From 40529fb9860998bda7925cc6861bb4eb558c590b Mon Sep 17 00:00:00 2001 From: "Philipp A." Date: Mon, 26 Feb 2024 14:28:26 +0100 Subject: [PATCH 1/5] Helper prototypes --- pyproject.toml | 5 ++ src/scverse_plotting_api/__init__.py | 43 +++----------- src/scverse_plotting_api/helpers.py | 87 ++++++++++++++++++++++++++++ src/test.ipynb | 66 +++++++++------------ 4 files changed, 127 insertions(+), 74 deletions(-) create mode 100644 src/scverse_plotting_api/helpers.py diff --git a/pyproject.toml b/pyproject.toml index 82eb4b5..4318b73 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -25,6 +25,9 @@ source = "vcs" [tool.hatch.build.hooks.vcs] version-file = "src/scverse_plotting_api/_version.py" +[tool.hatch.envs.default] +extra-dependencies = ["ipykernel"] + [tool.ruff.format] docstring-code-format = true @@ -47,3 +50,5 @@ ignore = [ [tool.ruff.lint.isort] known-first-party = ["scverse_plotting_api"] required-imports = ["from __future__ import annotations"] +[tool.ruff.lint.flake8-type-checking] +strict = true diff --git a/src/scverse_plotting_api/__init__.py b/src/scverse_plotting_api/__init__.py index 1af389e..3358a66 100644 --- a/src/scverse_plotting_api/__init__.py +++ b/src/scverse_plotting_api/__init__.py @@ -2,41 +2,20 @@ from typing import TYPE_CHECKING -import matplotlib.pyplot as plt import scanpy as sc +from .helpers import plot_decorator + if TYPE_CHECKING: from anndata import AnnData + from matplotlib.figure import Figure + from matplotlib.gridspec import GridSpec +@plot_decorator def plot_umap( - adata: AnnData, color: str, *, ax: plt.Axes | plt.SubplotSpec | None = None -) -> plt.Figure | None: - # prologue - ax_was_provided = ax is not None - gridspec_params = {"nrows": 1, "ncols": 2, "width_ratios": (0.7, 0.1)} - if not ax_was_provided: - fig = plt.figure(layout="tight") - gs = plt.GridSpec(figure=fig, **gridspec_params) - elif isinstance(ax, plt.SubplotSpec): - fig = ax.get_gridspec().figure - gs = ax.subgridspec(**gridspec_params) - elif isinstance(ax, plt.Axes): - fig = ax.get_figure() - if ax.get_subplotspec() is None: - msg = ( - "Ax object must be based on a gridspec, " - "e.g. generated using plt.subplots()" - ) - raise ValueError(msg) - else: - gs = ax.get_subplotspec().subgridspec(**gridspec_params) - ax.remove() - else: - msg = "If specified, ax must be an Axes or SubplotSpec object" - raise ValueError(msg) - - # plotting + fig: Figure, gs: GridSpec, /, adata: AnnData, *, color: str +) -> Figure | None: main_ax = fig.add_subplot(gs[0, 0]) cbar_ax = fig.add_subplot(gs[0, 1]) x, y = zip(*adata.obsm["X_umap"]) @@ -44,11 +23,3 @@ def plot_umap( x, y, s=3, c=sc.get.obs_df(adata, color).values, cmap="viridis" ) fig.colorbar(scatter, cax=cbar_ax) - - # epilogue - if not ax_was_provided: - if plt.get_backend() == "module://matplotlib_inline.backend_inline": - plt.close() - else: - plt.show() - return fig diff --git a/src/scverse_plotting_api/helpers.py b/src/scverse_plotting_api/helpers.py new file mode 100644 index 0000000..78e8254 --- /dev/null +++ b/src/scverse_plotting_api/helpers.py @@ -0,0 +1,87 @@ +from __future__ import annotations + +import inspect +from contextlib import contextmanager +from functools import wraps +from itertools import islice +from typing import TYPE_CHECKING, Concatenate, ParamSpec, TypeVar + +from matplotlib import get_backend +from matplotlib.axes import Axes +from matplotlib.figure import Figure +from matplotlib.gridspec import GridSpec, SubplotSpec + +if TYPE_CHECKING: + from collections.abc import Callable, Generator + + P = ParamSpec("P") + R = TypeVar("R") + + +# TODO: make ax a kwarg. Depends on: +# https://github.com/python/typing/issues/1009 +def plot_decorator( + f: Callable[Concatenate[Figure, GridSpec, P], R], +) -> Callable[Concatenate[Axes | SubplotSpec, P], R]: + @wraps(f) + def wrapper(ax, *args, **kwargs): + with plot_context(ax) as (fig, gs): + f(fig, gs, *args, **kwargs) + if ax is not None: + return fig + + ax_param = inspect.Parameter( + "ax", inspect.Parameter.POSITIONAL_ONLY, annotation=Axes | SubplotSpec + ) + del wrapper.__annotations__["fig"] + del wrapper.__annotations__["gs"] + wrapper.__annotations__["ax"] = ax_param.annotation + + wrapper.__signature__ = (sig := inspect.signature(f)).replace( + parameters=[ + ax_param, + *islice(sig.parameters.values(), 2, None), + ] + ) + + return wrapper + + +@contextmanager +def plot_context( + ax: Axes | SubplotSpec | None = None, +) -> Generator[tuple[Figure, GridSpec], None, None]: + # prologue + ax_was_provided = ax is not None + gridspec_params = {"nrows": 1, "ncols": 2, "width_ratios": (0.7, 0.1)} + if not ax_was_provided: + fig = Figure(layout="tight") + gs = GridSpec(figure=fig, **gridspec_params) + elif isinstance(ax, SubplotSpec): + fig = ax.get_gridspec().figure + gs = ax.subgridspec(**gridspec_params) + elif isinstance(ax, Axes): + fig = ax.get_figure() + if ax.get_subplotspec() is None: + msg = ( + "Ax object must be based on a gridspec, " + "e.g. generated using plt.subplots()" + ) + raise ValueError(msg) + else: + gs = ax.get_subplotspec().subgridspec(**gridspec_params) + ax.remove() + else: + msg = "If specified, ax must be an Axes or SubplotSpec object" + raise ValueError(msg) + + yield fig, gs + + # epilogue + if not ax_was_provided: + if get_backend() == "module://matplotlib_inline.backend_inline": + from matplotlib import pyplot as plt + + plt.close() + else: + fig.show() diff --git a/src/test.ipynb b/src/test.ipynb index 1d146d4..5be7f6f 100644 --- a/src/test.ipynb +++ b/src/test.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -37,38 +37,25 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "plot_umap(adata, \"CD8A\")" + "plot_umap(None, adata, color=\"CD8A\")" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", "text/plain": [ "
" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -77,45 +64,48 @@ "with plt.rc_context({\"figure.figsize\": (12, 3)}):\n", " fig = plt.Figure()\n", " gs = plt.GridSpec(1, 3, fig)\n", - " plot_umap(adata, \"CD8A\", ax=gs[0])\n", - " plot_umap(adata, \"CD4\", ax=gs[1])\n", - " plot_umap(adata, \"CD8B\", ax=gs[2])\n", + " plot_umap(gs[0], adata, color=\"CD8A\")\n", + " plot_umap(gs[1], adata, color=\"CD4\")\n", + " plot_umap(gs[2], adata, color=\"CD8B\")\n", "fig" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+8AAAESCAYAAACM6eTLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAD+pElEQVR4nOzdd3gU1RrA4d/sJtn03iuh996rSBcQVFARpaooKCqiXESKKE1FAUGQImABpEhVekd676GHkJDe2ya7O/ePTTYsASVKMhty3ueZe5nZ2Zkz6+bbOXPO+Y4ky7KMIAiCIAiCIAiCIAgWS6V0AQRBEARBEARBEARB+Hui8i4IgiAIgiAIgiAIFk5U3gVBEARBEARBEATBwonKuyAIgiAIgiAIgiBYOFF5FwRBEARBEARBEAQLJyrvgiAIgiAIgiAIgmDhROVdEARBEARBEARBECycldIF+K8MBgNRUVE4OTkhSZLSxRGEJ5Isy6SlpeHv749KVTzP/LKzs8nJySmWYz8KGxsbbG1tFTt/cRDxURCKX0nER1A2Ror4KAjCvyHi4+NX6ivvUVFRBAUFKV0MQSgTIiIiCAwMfOzHzc7OJjTEkehY/WM/9qPy9fXl5s2bT9QNqoiPglByiis+gvIxUsRHQRD+CxEfH59SX3l3cnICjF8KZ2dnhUsjCE+m1NRUgoKCTH9vj1tOTg7RsXpungjB2ankR/OkphkIbRBOTk7OE3VzKuKjIBS/4o6PoGyMFPFREIR/S8THx6/UV97zuzo5OzuL4CsIxay4uxY6OBqXkqaXS/6cJUHER0EoOSXR9VqJGCnioyAI/5WIj49Pqa+8C4Lw5DAgY6DkI6ES5xQEQSgqJWKkiI+CIJQGZSU+isq7IAgWw4ABg0LnFQRBsHRKxEgRHwVBKA3KSnwUlXdBECyGXpbRyyX/FFOJcwqCIBSVEjFSxEdBEEqDshIfi3VU/759++jevTv+/v5IksS6devMXpdlmXHjxuHn54ednR3t27fn6tWrxVkkQRAsWH6XJyWWkibioyAIRVVW4iOIGCkIQtGUlfhYrJX3jIwM6tSpw5w5cx74+pdffsmsWbOYN28eR44cwcHBgU6dOpGdnV2cxRIEwULpMJCrwKJToNuTiI+CIBSVEjFSifgIIkYKglA0ZSU+Fmu3+S5dutClS5cHvibLMjNmzODTTz+lR48eAPz000/4+Piwbt06Xn755eIsmlCCUuJTsXO0xcbWRumiCBauLHWbF/FRAMjIykGWZRztNUoXRSgFykq3UBAxUoAcbS6ZqZm4erkoXRShFCgr8bHkJ1TOc/PmTaKjo2nfvr1pm4uLC02aNOHQoUMPfZ9WqyU1NdVsEYqXXq83/VuWZRKjk9Dr9A/cV5ulZebQ+XzQeiz7fz/C3A+W0Mt7ML19Xyfs2LWSKrJQShkUXCyJiI+lh95gQL7nxzs1IY3sTO0D95VlmVXTNzK8xRh+nbSGbQcv0emN2XR6Yw4bdp8rqSILpZiIj0b/JkaK+FjyZFnGYCj4BmWlZ5GWlP7Q/Y9uPsWINuOY/vr3XDpylZcD3qS3z+tMf31uSRRXKOXKSnxULGFddHQ0AD4+PmbbfXx8TK89yJQpU/jss8+KtWyCkV6vZ8orM9m3+hDVmlZm4oZRfPHSt5zedR6fcl6MmP8WaUkZNOxUBwdnewBWT9/EH/N3IBtkzh+4bDpWZmoW43pOY9jMQbTu1UypSxIsnB4ZvQLjh5Q4598R8bF0WLr7BLM2HsDdyZ7v33qOv77fwa+T1mDroGHk8vfRejlSu6I/vh7GOaTP7r3I/I9+AuDSoSugscLGXkN2q8p8vWQnsekZDOraBJWq+OfDFUonJWKkpcVH+HcxUsTHknVyx1kmvjgdXY6Oj34chrXGms9f/Aa9TsfgKX3xK++DX3kfKtUvD0BmWhYTnv8KXU4u5w5cYvvP+9DnGhuKtvy4i5ysHN6d8zqOrg5KXpZgwcpKfCx12eZHjx7NiBEjTOupqakEBQUpWKInU1JsCt+++QOHNhwD4OKhKywd9xund50HICY8jlEdPwcguFoAP5z+GrWVmmunbz70mIl3k/ni5W9ZeqU8fuV9HrqfUHbpZeOixHmfBCI+lgxdro6fJ63hx9/2YONiS4YkMdvekUtT1gKgzcxh4jsLSG1bBTuNNcsmvkagtytXT94wP5BWhypHh/XFKLIbhTJv3UECvVzo3LSaAlcllAZKxEgRH4Wi2vHLPua89yMZyZkAzBy6AN9Qb3S5OgAWfbIM2SCDBONXj6Tlc024eyOGXG2u6Rj5Ffd8u1ccwMHFnuHfv1FyFyKUKmUlPipWeff19QUgJiYGPz8/0/aYmBjq1q370PdpNBo0GjE2sLh92e87Tu44a7bt/F+XUakkZEA2yEgqkA1w+1Ikd2/EsPOX/Rz4/cjfHlc2yMwevojU+DRe/LgnrZ5vUoxXIZQ2SnVBsrRuoSI+WrZVX29k+eer0chgC8gSXAtLwNXbhZS4VGSDTK6DMcdHljaXE5cjiDx+gx/yWt3zyXn/I1tJ6DUgSbB9zWE2vLuE5s82ou+nLyBJohVeKKBEjLS0+Aj/LkaK+Fgyzu67yLR+35ltS0tMp0qjCqjUxtG6Br3xWyVJEgc3HKNywwqMaDPOtL9KrTLtYyJJXD11k3ebjiawij/vzn4deye74r0YoVQpK/FRscp7aGgovr6+7Ny50xRoU1NTOXLkCG+//bZSxRLyRN2IwWAwf5yUGp/GxA3/Y/fyA9jY2bB54U4AXLyc2TB3G0c2nTDtq1JLGO59HCUBMngHe3L0z1MATHr5G1beXYizh1OxX49QOhiQ0FPylRWDAuf8OyI+WrbomzFIKhVS/g2oDDnJmXyxYyQ7f9mP2smWNWkpIMtoEjK49MsBTsaloVKZ35DmhUVyAl1Qx6XjmWvg9M9HUeXquXriBpUbVqBxl3rKXKRgkZSIkZYWH0HESEsWcyvugdtb92pGcNVAstKzOLX7PNE3YpENMqnxaSyb/DuZqVmmfe8dJ5/PxtaasGNXkQ0Qdvw6XoEeDJr0SrFdh1D6lJX4WKyV9/T0dK5dK0hSdvPmTU6fPo27uzvBwcG8//77fPHFF1SqVInQ0FDGjh2Lv78/PXv2LM5iCY+g/4QX+XLAbAx6A/m5mEJrhdDkmfo0eaY+AB37teH3mX+wf80R1s36k3u/v4b7+5Hkrcbejjdt0usM5GTnFOdlCKWMQTYuSpy3pIn4WHr1eKcL+38/QlpiuqkG7hngTrWmlaj3dC0AXohOYvPGo6wespCdf3MsCbCKz8Du9B1yMM8im5WW9ZB3CWWVEjFSifgIIkaWVs17NqJ87RBunA03taBba6ypWC+ULoPbAZCamMae3w7yw4dLOfLHSeC+1vYHfOe0mffcL8qYVfYFAUpHfCxXrhzh4eGFtg8dOvSh02Ler1gr78ePH6dt27am9fyxRv3792fJkiV8/PHHZGRk8Oabb5KcnEzLli3ZsmULtra2xVks4R+kJqZxYN1RQmoEUbt1ddZ9txmA41tP8+eCHSyd8Btpiek079GYmPCCyjgyxjvPR+xDYutoi4e/+2Mvv1B66RVqeVfinCI+lk4Gg4Edv+zD3c+Ntn1asGHOVgDiIxNZPnktx7ad4ca5cIK71KFONfPxtPbOdoVuOPXOtqjStciSsQX/XsE1Aov1WoTSR4kYqUR8BBEjS6u/1h4FZFr3bsa5/RdJiklBl6vjxzHLcPNxZdeyA7j5uvL61FfIyS4Y425lY2Vs0Lm306YED5qJS5Zl/CqI3EmCudIQH48dO2Y2i9f58+fp0KEDvXv3fuRjFGvl/amnnjKbQud+kiQxceJEJk6cWJzFEIro589W8dfaoxj0BsIvRJi99vusP0m8mwzA3pUHqdO2htnrTbs34PB6Y/f5LoPb0aFfG759cx4RYVGFzpOTqUWXq8Paxrp4LkQodcpS5V3Ex9Jp/5ojrPp6A4BZfFSpVZzdd5GrJ26ALHNz3QmSA8yHBDXr3oCdvx4AoFKD8gz9dgCrj11m16wthSruAOmJGcV3IUKpVBpuTh8XESNLn7g7CXw1aA7IcPN8BNYaa2NlXIK4yESObz0DQPydBKYPnouNnTU5WcYKfJXGFbl08Aq6XB0OrvaMWf4+d8Lu8v37iwudR1JJpvcJQr7SEB+9vLzM1qdOnUqFChVo06bNIx9DsXneBct1b9ckg14moJIv1horOvRrg4efq9m+Kkmi7tM18a/oy+hfh5OdWjC/8eZFO7nw1yXiIxPJz7nU8vkm2DnZIqkknnuvK4c3neCv9Uc5f+AS2qwHz40slB25skqxRRAehfa+OdyDetSH8p5UbliBOk/VAFk2JvUE4jK1dOjfBp9yXrwwohsBlQoSa109cYOVX28gYeUx7O4kgQRVm1TEP681qV7vBsR76Nn/xzGOH79OcmpmCV6lYKlEfBQsWa4219RyLkkSgZX8sHXQ4BngzvPDn7lvXx3d3uqAXwUfGj9Tn/4TXjRlo89IzmTW2wuJuh4NEkgqcPZwpH772gD4lPPGv5IPe1cf4tiWU9y9GVOi1ylYJiXjY2pqqtmi1f5znSYnJ4dffvmFQYMGFSk5bambKk4ofq+MeZ4TO86QEJmEXqcn8mo0VjZWDJj4ErIMI54aR2x4PJIEp/KmjpNUEkvHr+TudfMAumjM8oJArpJw8XLm9/jF7PhlH9MHz2XNt5tM+/qGejP3xJdiDs8yTI8KvQLPFPX/vIsgAPDUS835a+0OTu64SnqgB2fcbKBtZXoNe5amVQI5c+Ympw+FkVXTD+sjN9l+0Tjn9IY5W7G1tzE71qENx9HY25hyhGSkZLE4bBbn795hwNalHG/2Beo0PbKNFYZu9Zj7ZX+qiGk2yzQlYmRR42NkZCSjRo1i8+bNZGZmUrFiRRYvXkzDhg2LpXyC5fCv4EuvD7uz7rvNyLLMjbPGsb1dXm/HM6+35/alSNbO/MOUEPn3b/8E4O71GFIT0syOFX0rlmObjQmOZQOkJqQzcf3HpCdl8OHTE/jixW/N9v9w4dt0HvR0MV+hYMmUjI/3Tzs5fvx4JkyY8LfvXbduHcnJyQwYMKBI5xSPUwUzer2elV+uJzY8Hr2u4Cdbl6PjwsEwfEK8+PXmXD5bO9JsHJJskIm6Hl2oi5tKJeHk4Wja59DG4xj0BnYtO1Do3NE3Y00PA4SySZYlDAossmx52ZQFy3TiyhnGzFlLv+mJpLaqBGoVGGS27TqDxk7Dt+tH8/PJr3A6fhvbvIo7GFukMh6QYMnd19X076hr0USERbEv5Rby6STUacYYLOXo0N9JZMv+i8V+fYJlUyJGFiU+JiUl0aJFC6ytrdm8eTMXL15k+vTpuLm5FeOnIliK62dusXXxbnQ5OrN52vetOgzAW9P7szJmIT4hnoXeGxNeOEu9pJLMxsAf+P0oEWFRRF65W2jfdbM3P4YrEEozJeNjREQEKSkppmX06NH/WN5FixbRpUsX/P39i3SdouVdMLPqqw1snLftga9VqFsOgK8Hf8/WxbsLve7k5kBa/hhNCeydjMmZ0hLSTfskRiVx90YM7vd1vwfj9HIh1UWCprKsLI15F0qfU1fu8MPvq/nxrVycdWmoEjMwuDuALFPV2Ti+ffOincwY8kOhFLRuPi4kxaSY1u2cbMlKy+bujVjTNr1Oz7l9lwht54e2vB2yGuNjfQl0rg5ULuddEpcpWDBLH9M5bdo0goKCWLy4YJxyaGhocRRLsDBpSem83/JTsjMKdxcOqOQLQNixa3zcYWKhxJ12TrYkRSeb1m3srMnN1nHn3kq6BMe2nmLwlL4F82zeo3KD8o/rUoRSSsn46OzsjLOz8yO/Lzw8nB07dvD7778X+Zyi8i6YuXEu/IFBsdPApzi//zJpCekPrLgDBRV3eOg0Hh7+7rj7uWJrp0GSJFNLfcPOdek5rDPBVQMe05UIpZFeVqFXYHzl/TMbCsKDXI9M4FKkJ2fCfWnTNYYWKw5z+qgvlUJ9sX/Vi7M37rJ0/G+mLqF6D0eyWlRElkB97o7ZsbLSsgsd31pjRbkagUTdBfvrLiQPrIrd6XQq16tC5x6N6dy6eolcp2C5lIiR+fExNTXVbLtGo0Gj0Zht27BhA506daJ3797s3buXgIAAhg4dyhtvvFFSxRUUEn8nwazinv+z6uThRIuejTm4/hj7Vh8iO71w7MvV6pBUEnJe7HxgMjoZKtULRdYbzO5RvYI9adO7GQMmvvQ4L0cohZSMj0W1ePFivL296dq1a5HfK7rNC2Y6DWiLlXXeM528h1e9RnRn5y/7+XbID7zfaixqK5WxK1MRSRIkRCXyfsuxVGlU0VRxt7Kx4viW03z+0jdcPnoVAG2WljtXosymUxCefAYkDKgUWB79+6zX6xk7diyhoaHY2dlRoUIFPv/887/Niiw8GVrVDsXNyZkhC55l0Lc9uH7BjlYNKxHRLIRJv+1mwLQVpGfnIKkkVGoV+taVkVUq7HdfRncjvtDxDDZqwHgfqrZWk6vV8ckzk3GWZezjrLFNdoWgAK7EpDFr/k42bDNmajYYZG5HJ5GtFdmWyxplYqQxPgYFBeHi4mJapkyZUqh8N27cYO7cuVSqVImtW7fy9ttvM3z4cJYuXVrSH5VQwoKqBVKrdTUAJCsVcq0K+L/8NNVbVmXuB0sY/9yX/LXuKAZZRqWWsLIpaD/U5ehMFfcHUVsbY+W8kT9x4WAYngHupgRfCZGJrJ6+kW+H/GDaP/Z2XKEx9MKTT8n4WKRyGgwsXryY/v37Y2VV9HZ00fIumCz+dDnLp67F1cuZEQvepvZT1dHn6tm17AC6e8Yu6XXGidxD6wRz61zEQwOuT6gXMTcLxjDl121uX4rk/F+X8Q72xDPAg4uHwgDjk9a1321m8GQ33m36CYl3k6jauCLT93yGja3Ng04hPGFKQ7f5adOmMXfuXJYuXUqNGjU4fvw4AwcOxMXFheHDhxdjKQUlHVh7hCmvzkKlVvHhdwPp3rs52jFaYrVa/vjiVwCs7qaSnZiBBDi6O2Dj6kDKkeuo0rILfcM8K/kQ7u2Iw1/XkcA0PjQrPZs9C3dQLjwWq3LeRFmpyMibAeTnVYfp2q4W70xZzenLd3B1smPRxFcI8HYtsc9BUJaS3UIjIiLMuoXe3+oOxpvShg0bMnnyZADq1avH+fPnmTdvHv379y+ZAgsl7vblSEZ1mEh8VCLPvN6OwVP7opMlXFzt6eHSz7Rffsu8SqWiSqMKXPgr7IHHs3e2IysjGzmvWfPe8fN/LtiJu58b1hpr7J3tuHHGmBRv5y/7GTZzECu/Ws+KqetQW6sZv3okzbqLRIllhaUPK