{ "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": "markdown", "id": "greater-student", "metadata": {}, "source": [ "### Setup" ] }, { "cell_type": "code", "execution_count": 1, "id": "009bdf01", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working directory: /home/lgomespe/Repos/github/geomstats\n" ] } ], "source": [ "import os\n", "import subprocess\n", "\n", "geomstats_gitroot_path = subprocess.check_output(\n", " [\"git\", \"rev-parse\", \"--show-toplevel\"], universal_newlines=True\n", ")\n", "\n", "os.chdir(geomstats_gitroot_path[:-1])\n", "\n", "print(\"Working directory: \", os.getcwd())" ] }, { "cell_type": "code", "execution_count": 2, "id": "restricted-tulsa", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Using numpy backend\n" ] } ], "source": [ "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "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": 3, "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": 4, "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": 5, "id": "2b81c0b7", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "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": 6, "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": [ "
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dlm8dunn
control114.0204.0
cytd82.093.0
jasp62.095.0
\n", "
" ], "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": 7, "id": "7d878462", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "82" ] }, "execution_count": 7, "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": 8, "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": 9, "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": 10, "id": "finnish-tackle", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": 11, "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": 12, "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": 13, "id": "opening-richmond", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": 14, "id": "a0342341", "metadata": {}, "outputs": [], "source": [ "import numpy as np\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", "\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/master/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": 15, "id": "determined-pleasure", "metadata": {}, "outputs": [], "source": [ "from geomstats.geometry.pre_shape import PreShapeSpace\n", "\n", "M_AMBIENT = 2\n", "\n", "PRESHAPE_SPACE = PreShapeSpace(m_ambient=M_AMBIENT, k_landmarks=k_sampling_points)\n", "PRESHAPE_METRIC = PRESHAPE_SPACE.embedding_space.metric\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.align(point=gs.array(reparametrized), base_point=base_curve)\n", " distances[shift] = PRESHAPE_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.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": 16, "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": 17, "id": "welcome-feelings", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": 18, "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": 19, "id": "literary-harvard", "metadata": {}, "outputs": [], "source": [ "from geomstats.geometry.discrete_curves import R2, DiscreteCurves, SRVMetric\n", "\n", "CURVES_SPACE = DiscreteCurves(R2)\n", "SRV_METRIC = CURVES_SPACE.srv_metric\n", "\n", "geodesic = SRV_METRIC.geodesic(initial_point=cell_start, end_point=cell_end)\n", "\n", "n_times = 30\n", "times = gs.linspace(0.0, 1.0, n_times)\n", "geod_points = geodesic(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": 20, "id": "eec46cc3", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": 21, "id": "821abd11", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "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.show()\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": 22, "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": 23, "id": "329f6a82", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from geomstats.learning.frechet_mean import FrechetMean\n", "\n", "mean = FrechetMean(metric=SRV_METRIC, method=\"default\")\n", "mean.fit(cell_shapes[: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": 24, "id": "263aa4ae", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "(200, 2)\n", "0\n", "(200, 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)\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": 25, "id": "189b992c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(650, 200, 2)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(cell_shapes.shape)\n", "for cell in cell_shapes:\n", " plt.plot(cell[:, 0], cell[:, 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": 26, "id": "37636f13", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mean_estimate_aligned = 1.55 * (\n", " mean_estimate_clean - gs.mean(mean_estimate_clean, axis=0)\n", ")\n", "\n", "for cell in cell_shapes:\n", " plt.plot(cell[:, 0], cell[:, 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", "- closing the mean shape that becomes a closed curve\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": 27, "id": "08068c36", "metadata": {}, "outputs": [], "source": [ "mean_estimate_aligned_bis = gs.vstack(\n", " [mean_estimate_aligned[4:], mean_estimate_aligned[-1]]\n", ")" ] }, { "cell_type": "code", "execution_count": 28, "id": "28b9e9ef", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy.stats import gaussian_kde\n", "\n", "cells_to_plot = cell_shapes[gs.random.randint(len(cell_shapes), size=200)]\n", "points_to_plot = cells_to_plot.reshape(-1, 2)\n", "\n", "z = gaussian_kde(points_to_plot.T)(points_to_plot.T)\n", "z_norm = z / z.max()\n", "\n", "plt.scatter(points_to_plot[:, 0], points_to_plot[:, 1], alpha=0.2, c=z_norm, s=10)\n", "plt.plot(\n", " mean_estimate_aligned_bis[:, 0],\n", " mean_estimate_aligned_bis[:, 1],\n", " \"black\",\n", " label=\"Mean cell\",\n", ")\n", "plt.legend(fontsize=12)\n", "plt.title(\"Global mean shape superimposed on the\\n dataset of cells\", fontsize=14)\n", "\n", "plt.savefig(\"global_mean_shape.svg\")" ] }, { "cell_type": "markdown", "id": "a93c794b", "metadata": {}, "source": [ "This plot allows to verify that the mean shape that has been computed makes sense." ] }, { "cell_type": "markdown", "id": "476ecf4a", "metadata": {}, "source": [ "# Analyze Distances to the \"Global\" Mean Shape" ] }, { "cell_type": "markdown", "id": "edf08e21", "metadata": {}, "source": [ "We consider each of the subgroups of cells, defined by their treatment and cell line. We wish to study how far each of this group is from the global mean shape. We compute the list of distances to the global mean shape." ] }, { "cell_type": "code", "execution_count": 29, "id": "0075ee4e", "metadata": {}, "outputs": [], "source": [ "dists_to_global_mean = apply_func_to_ds(\n", " ds_align, func=lambda x: SRV_METRIC.dist(x, mean_estimate_aligned)\n", ")\n", "\n", "dists_to_global_mean_list = []\n", "for t in TREATMENTS:\n", " for l in LINES:\n", " dists_to_global_mean_list.extend(dists_to_global_mean[t][l])" ] }, { "cell_type": "markdown", "id": "578b9933", "metadata": {}, "source": [ "As an example, the following code shows the 5 first distances of cell shapes." ] }, { "cell_type": "code", "execution_count": 30, "id": "35247729", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0.4933959475000857,\n", " 0.45816034748621776,\n", " 0.3974959197104345,\n", " 0.410320098574152,\n", " 0.3695051182290448]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dists_to_global_mean_list[:5]" ] }, { "cell_type": "markdown", "id": "16251de8", "metadata": {}, "source": [ "We compute a few statistics about this list of distances to the global mean shape, checking:\n", "- that there are no NaNs,\n", "- what are the values of the min and max distances." ] }, { "cell_type": "code", "execution_count": 31, "id": "a4e30ab7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([], dtype=int64),)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gs.where(gs.isnan(dists_to_global_mean_list))" ] }, { "cell_type": "code", "execution_count": 32, "id": "0c4321b9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.3276793621740211 1.26542292118012\n" ] } ], "source": [ "min_dists = min(dists_to_global_mean_list)\n", "max_dists = max(dists_to_global_mean_list)\n", "print(min_dists, max_dists)" ] }, { "cell_type": "code", "execution_count": 33, "id": "39c44b3b", "metadata": {}, "outputs": [], "source": [ "xx = gs.linspace(gs.floor(min_dists), gs.ceil(max_dists), 100)" ] }, { "cell_type": "markdown", "id": "e11d64de", "metadata": {}, "source": [ "We plot the distances to the mean global shape, by splitting them into the three treatment groups." ] }, { "cell_type": "code", "execution_count": 34, "id": "8517adc7", "metadata": {}, "outputs": [], "source": [ "from scipy import stats" ] }, { "cell_type": "code", "execution_count": 35, "id": "2426a7f2", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, sharex=True, sharey=True, tight_layout=True, figsize=(8, 4))\n", "\n", "for i, treatment in enumerate(TREATMENTS):\n", " distances = []\n", " for j, line in enumerate(LINES):\n", " distances.extend(\n", " dists_to_global_mean[treatment][line][\n", " ~gs.isnan(dists_to_global_mean[treatment][line])\n", " ]\n", " )\n", " color = \"C\" + str(2 + i)\n", " axs.hist(distances, bins=20, alpha=0.4, density=True, color=color, label=treatment)\n", " kde = stats.gaussian_kde(distances)\n", " axs.plot(xx, kde(xx), color=color)\n", " axs.set_xlim((min_dists, max_dists))\n", " axs.legend(fontsize=12)\n", "\n", " axs.set_title(f\"{treatment} cells\", fontsize=14)\n", " axs.set_ylabel(\"Fraction of cells\", fontsize=14)\n", "\n", "\n", "fig.suptitle(\"Histograms of srv distances (a=1, b=0.5) to global mean cell\", fontsize=20)\n", "plt.savefig(\"dist_to_global_mean_per_treatment2.svg\")" ] }, { "cell_type": "markdown", "id": "a61e46bf", "metadata": {}, "source": [ "We observe that each of these distributions seems to be bimodal, which might corresponds to the fact that we have actually two cell lines per treatment. We verify this hypothesis." ] }, { "cell_type": "code", "execution_count": 36, "id": "a687fb5b", "metadata": {}, "outputs": [ { "data": { "image/png": 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FluyCfe37e42yxUCfycJ+lh+O+He6v33G5zceyZM4Cf+92HPVmSRP6uKN6DuSLBusVM5rkFq3NP2eK5zftAMjENOhPhOTnX03HuE5ZLCO+DeMnnPMRwd4rsRzzI+x3/Ma4HHsuSz+mbmR/guYGvuZH6H3OfJQipzxYM6f/znAenkDLE/ZiCd1AMZeXfVZ4LNiO+48C/uv+1PYF+yGFHfVhL2owGuM6dVIVUQ82H97iVeqxafL6P1PkoT5/Ybdz/x3Y788S40xva4OE3slU6olPYfNGPMycInT6P8kbFXHp4F7RaTWGDNQw/T4l288tkuDvsr7rHe4cXbgtOkRkYnYE/uN2EbLU7DtVnptMsAu78H2G3Y1tmH/B5z5v08xpPjx9Pe+j09xPwAYY+4B7hGRIuyFLZcDHwIeF5FjUiy1G4nPU6MzTuXfevw1usUYc0cqOz+M9zmZeAltsqu9F2Jf238DFxljIgnLXNiG0H23KcL+CAzG34wxqwe5zVAZ6DPZ/V080mMzxrQ5FyhUiEi5sV32JIpfJbppkM+RTPw7EOxnefz97q+EfjASz2vJDOa8lvjbsTVxgYi4sXGn8iN/JDGVYdv09dX3M5H236RBisc93xizZqCVRWQc9o/z29jmGS19ll879CH20uiMK7BtMg+l+w+TGaGr5tOS1CUyxmwBtjj/4PZjP5Bx8atz+sugV2Hbzp2JvYIx0ZnOdm/0Wf9ybJF7r+Jvpyp44mEcQrw3+WVJlp11GPs7bMZe3fgS8JKIbMYmPe9m4KsNV2GrBZbQJ6lzku5KbJuNxiGMdSfwJxH5M/ZEdYaIjDHGpPqPF+zxfRPb5c3vsBfO1NG7OvZQMbSIyBZgmohMT1IFu2QQsSTutxF4FHjUSTI+hP08PuSsEgX7Y2AOvgJtJD5PK5zxhSLy3wNUwcbXXQyklNQlOoL3OX5yP4aDP7/x1+gfiQmd4xR6SnsSFTH4H7Pt9L7SfiSdKCL5SapglzjjVQnzijjyY1uO/TP9TuDuPutelLDOkYpXXW3tZ/kx2CY1b6W4v0P9RsRfoyX9bHu2M36jn+V997UA+9vRN/Z3kPpvaWJMv0tc4BRExP/wJIvpLPpUE4vINOzv1vaE83PG/CalaAX2CtTF9HzvD2UatqnFE0kSukpn+XBagb1o6SIGTupWYAtaFpPi79KRGvZ+6voS269Nshe9GFsknFjs3oDTaLSf3d3ljL8rIrkJz5GLvXoOen9x7sUWs37aKUGIry/Ad0m9+DXRdme8JHGmc4zf77vyUBOR0yR5vz/xf/qptGOKv45fFZF4G6n4P9AfYj8nv0u24SDiHCsixydZFMQWPUfovx1EUk7CsBx7Ur0F277r3r6ltgO4G3t835eEfg2dLj8+k+pOxPYLlaxdU7z6P/F9iCc0yT7X253xkj77H7LPkzHmdWzyfwK2mrQXERkjTl9WTrXx88AVzqX5BxGR451/z0P5Pj/jjN+RZNl2Z7ykTxzjsN1OHMQYs90YI4MclqYQ5yFJz/0/B7uvQmwTlcR9LcS2I2rCNrAGhuzYfu2MvyIJ/fyJ7YvxZmzVdq9kT0RKxfYtVtpn/sJkByQi78OWqodI6PIhYbkf+5lcNYg/kIf6Lr1Izx+JXrcfcx4vxpY+9tdtTqJ7nPFXRKS7mlpEfNhun1L1N2y7wWtFpO9n+1bsVff/Nsm7uLjFKXyIP7cLuB17/kp8b7Y74yWJG4/Ub9JhuBtb+vUNETml70KxfdEuSZi13Rmf4fxGxdfLw170N9yFVb/Cnse+JiJz+y6U3v3k/Rxb7f0TEZmVZF2f03xqyKSjpG4+sExEXsNebr4H+2P8bmw9e/eHzhjTKiKvYPvh+RP2CxjF/kNfY4y5V0TeDbwXWCv2hvIG23fRVOB+Y8yfEvZXJSJfx34J3xSR++npp64E20/ZvEEeT7xPnc85P2arsCeYS7CZeX8J6VD5InCO2Jthb8M2Sj4W+y+iAXuV6CE57dN+4OzrbaftU5uzj+OwJ73bjzDOCmCViLyF/Te2E3ul5CXY6oM7+mkYPpDfY29Z9p2Ex4PxI+zn5T3AGyLyOLbk473Yf8WXprifvwKtIrICe9IR7I/GydgGsImlTU8BV2G/B49i/8jsMMb8gZH7PL0Pmzh9R0Te40wLtqrtAmyJyXZn3euwyfPvROQz2H4RG7EluPOwn5FTsSXtQ/I+G2PeFtsu9NwkJZqvYX+wrxDb+P4F7J+Yi7A/4sN2l5M+ydkxzvj7IhI/pt8aYxKThPgfhVQb0sc9B3xERBZhjzXeT50L27XSkFblOOeAH2P7+VvjnAN8znOWAJ82B99N4lPYEsL/wVa3xz0oIhFso/Rd2HaRJ2NLUSNO/H33BTYJ8dFTop2Kp7DtlX4j9qKcFqDRGPNzY4wRkQ9ge0m4X2zfnxuA2djvfAv2ataBLhbCGPOsiNwJ3IT9rXkI+2P9LuxvyB5sCeNA+2l1/hw9ADwrIg9gL4g4Cfu924ttipTMi9iLj+K/Wxdif09fB36QsF66f5MGxRhzwEmy/wqsEJGnsM2jDLYU8lRs9Xb8j+ZesRejXYN9PZ7A/gk6H+jElkCfMIzxrhPbofyvsee6v2N7URiD/Zw345QCG2M2OO/3XdjPzb+weYwX+z4sxjZJOOagJzqCAFO5hNcwQBcM2B8Aw8BdmlRif4BfpKdx8y7slSQXJdnvDOyH9AD2S2PofYm4C9s4fSW2NKQd+yG/mf4vm78B+0HvdF7QP2Iv638be0IY1KXE2A/en+hprLkWmyB5+h6/GeDycZJcBn+oWLAngruxVwU1YZOxjdiqssmpvL8J+7oG+wPZ4rw2a7GNmgNJ1u33GPrZdxG25GG58zp1YRu5PoOtNpU+6x/0uvWz31znuA3w1mCON2EfBdiGt7ud496A7dR4mrPfpX3WX9r3s47tCPOv2KqZduy/8VXO5yC/z/Zu7HdgK/aHoe93ZCg/T1OSHYOzbAz2T9RG57gbsSfEbwO5fdbNx/bp9zr2j0MH9k/EI9gfuuDhvM8DvC+3OLEnOy+UYDt03u7EXuW8prnOvO2H81lIISYzwHBjn/V/4sw/L8X9d79f2Kv9/o79c9aOPWdeOBzHlfD8N2KT5jbseeBZ4JJ+1o1/7m7rM/+/sInUTudzEn9/7sa2m+rvue/lEN0YHWK7z2ELCLpI3rXIbGwn9TXY71sN9pw/e5DP48K2Bd/gPNcebMlwofNarU7yWvZ3Lj8Ze76oxZZcVmNLgCYkWXeps59p2PPSBuc13Q38Lwl9FiZsM2TnkH5ei3hMUw7xuThoXwO8JlOwJVubneNrdo71D8BlfdbNxZ6ntjjr7nTeizEcRpcgHMY5A5tsPoT9MxtyPg//Aq5Msu7xzmu2w/ns1GPzjf8Dzumz7qDjTxzE2eCoJ/ZWK/uwX8xTB1pfKTW8nO9kFbafsXenO57DISJvAGFjzKJ0x5LJnKrz7djmEx9JcziDIvZ2Y5uA+4wxw91IX6lDGvE2denmtPnx9pnnwVbDBUhoq6KUSh9jqxi/ge225qR0xzNYTtur+dj2uurQ/hvbtOZr6Q6kP2LvQ+3qMy8XW1oG+tuhMkDar35Ng/cA3xSRf2OLbEuwVybOwlY9/Sx9oSml+vg/bJXuoLqXyQTGdtR9OBdfHVWcC4xqgBvMwd2pZJJbsRc4PIONdzy294VKbPOhB9IWmVKOo676VUQWYP8NnkJPn0jbsJd/f99k903AlVJKDQMRORd7G8ITsIUBEWy1673A/5rBXXWv1LA46pI6pZRSSqnR6KhrU6eUUkopNRppUqeUUkopNQpoUqeUUkopNQpoUqeUUkopNQpoUqeUUkopNQpoUqeUUkopNQpoUqeUUkopNQpoUqeUUkopNQpoUqeUUkopNQpoUqeUUoMgIlNExIjIwmF8jhtFpLW/x0oplYwmdUqpUU9EnhGRn6c7DqWUGk6a1CmllENEvOmOQSmlDpcmdUqptBLr8yKyWUS6RGSXiHw3YfnxIvJvEekQkXoRWSoihQnLl4rIwyJyi4jsFpEGEblbRHLjy4GzgJudalPjVKEucab/Q0ReFZEQcKGI+EXkf0Vkn4h0isgKETljiI+pQkTuc2JtEJFHRGTmIPY/UUT+7rwe7SKyQUSuGUyMSqnRR5M6pVS6fQf4GvBd4FjgKmAngIgEgceBVuAU4HLgNOCuPvtYDBwHnAdc7ax3i7PsFuBl4G6g3Bl2Jmz7feCrwDHAK8APnH18CFgAvAX8S0TKh+iYcoGngU5ssnkqUAP8O56IpuCXQC5wtrP/W4HGQcSnlBqFPOkOQCl19BKRPOCzwK3GmHiitgWbhAFcBwSBG4wxLc42NwFPi8gMY8wWZ71m4OPGmCiwXkQeAM4FvmuMaXJK4dqNMXsTnjs+eZsx5glnXhD4BPARY8wjzryPA+cAN2OTvyM9pmsAAT5ojDHONh8D9gOXAH8Z6DmAycBDxpg3ncfbUthGKTXKaUmdUiqd5gJ+4Kl+ls8B1sQTOsdLQMzZNm6dk9DF7QHGpRjDyoTp6YAXeDE+w9nvy32e71AGOqaTgKlAi4i0Ole1NgHFzvOn4qfAV0XkZRH5loiclOJ2SqlRTEvqlFLZyiRMh5MsS/VPa9thPN+RcAGrsSV2fdWnFIgxvxORx4H/wFY5vyQi3zXG3DZEMSqlspCW1Cml0mk90IWtKu1v+fEikp8w7zTsuWv9IJ4nBLhTWK/KWff0+AwRcWPbva1L8bkGOqY3gBlAnTFmS58hpaQOwBizyxhzpzHmvcDXgZtS3VYpNTppUqeUShunWvWnwHdF5IMiMl1EThGRTzir/AloB+5xroI9E/g/YFlCe7pUbAdOca56LRWRpOc+Y0wb8Cvg+85VsXOcx2XYixOG6pj2AX8XkbNEZKqInCkiP0r1ClgR+amIvFNEponICcA7ST3pVEqNUlr9qpRKty8DDdirRSuxCc89AMaYdhG5EPhf4FXsFaN/p+fK1lT9EPg9NvHJwbZp689/OeO7gSJgFfBOY0zNIJ5voGM6E/ge8ABQiG0D+LSzTSpcwM+AiUALtv3e5wcRn1JqFBLn4iullFJKKZXFtPpVKaWUUmoU0KROKaWUUmoU0KROKaWUUmoU0KROKaWUUmoU0KROKaWUUmoU0C5NkigtLTVTpkxJdxhKKaWUylCvv/56nTFmbLrjSKRJXRJTpkxh5cqVA6+olFJKqaOSiOxIdwx9afWrUkoppdQooEmdUkoppdQooEmdUkoppdQocFQkdSLyWRFZKyJvi8ifRSSQ7piUUkoppYbSqL9QQkQqgM8Ac40xHSLyF+AaYGlaA1NKKaXSrLm5mf379xMOh9MdSkYKBoNUVlbicmVHGdioT+ocHiBHRMJALrAnzfEopZRSadXc3My+ffuoqKggJycHEUl3SBklFouxe/du6urqGDduXLrDSUl2pJ5HwBizG/ghUA3UAE3GmCfSG5VSSimVXvv376eiooLc3FxN6JJwuVyUlZXR1NSU7lBSNuqTOhEpBt4NTAUmAEEReV+S9W4SkZUisrK2tnakw1RKKaVGVDgcJicnJ91hZDSv10skEkl3GCkb9UkdcB6wzRhTa4wJA8uA0/quZIy50xiz0BizcOzYjOogWimllBoWWkJ3aNn2+hwNSV018A4RyRX77pwLrE9zTEoppZQahBtvvJGvfvWrPPPMM1RWVqY7nIw06pM6Y8wrwIPAG8Bb2GO+M61BKaWUUiotli9fzoknnkhBQQHTpk3jzjtHT0pwVFz9aoz5BvCNdMehlFJKZbJ7X6ke1v1ft2jSsO5/IOFwmMsvv5wf/OAH3HTTTaxcuZKzzz6bRYsWMX/+/LTGNhRGfUmdUkoppbLPqlWrOPHEE8nPz+fqq6+ms7Mz6XpTpkzh9ttvZ968eQSDQT784Q+zb98+LrroIvLz8znvvPNoaGgAoL6+nubmZm644QZEhJNPPpk5c+awbt26kTy0YaNJnVJKKaUySigU4rLLLuOGG26gvr6eq666ioceeqjf9R966CGefPJJNm3axD//+U8uuugivvOd71BbW0ssFuOOO+4AoKysjGuvvZa7776baDTKyy+/zI4dOzjjjDNG6tCGlSZ1SimllMooK1asIBwOc+utt+L1ernyyis5+eST+13/05/+NGVlZVRUVLB48WIWLVrEggULCAQCXH755axatap73WuvvZZvfvOb+P1+Fi9ezLe//W0mTpw4Eoc17LIuqRORHBE5T0QmpzsWpZRSSg29PXv2UFFR0atLkcmT+//ZLysr657Oyck56HFraysAGzZs4JprruGee+4hFAqxdu1afvCDH/DII48Mw1GMvIxP6kRkqYh80pn2Aa8CTwAbReSitAanlFJKqSFXXl7O7t27McZ0z6uuPvKLON5++21mzZrFhRdeiMvlYvbs2Vx88cU89thjR7zvTJDxSR1wIbDCmb4UyAfGA7c5g1JKKaVGkVNPPRWPx8Mdd9xBOBxm2bJlvPrqq0e83wULFrB582aWL1+OMYaqqioefvhh5s2bNwRRp182JHXFwH5n+p3AQ8aY/cB9wNy0RaWUUkqpYeHz+Vi2bBlLly6lpKSE+++/nyuuuOKI9zt9+nTuuusuPvOZz1BQUMBZZ53Fe97zHj7ykY8MQdTpJ4lFm5lIRLYDHweeBLYDNxljHhOR44DnjDElQ/2cCxcuNCtXrhzq3SqllFIZY/369cyZMyfdYWS8/l4nEXndGLMwDSH1Kxs6H74LuB/YA0SBp5z5i4AN6QpKKaWUUiqTZHxSZ4z5poisBSYBDxhjQs6iCPD99EWmlFJKKZU5Mj6pAzDGHNTjoDHm9+mIZSCHc4uVdN82RSmllFLZLyOTOhFJuTWkMWbZcMailFJKKZUNMjKpAx5McT0DuIczEKWUUkqpbJCRSZ0xJhu6WlFKKaWUyhiaPCmllFJKjQIZWVKnbeqUUkoppQYnI5M6tE2dUkoppRLceOONVFZW8q1vfSvdoWSsjEzqtE2dUkoppdTgZGRSp5RSSqk0WHn38O5/4QeHd/9HuaxI6kTkIuBTwDTgAmPMThH5CLDNGPPUobdOn+nVD6S2ojuF29fqF0EppdRRZNWqVXz4wx9m8+bN/Md//AciAsDSpUv57W9/ywsvvNC9roiwefNmZsyYwY033kgwGGT79u0899xzzJ07l3vvvZfp06d3r/urX/2KH/3oR9TW1nL99dfz85//vHv/2SzjqzlF5HrgL8AmYArgdRa5gS+mKSyllFJKDZNQKMRll13GDTfcQH19PVdddRUPPXTQzaX6dd999/GNb3yDhoYGZsyYwVe+8pVeyx9++GFee+011qxZw1/+8hcef/zxoT6EtMj4pA6buH3UGPNZ7P1e41YAJ6QlIqWUUkoNmxUrVhAOh7n11lvxer1ceeWVnHzyySlvf/nll3PKKafg8Xi4/vrrWb16da/lX/rSlygqKmLSpEmcffbZBy3PVtmQ1M0EXk4yvxUoGOFYlFJKKTXM9uzZQ0VFRa8q0cmTJ6e8/fjx47unc3NzaW1tHdTybJUNber2ALOAHX3mnwlUjXw4Q++VbfUDrlMVre6evm7RpOEMRymllEqr8vJydu/ejTGmO7Grrq5m+vTpBINB2tvbu9fdu3dvusLMONlQUncncIeInO48nigiHwB+APwqlR2ISJGIPCgiG0RkvYicOlzBKqWUUurInHrqqXg8Hu644w7C4TDLli3j1VdfBWD+/PmsXbuW1atX09nZyW233ZbeYDNIxid1xpgfAMuAJ4Eg8DTwa+DXxphfpLibnwL/MsYcA8wH1g9HrEoppZQ6cj6fj2XLlrF06VJKSkq4//77ueIKe7OpWbNm8fWvf53zzjuPmTNncsYZZ6Q52swhxph0x5ASEckF5mIT0XXGmJQqwEWkEFgNTDMpHuzChQvNypUrDyvOe1/pqSZNuUuTFFRNuqp7WqtflVJKHan169czZ86cdIeR8fp7nUTkdWPMwjSE1K+Mb1MnIuMBjzFmF7AyYX4lEDbG7BtgF1OBWuBuEZkPvA7cYoxpG66YlVJKKaVGWsZXvwJ/BC5KMv9C4A8pbO8BTgR+ZYxZALQBX+q7kojcJCIrRWRlbW3tkcSrlFJKKTXisiGpWwg8l2T+886ygewCdhljXnEeP4hN8noxxtxpjFlojFk4duzYww5WKaWUUiodsiGp8wD+JPMD/czvxRizF9gpIrOdWecC64YuPKWUUkqp9MuGpO4V4BNJ5t8MvJbiPj4N/ElE1mDvQvGdoQlNKaWUyl7ZcrFkumTb65PxF0oAXwGWi8g8YLkz7xxgAXBeKjswxqwmtapapZRS6qjg9Xrp6OggNzc33aFkrHA4jMeTDamSlfEldcaYFcCpwDbgCmfYBpxqjHkpnbEppZRS2WrcuHHs3r2b9vb2rCuRGgmxWIx9+/ZRWFiY7lBSlhXppzHmTeB96Y5DKaWUGi0KCuzt0/fs2UM4HE5zNJkpGAxSWlqa7jBSlhVJnVJKKaWGXkFBQXdyp7Jfxle/KqWUUkqpgWlSp5RSSik1CmRkUicik0RE0h2HUkoppVS2yMikDnt161gAEVkuIkXpDUcppZRSKrNlalLXAsQvN1kCeNMXilJKKaVU5svUq1//je1weL3z+K8iEkq2ojHmnJELSymllFIqM2VqUncD8CFgBnAWsBFoT2tESimllFIZLCOTOmNMB/ALABE5Afi8MaYxnTFlkntfqR70NtctmjQMkSillFIqU2RkUpfIGHN2fFpE8uws05bGkJRSSimlMk6mXijRi4jcLCLVQBPQLCI7ROST6Y5LKaWUUipTZHxJnYj8N/Bl4IfAC87sxcD3RKTAGPO9tAWnlFJKKZUhMj6pAz4O3GSM+XPCvKdEZDPwHUCTOqWUUkod9bKh+nUc8FqS+a8CZSMci1JKKaVURsqGkrpNwHXAN/vMvw7b1cmoYQzUdPlwYQi4YwRcMfwuw2i9Ydpgr+LVK3iVUkqp/mVDUncb8BcRORN40Zl3Orb/uqvSFdRQixj41fZyXqgv7DVfMARcMbxr1+PzuPF7XPg8LvweFzleN4umljBpTDBNUSullFIqU2R8UmeMWSYii4DPApc4s9cDpxhjVqUvsqETigk/2VrBG015vLvsAJU5XXREXXTGXHRGXXTEXNTmTKcrEiMUidEVidLcEaa6vp3VOxs5+5hxnD17HG7XKC3SU0oppdSAMj6pAzDGvA68L91xDIf2qIvvb6lkY2sOH5m0l/PHNiZdr2rSWQfN6wxH+eebe1i+YT+b9rXw3oUTKc3zD3PESimllMpE2XChxKjVFHbzPxsnsbk1h09P3dNvQtefgNfNVQsncs3JEznQGuJnyzfz2rZ6jDHDE7BSSimlMlZWlNSNRrVdHr69eSIHQl7+c8YuFhQe/k0y5lUWMXlMkAdf38lfV+9mw74WLl9QQZ5f316llFLqaKEldWmwu9PHNzZOpini4Suzdh5RQhdXmOPlg6dP5T+OL2fTvhbueGozG/e2DEG0SimllMoGmtSNsKq2AN/YOImIEb4xq5pj8jqGbN8uEc6YUconl0wn6Hfz+5e38483dxOKxIbsOZRSSimVmY6a+jkRcQMrgd3GmEsGWn84vN2Sy+1bKsj3RPnqzJ2MD4SH5XnKC3P45JIZPLF2Ly9WHaCqto2FU4o5rqJw4I2VUkoplZWyIqkTkauBc7F3l+hVumiMuTTF3dyC7QqlYGijS81rjXn8dOsEyvxhvjJzJyW+yLA+n9ft4uJ5E5g1Pp+HXt/F5b98kf+8cDYfXTwNGa29GSullFJHsYyvfhWR24E/AlOARuBAnyGVfVQCFwO/HZYgB/DsgQJ+XFXB5Jwubpu9Y9gTukQzx+XzmXNmcs4x4/jOoxv42B9ep7lzeEoIlVJKKZU+2VBS937gWmPMg0ewj/8FvgjkD0lEg/B0XSG/3lHOcfltfGH6bnLcI9++Ldfv4dfvO4nfvbCN7z62gUt/9gK/vP4k5k5IS6GlUkoppYZBxpfUYWNcfbgbi8glwH6nA+NDrXeTiKwUkZW1tbWH+3S91Ic8LN05juPy2/jSjF1pSejiRISPLJ7GfTe9g/ZQlMt/+SIPrNyZtniUUkopNbSyIam7kyO7m8TpwKUish24DzhHRP7YdyVjzJ3GmIXGmIVjx449gqfrcc+ucUSN8NHJe/G6MqND4JOnlPDIZxZz4qRi/vPBNXx52Ro6w9F0h6WUUkqpI5QN1a9FwHUicj6wBujVIMwY85lDbWyM+TLwZQARWQJ8wRgz7Lcc27K/lZcbCriyvJbx/sxqwzY2388fPnwKP3pyE796poq3djfxq+tPYmJJbrpDU0oppdRhyoaSurnY6tcQcAxwfMJwXPrC6l8kGuMfb+6hzB/i3ePr0x1OUh63i/965zH85v0L2XGgnYvveJ7lG/alOyyllFJKHaaML6kzxpw9hPt6BnhmqPbXnxe21FHX2sWXZuzDlyHVrv05f24ZD3/6DD7xxzf40NKVfOrsGXz2/Fm4XdrtiVJKKZVNsqGkDgARCYjIcSJyrIgE0h1PfxraQzy9cT9zywuG5PZfI2HymCDLPnkaVy+cyM+f3sL773qFA61d6Q5LKaWUUoOQ8UmdiHidvuoagDeBt4AGEfmBiHjTG93BHllTA8Al88rTHMngBLxuvn/lPH7wnnms3N7ABT95jl8/W0Vb18j1qaeUUkqpw5fxSR3wfezVrx8HZgEzgU8ANwDfTWNcB3l6w37W1TRzzjFlFOX60h3OYXnvyRP56ydPZ+6EAr732AbO+P5yfvH0Flq0w2KllFIqo2V8mzrgOuBDxphHE+ZViUgt9g4RX0hPWL11hqN84x9rGZvv5/QZY9IdzhGZO6GAP3x4EW9UN/CzpzZz++Mb+b9nq/jwGdO48fQpFOYkLyC995XqEY5UKaWUUnHZUFJXCFQlmV+F7e4kI/zqmSqq69u5dP4EPK5seFkHduKkYu7+4Cn841Ons2jaGH7y702c8b3l/PiJjTS2h9IdnlJKKaUSZEP28SaQrC+6WziCO00MpR0H2vjVs1VcOn8C08fmpTucITevsojfvH8hj3zmDM6YWcody7dw+veW8/1/bdALKpRSSqkMkQ3Vr18EHhWR84AVzrx3ABOAi9IWlcMYwzf+sRaf28VXL57Dv9fvT3dIw+bYCYX86n0nsXFvCz9/egu/fraKpS9u5/pFk3j3CRUYYxDRrlCUUkqpdMj4pM4Y85yIzAJuxnY+DPAA8EtjzJ70RWY9vnYfz2ys5WuXzGVcQcb2tDKkZo/P52fXLuCWc2fyy6e3cNeL2/jtC9soCHiYPb6AOePzmT4uD687GwqClVJKqdEh45M6ACd5+0q64+irPRThm/9cyzHj8/nAqZPTHc6ImzEujx9ffQJfuXgOT2+s5e4Xt/HmrkZe216P1y1MH5vHnPICZo/PpyCQcb3PKKWUUqNKRiZ1InIisNoYE3Om+2WMeWPIA2ivg5V3D7jaHW8F2dMU5I4FNXhW/R6A6dWZeVuw4TQmz8+VJ1USisSIRGNsq2tj/d4WNuxtZsPeFgAqi3M4Znw+x4wvoLwwoNW0Siml1BDLyKQOWAmMB/Y70wZIlgUYwD2CcXXb0uzmt5tyuXJyBwtLtQ+3OI/bxcyyfGaW5fOueeXsa+5iw95m1tc089T6/fx7/X7G5vk5aXIxJ0wq0hI8pZRSaohkalI3FahNmM4oxsDXVuWT6zF86fjWdIeTsUSE8YUBxhcGWDJ7HC2dYTbsbeGN6gb+tXYvT6zby6yyfE6aXMzs8fmjpisYpZRSKh0yMqkzxuxIfAjsNMaYvuuJyKSRi6rHP3b6ebnWx/9b0EJp4KCwDo8x+MMN5HTVEnbnEfIWEPbkwSiqpswPeDl5SgknTymhrqWL16sbeKO6gQ17Wwj63JwwsYiTppQw/ii54EQppZQaShmZ1PWxDSjHVsV2E5ExzrIRrX5tiwjfXpPHvOIw103rOPwdGUNOVx357TvIb9tBQXs1vkhLr1ViuAh78+nyFlBW/xrtgfG054ynLTCe9kAZ7TkT6PIVH+ERpUdpvp8Ljx3PeXPK2LK/hZU7GlixtZ4Xqw5QUZTDSZOLmV9ZRI4vLbXrSimlVNbJhqROsKV1feUBnSMcC7/ckMv+Tje/OrUJ92AK0UyM3M59FLTvIL+tmvz2arzRdgBCnnyag5NpyZ1Ee6AMT6QdX6QZf7gZX7gZX7iJ0sY15HQ+idtEeu22rvB4qiovZ0f5RUS82dfxsdslzB5fwOzxBbR1RVi9s5HXdzTwjzf38OhbNZwwsYhz55T1e2uyo0YKF+6kbOEHh25fSimlMkbGJnUicoczaYDvikh7wmI3cAojfEeJnW0ufrMpl8smdXLSmMjAGxjDmKa3GdP0FvntO/HE7N0XOr3FNObPpDl3Mi3ByXR5iwasZq2adBWYGIFQPbmd+8jt2EtB2zam7HmERWu/yUkbbmfH+Auomvge6opOyMpq26Dfw+kzSjlt+hj2NHWycns9K3c0sHpnI6dNL+XieeWa3CmllFL9yNikDjjeGQswB0i82WgIeAP44UgG9N01ebgF/uu4gS+OyGvfyeS9j5PXsYdOXwkHCo+jxSmNC3kLDi8AcdHpL6XTX0p94bEArJv2YcY0vcX0ncuYXPMY03f/nabgVKoqr2Bbxbvo8o8B4N5Xqgf1VNctSktzRcBeYFFRlEPFCRWcOXMsT67fx3Obaznr9qf51NkzuOHUyfg9Wi2rlFJKJcrYpM4YczaAiNwN3GKMaU5nPCtqvTy6O8Dn5rZSnhvrdz1fqJFJ+55iTPNaQp58qireTV3hvOErORPhQNE8DhTN4405X2RSzeNM3/UQJ278ESds+im7xi2hauIV7C09DSPZlwgVB328d+FEzphRypu7GvnWI+tZ+tJ2/vPC2bxr3gRcruwrkVRKKaWGQ8YmdQm+DBQAvZI6EakEwsaYfcMdQNTA/6zOoyI3yk2z25OvFOmELU8xv2o5BmHX2DOpKT2NmMs33OH1hODJZevEy9k68XIKWqqYvmsZU3f/k0n7/k1boIzNk65h4+TriHpyRyymoTKhKIcvXDib5zfX8t1HN3DLfav5zfNb+fJFczh9Rmm6w1NKKaXSLhs6BvsjcFGS+RcCfxiJAP6yLcD6Ji9fOr6VQN/CLhOD6hXw9Hdgy5PUF8xlzcyb2T1uyYgmdH01509n1Zz/5G/nPMXzJ/yI5uBUTtj0Uy599iJmb/8jrmhX2mI7EotnjuXhT5/BT66eT0NbmOt/+wrvv+tV1u1Ja0GuUkoplXbZUFK3ELg5yfzngduH+8mbw8IP1+Zx8pgQl1T2SYTqNsO6v0HzbiieAgs/RFXjYbaXGyYxl5ed5Rews/wCShtWM2/Tzzhp/fc5ZttS3p7xcbZWvBvjyq6LD1wu4fIFlVx0XDl/eHkHP396Cxf/7HkuX1DBFy6YzYSinHSHqJRSSo24bEjqPIA/yfxAP/OH1M/X51LfJSw9o7WnWVxbHaz/B+xdAznFsOD9MGGBbTfXmLn3fq0rPoHli35HWd0K5m/6GYve/h/mbr2Lt2Z8gh0T/iPr2twFvG4+euY03rtwIr98dgt3v7idR9bU8NHF0/j4kunk+bPh462UUkoNDUlyo4aMIiJPAZuMMZ/oM///gNnGmCVD/ZwL504xK+/5Btta3FzwRAmXT+7kBwudjoF3rYS3/mKnZ5wH05aAu6ea9ZVtmZvUgdM1CoAxVOx/lnmbf05xy0Ya86azZuan2FV2bsZ2hzLQFbk769u5/fGN/OPNPZTm+fnc+bN478JKPO7UWxkM9irhVOIaEtpPnVJKZRQRed0YszDdcSTKhqKMrwDLRWQesNyZdw6wADhvOJ/422vy8LsNXziuDaJhWPtXqH4JSqbZ0rmcouF8+uElwu6yJewedyaT9j7B8Zt/wZmrPkt9wRzenPVpakrPyNjkrj8TS3K549oFfPD0KXz7kfX891/fYulL2/jv/5jDktnj0h2eUkopNawy/kIJY8wK4FTsLcGucIZtwKnGmJcG2l5EJorI0yKyTkTWisgtqTzv8/u8/LvGz83HtDMuVgsv3WETuunnwDtuzu6ELpG4qC5/J4+e8VdePv7/4Qs3c/bKT3L+ivczvu4lyPCS3GQWTCrmgY+fyq+uP5GuSIwb736NG373Chv26sUUSimlRq9sKKnDGPMm8L7D3DwCfN4Y84aI5AOvi8iTxph1/T8f/L8385kUjPKRglfh+T/ZmQs/DOOP72+zrGZcHrZVXsaOCRczbecyjqu6k3Ne+xi1RfN5e8YnqCk9LatK7kSEi44v59w5Zdzz8nZ+tnwL//HT53nvwol87oJZjMsPpDtEpZRSakhlRVIXJyLjgV79hBhjDtkIyhhTA9Q40y0ish6oAPpN6uq7XDQ2C09O/gPeN56Agko46UYIjv7+0GIuL1smX83WysuZtuuvHLv1t5y98uPUFc7jrZmfoKb09KxK7nweFx9ZPI0rT6rkjqe28IcV2/nHm3v4+FnT+cBpU/S2Y0oppUaNjE/qRKQQuAN4L30SOkfKl2yKyBRsW7xXDrXegU7Dy8FvM23fBph0Khx7BbiPrh//mNvXk9zt/hvHVv2Ws1d+grrC43l7xsfZM3ZxViV3Rbk+vv6uubz/1Ml877EN/PjJTfz62SquPKmS9586hRnj8tIdolJKKXVEMj6pw97fdT5wGbAM+BC2pO0W4POp7kRE8oCHgFuT3XJMRG4CbgKYX+5ljmmB+dfBxFOO+ACyWcztY8uk97K18nKm7vobx279LUtev5kDhcfy1oxPsGfsmVmV3E0pDfLrG07i7d1NLH1pO/e9upN7Xt7BmbPG8sHTpxAzBlcWHY9SSikVlw1dmuwCrjXGPC8izcCJxpgtInIt8CFjzPkp7MMLPAw8boz58UDrn1ARMKv/8DUomJDxXZQMVneXJofJFQszdfc/OLbqN+R17OZAwVzenvEx9ow7a9j7uRuOrkPqWrv48yvV/GHFDva3dFGa5+PUaWM4cVIxfm9qx6Ndmiil1NFHuzQ5PEXADme6CRgDbAFeBn470MYiIsDvgPWpJHQA5JVBwYTDiXXUi7m8VE18D1srLmXq7oc5tupOznrjFtr949hWcQnbJlxKc/70dIeZstI8P58+dyYfO2s6j71dww8f38g/19TwxLp9nDS5mFOnjWFM3rD3ca2UUkodsWxI6qqAaUA1sB64RkRexXZtkkox2unADcBbIrLamfffxphH+9vA49bqt4EYl5etEy9nW8UlVO5bzrTd/2TOtt9z7Na7OFB4LNsmvIsdE/6DLl9xukNNic/j4t0nVNDWFWVnfTsvbz3AK1vrebnqALPH53PS5GJmleXjHURHxkoppdRIyoakbikwD3gG+B62GvVT2D72BuxzzhjzAqBZ2jAxLi87yy9kZ/mFBLrqmLznMabu/gcL13+PEzf8kN1jF7Ot4t3sGXcmsSy5x+zEklyWtD5CQ7GbJ2uL+XdthD/tbcHvirGgsJVFRS0sKGwjxx2zG7hL+t9ZsqrOaAQ6GqC9DjqbIBpyhgjEwj3T0ZDzOAI7XoBYzF6w4/Hbu5i4/Xba4+v92O0DV3bd8k0ppdSRy/ikzhjzk4Tp5SJyDLAQ2GyMeSt9kam+Ov2lbJx6Axun3kBR80am7vknU/Y8wsT9T9PlLWRH+UVsrXg39YXHZsXFFcXeKO+dUMcV5XWsa8nl1YZ8Xm3MZ0VDAV6JMb+gjUXFLRxTIRRKB3Q2QEcjdDVDqA1CrbB7JbTXQ/sBe8/g9gPQ2Tj8wbu84AtCoAACRRAodKYLoWQq5E+A/PF2nlJKqVEho5M65wKHF4D3G2M2Qne/dIO/QacaUY0Fs1lVMJvVs25l/IGXmbr7n0zb9VdmVd9Hl7eA+oK51BceS33hsRwoPJb2QHnGJno+E+YUfzVnjGnGW9BMc1s7be3tuDpbKN3TgKvmAEjHwRu63BAsg9wxkFsCE05wphOGQGFC6ZrHlsQdNO2FNfeDuCAWgUgXRLuccQgioT6PnelQqy0JbN0PBzZD2Ilx9b0JB5cH+eVQWGlvfxcfxkyHosngHYFOmvUiEKWUGhIZndQZY8IiMhXI7Et0Vb+My0PN2MXUjF2MN9xC5b6nKG18kzFNazlm2+9xmwgAnd5i6gvjid5cDhQcS0egrFeid+8rg8/lD3llqjE26WneY4eWPRy3eT25nfsobVyNL9yCL9KMJ9p50KYhT5BQTgH1rmJej0xnTWcZmyPj2GtKKAgGmFkI84vDNMy8op/nBtqc4ZBCQIjrvDnOY78tgTsckS7obIbJp0LLXmjZA8010FIDjdXw9oP29egmyZO9+LRHLyBRSqlMktFJneP3wEeB/0x3IOrIhL35bKu8jG2VlwHgioYoat1MSdNaSprWMqZpLXO3/g6XiQLQ4RtDa+5Ewp4gEU8uYXeQiCdIuNd0z7KYy4s30uYMLXgjbdDmhq4WO3Q29Z5u2Qvh3lnV8Qid/jFExUenr5jm4GTCnny6vAWEvAWEvIWEPPkYV89XJwc4xcC4Dj+vNOTzSmM+T+32w26YtKeKYycUMLe8IP1X0Xr8kDcWpi7uf532eqjf2jMcqLLjdX+HjoTrksQFxVOgdBaUznTGzpB7iDaGSimlhk02JHVB4HoROR94nT5lG8aYz6Qlqiw1vfqBIdnPkfZ3B7Zj43gVbJw72klR80bGNNtEL7dzH75wM8GOGjzRNryRdjyRNlzEUnuSjeJcTBAAb44de/y2LVlhJeQUOe3NiiBQxGs1UcxhXGQgAlNzu5ia28U1FXXs6vDxaqNtg/fY2+089vZeJud0ckpRC6cUtzAxEBpcbfPUEUqUckvsUJmk66WOhp5Er24z1G2y46qnbfVv9z7GwJiZfZK9mbY6150NpxyllMpO2XCGnQO84UxP67NMq2VHmag7wIHi+Rwont//SsbgjnV2l8p5nHHFvqeIuvxE3QE7dvk5eXrZoNrqGdfQdDZdmROiMucAV5QfYH+Xl9ca83i1MZ8Ha0p5oGYs5f5Qd4I3PbczU5sT9pZTDBUn2SFRLGqrb7sTPSfZ2/gYrPpDz3puH5RMh9IZvZO9cOfItN1TSqlRLmOTOhGZB7xtjDk73bGoDCNC1J1D1J1Dp7+0e3Z+2/ak66bbOH+Yi8sauLisgcawm9ca83m1MY+H95Xw931jKPOHOKOkmTNKmpkQCA1/QEN1YUL8ogSX215RWzIVZl3Qe532ejiwpXeyt38DbHgUnGp2APyFkDfODsFxPdM5xbaqVyml1IAyNqkDVgHlwH4AEXkE+IgxpiatUSl1BIq8Uc4f28j5Yxtpjbh4rTGfF+oLWFYzhodqSpmW28HpJc2cVtxCiS+S7nCPXG4J5J5y8D2UIyFo2G4TvTf/bK/Qbd0He97ouUoX7JW/wbF9Er4y2zbQo6V7SimVKJOTur5FLGdi26QrNSrkeWKcXdrE2aVN1Ic8vNxgE7w/7Crjj7vGcWx+O2eUNLOouCXdoQ49jw/GzrJDW23PfGNsVyyt++3Q5iR7Tbug5k16tbgIFDoJXsLQsteOM6CEVimlRlomJ3VKHTVKfJHuKto9nT5eqC/ghfoCfr2jnN9Vl3FubYjLJnWxZHwXgdF8swgR8OfbYUyfewhHI/YuHK37oW2fHbfsg12v2u5aAFb8wiZ7pbOgdLZNGktnwdjZ9kINvdOGUmoUy+SkznDwhRB6YYQa9SYEQrx3Qh1XlddR1R7ghfoCXqsr4l+7A+R5Ypw/IcQllZ0sHh/CdzQ1N3N77F0w8sf3nh/vb7B1n23XV7vRVutufgJW/7FnPU+OTfLGzYWxx9jxuGOgcKKW7CmlRoVMTuoE+KOIxPtKCAC/EZH2xJWMMZeOeGRqyLpGgaHpHmU0EoEZwU5mBDv52RkRXtrv4+Fdfv61289fqwMUeGNcWNHFJZVdnDYuhPdoSvASidiuaXKK7OPxx9sBINRuS/Va9tlOllv32os03vxzz/Zuf0+ymF/eM/YXHHmyp3e4UEqNoExO6n7f5/Efk66l1FHA44Izx4c4c3yIb53Ywgv7fDy8089ju/w8sD2HYl+Md1Z08a6JnSwaG8atBU+WLxd8U6F4au/5oXab4LXUOHfX2Av71sLOV3rW8QahYIJN8ArKe+6Xq3fSUEplqIxN6owx+hdXqSR8LjinPMQ55SE6oy08t8/HwzsD/L3az5+35VDqj3FRZScXTOji5NLw6G6Dd7h8uT23O0vU1eokejXOreNqYOcKe09dAMR2rhxP9uIJX3Csdr2ilEq7jE3qlFIDC7jhggkhLpgQoiMCT+/18/BOW3r3h6pc/C7DorEhziwLsbgsxKyCqDYfOxR/Hvidu2HEmZjtb8+5P3B3wrf3Lbqb+bq8kF/Wk+jFB2O0vZ5SasRoUqdGtVe2Dc0dItIt1eMYA3xgPPzw5BJeqfXx3D4fz+/z8a01+QCMC0RZXGaTvDPKQozxH/61R/e+Uj2o9a9bNOmwnytVh/N+LxroFmzigmCpHcrn9cyPhpyq23jJXo29SGPXaz3rvPi/9oKMsrkwbo6dLp0NwTGDjlMppQaiSZ1Ku6G86EJZuR44uzzE2eW22nBPu4sX9tkk76kaPw/tsF0+HlcUZnFZiNPGhZhfEqHAm3qSN+j3zT1C968dKW4fFE2yQ6JQW0+SFyiA/etgzV+gq7lnndwxCV2uJHS9UlAJLq3GVUodHk3qlDoKTMiN8d6pnbx3aidRA2sbPDznJHm/2ZTLrzYGEQzT86PMLwlzQkmEBSVhZhdGjt6rag+XLwhjZtghfvWrMbYD5doNTpcrG6F2E6z7O3Q09GzrzbVVv/FEr2S6cwu2abb/PaWUOgRN6pQ6yrgF5pVEmFcS4VNz2mkNC6vqPayu97K63ssze3tK8gJuw3FFNsk7oSTMCSVhKnJj2kxssESgaKIdZp7fM98YaKuzSV7dJpvo1W2EHS/BW3/pvY+ckp6LO+KJXsk0e2VvsFTb7imlNKlT6miX5zUsLguzuCwM2DxjV7uLVfVeVh+wid49VTn8dnMuAKX+GHOKwhThZlJOF5NzuqgIdOHREr3BE7H3sc0bC1PO6L2sq9XeH7dhG9RvdYZtUL0C3nqAXn2x+/KdquCJtjPlwsqE6Yn21mlaravUqKdJnVKqFxGYGIwxMdjFpRNt39+hGGxotKV5axo8rG/y8HJTMRFjEwW3GCoCNsGbnNPFpNxOJud0UeSNpvNQsps/D8YfZ4e+Il3QWN072WushqadUP2yvcNGIpcXCit6krzCCqc7lgk949xSTfyUynKa1CmlBuRz9VTZxr20tZ6aTh87Ovzs6Aiwo93P2pZcnq/vaftV6IlQHghR5g/xWqeHSXlRpgSjTM6LUujTu/4Nysq7k8/3BJwra+f0zAt32rZ6HfXO2Jlu2gV710BnMwfddVHc9sKOQGHCUGTH/gK7zJ9vb7cmonfLUCoDaVKn1Cg0El25uAUqc0JU5oQ4nZbu+S0RFzs6AlS3+6nu8LO3y8ea5iDPHvD22r7IF2Oyk+DFx+NzohT5DMX+GEU+Q67baFOxw+ENgNfpGDmZWBS6WqCz0Zbq9R2aa2D/Boh2Hbyty2sTvNX32r758sbb6t3u6bEQHGc7ZPb4hvUwlVK9aVKnlBpS+Z4Yx+W3c1x+r9s0M29iCdVtbra3unvGrR5W1Xt5eKefGAdnbz6XochnE7wiX4xiX4xiv6HQG6PAZ/C7DH63Xc/vNuxoyMcrBq8rhkcMXpfBKwafy+BzxfC7YvideSOSLPZXupZuLnfv++X2J9xpE7+uFtslS2ezHXc12/mN1XY63J58e28u+PJsCV/i4ItP59nliz5mH2sGr9QROSqSOhF5J/BTwA381hjzvTSHpNRRJ8cDswujzC48uJ1dKAa729zs73TREBKaQi4aQi4auoSmsB03hlxsb/Wwqt5Oh2LJEoDUuv0QbKLnd8XIXy/kuA05HmPHbkOBz1Dii1Hsj1HiMxT5Y85jQ7EvRok/dnTcfs0bAO94e8/bQ4lGepK9rpbeQ6jVjpv3QKgFwh0Hb//0t2y/f7ljbNu+YHxcase5JXY6p7j34M3VRFCpBKM+qRMRN/AL4HxgF/CaiPzDGLMuvZEppeJ8LpiaH2VqfmoXVhgDXTEIxYRQFLpiQigqrNzZTDgmhI0QjgkRI4RiQtjYJLAr5rLrOuOuqIv8YIDOiNARtUNjyMWONqG+y0VzuP8LB3LcPQleaSDGGH+MUn+MsfHpQIwxfkNpwCaEo/rqYLfHJl65KXQwHY3Y5C6e8IVa7Z022uqgvQ7aDthxww5oP9C70+aDntd/cKKXU2xLILvbASa0B/QX9LQR9OfbpFWpUWTUJ3XAKcAWY8xWABG5D3g3oEmdUllKxN73NuA24IV4o//9OUnagA3gULcJi8SgMSQ0hFzUd9lSxIYuF/UhF41dLg44j+u6XGxq8lDXlbwEUTAU+wxjAjFbdew1FPoMhT47XeCN9Xocr17OcRsCblvF7B4tBVJuT0/ylciXB8VTDl4/GrGJX7gNQu22qjfc3jMdarPjtv02AaxZbS8M6a9KuFcsPpvg+YJ28OaCz6kyjk97g868oJ325tiLUzz+AcYBcHvtc7i9tspbqWF2NCR1FcDOhMe7gEVpikUplUU8LigNGEoDUWDgUkRjoCUi1HW6qOt0ccBJ+Oo6XdR19ZT+7e90sbnFRVNIaAkLJkl7wr68YtsNBtzgd9tpv6vnsVfAJQa3gEvA4+qZdicscwsINjGOP3O8BlOg1+PEeX31V+s5PLln0aEXe52h7NjuWa5YBF+sjUC0DX+0FX/ScRuBaCu+aAfeUAfezk58sUa80Rp8sQ68sU68sQ580Q5cxI7oCAxCVDxExUtM3ETFQ6z7sYeoeDDiIiYuDG47FjcxEscuYuLGYNcDwYgLE38nE6aNCAZnHQDpfre7P29Gej+Ox5n45vYsS5yXKPV33Ay6qny0/JMZOUdDUpcSEbkJuMl52Conf2hjOuMZQClQl+4g1GHT9y976XuX3fT9y26Z9v5NTncAfR0NSd1uYGLC40pnXi/GmDuBO0cqqCMhIiuNMQvTHYc6PPr+ZS9977Kbvn/ZTd+/gY3mprtxrwEzRWSqiPiAa4B/pDkmpZRSSqkhNepL6owxERH5FPA4tkuTu4wxa9McllJKKaXUkBr1SR2AMeZR4NF0xzGEsqKaWPVL37/spe9ddtP3L7vp+zcAMUbvv6iUUkople2OhjZ1SimllFKjniZ1SimllFKjgCZ1SimllFKjgCZ1SimllFKjgCZ1SimllFKjgCZ1SimllFKjgCZ1SimllFKjgCZ1SimllFKjgCZ1SimllFKjgCZ1SimllFKjgCZ1SimllFKjgCZ1SinlEJErRWRYb4gtIktF5OH+Hiul1OHSpE4pNeqJyHYR+UK641BKqeGkSZ1SSiml1CigSZ1SKuOJ9XkR2SwiXSKyS0S+6yxbLiI/77N+gYi0i8gVIvIMMBm4XURMYvWqiLxfRHY46z4MlKUQS6GI/EpEakSkU0TWi8jVCctPE5FnnX3udtYtGMSxnikiK0SkVUSaRORVETku1e2VUkcvTeqUUtngO8DXgO8CxwJXATudZb8BrhMRf8L61wKtwD+BK4BdwDeBcmdARBYBS4E7gROcdb95qCBERIBHgbOADwJzgc8BIWf58cATwD+A+c5znwDclcpBiogH+DvwgrP9IuB/gWgq2yuljm6edAeglFKHIiJ5wGeBW40x8eRoC/CyM70M+BlwOXCfM+9DwD3GmDBQLyJRoMUYszdh17cATxljvu083iQiJwMfPkQ45wGnAscaY9Y787YmLP9P4H5jzI8S4v8EsEpExhlj9g9wuAVAEfBPY0yVM2/DANsopRSgJXVKqcw3F/ADTyVbaIzpAv6ATeQQkWOBU4DfDbDfOfQkhnF9H/e1AKhJSOj6Ogl4n1N12ioircCLzrLpA+wbY0w9tvTwcRF5REQ+JyKTBtpOKaVAkzql1OjwW+BcJwH6EPDyIRKv4eRyYjkhYZgPzARWp7IDY8wHsdWuzwGXAhtF5MIhj1QpNepoUqeUynTrgS7g3P5WMMasBV4BPgq8j4PbsIUAd5L9vqPPvL6P+1oFlIvInH6Wv4Gtmt2SZOgYYN/djDFvGmO+b4xZAjwDfCDVbZVSRy9N6pRSGc0Y0wL8FPiuiHxQRKaLyClOW7VEvwG+CASB+/ss2w4sFpEKESl15t0BnCciXxaRmSLyUWy7vEN5Cps8PiQiF4rIVBE5X0Quc5Z/HzhFRH4tIgtEZIaIXCIi/5fKsTr7+55zBe1kETkbmAesS2V7pdTRTZM6pVQ2+DI2YfoatoTtIaCyzzr3Y0vk/uIkgom+DkwEqoBaAGPMCuxFEZ8A1mCvVL3tUEEYY2LARdh2cn90Yvkp4HOWrwHOBKYAzwJvYq/Y3ZficbYDs4AHgE3A74E/OceulFKHJMYM6x1xlFJqRIjIBKAaOMsY8+JA6yul1GijSZ1SKquJiBcYA3wP257t5DSHpJRSaaHVr0qpbHc6UAOchr1QQimljkpaUqeUUkopNQpoSZ1SSiml1CigSZ1SSiml1Cig935NorS01EyZMiXdYSillFIqQ73++ut1xpix6Y4jkSZ1SUyZMoWVK1emOwyllFJKZSgR2ZHuGPrS6lellFJKqVFAkzqllFJKqVFAkzqllFJKqVHgqEjqROSzIrJWRN4WkT+LSCDdMSmllFJKDaVRf6GEiFQAnwHmGmM6ROQvwDXA0rQGppRSSqVRLBajrq6OxsZGotFousPJSIFAgMrKSrxeb7pDScmoT+ocHiBHRMJALrAnzfEopZRSabVr1y5EhClTpuD1ehGRdIeUUYwxHDhwgF27djF16tR0h5OSUV/9aozZDfwQqMbeH7LJGPNEeqNSSiml0qutrY2Kigp8Pp8mdEmICGPGjKGzszPdoaRs1Cd1IlIMvBuYCkwAgiLyviTr3SQiK0VkZW1t7UiHqZRSSo04l2vUpwFHJNuS3aPh3TwP2GaMqTXGhIFlwGl9VzLG3GmMWWiMWTh2bEZ1EK2UUkopNaCjIamrBt4hIrliU+5zgfVpjkkppZRSg3DjjTfy1a9+lWeeeYbKysp0h5ORRv2FEsaYV0TkQeANIAKsAu5Mb1RKKaVU5rn3leph3f91iyYN6/5TsXz5cr7whS+wZcsWSktL+dKXvsRNN92U7rCGxNFQUocx5hvGmGOMMccZY24wxnSlOyallFJKjaxwOMzll1/Oxz72MZqamrj//vv53Oc+x5tvvpnu0IbEUZHUKaWUUiq7rFq1ihNPPJH8/Hyuvvrqfq9CnTJlCrfffjvz5s0jGAzy4Q9/mH379nHRRReRn5/PeeedR0NDAwD19fU0Nzdzww03ICKcfPLJzJkzh3Xr1o3koQ0bTeqUUkoplVFCoRCXXXYZN9xwA/X19Vx11VU89NBD/a7/0EMP8eSTT7Jp0yb++c9/ctFFF/Gd73yH2tpaYrEYd9xxBwBlZWVce+213H333USjUV5++WV27NjBGWecMVKHNqw0qVNKKaVURlmxYgXhcJhbb70Vr9fLlVdeycknn9zv+p/+9KcpKyujoqKCxYsXs2jRIhYsWEAgEODyyy9n1apV3etee+21fPOb38Tv97N48WK+/e1vM3HixJE4rGGXdUmdiOSIyHkiMjndsSillFJq6O3Zs4eKiope/cRNntz/z35ZWVn3dE5OzkGPW1tbAdiwYQPXXHMN99xzD6FQiLVr1/KDH/yARx55ZBiOYuRlfFInIktF5JPOtA94FXgC2CgiF6U1OKWUUkoNufLycnbv3o0xpntedfWRX5n79ttvM2vWLC688EJcLhezZ8/m4osv5rHHHjvifWeCjE/qgAuBFc70pUA+MB64zRmUUkopNYqceuqpeDwe7rjjDsLhMMuWLePVV1894v0uWLCAzZs3s3z5cowxVFVV8fDDDzNv3rwhiDr9siGpKwb2O9PvBB4yxuwH7gPmpi0qpZRSSg0Ln8/HsmXLWLp0KSUlJdx///1cccUVR7zf6dOnc9ddd/GZz3yGgoICzjrrLN7znvfwkY98ZAiiTj9JLNrMRCKyHfg48CSwHbjJGPOYiBwHPGeMKRnq51y4cKFZuXLlUO9WKaWUyhjr169nzpw56Q4j4/X3OonI68aYhWkIqV/ZcEeJu4D7gT1AFHjKmb8I2JCuoJRSSimlMknGJ3XGmG+KyFpgEvCAMSbkLIoA309fZEoppZRSmSPjkzoAY8xBPQ4aY36fjliUUkoppTJRRiZ1IpJya0hjzLLhjEUppZRSKhtkZFIHPJjiegZwD2cgSimllFLZICOTOmNMNnS1opRSSimVMTR5UkoppZQaBTKypE7b1CmllFJKDU5GJnVomzqllFJKJbjxxhuprKzkW9/6VrpDyVgZmdRpmzqllFIqDVbePbz7X/jB4d3/UU6TJ6WUUkqpUSArkjoRuUhEHhGR9SIy0Zn3ERE5N92xKaWUUmrorVq1ihNPPJH8/HyuvvpqOjs7AVi6dClnnHFGr3VFhC1btgC2mvbmm2/m4osvJj8/n0WLFlFVVdVr3V//+tfMnDmToqIibr75ZowxI3dgwyjjkzoRuR74C7AJmAJ4nUVu4ItpCksppZRSwyQUCnHZZZdxww03UF9fz1VXXcVDDx10c6l+3XfffXzjG9+goaGBGTNm8JWvfKXX8ocffpjXXnuNNWvW8Je//IXHH398qA8hLTI+qcMmbh81xnwWe7/XuBXACWmJSCmllFLDZsWKFYTDYW699Va8Xi9XXnklJ598csrbX3755Zxyyil4PB6uv/56Vq9e3Wv5l770JYqKipg0aRJnn332QcuzVTYkdTOBl5PMbwUKRjgWpZRSSg2zPXv2UFFRgYh0z5s8eXLK248fP757Ojc3l9bW1kEtz1bZkNTtAWYlmX8mUJVkvlJKKaWyWHl5Obt37+7V1q26uhqAYDBIe3t79/y9e/eOeHyZKhuSujuBO0TkdOfxRBH5APAD4Fep7EBEikTkQRHZ4FxscepwBauUUkqpI3Pqqafi8Xi44447CIfDLFu2jFdffRWA+fPns3btWlavXk1nZye33XZbeoPNIBmf1BljfgAsA54EgsDTwK+BXxtjfpHibn4K/MsYcwwwH1g/HLEqpZRS6sj5fD6WLVvG0qVLKSkp4f777+eKK+zNpmbNmsXXv/51zjvvPGbOnHnQlbBHM8mWy3hFJBeYi01E1xljUqoAF5FCYDUwzaR4sAsXLjQrV6483FCVUkqpjLd+/XrmzJmT7jAyXn+vk4i8boxZmIaQ+pWRd5RIJCLjAY8xZhewMmF+JRA2xuwbYBdTgVrgbhGZD7wO3GKMaRuumJVSSimlRlrGV78CfwQuSjL/QuAPKWzvAU4EfmWMWQC0AV/qu5KI3CQiK0VkZW1t7ZHEq5RSSik14rIhqVsIPJdk/vPOsoHsAnYZY15xHj+ITfJ6McbcaYxZaIxZOHbs2MMOVimllFIqHbIhqfMA/iTzA/3M78UYsxfYKSKznVnnAuuGLjyllFJKqfTLhqTuFeATSebfDLyW4j4+DfxJRNZg70LxnaEJTSmllMpe2XKxZLpk2+uT8RdKAF8BlovIPGC5M+8cYAFwXio7MMasJrWqWqWUUuqo4PV66ejoIDc3N92hZKxwOIzHkw2pkpXxJXXGmBXAqcA24Apn2Aacaox5KZ2xKaWUUtlq3Lhx7N69m/b29qwrkRoJsViMffv2UVhYmO5QUpYV6acx5k3gfemOQymllBotCgrs7dP37NlDOBxOczSZKRgMUlpamu4wUpYVSZ1SSimlhl5BQUF3cqeyX8ZXvyqllFJKqYFpUqeUUkopNQpkZFInIpNERNIdh1JKKaVUtsjIpA57detYABFZLiJF6Q1HKaWUUiqzZWpS1wLELzdZAnjTF4pSSimlVObL1Ktf/43tcHi98/ivIhJKtqIx5pyRC0sppZRSKjNlalJ3A/AhYAZwFrARaE9rREoppZRSGSwjkzpjTAfwCwAROQH4vDGmMZ0xKaWUUkplsoxM6hIZY86OT4tInp1l2tIYklJKKaVUxsnUCyV6EZGbRaQaaAKaRWSHiHwy3XEppZRSSmWKjC+pE5H/Br4M/BB4wZm9GPieiBQYY76XtuCUUkoppTJExid1wMeBm4wxf06Y95SIbAa+A2hSp5RSSqmjXjZUv44DXksy/1WgbIRjUUoppZTKSNmQ1G0Crksy/zpsVydKKaWUUke9bKh+vQ34i4icCbzozDsd23/dVekKSimllFIqk2R8SZ0xZhmwCNgLXOIMe4FTjDF/S2NoSimllFIZIxtK6jDGvA68L91xKKWUUkplqowvqVNKKaWUUgPTpE4ppZRSahTQpE4ppZRSahTQpE4ppZRSahQ4apI6EXGLyCoReTjdsSillFJKDbWsuPpVRK4GzsXeXaJXImqMuTTF3dwCrAcKhjY6pZRSSqn0y/iSOhG5HfgjMAVoBA70GVLZRyVwMfDbYQlSKaWUUirNsqGk7v3AtcaYB49gH/8LfBHIH5KIlFJKKaUyTMaX1GFjXH24G4vIJcB+pwPjQ613k4isFJGVtbW1h/t0SimllFJpkQ1J3Z0c2d0kTgcuFZHtwH3AOSLyx74rGWPuNMYsNMYsHDt27BE8nVJKKaXUyMuG6tci4DoROR9YA4QTFxpjPnOojY0xXwa+DCAiS4AvGGP0lmNKKaWUGlWyIambS0/16zF9lpmRDUUppZRSKjNlfFJnjDl7CPf1DPDMUO1PKaWUUipTZHxSFyciAWAGtnSuyhjTmeaQlFJKKaUyRsZfKCEiXqevugbgTeAtoEFEfiAi3vRGp5RSSimVGbKhpO77wLXAx4EXnHmLge9ik9IvpCkupZRSSqmMkQ1J3XXAh4wxjybMqxKRWuwdIjSpU0oppdRRL+OrX4FCoCrJ/CpsdydKKaWUUke9bEjq3gSS9UV3C0dwpwmllFJKqdEkG6pfvwg8KiLnASucee8AJgAXpS0qpZRSw2vl3emOIHULP5juCJTK/JI6Y8xzwCzgQSDPGR4AZhtjXjjUtkoppZRSR4tsKKnDGLMH+Eq641BKKaWUylQZmdSJyInAamNMzJnulzHmjREKSymllFIqY2VkUgesBMYD+51pA0iS9QzgHsG4lFJKKaUyUqYmdVOB2oRppZRSSil1CBmZ1BljdiQ+BHYaY0zf9URk0shFpZRSSimVuTL+6ldgGzC270wRGeMsU0oppZQ66mVDUifY0rq+8oDOEY5FKaWUUiojZWT1K4CI3OFMGuC7ItKesNgNnILeUUIppZRSCsjgpA443hkLMAcIJSwLAW8APxzpoJRSSimlMlHGJnXGmLMBRORu4BZjTHOaQ1JqyN37SvWw7fu6RXodUV/6eiulRrNsaFP3ZaCg70wRqRSRsjTEo5RSSimVcTK2pC7BH4H7gd/0mX8hcDVwwYhHpJRSamQYA5EOiHTZaYwdGwPEEqYNmBjdfdV7c8EXBLcPJFnf9UqNPtmQ1C0Ebk4y/3ng9hGORSml1JHqbIbGamjdB+310H7AGeqcsTOvaSeE2pxk7TC5POAN2gSve8gFX56T+OVB7hjIG2eXKZXFsiGp8wD+JPMD/cxXSimVTp3NNiFrrLZDww5o3NHzuLMxyUYCuSWQW2qTrJJpECh0krA88PhBXHY9kZ6xCODqPW1iEG63CWGoDcJtPdPNe5zH7RzUW5YvzyZ3wXGQV2an88ZBTgm49I6UKvNlQ1L3CvAJZ0h0M/DayIejDpc2UldqFOlohANVcGAL1DvjA1ts0tbR0Htdby4UTbLDxFPsuHAi5JdD0EniAoUHJ04r7x6++E0Mwh0QaoW2Omjdb0sO2/bDvrdh54qedV1uCI61yV7BBCh0jsWfN3zxKXUYsiGp+wqwXETmAcudeecAC4Dz0haVUkqNduHOhIStqieJO7DFVpXGicsmOSXTofLkngSuaBIUTbZJW6a1axNXT3VsXhmUHdt7eajNJnjxZK91P7TUwN636C7hyynpOc7SmVB+giZ6Kq0yPqkzxqwQkVOB/wSucGavAj5pjHlzoO1FZCJwD1CG/SbeaYz56XDFq5RSWaejAWo3Qd0mqNvYM924o3d7tvxym7gdczGMmdEzFE+21aOjiS8IvqlQPLX3/EgnNO3qqUpurIaa1bD+HzZRLJ0NFSdBxQKoWAhlx4E7w35qh6sEdOEHh2e/KmUZ9klLzkne3neYm0eAzxtj3hCRfOB1EXnSGLNu6CJUSqkMZ4wtbdq/Dmo39k7e2vb3rOf221KnCQtg3tV2unSmbePmz09f/JnCE+hJZuO6WmDsMbD7ddjzBmx6DFb/0S7z5dnSy0mnwqR3QOVCvSBDDZusSOriRGQ84EucZ4w5ZEMtY0wNUONMt4jIeqAC0KROKTU6tdfD/vVQu96O40NHfc86gSIYOxtmXWBLl8bOhtJZtipRLwoYHH++fR1nOT1sGWNL8Ha9BtUr7PDMdwED4oby+T1J3qR32IsxlBoCGZ/UiUghcAfwXvokdI6Uzz4iMgXbFu+VIQlOZQy9CEMdlSJdULsBatbYErh48ta6t2cdfyGMOwbmXgrj5sK4ObZUKTg289q5jRYitkq6eDIcf6Wd19HoJHkv2yRv5e9gxS/sspLpNsmbfKodl0zT90YdloxP6rD3d50PXAYsAz6ELWm7Bfh8qjsRkTzgIeDWZLccE5GbgJsAJk3SH3GlVIbpbLZXZdasgb1r7Lh2A8TCdrknxyZv08+xiVs8gSuYoAlCJsgpgpnn2wFsQl7zZk+St/GRnirbvPE2wZt8uk3yxs0FVzbcAEqlWzYkdRcB1xpjnheRKPC6MeZ+EakBPgY8ONAORMSLTej+ZIxZlmwdY8ydwJ0ACxcuNMnWUUqpvqZXP2An3CVDt9NQm62+a94FTbttw/zEq019eVBYCVPPtOOCCts1iCT88DfttIPKTB6/7d5l4ilw+i0Qi9l2jjte6hnW/tWu682B4mm2BG/MdPueu7Lh51uNtGz4VBQBO5zpJmAMsAV4GfjtQBuLiAC/A9YbY348TDGqo0w0ZmjtitDSGXbGdrqlM0JnOEo4aohEY0RihlA0RsR5HI4546ghEouxcW8rIuASEBFcOGPnsV0miDPf6xY8LsHjdnWPvb0e98zb19xJjs9NrteNx63/8jNWLGo7xG3c3tNJb1ttz/LcMTZpm3iKHRdWgr9AS99GG5fLKWGdAyd/2GmXtwOe/T4c2Gq7ltm/1lnXC8VTbIJXMt1W87qTtU5SR5tsSOqqgGlANbAeuEZEXsV2b1J/qA0dpwM3AG+JyGpn3n8bYx4dhlhVlorEYrR2Rmh2krPmhCTtiXV7aWwP9yRxnRHaQtHDeh6blLnwuAWv20UoEsMYQ8yAwWAMxIzpvp1lzJi+fd6n7EdPbuqe9nlc5PrcBH0ecnxugj63Tfh8HnJ9brvM7yHP7yHoDHl+u37veR6CznyXS5OKQTPG3k0hnrw1bLelcPEqVH+B7ddt4iI7LqywHfeqo4+ITdwqT7ED2KtsD1TZBK9+K2x6nO6LL4om9ZTkFU+1pXvqqJMNSd1SYB7wDPA94GHgU4AL267ukIwxLwD663OU6wpHqWsLcaC1iwNtIepbQzQ7SVtzZ5j2JEmaSyDP7yE/4CXX5ybgcVFUnIvf4yLgdRPwurun/V4XAY+d53ULbpfgFsHlstOuhNK3wxEzhpgxRGPGlvrFepf8JZu3YFIx7aEI7aEobaEIHaEobV1ROsIROw5F2d/SSXuXXd7mjE2KWWTQ5yYvYJO9fL/HTvvsOM9JAHtN930c8JDv9xLwug77dcl4JmZL4eqdkpb67dDVZJe5PPauCpNPsz/eRZMhp1hL4FT//Pkw4QQ7gL0VWv02p4PoKtj6NFQ9BYj9Q1DilOSNmWar7NWol/FJnTHmJwnTy0XkGGAhsNkY81b6IlOZpisS5UBriANO8lbXGuJAWxcHWkO0dkV6rVsQ8FCQ46U46GPSmFwKAjZ5yw94KHDGQb8HV4b8wNqkUPC4wJ/it/ZwrtqNxQwd4ShtXRFau2yiZ8cR2kKR7unWrqgtsXTWiw8HWttp6XTW7YwQiQ2cISYmz3bsJHzO+5DvzIs/jq9bkGPfq8JcL3kplhx2t38bLrEINO7sKUmp32o7qwWbsI2ZYRO44sn2AgZtF6WOhDfX3gkjfjeMSJctAY6X5u14CbY9a5fll8OYmVA6A0pmgE9LgEejjD6jOBc4vAC83xizEbr7pRu+/itUxjPG0NAeZm9TB3uaOqlp6mRvUwcN7eFe6+UHPIwJ+jlmfD5jgj7G5PkZk+djTNCPz6NtzJJxuaS7qvVIe84yxtAViXUngi2dTvLnjFuc6Xhi2OxUbdvkMMT2ujZnfoRQJHbI53IJ5Ae8FObYZK8wx5nunuelJOijriGPfE+UfE+UAm+UPHeUI6lFdsVC5LXvIr99B+ytsdWq8arUvDLbgW/JdFslllN8+E+kVCo8ftvXYOks+zgagabqnlu7Vb8M258DxP6pGDPD6Vh6ulbXjhIZndQZY8IiMhUOu1mRynLhaIz9zV3UNHVQ09RJTVMHe5s76QzbH3kBSvP8VBbnsnBKgNI8v5PA+fB7tAPVdBKR7mrq0rwju4VUV8SWDLbEh64wzR02EWzuCNPU0TNu6rBtIvc1t3Y/7kkKK3vHiCHPHe1O9OJDkTdCkTdCsTdKoTdCsTMECJHXvpOCtu0UtG0n2LEHFzEMYi9gmHyaU+U1Te8BqtLP7bGfxZJpMPMCm+Q17uhJ8na86JTkOZ/fxCRvtN327SiR0Umd4/fAR7H3flWjmDGGA60hquvbqa5vZ2dDO/uaO4nX4PncLsYXBphfWUR5YQ7lhQHKCgJa6nYU8Hvc+PPcjDnM5LAzHKWhPcSzf/sdLRE3LRE3zRFPwrQd7w952dKWQ1PEjUHwE+Ik1ybe4VpHuWsd86UKn0SJ4mKrTGar71z2BqbRllPJO6YVMyE3xthADHdm1Nor1ZvbY0uNx0wHLoRo2CZ5dZttkrf9OdsuT9xQMtW5y8hsm/CJnmezQTYkdUHgehE5H3gdaEtcaIz5TFqiUkesKxxlZ0MHOxvaqT5gk7j4BQsBr4uJxbnMnjWW8sIcJhQGKA76MqaNWzbQu2z0CHjdlBfmMDW365DrSSxMfscu8lp3EGzbQWHHLtxEieFil3siy93n8IY5htdis9kTyaOx1UNXs/Nj53S85MZQ4gszxhehNGFshwjjfCEC7sFVPiyaOoR94CkV5/b2vo9tNGQvvKjbaO8PvOER4BHwBmHsrJ7byWlTgoyVDUndHOANZ3pan2VaLZtFGtpDbKtro/qALYnb19zZ/QaOy/czt7yAiSW5TCrJZWy+XxM4Nexc0RD5HTvJb9tBQfsOgh27cRlbndqWU86+MYtoDk6mNXcSUbefYuBc4Fz2A/sxBtqjLg6EvdSFPNSFvBzoHnvZ2JpDfchLtM8F+IWeCGX+EOP8Ycr8Ycb5wpT5Q5T5wxR5I0fUzk+pw+b22aRt7Gz7y9vVYpO7eJK3Z5VdLzjOWe8YmxBqVW3GyNikTkTmAW8bY85Odyxq8Iwx7KzvYMW2A7yytZ4VWw+wu7ED6CmFmzthHJNKcplYnEuOT9u/qeHnjnaS317tJHHVBDv2IBgniZvA3pJ39EriBiICQU+MoKeLSTnJSwFjBhrDnu6kb1+Xl/0hH/u7bNL3Yn2BbZPn8EqMsf4wZb4w5YEQ4/0hwrlepuZHKc+JacKnRo4/HyoX2sEYe0/h2o329nTVK2D78+By28Ru3Fx7h5Mx09Md9VEtY5M6YBVQDuwHEJFHgI8YY2rSGpVKyhjDjgPtrNh6gFe21fPK1gPsabJdOZQEfSyaWsKJk4qYWprHuAIthVMjpHkP7HzVDjte4KSaNQiGmLhozalgT+nptAQn05Izkdgw9cjvEijxRSjxRZhF50HLIzFsshfysr/Lx74uL/uc8brWXLpiLu5y7vbldxmm5EWZmh9hSl6UaXlRpuZHmZIXodRvtIs7NXxEbLco+eUwbYltj1e/FWrXw7519pZma/9qE7yZF9p73E4+HTx6p4uRJCbVnkZHmIjEgPHGmHhS1wLMN8ZsHe7nXrhwoVm5cuVwP01GGkw7rPq2EFW1rWytbWVbXRvNnbYvuKDfw7TSIFOdYVy+f/R2LqsyhisWprh5A6WNb9qhYTXBzr0ARFx+DhTNI+zOcZK4SozLm+aIB2YMNIQ9FBWPYVurm+2tbra2eNjW6qa61U3Y9Hyv8r0xpuVFmV4QYXpelGn5UablR5icFyVwiILwV7alcmOew3NUtQVc+MGUVhtsW9fB9K2Y1te7rQ4CBfYuF9tfgGiX7fB42hJ75e3M8203KqOIiLxujFmY7jgSZXJJncowLZ1htta2UVXbSlVta3e/cPl+D1PH9iRxY/M0iVPDL9BVR2nDm91JXEnTWjwxWwXaFhhPXfEJbCiaT13RfBoKjiHm8g5/58NDTJxSvkXjwpw6rnc/jJEY7Gl3sbXVw7YWN9ta3VS1eHh5v49lO3qyOBeGymCMafkRpjuJ3rS8KNPzo4wNHLr/P6VSFiy1ie2ij0GoDbY9B5ufgE1PwIaH7Trj58Hsi2DWhVC+wN7vVg2pTE7qDAdfCJGZxYqjVGc4yra6NrY4pXH7mu0PZsDrYlppHmfMKGXa2DwticsSw5HQVE26asj3eRBjyOncR0nzeoqbN1DSvI7i5g3dpXBR8dJQOIctk95LbdEJ1BXPpyNQNvxxpZnHBZPyYkzKC7FkfO9lbRFhW4ubqhZbslfV4mZrq5tXan10RHu+q3meGON8+ZQHQkzwh5gQsMN4/+Cv0FWqmy9ok7fZF9ni5v3rYfPjthTvudvh2e/bzrlnXQiz3mlL83zBdEc9KmRyUifAH0Uk3vo4APxGRNoTVzLGXDrikY1SneEoW/bbBK6qtpVdDR0Y7E3oJ48JcsLEYqaPDTKhKEfbxKnhYWLkt++kuHk9xc3rKWneQHHTegLhBrsYoTk4hdriE9lYOJe6ovnUF8whlsJFDUeToMdwXHGE44ojQM8FHDEDNR0utrb0VOO+sT/GptZcXupzwcYYr71QI57kjfeHGB+wV+p6XZrwqRSJQNlcO5zxWWg7AFuehE3/grV/gzfuAbcfpp3Vk+QVVg64W5VcJid1v+/z+I9piWIUC0djrNnVyItbDvBSVR1v7GgkFLVX11UW57Jk9jimjwsyqTgXj1uLydUQMoacrv0UtlZR2LqVwtYtFLRupbh5E96o7YoyKh6a8meyu2wJ9QVzaCiYQ2P+LCIevWfl4XIJVOTGqMiNsbjMVufG29SFYkJNp489XT72dPqocYYX6gtoj/ZU5wqGUl+Y8f6wk+iFuqfH+cP4NOFThxIcA/OvsUMkBNUv2RK8jY/Z6tpHPg/jj7fJ3cwLoOIke4WtSknGJnXGmNRanaqUxWKGdTXNvFRVx0tVB3h1Wz3toSgicOyEAm48fQpd4RhTSnP1FltqaBhDbudeJ3mroqB1K0VOAueLtHav1uUtpClvOtsqLqG+YC4NBXNoyp9BLAsuZhgtfC7D5NwuJvfpoNkYaIm62dtpr8qt6fKxt8vL3k4fLzUU0NYn4Sv2RhjrCzPWH+b5Ng+VwSiVuVEqgzHKc6L49dQybLLuohePD6Yt4d7aabDo4xS0baNi/7NU7H+G0ud+hOu52+n0FlEz9nT2jF1MTenphHxFg3qKbOso/UhlbFKnjlw0Zlhf08yr2+p5ZZvtaqTRubhhxrg8rjypktOmj+Ed08ZQlGsvOx/OuxCoUcoY/KH67v7fusdt1eS3V+ON9rSY6PCV0Jw3ne0TLqYpbzpNeTNoyptGl6+ExP44plc/QEnT2+k4GtWHCBR4ohTkRZmVd3CXLK0Rl030Om2yVxvyUuv0wfdyg5dowhW6gqEsJ9ad5I3PiTI+J0ZZIEZZTpSynBjjAjG82VgxsPLulFabXj18iVdWE6E5bxrNedNYP+2DeMNNlNe9zITa55m4999M3fMIBqE1p4LG/Bk05s2kPTCeAfvxcfeTjKZ4tXK20aRuFAlHY7y9u4lXttXz6rZ6XtteT4vTzcikklzOn1PG6TNKOXX6GMoKAmmOVmUVY/BE2wiEGgiEGvCHDhDoqmfGzgfJb6/uVeoWEzdtORW0BCdRW3ISTXnTaMqbRnPedLp8enuh0SbPE2Omp5OZwYMTvpMml7C3w8Wudje72tzsanc5Yzev1XnZ1+EnYg7+US71xxiXE2V8INad6I3LiVLiMxT7Y5T4YpT4YxT5DHrr59Ep7C2kuvydVJe/k9rC+QQ79lDUupmi1i1M3P8ME/c/Q8iTR2PeDPvnMDiVqCcn3WGnnSZ1WawzHGXNriZe2XqAV7fX8/qOhu57p04fG+SSeRN4x7QSTp5SwoQi/bCrQ5NYGH+40UnaGvGHGgiEe6bdpqdLDYPQ5S2koXAu24vm2b7fcifREpxMa86ErOgDTg0/jwsqgzEqgzEYGz5oecxAfZewr9PN/g4Xeztc7Ot0sa/DzT5nek2DhwNdrl4XcSQq9NoEr9hn7Ngfo9gXI99ryPMY8rrHMfI8xs535uV6jN6hIxuI0JZbQVtuBbvHLcETaaWotYqils2UNK9nXONqDNAWKKc5OJWmvKm05k46KptvaFKXJYwx7G7sYFV1ox12NrB2TzOhiO1n6pjx+Vx1UiWLpo3h5CkljM3XqwFVHyaGL9yMP9xoE7VwA4FQI75wox1HWnqtHhUvXb5iOn3FNOVNpctrp7t8xXR5izAuz8h0aaJGLZdAacBQGohwbFH/64VjcKDLRUOX0BByUd/lDCGhoctFfchFQ5eLPR0u1jZ6qO9y0RUbOFsTDEGPIeA2+N04Y0PAhR07j/2unmU+F7jFlhB6BDwug1vA64zj8zwCbpftJ9AltpbQBVQ15CPxeU4M8cRSABHjzLcDCevZ5b23E8DlbGMfm54x8ee1sbnF4Ba73CMGlxjcDFyDmWkinjzqnD4oMTHyOnZR2LqNgrZtjK9fwYQDLxETN605lRA5FkpnQeHEo+KCC03qMlR7KMKaXU1OEtfAqp2N1Lb09BM3r6KIG0+bwslTSjh5SnF3mzh1FDMxcrpqCXbUEOzYTV77bjvu2E1e+y5yO2pw0dPZrAFC3gK6vEU05U2j0+skbL4iOn3FRNzB7Dvbj1LD2QB+OA1H3G5gLHDJjEM33A/HbH99LWGhNSy0RlzOWLrHLWE7rzMmdEahKyrdQ2cUDkRcdEaFrih0RoXOqBAxEI4JUUOv9oKpKzycwx5WgnGSPJvsxQevq2dcvM2Nz23wuWxia5NdQ8ADOU4CnNO8mYDXTY7PTY7XDoGE6Vyfm6DfYwefe2h6VRAXrbmTaM2dxG7OwhULkd9WTUHbNgrbtsHGR2Hjo0RcflqCk2kKTqUldxJvh7diXKMvBRp9R5SFOkJRNu5rYd2eZt7e08Tq6kY27mshGrNdA0wtDbJ4RikLJhWxYFIxs8fn49UuRo46YqLkdNYS7NhNsGNP95DXsZtgRw25HTW9qkgBOnxjaMutoK5oHt7gFLq8Nmnr8hUR8hRijvCfa7bdoUEdPbwuKPIZinzxLlaiQ/4cxkDEQNRAJGYTvkjMJnthZ2yw1cwxY/9Ird7VhInPh55pJ8yYU81sTLwHfrs8/hgg5iST8e1j3cvFPld8O2c6ZnqS0KgRos563Y+Nsw72OMJGiBgX4fh0TMjxuAhFoSnioitmu8AJOclvZ1RojwixDZsG9fr5XbYq3GMiBNwxctwxAq6YnXbFyHXHyHVH2eQpJtcdJddZJ+hMx+e5E3LrmMtHU/4MmvJnsBPwRNopaNtOQdtWCtu2UdxiY5yz448cKDyuu8Svrnj+qGjzq0ndCDLGUNvSxbqaZtbVNLO+poV1e5rYVtfW/YXOD3g4YWIRN8+ZzoJJxZwwsYjioJbCjXrG4I00E+zYS27nXpukJYztsB+XifTarMNfSlvOBOoL51I9/jzacipoyymnLTCBttwJRN09bSk1AVNqaImAV8AL0OsOHP331VefExrusIbFQF2aGANhAx0RW6LZERU6ItDhlHC2R4T2qNAWFtoiPUNrxMWOxhBdURcdMRfNETf7u7x0xFy0R910xQYuwPC7YuS5owQ9UfLcMYKeKEF3lDxPlKA7RtA9gbzAIoLBGOM4wMTQNnJ8HsY3r2HOtqXd59Xm3MnUFc/vTvSa8mdgJLuqbDWpGyaN7SG21rWxtbaNzftanCSumbrWni90ZXEOc8sLuGTeBOZOKGBueQGVxTl6y61RRkwUf1c9OV37ye3cT05XLbmd+8jpqiWnc3934pbY9QfYznc7AmW05ZRTW3wi7YHxtOZM6E7c2nPKibr1KmalVPqJgE/A5zMUDvKOnoeqpo8YaI+6aY+6nMFNe8R10LzWqIu2iJtWp0/FtmiA1oibkOmbFE4ETrAx8y6KfRFO9G7nJNnC/NBG5u55jmm7/wFApyuXPTkzqcudSUP+LFoKZ9FZNBvxBzP2d1qTuiPQGY5SXd/O1trW7gRuW10bWxNudg/gc7uYNT6Pc44Zx5xym7wdU15AYc7Rd2XOqGEMnkgbgVC9MxywiVvoAIGuOnI695PrJG2B0AFcpnfVTwwXnf4xdATG0ZQ3jZrS02jPGU9bYDztOeW0Bcrp9I8B0Wp2pdTRyxPvJ9FzeNXn4ZjQFnXRGnHTFnXbtpVRN9vzT6IjFKE9FGVfaAwPhU7gD+EI7dEIYyI1HB/byImuzcyN7GBu68Pk1fZ02bPDlLFZJg/VIQ4pTeoOoTMcZU9jB3saO+24qYM9jR3UNHWyra6N3Y0dmIQ/JOPy/UwbG+Sdx5UzfWyQqaVBpo3No7I4Z9S1gRuuqrzhuprykPEagzsWwh3twNM9dPZ67I2244m04Y2044224Y20HVQVGhdxBwh5Cgh582nNmUBD/ixC3gLCnnxC3jxCngLCnmDShM0XbmZn+YVDddhKjVpZd/cElRZel6HIFaXI2zsprJxUeoit5hCJLaEjFOX5UJTHu8L4W3dR1LqFse2bGd9RxZzQ1uEN/DAdFUmdiLwT+Cn2wqnfGmO+d6j1t+xv5cT/9yT1bQe3fRib72dCYYAFk4p5z4mVTBsbZFppHlPHBsnzHxUvZ/qZGO5YF+5oF+5oJ56YM4524HGSLpuAteGJtuONtDGmcY1dPxay23ZvY7eTQ1QXxMRN2B0k4gkS9uTSERhL2J1L2BOfFyTstuOIO3jEFx8opZRKL4/LRX7ARX7ACwRg7BxgDm1AlTPw9cwrrRv1WYiIuIFfAOcDu4DXROQfxph1/W3jcQnvPG48EwoDTCjKsUNhDmWF/tF9T9RYFFe0C1csjNuEkVgEl4ngikVwmTDSPR0hr60aF1HExBDTzzhhuavXMjvtMpGEZVFcJsLEfU/hioVxmbBTetbVk8DFOnFHu/DEugY+lgRR8RBzeYm5fERdfqIuHxFXgE5vMVF3DhF3gIg7h4g7h2j3dM887UhXKaVUNhj1SR1wCrDFGLMVQETuA94N9JvUTSkN8p3Lj09t78aAiUEsCrEIGGcciznjJEM03Gc6bLePT0fDCdMhiEacccjZJtSzTjSUsE0oYVmfdRKX97cPE+OaIXjBD/lyIcTEjREPRtx22uXuno66/N0JWMQTJOryEXUFiLgDRN1+oq6ATbxcfqIJ8+zygFNallCK5g4Sc/v0yk+llFKj3tGQ1FUAOxMe7wIWHXKLfWvhR8f0JGsm5gzGJm19k7iRJm5w+8DtdQZfwtiZdjmPPX7w5/dZ1wcuz8H7cHlZvafNJlXx0i3xYFwe+1g8xFwejHgoq3sJI26MuDA4Y3H3zIsnbH2WD9SZrd6hQCmllDo8R0NSlxIRuQm4yXnYKl/YuDGd8QygFKhLdxDD4wvpDmAkDPD+HRWvQbYaxd+9o4K+f9ltCN+/ITnPZlyjuqMhqduN7ZgmrtKZ14sx5k7gzpEK6kiIyEpjzMJ0x6EOj75/2Uvfu+ym71920/dvYKOrn43kXgNmishUEfEB1wD/SHNMSimllFJDatSX1BljIiLyKeBxbJcmdxlj1qY5LKWUUkqpITXqkzoAY8yjwKPpjmMIZUU1seqXvn/ZS9+77KbvX3bT928AYszg7tGmlFJKKaUyz9HQpk4ppZRSatTTpE4ppZRSahTQpE4ppZRSahTQpE4ppZRSahTQpE4ppZRSahTQpE4ppZRSahTQpE4ppZRSahTQpE4ppZRSahTQpE4ppZRSahTQpE4ppZRSahTQpE4ppZRSahTQpE4plTVEZKmIPJzuOI6EiBgRubK/x0opdbg86Q5AKaUG4RZA0h2EUkplIk3qlFJZwxjTlO4YlFIqU2n1q1IqayRWv4rIO0XkeRFpEJF6EXlcROb0Wf/rIrJDRLpEZK+I3JOw7BkR+bWI/NTZR4OI3C4ihzwvisg7RGS5iLSJSJMzPcFZJiLyRRGpEpEOEXlLRN43yGPsN2allDoUTeqUUtkqCPwvcAqwBGgC/ikiPgAReQ/wBeCTwEzgEuDVPvu4HnsePBX4GHATcGt/Tygi84GngS3A6cA7gPvpqfX4FvBh4GZgLvBd4P9E5OJUDijFmJVSKimtflVKZSVjzEOJj0Xkg0AzNsl7AZgM1ABPGGPCQDWwss9uaoDPGGMMsEFEZgGfA37cz9N+EVhtjLkpYd565/mDzrYXGGOed5ZtE5FTsEneIykcVioxK6VUUlpSp5TKSiIyXUTudao6m4F92HPaJGeVB4AANrH6nYhcJSL+PrtZ4SR0cS8DFSJS0M/TLgCW97NsrvN8/xKR1vgAfAKYnuJhpRKzUkolpUmdUipbPQyMxVabLsImXBHAB2CM2QnMdpY3Az8CXndK1IZD/Hz6LuCEhOFY4IJUdpCGmJVSo4gmdUqprCMiY/5/e3ceH1V1/3/89Zkt62QjIUACSQi7LIJhE1BRrKItiksVK+5LrbXa3X6trd8u/trar7bUra60dVdwqdq6oaLIFmQHgYSwb2HJvs1yfn/cAQMECJDk3kk+z4f3MTN37kw+kyvJO+fccw7QD7jfGPOhMWY14OeQS0qMMXXGmHeMMT8EhmMFrDGNDhkpIo2nSBkFbDPGVBzhSy8Gzj7Cc6uAeiDHGFN0yLaxuZ+tGTUrpVST9Jo6pVQ02gfsBm4Wkc1AFvAAVksdACJyHdbPuPlAFXAFEADWNXqfbsBfRORRYBDwU6zBDkfyADBPRJ4AHgHqgHFY18BtEpE/A3+OBMXZQCJWUAwbY5441odqZs1KKdUkDXVKqahjjAmLyBXANGAF1mjUHwONB0+UAT8H/gx4sVrSLjHGlDQ65nnAjRWiDPA08NBRvu4SEZkA3A/Mw2qZK+TrQRD3Yl3b9xPgMawu1CXAn5r50ZpTs1JKNUkOvkZYKaWcS0RexPq5dWULvNcnwApjzPdPujCllHIAvaZOKeV4IuIRkQFY88mtsLsepZRyIg11SqloMBCrm3Ml1rVsSimlDqHdr0oppZRS7YC21CmllFJKtQMa6pRSSiml2gGd0qQJ6enpJjc31+4ylFJKKeVQixYt2m2MybC7jsY01DUhNzeXwkJdQ1sppZRSTRORZq8U01a0+1UppZRSqh3QUKeUUkop1Q50iFAnIj8UkZUiskJEXhSRWLtrUkoppZRqSe0+1IlIFvADoMAYMxBrnceTXmJIKaWUUspJOspACQ8QJyIBIB7YZnM9SimllK3C4TC7d++mrKyMUChkdzmOFBsbS3Z2Nl6v1+5SmqXdhzpjzFYR+TOwCagF3jfGvG9zWY7xwvxNx3X8VSN7tFIlSiml2tKWLVsQEXJzc/F6vYiI3SU5ijGGPXv2sGXLFvLy8uwup1k6QvdrKnARkAd0AxJE5OomjrtFRApFpLC0tLSty1RKKaXaVHV1NVlZWfh8Pg10TRAROnXqRF1dnd2lNFu7D3XABKDEGFNqjAkAM4HTDz3IGPOEMabAGFOQkeGouQSVUkqpVuFydYQYcOKiLex2hLO5CRglIvFinZ1zgNU216SUUkop1aLafagzxswHXgO+BJZjfeYnbC1KKaWUUsfluuuu45e//CWffPIJ2dnZdpfjSO1+oASAMebXwK/trkMppZRysuMdPHe8nDDYbtasWfzkJz+hqKiI9PR07r77bm655Ra7y2oR7b6lTimllFIKIBAIMHnyZG699VbKy8t5+eWX+dGPfsTSpUvtLq1FaKhTSimllOMsXryYYcOG4ff7ueKKK444CjU3N5cHHniAwYMHk5CQwI033sjOnTuZOHEifr+fCRMmsG/fPgD27t1LRUUFU6dORUQYPnw4/fv3Z9WqVW350VqNhjqllFJKOUpDQwMXX3wxU6dOZe/evVx++eXMmDHjiMfPmDGDDz74gLVr1/Lvf/+biRMncv/991NaWko4HGbatGkAZGZmMmXKFJ599llCoRBz585l48aNjB07tq0+WquKulAnInEiMkFEcuyuRSmllFItb968eQQCAe666y68Xi+XXXYZw4cPP+Lxd9xxB5mZmWRlZTFu3DhGjhzJ0KFDiY2NZfLkySxevPjAsVOmTOE3v/kNMTExjBs3jt///vd07969LT5Wq3N8qBOR6SLyvch9H7AAeB9YIyITbS1OKaWUUi1u27ZtZGVlHTRPXE7OkdtyMjMzD9yPi4s77HFVVRUAX331FVdeeSX//Oc/aWhoYOXKlfzpT3/inXfeaYVP0fYcH+qA84B5kfuTAD/QBbgvsimllFKqHenatStbt27FGHNg36ZNJz8yd8WKFfTp04fzzjsPl8tF3759ufDCC/nPf/5z0u/tBNEQ6lKBXZH75wMzjDG7gJeAAbZVpZRSSqlWMXr0aDweD9OmTSMQCDBz5kwWLFhw0u87dOhQ1q1bx6xZszDGUFxczNtvv83gwYNboGr7RUOo2wEMFBE3Vqvdh5H9iUDAtqqUUkop1Sp8Ph8zZ85k+vTppKWl8fLLL3PJJZec9Pvm5+fzzDPP8IMf/ICkpCTOPPNMLr30Um666aYWqNp+0rhp04lE5FfAj4FtQBzQxxjTICI3AjcaYw5bx/VkFRQUmMLCwpZ+W0c63okmnTBxpFJKqZO3evVq+vfvb3cZjnek75OILDLGFNhQ0hE5fkUJY8xvRGQl0AN41RjTEHkqCPzRvsqUUkoppZzD8aEOwBhz2OQ0xph/2FGLUkoppZQTOTLUiUizO86NMTNbsxallFJKqWjgyFAHvNbM4wzgbs1ClFJKKaWigSNDnTEmGkblKqWUUko5hoYnpZRSSql2wJEtdXpNnVJKKaXU8XFkqEOvqVNKKaWUOi6O7H41xriauWmgU0oppTqA6667jl/+8pd2l+FoTm2pUyfgeFeHUEoppQ5S+Gzrvn/B9a37/h2cI1vqDiUiE0XkHRFZLSLdI/tuEpFz7K5NKaWUUsoJHB/qROQ7wCvAWiAX8EaecgM/s6kspZRSSrWixYsXM2zYMPx+P1dccQV1dXUATJ8+nbFjxx50rIhQVFQEWN20t99+OxdeeCF+v5+RI0dSXFx80LGPP/44vXv3JiUlhdtvvx1jTNt9sFbk+FCHFdxuNsb8EGu91/3mAafaUpFSSimlWk1DQwMXX3wxU6dOZe/evVx++eXMmHHYiqFH9NJLL/HrX/+affv20atXL+65556Dnn/77bdZuHAhy5Yt45VXXuG9995r6Y9gi2gIdb2BuU3srwKS2rgWpZRSSrWyefPmEQgEuOuuu/B6vVx22WUMHz682a+fPHkyI0aMwOPx8J3vfIclS5Yc9Pzdd99NSkoKPXr0YPz48Yc9H62iIdRtA/o0sf8MoLiJ/UoppZSKYtu2bSMrKwsRObAvJyen2a/v0qXLgfvx8fFUVVUd1/PRKhpC3RPANBEZE3ncXUSuBf4EPGZfWUoppZRqDV27dmXr1q0HXeu2aZM1w0NCQgI1NTUH9u/YsaPN63Mqx4c6Y8yfgJnAB0AC8DHwOPC4MeaR5ryHiKSIyGsi8lVkBO3o1qtYKaWUUidj9OjReDwepk2bRiAQYObMmSxYsACAIUOGsHLlSpYsWUJdXR333XefvcU6iONDHYAx5h4gHRgBjAIyjDH3Hsdb/BX4rzGmHzAEWN3yVSqllFKqJfh8PmbOnMn06dNJS0vj5Zdf5pJLrBVE+/Tpw69+9SsmTJhA7969DxsJ25GJ04fxikgXwGOM2XLI/mwgYIzZeYzXJwNLgJ6mmR+2oKDAFBYWnmDF9mmLyYevGtmj1b+GUkqp1rd69Wr69+9vdxmOd6Tvk4gsMsYU2FDSEUVDS91zwMQm9p8H/KsZr88DSoFnRWSxiDwlIgmHHiQit4hIoYgUlpaWnlzFSimllFJtLBpCXQEwu4n9n0WeOxYPMAx4zBgzFKgG7j70IGPME8aYAmNMQUZGxsnUq5RSSinV5qIh1HmAmCb2xx5h/6G2AFuMMfMjj1/DCnlKKaWUUu1GNIS6+cBtTey/HVh4rBcbY3YAm0Wkb2TXOcCqlitPKaWUUsp+HrsLaIZ7gFkiMhiYFdl3NjAUmNDM97gDeF5EfMB64PoWr1IppZSKMuFwGJcrGtp37OH0waSHcnyoM8bMi8wr91PgksjuxcD3jDFLm/keS2je9XdKKaVUh5CQkMDWrVvJzMzE6/UetHqDsgLdnj17iI2NtbuUZnN8qAOIhLer7a5DKaWUai+ys7PZvXs3GzduJBgM2l2OI8XGxpKdnW13Gc0WFaFOKaWUUi3L5XLRuXNnOnfubHcpqoVoR7pSSimlVDugoU4ppZRSqh1wZPeriPQANjd3WS+llDpM4bPH/5oCHRivlIpeTm2pKwEyAERkloik2FuOUkoppZSzOTXUVQLpkftnAV77SlFKKaWUcj5Hdr8CH2JNOLw68vh1EWlo6kBjzNltV5ZSSimllDM5NdRNBW4AegFnAmuAGlsrUifkhfmbjuv4q0b2aKVKlFJKqfbNkaHOGFMLPAIgIqcCPzbGlNlZk1JKKaWUkzky1DVmjBm//76IJFq7TLWNJXVowVCYXZX1bCurZVt5HdvKaqmuD3Lx0CzyMxLtLk8ppZTqsBwf6gBE5Hbg50BW5PEW4I/GmEdtLaydqg+EWL+7mrKaBspqA5TXBiirsW5/+cZywodMNCMCD39cxAUDu/K98fmc0i3ZnsKVUkqpDszxoU5E/gf4BfBn4PPI7nHAH0QkyRjzB9uKa4d2lNfx3PyN7K22xqW4XUJynJeUOC890xMY2zudrslxdEuJpVtKHF2TY6kPhnnm8xL+OXcj7yzfzjn9OnP72b0Y1iPV5k+jlFJKdRyOD3XAd4FbjDEvNtr3kYisA+4HNNS1kOVby5mxaAsxXhfXjs6hW0ocCTEeXCIHjmlqIIMf+Nn5/bj1jHz+MXcDz8wp4ZJHv+D0/E7075pEz/QEpNF7KKWUUqrlRUOo6wwsbGL/AiCzjWtpl8LG8P7KncxeV0qPtHiuGtmDpNjjnxowOd7LD87pzY1j83hh/iae+Gw9XxTvoXtqHOP7daZvpl/DnVJKKdVKnDr5cGNrgaua2H8V1lQn6iTUNAT5xxcbmL2ulBF5adw0Lu+EAl1jCTEebj6jJ5/9bDyThnSjsj7IP+du5OGPi1i+tZywrv6mlFJKtbhoaKm7D3hFRM4A5kT2jcGav+5yu4pqD7aX1/LcvI1U1AWZPDSL4blpLfr+sV43o3p2YnhuGks2l/Hp2l28uGAT/br4uXJ4D3yeaPibQimllIoOjv+taoyZCYwEdgDfjGw7gBHGmDdsLC2qLdtSxuOfFhMKG24e17PFA11jbpdwWk4qd03ow4WDurJmRyVPfraeyrpAq31NpZRSqqOJhpY6jDGLgKvtrqM9CIUN76/awWfrdpMTuX7Of5Ldrc3lEmFMr3TSEny8tHATj39azLWjc+mcFNsmX18ppZRqzxzfUqdaTk29df3cZ+t2MzIvjRvH5bVZoGusf9ckbh7Xk0DI8PjsYkp261zSSiml1MnSUNdBbC+v5ZFPiijZU80lQ7O46NQsPC77Tn92ajy3nZmPP8bLM3NKWLq5zLZalFJKqfYgKrpf1ckprw3w9OcleFzCLeN60j0t3u6SAEhN8PHdM/N5bv5GXi7cTFlNA8aY45r2pKl585RSSqmOSFvq2rlQ2PDSwk0Ew4abxjon0O0X53Nz/em5DMlO5r1VO3ljyTZCh65DppRSSqlj0pa6du6j1TvZuKeGbxd0J90fY3c5TfK4XVxe0J3UeB+frC2lvLaBKcN7EON1212aUkopFTWiItSJyBXAOVirSxzUumiMmdTM93ADhcBWY8w3W7xIB1q3s5JP15ZSkJPKqd1T7C7nqFwifOOULqTG+3hz6Vae/Gw914zOJSmu7QdyKKWUUtHI8d2vIvIA8ByQC5QBew7ZmutOYHULl+dYFXUBXincTIY/hm8O7mZ3Oc02PC+NqaNy2V3dwGOfFrOjos7ukpRSSqmo4PhQB1wDTDHGfMMYc50x5vrGW3PeQESygQuBp1q1UocIG8MrCzfTEAozZUT0rdzQt4ufW8b1JGwMT322np0a7JRSSqljiobf9i5gyUm+x1+AnwHhky0mGnz81S7W765m0pAsMqN0Yt9uKXHcMq4nbhGemVPCnqp6u0tSSimlHC0aQt0TnMRqEiLyTWBXZFWKox13i4gUikhhaWnpiX452xWXVjHrq10M7Z7CaTmpdpdzUjolxnDD2DxCYcPTc0ooq2mwuySllFLKsaJhoEQKcJWInAssAw5aMNQY84NjvH4MMElELgBigSQRec4Yc1BQNMY8gRUgKSgoiMo5NSrrAryycDPpiTFMOjV6rqM7msykWK4/PY+nPl/PM3NKuHlcT1tWwVBRyBio3g2lX0H5JnDHgC8BYhLB13hLsDaXjrZWSkW3aAh1A/i6+7XfIc8dM3wZY34B/AJARM4CfnJooGsPwmHDq4u2UBsIcf2YPGI87ecXVFZqHNeOzuXZL0p4ds4GbhqXR7wvGv7XVW2uvhJKZkPRR7DqDaiJjKWKSYJwEAI1R36tNx7mPgwJGdDnfCi4AWKT2qRspZRqCY7/zWiMGW93DdHgsU+LKdpVxeRTs+iSHJ3X0R1NbnoCU0fl8o+5G5j+xQZuHJOn89gpCIdhxzIo/sgKcpvnW+HNmwBpudBzPGT0g4T0yPEhK9jVV0HD/q3auq2vgsQMKNsEH/4aPnsQRtwEI2+z9iullMM5PtTtJyKxQC+s1rliY8xxD4k0xnwCfNKyldlvQcle/u/9NQzOTqYgN7qvozuaXp0TmTK8By8s2Mg/523k2tG5dpek7GAMrP8Ylr4ExbOgOnINbJdBcPodkH8OdB8JS54//LUuN8T4ra0pBZEB9Vu/hM8fsoLd3Edh2FTrvVN0WTqllHOJMc6+fExEvMD9wPcBHyBAPfA34B5jTOAoLz8hBQUFprCwsKXf9ri9MH/TMY+prg/yt1nr8Lpd3D6+F7EdoPVq6eYyXincTO/MRN6+Y1zUTdmiTpAxsPa/MPsB2LoI4tKg1wTodY7VIufPPPj4wmeP/2sUHDJLUulamPNXWPaS9XjQ5TDmLuh86JUgSqmORkQWGWMK7K6jsWhoqfsjMAX4LvB5ZN844P9hjd79iU112S5sDK8t2kJ1Q4jbzsztEIEOYEj3FBpCYV5fvJU7X1rM36YMxePWYBc1jjdsmTBsXwZF70PFNivMDfo2ZI8AtwcCtbDm3darLbsAOuVbrYMrZsDSFyFzkBUoU3NO7OscGh6VUqoFREOouwq4wRjT+Kd2sYiUYk0m3GFD3efrdrNmZyXfGtKNbilxdpfTpobnptEQDPPO8u387LVl/PnyIbhcYndZqiWFQ7BtMRR9AFU7IaEznHoVdDut7UeqxqXCKZdA729YAzE2fAZzlkOn3tD3AkjLa9t6lFKqCdEQ6pKB4ib2F2NNd9IhbSur5f1VOzilWxKj8tLsLscWY3ql07eLnwc/WEt8jJvfXjQQEQ12US8chC0LoehDa/SqvysMuxa6DgGxuUXWl2iFuPyzYeNcq/Xui2nWvl7n2F+fUqpDi4ZQtxT4AXD7Ifvv5ORXmohKobBh5uItxPs8TB6a1aGDzB1n96K6IcjfP11Pgs/D3RP7dejvR1QLNVijV4s+groySO4OBRdD5inOC0ueWMgfDzmjYdnLsOYd2FsMQ6+2gp9SStkgGkLdz4B3RWQCMC+ybxTQDZhoW1U2mlO0m21ldUwZ0aPDz9cmItx9fj9q6kP8ffZ64n0e7pzQ2+6y1PEIBWHzXFj3AdRXQGoeDL7CmorE6QHdEwtDr4FOvWDlTJj9ZzjtWuszKKVUG3N8IjDGzBaRPlgtdfuHnL0KPGqM2WZfZfbYU1XPh6t30r9rEgO76cSoYAW7/510CjUNIR76cC3xPjc3n9HT7rLUsYRDVjfruvegdh+k9YShU62A5PQw15gI5IyxpjtZNB2++Bv0nwR5Z0bX51BKRT3HhzqASHi7x+467GaM4fUlW3G7hElDumk3YyMul/DHSwdRFwjx+3dXE+tzM3XUCY5MVK3LhK154Nb+F2p2W2Fo8BWQ3je6Q1Bydxj3Y2v+vFVvwJ5iOHWKtVKFUkq1AUeGOhEZBiwxxoQj94/IGPNlG5Vlu0Ub97G+tJqLTu1Gcpyuf3ooj9vFQ1ecSl0gxL1vrCDe6+bS07LtLkvtFw7D6rfg0z9ao1mTusHwm6DzKdEd5hrzxsNp10PJp9Zn/ez/YNh1kNLd7sqUUh2AI0MdUAh0AXZF7husSYcPZYAOMTlbRV2Ad1dsJ7dTAsNzO+Zo1+bweVw88p1h3PiPhfz0taXEet1cOLir3WU534lM1AvNm29t/6TBs34PO5dDYqYVdLoOdt4AiJYgAj3PgtTcSHfsX2DAZKuLdn94bYmJkZVS6hBODXV5QGmj+x3ev5duIxgyXDI0C1d7adVoJbFeN09eU8A1Ty/gzpcWE+t1cU7/zGO/ULUsY6w1WT++31oBIjUPJj9hrbPaHsPcoVJz4YyfwuLnYMVr1ujYwVdYgyuUUqoVOPInqzFmo/l6/TIDbIrsO2iLPNfurdxWzsptFZzdrzPp/hi7y4kK8T4Pz1w/nAHdkrjt+S+ZU7Tb7pI6jmA9LH4eHh8Lz10KVbtg0t/g+wthyBUdI9Dt50uAETdDvwth2xJrLdlq/X9RKdU6nNpS11gJ0BWrK/YAEekUea5dd7/WNoR4a+k2uibHMq53ht3lOM6x1sedNLgbOyvWc92zC7hhTB45nRK4aqSzFmVvzhq/jTmt/gOqd8PCp2HhU1C9CzoPsMLc4CvA04H/GBEX9DoXUnKt7tg5D1nXEuq0J0qpFhYNfzILTbfIJQJ1bVxLm/vvyu1U1QWZPDQLty6DddziYzzcMCaP5Dgv07/YwJZ9NXaX1P7sWg1vfh8eHACf3G+t/DD1DbjtCxh2TccOdI2l94Yxd4EnDuY+YrXcKaVUC3JsS52ITIvcNcD/E5HGv43dwAja+YoS60urWLhhH+N6pZOdqtMinCh/rJcbxuTxxGfreXbOBiad2o1+XXSOv5NiwlC6Bv41GYpnWUHl1Ktg1G2Q0dfu6pwrMQPG3mW1aH45HWonQc/x7Wf0r1LKVo4NdcCgyK0A/YGGRs81AF8Cf27rotpKXSDE64u3kpbg04v8W0BKvI+bxvbkidnFXP3UAl65dRQ9M3Q5p+MWrLcGPZR8ak1LktgFzr4XCm6AeB2V3Sy+RBj1PVjyvDXtSc1uOOVScLXrK0mUUm3AsaHOGDMeQESeBe40xlTYXFKb+suH69hT3cANY/LweaKhl9z50hJ83DA2j3/N3ch3nprPCzePIi894cTerI2mpMjf9OrhO93HCE8tPfXF/la5rYWwY7m1RmtyNpx6NXzzIfD4WvbrdQRur9U1/VUna4RwbRkMu1a7qpVSJ8Wxoa6RXwBJwEGhTkSygYAxZqctVbWiFVvLefKz9ZyWk0qvztqa1JI6+2P5140jufrp+Vz62Bc8fW0BQ3uk2l2WM1VshS2FVstcfQV44yCrALKHW9N1iGigOxnigv7fslo4V8yAL6bB8JshLsXuypRSUSoamoCeAyY2sf884F9tXEurC4bC3D1zGanxPi4YqJPmtoYB3ZKYcdvp+GM9THlyHh+sand/F5y4unLrGrlP/wizH4CS2ZCSY62SMOG3MPjbkJan14C1pJwx1mjY6t0w5y9Q0eGWtFZKtZBoCHUFwOwm9n8Wea5defrzElZsreA3F51CnE+vsWkteekJzLjtdPpm+rn1X4X8a95Gu0uyT30VbFkI8x6DD++zrvNy+2DgZXDub2D4jdaIVnc0NOxHqc4D4PQ7rAmbv/grlH5ld0VKqSgUDT+lPUBTF5rEHmF/1CrZXc2DH6zlGwMymTiwCy8u2Gx3Se1aemIML94yiu+/sJh731jB9rJafnpeX6QjtELVV8La92Dl61D0IQTrIL4T9D7X6mJN7Gx3hR1PcjaM/SEseMLaBl0OPUbbXZVSKopEQ6ibD9wW2Rq7HVjY9uW0jkAozF0vLyHG4+I3Fw3sGMHCAeJ9Hp6Yehr3vrmCRz8pZnt5HX+8dHD7HJzSVJBL7BKZSy7WmgxX/7+zV1wKnP4Da7qTZS9bI4z7fUtHxiqlmiUaQt09wCwRGQzMiuw7GxgKTLCtqhY27aN1LN1cxiNXDaNLsq4N2ZY8bhf3Tx5Et+Q4/u+DtZRW1vPY1cPwx3rtLu3k1VfCmv/Cqjdg3QcQqgd/V2uk5SkXQ/dR4HKd2Ghe1Tq8sdaAiZWvw/pPoGK7FbyVUuoYHB/qjDHzRGQ08FPgksjuxcD3jDFL7aus5Swo2csjHxdx2WnZXDhYB0fYQUS445zedEmO5Rczl3P543OZfv2I6AzY9VWw5j9ft8jtD3IF18OAi6H7SCvIKedyuWHQZVaX7PJX4fMHIf9syBxgd2VKKQdzfKgDiIS3q0/ktSLSHfgnkIm1OsUTxpi/tmB5J6W8NsAPX15C97R47pt0it3ldAjHWmt16qgcnl+wifP+MpvrTs/lh+f2aaPKTkIoCKWrYduX8N9fQLAW/N2sSYFPuRiyR7ROkNMWvtbVYxT4M63v81MT4JK/W9OgKKVUE6Ii1O0nIl2AgybGMsYcazX0IPBjY8yXIuIHFonIB8aYVa1VZ3MZY7jn9eXsqKhjxm2nkxgTVaej3eqd6eeWcT35xxcb+PvsYkbnd2JUz052l3W4cAj2FMG2RbB9mXWNnC/BWq5r0GVfd62q6JaaB2N/ZI1KfvlqOPNuOPPnem6VUodxfIoQkWRgGvBtDgl0EUe9gtgYsx3YHrlfKSKrgSzA9lA388utvL1sOz/5Rh9O7Z5idzmqkW4pcXz3rHymz9nANU8v4NeTBjBleA9cLpsHEhgDe0usFrlti6GhylqFoMtg6DYM0vvAiJvsrVG1vLgUuP4/8PYP4dM/wM4VMPlxiPHbXZlSykEcH+qw1ncdAlwMzARuwApldwI/Pp43EpFcrAEW81u0whOwcU81v3pzBSNy07jtrF52l6OakBrv49Yze/Lxml3c8/oK3ly8jfsvGWTLKh+x9XvIKFtCp/IVECgHlwc6nwJZw6Bzf2teOdW+eWPh4keh62B47x6rO/bKF6BTvt2VKaUcIhpC3URgijHmMxEJAYuMMS+LyHbgVuC15ryJiCQCM4C7mlpHVkRuAW4B6NGjR4sV35T905e4XMJDV56K2+7WH3VE8T4Pz904klcLt/D7d1dzwV8/43vj87nNDzGtPMuEO1RLetkyMvZ9SVLNJgxCeWJPYk65EDIHW7/kVcciAqNus4L8q9fBk+PhsmegV7uZCEApdRKi4aKMFGD/dP/lwP6Lm+YCpzfnDUTEixXonjfGzGzqGGPME8aYAmNMQUZGxslVfAx/m1XE4k1l3D95EFkpca36tdTJExG+Pbw7H/7oTM4f2IW/fLiOCz9MY+Hu1pnyJLV8NQUrf8fkWeeQv/UNfMFKNnU+m8V97mJNznesQQ8a6Dq2nmfBzR9DUjY8fznMmWZ1zSulOrRoaKkrBnoCm4DVwJUisgBrepO9x3qxWLP4Pg2sNsY82JqFNsfCDXt5eNY6Lh2WzbeGdLO7HHUcMvwxTJsylMnDsvjly/O4/JNUrupZy88HVpHsO7lfqN5ABTnb/kOvLTNIq1hN0BXD5i7nUutLozI+RycFVodLy4Mb34c3vwcf3Aub58OFD1qjZZVSHVI0hLrpwGDgE+APwNvA97FaGe9sxuvHAFOB5SKyJLLvf4wx77Z0ocdSXhvgrpeWkJ0az/9epNOXRKvxfTvz/jf28tDKBJ5ZF8cH23z876lVTMyqP77sZQxsmsuoZY/RY/v7eMJ17PP3ZeGA/2FDtwsIeJPJ3/Rqq30O1Q7EJMLl/4C5D8NHv4VHRsD5f4AhV1p/CJzIlDMF17d8nUqpNuH4UGeMeajR/Vki0g8oANYZY5Y34/WfA45o5vjVmyvYUVHHq98drdOXRLkEj+GXQ6q4qEcddy/y8715yUzoWs9vhlbSLT589Bc31MDyV2D+32HXKrI9iZRkTaKo+yXsSxqgrXLq+IjA6XdAn/Phze/DG9+FlTPhm3+xuzKlVBtzdLKIXAv3OXCNMWYNHJiX7lhz0znO64u38OaSbfzo3D4M65FqdzmqhQxKDfLm2ft4Zl0cD65K5Nz307i9Xw1X5tWSFnNIl2z5Flj4FCyaDrX7IHMQTHqY12uHE/LE21K/akfSe8P178KCJ+Gj/4VHR0GfidYExvqHglIdgqNDnTEmICJ5WCtBRK3Ne2u4942VDM9N5fbxOn1Je+NxwS19a5mYXc+9i/38aUUif1mVwPlZ9VyVV8NI91pkw2x458eAgX4XwsjbIOd0ECF0jBUulGo2lxtGfRf6nAdv3QHLX4bti2HwFRDvwAm0lVItytGhLuIfwM1Ya79GnWAozJ0vLUaAh67Q6Uvas+4JYaaPLeercjevrvdQs3kp8TvfQ1wl1LviCRd8l7jTb4XUHLtLVe1dWh5c8xa8fou1EsWnf4R+34LcMSDRMOmBUupEREOoSwC+IyLnAouA6sZPGmN+YEtVzfTA+2v4clMZf73yVLJTtYut3auvpN/OOdy7ew64KqmI6cLfw9fw18qzCH4Rz8TKvUwZkcjIvDREu8QcZX7JMQfTH2RkXlorVdJCXC7IGQOdB8Cyl2HljEir3RRIbN1pm5RS9oiGUNcf+DJyv+chzzm6W3baR+v4+6fr+c7IHlx0apbd5ajWVL4FSj61lu8KhyCjP+SdQVJGX24VF2eWV/NiVV9mLt7Km0u20TMjgatG9ODSYdl2V67au7hUGHErbFkAq96A2X+CPt+A3DOsJeaUUu2GY0OdiAwGVhhjxttdy4l47JNiHvxgLZcMy+K3Fw20uxzbncjUHMU9Lm+FSlqQCcOOFVaY21tsLdXVfTTkjYPEg+cK65cc4n+TF3J3Jry9JZYX1wf43TvV/L93V5EfX8ugpBoGJ1XTK6EWz8k24J3INBaqfROB7iMhox8sfw2+egfWfwI9x0PuuJMPdzp1ilKO4NhQBywGugK7AETkHeAmY8x2W6tqhqc+W88f//sVk4Z044HLhti/CLxqWXXlsP5jKPkMavdaLSH9J0H3UeA7ehd7nAcuz63j8tw6vip38+/Nsby3ycXM7Z2YsT2dWFeIAf5aBvqrGZxUTXZsgw5cVC0nNhmG3wj7SmDte/DV21D8MeSfFQl3ulKJUtHMyaHu0F9lZwCOX1Prn3M38Lt3VjNxYBce/PYQHRjRnuwptuaWW/I8NFRBWk8YcBFkDrRGHR6nfskh+iVXc0bCXqqCLlZWxrO8MoEVFQl8WZ4IQIonyKCkamvz15DmC7b0p1IdUWoejPwu7NsQCXfvWOGu51kw8FKITbK7QqXUCXByqIs6L8zfxK/eXMm5AzKZNmUoHreOMot2YkJQ9BEseML65efywKDLIKkbJHdvsa+T6AkzMrWKkalVAJTWe1hemcDyigSWViTw2d5kADJjGhi7O8Tw9ADD0wP0TAxpS546cam5MPJW2LcR1r0Ha96FvwyC0bdb+2OT7a5QKXUcnBzqDIcPhHDswIhXCjfzP68vZ3zfDB6+aiheDXRRzV9VQs+tb5G77d9QtxMSMuDMn0PBDdbamq183VpGTJCzY8o5O72csIFNtTEsr0xgTVUcH29PYMZGq9E6zRemID3A8PQGCjoFGJgaxKv/66njlZoDI26Bsk2wazV8/Htr6bFRkXAXl2J3hUqpZnByqBPgORGpjzyOBZ4UkZrGBxljJrV5ZYd4ffEWfj5jGeN6p/PY1acR4zn+rjhlP19DOTnb/0Pe1rdIL19OWNxsTz+dhG/+AfpeAF57rjdyCeTG15MbX8+3MmFEbhrrq9wU7vayYLeXwt1e3t/mByDWbRiaZrXijUhv4LROAeKc/K9cOUtKD5jwa9i2BD79E3xyP3zxNxh0KQydClmn6eoUSjmYk3/c/+OQx8/ZUsUxvL1sGz9+ZSmj8jrxxNQCYr0a6KKJhAN0K51D3ta3yNr1CW4TYJ+/D1/2+wkbul1IXUw6Vw3sYXeZBxGBfH+IfH+IK/LqANhV66Jwj5eFu70U7vHy8Op4wiTgFcOQtACjMgKMytCQp5qp26kw5QXYvgzmPgJLX7aWt0vvC0OvhiFXQmJnu6tUSh3CsT/ejTGOH+/+3xU7uPOlJRTkpPH0dQXE+TTQRQVjSK1YTd7Wf5O7/V1iG/ZS50tjXc4VrM+6iLKkfnZXeNw6x4W5ILueC7Kthu2qgFC4x8u8Ui/zSn08tiaeh7/SkKeOU9fBcMnf4YIHYOXrsPg5+OBe+PA+aymyoVdD72/YXaVSKkJ/nJ+gD1ft5I4Xv2RIdjLPXD+ceJ9+K50soWYLXfbMJ3PPfDL3LCCuYQ8h8bI18yzWZ13E9vTTMS6v3WW2mESv4awuDZzVpQGoPmbIG50RYHTnBoZ1ChCrf5uoQ8UmwWnXWlvpGmsE+JIXrYEVCRnWCPDuI8Df1e5KlerQNImcgI/X7OJ7z39J/65JTL9hBIkx+m10mti6UjL3LogEuQUk1m4FoDYmnR3po9iZNpItmWfT4OsYo/uOFvLm7vLx6Jp4/vZVAjEuQ0F6gNMzGji9cwODUoN4dOCFaiyjL5z7Gzj7Xij60Gq9W/OuNXdjSg/oNhS6DIb4TnZXqlSHo2nkOJTXBvjze2t4bv5G+ndJ4l83jCQptv207kQtY4ir20mnipUHWuJSqooBaPD42dlpBF/lXcOOTqOoSMjTC705PORVBoQFpV7m7PLxRamXB1Ymwkrwe8KMjLTinZ7RQN/kEDr1ogLA7YW+E61tzjTYWghbFsKqN60tKQu6DLICnr+r/rtTqg1oqGsGYwxvLtnG795Zzd7qeq4dncuPv9EHvwa6NhdTv4eUqiKSK4tIrioipbKI5KpifMFKAILuOHalDqMkaxI7Oo2kLKkfRk6uP/GF+ZsO25e/6fgWf7dbcxarTwTOS7a2ioCblZXxrKiMZ8XeBD7cbo2uTfIEOcVfQ9/EWvol1pATV39CIW9kXtrxv8hhmvM9baw9fOYjivFbS471HA/Vu2HHMtix3Jrbce1/IT7dCnddB0FKDog2/yrVGjTUHUPRrip+9eYKvijew5DuKUy/fjgDszpGl51tjMEbrKLznoUkVZeQUrmO5KpikiuLiA3sO3BYvTeZ8sR8NnS7gPLEfMr8fdmTMohwO7o2zi5J3hCj0yoZnWaF5d0NHlZUJLCiMp5VlfHM3WetOBDnCtE7oY6+iTX0S6ylV0ItsW7HTiep2kJCOuSfbW11FbBzuRXySj6B9bMgJslqwUvNgZyx4PHZXbFS7YaGuiOoC4R4eFYRf59dTJzXze8uHsiUET102a+WYgyeUC2xDXuIbdhLbH3kNrK5ww0HDg24Eyj357Ml8+xIeOtFeWIv6mLStUunjaT7gpyVXs5Z6eWAFfK+qopnTVUcX1XF8dr2dAyCC0NufF2kJa+Wvok1pHpDNlevbBObBDljrC1QAztXWS14WxbCvyaDLxHyzvg6BHbKt7tipaKahromVNYFOfehT9m8t5ZLhmbxiwv6k+GPsbus6GTCJNZsJaViDXH1pcTXl1pBrn4vnnDd14ch1PtSqfOlURGfQ70vjfXZF1ORmEdNbBcNbw6T7gsyNq2CsWkVAFQHXayrtgLemqp4PipN4T+7rO7GJE+QrNgGsmLrrdu4errXuOgaF47K02oMhICwEYJG8ElYB5M0hzcesgusLdRgLbNX9IG1DN+ad61jUnMh/xzodQ7kjtM1aJU6TmKMdpUcKqZrbzP2J0/yu4sHMTrfvhFcTV3L5VgmTELtdqub9MC1bkUkVZUcFN4aPH5qY9Kp86VR5+tEXYx1W+9NwbjsmUujuMflx/2a/E2vtkIlzXMi12Yd7/VfJysYhpLaWNZWxbG5NoatdT621sVQHfr6HMe7w+QnhejlD9HLHyQ/KUjXuDCJXoPfY0jwGuLd5qSCX9hAXQiqg0J5g4vygHVb1uCirEEoa3BR3iCUB1xsKAtSFXJTHXQTMELIQMhIZPv6fpjDC4p1hfB7vt4SPSGSPCES3V/vG5EdT3psmJzEkE4bA1AQmYrUGNi73gp3xbOgZDYEqq11lrNHQK+zraDX9VRwaXpWziEii4wxBXbX0ZiGuib06DvIFK1cis/mP7+dGup8DeWkVK49sKVWriWpqhhvqPbAMTUxnSlPzKfcn095Yi8SqzdSG5NByG3PUltHo6GubRgD5UE3W+ti8CWkUFTpobjCQ1Glm+21TaccF1a42x/yEj2GRG8Yv8fgdUFtSKgNQV1QqAkJtSGhLmjd1gSF+vDRE6FgSPIakn0Gj2kg0RMiwR3G5wrjFnBjcIvBLeASg0cMLiGyz+AGGoxQFXRT2WirCrqpCLqpDTf9ubrFhchNDJHnD5KXGCIvMUSuP0T3hBC+jpJbCo4wv3ywATbPh+KPrKC3Y5m1PzbZCnndR1pz4mWdBjGJbVevUodwYqjT7tcmdPbH2B7onEDCQfzVG0k9EODWkFK5loS6nQeOqfOmUpbUh/XZl1CWmE+5vxfliT0JeA8eTGJnCFLOIAIp3hAp3hpG5h0c7qsCQnGlm911LqqCYm0BF1UBoTIoVAeFqoC1rzLgYket0BCCOA/EuQ1xbkMXX9i67zEH9ln3rWOSfWFSfIYUX5jkyK3fawU2aJ3gGzQcCHzdM1LZWediQ6WbDVVu1ld5eHtzLOWBr3/WuMWQHR8iz28FvXx/kHx/iF5JQdJjTq7VMmp4fJA3ztom3AdVpdYceBs+g80LrS5bsEbQZg6MhLxI0EvpoZdqqA5NQ53CFarHX7OJpOoNJFWVkFS9geQqa6qQ/QMWwuKhPDGPXWkFlPn7Uubvw76kvtT5OukPUXXSEr2GIWlBu8tocZ4DQTbEyIxAk8fsqxfWV7nZUOWhpNJNSZW1LSj1UhP6OvAle8MHAl7+gS5rq3XP3Z7/CSZmwOBvWxtA7T7Ysshqzds8H5a+CAufjBzbBboPh+zh0HkApPeG5B7abas6jA4R6kTkfOCvgBt4yhjzB5tLanvGENuwB3+j4JZUXUJSVQkJtdtwET5waHVsJhUJPVmbM4V9kQBXkdhTpwpRqhWkxhhOiwlyWqeDQ23YwI5aF0UVHoor3RRVuimu9DBru49XNnzdretzGfISQ+QkhsiKD5GdELmND5OdECLZ285a+OJSofcEawMIh2DXqkjIW2Ddrv7318d7YqFTb8joA+mRLaMvpOWD13mXgyh1Mtp9qBMRN/AIcC6wBVgoIm8ZY1bZW1nLcYdqiasrJa5+F/GR27j60si+yFa3C2+o5sBrgq4YKhNy2Zt8ChuyvklFQi4VCXlUJuQS9MTb+GmUUgAugW7xYbrFN3BGl4OfK2+QAyGvuMJNUaWHDVVuPt95cOseQKInTFYk4FlhL0RmXJjUSBd0aozVLZ3oidLw53JHVq4YBMNvsvbV7LXWqN299uttSyGsmAlEriMXlzURcnofSOoGiZ2tdWwTO0Ni5tf3fYnaG6GiRrsPdcAIoMgYsx5ARF4CLgJaNtQZY20YMOHItv9+CEIBCAet21DD1/fDAQgFI7cBCNVDfRU0VNFnw2a8wWq8wSo8oRq8wWo8wWq8oRq8wSq8wWpi6/ccWE2hsaArhtqYDGpjO7PP35dtGWOpjsuiIiGP8gPThGiXhFLRKNlnOK3T4a17xkBZg7C1xs2WGjdbql1sqXFbj6tdLNztpSLQ9L97j5gD1xym+sKkxBhSfWGSvYZYt7XFuPffp9F96/H++26h0YAScLs4MNjELY3uh8K4RBABaenQFJ8GOaOtrbFALewpigS+dbB7Dewugq2LoGYPBwLfQd+YOKsLOCES9uJSwBtnTdHijQdffNP3vfFWS6DLE9ncIO6DH7saPRZ3JDwKkW9Ky35PVIfQEUJdFrC50eMtwMijvmL7UvhdFw76B37QKOEmAlwr2D+kJiReAp5Egp54Ap4EAp4E6r0pVMVlUZeefiC81cRkUBvTmdrYDAIev/5QUKqDEbG6c1NjggxMbfoaxYqAsKvWmtZlX4Owr8FFWX3kNjLVy74GF5ur3Szb66Ei4KIuZM0l2aJe/0+T9QMIVtCTyD5BiPx32LEHHh9S39F//CUCQyOb9b5uQqRSSTpldKKMTpRbW6CcTvusLZ3l+KkhjnpiqSdOGo72RU5a2AjWbxo58P0P4zqwryktcZ5a/FyrNtMRQl2ziMgtwC2Rh1Vy7841dtZzuD2NH6QDu20qpB36SVt/QT1/0UvPXXTT8xfdnHb+cuwu4FAdIdRtBbo3epwd2XcQY8wTwBNtVdTJEJFCp82No5pPz1/00nMX3fT8RTc9f8fWES6qWgj0FpE8EfEBVwJv2VyTUkoppVSLavctdcaYoIh8H3gPa0qTZ4wxK20uSymllFKqRbX7UAdgjHkXeNfuOlpQVHQTqyPS8xe99NxFNz1/0U3P3zHo2q9KKaWUUu1AR7imTimllFKq3dNQ52Aicr6IrBGRIhG5+yjHXSoiRkR0VJCDNOf8ici3RWSViKwUkRfaukbVtGOdOxHpISIfi8hiEVkmIhfYUac6nIg8IyK7RGTFEZ4XEZkWObfLRGRYW9eojqwZ5+87kfO2XES+EJEhbV2jk2moc6hGy5tNBAYAU0RkQBPH+YE7gfltW6E6muacPxHpDfwCGGOMOQW4q63rVIdr5r+9XwKvGGOGYo2of7Rtq1RHMR04/yjPTwR6R7ZbgMfaoCbVfNM5+vkrAc40xgwCfoteZ3cQDXXOdWB5M2NMA7B/ebND/Rb4I1DXlsWpY2rO+bsZeMQYsw/AGLOrjWtUTWvOuTNAUuR+MrCtDetTR2GMmQ3sPcohFwH/NJZ5QIqIdG2b6tSxHOv8GWO+2P8zE5iHNfesitBQ51xNLW+W1fiASLdBd2PMO21ZmGqWY54/oA/QR0TmiMg8ETnaX6eq7TTn3N0HXC0iW7BG1t/RNqWpFtCc86uiw43A4evNdWAdYkqT9khEXMCDwHU2l6JOnAerC+gsrL82Z4vIIGNMmZ1FqWaZAkw3xvyfiIwG/iUiA41ppYWglVIHEZHxWKFurN21OIm21DnXsZY38wMDgU9EZAMwCnhLB0s4RnOWp9sCvGWMCRhjSoC1WCFP2as55+5G4BUAY8xcIBZrXUrlfM1aOlI5l4gMBp4CLjLG7DnW8R2JhjrnOuryZsaYcmNMujEm1xiTi3VtwSRjTKE95apDNGd5ujewWukQkXSs7tj1bVijalpzzt0m4BwAEemPFepK27RKdaLeAq6JjIIdBZQbY7bbXZRqHhHpAcwEphpj1tpdj9No96tDHWl5MxH5DVBojNH1ax2smefvPeAbIrIKCAE/1b867dfMc/dj4EkR+SHWoInrjM7k7ggi8iLWH0vpkWsefw14AYwxj2NdA3kBUATUANfbU6lqSjPO36+ATsCjIgIQNMZoD1WEriihlFJKKdUOaPerUkoppVQ7oKFOKaWUUqod0FCnlFJKKdUOaKhTSimllGoHNNQppZRSSrUDGuqUUkoppdoBDXVKKaWUUu2AhjqllFJKqXbg/wOjLCIsM59xbgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(3, sharex=True, sharey=True, tight_layout=True, figsize=(8, 8))\n", "\n", "axs[0].set_xlim((min_dists, max_dists))\n", "for i, treatment in enumerate(TREATMENTS):\n", " for j, line in enumerate(LINES):\n", " distances = dists_to_global_mean[treatment][line][\n", " ~gs.isnan(dists_to_global_mean[treatment][line])\n", " ]\n", " color = f\"C{j}\"\n", " axs[i].hist(\n", " distances, bins=20, alpha=0.4, density=True, color=color, label=line\n", " )\n", " kde = stats.gaussian_kde(distances)\n", " axs[i].plot(xx, kde(xx), color=color)\n", "\n", " axs[i].set_title(f\"{treatment} cells\", fontsize=14)\n", " axs[i].set_ylabel(\"Fraction of cells\", fontsize=14)\n", " axs[i].legend(fontsize=12)\n", "\n", "fig.suptitle(\"Histograms of srv distances (a=1, b=0.5) to global mean cell\", fontsize=20)\n", "plt.savefig(\"dist_to_global_mean_per_class2.svg\")" ] }, { "cell_type": "markdown", "id": "4941a8d2", "metadata": {}, "source": [ "For the treatments jasp and cytd, it seems indeed that the bimodality is explained by the two cell lines." ] }, { "cell_type": "markdown", "id": "784f3c7b", "metadata": {}, "source": [ "In order to better understand which cells correspond to which distance, on the above plot, we run the following code. This code find a given number of quantiles within the distance's histogram, and plots the corresponding cell, for each treatment and each cell line." ] }, { "cell_type": "code", "execution_count": 37, "id": "ec616080", "metadata": { "scrolled": false, "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": 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