{ "cells": [ { "cell_type": "markdown", "id": "optimum-syndication", "metadata": {}, "source": [ "# Shape Analysis of Cancer Cells" ] }, { "cell_type": "markdown", "id": "formed-symphony", "metadata": {}, "source": [ "Lead author: Nina Miolane.\n", "\n", "This notebook studies *Osteosarcoma* (bone cancer) cells and the impact of drug treatment on their *morphological shapes*, by analyzing cell images obtained from fluorescence microscopy. \n", "\n", "This analysis relies on the *elastic metric between discrete curves* from Geomstats. We will study to which extent this metric can detect how the cell shape is associated with the response to treatment.\n", "\n", "This notebook is adapted from Florent Michel's submission to the [ICLR 2021 Computational Geometry and Topology challenge](https://github.com/geomstats/challenge-iclr-2021)." ] }, { "cell_type": "markdown", "id": "processed-reach", "metadata": {}, "source": [ "
\n", " \n", "
" ] }, { "cell_type": "markdown", "id": "tired-magnitude", "metadata": {}, "source": [ "Figure 1: Representative images of the cell lines using fluorescence microscopy, studied in this notebook (Image credit : Ashok Prasad). The cells nuclei (blue), the actin cytoskeleton (green) and the lipid membrane (red) of each cell are stained and colored. We only focus on the cell shape in our analysis." ] }, { "cell_type": "markdown", "id": "resistant-palmer", "metadata": {}, "source": [ "# 1. Introduction and Motivation" ] }, { "cell_type": "markdown", "id": "occasional-state", "metadata": {}, "source": [ "Biological cells adopt a variety of shapes, determined by multiple processes and biophysical forces under the control of the cell. These shapes can be studied with different quantitative measures that reflect the cellular morphology [(MGCKCKDDRTWSBCC2018)](#References). With the emergence of large-scale biological cell image data, morphological studies have many applications. For example, measures of irregularity and spreading of cells allow accurate classification and discrimination between cancer cell lines treated with different drugs [(AXCFP2019)](#References).\n", "\n", "As metrics defined on the shape space of curves, the *elastic metrics* [(SKJJ2010)](#References) implemented in Geomstats are a potential tool for analyzing and comparing biological cell shapes. Their associated geodesics and geodesic distances provide a natural framework for optimally matching, deforming, and comparing cell shapes." ] }, { "cell_type": "code", "execution_count": 1, "id": "restricted-tulsa", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Using numpy backend\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "import geomstats.backend as gs\n", "\n", "gs.random.seed(2021)" ] }, { "cell_type": "markdown", "id": "considered-spanish", "metadata": {}, "source": [ "# 2. Dataset Description" ] }, { "cell_type": "markdown", "id": "capable-starter", "metadata": {}, "source": [ "We study a dataset of mouse *Osteosarcoma* imaged cells [(AXCFP2019)](#References). The dataset contains two different cancer cell lines : *DLM8* and *DUNN*, respectively representing a more agressive and a less agressive cancer. Among these cells, some have also been treated with different single drugs that perturb the cellular cytoskeleton. Overall, we can label each cell according to their cell line (*DLM8* and *DUNN*), and also if it is a *control* cell (no treatment), or has been treated with one of the following drugs : *Jasp* (jasplakinolide) and *Cytd* (cytochalasin D).\n", "\n", "Each cell comes from a raw image containing a set of cells, which was thresholded to generate binarized images.\n", "\n", "\n", " \n", "\n", "\n", "After binarizing the images, contouring was used to isolate each cell, and to extract their boundaries as a counter-clockwise ordered list of 2D coordinates, which corresponds to the representation of discrete curve in Geomstats. We load these discrete curves into the notebook." ] }, { "cell_type": "code", "execution_count": 2, "id": "passive-concentration", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total number of cells : 650\n" ] } ], "source": [ "import geomstats.datasets.utils as data_utils\n", "\n", "cells, lines, treatments = data_utils.load_cells()\n", "print(f\"Total number of cells : {len(cells)}\")" ] }, { "cell_type": "markdown", "id": "opponent-raising", "metadata": {}, "source": [ "The cells are grouped by treatment class in the dataset : \n", "- the *control* cells, \n", "- the cells treated with *Cytd*,\n", "- and the ones treated with *Jasp*. \n", "\n", "Additionally, in each of these classes, there are two cell lines : \n", "- the *DLM8* cells, and\n", "- the *DUNN* ones." ] }, { "cell_type": "markdown", "id": "a96cb12e", "metadata": {}, "source": [ "This is shown by displaying the unique elements in the lists `treatments` and `lines`:" ] }, { "cell_type": "code", "execution_count": 3, "id": "609e3372", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['control' 'cytd' 'jasp']\n", "['dlm8' 'dunn']\n" ] } ], "source": [ "import pandas as pd\n", "\n", "TREATMENTS = gs.unique(treatments)\n", "print(TREATMENTS)\n", "LINES = gs.unique(lines)\n", "print(LINES)" ] }, { "cell_type": "code", "execution_count": 4, "id": "2b81c0b7", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cell_idx = 1\n", "plt.plot(cells[cell_idx][:, 0], cells[cell_idx][:, 1], \"blue\")\n", "plt.plot(cells[cell_idx][0, 0], cells[cell_idx][0, 1], \"blue\", marker=\"o\");" ] }, { "cell_type": "markdown", "id": "5c4b3678", "metadata": {}, "source": [ "The size of each class is displayed below:" ] }, { "cell_type": "code", "execution_count": 5, "id": "israeli-happiness", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "control :\n", "\t 114 dlm8\n", "\t 204 dunn\n", "cytd :\n", "\t 82 dlm8\n", "\t 93 dunn\n", "jasp :\n", "\t 62 dlm8\n", "\t 95 dunn\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
dlm8dunn
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" ], "text/plain": [ " dlm8 dunn\n", "control 114.0 204.0\n", "cytd 82.0 93.0\n", "jasp 62.0 95.0" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds = {}\n", "\n", "n_cells_arr = gs.zeros((3, 2))\n", "\n", "for i, treatment in enumerate(TREATMENTS):\n", " print(f\"{treatment} :\")\n", " ds[treatment] = {}\n", " for j, line in enumerate(LINES):\n", " to_keep = gs.array(\n", " [\n", " one_treatment == treatment and one_line == line\n", " for one_treatment, one_line in zip(treatments, lines)\n", " ]\n", " )\n", " ds[treatment][line] = [\n", " cell_i for cell_i, to_keep_i in zip(cells, to_keep) if to_keep_i\n", " ]\n", " nb = len(ds[treatment][line])\n", " print(f\"\\t {nb} {line}\")\n", " n_cells_arr[i, j] = nb\n", "\n", "n_cells_df = pd.DataFrame({\"dlm8\": n_cells_arr[:, 0], \"dunn\": n_cells_arr[:, 1]})\n", "n_cells_df = n_cells_df.set_index(TREATMENTS)\n", "\n", "display(n_cells_df)\n", "# display(ds)" ] }, { "cell_type": "markdown", "id": "5e2c0026", "metadata": {}, "source": [ "The above code also created a dictionnary `ds`, that contains the cell boundaries data sorted by `treatment` and cell `line`. To access all the cells corresponding to a given treatment and a given cell line, we use the syntax `ds[treatment][line]` as in the following code that computes the number of cells in the cytd-dlm8 class." ] }, { "cell_type": "code", "execution_count": 6, "id": "7d878462", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "82" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(ds[\"cytd\"][\"dlm8\"])" ] }, { "cell_type": "markdown", "id": "9c26bc2d", "metadata": {}, "source": [ "We have organized the cell data into the dictionnary `ds`. Before proceeding to the actual data analysis, we provide an auxiliary function `apply_func_to_ds`." ] }, { "cell_type": "code", "execution_count": 7, "id": "42c409b3", "metadata": {}, "outputs": [], "source": [ "def apply_func_to_ds(input_ds, func):\n", " \"\"\"Apply the input function func to the input dictionnary input_ds.\n", "\n", " This function goes through the dictionnary structure and applies\n", " func to every cell in input_ds[treatment][line].\n", "\n", " It stores the result in a dictionnary output_ds that is returned\n", " to the user.\n", "\n", " Parameters\n", " ----------\n", " input_ds : dict\n", " Input dictionnary, with keys treatment-line.\n", " func : callable\n", " Function to be applied to the values of the dictionnary, i.e.\n", " the cells.\n", "\n", " Returns\n", " -------\n", " output_ds : dict\n", " Output dictionnary, with the same keys as input_ds.\n", " \"\"\"\n", " output_ds = {}\n", " for treatment in TREATMENTS:\n", " output_ds[treatment] = {}\n", " for line in LINES:\n", " output_list = []\n", " for one_cell in input_ds[treatment][line]:\n", " output_list.append(func(one_cell))\n", " output_ds[treatment][line] = gs.array(output_list)\n", " return output_ds" ] }, { "cell_type": "markdown", "id": "de438a4c", "metadata": {}, "source": [ "Now we can move on to the actual data analysis, starting with a preprocessing of the cell boundaries." ] }, { "cell_type": "markdown", "id": "peaceful-yahoo", "metadata": {}, "source": [ "# 3. Preprocessing \n", "\n", "### Interpolation: Encoding Discrete Curves With Same Number of Points\n", "\n", "As we need discrete curves with the same number of sampled points to compute pairwise distances, the following interpolation is applied to each curve, after setting the number of sampling points.\n", "\n", "To set up the number of sampling points, you can edit the following line in the next cell:" ] }, { "cell_type": "code", "execution_count": 8, "id": "commercial-plastic", "metadata": {}, "outputs": [], "source": [ "def interpolate(curve, nb_points):\n", " \"\"\"Interpolate a discrete curve with nb_points from a discrete curve.\n", "\n", " Returns\n", " -------\n", " interpolation : discrete curve with nb_points points\n", " \"\"\"\n", " old_length = curve.shape[0]\n", " interpolation = gs.zeros((nb_points, 2))\n", " incr = old_length / nb_points\n", " pos = 0\n", " for i in range(nb_points):\n", " index = int(gs.floor(pos))\n", " interpolation[i] = curve[index] + (pos - index) * (\n", " curve[(index + 1) % old_length] - curve[index]\n", " )\n", " pos += incr\n", " return interpolation\n", "\n", "\n", "k_sampling_points = 200" ] }, { "cell_type": "markdown", "id": "hourly-merchandise", "metadata": {}, "source": [ "To illustrate the result of this interpolation, we compare for a randomly chosen cell the original curve with the correponding interpolated one (to visualize another cell, you can simply re-run the code)." ] }, { "cell_type": "code", "execution_count": 9, "id": "finnish-tackle", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cell_rand = cells[gs.random.randint(len(cells))]\n", "cell_interpolation = interpolate(cell_rand, k_sampling_points)\n", "\n", "fig = plt.figure(figsize=(15, 5))\n", "\n", "fig.add_subplot(121)\n", "plt.plot(cell_rand[:, 0], cell_rand[:, 1])\n", "plt.axis(\"equal\")\n", "plt.title(f\"Original curve ({len(cell_rand)} points)\")\n", "plt.axis(\"off\")\n", "\n", "fig.add_subplot(122)\n", "plt.plot(cell_interpolation[:, 0], cell_interpolation[:, 1])\n", "plt.axis(\"equal\")\n", "plt.title(f\"Interpolated curve ({k_sampling_points} points)\")\n", "plt.axis(\"off\")\n", "\n", "plt.savefig(\"interpolation.svg\")" ] }, { "cell_type": "markdown", "id": "c65644df", "metadata": {}, "source": [ "As the interpolation is working as expected, we use the auxiliary function `apply_func_to_ds` to apply the function `func=interpolate` to the dataset `ds`, i.e. the dictionnary containing the cells boundaries.\n", "\n", "We obtain a new dictionnary, `ds_interp`, with the interpolated cell boundaries." ] }, { "cell_type": "code", "execution_count": 10, "id": "swedish-disease", "metadata": {}, "outputs": [], "source": [ "ds_interp = apply_func_to_ds(\n", " input_ds=ds, func=lambda x: interpolate(x, k_sampling_points)\n", ")" ] }, { "cell_type": "markdown", "id": "1d610e19", "metadata": {}, "source": [ "For each key treatment-control, we check that the number of sampling points is the one expected, i.e. `k_sampling_points`:" ] }, { "cell_type": "code", "execution_count": 11, "id": "8f76718b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(204, 200, 2)\n" ] } ], "source": [ "print(ds_interp[\"control\"][\"dunn\"].shape)" ] }, { "cell_type": "markdown", "id": "5c068188", "metadata": {}, "source": [ "The shape of an array of cells in `ds_interp[treatment][cell]` is therefore: `(\"number of cells in treatment-line\", \"number of sampling points\", 2)`, where 2 refers to the fact that we are considering cell shapes in 2D. " ] }, { "cell_type": "markdown", "id": "d97ab465", "metadata": {}, "source": [ "### Visualization of Interpolated Dataset of Curves" ] }, { "cell_type": "markdown", "id": "shaped-penetration", "metadata": {}, "source": [ "We visualize the curves obtained, for a sample of control cells and treated cells (top row shows control, i.e. non-treated cells; bottom rows shows treated cells) across cell lines (left and blue for dlm8 and right and orange for dunn)." ] }, { "cell_type": "code", "execution_count": 12, "id": "opening-richmond", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_cells_to_plot = 10\n", "\n", "fig = plt.figure(figsize=(16, 6))\n", "count = 1\n", "for treatment in TREATMENTS:\n", " for line in LINES:\n", " cell_data = ds_interp[treatment][line]\n", " for i_to_plot in range(n_cells_to_plot):\n", " cell = gs.random.choice(cell_data)\n", " fig.add_subplot(3, 2 * n_cells_to_plot, count)\n", " count += 1\n", " plt.plot(cell[:, 0], cell[:, 1], color=\"C\" + str(int((line == \"dunn\"))))\n", " plt.axis(\"equal\")\n", " plt.axis(\"off\")\n", " if i_to_plot == n_cells_to_plot // 2:\n", " plt.title(f\"{treatment} - {line}\", fontsize=20)\n", "plt.savefig(\"cancer_cell_sample.svg\")" ] }, { "cell_type": "markdown", "id": "canadian-visibility", "metadata": {}, "source": [ "Visual inspection of these curves seems to indicate more protusions appearing in treated cells, compared with control ones. This is in agreement with the physiological impact of the drugs, which are known to perturb the internal cytoskeleton connected to the cell membrane. Using the elastic metric, our goal will be to see if we can quantitatively confirm these differences." ] }, { "cell_type": "markdown", "id": "cb0af2f5", "metadata": {}, "source": [ "### Remove duplicate samples in curves\n", "\n", "During interpolation it is likely that some of the discrete curves in the dataset are downsampled from higher number of discrete data points to lower number of data points. Hence, two sampled data points that are close enough may end up overlapping after interpolation and hence such data points have to be dealt with specifically. " ] }, { "cell_type": "code", "execution_count": 13, "id": "a0342341", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "\n", "def preprocess(curve, tol=1e-10):\n", " \"\"\"Preprocess curve to ensure that there are no consecutive duplicate points.\n", "\n", " Returns\n", " -------\n", " curve : discrete curve\n", " \"\"\"\n", " dist = curve[1:] - curve[:-1]\n", " dist_norm = np.sqrt(np.sum(np.square(dist), axis=1))\n", "\n", " if np.any(dist_norm < tol):\n", " for i in range(len(curve) - 1):\n", " if np.sqrt(np.sum(np.square(curve[i + 1] - curve[i]), axis=0)) < tol:\n", " curve[i + 1] = (curve[i] + curve[i + 2]) / 2\n", "\n", " return curve" ] }, { "cell_type": "markdown", "id": "regular-norway", "metadata": {}, "source": [ "### Alignment\n", "\n", "Our goal is to study the cell boundaries in our dataset, as points in a shape space of closed curves quotiented by translation, scaling, and rotation, so these transformations do not affect our measure of distance between curves.\n", "\n", "In practice, we apply functions that were initially designed to center (substract the barycenter), rescale (divide by the Frobenius norm) and then align (find the rotation minimizing the L² distance) two sets of landmarks. These operations will be performed by leveraging the geometry of the so-called Kendall preshape spaces and specifically its method `PRESHAPE_SPACE.projection`, as shown below. Details on Kendall shape spaces can be found in the [module implementing them](https://github.com/geomstats/geomstats/blob/main/geomstats/geometry/pre_shape.py) or the notebooks using them. \n", "\n", "Additionally, since we are working with closed curves, the starting point associated with the parametrization of the discrete curves is also arbitrary. Thus, we conduct an exhaustive search to find which parametrization produces the best alignment according to the above procedure (i.e. the distance to the base curve is the smallest). This exhaustive search is implemented in the function `exhaustive_align` below." ] }, { "cell_type": "code", "execution_count": 14, "id": "determined-pleasure", "metadata": {}, "outputs": [], "source": [ "from geomstats.geometry.pre_shape import PreShapeSpace\n", "\n", "AMBIENT_DIM = 2\n", "\n", "PRESHAPE_SPACE = PreShapeSpace(ambient_dim=AMBIENT_DIM, k_landmarks=k_sampling_points)\n", "\n", "PRESHAPE_SPACE.equip_with_group_action(\"rotations\")\n", "PRESHAPE_SPACE.equip_with_quotient()\n", "\n", "\n", "def exhaustive_align(curve, base_curve):\n", " \"\"\"Align curve to base_curve to minimize the L² distance.\n", "\n", " Returns\n", " -------\n", " aligned_curve : discrete curve\n", " \"\"\"\n", " nb_sampling = len(curve)\n", " distances = gs.zeros(nb_sampling)\n", " base_curve = gs.array(base_curve)\n", " for shift in range(nb_sampling):\n", " reparametrized = [curve[(i + shift) % nb_sampling] for i in range(nb_sampling)]\n", " aligned = PRESHAPE_SPACE.fiber_bundle.align(\n", " point=gs.array(reparametrized), base_point=base_curve\n", " )\n", " distances[shift] = PRESHAPE_SPACE.embedding_space.metric.norm(\n", " gs.array(aligned) - gs.array(base_curve)\n", " )\n", " shift_min = gs.argmin(distances)\n", " reparametrized_min = [\n", " curve[(i + shift_min) % nb_sampling] for i in range(nb_sampling)\n", " ]\n", " aligned_curve = PRESHAPE_SPACE.fiber_bundle.align(\n", " point=gs.array(reparametrized_min), base_point=base_curve\n", " )\n", " return aligned_curve" ] }, { "cell_type": "markdown", "id": "e0162e0f", "metadata": {}, "source": [ "We perform the pre-shape projection and the exhaustive alignment of the cells against the base curve, which is chosen to be the first cell curve of the dataset, called `BASE_CURVE`. \n", "\n", "Both the projection and the alignment make use of our auxiliary function `apply_func_to_ds`, which finally outputs a dataset of cell curves organized within a dictionnary called `ds_align`." ] }, { "cell_type": "code", "execution_count": 15, "id": "0c7994c0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(204, 200, 2)\n", "Shape of BASE_CURVE: (200, 2)\n", "(204, 200, 2)\n" ] } ], "source": [ "ds_proc = apply_func_to_ds(ds_interp, func=lambda x: preprocess(x))\n", "\n", "ds_proj = apply_func_to_ds(ds_proc, func=PRESHAPE_SPACE.projection)\n", "print(ds_proj[\"control\"][\"dunn\"].shape)\n", "\n", "BASE_CURVE = ds_proj[\"control\"][\"dunn\"][0]\n", "print(\"Shape of BASE_CURVE:\", BASE_CURVE.shape)\n", "\n", "ds_align = apply_func_to_ds(ds_proj, func=lambda x: exhaustive_align(x, BASE_CURVE))\n", "print(ds_align[\"control\"][\"dunn\"].shape)" ] }, { "cell_type": "markdown", "id": "2697bcbc", "metadata": {}, "source": [ "We visually evaluate that methods perform correctly, by plotting the results of the projection and the alignment through the following code." ] }, { "cell_type": "code", "execution_count": 16, "id": "welcome-feelings", "metadata": {}, "outputs": [ { "data": { 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "i_rand = gs.random.randint(n_cells_df.loc[\"control\"][\"dunn\"])\n", "unaligned_cell = ds_proj[\"control\"][\"dunn\"][i_rand]\n", "aligned_cell = ds_align[\"control\"][\"dunn\"][i_rand]\n", "\n", "fig = plt.figure(figsize=(15, 5))\n", "\n", "fig.add_subplot(131)\n", "plt.plot(BASE_CURVE[:, 0], BASE_CURVE[:, 1])\n", "plt.plot(BASE_CURVE[0, 0], BASE_CURVE[0, 1], \"ro\")\n", "plt.axis(\"equal\")\n", "plt.title(\"Reference curve\")\n", "\n", "fig.add_subplot(132)\n", "plt.plot(unaligned_cell[:, 0], unaligned_cell[:, 1])\n", "plt.plot(unaligned_cell[0, 0], unaligned_cell[0, 1], \"ro\")\n", "plt.axis(\"equal\")\n", "plt.title(\"Unaligned curve\")\n", "\n", "fig.add_subplot(133)\n", "plt.plot(aligned_cell[:, 0], aligned_cell[:, 1])\n", "plt.plot(aligned_cell[0, 0], aligned_cell[0, 1], \"ro\")\n", "plt.axis(\"equal\")\n", "plt.title(\"Aligned curve\")\n", "\n", "plt.savefig(\"alignment.svg\")" ] }, { "cell_type": "markdown", "id": "korean-ocean", "metadata": {}, "source": [ "In the plot above, the red dot shows the start of the parametrization of each curve. The right curve has been rotated from the curve in the middle, to be aligned with the left (reference) curve, which represents the first cell of the dataset. The starting point (in red) of this right curve has been also set to align with the reference." ] }, { "cell_type": "markdown", "id": "heavy-upset", "metadata": {}, "source": [ "# 4 Data Analysis\n", "\n", "## Geodesic Trajectory Joining Two Cell Shapes\n", "\n", "Using *Geomstats*, we can compute geodesics between discrete curves with respect to the elastic metric [(SKJJ2010)](#References). In our data, these geodesics represent trajectories between cell boundaries that minimize an elastic energy, and the length of the geodesic defines a distance between curves. We illustrate such a geodesic between two cells.\n", "\n", "This code chooses one control cell from dunn and one control cell from dlm8 (Run the block again to choose other cells)." ] }, { "cell_type": "code", "execution_count": 17, "id": "b38cfcf1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "57 0\n" ] } ], "source": [ "i_start_rand = gs.random.randint(len(ds_proj[\"control\"][\"dunn\"]))\n", "i_end_rand = gs.random.randint(len(ds_proj[\"control\"][\"dlm8\"]))\n", "\n", "cell_start = ds_align[\"control\"][\"dunn\"][i_start_rand]\n", "cell_end = ds_align[\"control\"][\"dlm8\"][i_end_rand]\n", "\n", "print(i_start_rand, i_end_rand)" ] }, { "cell_type": "markdown", "id": "88c528ce", "metadata": {}, "source": [ "We import the manifold of discrete curves, and the metric on it.\n", "\n", "We compute a geodesic between the two curves selected above, and sample points along this geodesic (where a given point represents a cell) at some input `times`." ] }, { "cell_type": "code", "execution_count": 18, "id": "literary-harvard", "metadata": {}, "outputs": [], "source": [ "from geomstats.geometry.discrete_curves import DiscreteCurvesStartingAtOrigin\n", "\n", "CURVES_SPACE_SRV = DiscreteCurvesStartingAtOrigin(ambient_dim=2, k_sampling_points=200)\n", "\n", "cell_start_at_origin = CURVES_SPACE_SRV.projection(cell_start)\n", "cell_end_at_origin = CURVES_SPACE_SRV.projection(cell_end)\n", "\n", "geodesic_func = CURVES_SPACE_SRV.metric.geodesic(\n", " initial_point=cell_start_at_origin, end_point=cell_end_at_origin\n", ")\n", "\n", "n_times = 30\n", "times = gs.linspace(0.0, 1.0, n_times)\n", "geod_points = geodesic_func(times)" ] }, { "cell_type": "markdown", "id": "61455094", "metadata": {}, "source": [ "This code shows the geodesic, which is a trajectory in the space of curves, between the two selected cells." ] }, { "cell_type": "code", "execution_count": 19, "id": "eec46cc3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 2))\n", "plt.title(\"Geodesic between two cells\")\n", "plt.axis(\"off\")\n", "\n", "for i, curve in enumerate(geod_points):\n", " fig.add_subplot(2, n_times // 2, i + 1)\n", " plt.plot(curve[:, 0], curve[:, 1])\n", " plt.axis(\"equal\")\n", " plt.axis(\"off\")\n", "plt.savefig(\"geodesic_light_blue.svg\")" ] }, { "cell_type": "markdown", "id": "8310313f", "metadata": {}, "source": [ "The following code is a different visualization of the same geodesic." ] }, { "cell_type": "code", "execution_count": 20, "id": "821abd11", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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TUVU16jmZP38+Pp8v5vM6mHMMh8O8/PLLnHzyyTGzW4byGSsqKiIvL49nn31WX/bZZ5/x3//+lx/84AcJbePMM8+Mem9q2Uk/+MEPogoAHn744XR3d+ufizfffJPm5mbOPffcqOfLaDRy+OGHJ/weAjjjjDNwu939rlNXV8e7777LJZdcwuTJk6PuG8pzJ4QQySSp9UIIsRulpaUBkTZivf3ud7+jtbWVmpqaqC/E33zzDaqqcvPNN3PzzTfH3G5tbS2TJk1i+/btMVP2tTTg7du3c8ABB7B9+3ZmzJjR58vo3nvvHXX766+/BuDCCy+Me04+n4+MjAzuuusuLrzwQgoKCjjkkENYsGABF1xwQVSQ1NvWrVvJy8uLCkaGY/v27UDf87BYLEybNk2/XzNp0qSYqcVD0fuLvhbUNzU1AYN7HeNxuVzcdddd3HXXXWzfvp233nqLe+65h4cffhiXy8Udd9yhn+Nee+3V5/F777133OBwII2Njdx+++385S9/0QsNanw+X5/1p06dGnX766+/RlXVmMcFiRdCfOSRR5g5cyY+n48nnniCd999F6vVqt8f7z0Akc/B66+/jt/vp7W1lfb29rjrhcNhysrK2H///RM6rt7OO+88XnrpJf72t7+xePFi/vWvf1FaWqrPL6+rq6O5uZnHH388buvE3s/zYM+xra2NlpYWDjjggCGdQywGg4HzzjuPRx99VC8O+eyzz2Kz2fRaAgPp/VnRgvredUG05dpnSPv36Nhjj4253d51IvrT+/0Zi3YRLpnPnxBCJIsE8kIIsRu5XC5yc3P57LPP+tynBeC9e1VrI97XXXcd8+fPj7ndkWq/pu377rvv5uCDD465jpZdcNZZZzFnzhxeeukl3njjDe6++25WrlzJmjVrOOmkk0bk+Iar5yjzcPWcL9yTunN+eLJfxylTpnDJJZdw+umnM23aNJ599lnuuOOOQR1zvFHFUCjUZ9lZZ53Fv/71L66//noOPvhgUlNTCYfDnHjiiTHnFvd+bsPhMIqi8I9//CPmcxUrSyWWww47TB9dPu200zjqqKNYvHgxW7ZsSXgbu8P3v/99XC4Xq1evZvHixaxevRqj0cg555wD7Ho//OAHP4h7oUyr+zDWXHDBBdx99928/PLLnHvuuaxevVo/30TE+6wk+hl65pln8Hq9fdYbTDu/ZH72hRBiNEggL4QQu9n3vvc9/vCHP/Dhhx/qheL6o41om81mioqK+l13ypQpbNmypc/yzZs36/drvz/77DNUVY0K5no/dvr06UBkpGugfUMkLfnHP/4xP/7xj6mtrWXWrFnceeedcQP56dOn8/rrr9PY2JiUUXnt/LZs2RKVCdDd3U1JSUlC5xDPcFNpB/M6DkZGRgbTp0/XLw5pz4E2etlT79dXyxroXdG/d+ZCU1MTb731FrfffrteqC3ePuKZPn06qqoydepUZs6cmfDj+qNVSZ83bx4PP/wwy5cvj3oP9LZ582ays7NxOBzYbDZSUlLirmcwGPQR4qG89larlUWLFvGnP/2Jmpoann/+eY499lg9AHW73aSlpREKhQb9fkj0HO12O06nM+aFw4H0d84HHHAA3/72t3n22WfJz89nx44dPPTQQ4Pex2Bp/x7l5OQM+JwlI/Vd+8wO5fkTQoiRJnPkhRBiN7vhhhtISUnhkksuoaamps/92uiTJicnh2OOOYbf/e53VFVV9Vm/rq5O/3vBggV8+OGH/Pvf/9aX+f1+Hn/8cQoLC/U50gsWLKCyspIXXnhBX6+9vb1Piu8hhxzC9OnTueeee2JOB9D2HQqF+qRX5+TkkJeXF7elHUTmqaqqyu233z7g85CIoqIiLBYLDz74YNTj//jHP+Lz+fje97436G1qtD7ovYPeRA3mdYzl008/pb6+vs/y7du388UXX+hp1rm5uRx88ME8/fTTUa/Jm2++qddI0EyZMgWj0ci7774btfy3v/1t1G1tpLT3a3L//ff3e8w9LVy4EKPRyO23395nO6qq9mljl6hjjjmGww47jPvvv5/Ozs6o8+/5Wn322We88cYbLFiwQD+nE044gb/97W9RWTA1NTWsXr2ao446Sk/VHuprf9555xEIBLj88supq6uLquhuNBo544wzePHFF2MGiv29HxI9R4PBwGmnncbf//73mO0c+/uMORyOmFMmNOeffz5vvPEG999/P1lZWbsl62b+/Pk4nU5+/etfx2zt1/M5G+7nFSIXW+bOncsTTzzBjh07ou4byr9PQgiRTDIiL4QQu9lee+3F6tWrOffcc9l7770577zzOOigg1BVlZKSElavXo3BYIhqFfbII49w1FFH8a1vfYvLLruMadOmUVNTw7///W/Ky8v59NNPAVi+fDnPPfccJ510EldffTWZmZk8/fTTlJSU8OKLL+oF4C677DIefvhhLrjgAv7zn/+Qm5vLM888Q0pKStSxGgwG/vCHP3DSSSex//77c/HFFzNp0iQqKip45513cDqd/P3vf6e1tZX8/HwWLVrEQQcdRGpqKuvXr2fTpk3ce++9cZ+LefPmcf755/Pggw/y9ddf62naGzduZN68eVx11VWDem7dbjc33ngjt99+OyeeeCKnnHIKW7Zs4be//S2zZ89OuBhXLIcccggAV199NfPnz49Kk05Uoq9jLG+++Sa33norp5xyCkcccQSpqals27aNJ554gq6uLm677TZ93d/85jd873vf46ijjuKSSy6hsbGRhx56iP333z/qgozL5eLMM8/koYceQlEUpk+fzquvvtpnbrbT6WTu3LncddddBAIBJk2axBtvvEFJSUnC5z59+nTuuOMObrzxRkpLSznttNNIS0ujpKSEl156iSVLlnDdddcl/mT2cP3113PmmWfy1FNP8aMf/Yi7776bk046ie985ztceumlems2l8sV9TzdcccdvPnmmxx11FH8+Mc/xmQy8bvf/Y6uri7uuusufb2DDz4Yo9HIypUr8fl8WK1Wjj32WHJycvo9rqOPPpr8/Hz+9re/YbfbWbhwYdT9K1as4J133uHwww/nsssuY7/99qOxsZHi4mLWr18fs4e6JtFz/PWvf80bb7zB0UcfzZIlS9h3332pqqri+eef55///Gfcln+HHHIIf/3rX1m6dCmzZ88mNTWVk08+Wb9/8eLF3HDDDbz00ktcccUVCdc4GA6n08mjjz7K+eefz6xZszjnnHNwu93s2LGD1157jSOPPJKHH35YP34Y3ucV4MEHH+Soo45i1qxZLFmyhKlTp1JaWsprr73GJ598kszTE0KIwdm9RfKFEEJovvnmG/WKK65QZ8yYodpsNtVut6v77LOP+qMf/Uj95JNP+qy/detW9YILLlC9Xq9qNpvVSZMmqd///vfVF154oc96ixYtUtPT01WbzaYedthh6quvvtpne9u3b1dPOeUUNSUlRc3OzlavueYadd26dTHbbH388cfqwoUL1aysLNVqtapTpkxRzzrrLPWtt95SVVVVu7q61Ouvv1496KCD1LS0NNXhcKgHHXSQ+tvf/jZqO73bz6mqqgaDQfXuu+9W99lnH9Visahut1s96aST1P/85z/9Pn+x2s9pHn74YXWfffZRzWaz6vF41CuuuEJtamqKWufoo49W999//3730fs4f/KTn6hut1tVFEVvbaW1rLr77rv7PAZQb7311qhlib6OvW3btk295ZZb1COOOELNyclRTSaT6na71e9973vq22+/3Wf9F198Ud13331Vq9Wq7rfffuqaNWtiPv91dXXqGWecoaakpKgZGRnq5Zdfrn722Wd92nCVl5erp59+upqenq66XC71zDPPVCsrK/ucY3+vi3ZcRx11lOpwOFSHw6Hus88+6pVXXqm3ZItHaz8Xq41aKBRSp0+frk6fPl0NBoOqqqrq+vXr1SOPPFK12+2q0+lUTz75ZPWLL77o89ji4mJ1/vz5ampqqpqSkqLOmzdP/de//tVnvd///vfqtGnTVKPROKhWdNdff70KqGeddVbM+2tqatQrr7xSLSgoUM1ms+r1etXjjjtOffzxx/V1YrVFG8w5bt++Xb3gggv0Vn3Tpk1Tr7zySrWrq0tV1djt59ra2tTFixer6enpfdoWahYsWKACMZ+vWOJ9VrT9P//881HL473m77zzjjp//nzV5XKpNptNnT59unrRRRepH330kb7OUD6v8Z7nzz77TH/v22w2de+991ZvvvnmhM5ZCCFGiqKqkhskhBBC7AkuuugiNmzY0KegohBDcfrpp/O///2Pb775ZrQPRQgh9jgyR14IIYQQQgxKVVUVr732Gueff/5oH4oQQuyRZI68EEIIIYRISElJCe+99x5/+MMfMJvNXH755aN9SEIIsUeSEXkhhBBCCJGQ//f//h/nn38+JSUlPP300zH7uQshhBh5MkdeCCGEEEIIIYQYR2REXgghhBBCCCGEGEckkBdCCCGEEEIIIcYRKXYXRzgcprKykrS0NBRFGe3DEUIIIYQQQggxwamqSmtrK3l5eRgM8cfdJZCPo7KykoKCgtE+DCGEEEIIIYQQe5iysjLy8/Pj3i+BfBxpaWlA5Al0Op2jfDRCCCGEEEIIISa6lpYWCgoK9Hg0Hgnk49DS6Z1OpwTyQgghhBBCCCF2m4Gmd0uxOyGEEEIIIYQQYhyRQF4IIYQQQgghhBhHJJAXQgghhBBCCCHGEZkjL4QQQgghhBDjSCgUIhAIjPZhiCEwm80YjcZhb0cCeSGEEEIIIYQYB1RVpbq6mubm5tE+FDEM6enpeL3eAQva9UcCeSGEEEIIIYQYB7QgPicnh5SUlGEFgmL3U1WV9vZ2amtrAcjNzR3ytiSQF0IIIYQQQogxLhQK6UF8VlbWaB+OGCK73Q5AbW0tOTk5Q06zl2J3QgghhBBCCDHGaXPiU1JSRvlIxHBpr+Fw6hxIIC+EEEIIIYQQ44Sk049/yXgNJZAXQgghhBBCCCHGEQnkhRBCCCGEEEKIYVAUhZdffhmA0tJSFEXhk08+GbH9SSAvhBBCCCGEEHuQUAg2bIDnnov8DoVGdn91dXVcccUVTJ48GavVitfrZf78+bz33nv6Oj0D4eEabCD94osvcswxx+ByuUhNTeXAAw/kl7/8JY2NjUk5npEggbwQQgghhBBC7CHWrIHCQpg3DxYvjvwuLIwsHylnnHEGH3/8MU8//TRfffUVr7zyCscccwwNDQ1J31d3d/eg1v/5z3/O2WefzezZs/nHP/7BZ599xr333sunn37KM888k/TjSxYJ5IUQQgghhBBiD7BmDSxaBOXl0csrKiLLRyKYb25uZuPGjaxcuZJ58+YxZcoUDjvsMG688UZOOeUUAAoLCwE4/fTTURRFv71161ZOPfVUPB4PqampzJ49m/Xr10dtv7CwkF/96ldccMEFOJ1OlixZwtSpUwH49re/jaIoHHPMMTGP7cMPP+TXv/419957L3fffTff/e53KSws5Pjjj+fFF1/kwgsv1Nf929/+xqxZs7DZbEybNo3bb7+dYDCY3CdrECSQF0IIIYQQQohxSFXB70/sp6UFrr468phY2wG45prIeolsL9Z2YklNTSU1NZWXX36Zrq6umOts2rQJgCeffJKqqir9dltbGwsWLOCtt97i448/5sQTT+Tkk09mx44dUY+/5557OOigg/j444+5+eab+fDDDwFYv349VVVVrIlzheLZZ58lNTWVH//4xzHvT09PB2Djxo1ccMEFXHPNNXzxxRf87ne/46mnnuLOO+9M7EkYAaZR27MQQgghhBBCiCFrb4fU1ORsS1UjI/UuV2Lrt7WBwzHweiaTiaeeeorLLruMxx57jFmzZnH00UdzzjnncOCBBwLgdruBSODs9Xr1xx500EEcdNBB+u1f/epXvPTSS7zyyitcddVV+vJjjz2Wn/3sZ/pto9EIQFZWVtT2evv666+ZNm0aZrO533O4/fbbWb58uT5CP23aNH71q19xww03cOuttw78JIwAGZEXQgghhBBCCDFizjjjDCorK3nllVc48cQT2bBhA7NmzeKpp57q93FtbW1cd9117LvvvqSnp5OamsqXX37ZZ0T+0EMPHdJxqQmmFXz66af88pe/1LMLUlNTueyyy6iqqqK9vX1I+x4uGZEXQgghhBBCiHEoJSUyMp6Id9+FBQsGXm/tWpg7N7F9D4bNZuP444/n+OOP5+abb+aHP/wht956KxdddFHcx1x33XW8+eab3HPPPcyYMQO73c6iRYv6FLRzJJIaEMPMmTP55z//SSAQ6HdUvq2tjdtvv52FCxfGPK/RIIG8EEIIIYQQQoxDipJYejvACSdAfn6ksF2sgWhFidx/wgmwMzN9RO23335R7ebMZjOhXn3w3nvvPS666CJOP/10IBJQl5aWDrhti8UC0Gd7vS1evJgHH3yQ3/72t1xzzTV97m9ubiY9PZ1Zs2axZcsWZsyYMeC+dxcJ5IUQQgghhBBigjMa4YEHItXpFSU6mFeUyO/7709+EN/Q0MCZZ57JJZdcwoEHHkhaWhofffQRd911F6eeeqq+XmFhIW+99RZHHnkkVquVjIwM9tprL9asWcPJJ5+MoijcfPPNhMPhAfeZk5OD3W5n3bp15OfnY7PZcMWY/H/44Ydzww038LOf/YyKigpOP/108vLy+Oabb3jsscc46qijuOaaa7jlllv4/ve/z+TJk1m0aBEGg4FPP/2Uzz77jDvuuCOpz1eiZI68EEIIIYQQQuwBFi6EF16ASZOil+fnR5bHyBwfttTUVA4//HDuu+8+5s6dywEHHMDNN9/MZZddxsMPP6yvd++99/Lmm29SUFDAt7/9bQBWrVpFRkYG3/3udzn55JOZP38+s2bNGnCfJpOJBx98kN/97nfk5eVFXTDobeXKlaxevZoPPviA+fPns//++7N06VIOPPBAvbjd/PnzefXVV3njjTeYPXs2RxxxBPfddx9TpkwZ5rMzdIqa6Az/PUxLSwsulwufz4fT6RztwxFCCCGEEELswTo7OykpKWHq1KnDnpcdCsHGjVBVBbm5MGfO7kmnFxH9vZaJxqGSWi+EEEIIIYQQexCjEY45ZrSPQgyHpNYLIYQQQgghhBDjiATyQgghhBBCCCHEOCKBvBBCCCGEEEIIMY5IIC+EEEIIIYQQQowjEsgLIYQQQgghhBDjiATyQgghhBBCCCHEOCKBvBBCCCGEEEIIMY5IIC+EEEIIIYQQQowjEsgLIYQQQgghhBh3NmzYgKIoNDc3j/i+jjnmGK699lr9dmFhIffff/+I7zceCeSFEEIIIYQQYk8SCsGGDfDcc5HfodCI7u6iiy5CUZQ+PyeeeOKI7lfz8ccfc+aZZ+LxeLDZbOy1115cdtllfPXVV7tl/yNBAnkhhBBCCCGE2FOsWQOFhTBvHixeHPldWBhZPoJOPPFEqqqqon6ee+65Ed0nwKuvvsoRRxxBV1cXzz77LF9++SV//vOfcblc3HzzzSO+/5EigbwQQgghhBC7024eDRVCt2YNLFoE5eXRyysqIstHMJi3Wq14vd6on4yMDP1+RVH4wx/+wOmnn05KSgp77bUXr7zyStQ21q5dy8yZM7Hb7cybN4/S0tJ+99ne3s7FF1/MggULeOWVVygqKmLq1Kkcfvjh3HPPPfzud7/T1/3ss8846aSTSE1NxePxcP7551NfX5/U5yCZJJAXQgghhBBidxml0VAxQakq+P2J/bS0wNVXRx4TazsA11wTWS+R7cXazjDdfvvtnHXWWfz3v/9lwYIFnHfeeTQ2NgJQVlbGwoULOfnkk/nkk0/44Q9/yPLly/vd3uuvv059fT033HBDzPvT09MBaG5u5thjj+Xb3/42H330EevWraOmpoazzjorqeeXTKbRPgAhhBBCCCH2CNpoaO8ASBsNfeEFWLgw/uNDIdi4EaqqIDcX5swBo3Fkj1mMbe3tkJqanG2pamSk3uVKbP22NnA4Et78q6++SmqvY73pppu46aab9NsXXXQR5557LgC//vWvefDBB/nwww858cQTefTRR5k+fTr33nsvAHvvvTf/+9//WLlyZdx9fv311wDss88+/R7bww8/zLe//W1+/etf68ueeOIJCgoK+Oqrr5g5c2bC57m7SCAvhBBCCCHESAuFIqOd8UZDFQWuvRZOPTWyrHfA/re/RR7fMyU6Px8eeKD/4F+IMWLevHk8+uijUcsyMzOjbh944IH63w6HA6fTSW1tLQBffvklhx9+eNT63/nOd/rdp5pg1sCnn37KO++80+dCA8DWrVslkBdCCCGEEGKPtHFj33nJPakqlJXBnXfC738fvW5WFjQ09H1MoiP5YuJKSYmMjCfi3XdhwYKB11u7FubOTWzfg+BwOJgxY0a/65jN5qjbiqIQDocHtZ+etAB88+bN/Qb9bW1tnHzyyTFH93Nzc4e8/5EkgbwQQgghhBAjraoqsfVuvbXvslhBPPQdyZc0+z2PoiSe3n7CCZEsjoqK2JkhihK5/4QTxuR7ad999+1T/O7999/v9zEnnHAC2dnZ3HXXXbz00kt97m9ubiY9PZ1Zs2bx4osvUlhYiMk0PkJkKXYnhBBCCCHESNEq1H/xxchsXxvJ37hxZLYvJg6jMTIVAyJBe0/a7fvvH7Egvquri+rq6qifwVSF/9GPfsTXX3/N9ddfz5YtW1i9ejVPPfVUv49xOBz84Q9/4LXXXuOUU05h/fr1lJaW8tFHH3HDDTfwox/9CIArr7ySxsZGzj33XDZt2sTWrVt5/fXXufjiiwmN0a4SEsgLIYQQQggxEnpWqL/jDgCSX+d7p0RH/MWebeHCyFSMSZOil+fnj/gUjXXr1pGbmxv1c9RRRyX8+MmTJ/Piiy/y8ssvc9BBB/HYY49FFaeL59RTT+Vf//oXZrOZxYsXs88++3Duuefi8/m4Y+fnMi8vj/fee49QKMQJJ5zAt771La699lrS09MxGMZmyKyoiVYA2MO0tLTgcrnw+Xw4nc7RPhwhhBBCCDGexKtQTySY7zkeqioKqCpKnzUH4Z134JhjhrMFMcZ1dnZSUlLC1KlTsdlsw9uYdEAYVf29lonGoeNjAoAQQgghhBDjRX8V6mMIeDz4zjwT90MPDW1/BQWRQEyIRBmNcuFnnJNAXgghhBBCiGQaoEK9NvJeu2QJ/iOOwD9rFgCZL7yAoboaJc4ofs/HRjnllMjvDRtkhFWIPcTYTPgXQgghhBBirNAK1j33XOR3vOJX7e3w7LPwk58ktNmu6dPxz54dCbiNRipuuAHYmWrfg3Y76HJFH9bOauXqb38LHk9kLv7ixZHfhYWR9H4hxIQkI/JCCCGEEELEs2ZNJE2+5wh7fn6k+vfChRAOwz//CU8/Dc8/D62tCW866HZH3W4pKqJs1Sq8K1ZgqanRlwc8HqqXLaNl3jwcxcWY6uoIut34v/1tCi+/nNQPP+zbok56zAsxoUkgL4QQQgghRCzxCtZpQfKZZ8KmTVBSsuu+qVPhBz8g/PjjKLW1sdPkFYWAx6On1PfUUlTUN2CfNUtPk/fPnr1r5VAIy/btfYrnRXYiPeYnKqlVPv4l4zWUQF4IIYQQQoje+itYpy37v/+L/E5LiwT1F14IRx2FqihUZmcz6dprURUlKpjX0uSrly2LH1wbjdEBexyO4uKokfuYx6n1mJfCZuOe2WwGoL29HbvdPspHI4ajvb0d2PWaDoUE8kIIIYQQQvQ2QME63U03wc9/Dikp+iJ/WxvNxx5LuL80+aKiYR+iqa4usRWlx/yEYDQaSU9Pp7a2FoCUlBQUZVhNC8Vupqoq7e3t1NbWkp6ejnEYmTISyAshhBBCCNFbosHvAQdEBfGhUAifzwcMnCY/XL3n2MeVm5uU/YnR5/V6AfRgXoxP6enp+ms5VBLICyGEEEII0VuiwW9uLuFwmNbWVnw+H62trdHzXxNMkx8K/6xZdHs8mOPMxUdRIoX5pMf8hKEoCrm5ueTk5BAIBEb7cMQQmM3mYY3EaySQF0IIIYQQorc5cwjn5EQK1sW4W1UU1Lw8KgoLad28mXA4rN9nNBoJxWtRl0xGI9XLl1OwdGncufjK/fdLobsJyGg0JiUYFOOX9JEXQgghhBACovrFt/3tbwQNBhSg91i3FiSXX3cdvrY2wuEwZrOZ7Oxspk+fvlsPWWtZF8jJiVoezM6m8oEHUE8/fbcejxBi95AReSGEEEIIIXr1i0/duThksxFOS8Pco7CcVrDOP38+mS4X6enp2O12FEWhra1t94zG99BzLv6kZcuw1NVR8ctf0nbUUbj8fhwOB36/n2AwiMlkwuFwSJE0IcY5CeSFEEIIIcSeJxSKVKavqoKvv4Zbb425mqGzk4o77ySUkdGnYF1hQQGpqak9NhmipaVld51BtJ1z8TsOPhjLm29i3baNtqOOoqKigmAwGDVv32AwkJWVRU5OjgT0QoxTEsgLIYQQQog9S6/R934pCt677+ardev6zDUPBoMEg0FaW1tpaWmhra0tutDdKOiaMQPefBPbN98AxCyIFg6Hqauro76+nvz8fFwu1+4+TCHEMEkgL4QQQggh9hxr1sCiRZBgwK2oKpbqahzFxX2qz9fX11Pe62KA2Wwe1WrinTNmAGD/5BNca9f22/JOVVXKysoAJJgXYpyRQF4IIYQQQuwZQqHISPwQRs1NPebIazo7OwGw2Ww4nU7S0tLYvn37sA9zOLTjtJWUULBsGQDdHg/Vy5fTUlQU8zFVVVU4nU5JsxdiHJGq9UIIIYQQYs+wcWNi6fQxBN3uPssyMjLYa6+9mDFjBhaLha1btxIMBod7lEPmXL+e3JUr+1TZN9fWUrB0Kc7162M+LhgM4vf7R/4AhRBJIyPyQgghhBBiz1BVNeiHqIpCwOOJpKf30t7eTkNDA83NzVF95EdFKIR3xQpQ1T597xVVRVUUvCtX0jJvXsw0+9G8ACGEGDwZkRdCCCGEEHuEtrS0Qa2v9YuvXrYsZvDb1dVFY2Pj6AfxgKO4GEtNTZ8gXtNzrn8stbW1bN++ndra2jFxPkKI/kkgL4QQQgghJjxVVSmfOpVuj6dP6rm+Tq/bAY+HslWr4s4tH0tizeEfzHrd3d20trZSW1vLF198QdUQsheEELuPBPJCCCGEEGLC8/v9BFWV6htuAPoG7QDKzuVBl4uSP/yBr9atGxdBPMSewz+c9RoaGiSYF2IMk0BeCCGEEEJMeNoc8FBGBgrET0EHTD4fGAwx0+nHKv+sWf1nGygK3V5vzLn+8TQ0NEiavRBjlATyQgghhBBiwjOZIjWeh5uCPlY533kHpbMz5gWKgeb696eioiIJRyeESDapWi+EEEIIISY8h8OByWRKegr6WOBcv56CpUtBjT0eH3K5qLz11iFNE2hpaUFVVekxL8QYIyPyQgghhBBiwlMUhdycHAiFCDqdSU1BH1X9tJ2DyJz/sNUaaTs3BKqqSo95IcYgCeSFEEIIIcTEt2YNaQceyNTLLsPU0pL0FPTRMmDbOcBSUxO37Vwi6uvraW1tRY0z4i+E2P0ktV4IIYQQQkxsa9bAokUovQJRleiidwGPh+ply8ZNpXrYPXP+29raaGtrw2AwMGnSJFwulz5SHwwGMZlMOBwOSb8XYjeSQF4IIYQQQkw8oRBs3AgVFXDttTFTz7V2cyGXi7J778V/6KHjZiReszvn/IfDYcrKymhoaKCjoyNqhN5oNJKZmUlOTo4E9ELsBhLICyGEEEKIiWXNGrjmGigvH3DV8dpuTuOfNYugy4XR54s7XSDg8SR1zn97e3ufZaFQiLq6Ourr68nIyMDpdKKqKqFQCJPJFPW3jN4LMXwSyAshhBBCiIljZxp9vAru8Yy3dnMa5zvvYPT5Yt6nAqjqbp3zr6oqjY2NNDY2xl1HRu+FGD4J5IUQQgghxMQQCkVG4odQlG08tZvTaRXrIW6xu2B6+pAr1o8UbfS+oaGBjIwM0tLSZJReiEGSqvVCCCGEEGJi2LgxoXT6nsZdu7keEqlYb25uHlbF+pEUDodpaGigtLSULVu24IuTWSCE6EsCeSGEEEIIMTFUVQ1q9fHYbq6n3VGxfncJBoOUlZVJMC9EgiS1XgghhBBCTAhtaWmkDmL9kW43FwpBcbGDujoTbneQWbP8Sb1esDsr1u8uZWVldHR04PF4JNVeiH7slhH5Rx55hMLCQmw2G4cffjgffvhhv+s///zz7LPPPthsNr71rW+xdu3aqPtVVeWWW24hNzcXu91OUVERX3/9ddQ6jY2NnHfeeTidTtLT07n00ktpa2tL+rkJIYQQQojRp6oq5VOn0u3x6CPtfdZRFIKZmZT95jd88/snWH3HRv7SfQabNjkIhZJ7POvXO5k/fyaXXDKVZcsKuOSSqcyfP5P1651J24d/1qwBz3c8Thuor6/nyy+/pKqqira2tqg2d0KIiBEP5P/617+ydOlSbr31VoqLiznooIOYP38+tbW1Mdf/17/+xbnnnsull17Kxx9/zGmnncZpp53GZ599pq9z11138eCDD/LYY4/xwQcf4HA4mD9/Pp2dnfo65513Hp9//jlvvvkmr776Ku+++y5LliwZ6dMVQgghhBBJEgyqrF3bzm9/28Rf/lJNSckOqqurYwZ3fr+foKpSvXw5QJ/gVrtdefPNvGhbzFG/OI+LfzhjRILs9eudLF1aQE2NOWp5ba2ZpUsLeOMNJ5s2OVi71jW8iwhG44DnO16nDcj8eSH6p6gjfInr8MMPZ/bs2Tz88MNA5ENZUFDAT37yE5bv/Ienp7PPPhu/38+rr76qLzviiCM4+OCDeeyxx1BVlby8PH72s59x3XXXAeDz+fB4PDz11FOcc845fPnll+y3335s2rSJQw89FIB169axYMECysvLycvLG/C4W1pacLlc+Hw+nM7kXTkVQgghhBADe+YZP9dfb4kKhj2ebpYvr6aoqAUARVEwm83YbDYsFgv19fUAONevx7tiBZaaGv2x3V4v1cuWsYaFLF1asLOw/a7gV1EiX4lXrSrTtz8UoRDMnz9z53HH7OyOwQDh8K77ep/XYPV3viM1bWA0uN1uaVknJrxE49ARHZHv7u7mP//5D0U9/gExGAwUFRXx73//O+Zj/v3vf0etDzB//nx9/ZKSEqqrq6PWcblcHH744fo6//73v0lPT9eDeICioiIMBgMffPBB0s5PCCGEEEIk3zPP+LnwwhRqaqLLOWkj2trIuaqqdHd309LSogfxAC1FRXz1+uuUPPEEZStXUvLEE3y1bh1N84pYscLbJ4iPbCtye+VK77DS7IuLHdTUWPpsfxclKoiPdV6DpZ2v77jjAPAfdBAVd9wx5trODVddXR2bN2+W0XkhGOFAvr6+nlAohMfjiVru8Xiorq6O+Zjq6up+19d+D7ROTk5O1P0mk4nMzMy4++3q6qKlpSXqRwghhBBCjIxQCDZsgOeei/zWgudgUOX66y3DD7aNRvyzZ+NbsAD/7NlgNA4YZKuqQnW1heJix5DPq65u8LWkd51X7pAvIjjfeYfUnYNajk8/ZeoPf8jM+fNxrl8/tA2OUaFQSKrbC4G0n9P95je/weVy6T8FBQWjfUhCCCGEEBPSmjVQWAjz5sHixZHfBQVB/vjHJl591ddPWvrwgu1Eg+zBBuOhEPqc94aGoTWFipyXeUjn5Vy/noKlSzG0t0ctN9fWUrB06YQL5iFS3b65uXm0D0OIUTOi7eeys7MxGo3U9JivA1BTU4PX6435GK/X2+/62u+amhpyc3Oj1jn44IP1dXoX0wsGgzQ2Nsbd74033sjSpUv12y0tLRLMCyGEEEIk2Zo1sGgRO4vV7QrWq6uN/PCH6Xg8gYS2EzPYDoVwFBdjqqsj6HZHqrX3KPTmdgcT2nZmZpBNmxJrG7d+vZMVK7w7R/o10ec2GDU1poT3DUAohHfFClDVPntUVBVVUfCuXBlJsx+HRe/6U15ejqIouFyu0T4UIXa7EQ3kLRYLhxxyCG+99RannXYaECl299Zbb3HVVVfFfMx3vvMd3nrrLa699lp92Ztvvsl3vvMdAKZOnYrX6+Wtt97SA/eWlhY++OADrrjiCn0bzc3N/Oc//+GQQw4B4O233yYcDnP44YfH3K/VasVqtSbhrIUQQgghRCyhEFxzTd8gHnall0cHxPH1DspjFnzzeKhevlwv+DZrlh+Pp5vaWrO+v2gqdnuYn/98ErW1u44jXjE6rTp939LRCpFgXvs7cXfdlUtT066v6AMVwnMUF0edc58jUVUs1dU4iosjUwwmmOrqapxOpxTAE3ucEU+tX7p0Kb///e95+umn+fLLL7niiivw+/1cfPHFAFxwwQXceOON+vrXXHMN69at495772Xz5s3cdtttfPTRR3rgrygK1157LXfccQevvPIK//vf/7jgggvIy8vTLxbsu+++nHjiiVx22WV8+OGHvPfee1x11VWcc845CVWsF0IIIYQQybdxI5SXw0DBrdMZ1KvI96YoKl5vN7Nm+XetvzO13NwroO2dWm40wvLl1fp2okUuLnR0GKmtjd02rmcxulCIuIXzNIZe37QTGRBvaopeaaBCeKa6uoE3Ooj1xptAIIDf7x94RSEmmBEP5M8++2zuuecebrnlFg4++GA++eQT1q1bpxer27FjB1VVVfr63/3ud1m9ejWPP/44Bx10EC+88AIvv/wyBxxwgL7ODTfcwE9+8hOWLFnC7NmzaWtrY926ddhsNn2dZ599ln322YfjjjuOBQsWcNRRR/H444+P9OkKIYQQQog4enzl69eppzYDfYNt7fayZdW7guIBUssBvCtX6tX0iopaWLWqjJyc6BR+jyeAzRYiVlp8rGJ0iVanv+8+WL0a3nknUthPUSI/8cXe94oVXj74oG/v+a5Md38b033WUDCsavxj2fbt26X4ndjjjHgf+fFK+sgLIYQQQiTXhg2RwnYDeeKJEnw+Y5+5515vN8uWRaeZOzZtYuollwy4zZInnohKLQ+FIsG4Nhc9HIYf/nBqQsc2e7aftWtdLFs2cD2l1avh3HN33V6zJjK9IJKZEOF2w2AHzD2ebhYs8LHutVQ+qJ3JJMpjjtCFUSgnn6mU4PaEhtWvfqzLz88nPT19tA9DiGFJNA4d0TnyQgghhBBizxYKwbvvqpSWdpGREcBmc9DZGTspVFFUPJ6AXuBt3ryWqGA7VuG3oaaWG40we/aulOy1axMrmPb++5HjSbQ6fY/azAAsXAinnhqZZlBVFbm/ogJ+8IOENqerqTHz5JPZAFzDA7zIGX3WCe8c3b+W+wljpLbWwNKlBaxaVTYhg3kpfif2JBLICyGEEEKIEbFmDfzkJ2EqKw2AbecPxCoEFyttvnewHUvQnVhq+UDrJVrR/vHHc3rcil+dXlEgPx/mzOl7n9EIxxyz6/aGDQntuvce9P2/zGm0kIaL1qg1ysnnWu7nJRZGjlZVUBSVlSu9zJvXMtGK2AORtnSABPNiwpM+8kIIIYQQIukibeZUKitjB7ouV3Tg7PEEhjRS7J81i+6cHOLNFVUVhW6vN9KKrh+RivaBuEX2YtOC6d5z+SO/778/sQJ3c+ZEgv7BF16PPOBQPsJFKz7SOI43OZfVHMM7TKVED+I1kX71liH1qx8vKioqCIfDo30YQowoGZEXQgghhBBJFWkzp8at6K4oYLOp3HtvCQ0NCfZLj8P5zjsYurpijourOyPj6mXLoiJqRVHIysoCoLu7G7PZTGpqKo88YuLMMxUUhRgt5eIzGKBn3JifHwniFy6M+5AoRiM88AAsWsSg9w2wgLUAvMkJvE1RQo+pq5u4YUA4HGbz5s1MmjRJRubFhDVxP8FCCCGEEGLEhULR873nzNHazMUfXlZVhZoaCwYDLFgw9GrjWtu5eJFvyOUi8PDDWI47DmePgD01NTVm3/EzzoAXXuhbjK5/CuEwrFql4vUq+nMw2IsSCxcOZd8RJ/EPAP7BSQk/pqHBxNq1rmFdRBnLwuGwpNmLCU0CeSGEEEIIoYsVmMcL8mJVYM/NDXHiiZ3AwKnbwxoV7qftHESS3cNWK6Hvfx/vIAK53sXovvgC7rhj4Md5vUpUdfqh6L3vnBy48EKorIw/Sp9NHbPZBPQM5PvWINhFxWCAu+7aVYXP4+mesNXsq6urcTqdMS/cCDGeyRx5IYQQQogJLBSKFFN77rnI7/56ia9ZA4WFkRZxixdHfk+eHObZZzvo3bE4Mge+7+hxVZWBJ59MSejYEi0wF4ujuBhLTU0/XdzBUlMTiYoHSStGd+65cNxxiT2md3X6oeq97wcfjCyPF4fO53UMqHzMwVSRFzXHv+98/0hxvN7Tx2trzSxdWsD69ROv5XIgEMDv779gohDjkQTyQgghhBATVKzAvLAwsjzWurEDc4Xzz7fx4IPl1NTUoKrqzjnw8UaJFeIVgdPXUFS83m5mzRp6gDXUtnODNVAhOkWBgoLY1emTQUu5nzQpenlBAVx/PSyyR+bHa6PxHk+A++4r4777ysjJCUQ9xmCAWJX2VTVye+VKb78XekZLKASbNjlYu9bFpk2OQR/jjh078PmGPoVDiLFIUuuFEEIIISYgLTDvHWxXVKgsWgTPPw9nnBEJ4PoLzCNBnsrtt+fS1lZFW1s127alU15uH+AIIo9TFFUPFCF2m7mhSLTtnLWwcOg7of9CdIOtTj9UsXrPz5kDRkKof3wdOmDKjw7hicNKoua7z5vXQnHxrr73PdPpe+tZzX6gln+JCIXQ9z2cefjr1ztZscJLTY1FXzbYqQAyX15MRIraO09KANDS0oLL5cLn8+F0Trw0IyGEEEJMXKFQZOQ9ftE0lezsIA8/3EZHRzobNyo88UTyj+P88+t54w1nVBDm9XazbFkS5mOHQsycPx9zbS1KjK+zqqKg5uVh2L49KVF2rHoABQWDq06fVKEQPPYYXHUVYYeDL/7f/wOrNe7qa9e6WLasYMDN/uY3ZXg8wWEF4MkIvrXtLF1a0Kf7gXYxaLDtCs1mMzNnzpT58mJMSzQOlUA+DgnkhRBCCDFebdgQSaNPthkzOpk+vYvOToX/9/8G/n70xBOREeJkjMzG4ly/noKf/hSIThbX2s4pL7yQ1Ch7MIUAR1SMqwrdHg/Vy5fTUhS7/dymTQ4uuWTqgJvOyAjQ1GTWbw82AE9G8K2q0NZm4JRT9qK+3kTsFoYqHk+Adeu+wmhMPAOgsLCQ1NTUhM5FiNGQaBwqqfVCCCGEEBNMVVVi6+XkdDN9ejdGo8o//5k24Po33VTF7Nl+QiGYP38mtbXmqLR5jRZkacFUMlK14wm5XJh6zX9WMzIw/P73SR8q1wrRjao4cybMtbUULF1K2apVMYP5WbP8eDzdcV+zCJWmpujwQCuEl0gAHgrBihXePkE87JqicdtteVRVmWhrM9LSYsTni/zs+ttES4uBYLD/Ul49pwL4fMaEMwB8Pp8E8mJCkBH5OGREXgghhBDjVaIj8k88UTKowFwb/YRdI69AzDnwg017HqyePeSjRuMjBwHPP49yxhkjtv9RMcCcCVVRCHg8fLVuXcxUgXivWf/t6iL3Z2YGufPOCtraDLS2Gnv87LpdWWli69aBaick17HH+njnHeegMgAKCgpkrrwYsyS1fpgkkBdCCCHEeBUIQHo6tLfHvj9ZgXmsudBJmwPfH21+fJz2c8meHz9mJHiFpuSJJ/DPnh3zvlivWWZmkMbG3Zeo+61vtbPPPp04nSFcrsiP9rfTGcTlCvP11xZ+/OOBpwJE9K3ED7Hf5wBGo5F99tlH5sqLMUlS64UQQggh9kCqCsuXa0F835HWeFXji4paWLWqLEaKciBuYF5U1BJVGT3Zc+Dj0XrIx6OoKkpFRWRC+6jnwidRgnMm+mu5F+s1q6kxceONAxfCy83tZtKkAKmpkcA7LS1EWlp45+8QNTVmHnnEM+B2fvrTmgGnW7jdgQGmAqhYrSpdXQbiZRLEq8QfCoWora3F4xn4WIUYqySQF0IIIYSYQH7zG1i1KvL3FVeEWLMmPKKB+UjPgY8l4d7wiRYLGC9y47eP62mg1ny9X7NNmxwJbffOOyv6fa1DIXjhhYyEaicMxGiE5curWbq0IG4Lw7POauSZZ7IH3FZdXd+Qp7GxkZycHBmVF+OWBPJCCCGEEBPEY4/Bz38e+fvuu0Occso2Lr+8e8wH5oOVaA/5RAPfcWPOHMKTJqFUVMSdUhDwePDPmqUvUxSFgWbSDlQIL9EAPJHgu3cmSH8GyhJxuUIJBfKZmUE2bYr+DEAIv98vhe/EuCVz5OOQOfJCCCGEGE/++lc499xIav2NN4a59NISOjo6MJvNWCwW/P6xHZwPSgJz5MnPRykpmVhz5AH/M8+QcsEFfc5ba7nXu2q90WgkFAoNuN1kFi9Mdu2EeK3lBirSCGA0qqSnB2lo6NtS76yzTOTl5Q36eIQYSVLsbpgkkBdCCCHEePH663DyyZEid5dfrrJs2Xb8/jaMRiMZGRnU19cDYLfb6ejoGOWjTQ6th3y8gDbZPeTHira2NoyzZmH/+uuo5d1eL9XLlvVpPWcwGAiHwwltO5kBeKJ93ePJyMggJSWFiooKAJxOJ62trX2yCxKrxB9dDK/nxYmLL3ZJBXsxpkggP0wSyAshhBBiLAqFIjXcqqoimeNGI5x4YqS43dlnq6xYUU5bmw9FUcjOzqZu53zyzMxMmpqaUFUVs9lMIBAY5TMZvulnnol98+aoZeFJkzA8+OCEDOIB1LY21MxMDIEAZb/+NRiNBN3uSDp9ErIPhhuAD1VWVhZ2u52amhoCgQA5OTnk5ORQVlam937PysqivLycUCiExWKhu7sbiH0BwuPppr090hqvv4r2b71Vwr77zpS58mLMkKr1QgghhBATzJo1cM010W3EtbnIxx8fZMWKWtrafAC43W5qa2sBSE9Px+fzoaoqKSkpegA0mNHascZYX49t56i0/7HHMFosWAsLMcydO+HS6XtSNm5ECQTozsvD9/3vQ5ID0N1ZIyErK4uWlhYCgQAmk4n09HQAysvLqa+vx2azYbfb8fl8tLW10dbWpj9Wew9D7CKN4TD88Ifx29dpFe0/+MDC5MkyV16MPxLICyGEEEKMA2vWwKJFkTnwPUXSiVWOO66StrZI+rPD4dCD+NTUVPx+P6FQCKvVSigUIhgMYrFYUFV1/AXyoRCO4mLS16xBCYXoOvBAHJdfPtpHNfK0VIwHHwSg7Ygjkh7E705er5fs7GxsNhsVFRV64A67LjDt2LEj4e31vgCxdm1i6fLvv+/glFOCSBwvxhvDaB+AEEIIIYToXygUGYnvb0Lk/fd70Wqa9Sxs19bWpo94Go1Gurq6MBqNGAwGAoEAZrMZg2F8fCV0rl/PzPnzmXrJJWS8+ioAppIS/M88M8pHNsLWrIHCQpg3D9atA8D51ls4168f3eMapKysLFJSUgDo7OwEwOVyYTAYCIVCbN++nfLy8qRcXHK7gwmt9/jjORx0kJM1a4a9SyF2q/Hxr7YQQgghxB5s48bodPq+ImnCxcXx+4EHg0Ha29sBsFgsdHZ2YjAYUBSFcDiM2WyO+9ixwLl+PQVLl2KuqYlabmhtJeXCC1FffHGUjmyEaakYvd4ARp+PgqVLx00wn5ubS25uLl6vF4Dm5mZ8Ph/V1dUjkhWitdTTCtv1p7JSYdEiJJgX44oE8kIIIYQQY1xVVWLr1dUlNmtSq1yvFQwzGo16MGUyDX/mZdILh4VCeFesAFXtU7ZMu61ecw0k0GZtXOknFUM7b+/KlWP2vLUCdrBrTrvdbsdiiRSlKysro7GxcUT2rfW0BwYM5rVq99deO2afSiH6kEBeCCGEEGKMy81NbL1E04k1WnqzltpsNpsJBiPbGE4wnuymSI7iYixxesYDKKqKoaIikrowkQyQiqGoKpbqahzFxbvxoBIzadIkcnNzycnJAaCxsZHW1laqqqqiCtWNpKKiFlatKiMnZ+AODaoKZWUT7y0kJi4J5IUQQgghxrgjj4SdA5sxKYqK19vNrFlDqzautaLTgnitEN5QJXtE3rSzhd6AEk1dGC8SPJ+En58RZjQa9YwO7f2TmpqKyWRCVVW2b98+YiPw8RQVtfD661+xZEltQutPtLeQmLgkkBdCCCGEGMNUNZLyuzMbHogOsLW04WXLqofddU1VVRRF0UdMjUPcoLadZAm63YmtmGjqwniR4Pkk/PyMsLy8PLKzswFoamoCIj2xtQtEo8VohCOOSOwi10R7C4mJSwJ5IYQQQogx7NZb4be/jXQau/baMF5vdFDk8QRYtaqMoqKWpOyv50h8KBQackX7ZKbX+2fNotvjId4WVUWBggKYMydp+xwT5syB/PzI+cWgKgrdXi/+WbN284H15fF4cLlcpKenoygKHR0dNDQ0UFFRMdqHBuwqftf7Qtgu6oR8C4mJS/rICyGEEEKMUQ88AL/6VeTvhx4Ks2DBdi66yM8nn6TR2pqKw9HCrFn+YY/E9ycZFcUVRRleYG80Ur18OQU//Wmfu1RFicydv/9+RvSJGA1GY+RNcMYZfe7SgvvqZctG9by111abnmEymbDZbHR0dFCVxDx1rbc8QHZ2NikpKTQ0NOitFj0eD4FAIG7qvtEICxb4ePLJbCLBfM+LI5H35mmndWI02pJ2zEKMJBmRF0IIIYQYg/70p0hKPcAvf6lyyikV+P1+zGYDJ5+cxrx51cye7cflSh1yCvzukoxU+5aiItoPPrjPciU/H154ARYuHNb2x6yFCwkdfXSfxQGPh7JVq2gpKor5sKR3DohDS6Vvbm4mHA7j8/n0rgjJYDabmTx5Mvvuu6++r4aGBoxGI4WFhTidTgDq6urIyMggLy8v5nZCIVi71rXzVuzeB88/b6Cx0Ze0YxdiJMmIvBBCCCHEKAuFItWyq6oic3SbmuCSSyL3XXONyiWXVNHU5ENRFLxeLzU1NaiqSmpq6s7Hh/SR0La2NiAJo+BJ1HM0dcjb8Puxb94cufHYY+B0Rp6sOXMm3kh8T62tGD/6CIDKZcsIZWYSdLsj6fT9nPdIv/YGg4FJkybhdDppbm4mEAhQW1s77GJ2GRkZuFwuzGYz27ZtIxAI4PP5SEtLw+Px0N3dTUtLCzt27GDatGnk5+ezfft2/H4/paWlTJs2Da/XS3W11nou8jkoLnZQU2PpZ88K1dUWXn21mvPPd+62CyFCDJUE8kIIIYQQo2jNmkir8OguY5HU38WLA/z0p9U0NUVGCT0eD3V1dYRCIWw2G2azmaamJhRFISMjg7qd1cszMzP1gErrFT9aFEUhHA4P+8KC8+23MXR2wl57wZIlkaIBE5l2defZZ1H8foLTptF43nmjft7a62g2m3G5IiPcdrudQCBAfX39sLcfDodxOBwoikJBQQGlpaX4fD7sdjvZ2dnk5+dTUlJCR0cHpaWlTJ8+ncmTJ1NSUkJnZ6cezIfDYWpra1FVFYfDQV1dYmFPdbWC3+/XL5IJMVZJar0QQgghxChZswYWLYrVKlwBVGbNqqK1dVeqb3V1NYFAAJPJRGpqql4Z3O1260FURkYGzc3NADidTn3ussXS32jkyFFVFYPBoAfxQx3pdL32WuSPMRDMjrg1a6CwEObNgz/8AQBjfT3Ot94a3eMCPXW9q6uLrq4ufD4fLS1DL7SYlZVFYWEhU6dOBcDn8+kXoVJTU8ndWUa+urqa1tZWDAYDU6ZMwWw2EwgE2L59O4qiUFhYiMViIRAIUFpaSmZmpp6K7/f7mTo1sbnvbneQHTt24PNJir0Y2ySQF0IIIYRIklAINmyA556L/A6F4t/X3R0Zie9vkPqee7xR29AEg0E9cE9LS6Ourg5VVbHb7bS1tREOh0lJSaGjowNVVUlJSdFbgJnN5mSdbsK0tHptNHewlfCNDQ2kvv9+5Ma55yb78MaWeFd3WlspWLoU5/r1o3NcQEFBARkZGfpodW1t7bCr0qenp5OamorD4dCD9qqqKtrb24FIdklGRgYAZWVldHV1YTKZKCwsxGg00tHRQXl5uT5n3mQy0dXVxY4dO3C73WRmZgIwc2YNubkhvV1jXypebzezZvkJh8OUlZVJMC/GNAnkhRBCCCGSoOcg6uLFkd+FhSrPPtvBM8/4mTIlHHXfpEnhGCPxPUXm7BYXO/rdb2trqz7a3dHRoY/AB4NBAoEARqORQCBAOBzGZrPpAb3JtPtnWKqqitFo1FPtE+V64w2UUAj10ENh5swRPMJRFgrFvbqj7FyWd9ddxLy6sxvY7XYArFYrEBk9H2ztA6PRyJQpU/SLAWVlZfo2MjMz9XT9HTt2EAwGURSF3NxcUlJSCIfDbN++nVAohNVqZfLkySiKQktLCzU1NVgsFqZMmYLBYKC9vZ3y8nK8Xi8ulwujEW64IXLRIV4wf/nltVFlB6qrq8dMnQkhepNAXgghhBBimOINolZUwA9+YOOCC1KoqIgOXOvrEwtkE53b25s2Lz4UCkUF99rIvRbQ786K90ajkVAoNOj58q61awHojtGGbULZuDHWPAudoqqYqqpwFBfvxoOKDtx9Ph8NDQ1D3lZeXh5paWnk5+djMpno7u7W29QpikJeXh5Wq5VgMEhZWZmewTF58mTMZjPd3d36cofDwaRJkwCor6+nsbERm81GTk4OELnIVVpaqreoKypqYdWqMnJyAlHHZDKFAYU33kgnEIBNmxysXeviX/+y0NLiH/K5CjGSpNidEEIIIcQw9DOIiqpG5rpHxG55NRC3Ozicw4uiBe+dnZ0A2Gw2Ojs79dHxkR59DO0cSdb2owX2cVbGUVyMdcsWHJ98ggo0nXAC3hE9wlGWYN91U13dbiliqFWmD4VCVFZW4vP59PfQUGkXBUwmE/n5+ZSWltLU1ERqaurOkXMjBQUFbNu2Db/fT01NDV6vF5PJxOTJk9m2bRttbW1UV1fry51OJy0tLVRWVlJTUxP1ntJS9DVFRS3Mm9dCcXGkAJ7bHSQ9PcDixTP4979TOfrofWlt3XVx6+c/D/HwwxO3u6EYvySQF0IIIYQYAq2o+Ftv9TuISqIBe59HKSoeT4BZs5I/IqgF0lpAr410agXERpI2Gm8ymQgGgzFb0znXr8e7YgWWmppdx2yxENi4EfXb3564rcF2zhEfSNDt1oN47XkcCVpwHQwGqays1N8vg2E0GsnPz6e+vh6/309FRQXTpk1DURRSU1Nxu93U1dVRUVGB3W7HYrFgs9mYNGkSZWVl1NfXY7fbMRqNBINBsrOzqauro6Ghgaampj7vnbgXhqKOCWbPjv5cfe97zbz4YiatrdEJy9XVBhYtUnn66XZOP13VK+oLMdokkBdCCCGEGKTYLeOGI9JuTqPN4V22rHq3tEjXgsKeBfFGKqDvGcQDMYP4gqVL+6Q4KN3d5P/0p3RmZ2M/77wRObZRN2cO4UmTUCor9TnxPamKQsDjifSQJzqIj3VBZLj8fj+qquL3+4fcPlBLpbfZbHzzzTd0dHRQV1enp7/n5OTQ1tZGR0cHZWVlepDvcrlob2+noaGBsrKyqG1qx5Ks8w2F4J//TKX35xAiWTWKonLDDWYOPPArrFYTubm5+lx+IUaLzJEXQgghhBiE+C3jhi4jI3pE1eMJsGpVGUVFQ2/rNRSqqqIoyoiOyhsMhqjgE3rM0w+F8K5YAaoadyKCddmyUSv2NuKMRjp+8xsgErT3pN2uXrYM7epOzzoHyQpqDQYDBQUF+rSH2tpafU76ULalFbUzm816Vfra2lo6OjoA9H7xBoOBjo4OampqaGtro7m5OW53g2RPASkudlBTYyFe9oyq7io8qc3dl4r2YrTJiLwQQgghRIL6mw8fX7w58rvS51977Ss+/XTXnN1Zs/y7ZSQ+lt5B0lBHYuPRAk5tNLnnqLKjuDgqnb43RVVRKioicxqOOSZpxzSWqKefTllDQ5+pBQGPh+ply2gpKurzmETSyROljTa3trbS3NxMXV3doB5vNBqZNGkSVVVVBAIBampq9N7zLpeLlpYWWlpaKC8vZ/r06RgMBiwWS1QqvdZacXdJtKBkz/UqKyv1CxWSai9Gg4zICyGEEEIkaICi4n30bHPVu+VVz/R5iyUyZ3fBAh+zZ49eEB/LSBTAs1gs+vz4nqPzpkSDxgSLwo1HDoeD9hNP5KvXX8c3bx4AzQsW8NW6dTGD+GRra2sDht6eMC8vD6fTqVeTb2xs1KvGa1XpjUYjXV1dUaPvQ5l/nyyJFpTsuV4oFGL79u1s2bJFRufFqJBAXgghhBAiQYONHz2eAPfdV8Z99/VteTVa6fNjgTYnXxvJtFgshMNhgm53YhtIsCjceKT1TcdopP2QQyILw2FG8uqO0WjU56xrgfVQRsUtFgtOpxOIFMpLT08HIqPXPTMxtCC/oaGB0tJSysvLBz3yn0yzZvnxeLrj9pcHlYyMYMzCk5JqL0aLpNYLIYQQQvRDq05fVQX9ZH1HWbKkliOO8EelyPdueTWa6fNjgdY+TeslDtB12GF0ezyYa2piz1ZWFMjPhzlzduux7m5aITXfzoDXUlExovvTRtHr6+sJhUJUDHJ/2dnZ1NfX093djc/n0wN4r9dLa2srXV1d1NfX6xcLRrrN4WAZjbB8eTVLlxagKOrOtpGaSAG8piYjf/yjm8suqyNWJr12scJsNktle7FbSCAvhBBCCBHHYKvTa3Pef/zj2j5BeqyWV3syLXjXRmqtVitdXV00XnQRnpUr+z5AC4zuv39ER6fHCpfLhWFndfqRCOSNRiN2u522tjY99V0LsAcTaJvNZjweDwaDgdraWqqrq0lLS8NoNGIyRSq8ayPuTqeTYDA46AsFw2EymQiHw4TDYf14wuEwlZWVUedZVNTCqlVlrFjh3Vn4LsLjCTB9ehf/+lcaDz3kYfNmG3fcUUFKSt+2d9p5afuRyvZiJEkgL4QQQggRg1adPnZM07eA3e5uGTcRaMG72Wymq6sLAgHc69ZFnlWbDXrOm87PjwTxCxeO0tHufmkHHgiAqbERpb0dNSUladsuKCggHA7T1taGz+ejsbFxSNvxer0oikJ2djZNTU0EAgHq6+vxeDxA5IJEc3MzbW1tbN26dURH47Xq/aqqYrVa8Xg8pKWl0d3dTUlJCcFgkNraWqZOncp+++1HRUUFzc3NAKSlpXHCCW3Mm/dVzMyZF17I4M47c3nzTRclJVYefHAHBQXdMY9DS7fXzl+IkSCBvBBCCCFEL4lUpzcYIlOXNR5PgGXLqvfIOe9D1dXVhaIo+qj85Gefxfjpp5CZCf/9L3z9dWROQ25uJJ1+T7tCkp4e+WluxlJZSdeMGcPanNFoxGq10t7ejt/vJzs7Gxhe1Xuz2QxEihXm5uayY8cO6uvrcblcBINBgsEgFktkhDtZQbzJZNIL5hkMBtxuN3a7HYfDQUdHB6WlpXR1ddHU1ERqaipWq5WpU6dSUlJCV1cXJSUlTJ06lfz8fGw2G9XV1bS2tpKVlYXD4cDlaqStzaefVzgcZtGiJmbM6OSnP53MN9/YOPvs6dx9dxlHHtkW9zirq6txOp2SZi9GhKKOtUkqY0RLSwsulwufz6cX7RBCCCHEnmHDBthZMLxfN9xQRVZWUOa8D4PNZqOzsxPn1q0ULFqEEgzCc8/BOeeM9qGNDQcfDJ9+St1FF9E2dy7+WbMGfUHDbDYTCATweDyYTCYqKiqw2+1kZ2frI8eDYTQaSU1NxefzkZKSwtSpU/U2haWlpfj9/qS3LVQUhZycHD1gV1WVkpISOjo6MJlMTJ06FavVCkQK9m3fvh1VVXE6nRQUFKAoih7EB4NBPbg3mUw0NDRQtbOSZWZmJl6vl/r6emprawFwOp20tEQu0NXWmvjpTyfz3/+mYDCoXHNNDRdfXB9z3jxE6gekpqbKvHmRsETjUKlaL4QQQog9WigUCdyfey7yOxRKvDp9VlZwTLaMG086OzsxBALk/+IXkSD+jDPg7LNH+7DGhjVrYMsWANxPPcXUSy5h5vz5ONevH/ChWtDodDrJysoCoL29HYfDAUBHR8eQgniIFMfTUurb29v1lnWKopCWlgYkd/TdYrGgqioNDQ1YrVYURcFgMFBYWIjNZiMYDFJaWkogEOkMkZqayuTJk1EURe9Zr6Xba8F7z6A+KytL73Xf2NhIVVUVbrcbr9cLRAIr7XnLyQny5JMlLFzYSDiscN99Xm64IZ/29thBen19PaWlpdKmTiSdBPJCCCGEmFBiBebxrFkDhYWR0ffFiyO/CwrCPPJIIP6Deki0/3SyTNRRvSnPPIPhs8/A7YZHHyXu8OaeRCvS0Ku/urm2loKlS3GuX6/3etdGolN6zKHP3dmir2fw7vf7aW9vH9Zhud1uXC4XZrNZv0BQVVWlt63TRrGHw2KxMGnSJAoLC9l7772ZNm0aFotFD9i1qQBGo5EpU6ZgsVgIBAKUlpYSDEY+k2lpaRQUFADg8/moqKjoN5jPzMzU2+I1NTVRUVERFeD7/X5SUlJQFAWLReW22yr5xS8qMZlU1q1L5/zzp1Febo57TtKmTiSbBPJCCCGEGLMGE5RD7MB8ypQwzzzjp62tLWqUUIuTelekr6pSeO897Qt57FFFRVHxertj9pUeSX6/H1VVsVgs2O32nceiYLPZdutxJFPa5s2kPPhg5Majj0aC+T1dP0UalJ3LvCtXYtp5wUObgx4KhaLeFxAJIA0Gg16LoDzRFgw9GI1GfaS95+coOzsbRVHo7u7W+8GHw+H+NjXgfiDS0UC7AKEoCiaTicLCQj343r59u74fs9nc5z4t0NfS6gGam5upqqoiHA4TCATIzs7GYDBEBfPp6el63YDm5mbKysrIyMjQA/z29nZsNhsejwej0cDZZzfyhz+UkJkZ5Kuv7JxzznTef9/R7zlWV1ePufZ7YnySQF4IIYQQY1KsoLywMLI83vqxAvPKSoULL0zhD39o1NNbg0H4yU/iFbNTAJWUlEgwoFWj1+8dA9Xpu7u76ejoACIjpJ07R23HW0CvdHUx6aabUEIhOPfcSFq9gI0b++15qKgqlupqLB98AKCPQnd1demBfGdnp/53Q0PDsA4nLy+PvLw8FEWho6NDb1enXVgaLm1kfZ999mHy5MlAZFS8vr5eX8disVBYWIjBYKC9vZ2ysjJ939p9RqORjo4OduzYQSgU0i86aMF5Y2MjmzdvprS0lOrqav1iQFdXF9988w1btmyJ2mdLSwtff/01NTU1+rKOjg5qa2txu90YDAYOOaSdv/51K/vv347PZ+Lyywt5+umsuIUytar+EsyL4ZJAXgghhBBjTrygvKJCZdEitc8Ie3+BuaoqqCrccEM+8+dPZepUB1arSmVlf0eg0N5u5Mora8nJiU6z93gCrFpVNuTq9Fo6dLL0LMilBXRaJfGxLueRRzB9/TV4vfDQQ6N9OGNHgkUalOpqIBKIaqPZ2u/29nY91b6xsXHIgWNKSoqeSp+RkQFE3nNtbW1J6wefk5NDWloaiqLgdDr1aQE1NTVRqeg2m40pU6agKAqtra1UVlbqLfQ6OzvxeDwoioLf79cD9vLycurr6/UMhXgZA1qF/d66u7v7LFdVNSq493oDPP10Caec0kQ4rHDPPbnceGM+HR2xp4jU1NTInHkxbNJ+TgghhBBjSn+t31Q1Mlp+5ZU2/v73ZmprVWpqbGzfbor7pTlCIRBQ2LHDOqhjmTy5m9dfj91XeqhiBQvDZTQa9YDDbDbrVcqTXTl82EIhHMXFmOrqMPh8ZD/5JADqY4+h7JxvLYi020tAcOc0hHA4TEpKStT8946ODgyGoY/ZaW3XOjo6CAaDmEwmsrOzaWxspL29ndLS0iFvu7eGhgbS09P1ixBZWVl0d3fT0NBAeXk5JpNJn+fvcDjIz8+nrKyMpqYmfD5fVHBuMBhQVbXP+34kPgc992u1qtxxRwX77dfB3Xfn8tpr6WzbZuX++3eQl9e35ob0mhfDJe3n4pD2c0IIIcToSLT121D86Ec1nHBCCyUlVn72s8kDrv/EEyXMnj0y8+AdDgehUEhPi08GRVFIT0+nqalJryCutc0abc716/GuWIGlx0gmQNuhh8I775CamjpKRzYGhUJQWIhaUaHPie9JVRQCHg9frVvXpxWddhFnuAoKCqivr6ejo4OcnBxycnLw+XxDrnSvcbvdWK1WvRp9SUkJgUCA1NRUfbQdIoH3jh07aG1txWg0MnXqVH3U3GQy0dzcTHNz87DPcyRs2uTgZz8roKnJREZGkHvvLYv774jZbGbmzJkTsoilGBppPyeEEEKIcSnR1m/z5rVwyy0VPPZYKXfckVhwcdhh7ey1VxfHHdeCx9PdZ/67ZncUs/P7/XoQn5mZqY9GDoeqqjQ1NQGQkZGhB/Hp6enD3vZwONevp2DpUsy9gngVcHz0EcpLL43OgY1VRiM88ADQt9yiujPgq162LGY/+WQE8R6PB5fLpVelb2hooKWlJSmp9FarlfT0dFJTU7FYLHqbuLa2Nr2XO0QuShUUFGC32wmFQnzzzTd6qnxpaemYDeIBZs/285e/bGXffTtoajJx2WWFPPtsZswso0AgoNccEGIwJJAXQgghxJiSYFYx55/fwJlnNnHkkW18//u+QQXmRiMsX16t39d7Xdi9xewaGxsJhUJRKcTD4XK59ECn99+7XSiEd8UKUFV6jzkqAIqC/cYbB25JsKdZuJDOZ57pE6wHPB7KVq2ipago6bvU2th1d3cDkboLBoOBUCjEjh07Bl2R3mg06m3ktIJzFRUVeqFGALvdTn5+PhD5HGjz+dva2qL6t483eXkBnn56G9/7XjOhkMKKFXn84heT6OrqO/I+EtNtxMQngbwQQgghxpQ5c2Dnd/6YYo2WDyUwLypqYdWqsqQXsxsOh8Mx7D7fEGkRFg6Hsdvt+vZSU1P1EfrdGdA7ioux1NT0CeI1iqpiqKiIVGoXu4RC2Nxu/QJHxfLllDzxBF+tWzciQXxBQYHeM725uZmWlpaoyu5D4fV6ycjIIDU1FY/HQ2pqqp4y3zN4dblc5OTkAFBZWdmnUN14Zber/OY35Vx3XRUGg8orr2Rw0UVTqa42EQpFUvDXrnXx9tthuY4lBk2K3QkhhBBiTPnoI2htjX1ff6PlWmC+YoWXmhqLvtzjCbBsWXXMwLyoqIV581qSWsxuOLQq1mlpaYRCoSEH9aFQCIPBgNlspqOjA5PJRDAYRFVV7HY7rTufYKfTOeJz6NPeeSexFROdU7EnWLMGrrkGpUfbBveTT1K9fHnMdPpkSElJwWQy6e+VHTt2DHubPp+P9PR0FEXRU+W3bt1Kd3c3ZWVlTJkyhfb2doLBICkpKdjtdjo6OvQ+8BOBosCFFzYwc2Yn119fwGefpXD66XthNqs0Ne0KxfLywqxY0cHpp6s4HA6ZMy8GJMXu4pBid0IIIcTu9/nnkRH5piY46CCor4ee03K93u64QbkmFGLMBOZD1bNgWXp6Oj6fb1hVt9PT02lubsZgMGCz2Whvb8dms9Hd3U04HMZmsyW16J4uFGKfefMw7Zy336933oFjjkn+MYw3Wu/F3lXXdwZ2yUyrz8/Pp6GhgY6ODnJzczGZTMMqZmc0GsnPz8dkMrFt2zZUVdUL5Wk6OzvZtm0b4XBYr4y/pygvN3PJJYVUVVmJVD/YFaxrFylXrSrjxBPbyc3NlWr2e6hE41AZkRdCCCHEmFBaCiecEAnijzgC1q+H9vZGXn3VN6ig3GhkxCrN7y5aEO/xeKivr0dVVX2kdLBSUlKi5shrxfCMRqMexGtzopPNUVycWBDvdkeu4Ozp+um9qKgqqqLgXbmSlnnzhj0ybzAYcLlcBINBOjo6aGxsHHahvLy8PNLS0vS/KyoqqK2tJSUlBYfDgd/vJxgM6tM89qQgHiA3N0AoZKB3EA+R1pqKorJypZd5876S1nRiQBLICyGEEGLU1dTA8cdDZSXsvz+89hp0dzdRU1PJ7NmQnZ2N1ZpKRcX4DtAHq2ZnlXebzUZKSgqNjY2D3oaWnp+Wlqan7msj9IqiRAX0XV1dSe23baqrS2zF884bsZTxcWXjRuiRTt+boqpYqqtxFBfjnz17SLvQLgiFw2EaGhr0izhdXV1D2l5PPfvWZ2Rk4Pf7aW5uZseOHRgMhj2+qFtxsYPaWnPc+1VVobraQnGxg9mz/VRXV+N0OiXNXsQkxe6EEEIIsVuFQpFe8c89F/nd0ADz58M330BhIbzxBhgMzXqrq6ysLLKzs/Ug1mAw7FFfbi0WC2azWT//zMzMIW0nFArpBfB6zpHXWl+ZTCZUVcVsjh9oDFbQ7U5sxVNPTdo+x7UE6wQkfIFkJy3ANhgMeDwe/bNTXV09pItDGqPRyJQpU8jIyACgvLw8KljPy8vDZDIRDof3+CAeoK4usTFUbb1AIEB9fT3Nzc20tbUl9SKbGP9kRF4IIYQQu83OGl5Rg44WC3R3g8cDb74Jqakt7NgRWSEjIwO328327dvp6OjAaDRSWFiI3+/Xi7RZrVa6u7sn7Jfc7u5uuru7URQFt9s95MCrvb0dg8GAyWSio6MDi8WiB/E9i95Zrdak9CIH8M+aRXdODuba2thV6xUF8vMlrV6TYO/FRC6QaPPPFUVh5syZbN68mXA4nJRe8BotlV7rttDV1UVZWRlut5tgMKhfHBqrtGyU3seoKMqIHLfbndjFjJ7raVk5ELnYJnPnhUZG5IUQQgixW2g1vHpnDkcye1WuuaaLnJwWfW5oeno6Ho8nKoifMmUKra2tVFdHWs1lZ2eTl5cXldI7UaWlpVFXV0cwGMRqtQ6pv3bP0XibzaYHW1qhO6fTSVtbG7Crp/hwON95B0NXV8wgXivexv33S1q9Zs6cyIWNONkmKhBMT8c/a1bM+3tmU2RlZUUeo6r65yXZbDYbELloUFBQAIDf79dbx5WWlo7pCvShUChmwN5fEK+d81DMmuXH4+nu0yKzt7VrXQQCsfvNl5WV6VNkxJ5t4v+vJ4QQQohR108NL92DDyqUlOxAVVVSUlLweDyUlpZGjcS3tLRQW1sLQE5ODikpKXqwYLfb8Xg8u+mMdr+WlhZUNdKaymq16qPpg6E9xuVy6SPwDoeD7u5ujEajPk/a6XQOe860c/16CpYuxRgn6FAzMuCFF2DhwmHtZ0IxGuGBB0BVifdRMTY344zT0q9nJkVdj/R7rdjhcGVlZVFYWEhKSgoQSaUPh8O0tbUNK0V/PBlOdwejEZYvj1xU6R3MR25Hfl54IZNLLy2kvj528nR1dfWYznQQu4cE8kIIIYQYcQPU8AJ2FXmCSBr4li1b6OzsxGAwMGXKFJqamqivrwfA6/VisVjYsSMS+KempuL1emloaAAiKbOpqakjfFa7n9VqJRwO60G42+0eUjaCFoxo1cMhMuLf1dWFwWDQA0KtAvmghUJ4V6wAVY09Gg9gt8vc+FhOPRV2jqb3pgDsrFzPbh7pTklJITc3l9TUVPLz8zEYDHR0dLB582ZKS0v3mEB+uIqKWli1qoycnOjpKx5PgPvuK+ORR7aTlhbi448dnH32dP73P3ufbcjceQEyR14IIYQQu0GCNbxiFoMKh8Ns27ZNv52bm4uqqpTvvDLgcrlwuVxs376dcDiM1WolNzeXysrKpBz7WKKNkhuNRjIzM/XWdIPtx60F7Kqq6hkQWkDvdDr1nvPaNo1GY2Ip0qEQjuJiHO+/j6XH3N7eFECpqIhc4dkTe8eHQpFzr6qKzIufM2fX9IKNG6GhIXZNAZJTuT5RRqMRt9tNdXU17e3ttLS06NXnHQ4Hra2te1wLuWQoKmph3rwWiosdMVtrrl69lWuumcy2bTYuvHAqN99cyemnN0dtQ+bOCwnkhRBCCDHiEqzhlVAxqJqaGj14yMrKwmq1smPHDiCSJp6ZmcmOHTsIh8OYzWZyc3OpqKgY03N1B8vlcump01qq/WBHRO12O36/H0VR9MriVqtVnyOvBfQQyQTQ2tjF41y/Hu+KFf0G8H0keoVnIolV8TE/P5JSf/zx8Oc/J7SZwVauH4q8vDxcLheBQICGhgb9c7a79bzoNFEYjTB7duzpMYWF3Tz77DZuuimfd95xcsst+Xz5pZ3rr68iVlMJbe48SN/5PYmk1gshhBBixM2ZA/11TVMUFa+3m1mzBp73rQXxaWlpGAwGfeQ9PT2dtLQ0ysrKCIfD+jz78vJyQqEQxglUUK1nKzqDwTCktOZY8+XtdrteAK+jo0O/P5EgvmDpUsyDCeIh8Ss8E0W8io8VFXDGGZCTA3/8Y0KbSri13zCEQiGam5tHvdVjrMryE11qapj779/Bj38c+Uw991wWl102lYaG+P+Oydz5PYsE8kIIIYQYcevWwa56W7GKPMGyZdWDKl7e2tqqj0pnZWVhMBj06txOpxOHw6EX40pJSSEnJ2fUA5JkcjqdtLe309raiqIoeDyeIV2s6FmxXquG3XO+vNb/O2617gHmw8ekKFBQsGe1neuv4qO2rLOT8LRpqC5X/Mr1ikK31xu3cv1QKYpCVlYW2dnZWCwWACorKykvL9drU4jdy2CAK66o48EHt+NwhPjPfxycc850Pv889mcxEAgMqQimGJ8kkBdCCCHEiNq4MTIIGQ7D3LkwaVL0/R5PgFWryigqahnyPhobG/VR6ezsbGBX1e6MjAysVitVVVX6fPD09PQh72usaGlpobOzE5PJhMfjoa6ujlAoNOiLFVpBQS11uWeLuvT0dD0wsNv7Ft0CcBQXY6mpGVwQD3te27mBKz4CsP3nP6fil7+M1C/v9Vpqt6uXLUvac5eWlqb3TW9oaKC+vp7uSE/ICcHpdI779pTz5rWyevU2Cgu7qK62cOGF0/j739NjrqtdeBMT3/h+VwshhBBiTPvkE/j+96GzM/L7jTfCbNhQyhNPlLByZRlPPFHCunVfDSuIh119n10uF62trbS0tOij1J2dnTQ1NQGRkXuj0Rg193skmUwjW47IaDSSkZFBdXU14XAYu91OTk7OoLeTnp4es7+8ll6fnp6uP2e9R+YHPVc7P3/PbDuXYD0AU309zcceS9mqVQR6vZYBj4eyVatoKSpK2mG1trZOyHRs7YJWS0tLVEE+o9GI0+kcrcMasmnTuli9eitz57bQ1WXgppvyWbnSS++4PRAISDX7PYQUuxNCCCHEiPj6a5g/H1paIhnUf/2rSk1NOZ2dfg4/3IDb7aa2trbf3vKDpaWGa9W2tVFq7XZDQwOBQABFUcjOzh7xNNSRHh0LhUJ65oHL5cJoNEZVs06UNgfe5XLpAbvL5aKhoUEfzdRG63ufkyXRAmi/+AUcd1x0hfY9SYL1ALS57y1FRbTMm4ejuBhTXR1BtzuSTr8nPneDpAXr2gW8nkKhkF4TYrxJSwvz0EM7eOSRHB5/PIc//zmbr7+2cffdZWRkRIp5SjX7PYeiyqWamFpaWnC5XPh8vnF51U4IIYQYTRUVcOSRsH07HHwwvPOOit9fSVNTE4qiMGXKFLq6uqjaOUqZkpJCR0fHiIwgWa1W0tLS9Hm+FouF9PR06uvrCYfDGAyGqH7qyaYoCmazeUTTlT0eD21tbfqFiezsbDo6OgZ1ocJgMJCWlobP58NutxMKheju7iYjI0MPiLKzs6mvr9/Vmi4UYub8+Zj7Sa1XASU/H0pL9+wgNBSCwsK46fWqohDwePhq3bo9+3nqh9Fo3CML38Wyfr2Tm26aREeHkby8bh54YAf77NMZc92CggIJ5seRRONQSa0XQgghxLCFQrBhAzz3HPztb5EuWtu3w4wZkUJ3XV21ejCYn59PKBTSg3i32012drb+5dxmsyWtKJ2iKCiKogfxTqcTm81GbW0t4XAYm81GZmamnlY+ElRVHdEgPiUlhcbGRvx+PwaDgby8PNrb2wedbZCenq5nNKSkpNDd3Y3RaNRH4FNTU/X7M3e2IEhkfrwCcNllEpwajZGshBhGYu77RDTRWtANR1FRC88+u42Cgi4qKy2cf/401q6NHaxLNfuJSQJ5IYQQQgzLmjWRgcZ582DxYjjtNPjyS8jICPPyy34Mhjo9/TsvLw+j0Uj5zlHJjIwMUlNT9R7IGRkZUUH9cOewq6qqV2XXRqm1kXetdVt9fT2qqpKamqoHqCNhpNrftbe3EwgEsFgs5OXlUVtbS3t7OwaDQS/8l4ie1eu19PqMjAz9IofdbicQCGAymfTg3pRoNfO99kr8hCayN96I/N5ZFV4zEnPfJxLtwl7Pue4C9tqri+ee28qRR7bS2Wlg2bIC7r3XE3PevFSzn3hkjrwQQgghhkxri913sEelqUnhzTcb9EJ26enp2Gw2SktLUVUVp9NJZmYmJSUlqKpKWloaLpeL7du3A5FA22g06hcBhksblTeZTKSnp9PQ0ICqqhgMBrKysmhpaaGtrQ0As9lMIBBIyn41oVAoqdvryWKxkJWVRUVFBaqqYrFYyM3N1bMeEtHe3o6iKJhMJkKhEBaLJSq41zIqMjIy9NfEVliY2Mb3tH7xsbz+euQDYzTChx+iNjZSWVxMd2amzH3vh9FolJH4frhcYR55ZDsPPeThj39089RTbrZssXP33WW4XLv+zZFq9hOPzJGPQ+bICyGEEP0bYMoviqLi8QRYt+6rPjGKzWYjPz+f0tJSgsEgdrud3NxcSktLCYfDeh94LRDtWTV9OJxOJ6FQSB+dSklJwWq16kGq0WgkKyuL5ubmEUuH1+eXJ5HWPgzQL4hUVlYSDoej7htIRkYGPp+PcDisFwsE9L/NZjMpKSn4fD4cDgfhQICCuXMx19aixNqHokSq1JeU7NmBalcXfOtbkQqQ114L990HwDfffKNfLBFiuNatc3LLLfl0dBjIz+/mgQe2M3NmF6EQVFZOp7nZTm7unltvcryQOfJCCCGEGFEDtcVWVYXqagvFxY4+93V2dvLNN98QDAYxm83k5uayY8cOwuEwKSkpuFwuPYjPzs7WR7MNBkPcfuaJaGlpwe/3oygKmZmZBINBPYh3Op2kpaVRW1tLd3f3iPSettlsfdq3JYMWqLvdbqxWK+Xl5fpz6fF4Et5OR0eHXjtAy07IyMigsbFR/1ubJ5+WlkZHdzfVy5fHSsnYc/vFx7JqVSSI93rhttuASNs3LYgfqWkXY11WVhYej4dJkybt9l7vWVlZMdtDejweCgoKYt6XkpIS976x0Kv+xBNbeOaZrUya1E15uYUf/GA699zjYf78mSxYYGfx4sgUqMLCSHKIGN8ktV4IIYQQQ5Jo1nZdXf9fNwKBANu2bQMiKe1ut5sdO1uauVwuwuEwra2tKIqC1+ulurp6WMdtNBpJTU3Vg1Oj0agXetPST7VWbto6yTKSo68Oh4OOjg49AM/KysLhcOj1BxLRM5W+trYWRVEwGo16qn1XV5e+L63WgHnRIpS77ur7hsjPjwTxe1q/eIikq2zcGHlODAb41a8iy+++G3a+p3teqPJ4PNTU1OjTP/YUDQ0NwK5q9MmWlZUV9bnW5Ofnk56ejtfrxe/36xf0/H4/3d3duN1unE6nfl84HKayspL29nYmTZrE3nvvrd9nMBj0C2daTYnRTGPfe+8u/vKXrVx/fQHvv5/K00+7ifSO2KWiIjIl6oUX9syP50QhgbwQQgghhiTRac9ud+JfagOBgD5H3mazYbVaqa2tBcDr9erV5lNSUlBVlY6OjkEfdygU0keVtVR7LaAwm82kp6fT1NS0q6Bbj+JuyeBwOEhLS6O1tTWpBai0bSmKQl5eHt3d3foFkcGeg/b89B6N13pUO51OqqqqUBQF94YNkYA1IwOefRaam9mj83fXrIFrrumbrrLvvnDeeUAkgO3u7sZkMuF2u/XuChOVNmUlEAjE7e2eTIqikJ+fj8vligrWe0430dZLTU0FIp/9kpISmpqaSEtLIxwOYzKZcLlcKIpCa2srra2t1NXVkZ6eTjAYxGQy4XA4yMnJobq6mpaWFvLy8vR/lxwOB83NzfrnaXdJTw/x8MOlzJ27L+3tRujVV0JVIwkz114Lp566Z35MJwIJ5IUQQggxJHPmwKRJkdGdWLQ58rNmDS1Y7ezs1EeIc3Jy9ODaarVit9tpaGhAURTsdjvt7e2D3r7D4aC1tRVVVVEUhfT0dLq6uvR54RaLJSqQTRa/3z9iFaRNJhMFBQXU1tbq+8jKyiItLY3S0tKEt9PV1YXRaNTn81utVv21SEtL00fjM1wuTHfdFXnQT38KJ52U1PMZd+JXf4TNm+GllwicfLL+HvN4PBiNRrq7u/XR+IKCAoxGI/X19Xp2xXgXCoX0C3IjQXvO2tvb9f1oc4t7BuudnZ3U19frhS61QFxRFFJSUvQLXtoFMIh8pnJzc3G73bS2ttLc3BxVr8NkMuH1evXH9syAaW5uxuPx0NbWRigUGlS9iuH6738dO4P42FQVysoiiSPHHLNbDkkkmQTyQgghhBiSv/0N4mWKK0rky+qyZdVJGe3x+Xx0dXXpI2Tal/WeBdkGSwt07XY7NptNHynU5s8HAgF9BDrZjEYjLpcLm81GZWVl0rabnp5OWVkZwWBQH5lXVVXPchiMzMxMPVMhIyNDn9KQlpZGZWVlZDT+gw/gf/+DtDS46qqknce4FApFRuLjBGoqoF59NeUHHkg4HMZut5Oeng5ATU0NqqqSkpKC0+lEVVV9GsNIFEccj7Q6Aj1H781mM16vF5cr0j/d4XDQ0NBAKBSivb0dh8MRcxvt7e36xT8tUIfYld214DwrKyvmcQWDQb2dZqz7KioqyMrK0i8e9JTsbJ+eBprSpBlEYwsxxkggL4QQQohB62/gEcDlCnLrrVV667nh0oKa7OxsPaDMysqisbERVVVxOBx0dnYOOkVXURQCgYCeCpuamorVatW3C5HgWFXVpKbHhkIhWltbkz7ar43qWiwW8vPzaWxs1EcP09LSMJvNCe8zFArphe+05yctLU1/HtJdLszaaPyPfxxJrd+TDVD9UVFVlIqKyHqzZ+N0OlEUhfb2dv05zc3NRVEU6uvrCQQCmEwm9tprL9rb2ykvL9/to7pjSV5eHk6nk/r6empqajAYDMycOTNqSoI2+u7z+WhoaNCfQ62mQ6wLc1qgPlCxOu2i1lDE67gxknPpE53SJJ0hxy8J5IUQQggxKAMMPAIqVqvKvHnJCeJ70oJ4h8NBW1sbwWAQi8VCOBweUpCjqqo+19XlckX1krfb7Xr/9JFoRaf1qU/2qJzT6cTtdlNRUaGnw3s8HlJTUwdV+E7LUMjMzNSzBpxOJxU751Lk/O9/8OGHYLNF0ur3dAkObZp2ZpDU1NQQDAZpbW0FIheM7HY7wWCwT+p9V1cXoVBID+zb2tr01zI/Px+TyURlZSXd3d1kZGTgcrmoq6vD7/fr7+PW1tYhTUHZ3XpnIPQedc/KyqKmpoZwOKx3vehJqyjf0tKiTwExmUwDZjWMZNbDQBcYR+LizKxZfjyebmprzahq7PoLWVmRKVJifBr9PglCCCGEGFcGajsHCjU1sdvOJYvf79dH6S0WCx0dHVFzYQfLbDbrI3hms5mcnBwgEmxpRcm8Xu+wWt/F4nK5yM7OTtr2FEXB6XRSUlJCZ2cnRqORwsJCzGYz27Zto7u7O+GiaqqqYrfb9SkIUaPx6em7RuMvuwwG0eJuwkpwaDPodut/a0XvIJL23dzcrBdks9lspKenEwqF9MA+JydHnwsOkYtNWoCrvbYOh4Pu7m79devq6qKmpiapQbzRaCQnJyfpBfrMZjP77LMPXq9X38/MmTP1c4RIoG+1WgGoq6ujra1ND4K1kfjetMrzY9VIZFgYjbB8efXOC66xt9/QEJkiJcYnGZEXQgghxKAkq+1csmgj6Fq1eYgE94MZRdcuBGRkZBAMBvU5+IqikJWVhaIoesX8ZPL5fElN2VdVVZ+vm5KSwqRJk6ivr9efF4fDQWZmZsIj8xkZGbFH47/5BjZsALMZrr8+acc/rs2ZE2m5V1ERf568wYAxRtV26Ju6bbVa8fl8tLa26u3/tAtO2rpOpxOfzxdVJ6L3fO2RCGBHqnid1+vFYDCQnp5OdXU1oVBIL0ap8fl8+me7sbGRxsZGfZ57lUz4jjJvXgsuVxCfL/a/xVK5fnyTEXkhhBBCDMpItJ1LBi1YdblcQ0qFd7lcNDU16em4LpeLnJwcmpubqaur06u39y6gNVw2mw1Pkke0s7OzmTRpEmVlZfrz4na7KSgoiNn+KxZFUfSLJE6nU39e0tPTsdxzT2SlCy6AgoKkHvu4ZTTCAw/0v044TMF11+Fcv37Azfl8PsrLy/ULPVprxp7Bak1NDeXl5Xp2ynidO691W9BG3k0mkz5nXaver9WpKCsr63Oe2jz30ezfPhYVFzvw+cz0bj+n6Vm5Xow/EsgLIYQQYlC0gcf4VLze7iG3nRuO1NRUPeBMS0sb1GObm5v1wnkej4eOjg59HrPZbCY3Nxen05n0ecYGgyGp7egMBgN2u52tW7fq6fVTpkwhLS2NrVu3JtzSTFXVqIsa2lzunMpKeO01MBhg+fKkHfeEsHAh/N//xR3e1MIp78qVkWITgzBeg/RYCgoKKCws1G9PnTo1Kn3e5/Pp51tbW0tpaSlbtmzRM0JEYqRy/cQmgbwQQgghBsVohHPP1W71Di4it086yTcqqZrayF1KSsqQenC73W5CoZA+N95oNOLxeMjIyKC2tpa6urqkB1Tt7e1J7RceDocpKysjHA6TkpLC9OnT6e7upqSkpE8NgERo6dsQCej10fizz4YZM5J23BNGdna/Qbqiqliqq3EUF+/GgxobzGazPvKempqqF6rrOZLe36j7WJ7nPhZJ5fqJTQJ5IYQQQgxKKATPPafd6p2yGbn9j3+4BjvgmFQdHR16sbbBqKuro7OzE4PBgNvtJisri/r6emprawmFQlitVvLz84dcVC+ejIwMpk2bNmALrMHIzs5m8uTJVFdXU1VVhaqqOJ1OZsyYMaiLET3T6nMaG+GFFyJ33HRT0o51Qhlk9fqJrKCgQJ+KkpGR0adwnVZh3ufz0dbWRjgclnnuSaRVro9X7A4iM2Okcv34JMXuhBBCCDEoiVStr66OVK2fPXv3p9dDJA3ZaDQOaa58RkaGXlRMaxtlsVhwu92Ew2Fqamr01nHJoo3KJ2vE0el04nK52Lp1K4FAAEVR8Hq9ehGxROfJA3rfeafTifWWWyITa089FQ44ICnHOuEMoXr9RNOzZZzf78fv92MymfoUrdPaI2pF64xG44Ct2kTijEZYsMDHk09mEwnme154jdw+5xwpdDdeSSAvhBBCiEEZa1Xr4+kZhA8moG9padEfazabyc7ORlVVfb48RNpiaW3vkkErVpYsbW1ttLa2oqqqns5sNBr1tnQQaV2WyPFrNQE8HR3w5z9HFspofHxaEYk4V7tURSHg8eCfNWs3H9jIMZlM+mejoKAAp9OpB+1alknPi1Ra+nxvEz2I390XKkIhWLtWy4CIlT2lsnq1yq9/rWAyJbeVoBh5klovhBBCiEEZq1Xr4xnsnPZQKKSPKGZmZlJbW0t1dTXBYFBvczVlypSkpsFDpEd4QZIqwIfDYVRVJS0tjRkzZtDd3R1V/K6wsHBQ8+TT0tKwPvBAJDIoKoLDDkvKcU5IRiP87Gcx71J3BrfVy5ZNqGHQ3B7/KDgcjqiRd+1z0tHRMebT540DvCZZWVnDuj8zM3PQxzQcxcUOamosxKtaDwoVFQZWry5LahtMsXvIiLwQQgghBmXOHMjLg53txftQFBWPJzAqVetjCQQCmEwmvSf1QBRFweVyUVdX12dk3mKx0NDQMCKBiN/vp76+Pmnbc7lc5OXlUVVVRXNzMxAJsvLz8wmHw+zYsSPhbaW1tcETT0Ru/PznSTvGCeuttyK/7XbokfUQ8HioXraMlqKiUTqw5NIueDmdzpj3+3w+/T3d3t5OaWnpqKbPD7TvvLw8Ojs7qetVv6DnVIGUlBTKy8uj/i3pfX9FRUVUBkLP56mpqWm3tclLNCuqulrRMyR61jAQY5sE8kIIIYQYFKMRpk7VAvnoeZeKEvlyu2xZ9ZgacDQajQl/eVZVVQ8+LBYL2dnZGAwGGhoaolLRXS5XVIu24UpmCzqAlJQUtm3bpqft5+Tk4Ha7aW5upqqqinA4jKIoCV3csDz8MHR1wXe/C0cfndTjnHDefRdefTXyQfnoI9SaGiqLi+nOzIyk04+lD8YQKYrClClT9NH3WO+hsZg+n5eXB9DnuMxmM06nk6qqqqh/JwwGA1lZWeTk5KAoCj6fTy8c2XMdj8eDy+XS7+8ZxPe8HyLZC7Gel57rJ6tWRqJZUdp61dXVUdMixNgmgbwQQgghBhQKRYrcVVXBN9/Ae+9F2ohnZ0Nt7a71PJ4Ay5ZVU1SUnOA2Wbq6ugb1BdloNJKbm0soFKK+vl6fY68oChkZGWRlZel95pMlLS2NjIwMysvLk/JFvrq6GlVVMZlM5OfnY7fbqaioiBqdz8zM7DeoADA2N2N/+unIjZ//HORLfnyqCjfcEPn7sstgv/1Q9tsPywEH0JTE98poMJvNZGZmUlNTg9FojOrc0DOw9fv9pKWljUr6vNlsxuPxUN6rPkHvEXHNpEmTMJvNBIPBPo+ByBSVuro6bDYb0PcCgLZOeXk5HR0dNDQ0xL1fy/SB2MG60WiMe6FhqLSq9bW1ZlQ19ufWZgvzrW9F6mAEAgH8fn/Su3KIkSGBvBBCCCH6tWYNXHNN39pd3/9+gHvuKeOf/1RoarKRkdHJrFn+3TbgmOhossZiseiF3gZit9v1efEQ+ZKdmZlJeno6LS0tlJSUJD091mAw0NnZmbTRMFVVSU1NJT8/n2AwyNatW/ULEtrofCLF7rKefRZjRwed++2H9cQT4862FUQ+LB98ACkpcOut+uK2tjZg8O/ZsSAvLw+LxYLD4dCzRnrOJddGoTVlZWWjlj7v9Xqjnt+ex97S0sKWLVuiPrc1NTXk5uZSXV3d73Z7j8LHEiuI70m7sBbrggFEZyrEC/QzMzP7pP33x2iE5curWbq0AEVRewXzkfPp7DTws58VcO+9ZdhsuzKMetc6EGOPBPJCCCGEiGvNGli0KDLQGE3llVdMzJtnoqiohYwMC01NkS/5aWlptLa2jvixDTYgSjSIh12Bl9lsJisrC4fDQVNTE998842+X5PJRGZmJt3d3foo93Aku9iUoigUFBTQ3NwcNTpfUFBASkoKDQ0N8TMKQiEcxcWYy8rI2jkaX3vppWS2t8toXTyBwK5q/j/7GXi9AHr7NYAZM2YQCARoaWnR2/qNNVo9iKqqKgwGAxkZGXpApwWbWgG70Uifj3WRIF5qfG1tLbm5ubS0tMQ8zmAwmNDodzIu2gUCASrjFRbZqbKyMu5zFwqFsNlsUR0CYjEajXqxS4CiohZWrSpjxQrvzsJ3EV5vgFNOaeZPf8rm3XedXHFFIQ8/vJ1QqJHXX++isdHH3nu7OOmk1IkwG2RCkkBeCCGEEDGFQpGR+NjxsoKiqKxc6WXevBY9XdVms+lBsNPp1FugjZTBjnAO9CW4p9zcXKxWKw0NDVEjdjabjaysLNLS0mhpaRlUT/aB2O120tPTqampGXZ6vaqqbN++XW8fl5aWxqRJkwDYsWOHfrElLS0Nk8mkn4dz/Xq8K1Zg6RHkqzu/ye+uIl3j0h//CF99BW43XH+9vrh259yTjIwMrFYrVquVQCAwWkcZV0ZGBi6XK2rk3Ww260G8qqp6BoeqqqNWfd7r9VJRUQHs+ozGS43XAvVkd5gYqoE+0wNdAKmursbr9cYd1QdijtoXFbUwb14LxcUO6upMuN1BPXvqu99t48orp/DRRw7OPHM6nZ0G6urM+mPz8sI89JCBhQsTOEGxW43ou7qxsZHzzjsPp9NJeno6l156qf6fezydnZ1ceeWVZGVlkZqayhlnnBF1tfjTTz/l3HPPpaCgALvdzr777ssDDzwQtY0NGzagKEqfn4HSZoQQQgixy8aNcVthA6CqCtXVFoqLHfqyzs5OfeTX7/ejqip2u33EUjQHe5FgMIFoQ0MDpaWlUQFvYWEhBQUFdHZ28tVXX1FZWZnUoCwzMxO73Y7ZbB545QS0t7ejKAper5fJkyfT2dnJN998Q2trK4qikJuby+TJk3E4Iq+hc/16CpYuxdx7pD4UouC667C+9lpSjmvCaWuD226L/H3LLZCWBuwajVcUBbfbDUTes1qg5fF4KCwsJD8/P2mv+WCYzWY9yM3IyCA1NRVFUfT3tMkUGfPz+Xxs2bJFLwLZ2dnZJ009mbT3Y+9jLSgoiDq2zMxMHA7HgN/xk1U8brRpHTjitbnLysrCarXGvM9ohNmz/SxY4GP27F1ToA45pJ0//rGElJQQZWXWPpXuq6oUFi1SWbMmqacikmBER+TPO+88qqqqePPNNwkEAlx88cUsWbKE1atXx33MT3/6U1577TWef/55XC4XV111FQsXLuS9994D4D//+Q85OTn8+c9/pqCggH/9618sWbIEo9HIVVddFbWtLVu2RLXDGEy/VCGEEGJPl+hgW6wWR9oXfIPBQHd3N6qqYrPZBpXePtq6u7v14naZmZkEAgEaGhqipg1oqffBYDApreN6V7weLoPBQGFhIXa7ndraWj2AtFqtegE8n88XGeEMhfCuWAGq2mcevEJkRq3txhvhnHMmROX1pLrvPqipgenTYckSfXHP0XiLJZLW3NraSnd3NwaDgczMTIxGI93d3XqAOmnSJP3CV38jr/2JlamipaRrBeFMJhM2m43NmzcD6AGgqqp6FgdAc3NzzOMYqfR5s9msH3tGRgYOh0PPpOmZOh8MBtmyZQsZGRkjniliNBr1LITR1t+0jIaGBv2C0WDss08ndnuY9nYDvXvOq2ok++raa+HUU+WjP5aMWCD/5Zdfsm7dOjZt2sShhx4KwEMPPcSCBQu455579KqMPfl8Pv74x//P3pnHuXGX9/8zM9LqHl2rlXa9cjZOYidAaTEECK1LnLgEaEuoE8pVKA0k/GggJA7ESU8oLdhATcJ9hoZyE9zmBwFKzFFCm/ILuKUlgXXqeO29tId2Ja2kXR2j+f0x+x2PpDm+2tUeXj/v1ysvbzSj0UirlebzfT7P5/kMvvjFL+Kqq64CAHz2s5/FZZddhv/4j//Ac5/7XNxwww1N99mxYwceeeQRHD16tE3I9/X1IRKJrM0TJAiCIIgtTn8/3352I47Yha/b7dbHoPX09Oiha92imyObGOFwGH19fSgWizhz5kzTOQeDQb13vlQqdaVHHoA+Ei4UCqFYLK76OYmiCEmScOrUKV2cRaNR9C//csfHx3VLffi//7vJTt+KoKrA6Khm1bjyylWd15Ziehp473u1n//u74BlwV4sFvVqfG9vL4DmajwT8cDZoLRgMIhoNLp8WG0RwO/3o6+vD/V6vW0EInBWtMuyDFmW4XK5MDc3h0KhgHA4rLdOLCwsIJvNIhQK6dfH7D3hcrkgSZIeXMeEsbG/f72IRCL6axSPx+H1epHP5y2t852Ev60URVGaAv42EqfPmvn5+Y7DBo8fDyCbtXaEqKqA0VHgu99dxBVXVOByuSgMbxOwZtb6Rx55BJFIRBfxALBv3z6Iooif/OQnpvf52c9+hlqthn379um3XXrppdi+fTseeeQRy8fK5/OIxWJtt//Gb/wG+vv78Tu/8zt6Rd+KSqWCQqHQ9B9BEARBnM88+9mAhUsTgDYzPpWqYvdu5wv9Wq0GVVXhdrt1QdzNC+O1qJQ1Gg2cPHkSk5OTTRXUSy65BNu2bcPi4iKeeOIJnD59uqtOg+3bt2P79u36qKrVwNLqy+UyRFFEOp3Gtm3bUK1WcfLkSV3E9/b2YpD397EBfdGbmne9S7PWP+tZwMteBkAT7GbV+HK5jMXFxSZx32g09N8Ds0yrqqrfFovFEAwGEQ6HdYHd19eHwcFBDA0N6WKKTVUIBAJNizaRSATBYFB/j/p8Pv3U2eKax+PRg+s2KgdBkiSIotgkzEdGRtpS8deKWCymtxKYsREp/K3wLFjW63XT1gQ7zFxVZvzP/8xibGwMIyMjGB4e7npAJ9EZa1aRz2QybVZ21sti1ceSyWTQ09PTVkVPJpOW9/n3f/93fOUrX8GDhp6t/v5+fPzjH8eznvUsVCoVfPrTn8aVV16Jn/zkJ9i9e7fpcd7znvfgne98ZwfPkCAIgiC2LooCvO51gHadzyy6Z6svgqDddvBgpiOrpbG/tV6vd3UcV7cr/cxC7/F4EIvFEA6HsbS0hKmpqaYFf0mSEA6HkcvlurKgMD09jUwmo4us1dJoNODz+ZBOp+F2u/XwPuOM+WAwaL9qY4TXqnE+cPIk8PGPaz+/973Acr95qVTS8wmMVmcmUiORiC4a2fump6dHnwhQKpVQq9UgiqLeJrq4uKjf1tvbC1EUUS6X0Wg0IIoi/H4/AK0lhP1tsduMQXVMyKuqqr/HRVF0TFTvJkyQer1e9Pb2olKpmFbWeVPlneCpUM/NzWFwcBATExObwkJvBu952RUkg8FgW2aZnavKaj/j76Ybi45E53Rckb/zzjtNg+SM/7Fem7XmF7/4Ba699lr89V//NV7wghfot+/atQtvfOMb8cxnPhPPe97zcO+99+J5z3sePvCBD1ge66677kI+n9f/68aHBkEQBEGci6gq8KY3AV/7GuB2A3fcUUEy2RzolkzWcOTIKPbt69zBJggC6vU6RFHsmohnfcbd5oILLsDQ0BBUVcWTTz6JkZER/SLZ5/Nh27Zt2LVrF5LJJLxeb1cec3FxsWsiHtCmB+zYsQOiKOLMmTP6TOxQKISLL75YE4/f/CbwxjfaH0gQgHQa2LOna+d2zvPnfw7U68ALXwjs3QugvRrPQuyWlpZ0AWW02jNbfSwW06vrrBofiUSaRr0BWugiu40J8WAwqN/GrPB+v1+/rVKp6G0brPo+PDysv5cXFhbWteLMziscDiMcDnd18oMZqqpaBsQZ6XZGxWaktTUDAHbvLiGZrOoLtGa43Q0MDbU7j9iiILH+dFyRv/322/G6173Odp8dO3YglUrpH2KMer2Oubk5pJbnaraSSqX0WazGqvzU1FTbfR5//HFcffXVuOmmm/AXf/EXjuf97Gc/Gz/+8Y8tt7NxIARBEARxvvNnfwZ86lNacfEzn1nEM55xEq96FfCLX0QxPt5oGl20ElRVhSAI+gVzp/2cZrD7B4NBPS2/G8zOzqJcLuvHE0URkUgEsVgMHo8HpVIJ4+PjKBQKXb2Y7e3thc/n60phYXBwEKVSCWNjY3qlNpVKacJxaQm49VbgIx/Rdh4aAk6f1n42Ph/WC3v33ZR2xXj0UeArX9Fem8OH9ZudqvGyLOvXnOVyGZVKRQ9VBLT3MhPY7DZVVXUhb7xGNk5UMD4+cDb5XVVVva+6p6fHst+829i5bZh9P5vNotFodMXOn0gkMDc3Z/pZ0mg09AUTOzaDfZ7RTbeSEUVR2iz6kgTceWcGBw6kIQgqVNXY+66dQ60m4tWvvgh3330GT3nKWUFfq9VQKpV0NwmxfnQs5BOJBFca4hVXXIFcLoef/exneOYznwkA+P73v49Go4HnPOc5pvd55jOfCbfbje9973u47rrrAGjJ82fOnMEVV1yh7/fYY4/hqquuwh//8R/j7/7u77jO+7/+67/0YBeCIAiCIMx5//uBQ4e0n++5p4Ldu5+EqgLhcBC7dxfw67+uoKenB7Xa6i4yjcJYUZSuXLQaZ9h3CyaKvF6vbq9nPc3z8/NNo+e016XWlYtvj8djWjlbCePj47oINKbV43/+B3jlK4HHHtN2PHAAePe7gQcfBN761ubZg4ODmog/34dJK4oW9jcxAbzvfdptr3kN8PSnA7CuxlerVf13YLyOZuIyEonomRG5XA6qqsLj8eguj3K5jHq9DkmSdIFeq9X0vncm5FVVbRLyreF1lUplXUQ8cFaIJpNJ1Go106T1bobVbZaCnMvlgqqqq14UWMsqdyQSaft97NtXwJEjozh0KIWpqR799lSqhj/+41l8+ctxnD7twWtfuwPveMc4fu/3zvbHb1SuwvnOmvXIX3bZZXjhC1+IG2+8ER//+MdRq9Xw5je/Ga94xSv0xPrx8XFcffXV+NznPodnP/vZCIfDeP3rX48DBw4gFotBlmW85S1vwRVXXIHnPve5ADQ7/VVXXYVrrrkGBw4c0HvnJUnSPxjvvvtuXHjhhXjqU5+KpaUlfPrTn8b3v/99fPe7312rp0sQBEEQ5xxMk0xOam3P//u/wNvfrm1717tquOqqk2g0VPj9fiwtLUFRFHg8HtTrdaiq2pWedNbf2w07KxM1fr+/aXzWaggEAkgmk/B4PCgWixgdHW1aLBBFEeFwGNFoFD6fD1NTU10ZQzcxMdG1C3kmIFlavSgIwIc/DLztbVoIQjIJ3HcfcM012h3279fmTBnfHHv2UCX+6NH2BQ4A6hVXoFQsol6vo1armVbjmWAPBAJ6j3q1WtUr70bbN7OZR6NR3WpvZ6v3+/26eJyfn9dFVbVa1cYKrjNutxuxWAxTU1N6QOQTTzyx5o/brQUKp88jJwdRIpGAy+WyddOs9jFWC3sPtbJvXwF79xZw/HgAMzOuJvfVS16Sw113DeJHP5Jx111p/PKXPtx2WwYuF2xDAom1Y01f9S984Qt485vfjKuvvhqiKOK6667DBz/4QX17rVbD8PBw05ftBz7wAX3fSqWCa665Bh/96Ef17ffffz9mZmbw+c9/Hp///Of12y+44AKMjIwA0D64br/9doyPj8Pv9+PpT386jh07hr3LvUsEQRAEcb5jrklUAAJuu62O668/iXpdC0mr1+uo1+vo6elBo9HQZ1EzwbAaQW+02K+2Ki+KIoLBYFcnz4TDYeTzeeRyuaYLa7/fj2g0inA4DEEQUC6XMTEx0bUxdKz9oBtiXhAEDA4OaoFU09PADTdoVXcA+N3fBe69F2gJKIYk0Yg5I0ePAtdf39xugGXT8Z/+KeaWllAwTF1is8+LxSKq1aou5FlvPHBWsAcCAb3yvri4iKWlJQiCoFvojbb6cDisV91ZRTUYDLZV3gGsq4jv7e2F1+vVFxSM57a4uLjqiq3L5UIqlVpzN4Hb7UYymbR9nP7+flQqFb0toJVcLocLL7wQiUTCch+nzym3272mQt5usVGSgMsvb59EIssNfOhDZ/DhD/fhU5/qw+c+14vhYS/uvnsSXm8AP/whrfutN4JK6QSmsNmb+XxeTwslCIIgiK2AhSZZRsWRI6P4nd8pwO12QxAEVKtVuFwuiKKIarUKt9utC3qjiF9pFckoWFcjXo1VLpaK301cLhcikQii0Sg8Hg8qlQpyuRxyuVyTxb5bDA0NoVQqrdp67HK5sGvXLgjf/S7wx38MTE1pCfXvfz9w881n+9+JsxjtKn192ggHC3GnCgJqySROfOc7TerFrOo6ODgIl8uFWq2mB6ul02nIsoxSqYTZ2VkUi0WEQiFs374dpVIJxWIRs7OzEEURAwMDyGQyTe/tbjlaVoogCLj00ktRLBbbFhMkSUIkEuHqT7dDFEXE4/E1nxm/bds2uN1uFAoFyykUrZ9zkiTpo/9Onjxp6jJi+7hcLn2UntnvzXib0+91I3/vDz0k48//fBsWFyX09jYgisD09Nkq/+AgcM891ImzUnh1KAl5C0jIEwRBEFsRRdHyzKwKToKgIpms4TvfOdFUUWEXr6IoQhAEvSrPBCz7eTVCvBsVaLfbDVmWMT8/37WL3GAwiFgshlAohEajoVfojY5CNiYsEongzJkzXXnsRCKBcrms9zxzoSgIHD8O18wM6okESrt3Q1AUXHLvvehhgXZPfSrwpS8Bv/Zrqz7HLYmFhd6JU/fei9Lll3f8cPF4HPl8vk2cA83jxtYq/GwluN1u+Hw+FAoFBINBRKPRVQcz2oXVdQtWcW9dDGGYCfBIJIJQKIRsNqu3M5iRTqexuLhoW+1Op9OYn5+3zfKIRCJczp61WKzshCee8ODGG4eQzbrB3FwMLf1ewP33k5hfCbw6lBoaCIIgCOI84uGH7fWJqgrIZHpw/HigyV7JLq6NSfPdFPHaY6urqjL5/X4oirLq6l8rrH95bGysLZ0+GAwiEolAlmU9uM/n83Umvi3otPooHzuG1KFD6Jma0m+rxeNoeDzoYTPC3/xmbd75cp820YK9XcUW1wqrxWbvV7O/gY0W8fF4HD6fT7fPM+t+KBTSq8wrxeVy6UJ+LWHtCoODg3ogHWuBmJ2dbXvd2eeJ3+93DJ9kYx1Xu0+pVEIgEHD8DGETKDbifSHLMn7t1xRo603NIh7QvkcEQcWttwq49lqy2a8VJOQJgiAI4jyC93p7Zsb+EoEJe2NV3phEvxIxbuyXXwmsQs5suAsLC3oA3moYHR1tOi+Px4NIJIJIJKK3GRSLReRyOSwsLHT1wlqWZRSLRcfXRT52DOkDB9oEqCubhQBADQYhfOlLwO/9XtfObcuhKFolfoW/vzrHVKdzFUEQ0NfXh2KxqI8xZExPT6+6it5oNDAzM7Pq4zhV3I2LYy6XC/39/QgEAo699xMTE47nxlMd59mnVqs5PhZzSG3U4k65XMZPfuLDzIzbch9VFTA6qi0eU9zG2kBCniAIgiDOI3gnsSYSfJZNJuJZZYiJ+JVUilZbkQfOJn3Pzs527SK30WhAkiQ9nZ4Fk5VKJUxNTaFQKDSdc7fG0G3fvh2yLGNqasq+Oq8oSB06BKgqWrvdBSwHssky8KIXrep8tjxOdhULWI98affuNTipjcPtdsPr9WJhYQGhUEif2tAKr/iOxWLI5/OWc9670f8uyzJcLhd27typj+yrVCqmx67X6xgdHUUikXAU2Os9X97pM1BRFN16vRHU63VMTZkn37eySrMGYQMJeYIgCII4j9izB4jFACsHK+uR3727M2v4akW89tirq8iHQiHk83n9GH6/H6Iornq2fCKRQCKRgCAIWFxcRCaTaetpZkF44XAYXq8X09PTqxYmiqIgl8s5pvAHjh9vstO3IgDa3HMqjdmzAsWhLgcFZg4e3BL+4Wg0qifuq6qqV6q7YZ+XZbkrwjORSDSN2TOSzWaRzWb1ans4HMbw8LDt8dbazr9W2PXrA2ufqcC72Mu7eEx0Dgl5giAIgjiPOHECOKtrzQKKgIMHMyvSJKsR8cDqK/Lswtbr9SIWi6FcLndlHJwoipiZmUE+n28asydJkh5w5/f79edeKpW6Mseed3wYd282lcbsWYHiqCWTyBw82DR67lzDGJqWTCZRKpXa7POZTGbVVelisbjqY0iShEQigb6+PpRKJRQKBVMhvhbVdqfPJrb4YXc8nn14p384fU6qqqpP17BiNZ/Xu3eXkExWMT3thqqaTb5QkUyq2LOHr3JPdA4JeYIgCII4TyiXgT/8Q6BaBZ72tAZmZhRMTZ3tcUwmazh4MIN9+1Y+h321c+BXM1OeXeQvLS1hgoW7dYEpQ7VbEATIsoxwOIxgMAhRFHXxXigULK3DK4VV+ufn5y2Py92bTaUxe/bs0eZm2Y2Z6+vD+N/+LVxzc/pUgHOtEi8IArZv394W9BYMBlEqlVZln7fDLs2dF0VRcOLECfT390OWZcfedt5qu5NI550vD8A2vZ93H6sefwav2E8kEpienm5agDSy0s9rSZIgCA3ceWcGBw6kIQhqi5jXFoklCZifB37xC5oxvxaQkCcIgiCI84RbbtEuqFIpFffeO4aengL+8z+DmJ6WkEjUsXt3aUMvsIzzl1dygel2u5HJZPT/DwaD8Hq9XREQLJ0+FApBkiRb8S5JEoLBYFdsxIODgwgGgxAE4axVv2XE3OJFF6HhckG0uvAXBE2g7tmz6vPZ0kiSluj/qle1bdIt9HfeidJzn7veZ7Zq3G433G43yuWy/j4G0JQ+H4lEVm2f7wZ21nlgbartTjPqU6kUwuEwBEHA5ORk2+P6/X6Ew2H9/832AbSFuUAgYLtPrVZDf3+/rdhnIzadcLlcazJrnr2u+/YVcOTIKA4dSmFqqkffnkjUUa+LmJiQMDgIGE0BNGO+e5CQJwiCIIgtiqJobdETEyr+8z9r+MxneiAIKo4cmYbPp1Xdf/M3a6hUissVno0939UG3bGE+lAohGg0inK53JVRdOl0GuFwGKqqolwuI5/Po1AoNF2EM5u9LMt6ZbNJyJvMd+dZNanVaigUCnrbgNmIuYbbDbFeB1v6aDK5LgtQ3H03lcF4mJ7W/pUkGP8g6skkJs8xCz17P7pcLni9Xr1XPBqN6gtRpVJJHx0piuKGziUHzrpqEokEfvWrX9l+HnSz2t7X1wev12sqrqPRqC7Sw+EwZFlGqVRCvV6HoiiYnJxEuVxGoVDQHTqt4+1yuRxyuRzGxsZw0UUXQZIkpFIp1Go1uFwuuN1uVCoVTE5OYmpqChdeeCESiQSy2WzTuTOnUrFYdKzKMxv/Wv9O9+0rYO/eAo4fD2BmxqUvCn/5y304dCiBSqXZdj8+rk14pBnzq4eEPEEQBEFsQY4e1SZpaU5QAYBWLXnBC/L4tV87W3li/ZPsYtHYL7vesHT4lVbkvV4v+vr6sLCwgNHR0a4FPeXzeb363ireQ6GQbrMXlkVzo9FoCqgzE9/VZBKZO+90FIYTExP687AaMSfWalAB5H7/9xE+fhyCsbd+cFAT8XTF7MzSEnD4sPbzRz4C7Nql+4Hzl12GQhdS1dea1n53j8cDQBO9qqqip6cH1WoVZ86cafs7d5pbvh4w63w0GuVKbueBp9ouCEKbSC+VSpifn0c+n0coFEKj0dAr6sFgUL9/tVpFNpvFmTNnmo7LAveCwSB8Pp++aDI8PNz02cT2Y7ke+Xwep06dajqWJEmIxWKIxWI4deoUqtUqPB6P7WsgCII+VWStkSTg8svPvn8UBfjsZyOm+6qqtr54662gGfOrRFA3agDhJqdQKOhjHWRZ3ujTIQiCIAhujh7VKh7aV3xz36IgAEeOjHL3wa918rGR1S4i+P3+ppA5v9+PeDyuV9C7gSiKeo98IBCAKGpBTvV6HQsLCygUCigWi6biu+k3sSz6R48ccRTzoigiKsvofdaz4JqaahsxB2gdqfVUCq6REQiPPEINqSvhQx/S+k+2bweeeALoOWsVHh0dRT6fb/t7WK2LZKUYq7HpdBqqqsLlcqFUKmFmZgZ+vx87duzQ93/yySdRLpc3dGQZw8k63wk81fadO3eiUCiYVttlWcb27dtN76uqKoaHh9vuY0zEB4D5+XnbYErm6JmensY0c3xY7NdoNByP5fF48OSTT1qGi7LPpEajAZ/Ph8XFRcvjMbr9Of/oowHccMOFjvv94Ac0SMMMXh1KFXmCIAiC2EIoilaJbxfxAJsqfvhwCnv3Frj03Xqu99frdQiCsOIxdEzEB4NB9Pb2QlEUzM7Ocl3IOhEIBNDb29sk3mu1Gubn51EoFNqqmS6XC41azXq+u6pCFQSkDh9GYe9e3cptZr/fvn07gj/9KeAwYs6dyQCPPEJXxithaQk4dEj7+a67mkR8pVLRxe+FF16IRqOBer3eZJleK4HPBLskSUin022PGw6HdUFp7HePxWK6fX5paUn/21jtKEbekDW7+/Na53lYabWdzZZfWFhAPp/XF0ICgYDurGl14DBYjz6gLQRM2fxdAlrifygUcmwFmJycdPy8zWQy2LlzJ6LRKLLZrOn+jUYDyWQS09PTWFxcdBTpq/2dmjEzwycxN0EkwzkNCXmCIAiC2EI8/LDRTt+OqgrIZHpw/HigyQq5GWC235UuHvj9fvT19WFpaQnj4+NdtZVGo1GEQiFUKhUUCgUUCoW2BQKPx6P3JXu9XpQefNB+vruqoieTQeD4cUj5vKX9vv6612kphTzQlfHKuPdeYGJCa0X4kz9p2sSEYigUgt/v12+v1Wq6wL/gggsAQBfa09PTKJfLbYKeiapWccX+X5ZlxGIx/Ths7Fs8Htft3Iqi6DbuWCymH6NYLKJWq+l92mbV5NUKNp/Pt6rFgE6s80449bZHIpGmADpBEPTXUFVV5HI51Gq1plA5Vm2XZdkx+C+TyXDlCtRqNWSzWcf9eBwKtVqtPX/DhLm5OWzbtg1jY2PruhjLoBnz6wMJeYIgCILYQvDqON6KyXrAKmBsRNJKLfYulwtnzpzRBYIkSYjH45AkadVp3AsLC5iZmWmbyezz+XTxzvqRAQCNBoL/9V9cxw59//uIf+ELbb3v7ulppG+7DY377gN+/nO+E6Ur486pVID3vEf7+c47AcPvsVqtIpfLAdAs4UZYRdTv9zdVchcXF/UK+EUXXYRaraa7TZhoNAp/4+29vb36YsHi4iKWlpYgCEKTYM/lcmg0GvB4PPD7/Xrlndm2fT6frT3biWAwaCnWeUW8nSOhXq/bVtF5saq2Ly0tYXZ2FgsLC1hYWNAD51qr7WYLfZ0k4jNRzUM3FxWLxSLXubHRlez9a4YgCF2vxgM8M+aBeJwGaayWzfMtThAEQRDEquHVcbwVk/WAVYx6enqgquqKL3pZH7zH40E8HkcoFEI+n++KaDBWwAKBgC7e3W732Z3KZeB73wO+8Q3tP8MoPDviX/yipf0eACS2IODxNM9xatqZRsytmH/4B83GMjAAvP71TZvY6MJAINBUjVcURbdK9/b26gLReJ9wOAyPx6Mv8BiFtlFUGm83PgabuMCS5wHtb4U9biwWM+39Xm1onTFnYiW4XC5ccsklGB4eXnXV3aqf3pgkDzRX2xuNBubm5qAoCk6fPt10XrzVdt5EfF6aPifWiXq97rjwwjvus9NWEUkC7rwzg9tuS4PNlG8lmwUeeIByOFcDCXmCIAiC2ELs2aNVOrJZ84snQEUkoo0H2ixIkgRJkvSK/Erxer1IJpNwuVyYm5tDJpPpTEjYjIjz+XyIxWIIhUK6qAKgWSC++U1NuB87Bhjt9oEA0Gg039aCCkDgOcfPfU473vXXL9/RcOFNI+ZWTrUKvPvd2s933gl4vfomloEAmFfjWVWczWTXDlfVF32M92k0GrowNwp/JjoBrd+bUa/X9eMYby+Xy6hUKvq4OLtZ4ytlteK70Whgdna2a9b5vr6+tiT5UqmkV6Zbq+0LCwumj70W8+eDwSByuZzt8dxuN+LxuKO9no2Ls3tst9uNQCCgLxbZwZwgdiiKgmQy6djnr6qqY3W/lb17CwiH68jnzeUmJdevHhLyBEEQBHHeYW513CgURdEvXluT53kRBAG9vb2YmZlpuj+rzlerVduLX6cRcfF4HJFIRBPQP/858H//rybeH320+UDbtwMveQnw+78PPP/5wIMP2opv4f/8H+BjH3N+gi6XVrq6/37jXEENGjG3cu67DzhzBkilgDe8oWnT7Oxsk3WeYRTliUTCtBofDAbhNSwK5HI5KIoCt9vdlEKdz+d1MWqsMM/Pz0NVVXi9Xvh8Pt0+zwQXT8jaWhKLxZDP501FZ6PR6Kp1HoBebQ+FQsjlcqhWqxgZGdH3XYtqO08ifiAQQH9/v+2CSiqVgiiKjvv1L9upnI4VDAYd24/cbnfzgqMNxoUGK1RV7XjawfHjAeTz1k4EVQVGR7VcF8rnXBkk5AmCIAhiC/Hww5pl0VqsC8jlXJsu7M7v96Nara7K1jtmELeyLCMej8Pr9epj4aywms/unp5G+sABjL73vfBcfLFWcf/GNzThZ+TZz9aE+0teAvzar52tkAPO4jsW4xPyrGdi/36thPXwwzRibrXUamer8QcPAj6fvqler+uCr1Wsz8/P66LcKL7r9bpewe/t7dVvV1VVF0nxeFw/lvF21gPPqsxsQSAej5va562qzuuFLMtdGWNnZZ1nI9taMY52NLIW1fZOEvEBtAXLud1upFIpfTv7t1Wot+4HoO333boPz+KBxPmZ4HK5uH6XnYbmUXL92kNCniAIgiC2EOda2J3P50OtVlt1X66qqpAkCbFYDLFYTLcsnzlzxv7CXVHsR8QBSN9xh96vvnzSwL59mnD/3d91DiawE9+Koon68fG2hQTtJEx63yWJSljd4B//ERgZAZJJ4KabmjaxIDuv16tXgwHtfcZEdmtv/NzcnH4fYwW/WCyiUqlAFEVEo1H99nK5rIfZuVwu05T5xcVF0wryRop4QHtOqw1Ja7XOV6tVTExMANCEeS6Xa7LNq6q6rtV2log/MTHR9FzNhHc4HMb8/DyKxSIikQgikUiT3Z9hdGOkUin9vWLcLxwOw+/3Y3h4GAAwNDRkug9gL/jZSD2nyr2qqlzhomyqCC+UXL/2bI5vcYIgCIIgusK5FHYnCII+wk2SJAQCAdvKuR0DAwOQZRnFYhGjo6NNCwMul0ufu9x68R44ftx+RBygCexoVLPI//7vA1dfDRhCybiwEt+SBNxzj3ZsQaDe97VGUbQFldFR4C/+Qrvt7W9v+n0qiqJXyvv6+poEFBtZxt5TDB67fTQahSRJbTZ5n8+nC9hWuh261i14erSdMLPO53I5lMvlJsHObPOSJG1ItV1VVYyNjcHtdmPbtm2mAt342LIsNy3+GDF+/sRiMYiiaLufKIqWxwqHw/D5fDhx4gSAdsEvCAJX5Z73Nevt7cXU1BT3/jzJ9YkE8LzncR2OMMH83UMQBEEQxDnJnj1aAVeLUTNDRSpV3RRhd6qqQhRFyLIMURRXLOIBrUL4xBNPYGxsTBfxoVAIF1xwAXbt2oVYLNY8Hm4ZF28v74c+BHzyk5qQ71TEO8Hs99u2Nd8+OKjdTr3v3eHoUWBoCNi7F3jtazV3hCgC/f1QVRXFYhG5XA6Tk5OmQXbGanw8Hm8SYUa7vSzL+vGmp6f1FPl4PI58Po/h4WGMjIzoi1irdaNsZhKJRFuvtiiKptb5fD5v+low2/zCwgLXY1qJYwartqfT6TZB7na7286NCVefz4dgMGgq4tl5ArDtTWfHEgTB8jhAs5C3g9ndmeBvPWY4HEY6nW47J+Pz5O2l7+npsT3nVlhyPQAIgvn30cwMcNFF2p8m0TlUkScIgiCILYQkAa98JfC+9wHtY3+0i6kXvSi/KQq8wWAQS0tLuoDvdMSREXYMl8uFWCymVz8XFhZw5swZSxFQb0kjt6RVZHcb6n1fW44e1VwPre0LjQbUP/ojjM/OInfVVU2bmDBiFfSFhQU9MT4Wi+m31+t1fYRcb2+vaU+7IAjIZrO2gWKbCUmSum6dn5ubQ6FQ0O3cxWKxI9s8b2J6J9V29ntKJBIIBAKm1XY2DtNuhJzRns4j5CVJshXFxv3s4BH84XAYwWAQv/zlLwEA27dvRygU0h8/EAh01YJvZN++Ao4cGcWhQylMTfWY7jM+rv1p0ppl55CQJwiCIIgthKIAX/oS+7+2rm8AKr797TDe+tapDdWIgiDoM44lSUI4HEapVELFak66A2z0HFscmJ2d1ZPCjfssLS013a+0ezeqySTcU1Pm8YDrOZ+det/XBkXRwgZtwrr63vMe5J7//KaFEya6WbI8QxAETE9Pt90OAJVKxVSQGoPtzgU6DTYzo9U6X6lUUCgUUKlU9GDKTm3zvL3tPT09GB8fb9tm7G03CtNoNIqeHnOhySPkFUXRXzM7Ic8j9tnxgO4I+VaMIh7ovgW/lX37Cvjt3y5g375dmJ93ofV7SVW1iv0tt6i4+uoyZNm8dYFoh6z1BEEQBLGF+NGP1OVwdOvU+kymB8ePByy2rw8siCkajcLtdmNubm7FIh7QLLzVahUnT57EyZMnkc1moSgKXC4Xent7cckllyCVSjXfaXlu/MLeveYHpR71rcHDDzdPDGhBUFX0ZDIIHD/ets1s9jfrhzcTnpu1p90Kpx5tJ8ys8y6Xq82ens/nTRc4OrXNRyIR2+1s8YCN/hNFEYODgxgaGsLOnTubzokJdEEQbEU6j5Bn7wVJkmxFtXE/O7ot5J1+n9204JuJ8J//PID5eTesvpdUVcD4uIijR2cwPDzclYkI5wNUkScIgiCILUI+n8dPf1oAkHbcd6NT6yORCMrlsj6uSxAE+P1+vZ+4U4zVJEEQEAqFEI1G9aCoUqmk258B87nxrY0INJ99i8A5yoE7L2GLwIL3VkqrdX5iYgLVahWhUKjJOg+ga7Z5WZb1JPnWczFW21m6usfjsRT/bB+3221bAe5EyPNW2p3261Sg8/bS2/Xmh8NhyLKMX/3qV1AUBf39/YjFYh1b8JPJZNMoUID/+2ZmxoV6vaR/npuNICTOQkKeIAiCILYAY2OTeOihJfzv//JV2jcytV4URf3CnY3kEkVx1UnYXq8X0WgU4XAYkiRhaWkJmUymzQJtNTce0MR87eab0XP99dSjvlXgHOXAnZewRVhtD3yrdd7r9aJarWJ+fl5foGOum27Z5o1j/VwuF1KpVNOIOgZz95gFXDJ4e9/XQsivd0XeKOTtMAp9v9+/Igs+E99GMc/7fWPcL5PJQJZlstnbQEKeIAiCIM5xPve5Iu64I94SJtRWXwag9SImk7UNTa1vNBpwuVyIRCJQFAXz8/OrmostCAJ27NgBn8+nC4lcLtdk1ZckCbIsozA/bz03HoAqCHD/3/+rjYQjEb81YKMcxsctF2+USASl3bvX/9zOAVoFNutrb7XOm02dqNfrtsFzRiKRiG1rAls4YH/XPp/Psdpu1ffOu49xAcJOpDOxb7ePqqr6pIJGowFVVS1F6kYJeSd45tcD7a8Dzyg6APjOd2T8xm+U4HZrr2mpVLIcv0dQjzxBEARBnLOoqop7783hda8LYGqqtVqkBds13bI8AujgwcyGaVTWs+7z+TA7O6uLeLtqlxOxWAyLi4s4deoUTpw4gampKT1dXJZlbN++Hbt27cK2bduQPnECPVbBdtD6pYXRUa2vmtgaSJK2MGNjI5dyOcg/+ME6ntS5w/bt2zE0NKT/jRoFGwCuxHkeZFnGNpPpEK0j4Xiq7UZrvRVMfNsJeWM13koEGwW6qqqm7Qps7CAL+Mzlcpa94Kqq6s+xXq9btj+oqqqHdxrD9qz2BToT8nYW/F27dunuiGg02pY/0OrAsBtFp/2/dttXvxrHG95wIbJZyfQ4RDMk5AmCIAjiHENVVUxNTeF//udx/Nmf+Zf1ifMFWjJZw5Ejo9i3b+Xz2leDz+eD2+3G7OysHm4VDAaxbds2x8qTHdlsFhMTE3p/vd/vx8DAAC699FJs374dsscD8cEHgT/6IwRf9Sq+g3ZBmBCbiGuvBeJx000CAAgCUocPawn3hA6zsweDQb0ymsvlUCwWdXHIRvB143HYYoEkSZYhdUy82ol0JoR5KvJWi4iqquqfU6Io2gp05kYoFAptAj2fz2N0dLTtNWJBf637Dg8P659l8/PzpoKf7cdaGEqlkm1IXCfp9jy5CYIg6K+t2Xx5M2cCG0XX11druj2ZrOEDHxjFhz50GsGgguPHA3j5yy/GY495VxWAej5A1nqCIAiCOAdgM6sLhQJyuRwajQZ+9rOA5WxeDe3i6qabpvHc55awe3dpQ93irGrFKuXBYBDFYrFtTNRKYKFW4XBYu8Cs14HvfQ/4yle0GeKcYVo6nH3VxDnCww8DNuPfjMn1pcsvX8cT29wwO7vROl8sFlEsFnWLfTdH1THh5vf7LW3zbB+WTN+Koii6NX2l1nqWss/Ed6VSwfDwcFNLARPorTCBDmguAye3AusFLxQKjscLh8Ncj9saEseEfKPR0EMIu9V7bvb7twrG27evgL17Czh+PICZGRcSiXrT99IXv3gSt9xyAUZGPHjta3fgr/96AjffnEc4HIaiaH/Gk5PaxzNFmJCQJwiCIIhNi5l4N8KbBHzRRRVcfvnG9cQzJEnSx83Nz8/zjxhaHhPnmplBPZHQepmXr+AEQcCFF14In88HodEAfvxj4MtfBr7+dcDYm9vfD/zhHwIvexnwildY9kuv69x4Yv2g5HpTWMp4JpOx7Hl2Eo4JzpDARCLR1i/f2lvNqu1WIr1erzuKdCbQXS6XqdOHJeqz59take+mQBdF0dGtwHrBeY4XCoW4FwaYUM/n83rKf71ex8jIiGnOAaMb/fR2wXiSBFx+eQnxeBzZbPN3wIUXVvHFL57En/3ZIH74Qxl//ueDGB6ew+/+rorbbxeapkgODmodM+fzUBES8gRBEASxCWmtCJmxkiTgjSIajUKSJMzPz+sX4oIgIBwOw+12WwZimY2JqyaTyNx5Jwr79iEaicD/3/+tifevfQ0wjqXq7QWuv14T7r/1W2fLN/fco90uCM1inubGb10oud4UJqLD4TDGx8eRy+XQ09OD/v5+BINBrv73+fl5SJJkm4LvdrubhHwqlYLX622rDDsJeVaNd7vdlu04drZ6s8/VkydP6qKW5/l2KtB5MC4s2B0vm81yP24wGFxR9Z4XJ6HPjjsxMdH03jAu3oii2PbZHwo1cM89Z/Cxj/Xh4x/vw+c+F8PnPte+6Do+rn2M33//+SvmScgTBEEQxCZCVVVMT09bCltFgW5LDIXqcLkaqNfN+x43Q0K9dh6C3ssJaJWyeDwOv9+PfD5vK+LNxsS5p6eRvu02FPbuRejkSeDMmbMbIxHtqu7lLweuugowS5Hev1+7+nvrW9FW4qG58VuT5z0PSCSaXRoGVEFALZncssn1rcnzrZXwQqGg94NXq1WcPn2ae3RcvV43rbYbSaVSeqVcFEXE4/E2IWgMb3MS8lb98azaDmifO8ZkeB5RK0lSVwV6t2Hhe06wkLxOq/eqqurvk8XFRdP+91bsWiuYWGfvp8HBwabFG6vfoygCN988jZ07F3H77dtNk+5VVVt7vfVWLQLjfFx7JSFPEARBEBsIs8/X63VUKhXMzc1ZVraOHZNx6FDKpC+eXUgZZ/5ufEI9g13o+f1+xGIxAMDc3BymDFX2NhTFekzc8vHCLGU8GNSu5F7xCuAFLwBs+mJ19u/X7kNNl1ufo0e1RRsbEQ8AmYMHt+Tv3+1245JLLsHs7Cymp6fhdruxc+dOLoHLOzrO4/E4WufZYp7X6zUVh9VqVRfeVrZ5OyHfWm1nAXD9/f3cVvi+vj7nJ9sBwWAQuVzOdnGABf3Nzs46Ho93uofL5eIKIWyt3htfo7GxMWQyGUsLPi8sYE8UxbZRcnbj+gAgEmnYjqtTVYANGbnyyhWf4jkLCXmCIAiCWEc6Ee5Gjh2TceBA2qSte1nUhuvI589e5CWTNRw8mNmwhHojkUgEsixjcXERk5OTTc/X5/PpIXhGAsePN9npLXnHO4A77gB8vs5PTJLOz6u/84mjRzX/rU3VsJ5MYvLgQRT27VvHE1s/UqkURFFEKBTC9PQ06vU6SqWSPj6sG6PjXC6XXnEPBAKIRqNwuVxN1VdWbfdZ/K0aRbpVFdhKyPP08fOIWt70/U4EulWvOCOVSiEYDJqGw7UeT+srt7fXs8flzSCp1+srsuDz9tAbq/2tWIXiMXhzYE6eLOPKK/1c+24lSMgTBEEQxDrB0/duhqIAhw6lLMbMCRAEFV6vir//+1PIZtuTgFdLqy23E7Zt24ZCoYAzBvs7s+xGo1HMzs6aCnnu0LGdO1cm4omtj6JolXirOdwA6tEohh98kM/FsYlh/eJWvcjGaquqqnrgGY913gkmHLPLUwFCoZBp4jz7O7eyzdvZ6tkCKDuGsWLPYyGfm5tzfiLQnguPoOYV6CwHBEDbZ39rewPP8URR5H5cp2o3w+VyYczYYmRCqwUfOCvMl5aWbJPw7YS8XSgewJ/vIopTyOdjq3IOnIuQkCcIgiCINcSYPM97MdnK8eP2Y+ZUVcDUVA9EEXjxizmT4DtgpSJeFMWm0XKBQACxWAwejwe5XA4nT560dCNwh47RmDjCiocfbs5AaEEA4J6fR+DnPz/nR84NDAxAlmU88cQTqFar6OvrQyKR0EfHrdY6bwcTjkxkm1Xcjf3vVhV5KyFvtgA6NjamW755LOQ8ricAepp7NwU6oFWzZVnG6OgoCoUCZFlGOp1uEr68x+Pdz6naze6jqmpHFnxA+53klkd6LiwsYGFhwTIJ307IOz2fa6+NYXAQGB9XLSz2KuJxbeE6k6m2LTZsdUjIEwRBEMQasdIKfCu89kLe/TqBBUathEajAVEUEY1GEYlEUKlUkM1mUS6XHe9bHRiAKkkQrC7AaUwc4cQWGjnHxsS1tqa0ireenh5Uq1VUq1WUSiX4/f6uWOcTiQRmZ2ebPguMj220pZsJ9Wq1ikajAUEQLAPOzIQ8j+Wb9/PJyVnEKu1MCHYi0FnifyAQwNDQkGVl2u/3o1AoQBAE033Y8aampjA7Owuv14uLLrqobV+23+zsLKamptpyD9jj8SxK8C5ysNeiUxu+k5A3Pp/h4WHU63WkUik9EPHskJFWMa8CELCwIOHYMRnXXFNoWmw4HyAhTxAEQRBdpBsV+FY2asyc3+9HpVLhvtBrJR6P67bekZGRpuOEQiH4fD5MT0+3zYmvbNuGoRtvhKAoWgKAIOgBd1j+fwA0Jo6wZwuNnGMC0uVyYWRkBJIkIZ1ONwnPfD6vp6nncjnkcjnHsXA8tI6OSyaT8Pl8TY9ttM2zcDMjRpFullZfLBb1Hnsm9HlT1wcGBrieRzwed0zWZ+fGK6iBswI9l8tBFEXbirBZC4TZ8Yzhd1bHEwQBoVAIU1NT+iJJKzzVe5by74TL5VpREj6PkGf7MQeBMSdh/37gvvvKePvb3U3OtL6+OqLROoaHfXjb27bjl7+cweHDdZxHOp6EPEEQBEGsFGNwHbsAyWQyq67At7J7dwnJZBXT025Te+FajZnjqZxbIUkSyuWy3jcLaBePrDqvqqp2wWcyJ55V4quDg5i54Qb0f/rTEIzz4WlMHMHDnj1Y9uWa9slvtpFzTn3uwNkE8FZRZFUlXa2IBzSBy0LmRFFEb29vm2hknxVWtnkr273dXHfeUXBGAWiF2+1GX18fvF4vV6Ud0IRlMBjUnQh2Ap31ozudL+9+PIK/dT+rc2SLEo8//jhUVcW2bdsQiUT0fXkt+IFAoOMkfCNswcaqlx44+/5udU78wR+oePrTT+ijV1kODADcc08Sn/1sAp/5TAJnztTxla8A0ajtKW4ZSMgTBEEQxArolm2eB0kC7rwzgwMH0mB2QsZajZmTJAkul0u/gO8URVH0i3dZlhGNRuHz+VAoFDA2NoZyuWw5J55V4mduuAHzL3sZwgcOIPif/0lj4ojOkCTovtwWNuPIOdbnPjIyglKphGg0ioGBgaaKO6uGNhoNPbCuv79/1fZ5p9FxbEHO7/ebijC7/njj9k5s8/F4nOvc6/V6R33tsixjYWFBD+C8+OKLdUHcSrcF+kr2s1tEMAbaKYpiGXDHFjtqtVrbVABeC74gCNzfd0YbvvG9aXzPmgXTWQn5QCAAj8eFyy9vX6w+cGAKl122hL/6q2146CEXLr8ceOAB4KlP1fIut/KE0XbvC0EQBEEQbbBqQi6Xw9TUFEZHR9dFxDP27SvgyJFRRCLNFZpksoYjR0a7OmaOVWhWKuIBrVc3mUxi165diMViyOfzGB4exsTEhFa9UxQMHD5sOieekfjkJ+EWRQRkWRsT98pXav9upSsxYm3Zvx+4/36gReAIg4Mo33ffuo+ci8fjbWLL7XYjnU7bJm4z0dv6mcNE72o+i9xuN2KxmP7/AwMDGBoaws6dO/VzYhV3v799xJeqqpZCnn1usvszIc9j0WZhak64XC6Ew2Gk02mu15ZZ0pmYtat6s+OxircVbCGgVquhWCxa7suEar1et92PHU9VVSwsLFjuJwiCvu9qFhF4X79OkvCd3rNm4/GshDxbbLDiRS/K47vfLWFoCDh5Enjuc7WppENDwN69wKtepf07NKRNpNwqUEWeIAiCIBxYz+q7Hfv2FVCvA29/+3b09lZxww1ZvPzl2a5PzmJ9titBEARccMEFcLvdyOfzePLJJ1Gr1fTtPT092ui5n/8crkzG+jgAejIZbHvySQhPecqKz4cg8Fu/BbC/3U98QhtZuGcPApKEdD6PsbEx0xA3ABgfH28SFcZtExMTpjZ4u23hcBipVAqPPfYYACCdTuv9xK2fM/Pz81hYWOhKxd2OVCqlC3GPx9Mk6hl2Qt4YZNdacW/93Dxz5gy3bV5RFO6AOuCshfzUqVMol8uIxWLo7++37GtnFep6vd40zs6Isd+fpc23Ho+36rzS/c6cOWNbxWY5CKt1A/Ak6/Pa8P1+P06cOGF7PmYj7axaR9j5Adb9/k97WgiPPgq8/OXA978PvO997Y85Pq4ZdO6/f2t0ZpGQJwiCIIgWjL3vlUqlKyOausGxYzL+9m+1YKfZ2R689739uO++OO68M9O1irzL5YLH41mxmI9Go5iZmWm6vyiKCIfDmr3e64Xws58B738/1/GCCwsrOg+C0PnRj7R/f+3XgJtuatrEhISqqujr64Pf728LkGOiJhaLNW2rVCqYnp6Gz+dDMpls2iaKIk6fPg2Xy4XBwcGmbWYihScJvNsYFxeYcGSi2EitVtMX48ys88ZqvPF164ZtPhKJ2IaGGgPqAOiLCeVyGZIkOQbPGdP2W2kV1KOjo22CmjfBvdv7tT4PQFtoAGDZg85TuXdK1ue14ZfL5RX10ltV5BlOIYS9vcC3vqX9a5bhp6paVuqttwLXXnvum7tIyBMEQRCEgc1SfW/l2DEZBw6k2zK7pqfdOHAg3RV7vSiKkGWZO8XYDONFdyAQQDQahSzLEM+cAT7wAeAf/xEYHuY/IM2JJ1YKa5D91Ke0/zcZVVir1fRqcm9vb1viOmsviUajbeFd7DMiGAw2bWMLgYC2MNa6MGAmDu2qzt3AWEXt7++Hx+NpOi92vmYVd1aN93g8pr3krUF33bTNy7KMQCDAHVAHdB4ot7CwAFEU235PToJalmWuBPdQKNTV/YxV7Hw+r08EmJubw9zcnGX13tgmYIeT4GfHtXOd8P5+rR5jcXHRMhjPKdX/kUfMRTxDVYHRUe2j4coruU5z00JCniAIgjiv2azVdyOKAhw6lFoW8a2jmwQIgorDh1PYu7ewqgpDo9FY9cg8YzJ9T7kMfO1rwOc/f7YqCgA+H/CSlwDf+x6QzZomitOceGJVHD0KvPWtwNjY2du+8hXg6qt1T62qqpifnwegiRyjIGCfC0zIt1qvVVXVBWyj0dADyVoXApeWljA8PKz391qJw7UmEolgdnYWHo+nrRquKIouBs0q8qzi3iry2Wu0sOyaYbZ6nmTzTmzzgiC0BdRddNFFlv3aPEI+n8/rv7/5+XnMz8/rAphXoIuiyFV1zmazXd2PVbE7rd4zgV4ul23T43kEfzgcht/vx/DyouzQ0FDT8TrppWfk83l9AWBhYQELCwuWixLsuZi9f3i7UNawW2XdICFPEARBnLds1up7K8ePB5rm57aiqgIymR4cPx4wTfXlxe/3w+v1Yn5+3nHmbyusNz7gdkP4l3/RKu/f+AbAAvMEAbjqKuA1r9GEVCikia3rr9e20Zx4oluw91Xre3huTm+QzV99ddPffq1WaxLcrZ8Lp06d0gVF6+dGNptFPp9vSnc3woSV2Xz1buF2uyEIgj6L3Xh7KpXSK+5mQp0JWrfbDbfbbbndKOTNPjunpqYgiiL3Z0cntnljQJ2qqrYLAEzkLS0tmQpWJwGcSCS4BTUPxoyQbuzHkuw7qd7n83l9kXpxcdE2Pb7TZH1AW8RZSS89ez92uijB/pbMFht4TVxbwexFQp4gCII4P2iZQ5N/+tMxapxNvomZmeH7uubdrxVRFDE4OIhqtWou4hUFgePH4ZqZQT2R0OZuGwW2quKCTAbBj30M+PKXtSo742lP08T7q16lVdiNsETx1sopzYknVoqiaO8nMzG53CDbuOUWjD74YNsikV0/OttWLpctxbrZ7UbW0j6fTCYxPj4OQEudF0WxydY/PT0NwF7Im21rNBptFXkeIcxDp7Z5noC6fD6PieXP9Vqt1iZYeQTwal1JrZgtjqxmP5fL1dE8d0VRVlS5t5tND5xNzGdBe0Zh38lIu04XJZzOcc8e7StkfHzrm71IyBMEQRBbHxObrT+Vgnzw4NqOn3ISwJwkEnyOAd79Wmk0GrpltRX52DGkDh1Cz9SUfls1mUTmzjuxuGsXIt/8JuLf/jZcp06dvVMqpQn317wG+PVfP1thN2P/fi11aCsP+yXWj4cfbl4UakVVIY6PI3D8OEqXX97x4Z3E+lrhdrsRDAb1VgDj7alUCpIkQVVVuFwuRKPRJmHD2oYAc7Fu1R/PWg9UVYUoinC73Vyia35+Xhd4ds/HaJufnZ3F1NQU3G43du7caSkeWUBdPp9Ho9HouK+dNy2fh2AwiFwu51h1jsfjjrb5TvYLBAKmo9vMqNfryNhMBwGsRTIbfWcc1deKXWK+U8o8297JogTLojBmNbQKeUkC7rnn/DB7kZAnCIIgtjbLNlu1ZV65a2oK6QMHMHrkyJqIeTsB3Onj7d5dQjJZxfS0G6pqNkpJRTJZw+7dK7fVu91u3bJpfA7pAwfayhruqSmkb7utuVvf79dE+R/9kdaHzNkjCUC7ojrXU4eIzQFn46trE2Zh2JFKpfRU8nA4jFAo1FRxZ2ItGAy2iS4m1L1eb1vvsrHibhT5rdb5RqOBEydOIBqNOoquer2ORCJhmzfSapsPBoOYmpqyrQDn83l9QSKbzSKbzXbc197X12e7D4O3f5+n6iyKYlf3Y84EHuxS+Y37GPvuOxl953K5UK1WLRc/eEba8ba2Gfcz3p/lLRg5X8xea9esQxAEQRAbzbLNtlXEA4CwLE5Thw9r+3URJoDdBhEPAO7paaQPHIB87FhHx5Mk4M47WVWlWVQLgvb/Bw9mIEn8IUOAlsS9Y8cOXHbZZejr62u21CsKUocOAWav3fJ/KoDSFVdAve8+YGpK64u/5prORDxBdBPOxtc6p/17PTFLhHe73fqseTZNIhaLIRKJNIl2tq01Wd+4zSrIjlXymVWdVbZbBVa9XucOA/V4PEin022fR+z52PVl243na93Gqu3T09NcgpVXNDqNx2OCOhgMmmYftD5Pj8djepzW/WRZNv0Mb92P9aDb4Xa7ub8P6vW67e99dHTU1AXA008vCII+0UAUxbaFmpUE47FjAVowntl7Zv9+YGQEeOpTtf9/5zuBU6e2jogHqCJPEARBbDGMKfSeRx6Bb2ysTYgyBFVFTyaDnS96Eeq9vWj4/WgEAlACAf1ny//3+fT/bwQCUFm/pp0AVlWogoDU4cMo7N1r7u2zsOPv21fAkSOjePe7+zEzc7aXMpms4eDBs3PkeS9UvV4v6vU6xsfH9SqXkcDx401uAtPXD4D6Z38G4fd+j+sxCWLNcWiQVQUBtWRS+7taZ5zs5pFIRK8yp1Kppop7uVzWK4+tFvh6va6nzpsJebugO6OtnrdfmQeXy4VgMAhZljE9PY2ZmRl4PB5cfPHFtjPOAeiVW7ZfN/vambh1sq8nEgnMz8+37ddqC89ms2g0Gujp6cHAwIDeK94asMcyCkKhEOLxuOV+zKrPcksajYbpfoIgwOv12o4KZS0XPLhcLozZtaSg3YIPnBXTpVKpbaShEWNPeysrCcabnJzUHRMTExOYnp62SLcHLr4YeOwxIJncGnZ6IyTkCYIgiC1Dqx008tOfYtDhPgDQMzmJnlVevDZcLk3Qu1xw2/TRssUDsx5dJzv+vn0F/NZvFXD55U8DANxzz2k8//kLK7o4WVpa0i/+zeC1HgeXR08RxKbA2CDbyrLAmL7rrg25oh8YGMDU1JRlsjyzzkciEUQikaZ92Ig3s35lJubMrPO1Wk1/PKOQZwuerMrKFgd4+pWdMIouVrWemZmxtM232rlHR0eb7Ny84+x4cLlc+ig+K9jvwkpQA9prXq1W9eP09fW1LaKw17hcLuu/22QyqY/pa6XRaOiCP5FIQJZly3OsVqv6IkzrApFxsYG5LZxEsqqqHfep5/N5/XkVCgUUCoUVJeF3EozXabo9APT2av/a/MrPWUjIEwRBEOcsVjPgxXwe8S9+Eb333cd1nMm3vx3VdBpiqQSxXIZUKmk/L/9/020tP4vLYlis1yFyBhABgPwv/4LqwABqAwOAIFj3oy/b8Vkvv9cLhEIKFhYkDA1VVqRHBEFANBqFx+NBT08PxsfH2+2UJv2QpmyFGT7E1mL/fuB1rwM++9nm2wcHIdx9N0JXX42cjWiwgwWSWREKhXTRzWDCyu/366I6nU7rIouJQ5a2HgqF2o7Ljmlnnbfb5vP59Kqo2ei4mZkZXdCtFmP/O2Av4niEGe858fS1+/1+TC0vlLbuz4ICVVXV9+nt7W0S1FYjS1sXKMz2EwQBlUqlTciz77FcLodarQZJkhyt/dPT01BVFYFAAENDQ/r3YGv1nn3WO+UV8C6EsOfTqaB2suDzBOOtJN0eICFPEARBEJsOswslKZtF7z/+I2Jf/jKk5WqFKkmAopja65nNNvvqV3NV6LxeL6rVavPFYr2uiftyGWKpBP+jj2Lb3/2d47HiX/kK4l/5imbzfcYzEPq3f+O240cidSwsSPj2t8N49rPL2L271JGgTyaT8Hg8qNVqmn20Ummy85cvvRSJe+/VXiPAvDVhK83wIbYWqgr8v/+n/XzbbcDllzdNQwhaiBYmGorFomU6fCgUwvz8fJtgZNuZ4JZlWe93ZsKKLQD4fL62qiEbEyZJUpt1vlar6e6ZVpGvqqqtkG+11VsJMDaijHd0nJn13GpsHFtAaDQaWFhY0Hv7eYXZwMAA1znF43FbwRqJRDA9Pa2H+11yySWoVCr6QvDc3Fzb/Y0j4axeOwBN4tVqP1VV20Su2fcYS4s3vo7GRetGo4FcLgeguVffDFVV9ap568KF8fdlZ9E34nK5Vj0uzgoWjPfLX/4SjUYDAwMDTRMYVpJuDwDsLX2O5VtyQUKeIAiC2Pw4zIB3ZTLo/Yd/QOzrX9cr5EuXXIKZG2+EKklIv+1tmiA1VHbU5YuDzMGD3DZbUyu6y4WGLKOxXLWpDA0h8elPwz093fR4+uMCaPj9qOzYAd+vfgX31BQi3/mO7eMa7fgP5K9GJqNdXH7840