8q3Y8cObt++zaBBg/7VOUXLuwBAclwKyyb/jmyQSYlP4691R7F3tMPJzZH67WuZPSHNd/PM7b99Ujrv5Fd0eb0d989+YOdoy7ale4i9Hc/FQ2FY5x1blmWObDrBrl/3m8Y+XT56jfMPCe7Ckye/y5MSCzzaVB8HDx6kR48edO3alXLlytGrVy86duzI0aNHS/rjEkrQ/I9+Jicrh9z0bP74/Hfs7W1x83ahnK87/u5OIMvY3CxoXU9LTCdj1VHQ6wsNQwIYMXMwn77bvdB2SZI4uWsHnm5HSNy2D9t7pp6LSUhjz7GrnL5s7IKfkp7FnyKJXZmiZHzMH9OZvzyo8u7n50f16ubDO6pVq8bt27dL5PMRlLHq6w0kRieDDH8u3IlBb8DdwxG1WkXL5xoX2l+Xq39oxV1SSfR4pwsLz32D2uq+aooM18+Gc+XEdaJvxZKakGbW6+3wHydY+dUGwFjhv3dGI+HJp2R8LIqOHTsiyzKVK1f+V9cpKu8CABp7DZq8aYwMegOXjlxhxdS13LoYgX8FX8b+9oGp29KDuN2TMRmMYzeXjF3BG1/25f7ae7lawWbr9i72pn9npGTi7u9qFoyz0guPnReeTMYuT8os8GjdQps3b87OnTu5cuUKAGfOnOHAgQN06dKlRD8roWS5+bigUqtAgsy0LOZ+uJQLt25hkAwseOc5Qv64hN2FaLNn8Op0LZqwGHyDzTMrSyqJldM30uLpWri2r4HOw4Hsqj5k1guk3aBQRu05Tf95V/ngj7N4GtJBAlkFBhXERiYaf7glPbIMyZcjS/JjEBSmZHx8FC1atCAszLxSduXKFUJCQh73RyFYEDcfF9N9m6SWmP/RzxzfdpqU+FRG/jjUlPD4QVy8zZN8yQaZfasOkZOVS6sXmpq95hXsQVpiGsjG/WSDwez1/asP4+bjalpPiEr8bxcmlCqWHh8fF9FtXgDAzsGWSZs+4csBs4m9HU/4hTss+mQZiz5ZRvnawfhX9MWgLwiS1jZW5OboTOvuvq4kxSSbWphytTrWz95CtaaVC7XOh1+IMFv38HcjJa4gEY6do13BixKc2X2BFj0KP7kVnjy5shU58sMfEhXfeR+9W+j//vc/UlNTqVq1Kmq1Gr1ez6RJk+jbt2+JlVcoeaN/fY8pfWdy8dAVUuJS+f3bTayZvQlpWTVeiq9Del5vIW0lLwzNy6OLSMJx/zWkXAOuvq7E3UkwJbKTDTJn91zg1y9Wk1HZiyxJj8HVDoOTLXivR21tPKerfw4tm+i4tFsNGmukjGwCXawJ7HQZ6yqQdUoibH4kjOmt0KcilDQlYmR+fHwUH3zwAc2bN2fy5Mm8+OKLHD16lPnz5zN//vxiLKGgtFfGvEDcnQR2/LwPWS+z/ae9bP9pL0jw+tRXuX76lnFHyXi/mXVP0jo7B1tSME+GGHU9mq9f/x7/Cj5m2+NuJ5itl69TjvjIJNO6h787cN20fufKXbRZWjR2hX/LhSePpcfHx0W0vAsmdZ6qgbWtdaHtN87eJidbZ3y2lPcdvbfibmNng4Or/QO7hk59dVahbf7lC4JxrVbV6P/ZS6jUxgP3GNaZ/WuOFOwsQ1CVos1/KJReyiSrMy7waN1CV65cya+//sqyZcs4efIkS5cu5euvvxYJmZ5wvuW8KV/bvPVQyoXsY4lc9UsCGQx21qQ/VZFMjZqc8h5k1TbOnuHu54akNv+5NegNrJ21mdzv9+C0/TLOa06jjk4l/rK/qbOSWuVK+x598Dp2Dc2eC9RMTEdbIwPrKsbX7erJ+PcU08eVJUrGx0fRqFEj1q5dy/Lly6lZsyaff/45M2bMEA83n3C29hoadqxb+AUZdv26H1V+kmMZsjLMs82H1grG3sXO/G0GmeunbrF/9RGz7ZIk4ZDXW1NSSfT+sDsV6xmnInR0c6Dlc41JiCqozDu6OYicSWWIpcfHx0W0vAtmOrzahiXjVphvlKB++1rERcSjzcwh6nq06aVGnetyJyyKs3sffdxlTm4un639mJvnb9P25eb4V/BjecQP7P7tIFlpWehyC6YMsbKxouV93aaEJ5deltAr8BSzKOf86KOP+N///sfLL78MQK1atQgPD2fKlCkiIdMTrtULTdn0w3bTugzoK2io6hCAtkVVEjOzSMqreatUEuUblMfHyZlDG4498OGmGYOM456rXDRI+Mz+lazcc6izmxNYsQrLrs7mr3VHiboWTfr5DHDJO7kE3fp0LK7LFSyQEjGyqOfr1q0b3bp1K6bSCJaqTtsa2Dmat6oDBFcLILCyH9dO3yLxbhLZmVokScLFy5l6T9dk94q/HvkcsiwzbNYgkmNT8PB3p1br6sw+MoWTO85y4WAYMeFxqNQShrxEd+1fbW3KSi88+UpDfHwcROVdMPPKmOep1qwSG77fSmpCOnZOGqJvxjJvxFJThbpBxzpcPnKV5j0acTsskrs3Y4t0jjuXoji08ThbftzFzxNX8dnaj4mLSGDeB0uQVBKu3i50HPAUe387SHaGlrfqjmTOsal4BngU01ULlkKPCr0CTzH1/1izKpCZmYlKZV5GtVqN4b6xd8KTp3772iy88C2rp28kMjYO9XNepNxKYsWwJXnjL2Xad6/H0dQUQv08qIA1O9efQi3zj6PiJEDKzCEH2DznDsum7AZ5N/3Gv0izHg35euAcZIwPBV7Z9hwHYg5zd1kc47d8yeTNY6j3dK3i/wAExSkRI4sSH4Wyy9PfnaVXv2Pd7M1cPBiGSq0iN0fH0c2nyErLBglqtqhC1I1YbGyt6dj/KX4av7JoJ5Hg6okbbF60k+wMLVt+3MWEtR/xZf/ZpCSkIRtker7bhZM7znL7UiTrvtuMZ4AHL33co3guWrAoZSU+isq7YEaSJOq3q039drUBeKPOh9y+ZEyIlD92vf2rrZm65VMWjPrFOKbpEWjsbdDmTXfUdUgHNs7dBoBep2fTvG24eDqjUkkYDDJJ0clUb1KZrT/uBiAxOpm/1h2jx7DOj/VaBctjkFUY/kXmzv9+3kcPvt27d2fSpEkEBwdTo0YNTp06xTfffPOvp/wQSpeQaoF8uPBtAGZ+uISTC/9ClTd9pkqtwj86gz3zhnLg1A0+/HYdqkah2O+4iJRdeE723AYOZPdxw/ZMLpq/0jHcyKBSg/Ic2njc1FK/+puNeAV7msbL6w0y7mHu3HzbGJcllcSfC3eKynsZoUSMLEp8FMo2Nx9XBn7eB4A9v/3FpD4zCl6UISkmhRURP5BwN4lXgt8yS078d+yd7clMzcTJzZGM1Exy8uLpqZ3nOL//Esl5eZNUahW6HJ3Z0M41324UlfcyoqzERzHmXXioNd9u4ta522bdPX1DvWn8TD0Aom89oMVdAkdXB1T3Te+hzcyhVa+meAV7sGvZAZw9nYyZmzGOd2r3aiukvNZMK2s1R7ecRKWWzPYRnnz5T02VWB7Vd999R69evRg6dCjVqlVj5MiRDBkyhM8//7wYPxnB0hy/eoefspJI7FufXA/jGEwrGys6D2oLQFRcCgAGV3vSn29Arq+LaR8HFzt0wR5kjg7AUM2OzJeccfy+FtXXN+Du57kYhtojqYzxL7RWMI0618XVy5hIUVJJbFuyx5T9XjbIlK8lMnmXFZYeHwUBIOFuEjOHLii0vdcI4/SYSdHJZkmQ7+Xs6VRoW1ZaJq17N0WblcPFg2EY9AZUahX2znZUbVKJGs2NiUAMegNH/zyJd5CnMYaqJCrUKff4LkywaGUlPoqWd+GhVkxbV7AiwdAZg5Ak2PXrAToNakuHfq3Zt+qQ2Xu8gzz5bP0ohjb4uNDxjvxxkpwsY+u7pJJ44f2ueAV68uywTlhZW/Hhwrf4csAcdLl6/lp7jFfH9iIrPZu6bWtSu3X1QscTnjwGlBk/VJQO705OTsyYMYMZM2YUV3GEUmDV/jPIKkCWSOldh35WLtRsVJHTu87j7utK+yaVmfn9n+icbFHHp2Edn4atg4ZRP73L8mnrSErNQE5TI9npQJbRLr3OxeVxYAXZE9x4ZkZnXGPs6Tm8C65eLnx3ZAqvVRiGbJAJO36dp/u0xMPfDe9gL7oOaa/0xyGUECVipBgQJBTV/jWHSU/KMK1XrB9K309fIPzCHS4duUqVRhVw83EhKSbFtI+kknhl9PPk5uhY+fV68zwhEuxbdRgwZpBv+XwTfMt507F/G5zdnfhq13gGVH2P2PA44iITsXWwpf9nL2HQGXjuvWdK6rIFhZWV+Cgq78JDhdYM4szeNGRZpnrTylw5fo0dP+8zBtE1h7h26qbZ/g061uajxe/g5O6Ah58b8ZHG+TWtNFaoVCpTxR2MXZsGT+mLlXXBV/DioStmxytXI4g2LzYnNiKeA2uPUKNFVdy8XYrxigWlKZW5U4lzCqVbBT8PtsmgkiQc7TX4h/jxZf/ZSJLEmhmbcPFywf5CBLJKAoOMk4cjcy/PxNPNkfXXIki/EgEHQFM9E9eDsSTGu6J7PhDN5WjslsfT9WB7KjkV9Di6daGgF5RskHF0deD1qa+SmZbFkU0nCaziT3DVAIU+DaGkKBEjRXwUiiqkeiBgvNeTZZnOA5/mixe/xaA3sHT8bzTt1sCs4g6w8MK3+AR7suXH3aZYp1JLaOxtyUrLMtu3RvMqplZ8gJT4NBIjE43zv8syKrWKvmNeQK/Xc2rneWwdNNRsUbV4L1pQXFmJj6LyLjzUp7+N4IePfmLHT3u5cDCMy0evGV+Q4dLhq+hz9Wb7Xzp8lZcD3qRC3XKmijtAzRZVOb3rvNm+T7/SkvdbjSU1Po23vulP82cbsXPZAdPrzp5ONOvRiPBLd3in8f/IztDi7OHEvJNfcmLHOQDa9W2JtU3hqe2E0ksvq9ArMOZdiXMKpdugjo2xUqlY+OdR0lK0fD9vC5q8pJ7JsakkxxrHYEoGGVkFWe1r8tzr3+MjSdx1UmETkYTNtTg8bgeQHK8mt5YHSBLZjcpRMdWZ5YNWcenwFboN6UjfT1/gj/k7TeeWZZkXRnQjPT2L4U1GE3E5EpVaxZc7xpHhYEtUTArtWlbFLW9KJeHJoUSMFPFRKKp6T9di3KoPmTtiCXERCcx+d1HBizIc2nDcbH87R1sGV3sfjb2N2dzuBr1McFV/wo4VzN1uZaMmNTGdPkFDqNGiKh8tHsquX/eju+eetPvbncjJzmHm0AVsW7IHMM4336BHE86cCqd+o1BCK4hpNp80ZSU+isq78FBO7o6c3XuxIFGSriAwBlby5daFO4AxyV352iHcOBcOwPXTt4ypk/OenJ7ZfQG1lQp9XlIntbWajORMrp64gUFvYErfmaxP+QlnD0fj01UJ/Mv70tO1H7ocvSmhSWpCGlP7fWealu7MnvOMWvpuCXwSQknJldVYyWoFzisSMglFY6VWcTs6meycXFBDev0ANGExgIx/BV+zKTX9W1bjWkY29lvPkZ6rx8nWGrJzkYG0O8k4tqtG2j3HblilGuunrUeWZZaMW0HT7g1QV/Xgrl9VVNl6QvcnMvSDZaSevg7xyaZM9j//vJ8jCekArNp4gl/nDMZKLSpeTxIlYqSIj8K/YeugIS4iwbSefx/o6OZARnKm6d7Ow8+NhLvGudm1mTncPBdhdpz7p57rOOBplk/+HYC9qw5Sq1U1nD3uGScvwaYftvLdOwvN3rdlxUEWb7yAXm/A2lrNwl+H4B/o/tiuV1BeWYmP4lddeKjsTC3R90wDJ0kS78wezMy/viAxJsU091Hr3s145o32pmz0gNlYJVmWeXvGQNz93HD1dmb86pGoVJIpcEuSRGxEPLG3403vvR0WSa5WZ5aJVGNvw52wKNP6/a35QulXGhLWCUK+szeN8UgGDI42dFr0Ol/tHE9w9QDT3MLewZ58uuQdrO4mI+W3DOVlSpYASYIX2tahorMDjtZWDOnRFD9vV+4NopIksb2ygayqbmTU9ST59ZrGint4NGRkG8+vN5Dr6oAq77xRMSkk3jPmVHgyiPgolBZH/jhptl6lcUUmbx5D7w+7m+7tVGoVsw5Pws7ZrmDHe4YsSyqJoKr+NH6mHnaOtjR/tiEd+7Up2EE2xsczey6YYq6NxrrQAwAAn5oh6POS5OXm6gm7dPcxXalgKcpKfBQRWXgoW3sNVRtXNK3Lssy8EUuxd7YjLSHNFDRzsnLoOqQ9LXo2Nnu/S1525Pavtqb7Wx35LXI+q6IXUb1ZZUJrBZsq+z7lvMhKyzatq9Qq7Ow1Zsdy9XJm7okv6TigrWlb+1dbF8t1C8oxyJJiiyAUVZs6FZABWW1cfj52nhgXa+IiEkw3p5mpWVQu583b73YFSTLur5Jwqu4HQGjtEJ57qyPLZ73F7vnD6duhPv6VfI21eoytVx7+bqRqc5AlQALZwRqy85J/5i0TN4zixZeaI+dV+mtW8cfT3bFkPxCh2In4KJQWDTrWMVu/ePAKhzcdJyUuzTSTkEFvQJuZw5TNY7DW5HUGlsHeyRZJJeHk5sgrn7zApE2fsCH1Z8au+hB7Fzsc8ocESRBU1Z/UxHRTpf/eXqL5eo98luFTXsbewXhv6exiR536YpaOJ01ZiY+i27zwUJIkMW37OGYOXcCuX/cDoMvREXk1mj6jn2fZ5N+RZZkjf55g+utz8QxwR+OgQZuhBcDOUcPC8wtx9SpIMvfnwp3MeOsHs1b6W+cj8AryoMc7ndn4/VZCqgfywfy3mPPej4Qdu4Zaread7wYTVCWAQZP60LiLcaq6mi1F8pEnjUGhp5giIZPwb7zboyXuzvZMX7cPMCavO38rmtfG9WZi7+kY9AbSkzP43wcLcWpUDt932nLj6DVygtxI9HBg9e8fE1qpoJU+7Ng1Pmo/0Sw5U3aGlstHrvJZ26f5dNcO7K2tmdKhM7vuOPHX7E3os3Pp9WF3mnVrCMDSmQOIiU2lXq1gVCpR6XrSKBEjRXwU/o1m3Rsy48AXjGw73jQe/eKhK4xZ9j47ftlHaoJxsNCkPjOo2qQSDTrU5fAm41j4zLRs3pv3Jl0GP41abewGnZqYxnvNx3DnSkGLuSRJnNx+lv6fvci1kzdIS8rg7W/6kxKfxm9friM7Q0vNVtUYMPElbGxt+HH5W1y5fJdqNQJwdXMo4U9EKG5lJT6KiCz8LXsnOwZ90QcnN2MLjnewJ7XbVKf/xJdM+xj0MtuX7mXjvG0YdPr8BiOib8bxou8b7Phlr2nfX79Ybd69HqjUoDwOzvYMmzmId79/g9qtqxN7Ow7ZIBNQyY+J6z6mzYvNAWOgPhuRxNgZ2/ho1ArS0szHQgmlm0FWKbYIQlGpVBIvP1WXakHGxEdWahWdGlShRc/GuPm6AsbO70eX7GXt/nNczM0mq24gqCRcVpzkzaof8O2b80zHW//9FrSZWrNz2DvbUbF+eZ6vVp2lldrQ74wVmQduknslAg9vFwZP6cuQr/qZ9o85E87M56YxtN5Irp+5VdwfgVDCRHwUSpMazavQ7a2OpvWub3QgsLI/dZ+uadp2/fQt/pi/3VRxz29Bn/nWfIbUHWnqxfTX2qNmFXcw9git164WlRtU4KtdE+g6pD3a7BwyUjNwdHPg6b6t+GrHOGxsbQBQOydzO2Aa6xL6cTV1VzFeuaCEshIfRcu78I98QrxYcmUWN8/fplL98tg72RmD6T1J6cDY/cmgN9Dy+cYc+P0oYAys8z/6hfavGscoBVb2Jz4yEYPBQEiNQHq+04Xrp2/xTpP/EVwtkB0/70OlVrFx7lZToryvB89l5d0FANy5k8iixcZWrtNnbvP7uuP0f61lyX0YQrHSI6Gn5FsLlTin8GSwVqtZ+sFLnA+PJtDLFW+XvK7q+Tk9AHVKNga9AdQqujWoyoGxq1GlGB88bl60iw/mv4UkSQRU9EM2yEhqFdZu9gwa0wtthpZxPaYSVCWAXcsPIEkSG+duM51/0ehfaftyC3xCvAD4auAcUhPSkFQScz9Ywte7JpTkxyEUMyVipIiPwn8xdMZA2r/WBlsHDSHVjFPI3T9bETIgQcvnmnDkz5Pk5uUFCb9wh2NbTtG4S338K/oCxoemBoNMrxHd8K/ox0+frWTtnD+59NcV0pIyjLE2z65f99O4cz3a9W0FwOG4BSTm3ELGwK7oaVRwaoNKKvkkuULxKCvxUVTehUfi7OFEnTY1TOuSJNH1zQ788cN2s/1CawVzZs9Fs232zramf4/+dThLx/3Gnt/+Ivz8HRaNXkZ6XlKlK8dvIEmSWeAFSI5NIfLaXXb9eoCNS/dAhSDAeG+cnZaFXqdHbSWC75NAqaeYomVJ+C9srK2oXzHQbNuQr/ox5dVZyLJMdlUfUKvQWKvRJmqRVQXfN9U92eBf+rgHKpXEbzciiMDAzL/OolltTPp05fgNANOY9nud2H4GZw8nfhj5E5mpmUiSMUbLBpnsTC229+UQEUovJWKkiI/CfyFJElUaVjDb9vq0vhzfehptVk7BRhn8Qr1NFfd8rt7GoZd12tTgk2Xvs+abjYQdv86aGX+gUqsKPQiQJMks2fHeVQepULcc0/p9h/+QK3i0NjY+SahJzsnCXSNygzwpykp8FBFZ+Nfen/sms49OxVpjbeoq36HfU6bxmwA2dtZM3PA/wDjefebbC8jO1JKenAlgqrjnyw+41hprs23Dm43hp89WknQrFulyOK72NthnZrFq+EKG1B1JRorIqvwk0FPw5LRkF0F4vNr2acmyiHl4vNeOzNblkYDGVYJRSxL6uqEYPJ2RXewY9fNwY7bkvReY8uosolIziMD4ADP73hvbe9wTYskN8uDb9UcZO3Eld2/FotfpsXexx9nDkbP7LvJywJui+/wTRJkYKQiPV2Alf367u4AOrxkTD0sqCSd3R9z93Mz2a/9aayo3qED0rVi+HDib07vOEX7JOE2xbJALt+BjvGe0dSxoNDq08TgjnhrHtdM3OfaZisQTtqjwZfWNyjTfOIP14WeL8UqFklRW4qNoeRf+kyoNK/DljnFsmreNoKoBPP/eM5SrGcSc4T/i4GLPqJ/eJbhKAKd3nzeO7byvq/3D5GpzsbJWm5Kc5Cc2AVBFxtO0XQ12XbqMbXsrbh+O5NDGEyL7/BNAtLwLTxJPf3e+HfsKC/88grVazZDuzchI1xKflEFyqA/v9m9Dq0YVSU/O4JMuk8jN0WHQqFG/0hi9QUbv44RspULSmfdGkmVja1RSlhaDqx3ZMcnoKvuhSc3C+mYcVRpW4PjBMHTlPZETM9k4dxvvz3tToU9BeJzKSsuS8ORzcLbnvXlv4hHgQUJUIi980I2ASn5cOnyFi4ev0m1IB/qOeQGAib2nc/30LQA0djZ/f2AJPPxcibwabVyXIS0hHRnIvKvm+Ps+xC6sTUJsNrKNgTmX9tMjpHbxXahQYspKfBSVd+E/q9miKjVbFGR+b9SpLkvCZnHkz5Mc2XQCO0dbYm7HGV/Mq7h3HPAUe1b8RU52LlY2VvgEe+Lu78a5fZcAcHCxp+OAp1g7888HntO+qS2ubzghqSX00Xo8fdyL9RqFkqGT1eTKJT8EQicb/nknQfgX/NydGftqB9O6m6Md8ye/wrXTNzmx7SxhkoSTuwOZVqDOBXWOgY7WdpxKTCHlYhToDPiGeuPu58aVY9fQ5epRqSRav9iMLUv3wLk7SEBOZg6yrbHHUkijCuz2skXWWIHegE2g24MLJ5Q6SsRIER+F4qKx0zB48itm28au/JCEu0nsXn6Ag+uP0ezZhsTejjcNqfTwc8Pe2Z4rJ64D4BXogauPC/GRiSRFJ4MMFeqWw1pjza3zxvneZQAJ9G52hA5rw/ULSaiyjK3zdra2CE+G0hIfIyMjGTVqFJs3byYzM5OKFSuyePFiGjZs+EjvF5V3oVjsWn6AKX1nggQrv16PvZO96bUqjSvy7uzXGfJVP34cs5w/5m8n8lo0ams1Hfu34a91x8hIyXxoxT2wij8Hbh6FWsZ1ta8ap5pizNKTQC+r0CvwFFOJcwpl150rUbzb9BN0uToktQq/xc8RPrEh6tQcqq+4zZD3uuMb6s2mH7Yz9/3FRN+MJSkmmW5vdeTQxuPE3Ipjw+wtQEFnJqtbcUi5OjR2NpwJu4PsnDf0SCXh1KCcUpcqPGZKxEgRH4WSpMvV8V7zMcZGHxna9G5GSlwqAGorNa9Pe5XmPRpxcsdZPn/xG+LuJBB3J4FeI7pxes8Frp28yb5Vh5HumSpTAvTWauIG1MUx1BfdtaS8V2Rc051L/iKFYlEa4mNSUhItWrSgbdu2bN68GS8vL65evYqb26M/ZBeVd6FYnD9wGZVahUFvIDk2leTYVNNrr3zyPLb2Gk6djWD/rUQMFQOQrkdx+1Ikty9F/u1x1VYqxqx4n5Hvjse2hzEJkypFRYCdb7Fej1AyDLKEQS75zJ1KnFMou66cuIEuRwdAtpct++OiAJBdNDSd9xJBVQIIvxjB5oU785PWo83MYd13mx96TFWmcXz8m9++xp4/TyBpJGPLuyzTqHpw8V6QUGKUiJEiPgolKTE6mZhwY29NSSVxYK1x9iIkY4t6i56NSU/OYMP3W8lIyTS9b/U3m8yOc/+0xOocPS+maAh0d0OVAwYb40EbBPoX5+UIJUjJ+Jiammq2XaPRoNEUThY7bdo0goKCWLx4sWlbaGhokc4pHqcKxaJN72ampEqObg7Gf0jGxbecN+eOXWPsuDUk6UEO9kEO9Hqk4+p1BvatOsywNwaT9U42htkwwvUtbNWi29OTQI9KsUUQSkq9p2vi4mVs7XHINOC95ia2UZkYZJlgV1eSYlMY1eFzbl2I+MdjqdSSaaIaSZI4uP4Yb4ztTfDRcJyP3uLdhtWpGuJTjFcjlCQRH4UnnWeAOzVb5g3FdHXCulookocrKpWKgIq+5GTnMKnPDA5tPP63x5EBtb3GLM3SpS1naV+rHPUdvLBLgk4B5Xm3Y/NiuxahZCkZH4OCgnBxcTEtU6ZMeWAZN2zYQMOGDenduzfe3t7Uq1ePBQsWFOk6Rcu7UCzqPFWDHy/N5KtB33Pxr8tIKglnDyd6jejG+jlb2Lz8AIYmxqnnJJUKOw8ntBGxj3Ts5ZN/p367Wqw9vhSVStxUPElEy7tQFrj5uPLjxRksHrucTfO243w4BpeTCTy9bAA5ay4xYOZ0MlOzjDtLxsROGamZD0z2adAXbJRlmRPbz3LjbDg/XfkOO0dbs9k/hNJPtLwLTzqVSsW07ePY8tshvpu3D60kIVdyoGUVdypU8+eNWh8SdT3atP/9U8OZtgO6TC14OEOCsVU0PjKRNysPZ+7JryhXI0jExyeMkvExIiICZ+eCIRgPanUHuHHjBnPnzmXEiBF88sknHDt2jOHDh2NjY0P//v0f6Zyi8i4UG/8KvqTGp2HI67qky9WxeMxyDIa8mYrvxEKgN062VkjRCWjvffP9WenvWz+58xwRYVGEVDOfW1ko3QyoMCjQyqPEOYWyzdnDCUlSmYYXyVm5HBm8nLTEdLP9rKytsHOyNese+k+SYlLYs+Ivnnmj/eMutqAwJWKkiI9CSbPRWOPk5wEUTCEcEZ7I/qW7zXeUwL+iT0FmeQq9jMHdBXL1SKnGKYX1OgO/frGaT1eMKLbyC8pQMj46OzubVd4fur/BQMOGDZk8eTIA9erV4/z588ybN++RK+8iIgvF6uVRPU1JQ3yCvUwVeQlQh0Xgfv4a6X8cJj06GYAK9cox4POXeW1cb9MxKtYLpcNrbXD3czVtk1QSDi4FSfCEJ4NelhRbBKGkPfNGOzT2xqfzgZX9ClXcJRXYOdkSH5mIJEl4BXnQ68PuvDfvTazzMst7B3vSqldT6j5d0+y9zp5OJXMRQokS8VEoKxo3q0BQiLEC7+ZiR8SRy4X2qVSvPHdvxIIENrbWdBncjo+WDMMr2BMABzcHmnRrwDNvmj/I9AzwKP4LEEpcaYiPfn5+VK9e3WxbtWrVuH379iMfQ7S8C8WqQ782VKxfjuHNP+XG2XCz15zcHRkx/y3G95gGgEol0aRLfQ78foRrp25SvVll3p3zOhXrGhM5pKdkMH3wXBLvJtF75LN4+ovp4Z40otu8UJZUrBvK8oh5vNdiDOEX7pi9plIbk3NO6zfb2OtIBUFV/ElNSGP19I14Brjz7pzXafJMfdRWamRZZv7HP3NmzwVaPt+EFj0bK3NRQrEqDd3mJ0yYwGeffWa2rUqVKly+XLjyJQgP4+Boy/yf3+Tb4YvZ9sM2uK9rfO+Rz3L99E1jy7wMSBKVGpRn+uC5WGusGTpjAJ0GPo29kx0A1asHsGHOFirWK0e/CS8qcEVCcSsN8bFFixaEhYWZbbty5QohISGPfAxReReKXXxkEtnp2YW2pyWm4+7jQre3OvDn/B1UqFsORzcHrp26CcDFQ1eIv5Noqrw7ujgwfvXIEi27ULJkWYVBgWmJZDEVkqAQlVpF+IU7yCqJ3BAPpBwdVpHJGPQG4m4n8O53g/nunYU4uNjTefDTTO4zEzBmZL7wVxjNn20EGMd9Dvmqn5KXIpQAJWLkv4mPNWrUYMeOHaZ1KytxuykUnZWVmrD9FwtV3JHg7o0YBn7Rh5s9ppGRmsW73w1m3odLMegN5GRp2bXsAM8N72p6S+cBbek8oG0JX4FQkkpDfPzggw9o3rw5kydP5sUXX+To0aPMnz+f+fPnP/IxRDQVil21JpVw93UlMa9rfD4bZ1t8K/nx3vdvMnzOG0iSxOFNJ8z28fB/9HkPhdJPj4Sekm8FV+KcggBga6+hYac67M3Rog8wxjvN6dtoLkQSXDeURm1r0Gmg8YYzOTYFK2s1ep0Bg8GAZ4DofVTWKBEj88/3qFMhgbGy7usrpnAV/rt2r7TixzHLzDfKEFDRj6qNK/FblDFTtyRJrPx6PVl5jUWeQaJrfFmjZHx8VI0aNWLt2rWMHj2aiRMnEhoayowZM+jbt+8jH0M0NwnFztHVgbZ9W5rW5bwlw0Zi6R7jVB/5GT+bdK3PsJmDaN6jEaN+epdK9csrUGJBKTqDCp1BrcAiQqGgDEmSeGlUT/T35PTIDXBDVqn4cfVh0z6SJOHm48rEDf+jec9GvPppL54d2kmhUgtKUSZGFm0qJICrV6/i7+9P+fLl6du3b5HGcwrCvZ5+pQU2djaFtv++dA852Tmm+Agwcd0onnqpOZ0HtuW9798o6aIKClMyPhZFt27dOHfuHNnZ2Vy6dIk33ijad1W0vAvF7sifJ1kzfZPZNgmwis9i18gVDO/ZxhR4JUmi57td6PluFwVKKijNgIRBgVZwJc4pCACJ0Ul80mUyVk1C0QUbW4qsbyeA3sC1hdtJGvcCbj6upv0bdapLo051lSmsoDglYmT++R51KqQmTZqwZMkSqlSpwt27d/nss89o1aoV58+fx8lJJFIUimZM1ynkZOWYbZOBrMrBHD50ldZta5i2B1b2Z/Qv75VwCQVLoWR8LEmi8i4Uu8ird83WJRXIBmMFPvNmArk5Omw01soUTrAoSmU2FtmUBaXERyaSq83Fbv9VdAFxqAwyqqhk4+1Arp6b5yPMKu9C2aZEjMw/36NOhdSlS8HD99q1a9OkSRNCQkJYuXIlgwcPLrZyCk+myGv3zOluY4VBrcJQzg9sbbgZmURrBcsmWBYl42NJEn1FhWL31EvN8c6btqNywwqM+OEt03OqFs81FhV3wcSQl2xEiUUQlFChbjkadKyDJMt4ZuuZ/MNbaPKmgfMp50XVxhUVLqFgSUpjfHR1daVy5cpcu3btMX0KQlnSd8wLAKit1Yz+ZTjevVohB3phY6OmRbPKCpdOsCSlMT7+G6LlXSh27r5uLLkyi/g7iXiHeKJWq6nauCLJcanUbl39nw8glBkGFJoqTnSbFxSiVquZsnkM0bdicfd1RWOnYcmV77h1/jbVm1cxTXMkCKBMjPyv8TE9PZ3r16/z2muvPaYSCWXJq2N70eX1dtjYWuPk5kiTZ+pz/kIk5UI88fb+554gQtlRGuPjv6F4c9OECRNMySbyl6pVqypdLOExs7axxq+8D2q1GoDQWiHUe7oWaiu1wiUTLImcN16ppBfZQivvIj6WDZIk4Rfqg8bOOIbYK9CDRp3r4eBsr3DJBEujRIwsanwcOXIke/fu5datWxw8eJDnnnsOtVpNnz59HutnIeJj2eHh54aTmyMA9vYaGjcqLyruQiGlIT4+DhbR8i7mAxUEAcAgK9TybsFj3kV8FAQhnxIxsqjnu3PnDn369CEhIQEvLy9atmzJ4cOH8fLyeuxlE/FREIR8pSE+Pg4WEeXEfKCCIACKjR+y5DHvIj4KgpBPiRhZ1POtWLGimEpSmIiPgiDkKw3x8XGwiMp7/nygtra2NGvWjClTphAcHPzAfbVaLVqt1rSemppaUsUUBKGYiZb3wkR8FAQhX1lpWXpUIj4KgpCvrMRHxZub8ucD3bJlC3PnzuXmzZu0atWKtLS0B+4/ZcoUXFxcTEtQUFAJl1gQhOKik1WKLZZIxEdBEO4l4mMBER8FQbhXWYmPkizLcomf9W8kJycTEhLCN99888D5QB/05DQoKIiUlJRHmn9UEISiS01NxcXFpdj+zvKP32XLG1g72Dz24/+T3IwcNndeYPFxRMRHQbA8xR0f7z2HEjFSxEdBEP4tER8fP4voNn+vf5oPVKPRoNFoSrhUgiCUBNFt/u+J+CgIZVtZ6Rb6b4j4KAhlW1mJjxbXFyp/PlA/Pz+liyIIQgnLD7xKLKWBiI+CULaJ+PhwIj4KQtlWVuKj4i3vI0eOpHv37oSEhBAVFcX48eOLZT5QQRAsnwwYFJgz06LGDt1DxEdBEO6lRIwU8VEQhNKgrMRHxSvvJTkfqCAIlk10mzcn4qMgCPcqK91CH4WIj4Ig3KusxEfFK+8lOR+oIAiWTVTezYn4KAjCvcrKzemjEPFREIR7lZX4qHjlXRAEIZ+ovAuCIDxcWbk5FQRBKKqyEh8tLmGdIAhlV2lJWBcZGcmrr76Kh4cHdnZ21KpVi+PHjxfTpyIIgmBUGuKjIAiCEspKfBQt74IgWAy9rEKSS/6Zor4I50xKSqJFixa0bduWzZs34+XlxdWrV3FzcyvGEgqCICgTI4sSHwVBEJRSVuKjqLwLgmAxSkO3+WnTphEUFMTixYtN20JDQ4ujWIIgCGbKSrdQQRCEoioN8XHChAl89tlnZtuqVKnC5cuXH/kYovIuCILFkGUJWYEbxfxzpqammm3XaDRoNBqzbRs2bKBTp0707t2bvXv3EhAQwNChQ3njjTdKrLyCIJRNSsRIJWKyIAhCUZWW+FijRg127NhhWreyKlp1XFTeBUGwGEq3vAcFBZltHz9+PBMmTDDbduPGDebOncuIESP45JNPOHbsGMOHD8fGxob+/fuXVJEFQSiDSkPLkiAIghJKS3y0srLC19f3X59TVN4FQbAYSre8R0RE4OzsbNp+f6s7gMFgoGHDhkyePBmAevXqcf78eebNmycq74IgFKvS0rIkCIJQ0pSMj4/SczPf1atX8ff3x9bWlmbNmjFlyhSCg4Mf+ZwiC4kgCBZDVihTaH7wdXZ2NlseFHj9/PyoXr262bZq1apx+/btEvmMBEEou5SIkaLyLghCaaBkfAwKCsLFxcW0TJky5YFlbNKkCUuWLGHLli3MnTuXmzdv0qpVK9LS0h75OkXLuyAIFkMGZFmZ8z6qFi1aEBYWZrbtypUrhISEPN5CCYIg3EeJGKlASBYEQSgyJePjo/TcBOjSpYvp37Vr16ZJkyaEhISwcuVKBg8e/EjnFJV3QRAshgEJCQXGvBfhnB988AHNmzdn8uTJvPjiixw9epT58+czf/78YiyhIAiCMjGyKPFREARBKUrGx/wem0Xl6upK5cqVuXbt2iO/R3SbFwTBYuSPV1JieVSNGjVi7dq1LF++nJo1a/L5558zY8YM+vbtW4yfjCAIgnIxUhAEwdKVxviYnp7O9evX8fPze+T3iJZ3QRAsht4ggaHkbxT1RTxnt27d6NatWzGVRhAE4cGUiJFFjY+CIAhKKA3xceTIkXTv3p2QkBCioqIYP348arWaPn36PPIxROVdEASLoXS2eUEQBEsmss0LgiA8WGmIj3fu3KFPnz4kJCTg5eVFy5YtOXz4MF5eXo98DFF5FwTBYojKuyAIwsOVhpvTe02dOpXRo0fz3nvvMWPGjMdXKEEQhPuUhvi4YsWK/3xOUXkXBMFiGGQJSYGKtEFU3gVBKAWUiJH/Nj4eO3aMH374gdq1az/mEgmCIBRWmuLjfyES1gmCYDFkWblFEATB0pWW+Jienk7fvn1ZsGABbm5uj/+DEARBuE9piY//lai8C4JgMYyBUIlsoUpfuSAIwj9TJkYaz52ammq2aLXah5Zz2LBhdO3alfbt25fQJyMIQlmnZHwsSaLbvCAIFkOMeRcEQXg4Jcd0BgUFmW0fP348EyZMKLT/ihUrOHnyJMeOHSuJ4gmCIAClY8z74yAq74IgWAw5b1HivIIgCJZOiRiZf76IiAicnZ1N2zUaTaF9IyIieO+999i+fTu2trYlVEJBEARl42NJEpV3QRAshmh5FwRBeDglW5acnZ3NKu8PcuLECWJjY6lfv75pm16vZ9++fcyePRutVotarS7W8gqCUDaJlndBEISSJpreBUEQHs7Cm5batWvHuXPnzLYNHDiQqlWrMmrUKFFxFwSh+Fh4fHxcROVdEASLIRskDAYFWt4VOKcgCEJRKREjixIfnZycqFmzptk2BwcHPDw8Cm0XBEF4nCw9Pj4uovIuCILFEN3mBUEQHq6sdAsVBEEoqrISH0XlXRAEyyFLxkWJ8wqCIFg6JWLkfzzfnj17Hk85BEEQ/k4pjI//hqi8C4JgMYxzdCpzXkEQBEunRIwU8VEQhNKgrMRHUXkXBMFyiIR1giAID1dGEjIJgiAUWRmJj6LyLgiCxRBj3gVBEB6urIzpFARBKKqyEh9F5V0QBMsiWnkEQRAeTsRIQRCEBysD8VFU3gVBsBii5V0QBOHhykrLkiAIQlGVlfgoKu+CIFgOMeZdEATh4crImE5BEIQiKyPxUVTeBUGwHGKqOEEQhIcrI1MhCYIgFFkZiY+i8i4IguUQLe+CIAgPV0ZalgRBEIqsjMRHVcmfUhAE4SHyn5oqsQiCIFg6ER8FQRAerJTFx6lTpyJJEu+//36R3ida3gVBsBiybFyUOK8gCIKlUyJGivgoCEJpUJri47Fjx/jhhx+oXbt2kd8rWt4FQbAcsoKLIAiCpRPxURAE4cFKSXxMT0+nb9++LFiwADc3tyK/X1TeBUGwHKLbvCAIwsOJ+CgIgvBgCsbH1NRUs0Wr1T60mMOGDaNr1660b9/+X12m6DYvCILFkGTjosR5BUEQLJ0SMVLER0EQSgMl42NQUJDZ9vHjxzNhwoRC+69YsYKTJ09y7Nixf31OUXkXBMFyiGzzgiAID1dGsikLgiAUmYLxMSIiAmdnZ9NmjUZTaNeIiAjee+89tm/fjq2t7b8+pai8C0Ix0uv1rPpqAzfOhdNlcDvqPV3L9JrBYODnz1Zx4WAYHfq1ocNrbRQsqYVQqoum6BYqCIrYfSiM3YeuUL9mMD071jF7bdfyA2z5cRfVmlSi32cvolarFSqlBVEiRor4KAiKuHryBmtmbMIr0JPXxvXCxtbG9FrY8ev8NGElLp5ODPm6Hy6ezn9zpDJCwfjo7OxsVnl/kBMnThAbG0v9+vVN2/R6Pfv27WP27NlotdpH+p0TlXdBKEZ/LtjJok+WIakk9q8+zLLb83DzcSUtKZ1JL8/gxPYzAJzaeY7QmkFUrFde4RIrzJC3KHFeQRBK1NVbsXw6fSOSBDsPhuHt6UTz+uXRGwzMW7KbFfO3Y3MpilM7z+Hg6sCLI59VusjKUyJGivgoCCUuNyeXjztMJDMl09SYPHjyKwDsW32Iqa/NIlerAwlSE9L4YuNo5QprKSw8PrZr145z586ZbRs4cCBVq1Zl1KhRj/yAWlTeBaEYxYbHoVKrMOgN6Ax6kmJSWHjkDCt3nUSSMnBWSUgGY1iePepX3pgxiKpV/FCry2guSdFtXhDKjLiENADTVDsxcals/3kv33/0EymyjOTtjCotCxlY9sUaqjQsT8X65XFwtleu0EoT3eYFoUzQZuaQnpQBgEolEXs7jrN3o/lg/SYir0fj5WuLbXg6yHBk8yl2/3maWo3K4+lVhlvgLTw+Ojk5UbNmTbNtDg4OeHh4FNr+dyyihjBnzhzKlSuHra0tTZo04ejRo0oXSRAei2feaI+bjwsAbXo3466NgZ/2nCAbA1k1vMmu7AGAwc2JM7I177z/C6M+WYlcVifWFdnmH0jESOFJ1KBWCHWqBQAQEuBOs9ohfD3oe9JjU1HFp2EdHo8MSEBGaiYjn/6MwdXfJyU+VdFyK0rEx0JEfBSeRI6uDvT6sDsAdk52PP9+Nz7Ztp3w5GRyPW2J612xYOfqFZg8+Q9ee/F7Lpy7o1CJLUAZiY+Kt7z/9ttvjBgxgnnz5tGkSRNmzJhBp06dCAsLw9vbW+niCcJ/4lfeh19ufk9GSiYuns78vu4gXvOPo8rKJa1FMOS1ust+HkiShAycOBVOXFwa3t5l7+mpyDZfmIiRwpNKY2PFnIkvk5yaibOjHQmRiRj0xj6Ikgx6exus0s2n20mISuLE9rM83aelEkVWnMg2b07ER+FJNuSrfvQZ/Ry2DrZY21iRO2IOoQciyPG2I65nCJIEskYDzo4AGPQGdm49R41agQqXXBmlMT7u2bOnyO9RvOX9m2++4Y033mDgwIFUr16defPmYW9vz48//qh00QThkd08f5svXvqG0V0mMbnvDLb/vNf0mpW1lSmRyPlfD6LO0iHJ4HzgNnZXErCxtSY02N3Y80aWUev1RJy9pch1KE5WcLFQIkYKpV1qWhbT52xj5Ccr+GzgHH75fDW5ObkASJKEm4sDarWKA2uPmL3PKjYNtZsD3u1rIakKWjfCL0SUaPktioiPZkR8FEo7vV7PzxNXMfqZSYzrOY057/1IYnSS6XVndydsNNZcPXkDwwFj7LOJzSJgwWUklQo3d3vs7awBMBhkwo9eQa/TK3Itiisj8VHRlvecnBxOnDjB6NEFSRZUKhXt27fn0KFDD3yPVqs1m/g+NbUMd58TLMaYrpOJj0xEzmtJ3738L9bO+pMug56m+9udTPu5ersiIZv9redk5xK+5SRu1YJI1eqQ7iby9cBwlkf8UMJXIViaosZIER8FSzRr/i527rtkbFXPzuHA0j1s/3kPzZ9tzMAvXjZlUHb1dkG2VqMP9ETKzoGUTHJqhHJHssazWRVS/7oMwLLJv9P1zfZ4B3speFWC0kR8FJ4EWxbt4qcJKws2SMaZNhp2rMPrU1/FK9A4vNLJ3dE4hij/BlI2trQnRSVhk3YeXJwhK5uzB1PY93xD2r7cosSvRSgZira8x8fHo9fr8fHxMdvu4+NDdHT0A98zZcoUXFxcTEtQUFBJFNWMXq8nIyWjxM8rWKbDm04QF5Fgqrjnu3riBrOGLWT/74dNT1GfG94F1QOS0UlAbkQs6lvRSNk5JTbmPTtTa1Hj6yUKuj2V6KL0hT9EUWOkJcRHWZZJT86wqO+VoJw7V+9yaOoa1JuPo7odR/5fW9S1GNZ8u4lfv1xPVHQysizT5sVmOD7XFH2NYHQNK6GvWx4cbUGtIsnJ0Sx2lsTXK0eba3EtWIrESKUv+iFKY3wEyEzLsrjvlaCM7EwtK7/eYL5RhtT4NPb8dpCvBs0mIiwSXa4Ov1AfGnWq+8Dj5KRlwZ0YSEgxHsJQ/CnX9To9Odk5xX6eoigr8VHxbvNFNXr0aFJSUkxLRETJdp+LvhVL35C36ek2gNFdvhA3qAIz3p7/0NdklYoJHy+jV9vPWT7jD6JvxaHXPTioVm1UEf9Kfji42PPUi80xFGPwlWWZrwbOobvjqwyoMpz4yIRiO1eRiIR1/4nS8TFHm8vIthN4zn0Ar5UfRmpiWomeX7A8v3y+itykdCSdHvWFW6gvRyADOaGeZDYox+JTt3hx6EI++nwNObl6ErNyMQ7klEGnh+wcpNhkHCSZOk/VwM7Jlkad6xlboYrRxrlbedbpVZ73GMiZPReK9VxFUgri49y5c6ldu7Zp3uNmzZqxefPmYvpAHp3S8RFg4f9+oYdLP3q69efCwcslfn7Bsuz4eR9R1x7cWGnQGziz6wKDqr3Pa+WHkZmWxZ2rdx96rA7922DvbEe5mkFUblihuIoMwPm/LvOC9yC6O73G7zP/KNZzFUkpiI+Pg6Ld5j09PVGr1cTExJhtj4mJwdfX94Hv0Wg0aDSakijeAy0Zu4KEKGMr6vGtZ9g4dxvPDu30D+8SnmS2DhoklYQkSVRrVoly1YPZ/ONODDoDhiqByAHGrp0/rjvJuoFPobZWo88t/NT9yokbIEF2upY1M/7Ar4IvPYZ1/s/lO7jhGL9OWoOVlZq6T9dEm5lDVloW25buASD6ZiybftjOgIkv/+dz/WcKjR+y1DGdRY2RSsfH/asPc3bfRQBiwuOY0ncWUzaPUaw8gvJs7W2NyTglGVtbGwaM6MrCNQdJreiFlCtjlQvIMofO3uJuTAr+dtZE5VXg1ZEJqBJSkbJz0aokUmsFo83I4fi203zz+lw+/W3Efy5fxJUoZr49n4yUDGq2rI5V7WAyrVRsm/Abep2BrPRslk74jW/2TPzvH8bjoESMLOL5AgMDmTp1KpUqVUKWZZYuXUqPHj04deoUNWrUeGzFKm3xMSUhld++XA9AdoaWsT2m8XvcYsXKIyjP1sH8+zh05gDWfPMHMeFxgHEMO0B8ZCIrpq2jerMq3L0eU+g4AHG3E8hMy+L2pUg+avcZv9z6/pHnDX+YrMxspg/6noiwKMrXDiGwsj8JUUlcPnqVzJQsZFlm/sc/0/PdLqhUFtAeXAri4+OgaOXdxsaGBg0asHPnTnr27AmAwWBg586dvPPOO0oWrZCLh8K4ePgKJ7afNdu+aPSv/D5jEyMXD6Nmi6oKlU5Q0qfLP+D79xdjrbGi9lM1WPLpCtNrsoOd8R+ShM7amt0rDvLud68z463C49kzU7NM/5ZUEgfWHqFBh9oEVvY3bU9PzmDuiCXERyby6qe9qNWq2t+W7db524zv+aVp/eKhK6bjG/9hfLrr7utW5OsuDpLBuChxXktUWmLk3RsxHN50nGNbTpttP7X7HC/5v0G/CS/S9c0OyhROUNTAL14mJSGVuIgEOg9qy8y3FpDxVBWQZSTZeN8jScZ49Ov6Y4wd0ZWRvb8hJzkDVdo9MVGSiAiLMvVIOnfgEuf/umz2u2swGPhl4mrO7L1Au76teeb1dn9btpzsHN6u/xHaTGPXz2snb2GwtSa7R32kVlWwX38SCfDws4z4CMrEyKKer3v37mbrkyZNYu7cuRw+fPixVt5LS3zMSMlg928HibgcZbY9LSGdF7wG0rp3M96d/bplVH6EEtW2Twuun77JqZ3nade3FT9/tpq0pPQH7ntk0wk+Wf4+5w9cIuZWXKHXw45dQ0LCoDcQH5nI3pWHaPNiM7MK/O4Vf/HH/O1UaViBgZP6YGX999XAEa3Gce3UTQBunAkH8jpGkddFXSXh4ulsiuFKKw3x8XFQfKq4ESNG0L9/fxo2bEjjxo2ZMWMGGRkZDBw4UOmimSweu4Jlk9Y88LXM9Cyy0rP55o15/HhxRskWTLAIFeuF8s1eY6vMglE/m72mCo/B4Grs3indusvMt+cz4feP6P/ZSywd/5vZvmorFTVaVOXs3ovIBpnTu87zRu0PGTpjAOlJmbR6oQm/z/yTHT/vQzbIXD58lTXxP5oF34uHwoi8Gk2zZxvi6OrA4T9OPLDMskHG3c+Nyg3KU7FeKF3fbP84P5J/T7S8F2LpMfLEjrOM7vxFoZwPAPocPYnRycwcuoBWvZri7O6kQAkFJbl4OjN+1UgATuw+T3bdYLBSG5MtWYGVQTJ+d2SZLfsv4uZiz2c/vMn4ntPQYbw5lA0yBr2B5r2asee3vwBIvJvMB63G8tqXryJX9qNmRT9SzoTz88RVAJzde5HKDctTsW6oqSxR16M5u+8StVtXw7+CL7cuRJgq7vlU2bnIGVoMjrY0ea4xbi4ODJ7ySsl8WI9CwZal+xO8PUpLtl6vZ9WqVWRkZNCsWbPHXjRLj48p8an0r/QuGSmZD3w9NSGdTfO207RbQ5o8U7+ESycoTa1WM+Tr/gDk5uSy4H+/mP19q9Qq0/SZN86FM+21WXy7byJDG44iOTYVKxsrdDk6AGo0r8LpPRdM61P6zuTQhmNUblgRd19XqjWtxJRXZyIbZM7svYB3iJdZ7860pHQObzxBQCVfqjerYjznmVuFypw/WrhBxzrYOtry6theFlN5Fy3vJeSll14iLi6OcePGER0dTd26ddmyZUuhBCRKSYpNKVRxV1mp8Ar0IDtTS0psKrIkY2X137qmCE+GQxvNK8vPvtCYTT/uQlapjNmTMXZTXzNjU6H36nUGxqz4gAO/H+G7YQsB0OXomDV0IZIEv325jrpta4IsI8sy2RnZ6HL1psr7/jWHmdh7OgCBVfyZd/JLTu9++FjNHu904ZXRzz2W635sROW9EEuPkV8NnFOo4u7u64qThyPhF+6YtolWJWF/ZBy5Vf1ABlW2jvp6mWgnJ2LSM03NOVGxKWxYfwxd3tCie79bT73UnD6jn2NI3ZGmbUtn/UlmmyogQ99QP7NszGmJBS1YUdejebP2h2izctDY27Dg7Dcc33qmUBkNGis0R65Tv08LPp8xuHg+iP9CwZvT+xO8jR8/ngkTJjzwLefOnaNZs2ZkZ2fj6OjI2rVrqV69+mMvmqXHxwUf/1Ko4u7k4YhXoIepJRN4YCJboWw5+ucps3hnY2dD856N2LPc+MASGe7ejGXvqkMkxxofpOVX1CVJIqR6EB//9C7vNR/D3RvGrvV7Vx1i78pDyLJMz3e6mI6vkiRSEwpy0uhydQxv9gl3rhjH1I9bPRIHF3tjL80HPJh39XZh3JqR2DnYPv4P4r8oI5V3i4gW77zzDuHh4Wi1Wo4cOUKTJk2ULpJJTlbhTIpuPi58sXE0afF5X3wZGnetx+guk5j59nwy7+nqJ5QtSTHJZut/zN8OOTpTxd3e2Y6UhFTSkwvPVmBlrUZja02rF5ri6OZg9posQ0ZKJi2ea4y7nxsqlYRHgDt/zt9h2ufo5lOo8rrD3wmLYtfyA5zYVnBz6uLlbPq3JEkc33LqP1/v46ZIpvm85d+aOnUqkiTx/vvvP7bP4X6WHCPzbx7ySSqJHy/PJCWu4Mag+bON+HbIPD7r9dXfJtwRnmxx+ZVplQTWaq5tPkPa8v2o7xjzyKiAyiqJ0yevI8vGPEAGm4I2BjsnO0JrBVO1SSXTthw/F+O+gF3NIKo3rQwYp1Xau/KgKRvyuf2X0Ob9nmszczi29TRLxi43Hccz0Ng1XtLqsIpLI2zhLrRZBdOKWQol42NERIRZwrd7p2i7X5UqVTh9+jRHjhzh7bffpn///ly8eLFYPhNLjo8P+g6NXzMS72BP07p/RR+ObDrB/zp/wfFthR8oCWVDXIR54uCcrBz2rjhotq39q63ZvHBX4TdL4OBij5u3C61eaGraLBtkU2Ltuzdj6PZWByRJwsbOhosHw4iNiAeMOWryK+4qlfH+cPa7izDoje+1czKvpCfHpnDz3O3/dsHFoLTdP/5bFlF5t2TXTt8stO2F97tx6/xtUyIJgDXf/sGJbWf4Y8EOfv5sVUkWUVCYLMssGPUzvXwGFxobmf+UU1JLhNYMoskz9VkxZV3BkzoJfMt5UbVJJcau/BAHFwfcvF344dRXhFQPNDtWYGU/WvdqypCv+2EwyMRFJDB3xBIuHr5CYnQSIdUDTd/J4GoB+IWatzy8/e0AnD3zuy3LZq1SFqOUZZs/duwYP/zwA7Vr137MH0TpEHU9msxU81alhh3rkJWWRXJsCmC8EbhwMIwDvx/l4PpjTO7zrRJFFRS0a9l++gQN4faKQ1jnda+0uRCJrNWBTo/mwm28be3oVzeUXz/6GW1EAqglcip5I3WvQ6UG5Rk06RXqPV0TSZL4cvtYWr3QFFmtQufnajyeWkX7VtUZs+IDkIyt7n8u2Mm67zaTlZ6Fo5sDNnbG+eRtHTTUal0NKxtrkIytnq1eaEa99rVMD0BzsnIKPZiyCArGx/zs8fnL33WZt7GxoWLFijRo0IApU6ZQp04dZs6cWVKfkkXI0eYSdvSa2TYXTydqtqjKtZMF95bJsalsmLuVE9vPMK7HNDEVcRlz7dRNXq/5ASu/Xo+jq73Za/kVb429DS993JONc7dy+/Ids30q1AulY/+n6DXSmGti8JRXGPRlP1S+3mBfcLwOr7Xhve/fxDPQHW1WDid3nmPWsIXodXrSEtPxr2hM8mgwyDR+pr6p5V2lkvCv4EvfT18wO2/GAxqhFFeK7h//C8W7zVu6Nd+ad2+u1rQS5/ZfwsXTCa8gD+IiEnD1cSE5Jv9GVUVKfOqDDiU8oS4eusLKr4zzdKbEGf/bW1mrTd0+AV54rxtDvu7HW/U/Mpte0DPAg0l/jiG4agB6vZ6o69F4BnrgHexFQCU/wi8WBOnub3dCY6chMy3b7PznD1zmw6fGo8vRUbNlVboN6UDTbg1wcHHgzS9fY8/KgwRU9GX55N9x83ElJysXKxs1b33Tvzg/ln9HiS5P+ectovT0dPr27cuCBQv44osvHn+ZSoG9Kw+Rqy2o4Dh7OOHo5sC8D5dS56kanNlzAZWVGhtbG2OiMRmS48T0cWVJjjaXrwbOMcbDyEQ0R6/hYGuDPrOgRbJceW8W/DKMuR8sMY3xlPQyUs1APv1fL55qUBGA2NtxOLg64OBsT7NnG7J/zWEc/jyD3sOJJs0qE+Lvzu3Lkaa/Z0klkRCVxIAq75F4NwmvQA/6fPIcjTrXw7ecN+PXjGTZpDW4eDlz+cg1UhPScPN2ITUxnUFf9MHBxeFBl6SsUtot1GAwoNVaXk+G4hR29Bp3b8aabWveozHjn/uKRp3rsnmRsQW1XI1gLh+9imyQydXmkpWhtczvnlAsvntnIbcvRT506mm1lYrfIudzcsc586mGJeg75gXTTEHJcSlkp2fj5uPK0y+34KcFB8DBAUmrxdagpc2LzQHISs82NiypjEmQR3X6nDO7L2BjZ8OAiS/RsFNdqjSqSHC1AOa8txhdrg4bW2t2LttPQCVf7l6PoVWvptRvb4GNFqU0PhaVqLz/gwp1ynFu3yXT+pXjN4w3FhJ0HdKBjv2fIrhaICumrmXFtHW4+bry0qieyhVYKHFqq8IdWHS5etPYSxcvZ14d1wuAHsM6880b8wB46eMeDJ7SF0mSyM7UMqL1OK6evIFPiBezDk0qNPzCwcWes/su4hngTp221Tm//zJtXmzOzbPhGHTGBwXnD1xmzIoPTD/8vUc+S68Pu9PTrT9ZaVlIKhXNejRk/KqRlpNg5B5KdUHKP2dREjINGzaMrl270r59+zJbeS9fJ8RsPVeby57fDiJJEFI9iO+PT8Pdz43LR68y5ZWZyMi8bYkPjYRic3+YkQyyWcVdUkl8tMSYGbz9a635Y8F2tJk51GhRhS+Xf4RNXk6PmW/PZ9MP29HY2zBl86emjMySzoBVTAreHs5ci4knwpBNjxHd+GP2ZsrVDMYzyIPEu8Zu+XF3EnB2d8K3nDcATZ6pT5Nn6jOm22TCjl1DNsg4ezjxZ9Yyi4yPoEyMLOr5Ro8eTZcuXQgODiYtLY1ly5axZ88etm7dWjwFtFD+FX3NEo6prdRsXrQTJLCyUjPr4CSc3B2RVBIj2ownKTqJl//3HJ7+7gqXXChJBr3BvOJ+T94OgEGTXsHBxYF67WrhV96HuzdicPV2YfaRyfiEGGPZ9p/28vWgORgMMkNnDKR6s8roI+8iOTliyNbi6GFLwt0kwo5eY9CkPsz/+GfsHe3oMawzk/vMAIxD4JJjU6nSyPiwNKhKAFO3fMqKaev4ccwyU0/SxWEzCaxUMAuSJSkN8fFxEJX3fzDk635kpWdzcsdZstKzSU/K7yYikZaYTtXGlbhzJYr1c7YgG2QcXOzxCfFStMxCyarSqCIV6pbj+ulbpm2eAe5UbVqJY3+eIjU+lfWzt/DKJ8/TZXA76ratiTYrh5DqgUiSRFZGFmtnbubqyRuAcezR3lWHOLunINmcu68rkVfv8vWg7wHjAwO9zoDGXkNItUB2/LIPlVqFi6cTzh7mGb1lWc77ccj7TdDJFntjqnTL+6MmZFqxYgUnT57k2LFjJVA4y9XkmfoM+bo/62b/iV5nIP6OccyejDH/Q6X65cnJzmHpuN/QZuVg52RLSI2gvz+o8ESxtrGmy+vt2Ti3oOKmtlLTsf9THFh3hLSEdH6ZuJpxq0ZQqX55frn5PTHh8VSsWw61lZrcnFzO7b/Eph+2A5CTncv6OZtJiEoyO0/lQS3oOeNnZBnsUrNxzdUjG2Qq1Q81do3Pi3kP+v7pc/XkJwLV6/WWGx+hVLQsxcbG0q9fP+7evYuLiwu1a9dm69atdOhQtqaL9PBzY/LmMXz/3o9kpWuJyxtfjGx8wO/q44JfqA/fvDnP+IBJggr3zI4glA19P+3F2GenFmyQ4Zk32nNq5znu3ohh84+7eLpvKzz93Zl/djq3zt8mqGoADs726HV6Iq9Hs3jsctOwyWWT1vDMG+0hOxtDprERqPsnzzK4+vtkpGSitlKj1+mxtrHGv6IvDq72ZKVlY9AbqFC3XKHy6XV6s/UHzSxjMUpBfHwcxJj3f2BlbcXIRUOZdWjyPRV3sLJR89LHPQHYtfwv0xzdty/e4dTOc0oUVVCIJEl8+tsIAqv4Y62xpuXzTfj++DQ0tjbkanORZVgydjkZeWOD/cr7UK5GEGlJ6bzd4GOederH4k+NiZPy518PqhJgmqoDILRWMBvnbTOt53ed2rxwJ+1ebcUH89/ixY96MOPAF9horM3Kp1Kp+HjJO3gGuhNaK5jXp/Ut1s/jP1Eq2UgREjJFRETw3nvv8euvv2Jra2GZVhXQa0Q3frnxfaEW1vzpby4fvWZKbJOVls3aWX+WdBEFhb351Ws06FgbtZWayg3KM/voFCo1KE9agrH1/NCGY6bfTVcvF6o0rICkkvhywGyesX2FUR0+B4yxFhkCK/tTp21NwPinG9C2Fis3nUKdl182y90WvZOG66dvkZmSxZTNn9JrRHe+3Dmecg+ovL/1zQBCqgfhHeTJx0ssZ37wB1IwPj6qRYsWcevWLbRaLbGxsezYsaPMVdzzNWhfm0UXZlC3bQ3j0/M8HQc8hV+oD3qdns0Ldxo3yvDzxJXKFFRQTJOu9Xnp4x5YaazwCvJkzIoP6PluF1PG+Khr0Wz83vjw09ZeQ9XGlXBwtmfD91t5xu4VBld735TsTqVWEVQ1gFqtq5sq2XZOdpzZfd4060F+ZTwjJZO9K/5i5l+T6P1hdz5e8g6dBrYtVL6e73SmQcc6uHo5M+DzlwmqElDsn8m/Vgri4+MgWt4fkZuPC6G1gk03oU+/1oYtf5ymlVpt6hKVLyIskmbdGypRTEEhgZX8WHzJPBlPbo7O9CRUY6/BOq9SLcsyP3z0E9uW7CmUNM4zwB1bBw0rv1rP7bBI0/YTO84WChAqtQonN0ccXOx55vV2f1u+Vi80NctAarEUbnnPT8T0d06cOEFsbCz16xfMyavX69m3bx+zZ89Gq9WiVpe9qSObdm9ousFo0Kk2Fw+GIUkQel/X+jthUUoUT1CQrb2GqVvGmm27fE9PJTCfDWPHz3tZNGYZ8XcSzfbR2NvgE+LFie1nyK4cgLZxRSS1NbdsbJFOReNsBYnVrFCnaLHO0oEk4VfBh9CawTTsWOeh5StXI4j5Z6f/9wstCWWkZelJ07BTXbb/tBcA31Bv7P09WfXzX3R9vqHZXN1xtxP+7jDCE0iSJF6f+iqvT33VtC3q2l3j7JmysVu9q7eL6bWw49eZ/sY8bp4Nh/vGyQdXDyQ9OYP1szebtmWlZRWaFlNSSRj0BgIr+xNSLdDs3PdzcHFgyp9j/utllowyEh9F5f0RqdVqvt03kYPrj7N+7la25j0pXfvTPl7u39ps3/VztlClUUXqtKmhRFEFC6DX6zm+7bRpXZuZw6yhCxix4C02/bCNNd8UnucdID0pg/jIRCLCoswDQt6/Hd0ceGPaqyTFpJAQmUiHfm0Y3ekLrp25xXPvPkOngW1x93XFxtam+C6uGEkG46LEeR9Vu3btOHfOvHfNwIEDqVq1KqNGjSqTFXeAYTMHUu/pWhzacIztP+3lBGfZOG8b3d/qiI2dNTlZuQBcOXGdjXO30v3tTgqXWFDSrsgEcmsGob4egyo7h+/eWcSkTaPJSs9mWv/ZD3yPta01EWFRGDQ26JKzkSv7g042zkMsS6hz4f2nW+Adk8l1vRstejZizb5L7Pjid+rVDuHdPi1wcXco1cnAlIiRSsTkJ83TfVriHeTB0c2nWTF1LesmrwaNNXu2tiKkWiDXz9wCIEebw8yh83ln1mDUVmXzt0SA/b8fNauXr5i6lhotqlC5QQVGdZ1CRpwxSTb3zMNuY2fDrbwGxvunccsfU9+x/1PU71Cbc3svUq5WMMjwgvcgvAI9GPnjUNx9XXH3dSv+CywmZSU+im7zReDg4sDTfVsSduSqaZt0O5qVY5cZuzvnBdrY8Hg+7T71oZkjhSefQW9Am1GQlEmWZbYu3s35A5c5sumk2b4+5bxQW6uRVFJBFtCHfHVUKhVzRywlJjyOd2YPZvHYFZzZe5GM5Ex++Xw1r5UfxmsV3iEmPK44L69Mc3JyombNmmaLg4MDHh4e1KxZU+niKUatVtPq+SbGB0/32DhvW94MB8ZnxZmpWcwatlDM917GpWfmoPd1RZWVAzKEHbvGxnnbOLHdvIXI0c0BR1djZTstIR09MjnNq2Go4IfKdNNk7I9sbaVi44tz2LNwF69P7cuN2wlsee9HdKsOcmTWH/SvMIxePq9zbOvpkrtQQchTs2U1DHo9cv4PvDaXK8t3c/3MLdM0hrocPZvmbWfrkt0KllRQWnpSumkYJUBSbAo/frKM+Lg0MlILkhmr7TR4B3sCkJud84/HPbTpOEvHraDrkA7UbVuTb9/6gdT4NK6fvsXQBqN4yf9Nlk3+/fFfkPBYicp7EciyzIY5W3FydyzY5uyIHOht7B59T/f57PRsEvIy3Aplj7WNNUNnDCr05PziwTCzcW8qtYoPFryFPi+5kqSS/vZpe2pCGtnp2WxeuJMjf5zk1K7C+RWSYpLZ8fO+x3YtJUpWcBH+s2NbT5P+kLlf758z+/5KmlC2DHu1NU4u9qY/PVmWSY1P48rxG2b7fTD/LXRywW+r2tEONNbIKgmDWkYyGIwDD9WQm5BCVloWFw+GsXbWn2z97k/j77Iso4o1tlTpcnWs+WZjSV3m4yfiY6l150oUl45cNX2eBjs1CYP9yA3UkJNlXvHa89tBBUooWIoe73YhpHqgaV2SJFRWajbN2Yx11XKgsQaNDZ3e605wNeMY9EdpL0xLSCf6VhzzPlzKH/O3m72W3+D466Q1j+06SlwZiY+i23wRHP3zJN+/vxgAWSUhVS8Pro7IkmS8gYhLgnvm9p759gIyUzLp+mZ7nn6llVLFFhTy7NBOPPNmexaPWc7ZvRfwDfVm0SfLQAJ7Zzva9G6GXqfnfx0/N2X/VFup6TL4aXb+ut+UBFFSScgGGZVKMo2hB7B3ssXRxaGgspSXUdlgkAms7KfEJf9nSk8V92/t2bPnsZSjNEuKTWHss1ONmbsBW0cN2ekFvU/unTIJYPvSPexbeYhararR77MXUanEs+SypE61QP5Y+SHbluzhj/nb8Qn15vdZfxhvUlUSLZ5rgledckxYdQjd07VRn7iO1e14WnSozeVgV046piDpwf+sHvlWPOrrkch5LU8yoLGzIaC8N1FXoowPRtUq42wbsmzZCZf+QVmZCulJNP65L7lzJcrYotrFn7s9nNC7WJHVxJmAIZfNut/eOHebUR0/x8Pfjbe+6Y+zu9PDDyw8cTz93Vlw9hsuHAzjxzHLsHe258KByxzfehrZVkOdV56mcs1Adnz9O0l5MxUgQ+WGFQio5Mvu5X8BoLZWG3+TJeMDAFk2zjaksbPBK9DD7JySSkKSJAIq+ipwxY9HaYiPc+fOZe7cudy6dQuAGjVqMG7cOLp06fLIxxCV9yJIjE4uWNHYYHDPS7Ajy8i2GqxVEve2LR3eeByAs/svUrVJJfwrlN4/COHfsbJS88Y0YyKQLwfONlXAM1OzsLKxYvOiXQAYDAZ8Q72JvhnLxnnbzMZN52cMza+4e/i70WNYF2q3qcHUrZ+yYupa3Hxcqdq0Euf2XaJak0q07t2shK/0MRI3iqVSelK6qeKuUqtM/853f2LPsGPXATi77yKBVfxp/6p57hDhySdJEp0GtqXTwLZsXrSTPSv+QpaNnYp9ynnx694LGJzsQJKwL++D/nY8+9ccJumV6uDiin2kHn2mDqvzN5FlGZUkYe9qT4sejek5/Bk6DniKRZ8sQ5uppXnPxpzbexFXbxdeGtVT6Uv/b0SMLJUS7yZj0MtIEmS0cMbgZgUSGFytQF0wdhkgNT6VUzvPIakkbGxteH/emwqWXFBKjeZVmL77MyLCIhlU7X0AVNocPLQZbBj7C9rMvAfkMlhrrLly4jpXjl83vd/0OywbH1xa2aip3bo67855Hc8Ad9IS0wm/eIfmzzUm/EIEudm5vPjRsyV8lY+ZhcfHwMBApk6dSqVKlZBlmaVLl9KjRw9OnTpFjRqPlitNNHUUQevezajcsAIA9ZpVpnWbvKm8cnWoYxPxK++NteYBz0NkHtqVtLQwGETGmv+qfd/WpjFMdZ6qwca5BVO/yQaZpLxuncjGqTxU6gf/eQZVCaDdq62QJIkqjSoyZHp/Dqw7ylcD5hB7J4FOg9pa9jzFf0d0my+1Aiv70yVv1gOvQI9CFSS1tRrfqnndAO/9bkvG4SClmZw3R7jw7zXqUg8XT+MDcQ9/N45tOQWZWtNNp95GIqNzbTI71kWdaPw9km3y4lze/8mAU1V/Oo3uia29BndfN96b+ybxUUlM6jeLo1tO0f3tjtjaaxS4wsdExMdS682vXkNtpUJjr+Gt2m2wURkf0jutjUPKlanfpWAGE9lgjCmyQX4i4qPBkucGLwX8K/pSvVlloODhuNlQCxXkanPN/1YfcBtoZW1Fx/5t8Qv1wdrGmsFT+hJYxZ/pg75nw5wttO7dDO9gr+K9mOJUCuJj9+7deeaZZ6hUqRKVK1dm0qRJODo6cvjw4Uc+hmh5LwIHZ3tmH5lCdkY2tg62SJLE9UuRrP5yLfpyLvSf+BLvt/yU5NhUs/e5+bpSqX55hUr972SkZPDZC19z6eg1gqr4c/3UTQKr+DN58xgkScLFyxlthhYnd8fSW1EsYfXb12bp1dmc2HaGrEwt10/fMnuoc2+COytrNeVqBhNQyY/rZ25yJ6wgudfp3ecZ3vwT5p74CjdvF375fDVJeb1CTm47w9AGHxNYJYDXp/TFr7xPiV3f41Bau80LxlbUEfPf4u1vB6Cxs0GlUtH97Y6snLaeqBsx9BjWma27rxK7+SyGu7EQm2B6X5sXmytc+qKRZZm5Hyxh84+78C3nxd0bMdjY2jB+9UiCqvpj62CLLleHg4t9mZ19oKg8/d1ZHDaT43svEpOj5/Av+9DsOove1YHsSl6kBLsDIOWCdbaGetaeODa0x1VK5vQ+FbJBj8HelluOtgwfOJtZ3wyidpNKHNh9ih1VcvA+oSI2PJ5hjf9H+dohvPBBd+q3q6XwVRddaegWKjxYl8HtaNe3FSq1CitrK3rpWrNx6U7OpZ6m4XfdULk4c+ZyAnJmFoaYWMAYa5r1aKRwyYtu29I9zBuxBDt/D7Irh5CWns2QN9vSuX11cnN02NjaYGWtLrUz45Q0tVrN17sncGbPBa6fCef2pUjzB8b3ta8FVwvA0dWB4GqBbF2y29SDMztDy9TXZhF3J56XRz1Hemomq77eAEBOdi6fPDOJ6s2r0LJnE54dWvpmhFEyPqammtf9NBoNGs3fPyjW6/WsWrWKjIwMmjV79B6zovJeRJIkYedoZ1qvUC2AUYvfMa2/8skLpnHx+TR2NqWugvvnwl2c3nMB2SBz9YQxgdDty5EMb/oJidHJqK1U6HUG6neozRcb/4e1jbXCJS4dYsLjmPHWfGRZxt7ZjvJ1QrhxJrzQfrpcPTfOhhN7O/6BT90TIpMY2uBjfrw0w/TfJ9+Ns7e5deEOMeFxzD48pdiupVgo1cojbk4fGzsHW9O/3X3ceOubAaZ1G09XDu65jFZf0KVeNshY25Sun6LLR6+xdtafANw6HwEYp4P8rNfXpCWmm4bH+IR48c2+iXgHeSpZ3FJDr1Lx9W+HSU/XIkkq6nWsx7l1R9C3qQx5v6GylQyyzN2DMUiA7faTplwzUkYWmh3nkYCRLcfw/bFpHFWn4HgqCVW2cZ/4O4nE30nk9K7zrIpZhL2T3UNKY6GUiJEiPj4291ZW7ayseXFwZ14c3BmAxLg0Vi3YQ0xYhNl7HJxL13dUr9MzY8gP5OboSPH3QY5PQ4pJZO6HS5kfFYdBZwAJbO00fLZ+VKl8iKYEaxtrfv5sFRcPXQGgXrtanNlzodCQNDDeryNDQnSyqeJ+r0Wjl+Hs4VwoP5I2M4dTO85xasc5ytUMonbr6sVzMcVFwfgYFBRktnn8+PFMmDDhgW85d+4czZo1Izs7G0dHR9auXUv16o/+WZeuO6ZS4LnhzxB1PZp1szeb/oP2fPfRkxAo5VRsFO/u2oRWr+P5S3Ycnr3H9AcvW6lAZ0CSC8b963XGYHFy+1kObzpBq+ebKlX0UuXM7gumxCKZqVnUalX9gZV3MI4R/rvucvGRidy+HEXlRhW4cdb8GAa9geSYlMdZ9BIhWt6fbLXqhfDxRx35/OVvTdsadq6Ls4dlJ2NKiklmwvNfEX7xDi2fb8LJh2TKT0tMBwryU8RGxLNq+gaGzRhUYmUtzW7ciiP9niSHwa2qce6PE1hly+TmPR9WaWUkPaax8bnaXKBwD1FZL3N2z0UqPROCzt3Y+iHn97KXja1M2kxtqau8i5b3J5e7lxPf/f4uvfwKxre7+7rSqHNd5Qr1CPR6PdMHz+WvtUep2aoaSTHJ6HKNGaCkiBik63cgOweJexqIZcjO0rLwf78w5+jUUtfApYTcnFxTxR2MCeasNVZoMx8wRZwMKpVEzM3Yhx7v2JZT1G7z8ApjSlzqQ1+zVErGx4iICJydnU3b/67VvUqVKpw+fZqUlBRWr15N//792bt37yNX4MWY92LQa0R3PAOMWRxbvdCE54Y/o3CJ/tn4gzu5k55C0u0Edk3+k8zUTGRA27gSuZX8//a9k/vMICIssmQKWso17lofdd54X68gD1755Dkadan30P1tbB/eo8HR1Z6Q6oEM+aofT7/SEu9gT6o3q4yNnTU2djYMmd7/sZe/2BkUXIQS0fSZetRpacwXEljFn9E/D1e4RP9s9fSNXD56jYyUTLYu3k1cZOIjvU82yKybtZntP+0t5hI+GSpX9MXTwzgVq5VaTdfuDXntfz2xi83CNk6HTZIOdXwG6HXIgJ1KMpsL+V45VXyo164mz1WqQd8JvXF+viqh7ari5u2CpJLoM/o53HxcS+7iHhcRH59oLh5OvDyyG2CclWbi+lEW37Px6J+n2P7TXjLTsjj650munbppmrZMSs1Ayqu4FyLD1RM3+HrQ9yVZ3FLL2saaxs8U3C+26dWM//08HDsn2wfuLz0kb1K++u1qEVjJjzErPiCkRiDB1QIJqmq836/foTZNutb/2/dbJAXjo7Ozs9nyd5V3GxsbKlasSIMGDZgyZQp16tRh5syZj3yZouW9GPiEePHLjTlkpGZa/PQeBoOBuIgENGo1kiQhSQV/7LKLPfogD6TkDKzDIsFgzJJ6f14mXa6eJeN+Y+xvI0q49KVPlYYVWHjhW26cvU2dp6pj72SHZ4A7PiFeqK1URF2PMe377LDO2GisWZ03J3Hr3s04tuUUWWnZgLH7na29hl+mb+Ts3otUa1qZj5e+Y0qaWBrH2oqW9yefjcaar3aMJzUhDSd3R4ufIi4+KtF4E3RP4JOQkCX5kbvnLR67nA792hRTCZ8cjg4afpw1gDPnI6gQ6kWAnxsXPJzwj47D2s6by3Z24GqPQZKoJkm8+lILJm06ggT4VfBBUyeI67svkuvvQnaDEOwD3Dm84TinPlxJgJczo38Zjl95H3S5OouvED2MaHl/8g2e3JeXPu6Jxt7G4r+naUnp5OT1fvm3tv+0l48WD3tMJXqyTfj9I05sO4urtzNVG1fi5M5z+JbzRq/TE3E5yjQO3sbWmul7P+PjdhPJSs/Gxs6Gp15sxralBQ+SHd0cCb90h5VfrSdXq+Od7wbTqFNdcnNyLf579zClNT4aDAa0Wu0/75hHVN6LidpKjb2THVNencnRzado9XwT3pv3pkVVqHK0uXz09AQuHrqCYx1f6o1tgsETOkyuyOEF+7B2cyDMYEB2sSe7Yx2sz91GlZWLKrFwV25nT8t+SGFJAir6EVDROM5o86KdbF64s+DFvC71AJ0HtiW0VjDXz97i8pGr2DvZUb1pZU7tOo8sy6QlpfNKubeJux0PwP41hzm79wLOns58vGQYVRtXKuErewzEmPcyQZIkXDydWfnVen77ch0h1YMYt/pDXL1clC6amR9GLmX1N5uwtrWmzlM1SI5LpUnXBhzacAwZuH3pziN9d2wdHtwyIhTm4mxH6+bGrMoRYZGmHDL6TC00Kxj73qpnI57q1ZRz895g/V+XsAvxpk6tIM44WYMkoZJlhr8yh6QdJ5ENMtE3Y3inyWg0djYM/KIPHfs/pdQl/jdizHuZ4OjqwLGtp/n2zXnY2Foz+tf3qZI325Gl2LvyIJP7zsSgN9CgQx3iIxOo1aoa4ZfuEB+ZSEJkIjnZ/1yxV6lFl/lHZW1jTdNuDQDj0KEvXvqG9KQMkDBLYFejeRWqNqrE+z+8yffvLcbOyY7qzaqybeleJJWEbJCZPXwROdm5ZKcbG4TG9ZiGo6sDbfu04O1vBpTOoQylID6OHj2aLl26EBwcTFpaGsuWLWPPnj1s3br1kY8hKu/FaN/qw+xadgCAzYt20aJnY5p0baBwqQqc3XvBNH4m/Uw0g8Ls6TP6eegBw/73EgA795xn+6ErHFl+AH31chjUKsjUYnXmBqoUY6Z0dz83Bk96RbHrKM10uXqzCrubtwtJMSm0f7U11hor9v9+hFM7zgGw5cddtOzdDJW3G7lJaeRm55gq7vlSEtJITUxn5tsLmHviyxK+msdAVN7LjNiIeBaM+gWACwfDWPPNJgZP6atwqQpkZ2pZ/c0mAHLzbkDnn5kOwODJxnh39dQNlk36nVM7z5GRkvnA49jYWjNy8dASKPGTR5dbkNhQHZdCoJMtd9KyqVTOiyY1ggi/Hcey3cb4eP76XdztNbjdTiNLJaOWNCTuPWuaO1uWja2EaYkw/fW5tHqhiVny2VKjFNycCo/H9NfnkhiVCJLE7HcX8d2hyUoXycyScStMydIuHLzMxrRfzF5PiU9h/se/cG7/Je7e06vwXpJKYvBUy4n7pY0uV48sy6gkCZ/y3kTfiMXF05kXPuxOYnQSi0YvIzUhndTEdNbP2Yy7vxvJ0SnIyKTGmzfE6XJ0JMemsHbmnzTt1rB0JhIsBfExNjaWfv36cffuXVxcXKhduzZbt26lQ4cOj3wMUXkvRvdnULaysIzK9z8RjbwWXWifCl4uHDpzC/XdZAxBvgBI6VlI6VnGHSRIvJvEtVM3qdu2ZrGX+UmjsbfBw8+NjJRMur7Znje+fI3om7GMfPozdvyyD68gD9O+skrFvtupUCUEDAY4dQUp7b4KgwxIPHSOeEsnus2XHWortenBlSzLFhcfrWzMe0nF3I4rtI9XoAeeAe4YDA8eFCxJkKvVcXLbWao3qVws5XySpbvZ4DSuHTEnb9NC78C4GQMxqCQ+f+Fr3q3/MbZezkjtqiMbZFQZeo7N2oJ0NwkNIFcINMbJe+WPw1VJphb80qa0dgsVis7a2gokCUkqfD9pCdKTC+4/HtTCbu9sT0j1IE7vOv/QY0iSxLE/T9F7xLPFUsYnWVJMMtWaVOLCwct4B3oy/veReAd7svKrDXzadQoqlYSzp7OxRV6G8Et3jJn+H4Fa3EMW6ZxFsWjRov98TsuLBk+QFs815oUPunH4jxO06dWM+u1rK10kM/fPAV6+TojZ+t0bMbzd4CN0OXpQqyAjG+w1WJ25gZQ/NUXelzb2vhZg4Z9dO3WTrwbMMeURiLoWzfkDl7l1PoL4O8Y5sOMiElBbq9Hn6sHRDuzyEmBIEtaBnkg3osjV6syOq1KrePvbASV8NY+JaHkvMzz83Phw4VBWfrWe0FpB9Pqwu9JFMqNSqbB10JCdoUWSJEJrmcdHvU7Pu80+IfrGw7P5yrKxS6iIj0WXo9Mx6Kc1ZEi5WPnbkRgHB9cdo0LdcpzO642UHZ+K274wMu3tIMgH7iaZ3q9KSMYu0IvM8MItfgMmvmQ2pWGpUgpaloTHY/Sy95j97iJsbG14/4chShenkPK1gzm18xyybEyge78ZQ+azbemevz2GQW8gJrzwg1Hhn305YDandxuHUWakZXFw/XGef/8ZVubN224wyGTlN7RBoYq7k7sDaYkZhY7bpGv9v81Cb9HKSHwUlfdipFKpeGt6f96ygKzfUdejWfnVBvzLZ9Ht7R7YO5UjtGYwb37Vj00/bKN6s8rUbl2d91t9Sk52Lu98N5i4iARjxR2Q9Aas/7qA7GIP980pWbFeKC2ea6zEZZVq8XkZq/OHKR3adIJDG0/gG+pttp8+v+toeiYkpYKrE0gSY+e9yd4ftpiGZty7f+TVu9RsUbXYr+FxEy3vZUvngW3pPLCt0sUgMy2L5ZN/Jz4ygfb92lC/XW1UKhXjVn3I/I9+xsXLmf6fvcTnL03n5rkIXvq4Bw071f3bins+R1cHnnvP8mccsTRZuTrStDmoMnPxWnyecL3MV2tP49/snh4MMuREJaEmCVkvg6MdcnoWEtBjYFtqNq3IFy99W+jYN87eLrkLecxKQ8uS8HhUb1qZ749NU7oYyLLMsoOnOXvtDi08vXmmYwOsrK0Y/v0bfD3oezJSMnn72wH8OGYZ+9YcpmnXBrz51Wuc2nXO/Dh5/39vnxe1lYoBn/cpsWt5ksSGx5uGLSTeTeLHMctY//1mcrILpo574DRyQGjtEL7dN5Gebv0LVT7DL94pnePdKTvxUVTey4j/dfqCtq+fpetr4RhSv0FnNRMru570/rA7vfNavD5oPZZLh64iIzP5lRl0HtAWlZXK9LROJcvIiemo1CrcfFzw8Hdj+Jw3qNSgvMVnjLZE9TvUps5T1Tmz56JxQ14AiH7IvJySQUY6cw3ZyZ4GnepQsZwH7u91Ze+qg+hzzR+o7F11iE4DlK8UFZloeRcUMPeDxWz5cTcAO37ZT493OvPOrME06lyPRp2NU/MsGbuCA2uOYDDITH99Lu/OHoyTmyNpSca53fOTAIFxGkgraysGT36FFs81xspa/NQWlYudLa+3aMjS1XtQ5cU3Gbhz8uYD57iVbt41jsJQq3BydeDFEc9g0IOHvxsJUUlm+x7540Sxl7/YlJGWJcFyrDtxkS8XbMJz+XlO5hrYVLccsw9NJqCiH9/u+xyA49vOsHzKWgDWXNmEs7sjjq4OJETHYdBJSCqwtjOQm67Gw88NJOj2Vide+KBr6e0Fo7CBX/Rhct+Z6HIKel8mRCb9zTuMVGqJEQuGkJ6UQdNuDTi80TweRt+MJfLaXVNi5VKljMRHUeMqAwwGA2H+Ej1evWPcIEFuxuJC++Xm6JCNA1BJiExk6YSVZt1sZFPiH5mub3RgztFpVGlUUVTc/yUbjTVf7ZzA/HPTcXR1eOT3SWmZnFx9iL4hb/PhU+P4cNFQytUMKnhdkrCytpxZDYpEVnARyqwrJ26Yra+fswW9Tm+2LTdHZxonLRtkZg1daKq452/L51/Rl5+uzabNi81Fxf0/GNmhFfunf0jV/NZ2azWy84OTzOW3E0l6A2kJafQJeZu+lYfTfWgnWr3Q1Gzf0poTBBDxUShx18Nj8FxxwfQQ7eZp4ww497q3AgmweOwKbp67jSFXAlmizZRY2kwxDh9KiU9lxZ35vPrpC6Li/h+0eqEp65KW0Htk0fIFGPQy77cay6v/b+++o6Oo2gAO/2Zbeu8JIaH33jtIFxFQUVGQoigIKlIUlE8QaYoCFhBRigUUEJDee0d6C70kIb3XTbbM98eGDUtCkySbkPucs+dkZ2dn7qa8mXfuve8t9y5KlZI+n/TK09NuNDza3Phip5TExxL8H6z4u3ryBjMHz+Ov6avR6/QPf0MhSUtMR+pSnqvJHhiMEjKgUOWdz9JnbC9cvZxx9XG1qPJ7tzu9S16BHnzW40verj2KfauOFPIneHpJkkS5GmX59er31GhRBcC8Trvljvm/PztTx1dD5nP9Vu6cWntnO96a3rcwmlvo7gx5ssZDKFqJ0UnMHbGIeSMXkxyXYrV2ZGuzcXKzvHnmXdbTVFDvLs8Obk9ARV8cXOxx83HJ/2CSKUYGVw9k7ohFDKz2Ab9/vsJiCR/h8bg62jN77yS6zOhHZrd6aLzyLkt6b3iUNWrkRjWQm9Vi4d8n2PPvZfM1lkKlYNSCklv9X8TH0kGXrWPJlJXMHDyP62duWa0dsizjejEeRfZdKz+olPhXsKyZVL9Tbeq1r4Wtgy0Ble7usTVVJc1OU+Lgq0ehVBBYLYCNv+zgzRofMvX12WSma4vmwzyFbOxsePurfnwwdzAaOzXK+3Xc3BMkDTk/zwOrj7Lim3UW/6NeGNGNwCoBhdXkQlVa4qNI3guJNiOL0c9MZMviXSz4dCl/f7POKu0IvxJJzy6fkJCtY9iO51kQ0pCVN7qgcZlgsV/k9Wim9/2OxOhkMlMzqd68Sp5jeZf1pHqzynz40ztcPXmDIxtPcONcKFP7zLYoiiE8Pmd3J2bvm8z8M1+bh+neUbdtDfp83AulWoFKo8LO6Z471RnZSKmZ5pt/6ckZzBu5+L4VsIszkbyXHlP6zGbNnM2s/n4T09/43iptyNZm83ad0blTVwC1rZqpGz612E+v0/O/578k7FIE6ckZ+a6s4ejmQOUGFXh5dA+qNqnI6u82En4pgt8+X86ZvRfy7C88OqVSyahRz7P6u7d4uYdlfZWASn4MmPwqjq4OSAoJFy8n8HEHG41pBxdHJFcPkCRwtCOrfQO+X32ChMS8hZpKAhEfS4e/pv3Dr58tY8viXYx+ZiLZWQ9fL70wfPnOPH48dprot+ujLecKwPtz38IzwMNiv+/f/YWTO86iTddSvnaQRbLoVTsb+1bOnAl/keajOjPy56HMemceoSHh7F52kFWzNxThJ3o6PTekE8sjf+bD+e8gKXO/+Q4u9rw6tidlKvkD4OzpmOe9+nuKHm/4aRvn9ocUboMLSWmJj2I8XyFJS0wzr/urUCryXYatIOh1ev744m/CLkXw/LudqdOmhvm1hKwMFi5aS1j3IGSNgsR0Fb9sqo/v3NMk9FvMhz+9Yx4qc2bvBbQZWRjdnciwUfNMv9a8PPp5XH1c8CrjweBaI4kJjSMmNI5src5URC3nTp3RYCi5Q2ysLC0pnV8/W0ZKQipBNQJZ9OmfAFRvVpn6HWvToW9rXL2cedH7zZx57cY8w9Mgz01V/t18ipvnwkz/REsSGTHnvZSIuBpljhu3L0cW2nm2LN7F4fXHadSlHs++1d68PTtLx+rvN3H7yl3nlkxrun/Z/3u+3jkReyfTEO2Y0DjCLt427SKZeqNm7JhAVmY2tdtUY0TL/3H99C0uH7tG5I1oKjeoYNGGe1eEEB6N0Whk+Yy1XD52ldqta/DLuCVkZWThFejBM31a0qhLPWq2qspbNUeSlmRKxpNjU8FLiXkZD0CyswVnB+QMUw9fdEwKew9cpudz9e577mLLGjFSxMciF3E9CkkyDV9OTUgjIyUDjZdLgZ/n3IGL/PP9Rvwr+NL3s95obNSAKcadOXmLNecuo20RCAqJhJeq43EokV+2XKBa+zqUK+dlPs7BNf+avw45fJn5p74m7FIEddrVYPHs1azrsgG9yymO9igPczaYf6ckSUJnpRsTT4N9q46wc+k+KtUvz5bFu4i4GoWtgw0d32hDzZZVaf1SM75+80fCL0cAkBKX9pAjmv43rv1xCzVbVivs5he8UhIfRfJeSDwDPOjUvy1bf92NrYMNz7/b+YmOFxMai62DLc4elkMGV87awNIpK0GSOLzuGMsifjYVCdGm03XzfNKlaJA8zfurYjNQZBnZ9MsO+oztZV4urlaraijK+6GvYBoqs+FUOD/N7YgkSfwy9g8yUnJ71q8cv46kkJAkCWcPRwZO7oODy6PP2RZyzRv1K9tyllJR3DVMN+TIFWbt+wKFQsFXA37IrTh/jzsxQ8K0LrU+24CkkFDbqPAMcC/cxhcWcaFYKvT930vMHjofKefrJ5Ecl0JWZjbegZ4W288duMjXg+aCBPtXHSGgoi912tZAlmXGdZnMmT339Ijn/O5dOX6dA6uP0vGNNoBp1