diff --git a/docs/index.rst b/docs/index.rst index 170b1b6ab..22450bb16 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -103,7 +103,7 @@ Packages :maxdepth: 1 :caption: Examples - Getting Started + Getting Started tutorials/index .. toctree:: diff --git a/docs/tutorials/notebooks/GWLRSinkhorn.ipynb b/docs/tutorials/GWLRSinkhorn.ipynb similarity index 100% rename from docs/tutorials/notebooks/GWLRSinkhorn.ipynb rename to docs/tutorials/GWLRSinkhorn.ipynb diff --git a/docs/tutorials/notebooks/Hessians.ipynb b/docs/tutorials/Hessians.ipynb similarity index 100% rename from docs/tutorials/notebooks/Hessians.ipynb rename to docs/tutorials/Hessians.ipynb diff --git a/docs/tutorials/notebooks/LRSinkhorn.ipynb b/docs/tutorials/LRSinkhorn.ipynb similarity index 100% rename from docs/tutorials/notebooks/LRSinkhorn.ipynb rename to docs/tutorials/LRSinkhorn.ipynb diff --git a/docs/tutorials/notebooks/MetaOT.ipynb b/docs/tutorials/MetaOT.ipynb similarity index 100% rename from docs/tutorials/notebooks/MetaOT.ipynb rename to docs/tutorials/MetaOT.ipynb diff --git a/docs/tutorials/notebooks/Monge_Gap.ipynb b/docs/tutorials/Monge_Gap.ipynb similarity index 99% rename from docs/tutorials/notebooks/Monge_Gap.ipynb rename to docs/tutorials/Monge_Gap.ipynb index 73696c296..0678264f4 100644 --- a/docs/tutorials/notebooks/Monge_Gap.ipynb +++ b/docs/tutorials/Monge_Gap.ipynb @@ -1,7 +1,6 @@ { "cells": [ { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -22,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -38,7 +37,6 @@ "\n", "from matplotlib import pyplot as plt\n", "\n", - "%pip install -e ../../../\n", "from ott.geometry import costs, pointcloud\n", "from ott.problems.nn import dataset\n", "from ott.solvers.linear import acceleration\n", @@ -47,17 +45,6 @@ ] }, { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -83,7 +70,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -199,7 +185,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -293,7 +278,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -340,7 +324,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -464,7 +447,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -531,7 +513,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -575,7 +556,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -649,9 +629,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "ott", "language": "python", - "name": "python3" + "name": "ott" }, "language_info": { "codemirror_mode": { @@ -663,7 +643,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.10.6" } }, "nbformat": 4, diff --git a/docs/tutorials/notebooks/OTT_&_POT.ipynb b/docs/tutorials/OTT_&_POT.ipynb similarity index 100% rename from docs/tutorials/notebooks/OTT_&_POT.ipynb rename to docs/tutorials/OTT_&_POT.ipynb diff --git a/docs/tutorials/notebooks/One_Sinkhorn.ipynb b/docs/tutorials/One_Sinkhorn.ipynb similarity index 100% rename from docs/tutorials/notebooks/One_Sinkhorn.ipynb rename to docs/tutorials/One_Sinkhorn.ipynb diff --git a/docs/tutorials/notebooks/Sinkhorn_Barycenters.ipynb b/docs/tutorials/Sinkhorn_Barycenters.ipynb similarity index 100% rename from docs/tutorials/notebooks/Sinkhorn_Barycenters.ipynb rename to docs/tutorials/Sinkhorn_Barycenters.ipynb diff --git a/docs/tutorials/notebooks/application_biology.ipynb b/docs/tutorials/application_biology.ipynb similarity index 100% rename from docs/tutorials/notebooks/application_biology.ipynb rename to docs/tutorials/application_biology.ipynb diff --git a/docs/tutorials/notebooks/basic_ot_between_datasets.ipynb b/docs/tutorials/basic_ot_between_datasets.ipynb similarity index 100% rename from docs/tutorials/notebooks/basic_ot_between_datasets.ipynb rename to docs/tutorials/basic_ot_between_datasets.ipynb diff --git a/docs/tutorials/notebooks/gmm_pair_demo.ipynb b/docs/tutorials/gmm_pair_demo.ipynb similarity index 100% rename from docs/tutorials/notebooks/gmm_pair_demo.ipynb rename to docs/tutorials/gmm_pair_demo.ipynb diff --git a/docs/tutorials/gromov_wasserstein.ipynb b/docs/tutorials/gromov_wasserstein.ipynb new file mode 100644 index 000000000..de68d14ca --- /dev/null +++ b/docs/tutorials/gromov_wasserstein.ipynb @@ -0,0 +1,16285 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xajtRXSEBHYb" + }, + "source": [ + "# Gromov-Wasserstein\n", + "\n", + "In this tutorial, we present the {class}`~ott.solvers.quadratic.gromov_wasserstein.GromovWasserstein` {cite}`memoli:11` solver. The goal of the GW problem is to match two point clouds, taken from different spaces endowed with their own geometries. We illustrate this use case by aligning a 2-d to a 3-d {class}`point clouds `, see also {doc}`gromov_wasserstein_multiomics` for a more challenging application to single-cell omics." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "\n", + "if \"google.colab\" in sys.modules:\n", + " !pip install -q git+https://github.com/ott-jax/ott@main" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import jax\n", + "import jax.numpy as jnp\n", + "import numpy as np\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import mpl_toolkits.mplot3d.axes3d as p3\n", + "from IPython import display\n", + "from matplotlib import animation, cm\n", + "\n", + "from ott.geometry import pointcloud\n", + "from ott.problems.quadratic import quadratic_problem\n", + "from ott.solvers.quadratic import gromov_wasserstein" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZWXzceln1fDL" + }, + "source": [ + "## Matching across spaces\n", + "\n", + "We use the {class}`~ott.solvers.quadratic.gromov_wasserstein.GromovWasserstein` solver to match a spiral in 2-d to a Swiss roll in 3-d, generated below" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "8_XVtft51wpn" + }, + "outputs": [], + "source": [ + "def sample_spiral(\n", + " n, min_radius, max_radius, key, min_angle=0, max_angle=10, noise=1.0\n", + "):\n", + " radius = jnp.linspace(min_radius, max_radius, n)\n", + " angles = jnp.linspace(min_angle, max_angle, n)\n", + " data = []\n", + " noise = jax.random.normal(key, (2, n)) * noise\n", + " for i in range(n):\n", + " x = (radius[i] + noise[0, i]) * jnp.cos(angles[i])\n", + " y = (radius[i] + noise[1, i]) * jnp.sin(angles[i])\n", + " data.append([x, y])\n", + " data = jnp.array(data)\n", + " return data\n", + "\n", + "\n", + "def sample_swiss_roll(\n", + " n, min_radius, max_radius, length, key, min_angle=0, max_angle=10, noise=0.1\n", + "):\n", + " spiral = sample_spiral(\n", + " n, min_radius, max_radius, key[0], min_angle, max_angle, noise\n", + " )\n", + " third_axis = jax.random.uniform(key[1], (n, 1)) * length\n", + " swiss_roll = jnp.hstack((spiral[:, 0:1], third_axis, spiral[:, 1:]))\n", + " return swiss_roll\n", + "\n", + "\n", + "def plot(\n", + " swiss_roll, spiral, colormap_angles_swiss_roll, colormap_angles_spiral\n", + "):\n", + " fig = plt.figure(figsize=(11, 5))\n", + " ax = fig.add_subplot(1, 2, 1)\n", + " ax.scatter(spiral[:, 0], spiral[:, 1], c=colormap_angles_spiral)\n", + " ax.grid()\n", + " ax = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", + " ax.view_init(7, -80)\n", + " ax.scatter(\n", + " swiss_roll[:, 0],\n", + " swiss_roll[:, 1],\n", + " swiss_roll[:, 2],\n", + " c=colormap_angles_swiss_roll,\n", + " )\n", + " ax.set_adjustable(\"box\")\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "QnKxaZSq3tas" + }, + "outputs": [], + "source": [ + "# Generation parameters\n", + "n_spiral = 400\n", + "n_swiss_roll = 500\n", + "length = 10\n", + "min_radius = 3\n", + "max_radius = 10\n", + "noise = 0.8\n", + "min_angle = 0\n", + "max_angle = 9\n", + "angle_shift = 3" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "epHwIO2GdZ8r" + }, + "outputs": [], + "source": [ + "# Seed\n", + "rng = jax.random.PRNGKey(14)\n", + "rng, *subrngs = jax.random.split(rng, 4)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 320 + }, + "id": "jxZHUBVh_aZx", + "outputId": "9804bd3b-7e6e-41ae-f1f8-642c40566624" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "spiral = sample_spiral(\n", + " n_spiral,\n", + " min_radius,\n", + " max_radius,\n", + " key=subrngs[0],\n", + " min_angle=min_angle + angle_shift,\n", + " max_angle=max_angle + angle_shift,\n", + " noise=noise,\n", + ")\n", + "swiss_roll = sample_swiss_roll(\n", + " n_swiss_roll,\n", + " min_radius,\n", + " max_radius,\n", + " key=subrngs[1:],\n", + " length=length,\n", + " min_angle=min_angle,\n", + " max_angle=max_angle,\n", + ")\n", + "\n", + "plot(swiss_roll, spiral, \"blue\", \"green\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "UbtqWVvdDi3e" + }, + "source": [ + "We define two {class}`point clouds ` to describe each of these point clouds, each using (by default) the {class}`~ott.geometry.costs.SqEuclidean` cost function." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qNkgOiDE3pB9", + "outputId": "6bfe2818-29e2-4872-955d-c3c54490fd03" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5 outer iterations were needed.\n", + "The last Sinkhorn iteration has converged: True\n", + "The outer loop of Gromov Wasserstein has converged: True\n", + "The final regularized GW cost is: 1183.611\n" + ] + } + ], + "source": [ + "# Instantiate the Quadratic Alignment Problem\n", + "geom_xx = pointcloud.PointCloud(x=spiral, y=spiral)\n", + "geom_yy = pointcloud.PointCloud(x=swiss_roll, y=swiss_roll)\n", + "prob = quadratic_problem.QuadraticProblem(geom_xx, geom_yy)\n", + "\n", + "# Instantiate a jitt'ed Gromov-Wasserstein solver\n", + "solver = jax.jit(\n", + " gromov_wasserstein.GromovWasserstein(\n", + " epsilon=100.0, max_iterations=20, store_inner_errors=True\n", + " )\n", + ")\n", + "out = solver(prob)\n", + "\n", + "has_converged = bool(out.linear_convergence[out.n_iters - 1])\n", + "print(f\"{out.n_iters} outer iterations were needed.\")\n", + "print(f\"The last Sinkhorn iteration has converged: {has_converged}\")\n", + "print(f\"The outer loop of Gromov Wasserstein has converged: {out.converged}\")\n", + "print(f\"The final regularized GW cost is: {out.reg_gw_cost:.3f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1m2bmIHmTsyj" + }, + "source": [ + "The resulting transport matrix between the two point clouds is as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 372 + }, + "id": "m6oeg1wgV-y4", + "outputId": "2aebf768-8418-4a4f-b1b5-d5595fc8c452" + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "transport = out.matrix\n", + "fig = plt.figure(figsize=(8, 6))\n", + "plt.imshow(transport, cmap=\"Purples\")\n", + "plt.xlabel(\n", + " \"IDs of samples from the Swiss roll\", fontsize=14\n", + ") # IDs are ordered from center to outer part\n", + "plt.ylabel(\n", + " \"ID of samples from the spiral\", fontsize=14\n", + ") # IDs are ordered from center to outer part\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QHT5GbSTeOaI" + }, + "source": [ + "The larger the regularization parameter `epsilon` is, the more diffuse the transport matrix becomes, as we can see in the animation below." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 532 + }, + "id": "fC0dpRzQUOuQ", + "outputId": "82739f4a-60ca-4440-e6b2-bec41e97e72c" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
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gromov_wasserstein.GromovWasserstein(epsilon=i, max_iterations=20)\n", + "\n", + " out = solver(prob)\n", + "\n", + " im.set_array(out.matrix)\n", + " im.set_clim(0, jnp.max(out.matrix[:]))\n", + " return [im]\n", + "\n", + "\n", + "# Call the animator\n", + "anim = animation.FuncAnimation(\n", + " fig,\n", + " animate,\n", + " init_func=init,\n", + " frames=[70.0, 100.0, 200.0, 500.0, 750.0, 1000.0, 2000.0, 10000.0, 50000.0],\n", + " interval=1500,\n", + " blit=True,\n", + ")\n", + "\n", + "html = display.HTML(anim.to_jshtml())\n", + "display.display(html)\n", + "plt.close()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "EfrhuY9OWA9d" + }, + "source": [ + "To better understand the correspondence found by the {class}`~ott.solvers.quadratic.gromov_wasserstein.GromovWasserstein` solver,\n", + "we plot in the same color, for each point in the spiral, the point in the Swiss roll it is the most coupled to." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "QAwqE9ezV9SA" + }, + "outputs": [], + "source": [ + "# For each sample from the spiral, we get the most coupled point from the Swiss roll\n", + "indices_swiss_roll = jnp.array(np.argmax(transport, axis=1))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 320 + }, + "id": "f0pLYnqaV9WC", + "outputId": "95c81d78-afea-4bb5-c19d-4d61998d4558" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Sets colors to visualise matching of some areas between each shape\n", + "# IDs of spiral and Swiss roll are ordered from center to outer part\n", + "colors_input_spiral = (\n", + " [\"b\"] * 40\n", + " + [\"silver\"] * 160\n", + " + [\"g\"] * 40\n", + " + [\"silver\"] * 90\n", + " + [\"r\"] * 40\n", + " + [\"silver\"] * 30\n", + ")\n", + "colors_swiss_roll = np.array([\"silver\"] * 500)\n", + "colors_swiss_roll[indices_swiss_roll[:40]] = \"b\"\n", + "colors_swiss_roll[indices_swiss_roll[200:240]] = \"g\"\n", + "colors_swiss_roll[indices_swiss_roll[330:370]] = \"r\"\n", + "\n", + "plot(swiss_roll, spiral, colors_swiss_roll, colors_input_spiral)" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "collapsed_sections": [], + "name": "Gromov Wasserstein", + "provenance": [] + }, + "kernelspec": { + "display_name": "ott", + "language": "python", + "name": "ott" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/notebooks/gromov_wasserstein_multiomics.ipynb b/docs/tutorials/gromov_wasserstein_multiomics.ipynb similarity index 100% rename from docs/tutorials/notebooks/gromov_wasserstein_multiomics.ipynb rename to docs/tutorials/gromov_wasserstein_multiomics.ipynb diff --git a/docs/tutorials/notebooks/icnn_inits.ipynb b/docs/tutorials/icnn_inits.ipynb similarity index 100% rename from docs/tutorials/notebooks/icnn_inits.ipynb rename to docs/tutorials/icnn_inits.ipynb diff --git a/docs/tutorials/index.rst b/docs/tutorials/index.rst index d6d2cd427..63429a468 100644 --- a/docs/tutorials/index.rst +++ b/docs/tutorials/index.rst @@ -6,54 +6,54 @@ Geometry .. toctree:: :maxdepth: 1 - notebooks/introduction_grid + introduction_grid Linear Optimal Transport ------------------------ .. toctree:: :maxdepth: 1 - notebooks/point_clouds - notebooks/One_Sinkhorn - notebooks/OTT_&_POT - notebooks/Hessians - notebooks/LRSinkhorn - notebooks/sinkhorn_divergence_gradient_flow - notebooks/sparse_monge_displacements + point_clouds + One_Sinkhorn + OTT_&_POT + Hessians + LRSinkhorn + sinkhorn_divergence_gradient_flow + sparse_monge_displacements Barycenters ^^^^^^^^^^^ .. toctree:: :maxdepth: 1 - notebooks/Sinkhorn_Barycenters - notebooks/gmm_pair_demo - notebooks/wasserstein_barycenters_gmms + Sinkhorn_Barycenters + gmm_pair_demo + wasserstein_barycenters_gmms Miscellaneous ^^^^^^^^^^^^^ .. toctree:: :maxdepth: 1 - notebooks/tracking_progress - notebooks/soft_sort - notebooks/application_biology + tracking_progress + soft_sort + application_biology Quadratic Optimal Transport --------------------------- .. toctree:: :maxdepth: 1 - notebooks/gromov_wasserstein - notebooks/GWLRSinkhorn - notebooks/gromov_wasserstein_multiomics + gromov_wasserstein + GWLRSinkhorn + gromov_wasserstein_multiomics Neural Optimal Transport ------------------------ .. toctree:: :maxdepth: 1 - notebooks/neural_dual - notebooks/icnn_inits - notebooks/MetaOT - notebooks/Monge_Gap + neural_dual + icnn_inits + MetaOT + Monge_Gap diff --git a/docs/tutorials/notebooks/introduction_grid.ipynb b/docs/tutorials/introduction_grid.ipynb similarity index 100% rename from docs/tutorials/notebooks/introduction_grid.ipynb rename to docs/tutorials/introduction_grid.ipynb diff --git a/docs/tutorials/notebooks/neural_dual.ipynb b/docs/tutorials/neural_dual.ipynb similarity index 100% rename from docs/tutorials/notebooks/neural_dual.ipynb rename to docs/tutorials/neural_dual.ipynb diff --git a/docs/tutorials/notebooks/gromov_wasserstein.ipynb b/docs/tutorials/notebooks/gromov_wasserstein.ipynb deleted file mode 100644 index aae32d819..000000000 --- a/docs/tutorials/notebooks/gromov_wasserstein.ipynb +++ /dev/null @@ -1,16279 +0,0 @@ -{ - "cells": [ - { - "attachments": {}, - "cell_type": "markdown", - "metadata": { - "id": "xajtRXSEBHYb" - }, - "source": [ - "# Gromov-Wasserstein\n", - "\n", - "In this tutorial, we present the {class}`~ott.solvers.quadratic.gromov_wasserstein.GromovWasserstein` {cite}`memoli:11` solver. The goal of the GW problem is to match two point clouds, taken from different spaces endowed with their own geometries. We illustrate this use case by aligning a 2-d to a 3-d {class}`point clouds `, see also {doc}`gromov_wasserstein_multiomics` for a more challenging application to single-cell omics." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "\n", - "if \"google.colab\" in sys.modules:\n", - " !pip install -q git+https://github.com/ott-jax/ott@main" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import jax\n", - "import jax.numpy as jnp\n", - "import numpy as np\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import mpl_toolkits.mplot3d.axes3d as p3\n", - "from IPython import display\n", - "from matplotlib import animation, cm\n", - "\n", - "from ott.geometry import pointcloud\n", - "from ott.problems.quadratic import quadratic_problem\n", - "from ott.solvers.quadratic import gromov_wasserstein" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": { - "id": "ZWXzceln1fDL" - }, - "source": [ - "## Matching across spaces\n", - "\n", - "We use the {class}`~ott.solvers.quadratic.gromov_wasserstein.GromovWasserstein` solver to match a spiral in 2-d to a Swiss roll in 3-d, generated below" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "id": "8_XVtft51wpn" - }, - "outputs": [], - "source": [ - "def sample_spiral(\n", - " n, min_radius, max_radius, key, min_angle=0, max_angle=10, noise=1.0\n", - "):\n", - " radius = jnp.linspace(min_radius, max_radius, n)\n", - " angles = jnp.linspace(min_angle, max_angle, n)\n", - " data = []\n", - " noise = jax.random.normal(key, (2, n)) * noise\n", - " for i in range(n):\n", - " x = (radius[i] + noise[0, i]) * jnp.cos(angles[i])\n", - " y = (radius[i] + noise[1, i]) * jnp.sin(angles[i])\n", - " data.append([x, y])\n", - " data = jnp.array(data)\n", - " return data\n", - "\n", - "\n", - "def sample_swiss_roll(\n", - " n, min_radius, max_radius, length, key, min_angle=0, max_angle=10, noise=0.1\n", - "):\n", - " spiral = sample_spiral(\n", - " n, min_radius, max_radius, key[0], min_angle, max_angle, noise\n", - " )\n", - " third_axis = jax.random.uniform(key[1], (n, 1)) * length\n", - " swiss_roll = jnp.hstack((spiral[:, 0:1], third_axis, spiral[:, 1:]))\n", - " return swiss_roll\n", - "\n", - "\n", - "def plot(\n", - " swiss_roll, spiral, colormap_angles_swiss_roll, colormap_angles_spiral\n", - "):\n", - " fig = plt.figure(figsize=(11, 5))\n", - " ax = fig.add_subplot(1, 2, 1)\n", - " ax.scatter(spiral[:, 0], spiral[:, 1], c=colormap_angles_spiral)\n", - " ax.grid()\n", - " ax = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", - " ax.view_init(7, -80)\n", - " ax.scatter(\n", - " swiss_roll[:, 0],\n", - " swiss_roll[:, 1],\n", - " swiss_roll[:, 2],\n", - " c=colormap_angles_swiss_roll,\n", - " )\n", - " ax.set_adjustable(\"box\")\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "id": "QnKxaZSq3tas" - }, - "outputs": [], - "source": [ - "# Generation parameters\n", - "n_spiral = 400\n", - "n_swiss_roll = 500\n", - "length = 10\n", - "min_radius = 3\n", - "max_radius = 10\n", - "noise = 0.8\n", - "min_angle = 0\n", - "max_angle = 9\n", - "angle_shift = 3" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "id": "epHwIO2GdZ8r" - }, - "outputs": [], - "source": [ - "# Seed\n", - "rng = jax.random.PRNGKey(14)\n", - "rng, *subrngs = jax.random.split(rng, 4)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 320 - }, - "id": "jxZHUBVh_aZx", - "outputId": "9804bd3b-7e6e-41ae-f1f8-642c40566624" - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "spiral = sample_spiral(\n", - " n_spiral,\n", - " min_radius,\n", - " max_radius,\n", - " key=subrngs[0],\n", - " min_angle=min_angle + angle_shift,\n", - " max_angle=max_angle + angle_shift,\n", - " noise=noise,\n", - ")\n", - "swiss_roll = sample_swiss_roll(\n", - " n_swiss_roll,\n", - " min_radius,\n", - " max_radius,\n", - " key=subrngs[1:],\n", - " length=length,\n", - " min_angle=min_angle,\n", - " max_angle=max_angle,\n", - ")\n", - "\n", - "plot(swiss_roll, spiral, \"blue\", \"green\")" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": { - "id": "UbtqWVvdDi3e" - }, - "source": [ - "We define two {class}`point clouds ` to describe each of these point clouds, each using (by default) the {class}`~ott.geometry.costs.SqEuclidean` cost function." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "qNkgOiDE3pB9", - "outputId": "6bfe2818-29e2-4872-955d-c3c54490fd03" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "5 outer iterations were needed.\n", - "The last Sinkhorn iteration has converged: True\n", - "The outer loop of Gromov Wasserstein has converged: True\n", - "The final regularized GW cost is: 1183.609\n" - ] - } - ], - "source": [ - "# Instantiate the Quadratic Alignment Problem\n", - "geom_xx = pointcloud.PointCloud(x=spiral, y=spiral)\n", - "geom_yy = pointcloud.PointCloud(x=swiss_roll, y=swiss_roll)\n", - "prob = quadratic_problem.QuadraticProblem(geom_xx, geom_yy)\n", - "\n", - "# Instantiate a jitt'ed Gromov-Wasserstein solver\n", - "solver = jax.jit(\n", - " gromov_wasserstein.GromovWasserstein(epsilon=100.0, max_iterations=20)\n", - ")\n", - "out = solver(prob)\n", - "\n", - "has_converged = bool(out.linear_convergence[out.n_iters - 1])\n", - "print(f\"{out.n_iters} outer iterations were needed.\")\n", - "print(f\"The last Sinkhorn iteration has converged: {has_converged}\")\n", - "print(f\"The outer loop of Gromov Wasserstein has converged: {out.converged}\")\n", - "print(f\"The final regularized GW cost is: {out.reg_gw_cost:.3f}\")" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": { - "id": "1m2bmIHmTsyj" - }, - "source": [ - "The resulting transport matrix between the two point clouds is as follows:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 372 - }, - "id": "m6oeg1wgV-y4", - "outputId": "2aebf768-8418-4a4f-b1b5-d5595fc8c452" - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "transport = out.matrix\n", - "fig = plt.figure(figsize=(8, 6))\n", - "plt.imshow(transport, cmap=\"Purples\")\n", - "plt.xlabel(\n", - " \"IDs of samples from the Swiss roll\", fontsize=14\n", - ") # IDs are ordered from center to outer part\n", - "plt.ylabel(\n", - " \"ID of samples from the spiral\", fontsize=14\n", - ") # IDs are ordered from center to outer part\n", - "plt.colorbar()\n", - "plt.show()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": { - "id": "QHT5GbSTeOaI" - }, - "source": [ - "The larger the regularization parameter `epsilon` is, the more diffuse the transport matrix becomes, as we can see in the animation below." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 532 - }, - "id": "fC0dpRzQUOuQ", - "outputId": "82739f4a-60ca-4440-e6b2-bec41e97e72c" - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