l8/ONAMlnFnXee7ZN3wjiOSD52DDtb7PwNtxtirQalpwditQpVEJqfy1ab4UNsLX7yE60p1ucD/vqvgRZhyezkVn3NTHBHo1G9f5dtKxQKaDQakCQJ6XS66b6qquqz3OPxeFtPOhNUZpZpY8W9E+s8E6KCIDQtADDhx47r9/u7Ojqur68PfX19KBQKuji95JJL2oLfWm3zp0+f1u3XPKPgarWantLuZA+3sqyz0XxGkc5yB5jwtloAGB8fhyiK3Kn4oVCIW+QaXzsjjUajbWHAzAXg8/n0EDkrcrkcKpUKJEnCJZdcgqWlJdPKfSd96isR1Ox922g00Gg0TAMCAei/62q1Co/Hs+p0e4Aq8gRBEASxcdjMgF/atQu9n/kMIg88AHH5y7v8tKdh5qabsPD85wPLFwujR4609Z7Xkklk1mKOvCQhc+edSB840CaA2eLB+N/9HQr79kEol+H/n/9B7CtfQfihhxwP/asfFHHg8+km970IBZdN/Rv+322TGLxZwqU3XuoorgVBQE9PD8Lf/z4SJnZ+sVaDCmDmTW9CdWio7bXbcjN8iK3Fpz+t/fuyl7WJeAB6NTMajbZVMqvVKsrlMgCt79lYkQXOLgKw1HgjCwsLei91a1VdURS9Om4m5HlEvpnl3phIz8SRmfCbmJhYk9FxxvNtHQPmZL92so8b908mk/oiiRmRSES3w8diMciy3NZyZcRYHecR3qIocolXpznwbL9SqcT1uKqqWobQLS4uIp/Pm46FAzTRzF6TRCKhBxCaIQgC+vr69PYOM9jvfbXj4hYWFtrs70aYkG99nJWm25OQJwiCIIiNYHkGfKvQdGUySN92G2AQyqVnPQvTN96I0hVXnK0YL1PYtw+FvXtN0+DXgsK+fVyLB6rfj9JzngOIIpeQT37pc3itGsQ/4w+QRwR/gKO4B29FGssXeh8Bqvdbz6rv6+tDNBqFy+WC0GgAV11lOpqPEfvKV3DiO9/B4gtegJ1TUxAymSaLMkFsOhYWgC9/Wfv5DW9o21ypVHSh3hooB5wV+YFAoE3EM2s40B6oBTSL8VaRwu7n8XjaRpFVKhW9d94sMI2JdTshbwwgsxLPnY6Os+tXZgiCoFu25+fn4ff7dSeCk1Blr7UTLpfLMpjTrNpeKBQQCAQQDocxPDxse+yJiQnH/nAmvHmo1Wpc+xWLRS7BbyesgXYLu9GCz/51u92IxWKO58RaDlpp/b13KqidwgxbsbLhd5puz2BPfWQE+OEPt9bXFwl5giAIYnOyPAPebISUfomsqlj4zd/EzBvfiPIznmF/PElqSol3CkZaLa2LB0pfH0q7d0M1sRSWdu9GNZm0teMLAHbXf4p/wA2o4o34OZ6OZ+FnaN3bPWUIx3v+8+GenYVnehp91Sr82azmbBgdBR5/HLAbzQfodv7Y/v0QnvKUVb4iBLEOfPWrQKkE7NwJ/NZvtW1m4jEYDLYJdVVV9e1mIp9V3N1ud5uludFo6ELeSeSbHRfQhErruLByuaxb+Y2PyQS+sSK/FqPjTp48iaWlJfT29iKZTJqGurHPUZa4zkLjeJLmnT6HJUlCrVbThXp/fz88Ho9ttZ1V/BOJRNfS7nlpfU+tFqfvKKOF3cqCL8uypZWdsbS0pOdCDA0NAYDliLxOBPVKUuatgvE6SbdnHD0K3Hyz9nM2C+zdqxnK7rlnaxjKSMgTBEEQm5OHH26y01sx+/rXO4v4ZXp6ehAMBpHL5dZUxOu0LB7Y7edkxz/2++/Av/5fAS/HV/A0PIbL8TMA7UF0AlSoKpC+/XYtPG+VKdTJRgN+3gR7gthomK3+DW9oc+aoqqqLlWg02nbXpaUlVKtVCIJgKriZrT4cDrcJ2lKpZGmrN1byO7XVGyvu7DHNBNvp06e5xLMTraPjPB4PlpaWNBePiYhfbfU/EonYzoBXFKXJUi9JEoLBIFRVday2886W54F9bziJ13g8jtnZWceMgUAgYDsCrxPq9bptEF82m4Xf77e04ANnc1NkWba03zMEQUAsFtMXbsxIpVIA+NoWWh0sbDHL7LXmSbdnWBj6MD6u3X7//ee+mLdfniEIgiCIjYKzsuQ071ySJPT09ADQLKNzc3NrKuKt+v6cYHb8Wl9f0+21ZBKjR45g9KWvwd/iL/Fr+AVeh3vtzwGA0GhoifduNzA0pPkJX/lK4I47gA9+EHjXu7jOy3/RRSt6PgSx7vziF8B//AfgcgGvfW3bZmY1FkXR1KbOqvGyLLdVxhVF0cW4WbWeiXwzW32xWISqqqaBbIqi6FZ/4zmxirvR6s8eZ3R0tH1cZAfi2Y7WiiZ7HUqlkv482Pl1o/oviqL++czD2NgY8vl8V2fLO1Wr2dg6J0t5KpXSU+Wd9mutcpvR+h60wuVycffbG2HvsUwmoy8YJZNJx8djqfpA+/ed2+1GOp1GOBzuKBSv9fkA1r+/cDiMXbt2oX959KkkSdi5c2eTiLcx9Om33Xqrtt+5DFXkCYIgiM0J53zyusW4pEgkgkKhAEVR9AuC1vnO3cTlckFRlFXNYbbr5d+tlJBMVjE15UYF5unMrZT//u/hv/VWPfSvCUUBPvEJrTxhds40Xo441/jMZ7R/X/ISwESQsGp8JBJpE29OtvpCoQBVVU173Dux1dv1zjNBa1Zxn56ehiRJXRHPvKPj8vm8/posLCxgYWGho8R5HoxV6VgsBr/fj4mJCVsxnMlk0Ney4GkFz2x5n8+n/47MSKVSyOVyep9+a6o/e+1kWcapU6egqip6enrQaDQsX+OpqSnH74qBgQFTq3zr+auq2nGKvNl7TBRFLC0ttb2/W8nn81hcXIQoik0j/Fpt+CtNmWd/m0tLSygWi6aLHoIg6BMCGo1G23YnQ5+qah1mDz8MXHkl12luSkjIEwRBEJuTPXs0IWkhNNkM+NLu3fpt7KJNkiTuIKVu0Y2LWgC2dvz9++fxsY/1YRJ8ixz+3bvNRfzy4+CeezSPoSA0v8Y0Xo4416hUgH/8R+3n17++bbOiKLpYMxPqxWJRn+NuZi1eqa3eWL3kSaTn6SleDbyj47qVON8Jc3NzkCSJqy+c9/PW6XjBYFBf4GkV/ZIkIRKJNLkPUqkU4vG4Xm1mc9VZC0C5XIYoihgaGoLb7W7ajwnSYrGouyfi8Tjy+byl4F9cXLS14KdSKW7nAXsMq99t69g7MxqNhm7DTyQScLvdlrkAK0mZz+fzetJ+pVLByMiIZTAecyyoqto20o53vasL62IbCgl5giAIYnPChOZ117VtMs6AH0insbS01NT33u0AIwa70BMEYVWV9045dkzGoUMpTE1pFbuHsQejGMQ2jENsi7sDfzV9/36tUbBlvB+NlyPOOR54QEuz2rYNuOaats35fF6vqJvN3mYLf2ZCvV6v69ZjM4FjZ6svlUr6AoHZnHe2uBAKhbpmV7fDaJ03WvmNQojnPDpJnO9kkZO3r93tdjtW20VR1FPkW6voDCbivV4vduzYgXK5jEKhgFwuB0VRkM1m9X17enoQj8chCIIeLjc2Ntb2/CKRiO6uYP38pVIJ+XwegiDoSfSRSAT9/f1IpVKmgr9arern1/qdYxT77L3pBFt0WEnfOmN2dlZPwndazOk0Zb7TYDxRFPXXpV6vN7VocBr6uPfbrJCQJwiCIDYv+/cDF18M/O//Nt3c6O/H+NvfjuILXoCQIHQ11MiMUCikV90ArLuIP3CgeXZ8AxLeirtxP14GFQIErKKavn8/cO21msdwcpLGyxHnJizk7oYbTN+7Rtt8q0BxqtYzoe7z+dpsx04Vd6NQtwurGx0d7UpYHcBvnRdFsWl0nM/nQyAQ4O4/55n8wY4jiiICgYBje1Mni7BOj822y7KMdDqN6elpyxyBpaUl/dysvk+q1SoKhQLC4bBtuNzc3Jw+/s4qSd7lcmFgYAAA9IWB1nMfHR2Foijw+XwYGhrC4uKiqYWdTTvgCdjrpG+dnRNbiKhUKnrAXSqVcswWEAQByWSyKaywFbawtJIFBkEQ9BaP1ufuYOjbMp1jJOQJgiCIzcvk5FkR//Wvozw/j1m3G4Vf/3XtYr3RsL1I6BZr2Vtvh6IAhw6lli9EmsXHP+E6vAxfw4fEt2KgYXgNVlJNl6Rzu1GQOL85dQp46CHt6vyGG9o2O82OZ/3vPT09ptV6o62+FWbJZ+KKwcQPW0Dgsc53I6zOaJ3PZDLIZrPw+XzYsWOH7eg4Zmd2uVy26eZGnBLnjRiT+53gGUnHKuVmveitFAoFFAoFvbptxeTkpOMibSaT0XuznfZTVRVjFo3a9XodCwsL+mttnP/ucrn0PnRJkpBOpy1bPgCY9oi3wgRzp33rZgsRnQS6slyBVloXllaywACcdXy03vd86RwjIU8QBEFsPhRFqxB/4Qva/19+OfJXX92VHtFziePHA7qd3oyjuA7/3HgpvnnHV/G0+CgCF1+M2LXXnvtXJwTRCZ/9rPbvvn3ahIYW7GbHG7ebVeur1aq+CGAUuEx4MfHtVHFnwm89rfOBQEAXvJ2MjjPaye1gtvVuE4vFbPvCFUXB4uKivm8sFsOvfvUrW/E/MTHhWO3nEbm1Wg3ZbJZLdDILvRWswlwoFCxD7bZt22ab6s8WC+r1OiRJahPrrYK5k751q/eIqqqOvfSAJuLZe+mCCy7Qz81sNv1Kg/FYn7zZ7/Z86BwjIU8QBEFsLo4ebfvmVYeHsXDffcBVV23gia0eQRDQ09ODSqXCtf/MjPPXdAMS/if+W0i/OI9tT3mKdbgdQWxFFOWskDcJuXOaHW8cf2Ws1jOhzu7r8/n0RQAzoV4oFPRK4VqH1SWTSWQyGUfrPBM51Wq1Kf27W734xhFkvb29UFV11bPRJUnSRToPmUwGiqI42uy7mZvCu4DBE9pnZ/cH2tu4Wiv3pVIJCwsLEAQBQ0ND8Hq9pv32DJ5Rf2zc3okTJ2z3s+ulV1VVD8ULhUKm4x6NrCQYDzj7HmcTFVqfL+scO3BAm7r6278NfP/7W2etm4Q8QRAEsXk4elTzwrXaGwsFbLv1VjSOHEFh376uPJRTT+FaEIlEHO2diqJV4mdmXMhm+b6mE4k64vG4Y88iQWwZmGvn29/WFv2iUeClL9U3M8FTLBZNZ8ebCXW78W+VSkW32JsJckVRMDo6uuZ/g0ysh8NhjI6OolAo6D3gRgHDngM7N2P6d7dGxzFUVcXMzExXkuwVRdEXVhKJBAKBAM6cOWMritc6I6UVq5T2leDkfjCKZat+ewDo7+/X20LsLPg8i0mpVArlcnnFvfT1eh21Wg3FYhGCICCVSjk+ZqfBeID2HmeLSfl8Hvl83jThXpKA5z1PE/KCsHVEPEBCniAIgtgsKIpWiTfpURQAqABShw+jsHdvV76J10PEC4KAQCCgpwo7ifjWdHoNFa398WePryKZrOF3fseL/nM9fpcgeDFx7aBWAx58ENi/31TwsFA6qwAyJ6HORJCTUHeqwvLAE1YnCAK8Xi8KhYIuqFg1sluj43jC7Ix0e+Qnq1R3q9ru9HyMo+SsYGntTvZ63oVinqo9m3xgJ8Ilh+9EVVUxMTGh99339fVhZmbG8j3G+7u066UHtEUFp7n0gPZ+jsfjelaDGca2kU4T7nt7tX+7EEOxqSAhTxAEQWwOHn64+cK8BUFV0ZPJIHD8uOWcdcv7ruO4uN7eXmSzWaiqimAwyB3wZJZOr8GWMdjPyz8J2m0f+pALg4Mk4onzBCvXTqkEXH89Svfdh9FnPKPtbqyvt1wum1ZB11Oo22EMq3vyySexuLiIWCyG/v7+too7ex6Li4tNFfdujY5jz7V3WQU52eZ5k+wZiUQC2Wy2K9V2p8dlLQlW4XMA9MVQO8HM0tr7+/tt9xsYGLCsnjN4xX69Xtdt6lbY2dwBrfLPfu/pdBrBYBCxWMzSht+NXnpAs7zn83nHAEXj9Ae7UXts304T7pmQX2Xnx6aDPHgEQRDE5oCzZ9O1giX1tRTxiURCt1pGo1E0Gg398XhFvF06PaNVX6RSCu6/X8D119NXOXGeYOPagapCBdBzxx3afhY4WZnXWqg7waqOgiDoVmkWYsZgwqlVBLJqJO/oOF5mZ2e5P0PNUv+tmJmZ6Vq13cllkEqlEIlETEcEut1upNNpvWXBaR/A+nka93NyScViMdvtjFqtxm1zZ6iqimKxiFwuh5mZGX0hIJVK6VZ4NvYuEokgGAw2vcd4quisl543wd+OfD6PcrkMQRBw8cUXY2hoCIODgxgaGsLOnTubFgI6SbhnJBLav9kssMF/4l2FKvIEQRDE5oDTGl5n38ibgN7eXoRCId0C6mSdt8IpnR4Q0GgAd9wxiXi8jkSijuc8p4qnPGXXih6PIM5JOFw77hW6dtaLlYTVlctlPawO6E7yvdfr1dP4eeCt4rOguk5t+XbwVNv7+vqwuLiotzEZt6VSKciyjGKxqIu73t5eeL3epko06/Fmr0s8HofP5zPdhzkFfD4fksmkaVU7HA5jamoK1WrV8pxaWyjMnhtvddzJ5u73+7naKta6l74VRVH0hYZEIgGPx2O7kLCShHv2tBUFyOUAzjWUTQ8JeYIgCGJzsGePNhdmfNy04qYKAuqpFEq7d2/AyWnVi+3bt2NhYQFzc3OQJAmBQMBxjr0xvC6RqGP37hIkqfn2kyedqx8AEI/X8eIXa328bjfffQhiy7CGrp1u4WSXNobVjYyMoFQqIRqNYmBgwNI6XyqVUCqV4HK5EI1GuxJU14mIB/ht82x7f38/6vW6bc8zL/F43DbZPZVKNQlwJgaZsC4UChgeHm563XK5HPr7+3VxaSZ+8/k8/H6/7T6VSgWKophOPFhaWtJFfDqdhqqqbWLfyaKfSqUc+98ZTjb3crmMQqFga3NnvfTlchmiKCKZTHa1l94Mdny32623cdixkoR7jwcIhYCFBc1eT0KeIAiCILqJJAH33KP1v7agLl/0TN5xByBJEEURqqquqWU+FAohHA4jm83qfaqhUEi/uG40Gjh9+rTtMczC65LJKl784jy+9a2wQxW+nUTi7MVQX19fR/cliHOeTeDacRLqAwMDANAm+KzC6kqlUkdhdXaCdq3x+XxNdmU7xsfHu5Ji73K54Pf70dPTY1rZlmW57bWen5/XRTpPKBrANzLQLgQRgGWQIhPtRrHPCIfDKBaLbW4u4/uFLQA4Ve5XOzIOaO+lD4VCXeulZxjT7Y0jC/v7+7laPlaScA9offILC8CXvgQ8//la7eBcT7AnIU8QBEFsHq69FnjHO4C/+ZumPtdaMonMwYP66Lm17mMVRRHpdBqKoujhSB6PB7Ozs7p1ky0iWFXcrcLrpqbc+OxnnasORlg6/e7dZy+izfo4CWJLw+PaSSZX5drpllCXZRmnT59GsViEz+dDX19fk7U4n8/r4q1YLKJYLHKH1W0UvCKe0Y0U+9YFU1EU9V73er1uGl5nFOBOr+Xk5KTjgjDPPqwP3Ox8WNAi0JykbhyRCGgZK0ykGsWyIAhclftObe6tM+mNFvf+/n59XCPrpTcjEAg4/s0YRbWV7d/r9TrOmmcIgqAvslthTLgHtIxMZp57xzu0fwcHtdrB/v1cD7spISFPEARBbA5MRkopoRBmX/tazNx445ounbNeSFZ9j0ajKJfLTYnJExMTbfezqrjfcUcG732vVXgdS6E3q4hYp9MfPJjRX4LBwUHLigpBbFmMrh1BaBbzggABQPW977X9rGCjw6zoRKifOXNGH2nX+jdZKBR0q/fi4iJOnz6tC3WArwJ8rsNjx5ckCT09PXpvvfF2RVHa7ttoNDA3N4dAIOCY5D4xMeEYlsfTpsCzT61WM/2OMOI0E35hYQHBYNBUNIfDYczOzra9Tiu1udvNpI9Go9xBfDxhhExU29n+l5aWHG3/xsdkoyJb319mWRNWgy7Gx7Xb77//3BXzgrpe83jOMdibKZ/PU9WDIAhirbH4pmWW+tEjR/RqfLfxer24+OKLUavVMDw8DIBvLFBzxb1ZeNulz3dKKlXFwYMZ7NtXAKAlHTOxQRDnJWZz5BMJ4KMfBa6/3lSkGC/wnbYD0Kur+XweoVAI27dvb1s8m5qawszMDPx+P/r6+hyt8YxuBsFtdmKxGPcIOUEQEI1GIcuyaSq/Ed7RbZuNoaEhx5nwxnR8Rr1ex/DwMFRVxcDAAERRbKvcF4tFjIyMOJ5DIpGwbdEwe3wzGo0GTp06pc+mFwTB8m9KVdW2nIJW3G43du7c6bhIPTk5iWw2i56eHlx00UVYXFw0tf0DmmNuaMg6I1MQtMr8qVOby2bPq0OpIk8QBEFsLDYjpQRVhSoISB0+jMLevSv+pmVpw6FQCPF4HLVaDZOTk2g0GkgkEigWi00Xm04XiHbj4lTVOPd9Zdx00zQuuqjSZNUHSMQTBACtfKYowE03aRHUADAzA9x2GyCKCO/fD1mWMTU1hdnZWUiShIGBAb3SyUaMZTIZZLNZuN3upu2A9pnh9/uRz+fbetiB5jC6crnc0Rz380XEA5o44124UFVVDxJ1/gw+90Q80PlMeGZ/n5+fh6qq8Hg8ltVynt5xl8vluLDi1EcPaL+r8fFxXcTv2LEDPT09lr30nYyMs7LxA1rlnv3d9ff3Q5Ik2/0dBl1AVYHRUW2/K6+0Pb1NCQl5giAIYmPhGCnVs4KRUmw+riRJOHPmDADNVssCkBqNBkRR5LJftsIzLm41PPe5JVx+eXM/ajwed5xLTBDnBUePAi9/ua1XtnD11XoPuqIoTdb2cDiMQqGgW5FrtVrb9nw+j+npaQCaeDAKdeD8sMZ3A2NqPetvz+VytsKet4LPg9Migsvlgqqqtt8BPPvwOgQ6mQmvKEqbc6RWqyGfz5tWzHl66aPRqGNgIo+gnp6eRj6fhyAISKfT+rg4q/usZGRcKyxRH9DCaHl66nnjJjZpLIUjJOQJgiCIjWUNRkqxiwtJkjA3NwdVVdHT0wNVVZHL5fSU3JVWxmZmeL8+7Xrh2283C7UD+K2OBLHlsXHwQFUBQUDjllsw+uCDbQ4eJrTL5bJpnzzvdp5kbaId1t/uBO/CKs98+WQyaRpAx7BbmOlkn4GBAcuec+P58Ka8FwoF09eqNSW/FasqOrO583ZUG59HayhetVrVFwNanSxWrCTdvpV8Po9yuawvWPDAu/Z9rq6Rk5AnCIIgNpZVjpTq7e1FMBhEvV7H3NwcyuUyotGoPnuXVeXq9brjuDhejGPgnNB65o0XV6rhX/tQOwDYvn07ZbUQBIPDKyuOj9s6eOzC7ni2n0/W+I2iGyKd9WcLgoCxsbEmEWsWijY+Pu4YnNbq4Grdp1sz4Z2C66zs7+z7Lh6PIxQKtdncWUK+E0xQ24XiJRIJRKNRruN1mm7PYIsI1WpVb0lIJBLo6eEb3bpnD7Bt29nE+lZYj/yePVyH23SQkCcIgiA2Fo6RUrWWkVLGPsBYLIaenp6mUUTRaBTFYhHlcllP+e3mxffu3SXE4zVksy7YVdbf/nYtvd5ow0+lanjRi9rnyCeTtaZQO+04AvdIHoI4L1gDBw+x+YjH47YW8E5EOmuVYAFibMybUQSHw2HdiREIBJBIJEz3EUVRb8MYHBxs2oc9nl2QIs9MeB6bvtkYuUqlgoWFBQDa9yKzuxvpZAa7U2ij1+u1PcfW83VyA7SOjLNaROAV8YBmyrn8cnMhzx7q7rs3V9BdJ5CQJwiCIDYWNlLquuvaNrHU+szBg4j29uoXIcx2GAqF9C91Vono6enB6dOnuXvyVsLMjGt5zH37KDljZX3fvgKuvrpgOmf+rW+dMr3dSG9vL42ZIwgjq3TwEJ3h8XhQqVTW9THdbjf6+vrg9Xodq+ThcBjz8/MoFouIRCKIRCJtAlxVVVSrVf3+rdtb9zFLP2ewc7H6XGZBio8//jhUVcW2bdsQiUQ6mgkfiUQcXSGA9Rg5QRCwtLRkKuR5Z9IDcAxt5AnFA85mVDQaDb3SbzcxAoDtIsLY2Jg+S96Jxx8HvvlN7ed4HDC+rIODmog/V0fPASTkCYIgiM3A/v3As54F/PSnTTer27Zh7PbbsfA7v4NLl22Jxh5BVnmv1+t63zu7GFsr5uclvPGNFyKXcyORqAEAZmbc+vbWyrpWESi1HcfqdoYoiujr6+vy2RPEOc4KHDzEymEino2Gc7vdTQF2awGrzBqr5MFgEL3Li7mtIr1W0z6HzUR6q9CdnZ1FLpfTQw3N9snn8yiVSk37sNtZ2FqtVmsKQGwVlaz6bCZy2b5WixSSJHEJ+UqlYupaUFXVto/euPhhxCio2feqHTyheI1GA2fOnEGlUoHL5cKOHTvgdrst0+3Z+XdjEUFVgT/9U6BeB37/94F/+ietM2dyUlsP3LPn3K3EM0jIEwRBEBvP6dPAz36m/XzffYDbDfT3Y3xoCIViEZFwWO8tzOfzUBQFkiRhfHx8XcYQsX5NVQ3ittvSePJJCclkDZ/73JNIJmuOlfWVMDAwQNV4gmhFkoBXvhJ43/ssd5m+665z/wp9k8FGw8Xj8VUfi/W3T05O2vabq6qKpaUlfZuTSJ+ZmcH8/HzT5AGe6QJO+/Aei+1nFKFjY2PIZDJtYj8cDqNUKunOsng8rj8/Hvv9asbINRoNlMtlAEAymdRD+Iyvb7dS5sfHx1EqlSCKIi644ALdQWcn/rs1qu4LXwD+9V8Bn08z/UnSuTlizg4S8gRBEMTG88lPasvnV10FvPa1ALQLhMLwMACt349VCFgFYj0EfH9/PzweD7LZLLLZIm67bQA/+5mESKSOT35yBAMDWiXIrrK+EmRZRiQS6eoxCWJLcPQo8P73W24W3vY2SC97WbOHtnWfZbG00u1biU6t804hbDwY+9tHR0fhdruxbdu2JiHZKtLn5+exsLDQkUh3qupOTk46/p4zmQxCoRBXhVhVVdPwvVaxD2gilz03QRCanvtajZFjvfRs/KrL5bJs31pJynxrun2xWEQ+nwegTV7x+Xxcx+zGIkIuB9x+u/bzX/wFcOGFXIc85yAhTxAEQWws1Srw6U9rP7/pTfrN8/PzUFUVbrcbZ86cWdOedyOsEiIIAmKx2HKY0iTuvHMQP/pRD/x+BR/72Gns2LE2faOSJCGdTq/JsQninMZu9NwyjS9+EdlXv9q2Im8l3s46b84PEQ+gScTzLGAoisKdKD8+Pm4ZQsdEH7u9VcSvVqS3psubwfOdUqvVkM1muSrEzHZvBauQFwqFpkWKQqGA4eHhpqq9U3Bep2PkzHrpG42GHgDYSieheFbHZ2zbtq2j0NZujKr7i78ApqeBSy8F3vY27oc+5yAhTxAEQWwsR49q37j9/cC11wI4a+MEoPc/rhXsorSvrw9+vx8AMDIyArdb63tfWCjiz/88joceCsPtbuCee87gaU9bXLPzIUs9QVjgNHoOcBw9Z8f5PlaOVxxGIhFbWzcT68w6zz5bmVhvFX3lclkXsrIsd0Wkd9Oxxfsd5PT+qdVqmJ6eNq2km1Xtw+Ew/H4/hpedaUNDQysaI2e1MGI3k543FI/9Pu32E0WR61wZPO/D1lF1inK2/71QAD7yEe32j3wE6CDk/pyDhDxBEASxsXzsY9q/N94I1eVCqVhEsVhccwHPKhvMChmJRNDT06On3wuCgOHhYbz3vXEcPZqAKKp43/tG8dzndtdGz5AkCQMDA1xJvARxXkKj5zYFsizD5/NhvGWmF/tMlWUZCwsLuphmIXmAc7U9kUg4Vr/Xo63KCDv3buAUYsebBM9bMff7/Thx4sSKHlOWZbjd7rbv4lZnRbfS7QFgcXHRdlGAYRxVd/SoZtRpXePbs0fr1tvKkJAnCIIgNo5f/AL40Y8ASULh5S/HxPDwuljo0+k0ZFmGoij66j+z6bGLlkqlgnvv7cVnP6uNsXrHO8Zx9dULa3I+vb29SCaTVIknCDto9NyGwyqhLIROFEUMDAzoYWnMJm78HD958iR3td0pwK0TnFoAXC4XVFW1XRhwu92Ix+OO9nqe2e8AX9We9bW3Bue1puTzVMzL5fKKg+MWFxf178N0Oq2H8BnbILoVTAdoE2fYmDq/349YLIZMJmM7qu7oUeD66827bX78Y237uTxezgkS8gRBEMT6w3xw7343AKD2whfiTKMBrJG1lc0lZhUkVh1gFwiSJEEUxaa+za9/PYoPfECbp3v77ZP4gz/Ircm5pdNpqsITBA979rQPgzZAo+fWHjZjvFDQxmu63W49uG49q+28ffpm4XOM/uWFIScxLIqio2geGBiw7BFn8Ip9Nh+eJyUfsO6jD4fD3OGExvuz78Hp6Wn9cay+o7oRTMe2j4yMoF6vw+Px4IILLoAkSXq6v9moOo7IDNx6q9axt1WHWJCQJwiCINYXEx+c8O//DvnYMRT27evKQ0SjUczPz8Pj8aC/vx+BQEAPdZIkSb8QMM4fNvZtPvSQjL/5mwEAwOtfP4PXvc55pu9KGBwcJBFPELw88IBtGj1UlUbPdYlWoczEIYCminulUtH727tVbe+GSDcm44+NjVmG7jGsZrob+9XNUulb97MT+7FYzDFpHtCcAnbPDThrVw+Hw5BlGaOjoygUCpBlGel0Wv+O6zQ4ziy0jqXPm31XdSOYrtFo4PTp06hWq3C73RgaGtLHzQqCYFnJd4rMUFVgdFTbb6uNnWOQkCcIgiDWDwsfnJTLIX3gAEaPHFmVmGcXVUyge71e/SKAVULYBYKx+q4oin4B9sgjARw8OIhGQ8D118/hrW+dWvH52EGVeILoAFZ+s0GNxZB7/vPX6YS2Lm63G5FIBDMzM/D5fEgmk7ptnmcuuxW81fZ4PG4reFvH17WeO9vORKlRxIuiiGQyqX/2sn2MIr51H6A9gG3btm1taftsf6uFA1mWMT8/79jXbhxNZ4XRri4Igj6fXVEUlEol/bw6SZ+3cgEYvx9bv7M6TbcH2sfUzczMYHFxEZIkYWhoiDuTgDMyg3u/cxES8gRBEMT6YOODE1QVqiAgdfgwCnv3clfUBgcH9coF63sXBAFTU5r4lgzHYRcaLMXXWHVgwv+//9uHt751O2o1ES94QR5/8RcTWIu2darEE0SH8CTWz82tOLH+fJod70QqldKr5x6PRxdhThV3Hniq7X19ffB6vVwivfXYTIDbJbWPjY3p4ttpH+NjGcXq1NQU+vv7TQPiPB4PlpaWEAgEkEgkmsQ+T18774KHcbQc+32VSiWUSqWOe+kB59+vWWhdJ+n27FytWhAuuOACeDwe23MwwhmZwb3fuQgJeYIgCGJ9cLgQF1QVPZkM14U4u6AzWu5CoZChd665+g6cvehRVdX0ouN//9eDP/3TC7C4KOGKK4p4z3vG1sShS5V4glgBa5xYfz6JeLfbjWAwqE/oMN7OAunY52Uul0OxWEQ0Gu1KEClPtZ3NWTfSqUh3EqWtlXozMpmMqZ0eMO9VbxWppVIJlUqlo/nw4XC4K6PlOu2lLxaLKw6tM1bbjbS2HTiNqet0Us2ePUA4DOTz5tsFARgc1PbbqpCQJwiCINaHVVyIu1wuNBoNNBoN9Pf3IxaLQRCEpi9+Y5WAVXzY/FpVVbG4qM1+Z/8aGR93441vHEI+78LTn17G3XefQU9Pdy/sabwcQawCSqzvGqlUCvll9cPSwZk92kq08vR2O2GstlvZzwHnKnk35szzLErUajVMTEzY7sOq1DxtB+yzX5Zl1Ot1TE5OQhAEXHDBBU1V+7UYLcd66X/5y1+i0WhgYGAA0WhUf8zVhNaxBSGWSWMWTNftMXUA8LnP2Yt4ALj77q0dmSFu9AkQBEEQ5wmruBDv7+/XRbnf79e/6I2C3fjlb6zI5/N5DA8PW6b3zs5KuOmmIUxPu3HRRUv4yEdOw+/vbnq+JEnYtWsXiXiCWCl79mjlNYuLfFUQUE2lKLEezaK49fZ4PI7JyUk9db5cLiOTyUBRFGQymTU9L2O13axvnWc83cTExLrOmecdF8cjUlVV1b+P2P6s4s9+H8BZu7odnY6Wc6LT0DpVVVEsFpHL5TA7OwtAG6MaDAYRiUT03n1GJ2PqePjnfwbe8Abt55e8RPtoMDI4CNx//9YePQdQRZ4gCIJYL9iF+Pi4aZ+8Kgiot4yOMlrzWGWECXqgvfIOaBcY1WoVgJa2a7xAamVhQcSb3jSEM2c82Latik98YgSRSPcuAhkDAwNN50gQRIdIEvDKVwLve5/lLpRYr2HsSWYJ704Vd56wOifYY01MTFgm3ttV2yuVyrqK9G7Ba0ufnp42dTaYVe3Zv3Zp+p2MlmsN9ZuYmMD09LRu++80FM+sz92ukt6tMXUA8IMfAC9/uTat9k/+BPjMZ7SfH35YM/7192uXG+fDRwEJeYIgCGJ9kCTgnnu01PpWBAECANeHP6x/+xrD64Czot3OQt96gWEn4peWBLz5zRfgV7/yIRar4xOfGEEyufoeUCPGwCGCIFbB0aPA+99vuVl429sgvexl9uPptjjGdPTx8XEAQE9Pj/75Mzw8vKaPL8syMpmMaQK8LMuOj887no4Hp1A9SZKgqqrtPk7H6JSsw3uz1VouyzKy2SzK5bJpcB5vFb1SqXAtIPCE1lm1EABoCghspRtj6gDgpz/VKvDVKvDSlwKf/KRm0pGkrTtizg4S8gRBEMT6sX+/5ne76abmC+7BQa2Z7Q/+AHjsMQBoumABzoZRWQl5pyAdRQGOHw9gZsaFaLSOz38+juPHAwgGFXziEyO44IJqF58okEgk0NfXx93vRxCEBTYTLxiNL34R2Ve/uutluG6LuW5hrJ4mk0n4fD59RJxxznupVMLw8HDXwuoSiQRmZ2fb+tuZ6Gxlo6rtTr8znsfi+b2zBYFunJMxTI4nOI+niu5yuRwXSIx99EB7xoBxgchpMcaqz30lY+oUpbnKnkgAL3oRUCwCV10FfOlLAOf6wJZlTX1+c3NzePWrXw1ZlhGJRPD617/eMYlxaWkJN998M+LxOILBIK677jp9jBBDEIS2/7785S837fPDH/4Qu3fvhsfjwcUXX4x/+Id/6PbTIwiCIFbC/v3ARz6i/bxrl+aTO3XKtpnNeKFk1gvfaDT0CpQZx47JuOaanbjhhgtx8GAaN910IX70IxkuVwMf/vBpXHrp0iqf1FkkSUI6nUYymSQRTxDdgGf03Pg4AsePd/2hN6OIB7RqLYNdM7NqaatY6mZYXSKR0Od8h0IhDA0N4ZJLLtHD86zgrbafa5+ZiqI4VtqB5gkqdjAbvNXvcXR0VH+teXrpo9Go46KFsTc9HA5jcLnh3OVyYWhoCDt37kQ4HF5Vnztv3z/7/R89CgwNAXv3Aq96lfbvr/86MDsLPOtZWo+812t7uPOCNRXyr371q/HYY4/hoYcewje/+U386Ec/wk033WR7n9tuuw3f+MY38LWvfQ3/+q//iomJCew3ubj77Gc/i8nJSf2/l770pfq2U6dO4Xd/93exd+9e/Nd//RduvfVWvOEN7W75WAABAABJREFUb8C//Mu/dPspEgRBECuBLaP39mp+uOWLHCvB3hqMBGg2etY3X61WLS+4jx2TceBAGlNT7pYtKup1AfPz3VvSp1A7glgD1nj03GbE7XYjFAq13S5JEkRRbBLGJ06cMJ2r3m1kWcaJEyf0DJKFhQWMjY1hZmama9X2tRoDKIqiY04Jzz4rpXVkmxUul4s7OA/QhHc6nW7bx+12I51Oc89lN/7+2KKDKIpNoXWr7XO3em3ZubLvzaNHtQ681rU79ha6+WbA5E/jvGTNDAm//OUv8Z3vfAePPvoonvWsZwEAPvShD+HFL34x3v/+92NgYKDtPvl8Hp/5zGfwxS9+EVdddRUATbBfdtll+I//+A8897nP1feNRCKmiZwA8PGPfxwXXngh/v7v/x4AcNlll+HHP/4xPvCBD+Caa67p9lMlCIIgOoV9oa/AkigIgqONnqEowKFDqeWHaa30CBAEFYcPp7B3b6ErjlwKtSOINeA8HD0XiUT0jI9oNIpAIMDV67waXC4XIpGInkLOsLPOd1LtFwRhzYS6EzzOCl73RSfPg1nvnRwLgPY6q6ra8Tx34yJBPB5HKBTSW9M6mUnfSr1eR7FY1I+12j539v6JxWL6CL7WMXVOXTSCAPzVXwGvec35EWbnxJpdbTzyyCOIRCK6iAeAffv2QRRF/OQnPzG9z89+9jPUajXs27dPv+3SSy/F9u3b8cgjjzTte/PNN6O3txfPfvazce+99zb9QT3yyCNNxwCAa665pu0YBEEQxAbBqu0t39ZWFXnjBVapVHKc7cs4fjyAqaketIt49ngCMpkeHD8eMN3OS2tFgSCILnKOjp5zslNHIhHT+4iiiJmZGVQqFQBaaKcgCPq87rWi0Wg0iXhRFJFIJLis8zysRMRvRqs9z/Po7e1FIpGAoijcCwSpVIrbucDEfj6fxxNPPKHfns1mm8bZsd50O4y96fl8HmfOnAGgvR9GRkYwPDyMfD7f8bGAs2PqZmdn9UUF1gpiNqbOqYtGVYHRUW0/Yg0r8plMBn19fc0P5nIhFotZzqnMZDLo6elp+2BLJpNN9/mbv/kbXHXVVfD7/fjud7+LP/3TP0WxWMQtt9yiHyeZTLYdo1AoYHFxET6fr+2xK5WK/oEJ2CcdEwRBEKuEfXFzXOC0WkZHRka4H2Zmhu9rjne/VrxeL1KpVFswH0EQXYRNvLjuuvZty393m3H03MDAAPL5fNs1JQsPW1xc1P8/mUxaVtwVRelKxR3QwupaH0OSJFPB2Wg09H27EZS3Ejaqgr9avF6vpd5phb0fJEnqqIJu5UxbSRq9ndONHS+dTnMfC2ifIgNoCzNLS0uWln/e7pA17iI5Z+j4yuXOO+/E4cOHbff55S9/ueIT4uEv//Iv9Z+f8YxnoFQq4X3ve58u5FfCe97zHrzzne/sxukRBEEQTlhU5I0XkuVy2XLuMS+JBN/FJ+9+RkRRxEUXXUQCniDWg/37takW//RPzbcPDkK4+26Err4auS6JXSPxeNw2zMxsu3HWN+tlj8Vi8Pv9enK3UeDUarW2sW1rgcvl0oPqAGDbtm1wu92OiwTdHAtnZCOt9iuFLXo4UavVuBY/kskk3G636Vx2K9xuN/x+P06cOGG7H28afTgchqqqXL35O3fuRDqdbjtf47EAWC4KqKratMjQCmcXDfd+W52Ohfztt9+O173udbb77NixA6lUCtPT00231+t1zM3NWfa2p1IpVKtV5HK5pqr81NSU5X0A4DnPeQ7e9a53oVKpwOPxIJVKtSXdT01NQZZl02o8ANx11104cOCA/v+FQsE0PIIgCILoAiY98qupvFshCCoAFVbWekFQkUzWsHt3e8quE9u2bSMRTxDrgaIAP/oR8G//pv3/X/4lcNll2tX8nj2AJCFkIYKZwCiXy5aCG0Cb6DAKE0VRkMvlTLf39PQgm81CEAQMDAw0WYsXFhb0BO9oNAqfz4d8Pm+6OLkeFe9Go9HUljQ1NcWVat7NsXBGzjURD/Cds9vt5u4nr9VqbZrFCfZ+7qSXXpZlVCoVTE9P65NVjE6yThLpw+EwZFnG6OgoCoUCZFlGOp3Wj8W7KGA2po510Vit3wuCtn3PHtvDnzd0LOQTiQQSHGEiV1xxBXK5HH72s5/hmc98JgDg+9//PhqNBp7znOeY3ueZz3wm3G43vve97+G6ZfvU8PAwzpw5gyuuuMLysf7rv/4L0WhUt2lcccUV+Na3vtW0z0MPPWR7DI/Hw53sSBAEQaySloo8b3gdL5IkYXq6H7fcEoIm4lUIgtYTf/YUtMc+eDDTkSO3tfJAEMQacvSoln5lvLK/917ggx8ErrwSqqqiVCxiYWEBwNnxj61BWmy7LMuQZblpG0thBzQ7fE9PT5PIYQKHhc65XC74/X6Uy2W9p9zv9yMajQIwtxSfPn0a/f39a5osbxVWZ2Wd79ZYuvMBq9fQDFaY5KF1gcgO43cP7/3YODvj+1FRFIyNjTXNpO80kV4QBF03uVyuJkHeyaJAa5o/RxcN7r5703XRbBhr1iN/2WWX4YUvfCFuvPFGfPzjH0etVsOb3/xmvOIVr9AT68fHx3H11Vfjc5/7HJ797GcjHA7j9a9/PQ4cOKAnGr7lLW/BFVdcoSfWf+Mb38DU1BSe+9znwuv14qGHHsK73/1uvO1tb9Mf+//8n/+DD3/4w7jjjjtwww034Pvf/z6++tWv4sEHH1yrp0sQBEF0ArsYmp2F+oMfYLIlU2W1LC0N4mUvC2BhQcTu3SW8/OVZHDmSWg6+00gmazh4MIN9+/gzUUKhELZv306VeIJYD9gcqtYq6MQEcP31KN13H0Yvv7xJNKiqCkVRdGcnC9tiYW2xWEwXD2wbE0VerxexWKzpWMViUe9bjsVielX9xIkTTY+7uLioP4ZT3/JaYRZWF4/H18wafz7BI+BdLhfC4TC3TZ7Xpt/b24tgMKg7PYrFIpaWlpxPGuCadBAOh1eUSM8mtCwuLjal2692TN1znqOZ9lpf8sFBTcSbTCU/b1kzIQ8AX/jCF/DmN78ZV199NURRxHXXXYcPfvCD+vZarYbh4WGUy2X9tg984AP6vpVKBddccw0++tGP6tvdbjc+8pGP4LbbboOqqrj44otx5MgR3Hjjjfo+F154IR588EHcdtttuOeeezA4OIhPf/rTNHqOIAhiM3D0KPDGN2o/j4xAuOoq7EgmkbnzThRaJo6shFqtD/v3BzEzI2DXrkV86EOnIcsNXHNNAcePBzAz40IiUcfu3aWOV/Xj8TiJeIJYD+zmUKkqVEGA+447UP/Od5rKc41Go0kwt4oqVok021atVpHP5xEOhy2r6uFw2LRnnj3uWo6fZKF44+PjTRZvnrA6YnXwWOrN3BBO+9vlLzC8Xi+CwaDpe9IOl8vluIjDLO7MaWJ37NZ0e/beWlxcxMjICFwuF/r7+1c9pu5jH9NE/G/9FvCud2nBdoYuGsKAoJ6LDSrrQKFQ0D/IZVne6NMhCILYGlhU2NRlcTx65EhHYl4QBGzfvh3FYhHZbBaFggs33bQLjz0mYPv2Cu6770n09navv/OpT30qCXmCWA9++ENg717H3U7dey9Kl1/edjtvtdMMp4C7jSKdTkOSJD0/pK+vD36/H6Ojo2vWx76ZEUXRtlLucrnQaDRs91nN+6TT82Ewi3y1WuXqjx8aGlrR5AKzCQVWx2cLBXaPwUas8uzntODgdruxc+fOtu/TxUUgnQayWeDrXz9/q++8OnTtlg0JgiAIwohNhU1Yvi11+LC2Hyd9fX0IhUKoVqsol0W85S078NhjAvr6avjkJ0e6KuJDoRCJeIJYLzh7yV0WQmU14mwjRbwkSW2fM263G/F4HJOTk00hoHNzcyiVSltSxDt91rrd7rZx1a2Ew2FHYT0wMADJoczrtJ3BI+KTySSSySQmJye5RDxLqO8kW8HtdiOdTnNnfzHBHQ6HkU6n21wl7HidpNvbhZQDzWPqAO1r/4c/1C4Rsllg+3bg2mu5Tv+8hoQ8QRAEsT48/LB1FC00Md+TySBw/DjX4VwuF3p7e1Gv15HNFnHbbWkcP96DcLiOT3xiBNu21bp15gC0Kh1BEOsE53ypOkcA87nEwMCAPmHJ7/djaGgIyWQS2Wy2rcK5lcPqnAzDsizb2sbj8bieWWCFJEl6poId3RT7tVoNY2Nj3PZ43oR6QOulHxoawiWXXAJJkrj76I0Wd1mW4ff7AQA+nw9DQ0PYuXOnHorHG2TncrmQTqfb7PPGRQHG0aPA0JBmwPnUp7Tb8nnggQe4Tv+8Zk175AmCIAhCZxUVNlEUsX37dv3CtVKp6P3q2WwOd901iH//9xB8PgUf/ehpXHxxpaunLgiC3htIEMQ6wOZQjY+bunhUQUAtmURp9+4NOLmVw6rrmUym7XZZlpssyeVyGWNjY2s+X/5cQxRFx9T2XC7HNVbPOI7PDF6xH4vFuBZVeNPmV5JQ7/V6oShKWxCj0+MY+96N77/FxcVVpdtHIhHIsownnngC1WoVfX19SCQSTZV4qzzLQkG7/f77z197PQ9UkScIgiDWhxVU2NgXfjweRzAYhN/vR6WiiXTNNqnillskfPe7YbhcDdx99xk8/emLXT/13t5estUTxHrC5lCZwDI1MgcPbrr0K6fKbCqV0qvNkiRhcHDQseq+1YT8agMBG40Gl0jnPZbTcXjEfiKRcAx5kySJ236/c+dOyLLccUL96Ogot9gGzlrcWd+72ftvdHRUdzd0GmQnCAJ6erRpMW63u81Ob5NnCQC49daOuu3OO0jIEwRBEOsDq7BZCGJVEFBNpRB44QsxODiIdDqtX/CyagCrTAQCAVSrVdxySwFf/WoUoqji8OExPO95pa6ftiAI6OvyeDyCIDi49lrgta9tu1kYHET5vvtsgzHXMj3ejoGBASRM7P7GPnfWG60oCjKZjP4vsTnhEfvlcrnJLm4Ga5lwwu12o1AoYHh4GCMjI1xJ+DwJ9a2P0Wnfu6qqerq907GNDjb2t8hGObLvdYduO6gqMDqq7UeYQ0KeIAiCWB9Yhc3CJgsAU3feid5kEpFIRK+oeL1eeL1eqKqqC/nFxUW8850L+MhHtAunv/zLCbzgBfzz4DuBqvEEsQGwxtn77jt7WywGvPOdwKlTCLzmNUin06bBcOl0Gtu2bVvxQzvlYcTjcdNAMCbUjRZrURSRSCRsK+6dVlHPZXiT3bv1WKvZ3gn1et2xJ39xkc8ttpLKejQa5Z5Jv9K+91KpBEEQ9PGNVhiD7PL5PBYWFvSfR0ZGMDw8vGzj53lm3F155yXUI08QBEGsH/v3a8Nhf/zjppsb/f0Yf/vbIezfr19cMdHOLjYWFxdRrVYBAF//uoz3v1+7mHjrWzO4/vr5NTldSZKoGk8Q641V4+z8PPCOdwBPexryV1+NycnJplA0URSRTCb1KqPZGDnWewxoM+WN92fbZFmGKIptPc+sjz2fzzeJUVEUEQqFLOfLz8zMbJhDYLPRDRHP2hechGskErGtUjcaDceFBd6Fh1qt5iiGFUXhGpnXaWXd2K7hBJtJb6STvnfg7Hey1d8P2241po4tXoVCEoBg2/ZWOLvyzktIyBMEQRDrR6UC/Pzn2s8f/jAQi0FNpfBEXx/qqortyxcA2ji5MgDtoqFYLOoX1d/7XgjveIdWbXvd62bw+tc72w5XysDAAFXjCWI9cWqcFQQ0brkFow8+2NYf32g0MDY2hsXFReTz+SaBIooi4vE4+vr6UCgULBcBAGB4eNj0vh6PB2MmXuBGo+EovrZan7sZwWAQxWJxzR9HURTTRZpWCoUCBEGwFblOn+88Yl+SJO7ecb/fb/sa+f1+FArO7rLe3l4Eg0Hdws5jvweae9xVVUWpVFpxun1PTw8qlQpCoRDi8TgCgYD+evLY9XfsGMfg4E6Mjwumf+6CoHXj7dnDdXrnJSTkCYIgiPXjoYeAhQVgYAB405sAUUS5VEL91CmIoqhXCphF0ePx4Mknn9Qvqn/ykwDe/vY0Gg0Bf/AH8zhwYMqq5X7VDA4OOvY8EgTRZTgaZ8XxcQSOH0fp8stNd7GrjDcaDcvtZiLdeF+qqtvDax3nEcaNRsNWgPMkufNUmhVFWbXYVxRFd4s5wRaorSiV+HJeWGW9NWneDruE+tXcd2FhAYuLi03p9jx2/UajhkOHlvCa1/ggCM1rd+wlv/vuTZdnuamgTySCIAhi/fj617V/9+8Hli+KmWhndlbjbZVKRb8Y+MUvfLjllu2o1URcfXUef/VX42sm4hOJBCKRyNocnCAIa1YxppIHpyquHedDVX01MOu4HWycmx1OIp49VrfgeSwnMT8/P881a54nOI8Hl8tlmTRvhVNC/Wru25puz3vs3/3dCu6/X1vbNzI4SKPneCAhTxAEQawPtRrwwAPaz9ddB0C7gGI2QraSv7S01Gb1e/JJD970pgtQLkt4znOKOHx4DJxOxo6hvniC2EBWMKaS2Dw4LYAqiuIonHn7vdcTp3Oq1+tNSe1m8KbWOy2GuN1u+P1+R+u6cf9OEupXc1+Wbt/JmLr9+4HTpwGPR7vt858HTp0iEc8DWesJgiCI9eGHP9TCqhIJvemN2e8kSdJ7B9loJsbkpBs33TSEXM6Fpz2tjHvuOQOPZ+0u9KgvniA2EDam0sLmrgoCaskkSrt3r/OJETzIsoxcLndeuhec8gF4Ww+CwaBtn7wsyyiXy1xV72Qy2TR5hcfyDjT34HdyX5Zuz8bU2e1vtOtLEpBKaYL+4ovJTs8LVeQJgiCI9eH++7V/X/pS/Vua2fC8Xi+eeOIJjIyMNF3szM1JuOmmIUxNubFjxxI++tHTCATW5gJRkiS98kAQxAbxwAOAleBZFhTTd91FV/qblNnZ2fNSxAN88+adqu0ul8uxT75QKKBWq3Gdk9vtblqY5rW8sx78ldy3Xq93PKYOANjUx69/XVv372L3xJaFhDxBEASx9igK8M//rP18/fUAmm31bKVfUYBHHw3gW98K40c/CuKNbxzCyIgH/f1VfOITI4hG1+abXZIk7Nq1i0Q8QWwkbOycRR97IxrF+N13I3fVVet8YgQv65FavxnhDUL0+/2O25365HlG3TGYxV1VVRSLxRUl1K/0vuFwGOl0us3hZrTrM44eBR57TPv5fe8D9u4Fhoa02wlryFpPEARBrD0//jEwPQ1Eo1CvvBKlYhHFYrHpguXYMRmHDqUwNdXTdNdgUMEnPzmCVIo/mKdTBgYGKJGaIDYSu7FzAFQAdbcbuec/3/IQPGnnxMpxSnc/n+F1IXQrtd7tdnNb17uZUN/JfQGtDUCSJNTrdciyjFgs1mTXB86u37W+tcbHtdsp9M4aumohCIIg1p7ltPrqC1+I4SefxMjISNPc22PHZBw4kMbUlLvljiqKRRH/+7/eNTu13t5eqsQTxEbjMHZOANAzNYXA8eOm20VR5ApSI1bO+fLayrK8Jsftdmq90/eWLMsoFApdT6jnuS+gLQIMDw/r9y8UChgbG2vq/7dbv2O33Xor2eytICFPEARBrC2Nhu6Pm3ze89ouChQFOHQotfyl3RoyJ0AQgMOHU/RFThBbmVWOnTtf+7K7zVYO+pQkiSsRPhQKcR2v09fKyVbP4HGH1et1PWPGinw+j4mJCa7HBLqXbs8em2dMncP6HVQVGB3V9iPaIWs9QRAEsbb8v/8HjI9D8ftRvOKKts3Hjwfa7PRGVFVAJtOD48cDuPxyPtshQRDnGDR2blOwlavuPNVuWZa5K9C8r5UkSVBVFQsLC1z7x+NxzFgsWDEmJycdnw/v81hpQr3VfXnH1MmyjMlJvsWQDtYUziuoIk8QBEGsDYqiRc++610AgIXf/m2obFCsgZkZvjVl3v06JRgMrslxCYLoADZ2zgIVQDWVorFzWxxpg6cRZLPZthGoZvCeZygUgqIo3I4RNiPeCV4LPg+rSag3u28nY+o41++49zvfICFPEARBdJ+jR7XI2b17gW99CwAQfOQRyMeOte2aSPBdMPDu1ynGYB6CIDYISQJe+UrTTazumX/Ri2js3Co4F2zz3XQEOD1fSZIQi8VWdGxemzxveB0jlUp1VaTz0Jpsn8vluMfbGdPtGZ2MqWPrd1a/KkEA0mltnY9oh4Q8QRAE0V1YBG1L45uUzyN94ECbmN+9u4Rksoqzl+vNCIKKVKqK3bu7b6sPhULnxMUtQWx5FAX40pdMN7G/0PC3v02pV6vgXLDNdzPrwOn5KoqCXC63omPz2OR5wu0YrMdclmVuEc0zk97JOWBMth8eHsbIyAjGxsa4XAnGhPqVLgJIEnDPPebb2Vfz3XfT+p0VJOQJgiCI7rEcQWt2AcUuxlOHDzddjEsS8La3ZUwPJwjacQ4ezKzJF3k8Hu/+QQmC6Bye1PpMxjK1ntCghcnO4BHayWRyRZX7SCTCtV9vby927twJABgeHuYW0U7HD4fDjvusNNkeaE63X80iwP792oi51uL+4CCNnnOChDxBEATRPZYvxq0uJQVVbboYVxTg0UcD+PnP/dAS6psXAJLJGo4cGcW+fQWTo60OQRDIVk8Qm4VVptYTGz/nnSdtvRvH4ak0d7PX3u12N41Mc8LlciGRSHAvqgSDwY7FdCqVcjynfD7v6DjoNNkeaE6oX8mIOqB5TB0AXHstwOJqbrwROHYMOHWKRLwTlFpPEARBdI3yyZPg6Rx0zczg2DEZhw6lmhLrfb4G/uRPZrF9exWJRB27d5fWzFLX29tL1SuC2CxQav2q2WjrfDds8W63G8lkEmM27oz+5ffK6Oio5T4DAwOYnJy0FZiSJHH1o9dqNe4Ed0EQMDc355g6z2DhdidOnODeP5VKQZIkx3PiOWdeAZ5MJuF2u+FyufSE+k5H1AFnz5+NqQO0bry3vhVgaw6f+hTw7W9rlnsS8vaQkCcIgiC6gqqqmHW7sZ1j35+cuQAHPppG63VnuSziox/tw5Ejo2s6ak6SJPT19a3Z8QmC6BCWemUh4FRBQC2ZpNT6TY4oiraC3kk8M5EnCEKbEDcTgU77rFbsM/HKQ6PRwNzcHNe+jFQqhXK5zCWok8kkent7AYDLvt5NzKz8vCPqzBYBGCxSp/VaYHxcu52s9faQkCcIgiBWjqJodvrJSSxFImjk81ABS2u9Kgio9SVxy9desvzF3bqnAEDF4cMp7N1bWLNq/MDAAFXjCWIz8cADwOKi+bblv9Xpu+6i1KtNjtMM9IGBAQDOAjwcDkOWZYyOjqJQKECWZaTT6abPbbbPE088gWq1ir6+viZLOzvWasQ+q37z0ElwnvEceO/HLP5Oiw9rwWrS6a36+ZcjddpEPKDdJgjArbdqtnv6szeHhDxBEASxMpgfbrmC5gNwAZgU1zBKZXX54urH1/8VJj/iszysqgrIZHpw/HhgTaryXq+3qaJDEMQGY1WWW6YRjWLir/8auauuWucTIzrB7Xajr68PXq/XUTzLsoy5uTlMTk5CkiTs3LmzbXFVEAR4PB79/maLr4IgwOVyoVqtwuv1tu3DxP4vf/lLNBoNDAwMIBqNdiT2VVWFy+Xqik2/t7cXwWAQfr8f5XK5o5T3SqXCbdkHNPGtqqrjeTllK0iS1JQno6oqSqUSlpaWuM/DDId8S6gqMDqq7XfllVwPdd5BQp4gCILoHIsLbybiZ1/7WoT/5V/QY7D/1ZJJZA4exE+rv8f1EDMza/MVtbS0BFVVqSJPEJsBu7IctM+TutuN3POfb3kINuZro3vEz3dYgBkTzydOnECtVtMt4cbP3NawUavPY3a7lV3fKFQXFxctR4qy94bZtnA4jFAohMcffxwA9DFwbF9BENDf329buY9EIshms5bbGV6vF4qi4MSJEx1V1V0uV8e2fZ4sAUBrh7AT+4qioFAo6OF2nTgCjOn0rfC213fYhn9eQUKeIAiC6AyHC28IAsLf/S5OfOtbCPz853DNzKCeSGi9rZKExKN8FwCJxNpZB4vFIkKh0JodnyAITnjGzk1NIXD8OEqXX9623UmEEN2DBdFlMhnH3nVWTa/VanC5XKYCmlnWFUWxXFxlt1UqFRSLxaYe61ZROTMzg/n5efT39+vnwvZhQn58fBxTU1NN+wDNCwVWYh9oF8XG8DkeId9pVZ0RjUY7CtBjv49isei4v6IojlX5TCYDVVVtQwjNaE2nN3TjgbfNnzMH87yEhDxBEATRGU4X3mzE3M9/bnrhvXt3CclkFVNTbph302sXE/Pza9cUR0KeIDYJqxw7142kdIIPJg7D4bBuixdF0dQWD5y1VFtVb41j5hYWFtqq6fl8Xhev5XIZIyMjcLlctpXmer3edLvTPsYqM+PMmTP64xjFvvE7IxaLQZblpgR3J/v9SqrqTJTzuk16e3uRTCb115G3cu50/Fqt1tGYOrt0et61AEHQ8i/37OF+2PMOEvIEQRBEZ6zywluSgDvuyOD229OAaTSeZtB/3/tSuPrqtQm8q1ar3T8oQRCdQ2PnNg28FXdBECDLMiYnJx0T6gGYOiacxDObT94KE+FOs+aNVXgr7KrMTmJ/bm4OhUJBP18e+z1vVd0s5Z2nsg5oM+nZwkInfew88CyasQwA3nR6K9hd776bgu7sICFPEARBdMYqL7w9Hg+iUQXW2fYAsLaBd9QfTxCbBDZ2bnzc9CpfBaBEIjR2bh0wVtzHxsaQz+cRDAZxwQUXtH1mGgPM6vU63G532/GYkC+Xy022eCeRDsBxPrmTqOSpRPNUmTsR+072e96qOkt5Z2K8Xq9DkiTHQD3Wj95pHztvUB8PXq8XwWCw6TanbjztHLT9GIODmoin0XP2kJAnCIIgOuN5z2v/1jWgAoAoovTrv962TZKk5R5BL9dDrVXgXU9Pz5oclyCIDmANs9dfr121WyDlcpB/8AMU9u1bt1Nzmod+rpJIJDA/P+9YcQ8Gg8jn87a968xKXqvV2oR8Pp/H7OwsgHZbvJNIn5iYWLfcA6ffMa/Yl2VZHw1nRBRFJJNJ7n51QFsk6VSMA9pCTKFQcAy3a2VgYMDxsXjFvllCvVM6PaB9FHzgA0AyqdUK9uyhSjwPJOQJgiCIzvj3f7cU8cBynb3RMO2RZxcDvEF2axV411oxIAhineFsmBWgja5MHT6Mwt6963Z132g0HAPAzjXYeLi+vj6cOnUK5XIZ0WgUAwMDbWKdLXbatSG53W5dyBvhqbjbsdnCC3nE/vT0tKltvtFoYGxsTG9HcOqjZ6+pXahcq6hmCzGyLGN4eJjjGTXfLxwOo1wu24b1RSIR5PN5x3M3S6jnTZ1PJoFXvpJvX0KDhDxBEATRGSvskQ8Gg3pFYvfuEhKJ2nLF3azaoyKZrGH37rWx1VuNwyEIYh3osGFWD9C0SK5fK7aSiAeaE8QDgQDK5TIA81YjJuRrtZplVZ5VXxcWFppmjTtV3NcDl8uFRqPh2MPfrUUDp8R6VrV36qNPpVKOr58gCBgaGkK9Xm/ro+ep4Lf2sauqinw+b3ufQqEAWZZtw/qMI/sonX59ICFPEARBdAbnt230KU8BuzSIx+NNFzqiiGUh70Zr4J0gaBfPBw9m1qT41jrPmCCIdYSnYdYCqwBNQqOT8XBMqFcqFdNjsZFxqqqiVqu1tSPl83mUStpCay6XQy6Xg8vlQjQa7cgOboVTa4PTdq/X62hlHxgYcLTx84p9nqp9qVTiGmPn9Pqx7ZFIxPR2J1r72FkfvtP553I5230KhQJSqRT+6Z+ENrONINhOrKV0+hViH/lIEARBEK2wcCoLMawKAhqDg8g//ekAAL/f37aK/8ADETz+uB+S1EA83nwBkUzWcOTIKPbtK3T91EVRRF9fX9ePSxAEJzwNsxZQcr09qVQKkUgEu3btgizLALSRaTt37mwS8YAWOgpYW+cFQdD73lv3Ydb5VvFar9dXNCO9FUmSVp1P4CTiJUmCqqqOIn1gYEAP7bM7Fg/1er0t/R5o7qPnFePG/VRVRbFY5E6oN/axs/vywLNY8cUvLuH669v/xO1EPEDp9CuFKvIEQRBEZ0gScM89wHXXtW1Sma3u/e/HfEET4lpPoIrjxwOYmXFBklQcOqRV9d/85mn8yZ/M6tsSiTp27y6t2Re6WS8oQRDryAps16ogoJZMUnI9+MPqWPiaoiimn3lMyNfrdSiKYipG3W43qtWqXoldL+u8U0tDN4IIFUVxDLHjFfuxWIxrAUMLerXvozcLizOD7ddpKJ6xj30lgXp2KApwxx0eSqdfR0jIEwRBEJ3zkpdoyTQtzW+1ZBLqkSMYv/xyYLn/8uhR4NChnZiaarZmXnBBBa973SwkCWsyYq4VWZbbrIgEQawzHTbCssXBzMGD533JzhhWl8lkkM1m4fV6cdFFF7WJda9XmwyytLRk2uMuSZIevFapVOD3+5u25/N5vYd+LazzVrAFCDu6NU3A6Ti8Yj+RSGBubs5W8LtcLtv+ckDro7/kkku4AvHYmLlOE+pZTkKn9+VpMTh+PICJCXuzN6XTdxcS8gRBEETnfOlLmoiPx4F//EdkT55EIRCA+Pznwx8Kobws8I8dk3HgQNpkhV7F6dM9+OEP5TWx0LciSRLS6fSaPw5BEDYoivZfLAZYiJrmxAxtcTBz8OC6jp7brBjD6iKRCLLZbFtiPIP1tDcaDcs57z09PajX66hWq01C3i51vhvWeTtY3/1mgUfsz8zMOIrcaDTq+NrVajWUy2WuQDygM2eE0bWhqmrHrgqeEXXZLN9YV0qn7x4k5AmCIIjOUBTgb/9W+/ltb8PS3r2YXBbJO1IpnDp1St/t0KHUsohvtXYKEAQVhw+nsHdvYc1X5MlSTxAbDMe4OXU5EWvq5ptR3b4d9URCs9OfJyU7q7A6Nn/d2OfOrPGKopiG0YmiCI/Hg0qlgqWlJUshXy6Xkc/n9fRzYGNT53lT5Fdrr1/PxHpJktp+P1bU63UIgmD6/CRJwsDAgD6TfiUJ9QBfuB2jtW3DboEhHrceVWiE0um7Bwl5giAIojO+8hXgxAmtqnbzzXqVwe/3I5vN6v2Nx48H2uz0RlRVQCbTg+PHA2tqrQ8Gg21BTwRBrCOc4+bO9+o7E0zhcBilUglnzpxBo9FAOp1uG5kpiiK8Xi+WlpawtLRkKhSNQj4UCjVty+fzuoV9YWEBCwsL62Kd58FJpLMFD7tZ662TUlrhqTB3K7FeURTu19Sqj54dh7HShPpO7tvb24tkMqkvAMiybPu72b27hFSqhqkpF1TVfOE8Hqd0+m5CqfUEQRAEP4oCvOtd2s8HDmDJ7dbnz7LKDkObEe8M734rpbe3d02PTxCEDQ7j5lQA9XAYpz71KZz4zne2vIiXJKktWE4URaTT6aawOlZFBYDFxUXTY7E+eKftrSPm1jp1frXE43Hb7SydP51Ot4XDud1upNNp9Pf3m25nbVbhcBj9DqXhgYEBx/A53sR6t9vteCzePnpVVTsOxXO6zYxgMNjkZCuVSraLFpIEHDw4abtel80CDzzA9fAEByTkCYIgCH6+9jXgV78ColHgLW/B+Pi45a6JBN+qP+9+K0EQhLZKFkEQ64jDuDkBgCuf11SAiSjaai0xAwMDuPTSSzE0NKSPiAsEAqauIZ/PB8BaqLPtVmPHmJAvlUrI5XIoFotoNBobap13ggX62Yl09lqFw2Hs2rULoqjJmUgkgoGBAf11DYfDSKVS+nZAq2pPTk4in88jHA4jnU6binF2HyexH4vFuJ6Xy+VydIb5/X5HBwCbRx8IBBwFuTGhno2Zy+VyUFW16TVxui+Dp5K/d28B0ai1khcE4NZbm5PriZVD1nqCIAiCj0bjbDX+tttQdrksLzAB4BnPKMHvV1Aum1csBEFFMlnD7t1rZ6uPRqNbTggQxDkFp2h0WVSCnUaRbTZ4+9xZtbNQKGBxcdE0Wd5JyDtV5FkQXq1W023o3ewNXwtYoF84HIYsy5iYmMD8/Dx6enrQ39/fZhMvFAp6ldiYrs8EuJn9vl6vN/V6m70ejUYDo6OjSKfTSKfTmJiYaNuPtTfwpMz7/X7bVgCAP+iP9dHzhOKxhPpOx8wZgxVVVUWpVOKaU3/8eADz89aLBKoKjI5q63tXXsl9OoQFJOQJgiAIPr7+deDxx6GGwyi89rWYcrgo+exnEwYR35xFLQjaxfnBg5k1zbFilRmCIDYIzmSreiKxxieyPlj1uQ8ODraJUCbU6/W6aWAd216tVlGv19sqsEzI1+v1tu1MvLWy0SK+k0C/QqGg9/FXq1WcPn26aT+7dP3R0VHHqvPk5KTjQlEmk0EymbQV+079+KlUCuVy2VFI8/5uXC6X5e8XaA6ocxoz17qw0xpu1+kiwNych2u/TWwKOacgaz1BEAThTKMB5R3vAADMvOpVGF1YQLVqnVD71a9G8cEPJgEA1147j2SyeURSMlnDkSOjazp6zswaSBDEOrNnDzA4qHlqTVAFAdVUSkunP0cw63MXBMG0z52JdzaT3YgoirpYN9vucrl0cW9WdTemoRurpSsZL7ZesP72Xbt2YWhoSH8dw+EwJEnShTUToK3ilol0OyHLcAqhq9frXFZ2p1nyhULB0mIfj8cRDoe5hTCP5Z29BlbHTCaT3GPmBEHA0NAQBgcHMTQ0hJ07dzaJeLvHMWPXLr7Fc0qu7w5UkScIgiAcKX3hCwg8/jiUYBCzr3617b7f+Y6Mv/3bAQDAjTdO45ZbpqEomuVuZsaFRKKO3btLaz5RymgNJAhig5Ak4J57tNT65fFyDHX57zNz8OA5NWKO9WGXSiWUy2VMT08DMHcABQIBFAoFS9u03+/H4uIiyuUyIpFI23afz4dqtYrFxcW25HlAS6avVqt6SFogEOhovFi3saq4t1Z6BUGAoii62M5ms8hms3rF3UmAmlnd1wqnBYFarWYZUpfNZuH3+zsKmGMuBDNkWUYmk7E9xtTUlO4IcXofsO2t771OF4PY7/eyy4IYHLSNxUA6Tcn13YIq8gRBEIQtqqJAeve7AQDZV78aDZvAnn/7tyDuumsQqirgD/8wi7e8RbvAlSTg8stLePGL87j88rUX8cbKGEEQG8z+/cD99wPbtjXdLMRiKN93n21SvVOFcqU4JaPH4/E28WVMl2cV90QiAVEUoaqqaQ8xcwWVy2VTG7ff79e3m8G2m1Xk8/m8vkBQKBQwMjKC4eFhLCws2D63tcRYcd9m+H1fcsklTZ/JrNrb+po4VZsZG90i0AmZTIZLzLtcLsc++Vwu5/jasEA83sUcs/1479/b29tUyZck4JWvtL/PK15xTq3bbWpIyBMEQRDmKArwwx+iduut8P7qV1D8fmRf85qmzY8+GsC3vhXGo48GcPy4D7fdth31uogXvjCHP/uzSSs37ZpCc+MJYhOyfz8wMgL84AfAS1+q3fa85yHwmteYJpQzq/q2FvHfCWZinB3XajyZy+XStzP7N6tWejyets8W42SMYrHYdg4ej0e3jJuJcSbUl5aWTMWp0XpvFL12I+Ts+rW7QSwWc0yUFwShqco7NzeHYrEIVVU3tfW/lW4sJNVqNZTLZcfvpWg06rhAwbuAYZapYIXZfp3OqWfuN0UBvvQl+/t8+cuUWt8tyFpPEARBtHP0qDb7eWwMevySICDw6KMo7NuHY8dkHDqUwtTU2XAmQVChqgJ+8zcX8O53j2/YijsLgCIIYpMhSVpUdV8f8M//DHznO8DcHMKxmG5VX1pa0mdlG0dstQZuSZKEgYEB022iKGLbtm36+LFSqYRisYjZ2VkIgtA0now97uTkJCqVit7TDJztc+/p6UEul8Pi4iIURWnrjw8EAlhYWECpVEKiJbRPEAT4/X59OxPuDLfbDbfbjVqthsXFxbZAPPZ5piiKHoi30UJYlmXd/j43Nwefz4cdO3a0tTIZLeLMDu5yuRCNRjfM+t8pTrZ6XgqFgu2M+Hg8Do+HLyiOB6ckfUZrlkwnCfXscYw4TJsEQKn13YQq8gRBEEQzR49q/awt38ZiqYT0gQM4deTfcOBAGlNT7qbtqioAUPH7vz8Pt3vjRka1XggTBLHJeMpTgN/4DaBW0yz3OCuae3t7dfHKhCCbFz40NKRXqFkyvHEbCxwzzuxmx00mk5AkCY1Go8nGzrZHo1EA5lX1np4eXWSZbWefOaVSyVT4MaFk1ycPWAfisceenZ1FsVhEsVjc0B74QCCgj4gDtIpzq4i3S5SfsRg1uJXJ5XK22wuFguk8ezOcXAKSJKFerzuOuwOas2Ty+TyGh4cxMjKC2dlZx/uaBcryri+dI4aMTQ8JeYIgCOIsiqJV4k16Odll2u77/haCqsA4Ts7I3XenNsw2Z7S5EgSxiXnVq7R/v/CFtk3G1GyGsScdABYWFnSruVGsA9qoskql0nRMtg+7byssSK5cLpval9l9V2KfX02ffD6f1yeEzM3NYWRkhEugrRVG4Wccf3euWudXi1kAYStsAckOthjC00fvNDLv/7P37/GNnOX5P36NZiRLlizJOliSLXm9Oe0G+BVYCCEtSxNYSEhp02zSQghnmlBIIMly2FDKqZyygS4JFJoP5Zg2oUBYDoUAIUDKQilQtvClkGwSWJ8tWbassyWNRvP7Y/Z5diSNpLEt+Xi/Xy9YW5oZjWRFmuu5r/u6zb7++laI1STUNwbKKgqQSJjbl1LruwMJeYIgCOIMHXxxgqpipDaN/fhxqy0Qj9tw4sTGiOlAIEBJ9QSxFbjmGi3F/kc/0ry2Opi4KBQKkOX60ZUulwsWi4Vb0fWIosgFt1HyN7PUGwl5m83GbetGlXO9kG8UUvpFAiOhb7fbYbFYUKvVDC3LeiFv1Aff+Hi9DnoLBoMde+CB+uc6OzvLw/bm5+e3jHV+rRj9vRsxm9lSrVZN9dF3EvK1Ws3Ue4Q5AFaTUN/4Xjh2DBgbA265pf2+gkCp9d2EhDxBEARxBpNf5hG03y6ZXP8IFovFgqGhoXV/XIIgVkE0Cjz72drPDelYNpuNW+gbBbnFYuFV0HZi3eg+JrbL5bJhxZ4d10joMzu5LMu8Qt54P2Bsn9c7hYzut9vtEAQBtVqN2+drtdqGVLWtViuGhoawZ88enkFgsVhaps43stOs851ENWB+4aVcLrcNKux2Hz1bbFltQj2jRTdeE2yN/Y47KLW+W5CQJwiCIM5g0u82h/bbBYPrX40ZHh6majxBbCWYvf7ee5vuMrLXM5hYz2QyTUKKifHl5eWmar4oilxQG4l1vfW+8bgWi4VXztv1ybey5rN9jYS8ftEhkUjwyvZGVLWZXVqfOl+r1Xasdb4bGL2HG5EkqW0YHrCyPnozMNfFahPqgbbdeE1Eo1okxsGDqzpdwgAS8gRBEMQZ9u/Xvm1bCGJVEDBjieI4nmV4vyCoCIcr2Lev/SzcbuN2u+tGHREEsQW4+mrAagV+/Wvgt7+tu4sJ+WKx2FQBHxgY4NXxRqu61WrlonmlFXtWda9Wq4YW+Hb2eZvNBqvVys/Z6Njsvo22z5u1zusXO+Lx+I60zq8XZkbPraSPvpPg1wfVrWVMnZmUegD4yEeAU6dIxHcbEvIEQRDEGUQRuPNOw+V1FQBUFV+86L2oQWK3cARB+/3w4fi62uYsFgtisdj6PSBBEN3B5wNe8ALt54aqfDtBrrfXt6vYG4l1fahdoxi1WCxtxXqndHr9/Y04HA4IggBFUTbUPq+3zo+OjvLbzzrrLLLObxDBYNC0Zd5MH30kEum4sO12uyEIQsu/cyNGCfWA+fT5UIjs9L2AhDxBEASxIn71K+3L3OWqv5ANhWQcPTqFAweaL557CVnqCWILc+212r/33tu0gNjOXs/uy2azLe31Rr2/ZkfJGVnv7XY7TyBvl05vdNzNYp/XW+fdbjd/LfTPh6zz64uiKJidnTW1rZk+erfb3dHOn81mkU6nMTU1Zcr9oU+oVxTgoYe0aAtKqd9Y1j+NiCAIgti8sIY3AwQANQh4X+FN+O+zLse9XzyF3/zGiWRSQjBYxb59hXVfcff7/WSpJ4itzAtfCLhcwPg48NOfAn/8x/wuj8eDubk5LC8vo1wu11UtWa9upVJBqVTi4XiANg6ur68P5XIZuVyOz4hnuN1uJJNJZLPZps+PgYEBzM3N8V53vUWZpdNnMhnkcrmmCiX7vVQqoVqtcityq6pnL+3zLCWfIUkSIpFIUzW3v78f5XIZ6XQatVqNjzcj6/z60ak3nmG2j97lcnX8+8mybGrxoPF9c+yYdolgdgKiIGjdepRS3xuoIk8QBEGcoUPDmwUqRjGFO6/+Bux24IILCrj88gwuuGD9RbzT6USElvkJYmvT33+mcbZhprwkSVwcN1YYRVFcdXo924/Z2/XoK/btAvGMqu5WqxU2mw0AMD8/v6Hp86OjoxgbG+PnEwwGDS3ZrMqazWYxPT294XPqidaY7aM3au0wotNsewAYGRmpE/Fm0ukZlFLfe0jIEwRBEGcwecH5JH/nnrpeEwwGN/oUCILoBiy9/ktfAhqS5lebXs/uMxLrDocDkiShVqsZBtPphX4jTMizqrueTCbDk/JTqdSG2edZP7PL5aoLDWwkk8kYVnh7PaeeWBmiKCIWi3V19JxZ2HvBTDp9o1inlPreQ0KeIAiCOIPJCnd1g0W0fi4zQRBbnOc+FxgaAhYWgO99r+4uFspVLpebkuRZen2lUmmaC2+322G1WqGqalNlXT8zvt28eaMxdFarFXa7HUC90N+I9PlW6PuZ9fPr9edGffAbC8spMEM4HIbH4zGdLu9yuTpua3aMHTuOmXR6RdHS6e+9F/jhDymlfj0gIU8QBEGcYf9+FP1R1GB8gVGDgJw3gsK+fet8YvUEAgEKuCOI7YIkAS96kfZzQ3q9JElcWBvZ61vdx8LcgPb2eiOx7nQ6YbFYoCiKYagde8ylpSWk02nk83nTYWXdwufzmRohx5L/q9UqFhcX+Sx4oyDArYLFsvXli6qqTe+7Vlit1hWny3dqOxseHjYl9tlC0ErS6a+5Brj4YrLTrwdb/78EgiAIomsoCvBx+ToIaL7AYOL+ZtwBBRv7DT00NLShj08QRJdh6fVf+xrQ0OOrt9c3ih99en0jTMgbiXUWlifLclM1n4XasX0bYYuIhUKB95Wvd+Xd7XY3jZAbGxtr6oPP5XL8fPWz4I2e11ahVqvtmIVcq9WKarW6qnT5TnQS+4qi8P+uzMbRUGzN+kJCniAIgtA4dgxydAxvyb7LsB4/jSiuxn34TPqvceLExtna+/r6dsxFHEHsGJ7xDODsszUR/41v1N2lt9C3stcbWe/7+/v5uLjGADD9zPh2FftMJsOr7qqqIpPJbPgcdVZ1Za4Dltjf2Affyu7PqvNbGbPV7K1OOBxGPB7vuJ0kSdyNYaZtIh6PY2BgoKO7IR6PQ1VVJJPtK+yCAMRilE6/3pCQJwiCIHgcbV+yvgmuBkAF8A68B7txCl+F1vCWTG7c9FIaN0cQ2xBBOBN615Ber0+ob2evbxTkK7HXN8KEYqVS4VX3kydPYmZmZqXPrOs0Vl2NkvSpB35rwwLuKpWKqRYIfbq8mbYJWZaxuLjYMblelmXce28JL3qR5thrB6XTrz8k5AmCIHY6ujjaxjq3BYAKAdfhU3W3B4Mb11vp9/s37LEJgughTMh/97ta8J2OdvZ6fXp9I3oh37gfE/LLy8t1/eOZTMaw571arZoa2dUtGqulgiA09cADxoF2W7kHntBGzc3NzSGRSJjaXlEUqKqKfD5vuGhlhNwwIcL4uMBb39rXMa3+S1+iYLuNgIQ8QRDETsfk7Pj9OA5BUBEOV7Bvn7k5td3G5/Nti6AjgiAM2LsX2LcPqFaBL3+57i5mA5ZluSmAjon1crnc1O/Oguuq1WrTfnor+tzc3KaqulutVuzduxdjY2MIh8MAtCo7q77r0QfaLSwsIJ/PmxJpxOZEFEUsLCysaCGmXC7j5MmTGB8fNxwpaITVau24zYkTTszOtv/OVRQgEDD1kESXoashgiCInY5J++UwtArV4cPxDbHPOZ1ODA8Pr/8DEwSxfrCqfEN6vcViMWWvb7xPv9/CwgLvd0+n04Yp4OtddW9FOBzmffyBQAA2mw0Amnr9gfpAu0QigfHxcVN91dsdr9fblMwuSRJ/LTeKThkvK33/iaKIZDK5IuFvtVrh9/s7jqFLpczNrqcujo2BhDxBEMROx2TMbGkwiKNHp3DggDnbXjfp6+vD7t271/1xCYJYZ178Yq1f/sc/BiYm6u4yk16vHwnHtmFiLpvN8n736U5DsdeJRoeRxWIxtM+3StHfTPPr1xObzYZoNNpyhJrf70c0GsWePXswNjaGaDSKsbEx2O12VCoViKKISCRiOMJvcHCwp+feKahvpUF+qwn+C4fDyOVyHd8ne/a4TR2P0uo3ho1LKyIIgiA2B/v3A9FoS3s9u0Q4+ne/Qf7Axnxbl8tl1Go1stUTxHZnZEQbQv3DHwLvfz9wySWaSti/Hy6Xi9vkFxcXIUkSJEniPeKA1vfLRLokSfB4PJs2od1qteLcc89FsVhENptFKpWCKIpNIh7QWgtSqRRfoBAEYVsH2lksFoTDYczPzzdVmkVRxFlnncX/voVCAcvLy5ifn4eqqnC73bwdgY0SZK9VPp+HIAgYHR2F0+mEz+fjeQKSJEFVVUw0LCBtVqxWK7xe74qmKFitVoTDYbjdbpw8ebLttqIo4rLLnO0uDwBQWv1GQldEBEEQOx1RBI4ebXm3AE3MD//jhzrH1vaQzXoxThBEl9m7V/v3X/5Fs9pfcgkwNgbL174Gu90OQBuLxarrjzzyiGFf+2Yfs6a3z4dCoZZz7YEzgXayLPM++Hw+v6UD7SwWi2FFXRAE7N69Gz6fj1fU2Yg9i8XCRTzb1m63I5VKQVVVOBwORKPRJvv64uIi7x2PRqP89WRCn9nwWbuFx+NBLBYzrNhvhhavUCiEc88913Q13ufzYWxsDOeddx5f/Oj03lEUBaVSAddc0/7YL34xpdVvFFSRJwiCIIBgsO3dFgC2eBz2X5xA6ZkXrM85NUDhTQSxAzh2DLjrrubbZ2agXn01pKNHgQMH6u7a7DZyi8VS1/dssVjqxoUBWvWzv78fhUIBuVwOfX31vcmsD15VVZ5k3qm/ebNz9tlnw2azoVAoYHFxkbcNjI6OcuEuCAJyuRyWl5chCAJ27dpV99rUajVMTExAlmXYbDbs2rWrybmVyWR4ZkA4HDZ0PMiyjPHxcdRqNfT392NkZAQWiwVut7uuYu9wODA+Pt6jV8QcVqsVVqsVjz76qOmFHLfbXReUaHa/crmKL3yh/Tb//u/ABz9IYn4joIo8QRAEYTqp5sNvkvDgg+Z65rqNmYRdgiC2MLpRmE2cvi185MiGOoNWij59nvVeM0t4I63m2m/HPvhQKIS+vj7uQmDPeXh4mL8OgFZJZ64KfSUd0HrDp6amsLy8DFEUsWvXrqYKerFY5K0WPp/PcHypoiiYmJhAtVqFzWbD6OgoXwzQV+ydTiemp6f547XqsQ92WBjvRKcwvL6+PkxPT5sW41arlb9ubERdqVQyte/Pf97X1lYPAFNT2vAbYv2hijxBEARhOqnmZDaKTx6KbUjoHc2PJ4htTodRmIKqwhaPw3niBAoXbIwzaKXo7fN2ux1LS0uoVCool8tNVXe32414PI5CoQBFUSCK4pbvg290IwBAIBDgYjefz/O2iGAwCJ/Px7fLZrP8uYdCobrFD/a6MKdCY6Ue0LJVJiYmoKoqBgYGEIlEmkQyWwwolUoQRRFjY2OGdn+jx+vv72/qsXc6nVBVFQsLC6sKoWOP1Y58Pr+i44XDYQiCgEwmg7m5uRUtACwt2U1tu4XfolsaqsgTBEEQwB//MRAIoNXlQw0CJhHDj/BsAMCRI+F1LYrR/HiC2AGYVAPSCsK91ovGzydBEJrS5/XBfI1Vd0BLYmdiNJlMIp1Or3ie+GZCkiTs3bu3rkIdCoV4EF2pVMLk5CQArSd9aGiIb1csFnm/+uDgIAINg8obe977+/vr7q9Wq5iYmICiKHA4HIjFYoYifmZmhgfgjY2NtRxNt7CwYPh4+oq9y+WCIAimRHynqns3sFqt/D3IXB0reS+Fw2EMD5s7T0qt3xjoqoggCGKnc+wYcPbZwMICjL6ya6dvvRl3oAYRqiogHrfhxAmnwdbdh+bHE8QOwaQaqK7Rutxt9PZ5JloFQYDb3dyGxG7LZo0dTUxILiwsYHp6mvfDb0UikQiWl5exsLAAQHNVsddH35PudDoxMjLCxW2lUuGVdJfLheHh4Trh26nnnfXNVyoVWK1Ww7554MxiCQDEYjHel99IOp3mf4dWPfaMpaUlzM/PAzCeY8+s96ut1pslEAjwYLuVujr0CwD79wPtzHCCQKn1GwlZ6wmCIHYyx44BV19t3JN6mmlEcTPuwFdxsO72ZLL3XyF+vx8RWuoniJ0BG4U5M2P4maQKAuRQCIV9+zbg5Fqjt887nU4sLS2hWq0in8/X9XsDmpCfm5tDsVjkdmxGJpMxrNRvdhrt86IoYnh4GHa7HX/4wx+4tZ1V4vU96X19fXU96dVqFePj41AUBXa7vamSXigU2va8q6pa18feyiqvF9zDw8OGiy7s8Zj13+/3NzkD9OjbBAKBAMLhMFRVbbLeZzKZ9i9oF2DuAPYczFTiA4EAfw+zfb/+daDd4AdVBe64g4LuNgqqyBMEQexU2gVLAagBSCCIs/F4k4gHgGCwt3bPWCxGIp4gdhrXXddSxANA/PDhDVMNRlXdRvu8vhJvVHW3Wq288qu/f6v2wjeGuwUCAezduxdOp9PQ2t7Yk75r1y6evl+r1TA5OVlXSdcn85fLZUxOTrbteY/H48hms3xWfGPfPNAsuPV9+XpKpRJ3Buhn07faVt8mEAqFABhb740WFrqJPtwOMJ9Qb7fb6xYA2CVCO/x+4IorVn2qxBohIU8QBLFT6RAsZQEQQhJ/gv+qu10QVITDFezbV+jZqe3du7etfZEgiG3GsWPA2BjwrncZ3i2HQpg6ehTZhtFz64XePq+3gRuJMr2QN7JQsyp9KpVCOp3e0jPhPR4Pt52z/ndVVeus7YFAANlslgto1pO+a9cuVCoV/hpMT0+jWCzCYrFg165ddZNK9JX6Vj3vCwsLLRPuGa0EdyOyLGNiYoKPozOaTa/ftnF0Xbse+F73x7vdbr5ospKE+sb3codLBABatZ4S6zcOstYTBEHsVExWfyI4s50gaBelhw/He1YUc7lcPa9YEASxiWjR4sN+m7/hBiSvu25D/bt6+zyg2ZXT6TQymUyTYHQ6nRBFEYqioFAo1M3vBs5U9kulEreJb/aZ8I32eUmS4Pf7uT2dfW7n83ksLi7yue+1Wo2H1unx+/2YnJw0XLxglXS2uCGKIhKJBGRZbtnzru+bb0y4Z5gV3Mz6z2bT663/RtuOj4/zNoFW/fgM5iroBBPiqyGbzcLhcCAej69qRB3DrEFkCxpJtg10pUQQBLFTMWlbn8OZ7UIhGYcPx3s2es7lcmFsbKwnxyYIYhPSpsVHgGapH/zKVzQhv0H4/f4mYejxeLiQb7R4M3v90tISMplMnZDXC049m30mvCiKqNVqdf3vp06dgqqqEASBuwr0qKra8nmxADwjcrmc4Zx0i8WCsbExiKLIRb4kSRAEoa5v3qiPvV1ffuM5N1r/Wy0ss1aAcrkMSZKaWgEaaUzS9/v9TWLbarXC6/UiuYbJDLIs89fDLGxEnaJoFfa5OcBsziJ1wG0cJOQJgiB2Kp2CpQBUPV44nvFHwPeAyy5L47bbpntSFLPZbDj77LM3fVWKIIgus8lmx8diMYiiiGq1imw2i2w2i0ql0rSdy+XiVXejUDuPx8OFvNPphCRJ6O/v35J98IIgQJZlWCwWBINBCILARTHQee75Sllska5Wq9WQSqWQyWQMK83tZsVPTk6iVCpxwd1qVvzs7Gyd9d+ox16/baFQ4K0ArUbXsXNvTNKXJAkej2dDwvAYVquVJ/EfO6atqZldAxAE7RKCEus3DhLyBEEQOxVRBO68E7jqqpabSJk0/rz2dXwHr0IuZ8GJE07s21fompi3WCwYGRmhfniC2KlswOx4v9/fJAYFQUA0Gq37LLLb7chms8jlck0J84IgwOPxcGHZKORZJbpWq9XZ5zd75d0IJtRrtZqhm2A9aSXyAW3xpNWs+EKhwMV5K8GdTCaxtLQEQFvQaZxNr2d+ft7U6Dp2DlNTU4ZJ+iwMT896tJY1JtSbGGBTB3uZKbF+Y6GwO4IgiJ3MFVe0HBIrnP7/P//BO2GBgp/8xI1Xv3o3Lr30PDz4oPGonpWyZ88eEvEEsZPp0ex4URSbHD6CIPBpGHv27MHY2Bi3YQuC0CTG7XY77HY7ABhWSdlnVzabresfz2Qyhn3hW03Et+v13owkEgnUajXk83keoKcX3KOjo21nxbN+/0gk0nIcHaCFFDLr+/DwcNP7Rg+bRpDL5dom6evpdH830CfUdxhgA6BZrEejwH33AQebB9oQ6whV5AmCIHYyx4+3HRIrQEVMncZ+HMd/4mIAwPy8FYcOxXD06NSae+UXFxcxNDS0pmMQBLGF6dHseDYbvFAoIJ/P855sJrpYJdTpdCKdTqNarSKXyzUtLHq9XsTjcWQymaaZ5f39/ZAkic+Md7vdW3aMnBH6xYmtgCzLeOSRRwzPu53gbhxH1/h31pPL5TA7OwsACAaDLUfXMRYWFpBKpQC0TtLXw/rue42+6m8mnV5RgI98BAiFtLW3/fupEr8Z2FpLbQRBEER3WUVyvapqtfojR8JYa4GpWCyu7QAEQWxtWIsPcMavexom61vNjvf7/YY2ZNbzy8R6KBSC1WqFqqpNlXVBEOD1egGAV271MGFfLBZRLpeb9mX3Ly4uIp1OY2FhYUuOkdsutFp8aJW/wsbRsVnxrcbRAcDy8jJ3Wni93o6L0Ol0mo/mY+/JdjRa8CORSNP722q1IhaLrcktIYpi3YKC2XWnUAi45hrg4otJxG8WqCJPEASxA1FVFYVsFuL4OFp39p1Bn1yv7S8gHrfhxAknLrhg9fPkt1rFhyCIHnDwoObTbUjaEvr7UbjrLhQvuABoEMdutxuRSAThcJiHhbGxZ7Is120rCAIGBwcxPz+PpaUlDA4O1t3v9XqxsLBg2AvPxnIVCgVkMpkm8ca2LRQKKBRW/1lI9JZ4PI6BgQEUi0X+N7bZbKZnxVcqFb6t0+nE8PBw23nwhUKBV/n9fn/bKj9gbMF3Op3w+XxNYXiFQqEr350sof53vzO3PaXTbz5IyBMEQewwMpkMcp//PIY+8AHYOsyXqUHANKI4DuNY2mRybV8j7cKECILYQRw8qGV2HD8O/Od/Au9+N1CtwvmCF2CP38/FTLlcRjKZRLFYRK1Wq5vtLooiJiYmkE6nEQqF6qqWTMizyrq+D9lut8PhcGB5eRnpdLppfJnX6+Vz41lqO6B9libMzujagfh8PmSz2SaHgtVqxdDQEBKJxLq5F9rZ7s3Mijczuo5RKpUwMTHBq/xstFs7FhcXDS34RmF4a33NFEXBvfeWcOutDlMJ9ZROv3khaz1BEMQOIpPJIPPZz2Lk5pthbbgAbexOrZ2Ou7sZd6AGYx9dMLi2C4rGCxSCIHYwoqj5dt/5TuBpTwMqFeBTn+JihtmZWV96Lper293lcsFqtUJRFGSz9fkdVquVf96wZHI97ez1brcbgiCgUqkglUrxIDXWK72TMQoVBLSe9OHhYezZswcjIyNc+LJRo4ODgzxwMKgLMhwYGEAsFmuylHcjeK9VFbtViwbbZ2JiwvSseFmWeeXe4XC0rfIzMpkMnwZgxoK/1lT7Bx9042Uvs5sW8QCl029WSMgTBEHsEFRVxdz0NMK33QaoKhovLRp/n0YUV+M+fBXNsbSCoCIcrmDfvtVbSS0WS8fgH4IgdiCCANx4o/bzJz5RZ6tnNnkAvIJp5j4A/L50Ot00+9zr9UIQBJRKJSwvL9fdJ4oiTzufm5vD9PQ0xsfHt1wKfS8YHh7GWWedxcWtJEk477zzeAicLMuYn59HrVZDX18fzjrrrLrRaxaLhY+Uc7lciMVi8Hg8XORHo1F4vV4uwr1eb5OQbSeszbCwsND0fgDOjK4rFoumZsWzyr0sy7DZbNi1a1fHBYhCocDHE5qx4AOak63T4kDrcwRuuy1seswcpdNvbkjIEwRBbHcUBXjoIZQ/9zl47r4btkSiSbQ3cjM+gt04ha/iSjTW6gVB+/3w4fiaVuhHRkZWfTFCEMQ258Uv1kZjTk0B//EfdXcxQV4oFFAqlQzvKxaLTfcNDAxAFEXDar4oijzVvLEqn8lkuhLMuVU/70RRbBKkkiTxWesTExNQFIVX25nYlWUZp06d4sJWPz8d0P5G4+PjvO9cb1lnLoxqtcr/HuFwGNFotE7kj42N4eyzz17T85Nl2TDfIJFI8HDEdqPrgDNBdaVSCaIoYteuXR0r56ux4KuqitnZWcOFBzOcOOFEImFD89J9PX//98APfwicOkUifjNDQp4gCGI7c+wYMDYGXHIJ7K9+NSK3325qtwRC3E7fWFAIheQ1j56LRqM0P54giNbY7cB112k/f+xjdXfZbDYuuhsr71arld/XaKG3WCzcQm9kr2eLAEtLS1haWkI+n0etVlvTODm3283F6WrF10ajt75brVaMjo5iz5496O/vx6lTp1CpVGC1WjE2Ngar1QqgWcTv3r2b3wdoCfD6oDmj6vXi4iK3nA8NDfHsAn2rhcPh6Mq4NjZCkLVNLC4u8pGFIyMjbdvAmLjO5/MQBAG7du3qOAteb8HvFLSnJ5lM8oWNYDBomGrfrqpvNtfmCU+gdPqtAIXdEQRBbFeOHQOuvtpwNnMnzqTUC6jVgLe+dQ5+fxXBYBX79hXW9OXOrJIEQRBted3rgNtv10qDv/0t8MQn8rt8Ph9yuRwPttPbqxvvawy9W1xcRC6XgyzLdeKS2bdrtRpPHBdFcU0W+sZe/a0EE4XJZJL3fI+NjXFXw/j4OBfxu3fv5pX4xvv0Ah/QKtGsNcHhcBiK+FQqxRdQgsGg4ag3ZmVnVfBgMNg0/s/s3292dtawh35oaKhpykEjyWSSLwwxl0I7Gi34ncLzGEtLS5ifnwegtTT4fD4MDQ01pdqzbY2ej9lcG0qo3xqQkCcIgtiOKApw001QDXrhAc0sb3R7q5R6v7+Kyy/PGOyxMvx+P4l4giDMMTqqJdl/9avAP/0T8M//zO9yuVyw2WyoVCrIZDK8J5vdZ7VaIcsystls3WeOPqF+fn4eTqeTh+dNG6R/7cQ++IGBAfj9foiiWCe49SL+1KlTPACuUcSz+xoFPgCUy2XDY+pJp9M8SNDv9xuK+FqthsnJSd6/PjY2BofDAb9uwoEkSejv78fJkyc7/h1bBeF1qqzrxXUkEoHb7W67/Wos+ACQy+X44lIwGOTvd6NUe+YkMWLfvgJCoQoSCSta2etjMUqo3yqQtZ4gCGKboaoqlh94AJiebtkF10rEA8Yp9WtNp7dYLIjFYojQMj9BECvhDW/Q/r37bkDXuy4IAhczqVSqzrbeKfTObrcD0EQYC64zEvE7BX01OBgMYnR0FJIkccFtt9tNi/jx8XF+39jYWJOIP3XqFKrVKux2u2ECfCaT4X8Ln89n2DfORHyhUKgT8UC97d7lciGfz69pMSYej7dsicjn81xcBwIBU7PiV2rBB7Q2hKmpKQDgkxva0W48nShCtyhv/Lxe/GKy1G8VSMgTBEFsIzKZDE7+7nfIfe1rK97XKKW+G+n0gUAA559/PvXEEwSxci6+WLPUF4vA5z5Xd1e7pHl96J1+ZFw6nTbsj99pSJKE4eFhDA4O8uots7BXKpWWIl4v1Hfv3s2FqKIoGB8fR6lUaroPAD8mm8XeGHwHaFVnvWCNRCJNIl5VVUxPT9eJ4VZWdv3x+vv7V5V23yoIr1Qq8d58j8eDUCjU8VgrteAD2uvGeumdTieGh4c79tK3q/ArCnD//ey72Pg4//7v2nbE5oes9QRBEFscRQGOHwd+//sidv/vvXjWfe+BrWFGfCtuxkeQQAhzCOM49qOm+1roRjo9GyVEEASxKtgoute9Dvj4x4E3vpEncEqSBI/Hg3Q6jVQqVSeMrFYr7HY7SqUSzXtvQJIknHPOOXWLGnoRr6+aM8GtF+qiKGJsbMxQxDfeB3ROrwe06rZeGBtNNWEiPpvNchHfaoRpoVDA5OQkT4SPxWL8dma7l2WZV9TbwYLw2H42m42n7ff395uawNLY397Jgg+c6aVnix9me+nZeDojJ8GZ1PrWTE1p1xQXX9zxoYgNhoQ8QRDEFubYMeCmm4DpaeBKfAf34Qa0ssvpYb3wH8MbTtvoVe3aWNdWFwrJOHw4vup0ekqmJwiiK7z0pcCttwKPPw5897vAC17A7/L5fEin00in0xgYGICqqrznvXH8HFEv4lki/EpF/O7du3l7AhOby8vLXMSz+4B6Ec965vXBd4AmrvVj2IwS3JktnY2Di8ViLZPki8UiP57L5ao7nn6ffD5v6jVrFYTX19dnalZ8owVfn+fQilqthomJibo2BTMOAkBL+2/VDmA2tX4NgxqIdYSEPEEQxBZFH0ovoYK78FoAaseeKeNe+O6m01MlniCIruFyAa96FXDHHcC73631ykciwP79cDgcPNiO2agJDYvFgmAwyFPn+/r6sHv37joRPzAwgP7+fh5C12h9ZyKeCXW9iGdiszFwjmGUbN8o4tuJboaqqojH43W29FYVbTab3Wg2fSMOh6Nl5VpPq+A4n8/XUVwvLy+v2IKvqipmZmbqXtfG160V6XQaidOOPK/Xy50EjHDY3BQbirPZGpCQJwiC2IKcDqWHqgJX4hjuwt9iCAum9p1GFDfjjrpeeEY30ulJxBME0XXOOUf79+c/B17yEu3naBTFD3wA8lOfunHntYmJRqOYmZlBrVaD1WrF0NAQlpaWuNADtD7yXC7Hf+/r68PQ0BDy+TwsFguSyaRhtd2siG8VfAdoIpdZ1NuJ7vn5eSwuLgLQZrq3+n5hYXosEb+diK/Vapiamuoo4tuxsLAAn8/X0lbf2N9uxoIPAIlEAplMBoIgYHR0tM7h0I7Gyn84HIaqqnXtBHv3OvH2t2suvnYkk6Yekthgehp2l0qlcO2118LtdsPr9eI1r3lNRxtLqVTCDTfcAL/fD5fLhauuuqruA+dzn/scBEEw/B/rPXnooYcM72erjwRBEFud48eZnf4Y7sPVCMLct+4/4O+xG6cMRTyw9nT6dhdZBEEQq+LYsTPp9TrUmRn0v+IVcD/44Aac1OYmEAhgenqaJ7Yzx0KiQ34K2256ehqTk5NYXl6GIAgYGhpCuVzmKfCNqfH6fAL9fHej4DvgzCx51mfeyqI+Pz+P5GlVGYlEWs50Z20BjQF9RjQG5g0NDXU1CE//Gqy0v31xcRELC9qi/MjISMv2gUZY+J6qqnWV/8YUf0kS8JGPdD7em95EgXdbgZ5W5K+99lrMzc3he9/7HmRZxqte9Spcf/31uPfee1vuc8stt+Bb3/oWvvzlL8Pj8eDGG2/EwYMH8ZOf/AQA8KIXvQiXXXZZ3T6vfOUrUSqVmsYxnDx5ss5602lcA0EQxFbh618HLFBwJ24CYDwr3ogf4LlNo+UALdguFJLXlE7v9/tbXmQRBEGsCr39qAFBVaEKAsJHjiB7ySVdmZnl8XiQy+Va2qm3CkwMrhSj562qKuZ0TdPMjm6UGm/UM98o4htnybcS8QsLC7xIFw6HW453Y334+raAdiJ+ZmamLjDP5XIhGAyuOgivETYej7kRjMbsGZHNZvnrPDQ0BK/X23EfQHv+KwnfCwQ6H5MC77YGPRPyDz/8ML7zne/gF7/4BZ7+9KcDAD72sY/h8ssvx4c//GEMDw837ZPJZPDpT38a9957L57znOcAAD772c/i/PPPx3//93/jmc98JhwOR511J5lM4gc/+AE+/elPNx1vJf8REARBbBWOHdNaRf8UxxGDudnHLNzuOPY33deNdPpgMGiq948gCGJFMPtRCwRVhS0eh/PECRQuuGDVD2OxWOB0OreFiO81zI4eCASgqirS6TQkSYLD