JF3kCcxt+KQZTi84QTDvhuEq5cLRzYc5/rp3GGtqfFpHN92GgA7J1ueea0V9TvUeqLPV1pt/XUPC8YtQZIk9q06Yr7ZHBsWT7PnG1GjeRU2LdhB+KUIyzfGJiFdC0f2cEHSqAEFZOswVvRHUoMRmcCSGh+hWMfIadOmsWrVKi5evIidnR3Nmzfnyy+/pEqVvKP5hPvrMawLB1YfJTNNy7ODO+D6BIl7ZpaO2KQ0yni5olDk3urPSM1kXOfJZGmzQTYNwX59/IsA/LZgL38s2od8b80OZ3tSUjJZufoYo0d2NW9u2LmOeeWbuNsJpCSk0fqlZqQmprF+6nokGVSJWjx+C+FAzu+vjb2GKo0q8sIH3f7zZyvNQi/eZlLvr5Ew/X+7Q5uRhXdZL57p04pbF8LY8cfeRzqe2kZlmjKrUBBYuWQOmweKdXwsKCJ5fwhZltFl6813Ix/HmEXDGDj5VRzdHLG1t/nPbfhl7B8s+2oNSrWSiSvH0PS5BubXYsPikBQKjAYj2VodqYlpOLo6cDwunPisDKjthOZ8CmqFK85GFepNN00FzTQqHN0cSMnKYsvR03hnq6jevTGnLph6l65cj0WbpcPOVpNvMTXZKCMj88ORaXnWixceXWyYKRmQZRk5p0CWpJCoVN9UwT87S8etC+EW72n3WivCL90mW5vNrfPhOe+BFVG/8FX/ORxadwwJiZvnw6jdumSt1WmtIUhiWOh/l63NRmOreez3PTu4Ay1faAKSadrIf7Vv1RGmvDoTg95Iv89688bEl82vxYXHm77I+fnGhJlqQ6TEp1ok7mobNXaONqTEp5EzRROPAHcMegP7Vx8hI0XLM31a8tf0fwDQpmm5cuIGjTrXxSG/YpM553vv+7fMNwCExxcXHm9RxV+WZSSFhK2DDQGVfDEYjITdM2qjec9GxITGYWtvw7nL0eDoCAlJTFk5inNOafwQvx2jwshF1wgaUMJGJmGdGPk459uzZw/Dhg2jUaNG6PV6PvnkEzp16sSFCxdwcCh9N/mzs3SoNarHXnqrauNKLIv8mfSk9DxD1B/HzagE3pz2F8npWhpVK8v3I15AlVOwMSMlA21GFmAaIRoblls7Z8cW0zJvDtkO6KO1qMs4obidjTpbQkbGK6f2xOnTN7l66hYtejU2J++SQuLEtjPUaVMDlUaFSq0yFfyUQWGQTbUnlArav9aKD+cP+c+frbRLjEoCOTdXVaqUGI1GZKNM1cYVkWWZ0IuWNzYr1C2HxkaFjb2GU7vOm7f3GdeLOp3rMWns32izDdzKlDEajSWuIHVxj48FRSTvDxB5PZox7T8n+lYsvT54lndnDXzsYzxJ0AXY+ttuln21BjCt373q2/UWyXuP4V3Yt/IwCVFJPDu4A77BpjXCa7r5YqdUk2nQYahpy/IOfajm5MUfOh8un7xBr/e7YrRX0XbRPBLRIWUaaH05EzANE61dswyHVh8lPiIRv4q+Fm1SaVTos/U06lI3z5rkwuN57dMXCTl8BW1GFoMm98HZ05mU+FQq1ivHT6N/458fNmG8p+p1z2Gdqd6sCjMH/0hYyG2Msoxao2bjzzs4svEEANlaHX9NX13ikncxbL7kyNZmM777dE7uOEvNllWZuunTx64cfO9IoscVci6cWV9txBDgC+FR/PXlPxbJe9PuDanWtDIhhy9TuWEFWvYyzZd2cnekbLUAQkNMNyuHzuxP96Gd2fbbHnYtO0CDjrWp90xNRrb5jHP7L+a01RGlSoFBb8TF0xmj3sBf01dT95ma5u1g6m3PTNXiXdaTxs+WwGHZxUiXN59h66+7ibweTYtejek8sB1XT9ygWpNKbPv7CH9uPk9yciYE+6O4abpIrd60Mp+v+oitv+7m3MA5EJMIwN6/D3PqDQmjwogMfHdxG6+Xa2bFT/cfFfNhoZs3b7Z4vnjxYry9vTl+/DitW7cu4IYVb7+MW8Lyr/7Bw9+dr7Z/9thFwOwcbJ+oGnt8ZCKf95mFPjQWRYNA/g0J5UpYLNWCTR0ungEe9BjehTU/bMbZ3ZFeHzxrfm/9RuXYsOYkCoWKXuWq8unnL3DufDjLlh3Gy8ORPq805dc/9rNw6UEA1GExuHk7kxSTgiRJlG1VmYU7/qVKgBe+5bzNo2PsnO3ITMlEpVbSeWAJXM62GKnRogqNutbj300nKVPFnw9+HMzZvSEE1yxLTGgcg2uP4tb5MIv3uHo7M33zeMIvRzCo2ghzobpzBy6RZudAds7/sX3bL3DzzRjKV/LNc95irZjHx4IikvcHWP3dRmJzem5Wf7uRFz7oZk6OC1Poxdssmfw3Br2BPcsPWbx2782AwCoBLA2dhzZdazF03d/BhbWd3mRP1DUaegZSy90Pvd7AuYRsTifouTx7By+7QyKmuUayrYLz2ngmTnoLQ5pMxqkbTHv9WyRJwt3P1eKcQ77uT81WVQmuGfjYd5MFS3Xa1GBl3EL02XrsHE03TrYs3sW4LpPv+x53PzcA3p7xBsiwedEusrU6fv74j9xK9bKMT5DXfY9RXIme95Lj8PrjnNxh6p05t/8i+1cdoWO/wu9lTktKZ/H//iIpPoVjUVlkoARv0xBoT6Xl3HJbexu+PTCZtKR0U0GznHilUCiYtfcLdi87iHdZT5p0qw9A+OUI/t10khPbz+Du62ZO3AFS4tPo+d6zlK0WgKuXE/97/ktARm2jNifuCqWC1i82pcfwrgRWDXiiEVcCePq7s/jyd2SkZJpHgPkGeTGs8ViygvxNhekkCcr6IN+OQdLpcfVxBaBDv9bE3U5g6dSVZGVks2XhTjJ8yyI1dUACfG0Lfv5wUbBmz1JKiuWqEDY2NtjYPPh3PDk5GQB39xI8TeE/SIhKZNmX/+R8ncTKmesZ8dM7hX5eo9HI8q/WcOnYNaJvxnL71A3URhlVZBK65uXxdrMsWDb8uzcZ+MWr2DrYWqyw8d7IrtSoHYjBYOSZjqYCnSnXIvn3y78x6Ay4JCSz7mqseX+djzv+ZT0Z2KshnhV9Gbl9L6kZWchAOffc3xFXTydm7ZmEh7/bE00FEEClVjFl/TjSkzOwd7ZDoVBQpVFFBtccSfSt2Hzf4+hqD0CZyv6MX/YhP478lbjweM7uvcC5kCikQD8kCZRKBa5uJW+kjOh5F3D1djEN18v5Rc53Ca9CMK7rFGLu84d3ZPMpsrQ6bGxzh/ErVcp855yXd/agvHNusn/5YiSnT5rmZqamZBJ1MhqVDPqccTcqvY5JR1aj+SkS+2wj5BRmio9IpH7HWpzYdpY6bavTeVA7cVFagNQaNWpN7s/zwOqjD9xfqVIQF5GAp787DbvUZdPCnebXdFl6mvdohG+wN298/vIDjlJMiZ73EsMtJ0m6w8HFvkjO++PIxWxdvBskCalhDe6svY5aRfSNKC4fu0blhrkF4yRJwsktb4VdZw8ni1okRqORv3Iutg16A+vmbcGzjDtx4QnmfdbN24JBZ0ChVJh7LLK1Otq92oI9Kw7hVcaDV8e9QBmLpZKEJ6FQKCymbh3bctpUADD7riJXBoPpAbh4OhFxLQq/8j50H9qJReP/NO9m+104deq1x72CB4Mrti2qj1CwrNizFBgYaLF5woQJTJw48b5vMxqNjBgxghYtWlCzZt4VGp5mtg62aOw06LQ6jEYjds52RXLebb/tYcEnS3M3SKaZQFKWAZtdV9i1YCcvjexu8Z78rh+VKgUdu9S22Pb3N+vM9Xf+nL6a5hP7sGOv6QanlJjKeZ3MuTk70NnIpDQ39e4rJInKLzXi4pkIQGLorIFUqBNcYJ+3tJMkySI+3jgbet/EHcCvgi/hlyPwCfai2fMN+fbdn82vybEJBNUOIrhhJbr0qI+755ONjLMK0fMuvDSqO2mJaRxaf5zwSxEMrDqCqRvGFXoFxrvnHd2Zf3lHckwykyauZMr0Vx/7uN4+zqjUSowGI0ajTM0gf1bWqUnf+T+hjEsnbbAXdvsTsL2SgJHca+LGz9Zn8rqxGI1GlMr7rCEpFJjabapzaN0xwPQzCKoRyM1zpqFPfuV9eK3sUAAq1ivH1ZM38ry/z7heVG1cqegaXIBEz3vJUatVNd6fO5jNC3Zw7cwtPn9hBkNnD6Tn8K4Pf/MTCDl82fSFLCOHm3oK0BsgIgajwci4rpP54+aPjz3cVKFQ4F/Bh4hr0ciyTHCNQP63fBRD648hPsI09PrOhavRYEShNNUa8Qr04L05b/Hx7++hUCjEaKRCVrttDVBISKFRyColgQ0qELH5OLJRxsHFngk9v8JoMOJZxp2kmGSL9yrSjDxzy4+XXux+n6MXf9bsWQoLC8PZ2dm8/WG97sOGDePcuXPs37+/MJtXLNk72TFl/Tj+mLKSy0ev8vc360iITGTs7+8Xaoy4fOyaxXNFTk2kO+Z/9Dv12tf6Twl0YLUAzh24iCRJBFT0Zdzo50iKSubUvhAkI8iuThhtFCgUEqp0PXoHFSqlgv4vtqL6By+a2yMUnqDqZbB3siMj1VRk2sPfjfTkTLTpWiSFxLoft/DXtNXY2Guwd7YnJS7V4v1+Dko+ndbbGk0vEKLnXUBjo2bQ1NdYOWs9YCpS9Nf0f5i8vnCS98y0TE5sP4tngEduAn/vL4W/JydOhP6n43t6OTPj29fZvuUslav60bptVc7sDaHanlQut1FiczwVp6Ux5mXHen35Kvo4HT4V/dBmZmMnetuLRFCN3N4NWYYOfVtTrlYQSTHJzPlgofm1uxP3O4lE+9dbWfQ6ljjGnIc1zis8tu5DOrH1190Y9QZkGRZ+srTQknej0ciJ7WfxCfIi7E4Rnsg45Kh47q7akxKfxu0rkVSsW+6xzzF9y//4e+Y6nN2d6D3meUJDwqlQJ8icvN+terPKVG9aGUmhID05I9/efaHgBdUqi7ZNDRSJacjervjWDuDTMc9y5fh1Ni/aZb65c/eIiTuCawXSqX/bIm5xAbNGjMw5n7Ozs0Xy/iDDhw9n/fr17N27lzJlyhRi44qvuu1qcmzLKc7mFMfcuXQ/r47tRbmaZQvlfJePX8PGwfI67d5lfGWjzNm9If8peR/yTX/cfVxJS0qn96juxIXHUdPLgTNpWrC3xaBWgEKBJMsEXM+mz/BWxF+OQxGXhaKsSNqLgoOzPR4BbmRcNCXvmWlaFobM5t9NJ7kVEs6q2RsAyMrIJisj2+K9Tu4OvD7+yVZ+sTorxseiVOqT90vHrhF1I4bGz9az6KkJvXibL17+hpS4VOyd7clIMa3Z7l3W836HeiJ6nZ73mn3KrfNhSAoJjZ2G7MzcPyxZpQRXR+RyAbRq/d+XXKlZpyw165j+cXzxyjfsXXEYgIAzRrJjFUhKCRko3746ceFaDu0KAc5z6fxtPpv12pN8ROERBVbxN42QMMoYDUbK1wmmUee6APw6cZnFsn2SQkIC2vVpycj57/ynqt/Fieh5L16ibsZw4dBlarWqhleZ3Ck4GamZTH51FhePXMHV2wUkCYVCwrNM4c1r/fbdn9k4fztgKh6XEp8GSiXYqCFn/W4A/wo+lK3635a58QnyYti3gwD454dNzHl/Yb77OXs6Ub9DbX6buByFQmLb73v448Yci+kvQuHQqFX4VPYjJi4Vo1GmfJAXleqXp1L98pzcdS53ZEYOhVKBZ4A7C0Nmo7HVlPiREcW9Z0mWZd577z1Wr17N7t27KVfu8W+ilRTpyekc23KaMlX8LZJhWZb56ZfdbNxyBk97DQYZFArJNI/Y69Fufjyubb/v4av+PwCm+HRvj+odGjsN9TvWzve1h7FzsKX/568AcOHwZUa2/gzDnVVyAEWwL8ZKZVArFfR/vRULP14DEmxeeIC560YQVFGsTFQUqjSqSPjlSCRJolytsniV8eDZwR3Yu/KwOXm/Q6GQkBQSv5ybhX9F3xI/MqK4x8eCUiqT9+PbTvPTqN/Q6XSEXzItM2PnaMtnK0fRsGNdABaMXULohXCMRhmNrZq2r7bA1cuZbu90QpetK/CLtNtXo8xVISVJov3rrdi8cAfynTs6egNSfDIda/oweuyjDfnTGXXEZiXiY+uBUrIc7m4wGMyJO4BdGZksnYKkHtVxqV+GTq2a8s9HGzEoFRg1Ss6fDb/38EIh8Q325utdn7Nv5WFqtKhqTtwBpqz/hE+enUJ6SiavftyT2NA47JzseO3TF0p84g6IOe/FQOT1aL4eNJeEqERuX41CNpqW5xo09TVeGdMDSZLYMH87x7acQjbKpOas52tjr+G5oZ3ISM3E3qng53fu/uuA+WtXbxfsyvkTa1RjPGtK1iQJytUO4ptdnz/S34Isy0Rej8bNx8VcLPJu6+dtzfd9PkFetOjZmIhrUUgSGI0yCZGJJMemPPHqIsLDKRQSP0x6ldWbT+Hh5sALXeqaXxu1YCgRVyMJDblNqxeb4hngTkpcKi+N6o6N3VMycqyYz+kcNmwYS5cuZc2aNTg5OREVFQWAi4sLdnZFM++7MGkzspj19jwu/XuVhKgkMlNNNw5bv9yMMQuHYWtvQ8ilSJb9bapdk5qqpdngTtglJNP+tZZIisK5eXT3Ot8pcak883pLdi6xnK6gsdUw//TXBFR8tJoccbfjUWlU+RaW27PsoEXiLgNkZOPn6kBwOS+UMshKI+qG2chaieuXIkXyXkQ++PFtylYtQ1ZmFr3ez11BoPWLTek0oC17VxwiuGZZ2r7Sgmunb9Dh9daUqexvxRYXoGIeHwtKqUveZVnmi5dnkpGSgXzXNzwzTcsnXaey4PwsAqsEoLJRmgoiSTIqjYrRi95lQo+veLP6CDz83Zi9f3KBVp73K+eNV6AHsWHxGA1GGnSozaZfdphflzDNFfLKWa7oYZJ1qXx0egYxWfEE2fszrfYo7JS5IwuUSiXedeyJOZ0OSLg3NxBeNpjU8s5kXI1m8oGl9G5Zj9BD10CSiFcpiYtPxfMJl3YSHk2N5lWo0TzvCIvgGoEsvTXPCi0qGpIsI8lFHwmtcc7ias6IRZw7cNFiuKVslFkwdgluPi507t8OtUbF3QG034TeHFh9lA+afYraRs3n/3xkcdOpINTvUNt8gdqwc13ORmUSezkajDntlCTsHGwtivfcj9Fo5H/Pf8nRjSdwcLVn9r7JBNewLMbl7u/GrQt5b1pG34pl1bcb6D60k8X/kOtnQkXyXkR8vZwZ2i/vsmO2djbMOfqlFVpUdKwRIx/nfD/++CMAbdu2tdi+aNEiBgwYUICtso61czaz688D5oKVd+xdfgg7B1tGL3gXtcqys6Tpcw3wVchMfGEGuiwdAyf34bVPXijQdtV7phYH1/wLQIW6wTkjorBILIwGwyOvQvPX9NUs+GQpCqWCsb+/T7tXW1i8XrZ6biIuA7JSAVXKEh2dQkxsKiqlEtcRWqhlGil42+MqUPcJPqHwqGztbegzrle+r41ZOIwxC4cVcYuKTnGPjwWlZI+PeEwp8aks/mwZWRlZ5Pe9lo0yE3p9RWa6lndmvEGddjUoVyuIz1aM4uqJm/y7+RRgWvZj6+LdBdo2ja2GOUen88pHPXjt0xdo2LkONVpUtdjHaDCy6699JN5ThCc/h+NPEZNlWubuVkYEp5MuWrx+8egVtPp0Ko7JpsZXWtxraqjWqAaayHT85pzCc/llDn+73lQICtDpDYRciiqgTysI9yFb8VHKGfQGVn+3kZtnQ/PMk7zjh+ELCbt0m2cHt6dj/7aUqeLP0JkDCKpeht+/WAGALltnXiKpII1b8gGDv+rL8+925vlhnWncsrLpBXdTr5BslLly6joXDl166LFCQ25zdOMJADJTtWxesMPi9bSk9Dw1JWq2tIzH63/aZvH6ie1n/tPnEoTHUszjoyzL+T6ehsT9wD9HOfDPUeT7fEO2Lt7FwTX/UqmiD0PeaktgGXee7VKbrp1q8deXq9HnrJDw++fL8yT/T6rH8C58+teHdHnzGYZ88wYNOtTJ83PT6w1sXrjrkY735/TVgOm6c/mMNXle7/LCX1RvlAaYRj1VaFjB9IVkOu2BQ1fIyswdAXU+82KeYwhCgSvm8bGglKrkfVLvb/hr2ir0ORWDARzvWccw7GIEh9Yew7usF19t/YyfTn1Ng4518AxwR6lWolBIyEYZvwoFP/wn5PAVln21hqVTVvFBi/F8sfZj+txzdzbqeixD6o0h7nb8A48VYJezTAcSEhJ+tpZ3W0/uOEfKBYkbP2q4/r2Gl8p/yjcf9KFCjAGMpt/EzMR01DlzSZ0cbaleVSx/JBSuO/OVrPEo7ZZOWcXcDxcRE5q7zIyTh2URNm26ltXfbUJjq2HMwmEsCvmWF0Z0Q5IkfMp6olCaqq0HVPIt8PbFRyTw++crWDt3C0PqjqFT5xp8MuVFlEmmm5mypytZtaowesxyTh66/MBjefi7YWtvYy70GHjPHPkbZ0NJjTddmCLBKx/35OtdE2n8bP3cneTc5fFkWTavFS8IhUnER+s4seMsE1+YYaqpkPP9sL2nOJwswy/jlgDwSu8m/LZgMGM+7IparSSgoq+pNohSgU857wKvvWA0GPlj0go2L9jJmPaT0GXpmLV3EgF3L1spw7dD5/P3zHUPPV5gFX9TPFdIBFW3LDgoy0Yk3WFm/nONhftDWHVNzfxDUxn2XsfcZYoAVUju6NQmHiI+CoWvJMTHadOm0ahRI5ycnPD29qZnz55cuvTwToe7lark/cbZWxiNlt/ltMT0PPt5+Lvl2eZVxoNpmz6lfb/WDPt2EB365h2y96QOrz+OImc+1K0L4aQmpNHuleZ59kuITOSdumPIyswyb/vnh00Mqv4BX7zyDVmZWdR0qczoKm/Swac5n1R9B8M1PUmxuT32DTvXQalSYkiTsDe4ULl+edwd7Pn8/d7mNmCvJrquA54NPZn//Rt4uItqykIhs9ZdU3Fxyo1zt5CQLEYlmRPYu7h45T91ZuqmT+k66BleGdODId/0L/D2nd0bgjbdFPO06Vmc23+RVh1rYGOnMf34KgeBWkW2QsHH7yzkVkjukPeTO88ypP4YRrT+H7evROLk5sjXuyby7FvtGf79m9RpV4PIG9Hm/cvXCTL/H1AoJBp3qYtSqWT0wqE45cRBWZZzqsw78MW6sdR7plaBf2ZByEPER6u4eda0ys/d8VGbnoVCaZmE2znmv0Tl0FkDeXn083Qd9AxTN3xS4O2LvhVrnuajUEgc2XCCmi2r4Z9PR9NPo39j59J95udRN2P4qOMkBtcZxZGcEUmf//Mxvd7rymvjXuCNiS9z41woxpwpSpKkAE1rJAn8y2Vj69YJgB49G1CrVm6iH5YkE7mvLM/b9aGHf+EuISoIQImIj3v27GHYsGEcPnyYbdu2odPp6NSpE+npefPR+ylVyftLI59/6D4eAe7UaVMj39fqPVOLjxYNp+d7XQulYm2jLnXNNxcCKvniXdaTcrWCeHf2QNx8XSz2TYlP5UbOP5OwS7eZ8/5Cwi5GsHfFYd6uPRq9Tk8Lz/oMqdCHNQM38E7d0bweNJTzB013dyrVL8/8098w/6Avo2aeJmT7i0wa/TWjR/9N3b7taTa6K1EDa2Nw1RBiSOZKYt5ldwShoImed+vp9nbHfOtpqDS58zclCYsCOHcLqOjHiJ/e4c1pr+dbAO5J1WxZFY2tqVCoxlZNzZZVUSgUTPh7dE7Pee4P0ag38O+mk4ApyZ7U+xuunbrJ+f0XebvOKGLC4qjSqCIf/Pg2WRlZDKzyAW9UGM4/P2wCTMvtzDs5g57Du6BQKPio4yQ+7jyJV/wG4+zpxAsfdjOfKz0l07wUlCAUNhEfraPli01w83HJs115z/z2Vz7qke/77Z3seGt6X0b89A7+FQp+ZJJ3WU9zom40yjTsXAeA9354i1qtqqFUW7Zz79+HzF//+OFiTu48y82zoYx/bhrHt53Gw8+NITMHUKddDd6s8SFv1x7F1Ne+Nb9HcpvDzeSv6P3eO3TtFcm4MX/Ss+kkwk+G8forTckqb0emu4rkWw5s3BZV4ld5EEqGkhAfN2/ezIABA6hRowZ16tRh8eLFhIaGcvz48Uc+RqlK3vuM68X0LeNp+UIT8zaFSkHF5lVMFTW9XZi4cjSyLLNjyT5+/HAxl/69WmTtS79rCbDAqgGo1KZ6gr3ef5blEb/Q7e0O5tcdXR3Y/dcBVs3egDZda3GciGtRvF7uXQZUfo+D/xzl8HrTL4ReZ2Dzwp2556ikZOvvZxjXrzJjv27MvjOZGGyUnLoQTVDLqhicbcxrvvu4iEJ1QhGw1l1TcXFKg451mH/mG7q/2xmVJreWaZVGlbCx02Bjr2Hkz0Nxdnfi3IGLzB2xyOICsLBlpGaa54k6eziZL6Trd6jNoguz+XT880iZWZCYinTjNhHXo1n82V8kxSZbLLuZrdUxouV4XvYfzMZfdvD3rPXm1+5eRsfVy4UdS/ej0xlIq16GfbYaMhuUJ+JaNBISKrUSSSFhNBjxLvtoRaAE4YmJ+GgV3oGeLAz5lr7jX7JI4gPaVsDBwxGVWkm3tzvS6sWmRN2M4eePfmflrPXodfoiaV+2VmeeEqrSqMzD5f3K+zBzzyQWXphtMczfxt6Gn0b/xo2zt8hKz7L4GU9/bwHPvTGHmT9tZ+Mv281V5fcsP0hyXAoAkqRh0RIDabfSUFyP4ti3a9GGXCctPpWQI9fxDHJFoTBNo/J3L5zl8QQhDyvGx5SUFItHVlbu6OgHSU42jYp2d3/0pXatWm0+ODiYW7duWWybNm0aY8eOLZTzJcel8FmPr8jWmi7klGolOjsbrub0RifFJmPnZMfeFYeY3u87FEoF6+dv4/drP+Dum3cofUG7exjT4XXHMegNFnd1R8x7h/avt+bqyRssn7GGVd9tRJZlXv24Jy16NubAP0fN+yZEJCIpJBZ9tgwXTydSE9NNa4bXDso9oWTPnrWuGIN8wM0JvSSBPUh6A5X9vPhf93YcvRFOp5qVqOonLk6FwmetXp7i2rNU1DFy8iszuX7GNKJHqVJg0Bs5f8Cy0FDkjWjGPDMRo1Fm9XcbmbrxExp1qVco7bnbobXH0GebLiLjbidw+dh16rTNHSXVrksdKlf05ujGkxzdfJJ1P25BoVBwcuc53v66Pz8M/8W8b1x4ArIs8+2Qn6jdribJMcnImKo038vg64o+p6fMEOyNLioJeyc7Pv/nY7b9tptytYLo9k6HPO8ThMJgjRgp4qPJH5P+ZuVs080+hVKBzlnJ1QNXUKYbUUgSumwdsiwz+pmJxIbFIxtlUuJTGTi5T6G0526Xj10jJjQOAIPOwKG1xyzWnvev4MvS0HnsXnaQm+dDWTtnC5JCYuMv25myYRyndp/DoDeCBHE6I/rUTFZvPkX3Kn7IRhmFUoGbj4u5zgdAdmoW6PXIoRGmDXo9ckw8Nm41mTagI0t3n8TBRsPQbs0K/fMLAlg3PgYGWq5YM2HCBCZOnPjA9xqNRkaMGEGLFi2oWbPmI5/T6kvFTZo0icGDB5ufOzkVXg/vie1nzYk7mAKcQpeBDKYeZhku/XuVoxtPmHtUsjOzObs/hDYv5Z17XtDqtK3ByR1nAajauGKe4VgAtVpV4+b5MOJu5w5jv3E2lC/WjmXD/O1cOHyJ07vPExsWjwSoNSpm7fuCzQt2ElDJjy5vPmN+n6RwplHn+qzbk3ssgwZSO7vx9rr1NA4uwy/9X0CtzNsOQSgUMkj5Fzov9PMWV0UVI7O02ebEHTBdyN1FkiTCL0cQfSs2t+inBMe2nqZBpzooFIU7kKtWq2rcqfLs4GJPUI0yefYJqOhH9eYZ/DhyMcimIk43zt6ix7uTCazsx/Yle4m+EcvZ/SGm3zWFxJgF77Jl0S4USgW9PrCcEvDq2F78+M3a3A1GIy56I79PWoGHvxvfHZqKd6BnYX5sQbBkjRgp4iMAGxdsN39tNBhRJObMAQdkZGJC49i36gjRN01FPyUJzu2/iDYjC1t7m/wOWWCCawbi4GJPenIGMjK1WlXLs4+TmyNtXm7GwopLAZCNMhkpmTi4OPDL+dn8/fVaErTZ7ErIML+n7SvNqRbkSfStWLq93dE8IhRg0OA2vL/3Uu6vhwRym7Ks08WwZdZffP9OD5pWuavDSBAKmxXjY1hYGM7OuaNMbGwe/jc/bNgwzp07x/79+x/rlFZP3p2cnPD1Lfj5P/mJj8i/QrukVoFOT/Xmlfl60FzTXUaFZA5Ik1+eRcSU6Puum1hQXvvkBcpU8iMpNoUOfVvdd7+/cpbwuKP7kE5IksRz73Sk6XP1Wf/TNvatPIydoy0jfnqHwCoBDP6qX77Hen/eeKou3c/afZdJ1RtJcdQSq9eBQuLozXDOhEfRICgg3/cKQoGTZfJdx7EozltMFVWMDAu5/cDXvYM8WT9/G+lJGUg5q24gm4aah128zZQNnxTqvMa67Woya88kLh69SvMejXD1csl3v7VzN1skG8++ZeoVr9+hNtVbVWPTllNkONqivRZF/4kv413Wk34Teud7rJdHP0/FesEs3XKKG2lZuCekcTMqCYD4yER2LtnHq2ML9/+CIFiwRowU8RHAXDDzDglAqUQ2GLBztCUxKonJL880vy7LcGbvBd6sPoK5x77ExbPwho+7erkw99iXHFzzL1UbV6Rmy7zJO8CB1UdJS8otjBVUI5Cy1QJQKpV8MO9tDq49Rsa6Y4RKCjq2rUGjusFI9crle6wq1QOYv2I4K77byKl1R/Gu4s4Of1PPfLbewO+7TojkXShaVoyPzs7OFsn7wwwfPpz169ezd+9eypTJ2xnxIFaf8z59+nQ8PDyoV68eM2bMQK9/8PygrKysPPMKHlXtNjWQFHddXKpV4OkGdarSYXQvKtUrb774NBpl3P1yh8ov/2Yth9cfJy6i8Aq3SZJEm5eb02NYF/Q6A6u+3cDevw/lWQ80oJKfeQkPv3LepKeY5oKmJqYxpN5HLJm8kvBLEQydNZCKdS2DrizLLPx0KQOqvMePIxcjKSS6vtGGH+a9SdWKvsREpINCAqOMJIOfmOsuFCFRsC6vx4mRTxIf/Sv65lk6846g6mUY+MWrpCeZemRko0zFesHmePrv5lNs/XU3N8+HPcYne3w1W1bjpZHd8Q7yYtPWs6zZcBKtVmf5Ocr7AqYbsBpbNZ5l3MnMqQvy0aSVzFqwm/NKFV2m96XtKy3ynGPXXwd4s8aHfNbzS1ISUqnfvjZff/UG/aqX4dbdc/xlCKjsX5gfVxDyEPHRUlHFR8Bimg4qJdhokIIDsalfndl7J5mrvQOUr5ubtMaExrFy9gbO7L1Q4Ou7382/gi8vjexOzZbVOLrpJH/PXEdseHyefQBz7K79emvi4k3J/O+fr2Bir684vXAnVWOTGPx6yzw3ZK+evMHwpuN4r9knXDt9k6DyXoye3Z/Rvwwl9FooSm02dyYCB3jl//9EEApLSYiPsiwzfPhwVq9ezc6dOylXLv+bYw/+nIUZSR5i5syZ1K9fH3d3dw4ePMi4ceMYOHAgM2fOvO97Jk6cyOeff55ne3Jy8iPd8bh8/Bpn916gaouqTJywluSkDDAYMd6OwqlueVLC45Eu3kLS6bGx15Ct1YEso1Qp0esM2DnZMu/EjEKpFgpw60IYk1+ZRdil2+Zhq0O+6c+LHz5n3icxJpmlU1ey/fe95qXuXLycadenJf98txEw3QjoN6E3/T6z7FE6tvU047pMNj8f9su7eAV7E5ucwbc/7kQGMr0V6LUp9KpVhfET+hbK5xRKlpSUFFxcXB757+y/Hr/hi5NRqfNfaqcw6XVajq0cX2if77963Bj5pPExNjye/auPEFStDH9OX82pnefMr7l6u5iWm8z5j3FnTrykkFAoJPN8yQl/j6Zlryb3OcOTSU/JYPIrszi9LwStnwfGigG0aFaRKZ+9YN5Hr9OzfMZatv2+h/BLprmYtg42PNO3Fasjci/WG9QOYtYXL1scPy0pnRe9BpmGxCoVPPvmMzTuVh8bew0fd5xssW/Zqv78cn62qKIsFHp8vPsc1oiRIj6aaDOy2LlkHxp7DZEpBv6YvxsAY0wcjtp0MlMzLacbSaCQJIslinuPfp637zMS8knJssxPo39jw/xt5lECHv5u/Hrle2zscofw7liyj3W/7eF0TBqSBKrrkdRrWonEqERu5EydUtuo2Jj5Z55zvF1nFDfPhyEBwbXKMvjLftg52vD5i1+TGJOM3tUWfUd//LrILHh1Ik629nmOIZQuIj5aevfdd1m6dClr1qyhSpUq5u0uLi7Y2T3aSj0FnryPHTuWL7/88oH7hISEULVq1TzbFy5cyDvvvENaWtp95wpkZWVZVPBLSUkhMDDwP/1SHNp0ks/6/oCcqUVuXB0UCtPwh9sxKK7eBglqtqiKh58be1bk9rgM//5Negzr8ljnelSfPjeVY5tPWQT7Fj0bMXHVR+bnSbHJrJq9gT+nrc7zfhcvZ5JjU1CqlIxf/iF2TnYYHB3w9HKifHlvDq8/zv+enw6A0ccNquXc8UlJx+ie28veqZo3o2f0Ra1RF8rnFEqWokreG/WyXvL+7+qiuTgtzBhZkPExM13L804Pvsj0CfaiSdf6rP1xC2DqzWnTuxmf/vnhY53rUf315T8s/HSpacg+oGteA0dfN9b//YF5H122jo0/7+DXicvyrFMf8GYHrseYEvghfZpT1dMJJFCpVdRsWZW0xHRe8h5kGgUngUKhwGi4ZwKdBJXrl2fS2rF43DU6Syi9ivLi1BoxUsTHvGRZ5s1GnxB2OQLSMvLdR5Kg53vPsnvZARKjTRWlXb1dWBH1S777P6lzBy7yYav/5dm+MGQ2gVUCzO0+uOYov83ZytUbcUjXTTc4FQqJivXKceX4dQBavdiE59/tgmRnQzYKatUti62tmoFVP+D2lUhkWUapVmLIqX+iVCkwGIxIEvg2dWHK1rEE2lcslM8plCwiPlq63w3/RYsWMWDAgEc6Z4HPeR81atRDT16+fPl8tzdp0gS9Xs/Nmzct7kbczcbG5pGKADyKoCp+SMmpyEhwZ1G0hBSkazlzP2Vo2asJLXo15tD642RnZqNQKqjerHKBnD8/ao06T22Ydq+2NH+dkZZJn8Ah6LPzHxo2ceVoYsLi0WXpmPzyTLKrBoOX6QJz3NjnqN+8Mh0HtmXHyXAMbs6m4fGSBM4OqI9cQFPRny5vtWfYkPaiR0koejLWKY5UhOcszBhZkPHRxk6Dk4djngTYop21g3j3u4Gc2HGG8MuRyEaZ2q2rF8j586PWqCyHnUoSnTtYVmgdXHsUty9HAiArJSRD7v496wXjWjcYRbae716ZSXJsbk/8c0M68ta013n7qzf4bdJyMlO1Fol7erNy2NppaKi25bM/P8TRVQwJFazAGjFSxMc8JEnCy8OesPsk7gAOrg4MmdmfzDSteZneuu1q3Hf/J6XW5L2kr1S/PP4Vc0eKzhoyn00/mwrv3XXli2yUCajkx1vT+5KenMHf36xlTM+voVoFUEiUr+jNrB/7M3jWAL4b8SvxNrYYzl0zH9egN6K2VeMT7Mln80YTaF+20D6nINxXCYiPBdFnXuDJu5eXF15e/21ZsVOnTqFQKPD29i7gVuW6801LT87gsx5fIRtlJGS4fAvb2hXQ347hzrWeQiHx/LDOqDVq5v47nX83n6JW6+pUqp//P46C0GfSK+w+chFJq0dX0QsPDyf2rDhE9eZV8CrjweYFO/NN3GWlAkV5Py4mZND9xab8+N4CjEjmxB3g+++2kGww4GCvIcvHDUlvRCGbvidShhZjagZZJ6+yadQtKtoo6DLoGW5fjeToxpNUb1aZKo3EXVShcJWEpeKmTZvGqlWruHjxInZ2djRv3pwvv/zyvjcc71VSYuQ3g3+0SNxtHWyQjTJZd62Z3n1oJ5RKJbP3T2bXnwfwDvKkWfeGhda254Z05NeJy8hM1SLbaXAKiyZs1QHO1QqgZouqxEUkmBN3AMkgk1XOA3V4IkYHG5JjkmlVzpsT289YJO4AG3/ewcafdyBJpjWQ75ABlAr03k7IB65zKiGdhZ8u5b0f3iI9OYNdfx3Aw8+NZs83FDc8hUL3tC8VVxLioyRJbF6407w6EIBSpURto0abU18DoPOAtigUCj74cTA1WlTFaDDSoV/rQmtblUYVqdKoIpf+vZrbLrWSbb/uocsg00pD237dbX7t7mgluzqi9XbHMdALv/ISFw5dhiB/807Xr8bwUq/ZZGUbCGhYBW7EIisUYDSaj6PT6gi/FMm3Q39myvqx2DrZsfXYZbJ0ero2roqN2uo1soWn3NMeH++w2l/SoUOHOHLkCO3atcPJyYlDhw7x4Ycf0rdvX9zcCmco4v7VR/iq/w8o1Upa9GzMrbuKK0lRCWRFJWDnaItWISFJEj7BXuZh40HVAwmqHni/QxcY7yBP0rrVRJbB9nQ4aTtC2KczcOHwZQKr+JGWlP9dXn3d8shervzw1Vp2/b6Htk0rYtQbIDUDHO1AkkjJ0oNKIiMz21RNXyVhlMDZYCT91BVzAM7W6vh++C807FKXoQ0+JjM1E0khMXv/ZKo3LbxRB4JQEqrN79mzh2HDhtGoUSP0ej2ffPIJnTp14sKFCzg4FFxvbFHHyFsh4Xz67FTiIxLo+lZ7ti7abfG6Nj0Lta3pX4akkFAoFQTXMPWuuHg60/O9rgXepnvZ2Nng7utGRFoUBkc7kiv4cSTLwJkeX1KjVlnsnS3ni8kKicym5TBcccD+WCh/fLGCdXM3M3T2QPOc/Tvu7mXP1upQKBXIsoy9iz2RrSugCU9CGZeGDKz7cSudB7Zj9jvzuXryBgBDZw7ghRHdCv17IJRyoto8UPTxMTMtk/HPTefs/hBa9mrMgTX/mqfvABj0BoxGU90PSTKtxnGn4rtKraLLwHYF3qb8VKwbzJUT183x7OKRK1w8coUN87fhEeCOXpdP54+zA3LtShw6GcaRF2Yy/MMuePi7EZ+aDn5eIMvIskyWVgcKBbfDE1Fo1Ej1qqBMSMZwKxLufC9kuHDwElsW7+aGvwNLdpwEYN/Z63wz5Pki+R4IpVgpiY9WS95tbGz466+/mDhxIllZWZQrV44PP/yQkSNHFto553ywkMw0LZIk8e/mk/nuk5mmxbusJzVbVsXZw4nlM9bQY3gXi2IfhcnNyZ5P+nbg5992oj+Wu+Zy/O0E4u9a2/2O3qO6s/PPA8R4umBMTkd1KITLwO3tp/lo0TDCb8awZMEe0OuRawSDrEBGomm9sqjsbCgb6MFL3esy9eWZnN5zAdloBElCbW/D6+PnY0zNBExDqs7uDRHJu1CoSkLP++bNmy2eL168GG9vb44fP07r1gXXq1LUMfLPaauIDY/HaDCyft62fPfRafXY2Glo2r0hrl7OrJ+3leeGdMKrjEehtCk/oxe+y8zB87gW5AMqpanIZkV/zuy5kGffNv1bc9pRRdqRmxgAZEiOS+XLft/z3ty3SI5JYd2PW0jIWf4NTBfe/hV8qFS/PGqNigGT+7B49ynW/rglt6dKwiJxBzi586xI3oVCV1p6lh6mqOPjjiX7ObPXFGP2rTyCUp13saY7yXzT7g3w8HPjwqHLePi7U61JpUJpU376TuhN2OUIzh+4aHFz8uLRq3n2Da4ViIOzPdcTtKRLEpy5gpyUxveDf+SVj3vi6OrAwd0hhJwNQ7ZRQxlvJEBto6RLlzokJ2fwSp9mhB69zPfvLSDzzvWiLLPjwk0OX8wdpXX0YuGuRCIIUHrio9WS9/r163P48OEiO9+lY9fQZxuQcnrV/Sv4kpmmJTNVm2dfXZaOg2v+NVfrvHkhjBY9GqNUKWn8bD0UisJdYe+ZamU5fCuZ/G8vWFrxzTqmbxnPFxNWkJyQu3ZnenIGe/8+xBdrxxJ58Ta7lx1Erc3GGOQNaVqO7zjB3KPTqVAnGICvtk8gMTqJOe8vJDk+lbB63tzITsfDQY0yXYfGVo2rtzPxkYmiSJNQaCSj6WGN8wJ5lg56lDmSycmmQkTu7u4F2qaijJGx4fFEXIs2TSOSwMZeQ9lqZbh87FqefbMys7l68ga3r5iGp+/8cz8fLR5GbHgCzbo3wM7x0aql/lfVmlaiYec6hC7YicHfA0NFP4vXZUAf5IXRzYFda44z4L2unGhek3PXd+fO75Rllk5eyS/nZuLs6cj3wxYAoNIo0WcbCA25zYsjnuPZwaY14kf1accHL7Xil7FLCDlyBRcPJw5vOG5x3koNyhN68TZlqwYU6ucXSjdrxEhrxOSHKcr4mJWZRciRyxbbWr/UnF1/7s93/8w0Let/Mt0AXf3tBqZtHk9sWDx1n6lZ6Dc6Pf3daf96ay4euWJZ+T4fN8+GUbNlVV4e0Z1Fv++HpNxpUitnrWfuv9Op+0xNRrb5jOwsPTaOtmidnNBn6dGmZPLZ56ZVPqpU9aPjG23Y+PN2tizehXv1ANYYtZiGIZiO16JaECEXblOlqj8KhZheJBSO0hIfS8UElLBLt/mgxafmqpiVGpZn6KwBRF6PYXrfb9HnbL/DJ8ibi0evmJ/v/usA237dg9FOg/9LTanUoAJv92mBr5dLgbQvO0tHUkwyXmU8kCSJ3yYs5/Tu84/8/t8+X0Ha4Uso7C2TjCMbTrBy1np2LzsIgLutisTTpkqiRuDCocs4uTuy688DBFb1p/nzjRj9x/tEJKYw9Z+dGK9qie1fB+fwNMpcSuHrQXOxsdMw+8DkPOvHC0KBsPKw+cBAy6kxEyZMYOLEifd9m9FoZMSIEbRo0YKaNWved7/iTK/T80GLT03rAcvgW86bgZP7UL52EKOfmZhnbnhQ9TIW6xlH3YhhZJsJALj5uFCtWWVe+KAbddoUTGEmo9FIXHg87n5uqNQq9iw/xOpvNyIBqsu3kTUqlDeiAVPibgj0ILtRBTDK6Mt5s+aPvSQGl4Em1VAcv4ykMf2njbudwOrvNvHntFUAqG3V6HLWjJcUEmf2XqDday3ZsmgXao2KTgPa8vaMfkRcjWL7H3s5vD43ea/Ttga/f76C3z9fwagF7xbZEFmhFColw0KLkxkD57Jnuek6ysndkeff7Uzv0c9z+0pknhuczh6OFkts6nUGPurwObIM2a0Dqdi/GV3qVKV3/VoF1r6EqETsHG2xc7Qj+lYss96Z98hFtM7tv0i8gyuq1CyMzo6QYkrgDTo9S6as4sqJ6+i0OhSShI1GhS7nhsCpYzeQZZndyw4SFx5Phzfa8OzgDtR5pTGXbsWw5od1phPIUK+cL0f/Osu/f52la9fajP5IjFASCkkpiY+lInm/fvqWOXEHuHzsGu81/YTeo7uzKmERO5fuZ/aQ+SBDrTbVsLO3XGZAl2WaI5TdsDzX07Tc3B9CeFQi86e+/sRti7wRzYgW40mISqJh5zpMXj8OXZbpAlIGsLfFztkObVSi+T1KlRKDPvfz1GpZlZDDl5GydFjcAJJg/U9bzU8To5LQ2KrJ1uqwdbAhuEYgb9ceRXpaJkYHO97+ui8/Rd8kOiWNACdHVGFJoFKR7eDEmRZu2JZ1R9p5gT3LD4nkXSgU1h42HxYWZrHUx8N63YcNG8a5c+fYvz//HpiSICk2hdiweMA0ZDzqRgzTXv+Wpt0bsjBkNuFXIvm44xdo07S4+7nSolcji+T9bonRyRxac4zjW0+zPPIX7J2erBc+O0vHR+0/5/zBS/gEefHdoSlk5yTYAEY7DQ5J6WTdVSRKH+xh+meqMNVS9q1aBtnWnhSFhDygLNIrOUM5v0zk3L4Q8/F0Wh32QZ4kujqgik6mec9GjGozgSsnTDc8z+y9QGJ0Mid3nMXB1d7Uo5Tze3P3zdZNv2wXybtQaErLsNDi5PzBS+avUxPSWDJ5JftWHmHi6jE4ONsxotX/iLwWjcpGxYBJr/LdMMul4GQZtOVciG0XSHRoOAdCwynv6U6Dsk8+Suen0b/y98z12NhrmLZpPG6+rhaJu9pGbb6mzI+NnYbgSj7ERaeAlyfGnORdlk2jUCOuRuU8l5FvRSGrNGBrwzOvN2P2kPls/Hk7BjdbVi/dTcMfXuSHf4+glCR8ytmRFpZJpSY3CaizB5eWdpxeUI3Nm88ycvSzovddKBSlJT6WiuQ97HJEnm1Gg5FlX67BztGOa6dvIiEhI3N2T8h9jyPbakCSMBpl4u4aov4kti7eTVKMadjtsS2nuXriBq//7yVO7DhLTGgcZGjJlCTwdUeKMs15N+hNw/9NyzJVY9DU16jfoTY7l+5ny+JddzUYEqKSLc6XrdWZ1i9WKpjwwpekZWST3bY22GiYu/ok2fbgeukW2VGpONto0FULICvIASQJbZAzmiAvfOoGmiuuCkKBsvJScc7Ozo+8Dunw4cNZv349e/fupUyZMoXYuMIVfTMGhdK0nvndS5gcXneMKX1m07RbA7RppuQ4ITKJpVNWP/B4siyTlZFNZpr2iZP3s3svmC+co0Nj2fXnAboP7cSOJXs5tfMcisxssqIS0NcMQn3uFgBSZCI2ZbzI0hnwVCmY9uswktKzWb/hFBuCt5GlyMm6B7lw7q1LFudLVikx+rigreTHsgU7zYk7wM6luTdo0u9TOBQguEYgBoMBpVL5RJ9dEPJVApZCepqkJqaRmZaZZ3toSDgfNP+USWs+JvKaaeSPQWdg/ke/53scg5PG4nls6pNfQ2ama/l75noAsjN1rJq9ngkrx/DaJy+wdNoqyEnAlWoFBl1u146jmwNpiemobdRM3fQpFeqVZ+XvB9j2/Xqi7jr+oXX/WpwvIzENjEaQ4ebmoxzddIrUxgEYe3lhaBTGv4bf8DX4oNpug+ygJbhDHLXqm+qCODun49stAvuNDdHp9NjYqJ/48wtCHqUkPhbu5O1iwGg08vvE5fd9/fdJK1CqlMiyjEIhoba9f0Bp7OOCWq1ErVLybgEt9+FfwRej0XRulVqJR4A7vsHeVGtSyfz7IKVnYhucO6/Twdme367+wO/X5/DN7kkoFArqd6jN88O75Dl+ZmomfhV8cHJ3xJxry5CRkkmyQo3RxwXsNOY7R+p0GU2KjDouE/XtZLgzCkGWMSplEl+txEdnjjFu5ZYCWatQEO52566pNR6PSpZlhg8fzurVq9m5cyflypXsUShfvvGDRaX1u53YdoYLh0wJrqSQkPLpLVGqTUlqUI0yuPmYphK9NKp7gdTG8C7riUIhmXppZPCr4IPGVkOLHo3N+0h6I9ioMSokZBsVBl9nZn72IktnDWD1Hx/g7O5E2UAP3h3SHl0cOf/cJeR0DbosHf4VfXH2cEJlq0Z9LRrbrWdQxCRzPiT/0QUPorZRsfGXHQypN4b0lPsn+ILwXxX3+Pi0mT/mt/verEtNSOOnUb9i72RnWsFHrUYbFAC1KoGTaeURtY2pj8wvTkfVnLooDYMCaFv5yZcc1tiqcfNxQaFUgGS6ngRo9VJTi4TCoDNarAvXd/yL/HJ+FqviF1G7dXUcnGx54932qGTLKaSy0TRNwM3HFQdnO9P/iZzjHjlwBVmlJL2RH4F1IrFx0KHW6ClfKwpNkoxthB6fyFRTrp/zntQtXty8HM0rPb7l+tXoJ/78gnCv0hIfS0XPuylrzf+7a9AZOLD6CH0+6UVqYjrrf9x6z3vh+0NT8fB3x6uMBzqdARkZTQGtV9mhX2vSUzK4cuI6nd5oi6e/Kbg3e74Re1YcAkB2sufFt9pxzKDl8r/XSE/NIOTwZeIjEjm25RQtejWh+5BOBFTwwcbehqyMLItz9Pu6L1u3n+TUnJ3mbbJGjaFeRRSnr1l8ayRJQsqJtBJgE6fFaKPCqJGQnCS0kgwyrD0VQq/AYJo0qVog3wdBAEzLzRitEAkf45zDhg1j6dKlrFmzBicnJ6KiTH0VLi4u2NkVbrG2wqBUPbiHePeyg7w0ujsSsHbu1jzx5b3vB1GnbU0CKvkhy7JpWo59wazOEVglgC/WjWP38gPUalnNvIZ8vQ61UKiVGHUGZLWS6k0rU71TTdZM+wf7/dc4OHcbDTvX5ae35hFcI5CBU/qgsVETHFKFa3FXTUNAV+uQZZlmPRujUihY9tU/5vOqwuJRRSblbdD9/5UAuVOsbp4L4/fPVzDkm/4F8n0QBDNrxEhrxORiQvmQa72LR6/SsV8bnDwcOR2VwbWbpilIVA6C4xdo3LMpAz97Eb/yPqg1KjJ0OuzV6gIZuahUKpmxcyKrZq3Hw9+dV8f2BCCwij/uvq7mVTTsnGwZ/t0gZgyaCzJsX7KPBh3r8OUb36Gx1TD4q354+rvTvEcjls9Yaz6+pAD/ir688lFPJr8y07xdBuRgfyRtNqrYDIx6081VSQJZLyFh+lqfoUKhk4nPdCI2zIXMEFNnUHpaFt/O2MTsef3FCE6hYJWS+CjJJbz7NCUlBRcXF5KTk+873HXTwh388N5CZKPRfHGVn+rNK3Hh4JU82+ce+5JK9Z/8LunjOrn7PFv/+ZfQK1EoElO5eDi32mnVxpUsiurN2vcFNVtU5drpm2xZtIvE6CQO/PMv2Vk6Et9rhD49G6/FZ5Du+iXT1y6PKjyWHp++yMkbsSQnZ9CoThBRa49y8egVsv08kcv7m/a1kUgtqyLLLSdI6wxUW3aF5TfnFXr1fcH6HuXvrCCO37zD56jUtg9/QwHT67Qc3D7hkT7f/S42Fi1axIABAwqhdf/do/zcrp+5yZj2k0hPybCoDXIvn2Avom/G5tk+dNYAXvig6AsQhV+JZNXve7gUn4pOIRO19CCZiaahqHYOtmRn60xTjJAYNPU1Xv24J0nJGSz/5xhJkYkcXrKHhGw9aoMRruf2AuV0zJvuqAOdBrQl4loUUTdiKFerLM6ezuxbcchi7n2+JFh08TvKVPJ78H5CiVfY8fHuc1gjRj5OfCxJHuXnlpGWyftNPyH8cgQqtZKszPz/7m3sNEg1K6JV5iT7sowUn0KrXo3535cvF9ZHuK/UxDRWzt7ApaNXSIlPJyk2mZjQWPPNR78KPkTfiAFJokGnOkzd8Al6nZ7V323i9pUIzu4LITTkdr43LGU/D2Q3FySjkbrVPDH2Lk+G7xl8PDSUD23AP9+dQ+maQJP3TmPjns3Cg23IvO1A4E4tkj7nYLLMx//rQYeutYv0+yIUPREfC16pyLq6DmrPiB/fRvGQOYj5Je6Obg74lfcprKY9UL22Nbi4+SSXNx23SNwBPPwth6TemTdfoU4wPYZ3IT0lA12WDtlGSaajGp2PAzEDa5NWL/ezqM5cJ7CyHyu2n+fqtRjatarKwN5NqNaoAv3Gv8To7wfx6stNIF2LdPoqThsu4XA8GvuzMXguOU/K7cQ8lfoF4UlIWGnY02O0UZblfB/FLXF/VOVrBzNt86emIe8P+Ebkl7gjQdXGFQuvcQ9QppIfWns1RzNSOZmSSpKng/m1CvXLmW5EyKbh/nfio6uLPa+91AQ7TydiK/ihrxGIMdayLojB3dH0ewg4eDqxY8k+zu27iKe/O+P/+pDAyv70HN6VcUs+YNDU17B3ts+/gTLE304opE8vlFZWiZHW/tBWZO9ox8w9k6jUoALZD+j8yc7SoT1/HTKzTOPEDTKSixNVa1qnHoqTmyPVGlfk2JbTXD52lZhbuYm7q7cLybEpGI0yslEmKToJAJVaxQsjnqVa08qEXzYtBZoncQeIjEdx4TrKq2GcCLJj27/hnN/hz5AyH+BQ3Z960+vw/rcv0Kn6Wxy+3JPsaw7YJEgkldfk3B011UyKym90kyA8gdISH0vFsPnwyxHMGDjnsedoV25YnnFLRuDo6vDwnQtJ1M0Yi+eSJNGoa11u5BRnAihfJ4jGz9YHTHdbhzb4mMxUU4EVRZYB20vxaKt4oPeyR5luedc47Ph16FAPgPWbz7Dn82UkRSaCDL3ef5ahswZwcPYawiOSAFCmadFk6DBm6Xlt/ItoSmDREVmWWf/TNvauOIiTmyMvjuxOjeZVrN0sAay+VFxplJmu5ZOuU0iOS32s9zm5OTBh1RiqN7Pe386ZS2GmIWsKicym5VBFJOHn4Yx3WU/zPrYONvR8r6v5+ZgJKzh/KRIUIOmNGPzcUKSaLlRlQHa2g0RTxeX0uFTzPP+LR6/ySbdpnD9wEYVCIrhmWX46+TVRN2LY+PN28/HvFBOt36EWNVqUzLhyYvsZVn27gWytji6DnqHdqy3E8NbiogQshbR3715mzJjB8ePHiYyMZPXq1fTs2bNw2lbIZFnm8xe/5uKRvJ07FvsZZcjQwulLoFKh8Hbj45+H0K5LwS0J97iObj6V7/aXRj7HL2OXmJ5IMHDKa+bXfpuwnKVTV1m+4a7e97ujgFFvIO1CBNTwISlDy5QtO9iiPI8CieU3lOx59j36BYZxYfsmAPQOKtL8DDhF6PD2dqLzc3UL5HMWtfArkfwxaQVRN2Jo0q0+L47sXiKvhZ9KJSA+FoRSkbwv+t+fFom7nZMtmak5SwtJ8M7Xb7B54S5CL4Sb96v3TE2mb/2f1YeEl68dlGcd0YTIRCLuKvYhSRIGvYHNS/cTGxZnTtzvcF99Ccq5Y2uErJuWPUGOZdxJwDQ/ydFWTeJdPUVbf91N3O14stO05Ex1RyVJfHPma8p6OOPs7lTgn7ewndhxlpmDf7ToRdz/z1EWXphNmcr+VmyZACAZTQ9rnLe02rJol0XirrJRob+rh+mVj3ty7eQNjm09bd7m6e/OD/9Ow8PPvUjbeq82VYOImLYKSW8ko2EQ6Z1rkOznxqFNuessy0YZWwcbDq8/TmxYHBfPhyNrTKOwZIUCfdVA9GU8KBsaR8zVKIwu9rnxzk6DITMbSSFha2/D+f0XATAaZG6cCWVM+8+xc7Q1J+wA7895ixa9muDq5VziEt7IG9F82e97i6WxTu44C7LMM6+1smLLhDusESMf93zp6enUqVOHQYMG8cILLxROo4rItdM3ObP3Qr6vSZJE65ea4uBiz8Zfdpi322iUfPHbUOo9Y73EHaD9ay1ZO2ezxTY7R1sOrMmtIi8bZVQaFZePX+P8gUsc2Xgi74FkKFPVn/CL+azc5OdsLiu178oVqAJGSSbLoOf1zctoLAVa7N+oWzU+79kBZ2c7lKqSNfg3KzOL2UPms+uvA+YpZucPXiImLI4P5r5t5dYJUDLiY0EoFcm7WqM2X1wplAq+3jmBeSN/4/rZW3iV8UCfpafzgLbMH/M7kkLCN9ibaVvGWz1xNxgM3DwfZrFNlmWunb6Fg4s96cmmCqjXTt3kw1bjuXbK1BuvsVOTfde8LEkGridwp8yUQqXA09+dstUCGLtkBLsOXSErW8/mv4+T5OcJkXEApCWls3/1UWq2rEpGaiaSJPHJkhHUrPTka5NagyzLTOr9dZ7KsbJR5taFcJG8FwOSLJsLJhb1eUsrtcby38D7cwZzbn8IB//5F0dXe9KTMnhpVHeObTuNhIRSrWTm3klWT9wBLm09jSotC9koY/RzQbZVE5OeiVvzCnDdNGpJm65lXJcpXD15AwAnbxcSm1Tm7j4k2dWB6IvhKAD1rVhcO9bGw8GWMVP6EHnxNrfOhxN+OYIdS/eZk3RZljm95zwunk74V/AhJjSONya8zHPvdCrqb0OBmfvBIi7cM0ULIOTIFZG8FxPWiJF3zpeSkmKx3cbGBhubvMUpu3btSteuXfNsL4lU9xSse+a1llRpVJGlU1ehVCrQZevp9nYH9q48THpyBrJRZsyiYVZP3AGObz1jcWNRUkhkpmm5dPSqxX5f9P6G1MQ0kHOr49/r7sTdxcsZZw9HXh//Er6tKrE35CaKbJlf1h8gu4IRf88k9DoFIZFqLhrjaVuxLGeuR/JM7YpM7/8sKmXJStrvWDtnCzv+2JdnFO+ZvfdfYlooWtaMj0WpVCTvb01/naTYFBIiE3lz2utUblCRD34czFu1RpKelMGCT5Yy7o/3Gfv7+8SExtFpQNtisUavJEkolQrTXU0pNwDLRtmcuIMpIF87nTuM3t3XDd9gL07tOm9xrDtDn3zKevHb1R/Mr/XsVo+dS/dhFxoBWZbD6o1GIzb2NvyT8GvhfMgiZDQaycrIzve1Kg2LviChkA9jzsMa5y2lOg1oy6Vj1zi7L4Sug56h66Bn6NS/DYfXHSc6NI6NP29DkuDrnRM5s+cCTZ9rYLU6IPdSa1Tm2CaR82M0yCTHpOCqUmDQG5FluHku1PyezJhknmtbnY3bz2JQKZGVElJqJsr4NGRAkZzB/N/fx83bBYAK1crg7uvKxaNX8ly0yUbTmvYrohYU2WcuTPERCflOLxM3NosRa8TInPMFBlr2ok6YMIGJEycWcWOKVnCNQIbOGsC6eVup3qwyH8wdjMZWw6ld5zmy4TiH1x8n/HIEPxyZxu6/DlKudlmaP9/I2s0GQKXJ/xLfaDBi52SLNk2LLGNO3MG0YkbP97uycf72+xblHDHvbVr2amJ+7oWKJV/9g31oGj6xGZSrGIVKY8RRmc258EDGvvEMVd29CvzzFbW4iATkfJYb8SvnbYXWCPmyYnwsSqUiefcM8GD65vEW25JiUnLn8EgSidHJvPjhc1Zo3f0pFAr+t3wkP3/0B67eztRoUZU/vvjb/Lq7nysJkUnYO9tZJPP129fmw/nv8KLXQFLiTXM3/Sv5kJaQjl5vYPBXfS3Oc3Dtv0zr+12+bXB2d2TQ5D6F8OmK1tl9Iaz/aSv6bMuCM5JCwquMB+7+1u9FFETPuzWoNWpGzh9isc2gN5KWmGa6YaiQSIhKpE6bGtRpU8NKrczf8O/f5OtBc8lM09K+Vwu+XbobxbnbqMMTUaqUGHOGhOruugj1r+jDRyO6kX3oEnvXHMXoYIuUmklAeV9ib8fTY1hXc+IOEBsez6h2E/PEDgCVWsn7cwcXyWctTHdGFVw5ccNiu6SQUCgUNO5az0otE+5lzZ6lsLAwi2rK+fW6P41e+KBbnhU14iMSkI2mYqWJUUkEVPTj9fEvWqmF+ev5fleun7nJ1ZM36Ni/LWt+2ERCTpG4zFQtto42aNMtl/5UaVT0Hf8S/uV9mTtikXl7taaVuHbqJjVaVKXZ8w3N22VZ5qMOk7jsaYO2lj+pIc5kpNhTp/tFvJ3SeLNGA6q4eVKSpSSksm/lYTYt2JFbwE8y5Q6yUaZD39ZWbZ+QS/S8P+VqtqxKi56NOfDPUYJrBtLxjTbWblK+GnWpR6Mupgun7Kxslk5didFg+kVJiEzimT4tqdmqKt+9+wtguth6fnhnNi/aibOHE2nJGTg42xNcvSwH/jkKEswf8zvNn29kXt/51vnwfM/t7uvK/DPf4OJZcpeGiboZw5GNJ/hheN6esV7vP4vGVk33oZ2tPkVCyCHzwHW0C/W8gpnGRs2gqa+z8JMlOLg50Gdc8Zy3GlDRj1l7vzA/Xz3mD2LDTOssZ2MguEYgH8wbzIetPjPv8+rHvTix/Qyx4fFolEqMGdk8068Nm/86gNHfjeWrDvPsu50JCDL1FEXdiMk3cVeqlXy96/MSXewyOS6FS8eu8fmLX5OdaTkqqf3rrXD1dqHVi02LzUgLAevEyJzzOTs7P1VLxT2JgZP78PmLM9Bl63l7xhvWbk6+7Bxs+fTPD83Pr5+5xZ5lB83PFUoF3x2cwifPTjV1AMmmaQFxt+M5s+c89s52ZKZm0rxHIw6uO4ZslDm54yy7/jxgTliNBiMR16LQ1bwzTUAiJcpUD2lApZdo4/1MkX3egqbNyCL0QjhTXptNxNUoi9eqN6tM9aZVqFS/HG1ebm6lFgp5WDE+FqVSm7wrVUomrhqDNiPLtD5nCSgspMvSmxP3O3b+uZ9BU1/j9fEvcvnYNcrVLMu7DT/GqDeN45AUEp0HtWPd3K2mN8imi9GvBvzAuD8+AKBdnxb8PWsdKTlFq9Q2at75uh/tXm2Js0fJK0p3xz/fb2LOBwtNT3w8kextkeOTICUN77KevD2jX575bIKViWrzxcYrH/Wg1/tdUaqVxWIa0aOwdbDsCbx5Poy48AQ+/u09dizZS2DVABaMW2Iu0KdQKqjVuhoXQsJI614PdbaEHhg+cQV/zRuMjY2aqk0qUq1JJULuqjb90sjudB/aCf8KvkX58QrUuf0hfNzpi3yHxqrUSt6c9jpeZTys0DLhgUpJNeXirmGnOvyT+CsGg7HEVBp3dnc09Rbn/DwzU7Xs+GMfUzd+ytKpK3H1cuHqyRsMqfcRYOpZtnWwxdHVAfmua88Zg+ZQuWEFylYNQKlS0uv9Z1my7TgZXo4APNMwkOGVe1LWvkLRf8gCkhiTzLBGH5tvBt+r32cv07BTnSJulfBQpSQ+lvrMxda+5Az7cnC2p/vQTqz70ZSISwoJeyc7XLycGTDpVa6eusH456aZE3cwBd8j646TlWE5NGrn0v30Hv08FeuWwzfYmz9uzOXW+TCS41IpXzvoqbho+3vmOmRA8nBF4e+NLJvWXZUvXGHcH++LxL0YurNupjXOK+SlsdVYuwmP5bVPXuSrAT8gG2UkyfQ/1a+8D1UaVaRe+1pMfmUWKQlp5v2NRiMRV6MId7JBIefewI1LymDFLzvoO6wLao2aWfu/IPRCODFhcXgHelKuVpA1Pl6B2rRwJ7qs/Oe0DpzS56n4H/A0skaMFPExf0qV0jyCsSTo9nZHdizZR0aKaUUi2SjjX9GXak0q8b/lo5j7wUJzYU8wDYnXZmSxZfFui+MY9Ua+e3c+M3ZMRJIkhs4cQI9rXQhPS0dpb0O9CgEoFMW/Q+xBDq87dt/EvfGz9UTiXkyVlvgospcS5v05g+k96nm2/b6XuPB4nn+3M7b2NkTeiOb9Zp+gy7Ic3uni5YxXoCfhlyPy3Bz69bNlfLF2LGAaXlW1caWi+hhFokwVf6JvxYJaZUrcc0ZXuJXxombLalZunZAv0fMuPIEOfVvTsHMd9q86QsiRKzR9riFVGlXEaDTyYev/EXkt2mJ/tUZNw051iNpwjGwVSHdy2Swdyz77k77DugCgVCopVyvoqUja7yhXs+x9f+07D2hXtI0RHl0J6FlKS0vj6tXciuY3btzg1KlTuLu7U7Zs2YJunfCIKtQJ5q/wnzix4yyH1h4jqFoZegw3xbhvh85n6z1JuqSQ6PhWe7bO357nWKd3XyDsUgRlq5pWH/Kv4MvTVNYyqEbgfV/rOqjkTgV46pWA+Lh3715mzJjB8ePHiYyMZPXq1fTs2fOxjiGS9xLIr7wPb0zobbHt9O7zeRJ3gMSoJJxcHfCv6Efk9SiLYff3WxLkafHBvLd5o8Iw5PgkJHdXsNEgJyTj7FIyhriVRmKdd+FJuXq58Nw7nSyWbEuOS8mTuAPosnTsXn6QOrWDOXfgClofZxTpOtTXY9A42RZls4vcCyO6sWTyStKS0i22K5RSiepNLG1KwjrGx44do1273BtAI0eOBKB///4sXry4AFsmPC47Rzta9GhMix6NLbYfumvtd4Csil5ktqzIiqw0Or3ekpOrjlgsQWw61tMbI6s3rUyDjrU5vu1MntdsHe2s0CLhUZSE+Jienk6dOnUYNGgQL7zw3+oJiSpdT4mIa1H3fS304m1a9mpMrVbVzdvsne0Y9t2gomia1fgFezNg9kBkBw2627eRIm5T1c+Bsb++Z+2mCfdjlK33EJ5a4Zci7/taZqqWstUDaN2kCg6nwtCE3EapNzBm4btF2MKip1AomLTmI/NNXEkhUaaKP58sGYGjq4OVWyfcVwmIj23btkWW5TwPkbgXTwa9gdTE3Jt4slJBZsuKpq+B+Go+dOjX1iIu9B7V/amfWjP2j/dx83U1P/cMcOf18S/SoGNt6zVKeDArxseUlBSLR1ZWVr5N7Nq1K5MnT6ZXr17/+WM+3V2vpUj4pQiL53fme96x7Ks1SDlzkIJrBtJn3Au43rUc0tPq9feepcsbbYiMTaFqsDcq0aNUrIml4oTCcDtde/cKP6jtNOjuqq6+6ZedIJnmgHqW8aDb2x2oXcyWxSsMtVpVZ2XcIm6cuUXZamVE0l4ClJalkISik5KQavHcvno5UrONGNWma8aL609w7ehNZKOMo5sDLXs1ptc9S+c9jVy9XPgzbB5XT97E3df1qb9Z8TSwZnwMDLScajFhwgQmTpxYKOcUyfvTQpJMV6Xm31mLJ4DpwhTg5rkwpr3+LUc2HDdXnH+aebg44OEiLkpLBDHnXSgEychktquG6lacacP1WIvXZVk2h8u48Hh+/WwZ23/fy7yTM0pUUdP/ws7BlurNSu5yd6VOCZjTKZQs8bcTc59oVGjt7HG6mYnWTYUiKR3lkZvmCvVpielsXriLnX/uZ+6/XxJU/f5zw58GSqWSKg1LbtX8UseK8TEsLMxiKU0bm8K7dhDD5p8SPYZ1MS9XUqVRReS7EndbR1ucPfMu+bb7rwPmgCwIxYIMGK3wEH8GT7X2TSrjUT2ArCYV8Gte2fJFCYJqlMnznttXIrl++mbRNFAQHpU1YqSIj0+1crXLUr+DaZ12Ryc7NBoVCr2MXUw2NtcTqN6kYp73ZGfqOLz+RFE3VRAezIrx0dnZ2eJRmMm76Hl/StRpU4NlET+TmpiGZ4A7f037h13LDhB28TbaNC0tezXGM8CdZV+tMffAV29epUSsby+UHmLYvFAYPN0cWfHNm0THp+Dv7cqujvXYMH8b5w9cAhkMeiOjfhnCD+8vJCvDNJzeyc2RwJxKyoJQXIhh80JBUyqVTNs8nsjr0bj7uXH9WizLft3Hv/8cQR8Vx43kFMYv/5CfRv1mXj5NkiRqtBAjdoTipbTER5G8P0UcXR3Mcxb7TejN3pWHzK/tX32UdSm/88bEl9n792HSkzLo0K+1tZoqCPmTsdKw+aI/pVC0bDQqyvq5A9CxXxsu/3uNkMNXMBqMhF+KoErjSqxN+Z3Tu85z7fRNWvRqjJObo5VbLQj3sEaMFPHxqadQKAio6AdAjdqBtG9ajkOzVgOgzcgiJTaVJTd/5NaFMP7dfJoazSuL6TZC8VNK4qNI3p9ijbrU4+a5MAAadDBVx1Rr1LR/rZU1myUI9yfmvAtFpF77WvzzwybAVEXYv4IPCoWCeu1rUa99LSu3ThDuQ8x5F4pA1cYVsbHXkJWRjVKtpGbLqkiSRHCNsgTXKGvt5glC/kpAfExLS+Pq1avm5zdu3ODUqVO4u7tTtuyj/W2J5P0p9tb016nSqCJZGVm0fbWFtZsjCA9nxFRr0RrnFUqV5j0aMXPPJG6eD6Nlr8bY2D3dhemEp4Q1YqSIj6WOT5AX807M4MT2s9RqVZVytYKs3SRBeLgSEB+PHTtGu3btzM9HjhwJQP/+/R95OU2RvD/FFAoFbXo3s3YzhHzcKRQoag5YEnPehaJUq1U1arWqZu1mCPmQZVnEx3yUljmdgvWVqexPmcr+1m6GkA8RH/NXEuJj27Ztn7hYuKg2LwhF7PLxa7wa8Dbd7F9nw/xt1m5O8XJnyJM1HoIgWF1iZiY9f19C5ZmzGbdlq1gR5V4iPgpCqWU0GpkxcA6d1a/wXrNPSE1Ms3aTipdSEh9F8i4IRezXCctIiE5Cl6Xj26HzuX0t0tpNKj6MRus9BEGwuuVnznLpQig+c89yYOAfrFyx19pNKl5EfBSEUuvCocts/XU3slHm4pErfD1orrWbVLyUkvgohs0LQhFzcLU3V6eUZZj9znxqNK9C5QYVaN6jkXUbZ21izrsglGrOtra4r7yG7c1UkOH3IQvJvhqPk5sDXd9qj0pdyi9bSsCcTkEQCsedFaXuOLjmX36dsBy1jYpub3fAxdPZSi0rJkpJfCzl/wUFoWgZ9AbiwhPMzyVJ4vTu85zaeQ6AVi825X/LR5bauUxizrsglG7Zq0Owv5psfq5NyWTR//4EGf6etZ4fj3+FvZOdFVtoXSVhTqcgCIUj+mYMkiRZTCf644sVACyduoofj39JYJUAazXP6kpLfBTD5gWhCF05cZ2ze0PMz+2cbJGNuX/4+1YeZt28rdZoWvEg5rwLQqklyzJ/Tlttfq7SqDAaZfNIpYirUcwYOMdKrSsmRHwUhFJr+ddrLRJ3jZ3G/HVWRhbjuk7BoDdYo2nFQymJjyJ5F4Qi5FnGA6VaaX7u7uuaZ58F45ZQaos0GWXrPQRBsCpJkvAr74MU4A11quDauHqeffavOkLYpdtWaF0xIeKjIJRagVX8zcPCbew1ZGdmW7wefTOWbb/tsULLiolSEh9F8i4IRSTqZgzn91+k4xttzNvCL+ctVqfL0pXe5F30vAtCqZSenM7evw/R4+MXkIP8Qa0i7sItyGeOe2aa1gotLCZEfBSEUsdgMHBkw3GaPNcQlcrUAZSVkZ3v/O6M1Mwibl0xUkrio5jzLgiFyKA3sOLrtVw8epWjm06gy9KjVCkt9pEk8PB3x2iUyUzTMvy7QSgUpfW+mrUuFMXFqSBYw+5lBzi49hind50jISoJHO3AzhbSMiAzCwC1jRqfYC+ib8bQ7e2OVKpf3rqNtiprxEgRHwXBGi79e5U1czdz/fQtrp26mXeHnD/NCnWDCQ0Jp1rTynQe2K5I21i8lI74KJJ3QShEq2ZvYMGnS5HILTCSZz6SJBFQyY+vd04s+gYWN9bq5RE9S4JQ5C4cvsyUPrMtCzClZyKn5fYc3elYWnB+Vim+qXkXa8RIER8FochlpmsZ0/5zsjKzMRoeXNL8w/lDqNKwQhG1rBgrJfFR/CcUhEIUeSMGhULxwGHwbj4utHmlOfNGLubw+uNF2LpiSMx5F4RSI+pGDIBlfJRNCbsEoJDQ2Gl4Y+LLLBi3lLVzt2AwlOJiTCDioyCUEmmJ6WSmaR+YuCsUEl3fas/RjSf4beJy0pLSi7CFxVApiY+i510QClH3oZ3YvewAqQlpVGpYnhtnQtFn600vStBn3At06NuawbVGgiyzcvYGZu6ZRK1W1azbcGsxGgArXJwbS3lCIAhW0PS5BlSoE8S107fwDHBHZaMi6nqM+fW6zzZg2t8j6VtuGEkxyRgNRjJSMnh1bC8rttrKrBEjRXwUhCLnVcaDzgPbsWXRLmwdbChfJ4gLBy+bX/cMcOen018z6+2f2LxwJxIQcuQK0zZ9ar1GW1spiY+i510QCpF3oAdlKvsBcOXY9dzEHUCGFV+v5fSe8xgNRtOSSMD1M7es0dTiQfS8C0KpYetgS5VezaFqMHGZBmLD4i1eP73+GEc2nCAhMtHc+3T5xHVrNLX4EPFREEqNWq2qoVIr0aZnEXL4CtJdBeriIxJZO2cLZ/ZcQDbKGI0yV45fs15ji4NSEh9Fz7sgFKKfP/qDkMNX7vu6PlvP9TM3Lbb5VfAp5FYVY2LOuyCUGju2nmXjlgvg6gyuzhgu3URKTkW+62Lo+NbTFu9x8XQu6mYWL6VkTqcglHa3r0by9ZtzzfXQZKOMjb0NWRmmQp6yLHN27wVSE9PM73H1cbVCS4uRUhIfRc+7IBSiyBsxFs8dXOxx8nCy2LZ/1VGL5z+OWERmWild6kPGSkt9WPuDC0LpEx+Xc9EpSSBJKMr6U7FeOYt9dv11wOL5tt92c/N8WFE1sfixSox8/GbOmTOH4OBgbG1tadKkCUePHn34mwRBMEuMTs7zt1e9eRWL56f3XkCpzE3lbl0IyxMzS5USEh+flEjeBaEQ9RnX0+J5enIGqfGpFtuSopORFLljocIvR3Jyx7miaF7xY5XE3Qp3agVBoPOztbHR5AwANBgxZmi5ctxyWHx6cobFc12Wnq2LdxVVE4ufEhAfly1bxsiRI5kwYQInTpygTp06dO7cmZiYmIe/WRAEAKo1rURg1QCLbSe3n7F4btAZ0OvumnMtw4pv1hZF84qnEhAfC4JI3gWhENVtV4s3p76Gk7sjGlv1ffe7M0xUoVSgUEgE5MyTL3WMRus9BEEoUm7ujnwxqQce0dHY3QyFKzcfuL9CqcBoMFK2emDRNLA4KgHxcebMmQwePJiBAwdSvXp15s2bh729PQsXLiykb4ogPH2USiXf7JpI2aoB2DvbPXR/SSEhKSTK1SxbBK0rpkpAfCwIhZa8T5kyhebNm2Nvb4+rq2u++4SGhtKtWzfs7e3x9vZmzJgx6PX6fPcVhJIoLSmdXycsIzUxjWyt7oH7+gR70e3tjkzbPJ6gamWKqIXFTCnqeRcxUhBg3vsLSLwZTWZscu5GhQQujtxdnUlSSHR98xk+/OkdOg9oW/QNLS6sGB9TUlIsHllZWXmal52dzfHjx+nQoYN5m0KhoEOHDhw6dOiRP6aIj4IAf05bTfjlCDJSHz6VsvVLTen3WW+G//BmEbSsmCol14+FVrAuOzub3r1706xZMxYsWJDndYPBQLdu3fD19eXgwYNERkbyxhtvoFarmTp1amE1SxCKVFZmtuWQpvuQJIlPlnxA9WZVHrrvU81KgdAa5xQxUhBMaxkb763WW60CkoMdsizDlVuQlErf8S/xxsSXrdPI4sQaMTLnfIGBliMeJkyYwMSJEy22xcXFYTAY8PGxLLzq4+PDxYsXH/mUIj4KAqQlp5tuYj6konmtVtX4ZOkIFIpSPqDaivGxKBXaT/nzzz/nww8/pFatWvm+vnXrVi5cuMAff/xB3bp16dq1K1988QVz5swhOzv7vsfNysrKc/dXEIorDz+3h15wqjRKPvp1uEjcwXrLfFhhqY/CiJEiPgolzfDv30SlUYFCAeXLQFlfJAfTEFEJkNxdeGFEN/pN6G3dhhYXVoyPYWFhJCcnmx/jxo0rtI8p4qMgwGvjXsDV+8ErbNRpV4MpG8aJxB1K1PXjkxT1tNpP+tChQ9SqVcvi7mznzp1JSUnh/Pnz933ftGnTcHFxMT/uvRMsCMVNv896U6VxxXxfkxQS809/Q4e+rYu4VcWTbDQgG6zwMD58dERR+y8xUsRHoaRp1r0hr33SC2pVAm8P8PM29bgDSBLj5r7J0JkDkO5e4LgUs0qMzImPzs7OFg8bG5s87fP09ESpVBIdHW2xPTo6Gl9f3wL7Poj4KJQGZSr788mSEfd9veMbbfh6x0TsHB8+J740sGZ8fBxPWtTTasl7VFRUvsOq7rx2P+PGjbO48xsWVoqXjBFKjHF/vI/L3XdPc65Dn3unE4FVAvJ/U2lUgua8F/ZSSP8lRor4KJREL43sTuUAZ/PfoXQ7Gm5FUE5joF2nmlZuXTFTzOOjRqOhQYMG7Nixw7zNaDSyY8cOmjVrVmDfBhEfhdKidpvqPDu4vfm68Q61rZph35fi+e35sWJ8fJSaIHc8aVHPx5rzPnbsWL788ssH7hMSEkLVqlUf57CPxcbGJt+7vYJQnAVU9GNF5C/EhMYRfSuWTQt24BvsTZ9PXrB204oXoxEkK1R+lx/vnHfums6bN48mTZowe/ZsOnfuTN++ffnhhx8e+N7CjJEiPgolkZ2jHXPWf0RiQjrJscms/W4jstFI38/EUPk8rBEjHzM+jhw5kv79+9OwYUMaN27M7NmzSU9P5/bt2w8dQSHioyBYkiSJD38awpBv+hMfmcjOJfuJvBFNz+FdcXASPe4WrBgfH6UmCOQW9bx72tHjFvV8rOR91KhRDBgw4IH7lC9f/pGO5evrm6en6s4wq4IcWiUIxYUkSfgEeeET5EXt1tWt3ZziSZaB/zZ/6MnPS545kPe72Lv7rinAvHnz2LBhAy4uLoSEhDzwVCJGCkL+3NwdcHN34P05b1m7KcWXNWLkY45MeuWVV4iNjeWzzz4jKiqKunXrsnnzZsqXL8+wYcMe+F4RHwUhf3aOdpSpZCcKdz6IFeNjWFgYzs65I2zvd6OwIIp6Plby7uXlhZeX1+O85b6aNWvGlClTiImJwdvbG4Bt27bh7OxM9eoisRGE0kg2GpGt0PMuP8ad0wfdNT179myB9RqJGCkIwr2sESPlx+x5Bxg+fDjDhw/Ps11cQwqCUFisGR/v1AIpCoW2VFxoaCgJCQmEhoZiMBg4deoUABUrVsTR0ZFOnTpRvXp1+vXrx1dffUVUVBTjx49n2LBhYliTIJRWVu55f5Q7pwW1FJKIkYIgPLYS0PNeEER8FAThsZWA+FgQRT0LLXn/7LPP+PXXX83P69WrB8CuXbto27YtSqWS9evXM3ToUJo1a4aDgwP9+/dn0qRJhdUkQRCKO6MMkvWS96K8cypipCAIj80aMdIKybuIj4IgPLYSEB/vLurZs2dPILeoZ36jlfJTaMn74sWLWbx48QP3CQoKYuPGjYXVBEEQShpZBqxRsO7Rg29BLYUkYqQgCI/NGjHSCsm7iI+CIDy2EhIf71fU804dpYcptORdEAThcclGGdkKPe/yYwTfgrhrKgiC8F9YI0Y+TnwUBEGwlpISH+9X1PPe6Zj3I5J3QRCKDdlgQJYURX9e2fBY+z/pXVNBEIT/whox8nHjoyAIgjWUpPh4v6Kej6LEJ+/yfZZ4EgSh4Nz5+yrsHhi9nPXYawoXyHnRPdb+T3rXtKiI+CgIha+o4iNYJ0Y+bnwsKUR8FITCJ+JjwZPkEj4eKjw8PM/yToIgFI6wsDDKlClT4MfVarWUK1eOqKioAj/2o/L19eXGjRvY2tparQ0FTcRHQSg6hRUfwfoxUsRHQRCehIiPBafEJ+9Go5GIiAicnJyQJMnazSElJYXAwMA8S04VdyW13SDaXhRkWSY1NRV/f38UisIZkqTVasnOzi6UYz8KjUbzVF2YgoiPBamktr2kthtKTtuLIj6CdWOkiI+Fr6T8vuenpLa9pLYbSk7bRXwseCV+2LxCoSi0OzlPoiiXnCpIJbXdINpe2FxcXAr1+La2tk/dxaG1ifhY8Epq20tqu6FktL2w4yOIGFnQRHwseCW17SW13VAy2i7iY8Eq+spQgiAIgiAIgiAIgiA8FpG8C4IgCIIgCIIgCEIxJ5L3AmZjY8OECROwsbGxdlMeS0ltN4i2C0JJUZJ/30tq20tqu6Fkt10QHldJ/n0vqW0vqe2Gkt124cmU+IJ1giAIgiAIgiAIgvC0Ez3vgiAIgiAIgiAIglDMieRdEARBEARBEARBEIo5kbwLgiAIgiAIgiAIQjEnkndBEARBEARBEARBKOZE8i4IgiAIgiAIgiAIxZxI3gvQlClTaN68Ofb29ri6uua7T2hoKN26dcPe3h5vb2/GjBmDXq8v2oY+guDgYCRJsnhMnz7d2s3K15w5cwgODsbW1pYmTZpw9OhRazfpgSZOnJjne1u1alVrN0sQCpWIj9Yh4qMgFH8iPlpHSYuPIGKkACprN+Bpkp2dTe/evWnWrBkLFizI87rBYKBbt274+vpy8OBBIiMjeeONN1Cr1UydOtUKLX6wSZMmMXjwYPNzJycnK7Ymf8uWLWPkyJHMmzePJk2aMHv2bDp37sylS5fw9va2dvPuq0aNGmzfvt38XKUSf4rC003Ex6In4qMglAwiPha9khofQcTIUk8WCtyiRYtkFxeXPNs3btwoKxQKOSoqyrztxx9/lJ2dneWsrKwibOHDBQUFybNmzbJ2Mx6qcePG8rBhw8zPDQaD7O/vL0+bNs2KrXqwCRMmyHXq1LF2MwTBKkR8LDoiPgpCySLiY9EpifFRlkWMFGRZDJsvQocOHaJWrVr4+PiYt3Xu3JmUlBTOnz9vxZblb/r06Xh4eFCvXj1mzJhR7IZnZWdnc/z4cTp06GDeplAo6NChA4cOHbJiyx7uypUr+Pv7U758eV5//XVCQ0Ot3SRBsCoRHwuWiI+C8PQQ8bFgleT4CCJGlnZinEURioqKsgi8gPl5VFSUNZp0X++//z7169fH3d2dgwcPMm7cOCIjI5k5c6a1m2YWFxeHwWDI93t68eJFK7Xq4Zo0acLixYupUqUKkZGRfP7557Rq1Ypz584Vy6FlglAURHwsWCI+CsLTQ8THglVS4yOIGCmIgnUPNXbs2DyFIe59FPc/9Dse57OMHDmStm3bUrt2bYYMGcI333zD999/T1ZWlpU/RcnXtWtXevfuTe3atencuTMbN24kKSmJ5cuXW7tpgvBYRHwU8bGgifgoPC1EfBTxsTCIGCmInveHGDVqFAMGDHjgPuXLl3+kY/n6+uapZBkdHW1+rbA9yWdp0qQJer2emzdvUqVKlUJo3ePz9PREqVSav4d3REdHF8n3s6C4urpSuXJlrl69au2mCMJjEfHRRMTHwiPio1BSifhoIuJj4RIxsvQRyftDeHl54eXlVSDHatasGVOmTCEmJsZcyXLbtm04OztTvXr1AjnHgzzJZzl16hQKhaJYVeDUaDQ0aNCAHTt20LNnTwCMRiM7duxg+PDh1m3cY0hLS+PatWv069fP2k0RhMci4qOJiI+FR8RHoaQS8dFExMfCJWJk6SOS9wIUGhpKQkICoaGhGAwGTp06BUDFihVxdHSkU6dOVK9enX79+vHVV18RFRXF+PHjGTZsGDY2NtZt/F0OHTrEkSNHaNeuHU5OThw6dIgPP/yQvn374ubmZu3mWRg5ciT9+/enYcOGNG7cmNmzZ5Oens7AgQOt3bT7Gj16NN27dycoKIiIiAgmTJiAUqmkT58+1m6aIBQaER+LnoiPglAyiPhY9EpifAQRIwXEUnEFqX///jKQ57Fr1y7zPjdv3pS7du0q29nZyZ6envKoUaNknU5nvUbn4/jx43KTJk1kFxcX2dbWVq5WrZo8depUWavVWrtp+fr+++/lsmXLyhqNRm7cuLF8+PBhazfpgV555RXZz89P1mg0ckBAgPzKK6/IV69etXazBKFQifhoHSI+CkLxJ+KjdZS0+CjLIkYKsizJsixb4Z6BIAiCIAiCIAiCIAiPSFSbFwRBEARBEARBEIRiTiTvgiAIgiAIgiAIglDMieRdEARBEARBEARBEIo5kbwLgiAIgiAIgiAIQjEnkndBEARBEARBEARBKOZE8i4IgiAIgiAIgiAIxZxI3gVBEARBEARBEAShmBPJuyAIgiAIgiAIgiAUcyJ5FwRBEARBEARBEIRiTiTvgiAIgiAIgiAIglDMieRdEARBEARBEARBEIq5/wOs2yZMUyq5zgAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] }, - "execution_count": 8, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ "with plt.rc_context({\"figure.figsize\": (12, 3)}):\n", " with plt.ioff():\n", " fig, (ax0, ax1, ax2) = plt.subplots(1, 3)\n", - " plot_umap(adata, \"CD8A\", ax=ax0)\n", - " plot_umap(adata, \"CD4\", ax=ax1)\n", - " plot_umap(adata, \"CD8B\", ax=ax2)\n", + " plot_umap(ax0, adata, color=\"CD8A\")\n", + " plot_umap(ax1, adata, color=\"CD4\")\n", + " plot_umap(ax2, adata, color=\"CD8B\")\n", "fig" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -134,7 +124,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.7" } }, "nbformat": 4, From dd60e416a44c775c97b1409b6a11a467d399f5a8 Mon Sep 17 00:00:00 2001 From: "Philipp A." Date: Mon, 26 Feb 2024 14:59:23 +0100 Subject: [PATCH 2/5] ha --- src/scverse_plotting_api/__init__.py | 40 ++++++++++++++++++++++++++-- src/scverse_plotting_api/helpers.py | 17 +++++++----- src/test.ipynb | 38 +++++++++++++++++--------- 3 files changed, 74 insertions(+), 21 deletions(-) diff --git a/src/scverse_plotting_api/__init__.py b/src/scverse_plotting_api/__init__.py index 3358a66..cdc9457 100644 --- a/src/scverse_plotting_api/__init__.py +++ b/src/scverse_plotting_api/__init__.py @@ -1,17 +1,28 @@ from __future__ import annotations -from typing import TYPE_CHECKING +from typing import TYPE_CHECKING, overload import scanpy as sc -from .helpers import plot_decorator +from .helpers import plot_context, plot_decorator if TYPE_CHECKING: from anndata import AnnData + from matplotlib.axes import Axes from matplotlib.figure import Figure from matplotlib.gridspec import GridSpec +@overload +def plot_umap(ax: Axes, adata: AnnData, *, color: str) -> Figure: + ... + + +@overload +def plot_umap(ax: None, adata: AnnData, *, color: str) -> None: + ... + + @plot_decorator def plot_umap( fig: Figure, gs: GridSpec, /, adata: AnnData, *, color: str @@ -23,3 +34,28 @@ def plot_umap( x, y, s=3, c=sc.get.obs_df(adata, color).values, cmap="viridis" ) fig.colorbar(scatter, cax=cbar_ax) + + +@overload +def plot_umap_manual(adata: AnnData, *, color: str, ax: None = None) -> Figure: + ... + + +@overload +def plot_umap_manual(adata: AnnData, *, color: str, ax: Axes) -> None: + ... + + +def plot_umap_manual( + adata: AnnData, *, color: str, ax: Axes | None = None +) -> Figure | None: + with plot_context(ax) as (fig, gs): + main_ax = fig.add_subplot(gs[0, 0]) + cbar_ax = fig.add_subplot(gs[0, 1]) + x, y = zip(*adata.obsm["X_umap"]) + scatter = main_ax.scatter( + x, y, s=3, c=sc.get.obs_df(adata, color).values, cmap="viridis" + ) + fig.colorbar(scatter, cax=cbar_ax) + if ax is None: + return fig diff --git a/src/scverse_plotting_api/helpers.py b/src/scverse_plotting_api/helpers.py index 78e8254..d79a53c 100644 --- a/src/scverse_plotting_api/helpers.py +++ b/src/scverse_plotting_api/helpers.py @@ -24,10 +24,13 @@ def plot_decorator( f: Callable[Concatenate[Figure, GridSpec, P], R], ) -> Callable[Concatenate[Axes | SubplotSpec, P], R]: @wraps(f) - def wrapper(ax, *args, **kwargs): + def wrapper(ax: Axes, *args: P.args, **kwargs: P.kwargs) -> R: with plot_context(ax) as (fig, gs): - f(fig, gs, *args, **kwargs) - if ax is not None: + rv = f(fig, gs, *args, **kwargs) + if rv is not None: + msg = f"{f.