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gromov_wasserstein.GromovWasserstein(epsilon=i, max_iterations=20)\n", - "\n", - " out = solver(prob)\n", - "\n", - " im.set_array(out.matrix)\n", - " im.set_clim(0, jnp.max(out.matrix[:]))\n", - " return [im]\n", - "\n", - "\n", - "# Call the animator\n", - "anim = animation.FuncAnimation(\n", - " fig,\n", - " animate,\n", - " init_func=init,\n", - " frames=[70.0, 100.0, 200.0, 500.0, 750.0, 1000.0, 2000.0, 10000.0, 50000.0],\n", - " interval=1500,\n", - " blit=True,\n", - ")\n", - "\n", - "html = display.HTML(anim.to_jshtml())\n", - "display.display(html)\n", - "plt.close()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": { - "id": "EfrhuY9OWA9d" - }, - "source": [ - "To better understand the correspondence found by the {class}`~ott.solvers.quadratic.gromov_wasserstein.GromovWasserstein` solver,\n", - "we plot in the same color, for each point in the spiral, the point in the Swiss roll it is the most coupled to." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "id": "QAwqE9ezV9SA" - }, - "outputs": [], - "source": [ - "# For each sample from the spiral, we get the most coupled point from the Swiss roll\n", - "indices_swiss_roll = jnp.array(np.argmax(transport, axis=1))" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 320 - }, - "id": "f0pLYnqaV9WC", - "outputId": "95c81d78-afea-4bb5-c19d-4d61998d4558" - }, - "outputs": [ - { - "data": { - "image/png": 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cWIatqJ1KT09PyXjVnp4eyPL07wOCIAiCIIjTmXkRs0kQ84U/Hv4jbnvxNvxz4J8AgC2tW/DvW/4db1vxtoqOj2fi+MSfP4H79t4HPaPH/Wvvx4afbMB5nefhV1f8Ck22bIkeURbhjXth4Ayw6C0VCVur3oqH9j8EUS5tzbQb7Lhs2WX48IYP4/WLXq+Jt2i6tIusAgXhVLii6yzE6obVOPDJA3iu/zlsH9kOPafHJV2XlMx0qygKnunLlk6RFAlntZyFty5/K3Tc5NqHTdby5Y1kRa6oHQAkEglEo6XfE1EU4ff7UV9fX1GfBEEQBEEQxGuQ2CSIE3z72W/jG898AxzDaeLvpaGXcNVDV+Gr534V333jd0seL8kSLr3vUjw/8HzWVTXHQPd0z9NY8T8r8OA7HsSLQy/if7f9L8YT4wCA9Y3rS4pNBgwW1yzGyvqVSIrJstexqn4V7r3q3knbu+u6MRYfK1oLk2d5dNd1l+2/FAzD4HWLXofXLXpd2baD4UFcdv9l2DO2BzzLgwEDQRbQZG3Co+95FGe2nJnXfnndcmxq2oSdozuLvl9WvRVXdF9R0VjT6XRV2xEEQRAEQRD5kBstQQB4eehlfOOZbwBAnhhT//2957+HZ/ueLdnHn4/+Gc/2P1tQzClQEE6Hccm9l+CmZ2/ShCYA7PHuAfBaOZJCx37rgm+BYRisbVhbMhEPz/JY715fcN8nzvxEUaEJZK2t1224ruj+apIUknj9r1+PA+MHtHMLsgAA8Ma9eOP/eyP6Q/2TjvvhxT8Ey7Bgi/x03XrhrTDrzBWNQa+fnIBoJu0IgiAIgiCIfEhsEgSA/9n2PyXjJnmWx/9s+5+Sfdzz6j0V1byciGqlU6Bo59KxOrAMC57lcdtFt+H9a98PALh+8/VlBePHNn6s4L6rVlyFq1ZcVVTUXrf+Oryuo7xFsho8uP9B9AR7CroES4qEhJDAf7/y35P2nddxHp56/1Poqu3K215vqccv3voLfHzTxyseg9lshtlcWphyHIfa2tqK+yQIgiAIgiBeg9xoCQLAK8OvlIyFFGURLw+/XHT/Y4cfw5+O/mlGSYU4hsNHzvgIak21CCQDWFyzGNesuwaN1katzbtWvQuPHn4UD+57EMBrApVlWMiKjJsvuBnr3OsK9s8yLB58x4O49YVbcefLd2IsPgYAaLW34vNbPo9Pn/VpSGJxIVtNHtz/oDbmQkiKhPv23of/uui/Ju17fefrcej6Q3h5+GX0BfqAXuDgJw/CbKzMoqnCMAyWLFmCvXv3Fm3T2dkJjituSSYIgiAIgiCKQ2KTIAAYOEPZNkbeWHD7347/DW978G0zEppA1sLpT/px92V3F23DMix++7bf4ty2c3H7S7ejJ9gDANjYtBFfPOeLeMfKd5Q8B8/y+Mp5X8EXzvkC+kJ9UBQFw5FheGIe/KP3H9jasrXgcYFkAEf8R2DiTVjdsLpgZtmpEE6Fy75f0XQUXq8XBoMBdrs9L0stwzA4u/VsbGzciMd7Hy+YUKgSXC4XVq9ejSNHjiCTyWjbOY5DZ2cnWloml2AhCIIgCIIgKoPEJkEAuLL7Suwf31/URZVjOLytu3BG2q/+7asly2dUCsdwsOqtyEgZHA8eB8dwWFyzeJKw41gO12++Hp8885MIp8PgWR5WvXVK5+JZHkf8R3D949ejL9Snbe+0deL2Jbdrr8fj4/j805/H/Xvv12IqW+2t+I/z/gMf2/ixomVKyrGyfiW2jWwrak1mwKDF2IKDBw8CAAwGA5YuXTorLq21tbU4++yzEQqFkEqloNPp4HK5wLIUZUAQBEEQBDETaDZFEAA+tuljMOlMBWMuWYaFntPjE5s+MWlfX6gPr4y8ormzzgRREZEUkmi6rQkr/mcFlv14GTrv7MSPXv5RQSsgwzBwGp1TFpoA8OSxJ3H5/ZdPSsIzGh8FkHVzDSQD2PrLrbh3z72a0ASAocgQPvHnT+Cbz3xzyudV+djGj5V0W1ag4MrmK7XX6XQa+/btg9/vn/Y5S8EwDGpqatDU1IS6ujoSmgRBEARBEFWAZlQEAaDZ1ownr34SNr0NzIT/zDozHr/6cXQ4OyYd509UR/wwYMCzvCbyVAYjg7jhyRvwyT9/sirWUyBb2/KGJ2+AoihFRfJX/vYVfP+f30dvsLeotffbz30bPYGeaY3hzJYzcePZNwKYnIWXAYPNrs24sPHCSccdO3asau8DQRAEQRAEMbuQGy1xWpFOp+HxeBAKhTRrltvthl6vxznt52DgcwP4ze7f4Jn+Z6AoCs7vOB/XrLsGTqOzYH+t9tYpnT83KQ7P8pp1T4FS0tL3kx0/wRNHn8A7V70Tnzzzk1hcs3hK581lh2cHjviPlGzjT/hx1/a7Sma+5RgO9+y6B995w3emNY7/uui/sKJ+Bb7//Pe12FOnzomrWq7Ce9vfWzA7cCwRw32v3odXxrLW5PNaz4MeVJqEIAiCIAhiPkJikzht8Pl8OHDgQJ5lLBQKob+/H6tXr0ZNTQ3sBjuu33w9rt98fUV9NlobYTfYEUlHyrblWR5vX/F2fO7sz2GnZye+/LcvI5qOVuyCOxAZwB0v3YEfv/JjPPzuh/HmpW+u6LiJeKKeitrFhFjJ/QoUHA8en9YYgKzr6kfO+Ag+vOHDGIwMwjPmQWw4VrQETV+8D1/a8yWMpcegY7MJgX6+/ee4f+392DO2BxtbN057LARBEARBEET1IbFJnBbE4/FJQlNFlmXs27cPmzdvhsFQPivtRLpqurBzdGfJNs22Zrxw3QvocHaAYRgcDRytSKBORFIkyJKMqx66Cn039OWVRamUJlvTlI8pBMuwcJlc2mtFUfD8wPM44j8Ch9GBi5dcDJvBNum4hJDAA/sewKueV2HgDbh06aW4YNEFsEpW7PUULkMSESL47K7PIiJk3zM1hlQVppfffzl2fmIn3FZ39hyJBEZGRhAOh8EwDGpra9HU1AS9nqygBEEQBEEQJwsSm8QpiaIokCQJLMuCZVmMjIyUjPWTZRkejweLFi2a8rk+sO4DeHX01ZIWypHoCDp/1Inuum586Zwv4dFDj5asM1kKBQoyUga/ePUX+Op5X53y8RubNmJZ7TIc9R+dUWIjURbxvjXvAwC8MPACrnv0OhwNHNX2m3gTvnzul/G187+mJV76y7G/4F3/9y5E0hHoWB0UKLjtxdtwRtMZeOzdj0Gn00EQhEnnetzzOMJCuOh4I+kI7t5+N751wbfg8Xhw5Ei+m3A0GsXAwADWrFkDp9M57WsmCIIgCIIgKocSBBGnFJIkob+/Hy+99BJeeOEF/POf/8TevXsxPj5e9tjpZjq9pOsSWPSWSYluCnHYdxjXPXoddo3umlFdTlmR8Y++f0zrWIZhcOcld2b/XcGYC/YBBpcsuQRbWrdgx8gOvPH/vVGLu1RJikl885lv4qt/ywriPWN78NYH3opYOuueK8iCFqe6Z3QPLrnvEixavKjg+f4x/o+SwlhWZDy4/0FEIpFJQlNrI8vYu3dvXj1NgiAIgiAIYvYgsUmcMkiShD179qCvry9PUAQCgYLWsolMNcupKIu44ckbsPp/VyOeieeJoWIiTm3TF+4Dx3AF25wMLum6BH96358KZtitBJPOhB+9+UdgGAZf+/vXIMpiUfF8679uxUh0BP/5wn9CVmTImNxOVETs8+7DK6FXsGLFiknurkkpWXZMsXQMQ0NDJWt/yrKM0dHRsn0RBEEQBEEQM4fcaIlThsHBQUQiU4+DBLLWPofDUbadJ+rBg/sfxFhsDC8OvYjn+p8raHEr557KMVzJTK/lYBkWb1j0hmkfDwBvWfoW9HymBy8MvIChyBBuevYmDAQHKjo2I2bwiT9/Ave//X78pecvZa/3/r334/cHf18y4y7HcPj9wd/jyrddifr6eoRCIWQyGbAsiyUHl2A4MQwJhd8zjuGwpnENgsFg2UWDYDCI9vb28hdJEARBEARBzAgSm8QpgaIoGBkZmdHxzc3NedsCyQDu3n437tl1D3wJH3SsDr6ED0BW3IhKceFUDkmR0G5vx0BkYFLsJgMGTbYmjEQLXw8DBgbOgA+f8eFpn1+FZVic13EeAODZ/mdxX/i+io4TFRF/6/0btg1vq0hYj8ZGkRJTJdvJioxYJutiq5alAYDjx4/jre634h9jxd2GJUXCJzZ9Asp4ees01ekkCIIgCII4OZAbLbFgUF1j9+7di127dqGvrw/pdBoAIAhCRa6yxTAYDIhGo5DlrOgbDA9i/d3r8fV/fB3HAscQSoUwnhiHcuK/mQhNICsYu+u68ft3/R4bm14r2dFqb8UP3vQD9N3Qh1svvBUA8kqBcAwHA2/Aw+9+GA2Whkn9HvEfwWef/CzW370eG36yAV/+65fRF+qraEwf3/TxkpbHQvSGe7XkP8WQFAntjnYsdpauDcoyLFbUrZi03ePxYL1zPa5svrLosZe0XILGcCMkqby1uBILNkEQBEEQBDFzyLJJLAgCgQD27dsHAIhEImAYBuFwGAMDA1i5cmVFGUbVEhiCICAcDuftS6fTOHz4MEZHR7FmzRq87/fvgyfmmVESn1IoUPCuVe/CVSuuwlUrrkIoFUJGyqDOXKeJt89v/TwuWHQB/mfb/+CFgReg43S4fNnl+Pimj2ORc9GkPn+z+ze47tHrwIDRxPDesb24/aXb8X/v/D9cvvzykmNa716Pr53/NSCEsgJSxWlw4orlV+Cxw48VdQvmGA7vXv1u3LX9rpJ9SYqEp3qewg7PDrx9xdtx9ZqrYdaZIYoiGIbBDUtvQJe1Cw8MPoCh5BAAwG3Mljr5VOenkEyWj+tkGAZNTdUp/UIQBEEQBEGUhsQmMe9JpVLYt2+fZnXMRVEUHDhwAJs2bYLD4ZgkIie2bW5uxrFjx4q2CYfD2H5gO54ffL4qYy8Ez/BodbTivWveq21zGp0F225q3oR7rrinbJ97xvbgg49+cJI4VutyvuN378CRTx0pmxDoC1u/gMcffxxrG9fixZEXS7ZlGRYXLLoAG5s34q/H/4qEkCgoOL/9+m9j+8h2HPQdLNkfAwY7PDvAgMFTPU/h2899G/+49h/geV4TnJc1X4ZLmy5FUMjGZtboahCJRCoWxytWrIDRaKyoLUEQBEEQBDEzyI2WmHdkMhn09vbipZdewvPPP4+dO3eWjLNT4zXLJX2xWq0AgEQiUbJdPBCHgTVMfeAl0LE66FgdAGBp7VL8/Zq/w6wzV63/H738o6KCS4ECSZbKWhZzefaDz+LjGz9eNKsux3B4z6r3oMXegu66brzwoRdwVstZeW0aLA3437f8L754zhfxi52/KJt9V439VP/viXpwyW8vQX1jfV47hmHg0rtQa6gtmXlWRafToampCRs3bkR9fX3Z9gRBEARBEER1IMsmMa+Ix+PYvXt3XvxlJXF4fr8fXV1d6OrqyrNcMgwDRVFgtVqxZs2aispecODQYe7AkVjheo2VooqrX17xS7w08hJ4lseFiy/EhUsurNgSVyl/6flLyXhL1UX1+2/6fsV93nHJHRgID+DxY49r2XPV/29p24KfXP4Tre2axjV44cMv4JDvEI74j8BusOOctnOg43SIZ+LY69075ey7kiKhJ9iDPak9aNG3TLs+5rJly1BXVzetYwmCIAiCIIjpQ2KTmDcoioL9+/dPK9GPLMvo6emBx+PRtvE8D6vVira2NtTU1FRkBdP6K1ALcqqo4urtK96O96x9z4z7K0UlGVanGn9q4A344/v+iKd6nsIvX/0l+sP9aLY249r11+KyZZflJS5S6a7rRnddNwBAkiV84x/fwG0v3oaEUNqaXAye5fGP/n/gtjfehkOHDpV0kyYIgiAIgiDmFyQ2iXlDKBSqKMlLIWRZxtDQUN42URQRCoVQV1cHl8sFAKipqUFvb2/JvnQ6Hda1rkPv4d5p18JkwODqtVdP69jpcMGiC/Dg/geLWjd5hsfrF71+yv2yDItLui7BJV2XTPnY9//h/Xhg/wNTPm4ioizCaDRi/fr1SCQSGBoayltUKEWl9VMJgiAIgiCI6kMxm8S8IRKJTPtYUSzuQnrs2DGtRIrNZoPdbi/ZV0tLC35+xc+1kiSqy+vEmEMWLN7Y+Uac4T4jb7uJN+FL53wJP7rkR1O+junymbM+U9KNVoGCT5z5iZM2nhcGXqia0Dyr9bVYULPZjI6O0kmOcnG73dDpdDMex0RkWUYgEMDY2BiCwSDV7iQIgiAIgigAWTaJecNU3FxzYVm2YKbaXEZHRzWRsnLlSuzevbugFbWhoQHt7e1gGAbPf+h5PHLoEfx6968xFhtDZ00nPrzhw1jnXgd/wg+31Y1acy0A4OD4QewZ2wMjb8TrO18Pu8E+o7qfU2Vzy2b86JIf4TNPfgY8y2vCk2d5yIqMX135KyyrXXbSxvO1f3xtxn2wDAu7wY73rM53QTYYDGhoaIDX6y15vNPpxJIlS2Y8DgAIBoMYHR2FLMvgeR5+vz/v8zUYDOjq6qLYUIIgCIIgiBxIbBLzhkpcXCfS1taGwcHBsu1yM9AaDAZs3LgR4+PjGBsbgyAIMJvNcLvdebGdOk6Hd656J9656p2T+nNb3XmvV9SvwIr6FVMae7X59FmfxlmtZ+FHL/8Iz/Q9A4ZhcNGSi3DDWTdgbePakzqWPWN7Kmq386M78b0Xvof/O/B/YBlWiyvlGR46TodH3v1Iway9y5YtQyaTQTAYnLRPr9drwm+6CxgqyWQSr776atmFg3Q6jf3792P16tWora2d0TkJgiAIgiBOFUhsEvMGm80Gh8OBSCRSsVvi8PBw2TZqRtpwOAyj0QiDwQCO4+B2u+F2u8sev5DY3LIZv73qt3M9DEhy+VhXBgw2NG/AA29/AA8sfwD/s+1/sM+7DyadCe9a+S585qzPYGnt0oLHchyHtWvXwufz4V//+hecTqe2YGCz2aYlMjOZDAKBACRJgtlshs1mw/bt28tazXPp6emBy+WascglCIIgCII4FSCxScwrVBfXcrUwVWRZhtVqRSwWK9pGURSMj49jfHwcAGCxWLBixQpYLJaqjJmYTHdtN14eeblkm2ZbMwCAYzlcvfbqKSdUYhgGTqcTALBq1appx2YqioKenh6MjIzkLXJwHDcloQlkLaHRaLRsXDBBEARBEMTpACUIIuYVer0eGzduRHd3d0UTdoZhpmzJisfj2L59O0Kh0AxGOv8RJAGPH30cP93xUzx66FGkxfRJO/cXzvlC2TZfPOeLJ2Ek5Tly5AiGh4cnWdMrqe9aiOnWAyUIgiAIgjjVILFJzDtYlkVjYyO6u7vLtlUUBWazGatWrQLHZbPFVio89+3bd8pmEX1w34Novb0Vl953KT72p4/hygevRNNtTfjZjp+dlPNf2X0lLlp8UdH9m1s24xObTl523GIkEgmMjo5WtU+DwVDV/giCIAiCIBYqJDaJsiiKAkmSTrowMxqNFbm6hsNh9Pb2wmKxoKGhAU1NTaipqSl7nCRJmmvtqcTvD/we7/n9e+CN52drDaaC+Lc//Rt+sfMXsz4GjuXw2Hsfwxe2fiEvwY+BM+CGs27AM9c+Ax1X/ZIkU6VcRtupYjKZYLVaq9onQRAEQRDEQoViNomiiKKIoaEhjIyMQBAEMAyDuro6tLe3T3lCHY1GEYlEwDAMampqYDKZyh7DMAw6Ozuxb9++ku38fr8mhCORCHQ6HRwOR0Xj8vv9aGhoqKjtQkBWZPz7U/9ess0X//pFfGDdB6Dn9LM6FgNvwH9e+J/45uu+iVdHX4WiKFjvXg+bwTar5y1HMplEMBiELMuIx+NV7burq4uSAxEEQRAEQZxgzi2b3/rWt8AwTN5fOffJ3/3ud+ju7obRaMSaNWvw+OOPn6TRnj6Ioohdu3ahv79fK/ugKAp8Ph927txZsOREIZLJJHbs2IGdO3fi2LFjOHr0KF555RXs27cPoiiWPb62thbd3d2ai2whJlpcBUGoeHynmjB4aegl9If7S7YJJAN4quepkzQiwKK34Nz2c3Fex3lzKjRFUcT+/fvxyiuv4OjRo+jp6YHP56tK3+pvkcvlqkp/BEEQBEEQpwLzwrK5atUq/PWvf9Ve83zxYf3rX//Ce9/7Xtxyyy247LLLcN999+HKK6/Ezp07sXr16pMx3NOCvr6+glYfVdgdOHAAW7ZsAcsWXq+QJAnBYBCHDx8uKCr9fj/27NmDDRs2TBJ8iqLA7/fD6/VCEASYTCasWbMG0WgUO3bswKJFi+D1epFMJouOv9LkLpVaQBcKE11nZ9ruVEFRFOzbtw/hcLgq/RkMBixatAgcx0Gv18Nut59yCxcEQRAEQRAzZV6ITZ7nK653eOedd+KSSy7BF76QzXb57W9/G08//TR+/OMf4+67757NYZ42SJIEj8dTso0oivD5fJNcUGVZRm9vL0ZGRsqWjYhGo/D7/airq9O2CYKAPXv25JUyCYfD8Hg8aGxsBAA0NDSgv7+09Y5hGPA8r1llC8Gy7CnlQgsArfbWqrY7VQgEAjMSmhaLBW63G4qioLa2FmazufxBBEEQBEEQpznzQmwePXoUzc3NMBqN2LJlC2655Ra0t7cXbPviiy/ixhtvzNt28cUX45FHHinafzqdRjr9WtmHSCQCICtsSomRqaD2U63+ZptS400kEmUtgwzDIBwO5yXiURQF+/fvn9Kk3uPx5FkX9+/fj2g0mtdGtaaqAlgUxYqSFTmdToTD4bzPPnf83d3dkGV5yrUUK2Uu7om1dWuxvn49jviPQMHk94gBA7fVjfNbzy84rlPpPs7F4/HMKMGVIAjaYkcl5yvX10z7OJkstPECUxvzQrougiAIglhoMMoc13544oknEIvFsHz5cng8Htx0000YHh7Gvn37YLNNju/S6/X49a9/jfe+973atv/93//FTTfdhLGxsYLn+Na3voWbbrpp0vb77ruPLBQEQRCnMYlEAu973/sQDocrqu1LEARBEETlzLll881vfrP277Vr1+Kss85CR0cHHnroIXz4wx+uyjm+8pWv5FlDI5EI2tracNFFF1VtciEIAp5++mlceOGF0OnmvqRDOUqNV1EUvPrqqyVjIgGgra0NLpcLFosFDMNg7969mtV4qphMJlgslpIJWxRFQSQSwTnnnINEIoHjx48XbctxHDZv3lw0pvRkMJf3xHP9z+GLT38RB30HtW2Laxbju2/4Lt6y9C1FjzuV7uNcjh07VnQxqhJWrFhRteQ/p+p7PJ+Yypin+5tFEARBEER55lxsTsTpdGLZsmU4duxYwf1ut3vSpHFsbKxkzKfBYChYaF2n01V98jQbfc4mxcbb2dmJgwcPFjjiNYaGhjA0NASLxYLu7m5kMplpJ0lJpVJIpVIVHc9xHNra2hCPxwvWSeQ4DmvXri34mc8Fc3FPvLHrjdi+ZDt2j+3GYHgQbqsbm5o3Vfz5nCr3sUpLS8u0a2rW19ejoaGh6gmATrX3eD5SyZgX2jURBEEQxEJi3onNWCyGnp4efOADHyi4f8uWLfjb3/6Gz372s9q2p59+Glu2bDlJIzw9aGhoQDqdLmk9VInH49i1axf0+tmt26hiMpm0mMu6ujqMjIwgHo9rCX/U+N/THYZhsN69Huvd6+d6KHOOzWaD2+3G6Ohowf1msxl1dXXweDxaDB/HcaitrcXixYvLCs1wOIzh4WGEQiGtlmxra+uU69ESBEEQBEGcSsy52Pz85z+Pyy+/HB0dHRgZGcE3v/lNcBynxWRec801aGlpwS233AIAuOGGG/C6170Ot912Gy699FI88MAD2L59O37605/O5WWckrS1taG+vh6jo6OIRqMIBAJF20qSVLIWZjVRz8MwDOrr61FfX39SzkssXBiGwbJly2A0GjE0NKSV42EYBg0NDViyZAl0Oh3cbjcOHjyIaDQKSZLg9XoxPj6OxsZGdHV1FbzHBwYG0Nvbm7fN6/VibGwM3d3deYmFCIIgCIIgTifmXGwODQ3hve99L/x+P+rr63HuuefipZde0gTEwMBAXtzd1q1bcd999+FrX/savvrVr2Lp0qV45JFHqMbmLGE0GrFo0SL09vYiGAyWzOgZj8eh1+shCELBdjqdbkaZHy0WS9XqJBKnHwzDoKOjA21tbYhGo1AUBRaLRXOjFAQBu3fvnpS9WFEUjI6OIp1OY82aNXlWzlAoNEloqscAwKFDh2C322EymWbxygiCIAiCIOYncy42H3jggZL7n3nmmUnb3vnOd+Kd73znLI2IKEQmkynbRlEUrF69GkePHp1UvsRut2P58uXYtm3blM9tMBjQ2tqqucwSxExgWVYrtyOKIoLBIICscCxUJkclGAwiGAzmJQoaHh4ue76RkREsWbJkhqMmCIKoDEVRIMty0cXhYmEBU91ebh9BEAQwD8QmsTDQ6/Vl6xSyLAuLxYIzzjgD4+PjGBsbg6IoqK2tRVNTExiGQW1tLfx+/5TO3dTUhNbWVqqHR1QNSZLQ09OD0dHRKdXfHBsbyxOblVjayRpPEMRsowpMSZIgyzLS6TQkSapYDE5HNBY6JndbMpnMS9JVTsxO3F+u/9nYfjLOQQKdON0gsUlUhNvtxsDAQNH9DMOgsbERsixj//79efGdgUAAg4ODWLVqFTo6OhAIBKY0wa/EqkoQlSLLMvbu3TstERiLxWZhRARBEFMnV2DGYjEMDQ2hq6sLDMOAYRhwHFdU2EynxPrEYwr1kbvt4MGDcLvdU45bL9Rv7nXk7p+4fXh4GJIkob29Xds3sT+GYcqeoxLU9oIgwOv1oqWlpeJjim2rRHCr29XFhNxcAqeqQC+3j5jfkNgkKsJkMqGlpaWo26BajqRYrc1UKoVdu3Zh06ZNWL16NQ4ePKglaSmHx+NBTU2N5vpIEDNhfHx82tbGRCIBQRC0lXqXywWv11ty4mYymaAoCj0oCYKYMRMtmIqiQFEUpNNpjIyMYPny5Xm/N3NpXWMYBizLgudP3lRTkiSIoli2pFE1xLaKKIo4fvw4Wltbyx5TTqBPZWyHDh2C2WxGe3t7WZfpQoK70PmKbZ943s7OTq283HRF+lTaS5KEUCiE2traSX1UKtBz9821Ff3w4cPo6OiAzWYrOtZTCRKbRMWoGTsHBwchSZK23eFwYNmyZUgkEiULpEuSpK28btmyBT6fD4ODg2WtRYqi4MCBA1i7dm3VroU4ffF4PDM6fmxsTJtUtLS0TKr7OxGv14t0Oo3Vq1ef1EkXQRCnBsUEpmrBZFk2L5Hi6U4lYq1absMAtPf+ZH8G6ud+Mp8riqLA7/dj8eLFFZ93psJeURSkUins378f5513XsE+p3OOYsflfs6xWAwHDx7Epk2bpiXQi1nRr7jiCtx111246KKLpjXuhQbNfIiKUbN5tra2IhwOQ5ZlmM1mmM1mAEB/f3/ZPsbGxtDW1oZEIgG9Xo/Vq1djz549SCQSZY+l5EBENUilUjM6Pjf5lc1mw/Lly3H48OGSx4TDYRw+fBirVq2a0bkJgjg9yBWYfr8fsVgMLS0teQIzF4ZhIMsywuEwPB4PxsfHIcuy1k49buJfqX0z3Z9OpxEMBiHL8qydY2KbiWKcqC4TP4+pHDMT1Pv4ZJXYU+E4riJLeSkKic3c7+bpAIlNYspwHJeXJEWlkgQ+oijipZde0l7zPI+WlhZ4PJ6SsZnqahpBzBS9Xl8y62w5YrFY3kTG7XbDarXi1VdfhSzLRY/z+XxIJpNk3SQIoiC5AlP1HlIUBdFoFD6fD+3t7QWPiUajGBgYgCAIeOWVV9DQ0IDOzk5tYq6Kr4l/xfYB0H7Lih1b7g/Izgmi0SgymUzF5650fOUsWaoHSyWCtdS+SvarFucDBw6cVFGfTqfBMAzC4XDJPgCUXHSY+D6VY7pWxJmyUBcPJo5b/Z6T2CSIaWAymRAKhab0QySKIvr7+ytaNZqrHzji1KKxsXFSaZ6pkEgkMDw8nBefI8tySaGpEggE0NDQMO1zEwRxaqEoiiZWcgVmrgVzoiueoiiIxWIYHR2Fx+NBOp1GTU0NOI7DG97wBrAsq9W7nssJ+quvvorGxkY0NzdXve9iYrS3txeCIKCrq2taQnY6YjidTiMQCGjx+RP351pbqym40+k0otGolnSx1LGVUonYVRQFu3bt0hJQVds6XWi7IAiQZRkDAwMnTcwzDKN9j9Tv5sRjpguJTYKYJk1NTdN2da3EKmqz2bSaiAQxXdxuN4aHh5FKpaa9gDE4OKi5tAGVL4RUIkgJgji1yRWYvb29aGpqAs/zeQIzF/V3JhaLwePxYHR0FMlkEg0NDVi2bBnq6+sRj8exbds2cBx3WizM5gqEXDiOgyzLWvKak4G6ANnZ2XnSzgkA+/fvh8ViwaJFi8q2rabgfvXVV7Fo0SLo9fpp91Fq/0RxDrw2RwyHw3nby1ngp3P+Qjz77LOTtk1H0N56663o7++HIAj4zGc+A5fLBY7jwHEcnnjiiZPuJnyyILFJVA2r1Yrm5uZZi61samrCwMAAQqEQxsfHEY/HwfM8Ghoa0NjYSO6JREVwHIf169fj4MGDCIVC0+ojk8kgFotpmeTMZvMk60MhCmWeSyQS8Pv9kGUZFosFtbW1C9ZdiCCIwqjeD7kWTCCblbKurq6oOIrH4/B6vQgGg/jXv/6F+vp6dHV1ob6+Pu+ZR78ZWeh9KEw1rHG5fdXU1MBkMlWlv0qIxWIIh8NYs2bNrJ8rV3iGw2Hs378fZ599dlUE7Qc/+EEEAgHceeeduOqqq9DV1QVRFCFJUkWWzueeew633norduzYAY/Hg4cffhhXXnll3ti/+c1v4mc/+xlCoRDOOecc3HXXXVi6dOmsvFeVQrNzoqp0dXXBZDJp8SNA8WxcE7FarUUz0zY3N6OmpgZAdjWPZVmtz0gkgsHBQaxbt+6k/vgRCxe9Xo9169YhHo9rZVAURcGxY8cq7iP3ntbpdGhoaCiZmdZkMsHhcGglfyRJwpEjR+Dz+QC89j3R6XRYuXIlnE7nNK6MIIj5QK6VRrViqhSyguQSj8cxOjqK0dFRxGIxWK1WmEwmnH322SUXVU8Hi2Yl0Ptw6nEyP9Pc7yTHcWBZdkYJgnK57LLLoCgKvv3tb+Oiiy7C1q1bp3R8PB7HunXr8KEPfQhXXXXVpP3/+Z//iR/96Ef49a9/jc7OTnz961/HxRdfjAMHDsBoNFblGqYDiU2iqjAMg9bWVrS0tGiJVEwmE1566aWSLoQMw8Bms2HJkiUYHBxEMBiEoiiw2+1oaWlBfX09BgcHtfYTf3gymQz27ds3KT01QZTCYrHAYrEAQN79VQ6GYbQszMBrMVbFYFl2UnKPw4cP51lWc92F9uzZgzPOOANWq7XiMREEMbfkCsxwOAyDwaDFXBZz+1QXmRKJhCYwo9Eo6urqsGjRIm0Ry+PxLDjvnUoXmomFxen0mc7WtU43ZvPNb34z3vzmNxfcpygK7rjjDnzta1/DFVdcAQD4f//v/6GxsRGPPPII3vOe98xozDNhYf1yEScdNXW5oiiwWq2wWCzw+/0YHR2FIAgwGo1wu92oqanJe4iq4lHF7XaXdK9VFAWNjY1wOByaRSd3Aq8oCoaGhkoen0gkEAqFNAsoQVSKJEkVle5RyXXbVpRsUorR0dGi7WVZxuHDh9Hb26uJzmAwWFKgDgwMYOXKlRWPiSCIk08hC6aiKHj55ZexadMm2O32ot/zZDIJWZaxa9cuxONx1NbWor29HY2NjXmWlEpEGwk74lRnrgwJs3He2UgQpM5D3vSmN2nbHA4HzjrrLLz44oskNon5hyRJOHbs2KQJNMuyeRbKaDSK8fFxGI1G7SFrt9vR3NycVx6ltbUVY2NjebEqubhcLtjt9rxtuV/wdDpdsjSK2j4YDJLYJKZMOBwuem9OxGw2Y/HixQCy6fX7+vrK3psqmUwGR48eBVD6AaYoCnw+32mXsY4gFgLFBGYht9iJ3/NUKqVZMNVkJ263G+3t7VrClWLnJIiJnEoCrBRzdf/P1nkrjdGcCup8vbGxMW97Y2NjycXwkwGJTWISiqLg4MGDBetaFnOFTaVS2r/9fj/8fj/a2trQ2dkJhmFgMpm0pCyJRCLv2MbGRixdurTs5JsgZotKhWZdXR2WL18OnucxMDCA3t7eaZ+znOutOpklsUkQc08lArOYyEylUhgbG8Po6KjmfdPc3IwzzjgDzz33HBobG0sKzYUaGrJQx00QuSwUy+Z8hsQmMYlwOFxQaE6VwcFB2O121NXVAcgmANq0aRMikQhisRhYloXL5aooRbnRaCwbr6IoChwOx4zHTZx+VJpYqr29HTzPI51Oz0hoVoKaDp0giLlhosAMBAIYGhrC6tWry9bbUxQFHo8Hhw4dQigUgtPpRFNTE9avX5/3zKuW++t8daOdj2PKRRRFyLIMnudP2uSf8fnA7t0Lxu+H4nJBXrMGcl0dRFEEy7KTf/eTSbBHj4IZHwdMJshLlkCZYL0iZofZjNms9vPd7XYDAMbGxtDU1KRtHxsbw/r166t6rqlCYpOYhNfrrdqDa2hoSBObQPaB6HA4piwKGYZBS0tLSRFsMBjyXHcJolKsVmvJbMhANpmQmrDnZLikSJKEw4cPY9myZafVCihBzCW5AlMURe01wzAQRRGRSKTo9zGTyWjJfARBgN/vR2trK9atWzfjTJDzXbQtNNTPUvXK4jgOVqs1W8ZKkoBkEjCbgSoLAub4cejuvRfMyAjA84AoIrp3LwJvfCMEh0PzBHM6nVkxEg6Df+QRsGqmdEkC53JBvPhigGFg6OkB/+qrQCoFubMT8po12XHPEnN5H55KLsOKolT9ud7Z2Qm3242//e1vmriMRCJ4+eWX8YlPfKKq55oqJDaJSWQymar9oEQikar0AwAtLS3Ys2dPwX08z2urzQQxHZYvX45du3YVdKllWRbLly/X7q9UKjXjBZna2loEAoGSbcbGxsBx3JzXyCKIUxlVUEqSBEmS8gRmMTdZlUwmA6/XC4/Hg0AgAIfDAbfbjVgshpUrV1aUQ6CS5D/lKPR7VM5V/1SkkutVFAWhUAipVAo6nQ4sy0IURYT8fhheeQWmXbvARKNQamognX025I0bAVUYqL/Z01nYliTwf/4zmLExyCtWACyLuMmEcYMBSm8vuDPOgHyitmMikYDT6YRl+3awhw5BXr4cOJE0ihkcBPfXv6KGYeA6cACcXg+wLLjnn4e8ahWE978fKFDTuZqcLjGbs8V03WhjsVheibbe3l7s2rULLpcL7e3t+OxnP4vvfOc7WLp0qVb6pLm5Oa8W51xAYpOYhMFgmJcuOeqP2/Lly+H1ehGPx8HzPBoaGtDc3Fwy5oUgymG1WrFhwwb09fVptS8BaCUI1BIpAKpSc6urqwuhUAhHjhwp2c7j8aCjo4Pub4KoIqqgFAQBwWAwz9ummLhUn4uCIGgxmH6/H3a7HW63G6tXr9Zc8vv6+ioaR6WT9vn2PJ7PlHuv0uk00um0VpoGyNZe5v75T7DPPAO4XFDsdjCjo9D97ncQJQlyUxP4J54AeyLBm7x0KcQ3vxlKR0fF42LGxsAODEBuaQFYFgqAqMMBWaeDeXQUUiyGlMmEdDqNRCKBVDIJYyoF17JlcOQ8c5SWFrDbt6NmeBhSezvkJUvUCwO7Zw+4bdsgveENxccxPg5mbAyKyQRl0aKqW29PJWZrwWa6YnP79u14/etfr72+8cYbAQDXXnstfvWrX+GLX/wi4vE4/u3f/g2hUAjnnnsunnzyyTmtsQmQ2CQKUK5MyVSYjcL0dXV1ef7oBFEtLBYLVq1aBVEUIQgCdDpdwVjhmpqaKdXlLATP8xXFiiqKgpGRESxatGhG5yMIIosoipqLbCqVwssvv4yLLrqoZAymKIrw+/1IpVL4+9//DpvNBrfbjZUrV+bV3M2lEoFYaVmTSphvgnTeWFWDQTCZDBSXC9DptOROuZN9/vBhOB58EIwggDGZkGltRbqlBfzQEAx/+Qt0ggDG44HidgMMA/aVV6Dftw/iO98JptISVbIMKIpmJVUYBhm9HrwgAIoCQZaRSCS0z1ESRSQsFqTa28GGQrDlJGJkQiFwqRQyuRZWgwGKzQZ2+3bAaMwKSrMZ8po1UJqbAUEA/+c/g3vhBTDhMBSDAXJXF8R3vzt7XSfGyO7fD3bPHjDhMORFiyCfcYa2/3R0o50Npis2L7jggpKfAcMwuPnmm3HzzTfPZHhVh8QmobmUpNNp6PV6OJ1OuN3uqsSl2Ww2SJJEiU6IBQXP80UTUqVSKRw6dGha/XIch7a2NuzatQtA8ezOE+nv74fD4aCyPgRRBXIzyaoTvkJCUxRFeL1ejI6OwufzaZawrVu35nk6FKLaE+NqCdKTzZwK4GAQ/D/+AfbwYUAQoNTVQTrnHLAnQiLUCb/hpZfguOsu6A4dgmw2Y7yzEwGHA4LbDaapCdaeHrQ8+SQMwSCY3buhGAxgkkkwwSC4l14C29kJ94YNwOteB5TKMO52Q25pAdvbC3npUjAAdPE4uP37YQqFwEgSEt3dkBoasomLWBas2QxZFDHM81ji8UAnSWC8XsBigRyPTz5JMgnuhRfAHTiQfS3LUOrrIbzvfWAiEXCPPw7U10Pu7s4mHtq7FzpJQubTnwZ0OnDPPgv+ySezx5lM4I8cgbxnD8Srr4bS1jY7n1MFnGqlTygbLXFa4fP5JtUJ1Ol0cLvdcLlcCAaDeV82l8sFs9kMn8+nWX7S6XTRL+TAwACGh4exaNEitLS0zNsHIkFUyqFDhyquq6liMpnQ2dkJl8ulFXEHUNQiUuy8Z599Nn2HCGKGsCyrPbPU71NuEqDx8XGMjo5ifHwcZrMZTU1NWLZsGdLpNPbv319WaKr9VjpRXahCct4iimD/9S/ofvUrMKOjkFesgLJoEZjxcfCPPgrTu94FQ10dUqkUDKkUrPffDyWVguRyIbB1K8Ze9zrwkQgMIyOQXS5E6uqgnHkmltx3HwCAGxgAJAmK3Q7FZAIbCmHxY4+BO/98SOeeW3xcPA/pzW8Gc999YA8cABQF7gMHoMTjgMEA865dsDqdGHrHOyBu2JANnWAYSJEI0gBCqRQajx8HdDqIF14I4U9/Ah8KAeoiZCYD7siR7DHLlmVjPBUFTG8v+IceAvR6wGKBUl8PAFAsFkjLl4Pr6QF77BiUhgZwzz0HxWbTst1KioLU2BhSr74KCAKMHg9q9+8H29YGdHWVFNenCvPJjXahQmLzNOfw4cOTvkiCIExyEXS5XOjq6tLc/paoMQLIJkhQi1Qnk8lJ55AkCT09PQCA1tbWal8CQZw04vE4wuHwlI9LJpNaSvtca6bRaITL5SqbKAjIfs/8fn9edmeCIGaG+vwbHR2F1+uF1+uFyWSC2+3G0qVLtQzUQHWT5008f7X6mW+utCcbRhDQ9JvfwLBtG9iRESh6PdiREcgbNkA65xwwPT3gduyA893vRiQSAbNjB9ixMQiLF4MbGUGwuxusKEKfSGRdShkGbDiMeHs7omvXwr5nT1Zg8Xw2Y63JBKm1Fezu3eAef7y02AQgd3dD+NjHwL76Kvjf/Q76WAzJ7m4IJhMkQQDf34/mP/wBfStWQOJ5gGUhWSzgBQGhzk7U1tdDWb4cyuLFCHs8aNy1C+zBg1nX3HQaYBjIqtAEAIaB0t6ebcPzkFtaoACIOByIOJ0QdDrwTiessRhs6XTWdXb5cgCAyLLw1dYiWV8PJhSCsnMn4skkXL29MP6//wds3QrpootOSsznXCW7mo3vkxovTmKTOOWZ6hcoEAigr68PK1asmLRPr9ejra2trNttX18fmpqayKWWWLCUKo1SDq/Xi9ra2knbly5diu3btxfMgjuRRCIx7fMTBPEakiTB5/Np+QmOHTuGpqYmbNmyBVarteDEdirWympbNqf6zJZlWVvYKhWLOpvMxTktr7wC50svQXE4oLhcUBwOIBYDu3Mn5LY2wG4H4/WCP1HnW7Fawdjt0NvtkC0WiE4nuEQCEISsUDObwYXDUHQ6CDwPRhCgAADLZkuknEi8IhmNYCuM41daWiDV1kJ3//2Qu7qgr6uDTpYh6fVItLUhrddDTCQg6PWvxW/yPMSaGvR1dqKhoQFGlkXo3HOh6+6GKRgE0mkoTU3gH35YG5MGy2YTEtXUgAkEEOzqgq+hAYyigEskINjtGDcaISsK6oFsbCnLImq1ImEywTQwAG5oCMrSpUjW1SF8xhkQfD4YX3gBSkcH5EpjVhcos+UST2KTOOWJRqNTPsbr9aK9vb2gC1EsFito1cxFkiT4/X40NDRM+dwEMZckEgl4PB4Eg8Fp91HM9dZoNGLlypXYu3dv2T5ooYYgZk5fXx8OHToEvV6vPY+2bNlSlSzTuVSaIKgaqP2oAnpsbCzPi2Jiht1CZV2q/ReLxSAIAjKZTNX6BLKT9GLXY9y+HVAUyDYb2N7ebOZVQQAkCeyOHZDXrYOyZAnAsohEIhh3u5H52MfAShKcXi84vR4ZiwW6ZBJyfT2Uzk5I4TAYjoM+kYAiimAlCQrLQjGboZwoMcIlk5A7Oyv/wAQBjChCOZEbgGFZ8CwLtqUFY+vXQ57wW69awuLxOEZGRtDe3g6wLNJdXRDb27V27JEj4F58EUpdnebiyoyOQnG5ILzlLWD//GeEWRZsKgVjNArE45Db2iDb7QhLEpytreD7+yF3diJhMoFPp8H5fIDRCMXhgE4QoFgs8NlssDIM9MeOgVuxgly9p4D6vTydnuckNhcYsizD7/fD6/VCFEWYTCY0NTXBNsWaSlONOQOyP+ZjY2NYvHjxpH2CIFTUR6XtCGK+0N/fj76+vhmXAyqVerzSh06uSx9BENPD5XJh8+bNsNvtkCQJ/f39FR03VctmpczUsplIJLRr2Lt3L5qbm7Fp0ybwPK8de7L/cq9NFEVtgj3TPhVF0RI8qdtyX6/w+6EXRWSOH4fT6wUjSZA5DqwoQnn5ZYxnMji6aBESzz0Hk8kEhmHA63TQJxJIj43BuHcv5I4ORJqbkWpshCwI0Dc3w7FrF1LpNKRFi2AVBHDxODIOBxLhMHR+PySDAUdWrEB8//7KhDMAd0sLLNu2IX2i3BwYBsH6ekg2GxSdLu99ZBMJ2F59FXpBQGzxYozwPDKZDBKJBMLhsNYvf955MB87Bm7PHsBsBjIZMHo9MldcAfH88yGZzRB8PhgCASgMA2XZMshdXeB5HhlZRurii2F55BGwhw4BOh1YnofidIIBoABImEwQeR5hAMlFi8BarbCGQnA6nbMqOOfSjbba51W/C2TZJOYlmUwGe/bsQTwnA1k4HIbH40FLSwuWLFlS8ZfCYDBMawzFxGKl/U33vAQxF3i9Xq1e3kxjN9xqavkCVOoeK4rijMZAEAQ0kTlVZmOyO90+RVHE6OgohoeHEQqFtFju888/HxzHQRCEOU9Ckkwm4XA4sla4MqTTaYTDYSQSCTAMA4vFAofDAZ1Oh1gshmAwmPf7J4oi0uk0gOxCntvthtVqRfDwYRgOH4bF5wNMJoBhwGQyYBQlW5dblqF7+9sx7PUimUyC53lYe3qw+Dvfgc7nA2QZybY2HLj5ZsBsBgtAdLmQWr4cln/8A3wyCaWxEVIqBdjtMMdiyDQ349jZZ8N2zjmwlhDLuaJYURSMvv71aDl2DLrDhyFZLGDTaQiLF0Mwm6Hz+1F74AAUADLHoeXRR2EYHwcjyxDNZngvuADyu9+NiCgiEAhAkiStX/3ZZ6Pm4EGYR0YgOJ0ILVuGsMGAml/8Ao07dqDG70eyoQHezZsRNhrBDA9rYnVIEKBbtw624WEoej0Ynodz71649u1Dur4eyubNYJYsgRwMQvH7EVq+HOO9vVpm5+lapMv9JRIJiKKIsbGxWbXGnwzU3x4Sm8S8ZP/+/XlCE3htAjw8PAyTyYSWlpay/SiKUlE2vULHFROLFosFNputrHuuz+dDbW0tuVwQ8x5FUTAwMFCVvhoaGmC324vur/Shczo9nAjiZKA+i6oVX5nbbzX7VIVEMBjE8PAwRkdHYTab0dLSgg0bNgAA/v73v8+rZ2ulYxEEAWPDw2D37YM1HodQVwd/ayui0SgcDgei0ag2/1C9u2RZBs/zYFlWs+x2dnYiunUrLH/8I6x9fVBOJDRkOA6KywW5pQVcIgHT+DgEQQDP8zAkk1hy883gg0FIVitkjsOxz34Wgs0GXTKpuckm29vR+/WvY2l/P2S3G9KZZ4LxesGk00g3NGB8zx6sqkBU57FiBZgVK8A/+STYAweguFwwn3cejH//Oxr//GcwsRggSdCFQpCMRqQ6OyFzHLhwGM1PPYV0czP8F14Im82GlpaWgs8Y9b7hnngChj/9CYjHIeh0cI6OorG3F76PfhSxTZuQyWRgNpvhdDpfE8THj8P4v/8LfmgICsOAHx6G+bHHYF6+HNLKlZCam2FqbQWHrCHBaDRWbKWeKLzL/QmCAEmSMDg4WNDiPbG/3GsvZHEvxkTxqY71hRdeqEioqv9WhfXEPm+77Tak02nU19fjP/7jP2Cz2cBxHBobG/HFL35xavfPAoLE5gIhEokgEomUbDM4OIjm5uaiP/CRSARDQ0Pw+XwV1/ebSCnrzJIlS7B79+6SX+ixsTEYDAZ0TiW2gSDmAEEQJi3uFMJgMKCmpgZ1dXXwer0YHx/XvgMcx6G1tRUdHR0lJ14ul6vs5JTneTgcjqlfCEEQRZmKOJupK/10z5/JZJDJZPDcc89BFEU0NTXhrLPOgs1m046fTmjMfECSJIzv3o2au+6C5fhxQFEwduGFkCQJ4fp6RKNRMAyjuWmqpdbUyTvHcWBZFoIgZEWo3Y6xq65CzYkM+OB5yC5XttxHLAZwHBiDAZwkQRRFOJ59VhOaCschvngxEm1t4JJJsIoCOec3N2qxIHHVVdmSJACUzs5ssqAZJG5TurogfOpT2mvn3/4G3SOPQOY4iC0t4L1e6EURbCoFNp2GZDZDdDqhGxtD/bPPInTJJZoAz70fVBiGAROPw/DAA2AkCUp3NzhZRjqVAtvbC8cf/oDY2rWw2+2oq6vLqy+te+UVsMEgUuvWQZIkiJEI2PFxOPbvR/QNbwB7xhnQGQyaBdvlck37fSiH3+/H0aNHsWnTpmn3UUqEFvvz+XwYGxtDd3d3VdzLW08soqjWe47jIEkSUqnUtK5JkiR861vfwm9/+1uMjo6iubkZH/zgB/G1r31tXi08kdhcIFSSmCSdTiOZTBas3Tc+Po4DapHfCbAsW5H4bG9vLxl35nA4sGrVKuzbt69kP0NDQ2hvbz+tgqOJhUelq6C1tbVYunQpAKC2thZLlixBLBYDy7LaqmU5dDodmpubMTw8XLRNW1sbWTYJYpaYDRE5E8umJEkYGxvD8PAwAoEAGIbBqlWr0NDQUPB3YKoW2pNFqfFIkoShwUE4f/YzWA4eRKq5GYFNmxBavx66SAT6TAbptjYwDINoNAqn06m50ua+v6rwTCaT0Ov1iJ5xBqS1a8H29kLp6MhmYxVFMOPj2dIkra2oGR/H2NhYNvkNw0DhOEBRIDgcUDgum2lWUbJ/J/qXZRmiKGpiczYw/P3v4GQZKbcbjCSBleXseBQFXCiEtNOJZEcH0o2N0J/IpMxxHNLpNGRZLvi8YXt6wHi9UE54vrEsC6PZDLmtDTqfD82ZDHSNjfniJJMBu28fUF8PwwkLcUavR9xkAhONgpckSCcszernoM5TjUYjjEbjvBI7APIsjZUSi8WqutB78803IxgM4he/+AVuuukm1Kg1UqfJD37wA9x111349a9/jVWrVmH79u247rrr4HA48JnPfKYqY64GJDYXCOpKXrkHSaH9giDg0KFDRY+RZRktLS3al2li1k2dTof29vaKXHQrEa2yLCMUChUsA0EQ8wW9Xg+dTlcyqZWiKJOSc+n1+mmt8C5evBiCIMDr9U76rre0tKCtrW3KfRIEMZncyeZURNpULZuV9pnbPhwOY2hoCKOjozAYDGhpaUFrayuOHj1a0rNooaEoCkZGRpDauxfWffvASBJ0gQBSDQ1ZkZVKwfXKK7CcSHwUPOccCJdfrgltRcmvU6goipZNWNHrkfn852H44hfBvvwymEwGCs9DXrkSmc98BmAY1NXVIZ1OI9HRAShKtqSJTgfb6ChYQYCs14OT5awQVRRIkpR1u50QSpROpzE+Pg6TyYT+/n7U1tbOKJEbGwiA4XkYDYbsvM9uBzs+DkWWEd60Cf3veQ9EiwWMLGfHeaLEjU6nK74YqdNlBXdOnDIDgFMUMHo9DDYblIkCjGWztURPxMVmu9FBx7KQGAbCiWuXJAkMwyAcDueV2rHZbKirq6uq4Jwr8Vrt86q/C9VYPP7Xv/6FK664ApdeeikAYNGiRbj//vvxyiuvzLjvakJic4Fgs9nKPrg4joPpxApULqOjo2VFoN/v1xIM1dfXZ3+EEwnNOlPpl6JS91xKdELMdxiGQUtLi5YgqBA8z6O+vr4q52NZFitWrEBbWxvGxsYgCAIMBgMaGxsLeisQBDF/mcoENZ1O4/jx4xgeHkY6nUZTUxM2bdoEh8MBhmHg9/urer75gN/vRyQUQvvvfgfb4cPZjQyD7h/8AMOXXYbaV16Bc88eKCfmHg1PP43Ik09i4Ec/AgBNAIqiqAnPmpoahEKhbFexGLiDB4FMBpBlMCwLbudOcK+8ArGrCyzLorW1Fcl3vxviQw9Bf+hQNrnO8DDqXngB3vPPh2wyQRaEPAtqOp3Wfo/j8Th6eno0IRoIBBAMBtHS0jLt54K0di3YF14AJAkMxwG1tVBGRxFraEDf1VdDMhjARyIAyyLV0JAt6cKyqK+vL3oPyMuWQV68GOzBg1C6ugCOy1p6PR5ImzZBKRRryvOQtmwB/7vfQamtBYxGMAAsPh/GHA5IK1bAYDCA4zhEo1FwHKcJcVEUEYlEYDKZqpZBfa4s9rNx3mpmo926dSt++tOf4siRI1i2bBl2796N559/Hj/84Q9n3Hc1IbG5QHC5XDAYDFr2tUI0NTUVvHkrKUSfSqXyXDAMBsO0MsdWmngoEomgsbFxyv0TxMlCURQ0NzcjFAppExgV9aG+cuXKPLcl1fUtFouBYRi4XC4tHrNSrFYrlTghiJPEXFk2ZVmG90RG1P3798PlcmHJkiVobGyc5Ao5VZfc+SI81XErioLMoUOw3HYbDE89BTAMhNe/Hsry5ah77jkwsqy5q+pCIbTffz908XjW2pbz+dhfegm1jzwC+R3vQCgUylu0Vl1cAQCSBOPnPgcIQtY6xzDZ/kURxi99CbHLLwdOxDeanU6I994L7hvfAPf3vwOZDDqfeALK5s0YtVqzx524lkwmg2PHjmHp0qUwGo0YHh7WLHuq4JVlGSMjI3A6ndOq2ypecQX4P/8ZTH8/4HBkz280wnvZZZBNJuhDIcg6HUSnM2uxRNbiWNJTjOchfPzj0P/gB2CPHIGiugUvWgTh3/5Ne48njeWii8AcPw5u927gxGcku1wYOPNMrF6+HDzPw+/351mVs6fjtZwHqvuxTqeDQS3xssCo9pirKTa//OUvIxKJoLu7W4v//O53v4urr756xn1XExKbCwQ1XmP37t0FU7bb7XYsWrSo4LFqVqxyD6tqfKGsVmtZUQxkS0p0dXUtyB8e4tQmmUxicHBQK4rOsiycTifS6TRSqZS2itza2pq3uBIIBHDgwAFt8gEAIyMjMJvNWLNmTcl4Z4Ig5o6TlfhHURREIhEMDw/D4/FAp9OB4zisWLECra2tJfubb7GYlSIIAvqefx7LP/hB6HIW7Zx//CMcTzwBCAKYHNHIiSI4ICuAcifjLAsoCur/9jd43/72gucaHByEw+GA+fhxMIOD2WPUz4FhssIzFgP3z39CestbtOMUtxupn/4UzPg4EIlAaW8HHwxqJUFyXXclScL4+DjcbrdWpiU3FlAVnJFIZFqhQkpzM1J33gn9z38O7sUXs+/h29+O+JVXQpEkKLW1YDgOnKJATKfBMAz0en1Z4SKvWYP07beDe/55MOPjUNxuiOecA5Qao8MB4YYbIO3eDXZoCIrZjPTKlQj09Gj3ciAQQCqVgiRJMBqNWoIhNVwqFotpQtxqtaKuri5vrFMRXnMxX5zvls2HHnoI9957L+677z6sWrUKu3btwmc/+1k0Nzfj2muvnXH/1YLE5gLCZrNh06ZNGBoagtfrhSiKMJlMaG5uLmrVBLJJS0ZHR0v2XVNTU7XkIw6HA16vt2QbURSRyWSo7iYxr4jFYti1a1de0gP1oWkwGHDWWWcVvGdjsRj27duXl+1OJZlMYvfu3TjzzDMpwQ9BLGCma9nMZDIYGRnB8PAwEokE3G43NmzYgJqaGrz44otlLWCVTLInWmjnaiE3Ho8jGAwik8kgnU5DEAR03n8/dKEQFDXT6QlLI5tMZsfMsmCyg9csich5nxn1GEkCk0xqmfknxruqJTL0ZcJ5mCI1VpX6euCE+6uaiTz3N1s9XyXeYjNBWbIE6VtuAZLJ7HUbjTAMDyPm92eTBTEM2Jxrr3QhU6mvh/i2t01tMEYj5LPOgnzWWdnXY2No2LEDaY8HgdZWiA0NkGUZqVQKgiDAarWCZVmk02lwHAe9Xg+GYSBJEiKRCHQ6HWpqaiAIAsLhMJLJJBiGgclkgt1uL/pdWKiLLYVQxWY1kmR+4QtfwJe//GW85z3vAQCsWbMG/f39uOWWW0hsEtPHaDSiq6sLXV1dFR9TW1sLo9FYMrVyNZOPVJqpjSbexHxCURQcPHiwaLH3dDqNo0ePYvXq1ZP2DQ0NFX0YKoqCVCoFn8+HhoaGaY0tHo9jdHQUqVQKOp0ODQ0NWjwXQRAzo1IROVWxGQ6HMTo6ivHxcTidTnR0dMDtdueVlwBOjYl0KpXC4OCgZslSf5tkWYZjxw7NTRZA/r9x4n3N/iMrLE/8BmsiUz2G4yC86U0l3y9FURBfvBiK2w3G48ken+NGC5MJ4nnnlb0e9TMq5JbM8zx0Oh2MRiOSJwRz7vnVXBczJicHh8vl0lyHc0UKy7KzWnIkF+6pp2D48Y+xsq8POp6H1WZD5M1vxshb34qMKEIURS0Tu1raQ53n8TwPWZYRjUZhtVoxPj6OdDoNnuc1K2kmk0FDQ8O8qlQwG27p1bRsqrlVcuE4btrlDWcLEpunAQzDYN26ddi9e3dBwbls2bIZp1/Opba2FkNDQyXb2Gy2acUzEMRsEYlEkChTL83v9yOdTk+ybo6Pj5ftf6LYHB4e1mI7nU4nGhsbC05Cjx8/jqGhIW2iyzAMPB4PnE4nVq9ePa8ezASxEKmmG200GsXw8DDC4TDi8Tja29vR3d1dNMlXpRPZSsNgTrZwVRQFfr9fi1/M3a4iTLz2XNdWRckm8JkoRHW6bJyg2ifLQmlqgvjxj8Po8yGVShUUAjqdDqIoIn3rrTB+8IPZPmRZc6lNf+tbgNNZ9rpqamq0eMTca1LLXakJ5I4fPw75xPjVEIrGxsaql0cxmUxob2+Hx+PRwpQYhoHVaj0pIRrM8ePQ33EHlFgM8aYmGE0m6MNh1DzyCDJtbQhu3qzVerXb7QVFkBq/GYvFkE6n88qj8DyPVCqFRCJRVKifKtloc7P2zpTLL78c3/3ud9He3o5Vq1bh1VdfxQ9/+EN86EMfmnHf1WTOxeYtt9yCP/zhDzh06BBMJhO2bt2KH/zgB1i+fHnRY371q1/huuuuy9tmMBimXRT1dMBoNOLMM8+Ez+eD3++HKIoIh8M488wzK07qUykOhwM2mw3RaLRom46OjqqekyBmiuo2VUm7iWKzklVEdSKmlhXq6+vTHjY+nw+9vb1Ys2ZNXj2v4eFhbeFmootuKBTC4cOHsXLlyorGra4eh0KhbLINux01NTVkHSWICikmSjOZDEZHRzE0NIRYLIbGxkZYrVZ0dHSUjcWs9LzzEVmWMTw8DJ/PV1Lkei+8EM7du7OWxRP1LJkcAai6yGoik2WR+bd/AyNJ4B9+GFAUiG99KzI33gg0NKDFYEBPTw+AfFGbGw4kXnopEk8+Cf3dd4M9cCCbDOfDH4b0hjdUdG1WqxVNTU3weDx551CTvgHZRfNly5bB4/HA5/OhpqYGtbW1sNvtU34vK8Fms8FqtWpz3SNHjsDW1wf9Aw+ASSQgnnMOpIsuysamFoHdswf8n/4Exu+H3N0N8W1vg1JXV/bc/HPPgQkEIHV1AX4/wDAQa2thGBiA7fnnET/3XC1+taamRiuLkruAKooizGYzBEHIi3UFXquVmk6nC4rNU8H6r6IuTlTje/3f//3f+PrXv45PfvKT8Hq9aG5uxsc+9jF84xvfqMJIq8eci81nn30W119/Pc4880yIooivfvWruOiii3DgwIGSIshut+Owmi4b8/fHeD7BsiwaGhrQ0NAAQRBw/PjxWSlOzDAMVq9ejb179xaMbejq6qIam8S8o1KXlkLtzGZzWauoxWJBMpksWvNWkiTs3bsXmzdvhl6vh6IoGBgYKNnn+Pg4kskkTCYTRFHE6OgoxsbGtId6c3MzXC4X0uk09u/fr1lSgezD22QyYdWqVVVfcCKIhcR0LJuKosDn82F4eBherxc2mw2tra1oamqCTqfDtm3bqnruqWSjPRkEAgGMjIxo1qxSjL3pTajZsQP1zzyT5yIrXH01GJ8P/DPPZEUoALAs5KVLIXz2s1Bqa5H+3vcm9edwOLB06VJ4PB4kEgnwPI+6ujo0Njbm/WbKGzci9bOfTfsaGxsb4XA4EIlEIMsy7HY7TCZT3nzTZDLB7XZjYGAAixcvnva5KkWNbwSAlvvvR8fPf66NR3f33ZC2bEHywQeBAr/p/AMPwPCd7wCJRNaCzLLQ3Xcfkj//OZQlS0qfWDUeqB42JxIhyTodZEnS4nNra2thMplgsVgQjUa1JHuCIIDjODgcDqTT6UkWY0VR8ioiAFlxKknSnHrvzFaCoGqFkdlsNtxxxx244447qtLfbDHnYvPJJ5/Me/2rX/0KDQ0N2LFjB84///yixzEMc0oVOD7V0Ov1OOOMMxAMBjE+Pg5JkmCxWOB2uykpEDEvqSTuhef5gqvWLS0tOHr0aMljm5qaMDw8XNIKKkkSPB4POjo6EIvFIAhC2TEFAgG4XC7s2rUrb+KXSqUQCARQV1eHWCymrYYXSl60adOmWVl4IohTCXVSf/jwYYyMjAAAmpubsXXr1hmVK6pGpviTueDu9/vR399f+QE8j8P/8R/wXnYZ6rZtg8ViAf+2t0HasgXIZKB78EFwjz0GJp2GeOGFED7wAaBMaI/NZqtOXGQZjEbjvMwkzu7ejY6f/zwrGnU6zTrMvfQS9LffjszXvpbXnvF6YfjBDwBBgNLUlBWNsozxRYswtn+/Vj+0vr6+4OKj0tmZtUSfeMYYDAYkMxmMvPGN8J1/PoR4HCzLIhqNwuFwoL6+HjqdDrFYDLIsw2w2w+FwaHGc0WhUE52qUFVFqSRJmhu6KjbnsjZ7tb9balzv6cSci82JhMNhAOUnfrFYDB0dHZBlGWeccQa+973vYdWqVQXbptPpvFIcaiYzQRAqmsxVgtpPtfqbbU7WeAs9EKZ7TnqPZ5+FNuZqjpdhGNTX15fMpNzc3AxJkiYlEaqtrYXX651Uj1Nl0aJF4Hke4+PjBTPW5qK6wmQymYpWVTOZDPbs2VO0fbl40kwmg8HBQbQXKuyNhXdPAFMb80K6LmJ2KGddFEURHo8Hg4ODALJJOVatWjWpjMNU+sxtVwknw2KpJnBR4+2sVivMZvOkrK8ej2dK/er1ehiNRtivuALma68Fw7LQfkENBgjXXAPhmmuqcg2ni5cb//DDAACF51+7Zo4DRBG6Bx6YJDa5557LlnVpbNRiZvuvuAJjZ52VTc50IjusOreeOG8TX/c68A8/DG7vXhhYFjqOQ2D5cgTOPReoqYHRaNSy0A4PD2Px4sVwuVxwOp2auFLHaTKZUFNTg/HxcSQSCSiKAo7jwPM8IpGIVkqF53no9XpIkoRUKjXpsxVFUbOGzpb1c75bNhcK80psyrKMz372szjnnHMKZnxUWb58OX75y19i7dq1CIfD+K//+i9s3boV+/fvLxgfccstt+Cmm26atP2pp54qGrQ/XZ5++umq9jfbLLTxAgtvzAttvMDCG/PJGu+ePXuwZ8+eKR+3e/du7N69O2+buug1kXA4rFlNKh3TTAmHw9i3b1/JNgvtngAqG3M592fi1KeQMFQUBYFAAMPDwxgdHYXVakVjYyMikQjWrVtX0WSxWhPV6ZQ+mSqSJGF4eBjxeFxzaxwfH4fVakVDQ4PmPqqWLZsKRqMRdXV1lEG7ijDh8KSsvtkdDJgT4UuKoiAUCmXzdDQ3w3nddWjatg0mvx/J+np4N20CIwjQpVKQa2uhsKwWjmG1WvM/K5sN6e9+F+wvfwnlz3+GAsD3pjcBdXUw5nj7qHGXsVgMdru96PfEarUiEAjAYDBAr9eD4zhNrKoZa9UkkizLvhaLK4pgWRahUEhz09XpdJphYzZE3GwkCCKxOYdcf/312LdvH55//vmS7bZs2YItW7Zor7du3YoVK1bgJz/5Cb797W9Pav+Vr3wFN954o/Y6Eomgra0NF110UdUCuQVBwNNPP40LL7xwQWRZXWjjBRbemBfaeIGFN+bZGm80GsX4+LhWC7axsbHihSm11hvLspOyy+7evRvRaBSRSAR2u33SQ0y1ri5duhRANgFEKcukwWBAfX09hoeHZzSx5XkeZ6l11Caw0O4JYGpjLib6idOTRCKB4eFhjIyMQBRFNDc34+yzz4bdbkcmk8HRo0erarGsZibcXFQ3Re5EXcaJf4IgaBZMu92OaDSKWCwGnU6n1U2UZRnBYBCJRAI1NTVwu92aharUmBmGgd1u1/praWnR4gyJ6iBt2QL+179+LdMuoNUmFbduBZBNMKc+PxSjEckLL4T3/POx+q67EHe7Iet00AWDUEwmgOPAICvsUqkURFGc9NupuN1Ifv7zeHn9emw96ywIXm9evU/gtZwG5TxGVKuk0WicVMpFkiQtiZBOp8vWFc0Rm6FQSPMiYhgGmUxGy07srCDT8FSYLcvm6ZZFft6IzU996lP405/+hOeee27K2dt0Oh02bNiAY8eOFdxvMBgKxgnqdLqqT55mo8/ZZKGNF1h4Y15o4wUW3pirPd7cjIPToVD8YzweRyKR0CahxbLRtbW1adeybNkyxOPxSbXc1Ifv6tWr4ff7Z7zyarFYyr5/C+2eACob80K7JmJ28Hq9OHz4MILBIOrq6tDd3Y36+voZWSCqldRnKoLU4/FgbGwMsVhMSzQ28U+n0+X9Rg0NDWllO2RZnrRIFo/HEY/HtTIfBoOh6GRZLQ8SDoeRSCTAcRyOHj1aUPAW+1MF7XTaJRIJZDIZhMPhafe9EBDf+laIt90Gy7Fjr2XyBQCjEZkvfAHJZFITmup1KQwDyWBA38UXw/33v2eFKs9DmZCwUZZl9Pf3I5lMgud51NbWai7jiqJAMhrBOp3QhUJIpVJ594uaabVcbg7VWpkrvNSa1JIkaZ8jx3GwWCza/alWUsgVopIkQRRFRCIR2Gy2qgu52bBsLpT7rFrMudhUFAWf/vSn8fDDD+OZZ55BZ2fnlPtQszi+5S1vmYURLiwURdESixgMBsoySRDzBDXeqxT19fV5sTI6nQ5nnHEGBgcH4fF4NItpY2Mj2tratCy0M119bW5untHxBLHQUF0Mh4eHkclkMDIygvb2dqxbt67oRHkqrqpTsWzOlEQiof2+DA0NoaOjA42NjQAmZ8/2+/1axtbc62FZFgaDQXNlVAWK6qYIQKsHLIoiBgcHJ8WuqwKC4zhYrVYoigKe5+FyufLErizLBUVwse2V7le9StQ5YbE25ahU7Goi7sTYXn311aoJ6UqOG/r+97HsoYdQ95e/gEkmkd66FbHPfQ7i0qUITihHwzAMGL0eiigivHIlFj/9NDiWRaapCbzBAObEfSBJkjaPVF1iPR4PkslkXlw/wzBaTfVkMqlZ0CVJgtVqLTv35HkeFosFoVBIu2dSqRTS6TT4E3GoqgU+1/skk8lAkqS8Gp0cx0E6kRF3IVgNJUnKi2E9HZhzsXn99dfjvvvuw6OPPgqbzYbR0VEA2dTWqtvFNddcg5aWFtxyyy0AgJtvvhlnn302urq6EAqFcOutt6K/vx8f+chH5uw65gN+vx89PT15VhCr1Yqurq682n0EQZx8ytWiAwpPYnmeR2dnJzo7OwvW53I6nWVLr1gslqJ1RGtqatDQ0FDhVRDEwsfn82lJtZqamqDX67FmzZqy3gxTnRxWM2azUEypz+fDwMAAfD6f9h3euHEjLBYLRFEsmMHT7/cDmCxCVaHGcVxetkyGYcBxXLbMhSzDZDKB4zhkMhn4fD4tWyjP89oYzWYz6urqkEwmodPpqlJrtFIGBgYQDoexZs2aom2mK2SLtUulUujp6YHb7Z5S3xO3VzoG9S/JstjxvveB+8AH8vft3Ame57VFk7x7h2EAjsPfP/xh6BgGRkmCkDNnLLSgwjAMfD4fxsbGtO07d+7Mu4dy3Waj0SgOHDhQVlwDWbdYNSutar3keR6yLGuutqIoguM4CIKgZbdVXcRVVJGcTqchimJZcV8pqqW+mlDM5hxw1113AQAuuOCCvO333HMPPvjBDwLI/njkfjDBYBAf/ehHMTo6ipqaGmzcuBH/+te/Ki5ufioyPj6OAwcOTNoei8Wwe/durFu3rqjgTCaTiMViYFkWDodjkgsNQRAzp1TJE5VwOAy/3w+Xy1XwAVfoAcUwDFatWoXdu3cXTNxRW1uLlStXYnh4GENDQ1obnufR3NyMjo6O02qFlSDMZjOWLl2KhoYGcBwHn883pePnMmZTEAQMDw9jYGAAoiiira0Nq1atgtFoxFNPPVVyjGosprpfHWOuwFBFg5qIhT2RNEa1xvh8Pi0Ri8Ph0BIKAdAm/xzHzWv39Gq7yyYSCRw/fhxNTU1V67MS9uzZA5fLVVDMp1IpHDx4EMBkAWmxWLBmzRpNnEUiEYiiCJ7n4ff78xYb1ONkWYbL5YLBYMChQ4dgt9u1BU71HlaUbFZZ1TunlMAu9H/1GZlrMNGEdTKpWVnVsan7cq2go6OjFVmwK7UkC4IAWZaxffv2GVupU6kU7r33XsTjcRgMBtx5553Q6XTagvJFF100rftgITDnqqKSH9lnnnkm7/Xtt9+O22+/fZZGtPBQFKVkjT91/6ZNmybt27dvX56LAsuyaGlpQWdnp5Yowev1anWSWlpa4Ha7aXJKEFPEbDYXtS6qCIKAffv2ob6+HitWrKj4e2Y2m7Fp0yaMjo5ibGwMoijCbDajqakJdXV1YBgGbW1taG1t1SYIJpPptFtdJQggO9meTl3ZqbjRVrudLMvYt28fPB4PbDYburq6tIQ9lRAKhTSBqp5TnTCr7rCqG62aHEgdl+pKq5axiMVi4HkePM/DarVqAlZ1YbTb7VS39yRQ6r4xGo1wu9154ku1Ure1tWmfj8Fg0BJlqgmhVA8aVQSq2Gw2rZ6sagWfGK8pSRJcLteUk28qioKxsTHE4/G8uqZqPCbP8/D5fNiwYQN8Ph9CoVDePWowGNDc3JxnzZ2OlXri3+joKFKpFNra2qZkec5tq/5bXZSIx+MQBAH//Oc/IQgCRFHE5s2bpy02h4eH8aUvfQlPPPEEEokEurq6cM899xSc888Vcy42iZkTCATKZv6Kx+OIxWLaD4Vq3VADrVVkWcbg4CCi0SjC4XDej1k8HseRI0fg8/mwatUqmqgSxBRobm4uuSiUy/j4OFKpFFwuFxoaGirKhKvT6dDW1oa2traibRiGoThugpjAVK2LlfY503ayLGN0dBR9fX3a+M4666yiE/li15FOp9Hb2ztpn+q6qB6rLkAZDAbNkgRkF6bUUhSqNcxoNGr9mc1mzXXRbrdr45uLRWlaCH8Nt9sNi8UCv98PQRBgsVhQX19fdCFAtVb7/f48IacSiURgsVi0WF51oUJ1YVUTCBVy356IIAgIBAKIRqPafWOxWJBKpbSkQ6p4tVqtmuhlGAYulwt6vR7xeFzLaDtxgaNa1mt1fNUKNXnggQfwyiuv4Oqrr8b//d//zXiMwWAQ55xzDl7/+tfjiSeeQH19PY4ePYqampqqjLdakNg8BVAfCJW0U8Xm8PBwybbFitMD0GqPlZrUEgSRT1NTE/x+vxYzVY5oNIpoNIr+/n40NTVh6dKlNJEiiFliKq6x1bZsTiSVSmFwcBCDg4PgeR5utxuRSKRk/fFSeDwebSyFBCnHcXmeDizLasnHbDZbnrhVj9fr9TCbzUgmk5onhdFonJRcqdoinqicieK/EpqamhCJRCaFZDBMNsOwmvhJp9NpFnAV9d/lPnNBEDAwMIBUKqV9p7xeLywWC2praxGNRpHJZLSyPE6nU8vnEo1GwfP8SVvUmI37t5oxmz/4wQ/Q1taGe+65R9s2nUSrsw2JzVOASmMjctuNjY3N6JxDQ0NobW2lyS9BVIgaWzkwMIDdu3dP6ViPxwOO47BkyRIA2Ye1x+OB1+uFKIqwWCxoampCbW0tfScJYorMxndmqjGbiqIgEAhgYGAAXq8XdXV1WLNmjZZop7e3d9pjUWPgcmM0cyfRNTU1SCQSeXGckiRppSVU4aEmClJjMieWUCEWPurnmslkJiXUkWVZC7tyOp0YGRkBkH8/MQyDYDBYNO8AkDVmpFIp6PX6vL7j8TicTieampq0GGE1ZjgWiwGAFrNpMpnQ0NBQcP4rCILmqsrzPMxmc9lSLKWYjQRB1erzsccew8UXX4x3vvOdePbZZ9HS0oJPfvKT+OhHP1qV/qsFic1TAJfLpaV+LobRaMwL2i7VthIymQz6+/uxaNGiGfVDEKcTakz0VMUmkPVGaG9vRyaTwe7du/Nc59PpNAKBABoaGtDd3U2CkyCmQKVutFOxbFbapyzLCAQCGBwcRDqdRmtrK84777yKXOcrPader0cymSy4j+M41NbWIpPJIJVKaYISyMboqfUL1WvX6XRwuVzzOgHQ6cRs/NbnxvNORL031IWI3GQ8HMeBZVnN2l3sHlHLquSOXT1XIpGA0+nMiwX1+/3agofRaNSE6fj4OJqamvL6SafT8Pl8WpkwNcbY5XJNK4Rkvls2jx8/jrvuugs33ngjvvrVr2Lbtm34zGc+A71ej2uvvbYq56gGJDZPATiOQ2dnJ44dO1a0zZIlS7QfhkrdbsvR398PvV5PNfoI4iSgKAr8fj/6+/uLxmh7vV5YrdaCLu6yLMPr9WJsbAyZTAZGo5GsoQQxR8RiMQwMDMDv98NgMGDp0qVwu90FawTONKa0vr4e4XC44D61REZ9fb02qed5Xstez3Ec9Hq9FofHMEzFQnOuflfmwnX3VHIXttvt2uJEoUy2ADQxqt6vuRbKcqgisNi+XFQr5cRSPDqdDslkEplMJi8pUDgchiiKeXU40+k0wuHwtJPizefSJ7IsY9OmTfje974HANiwYQP27duHu+++m8QmUX1aWloAAL29vXlWS51Oh66uLtTV1WF8fBz9/f1lM2JOhd7e3illxCMIIovJZNKyOFZKNBote0whF3dBELB79+68734ikUAgEIDL5aKEX8RpzcmybKoLPgMDAwiFQnC73VqdW/UZPhNyz6lOvKPRqDb5nvjboQoFr9cLIGsBNRqNkCRJi6dTE8KoZDIZpNPpaVleiYVBfX09gsEgMplM3j1sNBrhcDjAMIxW/kaSJM0KqWZetVqtJUvo2e12xONxrUar6m3HsqzmgaciSVJBt1OO47SSPLltk8mk9n+WZaHX67X40ng8Pqn/cszGIsLE0jIzoampaVLZxxUrVuD3v/99VfqvFiQ2TyHUsiSBQEBb7XG5XGBZFsPDwyUtn9NFFEUEg0HU1tZWvW+COJVZuXIl9u3bV7A2ZjHUjI+lHoCqO5zJZNK2HTx4sOgiUyAQQG9vrxYPShCnG1OxHE6lrdounU5rCX8YhkF7ezvWr18PvV6PXbt2VVQTUO2vUivL2NgYAoGAZglSJ+VqjKVa3y+TySASicBms+WVnIhGo5BleZLroZqJtFJOJYvf6YJOp8PSpUvh9Xq1igVOpxMNDQ2Ix+MwmUw4cOCAdh8IgqDdlzzPT3JtnYjD4UAikdCskEDWoulyuSYtYqj3aW4yISD7LJxYzzWVSiGRSOSJ00QiAYZhIIqiVq/T5XJNqZ78bFk2q9HvOeecg8OHD+dtO3LkCDo6OmbcdzUhsXmKwXEc6uvr87ZlMhn09PRMua9KH6qVpLkmCCIfo9GITZs2wePxYGxsrGhMlYrJZIJer5+SBQbIPmyDwWDJ9iMjI1i0aFFBFz6CIKZHMpnErl27MDY2htraWqxatQr19fUzmmQqioJQKIR4PA6O41BTUzOpLuHQ0BDGxsbyLCg8z2vP6twJvfp7MtE11mAwIBaLQRAETaCqFqjc8xGnJnq9Hq2trWhtbdW2qbk6dDpdXuZZhmFgNpthtVrhcrmKJuNRxZ5aS9NqtWphXVarFSaTqaAF0263IxqNamVVcut5qvetLMuaMFZdvUVR1PrnOA7pdBrpdBrJZBKtra1z9ryrphvt5z73OWzduhXf+9738K53vQuvvPIKfvrTn+KnP/1pVfqvFiQ2TwPUh85U6ejoQF9fX9l29OAhiNKomSZHR0e1zJB+vx+NjY1ob29He3s7kskkdu7cWXDxhmVZdHd3IxAIlD2XXq/Pe9iXKmOkIssyotEonE5nxddEEKcK1bRsiqKoZYqWJAltbW0499xzSyYnqfTcoiiip6cH0WhU2zYyMoL29nZNxIZCIa1GtjqhTafT4HkeDMNobomqC6SiKAXFAcuy2oRdvW7VZXI+P/NPp/jzk201Hh8fz6vLmjsOq9WKpqamoseqNdxz67dzHIe2tjYtPrgYNTU1CAaDCIfDWjbkmpqavFqSmUwGgiDAbDYjlUpBFEXNmglAy5wsSRLi8TgCgcAkw0whpuJNUCnqNVSDM888Ew8//DC+8pWv4Oabb0ZnZyfuuOMOXH311VXpv1qQ2DwNUN0IpvLDZLfb0dbWBq/Xi0QiUbSdyWSaUg0ngjjdkGUZ+/fv14Si+j08dOgQPB4P1qxZA57nYTKZsHHjRvT19cHr9Wrt6urqsGjRIsiyjKGhobLnm25JInJ3I4jpE4/HMTAwgOHhYZhMJlitVjgcDnR3d5c8rpLvqtpmdHQU0WhUKwmhWhoHBga0WDQ1mYq6Tz1WFY3qZFvNHGq326HX6zULpjpXEAQBdrtdiy1XFAVGoxFGo3HeJwgiZgfVupiL6lYdjUZLis3x8XGEQiHt3gWy9+Lg4KDmtVMMhmFgMBjAcRza29u1ezcXNSsux3GwWCwQBEHLeqsunDAMo1n4E4mEFjN6sqmmZRMALrvsMlx22WVV6282ILF5GjAV33QgGxy+bNkysCyLpUuXYs+ePQUnogzDUKF5gihDT09PUYtkJBLBkSNHtAB/o9GI7u5uLF26FIIgaJO6gwcPwu/3V3S+iVaHShaD1IQPBHE6Ml3LpqIoGB8f17LKut1ubNy4EU6nEwcOHKhYSFYas6n+BkzMzClJEoLBoFaTUJblvJIU6jkYhoHRaNTKmzgcDrjdbgiCgFAolJep3mAwwG63Q6fTafHftIh1elNMmKn3YSnUZ2CuyFLv3XA4XNbKqN6/xRY69Ho9eJ6HIAgwGAwwGAxIpVJaCZTcOE51DLmir9i9PVulT063eTOJzdOA+vr6shYRi8WC1tZWOJ3OvMmq0+nEunXrcPz4ca2YL5Ctv7VkyZKy7g8EcTqjutSVYnx8HOl0Os+VjeM47eG9b9++ioUmgEllUaxWK+x2e973dyJut3vKi1IEcaowVc+fTCaD48ePY3BwELIso62tDWvWrMn7Ds/GZDLXUjnxPKpLrOomq7rA5opOg8EAp9MJjuMgCIIW+2YwGFBbW4t0Oq25yqqWpNm6ltMZVWwstPfV5XJpLtwTvy8ul6vocWqsZbF7VxAE+P1+pNNp6HQ6OByOkpbOQqiutX6/X8tEq44xN7uyKlg5jtMSFLEsC7PZDLPZXNDiWO3PSc28ezpBs4sFjhoLlkqlwPM8amtrJ00a7Xa75vNeCIZhsGzZsqIWEIfDgQ0bNmg1jfR6fV6mS4IgsuRaEgDkxaeUIhQKobGxcdL2eDw+JaEJoGD81cqVK7Fr166CZVPsdjtloiWIClBjxrZv3w6n04nly5ejoaGh6MRxqllry2G1WhGJRPLiyNRELbn1D3O3q6hJXFQBqWb4VD0oeJ4/ZRac5qM1VXXdVEtzqLGvFoulrFVQrY+uZi43Go1TFmPVwOVyabGTudTW1paN9zcYDFpIV65lEQCCwWBeCZPx8XG0tbVN8rYpJ/qsVis4jkM8Hkcmk4EkSdpf7qKL6jauKIrmVhsMBiEIApxO56R41GqLzWqWPlkonBq/LKcpfr8fhw8fzrNkqGnVOzo68r4gq1atynPFU/dxHIeVK1dW5GpnMplIZBJEAXw+H4aGhrSHsN1un1LsZLHJ0fj4+JTGodPp8pImqBgMBmzcuFHLfJvJZGA0GtHc3FxyskwQpwOlLJuSJGF0dBQDAwNaDNjatWvhdrvL9lnpuStt09jYqNUnzB2zzWbTJsl6vV5LkJKLoiiIxWJIp9PasbIsw+/3IxqNalYfVQzkvp7KtlyL3VQtxgsJtcZjud9Otd5pIBDQynKoQjOdTkMQBNTU1OT1IwgCUqmUFiur1jZV53o8z8PpdGpCKDc+t1olNQrBMAzcbjc8Hg86OzvBMAwcDsekWqy5JJNJDAwMIJFIaPccx3F5rt2iKGoxlaoVdHh4WAvnUt/HSlDnqfF4HKlUCk6nE5lMRhPqsixrYzAajXmeAYlEAhaLZZKQn63SJ6cTJDYXIGrNruHh4Un7FEVBf38/AGDRokXado7jsHr1asTjcfh8Pi1GY/PmzUXTVBMEUZ6+vj7tO6cSiURw4MABNDc3V9RHscWeiZPKcixZsqToQ4znebS1taGtra2ivgjidKHQdyyRSGBwcBBDQ0PQ6/Vob29HS0sLnn322Um1AItRaZmiqVg2ly5dCo/Hg2g0Cp7nUVdXp9U1VEtLqHUPJ06SM5mMFtOpopZcyo3zLPR64r5y15R7XWNjYzMWsJW2DYfDSKVSGBkZqVqfudsURUEkEtGEY27Cm1xrmbotGo0iEAho7zPP81AUBalUChzHIZlMwmQywWw2azVPVUufXq/XyncwDKOVBhEEAcFgEIqiIJFIoLe3V7OW2mw2LenTbMAw2azEuSVRiiGKIo4dO5bnQqsKY57n4XA4tIRXufcqy7JIpVIzquGuWko5joPJZILBYNCErOoJmHtOjuO0jLa5791sxWyS2CTmLbIs4+jRoxgdHS3bdmBgAC0tLZOCqS0Wi5apa//+/afdDU8Q1SQSiUwSmrmMjIzA4XBMcjtSUVeGi01ezWZzRQ87vV6PJUuWoKGhobKBEwQxCUVR4PP5MDAwAJ/Ph4aGBqxfvx4ul2vK1rqZWvVUURMKhbQJsCAIsNlssNlsee598Xgcvb29kGVZi0HLTYaSO7FW3W31en3JmoiVjK+UOJVlGf39/ZAkCR0dHSUFbKHt5bap1zqxXSKRQCaT0Uq+Tec8pT431d041zLHMNlsqTt37swTMLliVSXXE02NI/T7/dDpdHkunwzDaJZN1e0yNxZRjbdVFx1YlkU6nUYikUA4HIbZbNbid/V6veZ6W84iPRVLezkCgYAmNHPFuqJky+243W7Nqg5k57iZTEZ7/4eHh5FIJNDS0jKl8wKvJcacuCCQyWQKuotPDIGZzvVWColNYl5z8OBB+Hy+itqqWfIqtazIsqz505vN5llzwyCIU4nh4eGyk0qO42A2mwuWENLr9SVLIzQ0NKCnpycvnmUiarF4+s4SRGVM/K6oz8vjx49DFEW0tbVh1apVM64nOZOYzZGREYyNjWlWRKPRiJ6eHixbtkwTDaFQCL29vRgfH0dDQwMMBgMsFos2wVc9I9RnOsMwcLlcmgvhTCa8lQgTta7hySyPNjQ0BL/fj3Xr1k27j2IW3UQiAZ/Pl1drUrXCxeNxrdap6sKsunOqyZjUz3KioFWtlbkLGhPbqUJsIoIgaONRRWoikYDf78+zQKvHV2qVLmbpBbJWw23btpVtOzFBldq/+l6OjIxobsIMw0wam+rmrboRp9NpBAKBSecpJJ45joPBYEAymYRer9cyNavlftTYWY7jtJjYiTWqZwsSm8S8JRKJVCw0gdd+vMqh1ujyeDzaD5Zer0dbWxtaWlpoAksQJShUd2wi8XgcZ555JjweDzweD5LJJACgo6MDra2tJWvWcRyH5cuX48CBAwX3G41GLF++nL6nBDENIpEIBgYGEAgEYDKZsHTpUrjd7pITwalYNiuhULtEIgGv16tZzFS3y1QqpYXPjI2NIZlMor6+Hueddx6i0SiOHTumxb6psYFqcXuO41BbW3tSSxzNxe9SNc6pChbVMsiyLOLxOILBIGKxmPb5q/UeVXGv0+mg0+mQSqW0GMWJ1tOJ6HQ6GAwGZDIZzQqd626rxuiq58uNd1QFktVq1fpTXUHNZrP2WattTSaTljV2Oq7Tqkg8duyYVvu5lKVYTYikvqe574Hq8q3+u9B7o153KBTSxOHhw4dLjnOisFUzz6rnUT9Tnue19zJ3bH19fXkCVrUm57r7Ttcd2+/347nnnkN/fz9isRgeeughLTnX0qVLy9bkXciQ2JyHxGIxDA8PIxKJgGEY1NbWais/U1kprWRV9sCBA1oqa5VMJoOenh4kEgksW7ZsWtdAEKcDlaxOsiwLjuPQ2tqK1tZWCIKAxx9/vKzQVKmvr8fatWvR39+vueOyLAu3241FixZVXGCdIIgs8XgcO3bsQCQSQXNzM2pqatDU1FSRJ9BUn8PT6S8SiWjlS3KRZRmjo6OQZRlGoxFWqxV6vR7pdFqzCrEsC5PJhEQioSWxEUURDoeDaulWiCzLiEQiiMfjmruq6t6Z+1nlJmFSBclEMTVRBKk1H4HXPvvcz0mn05UUp+p4imWwVY/NdRVlGAY8z2uWTVVkTce6plrVy9XFBLJzyYMHDxa1pvI8j+7ubiQSCc1lVhXc6vWpgtPlciEej2P16tUF+1IUBdFoFOFwWHM7t9vtMBqNmvVXvW7VyiwIgvYZ5or4XOE8PDysxUZX4o490dU7t01vby8effRRJBIJjI6O4oc//CFEUYQgCLj22mtnLDa///3v4ytf+QpuuOEG3HHHHTPqq9qQ2JxnDA0NoaenJ+8BFI/Hp9wPx3Goq6sr204VtIXweDxobGykWpoEUYS6urqy389KvoflqKmpQU1NjfbQVN2CCIKYOkajEW63Gxs3boROp8POnTsrFpCVMhMLW+5YVDdD4LWEYY2NjZrlK51OY3x8HC6XS5vUqr8PagZTl8uluXiebKr9vlYbSZK0sm4Mw8BoNCKZTGqxkDqdTnPhVN1UVSZ+TmocqcFg0Nxi1eNVcoWmKgLVRQU1i7DBYEA6ndbcUNWENROTO6n9CYIAnuc1ccNx3KSFitz40pOFXq9HZ2cn+vv7C3raxeNxeDwetLa2oqWlBX19fXnxlUD2+lTX1lJjDwQC8Pv92vWr2WgbGxuntMiSyWSQSCS0BE5GoxFGo1GLG50Ja9euxdve9jbce++9uPfee/HPf/5zxn2qbNu2DT/5yU+wdu3aqvVZTWi2Mo8IBoPo6ekBMPMf6CVLlpSt3VQOhmHKFqQniNOZpqamkt8zlmUrjpsGXqurqdbSm4hOp5txrBVBnO5wHJfnFTAVa+VsJAia2E6dHKdSKUSjUc36wrIsDAaDZrVS3Wxz4/3U+DZVqNhsNtTW1pKrfQEkSdLqRqqurz6fD6FQSBOBueJHluWSFkH1c1QtlepCwcTkM2qSn9zPRHWRVRcU1PhBg8EAp9MJo9Go/f4bjUbtuZPrUiuKIsxmM6xWq/b5q+MWRREmk6kqz46p3Et2u71kRlm1HJ/VatWSGqmurup9XVdXV/KcoigiFAppiwWqa7IkSQgEApO+X5lMBoFAAF6vF4FAQFsMyGQyWikgNcZVdUOv5qJJtWM2Y7EYrr76avzsZz8rWPpsPkCWzXlEoVImU8VoNKKzs7MqWSlzfeoJgpiMwWDAmjVrsHfv3klJfDiOqzjJSCQSwbFjx/Jc2g0GA5YsWZLnrqQo2QyV4+PjkCQJJpMJbrd7Tgp8EwQxcyZOoqPRKHp7exGLxWAwGDQrpTpBLVbrmuM4yLIMq9WqCRCr1Qqn0znjheeFRjlhoAqJeDyORCKRlxQxlUppdYhVJpbJyLUQqsIx131WFZoTnwmqwFQ/T9USqZZMMRgMMBqNcLlcmshVExIJgqDFiKqlQ4Ds597Y2AhFUaDT6WAymbTSKGq2W4bJlk3Jje08magivVhcpvr+tbS0YGxsTBN7Op0O9fX1cLlck8K9csm1CKuoVuWJ5UySySTGx8c1Iau639bX1yOVSkEQBK3EjIrq6lqt52y1xeb111+PSy+9FG9605vwne98p2r9VhMSm/OIYDA47WN1Oh26u7tRU1NT1RXMQimiCYJ4DYfDgbPPPhtjY2MIh8NQFAVOp1NzdStHNBrF7t27J7lHpdNpHDhwAMuXL4fb7YYoiti/f7+2ggtAS2iwZMmSqrj5EMTpyFxbNmVZRiAQQG9vL/x+P5qbm3HGGWdAEAStfEQkEoHb7dbiANXfANWFUp0g22w21NXVaTGAc+kFMZX3YLaRJAmxWAyRSATpdDovsQ/P85pQUa3d6vsKZN1B1WRLuYmDAGjxkWq9zNwEQoWY6Hqrupeq2VvVbLIOhwNGoxEWi0Wru6laPlVhGovFAGSz3uYKIYPBoIkn1a3UYDBU5V6YzudpsVjg9XoL7jObzRgcHEQwGIQsyzCZTGhqaoLFYskLF5loCc5FTcZTyM1ZFdvpdBqxWEx7L81ms5aJVrV0siyrJdhSyf2ezUex+cADD2Dnzp3Ytm1bVfqbLUhJLDBMJpO2yqJSV1eHrq6uWUnZTHX7CKI8PM+jpaVlWoLv2LFjJdPRHzt2DA0NDThw4ABCoRCAyROWY8eOwWAwVCU+lCCI6lBuYq5m7AyHwxgZGUF7e/skbwg1FrOvrw+1tbXw+XxIJBKaJZNlWdTV1eVNhE92bN58R5IkjI+PIxaLaVZE9f1hmGwJGXXynytA1EymkiRpVuaJYlK1oKn9cRyXlzhoIizLQq/X51lA1TGqyWtCoRDi8Tiam5vhdDqhKAq8Xq+WRVUdi9pfIcs1x3FaTdW5xul0wmQyFfSUkyRJc6UFspbHgYEBLF68OO97oLoCj42Naa7C6ntuNBphMBiQSqVgMBi091EQBDgcDqRSKXi9Xs3KqfZntVq1+NZMJlNwDj3RBboaVEtsDg4O4oYbbsDTTz894zJNsw2JzXmEw+Eoa91sbGxEe3u75mZgNptntNqiuoBMRHW7qCTjGEEQ0yOZTCISiZRsI0kShoaGyv429PX1kdgkiGkwW5bNYkiShOHhYfT19SGdTsNms2HTpk1FPSHUvtSyZKFQCKlUCjzPw2azFXWPnC9WxbkiN8miKtDVEiMAtOysuYt9qnhTa4SqZWNqamogiqJWCkP9THLdYV0uF8LhMJLJZJ5BIDdxj5ptNZ1Oa2UvMplMXnkOk8mEVCqFYDCIpqYmLeYxGAxqAlhNGqXX60+6m/RUhRfDMFi6dClGRkYQCAQgyzIsFgtsNhvGxsby+lQ/s9HRUS05ZTgc1ua8anur1YqOjg7tPW1oaMDo6GheMiaz2Yyamhp4PB4t0ZAq6tXPUv3uqPGe8Xhci5/NzSBcTWOOoihVEZs7duyA1+vFGWecoW2TJAnPPfccfvzjHyOdTs8bF3oSm/OI1tbWkhNKlmXR1NQEhmGqViRZ9aWfiNFoxLp16ygRCUHMIrkPxlL09fWVbROPx5FOp09KUWqCOJWYDbEJTBZ7mUwGAwMDGBgYgMFgQFdXl1bmpBKXezUzaTGPo9yxna5CU30P/H6/ZklTs3jn1hxVLWUTUedEkiTB4XDAYDBogub48eOaEFVR4ynVrL+CICCdTmtut7klPFTBqQpRk8mkudKqY1LjPFXXXNUKVlNTA47jEI1G80qfVMOipSjZOq7q80iNHa12SFZ7ezva2toAZD+nkZER7d8q6uen1ikVRRFDQ0PagoBaGiYajaKnpwd6vR46nQ5OpxNtbW2Ix+NaCRmr1YpEIgFBEDSLp2qpZllWuy/U/U6nU3NjVsU8UH1BXy3L5hvf+Ebs3bs3b9t1112H7u5ufOlLX5o3QhMgsTmvcLlcWLRokVZUdqKrxsqVK6vmM55IJEruT6VSJV37iMIcOADcfz/g9wOLFwNLl871iIj5TKU1MiudOE5MSEEQxNyQO4FOJBLo6+vD8PAwnE4n1qxZo2XYzK3NWGl/C4W5iNlUrYiRSEQrD6MmkFFFo+pmWQy1rqYgCNrCfiaTKVjfMjd5E5AVkH6/X/stVjOZqvGA6hxOjfXMFbxqO/V9y7WgsiwLp9MJu92ujcPr9c74vlAUBcFgUBN3qouxzWaDw+GY1P9MP8+JGXjVPifGWqqLL5FIRLNG5qLG4Krt/H4/nE4n6urqYLfbJ1lKVVR3W/V9T6VS0Ov1MJlMSKfTsNvtMJvNWvxsKBSqei1rVezOFJvNNqnuqMViQW1tbdF6pHMFic0ZIssyfD6fFvzc39+P1tbWaa82dXR0wOl0Ynh4WKuBWVtbi5aWlqJZ6KaDuqJUDEVRMDIygsWLF1ftnPOBgQHg4YeBcBhYtgy48kqgGq7umQzwoQ8B994L8DzAMIBen319553A5z8/83MQC5NkMql5LNhstrzfBrPZDIvFMq1auoVYiBNSgphrZsuymclksGvXLoyNjaGxsRGbN2+eVLe6mt/Z+ZSQZy6QJElbSFctVmptSlU8qJbFcgtzE8tdqEJVluU8wakKTVmWEQwGMTo6qiUQUgWj1WpFbW0tbDab1ufg4CDS6TT0er3m1qlaVdXngWppy0W1nM7UaqWKtVAohEQiAaPRCJPJpFn+1GzI1Zx3TkR1cc3N5gtAm/eqFuZcJiZVUl2KFUWBz+dDOByGw+FAS0uLVidT/czVRE8mkwmJRAJ6vR4WiwWZTEbLh6DT6VBTU5PnXlttqp2NdiFAYnMGpFIp7NmzR8sOBwBDQ0MYHh7G0qVLp1RfLxeHwzHpgVRtKsl8GwgEThmxmckAn/oU8POfZ4UgxwGCANTUAL/8ZVZ0zoRPfzpr0QQAdaFS9Yr6xjeA2lrguutmdg5iYSGKIg4dOpSX/ABAXtIGhmGwePHiSa4w02V8fBzt7e1V6YsgTieqJdLUSe/Q0BCSySTa2tpw3nnnwWw2z+jcp7uQLEc6ncbIyIgmNtVSGbnWM9WaVanXVu7CIMdxcDgc8Pl8mshRk9AYDAYoioKxsTEtNlAVSqIowmq1Tqp/2NjYqCWtyRVVua6+ua7VapKgiZa+3NjQSpFlGX6/X3M5lWUZ6XQakiTBZrNp4iydTs+q2NTr9ejo6EB/f3/evW21WuF2uwEgryxN7vj/P3vvHeZIWp573xWUQ0stdVLH6enJOe7OJtYY2AWbY8KHMeBjwPYaTLINNl5swAZsc9YLHGwM3mP7sMCBPeZgkzGbWGAJG9idnemZnp6ezrkltXJWpe+P4n1HUiuUuqXunpn6XddcMyOVqkqlCu/9Ps9zP4B6TRQKT7KOWCwGk8mEjo4OKh5DoRBtBUNcbz0eD6LRKHX3BdQJotXVVfA8D7PZXNUFd700U2z+6Ec/asp6N4ouNteJoihUaJZjfHyc9ksiSJIEv9+PSCQCRVHgdDr1HnmbxB/+IfCFLwCKov4hz5poFHjta4HHHwd+5VfWt+6lJVXEVnt+feQjwJvfDNxgk1k3LOT+UK43GLGrFwQBBoMBra2tOHDgAMbHx4vqRNZDrfR4HR2dtdQzmKwk+mRZxsrKCqanp5HNZuF0OmGz2bB///6GbVsLN5IgJb3As9ksQqEQcrncmvRJUicJXB3kk/TUatFNjuPWCC3SUiYej1ORSHqZLi8vQxRFGqkk65BlGbFYDB0dHUW/tc1mQ19fH1KpFI3uEXFJBNHq6iqcTidYlkUkEkEkEqFtTMj3SyaTZdN7q5HJZJBOp6nAItFaQRBoj9Fq51Ejz1kSRYxGo1SYFzrN2mw2+n5p71Li/FvY9oSYXkYiEbS3t4NhGLjdbuokLAgCzGYznE4nFduF9akmkwmZTAapVKppDq96ZFNHM4XF55WYn5+nYjORSGB4eLgoPz8UCmFmZgb79+/fdBdJp9OJYDBYdRmXy7U5O9NkpqaABx9URWYpiqJGOj/8YeAnPwHGxoCJCcDlAm6+WY2A1uLb364uNAFgdhY4fx44duzqdpeWAEkCuru1bUfn2mF1dbVqE2oAWF5exs6dO+kMcnt7OyRJgtlsRjabxfLycl3bJA9aHR2d+qg3ali4LDEwmZmZAcuyGBgYgM/n0+QgXW59G9nH7ZZG38z9IffIZDK5JuWVbJsIykKBQqJbtY4lcZktFHHEpNHj8VAHWbPZXHUsSLZVLkJGzIZINLQ0PTefzyOTycBqtSIWi9E2K8DVcyaXy2FiYgJutxutra2ajKZyuRyNZmazWdpTlJjmkFYumxUIMRgMFTsfMAyDvr4+atpD+qKWtv8iFBotkd+PTAqUujaTUrXS36VwIqIZkze62NTRTDgcrnnDikaj1IGsVGgSFEXBpUuXcPz48Yr25c3A5/NhcnKy5jLXA//v/6kRxUqTmLIM/PSnwKlTwHPPXX3d5wM+9jG1FrMaNTQFJZlUReYXvgD8j/8BXLmivt7RAbznPcCf/RnQ4Dp0nS2C2LPXWobneZpCVDg7u55rT1EUvfWJjk6TIQPTXC6H2dlZzM3NwWazYffu3UUeDiQKMzIygtbWVrS3t5eNPm03gdhomjFYlyQJS0tLVGhW2m45AUrqK7Vsg0THSjEajWuEGEltLcxOIfWPJDpZDdKKg9Rt8jxfFKUtNJWRZZlmsZAaxlAohHQ6jd7eXrAsi1QqhVQqRVupOByOon3IZrNFx4QIOZKaarVaiyJ7mQwwOcliacmA5WUHjh0DNquNJ4nmchyH3bt3016cpFaTfA/ym0iSBKvVWvOYk36nhRMB5P+FpkDNyD7QxaaOJkjxdy0URcHKykrVJr+AWuu5d+/eRu1exX0h/bkqXTxkwLtnz56qNSbXEpFIdbFJOHu2+P9LS8Dv/Z4qEt/znsqf01oy4fMB994L/P3fq9FUgt8PfOhDwM9/Dnzzm1drPXWuXbTU0QiCUNTSpDDta3FxsW7joHJ1QTo6OrWpJ7IpSRLm5uYwPDwMj8eD48ePw+VyYXJykkYyC8VMKpVCJpNBLBbD7t27yw4y19tKpdL3iMfjmJiYQDKZpCmjRFSU+3cz3mNZFrlcDoIgIJVKafq8VpLJZJGjaC3IuomIK4x8VSORSKwRm+T4kj6ZxF+DjAlLSyEMBkPVSUCSykrEH9kGiZyS+k+TyYRUKgWDwYBcLle0HUmSwPM80uk0TfGNxWJFNYzJZBKdnZ20fySJ+pE/xKTIZDKhtbUVFouFnqurqwy+/W0e09MMslkzVle7kMsZ8N/+m4jOzs1L2ybni81mw+DgIEKhEEKhEERRpOJcEASwLEvdnqths9mQSCSQzWapuCRGQiT4o0c2G4M+rF0ndru9ZvSCzMSUGoSUQnpCNZNIJIKxsTHaR4lcQJ2dnbQGAVDz57u7u+FwOJq6P5vJ0NBV055qVHru/Pmfq/WWG/Vs+ulPVaEJrE3plWXge99T3Wvf/OaNbUdn6zGbzTVbGtQyHshkMnA6nfTaLKVwJtZqtcJiseCpp56i9eDd3d1FNeM6Ojoq5a67WoPKSCSC6elpJJNJuN1unDlzhj4nE4kEotEorRcrXS/DMEgmkwiHw2uEh1aRpWU5SZIwMzODRCKB7u5utLe300geidgU/rv0/6X/Jv/X+pnS/xPzmeeee46+V416RW45CiNdpa8BxROBVqu1ap17Op1GJBKh2xZFESsrK0X9kQ0GAzo6OmA0GqmxD/mupPYyFAphbm4OsizDbrejra2N1oOKolixVp/Ue3o8HrjdblprWShMyffLZrPgOA6xWIwKVZJSK8sykskk4vE43G43FEWh6buFLr3EqbXQxE5RgCee4DA5yWDXLhmCIMJkSmFujsHjj3N44xvFTfOiKPxNTSYTfD4fOjo64Pf7EYvFqPFPW1ubJpNNlmXR2tpKJw8A0BrcZkY2dbGpo5mOjg5MT09XvXl2d3fTm00tmlnUH41GceHChbLbWFlZweDgIA4cONC07W81r3898Ed/pKaBrIdsVo1wzsyoUc4jR4C3vx248041Qmk2q3/X+gm//W01allJ+LIs8NnP6mLzeqCzs5O2Q1ovsiyjt7cXDMNQ10KTyYS2tjY66GBZlqbiFrpih8NhhMNh9Pb2rnGUJoOfwgkmt9t93afz6ehUotK5TxxAp6enkUgk0NfXh5aWFvT29hZNyBLTr0qtGliWhSiKSCQSZaNcG33+x+NxTE5OIpFIwOPx4I477gDP8xAEYUsbu8/MzCCVShWNLzYieknKaDgcrijQCqPUBoOhyK0UKHYyLRSNZN8KyWazGB0dpftBAgiFy8myjOnpaRgMhjW1o2T8R9KqAXUSMRgM0rTbwl6apSiKgrm5OQQCAWqGU7jPZCKDfCdZlhGNRmkklER+iVAOhUI04gyogo3sBzlfgKspwQzDIBxmMT3NortbhsGgZnLxPIOuLhmzsywCAWZTopulv40sy4jH4zRq3tvbC5PJVJR+XAmSIk0mhAujuSTKW2m7jUAXmzqaMRgM2LdvHy5dugRg7QnZ2tqK7u5uAKganSA0M5I4NTVV9YKZmZmBz+fTVFjeDKJR4EtfAr77XSCXA06fBt72NjUi2QicTlXE/e7vrhWFHFc7vRYAvv71q5+bnFTrQN/5TuAznwHuugt43/uqf76jQ03LrRZhlWXg8uXa+6Kz/SHNpVdXVze0HkmS0NHRAY/HU/b9XC6HZ555BkD5h+L8/DxaWlro5+PxOEZGRmh9DqCm8FutVhw6dKhp7ns6OtuZ0jRaWZaxtLSE6elpiKKIgYEBnDhxAgaDgV5vhZSLaFbajpbXtOwjcFVkBoNB9Pb20v6CZrNZc4ppMym3z7UikwRRFCFJEk1BzufzNFW01ncj9Xv79+/H6uoqVlZWivaD53kMDAzAZrMhHo9jenq6qHaP/J6dnZ3o6OgAoN5rR0dHAaBo3wsnEwwGAxWjxK+jXKQVAHUiJ/05K6EoCnK5HHieXyN0yfuF6ybCk9RrFpJOp+H3+2lNYqGwJ7/L4uJi0YRJNGrGxMQAXK48zGYZ8bgBsZgJs7PLEEUOv/jFHDo68g1Jxa72GRKBDoVCUBS1vVBhhDcYDMLtdsPr9dJjSoSow+GA1+ulNZorKytIpVK0d2oqlUIul0NXV1fZcbAe2dw4utjcAF6vF8eOHcP8/Dx1djWbzejt7UVXVxc9mbq6urCwsFB1XUSYFpLJZLC0tEQds9xuN7q6uupyCMtkMjVdMRVFQTAYRFdXl+b1NooXXgBe+lIgHCb7AvzsZ8CnPgU88ABwzz2N2c5b36r21Lz3XtVxFlCF5iteAXznO7U/X3jPJs+5z34WOHoU+P3fB+6+G3jsscrC9f3vBx59VI1eVgt0b6JHlE4TYRgG+/btw+zsbNHDm2EYeL1exGIxTeup1eOMWOZXY2FhAR6Ph/YFLueyl06nce7cOZw6dWpLIyE6OluJIAiYm5vD3NwcDAYDduzYAZ/PVzQwLCeg3G43FhYWaESonDsmwzBlHd7rqRcllIrMO+64A2azuawQvtYQBAFLS0uIxWIbEswtLS1gWRZtbW0wm82IRCIQBIH2VyQTaw6HA263m7bWINhstqIodOE9vJTCCCyJIlaC/N6KoiCZTNYMNJCaysIay8KIcOH+FLrjms1mGI1GpNPpXzryKpiaasHEhAsWiw3794sYHAyCYdTvxbIsHA4HnE5n0XfK5xUsL5uwtMQimVTd/WOxDAAn7HYZgmDCwEAaQHPTtInj7/j4OFiWLSu8A4EAZmZm1kSgE4kE5ufnkU6nwfM8TCYT/a3I8WNZlgrZQpGbTCaRy+Vof9WNCOr5+XmMjIxgYWEBy8vLeOSRR2A0GmEwGLB79+6yZlTXC9tCbH72s5/F/fffj5WVFRw5cgSf+cxncPr06YrLf+1rX8OHPvQhzMzMYNeuXbjvvvvwile8YhP3+CoOhwP79+9HPp/H97//fTr7WYjVasWuXbswPj5edh3ESrsQv9+PyyVhrlgshrm5ORw6dEhzWxItRiUMw2y4v996SCaBl71MjWwW3jOIYHvb24A9e4A77tj4tqJR4KtfBQp/AkVR3dRuvRV4+mltEc5CGAb4xCfUFNuvfAV4+cuBZ5+9Gi0lE2S///vAn/yJ2k7lkUcqr4/jgDe8od5vprNdYVkWO3bsQF9fHxYXFxEIBJBKpWi002QyVb3urFZrzYGIFtFKsipKZ6xLyeVyCAQCWzLppKOzlUiShGg0ih/96EdwOp04cOAA2traKkYiSwe5RqMRAwMDmJmZKZtGqyiK5jqySpCB78TEBFZXV4tEZrV9u5YgKakkLbkatb4raaXBMAycTicVUeXW09vbSzPQZFmGw+GAy+UqmngzmUy0/rWwXp783qQdRz0CWRAEWutbrtyKpMMC6jla+Lwo992JwCTGTIIg/DLCyuBb3+rFT37iRTrNgGEAu92IF73Ijre/PQqjUf1+ZFvF6wRe/GIW//ZvBrzwAgu7XQDHAe3tHHp6GAwPu3HsmB07djT3vLty5QoYhsGuXbswNjaGbDZbFIUkv0VXVxetXy2M2sqyjL6+PjAMg0gkAqPRCEmSIAgCXY7neXg8nqI62nw+D7vdDqfTWTUFnNS/VhPOzzzzDL785S/TaP0f//Ef09/p/vvvx2/+5m/WdUw+/vGP4+tf/zouX74Mi8WCW265Bffddx/27NnT0GPfCLZcbH71q1/Fe9/7XjzwwAO46aab8OlPfxp33XUXxsbGyqr8n//853jDG96Aj3/84/j1X/91PPTQQ3jVq16Fs2fP4uDBg1vwDVRqhdl9Ph+sVisWFhYQDoehKAocDgd6enrWPNQSicQaoUmQZRkXL17E6dOnNUU4tSxDctY3my9/GQiFKtc6chzwyU9uXGzmcsBLXgKcO1ccVZRl4Gtfu5quWyvqWIqiqFHS1VWgrU11k/3e94D/+3/V18j1/slPqsL0DW8A/uZvgPn5tem0LAtYLMC73138OmnLMjenbuPFL9bbo1xrLC4uYnp6mv6fDBIKG5CXwrIs9uzZU/O+Uk96j5Ya0q3KcNDR2QoSiQSmp6extLQEi8WCU6dOrbu/tMfjgd1uRzgchiAIiMfjSCaT6OjogMvlgtPprFqbV414PA5BEHDx4sWyInO7Um/6YSgU0iQ0ybpLjxvLsjAajchms3UdHxJ1rvbbcxyH9vZ2LC8v0wi2Fj+OUsg+k2h5YSStdKKiMHBBUnsrbdNgMNDUWIPBAIfDQXtzXrnixpNPemG3y+juFiFJMkSRwY9+ZMKpU27cdVf1mfZ9+2Ts2SNhYQEwGmXY7VmcOCGhvR24dInB1BSLHTvqnK3fAOT4F0L+n8/nqdtw6fmRz+fhcrnoBCxZlpxLsixDEISi2luj0QiTyUTTcDeS+XPs2DG8+93vxkc+8hFEo1H827/927rXBQA//vGP8c53vhOnTp2CKIr4i7/4C7zsZS/DpUuXikyetgNbLjY/9alP4Z577sFb3/pWAMADDzyA733ve/j85z+Pe++9d83y//AP/4C7774bf/ZnfwYA+NjHPobHHnsM//RP/4QHHnig7DZyuVxRUTU50ciMQiMg66m2PpvNhj179qzJ4S+dCZudnQVQ+QEkiiIWFxfR09NTc7/IzFg59zLyN8uycLlcDTsWWvnhD1WBVe05++STV1uLaDnG5XjoIeDSJaCS7p6bU3tcfv3rqhCsF0G4uo8vf7n6h+znY49d3V+eBx5/HHjd64DR0auiURCA9nZVpHZ3X13XY48B732vun8Erxf4yEeA3/7t+vdT23dZ3zHeKrb7/iYSCUxNTRW9VnjtlcPlcqG/vx8Wi6Xm93I6nQiTHPQKkGtbEISag9p8Pr9mm9v9GJejnn2+lr6XTmMQRRHPPfccwuEwuru70dvbCwCahGa1iJrJZKKTNYuLi0in0+jv76+5vkqQFiarq6tgWRZHjhypmmpXuG/bxfCr1j2H9JeMxWJ1maqVii7ioiqK4prxTqPo6OgAy7IIBAIbum+UplpWMzsikKhZpTpYkhpKWne0tbUhl8tBURSMjjqRy7Ho6bm6zw6HgnCYwc9/zhWJzVQKePJJDs88w8JmS+LQoSR27ZLQ1WXDzp1OpFISrlwx4sIFDj09CiRJe/u3jUKOh91upymvhTW2gBphJhO55A8RktlsFjabDTzPI5lMgrjwFqYjR6NRtLS00OOpHpMUlpeXYTKZ4HQ6YbfbN3R9Napm8+GHHy76/xe+8AW0t7fj+eefxx2NSAlsIFsqNvP5PJ5//nl84AMfoK+xLIuXvOQleOqpp8p+5qmnnsJ73/veotfuuusufPOb36y4nY9//OP4yEc+sub1Rx99tOG9JB977LGGrq8Sw8PDGB4e3vB6iPB+pFp+Z5N44xvVP7X4r/8q/n+9x7i1VRVytbj55rpWS/nFL6q/X7q/H/5w+eUCgbXf9b77yi9bulyj2azzuFFca/sLoKJpWCwWoxNOjSAWi60RvNWWXVxcLPvetXiMtexztdYHOtcnPM+jo6MDhw4dgslkwvj4+Bpn0kaw3pTWQpFJIplPPfVUXX4N2518Po+5ubmaLaK0YDQa0d7eDkVRqprtbBSGYdDe3o62tjYkEglMTEysaz2FqdXVTOSIKCHpuQzDwGw208idIAhgGAYWi4WmkVqtVrS3t8NkMsFmsyEajRZlUsmyQt1nOU5B4WmfywH/+q8GPPssixMn/OjriyISUSfr3e4EHI4MfvGLdmSzPGSZweQkC4dDxhvesHlutNlsFvF4vCiFGbhac2owGIr6UxeeW5IkgeM4uN1uJJNJmuLKsixMJhMURe1vSn6fwmcDEaykFc5GIoeSJDXFIIiU1WzHlmdbKjZXV1ep22IhHR0dFdNIV1ZWyi6/srJScTsf+MAHigRqPB5Hb28vXvayl1XM468XNYr1GF760peuqdmsl6effrpqbRWg1ooePny44vvRaBQjIyMV31cUtTHx0aNH4fP51r2vG+H++4G/+7vKqassC5w8qUb4gPUf40OHiqOD5ejrAy5cAOJx4MEHKwvCUj75SbUmsxzr3V9FAc6cUZ1pKz2DnU5gYgJodPZzI8/jzWC77+/zzz9fNqsgHo9XTas7efJkxdR2URQxMTGhqTfvzp070dnZCUCtA681ODp8+PCaOtHtfozLUc8+13IK17k+IdHMetFaF7kel9lyIrMwHfRarscUBIGa/pjNZszOztYc51TCZrPRyQGDwQCj0UhNcTYDIvo2AhGD1cauiqJQQQmokyQsy9KWV+S91tZW+jwxGo10+dbWVmSzWfT3J8AwTiSTMqxWwGw2QRRZ5HIMTp68OgAbHmbx/PMcjhxJYM+eKHI5AxSFxfQ0g2w2j/7+OAYHLXjqKQvCYQb5PINIhMWTT7I4eFBu+Hik3PGYm5uDIAhUhBemJff391MxWPgecLX9Szweh9lshtlsppFP4kpLxCVZlqTTkuVIinYymdyQ2CQCt5HIsow//uM/xq233rqlJYWV2PI02s2gUuEzyXFvJI1Yp8vlqpka53a7q25nYWFB08PO5/Nt2QDyd39XTQkVhMqi6g//cG2NYr3HuK1NNQaqJmrb2lRn3LvvXmtYVIm9e1UTo1r3jHr39/x54OzZ6stkMqq77Wteo3m1ddGMa6OZbOb+xmIxLC0tUev0trY2dHZ2lrVMr9bzq9AJr5RwOIy+vr41ryuKgosXL1KH6nLrtFqtcLlctE6c0N3djUgkUvHe0tPTU3VG9Fo7JwBt+3ytfSedxtMsYx2t68zn8zh79mxFkUn2sRbbzSCoMDVxbm6urBN2veszmUxUUHEcR+sUc7lckXlPszEajZra2lWC9EqudixsNhtaW1vBcRyWl5eLUncLP2c0GtecL0tLDC5csMBoHMBtt0Vw/nwOzz1ng8nEgudZZLMMjh6V8JKXXA17zs6yEEXA682AZWVkswokKQ+WZRGJKNi1K4MTJ0L44Q8H4HIp6O1VEI8z+PGPeezfr9Ss/dwosiwjk8kUpciSYyFJEk2TJecEiUaS806WZSwsLMBmsxW59hY6BJPU5sI0bYZh6HOC9DstdQKuh3I1pxvlne98Jy5evIif/vSnDV1vo9hSsen1esFxHPx+f9Hrfr+fzsaX0tnZWdfy1yLd3d01xWY1E49cLndNzNZ3dqr1lK9/vWqgQ1I9iJvrO94B1GnOhakp4Mc/VsXirbeqJj2/+7uqyU4lZFndh7vuAmIxbUKTYYB3vau20ASAmRlVyPI88KIXARVaJlKqTHQWbX95ufZyOo1DURRMTU3RiZzCaMTc3ByOHDmyZrbT4/EUpfRooZp1figUqnptK4oCr9eLgYGBsus9cOAAFhYWsLCwQAcuFosFvb2919U9VEenFqX1jVoFUCMjm/F4HAsLC0gkEujv779mjH+0QkSA1jT+SpBeiRaLBbIsI5VKwWKx/LKlx9WURNKPcrPo7+/HxMQEbcsBqJNXHo+nasQSADUEqnYuCYIAt9sNQJ2QWF5epqY2hWKIZVlEo1Hkcjmk02lcucLi8cdb8ZOfeCGKJnR3W/Ce9+Rxxx0KfvYzQBRl3HyzhLvuElFYpmwyqeMfRQEVaer5zoFlFQAK2tszOHAgBru97Zf7CLS0AM89x+LWW6WmtW8j4q6ayBNFES0tLbBarWta2ZDIJHGetlgsYFm2KPOITGSQVFry+5B6T/L/RtRsNnKS813vehe++93v4sknn9Tk5bIVbKnYNBqNOHHiBH7wgx/gVa96FQD1R/jBD36Ad73rXWU/c+bMGfzgBz/AH//xH9PXHnvsMZw5c2YT9nhzaG1tRX9//5q6LXKh7d27t2L/PUVRaM/PamwX84DXvhZ4/nng058GvvUt9cZ18iTwnvcAr3qVKqq0EA6rovLb3y4Wiy99KfCv/wqcOKG60ZZm7XCc2iszkahPaJrNtU16yLPmyBE1EgmoUdrf+z3gf/5PdR3l0GIGqijAFmU/37D4/X7aL7d0gCAIAi5cuICbbrqp6Nry+XxYWFioy7VQUZSKA87SibZyrKyslBWbgDoo6evrQ29vLzVRKEy70tHRqU49YrPScoXpsi6XCx6PB/v27dvwdrdTZFNRFFoXtxFYlkVrayutVyVRqtIaO5JaWq7/YrMwGAzYu3cvVldXceXKFRw4cKCoPMLv95c18ylsjVHpNyORW4LH40EymVwTiJBlGZOTk3QdksSCZXncdVcChw+H8Y1v7MLsLI/77jPiS1/K4tWvrtya5cABCS4Xj+lpK7xewGiUkEyqx72nJw9RZJHPM+jpySAaVcuOTCagv19GOs0gmWRgtzfv2JM+o6WRQXIcrVYrRFFEOp1ec1xJ9Ju8nk6nYbFY4HQ6YTAYwPM87HY7WJZFKpWi/TUB0EhnOp0Gy7JrWhXWS6MMghRFwbvf/W584xvfwI9+9CPs2LFjw+tsFo2vUK2T9773vfjXf/1XfPGLX8To6Cj+8A//EKlUirrT/s7v/E6RgdAf/dEf4eGHH8YnP/lJXL58GX/913+N5557rqI4vVYZGBjAoUOH0NraCp7nYTAY0NbWhuPHj6+pWSUoioIrV65gcnKy5vq3ywMJUMXYgw+qgjGRUF1qX/3q2kIzFlNF25EjapT0W99aKxZ/+ENVcH7jG6oLbOH1zbLqa48/rva/1HJIyOf/9/9WZ/MAdZ+ffVZNfSVZLpGIut1SBAH4l39RRXalZ/ChQ+qfavcilwvYotayNySKomC+hlUxafxciMlkwqFDh+qySycmFOVolLsqqTkymUy60NS54dkskRaLxXD27Fk8/fTTsFgseNGLXoSuri7N12A9+7jV13U8Ht+QK6zFYoHD4YDT6aRCkxjlkOilyWSC3W6H3W6HxWKB2WxuivFKNRiGgc1mo201SBqmz+fDwYMHi7JdCs8zlmURDAbL/qZkHW63m6aOEkdxkjpcWBpWvA4FksQikzGipyeBQ4dC6OtTEAwyeOKJ6s+hHTsUvPa1AiIRK154wQ1BUOBwZDE0lERnZx4GgxHxuAGJhAHLywxEkcG+fTI4DrDbFTidzb2GCp+NxNyHTGZ4PB4YjUZEIhGIokgFZGm6LTm2LMtCkiQkk0m0tLTA7XbT5R0OB21lBFz9PUhZxkYnUBolNt/5znfiy1/+Mh566CE4HA6srKxgZWWlKNK+Xdjyms3Xv/71CAaD+PCHP4yVlRUcPXoUDz/8MBVUc3NzRT/KLbfcgoceeggf/OAH8Rd/8RfYtWsXvvnNb27LgtiN0traWperlN/vr5m6UUo8Ht/wLM1WMDenpqTOzlYXiaKoGul885uqI+0nP6n2wwSAW265Gh38pYlXTfr6VGF8552qyPzAB1ThSZ6p7e3An/4pkE4DvwyCrUGWVTfZJ55Q+3+WwjBqpPdlL6vc+/NTn2q8OZBOZchsaTUYhkE0GqXNxAkulws333wzVlZWEI1GqVFGJXbu3FkxFUxLP1wy0z04OLjlA04dnWuBZqTRAldFQCwWw+TkJK3JfNGLXlRFLFTebj3b3ArS6TSi0ShkWa5ZClQJo9EIo9GIgYEBiKKIUChE6/QURYHRaITFYkE2m0U+n6eRLkmS4HQ66y5baCYGgwGDg4MYHx+nwpv8jk6nE7FYrKyZDak9nZ+fx9wv3Q0LTYJ4ni9rrsSyLERRgdOZRyCgpmn298dw8WI7GAYIhyunn6ZSKciyjFtvNWHfPiuefdaMRMIMRRGRycgYHbXAbObg9WaRTrNgWYDjFKysMIjHgTe+UUKDmzsUQaKXHR0d4DiOtp8hgRgiQgujkURQlq6HrEsUReTzeUxNTdGJClmWwfM8jEYj/U0sFgusVis4joMgCBturdMosfnP//zPAIA777yz6PUHH3wQb3nLWza8/kay5WITUPONK0Umf/SjH6157XWvex1e97rXNXmvrj0WKqmbKoyMjODmm2/edEt1QQBCIcBux7py/H/zN1Uxp/W5+vnPA+9+tyou/7//b+37R4+qaba1eMMbVKGZTgMvfrFai1l4LwsEgPe/XxWJ1XQBzwNf+EJ5sQmo6374YbVudXz86utdXcDf/33z+mzqNAee59HT04Oenh4IgoC5uTm43W5Eo1G6jNlsxo4dO6r20evq6tLUi25hYQEsy27rtBodnesZUpNHjH/6+vrWiEyyXCO3uVWQqAqwtgemVoiZI0mXNBqN4HkeqVSKRqtIn8RUKoV0Ok1rNu12O2w227YSm8DVVNtoNIp0Og2DwQC3200zZUp7QRJKJw3I/wVBwOysHRcvWmE2Z3H6dARmswxBYHD+vAvLy0Z0dGTR0UHMmBjk8+ok9sDA2gFTMpmkwo3si91ux6lTHjz5JAuGAWSZh8mkIJcTMDvrQChkRD4PZDIMolFgcFCB17s5kxwMw6CtrQ1er5eKtsLzntRCkihmqeAkx5gIevJ+NBoFz/N0IoO0SQFAU7QL17sRGmVktZ0yFGuxLcSmzsYhRfPr+dzKykpZ58tmEIkAf/u3ah1lPK7eAO++G/jQh9R2H1o4dw545hnt21QUoFap25/+qSr+anH77erf//Ivaq1ppWu91rNWFCtHPgkveQkwNqZ+17k51TH39ttVoaqzufA8D7PZXHVGU1GUulop7d+/n6ZI8TwPm81W8wHU0tKCtrY2TXXZ8/Pz6O3t3VTDDB2da5FGRzZJb9tUKoW2trayIrNZ+7gVA9BUKoWVlZU1Ebp6IKmhsizD5XLRgT6JdJZit9thtVqp4Njs9Nl6IHWnhZlqhanBhe6qtY6fKDJ44IEuPPNMKxgGcLnyePvbp/D1r/swP2+Doqjjqu7uDP7kTyZw8aILc3MM9u+XceedYsm6RAQCAdqOhkyQJBIJzM1Z8ZOfdOPMmSgcjhQkiUU06sA3vuGE05nAa18rIpdjYLEomJ1l8eMfc9i/X02p3QxKa1oJbrcbq6urEEURHMeB5/kiIc/zPE3BBUCjmUR0kmc86WMKXBWokiRBluUil/f10IzWJ9sdfRSyjRFFEX6/H8FgEJIkwW63w+fzremDt1EqtVloNOGwmro6MXE1GqgoaguPxx4Dvv514JWvrL2en/+8cnppOVgWqNVS7cAB4Dd+Q637rMSOHapjLQA88IC2bVeC5wEtpmEMA9x8s/pHZ+tgGAY9PT1V+1SSdJ56qNSWqdp+7N27FwzD1IxwKooCv9+P7u7uuvZJR0enOpUEQSwWoz1wvV4vbDYb9u7dW3VdjawXLZ2s2qxIJ8nQqPd7kIE/qYcjdYpay4e2u8ishsfjQSgUWmNiA1Q+JwSBgywr6O9P4cIFJ2QZiESM+Kd/GsLrXjeP733PAJ4H8nkWc3NWfO5zgxBFG/btk/H61wso1Oy5HBCPpyGKYlHtPmntIUkxSFI7/H4v/H4vADVYkMkwaG2VYTYDZrO6j11dMhYXGQSDDDo7mzPZobXViMlkQl9fHxYXFyEIAhRFAc/zcLlcSKVSEAShKKppNBqpcRCJgBKjKUEQIIoicrkcMpkMjaBvVGw2Ko32WkIXm9uUVCqF4eFh5PP5otdIFLI0PY5lWbS0tFStBavEZs2EfuhDxUKTIEmqqPrv/11t51HBaJdS7/NTloE/+IPay/3HfwC/+qvAk0+u3V5rK/Cd71w17alVK1oLUQS2WUq9Tg18Ph/i8XhZkcdxHA4ePLihB0gmk0EqlaLXciVTIZZl0dbWpimdNhAIwOfz6bWbOjpVqDeyWUqhyOzr68PBgwcRj8cxNjamaZ0bdbcthyiKSCaT4DiODqwL/y7890YpjBRpgbhgO51O6gxqt9vR0dGx4ZYQ18q9zmq1ore3ty63ckFQYDAoiEYNYBjVTd9iEZFM8rBaJbz//eP43ve6MDZmh9UqYm7Oine+cxLf/nY/PvIRE770JQXvfGcezzzD4ec/5yCKBhw4wOA3fzOJrq6rxnIsy8JqlVAw/KTIMmA0Fu+vKKr7sl2SaJxOJ+x2O1KpFBRFgdVqBc/zyOfziEQiCAaD1CQPAG0nA4A+wxVFoc7GHMehtbUVBoOhIe7tsizXZRp4PbBNTg2dQhRFwYULF4qEJnkdUE2TbDbbmtqu7u7udYnNelL/1ks6rRrrlKlpB6AKt1gM+NrXgN/5nerruv127VFNjgOOHwfe9Kbay/K86l77jW8An/sccPmy6jj7xjeqYrXwcLtc2vphloNl1dThF7+4+nLZrCp0dSOg7QGJKra1tWFxcRGpVAocx9H6EUmSEIvF4HA46hKdmUwGV65cKarf5DgOPT096O/vL/tg0zogi8fjeP7553HgwIGK7ZJ0dG506hVyhcY/ExMTCIfD6O3txcGDB+tOl210zaYsy5idncXExERRfVq171dOgNYSqIWvVesXWS4iRT5PXDOJ4Ewmk3XtS6HT6LWIx+NBS0sLEokEjcAVtjEphedVofmLX7jpaywLMIyCaNSIvXtX0Nubxne/24X/+q8uZLMMnM483v72cTz44H6MjnK45x4zWlvVGktJYvGDH7gxNWXDX/3VMtxuEZIkIZ/Pw+NpQWsrMD7OordXhqIAgQALr1dNxZVldduiCCwtsTh+XILHs31qCFmWXZMFaDQa0dHRAYZhEAqFaFpsYU9Rci+QJIleyxzHUWfaRqCLTZ1twerqKnXUqsTc3FyR2MxkMutunOzbhIaN8/NXe01WwmAARkZqr+vgQeCOO9R0WrFyyygYDKqRzj/8Q+WeloTVVTXqarMBr3mN2pqkGq99LfDZz9be13L7RPpsEj0SiwFTU+q2h4aAr3xFdc09f159/9Qp4M/+TG3TorO1MAwDr9cLr1dNK8rlchgfH8cLL7xAlzEYDOjr60N3d3fNgVAul8MLL7ywpl2JJEmYnZ1FPp/H7t2713yungdfOp3GuXPncPLkyYY2ktbRuRFhGAbZbBbPP/98VZHZjHYq1danKAoymQxCoRBMJhMOHDhQlCFR2NuR1LAV/l3p39WWk2UZgiAgHo/Xtb+kZ2Hpfq2urlbcfiVKBSgRCk8//fS6xXO9nyG9PqPRqOZtkD88z8PtvioefT4flpaWyh6/eNyAj350H/L5q0JFFBkoCoOBgdQv6zVlvOIVK3jiiTZIEuB2S3C7cxgcTMLvdyIQYLFzp4z2dgWKwsDhEDE9bcDjjxtx111hKrrs9gx+53ci+OY3XVhYUJ9jfX0y7r47jiefTOPyZS/dhx07ZNx1l1R31lk9aE2j1YLX64UoilhdXaWps+TcyeVytN2gxWJBNBptuIGmnkarsy2IRCI1H1TEnY3UPAwPD9dlx0wu2qGhoU2JeBS0mqqILGtbDgD+/d9VV1ji1KooahRTkoDTp4EPflA1HPJ6q64Gi4uqOdB//MdV4To4CPz1X6tpvZV4/evrE5t/93fA3r2qSCadZoJB4M//HHjoIbV+AlAjptFocY/N559X3Xf/8i+Bv/kb7dvUaS75fB5nz55dk4EgCAImJyeRz+cxODhYdR1zc3NV+2IuLy+ju7u7qFcboM60ak2bJ43PV1ZW0FureFlH5wZEqzCMxWIIhULI5XLo7++vGclsZHpstYF2KBTC2NgYkskk2tvbcfjwYQAoujc1Kwo4NTVFaydL72Vke+Q7klpMUicIXDViaW9vRwtpXg3QgT+ZeDcajXSyrJoADoVC8Pv92L17d1XxXO01URTrEt5EsIyMjJR9vxKVRCnHcUUpzuT94WEnJiftkCQ1lVWWGUgSi4GBFG6+OQyeV8cOLCvjwIEELBYJPC+CZWUYjWmk03YADDIZEbmcCICBwcCA5xlcuWLES14iUVOdXC4Hq3Ue7363CL/fCpZlMDAAJJMpuN3zsNt9iMUAt1vB/v3yuroKNJrSVFgAtC0OqQkm75MWMmazmaaap1IpuqzRaKSTCI0eI+tiU+eagjygQqFQTaFpt9thMBgQj8fBMAycTiei0SjtZ9psenrU9iLDw5VTYCUJePWrta2vq0ttO/LlLwNf+pIq3HbuVNNdX/lKaHJEW1lRjXdWVoojpFNTaipvIAC8733lP3v8uBqlrKITipb9wAeKXwuF1NcXF4trP0kmZeExIv/+278Ffu3XtLv26jSXubm5NUKzkPn5eXR1dVV8UCmKUrMvLsMw8Pv9ZUXrzp07cfbsWc376/f7dbGpo1OGWoKvMF3WYrGgo6NDk/GPVtYbASV1obFYDIODg4jH43A6ndRhs9lIkoR0Ol22n2EhhcfX6/VidXWVjlk4joPL5Soq51EUBfF4nPZ+JOuwWq1wuVxVHbaJu3c9Pco3SiaTwdNPP41bb7217PtaRW6t117+8jDy+Ql85St9CIeNYFkFZ86s4g//cBI8r0BRAKtVRjbL4uTJMLq6sjAaJQgCg+VlDqIoQVFYWCwJtLSkkU6ziESMyOWsEEUJ3/62B6kUh/b2LI4cCcPplBEMBulzbnlZ/T4sC2Qyj8NkYpDNsnjhhY1FkLVElTOZDGRZht/vX/OeIAgIh8M0Ldtms8Hr9SKRSCCZTEJRFBgMBni9XrjdbjAMg0QiAY7jirJ9bDYbMpkMjEYjTCYTLBYL/H5/w1NeGxmlvVbQxeY6SafTyGQy4Diu4TWPTqcTy+SqroDZbKY33FAoVHOdyWQSd9xxBz3BBUFYd9ptKYlEAgsLC7SJs9PpRHd395qb/V//NfCqV5VfB8cBL385cOiQ9u1araq41GL+U46PfnSt0Czk3nvVNNxyetxmU9/70pcq16ESolG19Urhel7zmtqtT0rhebWWVBebW48WoQiogtPj8YDneTidzqIHDKkXqbWd0pT6TCaDZDIJhmFw4MABjI+PVxW9BLFazrmOjs4aytVkTkxMaB58bjRiWbocWV86ncb4+Dj8fj/6+vpw5MgRGI1GnCe1F5uE6loq1Ux1JYNrYtxiNpuRyWQgSRJEUaTO+8QVlYyvzGYznawjwrbwtWsFEq3cCOQ4vfzlAbz0pQH4/UZYrSJcrqsDEIYBFZxnzqQQiSgwGhWMjrZiYcELjmOxe3ca73jHLBwOCZLEYnLSgX//dytGR1sxMtJGU2Gffz6Ht71tDjt2qD2iyW+8urqKmZkZHDlyZN3iudL75Hwot1wmk0E+n0cul1vzXmmaayKRoHWw5A/DMIjH48hmsxBFEVartejaK4x6EtFKUqQnJycxPz+/YSF95coVzM3NIZ1OY2JiAk888QQMBgMMBgMOHjzY0LrQ7YYuNusklUphfHy8KH3NYDCgR0sfC420tbVhcnKy6uCwp6eHXhxaZ0WbMZvi9/tx+fLlogdhOBym7VQKXXN/4zfUliHvfrcq0DhOvTGKotpT8qGHGrprVcnl1L6a1cbfsqyKyT/7s/Lvf+xjwMMPq1HVauuZnVUNih5/XP3/N7+51vFWC6II1BHI0mkiJDWnFsvLy3TiyGg0YseOHfD8Mo+apErVSrMiD9JcLocrV67QSR3yfkdHB5LJJJLJZNV9udYGaDo6m0VpZLOa8U8j0l7XiyiKGB0dpVkTt99+e9F13Yw60UpEIhHqpFprm4qiwGazweVyAQDtKxwMBml/cJICS1IcBUGg91iS6igIArLZbNV72fUYMYrFYpiZmaHHg+MAny/3y+Near6kPluMRhmKwuKZZ9rxn//ZC45j8JrXxPDiF09AFIFQyACjUcbu3VG84Q0SvvzlXgwM5MAw6lhjYsKEb37Tg3vvzRa1mDEYDOA4bsPtP+rl4sWLcDgc6O/vL3p9YWGBusuS356ckzzP0+tWURQIggCn04ne3l6EQiHEYrGifqf5fB6SJIHnebAsSz/T0tICm81WNZ26mlAmfz/22GN45JFHkEwmIQgCfvazn0EQBOTzeXznO9/BiRMn1nVsPvvZz+L+++/HysoKjhw5gs985jM4ffr0Bo5249HFZh2k02m88MILawaZjYwSAlfbKAwPD5cdiLa3txeZ+tjt9pptEMxmc8NzxDOZDC5fvgygvOCdm5tDS0tLUYTzbW9To3pf+hJw5QrgdKr1iKdONXTXarK6WtuwiOPUlNpKdHcDzz4L/PEfA//5n5WXkyTgBz8ALl0C9u8HPv7xde0ygNptYXQaQz6fx/LyMgKBACRJgs1mg8/nQ2tra9FsZT0Du3w+j7GxMQwMDAC4KhSrZTEoioKOjg4IgoBz586tSZcnEVYtM6KbYQSmo3MtQq7lRrjLFtKomk3S629kZAQejwdnzpxpeL/teshms5ifn6eumrWyJrxeL3w+X9EYJJ1OI5VKwWg0rnGmJcY5ZDkicG5EBEHA9PR01UnJwklLjuOwb98+iKKIdDqNnh4BL3/5ElwuByKRGUiSDEkyIJFgAKjHtL8/hePH4/D7TQDUc7GlBbh40YFf/MKCS5cMEAQGhw/L2L9/62oNy00kkEnWcu8VBljIOSWKInWlFUUR2WwWDMNQV1qTyQS73U7FYzqdhtFobEi/6uPHj+Nv/uZv8KY3vQm33XYb3v/+9294nV/96lfx3ve+Fw888ABuuukmfPrTn8Zdd92FsbGxNR0rthJdbNZB4cxSJfL5fEMcH1taWnDq1CksLi4iGAzSAW93dze8Xm/RhdXZ2Ynp6emqD6xGRl4JtVJ9AWBxcXFNOm1bW+VayM3C6VTrDqplMSqK2l+zGj09wHveU11sAups449+BPT3qwJ1PbBsbZdcnY2TTCZx/vz5ogFULpdDOBxGR0cH9uzZA5Zl0d7eDr/fX/f6Z2Zm6L/7+voQDAYrDtba29tht9sxOztbtS47mUzC6XRWdIVsbW2lDro6OjrFkLYbzz77bE2RuZmRTVmWsbCwQDOdBgcHMTQ0tOH1bgQifsg9S5blNcekNOuqr6+PvkciPcSNlkSQiOEhyRoRRZF+PpVKUZO0jYj/a5FIJFJUt0ooPQdJ9LG3txeKomB+fr7omZHPc7R20WAAzGbll+tnYTCIaGkRsLJiKFifglSKxZe/bIPFwoFlFVy4wGPHDgde+tLNlw6Vrrly9bvkfCy9BmVZBs/z4DiO9s6MxWLU2IplWVgsFqTTaXp+k/rOdDrdsGiuoigNC/586lOfwj333IO3vvWtAIAHHngA3/ve9/D5z38e9957b0O20Qh0sakRYpNci2AwuMY5cr2YzWbs3LkTO3furLqcwWDA3r17MTo6WvZ9j8fTlKiGFifMSoPfrcbhAF7xCuD7369ccymKwBveUHtdWoNbiqLNUKgcHKcK5N///fV9XkcbiqLg4sWLFcWf3++Hw+FAd3c3+vr6iqzT69kGwWw24+jRo7h8+XJRGizDMPD5fPTa1zKxYzKZ0N/fj8XFRbr/PM/D5/NV7Nepo3OjwjAMotEoJiYmEAqFYDAYcNtttzVUzKw3sqkoCvx+P65cuQIA2LdvH6ampmqOLZqdRlsqYsj2SrdJsj9ItIh8Nh6PIxaL0fpDEkkq3QZpv0HSD9PpNCRJQmtrK8y1+phdZ4iiWPXeTVx6iSmO2WzGzMwMstkseJ6nvxE53izLFkWJLRYZkQiDhQUTeF4Vm4oChEJmDA4mcOaMgkRCbc0iCAouXDChq6ulZp/wzaK1tRWJRIJOegDF1x15nZxLbrcboihieXmZTngAV8tacrkcBEEoOnakVrWnp6chIrFRbrT5fB7PP/88PlDgQMmyLF7ykpfgqaee2vD6G4kuNjUiCIKmm3it/pjNor29HWazGfPz8wiFQlAUBWazGXa7HU6nE8lksuFpN9tp8BqLqWmxbW3anGgB4K/+CnjkEfXGWhrhZFm1r+XBg7XXc+yY2sezmiGwogC3366mpuzYAczM1Bap5HtIkhph/f731e+n0zy09Lidn5+Hz+eD1WrFkSNHMDo6SlPAtFB63dhsNpw4cQKJRAKpVAocx8FkMsHv9+Ppp5+mVvy1yOfz2L9/P/r6+uhD1Gq13nAW6zo6WnjhhRcQCATQ19eHtrY2LC4uahKazY5shsNhjI2NIZvNYmhoCN3d3WBZtigjYqvIZrP0HkUij6XHg0SHOI5DOp2mYjMSiSAUClGzHFmWkc/nkUqlqFs+cRwltXaCIFBBynEcLBaLpvvZZtWtbgZWq5V+n3JiKp/PQxAEZDIZ2Gw2cBxHJ/nJuJUccyLkBUGg/wcEmM0survTWFxk8MILLQiFDDCZZLS35+DxCFRsqhFRGZOTW5PCXe6acrvdSKVStEcrwePxIJvN0vYlLMuipaUFbW1tWFlZKUrhlmUZuVyOClLSCoUcO4PBQOuFGxHdJOnnG4VMdpd2lejo6KAlbtsFXWxqpJrVdiGNbv5aD06nEwcOHEA2m8Xo6Ch13iIRWafTif379zds5pakIFSCYZim248/+qjae/InP1H/7/UC73iH2r+y1j3h5ElVwP32b6uutDyvik5FUXtsPvCAtn0gEcfPfa58Wi7Pq0Lzl63P8Ed/BPzJn1ReH8cB/+N/qG1iGAb4lV9R+3rq9ZrNJxaL1RxM5nI55PN5mEwmOBwOnDp1CrFYjNr016rfrrRuh8MBh8OBcDiMc+fO1T1gIvcelmWva1c7HZ1G0N3djb1798JkMmlylq6XekSpoihIJBLUAGxwcBD9/f1F4w4t62tGZJM4zhb2HSysWS8Xlc3lckVjIUmSEIvFwLIsfZ30CM/lclRAFoopQRDovcxsNiObzV5XIlIrLS0tsFgsFb9/4TGbnZ3F0NBQUUSZvFeYiqs6uqoT2ZkMj3yewc03h/G5z7UglwMMBhksq+DJJz0IBHI4ePBq729JYmAwNL+tTimVfnuGYdDb2wuPx0NFNjlmsiwjmUxCkiSYzWaYzWaIoohkMklNgADQ85IIzkKneGI0VG0f6kXvs6lTEYPBAI/HU7PNSNsWh55EUcT58+fL1nfF43GcO3du3Y5XpXR2dmJ2drZi4bqiKE2pFSV8/vPA7/1ecSRzdVUVn488AjzxRGXBGY2q7rDpNPCd7wBLS8DICGC3q665BSUmmrjvPuC554Cnn177Hs8D//N/Xv3/O98J/PjHwDe+UVw3yrLqd/n2t4G7765v+zpbB8MwcLlc1GkxHA4jShqm1okgCLQxeL10dnaua5s6Ojci7e3tRQNwrdccSclrFPl8HtlsFk899RR6e3tx6NChLZ20JgiCgKWlJcTjcVrrR7KjZFmG0WikQrQQhmEgSRIVnKIoUpfPUj+Lwr6GRFhms1kqbo1GI3ieXxPZu5FgGAa7du3C/Pw8fa6US1smwp+0/CCvly6viim1J2cqxSGVYpBKcXjiiTYsLFgxOJj+ZcsPFokEi6efdsDjUdDdrSAeV8cre/cmAGyv543Val0TdWRZdk1rQkmSytZMkvRis9mMfD5P02jT6TT1Ymmk2GzEuez1esFx3BrvCL/fv+3GAzeWtN4gAwMDNWcjtrp43e/3VzUSyWaz6zI1KYfRaMShQ4cqHpO9e/c2zTHP7wfe/nb136Ulc7IM/OIXwCc/ufZzogj86Z8CnZ1qmuyb36w64X70o6rIfPe76xeahGj06uxfIYKgRiYTCfX/PA987WvAgw8CR4+qKbgtLcBb3gK88IIuNLcSl8tV84FiNpurDgZ37NhR9UFSzdXO7/evayDrcrlgNBqRTCY3pZm7js6NTCNcZvP5PC5fvkwnl2677Tbs27ev6r1Fy3YbMSBWFAXT09OIRqNUxGQyGQQCAVpvSQbtBLXdhrGozyCpMSVpiaX3JhJBIusk0TsSaSLptkS4bvX4aqvgeR47duzA4cOHsX//fgBrhTf5P3FXBVA28izLqlmQIHAwm2XkcjxsNhG9vRkwjAKel8FxEnhegSTxSKV4PPcch5ERFoEAi1tuSWP//tp+Hc1gPQJNEAQEAgHMzMxgYWGB1mOWTpKIogiO49DW1gaLxUJboZDzlmEYxGKxojrP9dKoyKbRaMSJEyfwgx/8oGjdP/jBD3BmmzVk1yObdWC323H48GGMjY0V1WixLIuuri5NhjnNRks6kN/vb5glssvlwk033YSVlRWEw2EoioKWlhZ0dXU1ta/fF75Q2dgHUG+on/0s8MEPAoX3pz/4A/Wzpc/jc+eA224Dnn9eramsl698BaiUIi9JaguVL3xBFbOAGsF8y1vUPzrbB4/HA5PJVLVus7e3t6ifVzAYRDweB8MwcLvdaG1txaFDhzA2Nla0HuIU6PP5cOnSpbLrXo+hlsPhQCqVwvPPPw+g2BToRkvV0dFZD/VGNjeCJEmYnZ3F1NQUXC4X9u7di9nZ2Zq1YFq226jIXzweRyaTofePcjXjpa+R2kqSqgiA1gUaDAZYrVbE43HqmirLMhVGpI8mGeATMUvMcYxGI1paWjTdz67n6CdxUbVarWtEDzl/a0XgJEmBJDFgWRkMAxiNMtJpDn19aQgCi1yOA88riMWsyOUMMBqBw4dl/PqvixgakuHxJLC4uPnpzOuZRMlms5ienkY+n6evRSIROJ1O2k6ITGgoigKPxwOn0wme57G8vEwnVGw2GxwOB/L5POLx+IZbCTaqZhMA3vve9+LNb34zTp48idOnT+PTn/40UqkUdafdLuhis05IS5J4PI50Ok3tkxVFwcjIyFbvniYjEWG9lqgVMBqN6OvrK7I3bzaXLhWLyHL4/UA8rkYNAeDCBTWaWA5JUiOPH/848C//Uv/+fOlLtVupFIpNne0JwzA4dOgQzp8/X3SdkMFoV1cXurq6AKj1ncS5lgxwFhcXYbFYcOjQIdx0002IRqPIZDLgeR6tra20WflG2bt3LxiGQTAYXOOSLYoi5ubmkEwmcfDgwet68KWj0yjqEZvriWzKsoylpSWMj4/DZDLh2LFjtDRH67Y3q2Yxk8lQM5lqmRKF9xZSC8iyLCRJgt1uL6rF9Hq9kCSJrptEP4mZEFnOaDRClmXYbDaaXksipjoqXV1dmJqaWhO5JIK+1nliMklgWQUMA7hceSiKAZkMh0yGRSbDgGF45HIGxOMMbDYF73xnHsePq+dBjZbu24qVlZWilFhyTsfjcfh8PjqpAqhZiQaDocigyuFwIBKJ0PPPYDDQyZCNpLo3smbz9a9/PYLBID784Q9jZWUFR48excMPP7zGNGir0cXmOmAYBi0tLWghKgaNF3DrhRTS11rmWsdmqy02WVZNUSV86UtqCmslPS6KwP/5P6rRj0Y/KIrfX7tn57V0k76RsdlsOHXqFFZWVhAIBGiPW5/PB5fLBYZhkMlkMDw8XGQiQMhkMnjhhRdw6tQpuN1uuN1uzdt2u90IBoNVl3G5XOjo6EA4HK7ajikcDiMQCGy7h46OznajmUJGURQEg0FcuXIFsixj79696OzsrHubWiObjRCk2WxWUzo+MU8hkSFFUZDNZmE2m9HW1laUqWEwGNDd3Y1MJkNTFiORSNnvAFx1tdVZS0tLCwYHBzExMUFFe2trKziOQyAQoJHjcqi6vrD9loyOjhwuXnSiqyuH1VUzIhEjABZGo4LXvlbEsWPF69oq4V/PdiVJQjKZpGZW5PPESVmWZSoegatZSplMBq2trbT/ayFkkmSj37/RBkHvete78K53vath62sGuti8zvD5fDXNSZrRc3OzefWrgX/+58rvc5xa+1hY4uH31243ks0CySTwS6+XmsiyKmp37FBTZSul9pJldK4NDAYDent70dvbW/b9xcXFqoMxQRDw9NNPo7e3t64el+3t7Zienq46eUX2SUvvzaWlJV1s6ujUoN40Wq2RTVmW8cwzzyCdTmPnzp3o7e1dM8hsdm/MehFFEQliMKABkj5LUl8dDge6urpgNpuLxCYZ4BemIOZyOcTj8TX9IFmWvWHrM7XS0tJCJ0JJSjJpdUKcVstlujHM1XEQ+ZthgPb2PH7t16J4+GEvEgkWp06JeN3rRPzWb4lFE/tbda7Ws11FUZBMJun3JzWXhamrqVSq6Dw3GAwwGo1FJkyFZTDk/1arVXN3imr7d6OVuOhi8zrD6/XC7XaXnTEE1MiJ1+vVlG67nfnVX1WNfV54oXykUpaB97yn+DWfr3Y01GIBynkajY6qrVCeeUYVsiaTuu1oFHC7gUOHateQ/sEflH9PURSEw2EsLy/TlMuOjg50dHQ0LK9fp7HUij4C6gNudnYWmUyGpr3WguM4HDp0CMPDw2Wv0cHBQdpOSItRQT39P3V0dLRRa+CbTCZx6dIlyLIMj8eDkydPbniAqlWUblQMpFKpNeYp1SCTbjzP0+hlaYphIBBAKpWiQsjlctFWT7lcDplMhvZ/VBQFFosFgiDAYDDo6bMVSCaTtJcpgKKMtnLnQGG0k2HUcZMgsFAUBkajjIGBHM6d64LVyuKtbxXwkY/ka46XtiOKomBubg6RSGTNhDCJqDMMg0QiAUmS6Bgrl8tRg6pgMAie5+mypOWPyWRCS0vLtotsXgvoYvM6g2EYHDx4EDMzM1haWqIPDY7j4PP5MDAwcF3cvFkW+N73gP/238q3G1EUtX/mD38IHDigvvaWt6gtSirB88Bb31rcSgUAPvMZtTcmx5UXtpEI8OST1ff1jjsUvOxlESwsqHW+Ho8HRqMRiqJgdHR0jXiJx+OYn5/HkSNHrou05+uNegZjgUAAPp+vKO2+Gg6HA6dPn4bf78fq6ipkWYbD4YDP56PujgDWtBEoh5ZldHRudBplEJTNZjExMUEzCkjbikZtu559W11dhd/vp4Y8JN2y1t9aU2gLyWQyMJlMaG9vXyM0FUVBLBajg3dBEBAMBmmrE6/Xi5WVFWSz2SJHW9JmrvCep5XtFCluFouLixXfI9HhQkp/U6ORhSyzIN45+TyLy5dZuN3Aq18tXpNCE1DLRyoFWwDQaHAul6PnPHm9tDdpPp8Hy7JwOByw2WwbNgYi6GJT57qAZVnaFDqVSgFQb9jXW5SsrQ1473uB3/zN8u+Hw8Bdd6nprUYjsHcv8I53qDWZpfC8GqH8wAeKX3/iiasR0vUGg++9N4oXv3gCo6NXHdEYhoHP50M2y2N1NVj2xp7NZjEyMoLjx49fFxME1xM2m02zcyzDMFheXtYsNgFVJPb09FTtU9ve3l7TAbtRrtM6Otc79abpFSIIAqampjA3N4e2tjbceuutALS5w2tFqyjN5/N4/vnnEYlE0NHRQVNTSV1lrb8Lm9hXgtSukX8DqmFaKBTC5cuXi+rkOI5DLBZbU+tWmD4rSRL9WxAEmoKcSqWogVAtkUz+nclkIMsy0ul00euFy1/rz1NRFGtmttSaMFAUBWazDI5TJ+fHx1tx660SXvUqEUePVv/sVhy/wnOuGpV6kRJIhJfneYiiSJcr7E1K2u4IgkDPoVpu0fXQSDfaawVdbF7HcBy3pqEtgaTXXbhwATzPw+PxoKOjY8OpPpvNJz5R2QVWkoDFReDrXwd+67fU1/7kT9Qo5MWLxcseOqT2viwd23/iE2pEs45A1hpuv/0SSkvwFEXB4uIi8nkG1UzNkskkEolExd9RZ2sgTnZaIKYZjaajowPz8/MV120wGK6L+mwdnWZTz+C5cFlJkjA3N4epqSmakUAmlbT242tUZFMURUQiESQSCfT09OC2224DgLojKMlkEhMTE5pcaFmWpQZB3d3dcDgckCQJ6XSaOn2KokidPsl3JcLWbrdDEISyvSFlWabtTwBoFsuSJEGSJDzzzDMVj2up8CwnWmu9XvgeaZExMzNTVxRZy9+VxHG950zpeXZ1YoGBxWLFPfd4YLHkq6xhfdvdbErLTwrPq8JJC2IQVDgRA4D+tgCoIGy0Aage2dRpOKIowu/3I5FIgGEYtLa2wuPxbOmJtrCwgImJCQCg/QEjkQhmZ2dx+PBh2O32Ldu3ekingWefrb4MzwOPP66KzfFx4Oab1XYohbCs2hZlehrYufPq64qifnYjQlNdT+UZOaOx9o2b9IXS2T60t7cjGAzSVK9aNCOdleM4HDlyBCMjI0gmkwCuDiisVisOHDigp9Hq6Gig3jRaWZaxuLiI8fFxGAwGHD58GF6vd819vtED83LrIxOXV65cAcuy6OzsxIEDByDLclF/Qa1YrVYYDIayA+zSVhuKokAQBHAch5aWFlitVqRSKaRSKbAsC4PBQIUYMQ9iWRa5XA5GoxE9PT3I5XIIBAK0zQkhn8+DYRh0dXXVNV5aXV3F1NQUTp8+TfdXi0gt93dhtLfa60TgkLrU0uVKl6/0uhZxTP4m5TWFn6k2aVK6biK8SG/UcHhFk/jNZrO0hU2lqPFWRo5JD9LS8xS4enxMJhNtXVhobkWimmQ5cu42eryui02dhhIKhahJAGFlZQUmkwmHDx9uaFheK+FwGJOTk2XfEwQBw8PDuOmmm66JEL9WEUiWe897gFhs7efIz/PmNwNzc8U1mxsRmnb79miHo9N4GIbBgQMHsLCwgNnZ2Zo1nM1yhDWbzTh+/Dji8ThNH3I6nbRFi46OTuMgLpehUAjxeBy7d+9GV1dX2WtN6/VXj7ttKZFIBKOjo8jn89i/fz+i0Wjd9ZalsCwLn8+Hubm5NULGbDbTrKjC/SaCKR6P096GFoulaEAtSRLy+Tw4joOiKHA6nVTskMG/0WgEz/M0OtnS0rKhQXmh8GnmmCaTySAQCOAAMYhYJ6XCs5o4XV5eRiqVqnmeFX7vwskCksUmCAJyuZxmAU5qG59++umqqaobiRqXez2TySAUCtF61NIoM6CmchPBX/idCZIkgWVZpFIpyLIMQRBoKjeJ0Bd+R/KdG+2bQdxxbyR0sdkkUqkURkZGyl6MuVwOw8PDOHXq1KaLuvn5+arvk+L9zs7OTdqj9WO3q3WYY2OVW5qIInDLLaqIfOSRysvJMrC0BDz6KPDyl6uvMQxw+nR5AyItOBy1laqi1HbIrafWT2fzYBgGvb29aG9vx/PPP18x1cbhcMDj8TR1P0r7/uro6GhHi+CLRqMYGxtDPB6HxWLBLbfcokkIaa010wLZx2w2i7GxMQQCAQwODmJgYIDWRjYCt9sNRVHg9/shCAKMRiM6Ozvh9/thMBhopLIwjXZpaYm24FAUhQohRVFoP8N8Pg+z2Qy3202zdchEXT6fRyaToaLW6XTecBk9hQKqFjzP4/Lly1XXZTKZIEkSTWEmUVi73b5us8iVlRUsLi7ixIkTmxI1LvxDWuWUW558Z2DtNVcosktTZonTLPk/qeMk524+n8fly5fBcdyGU6KfffZZrK6ugud5PP/883A4HLTlys0333xdZyLpYrNJ1BJ1JHWkq6trk/ZIveBq9eAE1NnSSmJTkiQ6c2Sz2ba0xpNhVIOgSi1FWFZtY/LGN6rptrUmj1kWuHLlqtgEVEfb9YrNaLT2jaPavV4UAYfDqouIbYAoinRW1WKxwO12F6XkHD16FJcuXaKGXASPx1O17Uk6nUYgEEA+n4fJZEJHR4fuPqyjs8lUE5upVApXrlzB6uoq+vv74fV6EY/HawqCZkQ2ZVnG5OQkpqam0N7ejttvv70p94tYLFbkZp/L5bC0tASGUXsVEsFJyGQytAchqbMkhj+AKoyI8Q/5QwRAKBRCJpOB3W6n0SaGYWC1Wm+4VMN6sNlskCQZ+bwJPC/DYFAj2rKstjRJpdpwyy1uLCzMF6VTm81m+Hy+DU2AkM/WI443ytmzZ9HV1VV2zCzLMkZHRyFJEh2TFgrWgYEBhEIhZLNZ6pasKGrfTDIBYjQaqaBlWRY2mw0mkwmXLl2Cz+cDz/Oaa4YrGXI99thjOH/+PEKhEP7f//t/+O53v4t8Pg9BEHD+/PmGiM2ZmRl87GMfwxNPPIGVlRX4fD789m//Nv7yL/9yjVP0ZqKLzSaxurpa8wESCoU2VWxqpdx+k56Bi4uL9AHCsiy6urqwY8eOLUu7/b3fA372M+CLXyw28uF5wGAAvvUtwGYr3zuzFFkGCidSFUWNmq6XTKa+Y0KinIqi/kmljDhz5sANl26xnSCmD/Pz80XXhdFoxJ49e+BwOBAIBJDNZtHW1ob+/n5qqd7a2gqLxVJx3RMTEwgEAgCuDjhnZmbQ29uLHTt26L+7js4Wks1mMTk5icXFRXR3d1NhNzs7W1ctZiMim4qimoyFw2FYLBacPHkSbrd7zXKNMBuSJIk+50mKIanNJANu8joA2huTRH6MRiOtdSP7QpxhTSYTFZiiKMJmsyGbzcJkMlHBYjQakclkkEwmq94/b3QeeYTD+99/CjMzdrAs0NOTxqFDcfA8g+HhFqyumvEXf5HD295mQjwepxFqp9O5IXG4VQZB1a4jIu4YhqH1l2R5hmEgCEJR+i2BfIZMohiNRhiNRuTzeXi9XlitVly6dAler7chkzqf+2UrhJtuugkf//jH8Ru/8RsbXmcply9fhizL+F//639haGgIFy9exD333INUKoVPfOITDd+eVnSx2SS01E3U06uvETAMA5vNtib6UoqjRJkpitoLcnV1teh1YpKQTCZx+PDhLZmFZFngwQfVfpv/9E/A+fOAxaK2Q3nXu4DBQXW548eBvj41nbYSBgPwyleq/04mgVe/WjUI2ijZLA+LpfZvTYRmJGLAf/xHD175yi5YrddvWsW1wNTUFBYWFta8ns/nceHCBToQKxzk+Xw+DA0N1Rxg+v3+orQfwvz8PAwGA3p7exv4TXR0dAopvD4Lr19RFDE9PY2ZmRl4vV7ccsstRaZ5G6mxrLRctfUlEgmMjo4ikUigra0NR48ebcpEVC6XQzAYRCwWQy6Xo8KS3N+I66rZbC6KlJF0TbJPPM/DZDIhn89T0xWO42C322k7CVmWEY1GwbJsWQMWnudp1Inn+brHFlsliDaLJ57g8Fu/ZaF+E5IEzM5asbhoRUeH8suMKQWf/awRv/M7QtmJiesJco4UpsQCV6ObxBG5dOxLRCk5V8m5S94jNPp6a6ZB0N133427776b/n9wcBBjY2P453/+Z11sXo/YbDbqEFmJRru+plIpLC0t0Z5Wra2t8Pl89OIBgJ6eHoxVCdcRN7tCIpHIGqFZSCwWQyAQ2LI6T4YBXvMa9U8lWBb42MdUE6BK63j3uwGvV/3/W98K/PCHjdm/d7zjCP7xH2fgcIQ1LS9JDLq6+vD61zdm+zrrI5fLlRWahRQaZBCWlpbAsix2FlobF1BqzV6Oubk5dHd362lkOjqbAElRnZmZweTkJOx2O06dOgWXy7WhdQLrFz75fB4TExNYWFhAX18feJ6vafy13shmNpvFxMRE0b2pXAsJjuPQ3d2NbDZL3TydTiey2SyCwSAdRBNnWWK2YrfbwTAMkslkUdQzEolQw6DC45VOp8EwDILBIBWqNputyPnVYDDcsPfHv/u78umQoqi69Nts6qR7LMbg8mUWJ09uzDRqu8OyLJxOJ4LBYNn3I5EIfD4f0uk0nUjJ5/M0skki9WQihNRRNmvSYrP7bMZiMbS2tm7a9sqhi80m0d3dXVXUAWhoCu3S0hLGx8eLXksmk1hYWMCBAwfoidbR0YFYLIbl5eWiZcmNfv/+/WvyxpeWljRtf7ubCv3O7wDRKPBnfwYIgppqK8vqn3e8A/j7v1eXm5wE/uM/GrfdlRUz3vzmQ5iZyWFycrSqiQPDAG1tedx3nwyGuTEfpNuFSg8uLSwuLqKvr69sDYaWumlRFBGLxa77GWkdna1GURQEg0FIkoSFhQUcOnQIbW1tFUVdI1JVq61PlmXMz89jYmICLpeLRlbPnz/ftMGv3++HKIp0AFwuM4vUnRERScQnEcGpVIoa/JD9tFgsdFBPokdkG8RxVlEUZDIZGh1NJpMQBIFGQiVJQiQSQS6XK+q7aTAY4HQ6iybTbxTOnuUgy1ezoQrJ5xnYbAokSS0tamm5PqK8tdLRq/mHZDIZWK1WdHV1YXV1FYIgUOMkALTGGFAneRwOB035Bhof2WxGO5VKTExM4DOf+cyWRjUBXWw2jY6ODoRCoYoRwZ07d1ZtfUKMeAA1SlptFiQWi60RmgRZljEyMoKbbrqJ9g/avXs3nE4nnn32WbAsC47j0NbWhu7ubthstjXr0NKQvhlN65vBe96jmv78+78DExPA8jKQz6si9HOfUwXp976nRkI34iBvMMiw26/ODIfDwFNPmdDfb6npGKimLOn1elsNMapYzwCP1CWVm4DRmj6/2Wn2Ojo3Gqurq7hy5Qqy2SwYhsGtt96qaWBZTxptPfePUCiE0dFRyLKMw4cPo62tTfNn1wtpWaK1P+LU1FTRdwqHw/D5fOju7qatJ1iWhcPhQC6XQzQapTVzhf0LeZ6H2WyGJElFvQ4lSYLNZoPFYqGCNp1OIxwOw263UxGQz+dpxGYrjQq3ApdLweoqA4ZZKzhZVo1wZrMMTpyQMDTU+F6v29FPoFxP2UIjKkB19nc4HMhkMvD7/ZAkiU5iEFiWpZH47RTZvPfee3HfffdVXWZ0dBR79+6l/19cXMTdd9+N173udbjnnnvWta+N4sa6QjcRhmGwf/9+LC0tYXFxkfamamlpQW9vb8VWCOWMeDiOg8/nw8DAQNnZkMXFxar7IssylpeX0d/fT/fN+8t80TNnztR0wNLikHUtWTa3tgJ33gn83d8Bi4tX+2o+9BDwgQ8Av/VbtduRVGLfvjje9KY5nDkTAssqiMWAN71pDl/5Sj+iUR7Hj3uwsrJSdR3lmoPrbD6FM5vroVK6rNb+ulvRh1dH50ZhZGQEi4uLGBwcRGtrK5599llN991m3JtlWcYLL7yAUCiEnTt3or+/f82zXsvgd70D5FrfiUxKC4KAfD4Po9FIn/mCIGBlZQVDQ0PweDxFYxtilGiz2RAOh+n+8TxP72+yLKO1tRWkl2I0GoXVal3TukKWZZruSOpEC+s6tX6X64E3v1nApz9tpBPihYJTUYBkkkFfn4xPfSq77rHMdqTab1tq4FN4LRQaA7EsC6vVCp7nqXGV2Wym5kKFqdrNEJuFGQL18L73vQ9vectbqi4zSExKoGYb/sqv/ApuueUW/Mu//Mt6drWh6GKziTAMg+7ubvh8Ppp2Uu0EUxQFIyMjCIeLa/skScL8/DySySQOHTq05oKLRCI19yUSiaCjowPhcBiKotTlrNXR0VEz9a9ZTeubQTwOvPjFAAk6FwaQ0mnV2bZWUInnga9/HfD7rxoTnTmzio997BIABRx39eb/W781j5tuimBgYB+mpqaqrpdhGPT19a3/y+k0jPb2dkxMTKz7gVPopEiiB4lEQpN5WEtLiy42dXSaSH9/P3bu3AmDwbCmEXwtGhXZFEWRutsaDAbcfvvtm54WSvr0hkKhslEr0qORRI5IVFEURZjNZvA8D1EUkU6n15gLkuU7OzvpZ4xGIxWNuVyO1scRQZBKpdZEfso5iRIxoeV+er3x/vfn8fzzHH78Yw4cp2ZhcRzwxjcK6OlRMDgo49d+TUSZRLVrllrXnMPhoGnXpcuXttFhGIa2OiGvk/OI5/k1mXrbwSCora1Nc6bD4uIifuVXfgUnTpzAgw8+uC1qm3WxuQmQVJBahEKhNUKzkEgkgmAwiPb29rr3IZ1O45lnnqH/L7Qkr9XHsb29HfPz80in02XfNxqN27KFSyX+z/8BAoHyfTfJaw6HKjzLiU6OA970pqvOtb/7u8Du3RI++MHLYFkFpdc1xwGDgykIwrmq5jAsy+LAgQMNN47SqR9Zlteki9WD0WikddKpVAqXLl2i10+tdfI8j927d69ruzo6Otqw2+10YFpPRLDegWe59SqKguXlZYyNjVFxefDgwXWtq3Tf1nPP6uzsRCqVooPsQpdtYpxSuA1iqJTL5WgGSLXt8jwPr9eL1dVViKJYFN1xu910MGwwGGAymZBOp6kALczwKo12ah1bXW9YLMC3vpXBv/7rFczP70RHhxmveY0In+/6qM9cD6T/dSQSKToXOY5DV1dX0eRPLpej7xXWIJtMpiIX5mam0TZLAC4uLuLOO+9Ef38/PvGJTxR5T2ylr8qWic31Nh6988478eMf/7jotbe97W144IEHmr3LTUeLEc/y8vIasUlmJatR+LAoZHh4GKdOnaoa6WRZFkeOHMHo6OiaCKfdbi9rKrSd+da3qr8viqpAtFiAbFb9P8sqeOlL/XjNaxYxOJiCycRhbMyLnp4e2Gw2fP7zAciyVDFlheNqu5BardYtdwzTUbl8+fK6DYIYhsHevXvpzP25c5UnGXieL+oJ1t7ejv7+fr2/nI7ONmWjrU9isRhGR0eRzWaxZ88etLS04Kc//em619cIDAYDhoaGEIlEkEqlwHEcRFFEIpGg4pCIzELTFEmSaP/NWpkYJPKUSCQgCAI1+Cn8HMMwcLvdYBgG2WwWgiCA4zi43W6IokidRAF1TGM2m29IgyBATZ09ciSC1742WrEs63qjlhNzT08PLBYLwuEwBEGAyWSCx+OhE/iyLCMSiSCdThelylqtVhrBz2azcDgca6LojaSZYvOxxx7DxMQEJiYm0NPTU/TeVrYE2jKxuZHGo/fccw8++tGP0v9fL+lmpK6z3mW6u7tris1KEAe+oaGhqssZjUYcOXIEyWSSCk6n0wmn07mu7W4l6XT5qGYhkgScPQvcfz/w0EMK3v/+S3jRi1ahKOpNXpZF+P1++P1+HDx4ED5fCouLDID1X8zEhe9aEu7XCqSvmyRJsFgsVaPHiURi3ULT7XZjYGCAXhcLCwtVJxlEUcSBAwfgcDjA8/wNOUuvo7PVNNMMhJDL5XDlyhWsrKxgYGAAO3bsoHVjWretZbn1fg+e59ek6pHem6urqzSNlYjPwu20t7eXNekpHbDbbLayJoSFcByH1tZW2oaC53naqoI8IwHVONFut2+LFMGtYivEw1YZBGn5rizLwuPxQBAExGIx5PN5+P1+JJNJdHV1IZvNIpVKwWg00kmKVCqFdDoNq9UKWZZhNBppOvi1GNl8y1veUrO2cyvYMrG5kcajVqt127fZWA8Gg6Gmq2s5IeJ2u7Fjxw5MT0+v66FJivu1YLfbr/k0z+PHgWeeUSOW5eA44OhRYNcu4F/+BfjwhxcxOakWeBbeY8lxvnTp0i/TNGqL2Fo0sv5EkiT4/X4sLy8jn8/DZDKhq6sLHR0dN8wDWlEULCwsYG5urkj0ORwO7N69u2jGk9j2l7YFqgXHcTh69ChMJtOa67OWGRTDMFhdXaWGXbVIJBLUzdjlcl3z16KOznagMMWu1kC63simJEmYnp7GxMQEvF4vbr311jXRvHr2caPL1IMoiojH45BlmT6bSOoqaWPS19dXddJ5vYZFpRluRqMRbreb7ke1ibmtjODobC2BQADhcBg8z9O6zHg8DkVRYDQawXEcPXdsNht4nkcqlQLDMHC5XHA4HGue49dy65Ptwraq2dTaePQrX/kKvvzlL6OzsxOvfOUr8aEPfahqdDOXy9EcbQCIx+MA1DSMSuml9ULWs5H1eb1eum/Vlim3ja6uLthsNiwtLVEb89bWVmQymbKtNgqb0YuiiHw+v+1d3BpxjAHgnnuAf/s3oFoA8d3vVntxKoqC+fn5miYPkiStEYqFx1gLhY2FN4ogCLhw4UJRJDyXyyEej2NhYQEHDx4sOxPdqGO8WdTa37m5OczPz695PR6P4+zZszh06BBWV1exvLy8bqFPrh+TybRmP8rtV+F5Qeqeah3vXC6Hy5cvI5lMFr3ucDiwd+/eqqUHG+VaOyeA+vb5WvpeOtuDeiKMzz77LHiex/Hjx8umO9YjdOvdt42ILkVRsLi4CFEUi9L9FUWhPQq7u7s3NbuJCF0yOShJEliWhclk0rNCbgBqXR+SJCEajRYJSvI3aSVYKCQZhoHZbIYsy/B6vTWj7o2imZHN7cq2EZtaG4++8Y1vRH9/P3w+H4aHh/Hnf/7nGBsbw9e//vWKn/n4xz+Oj3zkI2tef/TRRxuegvvYY481dH2lnDt3DufOndO0rJZUQCJuv//9729ktzaVRhzj//t/ay/zX/+lfX3VemfWmkAoZDN+h1gsVrM+uNnncaNZ7/4++eSTDdn+T37yk7o/Q86LWCyGmZmZdW03FothYWFhXZ+tl2vtnAC07XMl4zOdG4d6I5u1SCaTGB0dBQD09PRgx44dGx5cam19AlydnFpeXqa1lizL0lTYwr8r/VtRFNpruPQ7E/dckoJY+DkiBElvTUDNyCDrL7cP9YhsURQRjUaLAggGgwEtLS03bP3mZrMd02jT6TRCoRDNDiS9czmOg9FopC13SI0x+Q6iKILjuLKT74X1yY1EkqRtH9xpNA0Xm81uPPoHf/AH9N+HDh1CV1cXfvVXfxWTk5PYuXNn2c984AMfwHvf+176/3g8jt7eXrzsZS9r2KycIAh47LHH8NKXvnRDNXf5fB6XL19GIpEo+77T6cSOHTs0p8+lUqmy4pS0YnA6nejr60NfXx8URUEwGMTKygptzNzW1gafz1dXq5Rm0ahjTHjkEeAf/gH42c/U/+/bB7zznarTLBkXSJKEp59+uup6Co1dRkdHkUgkqFsfOca1biwOhwNOpxPBYJDawwuCUNRsmMDzPI4cOVLxN8nlcnjuuedqfv9Tp06tiYg1+hg3m2r7u7i4uG4RVw8Mw6C3txdGoxEej6fooTU/P4+5ubmi5QuvPYZhcOTIkarX89LSEqanp6vuw86dO5tWWnCtnRNAfftcz2SQzvVJIxxmAfW8m5iYwPz8PHp6ehAKheDz+TQJzUZENhVFQTqdxk9/+lO43W6cOnUKPM9DlmWaSUH+rvTvwoyLwtKD0lYu2WwW2WyWZoSQ9ZQ6xrIsi4sXLyKXy1V0+CwUxFpEcOHy5PPBYBBGoxH5fB6CIGBmZqZugV3ttRtNHFxL+P1+BAKBNRlm5FwmXhgOhwPJZBLZbBYcx9H3HQ5HU7ODStEjmw1gsxuP3nTTTQDUyGglsWkymcrOeBkMhoYPnja6ToPBgBMnTmBubq7sADORSODixYs4evRo2Z5WpbhcLvh8vop1aBaLBf39/eA4DpcuXcIqaT4JVWitrKwgEAjg0KFDcLlc6/5ejaRRv9uv/7r6J59X+1SV025kxrTWgLStrQ1WqxXHjx9HLBZDMBhEPp+nKc3VHlQWiwWZTKYoRZLM2pb7nCRJmJiYwLFjx8quLxKJaHowZjKZimkjzbg2mkm5/SUpVptRv0NSdaenpzEwMICenh7aM3V1dbWssRfDMOjq6oLb7a667mAwWPP3XF1dRW9v7/q/gAautXMC0LbP19p30mke63WZJbXh4+PjcDgcOHPmDBwOx5qJJq3rq7Rctf1LJBKYn59HLpfD0aNH4fV6kc/n1z2olSQJY2NjkCSpaAItn89DURSazsrzPGw2G1pbW5FOpxGLxWA2m6kbdzweh8fjQV9fH8xm8xpRW03wlv5bkiSaDgmAitfC90VRhCzLtHeqFmFd+lq9gpjsy/PPP78uIbteQUz2mTzrNkMQb2U9bLnvl06nEQgEau6XKIowGAzwer1UcJJz12azVbyum0FpH9kbgYaLzc1uPEqidtdSn8dayLJcNTVOluWqYqOUXbt2wWw2Y35+ns5Ukgvr0KFD4HkeCwsLRUKzdHsjIyO4+eabr8sLpNaEVm9vL0ZGRiq+bzabaS0OKTJ3uVx0lrsWWlyIS4nH40gmk7pBTBVI6sxmQvpzEht2nudx7NgxTExMIBgMFu1PX18fduzYUXOdet2hjk5zKY3a1Vq2cLlwOIzR0VHqLN3e3k7XV0/q63ohk4+zs7PU4KS9vX3dNeiCICASiSCfz8NqtSIej9N0WiJsiEEQybyJxWLUVddkMq35TpIkIZ1OUxG63nGEKIpYXV0tqskDrvZO9Hg8SKVSyGQyOHDgwLq2QdZXjyDOZrMYGxtDd3d33SK6HrFdThBfuHCB7netCPFGxS3DMIjFYsjlcggEApsaIa50HREDK3JOViMYDKKvr6/uFnONFvF6ZHMT0dJ4dHFxEb/6q7+KL33pSzh9+jQmJyfx0EMP4RWveAU8Hg+Gh4fxJ3/yJ7jjjjtw+PDhrfoqDYf0CKpGPB5HJpPR1I+PRFh6enqQSCSovfPjjz9OB+S1ZmBFUUQwGLwuXYBr4fV6MTg4iKmpqTXvmUwmHD58eEtSbBKJRFmx2dLSUvOzDMNck21r6qG9vb3sb7YZzMzMoKurCxzHwWAwYN++fRgaGkIqlYIkSfjpT3+K3t5eTeeNxWJBPp+vuYyOjs7mkclkMDY2hmAwiJ07d2JgYGBDA8j1tDUJBoO4dOkSTCYTzpw5g1AohEgksu59SCaTmJ6epu1NAPVZQe4vhU6wgiDQ70uWJZHFcimJGxEZmUyG3juJmWFhVg6pw2tUlkK9gpg4mW/m+EhRFDz99NMYGhpCS0vLukVrpdcqfZbU487NzdVcn9YIsRbBm8vlMDc3h2AwWPReLpej52Wta4i07iM1m7UEcbMmq3U32k1ES+NRQRAwNjZGDRyIQPr0pz+NVCqF3t5evPa1r8UHP/jBTd//ZlKr/UnhcvUMMlmWpUKkUMxqdeWNx+M3pNgE1Oimx+PB0tISbXrt9XrR1ta2ZdHeZDKJQCAAu91eZHRlMpnQ1tZW1SCqvb19U2sUtgKTyQS3272hwdd6kSQJkUikqKWJwWCgEe966OrqqmpARZbR0dFZH/UMLkkU7ac//Sk6Ojpw++23V6yf1xLZLFyvln0E1Gf/6OgoQqEQ9uzZQ9P2w+Fw0XrqEXhk0rn0/kTE3u7duxEIBNa0QSHLkFpK4jVAauIA0HTF9RCPxxGLxWg0iLh3ZzIZmEwmsCwLnudvuJ6bRLQRA5zNYmFhAeFwWFOAZyMp06XvR6NRGI1G8DxPzwFyzhGH5NJtl/4/mUzi4sWLmgUxOb9//vOfNyQq/J3vfAepVAqtra349re/jQsXLsBkMsFut+Ouu+7awK+y/dkysaml8ejAwEDRidDb24sf//jHTd6zrUfr7FyjZvEqmRGVUitF4XrHarVq7ke6GSwtLVFXWZvNhv3791PRuXv3bmSz2bK/rdPpxK5duzZ1X7eKrTR1aFRqa1tbG1ZWVhCNRsu+39raWralgo6Ojja0iE1FUbCyskJTZk+fPq3Jx6CRabSyLGNmZgbj4+Nob2/H7bffXtOBVavxUDKZLHJ4LV3H9PR0UQuUwvfIvhERSrwKCF6vd12CSBAE6mRLWkuR7ZDoK+m/WTjhupV1hZvJVnzPera5kZTpUhYXF9HR0YFQKLTmPC0Uh2ScWnj+kQkJj8ezps94ad1vaRR3eHgYBw8eXHeEmNQQy7KMc+fOYWVlBblcDt/97nfB8zzy+TycTmfDxWYul8NNN92E8+fP44UXXsDRo0cbuv562TatT3Su4vF4qIV4JSwWS8N6AtVK0SNsB0danfKkUin84he/wIEDB+D1esHzPI4ePUrdhXO5HEwmE7q6uuD1eq/bGeBCAwm73b6lEySNul5YlsWhQ4cwPT2NpaWlolQ2n8+HgYEB3SlRR6dO6rlm4vE4RkdHkU6n4fP5EAgENAlNLdvQuh/5fB6hUIjWgRdmTRSuq1QIal1/rRrPfD5PB87lPlM4yCcDePKcIYJDlmWk02nk83lwHAebzVa25UTpNomxEPE3IMLV4XAgn88jl8vp/gU3AKlUij7fSyeISE1xOXiep47/pWOfUmfjQkhEUktpkhb+9//+31AUBV6vF1/84hexe/fuhqy3HO9///vh8/lw/vz5pm2jHnSxuQ3heR79/f1V2x0MDg42bICpdeZpu7jRbhdyuRwVcgaDAe3t7WUnAGq52fI8X2QxvxFGRkZw8uRJ2Gw2sCyLjo4OdHR0NGTd2xlZljE5OYnl5WU66NEqqO12O9ra2uhsvMVioYO0lZWVdUUoTSZTQ68XlmVpXVgymaQ1S9ejYZeOzmZTKbKZz+cxPj6OxcVF9Pf348SJE4jFYggEAg3fh0oRI1EUceXKFaysrMDpdOL06dNNue6JI2e1yJXRaIQoivR5VSlll7RbIa+vrq7CbDYjEAhQIyGyvo6Ojor9zgtTGYkhEXHBJQLBYDAgm83S96pRmO6rT9Bde5DJhnLnaanQLExf5TgOra2tFc+zSjTTjbaZE/7f//738eijj+I///M/N6V3uxZ0sblNIW0MZmdniy4inucxNDRUdlZzvbjd7poPGY7jGja7c62jKApmZ2cxOzsL4OpDdm5uDu3t7dizZ0/RjWTXrl20z1gpZrMZBw4cwNmzZxt2Y5ubm8O+ffsasq5rhUuXLq0R9FrdGLPZbNHEDsdx6O/vR09PD3w+H0ZHR9esu6WlpWod5e7du5symNGvQx2d5lGYEjo3N4eJiQm0trbi1ltvXVcm0UZqNhVFgd/vx+joKGw2G3w+3xoX1kZC0gwr1fqTCGThfhLhpygKDAYDRFEsqlUj7yWTSUxMTECSJFitVhgMBiiKgmw2i0AggL6+vrKDb5PJRMWkKIrUHEhRlDV+FYURrlLItjKZDG0TYrFYqHhmGAYGg+G6zfi5HqgnSk+WVxSFXjPrdcJtxnO8mWLT7/fjnnvuwTe/+c26xXUz0cXmNoU4yPp8PoRCIeTzedpio9EnqcFgQHd3d9V2Kxt12rueWF5epkITKH74BgIB8DxfVBNpMplw4sQJLC4uYnl5GYIgwGg0oqurCz6fDwaDARzHNSy6GQwGsXfv3htq5jYWi637+5Yed0mSMDU1BVmW0d/fj2PHjiGZTCKRSNDWNmazGfF4HJOTk0VC1G63Y+fOnXoWgI7ONUThvWN1dRWjo6MAQPtVli7byIhHpd6Bo6OjiMVi2LNnD3w+H65cuVKzLGCj+9ba2orV1dU16yDRoVJzIIvFAkEQqCNo4XcpjCJKkkQ/l06nafqsyWRCPp+v2POZ4zi4XC4sLi4im83SOjjyvMxkMhBFsaZRYjabpfdp8tnV1VVay8cwDDUZqlUDq7N1Xgg2m432T60FEZpkcmE9NCOyWZpi3uh1v+Utb8Hb3/52nDx5EjMzMw3fxnrRxeY2h+f5hqdBlnPgGhwchCRJWF5eBlD80Orr60N3d3dD9+FaRVGUmhfw8vIy+vv7i27IBoMBAwMDGBgYKPsZu91e0QBmPftIams4jqtaE6NTmZmZGbhcLrS0tMBut6+pCXI6nTh27BgymQxyuRyMRqOmmUQibkmTaR0dna2F3KsvXLiAWCyGoaGhitE2VTqncgAAtTZJREFUQPsgVIv4K3xOEAOgyclJdHV14bbbbqP1iY0WuaUoioLFxUUqLAuNTgojvuTfJMJKTE5KU1wLlyVpteT1bDZblLZbLQuFtDQh6yAeE6IoIhaL0clav99fdpJPUZSijgbkNXIftlgsYFmWmhHpz8zqbKX5ktVqrZlVVAg5vxiGWbeHQqOFNTl+9YjNe++9F/fdd1/VZUZHR/Hoo48ikUjgAx/4wIb2sRnoV9QNgqIoCAaDWFhYQCKRoCd8OBxGR0cHGIbB7t270dPTg0AggHw+D5PJhI6ODt0YqIBEIlGzhk9RFIRCoaIZ8Vwuh2g0CkVR4HA41szidnd3N0xsMgyDp59+mj7A3W43+vv7Ny39Mp1O0zpWMqC4VhkeHsbp06erznZbLBZNLYhSqRRmZmZomtozzzyD9vZ2DAwMbKt0Fx2dGwlRFDE5OQlAFSN33HFHVefUeu9nWgfnkUgE4+PjAICTJ0/C7XbXtR2yb+sVAyTCSGrdgKv9NBVFKXruMQxTJIKJEGRZlrrVFu6L2WymgpREOkm7Co7jqt5fC0UhwzAQRZGm1ZKyAiJ4I5EITCZT0TEgvT8LBaQgCEV1uiSNNpfLIZ/PX1Ni81p+vtYD+Z0sFguSyaQm8z9y7jidzm3jb1Bo8KeV973vfTW7dwwODuKJJ57AU089teZ6OnnyJN70pjfhi1/8Yt372yiunStKZ90oioLJyUksLi6ueW90dBS5XA59fX0A1JmjStE3He3tXwpnaq9cuYLV1dWi951OJ/bt20eFvMfjQWdnJ1ZWVja8j6WR60gkgkgkQp1qm0UikcDExERRWqnFYsHg4GBTt9tMSO2WzWaj0cv29va6I5KJRALnzp1bM4MfDAYRDodx9OhR3U1RR2cTURQFCwsLGB8fp5M9u3bt0tSio57IZi2IiDt//jyGhoYqlqxsRmSzHMTAjhwXUjdZWJ8JgE5M53I5iKKIXC6HRCJRJPQymQyNcOZyOTAMA7fbXfWYk20UZuqQ6CvP8/T/JpMJmUxmzWQwEc+FdXKF0SWy/8Q0iERPiRA2GAw3jKDb7iQSCcTjcU3XAanBNRqN6x5/NON6I2OAeiKbbW1taGtrq7ncP/7jP+Jv/uZv6P+XlpZw11134atf/Spuuumm+ne2gehi8wYgEomUFZoEYo5CZis9Hs81NbO3mWiNQFmtVnqjCgaDax5W8XgcL7zwAk6ePEkfZrt370ZLSwump6c1t6Oph8uXL+PMmTNFM2qKomB1dRXLy8vIZDL0d5ckqS5BVUlMZTIZjIyMYP/+/ZpulvWgKApN+24mpJcpGexNTk6iv78ffX19mgYhiqLg8uXLFVPFJEnClStXcPz48Ybut46OTmWmp6cxNTWFffv2oaOjA48++qimwWU9wqOaQFQUBUtLS7h8+TIA4NSpU+uKZpZb73owmUwwGo1UBJLvKcsy9SHI5/OYmpqCIAhFrU6cTifa2tqKWpzE43Gk02kq4Hieh8ViQSaTAcdxsFqtcDqdcDqdNffLbDYjnU7DZDIVRU+NRiM9xqIols06YlkWZrOZunhzHEfFMkmhJceN9FYkjrlkTORwOLZNZKyQrUpp3SzxrSgK8vk8bZUTDoc1Gf+R381kMq27x2vhuhpJvW759UCCRgQygb1z50709PQ0fHv1oCuKG4BqQpNQ6MbJsix27Nix5SfndsRkMqG1tRXhcLjiMmazGS6Xq6Y9fj6fx+LiIo0kMwyDzs5OtLW14Zlnnqmartvd3Y1gMFiXKJUkCcFgEJ2dnZBlGUtLS5ieni66eZOH17lz53Ds2DHNZgkTExNVHwLj4+N1mVuRfmyAKtzLfW5hYQFTU1NV10MeOj6fDzMzMxt6OJPPkrpdlmWpa3Q1EokE/S7VlkmlUg3rnaujo1Md4kVARITWQWUjIozJZBKXLl1CKpXC/v37cf78eU2p+PXUf9YLwzDw+XyYnZ2l6a5EcLW3t4PjOMzPz0NRFJhMpqIm9jzP0+OYTqexuLhIo4MsyyKZTNJJVYfDAZ/Pp/nZQoQqSZ8lYpHneZjNZkiSRHt3kpRZIkjJPtlsNlorStxnC4UrAOpzIIoifY98Rkuvxa2sZbweURQFiUSCRjMNBoNmh3mfzwe73V40mbDefWg0zRSb2xldbN4AJBKJupYnPQtZloXP52vSXl277Nq1C2fPnq04i0qcYLX0YltZWVmTtsxxHA4fPozh4eGy29i1axd8Ph927tyJSCSCCxcuaN73dDoNWZZx8eJFRCKRistls1mMjo7i6NGjmtZZrY8ooKaKhcPhmuksJG11cXGR1lvwPI/u7u4iww5RFDU5rTkcDuzfvx+XLl1q+INjdnaWtiOoBukNVgvi0qijo9N8SrN3mpWmWlo/ODU1henpafT29uL48ePgeR7nz59vmJDcyHdoaWnBzp07EQwGkclkaKZTS0sL9SsgopHc90RRRDKZpCKOCE2SxkjSbsm6HA6H5swpSZLg9/uRTqepc6wsyzCbzeB5HtlsFvl8ntZgkrIUjuMQj8dppJhlWTidTlitViqAGYZBJpOhE7YWiwXZbBY8z9PnDOnjmc/n19R93qhslqgmadiSJGl+hgLqde31ehsWiW50ZHM9abTrZWBgYNtMguhXzg3Aek/q6elpdHZ23nAzMLUwm804ceIEZmdn4ff76c2jra0NfX19NHWhlpEQgIqRSbvdjtOnTyMQCCAUCkGWZTgcDnR1ddEZ8MIHvlZYlsXCwkJVoUmIxWJIJpM1awnL9Q8tRzabrfq+oii4dOkSQqFQ0euiKGJ2dhbJZBIHDhygTcK1zHLu3bsXgiDUFMPrQZIkRCKRmgJa62+0HdO0dHR0iqlHlJa2VLl06RJ4nsdNN920JlKmtZ2D1u2tF5vNVnbSi6Sulu5PoaMsEW8kvZXco0mvTbIs6e1di1QqVZQ+C6iD9VwuR01fSPmHyWSCyWSibVhSqVSRMQwxASosDyHRMpJWS1KICyH7vF0G7TcK5HesNW4oxW63N+xZul1qNq8HdLF5A+D1ejWl0pYiiiIikQg8Hk8T9uraxmQyYffu3RgaGoIgCEVpRIXLaFlPJXieh8/nqxpdrrcWwWw2F6VM1yIajdYUm1prO2stFwqF1gjN0vcXFxfh8/k0pw/n83mkUilNy64HLYZRbrebpmRVgud5vTenjs4W0qzIZj6fx/nz5xEIBLB79+6ytd5ahFe9QjKfz2Nubg4Mw1CTnMJ/a/k/oE4SkpRUch8j4owIUI7jqDFQ4b6SKCL5TDabxcrKCgRB0NTSjdR8Fg7Myb8FQYDT6UQmkykSowSS5ltNeEiSRKOi5BleaIYEgLre6pOBmwu5FrWaMgLqeKqrq6uh+7EdWp9cD+hi8wagu7sbS0tL63qQaonOXa8kk0kEg0GIogiz2YyOjo414o5l2YqCsb29HRMTE1W3sdEbI2m7oTXNZGxsbEPbK4fNZqu5DyzL1py00GL2Mzk5ibm5Oc1GTUajsWa9ZDm0Djy1tAXiOA69vb2YnZ2tuEy1nn46OjrNR+s1r3U50tpjeHgYXq8Xt99+e9PbiJFo4tLSEkZHR2Gz2WA0GovqK8v9u9x7LMvSevnC6GWhgytBFEVcuXKFvk4ihIV17oXtU1ZWVpBKpWjKaqnQJf/OZrMQBIG+VugYS4Qkx3FU1BYeB9KbsxyKoiCVStE0TQA0MipJEnK5HF0vUNk34EaERLPXCxH4iqJU/Y0A1UhRS+YUcTXu7Ozc9q361tP65HpAF5s3ABaLBQcPHsTIyIjmAmvCdr9wm4EsyxgdHcXq6mpRL67p6WkMDg5qNk6qZShgsVjqqomNx+NYWFig/TjdbjcMBkNd9Qz1oiXaxjAMBgcHMTIyUnGZ/v7+mvUuWkWhIAiamjo7nU7am60erFYrjh49ivPnz1eNiloslppOioT+/n5IkoSFhYU17/X19elmXDo61xC1xGYikcDFixchiiKGhoawc+fOqstrEbBalhEEAalUCpcvX8aBAwdozWK990BJknD58mUq9ABQEUpqGMl6iWGPJEkwm81QFIWKzcKem6Wildxbq4lgQB2Uk9fJuhiGwfLyMnVNNxgM9NiQbczNzWFubq6smAVQtC7yGdIqg7xPWp9Eo1EkEomKopgcj1wut+a9Gx1JluBP+SFDhp2xI5/OUzMmYi5ltVphsVhgNBrpb1cty4lAXP+J0Gw0ehpt49DF5g1Ca2srbr75Zvj9fsRiMciyXHPAbjabawqm65HCvpiFNxvS9sJgMGhKASIPeJ/PV1TbCajHdmBgQPPs1sLCAiYnJ4sGHFoMiDaC0+nU3PvR6/Vi3759GB8fp6lUgHpD7e/vr+naSuozGonRaMTIyAhMJhNcLhcV6bVIp9NYWVnB7t27cf78+bL7xTAM9uzZU5eD5c6dO9Hd3Y3l5WUMDw9jYGAAXV1dml0ZdXR0mkc9kc1KiKKIiYkJzM3Nob+/H/l8XvOE3UadspeWljA2NgaWZXHbbbcVicJ6icfjRRFFADTSR9xeyX2r8HiwLIvBwUEEg0HEYjE6EWq1WmkZhSzLEAShyN+g2vcKBoNIJBJF6Yd2u50eV0mSkEwmkU6n6f4Fg0Hs3r27oogl/ThLhbQoimvSN6tFfwvfA4Cf/exna75DtchtvanNpf8mvgHEnEnr58pFp5vBYmIRP5r7EZaSSxBEARbZgpNtJ7GndQ9SqRTy+TwURUE2m4XJZEJLSwsCgYAmTwlSV8xxnOZJ3/VwLRsEbSd0sXkDYTAY0NPTg56eHgiCULNtRG9v7w3XzDiTycDv91ddZnZ2Fu3t7ZqPzY4dO9DS0oKxsTH6IMvlchgdHcXc3BwOHTpUVXDE43FMTk4C2DwnOJPJhP3799f1mfb2dni9XoTDYWSzWRgMBk09W0OhEC5dutRwsRkKhYoMLIh9vhbm5+fR3d2NY8eOYWpqqujh53K5MDg4CIfDUfc+mc1m9PT0YHh4GN3d3XX1MtXR0Wke9Qi+cssFAgFcunQJZrMZZ86cgcPhQCAQaNg9u9L+ZbNZXLx4EYlEAn19fQiHwzRCtF5Iumu52lKSSlvufZIW2dXVhfb2dkxPTyMSidBJVdI30Ww2ayqFYBgGbW1tsNvt1CjGbDavyVixWCxU/MXjcQSDwaplG36/H5IkrSmLyWQycLlcdd/bM5kMnnrqKdx5551UiMayMVwMXsRUdAoMGAw6B7HLvQsm1lRRsFYSsyQSWPoeaWdGTAQrraPcuVAoOusRqel0mqZNVxPIaSmN78x+B6uZVfTYe9QJkdQSnsg9AYtsgZ21U3dh4gzs9/urnrel14DRaITX69VcVlMvzYxs6mm0OjcUJEWlHNPT0/B4PDdU5EVL6gZp+qy1TUUymSwSmsDVm1gqlcLw8DBOnjxZZKqQyWTAsiwsFsu6zJ3WC9mHo0ePrut3Z1m2pjtrIdlsFiMjI01tOUD+FkURbrdb06ypIAhIJBJoaWnB4cOHaWNpg8FwQ10POjrXK+udSC39XCaTweXLlxEOh7F792709PQULdOsCUJFUbCwsICxsTF0dHTgyJEjCIVCVXtAa4Xc40rr80gaLYCiViAkClgYxeU4Dh6PB6FQiNbokf6WXV1dmiM7DMPAarXWFBSFKb2VIGm9hVFf4m5L2ptYLBbYbLZ1RZ6I2Ermk3hi4QnMxGbgMrkgKzKeWX0GccRx1467YOTqM/arxM9//nPs2bOnZvS8UHRqEbfVlsvlcrQPK4kkl1tuLDaG8dVx9Jp7Ec1GoUCBjbFhIb6AOcMcfCYfPSdkWS4bKS+9dgrHqqlUCplMhrocNzpqzLIsnXQpbJezUfTIps62Q1EUxGIx5HI5GI1GuFyuhkcayU2jHKIoYmlpCTt27GjoNrczhc2say2nlYWFharrS6fTCIVCcLlcmJmZwfLyMr0hmUwmzdG4Smj5Pq2trejo6EBLSwsefvjhTesntl7jqvUSi8XQ29uL+fn5mssWPtiMRmPdzr86OjrXDvUaBJGewOPj4+jo6MDtt9++5h5RT5p9PTWbmUwGFy9eRCqVwpEjR9DW1lbXd6gFqXfPZDJFpjwA0NHRAZ7nsby8TAfjRFiWih6e55HL5bBv3z7k83nwPA+73d7U50u5Y57P52laL8lyURQF6XSa9ukkNZpEvLS2tq57vDURmcBMbAa73LvAsWoEyyt5MR4ex97WvdjVumtD35FQTwueRrYDyWQy2LWr+nfILGTgM/gw5BkCcNUZXrErMNlMaHO3geM4CIIASZLKejaUCk9yLpLzs5ooriSCtQrrwmP74x//mO7PRlKiP/WpT0FRFHg8Hvzt3/4tzGYzTCYT+vv78apXvaoBv872RReb25RQKITx8fEiJy6DwYCdO3dqqhdsFIFA4IYSm6TgvBoMw9Bel1rQMtMcDAYxMzOzxpBGaw/LcjAMg5aWlpq1ina7HYcOHQJQ2X04nU5jaWkJqVQKHMehpaUFnZ2dZdNAFUVBNBrF8vIyXb6trQ0tLS3w+/0IBAKQZRlWq3XdNUXrRZZlzQMdrZFrHR2dGwtFUfDUU09BkiQcP368asrmRutAS9c1NzeHsbExdHV14ejRo01JxWcYBjt27MD8/DySySQVYqRUgmEY2O12Wktpt9thMqnpocRMh4g6AE2tqasEicAB6jM4l8vBYDBQl1siBogINhgM1OAolUpR05r1sJBYgIW3UKEJAEbOCFmRsZpebZjY3EokWT22hd+RCDWGYeA0qb+5KIvgWR4GXjVyisVj4JyqyCTPY60lNCRFm0yuNBNFURAOhzE2NoaTJ09WFaxaBCxpH0Sup8nJSeTzeeRyOezdu7ehYvN73/sePvrRj2J4eBhmsxkvetGL8M1vfrNh618PutjchoRCIVy8eHHN64Ig4PLlywCwaYKzngje9YDH44HBYKja8qWtra2uB7wWq/BUKtWUfpA7d+7E5ORkVcHZ399f8b1sNovLly+vMZMKhUKYmZnBgQMH0NraSl9XFAXj4+NYXl4ummVPJBJr1p1MJuv8No2B1PxUc/Fta2vTI5k6OjcQWt1eSTurjo4ODA4OVk2HqycyVmvb+XwekUgE8Xgcx44dK1uu0MjMJ6PRiJ07d1LRZjKZaHQsEokgEAjQFiEej4f2847H40UlDESEblbaIGmJsri4SOsaJUmC0+mk+89xHI3akvYwhftHyibWKzYtvAWivDYjSYYMI7/1z5W8lEdWzMLCW2Dg6pusiOaieC7wHB5PPw6WYXHAewAnOk/AqBiRSCRo39I2YxsGHAOYjEyi094JjuGwnFtGu6MdPe4e8JIqP7REXMmkwO7du9fllbAeCp2KGzUW+NznPoepqSmcPHkSDz74YFOuif/8z//EPffcg7/7u7/Di1/8YoiiWFZPbDa62NxmkBmPakxOTqKtrW1dJ6osy1hdXdXcZuJGi+6wLIu9e/fi4sWLZR/+JpMJg4ODda3TZDLVjOAR84ONQgZMHMdh//79sNvt2L9/Py5evIh4PL5mQDU0NFSxxjKXy+Hs2bMVhbcsy7h48SJOnTpFH8rLy8u0X2Yz02MLe6DVCzkm586dK2ueYDabMTQ0VHUdhX3ebjQTLR2d65FqYlNRFKysrODy5cu0dnDnzp2bcu0rioLZ2VlMT0/DbDbj1ltvrZqd0ej7bmmNejgcxvz8PG0VIooiVlZWkEgkkM1mwXEcHZsIggCO4xCJRGr2WW4U8Xic7oPBYKCGNtlslo5nSHojicKVG0tt5Lfd4dqBi6sXEUqHwLIsMkIGSSEJh8GBXsdaZ3ZRFpHMJ2HmzTDzzWs3J8oihgPDGFkdQVpIw2Fw4KDnIHa37obJaKr5nWO5GB5ZfATT0Wnstqpuv49OPwp/zI8z7jNgwdIU5Vwqh9u8t8FusmM2PgtZkbHDtQOn2k/Ba/AWOf9arVZkMpmyEU6z2awaDqXTW1Ln2OhrnFw3zUAURfzRH/0R7r//fvze7/0efb1es8dmoIvNbUYikajZN1EQhHXdvP1+P8bHx2mRvBbq6QN5vdDa2oqjR49idnaWpsCyLIvOzk709/fXPcvV1dWF2dnZqstsNIJssVjQ1tYGWZZhs9nQ1tZGZwwNBgOOHj2KWCyGYDAISZJgsVjQ2dlZ1exmenq6aoQXUG+cpKebwWDQVAu5XliWRVdXF1pbW+F2u5HNZrG8vIwLFy5gcHAQXV1dVFRXwuVy0cHiiRMnMD8/T9vSkBSd3t7eipHrUCiE+fl5Gukl7rI+n08XnTo61yHpdBqXLl1CPB7H3r174Xa7aQ1XLeqtAy0llUrh4sWLyGaz6O3tRTab3bR6+nIoikIdQwv3Q5ZlJJNJKvAIZFAdi8U2RWwKgoBsNltULkHqRokLbqEzrtlshiiKNMWR1COSiKggCDAYDBBFEclkko7NLBYLHA5HxajcQMsAjrQfwb+P/DsWEgvIy3k4jA7c0XsHbMarE/iKomBkdQTPLT+HcDYMM2/GobZDON11Gia+/LM5novjSvgKZmIzmA5PwxAx4LjzOHi2/HlBWs0wDIOzgbP42eLP4DA64OE9YPMsxhfGISZF9Ln74HQ6q45vLocuYz45jwH7ADptal9Lr8WLWCKGkCmE3tarQprUY97dfzcyyKhpt2l1smIhv0DHPAaDAV6vF7t27cLMzExR6ZDRaATDMPR32mya5UbbLLF59uxZLC4ugmVZHDt2DCsrKzh69Cjuv/9+HDx4sCnb1IouNrcZWmvY6q11CwaDNAVXK21tbXU5i15POJ1OHDp0iD6ISK3Heujq6kI0Gq3Y13RoaAhTU1Mbav0xODhY9bdiGAYul0tTzzdAFb9a+3jG43E89dRTcDqdDYvQlsJxHLxeL9ra2uB0OmndbG9vLy5cuICuri4YDAbs3bsXL7zwQlmRzLIsJEnCxYsXYTab0dHRgd27d2PXrl1F5gOyLCMQCNBIcGtrK1wuFxYXF9dkHWSzWUxMTCASieDAgQO64NTRuUYpFXyyLGN6ehpTU1Pw+Xw4cuQIDAYDHQxrKY8gy2nZdulnZmZmMDExgZ6eHpw4cQJLS0s1J6IbZRBUCZJeWvosLDRNIsJmK1o7lJtIJ+1YJEmiA33yHVwuF3WXz2QyyGazVARlMhkYjUY4nU7Isox8Pk+/UzQaRS6Xg9frLfs9WYZFIpeAmTfjaMdROIwOsAyL5dQynph5Aq/c9UoAwKXVS/jO+HfAMizcZjcyYgY/mPkBkvkkXr7z5WvWG8/F8V+T/4WZ2AzsBjsWMgt4ZPYRpNk07ui7AyxT/Luk02kkk0k1sitlcWHhAgRJAG/g4VJcYI0sQvkQFlOLcBgcWEmuwNfuQ6u1dc22AWAuPgcTZyoStgbWAJ7lkRLVMiBFUZAQEjCwBkD+pQu83a2KzKWFot+I/BaBQAButxv79u1DOp1GJBJBLpejtcGtra2YnZ3dkudrM/psNktsknaGf/3Xf41PfepTGBgYwCc/+UnceeeduHLlSlHJ02aji81thtaoWT3RNUVRavbULF036cd5ow+eeZ7f8Ewyy7I4fPgw5ufnsbi4SIWQ0+lEX18fPB4PkskkVlZW6l43wzDYtWtXwycFYrFY3YOWahFFLbS2ttJ12Gw2KIpC/08EoN/vh8vlwoEDB8r+LhaLhUYsV1ZWiiLGsiwX1Y4uLi6ivb0de/bsKZqBHxkZoQMmQHUTrlXjGQqF4Pf70dnZuaFjoKOjszUUCrVwOIyRkRGwLIuTJ0/C7Xave51aIdtOJpO4cOECBEHY0LabASkbKH02FNZoFvborGYQpChKUe/MRow1eJ5f06KCRFtJj0/SssXlcsFms1EjoJWVlTXOovl8HuFwmE7WkueELMvIZrPIZDKw2+1r9iOcCePS6iXscO1Aq+XqAN/AGXBp9RJu670NTqMTz608B4Zh0N+i+iY4TU6YOBNGVkdwovME2m3tReu9HLpc5HKbNCfRam3FucA57GrdhW5HN102l8shGo2qUdl8Eo8tPIazq2chMzIus5fhs/hwsvMkLLwFw6vDOB85j3Q+jZbFFhztOorbem+DzVBcRmU32NfWojJATs6BZ3iMhkfx6NyjmEnOgGM4HHYdxm9afhMsy2JxcXFNdLJwwiaRSMDj8cBut8Nut9Nziry/ma71hfvXaNYjNu+9917cd999VZcZHR2lAYu//Mu/xGtf+1oAwIMPPoienh587Wtfw9ve9rb17XQD0MXmNsPhcNQc2BoMhroeQMlkUlPEaWhoiPbVvNFFZqNhWRb9/f3o6+uDIAhgWbZILPX29lKX1no4c+ZMw9wIk8kkjdyNjo5u6jlgs9lw8OBBOpBZXl7G+Pg4fb/wph+NRnHp0iUcPny47LpMJhN27tyJZDJZMZpMCAQCMBgMGBoaQiaTwfDwMP0NCrdZK6IAqOJVF5s6OtcuoijiwoULWFlZwdDQEPr7+8tG8QDtA9F6lpuamsLk5CR6e3uxa9euoqiZ1qhlMwflPM/D6XQiGo1SoaAoStkURyI8JUlaM15JJpNYXl6mGVpGoxGdnZ0bNn/heR4WiwWxWIxGIsmEY3t7O63ZLDQ7KnzOkdfIs5m4iAJXey0CV9ODc7lcWbGZETPIStkioQkANoMNsVwMaSENnuURyUbgMrmKlnGZXfCn/YjmomvE5mR0Eg6jo8gB1m60I5KNIJAOFInNVCpFvTl+EfgFLkcvw2PywMpZIUDAQmoBbJCFy+jCxfBF7PbsRrulHTIj42cLP0NOyuGVQ68sOj67WnfhcfZxhHIhdCldUKBgObkMB+9AJB/BQ5MPISbE4DV7YVAMkHMyRqZH0GPtKZttVCgoSQ9Ps9m85nfZSprVbrCe9b7vfe/DW97ylqrLDA4OUr+MwhpN4jMyNze3rv1tFLrY3GYwDIOhoSFcuHCh4jI7d+6sa2akVt1dIeRC12kOlZzNrFYrjhw5ggsXLmiuTbBYLA0TmrFYDOfPn99QKu9G6O1Vaz3m5+exsLBQM008EokgkUhUPF/j8XhNoUlYWlpCf39/zX6otWiGm7COjk7zIYLp4sWLaG1txW233VbTibTRLU2IY+SpU6c0lzusd3sbobu7G7lcjk5gk+NQybRNkiQEg0GIogiLxQKz2Yz5+XkaYQTUcoT5+Xns2LFj3Q6wBKfTiYWFBbo/HMfREpJK4yay36XmLUQUkBThQqoZvbSYWuAwOhDNRdHJX52AjGajcBgdaDG1wMSZYOEtSAtpuOCiy2TEDIysERZ+7XEwckZISvExVhRFNQVkitN5SUqwzMuYSk6h09YJRVYnADiWQ7u5HXOJOUwr0/BYPOi2dUMURNisNtgUG0ZDozjddRqd9qv7P9gyiDva78CF0AVMhCcgKiLcFjdu6rsJP5z8IcK5MIacQzCxJpxuOY0WvgXRfBQ5Yw4Mis9NclzJcWymcc52Yj2Rzba2Nk3tXk6cOAGTyYSxsTHcdtttANTx/8zMTNWuA5uBLja3Ia2trTh48CAmJiaKIpLEiry9vb3Kp9eiVUBWWo4U3ZNZQ53mQJz9tNLd3V17IQ1EIhEMDw83ZF31QB42/f39aG9vx+joKILBoObPr66uoqenp+J79UQCotEoAoHAhsTmjfCg1NG53kgmkxgZGUEul8OOHTuwa9euqqKtHkFX6x5E6kLz+Tw8Hg8OHjxYsdax2fWYWjEYDNi1axfi8Tiy2SxEUaTGc+UwmUw0RRUAFRbE/IWskxgfbnSMwTAMJElCT08PFZu16kcNBgPdl0IxQJzdSb0neU0URXAcV3Ff7UY7TnadxCNTj0CSJTiNTsTzcSTyCdw9eDfsRjUaeqT9CB6eehgmzkRrNufic9jj2QOffa054y73LkxEJpAW0rAaVKO7QCaAFosqbn84+0OMro6CYzl0MV3oN/YDLCDIAlqMLTAajEgoCUSlKARJoO1Pem29qhkSbwBv4OFknFhKLiGRT6ATqtjM5/NYXV3FDvMO+Dp84KwcWAuLvvY+tFpa8aWLX0K7sx02qw1dfBdcBhdSSgopKQVBEWBiTEXnb2lU02w2V+1+oLVGupE0K422WfXMTqcTb3/72/FXf/VX6O3tRX9/P+6//34AwOte97qmbFMrutjcpng8HlrDRpoRu1yudV1sVqsVTqezak2dwWBYUzyczWYxNTVVJADsdjsGBgY2zcb8RmJhYUHzgMLlcqGrq2vD20yn000VmizLwmQyob29HZ2dndQRVxRF2Gw2+Hw+2Gw2rK6u1iU0gertYup19yWtTDbCjWqmpaNzLSJJEq5cuYKZmRn09vZCFEW0tLTUfMY2qoYsHo/jwoULtBdlb2/vhgehmyVIibkOoE5Gh8PhqhOlpGyE1E2SfSWQfxc6kW4ULSKTQISOIAjU5IjA8zzMZrPawuSX5RQcx8HpdMJgNGB0dRTDK8MYi4zBG/DigPcAWIbFSe9JmEQTLocvI5APwGF04M6+O3Gq6xRd94nOE0gJKQwHhnElfAUm3oR93n146cBLwbEcItkIkvkk3GY37EY79nr2Yjm5jJHVEQiygLnMHIaUIRxrP4ZHpx/FlfAVOE1OSIqEC4kL2GHagZf1vAxOgxOhbAhd5i7YjXa4LC4EcgE4rU5YWSsyUgYeuwdmk1o7m8wnYeWtVBQTz4RsNguWZWHkjHCanFAkBUZJzdTyWDxYSa6A53k4DA4qItUDBqDCI5njOJjNZvh8vm05YXstGQQBwP333w+e5/Hf//t/RyaTwU033YQnnnhiy2u/dbG5jWEYBi0tLQ1Z19DQEO0rWI7du3cXXVTZbLZsj8VkMomLFy9i3759dUdYdaoTDoc1DxSy2SwCgQA6OjrWfTPM5/M1e7oW4vF46tpHQE35LmyfQ1xgS1laWtK8TkIwGKxYI0kMhrRis9lgsVjWnQrLMEzFKKuOjs72IxqNIvT/t3fm8VHU9/9/zd7ZZHNs7oSchJBACEcC4VARQVGpLdVa76t41OJtrehPRbGKV9VWrUeLYKtU5VuvWi9AhSoICISQkIQk5L6vze5ms/f8/hhn2N3snc0F7yePfZCd87Ozx8xr3u/3693bi4ULFyIyMhJ79+4dFaHmuk273Y66ujrU19cjKysLU6dOxf/+97+gtjUR4G+E9/T0eFyGP0c5On67RhCBwIwPXbHZbNBoNOjr64NMJkNPTw+io6P9MvhjGAZxcXGQSCTo7+8XBLFCoUBERARiYmK43pE/iWGZTAaRWIT3K9/HVw1fQWfUob+/H3X767A0bSlWpayC0WBEAhIQFxMHVsQiPjYeUSrn6zmpWIrlmcsxJ3EO+o39CJOEITkiGUPWIbxX+R4OdhyExWJBalgq5iXOw8K0hViRuQK56lz0DPWgfKAcZ009C53WThzvO47psdMFp1i1TI3jncfRNtSGwphCfN3+NVqGWhCjiAGsnMhbnr0cMpEMn5/4HDpWBwkkMBgNaNO3YV7iPKG9icFggNFohFwuF1xiZTIZjEYjtFotIiIisDRlKUQGEWLYGCih5Az+zFqEScMQrYyGUW8c9vllGAYxMTFITU2dkEJzohgEBYJUKsVzzz2H5557btT2EQwkNk8TVCoV5syZg7q6OqdaNqVSiZycnGFRzRMnTnit9ayurkZsbOy42JsTnNisrq6GVqtFbm5uQOtaLBbU1taiu7s7oB/TxMREJCYm4tixY36v4+8NCd7IIBD4Zuee9utvO5nIyEhEREQgJSXFyZTIHTKZDGaz2SmCIBKJMGPGDLdGEQRBTExiY2OxcOHCgG/WBRLZdN32wMAAjh49CoZhBJHLL+dre/6Mc7xSbadMmQKtVusUtXSMbDleXIvFYqGVCJ++yqelBht9sdlsaGlpweDgoJBu2dXVBb1e73fEWCwWIzY2FjExMUKEUywWOwlgqVQKnU6H7u5udOm7MNg7iPyIfOjD9Wg1tiIqLApf1n0JtVWN4sRiyOVyIZqr1WihVCjd+izEhsUiNuxkttj/Vf0fdjfvxrSIachR5kBkF6Gnuwel5lJMT56OTHUmsqKzYKozIS4sDt83f48waZhTSxKVQgWJTII+ax+WJCyBQqZAxUAF9HY94lXxmJs0F3MS5nDHDzaUdpRCp9dBIVZgYeJCLM1aKnzm+EwhV5HE99LUaDSIN8ZjeexyDFmHuPRjiJEkT0JCZAIY28nPglgsFtx+bTYbBgcHfX62XZ1px5LJFtmcqJDYPI3gBefQ0BAGBwfx/fffY86cOcPuJlosFq93KQHuC9PU1ISsrKzRHPJpRWRkJHp7ewNap729HfHx8W5P0lqtFi0tLejr64PdbodKpUJycrJwUg4EkUgEtVoNsViMOXPmoLGxEf39/T7Xs9lsQvpUb28vOjo6YDabIZfLkZiYiNjY2BH1ZNNoNG6nS6VS5Obm+uwtK5VKMX36dABAUlISenp6PL6u9PR0ZGZmore3F729vWBZFiqVComJiePaaJ0giOBwTeUMtVDjt2mz2VBXV4eGhgZkZ2cjOzs7qAvOQMfH9zT0dMEc6HRPYxaJREhPT0dDQ4NbIx3Hekg+3dZmswkOr3wvzPr6ekF0JiQk+H2hr9PpYDAYIBaLhZuBNpsNOp0OGo0moLIfvvTDHQMDA+jt7QXDMOg39kPBKFAQVoAmUxNa0YpoRTQaextxTHMMC1MXCim5VqsVFosFWq3WaSy9Q73Y3bwbR7uOQi6Wozi5GJlRmSjtKkVmRCbyw/IhgwxDoiHoTXq06FuQoEmAVCp1aicTJg4b1pKEYRhIpVLERnMlWQvUC7BEugQ2kQ0KicKpJ+fs6NlINCfCaDZiyDYEBaOAWW8GG8MKLWwcbx44ilC+Jtdut0MdoYbZZsaQZQgiuwhqiRoy0ckbtK6pzQzDwGKxjEs9pj9MxsjmRIWukE5DwsLChItjd19wk8nk15estbUVmZmZE/JHYjKSmpoasNgEgLq6OhQXFztN6+zsRFVVldMFlFarDboXZkZGhnCSiIqKQnZ2Ng4ePOhzvZ6eHiQlJeHo0aNOEXWdTiekORUUFCAhIQENDQ1Bjc0TiYmJkMlkaGxsHOZMKxKJkJycjLS0NOHCQiQSoaCgYFg/VKVSifT0dCH9Ny4ujuozCeIUw1+xGWjNpsFgwJ49eyAWi7Fo0SK37T1CFdnkx+XYssPdWEfjIlqhUCA9PR19fX1OEUY+iulogMeLDl4MWywWQXSwLAuDwYCenh5MnTrVybzHHSKRCAaDATabTRB2ANfGhmVZdHd3h8Rjwm63Q6vVcjWLMhksrAUDtgGoWBUSJAmQi04KVKvdCrvdDr1e7ySu+/r6IJFIEBUVhd6hXrx88GVU9VYhUhYJq92Ko91HkR2dDa1Ji5mqmZAzcgyy3I1hhUQBvU0PK2uFXq93Ept5cXk41HkI/cZ+Lk0WQMdgByJkEZgeP91r1o3ZbEZ3dzda9a34tPVTlPeVg2VZ5Efl4zfzfoNZqbMEF+GhoSHY7XYhpZgXkFarVTB8kkvkkIqksFqtYBgGycnJ0Ov16O7uHiayXI2ifHGqRDZPx2tmEpunOXa7Hd3d3TAajZDJZIiNjfU7SmOz2dDf3z8sBZcIjpiYGJ89Vt3hmoJqMplQXV0NIDQXFbwoc8RfAx6bzYaamhqPbUg0Gg1qa2uRlZWF5ubmgI19fBETE4OYmBhYrVYhygpgWONvHsd+qI61KafjyYEgCM/4+m212WwwGAzo6+tDTk4OsrKyxiSiYbfbMTAwIESkRCKR8PAlaj2JUnfruJumVCrR0dEhCCw+isPvmxcnjr/Djje3HVuNmEwmNDQ0ICsry+fvr81mE8Qlvx3+76GhIeh0Op/9w31FeU0mE+fYKpWCZVnEKGLADDAYtA5CJVIhXBIOk9UElmExVTUVQ0NDQnsXXniLRCJoNBoolUp83/I9qnqrkB+bL6S/6s16VPVWQSaWwWQ1AQ5JZyabCTKRDDKJTBDp/PhmxM7AmWlnYm/rXrTr2sGCRZQ8CudmnospEVMwNDQkiGTH1zM4OMhlQGla8PLxl9E82Ay1XA1GxOD7ru/RuqcVf7ngL0iKSEJCQgJ6e3thMBjAsiwkEgmio6Odyq1sNhtMJpNwHudTpBMTE4Xep/xngY+SxsXF+Z1GO9ZQZDN0kNg8zdm3b9+wL1QgvRsNBgOJzRCSnZ2NioqKgNZxff/a29tD9iOZlpaG7OzsYdP9taeXyWQ+I5adnZ3Izs7GlClTPNZgeiIqKsqvfpoSiSSgVFeGYajnLEGcRgQa2fRGf38/jh49CovFguzsbEydOnXE+/ZHKPLCZv/+/R7r1R3Fp6sQ9TTP32V1Oh2GhoaEvpRisVhIaVWr1dBoNMI0fsyOr8nx2PKC02QyCVE8T+KXdzTnt+e6nf7+fiejOl/i2dNx5sWTRCJBgjIBScok9Bp6YWNsaDW1wtJrwZyEOZgbNxdDQ0PC8izLQiqVQiqVwmw2Q6fT4UjHESjFSoggEt4rpUQJMSNGpCwSdQN1SI1JBcuwGLQOYsg6hGx1NucAGyYT1rHZbGjTtUEpVqIosQjh0nAopUpkRGYggo1AS0sLLBaLcE6Li4uD1WpFZ2enEAne07EHDboGZEdlQyrirv9UYhUa9Y3Y2bgTV828ClKpFImJidBqtUJrGUeHXoPB4DaFuqmpSbjZ0tTUBKPRKHw24uLiTrvOBiQ2idMKvs2Eu5C+N2MgV8ggKLTwLW/6+vr8XsdVRAWbKutIeHi40FqlubkZERERTq13ZDIZ4uLihNpFd0ilUqGnmjdYlsXAwACUSmVAY2QYBpmZmWhqagpoPYIgCHeiMZCbdO6WtVqtqKmpQUtLC3JyctDb2+ux/i9U8AKL71W4dOlJYxc+5ZF3f/Xn4Wt5q9XqcVlHMejU+gJAR0eHUFPpiOOFt2tmi9VqRW1trWAq4+nBHwNPtX98TacvsexqbOSIXC5HRESEcH6VSWSYmzgXzT3NONZzDFkJWViSvQRLpiyBjJWhubkZFosFYrEYUqnUKaooEomglCphY51fL3/8zkw7EwaTAR36DsRKYhEmCkN6dDqSFckQi8VQKpXo6+uD0WzE+zXv4+vWrzFgGoCIEWGKagpuLLwREWyEcJ3H34TQ6/Uwm83C+yiTySASidA81AwxxICNMwvqMfag19gLvVWPr058hYtzLoZUfDII4egozN9M8HRzg2VZdHR0CDddeLHpWM7lL+PRZzPU+2RZlsQmcXrAsmxI6uMYhjnt7kqNNgzDYObMmaivr0dbW5tfbqqu/TZD8UMml8uHtUUJCwtzcl2dOnUqtFqtUGvjCMMwyM/P9/vGBcuyUKvVfkcXlEolcnNzAxaoBEEQ7hhp3VhfXx/Ky8shk8mwePFihIeH+90qKtjIJl+b6eiM7Tg+/lwwFjeFdTodjh07JvTUdByHzWaDUqkUzgd8ii8Aj+mv/Pijo6Mhl8s9il+z2SzUQrpmZTmm0paXlw8Txu6Oua8ormMbF5vNBolZgkVJi7BcuRwMGPS19w2L3NpsNkFk8a95RvQMHGw/iP6hfkTJuZYonYZORMojsSBlAXLUOejQd6Bf0w+pVQqZSAa5XI6oqCgMDg7i2LFj6Ivqw3/r/wuVTIW8uDxY7VY0DjTitSOv4d4Z90IGmVOGjlgsFspu+N6hUqkUMYoY2FgbrDYrarW16DJ2wc7aYbVbsbt5Nzb+sBEPLHwANosNPT09SElJEV6Lt884fxwMBoOQWs2/R/x75wv+OAMQIrSu2/e0X1/TeMZS/PGRzdOtNGdcxWZmZuawtLmNGzdi3bp1HtcxGo2499578e6778JkMmHlypX461//6rZ3H+EeR4vykZCcnDyivliEe0QiEaZOnYrMzExotVrU1NR4rOOUSqXD6inVanVQRkMAF9EcGBhAX1/fsB/DoaEhlJaWori4GAqFAgqFAvPmzUNDQwM6OzuFE45arUZGRgYiIyP9rj9VqVSQSCRIS0vzGqlMTExESkoKVCqV4GRHEAQxUgJxo3Vc1mq14vjx42htbcW0adOQkZHhJEhGA8do5nhfvLIsi9bWVlRXVyMhIUHoRcnDCzuLxQKRSOT0XCKRIDY2FjqdbljtpkgkQlhYGDIzMz2K5cHBQZSWliIiIgJTpkxBS0vLsGwt3t02IyPD7djdCVibzYahoSEYjUYAENxy+Xkmk0nwukhI4NxhHcUvLzB5F1r+dfGvva+vD0qrEhn2DJS3lsNs59ZRipRYFL0IDYca0Mhw18au4pffh0KhwPa67dAN6hCjjIHGqAEYQA01TnSfwO763VgSt2RYOxp+PI7OsgsTFuJ/nf9Dja4GXcYusAwLk417H/UWPf5R8Q/MS5iHpIEkREdHIzk5Wai95bfPGz65Hl/e98BdFNPT9811emNjoxAJdfzu+ZP6PBL499L1enkk7s58ZsDpxrhHNjds2ICbbrpJeO7Oqc2Ru+++G//973+xbds2REVF4bbbbsPFF1+M77//frSHesrA32EaCYmJiT7rUIiRwZ8ki4qKUFNTg87OTqf5UVFRyMvLG3Y3l3d29SbEIiIioNfrnabxLVTa2to8rsf3M8vJyQHARUCnT5+OnJwc4eLB8aTCmzJ4OxE4Ws1nZmbCZrOhtbUVgPNFXUZGhtOFHEEQxHjS29uL8vJyKBQKLFmyZFimRSB1oP5GNn1FM8cSm82GyspK9Pb2Ys6cOVCpVKiurhZSNYGTIoBPheX7bNrtdkRGRiIrKwtWqxUNDQ3Q6XSCQFEoFE4u6K709PTg6NGjmDJlCnJycsCyLHQ6HXQ6HYCT0SqpVOrRPdxdOw673Y62tjZotVqnsSckJKDWWIvt9dtR3VyNdEU6bjzrRmTGZno8PlarFYODgzAajRCJRAgPD0dYWJjwfi21L0VlbyXKOssABliYvBDpkekeRXBPTw/q6+uRlZWFyMhImLvMiGajEaYMG5ZKPGQbcnIl5rfJvybHz1AiEnHFlCvwbPWzMNqNsMMOBgwkkCCMCcPlqZdDNaCCVCoVosT8Nvjj43hMHWFZFlarFXV1dUHVBXd1daGzsxOzZ88Wpjv26nRMGXeHp/pcX0LXbDajubkZ6enpbiOfwdb9fv7552hraxuVFN2JzLiLTZVKhaSkJL+WHRgYwKZNm7B161acc845AIDNmzcjPz8fP/zwAxYuXDiaQz1lGEkNiUqlgkzGFac3NzcjKSlp1GtSTnfEYjHy8vKQnZ0NjUYDlmURERGB8PBwt8tLJBIUFhairKzMreCcPn06kpKSYDAYhPqT6OhoKBQKv8yJOjs7BbHpOEZ3FwX9/f0+L6J490S+JjQnJwdTpkxBV1eXU09OiqJPbPi+ebwDJkFMJgKJbALA8ePH0d3djenTpyMtLW3MLhz5+jj+Yny80Ov1KCsrg1QqRUlJiZCumZeXh87OTgwMDEAkEglRQsex8nWWfBRUIpEgJycHAwMDaGtrE6KKzc3NSE1NRUREBOx2O3Q6HcxmM/r7+9HS0oL8/HyhjIRhGGRkZKCrqwsDAwNgWRZhYWGIj4/3eK50R39/PwYGBiCVSiEWi4Uo7JsH38SHrR9CM6iBRCRBhawCVbuq8MyyZ5AdM9xE71DHIeyo34F2fTtyYnJw/tTzEa+Md1qmTd+G9yvfx4G2A7Czduxp2YMbCm9AUXLRsO21tbWhsbERc+bMEcTznNQ5+Kr+K4Qrw4XPn9FqRIQ1AjlTctA81IxwSTimRk8VInQWi8XpM8SL0KnRU5EWk4aerh5IGSnXixMi/L+8/4eZkTMhYZxTo/nPn0KhEN5HdyJOLpcLhoKuNb++6oZ5AyORSIRDhw55TXvmRWgojK4YhkFTUxPCwsIQHh4OvV7v13Z9id/jx49j69at2LZt22klNIEJIDafeuopPP7440hPT8eVV16Ju+++22PR8MGDB2GxWLBixQphWl5eHtLT07F3716PYpN3NOPhL7D53k6hgN/OZEjr47/8/A9yIGi1WqeTckNDA6ZOnTomacyT6RgDoR8vwzCIiYkZtn13yOVyzJ07Fz09Pejr64Pdbhdu7MjlcsHC3bHm1mKxYHCQ6+nl7XNhsViwd+9eKBQKJCYmIjY21uNFD+9M6IuhoSGnCwKxWDysFtXd651snwlg8o3Z13gNBgOampqE1G2RSISEhASkpaWN2w2CQI7xZHkfiNHHn9+q7u5usCyLoaEht9HMYLbpj9Msb/Cyf/9+vy+mvV0U+3th7ngBzdPe3o7KykqkpaVh6tSpTr//UqkUU6ZMwZQpUwBw1wh8iqzrdhx/H8xmM5qamoT2GAAnaOvq6pCRkYG2tjaYTCahxjMpKWlYxFIikSAlJQVJSUlObriBwF/j8DdPGYZBn7UPHzR8ALPVjExVJiIjI2G321HbX4stZVuwYekGp218WvMpXjn4CvRmPeQSOfa37cfXjV/joSUPYW7SXADAgGkAD+16CFW9VYgLi4NMLMOP7T+iQdOAZ5c/i/y4fGF7zc3NqKmpwZw5c5zc/y/MuRAHOw6iuq8acrEcLboW9Az1IEIagWcPPguTxQQRRMiLzMMtebcgLSoNVqtVyDjihd8HTR/gX43/Qr+5H3aWE3tmmxlzo+ciPzIfZpsZCpkCLFgwOFmPKhJxrWuSkpLQ3d3tFDlVqVRIS0vz27ne3fvw448/orCwULi+9GVeFYgZFr+sO/HLGymFh4ejrq7O43Z9iV/+76effhpNTU0YHBxETEwMXn75Zfztb3+DXC7H+++/f1oIz3EVm3fccQfmzZsHtVqNPXv24IEHHkB7ezuef/55t8t3dHRAJpMhOjraaXpiYiI6Ojo87mfjxo147LHHhk3/6quvQm4wsn379pBub7QJhXPpwYMHQzAS/5lsx3gijdfftir+fi5C5QS7f//+Ea0/kY6xv0y2MQcy3v7+fqHX63jiz5hd+9QSpye+LvgsFguqqqrQ2dkJhmFQUFDg8/ohFBeR/IVudHQ0Zs2aFbBjbKAX5L5Mc/gMBoVCgb6+Pmg0Gq/RIsdtux4PsViMrq4uiESiYX0Y+flWqxX19fVCvSTAiVSj0YiWlhZkZWV5HC9//HQ6HXp7e2E2mxEWFobY2FiP0U6bzTZsnGU9ZRgwDyAjgvMiYMBALBJDHabGvrZ90Jv1iJBxxnkDpgG8dfQt2FgbpsdOF8ZwvP84NpdtxuzE2RAxInzb+C2O9x7H1OipgtNrlDwK1X3V+E/NfwSx2dDQgPr6esybN2/Yte+MuBn4w6I/4PkfnsfXjV/DaueigBqjBlKDFHnqPCgkChwZOILXT7yOV1a8IkTp+Gykw72H8XbD27CzdqREpKBWUwsWXM3mlLApnLhkAOanf47wrrTh4eGIi4sT2pCpVKqgRSbAebMcPnwY2dnZToEMd2nPoaa7uxtHjx5FSUmJYIboCW8i1PH57373O3z00UcoLy/HbbfdBrvdDpPJBLPZfFoITWAUxOa6devw9NNPe12msrISeXl5uOeee4RphYWFkMlkuOWWW7Bx48aQpmY+8MADTvvSarVIS0vDeeedJ/RvGikWiwXbt2/HueeeG1CfyvFiaGgI33zzDWJiYkJSrBwVFYWCgoIQjMwzk+0YT7bxAsCePXug0Wi4E2oAP4KJiYnDUmsB7sf4wIEDXqNHvNGQo4MfX1fs6mroymQ8xpNtzJ7Gy7IsDh48OMwQxBG1Wo38/HyP80eLQI5xKG64EZMfb9HFrq4uVFRUQKVSYcmSJQF5RAQb2XQ1AZJIJEhISPB7v8Hi6QJ6cHAQx48fh1QqRVZWlmCYw19c8zWArusBnDjkzVYc6e7uRmdnp2ByJBKJhN9+R7Mg13YkRqMRDMOgq6sLra2tbsUuL0wczycA55rb3d0NlUoFhUIxTBwDJ41hRCIRzGYz9Ho9RIwIijDFydfgcFpyFGHHuo+ha7ALWdEnRTDDMEhSJqG2vxbt+nakqlLRONAIFuywliIR0ggc6zkGlmVx4sQJNDc3o6ioyOO1an5sPvQWPRLCE5CmSkNZd5kQnWzVtWJu0lzIJDJU9VehtK8UybJkmEwmQbB93f41TDYTEsISIJfJoQ5To9/IRTj1Fu51s/Bc38gbAMnl8pB8Pq1WKw4fPoz4+Hi3pk6jCV+Pmp+f71NoAv6L34iICHzwwQfYu3cvCgsLQzXcSUXIxea9996L66+/3usy7prEA0BJSYlQKD59+vRh85OSkmA2m6HRaJzu8HR2dnqt+5TL5W7FK99kN5SMxjZDCd+3ijeb4X/kpVIpbDYbxGIx1Go1FAruR1UqlUKn06Grq8vrSVOr1QrF/6PNRD/Grkym8fInW3epU97o7u5GTk6O29c5ffp0rxHV3NxcyGQysCyL9vZ2NDc3Cy6ASqUSaWlpSExM9DqeyXSMeSbbmF3H297e7vPObH9/P+x2+7jVdftzjCfTe0CMLWazGVVVVejq6kJeXh5SU1MD+l0MNmoxniZA7i6gOzs7cezYMaSkpGDatGlB1YpaLBbBdCcyMnJYin1jYyN6e3uHpb7yKbiO32VHs5uMjAxB+Gq1WmEf/HzHYwhAEMFarRYGg8GtQGYYxqlVSZ4qD0qREie6T0AtUQv9MTvMHVgYsxAH9hwQxGrVYBUGBwfRbeuGTHSyt6bOqoPZbkbt8VpolVqYNFx5l06nE863DMNgwDCA/Mh8lJaWQqPRYNq0abBarUINrKs4Lu8uR5uuDamqVIgYEcw2M6SMFIyIgcFqgN6ih0qmgs1uQ5ehC4VJhWhtbYXRaIRYLEa34adenGLuxm5KRAosVgv0Fj329++H3qpHpNTzzWfe9CgU2O12lJWVQS6XIy8vb0yjfjabDUeOHEFycvKwEp6RoNFocPPNN+Pxxx8/bYUmMApiMz4+HvHx8b4XdENpaalQ7+OOoqIiSKVS7Ny5E5dccgkAoLq6Gk1NTVi0aFHQYz5dsNlsKC0txeDg4DDXLLPZjPj4eOTn5w/7gldVVfl1d3Y0rKeJsSUqKgp9fX0Br8eyLLRardu+q3FxcSgoKEBdXZ1TKxSlUomcnBzExMSAZVlUV1cPc9w1GAyorq6GXq93Gzklxh6j0YjKykq/I4IGg4FMxIgJj2t0sbOzExUVFYiKisIZZ5zh1K8wlC6zjsu5RjPH02kW4C7+jx8/jvb2dsycOXNEkStXjwBXYmNj0dfXJ9z05o15WJYVxK/jseBFoc1mQ0xMDMxmM9rb250im7wRjkKhcPIC4afn5uY6va88RqMR1dXVMBgMiImJwbS4abhDfQee3vc0ygfLuXRVRoSMyAzcdfZdyInOEdJ8My2Z+GLgC3QMdiA9LB1SRoo4aRxaB1sRq4xFalQqWJbF/Lj5+G/zf9GobUSiIhEikQh9pj7ADkxjp6G3txdhYWFoamrymu5cZ6jjIq9GEeQiORgbA6PdCKlICpvdBt2ADoPMIMxWM7StWtQP1QM4ed03VTkVVZIqpMvTkRaWBqPNCLPBjA50YHHyYkjCJVCyymFtTfiIZnIyFyn1VefrC5ZlUVVVBZPJhPnz54+5+VV1dTUYhkFubm7ItsmyLO69915MmzYNd955Z8i2OxkZt5rNvXv3Yt++fVi2bBlUKhX27t2Lu+++G1dffbVggtLa2orly5fjH//4BxYsWICoqCisWbMG99xzD9RqNSIjI3H77bdj0aJF5ETrB+3t7YIBjDu6u7uRnJzsZEIDcCkAriLAFZlMNiZRTWJ0SU5ORn19fci3GxsbC7VaLRTey+VyhIefdNDr6+vz+hlrbW1FXFzcsJoVYmwxm804fPhwQH166XeBmCzwF+DHjh1Db2+v4Hbq7sI51DdXJ1JLE4BLKSwrKwPLsigpKQm5v4UrERERSE1NRVtbm1BzyhsB2e129PX1CceGT4tlGAYdHR3o7u5GeHi4U09Lfj4AoS2XK+6Or81mQ1VVFQwGA+bOnStE7SRdEpjtZsjFciglSohFYgxaBvFR/Ud47KyTniBqqHHnojvxpx/+hGhJNM5Wn40IcQQkCRLERcRx7riqcOw/th+QAe36dnSYOxCtiEZ6ZDqWRi/FvPB5KC4u9hox5G9KLDIvwleffoUGbQOSVElIk6bhxMAJmOwmqGQqyBQy9Bh7UBBfgHNyz4EYYmHdNn0bdnTtQJOhCY2GRjBgMCtqFu6efjf+Xv93XJt6LdQ2Nax2q9ONEP6zqtVqnXpsO+LL8dX1YTAYMDg4iMTERJw4cWJEplbu1vVGW1sburq6UFJSElKRu23bNnz11VcoLS097c+D4yY25XI53n33XTz66KMwmUzIysrC3Xff7VRbabFYhLtLPC+88AJEIhEuueQSmEwmrFy5En/961/H4yVMOtrb230u09HRMUxsJiYmCgX6ngg0vYiYmDiKuUBaATAM47P+mWEYREREQKPRCCeoiIgIxMfHe+3tya/b1tZGYnOcaW1tDUhoymQyn72TCWIiwDAMdDodvvvuO8TExOCMM87wGJH391wXyG+owWCAXq8XoniBXCyHGr5GNSkpCbm5uWN2oZyQkACpVIrKykooFApMnz4d4eHhsNvtkEql6O3tFWrERSIRJBKJIHzcueu79pTk3w+r1YqIiIhhqbxmsxmlpaVgGAbz588X0nZNVhO2lG1BkiIJ56SfA7VUDa1Vi339+/B53ee4btZ1Tu1Pzkw7E4nSRHS2cPWojIhBtCIasAMtLS34Vvct/l7+d4hFYmRGZaJnqAcAcFbkWTgr8izMmzfPbcTVEV58RYRF4K6Su/DY/x5DvbYeFttP/ggMIBPLYIEFy7KWYd2idUhVpTodm+vfvh51ujowYCACV5tZoa3AloYteGHRC5g3c55f7xsvRD3V7fp6aLVa6PV6JCcnQyqVDjO5CnSb7o6VJyHKuzyrVCpUVVWN2Om5u7sbvb290Ol0uOOOO/DMM89AqVRCr9cjLCzstBWd4yY2582bhx9++MHrMpmZmcN+PBQKBV555RW88sorozm8UxK+Di7QZaRSKfLy8nDs2DG3J8/o6GjB5pw4NZg1a5bQK42/0PFmBMNfJHjDZDKhvLxccMMDuJNUbW2tz4splmW9RuWJscGb67c7MjIy6CYUMeExmUzo7++HxWJBQUEBkpKSvH5uAxGR/rQ0USqVaGxs9HhTN5hoTjAPhmHQ2tqKzs5OTJs2DQkJCYKACDY9MhD41OXMzExkZWUJ+xKJREhNTUVkZCRqamqceozyfztGOx2PL7++400ymUyGlJQUp2UNBgMOHTqEyMhIzJw500kUtOvbEWYPwy3ZtyBScvKmanFkMdqG2tB5ohPmcDPUajXi4uIgEokQZglDpJSrTXU83xmMBrT3tCNcFo44Jde6JV4Zj5quGnzV9hVuX3a7T6HpylnpZ+HV81/FvTvvxfctnHmVRCSBzqLD2XFn44XlL0Aidr7cL+0qxaHOQwALiJifjiUY2Fk7DvQfQGtfK2bbZvsljvjPRTBRwYGBAdTW1qKwsDAkBkOuqejeXJfNZjOOHz8ulP8F4+7sapL173//G++++y7MZjPMZjNuvfVW3HrrrQCA1157DbfccsuIX+NkZNz7bBJjh1Qq9SoY+GXcER8fj7lz5zr101MoFEhNTUVKSsqY59cTo0tkZKRTfY3ZbMaRI0fctolQqVQ+6yn5wn9+fccLMNdaEE+crncEJxKB9KTMyMgIqdECQYQa3pSssrISYrEY6enpIf3MehNmjhfEeXl5gl+CvxfLgTz8uVi22WyCGY9IJMLx48fdti8aLZHb3d2Nnp4eZGZmIiYmRjAddHy4E5Tujqsr8fHxkMlksFgskMvliImJcbrW0Wg0KC0tFQyQXLcfIYvARUkXIUIcgQEr195DLpJDLVVDFaGCGGIYjUa0tbVhaGgI6enpMJlMw8Q5wzCw2C0IY8KgDlML49VpdVBJVDCIDegx9SAizLsTqtVqhUajgdVqRXh4OCIiItCobcShjkNQSpUIl3JtXYasQ/i09lOsrFmJX+X9ymkbzQPN3HsN52s3XnB2Grmo7Gied4eGhlBaWoqcnJyQOS37K3xZlkVZWRlUKhVmz54dspsoZ555JjIzM7Fp0yYcPnwY4eHhMJk4M6hAbyKcSpDYPI1ISkpCY2Oj12Ucexq5EhkZiYKCAuFkSALz9EEmk2HevHno7OxEe3u7cNJOTk5GQkKCz89Cb2/viPsZBms8RoQOmUzm84ZVeHg4CgoKTusTKzHx4euPNRoNZs6cie7ubr8vrEcS2fRlAjSSKFGw9PT0oLy8HMnJycjLyxOOw1iIXpvNBr1eD6vVirCwMHR0dKCtrc1jaqRKpRLSHx2PmSuO0/r6+iCRSCASiTA4OOjUG9RgMKCjowMJCQmCP4WryIUVyFRmQmPWwA47RIwIEeIIITVXIVVALBbDZrNBo9EgPj4eYWFhghmjY2RTxIjQZ+2D2cbVf/JGa7IwLqU3XOa+/yePRqNBQ0ODcJOWYRioVCp8UPsBrKwVMfKTZVBKqRL91n78u+rfw8Rmbmyu8Dl2bN3Cv76cmBy3da6hwmKx4PDhw0hMTER6evqo7ccTTU1N0Gq1KCkpCWm0/siRI3jiiSfw5ZdfCqVFSqVy1GueJzokNk8jUlJSBKHg7kSpUqkQFxfnczujnUpDTEzEYjFSUlKQkpIS8Lo9PT0j2rdUKvXa3ogYG5KTk9HQ0OB1mZycnFEVmiaTCe3t7dBoNACAmJgYJCcnD6u/IghviEQiKJVKFBQUQCaToaenJ+SmP67nyYlmAsSyLOrq6tDU1IS8vLxhv+3+9hEMFoPBgCNHjkClUmHWrFkev8OOAr2npwdtbW3D3quwsDDB7dwxQiyVShEZGTlMOFutVuh0Ouh0OqhUKlitVrcil0+RVMgVkEIKvU0PBgwkMq5eVMyIhRup/LXRkSNHAHDnTNcad4Zh0KxvRoOmAWqJGlJGCkiAbn03lqcuh7HXiJa+Frd1uyzLCu60/M0I3gm+c8C9UQ/DMOgzDneYj7HGYG7kXJRqS2Fn7VxEE5zD74rEFZg9NXTRPlf4TKewsDC3bQ5Hm/7+ftTW1qK4uDik5w2DwYA1a9bg7rvvxpIlS0K23VMBEpunETKZDHPmzHHbtiA2NnbM+xoRpw/+pspKpVJYLBanO8FyuRyzZs2ifogTgNTUVHR0dHis/46Li0NUVNSo7b+npwfHjh1zuqgaGBhAU1MTZs6cCbVaPWr7Jk4teC+CYAg0sjnRWpoA3E2bo0ePwmQyYcGCBX41sQ8lvb29OHr0KJKTk3327nSM9iYlJSEsLAxdXV0wmUyQy+VISEhAZGQk2tvb0dPTA5vNBpFIhIiICKSnp4NlWfT29mJoaAhKpRJqtRotLS0YGhpCcXGxT+M5vjWXwqiAhbXAZDVBAgkYcOPib67xNxMSExOhVCphMBig1WphtXJurhKJBGFhYbg291psPLQR3eZuJCuTsTx+OQoiC5CsTEZXVxcAuDXGASD0pHYlU5KJ3bbdMAwZhBpMlmVhtVuRgQzs379fuHnA9zx9rPAxvFDzAr7t/BZ21g4xI8Z5SefhwbkPCqY9I0mN9nQsKysrYbFYUFxcPObfA5PJhLKyMkybNi2k5yqWZfHII48gIiIC69evH/fv90SDxOZpRlhYGObNm4f+/n7s3r0bU6dORVxcXMia8hKEO5RKpVDr64mwsDAUFxejp6cHGo0GDMMgOjoasbGxlLI9QZBIJJg7dy6OHz/u9H6KRCKkpKQIph4GgwFtbW1Cu4KoqCikpqaOyJnWYDAME5o8drsdFRUVmD9/PqXvEkERiIAE/Gt9wm/TUSxMBKHZ19eHo0ePQq1WY86cOaOaLukKy7Jobm5GTU0N8vLykJqa6nslF6KiotwKhZSUFCQkJMBkMkEikUAul0Ov16OmpkYQbwzDCBle8+fPR3i497RVgHsfk5OTuTIkGyCXyYUMMYlE4tQXVCaTITU1FVZYsat3F/Z07oEUUpyfdT6WZi2F2WxGd3c3/rTgT+hX9CNaHw0xxE4CMSkpSTBdZFkWpZ2lONRxCOwQizzkQaVw/h212WxYNWUVdg3sQrOumYuWArDYLUgMT8StJbciRZkCu90OnU6HpqYmJCUlISIiAs/HP4+OwQ60DbYhJSwF0dJo2O12aDSaUXGAtVgssFgsiIyMRFlZ2ZiYXvHfN7vdjqNHjyImJgZpaWmBfeh8sH37dvzzn//Ejz/+SDfG3UBi8zSFv4uZlJTk9xfDZrOhq6sLfX19sNvtiIiIQHJyMl3cET5JTk5Gc3Oz12V4o6mEhISQmQUQoUcmk6GgoAAmk0lwFo6MjBQuWN1FH00mEzo7O5GTkxPUxSUAt6lzjtjtdrS1tSE7O9vjMgThiUBbPfmLwWAQ6kH5ukFfF8WjBcuyqK+vR319PaZPnz7mLcvsdjsqKyvR09ODoqKiUWllJZFIhN8ilmXR2NgoRDp5kyHeAdjxJnvfUB++qv8KRqsRi6csRq4612m7UVFRmDp1qhAhValUGBoaEsQTLzzT0tJgsBlwzSfXYH/7fqEmcmvlVlxfcD3Ok5wHtVqNGTNm4Pjx49AxumGCqLOzE3FxcWDFLG7+/GZ8eeJL2Fgu/VolUeGRmY+gOK5YeI0syyI1OhUf/upDPLvvWXxe9znsrB2rclbh9wt/L7wWjUaDyspK5OfnO/0OT8XUER1zf02tenp60NzcjKlTp0Iul4/Y1MpTyrMr/HvPj1GhUOCHH34YsZBtb2/H8ePHYbVa8dBDD2Ht2rUwGo2orq6GWq0mnwkHSGwSfjE4OIiysjKn+oO+vj40NTVh+vTpQj0dy7Lo7+/HwADn2BYdHY3o6Ohxv5NLjC9hYWHIzs7GiRMn3M6PiooKqhaUGD/kcvmwPoRGo9Ft9JF/XltbC5VK5bMnqzt8RcYB7jeJxCYxFvjT0iQiIgK9vb04fvy4X9GgUERyXGv9+IfNZkNTUxOMRiNmzJghiKWxEr0mkwlHjhwBy7IoKSkZk5vUQ0NDMBqNQmYMX6IhkUhgs9mg0+kQFRWFD6o/wF3b74LerAfAtQ25uuBqPHvOsxCLTtarhoeHO0VC7XY7BgYGMDQ0BIlEgujoaMhkMjy37znsb9+PCGkEZGIu7VVv0ePvpX9HQUkBzphxhmCMBDjfvOBvegwMDOD1mtfxed3nkIqkUIgVsMMOnVmHR8sfxT8X/hNRsijY7VydZVJSEqKjovHSeS/BZufKVhzHrtPpcPjw4RHd8POEP6ZW/f39aGlpwezZs/3yBgkWT6K3t7cXNTU1mDFjhk+h66/o/d///octW7ZgcHAQBoMBb731Ft544w0YjUZceeWV+Pvf/z5qr3OyQWKT8InNZhsmNB2prq7G4OAgkpKSUFFRgaGhIeHHs6mpSTBhoFTd05u0tDQoFAo0NTUJJ1mpVIqUlBSkp6dTquwEg29+zrcb8If29naf0aG6ujrMnTs3qPH4wt0FPEH4Q6gim44Xu8nJycP6ObpbbrScXnm3V4vFIghLiUSC6upqvyJBwQpb14fRaERzczNUKhXS09NhMBgEEejtMVL418bXUvJjdpxe11+H2768DSarCUqpEgwYmGwm/OPoP5Afm4+b5t7kcfsikQgxMTGIiYlxmv5R9UcQQQSZWCbsR2KTwAQTjlmP+SXm7awd/zj6DzBghO2IIYZSpsSgZRC7u3fjotSLoFQqkZyc7BQldhSZAKDX63Hw4EFkZmaOi/Pr4OAgjhw5gtzc3FEVmoB7UyuDwYC6ujrMnDkzpEaD8+fPh1qtxoYNG3DixAnKyPICiU3CJ93d3R6FJk9LSwtaWlqE544nMIPBgNLSUsyfP39Ma0OIiQffPNlsNoNlWaeG18TEgO892NzcDKPRKHyXu7q6PF448/AOsd7QarVoaWkRapL8JSoqSjDPcAfDMKNqTkSc+gQiNr21NOFrA719V0bb6ZUfU2NjI+rq6pCbm4u0tDS3DrmhErw2m22Y6B0aGoJer4dCoYDVakVtbW3A6Y+BCFvXKC3/+vj3w/H9sVgseKvsLZisJoRJwoQWIHKxHAaLAVvKtngVm54wWo1OabEmM1dDKrKKYLRy5moSiQQqlQparXZYexSGYSAPl0Nv1g8TjmJGDIlIArmaM84Ti8VeP2cGgwGHDh3ClClTkJWVFfBrGSlms1noYRrob34o4IMlycnJIXe0r62txf333493332XhKYP6Mqf8Elf33Db7EAxm83o6Ohw+rHhU27b2tqg0+kgEokQHx+PlJQUqgM9xaE2FRMT3nWxs7Nz2LyamhoYjUZMneq5vsffi/W6ujrEx8cPS8P1RmpqqlexybJsyNPDiNOHkRgEubY0mQjtwSwWCyoqKqDT6bzWR46W6GVZFjU1Nejv78fcuXN9RrQCFb02m81npFev18NgMAg9Dh1Frd1uR3V1NapaqmBn7cMyOFg7i6a+JuzYsSNgkTtHNQefDHwCI4xg7VxPcoudq+vMV+ajra0NYrEYSqUSer1eGDP/mYmLi4NSqkRmVCZq+mogE8sEIWy1W2Fn7ZiVMMvnzXuj0YiDBw8iMTHR6+/2aGG323HkyBFERERg2rRpY75/gMu8E4lEyM3N9b1wAFgsFtx444245pprcOGFF4Z02zy7d+/Gs88+i4MHD6K9vR0ffvghVq9eLcxnWRbr16/H3/72N2g0GixZsgSvvvrquB1rb5DYJHwSqtS0zs5OpKamCuksdXV1aGtrc1qmubkZra2tKCwspCgFQYwxvb29boUmT0tLi8f2JhaLBSaTye99dXR0ICMjw+/lIyMjvdb95uTkjHn7BuLUgY96+bssj6PA4aNp483AwADKysoQERGBkpKSMb+5Z7FYcPToURiNRixYsMBvx9dQiV6WZXHixAl0dnZi9uzZkEql6OzsxNDQkNAqhRffleGV2PnNTkikEogYEViwYO0sLFYLiqYUYcmSJcKNBF8Cl39cnXs19nTvQddQFyQiCVg7J3DnxMxBviR/WD9Px6ir2WxGf38/jh8/jvOU56GmtwZaoxZSRgo77LCzdmQps6BsU2JP1x6vKci9vb2Qy+VgGAZ1dXVCFNTx/2Cixf6+BxUVFbDb7SgoKBiX70VbWxu6urpQUlIS0jIdlmXx9NNPQ6/X49lnnx211zY4OIjZs2fjN7/5DS6++OJh85955hn85S9/wVtvvYWsrCw8/PDDWLlyJY4dOzbhAjYkNgmfqFQqv8w5fDE0NITvv/8eNpvN611ku52zp160aNGophgRBOGM680fT8u4E5uVlZU+0+0d4RuhB0JaWhoiIiLQ2toqpOzGxMQgNTV1VJwtCcId/PmLFx/AxGhpwrIsWlpacPz4cUydOhUZGRljPia9Xo8jR45AqVRiwYIFY146Y7dzjrd9fX2YP3++cAPKU9ulS/MvxUsHX0KrthUSkQQMw8BsM0MmluHukruD8ppQdavwcNbD2GvbiwO9BxAmCcMvp/8Sa2avgVKq9Pt1nMOeg5zyHDx/4Hm06dsgY2RYmbESD5U8BLVc7VHsWiwWtLS0QC6XIzY2dlhNr6N4dv3fdVuueGpp4pjuzDCMYM4UHx+P6urqoITtSESvTqdDVVUVCgsLQ+4Xsm/fPrz44ovYvXu3XzdSguWCCy7ABRdc4HYey7J48cUX8dBDD+EXv/gFAOAf//gHEhMT8dFHH+Hyyy8ftXEFA4lNwieJiYloaGgY8XZsNpvwt690Jb7NSnJysjCNbyRfWloKsViMmJgYar1CECGEN27yxuDgoNv1+vv7/d4P7wgZDO4MOQhipASaRms0GjE0NCRE48bb4MxqteLYsWPQaDSYN2/euHxHuru7UV5ejrS0NEydOnXMha7VakVZWRlMJpPfPXejFdH46JKPcP8392N3827YWTtyYnKw/sz1WJq+NOAxdHZ2ory8HOfMOwdXJF4RzMsAAOHzdO3sa3HlrCvRoe9AhCwC0Ypor+tZrVYcPHgQUVFRKCwsHNHn0t+WJq6Pvr4+9Pf3Y8qUKZBIJIKQtdlsgl+Dv1Fib6LXXaSWjxLr9XrI5XK0traivb19xOJWq9XCYDDAbrdjzZo1WLduHYqKioI+tiOlvr4eHR0dWLFihTAtKioKJSUl2Lt3L4lNYvIxXg1qBwYGEB8fL/xwtbe3A+AudhmGgU6nQ3NzM2bOnInY2NhxGSNBnEqIxWJYLBafy7gSaOYDy7LUg4wYdxwFpj9ik7/4lslkqKysHLatYFITA1neU/qjwWBAeXk5FAoFFi5cOOZpsyzLoqGhAfX19ZgxY0bIjVj8wWg0orS0FFKpNGAzwuyYbGy7eBu6Dd0wWo1IVaVCxAQu0tra2oRoWih/3yQiCaZE+jbXsdlsOHz4MKRS6YiFJuBfSxNX+vr60NnZiblz50KtVo9o/zz+il5ewDY0NCAsLAxpaWluhW0wPTy3bduGt956SxjT+vXrsX79eshkMlx99dXYtGlTSF6rv3R0dADggkGOJCYmCvMmEiQ2CZ+M1x1bnU6HPXv2+OxnVlFRgQULFlCEkyBGSHx8PJqbm30u4wrvoOhvZCgyMpJqsolJhWO64ezZs4VprmmJwRjcBHLx67ie6/dtaGgI//vf/0bk4hpoPR/AmYdptVoUFRUF1UN3pOj1ehw+fBgxMTGYMWNG0Ncs8crgBSKfvjx79uxxufnNm/EAwOzZs8fluo1Poc7Pzw+Z0AQCE70NDQ0wm80hr1VetmwZzj33XNxxxx345ptvkJycDKPRCJPJRG39/IDEJuEThmEQFxeHnp4en8vyJyre2U0sFjulzwaCvzVdfKuG8bD1JojJQm9vL1pbW6HVasEwDNRqNaZMmeJUy5Samoq2tjaP31mpVDrsTioARERE+C00o6OjMWPGjHGvbyMIRzzdLHGNqrjWi4nF4nHJ/rHZbDh27Bh6e3uRn5+P6Ohot8I0EBHMi15/l3d04AWA/fv3A/DdpzMYgxpPy/K1eampqcjKyhLer7H8fWlsbMSJEycwb968cakd530uLBYLioqKxsXrwmQy4fDhw0hLS0NKSsqY7x8A+vv7UVdXh+Li4pBH99va2nDHHXfgz3/+MwoLC0O67WDgswc6Ozudys06OzsxZ86ccRqVZ0hsEn6Rnp6O3t5erxeUarUa06dPh1QqxdDQEADOla60tHTUx9fX10dikyA8cOLEiWERy+7ubnR1dSEvL08QkHK5HIWFhSgvL4fFYnG6YJPJZIKzoyuxsbGQyWReDYJUKhWmTZvm0aiDIMYTT70zHQXVRDABArgIUllZGaRSKRYuXDguWT39/f04cuQIEhISkJubG1Btnzcx6y3K6ykdEgCamprQ1NQkjC+YurxgosBtbW3o6OjAzJkzERYWBovF4reJTSjgs7sMBgOKi4vHpZe5zWbDkSNHEB0dPS4tVgBO7JaVlWHatGkhz5qx2Wy45ZZbsHLlSlx11VUh3bav/T766KN4++23AQC//e1vcfToUTz00EPIyspCUlISdu7cKYhLrVaLffv24dZbbx2zMfoLiU3CL1QqFWbOnInKysphbrJKpRIzZ84Uelnx0wDuh1AqlfqsA3MkUKMGfj8EQQynt7fXbWos/52prq5GVFSUcMEaGRmJhQsXoru7GwMDA7Db7dBoNCgqKvLYF5NhGMyYMQNlZWVuzRzCw8NRWFg4LhdCBBEMjhHBiSIyAaC9vR2VlZWCCc94pEs2Nzfj+PHjyM3NRVpa2pjvn2VZIZo4d+5cxMbGDhO7waQ28+v5m9ZsNpuFVm58Cqsj7pxbQ1nTyzAMmpqaoNfrUVBQAIvFApvN5rTOaH9uWZZFeXm5cA4Yj+8JH9mNiYkZlc/ja6+9hpqaGvzf//3fmL6+DRs24KWXXsLjjz+OO+64A+effz42btwoiNC77roLf/zjHzFt2jSh9UlKSopTL86JAp35Cb+JjY3FokWL0N3dDb1eD5FIhLi4OKhUKo9fQIZhkJ6ejrq6Oo/bVSgUwg9jfHw8DAYDurq6AhKQ1PaAINzT2trqdT7Lsmhra0N2drYwTSQSITExEYmJibBYLEJjbOCkq7TrhUxUVBSKiorQ0tKCzs5O2O12yOVypKSkIDU1ldoYERMa/iano2hhWXbCCE2bzYbq6mp0dXVh1qxZ42KwZbfbUV1djc7OznFzvGVZFlVVVejq6kJxcbFQIxqokc1Ix8C/FyUlJUL7i5FGdb1FeN2tZzKZYLVaIZFIcPjwYbd1vP60KhlJFLitrQ0ajQYFBQUYGhryWts7WtTV1cFsNmPOnDkh/65WVFTg0Ucfxaeffjrmn/evvvoKAwMDuOOOOwBAMCj65z//iUcffRR/+MMfMDg4iJtvvhkajQZnnHEGvvjiiwnpX0JikwgIsVgcsNNcamoqzGazU3SFP7HHxsYiPz/f6UK0sbEx4EjleNUIEMRER6vV+lymra0NIpEIycnJHqOXvb29aG9vF7YXFhaGKVOmIDk5WTjBK5VK5ObmCml1E+EinSD8xTESxl+kT4TP8ODgIMrKyiAWi1FSUjIuhiRmsxlHjhyBzWYbtzHYbDYcPXoUBoMBCxYsGJcxsCzr1MfTcQxjIax46urq0NraipKSEqesMl5wBiJsfaUpe1rWbDbDZDJBJpPh6NGjTjdpHBlNp2adToempibk5+djcHDQ4zr8GALBaDRizZo1WLt2Lc4+++xQvG0BcdFFF6G9vR1fffUVcnNzceTIEZx33nnYsGEDAO64btiwQXg+kSGxSYw6DMMgOzsbycnJ6OjogNFohFQqRUJCgpNznd1uR39/v98REF6wTp8+3enHFlYr8MUXwPHjgEoF/PzngBtTE4I4HfDnBGuz2dDY2Ci0EnLnJFhVVeW0raGhIdTU1GBgYAB5eXnD9jMRLtIJwh/4i2ONRoOKigqn3pn+XgB7Mr0J5iLXkc7OThw7dgwpKSmYNm3auKTN6nQ6lJaWIioqCjNnzhyXLAWz2YzS0lIwDIP58+ePiymT3W5HRUUFtFotiouLxy2C1NDQgObmZhQXFztf++Bk94DRNq7q6enBkSNHUFxcPCzi561+NxgBbDabPUZ/9Xo9ZDIZ6urqhqVQu+Lvd/lvf/sburq60NfXh/b2dthsNqxfvx4KhQIrVqzAggULRu24OrJu3TpotVrk5eUJZptPPPHEmNaNhgoSm8SYERYW5tbEh2VZtLa2orGxUXCx9YVUKoVarUZqaqqz4cj27cB11wHt7YBYDNjtwO9+xz3+9CeAasaI04yYmBh0d3f7tSx/MbVgwQIhwjk4OOh1na6uLsTGxiIhIWHEYyWIsYaPZsbFxfkV2fHnYtkVf6I07kSqRqPB4OAgEhMTERYWJmQgBFPbFywdHR04duwYsrKykJmZOS43kQYHB3H48GFERkaOm9jl6wJ5Ix5PGSCjTXNzM+rr61FcXIyIiIhxGYNOp8PRo0cxY8YMt6ml/E2X0XyfbDYbDhw4gLS0NOTl5Q2bH4hhlev3Ojc3FxaLBbW1tfjZz34Gs9kMrVYLk8k0pk6077//Pt555x1s3boVM2fORGlpKe666y6kpKTguuuuG7NxhAK68ibGHf7H018SEhKQkZEh1EkI/PADcOGFnMAEAL59g9UKvPQSYDYDr74aolETxORgypQpfotNgLuoamtrE24M+dMgurW1lcQmMangRSYfBVEqlU51yyPZ7khq9vhITmdnJ1iWRVxcHFiWRX9/v1/bcNe2yN8URtdltFottFotEhMTwTAMWlpagk57DBaNRoPS0lIhsjseYpd3W7VYLCguLh6XqCrAlTvU1NRg3rx54+bqbTQacfjwYWRkZDi13BhreB+B3Nxct/NHInivueYaLFy4EPfffz9uv/32kQ41aO677z6sW7cOl19+OQBg1qxZaGxsxMaNG0lsEkQgWCwWNDQ0eF3G1c22u7sb3d3dSEhIwPTp00+eyB5+GGDZk2LTEZYFXn8d+MMfAGqRQpwGaDQatLW1QavVBuwI7dhKyFdk099lCGIi8f777+P3v/895HI5FAqF3//zD/65TCZzO93dOuHh4W4vfh0FVFlZGXp7e5GUlITc3NygLpa9CVFvDq38fIvFgq6uLpjNZsTHx4NhGGi1Wr+iuu5SGH3V7HmabjQa0dvbC7VaDZlMhubm5qDr+4IVqVarFaWlpWBZFkVFRePmqN3Z2YmqqirMmTNn3AwR+WMRGxs7rq3m2traBHOmUKeV2+123HnnnSgoKMDatWtDum1ftLa24v7778fnn38Og8EAi8UyzEleLBa7zZ6Y6JDYJMaVnp4en2ZArhfJvPFIV1cXJBIJpk2bBnR3Azt2eN+ZSAS8+y7wwAMjHTZBTGjq6+udes4FiuN30p+T+XjUkRHESFi2bBn++c9/wmQyYWhoCCaTCUaj0enhOG9oaAg6nc7tMu7+NpvNMBqNw85fEonErYiVyWTQarXo7u7G5Zdfjs7OTr/Erqfp/N+Oz8PCwiCRSLzWV9fW1qK7uxtKpRIlJSVBRfFGUrPHz9doNOjv74darYZcLodOpwtofVeCMaMBuJvbIpEIKSkpaG1tDVjs8rW8I/mN7O7uRnl5OQoLC93W048FLMvi6NGjkEgkyM/PH7eafJ1Oh6qqKsyePXtUDKL+9a9/Yffu3SgrKxvT81p/fz+WLFmCZcuW4fPPP0d8fDxuueUWbNmyBWeeeSZmzpyJw4cP4/nnn8dvfvObMRtXqCCxSYwrZrM5qL6aPO3t7cjIyADT1QWfp0SRCOjtDWo/BDFZ6OnpGZHQBODUFDs2Ntbn9sajDQNBjISEhISQp367nsf4KCIvVh1FKv+cn7dlyxYcOHAA9913H6KiopCTkzNM7Pb39/stdvm/zWaz05hEIpHHyK3RaERzczMuueQSDAwMuBW0vID1V+w6zlMoFJBKpV7Frs1mw969e2G1WlFcXBxUFM+1hY0/Ytc16muxWNDe3g6xWIyYmBgMDQ35LXTt9sBakHiLyprNZiGTa3Bw0G17EX/qgUdqVFVdXY2hoSHMnz9/3G4uWiwWHDlyBBkZGYiNjQ359uvr6/H73/8eW7ZsGfMU4aeffhppaWnYvHmzMO3f//43Hn74Yfzud79DV1cXUlJScMstt+CRRx4Z07GFAhKbxLgik8mCFpoAd1Lp7u5GR1cX5orFELmpVxGwWoHMzKD3RRCTgZaWlhFvw7GVkC8hKRKJkJqaOuJ9EsRkx52IEolEkEqlPs1czjrrLMhksmHuooHgTuza7XZBeDoKXl7E8kK2vr4e9913H66++mrMmTPHbWRXo9H4FLv8c8fprsfEVeTyD5lMhr6+PoSFhWHOnDl48803PUZxPYldx9Rmd/OUSqVP5+zW1la0trZCrVajoKAgKHHlTuwGIlbtdjsMBgO6u7sRHR0NsVgMrVYb0PquBJuCPDg4CI1Gg7S0NI8mVd62wc8bidhlWRYVFRUhq612xWq14uabb8avf/1rrF69OuTb98Unn3yClStX4tJLL8WuXbuQmpqK3/3ud3jxxRfx4osvjvl4Qg2JTcIrLMsKtV98D6OEhAQkJSWFpEg+Pj4eNTU1IxKc/f390ItE6F62DPHffONRcLJSKZgrrwx6PwQxGfCnr6Y3cnNzncy3+BolmUwGi8XilIkgFosxc+bMEV0gEwSBkNTheRK7EolkuKGeGy6++OIR3zhyPJfzEUY+pdhV7DqK0qGhIfz9739HX18frr32WkgkkmGpzYODg+jt7fUruus4zfX6wltdLsBFuJYuXQqGYQQR7C1q62+KM5/K7E68ur53J06cQE9PD6ZPn460tLSg3gdXwRuo2LXb7dDr9ejv70dsbCzMZjOGhob8rgf2J7rrqWWQq1DVarXQ6XRIT093qt0NxOXZW3T3+eefR1dXF7744otxSRE+ceIEXn31Vdxzzz148MEHceDAAdxxxx2QyWSTzgzIHSQ2CY+wLIvjx48Pc6PU6/Vobm7GnDlzRnyRKZFIkJWVhRMnTgS9DZ1OBwCoX7MG6gMHAJ0OIoe7eiwABkDtb38L1dAQkux2LqWWIAgBqVSKgoICp963jhQVFWFgYAD9/f1gWRaRkZFISEgYN8MMgiBCSygyFBwv1Pm/w8LCEBYW5rZNhiNnn322YKQULK4Ch0+JdYzmehK7Q0NDeOCBBzBz5kwsXrwYZrN5WE2va3TXMZrrTvjy4swRmUzmNhWZ/99qteLYsWO4+OKLYTab/arb9VcIh4WF+TSp4mloaEBfXx9mzZqFxCB6lTuK3WCErmOEt7+/H3FxcRgcHAxoG644CtFDhw7h9ddfh1QqRWdnJ3Jzc3HppZcKx2rz5s2jUhfqDrvdjuLiYjz55JMAgLlz56K8vByvvfYaiU3i1Katrc1j2wOLxYKjR49iwYIFI74LlJaWBrFYjPr6eqc+m0qlEhKJxGukRqFQwGQyAQBMycmovvde5D31FEQGw8mFGAaamTOR+MUXUL30EliGAbN0KXDffcAFF4xo7AQx0YiKioJGowl4PYvF4tVOXyQSjUqdG0EQBICQ1OG5Xo/w7S8UCoVf0eMlS5YgPT096Osad6nMVqt1WGTXXd0uH71dt24dzjjjDMyYMWNEJlX83679yz2ZVDkKU77dy+rVq/H++++PyKTK9W9fJlWO9PT0oKWlBXl5eQFHeF2ju65iNCUlBampqXj11VexYMECXHDBBU7HbyxvpCYnJ2PGjBlO0/Lz8/Hvf/97zMYwmpDYJNzCsqzP2i/eljwuLm7E+0tJSUFSUhI0Gg1sNhsUCgUiIiJgMplw6NAht20bRCIR8vPzcezYMZhMJkTU1CD/j3+EyOWHlWFZRJeXcyKTZbk2KLt3A998Azz7LPD73494/AQxUUhLSwtKbBIEQZzuZGRkjGh9dyJKJpNBJpN5zBpxZenSpZg6dWpQgnckJlWO85566ink5eUhOzvbaZm+vr5h6c2hNKlyFKZSqRSVlZWYPXs2YmNjPbYdCtakKjIyEi+99BLEYjH++c9/jmuWzpIlS1BdXe007fjx4yP+PE4USGwSbuFrLLzBMAwGBgZCIjYB7gfI1dZboVCgqKgITU1NaG9vF/YbHx+PjIwMhIeHIzExEU1NTch6/XUwVisYDz2IGMcfYb6u8777gJUrgVmzQvIaCGK8UavVyMrKQn19fUDrqVSqcbOzJwiCIDhycnKCXnckJlWOnH322cjKygrYmyNQkypejDpO54Xt559/Dp1Oh9zcXNhsNr9MqhxTm32ZVInFYgwNDaGqqmpcheZTTz2Ff/3rXxCJRHjyySfx61//Gvv378cbb7yBN954Y9zGFUpIbBIjYiTGPv4il8sxbdo0pKen44svvsDChQuFQn6AqzPprahAzI8/IuBLZYkEePVV4K9/DemYiVMfq9UKlmXdpgSNN+np6YiJiUFrayu0Wi0YhsHQ0JDX7+uUKVPGcIQEQRDERCU3Nzeo9UZqUuXIVVddhf7+/oDdZ/01qdLpdGhoaBiRuB8pBw4cwOuvv47CwkJkZGTgX//6FzZs2ICsrCy8+OKLuOqqq8ZtbKGExCbhFr6Ana+HdAfLsiFx0PMX3sHN1clNJpOhID4+cKEJcO1QDhwY+eCIU5qhoSG0t7dDr9fDarUKhhMAdzMkNTUVqamp49Z/zB0qlQp5eXnCc41Gg6NHjzqZJvDOslOmTKFemQRBEMSEISYmxqeplDsCMakqKSkZ2SBHgF6vx1VXXYW//e1v+OMf/4js7Gx88skn4zae0WTiXBkREwqGYXxGOuRy+ag01g0GxUjy2hWK0A2EOOVobW3F/v370dzcjP7+fsGggcdkMuHEiROoqKgYk0h/sERHR2P+/PlIS0tDWFgY5HI51Go1CgsLg64PIgiCIAgicNauXYtVq1ZhxYoV4z2UUYcim4RHUlNTodPp0NXVNWyeRCJBQUFByC9QWZZFT08Pent7wbIsIiIi/OvpmZQErFjBmf546LPpFpEIGIcGvsTkoK+vD7W1tX4v29HRgeTk5FEeFVdTzbf8iYyM9LuuRqFQIDs7e1SaYhMEQRAE4Zt3330Xhw4dwoHTJLNu3MTmt99+i2XLlrmdt3//fsyfP9/tvLPPPhu7du1ymnbLLbfgtddeC/kYT3cYhkFeXh7i4+PR3t6OwcFBiMViJCQkIDk5GTKZLKT7MxqNKCsrw9DQkDCtq6sL9fX1yMvL851O8fTTwJIlnNusB5MgJxgGiIoCbrhhhCMnTlWampoCWr61tRXR0dFoa2uDXq+HWCxGbGwsEhIS3PY2CxSr1Yra2lp0dXUJUVSGYZCYmIicnJyQ7MORwcFBwZW6qqoKSUlJiI2NnVDpwgRBEAQxWWhubsadd96J7du3Q3GaZNaNm9hcvHix4C7K8/DDD2Pnzp0oLi72uu5NN92EDRs2CM+VSuWojJHgLmTj4uJC5jjrCbvdjiNHjrh1wGVZFpWVlSgoKPC+kXnzgK+/Bm66Caio8L1ThgF27ABcHHAJAuA+kwMDAwGtMzg4iP379ztN6+3tRUNDA2bPnj2i3yq73Y6ysjIhosnDsiw6OjpgMBgwe/bskAnBhoYGNDY2Cs97e3vR19cHpVKJwsJCJ5MugiAIgiB8c/DgQXR1dWHevHnCNJvNht27d+Pll1+GyWQK+Y3j8WbcxKZMJkNSUpLw3GKx4OOPP8btt9/uMzVTqVQ6rUtMfnp7e722WmEYBq2trb43tGgRcPQoMHcucOSI92Xlck6gEoQbQll/aTabUVZWhgULFgS9ja6urmFC0xGtVouenh4kJCQEvQ+ezs5OQWi6HgeDwYDy8nLMmzeP6jwJgiAIwgsbN27EBx98gKqqKoSFhWH+/Pn45JNPkJWVJSxzww03IC8vD/fff/8pJzSBCVSz+cknn6C3txc3+JHS+M477+Dtt99GUlISLrroIjz88MNeIwZ8vx0erVYLgBO4Fotl5IP/aVuO/090Jtp4Ozs7vV7csyyLvr4+AH6OuaAAqKvzXr+ZkQGM4uufaMfYH4aNua8P+OILQK8HcnKApUuBCfRDOJrHmGVZyOVyn/1m/cVoNKKjo0NwcA50zK2trT4FcGtra1DufY6wLIuGhgZhX67/A4BOp0Nvby+ioqJGtK/RIpDPxWT6fhIEQRCTi127dmHt2rWYP38+rFYrHnzwQdx22204duyY0A4mPDwcsbGxvjP4JikMO0HsEy+88EIAwGeffeZ1uTfeeAMZGRlISUlBWVkZ7r//fixYsAAffPCBx3UeffRRPPbYY8Omb926lVJwCYIgTmMMBgOuvPJKDAwMIDIycryHQxAEQZzCdHd3IyEhAbt27cJZZ50FgPOjmTNnDl588cXxHdwoEXKxuW7dOjz99NNel6msrHTq/9bS0oKMjAy8//77uOSSSwLa39dff43ly5ejtrYWU6dOdbuMu8hmWloaenp6QnZxYbFYsH37dpx77rl+O0OOJxNtvM3NzT7NWGQyGbq7u/0bs90OXHIJ8O23w82CRCIgNRX47jvAW5/Q774DXnyRqwO124FZs4BbbwUuv5zbhg8m2jH2B2HMu3ZB+vrrnNmSIyIRF9n88kugqGh8BunAaB9jlmVRXV2N3t5er8uJRCKn/pXelktOTsaxY8c8jpllWeh0OvT09MBms0GpVCIhIQHHjh2DXq/3uv3IyEjMmjXL5zi8YTQacfDgQafxaLVaREZGCmmzDMMgOTnZKQ1oIhHI50Kr1SIuLo7EJkEQBDHq1NbWYtq0aTh69OgpG8l0JeRptPfeey+uv/56r8u42u5v3rwZsbGx+PnPfx7w/viGrN7Eplwud2tmIZVKQ36BOhrbHE0mynhTU1PR0tLiNU1wypQp6O7u9n/M27YBd90F/P3vwwVnayuwZQvw+99zRkGuvP468NvfcsKKT8U9cADYt49rr7J5s/v13DBRjnEgSF9/HVKDwf1MsRh49FEuvXaCMJrHuKCgAJ2dnWhtbcXg4CAYhhHajYjFYqhUKiQmJuLgwYNOTsruYFlWqD1mWXbYmC0WC44dO4aBgQFB2LEsi6amJsTHx2NwcNDr9lNSUkZ8HMRiMaRSKaxWq9N0hmGcajSjo6Mn/Ofan8/FRH8NBEEQxKmB3W7HXXfdhSVLlpw2QhMYBbEZHx+P+Ph4v5dnWRabN2/GtddeG9RJv7S0FADGpLcdMXrI5XLk5uaiurra7Xy1Wh24KVRYGHDddcCbb3IROkchOzgI/OEPgMkEPPSQ83onTgC/+x33t2PNJy9Y33oLOP98LsJ5quItcmuzAV99BfT0AKPsUjwRYBgGSUlJPj9/U6ZMQU1Njd/braurQ2FhofCcZVlUVFQIDriON15YlkVXVxfkcrlTloYj4eHhITEHEolESElJ8ZppIJVKR92hmiAIgiBOJdauXYvy8nJ899134z2UMWXcm6V9/fXXqK+vx4033jhsXmtrK/Ly8oRWAnV1dXj88cdx8OBBNDQ04JNPPsG1116Ls846y+mijZicJCUlYfbs2VA7tCJRKBSYOnUqZs6cGZzz5f33cyLRU8T08ccB1xTJN97wHrUUiYC//CXwsUwmfKUJs+zw43aak5ycHNCNtr6+PifhqNPpfLZakclkTt8PntjYWJ9tT1iWhcViGRaxdEdGRoZb8x+GYSASiTBjxgzqtUkQBEEQfnLbbbfh008/xTfffIMpU6aM93DGlHF3o920aRMWL17sVMPJY7FYUF1dDcNP6XwymQw7duzAiy++iMHBQaSlpeGSSy7BQ66RKWLSEh0djejoaLAsC7vd7mQBbfPmLOuOpiau7tIbFgvwf/8H3HLLyWkHD3p3sbXbgcOHAxvLZMPXsZZIAGo/5ATDMMjPz4darUZDQ4PHCKQjer1eSPHv6ekBwzBeU8l1Oh0WL14Mq9UqpNpGRUV5bQzNsiza2trQ0tIiOOtGREQgLS3NYyRUJBKhsLAQ7e3taGlpwcDAAEQiEZKSkjBlyhQyViMIgiAIP2BZFrfffjs+/PBDfPvttxPW62A0GXexuXXrVo/zMjMznS680tLSsGvXrrEYFjHOMAwz8l5DXV2+lxGLgc5O52kKBRfZ9OadJZONbGwTHW/HXiIBLr0UmKBtL8YTPuWWYRhUVVX5tTyPvzdT7HY7wsLCEBYW5nNZlmVRVVWFLpfvgl6vR2VlJQYHBz2e+EQiEVJTU5GQkIDPPvsMixYtovpGggiSb7/9FsuWLXM7b//+/Zg/f77beWefffaw655bbrkFr732WsjHSBBE6Fm7di22bt2Kjz/+GCqVCh0dHQCAqKgov87jpwKUB0WcuqSk+F7GZgNc0xl+9jPv60gkwC9+Efy43GGxAB9/DLzwAmdc1N8f2u0HyqOPup8uFgMqFZd+THgk2pvL8U+IRCKnVNXw8HCffTR58x5/6enpGSY0HWlqaoJOp/N7ewRBBMfixYvR3t7u9LjxxhuRlZWF4uJir+vedNNNTus988wzQY8jMzNTMPviH0899ZTXdYxGI9auXYvY2FhERETgkksuQafrTVqCIAReeeUVZGZmQqFQ4NVXX8XAwADOPvtsJCcnC4/33ntvvIc5ZpDYJE5dUlKAFSu8R+kUCuBXv3KedtVVQEKC+/X4SNTddwc3phMngN27gcrKk5HTjz/mWrGsXs25495wA5CcDDzyyHAX3bHitts4YyVXIb58OfDDD4AH52ev/PAD99oWLgQuuIAT1T7cWycrcrkciYmJXpdJTk52it4nJCT4rINMSUkJqFaSd771BMMwaGtr83t7BEEEh0wmE4zGkpKSEBsbi48//hg33HCDTz8CpVLptO5IW/Rs2LDBSbzefvvtXpe/++678Z///Afbtm3Drl270NbWhosvvjjg/TY0NGDNmjXIyspCWFgYpk6divXr18NsNntd7+yzzx4mkH/7298GvH+CGAvee+893HPPPVi/fj0OHTqEm266CdHR0ejs7ATLssLDV+eOUwkSm8SpzbPPcimvngTn008DrifuiAhg505OcAKcWQ7DcP9LpcB77wFz5wY2joMHgbPO4kTa0qXAjBnAnDnAU08BF1/MObsCJ8WlycRFDx95JLD9hJIbbgAaGrh2L9u3c39/+SWQmxvYdlgWuP12YNEi4O23ue199RW3/cJCrg3NKci0adMQExMD4GS6rONFZUZGhtPyEonEbe06T3h4ONLT0wMag69WKSzL+lyGIIjQ88knn6C3txc33HCDz2XfeecdxMXFoaCgAA888IDgYxEsKpXKSbyGh4d7XHZgYACbNm3C888/j3POOQdFRUXYvHkz9uzZgx9++CGg/VZVVcFut+P1119HRUUFXnjhBbz22mt48MEHfa470uiuY6SppKREMJ70xLZt25CXlweFQoFZs2bhs88+C2h/xOnL888/j5tuugk33HADZsyYgddeew1KpRJvvvnmeA9t3CCxSZzazJkD7NrF/e9IUhKwaRMngtwxcyZQV8dF3379a04QPvkk0NLC/R0Ihw4BZ5wB7NnjPL28HHjggeFtWRx5+umTQnQ8EIuBBQu4CLGLOHJLayvw3HNchPb554GODuDVV4GXX+bm806ovKhuaOBSkn2kj04EzGYzNBoNdDqdz3RXgEt5nTVrFgoLC5GQkICYmBgkJiZi1qxZAOA2mhEfH4/Zs2cLIhXgRGh6ejrmzJkDiSSwMnt/oqDkKksQY8+mTZuwcuVKn66UV155Jd5++2188803eOCBB/DPf/4TV1999Yj2/dRTTyE2NhZz587Fs88+69Wh+uDBg7BYLFixYoUwLS8vD+np6di7d29A+z3//POxefNmnHfeecjOzsbPf/5z/P73v8cHH3zgc92RRHddI02zZ8/GypUrPZYY7NmzB1dccQXWrFmDw4cPY/Xq1Vi9ejXKy8v93qcjGzduxPz586FSqZCQkIDVq1d7bPPGs2XLlmHRXG9GcMTEwGw24+DBg07fF5FIhBUrVgT8fTmVGHeDIIIYdebPB378ETh6lEtjjY4Glizhai+9wffpvO66wPd54gSwfz+3jTvvBMzm4Smx/HNvwsVmA/79b2e33IkIywL/7/9x4hjgRKrNxvUyjYjwvJ7VykV9v/+eE+QTEJPJhLq6OnR3dwvTZDIZMjIykJyc7DUFjmEYxMTEOIlHi8XidX+8I7PNZoPNZoNUKg2u7Q848eorlTaQdi0EQTizbt06PM3/7nmgsrLSKWuhpaUFX375Jd5//32f27/55puFv2fNmoXk5GQsX74cdXV1mBpEOcMdd9yBefPmQa1WY8+ePXjggQfQ3t6O559/3u3yHR0dkMlkw+rQExMTBaOTkTAwMOC2nZMr77zzDt5++20kJSXhoosuwsMPP+y3K7ZjpAkAXnvtNfz3v//Fm2++iXXr1g1b/s9//jPOP/983HfffQCAxx9/HNu3b8fLL78clDHTrl27sHbtWsyfPx9WqxUPPvggzjvvPBw7dsxrVDkyMtJJlAZ7HgCARx99FI899pjTtOnTp3s1stu2bRsefvhhNDQ0YNq0aXj66adx4YUXBj2G04Genh7YbLZhZTSJiYl+mQaeqpDYJE4fZs3iHqNJRwewZg3w+edcPei//gWUlQVfeykWj29k01+eegrYuPHkc8fX66N3JCQSLk13AopNs9mMw4cPD6spMpvNqKmpgdlsRmZm5qjsWywWj9iROTU1Fe3t7bB7+PzJZDKftaUEQXjm3nvv9Vl7lZ2d7fR88+bNiI2Nxc9//vOA91dSUgIAqK2tFcRmIIL3nnvuEaYVFhZCJpPhlltuwcaNG4U2TGNFbW0tXnrpJTz33HNel7vyyiuRkZGBlJQUlJWV4f7770d1dbVfEVE+0vTAAw8I03xFmvbu3et0nABg5cqV+Oijj3y/KDd88cUXTs+3bNmChIQEHDx4EGeddZbH9Xh381Axc+ZM7NixQ3juLVOGj+5u3LgRP/vZz7B161asXr0ahw4dQkFBQdBjyMzMRGNj47Dpv/vd7/DKK68Mm75ly5ZhqeZyuVxo40VMDkhsEkSoGBgAzjyTSw0NVVqo1QqMkpgJGYODXIpxsDDMyfTaCUZTU5PXfpmNjY1ISkqasOlNYWFhKCwsRHl5OaxWq3BnnGVZyOVyFBYWBpyaSxDESeLj4wPKDmBZFps3b8a1114bVCuh0tJSAJzBGE8wgpenpKQEVqsVDQ0NmD59+rD5SUlJQgmBY3Szs7NTEELBRHdbW1tx/vnn49JLL8VNN93kdd2RRHeDiTR1dHS4XT4UkVyAi+YC8BnR1ev1yMjIgN1ux7x58/Dkk09i5syZQe9XIpH4LV5DHd3lOXDggFObr/Lycpx77rm49NJLPa4TygjvaBMXFwexWDzMrdnx+3I6QlcZBBEqXn+dS58NpYOsSgX88peh295osGMHoNcHv77FwjnUTjBYlvXr4qK6uhpSqRRisRixsbGIjY2dUCfDqKgoLFy4EN3d3RgYGBBSe2NjY6lekyDGmK+//hr19fW48cYbh81rbW3F8uXL8Y9//AMLFixAXV0dtm7digsvvBCxsbEoKyvD3XffjbPOOguFhYXCeoEKXkdKS0shEomQwBviuVBUVASpVIqdO3fikksuAcD95jU1NWHRokUAAhe7bW1tWLZsGRYvXow33ngj4DG7i+5OFux2O+666y4sWbLEa4Rw+vTpePPNN1FYWIiBgQE899xzWLx4MSoqKnzW+XqipqYGKSkpUCgUWLRoETZu3OjRdC7U0V0e18/pU089halTp2Lp0qUe1wl1hHc0kclkKCoqws6dO7F69WoA3Hu+c+dO3HbbbeM7uHGExCZBhIpNm0aWLutwtw8Mw0VH//IXwM+6FL/o7OTG+c033PaXLQNuvBHg7+LyEdkXX+TSW88/H8jP977NkfRpFIu5ti8TsA7EarU63YH1hEajEf7u6OiAUqlEYWGhkJJmtVrR1dUFg8EAiUTiVw/OYDAajWhvb0dfXx9YlkVUVBRSUlIQHh4OsVgsGGsQBDF+bNq0CYsXL3brPG2xWFBdXS24zcpkMuzYsQMvvvgiBgcHkZaWhksuuQQPPfRQUPveu3cv9u3bh2XLlkGlUmHv3r24++67cfXVVwt15a6CNyoqCmvWrME999wDtVqNyMhI3H777Vi0aBEW/nSTMBCx29raimXLlgmutsHc8HIX3fVEMJGmpKSkUYtMrV27FuXl5fjuu++8Lrdo0SJBzANcn9b8/Hy8/vrreDyIPtclJSXYsmULpk+fjvb2djz22GM488wzUV5eDpVKNWz50Y7uAlyK89tvv4177rnH6w3aUEd4R5t77rkH1113HYqLi7FgwQLh++uP8/SpColNYuLT0QH86U/AO+9wzqYZGcCVV3KOpxPp4jnYH+F77+Uca7/55uS0nByuBvKnO8kh4csvuSipyXRSFH/zDfDHPwIffMD11LzqKq7lyoYNgMEA3HMPJzjfeQfwlPITSCsUkejkvsViLnL70Ufee6GOE2KxGAzD+OU864jBYEBZWRmKi4vR1dWF48ePw263CyfThoYGABDMf3hYloXVaoVIJAq4VrOvrw8VFRVOtZmDg4Noa2tDbm6uXxdlBEGMPlu3bvU4LzMz0+n3Ji0tDbt27QrZvuVyOd599108+uijMJlMyMrKwt133+0UwXIVvADwwgsvQCQS4ZJLLoHJZMLKlSvx17/+NeD9t7a24uyzz0ZGRgaee+45J9M1XsgFG931RDCRpkWLFmHnzp246667hGnbt293En/BcNttt+HTTz/F7t27A45OSqVSzJ07F7W1tUHt+4ILLhD+LiwsRElJCTIyMvD+++9jzZo1QW1zpHz00UfQaDReo+KjEeEdbS677DJ0d3fjkUceQUdHB+bMmYMvvvjitPZHILFJTGzq64HFi4Hubq5fJgBoNFzk7Z13uHYiWVnjOcKTJCcDWq3v5fgopkIBPPoo59jKMFytZ309J+oKC7lpoYJvMWI2O9eT2u2c+Fy9mhsPL1ZstpN/b9/OCc49e9w7+M6fDxQUAJWVztFZx9c7ezawdi13s+D4cU5kXnUVcNttQFpa6F6n4+sqLeXqaKdOBfzoT8k3WuZt5kUiEeLj4z3a43vDYDCgqalJEJb89h05fvw4CgsLYbPZ0NTUhLa2NqEFgVqtRnp6OqKionzuy2QyDROarvsJDw8fcSN4giAmN/PmzfPZG9NV8AKAQqHAK6+84tbAJRC2b9+O2tpa1NbWDhMK/D5HI7rrK9J07bXXIjU1FRt/Mrm78847sXTpUvzpT3/CqlWr8O677+LHH38MKuWXf2233347PvzwQ3z77bfICuKaxWaz4ejRoyFzg42OjkZubq5H8Tqa0V2eTZs24YILLkBKSorHZUId4R0rbrvtttM6bdYVEpvExOY3v+HcWF1FjM3GCdDf/MY5IhhKmpqAN98Eamq4dimXXcYZAHkSgTfeCNx/v/dU2j/8AYiPBxISOIHnKAAyM92bAe3dC7z2GlBRAURFcX0/r7rKe0sRV/76V86Ex12UjmW5ukmLhROcrthswIEDwGefAe7cExmGO05Ll3Ji1vG9Eou59i+bNnG9Tn/zG//HHCxbt3JtWHihxzDAeecBf/4z4MYAw2w2o6WlBe3t7bBarRCLxUhMTERaWhrS09PR09PjUch5gmEYny1H+vr6oNVqUVNTA71LzWtfXx/6+vowY8YMn+lp3txmeVpbW0lsEgQxrlx//fU+aztHI7rrK9LU1NTklM67ePFibN26FQ899BAefPBBTJs2DR999FHQLqxr167F1q1b8fHHH0OlUgmpqFFRUQgLCwMwXPBu2LABCxcuRE5ODjQaDZ599lk0Nja6rfUNBr1ej7q6OlxzzTVu549WdJensbERO3bs8MtR2JGRRniJ8YHEJjFxOX4c+PZbz/NtNm5+dbVbETEinnqKEyy8sGQYTrAtW8alfbq7cL/5ZuBvf+NMglzdVUUiYPlyzrXV3xRJluV6dL70EhdRtFq5cXzzDbedb7/1P6r76afuo46O+/KGWMyJOE9W/fPnA/v2AQ89BPznPye3FxHBzWtr46K1o21I89e/chFUR1iWMzFauJDrfTptmjDLZDLh8OHDTo6zNpsNbW1t6Orqwty5c1FYWIjKykqvrrSusCzrs58mANTV1Q0Tmo5UVVUhJibGq2Nsf3+/z/34swxBEMSpirdI07durjMuvfRSrw6pgfDqq68CAM4++2yn6Zs3bxbEt6vg7e/vx0033YSOjg7ExMSgqKgIe/bswYwZM4Iaw+9//3tcdNFFyMjIQFtbG9avXw+xWIwrrrgCwOhHd13ZvHkzEhISsGrVqoDWC3WElxgbSGwSE5fDh/1brrQ0tGLz7bcBh55cTuzezUUV//Of4fMiI4H//Y8TnZ98cnK6VApccw2X+htILd7f/sYJTeCkeOVFXFsbZ6rz2mvAV19xEcX587loKZ9u7MhIW4vYbL77fc6axUU4zz4bKC/nhOXAACeOd+zghOq2bdz4jEbu708/5f6ePZuLDPuR7uoRjYarf/U0fp0OePBBbr8/cfz48WE9NHmsVisqKytRVFSEkpIS9Pf3Y3BwECKRCE1NTR7XCwSdD3Mlu92Orq4ur2lG/hBo3SlBEAQRGvz5/XUVvC+88AJeeOGFkI2hpaUFV1xxBXp7exEfH48zzjgDP/zwg5A5M9rRXUfsdjs2b96M6667btiN1LGO8BJjA4lNYuLib4PpYBtR//AD8PzzwH//y6WQFhcDt9/OmePwbrCu2GycQDp2DHB3hzEhgYt8NjZyqacAF3kNtM6BZYFnnvE8DqsVqKrihJ1Ewi1nsXD7//BDrs7VkSVLuHrQYEWnRMKZFvnimmu42k3Auf4T4I7bI49wonL5ci5NmTcM+u9/gSee4NrHBHsSee89rv7UEzYbd2z6+gC1GkajEX19fV43qdfrodPpoFKpoFarhb5oNpsN9fX1wY3TAV8XIQzDOBl1uCMqKgpaL7XCDMOMmgMuQRAEMfF59913vc4f7eiuIzt27EBTUxN+46asZrQjvMT4QGKTmLgsW8bVEBqNnpdRKLjlAuXtt4Frr+UijbwA27ePq4/0hVjMRS69/dhlZAApKVydY2xs4ONraQHq6vxb1lFA9vQA554LHDniLA7XrgW2bPG+HW+GRFYr4Muxrroa+Pxzz/PtduDll4F33wX4ekZXQXrzzZyhTzDvaWMjJ4q9pa/abEB7O6BWY3Bw0K/N6vX6YdbwqampaGhoGFHE0N9enL5aA6SkpKClpcXjWFiWRWpqasDjIwiCIIhQc95553k8X412hJcYH6ijNzFxiYoCfvc7zyKIYbj5fjh2OtHcDNxwAxcxdBRq/prAiETA0JDn+SzLidbXXz+5P376//4HXH01MHcucM45wBtvAO5Ejx/9Hd1it3MptS++6Dy9uBh47jnub8dUXj6F5Y9/5MbkKc33llu4NF1vfPONbwfdwUFOFHp6fSIR8NhjXBrzmWdykdunnuLMoHwRF+ffcfspOulvfzd3y/HOtSMhJyfHp2kPy7KI9XGzQqFQCD37HAUs/3dWVhZFNgmCIAiCGBdIbBITm6ee4lxggZPCiP//ssu4+YHyt7/5NsTxhsXCmd2449gxrv5w8WLOmRbgahkvuwy46SbgrLO4dM/SUs7g57e/5dqGNDY6byctLfgeolYr8K9/DZ9+773A119ztZ4REdzj/POBnTs5M6RvvgFcnQITEoBnn+WMd3zhr0D2JvJsNmDXLm6f333H/f3//h9nhLR7t/ft/vrX3ueLxZxj7k89JyMjI332s2QYRmh27jp9pMTGxiLdjxrVtrY2n8I2ISEBxcXFSEpKglwuh0wmQ1xcHObMmePXPgiCIAiCIEYDSqMlJjZSKSec7rkH+Oc/uWnXX8/VBvqKtHniwIHgI4ciEZcW686VtaWFi8YNDHDPeYHAspwpDf/c1eynpYXbXmnpycigWMw50T74YHDC2JPD6bJlw1NUTSbOjIllgY0bOfG5cyeXolxQwL0H/rBoke+x+utG6/j+2O1cJPnCCzmn34QE9+tMmcLV3P7lL8PHwTDc449/FCaJxWJMmTIFja5C34GkpCTI3BguicViREVFYYB/r4PAYDAgNjYWaWlpaOaj327o6upCfHw84uLivG4vPDwcubm5QY+HIAiCIAgi1FBkk5gczJ8P/OlP3N9/+lPwQhPgDIV8RaYYZnhKqUTCCa/33nMvwJ5/nhOa7oSsNxFmtQJlZVwUz5F77wUuuoj721Gk+TN2h/YeHrFYOMOepCRg3jygqOhknWdhIZdW60toVlRwKcl8ixOFwrOgFIuDf994wfn3v3tf7k9/An7/+5Pj5seSlMQ5CJ9xhtPiGRkZQpNqPlrJ/x8bG4scL6ZII40Y8vvxp6WKr56dBEEQBEEQExESm8Tpx/nne58vkQC/+AVXN8jXy0mlwK9+xfVp9GRe89ZbwUdMJRKuPYgjUinwwQfAO+9wablqNWc8dMMNvrfn2mvSFbsduPRSLtKn0ZyczruaXnON79eycycnUN9+m6vFtNs5MyfX2lde8GVkcNFJsdi3YPY0Zm8GRAC37Wee4UyA3nyTE5+ffso537p53xmGwfTp01FUVISUlBTExcUhOTkZc+fOxcyZM73WdarVakzzR9R7QKlUAoBfRkX+mhkRBEEQBEFMJCiNljj9uOoqLqLX1+deUNlswLp1QEkJ1wZlcJCL2El8fF0cRVugMIz7sYjFwJVXcg9HkpKAJ58c3hpFJOLqQn05x37yCfDxx57nf/EF1ybkV79yP39oiBOrFot7YyWG4cQxy3LHrbeXS4F99NGT4xWLT75mvgWKL7w5zToSG+ufKP+JiIgIr1FMT6SkpCA2Nhbt7e1CD864uDi0tLR4bUcCnDQe8lU36u8yBEEQBEEQEw2KbBKnHyoVsH07J4b4Wj6AEz8SCfCPf3BCE+DmRUT4FpoAMJL2EhbLsBRPr/zxj8Dmzc7psmo1Z6bz+eeAmzpDJ15/3bPzLMDN49103bFtG9Df71kgsix37C67jHOS5UUlLzQZhltXJuOEZkEB4E+9YUGB916aDlg6OmB86SXYb72VM2v68Ue/1gsUuVyOzMxMzJw5E/n5+YiPj8fMmTOFyKUrfBNtT8/9WYcgCIIgCGIyQGKTOD2ZPZuLtL36KmfOc/75nFA7cYJrTRIMN9/svwGOI2Ixl2LqK73XEYbhjJKqqrgU0bo6oKODi8QqFL7XP37ce5qszQbU1Hief/Cg73rOnh7gtdfc16uyLHesVqzgalaPHAHy832Pe9MmICyM6yX69dduF+nt7cWhL77Anupq7CssxN5Vq3BiYAC2s84CVq3ybJ4UQmQyGYqKipCXlwe1Wg2VSoWEhATMnj17WOptUlISpF6OpVgsRkpKymgPmSAIgiAIIuRQGi1x+hIRwfWPvOWW0Gzv9tu5+sXjx70bAjmmjIrFQGQkl9YaSKpkZycnvHbu5PZ11llcaxV/o6uxsUB9vfdx/tSP0i0ymX8uuSKRZ1Frs3FR2P5+bl+HD/veHsDt95tvuNe+aZPTONva2lBTU+MU2bWqVGj+9a/RP28e5txzD8RXXw189JF/+xoBIpEIiYmJSExMdJpucUkFlkgkmD17No4ePQqTySQYB7EsC6lUioKCAij8uYFAEARBEAQxwaDIJkGEiqgozi3VlwjLyeHEXlYWZ0JUUeG5b6c7duwAsrOBhx/monvffAM8/jg3zVsdpiPXXON9PsN4X2bVqpMtXNwhEgFxcb4jvSzL1c4C/tdjApxQZVmuPcxPmM1m1NbWck9chbtYDH1ODpovvZQ7RhUV/u9rDAgPD0dJSQlmzJiB5ORkJCcnIy8vDwsXLkRkZOR4D48gCIIgCCIoSGwSRCh57z3v9Z28COvp4VJ2H38cSE72f/t8T86hIed6SbudE2u/+hVQXe17O9dfz6XuehrrlCnAb37jef2lS7l2KZ7Wt9s551lfjrYSCcBH/hYu9K821nU/P9HR0QHWm9AXi9H2i1+AlUg4l98JBsMwiI+Px7Rp0zBt2jQkJiZ6dcMlCIIgCIKY6NCVDEGEktJS7xE/u53rqRksr70GmM2e6yAB4OWXnae3tQGvvMK5127bxhnsqFRcX8/Zs7llxGLnaOBnn3GRWk8wDNdShDf14dfl25o8+STw7LPeI5sSCfDrX3NjAbg0ZG/HzgcGg8HnMpaYGNgiIjiHYYIgCIIgCGJUoZpNggiE2lqu3m9wEJgxg+vH6ej8qlQOb0fiSljY8GkDA1yfzvff53pdzpoF3Hqrs0NtRQVnaOQtWmi1Alu3cpHL2bOBu+7i1mFZTgharVyN45tvcmM/cADYt48TniwLnHkmF3VNT/d9LJKTOXH9ySfA//0fZ7yTn8/VjvImOE88wTnBusLXqj7++Mlpy5ZxqcGPP+7cFsUbDmJWLBaDAeA1idluh4h/7wiCIAiCIIhRhcQmQfiDwcCllb73HidwxGIubTU2FnjnHWDlSm65iy/m2qp4QiIZ3rvy+HHg7LM5N1mAE32VlZxovP124M9/5mozV63yr+1HXx9QXAzEx3PCkRe+fNSwv58b544dnMBbuJB7ANxr+uwzvw8LpFLgkku4hzv+8AdO3K5fz0VYec45h4u2Zmc7L79hAzeWF18EvvuOi+La7Z7Fu0MkNC4uDm2O+3CzbOy+fRAplVyPUIIgCIIgCGJUoTRagvCHK6/kUlCBk/WRACfsfvYzYP9+7vlVV3ERP3fOsiIRJzYdTG1gs3G1jV1dnKByFYYvvcRFJi+9NDADHYDrb+kt3fbhhwPbXrDceCPXnmXvXuCrrzgX3K++cu4R6siFF3LzDQZOcDr2QnVEIuHMln4iOjras5mO3Q4wDNLefZfro+ouukwQBEEQBEGEFBKbBOGLw4c5B1NHQx4eXiDy6aAREVwU0rEFiUTCiaXwcOA//wGmTz857/PPuR6ZnlJGGYaL9vX3u99/sNjtwPffA62todumN8RiLmJ57rlAZqb/6y1cCLz7LpeqzEeUeROhnBwn912GYVBQUICon2pNGbsdjNUKsCxEJhNmfvwxol57jTNYIgiCIAiCIEYdSqMlCF/wDrOezGtsNi71VK/nxOb06SdrOwHgssuAoiIu6smb4fB8/TWXiuopasmyXE9Nb/sfCf39/vfmHC8uvZRLu33rLa5GVKEALrqIi4C6GC5JpVLMnj0bWq0Wvb29sFssUNrtSExOhnjlSv/qQAmCIAiCIIiQQGKTIHzR3+8+jdMRux3Q6TixCXACcvVqToT+9a/cc0/rjRcSycQXmjyxscA99wyf7ub4MQyDqKgoIcKJgweBW24BPvyQE/XZ2Vwt7K23AnL5KA+cIAiCIAji9IXSaAnCFzk5viNiERGcIAqUxYt912ImJIQ+qskbFcXEhHa7E43//IdLxf3gg5PHub6eE64XXOCf4RJBEARBEAQRFCQ2CcIX117rvV+kWMw51Tq2QPGX1as9GwoBXER13Tpg7tyTtYqB4hqVFYuB6Ghg48bgtjdZ0GqByy/nbhQ4inW+znbXLuBPfxq/8REEQRAEQZzikNgkCF8kJgLPPcf97SrcJBIgLQ146KHgti2TcdG3iAhnwcn/fdllwB13AJ9+CuTmOs/j/581y32ar1jMpYzy6wGcaP7FL7jemoEY9UxG3nkHGBry3DbFbufcfsczlZkgCIIgCOIUZtTE5hNPPIHFixdDqVQiOjra7TJNTU1YtWoVlEolEhIScN9998HqI12wr68PV111FSIjIxEdHY01a9ZAr9ePwisgCAfuvBP417+chZtMBlx9NfDDD1xPy2ApKgIqKrgI5tSpnLhduhT4v//jBJNYDKSkcOY427Zxhjk/+xmXCnr8OFeT+MADzuZDMhlw3XWck25lJXDsGDfOtjbg3/8e3t/yVKS01HPEmKejA+jtHZPhEARBEARBnG6MmkGQ2WzGpZdeikWLFmHTpk3D5ttsNqxatQpJSUnYs2cP2tvbce2110IqleLJJ5/0uN2rrroK7e3t2L59OywWC2644QbcfPPN2Lp162i9FILguPxyLtJYUwMMDgJZWVw6aihITQX++Efu4QmplKuz/NWvhs974gng//0/TnharcDs2YBafXJ+fn5oxjmZ8Nf8h0yCCIIgCIIgRoVRE5uPPfYYAGDLli1u53/11Vc4duwYduzYgcTERMyZMwePP/447r//fjz66KOQual/q6ysxBdffIEDBw6guLgYAPDSSy/hwgsvxHPPPYeUlBS3+zKZTDA5GIFotVoAgMVigcWXOYuf8NsJ1fZGm8k2XmACjTkr6+TfXsYy5uOVSjkznJMDCHgTE+YY+4nX8a5aBfz9756dgMViYP58ICwsqGMVLKfUMZ6gBDLmyfS6CIIgCGKywbCsp4Km0LBlyxbcdddd0Gg0TtMfeeQRfPLJJygtLRWm1dfXIzs7G4cOHcLcuXOHbevNN9/Evffei/7+fmGa1WqFQqHAtm3b8Mtf/tLtGB599FFB/DqydetWKJXK4F4YQRAEMekxGAy48sorMTAwgMjIyPEeDkEQBEGcUoxbn82Ojg4kJiY6TeOfd3R0eFwnISHBaZpEIoFarfa4DgA88MADuMehR59Wq0VaWhrOO++8kF1cWCwWbN++Heeeey6kniIpE4jJNl5g8o15so0XmHxj9jnejg7OEKmqiotk2u2cSRLLAs8+C9x448Qb8wRjso0XCGzMfKYLQRAEQRChJyCxuW7dOjz99NNel6msrEReXt6IBhVq5HI55G7qsqRSacgvnkZjm6PJZBsvMPnGPNnGC/gYM8sCGg1X6zhBMgM8jjctDdi/n3Pz/fBDwGAAZs4E1qzh5o0jk+1zMdnGC/g35sn2mgiCIAhiMhGQ2Lz33ntx/fXXe10m20+Xy6SkJOzfv99pWmdnpzDP0zpdXV1O06xWK/r6+jyuQxBEiDAagRdeAF5+mXO1BYAVKzgn3HPOGd+xeUMi4fqZrl493iMhCIIgCII4rQhIbMbHxyN+JC0eHFi0aBGeeOIJdHV1Camx27dvR2RkJGbMmOFxHY1Gg4MHD6KoqAgA8PXXX8Nut6OkpCQk4yIIwg0mE7ByJfDdd859Kb/5Bti5E9i8mWu1QhAEQRAEQRA/MWp9NpuamlBaWoqmpibYbDaUlpaitLRU6Il53nnnYcaMGbjmmmtw5MgRfPnll3jooYewdu1aIeV1//79yMvLQ2trKwAgPz8f559/Pm666Sbs378f33//PW677TZcfvnlHp1oCYIIAX/+83ChCQA2G5dWe9NNgEvWAUEQBEEQBHF6M2pi85FHHsHcuXOxfv166PV6zJ07F3PnzsWPP/4IABCLxfj0008hFouxaNEiXH311bj22muxYcMGYRsGgwHV1dVO1vTvvPMO8vLysHz5clx44YU444wz8MYbb4zWyyAIgmW51FlXoemIzcZFNwmCIAiCIAjiJ0bNjXbLli0ee2zyZGRk4LPPPvM4/+yzz4ZrZxa1Wo2tW7eGYogEQfjD4CDQ3Ox9GYYBysvHZjwEQRAEQRDEpGDUIpsEQZwiyGRcuxBvMAwQFjY24yEIgiAIgiAmBSQ2CYLwjkwGXHgh16fSE1Yr8Mtfjt2YCIIgCIIgiAkPiU2CIHyzbh1Xu8kww+eJxUBhIedWSxAEQRAEQRA/QWKTIAjfLFkCbN3KRTkZhutdKfmp5LugAPjiC9+ptgRBEARBEMRpxagZBBEEcYpx2WXAuecC//gHUFYGKBTAL37BTSOhSRAEQRAEQbhAYpMgCP9Rq4G77hrvURAEQRAEQRCTAApHEARBEARBEARBECGHxCZBEARBEARBEAQRckhsEgRBEARBEARBECGHxCZBEARBEARBEAQRckhsEgRBEARBEARBECGHxCZBEARBEARBEAQRckhsEgRBEARBEARBECGHxCZBEARBEARBEAQRckhsEgRBEARBEARBECGHxCZBEARBEARBEAQRciTjPYDxgGVZAIBWqw3ZNi0WCwwGA7RaLaRSaci2O1pMtvECk2/Mk228wOQb82QbLzD5xjzZxgsENmb+PMCfFwiCIAiCCB2npdjU6XQAgLS0tHEeCUEQBDER0Ol0iIqKGu9hEARBEMQpBcOehrdz7XY72traoFKpwDBMSLap1WqRlpaG5uZmREZGhmSbo8lkGy8w+cY82cYLTL4xT7bxApNvzJNtvEBgY2ZZFjqdDikpKRCJqLKEIAiCIELJaRnZFIlEmDJlyqhsOzIyctJckAGTb7zA5BvzZBsvMPnGPNnGC0y+MU+28QL+j5kimgRBEAQxOtBtXIIgCIIgCIIgCCLkkNgkCIIgCIIgCIIgQg6JzRAhl8uxfv16yOXy8R6KX0y28QKTb8yTbbzA5BvzZBsvMPnGPNnGC0zOMRMEQRDEqchpaRBEEARBEARBEARBjC4U2SQIgiAIgiAIgiBCDolNgiAIgiAIgiAIIuSQ2CQIgiAIgiAIgiBCDolNgiAIgiAIgiAIIuSQ2CQIgiAIgiAIgiBCDolNP3niiSewePFiKJVKREdHu12mqakJq1atglKpREJCAu677z5YrVav2+3r68NVV12FyMhIREdHY82aNdDr9SEf/7fffguGYdw+Dhw44HG9s88+e9jyv/3tb0M+PndkZmYO2/dTTz3ldR2j0Yi1a9ciNjYWERERuOSSS9DZ2Tkm421oaMCaNWuQlZWFsLAwTJ06FevXr4fZbPa63lgf41deeQWZmZlQKBQoKSnB/v37vS6/bds25OXlQaFQYNasWfjss89GbWyObNy4EfPnz4dKpUJCQgJWr16N6upqr+ts2bJl2LFUKBRjMl4AePTRR4ftPy8vz+s643V8AfffMYZhsHbtWrfLj8fx3b17Ny666CKkpKSAYRh89NFHTvNZlsUjjzyC5ORkhIWFYcWKFaipqfG53UC/BwRBEARBBA6JTT8xm8249NJLceutt7qdb7PZsGrVKpjNZuzZswdvvfUWtmzZgkceecTrdq+66ipUVFRg+/bt+PTTT7F7927cfPPNIR//4sWL0d7e7vS48cYbkZWVheLiYq/r3nTTTU7rPfPMMyEfnyc2bNjgtO/bb7/d6/J33303/vOf/2Dbtm3YtWsX2tracPHFF4/JWKuqqmC32/H666+joqICL7zwAl577TU8+OCDPtcdq2P83nvv4Z577sH69etx6NAhzJ49GytXrkRXV5fb5ffs2YMrrrgCa9asweHDh7F69WqsXr0a5eXlozI+R3bt2oW1a9fihx9+wPbt22GxWHDeeedhcHDQ63qRkZFOx7KxsXHUx+rIzJkznfb/3XffeVx2PI8vABw4cMBprNu3bwcAXHrppR7XGevjOzg4iNmzZ+OVV15xO/+ZZ57BX/7yF7z22mvYt28fwsPDsXLlShiNRo/bDPR7QBAEQRBEkLBEQGzevJmNiooaNv2zzz5jRSIR29HRIUx79dVX2cjISNZkMrnd1rFjx1gA7IEDB4Rpn3/+OcswDNva2hrysTtiNpvZ+Ph4dsOGDV6XW7p0KXvnnXeO6lg8kZGRwb7wwgt+L6/RaFipVMpu27ZNmFZZWckCYPfu3TsKI/TNM888w2ZlZXldZiyP8YIFC9i1a9cKz202G5uSksJu3LjR7fK//vWv2VWrVjlNKykpYW+55ZZRHac7urq6WADsrl27PC7j6fs5Vqxfv56dPXu238tPpOPLsix75513slOnTmXtdrvb+eN9fAGwH374ofDcbrezSUlJ7LPPPitM02g0rFwuZ//1r3953E6g3wOCIAiCIIKDIpshYu/evZg1axYSExOFaStXroRWq0VFRYXHdaKjo50iiytWrIBIJMK+fftGdbyffPIJent7ccMNN/hc9p133kFcXBwKCgrwwAMPwGAwjOrYHHnqqacQGxuLuXPn4tlnn/Walnzw4EFYLBasWLFCmJaXl4f09HTs3bt3LIY7jIGBAajVap/LjcUxNpvNOHjwoNPxEYlEWLFihcfjs3fvXqflAe5zPR7Hc2BgAAB8Hk+9Xo+MjAykpaXhF7/4hcfv32hRU1ODlJQUZGdn46qrrkJTU5PHZSfS8TWbzXj77bfxm9/8BgzDeFxuvI+vI/X19ejo6HA6hlFRUSgpKfF4DIP5HhAEQRAEERyS8R7AqUJHR4eT0AQgPO/o6PC4TkJCgtM0iUQCtVrtcZ1QsWnTJqxcuRJTpkzxutyVV16JjIwMpKSkoKysDPfffz+qq6vxwQcfjOr4AOCOO+7AvHnzoFarsWfPHjzwwANob2/H888/73b5jo4OyGSyYTW1iYmJo3483VFbW4uXXnoJzz33nNflxuoY9/T0wGazuf2cVlVVuV3H0+d6rI+n3W7HXXfdhSVLlqCgoMDjctOnT8ebb76JwsJCDAwM4LnnnsPixYtRUVHh87MeCkpKSrBlyxZMnz4d7e3teOyxx3DmmWeivLwcKpVq2PIT5fgCwEcffQSNRoPrr7/e4zLjfXxd4Y9TIMcwmO8BQRAEQRDBcVqLzXXr1uHpp5/2ukxlZaVPg4/xJJjX0NLSgi+//BLvv/++z+071o/OmjULycnJWL58Oerq6jB16tRRHe8999wjTCssLIRMJsMtt9yCjRs3Qi6XB7zvYAnmGLe2tuL888/HpZdeiptuusnruqE+xqcia9euRXl5udf6RwBYtGgRFi1aJDxfvHgx8vPz8frrr+Pxxx8f7WHiggsuEP4uLCxESUkJMjIy8P7772PNmjWjvv+RsGnTJlxwwQVISUnxuMx4H1+CIAiCICYXp7XYvPfee73exQeA7Oxsv7aVlJQ0zM2Qd0FNSkryuI6rIYXVakVfX5/HdVwJ5jVs3rwZsbGx+PnPf+7XPhwpKSkBwEXtghFCIznmJSUlsFqtaGhowPTp04fNT0pKgtlshkajcYpudnZ2+n08QzHmtrY2LFu2DIsXL8Ybb7wR8P5Geow9ERcXB7FYPMyd19vxSUpKCmj50eC2224TzLMCjZ5JpVLMnTsXtbW1ozQ670RHRyM3N9fj/ifC8QWAxsZG7NixI+Bo+ngfX/44dXZ2Ijk5WZje2dmJOXPmuF0nmO8BQRAEQRDBcVqLzfj4eMTHx4dkW4sWLcITTzyBrq4uITV2+/btiIyMxIwZMzyuo9FocPDgQRQVFQEAvv76a9jtdkFwhPo1sCyLzZs349prr4VUKvV7PZ7S0lIAcLqwC4SRHPPS0lKIRKJhqcc8RUVFkEql2LlzJy655BIAQHV1NZqampyiMaM55tbWVixbtgxFRUXYvHkzRKLAy6JHeow9IZPJUFRUhJ07d2L16tUAuPTUnTt34rbbbnO7zqJFi7Bz507cddddwrTt27eP6Hj6C8uyuP322/Hhhx/i22+/RVZWVsDbsNlsOHr0KC688MJRGKFv9Ho96urqcM0117idP57H15HNmzcjISEBq1atCmi98T6+WVlZSEpKws6dOwVxqdVqsW/fPo/O4cF8DwiCIAiCCJLxdiiaLDQ2NrKHDx9mH3vsMTYiIoI9fPgwe/jwYVan07Esy7JWq5UtKChgzzvvPLa0tJT94osv2Pj4ePaBBx4QtrFv3z52+vTpbEtLizDt/PPPZ+fOncvu27eP/e6779hp06axV1xxxai9jh07drAA2MrKymHzWlpa2OnTp7P79u1jWZZla2tr2Q0bNrA//vgjW19fz3788cdsdnY2e9ZZZ43a+Hj27NnDvvDCC2xpaSlbV1fHvv3222x8fDx77bXXehwvy7Lsb3/7WzY9PZ39+uuv2R9//JFdtGgRu2jRolEfLz+enJwcdvny5WxLSwvb3t4uPDyNeayP8bvvvsvK5XJ2y5Yt7LFjx9ibb76ZjY6OFlyUr7nmGnbdunXC8t9//z0rkUjY5557jq2srGTXr1/PSqVS9ujRo6MyPkduvfVWNioqiv3222+djqXBYBCWcR3vY489xn755ZdsXV0de/DgQfbyyy9nFQoFW1FRMerjZVmWvffee9lvv/2Wra+vZ7///nt2xYoVbFxcHNvV1eV2vON5fHlsNhubnp7O3n///cPmTYTjq9PphN9bAOzzzz/PHj58mG1sbGRZlmWfeuopNjo6mv3444/ZsrIy9he/+AWblZXFDg0NCds455xz2Jdeekl47ut7QBAEQRBEaCCx6SfXXXcdC2DY45tvvhGWaWhoYC+44AI2LCyMjYuLY++9917WYrEI87/55hsWAFtfXy9M6+3tZa+44go2IiKCjYyMZG+44QZBwI4GV1xxBbt48WK38+rr651eU1NTE3vWWWexarWalcvlbE5ODnvfffexAwMDozY+noMHD7IlJSVsVFQUq1Ao2Pz8fPbJJ59kjUajx/GyLMsODQ2xv/vd79iYmBhWqVSyv/zlL53E3miyefNmt58Rx3s6E+EYv/TSS2x6ejork8nYBQsWsD/88IMwb+nSpex1113ntPz777/P5ubmsjKZjJ05cyb73//+d9TG5oinY7l582aP473rrruE15aYmMheeOGF7KFDh8ZkvCzLspdddhmbnJzMymQyNjU1lb3sssvY2tpaj+Nl2fE7vjxffvklC4Ctrq4eNm8iHF/+d9P1wY/LbrezDz/8MJuYmMjK5XJ2+fLlw15LRkYGu379eqdp3r4HBEEQBEGEBoZlWXZMQqgEQRAEQRAEQRDEaQP12SQIgiAIgiAIgiBCDolNgiAIgiAIgiAIIuSQ2CQIgiAIgiAIgiBCDolNgiAIgiAIgiAIIuSQ2CQIgiAIgiAIgiBCDolNgiAIgiAIgiAIIuSQ2CQIgiAIgiAIgiBCDolNgiAIgiAIgiAIIuSQ2CQIgiAIgiAIgiBCDolNgiAIgiAIgiAIIuSQ2CQIgiAIgiAIgiBCzv8HNWFIGflkW4MAAAAASUVORK5CYII=", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Sets colors to visualise matching of some areas between each shape\n", - "# IDs of spiral and Swiss roll are ordered from center to outer part\n", - "colors_input_spiral = (\n", - " [\"b\"] * 40\n", - " + [\"silver\"] * 160\n", - " + [\"g\"] * 40\n", - " + [\"silver\"] * 90\n", - " + [\"r\"] * 40\n", - " + [\"silver\"] * 30\n", - ")\n", - "colors_swiss_roll = np.array([\"silver\"] * 500)\n", - "colors_swiss_roll[indices_swiss_roll[:40]] = \"b\"\n", - "colors_swiss_roll[indices_swiss_roll[200:240]] = \"g\"\n", - "colors_swiss_roll[indices_swiss_roll[330:370]] = \"r\"\n", - "\n", - "plot(swiss_roll, spiral, colors_swiss_roll, colors_input_spiral)" - ] - } - ], - "metadata": { - "accelerator": "GPU", - "colab": { - "collapsed_sections": [], - "name": "Gromov Wasserstein", - "provenance": [] - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.5" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/docs/tutorials/notebooks/point_clouds.ipynb b/docs/tutorials/point_clouds.ipynb similarity index 100% rename from docs/tutorials/notebooks/point_clouds.ipynb rename to docs/tutorials/point_clouds.ipynb diff --git a/docs/tutorials/notebooks/sinkhorn_divergence_gradient_flow.ipynb b/docs/tutorials/sinkhorn_divergence_gradient_flow.ipynb similarity index 100% rename from docs/tutorials/notebooks/sinkhorn_divergence_gradient_flow.ipynb rename to docs/tutorials/sinkhorn_divergence_gradient_flow.ipynb diff --git a/docs/tutorials/notebooks/soft_sort.ipynb b/docs/tutorials/soft_sort.ipynb similarity index 100% rename from docs/tutorials/notebooks/soft_sort.ipynb rename to docs/tutorials/soft_sort.ipynb diff --git a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb b/docs/tutorials/sparse_monge_displacements.ipynb similarity index 100% rename from docs/tutorials/notebooks/sparse_monge_displacements.ipynb rename to docs/tutorials/sparse_monge_displacements.ipynb diff --git a/docs/tutorials/notebooks/tracking_progress.ipynb b/docs/tutorials/tracking_progress.ipynb similarity index 100% rename from docs/tutorials/notebooks/tracking_progress.ipynb rename to docs/tutorials/tracking_progress.ipynb diff --git a/docs/tutorials/notebooks/wasserstein_barycenters_gmms.ipynb b/docs/tutorials/wasserstein_barycenters_gmms.ipynb similarity index 100% rename from docs/tutorials/notebooks/wasserstein_barycenters_gmms.ipynb rename to docs/tutorials/wasserstein_barycenters_gmms.ipynb diff --git a/pyproject.toml b/pyproject.toml index a100ee68e..08abdc05a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -183,7 +183,10 @@ legacy_tox_ini = """ skip_missing_interpreters = true [testenv] - extras = test,neural + extras = + test + # https://github.com/google/flax/issues/3329 + py{3.9,3.10,3.11},py3.9-jax-default: neural pass_env = CUDA_*,PYTEST_*,CI commands_pre = gpu: python -I -m pip install "jax[cuda]" -f https://storage.googleapis.com/jax-releases/jax_cuda_releases.html @@ -299,7 +302,8 @@ select = [ unfixable = ["B", "UP", "C4", "BLE", "T20", "RET"] target-version = "py38" [tool.ruff.per-file-ignores] -"tests/*" = ["D", "PT004"] # TODO(michalk8): remove `self.initialize` in `tests/` +# TODO(michalk8): PO004 - remove `self.initialize` +"tests/*" = ["D", "PT004", "E402"] "*/__init__.py" = ["F401"] "docs/*" = ["D"] "src/ott/types.py" = ["D102"] diff --git a/src/ott/problems/linear/barycenter_problem.py b/src/ott/problems/linear/barycenter_problem.py index ebeba06b8..ca5333a8e 100644 --- a/src/ott/problems/linear/barycenter_problem.py +++ b/src/ott/problems/linear/barycenter_problem.py @@ -18,7 +18,7 @@ from ott.geometry import costs, geometry, segment -__all__ = ["FreeBarycenterProblem"] +__all__ = ["FreeBarycenterProblem", "FixedBarycenterProblem"] @jax.tree_util.register_pytree_node_class @@ -44,8 +44,8 @@ class FreeBarycenterProblem: Only used when ``y`` is not already segmented. When passing ``segment_ids``, 2 arguments must be specified for jitting to work: - - ``num_segments`` - the total number of measures. - - ``max_measure_size`` - maximum of support sizes of these measures. + - ``num_segments`` - the total number of measures. + - ``max_measure_size`` - maximum of support sizes of these measures. """ def __init__( @@ -158,7 +158,7 @@ class FixedBarycenterProblem: a: batch of histograms of shape ``[batch, num_a]`` where ``num_a`` matches the first value of the :attr:`~ott.geometry.Geometry.shape` attribute of ``geom``. - weights: ``[batch,]`` positive weights summing to :math`1`. Uniform by + weights: ``[batch,]`` positive weights summing to :math:`1`. Uniform by default. """ diff --git a/src/ott/solvers/linear/sinkhorn.py b/src/ott/solvers/linear/sinkhorn.py index f7b1e54a8..36b1d9686 100644 --- a/src/ott/solvers/linear/sinkhorn.py +++ b/src/ott/solvers/linear/sinkhorn.py @@ -318,7 +318,6 @@ class SinkhornOutput(NamedTuple): below the convergence threshold. inner_iterations: number of iterations that were run between two computations of errors. - """ f: Optional[jnp.ndarray] = None @@ -424,10 +423,6 @@ def transport_cost_at_geom( return jnp.sum(self.apply(geom.cost_1.T) * geom.cost_2.T) return jnp.sum(self.matrix * other_geom.cost_matrix) - @property - def linear(self) -> bool: # noqa: D102 - return isinstance(self.ot_prob, linear_problem.LinearProblem) - @property def geom(self) -> geometry.Geometry: # noqa: D102 return self.ot_prob.geom @@ -440,17 +435,10 @@ def a(self) -> jnp.ndarray: # noqa: D102 def b(self) -> jnp.ndarray: # noqa: D102 return self.ot_prob.b - @property - def linear_output(self) -> bool: # noqa: D102 - return True - - # TODO(michalk8): this should be always present @property def n_iters(self) -> int: # noqa: D102 """Returns the total number of iterations that were needed to terminate.""" - if self.errors is None: - return -1 - return jnp.sum(self.errors > -1) * self.inner_iterations + return jnp.sum(self.errors != -1) * self.inner_iterations @property def scalings(self) -> Tuple[jnp.ndarray, jnp.ndarray]: # noqa: D102 diff --git a/src/ott/solvers/linear/sinkhorn_lr.py b/src/ott/solvers/linear/sinkhorn_lr.py index 740eed8ca..0e4cafb34 100644 --- a/src/ott/solvers/linear/sinkhorn_lr.py +++ b/src/ott/solvers/linear/sinkhorn_lr.py @@ -175,6 +175,7 @@ class LRSinkhornOutput(NamedTuple): errors: jnp.ndarray ot_prob: linear_problem.LinearProblem epsilon: float + inner_iterations: int # TODO(michalk8): Optional is an artifact of the current impl., refactor reg_ot_cost: Optional[float] = None @@ -205,10 +206,6 @@ def compute_reg_ot_cost( # noqa: D102 use_danskin=use_danskin ) - @property - def linear(self) -> bool: # noqa: D102 - return isinstance(self.ot_prob, linear_problem.LinearProblem) - @property def geom(self) -> geometry.Geometry: # noqa: D102 return self.ot_prob.geom @@ -222,8 +219,8 @@ def b(self) -> jnp.ndarray: # noqa: D102 return self.ot_prob.b @property - def linear_output(self) -> bool: # noqa: D102 - return True + def n_iters(self) -> int: # noqa: D102 + return jnp.sum(self.errors != -1) * self.inner_iterations @property def converged(self) -> bool: # noqa: D102 @@ -773,6 +770,7 @@ def output_from_state( costs=state.costs, errors=state.errors, epsilon=self.epsilon, + inner_iterations=self.inner_iterations, ) def _converged(self, state: LRSinkhornState, iteration: int) -> bool: diff --git a/src/ott/solvers/nn/conjugate_solvers.py b/src/ott/solvers/nn/conjugate_solvers.py index 871d7e1d0..0758cf1ad 100644 --- a/src/ott/solvers/nn/conjugate_solvers.py +++ b/src/ott/solvers/nn/conjugate_solvers.py @@ -75,16 +75,18 @@ class FenchelConjugateLBFGS(FenchelConjugateSolver): max_iter: maximum number of iterations max_linesearch_iter: maximum number of line search iterations linesearch_type: type of line search - decrease_factor: decrease factor for a backtracking line search - ls_method: the line search method + linesearch_init: strategy for line search initialization + increase_factor: factor by which to increase the step size during + the line search """ gtol: float = 1e-3 max_iter: int = 10 max_linesearch_iter: int = 10 - linesearch_type: Literal["zoom", "backtracking"] = "backtracking" - decrease_factor: float = 0.66 - ls_method: Literal["wolf", "strong-wolfe"] = "strong-wolfe" + linesearch_type: Literal["zoom", "backtracking", + "hager-zhang"] = "backtracking" + linesearch_init: Literal["increase", "max", "current"] = "increase" + increase_factor: float = 1.5 def solve( # noqa: D102 self, @@ -98,9 +100,9 @@ def solve( # noqa: D102 fun=lambda x: f(x) - x.dot(y), tol=self.gtol, maxiter=self.max_iter, - decrease_factor=self.decrease_factor, linesearch=self.linesearch_type, - condition=self.ls_method, + linesearch_init=self.linesearch_init, + increase_factor=self.increase_factor, implicit_diff=False, unroll=False ) diff --git a/src/ott/solvers/quadratic/gromov_wasserstein.py b/src/ott/solvers/quadratic/gromov_wasserstein.py index ca8656bc3..1eff97d6e 100644 --- a/src/ott/solvers/quadratic/gromov_wasserstein.py +++ b/src/ott/solvers/quadratic/gromov_wasserstein.py @@ -103,7 +103,7 @@ def primal_cost(self) -> float: def n_iters(self) -> int: # noqa: D102 if self.errors is None: return -1 - return jnp.sum(self.errors > -1) + return jnp.sum(self.errors[:, 0] != -1) class GWState(NamedTuple): diff --git a/src/ott/solvers/quadratic/gromov_wasserstein_lr.py b/src/ott/solvers/quadratic/gromov_wasserstein_lr.py index 0777f291c..a6e469746 100644 --- a/src/ott/solvers/quadratic/gromov_wasserstein_lr.py +++ b/src/ott/solvers/quadratic/gromov_wasserstein_lr.py @@ -116,7 +116,14 @@ def ent(x: jnp.ndarray) -> float: g = jax.lax.stop_gradient(g) if use_danskin else g out = LRGWOutput( - q=q, r=r, g=g, ot_prob=ot_prob, costs=None, errors=None, epsilon=None + q=q, + r=r, + g=g, + ot_prob=ot_prob, + costs=None, + errors=None, + epsilon=None, + inner_iterations=None, ) cost = out.primal_cost - epsilon * (ent(q) + ent(r) + ent(g)) @@ -141,6 +148,7 @@ class LRGWOutput(NamedTuple): errors: jnp.ndarray ot_prob: quadratic_problem.QuadraticProblem epsilon: float + inner_iterations: int reg_gw_cost: Optional[float] = None def set(self, **kwargs: Any) -> "LRGWOutput": @@ -170,10 +178,6 @@ def compute_reg_gw_cost( # noqa: D102 use_danskin=use_danskin ) - @property - def linear(self) -> bool: # noqa: D102 - return False - @property def geom(self) -> geometry.Geometry: # noqa: D102 """Linearized geometry.""" @@ -188,8 +192,8 @@ def b(self) -> jnp.ndarray: # noqa: D102 return self.ot_prob.b @property - def linear_output(self) -> bool: # noqa: D102 - return False + def n_iters(self) -> int: # noqa: D102 + return jnp.sum(self.errors != -1) * self.inner_iterations @property def converged(self) -> bool: # noqa: D102 @@ -792,6 +796,7 @@ def output_from_state( costs=state.costs, errors=state.errors, epsilon=self.epsilon, + inner_iterations=self.inner_iterations, ) def _converged(self, state: LRGWState, iteration: int) -> bool: diff --git a/src/ott/solvers/quadratic/gw_barycenter.py b/src/ott/solvers/quadratic/gw_barycenter.py index 0873e9c53..2e398aaf6 100644 --- a/src/ott/solvers/quadratic/gw_barycenter.py +++ b/src/ott/solvers/quadratic/gw_barycenter.py @@ -62,7 +62,7 @@ def n_iters(self) -> int: """Number of iterations.""" if self.gw_convergence is None: return -1 - return jnp.sum(self.gw_convergence > -1) + return jnp.sum(self.gw_convergence != -1) @jax.tree_util.register_pytree_node_class diff --git a/src/ott/tools/sinkhorn_divergence.py b/src/ott/tools/sinkhorn_divergence.py index 6b89f45e3..653eaa26d 100644 --- a/src/ott/tools/sinkhorn_divergence.py +++ b/src/ott/tools/sinkhorn_divergence.py @@ -12,7 +12,7 @@ # See the License for the specific language governing permissions and # limitations under the License. from types import MappingProxyType -from typing import Any, List, Mapping, NamedTuple, Optional, Tuple, Type +from typing import Any, Mapping, NamedTuple, Optional, Tuple, Type import jax.numpy as jnp @@ -26,16 +26,19 @@ "SinkhornDivergenceOutput" ] +Potentials_t = Tuple[jnp.ndarray, jnp.ndarray] + class SinkhornDivergenceOutput(NamedTuple): # noqa: D101 divergence: float - potentials: Tuple[List[jnp.ndarray], List[jnp.ndarray], List[jnp.ndarray]] + potentials: Tuple[Potentials_t, Potentials_t, Potentials_t] geoms: Tuple[geometry.Geometry, geometry.Geometry, geometry.Geometry] errors: Tuple[Optional[jnp.ndarray], Optional[jnp.ndarray], Optional[jnp.ndarray]] converged: Tuple[bool, bool, bool] a: jnp.ndarray b: jnp.ndarray + n_iters: Tuple[int, int, int] def to_dual_potentials(self) -> "potentials.EntropicPotentials": """Return dual estimators :cite:`pooladian:22`, eq. 8.""" @@ -46,17 +49,6 @@ def to_dual_potentials(self) -> "potentials.EntropicPotentials": f_xy, g_xy, prob_xy, f_xx=f_x, g_yy=g_y ) - @property - def n_iters(self) -> Tuple[int, int, int]: # noqa: D102 - """Returns 3 number of iterations that were needed to terminate.""" - out = [] - for i in range(3): - if self.errors[i] is None: - out.append(-1) - else: - out.append(jnp.sum(self.errors[i] > -1)) - return out - def sinkhorn_divergence( geom: Type[geometry.Geometry], @@ -181,7 +173,10 @@ def _sinkhorn_divergence( # Create dummy output, corresponds to scenario where static_b is True. # This choice ensures that `converged`` of this dummy output is True. out_yy = sinkhorn.SinkhornOutput( - errors=jnp.array([-jnp.inf]), reg_ot_cost=0.0, threshold=0.0 + errors=jnp.array([-jnp.inf]), + reg_ot_cost=0.0, + threshold=0.0, + inner_iterations=0, ) else: out_yy = linear.solve(geometry_yy, b, b, **kwargs_symmetric) @@ -190,11 +185,16 @@ def _sinkhorn_divergence( out_xy.reg_ot_cost - 0.5 * (out_xx.reg_ot_cost + out_yy.reg_ot_cost) + 0.5 * geometry_xy.epsilon * (jnp.sum(a) - jnp.sum(b)) ** 2 ) - out = (out_xy, out_xx, out_yy) return SinkhornDivergenceOutput( - div, tuple([s.f, s.g] for s in out), - (geometry_xy, geometry_xx, geometry_yy), tuple(s.errors for s in out), - tuple(s.converged for s in out), a, b + divergence=div, + potentials=((out_xy.f, out_xy.g), (out_xx.f, out_xx.g), + (out_yy.f, out_yy.g)), + geoms=(geometry_xy, geometry_xx, geometry_yy), + errors=(out_xy.errors, out_xx.errors, out_yy.errors), + converged=(out_xy.converged, out_xx.converged, out_yy.converged), + a=a, + b=b, + n_iters=(out_xy.n_iters, out_xx.n_iters, out_yy.n_iters), ) diff --git a/tests/geometry/graph_test.py b/tests/geometry/graph_test.py index 0c71fc443..18e683bb4 100644 --- a/tests/geometry/graph_test.py +++ b/tests/geometry/graph_test.py @@ -47,7 +47,7 @@ def random_graph( G ) if return_laplacian else nx.linalg.adjacency_matrix(G) - return jnp.asarray(G.A) + return jnp.asarray(G.toarray()) def gt_geometry(G: jnp.ndarray, *, epsilon: float = 1e-2) -> geometry.Geometry: @@ -140,7 +140,7 @@ def test_approximates_ground_truth( def test_crank_nicolson_more_stable(self, t: Optional[float], n_steps: int): tol = 5 * t G = nx.linalg.adjacency_matrix(balanced_tree(r=2, h=5)) - G = jnp.asarray(G.A, dtype=float) + G = jnp.asarray(G.toarray(), dtype=float) eye = jnp.eye(G.shape[0]) be_geom = graph.Graph.from_graph( diff --git a/tests/initializers/linear/sinkhorn_init_test.py b/tests/initializers/linear/sinkhorn_init_test.py index 9974946ac..70f5e750e 100644 --- a/tests/initializers/linear/sinkhorn_init_test.py +++ b/tests/initializers/linear/sinkhorn_init_test.py @@ -19,7 +19,6 @@ import pytest from ott.geometry import geometry, pointcloud from ott.initializers.linear import initializers as linear_init -from ott.initializers.nn import initializers as nn_init from ott.problems.linear import linear_problem from ott.solvers.linear import sinkhorn @@ -281,44 +280,3 @@ def test_initializer_n_iter( assert default_out.n_iters > init_out.n_iters else: assert default_out.n_iters >= init_out.n_iters - - @pytest.mark.parametrize("lse_mode", [True, False]) - def test_meta_initializer(self, rng: jax.random.PRNGKeyArray, lse_mode: bool): - """Tests Meta initializer""" - n, m, d = 20, 20, 2 - epsilon = 1e-2 - - ot_problem = create_ot_problem(rng, n, m, d, epsilon=epsilon, batch_size=3) - a = ot_problem.a - b = ot_problem.b - geom = ot_problem.geom - - # run sinkhorn - sink_out = run_sinkhorn( - x=ot_problem.geom.x, - y=ot_problem.geom.y, - initializer=linear_init.DefaultInitializer(), - a=ot_problem.a, - b=ot_problem.b, - epsilon=epsilon, - lse_mode=lse_mode - ) - - # overfit the initializer to the problem. - meta_initializer = nn_init.MetaInitializer(geom) - for _ in range(50): - _, _, meta_initializer.state = meta_initializer.update( - meta_initializer.state, a=a, b=b - ) - - prob = linear_problem.LinearProblem(geom, a, b) - solver = sinkhorn.Sinkhorn(initializer=meta_initializer, lse_mode=lse_mode) - meta_out = solver(prob) - - # check initializer is better - if lse_mode: - assert sink_out.converged - assert meta_out.converged - assert sink_out.n_iters > meta_out.n_iters - else: - assert sink_out.n_iters >= meta_out.n_iters diff --git a/tests/initializers/nn/meta_initializer_test.py b/tests/initializers/nn/meta_initializer_test.py new file mode 100644 index 000000000..b6ed835a7 --- /dev/null +++ b/tests/initializers/nn/meta_initializer_test.py @@ -0,0 +1,114 @@ +# Copyright OTT-JAX +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +from typing import Optional + +import jax +import jax.numpy as jnp +import pytest + +_ = pytest.importorskip("flax") + +from ott.geometry import pointcloud +from ott.initializers.linear import initializers as linear_init +from ott.initializers.nn import initializers as nn_init +from ott.problems.linear import linear_problem +from ott.solvers.linear import sinkhorn + + +def create_ot_problem( + rng: jax.random.PRNGKeyArray, + n: int, + m: int, + d: int, + epsilon: float = 1e-2, + batch_size: Optional[int] = None +) -> linear_problem.LinearProblem: + # define ot problem + x_rng, y_rng = jax.random.split(rng) + + mu_a = jnp.array([-1, 1]) * 5 + mu_b = jnp.array([0, 0]) + + x = jax.random.normal(x_rng, (n, d)) + mu_a + y = jax.random.normal(y_rng, (m, d)) + mu_b + + a = jnp.ones(n) / n + b = jnp.ones(m) / m + + geom = pointcloud.PointCloud(x, y, epsilon=epsilon, batch_size=batch_size) + + return linear_problem.LinearProblem(geom=geom, a=a, b=b) + + +def run_sinkhorn( + x: jnp.ndarray, + y: jnp.ndarray, + *, + initializer: linear_init.SinkhornInitializer, + a: Optional[jnp.ndarray] = None, + b: Optional[jnp.ndarray] = None, + epsilon: float = 1e-2, + lse_mode: bool = True, +) -> sinkhorn.SinkhornOutput: + """Runs Sinkhorn algorithm with given initializer.""" + + geom = pointcloud.PointCloud(x, y, epsilon=epsilon) + prob = linear_problem.LinearProblem(geom, a, b) + solver = sinkhorn.Sinkhorn(lse_mode=lse_mode, initializer=initializer) + return solver(prob) + + +@pytest.mark.fast() +class TestMetaInitializer: + + @pytest.mark.parametrize("lse_mode", [True, False]) + def test_meta_initializer(self, rng: jax.random.PRNGKeyArray, lse_mode: bool): + """Tests Meta initializer""" + n, m, d = 20, 20, 2 + epsilon = 1e-2 + + ot_problem = create_ot_problem(rng, n, m, d, epsilon=epsilon, batch_size=3) + a = ot_problem.a + b = ot_problem.b + geom = ot_problem.geom + + # run sinkhorn + sink_out = run_sinkhorn( + x=ot_problem.geom.x, + y=ot_problem.geom.y, + initializer=linear_init.DefaultInitializer(), + a=ot_problem.a, + b=ot_problem.b, + epsilon=epsilon, + lse_mode=lse_mode + ) + + # overfit the initializer to the problem. + meta_initializer = nn_init.MetaInitializer(geom) + for _ in range(50): + _, _, meta_initializer.state = meta_initializer.update( + meta_initializer.state, a=a, b=b + ) + + prob = linear_problem.LinearProblem(geom, a, b) + solver = sinkhorn.Sinkhorn(initializer=meta_initializer, lse_mode=lse_mode) + meta_out = solver(prob) + + # check initializer is better + if lse_mode: + assert sink_out.converged + assert meta_out.converged + assert sink_out.n_iters > meta_out.n_iters + else: + assert sink_out.n_iters >= meta_out.n_iters diff --git a/tests/solvers/nn/icnn_test.py b/tests/solvers/nn/icnn_test.py index a674cf63b..2e500d9a1 100644 --- a/tests/solvers/nn/icnn_test.py +++ b/tests/solvers/nn/icnn_test.py @@ -15,6 +15,9 @@ import jax.numpy as jnp import numpy as np import pytest + +_ = pytest.importorskip("flax") + from ott.solvers.nn import models diff --git a/tests/solvers/nn/losses_test.py b/tests/solvers/nn/losses_test.py index 2b50df954..9a1e80919 100644 --- a/tests/solvers/nn/losses_test.py +++ b/tests/solvers/nn/losses_test.py @@ -15,6 +15,9 @@ import jax import numpy as np import pytest + +_ = pytest.importorskip("flax") + from ott.geometry import costs from ott.solvers.nn import losses, models diff --git a/tests/solvers/nn/neuraldual_test.py b/tests/solvers/nn/neuraldual_test.py index 8bd92bc52..e242709b9 100644 --- a/tests/solvers/nn/neuraldual_test.py +++ b/tests/solvers/nn/neuraldual_test.py @@ -17,6 +17,9 @@ import jax import numpy as np import pytest + +_ = pytest.importorskip("flax") + from ott.problems.nn import dataset from ott.solvers.nn import conjugate_solvers, models, neuraldual diff --git a/tests/tools/gaussian_mixture/fit_gmm_pair_test.py b/tests/tools/gaussian_mixture/fit_gmm_pair_test.py index 22b1d430e..6e5752e3d 100644 --- a/tests/tools/gaussian_mixture/fit_gmm_pair_test.py +++ b/tests/tools/gaussian_mixture/fit_gmm_pair_test.py @@ -21,6 +21,9 @@ gaussian_mixture_pair, ) +# on 3.8, neural (flax/optax) is not installed +_ = pytest.importorskip("optax") + class TestFitGmmPair: diff --git a/tests/tools/map_estimator_test.py b/tests/tools/map_estimator_test.py index a917e7555..fc4e1f196 100644 --- a/tests/tools/map_estimator_test.py +++ b/tests/tools/map_estimator_test.py @@ -16,6 +16,9 @@ import jax.numpy as jnp import pytest + +_ = pytest.importorskip("flax") + from ott.geometry import pointcloud from ott.problems.nn import dataset from ott.solvers.nn import losses, models