4cDk5GSd3b7RFt4YqNdK5KZSKe6kHRoaQqCF+mQWfhamZ5SIrz/vubk5pNNpAPWBeaxyzTAbhCdJUl2ifX9/P2ZmZrhbYdeuXU0tBUYUi0We8TA4OIhgMGjq8VmGAVvEMBO+ZzbIjgLvNj89E/I//elP4fV6uYgHgAMHDsBiseBnP/sZrrzyyqZ9fvnLX0KWZRw4cIDftnfvXoyOjuKnP/0pnvnMZzbtc/fdd6O/vx9XX311031PecpTUC6X8aQnPQnvfve78Sd/8ictz7dcLqNcLvPfs9nVpTQTBEH0ElacAoAIzH3LsktSLdzOAotFRa12ZrV+ren0kiSR44kgiN5gUk04/+u/UHja0/houk64XK46sVar1ep6xYnOJJNJbnsHzlTqjXrmgXoR32qWPKAFtrGRgYFAoKWoZSJWP9e+VSicqqpIJBJIpVIAtPyAdiPgnE4nRFHkrQlGiKKIqampum0sFgtfCBodHW16DYwol8s88G9gYMDUrHhg9ZV/s0F2FHi3+emZkI/H400XdpIkwefztexVj8fjsNlsTVX0UCjUcp9Pf/rTeMlLXlL3H0okEsFdd92Fpz/96SiXy/jUpz6Fiy++GD/72c+wb98+w+N88IMfxHve854VPEOCIIj1R1+cmoO5b9kkgngd7sLXhCshAPjQh6YwOKggmZTWnE4PaJ+5Zi46CIIgVoxJNTH0qU/B8+CDSP31X2PpL/4CtcasDkWB88QJSAsL6Nu1C/PnnAPnr38NKZlENRhEYd++rljzdzL6Sr3ebg+csX+3myUPaO7c6dNfcj6fD6FQyPD7xWgkXrvKdzKZ5O0Gw8PDHR27uVyurYhn59AIE/E+n89Uf3u1WsXExARvM4jFYqa+T1mLwEor/wCwfz/gdgOtapaCAESj2nbE5mbFQv7WW2/FkSNH2m7z8MMPr/qEVsJPf/pTPPzww/jXf/3Xutv37NmDPXv28N//+I//GL///e/xkY98pGlbxtve9jYcOnSI/57NZhGLxXpz4gRBEKtEX5w6jv2YQhQjmIHFYHa8CmAeQUQxjSpsCIcqa6q8G0Gz4gmC6Cn792uqYmbGsE9eBVA7LRr7xscRuf12hD76UaT/7M+QetGLEHje84Bjx+B8+9th1RWFghYLBJ2FvhIKIX7rrcjqXKHE6kilUnA4HFAUBZIkoa+vr24MXatxarlcjtvLvV5vy0ViVonWj8Rr7MPXs7i4WNdr32mOez6f5+fR39+PSqVS1wsvSRJqtVrbFoxcLsdzBFrBkv/Z62LGFs9gyfaA1iJgpvLP+Oxn24t4QGvfo3Wtzc+Khfyb3vQmvPKVr2y7zVlnnYVwOMz/o2FUq1WkUimEw2HD/cLhMCqVCtLpdN1KWSKRMNznU5/6FJ7ylKfgaU97WsfzfsYznoEf//jHLe/v6+tr+yFAEASxGdAXp2oQcRPuxFdwVdN2KgRAAH77+vfg/aOJrlTeG6ExcwRB9BxRBO68E7j6ak1l6MW8IEAAULrrLsw84Qlwfv3r8P/7v8P+2GPwfeUr8H3lK8B55wGPPtp83AYRZp2fR+zQIUwdPUpifo2wKnMjrcbQAZp41s9bbxXYxsbG6SvR7cazLS0t8QC5YDDYsteeoZ9r73a7eVFPH4Snqqrh89PDEu1bVeVVVcXU1FRdKGCr3v5GUqlUXbL9wMCAqf0A4NvfBv72b7Wfr74a+O//ro+giEY1EX/QeLANsclYsZAPBoOmAhguuugipNNp/PKXv+RC+wc/+AFqtRouvPBCw32e9rSnwWq14vvf/z6uukq7MD158iQmJydx0UUX1W2bz+fxpS99CR/84AdNnfevfvUrRKjZgyCILc7+/YDfD5weqYuv4S+xAD+CWKzbTg6FEL/1MIYO7MflWNtc+EYkSUIkEiERTxDE+nDwIHDffVpAiIHqcB48iHNVFYU9e1C65RbUfvELOD73OQhf/rKxiAeaJn30IgF/M6Pv5V4vgsGgYdGsUCjU9YhHo1FDEc/GxuVyOcPE/EYymQxPnvf7/R2zXNhce1VV4XK56s5DL8hZWF4njBLt2fOYm5urex5mi4nZbJbnBwwNDa1oUswvfwn81V9pWTsvfznwuc9p61nHj2tuv0hEu8bY5m/9bUXPeuTPP/98XHbZZbjuuutw1113QZZl3HjjjXjxi1/ME+tnZmbw3Oc+F3fffTee8YxnwOPx4DWveQ0OHToEn88Ht9uNN7zhDbjooouagu6++MUvolqt4qUvfWnTY99xxx3YvXs3nvjEJ6JUKuFTn/oUfvCDH+CBBx7o1dMlCILYEPbjOIJYRAYD+CvcBz8WkHOG8P77AxBt3f82ttlsOPfcc6knniCI9eXgQeCKK1qqjrrU8ec/X/vf1VcDVzU7llrRrQT8zUSjYBdFEcPDw3C73bxazQS01+vF3NxcSwG6VhYWFuDz+eq+P5aXl7mId7lcLXvEG8fGjY6Owul0tnwsvU1/cHAQ4XC47fcWG4nHRri1m/tutnLearuFhYW60L12ixF6VptsDwCnTgF/9mdAoQA873nAv/yLZnARRRoxt5Xp6Rz5e+65BzfeeCOe+9znwmKx4KqrrsJHP/pRfr8syzh58iSKxSK/7SMf+Qjftlwu49JLL8UnPvGJpmN/+tOfxsGDBw3DKiqVCt70pjdhZmYG/f39+KM/+iM8+OCDuOSSS3ryPAmCINaL48fPVOMB4FrcAwD4Cq7G9/B87cYCcNWvT+GCC1Y/E74VbrebRDxBEBvDSlWHbhrRSpB0SexbFeacqtVqvCo9ODjIE9FlWUYymYSqqujv70csFoPFYoHb7UYul8Ps7Cy3kgOtq8srQZZlLCwswGq1QpIkiKJoSjwbjY1rZydvtOl3SoFnafqKovCReO161Z1OJyRJavuaWK1Ww4WGdDqNRCIBQGspNuts0yfbu1wu08n2gHbN8IIXAIkE8OQna+YWk7l4xCZHUFWD5BAC2WwWHo8HmUym7XgKgiCI9eQLXwBe8hLtZxvKiCOMQaTxHHwfP8Rz+HZHjkzh8su7a6kHgLGxMVNJvARBEBvOQw8BqyjinPrMZ7ZURZ71bSuKUldxz+fzvJfb7/fzqrSiKDh16hRKpRJsNhvOOussLthVVcX4+DgKhQIkScLZZ58NSZJ4j7ggCJiZmemqLd/hcGBsbMxwdBobG8d6wqPRaNvE+WKxyBcHBgYGMDo62lbwyrKMU6dOoVKpoK+vD7t37+5Yca9Wq3j88cfbCvlYLAa3293UWz85OQlVVeH3+023/FarVfzhD39ApVKB3W7H7t27TY2ZA4DlZeDAAeC//guIxbSe+NPGaGITY1aH9rQiTxAEQXQX/ff+C/BtDCKNGQzjP/GnddsFg923RgqC0NbKSBAEsanokHjfiCoIkEMhbRTdJsdisfCe80QigXK5DKvVysewFYvFuqo0E/FMTLKxbfqQNVVVMTs7Wxckx9LlXS4XarUaTp06hVqt1tVKvc/naylMVzI2rlQqcRHvdDo7jnKrVqtNafqdRLyiKJiYmEC1WoXFYoHFYql7DaxWKw/oPnnypOHr43a7WwZ/N2KUbG9WxCsK8NKXaiLe49GC7kjEby9IyBMEQWwhFhY0d6minLHVfwHXoAbWJ6oiFJKxb1/3bfWBQIBs9QRBbB30ifcdUE9/tsUPH960aV9MiFssFj5ybXx8HOVymYtym83WZMNmCfD62eOCIDQlyC8sLGBpaQlA80gztu/y8jJ/fJvNVldxnpycXFWlfn5+Hl6vt+n7ZWFhwfTYuHK5zBcZOvW4A2cEeblchiRJ2L17t+FIPD1MVDeOvdO/Bk6nE9lslveyG2G2Ra0x2V6/sNJ5X+DQIeDYMc1G/7WvAU98oqldiS2EuWGFBEEQxIZz7Bjw13+tiXg3Mvhz/AcA4B5ce3oLreJ0+HC869ehgiB0TPwlCILYdBw8CLz5zR03k0OhTTl6ThRFhMNh2O12LuLHxsbQ19eHyclJFIvFuttkWcb4+DgURYHD4eC974AmmFmf+ejoaJ1Qz2QyvHc7Eok09aAvLCzwueWjo6Po6+vjAYNer7ftCLhOsFFtelKpFOLxOAAtnb3d2DijHvd2VevGOfStRuLpYaJa/3rb7fa614C1nbFxd61IJBLo1NncmGw/Ojq6otf4Ix8BWCzZ5z9PgXbbFarIEwRBbAEURZu8xL77D+IY7Cjjdzgfv8JTAAAWC/ChD03hwIFs1x+fqvEEQWxJFEULF2mBCqA6OIhHv/WtTZcAZrFYcNZZZyGRSKBUKkEQBPj9ftRqNUxPTyOfz/NF1nK5DFmWEY/HIcsybDZbnaBNpVJIng7xGx4erhPqxWIR06fH+vn9fvj9/rrzyGazdSK/MSeFCeO1WO7z+TyvasuyzEesBQKBtunsbOGiWq2ir6+vZa89gwly1j7ABHk7jMbe6RdB9LDqfDs6zZgHmpPtV9LW9qUvAW96k/bzhz4EvPjFpnclthgk5AmCILYAx4/Xj09mtnqtGq8J7FpNwOCg0vXHpmo8QRBblsYPzwYEANalJTh//etNF3BXq9Xw+OOP8+qtqqpIJpNckAPa5zOrXDNY/3w+n4ckSajValwYB4PBOot6pVKpm+He2Lu9vLzMRb7P52sS+axyzCrVjZZ7WZb5IkA7WB+8Hp/Ph1Ao1HIReaU97isR5Pp9Zmdn69wI7US12QWMdtutNtkeAH70I+BlL9N+fsMbzgh6YntCQp4gCGILMDcHWKBgP47jCfgdnoPvAwDuxUvqtksmu/+xPjg4SNV4giC2Jh1szozNOnKukwXbqCddP3JOj9frrVuUZX3izJIejUbrPutlWeaVdqfTaZiynkql6vrq+/r6AIBXm1VVxcLCAhRl5YvMTqez5XfPSnvc9YLczBx6RiKRqHt+7cbeAWufMZ/P5/nfzu/3t20paOR3vwOuuAKoVIArr9Ts9fTVvb0hIU8QBLEFOPc392ActyKGM5WlMmx4Kv4X49jNb+tFWj2N4CQIYstidsRXG/v2dsHpdPJKuSiKSCaTXAg39pUzuzyz6RuNcSsUCrwfPBQKGYpcWZY7Lka0Ih6PGwbDNYbOdepxV1UV8XicC/JoNNpRkAPNiflmKuP9/f08WLAVrWbMl0olPp5uJcn2ADA7q82KT6eBiy4C7rln02Y2El2EhDxBEMQmRlGA/33HPXjaB18GFfUXBjZUcB+uxtW4D18TruxJWj1L4SUIgtiSdBhBpwJQvN4tMXJurRhV6ZnFXF/N1ifUs7T0xr7zSqVSN97OqHKs7523Wq1QVXVFvfNGveTsmI2hc+1IJpNYXFwEAIyMjJgS5IuLi3X29naJ+Y2P1Wnhggl0fS6AzWbDxMQET91vdEe0I5cD/uzPgMlJ4NxzgW98A+jQMUBsE0jIEwRBbFKOHQNueWMVP565FSrUpjEjArSL0DtwM76h/kVP0uojkQjZ6gmC2LqwEXRXXdV6k3Qa7h/+cNMl1q8HqqqiUqlAURQuKguFAu8J19vlGUxMM0s+G2/XeNzZ2Vk+r55Z35kjoFQqGfbFN6IX/qzHnYX8jY2NdexxbxxhNzg42PEx0+k0dxoEg0HT9vaFhQWeX+D1erlQZ5iZMc/cD+1G5+mRZW264q9+BQwNAd/5DrACNz6xxSEhTxAEsUlQVZVf5HzrW3142cvseLZ6vM5O34gFKkYxhX+/4SvYe6C7Q2Kj0eiKQnYIgiA2JVdcAfj9wOmqrB4B2gz58JEjyF5yyY70I7eaeT48PNyUrM6q9UygtxKdqVSKj7qLxWLc+s6Ol8/nTQl5WZaRTqchSRKWlpaQzWa5i6C/v7/tvktLS6ZH2DGy2WxduJ/ZoNfGxxoaGqr7Tjc7Y97v95vus1dV4PrrgQceAPr7gW9+EzjrLFO7EtsEEvIEQRAbCPuiz+VySKfTUBQFigK86U3nQVWBCOKdDwLgwtEJZNA9IT8wMACv19u14xEEQWwYx48biniGoKqwxeNwnjix6ZLrNxKjMW6N8+SNetP1vfPhcNhwzJrT6YTFYjEM69NjlHgfi8Xajm4DgEwmUxca126EHSOfz3OR7fV6TTvSWj0WmzHPYAn/7VhYWIDP5zP1uO95D/C5z2mjZ7/0JYDeujsPEvIEQRDrjJF413PihBOJhHZxNIf1D2piib4EQRBbGkXRRPxXvmJq882aXL9RNIbN5XI5LqyHh4cN81NkWeZi2O12N42rY5RKpY4ivhWdetBzuRyvqg8ODiIcDncUxsVikQfNDQwMGLYLGJHP500/VrdmzAPApz+tCXkA+Od/1nrkiZ0HCXmCIIh1oJN4VxRNwCeTEn7/+zP9iMexH1OIIoppGF0aqIIAORTqalCT2QsYgiCITcuxY8BNN7WdId/IZk6ub5WE3ikhfS3IsoyFhQUeVMdm0ft8PsPwt1qthqmpKVSrVfT19bX8LlEUhQfl2e12VKvVFYXgtUqzBzSxzAS5x+PB8PBwx++zUqnEg+acTidisZip78BisYiJiQmeMt/psboxYx4Avv1t4LWv1X5++9s1ez2xMyEhTxAE0QNYIWhuDhgYyGP37mmoarVOsAeDVezbV8APf+jGbbeFeRVeTw0ivoU/w9/i/0EF6sS8evq3+OHDXevrdLvdZKknCGJrc+yYlgBmUuD2YkG027QS60xE5vP5VVe429FobbfZbC3HosXjcZ4mPzo6amjNZ4F1sizDarVi9+7dsFgsvFoty7KhnV5Pq6r18vIyF9YDAwOmkt/L5TLGx8ehKAocDofpoLlSqYTx8XGoqgqXy2XqsdY6Yx4AfvlL4K/+SrvGePnLgfe+19QhiW0KCXmCIIgu01wIciEUOguXX57B/fd76gS7x1NFJtNKhKvYi0fwctwNAMjAAy8y/F45FEL81sNdS1q2WCyIxWJdORZBEMSGoCjaB3Ar4YuGBVGh+wui6002m215XzAYhKqqpoLlzFCpVJDL5ZqCUJeWlpBKpQAYJ90zFhYWkMvleAsXE/tMlLOAvE40Vq2ZsF5JVV2WZYyPj3MHgdGYPSOY+Gej4syKf6fTCVEUmxx5elrNmAeAU6c0C32hABw4APzLvwBkntvZkJAnCILoIq0KQYmEFZ/9bHNi7hkR3/xtbEMZX8A16McyHsDzcDm+hf34MSKYw8EbROy9bm9XLzzJUk8QxJaF2aC+//22dvrGTzg5FEL8cPcWRDcbyR70/Tda25eXl7ntfmhoCAMDA4b75fN5Xm2PRCKGo+NWU7VeTVW9Wq1ifHwcsizDZrNhbGzM1GPrxb/dbseuXbtMj4orFAptRTyAlj32i4vAC14AJBLAH/2RFvtgkDNI7DBIyBMEQXSJ9oUgNvW98Qu6tXD+AN6Op+DXSCKAV+DzUGDFI+E/wRWH49h7oHUFZqUIgkCj5giC2Lqsoh9+8ZprkH3e8zQ7/RatxK+FYDCIvr4+HtS2EvTW9mq1WhcS1yodXh+C5/V6DXvsAa1q3anvX5IkqKqKdDoNQRAwNze3oqq6oigYHx9HuVyGJEkYGxuD1Wrt+LyNxL+ZCj5wJkwPABwOB2RZNpwx7/F46lrzIhHg6U/XJiiePAnEYsD99wNut6mHJbY5JOQJgiC6xPHjna4jzVe7n4cH8CYcBQB86dKjuOU5VQSDp7BvX6Hr15znn3++6YoCQRDEpmKF/fCM7POet6NHzS0tLWFkZAQ2mw2VSmXF+zM7//z8PBe2rfrEVVXF1NQUFEWB3W7H8PBw2+N2Cu+r1WqYmJiou40J8k5VdbZvqVSCKIrYvXu34Qi9RhRFwcTERJ34N+seaAzT27VrFwRBaJoxLwiC4ZqUwwEsLwMejxZ0NzJi6mGJHQAJeYIgiC7RYTysaYKYx914OQDg43g9+l/0LPzpBZkOe63ysYJBEvEEQWxNOvTDG7EVgu3Wg2q1WieGLRYLvF4vrFZrx7A5AEilUrwnvrHfvRF9CF4sFmv5nVMul/k89oGBASwvL9dVrVl/uVGoX7VaRbFYbOssq9VqmJyc5OcyNjbWspffaL/l5WWIooixsTFT4h/QMgVa2f4bw/parUktL2v/HjoEPPGJph6W2CHQ1RtBEESXiJgb+d4BFZ/GaxBGAr/FE/Dh0Aewb1+hGwc2ZGhoqGfHJgiC6CmdbVB1bIdgu15Rq9WQSqVgs9lMV5oZqqqiXC4b3pfJZLC4uAgAiEajLYUzG12nD5Dbs2cPxsbGEI1GMTY21vE84vF423T/mZkZ5PN5CIKAXbt2GfboG+03NTWFQqHAxb/dbu+4H7CyMD0za1Kf+pS2HUEwSMgTBEF0if37gWi0XYpsq29old/3enwCf45vooQ+vAT34qZbMz273qRwO4IgtjQrtEHJoRCmjh7dtMF2VqsVfr+/6XOZ3d5YyWa3d5N4PN5yvFyn/RpFtL7CHggE4G7T2B2Px7ndnSXOC4IAl8vFR6J2CopjvfuNqKqK2dlZZDIZ7h5olQzfuN/09DRP2Tcr/tm5TkxMoFKpwGq1drTim1mTmprStiMIBlnrCYIguoQoAnfeqVnjmlF1/565SBMEFaoKeL01jKQfxj/iTQCA9w18AK/6h0Ec6GKonR6r1YrBwcGeHJsgCKLnLC8D3/mOqU3nr78ehWc+c1MH21ksFgwMDCCTydQJYovFglAoBI/Hg1KphEKhAIfDgVAoxPuqLRZL19LpZVnmM95lWV7RfvrZ7oqiYHJykveFh0KhlvtmMhlu049Go4bBc43j5lrRuJ2qqkgkElhaWuLHb5Wq37jf3NwcMhmtrS0Wi5kS/0B9H77ZMD2za1LdauEjtgck5AmCILrIwYPAffcBr341kNG1tYfDVbzgBWl85zs+zM2duZAMhao4fHgOf/3nNTj+9CrYZ8qY/v/9Kf7q7udBlHoj4gGtGk8QBLFpaYzu3r9fE+GqCnzjG8DNNwPj4wCM54EAZ/rh51//+k0j4FslsjNru9Ht09PTmJ2d5b3hy8vLmJ6eRiQSgdvt5uK1r68PwWAQkiShWq2uKpEeQF2PvMViQX9/P/L5fMf98vk8D29LpVI8GK5VCB5QX7UPBoMtRfZqxtIB2vi9hYUFAMDw8LDp6Szz8/N1iwvt3AR6VtuHb7Y1rzstfMR2gYQ8QRBElzl4EHj4YeDv/x7Yswd47WtVXHzxo7BaVRw5IuLb384jHhcwNtaHPXvmIYqA670fhnvmUVR9PuQ++m6IUu8s76Iomq4sEARBrDsG0d21kRGUbr4Ztu99D9IDDwAAqpEIlp7/fATuvlsT8zqBvNH98K0Ee6dE9lY0BrxVq1VMTU3BYrHw+8rlMuLxOCKRCLxeLxRFwdwaS7i1Ws2UiAfABbOeWCzWshrd2BffLrPFjKVdFEXIsox8Pg+n04lUKoX5+XkA2nz2ViPvjJ4Hcziw19IMjX34K+mn378fCIW0OfFGCILWurd/v6nDETsEEvIEQRBd5tgx4PbbtZ9PngQOHRIQCp2LW2+N48CBWTSGJbt+9CO4P/95AMD0+94HJRDo6fn5fD7qjScIYnPSIrpbmJmB4y1vgQCgJklYfMUrMH/99VD7+7H8lKcgfNttsOlUkBwKIX748Ib1w69WsK+UVgIfONNTLooiIpEIJEniY+DWi3aW+Lm5uaa++FYwQd4ORVF4dZ8l3ANapT9g8nt1aWkJ8XgcgBYGazaDwKgPv7+/39S+gNb/3moKIHtZ7rhj0xhLiE2CoK7XJ80WI5vNwuPxIJPJmLbTEARBtBofIwjaDUePTtX1vUsLCzjnqqsgpVJYeOlLtepRDxFFEXv37iUhTxDE5kNRgLGxtqlfNZsNj3/xi6icc07Tvs4TJyAlk6gGg5u6H34jkCQJkdO+bCb01wOr1Yrzzjuv6TsnnU5z6/+uXbva9q3ncjk+Ki8QCCCdTpvumXe5XHxueycymQx/bQKBAEKhkOnvyng8zh0JsVjMtIUf0Krwz3oW8PjjWtW9VgNmZ8/cH4tpIv7gQdOHJLY4ZnUoVeQJgiC6RLvxMaoqQBBUHDkSxiWXZLXry1oNI3//95BSKSyfdx4SN9/c83McHh4mEU8QxObERHS3pVKBdWkJTcVLUUThggt6dmpbHVapj8ViiMViqxLzAwMDyOVyK9qnMQQP0FoAZk8r1XZ98Wx/Jvh9Ph/C4TBCoRAKhQKq1WpddoARpVLJ1Hnmcjn+OIODgysS8QsLC6vqwwe0LJ3LLtNE/NgY8OMfA+GwcTwEQTRCQp4gCKJLdLoGVVUB8bgNJ044ccEFBfjvuQcDP/kJan19mD5yBKqJQJy1EAwGV3SBQRAEsa6Y7OeWupTQvhOZm5ur60UfGRlBtVqtC7hrhV7EWywWuFwuZLOdQ1n11fOV9MWz8W+KosBut/OxeGwsXT6fbyvi2WM3LiQ0UiwWMTk5CVVV4Xa7V7TgnUqluBU/FAqZ7sPXHhf48z8HfvUrYGgIeOABgOXQXnyx6cMQOxgS8gRBEF2i0zWoBQr24zgC3/s/DE4uInT0KAAg/uY3o9xoE+0ykiS1vWAiCILYUGZmgC98wdSm1WCwxyezfWFVbEYikeD982bt6oAmyM2IeKA+SX4lffHJZBKFQgEWiwWxWAwWi6XpuZih3XalUgnj4+NQVRUul6ttwn4jmUyGv5aBQADBFbwvZRl40Yu0AoDbDXz3u8C555renSAAkJAnCILoGu3GwlyJY7gTNyGGaUB3rVp84hORetGL1uHcImSpJwhi85FMArfdBnz840C5DKDzOLlCY2LoFkSfNq9npYJ6rTDLvd/vx+LiYtePL0kSVFVFOp1GqVTi89zbpdkDQKFQ4AF3kUjEcITbakfSMcrlMsbHx7k7YHR0tGmxoBX5fL7Jim+WWk0bUfvNbwJ2u/bvU55ieneC4JCQJwiC6BL792tBNTMz9X3yV+IY7sPV0C5Pz6ACcPz2t3B///s9S1YWRXHFPXsEQRBdoWEWvPqsZ6FQKmmzxvN5OO+6C7jzTginx5tVLrwQ6QsvRPBjH9t04+RWi9EYuv7+fuzevRuFQgGlUolbs4eHhzE4OIhCoQBZljE/Pw9ZluFwOCDLck8FfjabRTQaXfXs+VbUajUeVMdwu91tre7VapWfh8fjaTn+zel0dlz4sFqthuNWZVnG+Pg4qtUq7HY7du3aZVrEr8WKr6rALbcA//Zv2tv4y1+mkXLE6iEhTxAE0SVEEbjzTi21nmGBgjtxEwAVjZcIArSL0/CRI8hecknXL05FUcSePXtMX5wQBEF0DYNZ8NVwGKmbb4Ztbg6Bz34Wwmlr9vITnoDEG9+I/B//MSAIKO3evenGya0Gm82Gc845B8ViEUtLS8hkMrBYLBgdHYUgCHA6nbzq7HQ6MTg4yPu/E4kEZFmGKIrYtWsXRFHkAW9LS0soFAq80twNgS/LMmRZ5r+Hw2FUq1XD2fCN+Hw+LC0t1S1YsPFvRq6DbDaLTCZjuMDMxrjJsgybzdZWJAuCgGAwiLk2fW3hcLhp/2q1ivHxcf4YY2NjEE1+/5ZKJUxMTKBWq63Yig8A730v8NGPaj9//vPAC19oeleCaIKEPEEQRBc5eBC47z7ghhuAeBzYj+Oanb4FgqrCFo/DeeJE1xOXh4eHScQTBLH+tJjDKcXjiN16K7fNl84+G/M33ojsc597Zlg2gOyBA8hecsmWGyc3MDAAQRB473g0GkWxWESpVEImkwGgCcvSaVdCsVhEsViExWLB8PAwF+qKoiB5OtBveHiYC3aXy4V0Oo1CoQAAGB0dhcPh4PuJooiZmZlVC3t94N3CwgIGBwdN7We1WrnzIBAIwOVydUzFj8fjcLvdTSI4lUohm81CEATEYrG2ArtWq3GrfqPzwWq1IhwOw+12I5/Pay4QSYLdbsf4+DjK5TIkScLY2Jhpi36lUsH4+DgURYHD4ViRFR8A/umfgHe9S/v5ox8Frr3W9K4EYQgJeYIgiC5z8KA2EzYUAiJY/xRmi8WCkZERstMTBLH+tJnDySSbKoqYfs97kHnhC1uL8y04Tk6f6m632zE5OdkkquPxeFOV2m6349SpU03b9vf3132Oy7LMw9WGhobQ398PANymHo/HUa1WYbFYYLFY1lSpr1arSCaTLXv59egXANLpNARBgKIobfcxGku3vLxclwDvcDjaHmN+fp4H55199tmoVCpcsDudTmSzWZw8ebLudWCCXxRF7N69Gzabre1j6M+X/Y36+vowNja2IhF/773AG96g/fyud535mSDWAgl5giCIHuD1agWmObVNAp6ObqUwC4KAvXv3UiWeIIiNwcQseEFRUB0e3vQV9rXQan65kSguFouG2xaLRWQyGYiiyG3utVoNDoejKSE9n89zG/zIyAjcbjev1EuShKmpqY7i2oiVhqSyBQCz2zJqtRqmp6ehqioGBgbg9/vb7qt/vsPDw7DZbHWiPJPJGLoCWNU+EAgYBui1Ok9mxbdarSuy4gPA/fcDr3iF9vONN56pyhPEWqErPYIgiC7zla+oOOusGlQV+AN2o4rWX/iqIKASDncthTkQCJCIJwhi49iGs+BZ5XsjmJqawvj4OKanp/nigNfrrRPY+nC4wcFBeDwe3mvv9XrhdDrbJsS3Q1EUBIPBnkw90VvaZ2dnud19ZGSk7eMZPV89qqq27ZsHNAt/YwihESysj53b7t27V/Ra/vjHwFVXAdWqZqW/8866LhKCWBNUkScIgugi//qvBbziFf1QVQFBzOMBXAoJClQAKgRY0LsUZlEUaVY8QRAbS7s5nDq20iz4VhXzjWJubg6SJPFKfSqVQrVahc1mQ8Tg9V9cXOSLACyEbiXoBW8gEIAoinV2+tUgiiJkWUY+n4csy0in0wC0XIF2PessDK/d82VOhHYYWfsbqdVqmJycxPLyMkRRxNjYmGkrPgD8+tdamF2pBPzZnwGf/SxA6+xENyEhTxAE0SVSqQze8hYHVBXwIIPv4lLsxUlMIob34e14B95XF3zX7RTmlYzAIQiC6An79wN+P9BiJvl2mgW/kRjZxgcHB5scWcVi0XC8XbVahSzLpgS5Prk+nU53JX9FURTMzMzU3RYMBtsKawBYWlqqC8MzcqCZzQZot52qqpienkY+n4fFYsGuXbtgt9tNHRcAHn8cuPRSIJPRMnO+9CVglaYIgmgJCXmCIIguoKoqvvnNDBIJD5zI435cjqfiV0hgCAfwIB7Defg0/gb7cRzvvv7X2PVMd1dTmKPRKIXbEQSx8Xz9661FPACo6pabBb9VSCQSsNls/LtAURQu+N1ud914O0D73lpcXFxRKF61WsVii79vI8Fg0HS/PICOQrlcLnPL/NDQUMswPLMp9K22Y1V/tmAwOjq6ovaK2Vngec8DEgngyU8G/uM/gA3sziC2MSTkCYIgukChUEA8LqAPJXwVV+KP8VMswYvn4Xt4DOcBAGoQ8Z+4GD8/+2wELsh07bGDwSC8Xm/XjkcQBLEqWGJ9G6peL7KXXLJOJ7TzmJ2dRa1Wg9VqxeLiIg9oa9V3brVauzKH3ui4gUCAC/nBwUFkMpm2CfitRtIBms19amoKqqrC6XQiEAi0PI7T6YQkSW2fl9VqhdPpNLwvkUjwsXbRaLSjS0BPKgU8//nA+DhwzjnAd7+rhd8SRC8gIU8QBLFaFEVLaJ6bAwYGEPKcjX/HG/A8PIg8nHgBvo3f4I+adgsGu3fRRH3xBEFsGjok1gsArOk0nCdObLnRclsFI8t6q3nsqVQKy8vLAFbXO98Ot9uNxx57jP/OhHE72vWt60fNRaPRtm1kzHXA+u6NCIfDhsdIJpN1afgrcboVClov/G9/CwwPA9/7njaGliB6BQl5giCI1XDsmFZ5On3R6gLwUrsdIkoooQ9/gW/gZ3hm3S6CoCIUkrFvX6Frp0F98QRBbBq2YWL9ahAEAQMDAygWi3VVYdbP3ViVdrlcKJVKPamMA5pAbkTfOx+JRODz+XjvfKlUquuLb4XP58PS0lJdGJ7VaoXb7TZtv2/E6DVoHK3XKTW+VCohk9FcbxaLpe71tlqtCIfDhgI9lUrxzIBwOAyfz2f6vMtl4OBB4L//G/D5gAceAMbGTO9OEKuChDxBEMRKOXYMuPpqoGF0jVgqQQXwEdyCH6LeOioI2raHD8e71hpKffEEQWwqNlFivc1mQ6VS6fnjGKGqKrLZLP9dEAT4fD7Y7XZIkoRsNssr1OFwGIFAAKqqolAoIJvNIpVKdfV8Gi3r1WqV29Tdbjd8Pl9d77xeOLfDarXy5Hyfzwe3243+/n48+uijqz7Xxr71xlFzbre77f6N8+hjsRhfUJEkidvp8/l83W3ZbBazs7MAtGT+dtb9RhQFeNnLNPHudGpz45/4xJU8a4JYHSTkCYIgVgLrAW0zf/Y19n/F35feh5pufnwoJOPw4TgOHMi23G8lUF88QRCbjv37gWgUmJkx/Ixcz8T6jRLxRgiCYFihDgaDsNvtSKfTkCQJtVqNi3ifzwen04m5ubk1V+plWcbCwgKsViskScLCwkLb3nkzPeYA6hLvs9ksnE5nkwthJTT2rauqipmZGVSrVfT19RmOmmtEb8EfGRmBxWKps+pnMpmm11TfVjA4OIjQCvzwqgq8/vXAl7+spdJ/9avAhRea3p0g1gQJeYIgiJVgogd0qDSD/TiOn9qejRe9KIVLLslh375C1yrx1BdPEMSmRBSBO+/UHEsNqKfF4k5MrG8V8La4uGiY6u7xeBCJRCAIAtxuNwqFAnK53Krt6gAMx8yNjo4a9s4DmqNhpWn2U1NT8Pv9qz7Hxr71paUl5HI5CIKAaDRqOGpOT6FQqLPgN1b3M5mM4dg+JuL7+/tX3K729rcDn/wkIAjAPfdoafUEsV60/y+CIAiCqMdkD2gEc6hUBPzbv/mRyYhdvW6lvniCIDYtBw8Cn/98081yKISpo0eRPXBgTYd3Op0t08a3Gq0E/sDAAP+MFwQBgiDwSr3X60UsFjM9Yq0drVwLqVQKxWIRAFoK/Va0C5hrhdVqRSwWg9vtRj6fRzqdRiqV4lb3UCjUctQcQ1GUthZ8VVX56LpWrNTF8Y//CHzwg9rP/+//AX/1VyvanSDWDFXkCYIgVoLJHtA5RKDV51UcORLGJZdkuyLm/X4/9cUTBLG5YQJ1bAz4wAdQ8fvxaChkqhLv9Xpht9t5EFsgEEC5XEYulwOgVV23O3Nzc1BVFVarFRaLBRMTE7znm1nhWaW+Wq1iZmamLnDOLEbj3gqFAhe84XAYfr+fP44sy4aVfT2KojQFzDWit+0Hg0EEg0HkcjmcPHmyyQXQ19dnqso/OzvL2wXC4XDT/ew5tKNarbZMzW/ks58F3vxm7ecPfhC47rqOuxBE1yEhTxAEsRI69IDWIGAaURzHfgCAqgqIx204ccKJCy5Y+wXoSubZEgRBrCtsJOcdd2i/v+IVwDXXIBWPAwsLcLlcCAQCSKfTSKfTsNlsGBwcRC6XQ7FYhNVqhcfjqQt7MxO6tt0wGiHX39+PWCxWV6l3uVzIZDKrEvFA87g3Zo8HNHu/3++vC8EzW233er1tA/v0Ij+ZTCKVSrUcfVcul5HNZtsuYGcyGZ5S32rUntk2ATPbffWrwN/8jfbzm98MHD5s6tAE0XXIWk8QBLESWA+oATVoF1g34466oDsASCa7s25KlnqCIDYlx45pFfhLLgF+9SsAgHrXXVi+5x6e0M7EGKuqswovs3HLsoyJiQlefSfOMDg42NQjns/nuZ2cBdStFGZlz+fzmJyc5MFyRi1cZo/vdrsxMDDQdDsT2I3V+k7z6+PxeMvFClmWuQU/GAyiv7/fcDuz595pux/+EHjxizXTyatfDdx+u9YfTxAbAVXkCYIgVsrBg1A+9I8Q33yo7uZpRHEz7sBXcbBpl2CwO/OBezVnmCAIYtW0GMmJ+XnYX/YyOE/3xjdWmVdbSd6JJBIJSJIERVEgSRIsFgsmJyf5CLlYLAYAK7LBA82OB0EQWobgmUmzlyQJqqryfnOfz4f+/n5IkmQYNGeGRucAQ1VVTE9PQ1EUOByOtiGwZs69MTW/kf/5H+Av/gKoVIArr9T64knEExsJCXmCIIgVcuwYMP2eRbwRwI/xJ/g4bsAcIjiO/U2VeEFQEQrJ2LevO32dKw0eIgiC6CltRnIKqgpVEBA+cgTZSy7ZcWn13aRarWJiYqLpdqfTiWg0yqvnTOyqqopkMtm2V90IVVVRKpXQ19dneH+nNPtarVZ3nplMhovjTpX3dhg9ZiqVQqFQ4Kn27RxrgiAgHA5zB4MRjan5eh55BHjBC4B8HnjOc4B77wW6kDdIEGuCrPUEQRAr4Ngx4OqrVFyW+xIA4OO4Af+Oa/Cf+FPUGj5SBUG7sD18ON6161ey1hMEsanoNJJTVWGLx+E8cWIdT2rn4PV6DceyLS0trVjEM1pZ2RcWFlqm2bezzU9NTa25XaLR8l4qlXggYjgcbrnw0LiPESw1v1Uf/uSkNlZuYQG44ALga18D7PaVnT9B9AJaSyIIgjAJKzw9Gf+L8/AYlmHHN/HC0/dqCfV6QiEZhw/HceBAtmvnQNZ6giA2FSZHckoG89KJtTM/Pw+v11u3yJvJZHjfuNvtRrFYXNF3h5GVPZ/Pc6t+JBKBz+fjNn4ztvnVjKVjNFrea7UapqenoaoqXC4XfD5fx2MUi0XeRsAC8di5O53OlovkySTw/Odra1Xnnw/cfz9g0P5PEBsCCXmCIAiTHH9IwdnTx3ELPgIA+BYuRx76b3TtQuD66+fxzGcWsG9foetOUrLWEwSxqTA5krMaDPb4RHYmsixjYWEBVquV96fr56kPDw8DONM7XyqVTE0C0Av/SqXChbrX64XP56tLs8/n8x1t82bG0rWi0fI+Pz+PUqkEURT5OL52MOHPzt/sCNdsFrjsMuDkSWB0FHjgASAQWPHpE0TPICFPEARhhmPHcMF1N+EhnLGQXoyHcCWONYXbnX12uSuj5owgaz1BEBsKGzE3NwdEIlBjMUAUIbQQcqogQA6FUNi3b51PdOdgFGrndrvrkuf1otuMkJdlGel0GqIoIh6P80A5ozR7s9X+TmPpGoU+mwmvF96FQoGf//DwMKxWa8fHjcfjqFQqkCQJkTYLT/q3tt8PfOADwIkTQDAIfO972uRZgthMkJAnCILoxOlE5v6GnkEflnAfrsbVuK9OzHcrod4IstYTBLFhHDum9Rfpe+JPi3j26aiXeOppwRc/fJiC7tYZt9ttuPDb398PQRA6TgxoXBywWCwYHR017MdfyVg6i8XStJDABLvFYsHExAQEQcDQ0BD8fj8sFgtUVUWhUEClUuHnZbayns/n+eJBNBpt6WozemsDWi/8d74DnHeeqadIEOsKCXmCIIh26BKZGy+JLFBRg4A7cDO+jiugCpauJtQbsZo5wQRBEGumxYg5JuJTf/VXGPjRj2DTCUA5FEL88GFkDxxY55MlEokEPB5Pk5ifn59f1di/Wq2GYrFoKJ5XMtotn88D0BwCXq+X96hns1luf1dVFYlEAouLi/B4PMhkMk3HbjcmjqEoCh956PP5msbXMVpNTwSAUgkYHwfIUEJsRuiKkCAIoh0dEpktUDGKKTwbP8J/4uKuJtQ3wi54CIIg1pU2I+YYA8eP49H774fz17+GlEyiGgxqdnqqxG8IRoF1CwsLvBru8/mQzWZX5PKKx+MtK/1Wq7XtscLhMAqFAk+vHxgYgNfrBaCF8xmF5VWrVSwuLhoeb2ZmBhaLpW1Vfm5uDrIsw2azIRwOG27T6a0tCMDNNwNXXEFvZWLzQUKeIAiiHSYTmfd6pnHFu6e6mlDfyODgIPXIEwSx/nQaMQdoI+Z+/WsULrhg/c6LaIteWKfTaT6uLRQKIRgMIhKJ8BA8WZYNe+31GC0OAFqVf3l5GYAWyKoPvrNarXC73Zibm6s7n/n5eUiSxO9bDe0WFrLZLE/KHxkZMWwJADq+taGqwNSUtt3FF6/qNAmiZ5CQJwiCaIfJROY3fbiK0jN7J+IBmJqTSxAE0VUUBfj+901tSiPmNhfZbBaSJNWltvv9fgROR6/rk+fNjodrrLpnMhkkT//dR0ZG4PV668bSVatV/th62Hz5YDC46uyXVgsL1WqVW+oDgUBbJ5vZNYRVrjUQRE8hIU8QBNGO/ftR8I3AkZqB0Xo+S2QuXdD7BjrqjycIYl1plQDWAhoxt7nIZrPIZs8sMHs8nqZRbgyz3y/67ZaXl+sWCAYHBwGcSchXVRUnT55se7x2KfZmaFwEUFUVs7OzUBQFfX19GBoaaru/ybV609sRxHpi7DMhCIIgAABf+ZoFH09d0xR0BwA1AFDXJ5GZBQURBEGsCywBzISIVwUBlXCYRsxtcgYGBlq2Zzkcjo6tW2xOfTqdRiaTwcTEBFRVhcvlMuxBZ5X5dnSaP9+JxgWITCbDFy+i0WhLSz1j/35t1FwrBAGIxbTtCGKzQeUdgiCIFigK8J3rv4L/h380vF8A8In+W/CsSw6g1xk4raooBEEQXcdEuB2DRsxtHVol2auqipmZmY5p9rVaDRMTE3W3SZKEWCxm+P1k1jLfOD/eLI0L3LIsY3Z2FgAwNDQEh8PR8RipFCDLxvexp3THHfTWJjYnVJEnCIJowfGHFLwzdQuA5tFzOH3rnxe/jP/9H3tPz8Pn85mal0sQBLFqFAV46CHgC18APvYx03Z6ORTC1NGjNGJuHWDW9dXCesr1MCt6NpuFIAgIBoNNVW42e91IbFerVT5SrhGzdn1/u5J4G/QL3GwxolarweFwIGiyzePGG4FsVqu6j4zU3xeNAvfdBxw8uKrTI4ieQxV5giAIPYoCHD8OdXYWjv+YQQydR8/1/fwEcOETenZKbre7Z8cmCIJYaS88Y/766zH/+tdTuXKdMBtI146JiQlEo1G+OJxMJrG0tAQA/PahoaG6wDqj0XB6WqXHm50vPzQ0hFqt1jRqjiXeLy0t1S0iWK1WhMPhugXupaUl5PN5CIKAkZERUw62++4DvvQl7e371a8CT3mKlk4/N6f1xO/fT29tYnNDQp4gCIKhu5gVAFxocrcI5gD0RshTbzxBED2F9cKbsNE3UnjmM0nprCOdrO9mjzE1NYVSqQRJkjA/Pw8AiEQiXBjr0+zz+XzHPvZW6fEAOgr5xraxgYEBeDweSJIEp9MJQRCgqipSqRT6+vrg9Xrh9/shCALy+Tw/NhthFwqFYLd3dsklk8DrX6/9fOutwNOepv1MI+aIrQQJeYIgCIBfzKqqsY2+HdEL3Cj15KSoN54giB7SoRdeBYzbik5P66Bwu61LUjcqMBgMtrS3m+1zN9ouHo+jVNK+HY3my4fDYbjdbuTzeeRyOQCaA83r9fLtMpkMdyKUy2UkEgksLCxAVdUmq7/NZjNt07/xRk3MP+lJwDveYWoXgth0kJAnCII4fTHbSsS3upitQUDBG+7Z6LlgMEi98QRB9I7jx9va6VuJeIDC7bYT7SrYqxlLB2hj5ZhVPhaLwe1219n1nU4nstksTp48WbcIkEgkYLFY4PF4kMlkDG39rRwClUoF2Wy24/em3lL/uc8BfX2mniJBbDpIyBMEQZy+mG1V924l4gUAS+96a88uZvvo6oIgiF5y2o68EuRQCPHDh3dEuJ3VaoUoiryqrL/dYrGgXC7X3d5Yde4Gq010XwmtetwBc99DjS1g+Xy+Lj2eCWu99b6VSK9Wq/z2uVW8P9s9F6C1pZ4gtiIk5AmCIFZxsVANhRC/tbcXs2YrIQRBECtGUYBEwtSmc299K6p+P6rBoGan34aVeNaL7XQ6MTg4CEmS4HA48OijjwLQeq+tVmvb251OJyYmJlqmuK+GXot4oHWPu6IoTePmjPB6vchkMpAkqS4cz+PxGKbHq6raUaTPzs6ualGkXb8+ALzhDWSpJ7YPdJVIEMTOZgUXs4/fcBjv+PiTEUcYd9zvg2jr3cUshdwRBNEzTKbUs174xZe8ZFuK9127dkFRFIiiiMnJSQBaS5PT6UShUMD8/Dy/PxAIAIDh7foRaMvLywDqBX61WsX0CicCrDeNafa1Wg2Tk5MolUoQRRFDQ0NIJpN1NnhRFKGqal2/PcPhcLRMj2cW+3asxdnQ6thf+QrwxS+SpZ7YPpCQJwhi57LCi9n8q67Bv3/8yQCATP5h+HzdtVDqoZA7giB6QouU+sYskO3aC88q74ODg3C5XCgUCshms1BVlYvuxr5tVVURj8eRyWSabs9ms7z/myW8WyyWOoEPaFZyFui2GWFp9oAWODc9PY1CoQCLxYKxsTE4HA74fD4uwsvlsqGAZ/h8PlgsFsP7zAborRYjN1syCbzuddrPZKkntgsk5AmC2Jms4mJW6hPhdleRzUpIp6WeCXkKuSMIoie0SalvXDbcTr3wrDpeqVT4uDVJkpoEu6IohpVzoxnn7PapqammPnYm8NnnuKqqvM8+GAyir6+PW9C73VPfCFu4MMvs7CxyuRyy2SwEQcDo6CgcDgc/lsvlgqqqOHnyZNvjzM/Pw+v1Gi5Im20bW00+QCs3G1nqie0ICXmCIHYea7iYHRxUkM1KWFrqXYWKQu4IgugJHVLqGXNvfeuWtdN7vV5IkoRyuYxcLgdJkmC1WhGPx+tEu1E1ebVz2hvFpr66LYoiisUiZFmGIAgIBoO8Uj08PGwY+GYGt9uNbDbbcbuhoSEkTLaPAdpiBhv3NjIyYthrbsYa365X3el0dpwvb7VaEQqFVtySYORmI0s9sV0hIU8QxM5jDRezXq+CiQlgaal3H58UckcQRE8wGexZ9fu3pIi3WCzI5XJ1Ve5WVfb1wEik53I5Xqn3eDzIZrPIZDIrPraZQD1RFNva3zvRqr1rLbPlGaIotr0/HA7D4/Egn8/zhQX9vo1z5Nlc+kY328ICWeqJ7QtdLRIEsfNYw8Xs4KB24dGrijyF3BEE0TMiEVObVQ2Sxjcjfr8fgiBgaWkJiqIY2rBXW2XvBY196IVCAcViEYDWU97f32/acm/Gcr5W2/7s7KzhKLfVzpYHtNdgZmYG5XIZgiDAYrHUnWejIGd/P6/XC5fLxacDAMDvfvc7qKqKkZGRljb+G28kSz2xfSEhTxDEzmMNF7Ner3bB8bOfuTA2VsG+fYWuFq4o5I4giJ6xfz8QjQIzM4atRSoAxevVRsxtcmw2W1P43FZhdna2abxaNpuF0+mEy+Vak+Ue0AR0rVZb8+g6RVGQz+cxMDBQd7vT6YQoim0XClotSi8sLPAK++joKA8crFarXKTrvwPZQgcT8gxVVXn/f6vFGr2l/rOfJUs9sf0wjpMkCILYzrCL2RaoACrhcNPF7IMPuvHAA24AwHe/68GrX70bl156Hh580L3mU7JYLIjFYhRyRxBE7xBF4M47DUU83ySdhvuHP1zHkzLH0NAQvF4v/71SqWxJEQ9oArlRBFerVUxNTSGTycDj8WBkZKRpP9HkqrHP5+va/PlCodB0myzLHZ0ORovS6XSa9+tHIhEMDAzwAD0m1PWj/DKZDGRZBgDY7XZ+nEwmg5MnT/LnODs7i5MnTyKVyuChh4AvfAH4+tfPWOoPHwae/vRVPX2C2NSQkCcIYuchisA11xjexS5NMi94QZ2t/sEH3Th0KIZisf5jc37eikOHYmsW88PDwyTiCYLoPVdcAfj9hncJACAICB85ooWCbiB+v78uLX1+fr6pV3o7Eo/HebUZ0Krr0WgUY2NjCIfDpo7RzQWOxcXFuh7+arWK8fFx1Go1WK3WJvu81Wo1XJQuFAqYmZkBoP1t/S3eg8AZoa53JTz++OPIZDLIZDKYmppqeo7f+U4/nvAEBy65BHjJS4C//EvNUh+LAe9852qfPUFsbshaTxDEzkNRtCV7AwRoYt7z7W8jcdNNgChCUYDbbgufLmLVVxhUVYAgqDhyJIxLLsmu2mZPAXcEQawLx48DBqPUGIKqwhaPw3niBAoXXLCOJ3aGQCAASZKwvLwMYP373BvHnomiCK/X22TlX814tE7IsoyFhQWeSO/xeLgTwUzAHdDd10vf1+9yuTA+Po5KpQKr1YqzzjoLkiQZWuNVVeW3q6qKubk5qKoKt9vddkGCCfVGmGPBaDY9W2g3etpTU8C3vgUcPLj614AgNit05UgQxM6jQ2q9ANRdyJ444UQiYWu5vaoKiMdtOHHCiQsuaLYhdkIURQq4IwhifTAZ9imtIe18JfT396O/vx/ZbBaVSgWA1ke9UVgsFgwODmJpaYmLdEVRuOVdf3utVjNMUF8r+nFx6XQa/f398Hg8psa2AcDS0lLXzoUxNzcHm82GUqkEURQxNjYGq9UKAE0j5jKZDObm5prO02azIRqNtsyBYYK/HY2vc7uFdgAQBODmmzUjyhYcxEAQbSFrPUEQO48VXsgmk+bWPM1u14jP56OAO4Ig1ocNTq4PBoMYGhrivxeLRSwsLHAR3yuMKrlG1Go1LC4uNgnGarVqeDtLy+/VZ7iiKLx3XhAEREz+/bpNtVpFsViEIAjYtWsX+lokx7WyvgNarkEul2v5GGbm0zdyZqG91eKAVpU/fnxFhyWILQEJeYIgdh4rvJANBs1dWJjdTo8oinUXtQRBED2lU9inIBiGfXaD/v5+9PX1rWpu+lrohQW+ETN2dlEUTS8oNMJ6591ut+nQu15gsVh4AF0jZirq7HkYsZrefrML6CbX7wliS0FCniCIncfpC9lWl12NF7L79hUQClUgCMZ7CIKKcFgbRbdShoeHqRpPEMT6IYrAm99seJd6+rMofvhwV3zIRtX36elplMvlNR97JfRaxJtFUZRVf96z3vlkMskT73ft2oVoNIpQKGTqGIODg6t6bD16h0AjZirqsiwbJuEDq8uKMbuAvkFGBoLoKSTkCYLYeYgicPSo4V1GF7KiCNx6a5xtUbc9E/eHD8dXfN3r8/koqZ4giPXnf/5H+/d0KjxDDoUwdfQosgcOtN1dkqSmFPWzzjoLY2NjXIwNDQ3B6XTuiKT5lcBE+Goq84lEAvPz8wC0JP9arQav18t71TvRzUVjo8q62Yp6q+0cDkfHc2x0I3ReaNeS6/fvN3VqBLGloLA7giB2HKqqolwowA5NuAu6ixE5FEL88OGmC9kDB7I4enQK73znMHK5Mx+doZCMw4fjOHAgu+LzcLvXPn+eIAhiRfzhD2emdjz0EFAsojIxgZlaDYV9+3Du3r3wyTJSqRSy2SxsNhuGh4chyzLm5uZQq9UQDofhcrl4v7PT6UStVkM+n+cibXFxkYtOohmLxQJJklCpVOBwOHhCv1n0afJmK9ndTLNnlXV90J3Z8zDaTlVVzMzMdDzH4eFhAMD09DRUVeUL7YcOxSAIKlT1zEIAWxO44w4KuiO2JyTkCYLYUWQyGczNzmLXkSMAgPnXvhbFZzwDUjKJajCo2elbfOM///l5TE0lcfRoBE95SgFvfOM89u0rrOoCgZLqCYLYED70IS3q+9JLgWc8AwAQn5xEIZuF1+tFX18frFYrF4lDQ0NwuVxIpVJ8drgoikilUkilUgCA5eVljI+P1z2MssFz6Dc7+qr0SkW8nng8jnPPPXdD0uyz2WydkDezUGC1Wg2/++LxOLLZLARBQCAQwNLSUt3zsVqtCIfD3MU2Pz+PcrkMn8+Hv/kbN2Ix4OabhbqBNNGoJuJp9ByxXSEhTxDEjoGl6br+67/geOQR1BwOpK69FsrpGb2dqNVqKJc1O+TZZ5dXNWqOQUn1BEGsO7OzwGc+o/38d38HACiXy3xmeSAQAKAJPkVRuGhPp9O8uq4oCiYmJuoOu1l60HcisiyjWCwiEokYzl/vJalUCk6nEx6PB8vLy6YePxwON333LSwsYHFxEQAwMjICr9eLoaEhw/n0APsu1nIWgsEgrFYrrroK+Mu/BG66Cfj4x4GLLwYefJAq8cT2hoQ8QRA7An2abuDTnwYApK66yrSIFwQBqqqiVNKEvMOx+gtXi8VCSfUEQawPiqLN3pqbA772NaBSgfonf4LCU5+KajrNq7QDAwOoVqsk2rcg1WoVXq8XyWQSpVJpVcdgFe+ZmZkV/Y3j8TjsdjsmJiZQq9XgdDoxODiIeDzetqLOyGQyiMe1DJpQKATv6e9kQRCa5tMD2nc5c4Kw9gSGKAIXXaQJeYuFRDyx/SEhTxDEjoCt7Dv+7//g+vnPoUoSFl/+8o77MQHPLIOlklYRWIuQ9/v9VI0nCKL3HDumlSj1fmMAi096EuINAr1QKDTN+CbRvjWQJAm5XI6L+EgkAlEUIcsyEolEx/1DoRACgQCy2eyK/+ayLOPUqVOoVquw2+0YHR2FKIrweDxNFXUAPEeBCfDp0+9Nn8/HHSGtyGQymJub4wsEtVoNJ0+eRCQS4QsEPp+27WOPaREQ+/eToCe2LyTkCYLYEbAv/sBpW2n68sshd5hHw0Q8+xcAlpe1irzdvvrQIOqNJwii5xw7Blx9NdDQt6wC8H/ykyju3VsX6kmifWsiiiKmpqbqMgmSySQikYjpNHu2XacZ8K2oVqsQRZGLeKC5ot4owvUMDAwgEom0XeBmrXFGj81u//73PXjd67Tbp6aASy7R+uTvvJP65IntCY2fIwhiRyBJEmynTsH94IMAgIVXvarltuxiwuiiggn5tVTkzY7oIQiCWBWKolXiDcLH2Kda+MgRbTtiS6MoSlOwIBO3rI+8E5IkmZoB3+k8/vCHPxjOl2civNXxPR5PWxGvb41rxd1353H11SoaByXMzGjrWceOdX4OBLHVICFPEMS2RVVV5PN5Psc4+PnPQ1BVZC++GOVzzmm7n8ViQa1Wg8ViqUviPVORX72Qb5yDSxAE0VWOH2+y0+sRVBW2eBzOEyfW8aSIbiJJUsdZ9EtLSx2/b1iKfDcWmNkCgl7MmxHhiUSibeJ9p0UGRQHe//6g0boVv+3mm2ndith+kJAnCGJbkslkcPLkSYyPj2N6ehrTP/85PN/4BgBg4dWv7rg/qw40Xlx0I+yO+uMJgugpJi3SUjLZ4xPZnLT6DG4Uve3cWRvN4OBgx3aIarUKH2sab0E4HEahUFh1SJ4R8Xicf3eaqfSzmfSt6LT/iRNOJBI2nPGb1KOqmtX++PH2500QWw3qkScIYttR10unKHCeOAH/5z8Piyyj8JSnoPjUp7bdXxAEblXUC3lFAZJJFtBjhaKsLkSHrPUEQfSUDvkfjGow2OMT2XzYbDacc845KBaLqFarSCQSkGUZHo8H0WiUC8/l5WUsLi7CYrHg7LPPhizLPKQtk8l0fSb7SkmaXITp6+tDOBzmyfAMq9UKt9vdsm99LTBh7nK5TB+73Xb6ZHoj2PdyJ1YZAUAQmxaqyBMEsa3Q2/jcDz6I8y69FLtf/Wq4//M/AQB94+O8T74VRtWXBx9049JLz8Pvf28HAHz842Fceul5ePBB94rPsdNFCUEQxJrYv19L+WpRSVYFAZVwGIV9+9b5xHpHo81cEAREo1GMjY3B7/fz20dHR2GxWLjIlGUZoijysDWXywWn08mF+tDQEPr6+uByueD1etHX18et442Pacbu3o5eVP7ZnHkAsNvt/DUJhUJYXFzs2cIyO67Z77t22zkcjrb7BoPmnoPJ9S2C2DKQkCcIYlvBqinuBx9E7NAhWBtG74iZDGKHDrUU84IgNNkVH3zQjUOHYkgk6hOA5+etOHQotiIxrx/DQxAE0RNEUYvqboWqIvOCF2ybuVyhUAjnn38+hoaG+G1nnXUWvF4vHA4HF96BQAB2u7YYW6lU+Gi2cDjMhaSqqpidnUWtVoPD4ahbBGi8b+/evRgbG+Pi+Kyzzlqvp2yaRCKBbDYLQHvOgiDA6XQ2Vei7DXs9nU5nx8UN1qdvhKqqfERdK/btK2B4uNZq3QqCAMRi2voWQWwnSMgTBLGtqFargKIgfNttgKo2dcwJp63yLLGZVUBYb2TjBYeiALfdFj4dmFN/NFXVfj9yJGw6RGdwcHBT9lsSBLFNUBRtgHa5DPz1X7fcLPC5z3V0J21GRkZGsGvXLv6ZPTg4iGAwCFVVeRU9EAjwKu78/Dyq1SqsVisX+kyQq6oKp9MJr9fLj5/JZJDL5SAIAkZGRuo+rxvvY5V9r9cLp9OJubk51Go1WK3WVTmv2gW+dYNarYapqSn+mnQiEAhgbGxsVQGt7PhmZtOHw2HD70X2d2Kv+dDQUNPrarVaMTYWw8c+Zixp2GHvuGPbrFsRBIf8nQRBbCskSYLzxAnYGirxelhis/vXv0Z23z6IogjltKhvHONzJkTHGFUVEI/bcOKEExdc0Dqsh9HX12f+yRAEQayEY8e0sXO6CqaK5ggw4fTt4SNHkL3kkk2tcPx+PxYXFwEA0WgUXq8XyWQSiqJAkiSEw2EAmmCXZblOsLM+dwAYHh7mC7WZTAb5fB6CIGB4eJiLyGq1yluzgsEgr94DmkW91X0AkE6nueDctWsX+vr6uENMkqSmWe8bSSqVMrWd3W7nCxXsdTRLIpGAKIq8mu5yuVAqleoWEKxWK8LhMDwej+Ex5ufn+eJMLBaD2+1GMBise12dTicEQcDBg8C//Rtw7bX1x4hGNRFPc+SJ7QgJeYIgtj6KosXRzs3BGQ4js7BgajfLabHPLuIkSYIsy3XbmA3RMbsd9ccTBNETjh3TBmY3VHVb+X/0I+gKF1zQ+/PrABv5yRBFEcPDw3x8qNPphMfjQaVSwfzpYeHhcBiiKKJUKmHh9Od+JBLhY0NnZmYAaHPKBwYGADSLdf3i6tzcHBRFQV9fHwKBAL+dZa8oigK73Y5gQ0igXuQPDQ1xke9yufj+NpsNy8vL3XmxDLDb7SiVSujr6+s4P97sgoIkSVBV1XA2fCdkWcbk5CRUVYXb7UYsFgMAQxFuxOLiIg/0Gx4ehtuttbCxHAMjRka0fwMB4KMf1Xri9+/f1OtUBLEm6IqSIIitTUMFSgAQcZvrWZcDAYiiiGq1CkEQmkQ8YD5Ex8x21B9PEERPUBTtc3AV1uzNMIKOCb1Tp06hWCyir68PZ599NgqFAnK5HADwMDo22qy/vx8ej4fbrwFgYGCAC77FxUWUSiVYLBZetQe00WhMrOsFeS6X44KV2eYZ2WyW95k32u3ZggHrm9cvADAymQwX8cwBxmj8fTWIosjFeycRz2hcOGmE9a2bGR/XClVV0dfXV/eaGYlwVVXrBH7jYkunEXqA9p/AvfdqPz/hCVpXCQl4YrvTsx75VCqFa6+9Fm63G16vF695zWuQz+fb7vPJT34SF198MdxuNwRB4KuwKz3u//f//X/Yv38/7HY7YrEYbr/99m4+NYIgNgusAtUQhCOcvuBqdUmrCgLk04nNjT3yjb2Au3aVIIqtL44FQUU4XMG+fZ1t9dQfTxBETzh+vOlz0CwbMYIuGAxywS2KIh/7xtLVo9EoAHAx5/f7YbfbkcvluKBmlvh0Oo1isQhBEBA5HUuur9qHQiGUy2Wk02kkk0l+bTlyunybz+eRSqX4yFK/3w+Hw4F8Po90Oo1MJsMr+8FgsClBfWlpidv0o9Fo02d8pVLhCw1DQ0NNAXnsua4FRVFW3F+vD/EzgvWtrzXVvlwu47HHHmtZ1c9kMjh58iTGx8cxPT3N/wW070x9gGErjh0DxsaAT35S+/1HP9J+P3ZsTadOEJuenlXkr732WszNzeF73/seZFnGq171Klx//fW4ly2XGVAsFnHZZZfhsssuw9ve9rZVHTebzeL5z38+Dhw4gLvuugu/+c1v8OpXvxperxfXX399T54rQRAbQJsKFOv/BJr7Q9XTF1lzhw9DtNn4RQr7l1VGvF4vpqdzuPHGMSiK/ohnjiYI2m2HD8dNrfxTfzxBED1hFQOyVUGAHAqt+wg61hP96KOPAjhTaWei3efzweFwIJlMolKpQJIkDA0NoVarNQn7arXK09eDwSAqlQqKxSIWFxdRq9Vgs9kwPz/fVPF2uVzc+t0oVFVVxcmTJ5tut1qtPFRPX6Vm5xQKhZo+4xur9cFgsMkarqoqBEFYVdCdKIpQVbVjmFwjLEfAbrfzBQz9fexvpKqqoVNtpVSrVf44+n74TCbT9Ph6XC5Xx8XvFh0lmJnRbr/vPuqPJ7YvPRHyDz/8ML7zne/gF7/4BZ7+9KcDAD72sY/h8ssvx4c//GEMDw8b7nfzzTcDAB566KFVH/eee+5BpVLBZz7zGdhsNjzxiU/Er371Kxw9epSEPEFsJzpUoNhXf3VwENLpsBwAkEMhzL/tbcg+5zlop73j8Qze+MbdePhhB3y+Kl772nl85jOBuuC7UEjG4cNxHDiQNXXK3bggIgiCaGKFA7LZgmb88OGe+o+9Xi+8Xi9mZmYgyzIGBwcRCAQwNTVVZ49PpVIol8sQRRFDQ0OGffDz8/N1wh7QAtVY6N3i4iLfh1GpVAzPK5/Pt3SJtgqCk2UZiUQCmUymSeTbbDbDCncqlUKhUGhZrQc0S/9q0+pXI+IB8FYD/fMYGRnhdnpBEJDJZDA3N9fVOfPxeJy7blnugNntjWjXUaKqWmL9zTcDV1xBNntie9ITIf/Tn/4UXq+Xi20AOHDgACwWC372s5/hyiuv7Nlxf/rTn+LZz342bLYzF9uXXnopjhw5gqWlJQwODq7+iREEsXkwWYFKvO1tqAQCsKfTKHm9qF50EcrVatu+RFkG3vKWGH7xi364XAruumsc559fwotelMKJE04kkxKCwSr27Sus6OKAgu4IgugJ+/dr8dwtFjcbnUlyKIT44cPIHjjQtVNwuVwIBAJYWFhAPp+HzWbDyMgI0uk0ZFmGxWJBKBRCsVjkNutIJAJFUbgAZ+PFWEgaE/qVSoUHn3m9XuRyOSiKwhPNuyk229Equb1SqSCbzcLtdvNqvV6ohsNhQ0eWLMvctj8wMIDl5eUVPZfVVOKZiG90HSQSCe6O6FQpXy2yLKNQKMDlcpnqvddvb0SnjhJVBaamtO0uvngNJ04Qm5SeXFXG4/GmnhZJkuDz+bgFqlfHjcfj2L17d902oVCI39dKyJfL5bqAENaDRRDEJsVkBaoSCGD5wgtROH3BI55eum+1wl+rAe961wgeesiNvr4aPvaxCZx/fknbV4SpEXOtsFqtq96XIAiiJaIIvPzlwAc+0HSXKgiAqiJxww2ojI6iGgxqdvo1lCj7+/sxNDSETCaDpaUlXnFWFIVXuoeHh1Gr1ZA4PR1kaGgIoihycev1euFwODA7O8vT4H0+H/L5PL8G09vumQV9weRUkvVmdnaWPxc97Hk1wmz37LnHYjEIgsAFrj6JvxtYLBYMDw9DURTeg65Hb3/vVClfC43tbGa3N8Lsafbw6RDEhrKisLtbb70VgiC0/d8jjzzSq3PtKR/84Afh8Xj4/9iYDIIgNimsAtUCfaAdc+j09fVBURSeVN+0jwp86ENh/Md/DEIUVXz4w1N4+tOLXTldURQpsZ4giN6gqsC3v6393FC9lEMhTH3kI0j+7d8ic/nl2qi5FYh4l8uFsbGxOut4NBpFf38/T5QPhUKQJIkXVQYGBuByubCwsIBqtQqbzQafz4d0Oo3l5WVenV9eXuZWdhZUx0TkwMAAyuUy5ufn+eOs1oK+HiiKYujyKpVKhsWhVCpVF5JnsVh4/7zX621ZhW5En67fjlqthomJCUMRr2d2dtaUyHabnA7TCHOmmXWotdvObEfJCjtPCGLLsKKK/Jve9Ca88pWvbLvNWWedhXA43NSnVK1WkUql6kaArBQzxw2Hw3z1l8F+b/fYb3vb23Do0CH+ezabJTFPEJsZUQRuvBG49daOgXalklZRZxcnrWz1n/xkEP/2b9rooPe+dxoXX5zr2ul6PB5KrCcIojccOwb87/9qIv7xx4GHH0ZtZgaTsoz8U5+KkdFR+KxWyLLMx6+FQiE4HA5UKhVe8Y5Go5AkCdlsFqlUiotMfSU9EAjwELlqtQqr1cor6XphX6lUeEU5HA5DVVV+PRYMBiFJUl0AmtPpxMLCAndH5nI5frytTjwex8DAAIrFIqrVal1wXzgc5nPn9Tidzo6j6URRXFWPfDvMjsLTt7CaRb+g3d/f3zHkj/Xst+LJTwasVq0dzghB0Nb79+9f8akSxJZgRUI+GAzWzdxsxUUXXYR0Oo1f/vKXeNrTngYA+MEPfoBarYYLL7xwdWdq8rgXXXQR3v72t0OWZW5j/d73voc9e/a07Y/v6+ujRGmC2EqoKvCd72g/OhwQTs/oBeoD7exWK58ZXC6XIUmSYQDSF7/owz/9k9aGc+uts/jzPzcelbNaBgYGuno8giAIAFri1zvfqf18yy1AKASEQpiPx5FfWEBfXx+8Xi+3pbNwOL/fD4vFwkW83W7nSeX6cWuSJNWF0QWDQciyXCfS2Xx3QEudZ2noqqrC6XRiYGAAiUSCV+f9fj8ymQwfG+dwOJDJZNbUfrmZkWUZjzzySJPobmW7B7QKeqfF37XOn18LLpcL6XR6RT39iqIgm83C4/EgmUx2dFiw95YRpRJw1VVnRPzpDhIO2+2OOyjojti+9GSO/Pnnn4/LLrsM1113HX7+85/jJz/5CW688Ua8+MUv5on1MzMz2Lt3L37+85/z/eLxOH71q1/h8ccfBwD85je/wa9+9StuuzJz3Je85CWw2Wx4zWteg9/+9rf44he/iDvvvLOu2k4QxDbgu98FHnoIal8fHv/qV3HqM5/B3NGjOPWZz2DyoYeQfs5zIElSUzWe2RD1dr377/fg/e/XvHd/+7fzuPZa49TitUDVeIIgesIXvgD87nfA4CBw+lpHlmUezBYKhSAIAhRF4YFxQ0NDsFgsqFQq/BqLiaalpSXIsgxJkhAIBFCr1bgbMhgM8gR5NlLN7XYjnU6jVCrBYrFgaGioLtAuHA7XnQ+rzrOKtKqqiMfjPQlX20wYVc5b2e4B8MR4URSb7OWSJJm21K+GTsdmlfLVuGzj8TgWFxf5e3FwcLDp+VmtVsRisbpRdXqqVeDFLwZ++ENgYAC4/XZgZKR+m2iURs8R25+eRSjfc889uPHGG/Hc5z4XFosFV111FT760Y/y+2VZxsmTJ1Esnuk/veuuu/Ce97yH//7sZz8bAPDZz36WW/o7Hdfj8eCBBx7ADTfcgKc97WkIBAJ45zvfSaPnCGI7UasBhw8DAIqvehUqIyNQx8ZQOL00bzldpZAkCdVqFXa7nV9ksmo8E/Y/+Ykbb397FKoq4JprFvH6188bPODaWa9UZYIgdhCyDLz73drPb3kL4PUCAK92OhwO7gZaXFyEoiiw2WzcoTg/P8+r5i6XqylB3mKxNFnoS6UST4s3sszrbfiDg4NwOBw8hZ5V5ycnJze0mrxSLBYLVFXtSY++0Yi1dDqNdDoNABgdHUV/fz8PwZMkCaqqYmJiouvnAmgiOhQKte2lZ4s+q5nEIssyf394PB5eiNM/PzYCz4haDbjuOuDrXwf6+oBvfENLpD90SEunn5vTeuL376dKPLH9EdTNnByygTDrTyaTWXWgB0EQPeJf/xV4+cuhejw4ef/9qLrdsNlsqFQqcDgcWF5ehvV0PyjQuif+f/+3H9dfP4ZSyYIXvCCN226bRq+KHGNjY6bDiwiCIEzxqU9pqmZoCPj97wGXC5VKBY899hhUVeWfO9VqFY8++ihqtRqvdJZKJe6APPvss+FwOJBIJJBMJmGz2XDuuedCURS+XzQahdfrxcTEBHK5HNxuN0ZHRzE/P4/5+XlYrVace+65yGQymJmZgcViwXnnnYdSqYTx8XEAZ0LxmHV/OyCK4qrnuTP03w+VSgWPP/44arUagsEgn7ykJ51OdwytWy2xWAyiKGJ2drapDY2Nr2Nj9liWwlqQJAmRSKRl9V2PqgJvfjNw9ChgsQBf+Qrwl3+5pocniE2JWR1KQ40JgthalErA3/89ACD7+tej6nbz/ndBELiVnlkDWTVeUVA3A97prOKGG3ahVLLgWc/K4f3v752Ip8R6giC6TrkM/MM/aD+/7W08rb6xyg5oFfparQa73c4vClkV3e12w+FwGPa96y30Ho+nKdBOlmVukWY268bqvF60N4YRbwe64SyoVqvI5/OoVqv8NWcj/oxYTSW8E1arFW63m1v6GRaLBV6vF263G06nE9lstmkG/VrQj73rJOZvu00T8QDw6U+TiCcIEvIEQWwt/vmfgclJqCMjmD7d/MYqIXa7HcvLy7DZbDz5WJZlPPigG7fdFkYicSZl12JRUasJeOpTCzh6dBK9HPFOifUEQXSdT34SmJrSmoP/9m8BAOVymVuyWSVX3wfP+uULhUKdIAfOLAAwO365XK7bD0BdoF1fXx+mp6f5Pm63u86G7/f7MTs7y51RO5FOqfOM2dnZpop+u+8NM4nvnR47FoshHo9DlmW4T7vajObW12o1pFIpLuJ7lWXQ2GKgKPVW+YcfBv7u77Rt//EfgQ5DtAhiR0BCniCIrUMmA7zvfQCA1BvfCNVur+t/Z9V4diHgcDjwH/9hxaFDMTRe79RqAgAVV1+dgsPR2w4jas8hCKKrFArA+9+v/fyOdwCnx5exivfAwAD6+/sBnOmX7+/vh8vl4uFygNbDzhxN+r53QRDqjuVyubC0tFQXaLe8vMwXDSKRSF1F3+v1Ip1O82PuRERRxLnnnovHHnuso5g3suXPzc1BkiTDKvXi4mLHfv1W9zN7PHAmu6VV4F7j+fSyG1eWZRQKBbhcLhw7Btx0E2DUPfB3f8czHQlix9O7yEuCIIhuc/vtQCqF2t69mHv+8wGcuRCx2+1QVbWuGr+8XMFtt4VPi3jjysbHPhZCLzOXOs3BJQiCWDEf/ziQSAC7dwOvehUAYHl5mQsyVkE3Eui5XA7Ly8sQBIFbt/Wi3el0olgs1h2rVqs1WebZYoDH40F/fz8SiQQXeslkErOzs+vxSmxaWL7AWqz38Xi8STwXi0X+tzBKfBdPJ7y16tln7w02HtAs1Wq15wGF1WoVx44BV19tLOIBYN++np4CQWwpSMgTBLE1mJkBPvIRAEDyllsASYLD4eDjedgEDH01/he/sJ+207eytQuIx204caJ3QrvdHFyCIIgVk8kAR45oP7/73YBNaxli4s7j8cDeokKvT5j3+/2wWq1Nor2xYm+327GwsFBnmc/lcigUCgC0z9rFxUU+bo44Q7sAPNFEpDqrUjMURanrJx8eHsaePXswNjaGaDSKsbGxjseMx+ObdpFFECTcdBOaHHRn7gduuQU9XXwniK0ECXmCILYG73kPsLyM6jOfieRFF0EQBJ6o29fXx//Vh94lk+a6h8xut1J8Pp+pJF6CIAjT3HEHkEoBe/cC114LQBvdlc/nAYBX2Y0q9Ol0GuVyGaIoIhgM1ol2r9cLu92OXC6HYrHIK/bVapVb5lmPvV4IxuNxPk6MMIcoioZp9EawILx0Oo3x8XHIsgybzYbh4WEIggBBEOByueA9PXqwU9V8PSrrq8FqteLECWfLSjygCfypKa13niAI6pEnCGIr8MgjWkQtgPjNNwOCAIfDgWKxCEmSeDWeweyCwaC5VF2z260U6o0nCKKrLC5qSV+Atrh5evSZ3mrNFjYbK/S1Wo3PiGf2+Gw2y0V7YzU+EAjAarXyIDaWXD8zM9O1xPKdiqIopsW0URDe4OCgYUW/l38XNr++3XmbDfczIhwO48QJc+41WjciCA2qyBMEsfn5u78DajXIl1+O9BOfWBdsZzttK7Xb7bw3nvHUpxbgcLS+qBAEFeFwBfv2FVpus1qoN54giK7zoQ8BuRzw5CdrjcQA8vk8F+PBYJDfxir0rPKbSqUgyzIkSYLP5zO02adSKVQqFYiiiEAggFKpxJPrPR4PlpaWeMDdTmetLVNsUaUTRvb8RCJh2MrQi7F0jEgkguHh4bbbDA8Pr+kcIpHubkcQ2x2qyBMEsbn56U+Br34VqsWCmRtuAKCJ9mKxyPs7AeOE3k98YgjLyyIAdt+ZCy9B0G47fDgOE62KK4Z64wmC6CrxOPDRj2o/v/e9gMVSJ8Z9Ph9sNpvhbYqi8HnvQ0NDsFgsWFpaqrPZK4rCxeXQ0BBEUcT0aZ+zIAi8Uk9orDXBfa37N45rAwCn09mxKm6msq6HpdyzNjFFUZp67Bu3Wc2Iung8jgsucKOvT0DDmjxHEIBoFNi/f8WHJ4htCVXkCYLYvKgq8Na3AgDKL3kJ8qOjEEURy8vLAM5UHxwOR1M1/u67/fiXf9F6Ra++OoVQqH6WcSgk4+jRKRw40Hnszkqh3niCILrOBz8ILC8DF14IvPCFALSxYWwkHKvG61Pp2W0LCwtQFAV9fX0YHBw0TKFn29hsNvh8PuTzeT5rvpdjx4hmVhOEB2giu9PfykxlnbnJnE4nzjvvPP59pqoqz6aRJIkH7Om38Xg88Pl8Hc+/kXJZxitfWeUivnEdnP1+xx3oyeI7QWxFqCJPEMTm5ZvfBH78Y6h2O6Zf8xoAWqBdsVhEX18fF/SNlYWvf92LD31I89698Y0JXHddEooyhxMnnEgmJQSDVezbV+jZxQD1xhME0VWmpoC77tJ+ft/7AEGAqqq8gu73+3mltdEur5/vzsLq9Cn0Pp+vbhuPx4NMJsOPQ6w/Xq8Xi4uLHbfT98Srqorp6WnUajW+yK2/Xz8/vlU4IdtGURQUCgVUq1UUCgU4nU5ks1nMzc3xY1arVcTjcUQiEe4KUFUVhUIBFsvK64T/+I9h3HefFZKk4s1vruDf/s2G6ekzaj4a1UT8wYMrPjRBbFtIyBMEsTlRFODWWwEAy9dfj1IgUBdsxy4U+vv7eX+oqqr4wQ8G8K53jQAAXv7yBfzN32h2UlEELrig+73wjVBvPEEQXee97wUqFeDii4HnPhdAfQJ9IBCou01foU8mk1BVFQ6HAwMDA6hWq002+7m5uboZ8NsJ8XQgoFGvuSiKqNVqTVXsdvusB7Isd97o9HbpdBqSJPHJBYIgYGxsDH19fVyMS5LExXg72zvLU2CLOOVyGePj4y3t+tVqte54eqG/Ej7/eT/uvlt7D7/3vdN44QszeOlLJZw6FUUu50IkotnpqRJPEPWQkCcIYnNy993A734HdXAQk9dcA0ALtqtWq7Db7bwazy54+vv78dBDwFveEoOiCLjiiiW8+c3xJnter6HeeIIgusrjjwOf+Yz283vfCwhCXQJ9IBDggrQxlb5cLvOwOvbZtLCwgFqthr6+PkiShGQyiaWlpQ15autBu17wVvcpigK/32+qKt4L2NjAThi5JoaHh2G32wEALpeL366qascxgXNzc4avSad++tnZ2VWn1X/72x58+MOag+7QoThe+MLM6fOtYmxsHLFYjFrVCKIFJOQJgth8LC8D73wnACD3xjei6nLBZrM1jZlzOp3cxvc//6PiDW/YhUrFguc8J4t3v3tm3UV8MBikCw6CILrLe96jOZQuuwx41rMAAEtLSzyB3u/3t7yNCXuXywWn04lKpcLFqSzLmJiY2IAntDVoJeIlSUKtVtuwan0nWtnaWXW+HasV42b3UxTUtbhVq8Df/Z3moLv22gW88pULTfsYhfoRBKFBQp4giM3HP/0TMD0NNRbD9F/8BYAz4T8Oh4NX41nA3dSUE6997QgKBREXXljA7bdPoYdTeFrC5jcTBEF0hd/9DrjnHu3n970PgDaOjNnfg8EgLBaL4W3Ly8t8RNnAwADS6TSWlpa4jXyzCtHNDnM2rCaZfT1oJXx7OWPeDD/72Qje8Q435ubO+OMFQYWqCnj+8zN461uNHXQs1E/vLiAIQoNS6wmC2FykUsAHPgAASB86hJrNVmel1/cyVqtVzM1Z8cpXRrC0JOGJTyzhjjsm0Ne3MQnLvZzhSxDEDuSd79Smd1x5JfC0pwHQKsUsqG5wcBAAeHgdS5wHztiuBUHA3Nwcpqenm1LOiZWTSCQwMDDAMwj0mEmbXwvs790OozR7YGO/nx580I3rrvPWiXgAUFUBgIoDBzJol4+30YsQBLFZISFPEMTm4rbbgHQatSc9CTOXXAIAvLLQ39+PUqnEN02lRFx//RjicRvGxsr4xCdOweXamCoThdwRBNFVTpwAvvIVbe7WP/wDAM3CzNLlWVBdtVrlt7ndbmQyGSSTSeTzeQA0Oq7byLKMRx55pC4UkIUL7tmzp6eC2ay93Ej4Op3ODbGnKwpw221htHsbHj0aRjt3Pi2SE4QxJOQJgtg8TE0BH/0oAGDhTW8CRLHOSq+/OMnnLXjd68YwPt6HcLiCf/mXcfh8q+vv6wYUckcQRFd5xzu0f6+5BnjSkwDUz4P3er38NmaTX1hYwPT0NI2O6zGNbQmstSGXyyESifTsca1Wq6ntjISvvq2iFasZG9dpvxMnnEgkbABafT8KiMdtOHHCeCGcFskJojUk5AmC2Dy8611AuQxl/37Mn7aRsgsPl8uFSqUCACiXBdx00yh+9zsHBger+OQnxxEOmxvX022sViul6hIE0V3+67+A++/X5m29+90AtIVMFsAWDAZRKBSwuLjIq/HExhOPx1va7teK1WqFz+fraN+3Wq3o7+9HPp9HOp1GPp9HoVDgifVut7tJ6LPvsZGRkbbHbhTsZvZLJs1V0xMJCb/4hRP33+/BL37h5BV6WiQniNaQV4UgiM3B//0f8PnPAwASt9wCCAJPpa/VBBw/LmJuzgOfr4p77/Xj5z93ob9fwT//8zh2765syCmHQiEEAgG6yCAIorucrsarr3gFCpEIquk0stksarUarFZryzFhhHkEQeh62wGz3esr9haLBS6Xy/RIuVa43W489thjHf/ubrcbjz76qKG9fmBgALFYDAAMZ8y3Gk9ntVoRDofhcrnw8MMPAwBGR0cxMDBQ9/3XGABotVrxhCd07usHgNtvD2Np6YzjIByWcfvtFTzpSVSNJ4hWkJAnCGJz8La3AbUaqldcgdS550IQBMiyjAcfdOPIkWHE4/UfV5JUw8c+NoknPrHU4oC9x2q1kognCGLtKApw/DgwN6f97wc/gGq14vcveQlK4+N1m8ryxriPthutRPxaBb6R7d6siDd6bFEU4fV6O860t1qtcLvdbbfTp9nrU+AzmUzbFP5QKASPxwNVVfk56hcUGs85Eomgr68PTqcT55wjIBoFZmbQpk9exdJS/Xd8IiHhFa+wwukEDh5seWoEsaMhIU8QxMbzox8B3/wmVFHE7A03ANCCeb72NQsOHYoZfPmrqFYFZLO9TQjuBAXwEASxZo4dA266CZierrs5f+GFKIVCG3RSOxdRFBEOh5tcD6Io9twFYbSAoCgKlpaW2u4niiLOOeccPPbYY223m5+fh9frrVuAVlW1ZSWewTIX4vE4P8eZmRkkEgl4PB5kMpk6B0AymUQkEoEgCBBF4M47gauv1nIb658i+6V5QVxVBQgCcPPNwBVXaF0mBEHUQz3yBEFsLKoKHD4MAKi84hXIRiKwWCwoFsu6pNvGL3ntC/7IkfZJt72EAngIglgzx45pCqdBxKsAXD/+MdwPPtizh/b7/T079lamWq1idna2TrQLgrChrQyNVf5GFEVBKpXqOKbNaDQds9h32m96erppO5bbYHT71NQUMpkMAK2ift99QGMrvRZQ29rVpqpaBu7x421PjyB2LCTkCYLYWL72NeC//xtqfz+mX/UqANqYuZ/9zNY26VZV2yfd9hoK4CEIYk0oilaJN6jCCgAgCAgfOYJur1aKotjRgr1RNH6mCoKAaDSKWCxm6IAaHh5ued9aaBTOrAq91sfx+XxNgXHdmj1vtuXCSHT3Cn0F/8orVfzf/+XxjW/kcPvt0/jMZ07hLW9p7wRgdDAMEMSOhXyhBEFsHNWq1hsPoPS612HZ64UoilheXkYy6eqws4bZRNxuIYoihoeHKaWeIIi1cfx4UyVej6CqsMXjcJ44gcIFF6z6YWKxGJaXl3m6vaIoaw5e6zaSJCEQCGBxcZEL0kAggFAoBEEQUKvVkMlk+Hm7XC7EYjEugt1uN5LJJJLJJFRVhdVqRSAQQDKZrBOq3bDHx2IxzM3Nreq46XS6KQjP4/EglUqt6ZyA1Y+m62WLGHMAKIrCX7Pdu4Hdu7X7f/ELcwvxQ0PAQw9pgj4SAfbvJ6s9QQAk5AmC2Eg+8xng5Emofj+mXvxiAFo1PpfLIRg0VyUwu123iEQiJOIJglg7JsuMUjK5qsMLgoBAIABVVTf9iLparYZ4PA4AXISLoohCoQCr1YqpqSmUSlqwaSQSgc/n49V7VVWRTCYxPz8PQMtXYVV6n89XZx1PJBJrEvLVahWiKGJkZIRb1F0uF1RVxcTEhKnn2fh7t0S8z+fDwsJC2+dn1BLmdDohSVLPKvPZbLblc9y3r4BQqIL5eStU1djh1t8PvOIVWlgeIxrV+u4pBI/Y6ZCQJwhiYygU+Hzkwi23oGK3Q5IkfnHU6QteEFSEQjL27Ss03ddLKOCOIIiuEImY2qy6gpnkbrcbuVwOqqpygbsVYALXarWiVqsZhq+JoshHp2UyGUiSBIfDgdnZWd6L7fP5eMgaoC1muFwuFItFTExMQFEUWCyWjj3n7ZicnKzbP5VK/f/Ze/P4RvK7zvtTVSpJlmzJ1mHJtmS75+TIhqVhkhDSMJ0x5NiQgZkhSwjZHBB4NgmZSefozgEkS8h0T2Z7ZyCBEALh2ByQ0LAhJFnShPDMA5tlwBACmenOzLRvy/Khw5Ksq6qeP6p/1SWpSvXT5bbb3/fr1a/utkpVpcNVv8/3+Hx72h8PThl/3tF0di1hkiQNTMhns1nbxyQJePe703jggSkIgmZ5ry+V9D9mVld1a4nPfY7EPHG0oR55giCuD48+CqyvQ5udxcrLXgYAGBoaMhZEkgScOZO6unFjD6kg6P8/fTq1r+V1ZHBHEETfOHFCTy3aeG1ogoBqPI7i8eMtjzX3WYuiiEAggHw+3/fZ6PtJrVazFaMjIyNYWVnBwsKC8fcTTzxhiPjJyUlMTk62CNVsNosrV65AURR4vV7ceuutln31vL3qVll1QK8mSyQSXe+3HaOjoy2fOdt3OBy2NJwzI8syksmkMUKuUCggm82iUCgglUqhUqlYnit7XrcBbEmSHIMcL3xhFn/0R2VMTTV+bokEYHe7ZV/xBx7ou4UEQRwqBO0wX/EHSD6fN0ZqBAKB6306BHFjsbUF3HwzkM8j+5GPYOWHfghutxu1Wq1lEXrxYgDvec8USqVrC4x4vIrTp1OYm9vfPk+2ECIIgugLzLUeaDG90wQBq488guwLX2j8TBRFTE1NIRAIIJ1OH5qM+6AZHx9HNBo1yuhdLhd8Pp/RNw/ogYBEImGIVU3TjO0FQcDm5qZRvt8NLpcLt99+OwA0nEetVsOquS7chlAohHw+3yDIeWbDO1UYSJKE22+/HaIoIpfLtfT3M5LJJAKBQMO5+/1+CILgOGfeDhZkcCKRSGBkZBSPPXatD15RgLk552P8zd8Ad97Z8akRxIGGV4dSjShBEPvPBz8I5PPQvud7sHriBADA4/GgWq1CluUG9925uTy++tUR/MVfjOHFL87iFa/I4Pjx4r5n4uPxOIl4giD6C5vL1TxH3uWC8JnPYOqeezBaLCKbzSKbzUKWZWiaRiK+ie3tbWxvb7eMjGOBYbNxnvnx4eFhVKtVLCwsoFqtNjynU+r1OorFIoaHhzE8fM2stVAocD0/EAggGAziypUrEAQB4+PjCIVCjrPheUbTlUolKIriKMbZe2KFVcBAkiSMjo62zJFn90xJkriEvMvlgiRdE+SKYnTeOUKO9sRRhoQ8QRD7y8IC8JGPAAB2Tp+GJgjwer3Y3d0FoJfXN4/RKRR01X7HHUXcccf+9cRLkoREIoHh4WEaNUcQxGC45x7g7rt1F/tnngF+4Rf0iR7FIoTPfAbDExOofNd3IQugUqlgpY3T/VHFqhyfCfKxsTHE43HL55l752VZxszMDCqVSteu9PV6HYVCoSGjzRMYkGUZ9Xrd8AbQNA0bGxuO5nW81Ot1w0zQjlQqhUAg0HKva5eNVxQFPp8P8XgcCwsLKBaLGBsbM1ocNE1zNNJrblm7cKE1rtUOTqsJgrghISFPEMT+8ku/BFSrUE+exPqzngVAv5GXy2UMDQ1ZjkXK59mIof1thlMUBYIgkIgnCGKwsHTknXcCv/7rwDe+oVt1X2UkFkPxzBnkeWqNiQYKhQJUVUWpVGoQ2Pl8HisrK9A0DV6vFzMzM5BlGV6vt6XEnNeVfm1trWW8HI8RXiAQsAzQ9EPEA7r3gJOZHRsVZ87Ia5pmaTxohgUA3G638Z4Vi0WjLH9iYqJtJYDZgI91mvAURQiC3kd/taiPII4kJOQJgtg//uVfgE9+EgCQPnUKEARj3BygC/q9vT0MDQ0hHA4bi6JrQn6wzsBWDMrJlyAIooULF3QR34ScTiN56hSWz58nMd8htVoNTz75pK3Abu6dBxpLzDVNw9raGtex2hnhhUIhpFIpyxJ0J7HcC7Isc5vVNd/vzKP77KjVakin04bp4O7uLnZ3d+FyuTAxMQFJkiyz8s0ta4qiZ+J5RTwAPPIIzZMnjjYk5AmC2D/e9S5A01C/7z5szc4CuOa+7Ha7jWx8LBYzRgbt7OwYpfX7nZEHaNwcQRADRFFgOHyNjwP33w8NQHMNkKBp0AQB8XPnkD958lCqFybcVldXWwQvj6lbL9gJ7OHhYUxPT9tWXamqiuXlZSPY3C3VahXBYBDBYLDFTI5HLLfDqew/Ho+jWq1y7av5fsd7XlZ+DfV6vSUTL4oiRkdHEQgEjIw947HH+MvpEwldxNPoOeKoQytUgiD2h69+FfjylwGXC6k3vxkA4PV6DSMgttAQBMFYlLCf5fP6pWpkZH+FPI2bIwhiYNg0A9s18giaBncqBf/8PIp33DH48+sSl8sFVVWhqiqi0Sg8Ho8hWnd3d6GqKkRRxPT0dEupu5WQH6TIb+dSX6/Xsbi4iL29PQiCgEQiAQBd9c/bGeGxx3phcnISAFpEM3vf7Fzqm7G63/U7kK2qKnZ2dlpEPMBvWvfe9+pGeIcwlkUQfYeEPEEQg0fTgNOnAQDVn/1ZZMNhANaLKE3TjAVJpVK56vmk3/D3OyNv7t0jCILoB5qmofypT8H76lcDmmYr3O1wHQC3elmWDU8Tn8+H8fFxQ5SrqoqlpSVIkoRoNNow/zyTyQDQR601C1r2WDgcxsjISIPI393dtRTy5qBBN5gFtplKpYLFxUVUq1VIkoTp6WlD5Db3z/OOl+tVsDf327MKBwAtpfmiKGJkZKSj4IfV/c7v93Mb/XWClbEer2ndXXeRiCcIBgl5giAGz2c/C/zjP0IbHsba618PAI5jftbW1qAoCrLZa3fsS5e8uOOOwY+eo3FzBEH0inlOuTnrvL6ygpve9rauRDwA1KPRvp8rD6OjoxgeHjZmtLOxaEyUs9fLyqyDwSBEUTR+XqlUjBL1sbExANfeo3K5bFRnhUIheDyehmObAwCBQKDlPe1mxjmj2WleEAQsLS0ZTvazs7MN59M8oo13vJzL5WpxtGcO+U7IsozJyUksLi4ao+nC4TB2d3ctXzvLfPPQ7n5Xr9e7HsfXDrOxHusuWV0FIhFga8v6OWRuRxCtkJAnCGKw1GrAu98NAKj84i+i4PNxzepVFAUXLwbwa792LUz/hjccQyxWxZkzKczNtbrb94IkSYjH40Z5IWXiCYLgwtznPjEBnDiBXKFgW4Ltf/xxuDc2Oj6MJgioxWIoHj/ez7Nvi9mkbHx8HLIso1gsIp1Oo1arQRAEBAIB5HK5lteby+UgCELLjHFBEFAul1Eul1uewx4zC+darWYEAEKhELxeb8s5WsGbSW52mmeYnezbwXMMSZKwvLzcsK0kSVBVlWtEm9nVno2m297e7roSgRGLxRCJRIz7nTn4JEkSUqkUVFU13uNmo77R0VHL/nge6vU696g5MrcjCGtIyBMEMVh+53eAp5+GNj6OlZ/8SQD6Amlvb6/t0y5eDODUqWSLg206LePUqSTOn1/uq5hn2ZfmEkuCIAhbLJSIOjmJ3DvegXqTu7xSrcI/P4/AV77S8WG0q0omdfr0wJXM1NQUBEEwsqaFQgF+vx97e3t45plnWgQnE5XNKIpi+XNz+1S7x1gJO8ssDw0NtYh44Fq2PhgMYmxszMh4+3w+XL582bGk3U4Mh8NhRxGfyWS4yuqtxD77mdvtxs0334yCRfCnnT9APyaqyLJsiHirYAygl+nfdNNNRhDHXFEA6O9BN+fyl3/pwdXuEkfI3I4grCEhTxDE4CgUgPe/HwCw9453oCzLkCTJ8aavKMDZs/GrN/jGzLimCRAEDefOxXHyZL6va1oaNUcQBDc2Q6+F9fWWUXGBixcRP3u2q0w8ANRiMaROnx7Y6DnWf+3z+SCKYoug29vbsxTfmqYNxIRubW3NaK9iVCoV5HK5hhJwRVGMsWehUKjFrM1phnk70uk0RkdHLauzNE3D5uYm0uk0AL3tYGRkpOV94+nhZ+Z/wWCwpf+eBSMGBcu053I52/dJVVXs7e3B7XZbBrq7eY9FUcaZM962Ij4aBf7H/wCmpvRyesrEE0QrJOQJghgc588D6TS0W27B0oteBECf2ZvNZts+bX7ej40Nt+3jmiYglXJjft6PO+4o9u10adQcQRBctBl63TwqLvA3f4PkqVN8qUdcLaEfH8fqBz4A184O6tGoXk7fZyUzPT0NVVVRq9WM8miPx2Pbc72fWGWw2Sg44Fq2PpvNQtM0uN1u+Hy+lucMDQ1Z7p+n7N7cx21G0zSsr68blQKRSASxWMxoMzALcU3TsLi42PY4ZsM9q/77QQWYWRsZez3tsDKnYwQCAUSj0Y5K7J95ZgorK+3b1zY3dRF/553cuyWIIwetWgmCGAzpNPChDwEAdk+fRl0Q4HK5UCqVAOg3fzY3vpnNTb5LE+92PNCoOYIguHEYes1GxU08+CCC//t/2xrbNc+MN0roz5xB8XnP6+spA9dMRoPBIDRNQyqVahCKrEz9IGOVra/X68jn8y2Gbez1NDvrd+I0bzaoGxoawurqqnHvisfjiEQixvbNQtwpaG0+Tic/7wfMpZ4nWGAX1LAqxxdFEeFwGB6Pp+X7xYz1vvlNvhY23pF0BHFUISFPEMRg+NVfBQoFaN///Vj9gR8ANA3Dw8PIZrOQJAlTU1MIBoOW2Z9olG/xwrsdDzRqjiAIbjhLicN//MdtH2++4gyihD4cDiOTyRjGagCwu7trlKQfNpyy9UzMa5pmCOnmcXe8TvPNRngsECIIAqampjA6Otr2+bxVXu0M+3ohHA63mA02u9TzBguat7Mrx1dVFZubm0gmk7j99tuNFgRZlnHbbbdBEATuUXO82xHEUYWEPEEQ/efpp4GPfhQAkDl9GspVV16WxYhEIpAkqaHscWpqCuvr61BVFcePFxGLVZFOy9C0VnEtCBpisRqOH++9rJ5GzREEwY2mAZ/7HHDmDNfm5WPH4L1yxXG77Ve+Evkf+ZG+ldAzwTk0NGTZw77fpfL7RSqVwsjICEqlEgqFAmq1GkRRRCAQaNjO7/c7OsUDre8TC4REIhFHEQ/oxq5OU1rsqsEURTF68NshSRI0TbOcMR8MBhGJRHDp0iUAukt9OByGKIrG66nVao7HABqDDZ2U47PXpqoqisUi/H4/TpwQkEjoI+es3hoaNUcQfIjX+wQIgrgBee97gXod1Re+EGvf8R0A9Gg+W2gwJ+ByuQxAX+yMjY1hamoKgL6OPXMmdXVnTUZSgv7/06dTXa93WUXA7OwsbrvtNhLxBEE483d/Bzz/+cArXgGsrUETRdjJM00QUI3HsX519KYT+R/5ERTvuKMnET82NtYg0AA4Tge50ajVanjyySexsLCArasDyTVNM8bXMfSscPfpXtab3456vY7FxUXH7eLxOAC9SiCbzRoBiCtXrmBvb8+xUmxychLT09MA9NcVi8Vw6623IhgMIpfL4emnnza23djYwOXLl5HL5ZDL5XDp0iVscBgwNgcbmA9AO2q1GtLptJG1VxQFCwsLuHTpEgqFHB591F7EAzRqjiB4oIw8QRD95Z/+CfjMZ6AJApbe+EbLTVZWViAIAqrVKgAYM4PNo4Xm5vI4f34ZDz44gXT62gigWKyG06d7myNPo+YIgmjAYhY8rmY6S//yL5B/+Zfh/sIXAACaz4et174W5elpJN71Lr3P3aRIzKPiinfcgWosBjmdbtjGvG0vs+GZ27zH4zkU/e2AntkdGxuzHFvG4/LuhFUWvbnsHoCtQO7FCM/8+MLCAiqVCiRJQiQSwfb2tmWJOwBcunTJUhhLkoTZ2VlUq1XL0XTs+ez1mWfMB4NB27F1nbrMN7ee8ZbjWxngsePfeScwNxfExYuNj9OoOYLgh4Q8QRD95WrJaf5lL0P59tttN1tfX4fbrTvTi6IITdNaygjn5vI4eTKP5zznu1Ctijh7dgkvfnF/Rs7RqDmCIABYzoJHIoHSu96Fyt//PUb/+I8h1OvQRBHZe+7BxhvfiHo0CgDQPJ6WsXLNfe6pM2eQPHUKmiDYCv5OLmqxWAyyLDe4zbOg6EGHubqbBZ4oihgdHUUgEIDP58Pm5mZHDui8NDuvs8BHOBzGyMhIV0Z4VlQqFSwsLKBWq8HlcmF2dhZerxeRSKRlDns+n28rqsfHxzE0NIShoaEWR/x2z6/X630ZC2jXetbrhJeLFwM4d86HVOraz0Ih/dfwPe+hTDxB8EJCniCI/vFXfwVcvAjN7UbqTW9qu2m9XjcWQplMBvl83jILIklAOFzH+robyWStbzd4GjVHEITdLHhtZQVDb3oT2ECz3RMnkDp1CpVbbmnYLj83h/zJk/DPz8O1uWk5Ki4/N4fl8+cdBX87WJZYlmXIstziBu5Uvn1QsJpUoqoqdnZ2IAgCVlZWbAVyr9l6cxa9VqsZ5fahUMioCgP4jfCs7iF7e3tYWFiAoihwu92YnZ01AtbNjvY8feZbW1sIhUIQBKGr5/dCLBZDJBIxAh+aphmBBEmSuCoXrLh4MYBTp5ItZfWZDPC+9wHPehZl4wmCF1rJEgTRH1QVOH0aALD32teidrXfnZd2C4KxMQXr60A22x8VT6PmCIJoOwv+6t+qy4XF3/xNFH/gB+z3I0l6f3sbeAR/MyMjIwgGg6jVatjZ2YGiKBgaGsJKm7F3h5l2GeRoNIrx8XHHDLYTbJwcmwE/NDTUIOIBPiM8WZbh8/kaRtMBwNLSElRVhdfrxezsbNuAMW+fuV0JP8/ze0GWZUPEW42Z6wZFAc6ejV/9lWtsbdA0vT/+gQeAu++mrDxB8EBCniCI/vCZzwD/8i/AyAg2fu7n+rrrsTGWue/PJYtGzREE4TQLHgDEeh3oV/UOh+BnCIKAYDDYknm3ymgfBbLZLKLRKCRJgtvtbmkl4M0ON4+Tq1QqyOVyLb3zExMTbQMGgUAAly9fthS2Pp8PMzMzjqPjuh371unzu4UFIezGzDGYTwNDlmWMjo5atkfMz/uxseG23Zem6ZMdH3sMuPPO7s+dII4KJOQJguidSkVvbANQfetbUTSNlesHo6P6Ai2T6S1ET6PmCIIw4CxLdg2gX9vM2NgYcrlcS8n4jZp57wbmRm9+j5p76+2EtZnm99hq/jwA24otWZYRCATaVg+EQiGu+