__name__}’ definition should not return anything" + raise TypeError(msg) + if ax is None: return fig ax_param = inspect.Parameter( @@ -59,9 +62,11 @@ def plot_context( gs = GridSpec(figure=fig, **gridspec_params) elif isinstance(ax, SubplotSpec): fig = ax.get_gridspec().figure + assert fig is not None gs = ax.subgridspec(**gridspec_params) elif isinstance(ax, Axes): fig = ax.get_figure() + assert fig is not None if ax.get_subplotspec() is None: msg = ( "Ax object must be based on a gridspec, " @@ -80,8 +85,8 @@ def plot_context( # epilogue if not ax_was_provided: if get_backend() == "module://matplotlib_inline.backend_inline": - from matplotlib import pyplot as plt + from matplotlib_inline import backend_inline - plt.close() + backend_inline.show(close=True) else: - fig.show() + fig.show(warn=True) diff --git a/src/test.ipynb b/src/test.ipynb index 5be7f6f..8b6a9ac 100644 --- a/src/test.ipynb +++ b/src/test.ipynb @@ -23,6 +23,8 @@ "\n", "from scverse_plotting_api import plot_umap\n", "\n", + "%matplotlib inline\n", + "\n", "plt.rcParams[\"figure.figsize\"] = (3, 2)" ] }, @@ -39,7 +41,19 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "plot_umap(None, adata, color=\"CD8A\")" ] @@ -51,6 +65,7 @@ "outputs": [ { "data": { + "image/png": "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", "text/plain": [ "
" ] @@ -85,16 +100,6 @@ "execution_count": 6, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -110,7 +115,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -125,8 +130,15 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.7" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } From a0258d96c8cbe8d53983284aa87b2c4c9d516b8d Mon Sep 17 00:00:00 2001 From: "Philipp A." Date: Mon, 26 Feb 2024 16:08:59 +0100 Subject: [PATCH 3/5] almost --- .pre-commit-config.yaml | 11 +++- .vscode/settings.json | 1 + pyproject.toml | 6 +++ src/scverse_plotting_api/__init__.py | 46 ++-------------- src/scverse_plotting_api/helpers.py | 81 +++++++++++++++++++++------- src/test.ipynb | 14 ++--- 6 files changed, 92 insertions(+), 67 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index f0b8b4d..0adbe2b 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -13,13 +13,22 @@ repos: - id: no-commit-to-branch args: ["--branch=main"] - repo: https://github.com/astral-sh/ruff-pre-commit - rev: v0.2.1 + rev: v0.2.2 hooks: - id: ruff types_or: [python, pyi, jupyter] args: ["--fix"] - id: ruff-format types_or: [python, pyi, jupyter] + - repo: https://github.com/pre-commit/mirrors-mypy + rev: v1.8.0 + hooks: + - id: mypy + additional_dependencies: + - anndata + - scanpy + - matplotlib + - matplotlib-inline - repo: https://github.com/pre-commit/mirrors-prettier rev: v4.0.0-alpha.8 hooks: diff --git a/.vscode/settings.json b/.vscode/settings.json index 59bf351..e2a9723 100644 --- a/.vscode/settings.json +++ b/.vscode/settings.json @@ -1,4 +1,5 @@ { + "python.analysis.typeCheckingMode": "strict", "python.testing.pytestEnabled": true, "[python]": { "editor.defaultFormatter": "charliermarsh.ruff", diff --git a/pyproject.toml b/pyproject.toml index 4318b73..b177040 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -28,6 +28,11 @@ version-file = "src/scverse_plotting_api/_version.py" [tool.hatch.envs.default] extra-dependencies = ["ipykernel"] +[tool.mypy] +strict = true +explicit_package_bases = true +mypy_path = ["$MYPY_CONFIG_FILE_DIR/stubs", "$MYPY_CONFIG_FILE_DIR/src"] + [tool.ruff.format] docstring-code-format = true @@ -52,3 +57,4 @@ known-first-party = ["scverse_plotting_api"] required-imports = ["from __future__ import annotations"] [tool.ruff.lint.flake8-type-checking] strict = true +exempt-modules = [] diff --git a/src/scverse_plotting_api/__init__.py b/src/scverse_plotting_api/__init__.py index cdc9457..0ced64a 100644 --- a/src/scverse_plotting_api/__init__.py +++ b/src/scverse_plotting_api/__init__.py @@ -1,32 +1,21 @@ from __future__ import annotations -from typing import TYPE_CHECKING, overload +from typing import TYPE_CHECKING import scanpy as sc -from .helpers import plot_context, plot_decorator +from .helpers import plot_decorator if TYPE_CHECKING: from anndata import AnnData - from matplotlib.axes import Axes from matplotlib.figure import Figure - from matplotlib.gridspec import GridSpec - - -@overload -def plot_umap(ax: Axes, adata: AnnData, *, color: str) -> Figure: - ... - - -@overload -def plot_umap(ax: None, adata: AnnData, *, color: str) -> None: - ... + from matplotlib.gridspec import GridSpec, GridSpecFromSubplotSpec @plot_decorator def plot_umap( - fig: Figure, gs: GridSpec, /, adata: AnnData, *, color: str -) -> Figure | None: + adata: AnnData, color: str, *, fig: Figure, gs: GridSpec | GridSpecFromSubplotSpec +) -> None: main_ax = fig.add_subplot(gs[0, 0]) cbar_ax = fig.add_subplot(gs[0, 1]) x, y = zip(*adata.obsm["X_umap"]) @@ -34,28 +23,3 @@ def plot_umap( x, y, s=3, c=sc.get.obs_df(adata, color).values, cmap="viridis" ) fig.colorbar(scatter, cax=cbar_ax) - - -@overload -def plot_umap_manual(adata: AnnData, *, color: str, ax: None = None) -> Figure: - ... - - -@overload -def plot_umap_manual(adata: AnnData, *, color: str, ax: Axes) -> None: - ... - - -def plot_umap_manual( - adata: AnnData, *, color: str, ax: Axes | None = None -) -> Figure | None: - with plot_context(ax) as (fig, gs): - main_ax = fig.add_subplot(gs[0, 0]) - cbar_ax = fig.add_subplot(gs[0, 1]) - x, y = zip(*adata.obsm["X_umap"]) - scatter = main_ax.scatter( - x, y, s=3, c=sc.get.obs_df(adata, color).values, cmap="viridis" - ) - fig.colorbar(scatter, cax=cbar_ax) - if ax is None: - return fig diff --git a/src/scverse_plotting_api/helpers.py b/src/scverse_plotting_api/helpers.py index d79a53c..16595e2 100644 --- a/src/scverse_plotting_api/helpers.py +++ b/src/scverse_plotting_api/helpers.py @@ -4,7 +4,7 @@ from contextlib import contextmanager from functools import wraps from itertools import islice -from typing import TYPE_CHECKING, Concatenate, ParamSpec, TypeVar +from typing import TYPE_CHECKING, TypedDict, overload from matplotlib import get_backend from matplotlib.axes import Axes @@ -12,26 +12,63 @@ from matplotlib.gridspec import GridSpec, SubplotSpec if TYPE_CHECKING: - from collections.abc import Callable, Generator + from collections.abc import Generator + from typing import Generic, ParamSpec, Protocol + + from matplotlib.gridspec import GridSpecFromSubplotSpec P = ParamSpec("P") - R = TypeVar("R") + + class PlottingImpl(Protocol, Generic[P]): + def __call__( + self, + *args: P.args, + fig: Figure, + gs: GridSpec | GridSpecFromSubplotSpec, + **kwds: P.kwargs, + ) -> None: + ... + + class PlottingAPI(Protocol, Generic[P]): + @overload + def __call__(self, *args: P.args, ax: None = None, **kwds: P.kwargs) -> Figure: + ... + + @overload + def __call__( + self, *args: P.args, ax: Axes | SubplotSpec, **kwds: P.kwargs + ) -> None: + ... -# TODO: make ax a kwarg. Depends on: -# https://github.com/python/typing/issues/1009 -def plot_decorator( - f: Callable[Concatenate[Figure, GridSpec, P], R], -) -> Callable[Concatenate[Axes | SubplotSpec, P], R]: +def plot_decorator(f: PlottingImpl[P]) -> PlottingAPI[P]: + @overload + def wrapper( + *args: P.args, + ax: None = None, + **kwargs: P.kwargs, + ) -> Figure: + ... + + @overload + def wrapper( + *args: P.args, + ax: Axes | SubplotSpec, + **kwargs: P.kwargs, + ) -> None: + ... + @wraps(f) - def wrapper(ax: Axes, *args: P.args, **kwargs: P.kwargs) -> R: + def wrapper( + *args: P.args, ax: Axes | SubplotSpec | None = None, **kwargs: P.kwargs + ) -> Figure | None: with plot_context(ax) as (fig, gs): - rv = f(fig, gs, *args, **kwargs) + rv = f(*args, fig=fig, gs=gs, **kwargs) # type: ignore[func-returns-value] if rv is not None: - msg = f"{f.__name__}’ definition should not return anything" + name = getattr(f, "__name__", "function") + msg = f"{name}’ definition should not return anything" raise TypeError(msg) - if ax is None: - return fig + return fig if ax is None else None ax_param = inspect.Parameter( "ax", inspect.Parameter.POSITIONAL_ONLY, annotation=Axes | SubplotSpec @@ -40,7 +77,7 @@ def wrapper(ax: Axes, *args: P.args, **kwargs: P.kwargs) -> R: del wrapper.__annotations__["gs"] wrapper.__annotations__["ax"] = ax_param.annotation - wrapper.__signature__ = (sig := inspect.signature(f)).replace( + wrapper.__signature__ = (sig := inspect.signature(f)).replace( # type: ignore[attr-defined] parameters=[ ax_param, *islice(sig.parameters.values(), 2, None), @@ -50,13 +87,21 @@ def wrapper(ax: Axes, *args: P.args, **kwargs: P.kwargs) -> R: return wrapper +class GSParams(TypedDict): + nrows: int + ncols: int + width_ratios: tuple[float, float] + + @contextmanager def plot_context( ax: Axes | SubplotSpec | None = None, -) -> Generator[tuple[Figure, GridSpec], None, None]: +) -> Generator[tuple[Figure, GridSpec | GridSpecFromSubplotSpec], None, None]: # prologue ax_was_provided = ax is not None - gridspec_params = {"nrows": 1, "ncols": 2, "width_ratios": (0.7, 0.1)} + gridspec_params = GSParams(nrows=1, ncols=2, width_ratios=(0.7, 0.1)) + fig: Figure | None + gs: GridSpec | GridSpecFromSubplotSpec if not ax_was_provided: fig = Figure(layout="tight") gs = GridSpec(figure=fig, **gridspec_params) @@ -67,14 +112,14 @@ def plot_context( elif isinstance(ax, Axes): fig = ax.get_figure() assert fig is not None - if ax.get_subplotspec() is None: + if (subplotspec := ax.get_subplotspec()) is None: msg = ( "Ax object must be based on a gridspec, " "e.g. generated using plt.subplots()" ) raise ValueError(msg) else: - gs = ax.get_subplotspec().subgridspec(**gridspec_params) + gs = subplotspec.subgridspec(**gridspec_params) ax.remove() else: msg = "If specified, ax must be an Axes or SubplotSpec object" diff --git a/src/test.ipynb b/src/test.ipynb index 8b6a9ac..14b05d7 100644 --- a/src/test.ipynb +++ b/src/test.ipynb @@ -55,7 +55,7 @@ } ], "source": [ - "plot_umap(None, adata, color=\"CD8A\")" + "plot_umap(adata, color=\"CD8A\")" ] }, { @@ -79,9 +79,9 @@ "with plt.rc_context({\"figure.figsize\": (12, 3)}):\n", " fig = plt.Figure()\n", " gs = plt.GridSpec(1, 3, fig)\n", - " plot_umap(gs[0], adata, color=\"CD8A\")\n", - " plot_umap(gs[1], adata, color=\"CD4\")\n", - " plot_umap(gs[2], adata, color=\"CD8B\")\n", + " plot_umap(adata, \"CD8A\", ax=gs[0])\n", + " plot_umap(adata, \"CD4\", ax=gs[1])\n", + " plot_umap(adata, \"CD8B\", ax=gs[2])\n", "fig" ] }, @@ -106,9 +106,9 @@ "with plt.rc_context({\"figure.figsize\": (12, 3)}):\n", " with plt.ioff():\n", " fig, (ax0, ax1, ax2) = plt.subplots(1, 3)\n", - " plot_umap(ax0, adata, color=\"CD8A\")\n", - " plot_umap(ax1, adata, color=\"CD4\")\n", - " plot_umap(ax2, adata, color=\"CD8B\")\n", + " plot_umap(adata, \"CD8A\", ax=ax0)\n", + " plot_umap(adata, \"CD4\", ax=ax1)\n", + " plot_umap(adata, \"CD8B\", ax=ax2)\n", "fig" ] } From b99bd24e56eada122f0088963e75bf12d35a7172 Mon Sep 17 00:00:00 2001 From: "Philipp A." Date: Mon, 26 Feb 2024 16:10:47 +0100 Subject: [PATCH 4/5] minor fixes --- pyproject.toml | 2 +- src/test.ipynb | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index b177040..1ad2770 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -31,7 +31,7 @@ extra-dependencies = ["ipykernel"] [tool.mypy] strict = true explicit_package_bases = true -mypy_path = ["$MYPY_CONFIG_FILE_DIR/stubs", "$MYPY_CONFIG_FILE_DIR/src"] +mypy_path = ["$MYPY_CONFIG_FILE_DIR/src"] [tool.ruff.format] docstring-code-format = true diff --git a/src/test.ipynb b/src/test.ipynb index 14b05d7..4490160 100644 --- a/src/test.ipynb +++ b/src/test.ipynb @@ -55,7 +55,7 @@ } ], "source": [ - "plot_umap(adata, color=\"CD8A\")" + "plot_umap(adata, \"CD8A\")" ] }, { From 98f636d1662905b27c633b2737746b4281e5a951 Mon Sep 17 00:00:00 2001 From: Philipp A Date: Mon, 26 Feb 2024 16:41:36 +0100 Subject: [PATCH 5/5] Discard changes to src/test.ipynb --- src/test.ipynb | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/src/test.ipynb b/src/test.ipynb index 4a27f8c..a7e33be 100644 --- a/src/test.ipynb +++ b/src/test.ipynb @@ -109,6 +109,13 @@ " plot_umap(adata, \"CD8B\", ax=ax2)\n", "fig" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {