIQVjZzEwn/umfvt+YmeWQNw53i4hGGBwbPFVVjQzqcB2853ccJcNj//6zl/ePfGNkO95LjPNl1xhn8DA2eIwxW5Hz589XcEZ2Op1YWFioU2RYHyDMWXUC6wIufojvYD2LGMrg2d1MHrdF9ZTCoEvnUkozxRmTprtgvU0fsO7hKCs4Pl3c0KwUHgAbY6YWGDxQzg88cPaykdKJf/7nH7QaPKqc19LgefDBc8m3Kxr4NuX60aPbRo4e+fYVGjylkGcbPMaYzcZnn31WRQyicpADDB2h8ol1Am+HvO/1eg19oBX+gTr+FNYL+pq6TF8sJwd4Er0E2o4t6YHsk9OPuF2l2g5LS0t+jZ1ZcRwCbYyZWrZt29b57LPPaq//66/fFvfeeyYiIv7mb07FP/7j9+pjVWlDoff7/Vqpa8iwHgvaDB7N6yoZPKVcXz730aM31NsmNXjaBrel4yJs8BhjjDFmc+ABsDHGGGOMmXquv/76TkTEhQsXKjg3I0ZzgiPyAoga/svfL0UC6RsB+BPpMlrcSh2kpTDn0nZO1UFbud0lSuHO4xyiWY0ILmjI691uNxYXF+OOO+6wE9SsGg6BNsZMPRcuXKgiBkr6a1/7Wm24cGhbr9dLX3ekVUAnMXjwfsY2g0cNGJ09PXDgo8Y5Icqfe+76xnb9PrDBY4wxZb744otqYWGhDofWlBjoA83FzdJJOAKnLcwZ58axLCtZ5pZCmzWdRNuhRb508F6K+mkb5LctZ7oFch/3jutq3HbbbdYBZk3wANgYYy6zHIMnM27W2uB55JFP6m1Hjlw3cm2cE582eIwxZnn84Q9/qIsmRkStB7QIVlZQkB2Zqh94FpbfMMCwbijpnaxaf/bWgKzCdWmGO3Nwlt50kKX6cN/0fuCedbvd6Ha7sW/fPusAs+Z4AGyMMcIkBg8Pem3w2OAxxmxdvvrqqwpRLVVVxdLSUnS73WJBRC1C1fa+4Kz6Pa/zuZlS0cTMARrRfL+6FivMdIV+X4/VczC4B7g3eGsC7pdrPJj1xgNgY4xJGGfwaAi0DR4bPMaYrc+f/vSnCs68paWltHp9lrpSClvWdJhM7qvzs+1tAW0RO9inr+ErRfZk58qKOqqjlp3FcH5GRNx+++3WA2ZD4AGwMcaMITN4NI91Wg0ebqcNHmPMtPDHP/6xglM0ImJxcbERKTQ7O1usFaGfiApSfZA5VjNURpdkN6+X3see6YNSugzrOc4/hg6w49NsVFwF2hhjxvD1r3+9EzEweFDoanFxMSKa74TU4lUlg4ffFTnO4MnyiyOWb/BUVbUqBg9XIbXBY4wxxpiNjgfAxhhjjDHGLINvfvObnS+//LLi6B92IHKBrIi8SCKW+Y/PV6o1AdThCSdnKaqn5ATl9dJ3I0Ydu1rgMGKQ/uLIH7PRcQi0McYsgy+//LLqdrvxt3/7dkTAMOnHyZO7irO52XIWAq1VoMcZPCVjZi0NHoc6G2NMxMWLFyu8LQCpMhzJw/JdK/y3vUmA17GtVMwwk+mTDJKzdW4DD8719YCu8WA2Ix4AG2PMFXDx4sUqYpDvdO+9Z+LEiZ1rbvCMeyURsMFjjDFrw4ULFyoMgjldRPN3tShiaZY3YiCrtY4E72tb1voPXBwxQx25qHkB+Q+np3WA2cx4AGyMMVfJehk8pQGtDR5jjFl/PvnkkypiWC+BHaMsj7X2Q0RekR/722o4qIM0ewNAFunD7eTtvV4v9uzZY9lvthQeABtjzAqylgZP6TVFNniMMWZj8emnn1bsXMzg7aV3sevx46KCSpE+7Pjk6B7LfjMNuAiWMcasIDt27KiNhzaDRwevEbnBo7O5bPBMWgk6Yhh2bYPHGGOMMdOMB8DGGGOMMcasItu3b+9ERJw/f74qvSaP392O9YzMgRoxmu7CjlcuYNjr9WJpaclpLWZqcQi0McasMm0GD4evaZg0kxk8PDtsg8cYYzYf58+frxAllBVOLBW8aguLrqoqut1uI8Xl0qVLrtZvzGU8ADbGmDXGBo8xxhjl888/r9RBGpHL/qyOA95EsHv3bst9Y1rwANgYY9aRqzF4YPTY4DHGGGOMmQwPgI0xxhhjjDHGTAV5dr0xxhhjjDHGGLPF8ADYGGOMMcYYY8xU4AGwMcYYY4wxxpipwANgY4wxxhhjjDFTgQfAxhhjjDHGGGOmAg+AjTHGGGOMMcZMBR4AG2OMMcYYY4yZCjwANsYYY4wxxhgzFXgAbIwxxhhjjDFmKvAA2BhjjDHGGGPMVOABsDHGGGOMMcaYqeC/Aed2Z5IQHHjNAAAAAElFTkSuQmCC", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(Image(\"output_frois_comparison.png\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis: Laterality Index" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The human language network is typically left-lateralized, with stronger and more spatially reliable responses in the left hemisphere than in the right hemisphere. This left-lateralized fronto-temporal system is commonly identified with individual-subject functional localizers. Here, we ask whether the language fROIs defined from the HCP LANGUAGE task show the same expected leftward bias." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from funROI.analysis import LateralityIndexAnalyzer\n", "li_analyzer = LateralityIndexAnalyzer(\n", " subjects=subjects2, \n", " froi=funROI.FROIConfig(\n", " task=\"LANGUAGE\",\n", " contrasts=[\"story-math\"],\n", " threshold_type=\"none\",\n", " threshold_value=0.05,\n", " parcels=\"none\"\n", " )\n", ")\n", "df_li = li_analyzer.run()\n", "df_li = df_li.sort_values(by=\"laterality_index\", ascending=False)\n", "plt.figure(figsize=(4,3), tight_layout=True)\n", "sns.barplot(data=df_li, y=\"laterality_index\", x=\"subject\", hue=\"subject\")\n", "plt.ylabel(\"Laterality Index\")\n", "plt.xlabel(\"Subject\")\n", "plt.xticks(rotation=90)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We observe mostly positive laterality indices, indicating stronger left- than right-hemisphere language activation in this sample!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis: Functional Connectivity Between the Language and MD Networks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We next examine functional connectivity among fROIs. In addition to the language network, we define parcels for the multiple-demand (MD) network: a domain-general fronto-parietal system associated with effortful cognitive control and task demands. In the HCP LANGUAGE task, the math > story contrast provides a useful contrast for identifying MD-responsive regions.\n", "\n", "Prior work has shown that the language and MD systems are functionally dissociable: regions within the same network tend to show stronger correlated BOLD fluctuations than regions across the language and MD networks. [Blank, Kanwisher, and Fedorenko (2014)](https://pmc.ncbi.nlm.nih.gov/articles/PMC4122731/) specifically report this dissociation using patterns of BOLD signal fluctuations. We therefore expect stronger connectivity within language fROIs and within MD fROIs than between language and MD fROIs.\n", "\n", "We first define MD parcels using the math > story contrast:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "from funROI.analysis import ParcelsGenerator\n", "parcels_generator = ParcelsGenerator(\n", " parcels_name=\"MD\",\n", " smoothing_kernel_size=10,\n", " overlap_thr_vox=0.15,\n", " min_voxel_size=100\n", ")\n", "parcels_generator.add_subjects(\n", " subjects=subjects1,\n", " task=\"LANGUAGE\",\n", " contrasts=[\"math-story\"],\n", " p_threshold_type=\"none\",\n", " p_threshold_value=0.05,\n", ")\n", "parcels = parcels_generator.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting MD parcels are shown below:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_mni152_surface_roi_map(\n", " parcels, \n", " output_file_prefix=\"output_MD_parcels\",\n", " threshold=1.,\n", " vmin=1.,\n", " vmax=np.max(parcels.get_fdata())\n", ")\n", "\n", "display(Image(\"output_MD_parcels.png\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then compute three classes of functional connectivity: connectivity among language fROIs, connectivity among MD fROIs, and connectivity between language and MD fROIs." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from funROI.analysis import FunctionalConnectivityEstimator\n", "froi_lang = funROI.FROIConfig(\n", " task=\"LANGUAGE\",\n", " contrasts=[\"story-math\"],\n", " threshold_type=\"percent\",\n", " threshold_value=0.1,\n", " parcels=funROI.ParcelsConfig.from_analysis_output(\n", " \"Language\",\n", " smoothing_kernel_size=10,\n", " overlap_thr_vox=0.15,\n", " overlap_thr_roi=0, \n", " min_voxel_size=100\n", " )\n", ")\n", "\n", "froi_md = funROI.FROIConfig(\n", " task=\"LANGUAGE\",\n", " contrasts=[\"math-story\"],\n", " threshold_type=\"percent\",\n", " threshold_value=0.1,\n", " parcels=funROI.ParcelsConfig.from_analysis_output(\n", " \"MD\",\n", " smoothing_kernel_size=10,\n", " overlap_thr_vox=0.15,\n", " overlap_thr_roi=0, \n", " min_voxel_size=100\n", " )\n", ")\n", "\n", "data = []\n", "for comparison, froi1, froi2 in zip(\n", " ['Language-Language', 'MD-Language', 'MD-MD'],\n", " [froi_lang, froi_md, froi_md],\n", " [froi_lang, froi_lang, froi_md]\n", " ):\n", " df_summary, _ = FunctionalConnectivityEstimator(\n", " subjects = subjects2, froi1 = froi1, froi2 = froi2,\n", " ).run(\n", " task=\"LANGUAGE\", space=\"MNINonLinear\",\n", " froi1_run_label='odd',\n", " froi2_run_label='odd',\n", " run_filter='even',\n", " )\n", " df_summary['Comparison'] = comparison\n", " data.append(df_summary)\n", "data = pd.concat(data)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data['froi1'] = data['Comparison'].apply(lambda x: x.split('-')[0]) + '_' + data['froi1'].astype(str)\n", "data['froi2'] = data['Comparison'].apply(lambda x: x.split('-')[1]) + '_' + data['froi2'].astype(str)\n", "data_avg = data.groupby([\"froi1\", \"froi2\", \"Comparison\"])['fisher_z'].mean().reset_index()\n", "data_avg = data_avg[data_avg['froi1'] != data_avg['froi2']]\n", "\n", "order = lambda x: (x[0], int(x.split('_')[1]))\n", "data_pivot = data_avg.pivot(index='froi1', columns='froi2', values='fisher_z')\n", "data_pivot = data_pivot.reindex(index=sorted(data_pivot.index, key=order), \n", " columns=sorted(data_pivot.columns, key=order))\n", "plt.figure(figsize=(10, 8))\n", "sns.heatmap(data_pivot, annot=False, center=0, cmap='coolwarm', \n", " mask=np.triu(np.ones(data_pivot.shape)), \n", " cbar_kws={'label': 'Fisher Z'})\n", "plt.xlabel(\"fROI 2\")\n", "plt.ylabel(\"fROI 1\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected, within-network connectivity is stronger than between-network connectivity: language fROIs are more strongly connected to other language fROIs, and MD fROIs are more strongly connected to other MD fROIs, than language and MD fROIs are to each other. This pattern is consistent with the view that the language and MD networks are spatially adjacent but functionally dissociable systems." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this demo, we showcased a complete workflow for analyzing the language system in the HCP dataset, starting with first-level modeling and culminating in subject-specific fROI definitions derived from the story>math contrast. By constructing probabilistic maps, generating parcels, and selecting subject-specific peak activation voxels within these parcels, we demonstrated how to obtain robust measures of functional responses. We then evaluated these fROIs through a series of analyses—including effect size estimation, spatial correlation, overlap assessment, laterality index estimation, and functional connectivity analyses—showing that subject-specific fROIs exhibit expected properties of the language system, including stronger responses to stories than math, left-lateralized activation, and stronger within-network than between-network connectivity. Overall, this pipeline highlights the benefits of a tailored fROI approach for capturing individual differences in language-related brain activity." ] } ], "metadata": { "kernelspec": { "display_name": "funroi-test", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.20" } }, "nbformat": 4, "nbformat_minor": 2 }