e+9zpgfZHsYq1rjKd8XRRHT09MNvfsALM0MNzf5znmAHQMEcUNBQp4giN757d8GFhagTUxg5b77AOgLoWKx9znvQPcZeVEUkUwmoSiKscCgTDxBEAB0d3oOmLFdr/h8PoyPj6NQKKBarSKfz0MQBEu3+cPS876fWInwnZ0d+P1+iKLomEVvR7MRXjabBaBPUonH44ZIZQGDdmxsbCAYDDrea3h6/du1gVUqFcfndwurWmOtA+1gj4+Ojjb83OrziEb5qgh6mAxIEEcKmiNPEERv5PPAr/4qAKB8+jRKV015EokEkslkXw4xNqZn5DvtkVdVFYIgYHR0FMPDwyTiCYK4xokT+qwrm+sCmwXf6Wg4u+vM8PAwVlZWsLW1ZZTIk2DvnVQqBVVVIUmSZS85T3ac9aID+mfCeuhDoRCGh4eNe0ipVOLua2+HU7k6w64NLJPJcBndhcPhltcvyzKSySSSyaTtY6w6oZfy/2AwiGQy2XD+x48XEY/XIAjW33tBAJJJ/VeTIAhnKCNPEERPaA89BGFrC8ott2Bpbg7QNEQiEaMEkRGPx+H1erG8vNyx020goC8SnnjCi8cf9+P48SK3EQ6NmSMIwhJJAh59FLj33paHOh0Nx8qc6/U6JiYm4Ha7USgUsLe3h2KxCEmSWsZrHmbYKLTma7nH40E0Gm3p7R8kVmX3gC7CA4FAR+PkCoUCisUiqtWq4VPQvA0P7bbLZDLG+QQCAQQCgZb3y9wGZnaLd7lcqFarWFtbA6ALdZ/PZztjPhgMIhAI4MqVKxAEAePj4wiHwxDFa3m85eVlY9Z982O9lP8zgzxzsEqWRTz0UBWveY0MQWj0mWR6/5FHyOiOIHghIU8QRNfkL13C8PnzEACsvulNqF29K7NxO6z0TxRFhMNhCIKAQCBgWUpqx8WLAXz4wzEAwBNP+PD61x9DLFbFmTMpzM05Gz/RmDmCIGy55x7g9tuBS5cafiwkElh75zuRb3LcMo9Ai0Qi8Hq9qNVqxtxuNiaseYxaN2O6DiLs9VmZ7nk8Hhw7dgzlchmxWMwYU7a5uYlarQav14twOIyNjY2G96bbMWZmrMrUWdm9LMtc+2g2wgP0UXRmMd9rX/v29raRSR8dHcXU1JQRMGieES8IQlu3+FAoZGTsrWbMs+cz0a9pGjY2NrC9vY2Jq7Xr7DFFURoeY/ur1WqOn49V+b9dxYGqqvje772CP/iDYzhzxo+rhwegF8c88giNniOITqAVLkEQXZHL5VD/5V+GuLeH0rOfjfxddxmPra6uQhRFIxLv9XohCAJUVTVm9/JgN282nZZx6lQS588vO4p5Kl0lCMKWb31LF/GiCHz2s7px58QEqs99LnaefhoAkEgkAKBBsIuiCK/Xa5l55sn+HkbYSDa7a6rP58NTTz3V8H4IggBN0+ByuTAzM2M4mjPRKQiCIWy9Xi/q9XpfRX4qlcKtt97qOE4OaA0GaJrWYoTX7Wg6v9+Pra0tbGxsANBF+MTEhFF23jwjHnAuvzd7vnTy/Hq9brtf9lizE307msv/eQzynvOcFSws3AavV4CqAn/yJ7qAp0w8QXQGCXmCIDpG0zRs/f3f46Y//VMAQOqtb23pM11fX8fQVfd6SZKMvkPe0sT282YFCIKGc+fiOHky3/bmT6X1BEHY8ru/q//9Yz8G3HOPUca8fbUM3ufzGWLTfC3RNM3SVf5GDhw6XUvbmfaFw2HIstxSJp5Op1Gv1+F2u3Hs2DGIotjwuM/nw6VLl7oW87VaDaVSqW9GeN2OpjML40gkglgs1tazhUcMNxv0dfr8dvAa8VlNgeGZb1+r1VCpFBGNDmNjA3jqKX3k3IkTJOYJohNIyBME0THFYhGR//E/ICgK8j/8wyh9//e3bFOv143s++7uLi5dusQd4Qd45s0KSKXcmJ/344477I2FarUa9zEJgjgiKArw1a8Cv/M7+v9f9zrLMuZyuWwp2m5kwT4IdnZ2IMuyZQWDIAiYnp42jNfMmeVqtdrRfcOKer2OYDCI0dFRw42ewZPxZ+Z17Ly8Xq/ldu1G07HXEAwGEY/HHc+ZVwybz6vT53eDJEmYmJhoOwWG97h/9mcC2Fv17nfrfycSum0FldcTBB/kWk8QRMdoX/86gl/5CjRBwMb993M9p16vQ1XVBiOddvDOm3XartdFIEEQNxgXLgCzs8CP/ihwNdiovvGNyH3iEy0ihK4f/aFWq7X4BjA0TTP8VDRNQ6FQQDabRaFQwNLSEjRNg9vtbuk753GjB3SvlkuXLjWIeFEUEY1GuUQ10ChO2X78fj9mZ2eRSCQwOzuLW2+9Fblcru1+SqUSVxCoV1O9QVWisVGu7abA8PgIXLwYwGte40Pzaa6uAvfdp/+KEgThDGXkCYLoDE2D733vAwBkX/5yVG69tcOn82WyeOfN8m5HEASBCxd0pdB0HRLW15E8dQrL588jPzd3nU7u6JJKpaBpmm3GfnZ2FrIst5TdN5ewN8PM9ppRVRWbm5uIRqNc5+dyuYyed5ZxZ6PpGDwz19tl0ZuPx3tevTy/G+yCMeyzkSSpbaWDogDnzk20eN/o+9G79B54ALj7biqzJwgnSMgTBNEZX/oSpL/7O6huN9JvelPHT+cV8sePFxGLVZFOy9C01si/IGiIxWo4frz9vF6nBRNBEEcERQHuv79FxAOAoGnQBAHxc+eQP3mSFMQ+wzL2Vmiahr29Pbjd7pbrOXPBt8PpfpPJZBzL6yVJshyb2rzvfoymY5TLZcdtrNziGXbl//2gOUjQzlnfivl5P1Ip+0kCmgYsL+s9801DIwiCaIJK6wmC4EdRgDNnAAC1X/gF1K6OsBkEkgScOZMCoIv2RvT/nz6darveFgQBPp9vQGdIEMSh4rHHABuxCOhi3p1KwT8/v48ndXgIh8PX7dgsY29GVVWjzL25zFuWZUSjUcfWiHq9jlAo1HYbRVEshf7KykpDKX2vWXTG1tYWUqmU436a3eIZqqpiaWmJ61w6pTl4wJzx7UR8c/uDLMtQ1RjXsXrw6iOIIwNl5AmC4OeTnwS++U1gdBSe970PyauZikExN5fH+fPLOHs23mJ890u/tMY1eu7JJ5/E1NRUi7MuQRBHDM6xcC6LUuyjgizLLQahzJ1cEARLI7d2Jm/9gpWk+/1+o4Q7n8+jUqnA5XLh5ptvRqVSaRj35tSvzvB4PIhGoy0l+C6XC6qqtg0GmJ3jeUfT2WXRASCdTiN9dWJCNBqF1+ttyXab3eKbpwD4fD4sLy+jVCoZPgDb29uWzwf0OfLmIIVTdYI5eMDjjM/aIsyfy/q6vVu/mQHmCQjihoGEPEEQfJTLwC/9kv7vd70LCIUwVK0aD09NTUGWZcsSxF6Ym8vj5Mk85uf92Nx04fd+L4JLl4bw9NMePP64/rNotI7jx4uW2XlVVVtmARMEcbTQFhagnjsHnoL5Omff9I2EJEkYGRkxMtyTk5MQRdEQXwDw9NNPA9DHpw0PDzeIM1VVkclkWkQvE42dlF7bkc/nLQ3zRkdHIcsyZLmxXJs3Q762ttZw3qIoIhwOw+fzYXFxse1zzT3vPKPp7LLomqYhnU4bwYTx8XGMj48D0MfZmcU6c4u3KmkXBAGapkEQBMzMzMDv9yMSiVg+n71HV65cgSAIGB8fRzgcxu7ubtvgAYPHGZ89Pjo6avzsxAndnX511bLLBYKgP37iRNtdEwQBEvIEQTihKHpJ6sc/DiwtAZOTwC/+IoBrfXxerxdjY2MA9Bt2vzMzkgRjxFwgoOC//tdZfPKTYXzykxFjm1isijNnUrZZ+tXVVduZuwRB3CCw69X6up7Se8ELUPrd34Xn7W+HVCiA6Qarq4AmCKjFYigeP76fZ7xvSJIEWZZRLpfh9XoRj8eRz+eRzWahKEpDmbokSQ0Z30KhgHK5DEEQEIlE4HK5jMdyuRwKhQJUVYUsy5iammoRjfV6vae55oA+ws6Kra0tDA0NtQRq/X4/13i55uADM8LjbSUwi9lgMIh0Om248DOcsugbGxvGfTMejyMSuXZvEwShxRuAlbQ3w9oPwuGwEYCxej7bx9ramvE8dg4TExO4/fbbsby8jHw+D6/Xi1gs1rKPbj0BJEkfMXfffa3bstvzI4+QTQVB8EBCniAIey5c0M2hzH2le3vAl74E3HMP9vb2AFwz1tE0zZgdzzID/WZvT4TeI9+4FE+nZZw6lcT588uWYl5VVRQKBYyMjPT9nAiCOABYXK80rxe+qwHH0rOfjezLXoaJBx/UryCm65N2VUGkTp8+1ArCLNb9fj+i0WiDWGeitlarYXd311Ica5pmlGfncrmWjG+xqAdVrbLsgUDAUjSWSiXj+eb7Qr8y9uYSd/Pr6IXmmfN2mDP/1WrVEPGJRMJ4nCeLDgATExOOAQSekvZcLodYLGYbuLYLBNTrdSwvLyMcDqNQKADQA/aLi4twuVyYmJgwAia9eALccw/w2c+2ivlEQhfxNEeeIPggIU8QhDU2Y5qQzUK77z6U/+iPsPvc5wK4JuSz2Syq1WrDYrKf6GNrrOf+apoAQdBw7lwcJ0/mLdfiJOQJ4gbFbqxcuQwNQO4lL8HKBz8IuFyoR6OInz0Lt8ntvBaLIXX69KEbPSeKIqanpy3FerlcthXriqI4Vk5ZPW5uVbJ7js/naygHVxTF6Fc/duwYVFVtydhXq9W27vNOWI1129jYgKIokCTJqApg8GTqFUWBKIpte+Sbe94zmQwAvRrAXE4OOGfRx8bGuKoAeEra24254wkEWH32TOQD+vtXq9U6fn8YigKYOyE+8QlgdlYvpz/EcTSC2HdIyBME0UqbMU1s0Kv09rej/OUvA1fn9LpcLsOkZxDl9YA+tqbZ9K7x1ASkUm7Mz/uNUnwzuVzOKDM09wkSBHGIaXe9uorvn//ZqNvNz80hf/Ik/PPzcG1uoh6N6uX0h1RB9CLWB8Ha2lqLiRoA+Hw+yyki7Sq5OjHSq9frxix382tPJBIYHh5uKGev1WpY5TA/HB0dtS3pB2CYxlnNmG9+jU7iuVAoGP3tTq+TB7vteAIB7ejE4NbKE8Cq0O+Xfkkvtz+kv4IEcd0gIU8QRCsdjGkq3nEHFEUxZgC7XC6jjLLfbG7yXbLstqvX69ja2sLW1hZEUSQ3e4K4EXC6XgEN1ysAgCRd+/cBRxAEhMNhbG1ttTymqup1EevtsMt0s1L95mtuLpdDqVSCIAi49dZbUa1WGzL2xWKR6zU2m9YBevCAVWGZs9OsbNyJQCAAv9+P1dXVhn2bnd8vXbrUIoyby/p7zaKb6XXMXa+mgzxYmeMB9oV+q6v6zz/3OSqrJ4hOICFPEEQrnKZEVmOagsHgwBaW0SjfAmR724UvfjFIbvYEcaPzjW8A730v16aHeaxcu6zwYYL1sgO6uK1Wq8bM9PHxcbjdbrjdjVVX3ZrWAfbBg05HxW1vb6NUKmFoaAixWAx+vx/5fN42O72ysgJBEIzj9ppFbz73bkvaAf5AQKdIkoSJiYkWZ3wGR6EfHngAuPtuyswTBC8k5AmCaIVzgKvVmCZmhDQIjh8vIharIp2WoWmWvtMQReChh66dP7nZE8QNhqYBFy8CH/oQ8JWvcD/toI+VC4VCtuZzgzAOvR7UajWk02lkMpkW0do8Ps4Mj5C3w8oITxAExONxo5LMCubqbzan29vbw8rKCiYmJhxL5c3H7TWLbmZnZ6etiGfnbndP4w2MdIqiKHC5XLYVBQ6FM9A0YHlZ3+7OO/t6agRxwyJe7xMgCOIAwga92iwENEFANR63HNPUb4M7M5IEnDmjZ28EoXlhqzvZN69vmJv9xYsBy30yN3uCIA44tRrwyU8Cx48DP/qjwFe+Ak0UUbv3XiiRiOE830y769VB4kbJujuxublpmXleWVkxTPHMMBNVK0EscaRuWcl6M9Vq1XJ7WZaRTCYB6P3gzefKTN94S+WBaxUA7WiXRWdsbW0ZAYSRkZGWfbJzb1dlVqlUHAMB3dLuPeGdPtjjlEKCOFJQRp4giFbYoNd77215iGdMk8/nG1if/NxcHufPL+Ps2XiD8Z0oAqraOpaO3OwJ4oDTPPu9ybpay+dR/c3fhPyRj0BkKT2fD5VXvxpL996LysQEAhcvInnqFDRBONBj5URRhM/nO9DBQ1mW4fF4rss5NmfP6/W6UXofi8UQDoe7Mq2r1+sN89sBGOasU1NTkGW5oS8f0Hvfe4UdSxAETExMtDWKa5dFB3QRz96LSCSCWCwGAA3vh5OJa61Ww+LiIjRNg9vtNiYIMDoxF7TCKljBfr2/9S2+fXAWBBIEARLyBEHYcc89wCteAfzJnzT8mGdM06BEPGNuLo+TJ/OYn/djc9OF7W1XQzl9M05u9rVabZCnSxCEHVYW1omEHkj8gR9A+UMfgvy7vwtPXm+NqYdCyLz61dh77WuRN4mG/Nwcls+fv65j5Zod1624XhVAzefmcrmgaRoURUE8HofX6zXEoM/nw9NPPw0ALb3YsixjdHQUmxZ+Ay6XC6qq9pTtNWex6/U6MpkMFEWB1+tFOBw2po4weN/LSqViaUrndrsxOjraIn6ZC32vmIUt849pvj/aGcOZ2dzcNMbzRaNRjI+PG+dsV8puDly4XC4MDQ1haWkJtVoNbrcbN910EyRJsgwE+Hw+y8kD7bCqKLD69bZDEPRf/RMnuA9JEEceEvIEQdizt6f//eY3A89/PgojI1hIJg9EZkuSYIjyL36Rz6zOzs2+2VyJIIh9oJ2F9b33QnO54L0qpiqzs9h6zWuQ/bEfg+bxWO7ueo+VO2h97GYzt2QyCVEUDcFWqVSwvr4Ol8uFUCgEUbzWaZnNZlGpVCBJEm699VaUy+UGkf/MM88A0Hv6A4FAgwhsZwDHy9LSUkswIBgMWmaaeUzrpKsjUq2oVqvI5/MtIrofIr5Z2NbrdexdvadOTk5CFMWWLHqz+Pb7/dja2rIV8XbkcrmG3n7gWjBHkiTMzMwYQQarQEAwGIQsy3jmmWcgiiKmp6dRr9cdPQXM52X3620Fe9ojjxyI5QVBHBpIyBMEYc8//ZP+93/+z8ALXgCfqkJ88smWRRZPJmqQ8LrZLy1ZC3ar2cYEQQwQJwtrAEK9juL3fA+2Xvc67J48qffPODHgsXJDQ0OGGDsIyLIMQRBQrVYRjUbh9/sNEVgsFrG5uQmv12u0DjGRyMrKI5FIg4jXNK3hsWbzsmw2i3K5DFEUMT4+3lJKbdcH3i6T34xVRn9jYwNut7tFcDNn+Hal4E73JiszvH44uzcL21wuB03T4PV6MTY21iLGrcS3uSJifHwc4+PjjsfN5XKWwRT2PkQiEXhsgmFmzMEF4FowpfkcrSoK2v16W5FI6CKeRs8RRGeQkCcIwppUClhb00Pl//E/AtBH8KiqCpfLBY/HY5RAXu9MlLObPQBo+M3fHMctt1RaHOz39vaMkUgEQewDThbWV0nff/++z3u3cvSWJAmapjWIeFEU991RXhAEJJNJ4zosCAKuXLlizJpnpdK1Ws0Qt5FIpMV9ncEEK8sEM2M5URQRCoUatlVVtSEz3Cx2NU0zjNjGxsYQDAZb+s6t3Op5sRLc9Xod2WwWQGdtAGas5rfzjqeLxWJYX19v+L40C1v23rLzsCrltxPf7PUEAgEuEW/+DOzY2dlBJBJpm9VnQQW2z4WFBbhcLkxMTOD222832hTi8bjR8mCG89cb730vcNddLbYYBEFwQkKeIIhWFAX4xCf0fyeTwNAQFEXB1tYWACAcDhsLuoMAc7N/61uTYO71rQgArE3vDlKGjSCOBJzW1IOY/e40emt4eBi5XA6iKGJychKVSsVSDA7K+bsZWZYhSRLK5TLGxsYwMjJiZNaZ030wGESxWLQU63t7e7YZ65WVFezt7SGXy7U8r1AoIBgMGkI0k8mgVqtBkiSEw+GWfZmz9bFYzDKr7Xa7uxbyzf3zLpfL6KH3eDy46aabsLe31xA8sHLBt6L5nARBwMjICDKZjO1z4vE4AoGA8f2QJAnJZLKhVN4qy761tQVZlhuEvpP43tvbg6ZpjiX1ZjM/O6wCF2bsggrMrT+ZTLZk65vhdZ7/ru+iUXME0Qsk5AmCaKTZnWZpCZidxe773w/lOc+Bx+M5kMJ3bi6PN70pjY98JGa7jZ3p3X4tyAmCuAqnNfUgZr9PTk6iWCy2jHtjWXcm/lRVRSqVui7Xh1gsBlmWDSNOFjh1u92Wpm2aptn2pjs5kFs9rqoqlpeXUSqVWkS+pmnY3d1tEPnVatVwVLfK1gO6yGRGb83BFN655lb984DuPC9JUos47XZ+u6qq2N3dBWCd6Y/H4wDQ8FkoimLMmA8Gg46CGLgWgOlVfJv3zYPddjxBBfNr2tjYwPb2tvGaGbzO8+RQTxC9QUKeIIhr2LjTaKurCP7czyF//jx8P/MzxoLtoDE9bT0XuJlm0zvqkSeIfebECb0xdnXVspFWEwTUY7GuZ7+Hw2FkMpkWARYIBCz7kIeHh5HP51v20w/TM16YmJVlGbIsI5VKtRzf7trLm3nulE5FPqC/z82YBWIoFMLExESDqZumaVhcXHQ8H7ugit3kEd4Seb/f32A0x/6WZRm33HJLS6bfztTPLNKdBDFrFehVfJvpNnDB4AkqWJ3X8vIyFAX4138NYn0dGB8HxsYAu4IGcqgniP5AQp4gCJ027jSCpkETBEw89BBWf+zHrsPJtUdRgPl5P55+2tnAB2g1x3PKchAE0WckSR8xd999+qrefN0RBAgAqg891LZxtp1Yz+VyDT8XRREjIyO2wtRKxA8C84z2kZERhMNh1Ot11Go17OzsQFEUDA0NtXUHPyi0K9dnJnSMnZ0dlMtlSJJkuK6br7uapjkK7nZY9c8Deol8NBptK6rj8bith0AgEGjJ9PNkrXlGt7Ese6/i24zf73esbrAaE8fo9v2/eDGAc+d84Inxk0M9QfQPDgtYgiCOBA7uNIKmQV5fh/b//r/7eFLOXLwYwItedBte//pj+NjHmBmQdd+eIGiIx6s4frxo+plgu6ghCGKA3HMP8LnP6ek7M1NTwOc+B/+rX41kMtnyNFmWEQ6H24r1ZkGiqmpLKf1+MTo6ikQigdnZWWOcG6AbwimKglQqhY2NDSOrvF9BhUHCWhIKhQJ2dnaM1gArp3tAvw57vd6uj2funzdjbpVoFvmyLBvfr+XlZUsRu7293VLtwJO15p2/Xq/XjaqBdrQT383n5nTsZjd9M9249V+8GMCpU0mkUtbPbbZTSCT0X3tyqCeI3qGMPEEQOh2YT/n9fstF037DFhCtRQS6sZ3Z9E4Q9I1On041ZAGc3HsJghgwzb/AV/9vds5mOGXWr5dYb8acXY5Go3C73SgWi0in06jX60bf9WHIvHdDrVbDkxajSu2E4t7eHgqFAoDu++fthHipVIIoirj55ptRq9VanPQvXbrUdr/N2f5+tluwyQMTExO2HgdAe/HNKBQKRnuC1+tFvV53HBPXDE9G34yiAGfPxq/+yraenyAAQ0PAxYtAOq33xJNDPUH0DxLyBEHodGA+dRBEvNMCoplYrIbTp1MNo+cEQeAa6UMQxACw8eTA2hq0++5D7vx51OfmGh46SGLdDHMsZyKxXC4jlUphaGgI5XIZV65caTGMW1tbu45nPHis+tnNJm8M83sRCASQTCa76p9n27LnappmeArE43F4PJ6W+emFQqFjoznerHWzSV4z5iw7M8drrsbgEd/ANRGvaRpGRkYMZ3nz+2h207ejXC5zi3hAb2nb2HDbPq5peqGfJAGvfCX3bgmC4ISEPEEQOsx8yiZDpAkCaj2YT/UbpwUEE/c///NpPO95RRw/XmzJAlA2niCuE208OaBpgCAgfu4c8idPHoj0nSAILaO2mCldqVRCMBjE8PCwISRZsMHtdltmWvd7/vxBojnDnclksLe3B1EUMTEx0VX/vCzLqNfrlo7+Ho8HY2Njls/rxmiukxnz7SouzFl2TdOMaTCRSARer5dbfBeLRUPEDw8PI5lMQhT1ztlO/F/q9TqWlpYAWGf0rWg2jrWDdxwdQRCdQUKeIAgdSQLe/nbggQdaHtKuLiRSp08fiEU1wL+AuPnmSsOoOQYzXSII4jrA4cnhTqXgn59H8Y479vHEbM7nqpBnY+FcLhd8Pp9Rls0M9poN0wblJn+YMfezV6tVo32CvbfN8JSeBwIBW9FcqVSQz+cts9rdGM3xlsIHg0EIgtCynVWWvVAooFarQRRFjI+PG0LcjLnagIn8UqnUIOKnp6ctn+uEqqpYWlpCrVaD2+3GsWPHIIpiw/Hq9XrLe9xsHGsHjZkjiMFAQp4giGv87d/qf3u9wFVDJgCox2JYP30a+aYy1+sJ7wLCbrvJyUnKxhPE9aIDT479Ynh42OjTZsiyjFAohI2NDYiiiHA4bJQsp9NpKIoCURQtRQ5hj9U8+Hai2i4zzEQx76i35mt+J+PpzNiJ5WaRPjIyYjwWCoUQCAQasuxMnKfTaQB6ib3Vvq2CRJIkQVVVaJoGv9/fkYhvDgpks1nDS2BmZgbS1YB9c0ZfEISG8zh+vIh4vIaNDRc0zbpHnsbMEcTgICFPEITOP/wD8Gd/BogiSl/7Gja+9S24Njf1nvjjxw9MJp6NmtvYcCEQqCOfl2BtsqMhFqs1ONQzotGoY88hQRADpANPjn4SDodbjPKY+GL9yYFAAIFAwOi5ZmXyfr8fu7u7LYLqKPS788JrlMbbPw/oWXvmeh+Px42yb5aV5nGRb+5zZ7Ay/mw2a/tcVgJvFr+bVwNMTJxb9aE3mzXu7Owgn89jYmLC6Ilv/i7l83kMDw83vAe5XM4y+8/eZ4/Hg5mZGW4Rb3VcRjKZbPERMBMMBhEIBLC9vY1UKgWPx4UPf9iFn/xJwWqKJAAaM0cQg4SEPEEQOu95DwBAe/WrsTI2hup1Lme1WhBevBjA2bNxi954Pod6QM/6UEk9QVxnmCfH6qpln3wvnhzhcBg7OzsNPehMrMuyjO3tbYiiiMnJyQb3cibGQ6EQFEXByspKg9gpFArY3d1tPdcj3O/eTDtzNx6aM+csSKKqKnw+n1ERYaabPndGpVIx2h+azenM2XU78ev1ei370O3Ed71ex/LyMkqlkuXkBUVRGgIaPDPrFUXhri6zOy8Gz+dnHtmqKApe9KIiPvtZPx54QGjolkkkdBFPY+YIYnCQkCcIAvjqV/X5MLKMwtvehmq1el1Ph2XCzNiPmmtdQFs51DOYmRJBENcRSQIefVR3rW+Gw5OjnVgPBAJGFj0Wi2FoaMjIlLJMqt/vx+joKABdLGYyGUMQ1Wo1rK6uthyTxLozvb5H5v75er2OcrmMQqEAQRBs26G66XMHdNG6vLxslKbPzMygVCq1ZNfbid+1tTVIktTiwu8kvq1EvBkW0OCpNqjX65bVBs3wnJddC4IZc6WBpmlYWFjAd3+3C9/4xgQ++ckg3vIWYHISuHKFMvEEMWhIyBPEUUfTgHe9S//nz/881j0e4DoLeUVRGhaE7UfNCRAEDWNjdbzjHeuIxeqWDvWAnmmjknqCOCDccw/wJ38CvOIVjVn5RALCI48geNddyNsYhQUCAWSzWSiKgmg0Cr/fbwivvb09aJoGURRbJlMwkchET3OmVdM0SxF/VHAamdYLvPNbGecAAPU5SURBVGX3Vv3zIyMj8Hq9ltvz9rn7fD5j3JzL5cLu7i7K5TIkSUIikYAoii1iuBvxyyO+nWABjV6qDZrppQWB0a7SYG1tGXfcIQIYQSaj+1nSzHiCGCwk5AniqPP5z+v98T4fdu+/H9VK5XqfUUtWx3lWrYCdHRdisbqlQz0jEAj07RwJgugDx4/rIl6WgU98ApiaMlb/IyYxNzExAY/HY4j1Wq1miMJoNNrQH8zEus/nayjRLhQKhpmdz+dzLDM+SkiSBE3TBibiAb2Kgpm6tcPqHPL5PHK5nGUgVhAE+Hy+lhnsZgKBAC5fvmwpZCcnJy3d8oHuxG+vIp7BAg488GzXa1DAKahx8WIADz6oB1v29oCTJ/Xy+kcfpfJ6ghgUJOQJ4iijKNd64++/H6kDWjrKO2puY8OFxx/3Y3PThWi0MTMvimKL8zBBENeZf/s3/e/v+i7gVa9qeKhyNagoSRJCoVBDZr1UKgHQe5SZiGdmZKzn2efzAbA291pcXByoaD1MiKLIlSnvlc0eJxDYlX3v7e0ZIr456y/LsmHO1g3diF9e8e0EK+/vxlXfbn+8x7WiXVDDrvVtdVXvnvnc50jME8QgICFPEEeZT30K+Pd/B0ZHkfv5n0e1UGgYaXNQ4B0199BDE8hkrl3WYrEqzpzRe+XZa6L+eII4QPz7v+t/P+tZLQ/t7e0B0MW6+fdW0zRDrDM/jXw+3yLWt7e3oSiKpYjrV9b0RqDXgAZvyXy/+ufNZd+qqhpj/4LBIBKJRMNYNZ/Ph8uXL7fdb7u+8G7EL4/4doKJc96Z9Tz3NbvWBKvjWmH3etq1vmmabnnxwAPA3XdTmT1B9Bu+WRUEQdx4VKvAr/wKAEB95zuxcTX7FQqFrudZWXL8eBGxWNVwo7cjk2lcJaTTMk6dSuLiRb2kfmtra2DnSBBEhyiKbrQJAEND+v+vomma4RDPyr4BPbt+6dIlIwNbKBTw5JNPYnl5uUVo2Il4on9IkoTbbrut5yy0xKnwmj/jdDqNSqUCSZIMI9Ph4WGMjo5ieHjYMK9rh9lgrxkmytvRLH4FQXCcjBIOh9s+bhbnwWAQUYsxjLIsI5lMcvm+KIqCxcVFx+3aBQXs3odrrW/Wz9M0YHlZ75knCKK/kJAniKPKxz+u28rG48j8zM+gVqtBkiRsbm7uezbeKVMgScCZMykAsBDzmulPczZA//+5c3Eoii7kd3d3D1S1AUEcSS5cAGZn9WkZgH49mp0FLlwwxDoT8vl8HpcuXcL6+rqtYCeuD4qiYGtrq+esvpOwZbhcLhQKBWSzWWxvbxvB2ampKUuh2WtfuCAIcLvt/VkAa/Fbq9WM55th4ntiYgLJZNL28WZxzibJjIyMIJFIYHZ2FrfddhuXiFdVFYuLi9jb24MoiojFYi3vFU9QwO/3WwZceFvfHDwDCYLoAiqtJ4ijSLEI/OqvAgDU97wH6asGUO0WxF6vF+VyeSCnwyOs5+byOH9+uWWO/NhYHZmMtVGRvm8BqZQb8/N+3HFHEYuLixBFEVNTU+RgTxDXgwsX9MZZi4Za7b77kDt/HvW5uYaH6vU6ZdcPKO1633ld8HkEtyRJWF5ebrlP+Xw+WyPTXvvCM5mM4cdg1X/P5sybUVXVGH/IAgzNI+0A3YBvaGgIpVIJfr/fmL7QLO7r9bpRgTI+Po6hoSGu18TOZWlpCaVSCaIoYnZ2Fj6fD5FIpKEFweq4zdRqNct7NW/r28QE92kTBMEJCXmCOIr8xm8AqRRw7Bi2fvzHoWSzjk8ZlIgHrmUvnJiby+PkyTzm568Z2m1suPCudyUdn9tqhLeM2VmQmCeI/URRgPvvbxXxgNFQGz93DvmTJ6mh9gjBhG877ALNpVLJ1tG+F7O4SqViuLSPj48jGo22Fb/MbJGNRXS5XAgGg5YCudmAsVgsolKpYGJiwngd5v1pmgaPx9OxiF9eXkahUIAoipiZmTEMIFkLQif7YmMB3W43VFU1zv348SLi8Ro2NlxGFZwZQdDd60+c4D4cQRCckJAniKNGJgOcOwcAKJ0+jc2rplHXk07KMiUJDSPmHn+cz4neygjvXe/awFveYm1yRBDEAHjsMeCqOZkVgqbBnUrBPz+P4h137OOJEYNAVdW+zKZ32oedYZ0gCAiHw9jY2LB9rlVpPBPBqqoa2fJ24tdqMoKqqsjn8y0Bhnaz2M0/b95frVazDVgA14Q/CzRsb29jd3cXgiBgenq6p6kt6+vrKJfLkCQJs7OzkGW54Vgf/rALP/mTAgShMUbH3tZHHqG4HEEMAhLyBHHUePhhIJtF5ZZb8MzznmedGTtEMCO8dFq2zAboaJZGeG99awKRSBmvehV/loMgiB7gbJR19TiqjDg49GPMn9M+rBzt2fOyVyvOBEFoKA1vLo03C+FcLmcI10Qi0TbYayfMWTAAQMMx2s1iB4C1tTXL6gOr/ZnPoVn4M6anpzvKvjcHBKrVKjKZDAAgkUgYngHmfd57rz5i7v77G+N0iYQu4mn0HEEMBhLyBHGUSKWgPfIIBACpX/zFGyJEzozwTp1KQhC0JjHPFm2tizBNEyAIGt75Tjd+6qduiLeCIA4+sRjXZnULl27ixqMf2XqGlYjd2NgwXO1vueUWVCoVy9J4OyEcCoUgy+08WJyFublaoN0sdoaTeWNz9YFdIIHRyfvbLiAwPj6OkZER2+fec48+Yu6Xfxn44AeB48eBf/gHurcSxCAh13qCOEJoH/gAhFIJpWc/G7snT16XcxBFvstOJ+OMmBHe+Hhjr/3YWB12I3EAXcyvrUk0Focg9oNiUffnaIMmCKjG4ygeP75PJ0VcT/ol4oHWe0ahUDAMEhOJBGRZbhhN1yyErcTr5uYmcm3az3iEuXm8XS+z5a32xxtI4DGUbfc+AIDH43HchyRd64VXFBLxBDFoBibkd3Z28KpXvQqBQACjo6P42Z/9WRSuOmPb8bGPfQx33nmnEWnMNhlwLSws4Gd/9mdx7NgxDA0N4eabb8av/MqvGGM52DaCILT8+frXvz6Il0kQh4crV4CPfQwAsPGWt1xrXttneBdunS545uby+N//+zJ+7/eu4Ny5Zfze713BO9+Z4noujcUhiAGzvAy84AXAn/85NJdLHxjZdA1i/0+dPk0K4AjhFNzlmTEvyzJ8Pp8xms6cpQ6FQraZ5F6FcKfj7ToJUPPsr9NAgh39DAiMjel/Ly0BX/uaLugJghgMAyutf9WrXoX19XV85StfQa1Ww+te9zr8/M//PD71qU/ZPqdUKuHFL34xXvziF+Nd73pXy+NPPvkkVFXFb//2b+OWW27Bv/3bv+ENb3gDisUiHn744YZtL168iO/+7u82/s87o5Qgblje/34ItRoKz3seis997vU+m4HQrREejcUhiD6iKLqp3fq6/svldutNtKkU6uEwFh95BPLWFuJnz8JtMiGrxWJInT6NfNPoOeLGxkkcOpWaA/oot8uXL7eIWpfLhXg8bvu8ToSwVZ95p+PteFz0O9lfp4EEO3p9HxgXLgBvfrP+70wGOHlS75N/9FHqkyeIQTAQIf/EE0/gy1/+Mh5//HF8//d/PwDgN37jN/DSl74UDz/8MCYnJy2f98ADDwAAvva1r1k+zkQ+46abbsKlS5fwW7/1Wy1CPhwOt714E8SR4lvfAv7ojwAAG/ff3/fds4xKu2x78wze/cDZCE/D6KiCF7xAQrsSfIIgOLlwodXx6irlW2/F4oc/jNrkJPYA5E+ehH9+Hq7NTdSjUb2cnjLxXTE8PGxb9SjLMiKRCDY3NxvEWj/703vBTshLkgRN0xzPMRwOGyX0zdTrdezu7to6vfcqhH0+X4uJXjPm8XaCIGBiYqJtT7vT52LeX6eBBDv6ERC4cAG4775W/9zVVf3nn/sciXmC6DcDKa3/P//n/2B0dNQQ8QAwNzcHURTxf//v/+3rsXK5HEKhUMvPX/7yl2N8fBwveMEL8PnPf95xP5VKBfl8vuEPQdwwvPe9gKpC+4mfwN6zntX33auq6rjY2m8RD1wzwtMXFtYLrWxWwh//cXlfz4sgbkjYSt5CxGsANl//etTMgXxJQvGOO5B76Uv1UXMk4m1xKi9v17oYiUQQCoUwNTWFSCRi/J9ds4eHh1uEnizLtkmX/YJHxAMwHNXtaFcS3qsQzmQyjhUFzePtgsEgvF5vy3ayLCOZTGJqaop7fyzD3w6z8Lej1/dBUfT4ndVbwX72wANUZk8Q/WYgGflUKoXx8fHGA7lcCIVCSKX4elZ5eOqpp/Abv/EbDdn44eFh/Pf//t/xgz/4gxBFEX/6p3+KH//xH8ef//mf4+Uvf7ntvh588EG8//3v79u5EcSB4R/+AfizP4Mminjmda/b98O7XC4uoT8oTp7MIxhUkMtZLYTJuZ4g+kK7lTwACAJijz6K3Etesq+/aE7Z0sNCL4HQdDqNdDptuQ9z9aJ55JjX68Xi4mLXx+wHvPeMbkfTAZ1n1M2USiVjTTs6OopCodCQsW4eb2c+n3JZDx5PTk5CFMUWF32gdQyd1f4EQUA8HseKRfCM0RxIsMLv9ztWzbULCDz2mGX8zkDTdJuMxx4D7ryz7akQBNEBHQn5M2fO4Ny5c223eeKJJ3o6IV5WV1fx4he/GD/5kz+JN7zhDcbPI5EITp06Zfz/jjvuwNraGj70oQ+1FfLvete7Gp6Xz+eRTCYHc/IEsZ+85z0AgOzLXoa9Y8f25ZBsYTQ8PIxwOHxdF4Tz837kcvaXOrNzPS0wCKJLHFbygqbBnUrBPz+vZ9/3CVEUr0s10EGi3ev3+XwAGkW8x+PBwsKCMUc9Eolge3u7QaRej1apXrArCd/Z2ek4o872t7S0BE3TEAgEjCy6+X1sFuZsPvvOzg4AYGhoyLKiFLg2J355eRmyLGNqaqplf07YBRKsKBQKjp9nu4AAr2EsGcsSRH/pSMi/7W1vw2tf+9q229x0002Ix+NIp9MNP6/X69jZ2elL3/ra2hpOnjyJ5z//+fjYVRfudjz3uc/FV77ylbbbeDwertEaBHGo+OpXgYsXocky0m98474dli2MBEG47ou9zU2+yxwtMAiiBzh/gVybmwM+kUau9/XnoLO2ttaS+WVIkoTZ2VkMDQ0hEok0iFRN0/YlQOvUL84bULAqCd/b28PGVbNFp4w6E+Hs9afTadTrdbjdbkxNTRkC184Izmo+e7VaRS6XsxXa5vtoO1hrQTQahd/vtw0k2FEsFrG0tARADy7UajWuygIzvIaxZCxLEP2lIyEfjUYRjUYdt/uBH/gBZLNZ/NM//RO+7/u+DwDw1a9+Faqq4rk9umWvrq7i5MmT+L7v+z584hOf4JpJ/S//8i+YoKsHcdTQNODq9Iedn/xJ1Bz67gYBW1BcT6JRPhMfukQQRA9w/gLVOdYQVsiyjFqt1tVzCXvaieBoNIqhoSEAupg0i9T98BGSZRkjIyNGBtuKyclJ20CEeT/NJeGKomB5eRmapmFkZKRtRt1KhDOmp6cd/QvMo/CszgFAi0hmxwR0wb+wsACXy4WJiYmGbSuVijFabmxsDG63u+25NLO3t4fFxUWjgm56ehqCILStLLDixAkgHgfsumcFQXevZzPmCYLoDwNZYX/nd34nXvziF+MNb3gDPvrRj6JWq+HNb34zfuqnfsowT1ldXcVdd92FP/zDP8RznvMcAHpvfSqVwlNPPQUA+OY3v4mRkRFMT08jFAphdXUVd955J2ZmZvDwww9j0xTZZ5n+P/iDP4Db7cb3fu/3AgAuXLiA3/u938PHP/7xQbxUgjiQaJqG8mc+g6F/+AeoQ0NIm9pP9pNqtQrg+pZhMuf6jQ0Z1s70GuLxOl7wApfN4wRBOHL1vm2HJgioxWK6M70NkUgEmUym5VpBIv76sL29jXA43CLi8vl8W9f1fuHxeNqKeDZWuJuS8PX1dVSrVbhcrrYZdTsRzqhUKpbGdQze+eyBQMA4B7tj1ut14+eBQADFYtFw6/f7/R2L+HK5jIWFBaiqCp/Ph+npaSM51m7EnBX1OnA15tMCe+sfeYR8aAii3wwsVfbJT34Sb37zm3HXXXdBFEXce++9+PVf/3Xj8VqthkuXLqFUKhk/++hHP9pgOPdDP/RDAIBPfOITeO1rX4uvfOUreOqpp/DUU08hkUg0HM/c4/Srv/qrWFxchMvlwnd8x3fgj//4j3HfffcN6qUSxIEil8thfWUFs7/8ywCArZ/5GSiRSN/2z7IPPMJcURQsLCw4ZiwGiSQBL31pDp/4RAS6d7Z5QadfN17ykizK5aGOFy8EQQD40peA/+f/ufZ/QWgwvdOuruR3fumXILndlteOYDCIbDbb8thBGZF2vWk3Xm5QMJM44Fp1Vb1eN4zVAoEAAoEAUqlUSyl2IBCwHQnHi9PrzeVyyGazbbeRJAmBQKChNL5cLhvPSyaTtlVj3YjwZjqdz85zTKt2iHK57Fimb86yy7KMhYUFKIqCoaEhzMzMcFW42nH6NHDlCjA8DIyMNHbaJBK6iKfRcwTRfwTtRrBzHQD5fB7BYBC5XA6BQOB6nw5BcMEi+aN/8RdIvPvdUEZGcOnLX4bax+8wM4HsJiNzPRbligK86EW3OWTka/jmN4uIRMb29dwI4tDzj/+ou0QWi9D+y39B+Ud/FJ53vhPi2pqxSTUex9Z73oPcXXdZinifz9cQ1D/KNF8j2dzxUChkWeItCILhfG5X/t3P82EEg0EkEgnD2LS5FLtYLGJhYaGv59It0WgUmUym5b0JBAKYnp62fV6hUOB6DbOzs7ZB4Gw229ZRnpFIJIw+/V7et2QyaVumb/Xd8Hg8OHbsWE8tcH/xFwDzkv6LvwBe8hLd+3J9Xe+4OXGCMvEE0Sm8OvT6Nq8SBNE3WCRfqNUw/pGPANDnNvdTxAN6SeLExASSyaRjb2IzoigiFApha2urr+fUjvl5PzY22pUcCkil3PjCF9bwEz8hcjn8EsSRRFEaV+hTU8B/+k9AsYjayZN4+m1vQ10UgS9+Ef75ebi2tlCPRFC+4w4o7PkWsFFcRxmWxTbPRA+FQojH40amVJKkhurD5scDgQByuRw2NjaMVoReM/l2gVdzFrq5f17TtH3poedl08ZgMZ/Pt81i8wZF2m3X6Xz2XgMxvGX6jHA43JOIX1kB2FTbBx4AXvYy/d80AYYg9gcS8gRxg8AyIqE//VO4V1dRi0Sw/apX9f04rE8vmUxiZmYGzzzzDERRRDQaNRyA2z23Xc/jIOB1rf+rvxqBpu3gR36khESCnO8IooELF/Q58ebsossF1OtQ/sN/wLcffBAqK82VpIYRc6IoAm0qcY5i6bzb7UY4HIYkSRBFEblczihF93q9SCQSRu+1qqpIp9NGANTj8SCRSBhGdIx8Po+1tTWoqgpJkjA1NWWI+35n6+1KyllAeb+v893SrjS+UxFuhd/vd6xEM5vx9WoO22mZ/ubmJsbGxrjH2pljeePjwPvfD2xvA8ePA2fP9nTqBEF0AQl5grhBqNfrEEolRH/7twEAm7/wC9Ds3Gf6QCqVwuzsLAB98SbLMtfz9nvRzuta/+lPh/HpT4cRi1XxoQ8V8epX+52fRBBHgQsXgPvua+h7BwDU69AAbLziFVD99r8vR1GotyMSiWB8fByiKKJQKGB1ddXIoLPpQCzLXqlUsLy8bFQtNGfhAf39TaVSDfPJk8mkYX4WDAYNczRmkKaqqlEW3w1W/fM+nw9ra2tG//nU1JRlyX+/zE/ZGLxe9mUWvs34/X7DF8AOK0d8M4VCwfH7bzbj4zmmE+y5nfbnO2EVywMArxf4zGcAmuBMEPsPCXmCuEFwuVwIf+pTkLe2UJ2aQubeewd6vFqthkqlAkAX8r0Y5QwS5lqfTsvQNOseeXPvfDot4zWvkeHzabj3XnKxJ444iqKv3tsIvshHPoKdH/sxaoQ1wXrbc7mcIXglSUI0GkU4HDaypSwL73K5MDY2Zoz60jQN2WwW6+vrLRl2M81CPxKJIBaLWWZY9/b2jDJzj8eD6elplMvlroX20tJSSz8/Cwywnm/gmsM6E/y1Wg2rq6u8b6UtwWCwoRWhW+zErqZpjplqK0d8BvtsAL3FoVwuO85nZ9+bXqYCdFqmz7OdXSwPAMpl4JvfBG69taPTJAiiD5CQJ4gbBF+lgqFPfAIAkH7Tm6BxZsh7wbzYY4vN6zVmzg5JAs6cSeHUqSQEQWsS880u9oCmCRAEDW95i4q77xbhcpGYJ44wjz3WmoIzIQBwp1Lwz883lNMfdTRNw5rJ8A/Qr5epVAqbm5sQBMEQUOzfm5ub2NzcNFzF9/b2AOhZ2kQi0VL1lM1mG0rpE4kERkZGWs5FURSsrKxgd3cXgC6AWbbc4/G0CO1yuYyU3UBwE82ZZibiI5GIIeLZ6zNnfHt132fZ/3au+JIkIRQK2fbHN+/PilQqhVqtBlEUIYqiowg3oyiKEehgo91457N7bFLbLpcLqqr2vUzfaTunWJ4g6P3xd99NsTyC2G9IyBPEDUAul0PtPe9BJJ9H+ZZbkH3pS/fluOb+u5WVles6Zq4dc3N5nD+/jLNn403Gd9YiXdMErK1J+J//cwEveckQxsfHuXsICeKGwqHHluHiEEyEDgt2sgx2c3l7vV43ROP4+DiGhoZQLBYN8cey+Swb7fP5kEwmLdub9vb2sLy8jGq1amR7m3uizUJ7Z2eHS8S3I5fL2VYFAHrpfzdl/aFQCJIkYXt729FMTxAErrnqdqXxuVzOaFVIJpMYHh7mEuGAHtBYWVlBpVKBy+VCMpnsaD47a00YHh5GJBJpOGY+n2+bre+0TN+pNQBwjOVB04DlZX07MrkjiP2FhDxBHHJyuRzW//mfcdsf/iEAYOMXf7HnsDhbCDgttJozA2yBehBnP8/N5XHyZB7z83585SsBfPrTYcfn/J//40M6XcH4+CJe/vIxhELkaE8cMSb4jB/r0ajtYwexUucg4HR9FUUR29vbDe9dc9l0NBq1DTRmMhmsra0ZHibJZBI+n8/yWM199l6vt+tpAu36rlmmupve/Gw2y31fqdfrjkZvgHVpfKVSMUr/o9GoUeVgJ8Kbx+8Vi0Xs7u5CEARMT09z+8ew/bDPYHR0tOWYrAKguR2i2zL9dq0BDM5YHvd2BEH0DxLyBHGIYZmZ6Mc+BnFvD6VnPxu7J0/2vN+RkREEAgGu+bdWiKKIZDKJQqHQtvxxv5Ek4I479H5VHiH/sY+NG/8mEzziSHLiBJBIAKur1rW1ggB1chLF48dtdzE6OopMJnPggnsHHav3i4k3URQxPT1tKS5VVW3I2A8PDyORSNiWUNdqNSwvL6NUKgHQqwCi0Sjy+XzX/fNWWWBFUbCwsIC9vT2IoohwONwy312WZYyMjFi63nf6/eHZno30Y0JckiSkUimjJH58fLzt89tNBJicnLQNnPDsJ5VKQRCElvJ9Zl747//+7wD0igE75/2RkRHL6gen1gAznLE87u0IgugfJOQJ4hBTLBYhLCxg7LOfBQBsvOUtesNaj+TzeZRKJYTDYeRyuY4XcvV6HYIgGCWCBw0+AzyATPCII48kAY8+qjtdNXP1WrP34IMQZblFOEmShNHR0QMVzLtREEURPp8PhUKhofS6VqthaWnJyKYzUW6XdS2VSlhaWkK9XjcCsCwDbXa7Z8fQNA2Li4uO5+dyuRrOzePxYHFxEeVyGZIkYWZmxhDK5v37fD5cvny5f2+UA/l8HisrKy1CnL0X7bLVTjPaeQ1g7fbDRr0CaCu421U35HI5aJoGl8uFRCLB1RrQzIkTwMgIcNVioQVB0GN9J05w7Y4giD5CQp4gDjG7u7sY/63fglivo/C856H43Of2bd/1eh3b29tIJpPY29vD1tYWvF4vwuEwl+NwoVA4sOW0nRrgAddM8O6/X8OP/7hApj7E0eGee4A/+RPgNa8BrmZtAQCJBIq/9mu48r3fazknXlGUvriKE63U63U8+eSTDcETSZKgqio0TYMkSUZvtxWapiGTyWB9fR2aphku9s1Ga+b+eU3TsLGx4XhukiRheXnZ8vrvcrkwOzsLr9fbsn8AhvjvFd7KAbt596qqolQq2Qponhnt7WbU97Iflr1nrKysIJVKYWJiouV82e9fKBTi6s+34sMfbi/iAeCRR8jojiCuBwdzXhRBEJZomoZCoYBsNotCoYDi449j9AtfAABs3H//QI6ZSqUwdHUevSAI3P1+vToTDxpmgDc+Xmt6pN2iS8DqqojHHhvsuRHEgeLCBeCtb20Q8Vokgr1f+zUsff/3t30qldMPDiuPEk3T4Ha7cfPNN9sKN1VVsba2ZvTPBwIB3HTTTbZu6Wzfy8vL2NracjwvRVFsRXQ0GjVEvBX9EPGAXtbO69puRyqVss12dzKjvR2d7odl75ufw7L3LANfKBSwtbVltEuMjY21PYYdf/iHuiM9APzUT+mZdzOJBPC5z+mxPoIg9h/KyBPEIcGqhy75678OQVWRm5vD3rOeNZDj1mo1VKtVAPoCkMcJV5Kkro2S9hOzAd7mpgtPP+1p6Iu3g0x9iCOD3QDp7W14X/Ma+M+fR35u7vqc2wFBlmVomtY3EdorqqraBlxZ6T0bbReLxRCJRNpmjavVqlGuLwgCJicnIYpiy/2IZzza1tYWQqGQ7fF6Fd8ul8vITJdKpZ7aOtqZ9vVrRnsn++HJ3rMAjTmQIghC2+oCOz7/eeD1r9f//cADwPnzeuHNY4/p98CJCb2cnjLxBHH9ICFPEIcAqx66oW9+E8G//mtoooj0m9880OOzhVm9XkexWEQ8Hm9rhHdQS+qtMBvgPf64Hx/7mPNzyNSHuOFRFOBrXwPe8AZLkztB06AJAuLnziF/8uQNv5ofGhpCtVptubZ5PB7cfPPNxozwcrmMzc1NKIoCt9uNSCSCdDptKdhkWUYkEsHm5maLIO4lKMCu0+zfrCea9cMriuJYes8oFovGc1wuF6anpw0Dt27659uJY0B3y+9mNB2gZ/uj0ShKpRLW19fbivjh4WGuqjG7z6FfM9o72Q9P9t7q3qtpGlevvZm//VvgFa/QLwOveQ3w3/+7XkYvSTRijiAOEiTkCeKAYxeFj/36rwMAsi97GSo33zzQc2ALIuY67HK5LI3wDjvOJniAKGpYXCwBIPd64gblwgXg/vvbD4+GLubdqRT88/Mo3nHHPp3c4BAEAYIgtGSUBUEwMthmfD4fIpEI8vk8XC4XZFnG6uqqIeKPHTsGWZYxNjbWIvJlWcaxY8fgdrsRCoUMkcbbh+7E0tJSw+swjwT1er2Ynp52nLO+s7ODtbU12+c097fzmpva3TPq9ToWFxcdRXxz/7skSQiFQvB6vbh8+TLXPcnq87TCTmj3a0Z7u3aG5v3kcjnHbdth17OvKI1Zdr8f+LEfAyoV4OUvBz7+cYDTt48giH2GhDxBHHCsovD+//t/Mfz1r0N1uZB+4xu73ncsFsPW1pZjBr15YWs2wpMkyZjZe5gy8VaYTfDsTO9UFXjd63wYHib3euIGxK6Uvg2uzc0BntD+oWmapYi0E5blchlLS0stP3e73ZidnUWlUkGxWGwR+WYRD1wTxJVKBVeuXEG9XrfN5vOauDVfs9n/fT4fZmdn2zqqs+AxM4ILBoOYmppydGHvJLvc7LZfr9exsLCASqUCSZIQiUSwvb1tOSs9EAggnU5je3sbqqpCURRsdvgdVBSlIbhhRTshrmma4/vhNKNd0zSuEa9sP722HVhVQ1jF7ERRv8/98A8Df/zHQI+HJQhigNCvJ0EccFoi/pqG2KOPAgAyr3gFalNTXe2XzfF1u91tR+i0I5VK4bbbbsPi4uKhF/GMubk8Hn54Ge94R9LKiBu6uCf3euIGRFH0VX2HZc31aHRAJ3SwsROBfr8fzzzzjG05vVnEM8wi3uPxYHZ2tiGbz0SvKIp45plnuj7narXaVlwy0zRWmu80vo6hKAqXEZ6Voz0ry2fl+8zVPhKJNLx2NjItl8t1LNytcDJibCfE19fXUa1WIYoiRFG0DDg4jYxbX19HsViEKIoYHx/H1tZW2/3wVAE4YX6uXcyOvS0/93NAG19CgiAOACTkCeKA0xyFH/nqV+H75jehDg0h/YY3dL1fVVVx+fJlTExMIJlMthgX8WR+arUaNjY2DrxDfaeMjSlQVSf3egGPPUb9gsQNxGOPOZbTm9EEAbVYDMXjxwd4UoePdiP3otEoZFluyEi7XC4sLCwYIv7YsWPGdd9cvl4ul3HlypWezo31z1v1qLMKAyZQE4kEAoGA4z5rtZoxI94Jq3sKu+9IkoSbbrqppVLBDI/hWz+QJMn2te/s7BifMfMZsAo4tGNnZ8eoeGDvczgcbrsfQRAwMTHRdeAduLaecIrZCQLw7ncDr3zlDW9/QRCHGhLyBHHA8fl810oAFQWxD38YALD1Mz8DJRLpad8s+5JMJnHbbbfhW9/6FgB9caKqKte8eJ4szGFjc5Pv0kju9cQNRQdfaO2qwEidPk0r/Q7Y2NjAxsaGpaBtFvFm9vb2sLCwAEVR4PV6EQ6HsbGx0VXZfb1ebylt393dxcrKiuF4PzMz03ZMnPm8FhcXUa/XIUkSZmZmUKvVunK05xlvymP41g8URbEMeOzt7RmBhPHxcYyMjABARzPaC4WCsY9YLGYEDKwCF80Eg0FkMpmW4DnP+2tuFXCK2WkasLwMClYTxAGHhDxBHGDYyDl2cx794hfhfeop1AMBbL32tX07DjPBYfh8PlQqlb7t/7CgKMD8vB9PP+1sQASQez1xA6EoQAcma7VYDKnTp4/86LlOaSe0I5GIo4gfGhrC7OwsJEnC6Ohox67xgD6izM4Iz+fzYXp6mqsfO5/PY3l5GZqmwePxYGZmxsimd+No365awLzNfsHMB9nrEAQB6+vr0DQNIyMjiHK2lJj3oWmaYSA4OjqKSIfBeE3TjHvz+Pg43G63EYxhn4cd5lYB3pgdBasJ4mBDQp4gDijNI+eEWg3jH/kIAGDr9a+HylHyyAszwWELOt558U5mQYeJixcDOHs2jo2N9k7OACAIGhIJASdO7MOJEcSg4XSp1wAowSCWH35Yd6mnTHxfSafTxvxzJoAFQcDi4iJUVW0Q8UBrBrdUKnEdx84Ib3h4GDMzM45l4ZqmYWtry3DXHx4eNoxPGf12tGf0avgmyzJGR0e5euwrlQouXbrUck4ulwuJRMLxfQKuBeOb9+F2uzE5Ocm1D4amachkMqjVagCAcDjc8J6zXvrm41n17PMGoSlYTRAHGxLyBHEAMfoAFQX++Xm4Njcx9K//CvfqKmqRCLZ/+qf7fkzzjb9YLMLtdjv2491IIv7UqaRNv2Cje70g6P9/5BHSMcQNAKdLPSulX3vf+1B83vP248yOHLVaDU8++aTlddXn82FmZqZBuJlhJe69wFOFpaoq1tfXjR7xUCiEiYkJR0Haj7nrmqYZfeWdEgqFEAgEjNLyTCbTNmggSZKt2GetCU4z2ZuD8Waq1Sp2d3e557pbBQS+/e1vY2JiomEfwWAQgUAATz/9NMrlMiKRCGKxWMvnc+IEkEgAq6vWv/qCoD9OwWqCONiQkCeIA0ixWITvy19G/OxZuJvKXXd/+IehDQ31/Zjmcsu1tTWk02lbI7wbCUUBzp6NX13MOGdHEgldxN9zz6DPjCAGTAcu9VRKvz/YBUfHxsZsRXypVMLCwoKRtQ+FQl31z1uNJzOjKAqWlpYMR/uJiQmEQiGurLLP54MgCG1nxLcb96aqKpaXl7G7u+t4rOZ9mrPRrMzd6/W2NWl1ClLbzWRn8JjyOe2DYRcQYB43ABrEvCAIcLvdKJfLkGXZcv+SBDz6KHDvva3HY5tTsJogDj4k5AniACL82Z8heepUywJbAzB24QIKL3hB3xfUVrPimRHe7bffjmKxiFwu19aR+TAyP+93KKfXVzXvfS9w1116hoIWN8QNAadL/fo736lXAdEX/7phVXbv9/tRKpWM0ntz1r65f75Wq3GZl9oFbCuVChYXFw1H+2QyaRi9OaEoitFL3454PA4ALUZ8qqpicXERpVIJgiAgmUwaQrm5hDwWixktYbVaDS6XC5IkQdM05PN57qC007k6BT14TPmc9sHOo5uAAPt3sViEx+OxdNJ/2cuAQADI5xv3l0iAgtUEcUggIU8QBwFF0RfV6+vA+DiGzpwBNK0lP6xPMAfi584hf/Ik98Ka183YCrZIUBTlhhPxAL9D/Xd9F7n3EjcI5TK0z38e6gc+AJ4rSD0cPrIi3ufzoVwuX/c2Iquye0mSoKoqNE2D3+/HzMwMRFEE0NqjzjsilBnTmYMAAIzZ75042rPzZqPpBEFAOBxGNpu17OEG0NKTznwCarUaRFHEzMyMkbVvNtQzz5lPpVIN+xmEn0s7oc5bwea0XTcBgVwuh/xVdZ7P55HP5+FyuVrK8L/wBV3Ex+PA//yfQDqt98RTsJogDg8k5AniemNhNCW22VzQNLhTKfjn53XDqTZEIhEMDw8bjrbdzoovFov7Mrv3ehCN8i24yPSHOEw0izG/zwfhH/8R+P3fh/rpT0PMZrlEPADUOd25b0TaGcgNDw9zC+R+0CxE2bWbOcYzEW+FXVm+GVmWUa/XLQ3eAGBoaAjT09OOI+IY5XIZi4uLqNVqxmg6n8+HWCzWIsDtHNfZeYiiiGPHjmHI1FZmNa7Nrgx9EIGYdv38/fAEADoPCHRShv/xj+uPve51erUZQRCHDxLyBHE94TSassLF4bqbyWQwNDQEQRAQDAbh9Xrx7W9/G4IgGPN+ecotWanjjQQbNbex4YLfr6BYtF7okkM9cSAxV/E0pdHMxliudBqjX/gC5M9/Hp6nnwagBwprsRgyL3sZxv78z+Ha2YFgcQ3SBAG1WAzF48f385UdGvZTxLdDUZS2fdblchkLCwuO+wkEAlhp02oRDoe5RXyhUMDS0hJUVYXb7cbs7Kwxmq5ZgPOUj4ui6FgFwLOffiFJkm0/P4CGgIMd7TwBGJ0EBHhe/+pqCvPzAfz7vwv40pf0n73+9VyHIAjiAEJCniCuFx0YTVnBkyVjvYmAHoU3L/b2O5t0kLAfNUcO9cQhwGpcXCIBPPoocnfdhZWnnsLI3/wNxv7X/8Lw3/89hKvZSNXjQX5uDpm770bxOc8BJAnlZz0LyVOnoAlCg5hnLvWp06fpy98F+zmas938dfMMeq/Xi3A43GKEx0rbnUTgxsZGy33Eimw2i9XVVWiaxjWXnqd8nGfGPM9+9gPzrPh2mOe628FjJMgCAk6v/9p979o+PR7gX/8VuOUWx8MQBHEAISFPENcLTqOpZrrJkrE+92Z4ZsVLktT1yJ+DiP2oudaACjnUEwcOuyqe1VVo994L6Qd/EN/xr/8KyeTuXfze70X27ruR+9EfhdpkUJafm8Py+fMtEzLIpb439run3uoabhbx5hn0zUZ4PCIQcDZn0zQNm5ubSKfTAPQMfyKRaFvyb3fu3Wy3nyJeURTb92Jrawu5XA4AMD4+jp2dHce57lZUq1UsLS05ngsLCDiJeKv7XqWiX04+9zm6zxHEYYSEPEFcL7ooAew2S8YWYB6PR9/P1bu5IAiOs+K7Nck7iLQfNSdAEDSMjdXx4IMV3Habn0x/iINFuyqeq+aYw3/3dwCAajyO7MtfjuzLX47qzEzb3ebn5pA/eRL++Xm4NjdRj0b1QCF9+Q8NLperwe1dEATDzd4s4gHr3vJexTTLQjNDVLv55XbnzoPTdrz7aYcsywgEAtje3nbc1uq92N3dxcbVgNjExATC4TCi0ailKV87FEXB4uIiVyUFCwjYvX6eEasPPADcfTf9yhPEYYOEPEFcL7pwT+slS1av1w0hD+g9jH6/31gE3Miz4hlOo+Y0TcDOjgvJZI0c6omDB++4uLe/HduvfjXgkAltQJIczTOJ/tFsNNrLZBFJkgxX+WbMI+na4ZQ1Z1iJRdbCxVq1mIDlxefzObYi8PST93L/CoVCCAQCRnUCj5Bvfi8qlYoRFB8bG0MoFAJgHThph6qqWFpaQqVSgcvlwszMDGRZtqykMAcE7CrsnO97wPKyfnmh+x5BHC5IyBPE9eL5zwciEWBry/JhTRBQGx/H6q/9Glzb2z1nySqVClKplPH/hYWFhpE0bJRPOp1u69R8mOEdNZfJ8I1WIoh9hbOKpx6NdibiiX3HzoG+G9o9NxQKOYr4er1uZJHbIcsyfD5fQ+bf7XZjaWnJGC+XTCYt27js0DQNqVTKsRXBqZ98e3uby+iuOWBiVebO03LW/F6Iomi8Dp/Ph4mJCa5qhGZYZUOxWIQoipidnTUMBp0CAnYVdrz3vRt0MA1B3NCQkCeI6wEzq2oj4gEgdeYMis99bs+HkyQJmxYu980jaRRFuWFFPMA/am5ysvMFGEEMHM4qnqM8Lu6woHVpctopTgZ19XodV65cQaVSccyKBwIBXL582VLgmsfL8aKqKlZWVoyZ56Ojoy0TUpz6yTVNQzqdNu5voVAIfr+/pcKM7cdu9rwZNuWlXVbe7r0QRRHJZJK7wqF5TGSxWEQ2mwUAJJNJR6d+q/NqDlbQiFWCuHEhIU8Q+w3HyLlOS+idFmBOi8ZUKoWRkREup93DzPHjRcRiVaTTMjStdWErCBpisTpe8AIX7HoJCeK6ceIEMDICmIzszBzkcXFs/OX29vYN38JzkGhnUFer1bCwsGCUcM/OzqJSqViKYKe+8fHx8Y5EvKIoWFpaQrFYhCAISCQSCAaDLcLWLLSbH/P5fFhfXzf68sfHxxGNRiEIQlvBbjb3KxaLxmNs/7u7u21f6/DwsO3jqqqiVCo5GtkBjWMim5mcnMRIkzElD9Vq1RDx09PTUFUVyaQLv/zLGlZXBctlhyDoQy9oxCpBHD5IyBPEfsIxck4Jh3H5L/8ScNv3tJmJRqMYHx9HPp+3XICNjo5aZuPN1Go1bG9v31DGdlZIEnDmTAqnTiVhPWoOOH16HeVyyFj4ssUd6//0+/0YHh7uqmySIDqieVb8P/+zIeIbv70Hf1xcLpcznLyJ9vSzfx6w7h2vVqtYWFhAtVqFy+XCsWPH4PF44PV6W0Swz+fD5cuX2x5ja2sLoVCI67pYq9WwuLiIcrkMURQxPT1tXG/tysetRC8T34AufFlPeqf7cblcCAaDyOVyXEEmp7GtbEpMu/cil8u1NZl1aodoht2nWDbf5/M1tDg8+qiePxCExuUHO0UasUoQhxMS8gSxn3CYVUnb2/B/4xtcxlNjY2OIxWIAYPS5P/PMM9jb20M4HEY8HudePN/IJfVm5ubyOH9+uWWOfCxWw+nTKczN5bGxUYPP58Pm5ia2trYaKhq2trYgiiLC4TDGx8cbMjmduBITRFusZsVfpXrffcBjjx24cXGBQAChUAi5XM7Ikh5luhXkzdVVvY6ya3a0l2UZCwsLqNVqkGUZx44dg9sUOG4Wwc3l7lY4jaZjVCoV49jMyG1oaKjtc+xEL7suh8PhBhHf6X7q9TqXuR0vPGP6nPr5eYIBDKvgRLlcRi6XMyoD7rlHHzHXfElJJEAjVgniEENCniD2E043GZdDBp2Ry+UwPDxs3KwFQTCcdD0eT8P/ndi1Kde9EZmby+PkyTx+6Ie+A/m8C+973yp+/MczRkZib28P3/rWt2yfr6qqIfJHRkZQKBQaFtuSJGFycpKrvJIgADRm37/9beB977Os3NEApJ7/fOTf+94DNS7O5XJhZGQEmqYdqWtJO7o1tGtuheqln76do73b7cbs7GyDiLeiX3PeS6WSMVKN99g8ojefzzua4fHsp5+0ey9Y0LcdvIERu+CEqqoN/jeALtbvvht485uBj34UmJsDvvxlysQTxGGGhDxB7Cd9NquyulkzzP2ATg68RxFJAsbH68jnXZicrHa1mNE0zTBqMsPGMZVKJUyQgxDhRJvsewuCgPhDDyH/whdel3FxLpcLk5OTKJVKKBaL2NvbA6ALl9XV1X0/n4PMfhnataNd8CASiTgKaaA/c953d3exvLwMVVXh9XoxOzvLtd9+iV6e/fSTdq+tX4GRbjL7kgQ873m6kJckEvEEcdih+TQEsZ+cOAEtkTD6WZvRAFTj8Y7NqlKplLFobF48spE0RCujo/pC6W/+JoDHH/ej3xYB29vbeOqpp7C+vo5UKoXd3d0DsbgnDhDM/JJHxAMQNA3uVAr++fkBn5g1s7OzCAQCCAQChog/SkiShGg0yu1KfpDZ3Nx0vB7xVli0m/OezWaxuLgIVVXh9/tx7Ngx7uBAv0Tvfop4SZLazrzvR2AE6CzIYWZsTP/78mXga19D3+97BEHsH4f/TkQQh4hcoYDVd7wDgC7aLbd5yUs6DpOzm7WmacaNvVKpGIu0YDCIZDLJvYC4Hux3GfrFiwF885u6y/KnPx3G619/DC960W24eJF/BjIP5XIZ29vb2NrawuLiIp544gky/SJ0OMwv7eBtv+kGNg88EolgjK36oY8HK5fLyOfzWFhYGNjxDxqiKBoZTUVRsLm52XPferOZGa+5WfN2Lper66CClcgzw2a88/SPx+NxAHo/fTabRaFQgKZp2NrawsrVIFUwGMTMzExHRm79Er39vPf16n/i9/sdP7N2gRFGN0GOCxeAN7xB//eVK8DJk8DsrP5zgiAOHyTkCWKfYL1s2Re+EFuvfa3tdpHf/30ELl7seP/5fB6XLl1CuVwGoJuyXbp0yRCNwWAQt99+O2ZnZ+HxeLp6DYNkP/tqL14M4NSpJCqVxgVZOi3j1Klk38W8GdYOsbGxQdn5ow6H+aUdg5wVPzU1hWAwiFgshmq1avw8m81iZWUFS0tLPQvZw4Sqqra/q90K8m4N7RKJBGKxGEKhEGKxGKampnr6LOzEoKZpWFtbM0T8xMSEZTBYlmUkk0kAwKVLl7CwsICVlRUsLCzgiSeeQCqVAqAb0iUSiY6DDjzXSB7ROzQ01LMAl2UZ0WjU8ZwURWkbINnd3XX8zJx6/oHOgxys+Cedbnx8dVX/OYl5gjh8HNz0HEHcQDT0sikKgl/8ouV2AvRMffzcOeRPnuwoM7+zs9Pys3q93tBDLwgCFEVBpVLp9CUMnP0SBooCnD0bv5oEbVwoaZoAQdBw7lwcJ0/mB9o/uLm5iZ2dHTLFO8p0Yb7Vr1nxoijitttuQ7lcRr1eRzqdRrVaxcjIiPF93NnZaStICD07Ozs7i3q9jlqtxu2A3o2hnSRJWFlZaeh777XE30oMapqG1dVVY5TZ1NSUUZlhNZ89n8/bGq4BeiVHN+1ddvttxkn01ut1LC4udh04DYVCCAQC8Pv93NVUdgGSvb094zUNDw8bv38MWZYRj8e57gl+v99xEgILcrQr/tE0fQzdAw/oZnjUN08QhwcS8gSxD5h72fzz8w1jo5ox98D2y8yKGd4AwNraWl/22U96nZPcCfPz/oaxc81omoBUyo35eT/uuGOwIoZM8Y44HX7m3cyKN8/aNjM1NQWXy4Xh4WFsbW2hWq1CFEVjnvZ+u3wfVur1OorFIjKZzMD7sK2ukb0EQGVZhs/naxhN5/P5sLq6agjWRCKB0dFR4znNo+l4vies7auTjHgmkzHME5knQyqV6lj0VqtVLCwsoFqtQpIkRCIRbG9vt+wnEAi0zJG32n8vpf61Ws0IKPj9fszMzABA16NLK5UKd2bfqfhH04DlZb1I6M47uQ5PEMQBgIQ8QewD5sUBb2+rebteha65F3JQglkUxa4XlcPDw/vWN765yXfZ492uH2xvb2NoaKhhwUwcAU6cACYnAZvgmobGmhG7WfHNYp39PxAIIJlMGkJhc3MTlUoFIyMjRmCvXC5j42pgUdM0o5+Z4Gezz34Fzdd7l8sFVVX7XrUUCARw+fLlhvsT++4IgoBEIuGYGe7nKDXG1taWUZI/OjqKqakpCIKAYDBoK3o1TWt5jM2sr9frkGUZMzMz8Hq9iEQilvuJx+OOoppnCoxVqb+qqlhaWkK9XofH48H09LSxb973xQwLUGiaBrfbDVVV2wYheGNyFLsjiMMFCXmC2AfM0Xne3tZ6NIpIJILh4WGjfHF9fd0yk8BTylmv143++UHg9/u77nPfT/O3aJQva8a7Xb9YXV012h+II4IkAd/zPdZCXhAATcPGm96E6vR0w6x4l8sFSZJQqVRaxHq5XMbW1hZEUcTExISRQd3Z2UGlUjGmWAiCYPS8M8izYbDwBmTj8ThkWTYEpaZpWFxc7Pq4VkFWQRAs7xvsOxCJRLjKu/vlKs+OnU6njcBIOBxuKJtvrgZg5HK5lnujJEmGt4HH48Hs7CxkWW67H7ufs3Njv2M+n89y7CiDBcnMlQ47OzvY29uDJEmYnp7uyPCvGdYqwIICN910E0RRbBuE4C3+ocIwgjhckJAniH3AHMUvHj8O1euFaCOqzT2w5UzGMOkJBoMIBAJ45plnsLe3ZyxyisUil5BfW1sbaB86r4hnpbvXi+PHi4jFqkinZWhaq2gWBA2xWA3Hj+9vb7CmaVhaWkI4HO6ovJI4xDz9NMCMLSMRYGvLeEibmsLK29+O3F13YXJyEm63G2NXF+msJYNlEZkAURTFKHMeHx83hEu9Xjey7uPj46hWq9ja2rL01SD6DwvI8gpy9rkxeKuomgMF7QK9TkGbbDaL8fHxvhuu2cFK9Nl3cnx8HNFo1PH4zES2GfY+uN1u3HTTTdzC2SqzbxVEb0c2m0U2m7X83JLJZE9msyyzX6lU4HK5GqYAtMvsnzgBJBK6sZ3VRy8I+uMnTnR9agRBXAdIyBPEPiAIAsLhMDY2NhD46lchlsvG+DnzMqW5B5Yt2IFrZnXspu31eiEIAlepH7B/ZnJO7Kc7vRWSBJw5k8KpU0k0Fy8Lgv6pnD6dui6GP7u7u9jd3YUkSQiFQlwLaeIQ8973ArUa8KIXAX/5l3qD6vo6MDGB9ZtvRi6Xg9frxdjYmPE9UFUV3/72twHoAtHtvub3sLGxAUVR4PF4EA6HjZ+vr69DURRIktSX0WlEZ3i9XgB6QMUpKy9JEpaXl7sytEskEhAEoaHf/fLly12dM285fHPQwW6bdq7yrKWDBXgnJiYavr/tnufUn6+qKvf7Z5XZ76ZlrN3n22lrW3NgYWtrC6VSCaIoYnZ2tuH3vx2SBDz6qO5O3wy7xTzyCBndEcRhg8bPEcQ+oGkatre3IW1vY/JXfxUAkJ+bQy0Wa9iuFoth+fz5lh7YVCplZFDY3+Zyw8NklHYQRMTcXB7nzy9jfLwx+BGL1XD+/DLm5uzLJvcDNqv6iSeeoDF1Nyr/+I/AZz6jr6LPndNX0HfeCbzylSg/73nYMYkaczBna2sLtVoNLpcLUVObzt7enpHNND9nY2PDEEiKohyI37+jxtraGhYWFrC6uuoo5BRFadmG5zOzEsulUqknAz6n51YqFVy5csVxP+1c5VmG2WyuxyPiAb7+fGZG6ATL7Dfvr9+/L+Z7Oc85NY/0KxQKAGD0+3fCPfcAH/lI688TCeBzn9MfJwjicEEZeYLYBzY2NlCv1TD93/4bXJkM9m67DSsPPQRNFOGfn4drc7OhB7YZc3akWcgDMBna8Jf/XQ/2053eibm5PE6ezOM5z/lOVKsSHnxwGS95Se5AZSRUVcXm5ia2t7eN2d7EDYCmAadP6/9+1av0PnkTzOhrZGSkQZzVajWjfzgejxuZRjbzG9CvBX6/H4VCAblcDplMZtCvhnCARwz2amhnZVw3iNF0jHK5bBjJsQqQdDrdkau8oihYXFxEqVSCIAhIJpNGfzkP/erP388JDbyVDnYtA4xu7/NDQ/rf3/3dwHveo/fEnzhBmXiCOKyQkCeIPmLVX5fNZrG1tYXgF76AwFe/CtXlwuoHPwjtakki74i5er0OTdOMG3ilUmkY6cN66IvFIgqFArZM/bYHhf10p+dBkoBwWMH6uoTlZX3k3PHjxQO3qFFVtaHFgjjk/NVfAV/9KuB2A1crdBiFQsHIusXj8YbHWDbP5/M1fA8ymQz29vYgCAJEUcSTTz55YAJmhD2SJGFiYqIjQ7tO+uB7HU1nVw6/t7eHhYUFKIoCr9eL2dlZuFwujI2NcbvKezweLC0tYW9vD6IoYmZmpm35vRX96s/nyez3k34EFthIWd7WK0XRO3d+//f1//+n/wS88pVcTyUI4gBDQp4g+kRLf52iYPif/xlSOo2AJGHygx8EAGz+1/+K8u23d7z/SqWCS5cuGftPp9PY2dnBxMSEsahnple1Wq0/L6oJnn7BcDjcMo+XcZBEPABcvBgwxsz95m/qbQ6xWBXvfGcKY2MKNjddiEbrhrhXFH0OffPP94uVlRVj4SvLsrHYpj76Q4SqXsvGv/nNwOys8ZB5AR8OhxtMsYrFovH7Yx6TJQiC8RxN0ygDf4hQFAUulwvDw8PIZrNcz2l2tO+lD97pOFbXlVKphIWFBaiqiqGhIczOzhq+LZ24yjMkScLs7CyGWKq4A3w+X8voxWac+vOB7rPb3dKPwEInI/0uXADuv79xjvzv/R7w3OdSOT1BHHZIyBNEH2gugwtcvIj42bNwX3WKZlSSSWy+/vUd75+ZVDVTr9dbMrW5XA6rq6sdH4OH0dFRR6frfD6P2267DZubm32fr9xPLl4M4NSpZIuD78aGjLe9LQmzCV4sVsVLX5rDF78YxMaGu+HnZ86k9q2nXtO0lkoLSZIwOTlJmfrDwqc+BXzjG0AwCLz73Q0PZTIZVCoVSJLU0P9uFvh+v9+YR00cftjnyJtdlmW5QbyxEWfdYpXhZ+XwzVl0AFhaWoKqqvD5fA2O6XY4lYiPj493JeJVVcXKyopjv3m7/nwG73vvBE97hCRJfQss8Gx34YJucNf8Nm1v6z+n3niCONyQkCeIHmkugwtcvIjkqVMtd04NgHt5GYGvfa3FzI7nGO1gZXYABtrrx1OuW6vVUCqVDnRmUFGAs2fjVz+i5kWeAKDx/d7YkPGJT0Ra9pNOyzh1KnldDfLYZINSqXSoTA+PJOWy7lQPAGfOACZTL0VRkE6nAQDRaLRBXGQyGZTLZQiCwGXcReiYZ4kfVFwuFwqFAmq1mqOHiCzL8Pl8DfPJeUWfnWA3t2MBeqCItUDZZdH9fj9mZmYce/B5SsS3trYQCoU6qipiBnmFQsGYCJPNZjvqzzfTy0z3aDQKj8djVEc8+eSTXe+L0a+WAUXRM/FWX39N0302H3gAuPtu6pEniMMKCXmC6JGGMjhFQfzsWUDTrOWhICB+7hzyJ0+23DmtStJlWcbo6KhjZpuV2QGDLRPkLY3vNUs0aObn/Q2Z9VbsxH3jzzVNgCBoOHcujh/6oTy+8Y3rV3a/vb2NoaEhjI6O7t9Bic74rd8CFheBqSngLW9peGhrawv1eh1utxuhUMjIhlar1YbSecIZVm590H0CrEbNtaMXQ7vm0XSsJadZsG9tbTm2UI2NjXEdt98l4oAe8FpaWkKxWIQgCJiZmcHw8DBisZhtf77TOS4tLTlu165ygVEoFBxbzxRFcXy9PG70PC0Djz3WWE7fjKYBy8v6dnfe6XhIgiAOICTkCaJHzAsV//x8Szm9GUHT4E6l4J+fN0zuzAuCSCSCS5cuAQBmZ2fh9/s7Es80WooP1hffGdaLQk0TkEq5MTf3Hchkru13v8vuAb0aIxgMUs/8QSSbBT7wAf3f738/4PMZD1WrVaNlIhgMYmNjA9ls9sAL0YMKT8DjIEzQ4D1+r4Z2rBy/+bpgV/butM+NjQ2u60w/S8QB/f1aWFiwNMiz689vRz6fx/LyMjRNw9DQEEKhkD5hxiKzzyoX2gUK+vF6NU1r24rA4GkZ4C3O2yfDfoIgBgAJeYLoEXN5m4uzJ9y1uYlYLIahoaEWZ1+gcVHCW2Z3UFzqWfnnQYSV2kaj/a8WyGQa0+/Xo+yeJ9tDXCceegjY2QG+67uA17ymof84k8kYv/sH2VfisCNJEuLxOOr1Our1uqUwPiiYHe17NbRj0w/MJfk+n6/rNizeLHq/SsQBXfwuLCygXC5DkiTMzMxw32espsns7OwYr39kZATJZBKiKGJ0dNRWsA/69WqahtXVVRSLRYiiiGg0iu3t7a5bBng7ragjiyAOLyTkCaJH/H6/0atYNxlUtaN+9QY9MTHREFVnmRBz2aJ5/4eB0dHRA5sRZhmw48eLiMWqSKdlaFq/ztW+7P7kyfy+ldnn83kS8geN1VXgkUf0fz/4IHLFom3/MTE4FEXB+vr6oahcMjva87Yq2ZV/A2iYeALwTSBpB8/58GzDUyJeq9WwsLBgGEEeO3aMq/wcsHbMN7/2UCjUcB/uJrPP4LlXt3u9m5ubxvSCZDKJkZERRCKRrloGAH0+fDwOpFLWjwsCkEjo2xEEcTjha64iCMIW841f2tpCu6JOTRBQjcdRPH7ccJw3l86bM/Lm/R80E7NmMy4zm5ubWGnXmHcAkCTgzBl9dSMIzZ+Y3SfYeX8yK7ufn+9sPnIv5HI56qU+CCgK8LWvAZ/+NPDzPw/s7UF7wQuw8ZznYHl5mUR8l/QaJDwMIp7BviO835V4PI7Z2VkkEgnMzs7itttuAwDL71uv74NT9jmbzXLdB5xKxKvVKq5cuYJKpQKXy4WbbrqpIxHf7rUHAoGWYHq3sKy/07nZzX7PZrOG2eXExARGRkYAXFtfjI6OWrZHtGNz09roTt+v/vcjj5DRHUEcZigjTxA9UqvVkMtmEfn4xxF/9FEA1ySf+ZarXb1zpk6fbrhzMsd5QRAsM/LAtdFyg87iseM6LfK8Xi9uv/12pNNpy1Lg6917ysPcXB7nzy/j7Nm4hfFds7Gd1ubnzgurr399/0zwqLz+AGA1uBnA5vd/PzYPSAvMYWU/glQHoX8euOZoXy6XubZvHk3H4xrfDU5Z9J2dHaytrQHQK7RGRkZa7l08JeKVSgULCwuo1WqQZRnHjh2D293OpPQaPK99b2+Pa1/N+23OkOfzee57cz6fRywWQ6lUMvbBSuoBIBKJIGyaZtEt2Szw4hcDGxvA+Li+5DC/HYmELuJp9BxBHG5IyBNEj6SWljD5nvdg7POfBwBs/czPoPS934v4Qw81GN/VYjGkTp9uGT1n7jdki0dN01AoFBrK6ILBoGG4s7Ozg3y+/33Xk5OTAOCYSUmlUhgZGTnQI+Z4mJvL4+TJPObnrwntTEbCQw81ivt4vIaXvKR1jvzYWB2ZjOx4nI99bNz4936Y4KVSKdxyyy0D2z9hjaZpKH/qU/C++tUtkys0ANFHH0V5Zqbj8ZMEH72Wi0ciEUiS1FX/fK/HbqZTR3srcc3jGt8N7bLoW1tbSF2t5TaXrfOYxZkpl8tYWFgwJjkcO3YMsux8rWUMwjHfqUyfh1qthieffNLyOYFAALFYjHtfdpRKwMteBnzjG3pp/f/3/wGzs7o7/fq63hN/4gRl4gniRkDQqAbTknw+j2AwiFwuZ8znJohmiktLwD33wP9P/wRNkrB+5gx2fuqn9AcVBf75ebg2N1GPRlE8ftz2zslGA62trTUs3FwuFyYmJlqyFisrK0YvXT+JRqPw+/1YWFhw3DYWi2GjjUP/9UaSJLhcLrhcLqiq2lH2RVHQIO5ZFr3559/zPUW89KW3OfTaN2btWSn/oE3wEokEjaLbR3K5HNZXVnDTXXdB3tiwrNPQBAG1WAyXv/xlWkUfQDoRZbzVS/tFMplEMBhsyBiXy+WeTFB5Rq6ZSafTRnl4JBJBLBbjKgVvznKLoojFxUUoigKPx4Njx45xG8kxeEv7ea+Tdg7//aQf1+xaDfjxHwe++EVgdBT4278Fnv3sfpwdQRD7Ca8OpYw8QXSJdukS5Be9CO7FRSh+P5YffhiFF7zg2gaSZIyYc6JSqViWqLM+euBaeX0ulxuIiAf0/nbehWmtVhvIOfSLUCiETCaDSqXS8XMlCbjjjiLXz8+cSeHUqSQEQWsS81YNFvtngre6ukqj6PqNolimtdgi3//44x2PnyR0WMDtegrjTo7dr/PsNZNvFtdWGWMe7AQ7y6IXCgUAupkby143i+/d3V2jimF8fBzRaJTr2tPunIeGhjAzM9OxiAf665g/qBaFZnjH+tmhqsBrX6uL+KEh4AtfIBFPEDc6JOQJwgmrxftjj0H7iZ+AO5tFdXISix/+MCq33trV7l0uF3Z2dtpuw/roAQx8QcEbJOikzHG/kSRp38Z42ffa2y/GzCZ4VgGDfsDaM5hpEtEjVn3viQS0Rx7B+nd/N6SdHQT/4i+4dsU7pvIoMDo6apSzF4vFgQh5QRAaPEh6oV8BB0mSjP7qbohEIhgeHjZK1LvNGMuyjFtvvbWhZ9u8T7PI3tragsvlMoIGVuI7Ho8jEolwHdvpnEOhUFciHgA8Ho/jNjyO+cDgWhSa6bTU37w0iceBz34W+NSnAJcL+NM/BX7wBwd8wgRBXHdIyBNEO6wW72Nj0PJ5iIqC0rOfje3f/V1UOF10rRgbG3MUnewGD/A7GHeLoiiOWSJZlhEOh7G1tXUgTKGuN8299k8/7Wnoi7djc3Owl+BMJkNCvh9cuADcd1+rBfTqKnDffZi5/XZ4n3oKAufvAu+YyqMAT+CwV/E8PT0NVVV7Ko1mwlnTNCwuLna1j0AggEKhAFVVoShKTz4nXq+3ITvebYA3Ho9DFMUW8Wgnsp38A3gDvDznnE6nuxpnymbOO+HkmG/e337BeywbP00AwB/+IfCSl/T5xAiCOJDQ+DmCsIMt3pvvlJkMBEVB8T/+Ryz/wR8gxyHiw+FwS2ZBlmUkk0muzAGgOwHvR3kfAMc+vVgsBlEUEQqF9uV8eBEEAaIoXpfgAiu7f+lLc3je8/iy7E8/7cHjj/sxqNPd3d2lUXS9oij6itnqfbxqaDd06RIERcHed34nlOFh+wGGpvGThD2SJCEajRpj1G6//XZMTU11vT9FUSBJEsLhMKSmXpbmCSF2MOHczbWFBT7z+XzfKg7M95NuMsbs/sP66guFArLZrBFo6PZek0qluK45nZjRdUKtVmsYVzcxMWF7723nmN9vmr93dvBUINgtTRicSwqCIG4AKCNPEFa0W7xD736W19dRM0Xzw+FwS6bC3L8Yj8fxxBNPQFVVTE5OYmxsDIIgGP2HTgzCpd6OQCAAv99v27uYSqUgCAJ3EGK/0DTtQAjX48eLiMVqSKddNiZ4ugHexz42jo99bHBO9pqmYXd3F6IoNow6UhQFtVoNLpfLKC+lXnobHnvMfsVsYvnBB5F72csQuHgRyVOn9E/Y9F20Gz9JtKIoCjY3NzExMQFAbyfqZlQYY21trUFAi6KIQCAARVGwu7vLtY9OR8HFYjFD9Pt8PmMcWz9oLgnnFfGRSARer7dt+TzQW98+b3k47zl3EqBgIr5arcLlcuHYsWPweDwIhUIdOeab2dvb6ymAHgqFEAgE4PP5cPny5bavh6fU32FpAkEAHngAuPtuuswQxFGAhDxBWOGweBcAuDc2GkyrzCJ+cnISbre7ZcHAFkcjIyPGz/1+P1wu176U7/GWqCqKYmQr7Morl5eXET0gJcIjIyPw+/1QVRXVanVgZoC8SBJw5sy6jQleK+m0jFOnkgNxsl9aWnLcxm46AoHG4cvtuJrZzc/NYfn8ecTPnuUaP3lY6fe4NSusBJQoivB4PJBlGUNDQ1ztPc3nqapqR9eITkfBSZI00Laj5pJw3j7y4eHhBoFtVz7f6+fKcy/rpxkd0Cjim2fOC4LA3XduZnd3F8vLy1BV1fEezePwHwwG27YlBAIBxwCDU1xR04DlZX27O+9suyuCIG4ASMgThBWci3c706p0Om3Mz2U0Z4QYgiBgYmJi4KNt2DigXC7HPSfeKRPhZNK3X3i9Xmxtbe1rL6MdkiRhZGQEL3rRro0JXuM4OmD/nOztsJqOMCia3a5ZBqrbjNnAuZoVdsLc956fm0P+5Enu8ZOHESuxJ0kSVFXta1WMLMvweDzwer0YGxuD2+1u+G643e6ur52CIHD1z3cqyAcl4M3i0Px7JEkSBEFo+743Z3sH6cTOI755Kht4zejaifhuyWQyWF1dBaAH26enp1EoFFqqF5od/u2uYZqmIZfLtT1mPp937Nvn/cj2qQuPIIjrDAl5grCii8V7w88thJGdkDdv083oIF6YczPPIqtWq2F7e9vxXA6C0d1+OtTzMDk5iWAwCFVVEQis4+TJy5if9+PrX/dfNcCzXqTth5O9E2traxgZGWlwsGal+DwCu1mkDw0NYWdnB7VaDbIsQ5ZlpFKphu8V259ZhIiiiJGREQwPDzeU/ncSBFBVFdvb28axw+EwRFG03If5HBoe83qBeh0IBoFcru1s+Ja+9w7GT94ISJKEycnJFkFTq9UMQdQNtVoNtVrN6OFurhyxu3Y6CVtA/7wFQbDdR6cme/0eoZdIJIySfuDa+Lduxsw1C8RBObHziO/NzU1stBnTyOAxo6tWq7hy5Yrxe96piG/+nff5fNjc3DTuKcFgEFNTUxBFEcFgsK1gb5f178QToN1+OJcm3NsRBHG4ISFPEFacOKGPllpZ6Wzx3gQbGycIgnETFwQBxWKxRRSxRcKgTO02Nzfh9Xq5s2UHZU78fpTw9gO7ec7MBI/XoX7QTvbtUBQFTzzxhO13RJIkjI6OGq0MwLUFaqVSwc7OTsfBHatjqaqKXC5nZLAEQYDP58Pe3l7Dd0GSJGia1hIkGxoaajHJ2tjYwPDwMMrlcks/cDgchqZpyGQyxvkHLl6E5+xZyCbB0VxLQX3v11AUBcvLy4jFYpAkCXt7e9jb2+PuKefBHCAdGRlBpVIxjtFc+sx7navX6ygUCtA0DVNTU8a1mgWxeBzq++Fob4ZdSwBgZWWlYfyb0/WQp8QbGJwTezvxrWka0um0IZKj0Si8Xq9tltupOqhXEW8VEDEHgKLRKMbHxxteT7dl+v3yBLj1Vv1SY3eZFQQgkdCXMARB3PiQkCcIKyQJ2gc+ALz2tS0PdbJ4ZxF2RVEMsyNN07CwsGDZl2wW/IMglUphcnKSa9uDMieeLVqbF7CiKEKSpAMRcJAkCcFgELIs2/adRqN8nyvvdoOinQBSFAXb29vY3t6GKIoQBGFfqjJY1szqfJpRVdXW6drKWFJV1ZaKDmZYZ+sodZUbre+9H1hlWiVJMkzWWNZzZGTE0fzLjnZl8CyQI0kSl0FosxEeuy57vV7uSgLmaN+LN0c0GoXH4zFMKMvlsmWlkVNQUxAEzM7OOlac8F43rQIDgUCgZY68k/jWNA2pVMroEY/FYobHilNZuhVmEe92uzE7O9uxiLf6HrHr39jYGGKxGPf+nOiHJ0A+D7zsZddEvCA0XqLYW/bII0c+rkgQRwYS8gRhQ+3rX4cbgCZJDfOhO1285/N5y15yq/L7XC430DLxWq1mlNc7uecyF/6D0HcOWBtWHZRMvaIo2NrawtbWlu02upN9FRsbMqzL6zXE4zUcP359yuo75aC8931BUa71s4fDiJ89a4yWMyNAz8orwSCWH35YL52nFXMLsizD6/XC6/VidHS0pa+d0as3CBPt7I/X6zWOpWkaLl265Hj9av4em6/LvHTqaG/GnH3vR2sVe37zCNFuyvFlWcatt97a0GrDRHY8HucW36wfn90HJyYmEA6Hjcc7zXI3i/hjx451FHjm8QdgVRr98Opg01SagyLNSJJk25ZQqQD33AP8y78A4+PAr/wK8OCDjcZ3iYQu4u+5p+dTJgjikEBCniCs+Ld/g/w7vwMAWPjN3wRkuWvTKqcsDSu/B6xdmvtNvV53XEDH43GIorgvJnyd4vF44Ha74Xa7oWnadTfcc7lcGB8fR6FQaDu3XZKAl740h098IgKLIm0AwEtekiNduM8ELl5scZhvhwDAlcvpHyh9WJawvvbd3V1kMhnbiQh+vx/RaBTb29sdB4bi8TjC4bCt0OqHiajH40G9XncUX5042rtcLiQSiQYBnM/n+3qdbRbrdtlnJ9h9wEpk24lvq57ztbU14z44NTWFsbEx7nNo3p/L5cLi4mLXIh7oX7+607myz5Y3gKIoCvL5fMvviqrqxYF//dfA8DDwxS8C3/d9wC/8gu5Ov76u98SfOEGXJII4apCQJ4hmNA144AEIioLcXXeh+Pznd70rpwg8cG3BAAyub9GMy+UyFidW84PD4bARWAgGg7Ylns3wmEv1SiKRQDAYbFgsZbPZ65odZiJlbGwMGxsbtll5RQG++EW2QLPO9X7pS0Hcf/8GLcb2Cd4SeivsJlYQjbAMd71ehyzLKJfLRl97L20xzAW8XTbYzsSO57oM6L/brPffjk5bSyYmJuD3+41rGHNC7yfm8uxu3Ol5etR5Rav5vpBIJFoqBdrRroqgWxEPDGaGvdW5duPvYvbVAfRL09veBnzmM4DLBVy4oIt4QBftNGKOII42JOQJopk/+zPgr/8amseDjXe8o+2mTuJ1dHS07dxYBnPXHjTm0j1mrmc2H2L9wuYs2vj4uGPGjLnwD1rIVyoVrnLZ/cDO3M6O+Xl/0xi6Zq6/a/2RQlFsS+h5sJtYQVhjJybdbrdRhs/K459++mnH33FzL76V3wigX89kWUY0GkWxWESlUkGtVuMW3/V63RCevTram0voB3kNa3aN53Wnj8VikGWZq0e9E9HK7gmRSKRjEd8ugBKJRLr2cen3DHu7c+0mwFwu1/DlL5eRzQ5hYgL4h3/Qy+UB4Pd/H/iRH+l4lwRB3MCQkCcIM3t7evgbgPLWt6I6NdV280QiAaB1kccWbZIkcQn53d3dHk5ax+VyIRgMtj1ec+lePp+3zLab+0TN2QE7es2Ie71eVKtVRzfmgzBmzuVyYWRkBOFwGB6Ph7ts9TC41h8l/PPz3OX0ZngnVhCtMJFpFu2SRflJpyXx7Hq1t7cHURRRLpdRLpdRrVZ7Ol8m5KzGjnXqaD+IEnorml3jeQMGsixbCu3mzLtdhYLTPSCXyyEWi3H1nPNUEWxubmJsbKyrHnYeUzzeGfbdVDzYcfFiAGfPxi0Dvg8/DLzqVX05DEEQNxC0YiQIE9rDD0NYWIA6OYmln/5pANYis7n00O124+mnn4YgCJiZmWmYe+1kLNcvEokE/H4/stls24xTJz356+vrEEVx4M7ktVoNY2NjXEGP6029Xkcmk0EmkzEWtjwcFtf6o0I3pfE0bq43RkZGEAgEHDO+diXxTli1tTDHfPMft9uNb3/7246Gnz6fD4VCwdLQjdehnjna91PwAe3HzHXjTm+Vfe7GIM+OTnrOB9XDzp63sLDguB3PDHuAv+LBiYsXAzh1Kmnb5XPsWM+HIAjiBoSEPEFcJf+tb2H4wQchAFi9/36Urt7ER0dHUSqVkM/n4fV6EYvFMDw83HCTZyJfluWGhUU/DJd4qdfrxqi7dnTSk1+v1/fFTI6NNQuHwy2BCEEQ9m3MmRMulwvhcBjFYrHjBRyPaz0AZDIkEAeOosDVRdCIxs31xs7ODnZ2dmxL4c0EAgF4PB7k83mUy2VUKhVUKhXHY/j9foyMjMDj8Rgj77pxzA8EAi3j8dh5s3noPDCB3C/BxwS73ci2bt3pm7PP3RrktaPfvemdvp/1eh0LCwuoVquQZRmRSASbm5tdzbDv9hysUBTg7Nn4VRHf+l0VBOCBB4C776b4IUEQjZCQJwjoixbt7W+HuLeH4vHjyL3kJcZjqVTK+He5XMbq6mrLIpSJTKsy0W6zS53SSea/k/PoR9k/L1YZeTa65yDAPvdoNApVVZFOp9uOnDMjScA735nC296WRKtrPcAM7z70oTjuuitPC7YBwetSrwkCauPjWP3AB+Da2elqYgVhTfPoTUVRjHJ49qdSqXTVsjM2NsbVi213XWZz0q2uRZ2OpjML5F6u/WzGfHNVgNk0jwVxu3WnNwc7+l09wOh3bzrvdoD+/l+5cgWVSgUulwuzs7PweDwIhUIdz7A3Y3XP7xQn/xRNA5aXdYd6MrcjCMIMCXniyKOqKjKf/zxmv/QlaIKA9TNn9BC4DVbz39sJebZdIBDA2toaMplMn18BjHMYxALoeiBJEjwej/FH07QGc6v9pjlLo2kaSqVSx/sZG1NgnY1nkOHdILFzqW8ZBshK6M+cQfF5z9u/EzxirKystA1wCoJgZNYFQeC6dtZqNWSzWS5RZtX77vP5cPnyZcfjRKNRuN1urK6u2m5jFsjdXHOtyuWZU7+iKD0Hh+2yz/2qHmg+Fk/POcBnmtrJ/lgmnon4Y8eOwePxAOh8hn3zfvtxX+L1RdmH6bQEQRwyDvZqniAGTC6Xw9ryMmY/+EEAQObee1H+zu/keq6515yJOpY9tlo8skXpoEilUrj11lsdM/PmBdB+9e93wuTkpDFn2LzA7maUT6+EQqGWnt5e+kbJ8G6fURT45+fh2txEPRy2dalv/v+NVkIviiJGR0f3pU2mEzRNM36PXC5XSy+7x+MxjeHSsLu72xc3ezNMyNXrdVQqFaRSKa7fbb/fj+HhYYiiaGt2ahbgtVrN8RpmNWO+23J5O3jc6QdxT+DtOec1BOTdn6IoWFhYQLlchiRJDSK+FyqVChYWFrg+Vys/g1gsZtx//8N/4DufiYmeT5sgiBsMWi0SRxbWAzj22c9i6MknoYyMYOMXf5H7+bVaDel0GplMxlj4FItFXLp0yXbxyNPj2S21Wg2lUsmx95OVnXbavx8KhZDL5RoWJIMQCG6323Ie8fVgZ2cHxWLRWLQritI2A+cEr5FdOFzH44/7sbnpQjRax/HjRaro7hDeEvpm1t/5Tmz/9E/fUCX0qqpiZ2cHQ0ND2NvbG/jxAoEAFEUxvDjaEY1GEQ6HHTPW3fiNWFVPMcFu7rsvl8sde3Cwa5NVVr9bAT4xMdGSHe53rzqPO30vo1DbmfA5kc1msbKyAkD/DgUCgZbASif7G5SILxaLWFxchKqqcLvdmJmZQblctg3o2H0/GD/6o0AiAayuthQLGYTDwIkTPZ86QRA3GCTkiSMJ6wEUcznEfuM3AADpN74RSijU0X6cRreZFxu5XG5gZfXmY9vNPWY0z4kvl8tcY90kSWopeVRVFblcDqFQqC9iXpblrvs8O6ETQcMW+/14fczwLp2WoWnW2SRRVHHmTAJbW9dmJMdiVZw5k8LcXL7nczgK2JXQ81APh28oEW/G/J2XZRlDQ0MoFAp9r3TJ5/m/p36/n7vsvFu/kZWVFWxvb6NSqbQV7LIsQ5IklMtlx32az9mqPLsTAW4nTgfRqz4od3pe0WrHzs4O1tbWAOjB5qmpKQiCgGAw2NX+mIjf29szRLzX6+3oNTWP3vP7/cjlclhdXYWmaRgaGsLMzAxcLhc8Hk/b196ufF+SgEcfBe691/5ctreB//W/gHvu6eglEARxg0NCnjiSsJtt/KMfhSuTQfnmm7H9n/9zX4/BSu8FQYCqqsYiZZA0zz1Op9OOwYZoNMol5O22URSFW+Q6HSsWiw3EZKkZHhEvyzJuuukmlEolFItF5PN5roVuIBCwFTKSBJw5k8KpU0kIgtYk5nXRqaoitrYaF6rptIxTp5I4f36ZxLwTimJbQs9DPRrt+ykdJFiriMfj2bfZ5naweey8Pe1Aawa8Uqk4Xr+aPS1kWTZ6781eHCxYeenSJe72JLvjOV3HJEnCxMREy+tuzoz3syqpn+70iUTCKA3vRLRasbW1ZZjKhkIhTExMGPvqpoddVVUsLi5ib28Poihidna2YxFvFdwwl9AHAgEkEgmIomg83ku//d1361l3u2Ea5FxPEIQVJOSJI0m9XofnqacQ/vSnAejltJBlh2d1BhvzxsqxB93fLUlSyyLNqQIglUo1LEQGjaqqSCaTLQskl8uFYDDILZb3g3g8DlmWEQwGEQwG4fP5jLLPdhQKhbaPz83lcf78Ms6ejTc4FU9OatjbE5HJtDraa5oAQdBw7lwcJ0+So307/PPzHZfTA1dd6mMx3Zn+BiafzxuBJtZDbvU7uR8wwcVo19Pea0n82NgYxsbGDMFuB08Jfzweb5sl5jGLY+akZuHXz154u/Pu1Z2+0/FsZpoz3D6fD5ubm0YgJhKJIBaLdeQa3wz7TpVKJYiiiGPHjmFoaKijfdgFN9g9fGRkBMlksqfzbOaxx+xFPEDO9QRBWENCnjiSuCQJE+fOQVAU5F/4QhSf//yBHGd7e7sv49tcLhdUVe0oGMCzmDTPlN8Ptre34XK5EI1GUSgUUKlUjKyT1bin64GVQ32xWOQqtwXA9RnNzeVx8mQe8/N+7Ox4cPvtAQwNDUP3VrNeHGoaOdrz4OKoLmnGcKk/ffpIpbtYZU40GjUCab30R/PC+qibf1fY+VQqFUiS1FMPezMsGMe7LWA/ms4qEMn627PZLPeMefM+BjG3ndGrOz2PQZ4Zq5J0K98Tc4Z7fHwc4+PjXby6azARXywWjUx8pyKeJ7jBey/oBN54CjnXEwRhhoQ8cSTxX7wI4etfh+p2Y/3tb7fcRpIkxONxrK2tNfSGM7MgnnL0foj4SCQCv9/fkLmygplLsQwPb1ZnkAZ8VliN6xEEAV6vF5IkOWa0B0UkEsHw8HBPDvXNRk/ttwV+8AdrGB72wO0u48//XADgPE5pY8NFRnh2KApcXQSEbhSX+m4nOzRfy2RZ7kjQC4LANTKMTYFwEqx2QtiqJN7tduOpp57qqRTeCisTu3q9blmVwwIQvO8Dg7VC9bsXvl3Ze/N582BnkGeFU0m6Gfaz0dHRrkS8OWAgSRK2trYMET8zM8MduDHTSQC82zJ6K3gd6cm5niAIMyTkiaNHuQzhbW8DAGy95jWoJZOWm01OTiIYDCKTyaBUKjWMIgPQ4FY/SARB4BaHzVkiHkqlUkcCtB94vV4MDw83zPI1z3C+HuX1W1tbKJVK8Pv98Pl8qNfrHTvUs8wTL9Vq1fAXkCQ/gGOOz3nooQlkMtc+WzLC0+F1qdcEAbXxcax+4ANw7eygHo3q5fRHPBri9/sxNjZmmM859Ymb4RWvbFwnz7XGfI0w97Bb0WspvB3mnmfWO98OTdMgyzLC4TC2tra4gwv9mtvOU/bejTu93b2kOfNuZ1TqFFwqFou2Y1vtaBdknZmZ6Thww+D9HDr9vBRFL4tfX9fF+IkT+iWH/Xx1FQgEgHa3D3KuJwiiGRLyxNHj/HngyhVgchLCu94FNJWWNy+G2KIzEAg0ROA7HYXULZubm4hyGnCZF1x+v58rQ6coiqMJHc9+RFHE8PAwl5CNRCIQBMGyRNXr9fY1K+/xeLirDkqlUoMpVqd0IuIBIBwOA9BLNe+4o+zoaA9oyGQaxQwZ4dm71De7DRgl9GfOoPi85/X9PHgDYt1mzp3oZZ9jY2MNWdd+X98kSUKtVuP+XYxEItxZ4G5L4Xn6vDVNQ7VaRS6X4xJvU1NTGB4ehizLjsEFJly7EfHNs8h5AhTd9ODbVTP0s5+/0wy3UxtCL+fEGwDn3Q4ALlwA7r8fMBdzJBLAK18JfPrTjT8nCILoBBLyxNGAhb3/7d+A//bfAADaQw9BGRoCikXIsozx8XFj0WJeDLFFQfONu9tRSN2QyWQcRULzgksQBO4Z7x6PB8lkEmtray1z4sPhMDwej6PRm6qq3ELWzmm6Xq/3vbSeRzi4XC7Mzs4aQn53d5dLkLGABE+bRTOyLMPn8zV8f5wc7a3654+8EV4bl/rm/w+6hF7TNC4xP0jjS1Z2zrLkmqZxtfiUy2UUCgXj+tfv6xsz/eSlE6EEdFcKz56naRoURTF68qvVasO/O8E8Xx6wDi78/+2dd5wb9Zn/P6NR79IWbZMbGEOSS8AU/+AwwWcnOFyOYkhCCS20SyihJBiO9IRgSighhSMQuISaAAfc5YBAwIEkBhwcCARjY2PDNm2XtNqm9v39MZ7xSJrRfEdlvbt+3q/XvuyVvpqi0Wi/n+/zPJ9HbtOWSqVMRcbN1KrzRsuNKDbIA+pTz28m+8OoDEHdMcYsLpfLsETCTKnG448DJ59c2gmzqwu46SZzxzY0RGZ3BEEUQkKemPtoLIczux3dQ0OIDw4CkCICfX19BW1vACgTPEB7YqmePH7wwQem6iPNkM1mDaPmWhMuv9/PJeTliV7x6/P5PAYGBmC1Wrl7xRtNgqxWq6Gb/nTT2toKp9MJp9OJcDiMeDzO5VDvdDorrm3VqhXWc7QPhbIYGdHvqrDXGeHlcvBs2gTrwACsQ0NcLvW9V12FodNOq2sKfb07U/Dg9XoLvB542qkBUmnJ4OBgQbQ6EAjA5XJheHgYo6OjXItitSjTqaQtHWA+Fb6rqwsDAwPIZDJlj9lisSgZBTzHLqO1uCCX35gpXQAk8SgvHKrhNZYzy3T2tgf4F27qWcOez+fR2dlp+Hdc62+tFrmcNPWo5bSAzO4IglBDQp6Y2+gth6fTaL/sMuRvuUWJzhVHaeTHZPTqM+XJo81mMx29MYMcNdeaoIVCIaUHsnqCIde7Gk18RkdHy7rGZ7NZ7l7xjY2NZRccQqFQRRHselCtQ72RANBCFEU0NDTovp9qR3vZ0K6vz4prrtH2clAzMDD3v9J5a+GLyTY0TFsdvCiKEARhj3k9FAtyM2ny8vfg8PAwMpmM6e+0jo4O5dx7enoqWtww05auGMYYstks4vG44fvPGCu412UzPbvdXlCbL4vMSvrLF/cWrzSarRcZ5zWW44En4l+ren41ZiLc9aphZ4yhq6sLqVQKgiCgqakJw8PDmtkUvK33Xn659mnzZHZHEISauT/rI/ZOcjlg/Xrg/PM1l8MFSMnKLTfcgOSKFQUTfDktD9jtOm/Uaz2RSNS9bZPcc1iO8KjF98jICEZGRkomvIIgoKWlxTC6XMvWb+V6xft8vqpq0GuB3mTVbM2nvA2z5HI5w/ZUooiCyPrGjXyT3Kam6ReO04leLTwPWU6fCS0sFgtCoRByuRxX+Ucul4PL5YLNZjOVOl1LtBYmzXy+1W0pXS4X3G434vF42YUr+X6Qz9msoDRqS6c+l3w+X5ACr06JN7PfcDiMcDgMu91u+D3PY6pnlO5eq77tRr3OK4HHnb4ei1O8EW7A+G+xjJnvZlnEJ5NJCIKA+fPnw+v1oqmpqSKTRJlaRs8FQaqrJ7M7giDUkJAn5h5azjIaCIzBHovBs2kTxg49VHk8k8mgv7+/wJU+n89jy5YtmlGhevb/lVFHLGQXey3xrTXhrURsVsPQ0BDsdjtaWlqQTCYxOTmp9IqfCSn18Xgcfr8foigin89DFMWKrmEwGDTVT1iuvczlckin06bKMJYuHTMwwmMIBqVWdHOWMrXwQKmxnfK4ICATiUjO9BWSz+dNL3ZNTExUvL9a0tnZqUTGzZb+RCIRhMNhJRvJ7XaXvU+KI+k8NDY2wul0wmq1Gt6DXV1dGB4eRjqdNlwc4clEAqQSF6fTyXWsRnXvcr29nvirtm+7vO1MJoNYLMZ1zGbQ+ltRfD68QlqL4rILsxHubDar2b60GDMRfsYYenp6kEgkAADRaFTJoCjOpjBLraLn8trBbbft9c01CIIogoQ8MbfQS6Uvg1UjzVvPiK3YICmVSqGnp6fy492F1+stG+VTG/fwRHV6e3uV1+yJ9F6t47NYLHC5XHC5XBgZGZnWdndqio327HZ7RRFTM+UBVqsVixYtUmqWBwcHuSakMqIoGeFdfnkUepI1HrfixRf9c9a53rNpU9l0ej0RDwCxtWurngFbrVbYbLaSdGw9wuEwnE4n0uk0Bnd5cewpiu813n7nNputoKRIT8jqRdJ5kGv6U6mU4XeCLCrV+1Wnwcv/t9vtEASholR4I/Tq3gVB0MzqkbOkZHM7HrQi47V0idfbZ/F7Uat9qg3+Ko1wp9Np7Ny5E+l02rB8gDfCzxhDLBZTFpij0aiSjVcL3n23Ntvp6JBE/Jo1tdkeQRBzBxLyxNyhQmcZsym3sVhMmQDUaoJjJMyTyaQyOeGJ6mSzWfT39yvtifYEdrsdXq8XbrcbLpdLmVwDUnS6XPSNV2iokSeJ5cSAKIpoamrCxMQExsfHTdUAV+NQL5soVjMxXrEiiUAgh0RCS5DOfed6rQU3I2rpUt/R0QGv18tlHmez2ZRrLpu2lRtvtVoxb948pUSm1jQ3NyMYDEIURVgsFoyNjWHnzp2Gr8tkMiWGc1pCttKMJLWpHW92SzAYRCgUUvrKlxNs1abC66EVqdXL6pEXgG02W8V926cj66v4vahmnx0dHbpt8SqJcE9NTWHnzp3IZDKw2WxYsGABJicny2ZG8NDf369k2rS3t3O/zoh8Hli7Frj55t2PCQLf1EQe993vAosXF/acJwiCKIaEPDF3MOksU2nKbSaT4XI0NyISiaCxsdG0Cy+vCBwYGIDT6YTf7+dOMzVCjtrE43HDsbJ4kKNoExMTyqTOiErc/5PJpK4hoUxbW1vBZC2bzWJgYIArbdrpdJpOZxVFUdlntZPxTZs8SCT0v7LnjHO9ypE+29Qk3Z+iCHB+fnuvugrZhobC11ZJcWmLkUAMBoNIJBLK591ofCgUQjqdht1u1x1TDXI9uSyoeE0w1Vkjav8NtZDliaSXOy6zqfjBYJA7im6mBVwlNdAyPFlSsog329qsXi7x6v0Vi1+efWoZOpoV0jxMTk5i586dyGazsNvtWLBggZJ5UU2Ef2BgQFmUbW1tRSgUqsnxjo8DZ5whJQcCUrfbj3wEuOyywulJNAqcckppH3mKvhMEYQYS8sTcwcRkp5Ypt5Vis9lMpb7r9bMvh2zcZyQkGhoauMSsw+HgEvGAdJxaEWgjsV0NsqAoTr3Um2DKBnw85y7X+fPidDrhdrsxMTGBiYkJbtd/PXgd6Wezc72WI306EsHoJz+J0FNPATCuha9Hi7liYV4uxZwxVpC1IQtgLQNIrfH1oFone2B3ZJkxBpvNhvHxcYyNjRWkuvNSaSp+LVPhtVrAmXHHl2GMIZFIcH03zJs3D4wxU1kCtXaJLxctN7PPXC6H+fPnK3/DqlkI0WN8fBwffPABcrkcnE4nFixYUPD3r9Ia9qGhIWWRKhKJoKGhoSbHG4sBxx0HbNwI2O3AL38JnH669NwJJ0ixht7ewij79ddrP04QBMHD7J3xEUQxJpxlWFsbur72tYKUW7kucbpao8k9mXmFuTyON5oG7I7kyxPTnp6eguiZxWJBQ0MDmpub4Xa70d3dXXZybabGM5fLaU5Yp6M23mKxIBqNIpfL6U4w1SZORjWXlTjUT05OmjLDM4LXkX62OtfrOdLb+vrQ8JvfAAAm9tsPzq1bwQQBgmpcvRbmygnzYoFY7L0gIwvgaDSKJUuWGI6vJ9U62QOoOBtJbeBWaWZKrVLhjdLgARSIeTmjQesnk8lwZxDl83ml9p03LbxSEV+NsRzvPnO5nKHLPS/FpnoA8OGHHyKfz8PlcmHBggU1WQQeGRlRsg2amprQVGE3i1yuUICHw5KI/+AD6f9PPFHoMC+KwNFHl25H73GCIAgeSMgTc4fly6W8tO5u/WK0hgbgkUdgOfpoZD/4ABgfRygUQiAQUCI9arf6emIm9d1saq+a0dHRAhdeNfl8HgMDAxgZGUFLS4uhoBUEAdFo1DCqFIlE6poOakQ2mwVjTHeSabZWvaWlxfQkMhgMwmq1FrTIqoalS8cQCGR2pdfPMef6Mo70cqvIvM+H7Q8/DP8f/1gSta9lLXzhYZUuOhWLPXXdfDl6e3vhdrtht9thtVr36P3R29urGNm1tLRgYmJCyTjhaQ9psVgU/wu3240PP/zQ8PtL9pioJBVfFqGiKJbU7JuFJ228u7sbyWRS8dCo1d8DWaCWM8yTj1F+zqwRZzXGcvJ+eRcgzS5u6jn6l/s+9ng8mDdvXk1EfCKRQHd3NwAoC9iVoNUYR65tX7wY+N3vpH8JgiDqDQl5Yu4gisDtt0uu9cXIE5i77gJWrgSwO+ogT8ZlzKacVgNv6ntxJCoQCGBycpIroienjZdLH89ms1yRNsaYMokHtKNKTU1NNZ38VsqHH34Iu92uOOXLP6Ojo6avr5xhYMbt2+fz1cFl2ki41C6tdTrhcaQXR0fheeMNJFetQnLFCu06+mlEboUG8JVdZLNZQ7FfjFy3W2sDvGw2i/fff7/i17e1tRUskvF8f8kCjlckqtvSZbNZXTd43jR4xhiy2SxXGnw+n1fakclYLBbY7XbNH6vViq1bt5pyyNdLC6/EEFMURbS2tlZlLGd2v+XKHLQEezKZ1LyGgUCg7N+mUChUkYgvPoZ8Pq98RkOhUMXZHXqNceTfr72WRDxBENMHCXlibrFmDfDII8BZZwHqPs4aDjLyhMJmsxVsotKU00ooTn0v3qfFYlHcphljBROP5uZm7uwBsz2wyyFH+AOBAHw+HxKJRIEDfC3a8dUKOf21eFJeDjlKabPZMDw8jGQyaVr0+P3+mi8GGZndAQLiceusNLvjdaRXxokixg491HB8Q0MDvF4vurq6al7SUdwKjRd11NUIMwJeFEU0NjZidHSUO6ouR+Xln3w+j2TSuH1hcSS2nKmc3++v6LtUbkuXSCQ0Fxm10uAZY8jlcpiamlLuffX/zdTk+/1++P1+RaxPh0N+pYaYxSaeMnoR8OLH9cqgyqF3PloLAnqZXtls1vBvU19fn2KwyEu5RYlAIIC2traKRLxRYxxBAL75TeCLX6Q6d4Igpoe6Cfnh4WFccskl+J//+R9YLBacdNJJuP3228uuEN9111148MEHsWnTJoyOjmJkZKQkNXbBggUlLrfXX389rr76auX3v//977jooouwceNGNDU14ZJLLsFVV11V0/MjZiiPPw5ccUWhiG9qAm65pUDEq42WioU8UJj62N3dXVGfcV7UmQHF+8zn8xgeHsbw8HBJBMpsin2tGBoaQi6XQy6Xw/j4uKZAMtNqyQwulwt+vx+Dg4NlhZnNZsOiRYswOTmpmM1NTExwiYlcLgebzQav14tMJsMlbNT7jUQipt3teZizZnfZLJzvvMM31EQ9azQaVe6Vtra2utwnoVAIHo8H6XQa/f39huMXLFig9Eznaf9mVOqiJhwOK5kgPEJ+3rx5JX+PeVvraUVitdLFeTN99PbBmwYfj8eVhUSj96u4dlyPcDhsKqJt5JBvlDlQiTt9uW3r9bSXO2hUukhttE+t+8ysqaEadccWHowWQ/x+f8WGfEaNcRgDOjulcVT3ThDEdFC3Gd/pp5+O3t5ePPfcc8hkMjjnnHNwwQUX4MEHH9R9zfj4OFavXo3Vq1fjmmuu0R33ve99D+eff77yu8/nU/6fTCbx6U9/GqtWrcKdd96Jt956C1/60pcQDAZxwQUX1ObkiJmJXs7b4CDw+c8Djz6qiHlZZFosFlgsFs3NyamP9RKlMsUuvLlcTnN/WhGoQCCAsbGxqh3RzaJ2rhcEAS6XC263Gx6PBy6XC6IoGgqCSpAFuVGqpRxRl4WNzNDQENdkWa6x5xHkcjsvURRhtVqRTCbrkskxa83u9NrJMQbfCy+g5bbb4Nglao0c6c20ipSvcyAQqFuWjbpGfnh4mFsA8xhWyotCPELYYrGYMs7TE+OVtNZTiyJ1ujiPb4AecrRXbg1Xjnw+j9HR0YLHbDab0qJMjqg7HA6lU0ilixVGGNW+l4PXnV5tGqi37XJmfpVmZzU2NsLr9erus55t8njvWZ5jkMvZKhHzvKe3B+0vCILYy6iLkN+8eTOeeeYZbNy4EYcccggA4I477sCxxx6Lm2++GW1tbZqvu+yyywAA69evL7t9n8+HlpYWzeceeOABpNNp/PKXv4TdbsdHP/pRvPHGG7jllltIyM9lyuW8MSblvF12GXD88WAWizLx00pZV5NIJDChju7XmEp6Bvf29hZMRPx+/7QLeUCKRoZCITidTgiCUFADK7foqmVKvxqzbeZkHA4H1/atVivGxsa4IneMMW43/2pYunQMkUga/f02MKZtdhcOzyyzO712csMnnwz/yy/D/fe/AwCywSBGjz4awSee4HakFwQBwWAQU1NTmhHo4oUvWWT19/fXxC3erAGlOhWZdzxvbbDZiKcsNrVEWSWt9bTut9HRUdOLJsX3L+/r5esri3a9xVmZWqTB66FX+66X5i5jpja9nFN8vQS10+ksGxWvdZs8NbymejzHYDbCr4a3MY6JBjoEQRBVURchv2HDBgSDQUXEA8CqVatgsVjw6quv4sQTT6xq++vWrcP3v/99zJs3D6eddhouv/xy5Yt+w4YNOOqoo2C325XxxxxzDG644QaMjIwo5kHFFLtKm0mnJWYAnDlvqaefRte++yp/7DOZDLZs2aJMRtWTreloDxWJREz3DM5ms+jv70ckEgFgrh2dEbI44ekV7/F44Ha7p71XvBqzbeasVqthaq38Hpipq/d4PHA4HIrLdD0Wf0QRuPrqGK64IgpBYEViXoplj46K+POfvTjqqBovLOhF1cuMs3/4IZp/9jPNdnItP/0pACDvcmHwjDMwePbZyPt8GP3kJ7kd6Ts6OuD3+w2jvsURuFoZx/H2ltdzXOcZn8lkuFPBzTA0NIShoSFdIW62tR4gLZJNTExgfHwcExMTFZnayQsjciSeNxMqFApNaxq8WfTS3FtbW+H1ehGPxzE4OMi1LS1RW+xyXw9BbSSm6yXizWRH8B5Dpce6fXv55wVBsuNRt50jCIKoJ3UR8rFYrKSth9VqRTgcrrp29NJLL8XSpUsRDofxl7/8Bddccw16e3txyy23KPteuHBhwWtkwROLxXSF/PXXX4/vfve7VR0bsQfhjECMvPMOsgsWFDwmT0bHx8erqh1Uwzv5Lp4c8e5bbl0nmwAZRZgaGhq4ouN2u51LxAPSseulcE5Hr3igsjZzRosMwWAQ8Xicq85Yxu12T0vbwlWrkrjllk6sW9eCvr7di5WRSAahUA7vvuvCpZfOx/e+143jjovXZJ96UfXY1VcXiGutcVqp8ko7OZcL7z31FLKq7CozjvS5XA6Dg4NcEbjNmzfDarUqzuXVYKa3PI/jOs/4aohEIshkMppZO3p904HdkWWeFPlq/AdkUzugMsf2PZEGbwajnvW8nTAA7XOt5D0zi957XE2bPF7MZEfwRu7Nts0DpL7w6qROud2c+ndA8tQlozuCIKYLU99mV199NW644YayYzZv3lzVARlxxRVXKP//+Mc/DrvdjgsvvBDXX389d9qsFtdcc03BtpPJJKLRaFXHSkwjnLls5cyyapEGLtcRZjIZpV9t2eMpmnyZmWCoI43l0mHD4TCam5vhdrvR3d1dNg1XduE2mlzabDa43W5s3bqV+3jrxYcffgibzQan0wmXywWn0wmn04mJiYmyiwx6RmJmszDM1idXy6pVSaxYkcSmTR4MDFjR1CSl0+fzwLe/3Y7/+Z8Qrr22A8PDIs4+u7rPtP/55xG94orSqHp/P6JXXIHOW25BctUq3XF6028BgDgxAUdnZ4GQB8DtSG+mO0I+n0c6neYer4de5otWb3kA3I7rRuO14F0s5Flg6u3thd1uRz6fRy6XQzabVQwtJycnuUWi3Ffe7XbD6XTi/fff565Fr9SxvdZp8EYp8GbgSXNnjMFms6GhoQGiKJb9u1F8rpW+Z2bReo9ruYDQ0NBQsoheSXYEz/1QycLPiy8CX/gCkM8D55wD/Ou/SpV66ltVozEOQRBE3TEl5K+88kqcffbZZccsWrQILS0tJQ6+2WwWw8PDurXtlbJs2TJks1ns3LkTS5YsQUtLC/qK+hHLv5fbt8PhqGohgNjDLF8u/SXt7task6/ELKsS5DpC3prpYuFuJk2+uNZPbgfX3d2NZDKptGIaGBjAyMgIWlpaDF2wBUHA/PnzDdsRtbS0YHx8fI/3ipfJZDLIZDIlplflUKflV1NGUesIHg+iiJIWc6II/OAH3QiHc/iv/2rEj37UiuFhKy6/vA8VHWIuh5Z16wDGSqPqjIEBaP3+95H1etH2ve9pjjOCt+2cHryu7m1tbXA4HBgfHy/5+1AO2XBOdqU3+ryrF9fy+byhiOvp6VEWzPL5vGHGmrpfeCqV4krH5lnAyGaz2G6UN2xAR0dHSWYMby16rR3bK6VcCjzPfvL5vOKeL38/83xHtre3K9/jFouFK+W/nuZy5fYLVL6AULz4pN5+S0tLVQso8XicaxHM7MLPX/8KHHcckE4DJ5wA3HUXYLVK/3/5ZSkZsLVVmoJQJJ4giOnGlJBvampCE0f7n8MPPxzxeByvv/46Dj74YADACy+8gHw+j2XLllV2pDq88cYbsFgsSir/4YcfjmuvvRaZTEZpK/bcc89hyZIlumn1xBxAFIHbb5dc64vRMcuqB7LPAq8rdXFkwGxLOfX2E4mEbsSdtw2ULCr0IvxWqxUNDQ3IZrN1jUJbLBYEAgEkk0nDevZ99tkHk5OTys/ExESB34Ue2WxWyWaoxF3bYrHA6/XuGT8NnZp1iwX42tdiaGjI4pZbWnDvvU0YGrLiO9/phkaXxbJ4Nm0qSJMvRgBgGx7GIlUHEbPoZcjwCvTW1lb09fUZ3mehUAiCIMDtdmNoaKjseEEQ0NbWpmSdyCUWjY2NhsI5k8ngH//4h+Fxy+RyOVPt2dQdLXhEvCiKSi92IwRBUPrKy14SsvDiKbfRyibi9Q3gresudmwHdtfTVxs9N0qBB6QyAFmkqwW7/P9KS4rU586b8l8Pc7mOjg7l71Y5z5FKF13KnZeeSSAPw8PDSoaO/P7Vwv/g3XeBz3wGSKWAFSuAhx6SRDwgTSWoxRxBEHuautTIH3DAAVi9ejXOP/983HnnnchkMrj44otxyimnKI713d3dWLlyJX71q1/hsMMOAyBFM2KxGLZt2wYAeOutt+Dz+TBv3jyEw2Fs2LABr776KlasWAGfz4cNGzbg8ssvxxe/+EVFpJ922mn47ne/i3PPPRdr167F22+/jdtvvx233nprPU6VmEmsWSO1mPvc56QcOJmODkxefz2Sn/hE3Q9BXbteqTNyIBDA5OQkl1CWBWstUyxHR0fh9XqVCL9cL55OpzE1NWUqolkp+XweIyMjXG3mrFZrQZ0tIKUT85Y2VDohzufze0TE89Ssn3POIEKhLL7znXY89VQI8biIm2/uhMvFV4sL8EfLsz4frCYyIYDCDJlAIIBgMKiUdcgC7YMPPjDcjs1mq7lbvNxKLhgMoqurq+5ZJ3a7HTabTUljN8LM/dfW1gZRFLmE/Pz583Xd1o3awJVLV66lD4Dasb3a6LkaHnHK+/1qsViU9ncAuLKEihdBeERtJZ9Lm80Gv99fVRp7tW3yKhXregwMDCj3RDgcRmtrKwRBqNr/4MMPgU99Supee/DBUo2801nTQycIgqiauvWRf+CBB3DxxRdj5cqVsFgsOOmkk/DjH/9YeV52C1cbSt15550FhnNHHXUUAODee+/F2WefDYfDgYcffhjf+c53MDU1hYULF+Lyyy8vqG0PBAL4/e9/j4suuggHH3wwGhsb8a1vfYtaz+0tfPrTu0X83XcD++wDLF8Op8UCax36mmshp9fqRaMsFgva29vLTpqam5sxPDxsGOEZGRlBU1NTTVMsh4aGkM/nkc/nNSdtct90t9uNwcFB062vzFBpmzkbZ/i5Urd/OVrJGKubyZMWXDXru8zizrIP4KMXzcPpd56El17y44ILFuAnt+9A2/aNpUZyWhF+zujiwJe/jNYbb+Q+h+J2colEAvl8Hs3NzXC5XNIYxrgzWuTJuZY/RDAYLGkxWS5K7Pf7EY/HMTExUXHngY6ODng8HkxMTODDDz80HN/W1qaU4+zcudNwPG+2gtyFw8x7qYXZ1np626jEB6AYWfDyRM+1vhsYY0oUPZ1OKz9mfABEUVSEus1mK/m/KIrKeyEbBdayZ71cw8/bFUBLUFeTxl6rNnnVwhgraCXZ2NhY0AWmmgj/wIA0lejqApYsAZ5+GvD7a3boBEEQNUNgvHapexnJZBKBQACJRAJ++gafPfzjH8DHPgYEg0BRm6npMgYCgAULFiiTCHniFY/HEY/HlbpbowlUX1/ftJqo6SGnJHs8Hng8HrhcLlgslml9P61WK9rb2021mevs7DRMy99vv/0wNjbGJaBkZEND2QGdJ/JfE3I57HfMMbD19WnWojNBQDYQAHM4CqL1Y+EWXDB+ByYmLfipeClac7uPNx2JIHHssQj83/8VvCYbDEKYmIA4NaXpPC/vLxOJYOvvfof9jj0Wtv7+gv7vyrii16dbWjB+3XVwnX46BgYGCtK2/X4/mpub4XQ6DT9f0Wi0pGZ4bGwMyWQS8Xi8QOxqRWqLHbetVqsixrZt28btJK5G/kzJdd88Is7s+EgkYloIG4n/4vdSC60IuDpFnkcU8pyjHvJ7BcBwG6IooqWlpSDtXRbw1dDe3m66RM/s59hoW2YyGdSfr2qR7xdebwb138BaI2dQyJ0YIpEIV9knD8mklEa/aRMQjQJ//rP0L0EQxHTCq0PrFpEniD2CnI47f37JU3qRuHqg3r4cGchkMko9qDwRL5cKuqfNFwOBAMLhMFwuFwRBwNjYGDKZDBhjcLvddTdaUiPXs9eyzVxTU5NyTmZaQA0ODkoT2V1R7IBRb/UaYVizzhhs8TiKz8I90of72ecAAKxoXcPW14fGe+8t2ZYYj0MAkG5qgm1gAEwQCkR6QVTdbkfs6qsRveIK7XGMIX755cgsWABrNIrAZz+L4K6MiY6ODjQ1NaG/vx+JRALJZBLJZBLBYBDNzc2IRqO6nRiK/7AJgoBcLsfdZk0eH4vFSjJmKl3fNpvGX8l4o8+1FrKI1zMbK+5xr1fyY7a1XjHV1HXL75VRmj8gZfLoLbAJggC73a5E0WW3/mKDXi14M33U1KpnfSULp9U4+hfv2+wCgllneL1uAcWPu91u9PT0KAuAra2taGhoMHtKmkxOAscfL4n4xkbguedIxBMEMbMhIU/MLeTIalGveBl5MppKpbhqcCuluOZRNqIrplwqKG8ruqamJu7Ivc1mg9frxUhRtoIWPp8PHo9HcxLHm95bS3p6euD1euFwOJQWc3L9byVt5np7eysWbLy91VUHw9UbvRghnYbr7bfhef11+J95huvY9BzmAcCiMbZcr3dYLOj80Y/QcuONBeeaiUQQW7tWOdfkqlXovOWWkvck29KCvquvRvxf/kV5rG/79gKh53A4EI1G0dTUhL6+PoyOjirZK6FQCAsXLkQ8HldKPtSdGNTb4alzVrvK631uKvlc64kysyKOZzxPqrwegiBgwYIFFQtxnhT54u+0bDarmFBW4ilR/F7xnrfdbofb7S4Q7Ha7HVarVTObZ3h4uKYp8Gqq7Vlv1mCuGkf/YuFs1MFEC7MLCHp+B3I0qnhhXP7e1uqUUCnZLHDKKcD69YDPBzzzjJRWTxAEMZMhIU/MLcpE5GUEQYDP56ubGC2e8PFMwnp6epRjkuF1vm9qauLqFQ2A28EakCZStRQ71ZJOp0uiraIoGh6Lus2c1WrF2NgYBgYGtEU8h+Dm7a2uHs8r+i3j43C9+SY8r78Oz+uvw/X3v8NSg/7n5abU5Xq92/v6kAuFsPXZZzXfFzk6nMvlkFy1CskVK+B/8024EwmMer2a75/e4pXT6cT8+fMxPj6O/v5+pFIpjIyM6C46FbuJF0/4tZCzYRwOB1d6cDnUtceyu71WVFtLxFU73kxnCzXy+xMMBrmFuBY832ldXV0VZz9p1XWbrQ2XvQd4qIUPAM8+Kk01581kkMt+eBYJtCLgyWSyqow1ngUE3oWCbDaLoaEhzdcD0rnWSsTn88D55wNPPgk4HMBTT0kGdwRBEDMdEvLE3CGXAzZulP6fyUi/l4l61kvIqw13AL5JWC6Xw5YtW9DW1laQ+sszubRYLNwTe55IPACl9dbWrVu5xleDw+FAJpMpey2sVisikQimpqYwNTWFyclJZDIZrnZP6rR8xphufbGW4M62tKBHFXnm6a3ecsMNSK5YAYiioejv+sEPkPf74ZaF+zvvQCg6p2w4jLGDD8bYQQeh6Z57YB0e1qxFrxfWgQFAFDF26KElz7W1tZVGGj/+cQDAwLvvljXMU0fH1bjdbixYsABjY2OIxWKGpnNmBS3vQpYR8XgcHR0dSKfT2Lp1a9modnEkuxbjGxoauBYviunv78fExIThQkYsFoPP5wNjDLlcruBnfHzccL+yhwQgRcddLhecTicGBwcNvSsaGxsLPhfTkdpdqxT4StBLK5fhNV50Op1ciwW1zrLiXUAwex3LkUgkSv7W8pDLFfZ/P/JIYO1a4L77pOnCI49QWzmCIGYPJOSJucHjjwNf/apkMwsAP/858D//A9x+O9iJJ2pGHupVJ1+cEs+7H3VkQp406k0uRVFEIBBQHLnllFseEyy5ZVu5sS0tLVyT9Wqw2+2IRCLw+/1IJpNlBZlWqm8ul8PQ0BBXbat8HnqLKnqCW+zrk6LsN9+MqYULEXr8ccPe6vZYDPueeCIm998fvpdeKiv6O669tuS5dEsLxg85RBLvBx+M7KJFyO86rmxrq2Ytej1x77MPxjQyQ1wuF7xer2akMZVKGS6yZDIZjI2N6QoPj8eDSCTCbUTIK0T8fj+y2WxBxxSzCIKAqakpbN++XfN5vai2Wbf1cuOHhoYK+n5nMhmu1nTj4+Nc557JZPDOO+8YjitHY2MjmpqaCur67Xa7qcj3dNaGV5sCXwnl2ugBUo90uTWjETzlWPXIsuJZQKi1OarR94cWxdMEQHKjlys+7rlHqpEnCIKYLZCQJ2Y/jz8OnHxyiQhDdzfYySej+7bbCmp0K408FBtF6VEseHhr3WWKI5Xqun55Uiebeg0PDyuTPt79yJMuQRA0o09yWmu1qcdGpNNpdHZ2KsevZWxWLhomiiLcbjfXvuT3RnNhgiPKHv3a10wJZ+eOHXDu2FF2jLyvdCSC1JFHYnyXcM+0tSljbDYb9l+8WFlUsZ53HhCNQrjsssLZaEcHMDEBDA+X3ge70HWf131cAGtvQ8MJJyBssSjiZmxsDCMjI5iYmMD27dsRjUaVtnEyvAtARuN4t9PW1oZQKMTl+h6NRrk7FeiZw8mGW0Y9wtX3Mk86em9vL+x2uxIF7+npKTu+r69PcSVXu/+XO59wOIxUKmWqvZ4gCErLRXnxkOf1Xq+3xJzPTOR7OmvDZfRS4I2i5pXAs7CjPq5ynh56WQjq4xZFsS4mpUZ/e8xeR17MLDTrTRNkEX/22cBZZ9Xu2AiCIKYDEvLE7CaXk5bYtSY4jAGCgObrr0f8k59U0uzNivhQKKREvHkM8oonNTy17mq0Ig3JZBLd3d2axy5P+orFlB6jo6Pwer0F0Sc5VT2TyaCnp2daa+Dl449Go1iyZInhZLl4Qm20wKKe4GpNOA3d4KWdIm+3Y2qffeDavNnwnPouugiO999H8OmnjcdecQUSxx6r+ZxcOlEgLE46CTjhhML80OXLpQLPk08GdjnF7z4BQVmkKI7k53edXx6FRnh5CBAAWH78Y0AUIQDKMQSDQYRCIXR2diKdTuP9999Ha2srQqGQcq14F5UGBwcVUzIteLdjt9tN1Tnz3pMOhwMNDQ2KwZwssKemptDQ0GAo5DOZDLZu3ao45BstBGazWd0ov972R0ZGIIoiVzaOXLrj8Xi4FjKi0Sh8Ph8EQSi4D6vtj84b+a5HbXgllIuaV7powCtuGxsbEQ6HMTExYbqGv5ap7HrwlDFU062gHLzfD+WmCTJ/+INhNR5BEMSMg4Q8Mbt5+eXCyGQRAmOwx2LwbNqkWePLQyAQUPqG85jPFU9qeARGMbLYBvhTEnkjbENDQ4rjeyqVQiqVQrrIUM1iscDj8SCVSlXs7G4WOXpZLlWykjZzzc3NygTX7XaXZGRYOR3/u7/zHSSOPVbq5a7XM31Xb/WB88+HZ9MmLiEf+shHSlLXDSOLolhayLlmDfDoo6W5ox0dwG23AQCEoue6EMVDOAWn4SFEsfvxHksHWh+5DeKaNZq7d7vd2GeffdDd3Y3R0VH09PRgbGwMbW1tEEWRWyhPTk7i/fffh9/vRyQSKWm5yGv4KN9zvNFe3ntyfHwc6XQa4XBYs00dD2Z7l1ssFiXqzSN+jKL2Mup+5bzvq5aHAVAbczieyDevsR1vbXglmC2HUCNfQ3mRNJPJKL9PTk5yG5TKjvsAfw1/rVPZ9eApY6iHiDfjg2AwTQAAdHZK46g+niCI2QQJeWJ2w5muxyvWtJCjaNVMXuVJll5UvZihoSG43W74/X5TKYm8ZQNarfDcbje8Xi+8Xi9cLheSyaRhxLGWyDW+gUAAdru9RKBX2mZubGwMNptNaWtWPCbb1MR1fNmWFkAUy/dMx67e6qKIsaVLkY5EdEU/BAHo6ID3M5/BElXqelVpu2vWSEWexdF6+b3c9dxrT/Zi7W2teBnLkYOI/8D1WI6X0Ype9KIVf2bLcXO3iEulpBZNrFYr5s2bh8HBQfT19SGRSGBychLRaBROp9PwXmltbcXExATi8bjSPz4cDqO5uVmJtFVyz/FGe41Ev8PhQGdnJ6ampjR9GHizVlpaWuByuTA5Ocl1L8+bNw9erxepVIrbH4AH9f1UCyFeD3O4SiPI6shsLVPgeTuO5PN5RaCrhXstBKx6G7yf7Xqlsqsxus7q62B2MYsHMz4IvG9Fnd8ygiCImkNCnpjd7DIEMoJXrGmhrnMtZz6ndpzXIhAIwOfzYcuWLVy19l1dXXC5XKYmg6FQSLNljxayYZ6ckqqe6E/HRFCLwcFBpTbfarXC4XDA4XDAbrdjwGAxprjNnFwKIfckL0FuNdfXh2woBHFkRLtWfFeUfWzpUgD6PdOLe6uXE/2KOr7ttpLU9arRitYXPXfY0cAly4FtuwL0eYj4I45GRwewaBGQfQm47DJg0ybgzjsBvaoNQRDQ1NQEt9utiN7t27crNeuAsdBrbGxELBZTPCDi8TgaGxvR2NgIi8VSkWCUo72ymEgkEpqiR0sYyenz2WwWCxcuxJYtWyrOSrHZbGhoaIAgCHC73RgYGODOLuCNmjc3N2suzBWTyWSQSqWU8/T7/aZ9KYqppTlcpRFk9XtWqxR4OZLOY4qay+UM33+bzaa005P/n8vlDL/T5ONXw9PGrh6p7GpjRaPrXIuUfjkjpLgzQyULRZzTBO5xBEEQMwWBTVfe7CwjmUwiEAggkUjA7/fv6cMh9MjlgAULgO5uzQI4WYRtfeaZqorfFixYUDB5kgXC4OAgUqkU3G43wuEw10S2nimPCxYsQDKZLOm3rkVHR4fSh7c4igWgptFAXhwOB7LZLNdChxbq61TufdZqNQeUGr/JUfbi3vAAuHrOA0DoxRfRum4dLOoU6GhUEvE6qevTRXErpuXLAYtFOrSvf116/pBDJKOoaLT8tuRUY9lhOxQKobW1FYIgYGxsDKlUCoAkUGWzRTWpVAp9fX1KiYjVakVzc7NSey9/Ro22I2NW1NW6JRdQmM4u76PcvV/JeFEUKzLuk9+Leri0m42K89Tc6yG/Z2be23w+X5Dunk6nC37PZDKmFm8cDgdcLleBUJeFu9Vq1Tx3Xp8B2czQDPF4nMszQQs9g0de4Vzp3ze9hYJaZFjkckBDA6DXeXJXchR27KAaeYIgZga8OpSEvA4k5GcRsh0tUCDmy4owk6hFr5qBgYGSlk88EaCenh4use3xeLhbD9lsNixatAi9vb1Iyla8ZZBFbz0EjBpBEArEQrnjlyet2WwW6XRa6RufSqW46mXl61RukqxuNVc8HSwW8umWlsIouwlEUUQ0GpUmnvm8frr7DOUPfwC+8AVgaAhobgZ++1vgqKPKv4YxhoGBASUV3el0IhQKlUSi9e4RxhiSySRisZiSjiu3KQRKo/J626m1YDbCjPjRut+qGV+NCAZK34tqhZPZBRS5AwdP6zw1Zt8DQRCUhULe94q3U0nxQi8vZj+n5ShOZa/0/axmYaeSz2ItOg2UPybg298Gvv997eflU3v00T2+rkoQBKFAQr5KSMjPMjQaxFYjworRmqhVMwnjrX+dP38+uru7uSZGgUAAo6OjXAJcFs1G/durQU7f9fv98Hg8hvuqxfslXyfd8bmcZFbX16fbii0bCiF21VXIyun0FQpuM5PwmcqOHcCJJwJvvglYrcDttwNf/rJ+3bxMKpVCV1eX4edW7z3K5/MYGRlBf38/l5BSb4dHTFitVixevFgxlatGCAPSfSovQPFGoM1GrMuNr2YhQr2AVm1qutFxyG0yJycnlR8z9dONjY1wOp0l70ElfgKCICiRc7vdrvl/AHWLmsuYXdjh3YYRVqsVHR0dNc3E4L0OcovTWu1Xj3xeKhG64w7p99NOA156qdD4boYkRxEEQRTAq0OpRp6YG+wy+UoffjjsGzdi8ItfROxrX6tJ1FPLHZfXBMnn82m6W/PWv3q9Xm7H+8SuvEGHwwG/31+2/rKlpQUA6loHn81mS3rdV1qTa9a9XG8cT6s528iIJOIr7HIASJkBs13EA8DChcCf/wycey7wyCPARRdJdfM//SlQZDBfgNfrxaJFi/Dee++VTVFW+0+osVgsaGhoQDAYxMDAgOKboEd3d7dSzzw1NcXVn37z5s1KW7Vqs08SiQRaW1sNOyjI8NQ5G40vFvda9xZPRDmTySgZPJW6s8vHY/R9ovc8b+RbNuPUOkYewuEwgsGgYqbJIyCrNQU0olqfgUoXcVpbW2vu9M97HWw2m2aGW22PRfre+tWvpN9/8hPp+0urnGiGJ0cRBEHoQkKemDuIIrIf+QjsGzci73LV7K+z1kSNx0wol8thy5YtmiZ4PK7R8kRHTh3l7RMt1xQ7nc6yopnHyKlWVNsr3uPxmJpQ6/UX5u1eUE2Xg7kQiVfj8QAPPQQcfDBw9dXAPfcAb78NPPYY0N6u/7p0Om1YZ5zJZDA2NqYrKERRhNfrNRTy+XxeWcgyA2OsJu0V4/E4xsbG0N7eXmCyZ0aYmXmNXuS8paWloM44m81yfW/wCMGenh6k02nkcjnNn2w2y/VeygtuLpcLTqcTTqcTFoulor708nvG26bO7/fD7XZzjZWphzt/MWYXdmQqMSWtdSp7Je70vP3fK2VqCjjlFOCJJ6RpwL33AmecIT1XzguUIAhitkFCnphTpBsa4Abg3rQJno0bq0qNBiQhoZXSwiuAc7mcbjRLb4IoMzAwgJGRESUdlQe73a5M/rUiPTabTUl/lE3DppNKe8WXi+jL2O12xZVbFEXNOn/uVnMVdDmod63nnkQQJPO7T3xCmiC/+qpkgvfYY8ARR2i/hvce4Yme8+D3++Hz+ZDNZrnqg+fNmwen04lUKsXVi12vDl4URXR3dyOTyWDnzp3wer0lPcKN0tPNpLSX62ve1dWFaDSqLALW8h7P5XKm6661iEQimtFYs5Fvs+nkZvqOF1NLd/5awutOX4tUdq2FpmQyaTqlv5rrwEMqJZUDPf88YLdLmUQnnFC33REEQexRSMgTsw69yBV77DF4774bAOB9/XV4v/QlpCMRxK6+WrNOniedM5fLaUYMzUYU9FKI5Qlif3+/Ziq8HMnmnfiMjo5qiuSJiQmkUilMTU2ZOu5ak8lk8P7778PtdsNutyut5Ww2m1KjWy69VyuiL3cO2L59u+H+DXu7A2AWC8SREe5zKjC128MT+3rz6U8DGzdKE+O335YiWz/5CXDBBaVjee8RrdKTSrYTDoeVaPjQ0JBhdNfn80EQBIRCIfT395cdL4oilixZgvHxcU0ht++++yIWi2FkZERTPJdLTzf6zKtfwxOBVX/XuN1uw+85m82GpqYmrsUMl8ulbLP4Z2pqiqsNnt71NBP5riSdvNoU+Eqj5tVglKVRj1R2XsFeqSFqtddBTXGa/Mc+BvzbvwGvvCJlEj35JLByZU12RRAEMSMhIU/MKvQiV9GNG+E+6yyIReLM1t+P6BVXlDjXRyIRWK1Wromn1mSJp2ZbTbkU4kQiYdhPmNe5fmhoCE6nE4Ak6lOpVMlky+PxwOfzwePxYMeOHTVzp+dlYmJCaTEmIxtPGaVmakX05f7YhuxqF5f89KfR8OtflzjUK+TziH7ta9zdDtra2qZ9gr8n2WcfYMMG4JxzJKfnCy+U6uZ//GMpAibDe490dXUhEokgHA5rTvDN+iPwlK2oxQTPeDkaHYlENBceRFFEW1sbkslkWdHc3d1dsJiWz+cNu1d0dnair69P6W9vdL/K3zW5XA69vb2Gi5VyVgEPkUhE97PucrnQ19dnOj1eDU/k22w6+WzNlCmXpSF3G+HpQy+/rtJ96gl2s383jK5Dudp1reeefLLE3xY2G5DJAKEQ8PTTwLJlpg6RIAhi1kFCnpg16EaupqZg+/rXNduJCYyBCQJabrgByRUrgF3Ro8bGRm5xrDUJ4pn8F6MVLU8kEtz9fuWeukYUL06Iogifzwefzwev16tM2hOJxLSLeABoaGgAINVQyz+MMaTTacPXFi+IMMa40n21+sbrvZPCrufUnxktZqtAqAVeL/Cb3wDr1gHXXgv8538Cb70lCfvWVmkMzz0iC/Te3l4MDw+jpaUFPp+vYIxZYQ6Yr2vWG2+1WuFyuTA6OoqhoSGMj48jGo3CbreXRC4BGIrmfD6vtOYzA8+9oSYWixnWjRe3bzOzWKJFJddJbzvlFsZ408kbGxvh9XrrnilTiz7nxRhlafD+LQD4U9n19lnN3wjelH6NpjPo6JC6ZAClzzU0SG0xi5HXgb/5TRLxBEHsHZCQJ2YF5aIwhk7kjMEei8GzaRPGDj1UifyZjfQVI0/+u7u7uSY7Q0NDcLvdptJk1YTDYQxpzV40kFMpfT4fXC6XpplcLR3rXS4XmpubDVvlyeKhOMKWyWQwPDxsaGoGFGZI8Ezq1X3j1ZSbahd/ZmREUVTe170hlb4cggBcc41UN3/aacBf/iLVzT/++O5JtJGg9vv9GB4eRn9/P6ampvDBBx8onRocKlv8SgzHzNY1lxufTCbR1dWFiYkJbN++HeFwGCMjIyWRSx7cbrdybul0mmtBsbGxEX6/H5OTk1wp8EYiXhRFLF68WDnmWonwehnDqcUyr7Gd0+mse6ZMte36tOD5bmaMwWazoaGhQfFo0IPnutX674EMT0r/448DJ59c8vWM7m7gpJO0X1Puz6AgALfeClx6KbnREwQx9yEhT8wKygk2s07kcup5LSavgUAAPp8PW7Zs4WqfpG6TNTk5yfUaGZ/PB8aYYSouUGgoxRhTTOBkccIb1eIlk8kgn89X9H4KggC73c7lTg4UZkgYnkMuh5Z16zSzNXhQf7YikQgaGxv3avGuxbHHSnXzxx8PbN4MHHUU8POfA1/6kvS8kaCW28z19/djaGgIqVQK7733HsLhMJqbm5XrXYnhmBzdlYVgIpEo+zq9aLDf78e+++6LDz/8EJOTk5opzbyRy+bmZmUfqVSKS8h7vV643W64XC7Den6e2mXZ+0MQBOW99Pv9FbeHVFNrY7hKeqQD9XdGN+NtoEU+n0c2m1V+MpkMstksJiYmuM5V7pAASNfc7HUrdpuvRwcTo2uQy0nRdq3kgkqbSTAGdHZKqfjkTk8QxFyHhDwxK1AmGbvqnK0DA8g2NWFs6VJkGxv5trHLiVxtBqUXQRIEgbsXuMViQVtbG1eafaVtsmw2G1wuF/dr5QmUXsSo1q7BajO66eoVDxhPFI2yNYyQPzM2m41EfBkWL5ac7M88U2r5dO65Ut38rbdKdatG6dKiKKK1tRXhcBixWAyjo6MYHh5GIpFAc3OzkkVjVpgDlUVNtdKl7XY7Fi5ciHfffbfilnXFn9961P8Hg0Guxb6urq6ChUT5PeFpD2lErYzhKu2RXvw+1zr9nSeC3dPTU9CaTy2Ys9ls1WVN6s+M2cWTShdHzMCT0v/yy4Up87WkDgkGBEEQMw4S8sSswGq1atY5Z5qakN1Vc60HEwRkIhGpFR1K66zVk6CJiYkCY6lUKsU16QsEAhgbG+OaQPv9fvj9fmSzWcRiMcPx8mu2bdvG1adXnkCVixhVspjAQywWw3777cc1qaykV3wwGCzYjtvtLhuBrLQffPFnppZOy3MVn09qR3fddcC3vgX89KdS3fxvfyvVtOoZWalxOByYP38+UqkUent7MTU1hd7eXgwNDSkmX1oO2pW0aivnIq+3fVEUq+o7X/w5qkf9vyiKXN9DxdlA6sW4evg+mBXT1aR7q9+zWqW/5/N5ZDIZxVzTSATncjnDMghBEGC1WpUfm82GfD6PeDxueDzFi5i8iyeVLo6Yhec7s55iW/bqIAiCmMuQkCdmBZ5nn4VHo87ZOjAA28AA8hYLhHweEISCtmJs10QitnZtgXIonoTJkyD15FaehPFO+uR6XyPUbbIGBwcNJ4R2u12pjZdTYMvtp6WlBQDqUvNohHqRpJa94mVzp5GREYTDYUxNTWF0dBTxeLxsZKuSfvDqz4zN6dxrDe0qwWKRjKY+8Qngi18EXnoJ+MhHpFtP7fEmG1mtWaO9Ha/Xi3333RcjIyPo6+tDOp3GBx98AIfDodlCsRat2gBj4R8Oh3neBt2e83q1/EDt6v95jOvKodUqs9qIthkxnc/nMTU1hUQiYfocit8z3oWcXC6nRMtlsS7/yI+ZKYOScTgccLlcBWJdFuxWqxUWi0VzgdNooaDSXuz1qIU381kvph5iWxCk75fly2u/bYIgiJkGCXli5pPLgV16KQQtV3pIDuO5cBi911yDlhtvLIzYRyKIrV1b0kZMKyW72prHeqTJApIhliAIaGpqQmNjIywWCzweT9mJ/+joaF3TJsshCy65P7zdbi/4/+joqOle8S6XC++//z6mpqawdetWvqhoLgfk88gGAhATCc0aeQYA8iLQLvKtrZhctw7hE0/c6w3tKuW444DXXpN6OGsFJbu7JYOrRx/VF/OCICAcDiMQCGBgYACDg4OaIl5Nb28vbDabUgNudA9kMhn09fUpmR1GEVTeTJaOjo6C+nOjz1E19f9aj5vtqKGmOGOp2oi20ffq+Pg4LBYLJicnMTU1Zdqhv7GxEU6ns+Q94xGtnZ2d6Orq4s6ysFgssNlsEASBy3RPziIxQ62MB7WoxhtFT7BX4ocgt5Pr7tZ3oK8Eebe33UZGdwRB7B2QkCdmPPk//hGWMhNsAYBtcBC5UAhbn322pIa++C+6VjSDt+ZRFMWyRlk8qeHqul6/318yQdLa7uLFi2FXNenWmvg7nU6kUil8+OGHGB0dLXsuMjzGWGZhjGFycpLbXboYrV7xABAKhRCLxbgm3VplGCXHuesadt50E3KhkPKZaVqzBl6KwFfN4sX6zzEmTbovu0wyySs36RZFES0tLXA6nYatGrPZLN5//31Tx8ljsCiTy+UM71dAEsOhUMiU2KpVXTmgH+XnOXYAiMfjEEUR6XTa9OKmXJYk14YbLY5odeIQRRE2m43rO0Qv+4dXtMrfJ7JIV//I0XP5R46gM8awZcuWukTNgfq5/1ci4nkEu5nPrVarOS0EYXcCnvr/6t+LFwE6OiQRr7c4SBAEMdcgIU/MaBKJBEZffx0dHGOtAwOAKBa0C9NCK5rBM+nL5XLYuXNn2WhUuQk0gAK3a6vVilAoZDixlnusq4U8IE385VTjkZERLvfrYmot4q1WK+bPn6+kpcp94uX/8+yvOCIIQClD4EGv3RxDYcs5rWwNq9UKj9/PtR+iPC+/rB2Nl6mXu7TFYlHuFR4h6HQ6IQgC0uk0l8gNBoOGbSB7enqQSqXQ3t6u1NWbjVpWUlOuHi97cRT3ut+5c6fhOcbjca467a6uLgwNDYExhmw2i1wuV9F3itfrhc/ng8PhgNPpVL4vKxHL8vuQTCa59t3S0oJQKKTsk4d6Rs1laun+L78nvIurev3fq11o0ms1p4UsygHtHvO33SYtAvJ4bxAEQcxVSMgTMxY5JdNj0pW+HKIowq8h1MxEKoxS7dUTMNkYSSslN5vNarax0mJ0dFSpq5+amkIymcTo6CgmJiYKxjkcDqW+tV9dlFwDfD4fvF5v2cyF1tZWuFwuuFyukufkGneePtjF14M7JbRMuzmlDCMQQOfNN0sLPkWzvtbWVkqlrxG8pbi843jbic2bN0+5V3iE4D777ANBEJBKpbhErs/ng9vt1o2WptNp9PX1IZlMYmJiAqFQCMPDw6ZS082ms/OO56mft1gscDqdmJiYMMx+YYxhfHxcdzuCIHAvjmj1GzcrlitxY1cvHJihXlFzNbXI0jD7ntSrQ0e5VnMyTU1Sp4v29kJRXk6wU4s5giD2ZkjIEzMSdar72NKlyHm9EFMp7bFFDuPlkGtniydHlfQc1jKFkpEnsLFYrCKTpGKGhoaQTqc1a0jdbjd8Ph/8fj8cDociYGpJY2MjIpGI4rJcyeRV7hfPQ/H14J2EGrWbEwBYEwlpFqiavIuiiLa2NjK1qyG8Rlb/8z/Av/0bYKRX6uFBoRaCPNsXBAEul0tZENSLlno8HnR1dSGdTmsuqBm55ptJZzc7PhQKlV1AbG9vRyAQQDweNyxlkLcnlwipf8wsjuh9/5oRy5W4sVeT/i4fX62i5vWgkvekXh06eFrNDQxIIr5YnIsiCXaCIAgtSMgTexS99FF1BNb30kuw7BLxxenReq705dCaqPNM4ovRSgGXqUeLH7nuXRAEpb7e5/PBZrMVjKvG0EiPwcFBxONxJcJX6eSV533W6nOvu9CSyxV4Ilg5e8aHp6bg2pXp4fV6Z9Tke66wfLmUAtvdXT4K99BDkrv9zTcDX/jCbsOqYurRqk0tBHm2zxjDjh07MG/ePNjtdt1oqdvtxqJFi7Bly5ayUe3ixUAer47e3l44HA7k83muFmfyPrTa9qkpfk94FzcDgYDu+2B28UVv+0bfN5W6sddCtNbS26CWmH1PaplJoEWtM3QIgiAIEvLEHqRcOqj8mGPrVnRcfTUEAKP//M9wbNum60ofiUTQxyHktCaolTo9yynvaurR4kdGdq6XU0HVrYrkCW693OqLI3w8k9dKesUXR+3VZlTq+lstQ7ucz8d1LrZ58xDY1aaPqA+iKLWYO/lkbbMqAFi7FnjkEWDHDuDUU4E77wR+8hPgYx/T3matW7WZ2X4wGMTw8DAmJyexfft2dHR0wFfm8zY5OWmYmp7JZLB161ZYLBYAkmeF0f2bzWaxbdu2smOK99Hf3182Ct/U1ITm5uaC96QWIrxWteRGYtns4mW9RetMgPc9aWxsrNtipuxO39sLcK6xUv93giAIEwiMt+/KXkYymUQgEEAikdCsqSaqgydiLQ4PY5/TToO9uxupww7DzjvvBCwWTVd6m82GxYsXY+vWrYYTz/322093wlJJjWU0GoXP58PU1BQmJycxOjrKbbQk4/P5uJzmOzo6lFpSvYUQ3n72lWL0HsqUW6gByjtqt7a2wuFwKL3ii8sT1IZ2BRka2F0Lr9lublcZxvjbbyPY0GDirIlK0XKpjkZ3u0tPTgI33QT88IfS/0URuPhi4DvfATTKpgFU39fcCL3tyy7usjdFc3MzmnZ5cxSPTyQSXKnplSCXuMgmc9Wid08bfU9Ho1HuFnT1rCXnLQMIh8Pw+/2zPgOn3OefMYaJiQnEYjFd/wI16r8plaIW7HIN+5NP8rnTy8j933fsIMM6giAIXh1KQl4HEvL1g8eESshksOD88+F5/XVMRaN4/8EHkSsz2ZAnlLWYeMpR7q6urprUtxthtVrhcDi4XOcXLFgAr9dbl9R9M9hsNjgcjpJ2TfKPXq94mWg0qhklHRoaQiwWK7/zXA77HXMMbH19+r3hAUAQIKi+3pR2c7fcgvB5583IdNi5itZEv3iyvnMncOWVkvAHgOZm4IYbgDPPBHYFrGcE+Xwevb29GBkZASCZpWWz2ZIFK6NadJlIJKKYQ05MTHBlFcnfA7w16DzI2yymViK81osv6u1lMhlT71u9qedCk94CaSQSAWNMyRrhxcx7wivYzfaGl9+aRx+l1nEEQRAAvw6l1Hpi2jFM+WMMrdddB8/rryPn9eLDn/ykrIhXO9GXa//Ga2YmCAJ8Ph/a2tpMiWVRFOFwOCCKIncfd2C3AZ8RchprPVP3eZHby1WKXq/44np/LXgM7QAgGwzCuktsAbvLMCY+85mqDK4I8/CYVS1YADz2GPDcc8AllwBbtgDnnAP8539K6fYHH1zdMfAsJvBgsVjQ3t4Ot9uN7u5uTdEkd6Qw6tte7BAuL2bxprPzpL8Xl6ToIXfYKBaftTJ0q2UteSWZU9Ua2/FituOA2W3rGRt2d3crvwuCAL/fj1QqZfj5431PtDJr9AS7kYgXRel+lKH+7wRBEJVBQp6YdowmX+EHH0T4scfABAGdN9yAqUWLyo4vdqJXTzwHBweRSqXgdDqVSDvvJDQQCGBsbIwrTb2trQ3hcBgAX8aBGsYYXC4X/H5/2aiSXEsqT7aN4J3AV0IkEoEoioqgV//wJPno9YrnWaCwcrbs673qKmQjkZIyjGidXJmJ2vCpTwF//7tUX/+97wGvvAIceihwwQXAdddJ4gEwJ8y1REhHh7SPcuKh3D6CwWDVXSmK68PN1pTzjG9oaODKDCg+F7X4nEmGbpVmI9XLjV2N2Q4CPDDGkMvlkMlkuFp3RiIRhEIhWK1Ww/eK9z3R6/9uJuquJpeT2sxFItT/nSAIohpIyBPTToHZXJHruDA1hdYbbwQAxK68EqmjjuLaZrGwlSee4+PjSKVSGBsbU6LeZqIjvPXmaoM2s8Z5bW1tCIVCSns2vTRWr9eLeDyOwcFBru1WIuLlxQujiKBen+Hp6BWf3VWTbESupQVjhxyi/L43GFzNFex24OtfB047DbjqKuDBB6XI/G9/K4n5xkbg8sv5hLmeCOnulh7XS+c1Ev9jY2OGIj6Xy6GpqQkjIyOmzPkAfkM/o/F+v79k/3rHqqYa8clDJennlWQj6b1v9Uj1Nzq2WCwGr9ermBrmcjnNf4sfM4PL5VL+xlba6169gNXcbNz/vRIiEcngkiAIgqgcEvLEtCOng7qfeabEdZztqmseOf54DJ15Jvc2tZzoE4mE6R7Oesdq1C4NkAyX5AlhIBDA5OQkVyTMbrcrE8jiNFaLxYJcLqeYOdXT0qK9vR2hUKiqKM509IofW7oUmeZmWPv7yxraTR56KObPm4dcLjfj+jsTfLS3Aw88AFx4oZRu//e/A1/+svZYLWGey+mLEMak2tzLLgOOP74wIsgj/v/lX/g+rw6HA0uWLDElGs2msxuNr6Qjh0xxizygehFcSfq5/D3I8z0RiURgs9l0j63W6e/5fB7JZNLw2DKZDDZv3mx6+4D03crz/V98DGY/S1oLWPWA3OkJgiCqh4Q8Me0IgoC2V16Bb5freMFzjIEBGD3ySP2G0kVo1fnxREd6enogimLZSQ1vb2m14ZQ8IeSp9wZKJ175fB6ZTAbJZBKpVKpg8ma32xU391rT19cHi8VScRRHpua94osRRYx/9KMI9PeXuNPLhnaxtWuRZQyCIFTtyEzseY46Cnj9deBnP5OEt54wB4AvfQn405+AeBzYurW8IGEM6OwE/vVfpZZ3DQ1AOAxce62x+H/rLb7Pq9VqrSg13exryo0v5x1iFPEtLoOpVgQbpZ9ns1nY7XZMTU0pP+l02nQ9vN59byb9Xf4ulqPkev+vpLzCarVCFEXNf7UeGxsb4zI21GuvyvNZ0lvAqiWyO/3y5fXbB0EQxN4CCXliWmGMIZVIwHXNNSWtw9S0/OhHSH7qU1yFc1oRYp407Vwuh507dxpOQvUmwXINermUVB6sVityuRySySQSiQTGxsYKxLvD4YDf70cgEIDdbsfWrVu5t22G4oksbxSnFr3iAcDtdnPV9bv/9jf4168HAOSCQVjjceU52dAuuWqVck7E3MBqBT7+cWORkUhI9bdmePZZ6YcHWfxv2uRBa2v5BSsAGB0dnRHZIFr3dDab5WrbFo/HIYoipqamNMcbZTkxxpR0cqOym3ILsLy+H3qLgjwLvF1dXYpfQD08RuSOHWY/DzwLpNUY+pXLXqkV8infdhvVxBMEQdQCEvLEtCFHchwbNmBhmRZjAgB7LAbPpk0YO/RQ3XHlnOjNCDieVHv1JHh0dBQjIyM1m+TFYrES52u1eHc6ncrjvEZ31R6PPNE0iuKUi85Fo1HdCOD4+DiGh4cRDoeV9zQejxu+p8L4ONqvvVYpv+j+7ncLPBZkQzv1sRBzB97y6M9+FjjiCGBggE/Un38+EAgAg4NS+v6mTcavicUELF1qnLI+NDSEiYkJRKNR7iydWqCX/q6+p1OpFNe24vE44qoFMz26urqQSCSUBU71jxlsNhtcLhccDofyY7fbYbFYDI1Ey4lZngVexlhBRw5BEJQ0favVqvl/m80GQRCwdetWw2OrRMTLx2HGCNEsL79cu3R6QZAWBIpd7cmdniAIorbQLJeYFtTpjB5O13Ejd3K5xY7maysQcFq1oMX7y+VyGDJh1dvY2GhoTieLeIfDoSwYyC77Y2NjBbX30xFhzmQy2Llzp2KaVDxxtexq6m2UohqNRjVrg+Ve8b29vejv7zc1yW+59VY4OjuRaW1F79q1gCjqLvZMV7spYvrgrau98kqp3V0uJxnkdXdrRxrlNN+f/3z3+s/69cCKFXzHYlSGAgDd3d0YHx/Htm3bEI1GFSFtts7czHje9Hfe9nUulwsTExOGC22MMSSTybJjeIhEIrqp8dWIWd7vz8bGRsX53WKxcIvjegptoHLzOh4q6WhqJNiPP742LR8JgiAIbUjIE3WnOJ2R13XcaFw2my1pYSbDM0EtRu6j7PP5NJ+vZ/922WhORm8iPl313mqX/2IsFgusVqthH3m9XvENDQ1IJpMYHx83JeI9r7yChocfBgB0ffe7yOtcJ5npaDdFTC/Ll0siwUiYy/W3oii5zJ988m7RoR4LlKb5Gu0DADwe4LDDpP8blaE4nU50dnZicnISO3fuRHNzMxwOh6k6czN16WZqwHmivO3t7QgEAorhphGBQABerxeiKJb8jI+PV1znrd4+YE7MyosgxZlPeni9XjgcDq6x1R5bJfswY17HSyXmczyC/eijqzosgiAIogwk5Im6U5zOOLZ0KTINDbAODZV1HR9butRw23pC3WwLOJmuri7ddH3e9miVoJ6ElZuI87aeq5ZQKASLxVJg6iT3iM/n80in04bb0OoVL8PzejWW0VG0f+tbAIChL3wBY4cfDkBaFEgkEnWbNBMzi0qE+Zo1ksu8Vis5rTTfcvuQGRsDVq2SttvWVt5MzOFwYNGiRejp6UE8HtfspAHol/iYEea8LdDkzCPGGERRRENDA+LxeMHCWvF9xJvlFAqFdN+LWtV5mxGzWosg5ag2k6deQltNJeaJWqjbzDU2Am43MD6ut0+pi8R99wH9/STYCYIgZgIk5ImaoZf6WTyBEkdHAUGAAJR1HefJwaskclOOXC6nTI79fj8mJycxOTmJiYkJ007xVqsVExMT3GOB+kb9ebHZbGhrayuZeMoiPpPJcPez13rfK1kQab3pJth7ezEVjaLviiuUx5PJJPbbbz+Mj4/XbdJMzCzMCnP5NWbSfPX2EY0CZ50F/OQnwIYNwCGHAI89BuxaV9LFYrGgo6MDbrfb0OytWGgbfR/09vbCZrMhn88r90E55AW2XC6naeAZDAbh9/tL7qNaiPBa1nnzeniYXcytRSZPrYR2PTHTZk5+O26/HVi5sr7HRRAEQfAjsHo2pp7FJJNJBAIBJBIJ3TpsYjd6qZ9NTU0YHR1VTJWETAbzL7wQ3o0bkQmHAVGETVULn25pQWztWoyvXg3GWNnUa5vNhv32289w0sUYQyqVQldXV0VtgiqFt++v+jxSqRRX6qmhe3MuV2ICF25qgs/nQz6fLzu5jUajhtFs3uNcsGBByYSWN0VXxvfHP2L+xReDCQJ23HcfxosyNbT2Qcx91NHEetXf6u1j2zbghBOAf/wDsNmktnjnnWe8PTP3tyiKml0xakFDQ0NZrw+97wAjYczz3SFvp57p54D0vW9kjKdmb8rkMWozV1zzHo2SSR1BEMR0wqtDKSJPVE251M/eri54Nm1CYGAA2cZGBH73O3g3bkTO48HOu+/G1KJFmq7j0V0Fe7WK3Ph8PrS1tZmOzshGT06nE06nE319fdwTQ8YYnE4nAoEA+vr6dMepz4M3gl9OxPuffx4t69bBrtpnvq0NljvuKJiJVTORrjQ6V+wIbYQYj6PtO98BAAydeWaJiAeoxdzeiijWP51Xbx/77itF5M8+WxJF558vOd3Laf16Cwy8n9V8Pm+qK4bFYlEc8aempgzHGxl26hl/1qoGfDrSz3kzfxobG+H1eveaTB6jNnOCALhcwPPPa6fQEwRBEDMHEvJEVZRL/dQSlICUPt95442YWrwYAApcx7UMnLTSP2UDJjPI47u7u7kmyS0tLWhoaCiY3FksFq7FAIvFgpaWFoRCIQiCALvdrjv5dblcGBgYQDwe55qEl8P//POIXnFFySzN0tsrhWAefRRYs8bcRFojLCmIomGKbDAYLKn9N1PmAACtP/whbIODmFy0CH2XXKI5hlrMEXsCn09yxP/hD4FvfUtyvn/xRamPvforsaNDSkles4b/s9rW1gan04mJiQmuUpt58+bB6/WajkLrUc7folYivN7p57zvgdPpnDMZPTxZKkZt5hiTnhdF4NRT63u8BEEQRHXQDJioCr2oh56gBAAwBouO2Vl7e3uBa7x60ij3MhZFUUmXNzuBDAQCEEWRK72VMYZEIlEwUQ0EAmCMGaaGWywWRcQXn0c2m4UgCMhkMhgcHOSOwhuSy6Fl3TqAsVITQcakUMtll0nFwqLIN5HWKqTcpUwCu6L7xeJcLikYHh5GKBSCzWZDf38/BjjbDsr4n30WwaefBhNFdF93HZiGizS1mCP2JBYL8I1vAAceCHz+88C775aO6e7evYZ24ol8mSzyd4e8yMeb+cJTgx4KhTAyMmJ4buX2OVNrwNU+LbyZP3NlIbDMVzXWrAEmJqTP4HXX8W1vD1u1EARBEBzMjb9gxB5Dc7JXTlACgCCg5YYbkFyxoiRcoFUPKk8aZZO1TCajCOlyLZv04G1Np06HV++HZ+Kn1RpPbRRX3NrN4/EgEAhAEAR0d3dzn0vBNjZtKsl+KIAxoLMTuPZa4JOfBJqbgUhE+tduLx2vV0ipUiaBNWtKonMulws7d+7ExMQEduzYYa7ON5eD929/Q6C3F8F16wAAA+edh4mPfUxzOLWYI2YCn/kMEAhIYqmYwjU0c2ZvlZjDGaW/i6LIJeRFUUQqlZo1JpKVZPxM50JgPT0djL6qV6+WSkHicf5tVtKOjiAIgpheSMgTVaElao0EpcAY7LEYPJs2FaTV620PkCZpWgJXr2VTOSppTSfvR23cx/OafD6P0dFRxONxpFKpAvM7l8uFQCCAQCAAm82mpMVWipU34n3DDdKPmlBot7CPRKReRA88oJtRoY7uC6JYEp2LRqPYtm2bqXr4xpdeQvMPfwiL+jrbbPAsW1ay8LI3GVMRM5+XXwZiMf3n5TW0l18Gjj7aXJ15JXXp5dLfGWOGC5kWiwXd3d3cfe5rhV7nEyMqcacHpm8h0ChaXg3lat7lx55+Wvp3/nzgS18C7rxT+rxqvUYQpGNbvry64yIIgiDqDwl5oipKotu5HDyvvML12mLhqRcd4WnB1NPTo0xQeSZ/lbSmAyTHdV4GBgbQ09NTUI/vcDgU8e4oShWvpk+9dWAA/j/8gW/wIYcA2SzQ1ye5GeVywMiI9MO7kFCoTEqettlspibI/uefR+SKKyAUzyyzWXjOPRdLfvtbjB1zzKyJDhJ7F7xpyPI4s3XmldSl66W/8yxkapntlVs0rVSAq9HrfGK0eFBJy069RZB6RM05Epu4xPzUFDA8LH1NDw/v/v9rr/G1kLvhBuDKK6Xz+djHpH0LQuFxyZdMNm0kCIIgZjYk5ImqEUUR2WxW19xOj2xTU8HvetERHoGby+VMp9sXT44zmUxZd3mZUCiEZDJpmC4uG9fZbDYEAgEEg0FFvI+NjWFiYqJg0luJiLfFYmj85S8ReuwxxXeAAbolDejoAF55ZfcsLZ+XZoN9fbt/+vuBF14AnnzS+AB0JtByn2ouVKUYJeyK/guXXw7vjh00uyRmJLxpyOpxZuvMa1mXrreQKbe8K9c2s9jRvlIBrqZc5xP5cb/fj1wuh6mpKaTTaeVnfHyc67szEonAZrPpLjTUI2rOEy2/4AIpOh6Pawt1+f/VWqlEo7u/PteskRYQtM6X2swRBEHMHkjIExUjR0KmpqbKm9sVv04QkIlEpFZzkCaPbW1tupM+swLXTLq9PDlOJBLcZmxyFgLP+NbWVoTDYcNJb3Nzc2ndqkYveHkmZuvqQtM99yD4xBOw7NrW2IEHYuLww9Fw553S63lCLRaL1DS4oQH4yEd2P/7xj/MJeR0FY+aaeV57ja+2Xyf6TxB7muXLJRHU3V3+K7CC7O+6oRXlB2BoBJrJZAr62xoJcKPvYJ6Iemdnp1IWUCk2mw3BYFDzuWqi5tksMDi4ew1UvR765pvG0fKhIeCii/jOwWKRqqBCISAcln7SaWnd1Yjir+o1ayTf03rV7RMEQRD1h4Q8URGJRAI9PT1S1NXI3E4F2yUoY2vXKjMGQRDg9/t1X1Opq7BeL+RizNZXmjkecZc7fLn9ZLNZ9PT0FDymld2QjkQweO65cP3jHwj+7/9C2BXxTh16KAYuvBDef/s3NDY1QVi1qvpQC48yiUZ1Cyl53iNbLIbQb3+L8IMP8h0T2SgTMxRRlCK3eunK8u9nngm88YaU5jwTzNKLo/y8pUOdnZ0lZUNa9PT0QBAExfCy+CebzSo/Rsgi3mazwW63w+FwwG63I5/Po7+/3/D1et9JPFHz884DNm8GBgZKBfvQENf6dVkOOURaOw2HC0V68f/9fknMFx//ggX6X9Xlat5FkdZGCYIgZjMzYCpBzDaKBamhW7qKTCSC2Nq1SK5apTym5fCuhtdlvmRfmQxSqVRBO7tizNZX2mw2uFwuxMo5W6mQJ4+8+2lubsbkgw9qZjfY+vrQ+sMfKoslqcMPR/+FF2L84INhs9kkES8ItQm1lFMmMnrbzOXg2bgRoU2bkA6HCzIJwBg8r76K8MMPw79+vbIYwQXZKBMzmHLpyrfcIgn4666T/v/mm8DDD0uekjMJM4uUPKUzuVwOH374YTWHpNDS0oJwOAxLkZKVW13ytugrxqivOiCluH/jG/rPC4J0LWWvUNk3dGwM+MUvym8bAG66qXJBbbSIBFDNO0EQxFyFhDxhCi1B6njvPa7X9l9wAfq/8hXNGYVRz2KzLvMyXV1dmmn7+Xwek5OTGBkZMbVAEAwG8f777yv17+VQTx55jeyEfF43u0H+Pe9wYMfdd2PiwAOV50r8BWoRatFTJqGQNLN96CHg1FOBz35293O7Ck2Fri6073ooHYmg79JLIY6OouHhh+FQpe6yo4+G8O//Lrkw9fSQjTIxqym3hnbyyVK/+bPPBv7wB+DQQ4EnngA+8YnKTNbMvoZnPM+iqc1mw7777ovBwUGu8iI5gi6KIqxWKywWC6xWK0RRhCiKSKfTXAujTqezRMQDlbXoU8O7jnvUUcDhhxcKdfn/jY26a5p4+unKouVmoJp3giCIvRMS8oQ2OrM+tSB1vfUWGn71KwR+/3uuTY79v/+nO9M0igRV6jKfy+XQ2dmJfD4Pq9WK8fFxxWjOTL2lIAhwuVzKxFUURQQCAQwPD+u+Rj15NBT+u+rh7W+8YZjdYJmagmVXW7e6t2HTUyaXXAL8/OfAaacBf/mLVCT65JPSrLEIW18fOq69VlmIyHk8yJ52GhyXXQZBrsu32SikRMwJyq2hnXwysP/+0i31/vuSMPzyl4Hf/MacyZpZYzbe8byiWBRFeDweLiHf3t5e1qSPMYbBwcGKI+pAZS365D9x77xjeAoAgO9+1/za6HRGy6nmnSAIYu9DYNW4x8xh1GY+5eq35yRlZn3DRx6J1P33o+HXv4bnjTeUp/N2O4R0WrNGXja32/rMM5qzCpvNhv3224+rXZHc5iiTySAWi/E7o2sgiiLsdjsmTNoBh8NhRCIRiKKoaV4nTx59Ph+SyaTSQ14Ps27/ABD/2c9gPeOMPdeGLZ0GPvUp4KWXpGJfnhpXqxVTN9wAx3nnQdC6p7Q+d9EohZSIOcfwsJTMorcGKt/SWiZresZseq8xOx7QNuUsFsWMMWzZssVQgPN8txv5lESjUa7FSt42eFpfNXrIUfNqmmbQVxtBEARhBl4dSkJeh71WyJeZ9THGkAuHYd0Vhc5brUgceyyGzjgD9q4uqa4bKOwFLghgADpvuaWgLl4N7yStGLMmdaIowufzwe12w+PxwG63A4DhZFTNokWL4Ha7Cx5TTx7FXTO9RCKBZDJpaAaldvs3I8fZCy9AWLHCxCvqwL33Al/6krnXvPhi+bBWPRo5E8QMJJ2WUrJHR7Wf1xKQsrGZngBVvyadlhJlDj1UMmXj2Yf69mtpYVi6dAyM6YviWglweVtmIuqVovcnTotyix1moa82giAIghcS8lWyVwp5o1niLrKBAIa/8AUMn3JKQS94zcjyrrBDYuVKzbT4SkW8TCKRQHd3t6FgBoCOjg4EAoGSiE0ymeReEFiwYIFmmujk5CTi8Tji8XjBOdrtdgSDQYiiWGp2l8thv2OOga2vj1vEM0EAa2uD5YMP9uwskPOzUsKDD0qhSILYy1m/HuBZi1u+XBJ+Vqvkmv7cc8avsdmAXdU3XLz4opQlUEkf9VoKcN6IeqWY/dqiqDlBEASxJ+DVoVQjT+yGx74XwPAdd6D/oINKHk+uWoXkihXwbNoEx/AwWpcuhXDUUYAoIgAoPYszmQy6u7sBSDXs8Xi84klbIBCAKIqGvY8BqU69OPputVrR2tqKUChU2sddA/Vrs9msIt4nJyeVxy0WC4LBIILBIFwuFwAp6l+MGbd/YHfrPsuPf7znQzmcn5USyHmeIADwm6y9/LL5bcsiXq/hRDHf/Cbw5z9X1kddqx99pQK8uB1ereH92vrGN4CVKylqThAEQcxsSMgTu+GcWfoyGeh27RVFjB16KMYA+BcsgFc1C1JP0oaHhzExMVHQP10W1WajODxOy6IoahozZbNZdHZ2ck86LRYLEokE4vE4RotyYn0+H4LBIHw+X4G7ciqVKjy2XcZ2fp7QmpqODggzJTxktqc7Oc8TRAG8a1qXXQYsWiTZUGzdCtx5p/FrHnoI+MxngNdflwSpEX/6k/bjjEm37mWXSUZqeqK23gK8VvB+bX3kI9RfnSAIgpj5kJAndsM5sxznFNp6wjqRSGgazMmiGoApMV9NezoZ3gqTzs7OgrEulwvBYBCBQEDXeV/9PlRibCeHh4SZFB4yE1kn53mCKGH5cmlty6g12c03F9bI/+//Gr/mc5+TXvPJTxrvw+MBynhxgjGgs1OKZs9GcauuTef92qXEIYIgCGI2UNqUldh7Wb4crKUFepKWCQLSLS3oX7KEa3NawlarD30xsVjMVGs4QBL+0Wi0ZJ9WqxWBQIDL3b6xsdFwDGMMVqsVTU1NWLx4MfbZZx80NDTAarWCMYZUKqW41DPGkE6nMTg4CGC3sZ2taDape6aCIBVpfuc70gx6JolgWYXwZDJ0dNTGLYog5hByazKg9DbSW/sy+xqe8eedx3e8f/iDFOlfv14Sx7OBxx+XauJXrJA6ZV5+efnx8lcuJQ4RBEEQswES8sRu8nnkPR4IKBWXcn12bO1a8Mzh9Pr+qvvQ65HJZNDX16eIYV4CgQCWLFmCBQsWoKOjA027jPgSiQT3Nnjo6OhAJBKBw+FQHkskEtiyZQt27tyJrq4u7Ny5E5s3b8Z7770n1c/ncmhZt07TnV7r/Z7xUexyCkHmssskF60dO0jEE4QGa9ZIa1zt7YWPl1v7Mvsao/HHH893rD/4gSSGV6yQxPHjj/O9bk8hu9PzWnnM9K9cgiAIgiiGXOt12Ctd67/xDeC665BzOpH3emHbFUkGgHRLC2Jr1+q2kCtGz40+Ho+jy4RJWqV182Zb0wFSRH5Qdc56dHR0IBgMcu/LbrcjsnkzAiecwH8ws8UumRokE0TVVNKazOxr9MbLTu566fda1LItWzkqbdnG404vn7sMfW0RBEEQMwVqP1cle4uQl9v94MUX4Tn+eAiM4cObbkLyU5+CZ9MmWAcGkG1qwtjSpVwzKCPhnUqluBzmizHTpo4xZqo3PCAdt9PpRKpcsegu1C3oePZltVqxZNMmCKefbnwgF18MnHTS7LJLpgbJBDGrkaPXgDkxX9znXqYWXwlaa4Q87fDyeem1n/uc8T5uvRWIROhriyAIgphZUPs5whC5/y8bHMS+550HgTGMnHQSkqtXAwDGDj3U9DY7OjrKuhfzOMxrEYvF4Pf7udzledL3i8nn81wivrhkQNnXLid6rYWP7NQUMn/9K+w8B3LSSbPPUUoUZ98xEwShIKffFwvncuiZ4FUqwNXICwt67fDuvRf46EelRYTinw8+AKam+PYTiQCnnso3liAIgiBmGhSR12GuR+SVdHDGMO+rX4X/xRcxtWABtj3yCJjbXfF2i9POy+7bJPPnz4fP59N8jjGG8fFxxWwuIzdSNkAQBKUO3263IxAIaLapk5EzA7LZLBKJBAYHB+F6+ukSJ/p0JILY2rXIOxxoufVWOLdtMzoQ/fAWQRDENKCOpL/zjlQXb8THPy4J9MMPl1zhzzqrVIAbpeLn80AiAQwPA4ODwGc/K/1bKRaLtE0jXnyR1iAJgiCImQel1lfJXBby6nTw8MMPo+2665C32fD+Aw9g8oADAEh91wFwub2rUaedl0POBjATORdFEW1tbQgEAoojfCqVQiqVwtjYGPI8MzcNBEFAU1MTGhsblT7xxcdms9kQiUQgiiJGRkYwOjoKxpjiRF9sYiffVPJjLBiE8G//Btx//64HVLfddBWcEgRBcLJ+vWRsV0u8XuDYY4F4HBgZkYT78LD0u9mZSCgE7L8/sHBh6U9rK7B4sXGbPlo3JQiCIGYiJOSrZC4LeblO3fHee9jn1FNhmZpC71VXYeiMMwrGLViwAIDUB91qtaKzs7OssLfZbNhvv/240t+B3fX5qVSKy2ROxu12I5PJlETdRVGE1+uF2+3GwMAA1yKBIAjYZ5994HQ6NY8tm82CMYapqSnE4/GCbTptNiz8l3+BpaenxIle2Q6A4S99CeGbboIQDpM5HEEQswIjEzxBAJqbgWuvBV59VWpPF4tVt0+PB3A4JHFvxIMPlk+L16v7p3VTgiAIYqZDNfKELtlsFsLkJKJXXQXL1BRGjzwSQ1/8ouY4dZp8W1tb2ZT4lpYWbhEPSCLa6/XC4/GUiORyjI+PK693uVxwOByw2Wxwu93weDwQBEFZeDCCMaa533w+j0wmg5GREWV/gLRYEAwGEQwG4Xr1VaCnp/w5AnCceKIk4gFp5nj88WQORxDEjEbuMHnyyZL41RLDP/uZ9JV2ySVSj/nTTjPe7hlnAKtWSRH1cFj6CYWkH4eDPxOgtbX883p1/x0dtG5KEARBzA1IyO+FWK1WtNx8M5zbtiHT0ICuH/xAsxe41Vr48ZBd44vTzi0WC9rb2023iJMRBAGtra2m6uYjkQhsNhtisViB0Fa75o+NjWGYI7Qjn4tcZz8yMoJkMlmQqu/1ehEKheDz+WCxWKQHe3u5jtU7Olr4AJnDEQQxCzAjho2EtcyXvlT+62/5cmn7Rmnxy5fzHT+tmxIEQRBzFRLyeyGe556D95FHAADdP/whcg0NmuO00ugDgQD8fj/GxsaQTCYxPDwMURSrLj+QFwG6u7u5at2z2Sz6VOZy6sc7OzsxOjqK0WIBXYaBgQGMjIwgnU4rj9ntdgSDQYRCIdhsttIXNTfzbZx3hksQBDHD4BXDtRLgPJkAt93GL8Zp3ZQgCIKYq5CQ39vo6oJw3nkAgIGzz0bqiCN0h+q1fJNT4l0uF0ZGRpQUdIvFAqvVqqS3myUQCEAURa4+8/F4vKrn1XSpQk2CICAQCCAUCsHtdkPI57VnsN3dwPe/X37DZkJHBEEQMxQeMVxLAU5p8QRBEARhDAn5vQG5p1B3N3DTTcDwMHIHHYT+Sy8t+7JMJoOxsTFdF3pRFOFwODA5OYkeVa24Or3dLDx95kVR5HLTb2hogNPpRHd3t+FYl8uFcDgMv9+vOPbrNkT+4heBu+6SHJkcDqlpcS1CRwRBELOYWgpwSosnCIIgiPKQkJ/raIlRQcDUqaeCaaWLF1FOUCcSCUxOTmq+Rq53Nyvmeerl3W43V9q8y+UqqfPXIxKJFC5YyJbHxTmiXV3AunXS/5cuBR5+GHjrLQodEQRBoLYCnNLiCYIgCEIfEvJzGT0xyhhca9fCb7MhuWpV2U3oCWHGGHoNzN56e3shiqLSvo435V7PVE+OlPPWvhtF9tUUjMvlJGFerjOjzyfNVN1uqWExhY4IgiAAkAAnCIIgiOmAhPxchUOMtt5wA5IrVugKTpvNBo/Ho/mc3GO9HNlstqDe3UzKvdpUL5vNYmpqCgMDA4avUx+70+ksqH8vR8GCxcsvF0bXtRgdBV57bfdslWauBEEQBEEQBEFME5Y9fQBEnTAQowJjsMVi8GzapDumXF943kh38Ws6OzuRSCS4xsumeoFAACMjI6b25ff7sW3bNqRSKcOxJQsWH3zAtxPO9nMEQRAEQRAEQRC1hCLycwXZ0E5O7eYweAMAq0aU22azoaWlpWzknLf2XAs9N3w9eKL/6uOy2WwYGhoCsLuFXH9/v+5rlAWLd94BfvEL4J57uPZFbeUIgiAIgiAIgtgTkJCfC2gZ2umkxBeTbWoq+F0URSxevBgWS/lkDR53eT2M3PBlGGOYmprC8PAw13adTifS6TQmJiYAAE1NTWhqaoLFYoHD4SipubfZbGgJBBB46inJhf5Pf9q9MVGUFke0oLZyBEEQBEEQBEHsQUjIz3b0DO3Gxsq+jAkCMpEIxpYuLXg8l8thfHzcUGTzuMuXI5PJaD6ez+cxPj6OZDKJ0dFR3XFayA76LpcL7e3tcDqdynPFNff2rVvh+vWvIdx/PyD3nBdF4LOfBS64ABgfBz7/eelxaitHEARBEARBEMQMgoT8bIbHXV0DtkuMxtau1RSjvFF2PXd5HmKxGCwWCwKBALLZLEZHRzE6OopUKoV8Pq+MEwQBHo8H4+PjBY/rYbFYsHDhQs2MAmFiAt5HH5Wi7xs27H5i/nzgvPOAc84B2tt3P16rhsgEQRAEQRAEQRA1hIT8bIbHXR0AGhuBwUHl10wkgtjatbqt58zUvxdHukVRRHd3t6Gwz+Vy6OzsRF9fH9LpdMFzoijC5XLB4XDA6/XC6/UimUxqR/9zOXg2bYJ1YADZpiaMLV1amlHw5puSeL//fiCZlE8SOO44Kfr+qU8BWqUEtWyITBAEQRAEQRAEUSNIyM9meF3Tb7sNaG8H6+lBZzaL5Cc+UVHLOT1kd3kZMyn3soh3Op3w+XywWCwYGhpCKpVCKpXC0NBQQds6teO9//nn0bJuHex9fbu3F4kgc9NNwIknAg8/LAn4jRt373DRIuD884GzzwZaWowPkNrKEQRBEARBEAQxwyAhP5vhdU1vbweOPhoCgEAigWQZkV2u5Rwvcsp9d3c3Vzp8R0cHgsEgEomE5gKA3LZOjf/55xG94oqSsgJbXx9sZ54JOJ3Arpp52GySsL/gAmDFCu3oO0EQBEEQBEEQxCyBhPxsZvlyoKEB2NVqTZOGhgJ39XJ17W1tbWVbzpkhEAiAMYYuntR/SA71vRwZBoIggGWzaFm3DmAMxUsOyu+Tk8C++wIXXgiceSbQ3Gzq+AmCIAiCIAiCIGYqJOT3Qorr2vv7+5FOpzE5OYl4PA6r1QqPx1N1ZJ631t5qtXL3im9sbMT4//1fQTq9LnfdJUXgCYIgCIIgCIIg5hAk5GczL79cPhoPSM+//HJJnbe6rj2VSiGdTmN4eFjp2a6uS68Unl7zck2+uva9HA6HAz6OdH0AQCzGN44gCIIgCIIgCGIWQcXCsxles7sy4xKJBOJyH3UVcl06r8DWQu41X45IJIKxsTGlB7wR1nwe7pdf5jsAXg8BgiAIgiAIgiCIWQRF5GczvEJVZxxPXXosFoPf7684zV6vJt9ms8Hv9yMWi3H3oPe9+y48p54KvP12+YGCIPV7V3kDEARBEARBEARBzBVIyM9mjjiipEd8AQaClqcuPZPJIJVKQRAEZLPZiurni2vyrVar0keeB2FyEs0/+xka/+u/IOTzQFOTZGB3yy3SALVzvXxct91G/d4JgiAIgiAIgpiTkJCfrTz+OPDVr5YX8UBZQcsbCe/q6kIul1N+r6R+Xl2TzxjDli1bSgflcvBs2gTrwACyTU0YW7oU7jffRMe3vgX7Bx9IY047Dbj9dmkB44gjpPdA7Yzf0SGd85o13MdGEARBEARBEAQxmyAhPxt5/HHg5JNLeqgXwCFoeV3l1SIeKOzrXokZnlYmgP/559Gybl2BG33e7YYwPi61lGttBe68EzjuuN0vWrMGOP54ycyvt1cas3w5ReIJgiAIgiAIgpjTkJCfbeRyUhS6nIhvagK2bQPs9rKb4nGVL4eZ+nnGGCYnJ5FMJhVnfBn/888jesUVJedkGR+X/rNyJfDoo0AwWLphUSxx5CcIgiAIgiAIgpjLkGv9bOPllwtTybUYGAD+8hfDTfG4ypcjk8lgcHAQTGdRgTGGiYkJxGIxvPfee9i+fTsGBgYKI/y5HFrWrQMYg+5ywNatgM9X8XESBEEQBEEQBEHMJSgiP9uoQcs5NXqu8qIolqTUa9HX14ehoSGlZl6OvCcSCSSTSaTTaaX23TU4CFs0CseqVegbHEQ2m4Vn06aCdHpNOjulBQyKvBMEQRAEQRAEQZCQn3VU2XJOCy1XeQDYuXMn1+vlmvl4PI7JyUlkMhnlOf/zz6PtxhthVS8sdHTA/sMfIiYIiNx8M99B8i5gEARBEARBEARBzHFIyM82li+XjOy6u7Xr5Cvsoa52lQektHiz9fOjo6PKtnw+Hxr++Ee4r7gCQvFxdnXBc+aZ2MfMAVZRAkAQBEEQBEEQBDGXoBr52YYoSu3XgN0t5oqpQQ/1Suvnm5qacMABB2Beezs8//EfpSK+CHbmmcg3N4PpnYsgANGo6YUJgiAIgiAIgiCIuUrdhPzw8DBOP/10+P1+BINBnHvuuUilUmVfc9ddd+Hoo49WnNDj8XjB8+vXr4cgCJo/GzduBCClg2s9/8orr9TrVKefNWskF/f29sLHvV7p8Rr1UA8EAohGo9xt6gDA4XDAYrHwmfIBEM45B5af/1wyuisW8/LvNViYIAiCIAiCIAiCmCvUTciffvrp+Mc//oHnnnsO//u//4uXXnoJF1xwQdnXjI+PY/Xq1fiP//gPzeePOOII9Pb2Fvycd955WLhwIQ455JCCsc8//3zBuIMPPrhm5zYjWLMG2LkTePFF4KqrpMc8Hqmveg0JBAJYsmQJIpEI13hF9Jsx5dNbmOjoqOnCBEEQBEEQBEEQxFygLjXymzdvxjPPPIONGzcqAvuOO+7Asccei5tvvhltbW2ar7vssssASJF3Lex2O1paWpTfM5kMnnzySVxyySUlvcwbGhoKxs5J5B7qRxwB/OIXQF8fcMcdQCQi1ZQvX16TSLYgCGhsbMTQ0FDZmnmbzQaPxyP9YtaUb80aaRHi5ZclcV/D4ycIgiAIgiAIgphL1CUiv2HDBgSDwYIo+apVq2CxWPDqq6/WbD9PPfUUhoaGcM4555Q8d9xxx6G5uRlHHnkknnrqqZrtc0ZitwMHHij9//LLgdNOA1asABYsAB5/vCa74KmZb2lqgvDHPwIPPQTkclKqv/4GS2vf5YWJU0+V/iURTxAEQRAEQRAEUUJdIvKxWAzNzc2FO7JaEQ6HEYvFarafe+65B8cccww6OjqUx7xeL370ox/hn//5n2GxWPDYY4/hhBNOwBNPPIHjjjtOd1tTU1OYmppSfk8mkzU7zrrz+ONSin0x3d3AySfXLD1dr+e8zWZDx2uvwfOZz3DVxVPtO0EQBEEQBEEQROWYEvJXX301brjhhrJjNm/eXNUB8dLV1YVnn30Wv/nNbwoeb2xsxBVXXKH8fuihh6Knpwc33XRTWSF//fXX47vf/W7djrdu5HLAV7+q/Rxjkmi+7DIpbb0Golmr57zn2WchnHWWdjs8AGhoAIaGdv/e0SGJeKp9JwiCIAiCIAiCMI0pIX/llVfi7LPPLjtm0aJFaGlpQX9/f8Hj2WwWw8PDNatbv/fee9HQ0FBWnMssW7YMzz33XNkx11xzTcECQDKZRDQarfo4646ROzxjQGcnsH69JORrUH9e0HM+l5MWCvREvCAALhfw/PNAfz/VvhMEQRAEQRAEQVSJKSHf1NSEpqYmw3GHH3444vE4Xn/9dcUt/oUXXkA+n8eyZcsqO1IVjDHce++9OPPMM2Gz2QzHv/HGG4b13Q6HAw6Ho+pjm3Z43eE//3lgeHj37x0dUj/6aqPiPAsJXV2ScD/11Or2RRAEQRAEQRAEQdSnRv6AAw7A6tWrcf755+POO+9EJpPBxRdfjFNOOUVxrO/u7sbKlSvxq1/9CocddhgAqbY+Foth27ZtAIC33noLPp8P8+bNQzgcVrb/wgsvYMeOHTjvvPNK9v1f//VfsNvtOOiggwAAjz/+OH75y1/i7rvvrsep7nl43eHVIh6ovn6eMeC114Drr+cbz7vgQBAEQRAEQRAEQZSlLkIeAB544AFcfPHFWLlyJSwWC0466ST8+Mc/Vp7PZDLYsmULxsfHlcfuvPPOgjr1o446CoCURq9O6b/nnntwxBFHYP/999fc9/e//3188MEHsFqt2H///fHII4/g5JNPrvEZzhCWL5ei693d+untWlRaP//ee8ADDwD33w9s386/P94FB4IgCIIgCIIgCKIsAmNm1N/eQzKZRCAQQCKRgN/v39OHU57HH5ei64A5MS9z663AJZfoi/m+PuCRRyQB/9prux93u4ETTgB+/3vJzE5r34IgLTTs2EF18QRBEARBEARBEGXg1aF16SNPTDNr1kgp8u3thY+ryhHKcvnlpT3nx8Yk4f6Zz0jb/epXJREvitJj998vCfwHHgD+8z+l18ht5WSozRxBEARBEARBEETNoYi8DrMqIi+Ty0nmc7IzfS4HrFrF91pZdF97rRQ9/+//BlRlDzjsMOCLXwS+8AWgubn09Y8/Lol9tfFdNEpt5giCIAiCIAiCIDjh1aEk5HWYlUK+mFxOirSbrZ+X2Xdf4PTTpZ/Fi/n2p15IoDZzBEEQBEEQBEEQ3PDq0LqZ3REzAFGUWsydfLIUcecV8yeeCKxdK0Xhi9PljfZ39NEVHSpBEARBEARBEATBB9XIz3X06ufL8bnPAcuWmRPxBEEQBEEQBEEQxLRAQn5vYM0aYOdOyZ2eB2oVRxAEQRAEQRAEMWMhIb+3IIpSi7mODv1IuyBIBnXLl0/vsREEQRAEQRAEQRDckJDfm5Br5gFqFUcQBEEQBEEQBDFLISG/t6FXM9/RIT1OreIIgiAIgiAIgiBmNORavzeyZg1w/PHUKo4gCIIgCIIgCGIWQkJ+b4VaxREEQRAEQRAEQcxKKLWeIAiCIAiCIAiCIGYRJOQJgiAIgiAIgiAIYhZBQp4gCIIgCIIgCIIgZhEk5AmCIAiCIAiCIAhiFkFCniAIgiAIgiAIgiBmESTkCYIgCIIgCIIgCGIWQUKeIAiCIAiCIAiCIGYRJOQJgiAIgiAIgiAIYhZBQp4gCIIgCIIgCIIgZhEk5AmCIAiCIAiCIAhiFkFCniAIgiAIgiAIgiBmESTkCYIgCIIgCIIgCGIWQUKeIAiCIAiCIAiCIGYRJOQJgiAIgiAIgiAIYhZBQp4gCIIgCIIgCIIgZhEk5AmCIAiCIAiCIAhiFkFCniAIgiAIgiAIgiBmESTkCYIgCIIgCIIgCGIWQUKeIAiCIAiCIAiCIGYRJOQJgiAIgiAIgiAIYhZBQp4gCIIgCIIgCIIgZhEk5AmCIAiCIAiCIAhiFkFCniAIgiAIgiAIgiBmESTkCYIgCIIgCIIgCGIWQUKeIAiCIAiCIAiCIGYRJOQJgiAIgiAIgiAIYhZBQp4gCIIgCIIgCIIgZhEk5AmCIAiCIAiCIAhiFkFCniAIgiAIgiAIgiBmESTkCYIgCIIgCIIgCGIWQUKeIAiCIAiCIAiCIGYRJOQJgiAIgiAIgiAIYhZBQp4gCIIgCIIgCIIgZhEk5AmCIAiCIAiCIAhiFmHd0wcwU2GMAQCSyeQePhKCIAiCIAiCIAhib0DWn7Ie1YOEvA6jo6MAgGg0uoePhCAIgiAIgiAIgtibGB0dRSAQ0H1eYEZSfy8ln8+jp6cHPp8PgiDUbLvJZBLRaBSdnZ3w+/012y4xM6DrO/ehazz3oWs8t6HrO/ehazz3oWs8t9nbry9jDKOjo2hra4PFol8JTxF5HSwWCzo6Ouq2fb/fv1d+MPcW6PrOfegaz33oGs9t6PrOfegaz33oGs9t9ubrWy4SL0NmdwRBEARBEARBEAQxiyAhTxAEQRAEQRAEQRCzCBLy04zD4cC3v/1tOByOPX0oRB2g6zv3oWs896FrPLeh6zv3oWs896FrPLeh68sHmd0RBEEQBEEQBEEQxCyCIvIEQRAEQRAEQRAEMYsgIU8QBEEQBEEQBEEQswgS8gRBEARBEARBEAQxiyAhTxAEQRAEQRAEQRCzCBLyVTA8PIzTTz8dfr8fwWAQ5557LlKpVNnX3HXXXTj66KPh9/shCALi8XjB8zt37sS5556LhQsXwuVyYZ999sG3v/1tpNPpgjGCIJT8vPLKK/U4zb2aelxj3u3+/e9/x/Lly+F0OhGNRnHjjTfW8tSIXVRyjScnJ3HRRRehoaEBXq8XJ510Evr6+pTn77vvPs17VBAE9Pf3AwDWr1+v+XwsFqvr+e5t1OP6AtC8dg8//HDBmPXr12Pp0qVwOBzYd999cd9999X69AjU5xq/+eabOPXUUxGNRuFyuXDAAQfg9ttvL9gG3cP146c//SkWLFgAp9OJZcuW4bXXXis7/re//S32339/OJ1O/NM//RP+7//+r+B5xhi+9a1vobW1FS6XC6tWrcJ7771XMKaSzxFRObW8xplMBmvXrsU//dM/wePxoK2tDWeeeSZ6enoKtrFgwYKS+3XdunV1Ob+9nVrfw2effXbJtVu9enXBmL3yHmZExaxevZp94hOfYK+88gp7+eWX2b777stOPfXUsq+59dZb2fXXX8+uv/56BoCNjIwUPP/000+zs88+mz377LNs+/bt7Mknn2TNzc3syiuvVMbs2LGDAWDPP/886+3tVX7S6XQ9TnOvph7XmGe7iUSCRSIRdvrpp7O3336bPfTQQ8zlcrH//M//rPUp7vVUco3//d//nUWjUfaHP/yB/fWvf2X/7//9P3bEEUcoz4+Pjxfcm729veyYY45hn/zkJ5UxL774IgPAtmzZUjAul8vV61T3SupxfRljDAC79957C67dxMSE8vz777/P3G43u+KKK9g777zD7rjjDiaKInvmmWfqcp57M/W4xvfccw+79NJL2fr169n27dvZr3/9a+Zyudgdd9yhjKF7uD48/PDDzG63s1/+8pfsH//4Bzv//PNZMBhkfX19muP//Oc/M1EU2Y033sjeeecd9o1vfIPZbDb21ltvKWPWrVvHAoEAe+KJJ9ibb77JjjvuOLZw4cKCe7aSzxFRGbW+xvF4nK1atYo98sgj7N1332UbNmxghx12GDv44IMLtjN//nz2ve99r+B+TaVSdT/fvY163MNnnXUWW716dcG1Gx4eLtjO3ngPk5CvkHfeeYcBYBs3blQee/rpp5kgCKy7u9vw9fIEQEvkFXPjjTeyhQsXKr/LQv5vf/tbJYdOcFKva8yz3Z/97GcsFAqxqakpZczatWvZkiVLqjwrQk0l1zgejzObzcZ++9vfKo9t3ryZAWAbNmzQfE1/fz+z2WzsV7/6lfKYme8AojLqeX0BsP/+7//W3fdVV13FPvrRjxY89oUvfIEdc8wxFZ4NocV03cOMMfaVr3yFrVixQvmd7uH6cNhhh7GLLrpI+T2Xy7G2tjZ2/fXXa47//Oc/z/71X/+14LFly5axCy+8kDHGWD6fZy0tLeymm25Sno/H48zhcLCHHnqIMVb933vCHLW+xlq89tprDAD74IMPlMfmz5/Pbr311uoOnjCkHtf3rLPOYscff7zuPvfWe5hS6ytkw4YNCAaDOOSQQ5THVq1aBYvFgldffbWm+0okEgiHwyWPH3fccWhubsaRRx6Jp556qqb7JOp3jXm2u2HDBhx11FGw2+3KmGOOOQZbtmzByMhIxfsmCqnkGr/++uvIZDJYtWqV8tj++++PefPmYcOGDZqv+dWvfgW3242TTz655LkDDzwQra2t+NSnPoU///nPVZ4Roabe1/eiiy5CY2MjDjvsMPzyl78EY6xg3+ptANI9rPcZISpjuu5hQP9vMd3DtSOdTuP1118vuDYWiwWrVq3SvTZG99qOHTsQi8UKxgQCASxbtkwZM51zur2delxjLRKJBARBQDAYLHh83bp1aGhowEEHHYSbbroJ2Wy28pMhSqjn9V2/fj2am5uxZMkSfPnLX8bQ0FDBNvbGe9i6pw9gthKLxdDc3FzwmNVqRTgcrml93LZt23DHHXfg5ptvVh7zer340Y9+hH/+53+GxWLBY489hhNOOAFPPPEEjjvuuJrte2+nXteYZ7uxWAwLFy4sGBOJRJTnQqFQxfsndlPJNY7FYrDb7SWTg0gkovuae+65B6eddhpcLpfyWGtrK+68804ccsghmJqawt13342jjz4ar776KpYuXVrdiREA6nt9v/e97+Ff/uVf4Ha78fvf/x5f+cpXkEqlcOmllyrbke9Z9TaSySQmJiYKPgtE5UzXPfyXv/wFjzzyCH73u98pj9E9XHsGBweRy+U07513331X8zV695r676n8WLkx0zGnI+pzjYuZnJzE2rVrceqpp8Lv9yuPX3rppVi6dCnC4TD+8pe/4JprrkFvby9uueWWKs+KkKnX9V29ejXWrFmDhQsXYvv27fiP//gPfOYzn8GGDRsgiuJeew+TkC/i6quvxg033FB2zObNm6flWLq7u7F69Wp87nOfw/nnn6883tjYiCuuuEL5/dBDD0VPTw9uuukmEvIczKRrTNSHmXSNN2zYgM2bN+PXv/51weNLlizBkiVLlN+POOIIbN++HbfeemvJWKKQmXB9v/nNbyr/P+iggzA2NoabbrpJEfJEdcyEayzz9ttv4/jjj8e3v/1tfPrTn1Yep3uYIGYemUwGn//858EYw89//vOC59Rz549//OOw2+248MILcf3118PhcEz3oRImOOWUU5T//9M//RM+/vGPY5999sH69euxcuXKPXhkexYS8kVceeWVOPvss8uOWbRoEVpaWhT3aZlsNovh4WG0tLRUfRw9PT1YsWIFjjjiCNx1112G45ctW4bnnnuu6v3uDezpa8yz3ZaWlhKXbPn3Wny+5jr1vMYtLS1Ip9OIx+MFEb2+vj7N19x999048MADcfDBBxse92GHHYY//elPhuP2dmbS9ZVZtmwZvv/972NqagoOh0P3Hvb7/RSN52CmXON33nkHK1euxAUXXIBvfOMbhsdN93B1NDY2QhRFzXun3PUsN17+t6+vD62trQVjDjzwQGVMPed0xG7qcY1lZBH/wQcf4IUXXiiIxmuxbNkyZLNZ7Ny5s2BRjqicel5fNYsWLUJjYyO2bduGlStX7r338J4u0p+tyKYKf/3rX5XHnn322ZqY3XV1dbHFixezU045hWWzWa7jOe+889hBBx3EffyEMfW6xjzblc3u1J0IrrnmGjK7qzGVXGPZKOvRRx9VHnv33Xc1jbJGR0eZ1+stcLoux6pVq9iJJ55YwZkQWtT7+qr5wQ9+wEKhkPL7VVddxT72sY8VjDn11FPJ7K7G1PMav/3226y5uZl9/etf5z4euoer57DDDmMXX3yx8nsul2Pt7e1ljbI++9nPFjx2+OGHl5jd3XzzzcrziURC0+yu0r/3hDlqfY0ZYyydTrMTTjiBffSjH2X9/f1cx3H//fczi8VS4n5OVEc9rm8xnZ2dTBAE9uSTTzLG9t57mIR8FaxevZoddNBB7NVXX2V/+tOf2OLFiwvaHHR1dbElS5awV199VXmst7eX/e1vf2O/+MUvGAD20ksvsb/97W9saGhIec2+++7LVq5cybq6ugraLMjcd9997MEHH2SbN29mmzdvZtdddx2zWCzsl7/85fSd/F5CPa4xz3bj8TiLRCLsjDPOYG+//TZ7+OGHmdvtpvZzdaCSa/zv//7vbN68eeyFF15gf/3rX9nhhx/ODj/88JJt33333czpdGou2N16663siSeeYO+99x5766232Fe/+lVmsVjY888/X5fz3Fupx/V96qmn2C9+8Qv21ltvsffee4/97Gc/Y263m33rW99Sxsjt577+9a+zzZs3s5/+9KfUfq5O1OMav/XWW6ypqYl98YtfLPg7rBYIdA/Xh4cffpg5HA523333sXfeeYddcMEFLBgMslgsxhhj7IwzzmBXX321Mv7Pf/4zs1qt7Oabb2abN29m3/72tzXbzwWDQfbkk0+yv//97+z444/XbD9X7nNE1I5aX+N0Os2OO+441tHRwd54442Ce1bu/vOXv/yF3XrrreyNN95g27dvZ/fffz9rampiZ5555vS/AXOcWl/f0dFR9rWvfY1t2LCB7dixgz3//PNs6dKlbPHixWxyclLZzt54D5OQr4KhoSF26qmnMq/Xy/x+PzvnnHPY6Oio8rzcJu7FF19UHvv2t7/NAJT83HvvvYwxxu69917N59XJE/fddx874IADmNvtZn6/nx122GEFbXSI2lGPa8yzXcYYe/PNN9mRRx7JHA4Ha29vZ+vWrav36e6VVHKNJyYm2Fe+8hUWCoWY2+1mJ554YsFim8zhhx/OTjvtNM393nDDDWyfffZhTqeThcNhdvTRR7MXXnih5ue3t1OP6/v000+zAw88kHm9XubxeNgnPvEJduedd5b0D3/xxRfZgQceyOx2O1u0aFHBdwBRO+pxjfW+x+fPn6+MoXu4ftxxxx1s3rx5zG63s8MOO4y98sorynOf/OQn2VlnnVUw/je/+Q3bb7/9mN1uZx/96EfZ7373u4Ln8/k8++Y3v8kikQhzOBxs5cqVbMuWLQVjeP4uE7WjltdYvse1fuT7/vXXX2fLli1jgUCAOZ1OdsABB7Af/vCHBUKQqB21vL7j4+Ps05/+NGtqamI2m43Nnz+fnX/++crCgMzeeA8LjKn65RAEQRAEQRAEQRAEMaOhPvIEQRAEQRAEQRAEMYsgIU8QBEEQBEEQBEEQswgS8gRBEARBEARBEAQxiyAhTxAEQRAEQRAEQRCzCBLyBEEQBEEQBEEQBDGLICFPEARBEARBEARBELMIEvIEQRAEQRAEQRAEMYsgIU8QBEEQBEEQBEEQswgS8gRBEARBEARBEAQxiyAhTxAEQRAEQRAEQRCzCBLyBEEQBEEQBEEQBDGLICFPEARBEARBEARBELOI/w+l5y6CnegZ6AAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 12))\n", "for i in range(1, n_times - 1):\n", " plt.plot(geod_points[i, :, 0], geod_points[i, :, 1], \"o-\", color=\"lightgrey\")\n", "plt.plot(geod_points[0, :, 0], geod_points[0, :, 1], \"o-b\", label=\"Start Cell\")\n", "plt.plot(geod_points[-1, :, 0], geod_points[-1, :, 1], \"o-r\", label=\"End Cell\")\n", "\n", "plt.title(\"Geodesic for the Square Root Velocity metric\")\n", "plt.legend()\n", "plt.savefig(\"geodesic_blue_red.svg\");" ] }, { "cell_type": "markdown", "id": "a8207346", "metadata": {}, "source": [ "## Compute Mean Cell Shape of the Whole Dataset: \"Global\" Mean Shape" ] }, { "cell_type": "markdown", "id": "bb916c05", "metadata": {}, "source": [ "We want to compute the mean cell shape of the whole dataset. Thus, we first combine all the cell shape data into a single array." ] }, { "cell_type": "code", "execution_count": 21, "id": "1b3aceda", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(650, 200, 2)\n" ] } ], "source": [ "cell_shapes_list = []\n", "for treatment in TREATMENTS:\n", " for line in LINES:\n", " cell_shapes_list.extend(ds_align[treatment][line])\n", "\n", "cell_shapes = gs.array(cell_shapes_list)\n", "print(cell_shapes.shape)" ] }, { "cell_type": "markdown", "id": "a109b03d", "metadata": {}, "source": [ "We compute the mean cell shape by using the SRV metric defined on the space of curves' shapes. The space of curves' shape is a manifold: we use the Frechet mean, associated to the SRV metric, to get the mean cell shape." ] }, { "cell_type": "markdown", "id": "34b7ba4e", "metadata": {}, "source": [ "We only use the first 500 cells of the dataset, for numerical reasons: the FrechetMean is failing upon incorporating shapes from the remainder of the dataset." ] }, { "cell_type": "code", "execution_count": 22, "id": "329f6a82", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from geomstats.learning.frechet_mean import FrechetMean\n", "\n", "mean = FrechetMean(CURVES_SPACE_SRV)\n", "\n", "cell_shapes_at_origin = CURVES_SPACE_SRV.projection(cell_shapes)\n", "mean.fit(cell_shapes_at_origin[:500])\n", "\n", "mean_estimate = mean.estimate_\n", "\n", "plt.plot(mean_estimate[:, 0], mean_estimate[:, 1], \"black\");" ] }, { "cell_type": "markdown", "id": "a0385b9a", "metadata": {}, "source": [ "The mean cell shape does indeed look like a cell shape. We note that there is a discontinuity in the cell because we have modeled the curves' boundaries as open curves. The space of curves considered here is also the space of (open) discrete curves.\n", "\n", "Unfortunately, sometimes there could be Nans in the values of the mean shape. If this is the case, this code removes them manually, and re-interpolate the mean shape." ] }, { "cell_type": "code", "execution_count": 23, "id": "263aa4ae", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "(199, 2)\n", "0\n", "(199, 2)\n" ] } ], "source": [ "print(gs.sum(gs.isnan(mean_estimate)))\n", "mean_estimate_clean = mean_estimate[~gs.isnan(gs.sum(mean_estimate, axis=1)), :]\n", "print(mean_estimate_clean.shape)\n", "mean_estimate_clean = interpolate(mean_estimate_clean, k_sampling_points - 1)\n", "print(gs.sum(gs.isnan(mean_estimate_clean)))\n", "print(mean_estimate_clean.shape)" ] }, { "cell_type": "markdown", "id": "d7ab52ef", "metadata": {}, "source": [ "We plot the mean cell shape, superimposed on top of the dataset of cells (displayed in light grey underneath)." ] }, { "cell_type": "code", "execution_count": 24, "id": "189b992c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(650, 199, 2)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(cell_shapes_at_origin.shape)\n", "for cell_at_origin in cell_shapes_at_origin:\n", " plt.plot(cell_at_origin[:, 0], cell_at_origin[:, 1], \"lightgrey\", alpha=0.2)\n", "\n", "plt.plot(\n", " mean_estimate_clean[:, 0], mean_estimate_clean[:, 1], \"black\", label=\"Mean cell\"\n", ")\n", "plt.legend(fontsize=12);" ] }, { "cell_type": "markdown", "id": "4da4ebfa", "metadata": {}, "source": [ "We see that the scale and alignment of the mean shape is slightly off. This makes sense, as our computations have quotiented out scale and alignment. We correct it manually." ] }, { "cell_type": "code", "execution_count": 25, "id": "37636f13", "metadata": {}, "outputs": [ { "data": { "image/png": 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haeFw2Fwzrj1G2GrXRCA9gUAA66+/PmbOnOmy0xz6gZOiRiuADSc9d999N84++2wsWbIEc+bMwbe+9S0sWLAAL730EmbOnNlv+8cffxyHHnooFi9ejM985jNYtmwZ9t9/fzz77LP4yEc+YrZbuHAhbrvtNvP/iSABOzi0Amg0BgZXLAAvCdLsK83AIrEpFAqeUBOP5RfGGQ1vC0nPaCgmauKORqOefQ1GFGshEokYf0+pVPJ8l3+bSGoP0PdMTZRzcRh/aPiCo3PmzMEuu+xilpvv7e3F7Nmzcdppp+G8887rt/3BBx+MdDqN5cuXm88++tGPYscdd8SSJUsA9Ck9a9aswX333TesNrkFRx0caoNek9FcjLNcLqO7u9uoFlQ1ent7zayfyzFQKQkEAqYtoVBo2N4eZlcNtKBpNps1bfAjV8xkA/oTHqC6bpbfAqeDQb+ra3UN9jcHh8mIll5wtFAo4JlnnsH8+fOrBwwGMX/+fKxYscL3OytWrPBsD/SFruztH330UcycORNbbrklTj75ZLz//vs125HP541Bij8ODg79ob6c0VzxmyoQiZT+kEBwgC8UCsjlcsjlcgCq2V7DnZ/Z6pMfBsr0YlgL8FcptPrycEgilS81j9tt9/ubg4PD0NFQ0vPee++hXC5jvfXW83y+3nrrobOz0/c7nZ2dg26/cOFC3HnnnXjooYdw5ZVX4rHHHsM+++xTs1NYvHgxpkyZYn5mz549wjNzcJiY4OA92rF1hmf4Q8UnGo0ilUohEon0S31Xn1ChUEA6nTaqzVAIEP0xen5+27CdCio8PJ5Nahiys48zFNB7BPRfDsMtT+HgMLoYl9lbhxxyiPl9u+22w/bbb4/NNtsMjz76KObNm9dv+0WLFuHss882/+/q6nLEx8HBgqoJo6nyAFUyEY/HzeDNVG2qQPTtRKNRT3p8OBw2KlAwGPRkljEUNhhJGywbTP9OYkEDNI/FLC3CJjzDDb8BMERQr4vf35h+7+DgMDw0VOmZMWMGQqEQVq1a5fl81apVJn3RxqxZs4a0PQBsuummmDFjBl555RXfv8diMXR0dHh+HBwcvBhq9lG9sENmJAdqDNblFyqViiFCVILo9wG8oSjWsmE4rFbVaD0nP0VYiwkWi0XPKumhUAixWKyfcZkLh7LuzkiUMVvRsRdj1TXJnNrj4DB8NJT0RKNR7LzzznjooYfMZ729vXjooYcwd+5c3+/MnTvXsz0APPjggzW3B4A333wT77//PtZff/3RabiDwyTDcLOP6gFJBomF+mJIHFSp8SMlNA/T0BuPxz2f8RxIgvyWzhiMODBFPJvNetLS/QiNEp7RMhgPtASF1khya3I5OAwfDa9vfvbZZ+N73/se7rjjDrz44os4+eSTkU6nccwxxwAAvvCFL2DRokVm+zPOOAMPPPAArrnmGqxcuRIXX3wx/vjHP+LUU08FAPT09ODLX/4ynnjiCbz++ut46KGH8P/+3//D5ptvjgULFjT6dBwcJiTskFEjwJo7gHfF8VKpZBSeQqHgIR2EKjHlctmQp2g0ing8bkgQs7+A/iSIITJ6hGwCEQgEDCEimfEjgKpcDUfhYYq+n7/IVry0bY1Ygd7BYbKh4cHhgw8+GP/6179w0UUXobOzEzvuuCMeeOABY1b+5z//6elkd9ttNyxbtgwXXHABzj//fGyxxRa47777TI2eUCiEP//5z7jjjjuwZs0abLDBBvjUpz6Fyy67zNXqcXAYJlTlGe206HA47CEglUrFZG1RjYlEIsYjw23b2to8IS319tgeHltB0sVNdZHTQCBgSBC9QNFo1NTE0X3VIn8a9hoOQdRsL5tU8bxIEFm1mufD68eKzkMFVS/bn+TgMFnQ8Do9rQhXp8fBoQpdHysejzdsMPRTNzS8BXjXtGJoKZFImMGfmVQ0DtfbViVd6XTa1P6xs61ICMLhsO+1qFQqJpWe620N5XrpOQDot/hmqVRCNps1dYVsYlMsFtHb24toNIpkMjmk4+ryGXY1aQeH8YKRjt/uqXdwmORopMqjoLqgSxBQ4SHZ0OUptHBhPB5HKBRCOBw2S0FwsdJ62qyhNWaQkfQUCgVTKZqKD8NLmmbP8Bfgrd0zFKJoh6102QuSMlvB0jR+Da0NtGSGfe4kl9oOR3ocJiPcU+/gMImhg+hYLA1Azw3Vmkqlgu7ubhO+SSQSZhtWQKZKEQwGjeeGbc7n8/1WaVdoSI1g1WVdm4up87FYzCx9Qe8QCVMsFkOpVEIulzPGaK4PVs+1U7O4DU1/Z9iMWWN6LmwT2zXQcUnMlGQyREgVqVH+LQeHVoUjPQ4OkxiNSlMfCGo0prJRqVQMidC1vOyV3UmWqAJR+bGJjx/ZYUVorX5MhYd/7+3tRTwe94TYuB+mxvO43HehUOi3fAWPrxWnByqqyOPxnO22AzDHBqokqVaYqlKpIJ1Oe+oMsc0s+MhrrvWOGmlkd3BoBTjS4+AwSdHIYoT1HJthKoaOOBDTSMztqLRoUUEO0DT7kqxQTdGsLCU7+hlXfo9EIkgkEv1UJBKAaDSKfD6Pnp4eFAoFTyFCtscvpR2AZ4V0rUlkKz6aIl9rKQwSHv1+uVzul1ZP35GGLXn+qm6xSradxcYaSW5RUIeJCEd6HBwmKVQFGOsBjpWRgb5wU09PjxnAqY6QCBG68jsJG7ehCqOKCwd7niP3wZAel7TgIqHRaNQQMZIVtokEid4jKiMkaXalZj+w/botv0/iVsunoySJihizwLheWTKZRCAQMOfFbVOplGef9DFVKhXEYjFPdpteG0d+HCYiHOlxcJiEaLbKo+EjKg7lchm5XM4MtFwaQlO0OUgz1ENztKa6J5NJk/HFTCkSKWYw6b/MqCLhonpEkgNUiQwJl5IIOxxk1/6pB2pUVpWL0OulihbJWLlcRjqd9qTuUw2zDd92yr22n/ulWlYoFBAKhVyKu8OEgQveOjhMQviFksby2EA1M0kH+nK5bAzMLA5oZzBxsOd3qdRQmeA+aEhmKI1p4H6G4Gw2i0wmg2w2a8gGSVFXVxeAavaZreT4pb0T9VYEUSXKj1zwmvFYDFORDIZCIePVoTE7Ho+b9pA0qcLmV+eHy2HE43FPoUQqYA4O4x1O6XFwmIRo1Grq9UAHcFWbgsEgcrmcychStYLhJqo8SiZIdhKJhPGy2CEeAEa1YPYV/8bQDpUipnMzvZ7hJzX5cns/46/6kPwWIVXCyWuvpMfel6py6vnhEhta04fhOF4jLt5K9arewookP8Fg0BCefD7vVB+HcQ9HehwcJhk0i6gZoS01Cts1gjjAZrNZJJNJE25iSIxqRrlcNrV7dCBmCIshH13BnfvWjCUAnn1QHVIjsF2AUD1FGjaiosJ98Hy0ACHVIwAe8sC2aAkBkiKet9bb0bpD/B4LKmoRyEwmY77L66GLmw4GpvGTXPGHpNTBYbzBkR4Hh0mGVlB5aNzl7xz0Y7EYstmsWemcgytXUafaQ+LCgoJ6XgxxkQRxsFeSk0wmPWtxkYhEo1FkMhlDXJhCzmtFokIixnAR90NyUauGTqlUMinzdhFC3YbtBGAImK69pan2AMxxee1IwKhi0aNEczdr9egzwPPQ8gC1MAkL+TtMEDjS4+AwiaBKQjMq8qqfx89IHY1GjYckm816UrOpUNHDoss0aOG/WCzmCVWRZChxYRYWQ0Qc5OkNUiWIZCCVShnyRF8RSYydvaXp9fydRIH/+hmeeR4kJNls1qS/81yVxKnhulQqeXxMBK8TFS/7HjA7rV7PjsvochjPcKTHwWESoRnFCAkqIBri0gKEAMzq5qx8zAGe3phAIOAJKVGh0fR7DuI8nqoarPhMYqUGXZIgHk+zvHisWCxmQm6FQsEcj/tVdYVqDwmVVkYG+qsl9DTRC6S1jLgoql9aO7OtdNkMNakzdKdtYXYWiQ/3pz4qJXM2iXJwGK9wpMfBYZKgmWnqusyChk78vCVaHZjVjvlD9QboM/Iy1ZzbkxCRgJD4JBIJQwDC4TDS6bQxKVMJIuHQ4wPVhVJp5NX6NSQ3WrdH692wJo6mf6uBWwmMFmhUIzaJFckNAJPmr4pTNBpFNBpFKpXyhN14DF5rZraxPbyGJG4afrON1vVAvUOtAl4Pm2Q7TD440uPgMEmgg+hYd/yqcnAw9Fv7iTVz+LsSBFZG1ho79PhEo1GTos1tuR1/mPnE5RlU4SChYOYYw19auI9tC4fDhlxwYdR0Oo1UKmXIghqv2U6GwtQITWWJITMNyfEaBAIBZLNZT0iQ26tBOR6PY8qUKWZ7oJqdRkO0rhfG45IAp9NppNNpQwzsazoYVJmiYtds4sMUfrtCd71GboeJB0d6HBwmAdTzMtYqj119mYM709DVSEsjLtPGOYCy9gzBooOsm0NvjhqPubYUAENAtNIz968kiwM3CQFDXvx7IBAwxIgGYR6bbdS1rRgC08rSJDbBYBCZTMZDQLlAKCtE6/5JlEgGeX4MX5FkqGeIi5ZSfdJsrnA4jPb2dhOq03W5NPxVz0r29lpnJH1+KftjATVyOzgoHOlxcJgEoFoBjM1q6oS9ZhSJBAfefD5vlAcSByodWmyQaeQAPKqNhqd4HBIh/j0Wi5lQGJde0BR5rfhMwkWFiX9TA3W5XMYHH3xgzMFMdadSRKLD684q07wGVIx4Xuqj4SDNY5PoMISl95BtTiaTRjVSZYakhT+5XA6ZTMazb5IgNYUDMNlzbK8unGrfXw27+YUWx8oDpOZ1JTskus0i/Q6tBXf3HRwmAex6OGMFNc5yWQjA6/HRNHA7DZ0DNn0omlWlvhElDhxwSVgIDTNRcbLNvgAMuWCoRrPF+H22n2t90ROkNXpIzJR8kNRR0QFgwmX22lwkZNls1kMguG+qOBriotpEAsVjMAyomWVUutRUbv+r9YHssJBeIx6DBRKJRj1rdthRzfEE/Vs0iAPe2kgOkxOO9Dg4THA0M01d69bYKdpUTRhq4cBPgqBZUhq+YthHU665b1YhpoGY32fohduxKjMHRh0M6fnh9dKqxgCQSCQMActkMua7WrdHzdV6TurZ0RXaVc2xSQnbTVLE0FsqlTLEhvunokXvk5qtqXIxmy0Wi5l7pKSI56BEjdeWxM8mPLzmqrg1imCQNPqBz5WS+2apnA6tCUd6HBxaFDqDH0k2TDOLEQLVMIsWw6NXhAM9/T0APOSD/hp+XwkR/S4c3LkN19dSkqHqg6aVcyCnMqRVnzVzSdUqZpJ98MEHpv0kKLo9vTfqoWHbWdWYpI3hMW2HXTxQTcc8VxIMXVPMzgxjiI3ET9Ph9RjqRwLgWYBVw44Mz5FI6Mr2GuZqBMGww5j6TNQqw6AKmlN5HBzpcXBoQXBQ0voo9urZ9e6nWWnqPD5Jj19RO4aFgOpAyXRtTc9OJBLGA8TUcV1JHYAxzfK76ivhYK0KBv0qVEjsjC4dLFm0EIBZ3T0ajZpQWC6XQzAYRCKRMAoICQ/bZJM+ho80q46gwkKioin5+n9VkbQKtNYaYjVrprUzRV1DQzyPeDyOQCCARCJhjNH2che8rkqUNL2fBmvb2Ezf0HCJh74TQ8kOs8N3DpMbjvQ4OLQgdMDQ0AkHyHoJUDOLEQLeNPlas3BVZOiJAeBRePiTyWRQKpWQyWQQCASQTCY9Ph5VfzQDicqJVium34PbcyBXRYBEKxaLecI3JBU0A5NITJ061aMYqfoDwOMjssNPbBMAowapakOSpCZvLiyqhmmG/2zDdDgcNmoV0EcSeTwN16mhmm3l8Xt6ejzGZw3HMQRY616TxCkxGwqJ19TzejLKCEd6HBSO9Dg4tBh0sOMARkWAn9veEJIgRTPT1AklXTTDcvChIkPSw1k8DbFcNZ2eHlW9SqUS0uk08vk82traPPV8GC7yM+nyuFQ4uD0HdgCeysoarqGSRMWBn2uKOMN0dkiNqg+313uq2WxaO0ez0qgQqTrDa6MkQ683iRCPz0w4veYkQ7quFz+nYsOFTJn5RSO4qlR6/fUeq8mYYSnWC+K9SCQSg6a2a4bYUAgP7wuviYODIz0ODi0EzWrScJDWnlECpAqQKgBUNYDaKkujoX4kDsJ21pJmFHFw5+y/u7vbkxLNkBIVBpp/33//fU8WFldZVwVCTcC8ZkoUOLhzv9xOwza8liQM/J56fuh10WrJPIZ6jTTsxf0BXs8KiQpQXb+LYEYbf1dliASR14DnFovFjJJjm7o1c42fM4zHJUFUydEFUNkGPq+JRMJz7rzu9HCRpLP9VKhqPaN2FhrbWM9K77Z53sHBkR4HhxaBKghqWlXo4D4YAeIA1azKuGxHPB43NXC4/IP6MkhedGDX8J4WKUwmkwiHw8hms8jn8yadW027mkJNDwv9LjT/koBQgWEhPZIP9aZQZWFNIVVJeBwqHZlMxmzDAdn2FTG1XMkoP9NaPKp66ecMYZFg8dx4z7mdZlHZq8SzHXpcEg9Vmlivh/dSU/d5v/gZj8XrzfPS0KoqY7rQKQs+2iSGf+N3h5oO70zMDjYc6XFwaAHYxuV6DJ8DESANB1C10MGpkefBAV6rB/f2VqstU4UgSeNgqwZdZmfF43GzpEK5XEY6nTYkwF7aQq8BP9PqyjweyRE/Y7t5XN4HqjdUUbhvDYWpuqbfoecF8IZXuA+eq4Z2eE1UiWJIip4jFkQEqiGfaDRqFDR7PTESIW0jryX/TkIUj8c9CpCqb7ZZmmSV6pYuxKrPMNuqhF4JKBUf3gsSH14nqjpqlgaq4UK9D37/utCWgw1HehwcWgBaMl9TgOuFTYCy2axnHxwgdTsONFrHhQPRcMDwle3hAOBRZdheTcnX8AgH/1AoZIiSGoN1UVAOhlrzhyoOCYBNeoAqEeT2SpC4T14TZmYB1eUW9JoDVVXGDg8puVAfEY/L7dlW/o0qE+8bCQMHe/qZuC23ISnT+8hzpZdGM+RyuZzJ1lI1hiSK5C2VSqFQKBgjOcNmvC8ko/zRZ9h+LnievNZ67/Te63PJdhF8Tvyg6qYjPQ42HOlxcGgy6CMBqsblkUBVC03j5gCsKpC9/hUAM9ANVPOEUD8L98mQBPfNSsUaulMlRDN6qBRQGdDaMBwAVaXRgZr71e+Q6Gg4RwdeJSJ6PE3p1tCPKiE8FkmYrZLofdXrpiEyJUoaMlOSRkLAa6WhMn7G663H0mujpJEeH36Hx+L5a4iQ+1HSzP0pmWM7NMyqWYdsh147zQpj2JFELhgMmuVCNBUfQD//j6p1ek8d6XHwgyM9Dg5NhmZYjUZBNw1rqRHaHkQ1HMSBh0oCVxPXyrbq1VDYA7FmPdlVlzVDKRgMetQKpoWT+HC/DHmoEqJhPA3l1IIdxgKqHhH7nHhs3Y7XTrdVwsTtSL6UANlt4O+8NnZYTvdlQwmAHkMVM26npFCzt1i1WYlLOp32hCTj8bgpB5DL5YxKx2NT3alUKoZcK3ms1Q4+J7q9hvz0eeW9ZbYWry0rSftdG/X/2PfGwQFwpMfBoalQ+X400sp1Zm3vjyEkDZtorRUOSJrVRM8NvSEDhcH4XVUEeI78nYOdkhqt+JtIJPqFOvRa8Tg62CuRsZUo+9r4tanWtvagqUX6gGqFayUsWutHSYxCiYtmgimUONkZSFSreFw1GNvt5D1X0sbvaWhMCQ/JqCow+mwEg96V30lE6H1SxUevk5JxvUZU+sLhMBKJBCKRiKl9xH3xWdYFVf3uGc9ZnxF+5uAAONLj4NBUjHZ2ST3LAKjfhtvxexyAtJaNGoy5HZdi4Pfp/9D1otQPw4G0WCyira3NU21Yw0isK2OrAH5Eh9tpuj5DTrXCcLYqZLd3sOuq0Bo7tfwlA4HEz48cKRFR0B/D3+39+ZEku6qz37no86LKHq+rkmFmjdlZXloGQIkYyRC9ZLrchbaFxmduy99VfRroHrlQlkM9cKTHwaEFMBqEZyCVxz6WhqIYytFZtT2Ya+iEZIYGWB6Xao36WTQTisQonU57iinqytysDaMeGoZQ+Hc/xYft8wsrsc1qTuZ39F+bMNRzvanaDJX02OEsv7/X+ze97wr1BZE0AFXfFFBVjhhCsjPD1HNjZ7uRMGpdqXg87kk9J3FTgmQfH+gj0Xyu7AKLfHaAPqWHzx63sdvmR3oYVnVwcKTHwWGCwE5DroVAIGAGD1V8OLMmadFq0EoaSGjy+bxRcvi5hlF0SQlbaeFgyhXMmSqumUu5XM6oOAR9H7ovNQDXArdXr4eSJ2B4CoEdRqkXAykWowH6wzQ7TUNYgJdoB4N9q7bzPvC8GNayjeEAPH/TcBlVmkqlYgzsGjrjs6ZZhGqW5vXk88D/k2SqKqfXnuRdnw/Cz6PmMDnhSI+DQxMxmoOfmocH69ipwNBjw8FDl0QA+g/qHOjsOjvcRten0oEOqA7EnO1zgKLaoGnK2WzWkB56SHiO9JD4mZBrQdUcG7wHgxEnP9RSlhoN26hr/43XU9WtdDrdL+vJJoIseshnSUNQduYbMwPt54G/UwWiWZ3HoorH77EtSpjoKeL/qagpWVIDOFP2Sb5VWeLzrNWgBzJEO0xsONLj4NBEqBIy0v3Ua4i2U+SpqjBTiibVTCbTL8uGA1csFvMMMhr2UFMtBx9VgxRUdTRVWwcwHjeXyxnlwjbi1gPbuMz2jBT0vYw1Bjpvrcvj9z0lOiQRpVLJLCba3d3tuadM2SfJUDWFJELVHwAeskFFj9snk0lP+EsN8yQiPDYzyHR5EP6rio9md/Hc9PzVG8YsQc1Gc5g8cKTHwaFJUKVipJlb9ao86tPRhSbtzCs7FVr3H4/HzWCmqoCGmzTbRxe6tAcpDY3wmBrisK8XMHx1zC8TbDTQ6FDVUMBB3/Y66RpeJBE0FQcCfUtsaLYU4H0mldzS88WwFE3tGp5kpeZAIIC2tjZEo1HPgqFc8oNKEODNmNN1zVi1WTPluKq9GqfpJdJq0bbaqCokPWkOkwuO9Dg4NAkcXEa6PIQShoHIEwcZoFqAkODMV8kIyQeLxNkze5IaJSMcmDjQkoDZAy+/z2wxki3d1i/LyGFwqOqhxQKpbmnhQPXqANUaOyQmJDv6jJHYqOpGss3nJJvNore316g3amjv6enxeHgYjrIVKACebD4eV5+3ZDJpjPAkcvzRldtJ9tVnRuI0GqUiHMYP3N12cGgSOCjZtWaGCvVc+JEnOzWag5qCZuJSqYRYLGYGM86q1eicyWTMIKQZW6zpwoFLfToAzCCqBRK5DzUT68KXJGkO9UHJjK2M8dprGJTkKBaLoVgsGoJDVUfJK/1equhx/1R3bD9YPB5HoVAwKpA+83bbSHZisZgx2dsTAxIptsPeT63Jg5rmVblkNmA9a905TAw40uPg0CRQzSApsYlIPagnTV09PH4ZLJwlc0Ah0eA2urwEt+cgY/s5NGykM3gAnlk2928PNFq/x2Ho0OurS2loFpwayFkOgL4pDU8x/MVFURkGU0JEYsoMLU1zZxg0k8kAqBIXqk700/B506w/hryAqgGedaG48jvPheZpriZfC2wvTdG8HnyeeY4OExuO9Dg4NBFMER6u2qPqjV+Hr6TIXvWaJMVOXddsG5IaNaMqueIilnbYhFADsU1kNKzCYzuyMzrQMCPvM43gQLUujtZT0oKU/G4ikTDKH4m5PjtcENZP+alUKp6yAwyZ0a9D0k8iVCqV0N3d7am6zGeCxIrHJyELBoNGeRwsHGqfH0mSki0SK4eJC0d6HByaCJ1xa7l9haZFq+dGO/pa37Nn5bq4pQ54dhYOBxStvcLMLk0VVp+FXf/FDR7Ng5IQQv9PHw6fATsbjgoKVRc+H/a6aHwe+HwwNEZSomFMVnIm+VJ/GQCTUl4ul02Iq1KpIJFImOdcw52a0q4eMSqmGnZTk7WtNuo1G0mY2WF8wJEeB4cmIxwOGz+FkhcORrXqx3DwoSKjq2zbRd0qlYonZMD90qtBRYBtSCaTiMVi/YrLhUIh83+txeNXh4Wp7/XCqTxjB73//L96fUhEMpmMJxSk9XHov6EKSNKcz+cRCoXQ1tZmFKJ0Oo1isYhcLudRDOnh4jpwJFu6flswGERbW5vJ9CJho0qpYVT+Xfejz5XWLtIUd63s7DCxMSZ3+KabbsLGG2+MeDyOOXPm4Kmnnhpw+3vuuQdbbbUV4vE4tttuO/zyl7/0/L1SqeCiiy7C+uuvj0Qigfnz5+Pll19u5Ck4ODQMGv4hkcnlcoZccBt7BqqrZJOEqBmV0N+p3jAslUwmMXXqVLOuEQeEYrFoMnBKpRKy2Sy6urqQTqeRy+XM4EK/BUMFoVDIhEQ0O8yhtUCFh8+Mgp8zhZ2kQosTxuNxc58TiYRRaDKZjCEnfEa0hhNQNVRTYWTYVZ8XPsMkKZpeT7IVCAQ8xyoUCua55XOqxD6ZTCIejyMcDiMajRpiz1pVjvBMDjT8Lt999904++yz8bWvfQ3PPvssdthhByxYsADvvvuu7/aPP/44Dj30UBx33HH405/+hP333x/7778//vrXv5ptrrrqKtxwww1YsmQJnnzySaRSKSxYsMCkNzo4jCdoDRw1ivKzWCyGeDxuBpp4PO5Zn0qzpSj5RyIRk2rOgSMajZoMLc18YaiC+1Jja1dXlxnINLRlF7lTVaqrqwtdXV0eZcmh9aAKiP27qoV+yiGfD95zLharK7LzmaFHjDWeNPxJ1YbHJ5lRc7xmVrGUAp9FfsZ2kfjwfYhEIh6Dsz67o1mYkBMFV2ah9RGoNFhTnjNnDnbZZRd8+9vfBtD3cMyePRunnXYazjvvvH7bH3zwwUin01i+fLn57KMf/Sh23HFHLFmyBJVKBRtssAHOOeccfOlLXwIArF27Fuuttx5uv/12HHLIIYO2qaurC1OmTMHatWvR0dExSmfq4DB0cMarXgLOZmsVGmSoip07Z8js5HXJBfoodMFO+iJIgLhPDmYcDLgts3q0/D9n0AxhTVYTcrFYxBtvvIH29nasu+66zW7OqIPkgIRaSwtQFVTjMkkMlT6tEcQQLJ+5SCRiFiglQWZYVL9Dsg7AEwbm88iMPw318sfOVNTKzvo3no8uhDsYlOyrmqoLrjqMPkY6fjfU01MoFPDMM89g0aJF5rNgMIj58+djxYoVvt9ZsWIFzj77bM9nCxYswH333QcAeO2119DZ2Yn58+ebv0+ZMgVz5szBihUrfEmPnQLZ1dU1ktNycBg1UNVRKZ8LfdrQWXU2m0W5XDazYJKmQqFgfEHqB7LTz2k6ZcfNcIL6NWg2paKjs3iGQOzQxURFOp3G3//+d7z22mt47bXX8Oqrr+K1117Dm2++iVKphDPPPBPHHXdcs5s56rCzudQDBHhVFoaySIIZFiMRZ7iUWWGpVMo8N5FIxPydKg3VJaoo+pxrPScqSVp9WtPy1bOm75BNVPhcD1SluRbR4bVgeFqXXdE2ODQfDSU97733HsrlMtZbbz3P5+uttx5Wrlzp+53Ozk7f7Ts7O83f+VmtbWwsXrwYl1xyybDOwWFyoBlZG1rRliTHJjzaUXOA4GxVFSEqRlpin4ONZtFwP5wEUM3Rmbq2yQ5r6Oc20ZlIak8mk8GTTz6JP/zhD/jTn/6Ev/3tbzW3TSQSEzq0zho2Sh74rtjhIj4rJM2a6cW/kYzwGeTfqEDG43Gj4Ki52H5uqeTQSK1tsgt/8u8047MdQLV+jxJ4O6tL30MF1SjuK5vNetQkYigKkkNjMSmytxYtWuRRj7q6ujB79uwmtsihFeBHKDRjRNPD/YzEI4V6d+zQFP0J9mxS03TZUetAo+tgaS0SACazRuvp8BrodzT7ResHaRjDD+Od8HzwwQf49a9/jUcffRRPPfVUXdWgd9hhB+y///7YbbfdxqCFzYN6t5TcUpkMhUKe6sYkO+px0YGfzz7Dr3zeaCwmOQkEAqamUCaTMcqJenSSyaQhNST+TJun90gVUJIiThaUoKiaRKXGJjoaBrMnKNqnKBFzJunWQUNJz4wZMxAKhbBq1SrP56tWrcKsWbN8vzNr1qwBt+e/q1atwvrrr+/ZZscdd/TdJxfEc3AAvBWIbaicb4Od3GCLetYLHURsY6USHp3tasViDUWxBk9bW5tnW4YKdJbKwUBDVBq20JCFPWMeiPSMV6xcuRK33347fv3rX3symTbccEPsscce2HXXXZFMJvH666/jhRdewAsvvIBXX30Vvb29+L//+z/83//9HwBg4403xsc+9jHss88+2G677SZMOEOrKgPV51G9PkD1eaPvSy0FkUgEqVTKKDp2pqFmh7G6su0V4vPL0FY0GkUikUAoFEImk+lX4kETBABvtiOPx32T4PKc7Oe8FtEBqvWwqEzpdYtEIq7Sc4uhoaQnGo1i5513xkMPPYT9998fQN+D8NBDD+HUU0/1/c7cuXPx0EMP4cwzzzSfPfjgg5g7dy4AYJNNNsGsWbPw0EMPGZLT1dWFJ598EieffHIjT8dhAoCkgVB5WjtZzVJi58cOlTF7u9MfKtjhMl1XfTcMM7Hzt4uzcXvOtDlwAPAtzsaQhJ9Ur+qS1ivR7J1aRHC8olKp4Omnn8add96Jxx57zHy+9dZbY+HChfj4xz+OzTbbzDNY7b777ub3TCaDF198EU899RQef/xx/OUvf8Hrr7+O119/HT/84Q+x8cYb4+ijj8Z+++03rOVFWhl8LkqlEhKJhEkTJ6GgegNUQ0f0+DCcqiZooPoMkhRR9VQ1iGoosxn5PDO7UBUZrb/DRVC1NhErQjMMR9Ki7wAAD9GxiQvfCfW2kRzZYTWH1kHDs7fuvvtuHHXUUfjud7+LXXfdFd/61rfwk5/8BCtXrsR6662HL3zhC9hwww2xePFiAH0p63vuuSeuuOIKfPrTn8aPf/xjXH755Xj22WfxkY98BABw5ZVX4oorrsAdd9yBTTbZBBdeeCH+/Oc/44UXXvCUMK8Fl701OaGER0NE9cAvFEbUynAZDD09PSiVSqZmSKVSMVI8M1SUDGltk2g0asIJbB87eJ3ZMsuLHbEuCknztJo4tQghj6d+jPGO3t5ePPDAA/je976HV155BUDfALlgwQIcddRR2HbbbYe13+7ubjz11FN48MEH8fDDDyObzQIAZs6ciS984Qv43Oc+h2QyOWrn0Uqo5eWyVVGqkXYoWdPKNbOrVCp5qkFrHR8+67pQKj8jyQGqiikJFMNjqv6zvhCf8UQiYd497SP0vfHztBF8j0jOHEYXLZ29BfSloP/rX//CRRddhM7OTuy444544IEHjBH5n//8p2fg2W233bBs2TJccMEFOP/887HFFlvgvvvuM4QHAL7yla8gnU7jhBNOwJo1a/Cxj30MDzzwgHvAHGpC/QV2IbR6QELDGjYkQez8/LwLAxEgzXYJBAImLdxOAdd1ipilAsBTWh+ohqV4XlorBfAu6ui3Krtt3qQh2o/kjVesWLEC1113HV588UUAfYPbf/7nf+KII47AxhtvPKJ9t7e3Y968eZg3bx7S6TTuvfde3HHHHXj33XfxzW9+E7feeitOOeUUHHjggRPO0Frr+dB+XVVG/p/f5XPL1HUW59QlUzTkZIe7GOrifnW5CzsMzGPyh2SffjgtFaEm/3rr+mjobKLd54mChis9rQin9Ewe0FCpHeRoVgoeKLMDQL/MEiKfzyOdTqNcLiOZTBrvDA2YGhagqZm+CnbwekyqNiQ7alBWWZ8DiJ11QrKl4byBZrPjCS+99BKuueYaUyYjlUrhmGOOwaGHHtrQ979QKODnP/85br31Vvzzn/8EAGyzzTa4+uqr8eEPf7hhx20VaFIA18dSAsJnWz06ADwGYqo0rKQMVJ9nEihmPKr5uFKpeMJgDK9pmwD0mwBoiMt+D6j6aAFFfT84OeFkxNXraQxGOn470uNIz4QFlRM+4rrKeCPADl1TwwEYOV3reGQyGRN2YoVlVaK4Hy3vn81mDYnS/duKklas1WJwbIsSHhYw9CNs4x1r1qzBt7/9bdxzzz1moD3kkENwwgknYNq0aWPWjmKxiJ/85Ce46aab0N3djba2Nlx66aX45Cc/OWZtaCbslHANawFVUkG1R1VQ+tpUxbdVVi3LoOpkKpXC9OnTTdgsnU4bBcjuGzQZQPerpI3vJdVeQpfIAGAWSm10fzNZ4UjPMOBIz8SHZmQAzamSanesWj2WhITLSwAwfiOug8UlKRj+YoE2oJpezs6VCz/yvJneq/4DP+9FPeGr8VZ/p1QqGZLBQqSf+tSncOaZZza1VEVnZyfOPfdcPPvsswCAww8/HOecc86EWqNMSzsoySHZ4OdUXG3VRhUgoLoMi5rBVTlStVPDVny3EokE2traEAgEkM1mUSgUPFXFtaghv6e+tkQiYc6H7yeV21q+QA2l67IbDqMDR3qGAUd6Ji7scJZd/2asQZXGVn7YuVO50awszg6z2axnVWn6fijB28UJaQjN5XIeTwSvAwBPuvtEfPWfeuopLF682JiU/+3f/g3nnXcedtlllya3rA/FYhE33ngjbrvtNgB9y/Rce+21E6ofsuvo8FmjuqiZWXyelZjru8rnOxaLoa2tDbFYzPjlCoUC1q5d2y+jkeD+kskkksmkp1/gsZWIcYLANcVo8qcyyqwzLp1Rq0+xM85cuZTRhSM9w4AjPRMXmrpKSbpZMy3O+OjJYTiLq1OzjglJCztUzkLz+bxRbNjRUz3SgmpaO4QLP2pdHZ19q9dnIuFf//oXrrzySvzqV78C0Lc0zWmnnYYDDzywJUMMjz76KM4991xkMhlsvvnmuOmmm7DBBhs0u1kjBp8zPpM22ddsQb4b6iVjGFLX1iLi8ThSqZQh9iRKWmOHyk0ikTDvXDgcNoqLriOnmY4aerYLDALVzLNQKIRUKjXoM8WwMdD4sPpkgyM9w4AjPRMT2tE020So6fE0SWYyGSPt05cDVDtcdowcBJg9wv+zEFsul0MmkzHnp3VQdJV2PX9NSR8MfsXZWhWVSgX33Xcfrr76anR3dyMYDOJzn/scTj31VEydOrXZzRsQL730Ev7rv/4L7777LmbMmIFvf/vbw06ZbxVoKIshWAAeT4+qQBoK078z/JVMJj2lE+gF4rvCbbn8A9ugZn/NhtRUdw2Z2fW7gOqK7zwPEqJoNGoUp4HgwlyNgSM9w4AjPRMTqoA0U1JWeVuzxWhg1s6boS3K6VRzWHfEXhU9n88jl8v1WyaDypDOqnWtJHtJAD9o1hi3beX6PGvWrMEFF1xgigtus802uOSSS7DVVls1uWX1o7OzE6eccgr+9re/IZFI4Oqrr8aee+7Z7GaNCmxvjqatq0nYXp4C6Ju0sH4VAONTo3LECs/09rCej6qagH84l+Euvjd+xQU5wWCb7MrlwMAKjgtxNQ4jHb/dgiCTBBw8W3kQGwkYEgLQdClZO0htC+V0lfVpUGbnSKg/gbNT1i+h/B6NRk19EXp/dEDRSrMDER6dPXMQafWChM8++ywOOuggPPbYY4hGozj77LOxdOnScUV4gL5lde644w7MnTsX2WwWp59+Ou6+++5mN2tUoPNpKi626Zh+nVgsZhQYPoskJlyygqExKjTpdBqZTMaQp0gkgra2NvNecBLBfSUSCQSDQeRyOXR1dSGdTpsJBdVXXdqC0IKJXAwV8IavbSiRmkhG9YkAR3omCdjh5PN5T0bRRIFK280Ma6lnxs9YyQJonOFms1ljsMxms0amJ4lTxUUzXJhVQkKjNXW0dhAHjIHA9qhfqFXR29uL733vezj22GOxatUqbLzxxli6dCmOOeaYppPd4aKtrQ033XQTDjjgAPT29uLrX/86rrnmmpYmnSMBn09OClT1UaWR2VbclqGstrY2Y4Yul8vo7u72kHuGhEmEuK0qn6x8DsCEqngMu/+w1SoNnXMiomFoJXcDGZ4dmoPx2Us4DBm6Aje9Hc02+o4WWk3lAdCv81S5G+iT2FnPg4qMroZeLpdN8ULujwZMdr40auqgoPV3ai2qqmA4QFN4WxX/+te/cP755+OJJ54AAHzmM5/BhRdeOCGWd4hEIrj44oux4YYb4sYbb8Ttt9+OVatW4Rvf+MaEVQpKpRIymYwpzulX3ZzZV+Fw2FOGoaOjA4VCwZj2NXyrqmlHR4epz6Pmfy5VYROceq91NBr1+ID4ztJTx6xMV5yw9eAo6CSBHxlQ4+t4hi7nMNadjCpmSjLszpPhRXaSdifNH852M5mMKcnPfQNVnwRnlnZqPgunDaTWsG12TZVWJjyPPfYYDjzwQDzxxBNIJBK47LLLcPnll08IwkMEAgGccMIJuPzyyxEOh3H//ffj5JNPRk9PT7Ob1jBQqeGiobpSuU3m2Yep4skaVUD1eWYIikSHKebqWQOqdbN0NXZ7Aqjvt/03Kq4MzQHVsNZAVdodmgun9EwS0LfBQZQVgJklVCqVzKJ/4w0DdVqNhBZA1NTZSCTiKYzIGaAuAVEoFEyYUavCJhIJZLNZM+vl/WBaO2EXHdSKsvZyEjb4DGght1YlPPl8Htdeey2WLVsGANhqq61w5ZVXYtNNN21yyxqH/fbbD+ussw7OOussPPnkkzjmmGPwne98BzNmzGh20xoGPpMM25KYqDqqy7l0d3cbjw+/p2vecSLEUhDs//Q9ZaKBLkI6HPCdpp+OVZvHu4I+UeGUnkkEJQWVSsUzQ1H1YDxB64A0M7RlS/KU3DOZDNLptMfYSAVHSQ075nQ6jXQ67VlolGRUU301U4XpwFpJljPkevwErUp4/v73v+Owww4zhOeII47A0qVLJzThIXbbbTfceuutmD59OlauXIkjjjgCq1atanazGg56ykjeWasqm82iq6sLxWLRLLyryihVTl3Oxa+MA1CtIcSK0IA3fX647eZkRQsqjsdJ5ESHIz2TCLrezUAZCYMZX1sFNN4CY6/y8Jh2x0avAJUckhs1H1Ol0R/6G+yMEs4cNbMlmUx6/DuaCky5nwZKJUfNuEbDQaVSwdKlS3HwwQfjb3/7G6ZPn46bb74Z5557rqe2ykTHtttui7vuugsf+tCH8NZbb+Gkk07C2rVrm92shsCvHg4nDtlsFrlczlQoJ0nX8JSG6ZmBqCFkTQpgthg/5yTCb8JnF/asBe2HGPJyBubWhLsrkww6+ye5YUaCFsdr9QwvhoyAqp+lGWBHTTKSSqU8hdkowVNVY1osCQkztzS9nPtl6EnrhCQSCfN9/R5rl8RiMU96sPqF6llnq9n417/+hZNPPhlXXHEF8vk8dt99d9x7773YY489mt20puDDH/4wvv/972PdddfFK6+8gjPOOGPcTEpqwY948x22fTuakchQPNego9LD0G8+n0c6nTahZL4fnJxopWddNFSLe/oRG/UY1YIq5o7stDbc3ZmE4AtqZ+tQHubfWpX4qJeGWRLNUjCUSFAuV4KSSqVMdgq3Y4dMcqlZJZTtNd1ct6MixLW11MwcDodNSQK2YTwZKR9++GEceOCB+MMf/oBYLIZFixZNeC9LPdhwww3xne98B21tbXjmmWdwzTXXNLtJI4K9NAoAT5kHTgg4QVOlkiBBYbo43w1OIvgdrT2lxRLtxYj5uYahiXpIDxXI3t5eT9kJh9aDIz2TEH5qD0E1Aui/SngrgAQAaD7h4cwTgJk5smqsZpZEo1FPRglDX/T2kHz6ZYpo1eV8Po/u7m7j+WFIi4oQs2DGG+EpFotYvHgxzjjjDHzwwQfYaqutcPfdd+Owww4bF+G4scCWW26Jyy+/HACwdOlSLF++vMktGhn8jPY6CeMzzXeIpTV0wsaQlobD7IVL+XdODhh24rb6nmnWlcKekPhB1WYeUwlZK/Whkx2O9ExS8AX1e8k1K4LrWbWC2VXrYujChc2Chge5thY7UpIdEiN20FR5tJqr1uqx1xeyPTtaiJCzYAAeOX88obOzE0cffbQxKx999NFYunQpNttssya3rPWw11574YQTTgAAXHrppXj11Veb3KKRg0RGvW72CuxqVKZyA1SJk6a160TAfif4fyVcJEbqr7Mr19sFRmshkUj0y9qiKq2V1x2aC7f21iRee2uwtapU6aHvp1nxajUlKikba+isjaSH62fRY5RKpUwGl3a4zPCgUqWeAy3KRnkf6O9pIClSqb7Vl4yohddeew0nnHACOjs70dHRgcsvv3zCrDvVKJTLZZx44ol48sknsfnmm2PZsmVIJBLNbtaIEIvF+qWXczJGQpNKpRCLxTxeNcCbwEDCpJ43rmnH95EEi++XTkwAb+hNFxwlYdEKz35gwVFuo+Fnnqvz/IwMbu0th2FD1Z5asWyqKawoPNYhE5WxAW/4bajgzJHKi4aXBuP+Gpbi4ofsIPkZCYxK6ky5pdeGM1eGv6LRqJkd2pki+qPFC9lpqtIz3rBy5UocffTR6OzsxCabbIKf/OQnjvDUgVAohCuuuALrrLMOXnnlFSxevLjZTRoxmAig2YpaWqNUKqGnp8eEbkluWMqB/RdQ9Sva3+d7xPexWCya5A174VC7fpUmDLDfqFXaQ6uq67vKvznC03y4OzCJYaew+/l3qALxZR2LtZk462NMXKscDzdLix0eyYimilN+1r+rMZIqjtb00A6UGSNANZuL+9RaPKy9w5RZmjVJevh/e50tdpa8ByRNWrdnPOG5557Dsccei9WrV2PrrbfG7bffjg033LDZzRo3mDFjBq688koEAgH87Gc/w09/+tNmN2lEsNeYU4Kv2/T09Bjyk8/nPdWYtVaXLqmiqqgSGxIYkqhEIoF4PI54PO5ZnkdrZam6ysmSDX0ntQL7SCZrDqMLR3omOfhCAzDZEPbLbC+y16gihpxd2YuiasrpcGFni5BsaEaIKkHssFRO16qu3EbTxVWl0SKBmqoei8WQTCY9BketzGwvnErCoyX01e8w3tKXV6xYgRNOOAHd3d3Yaaed8IMf/ADTp09vdrMahkbN7OfMmYOTTz4ZAHDZZZfh8ccfb8hxxgLqv9Ew7kDbUv3JZrPmb5wYcELAdyeRSKCjowPJZNJTV6tQKJiV2tPptFGM+F7ppIQePfUR2t4fbQP7McDbxzo0H24ZCgcjK3PwLRQK/RYjVVWIRlx+d6TQejR2u0ZrQVTG6NlR0S+ghm07lKQhJzUrq5eHIUCdVbLDJKliJ03pngUIGQ7T0KJdMp/XR70/WsBtPOH3v/89Tj/9dBSLRey+++647rrrxr0fZSAwVbpROPHEE/GPf/wDv/jFL3DWWWdh6dKl2HzzzRt2vEZByb79uYapFFRaqJ5qwkA8HjeTDju8pH5ALR2h0O+pusr3V9XYQqFgvD+EJofQ26Pn4tBcOCPzJDYy22DHoYtY+mVIaYjLjocPBVQrdGDQ0E0jOgn7HDWsNJhHplgsoqurC+Vy2cz6dGAjWWH4TFeOZviMypCuKWTXFeE+1Ait7RuPi8T+4Q9/wOmnn45CoYB58+bhqquuGpdyv4Y4BgInEo3O2CkWizjxxBPx9NNPY6ONNsKyZcsmVZ9GZUVJimZ66XvF0DMJESdvOtGhkhQKhdDR0YFUKmXeO6pAVH/4Dms/SfWXE0d7GQqtkq41iBzqx0jHb0d6JlEHUS80bFIra0uzqfzkWzvTyE7jtKufUpYeK3NurdBQLRJXqVSMFB4MBpFKpcxihQA83hxdHR2A8Sep+ZmdLTtkzZCLRCImy0trg+gaW+MJK1aswGmnnYZ8Po958+bh6quvnhRyf70EaaT44IMPcPDBB+Odd97B3nvvjW9961uTaiC1J0jBYNCzsjqAfkoMVR9VZThJyeVyxufDwqL2uxeLxTzeO+7PXhZHU+hrgQTIJkMO/nDZWw6jDpptB8raUnLgRyC0AJ+um2ObkzlLYqx9rF72cDjs6Rh53FoGRVZA5kySZeu5L81yU0JINSubzXqyxFRhoorDmaEuRqodrq2KjQc8+eSThvDstddek4bwAAPXdBlNTJs2Dddddx0ikQgefvhh3HvvvWNy3LHCYH2ChuAJVUp1PSyqsSwYyvXwtJI6+wP6hthvceJC1VYnbQyVAdWSGnqceDxu1s6zw24kU/QJ8ljjLXw9XuBIj4Mv/LK27JCKZlNppWR+34bOeGhOHslKxIypZ7NZQ6rYznrS0GkWZsek56qVYZmmCgDJZNLU5aE6o+sF2QSRZkmGtUiQ2PGxw+Msk52n1hIZbKbYqnj66adx6qmnIp/PY88998Q111wzIQhPK6Ydb7vttjj99NMBAFdddRVef/315jZolKCG/oH6Ca2/w3eJExi+k1o1WZMmdFLB99Su/6MJBYB3csQ+RBVZv/PgxIaTPBIxhslV4RnIzO0wMrTe2+vQMrCztvxWYNfQlq7XpQZkEhzOfqiwDGfwYOfE2ZYSDJIGnTFxhWZurz9qBrZT8fl/lpMHYBYVVdOzZm3ZGWc8rnakWgJfjcqFQsGzPpcWNhuvhOeUU05BLpfDHnvsgWuvvXZCEJ6xClkNB1/4whcwZ84cZLNZLFq0aNxl9ilsJRSoqsL2dpx0aMkHvtvMRmWaO3+6urrQ09PjKc7K5AFVXRkqa29vR0dHh9lOMz/tCutD6dfsDDGdfLkQV2PgSI/DgCDxGWgFdpv46HpU/AzoIwLDzcaqVc5dVzHXAmd26XjOnPSHMz2qREpENMuKJC4ej3v8OpyF2ggGg6ZztZUbv9mgFjXUgoe1Vn1udTzzzDM45ZRTkM1mTZbWeDQt+0Ez+1oNwWAQX//619He3o6//vWvuO2225rdpBGB74quM8d3iVAfDEEPId8/eufK5bIhNkpU+C/D17puHic1nHywv0kmk54Jj062aoXIh3reDo2BIz0OdWGwFdi1+BY7AM2qGO6sU4sU2llS6smxOyuNozPTij92KXmt/cFOK5vNmn+5fy02xvofCpIaqkPq3+GMVdcNUtmeg6ld/4fbjhesWLECJ598MrLZLObOnYvrr7/ed4mT8Y5WvSezZs3C+eefDwC45ZZb8MYbbzS5RcOD1q0icam1thxJDictml5OMqNJAolEwryHWpRUt1eDcrlcNhMjO9OSfYyqM1qcdDyWlpjocKTHoW7YK7DbZj67BgbTNrn9cGY/fuGderMbbIlciQfN2qzAyhg+JXESnnw+j3Q67ZkNMswFeA2TND+yc2SnTVKl5Er/VeVpPIe0HnnkEY/Cc8MNN0xIwtPq+PSnP42PfvSjyOfz+PrXvz4un6WBYKukulCvhqeUgKhaVKlUkEgkPEvAhEIhM1HSCupANds0m82ad5RkSY/HSRW/r74hLVcxGDRs5jD6cKTHYUigP6dWZpe9QjvrWgAYVs0SvwX+NNSlBGM4IBkjCdKy8zwPOwyWyWSQyWTQ3d2Nrq4udHV1obu7G9ls1hQv1Fo87Bi1A2Sb/WawaqIeL7j//vtx1llnoVgsYt68ebjhhhsQj8eb3axRh18JhlZDIBDABRdcgGg0iscffxy/+tWvmt2kUYNfOAuAecc0k4sKbW9vrykBQdWHfZa9antbWxumTZtmSJHea8045f91kWBuRxVa+y36jOrps5T0jKc+YLzAkR6HIcMvs8s28dqVjoFqJtRQ5F7KyFRl7BRzlZLrWReMISx+R1WcQqFgjsdOj/K13ZmqOsOQVDqdNu2gWgQA8XjcsxaPyvC1BtHxJIn/7Gc/w7nnnotyuYzPfOYz+OY3vzlhPDw2SGJbHRtttBG++MUvAgCuvfbacVfMshZUVVWzsb4/VHi05k25XDZLTWg/pSnkVGqDwSCSyaRRgRnW175IJ0Q24dL2sd+yl6kZqM/SfTm1Z/ThSI/DsGAbnJkaqrFwdgw6SJD4DKcTtlPMqcxoB2HH0u2lHLTeRldXl8nw0vobzKaiAsQZG9fwaW9vRzKZNMXLNBPNL/WV7fBLR+d31EA9ngjP0qVLcdFFF6FSqeBzn/scvvGNb4zK0iStBj9zfKvj2GOPxfTp0/HOO+/gkUceaXZzRg26XAwnQhpG5bunSipVEy5VwYrpTGNngVCWv6DpmSU11NtDYqR+RbvEhML2/wzWZwEuxNVIONLjMGxooS8Nd2mRL53xa8dAdWQkgwc7LLv6Kju3TCZjVmamCgPAo7RwP9oB0lhMP5CmmOv6PfF4HG1tbYhGo6bDUu8SZ3Qaz7fL5msHOV5UBOLWW2/FFVdcAaAvXfrCCy9syRo2I4WunzSeEIvFcNBBBwEAfvSjHzW5NcOHXyiRkwibwOjkQb+vfj01L/O91DIaTMTI5/MIBAJGreFxSVK0HVR3+FktDNRnafhbSdt4e+5aHROvh3IYc9DnowZAdkb8G1DtDHQWM9RwVy2oYVnVFpoQGb5iB0lJOxqNIpVKoaOjA9OnT0dbW5sxM6o0rumzqlSVSiWk02nTDr9lI0iG1Fhtt1vNzq2OSqWCm2++Gddddx0A4KSTTsKXvvSllva5jAR+i1KOF3zuc58DAPzxj39EZ2dnk1szPAz0TjDhIJ1Oe8oJsE9hiIlkXKuaawFDZmtqf6XJGiQqVG75d+5Ps1PrfYd18mT7f+wU+PHQL4wXTDwd2qEpYLhL09nz+byZzcRiMdOBUCFSw6/OeoYDraLM/fN3u8OgjE3Z288cGY/HPSuxcxFCXWqCpE1r8Nimbr0+AAzp4rbjbT2tcrmMK6+80igHZ5xxhvGOTFSMp3CjjVmzZmGnnXbCs88+i1/96lc46qijmt2kEUOVG6BKPjTNXdUf/Y4qtfw7J0VAdWV3TnZYMysWi3mUWB6fyhAVYe5jqOdDQ7XWEOJ+2NfUU5naYXA4pcdhVEGCY5ucKRMDVSlXvTC2GXqo8Aur0KjINXZUUtaFCCkp01ioGWca5mJ1ViozzNqqVCqeEJdf22yjo6a0jxfCk8vlcM455+BHP/oRAoEAzjvvvAlPeAbDeAjn7bvvvgCAX/7yl01uyejANv+rCZkTGU00UF8PUH2n6eVhGQsWI+Q23Gcul8PatWs9xQ6p7FQqFUNWAPTzEg7n3LQtuk5XLf+Pw9DgVll3q6w3BBpiAqpKEOBdroEVUjV8MFzVxzYtKnStK2ZccXuuGWYXG9TaOmwXFSAub8EOFKhK7ewwaejVWSP/r+uUjQesXbsWp512Gv70pz8hEolg8eLFWLBgQbObNWQkk8l+68T5QWfu9aAeP0ezsHr1auy9994ol8v4+c9/jo033rjZTRoSbLVWJyxajBCA7/p/0WjU9C9c709D0CQZunK6JkDQY6MGZi1pQQVJld/29vYREWL6jZgpy37NfiY1i22ihpdtuFXWHVoSanIGvOnqqgRxxqRp4cNVfdQk6JclwbXD2A52djqb0s6DEjbJG2v1UHpmDRAuesoaIGwLf6c8TY9TvTO0VunE3n77bRx55JH405/+hPb2dnz3u98dl4RHK18PhNFc+6gVavpMnz4dH/3oRwH01VMab7DJg50BSSJim5f1XjMLk+SECg7XxtMEBPUHcp8MRWuxVaC61A4Aj5JNojRc2Flc6v+xs0W1/k+9BRAnMxzpcWgoWOlUSU6xWPSoOSQVdgo8FwscDkiAWFNDjcmUsxn2Yk0etjWVSpm6Gna2lbZLM0ZoWAaqZEmldvUb1HtOrdB5rVy5EkcccQRee+01rLfeerjjjjuwyy67NLtZw4KGQAYiIvZsvx7UIlOqKDQTGuJqhedqKPB7Xzg50aVfOOlQ1Y3vHMkC4FWO7EmLJmXYhUNJrHRSpOZjJkbofodzrbUvsZ8b9l9a/8evACJLboy3ez0WcEZmh4aDoS3NqOrt7TUzFioh9MaEQiHTYRQKBePNGc6MWc2LQLW0vM7atDPkMhPsPBmvV7VHiy2yI6ShkaDKZIdRKMePh85oxYoVOOuss5BOp7H55pvjO9/5DmbNmtXsZg0bDBeoCbYWRvP+tEIpgr333huxWAyvv/46Vq5cia233rqp7RkpSFA0u1IJAg3KQDVLFKj2RfF43Cg8vD/09XFfmo7OPoTH08WNgSpR4WQLqGZ/qTJTD/TZHOh7aoC2Q/taE4xtbzbxbhU09CqsXr0ahx9+ODo6OjB16lQcd9xx6OnpGfA7uVwOp5xyCtZZZx20tbXhwAMPxKpVqzzb2JVsA4EAfvzjHzfyVBxGiFrhLgCe2RE/Y3gKqHZajTL8smMgqeLgSIRCIRMWY2fCmWUulzMzLC1IqH4DPU4rhDvqwc9//nP813/9F9LpNHbZZRfccccd45rwKBpFQFr5vra1teHjH/84gPEZ4vKD1sVSVVZDTkCVkJDc0HycTCaRTCaNqsMlZLjOFt9tmzBoYoId+taMT5Jrfj6U8wK82Z+DoZ76PwzlNZuANxsNJT2HH344nn/+eTz44INYvnw5fvvb3+KEE04Y8DtnnXUWfv7zn+Oee+7BY489hrfffhsHHHBAv+1uu+02vPPOO+Zn//33b9BZOIwm/MJd5XK533perI2hnzOzaiTwM5yqqgPAQ2bYYbAzpELFjtD2AJHcsbPRFFeilbO1KpUKfvCDH+D8889HqVTCwoULsWTJkglj+G9kxetWH0wY4nrggQdavq2DQUNXAAw5IREBqiqJkiE7k1K/T5KioS0qJ/yMxIHJEOrj03pg7MMYzs9kMoO+95zcaZuGA+f/GRgNC2+9+OKLeOCBB/D000/jP/7jPwAAN954I/bdd19885vfxAYbbNDvO2vXrsUPfvADLFu2DHvvvTeAPnKz9dZb44knnjBmPACYOnXqhJl5TjbUCndFIhFDLAqFgpGQY7GYxww8EvjJ0fYsjmv0APB0dFrDgzOpSCRiQnGVSsVTvVcJDyXnVlYDent7cfXVV+OHP/whgL4qy+ecc46TxVE1QQPjt27P7rvvjmg0infeeQevvvoqNttss2Y3adiw74GGohieYuiZ5MPOctLCf2pyJ2FhuD0cDhvCopMmLTaqIWvNWtXQUyaTMcqS3XY705VtYX2e4UBDWxry4jXhddHwVyv3T6OFhvVmK1aswNSpUw3hAYD58+cjGAziySef9P3OM888g2KxiPnz55vPttpqK3z4wx/GihUrPNuecsopmDFjBnbddVfceuutAzLWfD5vVsPmj0NzoeEuVXLYMQFV07NdOHCkx7WXgLBnatrhsNy8dgpqEmRRxFAohGQyifb2dk/dDtu/U+/Maqw7n2KxiEWLFhnC86UvfQlf/vKXxw3haVQ7mTIMeFOkG3nMRiGRSJj++Pe//32TWzP6UI+OpnID1exNVW013EzyomEwTmA4OeI+deKkqe0kGVSC+X31AvX09HgKD9rqDgAz2QMwatWYtf5PrfW/eG3GK6mvFw17azs7OzFz5kzPZ+FwGNOnT69ZDr2zsxPRaBRTp071fL7eeut5vnPppZfiJz/5CR588EEceOCB+K//+i/ceOONNduyePFiTJkyxfzMnj17+CfmMKrwK2ZIcx5QXRV9tGRYzYwg2CHpemDcjh2XdqB2wTMqOOFw2ITgNGtnOARmLGXnQqGA008/Hb/85S8RDoexePHilq3cW4toNOJ6MRuHA6N6QoZSeqAejJXX62Mf+xgA4A9/+EPDj9Us8BmJRCKe7Ca+t/wJh8Po6OhAPB43qkcg0FdEta2tDYlEwpMlxqxPnTSxH2AiAwkMv6chb6C6dlc+n/ctzcFjsf/TOmGjeX20tEct/89EJUBDDm+dd955uPLKKwfc5sUXXxx2g+rBhRdeaH7/93//d6TTaVx99dU4/fTTfbdftGgRzj77bPP/rq4uR3xaCAx3UTUpFApmsNGw1mgMCqwLpCEqew0dzrrYybEd8XjcZGPpQMj0dwCmQ2NH1eppo5VKBV/72tfw+9//HvF4HNdeey322GOPZjfLFwNlXY3WbFjJqi6WyxCHhj3r2U+9sE3vjcLuu+8OoG8tLoZbJgL8yDD9dyQ73I5kiMUIWfxPFdtIJGL6BQBm2RxVSNg/8FicPGnxSw2D8Xmyl57hfkiAyuWyqSvE/qhRxQfZLk7y1MdE5VvrFk2E8NeQSc8555yDo48+esBtNt10U8yaNQvvvvuu5/NSqYTVq1fX9OLMmjULhUIBa9as8ag9q1atGtC/M2fOHFx22WXI5/NGilZQ0nNoXZD4sKgX17thOIkv5FDj20pgtKIp09J10VNNRw+Hw4aIabYH20cVSMkTCZqilQkPACxZsgTLly9HKBTC9ddfj912263ZTWoawuGwUek4c9faTpFIxOMbGQ403GJjLJ6VTTbZBDNnzsS7776LF154wWM/GM+wCwkCfe8jSY4qMjQ7ZzIZQ1qoNpOwMqzNfoDPBEtaaLiLYL9AszD7AxIL3Rf7IirIfs9UKBQyzyNrmzUKk8n/M2TSs+6662LdddcddLu5c+dizZo1eOaZZ7DzzjsDAB5++GH09vZizpw5vt/ZeeedEYlE8NBDD+HAAw8EALz00kv45z//iblz59Y81nPPPYdp06Y5YjPOQWmZxIIkNhaLGfKiKtBg0IX7NJ2cHU82mzXppDQ1qudHCwmmUql+HZMaW3UW1OpEh1i+fDluvvlmAMBXv/rVphCeoagiQ7muw1FbOEiy01f1xVZ6htvOZmfuBQIBbLPNNnj33Xfx0ksvTRjSwwFZlTi+/0D1njDrCoAnBFUulxGPxw3x5Q/7JDVK0+PjFybnDxcp1qKFunyGhvA5yQOq1aC5HRMlqCApyWoU6qn/w+un4b7xgoZdwa233hoLFy7E8ccfjyVLlqBYLOLUU0/FIYccYjK33nrrLcybNw933nkndt11V0yZMgXHHXcczj77bEyfPh0dHR047bTTMHfuXJO59fOf/xyrVq3CRz/6UcTjcTz44IO4/PLL8aUvfalRp+IwhvBTfKLRKGKxmEn77O7uRiqVGlD14eyIhIeExa/SM7cFqumt7PRIktjpaLwdgGdwpN9jPMyAnnnmGVx00UUAgKOPPhqf+9znmtyi0YEqMsPJ9tPCk/ovCdFEwJZbbolHH30UL730UrObMqrQEDjfdZIIqjBMMggG+xYPjsfjyGQyJpRFH4/t7aPCoYkODLeSAKkHRkNagz03Opmyi7CSWJCs2dmmjYam+6sNAMC4LYDYUNq4dOlSnHrqqZg3bx6CwSAOPPBA3HDDDebvxWIRL730EjKZjPnsuuuuM9vm83ksWLDAzEaBvofipptuwllnnYVKpYLNN98c1157LY4//vhGnorDGIIZM1rrgr4Z1s/p7u5GIpHwGBUJLR/PGSA7Kq3+zM7FjvdTZdLsDBoP1R+gtT1sk2Qr45///CfOPPNMkyl51llnNa0to+XF4SDDlGA+O7p0wEiP1er3tV5stdVWAPqWGJlIoCqjRU6Zdk6voL7rwWAQhULBPBvsL2xikc/nEY/HPc8PyQ+rM+uzoURF+yENqQPVdbv0WHxmFdxXrb+PFer1/9SrxDcLbpX1CVJ0baKBBIWdEuPh5XLZU+GUMynNqCBZ4WyNMxF2PhqWovLDATMSiZjshUAgYAzKmUzGdGK2oqPFCFVBasVw19q1a3HEEUfg9ddfx0c+8hHceuut/VaXHw/QbCf+zvAEAOOp4KweqPq7hgqGQYZLaO26Tc3GP/7xD3zmM59BPB7HU0891dID1FAQCoXMs5xOp03aeXt7OwAYRScSiZj19vTelMtlJJNJo6pQ4aH6w8wmTnCobNAYreEe1vdSBUgzwEjQ9NnUxZeV2DC8xe+00v2y/T9AVa1vFDkb6fjt1t5yaDlwVqahBRIgdip80TKZTL+0UoandFZHMzJnIfx7Nps1MzCSKg6W7Mg4Q1QZWgfdcDjsa2Jmm0ZaRXq0UCwWceaZZ+L111/H+uuvjxtvvHFcEh6g/3pW9EzY5GSkA4Tt6fEjL4ORWxLugQzQ9my/kWBSSC6Xw9q1a/uVCBmP4PvItfrYR+gkSCc7DF2zz+CipPwb/X3sGzKZjFGPdKkJ9i0MgxM6QQKqzyv7Nq3lBXhN9Pq5X/JFK8H2/+iaiY0kPiOBIz0OLQWGlgit16PxY617oUZijbXr7Epjzuzw7FoalLsBGMKjMzsteMbPOGvzIzYjyfIZbVQqFVx22WX44x//iFQqhZtuugkzZsxodrNGFRwc9F4MVaHhIAb0TyMfjlpj+xxqGZk1tbnRqlAsFsP06dOxevVqrFq1akKQHgAeUqoEhwSG15jvK2uEAejn0+P2nFgxmysWi5mJEydRTFHXcLcqRSRINEQzTJ7L5ZBMJs132GZ72QgAnkWTWxUMbdmJKK1GfBzpcWhZsLOIx+NG7QFg1B6mlCtpKZVKSKfTyOfzCAQCJmTFEJTW2eFnmoLJToqzKpqeGSbR7QCYLLBG1o8ZDdx999342c9+hmAwiGuuuQZbbLFFs5s0KIbiwyGx0XL+OvDVs28NTeg+7QreNgZSb9TsOli6uqqHjcZ6662H1atXo7OzE1tuueWYHLNR0Hupygj/xndel3lgX5HP583yN0A1C4z3jcov1wxsa2vzqL9UNvjs2VWcqR6zL+P9Zb+Sy+WM5wjwFjOl4sz+qBWhoUG/yQXN5K0ER3ocWgqMW7MzyefziEajhqAwi4qfUY0hoVHPjio56rdRQ54qQ5SXWbhMCxaqAsBOTTPDWhnPPPOMKSh61llnmQJ1rQx78cha0AFPZ9iDkSW/v5OYMPtLFcfhZIJxzTi2ZzDFaSxN8LNmzcKLL75Yszr+eMJA95rXVEOQVGCo2vI95hp70WgUiUTCkwEWiUTQ1tZmyEc0GkVPT48ns4vtYOiKZMW+p5pdCMCQMsC7JI76FlsprMVrWuudIKlUot9KcKTHoeXA7C2dTalao3FxqjTZbNaQFqpDnG3R+MwBjSEpjbMrUSKZ4veUHGm4xB6kWtG43NnZibPPPhulUgn77LNPyy4vYUMVuIGIABU4O2V4INS6T3ZKM/fL52goyhNntxq68Kvr0qxnZfr06QCADz74oCnHHwtw8FX/DCc1GqbWta6Y+cXvkdTE43HPAK6FTKPRqCesQ2XHLuCn4S5VjDWblM+brWo3E9rX1QrP8l0d65T64cCRHoeWBOVgGoQ5oFGK5sxMfTUcKNnJaYo6Z3uUu/V3mu4AmIJkWqlZfT/cRuVoDoo0T7YKCoUCzj77bKxevRr/9m//hosvvrilZowDgcTWht4L9W5QifPzxPCcaSjmYOeHQqHQL9TpR6Q0jbhW+zU8Ye9DB4ZmPDfMSlQ1ayKB946kgYkM6tfRe0N/jxqftWQGlRwqwHw2tdq/JjRoKJzPilaZB6qkjG0C+kgZM0dVpR5LMmFP6gZSRccDybHhSI9DU+CnltgpyGrspIrDTkSzpTgromys62dpx8fOiS9yoVAwaayc+WmaO8mMStj2MgQ66LZSphYAXH755fjLX/6Cjo4OfOtb3xrX6yypKqKhRlu1IWEltDgdAM/AZ5MRm0TZ5lclS/WQlMFIka79NtYg6aFBd7xDnwPtN+z+RRUdTRfn91KpVL9JD9fF0uzRcDiMRCJhsh+p8NBLqJlLVIyoItHDw35E+zqudK6TN0KTMkZz8mJ7cmqRHB5/LL1njYAjPQ5jgnpmDwNJ/VrkC6h2AGomJLFhvLxcLps1b5LJpCcrQguVEdlsFvl83pPJwc7TLsWuyoIqQK2Ce++9F/feey+CwSCuvvrqcb3Ars6IAfSbrQNVkjLYPaByV4u0qCqk29mrqivJ0gzDoYaruKjkWIe5WLumq6trTI/bKOj10+eC6i9QrctF8qrElks8JJNJxONx839up0Z59iOaFq8eHT2mpqHrgqLqieFzphljfJZJnrTvpMeQBGyoBIRkcKB15DRUNZxjtDIc6XFoKAbyWtgvlaabaqfF3xl64gBEZYUdDo2jmuqpsze7XUBVkubK6CQ2oVDIs26P7d+hXG53tq2A559/HpdffjkA4LTTThuXi4j6qTkqo/v5cWzYHiwlqX5+Gg1T2iGnWoTGDk/4we9Yun8l42P1DDFNfc2aNWNyvLFGLbOybXonoWBtnkgkglQqBQDme/YzQUKTzWbN8ajYcEJkFyoFqiok+xU77A70PQvJZNKjWOnaXzwHDf9qSQ4/aP+ltYPstmm4aiKRHBuO9Dg0DJRziXpmDzbx0YGPLzbTyVV+TiQSpoChPZh0d3ebGRM7Hq7jpZ2B+kF0ACSJ0kFUZ1oAfP0nzUBXVxfOOeccFAoFfOITn8Cxxx7b7CYNGXbIShdg1MwQXQqgFlmwyRPvXS2lkfuy76f9rNrkyU85so3YJF4abuMgSiI/Vt6eiUp69N7apmL1+bG+Du8fyUc6nTb3WhVj9j+xWMwTXtcV0vVel8tlj2JsewNVCYrFYqa4If2J7DvVSD/YIqBKXHhOfgZ6oKqejvcV04cDR3ocGgaNpdeqzmnLrLUGL77U8XgckUgEuVwOlUrFZE4oIeG/TC9lB0LPT09Pj8fzwxAFBxz1clDi1tm6hkDC4bCnlk8zUalU8PWvfx1vvfUWPvShD+Eb3/jGuDMZAl5CwY6cmXu8L7zn6XQaQPX54P1XImGHvEbqobHVyVoDhmYOaYVxO7ymatRYYcqUKQD6liUZ79Dwp/YhSkA0PETvjCq1SlDS6bTx3ZBY670k8aAqoz6cWtAJF5/Pcrlv3S4WLtTnyCbUtvE9GAx6Ut957rXCuzpZGG1P0HiDIz0ODYOdpWCjXC7XVEg05dceJHK5nKdyMosUVioVpFIpTziDGRmlUsmsn0V5mWZOdo4qHXMWV0tJ6O3tW8KCA1azCQ8ALF++HPfffz9CoRCuvPLKcbGuHDt2nW0quWG6MJ8BDmBcbkAHLfX3sOTBUH1WbAeLzGmmnk16VbmppfjoytyE+jc4EJGsufDW0KEeG1UA7bChklUlrCQyfIb4nOnSI0B1kmMvB8HnLRqNmlo/dvtUVVFvoi6NQzAEZj9vftAaQUrS2Ocq2XHogyM9Dg2DDg4aCwe8C+zp7MNParWzvNipsIighrN0wMvlcshkMqaGBjsbLjhIw2I2m/WYA/m7LR9rFgbPr1U6kzfffBPf+MY3AAAnn3wytt9++ya3qD7wfmt4h9eXs1mtZaJhIX6mpIEqEDD8ZSPsQcgO0Wr4hGpgMBjst/6aeje0HVrNWwnTWCo9JD1dXV393s3xBvXnKYHWApfavyiJ1edH32V6gVSFZog7m816lrQBquF3LrugxNlWcJhdGg6HPcs08BiqOPP5HwyqbjoMDEd6HBoGncWyRgUHB3YW6tGxofV5NEzBDkkNftyXzqL4XXZ6rM/DfbDTUwWBx1WiZWcNEeoZaKbSUyqVsGjRIqTTaey000744he/2LS2DAesjm1Xt47FYp5OX4u4UfnRddDUi6EDD1AlIAOBRDefz3s8F3p/bcLLwnb6DPoRH0KXKVDFaqzr9DC8ValU0NXVhWnTpo3p8UcT9r2hz0/DnQA8Vdj5fKhK29vbi3g87lF4WJRQM7N433jvSYSZ0q6qn01CWK9HPTxAf3VnoH7RYWRwpMehodBKpSQ+7EAoFduwM77UWMyBjLN5Zl1xEGTWhs7qVMImAeLq7OVy2aydpQMu/69ZFbX8G80Obd1+++147rnn0NbWhssvv3xczfYY4rQHfg1DKOmtVCqmtL+SYh3A+D0OGrFYDD09Pf1Sw+kzU2INwKMOcIBUs6vuQ83Ug4XSNMShys5YEx6gj3y1t7eju7sba9asGdekh7AJDJ8pKrgabue9Zb8AVNe66ujo8NwjFklV9UgTKeLxuHkGSLio2CjxYUiczzDrhtl1xepVdxyGB0d6HBoKhhuU+NQygHJgswc/ACbbgkSGgyX3p7MiDib8TBcrZaYEqzprJ8l26WzLNpmOZQiiHrz77ru45ZZbAACLFi3Chhtu2OQWDR2auqs+Bt43O5zEz/xS0Xn/mBVDgmSTKMBboE7JjT4T6hexa/UM9ZngenGt4gGbMmWKIT0TAX6+O94/qoG2IZjb6TtfKpUQj8c96eU0NvM5YB/FTDCg6k9T0zpD5UqSAJiihuwXeWyn7jQejvQ4NBzBYHVFdL9Bg4OUzpQ1pAH0qUL04FQqfSXi+bv6QdixcLak+9b0TPWGqJdIQ1Zsm2YE6SCr59As3HDDDchms9hhhx2w3377NbUtw4U9WNmVipX0UJkh1FfF2kq8Xzr4cAZu197RgUxJk5Ih3nseT/dhe4oGIjO1VCGbbI0Vpk2bhjfffHPCkB6C95PgtdWkBK31pe863307c4p9mFZt53czmYzpbzQLlWoTnz1Wv2ZYnl4xp+6MLRzpcRgTcBZjG/W0rg5QTfOlNMzPdDaVy+U84S/O3vU7BAcYTRNVxYCGanZi/LuGtggdlJpNdgDgb3/7G/73f/8XAPCVr3xlXM8Q7ewmDhZ+RIKDktYs4T5szxXvre370H1pVg+zAjWTx661A8Dzme3dqBWuooppn08zCA8wsTK4CHu9NL2/JCFANZTFujucGFGRCQaDphSFkmo+F7qvSqVi0tztjC87QzUYDJrJG6F+Nn0WHRoDR3ocxgw6kBQKBRMnpzGZMyklL0wl1XAUVz8HYDIoqOKwngt9GSRVKj3rjEyzM+wByR4gWyEkoViyZAkqlQo++clPjptsrXqh918HMZpH1QCqZELTdPX+UvWjh0wHHTsLj4OQrebx/tv+LpuwDQS/Z0hDemP5jLW1tQEAenp6xuyYjYZdMNAuEKlKnq6jpc+Ihs35w/0A8KzMHgwGkclkzDNBrw59ifl83mNcZsjV7ntsT6GStaGknHO/QJUAOnjhSI/DmIImP77kVHCAagzeflE17s1OS+tTkAhxOzUI6j6pNpEM2b4QzfbQwcf2grQCXnrpJTz44IMIBAI4+eSTm92chkAHHA0vqaqSSCRMcTj6J3i/OXO3BzYSKTWPUuXjvWdKsZ/XyE81qseMrIOvH8aaVGu4ZSJBzeyqvKgxWcNVanSmOkgvolZdD4fDnr6I2aickOmSFzw2CU8oFEIqlUI8HvcoR4D/uoQkL6qKKwHi+Slsn6IuXNoqpTVaAY70OIwpdBCyBzTtPACY4nLcVjO9OKOjasQKzSQnlIvZ6Wk2hp0twc7OntFrm/lvq6g9S5YsAQB86lOfwhZbbNHk1owcem3ZsdsGZt5HkptQKGSy99Tno4McZ9hA1bAajUY9ZQn4uz0YaahV1UAbqvwMRGr8QmvNfJ5IemiqnUig6qIElf1NPB5HMpn0kBv1/fC+JxIJ4+Fhn2JnEJJwExryVPUIgElp9ytuaCuNfkTIDt8rCdJyD7ZHie+NXX9qssKRHocxBV9gvvhKfPji0ozMl5aSMH04Wh+lWCya9HO+2OwEOGPnv/yOPUvi4GPL4Pp3mmQHm62PBV566SX85je/QSAQwEknndTUtgwFGnZQ2KZhElwOVCSotrdGDaWq1tkmVSo+WteHUCLDY/P5sv1Bte47jfOaWVYPmk2guWBmMplsajtGG7z3SjoqlYohMm1tbWYCZYc2GTr1q9OUTqc9z6R6sfjsaI0oEhKdrDE0P5ACY08G/UgQz9N+JjX0ywkev2973iYrHOlxGFNogUHKvwwrxGIx5PN5YyTUuia2f0KLi/H3RCJhCA5fdhIjvvjslDgLpOrDwU87SULNz/pvs/Cd73wHALBgwQJsvvnmTWtHvQgGg8YwShO6wk4NB6rXXDt+wFvNmM+SFidkyIHEV42oakrm9pqxRQJlh7r02Pzcz++lhK5WiJTn6+cHGmt88MEHAKrenokENRIDVW9YuVw2qjDfZZJn9klc289OuuA91WdMSbkSY4bS9TP6z2wFhgSnFiHxI0E2EVKPkl4DXgcX4qrCkR6HMYPOqjmbYkaX1uAhWCujXC57Zi8Ew1984WOxmOms1MQIVNOFaTpkJ2JnVtQiNLbJsFlYuXIlHnrooXGl8nDWq+sC+V1j3isll0o8tLwAiZSd/adkxV7iQb09OvPVwYGExE5v130Gg8F+a8b5rbdkf5+Dbisgn8/jjTfeAABsuummTW7N6IPPC++rGthZW4emZU0t1xpeukwO/+VaWXyOenp6PIqL+oTUZE9lh6SK/Rq/S/+NPckDvIsy8/nkO1CLzGj7axWBnaxwpMeh4WA83H5xtVPRsBY/Uz+FbSjl7F79OhpaYAcTDoeRTqdNB6czN12YUPer0nOtcAXrDo01qPIsXLgQm2222Zgff7jQ6skkD6qM+Plv1LCpnhnt5FWZ40BBr4ZmcBGsjaKGUb2/nPGrosjsQe6HIQ9u7xfytJ+ZVssEfO2119Db24spU6ZgxowZTW1Lo2DfV30+8vl8v+dJw5OqoGj4lYb5XC7nIc6JRMIQccBb8FDbohMuqpUkZ+rZIWFXf5qeg+3v4fPOv6ui7giPF470OIw6+ALrjJpgR6KfUba1SYmGEmgC1BefsxkSFSVWtndHQyAMU+hnOvhpXL7W+Q119e7RwIsvvoiHH354XKk8QN/1YsgSgEeB09IDKuPzPmcyGbMf27SpBmI1qvv5F2zvj6p6fE7UCBqLxTx1nEjSlKhzH6ouETqYNtsD5oeXX34ZALDZZptNCp+HvudqXNfPVI0EqiuYx+NxBAIBpNNplMtlpNNp87zFYjFT5R3oXxiRajLVQ79wra0KcYLm5yuk302fde7PVhEd4fGHIz0Oow57tWmg2oFomEBnNaFQyGSTkOQwrEVFhYoROyuGt7hPqjOUp6ke8XcOcJqNo8RIBy4/k6CiGQPZzTffDADYZ599xkVIwi9cqMqNrd5RfeP9Vp8Mf3RgsFUf3Te/r39T34QSJvXaaLhBw18aWlNiNZBi04pkhyDpGQ+esNGA/Z7z/qmyrCUPuB3Q158xk4skmL5A7UvsoqqAV5Fh31Wr8jKfUb9QrhJTW33SHyX1jvD4w5Eeh1GF7dvRl1YHCe2A+ALTyAxUvRmcIRWLxX7hJJInjZNzG5IiEiW7Q9DBSmfkzQ471MILL7yARx99FMFgECeeeGKzmzMo2Lnb2SYccGwyxBkvCaoORvYsnIMDoaEvVfNUheFzxnR1ggvgKnnWcgdaHFHDrzzueMWKFSsAADvuuGNzGzIG8FPy1POjoSO/foFEhM9ipVIxi4xyPwxr1SppQGVYJ27qx2EbbXKm/+ek0O/cHOqHIz0OowodFHRlY/tvGnMm4vE4IpGIp4ppJBIxBQWpBJAIUeoF0G/2xJi9Hlu/Z4dJBlN2mo1vf/vbAMaPyqOeCIIDB+AdHGgO1dmqDkzcH1FrtkzDKO8zjc48Br052hZ6jfy8PUCfAZYVegd7PkimW50MdXZ2YuXKlQgEAth9992b3ZyGQwmOkmclOqr6qQqonjHNumPfQ5Xa7usUfL6p+vA4oVCo7sKQtmrpMHw40uMwqtAXslAoeApi2bMge8YOwJhZGSLj7EZj8SpDa5FCTTdVsymPE41GTeYFAKTTabNtKw9Uf/zjH/G73/0O4XB43FVf9uus/a61HfKsRTB0kCFZJSHRwYT+r1QqZQhQMBjE2rVrPYXcbF+EbZZn2GMwD5etZLYyfvWrXwEA/v3f/x3Tp09vcmsaBzvcqYqz3n/AuxQInyH2MUqWuA/NnuJPrZRwKomAd3KmE77B0MoTsvEGR3ocRhXMYGAogMQHqJKeQCBgyrlzsNPsAxIUVtvVGRK/r0ZlJU+czbNj4+fRaBSJRAK9vb0e7xDgXUm7VkqxLX2PFSqVCq6//noAwAEHHICNNtpozNswHGgdJUINowS3yeVynhCVH0hqeU9JbtRIrIOaqnnlchnRaNTj5SKB0meM++WzqcsODEbabNQqxthMVCoV/OIXvwAA7Lvvvk1uzehC+wegr9I0+xpOivzUXyWr+mypusNJmBYv1HCqHzRZghjushB2VpfD8OFIj8Oow4/42EXl2Mnk83nf8uh2NgP3qeELDmIc1DR8YQ+ClUrF+ILsonYcILWjs9Gsgeuxxx7Dc889h3g8Pi68PAQHGNsQbIcQbJ9Xrdk5/x4Oh5FMJg2ZKJfLiMfjJh2e0Nom+qxxX7oMCsOmtQga/T0MpVJZGuiZUCWqlfDcc8/hxRdfRDQaxac+9almN2dUoUoO+xslC9pfsM9RX46am/XeK9kNBAKm0CbQZ3LOZrMoFAqeLC77edTlJ/RdqBfcVy0TtEP9cKTHoSGwiQ87FQ0TaOqlvZq2LgoKVMMaiUTCpA1XKhXjudCML/5N170h6QH6y972wn+tgnK5bFSeww8/HDNnzmxyi+qDbWAGqrNvHUjUxE61hiTEL+TEe5jJZIzPi/vUwm78Dp8vfQbVMK3hC36H+9KMwWg0ing8jlQqhWw2a9pHP5AfdA25WrANtmOBO++8EwCw3377Ydq0aWN23EaDhBio+gWVeNjKY6VS8dTU0aw9JT3qK2M/QYM8f2e2KMtqqMKsJRj86nrZ6pRtYiZ0EuAwMjjS49AwKPEBqoX/OCBp2i8VAcbJ+X1m3ADVei+6cjJnXvRdsMPTtXU0Bs+2kDDZs7tWwi9+8Qu88sor6OjowLHHHtvs5tQFJRW2MVjr5OhMVxUgEhUlOgxBkTSr14tmd62TEolEDHmxnwvN0iJRVvWHWYBsh3o3qFJSFdJ9EZpODAwcFh1rD9Abb7yBhx56CABwxBFHjNlxGw1VAzVcDlQnVkB1QWPeTxISXUhU1WLuz35OdeV0rSqvpRQqlYpJc1fY91snZYPBhbZGB470OIwKOEvS2TJ/5/IQAMyAwpfXnv2oMZXKDklPJpMxxIezNnZUrJBMdYiZYJp+TGLD7+psqtU6k0KhgJtuugkAcNxxx6Gjo6PJLRocnG3bCg/Jg1+GFP9G8L5rNW7+Xxei5X1XYylRKBTM57oMAGfoGjJlO7QIHQc3ruXGfWazWVOJV8+BBFv9SprxU+tajXXIdOnSpahUKth9990nVH0e+xrzHkQiEZM1xUrKapT3e/ft0JgScPYz0WgUsVis33PO7VjMkv2gX70cfRf8/vUjQ0MxPjvUhruKDiMGpVu+oOxk1LtBoqFr33DVc86+GHPP5XIec6qqP/aClSpbq1LDmRbDIaVSyfyr+9NBdCAj81jjnnvuwdtvv42ZM2fi0EMPbXZz6gLXHbIJpa2E1CICqvjpQrFU8zS9XBVADW3Y6edKekKhkKkMrf4hDXNx5XE+n8zu4yKVfgMsnxsldoOFrMaa8BSLRSxfvhwAcOSRR47psccKSlBIfHTpE30mS6USuru7PQuRal/APoKTKfY5vM+6dpdNdKLRqHkWqG7bYSk7fOUwdnCkx2FE0BefngzGxyuVimcZAQ4w9mydM6tYLGa2yWazZlZONYgzJiVGJFFUedSAmE6nzWyP++OApEoRoUULm+ntSafTuOWWWwAAJ510EhKJRNPaMhC00+b1tI3HqqzVGui1aBwHLTWcBwIBxONxANVZPAkWn5FSqWTCXLaap6SGYSqWLmB4o7e3WnxQFSFddkKVHE151hBZPYSnGXjyySexdu1aTJ8+HXPmzGl2cxoC3juGKDXUZJc6sENWDINqeIzPCP1ZWh+KzxtD6/yM3+PnfDZJ0B2aD0d6HEYEzXphOifQv64O4B3USFo4AHFQIzgg8Tu6xhZj6Ax1AfDUUlFDIsMRuhQFABOXZ+dnl49vJu666y6sXr0aG220Efbff/9mN6cmNGylRJdQs2c9RIAzYntfvb29yGaz5jgkN3rvSD7YLoZI1e/DUFkwGEQqlTLPlZIn1oBS2Gnx9rkoaRtrBade/PSnPwUAfPKTn5zQYRKd1NjeMRIPVWo4YWJ/QZJMX5g+Q1Ru+MxQJaIaxLA71UVdloITAofmY+I+/Q5jAu3kSTxIWEiC2FlwRsxQFDNh2PFwe86OuJgft+F++HclQXZWjsrWKnGzzRqvb6XBKpPJ4Ic//CEA4JRTTmnp9XP8yIxfET97Gztrif/XIm7290luCc38U1KjhmWgak6mcsTBh2Es3Z6Dk51lqBmBA5mP9fNWeqb+8Y9/4De/+Q0A4OCDD25yaxoPP6+e+q74nLEf4H0HYPoO1vghsecEis+RhlipcKuHsKenB21tbea7DOm7kFbz4UiPw4igIQUSCZoGNZWYy0lwFp7NZpHJZDyGZg5sdqiAxudSqYR8Po9isWgWEqUviNurkRSornbtp+L4Dcb63Wbgpz/9KdauXYvZs2e3dB2VkXTeWk/Fzo6xYddbUYLE7/H50kw8DjbcjsSa/h6bHA2kRPG50pCZ/TypUVp9Ia0Q6rr99ttRqVTw8Y9/HFtssUWzm9NQsD/S+6r3Qcmses80e5BZf6qIkeCwWKUWOOVkjH0Vnzka6vlMsiaZU3yaC0d6HEYEznJ0dWCdMXOWoymerI9BiRmAIUpaJ0P3wUHS3j8VIA13sIOhv0g7OttAaGfi0Ew92LIDjUCxWMQdd9wBADjmmGNauhDZcIghZ9FUXuyaPXyGGDJQ/5f6tUhi+D1VcDSDjN9jqItExa7wPZhCo+sl8Xj1XJfhEp7RJN/vvfce/vd//xcAxk3Zg+FCs/5UlVNzufYjAIzPS6+5rf6wf6E/kKog1Rugeq8jkYip/M528O8smaETNcIvW8t+Lh1ZGh007CquXr0ahx9+ODo6OjB16lQcd9xx6OnpGfA7t9xyCz7xiU+go6MDgUAAa9asGZX9OowNOOAwLKWdCQ3JzL7ShT/j8TimTp2KadOmIZVKmSUjNCuGpIYdgXYc5XLZKD/s3NgpqaFRzYyM2dvt5/6agfvvvx+dnZ1YZ5118J//+Z9NaUMjYSs8JDg0GvM+64rVqiASOqDovc5ms0ZBJHnmj989VZUJgHl24/F4P8JJL0ctwmOH+kaihA0UQhsqbrvtNhQKBWy//fbYaaedRmWfrQxVBLUej4bA+WMnVgDVZ4JheaBaXVszvHi/ec9Z8iAej5usL4bm1ZdYKBSQTqfR09NjnleWQsjlcsjn8+aHhJ0qOJfTcBgZGkZ6Dj/8cDz//PN48MEHsXz5cvz2t7/FCSecMOB3MpkMFi5ciPPPP39U9+sw9qAZMB6Pm0wboLoMBTO+GA7TGHlbWxs6OjrM9zQdNBaLIZFIIJFI9IvTqxHRjunr7+rp0RmXfj7W6O3txa233gqgL6W43tWXxxNoNmbpAA1HaTo6vRMMZTIrhqQVqN5LLVypS5fofRzMh2MXmtMBs57ZtRr4iVaYlb/55pv40Y9+BKAvC3Ai+0k0FZ33NJFIIJlMIpFIeJawYf+gEyk/8zoTLDo6OpBKpUy/k0wmjZpIn2I8Hu/3zrK/4jPFiZaGwwY6H/0Bqu8Pk0AchodApQE9/IsvvohtttkGTz/9NP7jP/4DAPDAAw9g3333xZtvvokNNthgwO8/+uij2GuvvfDBBx9g6tSpo7ZfoqurC1OmTMHatWvHRdG3iQIdmDgQMcyhmVqBQMBUcl6zZo1RaeyUZjWncvali0XaJEaVIttM22w88sgjOP3009HW1oZf//rXaG9vb3aTxgz2fdHSAYTWe1ITOj0UOlvnIGHP4gc6Pkk1BzPNIBtoHxzwOCCpOtAsAk2ce+65+OUvf4k5c+bge9/73oQmPSQt6s2hoqPZV/R0MYStWXnsD7SGlxIXre/EiVsoFEJbW9ugZSX0OaIKyX37TdBsaHsJvzDZZMBIx++GXLEVK1Zg6tSphpgAwPz58xEMBvHkk0/is5/97Jjul9Ig0dXVNazjO4wMlI01QyscDpu0cmZNsCNgnYx0Om3uHwc/rarLrC0lMX4hDTte3irZNZVKBd///vcBAJ///OcnHOEhqeUM14btXeAgpNldfvV+/GbMJDAAfMmKXRmaxIiZgLbRtZ5zs8shAP5ZbHq8RuP555/HL3/5SwDA2WefPaEJD+D1xJDU8BmiYsfMTlZT1tC5htIZygSqVZmZXarhWC2IqQUIbRKjhnsAxtsDwEOyBoKdZq8FYFvZ+9eKaAjp6ezs7Lc4YjgcxvTp09HZ2Tnm+128eDEuueSSYR/XYfSh2S5a0NAmqHypOYiQ6GhWj2ZoaLG58YKnn34af/7znxGLxSZstVxCTcYcoABvOrgqd0pQbMVOzZ2831pF1yY89v5UPVJzK7fV4+i/CjW71oOxeC4rlQquvfZaAMBnPvMZbLPNNg0/5ljD716oUqzPCr00nHTR2E5io5XYdekT7Xuo5GnVZZJu/sRisUHDmhqqIrniRLAWWVLlkpNBGvsLhYLHPuAwOIYUeD7vvPP6xRrtn5UrVzaqrcPGokWLsHbtWvPzxhtvNLtJkx6cPTE8wLoYat7TJQnYKWj6u4YgNNTR7LDCUHHXXXcBAPbff3/MmDGjya1pDOyFP0l4NKNLPRa1lDglKlogTg2qmpnFv2l4gjN79lnqASP0b4Rfe0iWWolk/+53v8NTTz2FaDSK0047rdnNGXX4ZTIxa4pZf6yWzDIZmvFJrxjgDYvxWQyHw4jH42hvb0cikfCsA8fClupVtMP2thdHwedaSyBoqJ5ESKvMcyKoXh4tukkC5FAfhqT0nHPOOTj66KMH3GbTTTfFrFmz8O6773o+L5VKWL16NWbNmjXkRhLD3S+ziRxaB3aHwCwLdi58idWcrAXEtIPh4AdUQx72sfzCJq2Azs5O/Pa3vwXQZ9IfT/CbbdvwC+fwnhK6OCPXuKoFVVaURBGFQsEY3JX4aNiD++EgNhDBAmqHqgZDPddntFEul3HdddcB6Hue6vU5jifYni0thBoIBExlZC46rFl3qgDyWWBYi31QLBbzrCOn67WRTKniw/C8EmktRGgrlfyXpRvUo2b72WwzPj2QWveMqpUfeXfojyGRnnXXXRfrrrvuoNvNnTsXa9aswTPPPIOdd94ZAPDwww+jt7d3ROu+NGq/DmMLvsCUmnWWorK0dgZ+FZYZD+dsC+jL5tEKzDqjaiWyQ9x3333o7e3FzjvvjE022aTZzRkS6hnQa11zJaEaWhiNNnFgUDXANrRru/zayGdLCZptth7I4DyYj6lR+J//+R+88sor6OjowHHHHTdmxx1L+Hm4eJ1VxeN2bW1tqFQqSKfTngmVhpo0mUILnGo4neSip6fHKEo8vhLc3t6+6s0kTgMZlbUPZJ/oFyJTL48SMfUvad0gh9poiKdn6623xsKFC3H88cdjyZIlKBaLOPXUU3HIIYeYmcdbb72FefPm4c4778Suu+4KoG/W29nZiVdeeQUA8Je//AXt7e348Ic/jOnTp9e1X4ehwW9WUev/tWLNtfbr59OwZ9W11BfOqvQYrF2h63CxU9G1czQ0oeEQe7BrNsrlslkT6aCDDmpyaxoLvY+BQMAUcOM90YyWod4j29ejx1HTu5+fx4+06MCn9ZyUoA2WFdYMkv3OO+/gmmuuAQCccMIJmDJlypgefyxhP08ku6q20LtD47BfuJzbaD8UCARMkgXvsZZL4POqygzNzPT6aHsGK31gKzZ+y1VQPdJ3xX7GGNofDX+PvX8/b52WeBhPaFi+29KlS3Hqqadi3rx5CAaDOPDAA3HDDTeYvxeLRbz00kueVbiXLFniMRx//OMfB9BXYIthtcH26+CFTT5sAjJS+BGgevetBIWdkL0/ba/W5eH2sVjMvOg6M2MnQ48HoabFZuPJJ5/EO++8g46ODnzyk59sdnMaBnsJB/XdqBdiMHm+1r2r9bwp2bG3U2NyLdLE50rNr61EmhWlUgnnnnsuurq68JGPfASHHXZYs5vUEFBZscOTupaWLlvD54v3WNcDBKr9g4bLGaqyixlqAU3dDqiGbPP5PNra2jz1ovis6yLK9jlFIhHk83mjRNXK6LKzz+xnkpPB4YDXr16PGt+v8bamWEPq9LQ6JnKdHn1wR0Jsaj3EQ92fGkVtFcZus10fxU95YuxalR3N1uLvPH97Zm6HKpqJRYsWYfny5Tj44INxwQUXNLs5DQMJKQcprYMCVDtP3U7B7/D+j3bbCDtrTJ/dViY8AHDDDTfge9/7Htra2vCTn/wEs2fPbnaTGgYlv7ZpWA3JSmyCwSCSyaTHuMx7quFwW8UgSaFaw+eTCiDLa3A9QQCmUCH7Ib912lQ5IjRVvp5MMIJt0jBdvRiI6PC6+Sn8VLL4/7FcU6wl6/Q4jD0426mVuWRnqvh1FkM51kD/6jEGAjsaXVJA22q3nWmhTEtm+XbObtQEyA6HnZvdxmYjnU7joYceAoAJueSEEgcSGj4XGlrSe1NLgdP04sEwlPBYNBo1WYBqcKX6owS8lbFixQpT5+lrX/vahCY8gPc50eeKpmVV8Pi8JZNJAP3D5rzPDJsDMCSIgzrVDJItKpTJZNKEzNgHKSGg4Zl9nL2yu63+aJYYv19Pv0z1q16yMxDRUYJnkxi+C3wveK4833g8Xtfxmw1HesY5WO/BrjFiDzKjieEQJUJftoFMoPpjqzlc9C+TyXgWDrS9G2wfB7ZmLCJaC7/5zW+QzWax8cYbY7vttmt2c0YVSmzUtwNU1R0NR9YD9WUN9J1696dFLe3v6ODh52vjufHfZoZL33vvPSxatAiVSgUHHnggFi5c2LS2jBWU2PKZ0MVqGc6iAtHW1uapt1Mul83kiX4aKjsapiKoMJIUqUqkRuRQKGTIlaqGJBI0xuvklPsladGV3FmDZ7ihI3uipyExhZImfW/tpWIGuyfjBY70jGPQxU9Q1m3F1EXOdPxeOJvk+H1X1+fK5XLIZDLIZDKmUiqlXR3I2CkxnNJKpIcrX++3334td69GCpsI2OZhHUBsqMrn96zY+7O3UZJSK5SpoTLb48Pj1iJPPDfO9pupApXLZXz1q1/F+++/j8033xznnntu09oy1lC10A5jsx+IRCJob29HOBz2VEDWvkbXACSRiUQiHmLC0I16fkgemFFFYpPL5RAOh5FMJn3fa6a5D6T+sA9TY7MfNIwP+JuNa0Enxvwe34eBvqvRgkZNqhsNR3omCIYSAx5LKGEhdFYx2IBfLBZNCIsvJGPf2oFFo1FToVRngUQrhSg6Ozvx1FNPAeirmDsZMBRPTK3wrKaPc59D3Q+AUSErrfA8XXvttXj88ccRj8dx9dVXD7r+03iCregpwdXPlaDayQ/hcBjZbNZMdhja4mRRPSncF0k3w+d87rTQIVUQJTwkKiTDJCtcVsfv/GqpP1SOeGz1wdlkaSjX0+4PB5oE2naIei0L4wGO9Ixj2A+gzdL9jMCD/a7/r+UDGgy1Xky73PpA3y8Wi8hms2YmRoMeZ0DaEbCgWDab9Zi4VTlqJZXnySefBABsv/32k6LUQj2zTm43kMJSz75Goz3jAcuWLcOdd94JALjsssuw+eabN7lFowub8NT6m6p+9mLD7A+4ja6Ppf/y+dPvJxIJo/ioGs3vkITp/klg2C76hFgcl/4dGxqeU/KjYSVVohQDmY1t4zFJmg0/5WYikJtacKRnHEM9DhrmajSUBCmJGS7Z0e/pj/o/tP4FJWca/kqlErq7uz0zNW1jrZe9WXjuuecAwBTYdBg9IjJQ/Z2hgs/3aGeMjRQ/+tGPsHjxYgDAqaeeOqF9PFojCaiGV+z3mYO/hrro7yGYZcUlK2ho1hBZNps1xISrmJPcqEmaS0SUy2VjiGcYigSFlZ57e3tNZhf7QtvMr8Zq9fFohqqeq9Yo4zFtVd1vUsw2jNfQ1GjAkZ5xDntlaMJ+4O1sKL+/1VKO9AfwhhUqlUq/GDj3pWsj6f44YyHRsTswNQnG43FTl4MEhx1PqVRCPp836o7W4qDszU6gldKNSXp22GGH5jakRTCayosdAhsJWu25AYBbb73VLDNxzDHH4IQTTmhyixoDnbRoCIt1uQD/bD9+R2t52X4cqsg0MGstJj0eJ28kQSTBJDz6Nw2/0dDMz+hh4z79+msSGSVF7OfoH1IfDjHQPu33imG7yUh0FI70jHNwNgIML5tqKFDyw5eZpIOw0zD5PRKWgdKA2QFRyQG8GQca687lcv2WsCiVSsbbEwqFWnIhvmKxiL///e8AMOGytloFo0miWuX5qVQquO6663DbbbcBAI4//nicdtppEy4MoYUH9f+E1qIhqWAom3/n/9mPcFKmqdbsP1iLR1UZnUSR1JAAcaLFfi6RSHhUJj02v08vkHoR1XeooTNNlde/2cVb/cgO22STImKih63qhSM9EwBj9SDbLx1fTl0tW8mOEiPtuPgy6yyLHU+hUPCsJszt9e/sULQT0zi4doaANwav9SWagffeew+VSl8p/HrWsXNwKJfLuOyyy3DvvfcCqG/h5/EGvuP2hMhPBVYVxCY8QLV4IfsXmpBJOHRfDGdxvxrqojKiiksulzN9Vnt7uyE16h3UNbJ0jS4uEqrmZ51E2r4dHtPuC+3wnt9E06E2HOlx6AclNLaBWX1ERG9vr2dGxBdXOxkO9CzyZaen5/N5Q3a0Qi87DK0voe1hxwF466uwEyX8UqibgXfffRcAMHPmTNdBOQyKQqGA8847Dw8++CCCwSC+9rWv4YADDmh2s0Ydg2UT2dtywU318ABVAkCSkUgkkEwmTehKPS/stxj6UhJll9Dgdgw/TZkyxTeVXNf0YjvZ5xF2P+XnrbFJkE2E9Fwd2RkaHOlx6Id604vV0KeGQ/6ooVhr5WiqOY+lapBWF9UViDl740xHfUYs+65FwfRftq3ZWLt2LQBM6MUgHUYHmUwGZ5xxBp544glEIhFcddVVmD9/frOb1TQwdMPQE/sXVXDpySEZiEajZjLF0BWL/pEs8G9UbfjD/oWGZ/ZFrPPE/sUG1SUSH1YrHgoxUbJFKAnS0JvD0OBIj0M/sLOwpVU/GValX00VJ1Q2BtCPHKmpmUoQOyYSJKo2jM0zm0YVHjUwaufS7HCWDQ0POjjUwsqVK3Heeefh73//OxKJBK6//nrMnTu32c1qGgKBgKlFRk9NLBZDqVTyrKauXh8qO9xGq8HTz6NqDfuOZDKJZDLp8eCozxCoem9qVUwOBvvW5WJ1ZVXDR3INhrLchIM/HOlx8IWaipllZafF8+WzfTzMmrIzqFSZ0bCZKjLpdNrExKkGaWEw7kslXn7f3qd9zFbAzJkzAQBvvfWW6agdHIhyuYw777wTN9xwA0qlEmbMmIHrr78e22+/fbOb1jD4Vdb224YhKr7PujK6+gNrVf7WvkJVnWg06vEe5nI58zn/T1WJBSBJtAaqmKz+G6rUDs2HIz0OA0Ljxoy72+qPLvipWQYkPnbRMO5X90GCxM6Enh52POl02hPq0nRRzfhQI2KrZN4oNtlkE7S3t6O7uxsPP/zwpA5XOHjxzjvv4Ktf/SqefvppAMDee++Nr33ta5g+fXqTW9Y4qKdlIOJD5Uazs7QemF3Ph9mbWrGdZIchq2g06qmtY6tB9mSNx6XBmdsXi0VEIhHfdtNU3WqlDyYzHOlxqAuBQACJRMKQC6ZLkvTkcjnTMdDsZ5uWNauK++DsimRG/UR2oUJbtVFyZc8AWxXRaBSHHnoobrnlFnz/+9/HvHnznAlxkqO3txc//elPce2116K7uxuJRALnnXcePvvZz07oZ0MVGl3PjCDBoCKqoWpdWkK3K5fLJpuKnycSCSQSCWQyGc+kSBVjVZa1XAbDU0CVwHASyIww1g6jb1GhZMypPa0Bp607DAlKYDSsxc5H5WUSG86e2MFwu3g8bmZIalJkh0Zvj3qFbBlbP2PH2Ooho8MPPxzxeBzPP/88VqxY0ezmODQRr776Ko499lhccskl6O7uxvbbb4///u//xgEHHDChCQ/Q1w+QoHCipIoxa+xoAUAbdpICSRH3EwqFkM/n0dPTY3yCmlJOvw+PyeUiABgywz6lltcQQL90eEK3acW6YZMRTulxqBuMk/PFZVp7NBo1nRRna7Y6o+oLZ2SBQMB0LBo202JfJFa6IrAuxsfftZBXq0vJ06dPx0EHHYQf/vCHuOmmmzB37twJP8A5eFEsFvGDH/wAt9xyC4rFIhKJBE499VQcdthhvorBRIMmQFBBsRMlAJjJjlZZJ6i6MJuK23MSxFR1EpJIJGL6LG6vmVj8ncSISlEoFDKeH/p/mNGlCnOhUEAsFuv3LnNiZ2eOOTQHE//tchgVaDgL8K6HxZec3h4SIKCa/q5xclZxVo+QSs62IVmlar/CXrbk3UrG5Vo47rjjcO+99+LPf/4zHnnkEey9997NbpLDGKBYLGL58uX47ne/i7feegsAsPvuu+PCCy/Ehhtu2OTWjR1ITux19mzoEhJalM+uw6XKM1VkAGaFcx4vmUx6CgySvHCfhULB9E+25weoTvQ00QPou69sD49NsGYQ4IhPK8CRHocBYRcZ5AvMF1bLttsGYk2v1OwuztooEWtYisfRv2kxQs7WWAOD22qRMR5PCZrOHlsBM2bMwKGHHopbb70VF198MTbccENsueWWzW6WQ4NQKpXw85//HLfccgvefPNNAMA666yDr3zlK9hnn30mpdJXy3un60vZJS+AagFAVXlpTNYJk1aJz+Vypu9h6jt/Z1+halAkEkEsFjP1daLRKDKZjGftP11eggvTchLHPlL7L27PdHe2w2FsEaiMh2nxKKOrqwtTpkzB2rVr0dHR0ezmtCxo5CNo3qvVQTNGbsvQhK7AHgwGkc1mjZFZpW0eC6jO6NjJsWMB0I/k2Knq2gG2YgZFNpvFUUcdhRdffBHhcBgnnXQSjjvuuEkR3pgsKJfLRtl54403APSFN4899lh87nOfQzKZbHILWw+cFAHwKL18L5ityckVlWX+UOnhdyuVCtasWeNRafi9trY2j5qTz+fNhCqRSHjS0akC5fN5Q2hSqZQJz+XzeZMir/V7atXmolruMDSMdPx2pMeRnpqwSQ9QlZEHKn1OAqOrAweDQRSLReRyORMz186AnYWmpvrF8P3q/CjsNNZWq9NjY/Xq1bjkkkvw8MMPAwC23XZbfOMb38Bmm23W5JY5jBTPPPMMrrjiCqxcuRIAMG3aNBxzzDE4+OCDHdnxgU6obCUYgKd0BvsIzQ6NxWKmGjJJB8PpnCxROWJoi8RGU9YZforH4/0W7+S+CoWCZ20vKj1Un8LhsKe/UthJHw5DgyM9w4AjPfVDQ1a2UqKl4P2KAyrxoUrD0BQ7LVVndHuFbXDW1FadTanJejyhUqlg+fLlWLx4Mbq7uxGNRnHsscfi2GOPNcXQHMYP3njjDdx44424//77AQDt7e344he/iEMOOcSRnRrQiZSqtCQvzLBSTx+9M/baW8z6UtjZXUA1AYNLRrCfo7pse3MAmPIcGpqzqzJr2EqXxeHxJ2MoczThSM8w4EjP8EACpGqK/s1WZ3TWxpmWZmSpEpTL5QBU00QZSmOHwc6Ipd1tZcgumjge8e677+Liiy/G7373OwDABhtsgK985SvYe++9XUc5DvDee+/hlltuwT333GOe4wMPPBCnnXbahC4wWAu6PIwmKtRCJBIxfh17wU9+j30GPTxaqV37F5Ii1t0hMcnn80in0yZbi0qNTqw46dKUevUu6uSKq6izfTwHh8bBkZ5hwJGekUNffpvs2MoNOzyNzeuioVR/gGqno3V8yuWyWTRQj8Hj6pIXwPhe36pSqeA3v/kNrrrqKnR2dgIAdt11V3z5y1/GVltt1eTWOfihu7sbt99+O+666y5ks1kAwG677YYzzjgD22yzTZNb1xwwxKPq72BKbDgcRjKZ9Pj6aBLWIoaqxkydOhXBYBA9PT2eEhm9vb2IRqNob2/vR4yYnaUKNZeYCIfDnkxVXchUJx6lUslTT0j9RQ6NhSM9w4AjPcOH1rFQ07D9GGlYix0XO4hwOIx8Pm8k4lwuh3w+75lZaX2OcrmMTCbTb1FBLRZmV3JtNdPyUJHNZvH9738ft99+uwkH7r///jjttNOw7rrrNrt5DgDy+Tx+/OMf43vf+x7Wrl0LANhuu+1wxhlnYM6cOU1uXfNgp5PTeGzX67KTD3SdPRId9jOa5cn9BYNBdHR0mPAX0Ke8ZLNZQ0ri8Tji8bghMdpnaOkLzfTSGmAKTsL4Hfod6Q9yGBs40jMMONIzOGxCw8wsdkIEOwn12rBjI/FgJ6bFv1g0jGXetZQ7JW3ODlVuZrYD28K1ung8fne8h7qIt99+G9/61reMPySRSOCYY47BkUceiba2tia3bnIinU7j3nvvxZ133olVq1YB6FtT7fTTT3fLivz/UO8M32u7T7H9O0A1QzQejxvTMgsFavYVt49Go0ilUv2KGmp9ME2BZ5/C/aiPSBMqmGLOdmsNICpY7IMAuPTzMYQjPcOAIz39wU6iVtaUXVNDX34tTqixd43paydYLBaRyWSQzWY9n5O0JBIJBINBU1uDChC30SqrCs7kdJ8TBf/3f/+Hq666Cn/+858BAB0dHTjqqKNw2GGHOfIzRnj33XexdOlS3HPPPeju7gYArLfeejjllFOw3377udDGAFAfH+Bd8ZxkQdPSdTkbKkcMO6mSlEwmEYvFUKlUTGiRf+P2nJCxdg6V57a2Ng9BLRQKSKfTRk1iNpguaMxjc/JFAzT9ho7wNh6O9AwDjvRUCYIfySFU4tUCW+yQ2HGxc+F3NKWUPh5d6yabzXo6C8bRuX+uoMy2sWAYSZW2VRWm8R7SGgyVSgW/+tWvcPPNN+O1114D4MjPWOBvf/sb7rzzTvziF78wz/nGG2+Mo446Cvvtt5+p+utQGzYZYH+iy8toMVP2I+wjUqmUec9Jkmzywfo6DFPxXukCpLraut63SqViwuxAn6Jq9zX0FPK4VIGoVru6O2MDR3qGgclIeuyUcL/brtkSuto54FV2CJqZbeJkh5xIjHQBUo3hcyYFwHdGp0tXaFs1FKb7negol8v41a9+hSVLlhjy097ejoMOOgiHHnoo1l9//Sa3cPyjVCrhkUcewbJly/DHP/7RfL7TTjvh6KOPxp577unCGcOEhsS1OruSHr7HJC5MLaeqw/ed/ZEmRug6gEquNPWdqo8SGyra0WjUGKo1a0u3YUo7Ey3UU+SWl2gsHOkZBiYL6VGSM9AKwEp2VLUB4FnRHKiSp2KxaLIhSGhIgOxMBw2baXonZ2TsOKgQ6SrGTGfXcBaLmFF14vY2MaoX49X4XC6X8etf/xpLlizBq6++CqDvfu2999448sgjseOOOzq5fYj44IMPcO+99+Luu+822XOhUAjz5s3DUUcdhe23377JLRx/0DCVXa+GSi1QJUORSMT0Cdls1pNplUwmzUSIXh8SEPZ3LDrIPokg6alUKohGo/0UOvYBJFgK7fc4qWNNIBqlOVFzYa7GwpGeYWAik56Baumwk9E1YfQ7dgfB+LqmgvLlpomPJMNOF+dxSHZIcLRSKWdqmqGhGR5KgLiissrfGtrS2RaPTzWJbVIlSI2NrBY9XtHb24vf/e53uOuuu/Dkk0+az7fddlscccQRWLBggcsuGQRvvfUWbr/9dvzsZz8zIY5p06bhoIMOwuc//3nMmjWryS1sXfCd9JtwKIHRbCyta0PyAHgVXJap0Pfczt7kd1hrh4RGCxfqJE77nWQyaUJfDMdTCaoVsmT/xLbx+CQ+tufHYfThSM8wMNFIj2ZX2YqFKjl+cjzJgk0I7G01NKXrX2lM3o6bU53Rxf2y2awn00I7EM7y9O8kLOyE2NlpLQ2Vuwn1BmlxMYKfjVeVpxb+9re/YenSpVi+fLkhgeuvvz6+8IUv4IADDnAVgS28/PLLuPXWW3H//feb52PrrbfG4YcfjoULFzq/ziDQEJJdK0uLjDKkpN4bnYQB1YWB7d8ZMtIwk9YBYl/BviCZTCKRSHgyszip0ckgJwI6QWPoarD7Ti8Pi6qyzSRmuhSGw+jCkZ5hYCKQHr94cy1ox8QfJTuEGpT1e5wBqU+HGRDxeNzU3VHyQCmZnV4qlUI2mzUl3CORiEld5755fFVzAoGAqayqhmV+Tw3P7PRsQ2St8N5ExurVq/GTn/wEP/rRj7B69WoAfabngw8+GAcffDDWW2+9JreweSgUCnjsscfw05/+FL///e/N53PnzsUXv/hF7LLLLm6wqhN2pqTWuaFPRyurc5LBdzsWixmiwc+o6qpyoiovJ1i63ATrfpFc2Wtn0ahcKBT67YvQmmKstOxnwFb09vb2K5xKaOq9w+jBkZ5hYLySHjtTarj7sImSdiq6nhZJVTab9czguFgoC4nZdXLU30NjYDQaNSXgte4O98mZFX053BfrX7BzZefCLDBVcOzOV+t2TFbk83n87//+L+644w784x//AFD1/fznf/4n5s6dOynUjHw+jxUrVuA3v/kNHnnkEXR1dQHoe/bmz5+P4447Dttuu22TWzkxoBMUuwYPM5600CgnQFRhNNxERUfTzrkPkppQKGTKW6gvhxlWVIToDdQQFI+jCraWyKgHmqhhgwq3Cy+PHhzpGQbGI+nhTGUg2OZArY/DjobplUC1Y9BiX6oecTslGyQ0urYNUC0qZmd0Uc3RlHZdkkIztAD0IzzRaNQjm7Mj1dT3Wo/wRKzXM1yUy2U88sgj+OEPf4hnnnnGfJ5MJvHRj34U2223Hbbddltsu+224+adGAzvvfcefvvb3+LRRx/FE088Yeq4AMDMmTOx33774bOf/Sw22mijJrZy4oPhbfp32AeQ4LDvUHMyyUokEvH4dUiC6A3025eGmIBqoUENgWvYnH0Yj88+Sfs/G36f+dUzA/rS3yfDxGKs4EjPMDBeSY8SFs28UoJT67v2ujeaWqnqj58niD+MYefzeTP70sX82GmoUVkrOWu7lZCpp4fHYgaGQtPf2RYaI1U1skN2dkc02cnQyy+/jHvvvRcPPvgg3n333X5/32ijjbDlllti8803xxZbbIHNNtsMs2fPbtniez09PXj77bfx9ttv44033sBLL72ElStX4qWXXvJst95662H+/PmYN28edtppJxd2GEVoqQsbfJ91cU6dVGn6OJdcYb/S0dFhwmMMYTGETc+eFjFlGxhaUmhZDFWSmG1FpWe4y0pwcmknkrAsh8PowJGeYWA8kp7hgsqLGgS1urGfJ4gzJlWA6AFSMsNtSER0AVKNpduqETstHluLiCWTSU8cnG2nGTKdTpsQGCVxrdfBtvI7DL/xGGyPQ9/9f/755/Hss8/ir3/9K/7617/izTff9N02Go1i0003NT+bbLIJNtlkE3z4wx9u2Cy2WCyiq6vL/KxevRpvv/023nrrLUNy3n77bbPulR+23XZb7LnnnvjEJz6Brbbaynl1Rhm2omyTHs3G4naszeOXyq6Tl0gkgra2NrOgp6rIGvqmVxCoeh110qT+x2KxaEJOVHVIcrjdaKylpf2eXd/MYWRwpGcYmAykx1Z32IloirfeelVZ/LK8aHpmLJxEp1AoeOrosINjZ8fv8Xh2Z6ApqYzXswgZ285OMpvNoquryxyb/iGNp1MNsusLsYPjdyfhY18X1qxZg+effx6vvPIKXn75Zbzyyit49dVXPaEhRTAYxIYbbohNNtkE66+/PtZZZx0kk8l+6qNNSsvlMtLpNHp6etDd3W1+lORkMpm62z116lRssMEG2HDDDbHFFltgyy23xHbbbecWZ20g9P7aSQy2Cq31tDQUpX2NKj6a9Wnvy67XpdXdtSozFRzN7mI/QELEyZASd7eAaGvDkZ5hYKKTHj91JxwO+65XZZMDP6ifSFUiLVCoHRFl5Uwm41Fy1HTMDs6uu8E6G5q6TkWHCo92ZGwHCZWmzpNU6bXg3+1OehK+BnWjt7cXb731Fl555RX8/e9/x2uvvYbXX38dr776Knp6ehp+/Pb2dnR0dBhiw58NN9zQ/J5KpRrejskO+gX5zmp/Yk+gdJkGTpQ025KeQN2v/qsEheo0SQ7fcy1gyCxP9hM6gWNYDYAnPBYOh5HL5VCpVDykh8dxaE2MdPxuzSC9w7BQS92hgZmwJeda+yLp4AKfQNVorKRBM7iAPo+Fporr7IwdGFNU2fmxAyKpIVkpl8uetrMjVbM0iZhfDQ5eB80Y0+wSXdgQ8BIzhz4Eg0HMnj0bs2fPxl577WU+r1QqeP/99/Haa6/htddew6pVq/D++++bgcQ2gtokPJFIoL29He3t7Whra0NHR0e/n/b2dueHaBGon1C9eTqRoNo7ZcoUD3EhSVHVhuTCrs+jSz3w/WYFZX0/SaToNdN6QNqvkeTw2BrWUmLmnrPJAUd6JghIbHRwDwQCJq0b8FZZHqgCsc7aqPKQvDAGb8vTrJ1DokLyoqqKppEyA4uEpFgsegZLqjQkWWwvs7n0fHhO3KcqPprRBvRPZbeVI4f6EQgEMGPGDMyYMQO77LJLs5vj0GDY4cp4PI5iseipyMyJBI3IhULBhCmpAGn2J99ZEhkSEoIhKk6CaApWRZf7Vl8OkysY7mKlZTvcqsqRw+RAw1bMW716NQ4//HAjSx933HGDSuG33HILPvGJT6CjowOBQABr1qzpt83GG2/s8QsEAgFcccUVDTqL1gb9MZlMBl1dXcjn8yaUUygUkM1mPXKy37IStX4422KnQeNgLBZDMplEKpUysySamLUjYbq5hpoSiQRSqRRSqRTa2tqQTCaNX4dZYZlMxvg8uE8SI01T54xSM0KAqgkbQL/aGbofVR90OydrOzj0h9bL4SSkXC6b94+p5fTDMEWc5EgnSdyPvZioHYLmUg7sI/L5vKkZxr5MM1A1jA1Ul6fQfo/FUfW8HCYXGqb0HH744XjnnXfw4IMPolgs4phjjsEJJ5yAZcuW1fxOJpPBwoULsXDhQixatKjmdpdeeimOP/548//29vZRbXurQ30uWqeGigY7G613oZ4dfdH5u2Y4kCSRJGgKOTs9xucpQ0ciEeTzeY9kTXKhx7DT4m1fDj/T46u6pPU5dIFTe30dDavpjNBP4eJx2bk6ODh4ockDfF90xXKqMar+UvlVIhKPx82kjKoQ+wequCRSVISA6rvJ/dH3xz6Bqevcn07AGFbjd7kfLcHglJ7Jg4aQnhdffBEPPPAAnn76afzHf/wHAODGG2/Evvvui29+85vYYIMNfL935plnAgAeffTRAfff3t4+aRcArEi9Cl3/itIuUF1Ogp3CQPvyS1tXGZj7Uila62VonJ77YsdDX42aqJUE8W9UbnSdMPoFuH6UdmYa9lIPkP6d5wHAdMZaMdru5Khw2SE5B4eJjKGY+LXcg5+hWH2AmUzG4+NT3w/fVZIPrYxMlZgqDfsG7puTKQCGICUSCXR3d5t+wW+Vc+6PqjT7Udtv5jDx0ZDw1ooVKzB16lRDeABg/vz5CAaDnlWgh4srrrgC66yzDv793/8dV1999aDLMuTzeU8qLEvQj0cUi0WjslAWZgo5Qal5MMKTz+c9629Rwo7FYiazQsNilJc1LVTNjAxPpdNpTz0Nbks/TyKRMOZlXe8mHo+jra3NQ7DUNGlXceb/tfqzFkZkG1hjSNNl/VDPOmYODhMFmjFlG/8VfiEgvoMATD/CviGXyxl/XiqVwpQpUzzFUPWdVaWXpIf70AQG7UtIfNQHyP6Kn9V6jxk205CXvQahw8RGQ5Sezs5OzJw503ugcBjTp09HZ2fniPZ9+umnY6eddsL06dPx+OOPY9GiRXjnnXdw7bXX1vzO4sWLcckll4zouK0A+ncAeBbNszOj6o1TqzJk18zQujrFYtEQGY23sxPSGZ7OyNiR8jPdXjs1qkKJRML8Tb9DSRyASUdVNcauAWMbsRV2CMuu/aHX08FhokN9NpyEAF6jL1BdYkGzrHRywr/Z4Wig6tHhpELD4QyZaZIE/9U+RY+vS1KwLVS62X4SGVW71QbATDCW4mCozq2MPvExJNJz3nnn4corrxxwmxdffHFEDRoMZ599tvl9++23RzQaxYknnojFixfXrAy7aNEiz/e6urowe/bshrazEWCBOJ1l8f9ai6Ie2MqQDSon2qGRnDCkxY5NKyAz3p5IJIzRmdlfbGt3d7dHdUmlUib8xHCWFjTM5XLm/Bjm0uUutFaItskPtjzPVFV6fRzhcZgIoJJhZyXqe8/3WUO+6tHR5WI44dHFhtnf2iEiTSTQsDZ/SHQInfyomqMePwDmvea7y3eZIXeqRqFQCOl02rzbXPDT9jLybxriz+fzvuExh4mDIZGec845B0cfffSA22y66aaYNWtWvzV9SqUSVq9ePepenDlz5qBUKuH111/Hlltu6buNvqDjFZwVAfAY8JSADBckGkB1ZseMJqot2nkwrERDIlCdMeqyFGxXKBQy8jcA812aEbk9UDVMMtRGYsPV2tle7fzYbhIiP+Kis0lu72cAd3AY7+AkiIO5lpUgsdGwFk3DJAycgDAdnaoOSQcJhqqxfPeUsPCdYl0m9eNoaQnNxuK7y+xM9fIp2WF7dX9+ylAgEDAJFqwnRpLH/orXgH2KIz4TG0MiPeuuu25dZd3nzp2LNWvW4JlnnsHOO+8MAHj44YfR29uLOXPmDK+lNfDcc88hGAz2C6dNJNheE3YIgxmVh7J/gh2Zlmdnh6HHoipD4qBGapWh2YHS2MgOUD1HWk8HgPHfsNYHZ4JKdtRsrantOtu0Mz/smjwkX3ZIzMFhPCMejyMSiZgwsSo2QDWkq0s16CSFEwcSJvrxuOgw35lMJmMmLlwlXdUWoFoHi34dLjVjZ2EC1cWNSZi0iKHdz7FGkKo9hUIB+Xy+H5mj4sSJbygUQi6XM32R9l0aRnfEZ2KiIZ6erbfeGgsXLsTxxx+PJUuWoFgs4tRTT8UhhxxiMrfeeustzJs3D3feeSd23XVXAH1eoM7OTrzyyisAgL/85S9ob2/Hhz/8YUyfPh0rVqzAk08+ib322gvt7e1YsWIFzjrrLBxxxBGYNm1aI06l6SC5YCfF2UutNbLqBePXJACarq4mZTUgEvaq6VoIjO0EYJapYEcZCASQSqXMrFHj/kCVfLHj0bW+uKRFpdJXMj6VShnTNPfNaq6q+vAackanM1RVkRzpcRjvUIKgtadU0SSpUN8Mkwh0IV9995gsoSuh24oM+xN6ZLRAKd9ZEipNQLD9PyRfDKtTsSJZUmh7qD7RpKzKM9ukEx5VqBn6Us8h0DfJch6fiYeG1elZunQpTj31VMybNw/BYBAHHnggbrjhBvP3YrGIl156ybOo4JIlSzyG449//OMAgNtuuw1HH300YrEYfvzjH+Piiy9GPp/HJptsgrPOOsvj15lIYNYRoRKtrkszHGi8XFO8SUY0M0u3U1VEiZOmf5IA6eyJHWdbW1u/TsRvrTB2pmxbLBZDPp837eJq6zaJYbs09ZwzVpKtdDrtIT02NBzg4DCeoIomJwE6kAPVIp2aLaUeGX2PqI7QtGx7c9QvEwqFTDIC32e+2wBMyriSLiUoJB1aDyidTpt3l8tRUNXhualvSDPE2N5EIuHpx3gskjstd0GiR9LoiM/Eg1twtAUXHKV5V6EzHU2x9JsBDbZvrfFD8IX3y+KyC4wB1ZWIbWLGTlSXjVDJmqsb19q3FhpTaZ7bse3s0LQAGjsze2VmoEpk8vm8mdHaJk8A5ngu5OUw3mA/71RJ1Muj/9dwE98hXZOPpIcV2AGYqu9dXV0ol8tIJBImySCfz3s8fAD6TWZIxNRbw75MC6mqWqX+G9u/SBLF955EzgbJGCdTQLX/YR/APrGtrc0TVndZXa0Ft+DoBEItQmLX3GG2lb609aSq24oMUO2I/BQjlYGB/guVaphLj8FOlQZydoLaPsbaCTUt0rRNb1E0GjXnquRMO2t2dpw9UhUjMeLsUJfl0OKFavDU0J2u1VUvCVJvkYPDaEK9ayQuqpjoc6rvBt8Xe8FgvmNKmGyiQSOwTgj073xnORljzRzuVzMtSSB4HPUBUXWxPTw0GeuSOCRr7Au1wKEqwNw+m82a9qqHkcq5eo844dSiqk7xmThwpKcFYMvARK0ZBn00JA7sUAZ6KW3jMWdnA20/0EzHJi12+9QTZKeP+1WTBvrIRy6XM6ZnzSTTuD9ndD09PR4TpBqpOVPjd9jxcr9sl70Ol94DP4PjYHCEx6GRUEOyJgLwXabCSYJPkDTYWYz8Lj9X0sT9KBlRr1Bvby/S6TTi8biZVAB9SrTW0tL1sei7UTIWiUQ8SQraDlVuNSOLfQjVY02D13eb14zttVUjVYQ14UKvA31GjvhMDDjS02TUCh/5GYhtcEZEY2E+nzezLIUSGA74A5mgVeFRozLhp0YBVS+Ofg/wGilVHdIsDpqetfBYPB73eA9SqRQCgQB6enqQy+XMLIwKEWeEpVIJPT09nlmxkhvOTHmutbw7JEkDgR074QiPQyNhP4+a6q3vHt8Ze0kW9aupJ1ALnWq6ONUSrcTO94rvKwmRvl8kN3z/+O5zn2wLVRsWK1RioqqtkhO2pVwuGzVGJ1HsCzTcpSE79mXqH7KvD9f9Ijmjn5A+Jjvj1GH8wJGeJkGlXcVQ48esn6OppDZZUvViIHUHgAkHsaOy0zb9FCmg6vFhLR71GenMkL+rLM5roVlYTJPl96jCMFNDCyZy5qbhKTVMsvNiZ2xnifG6+Jk9B4MzOzuMNlR98ZsQKUgQABgDrvrR1CTMyuZcbFPDPQwda70dhs3VT1epVDyhLju0bKsoVGl06QgNYSm5isViyGQy5p3Vd5pG6kKh4Amb83w1U02/yz7Rr1ipEhclMH6hbB6bHkKt+6bf132OJLvWoXFwpGeMUYvsAF5fy1DAzkNXPVdQPtYOwO9Y6vnxU3hs07LunyRHOw/NELOzKzRFXqVpmikBeDo0bm8XKeSxtMNiR065nNlbA4WqVCnifhwcxhLqIWPYhgbhWs+sKjZ8v1VJIZFhlXRdcJOhJX6HJIVKr/rfgOrkie8oyYqmwZMUqcpKUqUkgOF49gecYPEdtIkUSQffS36XoTINVdueRYblNLwP9H/HlbCwDTZp02KIWvWa+7XJVT2KvcPYwpGeBoODeq1lEYiRvhx8KVUeJjjL01AaX2B2XgB8PT96Hhry4nZKeNSsqNIxiR7JClCN73M2ydmodmwkLppppQSPs1WGyNQTwM5YMzNsZceP2PBz581xGGvY4RISePtZVA8K4C0AqASGAz73oVmRVHT1nSU5KhQK5p3ixEhN0nZ2l23+1wmEHRLTDCxWfLZJC/tMEg6GvngN7MQOEjtdwFjVZRKxWCzmmfjZVaHt/oD9VjweNwRLlWINFdaC60NaD470jDLqJTmAd+mGkcaGVapWNcQ+nsrZSn60Y7U7FdsTpNK5qjLs+GhMtokSO0MSC84YNaSnRkY1NwLwrMxOAmQvdshsDN4Hdqq2BK31jvh3tpPXUomZ67wcRgL1jdRKANCMLMBbOdle1sXuZ+x9+r0PLNWgSQJUQfle831VYzQHdZ4D07/t4p58J3O5HJLJZL9wD8+JZEgnebYqrFmiJGqBQMB4h+yJHcE+Tq+PJiiQHNmFWVV55nb8Li0Ddpi+VCr5ZpppP+dCXK0HR3pGEUoO/MDZ1GC+muFCwzqahmofS8mPrlkD9Fd4AHhmcQQ7IKA6I+K++TlVG8bkScQY3mOn6pduz44OqPqc1LDMRQbZUbFT9CtUpvU/KKOHQiH09PR4fD88F/UC2HK5g4NfqFTJtT5D+pwreQC8CgEnAvpdpllzv0qI+B17cqXvvJIDEgCGhLUP4rYcxFlZme8K3zPul5MiJhPw/HSQZ/+gFZI52WK/o/W1+B2ej1+/Rc+Snqtf7R7+zS/0pZM8tpd9kH1Py+WyUZjs60UFixM3tqER/brD6MKRngai0STHhqaJqtnYz2inHQaJUq16PbZHB4AnM0NLuqvCxLRx9elo+MqvsGKxWEQ2mzXSt15DztjYkWtnqZli7DxV9ua23Kd25Fq6nwMFZ6L1entaIRzWCm2YDLBJCN8P2yMDVMst2N8FvEqOelY0C4vvqqpA9MdwYFezsxpoGS6mUqQESc3GqvzahTuV7OiEQ89bKzJrmjjJgv5dS1jYyQbqdeTEiW318x/yWrGv0HbqNdYaRjrJU4Ozrc6oIk3i6te3sS1O0Rk/cKRnFEHpt5mgaU9j1AMZ7Ug8BvIT2QW9qAaR8Kj0rOCskN4EPyOigp2SppFyBs2Olp0wO3yCs14dVHje6nPgNWDnrNI+j61eicFgmzObBV6vWqET3U5n1A5DhyoCqjSEQiGzECYJOq+1+mWU1PBfe1LE/+ugC1TLKKhfxy4Vwe34o+8o4A21Ad50db4Hdvu4HYkRs6no6UkkEgiHw+jq6jJEhIRDrxmvU1tbmyFYVJ8SiYSZrNGHWKvoKtupIaiBYJNTVeIGIkFU7nhMvYa8n+xPhlIZ36F5cHdpgsEmA2rS03/ZCWmsuxbUTKmzJp2Z1UqzZyenKyIPtIhpOBxGKpUyMzvtzLRDUune9tzorFTDAyRmHIT80m7rgc7yea3tZUN0W2DohIhZNENRmgYjPOq/chga9D7aihrJBwCPj4Zkg39jyjgnJXz3NHtRj8fvKRFQVYE+H/s5t825NnlR1ZPvAN9fDTspudIJhSpU9A/y+yQCTFxgwVE/cNLEiUYqlUJ7e7s5/kDvDN9lrais583967H0/0pEed/0R4mUKlKc8HFCxmug6ptDa8ORngkOJQAKVTbqWbyU8XEApraO/m2gl11TPXWAYDt09svZsm2kZnxdDYpqPmS9IlWF2DFr568L3KoRWzs729xsEyr9v1+JAP2/yur1QGfPtUob+MEeIHg//dL1a2WuOfSH3m8lxfq7HRrVfxWs9us3ANtkigoDn2FV6Oywmg1b+VAV1iYt9NxwApFMJlEoFJDL5YyKYZuH+b4B/d99LY9hX6da15fnpiulkwgVCoV+ZmEbA5ENmwTx2qiqrDWFVP2xi5NqiQxur5MT1hByvp7WhiM9kxTsCNkJ8IX16zzYEdhp33zxB+qQtJihpsfr37jPWounanxd00Xj8bgpGEbTJOP72rGpkZLnw3957poRFovFPDNH2wuhf7OrU+tgpL6OwcBBhPdElTG/62EPnNo5a4E5tp/hP5IhvxDXZPYE+Z07iYKqJkD1+pPAaG0rVXKA/s8Lr78ei74X3is+Q9xGVQWg+jyR/NvmXvXJ8D1R87Q9wOv+o9Eokskkcrkc1q5di0KhgGw2azx/VJIDgYAnlJfP5xGLxfpVQfbrI/TdodKi9bj0fJgcUk9fU+u+2iTETm3XsJYN3hvea+2HeE10DUC7NIdD68GRnkkOncVxYUHCDo0R9XZAnP3wOzqI6KBOWdzPH6P/5nI5zyyT5kfN3mCnHw6HzbFV/WHHDfQNGqwgrRlf/OHSGASrTvvN4nke3PdgXgOeg32emhXiB3tArHV8zWizB+xa7de2Tyb4KV98HjXDSMmKem7UZ2bfO1tZ0++rYTYcDnvItmYcRSIRJJNJUyeGpCCTyZhnVO8198fz4Pe4L4aruJ9yuYxkMunxt+lgrouCanYY3zs+s/l8vp/PTisX8/z12Dwe+wbbP0iQZJCEjDSMZCdx2MqYhgQ1+YMKHK8Jv6teKufvaW24OzPJoXF4O+vLxlAqRjNsBVRnS/q5hrPUrKjhKxvMliBxoVdAQ3iaQaLHZHiM7eH39Hdtu/27dnZ+oHKm/gIFj0NCxjbbJkntQP3aw4HXj7TwutjnYpuza5GmWmRovIGDWb3KlRIeWyEjYSQJUqJAtYTf0XCkklPbU8N7qASbf4tEIkin0+Y5oUdIjfr8DqsM26FpJVOxWMwkN/Bv9ntRLpeRyWRQLpfN4qG6llU8Hkc+n0exWDQhKPXEsP/gxESVVqKWKqr/Umn221YzqbiQ8GAJGPWA17LecBzbwgQNLZFB1GMXcGgeHOlxMMRH6+fobIcdaL2xahIbdvh2ertfBpdfR6ftswcmtpMzUnp6wuEw0um06aDpWeAMmCE1e7BhJ63Ladize7/wAzvfRCJhMtQYDgCq6byahUOfhIaheC6sP6SDqU0AByJUvb29ZqFWnq/fQFPrvk0EKHGspRzUgh2eVJLB/fEzbqPPNKHhJQD9zMB8J1TBAGCUR7aDNaV0hXQNz9hhMv6dqhFQNVez3fF43KxzxbbzGWF9LD7XHR0dqFQqZgFfEi1e4/b2dkSjUcRiMVO3J5PJeAiJfY04QVCFRZVe/j0UCnnqnsViMY+fj9dkNMjPcHw4fuSHoLHZ+XtaD470OADw1roZKfyyuuyZsGaLqFcHqM5GdQAqFApIJBImvMX6I3ZIJ5PJeKpDa1ZFLBZDNps1ZEf9RGow5SKLGhLSmaZK/CQrVHl4PmwXCRcHNu6TnTfPkwRFByqgPxGxSaH6c9g2KmDch00Y2aaBVL3xAr12NtTAXS+osFDV0YGL5JVkuJaqx0GbCo16bJTI+K0qzvujioeSboaLlHioesPz5j4jkYjx9JAkADClNVRB4vnw/NRHpAVH+aytWbMGuVzOEB+GizUkaCuNnOhoeNtObtDzUBWaxRO17hDJjxKlsUYt5YdqmENrwd0Rh1GD7dXR2Zt+zk6v1mChM0R+j/+SZDBTS30XJA0anrDJE6V+kgfOfjlQ6OKE3JcuOqjpwzoYZrPZfvtlB8326Dlzxs/sET+juO0RssHj28bPgTKzNDTBjtqW51VlUtm/0UrQcLLKSNb12quPaaht1rCE7X/SkJnuX8OrwWAQ7e3tnnAtB0N+zy7up8dQ35hmhJGAcKBnCIWTB04ISAb02aHHRCcH/K6G8Xj+qrjweSG55nuXy+XMT7lcRiqVMiSHpAmoZqzpAqWa/VkreYEIhUKeejhA1aek6jDVJJJGVXHHCkp+1Hvo0FpwpMdhVGBL2Epe2GFpFhGh/gNbDtaBTGek3A87Z+1sWTZf1xxiOX9VXQi20V5DTMNnWo8D8JpQdVan6fM6yNgeJR0obX+OKkgDqRjcz2DeFR1cgSrp0WvKffl5mWr9f7jQttpq2UCEbSAfkk1EdbAeSrt0wAe8daFU+VPyoc+dPhdsA6+rHa7k7yRsSjyi0ahHWdE6MboN96k+O4aptR3FYtEoo0osNZuSXhmgWk+oWCx6loNhu6iEfvDBB4b05HI5s69YLGbIkS5PY6tigxEewiY+hULBkD1VfrT+kWZtNoP8jNRo7dA4ONLjMGJQYtbOUQursRPSDqgeU7R2HNqR2LPEQCBgBgemrnNgYUq7qir0E6jvQwc2qjs0VpJkkTQB3jL7NJzqIMRBnOeuoTJ+355R8zPul9sPlPKuGTc8l1rXUcNZA6Xp1gOSy4HAa6H/V2VBw0iDqTID/c32LPGeDVWd4rZ2RXMNk3Gf9F9RxeBiuDT8AuhHrvV5Vl+QnRKtfyOBIbLZrCEe6tvR+893hd4uqi00APMY+u4pEVYySoKnaijX5Wpra/NcB1VNGSrXY6h3zb4eg4HvLRVflqlgO2uRHxY8rTcBw2Hiw5EehxGBHRDQP/U8n88bKVtDRLVKy9sIhUKeZT3szBKSLc66lVCxhg87ZZX82RZd2kIVJM5oE4kEstmshxyp94bhMO6X23E/3LeqCLYxWgdWNZHzd796PUqqVMnRrDZ6OtgemzgNpiIRtgLHgc2+f/p3VbDUM6VqHQAzIOmArwOt7YXhfvQzP5O3nUFVb8iM98cOM1K943mrcZxgKFUzlzQ0BVRDV3oeVCTUaxUI9BXR5O8kOKp6MsSkbeX+g8G+IoNsi4bWOAGgGmOHT5U0857F43EAfe8z33WgzxfEyYT6n9ra2sz94zXV0PVwyQcJNN8JKmUaZrbJD4B+Ey6HyQ1HehyGDaoYQNV0yEGGFV2Bqjw9nOJiilqdGokEwwxANQuGA4Aag/0ymhiSUuKk5EUHXVVf1Khpz+T5XQ6YJH9+hmedBQ/UTppSaeZWAqVpwvbAzP/roEYCo7N+JSbqnVJTNAc4W5Ww/SFAdYkF3YfCTkvm9dDr6fd9/p3Xk5/pOfsdT8mZgvdL7yvB1Ox8Pt8vVMhng6FdXZdOB1o1PpPMKsmz26eGaV2pnGte+T0ffL60dAL3Y3tg0um08eIoOdV7qc8OSRGvtz7PnOwA1bA225VMJmsS5eFAlV2qV3aNLzu06QiPg8KRHochg9Kxzg45g2WquNbKSSQSoxrjtmeNgUDAkByVt9VAyU4vm82awZBEhwNFNBo1gwGha/Oo6ZifMSNGiQ2vkR16IFHgtWG72F71t9jGXJ2dR6NRE2JQRYSEwS6gaIcV1GOkx9WBgefEgVX9ITw3DtaqYPF8FH5hIr97qr+rqqLE0s93NJQwlg7INlQ14fNKks1zsK+bZlrxGeE5q+LF68tyBAzvVSoVo+Rks1lzfN5nVRbZLl36wCbRdoFRDddqWYVSqYRcLmf2x337kUJVHu3ihhqK1eNxf40w85KMk/TT4xMMBj0TMe0nHBwIR3ochgR2Muqr4UDOwZRho1gsZqTxRkA7W/X1sJPjZxp+4mCq6bhqeNRwC2eMrGirSgQHMfUGJZNJFItFU6dHzdAE/R6sssu6JpqBooMkz1MHdk3zVwLGgU1T7vW7qoz5DciAN0NJB3glgrZPQ0lkrRm1hvh0ACdhsENWqoJpjRvdn35XFSIbvP4kCvZ2ei30vEhomNGnPhRtr4ZNeQ1VBVGvjp05xQGcCiWNw/SUcRBXVY7mYVVy2MZyuYyenh6TFs/z5v3X55d+H6CP3Ou76udB03vG87VN2Gr+biTZoHplV4PWCYXz8Tj4wZEehyFB4+m2/4EDsVZqbTTYmdNAygGFJmI7DMLfNYSigxm3Y0YK4B3kqeawSi2/x3PVgY0F4YBq2rASDPVIKHHUsAcHOv6oSVMHaV5vFmhUQ2k6nfb4fDjAqueC14oDo59aowO8kiU9Zz0/bZ+qXOpf4sBp+3/4dxI8JSkc5PWakGSrCqlKg5I5NcUqYSP0+eD+9JjaLiVdes68Dkwl57IoJDnJZNLjC9NrCFSXh1EVTQ3ASuI1m4z/ci0svZ5UkrhPKpX63NlqpE0abOJJ5YfEmO9Eo0kPUE0R5yRM/UaO8DjUgiM9kxiq2uiApp0qO3WSCGbsaCYTUO3kKTOPNuFhG7Q9SmxU7g+F+gq/ceBjKX6m7XJbDn4aKuPMkYORFm4DquE6EgQOIroWj5q2eX3Zbu5TQ2P8vxpwWTWX7VZDtZqCqbSR9Oj58YfhRg6cavRmiIMZb4SemyopqjhRkVCTuJIMTUNXT5F6Quwy/nYYVBUNfdYqlYpnZs9BVms5KZEgsSOZUVVKVRqSp0AgYFQX9Srpuk/2sfm7vkNANb2c7wTJGT06oVDIlFWw3z2/MBcriieTSaMIZbNZ88yTrAMwi4cqIdVQp95PKpQatqu3uB7JJ9uuBuNGgseyDf+O8DjUgiM9kxg6mCuZIOwBTo3J7BQ581TFZySER8mN/uu3naodTJPnDz/n/9kpMlyl4TcN7XAGz2wZJVD0d4TDYVOXhISAJIbXJpFIoFAoGHLBY2sNFAAe0sb2MjTB0IF6p5jxpOqCkgv+sN6QqiiqFGQyGU/l5ra2NrM/3meSA5IJXiMNR+lzomEOEkkSQg0X2vfRHqA42PLc/fw6Sth5bkqQuF/+y7YoYea1U/XP7+8kKSTRqmbyueKzwnvPcyWByOfzHuVOnydeQ9539cvQyMxnhZ4g9RzxmgFVL5CqU7ynJDzMONTwGu83n69SqWQKDg4GPvu81iSNYwUSH01ecHCoBUd6HGpCCQ8HaaoE2rFoFslgMzwN1dT6qQXbe6IhnGAwaNb+YTG2UqlkBgDNrmHYwV4BmjNoVYe4+CNQLd3P43Dmz/PiQKmqCQcZhmB0oOb1VO8MTchaXZbKj5ppbdM0P4/H4+Ya6HIAHGDZXiUT4XDYkC+mQQNVj476RfQ+2PfZVhFUJdJzpiLHY9jhIX5GImKfr+3l0nCgnpd6bvQY6svhdbGXR1B1LhgMGnLMMGpvb69J2WboUEm3hl2o0vHdSafTnudJFT6uYUUFjmqgEiXeM/6d6pOGbDkhCYVCRumhj4z7IinTgoNKtmgQHsir1WzCo+B7p0ZuBwcbjvRMYqjXRQmODTurRYvcqQJk11exicxAhEahoTb9l14K1v5hR6uqCWfCQLUKLGfuzJJJJBL9ZHslbtyGIQclI/Q/kMQwrJROp/sRFg2D2GZShiXYUZNIaTiIqhJDID09PZ7ro2obB2cen6pEMBg0gytN1rye9GJo5V0SJe5fa8josfkscHAk2VGVj4O+7X3hvqLRqDFza9YTj8N/lUyQwPG+kxBpKFIzv3j/tLQCSRD3w3+1BID6UUqlkiEXVEFIgLSNPK9cLodkMmmy7PhuUAHid5QEatu0rg5JFc+R11jvlao4Ggq0/6bF/NSjxPZwAqHkXNe44z6JViI8QFXVdXAYCI70THL4zYqUrJBQsNO0pWMlQOo7GAg6oOmPkhs/+KXD66xdB37NLOGii/F43MzO7fPVpQw0nKNKEgcVki4OQjSIssNVA7WG6ah4cMDhIKEqGrezSY09i6c6ocSqVKou+MhBkmoW7wsJmN9imAzPqcLE+8LryetO9YDXSMNB6qdRf4kqBmoSpu+G7aCyxfvN66XkmyEnPkcMQ2q4k+eYyWQ856LPt6Zxq8Fa22IrdKoE8fjhcBipVMpT50cVJt4nhsZI4O06Q1pBnIZ8vQeqpDKszOui4VANbdkhX793Ud9HXj8l+DbKZW9R0mYTHgeHeuFIj0M/sPNjx26HRghVdTR7SQcD+4efDwcchBQcBIrFoqeGDTtk9V/4ER6gqmSpCsEBWb0aPDcORFpdV0MTmknDfbH9GrJRxcoOxfB73Bcz0/S6aoVaXSCVx2F9JO7HTr3n9mwTFSFmGvFYJF2pVMpcM/VZqZJSqVTMkgxsm91mhiIrlYpZVkEJiRrNVWHiIK8hKPv6sQ0kq7qMA6+LnhuJjvqmbKM7nxHeLx7LNmnzWSNRIOEjAbHJDJ8xvcdsu5JbKkt2JXN+xrAciaH6vhiqVZJWD3SSo1lRNMbbITlHeBzGCxzpcagJTae2w0GqjtS7cOBIEQqFPCZRVUhUaeBAzU7eT6EiGLLiAGZnMJEscOarBtFUKmVUFQAe0qFhEg1jqAmc/+fApBlnHHwDgb7Ci/y/kphcLmcGUM7wSfCYuq7KBxUeDrA8Fx3odUAG+nuwuN4T982QJgdsVvtlSr8dWqE6FQqFjF+KypyGMDWcxGtiD6yarm17dkg61ExMIzEJpJqKef/sFHqSQz4j3A/vp95DJfwMfdHfw+eMRTAZJta1pNieRCLhITq81sVi0dczx+eHapfem97eXrOkxXASDNh+Kqx8RgBXC8dhfMKRHgdf+Ck2hM5KVXEYC1Bx4Lpe7Iw52OvaQhz8OJBmMhljwuZgls1mzTbcjuesXpRCoWDOORwOo6Ojw5hUAXgGbZqOdYFEmqq5bSqV6hcS0tAEFROaYDnY0Eir90d9N7FYDNOmTeuXsaaKDgBjpuW+ed20NhGVECpJPDaPRx8Ntwdg2qb74UCtP21tbeb6kXjwvqlSpiFTkpZAoM+Izkw47oPEgURE28UBmsqlZjBp6NFe4JMDvT4jqpjx/PlcURlh+jY9W5lMxqM48X5nMhnPopjcnu0ioaK6QuLjh3A4jGQyiWw2a5Q+GtM1TKVKXD34/9o7+9gq6/P/v3tOn87po0ihsIHIULDGB8RQu2XxGyFQZZlzJFODDxgCoiDJhE1cVBQy8Sm6uLiQmagxPhAxYXMPGplotmlFRdicIkHDVGwLSteenj6f9vP7g9/77vu+e1r6dErbc72ShnJ6n/vcn8+528/7XNf7uj4a1eE91NcHCcMYzZjoMZLCP+5Mm3Ax4CJA+rt56HDCahpGBHThViFGoaCRHKbB1KfB8WqPF01hMMKj+yVxEVK/BT/FM2LD83GhDfaGUc8HF8m8vDzPL8Mus1pCnez6KLyAE31ZWCYP+FNr+lq6CPI6AX8TQqA7YkG0CSRTf0GBzMgU0L3tA8dOYywFg0Zo+L6pP4fXEzSkq3jJzs5Gc3Ozt8UII4KapqWA4vM1LappKL6O+m54/1Cc8r3imDTFxTnnWFSIq1me/1fvGIWEtmLg/aW/i5xDTbfqe0Dh55xDQUEBEokEGhoavOdqPx2+tt6T/J7zpuOxbR2MsY6JHqNX6GnQ6hrChf5U/gHkAsbFjYuxekT4CVqjI1xoVEhwceWCqY+riOFiq8ZnVnvxEzkATyjxnOwJpOXkjGowRaZpCZ6HRmytymEZMa9Lr5siiYubLmJapaRVTZr+4bF8Pe0MrOZcPqbNBdUnpNuB6PM4NyoAiIpACmwusozoafqyubnZl/7Ra1bhw/mm6Zz3CNM2FLaMjqkwUR+MzplWi6nJXO9BTenp3Oi9w4aS+uFBU6K8Ln5x2wj1O6k45D2vPYsyMzORn5/vzYPe+7zHFJ1LEg6HkZeXZ4LHGPOY6DH6JGhIpdA51aFtLcWNRCLeYhQsCediVFhY6C1wFEFcpDQqoV2QKXi0Tb+mQNQIq5U42lyOC2Bubq5v81LnnFeZxDJkpkYoNBiB0AqoZBEGVqbxefF43Lfg8T3LzMz0esBolItCgZVe6ifSa+HxFEVBUQX0bEvA6wtWijFyQgHDsQQbL3IDTRUgTM+ol0i3nuDrUkCy0ospPX2P+PoqVBgx4vMZ3aGYpLmZvxMUyYRpOh2LNhjUnkcs26c46+o60f+HEbVgHx5NgwZfk/NL0ceUn6Z6NfUXhOJJz63326n+nTeM4cBEj3FSmI4IentOFfzjzYWKizbFDH9O3wy/uKjzGHpAAHhREoqRtrY2xONx75M7F67ggsB/uQBrp2ONrqgPKhiZ4CLOMuvm5mZPgDF1pREQXYQo9lSgcfHi3FBkNDc3ex4SLsw0GzOiwOiI9jjSxn0UGLwP1FfE19R+ObxvtPJPfTQcD6NP6sHRlBavh2Pje0VfDAWepqHUgM/3QnvTaG8iHs/nUuDwsZaWFl/Zuvp5KIwYRaKIpYDQCE7QkM02AypMKVhUaNGozOozVmvxcRWFaszmPcn7nnOu18A5VVHLMajgMtFjjAdM9Bj9YjT9wdPuz1xAuXBRmHAh17QLP+02NTV5f+DZ3I77UPFTOKM3AHw9ddSjwznha/EcXHij0SiA7v4rvC6N+GjURBc+XYjpVdKtHbg4t7W1eQsuz8W0CY9nZECvgcKL221wIWf0iSKNopDRAv5cfVIUciyZBvyRn0Qi4S3OfB09Rn1KWs3F19OIGc3nNOqyrw3Q3VCQApgiha/L94b3g77/FKd8nzkmreTia6gI5PXzujlXfEwjj5x7RoaCvZPUDM/X4v3ISjdtdMlxM3XK49va2rxonvpxOPe8P/R+Vg+R+XaM8YyJHmPMQVGgJdYqUPTTspZfZ2Zmorm52Utz6R/2YARLUxtcMDV6Afi3U6BXht8XFBQgJyenxx5bjEbw2kKh7u0zGHmi90IXQDXGarUVozlcyFleH41GfdVr2gOGi6Mu3kGRE0TnkEJB034aveLrBKMqRUVFPvOtzrs+j+KNYoiCUI3FLMPm+FQwcdwAfCk49U/pYq8RGc6hGtX5vrJNgabpeE0Uyup/0o7RhGKVgp3eLzVbawSPkSD1XTEFy7lPJBKIx+O+6JyW+dO4zfnge6Jih+NTs71hjEdM9BhjDvXOsNyX5mIugBQc/ETMvi0sb87NzQXQvf8SPylT4DAapAsEF+FglIcLH2GUJdiPR6vJmE5Sw6iWKnMxZqSDAky9TNonhYKMggeAz5ekaT6gO9USrO7h9UciEW/RVqN3KBTy+shoik5FFcUdF2em6OLxuFfOz+dwjrUiivPKqAZfg+Pu7OzsYWzm+69CQt8DChO+fxRpnBumFBnJ4rgpALQrtwow3gfqs9FqLd47nHO+RxxjsGJL035E74+MjAyvPxR9Q+xHpIKHc0+DPc+j3cPVOG79dox0wUSPMSZhhCNYDcOoA9NIXNh0UebGi0SNnq2trWhsbPSlaXguGqJ1QQuHuzd0ZCUOFxkt52ZaQ5vIMQ2hixLFhH7iprihWGDERz+987isrCxPEFAUauUQ54ApEf4/NzfX266Boodjo/jQajhuwMmoE8Unzx0Oh71jdPNNGpOZDgT80R41OKuPhAs+oyCMivHatScRz0nx2d7ejqamJq/qKj8/3xO36m/RfkAKxapWafE90nuRIoiiR8fGtGWybV8o4jSaFgqFEI1GPV8RxRnfj4yME/2gcnJyPOFKLxnnJdjIkPe+9oPSFJder2GMV1Jq1Kirq8OyZctQWFiI4uJirFixwts0sbfjb7vtNsyePRuRSATTp0/HunXr0NDQ4Dvuyy+/xJIlSxCNRjFp0iT84he/6FH+aoxvuJhqqS8Xnvb2drS0tKC+vh7xeNwXqYhEIiguLvZFatrb2xGLxRCPx30t9nNycrytLbiQMA3F6JH2hiksLEQ0GvU8QJpm4ULKxYnPYdSBXZRZ/s7IEyMB/MTOhZ8pC0aQ1OxLEcIqM01haD8h/aSfn5/viSCKRI1CaTqKaStGyRg14RyrAGF0hQKwo6MD8Xgczc3NvtSUGo853ry8POTn56O4uBj5+fnIzs72InR8T4HuEmstE+/o6EBjYyPi8bivMzMrpWjgzs7ORl5enleOzftCo3/BSj36qDg/ra2tnpBWwURBwXElEzxAd0NHznNzczPi8ThisZgn7goLC5Gfn+/dgzTa8xg1cDOalEzAaKpNo6UU4PQCqXfIMMYTKY30LFu2DDU1Ndi1axc6Ojpw0003YdWqVXjhhReSHl9dXY3q6mo88sgjKCsrwxdffIHVq1ejuroaL7/8MoATn4qWLFmC0tJSvPPOO6ipqcENN9yArKws3H///akcjjHK0BQPIw5csLkgAt3mU3765eKrqSLAv2dT0IcRNEyrL0cFGBdTTckA3VsjaCSBYoeeHi6MXNjUBKtdeFllRT+OplE0PcIIRDCtpT1eNEVGrxSNsxQQwRYF9Dcx6qTN8jhXAHybeGqzRvWVUKxQWFAs6nvMfkR8TzgXfK8YteB16nuv77EKV56b5fTszK0GckbmmCpTQcexMfLC5/FatOJR02Ect6byVIDzdTRVxV3W1ahPkzLvd0YZmfLqDd47akLX+4MCUqsU9ffMMMY6GS5FUv7AgQMoKyvD+++/j4svvhgA8Nprr+GKK67AkSNHMHXq1H6dZ8eOHbjuuuvQ1NSEzMxMvPrqq/jRj36E6upqTJ48GQCwbds23HHHHfjmm2/6tb9MLBZDUVERGhoaUFhYOPhBGqMCFTxa5sxP6xkZGZ5HRw2vXEhUtPDTLtNBkUgEkUjE272c/hr18WgpNCMYXNAoMCiYmP5RsdXc3Owt6rxerSZjSkaNuJomY3SLQkfPzbnhWHlNXBxVYDAqopVijP4Ey8f5Gm1tbZ45nGPjYso5ochg9IELLEUAo0WMclG0MqrCCif18FAY6PdaoaRNFbU5ISun6OviHmFsT6CVYxpF5HtcV1fniSCtvFIvEkUT57C3CA9/xshkOBxGQUGBNzd6D2gFH//lPajXWFBQMGhxEhRBanTme2sYp5qhrt8pk+5VVVUoLi72BA8ALFy4EKFQCHv27MFVV13Vr/NwYPxFrqqqwnnnnecJHgBYvHgxbrnlFnz88ceYO3duj3PQP0Fisdhgh2WMEpjK4qds/ePMT+gAvD4u2rxOza/aNBCAt1O69izhggycWCy5eHMxU+8QP92rAVrNuIzE8Bh+olafDYUOAM8noo0MAXgplmC3bL1Opj00CsLoRrKFmIJOoxQcH+dZ5wCAl95T07YafDl2HYv2sdHGizTnsn8QBY9uqcH3Q30pTA1qhIS/7zrnGpGh0GppafGVxUejUS+awlRnNBr1ojgUVoQCmK+jkbRghE7TTbx+jonXquflfad9dhgZ4zmChvqWlhZPOA0U9aIRimAVx4YxlkmZ6KmtrcWkSZP8L5aZiQkTJqC2trZf5/j222+xZcsWrFq1yndeFTwAvP/3dt6tW7fivvvuG8jlG6MQVvwk2xaD0Rou0IzMcBFWQyl9HMkWfvZ/0U+6XFyYrmIKRz/VM5pCEaVRAy7G6m3RqhlGCujbCXp0VIBRFGn1kxq3VXgA3UKGXYl5zX3BCAXnWVNgjCzFYjFfyopCQdN6wSo5VkVx4WYjRC0Zpz9G0ytMG1JARqNRtLa2+nYyp5eqvb0d8XjcE0r6vmoEDDgh2PR61YDNvjgqBLSZpW7lwUggRQzH1ldkhGJOBTFToOr/YtozEon4xKiKaM6vVisOZkf1ZNeo5mrDGA8M+E7euHEjHnzwwT6POXDgwKAviMRiMSxZsgRlZWW49957h3SuO++8E7fffrvv3NOmTRviFRqpRkubtXW/oo3UdPNIwk/njA5wYest5QDAt0mklvlqpEEjh/xeK5W4iPN1ghEXhWKIooDXzXNSMFGoMUJC/xDLten9oLDRMmT1uvRWoaMVPNoRmQKCC7Tu+A3Am1O+hvqn1AwMwOuvQ2GmaSE1PlNoMt1FgceKLpa+c57ZMTkYmdCWAfpetLa2eoKT18rrUb8S3xvtlUMxwGvVDV+Z1komeDiXzjkvosW55Tnj8bhXdaYVhHl5eT4vj+7bpuXuHR0daGlpGRbRw9e33j3GeGLAomf9+vVYvnx5n8fMnDkTpaWlOHbsmO/xRCKBuro6lJaW9vn8xsZGVFZWoqCgADt37vQtUKWlpXjvvfd8xx89etT7WTL4B8YY/TBlxa8g6pXQyI9CIcBjuQAG01K9QfHC6+GCpM372A9GjcM8vwoY9UUw3cGIA6MhKqC0PJyij6kvXnfQtBtc6NWQrdfI5yZbwDSixJ+zBwzLzLnQMzXF83J8GuWiUG1tbfXK6xOJBKLRqK9qSP09ahAHuv1QjMSoV0dTVKxWU1HKLUi0eo6pS6YGtaoqmCbSsnQV3NoUkB2bNcqn0TydZ/p2OLZEIoG8vDxP+EQiEc+/w2gNI2h6/2hKjMKHQpTpLxWIg0XNzRblMcYTA76bS0pKUFJSctLjKioqUF9fj71792LevHkAgN27d6Orqwvl5eW9Pi8Wi2Hx4sXIycnBK6+84oXH9by//vWvcezYMS99tmvXLhQWFqKsrGygwzFOMVyYuEgm89Wrz4RCR4UC4N9bSRvP6R/+/rbXZwqMqSEaVnm9rPTRsm0VUvrJONgDJdkCwmPoJWI1Ds9FU3bwOSo++OlfRRdTVMHnBeGiyXlUYad+HEYwOCcUHByXRpc0bcOfU0REo1HPAK3HcdzaS4ambi70jALpYq+eGPYYyszMRDwe75Ha5LlUOPFfRgkZGdJ0Jr9XEcz3KGhC57xRsDHVGpzzxsZGT/jo+0URRWM8U5Pad0hTTxTpjH719j4PBI0ymZ/HGE+kTMKfc845qKysxMqVK7Ft2zZ0dHRg7dq1uOaaa7zKra+//hoLFizAs88+i/nz5yMWi2HRokVobm7Gc889h1gs5pmOS0pKEA6HsWjRIpSVleH666/HQw89hNraWtx1111Ys2aNRXPGGIlEwvNOKFw8ufiq/yF4HEVOsoZyet7+eFmC5yYUHGxwFzSyBgWJRlOCoicIxQurxrQyhz9PJpSYftFKqeD9r/OlRm9F55bRCwpRLROnkKGgoyCkCNG0EAUFAK+cvaWlxddHh72C+Doa4WKVW9Dgq++JbkWh/Xu0Wk5LrzMzMz2RxddnNCZZ5E9L+Ln9BAUM55PpRAotCm9GKbu6ujwTMgDP69PV1eXd9/F4HPn5+b5oE6NLnA9WdlHUBb1eSrDkfzCo2LUojzHeSOkd/fzzz2Pt2rVYsGABQqEQli5discff9z7eUdHBw4ePOj9Yfjwww+xZ88eAMCsWbN85zp8+DBmzJiBcDiMP//5z7jllltQUVGBvLw83Hjjjdi8eXMqh2IMM+3t7d77znSCLnLBSA6h0KFvpDf4yZmL8HD88ebCpNfa2zXQpMtjgr1Pgmg0Sf0Y9PAowZSZlkwraoDW7/U1KbSS7VXFa2HEgdejfiM+puZtvhZ9OewKnUgkfMKMqaCsrCw0NjZ6z29ra/OEDKM9TA1SMGh6UKNTFME0ANOLw8gfI1aMHHIeNULCaBXFFwCfMKSHiiKEJm4Ve8457zppUuc9GAqd2P4jHo+jq6sL8Xjcqxqjn0x3kedcNjU1+baf0OunCOKeaoOF6THOxUA+KBjGWCBlfXpGM9an59TS1tbmM3/2BRe0oPfiVMC0glbX8JN+MjhGViVlZJzYiFTHwNQefSlAt/eH42UKiekrPocLP9NfQWFHw7GKHt0+oqmpyRMVKqK4oPJfRlW0UkxTTToHiUTC85eo+ReA11CRCzrHRTOw9itiRClYFad7hDGdox4kimGKDkZUuKVDcCsK3ldqGOdYKDra2tp8KSV6nXgeCjsVHJ2dnV50q7CwMOl9q+8Bx8MxMQ3H+4f3B98vVioy2qaGc77HA0GrAfmaJ/tgYRinglHbp8cwksFy8mSoF4UL7mj6o5ssTdXXZwatHNJScl30tY+N9oBhRIGLECMVjOwA8ERH8JrUJ6WvTZHEhVwrzLRaSg3RKvQ08sD0EK+VcBHW7T/4PjJCRR+ORlmYEmTjRAA+QaARIP6rVUxMO2pnZDUx67ypEFMjvEZ4OJ9MvzGSoj4pvj7fQxWdNFYnq9bT+yMvL8/z/NDTFY1GffuV8XXoO2KEjgZo/s4wXRe8lr7gnGkUUlsUGMZ4w0SPMaJoKoKf6LkwjCaBkwwVPVwQ+hI9egw/jTN9pGXPWgGmz9F0ii7qhFEYHqspNC76/L9WIgUjBkwHqTgJVs/xPWpqavL+z8hC8H3LyDixxxn3KGPUgNfB8bPXDa+Lc8Nza1qQ54lEIigoKPC6QNMzpPcUt/Xo7Oz0GjHS96SGYF43hQSfrxVWjA6p34lRFZbKqxeHQi+451pvqPDheJxzyMvL81KG2sensLDQEzz0GNHPFBRnQXGupnf9Xt/jYJduwxhvmOgxRhT6GcYiTANpx2QuHL2ZlIHuHcIBeGkQRnEoAIDusmqaWFUU0DeiVWTatyVYsq5RGB7DaA7HQWOx9mOh+FCBp80KdRzBcQbHzrRUJBLpYf7ma2oVFn+mTf4owrq6upCfn+9FnDhPutBzToMCSnsOqRGYvY+0EopigWk6vgeaSuS8cp51bNnZ2T5zfn+jJfSAUbDxudoNmykoRoL4Ooz4cFwdHR1obm72BFfwGpO9V/2tbDSMsY6JHsPoJ+wMrJ/kAfQperQkm4s9F3FNpVDwqJdFK5DU7M1FUcVJIpHwNs9kV18u+Ewn8lzqY1G/T1DIaFUcxV6wKqu3NIhGwxg94PnpP9Kx8Tz8l6KS0RWtStLoGBd9Xh9TY3wOn880FnvpcLyaRlS/ElNN3OKCgpA/18aQjA4FeyDx8d7ujyCs4gvC+dNNRnNycjwzNHDCv8Uu0ExdJovA8YvX2lvfJsMYr5joMYx+woZ/9LmQZIsGF2Mu9MlSB1xEWW6uFWHqFdFUGM/F46LRqLd4a+UUAF9nZJ5L04vBfaRIMjETfO3gRpvJ5kqfS1GnqGFZBZ6apDMyMpCXl+ddp/bwofjUtJKm7XJychCNRn1bRFAw0PvDFB3fGzXZZ2Sc2IuLXaEpGHSfL50THS+r0nT8Q0HvPR1Hfn6+531iqov3DudRI1WGke6Y6DGMAUDxQp+H9tRRNGVCgzAXR3ZRBvwVRwpTM9r/Jhjx0UiKVvtwwQ2mY1jVo+XVfB1dqJONRz0qai7uy//B6EhQWFEQEq1WoqjQHey5E7oahil2OA/qe+JrRyIR38amjMZQbLJBIiuhWPHFuSgqKkIkEunRkZnvQbJeORwH37vhpDfhk5eX5103ewdpM0gTO4bRjYkewxggTGn0tuDTcEyxw60niFY00WPSFyqAksHIkO5irj/j6/fWW4gLfm+Lowo4FT39JSh6tDQ6FAp5nZMpzCgogBNeF8CfWqTPhiKOAopeHI5Vy+iDKUSt+NL0GIVRNBr1rkOru7RZI+eGsLSf1xuNRn1eq4GgjSGVvoQPq8AYhdOePyZ8DOMEZtM3jEHQ10LGKAWNqLrg6A7xw2ke7cuM2pdA0+f3hi7sLMXmeXsTQCqi1Egb7JLMCAUFom4HEUz5aefkzMxMr6+NbtnB81M8AfBVmVHgMV3FKBpLxlkhxjSa7rauKSqem+ItkUh4/hpGmVRo9hfOGYVgMlTIUvgwDci54Oarwc7khpHumOgxjGFETc7BVJGWgSdrJjgW0KhPXz4RXWi18kmjMs3Nzd585OXlIRwOe1tLMM2lMBXIknOel1Vomv5jSqq1tdUTTPn5+d51MO3D8zEywtcAun1LrAzTsWqlHMURAK8ibDDRnVAo5F2jc27Awofl+KwsY9NLwzC6MdFjGMOIbtSoUZdgmmQsCR4arVWo0fjbW6SKEQYVRuoF0tLsaDTq+XaY+mJ6KUgwzcc0oW43wg06Gxoa0NjYCOccIpGIF/3hOAoKCpCfn++NMTs7G0VFRT38OskiZRrpYTSI0Zah9LkJh8O+rt3xeLzHZqV6DSp8OKe66apzrt/dzw0jHTDRYxjDhHZX1lQM++kA3SbjsQSjJ7oVCM2yvZEsGsTUkzYDzMvLQzQa9aIqwMCiYBQH2muIrenpcWEEhNEfVmVRHPE6mdbSTti9iTqNwPBYbkkxVBjx4Ws3NTX1GrFR4UMY1aKgs4iPYXQzdj5uGsYoR8vTtafMWBY8ydDeQL110tb+NJraam1t9SIQNHnr1iQ8V1tbm9dpuC9YhUUxo5uUsvKNe3vxe3qf9HWZ5tLmk7p1R5CgiND+P8MBOzXT88S9z3SuNYXINJv2VeLctre3o6WlxbotGwZM9BjGsKH7ZPFLTbS9lYOPNbgvFL0kvUVmVPS0tLR4RmH6dbg1R2Njo9cckD10WF3F83Le+K+m1jjHTIkxwsMKL+7bxQWfj1Hw0HgMwBdxohk5iB5DhrKzeW/oFhU0Wp8MjUCpkZrvFcdpGOmKiR7DGCZYIqx7MwHJq7jGMiyR51gpUnSM9JkA8LZFoLBhFMU555V4U6BwfyyavnXbDIUeqZaWFu84Luw8JyM32pdIuy0zIkRxo9t89LXDeDDKo1Vmw40Kn95MzQqr0fi9VteZ6DEMEz2GMWxwjyyKATIeS4a1iSDNx9oThl8UMLoFBSM4jFzQh6NbUVCYqHeI88jFvK2tzdeDh4/R7KydlHW7ieAYmG7TNGRfBu2gsThYZZYKBipWWEXI6rPh6AptGOMB+y0wjGEkHA770j9kvC46un0DF9pg12JWQnE+mApiuXlBQYFvbvg4TcjJBAhTZtzUlNfABoLRaNRXnk7TskaidNNQLaXvy3cV7DCdyijPUNDmjIZhdDP6flsNY4yTrKKmt7Lj8UCw+3Fwh3FGZhhB4d5VjOIkE4MUOpquISwTZ9owPz/fi2aEw2Hk5+d7PXcogvQ89A7x+jQyd7I0ZDDFNBJRHsMwhg8TPYaRAuh7CW4/MV7RijUVPuxATcFDA7Kmu5KhJtxg12dWYulmpG1tbd751PzMJn3aFFIbG2q6iuX4faE/761yzTCM0Yv9xhpGighuQzDQPavGGroDOxvlaQQlJyfHMwvr4yc7n4rFYFNDGpOBbo8O0f20+FrBqJKm0PqTftT3c7g3FDUMI/WY6DGMESLZjuPjCTUA6zhZscXH1TB8sl3aAXhmXIopAF6HaDVJa2RNt2YA0GNjV90uBOg94hTERI9hjG3Gn7PSMEYxNNaOR+ix4ZYITC/RT8PqNqaiTuaHYaSMAiXYV4feHqBbWGn3Z6bAgv2RtKUAvUX9Jdmmo4ZhjB3st9YwRpD+9FoZ61CssPsx/6+iCEC/0km6FYNuTgrAi+Sw+zBfG+hOJbIMnq9JwcOd03l9A4nAsZ/QeKzGM4zxjv3WGsYIEA6HfaXb46VR4cmgoKCxW6MjwW0VkhEKhdDe3u7b4iMWi3nzGAqFEIlEfBVjwUotRn1U8FCAMeo0EPqzPYZhGKMTi/QYRgrhYqyVPuM92kMPDuAfK6Mxanju77nC4TAyMjLQ3t6O9vZ2b/NQRnqAnlEenXN6iSh4gqk1S1UZRnpgkR7DGCG411RnZ+e42Hi0N1TM0DsTiUQ8YcGoV3+q2fh8NUlTzDBlRoIl7mqqbm9v91Jd7MWj4sgwjPTARI9hjADanJCplvG42Op+T7rxKrfn0Gqr/vQtokChRyjoo+FcMtWlqS3+nyXymZmZvj219DjDMNIDEz2GkUKSeXeCEYrxBKM82j8HABoaGnqIi/4YgXvr2EyC1Vd8fQolbo8B9NxE1ESPYaQfJnoMI4VkZWV5fhR+jVcYVdH/q4Fbt53oT/fjwV4DcELI0PcDdFdxEd0LzESPYaQPJnoMI4UMtA/MWIYCg7ue67YTmZmZyMvLS7no053YucM6BZamFNX3M56FqGEYfkz0GIYxZDTKQ8FTUFAAAF6KaSR3mmfqioJLt74AepqdDcNIDyyuaxjGkNF0UVBIDKREfThh88GgcZml7jzGMIz0wX7jDcMYMhQ0ydJFWjo+Upuuamm69urRHdcttWUY6YeJHsMwhgyFDXdRV9TXlOpoD43SuvmoCh9Nc1lqyzDSD/P0GIYxZDIzMz3fDg3EKiq4HQQ7LKcqraRdmJWsrCzvtdmV2VJbhpF+mOgxDGNYYAPCzs5OtLe3Izs729dFmeXriUTC25JipOhNDBmGkV7YXwHDMIYNNQ63t7f7KqZYucWIj2EYxkhjoscwjGGDBuJkwiedNl01DGN0YqLHMIxhRSundHdzwB/t4WOGYRgjhYkewzCGnYyMDK+CyjmH1tZWz+DMqiqL9hiGMdKY6DEMIyVoxAc4IXLa2tq8nycSCYv2GIYxopjoMQwjZYRCIeTm5vp8Pip0RqpZoWEYBpBi0VNXV4dly5ahsLAQxcXFWLFiBeLxeJ/H33bbbZg9ezYikQimT5+OdevWoaGhwXec7ljNr+3bt6dyKIZhDIFwOIycnBzk5OT4+veY6DEMYyRJaZ+eZcuWoaamBrt27UJHRwduuukmrFq1Ci+88ELS46urq1FdXY1HHnkEZWVl+OKLL7B69WpUV1fj5Zdf9h379NNPo7Ky0vt/cXFxKodiGMYwEAqFkJ2d7W1JYb1zDMMYSTJcipLqBw4cQFlZGd5//31cfPHFAIDXXnsNV1xxBY4cOYKpU6f26zw7duzAddddh6amJq/yIyMjAzt37sRPfvKTQV1bLBZDUVERGhoaUFhYOKhzGIZhGIYxsgx1/U7Zx6yqqioUFxd7ggcAFi5ciFAohD179vT7PBwYBQ9Zs2YNJk6ciPnz5+Opp57q0xDZ1taGWCzm+zIMwzAMI71IWXqrtrYWkyZN8r9YZiYmTJiA2trafp3j22+/xZYtW7Bq1Srf45s3b8Zll12GaDSK119/Hbfeeivi8TjWrVuX9Dxbt27FfffdN7iBGIZhGIYxLhhwpGfjxo1JjcT69emnnw75wmKxGJYsWYKysjLce++9vp/dfffd+MEPfoC5c+fijjvuwC9/+Us8/PDDvZ7rzjvvRENDg/f11VdfDfn6DMMwDMMYWww40rN+/XosX768z2NmzpyJ0tJSHDt2zPd4IpFAXV0dSktL+3x+Y2MjKisrUVBQgJ07dyIrK6vP48vLy7Flyxa0tbUhJyenx89ZNWIYhmEYRvoyYNFTUlKCkpKSkx5XUVGB+vp67N27F/PmzQMA7N69G11dXSgvL+/1ebFYDIsXL0ZOTg5eeeUV5ObmnvS19u/fj9NOO82EjWEYhmEYvZIyT88555yDyspKrFy5Etu2bUNHRwfWrl2La665xqvc+vrrr7FgwQI8++yzmD9/PmKxGBYtWoTm5mY899xzPtNxSUkJwuEw/vSnP+Ho0aO45JJLkJubi127duH+++/Hhg0bUjUUwzAMwzDGASnt0/P8889j7dq1WLBgAUKhEJYuXYrHH3/c+3lHRwcOHjyI5uZmAMCHH37oVXbNmjXLd67Dhw9jxowZyMrKwhNPPIGf//zncM5h1qxZePTRR7Fy5cpUDsUwDMMwjDFOyvr0jGasT49hGIZhjD1GbZ8ewzAMwzCM0YSJHsMwDMMw0gITPYZhGIZhpAUmegzDMAzDSAtM9BiGYRiGkRaktGR9tMKCNdt41DAMwzDGDly3B1t4npaip7GxEQAwbdq0U3wlhmEYhmEMlMbGRhQVFQ34eWnZp6erqwvV1dUoKChARkbGqb6cUUEsFsO0adPw1VdfWe+i/4/NSXJsXnpic5Icm5fk2Lz0pL9z4pxDY2Mjpk6dilBo4A6dtIz0hEIhfPe73z3VlzEqKSwstF/CADYnybF56YnNSXJsXpJj89KT/szJYCI8xIzMhmEYhmGkBSZ6DMMwDMNIC0z0GACAnJwcbNq0CTk5Oaf6UkYNNifJsXnpic1JcmxekmPz0pORmpO0NDIbhmEYhpF+WKTHMAzDMIy0wESPYRiGYRhpgYkewzAMwzDSAhM9hmEYhmGkBSZ60oS6ujosW7YMhYWFKC4uxooVKxCPx/t8zu9//3v83//9HwoLC5GRkYH6+voex8yYMQMZGRm+rwceeCBFoxheUjUngznvaGIw19/a2oo1a9bg9NNPR35+PpYuXYqjR4/6jgneJxkZGdi+fXsqhzIknnjiCcyYMQO5ubkoLy/He++91+fxO3bswJw5c5Cbm4vzzjsPf/3rX30/d87hnnvuwZQpUxCJRLBw4UIcOnQolUNICcM9L8uXL+9xX1RWVqZyCMPOQObk448/xtKlS72/nb/5zW+GfM7RynDPy7333tvjXpkzZ87ALsoZaUFlZaW74IIL3Lvvvuv+8Y9/uFmzZrlrr722z+c89thjbuvWrW7r1q0OgPvf//7X45gzzjjDbd682dXU1Hhf8Xg8RaMYXlI1J4M572hiMNe/evVqN23aNPfGG2+4Dz74wF1yySXu+9//vu8YAO7pp5/23SstLS2pHMqg2b59u8vOznZPPfWU+/jjj93KlStdcXGxO3r0aNLj3377bRcOh91DDz3kPvnkE3fXXXe5rKws99FHH3nHPPDAA66oqMj94Q9/cP/617/cj3/8Y3fmmWeO2jlIRirm5cYbb3SVlZW++6Kurm6khjRkBjon7733ntuwYYN78cUXXWlpqXvssceGfM7RSCrmZdOmTe7cc8/13SvffPPNgK7LRE8a8MknnzgA7v333/cee/XVV11GRob7+uuvT/r8N998s0/Rk+zmHO2kak6Get5TzWCuv76+3mVlZbkdO3Z4jx04cMABcFVVVd5jANzOnTtTdu3Dyfz5892aNWu8/3d2drqpU6e6rVu3Jj3+Zz/7mVuyZInvsfLycnfzzTc755zr6upypaWl7uGHH/Z+Xl9f73JyctyLL76YghGkhuGeF+dOiJ4rr7wyJdc7Egx0TpTe/n4O5ZyjhVTMy6ZNm9wFF1wwpOuy9FYaUFVVheLiYlx88cXeYwsXLkQoFMKePXuGfP4HHngAp59+OubOnYuHH34YiURiyOdMNamak1TPdaoZzPXv3bsXHR0dWLhwoffYnDlzMH36dFRVVfmOXbNmDSZOnIj58+fjqaeeghuFbcLa29uxd+9e33hCoRAWLlzYYzykqqrKdzwALF682Dv+8OHDqK2t9R1TVFSE8vLyXs852kjFvJC33noLkyZNwuzZs3HLLbfg+PHjwz+AFDCYOTkV5xxpUjmGQ4cOYerUqZg5cyaWLVuGL7/8ckDPT8sNR9ON2tpaTJo0yfdYZmYmJkyYgNra2iGde926dbjoooswYcIEvPPOO7jzzjtRU1ODRx99dEjnTTWpmpNUzvVIMJjrr62tRXZ2NoqLi32PT5482feczZs347LLLkM0GsXrr7+OW2+9FfF4HOvWrRv2cQyFb7/9Fp2dnZg8ebLv8cmTJ+PTTz9N+pza2tqkx3P8/LevY0Y7qZgXAKisrMRPf/pTnHnmmfj888/xq1/9CpdffjmqqqoQDoeHfyDDyGDm5FScc6RJ1RjKy8vxzDPPYPbs2aipqcF9992HH/7wh/jPf/6DgoKCfp3DRM8YZuPGjXjwwQf7PObAgQMpvYbbb7/d+/78889HdnY2br75ZmzduvWUtFgfDXMyGhkN83L33Xd738+dOxdNTU14+OGHR53oMUaWa665xvv+vPPOw/nnn4/vfe97eOutt7BgwYJTeGXGaOPyyy/3vj///PNRXl6OM844Ay+99BJWrFjRr3OY6BnDrF+/HsuXL+/zmJkzZ6K0tBTHjh3zPZ5IJFBXV4fS0tJhvaby8nIkEgn897//xezZs4f13P3hVM/JSM71QEjlvJSWlqK9vR319fW+aM/Ro0f7HHN5eTm2bNmCtra2UbUH0cSJExEOh3tUn/U1ntLS0j6P579Hjx7FlClTfMdceOGFw3j1qSMV85KMmTNnYuLEifjss89GvegZzJycinOONCM1huLiYpx99tn47LPP+v0c8/SMYUpKSjBnzpw+v7Kzs1FRUYH6+nrs3bvXe+7u3bvR1dWF8vLyYb2m/fv3IxQK9UiRjBSnek5Gcq4HQirnZd68ecjKysIbb7zhPXbw4EF8+eWXqKio6PWa9u/fj9NOO21UCR4AyM7Oxrx583zj6erqwhtvvNHreCoqKnzHA8CuXbu8488880yUlpb6jonFYtizZ0+fczSaSMW8JOPIkSM4fvy4TxyOVgYzJ6finCPNSI0hHo/j888/H9i9MiQbtDFmqKysdHPnznV79uxx//znP91ZZ53lK0M+cuSImz17ttuzZ4/3WE1Njdu3b5978sknHQD397//3e3bt88dP37cOefcO++84x577DG3f/9+9/nnn7vnnnvOlZSUuBtuuGHExzcYUjEn/TnvaGcw87J69Wo3ffp0t3v3bvfBBx+4iooKV1FR4f38lVdecU8++aT76KOP3KFDh9zvfvc7F41G3T333DOiY+sv27dvdzk5Oe6ZZ55xn3zyiVu1apUrLi52tbW1zjnnrr/+erdx40bv+LfffttlZma6Rx55xB04cMBt2rQpacl6cXGx++Mf/+j+/e9/uyuvvHJMlqwP57w0Nja6DRs2uKqqKnf48GH3t7/9zV100UXurLPOcq2tradkjANloHPS1tbm9u3b5/bt2+emTJniNmzY4Pbt2+cOHTrU73OOBVIxL+vXr3dvvfWWO3z4sHv77bfdwoUL3cSJE92xY8f6fV0metKE48ePu2uvvdbl5+e7wsJCd9NNN7nGxkbv54cPH3YA3Jtvvuk9tmnTJgegx9fTTz/tnHNu7969rry83BUVFbnc3Fx3zjnnuPvvv3/M/LFKxZz057yjncHMS0tLi7v11lvdaaed5qLRqLvqqqtcTU2N9/NXX33VXXjhhS4/P9/l5eW5Cy64wG3bts11dnaO5NAGxG9/+1s3ffp0l52d7ebPn+/effdd72eXXnqpu/HGG33Hv/TSS+7ss8922dnZ7txzz3V/+ctffD/v6upyd999t5s8ebLLyclxCxYscAcPHhyJoQwrwzkvzc3NbtGiRa6kpMRlZWW5M844w61cuXJMLe7ODWxO+PsT/Lr00kv7fc6xwnDPy9VXX+2mTJnisrOz3Xe+8x139dVXu88++2xA15Th3CisGTUMwzAMwxhmzNNjGIZhGEZaYKLHMAzDMIy0wESPYRiGYRhpgYkewzAMwzDSAhM9hmEYhmGkBSZ6DMMwDMNIC0z0GIZhGIaRFpjoMQzDMAwjLTDRYxiGYRhGWmCixzAMwzCMtMBEj2EYhmEYaYGJHsMwDMMw0oL/B1FdmKqOzFGmAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean_estimate_aligned = 1.55 * mean_estimate_clean\n", "\n", "for cell_at_origin in cell_shapes_at_origin:\n", " plt.plot(cell_at_origin[:, 0], cell_at_origin[:, 1], \"lightgrey\", alpha=0.2)\n", "\n", "plt.plot(\n", " mean_estimate_aligned[:, 0], mean_estimate_aligned[:, 1], \"black\", label=\"Mean cell\"\n", ")\n", "plt.legend(fontsize=12);" ] }, { "cell_type": "markdown", "id": "8ca80bc1", "metadata": {}, "source": [ "We visualize the same plot, but now:\n", "- plotting underneath the mean shape the distribution of the sampling points of all the curves of the dataset, through a kernel density estimation.\n", "\n", "Visualizing the full datasets of 640+ cells takes a long time. Therefore, we also select only 200 cells, randomly, within the dataset." ] }, { "cell_type": "code", "execution_count": 26, "id": "28b9e9ef", "metadata": {}, "outputs": [ { "data": { "image/png": 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