diff --git a/setup.cfg b/.flake8 similarity index 80% rename from setup.cfg rename to .flake8 index de3ed5cb4..f45f038bc 100644 --- a/setup.cfg +++ b/.flake8 @@ -18,7 +18,3 @@ import-order-style = smarkets statistics = True count = True verbose = 1 -# format = [%(code)s] %(text)s @ %(path)s:%(row)d:%(col)d - -[codespell] -ignore-words-list = pres,nd diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml index c2270519d..57e190b5a 100644 --- a/.github/workflows/main.yml +++ b/.github/workflows/main.yml @@ -1,6 +1,12 @@ name: Tests -on: [push, pull_request] +on: + push: + branches: + - master + pull_request: + branches: + - master jobs: Linting: @@ -11,7 +17,7 @@ jobs: - name: Set up Python uses: actions/setup-python@v3 with: - python-version: "3.8" + python-version: "3.9" - name: Linting run: | pip install pre-commit @@ -23,7 +29,7 @@ jobs: strategy: max-parallel: 4 matrix: - python-version: ["3.8", "3.9", "3.10"] + python-version: ["3.8", "3.10"] steps: - uses: actions/checkout@v3 @@ -33,28 +39,25 @@ jobs: python-version: ${{ matrix.python-version }} - name: Install dependencies run: | - pip install -r requirements-dev.txt - pip install sympy # needed for notebook 9, but not required for pysindy + pip install --upgrade pip + pip install .[dev,miosr,cvxpy] - name: Build the docs # Not exactly how RTD does it, but close. run: | + sudo apt-get update -y sudo apt-get install pandoc + pip install .[docs] cd docs python -m sphinx -T -E -W -b html -d _build/doctrees . _build/html cd .. - name: Test with pytest run: | - pytest test --cov=pysindy --cov-report=xml + coverage run --source=pysindy -m pytest test -m "not slow" && coverage xml - name: Upload coverage to Codecov uses: codecov/codecov-action@v3 with: token: ${{ secrets.CODECOV_TOKEN }} file: ./coverage.xml - - name: Execute feature notebook with papermill - run: | - pip install papermill - cd examples - papermill --report-mode 1_feature_overview.ipynb out.json - uses: actions/cache@v3 with: path: ~/.cache/pip diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index f8df6e4cb..8f40cc621 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -14,11 +14,13 @@ jobs: - name: Set up Python uses: actions/setup-python@v3 with: - python-version: "3.8" - - name: Install dependencies - run: pip install wheel + python-version: "3.9" + - name: Install Build + run: | + python -m pip install --upgrade pip + pip install build - name: Build package - run: python setup.py sdist bdist_wheel + run: python -m build . - name: Upload package uses: pypa/gh-action-pypi-publish@v1.8.5 with: diff --git a/.gitignore b/.gitignore index c7909a4c7..cebac22c5 100644 --- a/.gitignore +++ b/.gitignore @@ -3,6 +3,10 @@ dist *.egg-info commit-msg todo +poetry.lock + +# profiling +prof/ # Environments .env diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index efaba4b76..659986caa 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -18,7 +18,7 @@ repos: rev: 5.0.4 hooks: - id: flake8 - args: ["--config=setup.cfg"] + args: ["--config=.flake8"] - repo: https://github.com/pre-commit/pygrep-hooks rev: v1.9.0 hooks: @@ -34,11 +34,12 @@ repos: hooks: - id: sphinx-lint - repo: https://github.com/codespell-project/codespell - rev: v2.1.0 + rev: v2.2.4 hooks: - id: codespell types_or: [python, rst, markdown] - args: ["-L hist"] + additional_dependencies: [tomli] + args: ["--toml", "pyproject.toml"] - repo: https://github.com/pre-commit/pre-commit-hooks rev: v4.3.0 hooks: diff --git a/.readthedocs.yml b/.readthedocs.yml index 0c16f2be0..e92b3611a 100644 --- a/.readthedocs.yml +++ b/.readthedocs.yml @@ -3,7 +3,17 @@ version: 2 sphinx: configuration: docs/conf.py +build: + os: "ubuntu-22.04" + tools: + python: "3.8" + python: - version: 3.8 install: - - requirements: requirements-dev.txt + - method: pip + path: . + extra_requirements: + - docs + - cvxpy + - miosr + - dev diff --git a/README.rst b/README.rst index 5d4ae5b79..4492dd928 100644 --- a/README.rst +++ b/README.rst @@ -38,7 +38,7 @@ The approximation problem to be solved can then be compactly written as Each row of this matrix equation corresponds to one coordinate function of ``f(x)``. SINDy employs sparse regression techniques to find a solution ``Xi`` with sparse column vectors. -For a more in-depth look at the mathematical foundations of SINDy, please see our `introduction to SINDy `__. +For a more in-depth look at the mathematical foundations of SINDy, please see our `introduction to SINDy `__. Relation to PySINDy ^^^^^^^^^^^^^^^^^^^ @@ -93,7 +93,7 @@ which prints the following x' = -2.000 x y' = 1.000 y -PySINDy provides numerous other features not shown here. We recommend the `feature overview `__ section of the documentation for a more exhaustive summary of additional features. +PySINDy provides numerous other features not shown here. We recommend the `feature overview `__ section of the documentation for a more exhaustive summary of additional features. Installation ------------ @@ -121,23 +121,41 @@ Then, to install the package, run pip install . -If you do not have pip you can instead use +If you do not have root access, you should add the ``--user`` option to the above lines. + +Caveats +^^^^^^^ + +To run the unit tests, or example notebooks, you should install the dev-dependencies with: .. code-block:: bash - python setup.py install + pip install pysindy[dev] -If you do not have root access, you should add the ``--user`` option to the above lines. +or if you are installing from a local copy -Caveats -^^^^^^^ -If you would like to use the ``SINDy-PI`` optimizer, the ``Trapping SINDy`` optimizer (TrappingSR3), or the other SR3 optimizations with inequality constraints, you will also need to install the cvxpy package, e.g. with ``pip install cvxpy``. +.. code-block:: bash + + pip install .[dev] + +To build a local copy of the documentation, you should install the docs-dependencies with: + +.. code-block:: bash + + pip install pysindy[docs] + +If you are looking to use convex optimization provided by `cvxpy `__, then you have to install -To run the unit tests, example notebooks, or build a local copy of the documentation, you should install the additional dependencies in ``requirements-dev.txt`` +.. code-block:: bash + + pip install pysindy[cvxpy] + +to utilize Mixed-Integer Optimized Sparse Regression (MIOSR) via `GurobiPy `__, you +require .. code-block:: bash - pip install -r requirements-dev.txt + pip install pysindy[miosr] Documentation @@ -178,11 +196,11 @@ You can optimize your notebook for testing by checking ``__name__``. When our t Contributing code ^^^^^^^^^^^^^^^^^ -We welcome contributions to PySINDy. To contribute a new feature please submit a pull request. To get started we recommend installing the packages in ``requirements-dev.txt`` via +We welcome contributions to PySINDy. To contribute a new feature please submit a pull request. To get started we recommend installing an editable ``dev`` version from a local clone via .. code-block:: bash - pip install -r requirements-dev.txt + pip install -e .[dev] This will allow you to run unit tests and automatically format your code. To be accepted your code should conform to PEP8 and pass all unit tests. Code can be tested by invoking @@ -190,13 +208,19 @@ This will allow you to run unit tests and automatically format your code. To be pytest -We recommend using ``pre-commit`` to format your code. Once you have staged changes to commit +We recommend using ``pre-commit`` to format your code. The easiest approach is to install pre-commit via + +.. code-block:: bash + + pre-commit install + +After which pre-commit will automatically check all future commits. Once you have staged changes to commit .. code-block:: bash git add path/to/changed/file.py -you can run the following to automatically reformat your staged code +Pre-commit will then automatically run all checks against your committed code. If you want to trigger this manually, you can run the following to automatically reformat your staged code .. code-block:: bash @@ -204,7 +228,19 @@ you can run the following to automatically reformat your staged code Note that you will then need to re-stage any changes ``pre-commit`` made to your code. -Building documentation requires [pandoc](https://pandoc.org/installing.html) as a separate install. Once installed, run +Building documentation requires the ``docs`` dependencies, which can be installed with either + +.. code-block:: bash + + pip install pysindy[docs] + +or with + +.. code-block:: bash + + pip install .[docs] + +for a local clone of the repository. Once installed, run .. code-block:: bash @@ -343,8 +379,8 @@ Thanks to the members of the community who have contributed to PySINDy! | `andgoldschmidt `_ | `derivative `_ package for numerical differentiation `#85 `_ | +-------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------+ -.. |BuildCI| image:: https://github.com/dynamicslab/pysindy/workflows/Build%20CI/badge.svg - :target: https://github.com/dynamicslab/pysindy/actions?query=workflow%3A%22Build+CI%22 +.. |BuildCI| image:: https://github.com/dynamicslab/pysindy/actions/workflows/main.yml/badge.svg + :target: https://github.com/dynamicslab/pysindy/actions/workflows/main.yml?query=branch%3Amaster .. |RTD| image:: https://readthedocs.org/projects/pysindy/badge/?version=latest :target: https://pysindy.readthedocs.io/en/latest/?badge=latest diff --git a/docs/conf.py b/docs/conf.py index ae17adca2..15322b03c 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -61,7 +61,8 @@ html_sourcelink_suffix = "" intersphinx_mapping = { - "derivative": ("https://derivative.readthedocs.io/en/latest/", None) + "derivative": ("https://derivative.readthedocs.io/en/latest/", None), + "sklearn": ("https://scikit-learn.org/stable/", None), } # -- Extensions to the Napoleon GoogleDocstring class --------------------- diff --git a/examples/12_weakform_SINDy_examples.ipynb b/examples/12_weakform_SINDy_examples.ipynb index 26e148ccf..dfd9019f5 100644 --- a/examples/12_weakform_SINDy_examples.ipynb +++ b/examples/12_weakform_SINDy_examples.ipynb @@ -38,6 +38,7 @@ "\n", "# Ignore matplotlib deprecation warnings\n", "import warnings\n", + "\n", "warnings.filterwarnings(\"ignore\", category=UserWarning)\n", "warnings.filterwarnings(\"ignore\", category=FutureWarning)\n", "\n", @@ -46,9 +47,9 @@ "\n", "# integration keywords for solve_ivp, typically needed for chaotic systems\n", "integrator_keywords = {}\n", - "integrator_keywords['rtol'] = 1e-12\n", - "integrator_keywords['method'] = 'LSODA'\n", - "integrator_keywords['atol'] = 1e-12" + "integrator_keywords[\"rtol\"] = 1e-12\n", + "integrator_keywords[\"method\"] = \"LSODA\"\n", + "integrator_keywords[\"atol\"] = 1e-12" ] }, { @@ -82,8 +83,9 @@ "t_train = np.arange(0, 10, dt)\n", "t_train_span = (t_train[0], t_train[-1])\n", "u0_train = [-8, 8, 27]\n", - "u_train = solve_ivp(lorenz, t_train_span, u0_train, \n", - " t_eval=t_train, **integrator_keywords).y.T\n", + "u_train = solve_ivp(\n", + " lorenz, t_train_span, u0_train, t_eval=t_train, **integrator_keywords\n", + ").y.T\n", "\n", "# Instantiate and fit the SINDy model with u_dot\n", "u_dot = ps.FiniteDifference()._differentiate(u_train, t=dt)\n", @@ -107,11 +109,7 @@ "\n", "# Instantiate and fit the SINDy model with the integral of u_dot\n", "optimizer = ps.SR3(\n", - " threshold=0.05, \n", - " thresholder=\"l1\", \n", - " max_iter=1000, \n", - " normalize_columns=True, \n", - " tol=1e-1\n", + " threshold=0.05, thresholder=\"l1\", max_iter=1000, normalize_columns=True, tol=1e-1\n", ")\n", "model = ps.SINDy(feature_library=ode_lib, optimizer=optimizer)\n", "model.fit(u_train)\n", @@ -137,10 +135,12 @@ "t_train_span = (t_train[0], t_train[-1])\n", "u0_train = [-8, 8, 27]\n", "u0_test = [8, 7, 15]\n", - "u_train = solve_ivp(lorenz, t_train_span, u0_train, \n", - " t_eval=t_train, **integrator_keywords).y.T\n", - "u_test = solve_ivp(lorenz, t_train_span, u0_test, \n", - " t_eval=t_train, **integrator_keywords).y.T\n", + "u_train = solve_ivp(\n", + " lorenz, t_train_span, u0_train, t_eval=t_train, **integrator_keywords\n", + ").y.T\n", + "u_test = solve_ivp(\n", + " lorenz, t_train_span, u0_test, t_eval=t_train, **integrator_keywords\n", + ").y.T\n", "rmse = mean_squared_error(u_train, np.zeros((u_train).shape), squared=False)\n", "u_dot_clean = ps.FiniteDifference()._differentiate(u_test, t=dt)\n", "u_clean = u_test\n", @@ -181,7 +181,7 @@ " errs[i] = np.sqrt(\n", " (\n", " np.sum((u_dot_train_integral - opt.Theta_ @ opt.coef_.T) ** 2)\n", - " / np.sum(u_dot_train_integral ** 2)\n", + " / np.sum(u_dot_train_integral**2)\n", " )\n", " / u_dot_train_integral.shape[0]\n", " )" @@ -203,7 +203,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -213,10 +213,10 @@ } ], "source": [ - "plt.title('Convergence of weak SINDy, hyperparameter scan', fontsize=12)\n", - "plt.plot(K_scan,errs)\n", - "plt.xlabel('Number of subdomains', fontsize=16)\n", - "plt.ylabel('Error', fontsize=16)\n", + "plt.title(\"Convergence of weak SINDy, hyperparameter scan\", fontsize=12)\n", + "plt.plot(K_scan, errs)\n", + "plt.xlabel(\"Number of subdomains\", fontsize=16)\n", + "plt.ylabel(\"Error\", fontsize=16)\n", "plt.show()" ] }, @@ -255,7 +255,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -265,7 +265,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -285,11 +285,7 @@ " K=5000,\n", ")\n", "opt = ps.SR3(\n", - " threshold=100, \n", - " thresholder=\"l0\", \n", - " max_iter=10000, \n", - " normalize_columns=True, \n", - " tol=1e-10\n", + " threshold=100, thresholder=\"l0\", max_iter=10000, normalize_columns=True, tol=1e-10\n", ")\n", "model = ps.SINDy(feature_library=ode_lib, optimizer=opt)\n", "model.fit(u_train, quiet=True)\n", @@ -303,26 +299,22 @@ " include_bias=True,\n", ")\n", "optimizer = ps.SR3(\n", - " threshold=100, \n", - " thresholder=\"l0\", \n", - " max_iter=10000, \n", - " normalize_columns=True, \n", - " tol=1e-10\n", + " threshold=100, thresholder=\"l0\", max_iter=10000, normalize_columns=True, tol=1e-10\n", ")\n", "original_model = ps.SINDy(feature_library=ode_lib, optimizer=optimizer)\n", "original_model.fit(u_train, t=dt, quiet=True)\n", "print(\"Regular model: \")\n", "original_model.print()\n", "err_not_weak = np.sqrt(\n", - " (np.sum((u_dot - optimizer.Theta_ @ optimizer.coef_.T) ** 2) / np.sum(u_dot ** 2))\n", + " (np.sum((u_dot - optimizer.Theta_ @ optimizer.coef_.T) ** 2) / np.sum(u_dot**2))\n", " / u_dot.shape[0]\n", ")\n", "\n", - "u_pred = original_model.simulate(u0_test, t=t_train, integrator='odeint')\n", + "u_pred = original_model.simulate(u0_test, t=t_train, integrator=\"odeint\")\n", "u_dot_pred = original_model.predict(u_test)\n", "\n", "# Plot the ground truth, weak form, and non-weak derivative predictions\n", - "feature_names = ['x', 'y', 'z']\n", + "feature_names = [\"x\", \"y\", \"z\"]\n", "optimizer.coef_ = opt.coef_\n", "u_dot_weak = original_model.predict(u_test)\n", "plt.figure(figsize=(16, 4))\n", @@ -332,12 +324,12 @@ " plt.plot(t_train, u_dot_weak[:, i], \"b\", label=r\"$\\dot{q}$ weak form prediction\")\n", " plt.plot(t_train, u_dot_clean[:, i], \"k\", label=r\"$\\dot{q}$ without added noise\")\n", " plt.grid(True)\n", - " plt.ylabel(r'$\\dot{' + feature_names[i] + '}$', fontsize=14)\n", + " plt.ylabel(r\"$\\dot{\" + feature_names[i] + \"}$\", fontsize=14)\n", " if i == 2:\n", " plt.legend()\n", "\n", "# Plot the ground truth, weak form, and non-weak trajectory predictions\n", - "u_weak = original_model.simulate(u0_test, t=t_train, integrator='odeint')\n", + "u_weak = original_model.simulate(u0_test, t=t_train, integrator=\"odeint\")\n", "plt.figure(figsize=(16, 4))\n", "for i in range(3):\n", " plt.subplot(1, 3, i + 1)\n", @@ -347,7 +339,7 @@ " plt.plot(t_train, u_clean[:, i], \"k\", label=r\"$q$ without added noise\")\n", " plt.grid(True)\n", " plt.ylabel(feature_names[i], fontsize=14)\n", - " plt.xlabel('t', fontsize=14)\n", + " plt.xlabel(\"t\", fontsize=14)\n", " plt.ylim(-100, 100)\n", " if i == 2:\n", " plt.legend()" @@ -370,7 +362,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -380,10 +372,10 @@ } ], "source": [ - "data = loadmat('data/burgers.mat')\n", - "time = np.ravel(data['t'])\n", - "x = np.ravel(data['x'])\n", - "u = np.real(data['usol'])\n", + "data = loadmat(\"data/burgers.mat\")\n", + "time = np.ravel(data[\"t\"])\n", + "x = np.ravel(data[\"x\"])\n", + "u = np.real(data[\"usol\"])\n", "dt = time[1] - time[0]\n", "dx = x[1] - x[0]\n", "rmse = mean_squared_error(u, np.zeros(u.shape), squared=False)\n", @@ -394,27 +386,27 @@ "plt.figure(figsize=(16, 4))\n", "plt.subplot(1, 3, 1)\n", "plt.pcolormesh(time, x, u)\n", - "plt.xlabel('t', fontsize=16)\n", - "plt.ylabel('x', fontsize=16)\n", - "plt.title(r'$u(x, t)$', fontsize=16)\n", + "plt.xlabel(\"t\", fontsize=16)\n", + "plt.ylabel(\"x\", fontsize=16)\n", + "plt.title(r\"$u(x, t)$\", fontsize=16)\n", "\n", "u_dot = ps.FiniteDifference(axis=1)._differentiate(u, t=dt)\n", "plt.subplot(1, 3, 2)\n", "plt.pcolormesh(time, x, u_dot)\n", - "plt.xlabel('t', fontsize=16)\n", - "plt.ylabel('x', fontsize=16)\n", + "plt.xlabel(\"t\", fontsize=16)\n", + "plt.ylabel(\"x\", fontsize=16)\n", "ax = plt.gca()\n", "ax.set_yticklabels([])\n", - "plt.title(r'$\\dot{u}(x, t)$ from FD', fontsize=16)\n", + "plt.title(r\"$\\dot{u}(x, t)$ from FD\", fontsize=16)\n", "\n", "u_dot = ps.SmoothedFiniteDifference(axis=1)._differentiate(u, t=dt)\n", "plt.subplot(1, 3, 3)\n", "plt.pcolormesh(time, x, u_dot)\n", - "plt.xlabel('t', fontsize=16)\n", - "plt.ylabel('x', fontsize=16)\n", + "plt.xlabel(\"t\", fontsize=16)\n", + "plt.ylabel(\"x\", fontsize=16)\n", "ax = plt.gca()\n", "ax.set_yticklabels([])\n", - "plt.title(r'$\\dot{u}(x, t)$ from smoothed FD', fontsize=16)\n", + "plt.title(r\"$\\dot{u}(x, t)$ from smoothed FD\", fontsize=16)\n", "plt.show()\n", "# See how much SmoothedFiniteDifference improves the derivatives!\n", "\n", @@ -427,19 +419,21 @@ "metadata": {}, "outputs": [], "source": [ - "# Define weak form PDE library \n", + "# Define weak form PDE library\n", "library_functions = [lambda x: x, lambda x: x * x]\n", "library_function_names = [lambda x: x, lambda x: x + x]\n", "\n", "# Need to define the 2D spatiotemporal grid before calling the library\n", "X, T = np.meshgrid(x, time)\n", "XT = np.asarray([X, T]).T\n", - "pde_lib = ps.WeakPDELibrary(library_functions=library_functions, \n", - " function_names=library_function_names, \n", - " derivative_order=2,\n", - " spatiotemporal_grid=XT,\n", - " is_uniform=True, K=1000,\n", - " )" + "pde_lib = ps.WeakPDELibrary(\n", + " library_functions=library_functions,\n", + " function_names=library_function_names,\n", + " derivative_order=2,\n", + " spatiotemporal_grid=XT,\n", + " is_uniform=True,\n", + " K=1000,\n", + ")" ] }, { @@ -459,8 +453,9 @@ ], "source": [ "# Fit a weak form model\n", - "optimizer = ps.SR3(threshold=0.1, thresholder='l0', \n", - " tol=1e-8, normalize_columns=True, max_iter=1000)\n", + "optimizer = ps.SR3(\n", + " threshold=0.1, thresholder=\"l0\", tol=1e-8, normalize_columns=True, max_iter=1000\n", + ")\n", "model = ps.SINDy(feature_library=pde_lib, optimizer=optimizer)\n", "model.fit(u, quiet=True)\n", "model.print()" @@ -483,16 +478,19 @@ ], "source": [ "# Show that a non-weak form model screws this up badly\n", - "pde_lib = ps.PDELibrary(library_functions=library_functions, \n", - " function_names=library_function_names, \n", - " derivative_order=2, spatial_grid=x,\n", - " include_bias=False,\n", - " is_uniform=True)\n", + "pde_lib = ps.PDELibrary(\n", + " library_functions=library_functions,\n", + " function_names=library_function_names,\n", + " derivative_order=2,\n", + " spatial_grid=x,\n", + " include_bias=False,\n", + " is_uniform=True,\n", + ")\n", "\n", "# Fit and predict with the non-weak model\n", - "opt = ps.SR3(threshold=0.05, thresholder='l0', \n", - " tol=1e-10, normalize_columns=True, \n", - " max_iter=1000)\n", + "opt = ps.SR3(\n", + " threshold=0.05, thresholder=\"l0\", tol=1e-10, normalize_columns=True, max_iter=1000\n", + ")\n", "model_for_prediction = ps.SINDy(feature_library=pde_lib, optimizer=opt)\n", "model_for_prediction.fit(u)\n", "\n", @@ -525,68 +523,106 @@ "metadata": {}, "outputs": [], "source": [ - "def compressible (t, U, dx, N, mu, RT):\n", - " u = U.reshape(N,N,3)[:,:,0]\n", - " v = U.reshape(N,N,3)[:,:,1]\n", - " rho = U.reshape(N,N,3)[:,:,2]\n", - " ux = ps.differentiation.SpectralDerivative(\n", - " d=1, axis=0, \n", - " )._differentiate(u, dx)\n", - " uy = ps.differentiation.SpectralDerivative(\n", - " d=1, axis=1, \n", - " )._differentiate(u, dx)\n", - " uxx = ps.differentiation.SpectralDerivative(\n", - " d=2, axis=0, \n", - " )._differentiate(u, dx)\n", - " uyy = ps.differentiation.SpectralDerivative(\n", - " d=2, axis=1, \n", - " )._differentiate(u, dx)\n", - " vx = ps.differentiation.SpectralDerivative(\n", - " d=1, axis=0, \n", - " )._differentiate(v, dx)\n", - " vy = ps.differentiation.SpectralDerivative(\n", - " d=1, axis=1, \n", - " )._differentiate(v, dx)\n", - " vxx = ps.differentiation.SpectralDerivative(\n", - " d=2, axis=0, \n", - " )._differentiate(v, dx)\n", - " vyy = ps.differentiation.SpectralDerivative(\n", - " d=2, axis=1, \n", - " )._differentiate(v, dx)\n", - " px = ps.differentiation.SpectralDerivative(\n", - " d=1, axis=0,\n", - " )._differentiate(rho*RT, dx)\n", - " py = ps.differentiation.SpectralDerivative(\n", - " d=1, axis=1,\n", - " )._differentiate(rho*RT, dx)\n", - " ret=np.zeros((N,N,3))\n", - " ret[:,:,0]=-(u*ux+v*uy)-(px-mu*(uxx+uyy))/rho\n", - " ret[:,:,1]=-(u*vx+v*vy)-(py-mu*(vxx+vyy))/rho\n", - " ret[:,:,2]=-(u*px/RT+v*py/RT+rho*ux+rho*vy)\n", - " return ret.reshape(3*N*N)\n", - "\n", - "N = 100\n", - "h0 = 1.0\n", + "def compressible(t, U, dx, N, mu, RT):\n", + " u = U.reshape(N, N, 3)[:, :, 0]\n", + " v = U.reshape(N, N, 3)[:, :, 1]\n", + " rho = U.reshape(N, N, 3)[:, :, 2]\n", + " ux = ps.differentiation.FiniteDifference(\n", + " d=1,\n", + " axis=0,\n", + " periodic=True,\n", + " )._differentiate(u, dx)\n", + " uy = ps.differentiation.FiniteDifference(\n", + " d=1,\n", + " axis=1,\n", + " periodic=True,\n", + " )._differentiate(u, dx)\n", + " uxx = ps.differentiation.FiniteDifference(\n", + " d=2,\n", + " axis=0,\n", + " periodic=True,\n", + " )._differentiate(u, dx)\n", + " uyy = ps.differentiation.FiniteDifference(\n", + " d=2,\n", + " axis=1,\n", + " periodic=True,\n", + " )._differentiate(u, dx)\n", + " vx = ps.differentiation.FiniteDifference(\n", + " d=1,\n", + " axis=0,\n", + " periodic=True,\n", + " )._differentiate(v, dx)\n", + " vy = ps.differentiation.FiniteDifference(\n", + " d=1,\n", + " axis=1,\n", + " periodic=True,\n", + " )._differentiate(v, dx)\n", + " vxx = ps.differentiation.FiniteDifference(\n", + " d=2,\n", + " axis=0,\n", + " periodic=True,\n", + " )._differentiate(v, dx)\n", + " vyy = ps.differentiation.FiniteDifference(\n", + " d=2,\n", + " axis=1,\n", + " periodic=True,\n", + " )._differentiate(v, dx)\n", + " px = ps.differentiation.FiniteDifference(\n", + " d=1,\n", + " axis=0,\n", + " periodic=True,\n", + " )._differentiate(rho * RT, dx)\n", + " py = ps.differentiation.FiniteDifference(\n", + " d=1,\n", + " axis=1,\n", + " periodic=True,\n", + " )._differentiate(rho * RT, dx)\n", + " ret = np.zeros((N, N, 3))\n", + " ret[:, :, 0] = -(u * ux + v * uy) - (px - mu * (uxx + uyy)) / rho\n", + " ret[:, :, 1] = -(u * vx + v * vy) - (py - mu * (vxx + vyy)) / rho\n", + " ret[:, :, 2] = -(u * px / RT + v * py / RT + rho * ux + rho * vy)\n", + " return ret.reshape(3 * N * N)\n", + "\n", + "\n", + "N = 64\n", + "Nt = 100\n", "L = 5\n", "T = 0.5\n", - "mu=1\n", - "RT=1\n", + "mu = 1\n", + "RT = 1\n", "\n", - "t = np.linspace(0, T, N)\n", + "t = np.linspace(0, T, Nt)\n", "x = np.arange(0, N) * L / N\n", "y = np.arange(0, N) * L / N\n", "dx = x[1] - x[0]\n", "\n", - "#some arbitrary initial conditions\n", - "y0=np.zeros((N,N,3))\n", - "y0[:,:,0]=-np.sin(2*np.pi/L*x)[:,np.newaxis]+0.5*np.cos(2*2*np.pi/L*y)[np.newaxis,:]\n", - "y0[:,:,1]=0.5*np.cos(2*np.pi/L*x)[:,np.newaxis]-np.sin(2*2*np.pi/L*y)[np.newaxis,:]\n", - "y0[:,:,2]=1+0.5*np.cos(2*np.pi/L*x)[:,np.newaxis]*np.cos(2*2*np.pi/L*y)[np.newaxis,:]\n", + "# some arbitrary initial conditions\n", + "y0 = np.zeros((N, N, 3))\n", + "y0[:, :, 0] = (\n", + " -np.sin(2 * np.pi / L * x)[:, np.newaxis]\n", + " + 0.5 * np.cos(2 * 2 * np.pi / L * y)[np.newaxis, :]\n", + ")\n", + "y0[:, :, 1] = (\n", + " 0.5 * np.cos(2 * np.pi / L * x)[:, np.newaxis]\n", + " - np.sin(2 * 2 * np.pi / L * y)[np.newaxis, :]\n", + ")\n", + "y0[:, :, 2] = (\n", + " 1\n", + " + 0.5\n", + " * np.cos(2 * np.pi / L * x)[:, np.newaxis]\n", + " * np.cos(2 * 2 * np.pi / L * y)[np.newaxis, :]\n", + ")\n", "\n", - "sol = solve_ivp(compressible, (t[0], t[-1]), \n", - " y0=y0.reshape(3*N*N), t_eval=t, args=(dx, N, mu, RT),\n", - " method='RK45', rtol=1e-12, atol=1e-12,\n", - " )" + "sol = solve_ivp(\n", + " compressible,\n", + " (t[0], t[-1]),\n", + " y0=y0.reshape(3 * N * N),\n", + " t_eval=t,\n", + " args=(dx, N, mu, RT),\n", + " method=\"RK45\",\n", + " rtol=1e-8,\n", + " atol=1e-8,\n", + ")" ] }, { @@ -596,7 +632,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -606,66 +642,87 @@ } ], "source": [ - "u_shaped_noiseless = sol.y.reshape(N,N,3,-1).transpose(0,1,3,2)\n", - "u_dot_noiseless = ps.FiniteDifference(\n", - " d=1, axis=2\n", - ")._differentiate(u_shaped_noiseless,t)\n", + "u_shaped_noiseless = sol.y.reshape(N, N, 3, -1).transpose(0, 1, 3, 2)\n", + "u_dot_noiseless = ps.FiniteDifference(d=1, axis=2)._differentiate(u_shaped_noiseless, t)\n", "\n", - "ep = 1e-3\n", + "ep = 5e-3\n", "np.random.seed(100)\n", "u_shaped_noisy = u_shaped_noiseless + 2 * ep * (\n", - " 0.5 - np.random.random(size=(N, N, N, 3))\n", + " 0.5 - np.random.random(size=(N, N, Nt, 3))\n", ")\n", - "u_dot_noisy = ps.FiniteDifference(\n", - " d=1, axis=2)._differentiate(u_shaped_noisy, t)\n", + "u_dot_noisy = ps.FiniteDifference(d=1, axis=2)._differentiate(u_shaped_noisy, t)\n", "\n", "# Plot u and u_dot\n", "plt.figure(figsize=(16, 10))\n", "\n", "plt.subplot(2, 3, 1)\n", - "plt.imshow(u_dot_noiseless[:,:,-1,0])\n", + "plt.imshow(u_dot_noiseless[:, :, Nt // 2, 0], cmap=\"seismic\")\n", + "plt.clim(\n", + " -np.max(np.abs(u_dot_noiseless[:, :, :, 0])),\n", + " np.max(np.abs(u_dot_noiseless[:, :, :, 0])),\n", + ")\n", "plt.colorbar(fraction=0.045)\n", - "plt.xlabel('x', fontsize=16)\n", - "plt.ylabel('y', fontsize=16)\n", - "plt.title(r'$\\dot{u}(x, y)$', fontsize=16)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "plt.title(r\"Noiseless $\\dot{u}$\", fontsize=16)\n", "\n", "plt.subplot(2, 3, 2)\n", - "plt.imshow(u_dot_noiseless[:,:,-1,1])\n", + "plt.imshow(u_dot_noiseless[:, :, Nt // 2, 1], cmap=\"seismic\")\n", + "plt.clim(\n", + " -np.max(np.abs(u_dot_noiseless[:, :, :, 1])),\n", + " np.max(np.abs(u_dot_noiseless[:, :, :, 1])),\n", + ")\n", "plt.colorbar(fraction=0.045)\n", - "plt.xlabel('x', fontsize=16)\n", - "plt.ylabel('y', fontsize=16)\n", - "plt.title(r'$\\dot{v}(x, y)$', fontsize=16)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "plt.title(r\"Noiseless $\\dot{v}$\", fontsize=16)\n", "\n", "plt.subplot(2, 3, 3)\n", - "plt.imshow(u_dot_noiseless[:,:,-1,2])\n", + "plt.imshow(u_dot_noiseless[:, :, Nt // 2, 2], cmap=\"seismic\")\n", + "plt.clim(\n", + " -np.max(np.abs(u_dot_noiseless[:, :, :, 2])),\n", + " np.max(np.abs(u_dot_noiseless[:, :, :, 2])),\n", + ")\n", "plt.colorbar(fraction=0.045)\n", - "plt.xlabel('x', fontsize=16)\n", - "plt.ylabel('y', fontsize=16)\n", - "plt.title(r'$\\dot{\\rho}(x, y)$', fontsize=16)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "plt.title(r\"Noiseless $\\dot{\\rho}$\", fontsize=16)\n", "\n", "plt.subplot(2, 3, 4)\n", - "plt.imshow(u_dot_noisy[:,:,-1,0])\n", + "plt.imshow(u_dot_noisy[:, :, Nt // 2, 0], cmap=\"seismic\")\n", + "plt.clim(\n", + " -np.max(np.abs(u_dot_noiseless[:, :, :, 0])),\n", + " np.max(np.abs(u_dot_noiseless[:, :, :, 0])),\n", + ")\n", "plt.colorbar(fraction=0.045)\n", - "plt.xlabel('x', fontsize=16)\n", - "plt.ylabel('y', fontsize=16)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", "ax = plt.gca()\n", - "plt.title(r'$\\dot{u}(x, y)$', fontsize=16)\n", + "plt.title(r\"Noisy $\\dot{u}$\", fontsize=16)\n", "\n", "plt.subplot(2, 3, 5)\n", - "plt.imshow(u_dot_noisy[:,:,-1,1])\n", + "plt.imshow(u_dot_noisy[:, :, Nt // 2, 1], cmap=\"seismic\")\n", + "plt.clim(\n", + " -np.max(np.abs(u_dot_noiseless[:, :, :, 1])),\n", + " np.max(np.abs(u_dot_noiseless[:, :, :, 1])),\n", + ")\n", "plt.colorbar(fraction=0.045)\n", - "plt.xlabel('x', fontsize=16)\n", - "plt.ylabel('y', fontsize=16)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", "ax = plt.gca()\n", - "plt.title(r'$\\dot{v}(x, y)$', fontsize=16)\n", + "plt.title(r\"Noisy $\\dot{v}$\", fontsize=16)\n", "\n", "plt.subplot(2, 3, 6)\n", - "plt.imshow(u_dot_noisy[:,:,-1,2])\n", + "plt.imshow(u_dot_noisy[:, :, Nt // 2, 2], cmap=\"seismic\")\n", + "plt.clim(\n", + " -np.max(np.abs(u_dot_noiseless[:, :, :, 2])),\n", + " np.max(np.abs(u_dot_noiseless[:, :, :, 2])),\n", + ")\n", "plt.colorbar(fraction=0.045)\n", - "plt.xlabel('x', fontsize=16)\n", - "plt.ylabel('y', fontsize=16)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", "ax = plt.gca()\n", - "plt.title(r'$\\dot{\\rho}(x, y)$', fontsize=16)\n", + "plt.title(r\"$Noisy \\dot{\\rho}$\", fontsize=16)\n", "\n", "plt.tight_layout()\n", "plt.show()" @@ -687,50 +744,51 @@ "name": "stdout", "output_type": "stream", "text": [ - "(u)' = -1.001 vu_2 + -1.000 uu_1 + -1.000 p^-1p_1 + 1.000 p^-1u_22 + 1.000 p^-1u_11\n", - "(v)' = -1.001 vv_2 + -1.000 p^-1p_2 + -1.000 uv_1 + 1.000 p^-1v_22 + 1.000 p^-1v_11\n", - "(p)' = -1.000 pv_2 + -1.000 vp_2 + -1.000 pu_1 + -1.000 up_1\n", - "R2 score: 0.9999986660041902\n", - "(u)' = -1.974 u + -0.901 vu_2 + 0.836 p^-1v_2 + -0.595 uu_1\n", - "(v)' = -1.595 v + -4.100 p^-1u_2 + -0.838 vv_2\n", - "(p)' = -0.999 pv_2 + -0.998 vp_2 + -0.999 pu_1 + -0.995 up_1\n", - "R2 score: 0.9629476917409668\n" + "Noiseless differential fit:\n", + "(u)' = -1.000 vu_2 + 0.998 p^-1u_22 + -1.002 uu_1 + -1.002 p^-1p_1 + 1.000 p^-1u_11\n", + "(v)' = -1.002 vv_2 + -1.000 p^-1p_2 + 1.000 p^-1v_22 + -0.997 uv_1 + 0.998 p^-1v_11\n", + "(p)' = -0.997 pv_2 + -0.999 vp_2 + -1.000 pu_1 + -0.998 up_1\n", + "R2 score: 0.9999402527139254\n", + "Noisy differential fit:\n", + "(u)' = -1.971 u + -0.899 vu_2 + 0.837 p^-1v_2 + -0.593 uu_1\n", + "(v)' = -1.624 v + -4.063 p^-1u_2 + -0.838 vv_2\n", + "(p)' = -0.995 pv_2 + -0.997 vp_2 + -0.997 pu_1 + -0.987 up_1\n", + "R2 score: 0.8679715520180263\n" ] } ], "source": [ - "spatial_grid=np.zeros((N,N,2))\n", - "spatial_grid[:,:,0]=x[:,np.newaxis]\n", - "spatial_grid[:,:,1]=y[np.newaxis,:]\n", + "spatial_grid = np.zeros((N, N, 2))\n", + "spatial_grid[:, :, 0] = x[:, np.newaxis]\n", + "spatial_grid[:, :, 1] = y[np.newaxis, :]\n", "\n", - "library_functions = [\n", - " lambda x: x, lambda x:1/(1e-6+abs(x))\n", - "]\n", - "library_function_names = [\n", - " lambda x: x, lambda x: x+'^-1'\n", - "]\n", + "library_functions = [lambda x: x, lambda x: 1 / (1e-6 + abs(x))]\n", + "library_function_names = [lambda x: x, lambda x: x + \"^-1\"]\n", "\n", "pde_lib = ps.PDELibrary(\n", " library_functions=library_functions,\n", " function_names=library_function_names,\n", " derivative_order=2,\n", " spatial_grid=spatial_grid,\n", - " is_uniform=True,\n", - " multiindices=np.array([[0,1],[1,0],[0,2],[2,0]],dtype=int),\n", - " differentiation_method=ps.SpectralDerivative\n", ")\n", "\n", "# Fit the clean data (prints the correct model)\n", "optimizer = ps.STLSQ(threshold=5e-1, alpha=1e-10, normalize_columns=False)\n", - "model = ps.SINDy(feature_library=pde_lib, optimizer=optimizer, feature_names=['u', 'v', 'p'])\n", + "model = ps.SINDy(\n", + " feature_library=pde_lib, optimizer=optimizer, feature_names=[\"u\", \"v\", \"p\"]\n", + ")\n", "model.fit(u_shaped_noiseless, t=t)\n", + "print(\"Noiseless differential fit:\")\n", "model.print()\n", "print(\"R2 score: \", model.score(u_shaped_noiseless, t=t))\n", "\n", "# Fit the noisy data (prints a bad model)\n", "optimizer = ps.STLSQ(threshold=5e-1, alpha=1e-10, normalize_columns=False)\n", - "model = ps.SINDy(feature_library=pde_lib, optimizer=optimizer, feature_names=['u', 'v', 'p'])\n", + "model = ps.SINDy(\n", + " feature_library=pde_lib, optimizer=optimizer, feature_names=[\"u\", \"v\", \"p\"]\n", + ")\n", "model.fit(u_shaped_noisy, t=t)\n", + "print(\"Noisy differential fit:\")\n", "model.print()\n", "print(\"R2 score: \", model.score(u_shaped_noisy, t=t))" ] @@ -751,29 +809,27 @@ "name": "stdout", "output_type": "stream", "text": [ - "(u)' = -1.000 vu_2 + -1.000 uu_1 + -1.000 p^-1p_1 + 1.000 p^-1u_22 + 1.000 p^-1u_11\n", - "(v)' = -1.000 vv_2 + -1.000 p^-1p_2 + -1.000 uv_1 + 1.000 p^-1v_22 + 1.000 p^-1v_11\n", - "(p)' = -1.000 pv_2 + -1.000 vp_2 + -1.000 pu_1 + -1.000 up_1\n", - "R2 score: 0.9999999999999859\n", - "(u)' = -1.000 vu_2 + -1.000 uu_1 + -1.000 p^-1p_1 + 1.000 p^-1u_22 + 1.000 p^-1u_11\n", - "(v)' = -1.000 vv_2 + -1.000 p^-1p_2 + -1.000 uv_1 + 1.000 p^-1v_22 + 1.000 p^-1v_11\n", + "Noiseless weak fit:\n", + "(u)' = -0.995 vu_2 + 1.004 p^-1u_22 + -0.998 uu_1 + -1.001 p^-1p_1 + 1.000 p^-1u_11\n", + "(v)' = -1.000 vv_2 + -1.003 p^-1p_2 + 1.002 p^-1v_22 + -0.999 uv_1 + 1.001 p^-1v_11\n", "(p)' = -1.000 pv_2 + -1.000 vp_2 + -1.000 pu_1 + -1.000 up_1\n", - "R2 score: 0.9999988896743934\n" + "R2 score: 0.9999966260357548\n", + "Noisy weak fit:\n", + "(u)' = -0.993 vu_2 + 1.005 p^-1u_22 + -0.996 uu_1 + -1.000 p^-1p_1 + 1.000 p^-1u_11\n", + "(v)' = -0.999 vv_2 + -1.002 p^-1p_2 + 1.002 p^-1v_22 + -0.997 uv_1 + 1.000 p^-1v_11\n", + "(p)' = -1.000 pv_2 + -1.000 vp_2 + -1.000 pu_1 + -0.999 up_1\n", + "R2 score: 0.9999260911356006\n" ] } ], "source": [ - "spatiotemporal_grid=np.zeros((N,N,N,3))\n", - "spatiotemporal_grid[:,:,:,0]=x[:,np.newaxis,np.newaxis]\n", - "spatiotemporal_grid[:,:,:,1]=y[np.newaxis,:,np.newaxis]\n", - "spatiotemporal_grid[:,:,:,2]=t[np.newaxis,np.newaxis,:]\n", + "spatiotemporal_grid = np.zeros((N, N, Nt, 3))\n", + "spatiotemporal_grid[:, :, :, 0] = x[:, np.newaxis, np.newaxis]\n", + "spatiotemporal_grid[:, :, :, 1] = y[np.newaxis, :, np.newaxis]\n", + "spatiotemporal_grid[:, :, :, 2] = t[np.newaxis, np.newaxis, :]\n", "\n", - "library_functions = [\n", - " lambda x: x, lambda x:1/(1e-6+abs(x))\n", - "]\n", - "library_function_names = [\n", - " lambda x: x, lambda x: x+'^-1'\n", - "]\n", + "library_functions = [lambda x: x, lambda x: 1 / (1e-6 + abs(x))]\n", + "library_function_names = [lambda x: x, lambda x: x + \"^-1\"]\n", "np.random.seed(100)\n", "\n", "weak_pde_lib = ps.WeakPDELibrary(\n", @@ -782,22 +838,26 @@ " derivative_order=2,\n", " spatiotemporal_grid=spatiotemporal_grid,\n", " K=2000,\n", - " H_xt=[L/10,L/10,T/10],\n", - " multiindices=np.array([[0,1],[1,0],[0,2],[2,0]],dtype=int),\n", - " differentiation_method=ps.SpectralDerivative\n", + " H_xt=[L / 10, L / 10, T / 10],\n", ")\n", "\n", - "# Fit the clean data \n", - "optimizer = ps.STLSQ(threshold=5e-1, alpha=1e-10, normalize_columns=False)\n", - "model = ps.SINDy(feature_library=weak_pde_lib, optimizer=optimizer, feature_names=['u', 'v', 'p'])\n", - "model.fit(u_shaped_noiseless, t=t)\n", + "# Fit the clean data\n", + "optimizer = ps.STLSQ(threshold=5e-1, alpha=1e-12, normalize_columns=False)\n", + "model = ps.SINDy(\n", + " feature_library=weak_pde_lib, optimizer=optimizer, feature_names=[\"u\", \"v\", \"p\"]\n", + ")\n", + "model.fit(u_shaped_noiseless, t=t, unbias=False)\n", + "print(\"Noiseless weak fit:\")\n", "model.print()\n", "print(\"R2 score: \", model.score(u_shaped_noiseless, t=t))\n", "\n", - "# Fit the noisy data \n", - "optimizer = ps.STLSQ(threshold=5e-1, alpha=1e-10, normalize_columns=False)\n", - "model = ps.SINDy(feature_library=weak_pde_lib, optimizer=optimizer, feature_names=['u', 'v', 'p'])\n", - "model.fit(u_shaped_noisy, t=t)\n", + "# Fit the noisy data\n", + "optimizer = ps.STLSQ(threshold=5e-1, alpha=1e-12, normalize_columns=False)\n", + "model = ps.SINDy(\n", + " feature_library=weak_pde_lib, optimizer=optimizer, feature_names=[\"u\", \"v\", \"p\"]\n", + ")\n", + "model.fit(u_shaped_noisy, t=t, unbias=False)\n", + "print(\"Noisy weak fit:\")\n", "model.print()\n", "print(\"R2 score: \", model.score(u_shaped_noisy, t=t))" ] @@ -818,7 +878,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -829,10 +889,10 @@ ], "source": [ "# Load and plot the data\n", - "data = loadmat('data/kuramoto_sivishinky.mat')\n", - "time = np.ravel(data['tt'])\n", - "x = np.ravel(data['x'])\n", - "u = data['uu']\n", + "data = loadmat(\"data/kuramoto_sivishinky.mat\")\n", + "time = np.ravel(data[\"tt\"])\n", + "x = np.ravel(data[\"x\"])\n", + "u = data[\"uu\"]\n", "dt = time[1] - time[0]\n", "dx = x[1] - x[0]\n", "\n", @@ -840,18 +900,18 @@ "plt.figure(figsize=(10, 4))\n", "plt.subplot(1, 2, 1)\n", "plt.pcolormesh(time, x, u)\n", - "plt.xlabel('t', fontsize=16)\n", - "plt.ylabel('x', fontsize=16)\n", - "plt.title(r'$u(x, t)$', fontsize=16)\n", + "plt.xlabel(\"t\", fontsize=16)\n", + "plt.ylabel(\"x\", fontsize=16)\n", + "plt.title(r\"$u(x, t)$\", fontsize=16)\n", "\n", "u_dot = ps.FiniteDifference(axis=1)._differentiate(u, t=dt)\n", "plt.subplot(1, 2, 2)\n", "plt.pcolormesh(time, x, u_dot)\n", - "plt.xlabel('t', fontsize=16)\n", - "plt.ylabel('x', fontsize=16)\n", + "plt.xlabel(\"t\", fontsize=16)\n", + "plt.ylabel(\"x\", fontsize=16)\n", "ax = plt.gca()\n", "ax.set_yticklabels([])\n", - "plt.title(r'$\\dot{u}(x, t)$', fontsize=16)\n", + "plt.title(r\"$\\dot{u}(x, t)$\", fontsize=16)\n", "plt.show()\n", "\n", "u = u.reshape(len(x), len(time), 1)" @@ -876,7 +936,7 @@ " is_uniform=True,\n", " K=200,\n", " include_interaction=True,\n", - " periodic=True\n", + " periodic=True,\n", ")" ] }, @@ -901,23 +961,21 @@ } ], "source": [ - "# Run optimizers \n", + "# Run optimizers\n", "optimizer = ps.STLSQ(threshold=0.4, alpha=0.05, normalize_columns=True)\n", "model = ps.SINDy(feature_library=pde_lib, optimizer=optimizer)\n", "model.fit(u, quiet=True)\n", "model.print()\n", "\n", "optimizer = ps.SR3(\n", - " threshold=0.8, max_iter=1000,\n", - " thresholder=\"l0\", normalize_columns=True\n", + " threshold=0.8, max_iter=1000, thresholder=\"l0\", normalize_columns=True\n", ")\n", "model = ps.SINDy(feature_library=pde_lib, optimizer=optimizer)\n", "model.fit(u, quiet=True)\n", "model.print()\n", "\n", "optimizer = ps.SR3(\n", - " threshold=0.2, max_iter=1000,\n", - " thresholder=\"l1\", normalize_columns=True\n", + " threshold=0.2, max_iter=1000, thresholder=\"l1\", normalize_columns=True\n", ")\n", "model = ps.SINDy(feature_library=pde_lib, optimizer=optimizer)\n", "model.fit(u, quiet=True)\n", @@ -928,8 +986,9 @@ "model.fit(u, quiet=True)\n", "model.print()\n", "\n", - "optimizer = ps.SSR(criteria='model_residual', normalize_columns=True, \n", - " kappa=1e-20, max_iter=20)\n", + "optimizer = ps.SSR(\n", + " criteria=\"model_residual\", normalize_columns=True, kappa=1e-20, max_iter=20\n", + ")\n", "model = ps.SINDy(feature_library=pde_lib, optimizer=optimizer)\n", "model.fit(u, quiet=True)\n", "model.print()\n", @@ -994,10 +1053,7 @@ " is_uniform=True,\n", ")\n", "# Pick an optimizer with some plausible hyperparameters\n", - "optimizer = ps.SR3(\n", - " threshold=1, max_iter=1000,\n", - " thresholder=\"l0\", normalize_columns=True\n", - ")\n", + "optimizer = ps.SR3(threshold=1, max_iter=1000, thresholder=\"l0\", normalize_columns=True)\n", "model = ps.SINDy(feature_library=pde_lib, optimizer=optimizer)\n", "# Loop over noisy data and cross-validate\n", "for i in range(cross_val_runs):\n", @@ -1029,7 +1085,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -1075,16 +1131,14 @@ " label=r\"$\\Delta\\xi_{u_{xxxx}}$\",\n", ")\n", "plt.yscale(\"log\")\n", - "plt.legend(\n", - " fontsize=14, loc=\"upper left\", ncol=3\n", - ")\n", + "plt.legend(fontsize=14, loc=\"upper left\", ncol=3)\n", "plt.xticks(fontsize=16)\n", "plt.yticks(fontsize=16)\n", "plt.grid(True)\n", "ax = plt.gca()\n", "ax.set_ylim(1e-5, 1)\n", - "plt.xlabel('% training noise', fontsize=16)\n", - "plt.ylabel('Coefficient errors', fontsize=16)\n", + "plt.xlabel(\"% training noise\", fontsize=16)\n", + "plt.ylabel(\"Coefficient errors\", fontsize=16)\n", "plt.savefig(\"SR3_weakformPDE_KS.png\")" ] }, @@ -1110,7 +1164,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2gAAAGRCAYAAAAQFJDFAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAAC8e0lEQVR4nOz9eZhldX3tj689nfnUXF3V1fRAt0ArIINRA4mKCQajN5HoJcYJUUMSH2dNvkLigJIbvEaj/qJJ1CgmUS83MSImIeTiAEbBCRRB7KZp6Llr6Ko6p6rOfPbevz9aeuC9Pm0XNEU1vV7PU88D737XPnt/xr3r7LXeXpqmKYQQQgghhBBCPO74j/cJCCGEEEIIIYTYjx7QhBBCCCGEEGKZoAc0IYQQQgghhFgm6AFNCCGEEEIIIZYJekATQgghhBBCiGWCHtCEEEIIIYQQYpmgBzQhhBBCCCGEWCboAU0IIYQQQgghlgl6QBNCCCGEEEKIZYIe0IR4hOzZswflchm/9Vu/9XifyhOa+fl5/Omf/ilOO+005PN5DA0N4YUvfCG+8Y1vPKLjXXDBBfA8z/kzOjpqfieOY2zcuBFr165Fo9F4tJckhBCPGdqblgbtTeKxJHy8T0CI45U/+ZM/Qb1ex1/8xV883qeyZFx22WX4h3/4B1x77bW47LLLHvPPm5ycxLOe9Szcd999WLlyJX7rt34LExMT+M///E/853/+Jz72sY/hTW960yM69kUXXUQ3vN7eXhMLggB//ud/jksuuQQf/OAH8d73vvcRfaYQQjzWaG+67DH/PO1N4jEnFUIsmu9///spgPSSSy55vE9lSXn1q1+dAkivvfbaJfm8F73oRSmA9Nd//dfTWq12IP4f//EfaRAEqe/76V133bWoYz7nOc9JAaTf/OY3F30+Z555ZprP59O9e/cu+neFEOKxRnvTtUvyedqbxGONXnEU4hHw0Y9+FADwute97vE9kScw9957L2644QYEQYDPfOYzKBQKB/7tBS94AS677DIkSYJrrrlmyc7pta99LRqNBj71qU8t2WcKIcTRor3psUd7k1gK9IAmTki2bdsGz/Owbt06Z866devgeR62bdt2WHxiYgJf+tKXMDY2huc973mH/Vur1cIv/dIvwfM8XHHFFeaYcRzjOc95DjzPw+tf//pHdQ1bt25FEATo7+9HvV535p1++unwPA833njjI/6sh9rrH/7hHwAAr3nNaw57N/6qq656xMd2cf311wMAfuVXfgVr1641//7yl78cAPBv//Zv6HQ6x/zzGa94xSsQhiE++clPotvtLslnCiFOHDZt2gTP89Df349ms+nMe2ifueGGGw7EtDdpb9Le9MRBD2hCLJIbb7wR7XYbv/ZrvwbfP3wKZbNZ/PM//zP6+vrwwQ9+EP/5n/952L+/+93vxre+9S2cc845B/7S+UjZsGEDXvjCF6JSqeALX/gCzfnmN7+Je++9Fxs2bMBv/uZvPuLPKpVKePWrX40NGzYA2L8xvfrVrz7wc/bZZz/iY7v40Y9+BGD/jQjjoXitVsOWLVsWffzrr78eb33rW/GHf/iHeM973oObbroJSZIc8XeGh4dx9tlnY8+ePfjBD36w6M8UQogjsXHjRpx33nmoVCr4yle+QnPuvvtu3HHHHRgZGcELX/jCA3HtTdqbtDc9gXi837EU4vHgwQcfTAGka9eudeasXbs2BZA++OCDh8Vf+cpXpgDST3ziE87fvf7661MA6dDQULpz5840TdP0xhtvTD3PS3t6etL777//WFxGevPNN6cA0rPOOov++0te8pIUQPrhD3/4mHze0bzn/1DOYn8e/t79ueeemwJIP/rRjzo/q6enJwWQ/vu///tRX8ND7/mzn1NPPTX9/ve/f8Tff/Ob35wCSK+++uqj/kwhhDhaPv3pT6cA0osuuoj++9ve9rYUQPqOd7zjsLj2Ju1N2pueOMjFUYhF8tBfz5785Cc7cy6++GK87W1vw0c+8hH83u/9Hv7pn/4Jr3rVq5CmKT7zmc8c+Gvfo+XCCy/E6aefjrvuugvf/va38au/+qsH/m3Xrl244YYbUCgU8NrXvvaYfN7RcOg5LIaHu1bNz88DAIrFovN3SqUS5ubmMDc3d9Sf86xnPQuvfOUr8exnPxsnnXQSZmdn8YMf/ADvete78NOf/hQXXnghvvvd7zr79/TTTwcA3HnnnUf9mUIIcbS89KUvxVve8hbcfPPN2L17N1atWnXg3zqdDj7/+c8D2P8636Fobzoy2pvEccXj/YQoxOPBo/kGbWhoKAXwCx2a2u12+su//MspgLS3tzcFkL7pTW86Bmd/OJ/85CdTAOlLX/rSw+Lvete7UgDp5Zdffsw+aymdsk455ZQUQPrpT3/amTM2NpYCSL/4xS8+6s9rNpvp05/+9BRA+qIXvciZ96UvfSkFkJ5//vmP+jOFEIJx6aWXpgDSv/iLvzgs/tA3YM94xjPM72hv0t6kvemJgzRoQiySarUKAOjp6TliXhRFuO666xBFEarVKs466yx86EMfOubn88pXvhL9/f348pe/jL179wIA2u02Pv3pTwMA3vjGNx7zz1wKyuUygP3v8btYWFgA8Iv74mjIZrP4sz/7MwDATTfd5BR3P/RZs7Ozj/ozhRCC8dA3S5/73OcOi1977bUA7LdngPampUJ7k1gK9IqjEA5coty+vj5MTU0d1asL11133YHFdMeOHdi7dy91fXo0FAoFXH755fjgBz+IT33qU3jve9+Lf/3Xf8XExASe9axn4alPfeox/bxfxN///d/j29/+9qJ/74orrsDGjRsP/P+6detw5513YseOHTT/0NdHjuTGuRgeenWk1Wph3759WLlypcl56Caov7//mHymEEI8nGc/+9nYsGED7rvvPtx22204//zzMTk5iRtvvBG5XA6/93u/Z35He9OR0d4kjif0gCZOSDKZDICD75I/nE6nc+Avfg9nxYoVmJqawvT09BE/49vf/jbe9a53oVAo4Ld/+7dx3XXX4aUvfSn++7//G1EUPboLeBhveMMb8OEPfxif+tSn8Kd/+qf4+Mc/DuDx+Qvlt7/97QOWx4vhsssuO2wTPPfcc/HlL38ZP/zhD2n+Q/FisYhTTz31kZ3swzi0Tx/6K6krZ2Rk5Jh8phBCPBzP83DZZZfh3e9+N6699lqcf/75+PznP49ut4vf/d3fRV9fn/kd7U1HRnuTOJ7QK47ihGR4eBiZTAYzMzOYnJw0//5f//Vfzloi5557LoD9xSpd7Nu3D7/3e7+HbreLj3/84/inf/onnHfeefje976Hd77zncfmIg5hzZo1uPjii7Fnzx685z3vwW233YaxsTG8+MUvPqaf89CD7ZHqrHzuc59DmqaL/rngggsOO87FF18MAPjOd75D/1L5xS9+EQDwW7/1W8fspuK6664DsP+vlaVSiebcc889AICnPe1px+QzhRCCcdlll8H3ffzzP/8z6vX6EV9vBLQ3AdqbAO1NTxiWSuwmxHLjwgsvPCBUjuP4QPzHP/7xAYMQEJOQz372symA9BWveAU9bpIk6UUXXZQCSF/96lcfiG/fvj0dGBhIAaRf+cpXzO+9973vTQGkz3nOcx7R9XzrW986zJb3fe97nzP3m9/85oG8xfC+970vBZC+9a1vfUTnuFhe9KIXpQDSCy+8MK3X6wfiN954YxoEQer7PhXEv+pVr0pPO+209K//+q8Pi3/jG99Iv/nNb6ZJkhwWb7Va6TXXXJN6npcCSP/+7//eeU4PWSzfdtttj/LqhBDiyDy0l7zlLW9JAaRr1qw5bL86FO1N2pu0Nz1x0AOaOGH57ne/m2YymQM1Rv7n//yf6XnnnZdGUZS++tWvdro4jo+Pp1EUpStXrky73a457p//+Z+nANKnPOUpaa1WO+zfvvrVr6ae56X9/f3muO9+97sPLPiPlHPOOScFkEZRlO7du9eZ9/Wvfz0FkIZhuKjj33XXXanv+6nv++mFF16YvuY1r0lf97rXpTfccMMjPucjMTExccAxa+XKlenv/u7vphdccMGBzepjH/sY/b2H6sm8973vPSz+kY98JAWQjoyMpBdddFH68pe/PH3e856XjoyMHLgp+OM//mPn+UxOTqZhGKZjY2Npp9M5lpcqhBCG66677rCHm/e85z3OXO1N2pu0Nz1x0AOaOKG5/fbb09/4jd9Ie3p60nw+n5511lnp3/zN36RJkjgf0NI0TV/+8penANIbb7zxsPgtt9ySBkGQFgqF9Kc//Sn9zHe84x0HbJLb7faB+Ate8IIUQPp//s//ecTX8853vjMFkL7sZS87Yt4HP/jBFED6h3/4h4v+jOuvvz79lV/5lbRcLh/YjB6+2RxLqtVqesUVV6SnnHJKms1m04GBgfT5z39++rWvfc35O65N8M4770xf//rXp894xjPSlStXptlsNs3n8+mGDRvSSy+9NP3Od75zxHP5q7/6q1/4F2AhhDhWNJvNA99ueZ6XPvDAA0fM196kvUk8MfDSNE0f6euRQpyo/OAHP8AznvEMvPjFL8a//uu/PurjtdttDAwMYOPGjfjBD34Az/MWfYw4jrFhwwZs374dt912G8477zxn7vOe9zzcdttt2Lp1qynCKThpmuKss87C/fffjwceeEDtJoRYdmhvOvHQ3vTERCYhQjwCnv70p+PlL385rr/+evzkJz951Mf7zne+g1qthg984AOPaAMEgE996lPYvn07zjvvvCNugI1GA9/+9rfxtre9TQv5IvjSl76Eu+++G+985zvVbkKIZYn2phMP7U1PTPQNmhCPkN27d+O0007DBRdcgH//939/XM5h8+bN+Mu//EuMj4/jpptuQpqm+O///m+cf/75j8v5PFGJ4xinn346Go0GNm3ahHw+/3ifkhBCULQ3nThob3riogc0IY5jbrnlFjz3uc9FJpPBxo0bcdVVV+F3fud3Hu/TEkIIcQKjvUmIR4ce0IQQQgghhBBimSANmhBCCCGEEEIsE/SAJoQQQgghhBDLhPDxPoEnMkmSYM+ePSiXy4/Y/UgIIcTiSdMU8/PzGBsbg+/rb5EPoX1JCCEeP452b9ID2mPInj17sHr16sf7NIQQ4oRl586dOOmkkx7v01g2aF8SQojHn1+0N+kB7TGkXC4DAM7/v7+PsJA5EG92I5NbqXNr1PqMjWcm7e8DQG6fjeX3JTQ3v69rjzvbpLn+XMMGmzwX3ZjHGREZftksTU2KOROLS7wdOkUb75QCnluyf0HuFPlflbv2FBA7HG0TcmpJlvvxpKQZUt+Ry07Nc/j8kGSPDwd4Ccm1QwQA4Ldtrt9x5JJ40FpEbpvnBm17zb7jfJHY3EU0GdKAj4c4Y+Ndx3joFmysU3Tk9pBO6uMNUe61c3OsPEdz1xRnbSw3Q3NHI5tb9nnH+bDnW0/4PJ6Me0zswcYQzd3T7DOxRpdvWayHuvU2vvk/rz2wDov9PNQez/w/f3DYvnTp6ttp/pnZPSY24DsWEkKVrC0AsKdr+2VbZ5jmbqqvNLGtC3zc7JjtN7H6LJ+Y4awdT5kKP99s1cYyc3whiRbsPhg2eJuFdbtweR2+j3pkLUPsWMzYH+Yd35iyNS4N+F/209DGExIDgCRyfB47Bt+ikYT2GM7jkutIHHe57BhxhiQCiMl+HpP7AQCIydKX5HkfdVm8xDeyqGD3gHKRr8mD+ZqJDeVsDAAGMzbeG5J7PgB510ZPaJKGn3FsepMtuy/sXrAxANhXLZlYZ4Z3RmafHVS5aZqK/LSdn7lp3hdhzbZDu4cPnqlz7OCJW0088P97/y/cm/SA9hjy0OsjYSGDsHhw1obkAS0Av6HxG3bgBTn+YBKQQ4SRY1MI7cALA76I+AE5huMBwn2XzHLJdbCLAJCQuBfyCZFG9rhpxFf/hNxksxgApOzU+OnCY6e2mAc0R188Zg9o8dE/oAU+eUBzbK7s23tHKshhnbkByAOa400Bj9zALOYBjd0gAADIOEkdGzwbO4ljg0/ypJPy/OKCgs2NivwkMuQPGrkc3wLy5I8nhYAPCJ89HjnutnLkASsb8PUsCux1dMjauf8c3GbEeo3vcFz7Ur7Ex0IpZ8deeRFvjMaOB7Ri146RfJufQ5bsFSFdkIGgZeN+k082v2E/L8jy8yXDEUGGj7swIg9onaPfi73E8YBGF/Bj8IBGHpiOyQOaY+1Mo8fmAY3leo67XI8dw7F+07hj7wcbajnHvRV7QMvzdTYo2DYLyB/+ACAskD/A5/jDVTZrH/yyZEwCQM5138cgf6XOdhxrPbmXc81vv2MbmN0nA0CQs4PKcYtJ75XZ3Nwft8dNIj54giy/ZuAX7016MV8IIYQQQgghlgl6QBNCCCGEEEKIZYJecVwCXnvSd1AoH/xKdHvbvju/qWbfsQeAnxVHTGxPto/mxkS/lZBXCQAgztivXQuO1way5PWFgEtXgPkFE0rr/H3mtE20MqnjHbzAfqUcZvhXylGOfIfNYgDSgtUmpAV+3LhA3iUmX6Hvj9s2izOuviDn5dA90ddAXK+tkLBbg2ZjftfxWkbHxoM2P3DQIrlN/vpO0LSvE/gN/lqG1yJxFgOADoknR6+hYWMPAB1TSZm/atHtsfHWAH/1oT5kP685xI87P2zP4WcruN6mMmzj3X5+bYWS1TaMhkSEA2ANibtegYuxy8RmCnwbGo/t+/lNxzukOc++plObj3EzPw0BYKGTRdA+OH72dqx2CwDWRVbcPOjXaW4veRVx0PH+80mB1b5siO6juadkx01sS2GU5t5bHjOx+wZW0NxdlT4Tm5/l7401Z+21ufRqmSrRtjn0apl5m8s0bADXq7F1EwC8lj2G1+ZrpM+04641Ml3Ea24u2J7let2LvGrJXrPcn0tePcvw9SXN2Nw4z8dql8Q7RX4OTMPeLvNr65B4u8n3hVaXtRlNRTFj10Pf8V5/f2jn8pNyEzR3dWgFXIMBv7/LkZuKDtVoABWiWd7W4RrTnzXt/L6ryo02Nk9ZTWt13GrYAKDVZ/u4WHLsNzPsFUfX68MkdpRKIH2DJoQQQgghhBDLBD2gCSGEEEIIIcQyQQ9oQgghhBBCCLFM0AOaEEIIIYQQQiwTZBKyBIyFFRQPEbVOdW0BPlcdn4SIKlOH0JIdwmUK4RNNMKsXBQBelxzEUZA6JYYMqUOYnLRJ8V2XSYhn/5bgs6KdDlzVJjxyXNefLfxHW0/JcbqsSLSruCar6ZKyAmIOXPW/WAFUZx00YhLCjEMAwCfmIX7bUeOnTeoBuYw/GqRQOosBSEk8ZWMPQBqzicEHhEeMdvwiNxjIlK0wOVzgYuWgYc08Akd9KI8IxxspNxTZS2IRWwgA5EmF8N6AG0MMErOHIcfCUyIFAocctXVGgoqJdRyTiC1d844akGI/kR8jDA72f+TxsZAjtS0jx1qY9ciccCyoCenLyOPzPYI9N9f5RqSI9pHq5D0qXOvpovZisp469mKf1FJjZiAA4LO107EX0zhbC13x+DGca2R/81xFL0NS147URQUAkPpUrppVYZ7U4Ws4cpvkHNr8fH2yfrP7AQDUbaLlSJ3y7d6SddSx7Ant/jgUzdPc0bBiYswMBAAGfHu+ebI+AECXzO+RwBpKAcBwaM3lel1GJYEd1/f43JBvHtaUyku5aUxKzGhct+Vd4tnl6uKHo2/QhBBCCCGEEGKZoAc0IYQQQgghhFgm6AFNCCGEEEIIIZYJekATQgghhBBCiGWCTEKWgJm4iGZ8UFS4pTFicjZVV9DfndhnDUWCKV7dPD9plYf5KS42zk9a8WR2ipsA+NNWlJnOLdDctG6PQc1AHHghF5H6OVtp3isQ9SUAFKxRQ1rixgkxicdFPi06RSsM7eb53zi6OdsXcZYrQ2PSnS6TEKZZTRfxZxa3SQgRKzs04j7RkwdtLqYNm/YDneLqum2IsGb7HQDCBRv353mux0TidS4qZkYjrvGb1o/eEMdvtmysxY+b7/Ta3G6RH7drr80lMmfmITu8AZrrkYGSJWYRAJAjA6LoMUsSIBfaQZX3eL8NESF2K+XtW01sPPNoTX2e4KztmUVUPDjn1mcnad5oYMduj8fXXmYI4uqzfYmda9s6fJzf21plY/UxnlsdNbGdM/00tzltryOc4YtvdobEKjQVuVlrnJCZ4/MnmrPtE9RsmwOAVydxhzkSyPqSdvk5MHMvp/EHMfJKXYZdLtMvhsOMiac65jZZMzwSA0ANRbwsv7cKSDzI83uKqGjXs0yZr3GZOXsOzQXHXlq319xy7KWNhj3GAw6jqQbZQxoJP26H3YDkdtJcEDOPkYD3MdsDXLmBZ48bYBvNjYk9XDfh7XtPbD+v2eVGXikxqXGZAHUG7dxKGg6znoehb9CEEEIIIYQQYpmgBzQhhBBCCCGEWCboAU0IIYQQQgghlgnSoC0Bm1tjyEUHm/rHM/Z9+p3jXAvi77Xv5hb28vevi+P2JdjCOH/XNTNlNWTedJXmpvM2N2lwDQ8r9Ot6B9zLEh1RiWsQQOJJmRcF7vba43Z6+DvV7R57bu0Sb98O+biYnwK65PX0JOsoRk41aI53+lncUeiX4kplGjRSRBMAvI6NB46KmSwekHfpASBs2L8XZRb4EpUherPMHNfFRFXbScEc1214RFvpkfEPAAkrgN3l8y1esPPCd+hBWDzbcRSj7dh35H0magTgJbZ9646i1tsxaI/rEDCygsEZVxFhb8LEVjq0BqzocQi+llQS22YLR1sN9ATlyaW9yJUOtvH6aB/NG/LtGIk8h54ltRqpiZhrLbd0rC7s7uZqmnv3/Ekm9rMZq+UGgKl9pODsNNcA5ffZMZKbpqnIT9v9NVtx6MpmbTsE8w7d6wLRfhPNKgCkLRtPXRpZshcfE63YY4ZD9Ew4JmXHiebNea8SEb1ahq+zTC+fKfIbhWjW7lmZCl+T2xX7eY05vnaGC0QLWuf7466GvbaFFp8v8x17bvVe3g7N/A4Ti0GEnADGSLO7tMkrmP7QUVi7ndpz6PTxPm4TbdrPiC4NAJq+bUuX9rs0ZOd3zLSkBH2DJoQQQgghhBDLBD2gCSGEEEIIIcQyQQ9oQgghhBBCCLFM0AOaEEIIIYQQQiwTZBKyBPx0YSUy6UEh5Y5JK8APdnNhaIHUey3t4YLewrgVHkaTXDyJmYoJJY7i04spNO1n7XV4RS5O9crW4CDpswJvAOj22+O2+rjxR6uPCGR7HcYf5OOI78L+cyiSdi9ykXiQI8YJWW4gkc3YY+RCftwwsMcNHRUSWbHhNHW0AxHItrtcTNvqkuKabUdfNG1uQkTJABDU7OeF8/x8IxLPznGxcrZqPy874ygcSgTawQwfv8GcnVuJy1CEiP5dRjsg4n6/ywX0GRL3ElvcHgCQkmt2VDmvw7bDNt+uWwCQIWPSWdTas2tJ5M3S3CFyap2Ut8N4bCdtjbSjOMiTshMo5A7OuWGfryM+Kfa6QIpMA8De2Pb7pg4387irvsbEflTlJiH37Ru25zDFDaWyk3a+57j/CfJTdo3M7+NjNzNrrzmYJQYfALBQM6G07jDWYmuDa899lIWfXQWevYCsna4Cz6QAvLMYtAtS6BeJqzA22cdcuaS4NjNL+flBbMhh8kTjDiMXr2bHhMtoyifmIZk5Pq7Dqo1HDmOszLzdj+s1vtY3GrbvK81emntXixyXFLoGgFa/jXcKfO9PokkTO8nxdMLMQ5iREQCcElXsOcAahwBAnZjLNWN+Ett8a+qXOkxCnjRoF59Oro3NNPtw9A2aEEIIIYQQQiwT9IAmhBBCCCGEEMsEPaAJIYQQQgghxDJBD2hCCCGEEEIIsUyQScgSsGV2GMEhldnTvVbQWCRmIABQ2m2FrMU9XKAdTs6ZWDrDBfgpETG7hMlMAOznHcYfPdZ1I+3lxh+dQSuQbQ1y84bGADH+6OeizFYf+axeLipOe60gPFvi4t+Bgm33/jwXiQ9kbbw34iLxUmjbvRTwPs76VqwcwIqoAcAn5iGJwxSik9o+rsfcdGMhtn001+Ui3Urb9vFsk4+d2YaNLyzw3PacFSC3qlyonqnYa8728WvLTxODgSLPzUzbdvAzPNer2rmZ1PnYYfMwJb8PAD4RukdEVA8AxZSZh/B+YyL+WsD7Yms4ZGKFkIvtC4GdWwViHAIAiOwa1eGXhi2tk02s0e4C2Mp/QWAsrKAYHuzniJhKAMBCavtnIuYd8dP2ShP7cW0tzb2zYg1Btk7asQQAnXG7jhQm+fnmrd8ACpPcKCK3z47HcJrPS69qTYFSh/lD2iLGHx1uPkKNPxx9QdeXkN/GeSTXy/L1CRExeshw8wdqHhLw802JoQgA/tWAw/fDI4YgHjEDAQB0yLrjaneSywxbACBtk9xFGIo4c8k4YSYjAOCT/SJb4/dWYd2aJoUNvtaHTdufQYvvpY2ONSrZFPO+bxPjMWZGBgAgxmy+RyYygDFyCGYcAgDDgR0np2CG5tYK1jykkfD54hMDtnbMr+208oSJtbwO/pNmP+xzjiJHCCGEEEIIIcQSoAc0IYQQQgghhFgmnBAPaOvWrYPneebnDW94A83/3Oc+Z3JzOcerQEIIIYQQQghxjDghNGg/+MEPEB9SrPCee+7B8573PFxyySXO3+np6cHmzQdLyXmud6mFEEIIIYQQ4hhxQjygDQ8PH/b/H/jAB7BhwwY85znPcf6O53kYHR09Jp+/b18Zfv7gN3ClvfZhj5mBAEBxtzWWYGYgAJBOW0OQhJiBAFy06oVcFOyXrDDUcxh/JEO2An1riJsLNIbt8GsMOYw/+klsgLeZ32+Ft7293KBjpGSF32OFKs0dy9r4UMRF4kOh7aMeh/FH2bfnlvO4qDgixh+BS129CJhJSJvEAKCeWuHsXML7uBpbcf9Ul4+d8ZYdO3safTR3T80aXkzNEaUxgNqs/fa73cuXvnbZvlTQLnGhcKFo2yeX53MoIOJ8f7ZCc5M5O6ZcInOW63otgp1ZwefzLQ1smyUhz61Fto/vi4ZJJlAK7dzsC7goHrDOSYnj6u6tj5lYq87bTOyn12+hdIgZTMthLjOd2Dbf1OZ74w8W1pvYHTPWDAQAtk1YQ5B0nL+pUhi3Y68w4TDDGSfGT1MO44UZMtfm+P7K9tLFGH8wsy0A8DJ27fSy3PTAK5B1Ns/bLM3bNSfO8bUsydv1MMnwuRZHNp461gaHJxWF+C7sjzMPlQ7f84K2jfstbhDjN+364Df4muE1yN5d5/cUKclNXOYjzFDEYR7FjEp8dl4AAvJ5hQYziQKCpr2/C9qOe8GO7dA62eMB4P6E7wH0uKTzfcd9TZCZMrGVDpMaZh4y4vOBdmpkTUnqBT4PGa2Y31NszNt9rBE71o2HcUK84ngo7XYbn//85/Ha1772iN+KLSwsYO3atVi9ejVe9KIX4ac//ekvPHar1cLc3NxhP0IIIcTjhfYlIYQ4/jjhHtC+8pWvoFKp4LLLLnPmnHbaafjsZz+LG264AZ///OeRJAnOP/987Nq164jHvuaaa9Db23vgZ/Vq/pdDIYQQYinQviSEEMcfJ9wD2mc+8xn85m/+JsbG7CsxD3Heeefh0ksvxdlnn43nPOc5+PKXv4zh4WF88pOfPOKxr7zySlSr1QM/O3fuPNanL4QQQhw12peEEOL444TQoD3E9u3b8bWvfQ1f/vKXF/V7URThnHPOwf3333/EvGw2i6zj3XEhhBBiqdG+JIQQxx8n1APatddeixUrVuCFL3zhon4vjmPcfffdeMELXvCIPjfYl4F/iDiXiZsL41zsyQxBmBkIACTz1vAijR0C2QwxLShz8wb0W/OG7jDPbYxYwXJ9haMqPdGQtoa4gDMdtKLXgQFugLK6p2Ji64rTPDdnq8qvjnil+WFi/DHoc0Fv2bci0JxD85j17BfZkePL7YAe49E7jMapHScJuJC1AyuObqZ8TNYTe26VhN8sTubsmJoo2rEHANvL1mDggR4bA4BtPQP2uD18/NZKdvx2iRkIAHQLdvmMs1wwnc/YY0QhP25AxgOb2wCQtNs2RoxDAP66RMYhrk5JPI4cBgPETGAuyw1bNmdXmFhf5DBwgF0LmJkNANw3b4/brXFhvuCMO0TuWzt2oWZmIAA3BHlwnM9Lb4+da8U9fC0rsj1zrx37AJCZsuPfm+bGT0mV7K8th6ED20vJXAUAP2/NPPwCXxtQsvG0xE2XumUb75a4oQNbtzoF3r7dnI3HWZ6bkI9L+LSEY7pSFmUS4vBYCMiQCJv8wGHdxqMav18Ka/YDw3k+Tvx5ey8XzPM1Oa3ZtW8xhiLxguP+rmvP1+9wA5Rsxx7D7/D124vtHuAREyEAqKV2rG71+FoQkk6OPH5tzEAt8io0dwUxwSr4fB8bC9l9jTX4AICYuN80Uz4PV0f23rMW8mt7OCfMK45JkuDaa6/Fq1/9aoTh4RvRpZdeiiuvvPLA/7///e/H//t//w8PPPAA7rzzTrzyla/E9u3b8fu///tLfdpCCCGEEEKIE4gT5hu0r33ta9ixYwde+9rXmn/bsWMH/EPshmdnZ3H55ZdjfHwc/f39eNrTnobbbrsNT3nKU5bylIUQQgghhBAnGCfMA9pv/MZvIHXUebnlllsO+/+PfOQj+MhHPrIEZyWEEEIIIYQQBzlhXnEUQgghhBBCiOXOCfMN2uNJdspDcIjgtjBhlazRBDcBYIYgLsMAJmJmZiAA4PeSqvKD/TS3PWINFeqj/Lj1EfvM37D6fQBAa4UVshaHuPHH2gHbDk8q7aO5TypMmNi6DM8dCysmNuxzkW7Zt4rnnMdV0CGsQJaZPwCA/yj/TpKAqKgdOD/rUfqMuM4h9m28lXKF9+rQ9lGFCGwBYH1m0sROzhLXGQBb83YAbiqO8tzioD2HIhdMxzk7B+KIt2+cscYoxYA3eoYYwfhE7AwAICYHzDgEANIFO7e8gI/fTGTjhSxZMwDEWSuOjnN8a5nI22Pcm+V9EZGxE6e8HbbP2LUrrssk5EjU0gjeIWL3bR079gHgjtrJJvaj2ZNoLjMEYWYgAFDYbfuytJevI8U9ti+jSb4PYqZiQi7jnKTFzbkYbC/1HMYfXo9dM9Jevo50++xe0e7lhgOtXmL8UeJzolM8uhgAxKSL4pzDsCuy8TR0OHz4LucPdmCeitgme11+zX7LxoMmzw0bNh7V+Podzdv1LDvHza4yVTsmMrN8nPgVuyYHcw5DKLJ+uwxFkoY1vIDLMK5r4xkSAwCkdv32Ut4OKbnfqfu8HbYEdu/Ohfw+oRzYOVt03LPlIhvv97gBT49nr4MZhwBAOx03MZdJyGBg+y0bHN09m75BE0IIIYQQQohlgh7QhBBCCCGEEGKZoAc0IYQQQgghhFgmSIO2BORnUgSZgy9YZ6dIYdaKo5Amee94UcWn+3ih35TozdqjjuK9Y/a4tVH+Xndj1L5Inozw94NXDlv9zCl9UzT3KeU9JnZalhcRXEd0S8MBL9LY69n3hrOOd5Qj7+inS4forDqkGDQAtFLbPrHjhfxOat9dPnoFmpuI6Z4cwjRWRDtyaPFYvOQ5NCnkSvp93mbDgdWUjJIYAKwihcdXZir8uNlVJnZvjmukdmXsHKpl+LWloW2z1Ofv7jOlSsbhQOsnRA9CdGmAQ5vmKmod2XmRI1ozAIhz9tq6BUdx76K95p15rn3NBXYOJQ4NWm3GahuShv7+eCSm4yIa8cF++kl9Dc27q2LnxIOTXK/m7bXjn2nNAKC82873wl6uCYvGSUHpGatLBrjejBX5BUALTft5PoeZbjvt47rMbr8dj61Brttu9tu50uznbdYmH9cp87UhLpGdoch1PZm8bZ9SlrdZLrLHyDj0QqwAMQB4pCp16pjbHVIFu9nle3GjZdeoFokBQLtu496CYx+bI3veHD/fbMX2c76Xn29u2uZGM47xN2PXTs+11tdJAWyXNpkcwyf3GQDARzCfA6lvryN16K5roZ0v90VcU14K7f1SOeBasaK3zcSyIW+HEjnfAUdR6zi09+V1UrzaRdcxLx6OdjAhhBBCCCGEWCboAU0IIYQQQgghlgl6QBNCCCGEEEKIZYIe0IQQQgghhBBimSCTkCUgO5sgjA6KAv1ZUnCQmIEAXNy8mOLTzAwEANpj1hBkgZiBAEBtpRV2Nsa4yNEftWLN9cPWpAEAzuizJh9nFnfR3NMyNnc1EWoCwIBvxb8Fn1foZIWbXUWXG8TMo+4oujyf2GPMJ3y61UiBw1rCDSRYMcROyoXNjICIswEg8ux15DwuEi96VmRb9rnwtkyKDZcdZitZEs8SExdXvOQ43z6/YmIDATHqATBAxlRPyI0L7grt5z0Q2kK9AFD3rfEMK+QJOAp/JtzAJxPb9vUdJkKswL1LOO6RYqmudSeXt/3WKXGjnU7RriX1Is/dHtm1y2UkEM7Yc0ia2t6OxPbOEPLtg2107/xKmrd1yo7pZJz3WWEvKT49ztdTZgjCzEAAIN1n95DF7JleyNcRv2jNCTyH8UcyaOOtId4OjWH7ec1BPnabAzbW7udtlvbadTpf5uvTQMmucQM5x7qXtfG+iOey9TDn87U38hyGZsQkIXGYLDQT25b1hK9Fc11r9DDb5sWR9zXtPcF0nd8nVOfsMdpVfg7tWbsft3v5tbV67FpfKDkMRfK2HYKMY1zP2HNYzHxxFXZnV5Hx+bhOA5sdR7zNkozNncvywu6bsytMbCDDr204tPtYrz9Bc9n9R54UrwaAAVKAPee4F5xJePscDfoGTQghhBBCCCGWCXpAE0IIIYQQQohlgh7QhBBCCCGEEGKZoAc0IYQQQgghhFgmSEW9BGQrHYThIaLNmhU0pi6xPhE3eyUuZMVAnwl1RrjQsrbSijVrY1zMWCeGINEYFxCfMjxlYuf276S5Ty3sMLFTo0maOxbac+jxuEA7ImLPjkPAuUCMPyqJS+xp+2Iq7qW5k10rKN9HYgBQje11VLsO8Xlsz6HrMAmJiaGCyyQk49trLgW2bQCgN7RGMP0Ow5bh0Ir+R4MqzV1BjDsGAj4vSp4dvy5DkRWBbZ+Cx6+t6FmTmqLPcwvk3DI+F8Vv9qywuZHyeewRUbEXc7Gy37HmIWGHC/b9ru3juMbncdKwfezPcQOHcNqeW67E+6JN4h2HKH4uQ9qHD18UZm2bxa1HLs4+EdjWHEb2kP1lyzQ3uGlP2LWoMM7/tlucsB1U2MvncDRhBfzMDATgBjepwwyH7Zl+D98HvQFrRNMd5oY8jRFrQFFfwdfeJmnK5hAfvMmAbZ+efj4vV/bYObi6WKG5J+VmTWxFxOfwYGBNIfoCvqYXiElUjuwfABA4DLcCMpFj8PnKTLCYWRYAzCW2jyoxNwmZ6Nq9e3eLm6rt6rPxnfN9NHeqz461BWIGAgCdkr22boGvh3HWXkc+4vMwInue7zDzYIYgzDjElRuQzwKATGTjxQy/B4qztj/jHG+Hibw9xqb8CM1dmbH3GsMBnwPM6KzfYWhW8InZCR/q2EnMb2qpI/lh6Bs0IYQQQgghhFgm6AFNCCGEEEIIIZYJekATQgghhBBCiGWCHtCEEEIIIYQQYpkgk5AlIFxoIwwOCjTTNhFgevxZ2S9aYajX30dzOyusuLk2xsWpCyutYJSZgQBAZpUVC29cwc08ntG/zcSemrdmIACwMbPPxEZ8lyiTm2YwGsT4YybhQvU9XSsq3t3lYvnt7WGb2+ai4r1NYhLS5KYQ1aa9tnrbYbLQse2TEDMQANxQwZEaBlZwn8tw4XchY9tyMMdF7SM5K+4fy1Vo7prMtImty1jTGQBYHdrjDjuE6iXfzoEex3iKiHlIzptw5NrP8x0uFqyPNhMzEABodO2cDzp8fQhadvwWW1yI7ZN1x+/wNktaTRNLa9Y4BAD8qu2L7Axfd3K9VjjeLvNrS4hw3AXRgiPmU178nK0LQ4jSg2L3uX3cSCM3SUx2iBkIABTG7RjLEDMQAMBMxYSSBW5MwQxBmBkIAAS9ZPwP8XW6PWL3zPpKPnbrI3acNqz3DwCgtcLOq8IgXyPXDFgzj5NLdi0EgCcV7L67OuLGKmOhPW5fYOc1AJQ9275F32FAQf6uHznuX5wbjjNuiVN7bgn4utVMrYlFPeVjtUJMv8ZzfO3cmR80sQdL9n4AALaU7aDYWrK/DwCVop1zcY4YUACIiSFInLHrPwAUiSEIPyr/loaZgQDcPMSV64f2XiWbcdzf5W07dAvcfKRbsleyvcjn98/yoya2MrLzAgAGfXufWvC4WQozJAs8PqYrxASu5jA4ejj6Bk0IIYQQQgghlgl6QBNCCCGEEEKIZYIe0IQQQgghhBBimaAHNCGEEEIIIYRYJsgkZAnwGh14wSHPwok14/DzXOzp9VoRczxkYwDQWGHFzbUVDiOClVY4G63kImZmCMLMQADglwoPmNgpDlHmSGDFnnmPC7Q7qRUFzxEzEAAYj+01P9Dhlea3tGz8gQYX/25fGDCxvQtcVDy3YPuzW3PIdBv27yR+y2Ea07HXRvTd++NEG+3yE2mHNrmZ5eLqGRLfVeCi7XzJ9tFgmRsBrC3bcXJKkYurT82Nm9iGiBvXrA7tuB70+Xxj42+Ea5UBWCF/XOD91kntQZoxX34faNvcBjEDAYCgaXPDhjUZAYBcwwqevRafQx4Tg7e564ZXs+0bVLmhSI6Yh7R6HKL4HBmsjvGbrdoxGbf5+BX72T3fiyA+2B/hFDfdyBOfnuIkX3Syk2RuEzMQAEjmrXkIMyEAuCEINQMBgGG7TrdH+Z7JTLRqo3yQ1cmemYzw+bNyeM7ETunjhkdPKe8xsSdluTHRmtAagoy4jD98Yu5CzA0AIPLs+uIv4u/3CbjB2LHAdxqQWErkPOKUn9sQMZUaC7jhyuqwYmIuA6uTMvYYw9lVNPfenDWx2JXhhhe1yPZRGrjaht1H8fmSISYqfszbLJ6zc5YZSgGAN2/NQ/yswzyqYMdlp8SNvDole831Mt/zHizb+4eteX4vuIaY7QwE/F4l8uzc6jjG2Xi318QaMb9fejj6Bk0IIYQQQgghlgknxAPaVVddBc/zDvvZuHHjEX/nX/7lX7Bx40bkcjmceeaZuPHGG5fobIUQQgghhBAnKifEAxoAnH766di7d++Bn29/+9vO3Ntuuw0ve9nL8LrXvQ4/+tGPcPHFF+Piiy/GPffcs4RnLIQQQgghhDjROGE0aGEYYnTUvu/L+NjHPobnP//5+JM/+RMAwNVXX42bb74ZH//4x/F3f/d3i/5sr9OFlxzyzmqGaC6yXIeR9Nv3hpvDXI9SGyWFNF2XPGLfG96wwhaOBoBz+nbaWGEbzT2N6M1GAn6+rNhfK+UahH2JPd+dXf6O8r0t+773T+v8HfD75mxRyZ3VPpo7VyFFw6uOd/rnbF8U+OvMCIlcxyErgE+ax48dWptFFKpOQvsPcZYnx+Q18k6JC7XaZTuud/by98Un+6xOZKejKPueXhufKjl0Jjk7fteHViMC8LHq0kUybVpMiq8DQDO142Shnx+31rbxvU2+VId1G49qjtyabfeozosTew1SqLrBdWUs7s073t2v2jmbq/DzjfN2Drk0lJl5q4nqdo6uGOiJSmW2AP8QbWOB10ZGYdJqK7JTfCx4M3ZeJUSLAnBNoxfwdcQvFW1woI/msuLTC6v4XFsYswOqMcbXU2/UXvP6FbzRzujba2JnFnfR3NMyNndVyOfPgG/nSt7j+2Dk2VyXVqxDikF3Uq457ZBjuPQ3HboJcQLH5sS+RXAVxs4RbVAIPqZKRIdccLRPmWy8g36F5g4EVpM74OjPvsiOqR+F/B5oazBkYnWP76VeatvHS/gc8Dt2voQdfg4+iSd17l2QkH3Bn+P7bjhrzy1X5vdWrR4bb/fyPWQv0aludRQY30B0n6MBX7uysHOjTuYQAOztWE1hsyMN2mFs2bIFY2NjWL9+PV7xildgxw5bNfwhbr/9dlx44YWHxS666CLcfvvtR/yMVquFubm5w36EEEKIxwvtS0IIcfxxQjygPfOZz8TnPvc53HTTTfjbv/1bPPjgg3jWs56FeeIiBQDj4+MYGTnc6WVkZATj49Y57lCuueYa9Pb2HvhZvXr1MbsGIYQQYrFoXxJCiOOPE+IB7Td/8zdxySWX4KlPfSouuugi3HjjjahUKvjnf/7nY/o5V155JarV6oGfnTvtq1VCCCHEUqF9SQghjj9OGA3aofT19eHUU0/F/fffT/99dHQUExOHv486MTHxCzVs2WwWWUedByGEEGKp0b4khBDHHyfkA9rCwgK2bt2KV73qVfTfzzvvPHz961/HW9/61gOxm2++Geedd94j/MQUOLQYYM5ulmkPF+t3hqwAuL6Ci15ZfeXuCBf6rllhzTzO7LUFMwHgnMJ2E9sYcXE0M1lgZiAANwSZiLk7xpZOn4nd0+Sv6vx43sY3z1ozEACYnLYC2XSa38xkZ+0XztkKTUVmzoqjM/NcMB3VrTA5aHLBqd+2uZ7TJITEPS7ETiJ7bUmGf8HeLZAijUWe2+qxn+cS9LYGrBHAjnneF1VilDM7wAXT9T5rVNLJb6O5ADO54Zm0qLXP++JUUkR7vsDF/fv67FpQrXOjneaCHb/RAu/j7Jxth7BKzBcA+AtW+J06ClUnRPDMilcDQDBn53em6ihOX7TrhsskJCRzCN3HrnjuE4G0mkHaPjgm8tN87Oambb8H01w8n1aJSUiTF3MGMXrwCw7TA2II0iFmIABQG7PjvLaSD5zGKjtGwjE+dk9ZYQsTn93HjT/OLto9k60BADAW2nPoOQbGHwvEWGsh5eYE8+QQFYepxFxi14x6ynPbKV88E2Ji4Xv8OnKevU/o8V3FuW28z+eGNr2LKOTN7mFWBDy34Nnx3uPxb62Lvs3NMScwAL5n5+cWcMOLemznkd/le3TQsntLscWLWvttcm5dPqaYCVBa433hV+x6kinzOZDrs/3W7uPXVuu317aTGIwBwI6SNWFZF3HTr7Jv14hKwteY3S37ea0W7+OHc0K84vjHf/zHuPXWW7Ft2zbcdttt+J3f+R0EQYCXvexlAIBLL70UV1555YH8t7zlLbjpppvw4Q9/GJs2bcJVV12FH/7wh3jjG9/4eF2CEEIIIYQQ4gTghPgGbdeuXXjZy16G6elpDA8P41d/9Vfx3e9+F8PD+//6sGPHDvj+wWfV888/H1/84hfxrne9C3/6p3+KU045BV/5yldwxhlnPF6XIIQQQgghhDgBOCEe0K677roj/vstt9xiYpdccgkuueSSx+iMhBBCCCGEEMJyQrziKIQQQgghhBDHAyfEN2iPO0Gw/+chylZkG/dzcXRjyApRG0NcjNgatsYSfUNczP2UPlvT7ewiL959SmTF0SOBFWIDXEzLzEAAYC8xBNnUGaS5P6qvM7E7q2to7qYpawiyMMXNELKTdgpkuS4U+Rkr0s3NcjOPqGqvOVzgJgt+ncSZGNcVT46BGUJIxNwRF0Gnedv3SdFh9NBjc5sDfNlpztm/FzVq/ByqjV4Tu7vNc9uJvbakn/9tyi9sNbHAq9DcFb6dhwWfz4ux0Iqj5zK8ruJE2Qq0Jwe4idBmYqLSnON9kanadshUHGYEc3Y98urcPCFt2GtLHcYQHjEfieb52peZs+ebkjYHgKBpheqpQ7wu9hPN+QjaB+dBbsaxlk2Tfp/jNUSTBjFvSPn65Oft2PN6uTlBPGQNQRoj3DinNmLndn0lN0AJVtqxe9oIN/N4er81/jinsI3mbszYTWTE5+tewedzkMGMP6qO/XU8tuvAeNcaIQDARNeupxMdGwOA2a7dS+c6vC9aCb/mhLj9hD4ff/mAmISE3CRkKLLjciyq0NxVoTWEGg34/dJQYMdUyeNrfcm37R4RoxMA8D071nyH6UtMjFXaMTdheaBt4w1iBgIAQdPmhnU+JvN1Ow89NucBgJhHMeMQAPAWavYcKo57tlnb7pkBvp83q3b8TS3wvXR7w957juf4HBgM7LrhMtUZb9pjdFq8HR6OvkETQgghhBBCiGWCHtCEEEIIIYQQYpmgBzQhhBBCCCGEWCboAU0IIYQQQgghlgkyCVkC0ihAeohJCDNUaA1ywWlj0D5Dtwa54DkasmLNU/q548UZxd02NzNBc8eIQDbvOUwhUisMnSBmIACwpdNvYj+srae5P5hda2L3TQ3T3NZeKy4tTPC/ReTJJRemuFg5N22FnWHFikUBwJuzolc4xLQpEYymDjEtYntuacLHAz0vh8kCPNI+pN8BwMvYsRoUuKg4KFoDiKjqMoWwIuawwZeooGWFzfWYi4p/lo6YmO/xNsv6Vsydcwi8cxnb9/0eb4ceMl9WhWSMAHhS1g7KneUBmru335oqzFe5WUprlojM+3huOEtMQua5yBzEECTtOkxuyBwIFrihSGbenlsS8PHrt+288Lt8Hov9RPNAcMgyk63wPmNrWUJE/QDvdy/kY8wv2fmaDnCTkOYKO6+YGQgANEZJcJSvvetX2P3xaf3cLOuXig+Y2MZomuYyE63F7JlzKZ8Te7r2mrd17foGAA+0rFnWtiY34drVsHvxVIOvp9WGXQeaDoOmmJwvAKTEJMT3+ZochnYeF3J8f+zL2TV5rDBHc9cVbN+dmttLczdkrJnHamL8BABDvm0fV9+PMY8PYjADAJ3UJi/08+PW2ja+t8n30rBu45kF3p/M0Clc4OPEJ2t90nLcA5E9hBlKAUCG3D9k5vi1ZebsOKsTYy0A2Nuwa8+ekp0XALAisGY0lYTf10zUrSlJt87n98PRN2hCCCGEEEIIsUzQA5oQQgghhBBCLBP0gCaEEEIIIYQQywQ9oAkhhBBCCCHEMkEmIUtAkouQHCIabvdaAXFjgFeEbxFvgM6gFRUDwNqBqoltLI/T3NOyVgy7KuDC25JvxY+Jo9r9bGJFoA90ufD7zsY6E7ujsobmbp60gufOHi7KLO62f3cojnMBcmHCtmV2iotT/ZkFG5wnMQBJ3R7DZfxBTT5S3r7UzGMRpMfCN4GIf31yvQDgkfYJalY0CwD5uh0nQZPn+h1iqpPwtqnDjpPNATeYKYS2j/oCfm09/jb7+xE3WmAi8QGfL7/riPHA+vwUzd3aM2Ric71ctN3usW3W6uHrTrZEDFty3CTEj4iJhGust4gY3CGYDmv285LIYVzTtfPFi4/ePOdEJKoBwSHDNZxzCNeJWN9pYkTWJz/vMJfptfO9PcjX9PqwHacNuyUAALoj9tzWrJiluWf1WbOscwrbae4p0YyJMTMQgM/3VsrXhn1kz9zW4XN4c3ulif20vorm3jdnG2jXXC/NnZ+zJiyJwyjCr9u+CJoO8x5+qwLm0ZQ6trYOOY2ZPN8f9xXtBrezhxs9PNhnb6529HAzpomybbczcztp7imRHWsr+TJLx8mIwyylmbF7QKXAx8lMv41X63weNhfKJhbN8/7MVu35BnP8HDxmJORYN9h+4TnuKZipVJYYjAFANG8bvknMpwBgiph5TLb5vet0ZK95Jub3KrMNO7fi5tHdx+kbNCGEEEIIIYRYJugBTQghhBBCCCGWCXpAE0IIIYQQQohlgjRoS0BciA4r1tnutc3e6ufv/Lb67fvIhX5eIPHksn1H3lV4cU1o9Wr9Pi/g55Pn+LmEn8PO2L6Tf2+TvyP/46rVm7mKTzO9WWEX//tCaY9ts+Ie/u5zZtIWHPRmeGHLpGrjTFMDACkpKO3Sj/kRmYYhn5peRN6fdhWUJp+XurRtHSsWSLtcQJCS3ITEXMf121yL4XdsPEu0RQDgpfa9+dQxflOiW6pn+Xvz92Xt+FuRtWMEAIZDGx8IeLH3lYHtt7zH34Uf9u3cWusoXrq6WDGxHWWuuWj32M9rl/m60y3Z3NClJWJj1aVBI+PBI0VKAcBvEF1C7NiyUiZqkQbtSES1FEHnYBv587yILNXTsvUNgE+K2Htlrs2I++wcbA7yOdEctOO0NcTPoW/I6l6f0se12GcXbVHqUyKu9xyjc5ivOUxvNhHz9t3csfP1rsZamnvX/Ekmdt8M3zP3zdg1EjNcM5ep2DUy4tsgIiINCpp8rjk1aGRZd2nQ4ozt+26eJ3dKNt7u5WNq56Bdz2aGuAayMmR1RPU+3vcxKWjuw1XQ3MYKPu+jMdjxc0qGj+uJEim63M/1VFuIfqs1y8+h2WdPONNj2wYAwoptS5dWnWnQWPHq/cew8WiBD7SoRvSSNT52mEZvwqFBm8ra+EzM7ynqDTtOksbR7U36Bk0IIYQQQgghlgl6QBNCCCGEEEKIZYIe0IQQQgghhBBimaAHNCGEEEIIIYRYJsgkZAno5gMgOihWbPYxISv/3aTfio1He7l699SiNShYF3FzgSFiLJF1mBZwwTMXaG9pj5nYPTVuErKZiJsbE1xoWRg/+uLTpd1WRJoZ50YPmLZFJZM5R/FpV3FWgp+1glPPYbLgFYjI1pGb5mwfpQ5DESa6dhbv7dj+9FuO660R04A6N41JSFFrZzsSExafFfEGEHlWOF50FDGOiXFBN8fbbF/RCuvvK/KKuGuy1pRndWhjANDr2Wsu+byPy74VNo8G1tQHAE7K2fE7UBqhubtLdm51iryCapfE0wIXxXs5Eif9DgBplxjEOMaD37C5icPjRn9qXDxhI0XYPWR+ufqMGQA5DI+8PFnLyo7C6QN23DQH+XGbth47wiF+vhv6rSHDGUVbkBoATsnYPXPMYbq0mOLTzBCEmYEAwA/r622swk1CNhMTrfokb9/MpF3jcnx5QnbWrrPZKp9s0YLdK4ImN2nwO44Jy/ahgBsWJRm7FnULfP1ul0lh4gHHmJqzx2g0iLEKgHs7Nreb8OMGxAElV+TjJOfZ+5KhgBuVlDy7j60KSTFoAOtJUesHS9xMZnevvflsOYxVWr22jzplnhuS+xqP7MUA6B6QOszE2DoV1Pj4C+v288KGw5CvYa9jts37ghmCzDqKy3caduwkzaN79NK2JoQQQgghhBDLBD2gCSGEEEIIIcQyQQ9oQgghhBBCCLFM0AOaEEIIIYQQQiwTZBKyBHSKAdJDTEJYcfJ2LzdDyPVYw4s1pQrNXZOxhiCjIa/cXvKsQUECLuitJvYcdsdcTPuzhjUJ2VThpgWVfSUTy05y04LChG2f4l4uIo0miMkHMQMBgIQYU7hMLLzQikh9l/FHj22ftMdeLwB0e62YtusQ3nYLtn3iiIteU9KUHvd2QdC2fR/VeHJYtdcWVLhYOWDtuxgTlnlu7uITIX8mw5ezAmmzDhGTA0Cn14qKd/dxB59t5UETe1K2j+aOBnZuFhzzrUDMegYDbsKyIrLtO5TnfbG7YE0K2HgCgE7Bjqkkz8dkENm4F/DjpsRcyCUG90jccxgJpDkiPk95rthP0EoQHOq60nGI8lM7Tv2IzzVmeBST9Q0AWv32GE3uo4HOgDUBOKmfrw0bS+MmdkrWxgBgVcDMe7gxANsfZ8neCAAPdO0mf2djHc39/qyN/2yC75mdPfbcmIEWAOQnbawwxc0UsjO2HcIqN2Hx6uSam7wd0OWfh5Tc7xDjJ4CvLxEzJgKQ7bFjLVvh4y+zYI8btHhb1mLb7lt8brpRCO086g34fViff7/9fWIoBXBTqQGfz8PVkTXKWZu3MQDYVLYmWNt7HIYXJft5nRJf67PEVMrP8n6jxmMOIzoQ8zJmKAUAUd2Os8BhEtIkxh2VFr+/Y4YglQ5fN9I2MdwiMYa+QRNCCCGEEEKIZYIe0IQQQgghhBBimXBCPKBdc801ePrTn45yuYwVK1bg4osvxubNm4/4O5/73Ofged5hP7kc/7pTCCGEEEIIIY4FJ8QD2q233oo3vOEN+O53v4ubb74ZnU4Hv/Ebv4FajWs1HqKnpwd79+498LN9+/YlOmMhhBBCCCHEicgJYRJy0003Hfb/n/vc57BixQrccccdePazn+38Pc/zMDo6+qg/v1v0kGYOChM7xCQk7uFi2qEea6iwJj9Dc9dENj7g82fwyLNd30i50Hcqscd4oG2FpQBwf80KZ/fMcpOFYMqKdPNTNBWFSSsYzU7yB2yPGIIwMxCAG1MwMxAA8InJh9ffR3PjIWuk0RrgAtnmoO2LVg8XsnaJDjV2fLGbkq73uC8FgqZNjmp8ecjNsn4jJg0AMhPEWMUhBkelakJJxyEyX7B971d4Q2RnbLtn+3huq9+2w1yVi8x39VtHg4kiH+vzkTUJGfR5Z0SeFRCXHbnDoR3XA1k+LzJ5K6SOHWL7bp6YhGT5eKAmIb7DzKNrryN1mFNQkxCHOUVCzENSmYQcEb+dwj/UrCFxLA4EL8PnO4p2ger08DHW6rNzrd3PzbKy/dawYl0P3wc35Kw7xurQri0A0OuT9cnxd+u5xBr17Ozya7u7udrE7qyspbmbJu1eysxAAKCwy55baS9vs8K4nT+ZKW5W4c/adSQlaywAJMwQxGEGkib83JjxDDze7mwtcY0/f86u1bl5csMFIGjaPdpzbKYpuY9aiHgf3ZcdMrHhHDe0WZ2xY3g4mKC5BdhrzhNDKQAY9O18WRlVaO5I3t5j7ipyt55ukZiEFHm/MVMpP8v7jZlKpV2+L6Tkns1v8dygZccZu9cBAI8YxNTafH7Pde04mXesBey4LMY4IR7QHk61un+xHhgYOGLewsIC1q5diyRJcO655+Iv/uIvcPrppzvzW60WWq2Di9fcHH8oEEIIIZYC7UtCCHH8cUK84ngoSZLgrW99K37lV34FZ5xxhjPvtNNOw2c/+1nccMMN+PznP48kSXD++edj165dzt+55ppr0Nvbe+Bn9Wr7VzQhhBBiqdC+JIQQxx8n3APaG97wBtxzzz247rrrjph33nnn4dJLL8XZZ5+N5zznOfjyl7+M4eFhfPKTn3T+zpVXXolqtXrgZ+fOncf69IUQQoijRvuSEEIcf5xQrzi+8Y1vxL//+7/jW9/6Fk466aRF/W4URTjnnHNw//22sOBDZLNZZF2F+IQQQoglRvuSEEIcf5wQD2hpmuJNb3oTrr/+etxyyy04+eSTF32MOI5x99134wUveMGif7dT8JAcahJSssLZTJlXjx8pWAHnSURYCgDDgRX1FjyHmJtQT7nQd7xrRbb3N0do7rY5q+trz3DhbXHain/z+7hQPTdlRa/ejMP4Y962mctsghmCBL1cVIwhK5xtj1ihMQA0RuwNUX0F/8K6OWhjLrF8XLLX4eesgQoA+IE9BtNmA0DctEtBMMeXh+Y0EfcX+Q1gObS5uZRfmx8TA4lKheamLSJUX+AC+LBqx062yudFNG/Fyq0FLsSeahRNbKLDTUIq5Aa55ZhvJc/Ol5xDQN/jW+OCvsjGACCXtULqhZxjnGWISUjG8cJFhrQPEX07If2+P07GtSM3Dey5pcwlRxzAT1L48aEmIXwssDXSy/M1PSnbeLuHj4UWWWa7vXwtW0XMstblp2nuuox1mhp2DMcsMVlopdxwYIKMx62dMZr704VVJnbfjDWPAIDWuDWbKO7hY7e0x/ZRaTc398qME2OKmQrNZXsmM2MAuPGHyxTIafyxiPWBfV7a4Gucx0y/iNkQAESkP4seN8eIM3Zcdwv82qplayb2YA/Z5AFsK9gxsS7k43rAt9fBxi8AlMmpMUMpgBuY5PK871tk3jNDKQBIcqSPHSZPizIJIf3mOe7vqEkIPyz8tm20Roefb40YgtS7DuOaLmmf+OgMrE6IB7Q3vOEN+OIXv4gbbrgB5XIZ4+PjAIDe3l7k8/tdfy699FKsWrUK11xzDQDg/e9/P375l38ZT3rSk1CpVPCXf/mX2L59O37/93//cbsOIYQQQgghxBObE+IB7W//9m8BABdccMFh8WuvvRaXXXYZAGDHjh3wD7FSnZ2dxeWXX47x8XH09/fjaU97Gm677TY85SlPWarTFkIIIYQQQpxgnBAPaKnjlapDueWWWw77/4985CP4yEc+8hidkRBCCCGEEEJY9JK+EEIIIYQQQiwTTohv0B5vujkgPURTmJSsyLGvaI0MAGAsVzWx0cjGAKDPt98URh4X43aIQcFMzL9p3NmxAtftdV7ke1/VCmTDWT7MsrM2lpt2iD1nrAFKSoTNAJA0rWjaJWL2S9boAQN9NLc9alXttVXcHGNhpf28xqjDkGHYCnJ7B+z1AsCKkr3moRzPzfh2nHUdxgmVVt7Eds87DC/6bB8nGZcZjRUx+21urJJtEIG3QwyeNOx8SRy5fs3mRjXS7wDCup0vPokBQLVhBdOzXX7cucTmdkBE/A4ix9/SCp5ts1LATQNykZ1b8xEfkwkxCYkjx9/ziMB7MSYAbucaYhjheBsiIeeWOAwKxM9Jf/7zEI410mPCfodJSFy060CbORYA6JBlwC9zBf9Y0RocrMlyM4XRwK6RpUWYZS2k3CBhd2xP+GcNbhKyqbrCxKpTfN3LTdq5Uhjn47y4x55bZq+j8Pg+u8Em83zNYSZazj2T9L2X4/ugl+PjBP4i5mbHjom0ztd6Zh6V1rl5FCNihkcA8kU7B1q9PLc9YHMnFnjf7+61piTTOWsaAwAnpXafz3u83Qvkvq/H5/eY/aFtn2KWz4FG1o5LZigFAHGWmYTwNgMxeXLCjKK6/L7R79hc4rUCAPDIIdoOk5BmbK+jGTsMUMg2xmIM7WBCCCGEEEIIsUzQA5oQQgghhBBCLBP0gCaEEEIIIYQQywRp0JaAOA/gkFeFvYJ92bU/z9+THs7Yd8YHfK69Yu8d+45n8IXUvqs9TXQyALC302djNV7MuV2170SXKjQVuVn7fnBmlr8njQWiQXNojhgeKRQMAF6vfTe8O8zfF6+NWR3D/Cr+/nX9JHtt0Urex08atlqKjT0TNHd93hZhHQ25JjFHXraOU36+U6QY+ZbeUZp7R/4kE3vQt5oLAPA7ts0yjsLPUcW+e+9XrTYOcBSqdryHDqJJDBo8N2wSzVyLt1mrbXPnOnwO1VM7/jop7zdG5NBT5Xx7HazfASAT2tw0dGi6iHwgDR3FNZl+wDu6QpwAL0S7/x9I3KFBU6HqY4BLF8R0OQ4NWrdoczslPha6ZVJ0ucTX/9Gc1VmNRUTEjMVqsa0YxKXF3tYeNrEH6rz49PisXU/Dffx2iyzpKEzy9SkzRfZ+R/HpuGrbzFX81ycaYo/pswF4fVabnPRy3VS3xPddZ9F7QtCwfRRU+V7q76vYz5rjuruU6Ji9OX5vlSF7U3aO92dj3l7bQp23w1Tb6rkrMW/LVmqvIwHX77L9ouBzXVkptO2QJXplAEiJZjlxPEUkEZn3IZ+Hj1qzzHRpADwyl136L48UlI4TPk7bZIPsOnJpFzlk1w9HO5gQQgghhBBCLBP0gCaEEEIIIYQQywQ9oAkhhBBCCCHEMkEPaEIIIYQQQgixTJBJyBIQZwEcoqnO5q1QdyDLDS+GIisM7Qu4kDrrWYG2S0RaJ+Lo6dgWTQSA3a0+m+so9BvMW/EkuQQAQGbOnoO/wK8tJSYhrLgmwAWntCA1gKTPGoI0VnBBb33E/j2jsZILyjOr7PmeMTpOc3+pb5vNze2iuWtCK4zvJUYRABAQja5D/475jFWqu0T4eSI2bhAzEACYrFgRfWuK/10oJoJyP+soMEtE0E6zCWIewgpY7o8fXQwA4tieQ8uhmG6ndky6dMKuOcsISG7kUEGHHjlu4DDdIF3k8txI2UBzGU4spni0qz9ZKhGkJ4swKjkRSf2H9WnoKLRK+jLJ8XnZLdjcDvc8QFKw43SgwM0fRrPWUGdFwDeWkmevw2WWVU/tfjPpMGnY0R40se3zfM9sz1oTleIMH4/5fXZeZqf5PujNWOOPxGFswQxBmBkIAPjE+CMd5tfWWmH3zOYQN35q9vN275Imds32iNwaFSb5Hl0k49LnWyk1D0mbvN2DmjWaimrcwCpo2n5uNvncqnftddQSfm1th0ESg433DPh9AtsvIt/hpEH2C7K17Y+zPYTtFcCiCpfTfd7VNiTuOfYVL7HnlpIYwA1BXIYijwZ9gyaEEEIIIYQQywQ9oAkhhBBCCCHEMkEPaEIIIYQQQgixTNADmhBCCCGEEEIsE2QSsgQkuRTIHRQmlvNWcNqf4eLovsDGiw4TgMizwuSYVV0HUCM6yaluD82dbtlq97UaF7JGC1ZUmVngosxonrgvLPB2SNsk13FtXsa2AxwmIZ0BK/RtDHLVa9P6XQAruKj41GFruvHMvgdp7i8VHjCx9aEVgwNAn8+mrEOATIxg+NlyXCL8J+UmTOy+nhGaO97TZ2LdPBeqx1liMBPyvvB8Jug9eqGwS1TskTCLAUBMBMRJevTGFLFTFm9xmRwERPjtMzMQAJ7rQo4nHMYfaURMY/T3xyOS+t7hon3HXGNq/zTH15xunojnHSYhXt6O3f4cN8saiaxJSJ9v91EAyJJ9cDFmWeOxNcwAgF1Na5oxPe8wy6ratszYSwAAZCu2HYJZxz44bw1BkrY1bQIcZllla/ABcEOQ5km8HeZPsoYg9VGaitYwb/ekTO5hHIZFmLdjrbmHj9XUs/3RU+PX4TXJ+IkdBk1dG/e7jj2EXJrTbILMrcSxbh29ddTiCMg+5Dv2Crq9uba8pTRpcu3npNGWfBtcTJs9DO1gQgghhBBCCLFM0AOaEEIIIYQQQiwT9IAmhBBCCCGEEMsEPaAJIYQQQgghxDJBJiFLQBKlQOYQk5CMFaf2RS6TkJqJFRziS2Yk0AIx1wBQT6zItupQc8+0rJFG3OBDJ08uI2KOJAD8GhE3M+EugLRrr4OJoAHAz9vzTUs2BgDtPnsdLauX3p87YNW/o4PcSOP03r0mdlZ+O809JbKGIAM+N9LoEGOUPQ5h85bOChPb2R6guTEZO8ygBgCaiRWJhz43rmF/AnJpdD0m9HUZfywGMl9Sn/9timi2aQwAfN+em6sdAiLxDo5WKQy3yUFMjpE4TjhlCm9H8y7GLOUxU68TIxg4+i0JH51hy4lIGnpID223yM5rF8zQBwC6xJ8p5n5SiIhJSJ/DLKuXrEUFMv8AIPDsGOkQMxAAmE9srsssa6ppzbIaC/zicvN27GXnHGZZc2QfXLD7PgCkLb4/Mtg+iD5+be0V1jyEmYEAwMIaG2ut4UYlo6MVGl9dtvFMYMcDAGyftxvyrswwzc1W7H5e3EUGJYBg2l5fGi9iH3N9vUHinmOshsTFwncsqIv5NsW1XzD4HsLXTroHuPYFup87cpOjP19mEOY0j2L95jQ1YYd13LuSeODza1jMPYX5nKNLE0IIIYQQQgjxWKMHNCGEEEIIIYRYJugBTQghhBBCCCGWCXpAE0IIIYQQQohlgkxCloA0kyDNHBQQFiMrqC0FXPxb9GxuRETQLmJHhfVaagWy1Zgbacy3rMjWa/JzYJcRNh2i15Y1/kjbXGycErMIP3IM35wVbsclLuZul+11tLmOGkGfPbe1PbM099TcuImtCys012UIwmCGILc11tPcb85uNLFNM9Y4BAA6XSv6X9VbpbmjeWtqsnOhj+ZiwR43avDUoEEE2h1ucsPGg8s0hpkfpBEfv3FEBNMO74QotOebD/j55nwbd2vM7b+45nEntdfMTFwAoEOMgRA7xOBkyrIYwM1dUpfom5jceL5jHjPhd+AwCSGXtgjd+QlJEnqHmaukrvWU/W6Gz7U4Y/sszvKxW8rYOdETNmluj28XjZxjH2Tzp5PyfWU+sWvvbLdIc6ebxESrztssIh4f0QI3oPBrdtNMG7wdko410nCte17Rnm/cb41OAKAxYteMxghNResk228nr56kuecPPUjjp+bt/uhat77r2/1td547eSWh7Q+XIRQzHPLI7wNAnLf3D50CPy4zyoly3AClHNl+7gl432ccRhgMtl80U35tdeLi044da0HXnoPTH4zEPceinDr2t6PGaRJCDMKCozcUYUZgABASQxAWA4A0JPtjcHTXq2/QhBBCCCGEEGKZcEI9oH3iE5/AunXrkMvl8MxnPhPf//73j5j/L//yL9i4cSNyuRzOPPNM3HjjjUt0pkIIIYQQQogTkRPmAe3//t//i7e//e1473vfizvvvBNnnXUWLrroIkxO8q/mb7vtNrzsZS/D6173OvzoRz/CxRdfjIsvvhj33HPPEp+5EEIIIYQQ4kThEWvQbrrpJjz/+c8/lufymPJXf/VXuPzyy/Ga17wGAPB3f/d3+I//+A989rOfxRVXXGHyP/axj+H5z38+/uRP/gQAcPXVV+Pmm2/Gxz/+cfzd3/3d4j48k+z/+TmF0L7DXXBo0HKezY0W8VzdcVQGrCX2veOFmBd0bHTsMPHbR69B81sOMUibaNC6/F1tpl2BS3OUtbqCboEP9U7Rvo/cLfH3g8slq4MYy1do7qpoxsQGHO8+h7DXMZ3w99A3ta0w4NbZ02ju7Q+cbGLBNq4zDIkubPNQLz+HAavnSB2Fywu77bUVJh3FnKu2GG3qKFxOtUyRoyJu3o5r13jokuaJ83z89uZsO7g0NExLmvMc45eQOKqBNomWtE50NQDQ7Npr9oimYH+cxDqOedy1/eks+Eo/zLGekfnt0g8kTDu4iELgjweP9x4aZzx4h7ZbePT7CisMDnC9JtNgAEA2tIPMpcUuMC32sdgHUzvhq2wRALDQsuuL79Jik2UgbPBz8Br22hKHFntx6569jm6vY23os9fRHOL91rdi3sSeNriL5v5y6X4aXxHYY2xqr6S54w0rCvemHQXCZ4lWnWjdAdD7BBR437cH7Oe1+vgc6PTaPhoo8n1hJGP13H0+L9ZeWMR+wcY7G+sAsEA0aLU2Hyfsvs93DFW/TcY72SuAI2iWGey+z6EdZFpzItveHyfrVBjw88oQgV3i0rYRvdljrkF7wQtegNNOOw0f+9jHMDdnB9lyot1u44477sCFF154IOb7Pi688ELcfvvt9Hduv/32w/IB4KKLLnLmA0Cr1cLc3NxhP0IIIcTDWao9VPuSEEIcfzziB7QnP/nJ2LJlC97+9rdj1apVeP3rX79sX//bt28f4jjGyMjh3z6MjIxgfNy6CQHA+Pj4ovIB4JprrkFvb++Bn9WrVz/6kxdCCPGEY6n2UO1LQghx/PGIH9B++tOf4hvf+AZ+53d+B61WC5/85Cdx1lln4bnPfS7+9V//FckJ6HF85ZVXolqtHvjZuXPn431KQgghliFLtYdqXxJCiOOPR2UScsEFF+BLX/oSHnzwQfzZn/0ZVqxYgVtvvRW/+7u/i7Vr1+J//a//5TThWEqGhoYQBAEmJiYOi09MTGB0dJT+zujo6KLyASCbzaKnp+ewHyGEEIKxFHuo9iUhhDj+OCaFqletWoWrr74a73nPe/ClL30JH//4x3H77bfjPe95D66++mpccskleOMb34hnPvOZx+LjFk0mk8HTnvY0fP3rX8fFF18MAEiSBF//+tfxxje+kf7Oeeedh69//et461vfeiB2880347zzzlv053thAi88+NfQHClmy8xAACDyrBgxWETBwg4z1wDQIcYU9dhR4JYUMSZ1d51x32kuQJwISAFiANRIwFVUEhl7HUnWUVSSaI2THD/fcs4K2FcQkS8ADARW6JslbQ5wA4hKwvv4gbYtNL15lhef9nZbc4zerbx989P2mlkRbwBo9pPC5Q5PiOK4/YfiDlLFFYC3r2JiSYNXtWbFWVlhVgBIyvZ822XeFx1SxzUp8osbyNs+Hoqs+B0Ayr4VibsKzidE4N1M+TnMJfba5lilVACNlp0XfouPs4AIvwMm+ga48HsxhUdJMdH9H0hMQhxznplWpI45tBx5PPbQNPQOM1dJF2ESkrpMQsi0cpmEZEih96zPTaIyZIHxF2EC49oHmckOM00AgHaH7IMOgwQ2f/yWY5HskE3TZZZFcO2DKSuuXDz6dS/u4eewqlw1sVNyXPqxJpylcd8je17M1+9dlT4Ty07zvs/MkzZ2FKpO+u0fKjoD3EijNkYKefNtFyAmWmt6KjR1TXbaxIYDvj9mPW7cwaiT/WI65kXKp9o2Xm86TEKatt0dvj58vLOxDixuvDOTkMi1L9i+jx3NmER2TGYjfl6F0HHRhDRDTELix6FQdRRFeNnLXoZbb70VV1xxBdI0Rbvdxhe+8AWcf/75eNaznoXvfe97x/Ijj5q3v/3t+PSnP41/+Id/wM9+9jO8/vWvR61WO+DqeOmll+LKK688kP+Wt7wFN910Ez784Q9j06ZNuOqqq/DDH/7Q+UAnhBBCPBqW8x4qhBBi6TimD2gTExO4+uqrcfLJJ+N//+//DQA455xz8M53vhOrV6/Gd77zHfzqr/4qvvrVrx7Ljz0qXvrSl+JDH/oQ3vOe9+Dss8/Gj3/8Y9x0000HjEB27NiBvXv3Hsg///zz8cUvfhGf+tSncNZZZ+FLX/oSvvKVr+CMM85Y8nMXQgjxxGc576FCCCGWjmPygHbbbbfh5S9/OdauXYurrroK4+PjePGLX4xvfetbuOOOO3DNNdfggQcewCc+8QkAwFVXXXUsPnbRvPGNb8T27dvRarXwve9977DXRW655RZ87nOfOyz/kksuwebNm9FqtXDPPffgBS94wRKfsRBCiCc6x8seKoQQYml4xBq0ZrOJL3zhC/jEJz6Bu+66C2maor+/H5dffjne8IY3GCtf3/fx+te/HjfeeCO+9rWvPeoTF0IIIY5XtIcKIYRw8Ygf0FatWoVKpYI0TXH66afjzW9+M175ylciT6rXH8rIyAjabYey9gmKH6TwDxFKZwMrPGRmIAAQEAMJLEIc7TJq7qS267tM4Q0gTohBR8zPwSPiRy92nAWLO8TcFIf4NyUV3ZmJAAAkxBcljfg5FCM7bpn5AwAUielL5BD5MlOIGhGvA8Bsp2hi8w0uao9q9pqzFT7O8rut4UUh5rlJ1p6b5zCF8Ods+3gzFX7cOW6wwfAKRFDex93p2kT43RzgY6fdZ2PZXi4IHs3b8x2LKjS3j7jnhOBrZUzmQN3RvkxYP9vmYvsWMQkJiOgbAMKm/bxFmRw4xg41+2GibwAg5gdp5DDaIdPF5Te0XHi899A4AnBIu6WOfmBzm62xAPg7OQHviMC34zzncJ9ajFkWW09du0qTDJx2wm+LujExJuryc/C7ZP6Q2M8PbELpIsyymJkOAIDMlTjD172Y+Ar5WT6H+7LWuGkgXKC5vQ7Tlw65hwkcvRQRM5mmY4o0Bu31pb7dMwEgIWPYtS/UV9pY6yQ+Vk8ascYoTynvJZnA+ox1aB3wed9Hnu3PVsrPYSa2Y3ii00tz9zWtSUi7xu8/cvY2AVGd91tQJ33f4utWyvYLh4kW3ReyfM7GuaM3CUmz9jryEW/fEnEBCojxDQB4GXtc5z3xw3jED2iVSgX/43/8D7z5zW/Gr//6rx/17/1//9//h1e96lWP9GOFEEKI4x7toUIIIVw84ge0LVu2YP369Yv+vVNPPRWnnnrqI/1YIYQQ4rhHe6gQQggXj9gk5JFsLEIIIYTQHiqEEMLNMbXZF0IIIYQQQgjxyHnErziKo8cPYwSHCF1DKng+enMM/xg8V8cpMdJwmI+kJJd6lwBgOknnpTHx+WKU/Q6RODMPSV1NRuJObSq5EN8hDOXmLkdPwtocQExO2HOcA/F2cYr7PSLS9afnaK7fIeLfLheDp20rsk0WYXDglbjA2+vvM7HOsBU7A0B9xAqem0P88zoD9jpW93LzknWFaRNbFVqBOAD0+lbgHXl8+W2k1pSkwlwwAEx0rfB7X5O3WVy3xyB6fwBA2GAmIbyPQfqTir5dZPi1gZjRJDmHkVFkxzVb48RBktCDd6h5kmNtSBfRlbTJnX4iy9PFxTlu2N7mugQWdxj9OONHi+/oN9KfqcNPhO2PvsPche2DGZfJmaMpmU/D6swMzX3y4ISJ3b6OGyHNRtbtJKrxi2bX3Cnza06H7Jp80ihf658+tMPEzi5up7nroqqJ9frc9Isxn3ATi/G4z8R2tAZ57kKZHJivyRHZCjML/AbPb9g2S10mIeS+z3OMa4/sF8y4DAC6ObIvEEMcAEDOXkdPlpvA9UXWLSWMeb/5EZkbnaNbVPUNmhBCCCGEEEIsE/SAJoQQQgghhBDLBD2gCSGEEEIIIcQyQQ9oQgghhBBCCLFMkEnIEuD7KfxDqsNHizAEYSR4dL//WEL9RFx/BiAmHy5h6GKE6lR0vQgxt0uz3SUX4jbzOHqDAmb6kvO4IUNvaMWpPXkrxgWAyR57Ic1+3hm5gbyJZRtcgIy5BRNymkKwPs5zla6XI/EebvzBDEFqY1ykWxu159AY4XOoOFQzsVN6p2juqbm9JjYa2LYBgIJnz801j5nwezweoLm7W/0mNl13GKssEKMSe7n743ViiFN3CLyJEYzL7McL7Dl4ERd4p8wkJMsF/8xDZTF+Qyciabj/58D/O0yXvEdr5qF+ODIus6tHe9iYGC+4lmkST7r8vJqxnWy1hK+95BQAAGVimnRKxNfZ5/ZvMjF/PT/w5v4VJjbfcJg3EIeX3hxf41b3VEzsKWW7/gPAOYVtJnZ6xhqdAMCIb2/BI4+vcfXEnttEzHO3tkdsrDZMc2eqdi/NVPl9QoaYhERz/F7Fq9n7kqTF71WQ2v3GCx1uHjnbn3GB7yGdAjEJsbc6AIAob/exvgx30RoI7cYZOSZXlLXtE8cOw62HoW/QhBBCCCGEEGKZoAc0IYQQQgghhFgm6AFNCCGEEEIIIZYJ0qAtAVGYHFaomhE7hFqL0TIxXE/g7H1ZVkAbAALfvh/ccRa8JMUxHbqyR/3uvUv3RF589x0vw/tEZuV1eKu1una61B3v3jdJRVCX5iiEzS37/B3lsahiYqvKttglAEwM9phYbYy/1x20benQJLBFkAEgM2OP4TcdxadZu0d88HQL9hzafaykKdAYJn0xwsdTfcyeQzjK3y0/bdjqIE4v7aG5GzKTJjYU8LGT9ew78qwgNQDMJPY69nSs1gwAdtVtvDrPX7KP5u25RQuOYrTzZGI0eNHOlBUeJ5oCAPAiMl+IpgAAYjIeunlHoWoyTFz6F7GfJAActdIPwyOiXM+lMWTdTsYzwDW9HUcl5ZjuZI41neQuZh/MOtbeQ3XkD9F17YMknoaOs/Bt3KnF7pIGjh2adLI/Bm2eG7SIvrrFL26mZdeXqS4pdgygmvAB1keaYsyxdp6ff8DEBhxa3wd6rAZttsM1uWxMMY03wPfdddE+mrs6tEKtkYDvY2xfaKVc+z2R2HF5X2clzf1ZbczEtlX5HhLP2HPL8xrcyM2S+8Y5vi+gbtuS7hUOWEFqAADRsHeKfJx1inYedUt8DpSJln8ow0XaA6Edf5HDNyCXsf0Zd6VBE0IIIYQQQojjCj2gCSGEEEIIIcQyQQ9oQgghhBBCCLFM0AOaEEIIIYQQQiwTZBKyBARBgiA4cnHpxYijY4cAn/mJBA4jjgwRNLrE0SE593bIBdppSExCHOJfhGT4kUK2+z/QiktdxZH9jr0Ov8XbjJqEtHmbzbetmcFMlwuQK4kVUjdTLjjt9a0YtpcU8gS4MNlVMHNi1Bag3NUZorlzRKzcKTqEzRWbGzYcphAknJAxAgBdUlSy1cNzW6Ruc3OYn0Nm1IqVT1thDT4A4JzenSZ2Vm4HzV0XWnF0yeMmLMwgpkoKUgPAzm6fid3ftIVHAWDXgjVyiSvcdCNHvGSyVYdJyAIRc7tMQsh8g8fnvJchY8pRuDwmwu9O0WGmRA4RPzb1f58wpAE3szAkpIisawticUdHdEmRXdc+2CGGInHqENovYh/MeXYO5gM+LzOR/bx2hs+fOGM/L8kcg32QkHb4+fpNG3et08wbI5jnt4eTC3ZfeaDBiyCvJ0ZKANDrWzOmYYeRxlpirtLn88LPG8nn1VJuNpGkto9yDqMHZtrl2qNLnt37A8d6yAxBJmJupLGpbdv4J/U1NPeeyqiJTU9xI5fstL2O3Awf17kZe77+HDfcSus27rpn80LbR16Bm10lJWISUnasG3aoIi7xcxgo2EkwmuUGbMPhnIn5DhO4PFk3uqFMQoQQQgghhBDiuEIPaEIIIYQQQgixTNADmhBCCCGEEEIsE/SAJoQQQgghhBDLBJmELAGRHyPwDwoTmeC56RCyNhPbRQlsxXPnZzuewZkYthTw4+YiKwxdiI5eHB1nHX8HiOy1eYsQRyN2KNWJoUjQ5MLQqG6vI6zx852vWXHq3qY1aQCAqUKPiVWJsBQASkRZX/K4YHp1OG9i5xS20dyFIW4WwdiT7TOxdh///ahq2ydo8X7zSLOnjlUnJh/XLfM+TvrsmOwb5CYsp/RbY5WziRkIwNvylKhCc/t9Ox4ij1/cXGIF0+Mxz93SsgLvLQsraO7krBV+R7O8L5jeOVPlYmUm/E5dJiFE+O2ax17OdnJS5OOsU2ImIdzsISZ6cpmEHJn05z8P4REzEADwusQkpHP0pkt+l3dEs2v7d4G5vYDvjx1wMwWGex+0J+zaBwsZmzuX5e0Q5+z4Z7H9J2HXeo8ZhzhI29wkhJn6hPM8N1u17Zup8H6rzlhjrE1lbmLkMlko+raNA4/vjwO+bZ9BsvYCQL9v93Nm0LQfm+s7bol92PZxGX8wE7dqwtfOfeQeZlOHt+WP6mtN7Iez3CRkx5R10Qom+T1Fzvq1oLDPcb80QwxB5uw9CQAkzaO/T/XJvoASN2Dr9NjcVi/vi469DUOmzNeN0YK9jpWOvX/QJ/cajimbj+zndUmMoW/QhBBCCCGEEGKZoAc0IYQQQgghhFgmPOEf0LZt24bXve51OPnkk5HP57Fhwwa8973vRZu8BncoF1xwATzPO+znj/7oj5borIUQQgghhBAnIk94DdqmTZuQJAk++clP4klPehLuueceXH755ajVavjQhz50xN+9/PLL8f73v//A/xcKhcf6dIUQQgghhBAnME/4B7TnP//5eP7zn3/g/9evX4/Nmzfjb//2b3/hA1qhUMDoqBXsL5bATxAGB8Wg3dSKhevMIQEucTSv3M6IHELWgm+/QSyFXMhazNjcqZxDHE0MQeIcP4c0R4xRXOJoch2uqvQg4tSwxsXRUc22e7TAxdH1eZu7q8ZNQh4oDZvY6mia5vaSvuh1iKBHAiv0PT0zQXPjsm0z1u8AcG9+pYnt6ufXVq1ZR4Zmk/dbmti29IiQGwCinDWs6CtwofFIyQp6n1SyZiAAcFphr4k9Jbeb5q4nRi4jAe+LrGfHbyPl5ztBxuqm9mqae299zMQerFjRNwDE03ZM5mdoKnIzds5mZvmcR61uQmnLIfomongvw9sMRftHrm6Zi9dbPXb8tst8bnbzxBzA4+NM/Bzv5z8P/W/M28vr2LEbtPn6H5DlxbHkoNUmJiFdPhbmE7vmtFKHOQExhXDtgz3ErGIg5GZDvTli9JPn7dDN2z2+k+fnkBTsNVPTBABencxLxz6Y1u35BlV+75CbsefQ6uPGZR0yXx8sDNLcQngyjQfEoKOZ58ZN68JZExsOuLlRFrbdI28RxmMOurBtvJDwgV1NbO44czECsLVtzZ/urvN94a7KKvv7E0M0N91rP6+4l6+dxXE7hnOTfF/wZuz+mCzw+ZJ27T2XF/Ix5RXs+SY9vM1a/XbdaPFbFXR6bV+sKNs5BACr83acrYr4ZjpAjITa5L4eAHKhHatdEmM84V9xZFSrVQwM8BueQ/nCF76AoaEhnHHGGbjyyitRJ4vjobRaLczNzR32I4QQQjxeaF8SQojjjyf8N2gP5/7778df//Vf/8Jvz17+8pdj7dq1GBsbw09+8hO8853vxObNm/HlL3/Z+TvXXHMN3ve+9x3rUxZCCCEeEdqXhBDi+OO4/QbtiiuuMCYeD//ZtGnTYb+ze/duPP/5z8cll1yCyy+//IjH/4M/+ANcdNFFOPPMM/GKV7wC//iP/4jrr78eW7dudf7OlVdeiWq1euBn507+lb0QQgixFGhfEkKI44/j9hu0d7zjHbjsssuOmLN+/foD/71nzx4897nPxfnnn49PfepTi/68Zz7zmQD2fwO3YcMGmpPNZpHNHn1xYCGEEOKxRPuSEEIcfxy3D2jDw8MYHrZGDIzdu3fjuc99Lp72tKfh2muvhe8v/ovDH//4xwCAlSutmcIvIgpihMFBsWIjtkLJBYdJyHxixfbNtEJzmTjad3xJWvSswHUgcIijs0QwmuPC5G7eDqluwSGOztt2CPLcXMAjQlSnOLplr82vcYODTNUKUTNVfr7Nir22vVVSqh7AfaUREzvJITgd9HeYWM7jpibMmOIkxyyOvD0m1udzHeWarDUw2VHmwu+Jtr3m+Q7vt25q2zL0uLC+ENo+Gs4s0NxVWSvoXZfhJiGrQ9vuYw6Reb9vx0Pk8QZmhiATMReOb+rY8fAThxj83llrTDQzVaa52WkrTM5Nc7OH3LQdU36Vj4eUzLekw9uMCb99YgYCAEnZxtu9XDje7rGidjL0AAAxMwkhRgTiCHT5vATpd99pEmLbPGhyc4J2y/Z7tcONASqxHTfNlPdvTExrQmIeAQBl4mAyRIyCAGAoZ+fE1iKf792ivTanwU3Jmm5kiGkC4NgHG9z4I23Yfduf4+tplpgNFUq8zbrE9KuW4fP9px43WWvH9tgzfUWaO54bNzG3eYNdz9i9DsCNSmLwPmoSA4hK4jjfbp+JbW/zvfS+mt0XtlT5fe2eSXtcTPB9t7DHXgczAwGAwoTdx4J93IAnrRKTEGLKBoAau/mO+zv02P2tM8DnQLPf9kW7nx/W77N9v6pcpbnrcvb+YTTg7dDn2/add7ghZXx7n+r5jrX2YRy3rzgeLbt378YFF1yANWvW4EMf+hCmpqYwPj6O8fHxw3I2btyI73//+wCArVu34uqrr8Ydd9yBbdu24atf/SouvfRSPPvZz8ZTn/rUx+tShBBCCCGEEE9wjttv0I6Wm2++Gffffz/uv/9+nHTSSYf9W/rzv8B1Oh1s3rz5gEtjJpPB1772NXz0ox9FrVbD6tWr8ZKXvATvete7lvz8hRBCCCGEECcOT/gHtMsuu+wXatXWrVt34GENAFavXo1bb731MT4zIYQQQgghhDicJ/wrjkIIIYQQQghxvPCE/wZtORB4CYJDjBGaxCRkrsvFk/OJFUrWEy5kjYnwMPJc4mib20cEtgAwkLXC5EyBm1h0i1Zs3Ck4zrdATEIcbmNexuamdX4OKRGtegv82jJVK27OEjMQAMjO2Ouo9XJx9JaSFfqOZB2CU9LukTdFc0dIdzLjEABYGdi/v5R9LoBfRYTxU9m9NLeS2GuuJbzfOkRc7RMzGwAo+rbfXGNykJidDDiMP3pJ+xR83m+MhYSY5ACYSOznbWpzgfeP6mtN7K7KKpq7c2rAxMIJayQAAPlJGytMcfOczDRpyzk+JhNiMABivgAAXoasXUUuoO/22nHS7ON/J2z32lin12H8USJ97xgPYj9euv/nwP87TJfQIeYyLd62YePoTUJaTWIU0eLzcqZbMrH5hK/T3cBeh2uNLHj23FY4TEJW5my8p8TXhtmy3bfbvXycd4hJTkTMdADAm7dzzWtzc4KExD3HfA9ydl7mc7x9k4jMd2IIAQD1mK8DP2vZvp9u8NwHe4ZMbCxfoblDkTVBKQW8jyLPjpMk5WO1Tva3fR07JgFgomWdjHbVyGIGbjJWm+F9n5m044St/wA3BCns4WYe0bgd1+lsheYmdbKHOPYFP2/ngNfLXZ7iQduWzQE+Z5vEb6U9wNeu4T47HjaUHGZikTVKc91TFDy7H7PxBAC+Z9dEFqO/e1RZQgghhBBCCCEec/SAJoQQQgghhBDLBD2gCSGEEEIIIcQyQRq0JSD0E4SHaL4WOvb91dDj71+zd+/nUq5H6cK+Axs5urhAtGnDjnfvmXaqt8CLY06RArXtkkNj0mPPLSLv7gOAN2ffAfda/J1q+u49KfAJAEHFtnt+H2/fdtm+E80KkgLAnnyfid2V4ZqjnM+1dIyYFGMe8fn7zAXfXke/x9u3RN6fHgt4HzdT+163q2gsezvd9VehDNGDZB3ahhwZv1nHHGLF2jspf7d8IbVjZ49DmrOlbYuM/qi+jubeOWuLUt8/wfVq6V6r8ShM8HMoTNgWzk1xzYU3Q4qMzvPCtWnXjklWkBoA/JJt96SX90VrwI7JVr9Do9Rvx1S3l/dblhQMjh0FasV+vHj/z4H/7zgGeousp03etmGDFIluOGZ8za7/sw2uv5noWO3KNNHCAsBJqV3r8x7XyJZ9O6aHAz4nVmVmTWykxDVdM712324T/SXAC+9mKvzaogXbDp6jUHBK9EJUQwTAJ5qjjO/oN7JOewnfM/0OP0azZveh8Tl+jKk+W8S4RDTeAFDO2bbIh3x/DYkO36VBa3TtOFlo8f5cqNt4e57n+kTvXiBadwDIE+lUYZLP2TwpPh1O8vu7dMaO68RR0DwlOlU/4+j7sp0D6QDXoDWH7Z5XX8HHTmvQ7gvRIN/z1vXaa1uf48K9NaHNZfp1wFX4nvcFG1OucfZw9A2aEEIIIYQQQiwT9IAmhBBCCCGEEMsEPaAJIYQQQgghxDJBD2hCCCGEEEIIsUyQScgS4HvpYYXpFtpWMOoSDTJxdCXmRg91YvLhEkczkwVW/BcAVmYqJraiyEWkUz32fDsOcXSr155DrswLdofEiMBjxXQBpA1rbpE6cv2qFXlnHSYhhaL9e0ac44XAF7L2Ou4PubDZhxW9xqlDXJ1a0eqpERe9jpAiz0wUD/BCrq7iriVHoenHAmbwAQAJOYfYUTBzIbWC6RlSZBoAdnftONvSHqW5d9dPMrF7Kitp7oOTtrpmspcbART22LWAFR4FgAIRgwf7uHFBWiUmIQ6DAVZ41icGQACAHivi7wzwNao5YI/b6ueH7fbbPsr18XlcytvriD3HtQkAgB8D/qFN3OFzImUmIQ2HSUjNCuVDYgayP27HQrXO1/+Jlh1jU11uOFAl+2DJc5jLkDVuwOeGUmszUzZWtEZBALC73xYmnq/y9bRRte2QcRhmBAt2ffIdZlno2mtmBloAN4VwmjkRQyi/bfsHAMIG789owe6brQrfSzs9di2Zd9wnVLN2nUwzfO1k/lMOryt4xOzEb/F7tqBucwv8dgmZqo3lZvlJ5KZtf2b3cSMvf9ruAWmFfBiAhBioMZMogBtF+WXe9+mgXdhbK7h5VH2F7fsGv11Cd4U9t3UDFZq7sTxuYqdkbAwARkiB+4LP97xOanObKV/nmrGNd4nZCkPfoAkhhBBCCCHEMkEPaEIIIYQQQgixTNADmhBCCCGEEEIsE/SAJoQQQgghhBDLBJmEPA4stKwAuNnlXUHF0QUujp5PKibWswhxdK9DHD0W2Qrrq4s2BgDbegZMrNHLBc+tPiuybfc7xNFzRBxd4wLZlAihXeJob86Kaf2MwyQka/soyXCxchLYv33UPS443ZRYoXm9ywXllT57jKkiHw8bMhMmNhpwA4mBwPZ9gRjJAEBE/q4TOXIXAzP+6DiMP5pEpFt1eJdMJ7aPdna48ccDbatM3rTAjT/uq9jc8SlrDgAA/oQ1yikSMxAAKI5bkXhxDx+/0bg1REhnKzQ3qRMTIEf7+nkrzPfKJZobD9p4c8hhiDBor7k1yAXThX47v4d7uNo+H1rheJeYw4iD+O2H/YW2zY0B2HrqOcxlwprNzSzwsRAt2HWkMc8NpfbU7bzaWbJ7DQCsJ2YeQz7fB0ueXRv6fL4XrworJvakAjdo2tlrDRLudRjntObtOdRrfD0N63b9z7X5tfnEJCSd5UYRzBSCGYcAgB/bNSPs8LFTqHMDiUzVXnOrn4+TdtmOk06Rr53drG23JHLsTewQDpMQNnwCviQjbNiDRDV+4EzVrn2ZqsOAZ5as38TkDADSedt3CTFPA4CUGFa47oGoIcgQd3nqjNh9oT7K+7g+QvaFFXxf6Buy17axz97rAMCT83tMbE3I50Cvb9cel0lZPbVmVZWYj/Vax7Zlt+MYaObzhRBCCCGEEEIsC/SAJoQQQgghhBDLBD2gCSGEEEIIIcQyQQ9oQgghhBBCCLFMkEnIEtBNfCA5+Cxcb1gxoudx0eA4MYDYU+qjudPEFOLYiKOtIcja/DTN3dJjjRO29jvE0RUrnmwMOIwp5qw4OlrgpgV+ywrY4xoR2IILZ/0KF5GGkW2fQsjFyqlH+jh1CE67tn0ebNl2BIC5lu23Pb3cmGJbccjE1mR5v41E9poHAy4SL3pWxJxzmNH4ZFwnKW+zNmzf1xM+duaI8cdUl5ul7O30mdj2xiDNfXDBGg/smrW/DwD1aTsms5N8DuWsbwGK49ygo7DXjt/MBBeDY6ZiQi5x/6LE4D1W8JwO8PZtDhOTgxV8rLeG7HgIBrnhxJoBu+6M5nk7sDHVjh0qfgEACFspgvSQ/iDjAwDAzCbq3HDAr5GxO8/ncDRvx0hzzmGWtWDH4/ayXd8AYE+WmSNxE4EC7PjPEwMtABgL7TWfQj4LAHb3WOOE6SFrdAUA43V7zY0Gb4ewZc/N73BzgmxM5lrC7zOSeTuvXMZaMTPWcpiE+A1rpgAAmXnbFtEMHydxye6l3QJvnyRrx1Ti2qPZEuU0CbH/4Lf5+h007TwKa472WSDts8DvVVJyD5My4ye4+46eQ9au334Pv7fCoB3X7RGHOcaY7beFlbwvGqO2LfMj3LTuyYN2zp1R3E1zTyH3xCMBv8dkxnmtlPfbTGLPd0+Xm6XMN207xEfpX6Vv0IQQQgghhBBimaAHNCGEEEIIIYRYJugBTQghhBBCCCGWCXpAE0IIIYQQQohlgkxCloBWHCKODzZ1p8ZFyIzJohVr7ixbIwMAGM9aEf+qYB/NLYCIMh3i6NHAiqPXZ4jrAYANZWtuMdnPRaQLRBDemON/M8gsWDF3UHOYhBCBrN/hJhZJy4p0kwUuTvV9K3DlFguAl9q+8LtWLAoAfpuI5YmRDABM12ybVQasWQUA7OjpM7HR0ijNHSHmCwMRb4dSYBWuBRIDgICormNwoXAnteLdha4VMAPAbNde81STj7OphhWkT87zsVOfs0J1f4bPi+I+ex05Pt1QmLTC8fwkb7Nwcs7E0hlrmAFwQ5C0y4XNXkgMBsq8zdKBPhNrjXCTg/oK228N7nGD7gp7bicNclOeU8t2jRnN8tx9HdufLYdxgdiP30oPN40gZiAAkJC1kxkxAYC/YPeKaI6Pm2zVjptWha//1Yqd7zt6uSh/W8Gah6wOZ2huLzE8Kvl8zekl++P6iE/4qYI1LZjp5+3ATATqLT4v/Y5tHy/mu5CX2mO49is/IO0+z82Gkqbt+8RhVpG2HWsR2WP9PDcJCXO2fcKs40qIkVcaOr6H8Pg+RFO7xBDEcU8Btu6QNgOAlJiopI65xeYhUm5U4hEjDC/ruP/otfcq6SA3HmsP23W2Nsb7okYMQRpj3IUlWmnHz6nD/B7zqT27TOwpOW4Ssjpg85vfLyXknria8L7Y07XtsL3FTYsWanY9Sfh0MegbNCGEEEIIIYRYJpwQD2jr1q2D53mH/XzgAx844u80m0284Q1vwODgIEqlEl7ykpdgYoJb6gohhBBCCCHEseCEeEADgPe///3Yu3fvgZ83velNR8x/29vehn/7t3/Dv/zLv+DWW2/Fnj178OIXv3iJzlYIIYQQQghxInLCaNDK5TJGR7n+5uFUq1V85jOfwRe/+EX82q/9GgDg2muvxZOf/GR897vfxS//8i8v6rPb3RBx52BTewu22T3+KjEqefu+7C7Hu/c7C7b47rrI8e69b9+TzpPiygAwQApYr3O8e39qcdzEdvfx95l/tmA/r+Uoalqv23eqgwZ/lzjfJpoJlx6lahveVeSR6X1cf+GISCHDYocX+g2JBiEi1wsA0TzTbfB2mOq1x50q8XO4r2SvuZjj7ZCPbFtmgkdfqLqTkGvr8CWq1rLvvTcb/F34mGg+A9KOAJCr2HPLVmgqcjP22vL7eDtk95GC6NO86HJKCqW7dJFMb8a0ZoCj+OgQX0s6I0RrMMqPWx+xbdZawYse9w3ZOfSUPv5mwpOLe+zvB/zlfaZfbIXSoB2JsJUgPGSdYoXM9/+DXctSVyFcUsA6rHIdR7Zi52umwudli+Ru7+Nj9/7CiImtjqZp7oBv96usx9ecgm/PYRS8YPdpmb0mVinzdXqBaJPv7vJ2aCTkGLTiMgCynxcceqxsZD/Pj/h890ih6sRRkNqlh2Vx1zF8oiuDo9gw0165cqkGLeUaqZTs5875wgq7O3Kdx2B4tu9YkWkA8Ir2Psrr4Xt/MkD0u8N8rNZGbV+w9R8AGmO2zYKVfL6cssLqzc7p20lzz8rvMLH1odVtA0C/TzTljru2ucSe256YrwVb2naN2VJbQXO783bdSBqOG/6HccJ8g/aBD3wAg4ODOOecc/CXf/mX6DoE0QBwxx13oNPp4MILLzwQ27hxI9asWYPbb7/d+XutVgtzc3OH/QghhBCPF9qXhBDi+OOE+AbtzW9+M84991wMDAzgtttuw5VXXom9e/fir/7qr2j++Pg4MpkM+vr6DouPjIxgfNz+xe0hrrnmGrzvfe87lqcuhBBCPGK0LwkhxPHHcfsN2hVXXGGMPx7+s2nTJgDA29/+dlxwwQV46lOfij/6oz/Chz/8Yfz1X/81Wg4700fKlVdeiWq1euBn507+Fa0QQgixFGhfEkKI44/j9hu0d7zjHbjsssuOmLN+/Xoaf+Yzn4lut4tt27bhtNNOM/8+OjqKdruNSqVy2LdoExMTR9SxZbNZZB21JoQQQoilRvuSEEIcfxy3D2jDw8MYHnZUQ/0F/PjHP4bv+1ixgov6nva0pyGKInz961/HS17yEgDA5s2bsWPHDpx33nmL/rx6O4MgPCgUDOeJ2NMhiWvlrMBwZ28fzd1WtIXyNmS4AH/Qr5hYNuCiYFbAeoQUrwaAU7L283b3cDH39KAt3Lm3zs8haNqhGrT48A1I0dosKzQJwE+IKHiemzcw8xBmHAIAfmw/L3QYlQR1W1A0XOAi3WzFXnOzn4ug22Ub75AYAHQL9gaukudtNhORNgsd4uqjrwUKr2uTvQ4/gN+y8ajBc/PEXyPi3YbsnL2ObIULubMzdjwEs9zEwquQ4tOuQrANO7dcYnI/Y9cHV/FpkOLT7RGeW1tpj+sUg4+Sovcj3NTkyYN2fTi9xIuMbsxak5AIvB12+QMm5rsWVQEACJoJAse6eBjEnMA1HpOaHf/+PJ8T2VlrcJDt5y/1tGdsvNrL18j7Sva+YCy3kuYOB3atL/p8b+v3rOFAj8NYa11kx38zteYGANDqtXteO+br9GbYe5a6x9shJcWnY4fxR5K1BhLZAjddCmZsOwTEOAQAUmIaA/BizLQQM9ymXY8aMq5dhZ8fk88CN3TymCkKAC9v54tXcPR9r7236gzwQunNQbLWr3CY1JBb5sYIb7PMqJ33pziKTz99YLuJPa3wIM3dSAx/RgJulhIRw59G6ig+Te7ZNrVPorl312z8/iovVB3O2bZMmg7jmof/7lFlHcfcfvvt+N73vofnPve5KJfLuP322/G2t70Nr3zlK9Hfv//BYffu3fj1X/91/OM//iOe8YxnoLe3F6973evw9re/HQMDA+jp6cGb3vQmnHfeeYt2cBRCCCGEEEKIo+UJ/4CWzWZx3XXX4aqrrkKr1cLJJ5+Mt73tbXj7299+IKfT6WDz5s2o1w8+8X/kIx+B7/t4yUteglarhYsuugh/8zd/83hcghBCCCGEEOIE4Qn/gHbuuefiu9/97hFz1q1bh/Rh9S9yuRw+8YlP4BOf+MRjeXpCCCGEEEIIcYDj1sVRCCGEEEIIIZ5oPOG/QVsOtBoRfO+gEDNH6oT6Dsf/OGu7aJoIQAFga48VR6/L2YrnADBKxNElj4txS74VYA4HXEC8PtpnYtOFXTR3pt9eR63FjzvfsiJmv8P/vuB37TG8LjdDyKTWFML3Hc4WVdtxLgFzTETTviPXb9rOz9as0QkARFUrCs7NcKF6u8eOnU6Rt1mnQATlOZ6bEJ154tK8LsYkhPgOuHweAjJfwgY3KolqVvwbLXCTg2jeGrkEc1zo7hHzg9RhGpM0mja2CPG7n+UiaL+HjJNBbsrDDEFqY3y+1Vbavq+P8fYNR237nOoQgz+1x64FZ+a47fu60M63Zqq/KR4rglaM4BCzDy/gk9gnpgWuscvMH+Awwwkrdi3Lz3ATi3YPMTzq4evejqId//fmxmjucGjX6R5/G83Nhvaa2d4IAEMkfkpUobmdgv282DHOfc/Owc0eNzurh7Z9k6zDJCpv+zhf4gYUubJdMzKz1jgEAHzX2knMQ9g+CAApGWtp17ExEPOalBmBOeHt47F7ApfxBzP5CB3GH1my/uZ5W6YlO6a6PTy33W+P2xhwGH8M2mtrcb8LtFbYdu9Zwef3qUN2Dzi3lxvlPDVv4xsz9l4SAEbIvWeWGNkBQCu1+/lEzNeuLR17r/yT+mqae0/Fmg5NTNt7VADIVmz7xsTkjKHdTgghhBBCCCGWCXpAE0IIIYQQQohlgh7QhBBCCCGEEGKZoAc0IYQQQgghhFgmyCRkCejWQ/jpwabOVG1O2ORC1iRjxYQ1lzi6p8/ENudHae6qaNbEev0Jmpsl1dhdoszRwIpIN2b30Nxq2YqQF7r82u7pWoFrI+ZmKV5s/+7gpfy48KywM/IdAm0WJ2YgAJAQwXPS4ILptGPbzCciagDw560oOFPgYu6IiIqTAjeFiHPECMAhKE8yth3cJiFEDEuMWQDAs14e8Ds812/b5KDJheN+3QqF/brDlYe0e+roN2b8wQTtAJAS8brTlIGIxL0ebnKTDtjx2x7mBjPMEKQ2ysXKzBDEW8nb4UkjVgx+Th83/jiLiMHXEzMQABjw7RqzL7F9CQBN4lzTJONJHMRvdeHHh8yZiK/pHhuPZDwDfJwnNWumAwB+xa6d2Wm+PuXL9hw6JcfYLdr1cEvBGmgBwECmZmK9AT/fnLfXxE7y+DqS9+x+M+JYIxNMm1hQ5IM3Iq5JObLnAsDmrL3mSp6vDZ2i7ftOie+DrR7bR7l+fiuZqXITlWjBrmd+zWGi1bJz3mvzdQDMPCR2LASOfYifBGkLh/EHiElISszeACAm+3FccBnl2GMw8xwAaPYR448Bmor2gG2fdJD3xcohu1af1j9Jc88u2z3gDIch1AZioMPMQAA+t5gZCABMxHaP3tLhJlp31deY2N0Vbi60Y59tzHQfv8fMVGzM4VNi0DdoQgghhBBCCLFM0AOaEEIIIYQQQiwT9IAmhBBCCCGEEMsEPaAJIYQQQgghxDJBJiFLQFAL4ccHmzpbtaLMqM4Fq3FkRaCdMheG7itb4e39RS6OXpWtmNiAzyvCF31rDtDv8Qr2PUTAuTrk5gI1Ihit93JhaDu217yJmIEAQD21IvGUmVUASAJ7vsWIHzdL+sJ3CevnbVu6xPJMWB87cj1iPuItWKE7AHgV25ZBlrcvjTuuDaFthzR89H/r8WIyB7rcjIDGHQYdaNm408yjRcxdiInL/mQiPvccBjNZK5b3inwOeT3W+CMZ5CYhzWF7jPoIX9brI3YONFY6TFhW2vG3YWQfzT2XGIKcU9hOc0+JZkxs2CEGD0HWvpT3xWzXzvlW12EkIADsn28eDhnDeW7owFZOr8PbNq3bccPmFACkZI0Mp/mcyDMTC4eZQpy3438iZ+cUANyTWWlipYCfb86z1xx51iAHAFYGdh1wGWutJNu5D2vitf/z7LpX9q0RAgD0RnbfvS/H7wf2lHpNrEaMWQCg3WdPuFXl6140z+d2ZsG2RVTj4y8kbj9+ixt/+G1ixpQcvSmVizSwsyBx7HnMRCvO8dxOwR63U+S5beLv0rHdtj+3115z0s/nbLnfztk1fXz8ndpjDUHOLOyiucwcznUvOOTbvnfNF2YIwsxAAGBLp8/E7myso7k/qq62vz/F50t33M6N/ATvt9ys7Yu4fXQGNfoGTQghhBBCCCGWCXpAE0IIIYQQQohlgh7QhBBCCCGEEGKZIA3aEhDOeQjaB981zs1YHUVY59qKhOgzOkWuQeuWbe6DRV6dcChnC/ANhbzoco9v9STZkGt4SuRdYvZ+McCLE3YK22huJ7XXnKRcV7bFs+8N131ezJlppxKH9irOWh1QLs9zgxl7zYGjqHVK9Gas0DXA9WopKcQMACCFlF3FkWmc6CicuY7i3oshTYgowFFMlLUDFlE8N3XoEpiuzNlmIdGVuXQ8pHhu2ucoGjtgC7A3h7iWoz5MCrivoKlojNhry4xyreMpw1Zbc24/LzL6S8UHTewpGV68dCyw84UVHgWARmrnQCXhuXsafSbWaR5lNdATlTQ9bH6lRT52kbF95jvmGisUnLj0nkQ762d5/2bJOltwFF2Oc3ZOxI7jbs/Y/dFV+DlLikRnPJ7LNGSuQtVMa7OSaJ4AIOfZPaTsP0BzB0LbviNZXhT+vsKIiW0v84K+02R9Wqjy9g3m+UVHC/b6wjq/5qBp95bAMbV9shVSbTMAbxF1qhPSH6nj7jkmSzWLAQCRztIYAHRLZH/s4Xt/scfu/aM9vO83lG2h9CcV+Pp9Ws4Wa18fcW3yaGAbuMfhXRB5tjHZ+g8AU6TKM9OaAcCPiN7shxUbA4CfTdg50NnLOyM/bsdknstRkavYtbLbcayfD0PfoAkhhBBCCCHEMkEPaEIIIYQQQgixTNADmhBCCCGEEEIsE/SAJoQQQgghhBDLBJmELAGZKhAcotnMVKz40V/ghfZyRDfbcYi5u6TAYa1gBb0AsDlvnQT6Im4YUA5sccGCb8WiABB49tpcJgAjAasUaQWrABAX7LX54Crf0LfHvS/gBQfrkW2fOOswYSEFUDvE/AEA8iVSiHOW95tfte0eOIpPp8Q8hMUAICWFeqm5hiN3UTgKNC8KVvj5GJyD59tJ5EeOpS+0cT/Phc2ssG9a5vOt22uP0e7nyvHGkD2H5iAX0DeHbKy1ghsX9KywhYFPHeLK5rN6bPHRcxwGPhszViTOzEAAvha4ik8zMfi2zkk0d9eCrdjarfF5IX6O7x1m7tMlaxbATRZCZugDwCNF4T3HmkPNQ6rcyMAnRiX5LJ/DcdbOtTjia0M9srlbHHsF21cCR7XjmMyVxLG3sX3QtWcOBXa/yZE9FwB6PGvqMxzw9l2btXP4/qI1TQCA7b3WWGX3AK+YPFvj+2OtZq+v2eD96TXsfux3+HrITUJ4ruP2gaeSW4I05AdIIhtPs469LW/nRqbA9+Lhgr0PW1G0azoArCpUTezkAl/r12dsfHXEx+oYuRcc8Pm6UfAdziiEhcTe/04kfF/Y0hk0sR/V19HcO6trTOxeYgYCAM29du8u7OXrRmHc9nFhH1/noipZE7tHZ2Clb9CEEEIIIYQQYpmgBzQhhBBCCCGEWCboAU0IIYQQQgghlgl6QBNCCCGEEEKIZYJMQpaA7FyKIHNQVBhUrdAS89wUIvKswDVf4N3WzVuxZkyMLQBgItdjYvdkVtLcntAKOIs+FyZHRAg9EvC/AzAh9Aj35wCIkDXjcRFp5Nt4IeSizM1Za5Yyky/T3G7Btm+HGLMAQLtsry3Xy/siS8xDojluNuET4wOvTsYTADBDkbbDDKRr28xlKIKEiKMfrcGHC5f5CBlTXuQwOSDGH8g6BMzM+KPABftx2ea2e/g5tPrtwG7282trWQ0+WkO8fdNBO65XDnEjgNP6J03s7LI1EgCAM3I2viGq0NyRwLaly+SAGYJME4E4ADzQtWvUz5pjNHeyYudsUud9IfaTRAGS8OC4bA045kRq53su5etTSNYcj5mBAEjr1hwpafCx4FXsmA4d871ADEGSkBs0pWQdqXvc2GKTZ/cKFx3iKtFx7NvNyO5tY9RACyj5dl71+NzEKOvZtb7Xt+YRADAazpvY2sgahwDAzpw1adhb7qO5u1s8PtW087XS5n0037LxRoe3Zadr2z1O+Dqbpg7zEELg2TkQhXx/zEW23fMZvu/2Z4npRpbfC45kbR+tzFRo7lg0a2KrQhsDgFFq/MHbN+/ZsRZ5jr4ga/1cyu8b93RtH93X4fejP6lb448fV7h51H1T1vCnvYevXcwQpLiXG8EU99prY+Z/AOA12b3V0Zmy6Rs0IYQQQgghhFgm6AFNCCGEEEIIIZYJT/gHtFtuuQWe59GfH/zgB87fu+CCC0z+H/3RHy3hmQshhBBCCCFONJ7wGrTzzz8fe/ceXlT53e9+N77+9a/jl37pl474u5dffjne//73H/j/QoG/my6EEEIIIYQQx4In/ANaJpPB6Ojogf/vdDq44YYb8KY3vQkeMeA4lEKhcNjvPlKylQRhdIjod85Wf0/neUV4jwm0s1wcHefsF6LdPHfdiHNWbLw9Q9wJABRCK2jM+VzkGBWscDbwKjR3iHx/6zIXWEnE3D646DVHzEPKPhef90ZWILspyyvN7y70mVitxIXNnR7b7q1e3hfZARvPVnkfR/NWpBvWSzQ3rNk+8lq837yWbTOvw01YkBBxdHwMTELYfHQYzIAYf6QZ3mZJzuYmOZ7bLdp4t8j7rdVjz63dw9eUdi/5/X4uQI4HbLsXB6yhAgCs6bdzYGPPBM09s7DL5mb30NzVoZ0XQz4f61nPtlkr5eNsHzEEeaDDTXnuaqy1sSoXg3em7bklDu8csZ9uMQLCg33XGHCYKfhHb6ZQaFljF99lTETWjKTF1+mkZsd/wMx/AGRCO1+LjnUk9YkxisOYqA5rLvCzhO8VzdieWz3mJiy1ot3zahk+h1cFth36iXEIwOflUMDXsjLZz4cdhiJrQhufzvK1YTrP96YpYgA0E3PzhmrX/mG8kfC2rMf2mtsJHycxMQlhZiAAEHp2z8sSMzIAyAfEnCXk63cvMegYDPi94HBojXIGfcdxybn1HQPjjwR2zi44TJ5mEtsOO7u8jze3rSHI3TW+1t9Tsbnbp/i9azJur42ZgQDcEKS4l69dmUnb7n6Nt0Ma2bb0Yse91cOPeVRZTyC++tWvYnp6Gq95zWt+Ye4XvvAFDA0N4YwzzsCVV16JOnGdOpRWq4W5ubnDfoQQQojHC+1LQghx/PGE/wbt4XzmM5/BRRddhJNO4k/nD/Hyl78ca9euxdjYGH7yk5/gne98JzZv3owvf/nLzt+55ppr8L73ve9Yn7IQQgjxiNC+JIQQxx/H7TdoV1xxhdP846GfTZs2HfY7u3btwn/913/hda973S88/h/8wR/goosuwplnnolXvOIV+Md//Edcf/312Lp1q/N3rrzySlSr1QM/O3fyGkNCCCHEUqB9SQghjj+O22/Q3vGOd+Cyyy47Ys769esP+/9rr70Wg4OD+O3f/u1Ff94zn/lMAMD999+PDRs20JxsNotslr8PLoQQQiw12peEEOL447h9QBseHsbwsK0S7iJNU1x77bW49NJLEUXcIOBI/PjHPwYArFzJq5sfiWylg/AQ4XJat8LQpMEFhj4xCfEzXCCbz9rujHNcvJtE9svTWmQFlQBwX2jbORMQowgAERHTAtto7ilRxcRGuIaZCp5XBly8nvOsyLbgP0BzB8KaiQ1nuEh3U94axmwr9dPcmT4rjl6Y5f3WqtqLjub5l9vRgo1HC3waRw17UxY2uAjab1nxb9Dhxh8eiXsJP+5ioGYEDoOCOGPbISExAIizNt4p8ON2SbzDdc1oW507OmXeDkmfFQXnevmcX91rNUIn90zT3CcXx03stNxekgmsj/aZ2GjAz7dnEcJxZggyEfNre4CYAzAzEAD44ZyNb57ia352ys6huOlYTAQAoFMKkEYH26gxxOdEyprRMRaCljV0yDmMifyunRPpLN9X0q49RjI/z49L1oyMwxCsBGtQ46V8nUZi15GGw9hiS8c2WqPL7zvmunaPniny456WtXObmXYAwBAxqyiQfRTg5lzZgOf2+raPRhymQPXQrjkAUMvYeD3h83UusefWTPm5sXjieFGMmYS4YPc1GWJGBnCTsoLfprlFj/UR33fLvm2fnOcwHvPs+PEd7cCMPxppi+ZWifHHVMzPYVvXGuhsbvL7558ujNnc2RU0d2KKGBFN8D9AFcZtHxcn+J5X3Gv7KDPhMO+bITpesp4BgDfQZ2Pkvp5x3L7iuFi+8Y1v4MEHH8Tv//7vm3/bvXs3Nm7ciO9///sAgK1bt+Lqq6/GHXfcgW3btuGrX/0qLr30Ujz72c/GU5/61KU+dSGEEEIIIcQJwnH7Ddpi+cxnPoPzzz8fGzduNP/W6XSwefPmAy6NmUwGX/va1/DRj34UtVoNq1evxkte8hK8613vWurTFkIIIYQQQpxAnDAPaF/84hed/7Zu3Tqkh3zluHr1atx6661LcVpCCCGEEEIIcYAT5hVHIYQQQgghhFjunDDfoD2ehPNthIcaWjBxNBFBA0DSsAJOv8JFwSGpWF4gZiAAkIRWVJkGPLfmW8HpvZ4VgLqIwcW4CTEPSTBLc0cC2w5M2AwAQwERqntc9NrjWcvp4YAXcl2ZqZjYA0UuZN3aM2Riu/t6ae7svD3f2jwXqgcLVpAb1Hi/hQ3b7oH1p9kfb9vj+nxIwidaWC/molePhF3abGYSQg0KACREIx47vH9i4pMTcz8cdAv2hOOiwyylRATeZT7OVpStocGaUoXmnlywAvoN2QmauyEzaWJjjk4e8G0DFXyHIQJhIeHGHxOJHRBbOoM0967GGhP7cdXGAODeKbvG1Met+Q4A9BIvgph3hfg5rT4f3UOMdVpDDoMbNq8c5j1B2+5BQYv3WaZtjRf8mJuEJFW7JidtbrwAkuv6SzQb/V7Kz9eLbbbf4UdutO0Cs4OssQAw17QL1HQ/P4e9pT4T25jfQ3PXMVOgsE5z+4iJRcnja0NEjCmYiRcAlIgBBQDEqY13HcZjHWJYEYOvRR1yXH4Gi4P1cuAwnolIduTxceKTEcjad3/u0X+f0kntmlxP+XxZILku44/d8YCJbWtz46bNdWuqdt88v1/aPmPN1mr7uFFOdtKuMXm7DQIAChO29wvjvB0yE8R0aKZCc5MFay7nucwHI9uWKTF8YegbNCGEEEIIIYRYJugBTQghhBBCCCGWCXpAE0IIIYQQQohlgjRoS4Bfa+HQV07Zm/5ewN9JTck7+ez9VwAIyDGikB+3GNr3p5OAv3Oe+vY5vg7+jvy9JJY4REedxA6/ZmEHzW1GUyY2RnRpAFDyrTatx+eioywpFNnrc43fisAWLVyXsecFAOtz9r3sbSWrSwOA3f19JranRqogA5htEL1anWvxGg3yTnST/03Ga9m41+X9xjVoLmEZ+zBHKjm11FFIOY1sPCExAECO6DhzjiKjeft+em+B6x1WFOx4WJnnY2d1zmor15BirQCwJpoxsbGQF8wcIHOzRIpMA7zQNNMqAMAc0X2MO/p4U9sWH/1JnevKflJdZWL3OYpPNyasBiG3l69nhSmiaXEUWhf7afZ7CLIH+7S7gmsz/MjuQY2Arzke0WT5Hb6veLFd46KE95kfE23RAp8TVJtGdGkA4Cd2zcg4zsGLbVHroM3bIWiTotZN3g6VutUm/9ixpk8M2H13V9nqdwBgQ8HuTSdnuVhnVWTXp1Gy3wFAn2/brOAsmMxvMZnOKnB8X5B36LeOFlaIebEsRv+1GNi5MX0ewDVkLXDd3jwZw9Ok4DcAjHftfclOh4Z4W9Pmbq3x9Xtb1Y7LmRmHvnPazo3ClGM8kFuuwiRvh/yE3bvDKV7gHrN2707meS67L/cyfH7HRdvucVeFqoUQQgghhBDiuEIPaEIIIYQQQgixTNADmhBCCCGEEEIsE/SAJoQQQgghhBDLBJmELAXtDnCImN/LWtGg7yh6mDSsyNFZ1JoIGn1H8elMYD+v5FsR9H5opVKa2SBFPn+a8NxmbIdfPeFCy1rBtlktw4v3rg5sMc5eYhwC8AKbQw7DljKp3DwcWEMHAFgVWMHpKZlxmrunYMW0e8p9NHeybYX1+xyFYGda1lBkvuMwFGnbdmh1+fLQ6dr2cRnBpK6q1ISAVLUOHEYw2ciaW2RDbnhRyljDi74MN/4YzFph/HCGi+VHItvHY0RsDwCjoc0dDvg5MOOPgqMoOxu/LlF8gxh/zCTcGGJn1xqNbGqN0dy76yeZ2D0VaxwCANumrPi8O85NTfKTpB34FEJun+37bpePB7Gf1gDgH1IjeWCYC+ILGTtGxkNuYtTo2jXHVczZ79oxXYytYQYAhKldG1x/XWbmIa6i1ikrau0waYg6djz5ZD0GgKBli0+HDb6vhDUbby3YdgSA7fN2f5xyFLXe0dtnYltL3NBhTd7uYydl+N42Sta9Ad9hKOJY44qejRdchZ+JSQgrBg24i0c/FsRkTAJAQpyxOo41uUnGWj3h1zCX2r6vxLyY8xQx4NnT6aO5O5u2+PSuBjee2TlnjzFd5ecQz9j5nZlxmMlM21hhH2/f/BTZ+/c1aK6/z47VtMrXOWa+57rX9okhiFfg+1i73+YerYGVvkETQgghhBBCiGWCHtCEEEIIIYQQYpmgBzQhhBBCCCGEWCboAU0IIYQQQgghlgkyCXk8KFtRr5fwSug+MaxgYkYASIiIGQ5BJDMl4TYEAGDNQ7yUGYcAXmyf+RsOIet9HXtttQ43Can0WQFmpcSF1BVixrGOCJsBYNi3bZYnxgv747aFsgHP7SWGIiPEOAQA1hADiUqG98Z03rbldJeLxKuxbR8WA4D52Iraa0TEDwCtxC4bnZT/rSchcd/jAllmEpIh/QMAhcC2b97nRgC9oTWN6SNGMgAwEFix+2DA51ufb4XJvY7z7fNtm+U92+YAEHlHvyx3Uvt5c8QMBACmyBKzrWtNOwBgc9Magvy0xk1CfjY7YmJ7p7jZAybtNRfGuSg+P2XHQ3GSr5OZGdsXfszbQeynM9SBnz+4Bp82MEnzeiPbttmAj/MHyfpfJ2sLAHhkbfASnltI7XhyzRK2t7n2TGYCkBDjEADwyf4atLmJQKFhTRrCBl97o7rdQxo1vp625omZU5W3xIP9ti339vB5eX95yMRGi/zeYSRn22c0w9tsKOLHYOtvmaynAFD07TzOebzdI7K3ZMDXjMUQw46p2PH9RpPsj03H/dI8Ge8u448ZEt/X4cZuEy0bHydjEgAma/b+oTLHx2pctfdn4Swff0Xil5XlHloo7LN9lJ3m+3k0beeyN8vHWTpn43GN7/0ghi2ewzDOK9j2Sft5XzQHbfvE7aPb4/UNmhBCCCGEEEIsE/SAJoQQQgghhBDLBD2gCSGEEEIIIcQyQQ9oQgghhBBCCLFMkEnIEpDmskiDg4YLSdGaL3iOqvR+ZMWlrqfqxVRCT+atGYLv8yNTq4iUCyK9hJxvl5sA1DtWILujzU0Lam0rTp1tczHtZNmKYady1jgEANZFUyY2GnCxcq9vBaMFh6FICJvb62jfgmcFsgMBF8gOJ00Tq4UVmjuf2DarJdz4o57aeJP0JcAFz52Ui2ljh3kIIyAC74i0DcBF4jlizAIABc+KzHt8244AUCZGIwWHqUmZjIecx01u2HgIPIexCuzn1RM+HhaISch4zJf1nd0BE9vSsgYfALCpttLGKito7vi0NR5Ip/k4y++za0FumqYiP237PqrydvDath28mBtZiP3kepsIDtG6P7nE18gRYrBUCnk/xIkd09sTvqbXqSEInxOpZ02iCgHfVyIi7A8iPieSObsPOvfMhl0zfMe+7cXE9ICMUQAIGnYfi+p8HWku2GuL5nk7tOfsMdq9fE3f1WP7YrLM9/hy0a4j/XmH6VKW76X9GZvfE/E1uYfsx4WAGwCxfcG1h7D9xgXbx1x7Htsf6zFfDxdIfK7LjXLY/c5My84LAJghhjTzNX7c9rw9B3+Oz5fsnB1rGYfxR65i50ZuhvdFdsauJ+EsH1PMECQl97MAkDTI+CNmIAA3BPGJGQgAeD3WWKXby3ObfcRgps3nrPn8o8oSQgghhBBCCPGYowc0IYQQQgghhFgm6AFNCCGEEEIIIZYJekATQgghhBBCiGWCTEKWgNZYGXF4UKDZ7rFiRI9rjZEtWaFvlONC32BmzsRSYhwCACkRMad1Luj1iLkFl7wCftcKWf0OFzz7HXvcZoMfebpmh+rcEBfI7u63JiEP9gzR3JML+0xsTYa7FqyKZkysz+dtVvatiDlydHIAG4/BRaQdKlbmf2dZjEHH/7+9+w+Oqjr7AP7dTbL5QbJZAvnRIIkhSChCMYikwVFozYBAp7bjWKAMv4pYKLTaZhCZOkToIAwyOC2D/fFWEmfAcbTTUQcRCwhFIQZIwWICWHwDIUoSICQkhGSzu8/7By9blvvchcBudsN+PzP5I2fPvfvs2Xvvs2f3nnPU7U2+v9H2a/Zc2kBqs/0qzWAqSplIw2ySkBiLcfBus/L+AEAfpbyPRZ8QQRuQnmASg1ZXe98B/VuzLpPjod1jbN9mj35eaBPEdJpMBOMW4/NZTY5fa5TxvXBH6XXdyqXArY9dhyve2BLWJD1eiTbWdbn0Qfx0lT2+02eSkJzYRrVelnLdS4rSJ3TQWEyOm9NW4+QhbTH6weCJUd7feP04T0gw5orYc3pesV5UJpq6bJIzO/Rrhlq301jX0qpf97QPYRaXPpmCtdP4OqKv6B/jOtqNzxfdZpJXWpWJnxL1/TYlGmO4mKBP2PV1vH497BOvXGdt+nU2KcZYNyHa5DobZSyPjdInZ4lWJg+J6c7EISbXZI9y7XSZTChyxW1s9w6lDADalM9R7SafrbqUa5/HYzIxhXJ+ilU/Z0WZmMdk3jG44pR2SNDPgahOZXI5ZRI5AIhyGd8jsyk3rMrEH+I0mWhK+Zxrsenti2jjueGJNjkelF14bvGzDn9BIyIiIiIiChO9voO2atUqjB07FgkJCXA4HGqd2tpaTJkyBQkJCUhLS8OSJUvgcvmfgrmpqQkzZsyA3W6Hw+HAvHnz0NamT+VJREREREQUCL2+g+Z0OvHUU09h4cKF6uNutxtTpkyB0+nE/v378cYbb6CsrAzLly/3u98ZM2agqqoKO3bswNatW7F3714888wzwXgJREREREREAO6CMWgrVqwAAJSVlamP/+Mf/0B1dTV27tyJ9PR0PPDAA/jd736HpUuX4qWXXoJNucf02LFj2L59Ow4ePIjRo0cDADZs2IDJkydj3bp1yMzM7FaMjQ/aEBX73+fR1iy0mPygF9ekLI7coN8XG3/OuHhezAX9fnprq7IIoNk99sqvjZZm/ddEW5fxvu6odn2sQOxFZUzMOf2QvJJibAenQ7/v/Wxf45ijM8mpat19dmUR40R9fIW2GKfZQpzJNmN5H5PFNWOtxvY1G++j3d/uMfmepVNZsLjTo7fvZWVwkNm98O0uY/mVLr2uFoPTrd+Pr90373KbLOasLIjbHVarPtYgWhlPFROtjweJjzGOd+gTo9/f7rAZj6nkGP3YccQYj7O+Mfp5nKQsuJ2gLLYN6AuzaosQA0BConEf6bHGBUIB4ExiX2NZikOtW59mHB/a3KSPNWi7aDx2ojv0992iHJPuTgCfqNUJQIKtE9HXnfaOKH1h2Iwo47XefOytsTwtxjg2GgA+73OPoexLh36dPtfPuBj6lTT9mnM5w3gti7+g142/YFyM2dasj2+KblXGlV3R61q6lIRusqg13Mbz0tqun8M25bIV1aFfn2LajOdPVx+Ta28fY17RygDAFW/cr1spAwB3nH5uN8cZP6s02UzGPWkvWisDAGXsa1SMXlcbOxullJmVm+WFGKuxXMsrABCl5CFtewCIVuom2vTPFAlKHvIk6u+n+jmhy+RzQqfyOaFD/zzapswbEKUckwAQc8l4ftqa9XM2ttn4uS+u2TieFQBiLxrPz+hLeptZLivlnfr5DW28msnAMm14/q1OD9Drf0G7mfLycowYMQLp6enesokTJ+LSpUuoqqoy3cbhcHg7ZwBQVFQEq9WKiooK0+fq7OzEpUuXfP6IiIhChXmJiKj3ues7aPX19T6dMwDe/+vr6023SUtL8ymLjo5GSkqK6TYAsHr1aiQnJ3v/Bg4ceIfRExER3T7mJSKi3icsO2gvvPACLBaL37/jx4+HOkyDZcuWoaWlxft35syZUIdEREQRjHmJiKj3CcsxaMXFxZgzZ47fOoMGDbqlfWVkZODAgQM+ZQ0NDd7HzLZpbPRdE8blcqGpqcl0GwCIjY1FbOx/x1XJ/99z7u70HSfiVm5VVZbkuFpXuRXd1aXfz+xyGStb3Cb323qUco9+37vKY3IPuDJmyO0yuZfdZWwIl8m9z26nsl+TIXOeDuN+PTa9gT3Rxp24TdbIcilt1qW0OXB18pobRStrtAAAgjQGzakcaE6T9007pLq0AxWAS1mHxPSYVNbbcytrdwGAWxmD5jYdg2a28smtMVvnxaKMFbCajDVwKWvxuEzGoHV1Gcud0XrdTmVsW4dSBgDRyrFjUcoAfQxal8m4mA63cR+dXXoMXR3G1+HS7ucH4G43jpnz6MOZ4OlQxrqYLL+lXT+vXXfFbOxPhDDLS64bxjm1t+rHeZsyhqdDuQ4BQLuyfldHp348dl02Hjfudv248VwxvvEWk7FX7k5jbG6nybVMuW5ZXSbXaSUZW9wmY9CU88d0oUdlQIq2TikAeJTxam6XnjO1XOrqMrn2OpU2i9HfY+2SbHKZhsnHGniUtvCY5BtRXrM2bg+AOgbNYpKboI0LMxkrpu3XLC9YtTFkJmOeRSm3mIxB0/bRrc8JJuesmqNN1uFzdyrvW4f+2jzK+nwW5ZoOAO4O5fgz+Xynnctmnz+itHNZ+1ANwKo9ocfsWqCMl3fpycndqX12vbXcFJYdtNTUVKSm6oOFu6uwsBCrVq1CY2Oj97bFHTt2wG63Y9iwYabbNDc3o7KyEg8++CAA4OOPP4bH40FBQcEtP3dr69VB9V9tWHmHr4KIiG5Ha2srkpONk0xEqmt56bNp/+NT/mlA9v6NUlYdkD0TEYWt/zUpLzff5Ga5ySK9/OvF2tpaNDU14f3338crr7yCTz65Om3X4MGDkZiYCLfbjQceeACZmZlYu3Yt6uvrMXPmTDz99NN4+eWXAQAHDhzArFmzsGvXLgwYMAAAMGnSJDQ0NOBPf/oTurq6MHfuXIwePRpvvvnmLcfm8XjwzTffQESQlZWFM2fOwG43zmIWbi5duoSBAwcy3iDqbTEz3uBivIEnImhtbUVmZiasyqxbkepaXkpKSkJra2vYv4/X6w3H3fUYb3Ax3uBivMFxq7kpLH9B647ly5fjjTfe8P6fn58PANi9ezfGjx+PqKgobN26FQsXLkRhYSH69OmD2bNnY+XK//6q1d7ejhMnTqDrult4tmzZgsWLF+Oxxx6D1WrFk08+iT/84Q/dis1qteKee+7xzpplt9vD+qC5EeMNvt4WM+MNLsYbWPzlzOhaXgIAi+XqrUXh/j7eiPEGF+MNLsYbXL0h3lvJTb2+g1ZWVma6Bto12dnZ2LZtm+nj48ePN9wLmpKS0q1fy4iIiIiIiO4U7/sgIiIiIiIKE+yg9YDY2FiUlJT4zKQVzhhv8PW2mBlvcDFeCoXe9j4y3uBivMHFeIOrt8V7M71+khAiIiIiIqK7BX9BIyIiIiIiChPsoBEREREREYUJdtCIiIiIiIjCBDtoREREREREYYIdtABZtWoVxo4di4SEBDgcDrVObW0tpkyZgoSEBKSlpWHJkiVwuVx+99vU1IQZM2bAbrfD4XBg3rx5aGtrC2jse/bsgcViUf8OHjxout348eMN9RcsWBDQ2Mzce++9hudes2aN3206OjqwaNEi9OvXD4mJiXjyySfR0NAQ9FhPnTqFefPmIScnB/Hx8cjNzUVJSQmcTqff7XqyfTdu3Ih7770XcXFxKCgowIEDB/zWf+eddzB06FDExcVhxIgRftcZDLTVq1fjoYceQlJSEtLS0vCjH/0IJ06c8LtNWVmZoS3j4uJ6JN6XXnrJ8NxDhw71u00o21c7tywWCxYtWqTWD2Xbkn+9OS8BzE3BxtwUOMxLwRdxuUkoIJYvXy7r16+X3/zmN5KcnGx43OVyyfDhw6WoqEgOHz4s27Ztk/79+8uyZcv87vfxxx+XkSNHymeffSaffPKJDB48WKZPnx7Q2Ds7O+Xs2bM+f08//bTk5OSIx+Mx3W7cuHEyf/58n+1aWloCGpuZ7OxsWblypc9zt7W1+d1mwYIFMnDgQNm1a5ccOnRIvvvd78rYsWODHuuHH34oc+bMkY8++ki++uoree+99yQtLU2Ki4v9btdT7fvWW2+JzWaTTZs2SVVVlcyfP18cDoc0NDSo9fft2ydRUVGydu1aqa6ulhdffFFiYmLk6NGjAY9NM3HiRCktLZUvvvhCjhw5IpMnT5asrCy/739paanY7Xaftqyvr++ReEtKSuT+++/3ee5z586Z1g91+zY2NvrEumPHDgEgu3fvVuuHsm3Jv96cl0SYm4KNuSlwmJeCL9JyEztoAVZaWqomwm3btonVavU5OP74xz+K3W6Xzs5OdV/V1dUCQA4ePOgt+/DDD8ViscjXX38d8NivcTqdkpqaKitXrvRbb9y4cfLss88GLQ5/srOz5dVXX73l+s3NzRITEyPvvPOOt+zYsWMCQMrLy4MQoX9r166VnJwcv3V6qn3HjBkjixYt8v7vdrslMzNTVq9erdb/yU9+IlOmTPEpKygokJ///OdBjdNMY2OjAJB//vOfpnXMzsueUFJSIiNHjrzl+uHWvs8++6zk5uaafiAOZdvSrbkb8pIIc1NPYG4KDOal4LvbcxNvcewh5eXlGDFiBNLT071lEydOxKVLl1BVVWW6jcPhwOjRo71lRUVFsFqtqKioCFqs77//Pi5cuIC5c+fetO6WLVvQv39/DB8+HMuWLUN7e3vQ4rrRmjVr0K9fP+Tn5+OVV17xe1tOZWUlurq6UFRU5C0bOnQosrKyUF5e3hPh+mhpaUFKSspN6wW7fZ1OJyorK33axWq1oqioyLRdysvLfeoDV4/lULQjcLUtAdy0Pdva2pCdnY2BAwfiiSeeMD3vguE///kPMjMzMWjQIMyYMQO1tbWmdcOpfZ1OJzZv3oyf/exnsFgspvVC2bZ0+3pTXgKYm3oCc1NgMC8FVyTkpuhQBxAp6uvrfZIgAO//9fX1ptukpaX5lEVHRyMlJcV0m0B4/fXXMXHiRNxzzz1+6/30pz9FdnY2MjMz8e9//xtLly7FiRMn8Pe//z1osV3zq1/9CqNGjUJKSgr279+PZcuW4ezZs1i/fr1av76+HjabzTAOIz09PahtqTl58iQ2bNiAdevW+a3XE+17/vx5uN1u9dg8fvy4uo3ZsdzT7QgAHo8Hzz33HB5++GEMHz7ctF5eXh42bdqE73znO2hpacG6deswduxYVFVV3fQ4v1MFBQUoKytDXl4ezp49ixUrVuCRRx7BF198gaSkJEP9cGrfd999F83NzZgzZ45pnVC2Ld2Z3pSXAOamYGNuCgzmpeCLiNwU6p/wwtnSpUsFgN+/Y8eO+Wxj9pPq/PnzZcKECT5lly9fFgCybds29flXrVolQ4YMMZSnpqbKa6+9FpT4z5w5I1arVf72t7/ddP832rVrlwCQkydPdnvb2433mtdff12io6Olo6NDfXzLli1is9kM5Q899JA8//zzPRZvXV2d5Obmyrx587r9fHfavpqvv/5aAMj+/ft9ypcsWSJjxoxRt4mJiZE333zTp2zjxo2SlpYWsLhu1YIFCyQ7O1vOnDnTre2cTqfk5ubKiy++GKTIzF28eFHsdrv89a9/VR8Pp/adMGGC/OAHP+jWNqFs20jQ2/PS7b4G5qbgxsvcFDjMS8EXCbmJv6D5UVxc7Ld3DgCDBg26pX1lZGQYZh+6NktTRkaG6TaNjY0+ZS6XC01NTabbXO924i8tLUW/fv3wwx/+8Kb7v1FBQQGAq9/C5ebmdnv7O2nvgoICuFwunDp1Cnl5eYbHMzIy4HQ60dzc7PNNZUNDwy21ZSDi/eabb/C9730PY8eOxV/+8pduP9+dtq+mf//+iIqKMswY5q9dMjIyulU/WBYvXoytW7di79693f42LCYmBvn5+Th58mSQojPncDgwZMgQ0+cOl/Y9ffo0du7c2e1vxUPZtpGgt+clgLnpesxNut6am5iXgi9iclOoe4h3m5sNxr5+9qE///nPYrfbTb9ZuzYY+9ChQ96yjz76KGiDsT0ej+Tk5Nx0Biczn376qQCQzz//PMCR3dzmzZvFarVKU1OT+vi1gdjXf/t6/PjxHhuIXVdXJ/fdd59MmzZNXC7Xbe0jWO07ZswYWbx4sfd/t9stAwYM8DsQ+8ZvrgoLC3tssLDH45FFixZJZmamfPnll7e1D5fLJXl5efLrX/86wNHdXGtrq/Tt21d+//vfq4+Hun2vKSkpkYyMDOnq6urWdqFsW9L15rwkwtwUTMxNgcG81HMiJTexgxYgp0+flsOHD8uKFSskMTFRDh8+LIcPH5bW1lYR+e90xhMmTJAjR47I9u3bJTU11Wc644qKCsnLy5O6ujpv2eOPPy75+flSUVEhn376qdx3331Bmc5YRGTnzp2mt2rU1dVJXl6eVFRUiIjIyZMnZeXKlXLo0CGpqamR9957TwYNGiSPPvpoUGK73v79++XVV1+VI0eOyFdffSWbN2+W1NRUmTVrlmm8IldvO8jKypKPP/5YDh06JIWFhVJYWBj0eOvq6mTw4MHy2GOPSV1dnc+Ur2bx9mT7vvXWWxIbGytlZWVSXV0tzzzzjDgcDu/MbjNnzpQXXnjBW3/fvn0SHR0t69atk2PHjklJSUmPTre7cOFCSU5Olj179vi0ZXt7u7fOjTGvWLHCO5V0ZWWlTJs2TeLi4qSqqiro8RYXF8uePXukpqZG9u3bJ0VFRdK/f39pbGxUYw11+4pc/SCUlZUlS5cuNTwWTm1L/t0NeUmEuSlYmJsCh3mpZ0RSbmIHLUBmz56t3ud9/foMp06dkkmTJkl8fLz0799fiouLfb4B2L17twCQmpoab9mFCxdk+vTpkpiYKHa7XebOnetNroE2ffp007VXampqfF5PbW2tPProo5KSkiKxsbEyePBgWbJkSY+sNVNZWSkFBQWSnJwscXFx8u1vf1tefvlln298b4xXROTKlSvyi1/8Qvr27SsJCQny4x//2CcRBUtpaanpOACzeHu6fTds2CBZWVlis9lkzJgx8tlnn3kfGzdunMyePdun/ttvvy1DhgwRm80m999/v3zwwQdBiUtj1palpaWmMT/33HPe15eeni6TJ0+Wf/3rXz0S79SpU+Vb3/qW2Gw2GTBggEydOtVnrEa4ta/I1V9EAMiJEycMj4VT25J/d0NeEmFuChbmpsBhXuoZkZSbLCIigbxlkoiIiIiIiG4P10EjIiIiIiIKE+ygERERERERhQl20IiIiIiIiMIEO2hERERERERhgh00IiIiIiKiMMEOGhERERERUZhgB42IiIiIiChMsINGREREREQUJthBIyIiIiIiChPsoBEREREREYUJdtCIiIiIiIjCBDtoREREREREYYIdNCICAPzyl7+ExWLBI488ApfLZXj8t7/9LSwWC0aNGoWOjo4QREhERJGGuYkikUVEJNRBEFHoOZ1OPPzwwzh06BCWLl2KNWvWeB/bvn07Jk+ejKSkJFRWVmLw4MEhjJSIiCIFcxNFInbQiMirpqYGo0aNQktLCz744ANMmjQJdXV1yM/Px/nz5/H222/jqaeeCnWYREQUQZibKNLwFkci8srJyUFZWRlEBDNnzkRNTQ2mTZuG8+fPY/HixUyARETU45ibKNLwFzQiMiguLsb69euRnJyMlpYWjB49Gvv27YPNZgt1aEREFKGYmyhSsINGRAYulwsjR45EdXU1+vTpg6NHjyInJyfUYRERUQRjbqJIwVscicigoqICX375JQDg8uXLOHr0aIgjIiKiSMfcRJGCHTQi8nH+/HlMmzYNLpcLc+fOhcViwZw5c3D69OlQh0ZERBGKuYkiCTtoROR1bQB2XV0dZs2ahU2bNqG4uBgXL17E1KlT0dXVFeoQiYgowjA3UaRhB42IvFavXo3t27dj2LBheO2117xlhYWFqKiowPPPPx/iCImIKNIwN1Gk4SQhRAQA2Lt3L77//e8jNjYWBw8exLBhw7yP1dbWIj8/H01NTXj33XfxxBNPhDBSIiKKFMxNFIn4CxoR4dy5c5g+fTrcbjc2btzokwABICsrC2VlZbBYLJg7dy5OnToVmkCJiChiMDdRpOIvaERERERERGGCv6ARERERERGFCXbQiIiIiIiIwgQ7aERERERERGGCHTQiIiIiIqIwwQ4aERERERFRmGAHjYiIiIiIKEywg0ZERERERBQm2EEjIiIiIiIKE+ygERERERERhQl20IiIiIiIiMIEO2hERERERERhgh00IiIiIiKiMPF//XGkA9wdai4AAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2gAAAGRCAYAAAAQFJDFAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAAC8e0lEQVR4nOz9eZhldX3tj689nfnUXF3V1fRAt0ArIINRA4mKCQajN5HoJcYJUUMSH2dNvkLigJIbvEaj/qJJ1CgmUS83MSImIeTiAEbBCRRB7KZp6Llr6Ko6p6rOfPbevz9aeuC9Pm0XNEU1vV7PU88D737XPnt/xr3r7LXeXpqmKYQQQgghhBBCPO74j/cJCCGEEEIIIYTYjx7QhBBCCCGEEGKZoAc0IYQQQgghhFgm6AFNCCGEEEIIIZYJekATQgghhBBCiGWCHtCEEEIIIYQQYpmgBzQhhBBCCCGEWCboAU0IIYQQQgghlgl6QBNCCCGEEEKIZYIe0IR4hOzZswflchm/9Vu/9XifyhOa+fl5/Omf/ilOO+005PN5DA0N4YUvfCG+8Y1vPKLjXXDBBfA8z/kzOjpqfieOY2zcuBFr165Fo9F4tJckhBCPGdqblgbtTeKxJHy8T0CI45U/+ZM/Qb1ex1/8xV883qeyZFx22WX4h3/4B1x77bW47LLLHvPPm5ycxLOe9Szcd999WLlyJX7rt34LExMT+M///E/853/+Jz72sY/hTW960yM69kUXXUQ3vN7eXhMLggB//ud/jksuuQQf/OAH8d73vvcRfaYQQjzWaG+67DH/PO1N4jEnFUIsmu9///spgPSSSy55vE9lSXn1q1+dAkivvfbaJfm8F73oRSmA9Nd//dfTWq12IP4f//EfaRAEqe/76V133bWoYz7nOc9JAaTf/OY3F30+Z555ZprP59O9e/cu+neFEOKxRnvTtUvyedqbxGONXnEU4hHw0Y9+FADwute97vE9kScw9957L2644QYEQYDPfOYzKBQKB/7tBS94AS677DIkSYJrrrlmyc7pta99LRqNBj71qU8t2WcKIcTRor3psUd7k1gK9IAmTki2bdsGz/Owbt06Z866devgeR62bdt2WHxiYgJf+tKXMDY2huc973mH/Vur1cIv/dIvwfM8XHHFFeaYcRzjOc95DjzPw+tf//pHdQ1bt25FEATo7+9HvV535p1++unwPA833njjI/6sh9rrH/7hHwAAr3nNaw57N/6qq656xMd2cf311wMAfuVXfgVr1641//7yl78cAPBv//Zv6HQ6x/zzGa94xSsQhiE++clPotvtLslnCiFOHDZt2gTP89Df349ms+nMe2ifueGGGw7EtDdpb9Le9MRBD2hCLJIbb7wR7XYbv/ZrvwbfP3wKZbNZ/PM//zP6+vrwwQ9+EP/5n/952L+/+93vxre+9S2cc845B/7S+UjZsGEDXvjCF6JSqeALX/gCzfnmN7+Je++9Fxs2bMBv/uZvPuLPKpVKePWrX40NGzYA2L8xvfrVrz7wc/bZZz/iY7v40Y9+BGD/jQjjoXitVsOWLVsWffzrr78eb33rW/GHf/iHeM973oObbroJSZIc8XeGh4dx9tlnY8+ePfjBD36w6M8UQogjsXHjRpx33nmoVCr4yle+QnPuvvtu3HHHHRgZGcELX/jCA3HtTdqbtDc9gXi837EU4vHgwQcfTAGka9eudeasXbs2BZA++OCDh8Vf+cpXpgDST3ziE87fvf7661MA6dDQULpz5840TdP0xhtvTD3PS3t6etL777//WFxGevPNN6cA0rPOOov++0te8pIUQPrhD3/4mHze0bzn/1DOYn8e/t79ueeemwJIP/rRjzo/q6enJwWQ/vu///tRX8ND7/mzn1NPPTX9/ve/f8Tff/Ob35wCSK+++uqj/kwhhDhaPv3pT6cA0osuuoj++9ve9rYUQPqOd7zjsLj2Ju1N2pueOMjFUYhF8tBfz5785Cc7cy6++GK87W1vw0c+8hH83u/9Hv7pn/4Jr3rVq5CmKT7zmc8c+Gvfo+XCCy/E6aefjrvuugvf/va38au/+qsH/m3Xrl244YYbUCgU8NrXvvaYfN7RcOg5LIaHu1bNz88DAIrFovN3SqUS5ubmMDc3d9Sf86xnPQuvfOUr8exnPxsnnXQSZmdn8YMf/ADvete78NOf/hQXXnghvvvd7zr79/TTTwcA3HnnnUf9mUIIcbS89KUvxVve8hbcfPPN2L17N1atWnXg3zqdDj7/+c8D2P8636Fobzoy2pvEccXj/YQoxOPBo/kGbWhoKAXwCx2a2u12+su//MspgLS3tzcFkL7pTW86Bmd/OJ/85CdTAOlLX/rSw+Lvete7UgDp5Zdffsw+aymdsk455ZQUQPrpT3/amTM2NpYCSL/4xS8+6s9rNpvp05/+9BRA+qIXvciZ96UvfSkFkJ5//vmP+jOFEIJx6aWXpgDSv/iLvzgs/tA3YM94xjPM72hv0t6kvemJgzRoQiySarUKAOjp6TliXhRFuO666xBFEarVKs466yx86EMfOubn88pXvhL9/f348pe/jL179wIA2u02Pv3pTwMA3vjGNx7zz1wKyuUygP3v8btYWFgA8Iv74mjIZrP4sz/7MwDATTfd5BR3P/RZs7Ozj/ozhRCC8dA3S5/73OcOi1977bUA7LdngPampUJ7k1gK9IqjEA5coty+vj5MTU0d1asL11133YHFdMeOHdi7dy91fXo0FAoFXH755fjgBz+IT33qU3jve9+Lf/3Xf8XExASe9axn4alPfeox/bxfxN///d/j29/+9qJ/74orrsDGjRsP/P+6detw5513YseOHTT/0NdHjuTGuRgeenWk1Wph3759WLlypcl56Caov7//mHymEEI8nGc/+9nYsGED7rvvPtx22204//zzMTk5iRtvvBG5XA6/93u/Z35He9OR0d4kjif0gCZOSDKZDICD75I/nE6nc+Avfg9nxYoVmJqawvT09BE/49vf/jbe9a53oVAo4Ld/+7dx3XXX4aUvfSn++7//G1EUPboLeBhveMMb8OEPfxif+tSn8Kd/+qf4+Mc/DuDx+Qvlt7/97QOWx4vhsssuO2wTPPfcc/HlL38ZP/zhD2n+Q/FisYhTTz31kZ3swzi0Tx/6K6krZ2Rk5Jh8phBCPBzP83DZZZfh3e9+N6699lqcf/75+PznP49ut4vf/d3fRV9fn/kd7U1HRnuTOJ7QK47ihGR4eBiZTAYzMzOYnJw0//5f//Vfzloi5557LoD9xSpd7Nu3D7/3e7+HbreLj3/84/inf/onnHfeefje976Hd77zncfmIg5hzZo1uPjii7Fnzx685z3vwW233YaxsTG8+MUvPqaf89CD7ZHqrHzuc59DmqaL/rngggsOO87FF18MAPjOd75D/1L5xS9+EQDwW7/1W8fspuK6664DsP+vlaVSiebcc889AICnPe1px+QzhRCCcdlll8H3ffzzP/8z6vX6EV9vBLQ3AdqbAO1NTxiWSuwmxHLjwgsvPCBUjuP4QPzHP/7xAYMQEJOQz372symA9BWveAU9bpIk6UUXXZQCSF/96lcfiG/fvj0dGBhIAaRf+cpXzO+9973vTQGkz3nOcx7R9XzrW986zJb3fe97nzP3m9/85oG8xfC+970vBZC+9a1vfUTnuFhe9KIXpQDSCy+8MK3X6wfiN954YxoEQer7PhXEv+pVr0pPO+209K//+q8Pi3/jG99Iv/nNb6ZJkhwWb7Va6TXXXJN6npcCSP/+7//eeU4PWSzfdtttj/LqhBDiyDy0l7zlLW9JAaRr1qw5bL86FO1N2pu0Nz1x0AOaOGH57ne/m2YymQM1Rv7n//yf6XnnnZdGUZS++tWvdro4jo+Pp1EUpStXrky73a457p//+Z+nANKnPOUpaa1WO+zfvvrVr6ae56X9/f3muO9+97sPLPiPlHPOOScFkEZRlO7du9eZ9/Wvfz0FkIZhuKjj33XXXanv+6nv++mFF16YvuY1r0lf97rXpTfccMMjPucjMTExccAxa+XKlenv/u7vphdccMGBzepjH/sY/b2H6sm8973vPSz+kY98JAWQjoyMpBdddFH68pe/PH3e856XjoyMHLgp+OM//mPn+UxOTqZhGKZjY2Npp9M5lpcqhBCG66677rCHm/e85z3OXO1N2pu0Nz1x0AOaOKG5/fbb09/4jd9Ie3p60nw+n5511lnp3/zN36RJkjgf0NI0TV/+8penANIbb7zxsPgtt9ySBkGQFgqF9Kc//Sn9zHe84x0HbJLb7faB+Ate8IIUQPp//s//ecTX8853vjMFkL7sZS87Yt4HP/jBFED6h3/4h4v+jOuvvz79lV/5lbRcLh/YjB6+2RxLqtVqesUVV6SnnHJKms1m04GBgfT5z39++rWvfc35O65N8M4770xf//rXp894xjPSlStXptlsNs3n8+mGDRvSSy+9NP3Od75zxHP5q7/6q1/4F2AhhDhWNJvNA99ueZ6XPvDAA0fM196kvUk8MfDSNE0f6euRQpyo/OAHP8AznvEMvPjFL8a//uu/PurjtdttDAwMYOPGjfjBD34Az/MWfYw4jrFhwwZs374dt912G8477zxn7vOe9zzcdttt2Lp1qynCKThpmuKss87C/fffjwceeEDtJoRYdmhvOvHQ3vTERCYhQjwCnv70p+PlL385rr/+evzkJz951Mf7zne+g1qthg984AOPaAMEgE996lPYvn07zjvvvCNugI1GA9/+9rfxtre9TQv5IvjSl76Eu+++G+985zvVbkKIZYn2phMP7U1PTPQNmhCPkN27d+O0007DBRdcgH//939/XM5h8+bN+Mu//EuMj4/jpptuQpqm+O///m+cf/75j8v5PFGJ4xinn346Go0GNm3ahHw+/3ifkhBCULQ3nThob3riogc0IY5jbrnlFjz3uc9FJpPBxo0bcdVVV+F3fud3Hu/TEkIIcQKjvUmIR4ce0IQQQgghhBBimSANmhBCCCGEEEIsE/SAJoQQQgghhBDLhPDxPoEnMkmSYM+ePSiXy4/Y/UgIIcTiSdMU8/PzGBsbg+/rb5EPoX1JCCEeP452b9ID2mPInj17sHr16sf7NIQQ4oRl586dOOmkkx7v01g2aF8SQojHn1+0N+kB7TGkXC4DAM7/v7+PsJA5EG92I5NbqXNr1PqMjWcm7e8DQG6fjeX3JTQ3v69rjzvbpLn+XMMGmzwX3ZjHGREZftksTU2KOROLS7wdOkUb75QCnluyf0HuFPlflbv2FBA7HG0TcmpJlvvxpKQZUt+Ry07Nc/j8kGSPDwd4Ccm1QwQA4Ldtrt9x5JJ40FpEbpvnBm17zb7jfJHY3EU0GdKAj4c4Y+Ndx3joFmysU3Tk9pBO6uMNUe61c3OsPEdz1xRnbSw3Q3NHI5tb9nnH+bDnW0/4PJ6Me0zswcYQzd3T7DOxRpdvWayHuvU2vvk/rz2wDov9PNQez/w/f3DYvnTp6ttp/pnZPSY24DsWEkKVrC0AsKdr+2VbZ5jmbqqvNLGtC3zc7JjtN7H6LJ+Y4awdT5kKP99s1cYyc3whiRbsPhg2eJuFdbtweR2+j3pkLUPsWMzYH+Yd35iyNS4N+F/209DGExIDgCRyfB47Bt+ikYT2GM7jkutIHHe57BhxhiQCiMl+HpP7AQCIydKX5HkfdVm8xDeyqGD3gHKRr8mD+ZqJDeVsDAAGMzbeG5J7PgB510ZPaJKGn3FsepMtuy/sXrAxANhXLZlYZ4Z3RmafHVS5aZqK/LSdn7lp3hdhzbZDu4cPnqlz7OCJW0088P97/y/cm/SA9hjy0OsjYSGDsHhw1obkAS0Av6HxG3bgBTn+YBKQQ4SRY1MI7cALA76I+AE5huMBwn2XzHLJdbCLAJCQuBfyCZFG9rhpxFf/hNxksxgApOzU+OnCY6e2mAc0R188Zg9o8dE/oAU+eUBzbK7s23tHKshhnbkByAOa400Bj9zALOYBjd0gAADIOEkdGzwbO4ljg0/ypJPy/OKCgs2NivwkMuQPGrkc3wLy5I8nhYAPCJ89HjnutnLkASsb8PUsCux1dMjauf8c3GbEeo3vcFz7Ur7Ex0IpZ8deeRFvjMaOB7Ri146RfJufQ5bsFSFdkIGgZeN+k082v2E/L8jy8yXDEUGGj7swIg9onaPfi73E8YBGF/Bj8IBGHpiOyQOaY+1Mo8fmAY3leo67XI8dw7F+07hj7wcbajnHvRV7QMvzdTYo2DYLyB/+ACAskD/A5/jDVTZrH/yyZEwCQM5138cgf6XOdhxrPbmXc81vv2MbmN0nA0CQs4PKcYtJ75XZ3Nwft8dNIj54giy/ZuAX7016MV8IIYQQQgghlgl6QBNCCCGEEEKIZYJecVwCXnvSd1AoH/xKdHvbvju/qWbfsQeAnxVHTGxPto/mxkS/lZBXCQAgztivXQuO1way5PWFgEtXgPkFE0rr/H3mtE20MqnjHbzAfqUcZvhXylGOfIfNYgDSgtUmpAV+3LhA3iUmX6Hvj9s2izOuviDn5dA90ddAXK+tkLBbg2ZjftfxWkbHxoM2P3DQIrlN/vpO0LSvE/gN/lqG1yJxFgOADoknR6+hYWMPAB1TSZm/atHtsfHWAH/1oT5kP685xI87P2zP4WcruN6mMmzj3X5+bYWS1TaMhkSEA2ANibtegYuxy8RmCnwbGo/t+/lNxzukOc++plObj3EzPw0BYKGTRdA+OH72dqx2CwDWRVbcPOjXaW4veRVx0PH+80mB1b5siO6juadkx01sS2GU5t5bHjOx+wZW0NxdlT4Tm5/l7401Z+21ufRqmSrRtjn0apl5m8s0bADXq7F1EwC8lj2G1+ZrpM+04641Ml3Ea24u2J7let2LvGrJXrPcn0tePcvw9SXN2Nw4z8dql8Q7RX4OTMPeLvNr65B4u8n3hVaXtRlNRTFj10Pf8V5/f2jn8pNyEzR3dWgFXIMBv7/LkZuKDtVoABWiWd7W4RrTnzXt/L6ryo02Nk9ZTWt13GrYAKDVZ/u4WHLsNzPsFUfX68MkdpRKIH2DJoQQQgghhBDLBD2gCSGEEEIIIcQyQQ9oQgghhBBCCLFM0AOaEEIIIYQQQiwTZBKyBIyFFRQPEbVOdW0BPlcdn4SIKlOH0JIdwmUK4RNNMKsXBQBelxzEUZA6JYYMqUOYnLRJ8V2XSYhn/5bgs6KdDlzVJjxyXNefLfxHW0/JcbqsSLSruCar6ZKyAmIOXPW/WAFUZx00YhLCjEMAwCfmIX7bUeOnTeoBuYw/GqRQOosBSEk8ZWMPQBqzicEHhEeMdvwiNxjIlK0wOVzgYuWgYc08Akd9KI8IxxspNxTZS2IRWwgA5EmF8N6AG0MMErOHIcfCUyIFAocctXVGgoqJdRyTiC1d844akGI/kR8jDA72f+TxsZAjtS0jx1qY9ciccCyoCenLyOPzPYI9N9f5RqSI9pHq5D0qXOvpovZisp469mKf1FJjZiAA4LO107EX0zhbC13x+DGca2R/81xFL0NS147URQUAkPpUrppVYZ7U4Ws4cpvkHNr8fH2yfrP7AQDUbaLlSJ3y7d6SddSx7Ant/jgUzdPc0bBiYswMBAAGfHu+ebI+AECXzO+RwBpKAcBwaM3lel1GJYEd1/f43JBvHtaUyku5aUxKzGhct+Vd4tnl6uKHo2/QhBBCCCGEEGKZoAc0IYQQQgghhFgm6AFNCCGEEEIIIZYJekATQgghhBBCiGWCTEKWgJm4iGZ8UFS4pTFicjZVV9DfndhnDUWCKV7dPD9plYf5KS42zk9a8WR2ipsA+NNWlJnOLdDctG6PQc1AHHghF5H6OVtp3isQ9SUAFKxRQ1rixgkxicdFPi06RSsM7eb53zi6OdsXcZYrQ2PSnS6TEKZZTRfxZxa3SQgRKzs04j7RkwdtLqYNm/YDneLqum2IsGb7HQDCBRv353mux0TidS4qZkYjrvGb1o/eEMdvtmysxY+b7/Ta3G6RH7drr80lMmfmITu8AZrrkYGSJWYRAJAjA6LoMUsSIBfaQZX3eL8NESF2K+XtW01sPPNoTX2e4KztmUVUPDjn1mcnad5oYMduj8fXXmYI4uqzfYmda9s6fJzf21plY/UxnlsdNbGdM/00tzltryOc4YtvdobEKjQVuVlrnJCZ4/MnmrPtE9RsmwOAVydxhzkSyPqSdvk5MHMvp/EHMfJKXYZdLtMvhsOMiac65jZZMzwSA0ANRbwsv7cKSDzI83uKqGjXs0yZr3GZOXsOzQXHXlq319xy7KWNhj3GAw6jqQbZQxoJP26H3YDkdtJcEDOPkYD3MdsDXLmBZ48bYBvNjYk9XDfh7XtPbD+v2eVGXikxqXGZAHUG7dxKGg6znoehb9CEEEIIIYQQYpmgBzQhhBBCCCGEWCboAU0IIYQQQgghlgnSoC0Bm1tjyEUHm/rHM/Z9+p3jXAvi77Xv5hb28vevi+P2JdjCOH/XNTNlNWTedJXmpvM2N2lwDQ8r9Ot6B9zLEh1RiWsQQOJJmRcF7vba43Z6+DvV7R57bu0Sb98O+biYnwK65PX0JOsoRk41aI53+lncUeiX4kplGjRSRBMAvI6NB46KmSwekHfpASBs2L8XZRb4EpUherPMHNfFRFXbScEc1214RFvpkfEPAAkrgN3l8y1esPPCd+hBWDzbcRSj7dh35H0magTgJbZ9646i1tsxaI/rEDCygsEZVxFhb8LEVjq0BqzocQi+llQS22YLR1sN9ATlyaW9yJUOtvH6aB/NG/LtGIk8h54ltRqpiZhrLbd0rC7s7uZqmnv3/Ekm9rMZq+UGgKl9pODsNNcA5ffZMZKbpqnIT9v9NVtx6MpmbTsE8w7d6wLRfhPNKgCkLRtPXRpZshcfE63YY4ZD9Ew4JmXHiebNea8SEb1ahq+zTC+fKfIbhWjW7lmZCl+T2xX7eY05vnaGC0QLWuf7466GvbaFFp8v8x17bvVe3g7N/A4Ti0GEnADGSLO7tMkrmP7QUVi7ndpz6PTxPm4TbdrPiC4NAJq+bUuX9rs0ZOd3zLSkBH2DJoQQQgghhBDLBD2gCSGEEEIIIcQyQQ9oQgghhBBCCLFM0AOaEEIIIYQQQiwTZBKyBPx0YSUy6UEh5Y5JK8APdnNhaIHUey3t4YLewrgVHkaTXDyJmYoJJY7i04spNO1n7XV4RS5O9crW4CDpswJvAOj22+O2+rjxR6uPCGR7HcYf5OOI78L+cyiSdi9ykXiQI8YJWW4gkc3YY+RCftwwsMcNHRUSWbHhNHW0AxHItrtcTNvqkuKabUdfNG1uQkTJABDU7OeF8/x8IxLPznGxcrZqPy874ygcSgTawQwfv8GcnVuJy1CEiP5dRjsg4n6/ywX0GRL3ElvcHgCQkmt2VDmvw7bDNt+uWwCQIWPSWdTas2tJ5M3S3CFyap2Ut8N4bCdtjbSjOMiTshMo5A7OuWGfryM+Kfa6QIpMA8De2Pb7pg4387irvsbEflTlJiH37Ru25zDFDaWyk3a+57j/CfJTdo3M7+NjNzNrrzmYJQYfALBQM6G07jDWYmuDa899lIWfXQWevYCsna4Cz6QAvLMYtAtS6BeJqzA22cdcuaS4NjNL+flBbMhh8kTjDiMXr2bHhMtoyifmIZk5Pq7Dqo1HDmOszLzdj+s1vtY3GrbvK81emntXixyXFLoGgFa/jXcKfO9PokkTO8nxdMLMQ5iREQCcElXsOcAahwBAnZjLNWN+Ett8a+qXOkxCnjRoF59Oro3NNPtw9A2aEEIIIYQQQiwT9IAmhBBCCCGEEMsEPaAJIYQQQgghxDJBD2hCCCGEEEIIsUyQScgSsGV2GMEhldnTvVbQWCRmIABQ2m2FrMU9XKAdTs6ZWDrDBfgpETG7hMlMAOznHcYfPdZ1I+3lxh+dQSuQbQ1y84bGADH+6OeizFYf+axeLipOe60gPFvi4t+Bgm33/jwXiQ9kbbw34iLxUmjbvRTwPs76VqwcwIqoAcAn5iGJwxSik9o+rsfcdGMhtn001+Ui3Urb9vFsk4+d2YaNLyzw3PacFSC3qlyonqnYa8728WvLTxODgSLPzUzbdvAzPNer2rmZ1PnYYfMwJb8PAD4RukdEVA8AxZSZh/B+YyL+WsD7Yms4ZGKFkIvtC4GdWwViHAIAiOwa1eGXhi2tk02s0e4C2Mp/QWAsrKAYHuzniJhKAMBCavtnIuYd8dP2ShP7cW0tzb2zYg1Btk7asQQAnXG7jhQm+fnmrd8ACpPcKCK3z47HcJrPS69qTYFSh/lD2iLGHx1uPkKNPxx9QdeXkN/GeSTXy/L1CRExeshw8wdqHhLw802JoQgA/tWAw/fDI4YgHjEDAQB0yLrjaneSywxbACBtk9xFGIo4c8k4YSYjAOCT/SJb4/dWYd2aJoUNvtaHTdufQYvvpY2ONSrZFPO+bxPjMWZGBgAgxmy+RyYygDFyCGYcAgDDgR0np2CG5tYK1jykkfD54hMDtnbMr+208oSJtbwO/pNmP+xzjiJHCCGEEEIIIcQSoAc0IYQQQgghhFgmnBAPaOvWrYPneebnDW94A83/3Oc+Z3JzOcerQEIIIYQQQghxjDghNGg/+MEPEB9SrPCee+7B8573PFxyySXO3+np6cHmzQdLyXmud6mFEEIIIYQQ4hhxQjygDQ8PH/b/H/jAB7BhwwY85znPcf6O53kYHR09Jp+/b18Zfv7gN3ClvfZhj5mBAEBxtzWWYGYgAJBOW0OQhJiBAFy06oVcFOyXrDDUcxh/JEO2An1riJsLNIbt8GsMOYw/+klsgLeZ32+Ft7293KBjpGSF32OFKs0dy9r4UMRF4kOh7aMeh/FH2bfnlvO4qDgixh+BS129CJhJSJvEAKCeWuHsXML7uBpbcf9Ul4+d8ZYdO3safTR3T80aXkzNEaUxgNqs/fa73cuXvnbZvlTQLnGhcKFo2yeX53MoIOJ8f7ZCc5M5O6ZcInOW63otgp1ZwefzLQ1smyUhz61Fto/vi4ZJJlAK7dzsC7goHrDOSYnj6u6tj5lYq87bTOyn12+hdIgZTMthLjOd2Dbf1OZ74w8W1pvYHTPWDAQAtk1YQ5B0nL+pUhi3Y68w4TDDGSfGT1MO44UZMtfm+P7K9tLFGH8wsy0A8DJ27fSy3PTAK5B1Ns/bLM3bNSfO8bUsydv1MMnwuRZHNp461gaHJxWF+C7sjzMPlQ7f84K2jfstbhDjN+364Df4muE1yN5d5/cUKclNXOYjzFDEYR7FjEp8dl4AAvJ5hQYziQKCpr2/C9qOe8GO7dA62eMB4P6E7wH0uKTzfcd9TZCZMrGVDpMaZh4y4vOBdmpkTUnqBT4PGa2Y31NszNt9rBE71o2HcUK84ngo7XYbn//85/Ha1772iN+KLSwsYO3atVi9ejVe9KIX4ac//ekvPHar1cLc3NxhP0IIIcTjhfYlIYQ4/jjhHtC+8pWvoFKp4LLLLnPmnHbaafjsZz+LG264AZ///OeRJAnOP/987Nq164jHvuaaa9Db23vgZ/Vq/pdDIYQQYinQviSEEMcfJ9wD2mc+8xn85m/+JsbG7CsxD3Heeefh0ksvxdlnn43nPOc5+PKXv4zh4WF88pOfPOKxr7zySlSr1QM/O3fuPNanL4QQQhw12peEEOL444TQoD3E9u3b8bWvfQ1f/vKXF/V7URThnHPOwf3333/EvGw2i6zj3XEhhBBiqdG+JIQQxx8n1APatddeixUrVuCFL3zhon4vjmPcfffdeMELXvCIPjfYl4F/iDiXiZsL41zsyQxBmBkIACTz1vAijR0C2QwxLShz8wb0W/OG7jDPbYxYwXJ9haMqPdGQtoa4gDMdtKLXgQFugLK6p2Ji64rTPDdnq8qvjnil+WFi/DHoc0Fv2bci0JxD85j17BfZkePL7YAe49E7jMapHScJuJC1AyuObqZ8TNYTe26VhN8sTubsmJoo2rEHANvL1mDggR4bA4BtPQP2uD18/NZKdvx2iRkIAHQLdvmMs1wwnc/YY0QhP25AxgOb2wCQtNs2RoxDAP66RMYhrk5JPI4cBgPETGAuyw1bNmdXmFhf5DBwgF0LmJkNANw3b4/brXFhvuCMO0TuWzt2oWZmIAA3BHlwnM9Lb4+da8U9fC0rsj1zrx37AJCZsuPfm+bGT0mV7K8th6ED20vJXAUAP2/NPPwCXxtQsvG0xE2XumUb75a4oQNbtzoF3r7dnI3HWZ6bkI9L+LSEY7pSFmUS4vBYCMiQCJv8wGHdxqMav18Ka/YDw3k+Tvx5ey8XzPM1Oa3ZtW8xhiLxguP+rmvP1+9wA5Rsxx7D7/D124vtHuAREyEAqKV2rG71+FoQkk6OPH5tzEAt8io0dwUxwSr4fB8bC9l9jTX4AICYuN80Uz4PV0f23rMW8mt7OCfMK45JkuDaa6/Fq1/9aoTh4RvRpZdeiiuvvPLA/7///e/H//t//w8PPPAA7rzzTrzyla/E9u3b8fu///tLfdpCCCGEEEKIE4gT5hu0r33ta9ixYwde+9rXmn/bsWMH/EPshmdnZ3H55ZdjfHwc/f39eNrTnobbbrsNT3nKU5bylIUQQgghhBAnGCfMA9pv/MZvIHXUebnlllsO+/+PfOQj+MhHPrIEZyWEEEIIIYQQBzlhXnEUQgghhBBCiOXOCfMN2uNJdspDcIjgtjBhlazRBDcBYIYgLsMAJmJmZiAA4PeSqvKD/TS3PWINFeqj/Lj1EfvM37D6fQBAa4UVshaHuPHH2gHbDk8q7aO5TypMmNi6DM8dCysmNuxzkW7Zt4rnnMdV0CGsQJaZPwCA/yj/TpKAqKgdOD/rUfqMuM4h9m28lXKF9+rQ9lGFCGwBYH1m0sROzhLXGQBb83YAbiqO8tzioD2HIhdMxzk7B+KIt2+cscYoxYA3eoYYwfhE7AwAICYHzDgEANIFO7e8gI/fTGTjhSxZMwDEWSuOjnN8a5nI22Pcm+V9EZGxE6e8HbbP2LUrrssk5EjU0gjeIWL3bR079gHgjtrJJvaj2ZNoLjMEYWYgAFDYbfuytJevI8U9ti+jSb4PYqZiQi7jnKTFzbkYbC/1HMYfXo9dM9Jevo50++xe0e7lhgOtXmL8UeJzolM8uhgAxKSL4pzDsCuy8TR0OHz4LucPdmCeitgme11+zX7LxoMmzw0bNh7V+Podzdv1LDvHza4yVTsmMrN8nPgVuyYHcw5DKLJ+uwxFkoY1vIDLMK5r4xkSAwCkdv32Ut4OKbnfqfu8HbYEdu/Ohfw+oRzYOVt03LPlIhvv97gBT49nr4MZhwBAOx03MZdJyGBg+y0bHN09m75BE0IIIYQQQohlgh7QhBBCCCGEEGKZoAc0IYQQQgghhFgmSIO2BORnUgSZgy9YZ6dIYdaKo5Amee94UcWn+3ih35TozdqjjuK9Y/a4tVH+Xndj1L5Inozw94NXDlv9zCl9UzT3KeU9JnZalhcRXEd0S8MBL9LY69n3hrOOd5Qj7+inS4forDqkGDQAtFLbPrHjhfxOat9dPnoFmpuI6Z4cwjRWRDtyaPFYvOQ5NCnkSvp93mbDgdWUjJIYAKwihcdXZir8uNlVJnZvjmukdmXsHKpl+LWloW2z1Ofv7jOlSsbhQOsnRA9CdGmAQ5vmKmod2XmRI1ozAIhz9tq6BUdx76K95p15rn3NBXYOJQ4NWm3GahuShv7+eCSm4yIa8cF++kl9Dc27q2LnxIOTXK/m7bXjn2nNAKC82873wl6uCYvGSUHpGatLBrjejBX5BUALTft5PoeZbjvt47rMbr8dj61Brttu9tu50uznbdYmH9cp87UhLpGdoch1PZm8bZ9SlrdZLrLHyDj0QqwAMQB4pCp16pjbHVIFu9nle3GjZdeoFokBQLtu496CYx+bI3veHD/fbMX2c76Xn29u2uZGM47xN2PXTs+11tdJAWyXNpkcwyf3GQDARzCfA6lvryN16K5roZ0v90VcU14K7f1SOeBasaK3zcSyIW+HEjnfAUdR6zi09+V1UrzaRdcxLx6OdjAhhBBCCCGEWCboAU0IIYQQQgghlgl6QBNCCCGEEEKIZYIe0IQQQgghhBBimSCTkCUgO5sgjA6KAv1ZUnCQmIEAXNy8mOLTzAwEANpj1hBkgZiBAEBtpRV2Nsa4yNEftWLN9cPWpAEAzuizJh9nFnfR3NMyNnc1EWoCwIBvxb8Fn1foZIWbXUWXG8TMo+4oujyf2GPMJ3y61UiBw1rCDSRYMcROyoXNjICIswEg8ux15DwuEi96VmRb9rnwtkyKDZcdZitZEs8SExdXvOQ43z6/YmIDATHqATBAxlRPyI0L7grt5z0Q2kK9AFD3rfEMK+QJOAp/JtzAJxPb9vUdJkKswL1LOO6RYqmudSeXt/3WKXGjnU7RriX1Is/dHtm1y2UkEM7Yc0ia2t6OxPbOEPLtg2107/xKmrd1yo7pZJz3WWEvKT49ztdTZgjCzEAAIN1n95DF7JleyNcRv2jNCTyH8UcyaOOtId4OjWH7ec1BPnabAzbW7udtlvbadTpf5uvTQMmucQM5x7qXtfG+iOey9TDn87U38hyGZsQkIXGYLDQT25b1hK9Fc11r9DDb5sWR9zXtPcF0nd8nVOfsMdpVfg7tWbsft3v5tbV67FpfKDkMRfK2HYKMY1zP2HNYzHxxFXZnV5Hx+bhOA5sdR7zNkozNncvywu6bsytMbCDDr204tPtYrz9Bc9n9R54UrwaAAVKAPee4F5xJePscDfoGTQghhBBCCCGWCXpAE0IIIYQQQohlgh7QhBBCCCGEEGKZoAc0IYQQQgghhFgmSEW9BGQrHYThIaLNmhU0pi6xPhE3eyUuZMVAnwl1RrjQsrbSijVrY1zMWCeGINEYFxCfMjxlYuf276S5Ty3sMLFTo0maOxbac+jxuEA7ImLPjkPAuUCMPyqJS+xp+2Iq7qW5k10rKN9HYgBQje11VLsO8Xlsz6HrMAmJiaGCyyQk49trLgW2bQCgN7RGMP0Ow5bh0Ir+R4MqzV1BjDsGAj4vSp4dvy5DkRWBbZ+Cx6+t6FmTmqLPcwvk3DI+F8Vv9qywuZHyeewRUbEXc7Gy37HmIWGHC/b9ru3juMbncdKwfezPcQOHcNqeW67E+6JN4h2HKH4uQ9qHD18UZm2bxa1HLs4+EdjWHEb2kP1lyzQ3uGlP2LWoMM7/tlucsB1U2MvncDRhBfzMDATgBjepwwyH7Zl+D98HvQFrRNMd5oY8jRFrQFFfwdfeJmnK5hAfvMmAbZ+efj4vV/bYObi6WKG5J+VmTWxFxOfwYGBNIfoCvqYXiElUjuwfABA4DLcCMpFj8PnKTLCYWRYAzCW2jyoxNwmZ6Nq9e3eLm6rt6rPxnfN9NHeqz461BWIGAgCdkr22boGvh3HWXkc+4vMwInue7zDzYIYgzDjElRuQzwKATGTjxQy/B4qztj/jHG+Hibw9xqb8CM1dmbH3GsMBnwPM6KzfYWhW8InZCR/q2EnMb2qpI/lh6Bs0IYQQQgghhFgm6AFNCCGEEEIIIZYJekATQgghhBBCiGWCHtCEEEIIIYQQYpkgk5AlIFxoIwwOCjTTNhFgevxZ2S9aYajX30dzOyusuLk2xsWpCyutYJSZgQBAZpUVC29cwc08ntG/zcSemrdmIACwMbPPxEZ8lyiTm2YwGsT4YybhQvU9XSsq3t3lYvnt7WGb2+ai4r1NYhLS5KYQ1aa9tnrbYbLQse2TEDMQANxQwZEaBlZwn8tw4XchY9tyMMdF7SM5K+4fy1Vo7prMtImty1jTGQBYHdrjDjuE6iXfzoEex3iKiHlIzptw5NrP8x0uFqyPNhMzEABodO2cDzp8fQhadvwWW1yI7ZN1x+/wNktaTRNLa9Y4BAD8qu2L7Axfd3K9VjjeLvNrS4hw3AXRgiPmU178nK0LQ4jSg2L3uX3cSCM3SUx2iBkIABTG7RjLEDMQAMBMxYSSBW5MwQxBmBkIAAS9ZPwP8XW6PWL3zPpKPnbrI3acNqz3DwCgtcLOq8IgXyPXDFgzj5NLdi0EgCcV7L67OuLGKmOhPW5fYOc1AJQ9275F32FAQf6uHznuX5wbjjNuiVN7bgn4utVMrYlFPeVjtUJMv8ZzfO3cmR80sQdL9n4AALaU7aDYWrK/DwCVop1zcY4YUACIiSFInLHrPwAUiSEIPyr/loaZgQDcPMSV64f2XiWbcdzf5W07dAvcfKRbsleyvcjn98/yoya2MrLzAgAGfXufWvC4WQozJAs8PqYrxASu5jA4ejj6Bk0IIYQQQgghlgl6QBNCCCGEEEKIZYIe0IQQQgghhBBimaAHNCGEEEIIIYRYJsgkZAnwGh14wSHPwok14/DzXOzp9VoRczxkYwDQWGHFzbUVDiOClVY4G63kImZmCMLMQADglwoPmNgpDlHmSGDFnnmPC7Q7qRUFzxEzEAAYj+01P9Dhlea3tGz8gQYX/25fGDCxvQtcVDy3YPuzW3PIdBv27yR+y2Ea07HXRvTd++NEG+3yE2mHNrmZ5eLqGRLfVeCi7XzJ9tFgmRsBrC3bcXJKkYurT82Nm9iGiBvXrA7tuB70+Xxj42+Ea5UBWCF/XOD91kntQZoxX34faNvcBjEDAYCgaXPDhjUZAYBcwwqevRafQx4Tg7e564ZXs+0bVLmhSI6Yh7R6HKL4HBmsjvGbrdoxGbf5+BX72T3fiyA+2B/hFDfdyBOfnuIkX3Syk2RuEzMQAEjmrXkIMyEAuCEINQMBgGG7TrdH+Z7JTLRqo3yQ1cmemYzw+bNyeM7ETunjhkdPKe8xsSdluTHRmtAagoy4jD98Yu5CzA0AIPLs+uIv4u/3CbjB2LHAdxqQWErkPOKUn9sQMZUaC7jhyuqwYmIuA6uTMvYYw9lVNPfenDWx2JXhhhe1yPZRGrjaht1H8fmSISYqfszbLJ6zc5YZSgGAN2/NQ/yswzyqYMdlp8SNvDole831Mt/zHizb+4eteX4vuIaY7QwE/F4l8uzc6jjG2Xi318QaMb9fejj6Bk0IIYQQQgghlgknxAPaVVddBc/zDvvZuHHjEX/nX/7lX7Bx40bkcjmceeaZuPHGG5fobIUQQgghhBAnKifEAxoAnH766di7d++Bn29/+9vO3Ntuuw0ve9nL8LrXvQ4/+tGPcPHFF+Piiy/GPffcs4RnLIQQQgghhDjROGE0aGEYYnTUvu/L+NjHPobnP//5+JM/+RMAwNVXX42bb74ZH//4x/F3f/d3i/5sr9OFlxzyzmqGaC6yXIeR9Nv3hpvDXI9SGyWFNF2XPGLfG96wwhaOBoBz+nbaWGEbzT2N6M1GAn6+rNhfK+UahH2JPd+dXf6O8r0t+773T+v8HfD75mxRyZ3VPpo7VyFFw6uOd/rnbF8U+OvMCIlcxyErgE+ax48dWptFFKpOQvsPcZYnx+Q18k6JC7XaZTuud/by98Un+6xOZKejKPueXhufKjl0Jjk7fteHViMC8LHq0kUybVpMiq8DQDO142Shnx+31rbxvU2+VId1G49qjtyabfeozosTew1SqLrBdWUs7s073t2v2jmbq/DzjfN2Drk0lJl5q4nqdo6uGOiJSmW2AP8QbWOB10ZGYdJqK7JTfCx4M3ZeJUSLAnBNoxfwdcQvFW1woI/msuLTC6v4XFsYswOqMcbXU2/UXvP6FbzRzujba2JnFnfR3NMyNndVyOfPgG/nSt7j+2Dk2VyXVqxDikF3Uq457ZBjuPQ3HboJcQLH5sS+RXAVxs4RbVAIPqZKRIdccLRPmWy8g36F5g4EVpM74OjPvsiOqR+F/B5oazBkYnWP76VeatvHS/gc8Dt2voQdfg4+iSd17l2QkH3Bn+P7bjhrzy1X5vdWrR4bb/fyPWQv0aludRQY30B0n6MBX7uysHOjTuYQAOztWE1hsyMN2mFs2bIFY2NjWL9+PV7xildgxw5bNfwhbr/9dlx44YWHxS666CLcfvvtR/yMVquFubm5w36EEEKIxwvtS0IIcfxxQjygPfOZz8TnPvc53HTTTfjbv/1bPPjgg3jWs56FeeIiBQDj4+MYGTnc6WVkZATj49Y57lCuueYa9Pb2HvhZvXr1MbsGIYQQYrFoXxJCiOOPE+IB7Td/8zdxySWX4KlPfSouuugi3HjjjahUKvjnf/7nY/o5V155JarV6oGfnTvtq1VCCCHEUqF9SQghjj9OGA3aofT19eHUU0/F/fffT/99dHQUExOHv486MTHxCzVs2WwWWUedByGEEGKp0b4khBDHHyfkA9rCwgK2bt2KV73qVfTfzzvvPHz961/HW9/61gOxm2++Geedd94j/MQUOLQYYM5ulmkPF+t3hqwAuL6Ci15ZfeXuCBf6rllhzTzO7LUFMwHgnMJ2E9sYcXE0M1lgZiAANwSZiLk7xpZOn4nd0+Sv6vx43sY3z1ozEACYnLYC2XSa38xkZ+0XztkKTUVmzoqjM/NcMB3VrTA5aHLBqd+2uZ7TJITEPS7ETiJ7bUmGf8HeLZAijUWe2+qxn+cS9LYGrBHAjnneF1VilDM7wAXT9T5rVNLJb6O5ADO54Zm0qLXP++JUUkR7vsDF/fv67FpQrXOjneaCHb/RAu/j7Jxth7BKzBcA+AtW+J06ClUnRPDMilcDQDBn53em6ihOX7TrhsskJCRzCN3HrnjuE4G0mkHaPjgm8tN87Oambb8H01w8n1aJSUiTF3MGMXrwCw7TA2II0iFmIABQG7PjvLaSD5zGKjtGwjE+dk9ZYQsTn93HjT/OLto9k60BADAW2nPoOQbGHwvEWGsh5eYE8+QQFYepxFxi14x6ynPbKV88E2Ji4Xv8OnKevU/o8V3FuW28z+eGNr2LKOTN7mFWBDy34Nnx3uPxb62Lvs3NMScwAL5n5+cWcMOLemznkd/le3TQsntLscWLWvttcm5dPqaYCVBa433hV+x6kinzOZDrs/3W7uPXVuu317aTGIwBwI6SNWFZF3HTr7Jv14hKwteY3S37ea0W7+OHc0K84vjHf/zHuPXWW7Ft2zbcdttt+J3f+R0EQYCXvexlAIBLL70UV1555YH8t7zlLbjpppvw4Q9/GJs2bcJVV12FH/7wh3jjG9/4eF2CEEIIIYQQ4gTghPgGbdeuXXjZy16G6elpDA8P41d/9Vfx3e9+F8PD+//6sGPHDvj+wWfV888/H1/84hfxrne9C3/6p3+KU045BV/5yldwxhlnPF6XIIQQQgghhDgBOCEe0K677roj/vstt9xiYpdccgkuueSSx+iMhBBCCCGEEMJyQrziKIQQQgghhBDHAyfEN2iPO0Gw/+chylZkG/dzcXRjyApRG0NcjNgatsYSfUNczP2UPlvT7ewiL959SmTF0SOBFWIDXEzLzEAAYC8xBNnUGaS5P6qvM7E7q2to7qYpawiyMMXNELKTdgpkuS4U+Rkr0s3NcjOPqGqvOVzgJgt+ncSZGNcVT46BGUJIxNwRF0Gnedv3SdFh9NBjc5sDfNlpztm/FzVq/ByqjV4Tu7vNc9uJvbakn/9tyi9sNbHAq9DcFb6dhwWfz4ux0Iqj5zK8ruJE2Qq0Jwe4idBmYqLSnON9kanadshUHGYEc3Y98urcPCFt2GtLHcYQHjEfieb52peZs+ebkjYHgKBpheqpQ7wu9hPN+QjaB+dBbsaxlk2Tfp/jNUSTBjFvSPn65Oft2PN6uTlBPGQNQRoj3DinNmLndn0lN0AJVtqxe9oIN/N4er81/jinsI3mbszYTWTE5+tewedzkMGMP6qO/XU8tuvAeNcaIQDARNeupxMdGwOA2a7dS+c6vC9aCb/mhLj9hD4ff/mAmISE3CRkKLLjciyq0NxVoTWEGg34/dJQYMdUyeNrfcm37R4RoxMA8D071nyH6UtMjFXaMTdheaBt4w1iBgIAQdPmhnU+JvN1Ow89NucBgJhHMeMQAPAWavYcKo57tlnb7pkBvp83q3b8TS3wvXR7w957juf4HBgM7LrhMtUZb9pjdFq8HR6OvkETQgghhBBCiGWCHtCEEEIIIYQQYpmgBzQhhBBCCCGEWCboAU0IIYQQQgghlgkyCVkC0ihAeohJCDNUaA1ywWlj0D5Dtwa54DkasmLNU/q548UZxd02NzNBc8eIQDbvOUwhUisMnSBmIACwpdNvYj+srae5P5hda2L3TQ3T3NZeKy4tTPC/ReTJJRemuFg5N22FnWHFikUBwJuzolc4xLQpEYymDjEtYntuacLHAz0vh8kCPNI+pN8BwMvYsRoUuKg4KFoDiKjqMoWwIuawwZeooGWFzfWYi4p/lo6YmO/xNsv6Vsydcwi8cxnb9/0eb4ceMl9WhWSMAHhS1g7KneUBmru335oqzFe5WUprlojM+3huOEtMQua5yBzEECTtOkxuyBwIFrihSGbenlsS8PHrt+288Lt8Hov9RPNAcMgyk63wPmNrWUJE/QDvdy/kY8wv2fmaDnCTkOYKO6+YGQgANEZJcJSvvetX2P3xaf3cLOuXig+Y2MZomuYyE63F7JlzKZ8Te7r2mrd17foGAA+0rFnWtiY34drVsHvxVIOvp9WGXQeaDoOmmJwvAKTEJMT3+ZochnYeF3J8f+zL2TV5rDBHc9cVbN+dmttLczdkrJnHamL8BABDvm0fV9+PMY8PYjADAJ3UJi/08+PW2ja+t8n30rBu45kF3p/M0Clc4OPEJ2t90nLcA5E9hBlKAUCG3D9k5vi1ZebsOKsTYy0A2Nuwa8+ekp0XALAisGY0lYTf10zUrSlJt87n98PRN2hCCCGEEEIIsUzQA5oQQgghhBBCLBP0gCaEEEIIIYQQywQ9oAkhhBBCCCHEMkEmIUtAkouQHCIabvdaAXFjgFeEbxFvgM6gFRUDwNqBqoltLI/T3NOyVgy7KuDC25JvxY+Jo9r9bGJFoA90ufD7zsY6E7ujsobmbp60gufOHi7KLO62f3cojnMBcmHCtmV2iotT/ZkFG5wnMQBJ3R7DZfxBTT5S3r7UzGMRpMfCN4GIf31yvQDgkfYJalY0CwD5uh0nQZPn+h1iqpPwtqnDjpPNATeYKYS2j/oCfm09/jb7+xE3WmAi8QGfL7/riPHA+vwUzd3aM2Ric71ctN3usW3W6uHrTrZEDFty3CTEj4iJhGust4gY3CGYDmv285LIYVzTtfPFi4/ePOdEJKoBwSHDNZxzCNeJWN9pYkTWJz/vMJfptfO9PcjX9PqwHacNuyUAALoj9tzWrJiluWf1WbOscwrbae4p0YyJMTMQgM/3VsrXhn1kz9zW4XN4c3ulif20vorm3jdnG2jXXC/NnZ+zJiyJwyjCr9u+CJoO8x5+qwLm0ZQ6trYOOY2ZPN8f9xXtBrezhxs9PNhnb6529HAzpomybbczcztp7imRHWsr+TJLx8mIwyylmbF7QKXAx8lMv41X63weNhfKJhbN8/7MVu35BnP8HDxmJORYN9h+4TnuKZipVJYYjAFANG8bvknMpwBgiph5TLb5vet0ZK95Jub3KrMNO7fi5tHdx+kbNCGEEEIIIYRYJugBTQghhBBCCCGWCXpAE0IIIYQQQohlgjRoS0BciA4r1tnutc3e6ufv/Lb67fvIhX5eIPHksn1H3lV4cU1o9Wr9Pi/g55Pn+LmEn8PO2L6Tf2+TvyP/46rVm7mKTzO9WWEX//tCaY9ts+Ie/u5zZtIWHPRmeGHLpGrjTFMDACkpKO3Sj/kRmYYhn5peRN6fdhWUJp+XurRtHSsWSLtcQJCS3ITEXMf121yL4XdsPEu0RQDgpfa9+dQxflOiW6pn+Xvz92Xt+FuRtWMEAIZDGx8IeLH3lYHtt7zH34Uf9u3cWusoXrq6WDGxHWWuuWj32M9rl/m60y3Z3NClJWJj1aVBI+PBI0VKAcBvEF1C7NiyUiZqkQbtSES1FEHnYBv587yILNXTsvUNgE+K2Htlrs2I++wcbA7yOdEctOO0NcTPoW/I6l6f0se12GcXbVHqUyKu9xyjc5ivOUxvNhHz9t3csfP1rsZamnvX/Ekmdt8M3zP3zdg1EjNcM5ep2DUy4tsgIiINCpp8rjk1aGRZd2nQ4ozt+26eJ3dKNt7u5WNq56Bdz2aGuAayMmR1RPU+3vcxKWjuw1XQ3MYKPu+jMdjxc0qGj+uJEim63M/1VFuIfqs1y8+h2WdPONNj2wYAwoptS5dWnWnQWPHq/cew8WiBD7SoRvSSNT52mEZvwqFBm8ra+EzM7ynqDTtOksbR7U36Bk0IIYQQQgghlgl6QBNCCCGEEEKIZYIe0IQQQgghhBBimaAHNCGEEEIIIYRYJsgkZAno5gMgOihWbPYxISv/3aTfio1He7l699SiNShYF3FzgSFiLJF1mBZwwTMXaG9pj5nYPTVuErKZiJsbE1xoWRg/+uLTpd1WRJoZ50YPmLZFJZM5R/FpV3FWgp+1glPPYbLgFYjI1pGb5mwfpQ5DESa6dhbv7dj+9FuO660R04A6N41JSFFrZzsSExafFfEGEHlWOF50FDGOiXFBN8fbbF/RCuvvK/KKuGuy1pRndWhjANDr2Wsu+byPy74VNo8G1tQHAE7K2fE7UBqhubtLdm51iryCapfE0wIXxXs5Eif9DgBplxjEOMaD37C5icPjRn9qXDxhI0XYPWR+ufqMGQA5DI+8PFnLyo7C6QN23DQH+XGbth47wiF+vhv6rSHDGUVbkBoATsnYPXPMYbq0mOLTzBCEmYEAwA/r622swk1CNhMTrfokb9/MpF3jcnx5QnbWrrPZKp9s0YLdK4ImN2nwO44Jy/ahgBsWJRm7FnULfP1ul0lh4gHHmJqzx2g0iLEKgHs7Nreb8OMGxAElV+TjJOfZ+5KhgBuVlDy7j60KSTFoAOtJUesHS9xMZnevvflsOYxVWr22jzplnhuS+xqP7MUA6B6QOszE2DoV1Pj4C+v288KGw5CvYa9jts37ghmCzDqKy3caduwkzaN79NK2JoQQQgghhBDLBD2gCSGEEEIIIcQyQQ9oQgghhBBCCLFM0AOaEEIIIYQQQiwTZBKyBHSKAdJDTEJYcfJ2LzdDyPVYw4s1pQrNXZOxhiCjIa/cXvKsQUECLuitJvYcdsdcTPuzhjUJ2VThpgWVfSUTy05y04LChG2f4l4uIo0miMkHMQMBgIQYU7hMLLzQikh9l/FHj22ftMdeLwB0e62YtusQ3nYLtn3iiIteU9KUHvd2QdC2fR/VeHJYtdcWVLhYOWDtuxgTlnlu7uITIX8mw5ezAmmzDhGTA0Cn14qKd/dxB59t5UETe1K2j+aOBnZuFhzzrUDMegYDbsKyIrLtO5TnfbG7YE0K2HgCgE7Bjqkkz8dkENm4F/DjpsRcyCUG90jccxgJpDkiPk95rthP0EoQHOq60nGI8lM7Tv2IzzVmeBST9Q0AWv32GE3uo4HOgDUBOKmfrw0bS+MmdkrWxgBgVcDMe7gxANsfZ8neCAAPdO0mf2djHc39/qyN/2yC75mdPfbcmIEWAOQnbawwxc0UsjO2HcIqN2Hx6uSam7wd0OWfh5Tc7xDjJ4CvLxEzJgKQ7bFjLVvh4y+zYI8btHhb1mLb7lt8brpRCO086g34fViff7/9fWIoBXBTqQGfz8PVkTXKWZu3MQDYVLYmWNt7HIYXJft5nRJf67PEVMrP8n6jxmMOIzoQ8zJmKAUAUd2Os8BhEtIkxh2VFr+/Y4YglQ5fN9I2MdwiMYa+QRNCCCGEEEKIZYIe0IQQQgghhBBimXBCPKBdc801ePrTn45yuYwVK1bg4osvxubNm4/4O5/73Ofged5hP7kc/7pTCCGEEEIIIY4FJ8QD2q233oo3vOEN+O53v4ubb74ZnU4Hv/Ebv4FajWs1HqKnpwd79+498LN9+/YlOmMhhBBCCCHEicgJYRJy0003Hfb/n/vc57BixQrccccdePazn+38Pc/zMDo6+qg/v1v0kGYOChM7xCQk7uFi2qEea6iwJj9Dc9dENj7g82fwyLNd30i50Hcqscd4oG2FpQBwf80KZ/fMcpOFYMqKdPNTNBWFSSsYzU7yB2yPGIIwMxCAG1MwMxAA8InJh9ffR3PjIWuk0RrgAtnmoO2LVg8XsnaJDjV2fLGbkq73uC8FgqZNjmp8ecjNsn4jJg0AMhPEWMUhBkelakJJxyEyX7B971d4Q2RnbLtn+3huq9+2w1yVi8x39VtHg4kiH+vzkTUJGfR5Z0SeFRCXHbnDoR3XA1k+LzJ5K6SOHWL7bp6YhGT5eKAmIb7DzKNrryN1mFNQkxCHOUVCzENSmYQcEb+dwj/UrCFxLA4EL8PnO4p2ger08DHW6rNzrd3PzbKy/dawYl0P3wc35Kw7xurQri0A0OuT9cnxd+u5xBr17Ozya7u7udrE7qyspbmbJu1eysxAAKCwy55baS9vs8K4nT+ZKW5W4c/adSQlaywAJMwQxGEGkib83JjxDDze7mwtcY0/f86u1bl5csMFIGjaPdpzbKYpuY9aiHgf3ZcdMrHhHDe0WZ2xY3g4mKC5BdhrzhNDKQAY9O18WRlVaO5I3t5j7ipyt55ukZiEFHm/MVMpP8v7jZlKpV2+L6Tkns1v8dygZccZu9cBAI8YxNTafH7Pde04mXesBey4LMY4IR7QHk61un+xHhgYOGLewsIC1q5diyRJcO655+Iv/uIvcPrppzvzW60WWq2Di9fcHH8oEEIIIZYC7UtCCHH8cUK84ngoSZLgrW99K37lV34FZ5xxhjPvtNNOw2c/+1nccMMN+PznP48kSXD++edj165dzt+55ppr0Nvbe+Bn9Wr7VzQhhBBiqdC+JIQQxx8n3APaG97wBtxzzz247rrrjph33nnn4dJLL8XZZ5+N5zznOfjyl7+M4eFhfPKTn3T+zpVXXolqtXrgZ+fOncf69IUQQoijRvuSEEIcf5xQrzi+8Y1vxL//+7/jW9/6Fk466aRF/W4URTjnnHNw//22sOBDZLNZZF2F+IQQQoglRvuSEEIcf5wQD2hpmuJNb3oTrr/+etxyyy04+eSTF32MOI5x99134wUveMGif7dT8JAcahJSssLZTJlXjx8pWAHnSURYCgDDgRX1FjyHmJtQT7nQd7xrRbb3N0do7rY5q+trz3DhbXHain/z+7hQPTdlRa/ejMP4Y962mctsghmCBL1cVIwhK5xtj1ihMQA0RuwNUX0F/8K6OWhjLrF8XLLX4eesgQoA+IE9BtNmA0DctEtBMMeXh+Y0EfcX+Q1gObS5uZRfmx8TA4lKheamLSJUX+AC+LBqx062yudFNG/Fyq0FLsSeahRNbKLDTUIq5Aa55ZhvJc/Ol5xDQN/jW+OCvsjGACCXtULqhZxjnGWISUjG8cJFhrQPEX07If2+P07GtSM3Dey5pcwlRxzAT1L48aEmIXwssDXSy/M1PSnbeLuHj4UWWWa7vXwtW0XMstblp2nuuox1mhp2DMcsMVlopdxwYIKMx62dMZr704VVJnbfjDWPAIDWuDWbKO7hY7e0x/ZRaTc398qME2OKmQrNZXsmM2MAuPGHyxTIafyxiPWBfV7a4Gucx0y/iNkQAESkP4seN8eIM3Zcdwv82qplayb2YA/Z5AFsK9gxsS7k43rAt9fBxi8AlMmpMUMpgBuY5PK871tk3jNDKQBIcqSPHSZPizIJIf3mOe7vqEkIPyz8tm20Roefb40YgtS7DuOaLmmf+OgMrE6IB7Q3vOEN+OIXv4gbbrgB5XIZ4+PjAIDe3l7k8/tdfy699FKsWrUK11xzDQDg/e9/P375l38ZT3rSk1CpVPCXf/mX2L59O37/93//cbsOIYQQQgghxBObE+IB7W//9m8BABdccMFh8WuvvRaXXXYZAGDHjh3wD7FSnZ2dxeWXX47x8XH09/fjaU97Gm677TY85SlPWarTFkIIIYQQQpxgnBAPaKnjlapDueWWWw77/4985CP4yEc+8hidkRBCCCGEEEJY9JK+EEIIIYQQQiwTTohv0B5vujkgPURTmJSsyLGvaI0MAGAsVzWx0cjGAKDPt98URh4X43aIQcFMzL9p3NmxAtftdV7ke1/VCmTDWT7MsrM2lpt2iD1nrAFKSoTNAJA0rWjaJWL2S9boAQN9NLc9alXttVXcHGNhpf28xqjDkGHYCnJ7B+z1AsCKkr3moRzPzfh2nHUdxgmVVt7Eds87DC/6bB8nGZcZjRUx+21urJJtEIG3QwyeNOx8SRy5fs3mRjXS7wDCup0vPokBQLVhBdOzXX7cucTmdkBE/A4ix9/SCp5ts1LATQNykZ1b8xEfkwkxCYkjx9/ziMB7MSYAbucaYhjheBsiIeeWOAwKxM9Jf/7zEI410mPCfodJSFy060CbORYA6JBlwC9zBf9Y0RocrMlyM4XRwK6RpUWYZS2k3CBhd2xP+GcNbhKyqbrCxKpTfN3LTdq5Uhjn47y4x55bZq+j8Pg+u8Em83zNYSZazj2T9L2X4/ugl+PjBP4i5mbHjom0ztd6Zh6V1rl5FCNihkcA8kU7B1q9PLc9YHMnFnjf7+61piTTOWsaAwAnpXafz3u83Qvkvq/H5/eY/aFtn2KWz4FG1o5LZigFAHGWmYTwNgMxeXLCjKK6/L7R79hc4rUCAPDIIdoOk5BmbK+jGTsMUMg2xmIM7WBCCCGEEEIIsUzQA5oQQgghhBBCLBP0gCaEEEIIIYQQywRp0JaAOA/gkFeFvYJ92bU/z9+THs7Yd8YHfK69Yu8d+45n8IXUvqs9TXQyALC302djNV7MuV2170SXKjQVuVn7fnBmlr8njQWiQXNojhgeKRQMAF6vfTe8O8zfF6+NWR3D/Cr+/nX9JHtt0Urex08atlqKjT0TNHd93hZhHQ25JjFHXraOU36+U6QY+ZbeUZp7R/4kE3vQt5oLAPA7ts0yjsLPUcW+e+9XrTYOcBSqdryHDqJJDBo8N2wSzVyLt1mrbXPnOnwO1VM7/jop7zdG5NBT5Xx7HazfASAT2tw0dGi6iHwgDR3FNZl+wDu6QpwAL0S7/x9I3KFBU6HqY4BLF8R0OQ4NWrdoczslPha6ZVJ0ucTX/9Gc1VmNRUTEjMVqsa0YxKXF3tYeNrEH6rz49PisXU/Dffx2iyzpKEzy9SkzRfZ+R/HpuGrbzFX81ycaYo/pswF4fVabnPRy3VS3xPddZ9F7QtCwfRRU+V7q76vYz5rjuruU6Ji9OX5vlSF7U3aO92dj3l7bQp23w1Tb6rkrMW/LVmqvIwHX77L9ouBzXVkptO2QJXplAEiJZjlxPEUkEZn3IZ+Hj1qzzHRpADwyl136L48UlI4TPk7bZIPsOnJpFzlk1w9HO5gQQgghhBBCLBP0gCaEEEIIIYQQywQ9oAkhhBBCCCHEMkEPaEIIIYQQQgixTJBJyBIQZwEcoqnO5q1QdyDLDS+GIisM7Qu4kDrrWYG2S0RaJ+Lo6dgWTQSA3a0+m+so9BvMW/EkuQQAQGbOnoO/wK8tJSYhrLgmwAWntCA1gKTPGoI0VnBBb33E/j2jsZILyjOr7PmeMTpOc3+pb5vNze2iuWtCK4zvJUYRABAQja5D/475jFWqu0T4eSI2bhAzEACYrFgRfWuK/10oJoJyP+soMEtE0E6zCWIewgpY7o8fXQwA4tieQ8uhmG6ndky6dMKuOcsISG7kUEGHHjlu4DDdIF3k8txI2UBzGU4spni0qz9ZKhGkJ4swKjkRSf2H9WnoKLRK+jLJ8XnZLdjcDvc8QFKw43SgwM0fRrPWUGdFwDeWkmevw2WWVU/tfjPpMGnY0R40se3zfM9sz1oTleIMH4/5fXZeZqf5PujNWOOPxGFswQxBmBkIAPjE+CMd5tfWWmH3zOYQN35q9vN275Imds32iNwaFSb5Hl0k49LnWyk1D0mbvN2DmjWaimrcwCpo2n5uNvncqnftddQSfm1th0ESg433DPh9AtsvIt/hpEH2C7K17Y+zPYTtFcCiCpfTfd7VNiTuOfYVL7HnlpIYwA1BXIYijwZ9gyaEEEIIIYQQywQ9oAkhhBBCCCHEMkEPaEIIIYQQQgixTNADmhBCCCGEEEIsE2QSsgQkuRTIHRQmlvNWcNqf4eLovsDGiw4TgMizwuSYVV0HUCM6yaluD82dbtlq97UaF7JGC1ZUmVngosxonrgvLPB2SNsk13FtXsa2AxwmIZ0BK/RtDHLVa9P6XQAruKj41GFruvHMvgdp7i8VHjCx9aEVgwNAn8+mrEOATIxg+NlyXCL8J+UmTOy+nhGaO97TZ2LdPBeqx1liMBPyvvB8Jug9eqGwS1TskTCLAUBMBMRJevTGFLFTFm9xmRwERPjtMzMQAJ7rQo4nHMYfaURMY/T3xyOS+t7hon3HXGNq/zTH15xunojnHSYhXt6O3f4cN8saiaxJSJ9v91EAyJJ9cDFmWeOxNcwAgF1Na5oxPe8wy6ratszYSwAAZCu2HYJZxz44bw1BkrY1bQIcZllla/ABcEOQ5km8HeZPsoYg9VGaitYwb/ekTO5hHIZFmLdjrbmHj9XUs/3RU+PX4TXJ+IkdBk1dG/e7jj2EXJrTbILMrcSxbh29ddTiCMg+5Dv2Crq9uba8pTRpcu3npNGWfBtcTJs9DO1gQgghhBBCCLFM0AOaEEIIIYQQQiwT9IAmhBBCCCGEEMsEPaAJIYQQQgghxDJBJiFLQBKlQOYQk5CMFaf2RS6TkJqJFRziS2Yk0AIx1wBQT6zItupQc8+0rJFG3OBDJ08uI2KOJAD8GhE3M+EugLRrr4OJoAHAz9vzTUs2BgDtPnsdLauX3p87YNW/o4PcSOP03r0mdlZ+O809JbKGIAM+N9LoEGOUPQ5h85bOChPb2R6guTEZO8ygBgCaiRWJhz43rmF/AnJpdD0m9HUZfywGMl9Sn/9timi2aQwAfN+em6sdAiLxDo5WKQy3yUFMjpE4TjhlCm9H8y7GLOUxU68TIxg4+i0JH51hy4lIGnpID223yM5rF8zQBwC6xJ8p5n5SiIhJSJ/DLKuXrEUFMv8AIPDsGOkQMxAAmE9srsssa6ppzbIaC/zicvN27GXnHGZZc2QfXLD7PgCkLb4/Mtg+iD5+be0V1jyEmYEAwMIaG2ut4UYlo6MVGl9dtvFMYMcDAGyftxvyrswwzc1W7H5e3EUGJYBg2l5fGi9iH3N9vUHinmOshsTFwncsqIv5NsW1XzD4HsLXTroHuPYFup87cpOjP19mEOY0j2L95jQ1YYd13LuSeODza1jMPYX5nKNLE0IIIYQQQgjxWKMHNCGEEEIIIYRYJugBTQghhBBCCCGWCXpAE0IIIYQQQohlgkxCloA0kyDNHBQQFiMrqC0FXPxb9GxuRETQLmJHhfVaagWy1Zgbacy3rMjWa/JzYJcRNh2i15Y1/kjbXGycErMIP3IM35wVbsclLuZul+11tLmOGkGfPbe1PbM099TcuImtCys012UIwmCGILc11tPcb85uNLFNM9Y4BAA6XSv6X9VbpbmjeWtqsnOhj+ZiwR43avDUoEEE2h1ucsPGg8s0hpkfpBEfv3FEBNMO74QotOebD/j55nwbd2vM7b+45nEntdfMTFwAoEOMgRA7xOBkyrIYwM1dUpfom5jceL5jHjPhd+AwCSGXtgjd+QlJEnqHmaukrvWU/W6Gz7U4Y/sszvKxW8rYOdETNmluj28XjZxjH2Tzp5PyfWU+sWvvbLdIc6ebxESrztssIh4f0QI3oPBrdtNMG7wdko410nCte17Rnm/cb41OAKAxYteMxghNResk228nr56kuecPPUjjp+bt/uhat77r2/1td547eSWh7Q+XIRQzHPLI7wNAnLf3D50CPy4zyoly3AClHNl+7gl432ccRhgMtl80U35tdeLi044da0HXnoPTH4zEPceinDr2t6PGaRJCDMKCozcUYUZgABASQxAWA4A0JPtjcHTXq2/QhBBCCCGEEGKZcEI9oH3iE5/AunXrkMvl8MxnPhPf//73j5j/L//yL9i4cSNyuRzOPPNM3HjjjUt0pkIIIYQQQogTkRPmAe3//t//i7e//e1473vfizvvvBNnnXUWLrroIkxO8q/mb7vtNrzsZS/D6173OvzoRz/CxRdfjIsvvhj33HPPEp+5EEIIIYQQ4kThEWvQbrrpJjz/+c8/lufymPJXf/VXuPzyy/Ga17wGAPB3f/d3+I//+A989rOfxRVXXGHyP/axj+H5z38+/uRP/gQAcPXVV+Pmm2/Gxz/+cfzd3/3d4j48k+z/+TmF0L7DXXBo0HKezY0W8VzdcVQGrCX2veOFmBd0bHTsMPHbR69B81sOMUibaNC6/F1tpl2BS3OUtbqCboEP9U7Rvo/cLfH3g8slq4MYy1do7qpoxsQGHO8+h7DXMZ3w99A3ta0w4NbZ02ju7Q+cbGLBNq4zDIkubPNQLz+HAavnSB2Fywu77bUVJh3FnKu2GG3qKFxOtUyRoyJu3o5r13jokuaJ83z89uZsO7g0NExLmvMc45eQOKqBNomWtE50NQDQ7Npr9oimYH+cxDqOedy1/eks+Eo/zLGekfnt0g8kTDu4iELgjweP9x4aZzx4h7ZbePT7CisMDnC9JtNgAEA2tIPMpcUuMC32sdgHUzvhq2wRALDQsuuL79Jik2UgbPBz8Br22hKHFntx6569jm6vY23os9fRHOL91rdi3sSeNriL5v5y6X4aXxHYY2xqr6S54w0rCvemHQXCZ4lWnWjdAdD7BBR437cH7Oe1+vgc6PTaPhoo8n1hJGP13H0+L9ZeWMR+wcY7G+sAsEA0aLU2Hyfsvs93DFW/TcY72SuAI2iWGey+z6EdZFpzItveHyfrVBjw88oQgV3i0rYRvdljrkF7wQtegNNOOw0f+9jHMDdnB9lyot1u44477sCFF154IOb7Pi688ELcfvvt9Hduv/32w/IB4KKLLnLmA0Cr1cLc3NxhP0IIIcTDWao9VPuSEEIcfzziB7QnP/nJ2LJlC97+9rdj1apVeP3rX79sX//bt28f4jjGyMjh3z6MjIxgfNy6CQHA+Pj4ovIB4JprrkFvb++Bn9WrVz/6kxdCCPGEY6n2UO1LQghx/PGIH9B++tOf4hvf+AZ+53d+B61WC5/85Cdx1lln4bnPfS7+9V//FckJ6HF85ZVXolqtHvjZuXPn431KQgghliFLtYdqXxJCiOOPR2UScsEFF+BLX/oSHnzwQfzZn/0ZVqxYgVtvvRW/+7u/i7Vr1+J//a//5TThWEqGhoYQBAEmJiYOi09MTGB0dJT+zujo6KLyASCbzaKnp+ewHyGEEIKxFHuo9iUhhDj+OCaFqletWoWrr74a73nPe/ClL30JH//4x3H77bfjPe95D66++mpccskleOMb34hnPvOZx+LjFk0mk8HTnvY0fP3rX8fFF18MAEiSBF//+tfxxje+kf7Oeeedh69//et461vfeiB2880347zzzlv053thAi88+NfQHClmy8xAACDyrBgxWETBwg4z1wDQIcYU9dhR4JYUMSZ1d51x32kuQJwISAFiANRIwFVUEhl7HUnWUVSSaI2THD/fcs4K2FcQkS8ADARW6JslbQ5wA4hKwvv4gbYtNL15lhef9nZbc4zerbx989P2mlkRbwBo9pPC5Q5PiOK4/YfiDlLFFYC3r2JiSYNXtWbFWVlhVgBIyvZ822XeFx1SxzUp8osbyNs+Hoqs+B0Ayr4VibsKzidE4N1M+TnMJfba5lilVACNlp0XfouPs4AIvwMm+ga48HsxhUdJMdH9H0hMQhxznplWpI45tBx5PPbQNPQOM1dJF2ESkrpMQsi0cpmEZEih96zPTaIyZIHxF2EC49oHmckOM00AgHaH7IMOgwQ2f/yWY5HskE3TZZZFcO2DKSuuXDz6dS/u4eewqlw1sVNyXPqxJpylcd8je17M1+9dlT4Ty07zvs/MkzZ2FKpO+u0fKjoD3EijNkYKefNtFyAmWmt6KjR1TXbaxIYDvj9mPW7cwaiT/WI65kXKp9o2Xm86TEKatt0dvj58vLOxDixuvDOTkMi1L9i+jx3NmER2TGYjfl6F0HHRhDRDTELix6FQdRRFeNnLXoZbb70VV1xxBdI0Rbvdxhe+8AWcf/75eNaznoXvfe97x/Ijj5q3v/3t+PSnP41/+Id/wM9+9jO8/vWvR61WO+DqeOmll+LKK688kP+Wt7wFN910Ez784Q9j06ZNuOqqq/DDH/7Q+UAnhBBCPBqW8x4qhBBi6TimD2gTExO4+uqrcfLJJ+N//+//DQA455xz8M53vhOrV6/Gd77zHfzqr/4qvvrVrx7Ljz0qXvrSl+JDH/oQ3vOe9+Dss8/Gj3/8Y9x0000HjEB27NiBvXv3Hsg///zz8cUvfhGf+tSncNZZZ+FLX/oSvvKVr+CMM85Y8nMXQgjxxGc576FCCCGWjmPygHbbbbfh5S9/OdauXYurrroK4+PjePGLX4xvfetbuOOOO3DNNdfggQcewCc+8QkAwFVXXXUsPnbRvPGNb8T27dvRarXwve9977DXRW655RZ87nOfOyz/kksuwebNm9FqtXDPPffgBS94wRKfsRBCiCc6x8seKoQQYml4xBq0ZrOJL3zhC/jEJz6Bu+66C2maor+/H5dffjne8IY3GCtf3/fx+te/HjfeeCO+9rWvPeoTF0IIIY5XtIcKIYRw8Ygf0FatWoVKpYI0TXH66afjzW9+M175ylciT6rXH8rIyAjabYey9gmKH6TwDxFKZwMrPGRmIAAQEAMJLEIc7TJq7qS267tM4Q0gTohBR8zPwSPiRy92nAWLO8TcFIf4NyUV3ZmJAAAkxBcljfg5FCM7bpn5AwAUielL5BD5MlOIGhGvA8Bsp2hi8w0uao9q9pqzFT7O8rut4UUh5rlJ1p6b5zCF8Ods+3gzFX7cOW6wwfAKRFDex93p2kT43RzgY6fdZ2PZXi4IHs3b8x2LKjS3j7jnhOBrZUzmQN3RvkxYP9vmYvsWMQkJiOgbAMKm/bxFmRw4xg41+2GibwAg5gdp5DDaIdPF5Te0XHi899A4AnBIu6WOfmBzm62xAPg7OQHviMC34zzncJ9ajFkWW09du0qTDJx2wm+LujExJuryc/C7ZP6Q2M8PbELpIsyymJkOAIDMlTjD172Y+Ar5WT6H+7LWuGkgXKC5vQ7Tlw65hwkcvRQRM5mmY4o0Bu31pb7dMwEgIWPYtS/UV9pY6yQ+Vk8ascYoTynvJZnA+ox1aB3wed9Hnu3PVsrPYSa2Y3ii00tz9zWtSUi7xu8/cvY2AVGd91tQJ33f4utWyvYLh4kW3ReyfM7GuaM3CUmz9jryEW/fEnEBCojxDQB4GXtc5z3xw3jED2iVSgX/43/8D7z5zW/Gr//6rx/17/1//9//h1e96lWP9GOFEEKI4x7toUIIIVw84ge0LVu2YP369Yv+vVNPPRWnnnrqI/1YIYQQ4rhHe6gQQggXj9gk5JFsLEIIIYTQHiqEEMLNMbXZF0IIIYQQQgjxyHnErziKo8cPYwSHCF1DKng+enMM/xg8V8cpMdJwmI+kJJd6lwBgOknnpTHx+WKU/Q6RODMPSV1NRuJObSq5EN8hDOXmLkdPwtocQExO2HOcA/F2cYr7PSLS9afnaK7fIeLfLheDp20rsk0WYXDglbjA2+vvM7HOsBU7A0B9xAqem0P88zoD9jpW93LzknWFaRNbFVqBOAD0+lbgHXl8+W2k1pSkwlwwAEx0rfB7X5O3WVy3xyB6fwBA2GAmIbyPQfqTir5dZPi1gZjRJDmHkVFkxzVb48RBktCDd6h5kmNtSBfRlbTJnX4iy9PFxTlu2N7mugQWdxj9OONHi+/oN9KfqcNPhO2PvsPche2DGZfJmaMpmU/D6swMzX3y4ISJ3b6OGyHNRtbtJKrxi2bX3Cnza06H7Jp80ihf658+tMPEzi5up7nroqqJ9frc9Isxn3ATi/G4z8R2tAZ57kKZHJivyRHZCjML/AbPb9g2S10mIeS+z3OMa4/sF8y4DAC6ObIvEEMcAEDOXkdPlpvA9UXWLSWMeb/5EZkbnaNbVPUNmhBCCCGEEEIsE/SAJoQQQgghhBDLBD2gCSGEEEIIIcQyQQ9oQgghhBBCCLFMkEnIEuD7KfxDqsNHizAEYSR4dL//WEL9RFx/BiAmHy5h6GKE6lR0vQgxt0uz3SUX4jbzOHqDAmb6kvO4IUNvaMWpPXkrxgWAyR57Ic1+3hm5gbyJZRtcgIy5BRNymkKwPs5zla6XI/EebvzBDEFqY1ykWxu159AY4XOoOFQzsVN6p2juqbm9JjYa2LYBgIJnz801j5nwezweoLm7W/0mNl13GKssEKMSe7n743ViiFN3CLyJEYzL7McL7Dl4ERd4p8wkJMsF/8xDZTF+Qyciabj/58D/O0yXvEdr5qF+ODIus6tHe9iYGC+4lmkST7r8vJqxnWy1hK+95BQAAGVimnRKxNfZ5/ZvMjF/PT/w5v4VJjbfcJg3EIeX3hxf41b3VEzsKWW7/gPAOYVtJnZ6xhqdAMCIb2/BI4+vcfXEnttEzHO3tkdsrDZMc2eqdi/NVPl9QoaYhERz/F7Fq9n7kqTF71WQ2v3GCx1uHjnbn3GB7yGdAjEJsbc6AIAob/exvgx30RoI7cYZOSZXlLXtE8cOw62HoW/QhBBCCCGEEGKZoAc0IYQQQgghhFgm6AFNCCGEEEIIIZYJ0qAtAVGYHFaomhE7hFqL0TIxXE/g7H1ZVkAbAALfvh/ccRa8JMUxHbqyR/3uvUv3RF589x0vw/tEZuV1eKu1una61B3v3jdJRVCX5iiEzS37/B3lsahiYqvKttglAEwM9phYbYy/1x20benQJLBFkAEgM2OP4TcdxadZu0d88HQL9hzafaykKdAYJn0xwsdTfcyeQzjK3y0/bdjqIE4v7aG5GzKTJjYU8LGT9ew78qwgNQDMJPY69nSs1gwAdtVtvDrPX7KP5u25RQuOYrTzZGI0eNHOlBUeJ5oCAPAiMl+IpgAAYjIeunlHoWoyTFz6F7GfJAActdIPwyOiXM+lMWTdTsYzwDW9HUcl5ZjuZI41neQuZh/MOtbeQ3XkD9F17YMknoaOs/Bt3KnF7pIGjh2adLI/Bm2eG7SIvrrFL26mZdeXqS4pdgygmvAB1keaYsyxdp6ff8DEBhxa3wd6rAZttsM1uWxMMY03wPfdddE+mrs6tEKtkYDvY2xfaKVc+z2R2HF5X2clzf1ZbczEtlX5HhLP2HPL8xrcyM2S+8Y5vi+gbtuS7hUOWEFqAADRsHeKfJx1inYedUt8DpSJln8ow0XaA6Edf5HDNyCXsf0Zd6VBE0IIIYQQQojjCj2gCSGEEEIIIcQyQQ9oQgghhBBCCLFM0AOaEEIIIYQQQiwTZBKyBARBgiA4cnHpxYijY4cAn/mJBA4jjgwRNLrE0SE593bIBdppSExCHOJfhGT4kUK2+z/QiktdxZH9jr0Ov8XbjJqEtHmbzbetmcFMlwuQK4kVUjdTLjjt9a0YtpcU8gS4MNlVMHNi1Bag3NUZorlzRKzcKTqEzRWbGzYcphAknJAxAgBdUlSy1cNzW6Ruc3OYn0Nm1IqVT1thDT4A4JzenSZ2Vm4HzV0XWnF0yeMmLMwgpkoKUgPAzm6fid3ftIVHAWDXgjVyiSvcdCNHvGSyVYdJyAIRc7tMQsh8g8fnvJchY8pRuDwmwu9O0WGmRA4RPzb1f58wpAE3szAkpIisawticUdHdEmRXdc+2CGGInHqENovYh/MeXYO5gM+LzOR/bx2hs+fOGM/L8kcg32QkHb4+fpNG3et08wbI5jnt4eTC3ZfeaDBiyCvJ0ZKANDrWzOmYYeRxlpirtLn88LPG8nn1VJuNpGkto9yDqMHZtrl2qNLnt37A8d6yAxBJmJupLGpbdv4J/U1NPeeyqiJTU9xI5fstL2O3Awf17kZe77+HDfcSus27rpn80LbR16Bm10lJWISUnasG3aoIi7xcxgo2EkwmuUGbMPhnIn5DhO4PFk3uqFMQoQQQgghhBDiuEIPaEIIIYQQQgixTNADmhBCCCGEEEIsE/SAJoQQQgghhBDLBJmELAGRHyPwDwoTmeC56RCyNhPbRQlsxXPnZzuewZkYthTw4+YiKwxdiI5eHB1nHX8HiOy1eYsQRyN2KNWJoUjQ5MLQqG6vI6zx852vWXHq3qY1aQCAqUKPiVWJsBQASkRZX/K4YHp1OG9i5xS20dyFIW4WwdiT7TOxdh///ahq2ydo8X7zSLOnjlUnJh/XLfM+TvrsmOwb5CYsp/RbY5WziRkIwNvylKhCc/t9Ox4ij1/cXGIF0+Mxz93SsgLvLQsraO7krBV+R7O8L5jeOVPlYmUm/E5dJiFE+O2ax17OdnJS5OOsU2ImIdzsISZ6cpmEHJn05z8P4REzEADwusQkpHP0pkt+l3dEs2v7d4G5vYDvjx1wMwWGex+0J+zaBwsZmzuX5e0Q5+z4Z7H9J2HXeo8ZhzhI29wkhJn6hPM8N1u17Zup8H6rzlhjrE1lbmLkMlko+raNA4/vjwO+bZ9BsvYCQL9v93Nm0LQfm+s7bol92PZxGX8wE7dqwtfOfeQeZlOHt+WP6mtN7Iez3CRkx5R10Qom+T1Fzvq1oLDPcb80QwxB5uw9CQAkzaO/T/XJvoASN2Dr9NjcVi/vi469DUOmzNeN0YK9jpWOvX/QJ/cajimbj+zndUmMoW/QhBBCCCGEEGKZoAc0IYQQQgghhFgmPOEf0LZt24bXve51OPnkk5HP57Fhwwa8973vRZu8BncoF1xwATzPO+znj/7oj5borIUQQgghhBAnIk94DdqmTZuQJAk++clP4klPehLuueceXH755ajVavjQhz50xN+9/PLL8f73v//A/xcKhcf6dIUQQgghhBAnME/4B7TnP//5eP7zn3/g/9evX4/Nmzfjb//2b3/hA1qhUMDoqBXsL5bATxAGB8Wg3dSKhevMIQEucTSv3M6IHELWgm+/QSyFXMhazNjcqZxDHE0MQeIcP4c0R4xRXOJoch2uqvQg4tSwxsXRUc22e7TAxdH1eZu7q8ZNQh4oDZvY6mia5vaSvuh1iKBHAiv0PT0zQXPjsm0z1u8AcG9+pYnt6ufXVq1ZR4Zmk/dbmti29IiQGwCinDWs6CtwofFIyQp6n1SyZiAAcFphr4k9Jbeb5q4nRi4jAe+LrGfHbyPl5ztBxuqm9mqae299zMQerFjRNwDE03ZM5mdoKnIzds5mZvmcR61uQmnLIfomongvw9sMRftHrm6Zi9dbPXb8tst8bnbzxBzA4+NM/Bzv5z8P/W/M28vr2LEbtPn6H5DlxbHkoNUmJiFdPhbmE7vmtFKHOQExhXDtgz3ErGIg5GZDvTli9JPn7dDN2z2+k+fnkBTsNVPTBABencxLxz6Y1u35BlV+75CbsefQ6uPGZR0yXx8sDNLcQngyjQfEoKOZ58ZN68JZExsOuLlRFrbdI28RxmMOurBtvJDwgV1NbO44czECsLVtzZ/urvN94a7KKvv7E0M0N91rP6+4l6+dxXE7hnOTfF/wZuz+mCzw+ZJ27T2XF/Ix5RXs+SY9vM1a/XbdaPFbFXR6bV+sKNs5BACr83acrYr4ZjpAjITa5L4eAHKhHatdEmM84V9xZFSrVQwM8BueQ/nCF76AoaEhnHHGGbjyyitRJ4vjobRaLczNzR32I4QQQjxeaF8SQojjjyf8N2gP5/7778df//Vf/8Jvz17+8pdj7dq1GBsbw09+8hO8853vxObNm/HlL3/Z+TvXXHMN3ve+9x3rUxZCCCEeEdqXhBDi+OO4/QbtiiuuMCYeD//ZtGnTYb+ze/duPP/5z8cll1yCyy+//IjH/4M/+ANcdNFFOPPMM/GKV7wC//iP/4jrr78eW7dudf7OlVdeiWq1euBn507+lb0QQgixFGhfEkKI44/j9hu0d7zjHbjsssuOmLN+/foD/71nzx4897nPxfnnn49PfepTi/68Zz7zmQD2fwO3YcMGmpPNZpHNHn1xYCGEEOKxRPuSEEIcfxy3D2jDw8MYHrZGDIzdu3fjuc99Lp72tKfh2muvhe8v/ovDH//4xwCAlSutmcIvIgpihMFBsWIjtkLJBYdJyHxixfbNtEJzmTjad3xJWvSswHUgcIijs0QwmuPC5G7eDqluwSGOztt2CPLcXMAjQlSnOLplr82vcYODTNUKUTNVfr7Nir22vVVSqh7AfaUREzvJITgd9HeYWM7jpibMmOIkxyyOvD0m1udzHeWarDUw2VHmwu+Jtr3m+Q7vt25q2zL0uLC+ENo+Gs4s0NxVWSvoXZfhJiGrQ9vuYw6Reb9vx0Pk8QZmhiATMReOb+rY8fAThxj83llrTDQzVaa52WkrTM5Nc7OH3LQdU36Vj4eUzLekw9uMCb99YgYCAEnZxtu9XDje7rGidjL0AAAxMwkhRgTiCHT5vATpd99pEmLbPGhyc4J2y/Z7tcONASqxHTfNlPdvTExrQmIeAQBl4mAyRIyCAGAoZ+fE1iKf792ivTanwU3Jmm5kiGkC4NgHG9z4I23Yfduf4+tplpgNFUq8zbrE9KuW4fP9px43WWvH9tgzfUWaO54bNzG3eYNdz9i9DsCNSmLwPmoSA4hK4jjfbp+JbW/zvfS+mt0XtlT5fe2eSXtcTPB9t7DHXgczAwGAwoTdx4J93IAnrRKTEGLKBoAau/mO+zv02P2tM8DnQLPf9kW7nx/W77N9v6pcpbnrcvb+YTTg7dDn2/add7ghZXx7n+r5jrX2YRy3rzgeLbt378YFF1yANWvW4EMf+hCmpqYwPj6O8fHxw3I2btyI73//+wCArVu34uqrr8Ydd9yBbdu24atf/SouvfRSPPvZz8ZTn/rUx+tShBBCCCGEEE9wjttv0I6Wm2++Gffffz/uv/9+nHTSSYf9W/rzv8B1Oh1s3rz5gEtjJpPB1772NXz0ox9FrVbD6tWr8ZKXvATvete7lvz8hRBCCCGEECcOT/gHtMsuu+wXatXWrVt34GENAFavXo1bb731MT4zIYQQQgghhDicJ/wrjkIIIYQQQghxvPCE/wZtORB4CYJDjBGaxCRkrsvFk/OJFUrWEy5kjYnwMPJc4mib20cEtgAwkLXC5EyBm1h0i1Zs3Ck4zrdATEIcbmNexuamdX4OKRGtegv82jJVK27OEjMQAMjO2Ouo9XJx9JaSFfqOZB2CU9LukTdFc0dIdzLjEABYGdi/v5R9LoBfRYTxU9m9NLeS2GuuJbzfOkRc7RMzGwAo+rbfXGNykJidDDiMP3pJ+xR83m+MhYSY5ACYSOznbWpzgfeP6mtN7K7KKpq7c2rAxMIJayQAAPlJGytMcfOczDRpyzk+JhNiMABivgAAXoasXUUuoO/22nHS7ON/J2z32lin12H8USJ97xgPYj9euv/nwP87TJfQIeYyLd62YePoTUJaTWIU0eLzcqZbMrH5hK/T3cBeh2uNLHj23FY4TEJW5my8p8TXhtmy3bfbvXycd4hJTkTMdADAm7dzzWtzc4KExD3HfA9ydl7mc7x9k4jMd2IIAQD1mK8DP2vZvp9u8NwHe4ZMbCxfoblDkTVBKQW8jyLPjpMk5WO1Tva3fR07JgFgomWdjHbVyGIGbjJWm+F9n5m044St/wA3BCns4WYe0bgd1+lsheYmdbKHOPYFP2/ngNfLXZ7iQduWzQE+Z5vEb6U9wNeu4T47HjaUHGZikTVKc91TFDy7H7PxBAC+Z9dEFqO/e1RZQgghhBBCCCEec/SAJoQQQgghhBDLBD2gCSGEEEIIIcQyQRq0JSD0E4SHaL4WOvb91dDj71+zd+/nUq5H6cK+Axs5urhAtGnDjnfvmXaqt8CLY06RArXtkkNj0mPPLSLv7gOAN2ffAfda/J1q+u49KfAJAEHFtnt+H2/fdtm+E80KkgLAnnyfid2V4ZqjnM+1dIyYFGMe8fn7zAXfXke/x9u3RN6fHgt4HzdT+163q2gsezvd9VehDNGDZB3ahhwZv1nHHGLF2jspf7d8IbVjZ49DmrOlbYuM/qi+jubeOWuLUt8/wfVq6V6r8ShM8HMoTNgWzk1xzYU3Q4qMzvPCtWnXjklWkBoA/JJt96SX90VrwI7JVr9Do9Rvx1S3l/dblhQMjh0FasV+vHj/z4H/7zgGeousp03etmGDFIluOGZ8za7/sw2uv5noWO3KNNHCAsBJqV3r8x7XyJZ9O6aHAz4nVmVmTWykxDVdM712324T/SXAC+9mKvzaogXbDp6jUHBK9EJUQwTAJ5qjjO/oN7JOewnfM/0OP0azZveh8Tl+jKk+W8S4RDTeAFDO2bbIh3x/DYkO36VBa3TtOFlo8f5cqNt4e57n+kTvXiBadwDIE+lUYZLP2TwpPh1O8vu7dMaO68RR0DwlOlU/4+j7sp0D6QDXoDWH7Z5XX8HHTmvQ7gvRIN/z1vXaa1uf48K9NaHNZfp1wFX4nvcFG1OucfZw9A2aEEIIIYQQQiwT9IAmhBBCCCGEEMsEPaAJIYQQQgghxDJBD2hCCCGEEEIIsUyQScgS4HvpYYXpFtpWMOoSDTJxdCXmRg91YvLhEkczkwVW/BcAVmYqJraiyEWkUz32fDsOcXSr155DrswLdofEiMBjxXQBpA1rbpE6cv2qFXlnHSYhhaL9e0ac44XAF7L2Ou4PubDZhxW9xqlDXJ1a0eqpERe9jpAiz0wUD/BCrq7iriVHoenHAmbwAQAJOYfYUTBzIbWC6RlSZBoAdnftONvSHqW5d9dPMrF7Kitp7oOTtrpmspcbART22LWAFR4FgAIRgwf7uHFBWiUmIQ6DAVZ41icGQACAHivi7wzwNao5YI/b6ueH7fbbPsr18XlcytvriD3HtQkAgB8D/qFN3OFzImUmIQ2HSUjNCuVDYgayP27HQrXO1/+Jlh1jU11uOFAl+2DJc5jLkDVuwOeGUmszUzZWtEZBALC73xYmnq/y9bRRte2QcRhmBAt2ffIdZlno2mtmBloAN4VwmjkRQyi/bfsHAMIG789owe6brQrfSzs9di2Zd9wnVLN2nUwzfO1k/lMOryt4xOzEb/F7tqBucwv8dgmZqo3lZvlJ5KZtf2b3cSMvf9ruAWmFfBiAhBioMZMogBtF+WXe9+mgXdhbK7h5VH2F7fsGv11Cd4U9t3UDFZq7sTxuYqdkbAwARkiB+4LP97xOanObKV/nmrGNd4nZCkPfoAkhhBBCCCHEMkEPaEIIIYQQQgixTNADmhBCCCGEEEIsE/SAJoQQQgghhBDLBJmEPA4stKwAuNnlXUHF0QUujp5PKibWswhxdK9DHD0W2Qrrq4s2BgDbegZMrNHLBc+tPiuybfc7xNFzRBxd4wLZlAihXeJob86Kaf2MwyQka/soyXCxchLYv33UPS443ZRYoXm9ywXllT57jKkiHw8bMhMmNhpwA4mBwPZ9gRjJAEBE/q4TOXIXAzP+6DiMP5pEpFt1eJdMJ7aPdna48ccDbatM3rTAjT/uq9jc8SlrDgAA/oQ1yikSMxAAKI5bkXhxDx+/0bg1REhnKzQ3qRMTIEf7+nkrzPfKJZobD9p4c8hhiDBor7k1yAXThX47v4d7uNo+H1rheJeYw4iD+O2H/YW2zY0B2HrqOcxlwprNzSzwsRAt2HWkMc8NpfbU7bzaWbJ7DQCsJ2YeQz7fB0ueXRv6fL4XrworJvakAjdo2tlrDRLudRjntObtOdRrfD0N63b9z7X5tfnEJCSd5UYRzBSCGYcAgB/bNSPs8LFTqHMDiUzVXnOrn4+TdtmOk06Rr53drG23JHLsTewQDpMQNnwCviQjbNiDRDV+4EzVrn2ZqsOAZ5as38TkDADSedt3CTFPA4CUGFa47oGoIcgQd3nqjNh9oT7K+7g+QvaFFXxf6Buy17axz97rAMCT83tMbE3I50Cvb9cel0lZPbVmVZWYj/Vax7Zlt+MYaObzhRBCCCGEEEIsC/SAJoQQQgghhBDLBD2gCSGEEEIIIcQyQQ9oQgghhBBCCLFMkEnIEtBNfCA5+Cxcb1gxoudx0eA4MYDYU+qjudPEFOLYiKOtIcja/DTN3dJjjRO29jvE0RUrnmwMOIwp5qw4OlrgpgV+ywrY4xoR2IILZ/0KF5GGkW2fQsjFyqlH+jh1CE67tn0ebNl2BIC5lu23Pb3cmGJbccjE1mR5v41E9poHAy4SL3pWxJxzmNH4ZFwnKW+zNmzf1xM+duaI8cdUl5ul7O30mdj2xiDNfXDBGg/smrW/DwD1aTsms5N8DuWsbwGK49ygo7DXjt/MBBeDY6ZiQi5x/6LE4D1W8JwO8PZtDhOTgxV8rLeG7HgIBrnhxJoBu+6M5nk7sDHVjh0qfgEACFspgvSQ/iDjAwDAzCbq3HDAr5GxO8/ncDRvx0hzzmGWtWDH4/ayXd8AYE+WmSNxE4EC7PjPEwMtABgL7TWfQj4LAHb3WOOE6SFrdAUA43V7zY0Gb4ewZc/N73BzgmxM5lrC7zOSeTuvXMZaMTPWcpiE+A1rpgAAmXnbFtEMHydxye6l3QJvnyRrx1Ti2qPZEuU0CbH/4Lf5+h007TwKa472WSDts8DvVVJyD5My4ye4+46eQ9au334Pv7fCoB3X7RGHOcaY7beFlbwvGqO2LfMj3LTuyYN2zp1R3E1zTyH3xCMBv8dkxnmtlPfbTGLPd0+Xm6XMN207xEfpX6Vv0IQQQgghhBBimaAHNCGEEEIIIYRYJugBTQghhBBCCCGWCXpAE0IIIYQQQohlgkxCloBWHCKODzZ1p8ZFyIzJohVr7ixbIwMAGM9aEf+qYB/NLYCIMh3i6NHAiqPXZ4jrAYANZWtuMdnPRaQLRBDemON/M8gsWDF3UHOYhBCBrN/hJhZJy4p0kwUuTvV9K3DlFguAl9q+8LtWLAoAfpuI5YmRDABM12ybVQasWQUA7OjpM7HR0ijNHSHmCwMRb4dSYBWuBRIDgICormNwoXAnteLdha4VMAPAbNde81STj7OphhWkT87zsVOfs0J1f4bPi+I+ex05Pt1QmLTC8fwkb7Nwcs7E0hlrmAFwQ5C0y4XNXkgMBsq8zdKBPhNrjXCTg/oK228N7nGD7gp7bicNclOeU8t2jRnN8tx9HdufLYdxgdiP30oPN40gZiAAkJC1kxkxAYC/YPeKaI6Pm2zVjptWha//1Yqd7zt6uSh/W8Gah6wOZ2huLzE8Kvl8zekl++P6iE/4qYI1LZjp5+3ATATqLT4v/Y5tHy/mu5CX2mO49is/IO0+z82Gkqbt+8RhVpG2HWsR2WP9PDcJCXO2fcKs40qIkVcaOr6H8Pg+RFO7xBDEcU8Btu6QNgOAlJiopI65xeYhUm5U4hEjDC/ruP/otfcq6SA3HmsP23W2Nsb7okYMQRpj3IUlWmnHz6nD/B7zqT27TOwpOW4Ssjpg85vfLyXknria8L7Y07XtsL3FTYsWanY9Sfh0MegbNCGEEEIIIYRYJpwQD2jr1q2D53mH/XzgAx844u80m0284Q1vwODgIEqlEl7ykpdgYoJb6gohhBBCCCHEseCEeEADgPe///3Yu3fvgZ83velNR8x/29vehn/7t3/Dv/zLv+DWW2/Fnj178OIXv3iJzlYIIYQQQghxInLCaNDK5TJGR7n+5uFUq1V85jOfwRe/+EX82q/9GgDg2muvxZOf/GR897vfxS//8i8v6rPb3RBx52BTewu22T3+KjEqefu+7C7Hu/c7C7b47rrI8e69b9+TzpPiygAwQApYr3O8e39qcdzEdvfx95l/tmA/r+Uoalqv23eqgwZ/lzjfJpoJlx6lahveVeSR6X1cf+GISCHDYocX+g2JBiEi1wsA0TzTbfB2mOq1x50q8XO4r2SvuZjj7ZCPbFtmgkdfqLqTkGvr8CWq1rLvvTcb/F34mGg+A9KOAJCr2HPLVmgqcjP22vL7eDtk95GC6NO86HJKCqW7dJFMb8a0ZoCj+OgQX0s6I0RrMMqPWx+xbdZawYse9w3ZOfSUPv5mwpOLe+zvB/zlfaZfbIXSoB2JsJUgPGSdYoXM9/+DXctSVyFcUsA6rHIdR7Zi52umwudli+Ru7+Nj9/7CiImtjqZp7oBv96usx9ecgm/PYRS8YPdpmb0mVinzdXqBaJPv7vJ2aCTkGLTiMgCynxcceqxsZD/Pj/h890ih6sRRkNqlh2Vx1zF8oiuDo9gw0165cqkGLeUaqZTs5875wgq7O3Kdx2B4tu9YkWkA8Ir2Psrr4Xt/MkD0u8N8rNZGbV+w9R8AGmO2zYKVfL6cssLqzc7p20lzz8rvMLH1odVtA0C/TzTljru2ucSe256YrwVb2naN2VJbQXO783bdSBqOG/6HccJ8g/aBD3wAg4ODOOecc/CXf/mX6DoE0QBwxx13oNPp4MILLzwQ27hxI9asWYPbb7/d+XutVgtzc3OH/QghhBCPF9qXhBDi+OOE+AbtzW9+M84991wMDAzgtttuw5VXXom9e/fir/7qr2j++Pg4MpkM+vr6DouPjIxgfNz+xe0hrrnmGrzvfe87lqcuhBBCPGK0LwkhxPHHcfsN2hVXXGGMPx7+s2nTJgDA29/+dlxwwQV46lOfij/6oz/Chz/8Yfz1X/81Wg4700fKlVdeiWq1euBn507+Fa0QQgixFGhfEkKI44/j9hu0d7zjHbjsssuOmLN+/Xoaf+Yzn4lut4tt27bhtNNOM/8+OjqKdruNSqVy2LdoExMTR9SxZbNZZB21JoQQQoilRvuSEEIcfxy3D2jDw8MYHnZUQ/0F/PjHP4bv+1ixgov6nva0pyGKInz961/HS17yEgDA5s2bsWPHDpx33nmL/rx6O4MgPCgUDOeJ2NMhiWvlrMBwZ28fzd1WtIXyNmS4AH/Qr5hYNuCiYFbAeoQUrwaAU7L283b3cDH39KAt3Lm3zs8haNqhGrT48A1I0dosKzQJwE+IKHiemzcw8xBmHAIAfmw/L3QYlQR1W1A0XOAi3WzFXnOzn4ug22Ub75AYAHQL9gaukudtNhORNgsd4uqjrwUKr2uTvQ4/gN+y8ajBc/PEXyPi3YbsnL2ObIULubMzdjwEs9zEwquQ4tOuQrANO7dcYnI/Y9cHV/FpkOLT7RGeW1tpj+sUg4+Sovcj3NTkyYN2fTi9xIuMbsxak5AIvB12+QMm5rsWVQEACJoJAse6eBjEnMA1HpOaHf/+PJ8T2VlrcJDt5y/1tGdsvNrL18j7Sva+YCy3kuYOB3atL/p8b+v3rOFAj8NYa11kx38zteYGANDqtXteO+br9GbYe5a6x9shJcWnY4fxR5K1BhLZAjddCmZsOwTEOAQAUmIaA/BizLQQM9ymXY8aMq5dhZ8fk88CN3TymCkKAC9v54tXcPR9r7236gzwQunNQbLWr3CY1JBb5sYIb7PMqJ33pziKTz99YLuJPa3wIM3dSAx/RgJulhIRw59G6ig+Te7ZNrVPorl312z8/iovVB3O2bZMmg7jmof/7lFlHcfcfvvt+N73vofnPve5KJfLuP322/G2t70Nr3zlK9Hfv//BYffu3fj1X/91/OM//iOe8YxnoLe3F6973evw9re/HQMDA+jp6cGb3vQmnHfeeYt2cBRCCCGEEEKIo+UJ/4CWzWZx3XXX4aqrrkKr1cLJJ5+Mt73tbXj7299+IKfT6WDz5s2o1w8+8X/kIx+B7/t4yUteglarhYsuugh/8zd/83hcghBCCCGEEOIE4Qn/gHbuuefiu9/97hFz1q1bh/Rh9S9yuRw+8YlP4BOf+MRjeXpCCCGEEEIIcYDj1sVRCCGEEEIIIZ5oPOG/QVsOtBoRfO+gEDNH6oT6Dsf/OGu7aJoIQAFga48VR6/L2YrnADBKxNElj4txS74VYA4HXEC8PtpnYtOFXTR3pt9eR63FjzvfsiJmv8P/vuB37TG8LjdDyKTWFML3Hc4WVdtxLgFzTETTviPXb9rOz9as0QkARFUrCs7NcKF6u8eOnU6Rt1mnQATlOZ6bEJ154tK8LsYkhPgOuHweAjJfwgY3KolqVvwbLXCTg2jeGrkEc1zo7hHzg9RhGpM0mja2CPG7n+UiaL+HjJNBbsrDDEFqY3y+1Vbavq+P8fYNR237nOoQgz+1x64FZ+a47fu60M63Zqq/KR4rglaM4BCzDy/gk9gnpgWuscvMH+Awwwkrdi3Lz3ATi3YPMTzq4evejqId//fmxmjucGjX6R5/G83Nhvaa2d4IAEMkfkpUobmdgv282DHOfc/Owc0eNzurh7Z9k6zDJCpv+zhf4gYUubJdMzKz1jgEAHzX2knMQ9g+CAApGWtp17ExEPOalBmBOeHt47F7ApfxBzP5CB3GH1my/uZ5W6YlO6a6PTy33W+P2xhwGH8M2mtrcb8LtFbYdu9Zwef3qUN2Dzi3lxvlPDVv4xsz9l4SAEbIvWeWGNkBQCu1+/lEzNeuLR17r/yT+mqae0/Fmg5NTNt7VADIVmz7xsTkjKHdTgghhBBCCCGWCXpAE0IIIYQQQohlgh7QhBBCCCGEEGKZoAc0IYQQQgghhFgmyCRkCejWQ/jpwabOVG1O2ORC1iRjxYQ1lzi6p8/ENudHae6qaNbEev0Jmpsl1dhdoszRwIpIN2b30Nxq2YqQF7r82u7pWoFrI+ZmKV5s/+7gpfy48KywM/IdAm0WJ2YgAJAQwXPS4ILptGPbzCciagDw560oOFPgYu6IiIqTAjeFiHPECMAhKE8yth3cJiFEDEuMWQDAs14e8Ds812/b5KDJheN+3QqF/brDlYe0e+roN2b8wQTtAJAS8brTlIGIxL0ebnKTDtjx2x7mBjPMEKQ2ysXKzBDEW8nb4UkjVgx+Th83/jiLiMHXEzMQABjw7RqzL7F9CQBN4lzTJONJHMRvdeHHh8yZiK/pHhuPZDwDfJwnNWumAwB+xa6d2Wm+PuXL9hw6JcfYLdr1cEvBGmgBwECmZmK9AT/fnLfXxE7y+DqS9+x+M+JYIxNMm1hQ5IM3Iq5JObLnAsDmrL3mSp6vDZ2i7ftOie+DrR7bR7l+fiuZqXITlWjBrmd+zWGi1bJz3mvzdQDMPCR2LASOfYifBGkLh/EHiElISszeACAm+3FccBnl2GMw8xwAaPYR448Bmor2gG2fdJD3xcohu1af1j9Jc88u2z3gDIch1AZioMPMQAA+t5gZCABMxHaP3tLhJlp31deY2N0Vbi60Y59tzHQfv8fMVGzM4VNi0DdoQgghhBBCCLFM0AOaEEIIIYQQQiwT9IAmhBBCCCGEEMsEPaAJIYQQQgghxDJBJiFLQFAL4ccHmzpbtaLMqM4Fq3FkRaCdMheG7itb4e39RS6OXpWtmNiAzyvCF31rDtDv8Qr2PUTAuTrk5gI1Ihit93JhaDu217yJmIEAQD21IvGUmVUASAJ7vsWIHzdL+sJ3CevnbVu6xPJMWB87cj1iPuItWKE7AHgV25ZBlrcvjTuuDaFthzR89H/r8WIyB7rcjIDGHQYdaNm408yjRcxdiInL/mQiPvccBjNZK5b3inwOeT3W+CMZ5CYhzWF7jPoIX9brI3YONFY6TFhW2vG3YWQfzT2XGIKcU9hOc0+JZkxs2CEGD0HWvpT3xWzXzvlW12EkIADsn28eDhnDeW7owFZOr8PbNq3bccPmFACkZI0Mp/mcyDMTC4eZQpy3438iZ+cUANyTWWlipYCfb86z1xx51iAHAFYGdh1wGWutJNu5D2vitf/z7LpX9q0RAgD0RnbfvS/H7wf2lHpNrEaMWQCg3WdPuFXl6140z+d2ZsG2RVTj4y8kbj9+ixt/+G1ixpQcvSmVizSwsyBx7HnMRCvO8dxOwR63U+S5beLv0rHdtj+3115z0s/nbLnfztk1fXz8ndpjDUHOLOyiucwcznUvOOTbvnfNF2YIwsxAAGBLp8/E7myso7k/qq62vz/F50t33M6N/ATvt9ys7Yu4fXQGNfoGTQghhBBCCCGWCXpAE0IIIYQQQohlgh7QhBBCCCGEEGKZIA3aEhDOeQjaB981zs1YHUVY59qKhOgzOkWuQeuWbe6DRV6dcChnC/ANhbzoco9v9STZkGt4SuRdYvZ+McCLE3YK22huJ7XXnKRcV7bFs+8N131ezJlppxKH9irOWh1QLs9zgxl7zYGjqHVK9Gas0DXA9WopKcQMACCFlF3FkWmc6CicuY7i3oshTYgowFFMlLUDFlE8N3XoEpiuzNlmIdGVuXQ8pHhu2ucoGjtgC7A3h7iWoz5MCrivoKlojNhry4xyreMpw1Zbc24/LzL6S8UHTewpGV68dCyw84UVHgWARmrnQCXhuXsafSbWaR5lNdATlTQ9bH6lRT52kbF95jvmGisUnLj0nkQ762d5/2bJOltwFF2Oc3ZOxI7jbs/Y/dFV+DlLikRnPJ7LNGSuQtVMa7OSaJ4AIOfZPaTsP0BzB0LbviNZXhT+vsKIiW0v84K+02R9Wqjy9g3m+UVHC/b6wjq/5qBp95bAMbV9shVSbTMAbxF1qhPSH6nj7jkmSzWLAQCRztIYAHRLZH/s4Xt/scfu/aM9vO83lG2h9CcV+Pp9Ws4Wa18fcW3yaGAbuMfhXRB5tjHZ+g8AU6TKM9OaAcCPiN7shxUbA4CfTdg50NnLOyM/bsdknstRkavYtbLbcayfD0PfoAkhhBBCCCHEMkEPaEIIIYQQQgixTNADmhBCCCGEEEIsE/SAJoQQQgghhBDLBJmELAGZKhAcotnMVKz40V/ghfZyRDfbcYi5u6TAYa1gBb0AsDlvnQT6Im4YUA5sccGCb8WiABB49tpcJgAjAasUaQWrABAX7LX54Crf0LfHvS/gBQfrkW2fOOswYSEFUDvE/AEA8iVSiHOW95tfte0eOIpPp8Q8hMUAICWFeqm5hiN3UTgKNC8KVvj5GJyD59tJ5EeOpS+0cT/Phc2ssG9a5vOt22uP0e7nyvHGkD2H5iAX0DeHbKy1ghsX9KywhYFPHeLK5rN6bPHRcxwGPhszViTOzEAAvha4ik8zMfi2zkk0d9eCrdjarfF5IX6O7x1m7tMlaxbATRZCZugDwCNF4T3HmkPNQ6rcyMAnRiX5LJ/DcdbOtTjia0M9srlbHHsF21cCR7XjmMyVxLG3sX3QtWcOBXa/yZE9FwB6PGvqMxzw9l2btXP4/qI1TQCA7b3WWGX3AK+YPFvj+2OtZq+v2eD96TXsfux3+HrITUJ4ruP2gaeSW4I05AdIIhtPs469LW/nRqbA9+Lhgr0PW1G0azoArCpUTezkAl/r12dsfHXEx+oYuRcc8Pm6UfAdziiEhcTe/04kfF/Y0hk0sR/V19HcO6trTOxeYgYCAM29du8u7OXrRmHc9nFhH1/noipZE7tHZ2Clb9CEEEIIIYQQYpmgBzQhhBBCCCGEWCboAU0IIYQQQgghlgl6QBNCCCGEEEKIZYJMQpaA7FyKIHNQVBhUrdAS89wUIvKswDVf4N3WzVuxZkyMLQBgItdjYvdkVtLcntAKOIs+FyZHRAg9EvC/AzAh9Aj35wCIkDXjcRFp5Nt4IeSizM1Za5Yyky/T3G7Btm+HGLMAQLtsry3Xy/siS8xDojluNuET4wOvTsYTADBDkbbDDKRr28xlKIKEiKMfrcGHC5f5CBlTXuQwOSDGH8g6BMzM+KPABftx2ea2e/g5tPrtwG7282trWQ0+WkO8fdNBO65XDnEjgNP6J03s7LI1EgCAM3I2viGq0NyRwLaly+SAGYJME4E4ADzQtWvUz5pjNHeyYudsUud9IfaTRAGS8OC4bA045kRq53su5etTSNYcj5mBAEjr1hwpafCx4FXsmA4d871ADEGSkBs0pWQdqXvc2GKTZ/cKFx3iKtFx7NvNyO5tY9RACyj5dl71+NzEKOvZtb7Xt+YRADAazpvY2sgahwDAzpw1adhb7qO5u1s8PtW087XS5n0037LxRoe3Zadr2z1O+Dqbpg7zEELg2TkQhXx/zEW23fMZvu/2Z4npRpbfC45kbR+tzFRo7lg0a2KrQhsDgFFq/MHbN+/ZsRZ5jr4ga/1cyu8b93RtH93X4fejP6lb448fV7h51H1T1vCnvYevXcwQpLiXG8EU99prY+Z/AOA12b3V0Zmy6Rs0IYQQQgghhFgm6AFNCCGEEEIIIZYJT/gHtFtuuQWe59GfH/zgB87fu+CCC0z+H/3RHy3hmQshhBBCCCFONJ7wGrTzzz8fe/ceXlT53e9+N77+9a/jl37pl474u5dffjne//73H/j/QoG/my6EEEIIIYQQx4In/ANaJpPB6Ojogf/vdDq44YYb8KY3vQkeMeA4lEKhcNjvPlKylQRhdIjod85Wf0/neUV4jwm0s1wcHefsF6LdPHfdiHNWbLw9Q9wJABRCK2jM+VzkGBWscDbwKjR3iHx/6zIXWEnE3D646DVHzEPKPhef90ZWILspyyvN7y70mVitxIXNnR7b7q1e3hfZARvPVnkfR/NWpBvWSzQ3rNk+8lq837yWbTOvw01YkBBxdHwMTELYfHQYzIAYf6QZ3mZJzuYmOZ7bLdp4t8j7rdVjz63dw9eUdi/5/X4uQI4HbLsXB6yhAgCs6bdzYGPPBM09s7DL5mb30NzVoZ0XQz4f61nPtlkr5eNsHzEEeaDDTXnuaqy1sSoXg3em7bklDu8csZ9uMQLCg33XGHCYKfhHb6ZQaFljF99lTETWjKTF1+mkZsd/wMx/AGRCO1+LjnUk9YkxisOYqA5rLvCzhO8VzdieWz3mJiy1ot3zahk+h1cFth36iXEIwOflUMDXsjLZz4cdhiJrQhufzvK1YTrP96YpYgA0E3PzhmrX/mG8kfC2rMf2mtsJHycxMQlhZiAAEHp2z8sSMzIAyAfEnCXk63cvMegYDPi94HBojXIGfcdxybn1HQPjjwR2zi44TJ5mEtsOO7u8jze3rSHI3TW+1t9Tsbnbp/i9azJur42ZgQDcEKS4l69dmUnb7n6Nt0Ma2bb0Yse91cOPeVRZTyC++tWvYnp6Gq95zWt+Ye4XvvAFDA0N4YwzzsCVV16JOnGdOpRWq4W5ubnDfoQQQojHC+1LQghx/PGE/wbt4XzmM5/BRRddhJNO4k/nD/Hyl78ca9euxdjYGH7yk5/gne98JzZv3owvf/nLzt+55ppr8L73ve9Yn7IQQgjxiNC+JIQQxx/H7TdoV1xxhdP846GfTZs2HfY7u3btwn/913/hda973S88/h/8wR/goosuwplnnolXvOIV+Md//Edcf/312Lp1q/N3rrzySlSr1QM/O3fyGkNCCCHEUqB9SQghjj+O22/Q3vGOd+Cyyy47Ys769esP+/9rr70Wg4OD+O3f/u1Ff94zn/lMAMD999+PDRs20JxsNotslr8PLoQQQiw12peEEOL447h9QBseHsbwsK0S7iJNU1x77bW49NJLEUXcIOBI/PjHPwYArFzJq5sfiWylg/AQ4XJat8LQpMEFhj4xCfEzXCCbz9rujHNcvJtE9svTWmQFlQBwX2jbORMQowgAERHTAtto7ilRxcRGuIaZCp5XBly8nvOsyLbgP0BzB8KaiQ1nuEh3U94axmwr9dPcmT4rjl6Y5f3WqtqLjub5l9vRgo1HC3waRw17UxY2uAjab1nxb9Dhxh8eiXsJP+5ioGYEDoOCOGPbISExAIizNt4p8ON2SbzDdc1oW507OmXeDkmfFQXnevmcX91rNUIn90zT3CcXx03stNxekgmsj/aZ2GjAz7dnEcJxZggyEfNre4CYAzAzEAD44ZyNb57ia352ys6huOlYTAQAoFMKkEYH26gxxOdEyprRMRaCljV0yDmMifyunRPpLN9X0q49RjI/z49L1oyMwxCsBGtQ46V8nUZi15GGw9hiS8c2WqPL7zvmunaPniny456WtXObmXYAwBAxqyiQfRTg5lzZgOf2+raPRhymQPXQrjkAUMvYeD3h83UusefWTPm5sXjieFGMmYS4YPc1GWJGBnCTsoLfprlFj/UR33fLvm2fnOcwHvPs+PEd7cCMPxppi+ZWifHHVMzPYVvXGuhsbvL7558ujNnc2RU0d2KKGBFN8D9AFcZtHxcn+J5X3Gv7KDPhMO+bITpesp4BgDfQZ2Pkvp5x3L7iuFi+8Y1v4MEHH8Tv//7vm3/bvXs3Nm7ciO9///sAgK1bt+Lqq6/GHXfcgW3btuGrX/0qLr30Ujz72c/GU5/61KU+dSGEEEIIIcQJwnH7Ddpi+cxnPoPzzz8fGzduNP/W6XSwefPmAy6NmUwGX/va1/DRj34UtVoNq1evxkte8hK8613vWurTFkIIIYQQQpxAnDAPaF/84hed/7Zu3Tqkh3zluHr1atx6661LcVpCCCGEEEIIcYAT5hVHIYQQQgghhFjunDDfoD2ehPNthIcaWjBxNBFBA0DSsAJOv8JFwSGpWF4gZiAAkIRWVJkGPLfmW8HpvZ4VgLqIwcW4CTEPSTBLc0cC2w5M2AwAQwERqntc9NrjWcvp4YAXcl2ZqZjYA0UuZN3aM2Riu/t6ae7svD3f2jwXqgcLVpAb1Hi/hQ3b7oH1p9kfb9vj+nxIwidaWC/molePhF3abGYSQg0KACREIx47vH9i4pMTcz8cdAv2hOOiwyylRATeZT7OVpStocGaUoXmnlywAvoN2QmauyEzaWJjjk4e8G0DFXyHIQJhIeHGHxOJHRBbOoM0967GGhP7cdXGAODeKbvG1Met+Q4A9BIvgph3hfg5rT4f3UOMdVpDDoMbNq8c5j1B2+5BQYv3WaZtjRf8mJuEJFW7JidtbrwAkuv6SzQb/V7Kz9eLbbbf4UdutO0Cs4OssQAw17QL1HQ/P4e9pT4T25jfQ3PXMVOgsE5z+4iJRcnja0NEjCmYiRcAlIgBBQDEqY13HcZjHWJYEYOvRR1yXH4Gi4P1cuAwnolIduTxceKTEcjad3/u0X+f0kntmlxP+XxZILku44/d8YCJbWtz46bNdWuqdt88v1/aPmPN1mr7uFFOdtKuMXm7DQIAChO29wvjvB0yE8R0aKZCc5MFay7nucwHI9uWKTF8YegbNCGEEEIIIYRYJugBTQghhBBCCCGWCXpAE0IIIYQQQohlgjRoS4Bfa+HQV07Zm/5ewN9JTck7+ez9VwAIyDGikB+3GNr3p5OAv3Oe+vY5vg7+jvy9JJY4REedxA6/ZmEHzW1GUyY2RnRpAFDyrTatx+eioywpFNnrc43fisAWLVyXsecFAOtz9r3sbSWrSwOA3f19JranRqogA5htEL1anWvxGg3yTnST/03Ga9m41+X9xjVoLmEZ+zBHKjm11FFIOY1sPCExAECO6DhzjiKjeft+em+B6x1WFOx4WJnnY2d1zmor15BirQCwJpoxsbGQF8wcIHOzRIpMA7zQNNMqAMAc0X2MO/p4U9sWH/1JnevKflJdZWL3OYpPNyasBiG3l69nhSmiaXEUWhf7afZ7CLIH+7S7gmsz/MjuQY2Arzke0WT5Hb6veLFd46KE95kfE23RAp8TVJtGdGkA4Cd2zcg4zsGLbVHroM3bIWiTotZN3g6VutUm/9ixpk8M2H13V9nqdwBgQ8HuTSdnuVhnVWTXp1Gy3wFAn2/brOAsmMxvMZnOKnB8X5B36LeOFlaIebEsRv+1GNi5MX0ewDVkLXDd3jwZw9Ok4DcAjHftfclOh4Z4W9Pmbq3x9Xtb1Y7LmRmHvnPazo3ClGM8kFuuwiRvh/yE3bvDKV7gHrN2707meS67L/cyfH7HRdvucVeFqoUQQgghhBDiuEIPaEIIIYQQQgixTNADmhBCCCGEEEIsE/SAJoQQQgghhBDLBJmELAXtDnCImN/LWtGg7yh6mDSsyNFZ1JoIGn1H8elMYD+v5FsR9H5opVKa2SBFPn+a8NxmbIdfPeFCy1rBtlktw4v3rg5sMc5eYhwC8AKbQw7DljKp3DwcWEMHAFgVWMHpKZlxmrunYMW0e8p9NHeybYX1+xyFYGda1lBkvuMwFGnbdmh1+fLQ6dr2cRnBpK6q1ISAVLUOHEYw2ciaW2RDbnhRyljDi74MN/4YzFph/HCGi+VHItvHY0RsDwCjoc0dDvg5MOOPgqMoOxu/LlF8gxh/zCTcGGJn1xqNbGqN0dy76yeZ2D0VaxwCANumrPi8O85NTfKTpB34FEJun+37bpePB7Gf1gDgH1IjeWCYC+ILGTtGxkNuYtTo2jXHVczZ79oxXYytYQYAhKldG1x/XWbmIa6i1ikrau0waYg6djz5ZD0GgKBli0+HDb6vhDUbby3YdgSA7fN2f5xyFLXe0dtnYltL3NBhTd7uYydl+N42Sta9Ad9hKOJY44qejRdchZ+JSQgrBg24i0c/FsRkTAJAQpyxOo41uUnGWj3h1zCX2r6vxLyY8xQx4NnT6aO5O5u2+PSuBjee2TlnjzFd5ecQz9j5nZlxmMlM21hhH2/f/BTZ+/c1aK6/z47VtMrXOWa+57rX9okhiFfg+1i73+YerYGVvkETQgghhBBCiGWCHtCEEEIIIYQQYpmgBzQhhBBCCCGEWCboAU0IIYQQQgghlgkyCXk8KFtRr5fwSug+MaxgYkYASIiIGQ5BJDMl4TYEAGDNQ7yUGYcAXmyf+RsOIet9HXtttQ43Can0WQFmpcSF1BVixrGOCJsBYNi3bZYnxgv747aFsgHP7SWGIiPEOAQA1hADiUqG98Z03rbldJeLxKuxbR8WA4D52Iraa0TEDwCtxC4bnZT/rSchcd/jAllmEpIh/QMAhcC2b97nRgC9oTWN6SNGMgAwEFix+2DA51ufb4XJvY7z7fNtm+U92+YAEHlHvyx3Uvt5c8QMBACmyBKzrWtNOwBgc9Magvy0xk1CfjY7YmJ7p7jZAybtNRfGuSg+P2XHQ3GSr5OZGdsXfszbQeynM9SBnz+4Bp82MEnzeiPbttmAj/MHyfpfJ2sLAHhkbfASnltI7XhyzRK2t7n2TGYCkBDjEADwyf4atLmJQKFhTRrCBl97o7rdQxo1vp625omZU5W3xIP9ti339vB5eX95yMRGi/zeYSRn22c0w9tsKOLHYOtvmaynAFD07TzOebzdI7K3ZMDXjMUQw46p2PH9RpPsj03H/dI8Ge8u448ZEt/X4cZuEy0bHydjEgAma/b+oTLHx2pctfdn4Swff0Xil5XlHloo7LN9lJ3m+3k0beeyN8vHWTpn43GN7/0ghi2ewzDOK9j2Sft5XzQHbfvE7aPb4/UNmhBCCCGEEEIsE/SAJoQQQgghhBDLBD2gCSGEEEIIIcQyQQ9oQgghhBBCCLFMkEnIEpDmskiDg4YLSdGaL3iOqvR+ZMWlrqfqxVRCT+atGYLv8yNTq4iUCyK9hJxvl5sA1DtWILujzU0Lam0rTp1tczHtZNmKYady1jgEANZFUyY2GnCxcq9vBaMFh6FICJvb62jfgmcFsgMBF8gOJ00Tq4UVmjuf2DarJdz4o57aeJP0JcAFz52Ui2ljh3kIIyAC74i0DcBF4jlizAIABc+KzHt8244AUCZGIwWHqUmZjIecx01u2HgIPIexCuzn1RM+HhaISch4zJf1nd0BE9vSsgYfALCpttLGKito7vi0NR5Ip/k4y++za0FumqYiP237PqrydvDath28mBtZiP3kepsIDtG6P7nE18gRYrBUCnk/xIkd09sTvqbXqSEInxOpZ02iCgHfVyIi7A8iPieSObsPOvfMhl0zfMe+7cXE9ICMUQAIGnYfi+p8HWku2GuL5nk7tOfsMdq9fE3f1WP7YrLM9/hy0a4j/XmH6VKW76X9GZvfE/E1uYfsx4WAGwCxfcG1h7D9xgXbx1x7Htsf6zFfDxdIfK7LjXLY/c5My84LAJghhjTzNX7c9rw9B3+Oz5fsnB1rGYfxR65i50ZuhvdFdsauJ+EsH1PMECQl97MAkDTI+CNmIAA3BPGJGQgAeD3WWKXby3ObfcRgps3nrPn8o8oSQgghhBBCCPGYowc0IYQQQgghhFgm6AFNCCGEEEIIIZYJekATQgghhBBCiGWCTEKWgNZYGXF4UKDZ7rFiRI9rjZEtWaFvlONC32BmzsRSYhwCACkRMad1Luj1iLkFl7wCftcKWf0OFzz7HXvcZoMfebpmh+rcEBfI7u63JiEP9gzR3JML+0xsTYa7FqyKZkysz+dtVvatiDlydHIAG4/BRaQdKlbmf2dZjEHH/7+9+w+Oqjr7AP7dTbL5QbJZAvnRIIkhSChCMYikwVFozYBAp7bjWKAMv4pYKLTaZhCZOkToIAwyOC2D/fFWEmfAcbTTUQcRCwhFIQZIwWICWHwDIUoSICQkhGSzu8/7By9blvvchcBudsN+PzP5I2fPvfvs2Xvvs2f3nnPU7U2+v9H2a/Zc2kBqs/0qzWAqSplIw2ySkBiLcfBus/L+AEAfpbyPRZ8QQRuQnmASg1ZXe98B/VuzLpPjod1jbN9mj35eaBPEdJpMBOMW4/NZTY5fa5TxvXBH6XXdyqXArY9dhyve2BLWJD1eiTbWdbn0Qfx0lT2+02eSkJzYRrVelnLdS4rSJ3TQWEyOm9NW4+QhbTH6weCJUd7feP04T0gw5orYc3pesV5UJpq6bJIzO/Rrhlq301jX0qpf97QPYRaXPpmCtdP4OqKv6B/jOtqNzxfdZpJXWpWJnxL1/TYlGmO4mKBP2PV1vH497BOvXGdt+nU2KcZYNyHa5DobZSyPjdInZ4lWJg+J6c7EISbXZI9y7XSZTChyxW1s9w6lDADalM9R7SafrbqUa5/HYzIxhXJ+ilU/Z0WZmMdk3jG44pR2SNDPgahOZXI5ZRI5AIhyGd8jsyk3rMrEH+I0mWhK+Zxrsenti2jjueGJNjkelF14bvGzDn9BIyIiIiIiChO9voO2atUqjB07FgkJCXA4HGqd2tpaTJkyBQkJCUhLS8OSJUvgcvmfgrmpqQkzZsyA3W6Hw+HAvHnz0NamT+VJREREREQUCL2+g+Z0OvHUU09h4cKF6uNutxtTpkyB0+nE/v378cYbb6CsrAzLly/3u98ZM2agqqoKO3bswNatW7F3714888wzwXgJREREREREAO6CMWgrVqwAAJSVlamP/+Mf/0B1dTV27tyJ9PR0PPDAA/jd736HpUuX4qWXXoJNucf02LFj2L59Ow4ePIjRo0cDADZs2IDJkydj3bp1yMzM7FaMjQ/aEBX73+fR1iy0mPygF9ekLI7coN8XG3/OuHhezAX9fnprq7IIoNk99sqvjZZm/ddEW5fxvu6odn2sQOxFZUzMOf2QvJJibAenQ7/v/Wxf45ijM8mpat19dmUR40R9fIW2GKfZQpzJNmN5H5PFNWOtxvY1G++j3d/uMfmepVNZsLjTo7fvZWVwkNm98O0uY/mVLr2uFoPTrd+Pr90373KbLOasLIjbHVarPtYgWhlPFROtjweJjzGOd+gTo9/f7rAZj6nkGP3YccQYj7O+Mfp5nKQsuJ2gLLYN6AuzaosQA0BConEf6bHGBUIB4ExiX2NZikOtW59mHB/a3KSPNWi7aDx2ojv0992iHJPuTgCfqNUJQIKtE9HXnfaOKH1h2Iwo47XefOytsTwtxjg2GgA+73OPoexLh36dPtfPuBj6lTT9mnM5w3gti7+g142/YFyM2dasj2+KblXGlV3R61q6lIRusqg13Mbz0tqun8M25bIV1aFfn2LajOdPVx+Ta28fY17RygDAFW/cr1spAwB3nH5uN8cZP6s02UzGPWkvWisDAGXsa1SMXlcbOxullJmVm+WFGKuxXMsrABCl5CFtewCIVuom2vTPFAlKHvIk6u+n+jmhy+RzQqfyOaFD/zzapswbEKUckwAQc8l4ftqa9XM2ttn4uS+u2TieFQBiLxrPz+hLeptZLivlnfr5DW28msnAMm14/q1OD9Drf0G7mfLycowYMQLp6enesokTJ+LSpUuoqqoy3cbhcHg7ZwBQVFQEq9WKiooK0+fq7OzEpUuXfP6IiIhChXmJiKj3ues7aPX19T6dMwDe/+vr6023SUtL8ymLjo5GSkqK6TYAsHr1aiQnJ3v/Bg4ceIfRExER3T7mJSKi3icsO2gvvPACLBaL37/jx4+HOkyDZcuWoaWlxft35syZUIdEREQRjHmJiKj3CcsxaMXFxZgzZ47fOoMGDbqlfWVkZODAgQM+ZQ0NDd7HzLZpbPRdE8blcqGpqcl0GwCIjY1FbOx/x1XJ/99z7u70HSfiVm5VVZbkuFpXuRXd1aXfz+xyGStb3Cb323qUco9+37vKY3IPuDJmyO0yuZfdZWwIl8m9z26nsl+TIXOeDuN+PTa9gT3Rxp24TdbIcilt1qW0OXB18pobRStrtAAAgjQGzakcaE6T9007pLq0AxWAS1mHxPSYVNbbcytrdwGAWxmD5jYdg2a28smtMVvnxaKMFbCajDVwKWvxuEzGoHV1Gcud0XrdTmVsW4dSBgDRyrFjUcoAfQxal8m4mA63cR+dXXoMXR3G1+HS7ucH4G43jpnz6MOZ4OlQxrqYLL+lXT+vXXfFbOxPhDDLS64bxjm1t+rHeZsyhqdDuQ4BQLuyfldHp348dl02Hjfudv248VwxvvEWk7FX7k5jbG6nybVMuW5ZXSbXaSUZW9wmY9CU88d0oUdlQIq2TikAeJTxam6XnjO1XOrqMrn2OpU2i9HfY+2SbHKZhsnHGniUtvCY5BtRXrM2bg+AOgbNYpKboI0LMxkrpu3XLC9YtTFkJmOeRSm3mIxB0/bRrc8JJuesmqNN1uFzdyrvW4f+2jzK+nwW5ZoOAO4O5fgz+Xynnctmnz+itHNZ+1ANwKo9ocfsWqCMl3fpycndqX12vbXcFJYdtNTUVKSm6oOFu6uwsBCrVq1CY2Oj97bFHTt2wG63Y9iwYabbNDc3o7KyEg8++CAA4OOPP4bH40FBQcEtP3dr69VB9V9tWHmHr4KIiG5Ha2srkpONk0xEqmt56bNp/+NT/mlA9v6NUlYdkD0TEYWt/zUpLzff5Ga5ySK9/OvF2tpaNDU14f3338crr7yCTz65Om3X4MGDkZiYCLfbjQceeACZmZlYu3Yt6uvrMXPmTDz99NN4+eWXAQAHDhzArFmzsGvXLgwYMAAAMGnSJDQ0NOBPf/oTurq6MHfuXIwePRpvvvnmLcfm8XjwzTffQESQlZWFM2fOwG43zmIWbi5duoSBAwcy3iDqbTEz3uBivIEnImhtbUVmZiasyqxbkepaXkpKSkJra2vYv4/X6w3H3fUYb3Ax3uBivMFxq7kpLH9B647ly5fjjTfe8P6fn58PANi9ezfGjx+PqKgobN26FQsXLkRhYSH69OmD2bNnY+XK//6q1d7ejhMnTqDrult4tmzZgsWLF+Oxxx6D1WrFk08+iT/84Q/dis1qteKee+7xzpplt9vD+qC5EeMNvt4WM+MNLsYbWPzlzOhaXgIAi+XqrUXh/j7eiPEGF+MNLsYbXL0h3lvJTb2+g1ZWVma6Bto12dnZ2LZtm+nj48ePN9wLmpKS0q1fy4iIiIiIiO4U7/sgIiIiIiIKE+yg9YDY2FiUlJT4zKQVzhhv8PW2mBlvcDFeCoXe9j4y3uBivMHFeIOrt8V7M71+khAiIiIiIqK7BX9BIyIiIiIiChPsoBEREREREYUJdtCIiIiIiIjCBDtoREREREREYYIdtABZtWoVxo4di4SEBDgcDrVObW0tpkyZgoSEBKSlpWHJkiVwuVx+99vU1IQZM2bAbrfD4XBg3rx5aGtrC2jse/bsgcViUf8OHjxout348eMN9RcsWBDQ2Mzce++9hudes2aN3206OjqwaNEi9OvXD4mJiXjyySfR0NAQ9FhPnTqFefPmIScnB/Hx8cjNzUVJSQmcTqff7XqyfTdu3Ih7770XcXFxKCgowIEDB/zWf+eddzB06FDExcVhxIgRftcZDLTVq1fjoYceQlJSEtLS0vCjH/0IJ06c8LtNWVmZoS3j4uJ6JN6XXnrJ8NxDhw71u00o21c7tywWCxYtWqTWD2Xbkn+9OS8BzE3BxtwUOMxLwRdxuUkoIJYvXy7r16+X3/zmN5KcnGx43OVyyfDhw6WoqEgOHz4s27Ztk/79+8uyZcv87vfxxx+XkSNHymeffSaffPKJDB48WKZPnx7Q2Ds7O+Xs2bM+f08//bTk5OSIx+Mx3W7cuHEyf/58n+1aWloCGpuZ7OxsWblypc9zt7W1+d1mwYIFMnDgQNm1a5ccOnRIvvvd78rYsWODHuuHH34oc+bMkY8++ki++uoree+99yQtLU2Ki4v9btdT7fvWW2+JzWaTTZs2SVVVlcyfP18cDoc0NDSo9fft2ydRUVGydu1aqa6ulhdffFFiYmLk6NGjAY9NM3HiRCktLZUvvvhCjhw5IpMnT5asrCy/739paanY7Xaftqyvr++ReEtKSuT+++/3ee5z586Z1g91+zY2NvrEumPHDgEgu3fvVuuHsm3Jv96cl0SYm4KNuSlwmJeCL9JyEztoAVZaWqomwm3btonVavU5OP74xz+K3W6Xzs5OdV/V1dUCQA4ePOgt+/DDD8ViscjXX38d8NivcTqdkpqaKitXrvRbb9y4cfLss88GLQ5/srOz5dVXX73l+s3NzRITEyPvvPOOt+zYsWMCQMrLy4MQoX9r166VnJwcv3V6qn3HjBkjixYt8v7vdrslMzNTVq9erdb/yU9+IlOmTPEpKygokJ///OdBjdNMY2OjAJB//vOfpnXMzsueUFJSIiNHjrzl+uHWvs8++6zk5uaafiAOZdvSrbkb8pIIc1NPYG4KDOal4LvbcxNvcewh5eXlGDFiBNLT071lEydOxKVLl1BVVWW6jcPhwOjRo71lRUVFsFqtqKioCFqs77//Pi5cuIC5c+fetO6WLVvQv39/DB8+HMuWLUN7e3vQ4rrRmjVr0K9fP+Tn5+OVV17xe1tOZWUlurq6UFRU5C0bOnQosrKyUF5e3hPh+mhpaUFKSspN6wW7fZ1OJyorK33axWq1oqioyLRdysvLfeoDV4/lULQjcLUtAdy0Pdva2pCdnY2BAwfiiSeeMD3vguE///kPMjMzMWjQIMyYMQO1tbWmdcOpfZ1OJzZv3oyf/exnsFgspvVC2bZ0+3pTXgKYm3oCc1NgMC8FVyTkpuhQBxAp6uvrfZIgAO//9fX1ptukpaX5lEVHRyMlJcV0m0B4/fXXMXHiRNxzzz1+6/30pz9FdnY2MjMz8e9//xtLly7FiRMn8Pe//z1osV3zq1/9CqNGjUJKSgr279+PZcuW4ezZs1i/fr1av76+HjabzTAOIz09PahtqTl58iQ2bNiAdevW+a3XE+17/vx5uN1u9dg8fvy4uo3ZsdzT7QgAHo8Hzz33HB5++GEMHz7ctF5eXh42bdqE73znO2hpacG6deswduxYVFVV3fQ4v1MFBQUoKytDXl4ezp49ixUrVuCRRx7BF198gaSkJEP9cGrfd999F83NzZgzZ45pnVC2Ld2Z3pSXAOamYGNuCgzmpeCLiNwU6p/wwtnSpUsFgN+/Y8eO+Wxj9pPq/PnzZcKECT5lly9fFgCybds29flXrVolQ4YMMZSnpqbKa6+9FpT4z5w5I1arVf72t7/ddP832rVrlwCQkydPdnvb2433mtdff12io6Olo6NDfXzLli1is9kM5Q899JA8//zzPRZvXV2d5Obmyrx587r9fHfavpqvv/5aAMj+/ft9ypcsWSJjxoxRt4mJiZE333zTp2zjxo2SlpYWsLhu1YIFCyQ7O1vOnDnTre2cTqfk5ubKiy++GKTIzF28eFHsdrv89a9/VR8Pp/adMGGC/OAHP+jWNqFs20jQ2/PS7b4G5qbgxsvcFDjMS8EXCbmJv6D5UVxc7Ld3DgCDBg26pX1lZGQYZh+6NktTRkaG6TaNjY0+ZS6XC01NTabbXO924i8tLUW/fv3wwx/+8Kb7v1FBQQGAq9/C5ebmdnv7O2nvgoICuFwunDp1Cnl5eYbHMzIy4HQ60dzc7PNNZUNDwy21ZSDi/eabb/C9730PY8eOxV/+8pduP9+dtq+mf//+iIqKMswY5q9dMjIyulU/WBYvXoytW7di79693f42LCYmBvn5+Th58mSQojPncDgwZMgQ0+cOl/Y9ffo0du7c2e1vxUPZtpGgt+clgLnpesxNut6am5iXgi9iclOoe4h3m5sNxr5+9qE///nPYrfbTb9ZuzYY+9ChQ96yjz76KGiDsT0ej+Tk5Nx0Biczn376qQCQzz//PMCR3dzmzZvFarVKU1OT+vi1gdjXf/t6/PjxHhuIXVdXJ/fdd59MmzZNXC7Xbe0jWO07ZswYWbx4sfd/t9stAwYM8DsQ+8ZvrgoLC3tssLDH45FFixZJZmamfPnll7e1D5fLJXl5efLrX/86wNHdXGtrq/Tt21d+//vfq4+Hun2vKSkpkYyMDOnq6urWdqFsW9L15rwkwtwUTMxNgcG81HMiJTexgxYgp0+flsOHD8uKFSskMTFRDh8+LIcPH5bW1lYR+e90xhMmTJAjR47I9u3bJTU11Wc644qKCsnLy5O6ujpv2eOPPy75+flSUVEhn376qdx3331Bmc5YRGTnzp2mt2rU1dVJXl6eVFRUiIjIyZMnZeXKlXLo0CGpqamR9957TwYNGiSPPvpoUGK73v79++XVV1+VI0eOyFdffSWbN2+W1NRUmTVrlmm8IldvO8jKypKPP/5YDh06JIWFhVJYWBj0eOvq6mTw4MHy2GOPSV1dnc+Ur2bx9mT7vvXWWxIbGytlZWVSXV0tzzzzjDgcDu/MbjNnzpQXXnjBW3/fvn0SHR0t69atk2PHjklJSUmPTre7cOFCSU5Olj179vi0ZXt7u7fOjTGvWLHCO5V0ZWWlTJs2TeLi4qSqqiro8RYXF8uePXukpqZG9u3bJ0VFRdK/f39pbGxUYw11+4pc/SCUlZUlS5cuNTwWTm1L/t0NeUmEuSlYmJsCh3mpZ0RSbmIHLUBmz56t3ud9/foMp06dkkmTJkl8fLz0799fiouLfb4B2L17twCQmpoab9mFCxdk+vTpkpiYKHa7XebOnetNroE2ffp007VXampqfF5PbW2tPProo5KSkiKxsbEyePBgWbJkSY+sNVNZWSkFBQWSnJwscXFx8u1vf1tefvlln298b4xXROTKlSvyi1/8Qvr27SsJCQny4x//2CcRBUtpaanpOACzeHu6fTds2CBZWVlis9lkzJgx8tlnn3kfGzdunMyePdun/ttvvy1DhgwRm80m999/v3zwwQdBiUtj1palpaWmMT/33HPe15eeni6TJ0+Wf/3rXz0S79SpU+Vb3/qW2Gw2GTBggEydOtVnrEa4ta/I1V9EAMiJEycMj4VT25J/d0NeEmFuChbmpsBhXuoZkZSbLCIigbxlkoiIiIiIiG4P10EjIiIiIiIKE+ygERERERERhQl20IiIiIiIiMIEO2hERERERERhgh00IiIiIiKiMMEOGhERERERUZhgB42IiIiIiChMsINGREREREQUJthBIyIiIiIiChPsoBEREREREYUJdtCIiIiIiIjCBDtoREREREREYYIdNCICAPzyl7+ExWLBI488ApfLZXj8t7/9LSwWC0aNGoWOjo4QREhERJGGuYkikUVEJNRBEFHoOZ1OPPzwwzh06BCWLl2KNWvWeB/bvn07Jk+ejKSkJFRWVmLw4MEhjJSIiCIFcxNFInbQiMirpqYGo0aNQktLCz744ANMmjQJdXV1yM/Px/nz5/H222/jqaeeCnWYREQUQZibKNLwFkci8srJyUFZWRlEBDNnzkRNTQ2mTZuG8+fPY/HixUyARETU45ibKNLwFzQiMiguLsb69euRnJyMlpYWjB49Gvv27YPNZgt1aEREFKGYmyhSsINGRAYulwsjR45EdXU1+vTpg6NHjyInJyfUYRERUQRjbqJIwVscicigoqICX375JQDg8uXLOHr0aIgjIiKiSMfcRJGCHTQi8nH+/HlMmzYNLpcLc+fOhcViwZw5c3D69OlQh0ZERBGKuYkiCTtoROR1bQB2XV0dZs2ahU2bNqG4uBgXL17E1KlT0dXVFeoQiYgowjA3UaRhB42IvFavXo3t27dj2LBheO2117xlhYWFqKiowPPPPx/iCImIKNIwN1Gk4SQhRAQA2Lt3L77//e8jNjYWBw8exLBhw7yP1dbWIj8/H01NTXj33XfxxBNPhDBSIiKKFMxNFIn4CxoR4dy5c5g+fTrcbjc2btzokwABICsrC2VlZbBYLJg7dy5OnToVmkCJiChiMDdRpOIvaERERERERGGCv6ARERERERGFCXbQiIiIiIiIwgQ7aERERERERGGCHTQiIiIiIqIwwQ4aERERERFRmGAHjYiIiIiIKEywg0ZERERERBQm2EEjIiIiIiIKE+ygERERERERhQl20IiIiIiIiMIEO2hERERERERhgh00IiIiIiKiMPF//XGkA9wdai4AAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -1122,23 +1176,23 @@ "source": [ "from numpy.fft import fft2, ifft2\n", "\n", + "\n", "# Define the reaction-diffusion PDE in the Fourier (kx, ky) space\n", "def reaction_diffusion(t, uvt, K22, d1, d2, beta, n, N):\n", " ut = np.reshape(uvt[:N], (n, n))\n", " vt = np.reshape(uvt[N : 2 * N], (n, n))\n", " u = np.real(ifft2(ut))\n", " v = np.real(ifft2(vt))\n", - " u3 = u ** 3\n", - " v3 = v ** 3\n", - " u2v = (u ** 2) * v\n", - " uv2 = u * (v ** 2)\n", + " u3 = u**3\n", + " v3 = v**3\n", + " u2v = (u**2) * v\n", + " uv2 = u * (v**2)\n", " utrhs = np.reshape((fft2(u - u3 - uv2 + beta * u2v + beta * v3)), (N, 1))\n", " vtrhs = np.reshape((fft2(v - u2v - v3 - beta * u3 - beta * uv2)), (N, 1))\n", " uvt_reshaped = np.reshape(uvt, (len(uvt), 1))\n", " uvt_updated = np.squeeze(\n", " np.vstack(\n", - " (-d1 * K22 * uvt_reshaped[:N] + utrhs, \n", - " -d2 * K22 * uvt_reshaped[N:] + vtrhs)\n", + " (-d1 * K22 * uvt_reshaped[:N] + utrhs, -d2 * K22 * uvt_reshaped[N:] + vtrhs)\n", " )\n", " )\n", " return uvt_updated\n", @@ -1157,13 +1211,12 @@ "y = x_uniform[:n]\n", "n2 = int(n / 2)\n", "# Define Fourier wavevectors (kx, ky)\n", - "kx = (2 * np.pi / L) * np.hstack((np.linspace(0, n2 - 1, n2), \n", - " np.linspace(-n2, -1, n2)))\n", + "kx = (2 * np.pi / L) * np.hstack((np.linspace(0, n2 - 1, n2), np.linspace(-n2, -1, n2)))\n", "ky = kx\n", "# Get 2D meshes in (x, y) and (kx, ky)\n", "X, Y = np.meshgrid(x, y)\n", "KX, KY = np.meshgrid(kx, ky)\n", - "K2 = KX ** 2 + KY ** 2\n", + "K2 = KX**2 + KY**2\n", "K22 = np.reshape(K2, (N, 1))\n", "\n", "m = 1 # number of spirals\n", @@ -1173,29 +1226,24 @@ "v = np.zeros((len(x), len(y), len(t)))\n", "\n", "# Initial conditions\n", - "u[:, :, 0] = np.tanh(np.sqrt(X ** 2 + Y ** 2)) * np.cos(\n", - " m * np.angle(X + 1j * Y) - (np.sqrt(X ** 2 + Y ** 2))\n", + "u[:, :, 0] = np.tanh(np.sqrt(X**2 + Y**2)) * np.cos(\n", + " m * np.angle(X + 1j * Y) - (np.sqrt(X**2 + Y**2))\n", ")\n", - "v[:, :, 0] = np.tanh(np.sqrt(X ** 2 + Y ** 2)) * np.sin(\n", - " m * np.angle(X + 1j * Y) - (np.sqrt(X ** 2 + Y ** 2))\n", + "v[:, :, 0] = np.tanh(np.sqrt(X**2 + Y**2)) * np.sin(\n", + " m * np.angle(X + 1j * Y) - (np.sqrt(X**2 + Y**2))\n", ")\n", "\n", "# uvt is the solution vector in Fourier space, so below\n", "# we are initializing the 2D FFT of the initial condition, uvt0\n", "uvt0 = np.squeeze(\n", " np.hstack(\n", - " (np.reshape(fft2(u[:, :, 0]), (1, N)), \n", - " np.reshape(fft2(v[:, :, 0]), (1, N)))\n", + " (np.reshape(fft2(u[:, :, 0]), (1, N)), np.reshape(fft2(v[:, :, 0]), (1, N)))\n", " )\n", ")\n", "\n", "# Solve the PDE in the Fourier space, where it reduces to system of ODEs\n", "uvsol = solve_ivp(\n", - " reaction_diffusion, \n", - " (t[0], t[-1]), \n", - " y0=uvt0, \n", - " t_eval=t, \n", - " args=(K22, d1, d2, beta, n, N)\n", + " reaction_diffusion, (t[0], t[-1]), y0=uvt0, t_eval=t, args=(K22, d1, d2, beta, n, N)\n", ")\n", "uvsol = uvsol.y\n", "\n", @@ -1210,16 +1258,16 @@ "plt.figure(figsize=(10, 4))\n", "plt.subplot(1, 2, 1)\n", "plt.pcolor(X, Y, u[:, :, 10])\n", - "plt.xlabel('x', fontsize=16)\n", - "plt.ylabel('y', fontsize=16)\n", - "plt.title('u(x, y, t=0.5)', fontsize=16)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "plt.title(\"u(x, y, t=0.5)\", fontsize=16)\n", "plt.subplot(1, 2, 2)\n", "plt.pcolor(X, Y, v[:, :, 10])\n", - "plt.xlabel('x', fontsize=16)\n", - "plt.ylabel('y', fontsize=16)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", "ax = plt.gca()\n", "ax.set_yticklabels([])\n", - "plt.title('v(x, y, t=0.5)', fontsize=16)\n", + "plt.title(\"v(x, y, t=0.5)\", fontsize=16)\n", "\n", "dt = t[1] - t[0]\n", "dx = x[1] - x[0]\n", @@ -1255,7 +1303,7 @@ "\n", "np.random.seed(100)\n", "# Need to define the 2D spatial grid before calling the library\n", - "X, Y, T = np.meshgrid(x, y, t, indexing='ij')\n", + "X, Y, T = np.meshgrid(x, y, t, indexing=\"ij\")\n", "XYT = np.transpose([X, Y, T], [1, 2, 3, 0])\n", "weak_lib = ps.WeakPDELibrary(\n", " library_functions=library_functions,\n", @@ -1265,7 +1313,7 @@ " is_uniform=True,\n", " periodic=True,\n", " K=100,\n", - " include_interaction=False\n", + " include_interaction=False,\n", ")" ] }, @@ -1322,7 +1370,7 @@ " K=1000,\n", " is_uniform=True,\n", " periodic=True,\n", - " include_interaction=True\n", + " include_interaction=True,\n", ")\n", "\n", "# Initialize noisy data\n", @@ -1363,7 +1411,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA18AAAGRCAYAAACaOwmEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAABVw0lEQVR4nO3deXRV9b3///fe+0w5GQnEhAACgoqgAuJPbmwrWtPicLu0rVbECvJVbL3ltorfWujg1HZRx6oVl72913Jt/ba21qmVL34par0qRUVoLYoFRSZJgECmc3Lmz+8PS2okw/sTkp3p+Vgra2nyOjufs4fPZ7/PCeftGGOMAAAAAAB6ldvXAwAAAACAoYDiCwAAAAB8QPEFAAAAAD6g+AIAAAAAH1B8AQAAAIAPKL4AAAAAwAcUXwAAAADgA4ovAAAAAPABxRcAAAAA+IDiC4PKBx98IIWFhfK5z32ur4cyZDQ1Ncm3v/1tOf744yUvL09GjBgh559/vjz33HN9PbQesXXrVrniiitk9OjREg6HZfTo0XLFFVfIe++9127+l7/8pTiOIw888IDPIwXQH7Eu+Y91qS3WpX7GAIPI3Llzjeu65q9//WtfD2VIqK2tNccdd5wRETNy5Ehz8cUXmzPOOMM4jmMcxzH33Xdfj/6+sWPHGhEx27Zt69HtduSll14y0WjUiIiZMmWKueSSS8yUKVOMiJj8/Hyzdu3awx6TzWbNSSedZEpLS01dXZ0v4wTQf7Eu+Yt1iXWpv6P4wqDx6quvGhExF198cV8PZci44IILjIiYs88+28RisdbvP/PMM8bzPOO6rvnLX/7SY7/Pz0UuFouZyspKIyJm6dKlbX62dOlSIyJmzJgxJh6PH/bYxx57zIiIue6663p9nAD6L9Yl/7EusS71dxRfGDTmzp1rRMSsWrWqr4cyJGzatMmIiPE8z7z//vuH/fzKK680ImLmzJnTY7/Tz0Vu+fLlRkTMcccdZ7LZbJufZbPZ1ldWH3zwwcMem0qlTFlZmSkqKjJNTU29PlYA/RPrkr9Yl1iXBgL+zRf6jffff18cx5Fx48Z1mBk3bpw4jiPvv/9+m+/X1tbKY489JpWVlfKZz3ymzc+SyaSceuqp4jiOLFmy5LBtZrNZmTVrljiOI9dcc80RPYd3331XPM+TYcOGSTwe7zA3ZcoUcRxHVq5ceUS/7+abbxbHcbr86g1PPPGEiIh84hOfkLFjxx7287lz54qIyO9//3tJp9NH9LtWrFghjuPI9u3bRURk/PjxbZ7fCy+8cETbb8+h5zdnzhxx3bZTpeu6cskll4iIyOOPP37YY4PBoMydO1caGxvlF7/4RY+PDYA/Nm/eLI7jyLBhwySRSHSYO7TGPPXUU63fY11iXepprEuDQ6CvBwD0hJUrV0oqlZJPf/rTh01I4XBYfvOb38iMGTPk9ttvl1mzZsm5557b+vPvfe978uKLL8r06dPlnnvuOaJxTJgwQc4//3z5/e9/L4888ogsXLjwsMzzzz8vb731lkyYMKHNOLpj2rRpMn/+/HZ/9s4778if//znw/ZHT9mwYYOIfHjT0Z5D34/FYrJlyxaZPHlyt3/XxIkTZf78+fLYY49JLBaTL37xi1JQUND684qKim5vuyPa53co93Gf+cxn5N5775Unn3zyiG+eAPSNSZMmSVVVlaxdu1aefPJJmTNnzmGZN998U9avXy/l5eVy/vnnt36fdelwrEtHhnVpkOjrt96AQ7Zt22ZExIwdO7bDTEdv73/5y182ImKWL1/e4WOfeOIJIyJmxIgRZufOncYYY1auXGkcxzFFRUVm69atPfE0zOrVq42ImKlTp7b78y9+8YtGRMxdd93VI7+vPdu3bzcjR440ImLuv//+Nj+bP3++ERHrr+eff77Ndk455RQjIuaee+7pcBxFRUVGRMwf/vCHHnlemj/vOJSx/fqoxsbG1u9v3Lix3d/zxhtvtGaam5sP+3ldXZ1xHMdEo1GTTCaP6HkD6Ds/+9nPjIiY2bNnt/vz6667zoiIuf7669t8n3WpLdYl1iV8iHe+MCgcepXnhBNO6DBz4YUXynXXXSc//vGPZc6cOfKLX/xCLr/8cjHGyH/913/JhAkTemQs1dXVMmXKFPnLX/4iL730knzyk59s/dmuXbvkqaeekmg0Kv/rf/2vHvl9H1dfXy/nnnuu7NmzR775zW/K1772tTY//+h4bHz8VbympiYREcnPz+/wMQUFBdLY2CiNjY3d+p3dcdFFF8n+/fuPaBuHnptIx8/vo69wNjY2HpYrLS2ViooK2bNnj2zevFlOPvnkIxoTgL5xySWXyDe+8Q1ZvXq17N69W0aNGtX6s3Q6Lb/85S9FRGTBggVtHse69E+sS6xL+CeKLwwKtbW1IiIyfPjwTnO33XabrF27Vl5++WWZPn26NDQ0yL//+7/LRRdd1KPj+frXvy5f+cpX5P7772+zqPz0pz+VTCYjCxYskJKSkh79nSIiqVRKLrzwQnnrrbdkzpw5cttttx2Wueqqq+Sqq67q8d/dX9x55519PYRWw4cPlz179rSenwAGnsLCQrnooovk4YcflocffliWLl3a+rNnnnlG9u3bJ6eddppMmTKlzeNYlz7EusS6hLb4wA0MCg0NDSIiUlRU1GkuGAzKr3/9awkGg9LQ0CBTp07tlUnxy1/+sgwbNkwef/xx2bNnj4h8uAD97Gc/ExGRRYsW9fjvNMbIFVdcIX/6059k1qxZrf8YuLcUFhaKyId/O9+R5uZmEen6uPQ3h56bSMfP79BzE+n4+R36/sGDB3twdAD8dugdoRUrVrT5/s9//nMROfxdLxHWJRHWpZ7EujR48M4XBpRcLtfu90tKSmTfvn2qPyP49a9/3fopRzt27JA9e/a0+6lIRyIajcrChQvl9ttvl//4j/+Qm266SX73u99JbW2tfOpTn+qVt/qXLFkiv/rVr2Ty5Mny5JNPSjgcbjf3n//5n/LSSy91a/uTJk1q/f9x48bJG2+8ITt27Gg3/9E/6+jsEyx72v/+3/+7W3/e8dGbqsLCQiktLZUDBw7Ijh07ZOrUqYfld+7cKSIiI0aM6PBPQA7dfA0bNsx6PAD6jzPOOEMmTJggf//73+WVV16R008/Xfbu3SsrV66USCTS7gdxsC6xLh3CuoQ2+vafnAH/tHv3biMiprS0tN2fp1IpEwgE2v2HrYe6uz/33HOd/o7/+Z//MYFAwESjUTNnzhwjImbmzJkmlUr11NNotX37duN5nqmsrDSpVMqcfvrpRkTMo48+2uO/61Dvj8rKSrN9+/ZOsz31D5t/8IMfGBExZ5xxRru/Z82aNUZETH5+fo/tX7/+YbMxxlRXVxsRMTfeeGO7v+d73/ueERHz2c9+tsOxVFRUGBHp0YaeAPrG97//fSMi5qqrrjLGGHPXXXcZETFz585tN8+6xLr08QzrEoyhyTL6kVQqZUKhkBERU1tbe9jPf//737dOSB+f5C6//PJ2P0Hpo/bt22dGjRplRMQ89NBDJp1Om6qqKiPSex3fD32C1JIlS1oXoXQ63aO/46mnnjKe55nCwkKzYcOGHt12Z/72t78ZkQ+bWba3sPZGM8tjjz3WiIjZsmVLj22zI0fSzNIYY/bv329ExESj0V65iQLgr507dxrXdU1RUZGJxWLmxBNPNCJiVq9e3W6edYl1qaexLg0OFF/oVw69qrNw4cI2E8vGjRvbvHL08eLroYceMiJiLrvssna3m8vlzOzZs42ImPnz57d+f/v27aa0tNSIiHnyyScPe9xNN91kRMTMmjWrW8/nxRdfbPMq1i233NJh9vnnn+/w1a6OrFu3zkSjURMMBs2zzz7brTEeiQsuuMCIiKmurjbxeLz1+ytXrjSe5xnXddt9da27+/Wss87q8Fj1tFgsZiorK42ImG9/+9ttfvbtb3/biIgZPXp0m+f9UU8//XSXr0ACGFgOrSPf+MY3jIiYo48++rCb4ENYl1iXehrr0uBA8YV+5c9//nPru1/HHXecueiii0xVVZUJBoNm/vz5Hb69X1NTY4LBoBk5cqTJZDKHbffQnyJMnjzZxGKxNj97+umnjeM4ZtiwYYdt99Bb+NXV1d1+TtOnTzciYoLBoNmzZ0+HuUN/DhEIBNTb/vSnP21ExIwfP97Mnz+/w6/eUltb2/qq38iRI82XvvQlc+aZZxrHcYyImHvvvbfdx3V3v95///1GRExBQYH5whe+YK688kpz5ZVXms2bN/fE0znMSy+9ZKLRqBERc+KJJ5o5c+a0vtqdn59v1q5d2+Fjv/71rxsRMQ888ECvjA2A/37961+3KVw6+vMvY1iXWJdYl9A+ii/0O2vXrjWf/exnTVFRkcnLyzNTp041DzzwgMnlcp3+bfXcuXONiJiVK1e2+f4LL7xgPM8z0WjUbNq0qd3fef311xsRMaeddlqbt+LPO+88IyLmV7/6Vbefz7e+9S0jIubSSy/tNHf77bcbETFf+cpX1NueNWtWt/5uvCc1NDSYJUuWmGOPPdaEw2FTWlpqzjnnHPPHP/6xw8d0d79ms1mzbNkyM2XKFBOJRDr8u/+etGXLFjNv3jxTWVlpgsGgqaysNPPmzeu0+WkqlTIjRowwRUVFpqmpqdfGBsBfiUSi9V0px3HMe++912medYl1qTewLg1sFF8YNF599VUjIuYLX/hCj2wvmUya/Px8M2PGDJPL5bq1jUwm01owvvLKK51mq6urTTQa7fRVyMGgJ/Zrf/fYY4/16r/ZADAwsC4NDKxL8BPFFwaVuXPnGsdxeuRTfJ577rlO/zG1xgMPPGBExFRVVXWai8fjJhKJmO985zvd/l0DRU/s1/4sm82ak046yZSWlpq6urq+Hg6APsa61P+xLsFPjjHGCDBI7N69W44//ng588wz5Q9/+EOfjOGdd96RO+64Q2pqamTVqlVijJH/+Z//kdNPP71PxgN//fKXv5TLL79cli9fLv/2b//W18MB0MdYl9DXWJf6F4ovoIe98MILctZZZ0koFJJJkybJzTffLJ///Of7elgAgCGKdQnoPyi+AAAAAMAHbl8PAAAAAACGAoovAAAAAPBBoK8HMFDlcjn54IMPpLCwUBzH6evhAMCQYYyRpqYmqaysFNflNcSPYm0CgL6hXZsovrrpgw8+kDFjxvT1MABgyNq5c6eMHj26r4fRr7A2AUDf6mptovjqpsLCQhERmfrw18SLhjvNJjL63ZxI6rPpRFCdlRZPHXUtsoEm/SurwWZ1VEJNFtnGnDobrs/ot3swqR+EiHj1cX24Sb8zcrGYfruZrD5r8aq4kxfRZ4sK1NlcaZE6mxiRp862HKW/juJl+v2QPEr/+UTZESl1dsRw/Qk/cdh+dfb4/Br9dsO16uzRwQPqbKWn3w8lbudz6SFNzTk5dsau1nkY/3Ron5wR+rwEnM7XCJPVz51i9FmTtZiHeoujf0fUDernCycc0mfz9HOWFOSro9mSqDqbKtXP3YnhFvPmCP28mThKHZVMucW8OaJRnT1+2F519uTC3ersCeFd6uzYoH68w139fVheF9f5R+VEv4bFjP5Y1Gb158OO9DB19v10mTq7JV6uzm5rLlVn9zQWq7PZeFL+fuU9Xa5NFF/ddOjPObxoWLz8zm8YvLR+N3ue/iLKWlxwIhbFl9FnvbT+gvPS6qh4FnVPIKi/KQgE9MVXwLP7kx3Ps7jhcPWTWs6x2HGO/vnZ3Jw4jsUNh/IGWkQk5+mzgaD+JsILWVxzYf1xdiP6hcvk6fevF9WfD8F8/bGIFOjniGhEf90XBPXPrdDTZ4ss/4SQP6s73KF9EnCCEujiujWOTZFkUXxZzC29xqb4ciyKL6u5UJ8Vi7nQ8fRzYS7QH+ZNdVRcq3lTf6MQKrCZN/X7Ib+X5k2buTDP4ly3Kb5co99uzKL4iqb1+yyS0h+LkKtf7wJGf715GX32kK7Wpn4wQwIAAADA4EfxBQAAAAA+oPgCAAAAAB9QfAEAAACADyi+AAAAAMAHFF8AAAAA4AOKL6ADqVL7jxcFAAAAOkKfryM0pqi+y747zRl9f4mmlP6GvzlPn4236MeQsmgimQroT6FcQF/rW7SXEJvXEJysfryRurRkCvX7wk3pe2w5KX1fJyel7/Nl1TTVhtH3Bum1rAWb88eirZ2YgH68nkX/uXBQf+7kWzQtjlr0k8t39T1z8i16z4Vt+i2JrleMNjeUOdG8LvtMORbzhUnrj7nVdi0aMvdW8+ZcWn/92S1NFmuTZ9GL06IpdMCiD1UgXz/eQMKiH6hF385MUj+GZEa/H1I5/XizFvNLrh/MRTa9u9JGfw0lLBqrx3P6Zm7xnP7etSGjbyjekNY3NW+2uNdOJC2aWCd1+5d3vgAAAADABxRfAAAAAOADii8AAAAA8AHFFwAAAAD4gOILAAAAAHxA8QUAAAAAPqD4AgAAAAAfUHwBHUgM1/d2AAAAALpCk+UjND5/v4QLOr9Jj2X0zdwaM/pGdfUpfUO5urBFo7qQfruxoP65pQP6hsXGteh8a8HJ6V9vyNuflVSx/hLxkvp9EUhaNCxN6DtUGovmzdJbDZlzFo2THYsGlZ4+a2yyFrNgzqLJcjikb9xaGNIf46JgQp0t9uL6MTj67UYd/bkTFP2LGEFHdzCCTu802x1MnKJCcdwu5qSMRWN4iybLVg2ZLRocG4vxGovtikUzWatGzxZzt3gWDZktmix7EX02GNNfq4EW/Xi9hMU8n9JvN53R3yekcvr9kDO9876EZ9EM2UZO9Odv2iKbMPrjFjP6+7v6rP5+9KBFk+XGlP7+uSlhce/aYnHuJHRZ3vkCAAAAAB9QfAEAAACADwZF8fXiiy/K5z73OamsrBTHceTJJ5/s8jEvvPCCnHLKKRIOh2XixImyYsWKXh8nAAAAgKFrUBRfsVhMpk6dKsuXL1flt23bJueff76cddZZsnHjRrn22mvlqquukmeffbaXRwoAAABgqBoUH7hx7rnnyrnnnqvOP/jggzJ+/Hi56667RETkhBNOkJdeekl+/OMfy+zZs3trmAAAAACGsEFRfNlau3atVFdXt/ne7Nmz5dprr+3wMclkUpLJf35yUWNjY28NDwAAFdYmABhYBsWfHdqqqamR8vLyNt8rLy+XxsZGaWlpafcxy5Ytk+Li4tavMWPG+DFUAAA6xNoEAAPLkCy+umPp0qXS0NDQ+rVz586+HhIAYIhjbQKAgWVI/tlhRUWF1NbWtvlebW2tFBUVSV5e+w2Gw+GwhMP6pmwY+FpGeJK3n2auAPov1iYAGFiGZPFVVVUlK1eubPO91atXS1VVlfW2JkZqJa+LDvLxnL7zd4NN5+9wvjpbEipQZ/eH9NvdG9Rvtz6of25pz+ZmQn8aO/rm7pK3z0iyWP/msJcIqrOuRXd1t0WfdZIpddYYfdaK6+izjj6b8/SbzVnMbDn9YRMT1p9AkVBanS0KJrsO/cOwQEydLfH02SJXP4aIxXELOhYHDj0mV5IvuS7mUSetf3HJKpvUn/uS0s9DVvObxXZNSj9ek7V4Qc7o5wuT0F9/TkA/wblx/foRsMm26K9rL6GfL9y0PpvN6tfnnLFYlyy4YnpluzayRj+GpMU52WSxkNZlLe4xM4X6bFK/3QMJ/T1mS0J/Xy4tFjcUyuyg+LPD5uZm2bhxo2zcuFFEPvwo+Y0bN8qOHTtE5MM/y5g3b15r/qtf/aq89957csMNN8jmzZvlgQcekN/85jdy3XXX9cXwAQAAAAwBg6L4ev3112X69Okyffp0ERFZvHixTJ8+XW688UYREdmzZ09rISYiMn78eHnmmWdk9erVMnXqVLnrrrvkP//zP/mYeQAAAAC9ZlD82eGZZ54pppO3XVesWNHuYzZs2NCLowIAAACAfxoU73wBAAAAQH9H8QUAAAAAPqD4AgAAAAAfUHwBAAAAgA8ovgAAAADABxRfGFKSw/TZlrLeacoIAACAoWlQfNR8Xxof3Cf5oc47vSeMfjc35vLU2Yasvpv38KC+o/jeUJE6WxRKqLO7Q8XqbK2nH2/C0e+z0L6AugDL2yeSHKYvwALJzs+DNtm4vrt6qCmszjoWx8Ok0+qsFUe/z4ynz+YC+mxWv8skG+m4TcXHuZGsOlsYSaqzw8PN6uywQEydLfHi6myhm1FnI45+Tgs6+usCPSdVmie5QKTTjJvSn89uOqfPJvXnkpPUz0NOwiLbop8LJWGT1V/XktXvM5usSabUWSfWos56Mf3EGYwH9dtN6l/nd1MW83xWv92c0W/XdfTHIuTor6FgL72emxb9eGP65U7qLe5HD2QK1Nm9Kf393f5kvjpbH9ePNx3Tn79u3OJ9qoQuyztfAAAAAOADii8AAAAA8AHFFwAAAAD4gOILAAAAAHxA8QUAAAAAPqD4AgAAAAAfUHwBAAAAgA8ovoAOtJT19QgAAAAwmNBk+QiNCjRLYaDzGjZh9DVuwuibrTZ5nTfQ/KiyQFOvZIcF9E1c8wP6xpBBV9+4cLc6KZKwaBoYrtU3ZBYRCbToj3OoSd/gL9Cgb3zpNusvacezaH5r0ThZHP1+MAH9GLLhXmqynKfvOhmJ6s/hsjx9M+SKUKM+G6hXZ4e7+uszanGMwxZNlm3klM1Cc2LRKXSISgwPSCDY+XFyU/rrz0tbNCNPWjTgTegbznsJffNm16KJqhPTj8GxWPOMRaNnk9E/N5O2aDad1DeFduP6+S0Q199/eEn9fOHqn5pkcjaNk/Xnb9CqcbL+uHlisYZZzHFJo2+yXJ/Tn+v7MkXq7J50iTr7QYs+uzemb94cb9Yv/E6T/pwMNlsct4QuyztfAAAAAOADii8AAAAA8AHFFwAAAAD4gOILAAAAAHxA8QUAAAAAPqD4AgAAAAAfUHwBAAAAgA8ovgAAAADABxRfQAeS5frmiQAAAEBX9C2e0a7hblCK3M5r2LTou48njf6Gv8Rt0mdzLRbbjauzxZ4+W+gl1Nk8izb3IU/fjX6bDFdnE3vyJVmqP3Zei/61jFCTp88e1Hekd0NBdVa6OG/bZvUd3sXTbzcX0mczEf0YMvnqqJhC/TVXWqA/30fmNaizlaGD6myZp7/ui139c4s6+nPHFYvzwULS6K77pNFfl0NVy3BXvC6uL4vTQyymZAkkjTrrJfS3IcEW/TkayLPIRizm2KB+vE7A4hYrpp9bTFp/MExKn3Va9Gu0F4+qs4Gkfv86WYu5RX+aScDRzxkRR7/PIo7+IrJ5tyNtMcc1WUyH+7IF6uzOdKk6u71Fn90TL1RnG5ry1FnTqL/mQ036oxFsVEfFTSpz+k0CAAAAALqL4gsAAAAAfEDxBQAAAAA+oPgCAAAAAB9QfAEAAACADyi+AAAAAMAHFF8AAAAA4AOKLwAAAADwAcUXfDM5skudnVqwQ52dUlyjzo4fUafORkbG1FkAAACgKxbt19GeqBuSqNt5DZu16FQecbL6322x3ajFdgvdJnW2xG1RZ2uyheoCbGd6uLoA29xSqS7ANjVUqAuwrbVlEjxK//ySiag6m2hy1NlInb5reyAUUmfF07/24jgWr9ME9dNKJs9TZ9MF+n2WLjTqbKRQ2ZJeRCrz9a3ux0X0hf6YoD57lBdXZwtd/f4NOvqsjaRJq7NNOV22Oaef+4aqRKmIF+k8Y7EsiKs/jOKl9Neqa5ENtOjnoVDMItukn7OCefpsoF6fdRz9fpCYfg6QTEafbUmoo25cf0IEWvTzsZux2A8W0YinH2+hp98P+Y7F/rWQMPp9tjebr87uTA1XZ99rKVNn328qVWf3NhSqs5n6sDobbLBY7xrUUQnpl33JpnQ53vkCAAAAAB9QfAEAAACADyi+AAAAAMAHFF8AAAAA4AOKLwAAAADwAcUXAAAAAPiA4gsAAAAAfEDxBXRgYvm+vh4CAAAABhGaLPvAs2lQq++rJ67FdoMW2UgvNW+OuvXqbKGrb3IYdZVd7UQkYDHe9QfGyLgyffPbLQn95ZRo1DcOTBXpGwdG8vRNlh2vd5rqmpB+P6QL9GNIFenHkBumb6g5skTfbfG4glp1dnx4rzpb4ekbmxfb9Lu2eH0tJ/rrPm3RALTZ6JuQ1ud0XVOblbmhLDUiK25e5/Odk9XvR6usTUPmpH67Fr1vJWXTZLlAnw1HLdbSsEXTV4v52LVoyGyaY/psSn/g3Li+OX0goZ9bnIx+/zqufh4qDOpPnhJPv8/Cjn4MFpeF7Mvp7xHeT49QZze3jFRntzTqmyx/UF+szqYOdNH9/SOCB/T3E6GD6qiE6/XZSL3+/M2kdVne+QIAAAAAH1B8AQAAAIAPKL4AAAAAwAcUXwAAAADgA4ovAAAAAPDBoCm+li9fLuPGjZNIJCIzZ86UV199tcPsihUrxHGcNl+RiP7TVwAAAADA1qAovh599FFZvHix3HTTTfLGG2/I1KlTZfbs2bJ3b8cf9VxUVCR79uxp/dq+fbuPIwYAAAAw1AyK4uvuu++WhQsXyoIFC2Ty5Mny4IMPSjQalYceeqjDxziOIxUVFa1f5eXlPo4YAAAAwFAz4IuvVCol69evl+rq6tbvua4r1dXVsnbt2g4f19zcLGPHjpUxY8bIBRdcIJs2ber09ySTSWlsbGzzhcFtRunOvh4CAHSKtQkABhZ96+h+av/+/ZLNZg9756q8vFw2b97c7mOOP/54eeihh+Tkk0+WhoYGufPOO+X000+XTZs2yejRo9t9zLJly+SWW2457PtJk5ak6bkaNmv03dJ7iyuOOhtxPHU2aNEJPuK0WGT3WGRT6uyrsQlWBVg8HVJndzcepc4m9urPr/yofgwBR3+cxSKbtRhDokT/3JIj9OdPaVmTOntiSY06OynvA3V2QnCfOlvmZdVZm2vORsLox9CU02cbcvplZm+2QJWLZbIioj9ug1lHa1OwrEW8aOfXjMnpr+tcVn+t5jIW80Xa4nxO6MfgteizqWb9eFOF+u2m8/VzYTSk327E04/XtbinMLG4Oitx/RrtxfXzhZPVzxdeIKfODg/G9FlXn7U4FFKf05/r76XK1Nk342PU2bcaKtTZ7XWl6mxqf546G6rT74fQQXVUwvX6bKRef+6EGjLqrJfRZQf8O1/dUVVVJfPmzZNp06bJrFmz5PHHH5eysjL56U9/2uFjli5dKg0NDa1fO3fyrggAoG+xNgHAwDLg3/kaMWKEeJ4ntbW1bb5fW1srFRW6Cj8YDMr06dNl69atHWbC4bCEw+EjGisAAD2JtQkABpYB/85XKBSSGTNmyJo1a1q/l8vlZM2aNVJVVaXaRjablTfffFNGjhzZW8MEAAAAMMQN+He+REQWL14s8+fPl1NPPVVOO+00ueeeeyQWi8mCBQtERGTevHkyatQoWbZsmYiI3HrrrfIv//IvMnHiRKmvr5c77rhDtm/fLldddVVfPg0AAAAAg9igKL4uueQS2bdvn9x4441SU1Mj06ZNk1WrVrV+CMeOHTvEdf/5Jt/Bgwdl4cKFUlNTI8OGDZMZM2bIK6+8IpMnT+6rpwAAAABgkBsUxZeIyKJFi2TRokXt/uyFF15o8/8//vGP5cc//rEPowIAAACADw34f/MFAAAAAAMBxRfQgdPy3+3rIQAAAGAQGTR/dthX9mdTkrRoPtkVfds3u8rZphGgZ9Fk2W4MNs2b9Vuu8PQN8CLOXnX23fRw+UTB39X5jNE3DlwZ0zckjO8tVmeLC4LqbMCzaG7qWjQWLdY3Fm3R95oWd6S+AehJI/SNt6cXbFdnJ4X1jX3LvLQ6G7ZonJwVfdPUuFXjZHVU6nL683dftkidrUnrzvWWdEZEtqi3OxQdXXpQAvmdfwR9zlg0Q85ZzAEWzWRTGX02ntLPLcmk/vYmGdfPm6km/XZTxRb7LKofQzasa0YuIpJv0WTZ/UC/lkoiqY4GYin9GLL6tgl5Yf12R4cOqLMlrv65xS0alb+XHqHOro+NU2dfqztand2xT984Obcvos6GD1g0CdcfCgnX68/fcINN42T9+hxosjl/E7qceosAAAAAgG6j+AIAAAAAH1B8AQAAAIAPKL4AAAAAwAcUXwAAAADgA4ovAAAAAPABxRcAAAAA+IDiCwAAAAB8QPEFdGBCsK6vhwAAAIBBRN+qHe3amSmQ/IzXaSYr+g7oWaOvhz1H383bRlCy6mzI0WcjTkadjbo229V3QC+xeLkhZkQmhfar817RJnW2cbS+c/yz+09UZ5Ob9Zd0xNGflxIJq6OxkfoxxMfqz4nTRu9WZz897G119qTwLnW2zEursxFHf7Iljf5ajulPd6nPhdTZfdkCfTZTpM7WpovV2T0pXTbZoj8OQ9XxRXslXBDsk9+dNp2viR+Vyunni5as/vk0p/VzVkNSPx8fiEfV2abSPHU2XaK/VtMF+v2bC+qv1aKMfh5yPtinzrpNSXVWcoXqaGk0rs4eG65RZ12LpXFzaoQ6+0LjJHX2z3vHqbN7aoaps95e/TUUrdPviPBBdVQiB/XnWahRfy8YbEyps16z/px0Ygl11s3ptss7XwAAAADgA4ovAAAAAPABxRcAAAAA+IDiCwAAAAB8QPEFAAAAAD6g+AIAAAAAH1B8AQAAAIAPKL4AAAAAwAcUXxhSarL6hp75Fo0WAQAAgK7o70TRrrdTlZKX7Hw3po1FN3qjr4ez0jvVgSdGnQ06GXU24qbV2UJX31G81GtWZ4d7MXUBVuKmRX/kRCYF69TZLw5/TZ3deVyJOrt70zh1ttjRnz/ZYQXqbP2x+u1Om7Rdnb3oqNfV2ZPCH6izhW5OnbVxIKu/jupyEX02qz8W+zJF6mytRXZvyiKbLFRnDySjqlwmllRvc6iakr9b8vI7n+tci7nec/TXSdZiHctZrGMpo79liedC6mxz1uL6S+mvv5rh+utkV1mxxXb12XSR/rnlAiXq7LCWlDrrNOrXaMeMUGdPKKlVZ0d5TerslnSpOvvUgVPU2Zd3jldnE7v151neXv31FtHfpki4Xn/Nh+uz6mywWX/f6DXr53rXIist+ntMSVpsN6e7LnjnCwAAAAB8QPEFAAAAAD6g+AIAAAAAH1B8AQAAAIAPKL4AAAAAwAcUXwAAAADgA4ovAAAAAPABxRfQgfpcsK+HAAAAgEGEJstH6O1YpYSczm/SW7L6m/hUTn9IMjl9C+CMTdNLo2966Tr6Jp0BiyadEU/fkLkooG+WNzykb/Z4dMiiG6GITAjtVWePDR5UZxeP+X/q7MKpV6izo36nP871J+gbPk78xPvq7KJRa9TZCcF6ddbGPovrc59Fg+O9Fk2L99tk0xZNllP6Bsd1qXx19kAiT51tTOqbvMZawqpcNm7RIHOIOjZYK/mhzud9m8bJnkVDZpt1wWa9yVo0ZLZp9JwW/Voay+nOURGRppz+OtlXqr9W3z9K34h448hR6uy2sgp11njl6mzp/9uqzlqcOvKvwzaqs+9m9I2T791Rrc6+83f9/s3bqb+/G6a/nZDIAf11HGrUNzgONunvw7yYRdPtuEXT4oRF1qIZsknpn5tJ6Z9bztBkGQAAAAD6DYovAAAAAPABxRcAAAAA+IDiCwAAAAB8QPEFAAAAAD6g+AIAAAAAH1B8AQAAAIAPKL4AAAAAwAcUX0AHdqSG9/UQAAAAMIjo222jXW/Vl0sg3XnH+0Q6qN5eMuOps2mLbCarz+ayjjprcvr63Vh0rnf0QxDH1Xd39wL6bF5Y3wFdRGR4NKbOnliyR509r+Qv6uzPZq1QZ+92z1FnixfsVGfvGf9bdTZm9FPQm6lydXZ3epg6uydVos7WpfPV2YOpqDpbn8pTZ5tSnc83HxVPhfTZhD6bSuqPWy6pn3skocvmWnjdsCujAjEpDHS+nzyLedYTi3A/kBX9gpO1WJv0K4hI1mKfpY0+m4jqr6nPlejnli2jKtTZx4+brs7WuRPVWRuexdG4+vkr1NmSv+rv2So/0I8hcjCpzgaa9fcfbjylzjot+qykLLJJfdakLe6t0hn9djP6rGSz+u3aZI3uubGCAQAAAIAPKL4AAAAAwAcUXwAAAADgA4ovAAAAAPABxRcAAAAA+IDiCwAAAAB8QPEFAAAAAD6g+AIAAAAAH1B8wTfBrfpmj8G39dnQX/SNbwOvFqqzLUl9o0UAAACgK44xxqK3e/+1fPlyueOOO6SmpkamTp0qP/nJT+S0007rMP/b3/5Wvve978n7778vxx57rNx2221y3nnnqX9fY2OjFBcXy7iHvituNNJpNpvUd6M3KX3WSTnqrJvW19mORfNxz2IMjr5JuDgWjcpdi6zVGCyyIiKOvtG9iMVV5/TWFfrpg+qoMfrjbCNnsd1cziJrs92s/tqwymb0YzAW2zUW23WsrnuL+cRm7rHIeildLptIyNYffVsaGhqkqKhIvf2h4NDatHPzKCkq7P+vr+YsJsOsRTZt9BOyzdSdsrhlSovNnGUxBovXzW3mwqzFeLO9NIabP3WBOmvF5la3t7I5izPNKqsfg8la3NjYZC32g9UYbC4Mi2u+t2RMWp5L/bbLtan/z8wKjz76qCxevFhuuukmeeONN2Tq1Kkye/Zs2bt3b7v5V155RS699FK58sorZcOGDXLhhRfKhRdeKH/72998HjkAAACAoWJQFF933323LFy4UBYsWCCTJ0+WBx98UKLRqDz00EPt5u+9914555xz5Jvf/KaccMIJ8v3vf19OOeUUuf/++30eOQAAAIChYsAXX6lUStavXy/V1dWt33NdV6qrq2Xt2rXtPmbt2rVt8iIis2fP7jAvIpJMJqWxsbHNFwAAfYm1CQAGlm4XX6tWrerJcXTb/v37JZvNSnl5eZvvl5eXS01NTbuPqampscqLiCxbtkyKi4tbv8aMGXPkgwcADDp+ro+sTQAwsHS7+DrvvPPk+OOPl3vvvXdIvNK2dOlSaWhoaP3auXNnXw8JANAP+bk+sjYBwMDS7eLrhBNOkC1btsjixYtl1KhRcs011/TJB1aMGDFCPM+T2traNt+vra2VioqKdh9TUVFhlRcRCYfDUlRU1OYLAICP83N9ZG0CgIGl28XXpk2b5LnnnpPPf/7zkkwm5ac//alMnTpVzjrrLPnd734nOZuPyTwCoVBIZsyYIWvWrGn9Xi6XkzVr1khVVVW7j6mqqmqTFxFZvXp1h3kAALT6y/oIAOh/jugDN84880x57LHHZNu2bfKd73xHjjrqKPnTn/4kX/rSl2Ts2LHywx/+sMOPe+9Jixcvlp/97Gfy3//93/L222/LNddcI7FYTBYsWCAiIvPmzZOlS5e25r/xjW/IqlWr5K677pLNmzfLzTffLK+//rosWrSo18eKgcPoW64BQBv9ZX0EAPQvPdpkOZ1Oy2OPPSb333+/rF27VhzHkWAwKBdffLEsWrRIZs6c2VO/6jD3339/a5PladOmyX333df6+84880wZN26crFixojX/29/+Vr773e+2Nlm+/fbbu9Vk+ejbfiBuXudNlr2ERZNRm2xSHRUvoc+6ykanIiIBi+16Sf2pFmixyCb0ryIHWvTN/byYRfdmEfGaWtRZpyGm33Ba3/V6/zkT1NkHbrlPnb3xM3PUWXH153B8Yqk+W6avhlMFFs1Cw+qomIBF1ualLZse1jYNui3eYOm1JugW23WVp3o2lZA3/2tgNVn2a308tDbVvHN0l02WcxbthbNWzYX1201aNEaNWZz7CYsLsCkXssh2vt5/VF22UJ3dl9Fn96RK1Nl3m8vU2bf2lXcd+ofMX4vV2WN+0fGHmX3cjjvy1NmKIv2/p2z++Wh1tuTtJnXWPdiszkrC4qYtYzHJZvXXkLFpRGyxXSsD7Z1/Vz+XZExK1jT8wt8my8FgUC699FL505/+JEuWLBFjjKRSKXnkkUfk9NNPl0996lOybt26nvyVrRYtWiTbt2+XZDIp69ata7OQvfDCC20KLxGRiy++WN555x1JJpPyt7/9zarwAgDARl+ujwCA/qNHi6/a2lr5/ve/L+PHj5fbbrtNRESmT58u3/rWt2TMmDHy8ssvyyc/+Ul5+umne/LXAgDQr7E+AgBEeqj4euWVV2Tu3LkyduxYufnmm6Wmpka+8IUvyIsvvijr16+XZcuWyXvvvSfLly8XEZGbb765J34tAAD9GusjAOCjLP4FQ1uJREIeeeQRWb58ufzlL38RY4wMGzZMFi5cKF/72tcOa/Touq5cc801snLlSvnjH/94xAMHAKA/Yn0EAHSk28XXqFGjpL6+XowxMmXKFPn6178uX/7ylyUvr/N/LFleXi6plMUnOgAAMICwPgIAOtLt4qu+vl7+9V//Vb7+9a/L2WefrX7cDTfcIJdffnl3fy0AAP0a6yMAoCPdLr62bNkixxxzjPXjjjvuODnuuOO6+2sBAOjXWB8BAB3p9gdudGdhAQBgsGN9BAB0pEc/ah4YTLL53X5jGAAAADgMd5dHKFznihfuvIYNxPXb8xL6bKDFqLNBi2wgru8+HmixyMb0HdvdFv0/OnfjFv9APdaiz9r+w3ej38dSUqyO1p11tDo7YsF2ddYT/bF79/JydXbCI3vV2ehr2/TZwgJ1NjtMn80UhvTbjXr6bMhRZ3MBfdbohyBGv1lxLE5fsci6+stenKxuw5l0Vr/RISonuS6v8ITR78e4TTanP/Hqc2GLbOcfWPJRezNF6mxtRj8f704OU2d3xfXZ7Y367N59+ucW2qnfv8M26y/s0j/XqLPiWExEFn4y8VF19rorL1Znt708Vp0t3lKozubvSauzoYbeuQdyUhYTctoim7WYk7P6ew8rNvdgvXROOrmkSEPXOd75AgAAAAAfUHwBAAAAgA8ovgAAAADABxRfAAAAAOADii8AAAAA8AHFFwAAAAD4gOILAAAAAHxA8QV0JKTv/wQAAAB0hSbLRyhSJ+J1cY8ejFs0Q45ZNEOO6ZvaBeL6ZnmBmL4RoGPT3K8lqc5KUp81FlkbTjgs4uk72uaOKlVnG6bom3rWfkp/nK+ueEOd9Sw65YZPrldn67aUqbPDX1VHRQ7ox+A1NeuzEX0TUsmLqKMmHFRncyH9VGwCFq+ZuRbNm3vppTjHpp+msklmJmPRjX6IasylxeQ6P6hNFsemPqc/9+ty+epsTbpEnd1jkd2d1Gd3xvQNjnc26rdbf0C/H7y9+hf7inbrr+uSd/Vrf/7mOnVWDio6yf5D/P87Rp3N5VrU2ZjRz7GLj/5/6uz97tnq7JtlR6uzse36Y5xncT5EDuovZKv7xhZ91k3ps05aP14nZzFJ2TRZtlmXLNbGXDYpsrtHNwkAAAAA6C6KLwAAAADwAcUXAAAAAPiA4gsAAAAAfEDxBQAAAAA+oPgCAAAAAB9QfAEAAACADyi+AAAAAMAHFF9AB3qreTMAAACGpkBfD2Cgi9TlJBDsvFV2sNmio3hc340+0JxSZ924PistiV7JmlRav12bTuWe/jUEJxpVZ3Plw8RiFNI4sUCdrZviqLMTJ+xRZ48N1aqzrqN/dpPL9Nt9Y1KJOhtuKFVnC/6u32dyoF4dNY3N+u02x9RRJ6CfXr1gUD+GgKfPehZZ1+K1OMfiWNjQXvdZXhjpyv6sJ4ls58d0b1Y/Z+3LFqmzH6RL1NmdCf0csCOuz+5uKlZn6+r1+yFbF1ZnI3v111S+fpqXwh369Txve71+wxbzphQXqqPxcv1caIx+btmZHqbOnhTWr2FfqnhNnQ15+vu7jUWj1NnEnjx1NrJff54FG/XZULP+uAUS+vsJL6nPuhl91rHJdn7b3pbF/Wgmo9u/vPMFAAAAAD6g+AIAAAAAH1B8AQAAAIAPKL4AAAAAwAcUXwAAAADgA4ovAAAAAPABxRcAAAAA+IDiCwAAAAB8QPGFISVXrm/K6NYe7MWRAAAAYKjRt69GuyIH0hIIeJ1mAjF9N3o3llRnHYustLSooyapH69kMvqsjVBQHXUK8tVZI/oCLHa0frsiIo3j9K9lZMfqj8f00t3qbImr364n+q7tE/P3qrOvjhmrztbvi6izXrJEnY04jjrr1Deqs6Yl0StZscm6Fq+Z2ewHr/N5rNtc/RjUchZz1BC1K1Mi0Uznx/SDtP7FqF2pUnV2R4s+uytWrM7uaShSZ+P1eeqsV6dfb/L36s/n/Fr9HJv/QVqdjexqUGflQL0+ayFXol8f0wX6fZYz+uzO9HB1dkqoVp2dFtmlziZH6M+dqKeft/6aP1KdbSgpUGfdg/rxBpv0xyIQs8haLHcWu0wci9tRN6u/Np2cfrvZVFb3+/WbBAAAAAB0F8UXAAAAAPiA4gsAAAAAfEDxBQAAAAA+oPgCAAAAAB9QfAEAAACADyi+AAAAAMAHFF9AB/J3xPp6CAAAABhEaLJ8hIINCQl4nTdrc5stmiHH9U1yJaHfrklaZLO6JnEiYtfENRTSZy0aJ+eG6xtvJiqi6mz9eLvLI16p78RXWaZvkjkuvE+djTj6Y2fT+3ZkqF6dLS/TNy3eNzqszgZjFo23c/pzIhzQvwblHGxSZ008rs5KWt8d0qT1zVjF6BtJ6pN9L2dostyV99NlEkl1PoftTOqb1O6MWzRkbtY3Tt7XoG8Qmzqob8oerNPP3xH9FCvRfforJVqjv1bDe/TzphzUrx8mpR+DzbqbKdLP3Vl9VHJZ/cK0N6Wf5xuj+vuPMld/vzQ1slOdFf0lJIVBfSfit/Iq1Nk9Rfp9lmzUH7hUk/5681r0a65ncfvsWiwLbsbi3tXiljib1G2Xd74AAAAAwAcUXwAAAADgA4ovAAAAAPABxRcAAAAA+GDAF18HDhyQyy67TIqKiqSkpESuvPJKaW5u7vQxZ555pjiO0+brq1/9qk8jBgAAADAUDfhPO7zssstkz549snr1akmn07JgwQK5+uqr5f/8n//T6eMWLlwot956a+v/R6P6T8EDAAAAAFsDuvh6++23ZdWqVfLaa6/JqaeeKiIiP/nJT+S8886TO++8UyorKzt8bDQalYoK/cdzAgAAAMCRGNB/drh27VopKSlpLbxERKqrq8V1XVm3bl2nj33kkUdkxIgRcuKJJ8rSpUsl3kVPnmQyKY2NjW2+AADoS6xNADCwDOjiq6amRo466qg23wsEAlJaWio1NTUdPm7u3Lnyy1/+Up5//nlZunSp/OIXv5Avf/nLnf6uZcuWSXFxcevXmDFjeuQ5oP8q2aZvfAsAfYG1CQAGln75Z4dLliyR2267rdPM22+/3e3tX3311a3/fdJJJ8nIkSPl7LPPlnfffVcmTJjQ7mOWLl0qixcvbv3/xsZGGTNmjLhNLeK6uc5/YbxFPTbTou9qblIW7byzXYzxo1yLzt/BoD6br/93daa4QJ1NDddvN3aUp842jdPvBxERZ7i+FfvRhQfV2bJAkzobdIw6a8NmDGOL9M+t9qgidTbeFFFnvbT+vBTRn2shV/96lRuwmF67eOe9jaT+ujfptH67NnOE0WdNzuKcVG7XGIvnNch1tDZtTwyXcKDz62BHvFT9e3Y3Fauz+xvy1dnMQf11HarTz9/hOnVUovv052jeXv25F94bU2ed+s4/KOyjTEK/1ohjsY7l6Y9FJk9/LHIWU2Euq59j69L682xfVj/Pl7n6/WuTPSm8S50NOll1tiigv2/ckndU16F/2J2vv+bri/LU2WRcvz6nE/qTx0larM8Zi/tci9fhcwndXNIvi6/rr79errjiik4zxxxzjFRUVMjevXvbfD+TyciBAwes/j3XzJkzRURk69atHRZf4XBYwuGwepsAAPQ21iYAGFj6ZfFVVlYmZWVlXeaqqqqkvr5e1q9fLzNmzBARkeeee05yuVxrQaWxceNGEREZOXJkt8YLAAAAAF0Z0P/m64QTTpBzzjlHFi5cKK+++qq8/PLLsmjRIpkzZ07rJx3u3r1bJk2aJK+++qqIiLz77rvy/e9/X9avXy/vv/++PP300zJv3jw544wz5OSTT+7LpwMAAABgEBvQxZfIh59aOGnSJDn77LPlvPPOk09+8pPyH//xH60/T6fT8s4777R+mmEoFJI//vGP8tnPflYmTZok119/vXzxi1+U3//+9331FAAAAAAMAf3yzw5tlJaWdtpQedy4cWLMP/8B3JgxY+RPf/qTH0MDAAAAgFYD/p0vAAAAABgIKL4AAAAAwAcUXwAAAADgA4ov+KfQovFmib5hX2K4/p8uJofpG+sVvt87DYsBAAAwNA34D9zoc81xEbfz9tc23eitOtebnD5rwfFC+mzEsrnnACrAmsfmRERfgBUVtaizR4Wb1NlCT79dm1dTPH0dKqVeszo7JnpQnd06fLg6W9cYVGe9hKfOOln9do2rP39DQf0YvCb9GJyY/nxwkhZzTyqtz6b1WSern6dMVpvkdcOu7GoZJkG387l8d1Oxenv7Gyzm7oMRdTZ4QH+dhA+ooxI5oJ+7I3Wdr+FtxlCXUGedBv28aWJxdVay6gtFnDz9sTB5+rU/G9Zfg8bics1l9OGDKf05uS9TpM42BerV2eGufn4r9/TnjoT2qKMRRz8fFwf051lZWL8+78m3mEta9MetKaG/x0yk9OtoJqWfd7Jp/TmZa0mpcqxgAAAAAOADii8AAAAA8AHFFwAAAAD4gOILAAAAAHxA8QUAAAAAPqD4AgAAAAAfUHwBAAAAgA8ovoAOFGzn8gAAAEDPocnyETItLWKczhseWjUvtWieaMMJ6g+1E7ZonJwfVUezBfpmj6lifbO8ZLG+SErp+wBK8mhds7xDSqP65oXDgzF1Nt/RjyPk6Dsn25SWRa6+OeSokL7J8ujCBnW2frj+XEsk9A26nYxFt2lHfx2ZgH4MoZBFQ+aQxbUct2iYbtHg3Unpz0mT1jewdTK6rGscEX3/2iFpT3OhBEznc/mBJv01lWnQrwuBBv35HKpXRyVcb9E4+aB+LQ3V689nt1Hf5Fzi+qyxuKYc12L2Dlo0kbeYW3IBm3lTH5WsPlyf0t9T7MsU6reb1W+3xLVYyy2OW6WjX3ODTq06G3X183ypp39uZaFSdXZfXoE6W5fUZ23Oh3havzYmMvrrIhtPyk5Fjpf2AQAAAMAHFF8AAAAA4AOKLwAAAADwAcUXAAAAAPiA4gsAAAAAfEDxBQAAAAA+oPgCAAAAAB9QfAEAAACADyi+gA6Ed+ib8AEAAABd0bdtRrtMKi3G6bwju8mke+V3O56nz4YsColIWB01UX02U6gfQ6pQ/7pAOl8dlXSBUWe90XEJ6jctJWF9R/pCz6Z7fcZiFHpeF+ftRxW6KXW2PNigzh4dPajO1pYUqrM1Cf3UlrDodO8Y/T4zrv76zAX011EopL82vLD+DHYTFvuhRX8+OGmL+S+tO9edXEqkWb/Zoag+lieeiXSaSTXpzzuvSX8+hxrVUQk16bPhBv38HWrQz5tek34+llhcHTWJpH67Rv/cxGLuloD+uJmAfm4x+s2KWDw1k9GPoTmlP3/3porU2QPhAnX2qJz+fIhY7LOoow9XePpzPeLUqbNFrv66KA3oJ+TaYLE6a3MsDmai6mxTpvO5sU02rc+mgyn5iyLHO18AAAAA4AOKLwAAAADwAcUXAAAAAPiA4gsAAAAAfEDxBQAAAAA+oPgCAAAAAB9QfAEAAACADyi+gA5kd+l7RgAAAABdocnyETKZTNdNlnP6DoOOa9M8UX/4nJBFu+A8fUO5XL5Fk+V8fdPAdL7+dYGMRZPlXF5OnS0aZdEpVEQKAvqGmlFXnw06+jHbvJoStEhHLRo9l3n6/VYZ0TdZHlOob5IZS+obBjem9fvByemvua7mhY/KWTRMz4b02w1adPUMxPXPzYvr96+b1DdZdtJZXTCbFKlRb3ZISsZD4prOj5PTbHF+NFucdxYNsENN+vUx2Kw8P0Qk0GzRCDxu0Qw5qd+uyejnTbG4TxDXYqa3aPZubO4/bKL6JUyclH7DzRbz/IG0/kZhX6ZQnbVZ76Juizpb6OjnY5uGzEFPfzAijr4DeqFFQ+YSV9+Yuj6ofxG8IavP1ltkm7P6e+Kko1vveOcLAAAAAHxA8QUAAAAAPqD4AgAAAAAfUHwBAAAAgA8ovgAAAADABxRfAAAAAOADii8AAAAA8AHFFwAAAAD4gOIL6EDjbn1TXwAAAKAr+hbaaJfJZsU4XdSwXf38o1FP36ncCQbVWQnpO8GbiH672Yj+FMrk6fdDJk8dFYvm4yKRrDp6VEWDxYZF8jxdZ3MRkaCjH0dvccVRZyOOPlvitaizlcF6dXZvVF8M1xdZdKRP68/hVM7iZHP02zX6y15yIf11lA3rj1swpt9uIE//3LyEfj5xk7rrIpPhdcMuxQMipvPjFLA45sFm/a8OxPTZYCyn3248o8468ZR+EImkOmpSFtvNWszzFvcJYjEfi9dL2zUWm7XYDW5GP4ZESj+31CXz1dnadLE6Wx7Q3yeUuPrzLOLpr4uw6BeQqMW6FHT1Y4g4+muz0NXvs6acfjJp8vTrc6PFWh7PhfXZtO5kZwUDAAAAAB9QfAEAAACADyi+AAAAAMAHFF8AAAAA4AOKLwAAAADwAcUXAAAAAPiA4gsAAAAAfDDgi68f/vCHcvrpp0s0GpWSkhLVY4wxcuONN8rIkSMlLy9PqqurZcuWLb07UAAAAABD2oAvvlKplFx88cVyzTXXqB9z++23y3333ScPPvigrFu3TvLz82X27NmSSCR6caToD5ygvmng3hp9o0UAAACgK/pW1/3ULbfcIiIiK1asUOWNMXLPPffId7/7XbngggtEROThhx+W8vJyefLJJ2XOnDm9NVQdT9+p3Anpu7tLOKSOmrB+u9mIfryZPH3n+qx+uJING31Y9AXYqPKDVtsNu/oO756jLwI90WdteI7+eEREf5xL3JQ6WxGoV2ePDheos/X5eepsS0Z/vtfm9PssrU6KGIvrPhe0uY702YzFtRzM079u5yX02UBStyRl0nbX/FDkJlxxu3h91WvRby9gkQ3G9XNWIJ5VZ724/qpykvp5SCyyJqOf501Of546+stPxNVf173F0R82cS2yTspijk3ob2EPJvRrwt5UoTq7L1ikzpa4cXU24sTUWdfifPAs1vKwo9+/QUc/z4eN/oTId/TXW6HbrM6WGv2xiOf09wgx5f3lgH/ny9a2bdukpqZGqqurW79XXFwsM2fOlLVr13b4uGQyKY2NjW2+AADoS6xNADCwDLniq6amRkREysvL23y/vLy89WftWbZsmRQXF7d+jRkzplfHCQBAV1ibAGBg6ZfF15IlS8RxnE6/Nm/e7OuYli5dKg0NDa1fO3fu9PX3AwDwcaxNADCw9Mt/83X99dfLFVdc0WnmmGOO6da2KyoqRESktrZWRo4c2fr92tpamTZtWoePC4fDEg6Hu/U7AQDoDaxNADCw9Mviq6ysTMrKynpl2+PHj5eKigpZs2ZNa7HV2Ngo69ats/rERAAAAACw0S//7NDGjh07ZOPGjbJjxw7JZrOyceNG2bhxozQ3//NTTyZNmiRPPPGEiIg4jiPXXnut/OAHP5Cnn35a3nzzTZk3b55UVlbKhRde2EfPAgAAAMBg1y/f+bJx4403yn//93+3/v/06dNFROT555+XM888U0RE3nnnHWloaGjN3HDDDRKLxeTqq6+W+vp6+eQnPymrVq2SSCTi69gBAAAADB0DvvhasWJFlz2+jGnba8NxHLn11lvl1ltv7cWRYaDbXTvMutcXAAAA0JEBX3wNBI5N4+SAxSGxyVo0ZM6F9dvNhnun4WvOosmyCeobWboBffPPo8sO6AchIgGLTpKuRePkbD/462CbBor5Ft03Sz19o8PKoL4QbsjTN9RMZC2aiuf0+2G/OimScvUfmJALWDRktrjmbBqb2zRMD7Tox+sldddyNmXTkXZo8loccU3nx8mmcbKX0GcDLfo52Uvo5wsnadG6vJcaJ0vWomOw0c/zYtH81rGYj8WxaMhsLJpC2zSQtti9nkWT5ZSyKbuISGNS/5dNe5P6Jst7QiXqbImnb5yc7+rP36Cjvy6CFvcTNr28Axbnb4FFR/GIxf1E1OJ6S1g0ek67+smvSXmP2fd3dQAAAAAwBFB8AQAAAIAPKL4AAAAAwAcUXwAAAADgA4ovAAAAAPABxRcAAAAA+IDiCwAAAAB8QPEFAAAAAD6g+AI6sGNfaV8PAQAAAIOIvj04us2xaRPu6Tt/S1B/+ExQv91cSF+TZy2yuaA6ape12GUhT98BfeyIA/oNi4jnGHU210uve+ifnR2b7vVRRz+KEjelzlYEGtTZplBEnU1E9SdbxuZks1Dn6s+dVCBkkdXPETbXcrZFHZWM/lBIIKmbK7PK3FDmpkS8LnaTl9RvL5DUn6NeUj8HeMmsOuskM+qsZPRZk07rs1n9eE1Ov88co99nxiLrGP0YxCLq6neDePrdKxZLgkhCP2fFEvp5c38iX53dGy5UZ4cFStTZfFd/cQadRnXWc/XXRYE6KRJ29GuN5+iPm2dxrxS2WBbCRn8C5yzurAKuLss7XwAAAADgA4ovAAAAAPABxRcAAAAA+IDiCwAAAAB8QPEFAAAAAD6g+AIAAAAAH1B8AQAAAIAPKL4AAAAAwAcUX/BNzqKlt7HpZetZNLK0aGa7fX+pxSAAAACAzlncDqNdjvvhV2c8fSXhBC0OSUCfNUH9GHJBfU2eC6qjH+YHUAE2bvgBiwGIZI2+vXrW6Pdx2iKbFf1+sGHTkT5sMa0UOvou86VeXJ2tDB5UZxMWJ3Em3+ak1PPcnDpb5+ars4lASJ3NhPXHLRfR7wcvYnFdJJW5hHqTQ5aXFOnqKHkpm+3p5xY3bTEfp/VzgGQtshmb7eqvP5PrnTm21xiLY5HT7wc30zvng5fUzxduQr8upeL6eb4+L0+drQkXq7NFAf3Ele8qJ0MRCVqso540q7Oum1FnbdjcIwSd3ilTwhb3NDbSymPBO18AAAAA4AOKLwAAAADwAcUXAAAAAPiA4gsAAAAAfEDxBQAAAAA+oPgCAAAAAB9QfAEAAACAD+jz1U3mH70zMibdZda16P/k2jTOyun7QOSy+kOdyejHm0nrt5tNWvSrsujjk2vR97jIxvUbfjcelbGl+n5RSa/rc+GQlpy+f0Yspe+90hTQZwMWvaXCjj6bNhbjtegr06yPStyix09LSn8skkn9MU7H9U2UMnH9tZyNW/Tsa7HoX9RisRwkLHoXJvTziSh3Qy754XVsLHoYDRWH9kk22fVcl7Xo85VJ688lL6O/plxtczcRcS3WPMnpn1zO2GT1c4AN16ofl368jsU+y2Yseh6mLfr3pfTzRdaiz1cuod9npsVmjtVn00H9sUiKxT2CxTUUC+jXu2ZPfx0HlT1RRUQyFvcINvcTNj3M+oPGf9yodLU2OYbVq1t27dolY8aM6ethAMCQtXPnThk9enRfD6NfYW0CgL7V1dpE8dVNuVxOPvjgAyksLBTHsXhl10eNjY0yZswY2blzpxQVFfX1cPoN9kvH2DftY7+0r6/2izFGmpqapLKyUlyXv57/qP6+NnEtdYx90z72S8fYN+3r72sTf3bYTa7rDphXXIuKirgo28F+6Rj7pn3sl/b1xX4pLi729fcNFANlbeJa6hj7pn3sl46xb9rXX9cmXjIEAAAAAB9QfAEAAACADyi+BrFwOCw33XSThMPhvh5Kv8J+6Rj7pn3sl/axX2CLc6Zj7Jv2sV86xr5pX3/fL3zgBgAAAAD4gHe+AAAAAMAHFF8AAAAA4AOKLwAAAADwAcUXAAAAAPiA4msQ+eEPfyinn366RKNRKSkpUT3GGCM33nijjBw5UvLy8qS6ulq2bNnSuwPtAwcOHJDLLrtMioqKpKSkRK688kppbm7u9DFnnnmmOI7T5uurX/2qTyPuHcuXL5dx48ZJJBKRmTNnyquvvtpp/re//a1MmjRJIpGInHTSSbJy5UqfRuo/m32zYsWKw86NSCTi42j98eKLL8rnPvc5qaysFMdx5Mknn+zyMS+88IKccsopEg6HZeLEibJixYpeHyf6N9amjrE2fYi1qWOsTYcb6GsTxdcgkkql5OKLL5ZrrrlG/Zjbb79d7rvvPnnwwQdl3bp1kp+fL7Nnz5ZEItGLI/XfZZddJps2bZLVq1fLH/7wB3nxxRfl6quv7vJxCxculD179rR+3X777T6Mtnc8+uijsnjxYrnpppvkjTfekKlTp8rs2bNl79697eZfeeUVufTSS+XKK6+UDRs2yIUXXigXXnih/O1vf/N55L3Pdt+IiBQVFbU5N7Zv3+7jiP0Ri8Vk6tSpsnz5clV+27Ztcv7558tZZ50lGzdulGuvvVauuuoqefbZZ3t5pOjPWJs6xtrE2tQZ1qb2Dfi1yWDQ+fnPf26Ki4u7zOVyOVNRUWHuuOOO1u/V19ebcDhsfvWrX/XiCP311ltvGRExr732Wuv3/u///b/GcRyze/fuDh83a9Ys841vfMOHEfrjtNNOM1/72tda/z+bzZrKykqzbNmydvNf+tKXzPnnn9/mezNnzjRf+cpXenWcfcF232ivscFERMwTTzzRaeaGG24wU6ZMafO9Sy65xMyePbsXR4aBgrWpLdamD7E2dYy1qWsDcW3ina8hbNu2bVJTUyPV1dWt3ysuLpaZM2fK2rVr+3BkPWvt2rVSUlIip556auv3qqurxXVdWbduXaePfeSRR2TEiBFy4oknytKlSyUej/f2cHtFKpWS9evXtznWrutKdXV1h8d67dq1bfIiIrNnzx5U54ZI9/aNiEhzc7OMHTtWxowZIxdccIFs2rTJj+H2a0PlnEHvYm1ibWJtYm3qSf3tnAn0yW9Fv1BTUyMiIuXl5W2+X15e3vqzwaCmpkaOOuqoNt8LBAJSWlra6fOcO3eujB07ViorK+Wvf/2rfOtb35J33nlHHn/88d4eco/bv3+/ZLPZdo/15s2b231MTU3NoD83RLq3b44//nh56KGH5OSTT5aGhga588475fTTT5dNmzbJ6NGj/Rh2v9TROdPY2CgtLS2Sl5fXRyPDQMLaxNrE2sTa1JP629rEO1/93JIlSw77x5Mf/+roIhzsenvfXH311TJ79mw56aST5LLLLpOHH35YnnjiCXn33Xd78FlgIKqqqpJ58+bJtGnTZNasWfL4449LWVmZ/PSnP+3roQG+YG3qGGsT+gpr08DAO1/93PXXXy9XXHFFp5ljjjmmW9uuqKgQEZHa2loZOXJk6/dra2tl2rRp3dqmn7T7pqKi4rB/nJrJZOTAgQOt+0Bj5syZIiKydetWmTBhgvV4+9KIESPE8zypra1t8/3a2toO90FFRYVVfqDqzr75uGAwKNOnT5etW7f2xhAHjI7OmaKiIt71GmRYmzrG2qTH2tQx1qae09/WJoqvfq6srEzKysp6Zdvjx4+XiooKWbNmTeuC1tjYKOvWrbP6VKq+ot03VVVVUl9fL+vXr5cZM2aIiMhzzz0nuVyuddHS2Lhxo4hIm5uBgSIUCsmMGTNkzZo1cuGFF4qISC6XkzVr1siiRYvafUxVVZWsWbNGrr322tbvrV69WqqqqnwYsX+6s28+LpvNyptvvinnnXdeL460/6uqqjrsI58H4zkD1qbOsDbpsTZ1jLWp5/S7talPPuYDvWL79u1mw4YN5pZbbjEFBQVmw4YNZsOGDaapqak1c/zxx5vHH3+89f9/9KMfmZKSEvPUU0+Zv/71r+aCCy4w48ePNy0tLX3xFHrNOeecY6ZPn27WrVtnXnrpJXPssceaSy+9tPXnu3btMscff7xZt26dMcaYrVu3mltvvdW8/vrrZtu2beapp54yxxxzjDnjjDP66ikcsV//+tcmHA6bFStWmLfeestcffXVpqSkxNTU1BhjjLn88svNkiVLWvMvv/yyCQQC5s477zRvv/22uemmm0wwGDRvvvlmXz2FXmO7b2655Rbz7LPPmnfffdesX7/ezJkzx0QiEbNp06a+egq9oqmpqXUeERFz9913mw0bNpjt27cbY4xZsmSJufzyy1vz7733nolGo+ab3/ymefvtt83y5cuN53lm1apVffUU0A+wNnWMtYm1qTOsTe0b6GsTxdcgMn/+fCMih309//zzrRkRMT//+c9b/z+Xy5nvfe97pry83ITDYXP22Webd955x//B97K6ujpz6aWXmoKCAlNUVGQWLFjQZuHftm1bm321Y8cOc8YZZ5jS0lITDofNxIkTzTe/+U3T0NDQR8+gZ/zkJz8xRx99tAmFQua0004zf/7zn1t/NmvWLDN//vw2+d/85jfmuOOOM6FQyEyZMsU888wzPo/YPzb75tprr23NlpeXm/POO8+88cYbfTDq3vX888+3O6cc2hfz5883s2bNOuwx06ZNM6FQyBxzzDFt5hsMTaxNHWNt+hBrU8dYmw430Ncmxxhj/HqXDQAAAACGKj7tEAAAAAB8QPEFAAAAAD6g+AIAAAAAH1B8AQAAAIAPKL4AAAAAwAcUXwAAAADgA4ovAAAAAPABxRcAAAAA+IDiCwAAAAB8QPEFAAAAAD6g+AIAAAAAH1B8AQAAAIAPKL6AIeDf//3fxXEc+dSnPiWZTOawn3/nO98Rx3HklFNOkUQi0QcjBAAMNaxNGIocY4zp60EA6F2pVEo+8YlPyOuvvy7f+ta35Ec/+lHrz1atWiXnnXeeFBYWyvr162XixIl9OFIAwFDB2oShiOILGCK2bdsmp5xyijQ0NMgzzzwj5557ruzatUumT58u+/fvl9/85jdy8cUX9/UwAQBDCGsThhr+7BAYIsaPHy8rVqwQY4xcfvnlsm3bNpkzZ47s379fFi1axOIGAPAdaxOGGt75AoaY66+/Xu6++24pLi6WhoYGOfXUU+Xll1+WUCjU10MDAAxRrE0YKii+gCEmk8nI1KlT5a233pL8/Hx58803Zfz48X09LADAEMbahKGCPzsEhph169bJ3//+dxERicVi8uabb/bxiAAAQx1rE4YKii9gCNm/f7/MmTNHMpmMLFiwQBzHkSuuuEK2b9/e10MDAAxRrE0YSii+gCHi0D9m3rVrl8ybN08eeughuf766+XgwYNyySWXSDqd7ushAgCGGNYmDDUUX8AQsWzZMlm1apVMnjxZHnjggdbvVVVVybp16+SGG27o4xECAIYa1iYMNXzgBjAEvPjii/LpT39awuGwvPbaazJ58uTWn+3YsUOmT58uBw4ckCeffFIuuOCCPhwpAGCoYG3CUMQ7X8Agt2/fPrn00kslm83K8uXL2yxuIiJHH320rFixQhzHkQULFsj777/fNwMFAAwZrE0YqnjnCwAAAAB8wDtfAAAAAOADii8AAAAA8AHFFwAAAAD4gOILAAAAAHxA8QUAAAAAPqD4AgAAAAAfUHwBAAAAgA8ovgAAAADABxRfAAAAAOADii8AAAAA8AHFFwAAAAD4gOILAAAAAHzw/wO2hu3ddo/q4wAAAABJRU5ErkJggg==\n", + "image/png": "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", "text/plain": [ "
" ] @@ -1375,20 +1423,20 @@ "source": [ "from numpy.fft import fftn, ifftn\n", "\n", + "\n", "# Define the reaction-diffusion PDE in the Fourier (kx, ky, kz) space\n", "def reaction_diffusion(t, uvt, K22, d1, d2, n, N):\n", " ut = np.reshape(uvt[:N], (n, n, n))\n", " vt = np.reshape(uvt[N : 2 * N], (n, n, n))\n", " u = np.real(ifftn(ut, axes=[0, 1, 2]))\n", " v = np.real(ifftn(vt, axes=[0, 1, 2]))\n", - " uv2 = u * (v ** 2)\n", + " uv2 = u * (v**2)\n", " utrhs = np.reshape((fftn(0.014 * (1 - u) - uv2, axes=[0, 1, 2])), (N, 1))\n", " vtrhs = np.reshape((fftn(uv2 - 0.067 * v, axes=[0, 1, 2])), (N, 1))\n", " uvt_reshaped = np.reshape(uvt, (len(uvt), 1))\n", " uvt_updated = np.squeeze(\n", " np.vstack(\n", - " (-d1 * K22 * uvt_reshaped[:N] + utrhs, \n", - " -d2 * K22 * uvt_reshaped[N:] + vtrhs)\n", + " (-d1 * K22 * uvt_reshaped[:N] + utrhs, -d2 * K22 * uvt_reshaped[N:] + vtrhs)\n", " )\n", " )\n", " return uvt_updated\n", @@ -1408,14 +1456,13 @@ "z = x_uniform[:n]\n", "n2 = int(n / 2)\n", "# Define Fourier wavevectors (kx, ky, kz)\n", - "kx = (2 * np.pi / L) * np.hstack((np.linspace(0, n2 - 1, n2), \n", - " np.linspace(-n2, -1, n2)))\n", + "kx = (2 * np.pi / L) * np.hstack((np.linspace(0, n2 - 1, n2), np.linspace(-n2, -1, n2)))\n", "ky = kx\n", "kz = kx\n", "# Get 3D meshes in (x, y, z) and (kx, ky, kz)\n", "X, Y, Z = np.meshgrid(x, y, z, indexing=\"ij\")\n", "KX, KY, KZ = np.meshgrid(kx, ky, kz, indexing=\"ij\")\n", - "K2 = KX ** 2 + KY ** 2 + KZ ** 2\n", + "K2 = KX**2 + KY**2 + KZ**2\n", "K22 = np.reshape(K2, (N, 1))\n", "\n", "m = 3 # number of spirals\n", @@ -1425,11 +1472,11 @@ "v = np.zeros((n, n, n, len(t)))\n", "\n", "# Initial conditions\n", - "u[:, :, :, 0] = np.tanh(np.sqrt(X ** 2 + Y ** 2 + Z ** 2)) * np.cos(\n", - " m * np.angle(X + 1j * Y) - (np.sqrt(X ** 2 + Y ** 2 + Z ** 2))\n", + "u[:, :, :, 0] = np.tanh(np.sqrt(X**2 + Y**2 + Z**2)) * np.cos(\n", + " m * np.angle(X + 1j * Y) - (np.sqrt(X**2 + Y**2 + Z**2))\n", ")\n", - "v[:, :, :, 0] = np.tanh(np.sqrt(X ** 2 + Y ** 2 + Z ** 2)) * np.sin(\n", - " m * np.angle(X + 1j * Y) - (np.sqrt(X ** 2 + Y ** 2 + Z ** 2))\n", + "v[:, :, :, 0] = np.tanh(np.sqrt(X**2 + Y**2 + Z**2)) * np.sin(\n", + " m * np.angle(X + 1j * Y) - (np.sqrt(X**2 + Y**2 + Z**2))\n", ")\n", "\n", "# uvt is the solution vector in Fourier space, so below\n", @@ -1445,11 +1492,7 @@ "\n", "# Solve the PDE in the Fourier space, where it reduces to system of ODEs\n", "uvsol = solve_ivp(\n", - " reaction_diffusion, \n", - " (t[0], t[-1]), \n", - " y0=uvt0, \n", - " t_eval=t, \n", - " args=(K22, d1, d2, n, N)\n", + " reaction_diffusion, (t[0], t[-1]), y0=uvt0, t_eval=t, args=(K22, d1, d2, n, N)\n", ")\n", "uvsol = uvsol.y\n", "\n", @@ -1464,16 +1507,16 @@ "plt.figure(figsize=(10, 4))\n", "plt.subplot(1, 2, 1)\n", "plt.pcolor(X[:, :, 0], Y[:, :, 0], u[:, :, 0, 0])\n", - "plt.xlabel('x', fontsize=16)\n", - "plt.ylabel('y', fontsize=16)\n", - "plt.title('u(x, y, z=0, t=0)', fontsize=16)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "plt.title(\"u(x, y, z=0, t=0)\", fontsize=16)\n", "plt.subplot(1, 2, 2)\n", "plt.pcolor(X[:, :, 0], Y[:, :, 0], v[:, :, 0, 0])\n", - "plt.xlabel('x', fontsize=16)\n", - "plt.ylabel('y', fontsize=16)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", "ax = plt.gca()\n", "ax.set_yticklabels([])\n", - "plt.title('v(x, y, z=0, t=0)', fontsize=16)\n", + "plt.title(\"v(x, y, z=0, t=0)\", fontsize=16)\n", "\n", "dt = t[1] - t[0]\n", "dx = x[1] - x[0]\n", diff --git a/examples/17_parameterized_pattern_formation/.gitignore b/examples/17_parameterized_pattern_formation/.gitignore new file mode 100644 index 000000000..cc29968d9 --- /dev/null +++ b/examples/17_parameterized_pattern_formation/.gitignore @@ -0,0 +1,2 @@ +*.pdf +data diff --git a/examples/17_parameterized_pattern_formation/data/auto/c.cycle_even b/examples/17_parameterized_pattern_formation/data/auto/c.cycle_even index f97b71587..1f2a343b6 100644 --- a/examples/17_parameterized_pattern_formation/data/auto/c.cycle_even +++ b/examples/17_parameterized_pattern_formation/data/auto/c.cycle_even @@ -7,7 +7,7 @@ NMX= 1000, NPR= 1, MXBF= 0, IID = 2, ITMX= 10, ITNW= 7, NWTN= 3, JAC= 0 EPSL= 1e-05, EPSU = 1e-05, EPSS = 1e-05 DS = 0.001, DSMIN=1e-10, DSMAX= 1e-2, IADS= 1 NPAR = 15, THL = {}, THU = {2:0,3:0,4:0} -UZR = {1: [-1,0.1,2.5,5,7.5,10.0]} +UZR = {1: [-1,-0.5,0.15,2.5,5,7.5,10.0]} RL0=-5.0 RL1=10.1 A1=0.8 diff --git a/examples/17_parameterized_pattern_formation/data/auto/c.cycle_odd b/examples/17_parameterized_pattern_formation/data/auto/c.cycle_odd index 60ac23fba..5ed1c92ce 100644 --- a/examples/17_parameterized_pattern_formation/data/auto/c.cycle_odd +++ b/examples/17_parameterized_pattern_formation/data/auto/c.cycle_odd @@ -7,9 +7,9 @@ NMX= 1000, NPR= 1, MXBF= 0, IID = 2, ITMX= 10, ITNW= 7, NWTN= 3, JAC= 0 EPSL= 1e-05, EPSU = 1e-05, EPSS = 1e-05 DS = 0.001, DSMIN=1e-10, DSMAX= 1e-2, IADS= 1 NPAR = 15, THL = {}, THU = {2:0,3:0,4:0} -UZR = {1: [-1,0.1,2.5,5,7.5,10.0]} +UZR = {1: [-1,-0.5,0.15,2.5,5,7.5,10.0]} RL0=-5.0 -RL1=1.0 +RL1=3.0 A1=0.8 IEQUIB = 0 IREV = [1,0,1,0] diff --git a/examples/17_parameterized_pattern_formation/data/auto/c.periodic_E b/examples/17_parameterized_pattern_formation/data/auto/c.periodic_E index ed2165c47..e12ce2778 100644 --- a/examples/17_parameterized_pattern_formation/data/auto/c.periodic_E +++ b/examples/17_parameterized_pattern_formation/data/auto/c.periodic_E @@ -3,7 +3,7 @@ NDIM= 4, IPS = 4, IRS = 0, ILP = 1 ICP = [1,11,2,3,4] PAR={1:-1,11:6.283185307179586} NTST= 35, NCOL= 4, IAD = 1, ISP = 1, ISW = 1, IPLT= 0, NBC= 4, NINT= 0 -NMX= 1000, NPR= 1, MXBF= 0, IID = 2, ITMX= 10, ITNW= 7, NWTN= 3, JAC= 0 +NMX= 10000, NPR= 1, MXBF= 0, IID = 2, ITMX= 10, ITNW= 7, NWTN= 3, JAC= 0 EPSL= 1e-07, EPSU = 1e-07, EPSS = 1e-05 DS = 1e-6, DSMIN=1e-20, DSMAX= 1e-2, IADS= 1 NPAR = 4, THL = {}, THU = {2:0,3:0,4:0} diff --git a/examples/17_parameterized_pattern_formation/data/auto/c.steady_E b/examples/17_parameterized_pattern_formation/data/auto/c.steady_E index 731b2f180..a0a95fcdb 100644 --- a/examples/17_parameterized_pattern_formation/data/auto/c.steady_E +++ b/examples/17_parameterized_pattern_formation/data/auto/c.steady_E @@ -1,7 +1,7 @@ NDIM= 4, IPS = 1, IRS = 0, ILP = 1 ICP = [1,11,2,3,4] NTST= 35, NCOL= 4, IAD = 1, ISP = 2, ISW = 1, IPLT= 0, NBC= 0, NINT= 0 -NMX= 1000, NPR= 20, MXBF= 0, IID = 2, ITMX= 10, ITNW= 7, NWTN= 3, JAC= 1 +NMX= 1000, NPR= 20, MXBF= 0, IID = 2, ITMX= 10, ITNW= 7, NWTN= 3, JAC= 0 EPSL= 1e-07, EPSU = 1e-07, EPSS = 1e-05 DS = 0.01, DSMIN=0.0001, DSMAX= 0.05, IADS= 1 NPAR = 15, THL = {}, THU = {2:0,3:0,4:0} diff --git a/examples/17_parameterized_pattern_formation/data/auto/even.auto b/examples/17_parameterized_pattern_formation/data/auto/even.auto index d4973607d..cc8ba1773 100644 --- a/examples/17_parameterized_pattern_formation/data/auto/even.auto +++ b/examples/17_parameterized_pattern_formation/data/auto/even.auto @@ -1,21 +1,15 @@ import numpy as np import os -even=run('snaking_E',c='cycle_even') -sols=[] -pars=[] -for i in range(len(even[0])): - u=even(i+1)['U(1)'] - t=even(i+1)['t'] - e=even(i+1)['PAR(1)'] - r=even(i+1)['PAR(2)'] - b=even(i+1)['PAR(3)'] - c=even(i+1)['PAR(4)'] - T=even(i+1)['PAR(11)'] - norm=even(i+1)['L2-NORM'] - sols=sols+[np.vstack([t,u]).T] - pars=pars+[[e,r,b,c,T,norm]] +for j in [2,3,4,5]: + even=run('snaking_E'+str(j),c='cycle_even') + sols=[] + pars=[] + for i in range(len(even[0])): + print(i, len(even[0]), end='\r') + sols=sols+[np.concatenate([even(i+1).indepvararray.reshape(1,-1),even(i+1).coordarray[:1]]).T] + pars=pars+[np.concatenate([np.array(even(i+1).PAR.values())[[0,1,2,3,4,5,6,7,8,10]],[(np.sum(np.diff(even(i+1).indepvararray)[:,np.newaxis].T*np.abs(even(i+1).coordarray[0,:-1])**2))**0.5]])] -np.save('even_sols.npy',sols) -np.save('even_pars.npy',pars) -cl() + np.save('even'+str(j)+'_sols.npy',sols) + np.save('even'+str(j)+'_pars.npy',pars) + cl() diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/stable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/even/stable_0.npy index dccfb3806..ffe3c4589 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/stable_0.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/stable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/stable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/even/stable_1.npy index 7613425c3..8b4c8be19 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/stable_1.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/stable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/stable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/even/stable_2.npy index 739181cec..c3fc3e014 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/stable_2.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/stable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/stable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/even/stable_3.npy index 4c1e118e4..72fde61b5 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/stable_3.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/stable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/stable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/even/stable_4.npy index a8e1c838e..8979624d7 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/stable_4.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/stable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/stable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/even/stable_5.npy index 774c280bf..86cf51534 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/stable_5.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/stable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/stable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/even/stable_6.npy index a5b11bbfe..de7404cd9 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/stable_6.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/stable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/stable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/even/stable_7.npy index 2bdd85064..053984734 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/stable_7.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/stable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/stable_8.npy b/examples/17_parameterized_pattern_formation/data/auto/even/stable_8.npy index f9dbb8aa3..646071ab2 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/stable_8.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/stable_8.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/stable_9.npy b/examples/17_parameterized_pattern_formation/data/auto/even/stable_9.npy deleted file mode 100644 index 7463a701b..000000000 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/stable_9.npy and /dev/null differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_0.npy index ee9683f01..e1f9d3d21 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_0.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_1.npy index a46120559..eef5d2fd2 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_1.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_2.npy index 629f0b1e8..9c676056e 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_2.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_3.npy index df9f4d94e..145aee3a4 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_3.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_4.npy index daf3dcda5..26b466c04 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_4.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_5.npy index 40bd3a15b..30508dab7 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_5.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_6.npy index fc86b8fc6..aec72c83c 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_6.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_7.npy index da6eaf08f..1eadc0123 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_7.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_8.npy b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_8.npy index 83bde8b94..4bce261e2 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_8.npy and b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_8.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_9.npy b/examples/17_parameterized_pattern_formation/data/auto/even/unstable_9.npy deleted file mode 100644 index 0e60c2848..000000000 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even/unstable_9.npy and /dev/null differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/stable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_0.npy new file mode 100644 index 000000000..b46044043 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/stable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_1.npy new file mode 100644 index 000000000..aafbd3f1b Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/stable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_2.npy new file mode 100644 index 000000000..ef878e321 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/stable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_3.npy new file mode 100644 index 000000000..2328dacb8 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/stable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_4.npy new file mode 100644 index 000000000..38b4184a2 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/stable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_5.npy new file mode 100644 index 000000000..59d5d5d4c Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/stable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_6.npy new file mode 100644 index 000000000..174b300e1 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/stable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_7.npy new file mode 100644 index 000000000..ed892b8ff Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/stable_8.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_8.npy new file mode 100644 index 000000000..c06a13ae7 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/stable_8.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_0.npy new file mode 100644 index 000000000..3b09dc466 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_1.npy new file mode 100644 index 000000000..0a5a34472 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_2.npy new file mode 100644 index 000000000..ef2593a9a Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_3.npy new file mode 100644 index 000000000..f4e93af10 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_4.npy new file mode 100644 index 000000000..309dd2a2d Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_5.npy new file mode 100644 index 000000000..4bc79ba9f Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_6.npy new file mode 100644 index 000000000..929c968c1 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_7.npy new file mode 100644 index 000000000..1e89b5414 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_8.npy b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_8.npy new file mode 100644 index 000000000..e8f5637c8 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even2/unstable_8.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/stable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_0.npy new file mode 100644 index 000000000..8d5e9d0b9 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/stable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_1.npy new file mode 100644 index 000000000..95716e4be Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/stable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_2.npy new file mode 100644 index 000000000..c69e01c30 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/stable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_3.npy new file mode 100644 index 000000000..71d36fa88 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/stable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_4.npy new file mode 100644 index 000000000..96d901cd4 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/stable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_5.npy new file mode 100644 index 000000000..4a0ca6833 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/stable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_6.npy new file mode 100644 index 000000000..fcc8a0fcb Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/stable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_7.npy new file mode 100644 index 000000000..54be96978 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/stable_8.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_8.npy new file mode 100644 index 000000000..6d7285bec Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/stable_8.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_0.npy new file mode 100644 index 000000000..3713a421c Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_1.npy new file mode 100644 index 000000000..598d6ba60 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_2.npy new file mode 100644 index 000000000..434ea8dd5 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_3.npy new file mode 100644 index 000000000..a86ee0423 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_4.npy new file mode 100644 index 000000000..9ef9067dc Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_5.npy new file mode 100644 index 000000000..722e7cd90 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_6.npy new file mode 100644 index 000000000..a53424484 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_7.npy new file mode 100644 index 000000000..539da7424 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_8.npy b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_8.npy new file mode 100644 index 000000000..929f73586 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even3/unstable_8.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/stable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_0.npy new file mode 100644 index 000000000..efe858808 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/stable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_1.npy new file mode 100644 index 000000000..4b920a2f7 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/stable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_2.npy new file mode 100644 index 000000000..1251ff6e2 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/stable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_3.npy new file mode 100644 index 000000000..08dd6a1fe Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/stable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_4.npy new file mode 100644 index 000000000..43157b0c1 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/stable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_5.npy new file mode 100644 index 000000000..3b85e1ca4 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/stable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_6.npy new file mode 100644 index 000000000..cc26e799d Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/stable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_7.npy new file mode 100644 index 000000000..3621d9e70 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/stable_8.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_8.npy new file mode 100644 index 000000000..4fb34440b Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/stable_8.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_0.npy new file mode 100644 index 000000000..c1eace740 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_1.npy new file mode 100644 index 000000000..683519a72 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_2.npy new file mode 100644 index 000000000..240a27901 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_3.npy new file mode 100644 index 000000000..3abf48111 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_4.npy new file mode 100644 index 000000000..eb602460c Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_5.npy new file mode 100644 index 000000000..b14861dcd Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_6.npy new file mode 100644 index 000000000..a021ef0a7 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_7.npy new file mode 100644 index 000000000..2f3678e37 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_8.npy b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_8.npy new file mode 100644 index 000000000..fe7b35953 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even4/unstable_8.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even5/stable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/even5/stable_0.npy new file mode 100644 index 000000000..ffbfa7c06 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even5/stable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even5/stable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/even5/stable_1.npy new file mode 100644 index 000000000..b3969c7c3 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even5/stable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even5/stable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/even5/stable_2.npy new file mode 100644 index 000000000..db70ef7ab Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even5/stable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even5/stable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/even5/stable_3.npy new file mode 100644 index 000000000..e40222167 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even5/stable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even5/stable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/even5/stable_4.npy new file mode 100644 index 000000000..13f4ee0fb Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even5/stable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even5/stable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/even5/stable_5.npy new file mode 100644 index 000000000..0db94802a Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even5/stable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_0.npy new file mode 100644 index 000000000..24dec6ad0 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_1.npy new file mode 100644 index 000000000..4d87a4ffc Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_2.npy new file mode 100644 index 000000000..83985d0e3 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_3.npy new file mode 100644 index 000000000..0901f06f0 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_4.npy new file mode 100644 index 000000000..f568c645c Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_5.npy new file mode 100644 index 000000000..9bda5106c Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/even5/unstable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even_pars.npy b/examples/17_parameterized_pattern_formation/data/auto/even_pars.npy deleted file mode 100644 index e4763a701..000000000 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even_pars.npy and /dev/null differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/even_sols.npy b/examples/17_parameterized_pattern_formation/data/auto/even_sols.npy deleted file mode 100644 index 90016ac60..000000000 Binary files a/examples/17_parameterized_pattern_formation/data/auto/even_sols.npy and /dev/null differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd.auto b/examples/17_parameterized_pattern_formation/data/auto/odd.auto index 6913b74a2..7e05385ac 100644 --- a/examples/17_parameterized_pattern_formation/data/auto/odd.auto +++ b/examples/17_parameterized_pattern_formation/data/auto/odd.auto @@ -1,21 +1,15 @@ import numpy as np import os -odd=run('snaking_E',c='cycle_odd') -sols=[] -pars=[] -for i in range(len(odd[0])): - u=odd(i+1)['U(1)'] - t=odd(i+1)['t'] - e=odd(i+1)['PAR(1)'] - r=odd(i+1)['PAR(2)'] - b=odd(i+1)['PAR(3)'] - c=odd(i+1)['PAR(4)'] - T=odd(i+1)['PAR(11)'] - norm=odd(i+1)['L2-NORM'] - sols=sols+[np.vstack([t,u]).T] - pars=pars+[[e,r,b,c,T,norm]] +for j in [2,3,4,5]: + odd=run('snaking_E'+str(j),c='cycle_odd') + sols=[] + pars=[] + for i in range(len(odd[0])): + print(i, len(odd[0]), end='\r') + sols=sols+[np.concatenate([odd(i+1).indepvararray.reshape(1,-1),odd(i+1).coordarray[:1]]).T] + pars=pars+[np.concatenate([np.array(odd(i+1).PAR.values())[[0,1,2,3,4,5,6,7,8,10]],[(np.sum(np.diff(odd(i+1).indepvararray)[:,np.newaxis].T*np.abs(odd(i+1).coordarray[0,:-1])**2))**0.5]])] -np.save('odd_sols.npy',sols) -np.save('odd_pars.npy',pars) -cl() + np.save('odd'+str(j)+'_sols.npy',sols) + np.save('odd'+str(j)+'_pars.npy',pars) + cl() diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_0.npy index 33d752285..918e69458 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_0.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_1.npy index d0fb696ef..bb00b81cd 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_1.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_2.npy index a654885ee..f08f4bc2b 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_2.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_3.npy index b9ec4277f..33bf65b5f 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_3.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_4.npy index 62741d195..6ffd0c351 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_4.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_5.npy index 6e48aef9e..612bdeb3f 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_5.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_6.npy index 1fda1f124..6c855dd95 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_6.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_7.npy index 3fbc77ca3..721541dfa 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_7.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_8.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_8.npy index 4df04d05e..a67a040b8 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/stable_8.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/stable_8.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_0.npy index 386003d18..8cab1910c 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_0.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_1.npy index 93fe035c2..a415da835 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_1.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_2.npy index f6c269aa1..25b209478 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_2.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_3.npy index a7c066e20..bd6dd2fac 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_3.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_4.npy index eaa05150d..41c66cc90 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_4.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_5.npy index a66fe1230..9f65bfc0e 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_5.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_6.npy index 7c83b3b24..f342d1065 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_6.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_7.npy index 77c36253a..1b5ad4d7a 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_7.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_8.npy b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_8.npy index ece8735d3..23550feac 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_8.npy and b/examples/17_parameterized_pattern_formation/data/auto/odd/unstable_8.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_0.npy new file mode 100644 index 000000000..7714b28ce Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_1.npy new file mode 100644 index 000000000..b9feac906 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_2.npy new file mode 100644 index 000000000..7117bc712 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_3.npy new file mode 100644 index 000000000..5205b9a28 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_4.npy new file mode 100644 index 000000000..5c7f6e342 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_5.npy new file mode 100644 index 000000000..526536c41 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_6.npy new file mode 100644 index 000000000..c5e85b569 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_7.npy new file mode 100644 index 000000000..4b7b91868 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_8.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_8.npy new file mode 100644 index 000000000..c7f459166 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/stable_8.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_0.npy new file mode 100644 index 000000000..c11ba2973 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_1.npy new file mode 100644 index 000000000..f0e8bd347 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_2.npy new file mode 100644 index 000000000..a472dae6d Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_3.npy new file mode 100644 index 000000000..6da8fa1d7 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_4.npy new file mode 100644 index 000000000..f2c386df9 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_5.npy new file mode 100644 index 000000000..2c0ee430b Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_6.npy new file mode 100644 index 000000000..f0888d4fc Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_7.npy new file mode 100644 index 000000000..121151e61 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_8.npy b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_8.npy new file mode 100644 index 000000000..4ad877322 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd2/unstable_8.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_0.npy new file mode 100644 index 000000000..892dc0355 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_1.npy new file mode 100644 index 000000000..ea7f25b77 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_2.npy new file mode 100644 index 000000000..a2a13355d Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_3.npy new file mode 100644 index 000000000..13c337f32 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_4.npy new file mode 100644 index 000000000..5323a2bc9 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_5.npy new file mode 100644 index 000000000..588d87b0b Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_6.npy new file mode 100644 index 000000000..2c43c38c4 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_7.npy new file mode 100644 index 000000000..93829d0ca Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/stable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_0.npy new file mode 100644 index 000000000..7aba31ac8 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_1.npy new file mode 100644 index 000000000..b34a23997 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_2.npy new file mode 100644 index 000000000..283e26caf Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_3.npy new file mode 100644 index 000000000..8ce606a24 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_4.npy new file mode 100644 index 000000000..687bd9288 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_5.npy new file mode 100644 index 000000000..b4395f859 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_6.npy new file mode 100644 index 000000000..b09f58977 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_7.npy new file mode 100644 index 000000000..8f69275a1 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd3/unstable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_0.npy new file mode 100644 index 000000000..69c3b5786 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_1.npy new file mode 100644 index 000000000..90d65592a Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_2.npy new file mode 100644 index 000000000..eaf0b9be9 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_3.npy new file mode 100644 index 000000000..b0af85cc0 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_4.npy new file mode 100644 index 000000000..6cd604e1f Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_5.npy new file mode 100644 index 000000000..023674e57 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_6.npy new file mode 100644 index 000000000..18ed6bddc Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_7.npy new file mode 100644 index 000000000..79f70d1d6 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_8.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_8.npy new file mode 100644 index 000000000..e99c6abef Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/stable_8.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_0.npy new file mode 100644 index 000000000..652220d2b Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_1.npy new file mode 100644 index 000000000..1144165cf Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_2.npy new file mode 100644 index 000000000..58af213f8 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_3.npy new file mode 100644 index 000000000..7decf9726 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_4.npy new file mode 100644 index 000000000..a3d2e2cd2 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_5.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_5.npy new file mode 100644 index 000000000..325f03a4d Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_5.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_6.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_6.npy new file mode 100644 index 000000000..9cca4bb2d Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_6.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_7.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_7.npy new file mode 100644 index 000000000..0d7d82137 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_7.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_8.npy b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_8.npy new file mode 100644 index 000000000..deaf2f980 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd4/unstable_8.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd5/stable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/odd5/stable_0.npy new file mode 100644 index 000000000..3c4181f46 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd5/stable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd5/stable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/odd5/stable_1.npy new file mode 100644 index 000000000..05ea7d105 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd5/stable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd5/stable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/odd5/stable_2.npy new file mode 100644 index 000000000..dd02389db Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd5/stable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd5/stable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/odd5/stable_3.npy new file mode 100644 index 000000000..e4063ce4a Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd5/stable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd5/stable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/odd5/stable_4.npy new file mode 100644 index 000000000..d1bc0870a Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd5/stable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd5/unstable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/odd5/unstable_0.npy new file mode 100644 index 000000000..20b985491 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd5/unstable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd5/unstable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/odd5/unstable_1.npy new file mode 100644 index 000000000..4dc496363 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd5/unstable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd5/unstable_2.npy b/examples/17_parameterized_pattern_formation/data/auto/odd5/unstable_2.npy new file mode 100644 index 000000000..0bc4fb135 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd5/unstable_2.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd5/unstable_3.npy b/examples/17_parameterized_pattern_formation/data/auto/odd5/unstable_3.npy new file mode 100644 index 000000000..a01fa347b Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd5/unstable_3.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd5/unstable_4.npy b/examples/17_parameterized_pattern_formation/data/auto/odd5/unstable_4.npy new file mode 100644 index 000000000..86fc6bf7d Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/odd5/unstable_4.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd_pars.npy b/examples/17_parameterized_pattern_formation/data/auto/odd_pars.npy deleted file mode 100644 index 163f2bbd5..000000000 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd_pars.npy and /dev/null differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/odd_sols.npy b/examples/17_parameterized_pattern_formation/data/auto/odd_sols.npy deleted file mode 100644 index 3d0106436..000000000 Binary files a/examples/17_parameterized_pattern_formation/data/auto/odd_sols.npy and /dev/null differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic.auto b/examples/17_parameterized_pattern_formation/data/auto/periodic.auto index b833d0235..1cd447ce5 100644 --- a/examples/17_parameterized_pattern_formation/data/auto/periodic.auto +++ b/examples/17_parameterized_pattern_formation/data/auto/periodic.auto @@ -1,21 +1,16 @@ import numpy as np import os -periodic=run('snaking_E_T',c='periodic_E') -sols=[] -pars=[] -for i in range(len(periodic[0])): - u=periodic(i+1)['U(1)'] - t=periodic(i+1)['t'] - e=periodic(i+1)['PAR(1)'] - r=periodic(i+1)['PAR(2)'] - b=periodic(i+1)['PAR(3)'] - c=periodic(i+1)['PAR(4)'] - T=periodic(i+1)['PAR(11)'] - norm=periodic(i+1)['L2-NORM'] - sols=sols+[np.vstack([t,u]).T] - pars=pars+[[e,r,b,c,T,norm]] +for j in [2,3,4,5]: + periodic=run('snaking_E'+str(j)+'_T',c='periodic_E5') + sols=[] + pars=[] + for i in range(len(periodic[0])): + print(i, len(periodic[0]), end='\r') + sols=sols+[np.concatenate([periodic(i+1).indepvararray.reshape(1,-1),periodic(i+1).coordarray[:1]]).T] + pars=pars+[np.concatenate([np.array(periodic(i+1).PAR.values())[[0,1,2,3,4,5,6,7,8,10]],[(np.sum(np.diff(periodic(i+1).indepvararray)[:,np.newaxis].T*np.abs(periodic(i+1).coordarray[0,:-1])**2))**0.5]])] -np.save('periodic_sols.npy',sols) -np.save('periodic_pars.npy',pars) -cl() + + np.save('periodic'+str(j)+'_sols.npy',sols) + np.save('periodic'+str(j)+'_pars.npy',pars) + cl() diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic/stable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic/stable_0.npy index fe1a21651..dece6596f 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/periodic/stable_0.npy and b/examples/17_parameterized_pattern_formation/data/auto/periodic/stable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic/unstable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic/unstable_0.npy index 6cc3b5d06..bb57093f8 100644 Binary files a/examples/17_parameterized_pattern_formation/data/auto/periodic/unstable_0.npy and b/examples/17_parameterized_pattern_formation/data/auto/periodic/unstable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic/unstable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic/unstable_1.npy new file mode 100644 index 000000000..6dff109f1 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/periodic/unstable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic2/stable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic2/stable_0.npy new file mode 100644 index 000000000..ea15963ea Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/periodic2/stable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic2/unstable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic2/unstable_0.npy new file mode 100644 index 000000000..6cb1e1090 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/periodic2/unstable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic2/unstable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic2/unstable_1.npy new file mode 100644 index 000000000..1b174e51c Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/periodic2/unstable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic3/stable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic3/stable_0.npy new file mode 100644 index 000000000..94714ece2 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/periodic3/stable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic3/unstable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic3/unstable_0.npy new file mode 100644 index 000000000..7b95c4c19 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/periodic3/unstable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic3/unstable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic3/unstable_1.npy new file mode 100644 index 000000000..c29aa10e3 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/periodic3/unstable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic4/stable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic4/stable_0.npy new file mode 100644 index 000000000..f8467325c Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/periodic4/stable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic4/unstable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic4/unstable_0.npy new file mode 100644 index 000000000..93bf6ac41 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/periodic4/unstable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic4/unstable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic4/unstable_1.npy new file mode 100644 index 000000000..e11f2b400 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/periodic4/unstable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic5/stable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic5/stable_0.npy new file mode 100644 index 000000000..be954f603 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/periodic5/stable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic5/unstable_0.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic5/unstable_0.npy new file mode 100644 index 000000000..0f0bf3e73 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/periodic5/unstable_0.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic5/unstable_1.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic5/unstable_1.npy new file mode 100644 index 000000000..395a29676 Binary files /dev/null and b/examples/17_parameterized_pattern_formation/data/auto/periodic5/unstable_1.npy differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic_pars.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic_pars.npy deleted file mode 100644 index a8ded6502..000000000 Binary files a/examples/17_parameterized_pattern_formation/data/auto/periodic_pars.npy and /dev/null differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/periodic_sols.npy b/examples/17_parameterized_pattern_formation/data/auto/periodic_sols.npy deleted file mode 100644 index e1c524da2..000000000 Binary files a/examples/17_parameterized_pattern_formation/data/auto/periodic_sols.npy and /dev/null differ diff --git a/examples/17_parameterized_pattern_formation/data/auto/snaking_E.f90 b/examples/17_parameterized_pattern_formation/data/auto/snaking_E.f90 index f289a4355..1ced6be9d 100644 --- a/examples/17_parameterized_pattern_formation/data/auto/snaking_E.f90 +++ b/examples/17_parameterized_pattern_formation/data/auto/snaking_E.f90 @@ -15,58 +15,32 @@ SUBROUTINE FUNC(NDIM,U,ICP,PAR,IJAC,F,DFDU,DFDP) DOUBLE PRECISION, INTENT(INOUT) :: DFDU(NDIM,NDIM), DFDP(NDIM,*) DOUBLE PRECISION E - DOUBLE PRECISION P - DOUBLE PRECISION R - DOUBLE PRECISION B - DOUBLE PRECISION C - DOUBLE PRECISION DRDE - DOUBLE PRECISION DBDE - DOUBLE PRECISION DCDE + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 E=PAR(1) - P=2 - R=-6.9142484373744839e-01-7.3260087859986806e-02*E-2.7462906764622484e-03*E*E - B=1.7910887544563148e+00-3.0554994266613233e-01*E-2.4878961651300643e-02*E*E - C=7.5841639153560658e-01+5.5761858956235276e-02*E+5.1480291789433611e-03*E*E - DRDE=-7.3260087859986806e-02-2.7462906764622484e-03*E*2 - DBDE=-3.0554994266613233e-01-2.4878961651300643e-02*E*2 - DCDE=5.5761858956235276e-02+5.1480291789433611e-03*E*2 + D1=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + D2=(-2.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + D3=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + U1=(-1.691-0.073*E-0.002*E*E)/(1.000+0.000*E+0.000*E*E) + U2=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + U3=(1.791-0.306*E-0.025*E*E)/(1.000+0.000*E+0.000*E*E) + U4=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + U5=-(0.758+0.056*E+0.005*E*E)/(1.000+0.000*E+0.000*E*E) F(1)= U(2) F(2)= U(3) F(3)= U(4) - F(4)= R*U(1)-P*U(3)-U(1)+B*U(1)**3-C*U(1)**5 + F(4)= U1*U(1)+U2*U(1)**2+U3*U(1)**3+U4*U(1)**4+U5*U(1)**5+D1*U(2)+D2*U(3)+D3*U(3) IF(IJAC.EQ.0)RETURN - DFDU(1,1)=0.0d0 - DFDU(1,2)=1.0d0 - DFDU(1,3)=0.0d0 - DFDU(1,4)=0.0d0 - - DFDU(2,1)=0.0d0 - DFDU(2,2)=0.0d0 - DFDU(2,3)=1.0d0 - DFDU(2,4)=0.0d0 - - DFDU(3,1)=0.0d0 - DFDU(3,2)=0.0d0 - DFDU(3,3)=0.0d0 - DFDU(3,4)=1.0d0 - - DFDU(4,1)=R-1.0d0+3.0d0*B*U(1)**2-5.0d0*C*U(1)**4 - DFDU(4,2)=0.0d0 - DFDU(4,3)=-P - DFDU(4,4)=0.0d0 - - IF(IJAC.EQ.1)RETURN - -! *Parameter derivatives - DFDP(1,1)=0.0d0 - DFDP(2,1)=0.0d0 - DFDP(3,1)=0.0d0 - DFDP(4,1)=U(1)*DRDE+U(1)**3*DBDE-U(1)**5*DCDE - END SUBROUTINE FUNC SUBROUTINE STPNT(NDIM,U,PAR,T) @@ -110,20 +84,32 @@ SUBROUTINE PVLS(NDIM,U,PAR) INTEGER I DOUBLE PRECISION E - DOUBLE PRECISION P - DOUBLE PRECISION R - DOUBLE PRECISION B - DOUBLE PRECISION C + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 E=PAR(1) - P=2 - R=-6.9142484373744839e-01-7.3260087859986806e-02*E-2.7462906764622484e-03*E*E - B=1.7910887544563148e+00-3.0554994266613233e-01*E-2.4878961651300643e-02*E*E - C=7.5841639153560658e-01+5.5761858956235276e-02*E+5.1480291789433611e-03*E*E - - PAR(2)=R - PAR(3)=B - PAR(4)=C + D1=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + D2=(-2.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + D3=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + U1=(-1.691-0.073*E-0.002*E*E)/(1.000+0.000*E+0.000*E*E) + U2=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + U3=(1.791-0.306*E-0.025*E*E)/(1.000+0.000*E+0.000*E*E) + U4=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + U5=-(0.758+0.056*E+0.005*E*E)/(1.000+0.000*E+0.000*E*E) + PAR(2)=D1 + PAR(3)=D2 + PAR(4)=D3 + PAR(5)=U1 + PAR(6)=U2 + PAR(7)=U3 + PAR(8)=U4 + PAR(9)=U5 ! If IEQUIB =0 put analytic equilibrium in PAR(11+i), i=1..NDIM diff --git a/examples/17_parameterized_pattern_formation/data/auto/snaking_E2.f90 b/examples/17_parameterized_pattern_formation/data/auto/snaking_E2.f90 new file mode 100644 index 000000000..ac391a67f --- /dev/null +++ b/examples/17_parameterized_pattern_formation/data/auto/snaking_E2.f90 @@ -0,0 +1,147 @@ +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- +! cir : Homoclinic Bifurcation in cubic swift hohenberg +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- + + SUBROUTINE FUNC(NDIM,U,ICP,PAR,IJAC,F,DFDU,DFDP) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM, ICP(*), IJAC + DOUBLE PRECISION, INTENT(IN) :: U(NDIM), PAR(*) + DOUBLE PRECISION, INTENT(OUT) :: F(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: DFDU(NDIM,NDIM), DFDP(NDIM,*) + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-2.001+0.004*E+0.009*E*E)/(1.002+-0.000*E+-0.005*E*E) + U1=(-1.000+-0.692+-0.075*E+-0.001*E*E)/(1.002+-0.000*E+-0.005*E*E) + U3=(1.793+-0.296*E+-0.021*E*E)/(1.002+-0.000*E+-0.005*E*E) + U5=-(0.760+0.061*E+0.008*E*E)/(1.002+-0.000*E+-0.005*E*E) + + F(1)= U(2) + F(2)= U(3) + F(3)= U(4) + F(4)= U1*U(1)+U2*U(1)**2+U3*U(1)**3+U4*U(1)**4+U5*U(1)**5+D1*U(2)+D2*U(3)+D3*U(3) + + IF(IJAC.EQ.0)RETURN + + END SUBROUTINE FUNC + + SUBROUTINE STPNT(NDIM,U,PAR,T) +! ---------- ----- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(INOUT) :: U(NDIM),PAR(*) + DOUBLE PRECISION, INTENT(IN) :: T + +!---------------------------------------------------------------------- +! Problem parameters (only PAR(1-9) are available to the user) : + + U(1)=0.0 + U(2)=0.0 + U(3)=0.0 + U(4)=0.0 + PAR(1)=0.0 ! E + +!---------------------------------------------------------------------- +! If IEQUIB >0 put initial equilibrium in PAR(11+i), i=1,...,NDIM : + + PAR(12) = 0.0 + PAR(13) = 0.0 + PAR(14) = 0.0 + PAR(15) = 0.0 + + + END SUBROUTINE STPNT + + SUBROUTINE PVLS(NDIM,U,PAR) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(IN) :: U(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: PAR(*) +! Homoclinic bifurcations COMMON block needed here : + COMMON /BLHOM/ ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER I + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-2.001+0.004*E+0.009*E*E)/(1.002+-0.000*E+-0.005*E*E) + U1=(-1.000+-0.692+-0.075*E+-0.001*E*E)/(1.002+-0.000*E+-0.005*E*E) + U3=(1.793+-0.296*E+-0.021*E*E)/(1.002+-0.000*E+-0.005*E*E) + U5=-(0.760+0.061*E+0.008*E*E)/(1.002+-0.000*E+-0.005*E*E) + + PAR(2)=D1 + PAR(3)=D2 + PAR(4)=D3 + PAR(5)=U1 + PAR(6)=U2 + PAR(7)=U3 + PAR(8)=U4 + PAR(9)=U5 + + +! If IEQUIB =0 put analytic equilibrium in PAR(11+i), i=1..NDIM + + IF(IEQUIB.EQ.0)THEN + DO I=1,NDIM + PAR(11+I)= 0.0 + ENDDO + ENDIF + + END SUBROUTINE PVLS + + !---------------------------------------------------------------------- + SUBROUTINE BCND(NDIM,PAR,ICP,NBC,U0,U1,FB,IJAC,DBC) + ! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM,ICP(*),NBC,IJAC + DOUBLE PRECISION, INTENT(IN) :: PAR(*),U0(NDIM),U1(NDIM) + DOUBLE PRECISION, INTENT(OUT) :: FB(NBC) + DOUBLE PRECISION, INTENT(INOUT) :: DBC(NBC,*) + + FB(1)=U0(1) + FB(2)=U1(1) + FB(3)=U0(3) + FB(4)=U1(3) + + END SUBROUTINE BCND + !---------------------------------------------------------------------- + + SUBROUTINE ICND + END SUBROUTINE ICND + + SUBROUTINE FOPT + END SUBROUTINE FOPT diff --git a/examples/17_parameterized_pattern_formation/data/auto/snaking_E2_T.f90 b/examples/17_parameterized_pattern_formation/data/auto/snaking_E2_T.f90 new file mode 100644 index 000000000..dfc1f8ac2 --- /dev/null +++ b/examples/17_parameterized_pattern_formation/data/auto/snaking_E2_T.f90 @@ -0,0 +1,151 @@ +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- +! cir : Homoclinic Bifurcation in an Electronic Circuit +! (the same equations as in demo tor) +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- + + SUBROUTINE FUNC(NDIM,U,ICP,PAR,IJAC,F,DFDU,DFDP) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM, ICP(*), IJAC + DOUBLE PRECISION, INTENT(IN) :: U(NDIM), PAR(*) + DOUBLE PRECISION, INTENT(OUT) :: F(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: DFDU(NDIM,NDIM), DFDP(NDIM,*) + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + DOUBLE PRECISION T + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-2.001+0.004*E+0.009*E*E)/(1.002+-0.000*E+-0.005*E*E) + U1=(-1.000+-0.692+-0.075*E+-0.001*E*E)/(1.002+-0.000*E+-0.005*E*E) + U3=(1.793+-0.296*E+-0.021*E*E)/(1.002+-0.000*E+-0.005*E*E) + U5=-(0.760+0.061*E+0.008*E*E)/(1.002+-0.000*E+-0.005*E*E) + + T=6.283185307179586 + + + F(1)= T*U(2) + F(2)= T*U(3) + F(3)= T*U(4) + F(4)= T*(U1*U(1)+U2*U(1)**2+U3*U(1)**3+U4*U(1)**4+U5*U(1)**5+D1*U(2)+D2*U(3)+D3*U(3)) + + IF(IJAC.EQ.0)RETURN + + END SUBROUTINE FUNC + + SUBROUTINE STPNT(NDIM,U,PAR,T) +! ---------- ----- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(INOUT) :: U(NDIM),PAR(*) + DOUBLE PRECISION, INTENT(IN) :: T + +!---------------------------------------------------------------------- +! Problem parameters (only PAR(1-9) are available to the user) : + + U(1)=0.0 + U(2)=0.0 + U(3)=0.0 + U(4)=0.0 + PAR(1)=0.0 ! E + +!---------------------------------------------------------------------- +! If IEQUIB >0 put initial equilibrium in PAR(11+i), i=1,...,NDIM : + + PAR(12) = 0.0 + PAR(13) = 0.0 + PAR(14) = 0.0 + PAR(15) = 0.0 + + + END SUBROUTINE STPNT + + SUBROUTINE PVLS(NDIM,U,PAR) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(IN) :: U(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: PAR(*) +! Homoclinic bifurcations COMMON block needed here : + COMMON /BLHOM/ ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER I + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-2.001+0.004*E+0.009*E*E)/(1.002+-0.000*E+-0.005*E*E) + U1=(-1.000+-0.692+-0.075*E+-0.001*E*E)/(1.002+-0.000*E+-0.005*E*E) + U3=(1.793+-0.296*E+-0.021*E*E)/(1.002+-0.000*E+-0.005*E*E) + U5=-(0.760+0.061*E+0.008*E*E)/(1.002+-0.000*E+-0.005*E*E) + + PAR(2)=D1 + PAR(3)=D2 + PAR(4)=D3 + PAR(5)=U1 + PAR(6)=U2 + PAR(7)=U3 + PAR(8)=U4 + PAR(9)=U5 + +! If IEQUIB =0 put analytic equilibrium in PAR(11+i), i=1..NDIM + + IF(IEQUIB.EQ.0)THEN + DO I=1,NDIM + PAR(11+I)= 0.0 + ENDDO + ENDIF + + END SUBROUTINE PVLS + + !---------------------------------------------------------------------- + SUBROUTINE BCND(NDIM,PAR,ICP,NBC,U0,U1,FB,IJAC,DBC) + ! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM,ICP(*),NBC,IJAC + DOUBLE PRECISION, INTENT(IN) :: PAR(*),U0(NDIM),U1(NDIM) + DOUBLE PRECISION, INTENT(OUT) :: FB(NBC) + DOUBLE PRECISION, INTENT(INOUT) :: DBC(NBC,*) + + FB(1)=U0(1) + FB(2)=U1(1) + FB(3)=U0(3) + FB(4)=U1(3) + + END SUBROUTINE BCND + !---------------------------------------------------------------------- + + SUBROUTINE ICND + END SUBROUTINE ICND + + SUBROUTINE FOPT + END SUBROUTINE FOPT diff --git a/examples/17_parameterized_pattern_formation/data/auto/snaking_E3.f90 b/examples/17_parameterized_pattern_formation/data/auto/snaking_E3.f90 new file mode 100644 index 000000000..e87e4d706 --- /dev/null +++ b/examples/17_parameterized_pattern_formation/data/auto/snaking_E3.f90 @@ -0,0 +1,147 @@ +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- +! cir : Homoclinic Bifurcation in cubic swift hohenberg +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- + + SUBROUTINE FUNC(NDIM,U,ICP,PAR,IJAC,F,DFDU,DFDP) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM, ICP(*), IJAC + DOUBLE PRECISION, INTENT(IN) :: U(NDIM), PAR(*) + DOUBLE PRECISION, INTENT(OUT) :: F(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: DFDU(NDIM,NDIM), DFDP(NDIM,*) + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-1.940+-0.072*E+0.022*E*E)/(0.975+0.025*E+-0.010*E*E) + U1=(-1.000+-0.680+-0.086*E+0.000*E*E)/(0.975+0.025*E+-0.010*E*E) + U3=(1.702+-0.201*E+-0.047*E*E)/(0.975+0.025*E+-0.010*E*E) + U5=-(0.684+0.125*E+-0.000*E*E)/(0.975+0.025*E+-0.010*E*E) + + + F(1)= U(2) + F(2)= U(3) + F(3)= U(4) + F(4)= U1*U(1)+U2*U(1)**2+U3*U(1)**3+U4*U(1)**4+U5*U(1)**5+D1*U(2)+D2*U(3)+D3*U(3) + + IF(IJAC.EQ.0)RETURN + + END SUBROUTINE FUNC + + SUBROUTINE STPNT(NDIM,U,PAR,T) +! ---------- ----- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(INOUT) :: U(NDIM),PAR(*) + DOUBLE PRECISION, INTENT(IN) :: T + +!---------------------------------------------------------------------- +! Problem parameters (only PAR(1-9) are available to the user) : + + U(1)=0.0 + U(2)=0.0 + U(3)=0.0 + U(4)=0.0 + PAR(1)=0.0 ! E + +!---------------------------------------------------------------------- +! If IEQUIB >0 put initial equilibrium in PAR(11+i), i=1,...,NDIM : + + PAR(12) = 0.0 + PAR(13) = 0.0 + PAR(14) = 0.0 + PAR(15) = 0.0 + + + END SUBROUTINE STPNT + + SUBROUTINE PVLS(NDIM,U,PAR) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(IN) :: U(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: PAR(*) +! Homoclinic bifurcations COMMON block needed here : + COMMON /BLHOM/ ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER I + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-1.940+-0.072*E+0.022*E*E)/(0.975+0.025*E+-0.010*E*E) + U1=(-1.000+-0.680+-0.086*E+0.000*E*E)/(0.975+0.025*E+-0.010*E*E) + U3=(1.702+-0.201*E+-0.047*E*E)/(0.975+0.025*E+-0.010*E*E) + U5=-(0.684+0.125*E+-0.000*E*E)/(0.975+0.025*E+-0.010*E*E) + + PAR(2)=D1 + PAR(3)=D2 + PAR(4)=D3 + PAR(5)=U1 + PAR(6)=U2 + PAR(7)=U3 + PAR(8)=U4 + PAR(9)=U5 + +! If IEQUIB =0 put analytic equilibrium in PAR(11+i), i=1..NDIM + + IF(IEQUIB.EQ.0)THEN + DO I=1,NDIM + PAR(11+I)= 0.0 + ENDDO + ENDIF + + END SUBROUTINE PVLS + + !---------------------------------------------------------------------- + SUBROUTINE BCND(NDIM,PAR,ICP,NBC,U0,U1,FB,IJAC,DBC) + ! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM,ICP(*),NBC,IJAC + DOUBLE PRECISION, INTENT(IN) :: PAR(*),U0(NDIM),U1(NDIM) + DOUBLE PRECISION, INTENT(OUT) :: FB(NBC) + DOUBLE PRECISION, INTENT(INOUT) :: DBC(NBC,*) + + FB(1)=U0(1) + FB(2)=U1(1) + FB(3)=U0(3) + FB(4)=U1(3) + + END SUBROUTINE BCND + !---------------------------------------------------------------------- + + SUBROUTINE ICND + END SUBROUTINE ICND + + SUBROUTINE FOPT + END SUBROUTINE FOPT diff --git a/examples/17_parameterized_pattern_formation/data/auto/snaking_E3_T.f90 b/examples/17_parameterized_pattern_formation/data/auto/snaking_E3_T.f90 new file mode 100644 index 000000000..62885014f --- /dev/null +++ b/examples/17_parameterized_pattern_formation/data/auto/snaking_E3_T.f90 @@ -0,0 +1,150 @@ +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- +! cir : Homoclinic Bifurcation in an Electronic Circuit +! (the same equations as in demo tor) +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- + + SUBROUTINE FUNC(NDIM,U,ICP,PAR,IJAC,F,DFDU,DFDP) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM, ICP(*), IJAC + DOUBLE PRECISION, INTENT(IN) :: U(NDIM), PAR(*) + DOUBLE PRECISION, INTENT(OUT) :: F(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: DFDU(NDIM,NDIM), DFDP(NDIM,*) + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + DOUBLE PRECISION T + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-1.940+-0.072*E+0.022*E*E)/(0.975+0.025*E+-0.010*E*E) + U1=(-1.000+-0.680+-0.086*E+0.000*E*E)/(0.975+0.025*E+-0.010*E*E) + U3=(1.702+-0.201*E+-0.047*E*E)/(0.975+0.025*E+-0.010*E*E) + U5=-(0.684+0.125*E+-0.000*E*E)/(0.975+0.025*E+-0.010*E*E) + T=6.283185307179586 + + + F(1)= T*U(2) + F(2)= T*U(3) + F(3)= T*U(4) + F(4)= T*(U1*U(1)+U2*U(1)**2+U3*U(1)**3+U4*U(1)**4+U5*U(1)**5+D1*U(2)+D2*U(3)+D3*U(3)) + + IF(IJAC.EQ.0)RETURN + + END SUBROUTINE FUNC + + SUBROUTINE STPNT(NDIM,U,PAR,T) +! ---------- ----- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(INOUT) :: U(NDIM),PAR(*) + DOUBLE PRECISION, INTENT(IN) :: T + +!---------------------------------------------------------------------- +! Problem parameters (only PAR(1-9) are available to the user) : + + U(1)=0.0 + U(2)=0.0 + U(3)=0.0 + U(4)=0.0 + PAR(1)=0.0 ! E + +!---------------------------------------------------------------------- +! If IEQUIB >0 put initial equilibrium in PAR(11+i), i=1,...,NDIM : + + PAR(12) = 0.0 + PAR(13) = 0.0 + PAR(14) = 0.0 + PAR(15) = 0.0 + + + END SUBROUTINE STPNT + + SUBROUTINE PVLS(NDIM,U,PAR) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(IN) :: U(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: PAR(*) +! Homoclinic bifurcations COMMON block needed here : + COMMON /BLHOM/ ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER I + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-1.940+-0.072*E+0.022*E*E)/(0.975+0.025*E+-0.010*E*E) + U1=(-1.000+-0.680+-0.086*E+0.000*E*E)/(0.975+0.025*E+-0.010*E*E) + U3=(1.702+-0.201*E+-0.047*E*E)/(0.975+0.025*E+-0.010*E*E) + U5=-(0.684+0.125*E+-0.000*E*E)/(0.975+0.025*E+-0.010*E*E) + + PAR(2)=D1 + PAR(3)=D2 + PAR(4)=D3 + PAR(5)=U1 + PAR(6)=U2 + PAR(7)=U3 + PAR(8)=U4 + PAR(9)=U5 + +! If IEQUIB =0 put analytic equilibrium in PAR(11+i), i=1..NDIM + + IF(IEQUIB.EQ.0)THEN + DO I=1,NDIM + PAR(11+I)= 0.0 + ENDDO + ENDIF + + END SUBROUTINE PVLS + + !---------------------------------------------------------------------- + SUBROUTINE BCND(NDIM,PAR,ICP,NBC,U0,U1,FB,IJAC,DBC) + ! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM,ICP(*),NBC,IJAC + DOUBLE PRECISION, INTENT(IN) :: PAR(*),U0(NDIM),U1(NDIM) + DOUBLE PRECISION, INTENT(OUT) :: FB(NBC) + DOUBLE PRECISION, INTENT(INOUT) :: DBC(NBC,*) + + FB(1)=U0(1) + FB(2)=U1(1) + FB(3)=U0(3) + FB(4)=U1(3) + + END SUBROUTINE BCND + !---------------------------------------------------------------------- + + SUBROUTINE ICND + END SUBROUTINE ICND + + SUBROUTINE FOPT + END SUBROUTINE FOPT diff --git a/examples/17_parameterized_pattern_formation/data/auto/snaking_E4.f90 b/examples/17_parameterized_pattern_formation/data/auto/snaking_E4.f90 new file mode 100644 index 000000000..f42c66777 --- /dev/null +++ b/examples/17_parameterized_pattern_formation/data/auto/snaking_E4.f90 @@ -0,0 +1,147 @@ +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- +! cir : Homoclinic Bifurcation in cubic swift hohenberg +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- + + SUBROUTINE FUNC(NDIM,U,ICP,PAR,IJAC,F,DFDU,DFDP) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM, ICP(*), IJAC + DOUBLE PRECISION, INTENT(IN) :: U(NDIM), PAR(*) + DOUBLE PRECISION, INTENT(OUT) :: F(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: DFDU(NDIM,NDIM), DFDP(NDIM,*) + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-2.009+0.014*E+0.041*E*E)/(1.014+0.005*E+-0.019*E*E) + U1=(-1.000+-0.703+-0.079*E+0.005*E*E)/(1.014+0.005*E+-0.019*E*E) + U3=(1.809+-0.264*E+-0.009*E*E)/(1.014+0.005*E+-0.019*E*E) + U5=-(0.760+0.077*E+0.016*E*E)/(1.014+0.005*E+-0.019*E*E) + + F(1)= U(2) + F(2)= U(3) + F(3)= U(4) + F(4)= U1*U(1)+U2*U(1)**2+U3*U(1)**3+U4*U(1)**4+U5*U(1)**5+D1*U(2)+D2*U(3)+D3*U(3) + + IF(IJAC.EQ.0)RETURN + + END SUBROUTINE FUNC + + SUBROUTINE STPNT(NDIM,U,PAR,T) +! ---------- ----- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(INOUT) :: U(NDIM),PAR(*) + DOUBLE PRECISION, INTENT(IN) :: T + +!---------------------------------------------------------------------- +! Problem parameters (only PAR(1-9) are available to the user) : + + U(1)=0.0 + U(2)=0.0 + U(3)=0.0 + U(4)=0.0 + PAR(1)=0.0 ! E + +!---------------------------------------------------------------------- +! If IEQUIB >0 put initial equilibrium in PAR(11+i), i=1,...,NDIM : + + PAR(12) = 0.0 + PAR(13) = 0.0 + PAR(14) = 0.0 + PAR(15) = 0.0 + + + END SUBROUTINE STPNT + + SUBROUTINE PVLS(NDIM,U,PAR) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(IN) :: U(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: PAR(*) +! Homoclinic bifurcations COMMON block needed here : + COMMON /BLHOM/ ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER I + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-2.009+0.014*E+0.041*E*E)/(1.014+0.005*E+-0.019*E*E) + U1=(-1.000+-0.703+-0.079*E+0.005*E*E)/(1.014+0.005*E+-0.019*E*E) + U3=(1.809+-0.264*E+-0.009*E*E)/(1.014+0.005*E+-0.019*E*E) + U5=-(0.760+0.077*E+0.016*E*E)/(1.014+0.005*E+-0.019*E*E) + + PAR(2)=D1 + PAR(3)=D2 + PAR(4)=D3 + PAR(5)=U1 + PAR(6)=U2 + PAR(7)=U3 + PAR(8)=U4 + PAR(9)=U5 + + +! If IEQUIB =0 put analytic equilibrium in PAR(11+i), i=1..NDIM + + IF(IEQUIB.EQ.0)THEN + DO I=1,NDIM + PAR(11+I)= 0.0 + ENDDO + ENDIF + + END SUBROUTINE PVLS + + !---------------------------------------------------------------------- + SUBROUTINE BCND(NDIM,PAR,ICP,NBC,U0,U1,FB,IJAC,DBC) + ! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM,ICP(*),NBC,IJAC + DOUBLE PRECISION, INTENT(IN) :: PAR(*),U0(NDIM),U1(NDIM) + DOUBLE PRECISION, INTENT(OUT) :: FB(NBC) + DOUBLE PRECISION, INTENT(INOUT) :: DBC(NBC,*) + + FB(1)=U0(1) + FB(2)=U1(1) + FB(3)=U0(3) + FB(4)=U1(3) + + END SUBROUTINE BCND + !---------------------------------------------------------------------- + + SUBROUTINE ICND + END SUBROUTINE ICND + + SUBROUTINE FOPT + END SUBROUTINE FOPT diff --git a/examples/17_parameterized_pattern_formation/data/auto/snaking_E4_T.f90 b/examples/17_parameterized_pattern_formation/data/auto/snaking_E4_T.f90 new file mode 100644 index 000000000..b4e6487af --- /dev/null +++ b/examples/17_parameterized_pattern_formation/data/auto/snaking_E4_T.f90 @@ -0,0 +1,151 @@ +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- +! cir : Homoclinic Bifurcation in an Electronic Circuit +! (the same equations as in demo tor) +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- + + SUBROUTINE FUNC(NDIM,U,ICP,PAR,IJAC,F,DFDU,DFDP) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM, ICP(*), IJAC + DOUBLE PRECISION, INTENT(IN) :: U(NDIM), PAR(*) + DOUBLE PRECISION, INTENT(OUT) :: F(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: DFDU(NDIM,NDIM), DFDP(NDIM,*) + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + DOUBLE PRECISION T + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-2.009+0.014*E+0.041*E*E)/(1.014+0.005*E+-0.019*E*E) + U1=(-1.000+-0.703+-0.079*E+0.005*E*E)/(1.014+0.005*E+-0.019*E*E) + U3=(1.809+-0.264*E+-0.009*E*E)/(1.014+0.005*E+-0.019*E*E) + U5=-(0.760+0.077*E+0.016*E*E)/(1.014+0.005*E+-0.019*E*E) + + T=6.283185307179586 + + + F(1)= T*U(2) + F(2)= T*U(3) + F(3)= T*U(4) + F(4)= T*(U1*U(1)+U2*U(1)**2+U3*U(1)**3+U4*U(1)**4+U5*U(1)**5+D1*U(2)+D2*U(3)+D3*U(3)) + + IF(IJAC.EQ.0)RETURN + + END SUBROUTINE FUNC + + SUBROUTINE STPNT(NDIM,U,PAR,T) +! ---------- ----- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(INOUT) :: U(NDIM),PAR(*) + DOUBLE PRECISION, INTENT(IN) :: T + +!---------------------------------------------------------------------- +! Problem parameters (only PAR(1-9) are available to the user) : + + U(1)=0.0 + U(2)=0.0 + U(3)=0.0 + U(4)=0.0 + PAR(1)=0.0 ! E + +!---------------------------------------------------------------------- +! If IEQUIB >0 put initial equilibrium in PAR(11+i), i=1,...,NDIM : + + PAR(12) = 0.0 + PAR(13) = 0.0 + PAR(14) = 0.0 + PAR(15) = 0.0 + + + END SUBROUTINE STPNT + + SUBROUTINE PVLS(NDIM,U,PAR) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(IN) :: U(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: PAR(*) +! Homoclinic bifurcations COMMON block needed here : + COMMON /BLHOM/ ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER I + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-2.009+0.014*E+0.041*E*E)/(1.014+0.005*E+-0.019*E*E) + U1=(-1.000+-0.703+-0.079*E+0.005*E*E)/(1.014+0.005*E+-0.019*E*E) + U3=(1.809+-0.264*E+-0.009*E*E)/(1.014+0.005*E+-0.019*E*E) + U5=-(0.760+0.077*E+0.016*E*E)/(1.014+0.005*E+-0.019*E*E) + + PAR(2)=D1 + PAR(3)=D2 + PAR(4)=D3 + PAR(5)=U1 + PAR(6)=U2 + PAR(7)=U3 + PAR(8)=U4 + PAR(9)=U5 + +! If IEQUIB =0 put analytic equilibrium in PAR(11+i), i=1..NDIM + + IF(IEQUIB.EQ.0)THEN + DO I=1,NDIM + PAR(11+I)= 0.0 + ENDDO + ENDIF + + END SUBROUTINE PVLS + + !---------------------------------------------------------------------- + SUBROUTINE BCND(NDIM,PAR,ICP,NBC,U0,U1,FB,IJAC,DBC) + ! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM,ICP(*),NBC,IJAC + DOUBLE PRECISION, INTENT(IN) :: PAR(*),U0(NDIM),U1(NDIM) + DOUBLE PRECISION, INTENT(OUT) :: FB(NBC) + DOUBLE PRECISION, INTENT(INOUT) :: DBC(NBC,*) + + FB(1)=U0(1) + FB(2)=U1(1) + FB(3)=U0(3) + FB(4)=U1(3) + + END SUBROUTINE BCND + !---------------------------------------------------------------------- + + SUBROUTINE ICND + END SUBROUTINE ICND + + SUBROUTINE FOPT + END SUBROUTINE FOPT diff --git a/examples/17_parameterized_pattern_formation/data/auto/snaking_E5.f90 b/examples/17_parameterized_pattern_formation/data/auto/snaking_E5.f90 new file mode 100644 index 000000000..d16c0b3e6 --- /dev/null +++ b/examples/17_parameterized_pattern_formation/data/auto/snaking_E5.f90 @@ -0,0 +1,147 @@ +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- +! cir : Homoclinic Bifurcation in cubic swift hohenberg +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- + + SUBROUTINE FUNC(NDIM,U,ICP,PAR,IJAC,F,DFDU,DFDP) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM, ICP(*), IJAC + DOUBLE PRECISION, INTENT(IN) :: U(NDIM), PAR(*) + DOUBLE PRECISION, INTENT(OUT) :: F(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: DFDU(NDIM,NDIM), DFDP(NDIM,*) + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-1.702+-0.354*E+0.107*E*E)/(0.880+0.126*E+-0.047*E*E) + U1=(-1.000+-0.627+-0.155*E+0.019*E*E)/(0.880+0.126*E+-0.047*E*E) + U3=(1.128+0.547*E+-0.275*E*E)/(0.880+0.126*E+-0.047*E*E) + U5=-(-0.112+1.183*E+-0.357*E*E)/(0.880+0.126*E+-0.047*E*E) + + F(1)= U(2) + F(2)= U(3) + F(3)= U(4) + F(4)= U1*U(1)+U2*U(1)**2+U3*U(1)**3+U4*U(1)**4+U5*U(1)**5+D1*U(2)+D2*U(3)+D3*U(3) + + IF(IJAC.EQ.0)RETURN + + END SUBROUTINE FUNC + + SUBROUTINE STPNT(NDIM,U,PAR,T) +! ---------- ----- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(INOUT) :: U(NDIM),PAR(*) + DOUBLE PRECISION, INTENT(IN) :: T + +!---------------------------------------------------------------------- +! Problem parameters (only PAR(1-9) are available to the user) : + + U(1)=0.0 + U(2)=0.0 + U(3)=0.0 + U(4)=0.0 + PAR(1)=0.0 ! E + +!---------------------------------------------------------------------- +! If IEQUIB >0 put initial equilibrium in PAR(11+i), i=1,...,NDIM : + + PAR(12) = 0.0 + PAR(13) = 0.0 + PAR(14) = 0.0 + PAR(15) = 0.0 + + + END SUBROUTINE STPNT + + SUBROUTINE PVLS(NDIM,U,PAR) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(IN) :: U(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: PAR(*) +! Homoclinic bifurcations COMMON block needed here : + COMMON /BLHOM/ ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER I + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-1.702+-0.354*E+0.107*E*E)/(0.880+0.126*E+-0.047*E*E) + U1=(-1.000+-0.627+-0.155*E+0.019*E*E)/(0.880+0.126*E+-0.047*E*E) + U3=(1.128+0.547*E+-0.275*E*E)/(0.880+0.126*E+-0.047*E*E) + U5=-(-0.112+1.183*E+-0.357*E*E)/(0.880+0.126*E+-0.047*E*E) + + PAR(2)=D1 + PAR(3)=D2 + PAR(4)=D3 + PAR(5)=U1 + PAR(6)=U2 + PAR(7)=U3 + PAR(8)=U4 + PAR(9)=U5 + + +! If IEQUIB =0 put analytic equilibrium in PAR(11+i), i=1..NDIM + + IF(IEQUIB.EQ.0)THEN + DO I=1,NDIM + PAR(11+I)= 0.0 + ENDDO + ENDIF + + END SUBROUTINE PVLS + + !---------------------------------------------------------------------- + SUBROUTINE BCND(NDIM,PAR,ICP,NBC,U0,U1,FB,IJAC,DBC) + ! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM,ICP(*),NBC,IJAC + DOUBLE PRECISION, INTENT(IN) :: PAR(*),U0(NDIM),U1(NDIM) + DOUBLE PRECISION, INTENT(OUT) :: FB(NBC) + DOUBLE PRECISION, INTENT(INOUT) :: DBC(NBC,*) + + FB(1)=U0(1) + FB(2)=U1(1) + FB(3)=U0(3) + FB(4)=U1(3) + + END SUBROUTINE BCND + !---------------------------------------------------------------------- + + SUBROUTINE ICND + END SUBROUTINE ICND + + SUBROUTINE FOPT + END SUBROUTINE FOPT diff --git a/examples/17_parameterized_pattern_formation/data/auto/snaking_E5_T.f90 b/examples/17_parameterized_pattern_formation/data/auto/snaking_E5_T.f90 new file mode 100644 index 000000000..37e1631a7 --- /dev/null +++ b/examples/17_parameterized_pattern_formation/data/auto/snaking_E5_T.f90 @@ -0,0 +1,151 @@ +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- +! cir : Homoclinic Bifurcation in an Electronic Circuit +! (the same equations as in demo tor) +!---------------------------------------------------------------------- +!---------------------------------------------------------------------- + + SUBROUTINE FUNC(NDIM,U,ICP,PAR,IJAC,F,DFDU,DFDP) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM, ICP(*), IJAC + DOUBLE PRECISION, INTENT(IN) :: U(NDIM), PAR(*) + DOUBLE PRECISION, INTENT(OUT) :: F(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: DFDU(NDIM,NDIM), DFDP(NDIM,*) + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + DOUBLE PRECISION T + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-1.702+-0.354*E+0.107*E*E)/(0.880+0.126*E+-0.047*E*E) + U1=(-1.000+-0.627+-0.155*E+0.019*E*E)/(0.880+0.126*E+-0.047*E*E) + U3=(1.128+0.547*E+-0.275*E*E)/(0.880+0.126*E+-0.047*E*E) + U5=-(-0.112+1.183*E+-0.357*E*E)/(0.880+0.126*E+-0.047*E*E) + + T=6.283185307179586 + + + F(1)= T*U(2) + F(2)= T*U(3) + F(3)= T*U(4) + F(4)= T*(U1*U(1)+U2*U(1)**2+U3*U(1)**3+U4*U(1)**4+U5*U(1)**5+D1*U(2)+D2*U(3)+D3*U(3)) + + IF(IJAC.EQ.0)RETURN + + END SUBROUTINE FUNC + + SUBROUTINE STPNT(NDIM,U,PAR,T) +! ---------- ----- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(INOUT) :: U(NDIM),PAR(*) + DOUBLE PRECISION, INTENT(IN) :: T + +!---------------------------------------------------------------------- +! Problem parameters (only PAR(1-9) are available to the user) : + + U(1)=0.0 + U(2)=0.0 + U(3)=0.0 + U(4)=0.0 + PAR(1)=0.0 ! E + +!---------------------------------------------------------------------- +! If IEQUIB >0 put initial equilibrium in PAR(11+i), i=1,...,NDIM : + + PAR(12) = 0.0 + PAR(13) = 0.0 + PAR(14) = 0.0 + PAR(15) = 0.0 + + + END SUBROUTINE STPNT + + SUBROUTINE PVLS(NDIM,U,PAR) +! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM + DOUBLE PRECISION, INTENT(IN) :: U(NDIM) + DOUBLE PRECISION, INTENT(INOUT) :: PAR(*) +! Homoclinic bifurcations COMMON block needed here : + COMMON /BLHOM/ ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER ITWIST,ISTART,IEQUIB,NFIXED,NPSI,NUNSTAB,NSTAB,NREV + INTEGER I + + DOUBLE PRECISION E + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 + + E=PAR(1) + D1=0 + D3=0 + U2=0 + U4=0 + D2=(-1.702+-0.354*E+0.107*E*E)/(0.880+0.126*E+-0.047*E*E) + U1=(-1.000+-0.627+-0.155*E+0.019*E*E)/(0.880+0.126*E+-0.047*E*E) + U3=(1.128+0.547*E+-0.275*E*E)/(0.880+0.126*E+-0.047*E*E) + U5=-(-0.112+1.183*E+-0.357*E*E)/(0.880+0.126*E+-0.047*E*E) + + PAR(2)=D1 + PAR(3)=D2 + PAR(4)=D3 + PAR(5)=U1 + PAR(6)=U2 + PAR(7)=U3 + PAR(8)=U4 + PAR(9)=U5 + +! If IEQUIB =0 put analytic equilibrium in PAR(11+i), i=1..NDIM + + IF(IEQUIB.EQ.0)THEN + DO I=1,NDIM + PAR(11+I)= 0.0 + ENDDO + ENDIF + + END SUBROUTINE PVLS + + !---------------------------------------------------------------------- + SUBROUTINE BCND(NDIM,PAR,ICP,NBC,U0,U1,FB,IJAC,DBC) + ! ---------- ---- + + IMPLICIT NONE + INTEGER, INTENT(IN) :: NDIM,ICP(*),NBC,IJAC + DOUBLE PRECISION, INTENT(IN) :: PAR(*),U0(NDIM),U1(NDIM) + DOUBLE PRECISION, INTENT(OUT) :: FB(NBC) + DOUBLE PRECISION, INTENT(INOUT) :: DBC(NBC,*) + + FB(1)=U0(1) + FB(2)=U1(1) + FB(3)=U0(3) + FB(4)=U1(3) + + END SUBROUTINE BCND + !---------------------------------------------------------------------- + + SUBROUTINE ICND + END SUBROUTINE ICND + + SUBROUTINE FOPT + END SUBROUTINE FOPT diff --git a/examples/17_parameterized_pattern_formation/data/auto/snaking_E_T.f90 b/examples/17_parameterized_pattern_formation/data/auto/snaking_E_T.f90 index 53093f712..5accb25c5 100644 --- a/examples/17_parameterized_pattern_formation/data/auto/snaking_E_T.f90 +++ b/examples/17_parameterized_pattern_formation/data/auto/snaking_E_T.f90 @@ -15,68 +15,35 @@ SUBROUTINE FUNC(NDIM,U,ICP,PAR,IJAC,F,DFDU,DFDP) DOUBLE PRECISION, INTENT(INOUT) :: DFDU(NDIM,NDIM), DFDP(NDIM,*) DOUBLE PRECISION E - DOUBLE PRECISION P - DOUBLE PRECISION R - DOUBLE PRECISION B - DOUBLE PRECISION C - DOUBLE PRECISION DRDE - DOUBLE PRECISION DBDE - DOUBLE PRECISION DCDE + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 DOUBLE PRECISION T E=PAR(1) - P=2 - R=-6.9142484373744839e-01-7.3260087859986806e-02*E-2.7462906764622484e-03*E*E - B=1.7910887544563148e+00-3.0554994266613233e-01*E-2.4878961651300643e-02*E*E - C=7.5841639153560658e-01+5.5761858956235276e-02*E+5.1480291789433611e-03*E*E - DRDE=-7.3260087859986806e-02-2.7462906764622484e-03*E*2 - DBDE=-3.0554994266613233e-01-2.4878961651300643e-02*E*2 - DCDE=5.5761858956235276e-02+5.1480291789433611e-03*E*2 + D1=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + D2=(-2.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + D3=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + U1=(-1.691-0.073*E-0.002*E*E)/(1.000+0.000*E+0.000*E*E) + U2=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + U3=(1.791-0.306*E-0.025*E*E)/(1.000+0.000*E+0.000*E*E) + U4=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + U5=-(0.758+0.056*E+0.005*E*E)/(1.000+0.000*E+0.000*E*E) T=6.283185307179586 F(1)= T*U(2) F(2)= T*U(3) F(3)= T*U(4) - F(4)= T*(R*U(1)-P*U(3)-U(1)+B*U(1)**3-C*U(1)**5) + F(4)= T*(U1*U(1)+U2*U(1)**2+U3*U(1)**3+U4*U(1)**4+U5*U(1)**5+D1*U(2)+D2*U(3)+D3*U(3)) IF(IJAC.EQ.0)RETURN - DFDU(1,1)=0.0d0 - DFDU(1,2)=1.0d0 - DFDU(1,3)=0.0d0 - DFDU(1,4)=0.0d0 - - DFDU(2,1)=0.0d0 - DFDU(2,2)=0.0d0 - DFDU(2,3)=1.0d0 - DFDU(2,4)=0.0d0 - - DFDU(3,1)=0.0d0 - DFDU(3,2)=0.0d0 - DFDU(3,3)=0.0d0 - DFDU(3,4)=1.0d0 - - F(4)= R*U(1)-P*U(3)-U(1)+B*U(1)**3-C*U(1)**5 - - DFDU(4,1)=R-1.0d0+3.0d0*B*U(1)**2-5.0d0*C*U(1)**4 - DFDU(4,2)=0.0d0 - DFDU(4,3)=-P - DFDU(4,4)=0.0d0 - - IF(IJAC.EQ.1)RETURN - -! *Parameter derivatives - DFDP(1,1)=0.0d0 - DFDP(2,1)=0.0d0 - DFDP(3,1)=0.0d0 - DFDP(4,1)=-U(3) - - DFDP(1,2)=0.0d0 - DFDP(2,2)=0.0d0 - DFDP(3,2)=0.0d0 - DFDP(4,2)=U(1)*DRDE+U(1)**3*DBDE-U(1)**5*DCDE - END SUBROUTINE FUNC SUBROUTINE STPNT(NDIM,U,PAR,T) @@ -120,20 +87,32 @@ SUBROUTINE PVLS(NDIM,U,PAR) INTEGER I DOUBLE PRECISION E - DOUBLE PRECISION P - DOUBLE PRECISION R - DOUBLE PRECISION B - DOUBLE PRECISION C + DOUBLE PRECISION D1 + DOUBLE PRECISION D2 + DOUBLE PRECISION D3 + DOUBLE PRECISION U1 + DOUBLE PRECISION U2 + DOUBLE PRECISION U3 + DOUBLE PRECISION U4 + DOUBLE PRECISION U5 E=PAR(1) - P=2 - R=-6.9142484373744839e-01-7.3260087859986806e-02*E-2.7462906764622484e-03*E*E - B=1.7910887544563148e+00-3.0554994266613233e-01*E-2.4878961651300643e-02*E*E - C=7.5841639153560658e-01+5.5761858956235276e-02*E+5.1480291789433611e-03*E*E - - PAR(2)=R - PAR(3)=B - PAR(4)=C + D1=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + D2=(-2.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + D3=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + U1=(-1.691-0.073*E-0.002*E*E)/(1.000+0.000*E+0.000*E*E) + U2=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + U3=(1.791-0.306*E-0.025*E*E)/(1.000+0.000*E+0.000*E*E) + U4=(0.000+0.000*E+0.000*E*E)/(1.000+0.000*E+0.000*E*E) + U5=-(0.758+0.056*E+0.005*E*E)/(1.000+0.000*E+0.000*E*E) + PAR(2)=D1 + PAR(3)=D2 + PAR(4)=D3 + PAR(5)=U1 + PAR(6)=U2 + PAR(7)=U3 + PAR(8)=U4 + PAR(9)=U5 ! If IEQUIB =0 put analytic equilibrium in PAR(11+i), i=1..NDIM diff --git a/examples/17_parameterized_pattern_formation/data/auto/stability.py b/examples/17_parameterized_pattern_formation/data/auto/stability.py index 3cc35d515..003da6274 100644 --- a/examples/17_parameterized_pattern_formation/data/auto/stability.py +++ b/examples/17_parameterized_pattern_formation/data/auto/stability.py @@ -4,76 +4,77 @@ import pysindy as ps -for filebase in ["odd", "even", "periodic"]: +for filebase in [ + "odd", + "even", + "periodic", + "odd2", + "even2", + "periodic2", + "odd3", + "even3", + "periodic3", + "odd4", + "even4", + "periodic4", + "odd5", + "even5", + "periodic5", +]: sols = np.load(filebase + "_sols.npy") pars = np.load(filebase + "_pars.npy") if not os.path.exists(filebase + "/"): os.mkdir(filebase) + else: + os.system("rm -r " + filebase) + os.mkdir(filebase) evals = [] evecs = [] + print() for i in range(len(sols)): - print(filebase, i, end="\r") + print(filebase, i, len(sols), end="\r") t, u = sols[i].T - epsilon, r, b3, b5, T, norm = pars[i] + epsilon, d1, d2, d3, b1, b2, b3, b4, b5, T, norm = pars[i] u = u[::4] t = t[::4] t = T * t u = np.concatenate([u, -np.flip(u)[1:]]) t = np.concatenate([t, t[-1] + np.cumsum(np.flip(np.diff(t)))]) - fd = ps.FiniteDifference(d=2, axis=0, order=4, periodic=True) - interior_coeffs = fd._coefficients(t) - interior_inds = fd.stencil_inds - slice_interior = slice((fd.n_stencil - 1) // 2, -(fd.n_stencil - 1) // 2) - slice_boundary = np.concatenate( - [ - np.arange(0, (fd.n_stencil - 1) // 2), - -np.flip(1 + np.arange(1, (fd.n_stencil - 1) // 2)), - np.array([-1]), - ] - ) - boundary_coeffs = fd._coefficients_boundary_periodic(t) - boundary_inds = fd.stencil_inds - - dxx = np.zeros((len(t), len(t))) - for i in range(len(interior_inds)): - dxx[slice_interior][ - np.arange(len(interior_inds[i])), interior_inds[i] - ] = interior_coeffs[:, i].T - for i in range(len(boundary_inds)): - dxx[slice_boundary][ - np.arange(len(boundary_inds[i])), boundary_inds[i] - ] = boundary_coeffs[:, i].T - - fd = ps.FiniteDifference(d=4, axis=0, order=4, periodic=True) - interior_coeffs = fd._coefficients(t) - interior_inds = fd.stencil_inds - slice_interior = slice((fd.n_stencil - 1) // 2, -(fd.n_stencil - 1) // 2) - slice_boundary = np.concatenate( - [ - np.arange(0, (fd.n_stencil - 1) // 2), - -np.flip(1 + np.arange(1, (fd.n_stencil - 1) // 2)), - np.array([-1]), - ] - ) - boundary_coeffs = fd._coefficients_boundary_periodic(t) - boundary_inds = fd.stencil_inds + ds = [1, 2, 3, 4] + dx = np.zeros((len(ds), len(t), len(t))) + for k in range(len(ds)): + fd = ps.FiniteDifference(d=ds[k], axis=0, order=8, periodic=True) + interior_coeffs = fd._coefficients(t) + interior_inds = fd.stencil_inds + slice_interior = slice((fd.n_stencil - 1) // 2, -(fd.n_stencil - 1) // 2) + slice_boundary = np.concatenate( + [ + np.arange(0, (fd.n_stencil - 1) // 2), + -np.flip(1 + np.arange(1, (fd.n_stencil - 1) // 2)), + np.array([-1]), + ] + ) + boundary_coeffs = fd._coefficients_boundary_periodic(t) + boundary_inds = fd.stencil_inds - dxxxx = np.zeros((len(t), len(t))) - for i in range(len(interior_inds)): - dxxxx[slice_interior][ - np.arange(len(interior_inds[i])), interior_inds[i] - ] = interior_coeffs[:, i].T - for i in range(len(boundary_inds)): - dxxxx[slice_boundary][ - np.arange(len(boundary_inds[i])), boundary_inds[i] - ] = boundary_coeffs[:, i].T + for i in range(len(interior_inds)): + dx[k][slice_interior][ + np.arange(len(interior_inds[i])), interior_inds[i] + ] = interior_coeffs[:, i].T + for i in range(len(boundary_inds)): + dx[k][slice_boundary][ + np.arange(len(boundary_inds[i])), boundary_inds[i] + ] = boundary_coeffs[:, i].T vals, vecs = np.linalg.eig( - (r - 1 + 3 * b3 * u**2 - 5 * b5 * u**4) * np.eye(len(t)) - - dxxxx - - 2 * dxx + (b1 + 2 * b2 * u + 3 * b3 * u**2 + 4 * b4 * u**3 + 5 * b5 * u**4) + * np.eye(len(t)) + + d1 * dx[0] + + d2 * dx[1] + + d3 * dx[2] + - dx[3] ) evals = evals + [vals] evecs = evecs + [vecs] @@ -88,7 +89,7 @@ np.real( np.array(evals)[tuple([np.arange(len(evals))[:, np.newaxis], inds2])] ) - < 1e-1, + < 1e-2, axis=1, ) )[0] @@ -97,7 +98,7 @@ np.real( np.array(evals)[tuple([np.arange(len(evals))[:, np.newaxis], inds2])] ) - > 1e-1, + > 1e-2, axis=1, ) )[0] diff --git a/examples/17_parameterized_pattern_formation/example.py b/examples/17_parameterized_pattern_formation/example.py index 3be7a3343..f8d97e53e 100644 --- a/examples/17_parameterized_pattern_formation/example.py +++ b/examples/17_parameterized_pattern_formation/example.py @@ -5,18 +5,33 @@ # # Model pattern formation equations typically encode the effects of external drive through a number of driving parameters, which characterize a bifurcation leading to the onset of instability. While driving parameters can be considered as constant control signals for spatiotemporal dynamics, combining the PDEFIND and SINDYc approaches to discover parameterized spatiotemporal dynamics poses a significant challenge. # Here, we develop the system identification for nonlinear dynamics with control parameters (SINDyCP) approach to discover such parameterized dynamics. -# In[1]: -import matplotlib.pyplot as plt +# +# [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/dynamicslab/pysindy/v1.7.3?filepath=examples/17_parameterized_pattern_formation/parameterized_pattern_formation.ipynb) +# In[2]: +import os +import timeit -plt.ion() -import pysindy as ps +import matplotlib.pyplot as plt import numpy as np +import utils from scipy.integrate import solve_ivp -from scipy.interpolate import interp1d from scipy.signal import find_peaks -import timeit -import os -import utils +from scipy.stats import linregress + +import pysindy as ps + +colors = [ + "#ff7f0e", + "#2ca02c", + "#1f77b4", + "#d62728", + "#9467bd", + "#8c564b", + "#e377c2", + "#7f7f7f", + "#bcbd22", + "#17becf", +] # ### Fit a parameterized logistic map @@ -196,12 +211,19 @@ print(lib.get_feature_names(["x", "y", "z", "sigma", "rho", "beta"])) +# In[46]: + + +if __name__ == "testing": + quit() + + # ### Fit a parameterized complex Ginzburg-Landau equation # The complex Ginzburg-Landau equation # $$ \dot{A} = A + (1+ib)\nabla^2 A - (1-ic)|A|^2A$$ # describes the evolution of the mode amplitude $A$ for pattern formation in a long-wavelength, supercritical Hopf bifurcation. It depends on two parameters $b$ and $c$. We generate 4 trajectories with different values of the parameters. (Note: this will take a few minutes on the first run, but trajectories are saved and reloaded if present) -# In[31]: +# In[9]: nx = 128 @@ -209,11 +231,6 @@ L = 16 t1 = 2e2 t3 = 1.9e2 -if __name__ == "testing": - t1 = 1e0 - t3 = 0 - nx = 32 - ny = 32 dt = 1e-1 nt = int((t1 - t3) / dt) @@ -225,7 +242,7 @@ spatiotemporal_grid[:, :, :, 2] = dt * np.arange(nt) -# In[32]: +# In[10]: bs = [2.0, 2.0, 0.5, 1.0] @@ -234,10 +251,7 @@ scales2 = [1e-2, 1e-2, 1e0, 1e-2] us = [[bs[i], cs[i]] for i in range(len(bs))] -if ( - np.all([os.path.exists("data/cgle/cgle_x" + str(i) + ".npy") for i in range(4)]) - and __name__ != "testing" -): +if np.all([os.path.exists("data/cgle/cgle_x" + str(i) + ".npy") for i in range(4)]): xs = [np.load("data/cgle/cgle_x" + str(i) + ".npy") for i in range(4)] else: xs = [] @@ -249,11 +263,10 @@ x0 = utils.get_cgle_ic(scale0, scale2, spatial_grid) x = utils.get_cgle_trajectory(b, c, x0, t1, t3, dt, spatial_grid) xs = xs + [x] - if __name__ != "testing": - for i in range(len(xs)): - if not os.path.exists("data/cgle"): - os.mkdir("data/cgle") - np.save("data/cgle/cgle_x" + str(i), xs[i]) + for i in range(len(xs)): + if not os.path.exists("data/cgle"): + os.mkdir("data/cgle") + np.save("data/cgle/cgle_x" + str(i), xs[i]) # utils.animate_clge(xs,us) @@ -491,7 +504,7 @@ # # which constitute the classical Oregonator model for the BZ chemical reaction. We fix all parameters except $C_b=C_b^c(1 - \mu)$, and a supercritical Hopf bifurcation occurs at $\mu=0$. In the spatially homogeneous case, a small, stable limit cycle initially emerges for $\mu>0$, but this limit cycle rapid expands in a canard explosion around $\mu\approx 0.15$. -# In[2]: +# In[3]: bs3 = np.linspace(0.84, 0.98, 8) @@ -501,8 +514,6 @@ Zs = [] for b in bs3: t1 = 1e2 / (1 - b) # Domain size in t directions - if __name__ == "testing": - t1 = 1e1 / (1 - b) dt = 5.94804 / 100 X, Y, Z = utils.get_homogeneous_oregonator_trajectory(b, t1, dt) @@ -530,87 +541,218 @@ plt.show() -# Integrate six trajectories with varying bs. This will take several hours to generate and save the data for the first time, but it will reload the files if they are present from a previous run. +# Generate several trajectories. This will take several hours on the first run, but files will be saved and reloaded subsequently. + +# In[44]: + + +import importlib as imp + +imp.reload(utils) + + +# In[47]: + + +utils.generate_oregonator_trajectories() + + +# Plot a finely resolved trajectory above the canard explosion, with $\mu=0.16$. The dynamics exhibit more extreme spatiotemporal variations than exhibited by the CGLE. # In[48]: -bs = np.linspace(0.88, 0.98, 6) -n = 128 # Number of spatial points in each direction -Nt = 1000 # Number of temporal interpolation points +plt.figure(figsize=(3, 4)) +x = np.load("data/oregonator/canard_0.npy") +plt.imshow(x[:, :, -1, 0]) +plt.clim(2e-6, 8e-6) +plt.xticks([]) +plt.yticks([]) +plt.savefig("fig2c.pdf") +plt.show() +plt.figure(figsize=(3, 4)) +x = np.load("data/oregonator/canard_1.npy") +plt.imshow(x[:, :, -1, 0]) +plt.clim(2e-6, 8e-6) +plt.xticks([]) +plt.yticks([]) +plt.savefig("fig2d.pdf") +plt.show() +# utils.animate_oregonator() -if __name__ == "testing": - Nt = 100 - n = 32 -X0, Y0, Z0 = utils.get_oregonator_ic(2e-1, 0, spatial_grid) -u0 = np.concatenate([X0.ravel(), Y0.ravel(), Z0.ravel()]) +# Do a SINDyCP fit on unprocessed decaying trajectories to localize the Hopf point -if not os.path.exists("data/oregonator"): - os.mkdir("data/oregonator") -if not np.all( - [ - os.path.exists("data/oregonator/oregonator_" + str(i) + ".npy") - for i in range(len(bs)) +# In[13]: + + +bs = np.concatenate([np.linspace(1.05, 1.1, 6), np.linspace(0.95, 0.99, 5)]) +b0 = 0.95 +L = 1 / np.abs(1 - b0) ** 0.5 # Domain size in X and Y directions +spatial_grid = np.zeros((n, n, 2)) +spatial_grid[:, :, 0] = L / n * np.arange(n)[:, np.newaxis] +spatial_grid[:, :, 1] = L / n * np.arange(n)[np.newaxis, :] +t1 = 2e1 / np.abs(1 - b0) # Domain size in t directions +dt = 5.94804 / 10 +n = 128 + +xs = [np.load("data/oregonator/oregonator2_" + str(i) + ".npy") for i in range(len(bs))] +xs_train = [] +xs_test = [] +scales = [] + +us = (0.786642 * bs).tolist() +x0s = [] +Nt = 200 +for i in range(len(bs)): + x0 = np.mean(xs[i][:, :, -100:], axis=(0, 1, 2)) + x0s = x0s + [x0] + scale = x0 + xs_train = xs_train + [ + (xs[i][:, :, Nt : 2 * Nt, [0, 2]] - x0[[0, 2]]) / scale[[0, 2]] + ] + xs_test = xs_train + [ + (xs[i][:, :, 2 * Nt : 3 * Nt, [0, 2]] - x0[[0, 2]]) / scale[[0, 2]] ] -): - for j in range(len(bs)): - if not os.path.exists("data/oregonator/oregonator_" + str(j) + ".npy"): - b = bs[j] - print(j, b) - L = 1 / (1 - b) ** 0.5 # Domain size in X and Y directions - spatial_grid = np.zeros((n, n, 2)) - spatial_grid[:, :, 0] = L / n * np.arange(n)[:, np.newaxis] - spatial_grid[:, :, 1] = L / n * np.arange(n)[np.newaxis, :] - t1 = 1e3 / (1 - b) # Domain size in t directions - if __name__ == "testing": - t1 = 20 - dt = 5.94804 - - start = timeit.default_timer() - - X, Y, Z = utils.get_oregonator_trajectory(u0, b, t1, dt, spatial_grid) - - x = np.array([X, Y, Z]).transpose(1, 2, 3, 0) - fi = interp1d(np.arange(x.shape[2]), x, axis=2) - x = fi(np.arange(Nt) / (Nt - 1) * (x.shape[2] - 1)) - plt.plot(np.mean(x[:, :, :, 0], axis=(0, 1))) - plt.plot(np.mean(x[:, :, :, 2], axis=(0, 1))) - plt.show() - plt.imshow(x[:, :, -1, 0]) - plt.show() - - np.save("data/oregonator/oregonator_" + str(j), x) - stop = timeit.default_timer() - print(stop - start) - -xs = [np.load("data/oregonator/oregonator_" + str(i) + ".npy") for i in range(len(bs))] - - -# The SINDyCP fit reveals variations in the normal-form parameter that correct the weakly-nonlinear theory away from the instability, and these variations become extreme at the canard explosion. First, split the trajectories into training and test data and define a quadrative parameter and a quintic feature libraries. + scales = scales + [scale] + +library_functions = [ + lambda x: x, +] +function_names = [ + lambda x: x, +] + +feature_lib = ps.PDELibrary( + library_functions=library_functions, + derivative_order=2, + spatial_grid=spatial_grid, + include_interaction=False, + include_bias=True, + function_names=function_names, + differentiation_method=ps.SpectralDerivative, + multiindices=[], +) + +library_functions = [lambda x: x] +function_names = [lambda x: x] + +parameter_lib = ps.PDELibrary( + library_functions=library_functions, + derivative_order=0, + include_interaction=False, + function_names=function_names, + include_bias=True, +) +lib = ps.ParameterizedLibrary( + parameter_library=parameter_lib, + feature_library=feature_lib, + num_parameters=1, + num_features=2, +) + +opt = ps.STLSQ(threshold=1e-2, alpha=1e-12, normalize_columns=False) + +model = ps.SINDy(feature_library=lib, optimizer=opt, feature_names=["X", "Z", "C_B"]) + +start = timeit.default_timer() +model.fit(xs_train[:6], u=us[:6], t=dt, multiple_trajectories=True) +model.print() +stop = timeit.default_timer() +print(stop - start) +scores = [] +for i in range(len(us)): + scores = scores + [ + model.score( + xs_test[i], + u=us[i], + t=dt, + multioutput="raw_values", + multiple_trajectories=False, + ) + ] + +plt.subplots(2, 2, figsize=(10, 6)) + +plt.subplot(2, 2, 1) +for x in xs_train[:6]: + plt.plot(dt * np.arange(200), np.mean(x[:, :, :, 0], axis=(0, 1))) +plt.ylabel(r"$\langle \tilde{X} \rangle$") +locs, labels = plt.xticks() +plt.xticks(locs, []) +plt.xlim(-5, 205 * dt) + +plt.subplot(2, 2, 3) +for x in xs_train[:6]: + plt.plot(dt * np.arange(200), np.mean(x[:, :, :, 1], axis=(0, 1))) +plt.xlim(-5, 205 * dt) + +plt.xlabel("t") +plt.ylabel(r"$\langle \tilde{Y} \rangle$") + +plt.subplot(2, 2, 2) +plt.scatter(0.786642 * bs[:6], 1 - np.mean(scores[:6], axis=1)) +plt.scatter(0.786642 * bs[6:], 1 - np.mean(scores[6:], axis=1)) +plt.yscale("log") +plt.ylabel(r"$1-R^2$") +locs, labels = plt.xticks() +plt.xticks(locs, []) + +plt.xlim(0.73, 0.88) + + +plt.subplot(2, 2, 4) +bs2 = np.flip(np.linspace(0.92, 1.15, 1000)) +lambdas, J = utils.get_linear_eigenvalues(model, 0.786642 * bs2, printcoefs=True) +plt.plot(0.786642 * bs2, np.real(lambdas)[:, 0]) +plt.plot(0.786642 * bs2, 0 * np.real(lambdas)[:, 0], c="black", ls=":") +plt.xlabel(r"$C_B$") +plt.ylabel(r"$Re(\lambda)$") +plt.xlim(0.73, 0.88) +plt.tight_layout() +plt.savefig("figs3.pdf") +plt.show() + + +# Construct the amplitude from the same data and attempt a SINDyCP fit + +# In[16]: -# In[14]: +bs = np.concatenate([np.linspace(1.05, 1.1, 6), np.linspace(0.95, 0.99, 5)]) +n = 128 xs_train = [] xs_test = [] -us = ((1 - bs) ** 0.5).tolist() +scales = [] +us = (1 - bs).tolist() +x0s = [] +Nt = xs[0].shape[2] // 5 // 10 * 10 for i in range(len(bs)): - U = xs[i][:, :, 2 * Nt // 5 :, [0, 2]] - U = U - np.mean(U, axis=(0, 1, 2)) - U = U / np.mean(U**2, axis=(0, 1, 2)) ** 0.5 - xs_train = xs_train + [U[:, :, : Nt // 20]] - xs_test = xs_test + [U[:, :, -Nt // 20 :]] - # #Using more data for a better fit requires a lot of memory (>100gb) - # xs_train=xs_train+[U[:,:,:2*Nt//5]] - # xs_test=xs_test+[U[:,:,2*Nt//5:]] - -# rescale to a single time step and spatial_grid over all trajectories + x = np.load("data/oregonator/oregonator2_" + str(i) + ".npy") + Nt = 10 + x0 = np.mean(x[:, :, -Nt:, [0, 2]], axis=(0, 1, 2)) + U = (x[:, :, Nt:, [0, 2]] - x0) / x0 + nt = U.shape[2] // 10 * 10 + A = np.mean( + ( + (U[:, :, :, 0] + 1j * U[:, :, :, 1]) + * np.exp(-1j * 2 * np.pi / 10 * np.arange(U.shape[2])) + )[:, :, :nt].reshape(n, n, nt // 10, 10), + axis=3, + ) + x_train = np.array([np.real(A), np.imag(A)]).transpose(1, 2, 3, 0)[:, :, : nt // 10] + x_test = np.array([np.real(A), np.imag(A)]).transpose(1, 2, 3, 0)[ + :, :, nt // 10 // 2 : + ] + xs_train = xs_train + [x_train] + xs_test = xs_test + [x_test] + +L = 2e2 # Domain size in X and Y directions spatial_grid = np.zeros((n, n, 2)) -spatial_grid[:, :, 0] = 2 * np.arange(n)[:, np.newaxis] -spatial_grid[:, :, 1] = 2 * np.arange(n)[np.newaxis, :] -nt = xs_train[0].shape[2] -dt = 1e2 / nt +spatial_grid[:, :, 0] = L / n * np.arange(n)[:, np.newaxis] +spatial_grid[:, :, 1] = L / n * np.arange(n)[np.newaxis, :] +dt = 1e-1 library_functions = [ lambda x: x, @@ -619,15 +761,6 @@ lambda x: x**3, lambda x, y: x**2 * y, lambda x, y: y**2 * x, - lambda x: x**4, - lambda x, y: x**3 * y, - lambda x, y: x**2 * y**2, - lambda x, y: x * y**3, - lambda x: x**5, - lambda x, y: x**4 * y, - lambda x, y: x**3 * y**2, - lambda x, y: x**2 * y**3, - lambda x, y: x * y**4, ] function_names = [ lambda x: x, @@ -636,30 +769,19 @@ lambda x: x + x + x, lambda x, y: x + x + y, lambda x, y: x + y + y, - lambda x: x + x + x + x, - lambda x, y: x + x + x + y, - lambda x, y: x + x + y + y, - lambda x, y: x + y + y + y, - lambda x: x + x + x + x + x, - lambda x, y: x + x + x + x + y, - lambda x, y: x + x + x + y + y, - lambda x, y: x + x + y + y + y, - lambda x, y: x + y + y + y + y, ] + feature_lib = ps.PDELibrary( library_functions=library_functions, derivative_order=2, spatial_grid=spatial_grid, - temporal_grid=dt * np.arange(nt), include_interaction=False, - implicit_terms=True, + include_bias=True, function_names=function_names, differentiation_method=ps.SpectralDerivative, ) -feature_lib.multiindices = np.array([[0, 0, 1], [0, 2, 0], [2, 0, 0]]) -feature_lib.num_derivatives = len(feature_lib.multiindices) -library_functions = [lambda x: x, lambda x: x**2] +library_functions = [lambda x: np.abs(x) ** 0.5, lambda x: x] function_names = [lambda x: x, lambda x: x + x] parameter_lib = ps.PDELibrary( @@ -676,81 +798,17 @@ num_features=2, ) +opt = ps.STLSQ(threshold=1e-1, alpha=1e-12, normalize_columns=False) -# We run the fit with a constrained SR3 optimizer, which allows us to ensure that the derivative terms remain rotationally invariant. Then we evaluate the scores on the test data. - -# In[15]: - - -shape = np.array(xs_train[0].shape) -shape[-1] = 1 -lib.fit(np.concatenate([xs_train[0], us[0] * np.ones(shape)], axis=-1)) - -n_targets = 2 -num_mus = 1 + len(library_functions) -constraint_rhs = np.zeros(4 * num_mus) -n_features = len(lib.get_feature_names()) -constraint_lhs = np.zeros((4 * num_mus, n_targets * n_features)) -x11inds = np.where( - np.array([name.split(" ")[1] for name in lib.get_feature_names()]) == "x0_11" -)[0] -x22inds = np.where( - np.array([name.split(" ")[1] for name in lib.get_feature_names()]) == "x0_22" -)[0] -y11inds = np.where( - np.array([name.split(" ")[1] for name in lib.get_feature_names()]) == "x1_11" -)[0] -y22inds = np.where( - np.array([name.split(" ")[1] for name in lib.get_feature_names()]) == "x1_22" -)[0] - -constraint = 0 -for i in range(num_mus): - constraint_lhs[constraint, x11inds[i]] = 1 - constraint_lhs[constraint, x22inds[i]] = -1 - constraint = constraint + 1 - constraint_lhs[constraint, x11inds[i] + n_features] = 1 - constraint_lhs[constraint, x22inds[i] + n_features] = -1 - constraint = constraint + 1 - - constraint_lhs[constraint, y11inds[i]] = 1 - constraint_lhs[constraint, y22inds[i]] = -1 - constraint = constraint + 1 - constraint_lhs[constraint, y11inds[i] + n_features] = 1 - constraint_lhs[constraint, y22inds[i] + n_features] = -1 - constraint = constraint + 1 - -opt = ps.ConstrainedSR3( - constraint_rhs=constraint_rhs, - constraint_lhs=constraint_lhs, - thresholder="l1", - tol=1e-3, - threshold=1e-2, -) -if __name__ == "testing": - opt = ps.ConstrainedSR3( - constraint_rhs=constraint_rhs, - constraint_lhs=constraint_lhs, - thresholder="l1", - tol=1e-3, - threshold=1e-6, - ) - -model = ps.SINDy(feature_library=lib, optimizer=opt, feature_names=["X", "Y", "mu"]) +model = ps.SINDy(feature_library=lib, optimizer=opt, feature_names=["X", "Z", "mu"]) start = timeit.default_timer() -model.fit(xs_train, u=us, t=dt, multiple_trajectories=True) +model.fit(xs_train[:6], u=us[:6], t=dt, multiple_trajectories=True) model.print() stop = timeit.default_timer() print(stop - start) -print( - model.score( - xs_test, u=us, t=dt, multioutput="raw_values", multiple_trajectories=True - ) -) - scores = [] -for i in range(len(xs_train)): +for i in range(len(us)): scores = scores + [ model.score( xs_test[i], @@ -761,142 +819,338 @@ ) ] +bs2 = np.linspace(0.9, 1.1, 1000) +alphas, betas = utils.get_normal_form_parameters(model, 1 - bs2, printcoefs=True) -# Plot the normal-form parameters as a function of $\varepsilon$. The fit agrees with the weakly nonlinear prediction in the $\mu\to 0$ limit, and the variation with $\mu$ represents a correction to the theory. The variations become extreme around the canard explosion that occurs above $\mu^{1/2}=0.35$. +plt.subplots(2, 2, figsize=(10, 6)) -# In[29]: +plt.subplot(2, 2, 1) +for x in xs_train[:6]: + plt.plot(5.94804 * np.arange(x.shape[2]), np.mean(x[:, :, :, 0], axis=(0, 1))) +plt.ylabel(r"$\langle X \rangle$") +locs, labels = plt.xticks() +plt.xticks(locs, []) +plt.xlim(0, 650 * 5.94804 / 10) -bs2 = np.linspace(0.85, 0.995, 1000) -alphas, betas = utils.get_normal_form_parameters(model, bs2) +plt.subplot(2, 2, 3) +for x in xs_train[:6]: + plt.plot(5.94804 * np.arange(x.shape[2]), np.mean(x[:, :, :, 1], axis=(0, 1))) +plt.xlim(0, 650 * 5.94804 / 10) -plt.subplots(2, 1, figsize=(5, 4)) +plt.xlabel("t") +plt.ylabel(r"$\langle Y \rangle$") -plt.subplot(2, 1, 1) -plt.scatter((1 - bs) ** 0.5, 1 - np.mean(scores, axis=1)) -plt.ylabel("$1-R^2$") -plt.gca().set_xticks([0.1, 0.15, 0.2, 0.25, 0.3, 0.35]) -plt.gca().set_xticklabels([]) -plt.xlim((1 - bs2[-1]) ** 0.5, (1 - bs2[0]) ** 0.5) +plt.subplot(2, 2, 2) +plt.scatter((1 - bs)[:6], 1 - np.mean(scores[:6], axis=1)) +plt.scatter((1 - bs)[6:], 1 - np.mean(scores[6:], axis=1)) plt.yscale("log") - -plt.subplot(2, 1, 2) -plt.plot((1 - bs2) ** 0.5, betas / (0.17272), label=r"$b/b_0$") -plt.plot((1 - bs2) ** 0.5, alphas / (2.37882), label=r"$c/c_0$") -plt.gca().set_xticks([0.1, 0.15, 0.2, 0.25, 0.3, 0.35]) -plt.ylim(0, 5) +plt.yscale("log") +plt.ylabel(r"$1-R^2$") +plt.xlim(-0.125, 0.125) +locs, labels = plt.xticks() +plt.xticks(locs, []) +plt.xlim(-0.125, 0.125) + +plt.subplot(2, 2, 4) +bs2 = np.linspace(0.875, 1.125, 1000) +alphas, betas = utils.get_normal_form_parameters(model, 1 - bs2) +plt.plot((1 - bs2), np.sign(1 - bs2) * (betas / (0.17272)), label=r"$b/b_0$") +plt.plot((1 - bs2), np.sign(1 - bs2) * (alphas / (2.37882)), label=r"$c/c_0$") +plt.ylim(0, 3) +# plt.yscale('log') plt.legend() plt.ylabel("Normal-form\nparameters") -plt.xlabel(r"$\mu^{1/2}$") -plt.xlim((1 - bs2[-1]) ** 0.5, (1 - bs2[0]) ** 0.5) -plt.savefig("fig2.pdf") -plt.show() - +plt.xlabel(r"$\mu$") +plt.xlim(-0.125, 0.125) -# Calculate a finely resolved trajectory above the canard explosion, with $\mu=0.16$. The dynamics exhibit more extreme spatiotemporal variations than exhibited by the CGLE. - -# In[11]: +plt.tight_layout() +plt.savefig("figs4.pdf") +plt.show() -bs = [0.84] -n = 256 # Number of spatial points in each direction -Nt = 200 # Number of temporal interpolation points +# Do the SINDyCP fit on more informative amplitudes constructed past the Hopf bifurcation, with implicit terms included. The SINDyCP fit reveals variations in the normal-form parameter that correct the weakly-nonlinear theory away from the instability, and these variations become extreme at the canard explosion. First, split the trajectories into training and test data and define a quadrative parameter and a quintic feature libraries. Plot the normal-form parameters as a function of $\varepsilon$. The fit agrees with the weakly nonlinear prediction in the $\mu\to 0$ limit, and the variation with $\mu$ represents a correction to the theory. The variations become extreme around the canard explosion that occurs above $\mu^{1/2}=0.35$. -if __name__ == "testing": - Nt = 20 - n = 64 +# In[10]: -if not os.path.exists("data/oregonator"): - os.mkdir("data/oregonator") -if not np.all( - [ - os.path.exists("data/oregonator/canard_" + str(i) + ".npy") - for i in range(len(bs)) - ] -): - for j in range(len(bs)): - if not os.path.exists("data/oregonator/canard_" + str(j) + ".npy"): - b = bs[j] - print(j, b) - L = 1 / (1 - b) ** 0.5 # Domain size in X and Y directions - spatial_grid = np.zeros((n, n, 2)) - spatial_grid[:, :, 0] = L / n * np.arange(n)[:, np.newaxis] - spatial_grid[:, :, 1] = L / n * np.arange(n)[np.newaxis, :] - t1 = 2e2 / (1 - b) # Domain size in t directions - if __name__ == "testing": - t1 = 20 - dt = 5.94804 - X0, Y0, Z0 = utils.get_oregonator_ic(2e-1, 0, spatial_grid) - u0 = np.concatenate([X0.ravel(), Y0.ravel(), Z0.ravel()]) - - start = timeit.default_timer() - - X, Y, Z = utils.get_oregonator_trajectory(u0, b, t1, dt, spatial_grid) - - x = np.array([X, Y, Z]).transpose(1, 2, 3, 0) - fi = interp1d(np.arange(x.shape[2]), x, axis=2) - x = fi(np.arange(Nt) / (Nt - 1) * (x.shape[2] - 1)) - plt.plot(np.mean(x[:, :, :, 0], axis=(0, 1))) - plt.plot(np.mean(x[:, :, :, 2], axis=(0, 1))) - plt.show() - plt.imshow(x[:, :, -1, 0]) - plt.show() - - np.save("data/oregonator/canard_" + str(j), x) - stop = timeit.default_timer() - print(stop - start) +bs = np.linspace(0.88, 0.98, 6) +n = 128 # Number of spatial points in each direction -# In[12]: +xs_train = [] +xs_test = [] +scales = [] +for j in range(len(bs)): + A = np.load("data/oregonator/oregonator_" + str(j) + ".npy") + scale = np.mean(np.abs(A) ** 2) ** 0.5 + scales = scales + [scale] + xsi = np.array([np.real(A) / scale, np.imag(A) / scale]).transpose([1, 2, 3, 0]) + xs_train = xs_train + [xsi[:, :, :250]] + xs_test = xs_test + [xsi[:, :, 250:]] +us = (1 - bs).tolist() +L = 2e2 # Domain size in X and Y directions +spatial_grid = np.zeros((n, n, 2)) +spatial_grid[:, :, 0] = L / n * np.arange(n)[:, np.newaxis] +spatial_grid[:, :, 1] = L / n * np.arange(n)[np.newaxis, :] +dt = 1e-1 +library_functions = [ + lambda x: x, + lambda x: x**2, + lambda x, y: x * y, + lambda x: x**3, + lambda x, y: x**2 * y, + lambda x, y: y**2 * x, +] +function_names = [ + lambda x: x, + lambda x: x + x, + lambda x, y: x + y, + lambda x: x + x + x, + lambda x, y: x + x + y, + lambda x, y: x + y + y, +] -plt.figure(figsize=(3, 4)) -x = np.load("data/oregonator/canard_0.npy") -plt.imshow(x[:, :, -1, 0]) -plt.clim(2e-6, 8e-6) -plt.xticks([]) -plt.yticks([]) -plt.savefig("fig2c.pdf") -plt.show() -plt.figure(figsize=(3, 4)) -x = np.load("data/oregonator/oregonator_4.npy") -plt.imshow(x[:, :, -1, 0]) -plt.clim(2e-6, 8e-6) -plt.xticks([]) -plt.yticks([]) -plt.savefig("fig2d.pdf") -plt.show() -# utils.animate_oregonator() +feature_lib0 = ps.PDELibrary( + library_functions=library_functions, + derivative_order=2, + spatial_grid=spatial_grid, + include_interaction=False, + include_bias=True, + function_names=function_names, + differentiation_method=ps.SpectralDerivative, +) +opt0 = ps.STLSQ(threshold=1e-1, alpha=1e-12, normalize_columns=False) -# ### Effects of noise on CGLE fits +model0 = ps.SINDy( + feature_library=feature_lib0, optimizer=opt0, feature_names=["X", "Y"] +) -# Here we perform both differential and weak SINDyCP fits on the four previous trajectories with various intensities of injected noise. We generate two new test trajectories to assess the performance of the fits. We also generate five new training trajectories with random parameter values in the amplitude turbulence parameter regime and perform the SINDyCP fits on noisy data with a varying number of length of trajectories. Since these fits take a while, we use previously saved score results here if they are present. +start = timeit.default_timer() +model0.fit(xs_train[-1], t=dt, multiple_trajectories=False) +model0.print() +stop = timeit.default_timer() +print(stop - start) +utils.get_single_normal_form_parameters(model0, printcoefs=True) -# In[30]: +scores0 = [] +for i in range(len(us)): + scores0 = scores0 + [ + model0.score( + xs_test[i], + u=us[i], + t=dt, + multioutput="raw_values", + multiple_trajectories=False, + ) + ] -utils.cgle_weak_noise_sweeps() -utils.cgle_noise_sweeps() +feature_lib = ps.PDELibrary( + library_functions=library_functions, + derivative_order=2, + spatial_grid=spatial_grid, + temporal_grid=dt * np.arange(500), + include_interaction=False, + implicit_terms=True, + include_bias=True, + function_names=function_names, + differentiation_method=ps.SpectralDerivative, + multiindices=[[0, 0, 1], [1, 0, 0], [0, 1, 0], [1, 1, 0], [0, 2, 0], [2, 0, 0]], +) +library_functions = [lambda x: np.abs(x) ** 0.5, lambda x: x] +function_names = [lambda x: x, lambda x: x + x] -# Plot results +parameter_lib = ps.PDELibrary( + library_functions=library_functions, + derivative_order=0, + include_interaction=False, + function_names=function_names, + include_bias=True, +) +lib = ps.ParameterizedLibrary( + parameter_library=parameter_lib, + feature_library=feature_lib, + num_parameters=1, + num_features=2, +) -# In[3]: +opt = ps.STLSQ(threshold=1e-1, alpha=1e-12, normalize_columns=False) +model = ps.SINDy(feature_library=lib, optimizer=opt, feature_names=["X", "Y", "mu"]) +start = timeit.default_timer() +model.fit(xs_train, u=us, t=dt, multiple_trajectories=True) +model.print() +stop = timeit.default_timer() +print(stop - start) + +scores = [] +for i in range(len(us)): + scores = scores + [ + model.score( + xs_test[i], + u=us[i], + t=dt, + multioutput="raw_values", + multiple_trajectories=False, + ) + ] + +bs2 = np.linspace(0.82, 0.995, 1000) +alphas, betas = utils.get_normal_form_parameters(model, 1 - bs2, printcoefs=True) + +plt.subplots(2, 1, figsize=(3, 4)) + +plt.subplot(2, 1, 1) +plt.scatter((1 - bs) ** 0.5, 1 - np.mean(scores, axis=1), c=colors[3]) +plt.scatter((1 - bs) ** 0.5, 1 - np.mean(scores0, axis=1), c=colors[4]) + +plt.ylabel("$1-R^2$") +plt.gca().set_xticks([0.1, 0.2, 0.3, 0.4]) +plt.gca().set_xticklabels([]) +plt.xlim((1 - bs2[-1]) ** 0.5, (1 - bs2[0]) ** 0.5) +plt.yscale("log") + +plt.subplot(2, 1, 2) +plt.plot((1 - bs2) ** 0.5, betas / (0.17272), label=r"$b/b_0$") +plt.plot((1 - bs2) ** 0.5, alphas / (2.37882), label=r"$c/c_0$") +plt.gca().set_xticks([0.1, 0.2, 0.3, 0.4]) +plt.ylim(0, 5) +plt.legend() +plt.ylabel("Normal-form\nparameters") +plt.xlabel(r"$\mu^{1/2}$") +plt.xlim((1 - bs2[-1]) ** 0.5, (1 - bs2[0]) ** 0.5) +plt.savefig("fig2a.pdf") +plt.show() + + +# Compare the Canard explosions in the SINDyCP model and the Oregonator model + +# In[11]: + + +bs3 = np.linspace(0.82, 0.98, 18) + +Xs2 = [] +Ys2 = [] +Zs2 = [] +for b in bs3: + t1 = 1e3 / (1 - b) # Domain size in t directions + dt = 5.94804 / 100 + + X, Y, Z = utils.get_homogeneous_oregonator_trajectory(b, t1, dt) + Xs2 = Xs2 + [X] + Ys2 = Ys2 + [Y] + Zs2 = Zs2 + [Z] + +slope, intercept, r_value, p_value, std_err = linregress((1 - bs) ** 0.5, scales) +scales3 = intercept + slope * (1 - bs3) ** 0.5 + +Xs = [] +Ys = [] +for b in bs3: + t1 = 2e1 # Domain size in t directions + dt = 1e-2 + + X, Y = utils.get_homogeneous_oregonator_trajectory_fit(model, b, t1, dt) + Xs = Xs + [X] + Ys = Ys + [Y] + +amps = [] +amps2 = [] + +for i in range(0, len(bs3)): + X = Xs[i] + Y = Ys[i] + nt = X.shape[0] + period = int(np.median(np.diff(find_peaks(X[nt // 2 :])[0]))) + 1 + amps = amps + [ + np.mean((scales3[i] * X[-period:]) ** 2 + (scales3[i] * Y[-period:]) ** 2) + ] + +for i in range(0, len(bs3)): + X = Xs2[i] + Z = Zs2[i] + nt = X.shape[0] + period = int(np.median(np.diff(find_peaks(X[nt // 2 :])[0]))) + 1 + x0 = np.mean(X[-10 * period :]) + z0 = np.mean(Z[-10 * period :]) + A2 = np.mean( + ( + ((X[-300 * period :] - x0) / x0 + 1j * (Z[-300 * period :] - z0) / z0) + * np.exp(-1j * 2 * np.pi / period * np.arange(300 * period)) + ).reshape(300, -1), + axis=1, + ) + amps2 = amps2 + [np.mean(np.abs(A2) ** 2)] + +plt.subplots(1, 2, figsize=(8, 4)) +plt.subplot(1, 2, 1) +for i in range(0, len(bs3), 4): + X = Xs[i] + Y = Ys[i] + nt = X.shape[0] + period = int(np.median(np.diff(find_peaks(X[nt // 2 :])[0]))) + 1 + plt.plot( + (scales3[i] * X[-period:]), + (scales3[i] * Y[-period:]), + ls="--", + c=colors[i // 4], + ) + + X = Xs2[i] + Z = Zs2[i] + nt = X.shape[0] + period = int(np.median(np.diff(find_peaks(X[nt // 2 :])[0]))) + 1 + x0 = np.mean(X[-10 * period :]) + z0 = np.mean(Z[-10 * period :]) + A2 = np.mean( + ( + ((X[-300 * period :] - x0) / x0 + 1j * (Z[-300 * period :] - z0) / z0) + * np.exp(-1j * 2 * np.pi / period * np.arange(300 * period)) + ).reshape(300, -1), + axis=1, + ) + plt.plot( + np.real(A2), + np.imag(A2), + c=colors[i // 4], + label=r"$\mu^{1/2}=%.3f$" % ((1 - bs3[i]) ** 0.5), + ) + +plt.xlabel(r"$X$") +plt.ylabel(r"$Y$") +plt.legend() + +plt.subplot(1, 2, 2) +plt.scatter((1 - bs3) ** 0.5, amps, label="SINDyCP fit", c=colors[i // 4 + 1]) +plt.scatter((1 - bs3) ** 0.5, amps2, label="Oregonator model", c=colors[i // 4 + 2]) +plt.xlabel(r"$\mu^{1/2}$") +plt.ylabel(r"$\overline{A^2}$") +plt.legend() + +plt.tight_layout() +plt.savefig("figs8.pdf") +plt.show() + + +# ### Effects of noise on CGLE fits + +# Here we perform both differential and weak SINDyCP fits on the four previous trajectories with various intensities of injected noise. We generate two new test trajectories to assess the performance of the fits. We also generate five new training trajectories with random parameter values in the amplitude turbulence parameter regime and perform the SINDyCP fits on noisy data with a varying number of length of trajectories. Since these fits take a while, we use previously saved score results here if they are present. + +# In[17]: + + +utils.cgle_weak_noise_sweeps() +utils.cgle_noise_sweeps() + + +# Plot results + +# In[18]: -colors = [ - "#ff7f0e", - "#2ca02c", - "#1f77b4", - "#d62728", - "#9467bd", - "#8c564b", - "#e377c2", - "#7f7f7f", - "#bcbd22", - "#17becf", -] fig, ax = plt.subplots(1, 2, figsize=(6, 3)) @@ -1000,18 +1254,15 @@ # # which is a model pattern formation equation for studying nonlinear dynamics including defect formations. Depending on the values of the parameters $r$, $b_3$ and $b_5$, the system can relax to either a uniform steady state, a periodic steady state, or a symmetry-broken steady state exhibiting localized states. We demonstrate the potential for SINDyCP to extrapolate by predicting the existence of localized states from training data collected when only the uniform state is stable. -# In[4]: +# In[31]: nx = 256 N = nx L = 2 * np.pi * 32 -t1 = 10 -if __name__ == "testing": - t1 = 1e0 - nx = 64 +t1 = 5 t3 = 0 -dt = 0.01 +dt = 0.02 nt = int((t1 - t3) / dt) @@ -1024,7 +1275,7 @@ # Randomly generate a relationship between the normal-form parameters $(r, b_3, b_5)$ and an experimental control parameter $\varepsilon$ -# In[5]: +# In[32]: np.random.seed(66) @@ -1065,47 +1316,133 @@ def b5_func(epsilons): inds = np.intersect1d( np.where(r_func(epsilons) < 0)[0], np.where(b3_func(epsilons) > 0)[0] ) -plt.plot(epsilons, r_func(epsilons)) -plt.plot(epsilons, b3_func(epsilons)) -plt.plot(epsilons, b5_func(epsilons)) -plt.xlabel(r"$\varepsilon$") -plt.ylabel("Normal form\n parameters") -plt.show() -# In[6]: +# Generate the high-$\varepsilon$ and low-$\varepsilon$ training and testing data +# In[33]: -num_trajectories = 3 -np.random.seed(1) + +num_trajectories = 5 +np.random.seed(100) epsilons_train = 1 + 2 * (np.random.random(size=num_trajectories)) rs = r_func(epsilons_train) b3s = b3_func(epsilons_train) b5s = b5_func(epsilons_train) k = 2 -np.random.seed(10) +xs_train = [] +xs_test = [] +for i in range(len(rs)): + u0 = utils.get_sh_ic(1.0, spatial_grid) + us = utils.get_sh_trajectory(u0, rs[i], b3s[i], b5s[i], t1, dt, spatial_grid) + xs_train = xs_train + [us] +for i in range(len(rs)): + u0 = utils.get_sh_ic(1.0, spatial_grid) + us = utils.get_sh_trajectory(u0, rs[i], b3s[i], b5s[i], t1, dt, spatial_grid) + xs_test = xs_test + [us] -xs = [] +num_trajectories = 5 +np.random.seed(100) +epsilons_train2 = -1 + 2 * (np.random.random(size=num_trajectories)) +trajectories = 100 +rs = r_func(epsilons_train2) +b3s = b3_func(epsilons_train2) +b5s = b5_func(epsilons_train2) +k = 2 + +xs_train2 = [] +xs_test2 = [] +seeds = np.arange(num_trajectories) for i in range(len(rs)): - print(i) + np.random.seed(seeds[i]) u0 = utils.get_sh_ic(1.0, spatial_grid) us = utils.get_sh_trajectory(u0, rs[i], b3s[i], b5s[i], t1, dt, spatial_grid) - xs = xs + [us] + xs_train2 = xs_train2 + [us] +for i in range(len(rs)): + np.random.seed(seeds[i]) + u0 = utils.get_sh_ic(1.0, spatial_grid) + us = utils.get_sh_trajectory(u0, rs[i], b3s[i], b5s[i], t1, dt, spatial_grid) + xs_test2 = xs_test2 + [us] -# Fit the data with weak SINDyCP +# Fit the high-$\varepsilon$ data with weak SINDyCP with noise intensity $\sigma=0.05$ and $\sigma=0.01$ -# In[7]: +# In[34]: + + +noise_scale = 0.05 +np.random.seed(1) +xs_train_noisy = [ + xs_train[i] + noise_scale * np.random.normal(size=xs_train[i].shape) + for i in range(len(xs_train)) +] +xs_test_noisy = [ + xs_test[i] + noise_scale * np.random.normal(size=xs_test[i].shape) + for i in range(len(xs_test)) +] + +noise_scale = 0.01 +np.random.seed(1) +xs_train_noisy2 = [ + xs_train[i] + noise_scale * np.random.normal(size=xs_train[i].shape) + for i in range(len(xs_train)) +] +xs_test_noisy2 = [ + xs_test[i] + noise_scale * np.random.normal(size=xs_test[i].shape) + for i in range(len(xs_test)) +] + +fig, ax = plt.subplots(2, 5, figsize=(12, 5)) +for i in range(len(xs_train)): + plt.subplot(2, 5, i + 1) + plt.imshow( + ps.FiniteDifference(d=1, axis=1)._differentiate(xs_train_noisy[i], t=dt), + aspect=xs_train[0].shape[1] / xs_train[0].shape[0], + cmap="seismic", + ) + plt.gca().set_yticks([0, 64, 128, 192, 256]) + plt.gca().set_yticklabels([]) + if i == 0: + plt.ylabel(r"$x/2\pi$") + plt.gca().set_yticklabels([0, 8, 16, 24, 32]) + plt.gca().set_xticks([0, 50, 100, 150, 200, 250]) + plt.gca().set_xticklabels([]) + plt.title(r"$\varepsilon=%.3f$" % (epsilons_train[i])) + plt.clim(-2, 2) +for i in range(len(xs_train)): + plt.subplot(2, 5, i + 6) + plt.imshow( + ps.FiniteDifference(d=1, axis=1)._differentiate(xs_train_noisy2[i], t=dt), + aspect=xs_train[0].shape[1] / xs_train[0].shape[0], + cmap="seismic", + ) + plt.gca().set_yticks([0, 64, 128, 192, 256]) + plt.gca().set_yticklabels([]) + if i == 0: + plt.ylabel(r"$x/2\pi$") + plt.gca().set_yticklabels([0, 8, 16, 24, 32]) + plt.gca().set_xticks([0, 50, 100, 150, 200, 250]) + plt.gca().set_xticklabels([0, 1, 2, 3, 4, 5]) + plt.xlabel("$t$") + plt.clim(-2, 2) + +plt.tight_layout() +cb = plt.colorbar(ax=ax[:][:], fraction=0.015) +cb.set_label(r"$\dot{u}$", rotation="horizontal", loc="top") +plt.savefig("figs5.pdf") +plt.show() + + +# In[35]: start = timeit.default_timer() library_functions = [lambda x: x, lambda x: x**3, lambda x: x**5] function_names = [lambda x: x, lambda x: x + x + x, lambda x: x + x + x + x + x] seed = 100 -K = 500 -if __name__ == "testing": - K = 1 +K = 1000 +H_xt = [L / 32, t1 / 5] np.random.seed(seed) feature_lib = ps.WeakPDELibrary( library_functions=library_functions, @@ -1113,8 +1450,9 @@ def b5_func(epsilons): spatiotemporal_grid=spatiotemporal_grid, include_interaction=False, function_names=function_names, + multiindices=[[2], [4]], K=K, - H_xt=[L / 20, t1 / 20], + H_xt=H_xt, ) library_functions = [lambda x: x, lambda x: x**2] function_names = [lambda x: x, lambda x: x + "^2"] @@ -1127,7 +1465,7 @@ def b5_func(epsilons): function_names=function_names, include_bias=True, K=K, - H_xt=[L / 20, t1 / 20], + H_xt=H_xt, ) lib = ps.ParameterizedLibrary( parameter_library=parameter_lib, @@ -1135,272 +1473,213 @@ def b5_func(epsilons): num_parameters=1, num_features=1, ) -opt = ps.STLSQ(threshold=1e-3, alpha=1e-4, normalize_columns=False) +opt = ps.STLSQ(threshold=1e-3, alpha=1e-12, normalize_columns=False) model = ps.SINDy(feature_library=lib, optimizer=opt, feature_names=["u", "epsilon"]) -noise_scale = 0.01 -xs_noisy = [ - xs[i] * (1 + noise_scale * np.random.normal(size=xs[i].shape)) - for i in range(len(xs)) -] + model.fit( - xs_noisy, u=epsilons_train.tolist(), t=dt, multiple_trajectories=True, unbias=True + xs_train_noisy, + u=epsilons_train.tolist(), + t=dt, + multiple_trajectories=True, ) model.print() stop = timeit.default_timer() print(stop - start) print(lib.get_feature_names(["u", "epsilon"])) -print(model.score(xs, u=epsilons_train.tolist(), t=dt, multiple_trajectories=True)) - - -# Define some functions to store the fit results - -# In[8]: +utils.get_sh_coefficients(model, print_coeffs=True) +print( + model.score( + xs_test_noisy, u=epsilons_train.tolist(), t=dt, multiple_trajectories=True + ) +) +print() -uxcoeff_fit = np.array( - [ - opt.coef_[0, np.where(np.array(model.get_feature_names()) == "1 u_1")[0][0]], - opt.coef_[ - 0, np.where(np.array(model.get_feature_names()) == "epsilon u_1")[0][0] - ], - opt.coef_[ - 0, np.where(np.array(model.get_feature_names()) == "epsilon^2 u_1")[0][0] - ], - ] -) -uxxcoeff_fit = np.array( - [ - opt.coef_[0, np.where(np.array(model.get_feature_names()) == "1 u_11")[0][0]], - opt.coef_[ - 0, np.where(np.array(model.get_feature_names()) == "epsilon u_11")[0][0] - ], - opt.coef_[ - 0, np.where(np.array(model.get_feature_names()) == "epsilon^2 u_11")[0][0] - ], - ] -) -uxxxcoeff_fit = np.array( - [ - opt.coef_[0, np.where(np.array(model.get_feature_names()) == "1 u_111")[0][0]], - opt.coef_[ - 0, np.where(np.array(model.get_feature_names()) == "epsilon u_111")[0][0] - ], - opt.coef_[ - 0, np.where(np.array(model.get_feature_names()) == "epsilon^2 u_111")[0][0] - ], - ] +model.fit( + xs_train_noisy2, + u=epsilons_train.tolist(), + t=dt, + multiple_trajectories=True, + unbias=True, ) -uxxxxcoeff_fit = np.array( - [ - opt.coef_[0, np.where(np.array(model.get_feature_names()) == "1 u_1111")[0][0]], - opt.coef_[ - 0, np.where(np.array(model.get_feature_names()) == "epsilon u_1111")[0][0] - ], - opt.coef_[ - 0, np.where(np.array(model.get_feature_names()) == "epsilon^2 u_1111")[0][0] - ], - ] +model.print() +stop = timeit.default_timer() +print(stop - start) +print(lib.get_feature_names(["u", "epsilon"])) +( + r_func_fit, + b3_func_fit, + b5_func_fit, + uxx_func_fit, + uxxxx_func_fit, +) = utils.get_sh_coefficients(model, print_coeffs=True) +print( + model.score( + xs_test_noisy2, u=epsilons_train.tolist(), t=dt, multiple_trajectories=True + ) ) -def ux_func_fit(epsilons): - epsilons = np.asarray(epsilons) - return np.sum( - uxcoeff_fit[np.newaxis, :] - * epsilons[:, np.newaxis] ** np.arange(len(rcoeff))[np.newaxis, :], - axis=1, - ) +# Fit the low-$\varepsilon$ data with weak SINDyCP with noise intensity $\sigma=0.05$ and $\sigma=0.01$ +# In[36]: -def uxx_func_fit(epsilons): - epsilons = np.asarray(epsilons) - return np.sum( - uxxcoeff_fit[np.newaxis, :] - * epsilons[:, np.newaxis] ** np.arange(len(rcoeff))[np.newaxis, :], - axis=1, - ) +noise_scale = 0.05 +np.random.seed(1) +xs_train_noisy3 = [ + xs_train2[i] + noise_scale * np.random.normal(size=xs_train2[i].shape) + for i in range(len(xs_train2)) +] +xs_test_noisy3 = [ + xs_test2[i] + noise_scale * np.random.normal(size=xs_test2[i].shape) + for i in range(len(xs_test2)) +] -def uxxx_func_fit(epsilons): - epsilons = np.asarray(epsilons) - return np.sum( - uxxxcoeff_fit[np.newaxis, :] - * epsilons[:, np.newaxis] ** np.arange(len(rcoeff))[np.newaxis, :], - axis=1, - ) +noise_scale = 0.01 +np.random.seed(1) +xs_train_noisy4 = [ + xs_train2[i] + noise_scale * np.random.normal(size=xs_train2[i].shape) + for i in range(len(xs_train2)) +] +xs_test_noisy4 = [ + xs_test2[i] + noise_scale * np.random.normal(size=xs_test2[i].shape) + for i in range(len(xs_test2)) +] +fig, ax = plt.subplots(2, 5, figsize=(12, 5)) -def uxxxx_func_fit(epsilons): - epsilons = np.asarray(epsilons) - return np.sum( - uxxxxcoeff_fit[np.newaxis, :] - * epsilons[:, np.newaxis] ** np.arange(len(rcoeff))[np.newaxis, :], - axis=1, +for i in range(len(xs_train)): + plt.subplot(2, 5, i + 1) + plt.imshow( + ps.FiniteDifference(d=1, axis=1)._differentiate(xs_train_noisy3[i], t=dt), + aspect=xs_train2[0].shape[1] / xs_train2[0].shape[0], + cmap="seismic", ) - - -rcoeff_fit = np.array( - [ - opt.coef_[0, np.where(np.array(model.get_feature_names()) == "1 u")[0][0]] + 1, - opt.coef_[ - 0, np.where(np.array(model.get_feature_names()) == "epsilon u")[0][0] - ], - opt.coef_[ - 0, np.where(np.array(model.get_feature_names()) == "epsilon^2 u")[0][0] - ], - ] -) -b3coeff_fit = np.array( - [ - opt.coef_[0, np.where(np.array(model.get_feature_names()) == "1 uuu")[0][0]], - opt.coef_[ - 0, np.where(np.array(model.get_feature_names()) == "epsilon uuu")[0][0] - ], - opt.coef_[ - 0, np.where(np.array(model.get_feature_names()) == "epsilon^2 uuu")[0][0] - ], - ] -) -b5coeff_fit = np.array( - [ - -opt.coef_[0, np.where(np.array(model.get_feature_names()) == "1 uuuuu")[0][0]], - -opt.coef_[ - 0, np.where(np.array(model.get_feature_names()) == "epsilon uuuuu")[0][0] - ], - -opt.coef_[ - 0, np.where(np.array(model.get_feature_names()) == "epsilon^2 uuuuu")[0][0] - ], - ] -) - - -def r_func_fit(epsilons): - epsilons = np.asarray(epsilons) - return np.sum( - rcoeff_fit[np.newaxis, :] - * epsilons[:, np.newaxis] ** np.arange(len(rcoeff))[np.newaxis, :], - axis=1, + plt.gca().set_yticks([0, 64, 128, 192, 256]) + plt.gca().set_yticklabels([]) + if i == 0: + plt.ylabel(r"$x/2\pi$") + plt.gca().set_yticklabels([0, 8, 16, 24, 32]) + plt.gca().set_xticks([0, 50, 100, 150, 200, 250]) + plt.gca().set_xticklabels([0, 1, 2, 3, 4, 5]) + plt.gca().set_xticklabels([]) + plt.title(r"$\varepsilon=%.3f$" % (epsilons_train2[i])) + + plt.clim(-2, 2) +for i in range(len(xs_train)): + plt.subplot(2, 5, i + 6) + plt.imshow( + ps.FiniteDifference(d=1, axis=1)._differentiate(xs_train_noisy4[i], t=dt), + aspect=xs_train[0].shape[1] / xs_train[0].shape[0], + cmap="seismic", ) + plt.gca().set_yticks([0, 64, 128, 192, 256]) + plt.gca().set_yticklabels([]) + if i == 0: + plt.ylabel(r"$x/2\pi$") + plt.gca().set_yticklabels([0, 8, 16, 24, 32]) + plt.gca().set_xticks([0, 50, 100, 150, 200, 250]) + plt.gca().set_xticklabels([0, 1, 2, 3, 4, 5]) + plt.xlabel("$t$") + plt.clim(-2, 2) -def b3_func_fit(epsilons): - epsilons = np.asarray(epsilons) - return np.sum( - b3coeff_fit[np.newaxis, :] - * epsilons[:, np.newaxis] ** np.arange(len(b3coeff))[np.newaxis, :], - axis=1, - ) +plt.tight_layout() +cb = plt.colorbar(ax=ax[:][:], fraction=0.015) +cb.set_label(r"$\dot{u}$", rotation="horizontal", loc="top") +plt.savefig("figs6.pdf") +plt.show() -def b5_func_fit(epsilons): - epsilons = np.asarray(epsilons) - return np.sum( - b5coeff_fit[np.newaxis, :] - * epsilons[:, np.newaxis] ** np.arange(len(b5coeff))[np.newaxis, :], - axis=1, - ) +# In[37]: -# Stability of continuation orbits. The solutions have been continued with auto07p and their stability determined and saved. +start = timeit.default_timer() +library_functions = [ + lambda x: x, + lambda x: x**2, + lambda x: x**3, + lambda x: x**4, + lambda x: x**5, +] +function_names = [ + lambda x: x, + lambda x: x + x, + lambda x: x + x + x, + lambda x: x + x + x + x, + lambda x: x + x + x + x + x, +] +library_functions = [lambda x: x, lambda x: x**3, lambda x: x**5] +function_names = [lambda x: x, lambda x: x + x + x, lambda x: x + x + x + x + x] -# In[9]: +model.fit( + xs_train_noisy3, + u=epsilons_train2.tolist(), + t=dt, + multiple_trajectories=True, + unbias=True, +) +model.print() +stop = timeit.default_timer() +print(stop - start) +print(lib.get_feature_names(["u", "epsilon"])) +utils.get_sh_coefficients(model, print_coeffs=True) +print( + model.score( + xs_test_noisy3, u=epsilons_train2.tolist(), t=dt, multiple_trajectories=True + ) +) -i = 0 -odd_unstable_xs = [] -odd_unstable_ys = [] -while os.path.exists("data/auto/odd/unstable_" + str(i) + ".npy"): - branchx, branchy = np.load("data/auto/odd/unstable_" + str(i) + ".npy") - odd_unstable_xs.append(branchx) - odd_unstable_ys.append(branchy) - i = i + 1 - -i = 0 -odd_stable_xs = [] -odd_stable_ys = [] -while os.path.exists("data/auto/odd/stable_" + str(i) + ".npy"): - branchx, branchy = np.load("data/auto/odd/stable_" + str(i) + ".npy") - odd_stable_xs.append(branchx) - odd_stable_ys.append(branchy) - i = i + 1 - -i = 0 -even_unstable_xs = [] -even_unstable_ys = [] -while os.path.exists("data/auto/even/unstable_" + str(i) + ".npy"): - branchx, branchy = np.load("data/auto/even/unstable_" + str(i) + ".npy") - even_unstable_xs.append(branchx) - even_unstable_ys.append(branchy) - i = i + 1 - -i = 0 -even_stable_xs = [] -even_stable_ys = [] -while os.path.exists("data/auto/even/stable_" + str(i) + ".npy"): - branchx, branchy = np.load("data/auto/even/stable_" + str(i) + ".npy") - even_stable_xs.append(branchx) - even_stable_ys.append(branchy) - i = i + 1 - -i = 0 -periodic_unstable_xs = [] -periodic_unstable_ys = [] -while os.path.exists("data/auto/periodic/unstable_" + str(i) + ".npy"): - branchx, branchy = np.load("data/auto/periodic/unstable_" + str(i) + ".npy") - periodic_unstable_xs.append(branchx) - periodic_unstable_ys.append(branchy) - i = i + 1 - -i = 0 -periodic_stable_xs = [] -periodic_stable_ys = [] -while os.path.exists("data/auto/periodic/stable_" + str(i) + ".npy"): - branchx, branchy = np.load("data/auto/periodic/stable_" + str(i) + ".npy") - periodic_stable_xs.append(branchx) - periodic_stable_ys.append(branchy) - i = i + 1 +print() +model.fit( + xs_train_noisy4, + u=epsilons_train2.tolist(), + t=dt, + multiple_trajectories=True, + unbias=True, +) +model.print() +stop = timeit.default_timer() +print(stop - start) +print(lib.get_feature_names(["u", "epsilon"])) +utils.get_sh_coefficients(model, print_coeffs=True) +print( + model.score( + xs_test_noisy4, u=epsilons_train2.tolist(), t=dt, multiple_trajectories=True + ) +) # Plot the normal form parameters and continuation results -# In[10]: - +# In[38]: -colors = [ - "#ff7f0e", - "#2ca02c", - "#1f77b4", - "#d62728", - "#9467bd", - "#8c564b", - "#e377c2", - "#7f7f7f", - "#bcbd22", - "#17becf", -] -plt.subplots(2, 1, figsize=(3, 4)) +plt.subplots(2, 1, figsize=(4, 6)) plt.subplot(2, 1, 1) plt.plot(np.arange(-1, 4, 1), np.zeros(5), c="black") for epsilon in epsilons_train: plt.plot([epsilon, epsilon], [-0.1, 1], ls=":", c="red") -plt.plot([0.1, 0.1], [-0.1, 1], ls=":", c="black") - -for i in range(len(odd_stable_xs)): - plt.plot(odd_stable_xs[i], odd_stable_ys[i], c=colors[3]) -for i in range(len(odd_unstable_xs)): - plt.plot(odd_unstable_xs[i], odd_unstable_ys[i], ls=":", c=colors[3]) - -for i in range(len(even_stable_xs)): - plt.plot(even_stable_xs[i], even_stable_ys[i], c=colors[4]) -for i in range(len(even_unstable_xs)): - plt.plot(even_unstable_xs[i], even_unstable_ys[i], ls=":", c=colors[4]) - -for i in range(len(periodic_stable_xs)): - plt.plot(periodic_stable_xs[i], periodic_stable_ys[i], c=colors[5]) -for i in range(len(periodic_unstable_xs)): - plt.plot(periodic_unstable_xs[i], periodic_unstable_ys[i], ls=":", c=colors[5]) +plt.plot([0.0, 0.0], [-0.1, 1], ls=":", c="black") + +unstable, stable = utils.get_auto_branches("data/auto/odd") +for branch in stable: + plt.plot(branch[0], branch[1], c=colors[5]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[5]) +unstable, stable = utils.get_auto_branches("data/auto/even") +for branch in stable: + plt.plot(branch[0], branch[1], c=colors[6]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[6]) +unstable, stable = utils.get_auto_branches("data/auto/periodic") +for branch in stable: + plt.plot(branch[0], branch[1], c=colors[7]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[7]) plt.xlim(-1, 3) plt.ylim(-0.1, 1) @@ -1413,7 +1692,7 @@ def b5_func_fit(epsilons): mx = np.max([r_func(epsilons), b3_func(epsilons), b5_func(epsilons)]) for epsilon in epsilons_train: plt.plot([epsilon, epsilon], [mx, mn], ls=":", c="red") -plt.plot([0.1, 0.1], [mx, mn], ls=":", c="black") +plt.plot([0, 0], [mx, mn], ls=":", c="black") line1 = plt.plot(epsilons, r_func(epsilons), label="$d$") line2 = plt.plot(epsilons, b3_func(epsilons), label="$e$") @@ -1451,18 +1730,14 @@ def b5_func_fit(epsilons): # Extrapolate the model to parameters with twentry random initial conditions. The fit correctly predicts the localized states! -# In[11]: +# In[39]: def sh_fit(t, u, epsilon): - ux = np.real(ps.SpectralDerivative(d=1, axis=0)._differentiate(u, L / nx)) uxx = np.real(ps.SpectralDerivative(d=2, axis=0)._differentiate(u, L / nx)) - uxxx = np.real(ps.SpectralDerivative(d=3, axis=0)._differentiate(u, L / nx)) uxxxx = np.real(ps.SpectralDerivative(d=4, axis=0)._differentiate(u, L / nx)) return ( - ux_func_fit([epsilon])[0] * ux - + uxx_func_fit([epsilon])[0] * uxx - + uxxx_func_fit([epsilon])[0] * uxxx + +uxx_func_fit([epsilon])[0] * uxx + uxxxx_func_fit([epsilon])[0] * uxxxx + (r_func_fit([epsilon])[0] - 1) * u + b3_func_fit([epsilon])[0] * u**3 @@ -1473,17 +1748,15 @@ def sh_fit(t, u, epsilon): nx = 256 L = 2 * np.pi * 16 t1 = 50 -if __name__ == "testing": - n = 64 - t1 = 10 N = nx dt = 1 -epsilon = 0.1 +epsilon = 0.0 k = 2 xs_test = [] -seeds = [13, 15] +seeds = [1, 5] +start = timeit.default_timer() for i in seeds: np.random.seed(i) ks = np.arange(-20, 21) / L @@ -1516,18 +1789,20 @@ def sh_fit(t, u, epsilon): u = sol.y[:, -1] us[n] = u xs_test.append(np.transpose(us)[:, :, np.newaxis]) +stop = timeit.default_timer() +print(stop - start) -# In[12]: +# In[40]: -plt.subplots(2, 1, figsize=(3, 4)) +plt.subplots(2, 1, figsize=(4, 6)) plt.subplot(2, 1, 1) u = xs_test[0][:, -1] ux = ps.SpectralDerivative(d=1, axis=0)._differentiate(u, L / nx) u = np.roll(u, nx // 2 - np.argmax(ux) + 1) -plt.plot(u, c=colors[3]) +plt.plot(u, c=colors[5]) plt.ylim(-1.6, 1.6) plt.ylabel("$u$") plt.gca().set_xticks([0, 128, 256]) @@ -1536,7 +1811,7 @@ def sh_fit(t, u, epsilon): plt.subplot(2, 1, 2) u = xs_test[1][:, -1] u = np.roll(u, nx // 2 - np.argmin(u) + 1) -plt.plot(u, c=colors[4]) +plt.plot(u, c=colors[6]) plt.ylim(-1.6, 1.6) plt.xlabel("$x$") plt.ylabel("$u$") @@ -1544,3 +1819,143 @@ def sh_fit(t, u, epsilon): plt.gca().set_xticklabels(["$-L/2$", "$0$", "$L/2$"]) plt.savefig("fig4b.pdf") + + +# Compare the snaking bifurcations for the fits and the actual equations + +# In[41]: + + +plt.subplots(1, 3, figsize=(12, 5)) + +unstable, stable = utils.get_auto_branches("data/auto/odd") +plt.subplot(1, 3, 1) +for branch in stable: + plt.plot(branch[0], branch[1], c=colors[0]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[0]) +unstable, stable = utils.get_auto_branches("data/auto/even") +for branch in stable: + plt.plot(branch[0], branch[1], c=colors[0]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[0]) +unstable, stable = utils.get_auto_branches("data/auto/periodic") +for branch in stable: + plt.plot(branch[0], branch[1], c=colors[0]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[0]) +plt.xlabel(r"$\varepsilon$") +plt.ylabel("Norm") +plt.ylim(0, 1) +plt.xlim(-0.5, 1) +plt.gca().set_xticks([-0.5, 0, 0.5]) +plt.gca().set_yticks([0, 0.2, 0.4, 0.6, 0.8, 1.0]) +plt.title("Actual equations") + +unstable, stable = utils.get_auto_branches("data/auto/odd2") +plt.subplot(1, 3, 3) +lab = True +for branch in stable: + if lab: + plt.plot(branch[0], branch[1], c=colors[1], label=r"$\sigma=0.01$") + lab = False + else: + plt.plot(branch[0], branch[1], c=colors[1]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[1]) +unstable, stable = utils.get_auto_branches("data/auto/even2") +for branch in stable: + plt.plot(branch[0], branch[1], c=colors[1]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[1]) +unstable, stable = utils.get_auto_branches("data/auto/periodic2") +for branch in stable: + plt.plot(branch[0], branch[1], c=colors[1]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[1]) +unstable, stable = utils.get_auto_branches("data/auto/odd4") +lab = True +for branch in stable: + if lab: + plt.plot(branch[0], branch[1], c=colors[2], label=r"$\sigma=0.05$") + lab = False + else: + plt.plot(branch[0], branch[1], c=colors[2]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[2]) +unstable, stable = utils.get_auto_branches("data/auto/even4") +for branch in stable: + plt.plot(branch[0], branch[1], c=colors[2]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[2]) +unstable, stable = utils.get_auto_branches("data/auto/periodic4") +for branch in stable: + plt.plot(branch[0], branch[1], c=colors[2]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[2]) +plt.legend() +plt.xlabel(r"$\varepsilon$") +plt.ylim(0, 1) +plt.xlim(-0.5, 1) +plt.gca().set_xticks([-0.5, 0, 0.5]) +plt.gca().set_yticks([0, 0.2, 0.4, 0.6, 0.8, 1.0]) +plt.gca().set_yticklabels([]) +plt.title(r"Low-$\varepsilon$ fits") + +unstable, stable = utils.get_auto_branches("data/auto/odd3") +plt.subplot(1, 3, 2) +lab = True +for branch in stable: + if lab: + plt.plot(branch[0], branch[1], c=colors[1], label=r"$\sigma=0.01$") + lab = False + else: + plt.plot(branch[0], branch[1], c=colors[1]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[1]) +unstable, stable = utils.get_auto_branches("data/auto/even3") +for branch in stable: + plt.plot(branch[0], branch[1], c=colors[1]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[1]) +unstable, stable = utils.get_auto_branches("data/auto/periodic3") +for branch in stable: + plt.plot(branch[0], branch[1], c=colors[1]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[1]) +unstable, stable = utils.get_auto_branches("data/auto/odd5") +lab = True +for branch in stable: + if lab: + plt.plot(branch[0], branch[1], c=colors[2], label=r"$\sigma=0.05$") + lab = False + else: + plt.plot(branch[0], branch[1], c=colors[2]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[2]) +unstable, stable = utils.get_auto_branches("data/auto/even5") +for branch in stable: + plt.plot(branch[0], branch[1], c=colors[2]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[2]) +unstable, stable = utils.get_auto_branches("data/auto/periodic5") +for branch in stable: + plt.plot(branch[0], branch[1], c=colors[2]) +for branch in unstable: + plt.plot(branch[0], branch[1], ls=":", c=colors[2]) +plt.legend() + +plt.xlabel(r"$\varepsilon$") +plt.ylim(0, 1) +plt.xlim(-0.5, 1) +plt.gca().set_xticks([-0.5, 0, 0.5]) +plt.gca().set_yticks([0, 0.2, 0.4, 0.6, 0.8, 1.0]) +plt.gca().set_yticklabels([]) +plt.title(r"High-$\varepsilon$ fits") + +plt.tight_layout() +plt.savefig("figs7.pdf") +plt.show() + + +# In[ ]: diff --git a/examples/17_parameterized_pattern_formation/parameterized_pattern_formation.ipynb b/examples/17_parameterized_pattern_formation/parameterized_pattern_formation.ipynb index 32e9a1f22..0f9cd6531 100644 --- a/examples/17_parameterized_pattern_formation/parameterized_pattern_formation.ipynb +++ b/examples/17_parameterized_pattern_formation/parameterized_pattern_formation.ipynb @@ -2,6 +2,7 @@ "cells": [ { "cell_type": "markdown", + "id": "763f5e77", "metadata": {}, "source": [ "# SINDyCP Feature Overview\n", @@ -16,24 +17,39 @@ { "cell_type": "code", "execution_count": 1, + "id": "19aa4667", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", - "\n", - "plt.ion()\n", "import pysindy as ps\n", "import numpy as np\n", "from scipy.integrate import solve_ivp\n", "from scipy.interpolate import interp1d\n", + "from scipy.stats import linregress\n", "from scipy.signal import find_peaks\n", "import timeit\n", "import os\n", - "import utils" + "import utils\n", + "\n", + "colors = [\n", + " \"#ff7f0e\",\n", + " \"#2ca02c\",\n", + " \"#1f77b4\",\n", + " \"#d62728\",\n", + " \"#9467bd\",\n", + " \"#8c564b\",\n", + " \"#e377c2\",\n", + " \"#7f7f7f\",\n", + " \"#bcbd22\",\n", + " \"#17becf\",\n", + "]\n", + "start0=timeit.default_timer()" ] }, { "cell_type": "markdown", + "id": "7728262f", "metadata": {}, "source": [ "### Fit a parameterized logistic map\n", @@ -45,18 +61,17 @@ { "cell_type": "code", "execution_count": 2, + "id": "5f747049", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -87,6 +102,7 @@ }, { "cell_type": "markdown", + "id": "ae13a256", "metadata": {}, "source": [ "Generate data for four trajectories with differing values of $r=3.6,3.7,3.8,3.9$." @@ -95,6 +111,7 @@ { "cell_type": "code", "execution_count": 3, + "id": "33eb3188", "metadata": {}, "outputs": [], "source": [ @@ -115,6 +132,7 @@ }, { "cell_type": "markdown", + "id": "2472d69e", "metadata": {}, "source": [ "Create a SINDyCP library, with a polynomial degree 3 feature library and a polynomial degree 1 parameter library. The library terms in a SINDyCP library consists of products of the features in the feature library and the parameter library. We input specify the parameter values for each trajectory using the control input, which must be the same shape as the input data." @@ -123,6 +141,7 @@ { "cell_type": "code", "execution_count": 4, + "id": "d3ddc908", "metadata": { "scrolled": true }, @@ -155,6 +174,7 @@ }, { "cell_type": "markdown", + "id": "db4360ae", "metadata": {}, "source": [ "### Fit a parameterized Lorenz model\n", @@ -168,18 +188,17 @@ { "cell_type": "code", "execution_count": 5, + "id": "cdb6c289", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -216,6 +235,7 @@ }, { "cell_type": "markdown", + "id": "b803b22b", "metadata": {}, "source": [ "Fitting any one trajectory gives the equation corresponding to a specific set of parameter values. Can we discover the parameterized equations given all the trajectories?" @@ -224,6 +244,7 @@ { "cell_type": "code", "execution_count": 6, + "id": "5a6c26cf", "metadata": {}, "outputs": [ { @@ -254,6 +275,7 @@ }, { "cell_type": "markdown", + "id": "e6e1043f", "metadata": {}, "source": [ "We use the control input of ps.model to specify the parameter values, and fit a SINDy model with multiple trajectories.\n", @@ -263,6 +285,7 @@ }, { "cell_type": "markdown", + "id": "a6f5182f", "metadata": {}, "source": [ "Fitting a PolynomialLibrary with multiple_trajectories=True gives the correct model, but note that the same library functions are applied to the input features and the control input." @@ -271,6 +294,7 @@ { "cell_type": "code", "execution_count": 7, + "id": "5832477c", "metadata": {}, "outputs": [ { @@ -300,6 +324,7 @@ }, { "cell_type": "markdown", + "id": "c1e86f4a", "metadata": {}, "source": [ "The ParameterizedLibrary enables different libraries to be applied to the control input and input features. In this case, the result is the same, but different libraries are required for the PDE case, as shown below." @@ -308,6 +333,7 @@ { "cell_type": "code", "execution_count": 8, + "id": "6df5cc28", "metadata": { "scrolled": true }, @@ -342,8 +368,20 @@ "print(lib.get_feature_names([\"x\", \"y\", \"z\", \"sigma\", \"rho\", \"beta\"]))" ] }, + { + "cell_type": "code", + "execution_count": 9, + "id": "907e7185", + "metadata": {}, + "outputs": [], + "source": [ + "if __name__ == \"testing\":\n", + " quit()" + ] + }, { "cell_type": "markdown", + "id": "a37d2881", "metadata": {}, "source": [ "### Fit a parameterized complex Ginzburg-Landau equation\n", @@ -354,7 +392,8 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, + "id": "ef58a224", "metadata": {}, "outputs": [], "source": [ @@ -363,11 +402,6 @@ "L = 16\n", "t1 = 2e2\n", "t3 = 1.9e2\n", - "if __name__ == \"testing\":\n", - " t1 = 1e0\n", - " t3 = 0\n", - " nx = 32\n", - " ny = 32\n", "dt = 1e-1\n", "nt = int((t1 - t3) / dt)\n", "\n", @@ -381,11 +415,23 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, + "id": "03fbc7a4", "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "77.42910413211212\n", + "78.60095577919856\n", + "53.91776819480583\n", + "55.01250318996608\n" + ] + } + ], "source": [ "bs = [2.0, 2.0, 0.5, 1.0]\n", "cs = [1.0, 0.75, 0.5, 0.75]\n", @@ -393,10 +439,7 @@ "scales2 = [1e-2, 1e-2, 1e0, 1e-2]\n", "us = [[bs[i], cs[i]] for i in range(len(bs))]\n", "\n", - "if (\n", - " np.all([os.path.exists(\"data/cgle/cgle_x\" + str(i) + \".npy\") for i in range(4)])\n", - " and __name__ != \"testing\"\n", - "):\n", + "if np.all([os.path.exists(\"data/cgle/cgle_x\" + str(i) + \".npy\") for i in range(4)]):\n", " xs = [np.load(\"data/cgle/cgle_x\" + str(i) + \".npy\") for i in range(4)]\n", "else:\n", " xs = []\n", @@ -408,16 +451,16 @@ " x0 = utils.get_cgle_ic(scale0, scale2, spatial_grid)\n", " x = utils.get_cgle_trajectory(b, c, x0, t1, t3, dt, spatial_grid)\n", " xs = xs + [x]\n", - " if __name__ != \"testing\":\n", - " for i in range(len(xs)):\n", - " if not os.path.exists(\"data/cgle\"):\n", - " os.mkdir(\"data/cgle\")\n", - " np.save(\"data/cgle/cgle_x\" + str(i), xs[i])\n", + " for i in range(len(xs)):\n", + " if not os.path.exists(\"data/cgle\"):\n", + " os.mkdir(\"data/cgle\")\n", + " np.save(\"data/cgle/cgle_x\" + str(i), xs[i])\n", "# utils.animate_clge(xs,us)" ] }, { "cell_type": "markdown", + "id": "b4e83176", "metadata": {}, "source": [ "Depending on the parameter values and initial conditions, the system exhibits different dynamical phases." @@ -425,21 +468,20 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, + "id": "b6d581df", "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -448,7 +490,7 @@ "\n", "for i in range(len(xs)):\n", " plt.subplot(2, 2, i + 1)\n", - " pl = plt.imshow(xs[i][:, :, -1, 0], vmin=-1.25, vmax=1.25)\n", + " pl = plt.imshow(xs[i][:, :, -20, 0], vmin=-1.25, vmax=1.25)\n", " plt.gca().set_xticks([0, 32, 64, 96, 128])\n", " plt.gca().set_xticklabels([\"$-L$\", \"$-L/2$\", \"0\", \"$L/2$\", \"$L$\"])\n", " plt.gca().set_yticks([0, 32, 64, 96, 128])\n", @@ -476,6 +518,7 @@ }, { "cell_type": "markdown", + "id": "bfeafa01", "metadata": {}, "source": [ "Fitting any one trajectory gives the equation corresponding to a specific set of parameter values. Can we discover the parameterized equations given all the trajectories?" @@ -483,7 +526,8 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, + "id": "e52095c9", "metadata": {}, "outputs": [ { @@ -492,7 +536,7 @@ "text": [ "(X)' = 0.999 X + -0.999 XXX + -0.750 YYY + -0.750 XXY + -0.999 XYY + 0.999 X_22 + -0.999 Y_22 + 0.999 X_11 + -0.999 Y_11\n", "(Y)' = 0.999 Y + 0.750 XXX + -0.999 YYY + -0.999 XXY + 0.750 XYY + 0.999 X_22 + 0.999 Y_22 + 0.999 X_11 + 0.999 Y_11\n", - "7.662522011\n" + "3.6847688760608435\n" ] } ], @@ -526,6 +570,7 @@ }, { "cell_type": "markdown", + "id": "fc2f7032", "metadata": {}, "source": [ "Try a SINDy model with multiple trajectories using the ParameterizedLibrary. Use a PDELibrary for the feature_library with second-order derivatives and library functions that include the relevant cubic term. Use a PDELibrary for the parameter_library with zeroth-order derivatives and linear library functions. The fit is very good!" @@ -533,16 +578,17 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, + "id": "9a9f20ec", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(x)' = 0.988 1 x + -0.987 1 xxx + -0.986 1 xyy + 1.015 1 x_22 + 1.020 1 x_11 + -1.020 b y_22 + -1.018 b y_11 + -1.000 c yyy + -1.000 c xxy\n", - "(y)' = 0.989 1 y + -0.987 1 yyy + -0.987 1 xxy + 1.017 1 y_22 + 1.021 1 y_11 + 1.021 b x_22 + 1.019 b x_11 + 1.000 c xxx + 1.000 c xyy\n", - "98.86409345300001\n", + "(x)' = 0.988 1 x + -0.986 1 xxx + -0.986 1 xyy + 1.013 1 x_22 + 1.019 1 x_11 + -1.016 b y_22 + -1.017 b y_11 + -1.000 c yyy + -1.000 c xxy\n", + "(y)' = 0.988 1 y + -0.986 1 yyy + -0.986 1 xxy + 1.014 1 y_22 + 1.018 1 y_11 + 1.013 b x_22 + 1.018 b x_11 + 0.999 c xxx + 1.000 c xyy\n", + "31.685000108089298\n", "['1 x', '1 y', '1 xxx', '1 yyy', '1 xxy', '1 xyy', '1 x_2', '1 y_2', '1 x_22', '1 y_22', '1 x_1', '1 y_1', '1 x_12', '1 y_12', '1 x_11', '1 y_11', 'b x', 'b y', 'b xxx', 'b yyy', 'b xxy', 'b xyy', 'b x_2', 'b y_2', 'b x_22', 'b y_22', 'b x_1', 'b y_1', 'b x_12', 'b y_12', 'b x_11', 'b y_11', 'c x', 'c y', 'c xxx', 'c yyy', 'c xxy', 'c xyy', 'c x_2', 'c y_2', 'c x_22', 'c y_22', 'c x_1', 'c y_1', 'c x_12', 'c y_12', 'c x_11', 'c y_11']\n" ] } @@ -594,6 +640,7 @@ }, { "cell_type": "markdown", + "id": "717d8136", "metadata": {}, "source": [ "Modifying PDELibrary to accept spectral derivatives improves the fit a bit" @@ -601,7 +648,8 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, + "id": "4c49a9bf", "metadata": {}, "outputs": [ { @@ -610,7 +658,7 @@ "text": [ "(x)' = 0.999 1 x + -0.999 1 xxx + -0.999 1 xyy + 0.999 1 x_22 + 0.999 1 x_11 + -0.999 b y_22 + -0.999 b y_11 + -0.999 c yyy + -0.999 c xxy\n", "(y)' = 0.999 1 y + -0.999 1 yyy + -0.999 1 xxy + 0.999 1 y_22 + 0.999 1 y_11 + 0.999 b x_22 + 0.999 b x_11 + 0.999 c xxx + 0.999 c xyy\n", - "79.05633119000001\n", + "32.55370213557035\n", "['1 x', '1 y', '1 xxx', '1 yyy', '1 xxy', '1 xyy', '1 x_2', '1 y_2', '1 x_22', '1 y_22', '1 x_1', '1 y_1', '1 x_12', '1 y_12', '1 x_11', '1 y_11', 'b x', 'b y', 'b xxx', 'b yyy', 'b xxy', 'b xyy', 'b x_2', 'b y_2', 'b x_22', 'b y_22', 'b x_1', 'b y_1', 'b x_12', 'b y_12', 'b x_11', 'b y_11', 'c x', 'c y', 'c xxx', 'c yyy', 'c xxy', 'c xyy', 'c x_2', 'c y_2', 'c x_22', 'c y_22', 'c x_1', 'c y_1', 'c x_12', 'c y_12', 'c x_11', 'c y_11']\n" ] } @@ -663,6 +711,7 @@ }, { "cell_type": "markdown", + "id": "46cbe360", "metadata": {}, "source": [ "If we ensure the same domain cells are used in the feature library and the parameter library (by reseeding np.random), the WeakLibrary can be used with the ParameterLibrary. (In this case, the parameters need to be constants, so that the tensor product of two WeakLibrary corresponds to the correct weak features.) The fit is perfect and super fast!" @@ -670,7 +719,8 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, + "id": "8c363dac", "metadata": { "scrolled": false }, @@ -681,7 +731,7 @@ "text": [ "(x)' = 1.000 1 x + -1.000 1 xxx + -1.000 1 xyy + 1.000 1 x_22 + 1.000 1 x_11 + -1.000 b y_22 + -1.000 b y_11 + -1.000 c yyy + -1.000 c xxy\n", "(y)' = 1.000 1 y + -1.000 1 yyy + -1.000 1 xxy + 1.000 1 y_22 + 1.000 1 y_11 + 1.000 b x_22 + 1.000 b x_11 + 1.000 c xxx + 1.000 c xyy\n", - "16.798297004999995\n", + "10.251448128838092\n", "['1 x', '1 y', '1 xxx', '1 yyy', '1 xxy', '1 xyy', '1 x_2', '1 y_2', '1 x_22', '1 y_22', '1 x_1', '1 y_1', '1 x_12', '1 y_12', '1 x_11', '1 y_11', 'b x', 'b y', 'b xxx', 'b yyy', 'b xxy', 'b xyy', 'b x_2', 'b y_2', 'b x_22', 'b y_22', 'b x_1', 'b y_1', 'b x_12', 'b y_12', 'b x_11', 'b y_11', 'c x', 'c y', 'c xxx', 'c yyy', 'c xxy', 'c xyy', 'c x_2', 'c y_2', 'c x_22', 'c y_22', 'c x_1', 'c y_1', 'c x_12', 'c y_12', 'c x_11', 'c y_11']\n" ] } @@ -740,6 +790,7 @@ }, { "cell_type": "markdown", + "id": "8eec131a", "metadata": {}, "source": [ "### Oregenator model for BZ chemical reaction" @@ -747,6 +798,7 @@ }, { "cell_type": "markdown", + "id": "be621619", "metadata": {}, "source": [ "We consider the coupled reaction diffusion equations\n", @@ -757,12 +809,39 @@ "\n", "$\\dot{C}_Z = 2k_3C_AC_HC_X-k_5C_BC_Z + D_Z \\nabla^2 C_Z$\n", "\n", - "which constitute the classical Oregonator model for the BZ chemical reaction. We fix all parameters except $C_b=C_b^c(1 - \\mu)$, and a supercritical Hopf bifurcation occurs at $\\mu=0$. In the spatially homogeneous case, a small, stable limit cycle initially emerges for $\\mu>0$, but this limit cycle rapid expands in a canard explosion around $\\mu\\approx 0.15$." + "which constitute the classical Oregonator model for the BZ chemical reaction. We fix all parameters except $C_b=C_b^c(1 - \\mu)$, and a supercritical Hopf bifurcation occurs at $\\mu=0$. " + ] + }, + { + "cell_type": "markdown", + "id": "c492f7c4", + "metadata": {}, + "source": [ + "Generate several trajectories. This will take a few hours on the first run, but files will be saved and reloaded subsequently." ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 3, + "id": "f4000e5f", + "metadata": {}, + "outputs": [], + "source": [ + "utils.generate_oregonator_trajectories()" + ] + }, + { + "cell_type": "markdown", + "id": "d933ecb0", + "metadata": {}, + "source": [ + "In the spatially homogeneous case, a small, stable limit cycle initially emerges for $\\mu>0$, but this limit cycle rapid expands in a canard explosion around $\\mu\\approx 0.15$." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "4e4e486f", "metadata": {}, "outputs": [ { @@ -774,14 +853,12 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -793,8 +870,6 @@ "Zs = []\n", "for b in bs3:\n", " t1 = 1e2 / (1 - b) # Domain size in t directions\n", - " if __name__ == \"testing\":\n", - " t1 = 1e1 / (1 - b)\n", " dt = 5.94804 / 100\n", "\n", " X, Y, Z = utils.get_homogeneous_oregonator_trajectory(b, t1, dt)\n", @@ -824,151 +899,146 @@ }, { "cell_type": "markdown", + "id": "15e98758", "metadata": {}, "source": [ - "Integrate six trajectories with varying bs. This will take several hours to generate and save the data for the first time, but it will reload the files if they are present from a previous run." + "Plot a finely resolved trajectory above the canard explosion, with $\\mu=0.16$. The dynamics exhibit more extreme spatiotemporal variations than exhibited by the CGLE." ] }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], + "execution_count": 20, + "id": "651457b1", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "bs = np.linspace(0.88, 0.98, 6)\n", - "n = 128 # Number of spatial points in each direction\n", - "Nt = 1000 # Number of temporal interpolation points\n", - "\n", - "if __name__ == \"testing\":\n", - " Nt = 100\n", - " n = 32\n", - "\n", - "X0, Y0, Z0 = utils.get_oregonator_ic(2e-1, 0, spatial_grid)\n", - "u0 = np.concatenate([X0.ravel(), Y0.ravel(), Z0.ravel()])\n", - "\n", - "if not os.path.exists(\"data/oregonator\"):\n", - " os.mkdir(\"data/oregonator\")\n", - "if not np.all(\n", - " [\n", - " os.path.exists(\"data/oregonator/oregonator_\" + str(i) + \".npy\")\n", - " for i in range(len(bs))\n", - " ]\n", - "):\n", - " for j in range(len(bs)):\n", - " if not os.path.exists(\"data/oregonator/oregonator_\" + str(j) + \".npy\"):\n", - " b = bs[j]\n", - " print(j, b)\n", - " L = 1 / (1 - b) ** 0.5 # Domain size in X and Y directions\n", - " spatial_grid = np.zeros((n, n, 2))\n", - " spatial_grid[:, :, 0] = L / n * np.arange(n)[:, np.newaxis]\n", - " spatial_grid[:, :, 1] = L / n * np.arange(n)[np.newaxis, :]\n", - " t1 = 1e3 / (1 - b) # Domain size in t directions\n", - " if __name__ == \"testing\":\n", - " t1 = 20\n", - " dt = 5.94804\n", - "\n", - " start = timeit.default_timer()\n", - "\n", - " X, Y, Z = utils.get_oregonator_trajectory(u0, b, t1, dt, spatial_grid)\n", - "\n", - " x = np.array([X, Y, Z]).transpose(1, 2, 3, 0)\n", - " fi = interp1d(np.arange(x.shape[2]), x, axis=2)\n", - " x = fi(np.arange(Nt) / (Nt - 1) * (x.shape[2] - 1))\n", - " plt.plot(np.mean(x[:, :, :, 0], axis=(0, 1)))\n", - " plt.plot(np.mean(x[:, :, :, 2], axis=(0, 1)))\n", - " plt.show()\n", - " plt.imshow(x[:, :, -1, 0])\n", - " plt.show()\n", - "\n", - " np.save(\"data/oregonator/oregonator_\" + str(j), x)\n", - " stop = timeit.default_timer()\n", - " print(stop - start)\n", - "\n", - "xs = [np.load(\"data/oregonator/oregonator_\" + str(i) + \".npy\") for i in range(len(bs))]" + "plt.figure(figsize=(3, 4))\n", + "x = np.load(\"data/oregonator/canard_0.npy\")\n", + "plt.imshow(x[:, :, -1, 0])\n", + "plt.clim(2e-6, 8e-6)\n", + "plt.xticks([])\n", + "plt.yticks([])\n", + "plt.savefig(\"fig2c.pdf\")\n", + "plt.show()\n", + "plt.figure(figsize=(3, 4))\n", + "x = np.load(\"data/oregonator/canard_1.npy\")\n", + "plt.imshow(x[:, :, -1, 0])\n", + "plt.clim(2e-6, 8e-6)\n", + "plt.xticks([])\n", + "plt.yticks([])\n", + "plt.savefig(\"fig2d.pdf\")\n", + "plt.show()\n", + "# utils.animate_oregonator()" ] }, { "cell_type": "markdown", + "id": "b3be9466", "metadata": {}, "source": [ - "The SINDyCP fit reveals variations in the normal-form parameter that correct the weakly-nonlinear theory away from the instability, and these variations become extreme at the canard explosion. First, split the trajectories into training and test data and define a quadrative parameter and a quintic feature libraries." + "Do a SINDyCP fit on unprocessed decaying trajectories to localize the Hopf point" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, + "id": "1d6d6baf", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(X)' = 0.374 1 X + -1.832 1 Z + 0.455 C_B X + -0.292 C_B Z\n", + "(Z)' = -0.035 1 X + 0.028 1 Z + 0.977 C_B X + -0.968 C_B Z\n", + "14.082358093932271\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ + "bs = np.concatenate([np.linspace(1.05, 1.1, 6), np.linspace(0.95, 0.99, 5)])\n", + "b0 = 0.95\n", + "L = 1 / np.abs(1 - b0) ** 0.5 # Domain size in X and Y directions\n", + "spatial_grid = np.zeros((n, n, 2))\n", + "spatial_grid[:, :, 0] = L / n * np.arange(n)[:, np.newaxis]\n", + "spatial_grid[:, :, 1] = L / n * np.arange(n)[np.newaxis, :]\n", + "t1 = 2e1 / np.abs(1 - b0) # Domain size in t directions\n", + "dt = 5.94804 / 10\n", + "n = 128\n", + "\n", + "xs = [np.load(\"data/oregonator/oregonator2_\" + str(i) + \".npy\") for i in range(len(bs))]\n", "xs_train = []\n", "xs_test = []\n", - "us = ((1 - bs) ** 0.5).tolist()\n", + "scales = []\n", + "\n", + "us = (0.786642 * bs).tolist()\n", + "x0s = []\n", + "Nt = 200\n", "for i in range(len(bs)):\n", - " U = xs[i][:, :, 2 * Nt // 5 :, [0, 2]]\n", - " U = U - np.mean(U, axis=(0, 1, 2))\n", - " U = U / np.mean(U**2, axis=(0, 1, 2)) ** 0.5\n", - " xs_train = xs_train + [U[:, :, : Nt // 20]]\n", - " xs_test = xs_test + [U[:, :, -Nt // 20 :]]\n", - " # #Using more data for a better fit requires a lot of memory (>100gb)\n", - " # xs_train=xs_train+[U[:,:,:2*Nt//5]]\n", - " # xs_test=xs_test+[U[:,:,2*Nt//5:]]\n", - "\n", - "# rescale to a single time step and spatial_grid over all trajectories\n", - "spatial_grid = np.zeros((n, n, 2))\n", - "spatial_grid[:, :, 0] = 2 * np.arange(n)[:, np.newaxis]\n", - "spatial_grid[:, :, 1] = 2 * np.arange(n)[np.newaxis, :]\n", - "nt = xs_train[0].shape[2]\n", - "dt = 1e2 / nt\n", + " x0 = np.mean(xs[i][:, :, -100:], axis=(0, 1, 2))\n", + " x0s = x0s + [x0]\n", + " scale = x0\n", + " xs_train = xs_train + [\n", + " (xs[i][:, :, Nt : 2 * Nt, [0, 2]] - x0[[0, 2]]) / scale[[0, 2]]\n", + " ]\n", + " xs_test = xs_train + [\n", + " (xs[i][:, :, 2 * Nt : 3 * Nt, [0, 2]] - x0[[0, 2]]) / scale[[0, 2]]\n", + " ]\n", + " scales = scales + [scale]\n", "\n", "library_functions = [\n", " lambda x: x,\n", - " lambda x: x**2,\n", - " lambda x, y: x * y,\n", - " lambda x: x**3,\n", - " lambda x, y: x**2 * y,\n", - " lambda x, y: y**2 * x,\n", - " lambda x: x**4,\n", - " lambda x, y: x**3 * y,\n", - " lambda x, y: x**2 * y**2,\n", - " lambda x, y: x * y**3,\n", - " lambda x: x**5,\n", - " lambda x, y: x**4 * y,\n", - " lambda x, y: x**3 * y**2,\n", - " lambda x, y: x**2 * y**3,\n", - " lambda x, y: x * y**4,\n", "]\n", "function_names = [\n", " lambda x: x,\n", - " lambda x: x + x,\n", - " lambda x, y: x + y,\n", - " lambda x: x + x + x,\n", - " lambda x, y: x + x + y,\n", - " lambda x, y: x + y + y,\n", - " lambda x: x + x + x + x,\n", - " lambda x, y: x + x + x + y,\n", - " lambda x, y: x + x + y + y,\n", - " lambda x, y: x + y + y + y,\n", - " lambda x: x + x + x + x + x,\n", - " lambda x, y: x + x + x + x + y,\n", - " lambda x, y: x + x + x + y + y,\n", - " lambda x, y: x + x + y + y + y,\n", - " lambda x, y: x + y + y + y + y,\n", "]\n", + "\n", "feature_lib = ps.PDELibrary(\n", " library_functions=library_functions,\n", " derivative_order=2,\n", " spatial_grid=spatial_grid,\n", - " temporal_grid=dt * np.arange(nt),\n", " include_interaction=False,\n", - " implicit_terms=True,\n", + " include_bias=True,\n", " function_names=function_names,\n", " differentiation_method=ps.SpectralDerivative,\n", + " multiindices=[],\n", ")\n", - "feature_lib.multiindices = np.array([[0, 0, 1], [0, 2, 0], [2, 0, 0]])\n", - "feature_lib.num_derivatives = len(feature_lib.multiindices)\n", "\n", - "library_functions = [lambda x: x, lambda x: x**2]\n", - "function_names = [lambda x: x, lambda x: x + x]\n", + "library_functions = [lambda x: x]\n", + "function_names = [lambda x: x]\n", "\n", "parameter_lib = ps.PDELibrary(\n", " library_functions=library_functions,\n", @@ -982,112 +1052,19 @@ " feature_library=feature_lib,\n", " num_parameters=1,\n", " num_features=2,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We run the fit with a constrained SR3 optimizer, which allows us to ensure that the derivative terms remain rotationally invariant. Then we evaluate the scores on the test data." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/zack/pysindy/pysindy/optimizers/constrained_sr3.py:439: ConvergenceWarning: SR3._reduce did not converge after 30 iterations.\n", - " warnings.warn(\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(X)' = -0.120 1 X + 0.260 1 Y + -0.018 1 XX + -0.113 1 YY + 0.044 1 XY + -0.031 1 XXX + 0.133 1 YYY + 0.179 1 XXY + -0.226 1 XYY + 0.036 1 XXXX + 0.066 1 YYYY + -0.132 1 XXXY + 0.252 1 XXYY + -0.197 1 XYYY + -0.015 1 YYYYY + -0.026 1 XXXXY + 0.086 1 XXXYY + -0.118 1 XXYYY + 0.074 1 XYYYY + 0.027 1 X_t + 0.049 1 Y_t + 0.177 1 X_22 + 0.177 1 X_11 + 0.037 mu X + 1.278 mu Y + 0.187 mu XX + 1.518 mu YY + -0.285 mu XY + -0.618 mu XXX + -0.592 mu YYY + -0.048 mu XXY + 0.531 mu XYY + -0.648 mu XXXX + -1.041 mu YYYY + 2.086 mu XXXY + -3.718 mu XXYY + 2.855 mu XYYY + 0.007 mu XXXXX + 0.351 mu YYYYY + 0.679 mu XXXXY + -1.606 mu XXXYY + 2.021 mu XXYYY + -1.253 mu XYYYY + -2.100 mu X_t + -0.314 mu Y_t + 0.428 mu X_22 + 0.594 mu Y_22 + 0.428 mu X_11 + 0.594 mu Y_11 + -0.369 mumu X + -3.120 mumu Y + -0.550 mumu XX + -2.445 mumu YY + 0.767 mumu XY + 1.133 mumu XXX + 2.022 mumu YYY + 1.656 mumu XXY + -2.872 mumu XYY + 1.154 mumu XXXX + 1.082 mumu YYYY + -3.273 mumu XXXY + 5.123 mumu XXYY + -3.507 mumu XYYY + -0.577 mumu YYYYY + -1.494 mumu XXXXY + 3.230 mumu XXXYY + -3.798 mumu XXYYY + 2.226 mumu XYYYY + 5.781 mumu X_t + 0.178 mumu Y_t + -2.439 mumu X_22 + -1.093 mumu Y_22 + -2.439 mumu X_11 + -1.093 mumu Y_11\n", - "(Y)' = -0.288 1 X + 0.235 1 Y + 0.007 1 XX + -0.050 1 YY + 0.062 1 XY + -0.087 1 XXX + 0.019 1 YYY + 0.145 1 XXY + -0.119 1 XYY + 0.018 1 YYYY + -0.066 1 XXXY + 0.113 1 XXYY + -0.080 1 XYYY + 0.006 1 XXXXX + -0.027 1 XXXXY + 0.055 1 XXXYY + -0.055 1 XXYYY + 0.018 1 XYYYY + -0.042 1 X_t + 0.152 1 Y_t + -0.039 1 X_22 + 0.143 1 Y_22 + -0.039 1 X_11 + 0.143 1 Y_11 + -0.778 mu X + 0.774 mu Y + -0.276 mu XX + 0.705 mu YY + -0.749 mu XY + -0.085 mu XXX + -0.116 mu YYY + -0.009 mu XXY + -0.008 mu XYY + 0.057 mu XXXX + -0.399 mu YYYY + 1.081 mu XXXY + -1.735 mu XXYY + 1.322 mu XYYY + -0.181 mu XXXXX + 0.087 mu YYYYY + 0.450 mu XXXXY + -0.836 mu XXXYY + 0.863 mu XXYYY + -0.417 mu XYYYY + 0.461 mu X_t + -2.958 mu Y_t + -0.045 mu X_22 + 1.434 mu Y_22 + -0.045 mu X_11 + 1.434 mu Y_11 + 2.109 mumu X + -2.168 mumu Y + 0.386 mumu XX + -1.535 mumu YY + 1.938 mumu XY + -0.428 mumu XXX + 0.897 mumu YYY + 1.144 mumu XXY + -1.297 mumu XYY + -0.032 mumu XXXX + 0.433 mumu YYYY + -1.386 mumu XXXY + 2.018 mumu XXYY + -1.459 mumu XYYY + 0.408 mumu XXXXX + -0.149 mumu YYYYY + -1.051 mumu XXXXY + 1.691 mumu XXXYY + -1.545 mumu XXYYY + 0.684 mumu XYYYY + -1.082 mumu X_t + 6.827 mumu Y_t + 0.199 mumu X_22 + -4.075 mumu Y_22 + 0.199 mumu X_11 + -4.075 mumu Y_11\n", - "65.33329043600003\n", - "[0.91026387 0.97176326]\n" - ] - } - ], - "source": [ - "shape = np.array(xs_train[0].shape)\n", - "shape[-1] = 1\n", - "lib.fit(np.concatenate([xs_train[0], us[0] * np.ones(shape)], axis=-1))\n", - "\n", - "n_targets = 2\n", - "num_mus = 1 + len(library_functions)\n", - "constraint_rhs = np.zeros(4 * num_mus)\n", - "n_features = len(lib.get_feature_names())\n", - "constraint_lhs = np.zeros((4 * num_mus, n_targets * n_features))\n", - "x11inds = np.where(\n", - " np.array([name.split(\" \")[1] for name in lib.get_feature_names()]) == \"x0_11\"\n", - ")[0]\n", - "x22inds = np.where(\n", - " np.array([name.split(\" \")[1] for name in lib.get_feature_names()]) == \"x0_22\"\n", - ")[0]\n", - "y11inds = np.where(\n", - " np.array([name.split(\" \")[1] for name in lib.get_feature_names()]) == \"x1_11\"\n", - ")[0]\n", - "y22inds = np.where(\n", - " np.array([name.split(\" \")[1] for name in lib.get_feature_names()]) == \"x1_22\"\n", - ")[0]\n", - "\n", - "constraint = 0\n", - "for i in range(num_mus):\n", - " constraint_lhs[constraint, x11inds[i]] = 1\n", - " constraint_lhs[constraint, x22inds[i]] = -1\n", - " constraint = constraint + 1\n", - " constraint_lhs[constraint, x11inds[i] + n_features] = 1\n", - " constraint_lhs[constraint, x22inds[i] + n_features] = -1\n", - " constraint = constraint + 1\n", - "\n", - " constraint_lhs[constraint, y11inds[i]] = 1\n", - " constraint_lhs[constraint, y22inds[i]] = -1\n", - " constraint = constraint + 1\n", - " constraint_lhs[constraint, y11inds[i] + n_features] = 1\n", - " constraint_lhs[constraint, y22inds[i] + n_features] = -1\n", - " constraint = constraint + 1\n", - "\n", - "opt = ps.ConstrainedSR3(\n", - " constraint_rhs=constraint_rhs,\n", - " constraint_lhs=constraint_lhs,\n", - " thresholder=\"l1\",\n", - " tol=1e-3,\n", - " threshold=1e-2,\n", ")\n", - "if __name__ == \"testing\":\n", - " opt = ps.ConstrainedSR3(\n", - " constraint_rhs=constraint_rhs,\n", - " constraint_lhs=constraint_lhs,\n", - " thresholder=\"l1\",\n", - " tol=1e-3,\n", - " threshold=1e-6,\n", - " )\n", "\n", - "model = ps.SINDy(feature_library=lib, optimizer=opt, feature_names=[\"X\", \"Y\", \"mu\"])\n", + "opt = ps.STLSQ(threshold=1e-2, alpha=1e-12, normalize_columns=False)\n", + "\n", + "model = ps.SINDy(feature_library=lib, optimizer=opt, feature_names=[\"X\", \"Z\", \"C_B\"])\n", "\n", "start = timeit.default_timer()\n", - "model.fit(xs_train, u=us, t=dt, multiple_trajectories=True)\n", + "model.fit(xs_train[:6], u=us[:6], t=dt, multiple_trajectories=True)\n", "model.print()\n", "stop = timeit.default_timer()\n", "print(stop - start)\n", - "print(\n", - " model.score(\n", - " xs_test, u=us, t=dt, multioutput=\"raw_values\", multiple_trajectories=True\n", - " )\n", - ")\n", - "\n", "scores = []\n", - "for i in range(len(xs_train)):\n", + "for i in range(len(us)):\n", " scores = scores + [\n", " model.score(\n", " xs_test[i],\n", @@ -1096,147 +1073,466 @@ " multioutput=\"raw_values\",\n", " multiple_trajectories=False,\n", " )\n", - " ]" + " ]\n", + "\n", + "plt.subplots(2, 2, figsize=(10, 6))\n", + "\n", + "plt.subplot(2, 2, 1)\n", + "for x in xs_train[:6]:\n", + " plt.plot(dt * np.arange(200), np.mean(x[:, :, :, 0], axis=(0, 1)))\n", + "plt.ylabel(r\"$\\langle \\tilde{X} \\rangle$\")\n", + "locs, labels = plt.xticks()\n", + "plt.xticks(locs, [])\n", + "plt.xlim(-5, 205 * dt)\n", + "\n", + "plt.subplot(2, 2, 3)\n", + "for x in xs_train[:6]:\n", + " plt.plot(dt * np.arange(200), np.mean(x[:, :, :, 1], axis=(0, 1)))\n", + "plt.xlim(-5, 205 * dt)\n", + "\n", + "plt.xlabel(\"t\")\n", + "plt.ylabel(r\"$\\langle \\tilde{Y} \\rangle$\")\n", + "\n", + "plt.subplot(2, 2, 2)\n", + "plt.scatter(0.786642 * bs[:6], 1 - np.mean(scores[:6], axis=1))\n", + "plt.scatter(0.786642 * bs[6:], 1 - np.mean(scores[6:], axis=1))\n", + "plt.yscale(\"log\")\n", + "plt.ylabel(r\"$1-R^2$\")\n", + "locs, labels = plt.xticks()\n", + "plt.xticks(locs, [])\n", + "\n", + "plt.xlim(0.73, 0.88)\n", + "\n", + "\n", + "plt.subplot(2, 2, 4)\n", + "bs2 = np.flip(np.linspace(0.92, 1.15, 1000))\n", + "lambdas, J = utils.get_linear_eigenvalues(model, 0.786642 * bs2)\n", + "plt.plot(0.786642 * bs2, np.real(lambdas)[:, 0])\n", + "plt.plot(0.786642 * bs2, 0 * np.real(lambdas)[:, 0], c=\"black\", ls=\":\")\n", + "plt.xlabel(r\"$C_B$\")\n", + "plt.ylabel(r\"$Re(\\lambda)$\")\n", + "plt.xlim(0.73, 0.88)\n", + "plt.tight_layout()\n", + "plt.savefig(\"figs3.pdf\")\n", + "plt.show()" ] }, { "cell_type": "markdown", + "id": "e92cc7c1", "metadata": {}, "source": [ - "Plot the normal-form parameters as a function of $\\varepsilon$. The fit agrees with the weakly nonlinear prediction in the $\\mu\\to 0$ limit, and the variation with $\\mu$ represents a correction to the theory. The variations become extreme around the canard explosion that occurs above $\\mu^{1/2}=0.35$." + "Construct the amplitude from the same data and attempt a SINDyCP fit" ] }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "scrolled": true - }, + "execution_count": 22, + "id": "52d8f59c", + "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(X)' = 0.191 1 X + 0.163 1 Z + -1.628 1 XX + -1.356 1 ZZ + 0.834 1 XZ + -24.868 1 XXX + 28.160 1 ZZZ + 33.179 1 XXZ + -16.636 1 XZZ + 1.231 1 X_22 + 0.349 1 Z_22 + 1.214 1 X_11 + 0.350 1 Z_11 + -1.975 mu X + -1.542 mu Z + 11.824 mu XX + 12.331 mu ZZ + -4.941 mu XZ + 126.916 mu XXX + -44.359 mu ZZZ + -80.715 mu XXZ + 65.411 mu XZZ + -0.484 mu X_22 + -1.361 mu Z_22 + -0.344 mu X_11 + -1.390 mu Z_11 + 8.690 mumu X + 25.604 mumu Z + 18.764 mumu XX + 24.189 mumu ZZ + 3.051 mumu XZ + 281.099 mumu XXX + -74.518 mumu ZZZ + -118.409 mumu XXZ + 141.659 mumu XZZ + -0.957 mumu X_22 + -3.382 mumu Z_22 + -0.677 mumu X_11 + -3.459 mumu Z_11\n", + "(Z)' = -0.246 1 X + -0.981 1 XX + 0.456 1 ZZ + -0.862 1 XZ + -27.408 1 XXX + -15.098 1 ZZZ + -14.838 1 XXZ + -17.396 1 XZZ + -0.172 1 X_22 + 1.178 1 Z_22 + -0.161 1 X_11 + 1.177 1 Z_11 + 2.401 mu X + 8.050 mu XX + -1.047 mu ZZ + 4.977 mu XZ + 40.022 mu XXX + 37.492 mu ZZZ + 29.913 mu XXZ + -33.202 mu XZZ + -0.320 mu X_22 + -0.411 mu X_11 + -22.813 mumu X + 14.423 mumu Z + 14.929 mumu XX + 12.950 mumu ZZ + 8.072 mumu XZ + 55.129 mumu XXX + 24.894 mumu ZZZ + 15.034 mumu XXZ + -72.045 mumu XZZ + -1.089 mumu X_22 + 0.272 mumu Z_22 + -1.294 mumu X_11 + 0.233 mumu Z_11\n", + "72.93399915378541\n" + ] + }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "bs2 = np.linspace(0.85, 0.995, 1000)\n", - "alphas, betas = utils.get_normal_form_parameters(model, bs2)\n", + "bs = np.concatenate([np.linspace(1.05, 1.1, 6), np.linspace(0.95, 0.99, 5)])\n", + "n = 128\n", "\n", - "plt.subplots(2, 1, figsize=(5, 4))\n", + "xs_train = []\n", + "xs_test = []\n", + "scales = []\n", + "us = (1 - bs).tolist()\n", + "x0s = []\n", + "Nt = xs[0].shape[2] // 5 // 10 * 10\n", + "for i in range(len(bs)):\n", + " x = np.load(\"data/oregonator/oregonator2_\" + str(i) + \".npy\")\n", + " Nt = 10\n", + " x0 = np.mean(x[:, :, -Nt:, [0, 2]], axis=(0, 1, 2))\n", + " U = (x[:, :, Nt:, [0, 2]] - x0) / x0\n", + " nt = U.shape[2] // 10 * 10\n", + " A = np.mean(\n", + " (\n", + " (U[:, :, :, 0] + 1j * U[:, :, :, 1])\n", + " * np.exp(-1j * 2 * np.pi / 10 * np.arange(U.shape[2]))\n", + " )[:, :, :nt].reshape(n, n, nt // 10, 10),\n", + " axis=3,\n", + " )\n", + " x_train = np.array([np.real(A), np.imag(A)]).transpose(1, 2, 3, 0)[:, :, : nt // 10]\n", + " x_test = np.array([np.real(A), np.imag(A)]).transpose(1, 2, 3, 0)[\n", + " :, :, nt // 10 // 2 :\n", + " ]\n", + " xs_train = xs_train + [x_train]\n", + " xs_test = xs_test + [x_test]\n", "\n", - "plt.subplot(2, 1, 1)\n", - "plt.scatter((1 - bs) ** 0.5, 1 - np.mean(scores, axis=1))\n", - "plt.ylabel(\"$1-R^2$\")\n", - "plt.gca().set_xticks([0.1, 0.15, 0.2, 0.25, 0.3, 0.35])\n", - "plt.gca().set_xticklabels([])\n", - "plt.xlim((1 - bs2[-1]) ** 0.5, (1 - bs2[0]) ** 0.5)\n", - "plt.yscale(\"log\")\n", + "L = 2e2 # Domain size in X and Y directions\n", + "spatial_grid = np.zeros((n, n, 2))\n", + "spatial_grid[:, :, 0] = L / n * np.arange(n)[:, np.newaxis]\n", + "spatial_grid[:, :, 1] = L / n * np.arange(n)[np.newaxis, :]\n", + "dt = 1e-1\n", "\n", - "plt.subplot(2, 1, 2)\n", - "plt.plot((1 - bs2) ** 0.5, betas / (0.17272), label=r\"$b/b_0$\")\n", - "plt.plot((1 - bs2) ** 0.5, alphas / (2.37882), label=r\"$c/c_0$\")\n", - "plt.gca().set_xticks([0.1, 0.15, 0.2, 0.25, 0.3, 0.35])\n", - "plt.ylim(0, 5)\n", + "library_functions = [\n", + " lambda x: x,\n", + " lambda x: x**2,\n", + " lambda x, y: x * y,\n", + " lambda x: x**3,\n", + " lambda x, y: x**2 * y,\n", + " lambda x, y: y**2 * x,\n", + "]\n", + "function_names = [\n", + " lambda x: x,\n", + " lambda x: x + x,\n", + " lambda x, y: x + y,\n", + " lambda x: x + x + x,\n", + " lambda x, y: x + x + y,\n", + " lambda x, y: x + y + y,\n", + "]\n", + "\n", + "feature_lib = ps.PDELibrary(\n", + " library_functions=library_functions,\n", + " derivative_order=2,\n", + " spatial_grid=spatial_grid,\n", + " include_interaction=False,\n", + " include_bias=True,\n", + " function_names=function_names,\n", + " differentiation_method=ps.SpectralDerivative,\n", + ")\n", + "\n", + "library_functions = [lambda x: np.abs(x) ** 0.5, lambda x: x]\n", + "function_names = [lambda x: x, lambda x: x + x]\n", + "\n", + "parameter_lib = ps.PDELibrary(\n", + " library_functions=library_functions,\n", + " derivative_order=0,\n", + " include_interaction=False,\n", + " function_names=function_names,\n", + " include_bias=True,\n", + ")\n", + "lib = ps.ParameterizedLibrary(\n", + " parameter_library=parameter_lib,\n", + " feature_library=feature_lib,\n", + " num_parameters=1,\n", + " num_features=2,\n", + ")\n", + "\n", + "opt = ps.STLSQ(threshold=1e-1, alpha=1e-12, normalize_columns=False)\n", + "\n", + "model = ps.SINDy(feature_library=lib, optimizer=opt, feature_names=[\"X\", \"Z\", \"mu\"])\n", + "\n", + "start = timeit.default_timer()\n", + "model.fit(xs_train[:6], u=us[:6], t=dt, multiple_trajectories=True)\n", + "model.print()\n", + "stop = timeit.default_timer()\n", + "print(stop - start)\n", + "scores = []\n", + "for i in range(len(us)):\n", + " scores = scores + [\n", + " model.score(\n", + " xs_test[i],\n", + " u=us[i],\n", + " t=dt,\n", + " multioutput=\"raw_values\",\n", + " multiple_trajectories=False,\n", + " )\n", + " ]\n", + "\n", + "bs2 = np.linspace(0.9, 1.1, 1000)\n", + "alphas, betas = utils.get_normal_form_parameters(model, 1 - bs2)\n", + "\n", + "plt.subplots(2, 2, figsize=(10, 6))\n", + "\n", + "plt.subplot(2, 2, 1)\n", + "for x in xs_train[:6]:\n", + " plt.plot(5.94804 * np.arange(x.shape[2]), np.mean(x[:, :, :, 0], axis=(0, 1)))\n", + "\n", + "plt.ylabel(r\"$\\langle X \\rangle$\")\n", + "locs, labels = plt.xticks()\n", + "plt.xticks(locs, [])\n", + "plt.xlim(0, 650 * 5.94804 / 10)\n", + "\n", + "plt.subplot(2, 2, 3)\n", + "for x in xs_train[:6]:\n", + " plt.plot(5.94804 * np.arange(x.shape[2]), np.mean(x[:, :, :, 1], axis=(0, 1)))\n", + "plt.xlim(0, 650 * 5.94804 / 10)\n", + "\n", + "plt.xlabel(\"t\")\n", + "plt.ylabel(r\"$\\langle Y \\rangle$\")\n", + "\n", + "plt.subplot(2, 2, 2)\n", + "plt.scatter((1 - bs)[:6], 1 - np.mean(scores[:6], axis=1))\n", + "plt.scatter((1 - bs)[6:], 1 - np.mean(scores[6:], axis=1))\n", + "plt.yscale(\"log\")\n", + "plt.yscale(\"log\")\n", + "plt.ylabel(r\"$1-R^2$\")\n", + "plt.xlim(-0.125, 0.125)\n", + "locs, labels = plt.xticks()\n", + "plt.xticks(locs, [])\n", + "plt.xlim(-0.125, 0.125)\n", + "\n", + "plt.subplot(2, 2, 4)\n", + "bs2 = np.linspace(0.875, 1.125, 1000)\n", + "alphas, betas = utils.get_normal_form_parameters(model, 1 - bs2)\n", + "plt.plot((1 - bs2), np.sign(1 - bs2) * (betas / (0.17272)), label=r\"$b/b_0$\")\n", + "plt.plot((1 - bs2), np.sign(1 - bs2) * (alphas / (2.37882)), label=r\"$c/c_0$\")\n", + "plt.ylim(0, 3)\n", + "# plt.yscale('log')\n", "plt.legend()\n", "plt.ylabel(\"Normal-form\\nparameters\")\n", - "plt.xlabel(r\"$\\mu^{1/2}$\")\n", - "plt.xlim((1 - bs2[-1]) ** 0.5, (1 - bs2[0]) ** 0.5)\n", - "plt.savefig(\"fig2.pdf\")\n", + "plt.xlabel(r\"$\\mu$\")\n", + "plt.xlim(-0.125, 0.125)\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig(\"figs4.pdf\")\n", "plt.show()" ] }, { "cell_type": "markdown", + "id": "2caee857", "metadata": {}, "source": [ - "Calculate a finely resolved trajectory above the canard explosion, with $\\mu=0.16$. The dynamics exhibit more extreme spatiotemporal variations than exhibited by the CGLE." + "Do the SINDyCP fit on more informative amplitudes constructed past the Hopf bifurcation, with implicit terms included. The SINDyCP fit reveals variations in the normal-form parameter that correct the weakly-nonlinear theory away from the instability, and these variations become extreme at the canard explosion. First, split the trajectories into training and test data and define a quadrative parameter and a quintic feature libraries. Plot the normal-form parameters as a function of $\\varepsilon$. The fit agrees with the weakly nonlinear prediction in the $\\mu\\to 0$ limit, and the variation with $\\mu$ represents a correction to the theory. The variations become extreme around the canard explosion that occurs above $\\mu^{1/2}=0.35$." ] }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "bs = [0.84]\n", - "n = 256 # Number of spatial points in each direction\n", - "Nt = 200 # Number of temporal interpolation points\n", - "\n", - "if __name__ == \"testing\":\n", - " Nt = 20\n", - " n = 64\n", - "\n", - "if not os.path.exists(\"data/oregonator\"):\n", - " os.mkdir(\"data/oregonator\")\n", - "if not np.all(\n", - " [\n", - " os.path.exists(\"data/oregonator/canard_\" + str(i) + \".npy\")\n", - " for i in range(len(bs))\n", - " ]\n", - "):\n", - " for j in range(len(bs)):\n", - " if not os.path.exists(\"data/oregonator/canard_\" + str(j) + \".npy\"):\n", - " b = bs[j]\n", - " print(j, b)\n", - " L = 1 / (1 - b) ** 0.5 # Domain size in X and Y directions\n", - " spatial_grid = np.zeros((n, n, 2))\n", - " spatial_grid[:, :, 0] = L / n * np.arange(n)[:, np.newaxis]\n", - " spatial_grid[:, :, 1] = L / n * np.arange(n)[np.newaxis, :]\n", - " t1 = 2e2 / (1 - b) # Domain size in t directions\n", - " if __name__ == \"testing\":\n", - " t1 = 20\n", - " dt = 5.94804\n", - " X0, Y0, Z0 = utils.get_oregonator_ic(2e-1, 0, spatial_grid)\n", - " u0 = np.concatenate([X0.ravel(), Y0.ravel(), Z0.ravel()])\n", - "\n", - " start = timeit.default_timer()\n", - "\n", - " X, Y, Z = utils.get_oregonator_trajectory(u0, b, t1, dt, spatial_grid)\n", - "\n", - " x = np.array([X, Y, Z]).transpose(1, 2, 3, 0)\n", - " fi = interp1d(np.arange(x.shape[2]), x, axis=2)\n", - " x = fi(np.arange(Nt) / (Nt - 1) * (x.shape[2] - 1))\n", - " plt.plot(np.mean(x[:, :, :, 0], axis=(0, 1)))\n", - " plt.plot(np.mean(x[:, :, :, 2], axis=(0, 1)))\n", - " plt.show()\n", - " plt.imshow(x[:, :, -1, 0])\n", - " plt.show()\n", - "\n", - " np.save(\"data/oregonator/canard_\" + str(j), x)\n", - " stop = timeit.default_timer()\n", - " print(stop - start)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, + "execution_count": 4, + "id": "6794f593", "metadata": { "scrolled": true }, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(X)' = 1.402 X + 4.184 Y + -0.694 XXX + 1.887 YYY + 1.881 XXY + -0.664 XYY + 2.375 X_22 + 0.419 Y_22 + 2.374 X_11 + 0.419 Y_11\n", + "(Y)' = -4.219 X + 1.390 Y + -1.877 XXX + -0.763 YYY + -0.791 XXY + -1.893 XYY + -0.474 X_22 + 2.365 Y_22 + -0.475 X_11 + 2.365 Y_11\n", + "11.172955274116248\n", + "\n", + "(X)' = 1.421 1 X + 4.602 1 Y + 0.139 1 XY + -0.838 1 XXX + 1.542 1 YYY + 1.564 1 XXY + -0.880 1 XYY + 2.136 1 X_22 + 0.590 1 Y_22 + 2.127 1 X_11 + 0.600 1 Y_11 + 0.176 mu 1 + 1.622 mu X + -2.399 mu Y + -0.436 mu XX + -0.329 mu YY + -1.600 mu XY + -0.372 mu XXX + 5.631 mu YYY + 5.179 mu XXY + -0.699 mu X_t + 5.144 mu X_22 + -1.192 mu Y_22 + 5.220 mu X_11 + -1.285 mu Y_11 + -1.223 mumu 1 + -6.617 mumu X + 9.326 mumu Y + 3.911 mumu XX + 1.719 mumu YY + 4.660 mumu XY + 6.856 mumu XXX + -15.494 mumu YYY + -13.666 mumu XXY + 7.880 mumu XYY + 1.836 mumu X_t + -15.104 mumu X_22 + 1.768 mumu Y_22 + -15.257 mumu X_11 + 1.970 mumu Y_11\n", + "(Y)' = -4.586 1 X + 1.174 1 Y + -0.151 1 XY + -1.494 1 XXX + -0.701 1 YYY + -0.643 1 XXY + -1.612 1 XYY + -0.468 1 X_22 + 2.046 1 Y_22 + -0.470 1 X_11 + 2.052 1 Y_11 + 2.172 mu X + 4.301 mu Y + -0.177 mu XX + 0.447 mu YY + 1.976 mu XY + -6.473 mu XXX + -1.652 mu YYY + -2.559 mu XXY + -4.896 mu XYY + -0.760 mu Y_t + 6.344 mu Y_22 + 6.277 mu Y_11 + 0.350 mumu 1 + -10.841 mumu X + -13.855 mumu Y + 1.359 mumu XX + -3.970 mumu YY + -7.154 mumu XY + 18.922 mumu XXX + 5.452 mumu YYY + 7.459 mumu XXY + 12.900 mumu XYY + 2.089 mumu Y_t + -2.183 mumu X_22 + -19.044 mumu Y_22 + -2.163 mumu X_11 + -18.883 mumu Y_11\n", + "355.98981666984037\n" + ] + }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" + } + ], + "source": [ + "bs = np.linspace(0.88, 0.98, 6)\n", + "n = 128 # Number of spatial points in each direction\n", + "\n", + "xs_train = []\n", + "xs_test = []\n", + "scales = []\n", + "for j in range(len(bs)):\n", + " A = np.load(\"data/oregonator/oregonator_\" + str(j) + \".npy\")\n", + " scale = np.mean(np.abs(A) ** 2) ** 0.5\n", + " scales = scales + [scale]\n", + " xsi = np.array([np.real(A) / scale, np.imag(A) / scale]).transpose([1, 2, 3, 0])\n", + " xs_train = xs_train + [xsi[:, :, :250]]\n", + " xs_test = xs_test + [xsi[:, :, 250:]]\n", + "us = (1 - bs).tolist()\n", + "L = 2e2 # Domain size in X and Y directions\n", + "spatial_grid = np.zeros((n, n, 2))\n", + "spatial_grid[:, :, 0] = L / n * np.arange(n)[:, np.newaxis]\n", + "spatial_grid[:, :, 1] = L / n * np.arange(n)[np.newaxis, :]\n", + "dt = 1e-1\n", + "\n", + "library_functions = [\n", + " lambda x: x,\n", + " lambda x: x**2,\n", + " lambda x, y: x * y,\n", + " lambda x: x**3,\n", + " lambda x, y: x**2 * y,\n", + " lambda x, y: y**2 * x,\n", + "]\n", + "function_names = [\n", + " lambda x: x,\n", + " lambda x: x + x,\n", + " lambda x, y: x + y,\n", + " lambda x: x + x + x,\n", + " lambda x, y: x + x + y,\n", + " lambda x, y: x + y + y,\n", + "]\n", + "\n", + "feature_lib0 = ps.PDELibrary(\n", + " library_functions=library_functions,\n", + " derivative_order=2,\n", + " spatial_grid=spatial_grid,\n", + " include_interaction=False,\n", + " include_bias=True,\n", + " function_names=function_names,\n", + " differentiation_method=ps.SpectralDerivative,\n", + ")\n", + "\n", + "opt0 = ps.STLSQ(threshold=1e-1, alpha=1e-12, normalize_columns=False)\n", + "\n", + "model0 = ps.SINDy(\n", + " feature_library=feature_lib0, optimizer=opt0, feature_names=[\"X\", \"Y\"]\n", + ")\n", + "\n", + "start = timeit.default_timer()\n", + "model0.fit(xs_train[-1], t=dt, multiple_trajectories=False)\n", + "model0.print()\n", + "stop = timeit.default_timer()\n", + "print(stop - start)\n", + "utils.get_single_normal_form_parameters(model0)\n", + "\n", + "scores0 = []\n", + "for i in range(len(us)):\n", + " scores0 = scores0 + [\n", + " model0.score(\n", + " xs_test[i],\n", + " u=us[i],\n", + " t=dt,\n", + " multioutput=\"raw_values\",\n", + " multiple_trajectories=False,\n", + " )\n", + " ]\n", + "\n", + "print()\n", + "\n", + "feature_lib = ps.PDELibrary(\n", + " library_functions=library_functions,\n", + " derivative_order=2,\n", + " spatial_grid=spatial_grid,\n", + " temporal_grid=dt * np.arange(500),\n", + " include_interaction=False,\n", + " implicit_terms=True,\n", + " include_bias=True,\n", + " function_names=function_names,\n", + " differentiation_method=ps.SpectralDerivative,\n", + " multiindices=[[0, 0, 1], [1, 0, 0], [0, 1, 0], [1, 1, 0], [0, 2, 0], [2, 0, 0]],\n", + ")\n", + "\n", + "library_functions = [lambda x: np.abs(x) ** 0.5, lambda x: x]\n", + "function_names = [lambda x: x, lambda x: x + x]\n", + "\n", + "parameter_lib = ps.PDELibrary(\n", + " library_functions=library_functions,\n", + " derivative_order=0,\n", + " include_interaction=False,\n", + " function_names=function_names,\n", + " include_bias=True,\n", + ")\n", + "lib = ps.ParameterizedLibrary(\n", + " parameter_library=parameter_lib,\n", + " feature_library=feature_lib,\n", + " num_parameters=1,\n", + " num_features=2,\n", + ")\n", + "\n", + "opt = ps.STLSQ(threshold=1e-1, alpha=1e-12, normalize_columns=False)\n", + "model = ps.SINDy(feature_library=lib, optimizer=opt, feature_names=[\"X\", \"Y\", \"mu\"])\n", + "\n", + "start = timeit.default_timer()\n", + "model.fit(xs_train, u=us, t=dt, multiple_trajectories=True)\n", + "model.print()\n", + "stop = timeit.default_timer()\n", + "print(stop - start)\n", + "\n", + "scores = []\n", + "for i in range(len(us)):\n", + " scores = scores + [\n", + " model.score(\n", + " xs_test[i],\n", + " u=us[i],\n", + " t=dt,\n", + " multioutput=\"raw_values\",\n", + " multiple_trajectories=False,\n", + " )\n", + " ]\n", + "\n", + "bs2 = np.linspace(0.82, 0.995, 1000)\n", + "alphas, betas = utils.get_normal_form_parameters(model, 1 - bs2)\n", + "\n", + "plt.subplots(2, 1, figsize=(3, 4))\n", + "\n", + "plt.subplot(2, 1, 1)\n", + "plt.scatter((1 - bs) ** 0.5, 1 - np.mean(scores, axis=1), c=colors[3])\n", + "plt.scatter((1 - bs) ** 0.5, 1 - np.mean(scores0, axis=1), c=colors[4])\n", + "\n", + "plt.ylabel(\"$1-R^2$\")\n", + "plt.gca().set_xticks([0.1, 0.2, 0.3, 0.4])\n", + "plt.gca().set_xticklabels([])\n", + "plt.xlim((1 - bs2[-1]) ** 0.5, (1 - bs2[0]) ** 0.5)\n", + "plt.yscale(\"log\")\n", + "\n", + "plt.subplot(2, 1, 2)\n", + "plt.plot((1 - bs2) ** 0.5, betas / (0.17272), label=r\"$b/b_0$\")\n", + "plt.plot((1 - bs2) ** 0.5, alphas / (2.37882), label=r\"$c/c_0$\")\n", + "plt.gca().set_xticks([0.1, 0.2, 0.3, 0.4])\n", + "plt.ylim(0, 5)\n", + "plt.legend()\n", + "plt.ylabel(\"Normal-form\\nparameters\")\n", + "plt.xlabel(r\"$\\mu^{1/2}$\")\n", + "plt.xlim((1 - bs2[-1]) ** 0.5, (1 - bs2[0]) ** 0.5)\n", + "plt.savefig(\"fig2a.pdf\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c95209bc", + "metadata": {}, + "outputs": [], + "source": [ + "utils.get_single_normal_form_parameters(model0,printcoefs=True)" + ] + }, + { + "cell_type": "markdown", + "id": "22c82ce7", + "metadata": {}, + "source": [ + "Compare the Canard explosions in the SINDyCP model and the Oregonator model" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "69fd20d8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "816.5558654200286\n", + "137.19544372987002\n" + ] }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1244,27 +1540,119 @@ } ], "source": [ - "plt.figure(figsize=(3, 4))\n", - "x = np.load(\"data/oregonator/canard_0.npy\")\n", - "plt.imshow(x[:, :, -1, 0])\n", - "plt.clim(2e-6, 8e-6)\n", - "plt.xticks([])\n", - "plt.yticks([])\n", - "plt.savefig(\"fig2c.pdf\")\n", - "plt.show()\n", - "plt.figure(figsize=(3, 4))\n", - "x = np.load(\"data/oregonator/oregonator_4.npy\")\n", - "plt.imshow(x[:, :, -1, 0])\n", - "plt.clim(2e-6, 8e-6)\n", - "plt.xticks([])\n", - "plt.yticks([])\n", - "plt.savefig(\"fig2d.pdf\")\n", - "plt.show()\n", - "# utils.animate_oregonator()" + "bs3 = np.linspace(0.82, 0.98, 18)\n", + "\n", + "Xs2 = []\n", + "Ys2 = []\n", + "Zs2 = []\n", + "start = timeit.default_timer()\n", + "for b in bs3:\n", + " t1 = 1e3 / (1 - b) # Domain size in t directions\n", + " dt = 5.94804 / 100\n", + "\n", + " X, Y, Z = utils.get_homogeneous_oregonator_trajectory(b, t1, dt)\n", + " Xs2 = Xs2 + [X]\n", + " Ys2 = Ys2 + [Y]\n", + " Zs2 = Zs2 + [Z]\n", + "\n", + "slope, intercept, r_value, p_value, std_err = linregress((1 - bs) ** 0.5, scales)\n", + "scales3 = intercept + slope * (1 - bs3) ** 0.5\n", + "stop = timeit.default_timer()\n", + "print(stop - start)\n", + "\n", + "Xs = []\n", + "Ys = []\n", + "start = timeit.default_timer()\n", + "for b in bs3:\n", + " t1 = 2e1 # Domain size in t directions\n", + " dt = 5e-3\n", + "\n", + " X, Y = utils.get_homogeneous_oregonator_trajectory_fit(model, b, t1, dt)\n", + " Xs = Xs + [X]\n", + " Ys = Ys + [Y]\n", + "stop = timeit.default_timer()\n", + "print(stop - start)\n", + "\n", + "amps = []\n", + "amps2 = []\n", + "for i in range(0, len(bs3)):\n", + " X = Xs[i]\n", + " Y = Ys[i]\n", + " nt = X.shape[0]\n", + " period = int(np.median(np.diff(find_peaks(X[nt // 2 :])[0]))) + 1\n", + " amps = amps + [\n", + " np.mean((scales3[i] * X[-period:]) ** 2 + (scales3[i] * Y[-period:]) ** 2)\n", + " ]\n", + "\n", + "for i in range(0, len(bs3)):\n", + " X = Xs2[i]\n", + " Z = Zs2[i]\n", + " nt = X.shape[0]\n", + " period = int(np.median(np.diff(find_peaks(X[nt // 2 :])[0]))) + 1\n", + " x0 = np.mean(X[-10 * period :])\n", + " z0 = np.mean(Z[-10 * period :])\n", + " A2 = np.mean(\n", + " (\n", + " ((X[-300 * period :] - x0) / x0 + 1j * (Z[-300 * period :] - z0) / z0)\n", + " * np.exp(-1j * 2 * np.pi / period * np.arange(300 * period))\n", + " ).reshape(300, -1),\n", + " axis=1,\n", + " )\n", + " amps2 = amps2 + [np.mean(np.abs(A2) ** 2)]\n", + "\n", + "plt.subplots(1, 2, figsize=(8, 4))\n", + "plt.subplot(1, 2, 1)\n", + "for i in range(0, len(bs3), 4):\n", + " X = Xs[i]\n", + " Y = Ys[i]\n", + " nt = X.shape[0]\n", + " period = int(np.median(np.diff(find_peaks(X[nt // 2 :])[0]))) + 1\n", + " plt.plot(\n", + " (scales3[i] * X[-period:]),\n", + " (scales3[i] * Y[-period:]),\n", + " ls=\"--\",\n", + " c=colors[i // 4],\n", + " )\n", + "\n", + " X = Xs2[i]\n", + " Z = Zs2[i]\n", + " nt = X.shape[0]\n", + " period = int(np.median(np.diff(find_peaks(X[nt // 2 :])[0]))) + 1\n", + " x0 = np.mean(X[-10 * period :])\n", + " z0 = np.mean(Z[-10 * period :])\n", + " A2 = np.mean(\n", + " (\n", + " ((X[-300 * period :] - x0) / x0 + 1j * (Z[-300 * period :] - z0) / z0)\n", + " * np.exp(-1j * 2 * np.pi / period * np.arange(300 * period))\n", + " ).reshape(300, -1),\n", + " axis=1,\n", + " )\n", + " plt.plot(\n", + " np.real(A2),\n", + " np.imag(A2),\n", + " c=colors[i // 4],\n", + " label=r\"$\\mu^{1/2}=%.3f$\" % ((1 - bs3[i]) ** 0.5),\n", + " )\n", + "\n", + "plt.xlabel(r\"$X$\")\n", + "plt.ylabel(r\"$Y$\")\n", + "plt.legend()\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "plt.scatter((1 - bs3) ** 0.5, amps, label=\"SINDyCP fit\", c=colors[i // 4 + 1])\n", + "plt.scatter((1 - bs3) ** 0.5, amps2, label=\"Oregonator model\", c=colors[i // 4 + 2])\n", + "plt.xlabel(r\"$\\mu^{1/2}$\")\n", + "plt.ylabel(r\"$\\overline{A^2}$\")\n", + "plt.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig(\"figs8.pdf\")\n", + "plt.show()" ] }, { "cell_type": "markdown", + "id": "c1e6fb3f", "metadata": {}, "source": [ "### Effects of noise on CGLE fits" @@ -1272,6 +1660,7 @@ }, { "cell_type": "markdown", + "id": "7a7dd4f6", "metadata": {}, "source": [ "Here we perform both differential and weak SINDyCP fits on the four previous trajectories with various intensities of injected noise. We generate two new test trajectories to assess the performance of the fits. We also generate five new training trajectories with random parameter values in the amplitude turbulence parameter regime and perform the SINDyCP fits on noisy data with a varying number of length of trajectories. Since these fits take a while, we use previously saved score results here if they are present." @@ -1279,7 +1668,8 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, + "id": "0c0c4d4f", "metadata": {}, "outputs": [], "source": [ @@ -1289,6 +1679,7 @@ }, { "cell_type": "markdown", + "id": "dda7e180", "metadata": {}, "source": [ "Plot results" @@ -1296,36 +1687,22 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, + "id": "293eac08", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkwAAAFzCAYAAADMoFYmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABjWklEQVR4nO3dd3hT1f8H8HeaznRBW7qADkYppVBoocimrFKRoeD4sspSFEUqIkP8yRAtoCIOQEFZIgIqICICZSOblgLSsstuKbOTrvT8/qiNhKQkaZMmad+v58kDOffk3M/tzU0+OffccyVCCAEiIiIiKpOFsQMgIiIiMnVMmIiIiIg0YMJEREREpAETJiIiIiINmDARERERacCEiYiIiEgDJkxEREREGlgaOwCq3uRyOQoLC40dBhERPcbKygpSqdTYYZgUJkxkFEIIpKWl4eHDh8YOhYiI1KhRowY8PT0hkUiMHYpJYMJERlGaLLm7u0Mmk/GAJCIyEUII5ObmIj09HQDg5eVl5IhMAxMmqnRyuVyRLLm6uho7HCIieoKdnR0AID09He7u7jw9Bw76JiMoHbMkk8mMHAkREZWl9DOa40xLMGEio+FpOCIi08XPaGVMmIiIiIg0YMJEREREpAETJiIDkUgk2Lhxo+L52bNn8cwzz8DW1hbNmzcvs8zULF++HDVq1NDpNX5+fpg/f75B4iEqj86dOyMmJsbYYZAZY8JEpINhw4ZBIpFAIpHAysoKHh4e6N69O5YuXYri4mKluqmpqYiKilI8nzZtGuzt7XHu3Dns3LmzzDJjUpfovPzyyzh//rxe15OTk4NJkyahXr16sLW1Ra1atdC5c2ds3rxZUefJL7jOnTtDIpFgzZo1Sm3Nnz8ffn5+iufLly9X7COpVIqaNWuidevWmDlzJjIyMnSOtaCgAHPnzkVISAhkMhnc3NzQrl07LFu2TDEY9sn3Rb169TBhwgTk5OTovL7KJi8WOHTpHn5PvIlDl+5BXiwMtq5vv/0Wjo6OKCoqUpRlZ2fDysoKHTp0UKq7f/9+SCQSvb/3dPHbb7+hdevWcHZ2hqOjI5o0aYJ3331XsfzJHxOl772ePXsqtfPw4UNIJBLs2bNHUVb6fpFIJLC3t0fDhg0xbNgwxMfHlyvW3bt349lnn4WrqytkMhmCgoLw7rvv4ubNmwCAPXv2KK2zVq1aiIqKwsmTJ8u1vuqICROZtdyCIvhN/hN+k/9EbkGR5hfoQc+ePZGamoorV67gr7/+QkREBMaNG4fnnntO6YvA09MTNjY2iueXLl1C+/bt4evrq5hOQV2ZrgoKCiq2QRrY2dnB3d1dr22+/vrr2LhxI7755hucPXsWW7duRf/+/XHv3r2nvs7W1hYffPCBxqt2nJyckJqaihs3buDgwYN47bXXsHLlSjRv3hy3bt3SOs6CggJERkZi9uzZeO2113Dw4EEcPXoUb775Jr7++mucOXNGUbf0fXH58mXMmjULCxcuxIQJE7RelzFs/ScV7efswv+WHMa4NYn435LDaD9nF7b+k2qQ9UVERCA7OxvHjx9XlO3fvx+enp44duwYcnNzFeV79uyBt7c3AgICDBKLJjt27MArr7yCAQMG4OjRo4iPj8fHH3+s8XiztLTEzp07sXv3bo3rWLZsGVJTU3HmzBksWLAA2dnZaN26NVauXKlTrN999x26desGT09P/Pbbb0hKSsK3336LjIwMfP7550p1z507h9TUVPz555948OABevbsWa4fEtWSIKpkjx49EklJSeLRo0cVbisnv1D4TtosfCdtFjn5hXqI7umio6NF3759Vcp37twpAIglS5YoygCIDRs2KP7/+GPatGlqy4QQ4saNG+Kll14SNWrUEC4uLqJPnz4iJSVFJYZPPvlEeHl5CV9fX51e9+mnnwpPT0/h4uIixowZIwoKCoQQQnTq1EklJiGEWLZsmXB2dla0c/HiRdGnTx/h7u4u7O3tRcuWLUVcXJzS38PX11d88cUXZf4dnZ2dxfLly5/6t+7UqZMYN26c0vPhw4cLNzc3sWDBAkX5F198ofgbqIu31O3bt4Wbm5sYNGiQEEKIFStWCBcXF5GXl6dU74UXXhBDhgwRQggxZ84cYWFhIRISElTaKygoENnZ2UII9e+LUaNGCU9Pz6duozH9dfqW8Pv32Hn84ffv46/TtwyyXm9vbxEbG6t4PnHiRPHmm2+KoKAgpfdRly5dFPsqPz9fvPfee8Lb21vIZDIRHh4udu/erah79+5d8corr4jatWsLOzs7ERwcLFavXq203iffT3/99ZdwcnISK1asUBvnuHHjROfOnZ+6LU++10qfv/rqqyI8PFxR/uDBAwFAKebHPx8eN3ToUOHo6Cju378vsrOzhaOjo/jll1+U6mzatEnIZDKRmZkprl+/LqytrUVMTIzaGB88eCCEEGL37t0CgOK5EEL8/fffAoDYunWr2tfq87O6KmAPE5ml3IKifx/yx8rkivLK1qVLF4SEhGD9+vVql6empiq681NTUzFhwgS1Zbm5uYiIiICDgwP27duHv//+Gw4ODujZs6fSL9udO3ciOTkZcXFx2Lx5s9av2717Ny5duoTdu3djxYoVWL58OZYvXw4AWL9+PerUqYOZM2ciNTUVqanqexmys7Px7LPPYseOHThx4gQiIyPRu3dvXLt2Teu/l6enJ7Zs2YKsrCytXwOU9By9//77mDlzps6nu9zd3TFo0CBs2rQJcrkcL774IuRyOTZt2qSoc/fuXWzevBnDhw8HAPz000/o1q0bWrRoodKelZUV7O3ty1yfnZ2dyc5fIy8WmPFHEtSdfCstm/FHkkFOz3Xu3Fmp92X37t3o3LkzOnXqpCgvKCjAoUOHEBERAQAYPnw4Dhw4gDVr1uDUqVN48cUX0bNnT1y4cAEAkJeXh7CwMGzevBn//PMPXnvtNQwZMgRHjhxRG8OaNWvw0ksvYeXKlRg6dKjaOp6enjhz5gz++ecfnbdx+vTpOH36NH799VedX/vOO+8gKysLcXFxsLe3xyuvvIJly5Yp1Vm2bBkGDBgAR0dH/PLLLygoKMDEiRPVtve08Yelk1Oa6vvU1DBhIrMU9OE2BH24DS1n7VCUtZy1Q1FuDIGBgbhy5YraZZ6enrC0tISDgwM8PT0V/z5ZtmbNGlhYWOD7779H06ZN0bhxYyxbtgzXrl1TGv9gb2+P77//Hk2aNEFwcLDWr6tZsya++eYbBAYG4rnnnkOvXr0UY6dcXFwglUrh6OgIT09PeHp6qt2WkJAQjB49Gk2bNkXDhg0xa9Ys1KtXTynx0GTx4sU4ePAgXF1d0apVK7zzzjs4cOCAVq8dM2YMbG1tMW/ePK3XVyowMBBZWVm4d+8e7OzsMHDgQKUvo59++gl16tRB586dAQAXLlxAYGCgzus5evQoVq9eja5du+r82spwNOU+UjPyylwuAKRm5OFoyn29r7tz5844cOAAioqKkJWVhRMnTqBjx47o1KmT4r16+PBhPHr0CBEREbh06RJ+/vln/PLLL+jQoQPq16+PCRMmoH379op9V7t2bUyYMAHNmzdHvXr1MHbsWERGRuKXX35RWf/ChQvx+uuv4/fff0ffvn3LjHPs2LFo1aoVmjZtCj8/P7zyyitYunQp8vPzNW6jt7c3xo0bh6lTpyqdptdG6fut9LNk1KhR2LZtm+JUcmlSP2LECAAl71EnJyedb19y7949zJgxA46OjggPD9fptdUVEyYiPRFCVHiit/j4eFy8eBGOjo5wcHCAg4MDXFxckJeXh0uXLinqNW3aFNbW1jq/rkmTJkq3OPDy8lLcL0pbOTk5mDhxIoKCglCjRg04ODjg7NmzOvUwdezYEZcvX8bOnTvRv39/nDlzBh06dMBHH32k8bU2NjaYOXMmPv30U9y9e1en2IUo6TEp3U+vvvoqtm/frhgYu2zZMsUA7tL62u7TzZs3w8HBAba2tmjTpg06duyIr7/+Wqf4Kkt6VtnJUnnq6SIiIgI5OTk4duwY9u/fj4CAALi7u6NTp044duwYcnJysGfPHvj4+KBevXpISEiAEAIBAQGK97aDgwP27t2reG/L5XJ8/PHHaNasGVxdXeHg4IDt27ervCd/++03xMTEYPv27Yreq7LY29vjzz//xMWLF/HBBx/AwcEB7777LsLDw5XGWpVl0qRJuHPnDpYuXarT3+fJ92h4eDiaNGmiGNf0448/wsfHBx07dlTU1+Vzp06dOnBwcICbmxuSk5Pxyy+/6H2MYlXFe8mRWUqaGQmg5DRcaS/T8Q+6QWZtvPsdJScnw9/fv0JtFBcXIywsDD/99JPKslq1ain+/+SpIG1fZ2VlpbRMIpGoXN2nyXvvvYdt27bhs88+Q4MGDWBnZ4cBAwboPPi89MqoDh06YPLkyZg1axZmzpyJSZMmKSWD6gwePBifffYZZs2apXSFnCbJyclwcnJSDLBv0aIFQkJCsHLlSkRGRuL06dP4448/FPUDAgKQnJysVdsRERFYtGgRrKys4O3trfK3NiXujrZ6raeLBg0aoE6dOti9ezcePHiATp06ASjphfX398eBAwewe/dudOnSBUDJe1sqlSI+Pl7lfmYODg4AgM8//xxffPEF5s+fj6ZNm8Le3h4xMTEq78nmzZsjISEBy5YtQ6tWrbRKNOrXr4/69etj1KhRmDp1KgICArB27VrFaduy1KhRA1OmTMGMGTPw3HPPaf33KX2/Pf5ZMmrUKHzzzTeYPHkyli1bhuHDhytiDwgIQEZGBlJTU7XqZdq/fz+cnJxQq1YtODk5aR0XsYeJzJTM2vLfh/SxMqmivLLt2rULp0+fRv/+/SvUTmhoKC5cuAB3d3c0aNBA6eHs7Kz31z3J2toacrn8qXX279+PYcOG4fnnn0fTpk3h6elZ5qlIXQQFBaGoqAh5eZp7NSwsLBAbG4tFixZpve709HSsXr0a/fr1g4XFfx99o0aNwrJly7B06VJ069YNdevWVSwbOHCgYqzWk4qKipTGUdnb26NBgwbw9fU16WQJAML9XeDlbIuy0gUJAC9nW4T7uxhk/REREdizZw/27NmjOP0JAJ06dcK2bdtw+PBhRQ9QixYtIJfLkZ6ervLeLj1tvH//fvTt2xeDBw9GSEgI6tWrpxjf9Lj69etj9+7d+P333zF27Fid4/bz84NMJtN6/NzYsWNhYWGBL7/8Uut1zJ8/H05OTujWrZuibPDgwbh27Rq++uornDlzBtHR0YplAwYMgLW1NebOnau2vYcPHyo99/f3R/369ZkslQMTJiId5efnIy0tDTdv3kRCQgI++eQT9O3bF88991yZA0i1NWjQILi5uaFv377Yv38/UlJSsHfvXowbNw43btzQ++ue5Ofnh3379uHmzZtlnu5q0KAB1q9fj8TERJw8eRIDBw7UuZeqc+fO+O677xAfH48rV65gy5YteP/99xEREaH1B3mvXr3QunVrfPfddyrLhBBIS0tDamoqkpOTsXTpUrRt2xbOzs6YPXu2Ut1Bgwbh5s2bWLJkiWJcSKmYmBi0a9cOXbt2xYIFC3Dy5ElcvnwZ69atQ+vWrdV+KZsDqYUE03oHAYBK0lT6fFrvIEgtDHMvsYiICPz9999ITExU9DABJQnTkiVLkJeXp0iYAgICMGjQIAwdOhTr169HSkoKjh07hjlz5mDLli0ASt6TcXFxOHjwIJKTkzF69GikpaWpXXdAQAB2796tOD1XlunTp2PixInYs2cPUlJScOLECYwYMQKFhYXo3r27Vttpa2uLGTNm4KuvvlK7/OHDh0hLS8PVq1cRFxeHAQMGYPXq1Vi0aJHSYO2aNWvihRdewHvvvYcePXqgTp06imV169bFF198gS+//BIjR47E3r17cfXqVRw4cACjR4/W6jQ3aYcJE5k1mbUlrszuhSuze1Vaz9LWrVvh5eUFPz8/9OzZE7t378ZXX32F33//XeWUga5kMhn27dsHHx8fvPDCC2jcuDFGjBiBR48ePTWRKO/rnjRz5kxcuXIF9evXVzqV97gvvvgCNWvWRNu2bdG7d29ERkYiNDRUp+2MjIzEihUr0KNHDzRu3FgxSHfdunU6tTNnzhy1PVKZmZnw8vJC7dq10aZNG3z33XeIjo7GiRMnVE5bODk5oX///nBwcEC/fv2UltnY2CAuLg4TJ07Ed999h2eeeQatWrXCV199hbfffhvBwcE6xWtKegZ7YdHgUHg6K59283S2xaLBoegZrNsgYl1ERETg0aNHaNCgATw8PBTlnTp1QlZWFurXr6/U07ds2TIMHToU7777Lho1aoQ+ffrgyJEjijr/93//h9DQUERGRqJz587w9PRU2ZePa9SoEXbt2oWff/5ZaSLKx3Xq1AmXL1/G0KFDERgYiKioKKSlpWH79u1o1KiR1tsaHR2NevXqqV02fPhweHl5ITAwEG+88QYcHBxw9OhRDBw4UKXuyJEjUVBQoJLUAyUXQpSOxXv++ecRGBiIUaNGwcnJyeTnAjMnElE6woyokuTl5SElJQX+/v6wtdX/GAkiXXXv3h2NGzcusyegKpMXCxxNuY/0rDy4O5achjNUzxKV308//YRx48bh1q1bGsf46Qs/q5Vx0DcRVVv379/H9u3bsWvXLnzzzTfGDscopBYStKlfvlnmyfByc3ORkpKC2NhYjB49utKSJVLFU3JEVG2FhoZi9OjRmDNnjk6nWYgqy9y5c9G8eXN4eHhgypQpxg6nWuMpOap07OYlIjJ9/KxWxh4mIiIiIg2YMJHR6HopOhERVR5+RivjoG+qdNbW1rCwsMCtW7dQq1YtWFtbV/iWIkREpB9CCBQUFODOnTuwsLDgQPN/cQwTGUVBQQFSU1O1uicTERFVPplMBi8vLyZM/2LCREYjhEBRUZHGW3EQEVHlkkqlsLS0ZO//Y5gwEREREWnAQd9EREREGjBhIiIiItKACRMRERGRBkyYiIiIiDRgwkRERESkARMmIiIiIg2YMBERERFpwISJiIiISAMmTEREREQaMGEiIiIi0oAJExEREZEGTJiIiIiINGDCRERERKQBEyYiIiIiDSyNHQCZnuLiYhQUFBg7DCIiqiKsrKwglUqNHUaFMGEiJQUFBUhJSUFxcbGxQyEioiqkRo0a8PT0hEQiMXYo5cKEiRSEEEhNTYVUKkXdunVhYcEztkREVDFCCOTm5iI9PR0A4OXlZeSIyocJEykUFRUhNzcX3t7ekMlkxg6HiIiqCDs7OwBAeno63N3dzfL0HLsQSEEulwMArK2tjRwJERFVNaU/xAsLC40cSfkwYSIV5np+mYiITJe5f7cwYSIiIiLSgAkTERERkQZMmIiIiIg0YMJEVAGxsbFo1aoVHB0d4e7ujn79+uHcuXPGDouesGjRIjRr1gxOTk5wcnJCmzZt8Ndffxk7LNIgNjYWEokEMTExxg6FnjB9+nRIJBKlh6enp7HDMihOK0D6VywHrh4Esm8DDh6Ab1vAwvwuIdXG3r178eabb6JVq1YoKirC1KlT0aNHDyQlJcHe3t7Y4T2VvFiOhPQE3Mm9g1qyWgh1D4W0iu6nOnXqYPbs2WjQoAEAYMWKFejbty9OnDiBJk2aGDk6zeTFAkdT7iM9Kw/ujrYI93eB1MK8B9BqcuzYMSxevBjNmjUzdihaE3I5co/Ho+jOHVjWqgVZyzBIzPDyeW01adIEO3bsUDw3x6kCdMEeJtKvpE3A/GBgxXPAbyNL/p0fXFJuQBcvXoREIsGff/6Jrl27QiaToVGjRjhy5IhB17t161YMGzYMTZo0QUhICJYtW4Zr164hPj7eoOutqB1XdyDyt0iM2DYCk/ZPwohtIxD5WyR2XN2h+cUVYKz91Lt3bzz77LMICAhAQEAAPv74Yzg4OODw4cMGXa8+bP0nFe3n7ML/lhzGuDWJ+N+Sw2g/Zxe2/pNq0PUaa18BQHZ2NgYNGoQlS5agZs2aBl+fPmRu346LXbvhWnQ0bk2YgGvR0bjYtRsyt2836HqNuZ8sLS3h6empeNSqVcvg6zQmJkykP0mbgHVDgcxbyuWZqSXlBkyaTp48CYlEgs8//xwffPABTp48CR8fH0yePFnjaz/55BM4ODg89bF//36t4sjIyAAAuLi4VGh7DGnH1R0Yv2c8bufeVipPz03H+D3jDZo0mcJ+ksvlWLNmDXJyctCmTRt9bJbBbP0nFW+sSkBqRp5SeVpGHt5YlWDQpMmY++rNN99Er1690K1bN31uksFkbt+Om+NiUJSWplRedPs2bo6LMWjSZMz9dOHCBXh7e8Pf3x+vvPIKLl++rM9NMzk8JUf6USwHtk4CINQsFAAkwNbJQGAvg5yeO3nyJJydnbF27VrFr5x+/fph0aJFAIDLly/jzJkz6N27t8prX3/9dbz00ktPbb927doaYxBCYPz48Wjfvj2Cg4PLsRWGJy+WY/bR2RBq9pOAgAQSzDk6BxF1Iwxyes6Y++n06dNo06YN8vLy4ODggA0bNiAoKKgCW2NY8mKBGX8kPe2Iwow/ktA9yNMgp+eMta/WrFmDhIQEHDt2rIJbUDmEXI7bn8QCQs2eEgKQSHD7k1g4du1qkNNzxtpPrVu3xsqVKxEQEIDbt29j1qxZaNu2Lc6cOQNXV9cKbpVpYsJE+nH1oGrPkhIBZN4sqeffQe+rP3nyJHr37q3UJXz58mXFmJW//voLubm5aj80XFxc9NIj9NZbb+HUqVP4+++/K9yWoSSkJ6j0LD1OQCAtNw0J6Qlo5dlK7+s35n5q1KgREhMT8fDhQ/z222+Ijo7G3r17TTZpOppyX6Vn6XECQGpGHo6m3Eeb+vr/gjLGvrp+/TrGjRuH7du3w9bWtvzBV6Lc4/EqPUtKhEBRWhpyj8fDvnW43tdvrGMqKipK8f+mTZuiTZs2qF+/PlasWIHx48eXq01Tx1NypB/ZZX8Jl6uejk6ePKlyeuXEiRNo3rw59u7diw8++ABLlixBixYt8OjRI6V6+jjVM3bsWGzatAm7d+9GnTp19L59+nIn945e6+nKmPvJ2toaDRo0QMuWLREbG4uQkBB8+eWXBtlOfUjPKjtZKk89XRljX8XHxyM9PR1hYWGwtLSEpaUl9u7di6+++gqWlpaK2zeZkqI72h0r2tbTlbE/+0rZ29ujadOmuHDhgt62zdSwh4n0w8FDv/V0kJGRgatXr6JFixZK5YmJiXj77bfRqVMnBAcHY/Xq1ahbt67K6yvSLS2EwNixY7Fhwwbs2bMH/v7+5d+QSlBLpt2gTG3r6cKY+0kdIQTy8/O1rl/Z3B2162HRtp4ujLWvunbtitOnTyuVDR8+HIGBgZg0aZJJXoVlqeVAZ23r6cKUjqn8/HwkJyejQwf9n0EwFUyYSD982wJO3iUDvNWOupCULPdtq/dVnzx5ElKpFCEhIYqyq1ev4sGDB2jevDkA4MaNG2o/MICKdUu/+eabWL16NX7//Xc4Ojoi7d+ueWdnZ8XduU1JqHsoPGQeSM9NVzuOSQIJPGQeCHUP1fu6jbmf3n//fURFRaFu3brIysrCmjVrsGfPHmzdurVc7VWGcH8XeDnbIi0jr6wjCp7OJVMM6Jux9pWjo6PK+D97e3u4urqa7LhAWcswWHp6ouj2bfXjmCQSWHp4QNYyTO/rNuYxNWHCBPTu3Rs+Pj5IT0/HrFmzkJmZiejo6HK1Zw54So70w0IK9Jzz75MnB6D++7znbIMN+A4MDFRKUE6cOIEaNWrAz88PN27c0KnnQReLFi1CRkYGOnfuDC8vL8Vj7dq1BllfRUktpJgcXnL1jOSJ/VT6fFL4JIMN+DbWfrp9+zaGDBmCRo0aoWvXrjhy5Ai2bt2K7t27G2R9+iC1kGBa75LxVWUcUZjWO8hgA76Nta/MjUQqhcf7U/598sS++Pe5x/tTDDbg21j76caNG/jf//6HRo0a4YUXXoC1tTUOHz4MX19fg6zPFEiEUJcSU3WUl5eHlJQU+Pv7l3/AZdKmkqvlHh8A7lS7JFkK6qOfQHW0f/9+fP3111i3bp1R1m+KdlzdgdlHZysNAPeUeWJS+CR08zXOpdzcT+pt/ScVM/5IUhoA7uVsi2m9g9Az2MsoMXFfqcrcvh23P4lVGgBu6ekJj/enwKlHD6PEZGr7SS/fMUbEhIkU9PZmNrGZvh88eIAuXbqgqKgIv/zyCwIDA40WiykxtZm+uZ/KZmozfXNfqWdqM32b2n5iwkRVhrm/mYmIyHSZ+3cMxzARERERacCEiYiIiEgDJkxEREREGjBhIiIiItKACROp4HUARESkb+b+3cKEiRRKbztQUFBg5EiIiKiqyc3NBQBYWVkZOZLy4a1RSMHS0hIymQx37tyBlZUVLCyYTxMRUcUIIZCbm4v09HTUqFHDJO8JqA3Ow0RKCgoKkJKSguLiYmOHQkREVUiNGjXg6ekJyZO3kDETTJhIRXFxMU/LERGR3lhZWZltz1IpJkxEREREGnCQChEREZEGTJiIiIiINGDCRERERKQBEyYiIiIiDZgwEREREWnAhImIiIhIAyZMRERERBowYSIiIiLSgAkTERERkQZMmIiIiIg0YML0hOeffx41a9bEgAEDjB0KERERmQgmTE94++23sXLlSmOHQURERCaECdMTIiIi4OjoaOwwiIiIyIRUqYRp37596N27N7y9vSGRSLBx40aVOgsXLoS/vz9sbW0RFhaG/fv3V36gREREZFaqVMKUk5ODkJAQfPPNN2qXr127FjExMZg6dSpOnDiBDh06ICoqCteuXavkSImIiMicWBo7AH2KiopCVFRUmcvnzZuHkSNHYtSoUQCA+fPnY9u2bVi0aBFiY2N1Wld+fj7y8/MVz4uLi3H//n24urpCIpGUbwOIyGCEEMjKyoK3tzcsLHT/rchjnsi8VPSYf1KVSpiepqCgAPHx8Zg8ebJSeY8ePXDw4EGd24uNjcWMGTP0FR4RVZLr16+jTp06Or+OxzyReSrvMf+kapMw3b17F3K5HB4eHkrlHh4eSEtLUzyPjIxEQkICcnJyUKdOHWzYsAGtWrVSaW/KlCkYP3684nlGRgZ8fHxw/fp1ODk5GW5DiKhcMjMzUbdu3XJf1MFjnsi8VPSYf1K1SZhKPdl1LoRQKtu2bZtW7djY2MDGxkal3MnJiR+eRCasvKfPeMwTmSd9nTKvUoO+n8bNzQ1SqVSpNwkA0tPTVXqdiIiIiB5XbRIma2trhIWFIS4uTqk8Li4Obdu2NVJUREREZA6q1Cm57OxsXLx4UfE8JSUFiYmJcHFxgY+PD8aPH48hQ4agZcuWaNOmDRYvXoxr167h9ddfN2LUREREZOqqVMJ0/PhxREREKJ6XDtCMjo7G8uXL8fLLL+PevXuYOXMmUlNTERwcjC1btsDX19dYIRMREZEZkAghhLGDqAoyMzPh7OyMjIwMDgAlMkH6PkZ5zBOZNn0fo1Wqh4nIWHILihD0YckVlkkzIyGzrt6H1oULF5CVlVXmckdHRzRs2LASIyIiqpjq/alOVE09ntA8KizCgEWHAAC/vtEGdlYlHwvlTWouXLiAgIAAjfXOnz9f4aSJiSoRVRZ+ulC1YKgv1tyCon//lT9W9t//TfEL/GkJTfsVys/Lk9SUJmKrVq2CX4OGKslYcnIyBg8e/NQeKCIiU2N6n+ZEZqQ0CXtcy1k7FP+/MrtXZYajldJE5YflK9AoMBB5hcUY/P0RAMCqUa1ha2WBc2fPYuSw6AolNX4NGqJRkxDYeN4BADRqEgKZtRSPCosqvA3mmKgSkXnjpwpVafxiLdvU3Q9gk1ySzNh4NgAAjNx8DwCQn/agwu0PWHRIkSwB/yWS+WkXy3qJ1swxUSUi81Z9vy2oWjD0F2vSzEgAJUlYabvHP+gGmbW0Qu0SEZFpYcJEJsFcB++qi1NmLTWL+H99ow1atAhVm+ydOFFLZTxTedpv1CTEIG0zUSWiymb6n+pEFcAv1rLZWVmqJHalyV7plXIVb/+/v7M+2zbnRJWIzBM/XcioDD3GqLK+WGXWlhw384Tk5GQ8KixSjFk6caKW4io5IiJzw4SJjIqDd8tm6MkfH09c1r/kBQA4+88plWW6cnR0BAAMHjxYqfzJ03Cl9XT15N/lydhL2zaZiTELcoBPvEv+//4twNrePNo2dPuGjp1Iz5gwUbVgbj1Ahpz8sayE5ml1ddGwYUOcP3/eIMmetn8XQD8TYxIRlWLCREbFMUbqPT75Y+PGjVWWV2TyR20SGqBivTSGSlQ0/V2Aiv1t9Kog599/cx8re+z/FelRMWTbhm7f0LETGQgTJjIqDt59usaNGyMwuJneryA0956Xxo0bIzQ01NhhPF3p6abHfdbgv/9PzzDNtg3dvqFjJzIQC2MHQERERGTq+DOeTIK5jTGqLI8Ki9ReQaiP24uQgb1/q+Tfgtz/elAmXASsZabdtqHbN3TsRAbChInIhBny9iJVgbxY4GjKfaRn5cHd0Rbh/i7GDuk/6sbiWMv0M0bHkG0/3n7xf8k6UhOB+l0AiwqOLzRk20QGxISJiMzS1n9SMeOPJKRm5CnKvJxtMai+ifW+PZ4YXD2o38TAkG0nbQL+mvjf858GAE7eQM85QFAf022byECYMBGZMEPeXsScrdl+CKvOFkE8UX41DZhx8LpRYlIraROwddJ/z/WddBiy7XVDgSf/wpmpJeUvrSz/OgzZNpEBMWEiMmFXLl4A8N8puHNnSmbLLi2vbkrnhfp0ylsa68rsHQwdztOZa9JRLP83EXsyHcW/ZRJg62QgsJfuvVmGbJvIwJgwEZkgQ8+Wba4aNmyItTuOYNyPh55az8LaDg8sXSspKjXMOem4ehDIvPWUCgLIvFlSz7+D6bRNZGBMmIhMkCFnyzZ3Nq61YePZQGO99Kw8jXUMxpyTjuzb+q1XWW0TGRgTJiITVR2TIW24O9rqtZ5BmHPS4eCh33qV1TaRgXHiSiIyK+H+LvBytoWkjOUSlFwtZ9QpBsw56fBtWzJ4/Gl/YafaJfVMqW0iA2PCRERmRWohwbTeQQBUv3ZLn0/rHQSpRVlfypXAnJMOC2nJlXalbT3ZNgD0nF2+8VGGbJvIwJgwEZHZ6RnshUWDQ+HprHzazdPZFosGh6JnsJeRIvuXuScdQX1KrrRzeuLv6ORd8cv+Ddk2kQFJhBDqLrUgHWVmZsLZ2RkZGRlwcnIydjhE1YK6mb7L6lnS9zGqVXulcyU9PkjbqXZJQqOveZgM0XapYnnJ4PHs2yWn+Hzb6nfSTUO1TQT9H/NMmPSECRORaTNKwgQw6SAyEn0f87xKjojIkCykhptTyJBtE5ESjmEiIiIi0oAJExGZtcLCQnBkAREZGhMmIjI7GRkZmD59OurUqQNra2s4OTnhtddew8WLF40dGhFVURzDRERm5f79++jUqRMuX76MIUOGoHXr1khJScEPP/yAdevWYceOHWjZsqWxwySiKoYJExGZlffeew+pqak4fvw4GjdurCifMGECevTogYEDB+Ls2bOwsGAHOhHpDz9RiMhsPHz4EKtXr8aECROUkiUAcHJywrx583DhwgXs3LnTSBESUVXFhImIzMa5c+eQl5eHqKgotcvbtGkDZ2dnJCQkVHJkRFTVMWEiIrNhY2MDoGTQtzr5+fnIz8+Hra2t2uVEROXFhImIzEbTpk3h4+ODpUuXql3+888/Iy8vD7169arkyIioqmPCRERmQyqVYsKECVixYgU+/fRT5OfnAwCEENiyZQtiYmIwYMAANGjQwMiRElFVw6vkiMisvPXWW7hx4wYmTpyITz/9FC1atMCVK1dw/vx5dOvWrczeJyKiimAPExGZFYlEgjlz5iApKQnR0dFwcHBAx44dsWvXLmzfvh2Ojo7GDpGIqiD2MP0rKysLXbp0QWFhIeRyOd5++228+uqrxg6LTNiFCxeQlZX11DqOjo5o2LBhJUVUvTRu3BiffvqpscMgomqCCdO/ZDIZ9u7dC5lMhtzcXAQHB+OFF16Aq6ursUMjE3ThwgUEBARoVff8+fNMmoiIzBwTpn9JpVLIZDIAQF5eHuRyOW/oSWUq7VlatWqVygSKpZKTkzF48GCNvVBERGT6zGYM0759+9C7d294e3tDIpFg48aNKnUWLlwIf39/2NraIiwsDPv379dpHQ8fPkRISAjq1KmDiRMnws3NTU/RU1XVuHFjhIaGqn2UlUgREZH5MZuEKScnByEhIfjmm2/ULl+7di1iYmIwdepUnDhxAh06dEBUVBSuXbumqBMWFobg4GCVx61btwAANWrUwMmTJ5GSkoLVq1fj9u3bZcaTn5+PzMxMpQcRVV085omqN7M5JRcVFVXm7RAAYN68eRg5ciRGjRoFAJg/fz62bduGRYsWITY2FgAQHx+v1bo8PDzQrFkz7Nu3Dy+++KLaOrGxsZgxY4aOW0FE5orHPFH1ZjY9TE9TUFCA+Ph49OjRQ6m8R48eOHjwoFZt3L59W/GLMTMzE/v27UOjRo3KrD9lyhRkZGQoHtevXy//BhCRyeMxT1S9mU0P09PcvXsXcrkcHh4eSuUeHh5IS0vTqo0bN25g5MiREEJACIG33noLzZo1K7O+jY2N4r5WRFT18Zgnqt6qRMJUSiKRKD0XQqiUlSUsLAyJiYkGiIqqsuTk5HItIyIi81IlEiY3NzdIpVKV3qT09HSVXicifSidTXrw4MFa1yUiIvNVJRIma2trhIWFIS4uDs8//7yiPC4uDn379jViZFRVNWzYEOfPn+dM30RE1YTZJEzZ2dm4ePGi4nlKSgoSExPh4uICHx8fjB8/HkOGDEHLli3Rpk0bLF68GNeuXcPrr79uxKipKmMiRERUfZhNwnT8+HFEREQono8fPx4AEB0djeXLl+Pll1/GvXv3MHPmTKSmpiI4OBhbtmyBr6+vsUImItJJbmEuWq9uDQA4MvAIZFYyxsNYyESYTcLUuXNnjbcqGTNmDMaMGVNJERGRJmlpadizZw+KiooQHh6u9f33SDu5BUUI+nAbACBpZiRk1k//SC/OzcW50DAAQKOEeFjIjJh06Bi7rgy5rbkFcmQlz1b8X2alt6bLRZdtNfTf3ZCM/f41n78UEZmNnJwcjB07Fj/++COKiooU5d2798CyZUtRu3ZtI0ZnenILcwEAj4oeKcoe/39l92CYUjymGEveY+vPK3qE3EJppcdClY8JExHplVwuR79+/fD3gYOo3WMU5PU7QGJpg9wLh7B3/0q0atMe/yTGw8XFxdihmozS0zuP67yus+L/p6NPKy3LLSj691/5Y2X//f/JXoPi3JIv+uJH/33RP/7/J3+p6xqPLnSNXddYdN1WXYSvag8AEMXWAP4PABD5ax9ILAoAAP8MTyh32+Why7bq+nc3JYbcp7ow3b8QEZmlrVu3YseOHfB4cQZQLwzSf8sdmkTAtnZj3PrhTbwzfS5WfDXbqHGas9JTKo9rOWuH4v9XZvdSWlZ6GuNxF9q1V/y/8dnKmzNM19h1ZchtzT73kUpZzoX/K3d7FaXLthr6725IpvL+ZcJERHq1fPkKyLwbwMY/VGWZZQ1P2Ad2wLqff8LS+bGQWmg3sWxVd2TgEQAlp5pKe0/2vLQHdpZ21T4eU4qFqjcmTESkVxev3oCkRp0yZ9m3dPNBzvmDOJpyH23qu1ZydKZJ3dgXO0u7MsfEJM2MBFBySqW0l+D4B90gs5aqrd8ooeTG48WPHil+mTc88Dcs7NQnHbrGowtdY9c1Fl23tTyx38vJRoc5BwAA+ye1g6u9Q4XbLg9dtlXXv7spMeQ+1QUTJiLSK0dXdxRcOVnmrYkK76TA0tEV6Vl5RoiualA33kRmLS1zHIq6MR4WdnZGuUpO19h1ZchtLY2xdJA3ANjpMXZd6bKthv67G5KpvH9N/y9FRGblhZcHY//W3/Ho4hHIGj6jtKzw3g3knP0bNToMgrujrZEiNF0yK1mFBlTrmynFY1qx2Kn9P1VtEqFpciPSSmZmJpydnZGRkQEnJydjh0NkNIVFcng07YAHF47Duc1LsG8SAYt/r5J7eGA1pLZOCHnzaxye1rtSxzDp+xjlMU9k2vR9jLKHiaq0CxcuPPV+b7zXm/5ZWUqx/KfVGPza28g8/Csy/v6pZIHEArKGz8A18k189GIrDvgmIrPChImqrAsXLmg1s/T58+eZNOlZn1A/rFv+Hf5v3VFcTUoAiuWw9myIunXrYFrvIPQM9jJ2iEREOmHCRFVWac/SqlWr0LhxY5XlycnJGDx48FN7oKj8egZ7oXtQHxxNaY/0rDy4O9oi3N+FPUtEZJaYMFGV17hxY4SGqs4JRIYntZBw6gAiqhIsjB0AERERkaljwkRERESkARMmIiIiIg2YMBERERFpwISJiIiISANeJUdVXnJysk7lRERET2LCRFWWo6MjAGDw4MFa1SMiIioLEyaqsho2bIjz58/z1ihERFRhTJgqiSHvaaapbUO3b8qxMxkiIiJ9YMJUCQx5TzNt2zZ0+6YYOxERkb4wYaoEj9/TzK9BQwxYdAgA8OsbbWBnZVmhe5ppahuo2D3TKit2dfd6q2jsRERE+sKEqRL5NWiIRk1CYON5BwDQqEkIZNZSPCosMljb+mLI2HmvN+N58OABVq/+GUf/uQBLe2f0fWEAej3ThDfIJSJ6AhOmSjRg0SFFwgEALWftAADkp100WNsAsP4lL4O1r4/YyTjmz5+PSZOnoLCwEBaObijOeYCl8z6CV/sB+P6beXi2WW1jh0hEZDKYMBFVQ0uXLsU777wDx7DecG/zEqT2NVGcn4Os+M1I3b8KA1+XYM3iL9AzuOLJNhFRVaBzwvTo0SPcv38ftWsr//o8c+YMmjRporfAqqJf32iDRk1CFL0zxz/oBpm1FCdO1EL7FYZpGwDO/nOqYo0/pX19xE6VSy6XY8aMGXBtFgGHbqMV5RY29nBu+zKKC/OQeXwj/u+X/6F7UB+eniMigo63Rvn1118REBCAZ599Fs2aNcORI0cUy4YMGaL34KoaOytLpXFFMmspZNaWisHZhmhbZq2fTkRDxk6V6+jRo7h27Rosmz6rdrljWG+IwnxcOfE3jqbcr+ToiIhMk07fdrNmzUJCQgJq1aqF48ePIzo6GlOnTsXAgQMhhDBUjFTFPe0WJbx9if5lZGQAACyd3NQul9rXBCQWKM7PRXpWXmWGRkRksnRKmAoLC1GrVi0AQMuWLbFv3z688MILuHjxIiQSdttrUvrlXzoIu/RUmT6SgrLaNnT7FWlb21uXPF6XKq5BgwYAgPwbSbAM6qSyvODWWUAUw7KmN9wdbSs7PCIik6RTwuTu7o5Tp06hWbNmAABXV1fExcUhOjoap05VfJxMVWXIe5oZOukwZOza3LqktG1OWqk/DRo0QESXLjh8ZB3s6oXBwtZBsUwUFeLh/h9hWcML/k3DEe7vYsRIiYhMh0TocC7txo0bsLS0hKenp8qyAwcOoF27dnoNzpxkZmbC2dkZGRkZcHJyUlluzrcXMWTsZBxJSUlo3aYd8izs4NSyD6w8GqDowU1kHt+EwnvX4fHidCyfOrxKXSWn6Rg1dntEpF/6PkZ1SpiobPzwJHNz9uxZjHp7Ag7s/AsoLgYA2Pq1QP2ew/HZmwOqVLIEMGEiqm70fYzyEieiaiowMBB/b9+M9Dt3sf34WRRZ2aORvw/C/V04lQAR0RMqlDBdvXoV586dQ9OmTeHlpfpr9NatW/D29q7IKojIwNxruWFwVHtjh0FEZNJ0mofpcT///DMaNGiAnj17on79+vjxxx8BlCRRs2fPRuvWreHj46O3QImIiIiMpdwJ00cffYSxY8fi9OnT6N69O9544w1MnToV9evXx/LlyxEeHo7169frM1YiIiIioyj3KblLly5h3Lhx8PX1xYIFC+Dj44NDhw7h9OnTaNy4sT5jJCIiIjKqcvcwFRYWws7ODgBQp04d2NnZ4bPPPmOyRERERFVOuRMmAFi9ejXOnj1b0pCFBWrWrKmXoIzh3LlzaN68ueJhZ2eHjRs3GjssIiIiMgHlnoepY8eOOHnyJLKzs1GzZk1kZGTgzTffRNu2bREcHIyAgABYWprnrAXZ2dnw8/PD1atXYW9vr9VrOCcLkWnjPExE1YvJzMO0b98+ACWzQMfHxyMhIQHx8fFYuXIlHj58CCsrKzRq1Mgsb5myadMmdO3aVetkiYiIiKq2Cp2SA0ruB/bKK69g7ty52LlzJ+7fv49Lly5h1apVeO655/QRI4CSBK13797w9vaGRCJRe7ps4cKF8Pf3h62tLcLCwrB///5yrWvdunV4+eWXKxgxERERVRUGOWfm7+8Pf39/vPjii3prMycnByEhIRg+fDj69++vsnzt2rWIiYnBwoUL0a5dO3z33XeIiopCUlKSYj6osLAw5Ofnq7x2+/btigk2MzMzceDAAaxZs0ZvsRMREZF5M5tBRlFRUYiKiipz+bx58zBy5EiMGjUKADB//nxs27YNixYtQmxsLAAgPj5e43p+//13REZGwtbW9qn18vPzlZKvzMxMbTaDiMwUj3mi6q3Cp+RMQUFBAeLj49GjRw+l8h49euDgwYM6taXt6bjY2Fg4OzsrHnXr1tVpPURkXnjME1Vvek2YEhISUFBQoM8mtXL37l3I5XJ4eHgolXt4eCAtLU3rdjIyMnD06FFERkZqrDtlyhRkZGQoHtevX9c5biJNHjx4gM/nzUP7LpFo1bEb3pjwf0hNu23ssKolHvNE1ZteE6ZWrVrhypUr+mxSJxKJ8h3WhRAqZU/j7OyM27dvw9raWmNdGxsbODk5KT2I9Gn//v3w8fXHexMnIf7KXZy5mYHvvpyLOj5+mLlwlbHDq3Z4zBNVb3odw1TOKZ0qzM3NDVKpVKU3KT09XaXXicgcpKamouezvVDs4o/aQ9+D1KFkUlj5o0zc2/Ilpo8bidq+/hjZq52RIyUiqh6qxBgma2trhIWFIS4uTqk8Li4Obdu2NVJUROX37XffIa+gEG7Pv69IlgBAaucEtz4TIbGyxQefzIO82Dg/UoiIqhuzuUouOzsbFy9eVDxPSUlBYmIiXFxc4OPjg/Hjx2PIkCFo2bIl2rRpg8WLF+PatWt4/fXXjRg1Ufn8tnEzbBu0htTWQWWZhZUN7Bt3wN3kwziach9t6rsaIUIiourFbBKm48ePIyIiQvF8/PjxAIDo6GgsX74cL7/8Mu7du4eZM2ciNTUVwcHB2LJlC3x9fY0VMlG5PcrPh4WNW5nLJVZ2EPIipGflVWJUZGjyYjkS0hNwJ/cOaslqIdQ9FFILqbHDIiKYUcLUuXNnjWOkxowZgzFjxlRSRESG07R5KDZv/hOiWA7JE1+YQgg8ungENl4N4e749PnCyHzsuLoDs4/Oxu3c/66C9JB5YHL4ZHTz7WbEyIgIqCJjmIiqmg8nvgN59j083LdS5YdC5pFfUXjvOnw7PI9wfxcjRUj6tOPqDozfM14pWQKA9Nx0jN8zHjuu7jBSZERUymx6mIiqk9AWzfHae9Ox+NPpyEs5AVnjjpBYWCDn7AEUpJ6Dc9tXMG/cQEgttJ82g0yTvFiO2UdnQ0C1B11AQAIJ5hydg4i6ESqn5+TFAkdT7iM9Kw/ujrYI93fhe4LIQPSaME2bNg1ubmWPuyAi7X03dxr8GwVhzmfzkHHwZ0AANnWC0GjoLMx/bwR6BnsZO0TSg4T0BJWepccJCKTlpiEhPQGtPFspyrf+k4oZfyQhNeO/cWxezraY1juI7w0iA9B7wkRE+jN55It4b/gA9iJUYXdy7+hcb+s/qXhjVYJKn1RaRh7eWJWARYNDmTQR6RlPyRGZOKmFhFMHVGG1ZLV0qicvFpjxR5KaE3iAACABMOOPJHQP8mRiTaRHHPRNRGREoe6h8JB5QAL1yY0EEnjKPBHqHgoAOJpyX+k03JMEgNSMPBxNua+6TC5HzpGjyNj8J3KOHIWQy/WyDUTVAXuYiIiMSGohxeTwyRi/ZzwkkCgN/i5NoiaFT1IM+NZ27q0n62Vu347bn8Si6LFbSFl6esLj/Slw6tGjoptBVOUZrIfp+vXrGDFihKGaJyKqMrr5dsO8zvPgLnNXKveQeWBe53lK8zBpO/fW4/Uyt2/HzXExSskSABTdvo2b42KQuX17BaInqh4M1sN0//59rFixAkuXLjXUKoiIqoxuvt0QUTdC40zf4f4u8HK2RVpGntpxTBIAns62ijm6hFyO25/EAuom/hUCkEhw+5NYOHbtComUs4oTlaXcCdOmTZueuvzy5cvlbZqIqFqSWkiVpg5QX0eCab2D8MaqBEgApaSpdBTUtN5BigHfucfjVXqWlAiBorQ05B6Ph33r8ArFT1SVlTth6tevHyQSyVNvVyKR8AoNqh6KioqQlZUFR0dHWFpyaCAZVs9gLywaHKoyD5OnmnmYiu5oN22BunqGvLcdJ90kc1PuT3YvLy8sWLAA/fr1U7s8MTERYWFh5W2eyCxcvXoVsbGx+Omnn5CdnQ17e3sMGjQIU6ZMgZ+fn7HDoyqsZ7AXugd5akw6LGtpN23Bk/UMeW87TrpJ5qjcg77DwsKQkJBQ5nJNvU9E5u78+fMIDw/H77//jph33sGsr5fiucGv4bcNGxEeHo6zZ88aO0Sq4krn6OrbvDba1HdV20MjaxkGS09PoKwef4kElp6ekLX87weuIe9tVzrp5pNTI5ROurn1n9Ryt01kSOVOmN577z20bdu2zOUNGjTA7t27y9s8kcl77bXXULNmTXyxNg477DphyQ13HK7RFXavfIFs2GHAoGhjh0gEiVQKj/en/PvkiaTp3+ce709RDPjWdG87AJhzdA7kxbrP4aRp0k2gZNJNeXHFf2xzzinSt3InTB06dEDPnj3LXG5vb49OnTqVt3kik5acnIy9e/ei/6vjMWXLVaVfy1KZMxzaDcKZhKNYtH6XEaMkKuHUowdqfzkflh4eSuWWHh6o/eV8pXmYdLm3na4qMummLjK3b8fFrt1wLToatyZMwLXoaFzs2o3TJ1CFcHQqUTmcPn0aALA9w0Ptr2VbvxYAgHnrduK1fhEczEpG59SjBxy7di25au7OHVjWqgVZyzCVqQTKc287bZV30k1A+wHopXNOPTmNQumcU3giQSTSFhMmonKQyWQAgFu378Cqpuog1eK8LABARoEER1Pu815wZBIkUqnGqQN0vbedLsoz6Sag/QB0zjlFhsR7yRGVQ+fOnWFn74Dsk9vULs86uQ0SazvY+oZo/auayBToem87XZROullWf6sEJVfLlU66Ceg2AF2XOacqQl4scOjSPfyeeBOHLt3Ty5grMn1MmIjKwcHBAS8PG43Mo+uRlbAZQl4IABDyQmSd2ILMw7/CMfQ5WNjItP5VTWQKSu9tB0AlaVJ3bzvd2i6ZdLOkLWXqJt3UdQB6Reac0tbWf1LRfs4u/G/JYYxbk4j/LTmM9nN2GfXqPl0GuDPZKz+ekiMqp+++mI0tx84hPe5bPDzwM6xq1kbhg5sozs2AQ0gkanYYrPJrmcgclN7bTt1psEnhkyo0D5Muk27qMgC9lWercs85pa3SKRGeTDFKp0RYNDi00ueR0uWmypz/qmKYMBGVk7WVJVb8sBgj5/+O7H92Qp59DzZ1gmAf3AU2bj4AlH8tE5kTbe9tVx7aTrqp6wD00jmnim7fVj+OSSKBpYeH0pxT2tJ2SoTuQZ6VdszrMsDdFJM9XQm5XONFC4bEhImoAnoGe+GHmL6Y8UdDjb+WicyNNve2K3/bEo0XQ+g6AL10zqmb42JK5ph6PJFQM+eULjRNiQD8NyVCZVzkocsA92KJxVOTPQkqP9nTlS49aYbChImogrT9tUxEuikdgJ6em652HJMEEnjIPJQGoDv16AF8OV/1y9XDo0JfrmmZuTrUM3zCpMsA91Nu9bWe/8oUr+g1lakimDBRtXDnzh0cPXoUEokErVu3hqurfj8UtPm1TES6KR2APn7PeEggUUqanjYAXds5p3SRUXRNh3p1y70ebekywD3dprZWdU3xil5TmiqCV8lRlZaZmYlhw4ahdu3aeO6559CrVy/Url0bo0ePRk5OjrHDIyINSgegu8vclco9ZB6Y13lemQPQS+eccn6uF+xbh1f4y9St5kNILB8Cak9sAYCAxPIh3Go+rNB6tKXLAPfyzn9lCiprqghtsIeJqqy8vDxERkYiOTkZsz7+GA2f6YE7WY9wYtef+PHbL3DhwgVs27YNVlZWxg6ViJ7CkAPQteXh4A4bjx+Rd3Mw/hv5U6okibLx+AMeDu9WSjy6DHAPl1jAy9kWaRl5atM9CUrGXZriFb2VMVWEttjDRFXWTz/9hCNHjmDGotXYUBSKd/68gU/23cNfls/A55UZ2L17NzZs2GDsMIlIC6UD0J+t9yxaebaq1GQJKBlPVcfzLuxq/wSJZYbSMollBuxq/4S6nvfKNaFneehyU2Vd578yJYaeKkIXTJioylq2bBnC2kVg/kmhMuDxkVsgbOo0wadffWuk6IjInJSOp7JyOgOHBnNh57MYtt4/w85nMRwazIWV05lyT+hZXrrcVLl0/itPZ+XTbp7OtiY9pUBpT5pKUlhKIoGlp2e5porQFU/JUZV18+ZNFPi2gboTbgKAtUc9nLl4GvJiYZK/rIjItChN6Cm5rCj3lHlWeELP8tJlgLs5XtFryKkidMWEiaose2dX3L6VAvcylhfevQ7YOpvspbREZHpMYTzVk7S5qXIpc7yi11BTReiKCRNVWe2inseZOR+i4M5VWNfyVVqWn3oBeVcT4drrHZO8lJaITJchJ/Qk9QwxVYSuOIaJqqyXBw6BlWtd3F47Fdmnd6C4IA/F+bnIStyK9HUfwtqzIewDO5rkpbRERKRM31NF6Io9TFRldWpSF81e+wxJ6z7FvS3zcW/L/H+XSCALaAPXqLfh7epokpfSEhGRaWHCRFWW1EKCWf9rhzfkdih8cAt5N5IBCWBbNxhWziVXlZjqpbRERGRamDBRlVZ6Ke2MP2yRWtNbUc6b4xIRkS6YMJFJuHPnDn799Vfcvn0bdevWxYsvvggnJye9tG2Ol9ISEZFpYcJERiWEwPTp0zF79mwUCwFHZxdkPriLcePGYfbs2Xjrrbf0sh5zvJSWiIhMBxMmMqrY2FjMnDkTtSMGQdK0F6R2TpBl3UVR/HqMHTsWDg4OGDZsmLHDJCKiao7TCpDRZGVlYdYnsXBq9Twsw/8HqV3JKThLRzfYdnoVssAOmDT1/yCXy40cKRERVXdMmMhotmz5C49ysuHYsrfqQokETi37IP3WDRw4eKjygyMiInpMtUyYnn/+edSsWRMDBgzQaRnpV8LFGwAkkDqqv8u01KnkpiZHz12vxKiIiIhUVcuE6e2338bKlSt1Xkb6Ze9WG4BAwa2zapfn30wGANi5eqtdTkREVFmqZcIUEREBR0dHnZeRfnXt0gWWNbzwcP8qCHmh0rLigkfIOLQWNnWCENos2EgREhERlTC5hGnfvn3o3bs3vL29IZFIsHHjRpU6CxcuhL+/P2xtbREWFob9+/dXfqBUYc/Ud0PDF95B3vUzSFs1ETlJe5CfdhFZJ7chdcU7KHqYhoB+b/PWJUREZHQmN61ATk4OQkJCMHz4cPTv319l+dq1axETE4OFCxeiXbt2+O677xAVFYWkpCT4+PgAAMLCwpCfn6/y2u3bt8Pbm6d3TIXUQoJ57wzG8Hzg4f4fcfePz/5dIoFd/ZZw7zcZc0f34QSTRERkdCaXMEVFRSEqKqrM5fPmzcPIkSMxatQoAMD8+fOxbds2LFq0CLGxsQCA+Ph4g8eZn5+vlJRlZmYafJ1VUc9gLyybPBgzmoTi+vXrkOdmwNLBFXVqe/HWJWRSeMwTVW8mlzA9TUFBAeLj4zF58mSl8h49euDgwYOVGktsbCxmzJhRqeusqnjrEjIHPOaJqjeTG8P0NHfv3oVcLoeHh4dSuYeHB9LS0rRuJzIyEi+++CK2bNmCOnXq4NixY1ote9yUKVOQkZGheFy/XrUvfb906RLee+89tG/fHp07d8bHH3+M27dv66390luX9G1eG23quzJZIpNT3Y55IlJmVj1MpSQS5S9TIYRK2dNs27atXMseZ2NjAxsbG63Xac5WrFiBkSNHwtnZGS3bd0FWTi4+mvUx5syZg02bNqFz587GDpHI4KrTMU9EqswqYXJzc4NUKlXpTUpPT1fpdSL9OH78OEaMGIHu/V7Gg5DBOJcrAAC1mgxB5p9z0at3H6Rcugh3d3cjR0pERGQ4ZnVKztraGmFhYYiLi1Mqj4uLQ9u2bY0UVdX25Zdfwt27Ls7WfwW3/02WAEBq5wjnXu/hUV4+Jn0y33gBEhERVQKTS5iys7ORmJiIxMREAEBKSgoSExNx7do1AMD48ePx/fffY+nSpUhOTsY777yDa9eu4fXXXzdi1FVXXFwcpA3aARZSlWUWdk6w8w/F+j+2Ql4s1LyaiIioajC5U3LHjx9HRESE4vn48eMBANHR0Vi+fDlefvll3Lt3DzNnzkRqaiqCg4OxZcsW+Pr6GivkKi2/oAh5RRLUKKuC1Ar5edk4mnIfbeq7VmJkRERElcfkEqbOnTtDiKf3VowZMwZjxoyppIiqt4ZNQ5F49hCc276iMrC+uCAPj1IS4Ng8CulZeUaKkIiIyPBM7pQcmZZBI0ajMP0yMg//opTIimI57sctgijMh0PznnB3tDVilERERIZlcj1MZFreGvICPl05BDd3rUTO2f2QNWwDIS9ATtI+yLPuwq3XO/Dx9eP93oiIqEpjwkRPJbWQ4Psv52DYrEbITNiMrBNbILGwgK1fKJxa9oaNR31M6x3EiSaJiKhKY8JEGvUM9sLyD0Zgxh/PIDXjv7FKXs62vN8bERFVC0yYqpBTp07h559/xv379+Hn54fo6Gh4e3vrpW3e742IiKozDvquAvLz8zFw4ECEhITg28XfY+f+w5j50Sz4+Phg9uzZelsP7/dGRETVFXuYqoC33noLv/62HvX6v4ci/3YoklqiVn4O5Cc2YMqUKahVqxZGjhxp7DCJiIjMFnuYzNyNGzewdOlSOHYYCnmDTpBIS3JgCxt7WD8zGLLADvhg+kcoLi42cqRERETmiwmTmfv9900QkMC+aXeVZQKAY/MopN24ioQTiZUeGxERUVXBhMnMnb1xB7C0gYWNTO1yC/saAIDjF1MrMSoiIqKqhQmTmavh7Q9RkIv81PNql+ddSQQspLBzq125gREREVUhTJjMXGRkT0id3PFgzzIUF+YrLSvKvIPMI79BFtAWAX51jRQhERGR+eNVcpUsPT0dp0+fhrW1NVq1agVb24rdg61Ng1po9PJkJC+bgtTl4+DYIgqWNTxRcOs8shL/gsTKFoF93+StS4iIiCqACVMluXv3LmJiYrBu3ToUFhYCANzc3PD222/j/fffh1QqLVe7UgsJPn/7FYwotETGwTV4sOsHQBRDYm0Hh+AucG7zCj4e3JFzJhEREVUAE6ZKkJGRgc6dOyM9PR2xs2ejbkh73LzzAIe2rsf06dNx7do1LFmypNzt9wz2wtJ3B2BGQBBu3nmI4oJcSO0c4e3iyFuXEBER6QETpkrw9ddf4/Lly/hyzVYsPVOI1Lg7JQs8+8C3rz2+//4LjB49Gi1btiz3OnjrEiIiIsPhoO9K8MMPP6BjVD98cjBL6ea1AFDcoDOkTrUw/bNvKrwe3rqEiIjIMJgwVYJr167hvNwdQt1CCymsPerjQGIy5MVqaxAREZGRMWGqBM41XXH31lW1y4QQKLp/E4VWjjiacr+SIyMiIiJtMGGqBB2inkfO6Z2Q52aoLMu7fByF967DPqgz0rPy1LyaiIiIjI0JUyUYMfotQCrF7Z+n4NGl4xCiGMUFj5B1YgvubJoLW9/msPULgbtjxeZkIiIiIsPgVXKV4Lm2wWj66udI/vkTpP86HbCwBEQxAEDWuAPcIt+Cdw0ZJ5ckIiIyUUyYKoHUQoLZI6PwurU7ClLPIz/tAmBhCbt6obBycgcATOsdxKvaiIiITBQTpkrSM9gL3w4Jw4w/7JDq3UhR7ulsy8kliYiITBwTpkrEySWJiIjMExOmSlY6uSQRERGZD14lR0RERKQBEyYiIiIiDZgwEREREWnAhImIiIhIAyZMRERERBowYSIiIiLSgAkTERERkQZMmIiIiIg0YMJEREREpAETJiIiIiINmDARERERacCEiYiIiEgDJkxEREREGjBhIiIiItKgWiZMzz//PGrWrIkBAwaoLLO0tETz5s3RvHlzjBo1ygjRERERkamxNHYAxvD2229jxIgRWLFihcqyGjVqIDExsfKDIiIiIpNVLXuYIiIi4OjoaOwwiIiIyEyYXMK0b98+9O7dG97e3pBIJNi4caNKnYULF8Lf3x+2trYICwvD/v379bb+zMxMhIWFoX379ti7d6/e2iUiIiLzZXKn5HJychASEoLhw4ejf//+KsvXrl2LmJgYLFy4EO3atcN3332HqKgoJCUlwcfHBwAQFhaG/Px8lddu374d3t7eT13/lStX4O3tjX/++Qe9evXC6dOn4eTkpFIvPz9faR0ZGRkAShIuIjI9pcemEKJcr+cxT2ReKnrMqxAmDIDYsGGDUll4eLh4/fXXlcoCAwPF5MmTdWp79+7don///k+t07NnT3Hs2DG1y6ZNmyYA8MEHH2b2uH79uk6fFTzm+eDDvB/lPeafZHI9TE9TUFCA+Ph4TJ48Wam8R48eOHjwYIXbf/DgAWQyGWxsbHDjxg0kJSWhXr16autOmTIF48ePVzwvLi7G/fv34erqColEUuFYzE1mZibq1q2L69evq+2RI9NQnfeTEAJZWVkae5nLUhWO+eqw/7mNVUdFt7Oix/yTzCphunv3LuRyOTw8PJTKPTw8kJaWpnU7kZGRSEhIQE5ODurUqYMNGzagVatWSE5OxujRo2FhYQGJRIIvv/wSLi4uatuwsbGBjY2NUlmNGjV03qaqxsnJqUofwFVFdd1Pzs7O5X5tVTrmq8P+5zZWHRXZzooc808yq4Sp1JO/5oQQOv3C27Ztm9rytm3b4vTp0xWKjYiIiKoek7tK7mnc3NwglUpVepPS09NVep2IiIiI9MWsEiZra2uEhYUhLi5OqTwuLg5t27Y1UlQElJyumDZtmsopCzIt3E/VW3XY/9zGqsPUtlMihL6ut9OP7OxsXLx4EQDQokULzJs3DxEREXBxcYGPjw/Wrl2LIUOG4Ntvv0WbNm2wePFiLFmyBGfOnIGvr6+RoyciIqKqyOQSpj179iAiIkKlPDo6GsuXLwdQMnHl3LlzkZqaiuDgYHzxxRfo2LFjJUdKRERE1YXJJUxEREREpsasxjARERERGQMTJiIiIiINmDARERERacCEiYwiNzcXvr6+mDBhgrFDITWuX7+Ozp07IygoCM2aNcMvv/xi7JDIBKWkpCAiIgJBQUFo2rQpcnJyjB2S3lWHbQSqx3ZWdBs56JuMYurUqbhw4QJ8fHzw2WefGTscekJqaipu376N5s2bIz09HaGhoTh37hzs7e2NHRqZkE6dOmHWrFno0KED7t+/DycnJ1hamuUNJMpUHbYRqB7bWdFtZA8TVboLFy7g7NmzePbZZ40dCpXBy8sLzZs3BwC4u7vDxcUF9+/fN25QZFLOnDkDKysrdOjQAQDg4uJS5b5gq8M2AtVjO/WxjUyYSMm+ffvQu3dveHt7QyKRYOPGjSp1Fi5cCH9/f9ja2iIsLAz79+/XaR0TJkxAbGysniKunipjP5U6fvw4iouLUbdu3QpGTdqIjY1Fq1at4OjoCHd3d/Tr1w/nzp3T6zq0ef8AT38PXbhwAQ4ODujTpw9CQ0PxySeflCuW2NhYSCQSxMTElOv1ZTGVbbx58yYGDx4MV1dXyGQyNG/eHPHx8eXdLBXG3s6ioiJ88MEH8Pf3h52dHerVq4eZM2eiuLi4opumYOxtLMWEiZTk5OQgJCQE33zzjdrla9euRUxMDKZOnYoTJ06gQ4cOiIqKwrVr1xR1wsLCEBwcrPK4desWfv/9dwQEBCAgIKCyNqlKMvR+KnXv3j0MHToUixcvNvg2UYm9e/fizTffxOHDhxEXF4eioiL06NGjzPEWBw4cQGFhoUr52bNnVe67WUrT+wfQ/B4qLCzE/v37sWDBAhw6dAhxcXEqt63S5NixY1i8eDGaNWv21Hrmuo0PHjxAu3btYGVlhb/++gtJSUn4/PPPUaNGjSqznXPmzMG3336Lb775BsnJyZg7dy4+/fRTfP3111VmGxUEURkAiA0bNiiVhYeHi9dff12pLDAwUEyePFmrNidPnizq1KkjfH19haurq3BychIzZszQV8jVkiH2kxBC5OXliQ4dOoiVK1fqI0wqp/T0dAFA7N27V2WZXC4XISEhYsCAAaKoqEhRfu7cOeHp6SnmzJmjsX117x8hNL+HDh48KCIjIxXL5s6dK+bOnavtZomsrCzRsGFDERcXJzp16iTGjRuntp45b+OkSZNE+/bttaprrtvZq1cvMWLECKWyF154QQwePFilrrluYyn2MJHWCgoKEB8fjx49eiiV9+jRAwcPHtSqjdjYWFy/fh1XrlzBZ599hldffRUffvihIcKttvSxn4QQGDZsGLp06YIhQ4YYIkzSUkZGBoCSMRdPsrCwwJYtW3DixAkMHToUxcXFuHTpErp06YI+ffpg4sSJ5VqnNu+hVq1a4fbt23jw4AGKi4uxb98+NG7cWOt1vPnmm+jVqxe6dev21HrmvI2bNm1Cy5Yt8eKLL8Ld3R0tWrTAkiVLqtR2tm/fHjt37sT58+cBACdPnsTff/+tdoyquW5jqao1qosM6u7du5DL5fDw8FAq9/DwKLMrlSqfPvbTgQMHsHbtWjRr1kwxXuDHH39E06ZN9R0uPYUQAuPHj0f79u0RHBysto63tzd27dqFjh07YuDAgTh06BC6du2Kb7/9ttzr1eY9ZGlpiU8++QQdO3aEEAI9evTAc889p1X7a9asQUJCAo4dO6ZVfXPcRgC4fPkyFi1ahPHjx+P999/H0aNH8fbbb8PGxgZDhw6tEts5adIkZGRkIDAwEFKpFHK5HB9//DH+97//qa1vjttYigkT6UwikSg9F0KolGlj2LBheoqI1KnIfmrfvr1eB21S+bz11ls4deoU/v7776fW8/HxwcqVK9GpUyfUq1cPP/zwQ7mOySdpeg9FRUUhKipKpzavX7+OcePGYfv27bC1tdX6dea0jaWKi4vRsmVLxQDjFi1a4MyZM1i0aJHahAkwv+1cu3YtVq1ahdWrV6NJkyZITExETEwMvL29ER0drfY15raNpXhKjrTm5uYGqVSq0kuRnp6uktmT8XA/VQ1jx47Fpk2bsHv3btSpU+epdW/fvo3XXnsNvXv3Rm5uLt55550KrduQ76H4+Hikp6cjLCwMlpaWsLS0xN69e/HVV1/B0tIScrlc7evMaRtLeXl5ISgoSKmscePGShdfPMnctvO9997D5MmT8corr6Bp06YYMmQI3nnnnadeCW1u21iKCRNpzdraGmFhYSpXFsTFxaFt27ZGioqexP1k3oQQeOutt7B+/Xrs2rUL/v7+T61/9+5ddO3aFY0bN1a8Zt26dRWaRd+Q76GuXbvi9OnTSExMVDxatmyJQYMGITExEVKpVOU15raNpdq1a6cyJcT58+fh6+urtr45bmdubi4sLJRTCalUWmYPtTluo4JOQ8SpysvKyhInTpwQJ06cEADEvHnzxIkTJ8TVq1eFEEKsWbNGWFlZiR9++EEkJSWJmJgYYW9vL65cuWLkyKsX7qeq64033hDOzs5iz549IjU1VfHIzc1VqSuXy0VYWJh49tlnRX5+vqL81KlTwtXVVcybN0/tOjS9f4So3PeQpqvkzHUbjx49KiwtLcXHH38sLly4IH766Schk8nEqlWrqsx2RkdHi9q1a4vNmzeLlJQUsX79euHm5iYmTpxYZbaxFBMmUrJ7924BQOURHR2tqLNgwQLh6+srrK2tRWhoqNrLncmwuJ+qLnX7FYBYtmyZ2vrbt28Xjx49Uik/ceKEuHbtmtrXaPP+EaLy3kNPS5iEMO9t/OOPP0RwcLCwsbERgYGBYvHixWXWNcftzMzMFOPGjRM+Pj7C1tZW1KtXT0ydOlUpIXqcOW5jKd5LjoiIiEgDjmEiIiIi0oAJExEREZEGTJiIiIiINGDCRERERKQBEyYiIiIiDZgwEREREWnAhImIiIhIAyZMRERERBowYSIiIiLSgAkTmTQ/Pz/Mnz/fYO1LJBJs3LjRYO3ry/Tp09G8eXNjh0FEjzGXzw/SDyZMpHfDhg2DRCLB7Nmzlco3btwIiUSiU1vHjh3Da6+9ps/wlKSmpiIqKkrr+suXL0eNGjUMFk9ZJkyYgJ07dyqeDxs2DP369av0OIgqW3p6OkaPHg0fHx/Y2NjA09MTkZGROHTokLFDo2rG0tgBUNVka2uLOXPmYPTo0ahZs2a526lVq5Yeo1Ll6elp0Pb1xcHBAQ4ODsYOg6jS9e/fH4WFhVixYgXq1auH27dvY+fOnbh//76xQ6Nqhj1MZBDdunWDp6cnYmNjn1rvt99+Q5MmTWBjYwM/Pz98/vnnSsufPCU3ffp0xS9Nb29vvP3224plBQUFmDhxImrXrg17e3u0bt0ae/bseer6H+9Sv3LlCiQSCdavX4+IiAjIZDKEhIQofsnu2bMHw4cPR0ZGBiQSCSQSCaZPn67Vukt7prZt24bGjRvDwcEBPXv2RGpqqqLOnj17EB4eDnt7e9SoUQPt2rXD1atXFdtdekpu+vTpWLFiBX7//XdFHHv27EGXLl3w1ltvKW3fvXv3YGNjg127dj3170Bkih4+fIi///4bc+bMQUREBHx9fREeHo4pU6agV69eAIB58+ahadOmsLe3R926dTFmzBhkZ2cr2ig99jZv3oxGjRpBJpNhwIAByMnJwYoVK+Dn54eaNWti7NixkMvlitf5+fnho48+wsCBA+Hg4ABvb298/fXXT4335s2bePnll1GzZk24urqib9++uHLlimL5045xMgOCSM+io6NF3759xfr164Wtra24fv26EEKIDRs2iMffcsePHxcWFhZi5syZ4ty5c2LZsmXCzs5OLFu2TFHH19dXfPHFF0IIIX755Rfh5OQktmzZIq5evSqOHDkiFi9erKg7cOBA0bZtW7Fv3z5x8eJF8emnnwobGxtx/vz5MmMFIDZs2CCEECIlJUUAEIGBgWLz5s3i3LlzYsCAAcLX11cUFhaK/Px8MX/+fOHk5CRSU1NFamqqyMrK0mrdy5YtE1ZWVqJbt27i2LFjIj4+XjRu3FgMHDhQCCFEYWGhcHZ2FhMmTBAXL14USUlJYvny5eLq1atCCCGmTZsmQkJChBBCZGVliZdeekn07NlTEUd+fr746aefRM2aNUVeXp5i+7788kvh5+cniouLy7EniYyrsLBQODg4iJiYGKX39eO++OILsWvXLnH58mWxc+dO0ahRI/HGG28olpcee927dxcJCQli7969wtXVVfTo0UO89NJL4syZM+KPP/4Q1tbWYs2aNYrX+fr6CkdHRxEbGyvOnTsnvvrqKyGVSsX27dsVdR7//MjJyRENGzYUI0aMEKdOnRJJSUli4MCBolGjRiI/P1/jMU6mjwkT6V1pwiSEEM8884wYMWKEEEI1YRo4cKDo3r270mvfe+89ERQUpHj+eML0+eefi4CAAFFQUKCyzosXLwqJRCJu3rypVN61a1cxZcqUMmNVlzB9//33iuVnzpwRAERycrIQouTD19nZWed1L1u2TAAQFy9eVCxfsGCB8PDwEEIIce/ePQFA7NmzR22cjydMQij/jUvl5eUJFxcXsXbtWkVZ8+bNxfTp08vcfiJT9+uvv4qaNWsKW1tb0bZtWzFlyhRx8uTJMuuvW7dOuLq6Kp6rO/ZGjx4tZDKZ4gePEEJERkaK0aNHK577+vqKnj17KrX98ssvi6ioKMXzxz8/fvjhB9GoUSOlHyf5+fnCzs5ObNu2TeMxTqaPp+TIoObMmYMVK1YgKSlJZVlycjLatWunVNauXTtcuHBBqWu81IsvvohHjx6hXr16ePXVV7FhwwYUFRUBABISEiCEQEBAgGK8j4ODA/bu3YtLly7pFHOzZs0U//fy8gJQMvC0LNquWyaToX79+kptl7br4uKCYcOGITIyEr1798aXX36pdLpOGzY2Nhg8eDCWLl0KAEhMTMTJkycxbNgwndohMiX9+/fHrVu3sGnTJkRGRmLPnj0IDQ3F8uXLAQC7d+9G9+7dUbt2bTg6OmLo0KG4d+8ecnJyFG08eex5eHjAz89PaVygh4eHynHepk0blefJyclq44yPj8fFixfh6Oio+AxwcXFBXl4eLl26pJdjnIyLCRMZVMeOHREZGYn3339fZZkQQuWqOSFEmW3VrVsX586dw4IFC2BnZ4cxY8agY8eOKCwsRHFxMaRSKeLj45GYmKh4JCcn48svv9QpZisrK8X/S+MrLi4us76263683dK2H9/eZcuW4dChQ2jbti3Wrl2LgIAAHD58WKfYR40ahbi4ONy4cQNLly5F165d4evrq1MbRKbG1tYW3bt3x4cffoiDBw9i2LBhmDZtGq5evYpnn30WwcHB+O233xAfH48FCxYAAAoLCxWvV3fsqSt72nH+eD11iouLERYWpvQZkJiYiPPnz2PgwIEA9HOMk/HwKjkyuNmzZ6N58+YICAhQKg8KCsLff/+tVHbw4EEEBARAKpWqbcvOzg59+vRBnz598OabbyIwMBCnT59GixYtIJfLkZ6ejg4dOhhsW6ytrVV6v/S57hYtWqBFixaYMmUK2rRpg9WrV+OZZ57RKg4AaNq0KVq2bIklS5Zg9erVGgepEpmjoKAgbNy4EcePH0dRURE+//xzWFiU/P5ft26d3tbzZDJz+PBhBAYGqq0bGhqKtWvXwt3dHU5OTmW2qe0xTqaHPUxkcE2bNsWgQYNUvrzfffdd7Ny5Ex999BHOnz+PFStW4JtvvsGECRPUtrN8+XL88MMP+Oeff3D58mX8+OOPsLOzg6+vLwICAjBo0CAMHToU69evR0pKCo4dO4Y5c+Zgy5YtetsWPz8/ZGdnY+fOnbh79y5yc3P1su6UlBRMmTIFhw4dwtWrV7F9+3acP38ejRs3LjOOU6dO4dy5c7h7967Sr+lRo0Zh9uzZkMvleP755/Wy3UTGcO/ePXTp0gWrVq3CqVOnkJKSgl9++QVz585F3759Ub9+fRQVFeHrr79WfCZ8++23elv/gQMHMHfuXJw/fx4LFizAL7/8gnHjxqmtO2jQILi5uaFv377Yv38/UlJSsHfvXowbNw43btzQ+RgnE2TUEVRUJakbkHzlyhVhY2MjnnzL/frrryIoKEhYWVkJHx8f8emnnyotf3zQ94YNG0Tr1q2Fk5OTsLe3F88884zYsWOHom5BQYH48MMPhZ+fn7CyshKenp7i+eefF6dOnSozVqgZ9H3ixAnF8gcPHggAYvfu3Yqy119/Xbi6ugoAYtq0aVqtW91g8ccHwaelpYl+/foJLy8vYW1tLXx9fcWHH34o5HK5EEJ10Hd6erro3r27cHBwUIkvKytLyGQyMWbMmDK3m8gc5OXlicmTJ4vQ0FDh7OwsZDKZaNSokfjggw9Ebm6uEEKIefPmCS8vL2FnZyciIyPFypUrBQDx4MEDIYT6Y+/J40kI1c8tX19fMWPGDPHSSy8JmUwmPDw8xPz585Ve8/jnhxBCpKamiqFDhwo3NzdhY2Mj6tWrJ1599VWRkZGh8Rgn0ycR4imDRojI7Fy/fh1+fn44duwYQkNDjR0OkVny8/NDTEwMYmJijB0KmQiOYSKqIgoLC5GamorJkyfjmWeeYbJERKRHHMNEVEUcOHAAvr6+iI+P1+s4DiIiAnhKjoiIiEgD9jARERERacCEiYiIiEgDJkxEREREGjBhIiIiItKACRMRERGRBkyYiIiIiDRgwkRERESkARMmIiIiIg3+H/xnahf6QakxAAAAAElFTkSuQmCC", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "colors = [\n", - " \"#ff7f0e\",\n", - " \"#2ca02c\",\n", - " \"#1f77b4\",\n", - " \"#d62728\",\n", - " \"#9467bd\",\n", - " \"#8c564b\",\n", - " \"#e377c2\",\n", - " \"#7f7f7f\",\n", - " \"#bcbd22\",\n", - " \"#17becf\",\n", - "]\n", - "\n", "fig, ax = plt.subplots(1, 2, figsize=(6, 3))\n", "\n", "plt.subplot(1, 2, 1)\n", @@ -1423,6 +1800,7 @@ }, { "cell_type": "markdown", + "id": "bbf17245", "metadata": {}, "source": [ "### Swift Hohenberg \n", @@ -1435,19 +1813,17 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, + "id": "307fd16e", "metadata": {}, "outputs": [], "source": [ "nx = 256\n", "N = nx\n", "L = 2 * np.pi * 32\n", - "t1 = 10\n", - "if __name__ == \"testing\":\n", - " t1 = 1e0\n", - " nx = 64\n", + "t1 = 5\n", "t3 = 0\n", - "dt = 0.01\n", + "dt = 0.02\n", "\n", "nt = int((t1 - t3) / dt)\n", "\n", @@ -1460,6 +1836,7 @@ }, { "cell_type": "markdown", + "id": "8497e082", "metadata": {}, "source": [ "Randomly generate a relationship between the normal-form parameters $(r, b_3, b_5)$ and an experimental control parameter $\\varepsilon$" @@ -1467,22 +1844,10 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, + "id": "32190829", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "np.random.seed(66)\n", "order = 3\n", @@ -1521,72 +1886,183 @@ "epsilons = np.arange(0, 3, 0.1)\n", "inds = np.intersect1d(\n", " np.where(r_func(epsilons) < 0)[0], np.where(b3_func(epsilons) > 0)[0]\n", - ")\n", - "plt.plot(epsilons, r_func(epsilons))\n", - "plt.plot(epsilons, b3_func(epsilons))\n", - "plt.plot(epsilons, b5_func(epsilons))\n", - "plt.xlabel(r\"$\\varepsilon$\")\n", - "plt.ylabel(\"Normal form\\n parameters\")\n", - "plt.show()" + ")" + ] + }, + { + "cell_type": "markdown", + "id": "f85619f3", + "metadata": {}, + "source": [ + "Generate the high-$\\varepsilon$ and low-$\\varepsilon$ training and testing data" ] }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "scrolled": true - }, + "execution_count": 29, + "id": "1484aade", + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0\n", - "1.0\n", - "2.0\n", "1.0\r" ] } ], "source": [ - "num_trajectories = 3\n", - "np.random.seed(1)\n", + "num_trajectories = 5\n", + "np.random.seed(100)\n", "epsilons_train = 1 + 2 * (np.random.random(size=num_trajectories))\n", "rs = r_func(epsilons_train)\n", "b3s = b3_func(epsilons_train)\n", "b5s = b5_func(epsilons_train)\n", "k = 2\n", "\n", - "np.random.seed(10)\n", + "xs_train = []\n", + "xs_test = []\n", + "for i in range(len(rs)):\n", + " u0 = utils.get_sh_ic(1.0, spatial_grid)\n", + " us = utils.get_sh_trajectory(u0, rs[i], b3s[i], b5s[i], t1, dt, spatial_grid)\n", + " xs_train = xs_train + [us]\n", + "for i in range(len(rs)):\n", + " u0 = utils.get_sh_ic(1.0, spatial_grid)\n", + " us = utils.get_sh_trajectory(u0, rs[i], b3s[i], b5s[i], t1, dt, spatial_grid)\n", + " xs_test = xs_test + [us]\n", + "\n", + "num_trajectories = 5\n", + "np.random.seed(100)\n", + "epsilons_train2 = -1 + 2 * (np.random.random(size=num_trajectories))\n", + "trajectories = 100\n", + "rs = r_func(epsilons_train2)\n", + "b3s = b3_func(epsilons_train2)\n", + "b5s = b5_func(epsilons_train2)\n", + "k = 2\n", "\n", - "xs = []\n", + "xs_train2 = []\n", + "xs_test2 = []\n", + "seeds = np.arange(num_trajectories)\n", + "for i in range(len(rs)):\n", + " np.random.seed(seeds[i])\n", + " u0 = utils.get_sh_ic(1.0, spatial_grid)\n", + " us = utils.get_sh_trajectory(u0, rs[i], b3s[i], b5s[i], t1, dt, spatial_grid)\n", + " xs_train2 = xs_train2 + [us]\n", "for i in range(len(rs)):\n", - " print(i)\n", + " np.random.seed(seeds[i])\n", " u0 = utils.get_sh_ic(1.0, spatial_grid)\n", " us = utils.get_sh_trajectory(u0, rs[i], b3s[i], b5s[i], t1, dt, spatial_grid)\n", - " xs = xs + [us]" + " xs_test2 = xs_test2 + [us]" ] }, { "cell_type": "markdown", + "id": "7089abcc", + "metadata": {}, + "source": [ + "Fit the high-$\\varepsilon$ data with weak SINDyCP with noise intensity $\\sigma=0.05$ and $\\sigma=0.01$" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "6f54bf6b", "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "Fit the data with weak SINDyCP" + "noise_scale = 0.05\n", + "np.random.seed(1)\n", + "xs_train_noisy = [\n", + " xs_train[i] + noise_scale * np.random.normal(size=xs_train[i].shape)\n", + " for i in range(len(xs_train))\n", + "]\n", + "xs_test_noisy = [\n", + " xs_test[i] + noise_scale * np.random.normal(size=xs_test[i].shape)\n", + " for i in range(len(xs_test))\n", + "]\n", + "\n", + "noise_scale = 0.01\n", + "np.random.seed(1)\n", + "xs_train_noisy2 = [\n", + " xs_train[i] + noise_scale * np.random.normal(size=xs_train[i].shape)\n", + " for i in range(len(xs_train))\n", + "]\n", + "xs_test_noisy2 = [\n", + " xs_test[i] + noise_scale * np.random.normal(size=xs_test[i].shape)\n", + " for i in range(len(xs_test))\n", + "]\n", + "\n", + "fig, ax = plt.subplots(2, 5, figsize=(12, 5))\n", + "for i in range(len(xs_train)):\n", + " plt.subplot(2, 5, i + 1)\n", + " plt.imshow(\n", + " ps.FiniteDifference(d=1, axis=1)._differentiate(xs_train_noisy[i], t=dt),\n", + " aspect=xs_train[0].shape[1] / xs_train[0].shape[0],\n", + " cmap=\"seismic\",\n", + " )\n", + " plt.gca().set_yticks([0, 64, 128, 192, 256])\n", + " plt.gca().set_yticklabels([])\n", + " if i == 0:\n", + " plt.ylabel(r\"$x/2\\pi$\")\n", + " plt.gca().set_yticklabels([0, 8, 16, 24, 32])\n", + " plt.gca().set_xticks([0, 50, 100, 150, 200, 250])\n", + " plt.gca().set_xticklabels([])\n", + " plt.title(r\"$\\varepsilon=%.3f$\" % (epsilons_train[i]))\n", + " plt.clim(-2, 2)\n", + "for i in range(len(xs_train)):\n", + " plt.subplot(2, 5, i + 6)\n", + " plt.imshow(\n", + " ps.FiniteDifference(d=1, axis=1)._differentiate(xs_train_noisy2[i], t=dt),\n", + " aspect=xs_train[0].shape[1] / xs_train[0].shape[0],\n", + " cmap=\"seismic\",\n", + " )\n", + " plt.gca().set_yticks([0, 64, 128, 192, 256])\n", + " plt.gca().set_yticklabels([])\n", + " if i == 0:\n", + " plt.ylabel(r\"$x/2\\pi$\")\n", + " plt.gca().set_yticklabels([0, 8, 16, 24, 32])\n", + " plt.gca().set_xticks([0, 50, 100, 150, 200, 250])\n", + " plt.gca().set_xticklabels([0, 1, 2, 3, 4, 5])\n", + " plt.xlabel(\"$t$\")\n", + " plt.clim(-2, 2)\n", + "\n", + "plt.tight_layout()\n", + "cb = plt.colorbar(ax=ax[:][:], fraction=0.015)\n", + "cb.set_label(r\"$\\dot{u}$\", rotation=\"horizontal\", loc=\"top\")\n", + "plt.savefig(\"figs5.pdf\")\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 31, + "id": "643280a2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(u)' = -1.686 1 u + 1.720 1 uuu + -0.647 1 uuuuu + -0.015 1 u_1 + -2.047 1 u_11 + -0.014 1 u_111 + -1.042 1 u_1111 + -0.081 epsilon u + -0.201 epsilon uuu + -0.220 epsilon uuuuu + 0.024 epsilon u_1 + 0.046 epsilon u_11 + 0.011 epsilon u_111 + -0.061 epsilon^2 uuu + 0.052 epsilon^2 uuuuu + -0.008 epsilon^2 u_1 + -0.010 epsilon^2 u_11 + -0.003 epsilon^2 u_111 + 0.017 epsilon^2 u_1111\n", - "3.4396703240000193\n", - "['1 u', '1 uuu', '1 uuuuu', '1 u_1', '1 u_11', '1 u_111', '1 u_1111', 'epsilon u', 'epsilon uuu', 'epsilon uuuuu', 'epsilon u_1', 'epsilon u_11', 'epsilon u_111', 'epsilon u_1111', 'epsilon^2 u', 'epsilon^2 uuu', 'epsilon^2 uuuuu', 'epsilon^2 u_1', 'epsilon^2 u_11', 'epsilon^2 u_111', 'epsilon^2 u_1111']\n", - "0.9999997278915306\n" + "(u)' = -1.627 1 u + 1.128 1 uuu + 0.112 1 uuuuu + -1.702 1 u_11 + -0.880 1 u_1111 + -0.155 epsilon u + 0.547 epsilon uuu + -1.183 epsilon uuuuu + -0.354 epsilon u_11 + -0.126 epsilon u_1111 + 0.019 epsilon^2 u + -0.275 epsilon^2 uuu + 0.357 epsilon^2 uuuuu + 0.107 epsilon^2 u_11 + 0.047 epsilon^2 u_1111\n", + "3.0474350238218904\n", + "['1 u', '1 uuu', '1 uuuuu', '1 u_11', '1 u_1111', 'epsilon u', 'epsilon uuu', 'epsilon uuuuu', 'epsilon u_11', 'epsilon u_1111', 'epsilon^2 u', 'epsilon^2 uuu', 'epsilon^2 uuuuu', 'epsilon^2 u_11', 'epsilon^2 u_1111']\n", + "0.9977299067120186\n", + "\n", + "(u)' = -1.680 1 u + 1.702 1 uuu + -0.684 1 uuuuu + -1.940 1 u_11 + -0.975 1 u_1111 + -0.086 epsilon u + -0.201 epsilon uuu + -0.125 epsilon uuuuu + -0.072 epsilon u_11 + -0.025 epsilon u_1111 + -0.047 epsilon^2 uuu + 0.022 epsilon^2 u_11 + 0.010 epsilon^2 u_1111\n", + "7.378116580192\n", + "['1 u', '1 uuu', '1 uuuuu', '1 u_11', '1 u_1111', 'epsilon u', 'epsilon uuu', 'epsilon uuuuu', 'epsilon u_11', 'epsilon u_1111', 'epsilon^2 u', 'epsilon^2 uuu', 'epsilon^2 uuuuu', 'epsilon^2 u_11', 'epsilon^2 u_1111']\n", + "0.9999084460644367\n" ] } ], @@ -1595,9 +2071,8 @@ "library_functions = [lambda x: x, lambda x: x**3, lambda x: x**5]\n", "function_names = [lambda x: x, lambda x: x + x + x, lambda x: x + x + x + x + x]\n", "seed = 100\n", - "K = 500\n", - "if __name__ == \"testing\":\n", - " K = 1\n", + "K = 1000\n", + "H_xt = [L / 32, t1 / 5]\n", "np.random.seed(seed)\n", "feature_lib = ps.WeakPDELibrary(\n", " library_functions=library_functions,\n", @@ -1605,8 +2080,9 @@ " spatiotemporal_grid=spatiotemporal_grid,\n", " include_interaction=False,\n", " function_names=function_names,\n", + " multiindices=[[2], [4]],\n", " K=K,\n", - " H_xt=[L / 20, t1 / 20],\n", + " H_xt=H_xt,\n", ")\n", "library_functions = [lambda x: x, lambda x: x**2]\n", "function_names = [lambda x: x, lambda x: x + \"^2\"]\n", @@ -1619,7 +2095,7 @@ " function_names=function_names,\n", " include_bias=True,\n", " K=K,\n", - " H_xt=[L / 20, t1 / 20],\n", + " H_xt=H_xt,\n", ")\n", "lib = ps.ParameterizedLibrary(\n", " parameter_library=parameter_lib,\n", @@ -1627,250 +2103,229 @@ " num_parameters=1,\n", " num_features=1,\n", ")\n", - "opt = ps.STLSQ(threshold=1e-3, alpha=1e-4, normalize_columns=False)\n", + "opt = ps.STLSQ(threshold=1e-3, alpha=1e-12, normalize_columns=False)\n", "model = ps.SINDy(feature_library=lib, optimizer=opt, feature_names=[\"u\", \"epsilon\"])\n", - "noise_scale = 0.01\n", - "xs_noisy = [\n", - " xs[i] * (1 + noise_scale * np.random.normal(size=xs[i].shape))\n", - " for i in range(len(xs))\n", - "]\n", + "\n", + "model.fit(\n", + " xs_train_noisy,\n", + " u=epsilons_train.tolist(),\n", + " t=dt,\n", + " multiple_trajectories=True,\n", + ")\n", + "model.print()\n", + "stop = timeit.default_timer()\n", + "print(stop - start)\n", + "print(lib.get_feature_names([\"u\", \"epsilon\"]))\n", + "utils.get_sh_coefficients(model)\n", + "print(\n", + " model.score(\n", + " xs_test_noisy, u=epsilons_train.tolist(), t=dt, multiple_trajectories=True\n", + " )\n", + ")\n", + "\n", + "print()\n", + "\n", "model.fit(\n", - " xs_noisy, u=epsilons_train.tolist(), t=dt, multiple_trajectories=True, unbias=True\n", + " xs_train_noisy2,\n", + " u=epsilons_train.tolist(),\n", + " t=dt,\n", + " multiple_trajectories=True,\n", + " unbias=True,\n", ")\n", "model.print()\n", "stop = timeit.default_timer()\n", "print(stop - start)\n", "print(lib.get_feature_names([\"u\", \"epsilon\"]))\n", - "print(model.score(xs, u=epsilons_train.tolist(), t=dt, multiple_trajectories=True))" + "(\n", + " r_func_fit,\n", + " b3_func_fit,\n", + " b5_func_fit,\n", + " uxx_func_fit,\n", + " uxxxx_func_fit,\n", + ") = utils.get_sh_coefficients(model)\n", + "print(\n", + " model.score(\n", + " xs_test_noisy2, u=epsilons_train.tolist(), t=dt, multiple_trajectories=True\n", + " )\n", + ")" ] }, { "cell_type": "markdown", + "id": "8a65825c", "metadata": {}, "source": [ - "Define some functions to store the fit results" + "Fit the low-$\\varepsilon$ data with weak SINDyCP with noise intensity $\\sigma=0.05$ and $\\sigma=0.01$" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 32, + "id": "6558dbb3", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "uxcoeff_fit = np.array(\n", - " [\n", - " opt.coef_[0, np.where(np.array(model.get_feature_names()) == \"1 u_1\")[0][0]],\n", - " opt.coef_[\n", - " 0, np.where(np.array(model.get_feature_names()) == \"epsilon u_1\")[0][0]\n", - " ],\n", - " opt.coef_[\n", - " 0, np.where(np.array(model.get_feature_names()) == \"epsilon^2 u_1\")[0][0]\n", - " ],\n", - " ]\n", - ")\n", - "uxxcoeff_fit = np.array(\n", - " [\n", - " opt.coef_[0, np.where(np.array(model.get_feature_names()) == \"1 u_11\")[0][0]],\n", - " opt.coef_[\n", - " 0, np.where(np.array(model.get_feature_names()) == \"epsilon u_11\")[0][0]\n", - " ],\n", - " opt.coef_[\n", - " 0, np.where(np.array(model.get_feature_names()) == \"epsilon^2 u_11\")[0][0]\n", - " ],\n", - " ]\n", - ")\n", - "uxxxcoeff_fit = np.array(\n", - " [\n", - " opt.coef_[0, np.where(np.array(model.get_feature_names()) == \"1 u_111\")[0][0]],\n", - " opt.coef_[\n", - " 0, np.where(np.array(model.get_feature_names()) == \"epsilon u_111\")[0][0]\n", - " ],\n", - " opt.coef_[\n", - " 0, np.where(np.array(model.get_feature_names()) == \"epsilon^2 u_111\")[0][0]\n", - " ],\n", - " ]\n", - ")\n", - "uxxxxcoeff_fit = np.array(\n", - " [\n", - " opt.coef_[0, np.where(np.array(model.get_feature_names()) == \"1 u_1111\")[0][0]],\n", - " opt.coef_[\n", - " 0, np.where(np.array(model.get_feature_names()) == \"epsilon u_1111\")[0][0]\n", - " ],\n", - " opt.coef_[\n", - " 0, np.where(np.array(model.get_feature_names()) == \"epsilon^2 u_1111\")[0][0]\n", - " ],\n", - " ]\n", - ")\n", - "\n", - "\n", - "def ux_func_fit(epsilons):\n", - " epsilons = np.asarray(epsilons)\n", - " return np.sum(\n", - " uxcoeff_fit[np.newaxis, :]\n", - " * epsilons[:, np.newaxis] ** np.arange(len(rcoeff))[np.newaxis, :],\n", - " axis=1,\n", - " )\n", - "\n", - "\n", - "def uxx_func_fit(epsilons):\n", - " epsilons = np.asarray(epsilons)\n", - " return np.sum(\n", - " uxxcoeff_fit[np.newaxis, :]\n", - " * epsilons[:, np.newaxis] ** np.arange(len(rcoeff))[np.newaxis, :],\n", - " axis=1,\n", - " )\n", - "\n", - "\n", - "def uxxx_func_fit(epsilons):\n", - " epsilons = np.asarray(epsilons)\n", - " return np.sum(\n", - " uxxxcoeff_fit[np.newaxis, :]\n", - " * epsilons[:, np.newaxis] ** np.arange(len(rcoeff))[np.newaxis, :],\n", - " axis=1,\n", - " )\n", - "\n", - "\n", - "def uxxxx_func_fit(epsilons):\n", - " epsilons = np.asarray(epsilons)\n", - " return np.sum(\n", - " uxxxxcoeff_fit[np.newaxis, :]\n", - " * epsilons[:, np.newaxis] ** np.arange(len(rcoeff))[np.newaxis, :],\n", - " axis=1,\n", - " )\n", - "\n", + "noise_scale = 0.05\n", + "np.random.seed(1)\n", + "xs_train_noisy3 = [\n", + " xs_train2[i] + noise_scale * np.random.normal(size=xs_train2[i].shape)\n", + " for i in range(len(xs_train2))\n", + "]\n", + "xs_test_noisy3 = [\n", + " xs_test2[i] + noise_scale * np.random.normal(size=xs_test2[i].shape)\n", + " for i in range(len(xs_test2))\n", + "]\n", "\n", - "rcoeff_fit = np.array(\n", - " [\n", - " opt.coef_[0, np.where(np.array(model.get_feature_names()) == \"1 u\")[0][0]] + 1,\n", - " opt.coef_[\n", - " 0, np.where(np.array(model.get_feature_names()) == \"epsilon u\")[0][0]\n", - " ],\n", - " opt.coef_[\n", - " 0, np.where(np.array(model.get_feature_names()) == \"epsilon^2 u\")[0][0]\n", - " ],\n", - " ]\n", - ")\n", - "b3coeff_fit = np.array(\n", - " [\n", - " opt.coef_[0, np.where(np.array(model.get_feature_names()) == \"1 uuu\")[0][0]],\n", - " opt.coef_[\n", - " 0, np.where(np.array(model.get_feature_names()) == \"epsilon uuu\")[0][0]\n", - " ],\n", - " opt.coef_[\n", - " 0, np.where(np.array(model.get_feature_names()) == \"epsilon^2 uuu\")[0][0]\n", - " ],\n", - " ]\n", - ")\n", - "b5coeff_fit = np.array(\n", - " [\n", - " -opt.coef_[0, np.where(np.array(model.get_feature_names()) == \"1 uuuuu\")[0][0]],\n", - " -opt.coef_[\n", - " 0, np.where(np.array(model.get_feature_names()) == \"epsilon uuuuu\")[0][0]\n", - " ],\n", - " -opt.coef_[\n", - " 0, np.where(np.array(model.get_feature_names()) == \"epsilon^2 uuuuu\")[0][0]\n", - " ],\n", - " ]\n", - ")\n", + "noise_scale = 0.01\n", + "np.random.seed(1)\n", + "xs_train_noisy4 = [\n", + " xs_train2[i] + noise_scale * np.random.normal(size=xs_train2[i].shape)\n", + " for i in range(len(xs_train2))\n", + "]\n", + "xs_test_noisy4 = [\n", + " xs_test2[i] + noise_scale * np.random.normal(size=xs_test2[i].shape)\n", + " for i in range(len(xs_test2))\n", + "]\n", "\n", + "fig, ax = plt.subplots(2, 5, figsize=(12, 5))\n", "\n", - "def r_func_fit(epsilons):\n", - " epsilons = np.asarray(epsilons)\n", - " return np.sum(\n", - " rcoeff_fit[np.newaxis, :]\n", - " * epsilons[:, np.newaxis] ** np.arange(len(rcoeff))[np.newaxis, :],\n", - " axis=1,\n", + "for i in range(len(xs_train)):\n", + " plt.subplot(2, 5, i + 1)\n", + " plt.imshow(\n", + " ps.FiniteDifference(d=1, axis=1)._differentiate(xs_train_noisy3[i], t=dt),\n", + " aspect=xs_train2[0].shape[1] / xs_train2[0].shape[0],\n", + " cmap=\"seismic\",\n", " )\n", - "\n", - "\n", - "def b3_func_fit(epsilons):\n", - " epsilons = np.asarray(epsilons)\n", - " return np.sum(\n", - " b3coeff_fit[np.newaxis, :]\n", - " * epsilons[:, np.newaxis] ** np.arange(len(b3coeff))[np.newaxis, :],\n", - " axis=1,\n", + " plt.gca().set_yticks([0, 64, 128, 192, 256])\n", + " plt.gca().set_yticklabels([])\n", + " if i == 0:\n", + " plt.ylabel(r\"$x/2\\pi$\")\n", + " plt.gca().set_yticklabels([0, 8, 16, 24, 32])\n", + " plt.gca().set_xticks([0, 50, 100, 150, 200, 250])\n", + " plt.gca().set_xticklabels([0, 1, 2, 3, 4, 5])\n", + " plt.gca().set_xticklabels([])\n", + " plt.title(r\"$\\varepsilon=%.3f$\" % (epsilons_train2[i]))\n", + "\n", + " plt.clim(-2, 2)\n", + "for i in range(len(xs_train)):\n", + " plt.subplot(2, 5, i + 6)\n", + " plt.imshow(\n", + " ps.FiniteDifference(d=1, axis=1)._differentiate(xs_train_noisy4[i], t=dt),\n", + " aspect=xs_train[0].shape[1] / xs_train[0].shape[0],\n", + " cmap=\"seismic\",\n", " )\n", + " plt.gca().set_yticks([0, 64, 128, 192, 256])\n", + " plt.gca().set_yticklabels([])\n", + " if i == 0:\n", + " plt.ylabel(r\"$x/2\\pi$\")\n", + " plt.gca().set_yticklabels([0, 8, 16, 24, 32])\n", + " plt.gca().set_xticks([0, 50, 100, 150, 200, 250])\n", + " plt.gca().set_xticklabels([0, 1, 2, 3, 4, 5])\n", + " plt.xlabel(\"$t$\")\n", + " plt.clim(-2, 2)\n", "\n", "\n", - "def b5_func_fit(epsilons):\n", - " epsilons = np.asarray(epsilons)\n", - " return np.sum(\n", - " b5coeff_fit[np.newaxis, :]\n", - " * epsilons[:, np.newaxis] ** np.arange(len(b5coeff))[np.newaxis, :],\n", - " axis=1,\n", - " )" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Stability of continuation orbits. The solutions have been continued with auto07p and their stability determined and saved." + "plt.tight_layout()\n", + "cb = plt.colorbar(ax=ax[:][:], fraction=0.015)\n", + "cb.set_label(r\"$\\dot{u}$\", rotation=\"horizontal\", loc=\"top\")\n", + "plt.savefig(\"figs6.pdf\")\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 33, + "id": "f6d6cd9f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(u)' = -1.703 1 u + 1.809 1 uuu + -0.760 1 uuuuu + -2.009 1 u_11 + -1.014 1 u_1111 + -0.079 epsilon u + -0.264 epsilon uuu + -0.077 epsilon uuuuu + 0.014 epsilon u_11 + -0.005 epsilon u_1111 + 0.005 epsilon^2 u + -0.009 epsilon^2 uuu + -0.016 epsilon^2 uuuuu + 0.041 epsilon^2 u_11 + 0.019 epsilon^2 u_1111\n", + "2.2258451296947896\n", + "['1 u', '1 uuu', '1 uuuuu', '1 u_11', '1 u_1111', 'epsilon u', 'epsilon uuu', 'epsilon uuuuu', 'epsilon u_11', 'epsilon u_1111', 'epsilon^2 u', 'epsilon^2 uuu', 'epsilon^2 uuuuu', 'epsilon^2 u_11', 'epsilon^2 u_1111']\n", + "0.9989307337006449\n", + "\n", + "(u)' = -1.692 1 u + 1.793 1 uuu + -0.760 1 uuuuu + -2.001 1 u_11 + -1.002 1 u_1111 + -0.075 epsilon u + -0.296 epsilon uuu + -0.061 epsilon uuuuu + 0.004 epsilon u_11 + -0.001 epsilon^2 u + -0.021 epsilon^2 uuu + -0.008 epsilon^2 uuuuu + 0.009 epsilon^2 u_11 + 0.005 epsilon^2 u_1111\n", + "6.735840365756303\n", + "['1 u', '1 uuu', '1 uuuuu', '1 u_11', '1 u_1111', 'epsilon u', 'epsilon uuu', 'epsilon uuuuu', 'epsilon u_11', 'epsilon u_1111', 'epsilon^2 u', 'epsilon^2 uuu', 'epsilon^2 uuuuu', 'epsilon^2 u_11', 'epsilon^2 u_1111']\n", + "0.9999572043810943\n" + ] + } + ], "source": [ - "i = 0\n", - "odd_unstable_xs = []\n", - "odd_unstable_ys = []\n", - "while os.path.exists(\"data/auto/odd/unstable_\" + str(i) + \".npy\"):\n", - " branchx, branchy = np.load(\"data/auto/odd/unstable_\" + str(i) + \".npy\")\n", - " odd_unstable_xs.append(branchx)\n", - " odd_unstable_ys.append(branchy)\n", - " i = i + 1\n", - "\n", - "i = 0\n", - "odd_stable_xs = []\n", - "odd_stable_ys = []\n", - "while os.path.exists(\"data/auto/odd/stable_\" + str(i) + \".npy\"):\n", - " branchx, branchy = np.load(\"data/auto/odd/stable_\" + str(i) + \".npy\")\n", - " odd_stable_xs.append(branchx)\n", - " odd_stable_ys.append(branchy)\n", - " i = i + 1\n", - "\n", - "i = 0\n", - "even_unstable_xs = []\n", - "even_unstable_ys = []\n", - "while os.path.exists(\"data/auto/even/unstable_\" + str(i) + \".npy\"):\n", - " branchx, branchy = np.load(\"data/auto/even/unstable_\" + str(i) + \".npy\")\n", - " even_unstable_xs.append(branchx)\n", - " even_unstable_ys.append(branchy)\n", - " i = i + 1\n", - "\n", - "i = 0\n", - "even_stable_xs = []\n", - "even_stable_ys = []\n", - "while os.path.exists(\"data/auto/even/stable_\" + str(i) + \".npy\"):\n", - " branchx, branchy = np.load(\"data/auto/even/stable_\" + str(i) + \".npy\")\n", - " even_stable_xs.append(branchx)\n", - " even_stable_ys.append(branchy)\n", - " i = i + 1\n", - "\n", - "i = 0\n", - "periodic_unstable_xs = []\n", - "periodic_unstable_ys = []\n", - "while os.path.exists(\"data/auto/periodic/unstable_\" + str(i) + \".npy\"):\n", - " branchx, branchy = np.load(\"data/auto/periodic/unstable_\" + str(i) + \".npy\")\n", - " periodic_unstable_xs.append(branchx)\n", - " periodic_unstable_ys.append(branchy)\n", - " i = i + 1\n", - "\n", - "i = 0\n", - "periodic_stable_xs = []\n", - "periodic_stable_ys = []\n", - "while os.path.exists(\"data/auto/periodic/stable_\" + str(i) + \".npy\"):\n", - " branchx, branchy = np.load(\"data/auto/periodic/stable_\" + str(i) + \".npy\")\n", - " periodic_stable_xs.append(branchx)\n", - " periodic_stable_ys.append(branchy)\n", - " i = i + 1" + "start = timeit.default_timer()\n", + "library_functions = [\n", + " lambda x: x,\n", + " lambda x: x**2,\n", + " lambda x: x**3,\n", + " lambda x: x**4,\n", + " lambda x: x**5,\n", + "]\n", + "function_names = [\n", + " lambda x: x,\n", + " lambda x: x + x,\n", + " lambda x: x + x + x,\n", + " lambda x: x + x + x + x,\n", + " lambda x: x + x + x + x + x,\n", + "]\n", + "library_functions = [lambda x: x, lambda x: x**3, lambda x: x**5]\n", + "function_names = [lambda x: x, lambda x: x + x + x, lambda x: x + x + x + x + x]\n", + "\n", + "\n", + "model.fit(\n", + " xs_train_noisy3,\n", + " u=epsilons_train2.tolist(),\n", + " t=dt,\n", + " multiple_trajectories=True,\n", + " unbias=True,\n", + ")\n", + "model.print()\n", + "stop = timeit.default_timer()\n", + "print(stop - start)\n", + "print(lib.get_feature_names([\"u\", \"epsilon\"]))\n", + "utils.get_sh_coefficients(model)\n", + "print(\n", + " model.score(\n", + " xs_test_noisy3, u=epsilons_train2.tolist(), t=dt, multiple_trajectories=True\n", + " )\n", + ")\n", + "\n", + "print()\n", + "model.fit(\n", + " xs_train_noisy4,\n", + " u=epsilons_train2.tolist(),\n", + " t=dt,\n", + " multiple_trajectories=True,\n", + " unbias=True,\n", + ")\n", + "model.print()\n", + "stop = timeit.default_timer()\n", + "print(stop - start)\n", + "print(lib.get_feature_names([\"u\", \"epsilon\"]))\n", + "utils.get_sh_coefficients(model)\n", + "print(\n", + " model.score(\n", + " xs_test_noisy4, u=epsilons_train2.tolist(), t=dt, multiple_trajectories=True\n", + " )\n", + ")" ] }, { "cell_type": "markdown", + "id": "ec1944d2", "metadata": {}, "source": [ "Plot the normal form parameters and continuation results" @@ -1878,58 +2333,45 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 34, + "id": "a8ee0081", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "colors = [\n", - " \"#ff7f0e\",\n", - " \"#2ca02c\",\n", - " \"#1f77b4\",\n", - " \"#d62728\",\n", - " \"#9467bd\",\n", - " \"#8c564b\",\n", - " \"#e377c2\",\n", - " \"#7f7f7f\",\n", - " \"#bcbd22\",\n", - " \"#17becf\",\n", - "]\n", - "\n", - "plt.subplots(2, 1, figsize=(3, 4))\n", + "plt.subplots(2, 1, figsize=(4, 6))\n", "\n", "plt.subplot(2, 1, 1)\n", "plt.plot(np.arange(-1, 4, 1), np.zeros(5), c=\"black\")\n", "for epsilon in epsilons_train:\n", " plt.plot([epsilon, epsilon], [-0.1, 1], ls=\":\", c=\"red\")\n", - "plt.plot([0.1, 0.1], [-0.1, 1], ls=\":\", c=\"black\")\n", - "\n", - "for i in range(len(odd_stable_xs)):\n", - " plt.plot(odd_stable_xs[i], odd_stable_ys[i], c=colors[3])\n", - "for i in range(len(odd_unstable_xs)):\n", - " plt.plot(odd_unstable_xs[i], odd_unstable_ys[i], ls=\":\", c=colors[3])\n", - "\n", - "for i in range(len(even_stable_xs)):\n", - " plt.plot(even_stable_xs[i], even_stable_ys[i], c=colors[4])\n", - "for i in range(len(even_unstable_xs)):\n", - " plt.plot(even_unstable_xs[i], even_unstable_ys[i], ls=\":\", c=colors[4])\n", - "\n", - "for i in range(len(periodic_stable_xs)):\n", - " plt.plot(periodic_stable_xs[i], periodic_stable_ys[i], c=colors[5])\n", - "for i in range(len(periodic_unstable_xs)):\n", - " plt.plot(periodic_unstable_xs[i], periodic_unstable_ys[i], ls=\":\", c=colors[5])\n", + "plt.plot([0.0, 0.0], [-0.1, 1], ls=\":\", c=\"black\")\n", + "\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/odd\")\n", + "for branch in stable:\n", + " plt.plot(branch[0], branch[1], c=colors[5])\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=colors[5])\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/even\")\n", + "for branch in stable:\n", + " plt.plot(branch[0], branch[1], c=colors[6])\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=colors[6])\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/periodic\")\n", + "for branch in stable:\n", + " plt.plot(branch[0], branch[1], c=colors[7])\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=colors[7])\n", "\n", "plt.xlim(-1, 3)\n", "plt.ylim(-0.1, 1)\n", @@ -1942,7 +2384,7 @@ "mx = np.max([r_func(epsilons), b3_func(epsilons), b5_func(epsilons)])\n", "for epsilon in epsilons_train:\n", " plt.plot([epsilon, epsilon], [mx, mn], ls=\":\", c=\"red\")\n", - "plt.plot([0.1, 0.1], [mx, mn], ls=\":\", c=\"black\")\n", + "plt.plot([0, 0], [mx, mn], ls=\":\", c=\"black\")\n", "\n", "line1 = plt.plot(epsilons, r_func(epsilons), label=\"$d$\")\n", "line2 = plt.plot(epsilons, b3_func(epsilons), label=\"$e$\")\n", @@ -1980,6 +2422,7 @@ }, { "cell_type": "markdown", + "id": "91df19d2", "metadata": {}, "source": [ "Extrapolate the model to parameters with twentry random initial conditions. The fit correctly predicts the localized states!" @@ -1987,7 +2430,8 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 35, + "id": "b47f6cad", "metadata": { "scrolled": true }, @@ -1996,7 +2440,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "15 0.980\r" + "68.43747961521149\n" ] } ], @@ -2007,9 +2451,7 @@ " uxxx = np.real(ps.SpectralDerivative(d=3, axis=0)._differentiate(u, L / nx))\n", " uxxxx = np.real(ps.SpectralDerivative(d=4, axis=0)._differentiate(u, L / nx))\n", " return (\n", - " ux_func_fit([epsilon])[0] * ux\n", - " + uxx_func_fit([epsilon])[0] * uxx\n", - " + uxxx_func_fit([epsilon])[0] * uxxx\n", + " +uxx_func_fit([epsilon])[0] * uxx\n", " + uxxxx_func_fit([epsilon])[0] * uxxxx\n", " + (r_func_fit([epsilon])[0] - 1) * u\n", " + b3_func_fit([epsilon])[0] * u**3\n", @@ -2020,17 +2462,15 @@ "nx = 256\n", "L = 2 * np.pi * 16\n", "t1 = 50\n", - "if __name__ == \"testing\":\n", - " n = 64\n", - " t1 = 10\n", "N = nx\n", "dt = 1\n", "\n", - "epsilon = 0.1\n", + "epsilon = 0.0\n", "k = 2\n", "\n", "xs_test = []\n", - "seeds = [13, 15]\n", + "seeds = [1, 5]\n", + "start = timeit.default_timer()\n", "for i in seeds:\n", " np.random.seed(i)\n", " ks = np.arange(-20, 21) / L\n", @@ -2062,35 +2502,38 @@ " )\n", " u = sol.y[:, -1]\n", " us[n] = u\n", - " xs_test.append(np.transpose(us)[:, :, np.newaxis])" + " xs_test.append(np.transpose(us)[:, :, np.newaxis])\n", + "stop = timeit.default_timer()\n", + "print(stop - start)" ] }, { "cell_type": "code", - "execution_count": 33, - "metadata": {}, + "execution_count": 36, + "id": "acb0d89b", + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "plt.subplots(2, 1, figsize=(3, 4))\n", + "plt.subplots(2, 1, figsize=(4, 6))\n", "\n", "plt.subplot(2, 1, 1)\n", "u = xs_test[0][:, -1]\n", "ux = ps.SpectralDerivative(d=1, axis=0)._differentiate(u, L / nx)\n", "u = np.roll(u, nx // 2 - np.argmax(ux) + 1)\n", - "plt.plot(u, c=colors[3])\n", + "plt.plot(u, c=colors[5])\n", "plt.ylim(-1.6, 1.6)\n", "plt.ylabel(\"$u$\")\n", "plt.gca().set_xticks([0, 128, 256])\n", @@ -2099,7 +2542,7 @@ "plt.subplot(2, 1, 2)\n", "u = xs_test[1][:, -1]\n", "u = np.roll(u, nx // 2 - np.argmin(u) + 1)\n", - "plt.plot(u, c=colors[4])\n", + "plt.plot(u, c=colors[6])\n", "plt.ylim(-1.6, 1.6)\n", "plt.xlabel(\"$x$\")\n", "plt.ylabel(\"$u$\")\n", @@ -2108,11 +2551,188 @@ "\n", "plt.savefig(\"fig4b.pdf\")" ] + }, + { + "cell_type": "markdown", + "id": "6026b8ae", + "metadata": {}, + "source": [ + "Compare the snaking bifurcations for the fits and the actual equations" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "89aa39ae", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplots(1, 3, figsize=(12, 5))\n", + "\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/odd\")\n", + "plt.subplot(1, 3, 1)\n", + "for branch in stable:\n", + " plt.plot(branch[0], branch[1], c=\"gray\")\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=\"gray\")\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/even\")\n", + "for branch in stable:\n", + " plt.plot(branch[0], branch[1], c=\"gray\")\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=\"gray\")\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/periodic\")\n", + "for branch in stable:\n", + " plt.plot(branch[0], branch[1], c=\"gray\")\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=\"gray\")\n", + "plt.xlabel(r\"$\\varepsilon$\")\n", + "plt.ylabel(\"Norm\")\n", + "plt.ylim(0, 1)\n", + "plt.xlim(-0.5, 1)\n", + "plt.gca().set_xticks([-0.5, 0, 0.5])\n", + "plt.gca().set_yticks([0, 0.2, 0.4, 0.6, 0.8, 1.0])\n", + "plt.title(\"Actual equations\")\n", + "\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/odd2\")\n", + "plt.subplot(1, 3, 3)\n", + "lab = True\n", + "for branch in stable:\n", + " if lab:\n", + " plt.plot(branch[0], branch[1], c=colors[2], label=r\"$\\sigma=0.01$\")\n", + " lab = False\n", + " else:\n", + " plt.plot(branch[0], branch[1], c=colors[2])\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=colors[2])\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/even2\")\n", + "for branch in stable:\n", + " plt.plot(branch[0], branch[1], c=colors[2])\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=colors[2])\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/periodic2\")\n", + "for branch in stable:\n", + " plt.plot(branch[0], branch[1], c=colors[2])\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=colors[2])\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/odd4\")\n", + "lab = True\n", + "for branch in stable:\n", + " if lab:\n", + " plt.plot(branch[0], branch[1], c=colors[0], label=r\"$\\sigma=0.05$\")\n", + " lab = False\n", + " else:\n", + " plt.plot(branch[0], branch[1], c=colors[0])\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=colors[0])\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/even4\")\n", + "for branch in stable:\n", + " plt.plot(branch[0], branch[1], c=colors[0])\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=colors[0])\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/periodic4\")\n", + "for branch in stable:\n", + " plt.plot(branch[0], branch[1], c=colors[0])\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=colors[0])\n", + "plt.legend()\n", + "plt.xlabel(r\"$\\varepsilon$\")\n", + "plt.ylim(0, 1)\n", + "plt.xlim(-0.5, 1)\n", + "plt.gca().set_xticks([-0.5, 0, 0.5])\n", + "plt.gca().set_yticks([0, 0.2, 0.4, 0.6, 0.8, 1.0])\n", + "plt.gca().set_yticklabels([])\n", + "plt.title(r\"Low-$\\varepsilon$ fits\")\n", + "\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/odd3\")\n", + "plt.subplot(1, 3, 2)\n", + "lab = True\n", + "for branch in stable:\n", + " if lab:\n", + " plt.plot(branch[0], branch[1], c=colors[2], label=r\"$\\sigma=0.01$\")\n", + " lab = False\n", + " else:\n", + " plt.plot(branch[0], branch[1], c=colors[2])\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=colors[2])\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/even3\")\n", + "for branch in stable:\n", + " plt.plot(branch[0], branch[1], c=colors[2])\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=colors[2])\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/periodic3\")\n", + "for branch in stable:\n", + " plt.plot(branch[0], branch[1], c=colors[2])\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=colors[2])\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/odd5\")\n", + "lab = True\n", + "for branch in stable:\n", + " if lab:\n", + " plt.plot(branch[0], branch[1], c=colors[0], label=r\"$\\sigma=0.05$\")\n", + " lab = False\n", + " else:\n", + " plt.plot(branch[0], branch[1], c=colors[0])\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=colors[0])\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/even5\")\n", + "for branch in stable:\n", + " plt.plot(branch[0], branch[1], c=colors[0])\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=colors[0])\n", + "unstable, stable = utils.get_auto_branches(\"data/auto/periodic5\")\n", + "for branch in stable:\n", + " plt.plot(branch[0], branch[1], c=colors[0])\n", + "for branch in unstable:\n", + " plt.plot(branch[0], branch[1], ls=\":\", c=colors[0])\n", + "plt.legend()\n", + "\n", + "plt.xlabel(r\"$\\varepsilon$\")\n", + "plt.ylim(0, 1)\n", + "plt.xlim(-0.5, 1)\n", + "plt.gca().set_xticks([-0.5, 0, 0.5])\n", + "plt.gca().set_yticks([0, 0.2, 0.4, 0.6, 0.8, 1.0])\n", + "plt.gca().set_yticklabels([])\n", + "plt.title(r\"High-$\\varepsilon$ fits\")\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig(\"figs7.pdf\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "89c35c58", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "19673.233389676083\n" + ] + } + ], + "source": [ + "stop0=timeit.default_timer()\n", + "print(stop0-start0)" + ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -2126,7 +2746,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.11.3" } }, "nbformat": 4, diff --git a/examples/17_parameterized_pattern_formation/utils.py b/examples/17_parameterized_pattern_formation/utils.py index 55dd3846c..91edcae6c 100644 --- a/examples/17_parameterized_pattern_formation/utils.py +++ b/examples/17_parameterized_pattern_formation/utils.py @@ -4,12 +4,11 @@ import matplotlib.pyplot as plt import numpy as np from scipy.integrate import solve_ivp +from scipy.interpolate import interp1d import pysindy as ps from pysindy.utils import lorenz -plt.ion() - integrator_keywords = {} integrator_keywords["rtol"] = 1e-12 integrator_keywords["method"] = "RK45" @@ -983,6 +982,148 @@ def oregonator( return X, Y, Z +def generate_oregonator_trajectories(): + # Generate amplitudes for the main SINDyCP fit + bs = np.linspace(0.88, 0.98, 6) + n = 128 # Number of spatial points in each direction + Nt = 1000 # Number of temporal interpolation points + + spatial_grid = np.zeros((n, n, 2)) + spatial_grid[:, :, 0] = 1.0 / n * np.arange(n)[:, np.newaxis] + spatial_grid[:, :, 1] = 1.0 / n * np.arange(n)[np.newaxis, :] + X0, Y0, Z0 = get_oregonator_ic(2e-1, 0, spatial_grid) + u0 = np.concatenate([X0.ravel(), Y0.ravel(), Z0.ravel()]) + + if not os.path.exists("data/oregonator"): + os.mkdir("data/oregonator") + if not np.all( + [ + os.path.exists("data/oregonator/oregonator_" + str(i) + ".npy") + for i in range(len(bs)) + ] + ): + for j in range(len(bs)): + if not os.path.exists("data/oregonator/oregonator_" + str(j) + ".npy"): + b = bs[j] + print(j, b) + L = 1 / (1 - b) ** 0.5 # Domain size in X and Y directions + spatial_grid = np.zeros((n, n, 2)) + spatial_grid[:, :, 0] = L / n * np.arange(n)[:, np.newaxis] + spatial_grid[:, :, 1] = L / n * np.arange(n)[np.newaxis, :] + t1 = 5e2 / (1 - b) # Domain size in t directions + dt = 5.94804 / 10 + + start = timeit.default_timer() + + X, Y, Z = get_oregonator_trajectory(u0, b, t1, dt, spatial_grid) + + Nt = X.shape[2] // 5 // 10 * 10 + X0 = np.mean(X[:, :, -Nt:], axis=(0, 1, 2)) + Z0 = np.mean(Z[:, :, -Nt:], axis=(0, 1, 2)) + nt = X[:, :, Nt:].shape[2] // 10 * 10 + A = np.mean( + ( + ((X[:, :, Nt:] - X0) / X0 + 1j * (Z[:, :, Nt:] - Z0) / Z0) + * np.exp( + -1j * 2 * np.pi / 10 * np.arange(X[:, :, Nt:].shape[2]) + ) + )[:, :, :nt].reshape(n, n, nt // 10, 10), + axis=3, + ) + + f = interp1d(np.arange(A.shape[2]) / A.shape[2], A, axis=2) + A = f(np.arange(500) / 500) + + np.save("data/oregonator/oregonator_" + str(j), A) + + stop = timeit.default_timer() + print(stop - start) + + # Generate trajectories for Hopf identification + bs = np.concatenate([np.linspace(1.05, 1.1, 6), np.linspace(0.95, 0.99, 5)]) + n = 128 # Numbedr of spatial points in each direction + + b0 = 0.95 + L = 1 / np.abs(1 - b0) ** 0.5 # Domain size in X and Y directions + spatial_grid = np.zeros((n, n, 2)) + spatial_grid[:, :, 0] = L / n * np.arange(n)[:, np.newaxis] + spatial_grid[:, :, 1] = L / n * np.arange(n)[np.newaxis, :] + t1 = 2e1 / np.abs(1 - b0) # Domain size in t directions + dt = 5.94804 / 10 + X0, Y0, Z0 = get_oregonator_ic(2e-1, 0, spatial_grid) + + u0 = np.concatenate([X0.ravel(), Y0.ravel(), Z0.ravel()]) + + if not os.path.exists("data/oregonator"): + os.mkdir("data/oregonator") + if not np.all( + [ + os.path.exists("data/oregonator/oregonator2_" + str(i) + ".npy") + for i in range(len(bs)) + ] + ): + b = b0 + t1 = 2e2 / np.abs(1 - b0) + X0, Y0, Z0 = get_oregonator_ic(2e-1, 0, spatial_grid) + u0 = np.concatenate([X0.ravel(), Y0.ravel(), Z0.ravel()]) + X, Y, Z = get_oregonator_trajectory(u0, b, t1, dt, spatial_grid) + + u0 = np.concatenate( + [X[:, :, -1].ravel(), Y[:, :, -1].ravel(), Z[:, :, -1].ravel()] + ) + t1 = 2e1 / np.abs(1 - b0) + for j in range(len(bs)): + if not os.path.exists("data/oregonator/oregonator2_" + str(j) + ".npy"): + b = bs[j] + print(j, b) + + start = timeit.default_timer() + X, Y, Z = get_oregonator_trajectory(u0, b, t1, dt, spatial_grid) + x = np.array([X, Y, Z]).transpose(1, 2, 3, 0) + + np.save("data/oregonator/oregonator2_" + str(j), x) + stop = timeit.default_timer() + print(stop - start) + + # Generate fine data above the Canard explosion + bs = [0.84, 0.96] + n = 256 # Number of spatial points in each direction + Nt = 200 # Number of temporal interpolation points + + if not os.path.exists("data/oregonator"): + os.mkdir("data/oregonator") + if not np.all( + [ + os.path.exists("data/oregonator/canard_" + str(i) + ".npy") + for i in range(len(bs)) + ] + ): + for j in range(len(bs)): + if not os.path.exists("data/oregonator/canard_" + str(j) + ".npy"): + b = bs[j] + print(j, b) + L = 1 / (1 - b) ** 0.5 # Domain size in X and Y directions + spatial_grid = np.zeros((n, n, 2)) + spatial_grid[:, :, 0] = L / n * np.arange(n)[:, np.newaxis] + spatial_grid[:, :, 1] = L / n * np.arange(n)[np.newaxis, :] + t1 = 2e2 / (1 - b) # Domain size in t directions + dt = 5.94804 + X0, Y0, Z0 = get_oregonator_ic(2e-1, 0, spatial_grid) + u0 = np.concatenate([X0.ravel(), Y0.ravel(), Z0.ravel()]) + + start = timeit.default_timer() + + X, Y, Z = get_oregonator_trajectory(u0, b, t1, dt, spatial_grid) + + x = np.array([X, Y, Z]).transpose(1, 2, 3, 0) + fi = interp1d(np.arange(x.shape[2]), x, axis=2) + x = fi(np.arange(Nt) / (Nt - 1) * (x.shape[2] - 1)) + + np.save("data/oregonator/canard_" + str(j), x) + stop = timeit.default_timer() + print(stop - start) + + def get_homogeneous_oregonator_trajectory(b, t1, dt): """ Generate a trajectory for the homogeneous Oregonator ODEs. @@ -1033,7 +1174,110 @@ def oregonator_homogeneous( return X, Y, Z -def get_normal_form_parameters(model, bs): +def get_homogeneous_oregonator_trajectory_fit(model, b, t1, dt): + lib = model.feature_library + Xts = np.where( + [ + feat.split(" ")[1] == "X_t" + for feat in lib.get_feature_names(["X", "Y", "mu"]) + ] + )[0] + Yts = np.where( + [ + feat.split(" ")[1] == "Y_t" + for feat in lib.get_feature_names(["X", "Y", "mu"]) + ] + )[0] + Xs = np.where( + [feat.split(" ")[1] == "X" for feat in lib.get_feature_names(["X", "Y", "mu"])] + )[0] + Ys = np.where( + [feat.split(" ")[1] == "Y" for feat in lib.get_feature_names(["X", "Y", "mu"])] + )[0] + XXs = np.where( + [feat.split(" ")[1] == "XX" for feat in lib.get_feature_names(["X", "Y", "mu"])] + )[0] + XYs = np.where( + [feat.split(" ")[1] == "XY" for feat in lib.get_feature_names(["X", "Y", "mu"])] + )[0] + YYs = np.where( + [feat.split(" ")[1] == "YY" for feat in lib.get_feature_names(["X", "Y", "mu"])] + )[0] + XXXs = np.where( + [ + feat.split(" ")[1] == "XXX" + for feat in lib.get_feature_names(["X", "Y", "mu"]) + ] + )[0] + XXYs = np.where( + [ + feat.split(" ")[1] == "XXY" + for feat in lib.get_feature_names(["X", "Y", "mu"]) + ] + )[0] + XYYs = np.where( + [ + feat.split(" ")[1] == "XYY" + for feat in lib.get_feature_names(["X", "Y", "mu"]) + ] + )[0] + YYYs = np.where( + [ + feat.split(" ")[1] == "YYY" + for feat in lib.get_feature_names(["X", "Y", "mu"]) + ] + )[0] + + A = np.zeros((2, 2)) + mu = 1 - b + mus = [1, np.abs(mu) ** 0.5, mu] + A[:, 0] = np.array([1, 0]) - model.optimizer.coef_[:, Xts].dot(mus) + A[:, 1] = np.array([0, 1]) - model.optimizer.coef_[:, Yts].dot(mus) + Ainv = np.linalg.inv(A) + + def cgle_homogeneous(t, u): + X, Y = u + f = ( + model.optimizer.coef_[:, Xs].dot(mus) * X + + model.optimizer.coef_[:, Ys].dot(mus) * Y + + model.optimizer.coef_[:, XXs].dot(mus) * X * X + + model.optimizer.coef_[:, XYs].dot(mus) * X * Y + + model.optimizer.coef_[:, YYs].dot(mus) * Y * Y + + model.optimizer.coef_[:, XXXs].dot(mus) * X * X * X + + model.optimizer.coef_[:, XXYs].dot(mus) * X * X * Y + + model.optimizer.coef_[:, XYYs].dot(mus) * X * Y * Y + + model.optimizer.coef_[:, YYYs].dot(mus) * Y * Y * Y + ) + return Ainv.dot(f) + + nt = int(np.round(t1 / dt)) + t = dt * np.arange(nt) + X = np.zeros((nt)) + Y = np.zeros((nt)) + + u0 = np.array([1, 1]) * 1.1 + ut = u0 + X[0] = ut[0] + Y[0] = ut[1] + dt = t[1] - t[0] / 2 + print("%.3f" % (b), end="\r") + for i in range(len(t) - 1): + usol = solve_ivp( + cgle_homogeneous, + (t[i], t[i + 1]), + y0=ut, + first_step=dt, + **integrator_keywords + ) + # print(usol.message,end='\r') + dt = np.diff(usol.t)[-1] + ut = usol.y[:, -1] + X[i + 1] = ut[0] + Y[i + 1] = ut[1] + return X, Y + + +def get_normal_form_parameters(model, us, printcoefs=False): """ Calculate the nonlinear transformation to compute the normal form parameters. Parameters: @@ -1055,6 +1299,9 @@ def get_normal_form_parameters(model, bs): for feat in lib.get_feature_names(["X", "Y", "mu"]) ] )[0] + consts = np.where( + [feat.split(" ")[1] == "1" for feat in lib.get_feature_names(["X", "Y", "mu"])] + )[0] Xs = np.where( [feat.split(" ")[1] == "X" for feat in lib.get_feature_names(["X", "Y", "mu"])] )[0] @@ -1094,6 +1341,31 @@ def get_normal_form_parameters(model, bs): for feat in lib.get_feature_names(["X", "Y", "mu"]) ] )[0] + X1s = np.where( + [ + feat.split(" ")[1] == "X_1" + for feat in lib.get_feature_names(["X", "Y", "mu"]) + ] + )[0] + Y1s = np.where( + [ + feat.split(" ")[1] == "Y_1" + for feat in lib.get_feature_names(["X", "Y", "mu"]) + ] + )[0] + X2s = np.where( + [ + feat.split(" ")[1] == "X_2" + for feat in lib.get_feature_names(["X", "Y", "mu"]) + ] + )[0] + Y2s = np.where( + [ + feat.split(" ")[1] == "Y_2" + for feat in lib.get_feature_names(["X", "Y", "mu"]) + ] + )[0] + X11s = np.where( [ feat.split(" ")[1] == "X_11" @@ -1106,20 +1378,145 @@ def get_normal_form_parameters(model, bs): for feat in lib.get_feature_names(["X", "Y", "mu"]) ] )[0] + X12s = np.where( + [ + feat.split(" ")[1] == "X_12" + for feat in lib.get_feature_names(["X", "Y", "mu"]) + ] + )[0] + Y12s = np.where( + [ + feat.split(" ")[1] == "Y_12" + for feat in lib.get_feature_names(["X", "Y", "mu"]) + ] + )[0] + X22s = np.where( + [ + feat.split(" ")[1] == "X_22" + for feat in lib.get_feature_names(["X", "Y", "mu"]) + ] + )[0] + Y22s = np.where( + [ + feat.split(" ")[1] == "Y_22" + for feat in lib.get_feature_names(["X", "Y", "mu"]) + ] + )[0] + + if printcoefs: + for i in range(2): + print(r"\dot{%s}&=" % (["X", "Y"][i])) + if len(Xts) > 0: + print( + r"(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)\dot{X}+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)\dot{Y}\nonumber\\" + % tuple( + np.concatenate([opt.coef_[:, Xts][i].T, opt.coef_[:, Yts][i].T]) + ) + ) + print( + r"(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)X+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)Y\nonumber\\" + % tuple( + np.concatenate( + [ + opt.coef_[:, consts][i].T, + opt.coef_[:, Xs][i].T, + opt.coef_[:, Ys][i].T, + ] + ) + ) + ) + print( + r"&+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)XX+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)XY\nonumber\\&+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)YY\nonumber\\" + % tuple( + np.concatenate( + [ + opt.coef_[:, XXs][i].T, + opt.coef_[:, XYs][i].T, + opt.coef_[:, YYs][i].T, + ] + ) + ) + ) + print( + r"&+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)XXX+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)XXY\nonumber\\&+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)XYY+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)YYY\nonumber\\" + % tuple( + np.concatenate( + [ + opt.coef_[:, XXXs][i].T, + opt.coef_[:, XXYs][i].T, + opt.coef_[:, XYYs][i].T, + opt.coef_[:, YYYs][i].T, + ] + ) + ) + ) + print( + r"&+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)X_{x}+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)X_{y}\nonumber\\" + % tuple( + np.concatenate([opt.coef_[:, X1s][i].T, opt.coef_[:, X2s][i].T]) + ) + ) + print( + r"&+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)Y_{x}+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)Y_{y}\nonumber\\" + % tuple( + np.concatenate([opt.coef_[:, Y1s][i].T, opt.coef_[:, Y2s][i].T]) + ) + ) + print( + r"&+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)X_{xx}+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)X_{xy}\nonumber\\&+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)X_{yy}\nonumber\\" + % tuple( + np.concatenate( + [ + opt.coef_[:, X11s][i].T, + opt.coef_[:, X12s][i].T, + opt.coef_[:, X22s][i].T, + ] + ) + ) + ) + print( + r"&+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)Y_{xx}+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)Y_{xy}\nonumber\\&+(%.3f+%.3f\sqrt{\lvert\mu\rvert}+%.3f\mu)Y_{yy}\\" + % tuple( + np.concatenate( + [ + opt.coef_[:, Y11s][i].T, + opt.coef_[:, Y12s][i].T, + opt.coef_[:, Y22s][i].T, + ] + ) + ) + ) + print() - mus = (1 - bs)[np.newaxis, :] ** (np.arange(len(Xs))[:, np.newaxis] * 0.5) + if model.feature_library.libraries_[0].include_bias: + mus = np.concatenate( + [ + [np.ones(len(us))], + np.array( + [func(us) for func in model.feature_library.libraries_[0].functions] + ), + ] + ) + else: + mus = np.array( + [func(us) for func in model.feature_library.libraries_[0].functions] + ) - D = np.zeros((len(bs), 2, 2)) + D = np.zeros((len(us), 2, 2)) D[:, :, 0] = mus.T.dot(opt.coef_[:, X11s].T) D[:, :, 1] = mus.T.dot(opt.coef_[:, Y11s].T) - A = np.zeros((len(bs), 2, 2)) - A[:, :, 0] = [1, 0] - (mus.T.dot(opt.coef_[:, Xts].T)) - A[:, :, 1] = [0, 1] - (mus.T.dot(opt.coef_[:, Yts].T)) - - J = np.zeros((len(bs), 2, 2)) - Fxx = np.zeros((len(bs), 2, 2, 2)) - Fxxx = np.zeros((len(bs), 2, 2, 2, 2)) + A = np.zeros((len(us), 2, 2)) + A[:, :, 0] = [1, 0] + A[:, :, 1] = [0, 1] + if len(Xts) > 0: + A[:, :, 0] = A[:, :, 0] - (mus.T.dot(opt.coef_[:, Xts].T)) + if len(Yts) > 0: + A[:, :, 1] = A[:, :, 1] - (mus.T.dot(opt.coef_[:, Yts].T)) + + J = np.zeros((len(us), 2, 2)) + Fxx = np.zeros((len(us), 2, 2, 2)) + Fxxx = np.zeros((len(us), 2, 2, 2, 2)) J[:, :, 0] = mus.T.dot(opt.coef_[:, Xs].T) J[:, :, 1] = mus.T.dot(opt.coef_[:, Ys].T) Fxx[:, :, 0, 0] = (mus.T.dot(opt.coef_[:, XXs].T)) * 2 @@ -1181,6 +1578,55 @@ def get_normal_form_parameters(model, bs): return -np.imag(alphas) / np.real(alphas), np.imag(betas) / np.real(betas) +def get_linear_eigenvalues(model, bs, printcoefs=False): + """ + Calculate the nonlinear transformation to compute the normal form parameters. + Parameters: + model: A fit SINDy model for the Oregonator model with a ParameterizedLibrary. + bs: Values of the b parameter to calculate the normal-form parameters + """ + lib = model.feature_library + opt = model.optimizer + + Xs = np.where( + [feat.split(" ")[1] == "X" for feat in lib.get_feature_names(["X", "Z", "mu"])] + )[0] + Zs = np.where( + [feat.split(" ")[1] == "Z" for feat in lib.get_feature_names(["X", "Z", "mu"])] + )[0] + if printcoefs: + print( + r"(%.3f+%.3f\mu)\tilde{X}+(%.3f+%.3f\mu)\tilde{Z}" + % tuple(np.concatenate([opt.coef_[:, Xs][0].T, opt.coef_[:, Zs][0].T])) + ) + print( + r"(%.3f+%.3f\mu)\tilde{X}+(%.3f+%.3f\mu)\tilde{Z}" + % tuple(np.concatenate([opt.coef_[:, Xs][1].T, opt.coef_[:, Zs][1].T])) + ) + + if model.feature_library.libraries_[0].include_bias: + mus = np.concatenate( + [ + [np.ones(len(bs))], + np.array( + [func(bs) for func in model.feature_library.libraries_[0].functions] + ), + ] + ) + else: + mus = np.array( + [func(bs) for func in model.feature_library.libraries_[0].functions] + ) + + J = np.zeros((len(bs), 2, 2), dtype=np.complex128) + J[:, :, 0] = mus.T.dot(opt.coef_[:, Xs].T) + J[:, :, 1] = mus.T.dot(opt.coef_[:, Zs].T) + + lambdas, Us = np.linalg.eig(J) + + return lambdas, J + + def animate_oregonator(): """ Save an animation for the oregonator model @@ -1363,3 +1809,356 @@ def sh(t, u, r, b3, b5): us[n] = u return np.transpose(us)[:, :, np.newaxis] + + +def get_sh_coefficients(model, print_coeffs=False): + opt = model.optimizer + uxxcoeff_fit = np.array( + [ + opt.coef_[ + 0, np.where(np.array(model.get_feature_names()) == "1 u_11")[0][0] + ], + opt.coef_[ + 0, np.where(np.array(model.get_feature_names()) == "epsilon u_11")[0][0] + ], + opt.coef_[ + 0, + np.where(np.array(model.get_feature_names()) == "epsilon^2 u_11")[0][0], + ], + ] + ) + uxxxxcoeff_fit = np.array( + [ + opt.coef_[ + 0, np.where(np.array(model.get_feature_names()) == "1 u_1111")[0][0] + ], + opt.coef_[ + 0, + np.where(np.array(model.get_feature_names()) == "epsilon u_1111")[0][0], + ], + opt.coef_[ + 0, + np.where(np.array(model.get_feature_names()) == "epsilon^2 u_1111")[0][ + 0 + ], + ], + ] + ) + + def uxx_func_fit(epsilons): + epsilons = np.asarray(epsilons) + return np.sum( + uxxcoeff_fit[np.newaxis, :] + * epsilons[:, np.newaxis] ** np.arange(len(uxxcoeff_fit))[np.newaxis, :], + axis=1, + ) + + def uxxxx_func_fit(epsilons): + epsilons = np.asarray(epsilons) + return np.sum( + uxxxxcoeff_fit[np.newaxis, :] + * epsilons[:, np.newaxis] ** np.arange(len(uxxxxcoeff_fit))[np.newaxis, :], + axis=1, + ) + + rcoeff_fit = np.array( + [ + opt.coef_[0, np.where(np.array(model.get_feature_names()) == "1 u")[0][0]] + + 1, + opt.coef_[ + 0, np.where(np.array(model.get_feature_names()) == "epsilon u")[0][0] + ], + opt.coef_[ + 0, np.where(np.array(model.get_feature_names()) == "epsilon^2 u")[0][0] + ], + ] + ) + b3coeff_fit = np.array( + [ + opt.coef_[ + 0, np.where(np.array(model.get_feature_names()) == "1 uuu")[0][0] + ], + opt.coef_[ + 0, np.where(np.array(model.get_feature_names()) == "epsilon uuu")[0][0] + ], + opt.coef_[ + 0, + np.where(np.array(model.get_feature_names()) == "epsilon^2 uuu")[0][0], + ], + ] + ) + b5coeff_fit = np.array( + [ + -opt.coef_[ + 0, np.where(np.array(model.get_feature_names()) == "1 uuuuu")[0][0] + ], + -opt.coef_[ + 0, + np.where(np.array(model.get_feature_names()) == "epsilon uuuuu")[0][0], + ], + -opt.coef_[ + 0, + np.where(np.array(model.get_feature_names()) == "epsilon^2 uuuuu")[0][ + 0 + ], + ], + ] + ) + + def r_func_fit(epsilons): + epsilons = np.asarray(epsilons) + return np.sum( + rcoeff_fit[np.newaxis, :] + * epsilons[:, np.newaxis] ** np.arange(len(rcoeff_fit))[np.newaxis, :], + axis=1, + ) + + def b3_func_fit(epsilons): + epsilons = np.asarray(epsilons) + return np.sum( + b3coeff_fit[np.newaxis, :] + * epsilons[:, np.newaxis] ** np.arange(len(b3coeff_fit))[np.newaxis, :], + axis=1, + ) + + def b5_func_fit(epsilons): + epsilons = np.asarray(epsilons) + return np.sum( + b5coeff_fit[np.newaxis, :] + * epsilons[:, np.newaxis] ** np.arange(len(b5coeff_fit))[np.newaxis, :], + axis=1, + ) + + if print_coeffs: + print( + "D2=(%.3f+%.3f*E+%.3f*E*E)/(%.3f+%.3f*E+%.3f*E*E)" + % tuple(np.concatenate([uxxcoeff_fit, -uxxxxcoeff_fit])) + ) + print( + "U1=(-1.000+%.3f+%.3f*E+%.3f*E*E)/(%.3f+%.3f*E+%.3f*E*E)" + % tuple(np.concatenate([rcoeff_fit, -uxxxxcoeff_fit])) + ) + print( + "U3=(%.3f+%.3f*E+%.3f*E*E)/(%.3f+%.3f*E+%.3f*E*E)" + % tuple(np.concatenate([b3coeff_fit, -uxxxxcoeff_fit])) + ) + print( + "U5=-(%.3f+%.3f*E+%.3f*E*E)/(%.3f+%.3f*E+%.3f*E*E)" + % tuple(np.concatenate([b5coeff_fit, -uxxxxcoeff_fit])) + ) + + print( + r"(%.3f+%.3f\varepsilon+%.3f\varepsilon^2)u_{xx}\nonumber\\" + % tuple(uxxcoeff_fit) + ) + print( + r"&+(%.3f+%.3f\varepsilon+%.3f\varepsilon^2)u_{xxxx}\nonumber\\" + % tuple(uxxxxcoeff_fit) + ) + print( + r"&+(-1.000+%.3f+%.3f\varepsilon+%.3f\varepsilon^2)u\nonumber\\" + % tuple(rcoeff_fit) + ) + print( + r"&+(%.3f+%.3f\varepsilon+%.3f\varepsilon^2)u^3\nonumber\\" + % tuple(b3coeff_fit) + ) + print( + r"&-(%.3f+%.3f\varepsilon+%.3f\varepsilon^2)u^5\nonumber\\" + % tuple(b5coeff_fit) + ) + + return r_func_fit, b3_func_fit, b5_func_fit, uxx_func_fit, uxxxx_func_fit + + +def get_single_normal_form_parameters(model, printcoefs=False): + """ + Calculate the nonlinear transformation to compute the normal form parameters. + Parameters: + model: A fit SINDy model for the Oregonator model with a ParameterizedLibrary. + bs: Values of the b parameter to calculate the normal-form parameters + """ + opt = model.optimizer + + Xs = np.where(np.array(model.feature_library.get_feature_names(["X", "Y"])) == "X")[ + 0 + ][0] + Ys = np.where(np.array(model.feature_library.get_feature_names(["X", "Y"])) == "Y")[ + 0 + ][0] + XXs = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "XX" + )[0][0] + XYs = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "XY" + )[0][0] + YYs = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "YY" + )[0][0] + XXXs = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "XXX" + )[0][0] + XXYs = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "XXY" + )[0][0] + XYYs = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "XYY" + )[0][0] + YYYs = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "YYY" + )[0][0] + X1s = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "X_1" + )[0][0] + Y1s = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "Y_1" + )[0][0] + X2s = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "X_2" + )[0][0] + Y2s = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "Y_2" + )[0][0] + X11s = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "X_11" + )[0][0] + X12s = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "X_12" + )[0][0] + X22s = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "X_22" + )[0][0] + Y11s = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "Y_11" + )[0][0] + Y12s = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "Y_12" + )[0][0] + Y22s = np.where( + np.array(model.feature_library.get_feature_names(["X", "Y"])) == "Y_22" + )[0][0] + + if printcoefs: + for i in range(2): + print(r"\dot{%s}&=" % (["X", "Y"][i])) + print( + r"%.3fX+%.3fY\nonumber\\" + % tuple([opt.coef_[:, Xs][i].T, opt.coef_[:, Ys][i].T]) + ) + print( + r"%.3fXX+%.3fXY+%.3fYY\nonumber\\" + % tuple( + [ + opt.coef_[:, XXs][i].T, + opt.coef_[:, XYs][i].T, + opt.coef_[:, YYs][i].T, + ] + ) + ) + print( + r"%.3fXXX+%.3fXXY+%.3fXYY+%.3fYYY\nonumber\\" + % tuple( + [ + opt.coef_[:, XXXs][i].T, + opt.coef_[:, XXYs][i].T, + opt.coef_[:, XYYs][i].T, + opt.coef_[:, YYYs][i].T, + ] + ) + ) + print( + r"%.3fX_{x}+%.3fX_{y}+%.3fY_{x}+%.3fY_{y}\nonumber\\" + % tuple( + [ + opt.coef_[:, X1s][i].T, + opt.coef_[:, X2s][i].T, + opt.coef_[:, Y1s][i].T, + opt.coef_[:, Y2s][i].T, + ] + ) + ) + print( + r"%.3fX_{xx}+%.3fX_{xy}+%.3fX_{yy}+%.3fY_{xx}+%.3fY_{xy}+%.3fY_{yy}\nonumber\\" + % tuple( + [ + opt.coef_[:, X11s][i].T, + opt.coef_[:, X12s][i].T, + opt.coef_[:, X22s][i].T, + opt.coef_[:, Y11s][i].T, + opt.coef_[:, Y12s][i].T, + opt.coef_[:, Y22s][i].T, + ] + ) + ) + print() + + D = np.zeros((2, 2)) + D[:, 0] = opt.coef_[:, X11s] + D[:, 1] = opt.coef_[:, Y11s] + + J = np.zeros((2, 2)) + Fxx = np.zeros((2, 2, 2)) + Fxxx = np.zeros((2, 2, 2, 2)) + J[:, 0] = opt.coef_[:, Xs] + J[:, 1] = opt.coef_[:, Ys] + Fxx[:, 0, 0] = opt.coef_[:, XXs] * 2 + Fxx[:, 0, 1] = opt.coef_[:, XYs] + Fxx[:, 1, 0] = opt.coef_[:, XYs] + Fxx[:, 1, 1] = opt.coef_[:, YYs] * 2 + Fxxx[:, 0, 0, 0] = opt.coef_[:, XXXs] * 6 + Fxxx[:, 0, 0, 1] = opt.coef_[:, XXYs] * 2 + Fxxx[:, 0, 1, 0] = opt.coef_[:, XXYs] * 2 + Fxxx[:, 1, 0, 0] = opt.coef_[:, XXYs] * 2 + Fxxx[:, 0, 1, 1] = opt.coef_[:, XYYs] * 2 + Fxxx[:, 1, 0, 1] = opt.coef_[:, XYYs] * 2 + Fxxx[:, 1, 1, 0] = opt.coef_[:, XYYs] * 2 + Fxxx[:, 1, 1, 1] = opt.coef_[:, YYYs] * 6 + + lambdas, Us = np.linalg.eig(J) + + u = Us[:, 0] + ubar = np.conjugate(u) + ut = np.linalg.inv(Us)[0, :] + a = np.einsum( + "i,ijk,j,kl,lmo,m,o", + ut, + Fxx, + u, + np.linalg.inv(J), + Fxx, + u, + ubar, + ) + b = ( + np.einsum( + "i,ijk,j,kl,lmo,m,o", + ut, + Fxx, + ubar, + np.linalg.inv(J - ((lambdas[0] - lambdas[1]) * np.eye(2))), + Fxx, + u, + u, + ) + / 2 + ) + c = np.einsum("i,ijkl,j,k,l", ut, Fxxx, u, u, ubar) / 2 + alphas = a + b - c + betas = np.einsum("i,ik,k", ut, D, u) + + return -np.imag(alphas) / np.real(alphas), np.imag(betas) / np.real(betas) + + +def get_auto_branches(filebase): + i = 0 + unstable = [] + while os.path.exists(filebase + "/unstable_" + str(i) + ".npy"): + unstable.append(np.load(filebase + "/unstable_" + str(i) + ".npy")) + i = i + 1 + + i = 0 + stable = [] + while os.path.exists(filebase + "/stable_" + str(i) + ".npy"): + stable.append(np.load(filebase + "/stable_" + str(i) + ".npy")) + i = i + 1 + return unstable, stable diff --git a/examples/1_feature_overview.ipynb b/examples/1_feature_overview.ipynb deleted file mode 100644 index cd6fb9c25..000000000 --- a/examples/1_feature_overview.ipynb +++ /dev/null @@ -1,3115 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Feature Overview\n", - "\n", - "This notebook provides a simple overview of the basic functionality of PySINDy. In addition to demonstrating the basic usage for fitting a SINDy model, we demonstrate several means of customizing the SINDy fitting procedure. These include different forms of input data, different optimization methods, different differentiation methods, and custom feature libraries.\n", - "\n", - "An interactive version of this notebook is available on binder." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "ExecuteTime": { - "end_time": "2020-03-09T00:05:47.829870Z", - "start_time": "2020-03-09T00:05:47.821638Z" - } - }, - "source": [ - "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/dynamicslab/pysindy/v1.7.3?filepath=examples/1_feature_overview.ipynb)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:41.222450Z", - "start_time": "2020-10-22T22:20:40.308783Z" - } - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "import numpy as np\n", - "from scipy.integrate import solve_ivp\n", - "from sklearn.linear_model import Lasso\n", - "\n", - "from pysindy.utils import enzyme\n", - "from pysindy.utils import lorenz\n", - "from pysindy.utils import lorenz_control\n", - "import pysindy as ps\n", - "\n", - "# bad code but allows us to ignore warnings\n", - "import warnings\n", - "warnings.filterwarnings(\"ignore\", category=UserWarning)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:41.226830Z", - "start_time": "2020-10-22T22:20:41.224162Z" - } - }, - "outputs": [], - "source": [ - "# Seed the random number generators for reproducibility\n", - "np.random.seed(100)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### A note on solve_ivp vs odeint before we continue\n", - "The default solver for `solve_ivp` is a Runga-Kutta method (RK45) but this seems to work quite poorly on a number of these examples, likely because they are multi-scale and chaotic. Instead, the LSODA method seems to perform quite well (ironically this is the default for the older `odeint` method). This is a nice reminder that system identification is important to get the right model, but a good integrator is still needed at the end!" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# Initialize integrator keywords for solve_ivp to replicate the odeint defaults\n", - "integrator_keywords = {}\n", - "integrator_keywords['rtol'] = 1e-12\n", - "integrator_keywords['method'] = 'LSODA'\n", - "integrator_keywords['atol'] = 1e-12" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Basic usage\n", - "We will fit a SINDy model to the famous Lorenz system:\n", - "$$ \\dot{x} = \\sigma (y - x),$$\n", - "$$ \\dot{y} = x(\\rho - z) - y, $$\n", - "$$ \\dot{z} = x y - \\beta z. $$\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Train the model" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:41.263816Z", - "start_time": "2020-10-22T22:20:41.240788Z" - } - }, - "outputs": [], - "source": [ - "# Generate measurement data\n", - "dt = .002\n", - "\n", - "t_train = np.arange(0, 10, dt)\n", - "x0_train = [-8, 8, 27]\n", - "t_train_span = (t_train[0], t_train[-1])\n", - "x_train = solve_ivp(lorenz, t_train_span, x0_train, \n", - " t_eval=t_train, **integrator_keywords).y.T" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:41.306516Z", - "start_time": "2020-10-22T22:20:41.266947Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "# Instantiate and fit the SINDy model\n", - "model = ps.SINDy()\n", - "model.fit(x_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Assess results on a test trajectory" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:41.367601Z", - "start_time": "2020-10-22T22:20:41.308759Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model score: 1.000000\n" - ] - } - ], - "source": [ - "# Evolve the Lorenz equations in time using a different initial condition\n", - "t_test = np.arange(0, 15, dt)\n", - "x0_test = np.array([8, 7, 15])\n", - "t_test_span = (t_test[0], t_test[-1])\n", - "x_test = solve_ivp(lorenz, t_test_span, x0_test, \n", - " t_eval=t_test, **integrator_keywords).y.T \n", - "\n", - "# Compare SINDy-predicted derivatives with finite difference derivatives\n", - "print('Model score: %f' % model.score(x_test, t=dt))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Predict derivatives with learned model" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:42.389408Z", - "start_time": "2020-10-22T22:20:41.370570Z" - } - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Predict derivatives using the learned model\n", - "x_dot_test_predicted = model.predict(x_test) \n", - "\n", - "# Compute derivatives with a finite difference method, for comparison\n", - "x_dot_test_computed = model.differentiate(x_test, t=dt)\n", - "\n", - "fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(7, 9))\n", - "for i in range(x_test.shape[1]):\n", - " axs[i].plot(t_test, x_dot_test_computed[:, i],\n", - " 'k', label='numerical derivative')\n", - " axs[i].plot(t_test, x_dot_test_predicted[:, i],\n", - " 'r--', label='model prediction')\n", - " axs[i].legend()\n", - " axs[i].set(xlabel='t', ylabel='$\\dot x_{}$'.format(i))\n", - "fig.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Simulate forward in time" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:44.604020Z", - "start_time": "2020-10-22T22:20:42.392280Z" - } - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Evolve the new initial condition in time with the SINDy model\n", - "x_test_sim = model.simulate(x0_test, t_test)\n", - "\n", - "fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(7, 9))\n", - "for i in range(x_test.shape[1]):\n", - " axs[i].plot(t_test, x_test[:, i], 'k', label='true simulation')\n", - " axs[i].plot(t_test, x_test_sim[:, i], 'r--', label='model simulation')\n", - " axs[i].legend()\n", - " axs[i].set(xlabel='t', ylabel='$x_{}$'.format(i))\n", - "\n", - "fig = plt.figure(figsize=(10, 4.5))\n", - "ax1 = fig.add_subplot(121, projection='3d')\n", - "ax1.plot(x_test[:, 0], x_test[:, 1], x_test[:, 2], 'k')\n", - "ax1.set(xlabel='$x_0$', ylabel='$x_1$',\n", - " zlabel='$x_2$', title='true simulation')\n", - "\n", - "ax2 = fig.add_subplot(122, projection='3d')\n", - "ax2.plot(x_test_sim[:, 0], x_test_sim[:, 1], x_test_sim[:, 2], 'r--')\n", - "ax2.set(xlabel='$x_0$', ylabel='$x_1$',\n", - " zlabel='$x_2$', title='model simulation')\n", - "\n", - "fig.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Different forms of input data\n", - "\n", - "Here we explore different types of input data accepted by the the `SINDy` class." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Single trajectory, pass in collection times" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:44.639616Z", - "start_time": "2020-10-22T22:20:44.605466Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "model = ps.SINDy()\n", - "model.fit(x_train, t=t_train)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Single trajectory, set default timestep\n", - "Since we used a uniform timestep when defining `t_train` we can tell set a default timestep to be used whenever `t` isn't passed in." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:44.698019Z", - "start_time": "2020-10-22T22:20:44.642128Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "model = ps.SINDy(t_default=dt)\n", - "model.fit(x_train)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Single trajectory, pass in pre-computed derivatives" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:44.787270Z", - "start_time": "2020-10-22T22:20:44.700496Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -10.000 x0 + 10.000 x1\n", - "(x1)' = 28.000 x0 + -1.000 x1 + -1.000 x0 x2\n", - "(x2)' = -2.667 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "x_dot_true = np.zeros(x_train.shape)\n", - "for i in range(t_train.size):\n", - " x_dot_true[i] = lorenz(t_train[i], x_train[i])\n", - " \n", - "model = ps.SINDy()\n", - "model.fit(x_train, t=t_train, x_dot=x_dot_true)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Multiple trajectories\n", - "We use the Lorenz equations to evolve multiple different initial conditions forward in time, passing all the trajectories into a single `SINDy` object. Note that `x_train_multi` is a list of 2D numpy arrays." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:45.314443Z", - "start_time": "2020-10-22T22:20:44.799439Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.993 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "n_trajectories = 20\n", - "x0s = np.array([36, 48, 41]) * (\n", - " np.random.rand(n_trajectories, 3) - 0.5\n", - ") + np.array([0, 0, 25])\n", - "x_train_multi = []\n", - "for i in range(n_trajectories):\n", - " x_train_multi.append(solve_ivp(lorenz, t_train_span, x0s[i], \n", - " t_eval=t_train, **integrator_keywords).y.T)\n", - "\n", - "model = ps.SINDy()\n", - "model.fit(x_train_multi, t=dt, multiple_trajectories=True)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Multiple trajectories, different lengths of time\n", - "This example is similar to the previous one, but each trajectory consists of a different number of measurements." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:45.470710Z", - "start_time": "2020-10-22T22:20:45.319012Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.994 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "n_trajectories = 20\n", - "x0s = np.array([36, 48, 41]) * (\n", - " np.random.rand(n_trajectories, 3) - 0.5\n", - ") + np.array([0, 0, 25])\n", - "x_train_multi = []\n", - "t_train_multi = []\n", - "for i in range(n_trajectories):\n", - " n_samples = np.random.randint(500, 1500)\n", - " t = np.arange(0, n_samples * dt, dt)\n", - " t_span = (t[0], t[-1])\n", - " x_train_multi.append(solve_ivp(lorenz, t_span, x0s[i], \n", - " t_eval=t, **integrator_keywords).y.T)\n", - " t_train_multi.append(t)\n", - "\n", - "model = ps.SINDy()\n", - "model.fit(x_train_multi, t=t_train_multi, multiple_trajectories=True)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Discrete time dynamical system (map)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:45.489800Z", - "start_time": "2020-10-22T22:20:45.473454Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)[k+1] = 3.600 x0[k] + -3.600 x0[k]^2\n" - ] - } - ], - "source": [ - "def f(x):\n", - " return 3.6 * x * (1 - x)\n", - "\n", - "\n", - "n_steps = 1000\n", - "eps = 0.001 # Noise level\n", - "x_train_map = np.zeros((n_steps))\n", - "x_train_map[0] = 0.5\n", - "for i in range(1, n_steps):\n", - " x_train_map[i] = f(x_train_map[i - 1]) + eps * np.random.randn()\n", - "model = ps.SINDy(discrete_time=True)\n", - "model.fit(x_train_map)\n", - "\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Pandas DataFrame" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:45.803257Z", - "start_time": "2020-10-22T22:20:45.492104Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x)' = -9.999 x + 9.999 y\n", - "(y)' = 27.992 x + -0.999 y + -1.000 x z\n", - "(z)' = -2.666 z + 1.000 x y\n" - ] - } - ], - "source": [ - "import pandas as pd\n", - "\n", - "# Create a dataframe with entries corresponding to measurements and\n", - "# indexed by the time at which the measurements were taken\n", - "df = pd.DataFrame(data=x_train, columns=['x', 'y', 'z'], index=t_train)\n", - "\n", - "# The column names can be used as feature names\n", - "model = ps.SINDy(feature_names=df.columns)\n", - "\n", - "# Everything needs to be converted to numpy arrays to be passed in\n", - "model.fit(df.values, t=df.index.values)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Optimization options\n", - "In this section we provide examples of different parameters accepted by the built-in sparse regression optimizers `STLSQ`, `SR3`, `ConstrainedSR3`, `MIOSR`, `SSR`, and `FROLS`. The `Trapping` optimizer is not straightforward to use; please check out Example 8 for some examples. We also show how to use a scikit-learn sparse regressor with PySINDy." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### STLSQ - change parameters" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:45.833097Z", - "start_time": "2020-10-22T22:20:45.805829Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "stlsq_optimizer = ps.STLSQ(threshold=.01, alpha=.5)\n", - "\n", - "model = ps.SINDy(optimizer=stlsq_optimizer)\n", - "model.fit(x_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### STLSQ - verbose (print out optimization terms at each iteration)\n", - "The same verbose option is available with all the other optimizers. For optimizers that use the CVXPY\n", - "package, there is additional boolean flag, verbose_cvxpy, that decides whether or not CVXPY solves will also be verbose." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Iteration ... |y - Xw|^2 ... a * |w|_2 ... |w|_0 ... Total error: |y - Xw|^2 + a * |w|_2\n", - " 0 ... 3.1040e+01 ... 4.9652e+02 ... 8 ... 5.2756e+02\n", - " 1 ... 1.1797e+00 ... 4.9674e+02 ... 7 ... 4.9792e+02\n", - " 2 ... 1.1712e+00 ... 4.9675e+02 ... 7 ... 4.9792e+02\n", - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "stlsq_optimizer = ps.STLSQ(threshold=.01, alpha=.5, verbose=True)\n", - "\n", - "model = ps.SINDy(optimizer=stlsq_optimizer)\n", - "model.fit(x_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### SR3" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:45.862190Z", - "start_time": "2020-10-22T22:20:45.835106Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "sr3_optimizer = ps.SR3(threshold=0.1, thresholder='l1')\n", - "\n", - "model = ps.SINDy(optimizer=sr3_optimizer)\n", - "model.fit(x_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### SR3 - with trimming\n", - "`SR3` is capable of automatically trimming outliers from training data. Specifying the parameter `trimming_fraction` tells the method what fraction of samples should be trimmed." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:46.058222Z", - "start_time": "2020-10-22T22:20:45.865560Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Without trimming\n", - "(x0)' = -0.063 1 + -9.936 x0 + 9.941 x1 + 0.002 x2\n", - "(x1)' = 0.144 1 + 27.993 x0 + -0.995 x1 + -0.014 x2 + 0.004 x0^2 + -1.000 x0 x2\n", - "(x2)' = -0.053 1 + 0.007 x1 + -2.661 x2 + 0.998 x0 x1\n", - "\n", - "With trimming\n", - "(x0)' = -9.936 x0 + 9.941 x1\n", - "(x1)' = 27.997 x0 + -0.995 x1 + -1.000 x0 x2\n", - "(x2)' = -2.662 x2 + 0.998 x0 x1\n" - ] - } - ], - "source": [ - "corrupted_inds = np.random.randint(0, len(x_train), size=len(x_train) // 30)\n", - "x_train_corrupted = x_train.copy()\n", - "x_train_corrupted[corrupted_inds] += np.random.standard_normal((len(corrupted_inds), 3))\n", - "\n", - "# Without trimming\n", - "sr3_optimizer = ps.SR3()\n", - "model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train_corrupted, t=dt, quiet=True)\n", - "print(\"Without trimming\")\n", - "model.print()\n", - "\n", - "# With trimming\n", - "sr3_optimizer = ps.SR3(trimming_fraction=0.1)\n", - "model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train_corrupted, t=dt, quiet=True)\n", - "print(\"\\nWith trimming\")\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### SR3 regularizers \n", - "The default regularizer with SR3 is the L0 norm, but L1 and L2 are allowed. Note that the pure L2 option is notably less sparse than the other options." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "L0 regularizer: \n", - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n", - "L1 regularizer: \n", - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n", - "L2 regularizer: \n", - "(x0)' = -0.001 1 + -10.005 x0 + 10.003 x1\n", - "(x1)' = -0.015 1 + 27.991 x0 + -0.998 x1 + 0.002 x2 + -1.000 x0 x2\n", - "(x2)' = 0.008 1 + 0.006 x0 + -0.004 x1 + -2.666 x2 + 0.001 x0^2 + 0.999 x0 x1\n" - ] - } - ], - "source": [ - "sr3_optimizer = ps.SR3(threshold=0.1, thresholder='l0')\n", - "model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train, t=dt, quiet=True)\n", - "print(\"L0 regularizer: \")\n", - "model.print()\n", - "\n", - "sr3_optimizer = ps.SR3(threshold=0.1, thresholder=\"l1\")\n", - "model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train, t=dt, quiet=True)\n", - "print(\"L1 regularizer: \")\n", - "model.print()\n", - "\n", - "sr3_optimizer = ps.SR3(threshold=0.1, thresholder=\"l2\")\n", - "model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train, t=dt, quiet=True)\n", - "print(\"L2 regularizer: \")\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### SR3 - with variable thresholding\n", - "`SR3` and its variants (ConstrainedSR3, TrappingSR3, SINDyPI) can use a matrix of thresholds to set different thresholds for different terms." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Threshold = 0.1 for all terms\n", - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n", - "Threshold = 0.1 for quadratic terms, else threshold = 1\n", - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 25.563 x0 + -0.952 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "# Without thresholds matrix\n", - "sr3_optimizer = ps.SR3(threshold=0.1, thresholder='l0')\n", - "model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train, t=dt)\n", - "print(\"Threshold = 0.1 for all terms\")\n", - "model.print()\n", - "\n", - "# With thresholds matrix\n", - "thresholds = 2 * np.ones((10, 3))\n", - "thresholds[4:, :] = 0.1\n", - "sr3_optimizer = ps.SR3(thresholder=\"weighted_l0\", thresholds=thresholds)\n", - "model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train, t=dt)\n", - "print(\"Threshold = 0.1 for quadratic terms, else threshold = 1\")\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It can be seen that the x1 term in the second equation correctly gets truncated with these thresholds. \n", - "\n", - "### ConstrainedSR3\n", - "We can impose linear equality and inequality constraints on the coefficients in the `SINDy` model using the `ConstrainedSR3` class. Below we constrain the x0 coefficient in the second equation to be exactly 28 and the x0 and x1 coefficients in the first equations to be negatives of one another. See this [notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/7_plasma_examples.ipynb) for examples." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:46.071020Z", - "start_time": "2020-10-22T22:20:46.062479Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Features (10): ['1', 'x0', 'x1', 'x2', 'x0^2', 'x0 x1', 'x0 x2', 'x1^2', 'x1 x2', 'x2^2']\n" - ] - } - ], - "source": [ - "# Figure out how many library features there will be\n", - "library = ps.PolynomialLibrary()\n", - "library.fit([ps.AxesArray(x_train,{\"ax_sample\":0,\"ax_coord\":1})])\n", - "n_features = library.n_output_features_\n", - "print(f\"Features ({n_features}):\", library.get_feature_names())" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:46.108252Z", - "start_time": "2020-10-22T22:20:46.073968Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -10.002 x0 + 10.002 x1\n", - "(x1)' = 28.000 x0 + -1.003 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 0.999 x0 x1\n" - ] - } - ], - "source": [ - "# Set constraints\n", - "n_targets = x_train.shape[1]\n", - "constraint_rhs = np.array([0, 28])\n", - "\n", - "# One row per constraint, one column per coefficient\n", - "constraint_lhs = np.zeros((2, n_targets * n_features))\n", - "\n", - "# 1 * (x0 coefficient) + 1 * (x1 coefficient) = 0\n", - "constraint_lhs[0, 1] = 1\n", - "constraint_lhs[0, 2] = 1\n", - "\n", - "# 1 * (x0 coefficient) = 28\n", - "constraint_lhs[1, 1 + n_features] = 1\n", - "\n", - "optimizer = ps.ConstrainedSR3(constraint_rhs=constraint_rhs, constraint_lhs=constraint_lhs)\n", - "model = ps.SINDy(optimizer=optimizer, feature_library=library).fit(x_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -11.085 x0 + 9.701 x1 + 0.020 x2 + 0.021 x0 x2 + 0.025 x1 x2\n", - "(x1)' = 2.338 1 + 0.050 x0 + 10.311 x1 + 0.368 x2 + -0.047 x0^2 + 0.197 x0 x1 + -0.308 x0 x2 + -0.125 x1^2 + -0.183 x1 x2 + -0.006 x2^2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "# Try with normalize columns (doesn't work with constraints!!!)\n", - "optimizer = ps.ConstrainedSR3(constraint_rhs=constraint_rhs, \n", - " constraint_lhs=constraint_lhs,\n", - " normalize_columns=True, \n", - " threshold=10)\n", - "model = ps.SINDy(optimizer=optimizer, \n", - " feature_library=library).fit(x_train, t=dt, quiet=True)\n", - "model.print()" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "# Repeat with inequality constraints, need CVXPY installed\n", - "try:\n", - " import cvxpy\n", - " run_cvxpy = True\n", - "except ImportError:\n", - " run_cvxpy = False\n", - " print('No CVXPY package is installed')" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -10.000 x0 + 10.000 x1\n", - "(x1)' = 27.985 x0 + -0.994 x1 + -1.000 x0 x2\n", - "(x2)' = 0.001 x0 + -2.665 x2 + 0.001 x0^2 + 0.999 x0 x1\n", - "-10.000125704916801 10.000135690183592\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/zack/opt/anaconda3/envs/pysindy_env/lib/python3.9/site-packages/cvxpy/problems/problem.py:1294: UserWarning: Solution may be inaccurate. Try another solver, adjusting the solver settings, or solve with verbose=True for more information.\n", - " warnings.warn(\n" - ] - } - ], - "source": [ - "if run_cvxpy:\n", - " # Repeat with inequality constraints\n", - " eps = 1e-5\n", - " constraint_rhs = np.array([eps, eps, 28])\n", - "\n", - " # One row per constraint, one column per coefficient\n", - " constraint_lhs = np.zeros((3, n_targets * n_features))\n", - "\n", - " # 1 * (x0 coefficient) + 1 * (x1 coefficient) <= eps\n", - " constraint_lhs[0, 1] = 1\n", - " constraint_lhs[0, 2] = 1\n", - "\n", - " # -eps <= 1 * (x0 coefficient) + 1 * (x1 coefficient)\n", - " constraint_lhs[1, 1] = -1\n", - " constraint_lhs[1, 2] = -1\n", - "\n", - " # 1 * (x0 coefficient) <= 28\n", - " constraint_lhs[2, 1 + n_features] = 1\n", - "\n", - " optimizer = ps.ConstrainedSR3(\n", - " constraint_rhs=constraint_rhs,\n", - " constraint_lhs=constraint_lhs,\n", - " inequality_constraints=True,\n", - " thresholder=\"l1\",\n", - " tol=1e-7,\n", - " threshold=10,\n", - " max_iter=10000\n", - " )\n", - " model = ps.SINDy(optimizer=optimizer, \n", - " feature_library=library).fit(x_train, t=dt)\n", - " model.print()\n", - " print(optimizer.coef_[0, 1], optimizer.coef_[0, 2])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### MIOSR\n", - "Mixed-integer optimized sparse regression (MIOSR) is an optimizer which solves the NP-hard subset selection problem to provable optimality using techniques from mixed-integer optimization. This optimizer is expected to be most performant compared to heuristics in settings with limited data or on systems with small coefficents. See Bertsimas, Dimitris, and Wes Gurnee. \"Learning Sparse Nonlinear Dynamics via Mixed-Integer Optimization.\" arXiv preprint arXiv:2206.00176 (2022). for details.\n", - "\n", - "Note, MIOSR requires `gurobipy` as a dependency. Please either `pip install gurobipy` or `pip install pysindy[miosr]`. \n", - "\n", - "Gurobi is a private company, but a limited academic license is available when you pip install. If you have previously installed `gurobipy` but your license has expired, `import gurobipy` will work but using the functionality will throw a `GurobiError`. See [here](https://support.gurobi.com/hc/en-us/articles/360038967271-How-do-I-renew-my-free-individual-academic-or-free-trial-license-) for how to renew a free academic license." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "try:\n", - " import gurobipy\n", - " run_miosr = True\n", - " GurobiError = gurobipy.GurobiError\n", - "except ImportError:\n", - " run_miosr = False" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "MIOSR can handle sparsity constraints in two ways: dimensionwise sparsity where the algorithm is fit once per each dimension, and global sparsity, where all dimensions are fit jointly to respect the overall sparsity constraint. Additionally, MIOSR can handle constraints and can be adapted to implement custom constraints by advanced users.\n", - "\n", - "### MIOSR target_sparsity vs. group_sparsity" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Set parameter Username\n", - "Academic license - for non-commercial use only - expires 2023-12-02\n", - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "if run_miosr:\n", - " try:\n", - " miosr_optimizer = ps.MIOSR(target_sparsity=7)\n", - " model = ps.SINDy(optimizer=miosr_optimizer)\n", - " model.fit(x_train, t=dt)\n", - " model.print()\n", - " except GurobiError:\n", - " print('User has an expired gurobi license')" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "if run_miosr:\n", - " try:\n", - " miosr_optimizer = ps.MIOSR(group_sparsity=(2, 3, 2), target_sparsity=None)\n", - "\n", - " model = ps.SINDy(optimizer=miosr_optimizer)\n", - " model.fit(x_train, t=dt)\n", - " model.print()\n", - " except GurobiError:\n", - " print('User does not have a gurobi license')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### MIOSR (verbose) with equality constraints" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Set parameter TimeLimit to value 10\n", - "Gurobi Optimizer version 9.5.2 build v9.5.2rc0 (mac64[x86])\n", - "Thread count: 4 physical cores, 8 logical processors, using up to 8 threads\n", - "Optimize a model with 3 rows, 60 columns and 33 nonzeros\n", - "Model fingerprint: 0xfff3ed10\n", - "Model has 165 quadratic objective terms\n", - "Model has 30 SOS constraints\n", - "Variable types: 30 continuous, 30 integer (30 binary)\n", - "Coefficient statistics:\n", - " Matrix range [1e+00, 1e+00]\n", - " Objective range [2e+02, 9e+07]\n", - " QObjective range [1e+04, 6e+09]\n", - " Bounds range [1e+00, 1e+00]\n", - " RHS range [2e+01, 3e+01]\n", - "Warning: Model contains large quadratic objective coefficients\n", - " Consider reformulating model or setting NumericFocus parameter\n", - " to avoid numerical issues.\n", - "Presolve removed 1 rows and 2 columns\n", - "Presolve time: 0.00s\n", - "Presolved: 2 rows, 58 columns, 31 nonzeros\n", - "Presolved model has 29 SOS constraint(s)\n", - "Presolved model has 155 quadratic objective terms\n", - "Variable types: 29 continuous, 29 integer (29 binary)\n", - "\n", - "Root relaxation: objective -6.078269e+07, 78 iterations, 0.00 seconds (0.00 work units)\n", - "\n", - " Nodes | Current Node | Objective Bounds | Work\n", - " Expl Unexpl | Obj Depth IntInf | Incumbent BestBd Gap | It/Node Time\n", - "\n", - "H 0 0 2.907971e+08 -6.078e+07 121% - 0s\n", - " 0 0 -6.078e+07 0 23 2.9080e+08 -6.078e+07 121% - 0s\n", - "H 0 0 2.820235e+08 -6.078e+07 122% - 0s\n", - "H 0 0 4.892195e+07 -6.078e+07 224% - 0s\n", - " 0 0 -6.078e+07 0 23 4.8922e+07 -6.078e+07 224% - 0s\n", - "H 0 0 4.877359e+07 -6.078e+07 225% - 0s\n", - " 0 2 -6.078e+07 0 23 4.8774e+07 -6.078e+07 225% - 0s\n", - "H 4 8 8894834.6000 -6.078e+07 783% 1.8 0s\n", - "H 4 8 -2.94913e+07 -6.078e+07 106% 1.8 0s\n", - "H 19 14 -2.99483e+07 -6.078e+07 103% 1.8 0s\n", - "H 22 22 -4.69817e+07 -6.078e+07 29.4% 1.9 0s\n", - "H 26 22 -4.76687e+07 -6.078e+07 27.5% 2.0 0s\n", - "H 33 30 -4.78428e+07 -6.078e+07 27.0% 2.1 0s\n", - "H 38 32 -5.15066e+07 -6.078e+07 18.0% 2.4 0s\n", - "H 39 32 -5.16808e+07 -6.078e+07 17.6% 2.4 0s\n", - "* 41 32 6 -6.07827e+07 -6.078e+07 0.00% 3.0 0s\n", - "\n", - "Explored 45 nodes (223 simplex iterations) in 0.05 seconds (0.00 work units)\n", - "Thread count was 8 (of 8 available processors)\n", - "\n", - "Solution count 10: -6.07827e+07 -5.16808e+07 -5.15066e+07 ... 2.82023e+08\n", - "No other solutions better than -6.07827e+07\n", - "\n", - "Optimal solution found (tolerance 1.00e-04)\n", - "Best objective -6.078268757125e+07, best bound -6.078268757125e+07, gap 0.0000%\n", - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n", - "-10.000125704916801 10.000135690183592\n" - ] - } - ], - "source": [ - "if run_miosr:\n", - " try:\n", - " # Set constraints\n", - " n_targets = x_train.shape[1]\n", - " constraint_rhs = np.array([0, 28])\n", - "\n", - " # One row per constraint, one column per coefficient\n", - " constraint_lhs = np.zeros((2, n_targets * n_features))\n", - "\n", - " # 1 * (x0 coefficient) + 1 * (x1 coefficient) = 0\n", - " constraint_lhs[0, 1] = 1\n", - " constraint_lhs[0, 2] = 1\n", - "\n", - " # 1 * (x0 coefficient) = 28\n", - " constraint_lhs[1, 1 + n_features] = 1\n", - "\n", - " miosr_optimizer = ps.MIOSR(\n", - " constraint_rhs=constraint_rhs,\n", - " constraint_lhs=constraint_lhs,\n", - " verbose=True, # print the full gurobi log\n", - " target_sparsity=7\n", - " )\n", - " model = ps.SINDy(optimizer=miosr_optimizer, \n", - " feature_library=library).fit(x_train, t=dt)\n", - " model.print()\n", - " print(optimizer.coef_[0, 1], optimizer.coef_[0, 2])\n", - " except GurobiError:\n", - " print('User does not have a gurobi license')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "See the [gurobi documentation](https://www.gurobi.com/documentation/9.5/refman/mip_logging.html) for more information on how to read the log output and this [tutorial](https://www.gurobi.com/resource/mip-basics/) on the basics of mixed-integer optimization." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### SSR (greedy algorithm)\n", - "Stepwise sparse regression (SSR) is a greedy algorithm which solves the problem (defaults to ridge regression) by iteratively truncating the smallest coefficient during the optimization. There are many ways one can decide to truncate terms. We implement two popular ways, truncating the smallest coefficient at each iteration, or chopping each coefficient, computing N - 1 models, and then choosing the model with the lowest residual error. See this [notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/11_SSR_FROLS.ipynb) for examples." - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -0.001 1 + -10.005 x0 + 10.003 x1\n", - "(x1)' = -0.015 1 + 27.991 x0 + -0.998 x1 + 0.002 x2 + -1.000 x0 x2\n", - "(x2)' = 0.008 1 + 0.006 x0 + -0.004 x1 + -2.666 x2 + 0.001 x0^2 + 0.999 x0 x1\n" - ] - } - ], - "source": [ - "ssr_optimizer = ps.SSR(alpha=.05)\n", - "\n", - "model = ps.SINDy(optimizer=ssr_optimizer)\n", - "model.fit(x_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The alpha parameter is the same here as in the STLSQ optimizer. It determines the amount of L2 regularization to use, so if alpha is nonzero, this is doing Ridge regression rather than least-squares regression." - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -0.001 1 + -10.005 x0 + 10.003 x1\n", - "(x1)' = -0.015 1 + 27.991 x0 + -0.998 x1 + 0.002 x2 + -1.000 x0 x2\n", - "(x2)' = 0.008 1 + 0.006 x0 + -0.004 x1 + -2.666 x2 + 0.001 x0^2 + 0.999 x0 x1\n" - ] - } - ], - "source": [ - "ssr_optimizer = ps.SSR(alpha=.05, criteria=\"model_residual\")\n", - "model = ps.SINDy(optimizer=ssr_optimizer)\n", - "model.fit(x_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The kappa parameter determines how sparse a solution is desired." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -10.004 x0 + 10.003 x1\n", - "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.665 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "ssr_optimizer = ps.SSR(alpha=.05, criteria=\"model_residual\", kappa=1e-3)\n", - "model = ps.SINDy(optimizer=ssr_optimizer)\n", - "model.fit(x_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### FROLS (greedy algorithm)\n", - "Forward Regression Orthogonal Least Squares (FROLS) is another greedy algorithm which solves the least-squares regression problem (actually default is to solve ridge regression) with $L_0$ norm by iteratively selecting the most correlated function in the library. At each step, the candidate functions are orthogonalized with respect to the already-selected functions. The selection criteria is the Error Reduction Ratio, i.e. the normalized increase in the explained output variance due to the addition of a given function to the basis. See this [notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/11_SSR_FROLS.ipynb) for examples." - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -0.001 1 + -10.005 x0 + 10.003 x1\n", - "(x1)' = -0.005 1 + 27.990 x0 + -0.997 x1 + -1.000 x0 x2\n", - "(x2)' = 0.019 1 + -2.668 x2 + 0.999 x0 x1\n" - ] - } - ], - "source": [ - "optimizer = ps.FROLS(alpha=.05)\n", - "model = ps.SINDy(optimizer=optimizer)\n", - "model.fit(x_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The kappa parameter determines how sparse a solution is desired." - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -0.001 1 + -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "optimizer = ps.FROLS(alpha=.05, kappa=1e-7)\n", - "model = ps.SINDy(optimizer=optimizer)\n", - "model.fit(x_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### LASSO\n", - "In this example we use a third-party Lasso implementation (from scikit-learn) as the optimizer." - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:46.436242Z", - "start_time": "2020-10-22T22:20:46.110756Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -10.005 x0 + 10.003 x1\n", - "(x1)' = 27.990 x0 + -0.997 x1 + -1.000 x0 x2\n", - "(x2)' = -2.665 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "lasso_optimizer = Lasso(alpha=2, max_iter=2000, fit_intercept=False)\n", - "\n", - "model = ps.SINDy(optimizer=lasso_optimizer)\n", - "model.fit(x_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Ensemble methods\n", - "One way to improve SINDy performance is to generate many models by sub-sampling the time series (ensemble) or sub-sampling the candidate library $\\mathbf{\\Theta}$ (library ensemble). The resulting models can then be synthesized by taking the average (bagging), taking the median (this is the recommended because it works well in practice), or some other post-processing. See this [notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/13_ensembling.ipynb) for more examples." - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Default is to sample the entire time series with replacement, generating 10 models on roughly \n", - "# 60% of the total data, with duplicates. \n", - "\n", - "# Custom feature names\n", - "np.random.seed(100)\n", - "feature_names = ['x', 'y', 'z']\n", - "\n", - "ensemble_optimizer = ps.EnsembleOptimizer(ps.STLSQ(threshold=1e-3,normalize_columns=False),bagging=True,n_subset=int(0.6*x_train.shape[0]))\n", - "\n", - "model = ps.SINDy(optimizer=ensemble_optimizer, feature_names=feature_names)\n", - "model.fit(x_train, t=dt)\n", - "ensemble_coefs = ensemble_optimizer.coef_list\n", - "mean_ensemble = np.mean(ensemble_coefs, axis=0)\n", - "std_ensemble = np.std(ensemble_coefs, axis=0)\n", - "\n", - "# Now we sub-sample the library. The default is to omit a single library term.\n", - "library_ensemble_optimizer=ps.EnsembleOptimizer(ps.STLSQ(threshold=1e-3,normalize_columns=False),library_ensemble=True)\n", - "model = ps.SINDy(optimizer=library_ensemble_optimizer, feature_names=feature_names)\n", - "\n", - "model.fit(x_train, t=dt)\n", - "library_ensemble_coefs = library_ensemble_optimizer.coef_list\n", - "mean_library_ensemble = np.mean(library_ensemble_coefs, axis=0)\n", - "std_library_ensemble = np.std(library_ensemble_coefs, axis=0)\n", - "\n", - "# Plot results\n", - "xticknames = model.get_feature_names()\n", - "for i in range(10):\n", - " xticknames[i] = '$' + xticknames[i] + '$'\n", - "plt.figure(figsize=(10, 4))\n", - "colors = ['b', 'r', 'k']\n", - "plt.subplot(1, 2, 1)\n", - "plt.title('ensembling')\n", - "for i in range(3):\n", - " plt.errorbar(range(10), mean_ensemble[i, :], yerr=std_ensemble[i, :], \n", - " fmt='o', color=colors[i],\n", - " label=r'Equation for $\\dot{' + feature_names[i] + r'}$')\n", - "ax = plt.gca()\n", - "plt.grid(True)\n", - "ax.set_xticks(range(10))\n", - "ax.set_xticklabels(xticknames, verticalalignment='top')\n", - "plt.subplot(1, 2, 2)\n", - "plt.title('library ensembling')\n", - "for i in range(3):\n", - " plt.errorbar(range(10), mean_library_ensemble[i, :], yerr=std_library_ensemble[i, :], \n", - " fmt='o', color=colors[i], \n", - " label=r'Equation for $\\dot{' + feature_names[i] + r'}$')\n", - "ax = plt.gca()\n", - "plt.grid(True)\n", - "plt.legend()\n", - "ax.set_xticks(range(10))\n", - "ax.set_xticklabels(xticknames, verticalalignment='top');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Differentiation options" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Pass in pre-computed derivatives\n", - "Rather than using one of PySINDy's built-in differentiators, you can compute numerical derivatives using a method of your choice then pass them directly to the `fit` method. This option also enables you to use derivative data obtained directly from experiments." - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:46.478998Z", - "start_time": "2020-10-22T22:20:46.441454Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "x_dot_precomputed = ps.FiniteDifference()._differentiate(x_train, t_train)\n", - " \n", - "model = ps.SINDy()\n", - "model.fit(x_train, t=t_train, x_dot=x_dot_precomputed)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Drop end points from finite difference computation\n", - "Many methods of numerical differentiation exhibit poor performance near the endpoints of the data. The `FiniteDifference` and `SmoothedFiniteDifference` methods allow one to easily drop the endpoints for improved accuracy." - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:46.537504Z", - "start_time": "2020-10-22T22:20:46.488114Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.998 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "fd_drop_endpoints = ps.FiniteDifference(drop_endpoints=True)\n", - " \n", - "model = ps.SINDy(differentiation_method=fd_drop_endpoints)\n", - "model.fit(x_train, t=t_train)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Differentiation along specific array axis\n", - "For partial differential equations (PDEs), you may have spatiotemporal data in a multi-dimensional array. For this case, the `FiniteDifference` method allows one to only differential along a specific axis, so one can easily differentiate in a specific spatial direction." - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from scipy.io import loadmat\n", - "\n", - "# Load the data stored in a matlab .mat file\n", - "kdV = loadmat('data/kdv.mat')\n", - "t = np.ravel(kdV['t'])\n", - "X = np.ravel(kdV['x'])\n", - "x = np.real(kdV['usol'])\n", - "dt_kdv = t[1] - t[0]\n", - "\n", - "# Plot x and x_dot\n", - "plt.figure()\n", - "plt.pcolormesh(t, X, x)\n", - "plt.xlabel('t', fontsize=16)\n", - "plt.ylabel('X', fontsize=16)\n", - "plt.title(r'$u(x, t)$', fontsize=16)\n", - "plt.figure()\n", - "x_dot = ps.FiniteDifference(axis=1)._differentiate(x, t=dt_kdv)\n", - "\n", - "plt.pcolormesh(t, X, x_dot)\n", - "plt.xlabel('t', fontsize=16)\n", - "plt.ylabel('x', fontsize=16)\n", - "plt.title(r'$\\dot{u}(x, t)$', fontsize=16)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Smoothed finite difference\n", - "This method, designed for noisy data, applies a smoother (the default is `scipy.signal.savgol_filter`) before performing differentiation." - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:46.598683Z", - "start_time": "2020-10-22T22:20:46.540521Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 27.992 x0 + -0.998 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "smoothed_fd = ps.SmoothedFiniteDifference()\n", - " \n", - "model = ps.SINDy(differentiation_method=smoothed_fd)\n", - "model.fit(x_train, t=t_train)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### More differentiation options\n", - "PySINDy is compatible with any of the differentiation methods from the [derivative](https://pypi.org/project/derivative/) package. They are explored in detail in [this notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/5_differentiation.ipynb).\n", - "\n", - "PySINDy defines a `SINDyDerivative` class for interfacing with `derivative` methods. To use a differentiation method provided by `derivative`, simply pass into `SINDyDerivative` the keyword arguments you would give the [dxdt](https://derivative.readthedocs.io/en/latest/api.html#derivative.differentiation.dxdt) method." - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:46.930345Z", - "start_time": "2020-10-22T22:20:46.606596Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -10.000 x0 + 10.000 x1\n", - "(x1)' = 28.003 x0 + -1.001 x1 + -1.000 x0 x2\n", - "(x2)' = -2.667 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "spline_derivative = ps.SINDyDerivative(kind=\"spline\", s=1e-2)\n", - "\n", - "model = ps.SINDy(differentiation_method=spline_derivative)\n", - "model.fit(x_train, t=t_train)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Feature libraries" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Custom feature names" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:46.952076Z", - "start_time": "2020-10-22T22:20:46.932461Z" - }, - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x)' = -9.999 x + 9.999 y\n", - "(y)' = 27.992 x + -0.999 y + -1.000 x z\n", - "(z)' = -2.666 z + 1.000 x y\n" - ] - } - ], - "source": [ - "feature_names = ['x', 'y', 'z']\n", - "model = ps.SINDy(feature_names=feature_names)\n", - "model.fit(x_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Custom left-hand side when printing the model" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:46.987955Z", - "start_time": "2020-10-22T22:20:46.954105Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "dx0/dt = -9.999 x0 + 9.999 x1\n", - "dx1/dt = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", - "dx2/dt = -2.666 x2 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "model = ps.SINDy()\n", - "model.fit(x_train, t=dt)\n", - "model.print(lhs=['dx0/dt', 'dx1/dt', 'dx2/dt'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Customize polynomial library\n", - "Omit interaction terms between variables, such as $x_0 x_1$." - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:47.030687Z", - "start_time": "2020-10-22T22:20:46.989999Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = -12.142 x0 + 9.349 x1\n", - "(x2)' = 85.861 1 + 0.567 x0 + -7.354 x2 + 1.366 x0^2\n" - ] - } - ], - "source": [ - "poly_library = ps.PolynomialLibrary(include_interaction=False)\n", - "\n", - "model = ps.SINDy(feature_library=poly_library, \n", - " optimizer=ps.STLSQ(threshold=0.5))\n", - "model.fit(x_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Fourier library" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:47.116505Z", - "start_time": "2020-10-22T22:20:47.034412Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = 6.201 cos(1 x1)\n", - "(x1)' = -4.233 cos(1 x0) + -4.817 sin(1 x2) + 7.787 cos(1 x2) + -5.604 cos(2 x0) + 4.630 cos(3 x0) + 4.569 sin(3 x2)\n", - "(x2)' = 4.982 sin(1 x0) + 4.768 sin(1 x1) + -13.709 cos(2 x1) + 4.674 sin(3 x1) + -8.713 cos(3 x1)\n" - ] - } - ], - "source": [ - "fourier_library = ps.FourierLibrary(n_frequencies=3)\n", - "\n", - "model = ps.SINDy(feature_library=fourier_library, \n", - " optimizer=ps.STLSQ(threshold=4))\n", - "model.fit(x_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Fully custom library\n", - "The `CustomLibrary` class gives you the option to pass in function names to improve the readability of the printed model. Each function \"name\" should itself be a function." - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:47.168456Z", - "start_time": "2020-10-22T22:20:47.119321Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = 1.197 1/x0 + -50.011 1/x2 + -12.462 x0 + 9.291 x1 + 0.383 x2 + 0.882 sin(x0,x1) + 1.984 sin(x0,x2) + -0.464 sin(x1,x2)\n", - "(x2)' = 0.874 1/x0 + -8.545 1/x2 + 0.114 x0 + 0.147 x1 + 3.659 sin(x0,x1) + -3.302 sin(x0,x2) + -3.094 sin(x1,x2)\n" - ] - } - ], - "source": [ - "library_functions = [\n", - " lambda x : np.exp(x),\n", - " lambda x : 1. / x,\n", - " lambda x : x,\n", - " lambda x,y : np.sin(x + y)\n", - "]\n", - "library_function_names = [\n", - " lambda x : 'exp(' + x + ')',\n", - " lambda x : '1/' + x,\n", - " lambda x : x,\n", - " lambda x,y : 'sin(' + x + ',' + y + ')'\n", - "]\n", - "custom_library = ps.CustomLibrary(\n", - " library_functions=library_functions, function_names=library_function_names\n", - ")\n", - "\n", - "model = ps.SINDy(feature_library=custom_library)\n", - "model.fit(x_train, t=dt, quiet=True)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Fully custom library, default function names\n", - "If no function names are given, default ones are given: `f0`, `f1`, ..." - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:47.230682Z", - "start_time": "2020-10-22T22:20:47.171175Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 f2(x0) + 9.999 f2(x1)\n", - "(x1)' = 1.197 f1(x0) + -50.011 f1(x2) + -12.462 f2(x0) + 9.291 f2(x1) + 0.383 f2(x2) + 0.882 f3(x0,x1) + 1.984 f3(x0,x2) + -0.464 f3(x1,x2)\n", - "(x2)' = 0.874 f1(x0) + -8.545 f1(x2) + 0.114 f2(x0) + 0.147 f2(x1) + 3.659 f3(x0,x1) + -3.302 f3(x0,x2) + -3.094 f3(x1,x2)\n" - ] - } - ], - "source": [ - "library_functions = [\n", - " lambda x : np.exp(x),\n", - " lambda x : 1./x,\n", - " lambda x : x,\n", - " lambda x,y : np.sin(x+y)\n", - "]\n", - "custom_library = ps.CustomLibrary(library_functions=library_functions)\n", - "\n", - "model = ps.SINDy(feature_library=custom_library)\n", - "model.fit(x_train, t=dt, quiet=True)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Identity library\n", - "The `IdentityLibrary` leaves input data untouched. It allows the flexibility for users to apply custom transformations to the input data before feeding it into a `SINDy` model." - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:47.261567Z", - "start_time": "2020-10-22T22:20:47.233639Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1\n", - "(x1)' = -12.450 x0 + 9.314 x1 + 0.299 x2\n", - "(x2)' = 0.257 x0\n" - ] - } - ], - "source": [ - "identity_library = ps.IdentityLibrary()\n", - "\n", - "model = ps.SINDy(feature_library=identity_library)\n", - "model.fit(x_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Concatenate two libraries\n", - "Two or more libraries can be combined via the `+` operator." - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:47.334576Z", - "start_time": "2020-10-22T22:20:47.264641Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x)' = -9.999 x + 9.999 y\n", - "(y)' = -12.512 x + 9.391 y + 0.302 z + -2.969 sin(1 x) + -3.341 cos(1 x) + -1.027 sin(1 y) + -6.675 cos(1 y) + -1.752 sin(1 z) + 3.392 cos(1 z)\n", - "(z)' = 0.120 x + 0.140 y + 5.950 sin(1 x) + 2.661 cos(1 x) + 7.917 sin(1 y) + -4.030 cos(1 y) + -1.238 sin(1 z) + -0.280 cos(1 z)\n" - ] - }, - { - "data": { - "text/plain": [ - "['x',\n", - " 'y',\n", - " 'z',\n", - " 'sin(1 x)',\n", - " 'cos(1 x)',\n", - " 'sin(1 y)',\n", - " 'cos(1 y)',\n", - " 'sin(1 z)',\n", - " 'cos(1 z)']" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "identity_library = ps.IdentityLibrary()\n", - "fourier_library = ps.FourierLibrary()\n", - "combined_library = identity_library + fourier_library\n", - "\n", - "model = ps.SINDy(feature_library=combined_library,\n", - " feature_names=feature_names)\n", - "model.fit(x_train, t=dt)\n", - "model.print()\n", - "model.get_feature_names()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Tensor two libraries together\n", - "Two or more libraries can be tensored together via the `*` operator." - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Feature names:\n", - " ['x sin(1 x)', 'x cos(1 x)', 'x sin(1 y)', 'x cos(1 y)', 'x sin(1 z)', 'x cos(1 z)', 'y sin(1 x)', 'y cos(1 x)', 'y sin(1 y)', 'y cos(1 y)', 'y sin(1 z)', 'y cos(1 z)', 'z sin(1 x)', 'z cos(1 x)', 'z sin(1 y)', 'z cos(1 y)', 'z sin(1 z)', 'z cos(1 z)', 'x^2 sin(1 x)', 'x^2 cos(1 x)', 'x^2 sin(1 y)', 'x^2 cos(1 y)', 'x^2 sin(1 z)', 'x^2 cos(1 z)', 'x y sin(1 x)', 'x y cos(1 x)', 'x y sin(1 y)', 'x y cos(1 y)', 'x y sin(1 z)', 'x y cos(1 z)', 'x z sin(1 x)', 'x z cos(1 x)', 'x z sin(1 y)', 'x z cos(1 y)', 'x z sin(1 z)', 'x z cos(1 z)', 'y^2 sin(1 x)', 'y^2 cos(1 x)', 'y^2 sin(1 y)', 'y^2 cos(1 y)', 'y^2 sin(1 z)', 'y^2 cos(1 z)', 'y z sin(1 x)', 'y z cos(1 x)', 'y z sin(1 y)', 'y z cos(1 y)', 'y z sin(1 z)', 'y z cos(1 z)', 'z^2 sin(1 x)', 'z^2 cos(1 x)', 'z^2 sin(1 y)', 'z^2 cos(1 y)', 'z^2 sin(1 z)', 'z^2 cos(1 z)']\n" - ] - } - ], - "source": [ - "identity_library = ps.PolynomialLibrary(include_bias=False)\n", - "fourier_library = ps.FourierLibrary()\n", - "combined_library = identity_library * fourier_library\n", - "\n", - "model = ps.SINDy(feature_library=combined_library,\n", - " feature_names=feature_names)\n", - "model.fit(x_train, t=dt)\n", - "# model.print() # prints out long and unobvious model\n", - "print(\"Feature names:\\n\", model.get_feature_names())" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# the model prediction is quite bad of course \n", - "# because the library has mostly useless terms\n", - "x_dot_test_predicted = model.predict(x_test) \n", - "\n", - "# Compute derivatives with a finite difference method, for comparison\n", - "x_dot_test_computed = model.differentiate(x_test, t=dt)\n", - "\n", - "fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(7, 9))\n", - "for i in range(x_test.shape[1]):\n", - " axs[i].plot(t_test, x_dot_test_computed[:, i],\n", - " 'k', label='numerical derivative')\n", - " axs[i].plot(t_test, x_dot_test_predicted[:, i],\n", - " 'r--', label='model prediction')\n", - " axs[i].legend()\n", - " axs[i].set(xlabel='t', ylabel='$\\dot x_{}$'.format(i))\n", - "fig.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Generalized library\n", - "\n", - "Create the most general and flexible possible library by combining and tensoring as many libraries as you want, and you can even specify which input variables to use to generate each library! A much more advanced example is shown further below for PDEs.\n", - "One can specify:\n", - "
\n", - "1. N different libraries to add together\n", - "2. A list of inputs to use for each library. For two libraries with four inputs this would look like inputs_per_library = [[0, 1, 2, 3], [0, 1, 2, 3]] and to avoid using the first two input variables in the second library, you would change it to something like inputs_per_library = [[0, 1, 2, 3], [2, 2, 2, 3]], since duplicates are thrown out and [2, 2, 2, 3] will reduce to [2, 3]. \n", - " \n", - "3. A list of libraries to tensor together and add to the overall library. For four libraries, we could make three tensor libraries by using tensor_array = [[1, 0, 1, 1], [1, 1, 1, 1], [0, 0, 1, 1]]. The first sub-array takes the tensor product of libraries 0, 2, 3, the second takes the tensor product of all of them, and the last takes the tensor product of the libraries 2 and 3. This is a silly example since the [1, 1, 1, 1] tensor product already contains all the possible terms. \n", - "4. A list of library indices to exclude from the overall library. The first N libraries correspond to the input libraries and the subsequent indices correspond to the tensored libraries. For two libraries, exclude_libraries=[0,1] and tensor_array=[[1,1]] would result in a library consisting of only the tensor product.\n", - "
\n", - "
\n", - "Note that using this is a more advanced feature, but with the benefit that it allows any SINDy library you want.
" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x)' = -9.999 x + 9.999 y\n", - "(y)' = 27.992 x + -0.999 y + -1.000 x z\n", - "(z)' = -2.666 z + 1.000 x y\n", - "Feature names:\n", - " ['x', 'y', 'z', 'x^2', 'x y', 'x z', 'y^2', 'y z', 'z^2', 'x sin(1 y)', 'x cos(1 y)', 'x sin(1 z)', 'x cos(1 z)', 'y sin(1 y)', 'y cos(1 y)', 'y sin(1 z)', 'y cos(1 z)', 'z sin(1 y)', 'z cos(1 y)', 'z sin(1 z)', 'z cos(1 z)', 'x^2 sin(1 y)', 'x^2 cos(1 y)', 'x^2 sin(1 z)', 'x^2 cos(1 z)', 'x y sin(1 y)', 'x y cos(1 y)', 'x y sin(1 z)', 'x y cos(1 z)', 'x z sin(1 y)', 'x z cos(1 y)', 'x z sin(1 z)', 'x z cos(1 z)', 'y^2 sin(1 y)', 'y^2 cos(1 y)', 'y^2 sin(1 z)', 'y^2 cos(1 z)', 'y z sin(1 y)', 'y z cos(1 y)', 'y z sin(1 z)', 'y z cos(1 z)', 'z^2 sin(1 y)', 'z^2 cos(1 y)', 'z^2 sin(1 z)', 'z^2 cos(1 z)']\n" - ] - } - ], - "source": [ - "# Initialize two libraries\n", - "poly_library = ps.PolynomialLibrary(include_bias=False)\n", - "fourier_library = ps.FourierLibrary()\n", - "\n", - "# Initialize the default inputs, i.e. each library\n", - "# uses all the input variables\n", - "inputs_temp = np.tile([0, 1, 2], 2)\n", - "inputs_per_library = np.reshape(inputs_temp, (2, 3))\n", - "\n", - "# Don't use the x0 input for generating the Fourier library\n", - "inputs_per_library[1, 0] = 1\n", - "\n", - "# Tensor all the polynomial and Fourier library terms together\n", - "tensor_array = [[1, 1]]\n", - "\n", - "# Initialize this generalized library, all the work hidden from the user!\n", - "generalized_library = ps.GeneralizedLibrary([poly_library, fourier_library], \n", - " tensor_array=tensor_array, exclude_libraries=[1],\n", - " inputs_per_library=inputs_per_library)\n", - "\n", - "# Fit the model and print the library feature names to check success\n", - "model = ps.SINDy(feature_library=generalized_library, \n", - " feature_names=feature_names)\n", - "model.fit(x_train, t=dt)\n", - "model.print()\n", - "print(\"Feature names:\\n\", model.get_feature_names())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## SINDy with control (SINDYc)\n", - "SINDy models with control inputs can also be learned. Here we learn a Lorenz control model:\n", - "$$ \\dot{x} = \\sigma (y - x) + u_0$$\n", - "$$ \\dot{y} = x(\\rho - z) - y $$\n", - "$$ \\dot{z} = x y - \\beta z - u_1$$" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Train the model" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:47.495234Z", - "start_time": "2020-10-22T22:20:47.367116Z" - } - }, - "outputs": [], - "source": [ - "# Control input\n", - "def u_fun(t):\n", - " return np.column_stack([np.sin(2 * t), t ** 2])\n", - "\n", - "# Generate measurement data\n", - "dt = .002\n", - "\n", - "t_train = np.arange(0, 10, dt)\n", - "t_train_span = (t_train[0], t_train[-1])\n", - "x0_train = [-8, 8, 27]\n", - "x_train = solve_ivp(lorenz_control, t_train_span, x0_train, \n", - " t_eval=t_train, args=(u_fun,), **integrator_keywords).y.T\n", - "u_train = u_fun(t_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:47.527323Z", - "start_time": "2020-10-22T22:20:47.497165Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = -9.999 x0 + 9.999 x1 + 0.999 u0\n", - "(x1)' = 27.988 x0 + -0.998 x1 + -1.000 x0 x2\n", - "(x2)' = -2.666 x2 + -1.000 u1 + 1.000 x0 x1\n" - ] - } - ], - "source": [ - "# Instantiate and fit the SINDYc model\n", - "model = ps.SINDy()\n", - "model.fit(x_train, u=u_train, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Assess results on a test trajectory" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:47.700551Z", - "start_time": "2020-10-22T22:20:47.530536Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model score: 1.000000\n" - ] - } - ], - "source": [ - "# Evolve the Lorenz equations in time using a different initial condition\n", - "t_test = np.arange(0, 15, dt)\n", - "t_test_span = (t_test[0], t_test[-1])\n", - "u_test = u_fun(t_test)\n", - "x0_test = np.array([8, 7, 15])\n", - "x_test = solve_ivp(lorenz_control, t_test_span, x0_test, \n", - " t_eval=t_test, args=(u_fun,), **integrator_keywords).y.T\n", - "u_test = u_fun(t_test)\n", - "\n", - "# Compare SINDy-predicted derivatives with finite difference derivatives\n", - "print('Model score: %f' % model.score(x_test, u=u_test, t=dt))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Predict derivatives with learned model" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:48.459184Z", - "start_time": "2020-10-22T22:20:47.703317Z" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdAAAAIWCAYAAADnBNw0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOydd3hUVfrHP3d6ei8kARIhtEAIJjSlCYKsCogK2FhlV1nXXlf8qWtdV127rnUt6yrKiiKsXVSa9FBChwCBBEJ6TybT7u+P3BmHYVomCUnwfJ6Hh8kt556ZuXPfc97zvt9XkmUZgUAgEAgErUPV2R0QCAQCgaA7IgyoQCAQCAQBIAyoQCAQCAQBIAyoQCAQCAQBIAyoQCAQCAQBIAyoQCAQCAQBoOnsDnQlYmNj5dTU1M7uhkAgEAi6CLm5ueWyLMe52ycMqBOpqals3ry5s7shEAgEgi6CJElHPO0TLlyBQCAQCAJAGFCBQCAQCAJAGFCBQCAQCAJArIH6wGw2U1RUhNFo7OyuCLowBoOBlJQUtFptZ3dFcAawccECZKuVkf/4R2d3ReAFSYjJ/0pOTo7sGkR0+PBhwsLCiImJQZKkTuqZoCsjyzIVFRXU1dWRlpbW2d0RnAnYnzXi+dzpSJKUK8tyjrt9woXrA6PRKIynwCuSJBETEyO8FIJ2R7bZOrsLAi8IA+oHwngKfCHuEUF7YW1uBqAMqKuu7tS+CLwjDKjAJ8uWLeOpp54K6NzU1FTKy8u9HvP+++9zyy23tKrdzZs3c9tttwXUpxUrVrB27VrH32+88QYffPBBQG0JBO1NQ2MjE4FRQE1DQ2d3R+AFEUQk8IrFYmH69OlMnz69s7viwGKxkJOTQ06O22UJn6xYsYLQ0FDOOeccAG688cb27J5A0Cbqm5rYAJwF1J04AT17dnaXBB4QM9AuTkFBAQMHDuSGG24gIyODKVOm0NTUBMCECRMcyknl5eXYZQjff/99LrnkEiZPnkxqaiqvvvoqzz//PMOGDWPUqFFUVlYCcPDgQaZOnUp2djZjx45l7969AFx33XXceOONjBw5kr/85S8nzRBLSkqYOXMmQ4cOZejQoY6Z3CWXXEJ2djYZGRm89dZbPt/Xe++9R79+/RgxYgS//PKLY3tZWRmXXXYZw4cPZ/jw4Y59jzzyCHPnzuXcc89l7ty5rFixgosvvhibzUZqairVTq6u9PR0SkpK+N///sfIkSMZNmwY559/PiUlJRQUFPDGG2/wwgsvkJWVxerVq3nkkUd49tln2bt3LyNGjDjpsx8yZAgAubm5jB8/nuzsbC644AKKi4tb/V0KBP7QePw4rwI7AOuWLZ3dHYEXxAy0Fdxxxx1s27atXdvMysrixRdf9HrMgQMH+Pjjj3n77beZPXs2n332Gddcc43Xc3bu3MnWrVsxGo307duXp59+mq1bt3LnnXfywQcfcMcddzB//nzeeOMN0tPT2bBhAzfddBM//fQTAEVFRaxduxa1Ws3777/vaPe2225j/PjxLFmyBKvVSn19PQDvvvsu0dHRNDU1MXz4cC677DJiYmLc9q24uJiHH36Y3NxcIiIiOO+88xg2bBgAt99+O3feeSdjxozh6NGjXHDBBezZsweA3bt3s2bNGoKCglixYgUAKpWKGTNmsGTJEubNm8eGDRvo3bs3CQkJjBkzhvXr1yNJEv/617945plneO6557jxxhsJDQ3lnnvuAeDHH38EYMCAAZhMJg4fPkxaWhqLFi1izpw5mM1mbr31VpYuXUpcXByLFi3igQce4N133/X6HQgEgWDet495ymtjSUmn9kXgHWFAuwFpaWlkZWUBkJ2dTUFBgc9zzjvvPMLCwggLCyMiIoJp06YBMGTIEPLy8qivr2ft2rXMmjXLcU6zErwAMGvWLNRq9Snt/vTTT471QrVaTUREBAAvv/wyS5YsAaCwsJADBw54NKAbNmxgwoQJxMW16DPPmTOH/fv3A7B8+XJ2797tOLa2ttZhpKdPn05QUNAp7c2ZM4fHHnuMefPm8cknnzBnzhygZRAwZ84ciouLMZlMfqWYzJ49m0WLFrFgwQIWLVrEokWL2LdvHzt37mTy5MkAWK1WevTo4bMtgSAQzLW1v772ET8gOJUDixbRd9YsJFXHO1iFAW0FvmaKHYVer3e8VqvVDheuRqPBpoS5u6ZQOJ+jUqkcf6tUKiwWCzabjcjISI8z6pCQEL/7t2LFCpYvX866desIDg5mwoQJAad02Gw21q9fj8Fg8LtPo0ePJj8/n7KyMr744gsefPBBAG699Vbuuusupk+fzooVK3jkkUd8Xn/OnDnMmjWLSy+9FEmSSE9PZ8eOHWRkZLBu3bqA3pNA0BpsJpPjtaWiohN70v3Y/Oij5DzyCGtXrOCc11/v8OuJNdBuTGpqKrm5uQAsXry4VeeGh4eTlpbGp59+CrSIAWzfvt3neZMmTeJ15ca0Wq3U1NRQU1NDVFQUwcHB7N27l/Xr13ttY+TIkaxcuZKKigrMZrOjDwBTpkzhlVdecfztj8tckiRmzpzJXXfdxcCBAx0z35qaGpKTkwH497//7Tg+LCyMuro6t2316dMHtVrN448/7pjJ9u/fn7KyMocBNZvN7Nq1y2e/BIJAcDagck1NJ/ak+1G/fDkAptP0+xQGtBtzzz338PrrrzNs2DCfqSLu+Oijj3jnnXcYOnQoGRkZLF261Oc5L730Ej///DNDhgwhOzub3bt3M3XqVCwWCwMHDmTBggWMGjXKaxs9evTgkUceYfTo0Zx77rkMHDjQse/ll19m8+bNZGZmMmjQIN544w2/3sucOXP48MMPHUYPWgKPZs2aRXZ2NrGxsY7t06ZNY8mSJY4gIk9tzZ49GwCdTsfixYu57777GDp0KFlZWSelwQgE7YndgP4L2JGS0rmd6WYc7Nv3tF5PSPk54U7Kb8+ePSc94AUCT4h7petzYssWwlJSCImP7+yueOS7//6Xv86Zw27gj7ff3mlLR92R++67jzufeYbt48ZxwcqV7dKmkPITCAS/eWSbjcTsbIp69+7srnjFqNezEegDhB492tnd6VbIJ04wDPj27LNPy/WEARUIBL8JynbuBKB/F9cs1h87xh+Ar4GLNm7s7O50K2asWsUaTg2q7CiEARUIBL8Jag4eBGCWj+M6m/B9+3gHCAF0XdzYdzU0TU30AcYqwZUdjTCgAoHgN4GxtBSAWqChC2vMymYzADUaDXqn3OwzgYcffjhgDWt/0CmfV+ppEqAQBlQgEPwmqLVaAfgOqGxnRbH2RFaicOt1OgyKMT1T2PfYY/z+lVc6rEybQfns1E6pQB2JMKACgeA3wfG4OC5WXtcqylddEfsMtMlgINhi6eTetLBy9GhWnndem9qwWSxcCuQA1YcPB9zO6quuIt9gwOzGi2AfcGhO08BDGNDfGP6UF/PnmLZSUFDA4MGDAf9Kkz355JMn/W2vpCIQ+EttbS32u7qxsLBT++INuwH9PiODW5wUxTqT8evXM17Rnw6UhtJSZiuvK5SArkAwfvopfZubOfTVV6fsey44GACV4m3oaIQBFbQrlgBGzDk5Obz88stej3E1oELIQNBaUr/5BrtGVnMXrqazLyuLQUDRwIF80dREZ+fqNzQ0sMD+WllHDoSmsjLH67Z4AB5WjGOtk2a2nffMZhYClZrTo1IrDGgXp6CggAEDBnDdddfRr18/rr76apYvX865555Leno6G5Uw98rKSi655BIyMzMZNWoUeXl5AFRUVDBlyhQyMjK4/vrrT/oxfvjhh4wYMYKsrCz+9Kc/YfUxagsNDeXOO+8kIyODSZMmUab8ICZMmMAdd9xBTk4OL730ksfSX7m5uY4yaP/85z8d7dpLkwHU19czb948hgwZQmZmJp999hkLFiygqamJrKwsrr76akdfoEWC8N5772Xw4MEMGTKERYsWOdqcMGECl19+OQMGDODqq6/u9AeRoHNRO8k3WttgCDqaBp2OPUBvrZaLZZmGqqpO7c+JEyewh+RUKiUPA6HJyavV7ObzL/dTfq9C0ck2KlHVdqxmM/0bG7kVeCg9PeB+tgZhQFvLhAmn/nvttZZ9jY3u99vLgZWXn7rPD/Lz87n77rvZu3cve/fuZeHChaxZs4Znn33WMTN7+OGHGTZsGHl5eTz55JP8/ve/B+DRRx9lzJgx7Nq1i5kzZ3JUSczes2cPixYt4pdffmHbtm2o1Wo++ugjr/1oaGggJyeHXbt2MX78eB599FHHPpPJ5HDF3nrrrSxevJjc3Fz+8Ic/8MADDwAwb948XnnlFa+au48//jgRERHs2LGDvLw8Jk6cyFNPPUVQUBDbtm07pY+ff/4527ZtY/v27Sxfvpx7773XYbC3bt3Kiy++yO7duzl06NBJdUcFv0GUwJLlwInTUKkjUGIPH+Z2IPv4cZYB9X5UX+pIrPn5vKe8rjlwIOB2jE4GtNZljXLdHXcQO3gw+z7+2Gc73ympPVaXZab64mK2ANcSmCcsELruXeSCJEk9JUn6WZKk3ZIk7ZIk6XZle7QkST9IknRA+T9K2S5JkvSyJEn5kiTlSZJ0eqQpOoC0tDSGDBmCSqVyzP4kSWLIkCGO0mZr1qxh7ty5AEycOJGKigpqa2tZtWqVo3boRRddRFRUFNBSAzM3N5fhw4eTlZXFjz/+yKFDh7z2Q6VSObRmr7nmGtasWePYZ9/uXPorKyuLJ554gqKiIqqrq6murmbcuHEAjr66snz5cm6++WbH3/b+emLNmjVceeWVqNVqEhISGD9+PJs2bQJgxIgRpKSkoFKpyMrK8qsMnOAMxmzGCsyJjmZ1QkJn98YjKfv28SKgi4wEoPHEic7sjsNQ/Qc45qacoL80K5VlJgM7e/Y8aV+1Uod4jZOb1x2yzUaKLLMG+OWss07a16AMnO8BFvh4lrUX3amcmQW4W5blLZIkhQG5kiT9AFwH/CjL8lOSJC0AFgD3Ab8D0pV/I4HXlf/bhreF9OBg7/tjY73v94Cv0mSBIMsy1157LX//+98DOh9aqqDYsZcak2XZbemv6urqgK8TKK5l4E7XqFTQRTGZMAExMTFUdOUyYcp9qktMBKCpk4tqW5XyiR8Bs9sg7FAeE8MsIA8Y5fI80JrNVAOVPvJezY2N6IBvgHKX33Oj8jklAUOUGsIdTbeZgcqyXCzL8hbldR2wB0gGZgD2WlX/Bi5RXs8APpBbWA9ESpJ0xlZBHjt2rMO9uWLFCmJjYwkPD2fcuHEsXLgQgG+++YYqZT1l0qRJLF68mFJlLaKyspIjR454vYbNZnOUTVu4cCFjxow55RhPpb8iIyOJjIx0zFo9uYsnT5580vqovb9arRazm9D0sWPHsmjRIqxWK2VlZaxatYoRI0Z4fR+C3yaFMTEs1mh4q7ycm5QZT5dEMQwGpWh7s49ZWUdjUdJFxgHynj0Bt1Ot1bIYWASM/u67k/YFNzQQCUT6UBAyKYZxMtDLJYjIPsOtB1SnKd6h2xhQZyRJSgWGARuABFmW7SF1JwC7byYZcI5VL1K2ubY1X5KkzZIkbS7r5Bu1LTzyyCPk5uaSmZnJggULHPUvH374YVatWkVGRgaff/45vXr1AmDQoEE88cQTTJkyhczMTCZPnuxYO/RESEgIGzduZPDgwfz000/89a9/PeUYb6W/3nvvPW6++WaysrI8BvQ8+OCDVFVVMXjwYIYOHcrPP/8MwPz588nMzHQEEdmZOXMmmZmZDB06lIkTJ/LMM8+QqIzcBQJn1p91FndGRBCi0RBzmmYoAWGxYAEMipvZ3MmzZfsM9P+APi7l/w5++SWb4+Mp9kOz13bkCOcD/YBwl/VLg/J99HMTWeuMPfdzAvA7l6AjuwGtVavRnK6AQVmWu9U/IBTIBS5V/q522V+l/P8lMMZp+49Ajre2s7OzZVd27959yrbfKiEhIZ3dhS6NuFe6NjfccIOcmJgor0lLk49qNJ3dHY/8PHKk3ATy4Z075Qkgf/zKK53an1+eekrOA1kGeWW/fiftWzRpUsv2K67w2c7KuXNlGeQSlUreEB9/0r5beveWZZBXp6d7bePEvn3yQpDNIO8OCjpp39fvvCNfA/Kq0FC5UK327835AbBZ9mAzutUMVJIkLfAZ8JEsy58rm0vsrlnlf3t89DHAeaU6RdkmEAh+g1y1YgWrysuxREQQ0YXXw5cPH87QoCBCExJYAZR1cvpVcd++ZAI7AZ1TKhDAmvR0bIDNj7xaWVk/rdFqMSizWjuLm5vZD6h8rIE2GwxcBXwChLgs6VTodHwIHIyO5qDIAz0ZqSVi5R1gjyzLzzvtWkZL5DLK/0udtv9eicYdBdTIv7p6BQFQ35XdXgKBD7QmEzpAjo4mnF/X07oa9Wo1JTodYaGhzAGC2pB76Yn//ve/7PIz79KkpP/U6XQYXOTzyqqrqQUkP4IE7Rq/dcHBBDlp1co2G33LygjGt4atvS+NOh3hLnnr8pEjnAssy8zkCh/R++1FtzGgwLnAXGCiJEnblH8XAk8BkyVJOgCcr/wNLeX0DgH5wNvATZ3QZ4FA4Af5S5eSGxtL4cqVHXYNlcWCRaWivn9/3geqOjm61RP9DhzgVrMZvcHA+0DfzZvbtf3q6mrmzJnDzJkz/To+bsMG1gLBWi2hLlG4t37/PZGA2p/BiGL8DiUlsUmtdmyuOXKE1VYrKYDGlwj83r3U0rIGGi7L2Jw8Cb3WrmUNEBce7jbgsCPoNgZUluU1sixLsixnyrKcpfz7WpblClmWJ8mynC7L8vmyLFcqx8uyLN8sy3IfWZaHyLIc8F0oCwUbgQ/EPdI2iv7+d7IrKjj4+OMddg2V1YpZpaJh/HjmARVdtFTY4EOHuFUxVHWShMrFbdpWDnzyCUbgBT9FEXTl5YwGlgwezE1KupqdHkrfNvgz41OM49qJE7ne6fdSpcj63QP81YeCkLWhgTDgy169GECLvrEdua4OG3DB0aN8cZrS5rqNAe0sDAYDFRUV4gEp8Igsy1RUVGBQJMYErUd/rCU8YXMHlqFSWa3YVCpiYmIAqOjgggmBIlmtWJQc6xqtFm1NTbu237xtG3rgIj+Pt69d1vXvz891dSc9C2PMZl4EvgoL89nOtkGD+B0QEx9PU1MTRnu7iujBbpWKEh9r05bGxpb3kJjIAaDK6bOR6utpAKKNRoadJjH57iSk0CmkpKRQVFREd05xEXQ8BoOBlJSUzu5GtyWoro4VwGdmM/d00DU2REWhDgpifEUFTcD2b74BRRmrKyFZrVgVA1oXHExIO89ALYqcJ4DVZEKt03k/QZmp9wsJ4SqLhdrSUiISEmgoLSWclgLlaj/6WBISwk86HXcdOsQJoGbfPgxDh9Kk9OfC8HCqi4q8tmFPqeml1XIXUL9vH6SlAaBqaKBBpULWaE6bYRMG1AdarZY05QsSCAQdw2atlkKgKT+/w67xaWIikiQxLSUFA2DqohVZnA1oY3g4ye3cT8lJGrC+uJiI3r29Hi8rBjSjtpY/AUf27iUiIYHyHTsIAf4K7PUjICm2qIgZKhUhoaEkAPlHjpAwdCgmxWiOtdmIqKz02obdgCZLElcDW3bsgKlTAVA3NdGkVoNafdoMm3DhCgSCTudhnQ4rsK28nCYfD9FAsZlMaDUaIhUNVWsX9SpJNpvDgP48aRIztNp2bV/r5Lpu8ENntyooiHWAXjG0dnH7kooK/gMcVqnQ+uEyzcnL483mZvSKwlKDYji3x8dzJVAfGYnGZvPaRn1oKG8DJmWttNmp/4t69+bp3r1Bo0ENyKfBjSsMqEDQBbB14bzE00FlZSU1yjpaiQ85t0B5My+PJ/PyCElIwATQRfVwXxk2jGv69AFA068feY2NNLikj7QFm7KOeACo92OwsnHQICbodAQpKmb2YuRHJInfAzsjI9H5MHwAktmMWZIISkoCfq3Jmm+18mVoKNagIJ8KQlU9ejAfkHNyADA7DYK2qVTsTU6mLiaGVYClA9fT7QgDKhB0MiuzsykMCqKxg4Na/vrXvzJgwABH8EZXoamigjKjkdlKpY8qpZZte6O22bCp1UgqFVUqFapOKHDgD42AUSmE0EeSuBMo9SFx1xr+EB1NRGgo/YAKpeKLN5qbm9HpdIQqM1CjEvB1QplB6sPD/TOgFgtmSSJEqcRiUtKIwvfsYVJ4OLJW69OAmhR3cpTiRbA5/WYGHTtGps3GnhEjGE9L9ZGORhhQgaATkW02xm/ZQm+LhZ0vvdSh1xn2+OP03rePrVu3dth1AqHu2DFCAWtyi1R1w759HXIdjc2GTVGo+Swmhi1+RI52BhMPH+ZKZWbYV6PheaAqgCpOnjhx4gRpygy3yUURyG1/fvmF741GIpVzLIrhG/Lf/1IB6MLDMfhpQC2SRNhZZ/ExcEJxTc/YvJnHa2tBo0Hrw4D2WLECKxDb3IwZwGkQ9EBBAbOPHUOjfMeno/qSMKCCMwbZZmPlRRex9bnnOrsrflPhZCwKOshw2K8zE/gOaPriiw67TiAYFWMh9e8PgOXw4Q65jkaZgQIsGjiQJcHBHXIdWZa5/NJL+ecNNwR0/pjjx/md8pkkKlHC9Vu2tEvfGsrLea+ujpttNn4EDH60G15TQ6rNRnhqKsMliXXK7E9TVkaTWk3+gAH83UkYwRN2IYuInj25WpLYERsLQGhjIw2hoXw3fjzpPlLB5OZmVIAuNJSzo6L4PCPDsS/MasUaHk7Gtm3sBiynIU1JGFDBGcP+xYsZ//XXDL7nHmQ/RsRdgYoDB6gGZgGfdOCI+bjTDEbVju7A9sCk5PJpExP5a3AwG0JDO+Q6allGVmYnsdHRNJeW+jgjMPbt20f2kiX8/l//Cug+VFmtWFUtj+bE7GwaAFs7yflV7NrFZUA/tZqJgMqPz0BlNmNRqVBptRTExFCorMcaqqupNhgoGjiQp61Wn7nyH/Xvz//16oVarSYiIoIqZZAQZTJhioxECgmh0oeCkE1ZftCEhNAcG0upkj5jMRqJAOTISIKMRgYC1tOwVCEMqOCM4cTnLfUFtECRUne0q1Og1xMF/BQVxQE/lWECoWbTpl//6GLpGybFDacJC+N//fqxqoOCPz4MCmKXso53+549LFUUcNqbvbm5FANhQLHz5+4nKpsNWTGgkkpFYVAQIT7yI/2l2u7lSE0Ffg0o8tofsxmz0p9rdDrSlDXqyPp66sLDCZckUoFmH+7gI3o9ByMiAFjb2MjsL7/EajIRY7NhjYmhf2FhiyH2Ej1rT6nRhoRwjcXCqB07gBY5QAApJgZJGSTZToOcnzCgv3FK8/JYcc45lLehUG5XQVZyCIcCa9vpgdPR2Guw/j0lhS927eqwmbN1zx5MQIlKhdpJ/qwrUKfR8DYgp6aSER9PkBvDtu2FF1g9YECbUlye1evZMXAgALbEROJsNowdEEgU+Z//8LLyujqAmaPKZsOm+vXRXJGQQLxSWL6tNCqqP/p+/QCw+mNAFdcrwPW1tUxUnhVxzc00x8aSvXUrh8HnjH7o8eOMVTRzrVotQbW1VB08iBpQJSbS68QJ7gbMXvpkF6TXhoRwYW0tkxXDWauk1mji40ExoFYRhSvoaPbMncuEdevYdcUVnd2VNvNNXBx/io5mp0rFrg6oYNERRH/3HR8DfdLS6CPLlGzb1iHXqaqsZLfBQL1Gg8aPh2ZbaCwvZ+WwYez9+GO/jq+Mjm5JTRg0iBuOH+ftgwdPOSb23nsZu28fWx99NOB+BTU3Y1DyK7UZGaiAolWrAm7PE2rFSAHUu3kvvlDJ8kkGdMvvf08/q5UqH0b062XL6NOnDzt37vR4jElR/YkYOhQA2Y8gooMhIWxXAq6agoMJNhppqKvjn0DpsGGgrFs2+xiYzTp0iGuVvM36iAgi6+spaWpiHFBz3nmgBBWZvKTsHE9I4HlaApdMISGEKEay3GDgXMA4duyvM1BhQAUdTaIy2o/pJgbHG2vr69k3ZAh/jo8n7ptvOrs7fhF+5AiXAREjRgBQ8ssvHXKdv+p0/HXyZI6GhFCh6tiffe499zB+2zY+ePBBv45vUh6YwcHByMnJRMkyDU6zmZrKSvIUt55p3bqA+7W/vp6LN24EIGrkSAAq2tCeJyJKSihSgmqanWTz/GVuejp/GzXK8XffUaMwATsUd6Unov74R/5+6BCffvqpx2Nqa2s5BsTl5LAVqPejbuZ7vXvzoiJcYAoLI8xk4lhxMQ8ATZMmoVJSbiw+jLHKZsNq/1xiY4k1mSgqK2M1EJWZCYqkoLd28lNSuJuWGaglLIwwJW6gvLGRtUBIWhpNcXF8DVj8CGxqK8KA/sZJaG7mYyDLZHK4E7srafn55ISGMhf4nY+HTVdBqq+nTpKIGz0agLoOSDGx2Wzk5+eTnp7O384+myc7WLNXWrOGE8A/jhzxK+c04ccfsQLhZWVoFNlMZzGFjbm5XERL4r/OD+UcT+gAWZnlJE+YAEBTB8z4e9TVcTg5mVuAQ/HxrT7fYrWiclIfyuzfn+eBug8/9HiObLMxqLycoUDwzz97PO6rnj3Jio0ltFcvzga2Dxrksz8mkwm93UhGRhJltVK8fz8RQHJyMpIfhg9AY7U6oqDlpCQigMovvmAOkJaSgqRcw+xlBmprbCRUpUKtVmOLjiZKlrEYjZhyc7kGiAsLozQzk4sAU3S0z/fWVoQB/Q1jNpl4TJbZevbZWIEt7RQq31m8XFLCtMJCmlJT6d3c7HUtpaugaWigUaUi+ZxzMAOWDkhlOZGbyyqjkQkWC+Hh4dS1szi5K+GlpewHoqxWdvjhIrXW1aEC9JGRhCprlM5iCutWr0aSJH7o0YO1AcraWU0m1OB42Ef06sUL0dF82Y4KPwA1R48SJ8tYBg3in8DhAFJl/lRczGRF7QcgKTWVayWJsNWrPZ5Tvns3EUB/4GIvv+MTJ06QkJDgMIj+DHCezMvjfuW+tPXsSSjACy9QDQwMDfXbgKqd0ohMw4fzLBD99df8G0jq2dOvdib89BMlSpyAShFkKN25k4jVq/kP0CMhwZEHahVSfoKOpKKykheAmFmzeA2w/utfnd2lgLFZLITLMnJEBNqsLLTAkeXLO+RaO//1L/YGB7Ppscfa3Ja6qYlGrRaNwcAXYWHs8rBuY25sZPcHHwQUZFSyejXDaZktzDlyhOcDWJdrDQkNDQTFxFAKNL71ls/jZcWIBUVHE52ZCUCj00Bi6htvsDw0lLUTJ/LPAIOsHIMpJwO8+9JL+Vdent/KTLs/+IAtzzzj9ZhDhw61VJOZPJns4GA0AQSzXVhTQ6aTRJ2kUnE0PJwoL20VKwOVMkkiwsv7mbd2LQsaGpAkiTWSRI4f0epxzc2EK5+79eqriQeO7dhBAy1pNrX9+nEr0Bwe7rUd5zzcyIsv5l6g6ehRjul0qDQaDp93HirAqOSHusVsxh5bW3/55eiBQqsVqbiYakkiODaW5O3bKQRUHRRl7YwwoL9hKgoL6Qv06dmTC3Q6Etav7+wuBUzd8eMtN3NUFLGKe67UiyurLVjuuYcBTU1on3++zW3VyDInlFnKB+PH84aHh98vY8cy6NprWTlzZquvUae4KePPPZdEs5mcDsyPMzU1UWGzUZmdTbkkofLDlS4rxi0oJoaE7GzmAluVdAfZZiOtvBxtQgKxMTEByx06DKhT6a4r5sxhQE0NPz30kM/zm6qrSbv2Ws6+7z6vKVJ7jh/nOSD+ggv40mhkXADpVGpZRnZZv6vp3ZvU+nqPmsk1mzcDcCghgUgvM6+hlZWkKfmag2WZcD+imp0VnNJHjKAMSCwr40hwMCqNBlNqKq8CTYoUoyf+lJjIJ4qG7ZAhQwiWJKYDxYq4vFavR6bFZewJyWTCpASCJaWlYQGKiorQVVRQrny3WpuNFH6tY9qRCAP6G8b8yy8cAPqUlFCclETP01SdYs0f/8iXF13Uri6WOsXlpY6OpvcFF2AFGrdvb7f27VQeOMAQJfG/b01Nm0XgH+rZk78rAUSDBg3i8N69p4hgW4xGMpS10dgff2z1NWx799IMJI0YgRwSQkgAxeG3Pv88xzds8HlcZU0NGcDBGTM4GhlJjD8zsMZGrLSoy+jDwvghIYEdSrrDsXXriJNlbNnZzMjLo6S+HksAD0aTzcaDQKkSDAMwceJE3g0OJvOFF3yms/y4Zg32ocvhd97xeFzphg30Bvr06UNjgBHP7gyoKiuLMDznN+9tbuZ9SaJp4EBCwW26j81iIcFiwRwXB0CzSoWk5FV6w9mA9uzZk9tDQ5kIlA4YAIDBYmEwYPURhXsAqI2KAiAoKIhNBgMqwKqoLcUVFfEGIDu5r12xywECJMfE8Cqg/f57wmpqqAkJaTlG5IEK7Hz66acsWrSoQ9puUm7UkN69sQwdSpLVSmkHB9/s/+wzxrz7Lq98/TVftKOkXIMicK2Nj8cQGcnovn15zQ+h7Nay/IcfeAR4a/JkJgMFSv5ZoNTW1hKuuL6m1tdTY7FQ6DJzznvlFeJkmScjI5lhtWJrpRvTUFREkU7XEpgSFISO1uXIbX32WYbdfTfSOef4XFeuVB7c0dHR1J51FmmNjT4N3oHYWF7RapGU6OCxiYlEKd6QQuUeiZs6FZXy8K1TvuvWYNZo+BtQqeQ/Qotr1Pjww6RYray/7jqv5y9fvpxVOh1GwOolTWT40qWsUasxGAwYNRq0ARh7jRsDGj56NMeA4x4q1fxgNvNk376olEon1W7c9KV5eRgASdG0NUkSKj/uA60sY1Nc35IkMXP8eKokiZSHHwYg9sABdgA6HwpXs6qryXAapKvfe4+Vo0cz4uWWrNnw6mr+BMiK1q47nEUdYpOT+QMQnptLcmMjDYmJLccofZWFAf1t8+O33zJ79myuvOIKNrWjmLQd0/HjAET07Uvk+ecDUPDZZ+1+HWeKH3sMI7AJ+O6779qt3bKwMM4DzEp6Qq+hQz3mw9XX17Po0kt9rme547OVK/lXYiJp997LeqAwgIe5M88XFHCJkuoQl52NGih1+a43fv89uyWJsPvv55DRSFEr19V2NzSwR1GesefstUaQoPbf/wagh83G5jff9Hqsce1aVgK9q6vR5OQQBBR8/73Xc7YkJvKk02DnVrOZ/9u5E5vFQvPPP9MMnHXJJaiVtbFaJXm+NZgaG+kJp4ien/2Xv5AXFkaSj3sxY+lS7kpNpVCvJ8jL5x9dWkqxYuiNej36AAxoMy1CA86ETZlCCrDHQ2Rp+Z49pPftS+3kyQwASpVZmjOlSgpPsBJ5a1apUPlhZJZrtRxV3KwA47/8kkiLhb7TpwOgVu4pm4/3en9dHcOd0nr6z5nD+LVrMSjfvT0dxpsE34YePfiP8hlIKhWHg4Mx7N1LhiyTP2dOy3YhpCAAiLjmGj7UaikCGu67r93btym5dlF9+9Ln8ss5CBzxUlneaDTy/PPPsy7A3DljdTWZO3awpVcvbs3KIuPLLwNqxx0VJhMrgBDFUFwUGsoTBw64XTN79NFH+deSJfS77z5qW2GMLEYjqq++YubkyfRWigDXtXHdeGxzMz2UH3qvCy4AoElZz4KWihIPbdvG43PmcHafPiwAjrdibbempoY/1tayQ5lhGePjWQcYWxF9mnDwIFsiIkjQ6/nYh9C7+dAhxgERYWHEXHYZ1wHbfaSeWGpqiHISEZdycogEjv78M4vLyvjorLMwREaiVVyPjcrArzXIBQUcBdLduPUrR46kn9FIpQcpRZvFwpyCAibrdPzSqxfrPeRO2iwWejU10ahEh5p1OnQBuPizIiJYoqzj2+mhGDB3qWayzcaynTu598QJDMnJ7ANq3USyFh87xiYgavhwAHYEB1PoR5TwbXo9m4YNO2mb5JRLbDd8Nh/uYK2TFrE7/GlnTXw8ixISHH9XpKTQt6GBYuAsxRVsjotjEWDqIE1lZ4QB7SBqjhyh2OlB2FoOff01ORUVJI8bR0VoKFEdIHSgqqigBtCFhBCamMj0QYP4wMvo74YbbuAfd9/N3nHjApL+2/q3vxEly+hvvJHzZJl5xcXtJl1n27OH2UC0EsgwKCmJ2UD+f/970nElR4/yz1dfJTI5mVBgZytmobvfe4+PGxqYGxtLUkICC4HQNngGrCYTYQCKykt4cjIFWi1BTm701UuXUlVezuzZs+kRHMzfAasfa5F28pS106ysLACKxozhHKCxFekgOywWigYOZNiECfz0009ejzUpD/jw3r3pM348C7VaNvqI+v3D6tV87eS2S5o1C4DNTz7JP48epfLPfwZAr7jomgLIV7Yormd7rqEzYeefz1HgoIfvsmjNGsIBadgwVo0Zw7MernF840ZCAElJxflu0CCeCyAX0Ww2O1Ix7AQFBfGJVsvAr78+5fjSvDxCAVXfvkRZLNwBWN08LzbqdIzg1xzYR/v04T+KO9cb9nqgntAovzlf4u06QPbSjn0m660dQ309cc7G+7zziAVuBkYp4hNN6elcAdQr5fE6EmFAO4Cao0dpPOssIocPJ3/ZsoDaKLz/fpqBjJdeoiolheQOyN37OT6evymjeoCcnBw2b9zo1qjtfO89+n/4IVePHs08i4XdTzzR6uvt+OEHDqjVZN11F1KfPoRDu2nwRm/YwCIgUvkRps+bB0DlkiUnHbfn0kv53mjksWXLaATMXnLrXKlcuBALMOj22wlNTKQGkAKYDdmpt8/MnOpSFqal0a+01BGcpL3vPvaoVEydMoXYIUMAMLdC3cb64osUA8MUgYIg5WHnb+pGTU0Ns81m9l16KVcnJ/Pyrl3UeFn3tSprXOFpaeh0Oi7q0we1j8AntcmEyWnNr8/FF3NAr2f0ihX0UKu56qqrANANGMDfgDI3RtAX9oeyys25PebOpTew0YPL77hitGLPP5/ExEQqi4uxuQmAO6EY4AjlQX64d2++D0AN57XGRrIVXWdnciSJRDef/QnlHg4eOpQIk4kXAJ2b5YvDhw+TmJjouAf0ej3NPmaNss3GcaORyV4mAw4Xrq8ZKCB5GbhJBgP1gNXLrP2eLVt40WlAlv3UU6zp04cr5s3DoPRD1APt5my99VZ62GwEAcf++tdWn19/4gRZeXlsTk0lLiMDecAAYmW53QXf1wKrlNp+ALOTkthSWsr+xYtPOk622bDccQd/kiQeXryYIrUabSs1RKurq7l1zx5eu/lm1Ho9wYoxKGknKTVZ0QkNU0ad0enp7DcYCHNKKi/Ny2NEbi6cdRYDzz6bg6GhRLSi9mSPzZvZHRZGhFLRo1qjQaNE5AZCozLrsgfHADTMnMkjsszWjRupP3GCoQcPcqJPH4JCQghLSqIRoBVqPEHr12PUaklUIiZ75ueTB9j8LGl2VDHWvXr1ImPQICYC+z/4wPMJFRWYgTDF5Xi32cztPtSVtCYTJpcHa+Mzz9Co1/PhnDkkKYExhj59eBA4oaS4tAZ7cr7KTb3JHj16EBERwW4Pn0nTunVYgLSLL+b8Q4dosFqpcmPgtthsXAEk/e53AKSYzQwN4P6YY7ORXFFxyvba4GBC3ES61iqBRfHnnkuw4t60uokqvvbLL3nTaXD88KFD3OcjUt1qMhEFaN2sqdqRe/XiOqBccV17akfNr0pQ7jAOG0YYUDp4sMdjVFarQw4QwBAZyZj8fMa8+65jW8S+fVQDEW3wAPqLMKAdQOSKFew3GHgyM5PXAlA62XLvvUQA4QsWABCk3FD2IID2Iu7oUQY6rYHkzJlDD6DYJUx/40MPkVVby54rriAsKYnCxER6eImUc8eS11/HZDJx9dy5AIQpxZPr26mEl1RTQw2gdnIRHR8yhMzKSsfAY8/VV6MFeirJ/dUJCST4ObPPX7aM/kYjVZMnO7bV6/XolXSLQKivqWELgFOAxsj77uNNvZ53PvyQzb//PWFA9P33t7xHlYoyjQatn7mQFqORASUlHHVy0wVJEkPwv9hw4+efcwQYYLXS7+qrsQANP/zg8fgyYL1TRK11yBASbDbKvESuas1mzC4P1qG33Ua60cjEjz5ybAsNCSEGMLkxLr6w2g2omxmoJEm8rtPxOw9r8k2FhRzU6wmKjsagGKgqN4pRW48d4/uoKGKVz3vS3r0sbKUBlWUZDTgqijjTGBFBhJu1TevevZiApFGjCFHc3FY31z2rqooYp1zNGIuFRB9R1Q6BeC+zflVsLP8GarxEvZutVnoB28aO9XiMVrkHzF4CmzRWK1Yf+r1qlYoIAD9SdNqKMKDtTH1dHf+tqyPvgguwXHYZnx48SG0rykeZzWbuWLOGZ1JSGKxUtA8ZNYrHgKPtLE33TH4+f3DKuUrIymJ3cDBJq1Y53LjG6mpin32WQzodoxWlouaBA0k1m/0OwLFZLEx4+GH+FxtLdnY2AFHKOpGxncqOqerrqXdxl6U88AAHgI/feIOd77zDOTt3si4jg96TJgGwc9o0JttsNPgxyMl/8UWswCCnaiCNQUEE+1HNwhMVoaFkA/Xjxzu2RUVFce3cuUS9/joTfviBDT16kKG4owFqDQaC/Lyftr/4IhGAbto0xzat4i42+9mGcfduegGJgwYRmpjIgaAgIrwYw0XJyfypb1/H3+HKA/Po//7n8Ryt1XpK1Kk7QlQqyoH0ABSm6mNiuAMweVjzO0utpr+HQeGfrFb+dumlwK/rsI1uoq8j16zhop49keyztaAggqBV6/w2s7nloezGSFiioohy45b8Sa/n2bg4NAYDIfYAG5fv12I00sNiweykg2zVaND46Jtdl9bd2rEdnSwzGlB7ySM3mc0UAjYvakVBFRV8BIR5CWR01tP1hD2Npa052v4gDGg7s2XrVv4uywTPn092v35cLMscbIW789133mFrQQGDXn/dMYpPGDmSh4F97RyWHWW1YnUZNVbMnk0/o5HNjz2GLMusmDyZPiYTFQ88gFaZreqzsigBivx0kay/807SzGair7zS8XCJHTyYYEniJz+CGPxB29BAg8tDuO+MGTx66aXc8eqrrJ0/nxK1mkynNemY0aPZBeS7ccc5U11dzZVbtnDrxInEObmXFp5zDvPbIFht16QNd3mo/OPRR5navz+r+/Wjv0t1lifOPZcbe/Xyq/2mt9+mBsj6v/9zbNMq17L4OXO2FRTQDI73XZqeTr/qao/5oJWVlUQ7fSapM2YAUOdFkWdhWBjr/bgPgqKjsQFyALP+hogIXgKsHoT0jQkJxLuZsZSXl1NUVMRQZeAXpLiTjW4Cme7cvZs/OQ2o5OBg1ICpFf115My6MaBNvXqxBzC6eE2WVlezTknf0hgMLW5+l2OKN25EA6idBjc2jQatDzETk9KO5Mb1bUdfV8daIMnL88BcXc0DQLKX5Qe92cxVgMFLkJjGZvM5AxV5oN2YPd99RzQwfPhwBoaHswxo8DNdo3jTJnJuuYU/nn02F110kWN7TEwMyXo9te0YidtYVkYwgIvu5PAXXuCgTkfc44/zu8mTuXXzZr465xyGO63lBl11FYnAbj9GeA2lpfR+/XX2BAUx8tlf4xfVGg3h8fGcaEN1DWdeTk3lcWVW68zb773HLbfcQuG0aUirVxPptObbJyaGG4HKtWu9tv3S009TXVPD/OeeO2m7LTWVHW0oTm1YvZqNQIzLelV4UhJj9+5l7L59RCrBP45zEhIo9aMIdGFhIQ8cOcLX48Y58uwANMoM1OKn61pfXEyxVotKeWipp0zhF2DnypVuj//r5s3c7fSdRvXpwzG1Gq2XWcU7Oh15ikvfGyq1mgZACsATY6uuZiCg96DCJKekEEFLAKAzhz/8kG+B0UpVlRDFAJtc7tuaggLibTYsTkpHKmXAaWxFMWxLczPFgMWNLF7RtGmMAkqd2pNtNiL37WOw06DqnJgYliiawnbKN21q6b/TANCm1fqcgTZLEv8C6r0M2uxRuLKXAb6lspIngCQvedOONBYvhu+dyEjW+BhsiRloOyFJ0lRJkvZJkpQvSdKC03HNwR99RJ5aTVxcHD0nTGipsOGHuk/9iRNUnHceA6xWHvrHP351A9GyRrPGZmPSV1+1Wz8rFaFltVNOFbQsymu+/prXMjLYc+AA1z7+OL9ziVTto4xiD/pIT5BtNraOGkUPqxXzs8+etD4J8Be1mnNaEQXrjf0mE5VOa4l2wsPDeemll3j8iy9IVkqG2UmKiOB1QO2tysWePdz09NO8NGKEIxXETobJxJ9qawOu+iIdP85wIKQV+Wrn1NRwj4/IX9lm47bbbmOdSsVoRQTBjjYhgR+Aei/pBM6EVVVR6dS/9Hvu4QLgBw/3dL/GRmJdAk6eOecc7vUya4iqryfSz2jVJpUqIAMasWULu4EwD0sGOsXwlSiGxk7D8uVcAPRX5BbD+vblWaDI5TsrVNzKwWef7dgmKQa0qRVrthadjiRgh5Nb306C8lstdaqVemLLFlY2NzPV6Rr1kZGUu0RZH62s5HNavC6ObfHxrPNxHxgNBm4AKpWgP3fYPVN4MXz+uIIdhtjL2uWioCB2uAwqXZGjo3kHqBflzAJHkiQ18E/gd8Ag4EpJknwXv2sjUWVlFCsjfm1wMEVaLQYfcm/NtbXsy8hgQEMDO//v/+g9ceIpx1QHBxPShohPV+qU6FOdm1yp3pMm8UxeHkeOHOHBBx9E5VKAOSwsjH8bDPR3idZ15T8vvUTi4cOsmjiRzJtuOmX/WJOJEQEUHHbHpKIiRrZS9SVuyBAsgM2L9ubOuXOJlmUuVmTLnOlfUcEzQPWhQ63sbQv2SMlgl0GMN/rX1XGL2ey1ZuKq2bOZ+cUXPPu3v5FqVyBS0J51FlOAApftnvhJltnnNKtKSEhgwIABrPWQmhJptWJ1iZLtNWMG6w4edET0urKxpoZpftZBbVKp0ASw7mxXydF4EDwPzcpiDVDiMkPS7trFcbWaGGWGHJGSwl8kiT1OqUcA1YqgRrySzA9QnpPDxUBjK9Ju7KkXrnmgAL0aG9kCWJyUnUoU13io0+DuGpOJ4S4RxZskiVkqFUnKQABg1dlnc5uiH+uJZuVz03szfIoB9TYDtacR+WVAvbST3NhIjC8N7eRkrgfKlGj5juSMNaDACCBfluVDsiybgE+AGR15QdlmI7mxkXplnQSgLCqKKC+yaTaLhdzBg8murGT9H//IyL/9ze1xDZGRRLVjEFGxwcClgErJWWstwzQaenmZgW7dupX599/PvRMnMu7bb90e0xwRQUQ7RcrdU1rKhFYm2Gv0espUKtQe3MjFmzczKjeXdX36cNaFF56yX6sElNQGqIcrK27UUDczZ09IMTEAVHtIv9nz0UeM+uwzBsTHc+vdd5+yvzV5oM3NzdzR0MB+l/f+VFgY733//Skat02VlS3LAkof7Vw4eTL3AbuffvqUa8hKuhc+KnnYeS8hgZ9bMeCwY89RVHu4Tsz55zMW2O3ygE8oLqbQaZlDrVaTFB6O0eWesezcSTOQ4hRlauvZk6+AhlYEEVnLy1kKpLmJ8o3u0YNhgNlpzb5WSdNKGDPGsW1mTQ3jXe7JgoMH6dmzpyPSFfzLA1Xn5WEFenlJd9HZjbAXw2f30riLgrajCQ7mBGD2kjLzRVkZl/gogq5WvBmiHmjbSAacpxZFyrYOo2LfvpbwaScffVNSEslGo8dIvIfuuQdjYSErLryQMV7qcVri44m3WLxG9Mk2G1UHD/r1cCxubmYJEOHH2pM7amNiiPWwjlZ/4gS/TJpEckwMb33yiWNNwhVzbCyxVmu7qBGFyTI2l1mBP1QEBRHsYYCz/w9/QA30dsoxc0avGL76QGfRdXWYAb2POorOaBXjUedGD7apshLdH/5ApUpFn1WrTpJbsxMEHAL6+1AUAig8fLjl/buM5ONGjyYK2O9S5MA+E1e5rKsPGDyYmzUaoj7//JRrOKqg+GlAf+jdmxUBSLTZ3YJaD9J1iYmJqNVqCp28EU2VlaQ1N9PkJEAPsLahgeku+r5vR0dzTVoaGqdgm3CTiWmAuRXr/NbaWqYD4W7W1qOVXF6r00DRtm8fzUAPp5mlSa9H72LM7v3qKz5w8VpM3bKFnT7W8C0NDaj4VSzBHdrgYC4Hdnp5lli95OHa0SQk0APYoZQ8c3stWfaaSwqgP3GiJW/Xwzp9e9KuBlSSpKskSfpEkqSPJElaKEnSle3ZfkcgSdJ8SZI2S5K0uayN5bzsRW2Dhw51bDsycybDwW2wzE8//cSTL73E4htuYLyvQKPkZAxAlYdZ34b77+eoXk9I376Eh4czbdo0tnsZqVl27WIyEOuUxN8azCkpJFksbittbL70Um6pqmLxgw8S56R05IqUkICeFtlDd6z5+Wdmz57NhRdeyFfXX+8xmrG5thYDQCsMkZ36iAgi3LRbmp9Pzo4drE9Pp6eTW86ZYCWgxBigoHyJTsdKjcatofOETpn1NrhxO2+YNYs+JhPHn3jC4XJ0JSgykjRA50cgUu2XX2IEMl0esn3/+EcASl0NaFUVXwE2p0hPaMlfPTRgAINPnDilbJg9wEbyQ5MVIFmjITyAPFCbYlA8uXDVajXLtVomOC1L7Fu7lp8BrUvuYr1Oh87FGG05fBiryxp5XHExywCVlwAqV6yKoZfcuHBD4uOpB3BaA7VX2nGOLzAbDBhcAmgSGhqQXH7relkmGe9pNnbDp/by/UgqFV+o1RR7Ebio7dWLaKDSi8fL7rb2lgfqSw4QQK3Vtog2dMMo3PGyLF8hy/LVsixfBYzxeUbHcQxwlsZIUbadhCzLb8mynCPLco63h70/7GluZh4Qo4iCQ0sKyl4g38Xw2SwWjs6ezZRevXj2xRdPChpyh3HsWOYDx90kwK+/7z6GP/UUjVota6ZP57bbbiN37Voqzz6b9ffe67a93qtW8TUQGaABVaeno6ElPN6Z4s2bGb1uHWvOOothioapJzQ9e1IGVLgZFGy4/35sEyeyZuVKag8eZOo777A/MdGtsbWXt5ICKF/2v6lTmeTGrfTGwoWMAFLeftvjuaHKzMzsIX9w63PPseqaaxwBW658k5rKH1rhvoUWo23hVxUjO3VVVaT//DMbEhPJVoQX3KHSaGgG8GMdsWH3bjTgkBC0E5+ZyUGdjhCXtIUSrZaLAdlFCB0g5IorCAF2vPTSSdtba0DvOnCAp90ocsk2G2tvvZWV06adEkkLUNi7N9cDai+/8Witlmgn47SpuJjJQNL11590XJPBgMHp87MYjVyxfz/jXe4/rWJQ/M25BScD6sFIVGo0aJ08Ji8HB/OBi9C7NSiIYCcD2lxbS6LNhtUl3kHS61GB13Jzdg1hT65vO5NVKqK8zLTNNhtVeDfEWkliKdDXQ8k2aDGg+DCgjjSWbhiFq5ck6SJJkjIlSbqQFo9RZ7EJSJckKU2SJB1wBRCYMK2fXHrTTTyYn09vpdoBQHrPntwEVLuUS1p/771cV1HBwzNmEOzHwyNs1CjeBopcAolqjhyhzz/+wd7gYFKLipi4dCnPPvssOzZsIDYkhGHPPsuu9947pT1VZSVVkuRIT2gtIWefzWbgmMtazb7bb0cL9PJSdNhO88yZxANFLi6ZmiNH6Pf008SEhLB/1y7W7NvHxrvuol9DAweys08ZMTcoLi11AIOBiP79OVpXd5LYhSzLfPDBByROnEiam2hIO+EZGSQDm11cfAArLryQYffcw7iPPqJ54ECOuhEqr6urI6yVbmf9OeegBfa5RCJ+vmwZw2QZtVJb0RtGQPLDzW89dAgbkOh0P9s5lp7OgLKykyKQy5XBXYzLGijAkFtvpQ5ocpm1NqrV3AHUZGT47A+AxWBA72Zta9Vll3HOq68y/ssvOZqRcYpRKIuJ4R1+NWruqI+MJMrJG7FtyxbCw8NPCcRqDgkhxMlFeuyXX3jYZiPbxZNgz7m1ung4aouKWJ+czPaIiFMKZNsNqMqDkciNjuagch1Zlll6/Dh155xz0jG24GCCnH4jpYonSu0aOKYMHJu9GHj7DFTjI9hokdlMjpNspivqw4d5Crx6D7R6PdOBKA8DUrscoC8Dap+Ny91wDfQmIAq4EIgGbmnn9v1GlmWLcv3vgD3Af2VZ9t+XEgAajYY+ffqcFEHX66yzeBEIcylBFfzeexRotSflRnojKSGBYUC1S/rAurvuIk6Wkd58kyCnsO2Yvn1J3rKFCrUa7U03nZJqoa2tpcbPVAZ3RE+bxnBgp9PM2dzYyOB169iUmEgvN7MQV+xh+SUuP5it8+YRJcto3n2XUGU9bfRzz7Fu1ixyKipYe/PNJx1fERpKKlBz3nmtfh8DtVr+BpxwSl/Y+c47PHnwIDc65eK6Izw6mhK1mnKXB1DR6tWc8803rEtOZvurr2KTZV7/85+RXXIQ/7xuHS+0UhIxWvk8Kl3WbT/55BNCUlPJvvxyn200q1RIfgRvaQoLKVar0blZczRfeSULgC1OHojY//2PQiDOTa6lPjycbT17UlpQcNLn0KjR8BLQ7GYQ4g5bUBBBLg/Ghro6eixbxqbYWNbccAND6utZf8vJjx5dWRkjAJ2XAaMpPp5Es9kxQLv+o4/4JCjoFO+QJSyMMCf3YImSBhXhMtDQKwM6q0uswJbLLmPU8eMMrK3l6CWXnNy2LLMfPK7nvz9qFM8p30fJ/v38rrGRwS5BVSsvuIAekuT4nCuVAKBgl8/YLo7gTeihNiqKF+AkuUl3mCUJycuMT1NYyH1AsJelA5VGgxU8psOYTCauBwp8DLYcg4/uMgOVJOklSZIkWZYbZVn+UJblp5T/21d7rpXIsvy1LMv9ZFnuI8uy+/DWDkZjMFCk1aJ3cisVrlpFVk0NBePHn5Ib6YmkhAS2AInffOPYZrPZuGnLFuZlZzPwmmtOOSc6PZ0jd95JP6ORDXfdddK+oPp66r0s6PsiJSUFjUbDIacUjjXLlrFSlpHnz/erjYTQUBYDoU6zc9lmI231anKjo+k/e/ZJx49duJB9BgNJ77xzUrHcmoYGjgAhrXSHAvQ2GPg/oNaprmfFu+9yKTDFhzGSJIkFBgO9XdzYC999l48kid5LljD05pv57tVXeWrvXr5x+u4AEurqiPGQ2O+JiIgI3gCSnNStjNXV3PrddyzIzva5FACwPDiYQ37MfMPKyynzELCTOX8+rwE/OotQFBeTAkR5SB84/PjjzGpqYovTTKW5spKBQIgf/YaW2VWIy2f25ddfM9Rmw/zGG5z7xhv8JyaGhS5FCgZt3MgGvIuiS716EQRUHjiA1WQiva6OYGXN2Zn8oUN5EhwGqlGZ4SW7DOD0ikvX2YBaTSYyN21iXUoKn91yCxdXVLDLaY20MTmZ/kC5m1k/QHx8vCMPtOSHH1gMDHXxyOijomiSZZqU2ePRpiZeBMIVtSI7dSkpfAg0ezE0ZQkJ3AWofahfWXwYUF9pRHbM4NHwmaxW3gGqfOSBqkNDeREoDeB50FraawZaByyTJCkEQJKkCyRJ+sXHOb8ZyiMjiXRyXRx85BFsQPpjj/ndhi40lDJJQuW0zrBt2zYOFxQw4dZbPZ436umnOaDXE/Kf/5w08g9raqKpDQVnNRoNS/V6zvv0U8e2hT/+yLywMLK8rME5E5OSwgwg2MkNvOvdd+ltsdB02WWnHK/SaDh27738n9nMz05RpPKuXSygRZqwtcQqie+NTipPCdu2sSs8nAg/JPP+YDaT4XSuLMu8+uOPfHbhhSQpD8Frrr+enklJfPP3v590rsFsxtzK0lwqlYpZkkSCkwj/wS++4EJZZqiTypI3nujZk6/8yJFbJEls9lAZIy4ujokDBlDjnAtcWUkDnKR85MyFF12ESqXif0uXOrZptm1jN7gt0+WWkBCC4aQB1HfffUdQVBQjL7kESaWi+C9/4fXdu0+KqLXnFnqKwgUgK4uPgeKjRzmyfDmhgNqNIavOyeFFWXa4/VX791MpSUS7zPD0PXsyAdjnFNC185NPiJRl5Msv57wHHqBakvjcKTrZWx4owIyCAnJPnMBmsThSWOJcBEL6lpfzElCviEbslmXu5FRXfFlWFnOBZi8DaUtjI0GA3sdA39cM1FcakaMd8GxA6+sZTkt0szfUYWHcCRzpqnmgkiSd5LiXZflB4GNghWI47wJOi/JPd6CxRw9SmpocrqFtu3ezMjb2FGUcX1Tq9RicDHHpE0/wHnCBIo7uDkmlYvNDD3FOY+NJI//rDQZ+9lIZwR8S9Hp6KOuPFqOR3MWLmTZtmqMuny9UGg0VKhUqp8CoH/PzuQkY9Je/uD3nnP/7P76JiODfTlU6dHl5/B2I9HMW40z80KFYAKuSV1m2axcDm5qochmte6JBp0PvFJG5b+1aogsLuWz69F/7p9PxTmoqz69Zc1JAUZDF4layzRc1Gg1ap7XwCmUG33PmTL/ODwoKcsxOPNHU1MTfa2o4PmWKx2P+qtfz8NatjjU0TXU1VV4UhWJjY1kaHc20V15xbLMH2Gj8XAsuzMrieqDBye0495NPeLRvX0f+35TJkxkAbPnkE8cxktmMCbxGPAdNncpVwGGjkWJF9St+6tRTjosLDSUdqFLu/aATJzjuZo0wODKSlUC5kzH85vhxEoABd99NYmIiD/bsSer77zv2a/fv52cg2kO0fWhYGElA1aFDWPftw0xLFRZnEmtruY2WKjIAFQcOEBcefsp6u10cwVsuaOrPP9MIGHzIEVolCZWXqFd/Z6AH1WrqPaSpWIqL2Qik+4hqVqtULSL+XbUaiyzLJ0XXSpI0CbgBaABigdtkWW4fjbYzgb59CaNFFi4/P587S0rIe/DBVjdTGxZGuJM7KH7FCs4xGEj0IJBt54I//xmrVsvHH38MtISJr6itxeJGO7Y1NMTHk6Csre547TW2VFfzZ5cUBl9U63TondZFvsvLY+WgQUR7aMdgMHD9BReQ9OmnjnVdq2KAw7zUI/SExmDghFqNVnkY7n/1VQASfv97v85vCg4mxMkYlf/732wDxrq4/lJuugktsPsf/3BsC7bZsPoZfepMncFAkNN9oMrNpUySSPLT6L98+DD/t2HDKdtramochnXvunUkA4O83COG3/2OYGCvUh9UV1dHnY+ZSlhKCgOrqx1BPvYAG52fNT4bBw7kHaBO6aexuprxTU0McfKmZA4ZwlpJIso5kM1kwlcphp7K/VN45AjmDRtoAs5ysw7e78gR9gNNShTyTIOB1y+++JTj9Ho9c4BIJ2O4bds2Qnr3Jlr5zZ4fGsr0Q4ccM2qpupoJgMHDw1+nnFe1dy+6wkKKtNqTck8B1IoHwKj8Li796ivWuGkvNS+PekDyUl3HboTcrYM780BSEp97yQN1zEB9DK6nREfzlUs6kB2LH2IMABpZphEY7iZwr71pLxfuA8BDsixPAC4HFkmSdKoe3W+U5quuIgzYX13Nt//5DwCXuAQP+IMxOppo5UZsqqggo6qK435EL0ZHR/NYZibTX30Vm8VCWX4+1wF9AozAtWPr3Zs4Wab+xAlq//MfjMAwlwAfX9SFhBCiPEStJhNJK1ZwkVL5whOX9erF083N7FGii+WyMqxwivC6v1SEhKBTRth5u3axVqOh/xVX+HWuKTSUUCeXknXjRuqBNJeZS/85cyiXJFBcz7Issxwo8zH4cUdjSAihTkY7vrCQgthYv/NJgySJMJco1dWrV5OYmEhqaip7tmyh/r33KAJGeEn76D9/PjagSnFBbtDr2eJj3Uk7dizBQP6SJcCvBlTrZw5vtFpNDlCvBF8dW70aFaB1MvQqjYbDkZHEOrlwJbMZiw8PRXxcHCeAgR99xAqjkY+Tkk4xTgBBSjpIY1ER9fX1HCsuJtmNVqwkSbwNDHKSKZz2/ffc4iQ0IQ0fTgQ4onHt+aqeonCDFLdk/aFDRJWXU+7GXa5TggmNSl57RE0NNW4+X41ORwjeK/PIyn2i9WFAd0RGctDL7PLA8OFoAclJFtIdWq3WYx6oWemnNzEGcKoJ3F2icGVZnijL8hrl9Q5a9GefaI+2zwTSMjOpBw4cOMD4559nVUTEKeou/rB7/Hiutdkwm83sfust9EDoDP/UCcfk5DCuuZnd779P7bZtvAf0aaO2rl55aBz99lvSdu4kLz6eEKVqhb9UxMVRori287/4gn81NTHDR8j8oFtuwQJUKjNqqbKSyjak5Dx/wQVcERGBLMv87dAhXrr0Ur/bskZEEOb0Q408fJiDYWGnBIepNBr2p6TQp6AA2WajqamJObLMQT+ilV1pjI6mSblmY309R41GqryIfbti0WpPKWNVN2sWl2u1/L6xkaCRIwn++mtKVSqPIhLQMmDZFxREpLI08JTVyk8+3k9PJTCrVBEOsRtQvZ8pSL2OHmUTYFWi0SuUmXSki3pNXWoqqY2NjpndmvR07vBhpNUaDbV6PUH5+TxbUMAWDy5xu4BGc3ExR3/8kbeAsz3cs0ZJQlIGO821tVxRVUW2kwGIUBSESpVIXodmrIf7L1RZ5248fJgr1Gq+cyrwbkenpBGZlUjtWKORJjepRfb1SIs3iVBlwO5LLWuU0Ug/LxHlJrMZCy2pKt54rbqa33lIh3EYUB9uYMdvt7sYUFdkWS4GPC/M/cZITU1lgV5P3P/9H0Pq67EGqD+rysnhW1pUjeo+/5xmYOCf/uTXuUPuvx8TUP7mm9QqQtOhfqYOeKL37NksAza8+Sa9LBaMbn7Mvlh+8cVcLMvIsswJJSCpt5uIYmcievdmd1gY8crIXldTQ60fBZk9kTpwIEeOHmXbunWcOHaMSV7WlF355eKLiabFLW41mehTW0u1h5mw5dxz6WGzUbhqFRXKWra7nElfLJ8xg2xaZrHbd+xgMmC8/Xa/z7e6GNCKffuYWlLCH3NyuPaFF+hhsZBdWcmewYN9zmpLMjIYWFND7YkTlB4/ToqPGXXKmDHUATbFbXikZ0+uB/RO+tHe0Cuzq2bFPdmkGNIkF0OvGjqUYKBQkXM7GB7OT37McktSUhhVXk5kQwMT3RR1AIhQvl9LaSk1K1dyA5DmJloXwKhWo1KMUOm2bagBjdPyRJJyjQblXrbPQD25OiMzMlgE5JWWkldfT/S5555yjCEuDivQXFODsbqaOFnG6ubztYsaWL0ZUH+Cr4Bbjh9njgfBEID4Xbt4FdD5CAAaajbTw4O0pj9ygNCyzm2B7mtAAWRZbn3JhDMUrVbL9NhYLiouxgwMeuaZgNrpHRHBNKA0L49tx47xU2Ki3zO+iN692R4XR59t22hSHl6JLgnYrSVp+HDu6tOHmvXraQQyH3+81W0kJCRgNBqpq6tDu2EDx9Vqv4KrKs8+mwGNjVQfPsxDZ53FHT7cvt4Yk5jIBzYb1b//PZXAFCcpRl9EJCS0uDGrqij44YeWyE0nXVJnIq+7jvHAhsJCGtevpwIY4EHG0BuxsbFYLBZqamrYrOSv5njRD3XFqtOhc3q47H/zTVRA7NVXM/j669n55JOsGD2arP/9z3djt99OX+DL99/HCEzwUC7MjqRSsSgpiTXK9Y+HhfEOEOTnQEKvuD9NygCkuKqKXLWaKJcakfaZXbmSnpRYUsJIPzSXZcUQFwHne1hTjlAECaxlZTQrAS3JHgQ3mtVq1IoBrVJ+d0FObsyY/v0pUKmoU0rUmXQ6tgCShzXh6D59uEqlYsX27dwOZLmpqqPLykID7B00iBOKqo/WzaDOLo5g8VLZ50BSEk+oVD4HUla1GrUXgxV55Ag3Azof7VgkCclDO7WxsVwBGAf5Lqplhe5tQAUnE/faa+wMCWHtnDnEuxS79ZfesswyoGzJEu4sLmarl/QVdxgvuoieFgtRP/5ILXjUS20N9913Hw8BS6+4IqA1yMyKCtYDFZs3k3bsGIdTUvxay4uePRsbsOM//+FYWZnfMxh3ZAwbxtXAeQcPUqLXk+pnMA7AWfX1vAbU7t7NphMnmALEXHWV22MHTpzIBr2eDdu303j0KNHgEIpoDYMUzdmq7dvJfOUVftTrSWrF+z/YsydfOrmYmzdswAz0mzMHgOz772fC2rV+pfGMuPRSyvR6Vrz9Nmr8K07wy5Qp/FMxgJrCQnIkyS81LmiZXQFYlDXrdw0G/uxUg9NO7MSJTAHyFHffxXl5POWH1vXw559ndXo6q+fNI9xNqT8AXVgYt+v1bElIQH34MCUqFaEeZqAmtRqNMuuqU9K1IpwMgCRJzBg8mLeV80v69SMbsHjwDqnVamJjY+m9Zw8v4j7IK1SJtq2vr+dYXR33AOoxY045jh49eAOoU2bmss3G2l692BoV5QjQ29OjB0/78d3Y1GpU3gYofs5kbSqVRwPaYDCwCMCPe/0ZjYYDAcQXtBZhQE8TfadPZ3B9PeOdQutbS8+JE7EApZ98ggq40E2JLW9k/N//sQzoW1fHkdDQVomYe+KGG26gpKGBK5X1yNYSExHBSKDw44/pYbNh9TO1Z+C8efQOCeHj4mJuy8+nLRFrSaNGsUMJkjjuQ33IlTiLhT/Tkke6cdcu1gQFke4hPUir1XJtnz7EL12KUZlxBAfwI4/RarkQqN+3j+TCQkJaqQG8bdgw7nNaYws6dIijOp3PSEt3BAcHc/eAAbylCGr0mjbN5zkZgwbBiRNUFheTs2YNy2XZLwEI+LV2qr2Wan5+Pn3dRGwnpqezUqdjn2I0VRYLFj/ud0NkJGP372eshwo8dr5ISCBPoyGspIQTXj63vw8axHPKwLKupIRKIN5FuzYlJYVjip6zPQ9U62VJ4sumJp4GCjUat4PWsJAQ3gaS1q/nUF0dzwHRbn5XUmoqfwbKlMCvA59/zjmFhVirq1n59dctx9TUkOSH2ItVrUbjbcZnN6A+4huskoTKUztlZZxHS/60L54xGNgTQFR+axEGtBsRHBfH/uBgft/QwHatlqGtcDVCizLRK+efTyKw3M80Db/6FUAqhp1ExfX1y/ffkwIk+LmWpw0KYtiECfzw8cf82WIho40l0WJ/+olf/vxnxrRyIOBckSX2q6+46qyzPCbBA1yl0XBzfj4mJUI0PIBZe6jirqzZvJmzmptp8sOl5UxQUBBNTuteJfX1FHiYbfnDVGUGWKDVEutHatS4piaKgaIlS1A1NtLgJXfUleCePbkK2NuzJ6b6epYfPswsN1GkKpWKOXFxRCqKRCqrFWs7DBjtnB0dTciePZiamqj2MPsEKI+N5ZAiYPJdjx70Cgkh3CWAcE5dHX9T3LtxmzaxCTB4mS03KLPTwx4iWrV6PXOBuMOHqd6xgzR+TdFxRq/XIwFmJXCp5IsvgBbR8BWKutIlq1fzsx/Bhja1GrXTb3D16tX8btIkDtsVvhSj5y6q2ZnDwcEUezgmZPt2fgLCnQT/PREvSWjbsX6yJ4QB7WZUXnUVFqDi0kv9HrU789JLL3HDXXdx3RNdI0g6aeRIqiWJqKNHsSQk0K8V7tOr09PZq/y4g1s5mHClx/DhnPvaa35LK9qxV2RpPnaMW/bvZ66P70RzzjmEAEErV2IBYltp/ACSFHecdtkyVECIl0hZd0zatIlmqxWL0YjZbOaShgZW+gjc8sY5b7zBqssvx/jvf/t1fA8lUrdmwwY0jY00tcKAhkRF8TFQqNdz7JdfOAuI82DAbm9qYroS0am2WrG04jq+uLeigntycxlpNrN+3jyPx42qr2eS4m04duwYycnJp/xue6nVTDWZMNXXo62uJgfvkoMD//UvVmZm0u/DDz0e0yBJSA0NDP36azZ7cJEHV1RgA3rbU6u2bqVakogeMoQCJa1GZTJ5LXBtZ2FmJn9xSmF66MEHeeinnzh6000AWKzWlpxTH4OYJwcM4GUPOeAOMQYfs1iAjfX1XPhLx4vhCQPazRjz9tsYi4sDdgUPGjSI5557jqgAy5i1N5JKxb6EBK4Fbh87tlWDgpxx47A/Evt4WHfsaGIVqTtp5UrCaYmU9kbvq68GwFRaysLQUJ8jcndE9O5NpSQxUkkbOOvK1pXdVStlrJqqqiguLkaWZbczFL/b0+kY9+mnDPCzH0mjRtEE2HbtQms00tSKCGqVSsX5QUGEFBQ4AoQiPASQNUZHE6U8dNUWC9Z2NKCmHj1IttmQgCwXl6wz5x87xp+V7+mKVau4z4370a4zW7p9u0NyUO0l3SMhK4vx27eT6Gbt106jSoW6sRFDWRllHtqyu1PthimorIxig4EXq6v5m2J81GYzJj8+t/LYWHYrx1lNJnSbNiEBsUpk7rejRpHoh+HzlgdqU6JwfbmBAWzgcS21PWlbJr2gU/AUsNBdSfzoIzbecQfXP/xwq87rO2MGK8aPR4qOZryPBO2OIjg2lkK1mr7KGmCik4SfO1LGjKFQo6HEYuHd7GwCdaTvDw8nqKaGvMhI5rYyGMxee9NYVUX1hg3kwkku3Y5GrdNx1GAg+OhR9CYTplbO+v/T3Mz+jRtpVPqc6C5ABrDGxhKbn49ss/Fyz56EhoTg2dS1DnX//ug3biQfCBkwwONxVoMBg+LaHFFeToGb/G+9YkBr8/MdRaB9Kfb4okmjQdPURERtrVsRBWgJhoJfxRJuj4lhSFYWVzY0kFxYiLmx0e+144FVVUQpgV3H1q7l+6YmagF1QwM2iwWTyeR1XdfO7QcPovMgM9kaA2qVJGjjso4/iBmooNPpPXEi4/PyiPMgXO4JSaViwooVjHcS4+4Mrj33XD4DanEv/ebK4b59qQJGB5gPDPDt7beTBey44YZWnyspD6Dm6moadu7kbCD2NFSucKYiLo6Eqiqej4nhcz9rgdppUqvRNDZCfj614HHdVUpMRAdUHz7Mdr2ew60U+fBGqlJk26rXk+BFFMUWFITBZsNqNpNgtWJxKT0GEKSsozcWFjoMaCCeCWeqDAaMNhtxzc0YPUR62w0ozc3IssyOoiIMAwei7tcPDXB8/Xo0ZjNmP0RFxh06xIOKAa1U1k939uxJCHB8wwZyduzgWT+0aZOMRlKdBnPLhg/nlz59kG02h6ygL1Uk8BGM1I4IAyoQtJHsESPoA+yJi/NrDbXfRx+hnjOHu++5J+Br3nPvvbz55ps8GICmsj2B3lRTg0kR0Y9t4xpya8k/7zwesFj4orqaEi8zOHc0abVojUZ2Wix850XCUKu4pSt27SK7ooJBXiTrWkvPcePY9sILBLvU+T2FoCCCgfJdu1qk7NykBoWcdRZ5QE19PbUhIazk1+8oUB4aOZJ7o6KIlmVsHtzzDnWh5mZqioq4r76eszUaQpWBbFVeHl/Ex7PMD/e+rNWiUYKlGpR0HbOSi1u5bRtpx45xkR8G1DkYqaysjCc2b2bwoUMUfP89B9LTuRjQ+jEQsokZqEDQPbjlllt4beJEgpyqjHgj8eyzmffJJ8QGkANqJzQ0lPnz5xPup4asM819+vAiLcWs5aIijLREaJ9O9BdeyEfA2Opq0ltZ0q3JYCCoqYkXTSY+9VJE3Xr++QwEigwG7j9+nBlOtWvbg6w77vAp+iGHhKABSpT1WoObknMRZ5/NUGBXUhJ7MzKYAGgVxaVAiY6OZufevVwBNHhQ1lJpNDwrSRxKSKB8yxYeBNLNZsKVAU3DgQN8ExbGWn9kRzUatIoBNSufc/QVV/AscKSpCclsptkPV7CsVqNW2tmyZQt1QARw7PPPqQgN5StA70flnjeiolgn0lgEgq5P7969Wfbjj2QqQgRdHdOgQdwJ1IWGoi0tpVSjaZec4NYwoG9fJgPLgJFKlKq/NEVEEGE0Unj4MOleDH9sejp7geKKCjSyjK2NxRMCYe+4cfQGCgsL2Q6EudEsjoyMRJIkKioqHAE03lKh/OHCujoWAYuAKDdyf3YeCQ5mV3IyDUpalT4pidhhw7gT2BcSQmxdHf5EXMhaLfYVTun4caokibSpU7kX2G21ojGZ/ApGkp1moM2ffoq9qKFl1y7CCguZBuj8WEtdHBVF7mmIFRFBRALBb4wgg4EgwFhXxxGgLDYW35pD7Uu/tDS+U17rXWT4fLFx7Fje+uAD6oA1HnRTARJjY7kNUK1bh8Zmw9YGveRA0cTHcxRYY7PxFFDsZsasVqv5TqPB+O23aGJj2QNo2xgx3FOSmABcCPT2MhOL1mqhoQGjIuQQ3LMn4T168FZwMDdarbx26BDFPmrHAqDVYl+8+DI+nk+qqng9NJTkyEgq9+1DbTZj9uM9HYuOprSigjQgfMcOLgAOa7XojxxhIPAnWkT/fZEiy4S3o8veE2IGKhD8xog5dIhGIHTtWv6m1fKJBx3XjiQoOhp7qEjC+ee36lw5M5NKQAvEeqgdCRAZE8MzQMLGjS3uxU6YgSZWV3M/UJyXh0ajId7D+l1fIKa4mKDaWvpBwJWF7OgUgY6vgCQvIhmbamuZsXIlphMngJa8ZkmSGB4bi7RnD1qbDasf6/qbzzmHTMBms7EF2KFo9P5kNHLpN9/QCNT44ar/ZtgwblVS7DTl5ZSq1ZRGRGCtr0cymfC3RPbrhYX8wUNVl/ZEGFCB4DeGTlk3tdTVOZL7O4M9TzzBigsuILWVVXxSg4Kwly3oOWWKx+MklYoKtRpNeTl6WcbWxsjWQEioreVJ4Oaff2apVovKg6u8Xq9H39AAFktLJZE20ktZTjig13t1z5slCZXJhFVRPopU1mhfqq7m6rVr0dtsyH7M3E1RUeyhpSrRWUeOMFSZbdaGhBBWW8v9ffvysB8FD5zzQIOqq6kOCuLNiy9mTkgIksmEyc88cZskIYkgIoFA0N7olEofpiNHKGhq4vxWrkG2F9kPPMCEb79t9frr0ORkRz6nrwIG1Xo9+poapkgSua1QuWovghT36fCmJlK8zCqbgoMJbmoCiwXfSq++STn3XDY+9BDhdik9D5hVKlRmM98NHkyMWu3IMW+IiCCqsRG9LCP7MXNMLivjdlpqdv61oIArlao8TdHRRBuNNDU1YfBjAHPx9u18q5SqC29ooCEsjOSUFE6cOIHU2IixFQbUq7h9OyHWQAWC3xh6u/h8fj7xQIRS4aS70GfaNFYNHoxm4kR8FeSrDw0ltLaW9bLMtE6YaYc6RbDWeVH/MoWEEFpZSWk7zUABRjz2mM9jLCoVKouFispKtE4pQaa4OOILCzEAsh95l6lHjnAtUFVdTYTVilUZpFkTEog7cIAFhw7RrETXeiPcZOIsJX+z2WKhPj6e7MZGltpshJWW+i37eLpmoMKACgS/MewGNEiZeYa0sbD66UZSqRinFNL2RXNEBH1LS5kHJJ+GoBJXIpzSVsxexCrKkpOpKCykMSKCSp2Omaejc4BZrUZtsZCzaRNnORu4lBSCt2zhbmCoF6lCO5IySzVWVtIDkJXBgqpnT9TAzNpaNtbV+WxH1mjQ0lIsPgu476KLmK5WMxK4WZapSUvDswLwr9hUqtMyAxUuXIHgN0Z4z578DTioRFdGtVIBqjux8uKLOQd4F0gLoHh5W4lwmoFKbopf29k+aRKXWCz82Lcvfz6NOtVLe/Tg+/h4cgoK+J0i6QegV1zj3wENflTYkZRAo2pF+1ZS8lit557LHYAM2PxwBdvTYRobG7FarURERBChXP9EXR1H/FST+iQlhcWnweMgDKhA8BtDYzDwTHg4e5QZWYIXUfLuTnhqqsMlqvIjAb+9Uet0jKMlGjbYi3RjtGJwysvL/dKMbS9+6NWLb6OiCDEaMTqpH2kmTOBaIAmI9sNtajeg9QcPtpyvGLqI0aN5CTCCX2upkkaDBqg7eJCvgEHHjxOn3J83AaP8UDMCWJ+YyJrTMBARBlQg+A2SGhFBFfCxwfCrpNsZSF+rFbs+lLoTDChA4qxZzNRq6eel7NngI0c4DPxl5UqW+VHvsr2IAcLq6ggzmzE5fT7xw4axE/ielvVNX6iUAKFiq5XzgGZFvCEpMZGBtKgJyX58/pUJCSwFag8c4EIg2molOj2dJmAScJmSr+qLlOZmkvxwGbcVYUAFgt8gn5SXcwHwXCuF3LsbSZLE75TXmk4yoO+++y4HDx4kQgmscUdYWBiptKzTRvoRbNNe3LNnDy/s20ek1YrVaSDVo0cPLldeB/nhCi0ZMYKewF6djhVAiCKOER8fz27lGLMbIX1XDmRncwlQV1wMgC4uDkmlIi8oqKUNPyqxANy2bx8PHjjg17FtQRhQgeA3SGNQEInQpjqg3YFwpwApfwxBRxAaGurzczYoAUZxFotfij3thU2jIchiQQaIiXFs1+l03K+8jvSj6Ls6IoIiwHLgAHOAGMXgqTQajgLvA0enTvXZjl3CsEExoHrFFfzA6NE0A1Y/NYJtajWq0zAQ6RYGVJKkf0iStFeSpDxJkpZIkhTptO9+SZLyJUnaJ0nSBU7bpyrb8iVJWtApHRcIuihNERHkADcpxZ7PVKKVAJR3gSClOkhXJEQxsMFw2g2oxWIhFNh3ySUn7VvbqxcN4FMwHyC8vJwHgcyNG/kEiHRaxz0hSSTTovnri8zcXE4AKIL0BmXW2iM4GD2AnylXskrl0NTtSLqFAQV+AAbLspwJ7IeWwZEkSYOAK4AMYCrwmiRJakmS1MA/gd8Bg4ArlWMFAgFgUUTNQ/xQh+nORPTuTTNQDkR10gzUH8KcypxZTqcBddKwjXapDpS1eTPN+/ah9iP4J7yigseBHsr6rXP0cZosMxno64c8oU6WSQDqGxrYD4QotVJnKJ9PkJ9LDrIkiRmoHVmWv5dl2R5Mtx5IUV7PAD6RZblZluXDQD4wQvmXL8vyIVmWTcAnyrECgQAYs2gRGx94gFHPP9/ZXelQJJWKjUAaEHUa00NaS0RqKl8Am4CtbShz11pknY4U4AMgxUU0Pjgujmg/c4TVShBRSGMjDYDWKaJ379y5HNTr6evHTFalRPNujIujPxDavz8AM194gS1//zvDH3/cy9m/IqtUp8WAdkchhT/QUqUHIJkWg2qnSNkGUOiy/fTreAkEXRSNwcCIJ57o7G6cFuI//piwY8eQ/JSB6wx0oaFcExJCQ0MDFw8axHWn6bo7Bgygcdcu5gL7WlmX1Rm7AY1obqZWpcI51GfsBx/ABx/41Y49HaamvBxJkghVVJDUOh1nL/B/Je67/v0plmXe9PuMwOgyBlSSpOXgtvTcA7IsL1WOeQCwAB+143XnA/MBermpFi8QCLo3/a+4orO74BfR0dE0NDSgb4Mhay2FffuyjZb1r3AfusLeUCtBQzE2G0fb0H+7AZ2Sm8sUtdqj+L4v8nv0YF1BQcD98JcuY0BlWfZa00iSpOuAi4FJsuyYmx8DnMPbUpRteNnuet23gLcAcnJyTl/8uEAgEDixuLKSEcDP27adtmtGWa3YdaicZQdbi1ZJgXkAKB4wwC+5PXcYe/TgIyC9tpakNrhgkxoayGxs9H1gG+kyBtQbkiRNBf4CjJdl2flTWQYslCTpeVpEM9KBjYAEpEuSlEaL4bwCuOr09logEAj8R6cE2WhOYxDRyG3bmABYgeA2rL3qBg8mGqgFpiQlBdxObUYG1wDfWSwnRfK2lmm7dtFHKdHWkXQLAwq8CuiBH5R1jPWyLN8oy/IuSZL+C+ymxbV7syzLVgBJkm6hRcpRDbwry/Kuzum6QCAQ+MYYHAw1NX7V32w3FHfrMUmiLQtYIYqy1XVAmskUcDt2GUODyUSTn6IJ7pDVatQiiKgFWZb7etn3N+BvbrZ/DXzdkf0SCASC9sKsBMzYTqNikqSsXV4cH09eG9oJDQri78ACYJUighAICTt3Ug+EWK1sbMta8GmKwu0WaSwCgUBwpmOzF5z2Q3CgvdApgZPJbYxQ1hkM3KO8trVBW1mt0RBCS9pEcRvq1MpqNafDES4MqEAgEHQBChJbkhAqnUQIOppIpdLJ5W0UmZBUKhy6P140f32hUmad1wLfjhsXeIdOkwtXGFCBQCDoApRNmYIEyJMnn7Zr9p8zh1VXXcWFr7/e5rbsikbqRHfZiP5hVz3SAuFtmMluHDKEeachHahbrIEKBALBmc5NN91ETEwM06ZNO23XVGk0jPuo3dLqATB4KRzuC7sgw7fA/9pQTaUsMZFvToNwhpiBCgQCQRcgODiYefPmodPpfB/cBdkE5AHqSZMCbkOOj+cz5XV4G9J5EmpqmGI2B3y+vwgDKhAIBII28/jEiQwF0gYP9nmsR3r25F7lpboN2sXZu3fzudUaeD/8RLhwBQKBQNBmXvrXv5i/a1ebRPsNBgP2s7VO9UlbjRKFK9tsSAHKAfqDMKACgUAgaDNpaWmktUFPFyDCbCZXea1rS1Uaxf1rNZnQ2NODOgDhwhUIBAJBlyA8JcXxWteWdB5FFtHaBlUkfxAGVCAQCARdAl1oKE3AM0D4yDZUoFRmoJbm5nbplyeEARUIBAJBl6EOiADi4+MDbmP/sGGcB1g7WJhfrIEKBAKBoMsQBPwJHEL3gdAYF8cKwNrBuaDCgAoEAoGgy3DkzTcx19QwrA1txFRVcQVgbWiANkQF+0IYUIFAIBB0GQbPn9/mNnrv38/HQGllJTgFJrU3Yg1UIBAIBGcWTmksHYkwoAKBQCA4s1AKc9s6WM5PGFCBQCAQnFGoRB6oQCAQCAQBoBhQmzCgAoFAIBD4T8mwYQwHmtuQS+oPwoAKBAKB4IzCFhXFZsCi6dhEE2FABQKBQHBGEVZRwQ2AXFbWodcRBlQgEAgEZxRRR4/yFqA+dqxDryMMqEAgEAjOKCTFdStbLB16HWFABQKBQHBGodLpAJHGIhAIBAJBq3DMQIWQgkAgEAgE/iOHhZEHmEUUrkAgEAgE/hN83nn8bfZsDOee26HXEdVYBAKBQHBGMWjQIBYtWtTh1+lWM1BJku6WJEmWJClW+VuSJOllSZLyJUnKkyTpbKdjr5Uk6YDy79rO67VAIBAIzkS6zQxUkqSewBTgqNPm3wHpyr+RwOvASEmSooGHgRxABnIlSVomy3LV6e21QCAQCM5UutMM9AXgL7QYRDszgA/kFtYDkZIk9QAuAH6QZblSMZo/AFNPe48FAoFAcMbSLQyoJEkzgGOyLG932ZUMFDr9XaRs87RdIBAIBIJ2ocu4cCVJWg4kutn1APB/tLhvO+K684H5yp/1kiTta2OTsUB5G9voTLpz/0XfO4/u3P/u3Hfo3v3vDn3v7WlHlzGgsiyf7267JElDgDRguyRJACnAFkmSRgDHgJ5Oh6co244BE1y2r/Bw3beAt9rW+5P6u1mW5Zz2au900537L/reeXTn/nfnvkP37n937jt0AxeuLMs7ZFmOl2U5VZblVFrcsWfLsnwCWAb8XonGHQXUyLJcDHwHTJEkKUqSpChaZq/fddZ7EAgEAsGZR5eZgQbI18CFQD7QCMwDkGW5UpKkx4FNynGPybJc2TldFAgEAsGZSLczoMos1P5aBm72cNy7wLunqVvOtJs7uJPozv0Xfe88unP/u3PfoXv3vzv3HanFBgkEAgFIkhQJXCXL8mud3ReBoKvT5ddABQLBaSUSuKmzOyEQdAeEARUIBM48BfSRJGmbJEn/6OzOCARdGeHCFQgEDiRJSgW+lGV5cGf3RSDo6ogZqEAgEAgEASAMqEAgEAgEASAMqEAgcKYOCOvsTggE3QFhQAUCgQNZliuAXyRJ2imCiAQC74ggIoFAIBAIAkDMQAUCgUAgCABhQAUCgUAgCABhQAUCgUAgCABhQAUCgUAgCABhQAUCgUAgCABhQAUCgUAgCABhQAUCgUAgCABhQAUCgUAgCABhQAUCgUAgCABhQAUCgUAgCABhQAUCgUAgCABhQAUCgUAgCABhQAUCgUAgCABhQAUCgUAgCABhQAUCgUAgCABNZ3egKxEbGyunpqZ2djcEAoFA0EXIzc0tl2U5zt0+YUCdSE1NZfPmzZ3dDYFAIBB0ESRJOuJpn3DhCgQCgUAQAMKACgQCgUAQAMKACgQCgUAQAGIN1Adms5mioiKMRmNnd0XQhTEYDKSkpKDVaju7KwKB4DTR5QyoJEnvAhcDpbIsD1a2RQOLgFSgAJgty3KVJEkS8BJwIdAIXCfL8hblnGuBB5Vmn5Bl+d+B9KeoqIiwsDBSU1NpuZxAcDKyLFNRUUFRURFpaWmd3R1BN2fDWWdhjYzknC1bOrsrAh90RRfu+8BUl20LgB9lWU4HflT+BvgdkK78mw+8Dg6D+zAwEhgBPCxJUlQgnTEajcTExAjjKfCIJEnExMQIL4WgXRh5+DDnbN3a2d0Q+EGXM6CyLK8CKl02zwDsM8h/A5c4bf9AbmE9EClJUg/gAuAHWZYrZVmuAn7gVKPsN8J4Cnwh7hFBe/JMZ3dA4BddzoB6IEGW5WLl9QkgQXmdDBQ6HVekbPO0/RQkSZovSdJmSZI2l5WVtW+vBQKBoBXINhvQsh4l6Pp0FwPqQJZlGZDbsb23ZFnOkWU5Jy7OrdjEb55ly5bx1FNPBXRuamoq5eXlXo95//33ueWWW1rV7ubNm7ntttsC6tOKFStYu3at4+833niDDz74IKC2BIL2xNzUBMAjndsNgZ90uSAiD5RIktRDluVixUVbqmw/BvR0Oi5F2XYMmOCyfcVp6OcZh8ViYfr06UyfPr2zu+LAYrGQk5NDTk5OQOevWLGC0NBQzjnnHABuvPHG9uyeQBAwFuAdYC4Q2sl9Efimu8xAlwHXKq+vBZY6bf+91MIooEZx9X4HTJEkKUoJHpqibOt2FBQUMHDgQG644QYyMjKYMmUKTcoodcKECQ7pwfLycuw6vu+//z6XXHIJkydPJjU1lVdffZXnn3+eYcOGMWrUKCorW5aYDx48yNSpU8nOzmbs2LHs3bsXgOuuu44bb7yRkSNH8pe//OWkGWJJSQkzZ85k6NChDB061DGTu+SSS8jOziYjI4O33nrL5/t677336NevHyNGjOCXX35xbC8rK+Oyyy5j+PDhDB8+3LHvkUceYe7cuZx77rnMnTuXFStWcPHFF2Oz2UhNTaW6utrRRnp6OiUlJfzvf/9j5MiRDBs2jPPPP5+SkhIKCgp44403eOGFF8jKymL16tU88sgjPPvss+zdu5cRI0ac9NkPGTIEgNzcXMaPH092djYXXHABxcXFCATtjdlioRZQd3ZHBH7R5WagkiR9TMvsMVaSpCJaommfAv4rSdIfgSPAbOXwr2lJYcmnZdlgHoAsy5WSJD0ObFKOe0yWZdfApFZzxx13sG3btrY2cxJZWVm8+OKLXo85cOAAH3/8MW+//TazZ8/ms88+45prrvF6zs6dO9m6dStGo5G+ffvy9NNPs3XrVu68804++OAD7rjjDubPn88bb7xBeno6GzZs4KabbuKnn34CWtJ31q5di1qt5v3333e0e9tttzF+/HiWLFmC1Wqlvr4egHfffZfo6GiampoYPnw4l112GTExMW77VlxczMMPP0xubi4RERGcd955DBs2DIDbb7+dO++8kzFjxnD06FEuuOAC9uzZA8Du3btZs2YNQUFBrFixAgCVSsWMGTNYsmQJ8+bNY8OGDfTu3ZuEhATGjBnD+vXrkSSJf/3rXzzzzDM899xz3HjjjYSGhnLPPfcA8OOPPwIwYMAATCYThw8fJi0tjUWLFjFnzhzMZjO33norS5cuJS4ujkWLFvHAAw/w7rvvev0OBILWYqmq4j7ltWyzIam6yxznt0mXM6CyLF/pYdckN8fKwM0e2nkXOCOecGlpaWRlZQGQnZ1NQUGBz3POO+88wsLCCAsLIyIigmnTpgEwZMgQ8vLyqK+vZ+3atcyaNctxTnNzs+P1rFmzUKtPHQf/9NNPjvVCtVpNREQEAC+//DJLliwBoLCwkAMHDng0oBs2bGDChAnY15znzJnD/v37AVi+fDm7d+92HFtbW+sw0tOnTycoKOiU9ubMmcNjjz3GvHnz+OSTT5gzZw7QMgiYM2cOxcXFmEwmv3I0Z8+ezaJFi1iwYAGLFi1i0aJF7Nu3j507dzJ58mQArFYrPXr08NmWQNBarDU1jtem+nr04eGd2BuBL7qcAe3K+JopdhR6vd7xWq1WO1y4Go0GmxK155qD6HyOSqVy/K1SqbBYLNhsNiIjIz3OqENCQvzu34oVK1i+fDnr1q0jODiYCRMmBJwTabPZWL9+PQaDwe8+jR49mvz8fMrKyvjiiy948MEW/Yxbb72Vu+66i+nTp7NixQoeeeQRn9efM2cOs2bN4tJLL0WSJNLT09mxYwcZGRmsW7cuoPckEPiLxel3Y6yuFga0iyP8A92Y1NRUcnNzAVi8eHGrzg0PDyctLY1PP/0UaFHT2b59u8/zJk2axOuvvw60zMRqamqoqakhKiqK4OBg9u7dy/r16722MXLkSFauXElFRQVms9nRB4ApU6bwyiuvOP72x2UuSRIzZ87krrvuYuDAgY6Zb01NDcnJLdlL//73r0JUYWFh1NXVuW2rT58+qNVqHn/8ccdMtn///pSVlTkMqNlsZteuXT77JRC0FosyOL4WMDoNggVdE2FAuzH33HMPr7/+OsOGDfOZKuKOjz76iHfeeYehQ4eSkZHB0qVLfZ7z0ksv8fPPPzNkyBCys7PZvXs3U6dOxWKxMHDgQBYsWMCoUaO8ttGjRw8eeeQRRo8ezbnnnsvAgQMd+15++WU2b95MZmYmgwYN4o033vDrvcyZM4cPP/zQYfSgJfBo1qxZZGdnExsb69g+bdo0lixZ4ggi8tTW7NktS+06nY7Fixdz3333MXToULKysk5KgxEI2gursoxiBkwmU+d2RuATqWUZUQCQk5MjuxbU3rNnz0kPeIHAE+JeEbSVA8uWkT5jBnVA+dq1pI0e3dld+s0jSVKuLMtuc+bEDFQgEAi6CA29ejEbCAOspaW+Dhd0MsKACgQCQRfBYrFgj4W3NDR0al8EvhEGVCAQnPHINhurJkzg4P/+19ld8Yr60CHsMiSWRqGI29URaSwCgeCM58SWLYxbuZLt27aBk2pVV0NVUuKolGEVBrTLI2agAoHgjKeElsjW0trazu6KV2xOkbfmMywK9/bbb+e1117r7G60K8KACgSCM56yqiq2AXRxaTyrIqRwDnBiwIDO7Uw7k/Hyy5x1s1vhOL+pr6/n+PHj7dSjttO17yZBu+NPeTF/jmkrBQUFDB48GPCvNNmTTz550t/2SioCgT/Iu3czHOjVxdP27DPQrpQHWrFnD00VFW1qw2Q0Egv0bWNfxowZ4xBH6QoIAypoVywWS6vPycnJ4eWXX/Z6jKsBFUIGgtYQomgtf9/FZ6AWRZrzP0C4H8pgHY1ssxEzaBBfTJ3apnaq9+7lUtpuQO/Zvp3n6DqDi659NwkoKChgwIABXHfddfTr14+rr76a5cuXc+6555Kens7GjRsBqKys5JJLLiEzM5NRo0aRl5cHQEVFBVOmTCEjI4Prr78eZ+GMDz/8kBEjRpCVlcWf/vQnrFar176EhoZy5513kpGRwaRJkygrKwNayqrdcccd5OTk8NJLL3ks/ZWbm+sog/bPf/7T0a69NBm0uGjmzZvHkCFDyMzM5LPPPmPBggU0NTWRlZXF1Vdf7egLtEgQ3nvvvQwePJghQ4awaNEiR5sTJkzg8ssvZ8CAAVx99dUI0ZDfLjZFIu+lLn4PHMvMJA0YABiOHevs7lBbWAiAq8BMa2lo4wzWzjXAXUD1vn3t0l5bEQa0tUyYcOo/+8J4Y6P7/fZyYOXlp+7zg/z8fO6++2727t3L3r17WbhwIWvWrOHZZ591zMwefvhhhg0bRl5eHk8++SS///3vAXj00UcZM2YMu3btYubMmRw9ehRoUc1ZtGgRv/zyC9u2bUOtVvPRRx957UdDQwM5OTns2rWL8ePH8+ijjzr2mUwmhyv21ltvZfHixeTm5vKHP/yBBx54AIB58+bxyiuveNXcffzxx4mIiGDHjh3k5eUxceJEnnrqKYKCgti2bdspffz888/Ztm0b27dvZ/ny5dx7770Og71161ZefPFFdu/ezaFDh06qOyr4bSEra4shPgaJnY3ZbMY+t7IFWJChPanOzwegrI3tmJWKSnCyYH6g1B4+3OY22gORxtINSEtLcxR2ts/+JEliyJAhjtJma9as4bPPPgNg4sSJVFRUUFtby6pVq/j8888BuOiii4iKigJaamDm5uYyfPhwAJqamoiPj/faD5VK5dCaveaaa7j00ksd++zbPZX+qq6uprq6mnHjxgEwd+5cvvnmm1OusXz5cj755BPH3/b+emLNmjVceeWVqNVqEhISGD9+PJs2bSI8PJwRI0aQkpICtNRdLSgoYMyYMV7bE5yZyIrGbOc7Rb0Tm5eHfYgodwEDWqc8Xz5oYzt2A9oMNFZUENXGdUxTF0lFEga0tSiFnN0SHOx9f2ys9/0e8FWaLBBkWebaa6/l73//e0DnQ0sVFDv2UmOyLLst/VXdCTe8axm4QD8rQffH2Rh15ULVQSdOMNb+h1N93s7C7FSftC3YVZVmAm/JMt6Hxe6RbTbsT5z26ldb6Zp3kaDVjB071uHeXLFiBbGxsYSHhzNu3DgWLlwIwDfffENVVRXQUpZs8eLFlCp6m5WVlRw5csTrNWw2m6Ns2sKFC93O5jyV/oqMjCQyMpI1a9YAeHQXT548+aT1UXt/tVotZrPZ7ftetGgRVquVsrIyVq1axYgRI7y+D8Fvj/U5ObygvDY5uRO7GrISHGMFjE4D1M6iSa1ul3YawsJ4GsinZSkoEMxGI03218KACtqTRx55hNzcXDIzM1mwYIGj/uXDDz/MqlWryMjI4PPPP6dXr14ADBo0iCeeeIIpU6aQmZnJ5MmTHWuHnggJCWHjxo0MHjyYn376ib/+9a+nHOOt9Nd7773HzTffTFZWlseAngcffJCqqioGDx7M0KFD+fnnnwGYP38+mZmZjiAiOzNnziQzM5OhQ4cyceJEnnnmGRITE1v34QnOeBpsNgqU141lbV3R6zhkZZCYCKwdNqxzOwOU9OrFQ8rrtqxd1kRG8jOwCZC3bAmoDaPFwiDgU6BWpwu4L+2KLMvd5h9QAOwAtgGblW3RwA/AAeX/KGW7BLxMy6AnDzjbV/vZ2dmyK7t37z5l22+VkJCQzu5Cl0bcK12Xdy69VD4Csgzy8Y0bO7s7Hvl5xgxZBjkC5AULFnR2d+SFCxfKdyqfW01hYcDtLP3vf+VZSjvb//nPgNooLS2VARmQ//Of/wTcl9ZitzXu/nXHGeh5sixnyb/WZ1sA/CjLcjrwo/I3wO+AdOXffOD1095TgUDQJehz8CC9gL8ADV3ANeqJZrWaI8DHQLaSotaZJK5Zw/PAbqCxri7gdmLWreO/ymuTsizTWsxHj7IfuAxo9KATbKyqwnwaNYS7owF1ZQbwb+X1v4FLnLZ/oAwi1gORkiT16IT+nTHUd+G1I4HAG5LZTAnwD6Cundb1OoLc7GxSgRGSRFwXqAeqVozdRKChDW5Tex4ugDVAPWJzdTXpwGIg/bvvTtkv22yYoqPZ0retcg3+090MqAx8L0lSriRJ85VtCbIs2xfvToCjmEEyUOh0bpGyrfUX7eLJ14LOR9wjXRvJbEYCzgKM7ZTU3xHYA+VMkoTkJmjudCMrhq+ZwIN/4GQDagnUgDoN4CU3s+GKffsIB0b6iOVoT7qbAR0jy/LZtLhnb5YkaZzzTsVf3aonmSRJ8yVJ2ixJ0uYyN8EFBoOBiooK8YAUeESWZSoqKjAYDJ3dFYEHVCYT8cBBQLdpU2d3xyNDNm/ma8CiUqHqQgZ0NyDl5gbcjl0U4mugTFERay3OBhQ3btqSpiYOBtRy4HSrPFBZlo8p/5dKkrQEGAGUSJLUQ5blYsVFa/d7HAN6Op2eomxzbfMtaKlhm5OTc4qVTElJoaioCHfGVSCwYzAYHKINgq6HyikHONAZ0OkguqyMUUCxJHUJA2rPRe0BFLfhGWjPw70GeCgpKaA2LE4zYMmNAS2urGQH8EcgPKArtJ5uY0AlSQoBVLIs1ymvpwCPAcuAa4GnlP+XKqcsA26RJOkTYCRQ4+Tq9RutVktaWlp7vAWBQOCGvR99ROnSpYz77399HxwgT2VlcaKykg1NTQGvwZ0WLBYsQIHBQF0XSNUoCQ3lGC1rX20ZeBxNSuIhoAFoCDAYqUmrZRkwHZDciEw0bt2Kjhaj8A9ZPknopaPoTi7cBGCNJEnbgY3AV7Isf0uL4ZwsSdIB4Hzlb2jxFhyiJY3lbeCm099lgUDgC+m66xj36aeU79zZYdcwms3YIiIAsLQhmrTDsViwSBJ/6d+fN/r16+zesL5vXyYpr9tiQAvi43kCqATGuJHw9IfKHj2YATwL7IuMPGV/+OrV3EzLw77Jac21I+k2M1BZlg8BQ91srwDHd+y8XQbaVr1VIBB0OP0V92rRypXEKjVi25tpBw+CUipM7sIGVKXMQHU6XZco2WU0GrE7S61t+NzU1dWkaTSYrVakAI1bszLrvBe4PCmJG1wPOHECaFmra6ipITg4OOD++kt3moEKBIIzkAzl/yalZmdHML6khHNMJm4GDnThteoqvZ79Wi13HT3KLbt2dXZ3uHTlSn6QJJYClUFBAbczZs0adlosGCUJVYAGNGbNGoqBIXo9TW4igjVKdPUuwHqaInGFARUIBJ1KMfA9UNaBMy6N1YpFp+NNtZoCxZXbFVkyZAhXJibS22ikbxeYKYc0NKBVq7kE2Nu7d8DtSCYTJkmiSa1G7SIJKNtsrJg6lb2KZrdH6upIBL62WHjcpVgFgMFJH9dymsQUhAEVCASdR10d/1CpeAzYFBvbYZfR2GxYtVrO1uvRn8Y8wdZiNpvRarVYNRq0XaB2qcpsxqJWI0mSR/Uff7Ab0GaNBo1LAFDhqlVM+O47bDec4pQ9CZtyfaNGg85NhHKY06zU3Iac1dYgDKhAIOg0TMeP80ebjb5ASUlJh11Ha7Nh02j40mhkvFLcoCty2datvFhaik2jQaOs2XYmaosFs0bDQWCsG/Uff1GZzZglie8TEljtUuO3VKnQNMiHgbbnpDbq9ejclCacGxLCY0outpiBCgRnOMbqavaEhLDikks6uyudRsOxltTs94FZP/zQYdexyTJWnY4mleoUF2JXIqm6mv4mU5cxoBplBhoK6FxcynXHj7M3OJhVLhWS3KEymzGrVHyZns5ilwjaXcpM29ec0Z5L2hQUhM5ldm61WsmtqqI8oUWIThhQgeAMZ//ChQxsbGTA0qW+Dz5DaVIiJwHCO7DG4+joaBZOnIhJrUbdBQpVe0Ky2bCoVJRGR7NH0zFJEqtWrWKpn/dcblgYW2NjaVapULkMPPa+9RYDmprI8bV2CfyQnMzbiYlEBAWdIsO3pbKSwcClPoKUSqOiWAiYQkPRuwwuKgsKuMNmIyw+nj8CDdHR/ry9NiMMqOCMYO/evcyfP5/KysrO7orfVCuuxBGAxY1L6reAUXHbngBCOjB3r7m5Gb1eT7NGg7YLpId4QmW1YlOp+GHkSOYGKHnni0unT+feSy6hsbra57Gvx8WxeOBAjBrNKQOP3YrQvD96SesjIljeowe35+Xx8b59J+/cvJk64PumJmxeZt07U1O5GjjQrx8faLUn7avato3ngNSICN4FGk5DCgsIAyo4Q3jqwQe54u232X5T99HLsCnBLCeAoqKizu1MJ2GsqaERKNbrCetAw/ZifT05BQWYtVo0XUEizwMqmw2rStVheaBVR47wdE0N+4EiP9Y0m5ubMRgMmNRqNC79WVFbyz8ArftTTyKmuppeNhs2gwGDi5G8c9MmFgNzgPrycq990ev15Gdl8ZCLNnn9wRYV3LAePRgB2E5TwQBhQH/DVFZWnjElyvIOHqQ/oOnCQuGu2JSHxWKg4ttvO7cz7YTVZKLeyS3ri/yzzyYEOJKQQKTN5nUG0hbmWq30rKhgcf/+vBkf3yHXaA8KDAYOhYVx3s6drOiANJb899/nj8rrSj/yTD87cICbt21jXXw8m8PCTtpXsXUr/wXmAY0+ol7/sns39x88iBwURJDTd2xpaiLZbCZVkvgEaCgo8NjGBcuXc8hkIlinw2AyYXEaCDUdOQJASlAQG4CQvDyf7+3/2Tvr8KiOtYH/Zj0bdzQQ3KV4oYVSgwqVr1zqve2tu96699Zu3Xtr1JUKFSoUDVIguBNIgATink1W5/tjz6ZL2N1sFGjn9zx5cvbsnDmzZ8+ed953XmkNlAD9m+J2uxk7dixDhw7FfRi4y7eUuevW0RlIbENPztbmtd69GWo0Mg2wtUPxZE87mIkzRo7E1akT+8OcyFRq6eFK+/bla6AiDLNiU3HV1aEHMJvJ6taN+W20ttgaPNe9O6/070+M3c5QKZGtPKGo+fXX+m3nvn2Nto92uzHodMzq35/3EhPr90uPh4/XreMSnY4vgLJGvjeD243HYMATEUGkdjxA3tKlGIE9mmeuPUQ/hro6jMCEzEwqgFq/5PZOzYIT2a8fcGD5tLZECdC/KdmLFvHmjh302bWLNQsXHurhtAh3VRUJmkknraam1R86bUVBQQHxI0bgAdzZ2W16riXXXUet0ci2NkzYDjB2wwbipGTHc8+F1T517lzeA8pOPpnLgOI2ML05fFYWk4nuLhcD23idPHfJEnb9+GOzjvXFgWI2o8Mr/FuTuE2b2KWtH3rCKNht9HiQRiNWq5UaP2vV/pUriQbMXbowCbA10pfB48FtMCAiI9Hz53dSuGQJAFVakgZHCK1baJ68Om1tuM7vexR791INRPfs6f1s7eRprQTo35TSP/7gOGAOUPP664d6OC2iREtCvsFiIQraNCl5a3LZhg1Ml5JCnQ593kGV9loV64cfEgnsf+mlNjuH2+Gof6AsCzPxeNz27ZwB9NQefMVtUDbQ91AWFgunbN/O/9qwNGFNYSGWY44h9bTTKG/GpOjx7du5butWhNkMgL0VzbhOm40+FRXsGTjQ6/gTxmTFJCXSZOL69ev5aceO+v375s4FoE9iIvMBTyNpGI2aBlrYvz/3Q31SBptmatUP9aY5d4VYUtI5HDiFQBcZCRwoQF/p0oWzevfGqL3naSdPayVA/6bY/NY/xIYNh3AkLads82YAdg8YwA/A7i1bDu2AwuTsigoG1dZSHBGBtQ2dHvbu3ctE7UEcsbPtSg4XrFuHHrgS+DZcLa+mhmqgb2EhdYAMYA3xeDzs2bOn2UXtHTYbRYDHavWuwTWzn3BY/e9/kyQlkcC6b79t8vHd6upIsttBE6DOMH0U1q5dy/nnn8/2EIJs26efYgXMxx3HHVYrKzp2bLRfMyBNJnRGI1a/pZ5qzURvGDcOAHsj37fR48FtMlExaBCPATXacsLc6GgusFiI7N8faESAulw49Xp02lqsv7k3a+9ezH36oPN557aTV7sSoH9T3Dt34gLWxcaSeIR7gNZkZQEgzjmH04H17ZTGqyU4bTZiAZmYyL4OHShoQw/Uzz77jCpgQWRkk2Mt9+3bxzfffBOW8NpZV4cFWNWjB2zYEJYpXVdTg02vJ6ZLF8xAXYB78fH//Idu3brx7rvvNmnsPuqio0kBdk2eDFYrEbTdenDs11+z3WBAAMub8Z3qpcRjMFDboQO/APYw+pBScs0117D7009ZfuGFQdt9n5/PUKDXddfxdWIiW2JCl52WUvIusK9bNzwNJh66rVspEoLogd5SAM5G1kAfjopi2YABRJtM3mopWgjMH3l5bB80CPuQIYwBSrp2DdrH6oQEfk1IwKAJUIffOS/dsoWTDAZEaiozgLxevUKOp7VQAvRvijkvj/0GA+U9epBeU4P7MI6Na4xcnY7XgQEnn4zBYGBHG1b1aC3Kd+0CQCQl8dtZZ3G209lsDasx+j/xBPf06sWuMWP4WNe0n/x5p53G2WefzcyZMxttm5OTgxO4Oy2NZTU15GdmNnqMvraWOoOBOO2B52rgwVuXk8N5Dz3EpcCGV19t0th9+MJBTCYTaCa+2iaug27YsIHMRj5PzsqV9K6qYt8JJxAbG8vevXubPFa9x4PU68kfNYopQF0YFVAyn3iCO5cv5z/A5NWrg7abt2ABnkGDSO7Zk4EGA7GNONw5nU6uA3KGDQOrFSt/Ov98ZjDwVp8+mDTnn8YE6Cwh2Nu9O+lbt7IXkJrVa8Dq1RzXoQPGpCRWADUh7s/vOnTgw27dcPfuzYNAlRbrWbF7Nzfa7QxxOtFFR/MFUN4gXWBboQRoK+M8jGPM/Nlrt7M1ORn9iBFYgd3amsaRyPqICK4FOg4YwDyTiTM//LDNzrXsttvINRhYePbZLeqnQlsfM3boQFpaGna7ncIgjhhb165l/pgxZDcjF2nW7NmcVlbGSUOGkH300TzRSLC6Pzm//cZPa9bwCOB56KFG21t//JHngW6nnAJAnp/HZzCqpKTEYsGqaR6eBuuTm2+9lZ4eD1dFRPDA2rXNchDzZGczC+i4ezdCE6C2JqyDrn35ZR4YOpTRo0eHFKIzf/yRjkDPp5/mbZ2OU5rhSKSXEqnXe4U9NBoLKj0ezE88wSi9HiZOpIvbjS1ALGXRpk1c+PvvXKKZXJ/Lz+e8RiYE9ro6dIDZbAarFR3e9JNSSj7NyyN38mTMWsYfdyNr3sNsNlLq6jBolXAc5eXYiot5oaSEU2w2Iux2LgP0IdaNXbW1mE0mRO/ePAKUac5Eu3/6CQDriBEYPB6OByLacJ3bHyVAW5GlS5dyTZcuLLv99lbxBN32+eds+eijVhjZwdwsJV+edhrxZ53FtcC6ZsyWm4qtooJ5vXrxr1GjyGtFp5my3btJiovDYrGgj4khuY3WE3fNmcPg556ji9vNqG++oSYML8ZgVOXnUwKYOnZkSF0dq4GiAJOYgoICjps6Fc+KFdSddVaTz5P72GO4gAEPP0xiTAzJHg+VYWpfubNmEQkc37Url+7ZQ2EjsXUpa9Zwnk5HLy23b/Xy5Y2e477evXlk2DBERATVQqDzG5t0u+nw448si4zEdvLJJEhJuZ8jS7h4ioo4G4iqqaFw1ChOAWxhhrKUZ2eTcsstPKPTkeDxMO+ZZwK2qykp4c1XXmHCqafSdfBg0oUgrRkP8T+MRvYlJZG2ZQvZgNTW94Ox+umnGVxdzc7p0zENHgzAvgDJ8rdMn85FUnLW6acD4DAaG83I5Ni3Dzcwcvlyynv14jmgqqqK/K1bGV5ezuAePTD37Mk0YFcjpc5+dTiYsGlTvcbqKCtj77x5AJiGDCHSZuMdICbE531pzRqe2bQJq8lER/5cdy1fvBiAzlOnYqitZS6QtnZtyPG0FkqAtiIGg4FLbTbGPfssKzp1wtmChMYL/+//6H3uufS/6CJWPPBAK47S6wFXWFhI9+7d6X3CCbxtNLIiRAAzQHV+PvP+9S9WrVrVrHPaq6tZ3acPk3fuZOOqVdx3333N6icQF3z/PfN8iaa7dqWL3Y4nyMPh3XffZVFEBEu6d2/S91NbW8vdN9/MVoOBjMsvxwpsfuONZo95T0oKSYA46SQ6pKUxHKhq8KOXHg83XXQR5eXlFI4bR//aWnKakHC9trSUAZmZZKamkjxoECO3bSMfqAqzULN76VKqgPgnnkAHbGskNCWyqIgiq5WE3r0p0OkwbN3a6DkqKiqI1bSSL5OSyPQzWW566SU6ORzUnHcelj59ACgIYaIMhi+xuD4iAtmtm9fzPMzY5w0nn0yK243jvfeYEx/PqbNnB2yXOXEiX5eUcP+ddwJgj4wkshnLIldFRrJwxAgiY2LoDtQ1MrE1PPEE+/R6xrz5JtGaAC1bs+aANisfeohjt2xh0ahR9PQToObGBKjmeKazWKgdP57bgBKbjT0ffcQ8YHxkJJaEBL4ndLFtt9PpzVZkMtULUHdlJSWa4EsaPx6Tth4bKn7ToFXUiauoYB+QOH8+AHL9eiqATmPGoNc0d+VEdAQyevRoxhQVsXDKFMYUFLD0n/9sch9ut5tbbrqJiq+/JjM5mTy9HssLL7TqOPctWMB2YEx1NSaTieN79sSpzQYDsfHttylOSyP93XcZN24cf/zxR5PO56iuZlWfPkwoLGT5eecx6NJLWfrFF60W4xZZXU2NZpoT/fphAvIbjFF6PPznscf417/+xaKoKMbv3s2yK68Mq3/p8XD9tdfyxfbtFHzzDYMfeICZwMYW1JUs0bTkxMREUkePBsDeYPadceWVvPzbb7x5222M0h7MuU2I4/zjggtI8Xgw3303AEatUkV1mNaGxF27yIqLo99555Gn12NqxIScUF1NpfaAzIuNJT6M6/OfrCzO0tY9Px4yhO/9cpxWPfMMpUIw7qmniBswAICyZoQoubWHst5qJc7pZBpQl5eHo7qaBePGsWDKlIAWozXPPccxO3aQMWYM/S+6iOoePehhsx103658+GGO3bQJ+4gRjDnmGABcUVFENeMh7osDtXbpAkBtbi5FGzey/auvDmq76f33GVpZyY4zzsAcE0OsNsmw+32/NYWFdHn0UbZbLIzzs3A4TSbMjYyvPvwnIoLk5GQigJJ9+6hduBAX0Gv6dEx6PacCkSEsSnafeddiqTf5uiorcSxfTh2QfsopGDVzrCfEpNboduM2GIjt0cPbh2YBcubnkxMTg9Dp0Gvey0qAtgJCiClCiG1CiCwhxF3tcU6DxcKxP/7I+uho0r79tkmm3P2rVnHx8cfzwksvsfi66zgqN5cdkyYxpKqKkoYJmFtA6apV9AZS0tIAuBt4YMWKPwPONRzV1Sw49lj6XXEFBo+H3AcfJCEhgUcffTTsc+Vv2MDGtDTG799PxjnnMPaTT7g0NpZtNhs7vv66VT5PbF0ddq1EUvKECQDs9tMUPG43i0aMoO7++7nooou4My+P7RYLsd9/32jf5dnZLOndm1EzZ/LA/fdz6mmnEdu1K4+kp/OL5knYHBLnz+cLIDEqirj0dHL1ekx+4UQ7f/yRIe+8Q15sLBc+9BA9Tj0VG+AKUwNbsGABj86dy5zu3Rl2000AWLSwhdowzOeO6mp619RQ0bs3Qqcjq39/BuXnUxfEWcTjctHR6cTRqRMAy447jjtdrkazXE2sqaGrFrPXvVs3KjUTbVZWFg/t28eCU04hMiGhXoC69uxp/MM3wKV5ZRusVjrV1fEd4Fq8mIxp05i0fDmTfvmFVY88ctDnibrnHnYbDIzR1jL1gwZhAfL9rDC24mK6PPIIO8xmxvlNQt1xccQ1yCS0de5clt50U0jLx6qqKk5avZro7t0Br3AoHj2aPtOns/Gddw5o+/avv/KI0ciw558HIH7YMJKB5b1717fJvOkmOno81D37LGY/r1u32XxASbDd8+ax5tlnD+jfF0Kji4igS0kJNsD4669Ebd3KTosFa1ISZqORH4Be2n1ZumMHi/v0Yeunn9b3Uy+IzWbMXbtyK5CbkkJMVhY7IyMxWq2YNSuEr+Zn5uOPsyY+niI/a4nB48FjNBLTtSsugOJiamtrOaWyki8uvxxAaaCthRBCD7wKTAUGAOcJIQa0y7l1OspPO410p5MdQWLBpJQUbt7MpvfeI+OKK1jcqxcxo0Zx/aJFvPnGG/z3lVfQm0xEX3YZlwLLG5hlWkKtpumkaJqPZfp0YoB1fia65fPmkZ2czKTFi/mjRw+id+3imIce4ukJE3j+xx+p0HJPNqQyL4/MZ5/l63/+kxkzZjBo1Cgs5eVk/OtfTPjySwC6a2t5Rc3M1uKPdLtJdLtxJyUB0O+CC/jAYGCBFu9oKy5mec+eTFy7luOHDWPme+9hNJnYN2oUgysrqQwQNlGwdi0LzjiDNfHxRPbowbhdu+g3cSIP+TnS9O7Zk5IA3r7S4wnLozk2K4szgShtRr63Y0fS9u1DejyU7tiB7qyzcAhB8pw56AwGdAYDeywWPAE8J9e98goLTjyRBSecwIJTTmHW8OGccPzx7O/dm1F+KfUiNAFqb7B2G+iBvnXdOp4A3JpDUOSMGRQDKz77LODnKdiyhVJAp2kHidOn86PdHtLpRrrdRAFo2sdFhYVsLC6mZOdOnnrqKRaYTBz99tsAxPfvzynAOk1Ag3cp4oILLmDqpEmsfe21oOdxSEk2oIuNJXXMGABKVq/m0hUreGXYMIqEwNHAy/ibr7/mEbudnFtvJUJLYRephWwU+wnQzNtvp6PHQ/Xjjx8goGxpaSzkz3CNwsJCpp55JiNfeok16elBhWh3KbG63cRpiSUMc+fSXxMqS/wmfB6Ph49+/ZXt//gHsdpEOCo2liqzmUI/H4A39+/n7tRUhjQosrB48GDu18YrPR44+WSG3347q998s76Nb+Kht1rrtT773r30LC2lQFvzNFgseAC0SdCG22/nmB078GgCDQ5MZGHt0IHn8Voopnk8fDZtGkB9AgS0347uv/9leHk5m+65p74fkyZAhU5HmRCIsjJWrFiB0+lk3HHHecfj00DbKz2plPIv+QeMA37xe303cHeoY0aMGCFbi9zNm2UvkM8/99wB+z0ej3zxxRdl586d5U8gpfZXDnJRnz5yz4IFB7Svra2VBoNB3nvvvQfuLyuT80aPltvNZvljfLy88MIL5bPPPivXffmldNTUhBzbvNGjZR1It9NZ31e+Tic3R0TIxffcI08//XQJyOeiouQf999/wLHrXntNSpBLb7nloPEs7NNHOrXPkw0yLS1NXnHFFXLHli0HtHW7XLIC5MKhQw/Yv3/1arkiOVkWCiE3Wa1y/ogRMmPmTOnUxhmIkm3bpAS54Kyz6vfNmDFDxsTEyPl33y23WSzSDXL+SSdJj9td32bV449LCTLz6acP6G/OnDnyVYNBSpBbLRY5f8wYufXzzw8674J+/WShEAfsy/r+e7nLaJS363Ty1FNPlcuWLQs67oX9+skCna7+9e8XXyzfBfnVa6/JrRaLrAXvtfZj+plnyj59+hywb/FVV9XfQ76/MiHko+edJ0tKSg5ou3vBAilBLr788gPG4QS58NxzD2j79ttvS0Bu375dSillbU2NjLRa5UUXXRTw82RkZEhA/vTjj1JKKYuKiuTxID+48MKg16CmoEBKkPNOOUVKKeXKp56SEuTCKVPkiyDvvOaaA9pHRUXJW2+9tf71448+KgH5YGSkdIGcf/rpB3zHPmbNmiUBuXbtWulxu6UN5DMgAblu3Tq5uGdPWSzEAceeffbZsnPnztLlctXvy/n9d+/1+9e/6vctTUqSWSbTQed96623JCB3794tpZTynXfekYD8ZPRoKUEu6t37oGM8breUIOcfe6z0uN1ylk4nS0BWgzx22DA5atSo+rbrv/lGTgf56TvvHNDHQzEx8q0JE7z9eTwyJiZGXtPgOkop5Q033CBjY2OllFIWbd4sJcgvQF7s9/1mfvutfBrkojfekLVlZVKCXNapk5QgM66+ur6dDeT80aOllFIu7tlTSpBukOU5OVJKKXdv3SrPBPnFE09Ih8Mhu4O8cdo0Cci33npLSiml0+GQ/UE+feedUkopd5pMshbkeSedVH+ex61W+T/tdZbJJJd27iznnHqqnAWypLBQSul9tkwF+eINNxz0mZsLsEoGkzPB3jjS/4BzgLf9Xl8EvBKg3ZXAKmBVWlpaS6/1AaSnp8uz/B7sUkr5/fTpsgvIyZMny1nXXy+X33OP3PXzz9JZWxu0n1N79JD3jh9/wL5FvXtLCXJFUpJ8o18/2blzZ6kDWab94FYmJsqlt99eLyT9Wdqpk8wymQ7Yt+yOO6RDewCPjomRjz32mKyqqjroWGdtrawGOb+B8Mvo1k26QS4YPFhmPvaYLNm0KeS12RwRIVcmJta/9rjdcl10tKwGubh3b5kZFyfrQI4BmZiYKO8591y5+/ffD+pnY0aGvAfkr08+Wb9v06ZNMjYqStaC3KfTyVWPPnrQcWW7d8v/A/nfu++u31dcXCzj4uLk6MGD5c45c0KOf/6JJ0oJsqaoqH7fuuhoWSyEfPyCC2RycrI8BeSiXr1keXb2Qccva/AdlJeXy5SUFAnI2Xq9XPXEEwcdc+edd0qDwVD/UK+rq5Mjk5Lk/7p0kZV5edJRUyNrioqky24POObCXbvkv0F+es89Ukop92dm1gtdJ8gNb79d3/bBCy6QnaOipNvvIX/zzTfLBJ1Obvvpp4P6/vDDDyUgN2/eXL8vMz5e7tPpZMXevQHHs3/1aq/A1IS3raREVmnjKRRCluzYcUD7C1JT5WMnn1z/ekNEhHy/a1dZtX+/XNq5s1cw9elz0D3/6aefSkBu0SZy66OipAR581FHSSml/Onqq+UzILO19521tfI2i0Xeft55B/Rjr6qS54N89sYbva/tdhllscgHLrvsoM/21Vdf1QtoKaV85vjj5f/FxUmPxyPnH3OM93OfffZB/UuQ8084QUopZZ8ePeR+kIt69pQ33XSTjLFapVv77uefdpr3Om3YcEAfmyIi5IqUFCmllHvXrJEXg5z51FMHje/JK6+UJxmNUkop173yipQgz4mKkikpKfXf+YIFCyQgf9d+d/t0OvkhyJEg9/t9z+UgFwwbJqWU8sJRo+SDIB0gl2i/yW3btklAfvjhh/X9lIB8BOQO7Tnh8XgkIO+77z7pcbtlDcj/guzSpUv9eaKjo+XNN98spZTykb595Z2DBsm1MTFyS0TEAZ8NkPc3mPi3BCVAQwhQ/7/W1ECllPI/J58s3zWb62ea5Tk5shrkb926SY/HE3Y/Szt3ltnazS6llHnLl3t/aCNHHtAuLydHLr3lFrlgyBC5V6+XEuTamBiZu3TpAe1eSU2Vn/fqddB59q1YIde/+aasq6gIOZ41sbFyo9Va//qPTz6RlSDnT5wY/mdKS5M5en396wVz58rbQM699NL6fTUFBfLrL7+UF1xwgXxXr5c2kAvPP/+Afn7++WcJyIyMjAP25+7aJVc+/vgBAq4hffv2ldOmTat//dn06XIYyI0bNzY6/oxrr5US5I7vvpNSSrnzxx+lBLngzDOllFJWVVXJ2ccfLx0gdxmNcs/ChQccvy46Wq6Oiztg344dO+RLL70ks3ftCnjOb+68U34Ncu/y5Qd89u+//77R8UopZU1NjQTkU9oDdckNN0gJcvUzz8hvrVY5qXt3WV1dLaWUcpvFIjPj4w84viA/Xy43GmW20XjQPTX7tNPklyBr/awf6157TTpA7jYY5MJ//ENW7dt3wDHbfvtNrge56Pbb6/ctueYauTo2Vq5/882Dxr/FapXLNeFQtW+f9zcwebKU0jsBmz9hgvc7aDC5+/XWW+WvIHO067b8nnvk5ogIuX3WLCmllKtWrZKA/FyzNNRbWfy0XR+dOnWSl2r36LJlyyQgZ2n9+PPHyy/LLJBrNCvC+qio+uvpcbvlstRUaQe5+Ycf6o+p1jTy+VOnSimlvOWWW2SKEHLDDz/I366+WtaBVwuWUi7u0UPu87Ng+FiZmCg3REZKKaVc8dBDUoJXQDZg4fjx0gHS4/F4LRIg373oIvkmyM1ffum9bj/8IGNAZmj37srERPkbyJENnpOFQsiFAwZIKaXs1q2bnH7mmTLWYJB33XWXlFLKjUuXypNBfqdpm2tiY6UEmavXH6CF36jTyTfOP1+W7t4ts0G+FBkpbwZZsnOnlFLKVKNR3nPbbVJKKS+66CLZ2WLxWh6OPfaA8Zyp08kX/KwsLeXvKkAPqQlXSikXXXKJ9yH77bdSSul9uILc8vHHTepn/sSJ0g3SppnkFsyYISXInX4/voa47Ha5+F//kvuFkGenpMgczZzi8Xik1WqVN910U7M+k5RSzh87Vjr8xnP++efLzrGx0lZWFnYfH1xyiTwf6h/Yl19+uYyJiZE1QczP+zMz5YrkZClBLjznnPr9Hz/3nOwMcpf2I2sKt59+urwjJkZK6X2o5RgMB2jFoVj36qtSglz52GNSSinnn3qqlCD3rVhxULtSIeQuo1GWa+Y8KaWcGxEhf2lgjm2MTM3Eueb556WUUr578slymskkbTZbWMd7PB7ZA+STmvn9pSuukHcJIZ21tXL+/PlSCCGvvfbaPydo2oPcn/VvvinLNc1+188/1+9fnJ7unbQ1HPPTT3snWyD363Ryw5Ilfx6zeLEE5C+//BLW+FcnJsq1UVFSSik3vPmmlCCXadq0jwVDh8oqkIv9zO6LLrzQ+92sXBmwX7vdLqNNJvnIVVdJKaWcP2GCdIEsCzCRuWDQIHm7prn+fPPN8jWQuzQt05+NM2dKCfVLIEVCyIX9+tW/X7J9uzwtJkae5GeiLMvLk5+D/FYzEbtcLrlnzx4ppfe6S5ArHnhASinlVovF+3toQEZaWv1ke+E550gJsmD9+oPaLTrhBClB2qqq5DfXXiu/BLn5s8+8E5AZM6SUUi6/914pQW56/30ppZRLrrtO3q3XHzRhOCMpSd71f/8npZTy0ogI+dT558uhQ4fKKVOmSCml3Pzhh1KCXK59V/OPPtp7f/mZpKWUsgrk/BEjZE5OjgTkfyZOrL/f/c3bUkr534cekm9q1orNH310QD+1/GlSbg1CCdC/rBMRsBLoLYRIF0KYgHOBwEFcbUTaRRcBkPfpp3hcLtJ+/JENUVH0O//8JvVjHjECHZAzZw4Az5eWcmmnTqRPnRr0GL3JxIS33yZ/yRJ+t9s5++yzqa2tZfeOHdhtNvr27dvsz2U87TQ+ANYvWUJFWRlfz5rFGRdcQITmCRvWZzrlFD4Bdmhel/ZffuG0ceOwaum5GtLhqKM4au9e/ujQgXFffcWW998HoPOsWeQAnTt0aPLnOM1g4OnKSvavWsXOH36gm8tFzcknh3Vs4vDhANg072jjxo3k6vV0HDXqgHZDrr2WPS+9RJrTybopUwDvpPUUt5vftYQD4ZKkOX1VrVsHwMglS3jIaiUijHRvAEII1gJjtITty2tq+Lx7dwwWC5MmTeKeq69mymuvUXHccXiAHv/+90F9DL7ySgq+/BKDlBhPPZV8zfsyrrCQwgC5VY+64w4GVFez/rXXeDw2ljMuuqi+iHuZ5mATH2baNUdkJJGas0ppRgYAnRp8X2MWLGBKp07c/fLL9ft8pa3qHVUaYDKZWGwycbrmIJW8Zg2bo6OJS08/qO11ZWVco3lLm5cs4TIgTatB6Y9Vux+dRUVU5uaSJCUev/4Sevdm/N138+uvv7JFK37gNBqZAeRq95Zer6erlqGpy/HHA1CzejWO6mrS6+qo0Rx7/HHGxhKreaDKvDwcQJKWqN0fYbEAUFdRwZYuXZgOpE+bRr5Oh16rTevWnIhMmofs0a+8wkOVlZzdIAvXhpgY9mr9vVFby+jsbK6MjeWaBQuAA52RAMbMnk3GFVcwskFMrQtvyTJfjVifR33lqlV/RghoTkKn9urFlcCmyEj6nXfeAf24od2ciP6yAlRK6QKuB34BtgBfSCnDiyBvJdKOO479Oh3GpUtZ89//ku50UqkJ1abQ4cQTAShZsIDq6mrmLFxI/IwZiDDymg4bN46PPvqIiatX88eIEex77TUqgWNSUpo8Dh+9r7iCy4F5Gzey7uabWW63c/kZZzSpj749ejAK2LNkCUU5Obyzdy83NFKCSG8202/5cop0Oiquuw6n04lhzx72GwyYggjeUCRoAm3PrFnkal6cvW++OaxjU4cP52Fgo+Y2/5DZzPOah2dDhl5/PfPGjCFzyxbWr11LaWkpDoeDTn4epeHQcfRo3IA7KwuPy0V6dTWVWrhDuNh0OnSaB6hx40aO8qvIcd/jj5OakkL/2loWjR5N2qRJAfvoc845FH/4IXFuNxtPOIGKoiJ61dRQGeCBDl7BPeSaazjn22/ZtWsXr7/4IgCR8+aRASSFmXDAGRNDjCYcXDk5eIDO2qTChyUujnPuuIOMjAw2apmTpCZATVoS8kCUp6fTs6KCos2b6V9TQ8nIkQHbOVJT6eB0Ij0eIvbuZY/Z/GfohB9RnTsD4C4tpVgTuMYG39U/L7mEN4G9113n7Vu7Dka/WFgf8T17UiQEuh07yPnlF0yAKcAYZXw8VilxOxwYCwsp1OvRBci6pNMmXXUVFVRXV6PX6zFbLOSkptJV80x3a4UHLH6FtAP9zk50Oum5dy9Omw0TgNXKgPh4ptXVUbRx459hRNoEJiIxkQn/+x9RDSa9TiEQLheu1av5GRjYqRN1gGfbNuq0yZbQxt3/ggvY/tVXpG3fftBz0AVHlgAVQtzZGv20NlLKn6SUfaSUPaWU/2nv8wudjl1du9IrL4/Mjz9mr07HyCefbHI/aZMnUwu41qxh9XPPcbfDwVmaUA2H0047jWnjxjFpyxYGv/gidiHoG0J7bYyUlBSGDB7Mhu++I+7rr4kymRh2wglN6qN3586sAKzffcf299/HCMRoWVJCEdutGzueeopTa2p4/vnn6VhQQJ7fD7wp9Dz7bFxA7eLFJC5ZwmarlU4NNMhgGCwW3unalT+cThwOBwt27cJ07LFB24+cM4cHo6N57PHH2ffDDywDhjYx3aPRamWfwYBx7172zJ9PFKDXtJVwqdPp0GthEU9s3MhNfiEtlrg4Ru3fT1VeHpMaSZbR/4ILWPef/3B+WRn/7NEDC2CZPDnkMcceeywv9evHuQ88gNNmQ7d7N+OB2OTksMYu4+KIlxKX08k2vZ5PrVb0mubjz7lnn81yoOjGG73HaROGCC1kKBD60aOJBlbdcgsSSLrggsANu3bFCpTt3ElKSQnFWvhUQ6K1RAie8nKqtSxfFm2fjw4dOzI6NpYu2rX25ORQBvQNEuu7Lzqa2P37WVlbS3cgPkDllQ1nnIEFqKiuJqK8nJIA1wf+FKCOqiqOnzOHLI8HIQR1w4bRzemkLCsLjxZ+Ymnk93VzURGnbtv2Z4L+yEhitd/Cnu+/ry9Rpm9kkuvyCdDduzkZiDGb2Ws2E5GbW5+7WPhNgvr83/8RHWAS6hECcTgLUCHEF35/XwKXN3rQ35WpUynxeHhw0yZm3nPPAbFi4aI3mbi+Xz9ejYxEfPghNwvB2IkTm9THhHnzyExIIBpYd+yxGJuhsfnzbEwMn/zxB0Oqq9l70klhacP+WDt2pFCnw7BrF7aff8YF9Lz44rCOnXj77Rx75pk8f+ed9HA4sDdRiNSPISmJnRYLsWvW0Lm6msKxY5t0/OCOHZFbtrBrwQKucbkYFaIUU3x8PDfeeCPFX35J0csvMxboPmhQk8e8Kz6ektpa9v/8MwCJjQithtQZDBjsdqTHQ5LHg7uB8BI6XcCHUiDG33MPtz7xBIXV1WzT6Rh6V+O5SkafeSZdPR7WPvMMlJTgAWK0OMbGyDrhBEYB5eXlfGsy8aIWl9mQDmlpRERHk6zFa1bq9ayDkPd8B23y9umvv9I3Pp7+QSxFJi1JQf7SpXRxOrEHyQFriYvjOyHYZzazOymJfoBOy1LkT/mwYfS12ajYvRu3zUYcYAjyW1o7bBifu92sW7+e/SYTvQNooPHa91lSUsK/O3Tg1QYauo/i0aM5BagxGjFWV2MWAoCoY45hF5C1eDFSE3zWRiY4Lr0enctVX+BaFxlJ2qmnAlC1fDkuTZM1NyKIXZrgc2pxrJaUFEoSEkgqLaVO26cP4/l5JGiglVLKf2h/04Ejt5RHGzP6+ee5cfJkOo8YwQ233db8jo4+moUbN9Jv5042paU1WQAaLBaG5uWx66efmBgibV+49HnsMWqA/Todw/3Wm5pCQUwMcQUFJG3axI6oKMxBZvOBeOmFF/hMr6ca6NWCXMEF3boRZbPRAUh67LEmHXtvfj6PrVlD6ezZvAQM1lLlBeO2K6/ka2ByZiZlQtC1iZMggA+nTeNKIbCtWoULSD/ttCYdbzcaMdrtVOfne/OThtDKwuHOO+/kzu++Q65fH1LD8zHs7rspEwLHe++h37+fIp0OQxAtqSHm3r1ZB5SUllKYmxvSBF46cCB9a2qwFRfze79+TNTW8YKRPnUqhUJgAiaedVZAsyxAjJYRKe+778gDDFr+2UBckZTE4s6dKaqqYhuQEGCiEHPqqeiBrE8/rU85KHzJABpQPG0aT9TU0OmTT7i1UycMAUyzaXV1vAPYMjPZUFyM1BIyNMTTtStzgFop0dfVUav11emSS+gJLK+uJqtDBx4itOYO4Nbr0bvdfwrQqCgS+/alVAjEjh3s6daNkwCjlmowGDO6dOH94cNxaebayA4d+O3ssxkhJRU6HfcCdQHWcxvyz/h4fg3xvbQmzRWgDc2h97Z0IH9VjBYLv/3+O6tWrSKuCU42DTlmwADeKy0lWUp0zSylZbBY6DF1apO1xUCkTZqEbdMmIrOziW3iOpyPqk6d6FVdzYCqKoqCaBPB6NqtG/3XrsW2ejWdtRJNzcF8//2MFoJjJk9mUBP7cXTsSKrLhSMzEyfQrREHpPi0NNZp39264cODPqRDkZ6eTkFBAU8YDJzQuzeWJt5TX/fsycfJyVRo9Uj1YZpPgyGEYNq0afQL8/szx8SwoW9fhubkEJOfT3GYDlAAnaTkaqBy2zZ+3bKFG0OUvoqcMgUjsP2jj7DZbEQGcSDyoTeZ2PbPf9InNZW7QmjSicceyzHA6+XlpAOmyy4L2jY2NpaKigosK1dyE5AY4LtK0yZAVcuW4dIEqC7IfdGvb19Sgavy8jglwDopQKLRyGWAc80aLi8oYFiQ33psXR1nAI7CQox1ddRpArRjx44kJCSwYcMGtiYm8l+rtdHnhctgwOB2UxUTw3CgVLPkbIiLo7CqimK9nt+AyEYmmGUREVQIgUfTWK0pKXQcNowKp5ONBQU8DngCOGw1ZL3Vyv4WWtjCpUlPUiHEi0IIIaU84M6VUjatOq2iyZx2yilMxKvxDWvFSiYtIXnAgLDNb4FwDRhAFHAmIBqkGguHlEGDSGmm+dbHmAsuYG12Nj82I62grls3zEDK+vXkmM2YtJR0oZg4axb7V67k2CYm5Pcx2ulkJbB33jw6BXF0CcWGHj34xWikSkvFaPJzImovYq6+miigY1UVu5tw/tSaGl4H6pYtI1nKkMK/+znnAFCxcCGnL13Km43UqwQ45t13+Xd+Pr39csk2JCU9nT+MRr7TPJlDebPPLCzkunnz6JSZyZNAZAAnpqT+/VloMrGruBi35uwUaF0XYJDVSj4QAXiGDAnYJlL7PTpWreIxoH+Qgg2JOTl8C+h37cLocODQBLIQgheiojhv1ixEcTHpYUxwPJoGWuNysRYwaM5BM884g5vcbiJ27uT/gMhGLA3nVlUxJjubar2eTYA5Lo6BiYn8FyibPZs0ICqIdu7PKXY7Pfbta7Rda9BUVaQKmC2EiAQQQpwshFjS+sNSNCSpf39K589Hv2ZNWKayI4G0W2/lOGCeEIycPv2QjaNbt25YwjQj+uMrsTXAZqOwCWE0HUeODOgZGdaxXbsyElgKnNyM+yBNCLqVlFAYEcEMgDCdplqTIdddx1ORkYwH1v/rX2EfF6UJh1otv68hxOQteeBA3rdYWF1TQ4eyMnq3UnJxnU7HxQkJrPJ4+MxiqS/FFogIvZ5omw19eTllOl1QTe7RY47hTZeL2ogI3gWcQUzTXSZMwPcpuga5br6ctSYtPMwSZI3WF9LjrK5mcVQUmX7nTIuNZVRpKWcsWsQcTRsMxXvDhvHvzp1x5+RwFRCnCe0+ffqwf/9+uixdyldARCNa4fSyMo7dvZuVgwczCK+1omfPntwOTPjtN3YDCVrlnlDcW1bGca1YfCMUIQWoECLD/7WU8j7gU2CBJjhvBdqlyonCazZNCTLzPBLpPm4ct86ezcKlS8OOZTyciPVbZ3E2wyGoOaRq5rFEYEiAOMXGOHPbNj4oKCDf6eQLIKqRdam2QGcw0O3tt0k5+mguDtNxDCBG+7wm7eEYEWR9z8eH48fzSVkZBocDRzMnLIG4vq6O4UDfRrQhh8VChMOBqaqKyhDm+p49e5KdnU11air/AuxBvhO9ycTG555j2U030SOIF31c1644gSTNuzq6V6+A7Xzlw1zV1bwaFcVvfs8VMWwYUUDqvn3UBDEV+1OakMB2wLBlC28AsZrQHSsEG4GkbduohkYnjW6dDp3Hg91ux2QyIYQgedAgKoCeWhWgxjyCAdxCQBM93JtLSAEqpZzg/1oIcTxwBVADJAE3SikXt93wFH91Tj/9dMY20fv1cKHThAlcB3QD9Ndc0y7nTOrfn20WC/v0egZccUWTj5dWK1FS4ty+nUlAYiPONW3Fueeey5IlS5oUCxujrbWn+oRDI+thgwcNonTjRsx2O84wBEG4VGkx1OWNJCNxRkYS6XIRUVNDTYgJ4rTiYrYWFVGplZkzhxDMw265hXEh6gPr9Hr26HTEazHVCUGcbnwxsW6bDVtV1QFrxAmac1tvux1bGBPbIWVlnF5aikszk5u0td4u/foxEOhVXk6t5uUbCrdOh87tZszSpfykedEKnY7cyEh8vrexQWKN/fEIge4w9cK9F7hfSjkJb67Zz4UQTfOjVyj+IkR36kTNJZcQM2gQY086qV3OKXQ6OmzbRlROTrNCooiOxgx0mTuX+UD8IRKgzUGYzVQLQYHDwbNA8ogRIdufVV3Nzro6+tXUYG9Fp5Lkhx9mbWws6Y8/HrKdJyqKKLebKLuduhDr4/GdO5MARL/7Lk4gIcyC58GY2rMnz/vGOiBwBUejJkBdNTVs2LePC/3KJaaffjo+/S3UuH1M2LOHf5eV4dbiRs1aZqmukybhBmKAqjAmMFLTQBNKShjip0GWaRMWFxATIlTMh0cIxOGggTZESjlZSpmhbW/AW2uzab7/CsVfiJkzZ7J+/fqA2WPaiti0NGIaBOWHiy8Q3ZCXRxVgDpGd53Dk7O7dORO4PyKC2CDrez6SfTUigYImZn0KRb/zzmNYeTndtPR6wSjo2ZPPgElWK9+ESDQSM3QoAMasLAxQX1y6uSQmJvIYMCgxEVMQ72Njv34cC2R37UokgJ+mGZmSwk+a4HSG4eUtjUaMUuLR4kYt2tq8JS6OHM10XRWGj4EvHEbndOL0Wy92aVpnOGZg8Gqyh6UAbYiUcj8Q+i5SKP7iiDDMU4cLOu3hHFlSQqVef4hH03RqOnbEDPTo0KHR655+6qm48M7wVzYhc1drkXv00VwF7C0vx6Kl9guEr8h3klYs3RxmbuBgXFZRwSuAIcQky5KYyGKgqLYWA0CDidQbEyZwGVAYJJ2jP9JkwiQlHi1ln8XPua1Ac657NwxntadGjuSqXr3QORw4/ARo6VVXcSxwZ5j36309e/JmGPGirUGLAwK9ye8VCsWRQOWIEfwDqKuro7odtebW4lS7nQLgw9LGI+cscXHs0OkYCnQOIcDaitjYWGKA/+L11A5G0oAB2IB0zXvV0kIB2tvp5GpgRoj4TQtwPhCpJbLXNRCgd993H5lDhjDqllsaP6HRiAlYOXgwfYAIv/CistGjmQmIMOI3XRERVHk86BtooCdOmUJWx46kPfxw42MBciMjyWtGjHVzaD3XNIVCcdij69WLL4Eb7XZsR9D6p4/x2jqbLcwQnuJu3Tg9O5vMQ2Cq7r9tG74gkCW1wfUModPxVXw8R5WVMYgDNbjm4NG+1/EhkvTrHA4+Bn7auNH7usF6+vjx41mnVf1pFLMZE1DqdJJjNGL0c4Ia/uKL3ODx8GgYcd6T9u9nQn4+e2NiKI6MxBeNGx0dTW5uLrowE8BMrqjAEGLC0pr8ZauxKBSKg4nV6ZgMPCYln2prb0cUWpKDujCzXw385ReW3ngjRwVLDt+GmP0EobkRDfizsWO5GXgJmpxdqiEWLaOWOOqoEI28a5I1dXX8F6hrQTjTmgkT6AF03LSJGxuYWTt16sSsWbMYEMSZyZ+R+fmcU1bGm92780QDjTVc4Qnwj/37OXvPnrDbtwQlQBWKvxGJ5eX8jjebTUkjcZSHIwOeeor5w4cz5JVXwmqf0Ls3R7/4Yqukr2wqFr/UddZGvEfT09NZCtxpsTQ7yYaPcS++yNqXX2b8O+8Eb6SZOEvsdv4NuFoQX+6JjycbGLhlC7eHWZouENJgQC8ldrs9ZChPo/0IgZCy2cc3BWXCVSj+RvgS9l8BbGwnT8XWJHngQI4LUu7rcCPCLztVdCMa81l5ebyKN1NUSxE6HcOuvz50I50OO6CrriYaiGpBmE/noiLuBCzV1dhbMFHxGAwYpOShTZuoDSN8Jmg/Oh2GVso81RhKgCoUfyN8Cb1PAawtjDdUhCbKz2yb0IgTTaRmDdgTYq20tXHodJxUU0MlsEVL4tAcOuXmci6wsaYGe0u0Z02Adq2tpbQZqTV9SJ2u3TRQZcJVKP5GRPppRaIJ5eMUTSe6a1deAqbgja0MRewhWI++vHdvXtW2LS24F3zFuSMdDhwtCI2SBgNGKTG63XhaIIilEOiUAFUoFK2NfyECYwtLmSlCY4mL496oKGwBCmk3pNfZZ7MhOppF7ejstDchAV+NmoiWCFBNW4xyuVqUMvGHyZPpFBGBwePB04IwlFeHD+fmZpZYbCpHhAAVQjwkhMgTQqzV/k7xe+9uIUSWEGKbEOJkv/1TtH1ZQgiV8F6hwLs+9qK2bQ2SaFzROgghyMvL4+eff260rSkqisGVlRz70UftMDIvUysr8dVAsjaiIYfCp4FO1+l4ugXVfQxmM06Xy5uUoQWCuDIykv3t5DR2JK2BPi+lfMZ/hxBiAHAuMBDoBMwVQvj8sV8FTgRygZVCiNlSys3tOWCF4nBkrfY/vp0qyPydiWlOvuJ24sI9e/DV82nMxBwKnwZa43bjbkEIzsCcHF5xOskwGvE0Unw7FGMLChhcXNzs45vCEaGBhuAM4DMppV0r8p0FjNb+sqSUu6SUDuAzra1C8bcn7uqrOTshgS5hmBYVf11cBgO1wKMGA/oWmEyrxowhBe9a74QWCK4uxcVcCVzgdrNy9Ohm9zMhN5dLSkqafXxTOJIE6PVCiPVCiHeFEL5cV50Bf1fCXG1fsP0Kxd+eZ199lY/27m3RQ1Nx5OM2GFgGvNzC1IHG6GiKgBuAYVqpueZ15DXb6j2elsWB6nTo/25OREKIuUKIjQH+zgBeB3oCw4D9wLOteN4rhRCrhBCrioqKWqtbheKwRafTYW3F8l6KIxO30Ug3oFsLi9lHlpfzKJACeFoQfiI0oVkIjPcrr9ZU2lOAHjZroFLK4PV+/BBCvAX8oL3MA/xTfHTR9hFif8Pz/g/4H8DIkSPb56orFArFIcZjMtET+LglWiMQWVPDfb4XLZmYaQI0Em+mrGaj17ebZnjYaKChEEJ09Ht5FrBR254NnCuEMAsh0oHewApgJdBbCJEuhDDhdTSa3Z5jVigUisOZb6dMYSO0LPkBYPAXmi0RoP6acAsTKag40AN5WgixQQixHjgOuAVASrkJ+ALYDPwMXCeldEspXcD1wC/AFuALra1CoVAoAGdyMpWAo4Vr4Ua/tHsiSAHvcMiZNKneUUW0QIB+PX48E1u4rhsuh40JNxRSyotCvPcf4D8B9v8E/NSW41IoFIojlf5793I0sLSFdWF9GujVwOgTT2RiM/sxmUz4XIdECzRZZ0QExX+3NVCFQqFQtB/9srIAqGuBxyuASau1KgBLC+JeU/bs4V3gD8DRggLog/fupVNNTbOPbwpHiglXoVAoFK2IRzO3LktPb6RlaIydOtEPGAKktiAONLq6mknAtUBVC3ID98vN5Qa7vdnHNwUlQBUKheJviFNbJ8zzKzDQHEwWCwnANUBcCzQ/naYJm6BlcaB6Pc1Pad80lABVKBSKvyE1Wu3RLi2snWk2mXhb2zb5FStoKnrNC3cZkLJtW/MHpNe329qkEqAKhULxNyRl0iQAThoxokX96A0GBmjb5sTE5vfj53lrbMm6bDtqoMqJSKFQKP6GDL7ySkomT2ZkK1blaUldUeEXDmNoQTiMT4BKjwfRxlVZlAaqUCgUf1MSW7mkXUQLasy6hgzhHG3bP7a0qSw57jgsgNvtbnYf4aIEqEKhUChaxGZgFhDZgkLW/nGgLRGgwmTCDrg9nmb3ES5KgCoUCoWiRRTjzV8b0YIECBHl5bwIZAOGFmiyPbKzeQlw22zN7iNclABVKBQKRYtY+/zz/HTddQjNs7c5mKQkCXgEb2xpc+mQn88NwLQpU1i3bl2z+wkH5USkUCgUihZx4803t7gPX0pAIy2LAxVacvzMFSuoqKho8bhCoTRQhUKhUBxyjJrn7f8Ac0vWL/XeIJbbgYiyspYPLARKgCoUCoXikGP0C10xtyCnLpoGei8Q0YLUguGgBKhCoVAoDjmRKSn127oW1CgVftVl9C1MlN8YSoAqFAqF4pCj11IC5rWwnx2TJnGWtq1rYa3TxlACVKFQKBSHBQZgZwv70Pvlwm1rDVR54SoUCoXisMDasSPlLYglBUjdtYsPte221kCVAFUoFArFYcGZW7di8Esq3xxiy8qwACcAb7QgM1I4KAGqUCgUisMCU0u8b31oDkj7AYNWIq2tOGzWQIUQ04UQm4QQHiHEyAbv3S2EyBJCbBNCnOy3f4q2L0sIcZff/nQhxB/a/s+FEG2rxysUCoXisMCXSOEhwFhb26bnOmwEKLAROBtY5L9TCDEAOBcYCEwBXhNC6IUQeuBVYCowADhPawvwFPC8lLIXUAb8q30+gkKhUCgOJb4QmOmA0els23O1ae9NQEq5RUoZqAz5GcBnUkq7lDIbyAJGa39ZUspdUkoH8BlwhvAmY5wMfKUd/z5wZpt/AIVCoVAcevzWUFUcKHQG9vq9ztX2BdufCJRLKV0N9gdECHGlEGKVEGJVUVFRqw5coVAoFO1L6ejR3Kxt6/9KXrhCiLlAhwBv3Sul/K49x+JDSvk/vOkXGTlypDwUY1AoFApF6+AfB9pSj97GaFcBKqU8oRmH5QFd/V534c9kFYH2lwBxQgiDpoX6t1coFArFX5iYPXt4Rts2tjCmtDGOBBPubOBcIYRZCJEO9AZWACuB3prHrQmvo9FsKaUE5gPnaMdfAhwS7VahUCgU7YulpgaAswBjVFSbnuuwEaBCiLOEELnAOOBHIcQvAFLKTcAXwGbgZ+A6KaVb0y6vB34BtgBfaG0B7gRuFUJk4V0Tfad9P41CoVAoDgU6LZl8NaDTSpu1FYdNIgUp5TfAN0He+w/wnwD7fwJ+CrB/F14vXYVCoVD8jfDFgT7ZDuc6bDRQhUKhUChaii//7Yj2OFc7nEOhUCgUinZBtLHjkD9KgCoUCoXiL4Ozb19eBwrb4VxKgCoUCoXiL4Ner8cItG0SPy+HjRORQqFQKBQtxVxUxOXtdC6lgSoUCoXiL4PR5c3iekk7nEsJUIVCoVD8ZfDFgbbLudrtTAqFQqFQtDE+AXp/e5yrHc6hUCgUCkW74KvA0qsdzqUEqEKhUCj+MkQkJ7fbuZQAVSgUCsVfhsjOnVkG/NoO51ICVKFQKBR/GYxGI1F4k8m3NSoOVKFQKBR/KQYD7jYupg1KgCoUCoXiL0be3Ln07NX2bkRKgCoUCoXiL0Xn449vl/OoNVCFQqFQKJqBEqAKhUKhUDQDJUAVCoVCoWgGSoAqFAqFQtEMhJTyUI/hsEEIUQTsbmE3SUBxKwznUHEkj1+N/dBxJI//SB47HNnjPxLG3k1KGTC9kRKgrYwQYpWUcuShHkdzOZLHr8Z+6DiSx38kjx2O7PEfyWMHZcJVKBQKhaJZKAGqUCgUCkUzUAK09fnfoR5ACzmSx6/Gfug4ksd/JI8djuzxH8ljV2ugCoXiT4QQccD5UsrXDvVYFIrDHaWBKhQKf+KAaw/1IBSKIwElQBUKhT9PAj2FEGuFEP891INRKA5nlAlXoVDUI4ToDvwgpRx0qMeiUBzuKA1UoVAoFIpmoASoQqFQKBTNQAlQhULhTxUQfagHoVAcCSgBqlAo6pFSlgBLhBAblRORQhEa5USkUCgUCkUzUBqoQqFQKBTNQAlQhUKhUCiagRKgCoVCoVA0AyVAFQqFQqFoBkqAKhQKhULRDJQAVSgUCoWiGSgBqlAoFApFM1ACVKFQKBSKZqAEqEKhUCgUzUAJUIVCoVAomoESoAqFQqFQNAMlQBUKhUKhaAZKgCoUCoVC0QyUAFUoFAqFohkoAapQKBQKRTMwHOoBHE4kJSXJ7t27H+phKBQKheIwITMzs1hKmRzoPSVA/ejevTurVq061MNQKBQKxWGCEGJ3sPeUCVehUCgUimagBKhCoVAoFM1ACVCFQqFQKJqBWgNtBKfTSW5uLnV1dYd6KIrDGIvFQpcuXTAajYd6KArF35rS0lKEEMTHx7f5uZQAbYTc3Fyio6Pp3r07QohDPRzFYYiUkpKSEnJzc0lPTz/Uw1Eo/tb079iREqcTl8fT5udSJtxGqKurIzExUQlPRVCEECQmJiorhUJxGLDU4eA9KdvlXEoDDQMlPBWNoe4RheLwoKf21x4oDVShUCgUimagBKiiUWbPns2TTz7ZrGO7d+9OcXFxyDYzZ87k+uuvb1K/q1at4sYbb2zWmBYsWMDSpUvrX7/xxht88MEHzepLoVD8fVEmXEVIXC4X06ZNY9q0aYd6KPW4XC5GjhzJyJEjm3X8ggULiIqK4uijjwbg6quvbs3hKRSKvwlKgDaBm2++mbVr17Zqn8OGDeOFF14I+n5OTg5Tp05lwoQJLF26lM6dO/Pdd98RERHBpEmTeOaZZxg5ciTFxcWMHDmSnJwcZs6cybfffktNTQ07duzg9ttvx+Fw8OGHH2I2m/npp59ISEhg586dXHfddRQVFWG1Wnnrrbfo168f//znP7FYLKxZs4bx48czZMgQVq1axSuvvEJBQQFXX301u3btAuD111/n6KOP5swzz2Tv3r3U1dVx0003ceWVV4b83O+99x5PPPEEcXFxDB06FLPZDEBRURFXX301e/bsAeCFF15g/PjxPPTQQ+zcuZNdu3aRlpbGVVddxTPPPMPs2bPp0aMHa9euJS4uDoDevXuTkZHBihUreOyxx3A4HCQmJvLxxx9TW1vLG2+8gV6v56OPPuLll1/m999/JyoqitNOO42LL76YFStW1F/7008/nQ0bNpCZmcmtt95KdXU1SUlJzJw5k44dO7bw21coFEcyyoR7BLBjxw6uu+46Nm3aRFxcHLNmzWr0mI0bN/L111+zcuVK7r33XqxWK2vWrGHcuHH15sorr7ySl19+mczMTJ555hmuvfba+uNzc3NZunQpzz333AH93njjjUycOJF169axevVqBg4cCMC7775LZmYmq1at4qWXXqKkpCTo2Pbv38+DDz7IkiVLyMjIYPPmzfXv3XTTTdxyyy2sXLmSWbNmcfnll9e/t3nzZubOncunn35av0+n03HGGWfwzTffAPDHH3/QrVs3UlNTmTBhAsuXL2fNmjWce+65PP3003Tv3p2rr76aW265hbVr13LMMcfU99WvXz8cDgfZ2dkAfP7558yYMQOn08kNN9zAV199RWZmJpdddhn33ntvo9+BQqFof+4AtrXTuZQG2gRCaYptSXp6OsOGDQNgxIgR5OTkNHrMcccdR3R0NNHR0cTGxnL66acDMHjwYNavX091dTVLly5l+vTp9cfY7fb67enTp6PX6w/qd968efUCWK/XExsbC8BLL71UL8T27t3Ljh07SExMDDi2P/74g0mTJpGc7C1wMGPGDLZv3w7A3LlzDxColZWVVFdXAzBt2jQiIiIO6m/GjBk88sgjXHrppXz22WfMmDED8E4CZsyYwf79+3E4HGHFaP7jH//g888/56677uLzzz/n888/Z9u2bWzcuJETTzwRALfbrbRPheIwRHo8fAS8BtS0w/mUAD0C8Jk3wSu0amtrATAYDHi0YOGGMYj+x+h0uvrXOp0Ol8uFx+MhLi4uqEk6MjIy7PEtWLCAuXPnsmzZMqxWK5MmTWp2TKTH42H58uVYLJawxzRu3DiysrIoKiri22+/5b777gPghhtu4NZbb2XatGksWLCAhx56qNHzz5gxg+nTp3P22WcjhKB3795s2LCBgQMHsmzZsmZ9JoVC0T44bTb2A/fifZbodG1rZFUm3COY7t27k5mZCcBXX33VpGNjYmJIT0/nyy+/BLzZdNatW9focccffzyvv/464NXEKioqqKioID4+HqvVytatW1m+fHnIPsaMGcPChQspKSnB6XTWjwHgpJNO4uWXX65/Hc6asxCCs846i1tvvZX+/fvXa74VFRV07twZgPfff7++fXR0NFVVVQH76tmzJ3q9nkcffbRek+3bty9FRUX1AtTpdLJp06ZGx6VQKNoXp80GwH8Al2a5akuUAD2Cuf3223n99dcZPnx4o6Eigfj444955513GDp0KAMHDuS7775r9JgXX3yR+fPnM3jwYEaMGMHmzZuZMmUKLpeL/v37c9dddzF27NiQfXTs2JGHHnqIcePGMX78ePr371//3ksvvcSqVasYMmQIAwYM4I033gjrs8yYMYOPPvqoXugBPPTQQ0yfPp0RI0aQlJRUv//000/nm2++YdiwYSxevDhoX//4xz8AMJlMfPXVV9x5550MHTqUYcOGHRAGo1AoDg9cmnWu4XZbIWQ7pTw6Ehg5cqRsWFB7y5YtBzzgFYpgqHtFoTi0FG/ZQtKAAQBU5uQQ061bi/sUQmRKKQPGzCkNVKFQKBR/Cfy1TrefU2RbcdgJUCHEu0KIQiHERr99CUKI34QQO7T/8dp+IYR4SQiRJYRYL4Q4yu+YS7T2O4QQlxyKz6JQKBSK9sNhNrNd2/5bClBgJjClwb67gN+llL2B37XXAFOB3trflcDr4BW4wIPAGGA08KBP6CoUCoXir4nDbOZOYC3gcrvb/HyHnQCVUi4CShvsPgPwuVG+D5zpt/8D6WU5ECeE6AicDPwmpSyVUpYBv3GwUFYoFIrDioyMDP74449DPYwjFmd1NZuACYAjIaHNz3ekxIGmSin3a9v5QKq23RnY69cuV9sXbP9BCCGuxKu9kpaW1opDVigUiqbxzDHH0BUYo5w7m4Vuxw62A/+HN8yuzc/X5mdoZaTXbbjV7i4p5f+klCOllCN9mXEUCoXiUHAOcMuhHsQRjFtL4DILYO/ekG1bgyNFgBZoplm0/4Xa/jygq1+7Ltq+YPv/9oRTXiycNi0lJyeHQYMGAeGVJnv88ccPeO2rpKJQ/JW4EOhxqAdxBOP2y4DmDpIspTU5UgTobMDnSXsJ8J3f/os1b9yxQIVm6v0FOEkIEa85D52k7VO0MS6Xq8nHjBw5kpdeeilkm4YCVCUyUCgUDfEXoPLvaMIVQnwKLAP6CiFyhRD/Ap4EThRC7ABO0F4D/ATsArKAt4BrAaSUpcCjwErt7xFtX8uZNOngv9de875nswV+f+ZM7/vFxQe/1wg5OTn1Jcb69OnDBRdcwNy5cxk/fjy9e/euL71VWlrKmWeeyZAhQxg7dizr168HoKSkhJNOOomBAwdy+eWX458446OPPmL06NEMGzaMq666qtE1g6ioKG655RYGDhzI8ccfT1FRkXZJJnHzzTczcuRIXnzxRTIzM5k4cSIjRozg5JNPZv9+7/J1ZmYmQ4cOZejQobz66qv1/S5YsIDTTjsNgOrqai699FIGDx7MkCFDmDVrFnfddRe1tbUMGzaMCy64oH4s4E1BeMcddzBo0CAGDx7M559/Xt/npEmTOOecc+jXrx8XXHABKmmI4nCmPcIu/up4/K6hpxmT+aZy2AlQKeV5UsqOUkqjlLKLlPIdKWWJlPJ4KWVvKeUJPmGoed9eJ6XsKaUcLKVc5dfPu1LKXtrfe4fuE7WcrKwsbrvtNrZu3crWrVv55JNPyMjI4JlnnqnXzB588EGGDx/O+vXrefzxx7n44osBePjhh5kwYQKbNm3irLPOqq+zuWXLFj7//HOWLFnC2rVr0ev1fPzxxyHHUVNTw8iRI9m0aRMTJ07k4Ycfrn/P4XDUm2KDlf669NJLefnll0Pm3H300UeJjY1lw4YNrF+/nsmTJ/Pkk08SERHB2rVrDxrj119/zdq1a1m3bh1z587ljjvuqBfYa9as4YUXXmDz5s3s2rWLJUuWNPHKKxTth72ysn5bakUiFE2jIjWVX7Vt2Q4C9Ejxwj18WLAg+HtWa+j3k5JCvx+E9PR0Bg8eDFCv/QkhGDx4cH1ps4yMjPo6oZMnT6akpITKykoWLVrE119/DcCpp55KfLw3HPb3338nMzOTUaNGAVBbW0tKSkrIceh0uvpcsxdeeCFnn312/Xu+/cFKf5WXl1NeXs6xxx4LwEUXXcScOXMOOsfcuXP57LPP6l/7xhuMjIwMzjvvPPR6PampqUycOJGVK1cSExPD6NGj6dKlC+AtXJ6Tk8OECRNC9qdQHCocVVVYgfuA+x0OzAEqEilCUx0Xx38BKxBvMrX5+ZQAPQJorDRZc5BScskll/DEE080e1xCiPptX6kxKWXA0l/l5eXNPk9zaVgGrrnXSqFoD+w2G9uBHKDOblcCtDmUllINnAgs1ibPbclhZ8JVNI9jjjmm3ry5YMECkpKSiImJ4dhjj+WTTz4BYM6cOZSVlQHesmRfffUVhYVeh+bS0lJ2794d8hwej6e+bNonn3wSUJsLVvorLi6OuLg4MjIyAIKai0888cQD1kd94zUajTidzoCf+/PPP8ftdlNUVMSiRYsYPXp0yM+hUByO1EZF8U9gKOD2M+cqwidx9WpW4/Vk9rSDGVwJ0L8IDz30EJmZmQwZMoS77rqrvv7lgw8+yKJFixg4cCBff/11fbKIAQMG8Nhjj3HSSScxZMgQTjzxxPq1w2BERkayYsUKBg0axLx583jggQcOahOq9Nd7773Hddddx7Bhw4I69Nx3332UlZUxaNAghg4dyvz58wG48sorGTJkSL0TkY+zzjqLIUOGMHToUCZPnszTTz9Nhw4dmnbxFIrDgLq6OoYBd/D3FKA7vviCHZoTYHORDgcA6wDz1q2tMKrQqHJmfqhyZqGJioqiuh2K1B6pqHtF0RK2zJ5N/zPOACA/M5MORx3VyBF/LTKE4Cfg8RbIpMWXXcYx73l9Rte//jpDrr66xeNS5cwUCoXiMMethYXB3zOkpSveqiAtwaeBwt80DlRx+KK0T4Wi7XDX1Py5/TcUoN2AsS3sQwnQwxBl5lY0hrpHFC3F9TcXoAAtXQDJ7tWLt7Tt9ogDVQK0ESwWCyUlJeoBqQiKlJKSkhIsKuxA0QLcNhsAI4Harl1DN/4L4wngbR8uRfHxvAjMARxaaF1bouJAG6FLly7k5ubWp61TKAJhsVjqkzYoFM3BptOxBqigeTmlj2Q8bne9NmevrCQiMbFZ/VgLC0kETgF+7dH2afmVAG0Eo9FIenr6oR6GQqFoJh6Ph0ceeYRLL72Ubt26HerhBCW3d29uAG4DdHv3wpAhh3pI7Uad3c7dwIuAvaKi2QJ04KpVLAQEqh6oQqFQtJjs7GyiH36Y788881APJSR1dXV0Ba4GRGFhY80PG3JyctjawpjLuro6fHVU7BUVze9IM//uAeLXrGnRmMJBCVCFQvGXxmazcSEQ3Q6B9S2h65Il/KRte/y8SQ93Pp00iftbGP/s2LuXF4D3gNoW+BJITYB2BURtbYvGFA5KgCoUir80cvVqUoETD3PPVrNfEfsjSYCevXs30xtp8+2337ImhEboKCsjApgPOA3NX1kUfg5I7RHGotZAFQrFXxpXQQEA1sPdk95PaB5JArSv9uesrcUYERGwzUdnncWuuDhWa7mtG+LQUheeDHhaUHhC+DtfqTVQhUKhaBkubU1N+lUPOizRNORawH0EeuFW79sXcH9lbi5fAceHEIxOTYBeAAitZnFDsrOzQ2qxAAv69uUObVslUlAoFIoW4tIeziW6w/xx53DgwFvLslCr/9tWSI+HHV98EbqNlPz73/9mQYgaxv6Fv2uCFKOozssD4L8hzuWsqqrf9gQxtX/bowfvN5IfeHd0NJ8BXwC2uLiQbVuDw/yOUigUipbhq2wyIyHhEI8kNEWRkSzQtts6DvSPG26g94wZZD79dNA2JVu3ctZ//8tTp58etI3DT/D5b/tTV1ra6Hhq/dY9g2VhOhE4htBZvzrn59MLmAEU9erV6HlbihKgCoXiL02pxcJPgM1oPNRDCcmifv34F/AhEL1lS5ueq0Sry7vXz3GpIbaCAsYBKSFyYNvcbi7Wtl1aJqWGOMJY0yzu1ImTtO1g67+DgGlAdYgxT924kTd8/ah6oAqFQtEyNnXrxs/Ag4d5jU273U4McCFgzs9v03O5zGYAcjt2DNqmThNU74fox1Zbi88tyB0kbCQcAVpXV4dP5w7lQGUEqnJygr6vc7vpDJThDQtqa5QAVSgUf2lqamoYAkxqh7jAlnDm0qX84nvRxiZcq+ZgY9M8lANhD8P06sjNZSpwElCWlhawTXHHjszTtmUQrTB54UJ+AC4ByoP0Uz+uEAJZuN24gDhAtIMnsxKgCoXiL83E337jcsDYDia9lhBXVUUnbbslCdXDwZf1Z/T8+UHbOMPQHJ1793ItEA04glzfKiF4AXgHcASbxFRUYAV+B+oCJFLwF7zOEJYEnduNw+dtrUy4CoVC0TIitDCWwz3oXedyUb+K2MYa6Kd9+1IOiBDJJWrCEOJO7dreA+izsgK20e3aRQxwE8GFrNTWT/8PMAQwX9sdDk7Vtl0h1mT1bjcOzdtahbEoFApFC9HXefUt/WGeSEHncmETggLA2cYhNzU1NdQR2sy5p3t3XgICpz7w4tAE6AjAvHt3wDbx69bxEV6zqj2IwJaaZvoiEBkg5WJNTQ0+3dUVxNsX4OXu3Xk0JcXbpxKgCoVC0TIM2kM7cHj+4YPe5SLXaKQDsH3EiDY917nr1tEB0IUQoDU1NWQAM0P04/Izp7rr6gK28WgaYy7gDOYA5HesDDCmut27eRyvplsaoqLOVrOZ9XFxvAOUJyeHGHnrcEQJUCFEjhBigxBirRBilbYvQQjxmxBih/Y/XtsvhBAvCSGyhBDrhRChI3AVCsVfEoPDwRJgIO0T2tBcNkdGsjo6Gmj7Ulz9NAehUAK064IF3ALcF6IfZ01N/bYnSBiL9GvjDGJ+3RcTw1pf+wCmY3t+PmOBbMCm1wcdz6iiIga63VwO5PXuHWLkrcMRJUA1jpNSDpNSjtRe3wX8LqXsjXcN+i5t/1Sgt/Z3JfB6u49UoVAcclZGRjJH2z6cC1W/1rkz73ftyndA1zYuxWXWhNT8zp2DtonQ4kDdBE8tmDV4ML5qyTLYeqqfYA0mQDPT0zlH2w4UxmLXcuieD+izs4OO+fq8PC7Swm9UHGh4nMGfoUrvA2f67f9AelkOxAkhggc9KRSKvySvxsezA+/sOliw/+GA3W4n0mJhGhBdVNSm57K4XHwGZIRKd6dpjnX8mey9IbW1tfUevZ5gHrZ+19zlp4364x8HGsiE69AE6OlA9ObNQYds8HiwAk5g0Lx5Qdu1FkeaAJXAr0KITCHEldq+VCmlLwljPpCqbXcG9vodm6vtOwAhxJVCiFVCiFVFbXzTKhSHmhUPPMD6V1451MNoV2pqaugKTOZAk+PhxpvbtnGnb42wjTXlCI+HOCAuSHUUAOEn+IKl6UvOzOQRIAHYMGZMwDY/DxpUbxYMpoGeM28evwFHAdkB8gA7/YpsB8uVC6D3ePAYDBjwxoS2NYe7Z3dDJkgp84QQKcBvQogD3LWklFII0SRXOynl/4D/AYwcOfLwdtNTKFqAx+Vi9KOPel9cf/2hHUw7sjAnhy7adjBHl8OBJKcTty+GsY0F6C5gCtBl06agbXR+GqUjiOBLyM7mbOA6wBFEYBUIwTKgIzA+JiZgG1NtLTohWCMl1VqWJH9sLhfleD15Q32HRilxaSkbgyVtaE2OKA1USpmn/S8EvgFGAwU+06z2v1Brnoe3MLmPLto+heJvSWmQMIO/OrEeT72Z0XUYZyMyeDy4TSbvizbUnjweDxM8HmbjjZsMxj4/QRZMc0S7nv8FOm3cGLBJv6wshgA3A9VBPGN1TidCp+MqIC7AfbqnZ0/6atuBTLw+DFLi8eU8bof17iNGgAohIoUQ0b5tvNmjNgKz8WaAQvv/nbY9G7hY88YdC1T4mXoVir8d+202HtS2nYeJIFk0ZAgLTjmlzfqXHg+RQKUWV3k4C1CTlLgtFrJo28T3Ns0068QrtIPxflpafaL4oKbv2lpq8SZJSA0SonLctm3cCZgBVxDzq14ToG8AnQKscdbU1FDvmxsiwcNZUVH85Ct5pjTQA0gFMoQQ64AVwI9Syp+BJ4EThRA7gBO01wA/4bVUZAFvAde2/5AVisOH/Px8SvF6VVbt3dtY83bh2A0bmDRnTuMNm0ldeTk6YJ/JxFrA3Y7JFFY/9RQ1IXLNNsQoJdJkojewfOTIRts3F9u+fSwHTiN0comamho2AE8BdT7NuAG6ujpqfGbnIILN6HQyEK8zUuwffwRtU+ebNATQitMWL+YnvAkb1g0dGnTM6z0eKpOTeRHYH8LDuLU4YgSolHKXlHKo9jdQSvkfbX+JlPJ4KWVvKeUJUspSbb+UUl4npewppRwspVx1aD+BQnFoMfz4IzPwetKVhYilay982uBi2i7kwKY5Bv6emspwoC4+vk3O05CtW7ZQeNddLD3hhLCPma3Tsa9zZwwGQ5uG29QWFDAGr0aoD3HdH163jn/hjQusjYoK2MbhdlNqMOCAoCZTo9NJtSZkA8V4AmTExpKhZRAK1I9FiwNdD9QEEeYAF9XW0rOigpuBXT17Bm3XWhwxAlShULQMkZXFBMAGVPh5NR4qSnfsAOAzoCyEN2hLqLHbeRXYp629tVccaG5eHl0A+/btYR9zhRBsGD6cH9xuRq5qu/l+XUkJAO8YjTwdGxu0XdfaWrro9cQBjiAm3P8NGcKZvXp5zatB1iZNLhfV2oQtmAftu/HxzB4wwPsiwHckbDacwPVAh507A/YhpeQVt5the/ZgCTGe1kQJUIXi74ImpJ4DnBs2HNqxAGWas8hYoGrfvjY5R7XBwPVAbFQUK/BOItqDip07sQKdwxTYHo8Hl8uF2WxmvJQkhFFKrLnYNQGaERfH1yHWWiPcbkbizYVrDpLYwWazYbVasQsRNPesye3GZvAGfASrMuOorcViteKBwJpsbS024Bmgx7ZtAftwOxxegWYyUQOMD1FpprVQAlSh+Jug07TOywFxGKyB5kVGcjZwEVAXIji+JdRUVmIAEo1GRgGynYpqJ/32Gz2AtDDXXB2Vld6H/ooVuGnbGEZfUoJOFgsDQjhVRXg81GgCNpjm+I9Nm7imqIh+SUl8OW5cwDb/l5TEy716AcE9aH/OyuLG1asZbDCw+KiDs67qamup1em8mm6QSYnP0UlnNnsFsXIiUigUrYXBLxje3U6CJBRFRUX4DMn2wsKQbQEqcnLY1USHI+Py5TiBgZrQCBWE35pI7fOE+wi3V1VhBQw6nTcWtA0FaI3bzVLgrKoqvg5hyo+UklotlMUdRNAOLy5mWE0NRqMRZxDtMttupyQ1lf8AJampAduYNQeqbKORqgBrnPvNZtZGROAERDAt1hdq4xOgqhqLQvHXxGazsXjx4nY9Z65OR6a2FuUOURKqvYieO5e3te1wBOiOUaPoccop1DRh/danbaGlrGuvRAo6zQT7Y5hlyXxlwXRWK25o9sM/KyuLn376KWSb3C5dGA/sTUoimAHXabfzM7AnMREILkBNLhcuo5H7qqs5Okgc6HWVlQyQkvuAoiCesWaPB2mxcL3HQ/quXQe9/2l6Onf27IlLiKAaqM8pTZhM3mvYDh7XSoAqFIeARx9+mIeOPZaVM2e22zmfTUnhDs0z0ROiKHF7Yd22rT4RuTMMJ6IexcXMBLYFcSIJhEsTTELzvg0VhN+aGCoq2AJc6nYH1cz8sZeXAyAiI9lsNFJmtTbrvJdeeimnnnoq+0KsKVdr370hIiKoAK2preUMYKWWVi9Qgnfwrm+6TSam1NbSN8A5PU4nj7hcHFVeTjIgg9x3FkBaLNzjcNA/wDq1b63VhbduaiDsERH0BnaNG3dkmnCFECcKId4SQgzTXl/ZyCEKxd+SpT/+yO+A7euv2+2cZWVlxHbqRBXgbCdBEgqd5swC4G4kR63b4SAWb3LrnGA1JQMdp5mqPZ07sxj+jDVsYyKqqynWtivDMJf7BKg+KooLU1L4fsiQZp335owMqoG8778P2qbb/PmsB6INBowETnlXo30fomNH7gdKfSEmDbC43bjNZtw6HboAWnOtpolHGQwUAr0zMg5q43Y4MANYLLgAEUBA/nv1au7ds4eTU1L4MkiMrFNKsgDi43lWrycrLS1gu9aktTXQy4A7gAuFEJOBYa3cv0JxEIv692fhP/5xqIfRJK7do5V3DlGaqbX5ODub8yoriQFWDh/ebucNhrGigmydjonAjkZqNxZv3oweuB+ImDs37HN4NOHlGDmSY4GydogNBPhfbCx5QA1gD8Pzt0an43XAmZ6OXq9vVriN2+Hg/4BIwL5yZdB2pqIiBgNCqz3qCmDWtm/axH5gYEUFjxF87bJICGpjYnALEdDxqdY3SdLOFSgOtM5m42mgoFevoP10sdlIdrspMZup9CVuaICrsJDbgcSiIp40mdjavXvAdq1JawvQKilluZTydryp9ka1cv8KxQFk//ILx27dysQvv2yX5NGtgcfl4kxtDdKkaR5tjfR4GOZykaw5hdQeBintrFVVlFqtLAJKG9EMS/3W1yxNMOHuSUzkaSCqUyeg/eJAv6mr4xeTCSt/1rIMRWVMDNcCjkGDeLOoiLMyM5t8zlK/8A5XqAxIWkxl1ogRzACcAQSWvaiIDkC01UoXgnsvjzEamTt5Mi69PqAGWucr3O1LYBFAgNa6XNwJFA4ZElSAml0u3GYz/7TZGBEsDnT/fv4LJO/bR7IQGNvhHm9tAfqjb0NKeRfwQSv3r1AcQP4vv9RvF6xd267nbq7ALt68GV+abks7rUVWFxRgxLsW+J5ez8AVK9rlvKEo9ngoSUzkPCC2EaG4Wwima9uiCTGSWxITuddgIL6yks1AfJBUcq2J9HgYUFREN01oOMJweqqtrkYHRERE0MfpJLkZTl4l/k48IYS2rqYGmxBUdOnCF4AzwH3sc76KNZnYC6QvWXJQG4/HQ11dHREREVQZjQRyz/KZpkMJ0LqaGmKBCKMxqAC1uN24LRYurKxkdBCrjc/RSZjNZNbWMnXRooDtWpNWEaBCiBeFEEJK+Z3/finly63Rv6J1WbJkCccffzx5eUd+cZq5sbH1SY5L1q9vt/Ou/uYbCg0GVj32WJOPLVq9GvAm845uJ02wUktaoE9K4hSPh05tEAdatW9fkyYVM8xmvpk6lfeAPo1MfnZXV/MV3nJK+iaE4LhKSugYGYlRp6N/E48NhNNmC5oMwEfF7t3M83g4TdN2wxGgMYsX4wYSdu/GLURAba4xqvw0UBHinHqbjRqdjriaGo4ncKJ4hzZJMXfsCIAMEP5TV1bGL8CwXbu4a+hQ7vdlEvKjPCWFeKBs8mTvjgAWANf27ZQD/det45wuXZgZIA7U6vHgiYjAFWStFf68zoaoKK8T0RHkhVsFzBZCWAGEECcLIQ6esigOCz65/35Wz5vHzHb0AG0rtm7fzkwgBdgRpNZgW/DWL7+wSkqcb7zR5GMrtRqMj/XowZWRkWEfl/Xdd6xMSWH37783+ZzVmsA0pKRg1+nQtXI8ZG5GBsVduvDULbeE1d7tdlNaWkpycjJ1gGgkvMSzdi0TAZvJhLEJ2tnp8+axvLoavcUCtMwLV3o8bOnQgQ1JSSHblWtrnjatnTMMAerWLBHm2Fg8Oh2iGdaN6rw8HHgnGdUhhHx2RAR/REfTa8sW5gLuACFELk1ztGim70DXra6khJOABJsNo9GII0Abm91OOWBNSuJuCOjY4xN8+shIKi0WqgKE/swXgpJOnYI6KwG4fN7F0dF4aJ+C2s0SoEKIA1yppJT3AZ8CCzXBeSvUFyFXHGbcnpFBGTDhzTcP9VBazIQFC7guLY0iIG9/+1Wr27xlC24gqbi40bYNKS0oYC9QNnYsy5uggb7x0UeMKioi5447mnzOCpuNnwBDjx5eAdrKXri7P/2UJCl5/6WXwmpfumMHGVIyqrCQOp0O0YhAHzR/Pp/rdORFRVEWxIkkEIbaWmr1egw+ARpGSEkwcjdvZkhVFUMrKykKUYi6SotjrO7dmzeAyjBCUnxxuea4ODxCNEuAZqSlYQFOHTKEV9LTg7b7uFMnnurbF6ElLAhU4q3UYuETINLn3BVIgGpmXl1UFOfv2cPVAeI3xbZtPAnEV1fzrNHITk2j9cehWQX0UVFcUFHB2AYmWofDwVlSsmX8eK8ADXJtXNo1NERH4xHi8NVApZQT/F8LIY4HrsDrdJYE3CilbN8ocUVY1BQW0k17iKQ24+HfWiwYP56dZjPFW7a0qJ9z9+/nVKuVh4G45ctbZ3BhcPvy5YwFUpqhyf2elEQ/q5V+8fGcW1sbdm3OnzZtYhkQG+BB1Rj7YmM5FTCMHYtDr0ffygLUuW4dEXjrBzrCuCYV27ZxNJBoNmPX6dA3ooFaSkspNZt5YuRIHmlCeILBbqfOaKzXQIPFM4bDjsJCTtK280J4Ats0D2vPiBFcAxQFCQHxx6PV6DTHxbE1MpI9TbBM+MjPzyc+IYGExMT6WM9AVFdXExUVFVKA7urYkQuA6H79vDsCXLf69c3ISAZUVjImgKZt3LmTO4Fou52eej3mACZ0f8F3Tnk5RzdYXvCF1ERGRuLW6YIWAc/t14+OgGfo0CMuDvRe4H4p5STgHOBzLYxF0Qps/uADMq64olW8TLO//x4dUKDTkdxOWVka4qiuZtLSpfR0ONjy1FPN7qdizx7ipYT0dG4BOofQClqTkm3bON3hQOp0xAKVublNOn7Pnj107dqVgfv28S5QHUYidVtpKV23bqUISGqG41GptqYVHx9PkcVSX16qtbBkZ2MASoHCMByUfFpaRFoa9jAEelR1NVXR0URFRYUUDg0x2+04jEZ0UVHMAaq0cIrmsGPHDnxTl+oQ95pD+z4T+vZF4HUQagypCQlLfDxP9uzJ21ruWH9sxcUhnwHjFi3iMSG4bN8+bgkxMX1u/XruyMpC50vTF+A5UKUJtejYWG7T6QKGhDh8savR0Ui9PmBtUZ9wNMXFsbyujuOWLj24jb/pNcD6b21WFnnA4M2buXfIEG4fNCjg57K5XOQDlpgYXo6KIvNICWORUk6WUmZo2xuAqUDTvSsUB+GorqbrJZcw4e23WfvCCy3ur3ThQgC29epFopTYDoEWumHDBk7XtmULvCLzly0DwNy/P5V6PYYmOog0d0KS+9tvAKzr04cMIL8JJasA/rVgAfc5HOi09HI1YZies7/7jl+kpL/ZTEe3G6emsYRLt6+/JgdIjo7mgSFDeLhPnyYd3xjJxcXU4o1BLAvDqlCraWmR3btzb69evNHIeBLtduoSEpi+ezdPN0EDNzudOCwWDElJnALsCuDoEi693nuP34AioCqEJ/CGDh04G+jcpQseoPuvvzba957kZJ4BIhIT0ev1uBsIkZ0//IA7OZmFU6cG7WPQ3r2Mc7lIr6tjeIjfQoe6OqKECKmBjv3xR4oBk8nEGxYLO7VycP7UOhxsBERiIm6DAUOA35PPNG1JSPCm4QugPZbGxfEAILp1wx1g/ddeXEwnwGI04jSbqQnyu43avJmHAKvbzcfR0azv0iXoNWgt2iSVn5RyP3B8W/T9d2PLzJn45swVX33V4v7k2rVUArpjjgGgqB09V338sWYNPwArTSai8/Ob3U+Z5s0aN2wY1UYjxkay2fhTW1rK1qgoMhMTg5ZhCkaFJrjLL7uMY4D9TSxOPbysjG4GA0Ytz6gtDAFaps3cd4waxXygsIlmXP3+/SQCkYmJRERENBoHKqVk15w5eMKIm3TU1VHucLBGC7avCSNxgFPzAI/v04f8hAR2h2prs5Hk8eBJTaWj3c6oJqwbvxcVxbJevTBo5bTCSasXjMg9e3CbzXS3WpnbrVvQdtkuF3MsFuK0Np4wJjsbk5J4ICICg8XCA1lZ3Nmg3Nzep54iGugxb17QPqJra6mNjsZtsRAR4p62ejy4rFYqBg3iFMAWQDjqamrQCYEQgn46HREBwmIKUlIYDLgnTEDq9QEFqC91nyUhwRuiEuD6lyQk8Chg6NYNT4A1Tl8sqSE2lqmFhcwI4kEet307DwIWIejs8RDZDvme2ywXrpTy0EdqH2IWnnMOC0aODJjpI1y2Z2SQB/xstbK1FbTF90wmHu/TBzFgAF8Apc0orHz99ddz6aWXNjsovW7WLE6Jj2fJMcfwbJjJtgNRlZ2NC+gwbhw2iwVzE7SyOV98wc7aWkaUlrLxnXeadF65eTPVQJ/jvXPE4iZ8L47qalI8HtwdO2LSvDTrwkik7tq4ESdgu/ZaTgQKmriWZywpoVQTIufl5nK3Vsw6GO+88w5LTzmFRcc3Pg/O2rWLkcD6a64BwB5Gqr0iu51VeM2cx1RXMz6EGTy/sJDxwP4TT0RarUQ2wTnkf243WUOHYgT2AEMC1Ii0V1ayYOxYNr71Vsi+EktLKYmPJzU1lfwQE7+YTZs4JSYGqzZBIoyJnb2oiA5RUQCkOBykNHhmRGjf16144y8DEe904oyLQ1qtWENYV6weD9JqxZOayhzAbjYf1EZvs2HTfps/19RwgjZp9MeXojAmJobqyEgKA/yWpSbEIlJScAWJ8XQUFdEJsFosSCEOEqC+kBpjXBxji4s5tago4OeS2u/fEhfHp0VFnNcOsc4qmXwbseXjj5k4axaTMjNZ8e9/N7ufN4qKOG3oUD4880yebKHjh5SS73bupPy44zAdcwwzgFztoRoumzdt4n+vvkrMzJn88cQTzRrHGRkZPGAyUTZ+PJ+UlTVbK5idmkpKdDRxPXpgj4ggogkOPT+uXMll2nZJiLyhgSgoL2dtTAypJhPrgfgff2z0GB+Fa9eiA/Tdu2PWZv72IA8Efyy7d7PHZKKTptUUhiF0Dzi+qooKzZGmu83GqEZm5y+//DJ6oEeANauGbNFMtiOnTsUFyDDWdH9NTeW01FT0JhOn79/PxSEEaF5+PsuBmGHDICqKCAKnn2uI2+kkpayMjlFRGMxmukJAK8Uf11zDpD/+IPraaw/uRMPjctHZbqe2c2cesNs5O0QlnZNXreKR6mqMWvJzwtCYZ8ybx+/amqJHp0PfQIh0LCnhc2CWyxUwUbzTZiNBSjzJycjISKIIvEThcTqJBGRkJFabjTMAGeD+83kvA17BF2CyHL9wIRlArN3O7AkTmKItSfjz81FHEWMyYY6ODpokodu8eeQBMcC9w4dzS//+B3427boY4+Lw6PUHXRsfUrvOlvj4ZnsyNxUlQNuIrxYs4L9CUAfI2bOb1Ye9ro6lS5cy6bjj6NmzJ3v37AnLwzEYeevWMaW8nFE9epCsPbyLmvggLrj+euYCTwLuzz5r8hgq9uyhp8NB7eDBpMfHc4yUFDQhNZs/O3fuJK1HD4ROx8yTT2ZyQkJYx0mPh9offuDEadPI1esxNjCXNcatTidvTptGQloagwFdE5ISlGgJAyL69MEwfDiDgN1hODskl5RQlJhIR4+H7YC1iUI/ymbDpmk4HrMZS4iHS2l2Nvr169litZLmclHYiJk/8t13mQf079uXd61WtoQRtpGfn0+qZvJ1m82YQ1gzKlas4CKga3x8fU7VmnDqh+7ezVZgwvbtGHwlrgJM1qxaNqtil4v9Qe7FgrVrsQK63r3p7/EwKMSkJ7KmBltkJAhBLUAYwt5YW0utr3i1Tofw07Jra2s51uXix6FDOQ7IDZDntiQ7m2xAdulCbXIy64G6AOuglSUlfAxU9uhBXG4u3wLmAGv4BrsduzYel04XsAKKIS+P8UB0QkLQONDKykossbEAvJiQwKJApm9tnFEdOuA2m7E1uDcrTCY+BwxdunhNxUEsEKKuDgdgMJuRh3MYiyI0brebN376iYzTTyezWzfSm+il6WPbe++xua6OaZ07M6migkopyVuwoNnjyvviCz4FRsfFkRwVRQmQPmtW2MdLj4e0pUuJjo1lc0ICKc1IhL5TE7rRxx/PgLIyFgLlAdKEhcOVixZxhaZVRSclURZmXtk98+fzSWEhV1ksFMTFEReGBuijvLycvLw8Bg0ahDkmhkpA+FUVaYz9hYUsA+KPOoro1FQ2AaWNWBZcLhfneTysmDKFxPR0egOe3aFWDQ/mV52ObC020GM2Yw4hQLNee43VwKRx4wDI9UuXGIjoTZvordcTGRvLKz178msYIRi3LV7MI74i12YzphDjsSxcyAdAp/h4XKmprARsYSw9VGr3pyE1Fb1e7y3G3EAQeFwu+pSU8HlCAiOBdUFM2zm7dvE2YJ4wAUdMDLEhvrNYux27ltTjf1YrmwOsMTbEXFdHnWZKlQ3WAbOzs9kNjBw7lnmAJ4AZusDlogdQduaZ7Jw8meEETqZQVlvLhUDZscfWe+EGKjK+ODqaJR06AOAMooHWC76OHRm/dSufBLBqjFi1iru1Y39KTGRtoCQUVVXYAIPFwtR9+zi/QYa0vI4dORcw9e2LJ8haKwB1dfXpBD2gNNAjlcwPPmDwvn1cMGMGRccey3tuN6VNeEj7KP32W9KBIaefTlLfvkQCxS3wWq1duhQP0OPMM73OJICuCePa8c039HQ4qJo6laoePeheW9vk9d3KX3/FA/Q6/3xitBizar8UZOFSnZ/PmTU1DNS0qmFlZbxUW0ttGIm7d7/7LgBd/vlPvjjjDCYZDMgwZ6t7vviCTcDR2sOn3GBA34SE8EuBCTodXSZPJiYykusAayMaXnZ2NitdLmInTiS6Y0evVhMqWXgDamtrudFmY+eppwLeuotWCDpDd/z6K1VA74cfBqCqkbWkpIIC9mvaf0pyMlVhOEX1rKoi0adxWSxEhLj+MjcXO5DYty9FkyYxGqjUPEhDUa15+po6dEAIgROQDQRB9rZtPAN4zjwTgG1B7sVNlZVcAaSeeiquhAQSPJ6AJlLp8ZDoduPSrscrKSn8EaSSiT8WzVsYICshgTV+k5CSxYu5FRg0bBgAzgAWD59JPyUlhSjtNxEo3KfML5ypPjY2gAB922zmN61ijzuIBkplZb3gS6mq4oQA12Pw7t1M0Z4RPd1uEgP8VnQ1NdRoYVVjioqY0mBC6h8HKg2GgOEyAF+OGsVQTUBLZcI9cql7+mm+Ak476SQiLriA+4D1zYhRjFyzhiyzmcS+fUkZOxYA2+bNzR5XxLZtZJtMRKakgBCU6vXowxA4PvY9/zxuoP9992EYPhwLkKOFdIQ9hg0b2GU2E5uWRqJW89DejMQAu+fM8fY3ylvwp2ttLZcDFWFoxcZFi9iv05F+8sl0GjKE4srKsB2ByhctYgCQrtUkrDKbMTfB22/r1q306NEDs9lMZHQ0LwJd1q0LeczeH3/kYmBA9+4InY4SvR5DExKq52RloQO6a6ZiW0ICmwielSdl+3a2xcfTZdw4ZhsM7AgRx+iy20mrq8OmJTd4cNcu3tG8o4PhcblIdrtxaU42MiIipAA1FhZSaDAgdLp64VAVxjW3aYLGqoUzfKvXs8/n2KOxevNmHgX6XHstc4xG+gVJb7l740ZMBgNdu3ZFJCVhInD8b3V+PhEAWvKERIsFwtCWrU4nLs30PWvAAB73E7py8WKeBfoOHeqdBARwYDL89htzgA5At927WQ44Azwr5O+/UwWk7dsXUoDWlZYSr61pvtGpEz8EML2KmhqqfY5DRiMmDl53Ndnt2LXJzn/37uXSAPe63mbDpq23Sr0eXYN7oe/s2ZQCcRERfHrMMQwLMiGpqq1FahOPt1NS+PlIiQNV/Im9spLB27axNj0da1ISQ4cOJRLYEaCQbGP99C0qYp9WvzBlyBDvemoz1wvdDgd9CgrY55fFpdJkCpgZJBDS46HbihWsi48neeBAko8/Hhewrwmfy+PxcJbLxVvTpgFejcKBV8NoKiWa4O548skAGLUfVVUjpk23w0G/vDx2amung2NieAnIDSNWD0CuW0cV0Emb0GxKTWVTExyx7v7xR57RZvNCp6NSiJCJvwF0X3/Nu8DAgQMBqDSbsTTBe7r622+pAwZpThYbJ0xgCOAIILQq9+6lV10dVUOGIHQ6Hh02jC9ChETsmTePCECvaUeeuDjiG3EKK1i7FjOg0+7tlRMn0gcOin30EVlWRqkmXDrs28dqQIThYVmnTczitet2ndXK8r59D2iTM28eyXo9gwYNorPZTHKQ++fUL75grV6PXq+H9HTWAqWBNMHKSsYAxZr38gd79nB9GI5YzxoMbNFiVA0GwwHXwpOT4/U2HzGCEp0OfYAlA7FxI1OA1B49iNLpGAM4AlgCHPn5RAGRqanofYkUGpijpcfDloICztN8AzKSk1kVIM90vtHImogI7wvfemkDi5TZ4ajXrF1Bcvz+kprK21rOXU+AhAy60lIiAEtsLHqjEWeQ9fKj163jOu2zzE1IIDOMDFAtRQnQVmb1o48SLyWWf/4TgNTUVHYJQb8PmlbZbcNLLxEDREz3FnHSGQzsM5mwhOHhGIits2YRLyW6k06q31djtWINM/Qjc8UKXnA6KTrvPAC6nXYa0UIwN4ALfDBWr17N/tJSBp3uTaOgMxgo1OsxNsEc6UO/dCn5Oh1djz0W+LNqhK0RYbz144+910ELSE/v1IkbgBotwURjdMjKYntCAjpNaP4wfjwPhmFOBO+kaIDNRqzfD7tar0ffSJhD5Nat7DKbsWrmqbWdO7O6kfqZ/tSsWYMR6KBpzRHaQy9QLOj2Dz5AB8SecgoAvXv3JidEooiszZv5CYg/8UQAZHIyMXjjbINRqKVcjBw8GACRnMyeIOMBSK2qolK7ZpEWC8MBdxjxw+uiorheCJI1S4fRaDzI4/u4r75ikdGI2WymIjmZlCATyqTSUiq1kly2KVMYDuQHCNvILShgBRCnfTaH0YihkQlFTU0NL9jtlBx9NAD/WrOGj/1CgQz79pGv16M3mSgzm7EEMIOK3FzKhSC6UydMvjJqAb4Dl2bqje7WDZmezrHA/gZJLGpLSzHjLX0H0NvlonMAS9UHXbpwj29Cot2PDRN8RDiduLT7zRMkDd+iiAgWadqiDOCBrKuspFK71kft2cOTQSaPY/bs4STtt9TN4Qj6XbYmf2kBKoSYIoTYJoTIEkK0eXJ76fEQ/frr7DYYGKaFrgghyI2LI7GJpcNmr1jBewYDg2++uX7f/PR0fm9i0L6PjzdsIF2no89tt9Xv29CzJ3PCfBB/8MknvGk2M+Y//wHAEhlJtz592Ohfg7AR9j/0EE8AU6dMqd/3TP/+vN1IdYuGeDwethcVsTUtDaH9sHxmurpGJhhf5eRwFNDnppsA6Dx+PG7AFUb2nMrcXK92pj0cwTtBKiwsDGsNdccXX2AGIiZNqt9nMxgwhRCg0uOhe3ExBX5ZVeZOmMDDTYif1W/cSJEQpGiCpHd2NksBe4CEBz9VVDBVp6PPJZcAcElJCZt276YuyENrSWUlp+t09NCsCnptIlMaYl17b1ERs4FETWB0KSnhHqA2gGdtdXU1R3k8rDv7bADMmgnWFca681q7nW86dsSoaa+LKiv5h38lGynpVlpKUefO3j67daOT201dg77dDgdd7XZqNeuNz4M9kNm/cvFiLgG6+xxwjEaMjQjQwt276QV0yns4lgAAMUJJREFU0tZNrS4XSX5aVmRpKSU+0+TQoTwb4PdiKSqiUJvMmrR+nAGEnlsbc2x6OobYWBYD1ZqG6MO3DKLTrvVtu3Zx49atB/VVVFRUfy3qYmPZADgbmIM9Hg8OzXM6WJWZxMJCuvueQwGeb4aaGqq1CWv3khL+GcSBy+xw4NCuwaN79nB1E73rm8NfVoAKIfTAq3jTCg4AzhNCND+PVxgs++YbYmpq2D19en31B4DK9HTSbbaDTCXBKCoq4ulff2XF5Zdj8YutWn388TzTjOwatupq3nvvPQZOnUpyjx71+zdOmMCDYYypYs8eDG+9xfTTTyfObzzXR0VxUYik2v64HQ6G/vILJ8fFkeTnlVgwaBCLmrCeB7B48WIus9nIf/zx+n1RaWlU480ZGwwpJR9/+imxkyaRpJkPTVFR5BoMmMLwal3w4498BMROn16/7/jsbPLq6sLKZ1v8zTcAdNe0eIBasxlTCEesnd9/T7KUyAl/1m9ITU2lsKAAT5gZlJJzc9kTH18/2YhyuxmHN4C9Ib8tW0bxUUcRpZnEo3r2xAjkBtHQ1y9fTr9+/eq1WpMm6CtCJGpY6nTyfwYDnTQB2rmwkP8A9gDXcMeOHeQDHbS17gjt3glHgEauW8cIv3vNCpj87veCtWtJ9njwDB0KgHHAAHRAXoNlibylSzEDei0+MVUIlgOR2jq8P9Hz5zMT6KJdB7fJFDJEB6A6I4MdQH9Nq26YVzaxpoZqTSiW9utHRgDNKqaignLNzGoJNckoKqIGiIiPx+R2cwFgbWCKrtKcr4ya1u/W6wNqji9v2MDVmmKQpS0LOP0sUm63m15SMu+MMwCCxnA+t2MHV2qTuZkTJzK+wRqnyWbDpglYaTB4hVaA8UQ4nTi1+1A5EbWc0UCWlHKXlNIBfAac0ZYnNHfvzl3nnMPoBjUiDUcdRQSEXcdx7rRpdHc6uUnTknykd++Orryc8iZ69P5x4om8mZ/PnX7aLEDHjh2RNhuVjTgSrbnwQp6rq+Pe//u/A/YPiorijKqqkOa6+jHcfjtpLhe1mmnbx9CoKI7ZvbtJeWm/eOQRYmJiOF3TegBihwwhGsj0lV8KwLrXXuPOHTu48rTTDthfFBtLXBihKB/89ht3pqYy5Oqr6/dFxceTQGiNy0fC4sVsiYggVVsvBHhhzBhuDJGzc9ennwLQ46qr6vdNzs6m0u2mIoyMPyXbttGntpYqTfsEb9koOLjQc9nOnUxZsoQZY8bU74vXtosDZKJxOxy89+uvPOlbBwNMRx3FI0B+iO9zw8qVDBw4EJNm+tZrGkpdgPuo+OuvuQvo17UrAJGaZucJYw34njVr+LefA1TDhAB7vvsOgLjjjgMgetw4ZgN7Gkym9mthPHGawE9MS2MMoAvgsKbLy6NQp6uf+LpNJkyNTHRqNL+GKG1Sh05X70jjdrvpLyW/a17Cg0wmTsrPP+j3kuNyUaRdI2vnziwFKgJYKdaZzXwSH48QArPDwUdASgMrUrW2dmzR+vMYDAEF34C6OuI1zdCoCTj/WNCSkhKklKRoAvHLHj14O0A5s1i3G5cWK2owGg/KcLY4MpJlmpXAl783UDxvpNuNW7M2eIQ4IJa2rfgrC9DOgP/UKlfbdwBCiCuFEKuEEKuKmhFq4s+IESP45MsvsTRYcE/SqrEXNOKxKj0eFp56KuctX87ro0fTz1dKSGNCcTElQH6YWl/+6tUsGDGC45YvJ65vX4454YQD3h+7ezc2Aj8cfWx8+23GL17Mku7d6XfuuQe8Zx4xAh2wu5E4wf2rVtHj1VfZGhHBmAbVV8aVlTHT7Q67rFnG5Zfz6rx5zJwyhUg/V/+oqCgMBkN91ZGGSI8Hz/33M00IztDMkz5qOnVCV1cX0gy7OyOD3d98w4UXXuh1JNGwaN6JlY3kf928aRNvVlWRrTk9+fCkprI3hAn3vl27OKF/fzprMZngLU4cAZSGcc1+/vVX7gYSrriifp9BE1jOBprMpuee414pmaqFLwB01szNdQFCbbZ99hlxQMLo0fX7YocP50G8afMCIT0e3v39d57wEyp67ffiCKAxmX74gfuBfpqWGNWxIwuBkkYct8p27qSDx4PL7zfkaZAJp0bTNNM14dTllFM4A1jTwAz5R3k5jwlBT82MbE1K8oYSBTDhRhcUUOCXSGJdnz686TfBCESd5i3bQXNMk3o9vjssPz8fm9tNirbWOLK4mHfdbkr9NPzKykpOcTrZcM45AESlpzMe2BjAc3aWwcDH2mTKpE2kaPB593o8PA7EaFp/oNjLuvJyogGpmZPTt2xhGeDxW6oqX7OGL4A+mtVsY4cOZDSIEXbabMRJidS05jG7dvFIg8nRGxYLv/vuSU1QB6ogo/N48GifSSoB2j5IKf8npRwppRyZHEbAc3PoPnUqNwjB0hDm0nWvvMLq5GQm/vQTyzp35pgAwdJxmuZSFiJMwOl0MufDD/mjQweSRoxg0urVLOrXj7GrVh3U1jfjrQjyIF799NN0vvJK9hkMDAggtFN9uWBDOOCsXr2anGOOIdLjQcycib6Bw41FK9tUvGZN0D4Asn/+mcV9+zLhnXdYExfHae+9d8D7QgjeMBoZsmhRwOOXXHUVR5WVsfmss+qdcXysvfRS+ns8BJtAuR0Ois48kwUeD7c10KAjteQEthDhM9Lj4Y477mCm1croBvlWR1VWckUQh5jVf/zBypUrOd1P+wSI0BwuGhPaLpeLp956ix8GDGCwn9m4XoA2WA4wf/UV+3U6+l98cf2+2G7dKBICXQDv78I338QF9POzlKQkJ5PMn0kMGrLjm29IlpKoo46q32fUBKgzgFYZv3MnO2Ji6pdE9CYTp0VFkdFITdAd77/vHf/kP6sqNoxn/Eqv59bUVGI0C0BCQgLx8fHsbGB+npOTw5eDB9ffN0Kno1Svx9DAciM9HtIqKijr/Oc8fceAAbzaSOk4XVYWJUIQr/0e96Sm1vsmFC5axPNAX9/6pvbdl/it723V1if7ayZmq9WKTqerz1XrT+XevXTStECjJswahrFsxVufMkWbtHgCVFop066RTjPzWuvqGAu4/c5Zs3kz04Fk7Tffva6OPg3GVKbdwzpNS+1RVMSMBsLRVlxMgmbClhYLVXBQDV273U4ykKGZiwPl1G0L/soCNA/o6ve6i7av3bHExbFo8GB+aiCopJTMmTOHe/v3Z+gNN5BWVsbCs85iTE7OAWuoPjpqJiR7AIGXm5HBe+eeS9euXTnt4osxlJaSMXYsOb/+yrFbtvw52/QjVvvB2Ro8iB0OBw/cfDPd7ryTEqMR/fz59T9uf9ImT6YOcAdI7pCbkcHV557LyJEjeSQykpw336TvP/5xULtozXW/Mkh864oVK/iqXz+6TZ3KyO3bWTh0KP2zs+sdQ/yZ5HbTLcBa5ppnn2XU22+zNjaWCZpJ1J/e2ux+R4B1u9rSUpb168fIkv9v777jo6rSBo7/zkxmEtJIoYUUpISOSG8C8io2VMCyuiLWVd9V2MVdxbZu0bWtIq6v7r7qqruKq0hZRQWVF0OR3gk1hJoQCJDek8k87x9zZ7yZzIQkJAzB8/18+JDc3LnzZCZzn3vOPec5OWy+/XbivNYijDJGMFb4KeeXd+AA6xMSSFyyhBdffJE2Xsm77+nTPF5eXqtLTpxOqidM4J3gYO7yajFHGO9FWR33bZ0OB8tGjqRnairP/ulPKNNJ3Nq2LWuBMtO2rM2bGXDyJGnDhmHxGlg2Lymp1uA1R3k5XTdsYHtMDLGmqSFhYWEcBi72Ux84y7i9kWxKuv4SaMHRo/QqKiLPawmy1q1bU3CGLtyyzz+nFOh1772ebSnR0WwxzQNdvH8/mcYobrfPRbh73jzP91WlpdhWrOBSYwSzW5Hdjt0rGZzatYtYEcQUb7TVSvszjLKOPH6cLFPLbEO/fsxwj5Ret44ZQILRJRxu/L0Vmgb1lL33HqlAX3eCV4rVSjHKq8fLWV3NusOHuc/oovXXAi1KTycxPJwI40Jrae/e/NEYkevmXrLOfc/bXdXIvDRamfGZCDeS/u179/K81+ekwLgwsxlJ3dz6BtfiCxm5udxs3CLZOXYskUClV0vWU0jCSMSfdOrEvxqw8HpjXcgJdCOQrJTqrJSyA7cBjStK2wQmjRtH/PLl5B8+jDidrH/6aWZ268a1117L3OJiUn72M8JOnmTswoWeKRLe3K2BINOHp/j4cVb16kXH0aO5au5chg8ZwueLFtG/tJTL1q7lImN6gS9tjNGkVaZ7aUfXrePSUaN47q9/5Z3Jk+l47BgJpgEsZkEhIWxs147DphP58U2bWNm3L+1Gj6br/Pk89thj/Hv/fvo98IDPY3QwuibLvEbMbX/zTSaPHcuwYcOYl5nJilGjKN65k7HbttUYWGVWEhxMsNfJ6rtvviHoscc4GhxMp82ba7WAAS5OTmYBUPq3v9XYvmfOHLLi4rj00CGWX3EFYz7+uNZjY3v2ZA6Q4eM92/H3v1PaowcDjx/n1smTmT59eq19VFQUVlwT8M1W/uxnDMnJoft119UYuAUQZSQsXxVpAI58/z3b27blqo0beXjAAG4yuvY8evZkJHDcdFG0+/HHCQK6PvtsreNtHDeOd71aW2sff5xEhwOH1/vqr3UGrmTULSWFrVFRdDC1QGXgQNoAGV7TKXbNmoUNiDG1iAHmFBRwu48eGreiggK67dzJtsTEGn8rHyUlscA44ednZDDi0CFGeS1cbW3dmvam5Lz7/fdZVFbGHV51lve0bct+r4uKDYcP0x6wmnopxmzbRlod67dWVlbyZFkZa4z7sOCaB+q+D1hpfLbaGr1P7jmtZaYeAdm6lWSg06BBnm2JQITXff2sDRsIAWzG72y123G6gqix34QlS1hu2pYRH88yr4uqrJMn+RKINLrvfSVQ93klyrig8DXH84TFwh2AGMeRoCDMn6QcI1EHuVvNPu61AhRs3MiHQDfjYmBrmzasM+6rNqcLNoGKiAOYBnwL7AE+E5GGlwNqIrePHMmHTidpw4axKzKSYS+8wE1ZWbz33nvsPnCAcXPn1upa9OVAhw4kGh+q1LffJjcpiVF797JywABYt47Pv/yS66+/3rP+YV0iOnakAFDGfYvsbdsIHjWKy3buZMGCBTy5cOEZY9rx+99zd14en7/7LsuHDyd6yBCG79rFut69uWPtWl5++WWiva5ezWKSkzlusRBkVGoqPX2aVT160H/6dIZu2cIrr7zCP44fZ9wPP9DWOHn4UxYaSpjpA/z1119z3Q038HiPHkRt2uSzFQ2QkJzMUKuVcKMrury8nKeeeop/3XknoQ4Hm198kcv83L+2R0QwPSqKtaYWvtPhYPlVV9H7oYdwKEX6P//JuIULa7QC3SzGibnYdO9o62uvMWLBAta3b8+Yzz7z+Zq9pxQHvE5qFYWFLB8/nnaXX06X/HxW3XknY3x03btHzJYbXWUOh4N9GzawoU0bErzukwN0T04m4vhxCoyJ+fn5+dw1bx6vdOzIkOeeq7V/QUiIz0IPKbffTkJ1NY5HHqkZT+vW5AAlXifFvUuWkGG10ue++2psjwWi/czxczqd/GrGDEaJEPnqqzV+ZrfbPYsxHF64kI+BUV49GVVJScQ7HFQag4/yPviASqD3tGk19lswejTPeN3bXLFyJfl2O4PMF63G34W/hevXrFnDN5WVtDH1Mlyzdi0H3YOfjh+nHNfFM+CZ01ptuniKSksjPSysRq9VaVAQQV7dnNnGRYc76SmLhZF2Oz+YBpgBxOTkcNp04ZFQUsJQr2pUOywWbgA6GInfnUDN9yblyBFKgDbGBZ+vNUMPFRTwMdDGfUFltdZIoO6WbrDx+ycdOcIngMNrWmBZaipTgbbGa9ClrIxu52AeKCKi/xn/Bg0aJM0pZcQIEZAMq1VW3nWXVJWVNfgYix98UG4EmXbVVeIAOWq1ytb/+Z9Gx/RGYqI80a+fVBQVyfaICCkG2Td/fr0fX1JSIp06dZK/gFSDrOrcWY6uWNGgGKaNHi3Dk5Ol4OhR2RYZKdUgKcOGSWlOToOOs6JPH8lRSkREDixeLP9js8nQAQMkLy/vjI9d2b27FIKsnTlTHkhMFEB+cffdkn/48BkfO2DAAJl4xRUiIlJeXi5PXnaZCMjqxETJP3KkzseunjFDBCRt4UIRETn07beSp5TsDw6u87HdunWTW265xfP97t275f5OnURA1sTHS9aGDX4fe3j7dtkBsuL++0VEZNGiRQLIQj/v++a//lUEZN2TT0plSYncMnasWK1W2bhxo8/917drJ7tbtaqxbdGiRRJqscjsIUNq7X9s7155HuQ/M2d6tu3Zs0cAef6ZZ2rtvzE2VnaGhdXaXllSIu8MHy6A/O53v6sdV0yMpEZEiIjI8ltvFYFar9Oq++8XATnw9ddSXlAgp5SSNfHxtY41Y8YMCQ8Pr7Ht3zEx8rtevWpsW3H77SIgJ7ZurXUMEZF3hg6VsaGhUlJS4tmWMny4VIArni5dJMNqrfGY/2rdWh695x7P71wKsnzAgBr77AgPl80xMTW2LZ80SQQkOzXVsy0yMlJmzJjh+b66qkpKQVJM58Ll/ftLnvG5cvvV9OkSEREhTqdTRETWvvaarAHZOmeOZ5+Fycmy2fR3sKJHD8myWGoc5+/TpslwkDLjXLh03DjJA3FWV4uIyPpnnhEB2fn++65YjPcn8/vvaxxn1X33iYAcSUlxxdO2rewJDZWmAGwSPzkj4EnrfPrX3AlURKQ4O9vzx9EYRUVF0qVLFwHknUsvlYKMjLOK54EHHpDo6GhJufhi10n/V79q8DFOnDghi2fOlP2LFjUqhtmzZ4sFZIfNJpWNjEFE5P+uv172gBRkZ8ummBjJU0qObdpUr8fumzfPddIC2Wq3yzdLltT7eZd17SpHg4LE6XTKHXfcIYB8PH16vd7nzS+/7HrON94Qh8Mhj/TsKekWi2SsWlXn466bMEHG9O4tIiLrli+X8PBwadu2rfzw+utnfM4TBw64Eu2kSSIicuf48RIXFyeVlZU+968oKpJ8kC1RUbK+XTs5CPKvOi7aViYn1zhRbnvvPUkIDpYhQ4ZIUVFRrf3zDh4UAVk+ebJn268nTpTQ0FDJzs6utf/qxEQ5aLPV2FaakyPr2rcXAZlz992eE7vZ+rZtZbdxUl3er58UmE7UbvvmzRMBWXn33a54QLa8+mqtY301aZJkgJQZF2f75s93/Q4331xjv1UPPigCcnjZslrH2PbGGyIgKUOH1tieMmqUOIwEurJdO9nhlaj79esnN9xwg4iIbH/rLdd7+Zvf1NjH10XG6sREybJaRUyvzcPh4TJ74kTP9xmrVomArJg61bNt+eDBUmzE4zl+dLSsbN3a8/2yZcsEkBWmi+cBAwbItdde++Nx+vaVU16JeEX37nLC9Lfy7LPPCiAOh8P186lTXY2OH35wfT9tmuv1/PrrGsdJMS5a3Rfda9u1k31eF3GNpRPoeZRAm0JpaakcPXq0SY71ySefyEiQcpCUgQOb5JgNdfr0aRmXmCj5IBv++MdGH2fu3LkCyGf33FPrhFwfu+bMkVUPPiiFx4416HEp48ZJNch3kyfL1SDPPfdcvR+7Z9s2CQOZM2eOfPrppwLIhx98cMbHLRs6VMqM3oJjSsmUuDjJqOfFVH5uruti6corpSo3V8pAvvA6iXtLueYaEZBKkBU//3md+743ZYrcb7FIeXm5ZKxaJSeVkpTQUDl58qTP/cvy812J5MorRUQk/csvxQEy95prfO6/okePGifd4uxs2RwdLdUgK267zW9ca9u3l30hISIisjk62mcr1lldLe+Hh8utCQmSYrXKJq9WnCeGKVPE3IJd0auXVICc2r27xn5rHn1UxEevztEVK+SUUnLQZqt1EZwyZoyIkdz79esnk41k6fbk2LHyQtu2IiLy6pQp8qnFUusYn/buLR9FR//4ezmdMjU2Vv7m1QOQZbHIih49foz3N78RAUl9990f4xkxwtMiFnG1ektAll9yiWfbypUrBZClS5eKiEh1dbVERkbKww8/7NnnL1OmyI1eSW1LVJSkmt6HF154QQApLy8XEZE377xTXlXK01v3w29/KwKS7vV6rurcWTJNLfXVHTpImvFen626EugFew/0QtaqVSsSExPPvGM93HjDDbyUnMy6vn0Z1cCC900lNjaWb/bsIaSggCF/+EOjj9OnTx8U0PWDD8gICmJEA+sP954yhUv/93+JMApb11f0pElYgPH/+Q/Pxcby1JNP1vuxCV27UgJkHD3Khqeeok9yMlO8Bs34En7VVYQA3W++GRvw0mefearfnEmrsDAqAMrKyPjgA0KAUFONZF/GfvUVu95/n+zVqxnz73/XuW/kpEm863SyYdkySsePxy5C0rx5+JsmFhwR4RrMYgy0yXrkEcqAy2fP9rn/iaQklhr3k8XpZMfAgfTPy2PNgw8yxscoazenaSmsuIIC8nys6qEsFqpmzWJuZia/iIujg5/iJ3Zjqkp+WhqZa9YwfM8e1vXpQxtjZLtbZa9eTAeKTKNGc9PSqBo/3jXa9MsvPdNoPIzxC9VVVZw4cYJ2XsUHrnQ6mXnqFEWnTjF7+XI+uuaaWsf4bvhwnjDd3125ciUf5eQQ5nUv12GxYDEVJVh86hQz7XZ63H77jzt5rbSS9umnrqpOpilCkUeOkAqEG1PsMr79lu8LC7nSNCf+dHw8i+XHQUSO8nK65eeTY0wFA+ielsZcwGFMsUopKeGd5GTP/V3PYCWvqS7FRUUcNQ+2U4q6Jw81DZ1Af+LsoaGMTktjbGoqtjNM+G7WOMLCCPax4kND9O7dm49DQxkIHLnvPp9Td5pDv4ceYm18PKnh4SR9/z2WBtQrDg8P5/mQELq/+iqzDh7kzREjsNSjzm3/Rx9lT6tWFADH33zT70hpX2w2G6WAKisj95tvqAS63XFHnY9RFgt97rmHBGMqVV2GDh1KFyB2wgS6lJeT/sILdDGK0/s7dilAaSmFmZkMTE9nS8+eNabHmB0ZP56p1dUUFhby/SuvMOjYMVZdey2XelUA8yZGKbmSkhKGmurrenvggQdIT09n2549xJuqRpm5i0fkrlnD4alTEaDbe+/V3rFrV97EtYIOuOZprx49mrjKSjLefJPOXoU1ALLj43kHqCgu5m+nTjHae77ukCFYgW8nTSLk2DF++ctf1jpGZGRkjSXfdj79NIPDw7nZa0S2Q6kac2P/s2ULO8aNqzlNzBi57p57ecooSdll6tQfdwH6gmdloeOLFjEI6G6a/tOhuJjxpikzB774ggjAZppKFJuXx88Ah3ExVZ6aSh9T+VEVHk4W1FiRxeFwcFNpKZ+Ykr6Yqjk1J51AtQuGUorBc+aw9je/YZTXlJTmZAkKYkRmJv2KijwF2xviBquVG3NzKQCGvPJKvR4THBlJ9/x8gvPyuPihhxr0fEopUmw2MkNDCdmxg902G528ppCcjaSkJObExdETWDNlCoPq0SIvsliwFBWR+uKLhAFRXiN1zdwt7cyMDJ5csID/6tyZ0Z9/fsbnSE1MZH5YGFlZWWQCEaZFAbx17drVs/aoL10mTKAMOLJgAW8dPMj/jRtHR1MJRLewoCD64lpGDOCll17i5pMnWfnnP/t934707cuDwMm9e7kZSPAaudpr2jQqgZvXrOGL0NAaizO4XblnD2mFhTjKy8k7eJB7V6/mtU6dCPUadewwFZc4tW8ffXbt4iqv32P/oEFcBVQZVZxCNm/mSFBQjZKUQe4VV4yR1FXr1lEMdDVdOA3Yu5dFIp6a4CeMRJxkKvKh3K3vigqcDgefpaXxK9MiA0WDBxMP5JtG1Kfu2EFpaSkjTNW6vuzRg+frsZD52dIJVLugJE+ezIhZszyF01uC00bJtK1Dh7oWO68nq93ud07smcxMSuKL+HgST54kOzHR5xSbszH08GEKDx5kzJw59dp/Yu/ezOrZE+fSpeQqRR+vik9mPQoLyQe2PvccGzduZMpjj2Gtx6pCm3r25PWwMPI2bmQm0Kmey9D5EhQSwveJiSzOzmZtp06MXeR7inlscbGra3PlSnIOH+b1F19k4i23cNXTT/s9trtUZIG74IFXF25U586su+MONsfE0Gr+fJ89HmExMbTHVdxhx+OP0wpo5+M5zQk0/Z13mAuM97o9VBoXx3dAZXU1IsJ7xcUsM/5mPTG7F+c2ulajDh4kPSICm7kgjPF6u6cIfSjCjTExxJt6NZS7VF9FBdlbtxIKWEwXd+76yeZ5oPlPPMEy4FJTSclDbdqw+hz0qLWcs4ymXaBGfPEFG555hpH1XGygKcTGxrI7NZVfipBrrM/alKx2O1Gme1tnEtGuHadzcphWUsKsMWN8Frxwa9OjB62BKXPn8rndXqtSkz8hFgu2igocGzfyMtCxAWvZ+tIzJYV2jzzCkiVL/LZWWxvdj47sbFLvv5/UsjKeffTROo87aPVqBKg01mG1+7h3POajjxiUk0MXY11bb8HGa5+bmkrcV1+xOzSUHqaWntsTPXvyqlEvuHLpUoqh5v1PIKaggJtw1U5OS0vjH0VFiNfcXKt7FZSKCqorKuhaWEieqevVFZTr9XYn0JSNG7GMG1fzYte0MPeJVasACDfVZo48cYIvgVZGAXxxOklcuZLYyEgSTa3SzoWFDPGau9ocdALVtAALjoxk6LPPnrN7tgB/ysripZ07+TfQ1euEGQiTiou5fs0admRlkXDrrXXuGz9yJO4hJK2HD6/VLenPLevXsyUnhyqjEEmsV1nGhuratSuvvfaapwatL607dcIJyOnTdFi9mtMREfQ0tZR8UUaL0t3tG9yAXgm3COP+8am336Z7eTk5kyf73C8/IoKTRu9Dh/37SYuOrlUm86IDB5gPVJ88yY758+kGXDpqVI19rK1b8x1QHB5O+pYtfAk4x46t+Xu576WWlJC9Ywf3HDrE1V73uZ2hoWQA1Q4HRcaApPajR3t+HlxZyXWA1ejW3b9wId0qKijwusc+Yd8+XszOruslahI6gWraT1CYzcaVwCC7nUv8DJQ5l/qXlPAE8FtgnNfJ2ZvVbmfdhAnsiIhgQENGWttsBIkgWVlUgN/KVE3JareTrxRhe/fSs6yMXFPJPn/c9wHLCgvJAlo1cFQ4QKxxLz5q3TpOKcUlf/mLz/2uyMvj8sxMz2LxhT7u4Sv3AKiSEjp8+CHrlaK71z1za8eOXAUc7t6dLYcPcxvQ1quVqozu3KqSEg5+9BHPAMO9WqlHR44kCaho2xZnWhrlQJypu9h9r7XaGIyUNWsWDqD3739f4zhisejVWDRNax7VxgCLd4KDPfeVAslpFBx/GehRj5bhZV99xcWFhZ4Sd/Vi1FkNOnWKU1brObtPXhAUxBBjpZ/OXmv8+uJOoFs7dCAeCG3EBU67iy/mM7udp4E/3nuv36lZV584wU3Hj3Nw/nysQLiP2tmeMn1lZbQ7epSDMTG1XjvzvcnUTZuw2+21WubZAwcyDqgID6di5UoqgGTT4vSApwSpw+FgcXg4f4yLq1EbPMjUVSxOJ503b2ZbbGyt6UNYLOckuekEqmk/QWHGUnRFpgLkgRQzYQIAazt3brbEpmw2bECr/Hzyfax21Fzm9OpFLnDIZqOTae6kX0bCcC9037oRRdGVxUL6H/7A7osuYuYzz/jdz71U2ebQUJKAtjfdVPtYxmtVeuIEXcvLKfZapxjAVlHBIaDnqlVM+vBDVgUHewq/uznat2c5UKEUkenpHAgNrTV1rUN6OosBdeQIS/Py2GladABMo30rKti5bRuzq6o47bVOMehpLJqmNaPBzz7L1tdfZ+Q33wQ6FAAu/uUv2f7GG/Q3Bo40B6fdThDwizZteNlrGbPmlH/FFVwJ/OCjUL8vhUlJzAJ6b9/OQn4s/t9QTz31FIcOHaJTHa10dwJNP3SIEzYbCcnJtfaxGK3L3OXLCQKCfUzXsYWEcBFgLyoiIS+PStOycW6RRUXcCjhOnqRzXh6nfSw3FlpczDWA5OfTed8++ntNRQmKiCANKLdaSfnhB/4K9H3iiVrHEd0C1TStuSiLhQG//jW2sxyJ2pT6T59OhGkx6qaWlZzMH4CDR48S3pCu37M0Y8YMBj3wAFf4KrTgQ3737jwKhOfmMkapJp9iZFZtsxHkdHLR0qU8Gh3tmUJjVnzJJYwEjhnd0NE+ei3cA49UWRkdqqup8PE+tj16lE+B4u+/J1gE8TEP1z2NpfjAARaWlXGl17J41qQkegBpffuS/fXXDOjQwWcFrpR+/bjvLAuz1IdOoJqm/STk9evHi8Cfy8sZ6rWIdHNKTEzk7bffJs5rPqc/QUAEEFxSQkkDqlo1htNmw+50Mmb3bm70KtjgpmJjWQt87XQyAehw2WW19nGvLWo7fhwLYPHRurQYLenDeXmEASU+ql+5W7slxvrAIV6jdN33Wquqqrg/JYW3/HT3n27ThrX1WNLxbOkEqmnaT0JkcDADgelAV6+1R88nSVu2UAj0LiqitB4FIs7GknHjGNyqFXHl5ZR06OBzn9DiYu4Cjuzfz5qoKKJ8DEhSFgtVQLjRSm3loyvYPVc0y1hoO9HHPGF3AnVmZrqe22sfW1UVy4HOa9aQUFVFhTH4zFtiTg7XeK2H2hx0AtU07Schee9e1hlfhzSgyMO55h6FG+lwUN7MI6Tt7dpRWlJClAjiXfjAEHHqFP8Ebjt4kMl1zEn93GplOfAKEO5jrqs7gfbYtIkPgE4+ErGEh7MHcOTkABDplYjtoaGMBaK2bycIsHTr5jOW4WlpvFVS4jfWptL8bVxN07TzgM1U9jDcRwvpfGExWp3ZwIlGlmqsr+65ucwzvm7Vp4/PfdyJ7yFgbR1J6b8jIsjPzwfgLq9SfwBBxn3SvtnZtAYifQw0Ku3fnyHAu0Z5wViv6Sm2sDCqgNhjxwCI8FN7Wg8i0jRNa0L26GjP19F1VA8KNPdAmjuAfzfzaOGkvDwuN76O8ZH0AEJMpQQr6riPa7fbiQWibDbfS9f16sVQ4KDDwQk/04jc80DnKcVNdjthXqNwlVIUA52MMn1t/MSs54FqmqY1oWBTAm1bx0osgebuwg2icXNAG8JqvCb9gI6XX+5zn0jTiGVVR/WmFbm5nAa2ivgcORzeoQMbgSigwM8I2fCMDFYCKiuLLR07+jxOucXCauBnFgtx/soiWiw07/Ar42nOwXNomqYFXLBxz+1B8CzQfD6qTEriT8ACYJwx4Ka52Ixu1DAgzE9SM1d7CqvjwsO9ZHiun5rOka1acS9wCVDmZ6kxm8PBaOD6oiIu9zP/dWdoKOuBTZ06+X8frVbdAtU0TWsqcUOH8iSwNtCBnEFlYiKvAHFAjJ+pJU0lxpjT+Xgd+1iDg3nV+LpNHYXwHUZrscTU0jeLiIzEPRPW4Wf0rPv+78PA/bm5Pvd5qmdPNgJXtGnjN5ZNgwYxqhnnz7rpQUSapv0k2END6fruu7zZhIuHNwebCO47tBY/yaipdBo/ni3R0bTzUQ7P7PmICD4tKmJtHYX+xUhYDj+tS2twMCXA34EkH3NA3fu4VfppEUdERPAPYF9hod9YiqOj2XAOSvnpBKpp2k/GL37xi0CHcEaR+/ez0fja6mOkalMKCglhoJ+WntlXS5aQl5dXa6kzszBj5KyljilChUAk0NnPPlZTl2x1TIzPfWbs20d7YLefaTcAcdnZ3Ac4HY4axeibmk6gmqZp5xGLqXiCvY5uynNp1BmWmAOYGxzMjWVlUMfI4TjgASDHz2jekPbt2QOuFrif372d0a0d7GfaDUDP9HT+G3BUVTVrAm0R90CVUn9USh1TSm0z/l1r+tmTSql0pdQ+pdRVpu1XG9vSlVK1qw1rmqadhyym4gk2HyXxzlebbr6ZROCia67xu8+KiRNZ3aULsT7q1wK0uugi3Cf3ID9dwaEzZ7I7IoI+Dz3k93nEKIFYXVVVr9gbq0UkUMNsEbnE+LcYQCnVG7gN6ANcDfxNKWVVSlmBt4BrgN7Az419NU3TzmvuFuiNgG3w4MAG0wCzZ89myZIlda7+Mvbzzxl14IDfn4eFhZEFDABK/Sz9dvEjj9C7sJDWdXQVu5fEcxrdys2lpXfhTgQ+FZEK4JBSKh1wDxNLF5GDAEqpT419dwcmTE3TtPqxGdNAQoCoZq5E1JRiY2O5+uqrz+oYNpuN5bim8ETUcY/zjIwEWt3MNY9bUgt0mlJqh1LqfaWUe2haPJBh2ifT2OZvu6Zp2nktpHNnDgJzgOg6Bu1cqEYALwJtz+Z3N7pwm7sFet4kUKXU/ymldvr4NxHXyOeuuObgHgdmNeHzPqCU2qSU2nTKWElA0zQtUMLj45kHVAGtmrkS0fnKBnTwcw+0PvYOG0YvwNnIxcjr67zpwhWRei3XrpR6F/jK+PYYkGj6cYKxjTq2ez/vO8A7AIMHD27+iUOapml1CA8PZwgQDJ6uyJ+SfKWIEiHcz/Jq9VEZEcFeoLrpwvKpRbw7SinzmOfJwE7j60XAbUqpYKVUZyAZ2ABsBJKVUp2VUnZcA40WncuYNU3TGsNiseB7+MxPQ+nq1Rz44ouzOka7EyeYATiLipokJn/OmxboGfxFKXUJIMBhXOUsEZFdSqnPcA0OcgAPi0g1gFJqGvAtYAXeF5FdAYhb0zStwdYnJFARH0/zrsVyfuo4YsRZHyPu0CFmAyfrqFbUFFpEAhWRqXX87HngeR/bFwOLmzMuTdO05jAsI+PMO2l+qZ/aICJN0zRNawruJeGqKyqa9Xl0AtU0TdMuKMqo5uQoK2vW59EJVNM0TbugKGNVl2qdQDVN0zSt/k4OG0YCUOKnaH1T0QlU0zRNu6BYIiI4hqsYRbM+TzMfX9M0TdPOqcjTp3kGUJmZzfo8OoFqmqZpF5TI06d5FrA283QgnUA1TdO0C0rJJZfQCcjt1q1Zn6dFFFLQNE3TtPq6dPx4DlVXY2nmWsI6gWqapmkXlOZOnJ7nOSfPommapmkXGJ1ANU3TNK0RdALVNE3TtEbQCVTTNE3TGkGJSKBjOG8opU4BR87yMG2A000QTqC05Ph17IHTkuNvybFDy46/JcTeSUTa+vqBTqBNTCm1SUQGBzqOxmrJ8evYA6clx9+SY4eWHX9Ljh10F66maZqmNYpOoJqmaZrWCDqBNr13Ah3AWWrJ8evYA6clx9+SY4eWHX9Ljl3fA9U0TdO0xtAtUE3TNE1rBJ1Am5BS6mql1D6lVLpS6olAx1NfSqlEpVSKUmq3UmqXUurXgY6poZRSVqXUVqXUV4GOpaGUUlFKqflKqb1KqT1KqRGBjqm+lFKPGH8zO5VSnyilQgIdU12UUu8rpU4qpXaatsUopZYqpfYb/0cHMkZ//MT+ivF3s0Mp9R+lVFQAQ6yTr/hNP/utUkqUUm0CEVtj6QTaRJRSVuAt4BqgN/BzpVTvwEZVbw7gtyLSGxgOPNyCYnf7NbAn0EE00l+Bb0SkJ9CfFvJ7KKXigV8Bg0WkL2AFbgtsVGf0T+Bqr21PAMtEJBlYZnx/PvontWNfCvQVkYuBNODJcx1UA/yT2vGjlEoErgSOnuuAzpZOoE1nKJAuIgdFpBL4FJgY4JjqRUSOi8gW4+siXCfw+MBGVX9KqQRgAvCPQMfSUEqp1sAY4D0AEakUkfyABtUwQUArpVQQEApkBTieOonISiDXa/NE4F/G1/8CJp3LmOrLV+wi8p2IOIxv1wEJ5zywevLz2gPMBmYCLW5Ajk6gTSceMC9/nkkLSkJuSqmLgAHA+gCH0hCv4/oAOgMcR2N0Bk4BHxhd0P9QSoUFOqj6EJFjwKu4Wg7HgQIR+S6wUTVKexE5bnx9AmgfyGDOwr3AkkAH0RBKqYnAMRHZHuhYGkMnUM1DKRUOLABmiEhhoOOpD6XUdcBJEdkc6FgaKQgYCPxdRAYAJZy/XYg1GPcKJ+K6COgIhCml7ghsVGdHXNMSWlxLSCn1NK5bMR8HOpb6UkqFAk8Bvw90LI2lE2jTOQYkmr5PMLa1CEopG67k+bGILAx0PA0wCrhBKXUYV7f5fyml5gQ2pAbJBDJFxN3in48robYEVwCHROSUiFQBC4GRAY6pMbKVUnEAxv8nAxxPgyil7gauA6ZIy5qX2BXXxdd24/ObAGxRSnUIaFQNoBNo09kIJCulOiul7LgGUywKcEz1opRSuO7B7RGR1wIdT0OIyJMikiAiF+F6zb8XkRbTChKRE0CGUqqHselyYHcAQ2qIo8BwpVSo8Td0OS1kAJSXRcBdxtd3AV8EMJYGUUpdjev2xQ0iUhroeBpCRFJFpJ2IXGR8fjOBgcZnokXQCbSJGDfypwHf4jqJfCYiuwIbVb2NAqbiar1tM/5dG+igfkKmAx8rpXYAlwAvBDac+jFazfOBLUAqrvPJeV1ZRin1CbAW6KGUylRK3Qe8BIxXSu3H1ap+KZAx+uMn9jeBCGCp8bn934AGWQc/8bdouhKRpmmapjWCboFqmqZpWiPoBKppmqZpjaATqKZpmqY1gk6gmqZpmtYIOoFqmqZpWiPoBKppmoexMsxDgY5D01oCnUA1TTOLAnQC1bR60AlU0zSzl4CuxqT8VwIdjKadz3QhBU3TPIzVeL4y1vfUNK0OugWqaZqmaY2gE6imaZqmNYJOoJqmmRXhKk6uadoZ6ASqaZqHiOQAq5VSO/UgIk2rmx5EpGmapmmNoFugmqZpmtYIOoFqmqZpWiPoBKppmqZpjaATqKZpmqY1gk6gmqZpmtYIOoFqmqZpWiPoBKppmqZpjaATqKZpmqY1wv8Dst+izAy5iecAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Predict derivatives using the learned model\n", - "x_dot_test_predicted = model.predict(x_test, u=u_test) \n", - "\n", - "# Compute derivatives with a finite difference method, for comparison\n", - "x_dot_test_computed = model.differentiate(x_test, t=dt)\n", - "\n", - "fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(7, 9))\n", - "for i in range(x_test.shape[1]):\n", - " axs[i].plot(t_test, x_dot_test_computed[:, i],\n", - " 'k', label='numerical derivative')\n", - " axs[i].plot(t_test, x_dot_test_predicted[:, i],\n", - " 'r--', label='model prediction')\n", - " axs[i].legend()\n", - " axs[i].set(xlabel='t', ylabel='$\\dot x_{}$'.format(i))\n", - "fig.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Simulate forward in time (control input function known)\n", - "When working with control inputs `SINDy.simulate` requires a *function* to be passed in for the control inputs, `u`, because the default integrator used in `SINDy.simulate` uses adaptive time-stepping. We show what to do in the case when you do not know the functional form for the control inputs in the example following this one." - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:51.769799Z", - "start_time": "2020-10-22T22:20:48.460707Z" - } - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Evolve the new initial condition in time with the SINDy model\n", - "x_test_sim = model.simulate(x0_test, t_test, u=u_fun)\n", - "\n", - "fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(7, 9))\n", - "for i in range(x_test.shape[1]):\n", - " axs[i].plot(t_test, x_test[:, i], 'k', label='true simulation')\n", - " axs[i].plot(t_test, x_test_sim[:, i], 'r--', label='model simulation')\n", - " axs[i].legend()\n", - " axs[i].set(xlabel='t', ylabel='$x_{}$'.format(i))\n", - "\n", - "fig = plt.figure(figsize=(10, 4.5))\n", - "ax1 = fig.add_subplot(121, projection='3d')\n", - "ax1.plot(x_test[:, 0], x_test[:, 1], x_test[:, 2], 'k')\n", - "ax1.set(xlabel='$x_0$', ylabel='$x_1$',\n", - " zlabel='$x_2$', title='true simulation')\n", - "\n", - "ax2 = fig.add_subplot(122, projection='3d')\n", - "ax2.plot(x_test_sim[:, 0], x_test_sim[:, 1], x_test_sim[:, 2], 'r--')\n", - "ax2.set(xlabel='$x_0$', ylabel='$x_1$',\n", - " zlabel='$x_2$', title='model simulation')\n", - "\n", - "fig.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Simulate forward in time (unknown control input function)\n", - "If you only have a vector of control input values at the times in `t_test` and do not know the functional form for `u`, the `simulate` function will internally form an interpolating function based on the vector of control inputs. As a consequence of this interpolation procedure, `simulate` will not give a state estimate for the last time point in `t_test`. This is because the default integrator, `scipy.integrate.solve_ivp` (with LSODA as the default solver), is adaptive and sometimes attempts to evaluate the interpolant outside the domain of interpolation, causing an error." - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:51.775131Z", - "start_time": "2020-10-22T22:20:51.772119Z" - } - }, - "outputs": [], - "source": [ - "u_test = u_fun(t_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-22T22:20:55.799799Z", - "start_time": "2020-10-22T22:20:51.776599Z" - }, - "scrolled": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Length of t_test: 7500\n", - "Length of simulation: 7499\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtcAAAEGCAYAAACuBLlKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAADTWUlEQVR4nOydd3gUVRfG39lNb5QQaoDQq5TQBAQJvUpVEBVpFrqgnzTFggWwYENFpSnSkd6kS+8t9A4JkJAAIZ3szvv9cXdTd5NtyQa4v+fZJ9k7M/eemZ3dOffcUxSSkEgkEolEIpFIJPajcbYAEolEIpFIJBLJk4JUriUSiUQikUgkEgchlWuJRCKRSCQSicRBSOVaIpFIJBKJRCJxEFK5lkgkEolEIpFIHISLswVwJEWKFGFQUJCzxZBIJBKJRCKRPOEcOXIkimRA5vYnSrkOCgrC4cOHnS2GRCKRSCQSieQJR1GU66bapVuIRCKRSCQSydPK/fvA7NmATudsSZ4YpHItkUgkEolE8rTy8cfAoEHAf/85W5InBqlcSyQSiUQikTytnDkDNGwItGzpbEmeGKRyLZFIJBKJRPK0cu0aIJNBOJQnKqBRIpFIJBKJRGIhqgpcvw5cvgzcvQts2+ZsiZ4IpOVaIpFIJBKJ5GkkMhLQ64HChYGdO4GUFGdL9EQglWuJRCKRSCSSp5HixYHERGDSJGHFvnPH2RJZzL1796CqqrPFMIlUriUSiUQikUieVtzcgLJlxf937zpXFgu5cOECypQpgw4dOjhbFJNI5VoikUgkEonkaWTpUmDECMDfX7yPjHSuPBaydOlSxMfH499//8W1a9ecLU4WpHItkUgkEolE8jSyeTOwZAlQujTQogXg6elsiSzi2LFjqf/v3bvXiZKYRirXEolEIpFIJE8jxjR8ZcsC27cDzz9v8aF6vR6vvfYaWrVqhbi4ONM7xcY6RMzMHDt2DN27d4eHhweOHDmSK2PYg9OVa0VRSiuKsl1RlDOKopxWFGWUof1jRVHCFUU5bnh1dLasEolEIpFIJGbR6YC33gLSWVZzm4MHD2LEiBG4deuW9QfbkeN648aNmD9/PrZt24bZs2dn3eGTTwA/P+Drr23q3xwxMTG4cuUKGjRogOrVq+PMmTMO7d8ROF25BqAD8C7J6gCeBTBMUZTqhm3TSdYxvNY7T0SJRCKRSCSSrISGhuLtt99GaGgo4OICuLoCr74KkLk+tk6nQ9euXfHTTz9h5MiR1h2sqsCNG2nKdYsWgBV9LFiwAAEBAahSpQrWrFmTdYcGDcTfL74AkpKsky0bjh8/DgCoW7cuKleujAsXLjisb0fhdOWa5G2SRw3/xwI4C6CUc6WSSCQSieQJ55dfgPh4Z0vhGM6cAYKDhXKYB0qtEZ1Oh+7du2PmzJl46aWXoNfrgbp1hTx5YL0+dOgQ7ty5gzJlymDVqlWIjo62/OD790UgY7ly4v3Dh8CVKxYdShI7duxAq1at0LFjR+zatQvJyckZd+rYEVi7Voyza5flcuWA0d+6bt26qFSpEq5du5Z1bCfjdOU6PYqiBAGoC+CAoWm4oignFUWZrShKITPHvKkoymFFUQ7ffUxSyEgkEolE4lTCw4Ui+tNPwNWrj1V+Y5MMHy6U2R9/BLZsybNhN2zYgEuXLqFHjx547uxZ3G/ZEmjdWmzMg2qHGzZsgEajwc8//wydTocdO3ZYfrC/v7gP3n5bvA8IsDgV36VLl3Dr1i20aNECjRo1QnJyckb3jF27gIsXgebNAa1WFKhxEMeOHUPx4sVRrFgxdOjQAV9++SV0Op3D+ncE+Ua5VhTFB8ByAO+QfAjgFwAVANQBcBvAN6aOI/kbyfok6wcEBOSVuBKJRJKvOHv2LKSBQWIxa9cK/+CmTYEKFYDff7f40LNnz+LLL7/EjRs3clFAK7h7F7h0SbgfFC4MzJ2bZ0OvWLECBQoUwO+//44eigL11CkRHFilCmCNomsjGzduRKNGjdCmTRt4enpilz0W4oAAi1PxGZX4Fi1aoG7dugAyZvDAW2+JyZuvr/i/dGnb5crEsWPHUsds3Lgx3n//fXh7ezusf0eQL5RrRVFcIRTrv0n+AwAkI0jqSaoAfgfQ0JkySiQSSX5l5syZqF69OqpWrYqrV686WxzJ48C6dcIdoGlToH59kZLNAm7fvo0mTZpgwoQJCAkJQWJiYi4LagEBAcD168B77wHffAP06mXRYTExMejbty9atWol/KWtRK/XY82aNejUqRMK+/jgeUXBDldXsfHZZ4VVOBe5e/cuDh8+jA4dOsDNzQ2NGjXCnj17LO9gzhygWzcxyQKsslzv3LkTxYoVQ+XKlVGxYkX4+Pik+kIjPBw4ezbNgj9jhlCwHUBSUhLOnDmTqlznV5yuXCuKogCYBeAsyW/TtZdIt1t3ANbf+RKJRPKEExUVhf/973+oW7cuEhIS8Omnn9rf6fnzIvdtflCcLOHoUSAhwa4ujh07hkaNGqFDhw6IzG+FNFQVGD8eqFwZ+PbbnPfPiaQkYOtW4ROrKMBzzwGHDgEpKTke+uGHHyIxMREzZszAlStX8LsVFu9cgxTn4eoK9O8PdO9u0WEDBgzA0qVLceTIEbzwwgtWTxT279+PqKgodO3aFThwAJ6qiiVRUUhISAB++y3Xfa43b94Mkmjfvj0AoF69ejh16hRSLPgcAQB79gD794sgTEBMCLp1A/T6HA/dvXs3nnvuOSiKAo1Gg9q1a6dZrrduFX9btUo7ICnJIUGNoaGh0Ov1Urm2gKYAXgPQMlPavWmKopxSFOUkgBAAo50qpUQikVjDw4fABx8AH36Ya7leAeDvv/9GbGws5s6di/79+2PRokXmc85awn//AbVqAb17A0OHOk7Q3IIEXnsNGDDA5i4ePHiAF154AVeuXMH27dsxwI6+coVvvwWmTBH/v/sucOBA9vubICYmBgMHDkRwcDDWffKJmIx0NGS4bdxYKD5Gy6MZoqOj8ffff2PAgAEYOnQoGjRoYDoFWx5yfe9e6IoVA9anSyh28iRw4kS2xx0+fBgrVqzApEmTsHz5cly9etXqicKGDRug1WrRtm1bYMsWUKPBVlXFwYMHRUnxXGbjxo0oUqQI6tWrBwAIDg5GcnIyzp07Z1kHV64A5cunve/dG5g/X/hIZ0N4eDiuX7+Opk2bprbVrl0bp06dAknh816kiPgdAYDTpwEfH8BURhErSR/MmK8h+cS86tWrR4lE8nhz4sQJLl26lHFRUWRKirPFsYlHjx7xdv36pFD9yA4dSFXNlbFq167N+vXrkyR37txJAFy4cKFtnSUnk2XLkpUqkXPnknfvOk5QR7N1KzlpEhkXR06eLK7zf//Z1NUnn3xCADx48CCnTZtGANy7d6/9Ml69KuSzh8hI0tub7NqVfPSI/Pdfq7tISUlh06ZN6eLiwho1ahAAV8yYQSYliR1u3hTX77vvsu3HeG1OnTpFkvzxxx8JgKGhoVbLZC+qqnLEiBF8y/Ad+/ill6jX68XGcuXI7t2zPb5z584sXLgwY2JiSJJNmzZlhQoVqFrxPa1Xrx6fe+458eaXX5jUpw8B8IsvviB1OrJ3b3LmTJvOLyf0ej2LFi3Kvn37pradOXOGADhv3jzLOilblnzllaztOVyDxYsXEwAPHDiQ2vbrr78SAK9fu0aWKiXO3UhSEuniQo4fb5lc2TBkyBD6+fmlfdZOBsBhmtBHna4QO/IllWuJs0iKieHZXbuYmJjobFEea+ZMncpCAAFwo68vE197zdkiWU1MTAybNGnCwgCbAlzStKn4qV250uFjHTt2jAD4008/kSR1Oh0DAgL4mq3X7Y8/hKzr16e1qWquTQxsRlXJpk3J0qXFhCAhgfT3J3v2tLqruLg4+vv7s0uXLqnv/fz82K9fP/tkPHaMLFyYNHw2PHaMvHXL6m6Sz5/nmUqV2KRwYZYrV46zZs2yug+jUjx//nw+evSIjRo1or+/P+/du5e204oV5O3bZvvQ6/UsX748mzVrltoWFhZGAPzyyy+tlslepk+fLhT9MmUYWaAAAfCzzz4TG/v1IwMCzN63hw4dIgB+/vnnqW3z5s0jAO7cudOi8SMiIjKOaaBKlSp84YUXxJsKFWy6Jy3hyJEjBMA///wztU2n09HLy4ujRo3KuYPkZFKjERNUI4cOkV5e5IYN2R46cuRIenp68tGjR6lte/fuJQCuWbOGjIoir1zJeFCtWmT79pacWrbUr1+fISEhdvfjKKRy/RRy5JtvuL1+fe4ePJj6dF8CiWMJ/ecfXtdq+QXAUqVK8fDhw84WyeGcmTGDx2vU4NH27ZkQHp4rY5w7d47LFYW3PT25dMECTtNoxE+UhQ+7/MKrffrQRaPh7Nmz+c4771ALMKZYMWG9djAjR46km5sbo6OjU9v69OnDEiVKWGWBS2XmTLJt2zSl5MIFsk4dYSXOT2zbJu4No+JKku+9R2q1pJX3p1FJS2+pfvvtt+nh4cH79+/bJl9CAlm1qrDgXbworJhBQWSrVlZNVFJSUtijRw8CYPfu3dm0aVMC4O6WLcl0FsvsuHz5Mj09Pdm1a1dxT5w/zwfNm7MGwI8++shiWTZv3kwA/PvvvzO0BwcHs0mTJhb34whu3LhBDw8PvtihA1V3d6rvvMPevXvTxcWFx48fF/cxIO5fE2S2WpNiUuXr68vXX3/dIhn++usvAhC/99HRQlkl2b9/fwYEBIhr3asXWb683edris8++4wAGBERkaG9cePGbN68ec4d3LlDNmpELlmS1nb+vLhu6RR2U9SrV4/PP/98hraHDx+anGyk8vrrZNGidk3Uk5KS6Orqyvfff9/mPhyNVK6dgKqq3DduHHfWqMHtrVoxMo+WzlRV5Sf/+x9vANQZlswOFC9OnXEJ8Anm8N69fPXVV9mhQwcu+/hj6nPZreBeeDjPuLrynkbDVe++y7Jly7J9oUK8e/Bgro6bl3z++edsA/C24X664e7Oe6dPO3QMvV7P92vUIAE+nDCBJPnJuHEMAxhTp45Dx8pNli5dyhEAw0uWJO/fp06nY4MGDdisaFEm2KqomSE5OZn+/v7s1atXhvY//vjDcUv1CQlkwYIWK3J5RkgIWby4kM+IUTGYPdvibpKTkxkYGJhFUTh48CAB8Ndff7VNvnfeEbJs3pzWZlT4clBc0rOgWzdWAPidwV1Dp9Px5Zdf5mSAqkZDXr+e7fGqqrJNmzb09fXlzZs3ReM335AA32rXjn5+fmnW65s3hVtIemt2Ol588UUWLlw4y+rcRx99REVRGBkZafF52Uu/fv3o7u7OiF9/Fdd02zZGRUWxaNGirF+/PlOOHxftc+ZkOfbAgQNZrNZGBg8eTC8vrwxKtzl69+7NgIAA4Z4wfDhZrBip06W6R1y+fJn84gshh4O/+yT57LPPprqDpWfYsGH09fW1zW3i/n0h7zffmN0lKiqKiqLw448/zrKtfPnyXF6tmul7/IcfRN/G+9AGjN/LpUuX2tyHo5HKdR6j0+k47aWXSIAxAPUAIxWFZ/76K9fH/uWXXwiAY196iYn373PbCy+QAHfksXUhr/nv5Zd5GmDpggXZpHx5PgS4v1QppqR/ADsQVVW5MSiIBHj2229Jkqf37+d9gCeKF89/S+k2sPzzzwmAL/fpw4cPHnD7558zFuCpAgWoM1hqHMGcGTN4BeC9EiVSLUCxsbEc6+kpfqbS+fblV+7fv8/yAQGMdnGhPiQk9fPfvn07AfCrr75y6Hj//PMPAXDdunUZ2q9du0akU8gsQqcjV60SfzMzZAjp4UE+eGCnxA5i715xT3z9ddZtmZeic2DWrFnCBWnjxgztqqqyevXqbNy4sfXybd8u5Bs2LGO7Xi8shcWKkRYob7uXL2c8wD0VK2ZoT0xMZJdatagHeHfIkGz7MLo6/JTewt+yJVmjBo8fP04A/PDDDzPKnd4lyEBERARdXV05evToLNsOHz5MAJxjQpHNDS5evEhFUfi///2PPH6cHDlS+KKTXLRoEQHwm6++EpPCwYOzHN+qVSsGBATw4cOHWbbt27ePAPj7779nK0N8fDy9vb351ltvie95pUpkx44kRcyI0QWHGzeKa7p9u/0nno47d+5QURR+8sknWbbNmTOHAHjmzBnrO1ZV0tWVHDfO7C4LFy4kAO7fvz/Ltpc6d2aioojJZWbOnRNKux1xHD/88AMB8Nq1a2mNTo7Lkcp1HhIXG8sXXniBAPhLz57UJSfz4sqVvOHiwjuKwssnT+ba2Cd//53faDTs3K4ddekelDsrVuROgMefQJcFktwzaBAJ8EBAAB9cv05Vr+fWjh1JgP8980yujLnh9dfFmJn8v9a2a0cCvDB1aq6Mm1ecnDSJeoAf1qqVwbdu+6BB1ANc/PbbDhnnzp07/NbDgwSo7tiRYdvnY8cyBuD9HIKT8gPDhg3jx8YAxkyTgbZt2/JlPz/qatUiY2MdMt4LL7zA4sWLM8XEw6VSpUrs1KmT5Z0tWiTkXrUq67aDB8W2XArMsppTp4Ql3c5AQZ1Ox0qVKrFevXomXWimTp1KADx//rx1Ha9bRzZubFq+gwdJc8pHOh4+fMjffHyoAxh39GiW7Tdu3OC/bm6McHHhw3QuQekJDw+nv78/mzRpkmbFjIgQgWUG5alnz5709fUVbkWxscIH14SryIQJE6goCs+dO5dlm6qqDAwMTPMzzmWGDh1KNzc33jbhH66qKjt37kwvLy+GrVyZxWK8atUqAuD06dNN9m2cVD377LPZyrBkyRIC4LZt28iTJ8X34+efSYr7ysfHh8OHDxfXu149ctMmm87VHMZJ4bFjx7JsO336NAFw7ty52XcyYADZo0fW9hIlyEGDzB7Wr18/Fi5cOIN+YWRRr14kwKS1a3M6BZvo2rUry5Url7Fx4EAxYXSSMUsq13lE5KlTPOrjw+aKwh9//DHDtmvbtrGtjw/r1q2bK4FvkadPM1yj4XUXF97PZMGJunGDRYsUYcOGDfNNlK2jOPC//1EH8GDhwkzMZF3bFhxMAtxnwuJiD4cPH2YrFxfuKlGCaiYLbkx0NM9otQz38KCaS1bz3Oby8uWMA3jU05MPMvn0qXo9h4eE0MPDgxfM+DRaQ5/evblCUfjAhAJ99+5dtnVz45D85paQiYMHD7IEwCRXV+FnmYl9+/axsVHx/uMPu8e7ceMGtVqtsN6ZYNiwYfTy8mKSJa5gej1ZowZZvbr4PzOqKrbnoHDkG954I6vV2AQLFiwgAC5fvtzk9vDwcGo0Gk6cONF6GbJ70A8dKl7Z7PPlq6/yEcA72Sisxw0ZUqY9+2yWyUFCQgIbN25Mb2/vjBbM778X96Ah28epU6eoKEraOT7zTJags3v37tHPzy+L+1F6Ro4cSXd3d5PWYEcSFRVFT09PDhw4UExgDx7Mch1v3LhBX19ftmrVKoNRIDw8nMWLF2etWrWYnM2q29dff00APJ2N61vr1q1ZqlQpoWBOmCAmJel+J1u2bMnc1EdatmzJcuXKmZwU6nQ6+vr6cujQodl3UqWKyECTmQ8/JM1kG0lMTGSBAgXMBkyHNWzI2wAPm1tpvHVLrDzZQEpKCv38/PjGG29k3BAdbXOWIEcgles84Mxff/GmVss4gPuMS22ZWL16NQFwsoMjiHXJyUK5BHh+0SKT+/z5558sCnBtDlaTx4nD33zDJIAnfHwYe+dOlu3JcXE86e3NGIDXM1lFbeX+vXssX748S5cuzaioKJP7/DNsGAnwXP/+DhkzL4k4eZJhWi3DNBreMOM7Hh4ezoIFC3JwrVp2+fKvWLGCAPjpJ5+kpQXLxMiRI+nq6sobN27YPE5uEh8fz2rVqvFHb2+qrq7kpUsm9+vQvj3ParXUOeB3asyYMdRqtRmXR9Nh/J3Zakkg4qxZ4lGwYIH5fZYsEf6rznR1UlWR2cDMOacycCDp45OtZTs+Pp5lypRh7dq1szU2tGvXjqVLl7bMILF+PTltmmnXmvTkcA2P7N3LAwDj3N2zX0LX6Xjg+edZBWC/fv1S/YTDw8P5/PPPU1GUrL6p8+eTffpkaHrppZfo4+Mjvl+DB4sMJ+lkHDZsGDUaDU+cOGFWFGMKyMWLF2d7bvby1VdfiQwhJ08KF5sKFUxOCGfNmkU/gPOrVGHYsmXct28fq1atSh8fn2zPgxQuMG5ublmVOAOnTp1K89nW60U6u9atM+wzYcIEuri4MD4+XjQ48Htz+fJl8Zv56adm9wkJCTHpj51KZKT4zluZ5WXZsmUEwE2mLPEREdS7uvI7gLPNxT30729zUOPWrVvznb816QDlGkBfAIsA/A1gAYCXLT02r17OUK7Dw8M5vUcP7g0MpA5gmFabo1/1LMPSyW4HLauT5NZGjUiAu7JJH6WqKncWKcIHisJIg+XicWbfvn0s7+nJdQUK8N7ly2b3u7FrF792d+ezwcGWWfKyQa/TcUupUpysKNyzZ4/Z/ZKTk7nSx4dTihUzuWyfX4mJjuYJb2/GAzydw328ZvJk6gHuaNfOprFu3brFQQUKsFO1ahksTJm5du0aW2k0vBgYaH/OYAejqirfeOMNAuDmdevIbCZwBw4c4Eij9fr4cZvHvHPnDn18fPjyyy+b3Sc2NtayqPqoKLJIEZHWLr+vaM2ZI67db79lv9/u3WK/bJbFJ06caFHaNaN/6ZYtW7IfMzpaLKfXrGl2kpiFI0eEv3C63wdVVdm0fn3O9fRknAWBj6qqpubo9vPzY7169ejm5kYPD48sWT3McfnyZXp7e7NNmzbU//qrsMIaAiXXr19PRVGEi0M26HQ6Fi1alC+99JJFY9qCqqqsUaOGcNkw+of/8ovZ/X/66ismA5wCkdozICDA4jR7w4cPp4uLCy9evJhlW8eOHenn58e7xonP4cNZ3MDWrFlDAPzvv//ESlXBgg777TJOrLMzNowdO5aurq7mV8iXLRPXb9++rNtUlTSzAtGuXTuWKFHC9DPt1CmqjRqxjocH3zFnwJsxQ4x79apZ2c0xaNAg+vj4pE1YSJGBxMzKU17hCOV6Zqb3Myw9Nq9ezlCujx8/zvc9PXlLo+GOOnUYbcEyeUpiIo/5+TEO4EVTPo5W8vsHHzAe4H/Vq+c4I7y4di2TAe6uUMHucZ3J3u+/Z0EvL1aoUIG3LMgda7SQvmfBcrE5VFXl2iZNSID7O3fOcf/ly5fbl3Egj4mIiGBwcDCHazQ89MEHOe6vqir3lirFJIBnrLQmJCYmcki1anwE8L4FKeo+Nfixxzkhn252TJs2jQEAP8tB+TDSp21bJgJMMmMVs4SBAwfSxcUlR1/gkJAQ1q5dO/vOQkPJihXJHKx5JIW166efnBNAdO6cKKTSvLllluHKlcW+JtixYwc1Go1FKdcSEhKyXQZPpU8f4ctswj/aLIasHXzuOZFjeulSbjXko7Yql/Xevbz8ySccPHgw27VrxzFjxvBS5tUTnY78/ffUwL/M/PbbbwTAgS+9xLg7d6iqKlesWEEfHx/Wrl2bcRYohsOHD6e7u3uuZQ0xBk7O/Pln4cdcsmTGbDEmSKxTh7fKleOcOXP4wIqA3Nu3b9Pb25vNmzfPoEjOnj3bouDkyMhIAuCUKVPI1avF5+yAldM7d+7Q09MzxxzsxmDnXbt2md5h8GCxumPqfhg1iixQIEuzMa/2F198ke3YDRs2ZIsWLUxvDA0V18LKXO337t2jj49PxvM+dEj0lcn9Nq9xhHI9F0AnALUAdAQw29Jj8+rlbLcQa7h99CgjFYVXXF15x0RQgiWoej0/mjSJADiqTRuLl+e3GhTEEz/8YNO4zkT36BG3tm7NFIC/Fy3KcCty2k5+/XVeA7jTVEWqHEhJTuZ6w+rAoSpVqOb0gKdQPps99xwH+vkx2oaqannJsblz+UrRovT09MySfSI7os6cYZRGwzMuLrxp4WpIbGwsh9Wrx/sAY0qVsihzwqlTp7gL4D0/P8stg7mIqqqcPHkyfQFeLFyYavXqFimdR44c4WiAPxsKlliL0d3jvffey3HfKVOmEIDp70j6wjCWKsvLl4tHhhX3h0M4eVKk3fP3tzyN15dfClnPns3QfPbsWRYpUoSVKlVirIWBpW+99RY9PDwYFhZmeoeVK8VY2SzTm2XePFHsxLCisd/Li1WrVrVutWvgQKHYZxco//XXYowVK8zuMnny5FQLeJkyZQiAderUMX/emTAG0uVWQZkxY8bQzc2N8Z99xhzdmIx8+KGwxNug8BszrXTq1Ilbt27lxx9/TI1Gw9atW4vP57ffyNdeM2uRrlWrlsg3fe+eCGI1kbrOWgYNGkStVmsysDQ90dHR1Gg0nJS+QEx65s4lTaQiJCnuYyA1axMpfu/at29PPz8/05OUFSvEKhjJESNG0MvLy/RqpKqKbDlWPoM//fRTAhA5zI0MHCgK3jg5i5EjlGsvAK8CGGf462XpsXn1epyUa5I8MXMmYwGec3fnpRy+LJm5uXcvD/r7cxjA/v37Z7usnpn4qChed3FhmFbLu04oW2sLCfHxXDNmDEMNWSX2linDGCt9cJNjY3kwIIB6gNu7daNq4TL4+fPnuaFYMRLgwWrVqFrx4Avdv5+3AZ4tVMgihTyviTx2jHuqVqUO4GVXVx7IxtXFHJd//ZXJAA+6u/NEDpa7fXv38sNixRgPQ2GVHPL0puertm1JgHecHDNw+/Ztdu/enVUAXi9YkKpWa1X1xVGjRhEAV1m5arV//376+fkxODjYooDos2fPmk7JFx0tHm5Dh1rnCpKcLPwlW7TIW9/r1q2FldKa36o7d8jRo1Mf+CR56dIlBgYGsmjRolYF4l6+fJmurq588803s2589Ej43NasadYqnCMJCeTevdw5bRpdbPFbvntXuPZUqyY+28wsXiwUzG7dcvzc9uzZw7ktWnBzhQqcOXNmtoF/pmjVqhWLFSvm8MBGVVVZsWJFtmvXTlgqe/a07B48etQmS6mRH3/8kR4eHoTBteTFF18Uk7JDh0R6ynQpNzPzwQcfUKPRCPeRunXJTLnUrcWY0tPSAiqNGjXKMeuJSX75RVyzdJPypUuXEgC/NaSczcCFCyJ9nyGA0uiXvddc4OLLLwsXKgt/Q65cuUIvLy9269YtrfHePdLTkzT1ncxjbFauAXwPQMlpv/zwetyUa5I8/sMPfM/TkwUKFOCPP/zApGyseKpez9C5c7mjenUmAYwHuL1vX5sqsZ2aO5eLNRqGNGhgexWyPODmzZscP348vzIo1bdcXblv5EibH+6J9+9zf/HiNKbtC12wwHTEdUoKj82Zw7dee42urq4c5u7OA3372jTuhr59SYB7GjTIN7mvY8PD+V/z5owHmARwS+3afGiDH5yRC1On8iNfX7q6unLU22/zwObNjI2NZVJSEi9fvswFM2eyffv2BMDt7u6MrldPKEBWEBkZydWurkzQaJhgZT5jR6CqKv/880+WKFiQ8zQa6hWFqp+f1Wm2EhIS2KpOHX6r1XJ7Tv7DFAV2/vjjD3p7e7NChQpWBXbWrVuXDRs2TGv45x9hOXJxEZY0a+/HH38Uj41cSrWVAaNskZE2+Wim7+f06dMsUaIECxcubDJ9WU6MGjWKiqKYDhDdu1dkrbCTNm3aMDAw0LYYjR07SDc3EeBn9A+PjBTp1gCySRPLU0Aarf4WWqzTYyzQYi6Lja0YJ4qp+botvW9VVVTKnDzZ5rEjIyO5adOmNDesW7dE5c2yZbO1iBtLrM+ZM4ccM4Z0dydtzBKWkJDAypUrs3z58hl9jrPhww8/TFPujTx4ICzW2U2ajP7YBitxTEwMS5YsyTp16mS9N1WVbNOG9PMT14VpLjFm3UdCQy3ORx8fH88GDRqkBdwamT5dyGjjqr8jsUe5/gzAGgDehvftAOzJ6ThHvAC0B3AewCUA43La/3FUrkny6tWrDAkJYTeADwDuDQzk9pYtuaNXL27v2ZMfjR3L7t27c6a3NwkwGeB/VasybPduu8b9559/6OrqyjaVKvHs/PkOOhvHcGrePG4pX571NRpqNBqOadmSF8aMoWrhD0t26FNSuKNrVz4A+B3AcuXKsU+XLtxetSp3VKzIg4UKMUJRSIBvurlx6NChJnOqWoqqqtz0zDMkwN01ajA5l9NVZYder+evv/7KFwsUIAH+FxjIyzkFa1lIREQE33jjDfbUapkM8CzAQwCvQBRRerZYMX722WeMvXrV5uC5zbNncxDA7t262R2cag1hYWHsbpgcNGncmHGNGwvLaKY0hZYSffIkY7Ra7gX4Rr9+PHToUIaMFDqdjufOneP06dNZs2ZNAmBISIhVblBkWnaFi/v2kb17i5/8OnVsfyglJ6eV9TaTKcchLFpEdumSvRJgCaGhjK9Vi40LFmTx4sV5ysZA7ri4OFapUoUBAQE295EdFy9eJJBN6WhL2L1blNoeOVK8j4oSy+bvvWedK9WpU7QocNQMxgBfcykObeH7KVO4HWCEFdU3U3HkimFiokhJ6eWVY1CyXq9nuXLlRPXPXbtE/nALXOBMMW7cOBE0nb7iZw4YiwTNmDFDNNy/L/JBa7UimNYcO3eKz98w1ogRI6goCg+YSq+3cCFN+T3XrFnTvN+1heh0Onbv3p2KonBl5pXBlStJByaEsAe73EIMmUIOAdgDYBOAZpYcZ88LgBbAZQDlAbgBOAGgenbHPK7KNSkUsEM//sj/KlTgDRcXGn3wCLCcorBChQr8rEUL/te/P+9nkxnDWrZu3crlHh7UAdxbujQPffIJ4+2ooGQvl1au5CF/f9JgmV/Qvj2v2mO1yoYHV65w/pQp7N69OzuXK8dIjYYRGg1P+/hwb8WK3P/WW4xx0LXWPXrEfxs2JAH2LVmSf/zxB2Py2Ffs3unTnFyrFgGwefPmPLZwYa6Mc3/fPp7t3p3natbkxcqVebFhQ4YNGUJ9TinULOT7778XwVc1a/KyhdH/9rBvyxZ+7enJSIAzP/lE5LZ1QGaN5L/+IgEu12joBtDDw4NBQUEsXbo03d3dU5ei69Spw7///tum/PR37tyhm5sbP+jblyxUSFjwbHVfMHL0qFjizq0Vr0WLhBtDs2ZmsxZYyu3du3lHo2GURsNwOwOLz58/zxIlStDX15e//PILU6ZOFTm1HRDg+eWXXxIAr1vhJmWSlJSMK0K2FCxSVWGVNVQctJaEhAQ2bNiQWq2WU6dOtcpl0Ryby5Sxf8XEEZPB48eF7/+yZRbtbox7yC5ndk6cOHGCWq1W5Pa2BL2ejIujqqqsWbMmR1StKiZYAQFCsc4pC014OPnBB+T58zx06BAVReEwU4kAEhPFJLtevSwTmIkTJ2a1mqdnzx5RCMqMsUxVVb711lum3dryGfZYrlsB2A5gh8GKXCWnYxzxAtAYwKZ078cDGJ/dMY+zcp2ZhOho3j1zhlHnzlGfy9H5969e5bYGDfjAoMwnA1xdoAB79+7Njz76iNvHjuXZRYsYl0tR4EZ2vfoqkwDeUxRu69iRD/NpXmN72P3jj6mWyDmKwqO+vvy3QQNuHz2aF3btyrUCP3cPHOAdFxfeBzjr669tciXKTyyZO5e3FIX3Ac6rW5f/rlzpkId4Zo7Pns1rhu9FTKdONi2VZ4theTOyQgV+PmgQX331VQ4YMIDvvfceZ82alTXrg7UcOMDBgwbR3d2dt62tNJgdxvsnOlpk8nAUR44I94ZmzeyuZKnX69miRQvW8vJiQqVK4nHXogVpR3DxtWvX+PzzzxMAr2i1vFCqFLdv326yWp011KtXL6P7jrMZO1YoYhZkYjLFw4cP2a1bNwJgmTJlOGXKFPOKVg6oq1aRAFfVqmXT8SRFfnQ/P7tKb6dihfU5MjKSnp6efOWVV4QyumqV1QHZnTp1YsGCBXnv3j3R8OBBxkqqI0eSpUsLv3vD6jYDA0mKgjjrAeq1WrESlJ3F2gStWrVi0aJFTQcxRkSQL71EmnCVMmYW+cNcwaz//hNyGqpaZsZoQBk7dmzWjVu35u6qmZXYo1xvA/Cc4f9nABwH0DKn4+x9AegF4I90718D8JOJ/d4EcBjA4TJlyuTO1XtKSIiO5qHPP+f2Z5/lLzVqsFy5ctQYLMhGK/pNrZYHihThqn79coxYtobp06dzMsCDRYowMn1FsScQVVW5b98+rn/+eZ7x8WFKuuu7Uatls2bNOHr0aP47YwaTHeD6kHL3LsM8PBgFcH9+KWHtACL27OEFg0UrEuBUDw+++9pr3L59u0MmKZErVzIe4C0XF95bvdoBEpth2TKRDcO4QuOoiY8hi8Xtr7+mq6trjum7bKJfP6EMjx1rt5WZSUlkpUpCMXCAEjRz5sy0B3xyskh9V6oUOWKE2EFVbVqmV1WV+776igQ40NWVAFiiRAm+++67Zov6ZMeNGzcIgFOnTrX62FzjwgWyVSvrgkgzoaoq165dy5CQEAKgu7s7+/Xrx1Br+kxKYnJgIEMBzrJn5eH0abEaYmHKzCw8fCgC/WyYwI8bN46KovDizz+L33krXDAPHjyY0X951iyRM1ujEUF9pEiP2b8/OWSI8O3+6KNUN42YmBhW9/Xlq+mDAS0hOpqHDKXiv/76a+uOZVoAarNmzcztINxrypbN4od+7tw5uru7s1OnTlmNQHq9sMDno4q9dmcLYZoyWwLAXmuPs2Eci5Tr9K8nyXKdX0iIi+OFpUu5b/Robm/ZknuCgnjJzY1jDUvWbZs356Eccn7mxPp166goCnv27MlH+SDNWl6TEhPDS3Pn8mDv3lwQEiLKFnt4MAbgKa2WS3v0YKwdisvJ2rWZAnCjmaqhjztJmzfzdoMGJMC2hsj+soGBnDFjhtXZDoyoqsqNQUG8qCi8kBelddPL2aOHeEDao6zevCksdfXrk4mJHD9+PAFw48aNdouagVu3RCEHQGT0WLzY5slB8rFjTChShEsGDeL06dP533//2TxJSkxMZMmSJfncc89lfEAnJ6e5s2zfLnL9WlJVMTNDh5JeXoy9fZtLlixh165d6erqSjc3N3766adWyT137lwCyLFy4ONMaGgohw4dSh8fH7q4uPCzzz6zbPXsn39IgO0Ans2UVtFqhg8XKfFsyTdtTE936JDVh967d49FixZlvbp1qVatKr6TFn5HBgwYQG9vb5F9xZhOMSREFK2xsA9jwaRD1sherRoPlC7NggULmk5ZeeaM8M3PBmO8x0lzKSK3bBHnkynwsVevXvT19eUdUwHv+/eLYywskJQXOEy5Fn3B05bjrBzjqXYLye9cv3KFU6ZM4cjChUmAu0qX5j0brDb3L1zgSRcXvl6xosVR0E8DKYmJPDViBK/6+ZEA97i58UA2OWrNEb5iBQlwcfXqDpcx33H5MuNiY7lo0SIuLVGCfwFsWqOGdZYyA5s2baIC8AcLiuk4lMRE0lDBlQEBwv/YFvr2FdkJDG4l8fHxrFmzJgsXLswruZFpZf9+MjhYyG1DZoZ169YJX3PDpN34qlChAtesWWN1fzNmzCAAbtu2zfxOZ8+SL7wgZO7SxfJMDqpKBgWRXbtmaL558yb79OlDQKRss9RVpH///vT39881lzC7uHVLBOM5iKioqNRrNGbMmJwPUFV+3bs3vb287Hdli4sTBZOCgqybuCYni5UlC4pdmcOYnm6D8X6zYMIeExNDLy8vDh48WGSkURTx22Clm2hMTAyLFi3Kpk2bWnwNU1q25CFF4VtvvWV6h1dfFTEc2RgvoqKi6O7uzrezCzzs3l24shgCtY250j80Zwgy5i03lXLSSThUuc6LFwAXAFcAlEsX0Fgju2Okcp33JD14wJ0hIXwE8KKbG69Z+UO8sU4d6gGesTa369OCXs9LY8cyTlEYDnClGR81c7z5xhvs6OrKGybK+D7JqJ99Rr1Gw6saDWv5+IgyxJYee/IkewYHMzAwME8zkmTgwAGxbAqI4CJrFIvjx8VxEydmaD5//jwLFixocVXT7NDpdNy3bx+XL1/O/fv3C0VSpxNL51Y++ObOnctKAINr1OCaNWv44MEDRkREcMGCBaxevToBcNKkSRYrBqqqslatWrToeaCq5A8/iOvVq5dl1zkxUfi5mqhKqqpqqsXOIuWRZFBQEHv06GHRvnlOy5ZiRcJW/3edTmQwKV1aZNe5d4+qqnL48OEEwIUWBFW3adPGss/SEvbsEb7J+/dbfszixeL+WL/erqF79erFgm5uTClUyKJg0cWLFxMwVFn8/XeRZtHGz+H333+3+HqT5MXmzRkOcLepjGSqKiYbFrhmDBgwgF5eXmn+4pm5fJmcOjV1Yvvee+/RxcXFfJXPkBBh+c9HPHbKtZAZHQFcMGQNmZjT/lK5dh4nf/iBDxSFV11ceMvCEsCXDx5kLMDDlSrlsnSPP7F79/LXoCBqFMXiCor37t2jl5cXBw0alMvS5VP27KGuYEFGuLiwqqenxSnU7tWvz2sAf/z++1wWMAeSk8lBg8gyZaxTWP/9VxQ1MXHMvn376O3tzRo1ajDKxqCgpUuXsnTp0hkszIGBgZw3b16aAhwfL6xMOVjZ9u7dS1cXF1728aGuZcss25OTkzlgwAACZgpYmMBYJvtnayaiU6eKx6GDqk8OGTKEAHKc1Bn9rb939r1mjj17xHWZMMG649KXJZ8+XRR90WjIKlXIsDCmpKSwUaNGLF68uPmCM59+Sr71FgNLleKrr75q8ylkwYJS7hno2VMok3auLNy6dYt+fn6cXb481SpVcrSev/baa/T3909bAbEjLaVOp2OtWrVYoUIFiwK/l9WsST1AvanVnPPnxT1hQfyOMR1gTuXijTKWKFGCL7zwgukdVJUsXFiUbs9HPJbKtbUvqVw7l9N//MFwReHQKlUs8nVdXbs2CTBy+/Zcl+1JIDY2lnXq1GF1Pz9etsD/8Hzt2vwA4FELJztPJKdOUe/nx1MuLqxUrlzOJa8NOX4nubkxztqHcG6g19ucS9sc27Zto7u7O+vXr88YKwL6VFXlhx9+SAAMDg7mwoULefToUS5cuJCNGjUiAA4ePFgUmli9WjxesikJrqoq69evz5aGok40FgjJhF6vZ48ePajRaHjQgmIto0aNoru7u3XFsVRVLL1bwuXLOQa2xcXFsXTp0mzUqFG2FvcVK1YQAPdbY0nNa157TQStWpq5JiVFrLpkDkDcuVP4uDdsSCYnpxacmTJlStY+VJUsU4Yphtzyn5sr1W0rKSmi9HxOK1OqKjLXDBnikGFnzJhBd4BLc3D30ul0LFKkiJhUnDrlkCDntWvXEgB/zSEwVK/X8x0fH/GdNOXq+dtvYpuFPvAtWrRgmTJlsi+OtHw57xjchf4250+tqiLo2wkFxLJDKteSPOGfhQsJgKNHj852v+snTvABwGMVKuSRZE8G1w4eZLSi8K+yZbN9aOvPnSMB/iYz6JCbN/PEDz8QAN/JoXT6o9dfZzzAEfkoGp2ksAR/8UXO2S2uX7fId3j16tV0cXHh888/z4T0VsZs+OmnnwiAgwYNyvKg1Ov1qYFTb7zxhrg3+/YVlSDNlBo3KpaHu3cXj6Js0hw+ePCAJUuWZO3atbP1ZVZVleXKlWPnzp0tOieTZKdwqaqocNm/f47d/PbbbwTATdlU8Pzwww+p1Wot/gycQni4UIrNWRQzY3SzMaVALltGjhqVaj0OCQlh2bJls36mZ86QAK9MmEAA/Oeff+w7h8xs2yZk/OEHy/Z3UDpcnU7HKlWqsFatWlQfPjSbFceYym7xH3+I75CpCYiVqKrKJk2asHTp0tkqukeOHGFFgPsHDEjLSJKeV18V3wELFf6VK1cSAJeacKNKZfx46hWFZQGrKtDmB6RyLckzhr71FocBPDl3rtl9Rgwbxj5aLW9bUXFKIjjXqBGTAf6TTequK9268RHAFb/8koeS5W+GDBlCbXbR65GR1Lm68heAO/OgOI1VHD4sfq7fey/7/Vq1EoGFFrBgwQIqisIuXbrkWHL76NGjdHNzY6dOnbINvJtgUIZ++eUX8vZtEaz04otZ9tPpdKxZsyYrV65MNTiYbNQoR3kXLVpEAJyfTSqz0NBQAuBMW1NOzpwpXADMrXBcucLs8vOmJykpif7+/uzVq5fZfTp16sSaNWvaJmteMm2aUKpyWpFMSRHp1Zo1s0j5Wrp0KQHw38y5xw0K+vKvvyYckSkkM6oqcp4XL579OeVCPYB58+bRDWCivz9pJmDQGJAbYbQSO2h11zihzVLxMB3GHNNh5ia7Dx9aVeFVp9OxXLlybNq0qfmdbt6kTlH4o6+v+X3WriW/+y5XPhN7kMq1JM+IuXGDERoNQz09+ciEFS0qKopeXl7sb4H1R5IV/a1bjNVqud3dnfGmXBfi4xnr4sIVHh42p6J7Ekl4/33+p9WyqzkL3MqVTNZo2DYwMH9mbhgwgHR1Nb1US4olU4D85BOLuzQ+xIcMGWJ2JeThw4esVKkSS5UqlWMhEL1ezzZt2tDT01PkwZ80SciUyd/977//JgCu+uknsd0Cy5xer2fNmjVZpUoVs5+PsdKhtWXiU9m9W8gzZ47p7QsWiO0WKhejR4+mq6ur2etWokSJ3Mk/7mgsVWiWLhXXJydL88aN5OLFTEhIoLe3N4dkdrvo2pUsV47jxo2jq6trrhSI4vr15i3sRp5/XuRwdyCPHj1iQEAAN5YrJ9xtTAQXv/baayxevDjVt94SqwYO+h1PSUlhYGAg27VrZ3afvn37slSpUuI766CaE99++232aflI7nR3520fH/P32ksvkeXKOUQeRyKVa0mecvDdd0mAW7t0ybJtfefOnAgwNJsvmiR7Lg0fTgJcZmKCEvH55yTAWXLykhGDFagbwAMHDmTZfO3aNRYC+IkVymmecvOmUK6HDjW9fdIkka7LyhLaY8eOJQB++eWXWbapqspXXnmFGo3GYmt+eHg4CxcuzMaNG1MXESEKzaRzDXn06BErVKjAWrVqieqz+/alpuLKCaNSbs7VonHjxvZlllBVkZWhdWvT20eMENZ4C90Ejh49SgCcPXt2lm23bt0ikP/LO2fg2DExATFH06YiO0hOaQjbtBEFfXQ69uzZkyVKlMg4uRs/nvz4Y77wwgusnltpRPV6oaw9/7zp7Q8eiCDMjz5y+NBjxoxhZa2WqkZD/u9/WbZXqlRJGAFMpHy0lwkTJlCr1Zqd8FWsWJHdu3cXKxCZ3eM2bSI//jhjwKoF3LlzhxqNxmyKvevXr3MQIFRSczFCVaqQ1hbDyQOkci3JW1SVh4oVYyzA6+nS88XdusUoReHBgAAnCvcE8OgRb3h783t39yxpjqb268fJisJwR5fqftxJSaGuShVe1GjYqW3bjNsePuTkyZMJgFeNlRLzI2++KfJXZ1ZGdTqR7iwbi5Q59Ho9X375ZZMuF8Yqh9ZOOObPn08A/Oabb7JsM/oir0pfwtlCkpKSGBAQIB7+mbh79y4VReHHH39sdb8Z+PBDMUkxpfDXry/cCSxEVVWWLl2a3UwoBcYAM2vSRDoVvZ6sWpWsUcO88nz6tCgOkhPG9HZbtnDWrFkEwNOnT2fZrVKlSuzZs6edgmfD5Mlk7dqm4xSMlm0T5b3t5dixYwTAK/XqidSA6SZrUVFRwrVpzBgxvj2VKU1g9OeeNWtWlm3GsadMmSImmA0aZNxhwACRscOGlb0WLVqwWrVqJrctXLiQ/gBjGjY0PXmLj8+1iY69SOVakueE79nDOID7AgJSrRL/tWhBAjz2xx9Olu7x5+SePVQUhe+++25qW0xMDP38/NinTx8nSpaPMWSxGApwz549ok1VqQYHc7GvL0NCQpwrX05cviyKWZw/n7F9+3bxc75kiU3dJiUlsUWLFnR1deVWgzLx77//0s3Nje3atbO4IIoRVVXZpUsXenh48MKFCyL39vr1TExMZGBgoMiicfeuyMKQ+Vxy4P3336dWq83iE2pU6C3JKJIthowxJlONbd1qtbI1ZMgQenl5MTGTAvfpp58SgPlUdPmRRYvEtVmwwL5+EhJEBdF+/Xjp0qWMqROjokidjklJSdRoNPwgNws5ZXdfjxsngglzobiZqqosU6YMPzdUlmW6Ykfr168nAO5Yv178Xt2+7fCxg4KC2NFEru0NGzYwtfjS0KFkgQIZ3TQqVLDZemx0QTtjwtVk+PDh9PLyMh/7ceAALXI3cgJSuZY4hY19+zLEkEop9NdfmQxwV2Cgs8V6Yhg4cCBrabW8aEgjtqtNG9aElaVunyZUlbpmzRiu0bCdMa/yv/+SAAfnECyXr1FV4V5hR9Gb+/fvs0aNGnRxceGzzz5LjUbDWrVq2ZwPOzw8nAULFhQlyFu1IkuX5tTPPycAocDPni0eQYcPW9WvURmbnKkS5CuvvMKAgAD7/eVVVQTwOSiIzqgsZS493717d1Z63HL86/Uih3rlyhldY27eJHv3Jq0pVjVoEOnjQzU+nqVKlWLv3r1Fe9euZN26PHXqVPap2RyJKZ/mJk3Ixo1zbcjhw4ezoIcHE/buzaDAfvTRR9RoNLk66RoxYgQ9PT2zFMn6+OOPqSiKGHv6dPH9NBZ0CQsT7y3MN5+Za9euEQCnT5+eZVtwcHCaYePevayfx6JFwnJ9+bJNY+cmUrmWOAWdTsfevXsTAA8BvOriwkhHR34/xUScPs0EgFsKF+b1CRNIgL9XqeJssfI3Z8/yD0NWi53btpENGjDKw4NFCxTI3ynR0nPtmskKgfYSERHBkSNHsmnTpvzf//7HBw8e2NXf3LlzRXaCAQNIgC+7u7OLMQ6jQwfhU2pD9H/r1q0zpHDT6XT09/fna6+9Zpe82bJ7t/A5tVLehIQEenh4cNSoURnag4KC+NJLLzlQwDxi+XKhOsybl9b23ntC+bEmB/GWLcKv99Qpvvzyy8LvWqcj/f3J/v25ZMkSAnmQp3/ZMtLXN6sb0OTJIk4jl/j3338JgKtXr87Q3q5dOzaoWVPkiM+lnM6rVq0iAG7PlIWkc+fOaa4bRrcYY6zF33+L90eO2Dxu5cqV2SFTGfnY2FhqtVqxQrF7t7iPMmePIcUKQj7LFEJK5VriRHQ6Hf/++29uePFFqVjnAqdefVV8lQHudnHhJXmNcyQ+Pp4lihXjzoIFSYB9AH6UD/35zDJgAOnhIQIF332XHD7c7gpyuYGqquzUqRM1AK8C3O3mJtw57t0TwZk5pRY0g1Hx2rBhA0ly9+7dBMAF9rorGHn0iFyzhkwfdN21K2mjpbldu3asXLly6vv79++bDSLN96gq2bx5Wo7oqCiR0eLll63rR69PVZaMLgNhhlUkzprFTz75hIqiMD4X3DIycPq0GHPGjNwdJxNJSUn09vbmewMGiO/zhg3U6/UsWLAgv2/fXsiUTY50e3jw4AG1Wi0nTpyYob1EiRJpE9T798V3wJhbf/p0smTJnINVs8Ho/pHeYr5161YC4Pr160WaP62WzE1XIAcjlWuJ5Anm1IwZXPXSS7xkIihIYpp/p0zhSYAjAFasWNGqaoVO5+ZNEVhkmBwwk1U0P5GQkMCpU6dyTbNmQtaTJ8XSsh1WsOTk5AyBjUOHDqWnp6fjPsPERNLLKy0zi6qSAQHk66/b1N13331HALxsWNbevn17hsnBY4fRgpiSIvKYa7VZ0i1azKNHPH7wIAHwwMCB4r64cIF9+vRhUFCQ42Q2h6qKTBStWqW1XblifZl0G+jWrRvLly5NtUgRsk8fnj17lgAY2rIl6elpUUEoW2ncuDEbpcsvb1H2Gjsn8EaL+bZ0PubG2IPUiqr164vJmxFVFRPbFSvsGju3MKdcayCRSB57ag4dihcWL0aF6tWdLcpjQ5uxYxG1bRtKTZmCXbt2wc/Pz9kiWU5gILBxI9CwITBiBDBtmrMlMounpyfef/99dF6xAihSBLhyBXB1BVq3BoKDberTzc0NAwYMwOrVq3H48GEsWLAAXbt2ddxn6OEBtG8PrFwJqCpw+TJw9y7QpIlN3bVv3x4AsHHjRgDA8ePHAQB169Z1hLR5j6KIv4sWAUuXAp99BtSsaX0/164BJUui5pkz8Pb2hsvOnUCJEkDFijh79iyqVavmULFNoihAz57Ajh1AdLRoGzAAaNUq14fu2LEjrty8ifstWwKrV+Pg9u0AgMrnzgEtW4r7MJdo3bo1Dh06hPv37wMAjhw5AgCoV69e2k4nTwK//irWRQFAY5/KGBISAhcXF/z777+pbXv37kWNGjVQsGBB0dC8OXDgAJCcLN5fuwasWgVERto1dl7jVOVaUZSvFEU5pyjKSUVRViiKUtDQHqQoSqKiKMcNr1+dKadEInkyCQkJwdixY1G8eHFni2I9DRoAmzYBP/wAuLk5W5qc8fcHrl4FunYFhg8XkwM7eOedd+Dj44MGDRogJiYGY8eOdZCgBnr0AG7dAg4eBLZsEW3Nm9vUVeXKlVGuXLlU5frIkSMoXrw4ihUr5ihpnUO5csDu3cC4cbYdX6YM4OUF7dKlaNSoEWZotcD06dCrKs6fP583yjUgPmu9HlizBkhIAPbvB557LteH7dChAwBgU6FCQEICEpcsQTM/P7jeugV065arY7dt2xaqqmLbtm0AgMOHD0Oj0aBOnTppO23ZAgwZAowfD9Srlzb5sBFfX180adIEmzZtAgCoqop9+/ahadOmaTs1ayYU60OHxPsTJ8Tf2rXtGjuvcbblejOAmiRrAbgAYHy6bZdJ1jG83naOeBKJRCJxGD4+af9rtXZ1VaJECaxcuRLt27fHn3/+mVEpcASdOgkL++LFQtmqUAGoUsWmrhRFQYcOHbBt2zYkJydj165dGRWKx5WmTcXLVjQaoHdvYNMmtKpTB/MuX0Zcp064cuUKkpKSUD2vVuKCg4X1/dlngfXrhXLXqVOuDxsYGIjatWvjt7NngdKlUe/AAXSuUEF8T7p0ydWxGzVqBD8/v1RF98CBA6hWrRp80n9He/QQf6dOBR49AgoXtnvc9u3b49ixY4iIiMCJEycQExOD59JPZJo3B378UXzfAKFcK4ptKyNOxKnKNcl/SeoMb/cDCHSmPBKJRCJ5fGjRogU2bNiAV1991fGdFywo3AV27QL++ANYvTrNHcIG2rdvj/j4eMyfPx/Xr1/H888/7zhZH2f69gV0OoxYvhwl9HocOnQIp06dAgA888wzeSODogATJ4rJ02+/AUWLCgtqHtCxY0fs2rMH4a++ii2JidD27Qvcvg3k8qqGq6srWrZsiU2bNiElJQW7du3Kek8GBQGjRomVsSlT7Lr/jbRr1w4A8O+//2K7wQ0mJCQkbYfChcXKVokS4v3x40ClSoC3t91j5yXOtlynZyCADenel1MU5ZiiKDsVRcmbu1wikUgkEiM//yys1i4ugJ1W1JCQELi5uWHw4MEA0lwCnnrq1AEmT4aXqyuqQfjghoaGQlEU1KhRI29luXYNOHpUKNouLnkyZKdOnaDX69H4zz8xHsALXbtmXOHJRdq1a4cbN27g119/RXx8fEYl18h33wFJSQ6z5NepUwfFihXDihUrsHHjRlSqVAmBgZnsqpGRwIIFgE4H+PoK//PHDIVGR/XcGkBRtgAw5dA4keQqwz4TAdQH0IMkFUVxB+BDMlpRlHoAVgKoQfKhif7fBPAmAJQpU6be9evXc+lMJBKJRCKxnb59+2LhwoVo27Zt6nK8JI0aNWogKCgIHh4eOHHiBC5dupS3AoSFAefPC2XOAVZaSyCJpk2bYt++fejYsSPWrVuXJ+MCQHR0NEqXLo3ExER4e3vjzp07Gd1CcomxY8dimiEI+4MPPsDkyZMz7rBwoVjROHLE5qDnvEJRlCMk62duz3XLNcnWJGuaeBkV6/4AOgN4xZDWBCSTSUYb/j8C4DKAymb6/41kfZL1AwICcvt0JBKJRCKxid9//x1//fUXFi5c6GxR8iWNGzfG3r17sWvXLjRu3DjvBQgMFFlC8kixBoQ//sqVKzFz5kzMnz8/z8YFAH9/f4wfL0LdPvjggzxRrAFg9OjRKF++PMqUKYMRI0Zk3cHokmNwG3kcyXXLdbaDK0p7AN8CeJ7k3XTtAQDukdQrilIewC4Az5C8l11/9evX5+HDh3NVZolEIpFIJI5nzpw5GDhwIABg7ty5eP31150s0dNBbGwsfH1983TMlJQUKIoCF3PuN+XLi+xCbdoA6VL35TecZrnOgZ8A+ALYnCnlXnMAJxVFOQ5gGYC3c1KsJRKJRCKRPL706tULFStWRPny5dGrVy9ni/PUkNeKNSACKs0q1oAIpASAFi3yRB5H41TLtaORlmuJRCKRSB5fkpKS4OLikr3iJXk6ePAAKFAgT910rMWc5VrevRKJRCKRSPIFHrlYlVDymGGs2vgY8kRZrhVFuQvAWelCigCIctLYTwryGtqPvIb2I6+h/chraD/yGjoGeR3tR15D85QlmSWbxhOlXDsTRVEOm1oakFiOvIb2I6+h/chraD/yGtqPvIaOQV5H+5HX0HqcHdAokUgkEolEIpE8MUjlWiKRSCQSiUQicRBSuXYcvzlbgCcAeQ3tR15D+5HX0H7kNbQfeQ0dg7yO9iOvoZVIn2uJRCJ5SlEUpSCAviR/drYsEolE8qQgLdcSiUTy9FIQwFBnCyGRSCRPElK5lkgkkqeXKQAqGCrkfuVsYSQSieRJQLqFSCQSyVOKoihBANaSrOlsWSQSieRJQVquJRKJRCKRSCQSByGVa4lEIpFIJBKJxEFI5VoikUieXmIB+DpbCIlEInmSkMq1RCKRPKWQjAawR1GUUBnQKJFIJI7hiQpoLFKkCIOCgpwthkQikUgkEonkCefIkSNRJAMyt7s4Q5jcIigoCIcPH3a2GBKJRCKRSCSSJxxFUa6bapduIRKJRCKRSCQSiYOQyrVEIpFIJBLJ08ikScDu3c6W4olDKtcSiUQikUgkTyNz5gDDhgE3bzpbkicKqVxLJBKJRCKRPG2oKhAWBpw8CaxY4Wxpniikci2RSCQSiUTytBEZmfZ/dLTz5HgCkcq1RCKRSCQSydNGWFja//fuOU+OJxCpXEskEolEIpE8bdy5k/a/tFw7FKlcSyQSiUQikTxtdO4MxMUBdeoA9+87W5oniieqiIxEIpFIJBKJxEK8vYFp0wAPD2dL8kQhlWuJRCKRSCSSp40ZM4CYGGDCBGdL8sSRL9xCFEW5pijKKUVRjiuKctjQVlhRlM2Kolw0/C3kbDklEolEIpFIngiWLwfWrQPOnAF27nS2NBZz6dIlvPvuu4iJiXG2KGbJF8q1gRCSdUjWN7wfB2AryUoAthreSyQSiUQikUjsJSwMCAwEvv4aePVVZ0tjMR9++CG+/fZbzJw509mimCU/KdeZ6QpgnuH/eQC6OU8UiUQikUgkkicEEggPF8q1tzcQH+9siSzm6NGjAIA9e/Y4WRLz5BflmgD+VRTliKIobxraipG8bfj/DoBipg5UFOVNRVEOK4py+O7du3khq0QikUgkEsnjy4MHQEICUKrUY6Vcx8bG4uLFiwCEe0h+Jb8END5HMlxRlKIANiuKci79RpJUFIWmDiT5G4DfAKB+/fom95FIJBKJRCKRGIiKAgoXFpbr+Hjg0SNApwNc8otaaJoTJ06AJKpWrYrLly9DVVVoNPnFTpxGvpCIZLjhbySAFQAaAohQFKUEABj+RprvQSKRSCQSiURiEZUqicIxL74oLNeAVdbrFStWoECBAvj7779zSUDTHDt2DADQpUsXJCcn48GDB3k6vqU4XblWFMVbURRf4/8A2gIIBbAawOuG3V4HsMo5EkokEolEIpFkAwn88AOQh8omSWzfvh03b960vRNFAXr0AP79F/D0tPiwSZMm4eHDh/j222+zbnzwAGjSBOjfX1wXB3L06FEUK1YMderUAQBERuZPu6vTlWsIX+rdiqKcAHAQwDqSGwFMAdBGUZSLAFob3kskEolEIpHkC27fvo24uDjg7Flg1CiRdePq1TwZe8mSJWjZsiVatmwJVVWtO/i334BXXhHKb1AQ0KYN4OZm0aE3b95EaGgoChUqhKNHjyI2NjbjDj/9BOzbB8ybB5w8aZ1cOXDs2DHUrVsXxYqJMLyIiAiH9u8onK5ck7xCsrbhVYPk54b2aJKtSFYi2ZrkPWfLKpFIJBLJY09YGHDggLOlcBw7dgCLFjncSpoTBw8eRNmyZVG3bl08qlgR2LZNbFi3Lk/G/+abbwCIwL5Dhw5Zd/Du3eKlKMCdO8DSpcJNxAK2Gc5zzJgxAIAzZ85k3GHpUuF2UqkScO2adXJlQ1JSEk6fPo3g4GAULVoUgLRcSyQSiUQiyQ/MmAG0bAnExTlbEvs5eRIICQFefhlYsyZPh548eTJSUlJw6dIlbNy4UchRogRw+HCuj33r1i0cOnQII0aMAADs27fPug5u3gTKlBH/nzgBvPQScP68RYdu3boVAQEB6NOnDwDg9OnTaRuTkoDixYHhw4ELF4CuXa2TKxtCQ0Oh0+kyWK6lci2RSCQSicS5kMKy+NxzwNSpwOefO1si+1iwQATkubsDf/6ZZ8PGxMTg33//xbBhw9DS3R013n5bKJO1agllNZdZZ7COv/HGGyhRokRq7meLuXEjTbk2BjQmJOR4GEls3boVISEhKFu2LDQaDa5fv562g4cHsGkTMHKkdfJYgDGYMTg4GP7+/lAURSrXEolEInEsycnJGD58OAYNGoT4xyRPrcTJHD8OXL4sskQcOgQsW2bxoWFhYZg4cSL279+fe/JZy5dfCovryy8D27cD1voe28jatWvx6NEj9O3bFwMDAlD2zh1hsf38c+DXX3N9/DVr1qBs2bKoWbMmatasifMWWp0BiGuU3nLt5SX+WqBcnz9/Hrdu3UKrVq3g6uqKkiVL4saNG2k7pO9j5kygcmWHuescPXoUBQoUQLly5aDValGoUCFEW+jKktdI5VoikUgeU3766SfMmDEDs2fPxldffeVscR5b9Ho99Hq9s8XIG5YuBbRaoFs3oGZN4Nw5wIJzT0xMRLt27fDFF1+gbdu2+cdiqCiiEMq774pzs1CR27JlC77++uuswXgWsnz5cpQsWRLPPvssWiQkYI9GA/r6AvXqAY0a2dSnpSQmJmLLli3o0qULFEVB+fLlcfnyZcs7ePAAqFEDqFJFvLdCud66dSsAoFWrVgCAMmXKpCnXjx4Jt5gpU9LeX7wIOKjA36FDhxAcHAxFUQAA/v7+iI2IyHNfe0uQyrVEIpE8hiQnJ+Pbb79FSEgI2rdvj9mzZ4P2PmRWrxbLuTYqHHnK998D7drZnZlh3759KFmyJMqUKYPQ0FAHCedAFi8W57lggWP6W7NG+FsXKSIUrKQk4MqVHA+bNWsWzpw5g2+++QaxsbGYM2eOY+Sxh759gfHjxf81a4rz0mpzPGz58uVo27Yt/ve//6F3795Wf2/i4uKwYcMG9OjRA5qwMJS6dw9r9HqhZN67Jz6rsDBbzsgitm/fjsTERHTu3BkAUKFCBURHRyMmJsayDgoXBo4dE6nyAKuU6y1btiAoKAgVKlQAkEm53rMHePgQqFYNho3ib3q3ERtJSkrCiRMn0CjdxMXf3x+v7tkDNG6c7xRsqVxLJBKJIzlxAqhfX1iwzp7NtWH+/vtv3Lp1C2PHjkXPnj1x8+ZN65aGM7N6tQg+OnUK8PFxnKC5RaNGwH//idRnNj5Yk5OT0b9/f7i4uCA5ORlvv/22g4W0k9WrgT59hCuHHcvfW7ZswfTp03Hnzh2hAP3yi9hQo4b4mznbQyYePXqEqVOn4rnnnsPo0aPRoEEDLF++3GZ57OXOnTtY/PPP4NKlGd1A1qwRGTCyIT4+HqNGjUJwcDAmT56MDRs2WJ1pY/369UhKSkLPnj2BtWvF0ICwHt+6JVLc7dlj7WlZzLp16+Dt7Y3nn38eAFC+fHkAwBULJkkmKV5cyNulS7a76XQ6bN++Ha1bt05tK126NG7evCkmKJs2iQqPLVuKjWXLir8OUK6PHTsGnU6XQbkuUrAgGkRGCtcTgzU7vyCVa4lE4nSioqIwdOhQdO7cGee+/DJXrT65ybmTJ3G3RQsknD8PXr8uFKNc8AFVVRXTpk1DnTp10LZtW7Ro0QIAsGPHDts6jIsT0f01awIbN+a7B1UGwsLENX32WWD6dGDvXpFT1wamTp2KCxcuYM6cOfjwww+xZ88eHD9+3HGyhobablGLjQWGDgVq1xbKiSErhLXMnj0bbdq0wZgxY/Dss88iOiUFMFgdUbkyUL68WL7Phr/++gthYWH44IMPoCgKOnTogCNHjuDhw4c2yWQNFy9eRGhoKCIjIxEaGoo33ngDZcuWxZZhw6DodNjs75+288iRIhNKNnz99dcIDw/H999/j5EjR8LT09NqK/zSpUtRrFgxNGvWDAgMRFz37rgAg3IdFCR2yqVc1ySxdu1atGnTBh4eHgCQakW22DVk3LiMirSbmyj6EhCQ7WGHDh1CTExMqksIIJTr5ORkRN29C6xcCTRvDvj6io0OVK6Nfv4NGzZMbWv+6BEK6vVA9+529+9wSD4xr3r16lFCqno9E6KinC3GE09CQgKnTZvG119/nbt+/tnZ4uQOqkomJ+fqEImJiZwRGMh2Wi2LFinC64rChMaNxdiPEaGhoSxQoAC7ajR8DuCvzZuTALlqlcPHWrFiBQFw4cKFJElVVVmsWDH269fPtg7HjBGy7tkj3i9cSL7xhoOkdSAJCWTFiuRrr4n3Dx+SXl7kW29Z3dWFCxfo7u7OPn36kCTv3r1LjUbDSZMm2SfjxYvir15PlihBDh1qUzcxgwZRD7BPuXIcPHgw716/Ts6bR967Z3EfBw8epLu7O1u1asVtW7dyJcCZHTpYJYdOp2OlSpUYHBxM1fCd3Lx5MwFw48aNVvVlLZMmTSKADC8PDw8OGTKED+rW5Q0PD/p4e/PatWvigA4dyDp1zPYXFhZGLy8vvvjii6ltPXv2ZKlSpVLPLSfi4uLo6enJoek+V51ORxcXF44dO1Y0+PvbdE9awp49ewiAc+fOTW178OABAfCrr76yrJPGjcnnnsvYNm8eefBgtoeNHj2abm5uvH//fmrbP//8QwA8u3Ch+A2ZOTPtAFUlX3hB/J7YSceOHVmpUqUMbUcrVWKUouT6Myo7ABymCX3UZkUWwFhbj82tV35SrlVV5f2oKKp6fZ6Oe+CTT3jF1ZUEODsoiOHh4Xk6vrN4cO0aD0yYwOPffEP9o0e5Pl7U1aucHBhIAKzv68tHAI/075/r4+YlF377jVd9fEiAFwoXZsSuXQ4fQ1VVfvv88yTAy+3a8ebNm3zXzU38NG3f7vDxcovw8HBWDAxk8eLFeeXKFY4fP55agNdefZW8cMGhY6mqykaNGrFcuXJMSUlJbe/QoQOfeeYZ6zuMiiK9vTMqA1OmiM/AqLTkF95/X8i1dWtaW8+eZKlSVk3GVFVl69at6efnx1u3bqW2N2vWjLVr17ZdvhkzSK2WXL9eKNejRwt5//nH4i4ePnzIDz74gJ1cXTnJxYXt2rWjq6sr+5YvL/pasMCifiIjI1m6dGmWLVuWd+/eFRMngANcXBhlhfFl6dKlBMAlS5aktsXGxlKr1XLixIkW92Mtd+7coVarZffu3bl48WL++OOP/OWXXxgZGUmGhpIA740dSw8PD/Y3/vaOHk16eoprb4J+/frRzc2NV65cSW37448/CIAnT560SK6///6bALh9+3Yhh+FaVqxYMU1pDw4m27e3+dyz480336SXlxcfPnyYob1QoUIZFH6zJCeT7u7ku+9mbPf0JP/3P7OH6fV6BgYGskuXLhnaDx48KCZa8+eT331H3r1r8blYSmJiIr28vDh8+PAM7XMGD+ZAgMmPs3INYEm611IAFy09Nq9e+UG51qekcNYPPzAwMJDBAK+5uPDwF1/kydg7Bg1iCsCL7u7c2qQJy3p7s06dOkxKSsqT8Z3FwU8+YaSiiNsZ4FkvL945ejTXxou+cYOHvL2ZAnD7998zMS6OuwoVYgLAuwcO5Nq4ecnB4cOZDPCSVsuV1arxhKKwa9myGSwWjmDm2LG8DzC8ZEkyMZEkOXHMGN4DGJfpRzy/8vDhQz5fsyavKQqvfvQRSfEwKF68ONu0aePw8TZu3EgA/PXXXzO0T5gwgVqtlomG62gVFy9mtIheuCC+Tz/8YKe0DuTgQVKjIQcPztgeGkqeP2+Vcj1v3jwC4E8//ZShfdq0aQTAmzdvWiebqpKTJolr1qWLsLCTZEoKWaMGWbkyaWLSf+TIEb788svs0aMH3377bb755pssXLgwAbBv3768fv06SXLr1q1002oZ4+5O9u2bozgpKSls2bIlPTw8eOTIEdE4YAD1Hh70yWzh/OYb8tlnTfaj1+tZp04dVqxYkTqdLsO2evXqMSQkxIKLYxuzZ88mAB47dizrxhs3yJEjybt3OWrUKGq1Wl6+fJn87TfxGVy9muWQAwcOEADHjRuXoT0sLIwAOHXqVIvkatasGStUqEC9Xi8swIbJWLt27RgcHCx26tGDrFbNirO1jLt379Lb2zttMpGOunXrsmPHjjl3cvCguEbpJkskhbV92DCzh61atYoAuHjx4gztt27dIgD+nN3qrZ2rkGtWrOAHAK+88AJ56pR4Vjx6xJ9//pkAePv2bbv6twdHKNd/ZHr/i6XH5tXL2cp1UkwMd5cty1kAn3vuOc4YO5YX3N2ZAvDQp5/m6tgbevcmAR4tXJhxhhtt9erV9AM434If48eRpKQkTunfn3qA5z08eOTrr7lz8GDOd3Fh41q1GBcX5/AxY+/e5QE/P+oAHh8/PrX9wvbtjAN4MBd+UPMSVVX55RdfcCPAQ35+jDRYXXfu2EGtVsvXjMvxDmDtsmU8AjDW1ZXq5cup7devX+cPisIUrTbVKpRfSU5OZru2bbkKoN7FhTx+PHXblClTqAC8+Msv5P79DhlPr9ezUaNGLF26dBZrjdHCeOjQIcs7zE4prVqVbN3aDmkdSHw8WaUKGRhI2jnBCw8PZ8GCBdm0aVOhIKXj1KlTBMDff//dfAf37gnLeWSkeH/iBNm2rXicDhwoFOr0rF4ttv32W4bmyMhIFi5cmAULFmT16tVZpEgR+vn58Yd69XirX7/UyaaRjz/+mHMBJvv4ZB0jE6NHj87oOnD7NunmRg4bllE5JMkvvhDyZbKEkuScOXMIgPPnz8+ybcSIEfTy8sqweuJIBgwYwCJFiuTorhEeHk53d3cOHjyY3LVLnMv69Rn2SUlJYcOGDVmsWLEsFl+SrFWrFlu0aJGjTEePHiUAfv3112JlLd0EdMiQISxYsKDY8fJlMQFwMO+99x4B8PTp01m29ejRg9Usef5MnSrkDgvL2F66NDlggMlD9Ho9GzZsyLJly2b5vHU6HT/UaLige3fT402aRBYtmrNc2TC7Zk0SoGo0ovn5kW+/zUWLFhEAQ0ND7erfHhyhXJfL9L6wpcfm1cuZynXs7ds8WrAgCXBbu3apPwgPw8N5xtOTMQBv/vefw8dVVZUTJkxgeYD/li/P5JiYDNs3VqzIJIA3d+50+NjO5MKRIwwODhYPwvbtmRAdnbpt7dq1VBSFA/r2dahbTvz9+9wVEEACPDJiRJbt66tWZQrA6MOHHTZmXpJ4/z6H9e5NAOzfsycTM91Lk8eP5zcA933yid1jHT16lG8Z3D+Sli7Nsv2dkBDeVxQ++vdfu8fKLXQ6Hfv06cMxhhUTfvddhu337t2jt6cn73l5keYePFZiXMKeNWtWlm2XLl0iAP6WSYkzy969QuEy56f5/vukiwv54IEdEjuIa9fIoCByyxbT29evJydPzrGbuLg4NmjQgF5eXjx//nyW7aqqslSpUuzZs6fpDo4dIwsVEp/36tWibckS8bD/6SfTExVVFZbhIUMyNH/++ecEwFOnTqU1XrggXHRatCAzWYofPXrE94KCSIAP160ze46//fYbAWRcQh82TFj9L1zgggULCICbNm0S25YtE+eTabUvIiKCRYsWZaNGjUwquAsXLiSANMu4g2nUqFFWy/ijR0IBzOTCMWzYMLq4uPD6uXPkuXNZVgkmT55MAFxgxqVm7NixdHFxMal4p6dDhw4sVKgQ70dGkvXqCZ96wyrF119/TQCMTvcsspW7d+9y7dq1jIiISG3bunUrNRoNBw0aZPKYMWPG0NPTM2ff8cWLs67+kGLy2rs3161bxwkTJnB/OoPAlClTCIDz5s0TDQ8ekBs2iEnbzz+TALdUrmx6vGnTxP1l4+/I+fPn+ZxGw9UhIcLYMmUKOWgQuWlTqu//TifqNzYr1wC+B6DktF9+eDlLuY6/e5dHCxakDuDuTD+gJHlj1y4+AHjC15cptizZmiHh3j3OatqUAPjmm29mWbYjyfCDBxkLcH/Jkg4b15moej139OnD+wDb+vlx5cqVJveb9t57PAlwl60BXpmIjIzk4OrVmQLwwKuvmtzn/LZtjAG4sGtXh4yZl1zasIGnvL25B+DHkyaZ/IFOfviQV9zceNnFhQ/t8Ks7cOAACxcuzNKBgYzKvDRpYOPGjXQDuGjRIpvHyU0ePHjATp068TWjYt2jh0nFasiQIfxJq6Xq4UHGxto15vnz51mgQAE2b948i8WVFNYlPz8/vv322zl3dvKksCZVqGB+dWDvXrJVK4f7jFuFYfmXpLBem2PcuBwnAleuXGHDhg2p0WjM/m6Q5ODBg+nn58dHpmI3nn1WKFTr15NGJerRo5w/WxOyN2zYkE2aNElriIgQwZr+/matnsf/+4/JAJcY3Q8yMXfuXGo0GrZr1y6jhXHNGmGhpljxCwgIYHfjhO/kSXEPp/uu6XQ6duzYke7u7mZ9ka9fv04A/PHHH7M7c5tQIyPp6+srJgjG71V0NNmtG035nd+8eZNubm58y0QQ4Zo1a6jRaFIDV02xfft2AuCKFSsybjhzhpwzhzx5kmtWrxbuI1OmkG+/LeRYtix1V6PbxL59+4RVeMoUk+4pOREeHs7ixYsTAF1cXNi2bVu++uqrdHNzY40aNfjAzD3+448/EgDv3Llj9Zgkybp1ebdx4wzBo8HBwWzdujUB8KWXXkp7LqxfT6MbJgHuL1iQ7Z5/3nS/S5aI/U6cMDv0zp072aRJE/bv35+XLl1Kbdfr9WzXrh29vLxMnpdxJSHL55aH2KNcfwaRwtHb8L4dgD05HeeMlzOU68TERO4OCKAe4O5sggl2DxnCOQA/d1AAyMk//uB5Dw8S4LxXXsl2trq1VSsS4LGvv3bI2M5Ar9Px0Bdf8JS3NwnwsL8/b2UT2axLTuahwoWZCPC8GQXOElRV5ZZff2WxYsXo7u7OTZl8NDPTr3t3+vr6WhUw5ExuHjnCzQ0aMAHgA0Xhvvfey3b/09OnkwBXm/HRzA5VVfnntGlcoNWyZenSwkfSDHq9nuXKlWOL559P81/NByQmJnLWrFksUaIEtVotd730klBAzUyaz549y2bGh1AmX0VruHr1KitUqMAiRYrwajYP7JCQENavX998R6oqFJOCBcmSJcmzZ22WKVfYv5/ct0+8vvtOWKstCdL67z+xCrJgASdOnMgmTZqwffv2HDx4MMeNG8eePXvS3d2d3t7e2SrWJLl8+XLT1rBTp8TnOH267ed34QIZH581IPDqVbJ6dRFUtndvtl1MGTEiywpFXFwcx4wZQwBs06ZNmkucGde4sWPHUqvVMiwsTCj+AGlwXVRVlW+99VaOfrRGK//LL79s+flbwq1b1BUtyjrG8b/4QtwHbm7C+p5phcjIkCFDqNVqeW7KFPLbb0kKxdrLy4vBwcGMzWYC9OjRI/r6+vLNN99Ma9y9mzQkByDAqxoNX6pYUcQwvf46acwMYuDs2bNp1t2jR8Vxy5dbffqjR4+mi4sLly1bxrFjx7JKlSosVqwYBwwYIAJTzbBmzZo05d4cW7aYn4BevMjXW7ViiRIlGBERwRkzZrBhw4asXr06P/nkEybHxpJdu5I7d4r7avt28V1Ytoy9e/ViZXOW6wMHxLUwkzUpPj6eRYsWZbFixejl5UVXV1eOGjWK27dv50svvcQyAFe88w5pInbMOMH7448/zJ9zLmOXWwiAvgAOAdgDYBOAZpYcZ+8LQHsA5wFcAjAup/2doVzv3buXrdzc+J+pZZZMvPLKK1QUhattTM2l1+l49JtvuLdkSRJghEZjkS93wr17vKHV8oKHB3X5MLjx4cOHjA4LY0xEBBPi45mSksKk2Fhe27uXa9as4fvvv8/D7u4kwDCtlrsGDbLI3SPi1Cne1mh4xdWVD63MmpIcH8/dH37I/YYl4NeDgng8nT+tOU6dOkVFUfi1jem3HEl8ZCR3vvMO17Zpw3WtWnFz587c2qMH54waxaFDh/LtKlWYAlAPcH9QECMtOD+SPFqxIhMAHjHhzmEKnU7HjYsW8adSpXgPYLKi8H4OkxSSnPLZZzwJMDoPs7Coqsq5M2eyd7NmDA4OZoMGDdikSRM2b96cTZs0YS0PD74LcEK5csK3WVVNBqqlp0PbtozQaKgz52qQgzzLly9n0aJFWbBgwewfnCTHvv8+B2u1TPnf/4Rv5Zw55Nq14gFHknfuCCXl2Wctt6rdvZujj6/N3LwprIDG36U6dTJYxBgcbN4VJD0pKWSBAtxWvjxhiHmpV68eixYtSo1GwzJlynDo0KEWBSo+ePCALi4uWQLfUn2TbbUMXrokrOuDBvG/nTsJgOuM7h3bt5MBAeS2bTl2k5yczA4dOhAAO3bsyP79+7No0aIEwGHDhqUFtJ45IyzhJoJSL1++TEVROMLo3vbii+SsWUxMTOTLL79MAGlp5bLhxRdfZFBQkKVXwDLeeYd6rZY1AK5Zs0akcevbV2S3yCajx/379xkUFMR57u6M9/Zmv379qCgKg4ODLbLm9ujRgyVKlEiz+DdpQpYpw9j//uOngYHcoNEwdPdusS0pKctKVXJyMrVaLSdMmCCs7IAIFrUCVVVZokSJjG5Jf/8tviM53LuhoaFMn54zCwcOiEw2ZoIWExIS6OrqyjFjxpg+fuNGcU5r1mTZlK1LSkQEswuONvpNb9myhbdu3eLgwYOp0WgIgK6urtzasaM43oTBKi4uzqpg1NzAHst1KwDbAewwKLpVcjrGES8AWgCXAZQH4AbgBIDq2R3jLLcQS9PdxcfHs1uNGjymKNyf+YfbBIn37vH0/PncMHo0X3/9dRYrWpSnAd5XFG5v1oyx6VJI5cSeMWO4DuDsadMsPiY3UXU6rh02jOUND8Nf0z9QDa8ow9KUq6srp1etyt1vvcUkK/22jn33HXUADxQtyphsPqf4uDgePnyYs6dM4c4yZXjHEDgRrdFwT7duTLYiiGpu7dpMBngjU1BNXnLlyhW2K1uWySau67sA/fz82LpRI+5+/nnetER5SUfs2bPCyu3mxrNnzpjc5/79+1y5ciVHjBjBP728mGAY+2bNmtSbOSYzd+7c4T+KwodeXnmTxzQxkbtq12YiwGtubuzUqRPbt2/PnUWL8o67OxM0mtRrqL7wgsUR8OvXr+cMgDEBAVn8aE2Lkci9e/fym2++YZ06dQiAderUMRnElJnly5dzE0A1nawEhKJgZPdui+QgKZQ+jcYipc8munUTPsZGC/qJE2IysGZNWr5oC4lq1Yp3AH7ywQcZ2i3NX5ye5s2bZ03JFx1tmaKfHRMmCCNBjRqcCjA6vRuhpQHYqkpdv37c2bw5y5cvz2LFirF79+7cbVT8YmPJzz4jPTzIIkXEKoAJhgwZQo1Gw9WrV1NVVW7atIlVq1YlAH755ZcWXbfp06cTgONSvup0ZOHCvNmsGa0OzqVwnfrKYHwK9PDg6NGjLQ5sN7p1LDdamy9dYvSaNaxXrx5dXFy4YcOGHPuoVKkSe/XqJX4bfHxERhMrOHPmDFMDao1yz58vJsQeHsJabibPeWxsLAHwi8zZyVRVxAf4+4sVADOrqqFffcV+AFeZM/5NmCCUcxMrAN9++615f3NVJd98kzQTP/P666+zSJEiGdxaL126xI0bN4o0mYMGmQ2IVFWVbm5ufP/9903LnAfYo1xvA/Cc4f9nABwH0DKn4+x9AWgMYFO69+MBjM/uGGdnC7GEiFOneNrLiwR4uHBhbu/cmbvfeot//Porp0yZwrktWvBAQACvuLpSZ3gwxgIsWrAg+/Tpw9XTpmUI3rMUVa9nSEgI3d3dud4ONwlHsTM4mAQ4omZNfvnll1zx9tv8r0MH7mrVijtbtOCOli25a8AA7tyxg/HZ+VpawI7evXkUYKlChfjGG29wQ+fO3NqqFbc/8wz3FSvGy66u/MqgyLsBvK7Vcn/Zsjw8cSJTbMg4cvPIEUYoCi96evKhDT539pKSksJatWqxYMGC/O/336m7e5fqgweMDwtjzMWLjLtzxyaFIz2XZs9m44IF6eHhwQldu3Jlnz78p0sXrqxendt8fHjacD29vLz4d5UqvNixIx9Z+aAkySkGl6aIdJlZcgVVZUTLliTA3dWrU03nS8nPPyf79SPfeUcUSLDSB1mv17N1gwYs5OfHc+fOZRpW5fXr17lo0SK+8847bNSoEd3c3FJ9HmvUqMHff//dtP9vZh494o0bN+gN8McffhDZHy5fFsqVrdH0sbEiJ+4779h2vBlUVeWu2bNJgDtatuTmzZstO8ds+L51a17UaBhn4QpMdhiD0yzNfWwxqkp++y1jfH3FqlHDhmZdirLlxReFa09mN4ElS4QFHBBBtNmkKIuJiWHdunVTv6cKwDKlS1tVGOb48ePCOGJMCxkVJSzNmzfbttqxfz8JcMugQQRsSIlIUl23jgSYZOVESKfTsVy5cqxWrRofPHjADRs2MDAwkF5eXly7dq1FfXTu3Dkt13yNGsKNwgpmzZpFALyyZYsIkjUqpFevisJJiiJchz7+WLSrqvjM160j167la35+/KV1a9I4Eb90SaSBBITbUTYT1jN16vA8kCGIMgPPP082bGhy05IlSwiAJ7LxqzZH1apV2blzZ/M7NGsmXmYoUaKE2SDPvMDubCGpBwAlAOy19jgbxumFdOn/ALwG4CcT+70J4DCAw2XKlMmFS+d4Eu7d4/Z27XjDxSXVsuRreJh+6uXFs56e3FuqFLc1b869Y8bw6vr11DmgMEpUVBQbPPMMTwM8VqAAt9erx22NG3N7cDB/btOGffv25YsdO/Jg4cI87uvLowULcl+xYtxVtizndevGn3/+mVu3bmWsuS+fhRz97DMS4LZnnsmzIjuH9u5lz549WahQIUYarvkDReFFd3fuK1WKK7p357Jly3j58mW7FU+S3PPxx0w0uLFsa9+eC+fO5axZs7j4jTe4+fnnublePW6tWpVbK1fm5tq1+d677/L777/n5lmzeCN99gAbONGyJSent8DkEmFhYRwwYAC/M7jsEOAjgDd8fHi0Th3u2rDB7hzrt2/f5mYXF8YpCi+mSwem1+sZExPDsLAwnjt3jmfPnrUtv7MRQ4DOF97eTMgFH+9Lly4xICCAFX18OOT11zl8+HC2bduWxYoVS1WkPTw82KxZM/7vf//jP//8k6G4SY4cO0ZWrUr1wgWWKlUqQwU6u+nSRVhAHZQ1RK/Xs3///vwUoA5gCcP5Fy5cmMOHD+dZG/zAU1JSGODvz1fM+f+mpFil7EVHR9PLy4s9evQQvweRkeTUqdRfusRTp05x5cqV/PPPP7lixQqePHnSZIBpdrz22mssU7q0Vcdk4NQp4Q/cogW5cqVQokih1LZpY3Hqx7i4OH733Xec36YNda6uTLRSmVVVlVWqVOFzzz0nZPL3T/0t0Jcty+s//sj9+/fz0qVLlv2uGlxvvnr/fQI2Fge5elXIYGnWnHT8+++/dHFxYQ+A/QBWrlzZqmwoY8aMoYeHh3At6dhRuDVZwbhx4+jq6krdN9+Ic8gcl3L8ODliRKpPORMTM65QGV9GS25iItm5Mzlrlkmf5fTsrFyZ4RqN+R2KFxepJk2wd+/ejG5OmVFV0sTvmbGy5OTsMv1UqEBm49dfs2ZNduvWzfzxuYzDlGvRFzxtOc7KMSxSrtO/HgfLdXpUvZ7RFy/y6r//8ua1a9kGXDiKhPv3ua1dO57z8GAiwGSAcQB/8PZmxYoVWb92bZ7y9eXRQoV43M+P5zw9ed3Fhe9ptQTAQIApAE/4+HBb9+68m8kSlyM6HcO8vHjexUUESOQxqqoy+cEDq91LbOHojBmpAZjuBgXiG8OPX6LB5eSuRsNoRaGHhwcB8C+DwnHczY2rmjTh6fSV6Czh4UMmKApXWpAf1mE8eMCEw4epu3gxV3xz969YweuKwt8Aent78xlPT64AuAHgNoB7Da/2AKtWrcp33nnHagvKw9GjeQXg5A8/dLj8Rq6EhjLCy4s7XV35orc336hQgd+HhHDehx/y0KFDfBQTIwKgjPmTreGNN4RF69691GwXjqpalrJ/P1VF4VYfH/p7ejIoKIjju3XjqUmTqP7wA/nnn+Khb+H9ZnQluFmiBPVNmjAmJoYrV67kyy+/nGq179Chg1VWY+PDffHixWI5fcQI8ssvRcqxBg3EkrrRtWX9emHNGz8+W//pL7/8kgD48ssvc84rr5AAu3h7p06G0r/8/f357rvvmrf6ZaJp06Z83lx2BUuZN0+sKgCkvfetwdrLPXusPvSbb74hAJ576SXqS5Xi9smT+VXjxjypKPwy3TUKCAjg+++/z3vZlW/fu5ecNo1Dhgyhv7+/beei1wuXjM8/t+nw/fv380JQECODgqyeaBurNx47dky4b1hpFOvZs6cIDGzXTuSZzwmdTqxK7d9PHjzIce3asXWxYtmuWJhjacmSfOjiYnrjo0ciTsOM3/TNmzcJgDPTlz5Pz9ix4juY6flgLOxj1hVFVcXvWuZqkul4/vnn2bx5c7PbcxuHKtd58XpS3UIeV/R6PcPCwrht/nzuaNqUZz09SYAPAW5p1owJ2f1gpuPmjz+SAJf17p3LEucfos+e5dkzZ3jt2jU+jIigakLpUVWVERERPPnbb9zfvj3PFi6cqoT/Xb16thki0nPTYPlZ5uBlfGcTdf48Z06dytGjR3NK//68XawYb5UuzfBKlXjrmWd4q3p1zh4wgO3atWNTV1d+C/Dldu14zcLy3TNnzqQ3MuUczg3mzBE+xumtTMbsB4YlcWq1YjnZUll0OmExfOUVkmm+o2YfWFbw6NEjduvWjcMNk77xw4bxxRdf5B/GEvXpX1Wq5GgdM6aBa9umDdWBA7Nk3oiIiODnn3/OQoUKUaPRcMKECRYVKTEqeHfu3BH5d4sUETL5+5MtW4qy2Mal8n37RNEXrVYoYcZCK5nQ6XR8//336eXlxWGGc3z/lVc4d+5cHj58mBcuXODhw4c5b9489urVi1qtlv7+/ha5VZQsWZIDzBTssIqoKHE+9lZONVbkNHMtsiMxMZG1atUiAPoYjDABAQEc/uabXDh3LtetW8fFn33GV194gRqNhoGBgTkGh3fv3p01atSw9Wzsvx7Fi5M2BFJfvXqVADhjxgybhq1VqxY7dewocqm/8YbVx2f4HljJD15efJSd5TobUlJSqNVqOd6c+96ff4r7K5N72vz58wmAZ8zF4aiqmHBl44pn971iJ4+jcu0C4AqAcukCGmtkd4xUrvOWi8uWcX9gIB8CbF+hgvkvSDp+6tiRGxWFkdYseT+l3N+/nydq1+YHrq4sUKCAiJzPgQvlyvEKwDtP8fWN+/xz6hWFYYrCdl5e/DenQjRJSezUqRPLlSuXN9b+hw9FJbkdO0TKLmOAUWKiUJTGjhX+tBqNyPiRk0x79oifckOqv0ePHrF06dKsX7++3dZrY0W47777jmq6oitJp09z8cSJfKZYMVZVFP7TuTP16YsLmZHZWHZ88+bN2Y4bHR3NgQMHEgC7dOmS43m8+OKLLFu2bFqDXp9zgOD582RIiLh22QR6p6SkUDdsmFDEs/ksTp8+zdq1a9PV1TVbBTsxMVG4AOZy1V6rePRIWAjTF56xgnuhofziiy84fvx4bt68OeOEKD5epH1s0YKHdu9mYGAgAwICsk58U1JEsO3Dh2zcuDFbtWplxwkZsDRwNz1374p7wobUtaqqskyZMuzQoYMIgB061OJgYFVV6eXlxY8HDhTjZ1dO3Az//fcfAXC1scCRhcTExPBD4yTZxtXHZ555Rpy3KUJDRd9z5mRo/uijj6goil0ufYMHD2bx4sVtPt5eHjvlWsiMjgAuGLKGTMxpf6lcO4dtCxawaNGiLFy4MI9mUzns3r179PLycozF5iniyuXLDA4OZhuNhhuzSe2k3rpFHcAF5cvnoXT5lCNH+CgoiEmKws4aTVo1usyoKvVVqvAbrZajRo3KUxGzJTpaBK1VrZpWrMQc48cLK2w6a93ixYsJgFWqVGGrVq3YoEEDVq1alS1atOCnn34q8hvnwP79+6nRaDLm/s3EgwcP2L9/fwJgz549hY/9pk3CFzhTILKqqgwODmb16tWp3rtnkRvJTz/9lOqakd3Ep0yZMuxty2pYSooIFDNR3jsD7dpZ5D97//591qpVi/7+/mavsTEf8l9//WW9vLlJly5k2bIWu/ekcv26CLTLrmT8/PlC3XjnHZ47d44+Pj5s2bJlxs/0zBmxz19/sVy5cnzFsBJjMwMHknXrCpeC1q3Fakbr1jkfZyxrbkVgZ3rGjRtHrVbLtcuWMcXFhSvKlmXDhg05ceLEbF0/w8LCCIBzvviCnDgxbaXFChISEujt7c03DFZvVVV5+fJls4VnjBw5coQFAK774w/Tn/+MGeL+z0YJfv3111m0aFHT31O9XhRfMhYuunePnDKFfwYHs1ZgoHnBrlwRVu9sViLGjh1LV1fXvHODzMRjqVxb+5LKtfO4dOkSPyhShNGKwotmUtDNHzaMvoBF+aIlGXkYHc2bHh4MA7jPTDWqIytX8leAK7/8Mm+Fy69ERTGlTh0mKgobenqaTmVnKPYwGOBWa/3bcxtVFVbunFixQjyMM7F48WK2bNmSjRs3Zrt27dizZ082bNiQAOjp6cnPPvvMZFVXUrhvVK9enaVLl2ZMTEwOYqqpy9G9evWibskSoWy9/nqG/Xbv3p2WWSIkxDJFh+Rnn32WrT/nrVu3CIDfGoO8coOKFbMNqkrP+fPn6eHhwb59+5rcvn79egLgHhv8m3OV5cuFT61OJyoMbt8uVldy8jueOpUmg+8yM3y42G/HDs6YMSNrAJyhkp965Ag9PT35bjZ+thaxahVZuLBIY1evnlC2//wz5+N+/13IaWN6wbt377JkyZLCggww3MWFIc89RwCsX7++2RLrxiqROa605UC/fv3o5eXF0aNHs1y5cgREOtuJEyeaVUBzzPbx1lvCxSobjBPh8+lWuDIwZowIwr17V6wqGVwfI9zdSXPue/Pmic8imywn06ZNI4AcS9fnFlK5luQ6N3bs4F1F4RUXF0ZkchFJiYtjtEbDzWbyVUpy5uGuXUxQFO53deWt69ezbB85ciQ9PDxyVIaeKiIi+HDoUJYqUoR16tTJ6l7w/vtMURQG+franQou14iNFYpqDpX7LOXy5cvs1asXAVHNz1TVtwkTJhCARbl9jRjT140ePVoE2AEZCk68+OKLLFiwIOPu3RMuCBbmANbr9WzTpg19fX1N+pKuWLHCfmVVVYViaa764qNHZvMLm2LixIk0l8rPqIRYlQ0mr2nShKm+9MWKma2uR1IEulny7E1IIEuXJoODmZyYyKCgoIzl3ydNIjUaxty5QwD86quv7D8PvT6rJTYlRVSjNFdshRSftR2W0MjISC5atIjXf/5ZXMNq1Ximb19qtVoO6t+fXLo0S/+//fYbATBsyxbLJtVmuHHjBsuXL09FUdiqVSv+/PPPfPXVV7PNyjFt2jTWAJg0bpzpPNitWplNw2ckLCyMiqKwX79+/OGHH9iqVSvWrVuX//zzj9ghOppMXzwsPp4tfX0ZbyxqZSrjzpdfiuuXjYvXgwcPGBERYXXGHkchlWtJnnDm99+ZBPCwnx8T0/1A7B85kgS4e9IkJ0r3+HNjyhQS4MIyZTJYHVOuXGH7woXZy4YqgE8Dq1atohsgqqcZ0euplinDzW5uji/h7Eju3xfL9VWrZi2mc+ZMjpXbzPH777/Tzc2NZcqUyVCsY8+ePdRoNBxoJu1WdgwfPpwAuGzBApFXNyiITEzkjRs3qNVq+d577wm/ckAoGBZy/vx5urq6msxnO3bsWLq4uNifQrFXL9LXl3TA5DQ6Opqenp6py/Ppeffdd+nh4eG0ZWyL+PdfUTBn9WrhDqAoZPrc70bCw8VnmV0qtfQsXCgKisTE8KuvvhJZRowZp3r2JCtV4vnz53PXbSYlhWzUSEwabKhjYDXTppGNG5PTp3PcuHF8zThp+eWXDLu9//77dHNzo1q+vLgX7UCn02UonqOqKvv06UNXV1eTluWhQ4dygDHQ2lRO/KAgUSUzB958883U7DDVqlVj1apVqSiKyRR99+/fF6sXL73E9DEjGRgxgixQIMdxnYlUriV5xgHD8t+WihWpqir1KSm86OHBi25uDsnX/bRztkULEuCcdA/uSz16MAXgBhui/Z8Krl7lbV9f9lYUHj58WLTt3k0CfAXZlAzOL6xdK36up0zJ2P7CC+LBZ6OidujQIZYpU4bu7u6cPHky582bR39/f5YvXz5HP01TJCcns1GjRvT19eWNuXOFzEuW8N1336VWqxVZb6ZNE+1WZjQYOXJkWh/paNGiBevXr2+1rFk4cMCk0sPdu4VLgwkLf3a88cYb9PT0zHIde/TowWrVqtkrbd6RkEAOGCDyR2fml1/MK2Q5cOvWrdSMMCRFtpnu3bnTUBo+p6BXuzB895nZOq6qQom0sGiMtcTExLBQgQI8UqyYSE1340bqtu7du7NepUpCLhvTCGbHnTt36O3tzf4msqB07NiRI8uXF2MfPJhxY3KyCK62IN2jTqfjrl27eNHgxpGQkMBatWoxMDAwSzG4o0ePion4kiXCrc2UO0nPnmQ+/65I5VqSp/wXEsJ+AMeMGcMtzZuTAHcOHepssZ4I1IQEzmrYkFpF4c6dO8nYWN53c+N6N7f869rgbFJSmBIczHuKwjZVqgj3kIgIrmjenIVdXZ3mr2cVXbuSXl5p/okJCSKtn53fq7t377JLly4ZLE6XjEVJbOD69ev09/dnlcqVeW/LFoaHh9PHxyfNB7lDB8ty+Gbi5s2bdHV15fB0GS10Oh29vb0ztNmMqpJ16pCZy54bl6atvEf27NlDAJyfKViyTp067Nixo53COglVzZhNIjKS/Ptv6yZ3qipWL65eZUhISFpFw717yUOHUoNxcz0tZosWYmKa3p3gxg3amqnDUsaPH89yikLV3T1Dur+aNWtyrNEdJ5eU+6FDh9LNzS1LPvbq1avzw+eeo9EnPgPR0cKSbqNMxsnSjz/+mKF9+fLlBJB9kZ4mTUQqzXyMVK4leYqqqqlLRPMA7ggKyrNqjE8DDx8+ZKVKlVi/WDGebdSIBDh78GBni5W/uXSJjzw9uQ/g16NHMzExkUWLFmVXK0sUO43r14Uybay+uGCB+Al3UCDmpUuXePDgQYdM0Hbt2kUPDw9WrlyZzzzzDAt4ePCCMVftunWml4AtYODAgfTw8Ej1vT5x4oRjXQh++imrJXbAAJHpwEr0ej1LlSqV5f4qUKAAhw0bZqegTkCnE5ZEe2WPjhaBbe++mxqMlj6zyvfff08AJmMBHMqiReKzTh9XYKjUyv/+y7VhL1y4QAA81KSJuA63blGv19PDw4P/GFND2hhMmROhoaEEwB/SFYNRVZXe3t6c3rt31uvhIOrXr88aNWpkcIUyxmikFhXavFm80hMWllZ9NJ8ilWuJU9i/fz//W76celvyjUqy5cS2bbylKCTAP4sUyeBjJzHD8uVMURQmAhzTujWRH7OEZMeaNcLHOjFRpBkrX950IFA+YOvWraxatSrHFSrEhCJFRGCmnZw/f54ajYZjx44lSf7www8EwMs5ZaqwlNu3Rdnqo0fT2po2JW2spjhq1Ci6u7unrozcu3ePAPhNNik18zXvvivUhkWLhJvAggW29dO1K1miBE8eO0YAXDFpkphwJSdz/PjxdHFxyf0AteRkMXEyuomRaZlPrAhetYUmTZqwfcWKVJs0IU+c4I0bNwiAZxs3JgMC7AqmzImaNWuyWbNmqe/v3r0rVljef1+c+/LlGQ9wwOfwxx9/EAAPpnM5GTZsGAuk96cODha+6Y8ZUrmWSJ5Abh08yG3ffcc4J5SSf1y5v3UrP/P3ZyDAgQMH5u/AMnOEhZkPMstvGAMYJ08WD24rypqbok+fPvTx8WF0dDTbtWsnykXnJgEBNlXLI8kdO3YQAJcagjcPHTpEAGkZFB43kpOFAmQMyhs92rZ+li0jAaobN4qqljVqCB9knY79+/dnqVKlHCu3pbzyCpkHYxtTERqzyWzZsoUAuP/XX8mVK3N17E8++YSKojDcYB033pOrli8XwbyZDWGjRpHlytml8EdHR9PFxYXjxo1LbevQoQPr1KmTttOHHwrfbmOMwoMHwvfcguJ0zsSccq2BRCJ5bCnRoAFCRo2Ct4+Ps0V5bCjYsiXeCw/H9osX8ccff0BRFGeLZD2lSgH79wM9ezpbkpx59lkh56RJ4u9339nV3YQJExAXF4fXX38dW7ZsQbdu3RwiZgbCw4GICODhQ8DdHahe3aZumjZtCn9/f6xatQoAcPHiRQBA5cqVHSZqnuLmBmzeDEyZAnz/PTBtmm39dO4MFCwIZd48NG7cGH5XrwI1agBaLW7fvo2SJUs6Vu7sOHcO2LVL/E8CzZrl+pC9evWCVqvFwoULgbt3Ebl5MwCgdJcuQNeuuT42ydR78tq1awCAMuXLA35+gFab8YBLlwBfX8CO38nChQsjJCQEy5cvF1ZdAFevXkW5cuXSdmrRAlBVYM8e8f7KFWDiRODsWZvHdSZSuZZIJE8d7u7uqFix4uOpWBtp2NDZEljOH38APXoAHTsKxcwOnnnmGQwZMgRr166Fp6cnhg8f7iAhDdy/D5QrJ5RHPz/g5k1g5EibunJxcUHnzp2xdu1apKSk4MKFC1AUBRUqVHCszHmJtzcwdqy4Ji4utvXh7g689hqwYwda1KuH2gkJSKpXDwBw+/ZtlChRwoEC58DrrwPDhgnF+u+/gYULc33IokWLolWrVli0aBHYsSOemzULz3p7o8SePUBSUq6OXa1aNVSqVAkrV64EAJw/fx4AULF8efG5rluX8YDz54EqVewet2fPnrh48SJCQ0ORkpKCy5cvo1KlSmk7PPss4OoK7Nwp3oeHi7+lStk9tjOQyrVEIpFIcpeCBYFly8SDOyDA7u5+/PFHrFixAgcPHkTp0qXtly89hQoBbdsC8+YBer1o09j+qOzWrRsePHiAXbt24eLFiyhdujQ8PDwcJOxjzMcfA1euoLWPD7wAhBYtCgC4detW3lquBw4ETp0CDh/OuzEBvPzyy7h69Squtm6N0lFRWJecDGXwYGG9zUUURUH37t2xbds2PHjwAGfPnkWZMmXg4+cHzJgBbN2atvOjR8DVq4ADVlq6desGRVGwfPlyXLx4ESkpKXjmmWfSdvDyEgaDo0fFe6lcSyQSiUSSd2i1WnTr1g3VqlXLnQEGDgRu3RKW2a++squrtm3bwtPTEytXrsTJkydR3UYXkyeOwoUBDw9U9fVFJIC1KSl49OgRoqKi8tZy3acP4OEhFLuOHYUFOw/o1q0b3Nzc8OODBzil0aCwTgeMGCGUzFyme/fu0Ol0WLduHc6cOZP2PSpSBIiKStvx6lUxwXSA5bpYsWJo3rw5li1bhtDQUABAjRo1Mu70zz/Axo3i//BwMaktXtzusZ2BVK4lEolEIklP165A8+bi/6pV7erKy8sLbdq0wV9//YXQ0FA8++yzDhDwycG9Rw/8r2pV7DxwAHfu3AGAvFWuCxQAPvlETKRatrTLt9gaChYsiI4dO+K7X39FU1XF1o8+Aj79NE/GbtiwIUqUKIG//voLJ0+eRD2DSw4CAoC7d9N29PYG3nkHMG63k169euH06dOYOXMmvL29syrXRYum+XzfuiUUa1tdj5yMVK4lEolEIkmPVgts2QLcvg106WJ3d0bXEJJo06aNAwR8gggIQMG2bXHw4MHUgM+yZcvmrQzvvw8kJADvvZenw7722msAAPr4oNF779nlfmQNGo0GXbt2xaZNm6DX6xESEiI2ZLZcBwYC06fbHNCbmZ49e8Ld3R3btm1Dy5Yt4ebmlnEHEhg1SsQ7zJwJHDnikHGdgVSuJRKJRCLJjKurw5ake/fujRdeeAFvvfUWGjdu7JA+nySaNm2KhIQELF26FICTsqm4uub5kN27d8eqVauwd+9e+ORxxqd33nkHvr6+qF27dppyHRAApKSk7XTiRFrcgQMoUaIEvvrqK9SoUQOTJk3KuoOiCIV64UIxwX1MXUIAQGEe+ReZHFxRPgbwBgDjOsQEkusN28YDGARAD2AkyU059Ve/fn0ezuOgBIlEIpFIJLYTFhaG0qVLQ6vVwsXFBfHx8dBmTgkncTgPHz6El5cXXIyuF4mJwv9cUYB794BixYDx4/PMXQUA8MEHwOefA926AVOnOiSYMjdRFOUIyfqZ2/OD5Xo6yTqGl1Gxrg6gD4AaANoD+FlRFPlNk0gkEonkCSMwMBBVqlSBXq9Hw4YNpWKdR/j5+aUp1gDg6SkUa1UVOaZ1OuDFF/NWqF69xN+VK/PM/z03yA/KtSm6AlhEMpnkVQCXADxGSV0lEolEIpFYyqhRowCk+SFLnICqAoMHi/zuv/4KjB4NpE+XlxfUqQP88otIC5g+D/ZjRn4IwxyuKEo/AIcBvEvyPoBSAPan2yfM0CaRSCQSieQJY8iQIXjppZfg7+/vbFGeXjQaoGRJoGJFYMwYUejHGbz9tnPGdSC5brlWFGWLoiihJl5dAfwCoAKAOgBuA/jGhv7fVBTlsKIoh++mTyEjkUgkEonksUEq1vmATz8Fjh8H+vV7rN0ynE2uW65JtrZkP0VRfgew1vA2HED6sluBhjZT/f8G4DdABDTaLqlEIpFIJBKJRGIfzs4WUoLkbcP/owE0ItlHUZQaABZA+FmXBLAVQCWS2eaEURTlLoDruSy2OYoAiMpxL0l2yGtoP/Ia2o+8hvYjr6H9yGvoGOR1tB95Dc1TlmRA5kZn+1xPUxSlDgACuAbgLQAgeVpRlCUAzgDQARiWk2JtOC7LCeYViqIcNpWORWI58hraj7yG9iOvof3Ia2g/8ho6Bnkd7UdeQ+txqnJN0qy3PMnPAXyeh+JIJBKJRCKRSCR2kV9T8UkkEolEIpFIJI8dUrl2HL85W4AnAHkN7UdeQ/uR19B+5DW0H3kNHYO8jvYjr6GVODWgUSKRSCTOQ1GUggD6kvzZ2bJIJBLJk4K0XEskEsnTS0EAQ50thEQikTxJSOVaIpFInl6mAKigKMpxRVG+crYwEolE8iQg3UIkEonkKUVRlCAAa0nWdLYsEolE8qQgLdcSiUQikUgkEomDkMq1RCKRSCQSiUTiIKRyLZFIJE8vsQB8nS2ERCKRPElI5VoikUieUkhGA9ijKEqoDGiUSCQSx/BEBTQWKVKEQUFBzhZDIpFIJBKJRPKEc+TIkSiSAZnbXZwhTG4RFBSEw4cPO1sMiUQikUgkEskTjqIo1021S7cQiUQikUgkEonEQUjlWiKRSCQSieRpJToaeOcd4ORJZ0vyxCCVa4lEIpFIJJKnlYsXge+/B559FkhJcbY0TwRSuZZIJBKJRCJ5WomJEX8TE4Hbt50ryxOCVK4lEolEIpFInlbi4tL+j4pynhxPEFK5lkgkEolEInlaSa9c373rPDmeIKRyLZFIJBKJRPK0kpiY9r+0XDsEqVxLJBKJRCKRPK28/bawWBctCuj1zpbmieCJKiIjkUgkEolEIrGSIkWAiAhnS/HEIC3XEolEIpFIJE8r8+cDY8Y4W4onCqlcSyQSiUQikTyt7NgBLF4sCsl88IGzpbGYzZs3o3Tp0jh+/LizRcmCVK4lEolEIpFInlbi4gBfX+D4cWDXLmdLYzE//fQTwsLCMG/ePGeLkgWpXEskEolEIskXJCYm4rXXXsOmTZucLcrTQ2ws4OMj/K4fo1R858+fBwAcOXLEyZJkRSrXEolEIpFI8gWLFi3C/Pnz8eKLL4Kks8V5OoiLS1OuH5NUfCkpKbh8+TIAIDQ0NN/dK1K5lkgkEokkD8lvikB+4sCBAwCA2NhYXLhwwcnSPCW4uAD+/kK5jo4GVNXiQ/V6Pd577z2sXLnS8XJl8z25ffs2dDodatWqBY1Gg3v37jl+fDuQyrVEIpFIJHnEzz//DF9fX6xevdrZouRLjh8/jsKFCwPIn8v9+ZU7d+7g6NGjth28dSuwfDlQoQJQuzYQH2/xoStXrsQ333yD7t27IzF9MRojZ84AP/5off7sxESgdGlg7lwgOTnL5sjISADAxx9/jLt378Lf39+6/nOZfKFcK4pyTVGUU4qiHFcU5bChrbCiKJsVRblo+FvI2XJKJBKJ5ClEpwPWrLG7G5L48ssvER8fj08//dQBgjmAv/4CChcGlixxtiQAgHPnzuHFF1+Eh4eH7cqiEwgLC8OsWbOQlJQkGrZsESnuLCQ0NBTTp083raDmgF6vx3PPPYd69eph7969Vh8/efJklClTBqcbNgSOHhXBjUbOnwcuXQI6dAAMqwrp2b59e+r/e/bsybiRBNq3B0aOBHbvzrSJmD17Nk6ePGlaqKNHgfBwYNgwoHXrLJvvGnzDixcvDkVRLDzTvCNfKNcGQkjWIVnf8H4cgK0kKwHYangvkUgkEknecv480K0bcPq0Xd1cu3YNYWFhKFOmDI4cOYKbN286Rj57mDz5/+2dd3hUxffG30kvpNASIKFLkd6bAqEjIKAUEQEFBCxIBwX0609FQIqCiGIBQaQpghQRgSC9ht4hQOiQkBDS297398fsTTbJJtmQDUtwPs+zT7L37p17dnb33nfOnHMGePAAmDQp22n4fCcqCrE7d+Lhw4coX748atWqlXvP9eHDQMmSwMSJj27HwYPAn3/mui969+6NN998E/MmTACqVgVeegkYP96idkiiZ8+eGDNmDKZPn55rk48fP54af7xw4cJcHZuYmIhK//d/aH7jBmbNmpX5BS+9BIweLQcLZkI/Dh8+jHr16kEIkVnYnzsH3LgBTJ8OtGyZbtfq1asxePBgtG7dGolmPNO4dEn+bdVKCu0MoSq657p48eIWv9fHyZMkrjPSDYBeX2UJgO62M0WhUCiebJKTkzF27FiMHz8eycnJtjbn6cLXF3ByAhYsyFMzejzxtGnTAACbN2/Os2l5IjhYipgGDQBPT9tVijB6ON0DAvAOAD8/P9SpUwcnTpzIXXz6558Dd+9KMfcoA5e7d6UIfOklYN06iw+7efMm9u/fDwAIWr5cDsY6dZLtXbmS4/EXLlxIrXxxaOFC8PDhXJm9a9cuAECTJk2wdevWXPXZ3j170EvTUNfFBSfXrgUbNQK2bpU7o6KA8+eBhg2BJk2kwM5AcHAwGjVqhOrVq6f2QSpBQfJvt26Zjvvrr78AAOHh4dhmpl1cvy7/du4MxMVl6kfdc+3j42Pxe32cPCnimgC2CCGOCCGGGrf5krxj/P8uAF9zBwohhgohgoQQQWEFqISMQqFQWJMFCxbgyy+/xKxZs/DVV1/Z2pzsWbYMmDtXhlvkkZ07d6JEiRJ47bXXoOUiEcti+veX9nboIAVXHry7wcHBAIDu3bujVKlS2KqLGFuhacAbb8jQkKNHgVwIlaioKKxatQoPHjzIux3HjwNGYTYRgH+JEqhTpw4ePHhguXeflPG9HTrI5ytX5t4ODw/g55/l/998Y/FhemjEuHHjUDg8XG58/XX514IwDf34GUOHYs2tWxCNGll0nM6JEydQsmRJDBgwADdu3Ej1YlvCqUOHYA+gcZs2CHv4EOLwYeDaNbnzyBHZr40aAW3ayOeRkanHRkZGIiIiAhUrVkTDhg0RFBSUXtgHBwN2djKGu2lT+R0zcvbsWTRv3hxubm7YsmVLZsOuXwdKlJDCHgAyhI+EhYXByckJHqYhLE8QT4q4fp5kPQAvAHhXCNHCdCflp2X2ikbyB5INSDZ4UqcHFIrHBUlViSCXRERE4KuvvsrsdSkobNkCLF6MJT/9hIYNG6Jjx46YPXt2WuznoxIaKgXG+fPWsVNn/XqgXz+5GtzixXlqiiRGjBgBp3v38HD5cvyqC6M8sGvXLqxYsQIGg0GK/99+k7Gf3bpJb+ixY4/cdnBwMPz8/ODm5ob27dsjMDBQnsdWVK4sxWTVqvJ5LgY7L7/8Mvr06YMOHTrk/T3UrAn8+y/2DxwIfwDP3L2LunXrAoDlq+8JIT3Gq1cDs2YBrVvn3g53d+DVV4GPPgK2b5eVMyzg1KlTcHJywsiRI1EJQLKDA9C+vZwNyBiHbIaTJ0+icOHCeFMIuOobcxEecunSJVSuXBnNmzcHAOzJEN+cHTeNv+9nGzZEahE+3VGpe9AbNJAefTKd6NdFfMWKFdGgQQPcv38f13WPMwDUry9DSnx8gAMHUo8libNnz6Ju3bpo3Lhx5lhtAKhTR34W1apJgX7iRLrdoaGh8PHxeSLjrYEnRFyTvGX8GwpgLYBGAO4JIUoCgPFvqO0sVFgDLSUFJ3/4AZfV4gD5wukPPsANBwdsKVQIh5+CPr5x/ToiTbwk+YHBYECnTp0wZswYNG/ePP8WrtA06f3Mj4FPeDg4ZAjGnjyJbl27Yty4cQgNDcXKR/HcmbJpE/Dee0DjxlK0WIvZs4Hy5eWNe/DgPDV17NgxRJ08iUuurtgIwHfUKGh5EHrbtm1DQEAA+vbti9GjR0vPW1ISUKMG0KWLFHB5qPJx+fJlVKxYEQDQrl07RERE5D5pb8EC68VHP3yY1s7ChUDx4rLmcQ6EhIQgMDAQNWrUwOHDh/H777/nzQ4HByAgAHvLlME3AIo++yxq1qwJIUTulrYWQtZrHjtWCjsL0DQNo0ePRvPmzXHjo49knHCnTrJfdu60qI0zZ86gatWq8Pf3R213d9xydZXvqUkTiwanZ8+eRbVq1eB96RJ2Ojlhcf368ndnIZcuXUKlSpVQrVo1FC5cGLtzscribWO5w6Jly6KInx8SHByAe/fkzsOH5W+1WDFpT/Pmso+NZBTXABCkh4IAckA6axbg7w+UKiUFNoAbN24gNjYW1apVw/PPP49jx44hOjo6vWHDhwNffgm4uckY+iZN0u0OCwt7YuOtAaR5umz1AOAOwMPk/30AOgKYCeAD4/YPAMzIqa369etTYZ7oqChqmmaz8xuSk7nf358EaAC4sH9/m9qTX2zfvp0LFizgrVu3Hut5o/bvZzLA805OPODiwoqFC/Pq1auP1QZrsvjll/krwEKurvxt1SoyLMz6J0lM5I02begJ8NcJE7jRy4tlS5ViVFSUVZrXNI1r33mHvdq14/Z33iEB8ptvrNJ2hhMxuF8/EuCJ//2PmqaxWrVqrFevXt5/Y0eOkN7eZEAAmce2AgMD+U6vXiRA7dNP03YkJT1ym7NmzeJPADUXF15o04bxAPfkoY8bN27MsmXL8o033iAAXvriC/m5HTkiX7B+PRka+sjtlyhRgoMGDSJJ3rt3jwD4+eef566RtWvz9F2KjIzkihUr5PWhYUOyUye5Y+tW2e7GjTm2sXDhQgLgxbVrWbNiRbZo0YKMi3ske0iSX3xB7t/Pd999l97e3qmbq1SpwpdeesmyNubOJQcOlP8nJ5Pbt5PnzuV42JIlSwiAPlJOM3nGDDIlhTx71uLvfNmyZfnqq6+SJDfWqcPZzs40GAzkw4cWtVGsWDEOGTKEJPlajx709/e3+LcbGRlJAPziiy9Iki+++CIrVapk0bEk2dzHh2Hu7uSGDezduzcvODqS3bvLnbt2katXZ3ns9OnTCYBRUVFMSEigo6MjP/jgg7QX3LmT9v5ffpmsWJEk+ffffxMAd+3axc2bNxMAt27dmnacpuV4XWjYsCE7dOhg8fvMLwAE0Zy2NbfxcT4AVABwwvg4A2CycXtRyCohlwBsA1Akp7aedHEdGhpqtRu3pYRs385T7u6sA7BatWrctWvXYz2/zt7Bg0mA25s144IWLQiAs2bNytdzhoaG8uLevUxJSMjX8+is69KFVWT4Ege5uPCE6UUmnzlbqxYjAR7bto2XLl6kh4cHW7duLS/wVuT48eOcM2cOdwYGUktOtmrbOnsCA3kdYIi3NwMaN+ZXQjDq2WfzJMLM8t13JMAXXV2ZtHgxCXA8wLFjx1ql+a++/JJXAf7p7EwAvFKpElmoEHnjhlXa59Gj5KxZ5MOHnPLJJzwFMKViRTIpid9++y0BcP/+/Y/W9uXLaTfFb76Rt4otWx7Z1IMHD9LR0ZEBjo6MAPjLO+/IHT/8QJYuTcbGPlK7PV98kTFCkMOGMTE+nrWKF+cLL7zwSG1duXIl9br08OFDent7c3mVKqQQj2yfKTExMXTPIKbr1KnDgIAAyxrYv58MDpafS5s2ZOHCUrzlgsjISFaqVIkAWMjdncnu7uS778qd8fGkiws5cmSO7fTt25clSpSg1qIFL1atyuoAk319yYMHc2UPSfLBA/n9mjqV3bp1Y83q1eV7vXWLr7zyCsuXL5/t4SkpKVy2bBlDqldnSo0acmNcnMXvpU6dOqxduzYPT51KAlxnwTGmREdHEwCnTJlCkvzll18IgCdOnLDo+NDQUALgV199RZKcN28eATDk3Lm0QV02BAUFEQD/+OMPkuSMGTMIgHfu3LHYdv07OXfuXM4BGDV0aNYHxcWlXoszDobq1avHtm3byicREfJznT2bRsPk89BQfvnllwTAsLAwRkZGUgjBT00H3GFhpJ2dvD6QcrBz4YL8jhopV64c+/Xrl+N7zG+eWHFtzceTKq5vHTjAv0qWJAA6ODhwWkAA71jwo8krD2/eZLCTEyOE4LeDBrFixYqcKgT36RfTx0RKQgJv2tvzhLs7DSkp1DSNPXv2ZHUheOzDD61/vpQUjhgxgkIIrgJ43cGBhz/+2OrnMeX46tVMBvjvM8/w+PHj3OHpyRSAx//3v3w9L0lqkZFMFIK/lSyZum3p7NncCHD1uHFWO8+R9u35onHwMATgSR8fxuaDh/6rpk1JgPFr1zIyMpLv+PiQAGOtJHp1tEaNeMrenq/26SM3dO/ORHt7Vra35zkLPF7ZER4ezhbOznKmZtEi9unTh+UBpjg5kb16WcF6kmPHkk5OZHQ0O3fuzHdLl5aX9B9/ZHR0ND09Pfnaa6/lvt2ICBrs7Djdy4teXl58f9Qoav7+aV7BR6B79+4sUqQIIyIi2KdXL9oLIYX/rl3S5u++y3WbmqaxePHiHP7KK6Txe/jJJ59Ij/OBA7luTxc1Fy9eJEl+/PHHHAMwqkmTtBelpJDz5pEbNljesPFaf27jRt4DuOv991N3TZgwgY6OjoyOjs6xmeQ6dXitVCn27duXu+bMkf02c6bldpAcOXIk7e3tuWTJEjYuU4YEmGDaRvv25LPPZtuGpmksUaIER3btSgKMnDCBnkIw2s2NbN06V/aQJHfulO9l0yY2aNCAfVu0kM+/+ILTpk0jAD548CBLW/r3708AvArwLy8vRkZGyp0dOpBVqmR76qtXrxIAZ86cSc0o/ppWriy9xleukP37k6dOZdvGoUOHCIBr164lDQaGGNv8+uuvSYNB/m4WLMjy+B07dhAAT40cSfbuzZNHjhAAz7dsSXp4kImJ2Z5/xYoVBMCTJ0+SJPft20cAXJ2Nx1nn2LFjBMDff/+dZJpQX7lypRSzmzeTps6pffvkNWfbNpLSS16rVq3U3UOHDqW3t7fsv8OH5ef4559y58GDZNeuZHAw33zzTRYvXjz1uJo1a7Jjx45p5zlyRB67Zo18vmGDfL5nT+pL3N3dOWbMmBzfY36jxLWNiAsP5yVnZz4E+NWECRw7YgRvCMFQIXhUH9HlE9sbNSIBHjeOiCPDwxnk7c0UgHvfeitfz23K1qVL+Q/APSZCLzo6mls9PZkIMOSnn6x6vn9q12YjgMOGDePmd9/lBaPI2fn889Ss7MnV2eLnxziAMcHBJMnwa9d41M2NCQBPff11vpxT58CBA6wOcOX06anbtAcPeNfFhZeF4IWgoDyfI2TuXBLg7xUqMCQkhH/27s1EgKc9PBhlRYF9+/Zt/i0EIzw8pJChvOAvFoIpADWTi2ueuHyZuqdav7Hw5k0aPDy4096e7du1y1NIxRdffMFZAA2OjuSDB4yNjWXlypU509NTXnb/+Sdv9msa+cwzZMeO1DSNxYoV48A33pBeZqMQGTFiBB0dHXn37t1cNb3n3XdJgIOrVWOfPn0IgK82a8ZYCwSgOYKDgymE4KRJk0hK72mZMmVYuXJlxsfFydCESpVSP29LuXDhAgHwxx9/TN129+5dLrCz411v71y316FDB1auXDn1eXh4OAsVKpQ63U8yrd/bt7es0f375ee9ejU3/PILgwCmuLqSly6RJLdu3UoA/Ouvv7Jt5uGJE/L7KgR9fHwIgJcrVCBLlkwvfrIhNDSUrq6ufOONN0iSJ7/+mgT4c9++aS+aOVPam83sypkzZwiAR7p1k179a9fYoUMH/p+3tzx2506L7EnFeG3hrVv08/PjwIEDyXr1yOeeY2BgIAFwYxahKqtWrSIAfjZhAglwshDs3bu33PnVV7LdbMLj5s6dmzag6tePMYULEwC3bdsmQxqMHvXs0D3V586dk7M7hQqxW6lS7Nq1q3xB9epkNrMpP/zwAwEw5oUXyPLlaTAYWKxYMX7VqpU8v2m4hBk+/fRTAmCscXYlMTGRrq6uHGmBB37VqlVsCTCqaVMyJIRJSUl0c3Pje8OHk5Mny8/X9HcfGSk9ykanUZ06ddi5c+dM7+XSpUvkihXSfjODk2bNmrFly5apz4cNG0YvL6+0mVY99Em/d127Jp/Pn0+SjI2NJQBOmzYtx/eY3yhxbSN21KhBAgwy+RIEb9jAS05OTAH4b9eu+SL4ru/Zw3iAeytUSLc9JjSUQYUL0wBwTx48Ubmha9eu9PX1ZWKGEfi1kyd5xsGB0UIwNK9iw8je998nAW4z8TbFP3jAnZUqkcb+SHxEkZAVJ9euZTLAg82apdt+7/x5nndyYhTAC8uWWfWcpowaNYrOzs5pHhsjYWvXMgXgn15ejI2JeeT2DTExvO3kxDP29gwzmWrcNWYMkwEe9fTkw9u3H7l9U74cM4YpAO/rYQNG5k+bxssAI4sWJa0RWvX55yTASs7O6b2GP/xAAuyle6IegeTkZJYtXZr3nJ3JF19M3X7o0CG62dkxyM+P3Ls3b/afO5d6swkODiYAfv/992n7NY3nz58nAP4vF7MnV69e5W8ODoxwdGSC8Wa9ZMkS2tnZsXv37ky5ezfXolUX+XdOnpRCY/NmbtmyhQBkfOaqVfK95LK/F/3wA9eaGZzPbdmSBBhrIrpzIjo6mk5OTpk8YePHj6ednZ0UCzqTJkmBcf169o1qGvn886SvLxkdzRkzZtAPoMHLi3zuOTIlhfHx8XRxceHw4cOzberX+vVJgHsWL2ZiYiIHDBjAZgB3vPZajp5NHV2Epc7KGMOinnFySsvPuHCB/PhjKSyz4OuvvyYAJpUtm+qpXrlyJV0BJhQuTOphAZYyaBBZvDhTkpNpb2/PyZMnk//3f6QQjL9+na6urhwxYkSmw+Lj41m2bFnWqlWLKXv3kgB/e+21NDGu/0ay8Rq3bt2az+qe+jp1mNKhA4sVK8aXX35Zbqtbl2zePFvzP/zwQ9rb28v72/z5JMD3+/Wjh4cHk5KSyCFDZAhPFvf5cePG0dnZmVqZMqRxYNCzZ09W8vOj5uJCmnnvpgwYMIB+fn7ptgUEBLBevXrZHkeSU6ZM4QBA9tOVKyTJfo0b876Dg9xmOmujU6+ezMEgWaRIEb799tupu44ePUoAXLFiBfnZZ7KNDCFVWlQUvb290x2nx72f0oW4PuDS8xs0TeZ+DBtGkgwJCSEA/mRlx9yj8FjENYB2AH4EUMf4fKg128/p8aSJ64MffkgC3GHGrqhbt7ivVCkp+MqWZWwGYZRXfq9Vi/EAb5uJuYy9f5+HihQhAf5r9HzlFzePHaO/idcqIyc2beJ1IRhqb89beRQcd0+d4j0heN7VlUkZxKRmMDCwdWteAdizeXNGRETk6VymbCldmnEAoy5cyLTvxoEDvG5vz1lubrxgZn9eMdy8yT/c3Ph2q1Zm9+uJbkurV2fyI8ZIH+rUiQS42cxneGD0aKYAPOzpyYfh4Y/Uvk5SUhLr+vryj7JlZWypCZqmcVzTprwH8Pwvv+TpPCSpffIJt7i4sFu3bhl2aEz++WfWqlaNZcuWzXI6OjtWr17N2voNa+nSdPt0gfPzzz8/su0k0+IXr13jsmXLCIDHjx+X+44ckd7ga9fYo0cPurq68tq1azk2qWka2wUEMAJgdI8e6fbNnTuXzwCMc3Iic3FDe/DgAd3d3dm/f3+ZGAWkDiwGDhxIe3t7Hjl4kCxfnswwOM2JqS+8QALUfvst3fZDBw7wOMAIHx+LBwJr164lAG7fvj1t48mTTClZku0dHfnmm2+mbb9yRXr0Pvoo+0bXr6dpyMuwYcNYtGhR+Z0A5GdIsnfv3vTy8soyNGT58uXcBfCOr2/qtuTkZHbq1In29vYMDAzM8f0lJyfT39+f7dq1S9t4+DAjR46km4sL++ihURbQvXt39jDeu7hkCUkpdL29vflr3bpM53G0hObNybZteefOHQLg/Pnz08ICfv6ZHTt25DPPPJPpPqWHjAQGBpL//kvWqsXEs2dZpUoVVqxYUc6KlC1LZvHeIiIiaG9vn5aAFx1N3rjB999/n/b29rxx44YcSNnbp84GmaNXr1585pln5JNRo0g3N67+/XcC4O7du0ljPgePHTN7fNeuXdmialWahvnMnz9ferNbtZK/jWzu0c8991w6LzBJfvTRR7Szs+PDHGLyBwwYwMn6jINRyH48cSIj9euXudn1UaNIFxfGREQQAKeaePYTExPp7Ows81Zef53MIPr54Yc0eHjQDsawGSOZHARjx5Kurunfd8uWqWJfD8VZv359tu/vcfC4xPUKAN4AZgFoDeBba7af0+NJEte3r19niJ0dz7m6MiGLL7hmMPDfdu24AGCd2rV5+fJlq5z75MmTFABnmd4QMpAQFcWd5crxFYBDhgxhvEmigDXZ1bw5EwCGHD2a5WuCfvmFDwAuKlSIR7N5XXZoBgP3lCrFBIBX1q3L8nVLv/2Wjo6OrFKhAs9n8zpLOXr0KD8BuLtFiyxfc3H/fhYvVoylS5fmVVMPmBW4OnIkCfDPrKbHDAaeq1+flwEO7ds31wL79uHDjAMY6Oub5SDs0IgRHGtnxyZNmmTynueG3403pKwumGFhYaxQogTLlCmT52os+sV58eLFZvfv27eP/vb27PXii7kefDZv3pzly5dnyqVL6adUKfMBWrVqRR8XF4a9/jp5+vSjvYGRI8kGDUiS7733Ht3c3NI+25AQ0t2dbNOGIVeu0NXVlR06dMgxufXnn39mS/2maiZec8R773EvwBgPD9LCgdTMmTMJQP6u33uPdHNL9bRGRESwRIkSrFOnDpP//ps8f97y909yQeHCTBZCTlVn4IPKlUmABgsHMYMGDaKXl5f0NOosX04CnPLKK3R0dOR1U091167Sk5bVID0lhaxRQ4a7GNts06YNGzduLAXDSy9J0adpqTGyM4xi25SrV6+yjKcnk4SgIYOYf/jwIWs++ywnuLry9rffZvv+1q9fT9OkN1M++ugjAuC+ffvkhqQkGSd786aZt5VCb29vDhk8WIZ/mHy/33nnHRZxdmb0ypW5qyxjMJAPHqR6PdesWSOPL12a7N2bixYtol5ZQicsLIyenp7s0qVLpub0WZFPP/1Uhn9lcc379ddfaS7p98qVKxRC8KOPPiJ375a/h5UrszS/du3aaaERXbqQtWoxIiKCdnZ2so27d+Vg7LPPzB5ftWpVTmnWTJ5nxw6S5Llz5wiAO/v2lduzuU74+vpy8ODB6bb9888/BMDNmzdneRxJNmnShD9UqCDPYaz2smnTJrYHeK1Hj3QJhKmsWUMCDFm+nAD466+/ptvdqFEjKfb//jvzQHzJEhJgNRhDb4xomkYfHx++/vrrcsOff8oZFFPGjiWdncn4eP71118EwAOPkFthbR6XuP7B5P/pAA5bs/2cHk+KuDYYDGzXrh1rODvz8qZNOb5+019/0dvbm81cXLijVy8a8liF4dVOnejp6cnwHG6ABoOBEydOJACOK1uWVyywNTekxMfzrp0d95skLmTF+RUrWKlkSTo5OXHhtGm57oN/P/iABLjDgkoBe/fu5ZeFCjEG4J6hQ/MUltOtWzd6mSbRZMGxY8dYt1AhXra3t2oM9rUSJXgUyP78iYmcNWECAbBbx46MtrDCgKZp7N6tG/s5OvJKDlVm1qxZQwcHBw6qXp3hjzhIfL1BA/b19WVKNlVBjhw5wkLu7pzj68uYR0iCI0neucMPjN6pLH8jDx4wxsODPwOcNHGixU3rCUGzs8mnuHPnDmsWK8ZQe3tZ3eNRByTG30ijRo1kKTRTFiyQl/c5c7hgwQIC4Pvvv5/lQOH27dssUqQI2zRpQsPq1WZDb1JSUjimdWsmAbz63HM5mpeUlMQyZcqkVcOoXp009ZwyzWOsV1qgplkU5nD37l2eAHgtQ9ibzu+rVvEQwHtly+Yo9AwGA318fPjKK6+k3zF5Mmlvz6vnz9PJyYkDBgxI23fihPSiZTUgOHtWhgKYiLJy5cqxrx7fHBeXzq7OnTvT3d09XfhJQkICmzRpQk9PT14NCjJbjjL44kWetrdnsJMTI7OZjevcuTNLlCiRfvAQFEQ+fMjo6GiWLFmSjRs3lt+Pq1dl2IuZBOLDhw+nTftnQP/uf/nll1nakR0bN25ML5hOnyYTEhgbG0svL690sb1vvPEG7ezseDoL0dmzZ0+6uLhk67Dq2bMnS5QoIQede/aQ77+fOljS+ysxLo5s3DjTDJSOwWCgq6srR48eLTdUqUIaZ32aN2/OZ599VvZpz56kmX5JTk6mo6Mjf+7Zk6xfP7X6i6ZprFChAnu2aiUTA7O4R+nVPqZmiAuPioqinZ0dP8ymYICmaSxcuDA31asnP2/j9/HBgwe0s7OT4TnmuH+fnD6dO5YuzTToIeUgq1ChQuYH8+fPkwAHAbydIZSwe/furGgs1WeWkyel6E5M5M8//0wAvGIMZbElj0tcd8vw/D1rtp/T40kR1z++/TYB8Ae9jIwFXLt2jWuM2dvHPT15Nosfc04cnTuX0QB/0UeAFrDpjz94y86O8QB3tG1rtZjkw0bBu8fCknRhYWHs0qEDjwM84unJ82a8LOY4d+4cPQsV4scVK1pcdu/u8eM8bkwuO1CyJENzyAg3x/E//mBngJ9+8olFr7+4bRsvODoyGeCBrl2p5TJ2NSMG44Xqp6pVLXr9d999x0UAd7i783gOSTIkudzoMTLnUTPH+hUreA/gRUdHXsjBY5KRY8eO8WeACc7OZA7x4ds2bWKgEDQAfJjbG7nBQK10aa7w8EgrGZUF2scfkwC/AjjVwlrEffv2ZQdXVyZ16ZJtUtju3bvZxvhdSGnf3uK4WWlYmiiLi4ujg4ND+tqy+mu6dCEdHKgFBnLYsGEEwPHjx2eavYiPj+fzzz9PNzc3nj17NttTx8fHc5F+ncph0KHHUa5fv1567wDSJOlWp1evXnRycuLxY8dkzKkFuSB/GeOFQ7KofKRpGvs2aUJ/L68cEzr3799PAFyWMS+iWzfS+NvSnRCp3l15kuyNjIxMFUWJiYm0s7PLHP9+8SK5aBFDQkJYtGhRlitXjjt37uTFixfZvn17AuCqVauyPc3p//2PBDi7Zk2mmLmmnDp1KnPsfWys9KYar126d3j58uVyf79+cpbh3r10bU2fPp09AMYOHmz2d9qiRQuWLl2aKZ9/TmYcrJhj40YZcx0ZmZoMd91MLLs+A/Lhhx9y0qRJBJBe/NWsmS7x8ObNmyxUqBBfeOEFarNny/djQlxcHN3c3PiWntj/8ceyP0y8t5b0/fXr1wmA3+kD/U8/lTMeTAvt0Kt4mEMPh1i0aFGmfePHj6eDg0O2IYzHjx8nAP6WITSKJOvXr8/m2cSL63XWd3brJsPITGjRokW6KiDm+Omnnwgg03oKv/zyC50Bnlu8ONPMHQ0Gxjg78xcnp0wDfT2WPzg4WOYzZONg08sNWlJlJ7/JV3ENYC4AYY228vJ4EsT1roEDSYALGzbM9XSyZjBw18CBDBWCBLi7fHmGWBBPpxMTGsrLjo687uDA2FwudHDn+HHuMS7yEuzkxEOTJ+ct0VLTeMrDgzfs7ZmUi8UFNIOBewYO5AOjeNpVtiwv6qV8zHB161Z2KFmSxYsXN3tRzo6UxET+27kz4wGGC8ENQ4em9+xkgyElhTuLFmUMwOhcLNYSfvUq/y1RggR4rGhRhj5KXVgjwX360ABwfQ5TwqloGs+PGMEEgPcAruzQgRH375t96YnVq3lDCE6qXNnsDTsrTs+fzwgheB/gzlyUAXy7Vy/GAkywcFC4Zd06/mNnRwKMGD3a8mnobdtIgK/CgmQYTaNhxIhUgT3yvfey7YszZ87Q3t6e+2vUkPWsc6iNvGrVKg4yhmGk9OxpeaJgr16ksYLFrl27sg6liYyUZdV69aLBYOA777xDAGzatCm3bNnCuLg4njx5ki2Mdec3fvklOWVKjoukPLh3j8fc3Pi1nV1apZUMJCUlsUqVKqxZs6b0YF25IgWOmbjTe/fu0c/Pj+XLl2fsmDHytqSLvCyY8eqrPCgEE7OZLj937hydnZ3ZuU0bGrIZNOgxtplETLlyqQIxOjqapUqVYt26ddNfIxIS5OIYugiLiZGzBhmunXplkyXGGOVUhgyRXsPNm3no0CH6+fkRkOUunZ2duWz2bJk0mF0+isHAu+XL8zbAiWYSI19++WUWKlSI901/63pMs/HzMxgMrFu3Lv39/eUs2PnzpINDJlHaKiCAx93cZLiLmd+c7n0+2rOnbP/w4aztJmV4k6srmZKSWkYxXeL7ypXk888zOSYmtXINAPbr1y/tc7h/n6bxyjp6LeWTvXszY2jFmjVrCID/6In0L78sq8CkdqmBFSpUYNOmTeV9PClJhphkQK/2ki5W38i9e/doZ2fHifogNCUlUy6JHt6w599/Mx1/8OBBKZy//JJ8802zoSF//PEHAfCImdK+kydPpp2dXZb1rvVrx99//51p3+zZs7P3DMfFcWXPnvQDMt0zQ0NDWd+oYWjGQfZv0aIMc3TM9Bu5fPkyAXC+XrFGn80y5dgxctkyjhs3jq6urk/EQnT5La6nANgAwM34vAOAvdZoOzcPW4rr8IsXuaNOHRJgUNGijH+ERCidyOvXub1pU8YBHA2wR48e3LtzZ7ZiNzE6mvtKlqQB4LFc1j415eBHH/GyoyMNAPvUqcOtW7c+0hd4/8KFTAIYaIn3wgzhFy/y38aNGWsUH8OrVOHMmTO5f/16huzaxTPLlzOwVStGAjxlb88jeSg3d2ndOh4uUoTVAFatWpV//Pgjk3OIQd/4yiskwMMZEr8swZCSwm19+jAK4A9OTpw3b94jJRsuql6dvzo7MyGXi+Q83L2bF421o8/Y2XH2q69y7969jIqK4p1bt/jnkCG8LQTD7OwY+ghJpnd27eJ5NzcS4N+VKzM8CwGvc+LECX4OuXInc/CcmrInMJArHB1JgLfatLHsoE6dGOXmxkIODjmGTZFMJ7DHA2zbtq1MdMqAHktdxtOTmpsbaSx3lhPffPMNxwCMdXDIViimcveuFD3jx5NMWyEtLKsVLG/fTrf4zq+//soSJUqkihQA9PDwkHGT48bJti0o3Rdx8yafe+45CiE4ZcqUTIOOzz//nIDlFVcOHDhAJycndmzThobmzWVsZTbfvVq1alm0+Mr333/P1QAjPT3NxkcnJyfTz88v88IzBoMUfibe7NWrVxMAPzaNBQ0PJ40lT1mpElm8uPSAZhBLuojam/E9xcSQtWuTXl7k2bOMiorir7/+yu+++44hISFpFReMtbez5MABEuBU4+yELngWL16cPuxGR0+qPHMmddPBgwdpb2+fFvdq9IjrSYtRUVHsYm8vt2WxOqTBYGCNGjVYp0IFaoULyzCg7O4fLVqkJqkNGzYsXe1jkrK0HUB+/z01TePRo0cze4L1OtkZZsuSk5PZsGFDlvfwoMHFRXrIjbRv355+fn5p111//9QBq46+ENOWLVtk1Z9nn80kCHUReu/ePZn0mOE71rlzZ/r6+spr9GuvyThyk2v9tGnTWBmg5u6eaWVMTdNYsWJFvti0KenoaDZM54svviBgPizw7NmzBNIWp8mIPlNgTkBfunQp22N55QoJ8HMvL7O7P65SRX4mGT4rTdPYyd2dS1q1MrsoWNWqVTlYjz83V2FrwgTSwYFv9enDMmXKmLftMZPvYSEA+gI4DGAvgH8ANLdW25Y+bCGuz5w5w28qVWK8UQTuqFEjT8LalLvHjvHjsWPp7e3NwQCvOTjw32bNeHTWrNTawikpKdwZGMijHh4kwJ2WLhWbDUlxcdwwahRLlSolp6yKFeOuAQMYm2GKMCtiYmJYqVIlPu/vz7g8VkEJP3+egd26sUGtWgTAz439rD8O+/jwphVWndQ0jevXr2fVqlW5XO/rTp14PUNd5ZTkZP7dv7+s8VysGLU8rBp4aft2dmvZkgDYv2JFHhk3zuJQET3556OcKhZkhaYxZOpUXipcmGUcHAiA7wGMMPbrdTc3hpnxplhKckwMDzRpwqVCsGjRopw3b57ZWYH4+Hi+XKMG4wAmPMJ3N/jSJc4qUYIDIaeMM5Z7TMeePSTAKc7O7JXbhVyWLOHP8+bRzc2N3p6enDZtWuoNLS4ujkOGDCEABnXvLr+beuUOC1iwYAH9jcL9QUREtpUJOGWKbN84COnQoQOrWhIWFB5Odu5MBgUxLi6Oa9as4ZQpU/j9999LYRATQxYrJhPtLCQ2NpZjOnXiPwDb16vHdevW8erVq5wxYwaFab3hxESLBk36ktpv9epF7ZlnZMKgmYSlG9u3szDkwh85oWka/69zZxknXrt2JnGke/7W6ItV5EC/fv1ob2/Pg6YzTklJsiJI165SoJm5Hun1lM2GqISEkD4+sma1idhleDhZpAhpurhGNhgmT+as7t0JgP7+/gwICKAQggEBAZkH7xMnyoFUht+kntz422+/yc/t5ZdTBwr/fPIJbwGMLV062zAmPXlyl3Gpe5qJzyYp23Bzk4muJLt06cLatWunf42mycFLuXJZ1/OeNUuex0zfXrlyhd7e3lxRpAg1Jyfy6lXu3bs3/YDj5k15/Jw56Y5NSEigv78/mzVrRk0fjGTIS+rXrx9LlSoln8yeLV9jMmjXl/ZeunQpuW6d3G+SRP3KK6/wQ2PlLppJdtfF88O2beV3JEO/9+/fP1MZPlPq1q3LevXqmXWQjR49ms7OzjS8+670jGegXr16rFu3bpZtnyxUiCFubmYHT3s7diQBns9QoODatWvpw2gyMGbMGHbRywCaW9PAWDd+Rq1abGBM6LY1+e25bgPgXwA7AFwAUMUa7eb2YQtxffv2bQ4qX5476tXjRQsv0LklKiqK/4wZw6AiRZhiIiyvC0EHozD62tXV6isvxsfHc/H33/OMqysJyATAcuV46H//y1JoP7x2jZ/Wrk07OzuLSkTlhjt37nDX3LncO3Ag948Zw5u7d1u1fVJ6Xg5MmsQTxsEKAV50cuKPtWqxZ8+ebOnnRwI8U6QI46xQ21nTNK5evZq/Fyokz+XiwsNvv82kbJIOk06f5qcVKrBIkSJ5qs6hExYWxrVr13L9q6/yxHPPMfjTTy1emCInjh85wlatWrEuwCNOTvy9b1+eDApidHQ0g4KC2LJlSzYDGFu8eOoqe7klJiaGr7/+OgFwsr8/wzp0MDuFy759+cDLi2549Czz4FOneM7Li+MButnbs3r16ixsXHhixrvvyinuRxgkLFmyhA4ODvzU11cuI21uYBMWJgWnsUJCVrWZzXLuHFmmjLRv6dLMN8RPP836hpYN2o4dTHZ05DkHB/qZeMO7dOnCOD0c7I8/ZNsWXA90j/dH/ftTq1s3c1hBYiLv+vnxHMCLFpa2TEpK4nfVqpEA97ZqlSo0YmNjWbVqVVapUiWz+Lx3z6yAfPDgAUuXLs2yZctmPVtghjfffJNFixbNehbw1ClZD7t/f/k8LEwuVGNvL5Mnc8Hff//NLp07s169epw4cWLq4iLp6NRJJphmICkpiY0bN6abm1umyk1HChfmPXt7GnKwR9M0tmjRgr7FijGlbl1Zjs2cGNcrcRhnN6pXr565NCYpF1wCzMbrk5QDgGwS4QIDA/mMiwvjhODpWrVYqlQpli5dOi1ed//+LAdyuvf6r7Vr5fvIUPK0evXqaYmWQ4bIAWqGvqhatSpr165NQ0qKrBFdrlxqbHeVKlV41Mcny3J7oaGhdHR05Dddusg+yJCLVatWrcyzLibocd97zPyuW7ZsyUaNGsla7GZKuX7zzTcyxMdMBS9N0/i2URfQTEhMfLduvAqkJXoaWbduHQHw4MaNcvYjw2B3//79HKZrHDPVamgwkKVK8V8vr2zf9+Mkv8X1dgDPG/+vCeA4gNbWaDs3jych5jq/iQwJ4aFPPuG/7dvz37p1OWniRK5YsYJR1lhYIws0g4HH58/njmefZYQxlmqcvT1btGjB/xsyhDt79uSuvn25q0ED3rOzYxLA1fm83Pjj4FpgIHd07MhDvr78sWhRVq5cmS+++CJ3ffBBnjzW5khKSOCOt97ieScnEjIGfGNAAA8cOJA25a5pjNqwgaFubgwFuOYJKKBvCZqm8cBnn/G2iwsJMBLgNoCLARZyd5deHSuI+Q0bNvBzDw/GQoaYRDVtKheLMXoSd/39N+s5OGSuCpEbwsLkFDHACE9PLnv2Wc7s2JE7N2+WMZUTJmSbyJgdO3bsYAtPT14yxpLztdfSezLHjZNLDxuTb/XShRYPYu/dkzdSQHqxdeG6fbv0Yuqe5tyybRs1Dw/GFyvGNR9+yH379qWJSINBVlsoXz7bBCUdTdM4fvx4OZvTr1/aTMTkyeT8+dRat5bXH5P4WEuIi43lVmPJsY+rVOGcOXPYokULCiHS4m5N6dUrNZkxI4cOHaKzszPbtGljcThXw4YN2TqnpcGvXElLIFy+XArr3P7G9XCWLNYVSCUoSIZcmOHOnTssXbo0fX19U2N5t2/fziYAZ1t4XddLXU7PIs6epBTNZcuSERHUNC191Y2MdOsm8xjMORNmzcpaeBvZt28fJ5UqxQYAK1asyBMZBwjJyWZzHhITE1m5cmU+88wzTNZjgY39FhkZSTs7u7QwoSZNZJhLBvQVHFeuXCkHmAA5ahTv37/PsgANQpDZVPUYNGgQXZydmVSpklzUxvjbSkxMpKOjY+ZkZhNiYmJYuHDhtEVxjBgMBhYqVIjvvPOODEvSV5M0ITw8nE5OTvI1GQgLC6MLwDg3t9TqKOmoVIkH/PxYuHBhxpgkvuoL5iQaS/Jl/A5qmsaFXl6Mt7PLskIKx41jMsCRuZ19zCfyPSwkXaNASQD78qPt7B7/BXFtaxKjo3no88/52bBhrF+/PnsbxSABxgM8UKwYTxQQ0fckkpyUxL1Tp3J3qVIcLQQBsIyHB+85OjLSGO94HeDSrG5CTzLJyby3aBEvtmzJm2XKMKx8eUZkk0n/KDx8+JAzR4/mdEdHXjR+Ly8XL84ePXrQwcGBVapUyZXHMUv++Ud6e3QvS1YCIpdcunSJzWrV4mcAk/T4Vv2zjohIt4phu3bt6O/vn7t4/eRkWRLM0zMtxvT+fbJv3+zDUXLixAkZt+rgkHbD1LS0MJaFCy1uStM0fvbZZwTA5s2b89qhQ2TRoiTABFdXDoaZyh6WtJuYyPPNmrGpMea8cOHCmRMMdbt9fDIl85miV9cYPnx4jjkpKSkp2QtHcwQH5xxnnRVDhsg+z0Md/7Nnz7JMmTJ0cnJijx496O3tzYoVK5r3gmfB22+/TTs7Ox46dEhuMDfTYOw7fQGZefPmmW/s8mW5KE8e0DSNYWFhMsFWF9LJyVmLOCN6zehp//d/cjBgLMn4559/EgB37twpw2ucnc3GRaekpLBGjRpyYZv4eHL4cLJBA65evpwLARqcnLJd7fPy5cu0t7fn0vbt5cDJmA+kJzzmVNFk0qRJFEKkLTJFmecCGBezKl9eDuTN8MYbb9DV1TXTNVNPhgzu2VNWasnoHNm9myeN1URMywTWr19f1sCOj5chT2YcHT+98QaHAbxpznNNMvncOcYA/PW/KK7l+eBqhTY6GsNMggF8kNPrlbh+/BhSUnjv1CnePnqU8fnoPf8vEhYWxpUrV3LSgAH8x8+PG/39ubxtW558AgrnP+ncv3+fX3/9NTs+/zzLFC/OcuXKccSIEVZdmZOkTBjcti1vwjQDCQkJHDt2LIsD/NDbmzs/+CCTgNu5c6fMQbCwRGAmoqPTe8WtQXi4TLTUk4Ffe03eYnr3zt2iIkaWLVtGDw8Purm5ccigQfxs6FB6ODmxRYsWOS6Ikx2apvHWjRtMyup3dPiwtNtMeTRTxowZQwD8LIvFQXT0cmm/WGFlUYuIj5cLDHl6mhe0gYFykJZDH969e5dvvvkmS5cuzfbt2+d6kbPIyEiWKlWKtWrVYvKPP8pET93xcuFCOkGmx0H/9ddfOTdsGpu8Z09qiIVFaBo5dKhcoj02VoYmVKxoPgTBhJ49e9LR0ZEn1q9P7bfBgwfT3d1dzq4EBcnvTBZCV1/YZsKECVKIR0ZywIABrF6oEJPNDfAyMHjwYDo5OaUtXU9y6tSpTE2mzIaIiAgWLVqUrVu3Tr2O6LHcN2/elKEsJkuRm6InRWYsITlr1iyZQ3DlSrZVjrp06UIvLy/euHGDFy9eJAB+8cUXcueoUTJRM8PAQn9dpiRcI9euXaMbTFZztDGPXVzn9QHAHsBlABUAOAE4AaBadscoca1QKJ4W9uzZwzp16hAAa9asyfnz5/P48eNcv349S5QowXLlyuXKk/jYWbpUCtQ81HMPCQlJ9Z7Z2dmxa9eullV5yYnp02UJPHMLOo0cKW/6OQzEDAYD+/fvL3NeslkY6quvviIAi5agtxohIVI0lSmT2Svati1ZufIjDXhyi+7d/XDcOFk5BJDLnXt4pAtF0KuamIpHs+zaJcNlPv1Uxkq7uWUpDLNEX47c11fOtLRunWNfhIeHs3Tp0ixXrhxv3LjB+6dPs7ybG9/QqwLdv0/On09mUfaOJIcMGUI7Ozv+8ccfvHnzJl1dXTl06FCLTL579y69vb3ZonlzpmzZQh45wiZNmmROAM0CPX7622+/paZprFGjRlpCYPv25n8HRrp3705vb+903uvevXuzbNmyaS+KiEirDLJsmZzZoyxB6e7uzgYNGrB9+/Z0cnJKW1332jXZ/8aE1tR2tm9np9at6efnZzYJfs+ePQTAvzdtynWOSH5QEMV1UwD/mDyfCGBidscoca1QKJ4mUlJSuHjxYtYyVsvRH+XLl+cZa3uen2AMBkOuS05mS0yMjOMFZBKhLtjj4qTHN4tp8owkJSWxW7duqZ42cyEi7du3z37lufziyBEpIE1jyk+dku/5MebEDB06lAC4ddMmmQNRs6YU1iaDjVGjRtHV1TXnmvpJSTKcSQ/H8vHJNqQiSwIDZeLx22/nOIjSOXToED09PVnW15d3HRy4HeDpXISDxcTEsFmzZhRC0MfHhy4uLnLBFAtZtGgRnQE+dHNjRN26BLJfCdYUg8HAF154gQ4ODuzYsWNaBRMLOH36NO3t7Tls2DCSssRh0aJF+ZrpbyQgQA7k9u6VsfF6Yi7lAMvV1ZWAmdU7Bw2Sq1fqv5sVK0iAO42ecXN19Jcbl12/MW2a/A40a2Y2qfJxURDFdU8AP5k87w/gGzOvGwogCEDQk1L3UKFQKKyJpmk8d+4cf/vtN27evFnGbiryRkoK+dFH0hPq5ZVWZi0w0Hy1mSxISkpiv379CIDDhg1L99lcv349x2Wo8xXTVRTnzJG1uIsUMbuUen4RGxvLatWq0dfXN81rmYGAgABZucISNE3G9c+bJ8OyHiPHjh1j69at+X7JklI+vfSS9Fh//71Fq6xGRUVx/Pjx7Ny5M7dt25br848aNYojjAOLPj4+uSpk8PDhQ/bu3Zuurq586623crV+xciRIymE4KZNm1IXClq9enXaCw4floNSQFYkyjADERERYX7mJmO+yKuvkt7eTElIYLly5cyuMKlXFIq6f58cNkxWcZk71+L3Ym2eWnFt+lCea4VCoVDkiuPH5U09Qw3j3GAwGPj+++8TAGvXrs0dO3YwISGBL7/8Mp2cnDItEf3YuXRJhrqULSsXXXnMnDp1iu7u7qxfv3666hGkHJx4eHikLUVeUJgzRw7M9FAXC8R1XtE0jet/+40PvLyYWK1ankKuSMrZg2eeyTH5NSYmhrVr16azszMLFy7McuXKZV5TIDiYnDEjVzX+Uzl/nnzrLfkdNa4yOmfOHALgjh070r20b9++LF26dO7PkU8URHGtwkIUCoVCUWDYsGEDS5YsmS6EZ8aMGbY2S5KS8ljirLNiw4YNtLOzY7du3dLF0uqVJ9J5QgsKV6/KhObHIKzT8dtvUr7lNanv+HHZjgV9f+/ePfbr14+tWrXiMStVR0pl8mRpR8WKqeUo4+LiWLJkSVldxITatWs/MTWuyazFtR2eXA4DqCSEKC+EcALQB8B6G9ukUCgUCoVZunTpgsuXL2PJkiWYNGkS/vnnH4wfP97WZkns7QEhbHb6Ll26YO7cuVi3bh169eqFhIQEAMDixYvh6uqKtm3b2sy2R6ZcOaBNG8DJ6fGet2dP4KWXAGfnvLUTHS3/enjk+FIfHx8sXboU27dvR506dfJ23oxMmQLcvQucPQv4+AAAXF1d8cEHH2Dnzp3YunUrACAuLg5nz55FrVq1rHv+fMDB1gZkBckUIcRwyKXU7QEsInnGxmYpFAqFQpElrq6uGDBggK3NeCIZPnw4AOC9995DvXr10KVLFyxevBhvv/02vLy8bGxdAUIIYM2avLcTESH/FimS97byiq9vpk1Dhw7FvHnz8M477+DkyZPYvXs3kpOTERAQ8PjtyyVPrLgGAJKbAGyytR0KhUKhUCjyzvDhw1G5cmW89957mDlzJgICAjBt2jRbm1UwIYEffwQqVwYeRXCGh8u/xYpZ1Sxr4eLiggULFqBt27YYNGgQIiIi4O3tjZYtW9ratBx5osW1QqFQKBSKp4v27dvj/PnziI6Ohqenp63NKbgkJAAzZwKaBpw8Cbi75+54Hx/ghReeWHENAG3atMG0adMwceJEAMD06dPh6upqY6tyRsh47KeDBg0aMCgoyNZmKBQKhUKhUOQ/u3cDLVoAb70FfPedra3JNw4cOICoqCi0a9cOwoa5AxkRQhwh2SDjduW5VigUCoVCoSiING8OjB8vPdgBAcArr9jaonyhSZMmtjYhVzzJ1UIUCoVCoVAoFNnx+edAs2bA0KFpSYqW0KcP0KFD/tn1H0Z5rhUKhUKhUCgKKo6OwMqVwOnTuav8ERJiURk+Re5RnmuFQqFQKBSKgkzp0jI5EQAOHQJSUnI+5vp1oEyZ/LXrP4oS1wqFQqFQKBRPAxcuyBCR4cNlqb6sSEwE7txR4jqfUOJaoVAoFAqF4mmgShWZ4Pj99/JvVgL75k35V4nrfEHFXCsUCoVCoVA8LUydCsTEALNny3jsqVPlqo6m2NkBb74JNMhURU5hBZS4VigUCoVCoXhaEAL4+msgORmYPh1o2RLo2DH9a8qXl6s7KvIFFRaiUCgUCoVC8TQhBPDtt8Dq1Wnl9kxDRC5fzj4mW5EnlLhWKBQKhUKheNqwswN69JBC++JFoGFD4OBBWYKvalXgs89sbeFTiwoLUSgUCoVCoXiaiYgA7t4FmjQBXFwAZ2dg4EBbW/XUosS1QqFQKBQKxdNMkybAmTPAwoXSiz1okKyNrcgXlLhWKBQKhUKheNrx8gLGjLG1Ff8JVMy1QqFQKBQKhUJhJQSfomxRIUQYgGs2On0xAPdtdO6nBdWHeUf1Yd5RfZh3VB/mHdWH1kH1Y95RfZg1ZUkWz7jxqRLXtkQIEURSVWPPA6oP847qw7yj+jDvqD7MO6oPrYPqx7yj+jD3qLAQhUKhUCgUCoXCSihxrVAoFAqFQqFQWAklrq3HD7Y24ClA9WHeUX2Yd1Qf5h3Vh3lH9aF1UP2Yd1Qf5hIVc61QKBQKhUKhUFgJ5blWKBQKhUKhUCishBLXCoVCoVAoFAqFlVDiOo8IIToKIS4IIYKFEB/Y2p6ChhCitBDiXyHEWSHEGSHESFvbVFARQtgLIY4JITba2paCihDCWwixWghxXghxTgjR1NY2FTSEEKONv+XTQogVQggXW9v0pCOEWCSECBVCnDbZVkQIsVUIccn4t7AtbXzSyaIPZxp/yyeFEGuFEN42NLFAYK4fTfaNFUJQCFHMFrYVJJS4zgNCCHsA8wG8AKAagFeFENVsa1WBIwXAWJLVADQB8K7qw0dmJIBztjaigDMXwGaSVQHUhurPXCGE8AMwAkADkjUA2APoY1urCgSLAXTMsO0DAIEkKwEIND5XZM1iZO7DrQBqkKwF4CKAiY/bqALIYmTuRwghSgNoD+D64zaoIKLEdd5oBCCY5BWSSQBWAuhmY5sKFCTvkDxq/D8aUsz42daqgocQwh9AZwA/2dqWgooQwgtACwALAYBkEslImxpVMHEA4CqEcADgBuC2je154iG5C0BEhs3dACwx/r8EQPfHaVNBw1wfktxCMsX49AAA/8duWAEji+8iAHwFYAIAVQXDApS4zht+AG6YPL8JJQwfGSFEOQB1ARy0sSkFkTmQFz7NxnYUZMoDCAPwszG85ichhLutjSpIkLwFYBakd+sOgIckt9jWqgKLL8k7xv/vAvC1pTFPAYMA/G1rIwoiQohuAG6RPGFrWwoKSlwrngiEEIUA/AFgFMkoW9tTkBBCdAEQSvKIrW0p4DgAqAfgO5J1AcRCTcXnCmNccDfIgUopAO5CiH62targQ1kzV3kMHxEhxGTIEMRltraloCGEcAMwCcD/bG1LQUKJ67xxC0Bpk+f+xm2KXCCEcIQU1stIrrG1PQWQ5wB0FUKEQIYmtRZC/GpbkwokNwHcJKnPnKyGFNsKy2kL4CrJMJLJANYAaGZjmwoq94QQJQHA+DfUxvYUSIQQbwDoAuA1qoU9HoWKkIPlE8Z7jD+Ao0KIEja16glHieu8cRhAJSFEeSGEE2Tiznob21SgEEIIyBjXcyS/tLU9BRGSE0n6kywH+R3cTlJ5C3MJybsAbgghqhg3tQFw1oYmFUSuA2gihHAz/rbbQCWFPirrAbxu/P91AOtsaEuBRAjRETJcrivJOFvbUxAheYqkD8lyxnvMTQD1jNdLRRYocZ0HjIkSwwH8A3kD+Y3kGdtaVeB4DkB/SG/rceOjk62NUvxneQ/AMiHESQB1AEy1rTkFC6PXfzWAowBOQd5j1NLJOSCEWAFgP4AqQoibQojBAKYDaCeEuAQ5IzDdljY+6WTRh98A8ACw1XhvWWBTIwsAWfSjIpeo5c8VCoVCoVAoFAoroTzXCoVCoVAoFAqFlVDiWqFQKBQKhUKhsBJKXCsUCoVCoVAoFFZCiWuFQqFQKBQKhcJKKHGtUCgUCoVCoVBYCSWuFQqF4j+KEMJbCPGOre1QKBSKpwklrhUKheK/izcAJa4VCoXCiihxrVAoFP9dpgOoaFxgY6atjVEoFIqnAbWIjEKhUPxHEUKUA7CRZA1b26JQKBRPC8pzrVAoFAqFQqFQWAklrhUKhUKhUCgUCiuhxLVCoVD8d4kG4GFrIxQKheJpQolrhUKh+I9CMhzAXiHEaZXQqFAoFNZBJTQqFAqFQqFQKBRWQnmuFQqFQqFQKBQKK6HEtUKhUCgUCoVCYSWUuFYoFAqFQqFQKKyEEtcKhUKhUCgUCoWVUOJaoVAoFAqFQqGwEkpcKxQKhUKhUCgUVkKJa4VCoVAoFAqFwkr8P3SrVRQKk6YzAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "x_test_sim = model.simulate(x0_test, t_test, u=u_test)\n", - "\n", - "# Note that the output is one example short of the length of t_test\n", - "print('Length of t_test:', len(t_test))\n", - "print('Length of simulation:', len(x_test_sim))\n", - "\n", - "fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(12, 4))\n", - "for i in range(x_test.shape[1]):\n", - " axs[i].plot(t_test[:-1], x_test[:-1, i], 'k', label='true simulation')\n", - " axs[i].plot(t_test[:-1], x_test_sim[:, i], 'r--', label='model simulation')\n", - " axs[i].set(xlabel='t', ylabel='$x_{}$'.format(i))\n", - "\n", - "fig.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Implicit ODEs \n", - "How would we use SINDy to solve an implicit ODE? In other words, now the LHS can depend on x and x_dot, \n", - "$$\\dot{\\mathbf{x}} = \\mathbf{f}(\\mathbf{x}, \\dot{\\mathbf{x}})$$\n", - "\n", - "\n", - "In order to deal with this, we need a library $\\Theta(\\mathbf{x}, \\dot{\\mathbf{x}})$. SINDy parallel implicit (SINDy-PI) is geared to solve these problems. It solves the optimization problem,\n", - "$$argmin_\\mathbf{\\Xi} (\\|\\Theta(\\mathbf{X}, \\dot{\\mathbf{X}}) - \\Theta(\\mathbf{X}, \\dot{\\mathbf{X}})\\mathbf{\\Xi}\\| + \\lambda \\|\\mathbf{\\Xi}\\|_1)$$\n", - "such that diag$(\\mathbf{\\Xi}) = 0$. So for every candidate library term it generates a different model. With N state variables, we need to choose N of the equations to solve for the system evolution. See the [SINDy-PI notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/9_sindypi_with_sympy.ipynb) for more details. \n", - "\n", - "Here we illustrate successful identification of the 1D Michelson-Menten enzyme model\n", - "$$\\dot{x} = 0.6 - \\frac{1.5 x}{0.3 + x}.$$\n", - "Or, equivalently\n", - "$$\\dot{x} = 0.6 - 3 x - \\frac{10}{3} x\\dot{x}.$$\n", - "\n", - "Note that some of the model fits fail. This is usually because the LHS term being fitted is a poor match to the data, but this error can also be caused by CVXPY not liking the parameters passed to the solver.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model 0\n", - "Model 1\n", - "Model 2\n", - "Model 3\n", - "Solver failed on model 3 , setting coefs to zeros\n", - "Model 4\n", - "Model 5\n", - "Model 6\n", - "Model 7\n", - "Model 8\n", - "Model 9\n", - "1 = 5.000 x0 + 1.667 x0_dot + 5.556 x0x0_dot\n", - "x0 = 0.200 1 + -0.333 x0_dot + -1.111 x0x0_dot\n", - "x0x0 = 0.198 x0 + 0.007 x0x0x0 + -0.338 x0x0_dot + -1.099 x0x0x0_dot\n", - "x0x0x0 = 0.000\n", - "x0x0x0x0 = -0.001 1 + 0.363 x0x0x0 + 0.041 x0x0_dot + -1.205 x0x0x0x0x0_dot\n", - "x0_dot = 0.600 1 + -3.000 x0 + -3.333 x0x0_dot\n", - "x0x0_dot = 0.180 1 + -0.900 x0 + -0.300 x0_dot\n", - "x0x0x0_dot = -0.004 1 + 0.136 x0 + -0.508 x0x0 + -0.344 x0x0x0 + -0.102 x0x0_dot + -0.219 x0x0x0x0x0_dot\n", - "x0x0x0x0_dot = 0.003 1 + 0.001 x0 + -0.391 x0x0x0 + -0.247 x0x0x0x0 + -0.108 x0x0_dot\n", - "x0x0x0x0x0_dot = 0.001 1 + -0.670 x0x0x0x0 + -0.005 x0_dot + 0.029 x0x0_dot + -0.271 x0x0x0_dot\n" - ] - } - ], - "source": [ - "if run_cvxpy:\n", - " # define parameters\n", - " r = 1\n", - " dt = 0.001\n", - " T = 4\n", - " t = np.arange(0, T + dt, dt)\n", - " t_span = (t[0], t[-1])\n", - " x0_train = [0.55]\n", - " x_train = solve_ivp(enzyme, t_span, x0_train, \n", - " t_eval=t, **integrator_keywords).y.T\n", - "\n", - " # Initialize custom SINDy library so that we can have \n", - " # x_dot inside it. \n", - " x_library_functions = [\n", - " lambda x: x,\n", - " lambda x, y: x * y,\n", - " lambda x: x ** 2,\n", - " lambda x, y, z: x * y * z,\n", - " lambda x, y: x * y ** 2,\n", - " lambda x: x ** 3,\n", - " lambda x, y, z, w: x * y * z * w,\n", - " lambda x, y, z: x * y * z ** 2,\n", - " lambda x, y: x * y ** 3,\n", - " lambda x: x ** 4,\n", - " ]\n", - " x_dot_library_functions = [lambda x: x]\n", - "\n", - " # library function names includes both the x_library_functions \n", - " # and x_dot_library_functions names\n", - " library_function_names = [\n", - " lambda x: x,\n", - " lambda x, y: x + y,\n", - " lambda x: x + x,\n", - " lambda x, y, z: x + y + z,\n", - " lambda x, y: x + y + y,\n", - " lambda x: x + x + x,\n", - " lambda x, y, z, w: x + y + z + w,\n", - " lambda x, y, z: x + y + z + z,\n", - " lambda x, y: x + y + y + y,\n", - " lambda x: x + x + x + x,\n", - " lambda x: x,\n", - " ]\n", - "\n", - " # Need to pass time base to the library so can build the x_dot library from x\n", - " sindy_library = ps.SINDyPILibrary(\n", - " library_functions=x_library_functions,\n", - " x_dot_library_functions=x_dot_library_functions,\n", - " t=t,\n", - " function_names=library_function_names,\n", - " include_bias=True,\n", - " )\n", - "\n", - " # Use the SINDy-PI optimizer, which relies on CVXPY.\n", - " # Note that if LHS of the equation fits the data poorly,\n", - " # CVXPY often returns failure.\n", - " sindy_opt = ps.SINDyPI(\n", - " threshold=1e-6,\n", - " tol=1e-8,\n", - " thresholder=\"l1\",\n", - " max_iter=20000,\n", - " )\n", - " model = ps.SINDy(\n", - " optimizer=sindy_opt,\n", - " feature_library=sindy_library,\n", - " differentiation_method=ps.FiniteDifference(drop_endpoints=True),\n", - " )\n", - " model.fit(x_train, t=t)\n", - " model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# SINDy with control parameters (SINDyCP)\n", - "The control input in PySINDy can be used to discover equations parameterized by control parameters in conjunction with the `ParameterizedLibrary`. We demonstrate on the logistic map\n", - "$$ x_{n+1} = r x_n(1-x_n)$$\n", - "which depends on a single parameter $r$. " - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#Iterate the map and drop the initial 500-step transient. The behavior is chaotic for r>3.6.\n", - "num = 1000\n", - "N = 1000\n", - "N_drop = 500\n", - "r0 = 3.5\n", - "rs = r0 + np.arange(num) / num * (4 - r0)\n", - "xss = []\n", - "for r in rs:\n", - " xs = []\n", - " x = 0.5\n", - " for n in range(N + N_drop):\n", - " if n >= N_drop:\n", - " xs = xs + [x]\n", - " x = r * x * (1 - x)\n", - " xss = xss + [xs]\n", - "\n", - "plt.figure(figsize=(4, 4),dpi=100)\n", - "for ind in range(num):\n", - " plt.plot(np.ones(N) * rs[ind], xss[ind], \",\", alpha=0.1, c=\"black\", rasterized=True)\n", - "plt.xlabel(\"$r$\")\n", - "plt.ylabel(\"$x_n$\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We construct a `parameter_library` and a `feature_library` to act on the input data `x` and the control input `u` independently. The `ParameterizedLibrary` is composed of products of the two libraries output features. This enables fine control over the library features, which is especially useful in the case of PDEs like those arising in pattern formation modeling. See this [notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/17_parameterized_pattern_formation/17_parameterized_pattern_formation.ipynb) for examples." - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x)[k+1] = 1.000 r[k] x[k] + -1.000 r[k] x[k]^2\n" - ] - } - ], - "source": [ - "#use four parameter values as training data\n", - "rs_train = [3.6, 3.7, 3.8, 3.9]\n", - "xs_train=[np.array(xss[np.where(np.array(rs)==r)[0][0]]) for r in rs_train]\n", - "\n", - "feature_lib = ps.PolynomialLibrary(degree=3, include_bias=True)\n", - "parameter_lib = ps.PolynomialLibrary(degree=1, include_bias=True)\n", - "lib = ps.ParameterizedLibrary(\n", - " feature_library=feature_lib,\n", - " parameter_library=parameter_lib,\n", - " num_features=1,\n", - " num_parameters=1,\n", - ")\n", - "opt = ps.STLSQ(threshold=1e-1, normalize_columns=False)\n", - "model = ps.SINDy(\n", - " feature_library=lib, optimizer=opt, feature_names=[\"x\", \"r\"], discrete_time=True\n", - ")\n", - "model.fit(xs_train, u=rs_train, multiple_trajectories=True)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# PDEFIND Feature Overview\n", - "PySINDy now supports SINDy for PDE identification (PDE-FIND) (Rudy, Samuel H., Steven L. Brunton, Joshua L. Proctor, and J. Nathan Kutz. \"Data-driven discovery of partial differential equations.\" Science Advances 3, no. 4 (2017): e1602614.). We illustrate a basic example on Burgers' equation:\n", - "$$u_t = -uu_x + 0.1u_{xx}$$\n", - "\n", - "Note that for noisy PDE data, the most robust method is to use the weak form of PDEFIND (see below)!" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = 0.100 x0_11 + -1.001 x0x0_1\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from scipy.io import loadmat\n", - "\n", - "# Load data\n", - "data = loadmat(\"data/burgers.mat\")\n", - "t = np.ravel(data[\"t\"])\n", - "x = np.ravel(data[\"x\"])\n", - "u = np.real(data[\"usol\"])\n", - "dt = t[1] - t[0]\n", - "dx = x[1] - x[0]\n", - "u_dot = ps.FiniteDifference(axis=-1)._differentiate(u, t=dt)\n", - "\n", - "# Plot the spatiotemporal data\n", - "plt.figure()\n", - "plt.imshow(u, aspect=\"auto\")\n", - "plt.colorbar()\n", - "plt.figure()\n", - "plt.imshow(u_dot, aspect=\"auto\")\n", - "plt.colorbar()\n", - "u = np.reshape(u, (len(x), len(t), 1))\n", - "\n", - "# Define quadratic library with up to third order derivatives \n", - "# on a uniform spatial grid\n", - "library_functions = [lambda x: x, lambda x: x * x]\n", - "library_function_names = [lambda x: x, lambda x: x + x]\n", - "pde_lib = ps.PDELibrary(\n", - " library_functions=library_functions,\n", - " function_names=library_function_names,\n", - " derivative_order=3,\n", - " spatial_grid=x,\n", - " diff_kwargs={'is_uniform':True,'periodic':True},\n", - ")\n", - "\n", - "optimizer = ps.STLSQ(threshold=0.1, alpha=1e-5, normalize_columns=True)\n", - "model = ps.SINDy(feature_library=pde_lib, optimizer=optimizer)\n", - "# Note that the dimensions of u are reshaped internally,\n", - "# according to the dimensions in spatial_grid\n", - "model.fit(u, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Weak formulation system identification improves robustness to noise.\n", - "PySINDy also supports weak form PDE identification following Reinbold et al. (2019)." - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [], - "source": [ - "# Same library but using the weak formulation\n", - "library_functions = [lambda x: x, lambda x: x * x]\n", - "library_function_names = [lambda x: x, lambda x: x + x]\n", - "X, T = np.meshgrid(x, t)\n", - "XT = np.array([X, T]).T\n", - "pde_lib = ps.WeakPDELibrary(\n", - " library_functions=library_functions,\n", - " function_names=library_function_names,\n", - " derivative_order=3,\n", - " spatiotemporal_grid=XT,\n", - " is_uniform=True,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = 0.101 x0_11 + -1.003 x0x0_1\n" - ] - } - ], - "source": [ - "optimizer = ps.STLSQ(threshold=0.01, alpha=1e-5, normalize_columns=True)\n", - "model = ps.SINDy(feature_library=pde_lib, optimizer=optimizer)\n", - "\n", - "# Note that reshaping u is done internally\n", - "model.fit(u, t=dt)\n", - "model.print()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### GeneralizedLibrary\n", - "The `GeneralizedLibrary` is meant for identifying ODEs/PDEs the depend on the spatial and/or temporal coordinates and/or nonlinear functions of derivative terms.\n", - "\n", - "Often, especially for PDEs, there is some explicit spatiotemporal dependence such as through an external potential. For instance, a well known PDE is the Poisson equation for the electric potential in 2D:\n", - "$$ (\\partial_{xx} + \\partial_{yy})\\phi(x, y) = \\rho(x,y).$$\n", - "\n", - "\n", - "**Note that all other SINDy libraries implemented in PySINDy only allow for functions of $\\phi(x, y)$ on the RHS of the SINDy equation.** This method allows for functions of the spatial and temporal coordinates like $\\rho(x, y)$, as well as anything else you can imagine.\n", - "\n", - "Let's suppose we have a distribution like the following\n", - "$$ \\rho(x, y) = x^2 + y^2$$\n", - "We can actually directly input $(\\partial_{xx} + \\partial_{yy})\\phi(x, y)$ as \"x_dot\" in the SINDy fit, functionally replacing the normal left-hand-side (LHS) of the SINDy equation. Then we can build a candidate library of terms to discover the correct charge density matching this data.\n", - "\n", - "In the following, we will build three different libraries, each using their own subset of inputs, tensor a subset of them together, and fit a model. This is total overkill for this problem but hopefully is illustrative." - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x0)' = 1.045 x1^2 + 1.061 x2^2\n", - "(x1)' = 1.000 x1\n", - "(x2)' = 1.000 x2\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Define the spatial grid\n", - "nx = 50\n", - "Lx = 1\n", - "ny = 100\n", - "Ly = 1\n", - "x = np.linspace(0, Lx, nx)\n", - "dx = x[1] - x[0]\n", - "y = np.linspace(0, Ly, ny)\n", - "dy = y[1] - y[0]\n", - "X, Y = np.meshgrid(x, y, indexing=\"ij\")\n", - "\n", - "# Define rho\n", - "rho = X ** 2 + Y ** 2\n", - "plt.figure(figsize=(20, 3))\n", - "plt.subplot(1, 5, 1)\n", - "plt.imshow(rho, aspect=\"auto\", origin=\"lower\")\n", - "plt.title(r\"$\\rho(x, y)$\")\n", - "plt.colorbar()\n", - "\n", - "# Generate the PDE data for phi by fourier transforms \n", - "# since this is homogenous PDE\n", - "# and we assume periodic boundary conditions\n", - "nx2 = int(nx / 2)\n", - "ny2 = int(ny / 2)\n", - "# Define Fourier wavevectors (kx, ky)\n", - "kx = (2 * np.pi / Lx) * np.hstack(\n", - " (np.linspace(0, nx2 - 1, nx2), np.linspace(-nx2, -1, nx2))\n", - ")\n", - "ky = (2 * np.pi / Ly) * np.hstack(\n", - " (np.linspace(0, ny2 - 1, ny2), np.linspace(-ny2, -1, ny2))\n", - ")\n", - "\n", - "# Get 2D mesh in (kx, ky)\n", - "KX, KY = np.meshgrid(kx, ky, indexing=\"ij\")\n", - "K2 = KX ** 2 + KY ** 2\n", - "K2[0, 0] = 1e-5\n", - "\n", - "# Generate phi data by solving the PDE and plot results\n", - "phi = np.real(np.fft.ifft2(-np.fft.fft2(rho) / K2))\n", - "plt.subplot(1, 5, 2)\n", - "plt.imshow(phi, aspect=\"auto\", origin=\"lower\")\n", - "plt.title(r\"$\\phi(x, y)$\")\n", - "plt.colorbar()\n", - "\n", - "# Make del^2 phi and plot various quantities\n", - "phi_xx = ps.FiniteDifference(d=2, axis=0)._differentiate(phi, dx)\n", - "phi_yy = ps.FiniteDifference(d=2, axis=1)._differentiate(phi, dy)\n", - "plt.subplot(1, 5, 3)\n", - "plt.imshow(phi_xx, aspect=\"auto\", origin=\"lower\")\n", - "plt.title(r\"$\\phi_{xx}(x, y)$\")\n", - "plt.subplot(1, 5, 4)\n", - "plt.imshow(phi_yy, aspect=\"auto\", origin=\"lower\")\n", - "plt.title(r\"$\\phi_{yy}(x, y)$\")\n", - "plt.subplot(1, 5, 5)\n", - "plt.imshow(\n", - " phi_xx + phi_yy + abs(np.min(phi_xx + phi_yy)),\n", - " aspect=\"auto\",\n", - " origin=\"lower\",\n", - ")\n", - "plt.title(r\"$\\phi_{xx}(x, y) + \\phi_{yy}(x, y)$\")\n", - "plt.colorbar()\n", - "\n", - "# Define a PolynomialLibrary, FourierLibrary, and PDELibrary\n", - "poly_library = ps.PolynomialLibrary(include_bias=False)\n", - "fourier_library = ps.FourierLibrary()\n", - "X_mesh, Y_mesh = np.meshgrid(x, y)\n", - "pde_library = ps.PDELibrary(\n", - " derivative_order=1, \n", - " spatial_grid=np.asarray([X_mesh, Y_mesh]).T\n", - ")\n", - "\n", - "# Inputs are going to be all the variables [phi, X, Y].\n", - "# Remember we can use a subset of these input variables to generate each library\n", - "data = np.transpose(np.asarray([phi, X, Y]), [1, 2, 0])\n", - "\n", - "# The 'x_dot' terms will be [phi_xx, X, Y]\n", - "# Remember these are the things that are being fit in the SINDy regression\n", - "Laplacian_phi = phi_xx + phi_yy + abs(np.min(phi_xx + phi_yy))\n", - "data_dot = np.transpose(np.asarray([Laplacian_phi, X, Y]), [1, 2, 0])\n", - "\n", - "# Tensor polynomial library with the PDE library\n", - "tensor_array = [[1, 0, 1]]\n", - "\n", - "# Remove X and Y from PDE library terms because why would we take these derivatives\n", - "inputs_temp = np.tile([0, 1, 2], 3)\n", - "inputs_per_library = np.reshape(inputs_temp, (3, 3))\n", - "inputs_per_library[2, 1] = 0\n", - "inputs_per_library[2, 2] = 0\n", - "\n", - "# Fit a generalized library of 3 feature libraries + 1 internally \n", - "# generated tensored library and only use the input variable phi \n", - "# for the PDELibrary. Note that this holds true both for the \n", - "# individual PDELibrary and any tensored libraries constructed from it.\n", - "generalized_library = ps.GeneralizedLibrary(\n", - " [poly_library, fourier_library, pde_library],\n", - " tensor_array=tensor_array,\n", - " inputs_per_library=inputs_per_library,\n", - ")\n", - "optimizer = ps.STLSQ(threshold=8,alpha=1e-3, normalize_columns=True)\n", - "model = ps.SINDy(feature_library=generalized_library, optimizer=optimizer)\n", - "model.fit(data, x_dot=data_dot)\n", - "\n", - "# Note scale of phi is large so some coefficients >> 1\n", - "# --> would want to rescale phi with eps_0 for a harder problem\n", - "model.print()" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Feature names:\n", - " ['x0', 'x1', 'x2', 'x0^2', 'x0 x1', 'x0 x2', 'x1^2', 'x1 x2', 'x2^2', 'sin(1 x0)', 'cos(1 x0)', 'sin(1 x1)', 'cos(1 x1)', 'sin(1 x2)', 'cos(1 x2)', 'x0_2', 'x0_1', 'x0 x0_2', 'x0 x0_1', 'x1 x0_2', 'x1 x0_1', 'x2 x0_2', 'x2 x0_1', 'x0^2 x0_2', 'x0^2 x0_1', 'x0 x1 x0_2', 'x0 x1 x0_1', 'x0 x2 x0_2', 'x0 x2 x0_1', 'x1^2 x0_2', 'x1^2 x0_1', 'x1 x2 x0_2', 'x1 x2 x0_1', 'x2^2 x0_2', 'x2^2 x0_1']\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Get prediction of rho and plot results\n", - "#predict expects a time axis...so add one and ignore it...\n", - "data_shaped=data.reshape((data.shape[0],data.shape[1],1,data.shape[2]))\n", - "rho_pred = model.predict(data_shaped)[:,:,0,:]\n", - "plt.figure(figsize=(16, 4))\n", - "plt.subplot(1, 3, 1)\n", - "plt.title(r'True $\\rho$')\n", - "plt.imshow(rho, aspect='auto', origin='lower')\n", - "plt.colorbar()\n", - "plt.subplot(1, 3, 2)\n", - "plt.title(r'Predicted $\\rho_p$')\n", - "plt.imshow(rho_pred[:, :, 0], aspect='auto', origin='lower')\n", - "plt.colorbar()\n", - "plt.subplot(1, 3, 3)\n", - "plt.title(r'Residual errors $\\rho - \\rho_p$')\n", - "plt.imshow(rho - rho_pred[:, :, 0], aspect='auto', origin='lower')\n", - "plt.colorbar()\n", - "print(\"Feature names:\\n\", model.get_feature_names())" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.4" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": { - "height": "calc(100% - 180px)", - "left": "10px", - "top": "150px", - "width": "296.475px" - }, - "toc_section_display": true, - "toc_window_display": true - }, - "varInspector": { - "cols": { - "lenName": 16, - "lenType": 16, - "lenVar": 40 - }, - "kernels_config": { - "python": { - "delete_cmd_postfix": "", - "delete_cmd_prefix": "del ", - "library": "var_list.py", - "varRefreshCmd": "print(var_dic_list())" - }, - "r": { - "delete_cmd_postfix": ") ", - "delete_cmd_prefix": "rm(", - "library": "var_list.r", - "varRefreshCmd": "cat(var_dic_list()) " - } - }, - "types_to_exclude": [ - "module", - "function", - "builtin_function_or_method", - "instance", - "_Feature" - ], - "window_display": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/1_feature_overview/example.ipynb b/examples/1_feature_overview/example.ipynb new file mode 100644 index 000000000..4d422456b --- /dev/null +++ b/examples/1_feature_overview/example.ipynb @@ -0,0 +1,3926 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "5ad7f790", + "metadata": { + "lines_to_next_cell": 0 + }, + "source": [ + "# Feature Overview\n", + "\n", + "This notebook provides a simple overview of the basic functionality of PySINDy. In addition to demonstrating the basic usage for fitting a SINDy model, we demonstrate several means of customizing the SINDy fitting procedure. These include different forms of input data, different optimization methods, different differentiation methods, and custom feature libraries.\n", + "\n", + "An interactive version of this notebook is available on binder." + ] + }, + { + "cell_type": "markdown", + "id": "b1ec6f40", + "metadata": { + "lines_to_next_cell": 0 + }, + "source": [ + "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/dynamicslab/pysindy/v1.7.3?filepath=examples/1_feature_overview.ipynb)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "2338df7a", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:44:58.675139Z", + "iopub.status.busy": "2023-07-25T20:44:58.673653Z", + "iopub.status.idle": "2023-07-25T20:44:59.906931Z", + "shell.execute_reply": "2023-07-25T20:44:59.906126Z" + }, + "lines_to_next_cell": 0 + }, + "outputs": [], + "source": [ + "import warnings\n", + "from contextlib import contextmanager\n", + "from copy import copy\n", + "from pathlib import Path\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from scipy.integrate import solve_ivp\n", + "from scipy.linalg import LinAlgWarning\n", + "from sklearn.exceptions import ConvergenceWarning\n", + "from sklearn.linear_model import Lasso\n", + "\n", + "import pysindy as ps\n", + "from pysindy.utils import enzyme\n", + "from pysindy.utils import lorenz\n", + "from pysindy.utils import lorenz_control\n", + "\n", + "if __name__ != \"testing\":\n", + " t_end_train = 10\n", + " t_end_test = 15\n", + "else:\n", + " t_end_train = 0.04\n", + " t_end_test = 0.04\n", + "\n", + "data = (Path() / \"../data\").resolve()\n", + "\n", + "\n", + "@contextmanager\n", + "def ignore_specific_warnings():\n", + " filters = copy(warnings.filters)\n", + " warnings.filterwarnings(\"ignore\", category=ConvergenceWarning)\n", + " warnings.filterwarnings(\"ignore\", category=LinAlgWarning)\n", + " warnings.filterwarnings(\"ignore\", category=UserWarning)\n", + " yield\n", + " warnings.filters = filters\n", + "\n", + "\n", + "if __name__ == \"testing\":\n", + " import sys\n", + " import os\n", + "\n", + " sys.stdout = open(os.devnull, \"w\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "6a8670dc", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:44:59.909510Z", + "iopub.status.busy": "2023-07-25T20:44:59.909177Z", + "iopub.status.idle": "2023-07-25T20:44:59.912584Z", + "shell.execute_reply": "2023-07-25T20:44:59.912010Z" + } + }, + "outputs": [], + "source": [ + "# Seed the random number generators for reproducibility\n", + "np.random.seed(100)" + ] + }, + { + "cell_type": "markdown", + "id": "6563b296", + "metadata": {}, + "source": [ + "### A note on solve_ivp vs odeint before we continue\n", + "The default solver for `solve_ivp` is a Runga-Kutta method (RK45) but this seems to work quite poorly on a number of these examples, likely because they are multi-scale and chaotic. Instead, the LSODA method seems to perform quite well (ironically this is the default for the older `odeint` method). This is a nice reminder that system identification is important to get the right model, but a good integrator is still needed at the end!" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "440b4cd6", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:44:59.914876Z", + "iopub.status.busy": "2023-07-25T20:44:59.914637Z", + "iopub.status.idle": "2023-07-25T20:44:59.917912Z", + "shell.execute_reply": "2023-07-25T20:44:59.917300Z" + } + }, + "outputs": [], + "source": [ + "# Initialize integrator keywords for solve_ivp to replicate the odeint defaults\n", + "integrator_keywords = {}\n", + "integrator_keywords[\"rtol\"] = 1e-12\n", + "integrator_keywords[\"method\"] = \"LSODA\"\n", + "integrator_keywords[\"atol\"] = 1e-12" + ] + }, + { + "cell_type": "markdown", + "id": "edf7c8de", + "metadata": {}, + "source": [ + "## Basic usage\n", + "We will fit a SINDy model to the famous Lorenz system:\n", + "$$ \\dot{x} = \\sigma (y - x),$$\n", + "$$ \\dot{y} = x(\\rho - z) - y, $$\n", + "$$ \\dot{z} = x y - \\beta z. $$\n" + ] + }, + { + "cell_type": "markdown", + "id": "ec0c9c65", + "metadata": {}, + "source": [ + "### Train the model" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "36407798", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:44:59.920255Z", + "iopub.status.busy": "2023-07-25T20:44:59.920058Z", + "iopub.status.idle": "2023-07-25T20:45:00.061739Z", + "shell.execute_reply": "2023-07-25T20:45:00.061043Z" + } + }, + "outputs": [], + "source": [ + "# Generate measurement data\n", + "dt = 0.002\n", + "\n", + "t_train = np.arange(0, t_end_train, dt)\n", + "x0_train = [-8, 8, 27]\n", + "t_train_span = (t_train[0], t_train[-1])\n", + "x_train = solve_ivp(\n", + " lorenz, t_train_span, x0_train, t_eval=t_train, **integrator_keywords\n", + ").y.T" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e48f09c4", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:00.064545Z", + "iopub.status.busy": "2023-07-25T20:45:00.064289Z", + "iopub.status.idle": "2023-07-25T20:45:00.089003Z", + "shell.execute_reply": "2023-07-25T20:45:00.087857Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "# Instantiate and fit the SINDy model\n", + "model = ps.SINDy()\n", + "model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "dc713bba", + "metadata": {}, + "source": [ + "### Assess results on a test trajectory" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d757d770", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:00.093497Z", + "iopub.status.busy": "2023-07-25T20:45:00.093017Z", + "iopub.status.idle": "2023-07-25T20:45:00.374604Z", + "shell.execute_reply": "2023-07-25T20:45:00.373967Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model score: 1.000000\n" + ] + } + ], + "source": [ + "# Evolve the Lorenz equations in time using a different initial condition\n", + "t_test = np.arange(0, t_end_test, dt)\n", + "x0_test = np.array([8, 7, 15])\n", + "t_test_span = (t_test[0], t_test[-1])\n", + "x_test = solve_ivp(\n", + " lorenz, t_test_span, x0_test, t_eval=t_test, **integrator_keywords\n", + ").y.T\n", + "\n", + "# Compare SINDy-predicted derivatives with finite difference derivatives\n", + "print(\"Model score: %f\" % model.score(x_test, t=dt))" + ] + }, + { + "cell_type": "markdown", + "id": "b3a755b2", + "metadata": {}, + "source": [ + "### Predict derivatives with learned model" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "84d2d0d5", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:00.376766Z", + "iopub.status.busy": "2023-07-25T20:45:00.376523Z", + "iopub.status.idle": "2023-07-25T20:45:01.136750Z", + "shell.execute_reply": "2023-07-25T20:45:01.136032Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnoAAAL0CAYAAACbEJqkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3gc5dXFf9tXXVaXLLn33o3B2AZMJ0CAJBAgCSG0LwQCpJFCGgkk9EAIgdB7aCEQmsE2BlwwNsYVd1su6r2ttn5/6M56vN6+M5Jt5jyPHsu7q5nZKe973nvPPdcUCAQCGDBgwIABAwYMGDjqYO7rAzBgwIABAwYMGDCgDwyiZ8CAAQMGDBgwcJTCIHoGDBgwYMCAAQNHKQyiZ8CAAQMGDBgwcJTCIHoGDBgwYMCAAQNHKQyiZ8CAAQMGDBgwcJTCIHoGDBgwYMCAAQNHKQyiZ8CAAQMGDBgwcJTC2tcHcDTA7/ezf/9+srKyMJlMfX04BgwYMGDAgIGjHIFAgLa2NsrKyjCbI8ftDKKnAfbv309FRUVfH4YBAwYMGDBg4CuGPXv2UF5eHvF9g+hpgKysLKDnZGdnZ/fx0RgwYMCAAQMGjna0trZSUVER5CCRYBA9DaCka7Ozsw2iZ8CAAQMGDBjoNcSSjBnFGAYMGDBgwIABA0cpDKJnwIABAwYMGDBwlMIgegYMGDBgwIABA0cpDKJnwIABAwYMGDBwlMIgegYMGDBgwICBoxYBv7+vD6FPYRA9AwYMGDBgwMBRh4Dfz8qiIvbZ7VStXNnXh9NnMIieAQMGDBgwYOCow64FC5heV0e5z8eW227r68PpMxzxRG/JkiV87Wtfo6ysDJPJxH/+85+D3g8EAtxyyy2UlpaSlpbG/Pnz2bp160GfaWxs5OKLLyY7O5vc3Fwuv/xy2tvbe/FbGDBgwIABAwa0xLqmJt6U302bNvXpsfQljnii19HRwcSJE/n73/8e9v2//vWv/O1vf+Ohhx5ixYoVZGRkcOqpp+JyuYKfufjii9mwYQMLFizgzTffZMmSJVx55ZW99RUMGDBgwIABAxpjX1MTL8vvmbW1fXosfYkjvjPG6aefzumnnx72vUAgwL333suvf/1rzjnnHACeeuopiouL+c9//sOFF17Ipk2beOedd1i5ciXTpk0D4P777+eMM87gzjvvpKysrNe+i4FDse3tt9l3771MfOghcgcP7uvDMWDAgAEDRwhqa2vZJb/3a2vry0PpUxzxEb1o2LlzJ9XV1cyfPz/4Wk5ODjNnzmTZsmUALFu2jNzc3CDJA5g/fz5ms5kVK1aE3W53dzetra0H/RjQBz/41a9wvvcea77xjb4+FAMGDBgIiy0vvcSmjAyWXnddXx+KARVKly3jUvk9z+Pp02PpSxzVRK+6uhqA4uLig14vLi4OvlddXU1RUdFB71utVvLy8oKfCcVtt91GTk5O8KeiokKHozfQ2dlJ2uefUwb0W7eurw/HgAEDBsKi7ZprGN3ZyZgHHujrQzGgwvj167lcfs8Bur+iQZmjmujphZtvvpmWlpbgz549e/r6kI5K7Nu3j71ABTDQ4/nKeyEZMGDg8MTAxkYA7g4EaG5u7tuDMRCETbT4rwDHAfVNTX16PH2Fo5rolZSUAFBTU3PQ6zU1NcH3SkpKqA0RaXq9XhobG4OfCYXD4SA7O/ugHwPao27r1qCINDcQoHnnzj49HgMGDBgIRcDvJy0QAOA5YNeuXX16PAYOwO52A/A0sBSoFUL+VcNRTfQGDx5MSUkJH3zwQfC11tZWVqxYwaxZswCYNWsWzc3NrFq1KviZhQsX4vf7mTlzZq8fs4EDML3/Pp+r/t+wfn2fHYsBAwYMhEPr3r1kyO/7gd27d/fl4RhQwSG6PMUsra6uru8Opg9xxBO99vZ21qxZw5o1a4CeAow1a9ZQWVmJyWTixz/+Mbfeeiv//e9/WbduHd/5zncoKyvj3HPPBWD06NGcdtppXHHFFXz66ad88sknXHvttVx44YVGxW0fw11ZedD/27Zt66MjMWDAgIHwqF+7Nvj7OUDnkiV9dzAGDoLT6wXgWJuNawH3V7Q7xhFvr/LZZ59xwgknBP9/4403AvDd736XJ554gp/97Gd0dHRw5ZVX0tzczOzZs3nnnXdwOp3Bv3n22We59tprOemkkzCbzZx//vn87W9/6/XvYuBgBBoaDvp/544dfXQkBtTwdXez9eWXGXnRRZjMR/xa0YCBlNCuStU+DyxevrzPjsXAwUj3+QD4jsnEMODDzz+P/gdHKY54ojdv3jwCoo8IB5PJxB/+8Af+8Ic/RPxMXl4ezz33nB6HZyAVqLqTbAGav6IVU4cblo0bx+xt21j86KPMW7iwrw/HgIE+RUNWFjcCNwH9AXPIAtVA3yFduEFzVhY0NBAwNHoGDBxeMHd0APBbYCTwYWlpnx6PgR7h+WxJoY/68MM+PhoDBvoetQ4H9wC3yv8dLS19eTgGBD6fj3nACUCTYrH2Fb02BtEzcNjC0tkJgC8tDYCmr2hp/OGE/SoT8TTD7saAAdqk44Li3ZAmC1QDfYvOzk4+AxYDiIOG5SuaFTKInoHDFlbxQHIUFADQ+BUNux9O2O/3M1d+zwFcBvk28BVHYNcuZgL98/MByFL1UTfQd2gX6Y/ZbMYhET3bV5SEG0TPwGGLJTk53A8MzMpiFfDDjz7q60P6yqOmqYklQLf8v+HLL/vycAxojL2ffMKGzEwWH3NMXx/KEYMRn3zCcuAyEf73k0pPA32LzspKfgJcbbdjLSwEwCFZoq8aDKJn4LDFv7OzuQ5oHzGCKUD5V7gp9eECxVz8Q+B9oMXoAnBUYdvPf87Yjg7mrVhB9erVfX04RwZkXGoXMpEbCOBWFZIZ6Bt4duzgDuDXbjd2aXOa3t0d/Y+OUhhEz8BhC0X7kj1oEABZ4nJuoO+Q9skn/BL4E3AyUJee3sdHZEBLZGzZEvz9SyOCHheUojFfeTk/AM4FGg1JQ5/DI/OH22zGPG0aZwM/ycnp24PqIxhEz8Bhi9ymJoqBgqFDAcgxxP99jtLPP+dPwBnyf6NA5uhCgURo5wFLv6J6pkRhlXSgqV8/XsvL43Wg4Ssq+j+c4JPr4jWbyRw8mDeAJV1dfXtQfQSD6Bk4bPFebS3VwADpJZwOdBkFGWHRuncvi+fMYfMLL+i6H5ucf6XC0GjgfnQhT1pGVQOVIZ1pDISHTYovzDk55EtBRoPhpdfn8Amp85rN9OvXD+hpgeoTLeVXCQbRM3BYIuD3B/tH5o0bhyJvbjEahofF6nPOYd5HH5F1ySUEdIx8OiUd8iugARj45pu67ctA76K7pQUlsVWL0bM1XthEUmLJyeF4h4MLAdeGDX17UAaCRM9jsZCbk8PFwA+Blv37+/S4+gIG0TNwWMLrcmGR3x05OTSbTAC0GZNPWJRu3AhAmc9H5aJFuu0nS9IhLouFPMBkFMgcNajfsYNN8vsy4I7Fi/vwaI4cWCRCZElL46raWp4H0ow2aH0Ohej5LBZsdjsPAQ8AbVu39ulx9QUMomfgsIS6as2elcVeh4MtQKuREjkEAb+fUpV31z4do2y5Er2oy5B461fUruBoRLXfzxhgFD2daAYYfnBx4eW8PH4LdA8ZgjsrCwBvbW30PzKgOwJy//osPSGDNvm304joGTBweMCtihQ5srO5ZtIkRgJ7xDzZwAHUb9xItvx+B/ClThoUn8dDvqSF25TrYBC9owb19fUA2MvLAcgGXBppMLe/+Sb7j9Io18uZmfwB8A0dijc3FwCTnEsDh8Ln8/WKTm7PsGHMB54cNQqAdqsVgC6D6BkwcHhAIXo+wOp0GiLnKGioqmIx8DHwM2CFTl5RTdu2BdPp3rIyAMxf0Sq2oxGtUimaM3DgAUPsTZsi/0Gc2PTMM1R87WukH3ssLUeh9KJbnje73Q55eQBYjoCeqk888QR/+tOf8PaiwfO+ffsoLy/n2GOPpUvnsaM1PZ0PgN3iodfpcADQXVOj634PRxhEz8BhCY+kbhXnPKVqyrDzOBT7LRZOAI6X/+/YsUOX/dR0dzMOOCc7G8SPymyk944a5C9axOfA9VVVNEiaq0Xlq5csau67DzvQEAiwoheLd6pXr2bxaadRrwFZjYbBbW2MA5yAWUyT7Ye5dnXHW29RetllvPvrX/Paa6/12n7//e9/01RdTcann/LJww/ruq+DCDjgkp7pnro6Xfd7OMIgegYOS3RbrTwIPC0P6dl79rAaGPvWW316XLGw+Mwz+WTQIFr37Om1fSopNwswCMjevl2X/dQ0NrIB2Nq/P+bMTACsX1Gn+aMRlqoqJgFlHg8t8tx17NyZ8naV+/HPwKe9uFCrPP105r37Lsvnz9d1P8/V1bEOyKquxlZSAkDaYe5BuOeJJzgV+DWwZMmSXtvvp59+yp3AQsD6zDO67itnxw6uBMbLPecRXbH/K5hWN4iegcMSnRkZ/BD4jWheCkwmJgMZ1dV9eVhRsePtt6l46y1e372bJ594otf2Wycr1NOHDGEn8C+dLGiU9mdFRUV4i4tZCeyRdIiBIx8BSd1609Npl0nRlaKXXsDvZ5Do/NbQe5YtXpeLCbW1LACu378/2GVHD9gDAQBsGRk4+/cHIOMwXwBZpL3dMmCTzhFPNa58912uld/TdfZprNi4kX8C8+Se84kfK1/BrJBB9AwcllDC7g4hEmbR6NkO45TIniefpAI4Bliydm2v7Xf0K69QDVwt6bZ+gYBmIno1bEuX8ivgJKDx+OOZAdwvwn0DRwFELuHPyKC+qIhVQEOKqfmm7dvJEyK0lZ5G872BvR99hBM4FtgJbNDR105Z6tgyM7FPnszlwC8lTXi4op8smL8BfOPzz3ttvyNVHUOK9Ta/lzkkYLMBsOmYYzgbWCgtNb9KMIiegcMS7vZ2CoBcqZSyiqDWcRinRALbt2MHdtO7q2RLYyPFQEZ+flBEX6/DxJa3ahW3AnMaG0mXHrcdh/H1OBrRqWPayaxYGmVmsujMM5kGfFhcnNI26yRyBNAK/Orjj1PaXrxoWrcOgD1AANgoPpNaI+D3Y5ff7VlZ5I4YwWPAK+3tBITgHo4okEKIMcCFvdRtyOd2U6Sqti31evHrWQgiVlB+kSG4R4/mDWDzV7CVpkH0DByWSFu9mjrgVSmFtyval8NY/O+QVXIOMKIXO3iYFYuT7GzqJKrX/OWXmu/HIhXPgcJCnE4nAK7D+HocbVj5u99hLixk2YABumzfotxHWVkUC8GrSbFCsWX9+oP+n9tLKc0OKSIZBbwHFD37rC778bpcwUnUnpUVdAfw+Xy0HKaVt+72dgpVZCcH7Wx0oqF+40asqv/bgbqQ+0NLmIToIRG9r3JBn0H0DIRFU1MTc+fO5bLLLuuT3oBKQ2qPuecWTRPtS5by8B6GyJYB5PvAqx0dukZf1Ag2Vc/OplkIWMe2bZrvxyETl6W0lLxdu9gFPKNT4YeBQ2F64AGcwKw9e6jUoWuFVdWztVCqR+tSrFD8Ii+PKcDPlOe3l8YSr6qI5GSgn073abcqFWnLzMTpdHK608mFQJMGhSx6oGb1asyAiwOuBlrY6MRCs5DvOpOJKhnX6/VMGytzhUT0ik0mLgam6jA2Hu4wiJ6BsHjqL39h6ZIlPPHEE3zwwQe9vn+F6Cmu5pkSxcg+jBtSF4eYB9f1kk5Paapuyc2lQ5z5u3UQvadLas9eUYHdZmMgUNyLHlxfZQT8foarPCT3/Pvfmu+jNRCgBjAVFDCioYEtwO3LlqW0zZ11dXwONE2bBkAWPVEwvWGqqgJgl0RzMnWK4oQauwM87PHwPNDRi9q3RNDwxRcAVNlstEhryY5eMBHukmvSZrNRL9KPVp1S6gAmjweAgBC9krY2ngGu7kVHhMMFBtEzEBbHP/wwLcC5wCeffNLr+1f6FHqF6GUPGkQ9UA14DsN0YWd9PQWiyVGat3Xs3dsr+7bLytXarx/dkp7w79un+X6y5bynDxqEVaoybV9BvUtfoGX3bnJU//d8+qnm+/jVgAGUAM3z55NTWMhwoCxFU9u98gwMmjgx+FqbDvdmKD4sKeE64MMxYwDI00lL2g3cSk9HGqtE09uEWHT10vOfKNb360cO8MupUw90ixASpicUo+JOm42FY8dyNbBJx6p9sxA9ZB/pvRxVPpxgED0Dh8DndjO8qYl04EFg+ksv9fox+FUNqQFyhgyhkJ4enE2qdMnhgsrdu7kauMNuZ78M+L3VascpA5otL4+9EybwJ2C1YiWgIfIlepc9bBg28dGzH8aC86MJezdv5m35/RfA2zpMkIoFSVZWFjnDhgGQ7/cTSIHMT122jJuAsXl5KPHu9l4gep/a7dwPNJ1yCgClPh8+HWQfLquV3wC/VVXZdsrv3Ydpq609e/bQCjhGjqRLIp7dvdCbt6Ozk0qgOSODXbNm8U/gSx2lOP8bPpxzgV2TJgGQJVmhnEBA3yKQwxAG0TNwCPYvX06W/F4KDOyDUHewIbWsOC0WC7niqdfYS1ViiWBXXR3/BJ4ZNarXW+1sNZv5ArCVltI8Zw6/Bj6yWmP9WULoqK0lU37PGz06SPQMF73ewTaXizMAE/AX4E0dxPNKBXVGRgZ5I0cCPYL5VMy/z9m9mzuBwWYzbaLL6ugFoqcI7iumT8cLWIFaHaQUoTZQAN0S7fYepq229sj1rKiowCWL0t7oFrF+yBAGAvfPm0eJFNelWuwTDdsyMngd6BQLqByxVbEArb1wDx5OMIiegUNQF9J8PL8P+pn6hej5VYQlT/pIHpZET6psBw4cSLes6L29sEoG+G5aGpMAy7RpmlVLhqK2tZWxwKk2G5klJdhFC+iElCI+BuLDPpmYJkyYAPS0udPavuPJ6mqWANmNjTj79UNRnzUmWcEd8Psplmhzv/HjWZSdzdNASy+kzobv28dxQGFGBnVCMPWoRPe0tjICGKIapzzSHpDDtAPDsR98wIPApECAR2bMYDCwbsQI3ffbLIuT3NxcKrKymAMU6qjRc0u0UGmB5szNRZnJ2nrJz/FwgUH0DByCDvGg2i4PSJ7P1+uTeX1uLk8BW0pLg6/9pa2N1YBp0aJePZZ44F6xguOAMcXFB1rt9BIhVafcivPzGQIUajyQ1TY0sBHYXFaGyWwOEj0AT0gRigHt0SCFGFOmTGGsycR8l4uarVs13cc0j4fjAaek8xqFvLQl2Tu5cetWlIRm8ZQp3DNiBN8BanSQFYTi9j17+Bgoam2lyemkHmjWITNh2biRzcB/VcUeAdHJmg9TG4/plZVcAwyw23GXlbELaOiFZ1hN9EY0NvIhcIWO9irj9u/n20CeqmCmRUh/+1esIMMgegYOgU8mkP0DBwI9UZuOXopOKdg6aBDfBRaNHx98bZDfz2TAl2BFqaezk0aNJ8VQTFu4kI+B02tq2DR2LD8HNohFhZ5wu93BlWtWVhblHg/bgWc1Tk0oEcIiMa62Z2ezAfgc6DZMk4PY8fbbLB04kNV33KHpduf85z80AN/ctYt3zGbeAOo0tlhRSJlDJBJtktbrTNITUjFLrjObcWRnB022O3uBVGTLwjSzvJxfzJtHIbBR7l0t4Q2xgYKeqmUAa4Ja4i+ff5512dks+c53tDvAMCiSdHPu+PFkyYKtXTHL1hEnfPABS4FZu3eTNXx4zzHoqNG7YNs2ngVKVPNFuyxieks/fbjAIHoGDoFDSIJvzJhgqLtJPJB6Cwp5UWtf3BIp8yWgJ/G53WwqKSFrxAiW3XSTtgepQpZE7+wjR1I5YQJ/Bb7MyYn+RxqgvbKS/cBmICs9nbzRowHIRGNyvnQpvwZOk/86cnIYB0wBuqVgxgC0XXghx1ZWMujnP8et4eRpbWkhD0hLT6dJpAHtGj6Tns7OoJmtUyJS+/Py+AxoSpKYKdYZdUIYM9LTsQEunYupultbSZffsyoqKJKsQLUOfbK9sshRE73WGTP4PvBCgsTSc+WVjG9rY87TT9OskwdfR20t/STlXzR1KuPq6rgdGC6WK3qisL6eWUCeyUSuaEAL/H5dimQALCIRsMj9B/DQ0KGcDewVGdBXBQbRM3AIFpvNPAdYZ86kSSbx1l42xvV1dOAEnHZ78DWPpHwCKj+xWFh7//1MaGvDBqQ/8ojGR3kARTIZ5k6cSIYQ0t5oD9ZZU0MpUAFYHQ6yysqC5LxBQ/1L1qpV/BE4WdIvFosFi9wb3Yd5A/feQntbG28IickLBPjyqac027ZD0k+WoiLaZQHh1pAMdKlkBg7Z/r9PPpnpwGoRzie8TYmit8r2bl63DjcweMGClI41FlpFtuAHsvr3Dwr/9SB6it+nV0X0rBMn8jjwUQJaxJqdOylULQw26zRW1Xz2GdDTji5nwACG1tbyc2B4L4zvdtF6W/LyyB81Cj89hRGNOgURrArRU1VEbx4yhDeAmq+YxcpRT/R+97vfYTKZDvoZNWpU8H2Xy8UPf/hD8vPzyczM5Pzzz9e1EuhIwB1tbVwM5H7tazTZ7TQBHb1QlaXGCR98QBdwrqowxC8ThjmBisMWaX20Eji2szMYKdQSruZmiiVVVDxjBvkmE1OBnF5ID3SLDqhLjE9NZjMNQsBaNBxAzRId9ElaCg5EWw2i14O169bxG0AxI2p8/XXNtu2USdJeUoJbJAEBDX3aulXPlFNSt0p3jNokI8MBIVzdcs8oxrUBndOEbaK/agPMVivTm5t5Dzj53Xc131eQ6Kmi2gXyfRsSWJB+uHIl/QGlLrhLCJnWaJLK41p5dk2yKDX3wjMc9PvMzcXqdNIgY1ajTl05LDImm1URva9qG7SjnugBjB07lqqqquDPx6rG2jfccANvvPEGL730Eh9++CH79+/nvPPO68Oj7Vs0NTUFH4LBgwdzzbRp5AG7Bw/u3QNRzC5VET2T9JFMRPuSJfqifwCdPh9bdFg9Vq1YAfQYJfcbNoxRmzfzGfBtVUN3veCWtmTdMmgCwTZonRpGfGxyT5hU0Z1F3d1sBfybN2u2nyMZX0pVpzJF2zQ8L5kyETv79ydQVtazfQ1T8wrR66JnsQAH9JjJtkF7vrycqcCW03oS/j4lsqKzRq9bopMdQr6KnU5OBgbpENFT/D69qqrb/MxMTgHmJbC/NWvW4AdekP9bdYqwdco92Sz2SGb519oLRM8mUTSr6AKbhGy269SSzCpETx3RG+33czGQJQWH8SCQopfk4YCvBNGzWq2UlJQEf5QVV0tLC48++ih33303J554IlOnTuXxxx9n6dKlLA+xGPmqYNfatQwASouKyMjICIp121SVS70BsxJ5U2n0LBJhsCeQEq0QIqTUdu3UQfvSKISuyuHAZDZjkcijrRf68nolOuJWpY46ZPDu1rDyNk3ItU08qQAGBgIMA3yHafP23kbzxo2UAjVy/fM1JGLZYvCaUVGBTfzA0jT00uvu6KAeaFQtGCZUVbEN+GGSqdYtdXWsBjLEsDagRFZ0JnoeZfEjz0T6kCEA5OhgExVq7A6Qn5HBu8BTHs9BKfFo+EI0ck4xqk7Xq2WbjAmdMgeaZXy39sJY5RCiZ5Pno02Kc7qSLPaJBYXoKV18AGbt3cszwNhVq+LaRldjI2v79aPWZmPbf/6jw1H2Dr4SRG/r1q2UlZUxZMgQLr74YirlZl+1ahUej4f58+cHPztq1CgGDBjAsig9Hru7u2ltbT3o52iB6/XX2Q28JQNYtujievs7hravAbCVlVEPtMapr6jftIkiedi/OXo0DwPmt9+O/kdJoFO0cM1yrpSBzK58Bx3hkeviVk003ZJ682vY1kiZJJVJE8AjpMDTCxV7WuPDCy7gi5wcNj75pGbbnPa//7Ef+IEIvQd2dWkiNA/4/eSKgD5r4EAylIpFDTWgrUVFFALTVRHbnNxchgIFSV5ftTEvADKxm3T25WzKyeF64Cn5Ljki1cnXoRtCXUEB9wArJcoKkF1ejvLkN8cZmfvV++/zHDBy1ixeABZqbHiu4PnBg8kBPj33XACsypjVC2NVkOjJPj8eN46r0a9ozR4momeSZ9Ma5z298sc/ZmJrK8V+PzU//rHmx9hbOOqJ3syZM3niiSd45513+Mc//sHOnTs5/vjjaWtro7q6GrvdHuy4oKC4uDiqcPe2224jJycn+BMcyHoJPrebpT/6EdvffFPzbXeLXqJdVnxn7d3LAmCIxlYOsaAQPZNKX+E95RQKgaskhRsLO1asYCOw02plutXKFUCGDtVln2VkcA2weupUAGxyPzl6oc2OVyKtHhXRqxw/nluBNRr6leXJ9ciSiAMcqDT0HmH2KpWLFzP3lVeY2NqK79prNdtummiy/Mcey9UWC/M5QHZSgautjQ+BFUB6cTHZM2fyM+C3ZrNmpskuMShPU02KmSLXSMYCI+D3c92uXdwEDFB0nRJZsejcq7opI4O/Ae/JuFwwdizQU4nepnFP1339+3MjsEil+zaZzTTLIqg1jgxC49atHOt2cxEw4gc/4CLgDzqdo8rKSlqBAjleq7Io7YWxqgVoAhxCtvbOmME/gU06FUb8NDOTbwMBiYADWORedMQ5ZjlVus4RlZVHbAr3qCd6p59+Ot/4xjeYMGECp556Km+99RbNzc38+9//TnqbN998My0tLcEfLQbzRPDRN7/JsQ88QM7ZZ8edGogXZgmje2WQ7O9yMR/I7uWWMSYZeEyqiF6inTE+bW9nLHDDaacREIsFqw6FNp+1tfEQ0HriiQDY5TjTeqGyy2UysQ7Yr0pPNM2Zw2+AjzWKCriam4MRJcW+BQ6QS98RZpi861//Cv4+vr2deo3E4DlCutNHj2bhkCEsBXZpMDZ0eDycBBwDpBcVUTxhAncAz0hmQQt0SZRNTfSUfrd5fj+BBO/l+k2buM7n469AqYwlivDforMeTPHpU3z7MoqLg10+GjQ26A3XAg2gVfzaOuO4/nveeQeASquVoZLmbmtr08VvUJmrBkjfVyX70BuL0kk2G3mAVYi3Xl18FLxpMvE8YFX5mTr69wcgPc6o8kBVd5P8QIAGnf1Y9cJRT/RCkZuby4gRI9i2bRslJSW43e6gY7eCmpqaYEl+ODgcDrKzsw/66U30W7gQgIJAgE2qSUsLZIiuyKq0xBENh7mX03MWheipInoK0WtqasIfx8pqvQzqY8aPxyLX066D1nC3GHIOkpWjsmJN64XV3+5hw5gA3DF5cvA1rQfQ2qYmRgOnWCzkqopylIjekUb0NlVV8V/V/7c+9pgm282RyFfmkCHBe2GXBvojxabH6XRisVjIyMggRybofRotwJyrV7MQ+KWq8ELpd2sDWhI0Ka///HOgxyzZLppRV3k5/wW+zMyM8pcaYN8+jgUGq56/eiFeLVoXDjU30x/IVmkbAdpl3HLFcX1apJirpl8/srKycJjNFABNGpvUB/x+/rJ1Kw8CA+X+8U+cyATg2zr7yvl8viApVhYTShu0Yp2qbsN5sWYOHQpAbhyLjZp16yj2+/EBJ/frRzqwqZcbB2iFrxzRa29vZ/v27ZSWljJ16lRsNhsffPBB8P3NmzdTWVnJrFmz+vAoI8PT2clwFVlp/eQTTbdfKBGCrIkTATDJgGDt5cl8XVYWrwAulfalX3Y27wOrAoG4Jp4NQvTGjRuHTchPmg7fY+ymTRwHDJKooVNSy+ka9yINByUS41QR4pL8fIYC+QlOzpFQXVfHl8Cm0tJgRSYcqDTUk+i17d/P0h/9iBYNC0te8Ps5B3hMIpKupUs12W6mEIv00lJmZWdzBWCSRVkqUIhehipqO7uggDOB+jVrUt4+gLm6mhOAMaqUoSM7G6XMpjFBgtS6YQMA9aoIYfMxx3AOB7RzeqH/8uV8AnxPFX1pSUujFmjW2PJoypIl7AW+FVJh3yXRRE8clbcB0fh2DBiAyWRiTyBAHdARZ8FAvGjavp2zfT6uAcpEa5tWUMA6YLPOxRgu1X2lRFqHNTXxIXC13Cta42yXi3MAu2oczhF9a0EclbQrd+8mF7h08GDM06fTDWzTqUJYbxz1RO8nP/kJH374Ibt27WLp0qV8/etfx2KxcNFFF5GTk8Pll1/OjTfeyKJFi1i1ahWXXXYZs2bN4phjjunrQw+Lyq1b+aPq/2aN3fHLJJJWJN/fLHozm84C6lA8WVbGBUCLKlLlSE9nGjAZaIrRoDzg9/P80qUsByYXFuKUkH2Gxmkjd3s7/2hs5GNgkHg0OcvKuBX4HeDVWeQcTltV3t3NNuAJjSQFSmRQiRQqqEtLYwsHqhv1wOvz5nHMAw+wb/RozfQx20Ugb548mR3APg3kD16XC4WGZZSWckJrKw8DQzQgkYFVq6gH3lUt8H7X3MybgFkDIgngk4i9LyTd3yyRsPYEq9W7ZUJsUwnte6sFWkCIsU+1+PnLaadRDKwJuYdThhCkgMoGCsAtWR5/HBGgdHlOzWPGANCmpH019EkEqBPiWGcykSZjVW9dk679+/kYWACkyXXJERlIvg4k0+d280IgwH8Ah2oMzpd9xhOlXrVqFS2A7fjj6S/zR5XGGs/ewlFP9Pbu3ctFF13EyJEj+eY3v0l+fj7Lly8PmoHec889nHXWWZx//vnMmTOHkpISXn311T4+6sjYXlPD7cBl8n+LhmX4+1eswEqPl1axaEWsEtK397IpbiTtS6MMgq0xCG716tWUBwJMBYbMmEGG6ISyNdaiVH36KWagEyiQQSSjuJjfALcDHToPoCMXLWITcJGK+Co6ulx69HUp45NP+A1wRgihu3PSJEYCu8eNS30fYbB7926+s3UrfwXGdHay7qGHUt6mq6ODLplYM376U4YCv9VgomlXTQBZZWXYRfqQpdL4JAtPQwP59FxPBV3yXHo1itoGjX9DCMuOrCxWAo0J3kd+xSxZ1QYsSCr0Lt6R7+JXR7klM7Bf44ieScapUKK3cepULuPgatxIKJUxPHfmTAA6ZFsujY+1Wbzj6lSLwgyLhV8Bt3R369aKDMBVV8dxwGzALJH0fBk38gIBbcYpFdTtB+0iP4KeKPVVaWmcCdTE0LeuEmI8depUZrtc/AsY8t57mh5nb+GoJ3ovvPAC+/fvp7u7m7179/LCCy8wVPL00JPy+vvf/05jYyMdHR28+uqrUfV5fQ3FB+7fZjNpwA81PNbdNTX8GXgxLw+zrOytvWgVooZHIlX2kAG0RZksduyI+vf7pFpqt92OIyeHLNFM9QsE8GtI9hrEwb7Kbg+mNdXk1KVzhaGjqYlRQD/V9ckZOBCFltdrkBbJWrmSPwAnh/jl2YR0e3S6N5YtW0YAGCD/b3z++ZS3WbN8OXXAPpOJE6R4ZseOHSm3q2ttb+deetLB9qwssiZMAJK3JlHDI5Ngtyra5pPIlFmjCEMwCibXVMF9xx/PDGBznJXuCmwSBQ6ofBcLtm6lG3hd777ZQvQCKqJXphfRC+P3CdA6aRJPAOtDtHuh6Gxtpcnnww30F5uvYNpX4yIFl5z3VpXLhNNm41bgl2i0KIwAt2LIrTofuYMHo4yO9RoXybhV0W97iCZ0UXk5bwE1Mfw/r1qwgDuBmUOHMtTr5XJgkFGMYaA30PbZZ4wFjp05Exfa9m/c1NLCr4CXVfpEW3Y2XsDXC3ozNV768ku8QFFIirZTUiKeGGnJdhE410rktt+oUQwB8oBWDQsy2mWAalSlqEwmE+Psdiai7+AJgBBJdfRC6zZoZpkcfaJBVKA30Vsj+rPF8l36rV0b5dPxQTkfXouFgoIC8oXAbE9Re9MC3ADcLNsrmjEDgBKfD2+KZF8xAHarSJhZItSOBNpsRUNApBn+kIVVsm3QMiVKZVctqm1padg54G+mF8zK+RbCBDChvZ0FwLdVemwtYArj9wkE76v6GBHdLTt2MAGoyMsjX4pf3EJMfBq3nQxI9NelirI6VIWE3ToanyutGl0qomcym6mTxUuThn254eCInk11H8ABCUq0e7r2iy840+XiBmDctGk4JFCQeYR65hpE7wjDrPfeYz1wvQzIdXV1+DSy8VC0S+qIp+fYY7EBZ6oGh96A1e/HAlhVaQYAj6SsAjEiGRYhiN0ivnWkp1ObkUEr0KChJY1fVnidIZHVJR4PawBfjMhjqjApk5qK6AE0y8TTocH+02SysoS0wbt00ybWoI0OLRzOePJJPgZOnD0bgMGtrSlHYzulCrZFztejZjO1QKf0RE4Wis2JUoFfOG4cLsBKT3o/FSidRzwqEuaUZzRLq4lHIXohhCXZNmiX5eQwBbCeemrwNasQGIfORM8UhugV5eQwHxihETFWEPT7DDlvJQ4HpwLDYhgmK23zhqtsi3xKqlFj6yy7EiEcMCD4mtXpRHmi3Dp2P1KM3btVfp9woF1ju8aRMq9EdbvhoAIygBl2O5cAvijFLrtfew2AnXY7GcXFpAvRy9I5Q6MXDKJ3hCFDHpicsWP5F/A/v596jVZD7jVrKAeGqgwm05Q2Nb1cjGEP074GICCrMUuMlXKeRKEc06YFX1MsKbTs8mEX+4RACAlSes96dG4dF9QIhRC9DjlvWrRB66f4w0nEQUFhdzcTAYdOUcv+jY0cBww7+WS6gWxgr6pPdTJwSyS4U0hHYXo6hUB3iinu9poaSoEipUm81UqVROAaUux57Jfz71WRiSyl24NGE4/X48HFoUTvuD172AZ8PQFzdo/Hw9r9+/kc6C8pbACbnHO7ztkBi6RTTaqxI1eIVIHGOjRLGGN3gPLmZt4Bboix0FKI3iiV4XJAiJ5JYy2jTRYMDpXpORBMn7p1jFYF29KFEL12GZPdGrdBU0hruKt9TnU1TwPFURaoHUuWAFCt+O6JBCGrF7xR9YBB9I4wZCqtqAYN4hyTidOAVo1Kvq/6+GP2AMeoVpK9VZUVCptMBqFEz1Je3tMGLUpxiN/rZZAMksWiwwK43uPhIcCbQEPrWMiRc5UmFXMKlN6zehM9xXzWFBL5dIkOx6eBJqlI9tFPNWkDBCTtEtAhdRvw+ymRSblgxgx2yPfbn2ILO6UtnNImzi3RDVOKkc+sxYvZDzygKo5okgm7PUX9UUDSUF4VmSiQYqlCvx+PBs/mm9OmkQa8p4rAAeRkZTEUyEmAzFdWVuLz+XA6nZSq0v12iXY6Iv2hRlhUXMyvgWZVlCx//HgAcoAODb3QVufl8QjQooqSAWTI/3NiRKDnPPUUK4EzVOS3afBgngW2qIoItMA56enkADZpf6ZAWZTqSfS8SqvGkKruNZMncxXwuVQBa7Y/eSbcYTSSfpEjmKMEC9LE288rNmPZEvzI1Vjj3VswiN4RBqUdUdaQIbTLQ9OlgSA74PdTJiQyb/r04OsZXi+vAC91dPRq+xeF6NlCiF77BRdQCPw6ijh894YNfABsNZkYcMIJwdfP6ujgKiCgoRfSrywW/g/IUu0HVO3BdDaaNivRixAdyu5x4/gj8EWKZt4tlZUoWyhWRUcBAsrqXIdqveadO4N2JcVTp7J88mRuBD5NMYJllhSkT1ohWSWSkpmi8N0rhN+tImPvzZ7NPGBpgoUMoWiy2VgJNKu2kz9yJDebzVwCVGlA5oOdMULuI6doATMTiOjXvvMOfwN+lJ+PWZU2U6ofnaDrWLIwO5s/AV2qxVdWWRnKk1iv4ULvjdJSrgQaQxZBOeJTlxMIRK1m7V9VxTSgQlW0UnXMMVwCvKNhoV1HRwdVVVW0AkNDquQVMqRnK0N3dzetQHdIsU/TrFk8DHyh8WKxKyeH7wG/CzP+mWXx4YiSGh8gi4Hck04CIEeInhlo1dj2pjdgEL0jCD63mzwhQLnDhx8ow9eA6DVt345STtD/uOOCrzudTs4DTkdfDUcolFW/LaRiSqmIjlaE8sXOnZwDfGvSJKyqibdbzpdXI0ua1tZWXm9t5R9AeYjvoltIkN5Er8liYSfgD+nXXD9nDrcAy0IG1kRRKzqWRpOJjBCdZkDZtg4RvVqpZq4zmUjLy6PunHO4B1ieokDdLtfeLPdRtvg0FqUYzfBLxMujiqz6ZszgQ1J30/94+HBmAB/PnRt8zWy18nxFBc8D+zQQ7YdrgQbJ9bt1f/QRPwIuCIl82FWTrlvH5yK0BRqI8F/u12YNhf+RbKByhwzBT88E2xihIMrndjNAFi5Fc+YEX88SQtym4Xir6K/z8vLoFxI9643sw9axY8kBfnfssQe9rlRDa+1P1+lw8CTwRsi4CJAmEpTsCMUndevXU+r34weGXnAB0FO0otDgVo3TzL0Bg+gdQWjati14wfJGjMAlg4tHg1TEvkWLAKg2m0lTRQ7SlYbkoHlf3UgI+P0o9Mwekr5QUkG1tbV4I4TQ10p15oSQVbYSbdGK6ClWNwUFBYe0wfP2EtG7e/hwhgBV8+Yd9LpWbdC2W62MAK5XFegoUFK3Jh2IXoukOxXPr5EyOG9OsYXVF3Y7rwJ+ifaUSqFHqc9HdypkT/7Wp4pAK23QdqfodReuMwYQNHHVog3aGatW8V9gREgKO0+iPwV+P+44Iz5KxLxTjk+BIyeHD4D/Ad06an77NzQwHsgMEeEr1kwdGgr/7R0d5ADOkJSkLT2dGtl/bQTR/+733yeNHg/O8uOPD76elZWFDfBp6JHa8vLLvAX8Jkz7uRsqKpgCNEn0Vg8o5Dt0IVGem8tcYEgMA/xEobQ/C7XnAsiRNH5xhOzA1g8+oIaeQoxMVVR1bmkpGUBtyHN4JMAgekcQmmWAajSZsDqddMsN59XAlLV52TIA9oWsgGzp6SjTeJfGFWuR4Onu5r/Au4A1hEAVFRXxusnEer+f6pUrw/79NhlYQ4meonHya2QjUPP++1wCnBhiOwK90x4MIkdigm3QUlx97tq3j61As0osHoQS0dNBs+KSCESbXP8RQ4cyARizcWNKab8HMjM5H/DJxFowdiztgAXYl0I7QZNEQ/yqhcmQvDx+AJycYpuySERvSm4uZwJdKVb1Agypr+drQL+Q+7Vg9Ghc9EwUtdK/NhbShHiaQhYHjuxs5gNncbDNhta4a9cu1gKFIQS4IzeXWqBFg/FSwT0bNtAM9A9TzNMgxLI1Qqq4Wsx3d2RkYFERkootW3ADD2mYYvatXMnpwPQwXWx25ebyOdCp4zVRxqn0EGnAAK+XxcAfNGxxCBCoreUMYHqYsalEjKnzAgHaw2SG3m9poQT4yznnHPS6p7CQTqBRQwLeWzCI3hGEGo+HXwFPS5TNKwN/QINIm08iKO1hVnXK2tuto8+SGm6fj3OA0wCHKqIIYDabmWC1MhqoE6+8UPz+7bepA44LSaco0ZaARqJj+1tv8TTwozBk7qP+/bkNaEhRnxUL4XrdAlS4XGwDHkkxmrRVFhfDQir1ANwZGewHunRogdbqcrEDaBc7naGDBrEKeNrloiZOwhEOzZJizZUFjclsZnVWFu8BexNs86WGWciYSbUwGVRQwCPAT5qaUuo68L0lS9gBTAhp/n5+dTVvAhWLFye9bQUWmRDNIROxyWw+UD0c53nPk4kwI2ShZTKZghGWbh077TikMtIesmh99bzzKAY+iKNbRbywyr4sIecNoFVSpN0RIojdslBtDBlzHTJmpGm4gDLLve0ZOPCQ95SxQ89rMvyTT3gbOCXkGVOKZAoCAU3T+WkbNvA/4NdhiFx2eTnN8nt1mEXSSrku4yTaryBPxqImg+gZ0BN7fT7+DLwq1WR+KU33a6CtyBBCYAqpHgVwyUTe3Us3uHrACdW+ADQq1YxhVrwdtbUM9HgoAIaEpDP9QvRMGg0odklReaXdlRqLR4zgl8B+nf0H79y6lZVAYYhAuGjKFKCnE0hbCmL9Me+8w2+AaSpDaAXL5s6lP/C67EtLLBo8mKHAu2eeCfS42+8VwlH14YdJb9cTQvQA7jv5ZE4F1qQwsVqF7JtU2y2aOBEPPX01UyGnuR0dDAbSQtKDCGGxaSDdsCpEL0xaale/fiwnPhmAz+2mXJ7fwhA9Fhx4nvUkFWkS8Q0lemWSStayO4Ytgg0UwIZZs/ge8HGYZwcgQ8aPgJAdBU5Z3KZpWLCSJdfOpqpEVnBySwu/ABw6dn3Ira7mNKB/SPo/b/jwYBef2i++0Gx/PlkAe0PsXBTcOmAApwI7QmQngUAgSPRmiOm5gq+3tvIokJGixVNfwCB6RxAaJXJXIAPBqrPOwg48HTJQJIN/AX8B0k8++ZD3lKb1br27PCj7k0nAYrFgCfOgdgh58oWpnt35xhuY6RHxF44de/CbQhDNGlWX5csEmz516iHvKatkvVugDXe5mAY4Q6Jq2eXlNEoqpjpC5DMezNu2jT8Ao0IihqBvZ4wGkQnkqyKidTJxt0mhRqLwulxUt7fjBvqp/LCUaOW2FKqxV2Zl8TjQrUpXWux29gs5q0vymAFsEg0MlTHYpVAiQ4Pn0iZELxxhefrMM5kFfBYmahWKykWLgrqzClWBgYLPOzvpAAIat7xSQ7lTnSFFB+VS2bonRledRKAQPUuIdALAM3cuTwKfRcggfNnRwTYgN2RBmibjW6aGfoP95RhyQ8gLwFm1tdwGZKaof40Gk6LJDDlPJrOZanlGUvWbVMMfg+htnjCB94AdIYVM+1esYHVNDS+bTEwSaxUFU1pa+D6QGcME+3CEQfSOIPh27WIc0F8m3YyCAjxAS4op1Y6ODh6pr+cXwMCzzjrkfcXkUm9POAW+7dtxAfsimFP6xKPKGqbMveGttwDYFZLyBdh84okMAh4PJYDJHKOqYq44ZKAGKDCbGQqYNNQDhYPSZcAWxkagRu6TpiSjST63m3IhGcUhaQzQl+gpixolXQLQISkuf5ITUptotmz0EGEFCtHbnUK7uOdycvg+4BL9j4JGEb+n4qXnkPNrDYkMZUgkuZ8GCxerQljCkLkB8rxVxqGjqpI08q709GC/bDXSgHT0K1LyulzBin2n6t4BGGG38x5wlwaaRgX2CH6fAAMlTRquGKeuro7vdnQwHBh08cUHvZcuhVQOtKlOrt+0iSKpIh0kEXI1fIofpo4FMkpbukAYQtwgY1ckLWMy8CutISMQPeWZ3xLyzFe+8gplwBinE2fIsfqUZ6MX3Se0gkH0jiCMX7SIdcDXZaLLVCaRFAeDL7/8kkAgQH5+frC3pRrfGTsWE7A/TIpSD3ja23EAjgjiYLtSHh/GVsImkZOOEH0QgK2khN1ArQZRtr0ff0waPa7y6oo5BResWcM2YKLOYX6F6NnDEL0WiWh0hWi74sX+5ctx0NNGqDRMJGD0hg18DJwbpZVQsrh+6VI+BUao0pJmue4ZSUZk2uTvOjjYn3GS10s1cM/ChckebnCxFVp93S7PkyeFtFhQcxYSocoX0+RirzdlE1eb7MMapiozSPTi0Hu+n5ZGP+Cp004L+77iL+nRieipnQHSQvSx5cOHczIwze1OrcJahaDfZ5jzNnTgQOYB8zZuPOT6LJPitzFjxgQ79ijIEKIH0JFi1TzAHln87rFaD7FIAvDLgs2vI9ELGruHIcTKM+LTMHWsED1fmMUGwNQBA7gYKH/33YNed0sv5LqQTkcAAbnGWkl/ehMG0TuCYFZWEjIw9K+r42ngOym2b9r13/9yAnBchEiXslrtrTZoinFnOFdzgH4SNSlvbz+kArNC9DfZIQ7/oK0/VfWCBQDsdjoPqphT4JdoWkDn1K2SpnKE8YvqFmuAQJJFBtUSndnjcIT9jlkuF8cBpToU6Qxqa2M6kKOaGLLEsLkoSa1oh0T0WkPS3GWTJlEMlHs8SRdN2JqaSAeyQ+yAfKILM6dgsuqMQPRKpk3DQ889UJNiZa8litZsrMvFVuDOOIo+1q1bRzPh9XlwwLPNp5M5r0tF9BwhBKpgzBg66Jn0IlXsJwp7NKI3ZAjvAve43exbvvyg99Z88AEm4Ngw58mekRFsS9apAdHbv349jUBVmEU8gE95tnUcqxRj93AaUL9E6i0aptQDMSJ6kzIzeQa4KMTWpUQWxbYw84ci/bHoaCytFwyidwTBKisJkwz4OR4PlwAzUqy6LXzpJRYCN0R40Hu7DZpHHiRPBKI3+MwzaQa2BAJUqULvNWvWUOH14geGf/vbh/xdYXMzfwW+kWK7K4AuidTVRvKeEtG5SUfRuc/tDqapwkX0kFWpI4q5dDR0SC/IWlWEQQ2TTBBmHfo/Zku6MkN1fsuknV2515tURMYl56EjxES6ZOpUugE7UJVkWu/jmho6gLwQvZxVUkQZKZgaK6J8R0gq0up0BjWAtRIhShbT8/OxAj6JEqpRNm4cw4AhLldMIqx4WI4L6b6gwKP4S+o0WXb4fPwWuMNmO6SZvclspkqey3qNiN6LwPOANUx1vS09nd2yv2qJFCk454knaAAuiNC55k27neeAdg3Gj9csFvKBBd/5Ttj3FeNzPRelis7UHIYQd55wAlcBz6bYxUeNgJw3fwTD+AGnnw5Aqd9PsyyE6zZsYKScg+FXXHHI3ygV9ZZe7vuuBQyidwTBLjeYMqgoZfjOFNM2BZKSsUdYhV9QVcVLQIGG2pZoUCYBTwTbDmduLseNHs0sYI2KtC356CNuA97t14+sELNW6Kle/ClwhgadBP5ht3M6UHPeeeE/IBE9s46Dp5rshArPAUzHHccfgZfCFFLEA7t0EHCHqcQGMCtET2MfvYDfTz+JlGSq7CCKJkzgVw4H53HA6T8RdEsauDMkOmmx29krr9VGaXQeCT6PJ9gmLiPEU9Fy+unMA25IchILBAJsBr4EnGHSbs+NGsWFwMYUhfsulwsf4Ayj0Ss75hi66Ikc7o3iNdi0fTv/3LKF24BpESqxFXG8XhG9DquVPwB3hIlwAzTJdejQoBjE6/VyOfBtwB6hXVmdXLMOFbHsamxkRGsr/YDh8+eH/buflJZyMdAcRwFMLHwuGt3RIS0MFQQUZwMdxyq/YkMThujlzpvHw8A7Ghry7xw4kGuBpcOHh30/u7ycSlkkbXvuOQA2339/z79OJwVhqpMtck/ZdM7S6AGD6B1BcMgNZpNCA8VjLj2FiIq7vZ2hEqnr/7Wvhf3M6JYWLgDSNQytR4NiMhyJ6AFMkIqoNaqU1X+WL+eXwCf/939h/8YmqRxHihGoQCDAwrVreQcYEIvo6dAHVoGrtZU9QD095DcUBaeeyi3Ao3V1BJIgAnlCjDLDFGKAKqKncd/Stn37UJQ1udIzFHoiMgsmTOC/wKYkorIeIfiuMMS3Uc5fexIWD+2q9k2hC4zSKVP4EFixfz/+JM6T2+1mJjAaSAujG9p93HG8CGxMcfESqZUX9BDhSjlntVGsbbY//zzzgG/ZbORHSBMqRE8vPVi49mcHvS+EzK9BVD+WDRSAW3TNdlWhwfr77ycN2GexMDhcipADBuipymU6Ozr4Qu7pmSGFQgoCysJHx+zDNUOHYgKaQnqCAwyW+3rPnj2aFXbtKyjg78DmMM+Mgt3Suab9jTcAsP3nPwBURThPVllM23U8T3rBIHpHENKFNDhlsFL8ljJSWM1v/89/cADNJhMDwlSPAvh7QcOhhkL0vFGInjJofSYCerfbzTvvvAPAaRGE4IqvliNFYlJZWUl9fT1Wq/WQ7hsKTDJQm3WoSFXQabczACi1Wg/q6atg2LBhWK1WWltbE26T1dHRwQS3mzFAxYUXhv2MSSY3rVO3LZJK6QTSQtKVqbRCq5X2ZzvDdDLpFE86fxKVtx1C9Lrp6f6gRnl5ORaLBbfbHbU/c8RtqyJfoZ0xAIaKncuOFIhLwO/n+e5ungPSItyvDULcOqIU3rS//z4A+6K00tqdm8uHQHsYzacW6K6vZwwwOELKLiARYrsGjem7u7pIp6eriiPC98k54wwABu/dG9QTd778MgDbR448JL2sID09HQvQlaLwf+tjj7HD5+Ox9PSgvUwo1syYwRxgYYTIvRYIdvAJcw8XFxdzrN3Od/1+9mhU2KW0QItEwAFMQjpL1q6lqqqKx+rr2QGU33BD2M93zJ5Nf+AKHVvF6QWD6B1ByJQJNU2InlKdlUaPrUAyqJFBZ2tBQcRBpzdWfGp02u0sBDaHCNvVOHXKFD4Hnv7gA1zNzSy/7z7mNDZSUVzMMcccE/ZvFLuF9BTTXFsfeIA/A5cMH35IRwoFiujYoiPRUzz6QtufKbDb7cwaPJiTgB3SyzhefPrpp3gCAVr796c4TJ9bAIt8d6vGRK9dpAQtYe7HKeXlnAukCalIBGuLizkf+PC44w59U7R0ziT6xnYKgWszmTCF6EqtViuX5+XxZ6AqRKcVDxSiZ7PZgnY2aowoLuYMYHAKsoru1la+DlxElMiUREYsUYhwtujzfNOnR/zMU5MmMQ/YGSGlliocK1eyAfh7BFPktAkTaARqNUgde/fvpwPw0nOdw2Hkd76Dmx4t2O5Fi/B0djJGiuec558fcdsPb9+OF8hNwRwcoOmttxgAjOrX75B7U0FHaSkfQVC/qAeiRVrNZjOPWiw8BtRJdC1VZFZVMQcojhIRHXXDDXQDo7q6+Nmxx/Kwz8d3Z81iWEjrMwUZRUXsB2p7SauuJQyid4QgEAhwr8nEnUC6IvBW6UI6knTHd8oE0RFBvwHg7wUNhxrVQk7ui7LCHDV7NsVmMxnA53/4A5m33cZrwOMDB0YcdJ2iacyAlPqlOl5/nZuB70Yhou2DBnE/sDSMdk4rROpzq8ZfOzt5H/C/8kpC216yZAkAc8KY3iowpaXRgvY9MlsbG9kOVIUh0cd4PLwGnJwEsVEsUHLDpLmdM2bwPrAyifuiSyojOyJU+F3h93Mz0JkEOXVv3Mg24MMIi5NRDgf/A65PwcRVrfUMjUgqcEoEvSiCl157dTVjpRp6wGWXRdyX3kbiXqmo90QYA/K/+13ygYs6O/GluEBxy75cEDkyV1DABrnfttx3H5/9+tcUBgLUms1M/sUvIm47oPTKTtEhIF1MiLsnT474md4wd79LdN7ZESr0G0TL2KVRRG/6qlV8CBwfxZGiYPRoPh0+HB+wWnqC3/L730f8vJauDb0Ng+gdIXC5XNzm8/FTIFsiLPbMTBQFWDJl+H6vlxESjSiIpDWDXqkgVUPRvtijpHdMZjObJTIz7Z57mNLUhBsYeffdEf9GbaDqSqGbwCBJLWZG0DQCtI8bx3XAfyJolTTBhg0sAx6Okt5xyb1iDrERiIVj/vlPHgfOjuKd2HzMMeQCV6l0dFpgZ3Exw4Cbwnj3Fcg1r+joSJist0m3jXBEL+/cczkZ+Hlra8J6xm7Rx3VFSBd2SMrMJ8UticBdV8dQYFCEYyoTD8fCQICmJNO3bhXRs4cRywMM/OY3WQsscrnoCHO/bXzwQRxApdXKoDDddRTo3QJNIUaeCNdi8NChOJ1OXC4XO1PobQwHvABjfZN9V1/NscDFS5fS/eCDAGw87jhsUQotvIq3XQqpW3d7O2MkAFB6ySURP1fa2Mi1wLgUz0c0zO/u7tF5R1gMeSTCa03BtFyNoDY6hkRg/Lvv8s8RI6gtKODuu+/m5Cj3bjZwN3C70evWgF5QmrGbzeagUTLA6JwcHEBLhAE6GjZs3MgJgQA32WyMDGNHEoRC9HQsLFAjHn0FwLh//pMasxllSF86bx7l4dJygnSVBUJnkh0rKhcvpsLrxQOM+sEPIn6uN3p6+uvqOAYYH6Xq1SGR2sI4uhoo6Gps5PiqKr4HTIsSCVBSiW6N74tw7c8UVJxwAj4gB6hLsHLyyvffxw3MCEO4Bg4ciMVioauriypVcUU8aLRaeRz4NEw3FgBGjQIgPYFroMAtk4orQsQoq6yMvTJ5VooxbsL7iCMyVTptGmf07881wKowrapcL70EwK4RIyJuA+DCNWuoAaYkkcaOB0rfb2+ECd5isTBKrsfGFP1HPTH8PhWc+JvfUDVoEPUNDXyru5t3HA4mP/NM1L/xyfgRSCHFvOHhh8kEas1mRlxwQcTPVezdy/30tDvUBYEACqV1RMhwpMk4lZ+kFVQoTIpkJsYckjt4MP+3eTN1dXXcEEGbpyArPZ0bgB/4/Zp0LOlNGETvCEFLVRXjgJGZmZhVA6knOxs30J7EgPDW22+zFth40klRV5dKBWlvEb2hCxdSD1wXYyIvGD0a13vvsXjmTD6+4grmxpg8LA4HU2w2hnCol1q82HHvvQBsyMkhM4KlAoDTYqEYyNZxQPBIJMYdYZUMMEgKKYZ3dcWd3l97552kA3stFoZGiVrq1QItXPszBc7cXPZKWmt/grpDR1cXNg5tdg890eOBAweSCWxP0Hy4Mj+f7wMvhfTGVJAtmrXCJCIBCtHrjpCKBNgvhLglivVJ1H3IfRRrSaJoXz8M0Y11d3fzxc6dtABZ3/9+1G2kBQIUAVad7FX8sl1flEjOT8xmtgFZ//hHSvuKZQOlID09nddff525c+cyeu5cyj79lBzpNhIJfg2IXsvzzwOwZdAgTFHGCKVwzKKxTZICT2dnsIo+tC2dgiIpBBzY1ZW0abkaQaKnYdFPpqqIqz3BxWBfwyB6Rwj8a9eyDlgQ8uAruoFk2qC9IcLXr0WZzAHWn3QSGcBDEbyxtIapo4N8eiaFWBh40knMW76c2Q8/HDWSoGBXZiY7gc4kI239hFy0RPC/UlC0dSvVwIMatvUJhU+uuSfKIF46fTr7LRaswFbxi4oFt0Rnto8fH/WcZldV8S5wZwThe7KY8vbbrAROiWDnUyNRgdYEdXppiiQgQjr9n243bYD/qacS2m6rEKXQ9mcKSubOBaDC40k4EuAVTVN3lIVJpxRKBJL0hlNSkO4Yz89pp52GDdgVch+9+uqrXNfdzbT+/Zl4/fVRt6F7YZdC9KJ4R/YvKGAo4EiyNaACbwxjdzUmTJjA4sWLWbx4ccRKfTWUzjokKfwP+P0ME/88y7nnRv2sWYieVSei1ykReji0il7BgBNOoJ2ePsjb33wz5X0q3p4mDQtMrE4nytXQomNJb8IgekcI3PKwdIZM6le3tfEUYAmTTomGhi1buP6TT7gUOCtMo2s1bFlZdAJdOlaQqhHL1TwVpNLlo279esbLpD78pz+N+lmlZ6hdY485NRTTWW+UaA/ALrEOaY6joq29upqJksLJ+d73on7W7vFwCjBDYxF3Tk0N04CCCMSjU+wN/AnqDjPk/nVGiMRaxQPPlCBh6qqvJ41D258pKJkyhTbACuyJo42YGj653zxRIhM2Sa/nJOlz6VW0ZjEIy9knnkg18OiXX1Ip38Pv9/OXv/wFgEuvvBJzjHtRdxmIPNeBKEQv+6STAChPcYESJHpRFlrJIqAUWCXpo7fiww953OdjjdnMpF/9Kupnlep5iw4dbuBAWzofkTWgFrudrRJprxY/u1QQJHpJmsVHQoc8I10amO73Jgyid4TAIxq90JX9ce3tXApYEhTSbrr7br4B/MrpZICq+0A4KHozPauy1FCKPgI6EL0r3G5uA3xJiH7ff+gh9gPrMzIoi2CqqUDpfWnTk+jJBO2NcZ58khYpCum3GQ6rb7qJbGCnzcbEH/0o6mctSiQgRbuaUNhFZ2WJEHkzi8YqI0FikyUTWboQ31BYpf1XdoIea8e9+y6dwLckghIKk9nMHllg1H70UULbDhYXRIlMFChpr9bWpKrJGwYPxgmcLQaykVA0ZAg7JE28U+6NhVdeSdEXX5CZmcm1114be2c6E73NhYXcCeyOYAkEMPTCC/EDA7zehHWeanSmpfEy8KmGrbsUNJWW8iawNwntNcBTL73ELcDdF18cMYqmwCL3ptY2SQq6Ze7qIrIGFGDVGWcwH3hBgzFTj4geQJeQ+m5VlPJIgEH0jhBESuEoE4A3wcbyFgmPV02dGvOzpfv28RhwQYIRlKShED0dTFUvbGvjF4ApwQrFQCDA7xYsYBCw9je/ifl5JaLn0JgEqeGX6IUvBtEb+bOfcR1wemcne6OQGHd7OwP//W8Adp9xRsxUuBIJ0JqOp0kUwx7G2BjAefbZfBO4MVb0SAW/14sSb8uKYHhaICnWAQkSJouSjo0y4T9/wglUAO9FscIJh45AgK1Aa5RtDzr9dK62WJgdCCRlnOzq7qYb8IUxsw2F5eabATh+/XqWjBrF8Y8+ynvAUxdfHFZTeQgUk22dsgOri4v5KbA7TM9eBTkDBrBdjmOH6NiSQUP//nwD+JvGVecA2449lq8BC2KQ73Bobm7mKZEffPe73435eYXo6bUoDRK9GBHj4gsv5ANg4WefpbzPt0tK+DnQorFfo0vGHLeG7dp6AwbRO0LgEyIXWk3mVUS7CXj7dDU2Ml6MYYvCNG8ORW57O5cB05OsVE0YstrXg+gpRDlRYrxkyRK2bNlCWmYmX4vQYk0NJaJn15HoebxemoDuGOmJonHj+Hz2bCqBxx57LOLnHnjgAe72etlotTL94Ydj7t+qU0QvU4i+M0LkbcSpp/IS8HFVVbBwIxba9u8PDnZZEToEDDz1VHxAXiCQUKTHKoTbFKG/KkD+/PnsBT5PsNDj09GjGQG8HqFrDfR4330xfTobgWVxRG1DEa39WSgm33QTS0aNwgzM2bwZB7Csf3/O/tvf4tqXkkrTi+jFaoGmoFqyGF0LFiS9r0TOW6JIRWLy0fXXc1pHBxPGjOHEE0+M+XmrEHybThG9prIyLMDsMP3H1Zg9ezYWi4XNmzezS3ztksWifv34K9ClMdFT5g+PQfQM6IGgbUDIpO6TyTYRorf2jjvIpKeqcvSll8b8vN5i3VCY4vRASgaKv1aiRqQL/vIXLMBFF10ULICJBrt8Rj+veVgxeTJ5wDNxDOb/J+T0oQceoDWMhcHKlSu5+be/5W/Asn/8gwwxMI0GhehpHdHLlvssI0JlYm5uLgNlol6n6iEaDa2NjbwGvG8yhe0LDD1C8T1yf+x99924j9cmEUhLFHPsyaKj+zxCejcSlM4Y4dqfqTFr1iwAli1bltD2AdLXruVJ4HtxLuRmr1vHkosv5uOhQ/no0kuZsWMHljif1e68PFYR3gxbCzgbGhgAZMeI9lpOOQWAsjjvn3DoluuuK9FLsOrW53Yz6bnneBm4d8aMiN0wDvqbkSM5A/ixTubuXV1d+AFzjDR0v379+P748dwDbI5iXBwP4vFiTQZ/mTSJCmB7FH/RwxEG0VPh73//O4MGDcLpdDJz5kw+TaGtkNZQiF5oNVlQtJvAgOB58UUAtk+YEFelqrUX9GZq1KWl8SnQEcZHLVUoEdFEiF7T9u38+u232Q1c8/Wvx/U3dkm12QCvThWGSmeMSG3Y1Ljgggs4u6KCN+vqWHvccQelJj+/916uPPlk3G43X/va1/j+5ZfHtX/FksdGap1G1PB7veRKhDArinb06wMH8lOg6YUX4tpuk9nMecAlMQhstXjhtSVAmBxyfW1R7teJEybwa+DeykqaEuhiES/RmzNuHD8EpiTYAQXAsXcv3wFmxhnlNlutzHnmGWZv28bxTz0VN8kD2HvssUwDHpPuPlrjypUr2Q2MjhGRHXXddawH/utysSfJ6NGghQsJAL9LgSxGwvB16+gEbk2QuH/2299S4fXSaDIx84474voba2EhbwPJmfPERrxRVoBvl5TwY6Dgv/9NaZ8DmpuZAqRpHJzoKixkL9DaS1ZjWsEgeoIXX3yRG2+8kd/+9resXr2aiRMncuqpp1KbZGsxrbGjsJC7gO0hepCATACmOEP87vZ2xkvhRr8ohr9qBCtIdQrth+KNUaOYSY97vNZQ/LUCCdhcrP3pT3EC7U4nk049Na6/ceTl8TjwDw6s/LVGrF63athsNn53/fVMBGbv2MEXeXksnjuXlUVFTL7hBv7b0sJ5EyfyzDPPxBUFALCmp+Olx39NC+8r6PGL3AU0A7lRtE/nBAL8FciP03hXMRwP1xVDjdrJk3kEWJ7ANXNKGtIeyTAZyO3Xjx9YrXwd2JVAVeEZS5bwOTAtRvHQzPHjeQD4bk0NLdIrOF4EtZ4JaB6Thd5G4la5FpYYUfe84cO56thj+SnwRpJG0355/qJ51CULW1oaaYAtwRS3UzpvrJ05k/Qo96Mael+TtDVreAG4Mo6I8eCf/ASAyY2N7F+xIul93rpzJ6uAwhRTwKFQmhUkY2fWlzCInuDuu+/miiuu4LLLLmPMmDE89NBDpKenR9U09Sa+KCzkJ8DW0E4FQvQscRK9T15+mY1AtdnMuCuvjOtvghqOXoro6al9USKi8RqRBvx+ymQiqD7nnLgioACOnBy+D/wf0K3TeZu1bBkLgBlxOtpPvukmll11FS5gUksL85YsYbrYBOwaMYIn33knohdcOFiLirDR433l0Uin1+h2Mwwoz8iI2HcVwCFVz/miNY2FZtHUxCJ6/iuu4ErguQSsN9IlauCI0e6uSqKJLQlYrOQ3NzMJyIpxD5VOn84Oux0rsOnvf497+wB+IbWxinq0gN6kwi7EyBrHffx1ic4/E6NLRSQEhOj5dSDItpwcILHF9cYnn2RiaytuYFQC94DT7+d7wCVJevbFgq2ykm8B0+IgRwNPOok1OTmYgS1RegHHglWeF0uCxU+xcEx9PXcCZRoUjPQmDKJHTwunVatWMV9lgms2m5k/f35Smhc9oKwgMkN0Dpvnz6cQeCiCK38oXli2jGOBv3z/+7E9rwQ2WR3rWVighp5EL1Ej0vWPPMLw7m46gUl//Wvc+7FarcEOJnpNakV1dcwHChIYoGc/9BB1H37I4vnzWTJ6NIvnz2fH//7H8Zs3R+30EQ42FTHQqjuG0v4sVgVn2WmnATCksxNvHLY/eW+9hRv4a4wV/lSpQt+wYUMwNR4Lb5nNvAY4Y9gUucaOBcD+xRdxbRfAKvdOrAgVwJ7RowFwx+GXqEaQsPQC0SvbvJntwG06pDvhADGKh+hdfPHFOMxmCpctY8fChQnvK+j3qYOWWCF6jgRSj8233ALAp0OGUJKAub3T4+Fx4O9er2YSDDV8MdrShaLj4osBGP/hh7Qn2RLNphPRG11fz01AmV7t4nSCQfSA+vp6fD4fxcXFB71eXFxMdZgbrbu7m9bW1oN+9Ia9ro4KIDtkMLbn51MPNMUxKQUCAd4Vkfkp550X/75l0OwtovejTz9lFzB87VrNt730uOOYCCwcNy6uzzdJy7PVQ4fGbFsUinyHg3zApVOY3yITjSnBwaxizhzmLVjAnI0bmbdgAUPOOCOp/etB9JQq2nB9btWomDuXNsAJ7HrvvZjb9TU0YAOsMSab8vJy+hcWMsHnY2Mck7/f7+cqr5fzgPSRI6N+NkfI6aAEooV2SYlb4iAu6RKhGrJ1a2ITtowdehCWUDjMZoYAhTotfhxC9BSiFA2lpaW8W1LC68AeSRkmBCHIevh92uR6O+K8jk3btzNNeikX3HprQvuyqxYRHh2iegFFGhDn/TXzrrvYabORHwjwWRz2MOGgOAFY4tAFJgQJtJh1auGnFzQjek1NTbz44ovcfffd3H333bzwwgs0JdHb8UjAbbfdRk5OTvCnIoIvl5a4bMUKKoEJIQ3ZFZF2Rxw33vbPP6dx927sdjtz5syJe9+WwYMpBgbpoEUJh9yuLgaiT8Wqt7SUtUBNHKTV53YzevNmANLi1DOqsdnloh4I6NQGzSIkwKT1YBbv/i0WXgbeALwaaVmdCxawEvh5DPsCs9XKTpmgat55J+Z2AzIWeWMUNZhMJl4BVgPtTz4Zc7sdHR0E5F6KlfYecckleIEyny9u/VEwFRkHcRlzzTW4gHKfj62vvRbX9gFdfStDETTn1UnO4JTthutnHA4ZUo0+9fPPaU7QdF6xgdKDICvH74xzcf3uE0+wGvgyLY1RF12U2L5URK9bh6CFIpPxxZmhsTqd7JeCsCnvvUd1gl2f4EBQwhaHN2QiMMm5ssQRWHn22Wd55plnqDkM2qVpQvQeffRRZs2axYoVK/D7/fj9flasWMGxxx7Lo48+qsUudEVBQQEWi+WQC1JTU0NJmHTWzTffTEtLS/BnT5KthxKBXQbj0JREcVMTDwDfjqPTw74//5kG4Nni4phVfGo4MzOpBRp9Pny9UJChtOIx60BgEvGnWvvPf1IYCNBkMjHhuusS3pfSUsqToJVLvFCE52aNB7NEcJb8+DSaIEy7dzMNGBgHEWiSYg1vPPIKOT5/HJGxTonMWeKwQmltasIJWMzmmEUxGUVFbJH7L7RfbCQoEap4iEtGURFfyHi1//7749o+EIxM+XWQSoRCb72vQvQccRK9qTffzGank0xgzVVXJbQvk45+n06RLsTT7xvgvvffZxbwvqRvE4FaC+vWY6ySsdafgKXOrPvvZ2V2NrcDP09AMqPAJufNqvEcYpZzZY0jIl150008d+mlrFyyRNNjSAaaEL2//vWvrFq1irvvvpuf/OQn/OQnP+Gee+5h5cqVwT6IhzPsdjtTp07lA1UFn9/v54MPPgj6U6nhcDjIzs4+6Ef3Y1RW9iEDWI7LxQ+B+XG0ZHF+8gk2oEC0QvFCbd+hl95MDaUVj9b6CoCKxkZ+CUyRSF00PLltG1OAZ+fMCVqJJAKPaPQ8eqVuRb9jSbJNkhZQErZejSqLA3Ife+LQpFnl2cyJoxuERSGicRCA9OOPB6AojlZorrVr6QL2BwJxVSvXDRtGJ1Adp3GyUyF6cXqcec4+Gy9QnYDs4Y1p0ygAlkQxZdYKehK9QCDAw8A/AUeEriqhMJnN1EtP57Hvv49LqrPjQVVWFm8DTXF4TiYKZ2Ehi4GFgC+GLKK6uprlYpR9fhKpTrPVGnyOdSF6MjZE6z8c7phM77/P7SYTT734Ih9++GFCu1Sot03jsdEikXVbjHmwpbKSn9fU8BYwU7SzfQlNiJ7JZKItzA3S1tYWt1VDX+PGG2/kkUce4cknn2TTpk1cc801dHR0cNlll/X1oQEHRLmhA75DtEzOGJG2gN/PUIlYFpx/fmL7ttu5H3gYcPVCM2c9iV5ZbS1/AmbHkab5YOFCPgdK4unhGQYK0fPpVc0m90QsI1I94ZXnWyuiZ5KUrT8OQlb8ve8xDZjb3R1TI2iT9JE5jjZdAxStm8tFZwxLiC55prrjrMauv+46coDb4rwnaoFqwBGnVcbYW26h3GrloqYmvoyzZWGHz0cDRG3hphUUoqeH3tftdvNT4GogLUYXBjVm3HUXey0WCgMBPk3gWV84bBhnABtj9L1OBs6SEk4AzgC6YpCKj597jmxgypQplMZJcEOh7EGPRalZKZZKcDyfNn06V0mU9Ybrr8cfZ2FKIBDgj8AfAVucz028sMr8a49hJ7X9hRcwA3usVgrj1IPrCU2I3p133sncuXM5//zzue6667juuus477zzmDdvHnfddZcWu9Ad3/rWt7jzzju55ZZbmDRpEmvWrOGdd945pECjrxBpZe+QiSs9xgq5cvFiCgIBuoHh3/xmQvu22mxcDVwBuONs5vz6669z0kkncdZZZ/Hxxx8ntj+lYkqH1K1SvRjLn6quro71Yro6V3qgJgqF6Hl1iuh5/X48HPA57AsoZ9EXR+VrPLAqpr1xmGUPmT6dbTk5tHZ3s2HDhqiftQsRtcYx8JdMnUqN2YwV2B7DgLhbFj6dcQryp598Ml56OmTEo6udabFQCtjinCz69e/PlJNPBuCVOM2TFT/GeIy3U4WerQHVcox4vCWDx5SezvazzwZgwL//HbcnpJ7uAOprEUtmUnbffdQDv0mwal4NtyzY9IjoPTFlCtnA53JfJoI//vGPfC09nce++ILlN9wQ1994PB7+BNwC2OLpv5wA7LI9Z4z5o1UKxPZEaOPY29CE6J111lls3LiRn/zkJ8ydO5e5c+fy05/+lI0bN3LWWWdpsYtewbXXXsvu3bvp7u5mxYoVzNRhpZYsFCLnCJkAnfL/9BgD596XXwZgawx/skhQpvF49GbLf/5z3jv3XBYuXMj//vc/Tpw7lyUPPBD3vpS0jlUH7ZmicbTHeFC//NvfeAS4ZuBACmP4o0WCR4pX9IroXdC/P3bAdeyxumw/HigRPa2InkNIsTWOSctsNjNt2jSAmF1s1ttsLARMMSxQoCedt0uueWOMQg9l4eOKU6dVUVFB//798fl8fBqjIMPr9eIW0pGIpvaCCy4A4P04dYCz16/nQWBIHKnqVGHLyWEzoEd5UmdLC/2BAosl4dZXUx98kCaTib0eD+889VRcf6Mn0TOrNJ/RiF7A72fY3r3YgMGnn570/m7IzeVsoCNObWMiaHe5aANsSWy7oKCAG2bNYhLQ/6GH4rJScquIutYt0PxTpzIGuCjGQtQh0XT3hAma7j9ZJE30QlO1FouFWbNmcf7553P++ecza9YsLL1UpflVgELknCE3WLroQ+yAJ0qEwCtRtYYke/QphQXuGKL7rsZGBt55J38H7p47l2+dcw7P+/2Mu+466mJEXRRst1jYQPTeockiSPRipLr9b77JD4BvpZDO8ipET6dSfMXnLa2Pqm4BfBqnbtNlO/Y4U1BfLy/nn0Dhww9H/dzvMzM5CQjESYo7RcdqjVGQ4RWi545zsjeZTNxSWsoGgD//Oepn1RG/UP/MaDjnrLNYDHywcSN7P/oo5ufH7d/PNUBRnNH6VGCtqGAUMJUeHbSWcG/Zwl5gWxIFY5klJfzruus4Hvjz44/H9TfXffwxbcD4VasS3l88+KK7mzbAG8VzcN/SpRT5/biBEd/+dtL7WpKTwxtAlw5WMYm0QAuHGc89R4PJxECvl89++9uYn3d3dDAeGEmP7EhLpBcWsgnYHoNwXul0Mg2wiCdgXyNponf88ceH9ZgzoD08bjcP0qORSwsJBaerok2dUfRz/cQo1hqmuCQeKKH9WBqOz268kVK/n70WC//33//y9HPPMTYtjbxAgI0XXhjXvr6Rmck4wD9qVFLHGg1K9WIsI9JcEfhbjjkm6X2tKSzkaaBFJ+1TIr1u9YJX0SFqFNFr8ftpAtLitCyaWlzMlcCYGIuIeFugKXCcdx6/AO6NQRp8YtviSSBVOHLgQMYAmTGMkzt37GAVsNBkSigykV9URI50F9h+330xP29Rqrd7YcGgjn65Ne4X6pZr4YpTLxmKS37+c8xmM0uXLmVrHJZIdrebTHrM0fVAuslEJge+VzhUvvQSANvS00lLIU2pZ8eS8zZu5BGgf5J8IaOoiLUyDjtiLOgAPFVVrIWeYIHG1yaeFmgdHR1skGd35Iknarr/ZBHXE7Fhwwa8IRPj5MmTmTlz5iGC3zVr1nBGkgasBsLD5/ez9Zpr+PjSS8kMiXTYMzNRhstIRC8QCPCUx8NTQEGS4X13nHqzDGlGvW3+fBzZ2djS0+kSA88Z69fHFdVTJgA9UiKKxtEZJZrg93oZIpHL4hTSIa+MHs13gH1xkJaamhqeufRSPjzvvLi9rJ5sbuZVIEOn1HA8OGfoUMxAo0aVZafabOQBjjh1kQMlTTk0SuFEwO+nJUGiN/LCC/kL8PLevdH9QEVT6E2AJBVJsceI+vqoAvOu6mqmAJMjfiIymqVyOHPRopiftSpFPToUP4VC/UxrTSq6UyR6paWlnHrqqfQDPojDLcKi83lTxlxPlPHAIxHbuqFDU9rXPLebSwDibCmYCGbU1vIDIDeFzMaIu+/GD0xubmZvDM23ktnSwx8iy+HgFuBPHg/uCHPhhg0bCAQCFBcXU6RDRXYyiOuJOOaYY6gU120Fjz/+ON/73veYPXs2H3/8MVu2bOGb3/wmU6dONVK2GsPpdPLggw/y1FNPhV3ZT8/KohhojaDj2bt3L3e5XFxutTL4lFOSOoZ4Cgsat25lkgy2w3796+Drk378YzZkZJAGbPz5z2PuS0/ti0OIXjR/qspFi8gCukhN96JE2lwxol0dHR0cd9xxvPTMM8x97TXWDh8es8Is4Pdzlt/P14G0XjC6jQi7nQDadMZwu91BSUiszhgKSqZOpVoKJ7ZJdCMUHTU1dPr91AK5cd5T+fn5DBGfvs+i9LXcm5bGa0BdAqbpw88/n3YgB9j2+usRP9ctFchdSRCXgVI9OqGxkZaQsTsUCtGz9IIfo91m4wvgS8BdVaXptj1CurtTiOLcOGMGVcDpTz4Zs7uI4g6gF9FTvofyvcKhn7Tish53XEr7+lFtLU8DzjgqtVsqK/ns1ltpjNMI3p5At5JI6H/MMXwhi7Rtt98e9bNeWfhq06vnYGRkZvJ74Kf0jCvh0PT00/wDuCLJCmg9ENcIsnHjRgaGETH//ve/58Ybb+Tkk09m3LhxtLW1sWzZMt5IsNeigdTQmJNDLdARgVAoFYkjRoxIWpyqFBZ4o6zKtj7+eE+6yG6nfPbs4Osms5kGqWorUXkVhkPA72eD280GwKmDts0+eDDHAXMg2NEgFPvfeguAHRkZWFNIizrsdhxE104C3HvvvWzfvp0vMzNxAdNra1kWw6BZvZqM1xxWDyht0LQgekr7M5PJFHfkzWQ2s1tWzU0RCifa9u7FDuQCaQnoPk8ZP55vAHUvvBDxMx+WlXEesFEiaPHA6nSyRY6jOkplrFLo0ZXEwnnwqaeyw27HBmy4557ox6PYGfVC6tZssTCKHv2UN0ZhV/2mTSwvK+OMoUN59tlnY27bqwHRO+bqqwEY6PWyM0Yhjp42UABu+R7eCBG9gN/PABkHCk86KaV9KXpif4zsQPXq1XQOHsy03/yG5lGj2BiHH6Qik0mF6AG0SgvBwhhRakVe5NHB2s2alhYsTOyMQPScH33E1cBJh1HAKy6iV1FRcUiUrqamhuuvv55bb72VMWPGYLPZ+N73vseMGTN0OVADkaFU5EXSDexbtIhRwIQxY5Lexy9Gj6YcqIqim+uSkvJ9YdII437/e9zASJcram9Sd3s7w4AxgF2HATS9Xz+WAp8TOXXklghOQ4qt7a5auRIXMDEKuQ34/Twj3WN+/eCDLJ8/H4CSRx+NGlFwqdKJTh2KVuLFVTU1vABkxFloEw1tq1bxGfCqzZZQVqBr/HgAbBEKJ9qlmrTFZMKUQHTsW4EA/waGCvEPhxYhF/ESUwWtcsxmMboNh6DmLEniUimWLN4YhCXYAL6XOqwoT10sK49tJ53EMVVV1O3YwaWXXhrTpkkhRJ4UCgoyS0pYJ9HkPf/4R9TP6mkDBeCV7+GLcJ6q9+3j94EAjwIDZNxIFj6F6MUoqtp+/vmU+v20AGf5/Vx21VURF8wKlH698bali4TRN9/M88BdnZ3URWm5GIzo6eTh2yHbdUWQimTIeGM5DPzzFCRdjDF48GCWLFnCSy+9xKpVq3jllVe48sorueOOO7Q8PgNx4LKODv4GmMX3LRQjX3mFTcBVMfqHRkNrdjb7gM4o4nSTUsBwwgmHvJc3fDgb5EGvfOSRiNtQ69McKa4Aw0HtrxXJtsAvOhV/khXKCoKtkaKkbjc98wyf7NzJ36xWzjvvPKY8/jjtwFC3mw2PPRbx7xSi5wfsfdgCbUZrK98CHBoUZnXu2MFUYGKCHms5p54KwID9+8O+3yUpwvYECVOest0ok0qHXIecBO/VLIlODIjSPtErukJ3ksQlTfZRsX171M/Z5JnuLT/GeAq7drz1FsdUVeEFho4dSyAQ4Kc//WnU7fqFEHlTlDJ0iD4065NPon4ueN50ev488j18kbRgmzdzL/DXESNwpkiifPJsRCN6DV9+yXQp6lt7991UZmTw6aef8u6770bddppGRK9owgRunzCBx4GFUaJ6StbJnaRWMxYUKUVXBE18oSz+siYno67VB0mficcee4zPP/+cM888E4DTTjuNRYsWcc899/DDH/5QswM0EBuntrXxI8Aieo1QZMtEZU/B0yeW3szv93NGdzc5QMEPfhD2M1vPO4+vAw9GGeDVq3y7DhOPzWbjWrOZn9Mjdg+Hm3JyyAa6EmwOHgqld6gpiui89qWXyANm5OeTkZFBdnk5awYPBqDhb3+L+HeKzU0XJBSl0hrBSIAGwvouWQm3J6jNHHbRRfjoWYRUh9ENueQ6x2tqrGDoBRfgA0r9fqoi6PT+smwZbmB4hGcvEoZfeimbgPe9Xqp27w77GZ9MGJ4kicvIH/yAZ4A/ezxUR9HDnV1QwCDA10ueXwrRiyYDqRTrmdVFRdz3wQcMttmYv3w5m/7974h/U5Odzb+AjSma1PaXNmKjmprwREllrrHb+QgwJ+mzGQvVeXl8BLRGuG83btwIwJgUMjUK4iF6m+66CzuwKS2N42+4gcsvvxyAZx58MOq2laW1UwPz4vkSuVywYEHEzyi+pV69iJ6cK3eYwImns5P+kqouTlE3qSWSPhMXhrHKmDJlCkuXLmXhwoUpHZSBxBBc+UUQ7ZbIgNpv6tSk93FqbS13A7kRooY7duygs7OTboeDoZKWCsXwa6/lP8D/Pv74kCpuBYohs5uefod64I9+P7cD3WFE6oFAgC1bttAGDEl1RaYQligkKE08uLpU18Z+6aUADN24MWL6tluiPa4+bjHol8E0oIFVhkcIWVeCqbCssjKOHz2akcDyMClkt7LdBPWWGUVFbJO/qYygpUv3eLABaXEWjyjILi/nookTuRz4ZOXKsJ/pcrupJfHzoSB38GDumjSJfwFLovjp7fN42A3Ye6EFGqgKu6IQvQLRfrnPOYfi4mKeKSnhj0BtFCH+1rIyrgA+SvG5HXLGGTSaTKQDW6MQy2syM5kD+HXqZfrGrFnMAdYNGxb2/Y7FixkPjE8x8wDgFzIZiFY4JvN6zaRJAPzg29/mFeAfb7wRsTDB09kZ7DurBdE7ce5cJgDZUeQUbTk53A68nuAzGS9cii45TDX+/mXLsAKdQLGcp8MBmlPeQYMGsXTpUq03ayAKvEIo/GG0HB21tRQJWShLQDAeihl1ddzAAX+5UKwTU88xY8ZE9JWaOHEi2dnZtLe3R2xZpUT0tHFlCw8l9O4O08B8//79dHZ2YrFYGCyRtaQhBNwcgQQF/H6GCAnJO+ec4Otjf/hDXECzz8e2CCRAOU96pSfihV8ierGIXktlJYtPPZWPLrssYkWxT1Kv3Umk7MfK6nl5GM2bVyYhl7S/SwS1AwYA0LVkSdj3M+S7pCXRfuo4OeZI4+VnY8dSDDyZgtB+zpw5AHwSJQ3Zmy3Q4ECkJRLR66itZaS8N0iia2aJrg9aty7i4kcxmE7WmFeB2Wplm0Tp6l57LeLn9HQHgAPfI5LE5LRFi1gLnBJmHEsUQaIXZVE6SCLP2eeeC8C46dOZarWSBayP4NfY5fHQD+gPpGlQhTpz+HC+AO6uqopYTd5cUMDNwIspaqwjwS3jujfMea9btgyAfQ6HboGKZKDLLNGvD8XhX0V4ZYAOR/T2ywDfZDKRE0f7p0jwy80diBDaT3v4YT4AroyiVzGbzVwyciS3APv+9a+wn1F0O24dI1XdQk7CEb3q//yHd4E7c3JSb58j18UUgQTVb9pEYSCAHxgufnDQE0m66PjjGQ+8E6G1V+PAgZiA+YMGpXaMKUIhev4oRC/g97N90iTmvfcexz/xBEsimHabhJD5kkiFHSOGqivCEL1qYBHQkECjewUBabGWHcF2IktIR0YS254+fToWDjyjoVCISyJdMQ7Zx+TJTAScEQqgAoEAt3V28hdi9+/UCjV2OzsAdwTCtuWZZ7AB+ywWyoUMj73+etxINWwETZivuZlsIEuDIq7dZ5zBD4AXopwTvQlyLKKXL2Nl9sSJKe/rk7Fj+TawKYIfX2NdHc/6fLwNDJMOHCazmV2SNu5+9dWwf9fZ1UUzUGUy4dDguhSMHk2lEKjtL74Y9jN6E/DHJk9mHLA5TCS1TTJeDRr32E0VfRsOMKAJ/MoDFEb71ijaoqoUH7Ig0YsQ2s/68ktOBEbFECZ/w27n90BWhMHa7fWyBYIPsx5QiJ4nDNHrWLqUU4DjNCiNN8kEYI4wWex7/30A9lith7jaT5NCgEjRHqUrRm9YYkSDX65TIMqEuPbvf2eKpDk+Bf64enXYzgN2xV4lCY3VcSNH8j7w3JIlh/TDXFhczInAF1KckAiKRIM8pKmJQEghkru9HeXsZyZB9Gbm5dEG/PPTTw/ZNhyook+kz20oZhUUsAa45csv8YUh457OTn4UCPAzIL2X/Bh/PGYMQ4GaCCnJZiHre1WEP6usjPUSQNgToUXZaQsX0gKcEsX3MF7kXXIJjwILtmwJ+37A72evy0UVkBZH/+9kMG/tWvYDp8s4oYbX5aJMosmFGjhd7Bs4kOeBfRHS9+s2buQXwP8NGkR2eXnw9XQx/66IkOlRSGpGRgYmjRbveyUy2BrmvAD4m5oYAhTpFCxoKytjA9AU5pl9vaSEXOB9VYbmcIBB9I4CBGSyN4VJhXRJirQlxRWGUkEaqbAgSzy/7DH0KulSkVsSIezeUlbGSOAbOoXdIbo/lV+qyjqLi1PeT3tZGa8BWyIMnq0yodWEuTYzZ84EYGUE+w0lmpDWC90MoiGgEOIoEb0WaVv00fDh/OHMM1no93NfmFRPW3c3zYA9iSjliGOOYRpQGgiwXbqzKKgXG4SCgoKEtzv03HO52GZjUiDAtpDq1VZVxWxWEkRv2Pz5mOkxTt4TJjU896OPWARMjzCJxoNBp5xCO5AB7Hz77UPe71L1t01UZ5gslEh5JHujF/v1oxj46LzzDnq9RSJX1ghRbos8EyYNqmAnyr62b99+SF936CFa+UAJ4NCpWjnNbKYUcIZZwFd/9hlWeqxqtNCCxWqBtnbtWgDGh+ivh4meeLDHQ/2mTYf8nWfHDh4CfqdhX2O3FA05Ish/SpctYzvw8zDHowWitUHbtm0bLUDhYaTPA4PoHR2Qgc0cJq260m7nN8COFAoxAAIxCguKhGTmxhBCl591FgCDurvDtpDpDb2QJ4o/lVXSh/4UK/cAaqdP5zzg5QikdUdTE58ATWEiG9MnT+Z94PNdu8K2jcv4/HNeAq6IYv3RG3h69myygE+FmIZDuURF7N/4BteJEfTzzz9/yKRydVYW/QB/Eqths9XKNiHMNSHdJurFBiEZomdLT2fH1KnsBlaGRIraxYanFbAkEQ2zpaezQ4j6/v/975D3i+vrmQfkpVDoYrHb2S4Ljeow+zjIpqeX7FVikYoNGzdSC5Qee+xBr+dIa82BUp0dCqtsz6TB9ygoKODUggKuBraGEf67VNkAexLaz3igEFZLmPNUJ2R3v82miRasf0cH5wJFEex+qpYupQiYEEL0+g0dyla5ntufeuqQv/Pu2cNVwLc0bHeXKTKNwkgtD2UO8emUFRrf1MRvgPIwZtFKB7FBfSypCYVB9I4CfDlvHsOBp8eOPeS9xR0d3Ap0pNp/WNGbhXlguxobKZEVW0kE/ZWC0unTaQFswO4wJfJ66ysguhFpmkx8NhHhp4JYE9pzfj+zgX1iU6BGTn4+Ax0OsoCdYToz2Pfs4QJgkk5po3gRSE+nHeiOsGJv3rmTIUJUhl56KSeddBLzioq4prGRlXfffWA7gQBVYgFSmiTJbpVosikk4vPIypVUA0Mi+F7FgmIC/2nIdls7O/kP8GEKUdU6uc9cIuJWwyoTljnFathmKSryrl59yHtKf9hOes+m5/+k4XtxmO8cCASCtiFjQ8azEZdeihco9fnYH8YcWyF6Zo0I6x9NJv4BtIcpyFDbQDl0qlZWvoc1DNFvV7RgGu170pYtvAYcI5G7UFzw7rvUAKepIsAKquT+6grjthFsS6dhl4iyk08GYGB3d9iuQwrR86dgnB0No2tq+AMwfPPmQ9773Zdf8iAwSCfynywMoncUwFxczDagNkw1o7LCCNfCLiEIaTGHIS37RUfWQs8KLxpMZjOVMoDVhTG9zPr0U9YAv4+watcCL0+cyFxgy/Dhh7yXLQNHWgT9UCIIEr0IBSy7JE2s9FQNRbVoYTrDiPX9cpypmsOmilgt0Da/+SZNwG6rlYJRo7BYLPyutJRbgcATTwQ/19LSEozmliRRwQqQIdWpZSGygHy3m2IgK8l0/Jzhw/kFMPXllw96vS4jg68DN0e4fvEgICmejDCaRZtM8JYUjcPN4tCfEUYuoRC93rTpKXO5mALYwpCG5spKHmls5C5geMhYkllSwoUjRpAJrAzzXWxyD1o0Ij8dyhgQhvwoPpYekovmxgOLkAVrmGfLK/dLp7T/SxnK+B4helwgxDY7jNeiZ/Zs3gRWhiFdWvQfDkXp9Om0IcGCMF2H9CZ6yHWxhIzr7dXVnOfxcA1QqkGgQEsYRO8ogKIZ6AjzoA3ZtYvRQP8UNWebZs9mFPBsGI+8RvGCq3Y644oKNAmBcYeJMJgaGpgIVGjgyxYJdf37swSoC7PKLJD95mjgjVWxfj1e4J9hQvwBv599YlcwIMKg4JVjcIQhAUpPSl8fE71pO3fyL2BUhEjAcr+fPOCXqohy1sUXAzBq69ag1Ur1ggWsA15wOJK2xxgiFhxD3W6ad+4EerRU/aTTRk6MRUgkTB42jNuAC/btO6jQQ+nNm4rLQN6JJwJQEYb02GWCt6XoYpAtqa7ScAavQlhcvWjTE82zrXbFCs4DLjWZyAgTFcmcNQsXsCbMM6WcL6tGRM8qpCYrjNl0b9hAKYTVFoboLc7M5KdAVYwMSryIVjjmdbkoVQo/pk8/5P2sK67ga8CdYSLmig462e4uYY/VbOauoUM5DVgXxjtWsYjRi+iZFQIecv/WynzWAgcVrBwOMIjeUYCi5mb+BJwVQgi6Ght5vb2djUBFqo3vCwvZDIRLfjXt3k0t0BjnhBQQAuMM05pJcWb36lh1q1QxhtoWdDY1gZCCAg0sC6xpaVg40BNTjfovv6TF7WYH0D9CBCtLNEpF4XR4om/09XExxqC6Oi4HyiJEYLeIPm+Ayr1//A9/2CNYDgTYKFG95pUrGQeMTeG6F4waxS4Z3Lc//zwAtevWYQG8QEGSHQQGzZ9PKz0O/ztVeq0G0XMWptAZYaAQ4BK/nxaJ8CpI04joVUgFd7nPR3tINxjFYkjL1FosBCfgMNmB5i++AKAuwn09SSKgYYmeVEHaUh3rBLlCakrCFG31hg2UTYieI0ym5qPubu4EfCl4LKoRJHph9lW9ahU2ekzsi8IUGYwbNw6z2UxtbS3VIfeXIo/RejyvnDOHd4G1YQqVFDurgE5ET4mw20Lu3yZZ7NbqKDtKFgbROwqQ197OL4EzQh6yWtGxdADZKYaSlerOrjBpyE8qKigGno5TRO+/8EJGAteEGZD9ipBWr7A7MKKlhR8CpSHeaPsbGsgDCtLSyNGg6lfpgWkNU4Zfv3o1Vnoq6xwRIlj9ZYIe6HYfJP4GCEj0NtDHRA+5TqYIJsiKjcoIleeULT2dDXI/1j/6KAAu0WW1plj5uWXwYN4G1st+G5XB12JJOsVmtlrZIYN7japyddSrr9INXB2jl2w0ZJeX83RGBr8FNodUCWbKOU1PoqJXjbzhw/llZianA5tDJsbawYMZBtyYZLQzGQSiED2X6J5aI5C1GRUVPAhcFcYX8F27nX8DFo2iKf3nzQN6WuCFEuRuv59lwDodI+qWwkLWANvCkKT9Yi5epkHRGIBZxhFLmOe4Xkzb99tsWMKMy+np6YwcOZJiYMOHHx70nk/GLa/GxXUjR44EeqqiD4HcVwGdro1V7k17SNapU+7dll4qakoEBtE7CmCXakNnCKFoEsFurc2WstC6qL6ePwDzw/T0rJHIRnGc2qoBU6eyBfhy1y78IdEuxZDZr2NEb0JlJQ8AY4RcKFAGz379+2siTFeaxNvDRPRapJNIfRSiVjxpEk0mE1Zgd4jvoFkhejo1VI8bMYjebz/6iP8C40IHP1kUDFy1ioDfj1lSre4USc2WH/2IM4AX5Z5sl8G3MUVC3CxEyKcqyDDV12Mn9WrVZ2fP5g/AFyFR0W6/HzeQrkFHgWXTpvEOsCHk+W33etkO1Peiyb3iyRmO6AUkqumKMJaMmTKFa4DTOjtpCekR/AuTiW8BTo169vYbOpR6idjtCyEwrcXFHAtcnuL9GhWTJzMZ+H6YFPa4ykomA2UaafSiEb1g4UeUAoP73W6qAUuIx2FAoqFejRekI/PzuQgYGaagZ1tREQ8A+3SqfFXm29BIq0/ux84kqvv1hkH0jgLYZZBOCyF6HZI2a9aADOQ3NvIb4OQwepVaSS0WxTnoDBgwAIvFgsvlClZaKlCInp4RvaAdTYjGYp/YZfTXaPBWInp2SQer0S0Rp7YoE6zJbObzggLeAraHpOWVYw/09epRuU5hJghPZyezXC6+BgyUFbiC8b/4BS56/Le2vvYa/URcb0/RBkjxH1y+fDmBQIBuiWC1pVjQYJPt9hNCCmATfZApxclWaUq/UbXwcLlcDAAcQFaYavpEMVrkEptCooZKhD7VtmEJIQrRc0jkzBSheCx38GD2Spp595tvBl/3+/1Bv7tsDatg98vz1RDiZ6kUDunpDqBck1DtdXt1NS93dbEaKNUoTa0QPWuY59ireItGibZbpCDJGjJOLZ4wgQHAu3PnanKcCkY4HDwHXB4mdftZeTk/ArZF6LmeKhxyHtJCzpVZAgVaWHNpDYPoHQVIE41QWgih8Mik1KnBYBCMToUZCK78+GM+AEbF2XPRZrNxc24ujwE1oSkYRUirY0pE8aeyhkw0OW+8wdvAJRFaDiUKm6yAHWEiegEhNt0ximRe/PrXORNYHpImeGDiRDKAL8VqoM8gRC+ctqdu3TrM9Gh7QvVxWWVlfFFSQgvw+XPPMUQ0TyUp2gBNnDgRh8OBvamJ7Z9/zk6Ph4VAc4qp+BLpkDG0rS3YYcIpxMKaZJWwgjGjRjEI8Km6oLQoJNJkIksD4jKpuJhvAfkhkanMdev4M3BymEINveDJyKCG8JW+WTKGOMJUxCuolvGsZcWK4GsdbW1kASa0JXr/O/ZY5gKfhBBhxTJJT79PdQu0gGpsr5dsQBs9z5EW6Bw1iiuBx8KMR+szMrgb2BtlweEU7V6uRNIVNHR1sQcIpPiMhKJUWuOV+P10hvjpueX51IuEm8eNYxbwzZBFtlUq2C2HmYceGETvqIBTVhgZcFDDeJOsMDwadHmwCmmxhSEtI5ubORHISyC6dG4gwGUcah3iMpnYD3TrGGFQ/KksIeQpfcsWTgOGh4nAJQObQo7DvGdXBqcYabnhMuGFtgxr7+ykE3D2dV9ppWNKGKLXqEgHLJawpq57br6ZIuCBV18lg55+zANTFJfb7XbeysykGqh+6CFe8fs5Cdj1ne+ktN1BJ59MO2ABdogtUIZEwxwpasJmAjuBm1WGzArRy87OxqyBjGCi280LwBlS7KAgd+tWbgZmJ+kxmAyWnXQSJcBrYczVM+SZTI8yWXYIafepIqDtW7fSSk8VrFPDCd5z7LEsAb4M0ehlL13KHuDOkPSxlkj3+dgM7PL5DvKLa5bvXa9h1sM/YACPAAvDpFgX22zcBDREeTYLZs8GYEBHBwHVHKFHlBV6IrtKve3+kDaRttZWioB0nSrJM4qLWQ6sCtGrX1lYSA7gPvdcXfabCgyidxQgXZU6Urc0UsiESQNxslIBZg9TWJAn1YHZCXjPdQj59IaYTi6aPJn+wDvSKk0PKP5UthCiZ5PJLqBR6taen88CYAEctCIHsEsEyxon0dsTUjiitN9JpeG9FjApEb1wvVpFOtAUQZ9zxg9+QL/iYtqAz4ENgwdr4klmFpLgX7qUzXJ/jRo1KqVtWux2fjB1KlnAcpEq5Mr9k5mCjx4cqIot9fuDurPuVatYBDwY5rwmgzypIC0LmZyCNj29WCkYzUh8SloaeYBdIjZhIdFhtS9gpxCxdpNJU+NnxX90dyiha22lHMjT6PqEQ3q/fowAyjl4XO8UnaUWkhwF0a6JUkkbzd+yYt48vEA2UKtaTBzzxRfcAQzROGJsMpnYL+NKY0jHmu8tX04NMElsv7SGMua63e5g9BBgz549tAL9VYVnhwsMoncUIC0vD2UN1amy4ng5M5NfA17x0UoFSuo2NA3Z3dKCon7ql8Bk6pfJ2BbScqc3tC9BohfiGZUpaSN7qubSAntJCacA53CoofAGi4XFgCUGOR6TlkYt8L81aw5aKV+2eTOP0dMmqy+xbfZsSoH7w9jRKPq49gir+fT0dO699142WK2clJ1N8XPPaXJMjjlzAOi/ZQutMimO1sAXsWT2bLzA6tWr6W5tpViuR2GMtn+xkDtwIFVCTiql6Ma9axfzgKkRilwSRX+JuOQGAjSpKhVNQvT8OqYgQxGp163X66W5tZUmID/KAihHOpUUS6oMoEtShh0a28QMzcvjB8D8kEioQpD1tIGypaejXH010fMoov8UdadqpHm9zAemhpHfZFVWUgKURNGiOrKz2SOLvv2qDhnTKyv5CVAaxu8uVTRLUURXSItIi4y1Jp3u6Yz0dK4HfgV0yHzb2tpKqxSelB9mHnpgEL2jAmaLhdlOJyOBNhVBeqmzkz8Bmccfn/I+HKKLcYREpholYuIBchIgSA5ZlWeHGMX2hvbFJgNkqN4wVwbvzJDCgWShJquukMKPW5xOTgAsYuEQCRUzZpBPT+N7ddPwOU1NXAbkaEQEkoUpK4tqevq9hiIgxS3uKFVoF154IXv27KFy3z6GR+mXmwiGXX45HmCox0N1IMDitLSku22oMWXKFABWrVpF1fbtvAh8bDKRp8EKfr88X80iZXBLdLlLowVPekEB1UImqz7++MAbEuEL9GJEb8SWLXwIfCMk4tKoivpEM6EuU1KIXi9dMrl2y/nq1Jh4DczJ4RHgx/X1B8li/L1QNGYym1HUwt0qUosiyUnBvzEUWbW1LADuCbNwfGnPHqqAigjdbxTUCvFqEzsWAIeM51Z5T0so+uZASJcUJbtg0sl6yu5w8BfgVqBLxriapUt5A7jP4ejzLEs4GETvKMGOnBy2AO2KD53PF7QL0WKFYRdyFProNIt2rN5sTihlkiVELy8klXTqihV8DEwKqQ7UEr7x4zkTuFlVRRbw+ymSgTw3SWPdUKiJXmj0ol4G1IIYpfjO3Fz2S5SiasmSA6/LYGbvY41etBZo7W1tNAOBGOnpkpISTQfHwrFjWaXepwbt7ACmDx/Oo8Cdn3zCjoYGLgQuHz5ck1RhuyyS/CK098j94dZwwVMrqb5mVUcak7IA6cWq2yyXizlARUj0qGXtWl4E/uZwYI1C2ArHjGFgbi4DgS2KLY8sGF0aF3GVTJuGD3AC9SpNYK+4A3CgY4ma6CkSEzSs7gzqiUMW8u3V1ShPZn6M6u/dkyZxD7Balc5WTL/tKfpjhoXMa7YQfalSOWzRMVjQLoVEXbLvllWrOAs4rRdbCSYCg+gdJVC6PSil+HW7dnGCz8cYk4liDYox7OXlTAMmAV7VpN4uaaCWBCMCBVKlVezzBasYAYqamjgOyAnTHkkr2MvKeAtYqkqFtuzeHSSx4dzfk4HZbKYG6OKARQFAV2dnsCtHfhwDYK2kPltVEZB0OXaHHgNoAijcu5f7gHPC2Bz8rbSUfkDlhRf2+nGVPv00O202NjudDP/XvzTZ5ogpU7gQmOH3s0o6b6TcQ1pgFu+3TEnL+cV2qFtDEXurRIDcKr1n0GKoF423zTIBh3q2dW3ZwjeBs8MUfKlhMpvpL6n4L+W7eIXouTWOTNrS06mRhVatKlKlez9VgUL03CpS/EpuLj8BXBpIchREInoNkhZtp6fXcDS0feMb3Ai8reokolh+OXTwlus46STOAB4IiWxaZJ9mHe/pLoWAy33XJXrkliheg30Jg+gdJbjE7eaPgF8iYY2ffMIC4H2TKerqOF6kZWezCtgIuFTRqbaGhp7UXYLC4MJx4/AAVqBGpX9RKmH10lfAwbYFCmo3baIRaDSZcGrkTQU9kQAnB5qgAzRv2IAbqASy4xgY2iU65VVFOdNlQE7rY3PO3IYGrgOOC9OmLSji7gNfqYEnncQgl4sRHR2UiaYrVVgcDrYJ8Wp/6iks9LR/0gJ54jOmRLlMEinwaXh9vdKNxKJadFglMmXqxQkqaM4bUsjQJYbR7XFE5UJ9Af0S8fLoMLnXyXjRKlXkAChET+de00prOo9K4/amy8VdQHq0gpUEoRC9UJrcItKchjjmEKXgSe3VmCHX2KlhmllBv2nTeBtYESL/sfYG0ZPz0S2Rd8UsuauPF96RYBC9owQXNDfza8AqK4s2Wemm2hFAgVozp26Dtqq8nFLggdNOS2h7FrudE8rKSAcqVQO+IqQ166hzSDeZ+A5wiVSuAuyyWskHTtYobatA6YXpUe2rdccObIAjznS3X1KPDtGiuNvbg5YtfU30zBJBCZ20ARpkAI6VntYLpgTlBPGgQapXf+/10g6cGUO3FC8GnXkmfwF+7PdTV1ODTfRqJg2i8QpaTzuNs4F/qNL9fx82jMlAlQY63nhhEeIUes90SxSzM4408ik2GwuAWc88A8Beh4N/A/s0aF0YinbRl7llbAVosVpZB7RrWBARDvvS0lgHdKqin1q3PwOwC9G3Al7VQr5DydjEMY+MGjWKfkDFnj10NDTgc7tRlg+ZOnQQUYzt9+3bd5CrgdJb3Kpj16BuIXpueU7Ncu/6DkOzZPgKEL1BgwZhMpkO+rn99tsP+szatWs5/vjjcTqdVFRU8Ne//rWPjjZ5uGVl6ZWVX7AjgEapH7PZzM8sFn4LdKtMMYNdMZKZkAYPpouesnQFSiWsRccIQ4bFwpPA3/1+PBLVU7piFGpcMeUWoqEmeh2y+muJM+2TLmm9fkKcWlXnK0vPFkxxIEj0QlvZ+f28WlXFe0DhYapbSQbl114b/N0JjLroIk22m1FUxCNDh/I8sG7DBjwuF27ApuH9WHD88bwBLFV5wu10u1kD2HUgSJGgED1bCNHzy1jSHcezP6SsjPnAEIkCfpKXx7eA9Sn6MIaDRyLqJtVzt3j0aCYAH+loAwXwu4kTmQDsGzwYgLa6Oua2tzMFKNXQhNiuOufdquyDR0hlZxwL7/z8fDabTHwC7HnnHZp37QoSjH469FIuLS3l28ANbjcNKunIO2lpPAEEdCRdwflWIvDpMjbb5DodbjjqiR7AH/7wB6qqqoI/P/rRj4Lvtba2csoppzBw4EBWrVrFHXfcwe9+9zsefvjhPjzixOGRCdcnD6lfBsBuDaMpv/T5+B3gEVIEibc/U0MpEtmr6vFpF6Jn1dhgU400VXi9Q1JkyipZq/ZnCjxCcrwqoueS89cRZ3o6//jjWQC84/USCARokwmnBTTxnUsFQb1ViLans66OmYEAJwP9NOjVerhg+Lnn8olYAy2tqKD/scdqtu3x0rJp3bp1/F9hIQ6g62tf02z7Q8Tvb8+ePUH/L8XQNqsXU7cK0bOGavGUNFgcUbLSE08EYGB3N16Xizp5jvWIHiu+jE6V6F+RfejdOi5UZlK/ahVvAguBDA2zHg7VeOuWewLAL9fEE+f9sU8+17h0KfVeLxXAcRkZ2HSIrtntdu42m7kdqFf1oL4tLY3LALMGlkqREJxvJbCSK+N7+mHooQdfEaKXlZVFSUlJ8CdDddM9++yzuN1uHnvsMcaOHcuFF17Iddddx913392HR5w4FMPTgNKWSaJuWrae6VaEwaoV3zcXLWIhMCEJQ8yTfD7+BZT/73/B1xRDZj2Jnj0zEyWW0CUD2bj//pd3gJNU300LeERj41U523skzN8V50BdMW8ep5nN3ODxUF1dTV1ODhnA/D6O5kHkiF6T+Nd10xOtOppwzObNbHn5ZWaoUnlaYNrw4ZwE+N55h0pJ0/cXXZ0WKC4u5pt2Oz/1+9knhT0X7dnDLzhget4bsGRm0kFPkdJBr0t0JBCHFUfZMcfQQU/XmcpFi+iorsYEFOqgBXOfeirzgN+pFoi9TfSUIrsWRZKjcRGINS2Nm4AfAi7Vom1TdjZ3A7vjtJxqlSiaZ+1aGpqb2QtU6fj8N8hCs1VVEa1Ii9J01Oj9Z8oUZgMbxdA+TRZOuTr1100VXwmid/vtt5Ofn8/kyZO544478Kr0DsuWLWPOnDlBE0+AU089lc2bN9Ok9i5Sobu7O2iQqDZK7Ev45KYOyMrCKcdu1XCiUIieR/V9h9TXcwKQn8RDNcLn43KgXNUdoyMQoBWwaVgQEQqT2YwSX+uSiGRJZSWnAv019uHyyDlTR/QCEhnwxElm7XZ7sLpz69atNLe00Al4+lifBwcsDEKjM20i+G/SQSfX17DY7Yw4/3ysGhcMnej18j5w0sKFtLe3YzKZGKRh30yTycStJhO3A42LFwNwVUsLtwE5OnZ4CIV3yhQygVND7l+bLFLNcZA1s9XKbiFBtYsXc9/KlXiA4apsg1YomjKFD4GVqpT3pR9/zCZgfEhnH63x7W3b2AQMf/99ADrFTqZFY4JpMpt50OnkQQ4UgACsyMriJmBvnJFrv0S0HDt3BjW68TgLJAtFmuSShSVAemcnaUCajgV9TRUVfALUmky0trZSHgiQDRRrWCCjJY6uETgMrrvuOl544QUWLVrEVVddxZ///Gd+9rOfBd+vrq4+xH5E+X91SH9DBbfddhs5OTnBn4pe1LdEgl958GXllyPEIk0jDzE4oDfzqkL7uSLczUhCm+CQY8tUWQeckptLDhAQ0bteaJPBrFOia5nynZwptrMKxeasLBYBXaqFhEkGQH8CHnjDhw8nE9j9+ec0y/nK1ZEMxwtLpNStpJdb+zi1fCShXHpkTnS7WQ88kpGhuXF4o9wzHevXE/D7yZTrlqFx0/loiNRu6+dDh9IPqD/jjLi20yjH3LV6NTkeDxYgU4euBMr43tDQEIzk5bW1MQrQ230wPxBgFGCTBalHIr2dOmQ8wl0XxcQ6XrKWPnUqAAX19ViWLeMO4Os6Rotdsijwy3nxeTzsc7vppIfw6QXF97O9vT2oMbf260eGjpmoVHBEEr1f/OIXhxRYhP4o/ko33ngj8+bNY8KECVx99dXcdddd3H///WF7+sWLm2++mZaWluDPnpA2Xn2BgBA9s9zcf7Fa+RWQqZG1BIBbKfUXUhTw+8mXSE5uEt0kskRDUaB6IHsrJdIpqQ+XpLgV4+YsjbpiKLhvzBhOBKpURHi31cpiwJVAtOam+nragIrnnyfjk094FDhfh7ZCicIzahTDgHNCJoLuBHWIBqBizhz2SER5LDBRh24VLtFL+rdto7u1NVi9na5hdW8sRCJ6dQ0NNAO5cUoSvJI2c27cSJGMQwUaeWCqkZubyxUOB38AqiTl3RtFYwABIQ5mZcyVhake0fwZZjNzAY9KhuPcu5f+QH6cBKZEOv0M6O4mfdUqfgLM0THjpUiTLEKEXaosnFNHM/lh3d38CBi4enVQY344tj5TcEQSvZtuuolNmzZF/RkSITIzc+ZMvF4vuyS1VFJSQo2qihQI/j9S2ySHw0F2dvZBP32NL2fPZhrw6qhRdHV18WhHB38GiqVtkxbwyCTkk2hh6549wYkiLwmCVCA9Qgv9frwuF4FAoNeInhJh89TV4XO7gxNFvlS4agUlIqNugfZMQQEnAHUJWNI4JHXr3LOHjC1b+D4w+TCQDFgzM9kOVIakbr3yDLl0tDg4GrFTJeZuT7GHbljIgsO5bx9tUoAEsc1wtYSzo4P/Aa+odKtAwqm+tKlTqQXcknnpAPKE/GkJk8nEzwMBfgO0LFsGgE3kPzad7VWQucUi58oqso+ADsT88dZWFgMmlfb09g0b2AsMEYIZC/1nzaKTHu1kpnRg8ep4b1llXEwTgqcmemk6tF1TMKapib8B09avx/zGG7wBXN2L8odEcUQSvcLCQkaNGhX1xx4hZbRmzRrMZnOwSnTWrFksWbLkoBZOCxYsYOTIkVH7LR5uCJSXswrYGwgEK0jT0tLI0XAgCiV6jRI1bYGkTIYLxowJmibXrV+Pu62NRX4/b6N/SuTFMWP4GrCjrIy69euxAD45Ji0RLnoRb/szNdInTgQgr7ERFDNdHQeyeBGpBVpHWxuNgPswWAQdSRj0979TbzJRYzYz+o47NN9+mhg85zY20qkiSL1ZvW23WDgDOCUQCPaPDfj93F9Xxz+AgjgjmWVXXUUxcKssMqrtdt30oE0SueuQMc8hx61n0RiAWeYgqyyA0ySKb9UhehTUE6sIeJY81+lxypMsNhv/KinhWg608TNrqDMNhSJNUqRK3SJr6Ubfe9oh2veM9nZs69dzFjAuRkeXvsQRSfTixbJly7j33nv54osv2LFjB88++yw33HADl1xySZDEffvb38Zut3P55ZezYcMGXnzxRe677z5uvPHGPj76xKB8n4aGBurWreNkYFZBASYNPcweGzeOmcAuid61iZlmU5IVYBa7PdheqOGLL+hqaGAOcBqQrvNKuXLoUN4EqoBGcbyvM5s1Hxz+b/166oBhH3wQfK0+CSuIQhFDl7tc2JVVfS9GYSLB0dXFn4Ffh0Rn3h4+nHzg3XPO6ZPjOlIxYN48Murrya6ro1iHNGT+tGkAlHV10SG6phaV+L43oPZsc8t907p3L98MBLgayIuzSrNiwAAGDRrEJPl/nY7FSZ2ybZ9kghy91GvaKtFNh0hLHpXiCDRsf6ZAIXo+IZUBv59+ouHMSqDV32cnn8zfOdAXPU1Hy5GM44/ndOC7sjhwSdpZvwaaPUgX8prd3Y1VUrd+I3XbN3A4HLzwwgvMnTuXsWPH8qc//YkbbrjhII+8nJwc3nvvPXbu3MnUqVO56aabuOWWW7jyyiv78MgTR3+zmZuA0zdtwr9oEe8Bd2mc2qstLuZToFkmhpaaGqqAphTK2BslRdu2ZQtdkrrx0NNjUk8ohQwtLS007d5NA9CgQzl+RiBAAWBWEaF1e/dSDRSrevzGQv/jjsNLT6SzVNIotsOgCMjudnMzcF1I39KgiPswqAw+0pCWl6db2qlUFgzZQLP0bu3tghm1Z5tiztsihredJJZyO/HEE1kOLAJcEvXWA36xDbGI9tQp0Ru7zgVRNiF6ThkrXu7o4G4gW4diNW8I0Wvbtw/FgyA3gSK1448/HhuguNiViOehHigZM4Z3gGWtrXR1dQUdIbp0rvTPEYlAvtdLtugD7Rq1Q9QD2npJHGaYMmUKy5cvj/m5CRMm8NFHH/XCEemHYpOJO4G62lo2KIOmxlExRW+m+BRtKC1lDnDuCSfwWpLbfOCEE3j6v//l9rIySkVf0QnorHxhqMfDxUD+xo18cdJJzAbOO+kkXtF4Pz5lEhWNXmd9PTn0fL+2BFIatvR0dtlsDPJ4GCzplLTDwIXdKuTYTk8EQEmdHU6VwQYOIL2ggIv79WNt0/+zd97hUVTrH/9sT++NEErohBo6iIIKIpaf9epV7O3aRexdQcVeL5arV7HgtfcOSJEiSG+hEwIEkpDet83vj5xZNpvdZJPspHE+z5OHZHeYOTu7O/M973nf71vIWU4nNwNjBw3izRYcg9nNP1I15y0T3WIKDYZGpW3cft11ON5/n56KQsUTTwRymLUw9ugBixYRLCajB4AywKJxb1NLcjJZQA7Qy2ZzGUN30sCE3C4m8KrQK963jwhqrschjRDfEyZMoB8156cKSBk/PtBDdREZGUlISAgVFRVkZ2djVTtDaSz0YkQhYSjQU3yGo0W0vC3SoSN6xxORIlchWlHQC68la4BbwAwpLGQGEC+8o5rV/kwQ3qsXVdR0x6hWE2pbwHct/cABPgZGbNjgqprq3IjlCX9RhNBThNArEsvdViCskRfrXI9lohgNIxj+YnSLgjrcIpQ3rF3LfKCHD4siSeuR2b8/W4AlGzeyESjWoD1VfeiNRtRPipoPptrxlDYyujhk7FiSVq7EunkznTS0ZAoR6SrRpaUoisIwRSEVsGjcCcEwdizdgAtDQsjbu5ezgFEGgybedHY1B1tM5FXxXdTIpf0+ffrwVkICscD6kSM19dHU6XRcHhHBfUD+qlWUm818BCzVOHcyNCEB1fNALTfrPGGCpsdsDlLodRBixAXHCESLL6g+wBfwkQcP8iLQTbiQq9XJTWl/puLeBq1aJO+2hNDTixmqqaLCZY+jRXm8KvR0ohijRERbC5pgJJx3wgn8KH63AiknnRSoYTYZd6Fnc7PJ6VtUxCQgooOZJXcEVEeCVatWAdq0DWsItTRJjeipbQErmmDHkzx6NPEaL5tFi2r8RKuVcjfz81CNq8rVYrri4mKKVq3iB+A7RUGvwffKIQSdUwi9CjEBLm1CDnZ6RgZb3n2XE5ctC9wAfXBjZSXPAPaVKzkaF8cVwGsB9kP1RKfXc9Dtvc/R64mQOXoSrTGHhblmGAPEhSgswFYhirgI68SFYOr8+SwCRgqB1hTSnE7+C5y7dClVIkJYEeD2Pt5wT3K+dMECfgWGVGmQwqtWEIpoV7kQ4U3JiwqfPp2zqVkmPb9fv4B3ZmgK7rmUNrc8xFCxvBzUwdqfdQTGhIVxL/Cr08m9wMBWEONWnQ4rxyYHLjueAPZvDSRJY8YwERgMLmsuo9GouQ2Uat1lt9vJ37oVgAKNvveLunfnXuCIWGnIMRp5EVjchJWh4JgYBl57bYtUc5eL9BBrZmaLtD9T+Xr8eGZTszy9v43nIkuh14E4Kr5U6psaG+icAVEtpxYWpOTmMhGIb4axa3J4ONcA43JzqS4poRyo0sAo1pMgMfsKr6wk7ehRpgBJWiTAi9eiF0KvOUbC48aNY9CgQdiAk66+OmBDbA7uQs9eeax7aahIVg9qQSNeiX8MBZ4FJot/W8MWYkhSEhagVJgjK2KyaNPal66JBEdGsjUujn1A5vz5bAN+Eeb8WhIWGsoyYBtgX7ECgBKNztHfPXrwPHBEiJZ9ISHcDfyuQfV3ILGpLfOys6kqLsYChLSA0IuYOpUHqakuXn7zzZofrzlIodeByHfL4aqmpvF3INGp5p3ihh6hzp6akdsWI5pAJ9rtbOnZkzBgVgvkOkSInJs4q5VEUTEaE+AIKNTYMvwN5AlhZxM5a02JXBiNRpYuXcr8+fO5++67AznMJmMwm1Flgir0FKeTcLW1VoDzRCXNJ+XCC2v9HdEKuZ5m8X1Q/SW/GjiQaGBFI0zEW5quwjvt0MaN9Ad6e7T90wK9wUBvvZ7+QHhGBgDVGk2ePD0/G9v+rLXQiUm7OS+Pbr/9RhXwiDhXWnLppZeSkpJCUlIS/2zjLh1S6HUgKsQH/jDwekpKwC1KDGImaRJLnNFieS6sGbmACUOG4KRmOfLwpk0ARLRApWacEJiRQBDgBBI0mLnuGT+eUcDnIocyV1FYDOQ1sWouKiqKSZMmaZKj01RGGo2kAdUi4luRl+cq5w/3s52VpOXoevLJuLse9jzvvBYfg6eoOFpQQBEQ0obznM4WbdDily8HWibFBKBQrNT0FhW/ihCcgSbJbmcEYBbL6PYDB+gMxLdx03OTcC8ILS7GKapunS0Q0YuPj2f37t3s3btXkyroQNJ27haSZpN3wQWMAPoCu/xsDN4YDEKAmaursZWXu8w0o5vRH9YUEkKuEC35QugFspuHLyK7datlqnnIaKzl7xUoPG9oS5KSOBn4e8qUgB+rtdhhsZBBjf8h1PhvATW+f+qyiqTNoNPr+Vt4my3r1UvTVlG+uC8/n28BszArb2z7s9bg5LIyHgFGijzblkgxASgVSf/qVVGrSt+zt2zhb2CwKNKZvHAhB4HJLRAdaw5h4nxEV1SA8NFztFCup8ViaZF8wOYihV4H4uTrrycjJIRSYNq0aQHfv0ncECw2GwWiH6IDiG5mda9qVHzZunX8CIwV1V5aotPruTc+nq/F30c0iiKqQk/tdduU9mdtHc82aGW5uRQCRTqdptYKkqYzYf589nz/PWNFgn9LM7KignMAvYgeXbZpE28CXdzyPNscwqC8i0j1qG6hG3yVx7UpUqMKY9UhADEptYiKaEMbn6xFDxgAQILdjl6MGbfuK5IObph8vBEXF8eGDRsoLS1l2LBhAd+/Y9gwJgNBsbG8sHMniUC+Xk+CsXkfo9KICCgvZ6woWFjSQsnhe0eNos9PPwFQrtFySGpGBvuA/WvXApDfRoWeoijY7XYcTWjMfV+nThgjI3Hk5FDVrRv50dFM6taNzsnJLNSiklkSEDpPnozN6cTWCu+RrXt3qsrKcBoMVFVVMTEsjMTgYHaFhromRS2FyWTC4IdXnMljQmttocIRe0IC7NnDIeAN4P7TTtPkOIqYlOrEdThIiG5TG2i1WB8Jw4ZxOpANvCq8WGmjRT2thRR6HYzeojWLFgSnpLAASLBaKcrOJhsoNptproFGVUICiLZe0HKtvYYNG8bOn36iAgiaNEmTY1h0OroDpeLm9cqKFcQBmW3ISNhqtXL48GEq3HzwGsNZL72EAbCFhLBv3z5MJhNvvfUWJpOJfcK8WyJxR/fSS+xzOgkOD2ffvn0458yhAiAxscU/MzqdjpSUFMIaWO4L69+/1t/OFrIOMg0ZAitXsgeY160bT2mVD6Z6fgqhFyYie0FtPP/MEhbGmthY8vPzcYiOPAbZkacWUuhJ/CZchMNLS0vZGRfHGODUceNY0Mz9bjz/fKZu3Mg6avojhrRQa69LL72UkS+/zMb4eH6+6y5NjmEQ+TVGESmLtlprIqFtZDnE6XSyb98+DAYDycnJmM3mRltGWMvLMQNVnTsTFB1NUVERTqeTkJAQUttAmzZJ26OiqooQh4PyqCiCk5Jclk32nj0xtmDvXUVRyMvL4+DBg/Tu3bveyF6c2ypJNkALFY7ET5pE1VtvsQwYoWWbLdUnVaRgRIgl6lCNVjsCSefOncnPz8ckopBS6NVGCj2J34RbLFxHjfdctugm0SkA9hm9R4ygClD3FK5hVNKdfv36kZWVhcVi0cz41CD2a3I6QVGIFoIvQmPndn+xWq04nU66dOnS5HOg0+mwKApOg4GgoCCCrVb6AFan09UfWSJxx67XE+RwYNPrMep0Nb2SAUt4uObedJ7Ex8eTmZmJzWarV+glDBmCAzAAI4C3Lr64RcbX65xzOHfYMH5cv57f/vUv7Q4kvqt6qxWn3U6UKLaLaAeTtTMsFqZSYyv2A5DUr18rj6htIYWexG/CQ0N5R/x+2/btQGCaaw8dOpREaqrKHEBnDZtgexLt0T820BhFRM/kcFBx9KirYXuU6E3cVmiOXYvLTUzcGPRWK+FAWSsY8UraCaqYczpxiiVCO2BqYZFXMxT/jmkMCmK32Uwvq5UhQH+PpVyt0BuNfLFiBQUFBZraeOhUoWe3U3rokKvKN7I9CL3iYk4EHgGeBDafeGIrj6htIUviJH5jDg93WWic8+uvLAbGClPN5tCpUyce0es5CuTq9QR1oLC7UeT9mJ1OCnfvBmpa5oR2wNZgiirsRNRSkRW3Eh8oqrhSFJwiJ8zRCiKvsfx60UWkAJuSk+kZ4F7i9WGxWDT3aivq1YuZwNLERAqKingB+K/RSFA7KGxwCBNpdVWoOf3XOyLySizxG51eT5G4GA89epQJQEIAvKR0Oh2D/vlPooFdF13U7P21JUxC6JkUhZK9ewEo1Os7lO2I+00bcAk9/KhkPJ54/PHHGRpAU+65c+cS1chJUWZmJjqdjg0bNjT7+Dqdjm+//bZJ/7cgPJy11HjEOUVOmNPHd2LixIlMnz69aYMMMFfMmcMNTzzBN99806ZMywNBab9+PAYsjI0l32bjHuDxNl5xq6IXpsnDqVmdaMt+jK2BXLqVNIois5n46mrixE09JEC5ZifNm4fj/fc5qQUTsVsCU3Q0O4FcnY7grCwASsxm2nYdW+NQl27rRPSk0KvF3XffzW233dbawwgYhw8fbnLqg06vR6GmGKLCYmEXsH3LFi4dNozCwsJaAvbrr792eTW2NhERETz66KOtPQxNcDd3Vw2sY1rBTLspxE2aBB99xChgnZ92OccTHWtKItGcMg+T0PAAurQbOpjIAwjp35++wIlOJ3nl5fwB7NE4L7ClyQkKqmm6rlbtCcGnkxdb4JhHYVhYWIeINFjFUmtSUpJLHDQWNS/O6XTicDhwADofYi4mJsZV8S/RjhBFoR8QX1RE6YEDpACd2kkaTa/zz3f97hB50ZJjSKEnaRSVHhfc+FZoiN6eiHBrq7bSYOBU4KMJE1pvQBpgNRio4FiOlU5Ee3XNNNKuj4kTJ3L77bdz7733EhMTQ1JSEo8//rjreW9LlEVFReh0OhYvXgzA4sWL0el0/Pbbb6SnpxMcHMwpp5xCbm4uv/zyC/379yciIoJLL720lseg0+lk9uzZpKamEhwczJAhQ/jyyy9dz6v7/eWXXxg+fDgWi4Vly5Z5Xbp97733GDBggCsH69Zbb3U999JLLzFo0CBCQ0Pp0qULN998M2VlZY06T6tXryY9PZ2goCBGjBjB+vXr62yzZcsWpk6dSlhYGImJiVx++eWuDi7qub711luZPn06cXFxTBHt+9yXbseNG8d9991Xa795eXmYTCaWLl0KwEcffcSIESMIDw9nxLBhzH74YcoPHMBut5Odnc0ll1wC1BRI6XQ6rrrqKtfx1aXbBx98kNGjR9d5DUOGDGHmzJmuv99991369+9PUFAQ/fr144033mjUeTse6bR/PxnA7B07iP/9dw4Aj+3Z09rD8gtzWBiLTzmFfJ0O5e67W3s4bQ4p9CSNwuYWjcrX6YhsBx5LrYnFYnFFPXaLYoy2nCisKArl5eWN+qmsrKSyspKysjLXY2WVlZRbrY3aj6IoDQ/QjQ8++IDQ0FBWrVrFc889x8yZM5k/f36jX/Pjjz/Ov//9b1asWMGBAwe46KKLeOWVV/jkk0/46aef+P3333n99ddd28+ePZsPP/yQt956i61bt3LnnXdy2WWXsWTJklr7vf/++3nmmWfIyMhg8ODBdY775ptvcsstt3DDDTewefNmvv/+e3q5VWPr9Xpee+01tm7dygcffMAff/zBvffe6/frKisr46yzziItLY21a9fy+OOPc7fHTbCoqIhTTjmF9PR01qxZw6+//kpOTg4XeeTKfvDBB5jNZpYvX85bb71V51jTpk3j008/rfUefvbZZyQnJ3OiqIC02WzMmjWLjRs38smcORzOzub2++4jpKyMkYmJzBX73bFjB4cPH+bVV1/1epzVq1ezx02AbN26lU2bNnHppZcCMG/ePB599FGeeuopMjIyePrpp3nkkUf44IMP/D53xyMW0a0n2G5HEUu3tnYUSZ24cCExdjvDH3igtYfS9lAkzaa4uFgBlOLi4tYeiub857bblDdq0u6VzaGhrT2cdsESk0nZC8rFAwcqgDJr1qzWHpKLyspKZdu2bUplZaWiKIpSVlamUJN21+I/ZWVlfo97woQJyvjx42s9NnLkSOW+++5TFEVR9u3bpwDK+vXrXc8XFhYqgLJo0SJFURRl0aJFCqAsWLDAtc3s2bMVQNmzZ4/rsX/961/KlClTFEVRlKqqKiUkJERZsWJFrWNfe+21yiWXXFJrv99++22tbR577DFlyJAhrr+Tk5OVhx56yO/X/MUXXyixsbGuv99//30lMjLS5/Zvv/22Ehsb63pvFUVR3nzzzVrnZdasWcppp51W6/8dOHBAAZQdO3YoilJzrtPT0+vsH1C++eYbRVEUJTc3VzEajcrSpUtdz48dO9b1fnhSsnu38vcHHyiAcmT5ckX5+2/lp08+UQClsLCw1rYTJkxQ7rjjDtffQ4YMUWbOnOn6+4EHHlBGjx7t+rtnz57KJ598Umsfs2bNUsaOHet1LJ7fgeOVPT/9pCigFOh0yqKhQxUFlEVu51XS9vBXe8iInqRRxJ9yCkuBQ0BRO6nIam26AKnA61u3kgOM2b+/lUfUMfCMknXq1Inc3Nxm7ScxMZGQkBB6uBUZJSYmuva7e/duKioqmDx5MmFhYa6fDz/8sFaUCervYpCbm0t2djannnqqz20WLFjAqaeeSufOnQkPD+fyyy8nPz/f71Z1aiTR3bR67NixtbbZuHEjixYtqvVa+gmzWffXM3z48HqPFR8fz2mnnca8efMA2LdvHytXrmTatGmubdauXcvZZ59N165dSR4yhAnC/Pdgdjbg/1L/tGnT+OSTT4CaCPT//vc/13HKy8vZs2cP1157ba3X9OSTT9Z5fyS1CRHX83BFwVhcXPNgB8gplciqW0kjGTFiBOcBnwIf3ncfLWdt3H6pNJnAZiNeLGuFteFKtpCQkEbngZVt3kyYzUZpZCThPXuyYcMGnE4naWlpjeqM0djOHJ6VmDqdDqcoBFGtLxS3pUSbzYY33Pej0+nq3a96bn766Sc6d+5cazvPwoTQepLCgz2KmjzJzMzkrLPO4qabbuKpp54iJiaGZcuWce2112K1WgPWyaWsrIyzzz6bZ599ts5z7r5t9b0WlWnTpnH77bfz+uuv88knnzBo0CAGDRoE1AiwKVOmMGXKFObNm0eIw0H+li1Mue02HKK4w1+hd8kll3Dfffexbt06KisrOXDgABeLLhXq+/POO+/UyeWTlZj1EybebyMQWlgIgKGNtGqUNA8p9CSNIiUlhffee4/t27dz8ZVXtvZw2gVVFgu4RWFChOdTW0Sn0/l1U3fHGRJCqNWKMziYkOBgBlosOIGwsDBMAfBZbArx4gZ1+PBh0tPTAQLiHZeWlobFYiErK4sJzSiqCQ8Pp3v37ixcuJCTTz65zvNr167F6XTy4osvukTr559/3qhj9O/fn48++oiqqiqX4P7rr79qbTNs2DC++uorunfvjrGZxTPnnHMON9xwA7/++iuffPIJV1xxheu57du3k5+fzzPPPEOXLl0oP3KEb0SRhl6I8SDxuXOoPow+SElJYcKECcybN4/KykomT57syntNTEwkOTmZvXv31oomShomNCEBJzWJ+7FCMJvacD6xxH+k0JM0mquvvrq1h9CusAYHg5ghA4S3kT63AcO9y4Hd7mqd5GzFCEpwcDBjxozhmWeeITU1ldzcXB5++OFm7zc8PJy7776bO++8E6fTyfjx4ykuLmb58uVERERwZSMmP48//jg33ngjCQkJTJ06ldLSUpYvX85tt91Gr169sNlsvP7665x99tk+iyDq49JLL+Whhx7i+uuv54EHHiAzM5MXXnih1ja33HIL77zzDpdccomrgnn37t18+umnvPvuu42KgoWGhnLuuefyyCOPkJGR4aqiBejatStms5nXX3+dG2+8kbUrVjDrv/8Fjt2EUnv1QqfT8eOPP3LGGWcQHBxMmDAc92TatGk89thjWK1WXn755VrPPfHEE9x+++1ERkZy+umnU11dzZo1aygsLGTGjBl+v57jDZ3BQCkQAXS12wEIaQftzyQNI3P0JBKNsXlEyBIC2B2hTeAm9BxqlwNa30fvvffew263M3z4cKZPn86TTz4ZkP3OmjWLRx55hNmzZ9O/f39OP/10fvrpJ1IbeVO88soreeWVV3jjjTcYMGAAZ511Frt27QJq7EJeeuklnn32WQYOHMi8efOYPXt2o/YfFhbGDz/8wObNm0lPT+ehhx6qs0SbnJzM8uXLcTgcnHbaaQwaNIjp06cTFRXVpM4P06ZNY+PGjZx44ol0davIj4+PZ+7cuXzxxRekpaXx0uuv88Idd7iedwJdU1N54oknuP/++0lMTKxlNePJhRde6MpXPPfcc2s9d9111/Huu+/y/vvvM2jQICZMmMDcuXMb/f4cj7wfHs4s4E3gAyDCS7W4pP2hU5RGehpI6lBSUkJkZCTFxcW1fNMkEoDFJ57IxGXLACjQ6YhRO0i0Aaqqqti3bx+pqamNyqdzp3TrVsIrKykNC8OUlETQ7t3YAWM9xQiS4xtrdTXbNm/GAvQHbICplT4vgfgOdBTS0tLIyMhw/V1aWuozqippffzVHjKiJ5FojZs3Wk5HvJG4RfQUt4ieROILg9GIHSgH1gP7OuL3oh3iLhbUimVJ+0cKPYlEY6ouvpiTgN+BQx3QkqYiNJQdQGlQEE6R2+NUxZ9E4gX3ZWEHoLSRXrbHO11jYhgBjAG6ykKMDoMUehKJxgwaNIg/gSnAWuEd1pFwmEyUAladDkVUTEqhJ6kPnU5Hil5PD8BCXascSetw6/79/A2sBD5xa4Mnad+0a6H31FNPMW7cOEJCQojy0Xw5KyuLM888k5CQEBISErjnnnuwi6iDyuLFixk2bBgWi4VevXoxd+5c7QcvOW7o3Lkzd9xxB+PHj+eaa65p7eEEHHfPOsXhqGlz0YREfsnxRSQQA/QB2k+jrY6N023FoURG9DoM7dpexWq18o9//IOxY8fyX1Gq747D4eDMM88kKSmJFStWcPjwYa644gpMJhNPP/00UOPgfuaZZ3LjjTcyb948Fi5cyHXXXUenTp1czbslkubyyiuvtPYQNMPkcBAPmKurqYiOZgcQEx5OBzORkQQYp14PTicWIEhGgNsEhm7dXL87ZJVyh6FdT7ufeOIJ7rzzTpf7uie///4727Zt4+OPP2bo0KFMnTqVWbNmMWfOHKzCjf2tt94iNTWVF198kf79+3Prrbdy4YUX1vFmkkgk3jFbrXQDwqurj3WmkF0IJA3gdDNoNjTQKUTSMnS+8ELX71FTp7biSCSBpF0LvYZYuXIlgwYNIjEx0fXYlClTKCkpYevWra5tJk2aVOv/TZkyhZUrV/rcb3V1NSUlJbV+JJLjFZ1YptUpiqurgWw3JWkQt4pOSxtuC3g80eOMM/hz2jSWnH46Q9x8DiXtm3a9dNsQR44cqSXyANffR44cqXebkpISKisrvfaknD17Nk888YRGo5ZI2hluQi+krIwegCIi5hKJL8K6dqW0qgpdSAhhZnNrD0ciOPHjj1t7CJIA0+Yievfffz86na7en+3bt7fqGB944AGKi4tdPwcOHGjV8UgkrYnaAUOnKJitVmIAs/RhlzSATq8nvF8/wtw6aEgkksDT5oTeXXfdRUZGRr0/PfzsFZqUlEROTk6tx9S/k0R1ka9tIiIivEbzACwWCxEREbV+JJLjFreIHqrA60BLtxMnTmT69Ol+bz937lyfLgCtweLFi9HpdBQVFQGBGV9be40SicQ3bW7pNj4+nvj4+IDsa+zYsTz11FPk5uaSIErF58+fT0REBGlpaa5tfv7551r/b/78+YwdOzYgY5BIOjquHD1AL4oxWrvPrcQ3F198MWeccYbf23fv3p3p06fXEruN3YdEImk92lxErzFkZWWxYcMGsrKycDgcbNiwgQ0bNlBWVgbAaaedRlpaGpdffjkbN27kt99+4+GHH+aWW27BYrEAcOONN7J3717uvfdetm/fzhtvvMHnn3/OnXfe2ZovTSJpN7gv3epERE9nbHNzyHaNoih1/D+bSnBwsGvi25r7kEgkLUO7FnqPPvoo6enpPPbYY5SVlZGenk56ejpr1qwBair/fvzxRwwGA2PHjuWyyy7jiiuuYObMma59pKam8tNPPzF//nyGDBnCiy++yLvvvis99CQSf7FY2AXsNxjQt5DQmzhxIrfddhvTp08nOjqaxMRE3nnnHcrLy7n66qsJDw+nV69e/PLLL7X+35IlSxg1ahQWi4VOnTpx//331xJQ5eXlXHHFFYSFhdGpUydefPHFOseurq7m7rvvpnPnzoSGhjJ69GgWL17s99gzMzPR6XR8+umnjBs3jqCgIAYOHMiSJUtc26jLrb/88gvDhw/HYrGwbNkynE4ns2fPJjU1leDgYIYMGcKXX35Za/8///wzffr0ITg4mJNPPpnMzMxaz3tbdv3hhx8YOXIkQUFBxMXFcd5557nO8/79+7nzzjtdOdK+9vHmm2/Ss2dPzGYzffv25aOPPqr1vE6n49133+W8884jJCSE3r178/333/t93iQSSRNRJM2muLhYAZTi4uLWHopE0igqKyuVbdu2KZWVlbWfKCvz/eOxbVV+vrJ26VJl/bJlinXpUkVZulSpzMqq2baiwr/9NpIJEyYo4eHhyqxZs5SdO3cqs2bNUgwGgzJ16lTlP//5j7Jz507lpptuUmJjY5Xy8nJFURTl4MGDSkhIiHLzzTcrGRkZyjfffKPExcUpjz32mGu/N910k9K1a1dlwYIFyqZNm5SzzjpLCQ8PV+644w7XNtddd50ybtw4ZenSpcru3buV559/XrFYLMrOnTsVRVGU999/X4mMjPQ59n379imAkpKSonz55ZfKtm3blOuuu04JDw9Xjh49qiiKoixatEgBlMGDByu///67snv3biU/P1958sknlX79+im//vqrsmfPHuX9999XLBaLsnjxYkVRFCUrK0uxWCzKjBkzlO3btysff/yxkpiYqABKYWGh1/H9+OOPisFgUB599FFl27ZtyoYNG5Snn35aURRFyc/PV1JSUpSZM2cqhw8fVg4fPux1H19//bViMpmUOXPmKDt27FBefPFFxWAwKH/88YdrG/U1f/LJJ8quXbuU22+/XQkLC1Py8/Mb9d4HGp/fAYmkjeOv9pBCLwBIoSdpr/i8ydWUVXj/OeOMWps6Q0J8bzthQu39xsV5366RTJgwQRk/frzrb7vdroSGhiqXX36567HDhw8rgLJy5UpFURTlwQcfVPr27as4nU7XNnPmzFHCwsIUh8OhlJaWKmazWfn8889dz+fn5yvBwcEuobd//37FYDAohw4dqjWeU089VXnggQcURfFf6D3zzDOux2w2m5KSkqI8++yziqIcE3rffvuta5uqqiolJCREWbFiRa39XXvttcoll1yiKIqiPPDAA0paWlqt5++77756hd7YsWOVadOm+Rxvt27dlJdffrnWY577GDdunHL99dfX2uYf//iHcobbZwVQHn74YdffZWVlCqD88ssvPo/dEkihJ2mv+Ks9ZCKNRCJplwwePNj1u8FgIDY2tlaXHNUfMzc3F4CMjAzGjh3rWn4EOOGEEygrK+PgwYMUFhZitVoZPXq06/mYmBj69u3r+nvz5s04HA769OlTayzV1dXExsY2avzuBV9Go5ERI0aQkZFRa5sRI0a4ft+9ezcVFRVMnjy51jZWq5X09HTXa3Qfv+dxvLFhwwauv/76Ro3dk4yMDG644YZaj51wwgm8+uqrtR5zf89CQ0OJiIhwvT8SiUQbpNCTSCR1EQVNXvGoqFUOH0a3cSMAGwEHkJ6eXiOo9B5pwB75Ys3BZDLV+lun09V6TBV0alu2QFBWVobBYGDt2rV1un+EuXV6CBShoaG1jg3w008/0blz51rbqcVlTcGXjZQWeHvPAvn+SCSSurTrYgyJRKIRoaG+f4KCam2qj4jAGRwMwcHogoPRh4ejCwur2dZTRPjaZwvQv39/Vq5cieJm5rx8+XLCw8NJSUmhZ8+emEwmVq1a5Xq+sLCQnTt3uv5OT0/H4XCQm5tLr169av2o3pz+8tdff7l+t9vtrF27lv79+/vcPi0tDYvFQlZWVp1jd+nSxfUaV69e7fM43hg8eDALFy70+bzZbHa1tvNF//79Wb58ea3Hli9f7rKxkkgkrYeM6EkkkmbjoGbW2BsobeWx+OLmm2/mlVde4bbbbuPWW29lx44dPPbYY8yYMQO9Xk9YWBjXXnst99xzD7GxsSQkJPDQQw+hd4tK9unTh2nTpnHFFVfw4osvkp6eTl5eHgsXLmTw4MGceeaZfo9nzpw59O7dm/79+/Pyyy9TWFjINddc43P78PBw7r77bu68806cTifjx4+nuLiY5cuXExERwZVXXsmNN97Iiy++yD333MN1113H2rVrmTt3br3jeOyxxzj11FPp2bMn//znP7Hb7fz888/cd999QI2P3tKlS/nnP/+JxWIhLi6uzj7uueceLrroItLT05k0aRI//PADX3/9NQsWLPD7fEgkEm2QET2JRNJsnGKZNBgIb6NLcZ07d+bnn39m9erVDBkyhBtvvJFrr72Whx9+2LXN888/z4knnsjZZ5/NpEmTGD9+PMOHD6+1n/fff58rrriCu+66i759+3Luuefy999/07WRrbyeeeYZnnnmGYYMGcKyZcv4/vvvvYood2bNmsUjjzzC7Nmz6d+/P6effjo//fQTqampAHTt2pWvvvqKb7/9liFDhvDWW2/x9NNP17vPiRMn8sUXX/D9998zdOhQTjnllFpRwZkzZ5KZmUnPnj19mtmfe+65vPrqq7zwwgsMGDCAt99+m/fff5+JEyc26pxIJJLAo1Pc1zEkTaKkpITIyEiKi4tlOzRJu6Kqqop9+/aRmppKkMeSbGOoXLeOYCHwyo1GQocODdAIOx6ZmZmkpqayfv16hsrz1OoE6jsgkbQ0/moPGdGTSCTNRnGrZFU8CzAkEolE0mrIK7JEImk2Tjdxp8j2ZxKJRNJmkFdkiUTSbMqCgwm22TAAeFhoSGrTvXt3ZMaMRCJpKWRETyKRNBtHaCgV4nddMzzdJBKJRBJYpNCTSCTNxmw2o9oHG1rQgFcikUgk9SOXbiUSSbOXEsPDw9mq0xFkMNA/JiZAo5JItEcuo0s6OlLoSSTHMWpLqoqKima1wgoKCmLAgAHo9Xr0Hq3BJJK2jNVqBajT0k4i6ShIoSeRHMcYDAaioqJcjeVDQkJcPWKbgtPppKqqKlDDk0g0xel0kpeXR0hICEZZLS7poMhPtkRynKP2aFXFnkRyPKHX6+natWuzJjgSSVtGCj2J5DhHp9PRqVMnEhISsNlsrT0ciaRFMZvNtfoZSyQdDSn0JBIJULOMK/OUJBKJpGMhpzESiUQikUgkHRQp9CQSiUQikUg6KFLoSSQSiUQikXRQZI5eAFANN0tKSlp5JBKJRCKRSI4HVM3RkOm3FHoBoLS0FIAuXbq08kgkEolEIpEcT5SWlhIZGenzeZ0i+780G6fTSXZ2NuHh4Zp5MZWUlNClSxcOHDhARESEJsdoD8jzUIM8D/IcqMjzUIM8DzXI83D8nANFUSgtLSU5ObleiyAZ0QsAer2elJSUFjlWREREh/7g+os8DzXI8yDPgYo8DzXI81CDPA/HxzmoL5KnIosxJBKJRCKRSDooUuhJJBKJRCKRdFCk0GsnWCwWHnvsMSwWS2sPpVWR56EGeR7kOVCR56EGeR5qkOdBngNPZDGGRCKRSCQSSQdFRvQkEolEIpFIOihS6EkkEolEIpF0UKTQk0gkEolEIumgSKEnkUgkEolE0kGRQk8ikUhaiYkTJzJ9+vTWHoZEIunASKEnkUgkEolE0kGR9ioSiUTSClx11VV88MEHtR7bt28f3bt3b50BSSSSDokUehKJRNIKFBcXM3XqVAYOHMjMmTMBiI+Px2AwtPLIJBJJR8LY2gOQSCSS45HIyEjMZjMhISEkJSW19nAkEkkHReboSSQSiUQikXRQpNCTSCQSiUQi6aBIoSeRSCSthNlsxuFwtPYwJBJJB0YKPYlEImklunfvzqpVq8jMzOTo0aM4nc7WHpJEIulgSKEnkUgkrcTdd9+NwWAgLS2N+Ph4srKyWntIEomkgyHtVSQSiUQikUg6KDKiJ5FIJBKJRNJBkUJPIpFIJBKJpIMihZ5EIpFIJBJJB0UKPYlEIpFIJJIOihR6EolEIpFIJB0UKfQkEolEIpFIOihS6EkkEolEIpF0UKTQk0gkEolEIumgSKEnkUgkEolE0kGRQk8ikUgkEomkgyKFnkQikUgkEkkHRQo9iUQikUgkkg6KFHoSiUQikUgkHRQp9CQSiUQikUg6KFLoSSQSiUQikXRQpNCTSCQSiUQi6aBIoSeRSCQSiUTSQTG29gA6Ak6nk+zsbMLDw9HpdK09HIlEIpFIJB0cRVEoLS0lOTkZvd533E4KvQCQnZ1Nly5dWnsYEolEIpFIjjMOHDhASkqKz+el0AsA4eHhQM3JjoiIaOXRSCQSiUQi6eiUlJTQpUsXlwbxhRR6AUBdro2IiJBCTyKRSCQSSYvRUMqYLMaQSCQSiUQi6aBIoSeRSCQSiUTSQZFCTyKRSCQSiaSDIoWeRCKRSCQSSQdFCj2JRCKRSCSSDooUehKJRCKRSDoUW997j42vvNLaw2gTSHsViUQikUgkHYbi/fvpee21mIED6el0mTChtYfUqsiInkQikUgkkg5D9p9/EkSNwDn088+tPZxWRwo9iUQikUgkHYbSnTtdv1fv2tWKI2kbSKEnkUgkEomkw1C1d6/rd6WgoBVH0jZo10Jv9uzZjBw5kvDwcBISEjj33HPZsWNHrW2qqqq45ZZbiI2NJSwsjAsuuICcnJxa22RlZXHmmWcSEhJCQkIC99xzD3a7vSVfikQikUgkkgCwIyaGj4APgOUpKa09nFanXQu9JUuWcMstt/DXX38xf/58bDYbp512GuXl5a5t7rzzTn744Qe++OILlixZQnZ2Nueff77reYfDwZlnnonVamXFihV88MEHzJ07l0cffbQ1XpJEsGTUKI7q9ez54YfWHopEIpF4xel0kpWVhaIorT0UiRuZ4eFcAVwFbG+gD+xxgdKByM3NVQBlyZIliqIoSlFRkWIymZQvvvjCtU1GRoYCKCtXrlQURVF+/vlnRa/XK0eOHHFt8+abbyoRERFKdXW1X8ctLi5WAKW4uDiAr+b4xelwKAooCihLBg5s7eFIJBKJV55++mkFUF588cXWHorEjTvuuEMBFEA544wzWns4muGv9mjXET1PiouLAYiJiQFg7dq12Gw2Jk2a5NqmX79+dO3alZUrVwKwcuVKBg0aRGJiomubKVOmUFJSwtatW70ep7q6mpKSklo/ksBRcuCA63eTeE8lEomkrfHkrFnEAh8/8khrD0XiRuSBA/wDuBXon5nZyqNpfTqM0HM6nUyfPp0TTjiBgQMHAnDkyBHMZjNRUVG1tk1MTOTIkSOubdxFnvq8+pw3Zs+eTWRkpOunS5cuAX41xzf5bgLbWFXViiORSCQS30yorOQo8HlFRWsPReLGaWvX8jnwOnDdvn2tPZxWp8MIvVtuuYUtW7bw6aefan6sBx54gOLiYtfPAbcIlKT5lLiVw/8UHt6KI5FIJBLvKE4nqkNbr1YdicQTY3W163eLLKzsGELv1ltv5ccff2TRokWkuFXYJCUlYbVaKSoqqrV9Tk4OSUlJrm08q3DVv9VtPLFYLERERNT6kQSOvSkphAMpwEetPRiJRCLxQsnBg7X+tsmoXpvB5Cb0ghyOVhxJ26BdCz1FUbj11lv55ptv+OOPP0hNTa31/PDhwzGZTCxcuND12I4dO8jKymLs2LEAjB07ls2bN5Obm+vaZv78+URERJCWltYyL0RSi/KKCsqAQ0B+fn5rD0cikUjqUOERIChy826TtC4mm831e7DT2YojaRu06163t9xyC5988gnfffcd4eHhrpy6yMhIgoODiYyM5Nprr2XGjBnExMQQERHBbbfdxtixYxkzZgwAp512GmlpaVx++eU899xzHDlyhIcffphbbrkFi8XSmi/vuKW8vBwd0A0ILy5GcTrR6dv1nEQikXQwKvPyav1dvHcv8SI/XNK6uC/XhsJxfw9p16/8zTffpLi4mIkTJ9KpUyfXz2effeba5uWXX+ass87iggsu4KSTTiIpKYmvv/7a9bzBYODHH3/EYDAwduxYLrvsMq644gpmzpzZGi9JAiT8/TcfAfuATUDF0aOtPCKJRCKpTZXHdani0KFWGonEE3ehZwKsZWWtN5g2QLuO6Cl+mFQGBQUxZ84c5syZ43Obbt268bNsfNxmiNmzh4luf1fk5BCakNBaw5FIJJI6WD1aa9kKC1tpJBJPPJdrK/LysBzHufTtWuhJOiY6j6TmCrf8SYlEImkLuAu9V4G04ODWG4ykFs+YzZiENdcB4Dmnk+jWHVKrIoWepM3hKfQ8l0gkEomktSk2mfgG2APcA8wVRv2S1uctnY5Kt78fPc4rb6XQk7Q59JWVtf6ulkJPIpG0MfZ36sT1bn+XHed5YG0Jq9UK1OTgOxyO4/69adfFGJKOiWc3jGppsSKRaIrdbue3336jtLS0tYfSblDFQxCQCNhkikmbwGGzMcrhYDhwRlgY5wHW47ypgRR6kjaHu6s5gN3D8FoikQSWOf/+N7edfjqvn3lmaw+l3VAmepw/BxwBhv7xR6uOR1KDtbSUFcAa4JWKCr4GTJs2tfKoWhe5dCtpc6hml39Q82XtexxXS0kkLcGKN99kJ1D455+tPZR2w/hff6UaMIu/dcf58mBbwVpailoWU2E2g82G/Th/b2RET9LmuKtnT7oAFwcHcx+QFRvb2kOSSDo0GcJ3LJq6rb0kPqiudok8AL1sgdYmcPfMqxZNDxwi+nq8IoWepM2R53BwEAiJjweQeUMSicb0dcsvy123rhVH0n7QiYT/YvG3waOITNI62IXgrgZsqtCTET2JpG1RLXL0UiIj6QYoHj0lJcfIz8/nnXfekWJY0mTsVVV84XYjLN62rRVH037QC6FXZKzJgPLMLZa0DlZxLbQCDiH0lONc6MkcPUmb46YjR3AAg/LymAwsXrq0tYfUZrn11lv59NNP2bRpE6+//nprD0fSDik9dKiWmWx1dnarjaU9oRO5xKUWC9jtmKXQaxOoET2bTocjKKjmwfLyVhxR6yMjepI2xz9LS5kBhImZskHmvvjkzk8/ZTnw27//3dpDkbRTyjx6tNrz8lppJO0LgxB6lSEhAJjF35LWxS5EnVWnQ1GF3nF+D5FCT9LmMIsexrbwcAAMHr56khqsZWUMB8YBpfjX+1ki8aT88OFafzulb6Vf6EUBy9HYWOYCC4Tgk7QuFeHhPAy8GxlJxqBB3ACs7dq1tYfVqkihJ2lzqELPEV2zoGSQSyJeyd2wAYP4fRtQsn9/aw5H0k6pdivEuBfYlJDQeoNpR+wOCWEBkNmnD1cDL8het22C8ogIngI+jIvjaJ8+vAPsOM4tuqTQk7Q5LOJfnegdaRJJz5LalLm5vUcDuevXt95gJO0WVeitBp4HNqnLXZJ6eadLFyYDOenpAJQf53lg9WGrqGDl9OkcXr1a82OpxXwWi4XQ0FBAvjdS6EnaFA6r1VUhZBCRBbMUel6p9EiaL8/KaqWRSNozVtFLWrUJKSwsbL3BtCNUQREbE0MoEHKcV3bWx8prr2Xsq69SOmGC5sdyFhYyGOiuKMTabJwKdPbIQz3ekEJP0qaodjO2NCclAWARuTCS2lQdOVL77+P8YiZpGgdiY7kX+AoYAcS28wnD8ptuYmWXLuRs2KDpcVSh18lioQw4YLVil/nEXrEsXgxAn6oq8nfs0PRYEevWsRGYvX8/PfbuZQFw0ZYtmh6zrSOFnqRNYXUTeoZ+/XgL+E4mOXvFszrSJv0GJU3gQEQEzwMlERH8DUxvxz569qoqxrz1FmMPHiTj+us1PdZHGRkUAF0LClyPlbvlO0qOES36lc8HMt1STrTAIYyr7QYDBlHQZzrOK6Kl0JO0KaosFlKB/oB58GBuAp43mVp5VG2T0upq9rj97ZA3GUkTqBQ3RqMofgpuxzfFQ8uXuwqUwvbt0/RYYXY70UBwTAzqmkOlWAaX1CZKpN/cA+zU2L5HEVFVh8GAUQi94936Rgo9SZui2m4nE8gMCiJMfEmP90RaX6zo2ZNewIvqA9IWQ9IEgo4cYTjQSVQmBjscrTugZpC7bJnr94Ti4nq2bD5mpxMAQ1gY6hWqSn4H6+C024kR5yoXyNbYkNspJi4OoxFTZCQA5nb8mQ4EUuhJ2hS1KqZCQogGYsrLcR7nX1RvqEnz+3Q6NgFHxcVUS0pLSzkkcwE7FGNWrmQNcI5YXgttgc+RVlTt3ev6PcPh0NRb0iT2bQ4Lo1JfcyutdlvGldRQtG+fq8CuC6BonKOniHuI02jEHBUFgOU4v39IoSdpU9izsngWmGG3EwoUAFlApZwp16FYRCx+7t6dIcBnqamaHq+yspL09HS6du3KOtn4vsVYetllHNXr+fvxxzXZv07cGG3iphhOTRSmPbKuWzfGAunA6YqiaQWx6vdpCgujylCzYFwtr1N1yKmqoh/wE7AKGC0KM7RCXbp1Go1YRDpCUDuevAQCKfQkbYtDh7gXuKaqipC4ONfDFbItUx0uWbGCNcBFonF3scZLVUuXLmXPnj04nU6++uorTY8lOcaoefOIUxTinn5ak/2rhuSK2/etvJ0W9hysrOQvYIP4W8tlQtVt0F3oWaU1TR3yCgvZAXwj/g7S+DrliuiZTFiEF2vIcd41SAo9SZtC7VNo0+vRG42oHQpl7ktdkkpKGA50DgsDoMStYlkLHC+9RCaQB4z64gtNjyWpoeTgQZeg6GKzoWgQmdCLRHldbCzqAle5h3VPe+GoRzHEEY1eh9Nuxyx+N4WHsyo2lg+AYmk2XQf1uqRO1YM1zrnO6tSJZ4Ct3bph6dyZu4EZgPM4jupJoSdpU6hCzy5yXip0OkAKPW8YRSVZH6eTDOD1TZs0PV5URgbdgDigz8GDmh5LUsOuI0dQF+SNwFENrE8M4nOkDw3lmaAg7gNK2+lNcdDGjdwB/AkcAoJ/+UWT41grK1kC/AWYIyP5ZMAArgKyZfu4Opi2beMR4FRxTY/QuKXlruRkHgC2pKURHB/Pi8DbQNVx7HFobHgTiaTlcFTUxPBsYimkSq8Hh0MmOXvBJPKozNHR9AMOa3wBjXB7DyJkt5IWYX9WFpnUiJbOwNENG4gfODCgxzC6Cb234+M5cOAAFwb0CC3H5F27GOT29y6Nlm6rnU4mit+r4uJkq616CMnIYCawX68Hp5NwjQsjrOLaZDabCXbrP1xRUUHIcerJKiN6kjaFKvTsqtAz1sxFbKIiUHIM1TLA0LkzAOEaR2ESKypcv8c6HJosI0pqoy5FqnKldPv2gB/DKCYMhrAwwoWlUWlpacCP0xKoHoBZ4rqhaORrV+02qTKbzYSGhBAEVMocvTo4xWepSIisCEXRtNjHXFhIDyBSUTAYDIwzmZgIVBzHHodS6EnaFC4PJLWKTQo9n6iWAUHduwMQBtg1iupVHD1KvFtCcxBQ1k7zuNoTkcuXMxtYB0wDdoh8zEDyTXQ0swBbr170MpsZBlS3UwudYCEg8tXzpJHwUoWe2WxGp9Nx3fr1VALpv/+uyfHaM4roAVwuqroNQKmGRTKTV6xgD3CScAb4wW5nEWDbvVuzY7Z12r3QW7p0KWeffTbJycnodDq+/fbbWs8risKjjz5Kp06dCA4OZtKkSezatavWNgUFBUybNo2IiAiioqK49tprKZMNqlsFVejZhcD7KyGB/wAFx2nIvT5Uy4CwXr1cj5VpdAHNXrECqGl8r2a6FGvceUACiVu3cj815/0TYKcGS4OfhoTwKODs04dHs7JYC0SI97u9ESK+E+WxsQAYNJogOnbtIgfYKISloi4RyqXbuqh515GRPGswcB9QrOH9VSeiuopwI6gSuYHW4zhY0O6FXnl5OUOGDGHOnDlen3/uued47bXXeOutt1i1ahWhoaFMmTKlVmLmtGnT2Lp1K/Pnz+fHH39k6dKl3HDDDS31EiRu7B4wgEHAf4cMAeDbAQP4F3BIJjnXIY8ap/mQ5GQqxWNlGkViCtevB+BIUBBlokCmUrZcc1G8fz87Pv884Ps1iohUqWgDmKvBOVdboAUHB2MTN0dHO70phoqos12kM5g1EhS24mISgDg1yi1y9PRu6Q0SgTgnzpAQXomP5zmgUMOWZKrQ05lr6qKrpdBr/0Jv6tSpPPnkk5x33nl1nlMUhVdeeYWHH36Yc845h8GDB/Phhx+SnZ3tivxlZGTw66+/8u677zJ69GjGjx/P66+/zqeffqp5qxZJXUoNBrYAhWJGLpOcfTNYpyMRMPXrR6lapazRcmrx7t3YgcLoaCoMBpzISmgVp93OkX796Hvxxay4886A7lsVKklxcZwFJGlQdduttJS+QLDBgF1EppwB8jorzc5m+Y03UpSZGZD91Ye1tNRleWLo0QOAII2El7sNFHBM6B3HlZ2+cInf0FCixPKtlkbWehFl1YlJiyv9R2P/vrZMuxd69bFv3z6OHDnCpEmTXI9FRkYyevRoVq5cCcDKlSuJiopixIgRrm0mTZqEXq9n1apVXvdbXV1NSUlJrR9JYFAjrRbxJQ0PDiYS6Tjvic1mwyFy9EJCQthrsbAZKNMoif63pCSCgO/OOYcL+vbFABzu2lWTY7U3tm3ezKdVVRwETPPmBXTfIUJQDDWZ+AE4b/PmgO4f4IeCArYD4YWFOIRgIUCfo60jRnDC22+z2+36qhXuOaPBgwezBdgvos+BRhV6VrF/ncgJNLYDobftww/JNJtZPHx4ixzPoJ6TsDB6h4SQDlTs36/Z8VxCT3gaqkLPcRzfpzu00FPNMhMTE2s9npiY6HruyJEjJHgsCxqNRmJiYnyabc6ePZvIyEjXT5cuXTQY/TFKS0t57733uOuuuzQ9Tlsgaft2HgGGiU4Yl61bRxEwcsGC1hxWg5Tn5bHo1FNZO3t2ixyvwi1SERISwq1paQwGDmu0xL1v3z4cQKf+/TGLRuEyj7WGjdu28TOQAnQJ8IQkVFhFWLt1q/lbAyGhGlBYIiNRhNDTBeC9Ld6/nzGHDwMwIj9f0wR8gFLgBOAskwnzqacyCLhOTBgDjV2cH9UGyhARUfOvxhZHgaD8rrvobrMxcd06sn0EMwLJh717Mw44MGYMj2ZlsQ6IWLpUs+MZhNDTC6FnF2kPdin0JI3hgQceoLi42PVz4MABTY9XUVHBF9deS++XXuLwmjWaHqu16bJzJzOBdJFrpogiDF0bz31ZffbZnPzHHwx48EEKPIp9tKDqwAFWAQupqfyLFOJLqzZomWLprXv37u3egiPQbNu2jQzxe5LTSXEAoxXBImpr6tMHgIgA5zbZq6owid8tUVEg3lt9AFIl/v7tN953+zvzxx+bvc/6KLNaWQGsiowkRrS+KiwsRNGg/ZXL71Ms3apCz9zG/SXLc3MZ5GYzkvnJJ5ofcx+wEiAlhWoxkbBruEJj8Fi6tYtcPcdxfL3q0EIvKSkJgByPvo05OTmu55KSkuokONvtdgoKClzbeGKxWIiIiKj1oyWJiYk8HxbGjcDOl1/W9Fitjtp3U3w51dwXXWWlr//RJuj3999Aje3Ijjff1Px41UePMgoYBeh0OtdnUCuh9+ymTcwDekdEcEFuLp8Dse20MjPQRK1Zw2S3vw8EMPocKqpIQ4VJcozTGVD/wiq3XKmg6Gh0amQqAN+3VXl5XAMsEX+XbtnS7H3WhxphDgsLcwk9u92uSeTZ0+9T6daNb4C/27g7wJ6vv8a9SZt161bNj6nmV4eGhuLQ2PYGYHF0NK8DVSIKvrJnT+4FDnTqpNkx2zodWuilpqaSlJTEwoULXY+VlJSwatUqxo4dC8DYsWMpKipi7dq1rm3++OMPnE4no0ePbvEx++LoCScAEK5RSx9PSlqpxZVOnRGrSy7iwmBow7kvuZs20cnt5lst/Ju0pFpcKCtFjtDlmZlsA3r+9lvAj1Vy6BCn2mxcCqT07k2/sjL+AYS1QIJ9oFm8eLHP3NumcsratXzl9negTI2dTifpwFAg5tRTATAR2O9mlVslYlBUFGVpaTwNLBLFUM1hixB2meJv644dzd5nfdh27uR24P+cToKDg1mj03EIKNYgr7HCYGAtcFBcn+zp6ZwPvCAi622VdUVFXEdNpxUAg4a5cipTsrKYDsRUVOAU50enYQXsZ3Fx3A5U9O8PwJZ+/Xge2B8drdkx2zrtXuiVlZWxYcMGNmzYANTkEm3YsIGsrCx0Oh3Tp0/nySef5Pvvv2fz5s1cccUVJCcnc+655wLQv39/Tj/9dK6//npWr17N8uXLufXWW/nnP/9JcnJy670wD3o99BAAQwsLNc+rWDR2LBFdurD4pJM0PY43PIWeQSwlGdtw7kvWDz+4fn8aWKlRArg7VhG5U60DYhSF/oApL6+e/9U0jvz1FwAFOh3hnTvjVBu3t/HldE+WLl3KySefzOXjxrFryZKG/4OfRIiIRaF4360BMmatqKhgD7ARiOvRAzUuVbRnT0D2D1AtbrhVgN5opHroUB4CflaLMppB8dq1GIHyhAT2A8Uaf15M27bxKnBdQQE6nY4UnY5koFyD1JoDffowAnhV2EC1F3eAvzIz+S8wMSGBWOBpUZ2sJVfk5PAyEFNSAqppsob5vWoLNLWgT217VtHOrleBpN0LvTVr1pCenk56ejoAM2bMID09nUcffRSAe++9l9tuu40bbriBkSNHUlZWxq+//kpQ0LEA9rx58+jXrx+nnnoqZ5xxBuPHj+c///lPq7weX6SceCIbIiPRAzvFa9OCnA0bOFnc2Ef++SfVLXzhUj2QVKGnF0tJpjYs9LZkZ/Mh8AzwENAS3viqVUC1WDpy5VZpkHBcKCKUR4T1hmpEShuOsnrjiy++4Hlgp9PJoccfD9h+Y8Rn8/euXXkZ2Goy1f8f/ETNgdTr9YSEhFAo3uvSABpVuws9wJUC0FwnAWtZGd/t2kU5kH3mmXQHvhQdXLTCLqLcVpH2oXoPVmiwOqF2xlDFhCr0qtt4HtimTZsAGHPaaRQAuS3QFixI5Jmao6MxiEixScP7Snh5OQmARUyCExSF4UDQcWyX1u6F3sSJE1EUpc7P3LlzgZr8pZkzZ3LkyBGqqqpYsGABfURis0pMTAyffPIJpaWlFBcX89577xGmQauh5lJ2/vkAdF28WLM+o7veesv1ewywOSPD98YaoFfNLoUQN4pQv1lDg83m8mt+PlcCi6dMAWgR/0VV6FlVoSfOk0GDC2iV+AwUq0sfQvDp2rD49saqVatcy4ihAcpNspWXEyuS/Xeeey4zgCUBiuhW7NvH08B9JhM6nY63unRhGscEdyCotFiYDbwnhEpkSAg9gaRmRoazFi7EBFQDPcePB4717dUKh/hOqKbP5WpnBA2+j55CL6K0FBtwsA17tTntdoatXctoYNLJJwOQp8EKgCfB4l5liYnBGB8PQJCGOdcf7dtHDhAjIt/jt25lDXCiCGAcj7R7oXc8MXjmTCqAHlYr2z74QJNjOESC/cuAFdisQX5LfageSGpET+nalU+BZW04yVlNG5g6ZQrdgS4tkN/oUO0dhEeUOlM2azFTFhEkq5rKIES4XkOhZ6+ooDzA5s8vrV/Pg+L3rgGq+ssXFdYOoO+YMQABq8Kv3rePB4DbxSRnTZ8+fAIcCmBlZ2lICA8C/xa2PLHFxewGvvQoYGssuX/8AcD+sDDixb61FnpOEYVUTZ+rxDXD1szX4o0+ixaxF7hSTBhC4uIwAmbA1kaXCA8sXcq/rVYWA+MHDWIO8MKhQ5oFDQAUpxM1CSAoNhYGDOAZ4EsNAylGMfEyqvcM8W9bzvPWGin02hERKSls6NyZHcCOAOYYuRMnZkGbxM08KytLk+P44r0+fRgLHBo5EgBlyBAuAZ5vgxFWgPKCAgw7dmAAzjjxRPYBCyoqqCwo0PS41dXV5AMVQhCrM2WLBhcziyq41HwecSPVa2QlUZ6by4HoaOjUia0ffhiQfRbu3894ux016zbR6aQ8AAKgVIi6Ep2OLl26kEDgilSsQhhVCDEfFxcHQH4ArSnc258BhInWYeHURICailqQVNi5M53LylgJvKZx1S1i8uMQN3aruGY4NLDyMJeUkAqEq6bl4vsHUNGEKJnDaqVSw0pUgMO/1ySV7AsOJrFrV24GLnI6KdewlaG1rAyj+D0kPh7L0KE8ALyn2RHBLISrQXwO9O0gz1trpNBrZyy+8Ub6AV9psJRZVVREbzEbPWHUKN4B+v70U8CPUx9ZJhN/AQ4RBWhOknPJgQMsnjw54G2p3Nn3zTdsBfbp9fQcOhR1blyqcVRvx4ABxAGzx40DwCzOV4gGFzNbWRl2ICQtDQC9egHVSOitf/BBUq1WQoGiRx4JyD6zRSecAp2OArG0eigApq0VYlmwzGCgq15PDvDj4cM4hQBoDlYhUKqE0OtjMnE2YA5glN2an09PoJNIAQhPSQFqbgxlzYioBosJozMtjciICMYA/bW+0YprhOq96RT5hjotJl2qDZTIAzSHhaFekRsr9IqzstgbEYE1Job1L70UyFHWokp4sOYnJREaH48q48s0TDVxPxch8fEu25sCDSfCaoasSW1Lpzo3tHGPQy2RQq+dMUQUnWixpJoxfz6HgTydjn59+3Id0CdAFYT+4i3JWQ9Nasm06eSTmbhgAaNfeYVtordxoCkQS1Q50dHojUZKhIgo01joqZEYtaIsqHNnsoDDAT6OoiicQY0/YLjoJ5158smEAU8PHhzgo9XgXLbM9XvfAwcCsrRUKpbYcoODOSzOWf7q1c3eb054OBcBr3frRvygQUDN8l0gTLNtIsJTLYoLJhw4wPfA4ADmGkWsWsVu4CURhQyKinIJluYIgEQRjYwYN45gMQkJUxRNlwldJs/iBl+VlMRWIF8Dw+Q6fp+AumBb2Uih98Mzz9CtuppIQHnyyQANsC5m8Zm09+2LTq+nVFyrtOqPDVApPgdWwBQSQnRUFN2BtKoqKjUqXDGJ99ukCjwR0TO14TxvrZFCr53Rq1cvoKZTQaAd35ccOkR34NbTTiNI9DENbWGj4lMOHuROIFrc5MIrKnAA2RUVjbpJ5G3Zwmg1GRf4SCtLGpGfVybel1IRGanQuCBDtQpQhZ5l9Gi6AWcGqOJTJT8/n7KyMhxA9969ATCFh1MOVGg0Q37GaGSa+D1OUTjgJvyailPkGRaEh1MkltmqAlCQkacofAGsT03FHBZGnrh55ovqxubgEBWxVjUnUggmUwArq51qrqf43Oj0etdkpeJw06YNlQUFdBM31ZTTTydUGM8bgWoN21D92KsXU4G9wv90z5lnMhD4RIMWlS53AHehJ6o8qxsZrXp68WKGiN8HFRZqdo7ixBJtiEiLKRPjrdQgh1GlNCiI8cA/hPgODwtjN7AWKNaog5Da9E7N0TOqXUuk0JO0F7omJ7Ma2FtaGlA/LcBlJDto/HhCxMUxvIW/HP/IzuYlIEpcfIJFkYEeGpXDsv3llzEBa4C/qLHh0YJokcNoHjUKgHJxw6zScJYM0H/ZMhYCk8VnIEr4U5WVlWFvRm6VJ2rrs06dOrksidR8rkqNJgF/7t/PJ8AmITiO/N58wxpFiJbKyEgOpafzArDeaKz/P/lBkRBj6vnPF+eoJACmya7iArUCXQim4AB6kDnVDg9uE4QyMVmpbOJnePvmzTwCzLNYiB84kFC3XuNlTRSP/rDLaORXjvUF1nKZsI6xO1Alzpu1Edep7OxsMjIy2AEUUbPsuD8An3dP7FVVdBP5u50mTQKOpQRUa1gkU2a3sxxYK74feqORInXVQwN/Q4fV6soJNKu5ecKRwNLI6+LKlSs57bTT2pzVWlOQQq+dERweTje9njjgSICjVKvEktDo0aMJExfLqADkGjUGo4jaGcUMMEQkoANUNCJp2Cguljt79gRg48aNgRqiC4fVSg9x0006/XQAqsQM36qxbUFUTg6nAEniRh3p5sgfyDZoFZ9/zjLgCTdRFJuTw3vAdXv3Buw4KmVlZa6WVZndu7MQ2BuA6Kiap+WIjqbsrLO4B/g9ABFJc0YGFwBpIrpeKpaLKgMxCRNCzyGEdZDInwsLYMGNUyx3OtwjU+pkpYmRno3CFua/In/UYDK5zJ4rNIweqVFuNa/Xvd9toPEm9NZERvIdxyJl/vDnzz+jA4YNH85+EXnKW7QogCOtIeuPP7AA5UBn8b5UqtcqDYWee/szlVJxLak4dMjr/2kO1qoq3gbeB4xC6NGjBzOB9xtR0Feem8vT//d/zJ8/nxtvvJEdGnd10Rop9NohueLCXxyA5SGVoxkZ/J2ZyU/AyPR0osRSZAhoXkHqjsmjYspgNqPGjar8rJ6zV1XRX+TI9b71VmYDL+flURrgaML+hQsJpSY3p5uYJVeL98ausZWEXr3Zi+OZTCb+0OvZBpQFsLrRuWYNJwD93AzGwysruRqYoMENNC8jgzuAS8xmtl5/PZOAHwMgyKqqqmpyqOLi6C6MezMDUB3b8++/+RI4VeyrUogLZwCiFYv692cYsFy0P1QnX5EBjLIrQhy5C72Fyck8DeQ1sTuGmj88SOQswrFlzUoNKzxH7N/PVUCsiDQnl5SwGfhg27aAH6vQbGYHYHWbYL3Wrx/nAkfcIpgNkfz88xwB7k5MpFRMam0aTKA2FRVxCvB0aip6NZInRKpdw+u7sns3twFnuH1my8RnrVILoaco3AhcA1iE76epZ08eA/6jeo76wfrHHuOHo0d5npo85a+++qrB/9OWkUKvHVImZn7WAPYp3Pu//xEL9DWbiYqLIzw52ZWUHegl4vpwRfTcfPMqRKjfX6G3/eOPiaKmJdWwm2/mJmAakOvWzzgQHPn5ZwD2hoZiEBevjb168SSQKZYqtMJlVux2nvoB/YGKAC6JmMR77xDCH47NlM0aJNaXrl3LK8Bsp9NlbL47AAVBr/bpQyiQedZZpHbvTiKQuHdvs6tjDSLqpogbvlMsr+oCsHSf43SyHrCJNIoIYW8TrSjNsj6phRBF7kUF8wcM4CHgoBoRaSSOP/+kBzBowADXY0dMJrKACg07R1yelcX7QIIQk+ExMQwEemqQfvJxWhr9gJ1ubSKb4hDQbe9eEoBeY8ZgVz87GgigTbt3swg45Dbet8aNIwbYOHBgwI+nYt66ldeAq9yu3VVi0mjTQPRb3SaFZvGZbkoLNL1wmxiv1/MXcOIbbwRukK2AFHrtEHUW6QzgMkiFWC44LG4qOr2eQjELLwlgy6WGMKtml27RhMpGJjn/vWkTnwJ/d+uGwWwmV8xciwJcqbyirIxHgU0jRrge2zRkCI8Au0RkRysMQujp3M5TmVhyqwxg5DJWLEGHDB/uesykodArF8KyODiYnmLZPTsAEw3VrDcuIYEuSUlkA0tsNnKb+ZkwimVmvXi/y9PTeRlYHgCDb7UFWrg439FCbBupsQ4KCKrQc4vYqmkATU0BeGDtWvYAY9wiKFelpdENOKJh/3A1B8skJlmRqakAhBH4IhBPdwA4JvTK/BSzB5cto6vdjg3od911ZJ51Fj2AORq0ilNbnw10F3VxcRQCxRq2I3OI825zywGtFufJrkF6S3VFBdFAlNGITgQIQiwW+gB9ysv9KuizVVQwQHy/qk4/ndFAD41zrrVGCr12iFOE+HUBXB6MEBWITlGxBnBO9+6EA7mNWIpoLiZPV3OOJQ37m+T82c6dXAJsF/55RSICWhHgPIuf9+9nFlB1xRWux1qqubnqCaV3F8RiBlsdoJmy026nqxACCW6RALMQAkEaCD2rKG6pCA+nR1ISh4Cso0cpbWaenir0YmNjMYaEcESIkJxm5rmaxfnRi6Ih5dRTmQF8FYCK+OHbtnE/0EXcLC0REcywWLgUOBqgyNiuhAReBw4KUQSQEBxMT8DZBIug/B07SBSfi+5nnul6XBWrZRo2s3f1VBVCL6JLF5evZXGATKxVvAm9W7ZsoRoYICL9DbHvvRrb4IzwcMI6dSJmwAD2Afs0KFgZt3AhlwIj+vd3Paa+J6UaRlkdYt92t/NkF9djNFgydu7bRwGQ5RbxDgF2AOuAaj8mL1veeotIamzGBjz7LACdHA5NK8a1Rgq9dohOCC+zqPhrLg6rld5CRCUJrzQAW3Q0ZUCJhhdnT8weHkgAf0dF8TlQ4od1iM1mY5mw45g4cSIAlSJXwxHAJRFFUVgn3P+HDRvmejzaYKA3YNYw6RzApAo9t/NUpeYHBmimnL1qFSHUeGClnHjisWOLY1q8/7dm4RSCrjomhoikJCxiVp7dTIuV/+7dy/dAohB4eeI1lDYzohckciXNwrKls+gscSgAn7WTMzOZDSS7LXt9m5zM/4C8AE0k1nTqxO3A3qFDXY+dtXUru4ExTSgK2P/99zX/Go2EiaVIcIt2aXgtCRbXDouIrrpXeJYGuMPPnRs2sAno6lZdbTSZMAOKn69Rt3gxAAXCjzJRXNcD3X+2YNcuZhQVMQ9Id4voDT10iDeBtPXrA3o8dxRV6LlFjA/068dsYLPaOzuA2MX3wubWbzrYbXWlwo/gSPEnnwCwo0cP4tLSKKNGKKmm6+0RKfTaIfru3dkKHAqQj96e778nHCgBev7f/7keb4kZnydn6vVMBgzihgnwn/79uRg4InzE6mPTb7/Rpbyc2JgY1zKFU82XC+AMcv+aNUwoLibVZCJNdIwAGLN5MzuBszS+KNidTqpxqywDbCIKGqiWT4fnzwdgv8WC0e1CrTrOB9axrwaDuMkp4r1WzY0L//67yft0lJUx3m7nbCBGiI9yERW37tzZjNFCiBDcFnGTTu7UiUSgc04OtmZWx1rEvk1uNyq1DVqg+sZ6tkADQERcDE0Qk8ULFgBwqFOnWo9ftW8ffwHJAfBE9IWn0INjFZ7lAbby6FRRwSCORREBnOo59CMXTHE66SlyrCPPPReAeJOJ2cADAfbg3PvllwBkmkxEioIegO4FBdwIdAtgrncdxGfI6Xb9yB07lgeBvzRoa2nzIvRMwcGoPVkq/fjedBPL3MZzz0Wn13NYRCMLxMS+PSKFXjvEdsYZDAQeVUPgzeTIN98AsDs62lVUAHB+YSHvAuEB6CDgDw6HgyVOJws4tjwIjYsGlP7732QAX4SFoVdtDsTN0RigCChA9ocf8h3wo8nkSvqFYxE2o8YNtG/o3p0goEhELQHsqugL0OvMzMhgL5DjJrrhmNAzUBMNDiQWMXa9yOUqFu9ddTMqJ9UcUxsQLYzA7Wqrr2ZGesLFElGwEDbxcXEcoMYQ9mhzo4Vqzplb5CPdYuFswBqgympTURGJQIhbPp1erVZsRPK6SrC4SVrdotwAnauqGA1YNKq6tVdVuSLMqvcmHKvwrAqweDIKgWdwz8UU3329HwJ532+/0cnppArof+21AERHRnI/8C+bDWsAI59lInKY7SG+XT2rtWxNpwo9t4lEtPh8aWF74xATF3ehB7hMwMsbiLTv++03Um02rEDa9OmAW+pPALwxWwsp9NohgW5uviY7m0VAoUdLq/TiYq4FQluo6ta9Yso99yUqKgo9UOrHkkaYMEbWC/d3AIOIDlkCGJm0idZneX371nrc1UBb476KrhZobjl69uhoDgDFAarI/Liqip7AultuqfW4KSGBBCAasAXYZzFM3OAsIvJQLYqD9M0oCCoWn998nQ6TuPEbRZeP0GYskymKwi06HTcAIf361YzTaCRXiKaCZoqxYHFuLW5ekpdnZ/M9EBugyNi/Vq3iCDDIzWfSKL4vQY0UeorTSaoQcrFTp9Z6zqF+nzUy2fbsqaqSExHBZqCkCaK1PlxCz03A6ITANPlxnVm2di2zgV87dyZICJ/Ibt1Qv02FAWw9qYpvm8f1XdcCPWD16vvtdp2KCQujOxCuQXWxa+nWw8uwVKT9NOTd9+O6dVwMfNSzJxFiMlglVoQcGnc70hIp9Nohqgt/IIxxFUXhuYwMTgH0jz1W6zmHOlttoSTU6uJibgWuByxu+XhXZWTgAIb+8EP9/7+khH5C/Hb65z9dj5ecdhqdgRluyxbNJVmIB8vkybUeN4hIpFljoefZAg1gy/nn0xX4REStmstaYUeT7iaaAcxBQeRR4+RvDbB1xd1hYZwDmIR3nFEIqPBmVL2ViaWpEjfT53Dh8RbbDPFfUVHBl04n70CtJbFCsUxV2swIQIgQE0FuQs+upiEEaOnWKN4/96KeYCGuG2vMnL1qFYlOJzag1z/+Ues5RWuhpyicCVxMTdGKyrsTJzIY2BLgNmiexu5wTCBb/Ijofbd+PQ8C226+2fVYrZzCABWPOGw2+oh84fgLL6z1nF71KtXwWvWzaEu3W3QOAuiek8M+4DkN/A3ViJ7dQ+iVq5HdBgpdvpk/n8+B8ttvdz1WmZTEDqBQ42u6lkih1w6JNBrZCuyprqaqmeHvzZs3k5OTQ0hICOOEY7qKol7EWihHz5afz+vAf8AVeYFjvQr1DbzWLW+8QRhwRK+n9/nnux6P6tqVbOBwgJYK8nfupLdY7uh11VW1njMJoWcKYBsyb7yRk8O3QLib2E8QN5rcACyPHd6/nyOHDqHT6RjqlqgPNebMKtYAXvwURWFhQQHfA3HCgy1cLAEmNmOyUSWqR8vc8oTiTjyRF4Dn7fYmt4xT258ZDIZazv+qz2V1M6KQitOJusdgtwgVImpkCNBn2Sheu8EtXypMVOBGNVLEL96yhXOBt1NSaiXAg5t9i0YpDeU2Gz8DP4eFoXO7yWvVBs3sYewOYBHpBsENvEan08kiUehyyimn1HquJMA5hbu++opoRaEE6HPxxbWeM4jVB5OGbS53i7Z01W6WMZFiFSRGg2ukQ23p5yH01EI1Wz1FckVFRfz5558AnOlWMb7t/PPpB3yuoTWQ1kih1w4JT0igH9CZ5vtp/f3xx8RSU6HqvlwKNCrnJBDYxLJdNdS6WPu7JFL2+ecA7OrZs9b/jxX/P1AJ7Ntfe63mOBYLcW52BXBM6AVpLPROtdk4BwhxE8Rq1V5OACp+973wAvnAh3FxrqIcFb1ez6s6HW8TWNPTwsJCbOKmo76WpBNPZDHwo9OJtYkiwSpm8VVuN+XEIUN4yGzmLUXhYBNsRABKsrK4AJgaGury7AKoFhE4pRlLU9UlJa6enSFuRUgGkWcVFKA8THVC4l7UEyWWtWMVBXsjzvmvS5fyHZB9+eV1n1TzwbQSel5abcGxNJdATH7cMXnx+7T06MFiYG0DHRg2ffUV4wsLSQwPZ4SbBydAmbgGVzbxM+lJpqiC3hEfX6ugCo6Jey2Fnrf3JVadxAHlAXYnKAsP52NgtUdF77qePXkK2O+W++3Jumee4T67nTN79XJ5eEJgJ9CthRR67RC90YgqeRpKLm2IUW++SS5wu9vykAu1+k6j5RZP1IopzxiRUdz0G1oS6SpyooznnFPr8ZigIF4GXiouDkxHAbGEfCg9vc5TZnGBCdKwR7DidKJKFovbBa2zw8Ey4ONmVpIC2BcsIBJI8bEMfJ2icAPgCGCkJG/zZqYDl4WGuiYdSQMGcFZoKDcoCvuaWB1YVVJCOVDtJmb0ej3dxHJrU1uhWTdv5kvgDY/8L0WIMUMzbmJl1dUMByYAoW4+lkHiBhQRoCi7WXxOjW4RvehevXgbeBLI93PJXFEUFoiK28ke6QyAS+jpNEr8tx04wBXAVI/HR+fnsxn4548/BvR4h3U6DlJbIAePGsXJwE0N/N+il1/me+DL6GiMbukE4BZ5CpDFyvM5OXQBMi67rM5z6thNGl6rhom2dHFu95CwpCTUK3l+gJdv8zp35nLgPbdOPgCbhw/nYWB7PZW+wfPm8SRwt4e7gxR6klajVMway5uRIHpw2TIGlZWhAEOFubA7rnyzlhJ6IqJn9aiYChIh89B6xpG5YAGpNhs2YIBbfgVARFQU06npf1jWzBmkrbqa3iKKGuuxbAtg7NqV14D33CJtgabKLZoT5Cb0YpKTOQEY6nA0KhLjja4iBzHkjDO8Pq/GAGwBjPaWr1nDy8DjbhEGnU7naoW2s4kC9rf+/QkDfnRbjgEY0rkzo4HcJlq3VAkRVOHh72gU4ji4GVG3sspK1gF/BwdjcNt/pIiGxAVIMFlUoecmWIxBQTwYE8MjQJ6f1Z/bv/iC6UeOMNpiYezYsXWeV8LDKQSqAmQJ5Ylu2zY+AB70OOex0dEMBBICXOF5gsVCF0Avckjh2MpBWVlZvSkNKcKmQ3/22XWes4momyMAEduCggKWLFnCQeAEj4IqAOuoUXQDLvOsxg0g0/bv530g0e26q9PrOSoEbnEAJqXuqOfd7HH9bajSt7qkhIEiihp/3XW1nutstbIO+J+supW0NOXi4l/VjCT13Y8/DsDG6GgSPfKw4JjQ07qCVMUuIiOeQi9YVD+F1bPEMG/FCk4F3uvdmwiPxGtLRIQrSljWzMqpn375hQGKwkPh4aRdfXWd54NSU7kDeELDWXKlW7V1iJuVREzv3jio+VLnN+OitPv77+lus1EN9LvhBq/bqPYFjgBOAipFTluJR/uwPn36EARkbdjQpP26umJ4zNTvzM7mLyDml1+atF816lLpkfJgHDmSl4CvPZbKGoNqJRTmEYFIEDmLsYpSS/A3FdWg3OyxpBUv8gL9Ne/Neekl7gNeiY0lyMvr3j15MjHA6279bwOJXeSqVntEyMLVfLAALxmrnTHcBUVkZKTL0qnAhyPC/oUL6VVdXTMhveeeOs9/O348qcCqAPSf/eGrr3A4HAwaNKjWUqSKJSqKLOCwhtd3z7Z0KiXiM1IeYEcHW0UFZsDiIfTiQ0PpBZh82Cltfu01wqnJ7+7vkXoQGRtLOtDbbverhVpbRAq9dop6c7E2MZxsLSujn0gIrrzoIq/bFI4fT2fgbi8XCS1QS+M9E2nDxBJblA/xpCgKn3z2GX8A5gceqPO8Tq+nVAiTymZG9P773/9yFLDdeGMtz0EVtQrWZrM1Ocm/IarEcmk1YHATGQazmQLxOouaMVM++PLLAGxMSHBZDHiiCj17AG0rbCJSWuEhOq45epRKYJBwrG8sqg1RrJsoBnCICYGhiXmudiEgq93NhoGI8eO5C3izGdFO6+7d3AtM83g8sls37jaZuAg4FAC7h8+MRt4HjB5Rna7R0fQCivfubXAfitNJD1Gh7fRxLVENmas0ytGze+mpChArqqvjnc5mR7lVHA4HDtX6xu37p9fr2abTUQ2U+YgS73vqKQA2xcTUqtRWsSclkQkUBCBiO/Suu/gZuOXUU70+r16rKgJsPeOOqy2dR85cuYggVwe4Y0mPRYuoBh726PaRvmsXu4Bpf/3l9f9VfvghADv79UPvOVkQ1wkLBGRy1RpIoddOUW8uTe2C8Ne//kWS08kRvZ6RL7zgdRtzdDTZQF4LRfTUiilPD6SIHj34HfgeqPJy89y8eTPbtm3DbDZznlsLN3cqxFJ3c4TejvXr+Unk+lxzzTVetwkOCqIT0J2aBttaoAq9So/IJ0CREJ9lTZwpO+12ui1fDoDVy9KSiirG7QGM6CkiOm3zEGShIt8mrInR6+tWruQHoKdHXptZLAmHNbFIxymWgWweUbdkkWpQVFTU9Jvozp08C9zkMWadXs/33bvzBXAwAHlcdykK1wAmj1zMmfv3swuI/u23Bvex7vnn6Wq3UwYM8TLRgmNCr1KjNBCHEHp2j8lXbL9+2Kkx9z4aoHwwa0kJa4GVHFv6VjHr9ZiBMi8V14rTSaqo6qz0sJ9RiRB50SXNtLTa/r//MaS0lEnAeV5WHgBCbDaeB2ZpaJ8VLCJgFo8q7O39+zMb2OExSWouihDIDg/BbxYdcUK9fB8rCwoYvGsXAJE33ljn+bCkJNQpe4mWXUQ0RAq9dkpRdDRbaJo5bv6OHaT9738A7DjnHMw+ElTVGZ9WF2dPCpKTmQrM9ogiRXbpwjlBQVwKHPYSwTx42228BNxw4okuj0FPKsQsrboZN8f8c85hOXDXhAn0c8vNccdiNJIN7AOqNep3ay0pwYF3oVcs3suKHTuatO91zz5Lqs1GCTBk5kyf29k1WLo1qYLLrfgAIFr4+CU18YY0pLCQs4BYz8ibMJCNb2phg5jdOz2+P5GRkXQPDiYdyG7i+2ATItJzKRIgRXw/mttP1+FwuKqcgz3Ojaty2I9op+OllwBYN2gQoT7aFCYdPMh84O6MjGaM2DdOsdRt81hGN5jN5KnLqQHqJmItKWEYMAaweFT5Fom/y4VwcGfz22/TTQjidB/frT4FBTwDpDcxTUGlWORcr+7WjQQPo2SVYIOBu4FbHI7AFKl5IUSkBgR5TN4OnXIKDwIrApyzqQo9xccSfrSXqO6GJ58kEjhoMDDoprqlNDq9nmLV3zDArfRaCin02ik/T57MIGC58Lzyl8rKSh6bNg2dorDbYmHcxx/73Da8rIyXgOnNyANsDBVBQfwKbPCY/el0OtfN7YDHF62qqIjRf/7JncBlbqacnlSJmb61iRHQVQ89xLgDBxgFXO/lYqBisFhchQrVATC09kZ+SgpG4BQv732FEEmOJjjrK4rCrJ9/5n5g6dixhNfjG6VG9AIp9ILE+TJ6CP3kSZNq/nU6KWlChWykuImFekSt4sXnJdnhaFL0VS+Ep+IxudDpdPzudLIOKBT2Fo3FLkSk1Ut6wODoaM4FbEuXNmnfKlUVFcQCIdREot1RxLkyNWAwu+OzzxghJl8pzz7rc7sQh4NJwIAAtvZyRxH7dXpaRAH5QsQWN7MlnYrVbWJg8sgnLRdLlDYvS94Z770HwIaePX0K4pSCAu4DhjTDMHnVQw8xOicHO5D89ts+t3P3OtRiSdJeXY36qQr2cHVQcwb3BLrrkhB6Ts8lfCF2E7ws4W+aP58SYPfo0XWWbVXK1BWhBr4P7uzevZunxFJ9ayOFXjtF9Tbzp/8r1CzJffv554waNYo5a9dyYlAQymef1blQuRPmcHAncGkL+eipCc51/PyALl26YAKyPQTMmvvvJ1ZROGgwMEIUl3jDKvZpb4LQ2/Dqq6Q9/TQAy0aMoK+H8agn6mXEqtGSiLocaPaIJgA4unfnAJDXhGN/++23fL9iBa9YLAz+9NN6t729d29SqNsCrjmEi89ZsIeAjerWjSxxod337beN2qezupoIETWI9Mg1jR00CBtgBrJFjlljmN+pEzcAR4YPr/NcnriRlzexotchRK/VS2HDucXFfAP0FHYmTaUqO5ujQDkQ5CEoLeJ9jajn+6I4nZTdfDN6YEXXrvTwaHvmjkksSZq1KlIS3wmHl6XA3ORkNgKHG3GTrg+10tzT7xNqcuwA8Ii25ubmcuXmzQwEQmfN8rlvoxBf5ibmE+786it6z54NwLKRI0mdMsXntrWEXoANpQHK3VZfQjyEbc/UVFKAmEBHeEWakeIh9OLS0lxL+Llugj8nJ4dbt28nEUh68UWfu/W3swbUTJg//PBDhg0bxsMPP8y8efMa/TICjRR67ZTGCL2Nc+awMyKCvy6+mC1bthATE8Pbv/9Obw+/OU9Uj7ZgjSwRPDFnZXEVMMbLa3ogO5sqIFGYIqtEii/R7lNO8VocofL+uHEkAxv9qPorKSnh9/feY9GUKaxOTGTQ9OmEA+uioxmzcGGD/79ahPltGnUU8db+TCX/qqvoCrzkRQTWx+GNG7nj+usBmDFjBl0baKNWGBrKIWpudoHi5uBg/g+weLHnOCRuFEWiQbu/qMUEDiCmR49az+lMJrLFZya/Cb1j1xiNvANUi4R/d6xCVBqaWBTjFELd4UXoWYYMASCqmZH2ajVqCHW+O5EiAhJXT6Tz448/Zm5BAUVAl48+qvdYqtCzaFS1uDo1lX8Cm7y4B6y44gqGAj8GyPLI3djdE5343gR5pIi8/fbbVFdXEzJyJEPd2jN6YhLiy+JnXvTRAwf4+++/+eGHH3j19ttJvvBCYhSFLaGhjG1gImAwm11uBM3tsOSNcoeDM4F/6nS12tIB9IyJ4QDwXX4+lYEUmarQ83ivDWbzsR7UovcvwHvvvYfdbmfI6NH0GzPG527zwsLYDpQ2EPl32Gz867rruPLKKyktLeWkk05iwoQJTXwxgUMKPTfmzJlD9+7dCQoKYvTo0axevbq1h+STITt3shW4pIHlm79nziTt1lvpV1nJv3Q6HnnoIXbt2sWJJ57Y4DEsYkkqCHBq6J6uErV1K+8DF3vJPTLFxaEHDG6O8VvefZdBZWVYgQEiT8gXjsREDgNFDSw1/vLLL3TtTHH/hgABAABJREFU2pV7r72Wk3//nVG5uRiAP3v1ou/27XUuWN6wilm+VkIvbM0avgKu9ZKvmCrEzF4/qiVVjqxbR8WoUfyan8/5ffvy6KOPNvh/VFuJQLVAs9vtLCoq4gcg3qPbCEC1yIk0NHL5TRV6RTodJi+i6be0NG4G/m7CkqLaAs1bXqhF2KBEN7UyVozHW4Qqbvx4ALqUlzfL7kGNOHv7RiSIZe1Ep9PrjTgzM5Nbb7uNfwPvPvQQXU46qd5jqfYtQRoJvX0hIXwGFHoY5QLN9mH0xJffJ7gZWrulbVjLyvjy9dcBmD59eq0uKp6YxRJncAPX28I9e1idkMDWrl0ZNWoU//d//8eM118nF1gfFUXK5s1+XatUsWrTYEldbUv3S3h4nchndM+eqGfo4JIlgTuoej3yiOgBFIjvf5nIm3VYrax+9VUAbqonHQfg3yedRH8go4F+6UtPP52T3nsPk17Pk08+ycKFC11pR62JFHqCzz77jBkzZvDYY4+xbt06hgwZwpQpU9qsG3aYXk8aEF3PEl3ZkSN0eeIJTMBfnTsTuWMHM5980tX/sSGC3RJoK+uZ8S2ePJk8vZ5NERFkNNECA8ApliucXvIkDKItU5jbjbP84YcBWNWnD/EN+E75U82WlZXFhRdeSHFxMVXdurG8WzcWT53K7m+/5cRdu3zm1Xjij9Bb/eijLB45kowmhPXNBw5wPjDYy8W5tzhPubm55DYQ8XFYray47TYMI0bQ02ol0mDglf/8x6sPmifn5OXxEhDmY+ll+fLlXHrppXz55ZcN7gtq/NoURUGv17vaVrljnjyZucD3jbSdKBdVckU+cm+KLrmEN4GFTSiaGHToEKcCsV4iRfFiFt+tvBxHU8SwmnPmJTLb5eSTcQCRQE4zkvatqvecvu5tILZvX47qdOiBfaITjErJwYNcOXUqJSUljB07lun1pEyomNWIXj3bVFVV8d///pcvvvgCpZGrCGqrLW9RblXo7d22LSA+aOrSrc2LYIs74QRWA4utVpziWH/deCN/5+XxRmgoF154Yb37DhL+hSH1LHErTid7Ro9mVF4efakpzhkxYgRnn3MOW597jsE5OUT5mbutilVfQk9RFL7++mtef/31RlcC+/KChJol7yzxeG4zUxDcORgZyTdAvrqE7sa6Pn14HNgoRPTaJ5/km5wclhqNXOSjClpFncz5MlwGOLxmDeP++IPLgO/vvJOHHnqoTueTVkORKIqiKKNGjVJuueUW198Oh0NJTk5WZs+e3eD/LS4uVgCluLhYyyHWYsXddysKKBsiInxus+TyyxUFlP1Go1JZWNjoYzhsNkUBRQHlaEaG121WP/64a5tiUEYFBSnz589v9LEURVEWX3ihooCyIiWlznPbPvqoZhw6neJ0OJQdX3yhKKDYQdn3++8N7nvu1VcrL4Hy3skn+9zm/UmTlImgnDB2rGK1Wpv0GhRFUXZaLIoCytrnnvP6/N9PP+06Z1WgbHjttUbtf/EFFygKKMu7dPH6/LyoKCUHlNVPPOH1eVtlpbLsxhuVPWazaxzbg4KU/YsW+T2G1fHxigLKn9deW+e58vJyJS4uTgGUYFDWfP55g/vb/MsvynRQroyK8vp8Tk6OAiiAkpub6/c4Vz76qFIKyoawMK/PL168WAGUFC+fuYbI0esVBWo+ix7Yq6uVInFuM/73v0bv+4FLLlEmgPL6bbd5fX57UFDNd+Xuuxu9b5XN776rKKAcMBi8Pj+3Z0/lAVA+drsG2iorldXx8cpeUE6KjVWysrL8Olbu5s2uz5rT4fC6zbRp0xRAmQrKovT0Rr2Wh086STkPlA+ffLLOc1WVlcpinU6pBiWzidcmdzbOnascAWWr2VznOZvNplgsFgVQdu3apVSXltacX1AWn39+g/vO/OMPRQGltJ5b84bXXnNdOzI++aRZryVbfIa3ffyx1+c/euIJ1/duyJAhSllZmd/7/uvrr5UrQLkqOdnr84sHD645L418r+vj+uuvVwDlSS+fg9mzZyuAcskllyiKoihro6MVBZRFw4c3uN977rlHAZS77rrL5zaLTjpJUUDZGB7u8zMeaPzVHjKiR83y09q1a5kkqvugxvxy0qRJrFy5ss721dXVlJSU1PppaVSn8fpyOSK/+w6AvVOmEOTDdqQ+9Eajq7DAVw6HTixJLO/WjUdGj2Z1VRXnnHOO1/PWEIqI6Hl6IAGknnUWdmo6AmSvWsWsd97hGWBxjx5099Zb04NuBQXcCfTxsaRpLSvj/xYuZBHw6rnnYvIyBn9ZGBvLHKDUh23N6g8+QP3EWICk6dMpakSVnSIiCg4vRStQY3abAJQLQ2zX/1MUfvzkE7IiIjjhrbfoYbVSqNOx+NRT6Xb4MF0nTvR7DE6R7+L0kjQ+/5tvKDh6lAHABkD3r381uL/K1at5GbjfR8QuISGBQSIXbpHH66qPrV27Eg486iNVYcSIEfTW6zn34EEOrVrl934BIkTEJsRLdbLBbGaniEzm+BnVdGe/TscSwNq9u9fnc8QSodWPnFFf2EXEuVq8l55kXHghs4FFogBKcTpZPno0I/PySATefOklunh0ofGFKSwMK1BKTfcCT7Kyspg3bx4WYC4wcf161oqiAn/4v23b+BpI9eJzZgkKIjosDDNwwCPHtykUdu9OEnCBR84ngNFoZKBYXVi7di0rr7mGFIeDI3o9o955p8F9h4pIVBj4jAQXv/EGAKv79KHfJZc07UUIpiUn0xMo9rK8qDidTJw5k2+ACGDrxo38d5qnhbdv9Fu28AFwr497h2H0aABivFjRNBVvHUtUBou80w0bNrDl3XcZVliIDegllm/r44Tdu9kAnFzP962buOeVXXllnaXq1qZtjaaVOHr0KA6Hg0QP/67ExESOeFn+mj17NpGRka4ffy92gcQsll+DffgflefmkiYEaM97723ycVSvNquX8vuKo0cZLKrykt9+m+eWLOG0006joqKCe087jd1CaPqL4qNiCiAoKortYhnrm2uu4ePff+cRo5HOP/3k1771QnQZfQiJjLlziVEU8nQ6hk6f3qhxezKvRw9uBY56WeotKyvjtl27SAIyFi5kr9lMotPJpnoqFusgbpROH0usTpHDlegmXLZs2cLkyZM5e9o0Vtls5Ot0LJ4yBUNWFhMXLGj0RMAhliQUL+cz8tVXKQae6taNHsCwwkJ2NiB2qoTQLa2niOTUU05hAHDwgw/8Hqfawivax7J7aGgon4eF8TqwR3QE8YeqoiKXdUS4j+///tNO4zbgf02w2alv2QvAIJaG45tRtWhXc818CL2TTz4ZgB9//BGHw8GSU05hgkhk3zhjBmlXXOH3scwJCVioEQzVXpZl173wAucA48eOJUMtNnn8cb+7WZjFtcPg1rPXnQKR96n/9Ve/x+yL+twBACZMmEAQsHnWLIZ+8QUAOy+6qFaVqy9CUlIYDPQEKry8dsXppK/INQz16MnaFA6HhbEX7z2Id37xBSnCFueLDz5gE3DLd9+x65tv/Nq3yyLIx6Q5VRg5DygrIy9QHof1CL1Ro0YRpdMxIiPDZYz8V+/epJxwQoP7jXI6GQJE+ygcObh8Oak2G3a8t7ZrbaTQawIPPPAAxcXFrh9Pb7eWwCLy54J95Jxs+vZbCqkxgUwRN/6mcFZ8PF2BIg/DS4AdH3yAGTis19N98mQsFgtff/01Vw8ezA9lZVguvJC8rVv9PpZONbv0cWE4KiKu+0Uf1+nTp/s0LvbEIHKEfPXtLRSCcXdycr3Vu/6g5rhVexFBa9euxel0EpuSQv9TTqFUdCUZv307O8RNoUGE0FN8CL20Bx7ADvSvrOTPK69k8aBBnDV4MAsXLsRisbD3jjswHzzIxF9/9dnirCHUPErFS9J45K5dhAExJ5/M3507A5DdQHTGIYpsquoRnJfGx7MFuOKXX/wWAKrQU3u3eqN43DgAghoRHVMd8h1AuI+m8L3vvZd/A3P//JPiRoq94Xv2cCOQ6KPKb8Ddd3OrwcCJVVVs3LixUftWKQkO5iNgtQ8BcvLJJxMfFcUlOTlkhIczUSTNLznvPMbWY0XhDXdR5K2AJ+7nn/kWeNhiYeh335Gv09HTauUvPyddZvE5NHm02lJJuOUWANIPHGhWH2hoWOhdNmYMR4Ent24lEtgWEsIJfk5OgsPC2AzsBSq8FI4dXLaMRKcTK5AmquSbg/oavF2rcsQ1cUdMDKddcQXFyckYgEIv3SO84bII8nGeOo8dy7aQEPTAukceafzgvXDHn39iBYZ6sTWKi4vj9+hoPgS6OByUAT38fF/0at93H9edfe++C0BGWBiRDTgWtAZS6FHzATAYDOR4dDLIyckhyUtSp8ViISIiotZPSxOsJu36EHoLcnJIBGafc06zwsi5EREcACq9RA6L//gDgMzkZNcxQkNDeeHLLykymehit3N47Fj/zThVoedDaI1+7z22hIYSB5x99tmNMqM0ii+q2YfQCxZJ7dVePNEaS6TRSDzHGq2787eo5B4lqhqH3HYbK7t0wQr8WE8nCnd06sXGhwdiXP/+LE9LA+DEDz9k4pYtPKMoXHDBBWRkZPDQK6/Ua4bsDy7neS83iDgRKYoaMwaDaBWXtmFDveJMJyLnDo+oujtD77yTozodcYrCBj+FxtiFC/kBGF1Pm7Mut98OwPCjRznsp+9duagML9HpfJqsDh48mLS0NKqrq/m4HmNyb5yfmcmbQJKPTi5Rqanknn8+BdRMPJ1NKDI40qkTVwAf+Zgsmc1m5k2dysvAwMpKnMDiM89kwtdfN/pYBoMBg4gcehMVcaLIKnjMGCK7dWOz8H/r9P77fhWzqCsbZi8TUoD+l11GRnAwwUDW2LGsuPVWfv3xR/788896E+y9EbluHUuAu9wcANxJ/8c/WCvOaabJRMRvv/k9edTpdK6CknIv/qVZn30GwM7Q0Cal43hyUXExswGzt+XTdesAKBWVzElz5+IARuXm+lVEpgo9uw+hB5Bz9dVcB5z/889ceuml/LtXLzLNZg6YTKxOSmLVQw81qoBGb7djAvQ+ggURb7zBUZ2OMmDLvffS2YuVkzeMYgJh9rEi5BQ+nPl+Bh5aGs2F3qpG5r20BmazmeHDh7PQbUbvdDpZuHAhY/38ILQ0wYmJHAD2A04vFVpbRSStez3eQH4dR9g7eOvZudFu5wMgNz291uMxvXvj/O47inQ6BpeWsqoB6wWVVb178w9go6+WPTExpBUVcc3OnXz//fdew/O+cAk9H0vdSUIIRInlquZw1+bN5ALdvNgGjHjvPfYBl7u9Z53mzWOg0cjdW7awwI8KNH0DQg9g+MKFLO/enTydjrUxMfR9+WW+/PJLUhvZScUXLud5j5uww2olSZzjuGHDSL//fvJ0OhKcTtY/95zP/VnE+dfVI0BNISFsE/lPjn//269xds3O5iyg7nTtGD2mTmVDZCQGYMcdd/i13wohTEp9LHtCzU37pn/9i0uA9BkzKG2E1Ypqr2HxUoGs8sQTT2Aymfjrl19YmpzMdtHW0F/U1ob1VVlP+vhjlt90E4uHDWPLm28yUfR6bgqfAr8Ado8VEIfVSqoYSych8Ia98w6FIqq36r77Gty3WqUa5CNyq9Prcbz+OhVAelER4+bM4ayzz+akk04iKSmJmVdeSZmfvoSG3FxOAnrVY9V0UkYGuRs3klJS0ugVlTt1OmYD1V7yiZc7nVwLLG/GKo07ZxYUcD9g8dKbN1K8T6YRIwDoPnkyf4mc0WI/licVkQPqzQtS5aRXXyXv//6PCquV//3vf+zYs4fuNhtd7HZG5eQw+umn+atrV7+DBQZx7dH7OGbfiy8msrwcU0kJY+rp5OJJQ/6Ge4qLyQCM9XRnak00F3r/aKBsua0wY8YM3nnnHT744AMyMjK46aabKC8v52ofDaFbm9Du3ekKDMR7iH+baOCdJiI7TeXS0lJeAIxeGoJ/WVHBVUCFl4TgHlOnsls4wE/YvJl1zz/f4LEyQ0P5EiisR4zojUbihYVIYzCLGVmQF6FXXVJCini8UyMKEnzhEAJU8fK+ROTk0B2Ic7shdT/xRM4QPk4z/Yjq/Ts9nWBgWz1FKGFJSZywbx/xTifD8/NJb2beYR3UKJbHhS9340ZMgA1IGDKkRpwJ4W777399j1fkk1oaEKKdZ8/GCYw+csSvHNBgMUGxNBDBrBbnf+TKlRz2o0uG2gqpvIGineuvuopnjUbGWa1sOuEEv6MTYeLzGORlRUGlf//+fPTRRzyt1zMxJ4d+l17Kqk6d/M6hspaVYaFu+zN3dHo9J7zxBhPXrmWwn0t2vpjkdHI6YPfIc8rduBELNZ+ZzmIZPSIlhY1ighjhRxFDmFoYU8/5GnjttRz47DOW9unD6uhohgwbVpNfbbVy3ocfktmrF8V+NK13qsVQDbz3CYMHY/TDqsiTf1VXcz/g8FKgtTovj/eAqsbk9NaDXXyPnV4m8rHidUa6TeQTX3sNJzDm8OEGv39KPV6QKgaDga+//pqvv/6aZ555homvvcbG119n05w5LB45Eisw9tAhNvfp41c/XoMQ/L6EHoApOBiLj1xOX6iRYm858YqiMKO4mDQgwo/Cs9YgIELvoosu8vrzj3/8gwINWqtowcUXX8wLL7zAo48+ytChQ9mwYQO//vprnQKNtkJwcLDLeNOzO4a9qorPNm/mO2BAM80apxQVcRdg9tKTcIfwHuvrow3WiIceYokQmlEPP9xgXpUaYfBssB4IXELPy432wOLFGIAS8NkAvDE41UijF6EXK2a54R7Huf/++zGbzZT/+SfrGugyUFFZSRVgEVHK1uCPMWPoByzxiObmrVkDwBGj0bVcFS8arA/NyvIZ1VKbjYcJzzNf9DzzTFYL0VYg8q7qI0IstYQ0kDcz6qmn2BQeTiiwuwGvM4ADERHcAHztpfLSHUtEBIWvvYYdOCEzk6V+7BsgXHxOQ0WOoy8uvvhipv7+O8u7dcNBjQBOPv981vuxtN1//nyqgOliiU5rVM82u8eS5NH16wHIMRhqLXEOmDOHTTodb5eX83c9K0P2qirU2HZIA9frvhddxEk7djCqoIC1a9eyf/9+/nj/fZJ1OgaWl5MxdmyDYlwVevZmVObXR5WIEtu8RLFU0+c+DXxP/EUtqvKsnrdXV5MkRFOcMP8G6HX22awWOanZDz1U77514jwpDXTpMRgMnHfeedx3331ccNttDLn1VgbffDMTV69m2yuvUAGMzMtj6VlnNfh6XEIvwPcQNbLuzd/w0KFDFBcXYzQa/c4Zb2kCIvQWLFjAlVdeyS233FLnJ7SRrZhak1tvvZX9+/dTXV3NqlWrGC3Kv9siOp3OVZFX6mHMe2jFCvoDk4GufrT8qg/1Yub0uDhXlJQQmpeHhWMNqr0x9Ndfydfp6GG1suLmm+s9VvesLP6B7wT05mAcMID+wAQvF4CtVVWkAw/37h2QsnhXjqHHxdNhtZIsZoTxHp+t5ORkPkpPZy1ga2BZpL4WaC1FdUwMO4Aij6XLCrHcVOh2nvtffjn/iYlhKvDN77/X2ZfT6eQ8nY6zgSg/UiVi/v1v7MCoQ4fY9dZbvjdUFOLF+Q5rIAqs0+sxz5lDJbA4M5P5XsbpThbwDrC5AaNugME33cQy0W7whG++Yb0owPGFtazMJVzCGhB6AN1OPZUTMjPZ//PPrIuOJhRIveceDjTQNUediDjryaEKJL6EXpkojijw+DzHDxjA89Om8W9gzptv+txvWVkZlwD/AsIamXuq0+k44aqrODJ3LtXURKpWNDCBUNS+uhqdt2ohvmweOb5Ou50TMjI4CejTwATDX1xFVR6T0iO7d/MbsBFI8GjxZ7nrrppxbt9OST1FRou7d+cSYLebUGwsQ++4g7VXX80i4P7FiznoIy9SxehHRK8pBCclcRjwtri/T9gPde3atVHpRC1JQITexIkTCQ8PZ8KECbV+Jk6c6PKukQSeL61WNgF2j6q7AlFYcNhs9pko7i928cF1eEQN89asYR+QD0TUEwaP7NKFdRdcwIPALYsX15s0PjUjg8+B1Ea07/KXkJgYtgO7KivruO7vPnCADUBeAAoxwLfQy92wwbWsmegRCQMY+cQTNf/m5HBw+XKf+79ixw4+AJKa2eu0Oag+gzaPqts8ReE7YKdbZEWn15MzfTpLgXle8sjy8/P5227nRyDRj2X5Puedx8K+fTkCzPvPf3xuV3HkiEswRfuRwtDv8suZdd11PArcfMstVNUTgVareb118fDGhK+/ZlmPHhiBbvfeW68IK3HLYQv3Q+ip9Jg6lQGZmWwJDSVKUcg9//z6/4PafaOFJgx2tWOMh9CrFqsFpV4qZm8RouvTTz8lX1g5eVJSUcGnwFyzGXMTAwsDrriClaKqv9s779SbE6aKIqdGN3Wb+G55FnPlrF/Pm3Y7C4BuDbTi8hc111bx+KzvLyriLOC81NQ6hQ1D77yTc1JTOc3h4MN6Vh92BAXxKVDezOjj+Hff5bHx41lVXd1gaotR3F8MAY7oBaelkQwMcTrr3MN0n35KCfB6A+01W5OACL2vv/6ak3wk3M+fPz8Qh5B4oZfTySDA6nHDLxcz5EIfHlyNQZ21Kh5Cr0jk7OWZTA1GwcbNncsbkZFs2beP3+uJlKjWJwYNosBqZNnpdNap+jskKigD1pNQzCZ1HscpEssuR/V6DN5MoadMYX1UFHpgt2jv5o0x+flcAUT4aTGiBT2zs5kJDPDoH7otPp5zgR89vKmmCaPVBQsWcFjkt6nsF3lRSUlJfhtV9/nsM9IMBp5Yv57Fixd73SZXTICKgXA/UzDuf/FFOnXqxO7du5ldjyVMSEYGpwLd/Ywc6PR6hv/9N9tCQohRFArOPtvnEmG5WugBjc7xskREEP7dd1iBkPx8/qjHv1AnbkwNLa0FCpu4Tjg8IvbLYmP5J7DJS+HY6NGjGTdwIBdVV7Pqsce87ldd0QhvZN6VJ6M+/ZTDej0pDgdr6omqq1XvvuyNmotNnVx7rNQUCK+5XIOhSbl/3nAJPY9rlRo583ZN1On1TJ4xA4D/1pN325AXpL/o9HqeFt/Fjz76iKP1VNCvM5tZAOjrydVsCu6frTqpUjt3Ek7zP39a0mSh57lcKGl51BC/1SMP0i4iYhU+rAYag698s3IxCy/2Y+YUGhrqKmr5Tz0RGKNaMRUAgVpnDCEhzAReBMo9hHHP5cuZAQwMVM6NKvQ8ChXKRXJ1ST2RALWwpdeff/pMPm7ISqIl6H7oEI8AAz2q9dSc3FiPsfXo0YPLhgzhFaeTLR6FIYULFnA3cH4jXk/qkCFcIhKfH3jgAa+9UQv27KEUOGo219tI3p2IiAheffVVRgAnz5rFHh+Rt1P++osFwMisLL/HHBwTQ+SCBZQCa0pK+MGHb2K+xcLJwM1NfH+7nXoqb/7jHwwGnqnn+2ZQBZcG3zdv2H0IvW1VVXwGVHpJldHpdDzVrRsfAsk+LGoqs7I4F5jYzAhbSGwsO0SBU0w9PbutDgflgFODXGI4tori9LjHloqc6MIACkynj9WHoyJineDDaPySSy7BaDSyZ8MGdv71l9dt+on3Jc6PIoqGOOGEEzhjwACerKpiXT0FDzPCw5kMKH6kVDQGi8Xi6lvrqX0MQhQ7WqFxgr80WeideOKJXrtGSFqOavEltXssM+hFhMrRTK80cJu1elwIbEK0lPtZEHDV5ZdzLXDdd9/5TMg3iQuCUYMIg8Fo5B5gBlApzo/KiRkZvAj0CVCErKBrVz4AdngsRRWUl7MS2O/D1BVg2JNPUgykOBxs9TFbVhOCg1uzUEh89vQeF/EicYOI8WLCe32/ftwGdPnhh1qPmxYv5nngkkYufTz88MOEBgfT7a+/WC8KPtzZFhlJBHBLIy2SLrzgAt6PjmaionDkqqu8bhMsZvWmRn7HOo8dy6vTp3MdMOuFF7wK1MLqahYD65sRlTjnuedw6vXMnz+fDB/dMwzi865voUiEXeRzOjy+Z+qSrOfkQKXvY4/hBIYWF5PtpShDt2ED3wBPNdIPzxsDX3mFaqC0ooLtPgpAvk5PJwz48/TTm308b6h2JJ6rKNViUlUawCKsP0aPZgiwwiPFKu3rrykArvGRRhMbG8s7PXuSC2T7sL+5evduvgE6eVxvm4JOp+O+QYO4C0ipp7uJmm5Rn2VQU4//o07HeqDKowlAmLjmmZrgBtFS+CX0tm7dit3jgp6ens7o0aPZ7uEyvmHDBs4444zAjVDiE5sPoRcsQtuGAHimqUJP53ETVsSX1+ZnjtLgoUN52GTiDKeTzc8843UbkxAwRo1uPBUiqlPlkesTJV5bmI/q4caSPWwYVwHzPZY9NsfFMQ6YW4+FS3BMDFtE/k2+cFv3JFyIg2Afs+0WQXz2dB5VaFf/+iuVwFiPJV2AgTNnYgP6VVay+/vvXY/rxaTB1sgZcadOnfjPlCl8CnSdM6dOpEhdkk9opFO9Tq9HL/pfjt63z6u4CFNvKE2Yxf/rwQexWCysWbPGq8+o2kUjshk39O7du3PmmWdiBH7x4TmotgPUt5Dh+/Rhw9AB+0WLM5VBe/ZwHpDoI5+408iRbBLnYufTT9d5Xl3RqA5ARD6uXz+unjyZMcDnv/3mdRst3QEAFowZw1DgL4+olCIiR9YARvIr4+PZBBR4nHt9fj7RQEg9gqn3KacQBHT1EdFTrazMfrR+84f+Dz+MA0irqGC/MOv3RMv3ZoDTyVCg2iP1JFZdom5m4aOW+CX0xowZQ5bHEsX777/PVVddxfjx41m2bBk7d+7koosuYvjw4S4HdIm22MSX0Ck8yFTKqqvJA0JEf8fmsG78eAYAP3rM+IxCLCl+Rh10ej2ZothBcbvJu2PWWOhViqUjq9vMX3E6SRAXpKgAfVHV2aRnMn9eA8shKnqRRB+3aVOdiE91SQlqrV9jKwwDid5HRC+oooIgIMhL1DKmTx/WiSjkQTez0gixMmBqgjXBGf/5D9k6HXF2OytF3pCKKvQ6N6KgQSXt8stZHxWFEdjuxYMwShShhAoD2cYQHx/PPy++mEHA316iIbrNm/kXMN6LlUNjuGXkSI4A573zjtd8wI0hIXwD2FuoZZPRR2vA2/fv52ugs0cEy51iYWQe8eefdZ5ziO9zdYCqYKeIfNIvfeQ3+mM03RwqO3ViIzWFTe4YcnMBUHy03GsKvlqgGdVCkHpE5aAHH8QG9LBa2e+lfaDqBRkcoOtU/IABbBTXlcw33qjzvOJ0kldZSQEQUs9nqalUCjFc7ZEjqC5NRwd4uTiQ+CX0tm3b5rXK54knnmDGjBlMnjyZgQMHUlpaysqVK/nBY2lGog2uEL+H0PtncDAJgCkASwuOhAS2AZ6NmMzii2Sop4eoJ1EXXwxA7wMHvN54LOIxs0YRBtWfyl3oFeza5WpOnzh0aECOE2Q2EwyuqkYVf/quAgy6917OMpkYZrXWiZiXuc0mwwKccNwoxA1C7yFGQsQNI8jHxd2h5iCuWoXTbkdxOukuPr/xp5zS6GFExcez87TTAIj54INan6vTv/+e74GRTcwRsopcoCGrVmF3i2hby8uJFjfhmCZGge888UQ2AVcuXVqnwjN6/XreAv6vmakx4667jhAg1WZjpxfR8kZsLOcDVSNHNus4/uJLVESK9ye0HsHZTVgzDSwsrJP64RDnzx4g4XXWWWeh0+nYs3kzR7x0jLhw/Xp+Bnp6eS4QqIVjni3QgsV1yxhAYd4jJ4eHgH4eEXiLuHYZ67nGRKSksFm0YdvvxeYowk8vyMZQIvI4g5ctq/OctbycUCAaGm2I7A9VImJsdVsRKs/NPVbZH6AVIS3wS+h16dKlTpQuJyeHO+64gyeffJK0tDRMJhNXXXWVq4enRHuqIiM5CJS73dycTqcr58Vf64f6UEPglR5Lt8vCw3kXsDaidL7/NddQASQ4nV5d1e8NDuZqQBegNl2euPyp3G6shUJI5et0mAOUlN5z40YqgJkeRrRX/formcBIjxZQnoQlJVF10knYgD88lijUQpJywNBC/mfecEX0PIRemIh0+erokP7II5RQk4O45T//4dCKFUQpCtVAahNTPoa9+SaVQFpVFavcPOr6Z2dzNpDaREE87LHHyNPpiFUU1rtFIHPWr0cPWKnpK9wUBl11FYcMBiKADZ7VvWJCYG/mhCe8Uyc2i+jxYS/N2wNVFekv52Zl8QXQye17Ya+qQl2gjqgnOtp98mQyTSbMwDaxrK6iiOudLUA399jYWL6IiaEQ2OPF87BXfj5TgUiNqt5TCwt5ABjgkVv5akQEVwNKgNqfQU1R1ZPAUA9D/BBxvTc3ED0sEZ1Mgj3aPVYVFbkm0OEBFKYJl10GQL+cHGweqRpVbhN4bysKzcWqpkq5HefogQP8DPyl0xHWRpsrQDOKMVJTU1m6dClffPEFa9eu5auvvuKGG27geT9aXUkCw5IpU+gC/ObmEVZcXIxD3Hx9JTc3huSjR3mMujlXH4aFcT1gF30Q/cESEUGGyNfI9uK/9IXDwVzAolGkyqp6v7n5U5WLlISSZvoNumMQvmRGj0hSVEkJ3aip7GyIU0R0y1PoFUZGEgqMbkQkVQv0QmQaPCN6YtLhq+docEwMG0XSctmzz5IpKin3hIQ0WWhHpKayQZi6WkVHCFtlJclCdCZ5WL34iyk4mAwR5bW6FcYUbtoEwGGjEV0T01T0RiO7xL4dolG96zmRc6YE4D2uFK89zEsuYJWoHmwpodenuJgLgTC3iFyRW1QsqoEJ3n6RWpHnYdmlE+fLEcCbe2xqKmbA6aX3tPq9Nmh03rodOcLTwEhhxKvyR3U1c4FQDwPj5qATUVC9hx9muHAMCG7AcqrzddcBMDAvj0o394cScV11UDPhCBT9Lr6YAp2OCGDX55/Xeq5aTOCdELBJuztqqpTDLVBwxG7nTODiLl0CYravFU0e2Xvv/T975x0fRZn/8ffuJrvJpvcACRCpoSMoBuUoFmz8RM8KlvOwnniCisrZEFSwd8U77xA9OU9PxQLYkCJF6b0oJYQWQkJ6stk2vz/yzDAJSUjITJINz/v12le2TJ55Znbnmc/zfb7lX6xfv57LLrsMgIsvvphFixbxyiuvaEkuJeZSU2WM/HXr2AB8ExSkLZU0hqScHKYAQ6r5aJ6qw3ixyJIeXK2eqKIomk+bWU7OWn4qndBzCT+uEgOtY2oewKBqIihEDKb2elhaLzzrLF4DHvryyyppVoqKiykD3GLJpLnIO/NMBgIz9Bn6FYUwNVCkDpGSOG0aucBXWVlsESInp4YE0g2hg7C8nJuTw7YFC9j/ww84qMxFl9SAyUh12kyaxK/AR4cPa6lj9lgs/Bn4Tx0VYepDrLhJ9sjKqlIe0CFuJFYDLATtbrmlch95eScsEW/JzqYCiK4lEbHRKGqwhO5Yi0QgTgEnzxnonjiReOD+ai4RQWLp32KQ0z9A2KhRALSvYXnWbrLQU4Njgqotcau/v5oi2k8VVejZqgm9aHGMEScR352vuIJsq5VQYOcHH2jvF6sTaIul0Un79ViDgtgdH08OsLdaEIhb/A5cYIro8or7kl93/8gRfpMn87tubk75bFx//fUnvHfmmWeyYsWKE6wQEnNQhZ4+gWPJ7t30BYxyC1UHs+BqA0FYQQER1F0VoyYiRozADRRVu7lUlJZyJXAJEGJSDckPBgygJ7Bdt9y2s107BgLvGeSfB8fTw9ir+SGGCOFXnyi0/kOG8CdgkM/Hb7p8a6qor49V0EyU2FjWApm6QdxdUoL6zdUl9Lpddx3jr7iC54C7CwoYDrR56KFG9aftRRexOSmJX4D/vP02B0XAz+7IyEbdaLrccAN39u3LOz4fnwgLwm/FxcwCtjRCQAL0uPVW8i0WYhSF7bqlVdWR3G5AAu9Oo0aRbbXiBHbo9qH4/YQBdiC0ifIxKjUk522IRf2s//s/8q1Wfv/9dw7prIJzExO5Cyho5Pehp9OYMQB08HgoqJZiRM0OEGzSNagGo+nH3PLCQv7ocnExEGvgJE+tCasPqvJ5vawCfgXCT1KBw2K18kOfPkwEFulcUvLsdm4Appnw2/ph3DiSgE+quROpFj1XPXNmNpSKiAiOAOW67yXnyBGgFQu92ujYsSMrVqwwullJDXTdt4/lwC26ZZlyMXAWG2Sh0oSebiBQ/H42FBRQBMQ0MPdZ2p//TARwSWlplZJGrqNH+RyYD4Sa5HtWnJTENiBfJ8COuFysBfIN9AsMEufMXs2iFypeO+ph0QsKCWGn2O7IF19o79tXr2YWcHMdNSabgppKoJXk5/M1sAgIO8nA9/rf/05PsRR31qRJdPu//2t0n9yffMJ5wHPffYdr/nwACg1wkL755psB+EBYLNQAmcYWlg9yONguxFyeLhlwhBBCoQb4NlmsVvaKpbMCXbqQisJC1EVnZxPdpNTSgPpE4i7V57Qek7vo6Gj6iQnZEp1P2BJF4V3A2kirsJ7Yzp3ZJ8Tn7mpL6+oEzqzsAEFilcShu7YKfv+dfwNfAxEGCkxV6OndTErLyrgAOAcIq0f6oJI77uBVYJ6uFGeez8fHwGITkgj3GzIEgFWrVlV53yMmwRUmCb2Fl1xCMvCdLjtDp08/pRC4pwGJ05sDUxaVY0xwhJScSAQwGEjV3fTdYqZbblD9SnXWqhctZbm5qPPvhqb4iE1Kon3nzgCsWbNGe79CHIMXCDap9mZN0WwnS9Z6KgSrM/Jq6RHC67GsqadUhOvbdOfJvnt3paWvmSvTROTn8zBwhS4ytAT4P+ASh4Pgkyy/JyYmsmnTJvLz83n++ecN6dOAP/yBIUOG4Pd4SBXRydHCebsxjBkzhhiLhV4rV7J36VLa/vwzw4BeBhSW94mI4ShRnxogRtzgIxq5NKySc+GFPAZ8pVsyLdF9b04Dgrbqg1aFQSf0spOTuQF4v54TrTs6dmQhkKjLp2fGkibAQSGQixctqvK+mh0g2CShFywsdvoxt1iUCcy3WAxdllSFnt7XVl0hslqt9Uoho5Y/XbFiBW7x3eaLgIVoE1xMzhJR4jt27NBciADKFYXFwEaTXH/UEmd6VynL0aNEAs4mqhd9qrRc70HJSQkWgtqhGzh9YgCvMGgQUgcz/TJkiRCTfk4txYcamb169WrtPTViyszqrb2PHeNJoP3mzdp77deu5UEgvZo/TGNQl24dOqHnEfnloP4WlHBRZD1FJEoF8IuITE8TOdDXRkReHjOAm3Q5pVQBHVbPyiZWq9XwG8GUKVNQrFZ2A1vCwugt0nI0huTkZH6Ii+PvwO5HH+WRXbtYBPQxoEJB1wceYAQwqKSE7OxsSkpKGAlcD8QZ5E4Qf9ttPAP8Z/t2LS+j6kNVCNgaWTqs3tRg0ctzOPgY2FRP62X/Hj0YAZwhyoEBnJ2dzVAg3mDh5RaJnUNEjVkVvziHdgMrVOixi2siRD+5Fr7ExQa7tWiBY7p96a/j+pQOTE9Pp190NNeUl7NNZFPwb9jAaKCvCbkGExIS+I/TSSawT2dtzU9OZjjw4CnktqwPqtAr0qUzC1IjcE+3pVtJ0+EQVqhQfXSnuPF6DbKqqhY9h07o6Yuun8rs8iq7nXXAEF0ko0sImFITI5e6Z2czBeiqu0mcuW0bLwDdqtULbgzBCQl8BnylO5bS/Hx+BbYCYfV0su8s/IQ6ejzkqX1Wv99mDsawqk7cOjHb1Ok6amLEiBH8/PPPeP7yF9pu2GCYI7jnj38E4IJlywgHjlksnGFAnsqk9HSKBgzAAyxYsIDMzEx+Bb6PiSHKoGjFM888k6CgILKzs9kv/KhKxeShuAmT21uES4Ze6DV0ctDtttvwU5kbMHvdOlwFBcwpLWUxkGiwVSXi8sv5GPhGNwlUFIV2FgtBgMOkSggOYZkM1Y25LjHmlhosysv69mUwMFm3MuNbt45cYEk908dYrVbeCQ1lNlDwr38BkLJ0KV8AV1SrImEUnUND6QAU6PLpmV2xpOuBAywGbta5SoUI0RfUjMnr64MUegGMJvR0A4JNjawzaClSnbXqhV65cEA91ZtE+44d6Q+01Q0CarbxMjNvPOJmYtVHOIpcTMEGzsjsqalcDfzJ7z9uQfH7OQfoHxyMo54+NtFpaewWA/ue//wH0H2/TbTcVhtBYjDVL08HLVtGGTD3aPX02k3L4MGDGf3WW8QKFwEj6DNtGod1wn1bx45YDbKuXH755QDMmzePTBGF2tFAq0RoaCjnp6dzFbDj448BqGiAb5xRrBsxAifwL13QRIgof9atWrBXbUR16MAOIeh2v/ceR0ROvjIgxqClbpUOf/wjNwDPHDumLdeVl5fj9/sr04aYZNEL7tKFIcDF+kAnMeYa5ZKjYouPZyWwXWe5c+fmEgdEN6CdCpHIOExkU7Cp/tcmWbpKxPWhiFRHYF6dW5Uoq5WhQEddHr1wcf84lVKITYkUegFMiLjZO3UirNjtJgewGpSLLuiMMxgEDNcNOi510DlFa0lb4ZfUsaICt7ACqfUqXQaG4ldHLd4epBN6YeK5w8AZmZrWRlEULVjhVK1dh9q3Zy+wRwxodnHDsTbzUoFNDKZB+uXp/HxCgeAWnE/qVHEmJLD/0UcpA3ItFtq+9ZZhbY8aMYKXgce++IKyr7/mHuB8g0XEZEXhM8AhIofzFIW5wOYmiriFyrRD5YBLtwLRac0aPgcuqhbZWhc5wpLmX7iQAlFgPic42PCUGvHx8SSLcXTbtm1AVf+s+lohG4ozLo5lwCqPR8uJqrpsuA22ltdUrUStHNSQsTjp2msB6Hb0KF6XixDhO2czydJlEyU5I3RBEAk//UQO8FS1/INGoabFCtVNSqKEdTrMpCT/RtH6RuTTCNXXKxy0XGtPt21LEpA3erQh+wiNiWEVsN7r1QYdtQRM+SkuI7QdNIgiIBjIEglJPULouU20MGhCT7d0pCYGdRqQykJFnVEGAS6xnHCqQm/HxImcAfxDLBE4xVLXyTLWm01NQs8rrI2eJrQSNSVnT52K9ehRnLm5nHHJJYa123/wYMZarfTz+xnyz3/yJnBZI+vcVsd2zjkARP/+OwC74+K4EpjThJWMaiyBJiwiSgOW28KEBbTDnj2UiAjofJNEV++ePTkDyFy6FICy337jG+CDoCCsJk1o9AKyTD0/alJog1O6OMvLmQDcqLNSqddxQ8biLn/8I4VAJPDbf/9LhBjvQk6SnuVUiRUBICn67APHjpEAOE36XkLE/TZMCD2/z0ecMLJENzIC32yk0AtgwpKTKQIOAaVi6VOtp2pE+TOo6u+g+kAcdTh4D1h3imLDYrWyTwieHBHRdiApiduArwxcbqtOkBrNphN60eJCjTBwQLIHB+MFPIBbOFFbV6wgE3hfN6DWh0Gi3NEvv/yC1+vVasmeLGO92dhqWLpVE1G7m7E0m9mExMfjNDi60xoUxA5RLaSNEHihIoWEUbS98koAuhQV4XW5TI2KrI3U/ft5HxglrGMAVrWMVQOEWvfbbsMDtPd6tcoVpSZZJicfO8ZuIEld8j5wgMuAC2uo1W0UISEh/AV4CCgTS+zL2rblFmCXgbkCAUJLS3kFmKTLxepVr+MGTORtdjs7hRDK+fRT2oh7RYxIkG80HYR/bKLfr/kv+8Vk2Kiax9VxivtdmPjuC7Kz+R5Yw6nXvG4qpNALYEJiYoixWmkHlIgbbq4QfEYJvZCQEO4HHgPKhYjcHRfH7cD3Awaccrv5Qqi4hY/N4dBQ/glsFTc8M1CjlO1iRlZ+7BiqjI000PRutdlQjftusdTjzcmhA5BYLeXKyejZsydRUVGUlZayafVq+tlstKcy8XRzoqbA0c/5/eJYfa1Y6JlF0lNPac/LgfS77za0/Y4XXUQh4AR2f/klRSKjv9EpSeoiuqCAW4B+Oh9Oq5qHswGW7oi2bVkbFcU3QIwozejt3t3Anh4nSJQbCxfpTVRf4nITfYktFgszgOcAlwie2WSx8AFQLiKBjcKuZlWoYcLmbeB1XCasw/GLFxNFZVaGFGF5M5rw5GT2i6XlA99/D4Cijj8mpTpximX8SMDn8ZBTXMzlwAVRUfX2u24upNALYCwWS5UyaJ6yMpYUFLAQSDBoVmO1WnkWmAZ4hG+eGl7emOoMiqhOESKKaTdFxKa9WpRygdi3h8qbh5Goi1NqWR5tOaSBy902m4034+PJAw4/9RQlLhcHLBbamWj5rA/WNm0YCujlpjrQek2KemvNdLvuOhb94Q9kW62suv56Ig222FqDgtgtJjo533zD5V9+STlwUQ0lvsxCi9TWLUurZb6sDUyN8v399zOKSrcVgPCMDCO6eAIxwrLaTlhAVbcVM32J4Xh1hwqxZGtWrsBgMd46QAscU8RY7GvgPSTxmmsA6CXcSw7ZbISYaDHenZDACmCf+A1bxH4Vk5bxI3UBFyWHD2urZwnNXHe8PkihF+CouX1KSkoo2LOHPsAwIMZA4aKGLqglZipycogAohsh9MIHD2YHsFMNid+zhwuBDiYuiVj79OEcYIzod67FwkDg+uhowx253WKgVrO1q4WwPadg7UpJSyMGQKQSSE5ONqSOcWMIDg9nKbASNN9NxA2iIf5WkuMMX7KEZJ+PoSLC2miKVKvXqlWEFRQQQv1T/RhBTTnbglWh18Cx5NZbbwXgCmBaUBA97rzTmE5Wo71YImzj91Owd6/mS1xhcu5BNfuAKvR67N3LJUCiwftVLXo20Oot5wcFsQrIb+ByeLfrr+f+2FhSqEyc/kUjVnzqwzdjxnAusFD8njQ3AJOMBY7ISAqAI0DJkSMBU/4MpNALeF4uKWEZwNq1FAoLVYHFgs1AIeASIsgtTPqX/PgjRcDF69efcpvtbryRdODWwkLKy8s5c9UqvgeGCGdxM3AmJfErsF6Iy9ziYtYC200IbKgQ58wjxI/qP+I5BUtr9GWXAXBZaSmfAHealJG/Idh1Nxw1svio08lioKAJxYOk/oQOHQpAUlYWUeKmGGpwSpK6qFHoid9OUAOjjFNTU3nuuec4kpREm3feMa26R2RKCgeE6MpasOC4Zd7kiZZqMVQtiA9lZTEfaGNwRRz9kqNanWhZly4MApYNG9agtmx2O9H33cdBKku1RY8fb1g/a6JHjx4AbN++vXL/Yly3mDg+dk1IIBnIDw0l4bPPKAKe0NVdbqlIoRfg9PJ4OBfwHTxIicjBVWjwsoImWtTkkMJEbmmEWT4pKYnY2FgURWHHjh0EibYtJpbPU62f5eXl+Hw+05ZDADzinHlVK5cYoP2n4D/S7eabUYf3a4BhJjkbN4Rgq5XxwESO+yH+1LUrw4GNgwc3Z9cktdDhxhu5AbjU5SJRBCRFi5tlU6AKvWCd1f7duDjuANynkHz4oYceIjs7m9tuu82oLtbIYTE+FCxbhl/46Bmd5qQ6FWotabFkHCXEcbgB9Y/16IWeeh2rbjSnkj7m4Ycf5pFHHmHq1KmMEQnfzSJduP/8LlLsHAwOZg3gNSi1WE2o7kqFhYX4s7OJAEJbwHh8Msx1NJCYjls3IHiFACs2+IfnttnA69WEXrAw8dsaIcosFgs9e/bk559/Zvv69XQVg4vNRDN4uNPJBCprBJfk5GBds4YHqVpqyCiqCz2Latk7BaEXGhvLz126aNbO0P/7P4N6eeoEBwfzhnh+rKAAEhK0hKXNvawsqZnknj1ZlpKCcuAA4VTWlU4xOLq3LrRIbZ3Q+85mYzdwSxNaFhtKaVoaHD0KW7bgFQLP7Mo0qi+vNz8fd2kpqhyLNDhdic3hwEfl0q0q9NRqJafiL+1wOJg+fbqBPayd9LQ0dgJnHDpEYVYW76SksHjXLj5uoCWyIUQJy3NRURFOIfr9zZy8vj5Ii16Aoy4h+AoL8QgTcrnBzqhusXThFQNBiLihBzfyBz7B7aYQaPv3v+MUZne7iaVkHCEhPA9MpbJ2ZMz69bwAjDShksO6qCi+BErF95Nvs7EdcJ1iGoiun3zC2thYlvTqxYDHHzeuo6eIzW5HvV17xXdndmZ6SeMZNGgQ/cXzfXY79iYsVxck9hWkL6fYwBJozUHFiBE8Dcy1WvlPejrBwKpRo0zdp+ri4SsspEAXMBNpsEUPYLTDwVCOV93489Kl7AF660pFtkSik5OJtFoJAg788IOWzNrMgL6JubksBkKXLsUurK2WAHBVkUIvwFFzBvkLC/GLlAlug0O9PWIp2CesUmpmcEcjrW9x7dsTCTj37iVcLCWFtmvXqDbrwmK1UiqCJMpzckAs3ZoxO3+zSxdGA0dFpNb/OnemB7BNVAVpKEn9+jEgL4+hmzc3XRH6OrBYLFoKGY+4Wd+1bBlHgN4bNzZbvyR1c/3o0XQBsoCDTRy5rfTsSSKQofPHG1JYyAVAuMlRrI0h4ZpreBz44MABjh49ihcMq0NcGwvOPJNhwOYuXSgWqV0KLBZTrv3lTidLAZeIuo0qLSUNcLbg70TlkPgtHVu+XMsNGWOi+08Xt5uhgHX/fkLF/TC4hde5hQAXes888wyDBw/G6XTWmvgzKyuLyy67DKfTSWJiIpMmTcKrK8EDsHjxYs4880wcDgedO3fm/fffN7/zBuETyyFKcTHFZWUcATwGJw+dmZ7OuUCWWF5xivPnaGRYeZTw5Wpz7BhRos0wE2asekrFkqorN/d43VgTfPRUq5Zq5WqK9DFNjSr0VIue0+UiEbCbWa9Y0ihGX30117RrhyskhI4GlnGrD47wcI4CuWJSp/j9/Ke8nB+AiHrWum0O0tPTsVgs5OXlaY7/RuUprY38Dh1YAmRbLJSKXHpFJl1X6lilVixRE8o3NECmOSgWE2n/li38tHcvvwHJuoT4RuMRVk9/fj6RakBTCy9/BgEu9NxuN9dccw1315Jc1Ofzcdlll+F2u1mxYgWzZ8/m/fff54knntC22bt3L5dddhnDhw9nw4YNTJgwgdtuu43vvvuuqQ6jUfjUJY+SEv6blkYysO6qqwzdx6GkJFZwPMgjQiy9OBs5q00ZORKAVK8XdUiJM9k53CUGS/exY8frxpowaJ8WQk9YR33iGIOEWLealLBU0niCQkLIOHCAruXltDfRl6kmqpdAcxUUoEqX0Baciyw0NJRzOnbkQuDfu3bxPtDB5MmMPm1WuXDJKTHJkn+V18s9gF9U8XGokdBNWDXlVLGI+0XYnj10UBS6ANEmrgr51fttURGx4jxFmpjk3ygCWug99dRTTJw4kd4ie3l1vv/+e7Zt28a///1v+vXrxyWXXMK0adN46623cAvVP3PmTNLS0njppZdIT09n/PjxXH311bzyyitNeSinjBIWRgng9nhMS+ColkErLy/H6/HwX+BTIEyXQPJUiE9P56gQC68DUxwOokyqjahSLoJX3Hl5hIgZWbAJUVqTNm2iAuj8ww8APL5uHZuADroi3IGOahf3CYueKvRsLdjfStJ8hPh8vAG84/Xi83go0/nGhrXwXGQvu1x8DwwCbgFSO3Y0dX9pJSX8Bei4bRv7Y2K4BfjMJEFxf2EhbwK2PXuA48FpjiasmnKqRIoazj1EGhofmHoP8QsBrhw7xs/AaiC2CSPXT5WAFnonY+XKlfTu3ZsknbPkyJEjKSoqYqsIyV65ciUXXHBBlf8bOXIkK1eurLXdiooKioqKqjyai9WXX04E8FGvXqYJvX4FBdwHxOzYQXFJCbcB1wIRBiyzHhDLA1uAz5ugMLQWzVZQQJiwLDhM8LcJslqxA34hglLLyugNOFuAf51ReIVIV5du1fxoUuhJasIRHMx44DagoqiIchG16IIW4XdaF+W6m7kLSOjVy9T9dT10iLeAQdu3c0CUP9tukqDQMgQIX9tQcR3bA0DopQifZ3UNwSw/Rg1xTrxHj/J/wLnBwUTLpdvmJTs7u4rIA7TX2aJYdG3bFBUVUa7WYazG9OnTiYqK0h6pjbRsNQbV8TQ/P5/Xtm3jJyCloqLuf2oggw8c4FUgdds2CkVSTYfDYUgajYJ+/TgCtIdaLbNGolam8BYUEClM72b4BfrVwUb8hrRZsknF15uD+xMSuBAoEULZLo4xSAo9SQ1Uz9nmElYYNUCqJZM4dqz2fFdYGFaTAxXUSiFBFRXkifNkVpCBV82qIFY4nCIoIzQA0obEp6ezNCiIHPH6mMkThmBRmjBYBPIlJiZiCYDfb4sTeo888ggWi6XOx44dO5q1j5MnT6awsFB77BfOss1BnBAOebm5nF1RwXAg1mCLnl9Nl1FeTlFeHuFAlEGRvSn33Uck8AZw4YUXGtJmXXxx5pkMBrZ07sxlFgsXAWEGFwoHndATotsp/BpDWrAvUkNZFxXFj4BLHKuaHy2oFfkhSowj2OnUUvK4i4qoEAKm3ODyg2aQftNNbBLLdvnXXmv6/oKEqLNXVBC+bRuXAGkmiUtV6PnLyvD7fGwHdgChLXw5XeWxjAyeFM+PmRhxCxDSoQMejpd9rG4kaqm0uPjpBx54gD/96U91bnPGGWfUq63k5GRWrVpV5b0joj5dsvDLSk5O1t7TbxMZGan5plXHKGuWEaSUlvINELpuHWqPYoxeAhVCz+JyofzyC8XAHjVitZF0GT2aXyZN4g1F4eqbbzakzbooSE1lJTC4uJg14mKNNcGip6i/D5cLxe8nXJ0ltyKhF6z6Owp/1202GzleL2EBsOQjaXosVisuIJTKpVu3SIdREQBR2tagIDrv2cPetWsZIoLIzCRYCBaHx8OQ1at5GFhikkHBKwSkv6yMsvJyzhLvl5qcAcEoevToQc+ffwag3ORUJ8EjR2KfPJnbgBJgeTXt0FJpcUIvISHBMB+zjIwMnnnmGXJycrTCwz/88AORkZFanbyMjAzmz59f5f9++OEHMjIyDOmD2cSEh3M2aJajMkxwbFaFXkUFbuEHqAY1GME5zz/POYa1VjdqNNs+kZsqJCQEpxlRokLoWSoqcJeUaCLcGSCz5PpwQVkZ5wK2AwcAGON0kl9RYZovkSTwqaBS6HmKi8mLjeUuILFdO6Y2c7/qgzM+nrQmEHkAdrFSE+L14hC+c2ZVDfKpQq+8XMsOYLFYajV0tDSGDRvGv959l+uA0FPMU1pfEoWbSgcgDAgJgBQ00AKFXkPIysri2LFjZGVl4fP52LBhAwCdO3cmPDyciy66iB49enDTTTfx/PPPk52dzWOPPcY999yjWeTuuusu3nzzTR566CH+/Oc/89NPP/HJJ58wb968Zjyy+hNZzRH0mM2G0bLFIoSQraICt3CgrmghFs2G0rm4mPuAhFWrSAOKTRrMVIuexe2mJDtbE3phAWLqrw+35eTQC1i1axcgK2NITo7bagW/H29pKbkhIbwLDDM50j4QUX15Q30+rWqQGUFjAH4h9BSXq0qlkkDwPQO4+uqrWblyJS/m5/O0yVWDEhISsFgspIkVGn+A/HYDWug98cQTzJ49W3vdv39lcZ9FixYxbNgwbDYb33zzDXfffTcZGRmEhYVxyy23MHXq8fljWloa8+bNY+LEibz22mukpKTw3nvvMbKJZm6NJaZadvvCkBBSDN6HJvTcbs2vxh2gN/PuubncCRRmZREF7Kwl4KaxlCQlsRDICQsjraCAXMBusZAWoOetJvzCt8pfUYGiKFp+NCn0JLXhFuLBU1JCqXCdaMnlz5oL1T8uzO/HI1wjnClGj+yVfNOrF9MOHeLKLl1I3LCB3cBBE5MOG01QUBCvvfZak+zLZrPxZmQkY9WgxO7dm2S/jSWghd77779/0ioWHTp0OGFptjrDhg1j/fr1Bvas6bCHh1MMRIjXRSYkubSKgdjq8aAI3zxvgCbFDRazYtXgXmaSKNl9zjlM/O9/uaFzZ3o7nfQGEuLjteiw1oBP+Fb5KirwlpWx3+/HBYQE0E1C0rSMSU1ld2Ym/23fHtuSJYwAOulq30oqcZ5xBlcCucB8VRCb5DN3qF075gNDnE7cOTl0B2zCYiU5kYG61aw2F1/cjD2pPy0/3ElyUnJ1/nIuE5YGjw0YwEjg7x07ooicgd4Ajax0VMua7jLJmqCvjNEUxbabA1XoKRUVuAoKaAucATgiIur8P8npS354OIcAl99Px19+YSFwtVj6lxwnpl07vrRY+JXjk/ioegYhNhR9xRKPmMi7AiBAprkoHzIEgL3BwXSoloO3pSKFXisgV1jxbgc26PI9GUZKCt8DW202rEK0EKA38/BqPo1ukyJE9UKvNZY/A/DrhF6FLmm4w6DUO5LWh76uqiKuC3+AOP03JTabjZiYGNSsm34g0qR8rZ0KC7kFSNi7F48aCW1gsF1rY8jHH/PLAw8QsmIFlgBIDQQBvnQrqaS0TRvyjx6lEOjdp4/h7etLoP3udHIUsJtcAsgsIqvNihWTwvHP2LSJXOD3VavwLVvGRmBPTmtauD0u9PxuN24h9CoAh7QGSGrh2mPHGAs4tm3DIhL0KgHqBmI2V4WGEgs8SmWpy2dNSgY8cPduHgQWb9mCd+BA4HgFIcmJWIOCOOfFF5u7Gw0iMOSopE5c48fTFvg6JISzzjrrpNs3lIjycsYBFx05wleJiVwDZAvzdaARU61eZJBJgtUeHEwc4HS7UbKz6QOkeL0n+7eAQhV6VFRoQs/VjP2RtHxG5OczAQjNzMSqBkLJYIwaubeoiOeA7cACk+rcgi5DQEUFfhFk4A3QrAqSmpEWvVbAyNtu4y2bjTPOOIMoE/L6RBYU8B5w8OhRxoobuhn7aQpCoqMp5HgwhrNTJ1P2o9Z7DfZ68bXSwfO7nj15/sABRnXrRhvxu3AHSEoGSfOgz9lmE+l4aGUuDUZRHhYGxcXEA+5qvsVGYhHL6Va3G79wzfHJyPlWhRR6rQCLxcKf//xn09q3C1Hn8PtxCR+OyAD2w/pbx45kZ2ZiAV675BJT9qHWew3y+48HsLQyX6SsNm34EsiIjMQr/K0qAsRnRdI86HO2BQmhZw3gscRMKqKjITubO4FPzfSJVi16Hg/FwG9ASYBO5CU1I0dlyUlRhV6IovDfbdvwAu2asb5vYykYPJjPgc+Atj17mrIPtd6r3edDUWfJrcwXSV8CrUJR2ADsbWVWS4mx+MVvRikvJ1ik4bEFaGCX2ShitWEAcLFYFTAD1aJn83hYkp5ON2BhgESTSuqHFHqSk+IQUb2hQKTPhw1wBnCFhyeeeILhw4fz0UcfmZb93SaEXrCiYBXZ5lub0/kZhYWMBeKysshLSaE/cI9JS+GS1oFPFXouF5/ExzMJcMmSeTXiFIERAOHnnmvafixipcHm8WgZAmQS69aFFHqSkxIiCmzbgBiRSDPcpFD/pqBbt2789NNPjBkzxrR92FWLnt+vRRe2Nl+kjN9/599Ajy1bZPkzSb1Q1GjOigrmORy8CCjdujVrn1oqfe6/n3WxsayLjaXPffeZth+rEHpWr7fVpoI63ZE+epKTogo9PZEmZWlvLQTFxvIrUGi14lUUDgH+Gs5jIKMIfys8Hin0JPVCL/TUuqpSVNSMIzKSM0XJSTMp6N2b64DE1FTGLF/OA0D277+bvl9J0yEtepKTYg8Px6d7XQGEmpRouLUQlJbGOcDlVitvd+lCO2BvgJTLqTdiGc7i8ZCwbBk7gYf37GnePklaNEsHD6Yb8GPfvvTIz2cgEB4k7Q3NiS81lU+ANSEhJBYW0g+IkNHzrQop9CQnxWK1Mi4sjEnidZHFEjAZwZsL1bLl8XgoFI7UEa3N6VxYZyxeL9b8fLoC8a0sV6DEWDzx8fwGFFit/LeggNVApLDsSZoHfQm0YI8HgCATaqZLmg85lZLUi5+TkmgnrDXFwcEkNHN/Wjr6Jcw8sfzS6paoVIue14sikt/6ZekkSR2oosJVVobq7h8SF1f7Pwh8Ph8eIUIkxhLu9XJ7hw7EORwEt2mDKzaWoDZtNHcMSfMRHByMzYBKQ1LoSepFbGwsRXv28D9AiYnBnPLarQdHUBD7AAew9/ff8QDO3Nxm7pXB6ISeXwg9nyydJKmDjtnZTANiN2zQ3gtLTKx1e0VRyM7OpqCgwPS+na5EJCYyceZMvIAX2Eulj/HevXubuWcSgOjoaJKTkxuVIUIKPUm9ONdioRh4Amjfrx/XNHeHWjhBDgftqIxUThLLmTtbWaCCRVhnrF4vXmnRk9SDlMOHGQts0Ply1uXvq4q8xMREnE6naemQTmdc+fmEWK24AQsQDFSkpGhptSTNg6IolJWVkSNqpLdp0+aU25JCT1Ivrs3OZjDwVyCvHkstpzsWiwUXoM9G5UxObq7umMLBXr0Y+8UXdDzjDC6sqADALxMmS+rAInJJhollwVIgrJZgDJ/Pp4m8ODnmmEdoKCFUTkqt6t+wMOytbGIaiISK1Dc5OTkkJiae8jKu9KiX1Auv8C+LA9qZWHexNVG97msgJ5muidLUVOYAmyMiQPXnkUu3kjqwCvEQIfztSusI6lJ98pytLNF4S0MNrLMCHvGwyEjoFoP6+2+Mj6oUepJ64RfLK08CF2VmNmtfAoXyajex8EaY3lsiagk0j8dDcVAQuwCXrJEpqQM1OW+s3w9AWT0sFHK51lysQtRZgS3ARsAmLfMtBiN+/1LoSepFkK5MUVgAV8VoSsp0s2IXlQlQWxNRpaVcAaTn5PB17950AdYMG9bMvZK0ZGyitFYO8DDwcR2BGJKmQRV6FvEAKa5bG1LoSepFgq7IdcoVVzRjTwKHcl1gQkkrHDiTd+9mLnDz7t2yMoakXqhCLxd4HpiXltas/ZEcF3pT/v53xowZg81mM0Tovf/++0Q3MKAjMzMTi8XCBl1U9qlisViYO3duo9s5GcOGDWPChAmm76cxyIV4Sb3ods01LPnPf7BGRDDkD39o7u4EBAejouhZUoIVOBYURHxzd8hg1Khbm89HhQjGcMglH0kd2IULiBqk1OpySwYgFquVfRYLN954I7ddey3hop55oHP48GFiDCw7uXjxYoYPH05+fn4VAfv5559rbiwtFSn0JPXDYmHoF180dy8Cin8NHswln34KQL+ePVnfzP0xGpuw3tn8fm5etYqHgdwdO5q3U5IWjaVfPwYCTqA/kGpAMlhJ41AUhaOKQoTTSYrTiSvAhZ7b7cZut5PcRFkOYgOgHKhcupVITCJS55PX6sqfAVbVouf3k1xczJmAU5ZAk9RBWFISa4FzgXXATb/91sw9Modhw4bx17/+lYceeojY2FiSk5OZMmWK9nlNS5QFBQVYLBYWL14MVFqQLBYL3333Hf379yc0NJQRI0aQk5PDggULSE9PJzIykjFjxlBWVqa14/f7mT59OmlpaYSGhtK3b1/+97//aZ+r7S5YsIABAwbgcDjYuHEjb/797/QbMwZFt2z7r3/9i549e+JwOGjTpg3jx4/XPnv55Zfp3bs3YWFhpKam8pe//IWSkpIGnadVq1bRv39/QkJCGDhwIOvXnzgd3rJlC5dccgnh4eEkJSVx0003katLPj9s2DDGjx/PhAkTiI+PZ+TIkUDVpdvBgwfz8MMPV2n36NGjBAcHs3TpUgA+/PBDBg4cSEREBMnJyYwZM0bLYZeZmcnw4cMBiImJwWKx8Kc//Unbv7p0+7e//Y1BgwadcAx9+/Zl6tSp2uv33nuP9PR0QkJC6N69O2+//XaDzltDkUJPIjEJvdBLSGh9RePUVBlBfj82IfCsMhWGpA7UpVp1wdYvonDri6IolJaWNstDaaCla/bs2YSFhfHrr7/y/PPPM3XqVH744YcGtQEwZcoU3nzzTVasWMH+/fu59tprefXVV5kzZw7z5s3j+++/54033tC2nz59Oh988AEzZ85k69atTJw4kRtvvJElS5ZUafeRRx5hxowZbN++nf7duqFeuX4h9N555x3uuece7rjjDjZv3sxXX31F586dtf+3Wq28/vrrbN26ldmzZ/PTTz/x0EMP1fu4SkpKuPzyy+nRowdr165lypQpPPjgg1W2KSgoYMSIEfTv3581a9bw7bffcuTIEa699toq282ePRu73c7y5cuZOXPmCfsaO3YsH3/8cZXv8L///S9t27ZlyJAhQGX2gGnTprFx40bmzp1LZmamJuZSU1P57LPPANi5cyeHDx/mtddeq3E/q1atYvfu3dp7W7duZdOmTYwZMwaAjz76iCeeeIJnnnmG7du38+yzz/L4448ze/bsep+7BqNIGk1hYaECKIWFhc3dFUkL4uvLLlMUUBRQ/j1kSHN3x3A2zZypKKBkBgUpm8LDFQWUXyZPbu5uSVowpUVFyiRxTSig/DR4cK3blpeXK9u2bVPKy8u190pKShSgWR4lJSX1Ps6hQ4cq5513XpX3zjrrLOXhhx9WFEVR9u7dqwDK+vXrtc/z8/MVQFm0aJGiKIqyaNEiBVB+/PFHbZvp06crgLJ7927tvTvvvFMZOXKkoiiK4nK5FKfTqaxYsaLKvseNG6fccMMNVdqdO3eu9nnZ2rXKk7ffrvTt0kUp3rBBURRFadu2rfLoo4/W+5g//fRTJS4uTns9a9YsJSoqqtbt3333XSUuLq7K9/vOO+9UOS/Tpk1TLrrooir/t3//fgVQdu7cqShK5bnu37//Ce0DyhdffKEoiqLk5OQoQUFBytKlS7XPMzIytO+jJlavXq0ASnFxsaIox89bfn5+le2GDh2q3Hfffdrrvn37KlOnTtVeT548WRk0aJD2ulOnTsqcOXOqtDFt2jQlIyOjxn7UdB2o1Fd7SIueRGISEbrAhHYB7vdSE5qPnqIQ7PNVPg8Lq+tfJKc5oWFhzNC9trTiYIw+ffpUed2mTRttKfBU20lKSsLpdHLGGWdUeU9td9euXZSVlXHhhRcSHh6uPT744IMqViaAgQMHas/9uuVaxWolJyeHQ4cOcf7559farx9//JHzzz+fdu3aERERwU033UReXl6VZeS62L59O3369KkSqZ+RkVFlm40bN7Jo0aIqx9K9e3eAKsczYMCAOveVkJDARRddxEcffQTA3r17WblyJWPHjtW2Wbt2LaNGjaJ9+/ZEREQwdOhQALKysup1PCpjx45lzpw5QKUF+j//+Y+2n9LSUnbv3s24ceOqHNPTTz99wvdjJDIYQyIxiRAxIAFYWln5MwBf+/bcQeXN+iFR6zZICj1JHVisVooB1anB0sAE206ns8F+YEbR0Aod1SMxLRYLfpEo2iqSqSu6CWBtlQ/07VgsljrbVc/NvHnzTqhgVD0iPkx3rSr65O42m1Z6qzYyMzO5/PLLufvuu3nmmWeIjY1l2bJljBs3DrfbbVg1k5KSEkaNGsVzzz13wmf62q9h9Rh3xo4dy1//+lfeeOMN5syZQ+/evenduzdQKcBGjhzJyJEj+eijj0hISCArK4uRI0fidrsb1OcbbriBhx9+mHXr1lFeXs7+/fu57rrrtOMB+Mc//nGCL9+pljerDwFr0cvMzGTcuHGaw2mnTp148sknT/hSNm3axJAhQwgJCSE1NZXnn3/+hLY+/fRTunfvTkhICL1792b+/PlNdRiSVkysbsYcfuaZzdgTc7AmJvIP4LOgIILFjSaoFVtoJMagL3sW3MAJkMViISwsrFkeRiYRVn12Dx8+rL1nRO64Hj164HA4yMrKonPnzlUeqXUkutcLPSUoiIiICDp27MjChQtr3H7t2rX4/X5eeuklzjnnHLp27cqhQ4ca1Nf09HQ2bdqk5eAE+OWXX6psc+aZZ7J161Y6dux4wvHUR9zpueKKK3C5XHz77bfMmTOnijVvx44d5OXlMWPGDIYMGUL37t1PsL7aRXlHn1i9qI2UlBSGDh3KRx99xEcffcSFF15IokgMnpSURNu2bdmzZ88Jx5NmYk7JgBV6O3bswO/38+6777J161ZeeeUVZs6cyd/+9jdtm6KiIi666CI6dOjA2rVreeGFF5gyZQp///vftW1WrFjBDTfcwLhx41i/fj2jR49m9OjRbNmypTkOS9KKOOOyy9gYGclvISGk33Zbc3fHcNSBz+PxkGuxkA3YWmF0scRYXDrLhaNt22bsSfMRGhrKOeecowVDLFmyhMcee6zR7UZERPDggw8yceJEZs+eze7du1m3bh1vvPFG3c7+ImmyF3CJHHFTpkzhpZde4vXXX+f333/X2gHo3LkzHo+HN954gz179vDhhx/WGARRF2PGjMFisXD77bezbds25s+fz4svvlhlm3vuuYdjx45xww03sHr1anbv3s13333HrbfeelLBVZ2wsDBGjx7N448/zvbt27nhhhu0z9q3b4/dbteO56uvvmLatGlV/r9Dhw5YLBa++eYbjh49WqdlWQ3++PTTT6sISoCnnnqK6dOn8/rrr/Pbb7+xefNmZs2axcsvv9yg42kQdXrwBRjPP/+8kpaWpr1+++23lZiYGKWiokJ77+GHH1a6deumvb722muVyy67rEo7gwYNUu68885671cGY0hORzJ37FAuAOX/7HYlNjZWAZRt27Y1d7ckLZzNInBnByibvv661u3qckJv6VR30FcURbniiiuUW265RXu9bds2JSMjQwkNDVX69eunfP/99zUGY+id/2sKcHjyySeVvn37aq/9fr/y6quvKt26dVOCg4OVhIQEZeTIkcqSJUtqbbfo99+VJ2+/XenVpYty7Ngx7f2ZM2dq7bRp00a59957tc9efvllpU2bNkpoaKgycuRI5YMPPqjS7smCMRRFUVauXKn07dtXsdvtSr9+/ZTPPvvshCCV3377TbnyyiuV6OhoJTQ0VOnevbsyYcIExe/313quFaVqMIbK/PnzFUD5wx/+cML2c+bMUTp27Kg4HA4lIyND+eqrr07oy9SpU5Xk5GTFYrFo32VN+8/Pz1ccDofidDq1YA49H330kdKvXz/FbrcrMTExyh/+8Afl888/r/EcGRGMYVGU1uMl/thjj/Htt9+yZs0aAG6++WaKioqqlEFZtGgRI0aM4NixY8TExNC+fXvuv//+KiVMnnzySebOncvGjRtr3E9FRYVWCQAqLYepqakUFhZWSakhkbRmDq9ZQ5uzzsIDxISFaY7GekdxiaQ6K9u1I+PQIe4FHszMpEOHDjVu53K52Lt3L2lpabK0nsmUZGVRnJODAkSlpzd4WVRiHnVdB0VFRURFRZ1UewTs0m11du3axRtvvMGdd96pvZednU1SUlKV7dTX2dnZdW6jfl4T06dPJyoqSnvU5fsgkbRWgoXDdTBQLiLt5A1ZcjLyxe8mGmh7mi7dtjTscXHEATar9aSBGJLAo8UJvUceeQSLxVLnY0e1MksHDx7k4osv5pprruH22283vY+TJ0+msLBQe+zfv9/0fUokLY1g3ax/jaKwBAhpYISa5PTDe8UVnAt83adPi68RerpgDwtD6dqVmG7dtIhgSeuhxaVXeeCBB7Rs1LWhXxo6dOgQw4cPZ/DgwVWCLACSk5M5cuRIlffU12odvNq2qatOnsPhkMXbJac9QbqZf3/xt1RWxpCchMuee46c7t0ZPHhwc3dFosMh3Y5aLS1O6CUkJNS7XNTBgwcZPnw4AwYMYNasWSfMRDIyMnj00UfxeDzazPGHH36gW7duxMTEaNssXLiwio/eDz/8cELiRolEUhV7DX488mYhORk2m43bWmEUukTSUglYG+3BgwcZNmwY7du358UXX+To0aNkZ2dX8a0bM2YMdrudcePGsXXrVv773//y2muvcf/992vb3HfffXz77be89NJL7NixgylTprBmzZoqxZslEsmJBFXz5fECQdJHTyKRSFoULc6iV19++OEHdu3axa5du0hJSanymRpIHBUVxffff88999zDgAEDiI+P54knnuCOO+7Qth08eDBz5szhscce429/+xtdunRh7ty59OrVq0mPRyIJNCxWKx4qgzEAKgjgAUUikUhaKa0qvUpzUd8QZ4mktXG/3c4ZHg/jgWMWC7GiQoZE0lhkehWJRKZXkUgkzcy/nE7eE8/dBpaIkkgkEokxSKEnkUhOmeDgYKxAHlBoYlFuiUQikZwaUuhJJJJT5kwgAugIjO7UqXk7I5GchgwbNqxK1oiT8f777xMt6tm2BBYvXozFYqGgoAAwpn8t7RibGyn0JBLJKfPP/HyWAOnIqhgSiaTxXHfddfz222/13r5jx468+uqrjWqjtSOD5CQSySnjtVrB5yMYsMok4hLJaYmiKPh8PoKCGi8pQkNDG12GzYg2WhPSoieRSE4ZnwjAWA7ce/hw83ZGImkhDBs2jHvvvZcJEyYQExNDUlIS//jHPygtLeXWW28lIiKCzp07s2DBgir/t2TJEs4++2wcDgdt2rThkUcewev1ap+XlpZy8803Ex4eTps2bXjppZdO2HdFRQUPPvgg7dq1IywsjEGDBrF48eJ69z0zMxOLxcLHH3/M4MGDCQkJoVevXixZskTbRl1uXbBgAQMGDMDhcLBs2TL8fj/Tp08nLS2N0NBQ+vbty//+978q7c+fP5+uXbsSGhrK8OHDyczMrPJ5TcuuX3/9NWeddRYhISHEx8dz5ZVXaud53759TJw4USuRWlsb77zzDp06dcJut9OtWzc+/PDDKp9bLBbee+89rrzySpxOJ126dOGrr76q93lryUihJ5FIThmvrhpNF5erGXsiOa0oLa39Uf13WNe25eX12/YUmD17NvHx8axatYp7772Xu+++m2uuuYbBgwezbt06LrroIm666SbKysqAyiIAl156KWeddRYbN27knXfe4Z///CdPP/201uakSZNYsmQJX375Jd9//z2LFy9m3bp1VfY7fvx4Vq5cyccff8ymTZu45ppruPjii/n9998b1P9JkybxwAMPsH79ejIyMhg1ahR5eXlVtnnkkUeYMWMG27dvp0+fPkyfPp0PPviAmTNnsnXrViZOnMiNN96oicT9+/dz1VVXMWrUKDZs2MBtt93GI488Umc/5s2bx5VXXsmll17K+vXrWbhwIWeffTYAn3/+OSkpKUydOpXDhw9zuJbJ5hdffMF9993HAw88wJYtW7jzzju59dZbWbRoUZXtnnrqKa699lo2bdrEpZdeytixYzl27FiDzluLRJE0msLCQgVQCgsLm7srEkmTstXpVBRQFFBWpKQ0d3ckrYjy8nJl27ZtSnl5+Ykfit9cjY9LL626re43esJj6NCq28bH17xdAxk6dKhy3nnnaa+9Xq8SFham3HTTTdp7hw8fVgBl5cqViqIoyt/+9jelW7duit/v17Z56623lPDwcMXn8ynFxcWK3W5XPvnkE+3zvLw8JTQ0VLnvvvsURVGUffv2KTabTTl48GCV/px//vnK5MmTFUVRlFmzZilRUVG19n3v3r0KoMyYMUN7z+PxKCkpKcpzzz2nKIqiLFq0SAGUuXPnatu4XC7F6XQqK1asqNLeuHHjlBtuuEFRFEWZPHmy0qNHjyqfP/zwwwqg5Ofn19i/jIwMZezYsbX2t0OHDsorr7xS5b3qbQwePFi5/fbbq2xzzTXXKJfqfiuA8thjj2mvS0pKFEBZsGBBrftuCuq6DuqrPaSPnkQiOWV8OoueT/roSSQaffr00Z7bbDbi4uLo3bu39l5SUhIAOTk5AGzfvp2MjAxt+RHg3HPPpaSkhAMHDpCfn4/b7WbQoEHa57GxsXTr1k17vXnzZnw+H127dq3Sl4qKCuLi4hrUf32996CgIAYOHMj27durbDNw4EDt+a5duygrK+PCCy+sso3b7aZ///7aMer7X30/NbFhwwZuv/32BvW9Otu3b69SEQsqz+1rr71W5T39dxYWFkZkZKT2/QQyUuhJJJJTxqfLneeTzs+SpqKkpPbPqudzrOtGba3mvVTNX6wxBAcHV3ltsViqvKcKOr+B1WRKSkqw2WysXbsWW7XzEB4ebth+VMLCwqrsGyqXWtu1a1dlO0cjJoFNGVRR03dm5PfTXEgfPYlEcsp8q68zLYWepKkIC6v9UT3NT13bVv/N1rZdE5Cens7KlSu1Wu0Ay5cvJyIigpSUFDp16kRwcDC//vqr9nl+fn6VNCL9+/fH5/ORk5ND586dqzySk5Mb1J9ffvlFe+71elm7di3p6em1bt+jRw8cDgdZWVkn7Ds1NVU7xlWrVtW6n5ro06cPCxcurPVzu92Oz+ers4309HSWL19e5b3ly5fTo0ePOv+vtSAtehKJ5JRZ2r49kVu38hdAcTqbuzsSScDyl7/8hVdffZV7772X8ePHs3PnTp588knuv/9+rFYr4eHhjBs3jkmTJhEXF0diYiKPPvooVp1VsmvXrowdO5abb76Zl156if79+3P06FEWLlxInz59uOyyy+rdn7feeosuXbqQnp7OK6+8Qn5+Pn/+859r3T4iIoIHH3yQiRMn4vf7Oe+88ygsLGT58uVERkZyyy23cNddd/HSSy8xadIkbrvtNtauXcv7779fZz+efPJJzj//fDp16sT111+P1+tl/vz5PPzww0BlHr2lS5dy/fXX43A4iI+PP6GNSZMmce2119K/f38uuOACvv76az7//HN+/PHHep+PQEZa9CQSySmjJkmuACxNZPmQSFoj7dq1Y/78+axatYq+ffty1113MW7cOB577DFtmxdeeIEhQ4YwatQoLrjgAs477zwGDBhQpZ1Zs2Zx880388ADD9CtWzdGjx7N6tWrad++fYP6M2PGDGbMmEHfvn1ZtmwZX331VY0iSs+0adN4/PHHmT59Ounp6Vx88cXMmzePtLQ0ANq3b89nn33G3Llz6du3LzNnzuTZZ5+ts81hw4bx6aef8tVXX9GvXz9GjBhRxSo4depUMjMz6dSpEwkJCTW2MXr0aF577TVefPFFevbsybvvvsusWbMYNmxYg85JoGJR9HZiySlRVFREVFQUhYWFREZGNnd3JJIm477rrmP5J59wFHjojTe4Z/z45u6SpJXgcrnYu3cvaWlpsupKE5KZmUlaWhrr16+nX79+zd2d0566roP6ag9p0ZNIJKfMVTt3sga4EwgzwdlbIpFIJI1DCj2JRHLKKBERAERRmepBIpFIJC0LGYwhkUhOGYsoM3QPsEZk+JdIJIFLx44dkR5drQtp0ZNIJKeMJSZGex4jl24lEomkxSGFnkQiOWWcuqz8CdJxW2IC0rokOZ0x4vcvhZ5EIjlleo8fz7q4OJb260ekPnmyRNJI1CoFZdIlQHIao/7+q1ftaAjSR08ikZwyjqgozszNbe5uSFohNpuN6Ohordao0+msUgdWImnNKIpCWVkZOTk5REdHn1DSriFIoSeRSCSSFolatqs1FJaXSE6F6OjoBpevq44UehKJRCJpkVgsFtq0aUNiYiIej6e5uyORNCnBwcGNsuSpSKEnkUgkkhaNzWYz5IYnkZyOyGAMiUQikUgkklaKFHoSiUQikUgkrRQp9CQSiUQikUhaKdJHzwDUhIZFRUXN3BOJRCKRSCSnA6rmOFlSZSn0DKC4uBiA1NTUZu6JRCKRSCSS04ni4mKioqJq/dyiyPoyjcbv93Po0CEiIiJMS+hZVFREamoq+/fvJzIy0pR9BALyPFQiz4M8ByryPFQiz0Ml8jycPudAURSKi4tp27YtVmvtnnjSomcAVquVlCYq/xQZGdmqf7j1RZ6HSuR5kOdARZ6HSuR5qESeh9PjHNRlyVORwRgSiUQikUgkrRQp9CQSiUQikUhaKVLoBQgOh4Mnn3wSh8PR3F1pVuR5qESeB3kOVOR5qESeh0rkeZDnoDoyGEMikUgkEomklSItehKJRCKRSCStFCn0JBKJRCKRSFopUuhJJBKJRCKRtFKk0JNIJBKJRCJppUihJ5FIJBKJRNJKkUJPIpFImolhw4YxYcKE5u6GRCJpxUihJ5FIJBKJRNJKkXn0JBKJpBn405/+xOzZs6u8t3fvXjp27Ng8HZJIJK0SKfQkEomkGSgsLOSSSy6hV69eTJ06FYCEhARsNlsz90wikbQmgpq7AxKJRHI6EhUVhd1ux+l0kpyc3NzdkUgkrRTpoyeRSCQSiUTSSpFCTyKRSCQSiaSVIoWeRCKRNBN2ux2fz9fc3ZBIJK0YKfQkEomkmejYsSO//vormZmZ5Obm4vf7m7tLEomklSGFnkQikTQTDz74IDabjR49epCQkEBWVlZzd0kikbQyZHoViUQikUgkklaKtOhJJBKJRCKRtFKk0JNIJBKJRCJppUihJ5FIJBKJRNJKkUJPIpFIJBKJpJUihZ5EIpFIJBJJK0UKPYlEIpFIJJJWihR6EolEIpFIJK0UKfQkEolEIpFIWilS6EkkEolEIpG0UqTQk0gkEolEImmlSKEnkUgkEolE0kqRQk8ikUgkEomklSKFnkQikUgkEkkrRQo9iUQikUgkklaKFHoSiUQikUgkrRQp9CQSiUQikUhaKVLoSSQSiUQikbRSgpq7A60Bv9/PoUOHiIiIwGKxNHd3JBKJRCKRtHIURaG4uJi2bdtitdZht1MCmLffflvp3bu3EhERoURERCjnnHOOMn/+fO3z8vJy5S9/+YsSGxurhIWFKVdddZWSnZ1dpY19+/Ypl156qRIaGqokJCQoDz74oOLxeBrUj/379yuAfMiHfMiHfMiHfMhHkz72799fp0YJaIteSkoKM2bMoEuXLiiKwuzZs7niiitYv349PXv2ZOLEicybN49PP/2UqKgoxo8fz1VXXcXy5csB8Pl8XHbZZSQnJ7NixQoOHz7MzTffTHBwMM8++2y9+xEREQHA/v37iYyMNOVYJRKJRCKRSFSKiopITU3VNEhtWBRFUZqoT01CbGwsL7zwAldffTUJCQnMmTOHq6++GoAdO3aQnp7OypUrOeecc1iwYAGXX345hw4dIikpCYCZM2fy8MMPc/ToUex2e732WVRURFRUFIWFhVLoSSQSiUQiMZ36ao9WE4zh8/n4+OOPKS0tJSMjg7Vr1+LxeLjgggu0bbp370779u1ZuXIlACtXrqR3796ayAMYOXIkRUVFbN26tcmPQSKRSCQSicRIAnrpFmDz5s1kZGTgcrkIDw/niy++oEePHmzYsAG73U50dHSV7ZOSksjOzgYgOzu7ishTP1c/q42KigoqKiq010VFRQYdjUQikUgkEolxBLxFr1u3bmzYsIFff/2Vu+++m1tuuYVt27aZus/p06cTFRWlPVJTU03dn0QikUgkEsmpEPAWPbvdTufOnQEYMGAAq1ev5rXXXuO6667D7XZTUFBQxap35MgRkpOTAUhOTmbVqlVV2jty5Ij2WW1MnjyZ+++/X3utOkRKJIGMz+fD4/E0dzckkibFbrfXnZpCIglwAl7oVcfv91NRUcGAAQMIDg5m4cKF/PGPfwRg586dZGVlkZGRAUBGRgbPPPMMOTk5JCYmAvDDDz8QGRlJjx49at2Hw+HA4XCYfzASSROgKArZ2dkUFBQ0d1ckkibHarWSlpZW7+A7iSTQCGihN3nyZC655BLat29PcXExc+bMYfHixXz33XdERUUxbtw47r//fmJjY4mMjOTee+8lIyODc845B4CLLrqIHj16cNNNN/H888+TnZ3NY489xj333COFnOS0QRV5iYmJOJ3OeiX99ng8HDhwgIiICOLj45uglxKJ8ajJ7g8fPkz79u1lwntJqySghV5OTg4333wzhw8fJioqij59+vDdd99x4YUXAvDKK69gtVr54x//SEVFBSNHjuTtt9/W/t9ms/HNN99w9913k5GRQVhYGLfccgtTp05trkOSSJoUn8+niby4uLh6/19Bfj7e0lKKS0tJSUkxsYcSibkkJCRw6NAhvF4vwcHBzd0dicRwWl0eveZA5tGTBCoul4u9e/fSsWNHQkND6/1/+zMzSc3NBcDfrx/WoICeM0pOY8rLy8nMzCQtLY2QkJDm7o5EUm9Ouzx6Eonk1GnokpXN59Oee10uo7sjkTQZcrlW0tqRQk8ikTSYyNJS7blfRupKJBJJi0UKPYlE0mAsfr/2XPF6m7EngcOUKVPo16+fYe29//77JySEPxmZmZlYLBY2bNjQ6P1bLBbmzp3b6HZOxrBhw5gwYYLp+5FIWivSsUYikTQYi861169bxpXUzoMPPsi9997b3N0wjMOHDxMTE2NYe4sXL2b48OHk5+dXEbCff/65DJKQSBqBFHoSiaTBWHUWPaTQqxNFUfD5fISHhxMeHt7c3Wk0brcbu91eZ1J5I4mNjW2S/UgkrRW5dCuRSBqMfuBQmkHoDRs2jL/+9a889NBDxMbGkpyczJQpU7TPa1qiLCgowGKxsHjxYqDSgmSxWPjuu+/o378/oaGhjBgxgpycHBYsWEB6ejqRkZGMGTOGsrIyrR2/38/06dNJS0sjNDSUvn378r///U/7XG13wYIFDBgwAIfDwbJly2pcuv3Xv/5Fz549cTgctGnThvHjx2ufvfzyy/Tu3ZuwsDBSU1P5y1/+QklJSYPO06pVq+jfvz8hISEMHDiQ9evXn7DNli1buOSSSwgPDycpKYmbbrqJXBFRrZ7r8ePHM2HCBOLj4xk5ciRQdel28ODBPPzww1XaPXr0KMHBwSxduhSADz/8kIEDBxIREUFycjJjxowhJycHqPy+hg8fDkBMTAwWi4U//elP2v7Vpdu//e1vDBo06IRj6Nu3b5W0WO+99x7p6emEhITQvXv3Kmm1JJLTDSn0JBKJhqIolJaWnvRRXlZGaXk5B8rLKaioqNf/nOzR0ExPs2fPJiwsjF9//ZXnn3+eqVOn8sMPPzT4mKdMmcKbb77JihUr2L9/P9deey2vvvoqc+bMYd68eXz//fe88cYb2vbTp0/ngw8+YObMmWzdupWJEydy4403smTJkirtPvLII8yYMYPt27fTp0+fE/b7zjvvcM8993DHHXewefNmvvrqK62cI1RWbHj99dfZunUrs2fP5qeffuKhhx6q93GVlJRw+eWX06NHD9auXcuUKVN48MEHq2xTUFDAiBEj6N+/P2vWrOHbb7/lyJEjXHvttVW2mz17Nna7neXLlzNz5swT9jV27Fg+/vjjKt/hf//7X9q2bcuQIUOAyiTb06ZNY+PGjcydO5fMzExNzKWmpvLZZ58BlRWMDh8+zGuvvVbjflatWsXu3bu197Zu3cqmTZsYM2YMAB999BFPPPEEzzzzDNu3b+fZZ5/l8ccfZ/bs2fU+dxJJq0KRNJrCwkIFUAoLC5u7KxJJgygvL1e2bdumlJeXK4qiKCUlJQrQLI+SkpJ693vo0KHKeeedV+W9s846S3n44YcVRVGUvXv3KoCyfv167fP8/HwFUBYtWqQoiqIsWrRIAZQff/xR22b69OkKoOzevVt7784771RGjhypKIqiuFwuxel0KitWrKiy73Hjxik33HBDlXbnzp1bZZsnn3xS6du3r/a6bdu2yqOPPlrvY/7000+VuLg47fWsWbOUqKioWrd/9913lbi4OO27VRRFeeedd6qcl2nTpikXXXRRlf/bv3+/Aig7d+5UFKXyXPfv3/+E9gHliy++UBRFUXJycpSgoCBl6dKl2ucZGRna91ETq1evVgCluLhYUZTj5y0/P7/KdkOHDlXuu+8+7XXfvn2VqVOnaq8nT56sDBo0SHvdqVMnZc6cOVXamDZtmpKRkVFjP6pfAxJJoFBf7SEtehKJJCCpbiVr06aNthR4qu0kJSXhdDo544wzqryntrtr1y7Kysq48MILNZ+78PBwPvjggypWJoCBAwfWus+cnBwOHTrE+eefX+s2P/74I+effz7t2rUjIiKCm266iby8vCrLyHWhWhL1SYDVOt8qGzduZNGiRVWOpXv37gBVjmfAgAF17ishIYGLLrqIjz76CIC9e/eycuVKxo4dq22zdu1aRo0aRfv27YmIiGDo0KEAZGVl1et4VMaOHcucOXOASgv0f/7zH20/paWl7N69m3HjxlU5pqeffvqE70ciOV2QwRgSiUTD6XSe1A/M7/ezYcMGgqj0/UhITiapbVtD9t0QqkdiWiwW/CJIxGqtnMMquqVETy35/vTtWCyWOttVz828efNo165dle2q18cOCwurte8nq0KSmZnJ5Zdfzt13380zzzxDbGwsy5YtY9y4cbjd7gafq9ooKSlh1KhRPPfccyd81qZNG+15XceiMnbsWP7617/yxhtvMGfOHHr37k3v3r2BSgE2cuRIRo4cyUcffURCQgJZWVmMHDkSt9vdoD7fcMMNPPzww6xbt47y8nL279/Pddddpx0PwD/+8Y8TfPlsNluD9iORtBak0JNIJBoWi+WkN3Wfz0doaCjtgUSg2O+vlxBoShISEoDKFCD9+/cHMCR3XI8ePXA4HGRlZWkWqVMhIiKCjh07snDhQi0IQc/atWvx+/289NJLmmj95JNPGrSP9PR0PvzwQ1wul2bV++WXX6psc+aZZ/LZZ5/RsWNHghpZxu6KK67gjjvu4Ntvv2XOnDncfPPN2mc7duwgLy+PGTNmkJqaCsCaNWuq/L/dbgcqf191kZKSwtChQ/noo48oLy/nwgsvJDExEai0vrZt25Y9e/ZUsSZKJKczculWIpE0CL/PRxigLQjqU620EEJDQznnnHO0YIglS5bw2GOPNbrdiIgIHnzwQSZOnMjs2bPZvXs369at44033miws/+UKVN46aWXeP311/n999+1dgA6d+6Mx+PhjTfeYM+ePXz44Yc1BkHUxZgxY7BYLNx+++1s27aN+fPn8+KLL1bZ5p577uHYsWPccMMNrF69mt27d/Pdd99x6623nlRwVScsLIzRo0fz+OOPs337dm644Qbts/bt22O327Xj+eqrr5g2bVqV/+/QoQMWi4VvvvmGo0eP1mlZVoM/Pv300xME3VNPPcX06dN5/fXX+e2339i8eTOzZs3i5ZdfbtDxSCStBSn0JBJJg1DcbtIBrYR2A6Nlm4p//etfeL1eBgwYwIQJE3j66acNaXfatGk8/vjjTJ8+nfT0dC6++GLmzZtHWlpag9q55ZZbePXVV3n77bfp2bMnl19+Ob///jtQmS7k5Zdf5rnnnqNXr1589NFHTJ8+vUHth4eH8/XXX7N582b69+/Po48+esISbdu2bVm+fDk+n4+LLrqI3r17M2HCBKKjozVLYkMYO3YsGzduZMiQIbRv3157PyEhgffff59PP/2UHj16MGPGjBNEZ7t27Xjqqad45JFHSEpKqpJqpjpXX3215q84evToKp/ddtttvPfee8yaNYvevXszdOhQ3n///QZ/PxJJa8GiKC10lA4gioqKiIqKorCwkMjIyJP/g0TSQnC5XOzdu5e0tLQqTvt1UVFUhOO337TXxaGhRPTsaVYXJRJTOZVrQCJpCdRXe0iLnkQiaRAnJEiWc0WJRCJpsUihJ5FIGoQUehKJRBI4SKEnkUgahFIt+MIihZ5EIpG0WKTQk0gkDUJv0TsClDYyLYdEIpFIzEMKPYlE0jDU5MHAfqCoWoJhiUQiaQ5yc3M5++yzeeSRR5q7Ky0KKfQkEkmD8AYFcQjIE69l4L5EImkJzJ49m9WrV/Pcc881OA9ka0YKPYlE0iBUoZcLBANWOaBKJJIWwLG8PF4H5gFH1q9v7u60GKTQk0gkDUKt+xoF9AXalpc3a38kEokEYOQXX3AvcClQsHVrc3enxSCFnkQiaRheLyFAsMUCgKV5eyORSCQAOAoKtOeunJzm60gLQwo9iUTSIEJKSugFtBW+ea09vcqwYcOYMGFCvbd///33iY6ONq0/DWXx4sVYLBYKxE3QiP61tGOUSACcuvrI7qNHm7EnLQsp9CQtim+++YYff/yxubshqQuxdOu3SFteIHLdddfxm66E3cno2LEjr776aqPakEiaAqfbrT335uXVseXphUyAJWkx7Nq1i1GjRmG1WsnOziYhIaG5uySpCWHB81ssoChy6bYJUBQFn89HkAE5C0NDQwkNDW32NgKZ7R98QMHq1WS88UZzd0Wiw6ELDPMdO9aMPWlZSIuepMWwadMmAEL9fnasXdvMvTnNKS2t/SGCLxTVR6+8/KTbnrTdBjJs2DDuvfdeJkyYQExMDElJSfzjH/+gtLSUW2+9lYiICDp37syCBQuq/N+SJUs4++yzcTgctGnThkceeQSv16vrXik333wz4eHhtGnThpdeeumEfVdUVPDggw/Srl07wsLCGDRoEIsXL6533zMzM7FYLHz88ccMHjyYkJAQevXqxZIlS7Rt1OXWBQsWMGDAABwOB8uWLcPv9zN9+nTS0tIIDQ2lb9++/O9//6vS/vz58+natSuhoaEMHz6czMzMKp/XtOz69ddfc9ZZZxESEkJ8fDxXXnmldp737dvHxIkTsVgsWMR3XlMb77zzDp06dcJut9OtWzc+/PDDKp9bLBYef/xxRo0ahdPppEuXLnz11Vf1Pm8tBcXvJ+7WW8l4803WTJnS3N2R6AjRVe1RysqasSctCyn0JC2GsE8+QaEyEa81AG8ArYrw8FofoffdBxwXesEXXlj79pdcUrXdjh1r3u4UmD17NvHx8axatYp7772Xu+++m2uuuYbBgwezbt06LrroIm666SbKxIB/8OBBLr30Us466yw2btzIO++8wz//+U+efvpprc1JkyaxZMkSvvzyS77//nsWL17MunXrqux3/PjxrFy5ko8//phNmzZxzTXXcPHFF/P77783qP+TJk3igQceYP369WRkZDBq1Cjyqi03PfLII8yYMYPt27fTp08fpk+fzgcffMDMmTPZunUrEydO5MYbb9RE4v79+7nqqqsYNWoUGzZs4Lbbbjtp8th58+Zx5ZVXcumll7J+/XoWLlzI2WefDcDnn39OSkoKU6dO5fDhwxw+fLjGNr744gvuu+8+HnjgAbZs2cKdd97JrbfeyqJFi6ps997f/84fhgxh06ZNXHrppYwdO5ZjAWZ5ObBsGYlq0vAVK5q5N40jf9culvbrx+4vv2zurhhCqM5fWJHZAI6jSBpNYWGhAiiFhYXN3ZWAZtGQIYpSuTCoLL766ubuzmlBeXm5sm3bNqW8vLzqB+J7qOnhGTJEUVavVgo3bVJyVq9W/CEhtW8/dGjVduPja96ugQwdOlQ577zztNder1cJCwtTbrrpJu29w4cPK4CycuVKRVEU5W9/+5vSrVs3xe/3a9u89dZbSnh4uOLz+ZTi4mLFbrcrn3zyifZ5Xl6eEhoaqtx3332KoijKvn37FJvNphw8eLBKf84//3xl8uTJiqIoyqxZs5SoqKha+753714FUGbMmKG95/F4lJSUFOW5555TFEVRFi1apADK3LlztW1cLpfidDqVFStWVGlv3Lhxyg033KAoiqJMnjxZ6dGjR5XPH374YQVQ8vPza+xfRkaGMnbs2Fr726FDB+WVV16p8l71NgYPHqzcfvvtVba55pprlEsvvVRRFEXx+/0KoDz25z8r2zdsUBRFUUpKShRAWbBgQa37bgpqvQZqYcN77x0fp/r2NbdzJrP4zDMVBZRci6W5u9Jo/D6f8iMoG0FJAeWhBx9s7i6ZTn21h/TRk7QYLLolPCXAZvmtDl30WnVc27YRTmXi5H0VFRz+6Sf69OlT88bWaosG1ZYRG4N+nzabjbi4OHr37q29l5SUBECOSLOwfft2MjIytOVHgHPPPZeSkhIOHDhAfn4+brebQYMGaZ/HxsbSrVs37fXmzZvx+Xx07dq1Sl8qKiqIi4trUP8zMjK050FBQQwcOJDt27dX2WbgwIHa8127dlFWVsaFF15YZRu3203//v21Y9T3v/p+amLDhg3cfvvtDep7dbZv384dd9xR5b1zzz2X1157DQC/WB7v06UL8cKPKiwsjMjISO37CRT2xsXxIfAiEFRU1NzdaRS9RFLhuFYQOV/ucnGB7nWZy9VsfWlpSKEnaTFY9D4VunxIkmYgLKzWj0rDwykpLcVit0NpKb6QkDq3r2+7DSW4Wo1di8VS5T1V0Pl1fjuNpaSkBJvNxtq1a7HZbFU+Cz/FJei6CNOdrxIhvufNm0e7du2qbOdwOE55H00RVOGrqAAgOCiISN33YbFYDP1+moLc3FwKxPPgAPcDc4uAKgCf243Nbm/mHp06ZdW+C5cUehrSR0/SYrDpLkxbcXEz9qRxFO7bx/LOnVn77LPN3RVTKAoK4gDgDQnBBtgCxBqQnp7OypUrq9TmXb58OREREaSkpNCpUyeCg4P59ddftc/z8/OrpBHp378/Pp+PnJwcOnfuXOWRnJzcoP788ssv2nOv18vatWtJT0+vdfsePXrgcDjIyso6Yd+pqanaMa5atarW/dREnz59WLhwYa2f2+32k9YNTU9PZ/ny5VXeW758OT169ACOCz2AqvI48Dh69Cg7gDnAKqezubvTKFQB8BRQkJ/fnF1pNKrQOx94Hzhvw4Zm7E3LQlr0JC0Gm+5mYNXlQwo0Ntx0E0N374ZHH4W//a25u2M4qlAKVhT6Y6zFzEz+8pe/8Oqrr3Lvvfcyfvx4du7cyZNPPsn999+P1WolPDyccePGMWnSJOLi4khMTOTRRx/Fqlt+7tq1K2PHjuXmm2/mpZdeon///hw9epSFCxfSp08fLrvssnr356233qJLly6kp6fzyiuvkJ+fz5///Odat4+IiODBBx9k4sSJ+P1+zjvvPAoLC1m+fDmRkZHccsst3HXXXbz00ktMmjSJ2267jbVr1/L+++/X2Y8nn3yS888/n06dOnH99dfj9XqZP38+Dz/8MFCZR2/p0qVcf/31OBwO4uPjT2hj0qRJXHvttfTv358LLriAr7/+ms8//1zLienXXc82KiNXLdWX9QOE7j/+SG/gQ2B7eDjjm7tDp4iiKDjFtTsLGFNURJxwdwhEPNu2cRRQf52/HDrUnN1pUQTmlSaYPn06Z511FhERESQmJjJ69Gh27txZZRuXy8U999xDXFwc4eHh/PGPf+TIkSNVtsnKyuKyyy7D6XSSmJjIpEmTqqRckDQNdp3QC9I9DzQiNm/WnlcEuA9PTVh9PuygCaBAyaPXrl075s+fz6pVq+jbty933XUX48aN47HHHtO2eeGFFxgyZAijRo3iggsu4LzzzmPAgAFV2pk1axY333wzDzzwAN26dWP06NGsXr2a9u3bN6g/M2bMYMaMGfTt25dly5bx1Vdf1Sii9EybNo3HH3+c6dOnk56ezsUXX8y8efNIS0sDoH379nz22WfMnTuXvn37MnPmTJ49iWV52LBhfPrpp3z11Vf069ePESNGVLEKTp06lczMTDp16lRrbsvRo0fz2muv8eKLL9KzZ0/effddZs2axbBhwwBQqk3cfB7PyU5PiyXu8GEuB7pxfDk9ECktLSUKiAX2Q8BFP1fHfewY+qvHFsC/McNpisgQsxg5cqQya9YsZcuWLcqGDRuUSy+9VGnfvr1SUlKibXPXXXcpqampysKFC5U1a9Yo55xzjjJ48GDtc6/Xq/Tq1Uu54IILlPXr1yvz589X4uPjtQi6+iCjbo1hVVSUFs32z86dm7s7p8x6cRz/A2X/rl3N3Z06aWjEoaIoStnatYqyerVStHevoqxerSirV1eJZJXUjRp1u379+ubuSpNRtHu39ltRVq9WKoqKmrtLGg29Bn5OS1MUUCaD0jkx0eTemceePXsUQBkOyhhQfv744+buUqPY8NZbVSL510VHN3eXTKe+2iOgLXrffvstf/rTn+jZsyd9+/bl/fffJysri7Ui2W5hYSH//Oc/efnllxkxYgQDBgxg1qxZrFixQvNb+f7779m2bRv//ve/6devH5dccgnTpk3jrbfewh3Ay4eByG0dOmCh0sw8q4H+Ti2JCJG/6U0gL4Bn/LWh1ra16Ko0KAGyfCtpHiqCg8nUvfafxOevJRMkfImfBdYEWMSwHrX28XTgI8C+ZUtzdqfReAoLq7wOkqtyGgEt9KpTKL7o2NhYANauXYvH4+GCC44HXXfv3p327duzcuVKAFauXEnv3r21VAwAI0eOpKioiK1btzZh7yWlIr2KwokRVIFErFgyyCbwl0NqQl2qteiiTqXQk9SF22YjF1CnzkogCz2dASCQQzH8W7bwMaAm4/EGuJtJ9f4HB/BvzGhaTTCG3+9nwoQJnHvuufTq1QuA7Oxs7Hb7CaV6kpKSyM7O1rZJquaAqr5Wt6lORUUFFTofsqIAv0BaCqW6PHquABV6HpeLvYpCDHAe4Nq5E4YPb+5uGUpNFj0CJPK2JdCxY8cqkb+nA2rAznYqJ3KdAjiNR7DO9ysY8LpcBIWENF+HThElK4vrdK99AX4f84lMDR4qvxe7FHoarcaid88997BlyxY+/vhj0/c1ffp0oqKitIea2kDSOP6Rm8seKm8E3zWwnFRLodTlYgDwHfAPIKJa+azWgGrRs8qlW0k9sVVUEEnlb8cLAS107dWc/MsD1GrvrbbU6Q9wNxNV6BWK/Jk2OSZptAqhN378eL755hsWLVpESkqK9n5ycjJut1vzRVA5cuSIlvMqOTn5hChc9XVtebEmT55MYWGh9ti/f7+BR3N6ovj9XOr1kiZeOwL0IlWj8NQh0x8g+QAbcuNVBw2LzUYekEulOJdIaiO8rIyuVEZ4QstKydNQ0WmrZilyBarQq2bBU3QrKoFIsc3GamBeZCQJwMWJic3dpRZDQAs9RVEYP348X3zxBT/99JOWYkBlwIABBAcHV0kGunPnTrKysrSyQBkZGWzevLlKGZ4ffviByMhILdlndRwOB5GRkVUeksbhKiio8mMMDdAZvyr01CGzpQs9tZJEQ3wi9T56mRYLmYASoDnRTnsUpUmsa+pyfxzQHrC2oILzatBd9UontTEiIYFgQHXeqQjQKj7+6ku1AS70NnftytnAG507kwsck8EYGgHto3fPPfcwZ84cvvzySyIiIjSfuqioKEJDQ4mKimLcuHHcf//9xMbGEhkZyb333ktGRgbnnHMOABdddBE9evTgpptu4vnnnyc7O5vHHnuMe+65p1FlhVoLB1es4PeHHqLrSy/RtloNTSMpO3oUfSEmJ4GZVNW/YQO/A53VN1r44Gmz2YiOjtYmOk6ns0ot2Ooofj95VIq9KJ1lw+VytSgrjaR+lG3fjt3nw5+Wht3A8nTVcft8uKj83UQCpWVlLaJEld/v5+jRozidToKC6nc7LC0txUul1d4BuAK0osQJk9AA9YtWUSerqk++R+bR0whooffOO+8AaEk5VWbNmsWf/vQnAF555RWsVit//OMfqaioYOTIkbz99tvatjabjW+++Ya7776bjIwMwsLCuOWWW5g6dWpTHUaLJuu66xh24AC/jh5N28OHTdtPeW5ulddWwOt2B5yTs/vIEarYgVu40IPjLgr1KS7v9/vZL76r1NBQ8nJzURSFTLv9hNqzkpaN3+PBKtxUXKWlhJi41OXOycGusxy6yssJaSHpq6xWK+3bt69zgqNHFRRzqZyQ9qrn/7U4xNi0BngV6JmWxrBm7E5jUb+XlNBQ3gKCW/hqSlMS0EKvPksOISEhvPXWW7z11lu1btOhQwfmz59vZNdaDRkHDgAwqJYIZKNw5eUBUA6aZc9dXBxwQs9TbXZvaUFLVLVhsVho06YNiYmJJ50F5+fna2W+tmzZQtzllxOtKOyfOZPUahMuSctm+wcfkC6qZqzq2pX0r74ybV+7rrqKtPJyioEIYNUFF5D+5pum7a8h2O32KmXu6sLrcvFft5sy4JHYWPYfO8bSqChzO2gWQugtpTKP3i0BXrf3wp9+4h5ge1YWlwJuuXSrEdBCT9K0mLmU6hYOzQVWK6FiCdBdUoKzlpJLLZXqSTttASD0VGw220n9lBSPB/e+fXhtNsLDwynft48QRUEpLSUkwET56U7ugQOE7NsHQJDfb+r3F7pnDyFuN0eCgkjwevHv3x+Qv5fSnBxGi+fPxsTAsWNVUm0FEp8PGMAVq1YRFh4OJSUBXyAgrKiINGCfWFmwE5juP2Ygz4CkVipcLvQL2CUmLt2qDs1lQUH8AMwD3AHoY+ETx3EAuAP4ThcF3hrw7tnDIWC38M/ziWUrf4De7E5ntsXFMVY8DzE5tYZD/F5K1Px5ATQB0qO6mPgAR2QkVsDdAnwNT4Xi8nKKgI5RUfwf0PHQoebuUqOwqWOQLm+uJ0B/Z0YjhZ6kVopLSngSyKIy0WleZqZp+zrYuTNW4JbevRnlcHA54ArAGb8aybacyjx6a01aDik7ehR3M/iguMXxuYXA84q/Pin0Ao6jR4+yG/gaWG1yAuPpoaE8ABxWb8IBegNWU6mUAv/ctQsfELd8ebP26VRRE9SPtFr5Ehi9fXvzdqiR2IRF0hITo73nCQAf6aZACj1JragVPzoAPYBcE6OQS0tLUYDgiAjs4qYTiEsJirCMuMQSqBmRhYWZmZQlJZETE0NZtSAWs/EIcVkhlkM0i14AflenO0ePHuVX4P+Ap00OpHnf7+dloEQIPUuA+k9VCKFXbrVqKYV8AWrRu3jTJv4B9BG+7rYA/U5UgsUYFBQXp70nhV4lUuhJaqXk8GH6Uyn04HiOODNQZ5dhYWFaWptA9H0pVhR2AdaQEC4Euh49avg+dvz978QrCik+H7/9+9+Gt18XXvEbcIubnFf8lUIv8Lh53jwOA9dhbhlHv9+vRUSuGDSIM4CvzjzTtP2ZiVsEW7msVnwiHYs/QK2TZ2ZncxuQrAq9AC8ZppamC4qN1d6TQq8SKfQktaKsW8c64FvxutjEpcKEX37hE2D04cMsKyigBLBt2mTa/sxiYY8edAFWJSbyPfDXPXsM30f5L79oz/OaeLnFq9aTVAWeunQboFaN05mwkhKSAT9QUVJiWhm78uJiRgCDAHtyMns5XqYq0NCEXlAQfmG1VwL0t6+WcvNGRAAQFOAWPbW2bXB0tJbM2hPguQGNQgo9Sa24xbJgd2A9ELlkiWn7Cs/K4hqgW3ExoUAY4AvAi1S1ejpEyoVgE2bJau6zp4BfO3Soe2ODUS16HnGTWxUZyf8AV3h4k/ZD0njUPHafAC6/nwqTrHplBw+yEPiFymT2EJhuGXA8qt4dFKRZ9JQAXHkAcAhh5xPL6UEBnvB8n9XKdsAWF0d/p5O2gEvnr3c6I4WepFY8uhqO/QCLiVG3FiEg/KGhmrXIG8BCL1QMMGYMnnZhVcimfkmOjcQnlkI84ib3WseOXAPkt2/fpP2QNJ7QalHtpdVqfhuF6tdWBnQ4coTpwKCdO03Zl9ns7tkTB/DowIH4VaEXoBY9NRIadawK8KXbW6Ki6AEoAwZwJCSEw1RWZJFIoSepA2+1Yt3+ajnijMQiRJ3idGp+X4Fo0bv5l19YCwwS1pFgE4RemFg+zabSob4pKYiM5D1gjchvqJaNkuWGAg9ntZtg9eo0RqEmQy+zWEg+coRHgAH795uyL7MpKy/HDVijolBEAEugWvTUfKU2cS2bMVY1JaofqNPp1Kr0BKrl2Gik0JPUir96sW4TffS0ChJhYfhUoReATs7JhYWcCYSLgBK7CQXjX3Q6+S/wPHD90qWGt18Xh9q143Zgbno6gDageuSAGnCEVfttukwSevpIVYu4LqwBamlRg8acTicHEhP5BsiLjGzeTp0iTvH9e3v04C5ghsHHofj9rEpOZn9wMEc2bDC07ZrQC72JLhevAoiE4Kc7UuhJaqe6z46JUbdBqqgLD9f8vwJR6DlUwRMfD4DdhFny/0pK+BjoAnSsLsZNRk0Xo1Y1eGnzZnxAu59/btJ+SBqH1+VCzfCoTt8qqlnwjcItfqNumw2r+N0EaiqPlFWr+BA4/9Ahlp15JqOADV26NHe3GozP7dZKTdq7deNd4LOTVMVpKFkLF3L2kSOker3sfO45Q9uujqe8nG0eDxuBMK+XG0pLuQ9z3Y0CCSn0JLViqWbBs5roi6JmNbdFRGjRbIGYtiBE3MCCxHKI0ZkHvV4vZWVl2s05pImXTL3FxUQAYSLXocVqxUplaTRJ4FBy7BhLgQ1AnrrMZZLQ8wqXj4qgoONCz2CL3o4dO+jTpw8vvPCCoe1WJz4zkxuBzoWFWhooo5cHy3Jz2fDaa3hNHG/LXC5igVQgXAR0GZ3OKmfhQu25smOHoW1Xp/zYMToDfYDQqCjNzzsQjQVmIIWepFbWx8czHVgi/LCsJvqiBIu2rZGR7I2KYglQamKCZrMIETcwW6dOTATuBxQDl2+LcnK4Ajir2v6aij4LF1IE/HntWgD8YkCVQi+wKPb5GAoMstu1smRmCT0tUjU42DSh9+yzz7J582YeeughfCZeE3pfYrMSu28YMIB+Eyaw/JprDG1XT2lZGfnAQYuFKKeTEcAfDBZFpVu2aM83inuIWbh0v11HVNRxP28p9AAp9CR18HNUFH8DfoqLIxsoNTH31b1duxIBHBs+nNl9+zIMyOza1bD23W43I0aMYODAgaYmflYdnEM7duRVYCaVVjijKNuzh7nAdPG6ukO96QgrgyJucooUegGJmhMzIiKCrTExfA2UmFRyMDshgUnA9x06HBd6Brs0DFu0iFeAS4HDu3cb2rYeqyocnE7OX7WKMmD0jz8a1r7f62VwVhYAXRYsMKzd6uh9DZ0VFSwEvvR4DM2l6BVBOG8AcwxeFq6OvjSdxWo97ucdoBHRRiOFnqRW1Gz5S7p3pw3wdo8epu2ruKyMEiA0OtqUmfKyZcsIX7SIe9auZb2Jyzuqg3tEmzbae0YuiZRW8zkJNyHYo05UoSesrVrSWCn0Agq90JvVsyf/Bxw0KSfjochIXgRWd+2KLbTSM8zo/JKXHjrEBGAekPfdd4a2rccmfv+W8HCCbDZCAauB41SOLkm81cRr2717N+8CUxQFu0iYbAVDl4tdLhcFwDEgX6SEMosK0X65WoNbdf+RQg+QQk9SB1FHjpAGtBW1A82o26pSUwk0I4Xexo0buRK4FfCZVITcXV7OQeAIEJ2SQgYwHKgwMFrZJXKdHRUDmgNwm2ihrI5FiNbqQo8Ada4/XQlatoxDwPt5eVpgjVnXt/7advXpQ2/g7rZtDWvfVVBAss4SVbZ3r2FtV8cmxiRLRASIa8DIur0Ht24lTzxP8PvxmRTN7t23jzuA69xuTegBhibNfr9TJ2KAZwCrSW4BKmrAj0u15KlCL0BT3xiNFHoBzOLBg1kbH0/+rl2mtP/czp3sAc4Wg6iZQm/KoUP8E4guK+OmDRs4QqU/mFF4164lQTy3HjhgWLt6Sl0uOgHJQET79iwFfgI8BkZ+VYi8ecccDjxUzpZLTEp0WxMW9cYjxIFcujUPM+t0enNyaAPEcDyC2qza0vZDhzgLaAvYoqPZAhhZGLCgWplBj4nXQ7AuaExNFWMz8Le/jcrxAypL0xWalG/Qowojmw2HLq2K28BJaUFBAe0AN7AxN9e0EntwXOhVqAJPLdEoffQAKfQClgPLljFs5UoG5OWxafJkU/bhFDPVLj4fS4GHtm41ZT8AV7pc/BkIs1oJ9ftJBGwGJkwe8tNPXC6eh5o0u1QtF8HBwdjtdq3eotvAWbJH5DorDQ0lwm4nDig22dFZj7pMZRFLcAfi4lhAZSJliXFs/+gjiiMiWGlSxRG16o3bbueO9espA3qbtOTZf/lyVgEjt20zxS2jpNrEzW9iEvFgIeqCoqKwCIFspEXv6NGjeIFIwA7kmSSOVKFXERSEzW5HXUg3cnJRUFBAgXhupzIy1ixcHg+/A0fEd/Jmv350Afb07m3aPgMJKfQClKxPP9WeW3TRTUYSLgaZiIgIhgBdTVoiVPx+LadXaEKC5uiPgRaGSF1VjxCTZnlqkEdYWBgAbrG86jHwvKnVStwhIYQ6K8+amZbW6tiqCb3v+/XjUmC7if6bpyM5zz9PrKKQsX8/R02YYPnEjd4TEkKQ1VqZU82k60INYFCcTkJLS3kMuMvA/I9lBw9WfcNEQXFrhw7EA6XnnXfcomeg0FN92VS7Wl5eXu0bNwKfmHy6xVirjrRGjlVTdu7kc93rwsxMw9quzsG0NLoCj/TtC1ROPHcB5U04CW7JSKEXoOxzuVCHl4jsbMPb93s8qJ4bjtRUwLwSOeXHjmk/xND4eK20EAYuiUTrRGO4SUtUvk2bWA18INqvUB2DDZwlq2XovE4noUJslTfh8sTWqCg+BspSUoDjJdCMjCyWQLTupnjop58Mb18RN3qv06n5W2LShEHLvxkWRkh5OdOAew28JiqqLdXaDLSgV6fA5SKPylrWZqSKGfzdd2wExonXx0wSrT4xjnhUC6sYq4xcuh1YWspFutel1QW5geirYoCuYo90KQGk0AtYNkRHc6F4HmlCTdgSnXh0pqUB4DBJ6JXl5BzfV3w8qMl4DbxII3WDcYRJosRz+DADgR5iX2rSTiNnyVvatuUuYGPv3rxUUsIPACZZdGvik7ZtuQHIO/NMQAo9s5imc5Av3rjR+B2IG7pfL/RMmgCpydAtEREEiRux3cD23dWEnt3EUo36tCTexEQWA7+Hhtb5Pw0h8uhR+gBPAp8B9sWLDWtbj1+cI5/47qeHhXEvUGGQC4aiKERWixo2q/IKnCj0Bh8+zNNA4s6dpu0zkJBCL0DJzc1FrUwZZcKsRU3j4QacIlWIGeW84Hgx9VLAGhQEYjZmlNDzlJURrnsdoyj4TRAmHrHsUiHEj5ad3UAhvjMkhHeB7F69OMvt5gJAacJgjOol0K789VeKgT+YYHU6nVlYWsps8dx76JDh7VvE5EMJD9cCa8xKiB6kBjCEhxMs3BqMFHqbunalPXAd8BawPDrawNar8kxeHm8DEW43hf37Mxx4RVi3jSBYCMlU4CrAbtJypyK+f6/47udER/MmUG6QaC3Jy9PccbJFgITbxBQrHZcsYT1wowhMHHj4MI8CiQblVCzNyWG3w8HvISFVjCCBghR6AYr70CEOAWcD54Dh2eDLxI+52GIhWMzyHCbldXIJP5QyNSGz6qNnkNAr1BW2TgcSgGIT/A31FQDAHKGn5jaMiorCLQZQbxOmV/GXlWHluNALAsLRReNKGo3X66WgoECbyFlyc+vc/lTIDQpiI1CRmHg8TYhJ36FdtGuLjNSEng0MSx2SW1LCfmBxYiLjgU9NEnqK388tHg93A2Ei4AqMXR4MERMp1aPYb5J1ckm/fnQAvjvvPADDg2SKRNJnP5Avfl8eE+tyO44epR+QIPqviMm2YtDxbHzmGTq53XSpqGDLyy8b0mZTIoVegDJp+XLyqJz57VYUCgy+iAqAGcB/oqKwR0UBVDpsmyD2VJO+SwiX8thY1gC5Bs0ui8WgUwTsDg4mH3OEnurg7hYD2ydJSTwEFCYk1P5PDSQpM5NhQKLFgkddNm1CofevrVvxAW23bat8Q3xnRkYenu7k79/PHcAOKiclH6SnG76POWlp9AP2XHghiOvMyMS/euy6SFVV6EGlpd0I1LEvRVjWzKp8U1FUhFrfITQ+3pQIYqewfh5Vl9NNOpZ8j4cswJ+YCEBvv5/zAL9BwR+lIhK6yGJhTXw8HwGFJlVeAbRAIr/4LfsNXhVyr16tPXeJ8o+BhBR6AYoaUKBelkcNTimQFxLCZOC9Dh0IiY6mhMqcbR4THP9zOnQgChjbqRMAvw8ezFnApwbd4I4pCg8Ab0ZHEx5euYhrxs3AJ2bfXjFIf9uuHS8ABTExhu1jzObNLAI6Z2XhFULP34RCT61oECTOI2pUW1OXYmvFFO/YwbvAC0AukGOCb5O+MoYrKYnFQJbTWef/nCr/joxkKuDv0gV7+HEnCqMSffdYtYoXgItCQ0kAIkyyHJXpxlhnfDyxu3ZxFPjP778bto9wMWEqEOfJYlIuRX0Sa4DnsrP5GQgxKMK7TLgblNhsfNyrFzcCB3TVgozGqtYgVo0D6rhkkND7JiREs7DbTMptaCZS6AUokeIH/EfgacC1fbuh7atLhJGRkTiSk4kAEgGXCTf00vJyigC3WHJRI6aMminnWiy8DHzSoQOTfD7eBNw7dhjSdhVUB2cxczVjxh8iBH5wXBxecZ78JibWrY7qp1ld6EmLnnGUCgu0OonLNWHpVi/0Dp1zDsOBj0TQldF8EBzMk4Cta1eCdWLSqJxtPXfv5kHgksJCcoAvTYruVH2JK4CgkBCCbDbigSgDx8RIcX2Vi2pEFpMi6gdu2sQLQGchXrXasAbtr+zYMQqAErtdE5OlJo5TFjWyWwg9xWChtzA/nwnieZgJ16PZSKEXgPi9XmLEEuoNFguPAj6Do4tchw6RBiSHhmr+WGBOKo/q+eeMFkhqbqro6Giudbm4B/Cb4ORc7vWSC3iECOrg8zEQsBo4MDjFwBWSmIhPFXomRF3Xhir0gtWoUGnRM5xysewVDbwJ/NlAi5HKK5s3swNoe/Cg6ZUx9NYja1AQQ2w2BgAVBi3lOdRlu3btKvfTRL7EagRxkEFBaq6SErKoLKHoE9Yvm0lCr19WFg8CbcUxGV0bdldKCjHAfeeeS1hYGEGAS5fL1Gi0FD7qBFRdujVoApqbm4uaGyIsAKttSKEXgBTu26f5ihwRMxiPwcs7qYsWsQe4b+dOLBaLJr7MuBlErl3LP4DRQhB12ryZPcBEg3wh3Lt3czbQKSTkeESsCcs73/bqRQLw48UXA3D3b7+xGkhetcqwfTiFoApJSsInyqD5mrCeoxqQY1fTMIgB1XoaWvQUReHAgQMoBgsLt4h4VywW7gEuM+G3muJy0Y2qtaXNSrzdtbiY7kCY2M86h4N1QIVBAilUtXJ37AiAE+MCPfSovsTlwvqlCr1gg77/gpIS0oE2FgtWkbs0yKTvRCvlJvyv1dqwPoP2p/pNxsTG8qe1a/EAA02qvALHI7ut1YSeURa9QUeO4KOyPN0FBrriNBVS6AUgBSKEvIjj4fBeg0PXFTH78onB7BOfj58Any6C1SjCd+/mNmCAGBzsfj9pQIxBM6fUpUv5FfjTnj1UqJFyJoT6q5YL1Q/Qr0Z+GThYq7mpwtq0Yc7552MHlp11lmHtnwzVBqMKvdLYWH4GDut8r04XJt15J6mpqbz++uuGtusVeSVzxLUdZoK1NEyIrJCEBNrt2EEO8OqGDYbvx+ty8YvXy3YgXByH0dGq4ULUhXXvrr1XZsLympoeRA0aCxLfj2FCT4x/UVFRZF94IWHAoyZVnFEjoYOqCT2jxir1WKKjo1FUy62JKw9FQDZgESJs4znn0B/4pk+fRrddlpvL/zweFlKZAiwnL8/wyZ3ZSKEXgJQIsVUQFIRHXEQ+o2f9wkfPL27g5/n9DOd4CS4jUXM6qb5tRmect4gB2hcZqWWC95mwjFB9CVoTegZZ3CqKihCxeIS1bUuIEOFNVRnD53Zr+c9Uoff72WfzB+BLEyJDWzJel4vH/vEPZgNvvvCCsY2L5bQi4bMaDoYWhFf8fsLFjSo0MRG73U4Cx/1+jaRUnwxdRJ+P83p5GPAZlB8wQowTkd26oZ4lfRJ2ozh8xhkkAn/p2hXQWfQMal91MYmJiSE0JoYyoNgkvzaHsMAHi9+Y3+Cl216LF/MtMPzAARDjodVEoTf1jDNoAxwdMQKAirg4NgBH1VRdjSBfuE64gRIqXYrM9Dc0Ayn0ApBcr5d/Aj/HxeEVg41icNkfq/pDFjd0tUSOUc66VRADgF8ciyb0DLq5WdVzExWlJQj1mVAm6bpVq1gIdBNCXA3xN0roFemivSLatNF8q5pK6FWUlfEpMA9wiJnz6VoZI/O774gGrgT2HDxoaC41q5p4W/XTwtiC8BVFRZo4CUtO1gJrzChxqAYw+ACHGEseKCtjBoABQRM+t5so8TyifXvUOF6XCTViS1wujgJl6m/f4Cof1p9/ZgPwYlGRqdkBAByqdTU2FjB+Uhp38CAjgTZu93GhZ2JN7upRxEaWQCsW/tzHrFZes9n4GMhX00sFCFLoBSD7nE5uA/7dv78mjjA4sWaQuHAswrTvNaGcl4qaQkARx2ITSyJBBln0gkWfLbGxmtVQMSERacf8fEZwvNyaKvSMKi1V5PVyNzDZbscaHEz/vXv5HMjQ5Xgyk1KPh2uByxGl6jh9hV6OqAQSAdwHHDJw2XNuSgpXAwfOP197r9TAbPwlwgcQIDwpSQusMUPoqYKrFLCoY4j4a4T1qFgnFqM6dKBMtO0yYen2BDERGckq4FcwpNKOd98++gId/X5iS0r4F/CIiMA2mlBV6AnRujItjUeAgyKgpbHox1yr+H2Z5W8IVUvTAbTNzmYycObevY1vW0zci4ODuV5RuA4oN+l7MQsp9AIQNd1CXFxcZQkjjpc0MopgcVHaxEDgMdGiZ1XbVGd+qkXPID8Iu7AYBiUkaMLYjPxUjmp+L5pDsEGO4YU+HzOBD8USWGJxMVcC7ZqoJI9aTzIkJASruKF2W7uWbODeX39tkj60FDy6gf5l4NjSpYa1vcHr5TPA0revZqEqM7DMndpWKWANDiZIXHdm1LKuHsAA4BVjideAseSY10t7YFBICPbwcL6KjGQmUGw1/tYWvW4dbwAXC/EanJjIIOA8wGPApNQrxnV3aChhisKtwKUmLRE6xdgaItK4bOjUieeAg0lJhrTvUMfc+HisajUUEyeD72ZlsRSIFd9NmwMHeBY41wCh5xKTiZKQEMrEErfLBNcAMwl4obd06VJGjRpF27ZtsVgszJ07t8rniqLwxBNP0KZNG0JDQ7ngggv4vVq6gmPHjjF27FgiIyOJjo5m3LhxppnMjaDk4EGcQHxcHNuGDGEg8LnOEdkI7MIKFSRM+2r4vZHlvFRsQlRahGi1qeW1DLrxOEX79qQkVg4dSidgfu/ehrStR/V7UZdDFIOFnj63IYBFtYA2UfmxsmqzZqh0RE8Cwk6zEmjV6wuX7dljWNt54mYVFxdHqRAs5QbeWEqLi9kE/CasscHiurObWfVGJ7x8Blr0CoqL2Q8cFILljZQU7gYKxTVoJNG7djEeGCC+H7vO/8uIVFCKOFee8HAcwncuxITvxO/30xPoBYR07gwYn9JKjYS2JyZiVdPQmOADqtLf7WYI4BSR3Vb1rxECXEykXeHhlItrpiLAcukFvNArLS2lb9++vPXWWzV+/vzzz/P6668zc+ZMfv31V8LCwhg5cmSVVAJjx45l69at/PDDD3zzzTcsXbqUO+64o6kOocGMWLCAUuCKrVshNZW1wAGDI/O+CwvjHUDp0gU4vnRrhkXPpobGCxO/NSqKHcA+m62O/6o/Wu65Nm1QkpLYA+SaMOioyyEOsay5t3NnngK2GbQc4s7KYhjQR01p0sRCj7Vr8QGrdP6NFjVflQnWoJaMrdpA7zXQqjps/36uBuLtdq7r0IFEIMcgSwtAXkwMfYFrRToSVeg5av+XU0ZNY+RS8y2iG0sMEHr6HJmAuX6rYqKjltlS/cDAIIEkzpUvIuK40MPYQByotMzvA7YCYWLFJsHjoT8QYpCA0Y+53nbt+BLYoCt/ZzShQhA7hMC3COFqNeDc+UVSaU9k5PGsDSb4gJpJwAu9Sy65hKeffporr7zyhM8UReHVV1/lscce44orrqBPnz588MEHHDp0SLP8bd++nW+//Zb33nuPQYMGcd555/HGG2/w8ccfc8igqDCjsYsbrS0hgQghjooN9jl7x+HgL4Ctb18APDYbLsBrQs62qV27kgLkDBsGgK9nT9KBGwzKV/R6cDDTgJDu3QkVg7QZOcOcYlBxCOtCVno6U4DNycmGtB+2ciWLgIdEQl1N6DWRf5y7oAArx32t4LjQM2JANQOvy8XS9HSW9uxp6G/XIaK21du7YmAJwmfz8/kUSLBYKImN5ShQbKBw0VfFgMrIyzXAaowXFcciI3kaWKC7BgytwrB2Lc8D1wthEWW3Ewe4zUjOW03o2Ww2dgEHAa+4JhuDTZ1AxcTgEO4fNoyrCayi+rNZLBZtPBy5cSPrgDN/+cWQfah+ys62bSnv14/RwBuirq7ReF0ubZISKibZFmHRMyJzw+rERO4Ffu/XT0vybXiWC5MJeKFXF3v37iU7O5sLLrhAey8qKopBgwaxcuVKAFauXEl0dDQDBw7UtrnggguwWq382kL9jkLFhRqUnEx8QQEPAcMNrvSgLhOqN4OJAwYQCmQJ4WckR10uDlJZ7QGMLYHm9/t5xeXiCSCia1dSjhxhOjDY4JJxit+vZeQPFT50Ri+HqIOLW01Doy6JNJHQ84ibZ4XO0trShd6qRx7hDzt28Idt21j71FOGtZvj85EF7BI3SqtBUbHl+fmodo+oM84wJfpSbUu9tu1t2nAWMARwG2zpPhIVxePAPLFECLqcbQYIb/vWrUwCLhLXxoydO8kFEn/+udFtV6e6LzFAW/HwGuBLpwUwxMQQopvkGhlxDZWBBM8BjwUFab62iroMbcSY6/NpeebCU1JMzw6gr0EcKibZVgOF3nqbjTeBorPOOp61wcQqH2bQqoVetlhOSaq27JGUlKR9lp2dTWK1mUZQUBCxsbHaNtWpqKigqKioyqMpCRMDZGhKCvF5eTwH/J+B9R0Vv5/YwkJigUj1ZiAuHDMqY6g3HvWmZqRAKioq0gadmJgYknNzeQQYZMAMXE9FSQlFVNbBdIrfU6TfTzoQYdBA7Rc3M49qyRM3HKOik0+GV7Vi6ZasrAYukZiB+/vvteeub781rN3x4eF0AFb37AlAsEEDf75Ihu4FIlNSuCIvj9eBiE2bDGkfIP6nn9gOTBTpetTKGGD89V09UhXgna5d+QNwULiFNAafWEJzi7HDzLKAWnoQ3bGoI5TXgP0V+v1kA7bkZOzh4VpOwAqDRYUnK4uHgHv1E0TVBcMAoV9UXEw8ldbIyG7dNKHnMknolYvfgD6Fj+ajZ8C4pPeZ9arfvRR6rZ/p06cTFRWlPVJFuZqmIkrNBN++PcHCxO8w0Krjys/nd5+PPCBSzPjUm4FR1ik99x44wEtAjBrVWVDAJmC5AVaMgkOHOBvo6XDgcDi0EjnBBlsuStxu4qn0qQkXPnm9NmxgG3DdmjXG7ERNYq0KPPVYmkjo+cSSn0cn9Fq6RS9ZV8lF0aUVaQyKonBEBGNEdeoEQIhBFjctGbrFgsVqJePYMe4FwnbvNqR9AOuRI3QHEsWYYabQ8x85QhcgUeejty8+np+pjGJsNGoy9GpCTzEhWlVND2JR6zxzPBuBEcurk9u0oQ1QdPHFWKxWVOcSo5eh1ZQ35XofaDFhM0LoqVUxHKGhOEJCiN6/Hxfwiy4PqJHUlMLHZmAu1g5793IukOR08tP55xMHzO/Xr9HtNiWtWuglC7+QI9Ui5I4cOaJ9lpycTE61iDav18uxY8e0baozefJkCgsLtcd+k37ANaH4/cQIC1VEWhpBYgbjMPBmr+bZ8gNhwjp1VWYmXwFtTMjZdn1JCfdTmZMMKi16vYEeBkScla9fz6/Aj2IAU8WR0cudqlUyNDQUmxhALeoSq0H7sgihpYgbTdnZZ+MALk9JMaT9k6EKPa8u2tAfFcVaINNhhit/40kUVoQM4M9imbWxlJSUaD6e9gsuYBTwgkH+R6UibUuhECxecV6NFC5qcnU12brVamUncAjwGFziMH3JEn4Dbty6VXvPyBJoFnEsilrhQbStmGA90uqpqnWeOZ4qxgh/Q60+rFi27R8dTSRQbHBt1ZoCZBC/M4sBY5W+/BlAcFgYDo7XyTYaV3ExOUC+TriW9urFecCjbds2uv0n9+5lGdCusJCghASOAQWna2WM8vJyDtawfLhVd4E3NWlpaSQnJ7Nw4ULtvaKiIn799VcyMjIAyMjIoKCggLVr12rb/PTTT/j9fgYNGlRjuw6Hg8jIyCqPpqJo/37UyzOmc2fsanSWgRaVUiH0igGrGAw6FxUxCggzIWeb6tsWoibhVZcmaXxx8nJxLCXixqkud9oNtoJVX34GXT5Ag4SeWkLIIn5vIeHhuIGKJoq61UrV6YReSd++DAQeNUBslpaWajkijcDrcpGpKBwBdgAHDx40pEZl3po1/A4stFqJ6dmTb4BfDfqO1ZxdparAUwW0gUuR6vfo1y1BthEPj9FuKNUCGAAGHDvGPUCEAVbKIDUITYghv3q+TBB6Uzp3pjOQd+652ntaTkADvp/qEcSlYWEUA+UGW1nVOt8VOqGnRakaIL69q1bxHfCsmmJFNUaYJPSOJSWRBIzo0EF7zxIby3JgqwGZG6LFvSIiLc204EezMUTo/e9//6NLly5cdtll9OnTp0oQw0033WTELmqlpKSEDRs2sEFkpt+7dy8bNmwgKysLi8XChAkTePrpp/nqq6/YvHkzN998M23btmX06NEApKenc/HFF3P77bezatUqli9fzvjx47n++utpa8BswGiO5ebyT+Bzm42Q6GgtDN/Ii6hcTaiqu0iMrvKg4i4p0UoIqb5twbo8be5GLolViGMpEwNZsBh0jBZ63g0b+BF4VRfNqwo9I3I5AQSrQq9aKgkzIohrItfp5FvgsM7n1ajKGLnbt/NBYiLtU1MNmxxm5+YyAEgGCqh0O1Bvpo2h+Lff6Ax0tlq1SZ5RfroeMZEqV+slq5VcDBQuVvWa0k1K1BKHRle+sYjfrKK7ps/fv583geQdOxrdvl2XmBfMFXqH3G52Aw6d9dZjUASx3+tlUUEBi4FY0aZZGQJUX1uPbsKmRqkasfrg3buXi4CBYgJqF+5FoRgf1Q3HE7nr/UCNKoFWfuwY6lUS3akTaUeO8A5wvoE+s02BIULv6aefZu3atWzYsIFZs2Yxbtw45syZA2DIDLou1qxZQ//+/enfvz8A999/P/379+eJJ54A4KGHHuLee+/ljjvu4KyzzqKkpIRvv/1Wu0kCfPTRR3Tv3p3zzz+fSy+9lPPOO4+///3vpvb7VMnxerkNuF9YUNSao06Mu4jUrN9luhmfYpLQK9Utq6vLxHbdDcjTSBO5VxyLS819pQo9gwcc38GDnA8M0A0s6tKtUcES8xISeAQoEQEAzpISPgBeNUC81Id1Z5zBJcAyYQ0H44Te1scf5+6yMm51ufjnP//ZqLZU1PRIqampvONwMB/INSCSvlRk2y9yOIi027kRuCE/HwwY6za3bcvVwGLhA6SoUb0GCheban3S+ZqpQs+I6FE9ar8tumtaUccVAyzRIaL9YBHpjrjmLCYEjdUUWJIZEsIGjp+/U6X44EH6AUOBKDGRuqe4mH8AVoPrqqp1vvVC71inTjwNLDMgFZRHHXPFdxEiJqbQ+Il7TVQvfwYQWlLCX4FrGzk2FgirsxeITE0lvqiIu4AzDfL3bSqCTr7JyfF4PFpk64ABA1i6dClXXnklu3btwtLIC+BkDBs2rE4xabFYmDp1KlOnTq11m9jYWE2YtnT0EUBwPJw8CHCXlVURSaeKWyyfleuc7o2u8qBSlpNDDOACQlQxprtgG+vk7FPLCqmBC+oygsFCT1sO0Z0ztWavESH+AN85HKwGzuvTB4AQi4WbgAoTM87rqWlAjdyzh11AfiN9uxwi3ZETWGFQWiPVlaRdu3ZckJNDZ2Dd5s1wySWNatctfHJLIyJIdTj4EMDnw1VYWOWmdirsVRQ+A9J69ap8Q/yGLAZadbSgArVUH8Iy5fcbLvSqV70B8AuhpxgwltyTlERBSQlvi+XUo6mp/HvlStzR0QxtdOtVufvwYcqBKJ3ovr9TJzZs2MC3Z5zRqLaL9u0jCigHQsVv6KLiYnoAqwyuq6rW+fbq/GoLu3fnceCShAQmNbJ9LRJajBP6a8KVn69FxhpFhMgvekjnVuQsLOQ14GgjA1mK9u6lDZBvtZJgtWo+8fYmGnONwhCLXmJiIpt0pszY2Fh++OEHtm/fXuV9SePJP3iQMCrLnwGEJiYyHBgElBk0i/WIdCAVuoFAy7Nk8Ey5XORAKtVNCKxBQaj2ocZa9BQ127xaXq1LF/oCww0OHvCqOe50s2RV6Bll0ateAk3zfcGYouonQ10i0Qu9IKAT0KaR+08Wv4MjgHP9ekOs0zH//S/bgb8WFlIk+lxuQO1Ln5jNV0RFEa6zgBQbkOJIncjFqiW81IAJA6+7YxYL+wCLWO6E40uQXoMtLkHVqt6AsZPG30pK2AxEiMwHmQMHchOwpH37RrddnT+VlDAZiNBdz0algioVv50iXTJyj2otN1h8r+rRgz7AfJ1l3tCcn2oktJqQ2+nUUsW4TUhFFnT4MMOAzjoBrpXRbGTbpWICqwZH2cSYG9xEuUuNwhCh9+GHH56Qi85ut/Of//yHJUuWGLELiSDlm28oAR4T9XqDQ0JYarWyCig3yNqWHRbGTGCz3sHewPB7PRVqqH+1IuSZFgu7AU8jj8kmZnRqVF5IdDSbgC0VFYa6FajJjPWzZG9qKi8Cn+ssJ42ha24u/YEoMYg5dO1WNEEux5t+/JFCIGPjRu09m5qYtBHnsjQnh/bid/UB8EN5OYUGJAC3ZmbSHUhyOKgQy21eAypYWIWV2B8fj81uRz3zZQYEKnXYvp2rgVRxPez5wx/oDPyjR49Gt63yVEoKHYGC88/X3lPLkhktKuzi+rXprDja0q2BqTzUSFXVr82M5LxONWhMTLLBuAjicuFmUKJzl1HTGPkN/k7yFIXN8P/tnXeYFdX5xz+3bu8sW4Cld5BeFFDs3aix/pRYkpgoGhU19hJRiRqNvcZeYom9IiJFlCa997pshe3ttvn9sWcus8PtM7sr6/k8D49y72Xm3Lkz57znLd+Xhrw8/2sJPh/9gCwTpFws4hg+tSe31cpsq5WvMb+wBMAXwEPpN/QMzvGN6u8ijqcWP5qpctEWxGzoaatOunbtGlSKZIKmQkliHEVdZNSHyGLxe1jqTarM25yVxdXAT5puIWr5vRmTs5bS/HwKgKt0oY/Rqan0ARo1k2osLMzKYjpQLkJh6kKgKIop8g4q/nCIJvfT17s3twCvmBBOB3h3/36Wo9Eb1IREzBZVDYSzsZFUwKHxWqqCyUYMvd2zZmEFyiwWyoRnt9iE8K1Dzf/Mz8ctvAuKCT0qnWrej5jz6oSRZIahd8769XwI9BbPua1zZ7bR3InDLPQt0AB2JyayEmi0mrL39/NNaipPAV6tOLJJHr2GykqmNzVxB5AuDPn4uDicgM9kz2RTdbW/aCxJs9bdsW0bm4FOP/9s7Pi6ojHQiD+b/F0C5Rrmb9jAJuBuEzoG2XSV0AAXpqVxOlBv0lyoxa8GoJl77WoakMFj70hL41pgdr9+wG/Q0Js0aVLQzhGS1sMqFhlFDe0AV1gsTONg7pBR1F1ymsZjtPT447EDrweRnImVmqYm9gAVOoPOrFDCnIQE7gHqxo4FICEujjuA6RxUVDcD1dDzasKa6ncwQ4TW63L5q7/UhcYeH4863bSFoWcTv4U2DKd69IyESKrWrAGgJDGREnH9KkUVvRESxX3s6N4dr5igLSYUrpR5POwCHCI8qBYtNer0OmMhWe16Iyr+W8NDFcjQmz54MCOAIk2rMjN4NS6O6wGLVmBWjQ4YDH9V79zJLcD9QIr4fQeuWEETcLvJ7Su1YflkjSesk9tNX8Bq0KPu1hWNwUEZI7O7fAxcs4Y7gd6afq3+fGITUiYUkZdp1axRraoQoArJa4xIVaLLqKG3zWrlWWCTuH9VQy/xVyoQH4yIDL1169YdUlU3YsQIxo0bx0ZdifzKlSs57bTTzBuhpAUOcVNb1Coz4O/19TwG+EzIPwLwlJSQAaRrHhxHYiJezFfOD6Q/B+b1u1XlNNTQjjMujunAXUCTiY3oPU1NeABFs0t2WiwUAHkmLNK1miqvZGEEaNXzzZbFCIQahrNrwnBmhG6bRNuvmvR0asXmomn79piPp5Kmyi7064dF/P42E/Svbk1PpwfgOvNM4GDRkssEDcBU4WVOFDln2ZWVPAicbcL1UPmkqIjFQIbmnlEXYrOfb31eKcDa4cM5DZg7YIChY9eo4tIWCxYhBWVVu8aYnEOlaovWAjatYLhJfXvr6uspAeo1xre3lcSfR27ezANAL81GV5WCsptgwNzZuzc2oERjB7SmoWcR97GiuXaqR88GeA1EbvTFj2rY3hzp9bYjIkNv/Pjx7NZV/rz22mtcfvnlTJw4kQULFrB582YuuOACRo0a5e8MIDGfBHFTOzS7SrXJvNskr855c+ZwADhaeFrA5GRdDckrVvAocIpmdwnwSmUlywCbQWmBzkVF9AUyhSGpNY6adOc0wofDhuEAftJMbsllZewCZpngOawT3vMmaFG11iRCna2R5KwnTkyYTk0SvxkevWUpKdwArB8xgiaxY1Z03WqiRlHIFvdq2sCBWMWYrSbkO6mddlSlAbVoyW3Q0GvR9aZHDwDSa2q4Azjd6PXQnGO418tYIFGzuVLboJlt6GVXVpIDpGrOVdOlC98AuzWbolioF162Gs16428LaLKhp2qL1upC22oFsc/gdfuxb19ygf9p5g9VLNtisqHnFMaWTRNaNdOjV1lZiQ9I08wT/ysuphaIW7TI8PH12NRnWjMvmqXckLx5MxOBbuL6xPfoQXegC+Z0dmkrIjL01q9fT3eN6rTKP/7xD6ZNm8aJJ57IkCFDqKmpYeHChXzxxRemD1TSTJJ4SONFP1UAl5hszFK1d4iJxaZxvXfftYt3gTNN7nSSunkzNwPjdYtkf7ebkWC4efTre/eyGcjRHKdRNY5MDHeq4bAk7WQjFjKj4QM4mP9Vo5MrmpSTQzJQbYL+VTgSxeLp1ITZbUlJbAS2GDju0sZGngSqjj0Wn2qQGTSaavftQzUjOg8fzoHTTiMOuNmgDIZWdFktQPtkyBDOArYFmCOjQd/1BsAuvBRm5QTVlZb6z5GqqUy9auNGNgM95s835TwArro61rpcFANpGo+vWQUMjcLLVqfxsLVW/+dA2qJw0NAzqkZwQCgdZGiMr1lHH00X4HuhEWsW8WrHCu2GTc1pM8HQ03f4gGYPWBLgbYXIg9vtpgGwac7nSE/nFOB4wG0g2nDO0qX8CBwhHF2JqansBsppnYKf1iIiQ69bt26HeOlKSkq4/vrreeCBBxg0aBAOh4PLL7+csSIXStI6pIjJMUmzqKiGnsektizxwpi0axb0tKoqLgYGmxjuBEDNbdP1IfWYoDiv+Hz+BSZZhMKgdbxggfIa7cLQM0PIJVC3EoCGhATqgMY2aIOWJBbPBE1nDGt+PgOBEQb0MtVe0V27dsUqju006G0t3baN5cAWi4WUnBzSc3JwgeHOGPvXrmUr8COQKRblvT178gVQbDfi1zwozlrHwUIbf/K3STlBNeJau4FEzUKfKXLN7CZ6uVukG2giENkHDnA50M+gPpxLGF8N2iR8YRib3fmmsGtX+gK39+/f4nXFJE1A9b7M1GyulcxM9gHVJn+XBNUzr0n/UXPajFapArxQVMR7QCfNa6pUjLcVesRO79uXRGDf6af7X3MkJDAT+AFwG3h2EsT64xTpMnFxcX5t4LrDqN9tzMUYPXv2ZP78+Xz44YcsW7aMjz76iKuuuopHH33UzPFJNCiKwqfAp0CyporNI3KEvCYZeupEoG31Y1U14czWD1ITaTX5FWCOoVezb5/fe5EmQmGgCXWbaOhduXIlHwM9NGFaVbzajJ69jcKjV+9o6R9sqzZoiqKwEPgZSNTI7qidMRRFwRfjhNpn82bGAAU5ObhHjuQh4CuDoqq7fT5GAWeKajnVU6J6TmKlatMmegN9rVas4j4yq/9lnTDCKjXGvNr5xqxe1rV79wIir00ThvSp+WAmhm7VvLZ6WobSeuzYwWvACZs3Gzq+Vxh6Tdq82FbqfFPZ2MhWmvuqavGZ1OXj0p9+Yi4wUFPg2FrPdqIwHOM187vfo2fQ0HPV1nK618uFQIZmI+FRDb1W8Oj580A1m2ytY8qI5zhV/K4JYs6zWCzMsNt5BmgyWci6NYl5C/rqq69y0UUX+f9+yimnMGfOHM444wx27tzJs88+a8oAJQeprq7majGBNWh0tTwml+EniQcjXuu5EZOOWV0eVGyqsaXrKOA1wdCr3rWLVJrz2hI0O2WXqhlmYmPqEQcO0AdYofFsOTQLkKu2tsUYoqUoOZnbgJyCAgZqXr+6spJkwLF+PUyeHPPxw9HY2MgZYhGo7t3b/7pd48XyeDz+sFykeF0u/lNWhh0oSkxk85FHcifQX1GYbmC82q4YAJkWC28ByUZDwsLrVul0oj4dvZuauATotGmToWMXJSZyN9Cza1f+JV5Te1mblfzdoBYV2O0tPC5+EWMTjQo13aDWaiVR+4baV9XgXKIIo92j2SSqnW/iTW69GaioBKAuOZktQJ1Bb27PigoGA4s1x+lTVMS/gcS1aw0dW0+KWEOSNL3cbTk5PAE0OhzcZuDYVTt3kg34aG4ZpuJtRY+e+ttoq8gtFgtX2mw4vV48FRWgM9AjJV04NlJ69vS/dqXHQzawee9eMFmForWI2aOnNfJURo4cyc8//8wPP/xgaFCSwJSJsGlycnKLXr2qUKRi0kOULCaCRE24xewuDyoOMWaLJjcFwGtCNVud6r2wWlt4L/yhbhN3l0liQojX5Mpp29G5DBqVu51OHgZ+Hjq0xeuTa2q4ArCbJK0TDNVbZbFYWuhv2d1uVgPric1wLluzBjvNvSQ7Dxvmz3srMShVohp6+WIxS01L41LgbJ/PkLh0o9jF12o8VMN37eJtYJRGSDoWil0uPgZWaAzpeLE5cGK8HSAE9wy3RucbNa9Nn25gNcnQ+1Z0uVmi2eA4srP5DPjK5NabGcuWMR2YqLt3vps0iX7AAq18TAwkCc9RvGbOzS8v5wZgqImeI3d9vd/oTtLO73l53AjcZ7RnrxhrtcWCVWO0qpqAZlcQAzyxezefAVm69e9Jr5fnAW+MMnBN1dWopmO65plsFPezy8Q0h9bGXHVMoEePHvxsUDxSEpjywkKSgexOnVq8/v2IEZwArNaKksaI1+Xy39zaHZ+ab2ZG+b0Wp3jw7TodPdXQM1LN5q/K0+22HxswgFFAoebhNUpKAONYa+gZbeWml4lRUUMiHpO1tvSou+bk5GSsGqPZ7nQyFBgIeGKYxPcLvbwSmw2b00lWRga9gT6VlYZkEUZ98AEbgbPVzZHmd6k10JDcI+6pBk2YyCK8PHaDv4FeygFaeqIbDIadoTmvaBdQoat49Rt6JuZ6qvJFDTqjUjX0jEYHChsbWQ2g8bY4Cwo4G5ji85na+SZ3wwbuAkbqcpTNKixJERvFJE1ahEXNmzPxN6muq2MYMAlI0ZxLq6pg5Lqp6QdVOuPeL/7cCobe5KYmzgJSElv4jfEIozWWeQmgQsg+eWlZuNQkDb1m9IuRxBws331HDfCJLvxU3rUrs4GSKMNmgajev58XgP/S0vXu9+iZbOj5K8A0icEAtXFxlAAuA+drUr0Xur62RZ06sZxDK1hjxV1f7xczTtZO1FYrz1utPElz+NgItu3bGQ7kazy5cDBsr7SyoedesoRKYL4utGfXjMcbg1FeLeRz9otJOiM1la3AUjDUBi25qIj+QJYI59icTlT/bZ0BQw/hpfJoDDC12s9hMOwZt3o15wODtTl6aWmMBPoD9Sbcr+t79aIH8MQxx+hOLqQ8TDQq3MJwbdLNS2YZeoEKGBI0RV1mSsVYhLda0eUSmyE75fN6AxaN2dQcXxPzoqtra1kNLE9MxK6ZF512O/lAd0XBa+B8gSqhAUqzspgPVOrmL6N4GhsDeiihueAIwBvjc1kl0jQO6LyTTermug1E6s2iVQw9SevgEt4El65CVW2BZka5d1VTE1cDV8bHt/BItZZH78+dOzMU8GoabAM8NnYsucAWAyGRfcnJTAfm62Qv1LC3WeXxWtX8VG1/YOCWhARuAJoMTnCTFixgBTBZl8Cu5r6YrZ6vp6m0lDQgRWdsaCdATwwTapOYTGtVYykx0W+Q1RgIWSULD2ScxttTa0KrMrvqVdMksttVMW6DRtKAxYv5ADhGcz9ZrFY2JSayGXN6WavV4em6nNimtDS2AtUGc820lCQn8zSwTPdM+PN9Dc4lx61bxx1AF811SdAI5TaY+EwE0moDGLN6NcuBEw1EsYIVjamGnsNEvbYqYZzocw2dHg+FwA6MqRGom+sG3Xz3/fjxHAOs0FUtGyVYZTcc9OjFauiVWCxMBV7S5fe5TVa5aAukoXcYoeYaNOke0p7V1VwFdDNYxQYHJwKtTAiAe8gQ0oCjdWFjo2yurWUtkKzRBQRzQiLbExO5B1ikMxbHV1ZyK5Cu6+oSKzUiF7CWltWFcFCI1qjQtEPkE1r1Ie5WUs/XEywMZ7FaD+6cY/GgiFCPSzOZVguPlppjGQsZ4nokaxYWf6syA+LD5R4POwGrxvOiGnrxBhdkh3j2LDrvtpm9rIMZemsnT6Yv8IHoCW0G2zIz+RswX6cDZ5Y47+/27eNBIEezkNvtduppzvl0mZjbZhf3k1V33VKbmhgBpBswjmp27QKgkZahepu6uTYxL9q1cSN3AJfoNmwt8okN5C67DhzAR8tKaGidVn7QrJcJ0EDL4jcAr0FDb5/Hw3PALJ1x6lZb00lDT9IqiJCtV1e9OWDXLl4ERpvQkLqmtJRMIF1nTMYlJVENVJkY2lEUxW9Y6hceM0IiwfLaJuzbxz+BHBOuF0B9SQkeoCZAQ/hsu51cjE2eAAlikbdrPEkAvlZMctbiEZ4sly4MDs2LKsRm6MUJo8uiMZxqxXdqEJN4tPg8HjqLxTFTY7j4W5UZ0IK8PyuLnkDd2Wf7X4sTm58EgyG2eHGP2HXi11d5PNwPeE1ocXj07NksBI4SxoVKa3TGUJ8//aaxoV8/zgce0d3L0eJvF6dNl7BYDvZ/NjGHKl59/nQbLX8FsQEjv7qkhGKgTDd/tIom4Lp1PAhcoTNMW3SSMJBPPH/QIBzAeyed1OL11pKKqVeryAOkNbgNKjeoxY/Zuo2Xurn2tkE3IrOQht5hhF1MnIrOq6b2d7SaMEnbv/+e/cCHujym1miB1lBRwQy3m7uANN1u7KxNm5gH9DHQMseyaxd9gRydl82nGismGUdFnTvjAE4LUAzz/f79FAF2gx1FEsVvG68zAlT9MzNlMQLhEfeeK0AI2oih93ZKCtcD7okT/a+pOZVNMYZYD2zahJ1miYfOmiplNVfMbaAlnVoN3FljpMSLhSDR4IKcJO7HeF2o84/19dwNKCYYep1KSxkPZOoS7lvD0HPv3Us2kK3baFlyc/kf8KPOOxwNwcTQoXUE0dXnL05ToAZgEfeU1YCRX5yRQR5wiq73r8PkrihwUGS6Ubdhs1itqDO7EUOvoqICH5CsM+InrVhBMfA7kxU56oXXvzrAveSX6Ip1btywgYlAb12q1Hvjx9MLWHHEEbEdtx2Qht5hRJyYuGy6xd6iuvhNMMJcwsBr0BlH8Y2NvAQ8a2LeS/WuXdwE3Ack63b9eXV1HI0x3bPT581jMzBxS8sGXYrJhp7qlQykk6cKP3sMVt0mC49Bgm6hmXn00eQAs0eNMnT8cChid+vSJaMD7LVa2QF4YliQPquu5ikgVWPoNYmJ1RPjb79/9Wqg2UOi9VQ8NmECccBqnURNpPh8PkrFQpmreQbj+vThUuBPBnt8q+KsiZoKPwCXiQLf/ip33Wax58aNLAf+sny54XOonDtnDqXAMbp+1WakZdSXl6Om+6dp8jABmsQzZ6Ygeor62+jzDdUiFgPGWLDIgzJ0KP2BM3TRDiN4xEalSROqVVFXDyMV/IFauQHEWSzkcNAzahb1ZWU0AnUBIg2PdunCWUClbiMQKcPmz+dH4BRdUVhTdjY7gEqzmwe0IuZl3kpanUTxkMTpJhs1adduQtKuTyxk+gXdabHwZwBFwefxtEjCj5U6kXRebbGQoQ97mqA4nyByKBy6/D+EIWExyQsWLEQFxsMHKqmqyKlu0lLS0ykFak3WN9RjERO4L8Cic3RmJuXl5azTJUOHw+PxUCQ2Ft0038sl7mdfjJ63sqIiamnOE9KmUTuysnBxUComWiq2bGGzx0MR0FljKCXn5/MOgMeD2+3GEYOnSvH5yBS/caquH69f99EEwyVRbemk87gkejyMADBRW9IpNjf6dIO4xkbOB1INVC1W7dhBEs3GSaLOaHVZreD1mmroHWe3k+Jy8aF+QyWMViOVsaqsTqZuoxiXns5mDhqZpiA2T+5Ac5XFAopiyNA7bdEizgASdc+uVWy4rCa3alzfsycTgHOOPpqPde8tz8zkl+3b+YvOaREp/pxZ/bNiYs5sWyENvcOIOXY7W4BeAwe2eN0mjDJTqrPERODR58xpDD9Xba2/F6cR6kQOVo3Nhl6Qx6/Ub+A7JQtDLl6/oxOGnhmhboBO33/Px8D+AAuXGa3cmqqrUQPbqUEqiFu7BVqh1coioFHnbYKD3TE8US52RRs3crbPR6HNRo6mGGPbgAHM37qVrIwMJscw1g0pKVwFnHHMMXyheV2tNIzV0Duwbh19aa48dmg8CFpF/pqamkMW7EioLS7261dm6FIA3Ca2OPR7pnT3kU3VbDPRS5Ek7kl9uDOxooIPCPy8REr19u3kAwesVnJ1m0SXzQZut2mC6A0NDWwU1y1Dt2lUK4iNiD93/eor5gJ7dDqJrVHAYFXTfwJIoJlh6A0pLmYosEhXaKNqAtpMrCCGg0ZyaoAiQXXDFavnWM2Zdeg2sIPLypgBZIvIweGADN0eJiiKwrSGBs4B0idMaPGeXe3vaMIkbVMnX92DY1ZVlpYGkRBeE8DtboahlyYm5xSdhwR10jHJ0EvZto1zgD4BjqcKPxsx9CoOHOA24FEOlW/pV1jIU8CoNWtiPn4kvJ2Tw5FA0amnHvJerIZexY8/8hHwocXSQoR5z9ix3AUsDxAmjgR9VwyVMcXFvAkMWbgwpuPWCAHVCp1GmMPh4Cy7nf/jYBVgtOyvruZcYKrDcYiHyqMmf5vw3GUKg0T/TFhbofNNstonVGcc2dVzGRDmrd2+HYCqANqhaqjbLPkL1Ziw2+0tjHoAkpMp4mCleCwk7dzJMUAX3fVIsFiYDszwePCYNFc5xCbHEsAw+jgpiWeBhgDzcaSkiHEm6DaE1lbYSMDBUHGgzdXY2louBRwxVu8nqzmzOkdBz7IybgP6CWmowwFp6B0mlJeX+3cmubocPbW/o8OESVrNA7Tq3NVmtvPyH0csivWBXOtiAo9VwNXrcpElJs40nYdEnXRsJoURghXJAHjUDh8GDL2ymhoeBh7p1AmrLiyYX17OdcBAA1IkkRCoa4PKSwcOsBSwR1nFXCs+v19XiKPm96gh8WjR97lV6VZXxxSga4yyGw2iGKJaN16AV7xe3gGadPmgkVJWU8MnwBe6Zxs07aMM5nnWl5f7xWUz+vVr8Z4q5eEwUSczXcxHyTrvoV08f0bk3Tfn5DAUeGLYsEPeW5+ezpdAjQkC8gA1GzbwAHB9QgIWXXVn+YQJ5AN39ukT8/HtojpYP+cmxMVxF3Az0Bjjs6AnTg2nB+j9+q/OnbkWqDPQkztDrFEpuq5DZqYXaRk7Zw6fAeMDVNL/obCQt4D0GNUV0sRYk3T3r1r8aG/lKIqZSEPvMKFoxw7SaG5/pm8c7xswgLOBvwfIu4gWVcbDqXNXW+12v16a0XZeKn5dwECeG9XQi3EHWLFtm//mztBNwiVjx3IM8B+TWqA51SKZAJOnv5WbgUlBrfTMCXB8i6pJZnLui55Qht4At5vRAFGGRF3CQ1anCyNlJSXRG0iK0Xi97Isv2AiM1y2OFlWUOcbQlFto/jUEeM7qxe/cGKN0S7lImegUYLPgFeFBo4be/h072AnsB5L1m0VVnNckj15TdbW/W4y+WELVOzNihhVVVbEWqAlgYL06ZAhnAoW6BTpWGtes4U7g6gBeNTU8aESNQM0ltus80Nr0GLMMvXtzcjgGaNIUP6kYLZJprKxEfTKy9OlFraAJCNBl717OAnIDrBNG+qX7PJ6DObO6dcKqdttp5TnXTKShd5jQ9O23VALfB1ik4vLz+QyYY8Ju/Aenk/cBh67UHw628XKblbAtFkVPgHwRX1wctYA7xvBOlfCsVFgsh4gYK/n5zAe2GKySVEkUC7DeOAZY2bkzrwAVBnIaqzdtYgTQL8Ax/IZeK1eAzdu+nZ1AbgCDVRUm9UU58VmEIefWXbc+u3ezFbh11apYhkpOZSX9gUydh0QVNo65VZnYmHgCGLsNInztirGAxLVyJRcAowOEzWaPG8coYPHgwTEdW6XUaqUnMKxLFyx6zTbVo2dSf9gq4f300rKVIhwM3dpo9rzHglr93DmAFp/ZuW3+tl4BfhszZKdSxJwerw932u3+ObfJpHZbK2trmQ+kBJCCSrfZyIaYcxsPbNoENBfIpOq+iyU7m+XAdgOSOoFQq3gdATbBPnWTHcNvU7Vrl7+AIVPv/VZz4qWhJzGbRpEPoFcch4MTmxlVQPcDFwEJ48Yd8p5LLOhmGXof9u3LUGDDCScc8t7KE04gBXgtRtmQUpeL+4F3A4QhzF4IkoPkpQB8NXAgfwL2BngvUrK+/57lwM3Co6TFn0RvckhEi6exkS6KQncgTed1APDFaOjFC0Pfqi8wEYZfUozfqbP4PTJ0MioOYaDFx5jv5FCNuADh1SbVs6NLqI+UtPnzeR/4Q4CuHXW5uSwHygMIckeDKgAbyGtoS02lCCg3qf/zASGb83Zc3CEV+toOBu4Y56xeixZxBzAkwAbH7BaH7iCSUwAZe/bwI/Cwgb7M6eK5SdZ5PqG5WwaAyyRDL5Rn/uUdOygFUpcujenY6uZ6v9V6yEbCPWIEo4DrA5zXCMEKfuCgoafEYJAVHzjAX4EH4+OJ0zUPsAuPvpmt6VobaegdJnjFIt8YwHBJtNm4GLiksRGfAc+O1+v150UFmgiOy86mE1ATpYxGMHZWV7MWcAbYXRrdKe9VFO4F3h806JD30urquAY4McbEeT0Z4pqnBJiozdjxKyJ06w7g+fSHRFrRo1chQqw+ID3Ad1SFSaM19FR5jXjd758kCk5SYwjz1BYX+8NHnUeObPGeU+1gEeMEXebxsAOwBQgJNglvjzfGEJtFGBOeAB4qs+Qc1PCwXukfwDJwIPnApBilKPQUeTxcD8zQ9G5VcWoNvRjD0SM3bOBBoG+AdIE/rVxJPTBs5syYjq3HJzy5Lt2CD81ixhOBQTEalT6Pxy9ena7zHAE0imfLDEOvobKSmxsauBrICpB+4DWoEFCzezdeoDKA57O11AEyVCM5QBqOokZsYph7C6uqeBH4b4DjqsWPcYeRjp409A4TrGIh8AbwJiTa7bwL/AdoNDAhlO3bRydFwUpgQ68qMZH9QJNJN3iohcdovkiw9jUA6RUVPAv8WRhQRnA3NBCvFn0EmBQSHQ5SMFYxaRW7cCXAd2mt3Bct5RoBYnuAzhg+sUAoUf5W2WLST9cpzKcI72eqokQd2itdsQKAaiBFn/MkjKhYO1jclZZGL6BJ0/5MxSOuizfGtltO8RtbAngmeh44wN+B/gZb9mV/9RWLgCsC5BGa3RlD1UfMC7ApdCQncwVwCQejBNGSJAzEuABiuA6bjQTAYpLOmUV4Wb2Bnj8RHYg15F2xaxclNKfF6EOEIDQBMUf8uXzNGu4HHgdSA2wajeYTb+jSBSdw55FHHvJea0jFuOvq6CSue2aADb0iPMmxePT2CSeAvnIfwCmunZkdS1obaegdJsSLkJBVJ68BLTsyNMYYOoJmuYtSYLfV6pfMaDEGk3dlF23ezB1AXoCQVMGWLXwNXBSjbEjjhg30A7oG8ICqVcpmPKjllZUkAOkWC+kBDL3Lly6lGhgxZ07M54gXxoMtwKRjF0n0pvbD1FGzcSMA+wMYeRBb6La+ro6rFIUbgOyxY1u8lya8QFagOkC4OhQV4n4pC1BxmSg2Sckx5rKqk38g48UjFrJYG50niQ2aM4C3sGdREQ8Do4VnNVacO3cyjkNlPKCloaeYkKdXtXUrOUB+gNwpm8PBm1Yr7xK7oZcqDNLEAB5Dn3qfmjRPxYUwwm3iXLFWK5c0NdEFyEtPPySXGDSGnglKB5WiQ0mZ3X5IaBU0xQsxXreSkhJ8QEqANSqpspKtwC8m9h8uF9/HDWQGiAr5DIjuN61cydHAwAB50cqQIQwDzjOh+LGtkIbeYUKKeNATAlSZ2eLi/O1rjBh6tZs3A1AdREfpz1VVPAfYRdKtERSfj6srK3mQ5klOT0pdHacCfWIMhY2dOZNNwDkBcmec4gGNM2FBUxf/xNxcbIG6hajJxwZCt/5ijwATqGv4cPoAFwdYUM2iUWiW1QTRtat1OCgFPFFcz72FhXwCvJKcTLrOK+NMTkb1f1YLrcVIqRf3cGWAsSYOGEA20InoNf9qa2v9aQ3dAniRlg8bxhRgVYy5mGnC05EU4PlW5RyMVvk5hGdKCWCwxHk8/Agsxhz5pIFffEExcFUQuRkjHnuf10u22Nik9+9/6AeE8WVW55tEcT2cAYxKVSom1hID1fOZEyBSA3Br794MBkoDnDtaalUdSF3vVhWvmL9i9eipBTKBoihxiYn0BnooCopJEj77t2yhDiiz2QJ2alo4eDAXA+sCGIHh6PvDD8wDzglQ+Z+Ync1qYIOJfaFbG2noHSZkiZsqJdDEBqgOcSNl+A1hFvSTqqu5GrDHqEOm5cCWLaj+oc7Dhx/yvlHFedUDag/gIYkThqUZht5eMRF0DWCEgUb42cCkkC4m3qRAOYDp6WwDClvRo+dT80ODJFLfOXw4OcDeAL9jMHaLe6hbt26HaJPBQQHauiglVkpravgF2B9g4UzNyKCc5jBZtN0xSubNYxcw0273d9jQUta/P28D24J4PUOh+HxkC8MzPUAIyqpKnxg09BLF3OAIYDTEJSQwERhLszSKURwiLUMJYsCcbLHwO8Adw8Z0/6ZNxNGcMxpo7vAbeiYtxH9JT2csYDvuuEPeUwtLYhV/VuePQJsHgOLMTNYDdSbMVS5RCV0X4P6Fgx6wWORIAMZ/+y3vAWMDhGfVOdeKeYL725OTSQYu0KV+qOzt2pX3gKIAYepwxIn7N5AXV82ZraurM8X73RZIQ+8wwO1y8aHPx2dAZgCBUIAG1cVvIEcvVMEHmNPlQaV85crm/1osLcSYVVRDL9bcszQxmSQG2M2pk04iGN5dxn3xBZ8AlwfxTChqCDHGXEOfx0NncQ0ydVWk0DYt0PZ6PCwCGoJ4FWLpjFG9YAG/B8YFMR4/6tSJB2mu4IuGWRkZjAF+Pu+8Q95zOp3+61UV5XNSsXIlBUCPID2e1Y4JNTF4w6r37PELGWcHWLTU5G+jBTfpwjMc8JnQLP5mePQSxPV1BPFwvtLYyKcAMWglqnNHmdUacO7wtzg0Qf5CURRWlpWxFOgUYJNtVPy580cfMR+4JIjxY2YFsSKiD64gz5xRQ6/f7t1cCHQLkDbRQhPQpPBtsSiSyQyyyTbSAi1JbHacATbXSQ4HdwIPKApNJjUPaG1kr9vDgIbGRhZPmcKnRUWcGUDfDkQuh89nSG/JJooTfEHCgB51IjAhyblaJJaXxcdzqNgDWEX42BajIaZKbKQF0B6L00w6TdXVhvr2xq9fzynAvGAGqSr8HKOhV1JYyKNAAXBtACM/oamJh4B4Exu463kjMZHvgVcDGE8Qm6GXMWsW/wPmBZn0/9e/P/NLSngvSt2tnSJUH8xDMsNmIwtoWLcOAkziwagX6QqVQbwhuV4vZwBdhdckGooqKvgD0D0hgacCbLLUrgJGWxxmC8MnPcAzoQqiOzBHPilVzBEJQa6xkb6q1SI3a398PIFmKjM731RVVfk3UfqORNBs6FXTrB2X5fMFzH0LRdK2bUziYNhUz/GVlUwEksR3NoJdDd0H8bJuzctjy65dJMUogZIpfsuUAF5pZ3IyPoRHz6S5KlTOLEB+VRXnANkxbCYyhGGdHGBTlJiczAPi/w+UlBAfZE74NSE9eocBqampvPnmm8yaNatFT1AtTWp/RwOGXpxa8KFrHaWitmLymmDoNYjcnWBhYrWazR6DoaeV2MgOENppUbxiUHHeLozjQHlPgOFWbruLi/k38FjXrgErXuMVhduBv3k8puW+6Nkqcnv6Bsl1uWzrVuYAeb/8EvEx44T3WNH3IRaovSujbYO2TYy1d5CuJ2e53UwBXFH2qfQJA64xgAYdQO/du/kCOGft2qiOC7CrpITPgR+CXAuHyCk1YuhVFxaiPmnZQaICqh/HqEdP8fnIVbUMg5zLI8L1sUQHVnbqxGDgP7oiHpWmnBzmAjuD5KJFQ9HPP/MoMDUpyR+y0+LIz2/uWAS4Y/h94kWI0BrE8zm5pIT7gAyRe2qEBPEs2YOc66ehQ7kC2BzFBkjF63KRKza7WQHmXIvV6tcEbDLJozfi44/5DJgcZBM9atMmPgbGRFnQ53W5yBG/ZaAoij0+3v+sGMmJb0ukoafh2WefpUePHsTHxzNu3DiWLFnS3kOKmOe6d+f3QJmBpPw0sdOKD7JIqrtOxYQwQri8L9XQi8Wjp0ps1ACpAdz6jsREfme1cjxQb1AgVs17sgdLlhaeSWuMHr094joVBJmc44QRYKNZ2NhsmhoaKBQFEX2C9PPsUVvLZA7mRUZCuqhkTBgyJOD7eUlJ9AFcURRjeBobWb5tGxuAvkHSD+rFZqUpgDBxKOzCe+ALFiYSeUDOGAx61QvZM8gC61RzSg0Y8iUbN7IVKLFYDml/ptJkkiD6/k2b/O3P8gNIbQB4VM22GO7ZXaWlrAfcQe6d8iOP5FjgPwZEylWqf/yRm4FrguRiadtRxqKVqc65CQGkVQB84vhmRFGuT0nhWMB+2mkB3zei+Vm2di12wAN0DraREPeXWR69Hrt2cRbQPVD4Hg4WwkVpgBcvW4aTZi9tbhDB/gbxXRpj7ITT1khDT/D+++8zbdo07r33XpYvX86wYcM4+eST/ZVEv3ZW5OXxMYHFKiNBURQ+8Xr5CMg46qiAn/GpzdVNSHK2CwPGF6QfpSpbYIkh2bVSeFUCSWyo/JCYyA9Ag8EihkyxKCYFmairu3ThfWBzDAnBANXLlzMKGBDEgI/TlPiblfuipXDuXOoUheVWa8Beu3BQgT7SPETF56OLWLiygnhlLti4kS3AEbNnRzzWoqVLSQF6AHkBwkdwUNjYLTwpkZIkjFhHkE2QQxiW8TEY9JZ587gQGBXEOLX0789kYEqwBS0Ctrnd9AWO1/Ug1aJKnXgM9tQtWbQIgGKr9ZCuAipGPHrhCqDMzGtrECkmVUF+G62hF0suWKcQKSYAXvX4Br+L1+tlcWEhc4Euo0cH/Eyc3U4C4IvBqCwXm+sSmw1bkHl3i93OKqDJpI4SncXcmxasCEyMwxqloVcmHDxFdnvQ7+I39EzqQdzaSENP8Pjjj/PnP/+ZK664gkGDBvHCCy+QmJjIq6++2t5Diwg1rBDr5HbgwAHucLk4D+hy9NEBP+PfXZrgObozK4sjgPpzzw34ftOIEViAY2LwUG5uauIegofCwBwBT3d9PV3EpJUzYULAz+wbOZKLgC9j9C70/vZbfgGmBNGT0y6kZvXD1FI6bx4OID4uLmB1LIASpWByxbZt/tB6l0mTAn9IrdKL4juVLlwIQKHTGVBuAaBJPCfeKEMu2SKcmRLEixSndt2IIXw3ZMEC3gMmBzHU47OzmQcsMpBztk2EqvuEkJqostkoB9wGN3I7q6t5DPguWDoDxrowTPjxR24H+gcJzarPthkFShYRsm8K8l1sNhtfAbMBtygOiJTa4mKyxEY2J4jnSBFGq9E5d+/evXg8HpxOZ0ARYIAzFy2iHjg+Bs3PGjVvMkRnlYu7dWM4UBmg+0u0NFZWkiM83DlBvMaqR88S5TO52efjKuB/IZ6VRrG5dUtD7/DB5XKxbNkyTtD0XLVarZxwwgksFIvHr52hTU1cADiFREq07BATWl5eXsBcFICvjjqKHsDPI0bENkgNa7ZvZw3QNUBPXQCn8LzEEkZYUVPDdGD1iScG/cy5isJfAHeUgrxa9i1ciINmaZtgLn6jLdDihc6WNUhYT9v43KyQiJbGn38GoDyI9wQ0wqQRTqj75s8HoMhqbZEvqcUiDCdnFGHEWtHB40AIIVOPkMNQopigG+rq2Oj1shfIO+aYgJ+JF9phSTGEV1OF0RkfpNBKu4mLVc5BNfSC5S4CnNO7N9nAgRhytLSsaWjgZmDW5MlBP+Mx0IXhd7t38xDQN0h+b+ft2ykB3jDYSQQgQRhv1iDXzWKxcDxwHOCJ8vkrFM/BAYvFLxKuRzX0rAYNveLZs3kAuCorC5vqgddjIJ+4ascOXEBNkOcZzFUIKFywACvN6TlZQSTHLDF69NZXVfEysGnixKCfaRJznhGVi7ZEGno0t+Lyer2HhKZycnL8JdxampqaqK6ubvGnvTlzxw7eB/KFCz1a9q5aRS7QO4QXzJWRwS6g2qB20IEDB/xJ9sEWHiOCqmrxQLCcMoC/V1fzAmA10G2gaMUKaoC9ARq3q8TFxWEhdhHSTsIISNL1bdWiHtkM9Xw9iaLa1Bck7wYO9pRUIpxQq5YvB6AkyEIN4BCGU1wUYSRFJKzXh+jF7FPDn1FM0Nt27OBEYEhaGp2ChIQTxdyRHIMgbI74jhlBNlAJDgdXAzcBjTHONWd8+CGLCZ64Dge7YxhdiDeKTirBincA3u3alauA/SG8foGoKy0lV1zfLkEMSWdcHJ2BdBNaNXYW81RyiM2tahZF27e3aONGdgF7Nb1/D0F4J42KPzfNncudwB9CzaeqByyGOffDjAwSgR8vvjjoZ8xsg1b6ww8A7E5KClrprBp6lijTc1SnR48QItUuVWlAGnodlxkzZpCWlub/E0zKoS3xqbl5MSbtpr//PkXAgyHCD+qOzGg/zN1ffMF/gL9lZJAUZJKLr67mA+DlGBa2lFWr6Av0CfWgqq53A0b6EqeTVOC+EJ7DXsuW4QMeiqIiVcXT2Eg3sbvODeJJgoO5VWZ79BSfjx4ily0jgFis/3NR5uj9GBfH2cCPQby5AE5hOCVEscAlicINJUQeGsLbZ43CU7hZGJD9+vULGr5WDT0H0QkOV+/dS7bYOOUGyY1NSEjgOeBfQEOMOcMFZWWMBfJDGMFm9bv1LV5MJ2BogIpFlZ/z8ngZqIpS2mjv3LlAsxcsPVjxitr5xmAVen1ZGQXinu4WpIABhFQMRC0Vs8jppAfwr7POCv4hVRPQ4G+irFoFQF2QnGjAXzgWbagTYMuWLXiBghC/+f179rARSDMhStYk5tMDITYKfo9elIZe9i+/MAnoG+JZeWbIEEYCO0N4yH9NSEMP6NSpEzabjRJdk/uSkpKA2km33347VVVV/j97DIT/zMKfyxHjbskhFjNfiBu3f2EhjwBD1q2L6RwqVV99xR+BS4N4waBZgPR84MwoH1LF5+PpbdvYDAwIocHmVsWfDVQYbhChoW5BEqnhoPCzLYaij8KffsJJc2g4b8yYoJ+7OCeHAUB1kGrKWNn62Wd09vmoB/qF2Kl7HQ7qAG+Ent4lO3fyGeALsXjGi0k2OQrvQp6ogEsPYjABbDzxRHKAF4J45gKxWXio+gcJEQEk5eQwFbgMqI1iwd89cybQXLiQFiSP0x4f7/caNcWQE+RpbKSrMBSyg+UzAdfv28cPQOqyZVGfQ8XrcvHCxo2UASNCeWxjFLM9sHQpAPtC5II5xHmdBg29nd99hxUos1jIDvGMq4ZetBXEauShd5BCLoDt48czDng3SFg/UlJFJxp7CM+k3zCKwaO3Rchl9QvxXXLdbvoDmCBJcqC4mFrAF+J32T9oEH8CPo3SEXPbhg3MB4aEKOYry8lhBXB4+POkoQc0hwlHjRrFbE2Fn8/nY/bs2RwZYGKMi4sjNTW1xZ/2RlF3fjEaep2EkZsYwsvSvaSEW4D+AfrHRoNV3V2GmBS0ivPRhMJKVq4kheYy/y5BCiQA3KomoAFDb4UIk48IMXn69QBjMPRKFywAYE98fNDQMMDulBQ2AQ0m6+gVvv46AOuzskKKSn8yeTLJwNwQBpaWtaIqekiQwgaAZGH0pEZ43Wqrq5nn9bIK6HbKKUE/l5CXRymwP4rffcLrr7MbOC+EAWePi+O1hATeBGqi8L5U/PQTAPvCNEg30uJw1/ffE09zPlPXEHlH/evrOZaDPXFjYe+PP5JI83i7BSnqAujb1MTxgCPKAoYmoYlWFUTPEA4KohtV0Vvq8dAZuDtIlapKrB491TgKFeL25eWxBNgbLK8uAhSfjwIRYswKkTdpUaWgovToVe/dy+fFxbwN9A2R3+kRc67PYFU3wA2NjaQCvr/8JehnGgoKeAVYEsX6XL5hA50UBR/Q/eSTg35O2wbtcEB2xhBMmzaNyy67jNGjRzN27FieeOIJ6urquOKKK9p7aJFhIJfDXV9PT/Hv8k86KejnLGpisMHy+E7CAxoXwrvg1IR0PY2NOELs4LXs/fprcoGdcXH0CfGAewwaep7GRl5dsoT1wPAQXlAjws91osx/fxil+tZqg/bOli2UANkhwrYQXWeMhgMHOH/rVtYCg0OEWFP69OE54ABwq8uFI8TuGmD9xo1cisirDbGBSBdGQDQt0LIKC+kG7A0V9qK5DVpDQ0NUbdC8wnCpCeN1aLBaSfP5cMUgoVPy3Xf0BnYmJzM0xIbB39TeQA5V4aef0h3YkZjIoBC/2ZQtWxgPzI8yp9ghvKvuEL+xKjkUR7OHMZhERjiWLl1KGZAYwjgGoQno9UZVQaz4fLy2YAE7gewQRqsZeW1FS5eSryh4gR6nnhr0c6qhZ4vS0Ns9cyZjgO5WK2kh5ipVcD8W+ZYW59u9mz179mCz2RgT4reJxWu897vv6ATstdspCPG7jKqspADINhjdaiukoSe48MILKSsr45577qG4uJjhw4fz7bffBtUO+9UhDKFYcjl2zZpFH5p3/F1CeGVUQ89mwNCr2bePPmLS6nb22UE/59AYeq7a2ogNvVpRJVqak0PwUoyDmoCx7i53fPMNgxSFbkBSMB0nwCbGHYuh95Wi8BlwVBhD67yaGs4H7Js3g6Zy3Ajr16/nPxs28JrNRuHTT4f8rGroRTKh7po5kwcVhQMWCxkhQs1p3boxVfz/X6qqyBbFGcGIxEsIzYUPTwEJwpsSDk9jI73EwpR/+ukhP3uUw4ELaNi9G4I0WtfzWmoqjwF/CHNstcWhK4bkb5fIZ6oIY0z6F2IDGwb3vHkAlIUwxCD2vqqdhAcwKYS3XtvisLGqiqQw904wFgiP+lFhPNUu0fUhGsHyfYsX08vnoxvgGz8+6OeyKiu5CcgwEEXZ+e675AObExIYGKIqtiE/n/8B1WlpBFa3DMwBEQnbnZFBKOEUszQBF4h7bOTIkSSH0JZMbmjgJKBHFKLGVSJ/sDgzk1CCWKP27eMYYK4JrenaAhm61XDttdeya9cumpqaWLx4MeNChDF/bVjFDW+PwdAr+uQTALalpYXs1aj2kDTi0dv4n//gAHbb7XQNMVlrDb1oqtkcIm/OFSanxWtQcb7of/8Dmq9ZqLCqGoJ2xGDofb5tG08AqZdcEvJzvztwgLuBuCjbeoXi4YcfBuCMM84Iu9kZvWEDXwFjRTVtKMrFJL0nJSXkvWa320kRuVaRtEHb9tNPWAldAACQDlwHnBGhZ2znzJn+sGe3EAUxADMOHOArwBaFl+r7jRv5EsgN4WmBgy0OY5FzSBGV04SonAaN8WXA0MsReWfOY4+N7FxRzFcNDQ2McLsZDnS56KKgn4vPyGAZsABoinEjV7VnD4+vWsX9wIQQhhjABQMGkACUhSoC0lH41VcAbI+PDyoqDZBVXs6/gHMLCyM+tp5aYbCWhjG+DwwfzvnAOyGklAIi7vfaECFoOFgwaLSzUrd//IONwLVh5qVOO3YwE7ghmv7TwnCrD1HIB6CIed1iQgVxWyANvQ7C/iOO4HLgo2gfUgDhBasMk6BuVcOQBmQL6r74AoBdIWRcgBZ9XaMx9LLVHX+IsDDAvGHD+B2wNszkFHR8P/4IQGUYTUG/Ry9KSZrq6mp/tefIENIqAB415GZCmySA9W++yYQ336QAuOuuu8J+vnNVFacBORF0m/CKrgmVYX5/gB6pqfQGqiJY5C5+/32qgLPC9DdNFEUeKREa3iWiWGJHSkpIgx6gSQ0VRZhHV1hYyL59+7BarWF/Y7+cQ5SV1R6PhzXV1RQCub//fcjPqoLoxGjola1bRz+x8PW89NKQn1XUaxnFpnHdunU0+HwUdupEXqj83rg4xtvtTALqw/xmwdj47LMcB0xxOMgLM6fGIgVVLzxHZWHkZexisxPLRlHlpqYmegC1V10V8nOxan52EoUezjAGsWLw/oLmNKPB27fTHzgiTPTCqoaio5h7M4VR6Aiii+pHdXpIQ0/Slrh79+YNYGkMjbxfb2zk34Djd78L+TmLuLljqSCF5jZr+zdvxgfYQiS6QnMTbHW6iTTJuWbfPnqLSaTbmWeG/Gxp9+58DuyL4XopPh99RRumjDCLpzUriy+BuVEuOOvef5/LgfH5+WHDlh6Tcl+gWa3fcdVVXAW83aMHo8MkogOgfrcI7otM4XW0hzHEAT44cICtgEV4JILRVFND37o6koFeYSb/FLFoJ9G8aITDLfIkK8Ls8AFcYmHxRGjobX3rLe4FpvToEVRmSOX5fv04AdgXJk9Qz6pVq7jC42Fwaip9zjkn5GcVtUo9xoV442OPYQU2JiSQG8Zw9Rt6URgVv4gQ9PDhw4PK3KgY7Y7h/ugjAHaGqOpUUXPBojGQEoTnyBMm1cAhvH3OGOfcHTt2sHbdOvbabBwZwgsKBw09bxReVldt7cHUhhBV9AANqalsB2pDePLDsfrJJ8lUFMosFoZefXXIz/oNvQiNZHd9PX1FznaXMM+KRUTQjApZtxXS0OsgqBNbfZSL/b59+3h1zx5usljo/8c/hvysGoaM1aO3cuVKzquupk9cHEPvvDPs57slJTV3nghTjKCyZMUKzgf+nZ4etFOFipEk53Wvvkq2olADDPjDH0J+1tazJ2cCfwoh9RKIptdf5zXgUY1nMxj+fEODu0tPYyMbjjiCvk1NlFksDPr228j+oVi0w+lvuevr6SMm0vwwmwqAelW3UXQHCcbWjz8mjmZttYIQVYVw0NADqI5AFilLhD1tEaRxuMV4fRGGV5UvvuA+4I8RVFTuyMtjNlAZ5YZhrtCdmzBxItYw5/HFxTXnmsX4fL9cVMSVwNow+YagMSqjMI7yn36al4HfR6BdZuT5dtfXM0BsSNKmTAn7+asKC/kcSFu5MqLj+zwe+giVg06hNPQ4KBUTqybg5x9/DMCkSZPIDJGfB5C3Zg0K8KrId42EjW+9RTxQbrHQ/fjjQ3524XHH0Rv4Jkx6RSjcIl94/eDBYYts1EK4SL2ha9at4zjg1oSEsN/FIjZmdgNtCdsSaeh1EFK9Xk4DhkcpjfD1118DMGbMGDqFqDICqB05kiHAjTEKRL/11lsAjDrzTFIiKHJxO514AFekQrxLl/IJsCyChaZbbS2XAPkxtIwrf+EFAFZ37x4yvwZiD4dkiXZehMl1goNJ9EZyXxSfj59HjGBMWRn1QMnLLwdtLaTHoirqh/E6bPvsMxKAyggWBWj2AAC4w4Ruyz/7DIDtWVkh8/6gOSVADX5Wh0lwr6+v55u6OpYC3SNY8D1iI6REGF7NEAuqEibkBbFv5Fa//z4W4KQQ1fQq35x4IgnA12OjScVvpqSkhP9+/z2vAQPuvTfs5/2GXoTPtuLzMXrTJv4EjAvR8Ubl86oq9gGWGDoFLbvvPjopCqVWK0P++tewnx9cW8uZgFOnwxqM7V99RZaiUAf0C+NlUz168TEaesfeey8fAX8IUzkMYBMblWgKx9YtWsR6YEt+fthnz6g6wJ558xgjNn1dHngg7OfV7xNp6HbJsmUsBFZOmhT2u9jE7+IwKGTdVkhDr4OQWVrKV8BdUSbt1j/3HEcDZ4VJBgewZ2ayDtgZw6RTU1TE7JdfBuDyyy+P6N9EaySpVXITI5jUBm3fztvAkVHsXqHZ2zFz2zZWAfYQIsIq2vydSPuUVu3ezUDh+eoRgbyP0dwqgHmnnsrRGzfiA1bfdhtDwnh3WyC8TOEU6Eu++QaAbRkZYfPdANyqJzeMRy9B5JjWhBCV1lIhzl0TJkl70aJF3KoonNOlC10nTQp7XJ8afo1AXqW2uJhBwiDsceWVYT8/rLaWq4CUCKuFASq2beOVpUvZC5wdxtMJxjpjvP7aa3g8HsaPHx+28hlgc//+TAPWRBiKLvz5Z/K9XtxA/8suC/v5bEUhD/DEIEdjf/VVANaPHRtRtb9PbQEY4XVbsWQJ3wDLs7NbyEgFQq0gjovoyC3Z8PbbHFFXx+nAWWFyJiE2KajXiooYDKy45Zawn1UNvVilYoouvBAb8EtWFn0iiAj4DdcI592fhKbl2Ag2OnYh4eOUHj1JWxInFsWEKHI5qvfu5U8rVjAP+H0E3hsjLdCWX3MNy2treSUjg1MjMCoB7q+r4x3AEkHVVF1pKSfNncsE4JgQQq0qVhESsUdpHH3++ef8s7KSEzp1Ytg994T9fFxjI/U0Czi7ItTsWztjBnZga1xcyMpkFX/7uxgNvZ+uu47J330HwI/nncf4GTOiO0CEHr3/+HwMBpaGCVf5EV5fewh5BE9jIwOEJyX3//4vosPWiOtVL1qmBWO+aDo/adKksDlhAKh5OxEUD2148UV/9Xm4cDPAMbt38yLQTYiNR8K6f/4TO1AbH0/3MBW3ELuhV1dayil3380fgT9HYLQCFPbpw7+BjRFKn2wXXvSNyckkRvBv/FXKURp6q55+mtH79+MFej74YET/JtoK4vc3beI04IepU8N+VtUEjKc55BsN+4VndVlBQUTe+WgNvfr6ev/m+ugIPPQDt25lKXBpDC3Q5j71FKNLSnAD6a+9FtG/savfJwJDT/H5OObjj7kYOD6COdc9bhyTgdsOE/k1aeh1EBKFJllyFBVGq+68k0Rgq9NJ/wsvDH+OujruAf4ahS4RQNWuXQz+7DNsQJ/TTsMaYTLuyY2N/B9ABCGRdU8/zd+9Xv5rtzMggnZBNrFTdkRpHD3zzDMAXHXVVcRHUMjhTE4mAbARuaFnE6HIvRGG0H4eN47RwPwIPCl65s+fz19ffJHtwNxRozjmww+jPoZF9c6FWCAURWHO3LmsB/pFEAYFsIt8uoQQi/XGt94iFaiwWOh3wQURHffx8ePpDKwNU2BR8sEHJADHRhA+Byg84gj+BswPU0kJUC9+40h7ZfpUvbAoxJiTxW+5L4KFC2DQ1q18DpwQgUyOlqUXX8wwj4e77XYuCROKVIlWzDZ+1iwA9kdQxAPQpHrSo+gk4vP5uPs//+G/wIJBg+geRr/S/++i8Og1NTUxU1Rynx5BiklCfj4nAUcSXdh+0/vvc5RIS0m///6I/o0/py3CNWT+hx+iNDTQvXt3BkdQtJICjAZyo5QIqqur47LHHuNI4MuTT6ZPmEI7P3l5XA/cFxfeH7rtyy/5U309rwDjI0ilSCwoYB6wXFbdStqSZLG4JBC5QZEm9PP2Hn982JwEgMTGRv4BXB2lNtWK886jk6KwzenkyJdeivjfecSYIlGcbxRVctsHDIjou9gzMoDoXO9rXnmFAXPmEG+18pcQrXe0ODWCnu4IfpeaffsYJkKVeRHs+AEacnJYBpRFmai/adMmzj77bNa63dx/5pkcLaRPomXTscdiAR4JUaG7ZcsWCgsLcTqdAdsKBiJBSLCkhLjfvlq3jjuAH/r1i7wDQkEBZUBpiA1L2dq1PLthA+XAGREaSrVDhvA0sCxMOE7x+egtcjCdkXo3RU6QNcJne+esWQyvqsIL9I/QQ5slcs26l5VFNiaar9OoH34AoHDqVOJC9LfVktHUxHggK4Jz1ZWWMlTkHncJU2mp4q+AjsKj99577/HF6tVclZzMAGFYRoJaDBWJobfogw9Ir60lLy8vrKQOQGJaGrOtVhYBNVHMu7XXXIMV+LmggEERhLpBo/kZoaGX9MADlAMz+vaNyONtF5vraMOdDzzwALt376ake3dOFsUlkWDLzuYp4JUIxlb45psArM/MDNnuUSVNeFqj6bDTnkhDr4OQLPTBoNlYCMeGt97iiJoaPMDAhx6K6Bz+CrAoxrVr9myOErIIB+68M+IOFxC5oed1uegrqiMTzzsvomM7Rag7PopkcM/NN/Mc8MngwRQEaUCvx+Z0ogY0IzHAf5gxAyuw3emk3/nnR3SOWJKc60pLufvUU6moqGDcuHE8//77EeXNBcIuDKxQ1Zq7//lP3gFu7N/fX1gQjqThw3kBeCdEtegb333HDKAhAr0/FVWupiyEkbHx8cexArsSEsiPwFsB+FX6w7VAW/XVV9i8XmqBYbfdFtGxLWJhsUe42O+69VagOQ8sL8LcRbWNYjS9TjdcdBEpwLqkJMY/9ljE/27ImjUsBM6MoFhi7eOPk0BzmDuS3CwAjyrOG+FC3FBfz+233w7AbbfdRk4EXlmVaKRiLA8/zB7ghby8iCIbFosl4vtK5ZcHH2TUgQO4gK5vvBHRv4HoDD1XbS2Dtm0jCRgYgWcSwCmqfuOiuL+2fvMNnz76KABPPfWUv8dsJEQje5MkhNxrIoyipCUkcDXwt/p63IeBV08aeh0Ee3w8qhlRF4GhVyUWmEU9e5ITooWXFqfG0FMizOMomjIFJ80JtGMiyGnT4hUToS/MTnn100+T5/NRabFwxI03RnTsOFFhnBDhpLPiX/9iRGUlTcDQF1+M6N+oqKMPJ/ysKAq3z55NN2DJdddF5JkEKCgv5+/AYCGwHA7F52PFkUfyzo4dTEtN5dNPP43Y+ApEJL1uk2bN4v+AU8JUdmvJGjWKq4H76+sDhvg2bNjAhg0bcDgcnHHGGREf94i6Op4ChoXQ53OKavSSKCpQM6xWJgI9wjx/b8+bR1fg3lNPJSGM5IWKTXigI0k1KN+wgTHCgLL87W8RHR/AGmWLw+3ffMNRoten+8EHw8q3tEBsDsJJ8kCzRMwmYPuwYRE/E2oFtC/CCujF557LjN27GZeby40RziEqkRp6TdXVDBX6eV0i3JACXGqzcSPQGEHnG6/XS73oavPzyJER5X+q2DMy+Ab4PgIP2PL77ydLUSiOsDIZDhp6kc65is9H7cUXs9Lr5ZFRozgrUu+3ej6LhQnAJK835HpVtWsXw4TYe0GEz0taejrPATOAGqGp+mtGGnodCFWIsiFMTtvWzz9nvFiMcp94IuLjx4vFxkrzpBWOlU88wfiiIjxA+iuvRHweFY9YOML13qwVhtfq/v3Dyp2oxAuvTnIEBqvi8xEn8lwWDh9OlwhDjyrqsukJY+jNnTuXDRs2UJ+UxKl33x3x8QsKC3kYGBehVMxP11zDxO3bsQJT7r+f3BA9ZyMhd/t23gf+L4ih6fN46COqwTOjWOCysrL8Vct7A0yma++7j4uAM485hvQIwi0q3ZuauA4YEqTIp3zDBkaKZ6jrTTdFfNy8oiJ+BG4PsVy6eJEAADVmSURBVCB7PB7ee+89fMCEP/0p4mPbhQc6LgJDb8FNN5EIrE9MZNQdd0R8DrXzTaSC6GV//CN2YHFODsOvvz7i88DBvtnhKrXLy8u5e/lyBgCdnn8+4uPXZGWxEqiMwPgsX7+ekTNn8n/Av373u6i8RgCfHnccNmBWmBD/8unTyVAUiqxWhkdxX02rq+NxwLdxY9jPvvXWW5xUU8Nd8fEc8d57EZ8DwJ6fz2nAuYoSViHA9vrrAGwcO7ZFF6NQ+DfXEToJfrrmGn/6wcVRrFMqTrebBcAcQoujr5kxAwewJS6OXhEWCjoSE1Fn81oD7enaCmnodSCe6NyZK4D9Ybwz7z/9NFuBhfn59Ilil6StdqsPk1vj9Xp598knKQd+GjIk4pCLFp8aug2xuDVWVHCEkJxIjXBnCRDfpw9TgCsslrCT2qJbbmFwXR21wGChBRgNbrFDDufR+68IUVx66aX+HJBIUBfoSHoQl6xcyRCRJ/nj8cdHvUAHIrmqiguAIw4cCPj+1s8+I1vohoUTmNZitVoZ2KMHg4Ddy5a1eM/n8TD+44/5L3Bjz55RjTdO7Y4RZPJfd889OGg2lCJO/EazkIUwXr5/6y1KCgvp1KlTRMn4Kk712GG8RpWVlVz2009MBMrvuitiDxho2vVF4HFZ/u67jCsqwgtkCdmkaLAKA94W5lzvvvsubrebUaNGMSTSEDSw+PjjGQF8H4Hm3voLLiCV5t/7KFFsFQ22+Hh8hA8R2sTcsWnMmMjzSYEGNQQZpgiuoaGBu+66iyYg7f77yYyyvaNTM6ZQ3vmiX35hpJj/e0RY6AGQ2LkzAEkRhIardu2iv5inlpx8Ml0jkMzSY9esg6EMPYcojCqMUj+yRjxb9WHkn34NSEOvA/FDt268DhwIMblv376de+fMYQCQIBJQI8UeH+8PQzaE6Wv61ltv8ejOnYxKTWWIKPqIFq9azRbC0Pvx1VepAwptNo6IsHgBICk3l7eBT32+kLltrtpa8oUa+y/HHEN2DJWtC+PjmQm4Qvwu+5Yu5dlvvmEucG2EEhUqVnWBDmPoKT4fO087jXRFYX1iIhO//DKq8wRDFUy2BtmpF73zDgAbsrJaFKdEwkuVlawDLLp7aOXjj9PN46EKGBlhjqlKiuiT2inI754l9P5KIxAZ1uLvoxvC0Mu69VZ2AzMmT/bLmUSCZdgwzgFuDbMBeOaZZ6iurqZy8GAmijy9SPH3sg7jZVMUhWufeYZxwEdHHhmVMaxiEd89nEdv65NPEk/k2psqal5bbZi82G1ffukPP7sefDCmPNVI9D7L169nhPASd4sinxTApVYQB9lIqbxz660UFRZSUFDAddddF9U5oKWhF+q7bLrjDmzAqtRUepx4YsTHT+zcmXKgCMLmta08+2yyRQHfUf/7X8Tn0KLNB/cEOV9tTQ0e8bvkXXttVMevE/dKY4RC2e2JNPQ6EKkibFkdIqz6yCOP4PV6OeHkkxkegfaRnnrhnWoMsbusq6vjTtHi7Lq77yYrgl11wLGOHk0GsCVEddrT8+bRDXjnT3+KapJO1hgcoZKcF15xBd3dbkqtVka9+27Ex9dyQ14epwA1ITSXNt10Ew4gPTWVIVHuLK0RemKW3nMP44qKcAP2N96IOOQS9vxigQhm6MUL3azaSPrm6mgQSfE+XVi4UXheVg4ZQmIUeX8AOeL6ZisKDbrFc90XXzCwrg43MHj69KiOmzlwINAsI1EfYCO0d8ECRpWVkQecGIX3GSCpRw8+BX4Ika9aW1rKm48/DsAdd9wRsYyRil1UC4frDfr555+zcOFC1iYmMklUu0eLPx8whKG36YMPeGr7dnYCF597blTHTxH5xOEKGMr//Ofm8HNuLsNvuCGqc6gM3baNd4GxIVqgrbvzThw0F630jiKfFMAlrpU3RAXxgS1bOP/pp1kFPH7zzf4CrWhwWizUAI2AO4jx4vN6KRBt9WoilDNSSezShWygF1AbYnO95ZNPmCCuZdX06VFvDlW0hl4wj97X33zDREVhUkEB/aJIK4GDntamKLtRtQfS0OtADLRYOBkgSI5Q0bJl8J//4AC/IRYtl2ZnMwyoFPl6gZhz0UWM3bePnj16xLSzVHElJlIJNAVZeEpKSvj666/xAWdGGYK02Wz8Li6OiwlevFJdXc19s2czE9hwwQWkRFGJpyWcEK2rtpbBQpW9LkrPBYBN7bsYYtF019WR/cgjAPw0fnzUk1oo/B69ACEZr8tFf7FoZEeg1XgIQmcuXpMHs2f+fMaJPrW5UeQyqqT37Im6/BctXtzivcc++YTewItHHhm19zYlPx91OSkP0HFl6803YwWWZ2RE1AJOi3YTFyzV4Jc//5kVFRXMyMrigigXYYD6sWOxA6dp+gHr8bpcPCm6INx4443kaar9o0E19IJtDgCK//lPALZ36UJWlM9e/61b2QxcJ7qmBGL1c88xrrgYD5AdQw6xSm5FBRcDBcXFQT+TIuRayk87Lerje4SnNVQP5dUXX0wazeHKcyKUoNFjj48nmeZiu2CG0fwff2Sy2810p5MREQpKqzidTr/XMJinVfH5qL3ySuzAovx8Rv7971GdQ4vFavXnRwdLm/lQaE0eddFFUaU5ADSKe9gVJLr1/PPPM336dA6E8cS2BdLQ60BcsGMH3wJ5QZTHN/3lL7zg9TIzK4tJEbR0CsS2jAxWA7VBvEeV27dz9Jdf8gnw2iWXRBWe0hMuJPL500+D18u4ceMYKLwp0fCS2827gEtIs+h5/PHHmVtRwd/69eOoKGQK9IT7Hr/ceSedfT5KrFZGRzl5AtjFjtcRwtB76aWXeMbtZqvNxsgYRJFD4c+3CrBor5szh22KQgXQP4KWcXpSjzoKgK6aXfP2a6/1t0LqH4NBY7FaKRb3ZYXGC1NeXs67777LLmBUFFIh2uOqWoaVGza0eK+2uJjhS5YA4I5hIU5NTuZC4M+KQm2AhaWxspIBX35JEjDhjDP8ldDREJeQgJfQnTEWXnMNX2/ZwkPx8dx8881Rn8M/3h49uBv4SG1zp8NVW8tg8dvYomnHJ0hyOukLdAqywCuKQpXYJPw8YAC9YjDA/ISpIF61ahUT6+q4zGZjaAzPt1f1TAXxTu5bvJjxIoe15vbbY5ZJslitYRUCXnnlFfYAey+/nCSRcxcN4ULq3339NZ9XVlICdH3//aiPr0c19ALledft38+PIn3lwhg2oS61sjtAvnpjYyP/+Mc/uOeee/jiiy+iPrbZSEOvA+FXzw+w86vYupXRYjJIjkJyQU+S8B7VBZkIVl55JanApvh4Jv3jHzGfB+C4PXt4EcgX4rJaFJ+Pyf/6F3uAv0fQ8iwQ9SIHsDHAg1pVVcWTTz4JNAt2OqJIntbzwo4dVAFpQbwLaq7khgkTYgpTqCG3YIZeXV0d9z30EI8DPzz9NKkhPDax4A/dBvA0zVq7ltHAH085JaZQcZ+LLsIHdPV6KV29mn2LFzN2zRoAbEL3LBYqVQ+ZJiT85pNP0tTUxKhRoyJSxw9ElfC+1OkqoJdfdx3pisJOh4MxMTwXCYmJvAW8CNQGaN225JpryPX5KLTZGBdDQQGEb3HodbkoeOMN4oEjjzsuqkpnPZ5evXgA+CiIwPKKBx6gk6JQYrUyMobfWRVEjwuSt/rll19y2oEDTLfb6fv221EfX4tFvf+DnOv111+nAag/55yoCyQAFPF8W4IYR9v+8AfigZVpaYyOMVKjom5FAxl6FRUV/E/ky/0piopxLa82NrIY8AYIcyuKwl3/+Af3AY9df31MBRh6/IoHAXL0Vk+fzq7GRt5ITWXEiBFRH/vHI49kMvBTAE3VN998k5KSErp27crFMWxwzUYaeh0IRZU/CdD2Z9VVV5FMswE2OspkYC2n19dzJ2DTeSyguXfucNEfdP9f/xqdrlYABpeXcxWQJcJ0Wjb+97/0bWoiAzjummtiOn6j2PkGcr0vvfhi7q2s5Jg+ffj9738f0/FVEoFUwBdg8tz25ZeMqKzEC/QTVbfR4h0yhMnA1UEW3pdffpny8nJ69+7NlX/+c0znCIXfoxfA0JszZw4AE044IaZjp+Tns0UYIJufeopHp09nEc2L2vAo9c60zDrjDLKAj4VhXVdaypQHH+Rj4NY//jGy3rYBmD1wIFOBbZruGF6Xix6ffgrArnPPjcnjYrFaqRZjqtEZeu76enoKL+3Ws8+OOacpqa6O/wLPBmkbtuTOOynweDhgsTAmwn6jwVC93EG9h8KDvmHUqJg2CGrv78QAXjZFUXjwwQepBWqnTSNv1Kioj6/FX1gS4FyuxkbeFtW20RaUqGwcP56TgZkBcp33LV7MeLFZsf7zn1GHH/WoCgGeAKHbVVdfzUeNjfyxZ09Gx5BvCzDY62Us4A5QqfrFF1/wyy+/kJSUxM1RyAKF4l+JidwCNAXoVmP58EPigIJBg2J63t1DhzIP2KYzwH0eD6vvuw8HMG3atBZFLu2FNPQ6EFahhxanS9qtKy1lqEig3f/nPxuaDM4qL+cBICmAptOKv/2NdFEpNU6IdhrBF0KItFQknS/v1o30MD1Lg1EvvC8uXeJxXWkpI779lhuAB088Meqkdj2eENXDu4WI9NLcXPLHjYvp+CldujAP+CnArrWpuppBt9/eXLF5yy0xhfTCUT9sGMnAGTpPoc/jYZEw/CdHIdyqp0js7GteeYUnvvqK4wE++8zQfVxw3HEcAFYIYeGlf/wj2YrCSLudc664IubjbhszhueA9Zp79qdHHvEbSKOfeirmY1eKXMi6nTtbvL5k2jS6eTyUWSyMiVLMW0tSQgIXAb/3eA4RmFV8PlKEjt2qCRNiCtu1OJfdzmCgV4DoQ9m6dYwS+W7dohRZV0kQhU+BdDJ/+uYbFi9eTFxcHNOmTYvp+FpUQy9QYcnK6dOZu38/N6WmcvLJJ8d0fHfv3nwHbAtgjGyeOhUHsCI9nSOiLPAJeK4Qhl7O559zGnDpyJExb4T8m+sAxXy1f/0rJwPXTZ1KZ4P3l8p/UlP5F9CoM/TqSksZpmrJxhjhUvVHS3Trx7KHHuKZoiJWW638KUoFhdZCGnodCGeXLgAk6nYYy66/nixFYZfdzliRkB8rHrE78eryRRSfj65ffQVA4bnnRqUTFQxF7SGpM/QUn4/eq1YBYDXgFm8Ung+PLol6+W23+a/XOGFQGsEXRPjZ4/Fw+Z49nA94o5TC0KJq7tXW1uLVLTa/3HorJzU28qzVyh9aKYRgj4+nDqjTeTR2fvcdhTU1zLNaGXbEETEff+Cjj/KRw4HasXP6Aw8w/JhjYh8w+EM1K1asoHjDBoaIe3f3pZcaqkbuLYpHtghtR4A7Z85kGPDtOecYMpCqRU5Qg86jlyE8RmuPP57EIDlvkZAkFi4rzQuhlg1vvsmQujoagSFRCBcHI23/ftYC7wZIm1j9xBPYada1i7ZC1X988TukKwoe3XMXd/nlLAXuOf10ckJUwkeKNYRUjPvddxkMnNGnT8ybrAwRqdEn9VdWVIAIgXoMeLe1qIaevu3krtmzGdjQgAdiyjNUUQsY3Lr7a91rr/F/RUV8Btw4ZUrMx9cTrA3aumeeIQHYY7fTP5YiMaDA6eQvwFG6wiuL2MwVDx9OShR6qK2JNPQ6EAnduwOQopnYFJ+PXBE22nHGGYYlNTzi3ys6Q2/V00/T2+WiBhj+r38ZOoeKauihy33Z9N57dPV6qQOOEBWAseAWD6Gim3RShWTE9uOPN0WCxCsmeL2hN2fOHHaXlzO3UyfGRqEBqCctNZW/AH8HqnUhkWQhCbNx8uSIu4ZES7AWaPs+/5w4ID0pCbv6W8ZAzvDh9Fm6lIuuu463336bO0wI6wwcOJCbMzKYU19P3ODBdBKe6PHPPmvsuL16MQ7IF4UXS5YsYcGCBWxwOJgs9BhjpUHks7k1FcirP/mEfvX1za35DHgLARI7dfL3Za7TbX7KxTP9S48eMWlJ6okTxktCgHD/o3v20AdYetllh7wXKekaEe0KjQrB3gULGFNWxkjgkhhTPvQE0wR01dYyRHhfM2PMaQPIt9u5AjhKVzT2+htvcKzXy6U9expKx9GyMiGB2UCjzlu+Q/z+qzIzyerfP+bjN6mba92cWymEl5f26kVnE+4vlUHAGMCni3I1qGti//4xRwa6eL28AFym6dqz/euvGb1/Pz6gVwwFXa2FNPQ6ECliF5upMYyWzp7N7sZG6oHhZninVMNHl2/2/Zdf8jOwbOBAUoVn0TBBkpyLn3sOgNVdukStoaZFEd4PbU7jjpkzGVZdjRcYYGDnqkUNQetDt++LqrLf//73/p1nLDjj4vg38DAtw3rbv/7a/136C6mK1iB+/35eBabrcru8ixYBUCHuSyMMGzaMp556iksuuSTmsJEWq9XK6QMGMBbIUBS8QM2jj7bQ3oqFgSkpLAL+uXs3XpeLZ0XhxcUXX0x+jPI8Km6Rg6loQkWPf/YZ3YEXjj6aTjFUnmuxWK0H+2VrDL3G2loGiR6tiTFKd+iJV/ue0hziV6msrGT27NlsA46MUdcOmr3M62w2lgOVms3PVvF7rEpPj1riJhhlEyaQBkwbMKDF62uefpo0oNRqZYiB3Ng8j4dXgb/qWm29KYq4jrzpJsO5eSq3FhRwAlClS8PoLFIw6iJsERYMj7rZ1ORFH9iyhTFi3soyWMCn59mSEpYAceL+BUBR6ClyzONi6NikkiaE17M1vXT3CjmYpbm5UfUZbm2kodeBSB8yhJuAa4EmYVQ89847nAjceuGFLXa5seJT28poDL2mpiYeWLqUCYDNhLCOnyAevc4ir8obY1hHpWT8eC4DvtD0et0lJprl2dmGk7RV/IaeJnzgdbn40xtvcDdwsYHJRkVtx6PVBNwtdsm/5OSQH0X7qGhxNjZyBXC2zpDNFJ4Ue5S9gduK0R9/zKL8fHY4HCyaOpXhBqrRVbpOnEg1zQbMz3/5Cy99/TUv0JwfaRRFtCC0ikVy//79vPfee+wDU3JiAerUSnSNx+WbWbMYqijck57OMJNChAmaELNWtHrmzJl4PB4GDRpEP7GQxso5vXoxCvxSOorPR4EwWGrPOcfQsbXYk5Ko5lDJqdr//heAjf36xSx5ApCqbuB9Pr9BseGnn9i0YgUOhyMmaZBgBJKCKl6+nEH19fiAgQa96Yow8LWb67XTp+OkuVBw4KWXGjq+Hq+YF32aop9dP/xAgceDCxgUZTcMLZ2HDcMDOGluLVm1axejRJcVpwnPu5lIQ68DkdGtG8/Fx/M2sLewkIqKCr/X6BIDu+MWiKRWqyZZ9/vvv6eqqoq8vDwmxKjPFxBVn0pj6FVUVHBNfT33A30MJh9bRozgTWCJCLl4m5roLwR0PQbCRnrK09NZAFRqei9ueOstxns8TLNYmHDccYbP4V+ghbdH8fnoKeR0vK1c3m9Tk9E1YTifx0MvkSuaZ9Agby2Sc3MZX1hIT5eLCTFKkuixOZ1sEHlfk15/nThgaEEBg0wIR5UdfTTnAu8Kg++dV16hqamJESNGMC7GQh499cIgadJ4XL799luKgerLLsNmwPOsJUEs+AANmsT89Ice4mPgr4MHGz5HljAmy8V32fDWW/RyuWgAhkXRozUcqlaovpViF1EN64yhRZyWDCHJEgfUiI1cybRpFAPPDBhAJwNRDT2BDL2toufsxsREsgcNMnaC7GwOAHWa4ycLLbt9reABc4t50aPJW1+4di3TgHe7dSMlRsFvAGdyMnvF81A0dy4r/vY3koDN8fExd1lpLaSh14GwWCz06tULgG3btjHzgQdIa2zkiCOOMG0hQOTW2DUPzi8vvkg6zSFIoxWqWtYcfTRdgbeHDfO/Nm/ePOYB/x0wgNzhww0dP1ssmMUiTDX7yy951+djo83GqHvvNXRsLT8cfTSTgCXitwEoF7lzG/LysBsQlVapFxO0auht+fhjuns8NABHGCj0iAQ1j1HrsyhaupQkmnW5uh17bKue/9eGVyPiXAMUxNg6T0/WpEl8AvxQUoLi83HKPfcwE7j57LNNCWdD4KrIWaKrw4lR9DUNh9VuR033b9R49Ppv2MA5wDhdGDQWVANov/guZSJ1ZUVBgalakpk1NbwI3LR7t/+1srVr6dPUhA/oZ1DSKLFTJ9T4ScXmzc3dZn75hRTgiFNOMXRsPf/ato39QOa8ef7Xftm8mTnAPoPzLUDRueeSBTwqtOdKV61iuPDu9TFJUkWLSxhiHk1195z16/k3sP6iiwwfv0ykU1QtWcL+H34AoPj8800LpZvFr2s0EsOMz8vjDKBi7lzGPPMMe4AHJ040bSEoE0bLC6LwQ/H5+MtXX7EfmBKDGGgoHNnZFALlGo/eD+JhOs4EL1iPrl05Hjh++3Z8Hg8vv/ceNwMvTJ0asxZZINT2Vdq+mxm//AKA26RdbKMwFt3CezH/22+ZB6zMzSVZE5puDWzC0NPWWRcL/bzdTicOjSfzt8D4xx9n7sSJLMvMZPtTT9F1wgRTjttXPF87duxg9csv06+piYnA6THqswXizjFjcAJbRL7frh9+4MkdO7jGauUYg5XOehrEnNQkFvqiJUvo4XY355QaKF5QubS0lC1Az/few11fzyAhtO0wWfIiBbgKOEPzfC+eM4d3gJ9TUmISSdazXxjgVRs3suqJJ8jz+aiwWBhhUhGGSrzVSibgFcaxoig8tmULxwHKffcZPr7eyzrnnXdYDaxNSqKbmdEggUcYelqViIWic9SRJqSU1Infdt+HH3JebS2TUlIYbUIuvNmYL6olaVf+UFXFMcCWxx+nt8tFHTDJRI9OQr9+LAAaRfn9jpkz6eXzNcsuXHKJaeeBwO1yun3+Ob8HjjUhf65bt258C9g9Htb98AOfffYZAFeYvBBo+5RCc8P7QeL/e5gkYNyUlAQHDuAVHr1nfvmFVcAbDz1Ea2fIOcX3c9Cce2hzOtlaWsp2IL6ggENlXjs2VrudyT/+aPpxu3TpwmSnk6NdLjwi6Xt5r15MDKDMHyv2zEzcHNyU7Hr5Zc4EuqWk+J9Hs3glJYX66mrOFovxjrffJg/YlJjIIBO+U05qKn2A4p07+W7WLF5RFC6Kj+dckz3cCSIykKRJXZi5eTPPANdfeSXG+ztAeUoKBRUVVK9cCbNnA7Bm4ECONrmS3q321RVVqjt37mTv3r04HA4mmLBhUXsj7xWVqk///DM/Ac/cdRfm1doexCM2wD6xhlTv28fwNWtogJi732hJv+AC+Pln+ojcyeOnTTNUINhaSI9eByNedCDoK5JPl/XrR5qJC0GmyK1RNZ32CAX79enphjS8ApFbWcljwNlCnNldX891u3bxP2CM8CgawR4fT6HYKW+87jomud2MHjmSYZpQsRmM2LSJvcCVwhu59cMPcQDFVivdYmzfpsctrr2ybx/79u1j1apVWCwWTjOYHxQJcRqtqCZhwM5tauICYFEMvWglgbFarTyemMg/gFHiOqeZbLSom5IqEepyiuKFyhg7IYTiP7m53MdBfUCXyI8ti1EAXY9DFHMkl5fz5rvv8gnNBTJmSCZpSRQ5mQk05/kCrBT6drF2kNBTK87hXbaM4aK9XoYJxUN6vKr3Xdxfq7//nnSaq94TDVakA/Ts1o0vgQUVFaxfuJCffvoJi8XC2SZq52nxqoU4wtDb8dFHvAnMsdn8RqcRhl59NY906cLRQL9+/Qz1f25NpKHXwRh4zTWo2QguoIcBpfxAdIqL4xpgikgKjhOei+pWWAgyGxqYBpwoKgC3f/EF8UAVUGBS3lex2H39fvNmZgOPmKjhpJIYH08XIEVUKh+YOROAXZ07m5bLsfXYYzke+KRrV3566y2ygDFjxpiaqB2MeE3rNdXQ2yiM8wEm5FpJDlKl2Rgsz8hg6FVXmXr8SVVVvAn0nj0br8vFQPGcd2qFgh7VcKgXhV3JokrbEkPf0UCkieN0rqriM6GbNqUVDIokjehyXWkpPo+H2hUrsADDTchrA9hx8smcBMxcvpxkYIfDYUiyJRhe1WsrPLppL79MBXB/gA4jsZCcns44i4VBwJybbyYZmDRpEl3MkuTSsb5PH+4Dtov0lSoRti3SFAMZweZ0ctXatXzw2WcsWrTIdK+3WUhDr4OR2q0bm++7j4VdurDyrrtM1/LJiI/nWeC+xkbc9fX0FxpVnUws8VdxiocxXlTFln79NQDbMjJMM5Aax471/38VMMYkmQotDuFtixe7/X07d1IGNAwdato5nCNG8AOwvrqark8/TSlwlwgptTb2+Hi6Wq2kAw2iKOTApk1YOJhXJjGHca+9xo99+rA4J4c8sWEwk14uF1OA/K1b2fDWW6QBlRYLA1vBQOpqtzMAcJeVofh8dBdRgiyT9O16nnUWbiAfeNnl4pRBgxg5cqQpx9biTE5GzSKuLy1lz/z5rKirowTob9L93/3ss5kFnCT+vuu441on4V8YKlaxKU0THV6SDHS20VMsDPypP/9MCXBLK/wmKluGDuUfwEax4VWEnl6dCREhlfT0dM466yx/B5NfI9LQ64CMufdejty7l7HTp5t+bK0W3+onnyRDUagCBpisfwQHc18ShaGniAKGahONhyGPPEKRmDBXXXRRqxQuOMUkkyCKSu6qrqYz4DVJkww0uS87dzKosBAr0NNErbBwVCYkUAU0uly46+tZXlREPdDzV7rDPVxJyMxk0pYtjCsuJq8VtBHtQtQ5vrqaclUHLi/PlJaGeu7bvp0NQMZPP1G8bRtbFYVqoJcJupIASZ07s06kFUwBbh81yrSiNC0Wq5U6cdz60lL2ffMNAGWJiThMqKgHOOqoo8jKyuIC4HmHgyH//rcpxz0E0X3FVl+Pz+Oht8jVyz39dNNOsb/PwaxdGzDBgJZdOFSvcZ0wXJP37Gk+bytEbn7NSENPEhWOxEQqxKTW8J//ALAxJ8f0vBeAeF2Sc6bo8ek0IYlWJat/f+K3bGHfokUcLRY2s4kX/U0TvV7KysrYsWMHAKNMFBLu27MnFwNvbN1KGrC/lbwwwYgXv39jYyMly5djE69ny9DtYUW88HQk19eTLjZWLpOrbVVcIh/Ms38/K7Zs4SjgqIEDW2jsGSXumWfYEhfHj336cJTQg2sN6sVmsWn/fppER5hyEyVcnE4nH3zwAcddeCEDv/vOcBeUYLjz81kM7HU62TlrFqlAA9DLRC3MlP/7P///Lx4wgAwTOucEI8NiYSCQIIrU8oXhmv4rFXFvLaShJ4maYrGov7N9O38Cis4+u1XOkygMpHia+0b2ELuyHBP1vAAyevUi3yydwQAkCi9hss/HUrEIDBgwgHRNbptRCnr25DmLBTUQvb5v31bxwgTjTpeLFwHf9u3sF51Lih0OQx0BJG1PstB6zGxspLS6GhfQ3QSpk0C4hbdX2b+fFeKeGW5yGG/gpZfSt7GRSVu2tMpmVOWinj3JAErz80kUQsmKyUVdxx13HO+99x6TW7G1VvnkyYwHXsjPp1h4JrclJZl67Ub+/e/MO+cc5o4fz3Ch0dhajFy3jvXAuUuWULV7N3ki17Dg5JNb9by/Ng5rQ+/BBx/kqKOOIjExMeiiuXv3bk4//XQSExPp3Lkzt9xyyyHN1+fOncvIkSOJi4ujT58+vP76660/+MOYSrHjdgKvAH1ayfWuTXLe9tlnJANNQIEJGnptSbLY2ScBCTNmsBu40+SQpsVqZaMm7JzWxsrs5zY0cBXNVb81og3Qfhm2PezIExIa2cCFisKI7t3p3krPm0+t1q6sZLVq6JlUvNDWNKSnUwnUNjTQTWjQpf+Kep1GSooI3dbU1OBauhSA/SaqNqgc8/HHTF640FTh6kBYxBxkb2pirzAqi61W0kzM0TscOKwNPZfLxfnnn8/VQRpte71eTj/9dFwuFz///DNvvPEGr7/+Ovfcc4//Mzt27OD000/n2GOPZeXKldxwww386U9/YmYrJDp3FJp69OAA0I9mba/BJrQrCoQzORm1Q+HSbdvoC1zfq5fhxvNtTXrPnqy3WJgLZK5cSTegWytMNLlvvMGq1FTmHnssR5jUfD5StK2GPKJ6sv5XqCclCU1aQQGF4rccChx/1lmtdzKRvG6rruahzz9nDTDBRC93W6IaSPtWrSJP5BT3NCnXsC3RyuskqVXQJnsm2xKb+F0cLhcrGxo4G3i1lcLev2YO67jKP0QD+mAeuO+++47169fz/fffk5OTw/Dhw5k+fTq33nor9913H06nkxdeeIGePXvy2GOPATBw4EAWLFjAv//9b07+jbl3IyXjwgux/fQTq4Apl17aKgnOKsdmZLC3ooKJa9eyFRh3GOZWWKxWTu/enZ07d1IshKazTG5dBNDjxBNB0+qnLdEaelYhhuoRif2Sw4td+fmU79nDauDB889vtfNYRTV6Unk5vUWh0n6TdCXbmt81NnIR0FnkLe90OOjRSpIhrUkXr5dtQOK2bTyQlsYyYPypp7b3sGLGroq5u92s3LWLz/jttWSEw9yjF46FCxcydOhQcjQhwJNPPpnq6mrWifDSwoULOUGIDGs/o7ZJkRzKEVOnsmLSJKb068cd11/fqueqzs9nD/D93LkADDVRkqQtycvLoxuQA7iB3uee284jMhfV0PPW1ZFUVgaAXdPbV3L4kPfSS8zOz+f/rr6aiRPN6OsQGIfIwR0mEuQLbTayhMjx4cbwujquArw7d/IAsKB///YeUkx06t2bXkCuovBqZSVXA73bsHrfbJyqcoPbzYYNG4BmZ85vjcPaoxeO4uLiFkYe4P+72sg+2Geqq6tpaGggIUCfzqamJpqamvx/V1tb/VawWK1MFor5rU1OTg7r1q3jlrIyKoBR3bq1yXnNpqCggN5i87A1IYGBJlYW/hrwiKILX309c61WdgDdTGhTJ2l7ep5yCtMKC1v9PJbBg3kCOBkYCOzNzubw84E1owiDYr+icDfwwEUXte+AYiS1a1caaO7ykQvY+vTxh6UPR5JEfmGq282oRYuwA0N+gxvQX51H77bbbsNisYT8o6rutxczZswgLS3N/6fbYWp8HA6c6vHwDHAL8BAwUKPjdzhxkcPBW+L/Sw7jnJdgeIWh562r4x+NjZwPpJkkfCvpmHSaPJkbgWXi7w2tlOvbFlhFIZTqMjCr9VlbY7FaKRPP8tnAGJO6lLQXqWK96KQo/GP/fj4FBrRyAcivkV+dR++mm27i8ssvD/mZXhFa5Lm5uSxZsqTFayVCTydXPJi5ubn+17SfSU1NDejNA7j99tuZNm2a/+/V1dXS2GslRtfWMln8f5nF0qoyKK3JsEsvpfHtt/EC3e+7r72HYzpe0Zi+oaKCGtE+qbXaGkk6Bt27d8dmszFeFC8kHab5eQCJIhx4FtAZGHUYe7OLMzMpKC3lcWCezRb2879mMnr35kmgB/A7oNxiIXvQoPYdVDvwq/PoZWdnM2DAgJB/nBHqgx155JGsWbOGUtErFWDWrFmkpqYySPzYRx55JLNnz27x72bNmsWRIZL+4+LiSE1NbfFH0jpoFcy35+S0TtufNqDnySdT8sMPVPz4Iz07YJHPm+PG0Q34JjWVbCAtJeWwDvlIWh+Hw0HvnBw+BrxA/yuvbO8hxUxXTcHCEru9TXpMtxb1QsvQB/Ruxa4VbYEzJYW7kpP5SPx9b2rqYbuGGOGw/sa7d+9m5cqV7N69G6/Xy8qVK1m5ciW1tbUAnHTSSQwaNIgpU6awatUqZs6cyV133cXUqVOJE61p/vrXv7J9+3b+/ve/s3HjRp577jk++OADbjSxPZUkdvLPO8///y5d0czhRvdjj6VrKya3tydNGRnsBexr1lAKLHa52ntIksOAp8aO5e/ATwMGtLqmWmuSM3w4a5OSANhhsqB7WzPmjTeYO2YMi667jq5CV/FwJicnBzUpoKoVNAEPC5TDmMsuu0wBDvkzZ84c/2d27typnHrqqUpCQoLSqVMn5aabblLcbneL48yZM0cZPny44nQ6lV69eimvvfZaVOOoqqpSAKWqqsqEbyXRM3/KFGXOhAmKq7a2vYciCcLUqVMVQLkhM1NRQPklM7O9hyQ5TNi3ZIniaWpq72EYZv/mzcqKJ55QfF5vew9FouF3J52kHABFAWXepZe293BMJVLbw6IoopGoJGaqq6tJS0ujqqpKhnElv0leueQSqt59lxOAI4AFvXszcevW9h6WRCL5jTN3zBgmi77NO7/7rllvtIMQqe1xWIduJRLJr4PeFRVMo9nIA/DoJIskEomkPej16KPscDiYP3BghzLyouFXV3UrkUgOP6w6XUCLrEKXSCS/AgomTwaXi8NTmMscpEdPIpEYxi7aWanE/wZFSSUSieTXiDT0JBKJYdRWQyqpv0GtKolEIvk1Ig09iURimHhNTt4nQN6kSe03GIlEIpH4kYaeRCIxTIZoX+UC/pyWRnr37u07IIlEIpEA0tCTSCQmkDd2LI2AExgghGMlEolE0v5IQ08ikRjGarfz12HDyAJOvOqq9h6ORCKRSARSXkUikZjC9C++YNyXX3L55Ze391AkEolEIpCdMUxAdsaQSCQSiUTSlsjOGBKJRCKRSCS/caShJ5FIJBKJRNJBkYaeRCKRSCQSSQdFGnoSiUQikUgkHRRp6EkkEolEIpF0UKShJ5FIJBKJRNJBkTp6JqAq1FRXV7fzSCQSiUQikfwWUG2OcCp50tAzgZqaGgC6devWziORSCQSiUTyW6Kmpoa0tLSg70vBZBPw+Xzs27ePlJQULBZLq5yjurqabt26sWfPnt+0KLO8Ds3I6yCvgYq8Ds3I69CMvA6/nWugKAo1NTXk5+djtQbPxJMePROwWq107dq1Tc6VmpraoW/cSJHXoRl5HeQ1UJHXoRl5HZqR1+G3cQ1CefJUZDGGRCKRSCQSSQdFGnoSiUQikUgkHRRp6B0mxMXFce+99xIXF9feQ2lX5HVoRl4HeQ1U5HVoRl6HZuR1kNdAjyzGkEgkEolEIumgSI+eRCKRSCQSSQdFGnoSiUQikUgkHRRp6EkkEolEIpF0UKShJ5FIJBKJRNJBkYbeYcKzzz5Ljx49iI+PZ9y4cSxZsqS9h9RmzJgxgzFjxpCSkkLnzp05++yz2bRpU3sPq9355z//icVi4YYbbmjvobQ5hYWFXHrppWRlZZGQkMDQoUP55Zdf2ntYbYrX6+Xuu++mZ8+eJCQk0Lt3b6ZPnx627+Xhzvz58znzzDPJz8/HYrHw6aeftnhfURTuuece8vLySEhI4IQTTmDLli3tM9hWItQ1cLvd3HrrrQwdOpSkpCTy8/P5wx/+wL59+9pvwK1EuHtBy1//+lcsFgtPPPFEm43v14I09A4D3n//faZNm8a9997L8uXLGTZsGCeffDKlpaXtPbQ2Yd68eUydOpVFixYxa9Ys3G43J510EnV1de09tHZj6dKlvPjiixxxxBHtPZQ2p6KiggkTJuBwOPjmm29Yv349jz32GBkZGe09tDbl4Ycf5vnnn+eZZ55hw4YNPPzwwzzyyCM8/fTT7T20VqWuro5hw4bx7LPPBnz/kUce4amnnuKFF15g8eLFJCUlcfLJJ9PY2NjGI209Ql2D+vp6li9fzt13383y5cv5+OOP2bRpE2eddVY7jLR1CXcvqHzyyScsWrSI/Pz8NhrZrwxF8qtn7NixytSpU/1/93q9Sn5+vjJjxox2HFX7UVpaqgDKvHnz2nso7UJNTY3St29fZdasWcoxxxyjXH/99e09pDbl1ltvVSZOnNjew2h3Tj/9dOXKK69s8dq5556rXHLJJe00orYHUD755BP/330+n5Kbm6s8+uij/tcqKyuVuLg45b///W87jLD10V+DQCxZskQBlF27drXNoNqBYNdh7969SpcuXZS1a9cq3bt3V/7973+3+djaG+nR+5XjcrlYtmwZJ5xwgv81q9XKCSecwMKFC9txZO1HVVUVAJmZme08kvZh6tSpnH766S3uid8Sn3/+OaNHj+b888+nc+fOjBgxgpdffrm9h9XmHHXUUcyePZvNmzcDsGrVKhYsWMCpp57aziNrP3bs2EFxcXGLZyMtLY1x48b9ZudLaJ4zLRYL6enp7T2UNsXn8zFlyhRuueUWBg8e3N7DaTfs7T0ASWjKy8vxer3k5OS0eD0nJ4eNGze206jaD5/Pxw033MCECRMYMmRIew+nzXnvvfdYvnw5S5cube+htBvbt2/n+eefZ9q0adxxxx0sXbqUv/3tbzidTi677LL2Hl6bcdttt1FdXc2AAQOw2Wx4vV4efPBBLrnkkvYeWrtRXFwMEHC+VN/7rdHY2Mitt97KxRdfTGpqansPp015+OGHsdvt/O1vf2vvobQr0tCTHFZMnTqVtWvXsmDBgvYeSpuzZ88err/+embNmkV8fHx7D6fd8Pl8jB49moceegiAESNGsHbtWl544YXflKH3wQcf8M477/Duu+8yePBgVq5cyQ033EB+fv5v6jpIguN2u7ngggtQFIXnn3++vYfTpixbtownn3yS5cuXY7FY2ns47YoM3f7K6dSpEzabjZKSkhavl5SUkJub206jah+uvfZavvzyS+bMmUPXrl3bezhtzrJlyygtLWXkyJHY7Xbsdjvz5s3jqaeewm634/V623uIbUJeXh6DBg1q8drAgQPZvXt3O42ofbjlllu47bbbuOiiixg6dChTpkzhxhtvZMaMGe09tHZDnRPlfHnQyNu1axezZs36zXnzfvzxR0pLSykoKPDPl7t27eKmm26iR48e7T28NkUaer9ynE4no0aNYvbs2f7XfD4fs2fP5sgjj2zHkbUdiqJw7bXX8sknn/DDDz/Qs2fP9h5Su3D88cezZs0aVq5c6f8zevRoLrnkElauXInNZmvvIbYJEyZMOEReZ/PmzXTv3r2dRtQ+1NfXY7W2nMJtNhs+n6+dRtT+9OzZk9zc3BbzZXV1NYsXL/7NzJdw0MjbsmUL33//PVlZWe09pDZnypQprF69usV8mZ+fzy233MLMmTPbe3htigzdHgZMmzaNyy67jNGjRzN27FieeOIJ6urquOKKK9p7aG3C1KlTeffdd/nss89ISUnx59qkpaWRkJDQzqNrO1JSUg7JS0xKSiIrK+s3la944403ctRRR/HQQw9xwQUXsGTJEl566SVeeuml9h5am3LmmWfy4IMPUlBQwODBg1mxYgWPP/44V155ZXsPrVWpra1l69at/r/v2LGDlStXkpmZSUFBATfccAMPPPAAffv2pWfPntx9993k5+dz9tlnt9+gTSbUNcjLy+O8885j+fLlfPnll3i9Xv+cmZmZidPpbK9hm064e0Fv4DocDnJzc+nfv39bD7V9ae+yX0lkPP3000pBQYHidDqVsWPHKosWLWrvIbUZQMA/r732WnsPrd35LcqrKIqifPHFF8qQIUOUuLg4ZcCAAcpLL73U3kNqc6qrq5Xrr79eKSgoUOLj45VevXopd955p9LU1NTeQ2tV5syZE3A+uOyyyxRFaZZYufvuu5WcnBwlLi5OOf7445VNmza176BNJtQ12LFjR9A5c86cOe09dFMJdy/o+a3Kq1gUpYPLqEskEolEIpH8RpE5ehKJRCKRSCQdFGnoSSQSiUQikXRQpKEnkUgkEolE0kGRhp5EIpFIJBJJB0UaehKJRCKRSCQdFGnoSSQSiUQikXRQpKEnkUgkEolE0kGRhp5EIpFIJBJJB0UaehKJRNJOTJ48mRtuuKG9hyGRSDow0tCTSCQSiUQi6aDIFmgSiUTSDlx++eW88cYbLV7bsWMHPXr0aJ8BSSSSDok09CQSiaQdqKqq4tRTT2XIkCHcf//9AGRnZ2Oz2dp5ZBKJpCNhb+8BSCQSyW+RtLQ0nE4niYmJ5ObmtvdwJBJJB0Xm6EkkEolEIpF0UKShJ5FIJBKJRNJBkYaeRCKRtBNOpxOv19vew5BIJB0YaehJJBJJO9GjRw8WL17Mzp07KS8vx+fztfeQJBJJB0MaehKJRNJO3HzzzdhsNgYNGkR2dja7d+9u7yFJJJIOhpRXkUgkEolEIumgSI+eRCKRSCQSSQdFGnoSiUQikUgkHRRp6EkkEolEIpF0UKShJ5FIJBKJRNJBkYaeRCKRSCQSSQdFGnoSiUQikUgkHRRp6EkkEolEIpF0UKShJ5FIJBKJRNJBkYaeRCKRSCQSSQdFGnoSiUQikUgkHRRp6EkkEolEIpF0UKShJ5FIJBKJRNJB+X+WkYSPUjghVQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Predict derivatives using the learned model\n", + "x_dot_test_predicted = model.predict(x_test)\n", + "\n", + "# Compute derivatives with a finite difference method, for comparison\n", + "x_dot_test_computed = model.differentiate(x_test, t=dt)\n", + "\n", + "fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(7, 9))\n", + "for i in range(x_test.shape[1]):\n", + " axs[i].plot(t_test, x_dot_test_computed[:, i], \"k\", label=\"numerical derivative\")\n", + " axs[i].plot(t_test, x_dot_test_predicted[:, i], \"r--\", label=\"model prediction\")\n", + " axs[i].legend()\n", + " axs[i].set(xlabel=\"t\", ylabel=r\"$\\dot x_{}$\".format(i))\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "98384faf", + "metadata": {}, + "source": [ + "### Simulate forward in time" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "7bd2fddf", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:01.139126Z", + "iopub.status.busy": "2023-07-25T20:45:01.138785Z", + "iopub.status.idle": "2023-07-25T20:45:07.126030Z", + "shell.execute_reply": "2023-07-25T20:45:07.125409Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Evolve the new initial condition in time with the SINDy model\n", + "x_test_sim = model.simulate(x0_test, t_test)\n", + "\n", + "fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(7, 9))\n", + "for i in range(x_test.shape[1]):\n", + " axs[i].plot(t_test, x_test[:, i], \"k\", label=\"true simulation\")\n", + " axs[i].plot(t_test, x_test_sim[:, i], \"r--\", label=\"model simulation\")\n", + " axs[i].legend()\n", + " axs[i].set(xlabel=\"t\", ylabel=\"$x_{}$\".format(i))\n", + "\n", + "fig = plt.figure(figsize=(10, 4.5))\n", + "ax1 = fig.add_subplot(121, projection=\"3d\")\n", + "ax1.plot(x_test[:, 0], x_test[:, 1], x_test[:, 2], \"k\")\n", + "ax1.set(xlabel=\"$x_0$\", ylabel=\"$x_1$\", zlabel=\"$x_2$\", title=\"true simulation\")\n", + "\n", + "ax2 = fig.add_subplot(122, projection=\"3d\")\n", + "ax2.plot(x_test_sim[:, 0], x_test_sim[:, 1], x_test_sim[:, 2], \"r--\")\n", + "ax2.set(xlabel=\"$x_0$\", ylabel=\"$x_1$\", zlabel=\"$x_2$\", title=\"model simulation\")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "04843d1f", + "metadata": {}, + "source": [ + "## Different forms of input data\n", + "\n", + "Here we explore different types of input data accepted by the the `SINDy` class." + ] + }, + { + "cell_type": "markdown", + "id": "40d37847", + "metadata": {}, + "source": [ + "### Single trajectory, pass in collection times" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "1544c24b", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:07.129067Z", + "iopub.status.busy": "2023-07-25T20:45:07.128608Z", + "iopub.status.idle": "2023-07-25T20:45:07.151269Z", + "shell.execute_reply": "2023-07-25T20:45:07.150191Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "model = ps.SINDy()\n", + "model.fit(x_train, t=t_train)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "b1a86971", + "metadata": {}, + "source": [ + "### Single trajectory, set default timestep\n", + "Since we used a uniform timestep when defining `t_train` we can tell set a default timestep to be used whenever `t` isn't passed in." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "eb80c1c3", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:07.155359Z", + "iopub.status.busy": "2023-07-25T20:45:07.154860Z", + "iopub.status.idle": "2023-07-25T20:45:07.183611Z", + "shell.execute_reply": "2023-07-25T20:45:07.182545Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "model = ps.SINDy(t_default=dt)\n", + "model.fit(x_train)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "b40ad578", + "metadata": {}, + "source": [ + "### Single trajectory, pass in pre-computed derivatives" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4cf43383", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:07.188444Z", + "iopub.status.busy": "2023-07-25T20:45:07.187882Z", + "iopub.status.idle": "2023-07-25T20:45:07.243735Z", + "shell.execute_reply": "2023-07-25T20:45:07.242761Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -10.000 x0 + 10.000 x1\n", + "(x1)' = 28.000 x0 + -1.000 x1 + -1.000 x0 x2\n", + "(x2)' = -2.667 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "x_dot_true = np.zeros(x_train.shape)\n", + "for i in range(t_train.size):\n", + " x_dot_true[i] = lorenz(t_train[i], x_train[i])\n", + "\n", + "model = ps.SINDy()\n", + "model.fit(x_train, t=t_train, x_dot=x_dot_true)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "30bec97c", + "metadata": {}, + "source": [ + "### Multiple trajectories\n", + "We use the Lorenz equations to evolve multiple different initial conditions forward in time, passing all the trajectories into a single `SINDy` object. Note that `x_train_multi` is a list of 2D numpy arrays." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b8c85f72", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:07.248148Z", + "iopub.status.busy": "2023-07-25T20:45:07.247569Z", + "iopub.status.idle": "2023-07-25T20:45:10.372203Z", + "shell.execute_reply": "2023-07-25T20:45:10.371216Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.993 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "if __name__ != \"testing\":\n", + " n_trajectories = 20\n", + " sample_range = (500, 1500)\n", + "else:\n", + " n_trajectories = 2\n", + " sample_range = (10, 15)\n", + "x0s = np.array([36, 48, 41]) * (np.random.rand(n_trajectories, 3) - 0.5) + np.array(\n", + " [0, 0, 25]\n", + ")\n", + "x_train_multi = []\n", + "for i in range(n_trajectories):\n", + " x_train_multi.append(\n", + " solve_ivp(\n", + " lorenz, t_train_span, x0s[i], t_eval=t_train, **integrator_keywords\n", + " ).y.T\n", + " )\n", + "\n", + "model = ps.SINDy()\n", + "model.fit(x_train_multi, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "95bd6c20", + "metadata": {}, + "source": [ + "### Multiple trajectories, different lengths of time\n", + "This example is similar to the previous one, but each trajectory consists of a different number of measurements." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "73858647", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:10.376584Z", + "iopub.status.busy": "2023-07-25T20:45:10.375786Z", + "iopub.status.idle": "2023-07-25T20:45:11.136465Z", + "shell.execute_reply": "2023-07-25T20:45:11.135324Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.994 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "x0s = np.array([36, 48, 41]) * (np.random.rand(n_trajectories, 3) - 0.5) + np.array(\n", + " [0, 0, 25]\n", + ")\n", + "x_train_multi = []\n", + "t_train_multi = []\n", + "for i in range(n_trajectories):\n", + " n_samples = np.random.randint(*sample_range)\n", + " t = np.arange(0, n_samples * dt, dt)\n", + " t_span = (t[0], t[-1])\n", + " x_train_multi.append(\n", + " solve_ivp(lorenz, t_span, x0s[i], t_eval=t, **integrator_keywords).y.T\n", + " )\n", + " t_train_multi.append(t)\n", + "\n", + "model = ps.SINDy()\n", + "model.fit(x_train_multi, t=t_train_multi)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "a6a42126", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "### Discrete time dynamical system (map)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "edf5b390", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:11.141287Z", + "iopub.status.busy": "2023-07-25T20:45:11.140800Z", + "iopub.status.idle": "2023-07-25T20:45:11.159071Z", + "shell.execute_reply": "2023-07-25T20:45:11.158054Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)[k+1] = 3.600 x0[k] + -3.600 x0[k]^2\n" + ] + } + ], + "source": [ + "def f(x):\n", + " return 3.6 * x * (1 - x)\n", + "\n", + "\n", + "if __name__ != \"testing\":\n", + " n_steps = 1000\n", + "else:\n", + " n_steps = 10\n", + "eps = 0.001 # Noise level\n", + "x_train_map = np.zeros((n_steps))\n", + "x_train_map[0] = 0.5\n", + "for i in range(1, n_steps):\n", + " x_train_map[i] = f(x_train_map[i - 1]) + eps * np.random.randn()\n", + "model = ps.SINDy(discrete_time=True)\n", + "model.fit(x_train_map)\n", + "\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "2792bee2", + "metadata": {}, + "source": [ + "### Pandas DataFrame" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a4e9eed8", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:11.164359Z", + "iopub.status.busy": "2023-07-25T20:45:11.163544Z", + "iopub.status.idle": "2023-07-25T20:45:11.418947Z", + "shell.execute_reply": "2023-07-25T20:45:11.417476Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x)' = -9.999 x + 9.999 y\n", + "(y)' = 27.992 x + -0.999 y + -1.000 x z\n", + "(z)' = -2.666 z + 1.000 x y\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "# Create a dataframe with entries corresponding to measurements and\n", + "# indexed by the time at which the measurements were taken\n", + "df = pd.DataFrame(data=x_train, columns=[\"x\", \"y\", \"z\"], index=t_train)\n", + "\n", + "# The column names can be used as feature names\n", + "model = ps.SINDy(feature_names=df.columns)\n", + "\n", + "# Everything needs to be converted to numpy arrays to be passed in\n", + "model.fit(df.values, t=df.index.values)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "e4a90da6", + "metadata": {}, + "source": [ + "## Optimization options\n", + "In this section we provide examples of different parameters accepted by the built-in sparse regression optimizers `STLSQ`, `SR3`, `ConstrainedSR3`, `MIOSR`, `SSR`, and `FROLS`. The `Trapping` optimizer is not straightforward to use; please check out Example 8 for some examples. We also show how to use a scikit-learn sparse regressor with PySINDy." + ] + }, + { + "cell_type": "markdown", + "id": "a531336b", + "metadata": {}, + "source": [ + "### STLSQ - change parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "174dc43f", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:11.423553Z", + "iopub.status.busy": "2023-07-25T20:45:11.423122Z", + "iopub.status.idle": "2023-07-25T20:45:11.457045Z", + "shell.execute_reply": "2023-07-25T20:45:11.456024Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "stlsq_optimizer = ps.STLSQ(threshold=0.01, alpha=0.5)\n", + "\n", + "model = ps.SINDy(optimizer=stlsq_optimizer)\n", + "model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "5dab8f5c", + "metadata": {}, + "source": [ + "### STLSQ - verbose (print out optimization terms at each iteration)\n", + "The same verbose option is available with all the other optimizers. For optimizers that use the CVXPY\n", + "package, there is additional boolean flag, verbose_cvxpy, that decides whether or not CVXPY solves will also be verbose." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "d78471a0", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:11.461270Z", + "iopub.status.busy": "2023-07-25T20:45:11.460695Z", + "iopub.status.idle": "2023-07-25T20:45:11.490152Z", + "shell.execute_reply": "2023-07-25T20:45:11.489116Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Iteration ... |y - Xw|^2 ... a * |w|_2 ... |w|_0 ... Total error: |y - Xw|^2 + a * |w|_2\n", + " 0 ... 3.1040e+01 ... 4.9652e+02 ... 8 ... 5.2756e+02\n", + " 1 ... 1.1797e+00 ... 4.9674e+02 ... 7 ... 4.9792e+02\n", + " 2 ... 1.1712e+00 ... 4.9675e+02 ... 7 ... 4.9792e+02\n", + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "stlsq_optimizer = ps.STLSQ(threshold=0.01, alpha=0.5, verbose=True)\n", + "\n", + "model = ps.SINDy(optimizer=stlsq_optimizer)\n", + "model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "6704fb45", + "metadata": {}, + "source": [ + "### SR3" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "6035985b", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:11.494396Z", + "iopub.status.busy": "2023-07-25T20:45:11.493819Z", + "iopub.status.idle": "2023-07-25T20:45:11.516002Z", + "shell.execute_reply": "2023-07-25T20:45:11.514984Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "sr3_optimizer = ps.SR3(threshold=0.1, thresholder=\"l1\")\n", + "\n", + "model = ps.SINDy(optimizer=sr3_optimizer)\n", + "model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "108f5095", + "metadata": {}, + "source": [ + "### SR3 - with trimming\n", + "`SR3` is capable of automatically trimming outliers from training data. Specifying the parameter `trimming_fraction` tells the method what fraction of samples should be trimmed." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "7398a8e6", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:11.520194Z", + "iopub.status.busy": "2023-07-25T20:45:11.519598Z", + "iopub.status.idle": "2023-07-25T20:45:11.685532Z", + "shell.execute_reply": "2023-07-25T20:45:11.684462Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Without trimming\n", + "(x0)' = -0.063 1 + -9.936 x0 + 9.941 x1 + 0.002 x2\n", + "(x1)' = 0.144 1 + 27.993 x0 + -0.995 x1 + -0.014 x2 + 0.004 x0^2 + -1.000 x0 x2\n", + "(x2)' = -0.053 1 + 0.007 x1 + -2.661 x2 + 0.998 x0 x1\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "With trimming\n", + "(x0)' = -9.936 x0 + 9.941 x1\n", + "(x1)' = 27.997 x0 + -0.995 x1 + -1.000 x0 x2\n", + "(x2)' = -2.662 x2 + 0.998 x0 x1\n" + ] + } + ], + "source": [ + "corrupted_inds = np.random.randint(0, len(x_train), size=len(x_train) // 30)\n", + "x_train_corrupted = x_train.copy()\n", + "x_train_corrupted[corrupted_inds] += np.random.standard_normal((len(corrupted_inds), 3))\n", + "\n", + "# Without trimming\n", + "sr3_optimizer = ps.SR3()\n", + "with ignore_specific_warnings():\n", + " model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train_corrupted, t=dt)\n", + "print(\"Without trimming\")\n", + "model.print()\n", + "\n", + "# With trimming\n", + "sr3_optimizer = ps.SR3(trimming_fraction=0.1)\n", + "with ignore_specific_warnings():\n", + " model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train_corrupted, t=dt)\n", + "print(\"\\nWith trimming\")\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "76589353", + "metadata": {}, + "source": [ + "### SR3 regularizers\n", + "The default regularizer with SR3 is the L0 norm, but L1 and L2 are allowed. Note that the pure L2 option is notably less sparse than the other options." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "c5548a86", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:11.690180Z", + "iopub.status.busy": "2023-07-25T20:45:11.689515Z", + "iopub.status.idle": "2023-07-25T20:45:11.751620Z", + "shell.execute_reply": "2023-07-25T20:45:11.750580Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "L0 regularizer: \n", + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "L1 regularizer: \n", + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "L2 regularizer: \n", + "(x0)' = -0.001 1 + -10.005 x0 + 10.003 x1\n", + "(x1)' = -0.015 1 + 27.991 x0 + -0.998 x1 + 0.002 x2 + -1.000 x0 x2\n", + "(x2)' = 0.008 1 + 0.006 x0 + -0.004 x1 + -2.666 x2 + 0.001 x0^2 + 0.999 x0 x1\n" + ] + } + ], + "source": [ + "sr3_optimizer = ps.SR3(threshold=0.1, thresholder=\"l0\")\n", + "with ignore_specific_warnings():\n", + " model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train, t=dt)\n", + "print(\"L0 regularizer: \")\n", + "model.print()\n", + "\n", + "sr3_optimizer = ps.SR3(threshold=0.1, thresholder=\"l1\")\n", + "with ignore_specific_warnings():\n", + " model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train, t=dt)\n", + "print(\"L1 regularizer: \")\n", + "model.print()\n", + "\n", + "sr3_optimizer = ps.SR3(threshold=0.1, thresholder=\"l2\")\n", + "with ignore_specific_warnings():\n", + " model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train, t=dt)\n", + "print(\"L2 regularizer: \")\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "61aa34c9", + "metadata": {}, + "source": [ + "### SR3 - with variable thresholding\n", + "`SR3` and its variants (ConstrainedSR3, TrappingSR3, SINDyPI) can use a matrix of thresholds to set different thresholds for different terms." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "77f653ca", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:11.755746Z", + "iopub.status.busy": "2023-07-25T20:45:11.755049Z", + "iopub.status.idle": "2023-07-25T20:45:11.795266Z", + "shell.execute_reply": "2023-07-25T20:45:11.794208Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Threshold = 0.1 for all terms\n", + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n", + "Threshold = 0.1 for quadratic terms, else threshold = 1\n", + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 25.563 x0 + -0.952 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "# Without thresholds matrix\n", + "sr3_optimizer = ps.SR3(threshold=0.1, thresholder=\"l0\")\n", + "model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train, t=dt)\n", + "print(\"Threshold = 0.1 for all terms\")\n", + "model.print()\n", + "\n", + "# With thresholds matrix\n", + "thresholds = 2 * np.ones((10, 3))\n", + "thresholds[4:, :] = 0.1\n", + "sr3_optimizer = ps.SR3(thresholder=\"weighted_l0\", thresholds=thresholds)\n", + "model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train, t=dt)\n", + "print(\"Threshold = 0.1 for quadratic terms, else threshold = 1\")\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "2a653cd5", + "metadata": {}, + "source": [ + "It can be seen that the x1 term in the second equation correctly gets truncated with these thresholds.\n", + "\n", + "### ConstrainedSR3\n", + "We can impose linear equality and inequality constraints on the coefficients in the `SINDy` model using the `ConstrainedSR3` class. Below we constrain the x0 coefficient in the second equation to be exactly 28 and the x0 and x1 coefficients in the first equations to be negatives of one another. See this [notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/7_plasma_examples.ipynb) for examples." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1772eb13", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:11.799989Z", + "iopub.status.busy": "2023-07-25T20:45:11.799317Z", + "iopub.status.idle": "2023-07-25T20:45:11.806596Z", + "shell.execute_reply": "2023-07-25T20:45:11.805603Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features (10): ['1', 'x0', 'x1', 'x2', 'x0^2', 'x0 x1', 'x0 x2', 'x1^2', 'x1 x2', 'x2^2']\n" + ] + } + ], + "source": [ + "# Figure out how many library features there will be\n", + "library = ps.PolynomialLibrary()\n", + "library.fit([ps.AxesArray(x_train, {\"ax_sample\": 0, \"ax_coord\": 1})])\n", + "n_features = library.n_output_features_\n", + "print(f\"Features ({n_features}):\", library.get_feature_names())" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "4a96714e", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:11.811056Z", + "iopub.status.busy": "2023-07-25T20:45:11.810376Z", + "iopub.status.idle": "2023-07-25T20:45:11.843776Z", + "shell.execute_reply": "2023-07-25T20:45:11.842743Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -10.002 x0 + 10.002 x1\n", + "(x1)' = 28.000 x0 + -1.003 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 0.999 x0 x1\n" + ] + } + ], + "source": [ + "# Set constraints\n", + "n_targets = x_train.shape[1]\n", + "constraint_rhs = np.array([0, 28])\n", + "\n", + "# One row per constraint, one column per coefficient\n", + "constraint_lhs = np.zeros((2, n_targets * n_features))\n", + "\n", + "# 1 * (x0 coefficient) + 1 * (x1 coefficient) = 0\n", + "constraint_lhs[0, 1] = 1\n", + "constraint_lhs[0, 2] = 1\n", + "\n", + "# 1 * (x0 coefficient) = 28\n", + "constraint_lhs[1, 1 + n_features] = 1\n", + "\n", + "optimizer = ps.ConstrainedSR3(\n", + " constraint_rhs=constraint_rhs, constraint_lhs=constraint_lhs\n", + ")\n", + "model = ps.SINDy(optimizer=optimizer, feature_library=library).fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "82bbf504", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:11.848609Z", + "iopub.status.busy": "2023-07-25T20:45:11.847917Z", + "iopub.status.idle": "2023-07-25T20:45:11.878680Z", + "shell.execute_reply": "2023-07-25T20:45:11.877654Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -11.085 x0 + 9.701 x1 + 0.020 x2 + 0.021 x0 x2 + 0.025 x1 x2\n", + "(x1)' = 2.338 1 + 0.050 x0 + 10.311 x1 + 0.368 x2 + -0.047 x0^2 + 0.197 x0 x1 + -0.308 x0 x2 + -0.125 x1^2 + -0.183 x1 x2 + -0.006 x2^2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "# Try with normalize columns (doesn't work with constraints!!!)\n", + "optimizer = ps.ConstrainedSR3(\n", + " constraint_rhs=constraint_rhs,\n", + " constraint_lhs=constraint_lhs,\n", + " normalize_columns=True,\n", + " threshold=10,\n", + ")\n", + "with ignore_specific_warnings():\n", + " model = ps.SINDy(optimizer=optimizer, feature_library=library).fit(x_train, t=dt)\n", + "\n", + "model.print()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "654a3212", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:11.883165Z", + "iopub.status.busy": "2023-07-25T20:45:11.882519Z", + "iopub.status.idle": "2023-07-25T20:45:11.887935Z", + "shell.execute_reply": "2023-07-25T20:45:11.886916Z" + } + }, + "outputs": [], + "source": [ + "# Repeat with inequality constraints, need CVXPY installed\n", + "try:\n", + " import cvxpy # noqa: F401\n", + "\n", + " run_cvxpy = True\n", + "except ImportError:\n", + " run_cvxpy = False\n", + " print(\"No CVXPY package is installed\")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "ae1de146", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:11.892500Z", + "iopub.status.busy": "2023-07-25T20:45:11.891761Z", + "iopub.status.idle": "2023-07-25T20:45:22.928006Z", + "shell.execute_reply": "2023-07-25T20:45:22.926250Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -10.000 x0 + 10.000 x1\n", + "(x1)' = 27.985 x0 + -0.994 x1 + -1.000 x0 x2\n", + "(x2)' = 0.001 x0 + -2.665 x2 + 0.001 x0^2 + 0.999 x0 x1\n", + "-10.000125845131029 10.000135827965188\n" + ] + } + ], + "source": [ + "if run_cvxpy:\n", + " # Repeat with inequality constraints\n", + " eps = 1e-5\n", + " constraint_rhs = np.array([eps, eps, 28])\n", + "\n", + " # One row per constraint, one column per coefficient\n", + " constraint_lhs = np.zeros((3, n_targets * n_features))\n", + "\n", + " # 1 * (x0 coefficient) + 1 * (x1 coefficient) <= eps\n", + " constraint_lhs[0, 1] = 1\n", + " constraint_lhs[0, 2] = 1\n", + "\n", + " # -eps <= 1 * (x0 coefficient) + 1 * (x1 coefficient)\n", + " constraint_lhs[1, 1] = -1\n", + " constraint_lhs[1, 2] = -1\n", + "\n", + " # 1 * (x0 coefficient) <= 28\n", + " constraint_lhs[2, 1 + n_features] = 1\n", + "\n", + " optimizer = ps.ConstrainedSR3(\n", + " constraint_rhs=constraint_rhs,\n", + " constraint_lhs=constraint_lhs,\n", + " inequality_constraints=True,\n", + " thresholder=\"l1\",\n", + " tol=1e-7,\n", + " threshold=10,\n", + " max_iter=10000,\n", + " )\n", + " model = ps.SINDy(optimizer=optimizer, feature_library=library).fit(x_train, t=dt)\n", + " model.print()\n", + " print(optimizer.coef_[0, 1], optimizer.coef_[0, 2])" + ] + }, + { + "cell_type": "markdown", + "id": "d065bccb", + "metadata": {}, + "source": [ + "### MIOSR\n", + "Mixed-integer optimized sparse regression (MIOSR) is an optimizer which solves the NP-hard subset selection problem to provable optimality using techniques from mixed-integer optimization. This optimizer is expected to be most performant compared to heuristics in settings with limited data or on systems with small coefficients. See Bertsimas, Dimitris, and Wes Gurnee. \"Learning Sparse Nonlinear Dynamics via Mixed-Integer Optimization.\" arXiv preprint arXiv:2206.00176 (2022). for details.\n", + "\n", + "Note, MIOSR requires `gurobipy` as a dependency. Please either `pip install gurobipy` or `pip install pysindy[miosr]`.\n", + "\n", + "Gurobi is a private company, but a limited academic license is available when you pip install. If you have previously installed `gurobipy` but your license has expired, `import gurobipy` will work but using the functionality will throw a `GurobiError`. See [here](https://support.gurobi.com/hc/en-us/articles/360038967271-How-do-I-renew-my-free-individual-academic-or-free-trial-license-) for how to renew a free academic license." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "b371c257", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:22.932710Z", + "iopub.status.busy": "2023-07-25T20:45:22.932227Z", + "iopub.status.idle": "2023-07-25T20:45:22.939832Z", + "shell.execute_reply": "2023-07-25T20:45:22.938529Z" + } + }, + "outputs": [], + "source": [ + "try:\n", + " import gurobipy\n", + "\n", + " run_miosr = True\n", + " GurobiError = gurobipy.GurobiError\n", + "except ImportError:\n", + " run_miosr = False" + ] + }, + { + "cell_type": "markdown", + "id": "077aa59e", + "metadata": {}, + "source": [ + "MIOSR can handle sparsity constraints in two ways: dimensionwise sparsity where the algorithm is fit once per each dimension, and global sparsity, where all dimensions are fit jointly to respect the overall sparsity constraint. Additionally, MIOSR can handle constraints and can be adapted to implement custom constraints by advanced users.\n", + "\n", + "### MIOSR target_sparsity vs. group_sparsity" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "72b56ccd", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:22.944470Z", + "iopub.status.busy": "2023-07-25T20:45:22.943977Z", + "iopub.status.idle": "2023-07-25T20:45:23.023515Z", + "shell.execute_reply": "2023-07-25T20:45:23.022463Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Restricted license - for non-production use only - expires 2023-10-25\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "if run_miosr:\n", + " try:\n", + " miosr_optimizer = ps.MIOSR(target_sparsity=7)\n", + " model = ps.SINDy(optimizer=miosr_optimizer)\n", + " model.fit(x_train, t=dt)\n", + " model.print()\n", + " except GurobiError:\n", + " print(\"User has an expired gurobi license\")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "3cb54468", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:23.027739Z", + "iopub.status.busy": "2023-07-25T20:45:23.027192Z", + "iopub.status.idle": "2023-07-25T20:45:23.143015Z", + "shell.execute_reply": "2023-07-25T20:45:23.141920Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "if run_miosr:\n", + " try:\n", + " miosr_optimizer = ps.MIOSR(group_sparsity=(2, 3, 2), target_sparsity=None)\n", + "\n", + " model = ps.SINDy(optimizer=miosr_optimizer)\n", + " model.fit(x_train, t=dt)\n", + " model.print()\n", + " except GurobiError:\n", + " print(\"User does not have a gurobi license\")" + ] + }, + { + "cell_type": "markdown", + "id": "11d83bca", + "metadata": {}, + "source": [ + "### MIOSR (verbose) with equality constraints" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "323a24fe", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:23.148957Z", + "iopub.status.busy": "2023-07-25T20:45:23.148386Z", + "iopub.status.idle": "2023-07-25T20:45:23.282655Z", + "shell.execute_reply": "2023-07-25T20:45:23.282148Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Set parameter TimeLimit to value 10\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Gurobi Optimizer version 9.5.2 build v9.5.2rc0 (linux64)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Thread count: 2 physical cores, 4 logical processors, using up to 4 threads\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimize a model with 3 rows, 60 columns and 33 nonzeros\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model fingerprint: 0x4e240364\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model has 165 quadratic objective terms\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model has 30 SOS constraints\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Variable types: 30 continuous, 30 integer (30 binary)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Coefficient statistics:\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Matrix range [1e+00, 1e+00]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Objective range [2e+02, 9e+07]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " QObjective range [1e+04, 6e+09]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Bounds range [1e+00, 1e+00]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " RHS range [2e+01, 3e+01]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Warning: Model contains large quadratic objective coefficients\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Consider reformulating model or setting NumericFocus parameter\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " to avoid numerical issues.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Presolve removed 1 rows and 2 columns\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Presolve time: 0.00s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Presolved: 2 rows, 58 columns, 31 nonzeros\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Presolved model has 29 SOS constraint(s)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Presolved model has 155 quadratic objective terms\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Variable types: 29 continuous, 29 integer (29 binary)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Root relaxation: objective -6.078269e+07, 78 iterations, 0.00 seconds (0.00 work units)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Nodes | Current Node | Objective Bounds | Work\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Expl Unexpl | Obj Depth IntInf | Incumbent BestBd Gap | It/Node Time\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 0 -6.078e+07 0 23 - -6.078e+07 - - 0s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "H 0 0 2.820235e+08 -6.078e+07 122% - 0s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "H 0 0 4.892195e+07 -6.078e+07 224% - 0s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 0 -6.078e+07 0 23 4.8922e+07 -6.078e+07 224% - 0s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "H 0 0 4.877359e+07 -6.078e+07 225% - 0s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 2 -6.078e+07 0 23 4.8774e+07 -6.078e+07 225% - 0s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "H 4 6 8894834.6000 -6.078e+07 783% 1.8 0s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "H 4 6 -2.94913e+07 -6.078e+07 106% 1.8 0s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "H 10 6 -2.99483e+07 -6.078e+07 103% 1.4 0s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "H 11 10 -3.82290e+07 -6.078e+07 59.0% 1.5 0s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "H 11 10 -4.76687e+07 -6.078e+07 27.5% 1.5 0s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "H 15 14 -4.78428e+07 -6.078e+07 27.0% 1.7 0s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "* 19 14 6 -6.07827e+07 -6.078e+07 0.00% 3.2 0s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Explored 23 nodes (166 simplex iterations) in 0.08 seconds (0.00 work units)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Thread count was 4 (of 4 available processors)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solution count 8: -6.07827e+07 -4.78428e+07 -4.76687e+07 ... 2.82023e+08\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No other solutions better than -6.07827e+07\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal solution found (tolerance 1.00e-04)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best objective -6.078268757125e+07, best bound -6.078268757125e+07, gap 0.0000%\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n", + "-10.000125845131029 10.000135827965188\n" + ] + } + ], + "source": [ + "if run_miosr:\n", + " try:\n", + " # Set constraints\n", + " n_targets = x_train.shape[1]\n", + " constraint_rhs = np.array([0, 28])\n", + "\n", + " # One row per constraint, one column per coefficient\n", + " constraint_lhs = np.zeros((2, n_targets * n_features))\n", + "\n", + " # 1 * (x0 coefficient) + 1 * (x1 coefficient) = 0\n", + " constraint_lhs[0, 1] = 1\n", + " constraint_lhs[0, 2] = 1\n", + "\n", + " # 1 * (x0 coefficient) = 28\n", + " constraint_lhs[1, 1 + n_features] = 1\n", + "\n", + " miosr_optimizer = ps.MIOSR(\n", + " constraint_rhs=constraint_rhs,\n", + " constraint_lhs=constraint_lhs,\n", + " verbose=True, # print the full gurobi log\n", + " target_sparsity=7,\n", + " )\n", + " model = ps.SINDy(optimizer=miosr_optimizer, feature_library=library)\n", + " model.fit(x_train, t=dt)\n", + " model.print()\n", + " print(optimizer.coef_[0, 1], optimizer.coef_[0, 2])\n", + " except GurobiError:\n", + " print(\"User does not have a gurobi license\")" + ] + }, + { + "cell_type": "markdown", + "id": "3b28b495", + "metadata": {}, + "source": [ + "See the [gurobi documentation](https://www.gurobi.com/documentation/9.5/refman/mip_logging.html) for more information on how to read the log output and this [tutorial](https://www.gurobi.com/resource/mip-basics/) on the basics of mixed-integer optimization." + ] + }, + { + "cell_type": "markdown", + "id": "a4d8cf42", + "metadata": {}, + "source": [ + "### SSR (greedy algorithm)\n", + "Stepwise sparse regression (SSR) is a greedy algorithm which solves the problem (defaults to ridge regression) by iteratively truncating the smallest coefficient during the optimization. There are many ways one can decide to truncate terms. We implement two popular ways, truncating the smallest coefficient at each iteration, or chopping each coefficient, computing N - 1 models, and then choosing the model with the lowest residual error. See this [notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/11_SSR_FROLS.ipynb) for examples." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "1262a46e", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:23.284723Z", + "iopub.status.busy": "2023-07-25T20:45:23.284430Z", + "iopub.status.idle": "2023-07-25T20:45:23.354482Z", + "shell.execute_reply": "2023-07-25T20:45:23.351898Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -0.001 1 + -10.005 x0 + 10.003 x1\n", + "(x1)' = -0.015 1 + 27.991 x0 + -0.998 x1 + 0.002 x2 + -1.000 x0 x2\n", + "(x2)' = 0.008 1 + 0.006 x0 + -0.004 x1 + -2.666 x2 + 0.001 x0^2 + 0.999 x0 x1\n" + ] + } + ], + "source": [ + "ssr_optimizer = ps.SSR(alpha=0.05)\n", + "\n", + "model = ps.SINDy(optimizer=ssr_optimizer)\n", + "model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "ff07f805", + "metadata": {}, + "source": [ + "The alpha parameter is the same here as in the STLSQ optimizer. It determines the amount of L2 regularization to use, so if alpha is nonzero, this is doing Ridge regression rather than least-squares regression." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "f47ccea7", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:23.359020Z", + "iopub.status.busy": "2023-07-25T20:45:23.358126Z", + "iopub.status.idle": "2023-07-25T20:45:23.676877Z", + "shell.execute_reply": "2023-07-25T20:45:23.675851Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -0.001 1 + -10.005 x0 + 10.003 x1\n", + "(x1)' = -0.015 1 + 27.991 x0 + -0.998 x1 + 0.002 x2 + -1.000 x0 x2\n", + "(x2)' = 0.008 1 + 0.006 x0 + -0.004 x1 + -2.666 x2 + 0.001 x0^2 + 0.999 x0 x1\n" + ] + } + ], + "source": [ + "ssr_optimizer = ps.SSR(alpha=0.05, criteria=\"model_residual\")\n", + "model = ps.SINDy(optimizer=ssr_optimizer)\n", + "model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "5ebe5784", + "metadata": {}, + "source": [ + "The kappa parameter determines how sparse a solution is desired." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "8b3ef434", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:23.681100Z", + "iopub.status.busy": "2023-07-25T20:45:23.680254Z", + "iopub.status.idle": "2023-07-25T20:45:23.954332Z", + "shell.execute_reply": "2023-07-25T20:45:23.953293Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -10.004 x0 + 10.003 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.665 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "ssr_optimizer = ps.SSR(alpha=0.05, criteria=\"model_residual\", kappa=1e-3)\n", + "model = ps.SINDy(optimizer=ssr_optimizer)\n", + "model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "575f0ae5", + "metadata": {}, + "source": [ + "### FROLS (greedy algorithm)\n", + "Forward Regression Orthogonal Least Squares (FROLS) is another greedy algorithm which solves the least-squares regression problem (actually default is to solve ridge regression) with $L_0$ norm by iteratively selecting the most correlated function in the library. At each step, the candidate functions are orthogonalized with respect to the already-selected functions. The selection criteria is the Error Reduction Ratio, i.e. the normalized increase in the explained output variance due to the addition of a given function to the basis. See this [notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/11_SSR_FROLS.ipynb) for examples." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "dfee4e05", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:23.958839Z", + "iopub.status.busy": "2023-07-25T20:45:23.958263Z", + "iopub.status.idle": "2023-07-25T20:45:24.062080Z", + "shell.execute_reply": "2023-07-25T20:45:24.061429Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -0.001 1 + -10.005 x0 + 10.003 x1\n", + "(x1)' = -0.005 1 + 27.990 x0 + -0.997 x1 + -1.000 x0 x2\n", + "(x2)' = 0.019 1 + -2.668 x2 + 0.999 x0 x1\n" + ] + } + ], + "source": [ + "optimizer = ps.FROLS(alpha=0.05)\n", + "model = ps.SINDy(optimizer=optimizer)\n", + "model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "1a662acc", + "metadata": {}, + "source": [ + "The kappa parameter determines how sparse a solution is desired." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "3b9d007c", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:24.065334Z", + "iopub.status.busy": "2023-07-25T20:45:24.065006Z", + "iopub.status.idle": "2023-07-25T20:45:24.164558Z", + "shell.execute_reply": "2023-07-25T20:45:24.163681Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -0.001 1 + -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "optimizer = ps.FROLS(alpha=0.05, kappa=1e-7)\n", + "model = ps.SINDy(optimizer=optimizer)\n", + "model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "2cc3d9b2", + "metadata": {}, + "source": [ + "### LASSO\n", + "In this example we use a third-party Lasso implementation (from scikit-learn) as the optimizer." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "2e2fd3c3", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:24.167781Z", + "iopub.status.busy": "2023-07-25T20:45:24.167157Z", + "iopub.status.idle": "2023-07-25T20:45:24.391392Z", + "shell.execute_reply": "2023-07-25T20:45:24.390330Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -10.005 x0 + 10.003 x1\n", + "(x1)' = 27.990 x0 + -0.997 x1 + -1.000 x0 x2\n", + "(x2)' = -2.665 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "lasso_optimizer = Lasso(alpha=2, max_iter=2000, fit_intercept=False)\n", + "\n", + "model = ps.SINDy(optimizer=lasso_optimizer)\n", + "model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "a794a815", + "metadata": {}, + "source": [ + "### Ensemble methods\n", + "One way to improve SINDy performance is to generate many models by sub-sampling the time series (ensemble) or sub-sampling the candidate library $\\mathbf{\\Theta}$ (library ensemble). The resulting models can then be synthesized by taking the average (bagging), taking the median (this is the recommended because it works well in practice), or some other post-processing. See this [notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/13_ensembling.ipynb) for more examples." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "37c8672a", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:24.395952Z", + "iopub.status.busy": "2023-07-25T20:45:24.394995Z", + "iopub.status.idle": "2023-07-25T20:45:25.303883Z", + "shell.execute_reply": "2023-07-25T20:45:25.303171Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0, 0, '$1$'),\n", + " Text(1, 0, '$x$'),\n", + " Text(2, 0, '$y$'),\n", + " Text(3, 0, '$z$'),\n", + " Text(4, 0, '$x^2$'),\n", + " Text(5, 0, '$x y$'),\n", + " Text(6, 0, '$x z$'),\n", + " Text(7, 0, '$y^2$'),\n", + " Text(8, 0, '$y z$'),\n", + " Text(9, 0, '$z^2$')]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Default is to sample the entire time series with replacement, generating 10 models on roughly\n", + "# 60% of the total data, with duplicates.\n", + "\n", + "# Custom feature names\n", + "np.random.seed(100)\n", + "feature_names = [\"x\", \"y\", \"z\"]\n", + "\n", + "ensemble_optimizer = ps.EnsembleOptimizer(\n", + " ps.STLSQ(threshold=1e-3, normalize_columns=False),\n", + " bagging=True,\n", + " n_subset=int(0.6 * x_train.shape[0]),\n", + ")\n", + "\n", + "model = ps.SINDy(optimizer=ensemble_optimizer, feature_names=feature_names)\n", + "model.fit(x_train, t=dt)\n", + "ensemble_coefs = ensemble_optimizer.coef_list\n", + "mean_ensemble = np.mean(ensemble_coefs, axis=0)\n", + "std_ensemble = np.std(ensemble_coefs, axis=0)\n", + "\n", + "# Now we sub-sample the library. The default is to omit a single library term.\n", + "library_ensemble_optimizer = ps.EnsembleOptimizer(\n", + " ps.STLSQ(threshold=1e-3, normalize_columns=False), library_ensemble=True\n", + ")\n", + "model = ps.SINDy(optimizer=library_ensemble_optimizer, feature_names=feature_names)\n", + "\n", + "model.fit(x_train, t=dt)\n", + "library_ensemble_coefs = library_ensemble_optimizer.coef_list\n", + "mean_library_ensemble = np.mean(library_ensemble_coefs, axis=0)\n", + "std_library_ensemble = np.std(library_ensemble_coefs, axis=0)\n", + "\n", + "# Plot results\n", + "xticknames = model.get_feature_names()\n", + "for i in range(10):\n", + " xticknames[i] = \"$\" + xticknames[i] + \"$\"\n", + "plt.figure(figsize=(10, 4))\n", + "colors = [\"b\", \"r\", \"k\"]\n", + "plt.subplot(1, 2, 1)\n", + "plt.title(\"ensembling\")\n", + "for i in range(3):\n", + " plt.errorbar(\n", + " range(10),\n", + " mean_ensemble[i, :],\n", + " yerr=std_ensemble[i, :],\n", + " fmt=\"o\",\n", + " color=colors[i],\n", + " label=r\"Equation for $\\dot{\" + feature_names[i] + r\"}$\",\n", + " )\n", + "ax = plt.gca()\n", + "plt.grid(True)\n", + "ax.set_xticks(range(10))\n", + "ax.set_xticklabels(xticknames, verticalalignment=\"top\")\n", + "plt.subplot(1, 2, 2)\n", + "plt.title(\"library ensembling\")\n", + "for i in range(3):\n", + " plt.errorbar(\n", + " range(10),\n", + " mean_library_ensemble[i, :],\n", + " yerr=std_library_ensemble[i, :],\n", + " fmt=\"o\",\n", + " color=colors[i],\n", + " label=r\"Equation for $\\dot{\" + feature_names[i] + r\"}$\",\n", + " )\n", + "ax = plt.gca()\n", + "plt.grid(True)\n", + "plt.legend()\n", + "ax.set_xticks(range(10))\n", + "ax.set_xticklabels(xticknames, verticalalignment=\"top\")" + ] + }, + { + "cell_type": "markdown", + "id": "cd8ad22f", + "metadata": {}, + "source": [ + "## Differentiation options" + ] + }, + { + "cell_type": "markdown", + "id": "2ef3b42d", + "metadata": {}, + "source": [ + "### Pass in pre-computed derivatives\n", + "Rather than using one of PySINDy's built-in differentiators, you can compute numerical derivatives using a method of your choice then pass them directly to the `fit` method. This option also enables you to use derivative data obtained directly from experiments." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "e5581ae0", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:25.306877Z", + "iopub.status.busy": "2023-07-25T20:45:25.306399Z", + "iopub.status.idle": "2023-07-25T20:45:25.330552Z", + "shell.execute_reply": "2023-07-25T20:45:25.329452Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "x_dot_precomputed = ps.FiniteDifference()._differentiate(x_train, t_train)\n", + "\n", + "model = ps.SINDy()\n", + "model.fit(x_train, t=t_train, x_dot=x_dot_precomputed)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "9e6a3bd1", + "metadata": {}, + "source": [ + "### Drop end points from finite difference computation\n", + "Many methods of numerical differentiation exhibit poor performance near the endpoints of the data. The `FiniteDifference` and `SmoothedFiniteDifference` methods allow one to easily drop the endpoints for improved accuracy." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "a4ac3d9d", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:25.334790Z", + "iopub.status.busy": "2023-07-25T20:45:25.334311Z", + "iopub.status.idle": "2023-07-25T20:45:25.366243Z", + "shell.execute_reply": "2023-07-25T20:45:25.364818Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.998 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "fd_drop_endpoints = ps.FiniteDifference(drop_endpoints=True)\n", + "\n", + "model = ps.SINDy(differentiation_method=fd_drop_endpoints)\n", + "model.fit(x_train, t=t_train)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "6559ff5b", + "metadata": {}, + "source": [ + "### Differentiation along specific array axis\n", + "For partial differential equations (PDEs), you may have spatiotemporal data in a multi-dimensional array. For this case, the `FiniteDifference` method allows one to only differential along a specific axis, so one can easily differentiate in a specific spatial direction." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "fe834423", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:25.370876Z", + "iopub.status.busy": "2023-07-25T20:45:25.370404Z", + "iopub.status.idle": "2023-07-25T20:45:25.862646Z", + "shell.execute_reply": "2023-07-25T20:45:25.861885Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.io import loadmat\n", + "\n", + "# Load the data stored in a matlab .mat file\n", + "kdV = loadmat(data / \"kdv.mat\")\n", + "t = np.ravel(kdV[\"t\"])\n", + "X = np.ravel(kdV[\"x\"])\n", + "x = np.real(kdV[\"usol\"])\n", + "dt_kdv = t[1] - t[0]\n", + "\n", + "# Plot x and x_dot\n", + "plt.figure()\n", + "plt.pcolormesh(t, X, x)\n", + "plt.xlabel(\"t\", fontsize=16)\n", + "plt.ylabel(\"X\", fontsize=16)\n", + "plt.title(r\"$u(x, t)$\", fontsize=16)\n", + "plt.figure()\n", + "x_dot = ps.FiniteDifference(axis=1)._differentiate(x, t=dt_kdv)\n", + "\n", + "plt.pcolormesh(t, X, x_dot)\n", + "plt.xlabel(\"t\", fontsize=16)\n", + "plt.ylabel(\"x\", fontsize=16)\n", + "plt.title(r\"$\\dot{u}(x, t)$\", fontsize=16)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "f2495034", + "metadata": {}, + "source": [ + "### Smoothed finite difference\n", + "This method, designed for noisy data, applies a smoother (the default is `scipy.signal.savgol_filter`) before performing differentiation." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "5f124cee", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:25.865206Z", + "iopub.status.busy": "2023-07-25T20:45:25.864650Z", + "iopub.status.idle": "2023-07-25T20:45:25.889911Z", + "shell.execute_reply": "2023-07-25T20:45:25.888743Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "smoothed_fd = ps.SmoothedFiniteDifference()\n", + "\n", + "model = ps.SINDy(differentiation_method=smoothed_fd)\n", + "model.fit(x_train, t=t_train)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "af69cfcd", + "metadata": {}, + "source": [ + "### More differentiation options\n", + "PySINDy is compatible with any of the differentiation methods from the [derivative](https://pypi.org/project/derivative/) package. They are explored in detail in [this notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/5_differentiation.ipynb).\n", + "\n", + "PySINDy defines a `SINDyDerivative` class for interfacing with `derivative` methods. To use a differentiation method provided by `derivative`, simply pass into `SINDyDerivative` the keyword arguments you would give the [dxdt](https://derivative.readthedocs.io/en/latest/api.html#derivative.differentiation.dxdt) method." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "74be7ad6", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:25.894401Z", + "iopub.status.busy": "2023-07-25T20:45:25.893915Z", + "iopub.status.idle": "2023-07-25T20:45:26.129913Z", + "shell.execute_reply": "2023-07-25T20:45:26.128539Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -10.000 x0 + 10.000 x1\n", + "(x1)' = 28.003 x0 + -1.001 x1 + -1.000 x0 x2\n", + "(x2)' = -2.667 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "spline_derivative = ps.SINDyDerivative(kind=\"spline\", s=1e-2)\n", + "\n", + "model = ps.SINDy(differentiation_method=spline_derivative)\n", + "model.fit(x_train, t=t_train)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "7c71e7c5", + "metadata": {}, + "source": [ + "## Feature libraries" + ] + }, + { + "cell_type": "markdown", + "id": "ed1c7d47", + "metadata": {}, + "source": [ + "### Custom feature names" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "3cb69fcb", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:26.134587Z", + "iopub.status.busy": "2023-07-25T20:45:26.134157Z", + "iopub.status.idle": "2023-07-25T20:45:26.159999Z", + "shell.execute_reply": "2023-07-25T20:45:26.158921Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x)' = -9.999 x + 9.999 y\n", + "(y)' = 27.992 x + -0.999 y + -1.000 x z\n", + "(z)' = -2.666 z + 1.000 x y\n" + ] + } + ], + "source": [ + "feature_names = [\"x\", \"y\", \"z\"]\n", + "model = ps.SINDy(feature_names=feature_names)\n", + "model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "e480dc97", + "metadata": {}, + "source": [ + "### Custom left-hand side when printing the model" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "8646174d", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:26.164935Z", + "iopub.status.busy": "2023-07-25T20:45:26.164260Z", + "iopub.status.idle": "2023-07-25T20:45:26.206189Z", + "shell.execute_reply": "2023-07-25T20:45:26.205160Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dx0/dt = -9.999 x0 + 9.999 x1\n", + "dx1/dt = 27.992 x0 + -0.999 x1 + -1.000 x0 x2\n", + "dx2/dt = -2.666 x2 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "model = ps.SINDy()\n", + "model.fit(x_train, t=dt)\n", + "model.print(lhs=[\"dx0/dt\", \"dx1/dt\", \"dx2/dt\"])" + ] + }, + { + "cell_type": "markdown", + "id": "8a05597f", + "metadata": {}, + "source": [ + "### Customize polynomial library\n", + "Omit interaction terms between variables, such as $x_0 x_1$." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "9f03a2df", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:26.214806Z", + "iopub.status.busy": "2023-07-25T20:45:26.214115Z", + "iopub.status.idle": "2023-07-25T20:45:26.242586Z", + "shell.execute_reply": "2023-07-25T20:45:26.241602Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = -12.142 x0 + 9.349 x1\n", + "(x2)' = 85.861 1 + 0.567 x0 + -7.354 x2 + 1.366 x0^2\n" + ] + } + ], + "source": [ + "poly_library = ps.PolynomialLibrary(include_interaction=False)\n", + "\n", + "model = ps.SINDy(feature_library=poly_library, optimizer=ps.STLSQ(threshold=0.5))\n", + "model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "3c0f5d10", + "metadata": {}, + "source": [ + "### Fourier library" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "6c9a563b", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:26.248053Z", + "iopub.status.busy": "2023-07-25T20:45:26.247360Z", + "iopub.status.idle": "2023-07-25T20:45:26.284066Z", + "shell.execute_reply": "2023-07-25T20:45:26.283085Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = 6.201 cos(1 x1)\n", + "(x1)' = -4.233 cos(1 x0) + -4.817 sin(1 x2) + 7.787 cos(1 x2) + -5.604 cos(2 x0) + 4.630 cos(3 x0) + 4.569 sin(3 x2)\n", + "(x2)' = 4.982 sin(1 x0) + 4.768 sin(1 x1) + -13.709 cos(2 x1) + 4.674 sin(3 x1) + -8.713 cos(3 x1)\n" + ] + } + ], + "source": [ + "fourier_library = ps.FourierLibrary(n_frequencies=3)\n", + "\n", + "model = ps.SINDy(feature_library=fourier_library, optimizer=ps.STLSQ(threshold=4))\n", + "model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "ca405ef9", + "metadata": {}, + "source": [ + "### Fully custom library\n", + "The `CustomLibrary` class gives you the option to pass in function names to improve the readability of the printed model. Each function \"name\" should itself be a function." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "1cdb5b06", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:26.288689Z", + "iopub.status.busy": "2023-07-25T20:45:26.288028Z", + "iopub.status.idle": "2023-07-25T20:45:26.349191Z", + "shell.execute_reply": "2023-07-25T20:45:26.348151Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = 1.197 1/x0 + -50.011 1/x2 + -12.462 x0 + 9.291 x1 + 0.383 x2 + 0.882 sin(x0,x1) + 1.984 sin(x0,x2) + -0.464 sin(x1,x2)\n", + "(x2)' = 0.874 1/x0 + -8.545 1/x2 + 0.114 x0 + 0.147 x1 + 3.659 sin(x0,x1) + -3.302 sin(x0,x2) + -3.094 sin(x1,x2)\n" + ] + } + ], + "source": [ + "library_functions = [\n", + " lambda x: np.exp(x),\n", + " lambda x: 1.0 / x,\n", + " lambda x: x,\n", + " lambda x, y: np.sin(x + y),\n", + "]\n", + "library_function_names = [\n", + " lambda x: \"exp(\" + x + \")\",\n", + " lambda x: \"1/\" + x,\n", + " lambda x: x,\n", + " lambda x, y: \"sin(\" + x + \",\" + y + \")\",\n", + "]\n", + "custom_library = ps.CustomLibrary(\n", + " library_functions=library_functions, function_names=library_function_names\n", + ")\n", + "\n", + "model = ps.SINDy(feature_library=custom_library)\n", + "with ignore_specific_warnings():\n", + " model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "cb80b40f", + "metadata": {}, + "source": [ + "### Fully custom library, default function names\n", + "If no function names are given, default ones are given: `f0`, `f1`, ..." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "432bfa8b", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:26.353692Z", + "iopub.status.busy": "2023-07-25T20:45:26.353041Z", + "iopub.status.idle": "2023-07-25T20:45:26.416916Z", + "shell.execute_reply": "2023-07-25T20:45:26.415834Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 f2(x0) + 9.999 f2(x1)\n", + "(x1)' = 1.197 f1(x0) + -50.011 f1(x2) + -12.462 f2(x0) + 9.291 f2(x1) + 0.383 f2(x2) + 0.882 f3(x0,x1) + 1.984 f3(x0,x2) + -0.464 f3(x1,x2)\n", + "(x2)' = 0.874 f1(x0) + -8.545 f1(x2) + 0.114 f2(x0) + 0.147 f2(x1) + 3.659 f3(x0,x1) + -3.302 f3(x0,x2) + -3.094 f3(x1,x2)\n" + ] + } + ], + "source": [ + "library_functions = [\n", + " lambda x: np.exp(x),\n", + " lambda x: 1.0 / x,\n", + " lambda x: x,\n", + " lambda x, y: np.sin(x + y),\n", + "]\n", + "custom_library = ps.CustomLibrary(library_functions=library_functions)\n", + "\n", + "model = ps.SINDy(feature_library=custom_library)\n", + "with ignore_specific_warnings():\n", + " model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "2de665c4", + "metadata": {}, + "source": [ + "### Identity library\n", + "The `IdentityLibrary` leaves input data untouched. It allows the flexibility for users to apply custom transformations to the input data before feeding it into a `SINDy` model." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "93e4aa87", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:26.421432Z", + "iopub.status.busy": "2023-07-25T20:45:26.420786Z", + "iopub.status.idle": "2023-07-25T20:45:26.462200Z", + "shell.execute_reply": "2023-07-25T20:45:26.461169Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1\n", + "(x1)' = -12.450 x0 + 9.314 x1 + 0.299 x2\n", + "(x2)' = 0.257 x0\n" + ] + } + ], + "source": [ + "identity_library = ps.IdentityLibrary()\n", + "\n", + "model = ps.SINDy(feature_library=identity_library)\n", + "model.fit(x_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "dfb273fd", + "metadata": {}, + "source": [ + "### Concatenate two libraries\n", + "Two or more libraries can be combined via the `+` operator." + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "e7e5730e", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:26.466858Z", + "iopub.status.busy": "2023-07-25T20:45:26.466196Z", + "iopub.status.idle": "2023-07-25T20:45:26.495493Z", + "shell.execute_reply": "2023-07-25T20:45:26.494673Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x)' = -9.999 x + 9.999 y\n", + "(y)' = -12.512 x + 9.391 y + 0.302 z + -2.969 sin(1 x) + -3.341 cos(1 x) + -1.027 sin(1 y) + -6.675 cos(1 y) + -1.752 sin(1 z) + 3.392 cos(1 z)\n", + "(z)' = 0.120 x + 0.140 y + 5.950 sin(1 x) + 2.661 cos(1 x) + 7.917 sin(1 y) + -4.030 cos(1 y) + -1.238 sin(1 z) + -0.280 cos(1 z)\n" + ] + }, + { + "data": { + "text/plain": [ + "['x',\n", + " 'y',\n", + " 'z',\n", + " 'sin(1 x)',\n", + " 'cos(1 x)',\n", + " 'sin(1 y)',\n", + " 'cos(1 y)',\n", + " 'sin(1 z)',\n", + " 'cos(1 z)']" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "identity_library = ps.IdentityLibrary()\n", + "fourier_library = ps.FourierLibrary()\n", + "combined_library = identity_library + fourier_library\n", + "\n", + "model = ps.SINDy(feature_library=combined_library, feature_names=feature_names)\n", + "model.fit(x_train, t=dt)\n", + "model.print()\n", + "model.get_feature_names()" + ] + }, + { + "cell_type": "markdown", + "id": "e578ac35", + "metadata": {}, + "source": [ + "### Tensor two libraries together\n", + "Two or more libraries can be tensored together via the `*` operator." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "c71d46a9", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:26.499701Z", + "iopub.status.busy": "2023-07-25T20:45:26.499226Z", + "iopub.status.idle": "2023-07-25T20:45:26.668624Z", + "shell.execute_reply": "2023-07-25T20:45:26.667640Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature names:\n", + " ['x sin(1 x)', 'x cos(1 x)', 'x sin(1 y)', 'x cos(1 y)', 'x sin(1 z)', 'x cos(1 z)', 'y sin(1 x)', 'y cos(1 x)', 'y sin(1 y)', 'y cos(1 y)', 'y sin(1 z)', 'y cos(1 z)', 'z sin(1 x)', 'z cos(1 x)', 'z sin(1 y)', 'z cos(1 y)', 'z sin(1 z)', 'z cos(1 z)', 'x^2 sin(1 x)', 'x^2 cos(1 x)', 'x^2 sin(1 y)', 'x^2 cos(1 y)', 'x^2 sin(1 z)', 'x^2 cos(1 z)', 'x y sin(1 x)', 'x y cos(1 x)', 'x y sin(1 y)', 'x y cos(1 y)', 'x y sin(1 z)', 'x y cos(1 z)', 'x z sin(1 x)', 'x z cos(1 x)', 'x z sin(1 y)', 'x z cos(1 y)', 'x z sin(1 z)', 'x z cos(1 z)', 'y^2 sin(1 x)', 'y^2 cos(1 x)', 'y^2 sin(1 y)', 'y^2 cos(1 y)', 'y^2 sin(1 z)', 'y^2 cos(1 z)', 'y z sin(1 x)', 'y z cos(1 x)', 'y z sin(1 y)', 'y z cos(1 y)', 'y z sin(1 z)', 'y z cos(1 z)', 'z^2 sin(1 x)', 'z^2 cos(1 x)', 'z^2 sin(1 y)', 'z^2 cos(1 y)', 'z^2 sin(1 z)', 'z^2 cos(1 z)']\n" + ] + } + ], + "source": [ + "identity_library = ps.PolynomialLibrary(include_bias=False)\n", + "fourier_library = ps.FourierLibrary()\n", + "combined_library = identity_library * fourier_library\n", + "\n", + "model = ps.SINDy(feature_library=combined_library, feature_names=feature_names)\n", + "model.fit(x_train, t=dt)\n", + "# model.print() # prints out long and unobvious model\n", + "print(\"Feature names:\\n\", model.get_feature_names())" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "c2aa636a", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:26.673134Z", + "iopub.status.busy": "2023-07-25T20:45:26.672205Z", + "iopub.status.idle": "2023-07-25T20:45:27.414299Z", + "shell.execute_reply": "2023-07-25T20:45:27.413585Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# the model prediction is quite bad of course\n", + "# because the library has mostly useless terms\n", + "x_dot_test_predicted = model.predict(x_test)\n", + "\n", + "# Compute derivatives with a finite difference method, for comparison\n", + "x_dot_test_computed = model.differentiate(x_test, t=dt)\n", + "\n", + "fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(7, 9))\n", + "for i in range(x_test.shape[1]):\n", + " axs[i].plot(t_test, x_dot_test_computed[:, i], \"k\", label=\"numerical derivative\")\n", + " axs[i].plot(t_test, x_dot_test_predicted[:, i], \"r--\", label=\"model prediction\")\n", + " axs[i].legend()\n", + " axs[i].set(xlabel=\"t\", ylabel=r\"$\\dot x_{}$\".format(i))\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cd2a1439", + "metadata": {}, + "source": [ + "### Generalized library\n", + "\n", + "Create the most general and flexible possible library by combining and tensoring as many libraries as you want, and you can even specify which input variables to use to generate each library! A much more advanced example is shown further below for PDEs.\n", + "One can specify:\n", + "
\n", + "1. N different libraries to add together\n", + "2. A list of inputs to use for each library. For two libraries with four inputs this\n", + " would look like inputs_per_library = [[0, 1, 2, 3], [0, 1, 2, 3]] and to avoid using\n", + " the first two input variables in the second library, you would change it to\n", + " inputs_per_library = [[0, 1, 2, 3], [2, 3]].\n", + "\n", + "3. A list of libraries to tensor together and add to the overall library. For four libraries, we could make three tensor libraries by using tensor_array = [[1, 0, 1, 1], [1, 1, 1, 1], [0, 0, 1, 1]]. The first sub-array takes the tensor product of libraries 0, 2, 3, the second takes the tensor product of all of them, and the last takes the tensor product of the libraries 2 and 3. This is a silly example since the [1, 1, 1, 1] tensor product already contains all the possible terms.\n", + "4. A list of library indices to exclude from the overall library. The first N libraries correspond to the input libraries and the subsequent indices correspond to the tensored libraries. For two libraries, exclude_libraries=[0,1] and tensor_array=[[1,1]] would result in a library consisting of only the tensor product.\n", + "
\n", + "
\n", + "Note that using this is a more advanced feature, but with the benefit that it allows any SINDy library you want.
" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "668fc963", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:27.417275Z", + "iopub.status.busy": "2023-07-25T20:45:27.416824Z", + "iopub.status.idle": "2023-07-25T20:45:27.460745Z", + "shell.execute_reply": "2023-07-25T20:45:27.459222Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x)' = -9.999 x + 9.999 y\n", + "(y)' = 27.992 x + -0.999 y + -1.000 x z\n", + "(z)' = -2.666 z + 1.000 x y\n", + "Feature names:\n", + " ['x', 'y', 'z', 'x^2', 'x y', 'x z', 'y^2', 'y z', 'z^2', 'x sin(1 y)', 'x cos(1 y)', 'x sin(1 z)', 'x cos(1 z)', 'y sin(1 y)', 'y cos(1 y)', 'y sin(1 z)', 'y cos(1 z)', 'z sin(1 y)', 'z cos(1 y)', 'z sin(1 z)', 'z cos(1 z)', 'x^2 sin(1 y)', 'x^2 cos(1 y)', 'x^2 sin(1 z)', 'x^2 cos(1 z)', 'x y sin(1 y)', 'x y cos(1 y)', 'x y sin(1 z)', 'x y cos(1 z)', 'x z sin(1 y)', 'x z cos(1 y)', 'x z sin(1 z)', 'x z cos(1 z)', 'y^2 sin(1 y)', 'y^2 cos(1 y)', 'y^2 sin(1 z)', 'y^2 cos(1 z)', 'y z sin(1 y)', 'y z cos(1 y)', 'y z sin(1 z)', 'y z cos(1 z)', 'z^2 sin(1 y)', 'z^2 cos(1 y)', 'z^2 sin(1 z)', 'z^2 cos(1 z)']\n" + ] + } + ], + "source": [ + "# Initialize two libraries\n", + "poly_library = ps.PolynomialLibrary(include_bias=False)\n", + "fourier_library = ps.FourierLibrary()\n", + "\n", + "# Initialize the default inputs, but\n", + "# don't use the x0 input for generating the Fourier library\n", + "inputs_per_library = [(0, 1, 2), (1, 2)]\n", + "\n", + "# Tensor all the polynomial and Fourier library terms together\n", + "tensor_array = [[1, 1]]\n", + "\n", + "# Initialize this generalized library, all the work hidden from the user!\n", + "generalized_library = ps.GeneralizedLibrary(\n", + " [poly_library, fourier_library],\n", + " tensor_array=tensor_array,\n", + " exclude_libraries=[1],\n", + " inputs_per_library=inputs_per_library,\n", + ")\n", + "\n", + "# Fit the model and print the library feature names to check success\n", + "model = ps.SINDy(feature_library=generalized_library, feature_names=feature_names)\n", + "model.fit(x_train, t=dt)\n", + "model.print()\n", + "print(\"Feature names:\\n\", model.get_feature_names())" + ] + }, + { + "cell_type": "markdown", + "id": "19825117", + "metadata": {}, + "source": [ + "## SINDy with control (SINDYc)\n", + "SINDy models with control inputs can also be learned. Here we learn a Lorenz control model:\n", + "$$ \\dot{x} = \\sigma (y - x) + u_0$$\n", + "$$ \\dot{y} = x(\\rho - z) - y $$\n", + "$$ \\dot{z} = x y - \\beta z - u_1$$" + ] + }, + { + "cell_type": "markdown", + "id": "1ccc88df", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "### Train the model" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "3bcd750c", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:27.465281Z", + "iopub.status.busy": "2023-07-25T20:45:27.464800Z", + "iopub.status.idle": "2023-07-25T20:45:27.766724Z", + "shell.execute_reply": "2023-07-25T20:45:27.765908Z" + } + }, + "outputs": [], + "source": [ + "# Control input\n", + "def u_fun(t):\n", + " return np.column_stack([np.sin(2 * t), t**2])\n", + "\n", + "\n", + "# Generate measurement data\n", + "dt = 0.002\n", + "\n", + "t_train = np.arange(0, t_end_train, dt)\n", + "t_train_span = (t_train[0], t_train[-1])\n", + "x0_train = [-8, 8, 27]\n", + "x_train = solve_ivp(\n", + " lorenz_control,\n", + " t_train_span,\n", + " x0_train,\n", + " t_eval=t_train,\n", + " args=(u_fun,),\n", + " **integrator_keywords,\n", + ").y.T\n", + "u_train = u_fun(t_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "c5215ed8", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:27.769188Z", + "iopub.status.busy": "2023-07-25T20:45:27.768978Z", + "iopub.status.idle": "2023-07-25T20:45:27.798607Z", + "shell.execute_reply": "2023-07-25T20:45:27.797539Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = -9.999 x0 + 9.999 x1 + 0.999 u0\n", + "(x1)' = 27.988 x0 + -0.998 x1 + -1.000 x0 x2\n", + "(x2)' = -2.666 x2 + -1.000 u1 + 1.000 x0 x1\n" + ] + } + ], + "source": [ + "# Instantiate and fit the SINDYc model\n", + "model = ps.SINDy()\n", + "model.fit(x_train, u=u_train, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "0c4f2487", + "metadata": {}, + "source": [ + "### Assess results on a test trajectory" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "88736b1b", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:27.802917Z", + "iopub.status.busy": "2023-07-25T20:45:27.802423Z", + "iopub.status.idle": "2023-07-25T20:45:28.453782Z", + "shell.execute_reply": "2023-07-25T20:45:28.452291Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model score: 1.000000\n" + ] + } + ], + "source": [ + "# Evolve the Lorenz equations in time using a different initial condition\n", + "t_test = np.arange(0, t_end_test, dt)\n", + "t_test_span = (t_test[0], t_test[-1])\n", + "u_test = u_fun(t_test)\n", + "x0_test = np.array([8, 7, 15])\n", + "x_test = solve_ivp(\n", + " lorenz_control,\n", + " t_test_span,\n", + " x0_test,\n", + " t_eval=t_test,\n", + " args=(u_fun,),\n", + " **integrator_keywords,\n", + ").y.T\n", + "u_test = u_fun(t_test)\n", + "\n", + "# Compare SINDy-predicted derivatives with finite difference derivatives\n", + "print(\"Model score: %f\" % model.score(x_test, u=u_test, t=dt))" + ] + }, + { + "cell_type": "markdown", + "id": "27a20190", + "metadata": {}, + "source": [ + "### Predict derivatives with learned model" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "504192ce", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:28.459124Z", + "iopub.status.busy": "2023-07-25T20:45:28.458434Z", + "iopub.status.idle": "2023-07-25T20:45:29.009448Z", + "shell.execute_reply": "2023-07-25T20:45:29.008775Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Predict derivatives using the learned model\n", + "x_dot_test_predicted = model.predict(x_test, u=u_test)\n", + "\n", + "# Compute derivatives with a finite difference method, for comparison\n", + "x_dot_test_computed = model.differentiate(x_test, t=dt)\n", + "\n", + "fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(7, 9))\n", + "for i in range(x_test.shape[1]):\n", + " axs[i].plot(t_test, x_dot_test_computed[:, i], \"k\", label=\"numerical derivative\")\n", + " axs[i].plot(t_test, x_dot_test_predicted[:, i], \"r--\", label=\"model prediction\")\n", + " axs[i].legend()\n", + " axs[i].set(xlabel=\"t\", ylabel=r\"$\\dot x_{}$\".format(i))\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c9a029e1", + "metadata": {}, + "source": [ + "### Simulate forward in time (control input function known)\n", + "When working with control inputs `SINDy.simulate` requires a *function* to be passed in for the control inputs, `u`, because the default integrator used in `SINDy.simulate` uses adaptive time-stepping. We show what to do in the case when you do not know the functional form for the control inputs in the example following this one." + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "e546284f", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:29.011778Z", + "iopub.status.busy": "2023-07-25T20:45:29.011386Z", + "iopub.status.idle": "2023-07-25T20:45:41.368151Z", + "shell.execute_reply": "2023-07-25T20:45:41.367424Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Evolve the new initial condition in time with the SINDy model\n", + "x_test_sim = model.simulate(x0_test, t_test, u=u_fun)\n", + "\n", + "fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(7, 9))\n", + "for i in range(x_test.shape[1]):\n", + " axs[i].plot(t_test, x_test[:, i], \"k\", label=\"true simulation\")\n", + " axs[i].plot(t_test, x_test_sim[:, i], \"r--\", label=\"model simulation\")\n", + " axs[i].legend()\n", + " axs[i].set(xlabel=\"t\", ylabel=\"$x_{}$\".format(i))\n", + "\n", + "fig = plt.figure(figsize=(10, 4.5))\n", + "ax1 = fig.add_subplot(121, projection=\"3d\")\n", + "ax1.plot(x_test[:, 0], x_test[:, 1], x_test[:, 2], \"k\")\n", + "ax1.set(xlabel=\"$x_0$\", ylabel=\"$x_1$\", zlabel=\"$x_2$\", title=\"true simulation\")\n", + "\n", + "ax2 = fig.add_subplot(122, projection=\"3d\")\n", + "ax2.plot(x_test_sim[:, 0], x_test_sim[:, 1], x_test_sim[:, 2], \"r--\")\n", + "ax2.set(xlabel=\"$x_0$\", ylabel=\"$x_1$\", zlabel=\"$x_2$\", title=\"model simulation\")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d1c477b1", + "metadata": {}, + "source": [ + "### Simulate forward in time (unknown control input function)\n", + "If you only have a vector of control input values at the times in `t_test` and do not know the functional form for `u`, the `simulate` function will internally form an interpolating function based on the vector of control inputs. As a consequence of this interpolation procedure, `simulate` will not give a state estimate for the last time point in `t_test`. This is because the default integrator, `scipy.integrate.solve_ivp` (with LSODA as the default solver), is adaptive and sometimes attempts to evaluate the interpolant outside the domain of interpolation, causing an error." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "d3756734", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:41.370702Z", + "iopub.status.busy": "2023-07-25T20:45:41.370454Z", + "iopub.status.idle": "2023-07-25T20:45:41.373978Z", + "shell.execute_reply": "2023-07-25T20:45:41.373311Z" + } + }, + "outputs": [], + "source": [ + "u_test = u_fun(t_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "12920bfd", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:41.376475Z", + "iopub.status.busy": "2023-07-25T20:45:41.376186Z", + "iopub.status.idle": "2023-07-25T20:45:51.784956Z", + "shell.execute_reply": "2023-07-25T20:45:51.784262Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Length of t_test: 7500\n", + "Length of simulation: 7499\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_test_sim = model.simulate(x0_test, t_test, u=u_test)\n", + "\n", + "# Note that the output is one example short of the length of t_test\n", + "print(\"Length of t_test:\", len(t_test))\n", + "print(\"Length of simulation:\", len(x_test_sim))\n", + "\n", + "fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(12, 4))\n", + "for i in range(x_test.shape[1]):\n", + " axs[i].plot(t_test[:-1], x_test[:-1, i], \"k\", label=\"true simulation\")\n", + " axs[i].plot(t_test[:-1], x_test_sim[:, i], \"r--\", label=\"model simulation\")\n", + " axs[i].set(xlabel=\"t\", ylabel=\"$x_{}$\".format(i))\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7190f1d9", + "metadata": {}, + "source": [ + "## Implicit ODEs\n", + "How would we use SINDy to solve an implicit ODE? In other words, now the LHS can depend on x and x_dot,\n", + "$$\\dot{\\mathbf{x}} = \\mathbf{f}(\\mathbf{x}, \\dot{\\mathbf{x}})$$\n", + "\n", + "\n", + "In order to deal with this, we need a library $\\Theta(\\mathbf{x}, \\dot{\\mathbf{x}})$. SINDy parallel implicit (SINDy-PI) is geared to solve these problems. It solves the optimization problem,\n", + "$$argmin_\\mathbf{\\Xi} (\\|\\Theta(\\mathbf{X}, \\dot{\\mathbf{X}}) - \\Theta(\\mathbf{X}, \\dot{\\mathbf{X}})\\mathbf{\\Xi}\\| + \\lambda \\|\\mathbf{\\Xi}\\|_1)$$\n", + "such that diag$(\\mathbf{\\Xi}) = 0$. So for every candidate library term it generates a different model. With N state variables, we need to choose N of the equations to solve for the system evolution. See the [SINDy-PI notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/9_sindypi_with_sympy.ipynb) for more details.\n", + "\n", + "Here we illustrate successful identification of the 1D Michelson-Menten enzyme model\n", + "$$\\dot{x} = 0.6 - \\frac{1.5 x}{0.3 + x}.$$\n", + "Or, equivalently\n", + "$$\\dot{x} = 0.6 - 3 x - \\frac{10}{3} x\\dot{x}.$$\n", + "\n", + "Note that some of the model fits fail. This is usually because the LHS term being fitted is a poor match to the data, but this error can also be caused by CVXPY not liking the parameters passed to the solver.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "2dcf1f66", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:45:51.787385Z", + "iopub.status.busy": "2023-07-25T20:45:51.787164Z", + "iopub.status.idle": "2023-07-25T20:46:02.216108Z", + "shell.execute_reply": "2023-07-25T20:46:02.214708Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model 0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model 1\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model 2\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model 3\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solver failed on model 3 , setting coefs to zeros\n", + "Model 4\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model 5\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model 6\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model 7\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model 8\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model 9\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 = 5.000 x0 + 1.667 x0_dot + 5.556 x0x0_dot\n", + "x0 = 0.200 1 + -0.333 x0_dot + -1.111 x0x0_dot\n", + "x0x0 = 0.198 x0 + 0.007 x0x0x0 + -0.338 x0x0_dot + -1.099 x0x0x0_dot\n", + "x0x0x0 = 0.000\n", + "x0x0x0x0 = -0.001 1 + 0.363 x0x0x0 + 0.041 x0x0_dot + -1.205 x0x0x0x0x0_dot\n", + "x0_dot = 0.600 1 + -3.000 x0 + -3.333 x0x0_dot\n", + "x0x0_dot = 0.180 1 + -0.900 x0 + -0.300 x0_dot\n", + "x0x0x0_dot = -0.004 1 + 0.136 x0 + -0.508 x0x0 + -0.344 x0x0x0 + -0.102 x0x0_dot + -0.219 x0x0x0x0x0_dot\n", + "x0x0x0x0_dot = 0.003 1 + 0.001 x0 + -0.391 x0x0x0 + -0.247 x0x0x0x0 + -0.108 x0x0_dot\n", + "x0x0x0x0x0_dot = 0.001 1 + -0.670 x0x0x0x0 + -0.005 x0_dot + 0.029 x0x0_dot + -0.271 x0x0x0_dot\n" + ] + } + ], + "source": [ + "if run_cvxpy:\n", + " # define parameters\n", + " r = 1\n", + " dt = 0.001\n", + " if __name__ != \"testing\":\n", + " T = 4\n", + " else:\n", + " T = 0.02\n", + " t = np.arange(0, T + dt, dt)\n", + " t_span = (t[0], t[-1])\n", + " x0_train = [0.55]\n", + " x_train = solve_ivp(enzyme, t_span, x0_train, t_eval=t, **integrator_keywords).y.T\n", + "\n", + " # Initialize custom SINDy library so that we can have\n", + " # x_dot inside it.\n", + " x_library_functions = [\n", + " lambda x: x,\n", + " lambda x, y: x * y,\n", + " lambda x: x**2,\n", + " lambda x, y, z: x * y * z,\n", + " lambda x, y: x * y**2,\n", + " lambda x: x**3,\n", + " lambda x, y, z, w: x * y * z * w,\n", + " lambda x, y, z: x * y * z**2,\n", + " lambda x, y: x * y**3,\n", + " lambda x: x**4,\n", + " ]\n", + " x_dot_library_functions = [lambda x: x]\n", + "\n", + " # library function names includes both the x_library_functions\n", + " # and x_dot_library_functions names\n", + " library_function_names = [\n", + " lambda x: x,\n", + " lambda x, y: x + y,\n", + " lambda x: x + x,\n", + " lambda x, y, z: x + y + z,\n", + " lambda x, y: x + y + y,\n", + " lambda x: x + x + x,\n", + " lambda x, y, z, w: x + y + z + w,\n", + " lambda x, y, z: x + y + z + z,\n", + " lambda x, y: x + y + y + y,\n", + " lambda x: x + x + x + x,\n", + " lambda x: x,\n", + " ]\n", + "\n", + " # Need to pass time base to the library so can build the x_dot library from x\n", + " sindy_library = ps.SINDyPILibrary(\n", + " library_functions=x_library_functions,\n", + " x_dot_library_functions=x_dot_library_functions,\n", + " t=t,\n", + " function_names=library_function_names,\n", + " include_bias=True,\n", + " )\n", + "\n", + " # Use the SINDy-PI optimizer, which relies on CVXPY.\n", + " # Note that if LHS of the equation fits the data poorly,\n", + " # CVXPY often returns failure.\n", + " sindy_opt = ps.SINDyPI(\n", + " threshold=1e-6,\n", + " tol=1e-8,\n", + " thresholder=\"l1\",\n", + " max_iter=20000,\n", + " )\n", + " model = ps.SINDy(\n", + " optimizer=sindy_opt,\n", + " feature_library=sindy_library,\n", + " differentiation_method=ps.FiniteDifference(drop_endpoints=True),\n", + " )\n", + " model.fit(x_train, t=t)\n", + " model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "4bc4d167", + "metadata": {}, + "source": [ + "## SINDy with control parameters (SINDyCP)\n", + "The control input in PySINDy can be used to discover equations parameterized by control parameters in conjunction with the `ParameterizedLibrary`. We demonstrate on the logistic map\n", + "$$ x_{n+1} = r x_n(1-x_n)$$\n", + "which depends on a single parameter $r$." + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "2e31e153", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:46:02.220591Z", + "iopub.status.busy": "2023-07-25T20:46:02.220104Z", + "iopub.status.idle": "2023-07-25T20:46:04.702189Z", + "shell.execute_reply": "2023-07-25T20:46:04.701594Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Iterate the map and drop the initial 500-step transient. The behavior is chaotic for r>3.6.\n", + "if __name__ != \"testing\":\n", + " num = 1000\n", + " N = 1000\n", + " N_drop = 500\n", + "else:\n", + " num = 20\n", + " N = 20\n", + " N_drop = 10\n", + "r0 = 3.5\n", + "rs = r0 + np.arange(num) / num * (4 - r0)\n", + "xss = []\n", + "for r in rs:\n", + " xs = []\n", + " x = 0.5\n", + " for n in range(N + N_drop):\n", + " if n >= N_drop:\n", + " xs = xs + [x]\n", + " x = r * x * (1 - x)\n", + " xss = xss + [xs]\n", + "\n", + "plt.figure(figsize=(4, 4), dpi=100)\n", + "for ind in range(num):\n", + " plt.plot(np.ones(N) * rs[ind], xss[ind], \",\", alpha=0.1, c=\"black\", rasterized=True)\n", + "plt.xlabel(\"$r$\")\n", + "plt.ylabel(\"$x_n$\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "870a68f7", + "metadata": {}, + "source": [ + "We construct a `parameter_library` and a `feature_library` to act on the input data `x` and the control input `u` independently. The `ParameterizedLibrary` is composed of products of the two libraries output features. This enables fine control over the library features, which is especially useful in the case of PDEs like those arising in pattern formation modeling. See this [notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/17_parameterized_pattern_formation/17_parameterized_pattern_formation.ipynb) for examples." + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "359cec92", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:46:04.705034Z", + "iopub.status.busy": "2023-07-25T20:46:04.704608Z", + "iopub.status.idle": "2023-07-25T20:46:04.721728Z", + "shell.execute_reply": "2023-07-25T20:46:04.720637Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x)[k+1] = 1.000 r[k] x[k] + -1.000 r[k] x[k]^2\n" + ] + } + ], + "source": [ + "# use four parameter values as training data\n", + "rs_train = [3.6, 3.7, 3.8, 3.9]\n", + "xs_train = [np.array(xss[np.where(np.array(rs) == r)[0][0]]) for r in rs_train]\n", + "\n", + "feature_lib = ps.PolynomialLibrary(degree=3, include_bias=True)\n", + "parameter_lib = ps.PolynomialLibrary(degree=1, include_bias=True)\n", + "lib = ps.ParameterizedLibrary(\n", + " feature_library=feature_lib,\n", + " parameter_library=parameter_lib,\n", + " num_features=1,\n", + " num_parameters=1,\n", + ")\n", + "opt = ps.STLSQ(threshold=1e-1, normalize_columns=False)\n", + "model = ps.SINDy(\n", + " feature_library=lib, optimizer=opt, feature_names=[\"x\", \"r\"], discrete_time=True\n", + ")\n", + "model.fit(xs_train, u=rs_train)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "a9a4dc66", + "metadata": {}, + "source": [ + "## PDEFIND Feature Overview\n", + "PySINDy now supports SINDy for PDE identification (PDE-FIND) (Rudy, Samuel H., Steven L. Brunton, Joshua L. Proctor, and J. Nathan Kutz. \"Data-driven discovery of partial differential equations.\" Science Advances 3, no. 4 (2017): e1602614.). We illustrate a basic example on Burgers' equation:\n", + "$$u_t = -uu_x + 0.1u_{xx}$$\n", + "\n", + "Note that for noisy PDE data, the most robust method is to use the weak form of PDEFIND (see below)!" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "b6e77746", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:46:04.726064Z", + "iopub.status.busy": "2023-07-25T20:46:04.725595Z", + "iopub.status.idle": "2023-07-25T20:46:05.312871Z", + "shell.execute_reply": "2023-07-25T20:46:05.312192Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = 0.100 x0_11 + -1.001 x0x0_1\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.io import loadmat\n", + "\n", + "# Load data\n", + "data = loadmat(data / \"burgers.mat\")\n", + "t = np.ravel(data[\"t\"])\n", + "x = np.ravel(data[\"x\"])\n", + "u = np.real(data[\"usol\"])\n", + "dt = t[1] - t[0]\n", + "dx = x[1] - x[0]\n", + "u_dot = ps.FiniteDifference(axis=-1)._differentiate(u, t=dt)\n", + "\n", + "# Plot the spatiotemporal data\n", + "plt.figure()\n", + "plt.imshow(u, aspect=\"auto\")\n", + "plt.colorbar()\n", + "plt.figure()\n", + "plt.imshow(u_dot, aspect=\"auto\")\n", + "plt.colorbar()\n", + "u = np.reshape(u, (len(x), len(t), 1))\n", + "\n", + "# Define quadratic library with up to third order derivatives\n", + "# on a uniform spatial grid\n", + "library_functions = [lambda x: x, lambda x: x * x]\n", + "library_function_names = [lambda x: x, lambda x: x + x]\n", + "pde_lib = ps.PDELibrary(\n", + " library_functions=library_functions,\n", + " function_names=library_function_names,\n", + " derivative_order=3,\n", + " spatial_grid=x,\n", + " diff_kwargs={\"is_uniform\": True, \"periodic\": True},\n", + ")\n", + "\n", + "optimizer = ps.STLSQ(threshold=0.1, alpha=1e-5, normalize_columns=True)\n", + "model = ps.SINDy(feature_library=pde_lib, optimizer=optimizer)\n", + "# Note that the dimensions of u are reshaped internally,\n", + "# according to the dimensions in spatial_grid\n", + "model.fit(u, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "e80d396d", + "metadata": {}, + "source": [ + "### Weak formulation system identification improves robustness to noise.\n", + "PySINDy also supports weak form PDE identification following Reinbold et al. (2019)." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "37937c74", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:46:05.315839Z", + "iopub.status.busy": "2023-07-25T20:46:05.315262Z", + "iopub.status.idle": "2023-07-25T20:46:05.356979Z", + "shell.execute_reply": "2023-07-25T20:46:05.356169Z" + } + }, + "outputs": [], + "source": [ + "# Same library but using the weak formulation\n", + "library_functions = [lambda x: x, lambda x: x * x]\n", + "library_function_names = [lambda x: x, lambda x: x + x]\n", + "X, T = np.meshgrid(x, t)\n", + "XT = np.array([X, T]).T\n", + "pde_lib = ps.WeakPDELibrary(\n", + " library_functions=library_functions,\n", + " function_names=library_function_names,\n", + " derivative_order=3,\n", + " spatiotemporal_grid=XT,\n", + " is_uniform=True,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "db3c854f", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:46:05.359921Z", + "iopub.status.busy": "2023-07-25T20:46:05.359460Z", + "iopub.status.idle": "2023-07-25T20:46:05.423798Z", + "shell.execute_reply": "2023-07-25T20:46:05.423142Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = 0.101 x0_11 + -1.003 x0x0_1\n" + ] + } + ], + "source": [ + "optimizer = ps.STLSQ(threshold=0.01, alpha=1e-5, normalize_columns=True)\n", + "model = ps.SINDy(feature_library=pde_lib, optimizer=optimizer)\n", + "\n", + "# Note that reshaping u is done internally\n", + "model.fit(u, t=dt)\n", + "model.print()" + ] + }, + { + "cell_type": "markdown", + "id": "d9587a19", + "metadata": {}, + "source": [ + "### GeneralizedLibrary\n", + "The `GeneralizedLibrary` is meant for identifying ODEs/PDEs the depend on the spatial and/or temporal coordinates and/or nonlinear functions of derivative terms.\n", + "\n", + "Often, especially for PDEs, there is some explicit spatiotemporal dependence such as through an external potential. For instance, a well known PDE is the Poisson equation for the electric potential in 2D:\n", + "$$ (\\partial_{xx} + \\partial_{yy})\\phi(x, y) = \\rho(x,y).$$\n", + "\n", + "\n", + "**Note that all other SINDy libraries implemented in PySINDy only allow for functions of $\\phi(x, y)$ on the RHS of the SINDy equation.** This method allows for functions of the spatial and temporal coordinates like $\\rho(x, y)$, as well as anything else you can imagine.\n", + "\n", + "Let's suppose we have a distribution like the following\n", + "$$ \\rho(x, y) = x^2 + y^2$$\n", + "We can actually directly input $(\\partial_{xx} + \\partial_{yy})\\phi(x, y)$ as \"x_dot\" in the SINDy fit, functionally replacing the normal left-hand-side (LHS) of the SINDy equation. Then we can build a candidate library of terms to discover the correct charge density matching this data.\n", + "\n", + "In the following, we will build three different libraries, each using their own subset of inputs, tensor a subset of them together, and fit a model. This is total overkill for this problem but hopefully is illustrative." + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "5a9a5787", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:46:05.426588Z", + "iopub.status.busy": "2023-07-25T20:46:05.426332Z", + "iopub.status.idle": "2023-07-25T20:46:06.325663Z", + "shell.execute_reply": "2023-07-25T20:46:06.324981Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(x0)' = 1.045 x1^2 + 1.061 x2^2\n", + "(x1)' = 1.000 x1\n", + "(x2)' = 1.000 x2\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABkAAAAErCAYAAACGmE+wAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOy9e7glRXU2/lbvMxcQBhy5jCg3fQwQDRBBETCKQoKoRIUQJWhQiBo/4FOBaPCngsaIhKiYiKCiEKOEhKgYJTEBFAmKRBDiFT41CIgMRrkjM3PO7vX7o2pVrbr17n32OTNnzqz3ec7Zu6tWraruvXvt7vX2WssQEUGhUCgUCoVCoVAoFAqFQqFQKBQKhWIRodnQC1AoFAqFQqFQKBQKhUKhUCgUCoVCoZhrKAGiUCgUCoVCoVAoFAqFQqFQKBQKhWLRQQkQhUKhUCgUCoVCoVAoFAqFQqFQKBSLDkqAKBQKhUKhUCgUCoVCoVAoFAqFQqFYdFACRKFQKBQKhUKhUCgUCoVCoVAoFArFooMSIAqFQqFQKBQKhUKhUCgUCoVCoVAoFh2UAFEoFAqFQqFQKBQKhUKhUCgUCoVCseigBIhCoVAoFAqFQqFQKBQKhUKhUCgUikUHJUAUCoVCoVAoFAqFQqFQKBQKhUKhUCw6KAGiUCgUCoVCoVAoFAqFQqFQKBQKhWLRQQkQhUKhUCgUCoVCoVAoFIoxsM8+++BlL3vZnOv9q7/6K+y+++5o23bOdffB+eefj5122glr167dIPMrFAsJep7PD+bruAJ6bBVlKAGiiLChDQWgxkKhUMwvui621AYqFApFf6hTQKFQbKogItxyyy34zd/8zTnV++CDD+Kss87CW9/6VjTNhnHXvPrVr8a6devw0Y9+dIPMr1AsFOh5Pj+Yr+MK6LFV1KEEiMJjIRgKQI2FQqGYP3RdbKkNVCgUiv5Qp4BCodiU8dOf/hS//vWv59wGfvKTn8TMzAyOPvroOdU7DpYvX45jjz0WH/jAB0BEG2wdCsWGhp7n84P5Oq6AHltFHUqAKDwWgqEA1FgoFIr5Q9fFltpAhUKh6A91CigUik0ZP/jBDwBgzm3ghRdeiN///d/H8uXL51TvuPjDP/xD3H777fjqV7+6QdehUGxI6HlexkEHHYRXv/rVs553vo4rsPEfW8X8QQkQhcdCMRSAGguFQjE/6LrYUhuoUCgU/aFOAYVCsSni85//fJT+73d+53dwzDHH4IEHHphY92233YbvfOc7OOSQQ6L2u+66C8uXL8dxxx0XtV955ZVYsmQJ3vzmN/ee44UvfCF22WWXrJ2I8PSnPx2/8zu/A8CmOFy5ciW+8IUvjL8jCsVGDj3P5wfzeVyB+T+2fY8roDZ0IUIJkE0IX/3qV7HPPvvgMY95DB7zmMfg5S9/uTc0NUMBqLFQKBQbP0ZdbKkNVCgUin5Qp4BCodhUcfbZZ+OII47Abrvtht133x0777wzXvnKV+Liiy/GG97whon1f+Mb3wAAPP3pT4/an/CEJ+BP/uRP8OlPfxq33347AOCWW27BUUcdhcMOOwzvf//7e8/xjGc8A7fffjvuu+++qP2SSy7BTTfdhPe9732+7elPfzq+/vWvz3Z3FIqNEnqezw/m+7gC839sxzmuvA61oQsIpNgk8PGPf5yapqFjjjmGzj33XDrqqKMIAL361a8mIqJPf/rTBIC+853vFMefcMIJtGTJEvrpT39KREQ//OEPaeutt6bDDz+chsNhrzW8853vJAB07733Ru0XX3wxAaBrr702aj/kkENon332GXdXFQqFIsJf/dVfEQA6+uij6bd+67do5513pte//vW+jUhtoEKhUPRBH3s6Cbps8VzYYaLxbLHaYYVCwfiv//ovMsbQqaeeSkREv/Ebv+Ht3u/+7u/S1NQUPfLIIxPN8fa3v50A0EMPPZT1/exnP6Nly5bRG97wBvrlL39JT37yk2nvvfemhx9+eKw5/uVf/oUA0FVXXeXb1q1bR09+8pPp8MMPj2Rf97rX0WabbTa7nVEoNkLoed4Pz33uc+nYY4/tLb8+jivR/B/bcY4rkdrQhQaNANkEcMstt+ANb3gDzjnnHHz605/G//k//wf/9E//hOc85zm45JJLMDMzg1tuuQUAsOuuuxZ1nHbaaWiaBmeddRZ+9atf4cUvfjF22WUX/MM//EPvApX77rsvAOCmm27ybdPT03jHO96Bww8/HAceeGAk/6QnPcmnV1AoFIrZ4Fvf+hbe+ta34tRTT8XFF1+MtWvX4oADDsD555+P3/3d38Wll16KX//612oDFQqFYgT62tNJ0GWL58IOA+PZYrXDCoWCcdZZZ2HbbbfFu9/9bjz66KP48Y9/jL322gsAcOCBB2JmZga/+MUvJprjV7/6FaamprDFFltkfU94whPw2te+Fp/85Cfxohe9CI8++ii+9KUv4TGPecxYczzjGc8AAHz729/2bR/72Mdw22234b3vfW8k+9jHPhaPPvroxLZdodhYoOd5junpafzyl7+M/qanp7F27dqsvW3boo71cVyB+T+24xxXQG3oQoMSIJsAzjjjDOy555448cQTo/bnPOc5WLNmDe69995OQwGosVAoFBsn+l5sqQ1UKBSKbqhTQKFQbKqYmZnBl7/8ZRx22GHYbLPN8L3vfQ9t22LPPfcEADzyyCMArM2YT5x66qlYu3YtvvOd7+Bf/uVf8IQnPGFsHatWrcITnvAETwI/8sgj+Iu/+Au88pWvxNOe9rRIlogAAMaYyRevUCxw6HlePs+//vWvY9ttt43+vvGNb+CSSy7J2u+4445s/EI5rsDkx3ac4wqoDV1oUAJkkWNmZgb/+q//ij/4gz/ITrpHHnkExhisWLGily41FgqFYmPCXF9sbeo28PLLL8d+++2HzTbbDI997GPx0pe+tFPeGFP8O/vss73MX/7lX+KAAw7A5ptvjq233jrTcdFFF1X1sKP16quvLvavXr3a67nmmmtw+OGHY4cddoAxBpdddtlEx+LHP/4xttxyy+KaFYrFiIVy87rQnAIKhWLTwI9//GM88sgj+K3f+i0AwHe+8x0A8CTwzTffjJ133hlbbbXVRPM87nGPw8zMDB566KFi/1/+5V8CsDZ55cqVs57nGc94hreBH/jAB3Dffffh3e9+dyZ33333YfPNN8dmm20267kUio0Fep6Xz/O99toLV1xxRfS355574vd+7/ey9lWrVmXj19dxBdbPse17XAG1oQsNSoAscnz729/GQw89hL333jvru/nmm7HXXnth+fLlIw0FoMZCoVBsXBjnYkttYDc++9nP4lWvehVe85rX4L//+7/x9a9/HX/0R3/UOebuu++O/j75yU/CGIMjjzzSy6xbtw5HHXVUtfDdy1/+8kzPoYceiuc+97nYbrvtItlbb701kpP9jzzyCPbaay+ce+65ExwFi+npaRx99NFR0XqFYrFDnQIb3g4rFIoNBy54yxFn//3f/41tttkGO+ywA375y1/ia1/7Gl7ykpfg3nvvxdTUVBQ19o//+I947nOf29nH2H333QEAt912W7aGs88+GxdccAE+/OEPY2pqytvD2eAZz3gGbr31Vtxxxx3467/+a7zhDW/AzjvvnMnddttt2GOPPWY9j0KxMaHveQ4AJ554Il7/+tcDANq2xUte8hK8+c1vHtkHbHzn+WMf+1gccsgh0d9jH/tYPP7xj8/aly9fno0f57huDDa073HldagNXUDYkAVIFPOPj370owSAvva1r0XtP//5z2nJkiX0rne9i4hC0cn//u//Lur5q7/6KzLG0Ic//GHabLPN6Pjjj5/Vev7yL/+Smqah22+/nVasWEFvfOMbq7JaeFKhUEyCb3zjGwSAzjvvPCIiOumkk2ibbbYhIqL//d//paVLl9L//b//l4jUBnZhenqanvCEJ9AFF1wwkZ6XvOQl9PznP7/Yd+GFF9JWW201UscvfvELWrJkCX3qU5/ybV/96lcJAN1333291gGAPv/5z2fta9asoVNOOYV22GEH2nzzzemZz3wmffWrX83k3vKWt9ArX/nK3mtWKBYDxrGnJ5xwAr3uda8jIqLhcEi///u/T29605tG9hF12+K5ssNE/W3xQrHDCoViw+L2228nAPTHf/zHRGQLAB988MFERPTKV76Sli9fTv/zP/9DRES77LILXXfddURkr6F+4zd+g6699tqRfUREP/nJTwgAfeITn4jm//znP09N09B73vMeIiJ64xvfSEuWLPFzjot///d/JwB04IEH0pZbbkm/+MUvinIrV66kk046aVZzKBQbG8Y5z3/2s5/RihUr6Gc/+xmdfPLJdPjhh9NwOBzZR7Q4zvNxiqCPc1yJFr4N7XtcidSGLjQoAbLIccIJJxAAeve73+3bpqen6SUveQlts802tHr1aiKqGwoiNRYKhWLjxDgXW2oD67j++usJAH3yk5+kvffem1atWkUveMEL6Lvf/W5vHatXr6apqSn6zGc+U+zvSyb89V//NW211Vb061//2rcxAbLzzjvTqlWr6JBDDokuhFPUCJA/+ZM/oQMOOICuueYa+vGPf0xnn302LVu2jP7f//t/Xuaqq66iXXfdlR544AElQBSbFNQpoFAoNnUcdNBBZIyhP/uzP6Ott96anv3sZ9OLX/xiGgwG9OlPf9rL/cEf/AF95CMfISKij3/843TYYYf16mM87WlPo6OPPtpv33DDDbT55pvTq171Kt9211130bJly4pEMAB67nOf27kvv/rVrwgAAaAzzjijKHPDDTcQALryyis7dSkUiwl9z3Mi62vbe++9ae+996aHH364dx/Rxn+ej0OAEI13XBe6De1zXHletaELC0qALHI85znPod/8zd+kZcuW0Vvf+lY655xz6FnPehYNBoPMAZQaCqLxjMVcGWGeV42FQqGYFONcbE1qA4kW5wXTP/zDPxAA2mmnneif//mf6YYbbqCjjz6aHve4x9GvfvWrXjrOOusseuxjH0uPPvposb8vmbDHHnvQG97whqjtlltuofPPP59uuOEG+vrXv06vec1raGpqim688caijhIBcvvtt9NgMKC77roraj/44IPptNNOIyKiX/7yl7Tjjjv6iEolQBSbGtQpoFAoNmXcfffd9OIXv5iWL19OAGjp0qV04IEH0lVXXRXJve9976PXvva1tGbNGtppp52i65GuPsYHPvAB2mKLLejXv/413XnnnfT4xz+eDjzwQFqzZk0k94Y3vCEjgh966CECQK94xStG7s8uu+xC2267LT300EPF/re+9a200047Udu2I3UpFIsFfc9zIqKPfexjBIC+8Y1vjNVHtPGf5+MSIOMc143Bho46rkRqQxcilABZ5HjsYx9Lb3/72+ljH/sY7bjjjrRs2TLaf//9i4ZGGgoiGstYzKURJlJjoVAo5gbjXGxNYgOJNr4Lpre+9a3eAVj7++EPf0if+cxnCAB99KMf9WPXrFlD22yzDZ1//vm95tptt93oxBNPrPb3IRM4Bc8NN9wwcr7nPOc59MpXvrLYVyJAvvSlLxEAesxjHhP9TU1N0R/+4R8SEdHLXvYyeutb3zrWmhWKxQR1CigUCgXRF7/4RQJAN910U7H/yiuvpH333Zc++MEP0pFHHtm7j3H//ffTypUrZ5V69PLLLydjDH3nO9/plPvJT35Cg8GAPvShDxX716xZQ6tWraJzzjln7DUoFIsBo87zb37zm/TEJz6RjjzySHr961/fu4+xqZ7no44r0cK3oaOOK5Ha0IUKJUAWMe644w4CQBdffHEv+YVghInUWCgUirlHn4utSWwg0cZ3wfSLX/yCfvjDH3b+rV27lr7yla8QAPrP//zPaPwzn/lMetvb3jZynmuuuYYA0M0331yV6UMmHHfccbT33nv32rdTTz2VnvWsZxX7SgTIJZdcQoPBgG655Rb60Y9+FP3dfffdRES01VZb0WAw8H9N0xAAGgwGxdRpCsVihToFFArFpoyzzz6bjDFROk6J++67jzbbbDNatWoVff/73+/dJ/G+972PdttttyhFYB+ceuqpWTRzCX/4h39IT37yk2nt2rXF/vPOO4923HHHjHhWKDYVdJ3nt99+O+2444509dVX089+9jPacsst6fbbbx/Zl2JTPM9H2U+ihW9DRx1XIrWhCxVKgCxiXH755Z1FfUvY0EaYSI2FQqGYe/S52CKavQ0kWrwXTA888AAtW7YsckauW7eOtttuuygqpIZjjz12ZBHhUQTIQw89RFtssQX97d/+ba81H3LIIfSyl72s2FciQG699VYCQNdcc01V5w9+8AP67ne/6//e85730JZbbknf/e536d577+21LoViMUCdAgqFYlPG8ccfTzvvvHOnzJOf/OQobV/fvvnEfffdRxdffDG97nWvI2MMffnLX17va1AoNhbUzvMHH3yQfuu3fiu6L/rTP/1Tev3rX9/Zt76w0M/zPvaTaOHZ0IV+XBX9oATIIsaZZ55Jg8Fgg9+8qbFQKBQbGn0vtuYDi8EGvvGNb6QnPOEJ9O///u90yy230PHHH0/bbbdd5Pjfbbfd6HOf+1w07oEHHqDNN9+czjvvvKLe22+/nW666SZ617veRVtssQXddNNNdNNNN2UpaS644AJavnw53XfffZmOD37wg3TZZZfRj370I/rud79Lb3zjG6lpmihv/0MPPeR1A6APfOADdNNNN0XO12OOOYZ22WUX+uxnP0v/8z//Q9dffz29973vpS996UvFtWsKLMWmCnUKKBSKTRkHHnggHXroodX+hx56iFatWkU/+clPxuqbb/zzP/8zAaAnPvGJ9LGPfWy9z69QbEwYdZ4vVCz087zPcV2INnShH1dFP0xBsWjx3e9+F09+8pOxbNmyDbqOq666Cn/0R3+EJz7xifjoRz+KQw89dIOuR6FQbHq45ZZbsPvuu2+QuReDDTz77LMxNTWFV73qVXj00Uex33774Stf+Qoe+9jHeplbb70VDzzwQDTukksuARHh6KOPLup95zvfib/7u7/z27/9278NAPjqV7+Kgw46yLd/4hOfwBFHHIGtt94607Fu3TqccsopuOuuu7D55ptjzz33xJVXXonnPe95XuaGG26Itk8++WQAwLHHHouLLroIAHDhhRfiPe95j9e1zTbb4FnPehZe/OIX9ztICsUmgpo93XLLLfGd73wnajvvvPP8+66+9YHFYIsVCsWGx7XXXtvZ/453vANHHXUUnvSkJ43VN9848sgjQUTrfV6FYmPEqPN8oWKhn+d9jutCtKEL/bgq+sGQfooKhWID4Mwzz8TnPvc53HLLLdhss81wwAEH4KyzzsJuu+3WOe7SSy/FO97xDvz0pz/FU57yFJx11ll44Qtf6PuJCKeffjo+/vGP4/7778eBBx6I8847D095ylPme5cUCoVCoVAoFArFJoibb74Zz33uc7HvvvviC1/4ArbYYotefQqFQqFQG6qYfygBolAoNghe8IIX4BWveAWe8YxnYGZmBm9729vwve99Dz/4wQ/wmMc8pjjmG9/4Bp7znOfgzDPPxItf/GJcfPHFOOuss/Dtb38bT3va0wAAZ511Fs4880z83d/9HXbddVe84x3vwHe/+1384Ac/wPLly9fnLioUCoVCoVAoFAqFQqFQKBSKDQglQBQKxYLA//7v/2K77bbD1772NTznOc8pyrz85S/HI488gi996Uu+7VnPehb23ntvnH/++SAi7LDDDjjllFNw6qmnAgAeeOABbL/99rjooovwile8Yr3si0KhUCgUCoVCoVAoFAqFQqHY8FhwNUDatsXPf/5zbLnlljDGbOjlKBSLAkSEhx56CDvssAOaphlr7Jo1a7Bu3bre86Tn7bJly3rVoeHaAStXrqzKXHfddT53P+PQQw/FZZddBgC47bbbsHr1ahxyyCG+f6uttsJ+++2H6667bqMgQNQGKhRzj9nawHHsHwAsXbpUI80mhNpAhULRB5Nc2y5UqP1TKBR9oTZQoVD0gd4HByw4AuTnP/85dtxxxw29DIViUeLOO+/EE5/4xN7ya9aswa47b4HVvxj2kt9iiy3w8MMPR22nn346zjjjjM5xbdviTW96Ew488ECfyqqE1atXY/vtt4/att9+e6xevdr3c1tNZqFDbaBCMX8YxwaOa/8AYNWqVbjtttsW/MXfQobaQIVCMQ7GvbZdyFD7p1AoxoXaQIVC0Qd6H7wACZAtt9wSAPDEM96OZq4O3AjyuJoDzCQ9JT1pW7JNUoepyxXnLMlzf1cfAFORN0i2EzkDwPgxlMkYPy7uM0a2kV9SYyhqt232fQMhL+ZvDKERY+R2A/JtPG8jdDWm9fLc7sea1m6D+1sAwBKTjEXQMXDvB052ygzdGH5t/dgBCMa0YQxaDEzrZadgX5f6sTO+feDG+3Gw61uCNppnCc8DYGCAJe44LzEGAxgY99qgwRIzQAODgWnw4MMtdn76T/351Rfr1q3D6l8McduNO2PFlt1s8YMPtdh1n9tx5513YsWKFb69T/THCSecgO9973u49tprx1rfYgR/Rrsf+040my0HNQANEL+KPwwIMEA7AGAActs0cLatIaABqCF3gttt+Wpcn+Fz3J3DprHfO9OE841lpC1Iz3mGMbENTbdTEJnidivaSfTZP962r23rZLmP5aI22LPIyVJrrGInj9a9ugmN7G+N3dfWmcjWuFck7fFYL+P0GAKMlwmv/j3LtRTLumuQxr2alhJ5ezBMm+jweimsA+TWRWJdFMnxgbX95D8A4w+4+Lyrn2wOP6pxn4Ex4rfM2MNvDGjg+hvjvte2j+VpYNy54F7dNhqgdW3tFDBctwbfv+QvxrKB49g/INjAdevWLegLv4UO/oxu//YuWLHF4niiUaFQzD1me227kMH78my8EFPNcpjBAGgMzNTAvod9khNtC1Se4uz11HRTkDEFfamubFuMETqzNfC2nNcU3nO/MVUZSvvSV6kjHcPLFWPyPjGX0OevU7xOOadcl7hGCRfH7j1f3yCXbQptQpYaMa+UrYxJX8t9JvRB9Dn9JNfVJONZnmXlmtx9g73PCDopGYOGkjW5exWvk8KxKtzH+PsXkP0qivsXY+z9S+PW0jTCP9C03h8xMK17JQzcfc/SZuj9DYPG+g6mmiGmmta/b0CYMi2WNEM0gGuzPoBlzQwGzu+wrJkGACxrZjBlhhjA+gbYRzCFIQYgLDEzWGqGMGixvJnBUgy97wIAtmymsYUhDIzBimYplpkli9oGPvH0t6PZbLn7brjPfpzE/X1uSmoylXYq3cemsl3zdvkWTUVuhEzm8xNyqd+vJB9uver+P7k9jg/QtwkfILd1+QF5vBHvZ+sL5DHS9yf9gQCwxN1UN3K88AcCiHyCDaQfcejXyP67mk+wQYsB+yedvy+0s4+vrfoFG5BvZx/hwM07Zez6B+74LzEGy8wAS8xg1rZisd4HLzgChC+YmmXL0SxzB24cr0pRaXc3VY3fLIxcsr1eCRDRXyVAsu1kXCSTG7zc+MWOUS/n1HYSIFk7FQ1fl9GTRIfd7iZABqKtMTG5wGMHHQTIEnehz6+NaSNj1xQJEOPG2GOy1L0y8bIEwMAYMR7uPbAUiMYuMa4PlgBhQ8cESBMRII0nQBizDSV9zBb2rwtD97VZsWJFRICMwoknnogvfelLuOaaa0Yy0qtWrcI999wTtd1zzz1YtWqV7+e2xz/+8ZHM3nvv3XtNGxL8GQ2WWhtYJUB8m7v4H7gbFUmAGIxHgDRlAqTJCBBK7ML8EiAmIUC4PSZALNFhom3UCRAy/QiQ1s0vCRBJZnQQIIYJkKRtFAEStim087iUAHEnnmmlzjIBYpis8H1zR4CM+GgzSKeA3TbyKnw0ASK3CwQINYBx74240pmNDexj/4BgAxWTgT+jFVs0vS64FQrFpo3FlCaF92UKSzBllsCYAWAMjJmy7wGQvzCYgAApyZT0pUTJxARIk7dF/ckNaokAqcnMGQEixyG/TpmEADFzQ4DEsuUxYxMg8nW2BAj3u/sGbutFgPC9iZy/LwFiygRI01iyA+ggQBq+1w8EyJQgQCTpId8PjCRACFNN430AyxrjHaXL3b4sa/h+3foG2EfA9/ZLDGGpARoYLG9aLHW+gIG78N6iabClYQKkwbI5uL9fiPC+wOXL7cPQRnwPlADJZDoJkGJbMh6J7EjCo78P0LcJHyC3pQ8781rGJUC6fIG+P/H9SX8gIAkQivyBADDlbEJKgKS+wT4+QSZAbLtxBIhx/jrnC5TvE7/gICJA4PfF2o+cAFlurD9wUlux2O6DFxwBUsRsDqb8bGvj+SRM+v2PesqMGIp1pYa4sM2OO5JjS+OyycXCI3lT7zNuvCEQOUPltkG2n8hYY+K3Yzl2EsYzWWendTrKydw7Nx9g3HvjD2pLBvJymg0ZkXFmxV3DcDuPMeTHtpAK7PWPH+vkYOANn3xaXB6fxgBDJ+se6UFjWrThytLOZhqA3Az+fYOBaTF0V2zSyA5h18mvvIaBAYbUoGGG1vUOndEcktXZ8hWhaZ3XDnYd1GDojb01hH79sJ8h/5C0CG0DY9CC90vsywRoQWhHnIij+lMQEU466SR8/vOfx9VXX41dd9115Jj9998fV111Fd70pjf5tiuuuAL7778/AGDXXXfFqlWrcNVVV3nC48EHH8T111+PN7zhDWOtb0PDOCc24L6aFP9xn79p4HuElm+u3Hlr4Jzzxt2QGOu0bpwBgPE67WlMMI0jDNoGxhDali98rDzbEXvehm2WcMvytqQR530f1CI+4tfQnhMhdm5JfADhVLCER5CT5IYnQYCY/HCkSExamELEBr+aiOxIZWKSJB5bJD9YVn4HiDKdMiLEv+fIVakbSMgT8jpHEh8p6cEHP31fg3HHxhhgaG9+jTNo1oFA9vsKsmuX338A7ICwZpPE75z9bpMxzjdElqBqkf3Oj4M+9o/lFHOHaRpius/3SaFQbJKYnoPrW4VCoVAsPPh7IsDdl1Hum+vEBNeP7vY4W1OhkUbNU/Xz8USlOfs7Mv38ZARfLO672d/JbX608FGKtUn/H5KWfG3Zwu0W++fgbuGcn4DvkxoYDF2b9PU1xvq6PIniXrt8gcnhCP68tI8SjcJHON0OLDlixHgmDVrnxxA+Qe+zQ/AJ2nnYlyd8esS+RRS2WwxpYB+OZl9gh18wOIaAadNYcpT4mFD00QxgfY4NEYZoMZzgemmx3QcvWALEPwXbS7jQVjn+JX4h1RM5SgpGizI7QMl22o/wBLM42UiOK7G7IgULUlmpj9cg+7xvM/xYsFGUT21E6zfWcLITlNgACUKDDBwZgsz5yWQKkyXGeevYkLEB5P22IWvORLl2ZnSl8ZN9ANDC+NC1mdYan6mmde3GGSL75WEypTGEmXbgHLGWtBiA0JBBy4xwYvSGBCzBEC0GaEBe18C0mKaBfW2n7CssKzsNoHXEivXnEUBWZh1ZlhYEN3+DFq2dgQ98ZuycQaYGLQhLTOsIH3tVMG39exgSYanhiwPLKoPsEylLzGDim0RLqIyWGQcnnHACLr74YnzhC1/Alltu6Wt0bLXVVthss80AAH/8x3+MJzzhCTjzzDMBAG984xvx3Oc+F+9///vxohe9CJdccgluuOEGfOxjHwMAGGPwpje9Ce95z3vwlKc8Bbvuuive8Y53YIcddsBLX/rSsda3odHMOAe1u6Ax7sfekPNHe4cwn7TxD58zPO4VtkA92wZ2KLcI2/7H19j0CrC/z8ZNbn3O5G2BMUyCuNkKT4QwhqJ9FCRJEvvVuwgQBPtci/Yg2SZID474QGiPUl4l272Jj1LUxwjiQ0Z+dMl6ckzojAkTRxwQ4pRXjjAJxAdFMj4iJCJDnKxvdweeOeJxyQ8g+nKQMeEB0tb4J1NoYJxJNtbIGfcDM+DfmNZ+XFNN+J4P7PnSEFkzavh3yKDtn740Qx/7x3KKucOvaR2m/GOiCoVCEePXSoAoFArFooRxDzDJ+1OA3/fSUHxbQpVXKd27mnTT5PqT7SxyRPr6ar5JPyaRSf13oj/sR/Dd1fx/9pAKPwGCD4/9h0bIeddj9sp+RqvL+gZCW3CXmvBApFgbSVnhSyAg+BBFX+teOTKDiLyfIUSD2B2SER2AiBaR/j8g8wkOxPjWWN/igFr/fpoGPvUV+yVbGDTUoDUtGhi0IPdqH4aexgBLOB0+ZqJtuFUsxRBDtP79NIAlLGuGGJDVOzQtBmRJCfswOGEIwlJ3H9q4T9h6Gm2UycwE96iL7T54ARMgxjqd0GGUGKN8LsLoFH1wKWHBmyZvE/YkjJUOu3RMLfKjixSR8tki0Z8QAYR1igkRY4Iezw5zv9NXIkMMgh4STHNKfBjfb7wRKxnAIUnDbIrGbxwiRBq+hoJh80SIM3CSCFmCFi0NIqPHY6cx8CFwrTNULQ2wpLGvfQwejI0EWWpmrC/RbcPMJKwv0FLjKBc7nmVghhiyMTYEUOMiSazRW2KAdUQYwPoKLQtsyZxpmvwpuSERhiOcm6P6U5x33nkAgIMOOihqv/DCC/HqV78aAHDHHXegEeHyBxxwAC6++GK8/e1vx9ve9jY85SlPwWWXXRYVTn/LW96CRx55BK973etw//3349nPfja+/OUvL+hchCWYoftzXxpq7BMPNEA4mfg0b5lchD1B+aEDT6yRzZnWAtQkRIj4/vGDBDYunFw0iT1JjX+1+ryp8bYmJ0Ps+459ZPtTQJn84AYT2iDbQgMVaoF4Q8R9XgaB6ADyaA83xhMSLAN0Ex9Cpkhm+DRWyEgNT2YUCQ6WoXK/e+/JFIJNc5VGekgiRLyGlFiO8OBx8kOYDRGSfBnIOKK7EX0uHYW96bG/IWQADBr/+5URIQP7GZPjj2mKvzMEatzvxMx49kmij/1jOcXc4eF2GL6TCoVCkeDhduO42VYoFArFmGjFfVkpBVbqv+tFipT9iiZ7kzQUxmR6OsiSUSRJMWW+JEcyf2QgLrJxiQ+QfN9oUqTkP/Q6UkLE6esiRIybl/ta9uMJYqMF+w1cRIix20OENFhD57vjMUDwOcrUWCUyBNSINFgiPRYBjWkcyWF1LGmGVh4hZRaTIVNm6P1wAzgyxIQHpDmjzBIM0VBjH442rdXh/IotuewzbgxngxmScT69xqfQYj8iP7QNwBMhIEeWON3TgH9IuhH+QcCm1VtDMxNF1C+2++AFS4BIjzmf47NXNTsGpTRq1MeajonnpvhtyQALY1cMqZNGsXNVVYsZ6TaJHLmTPGJseUxChMRrNFFUSLy2ZEcNZamxAAjiwIID2Hyaq6Rd7hLXWkvb+4TBWQNFoq0QAucIhCHn+eMTPA11K7TZ6JAWQ3CoHLPNISVW+EVJQ9+mvOG081N8SIn3n0SbdVS3vq0vb1vHfKXAGoWrr746azvqqKNw1FFHVccYY/Dud78b7373u8daz0KDj4Iz7JguXOiwrXBEhvEsJV+gsCw7g+35TO47Z+AIjkaQAwZwRsDn5fWptBz5ARPW4i2Ai7yQF0WQayjvZbE1+mpEESEmfMvSSJCIzDARWTKS+EjTXHnyIOgrRnwAMEN3oZeQFpmsJC98AXNuTwqdZwTIGBEfaQosWd+jpTjaIyE+bMQRedIDgCNMKCI8qmQIo8tpXcoRzmSFscbcuC8cGYRtG4PMHyqABtmPCH/5h/bVMNPPKbdmicUW+ruxYB0Ba/WQKhSKCtapfVAoFIpFCX5wzD/oK/yCxYeUi+6wvDF7kLlDR5b1RYzxehLfXOaikw8tR/JSlyAcSBAi6ZjUD5jq52Mlj4/0HY2RJcanuHfjJs8Sk7SJJcvbOX44WmaJYaIkOWwoPhxtCA3Z6JFWECQtDKbAWcDbqJ0fqI5TYSF6QBouI4z1q/FD0QZo7JqZ1AAQaoQUfIP2wWb3DKIJD0mnqbFCCi3enhI+RMI6Ax8RYn2F9rMdgn2ANvpj6CJFZhZgCqwzzzwTn/vc53DLLbdgs802wwEHHICzzjoLu+22W+e4Sy+9FO94xzvw05/+FE95ylNw1lln4YUvfGHveRcuAZKi63iO4DekoSs+bOyNTmr1ct3CVsTrKhizTF4YiWweqcOPDemiutZU1VsaFxnAeq0QOSaTAaKc/9lU1jqKp7spc4ISYkPRBZYzchsIxq5DT+sec+dIkLgdnfNbg+jqERhb2CyqTzKmR20Ip8Mzuo0jRsprjMcG9ncITvMl1xqKHoUx9vMczEFhtBnYNF+jZBRzCHllQOIv7UNwtJftG2KbQQhXjuRIkCRvpO+PbINzUgcKxc6Nml0LNoYx6quYcWKe5EgNiCA/5BhCfBAk+SEvFqW8H5fqCTqqp7q4GJeEh4Tsi/q7dEr5RDZtMzUiMYrIcCSJICwy3QXSwkjiAxgRCdLTHrJcI35c/I8MHOttZdyvh1uvAbVOzrh5WxPqg7T8HTbRMXRf8+5riBHoY/9YTjF3GMLY30eFQqEoQO2DQqFQLHJQuA31AQrinjfzzUVjC468RHfcXxYf6fsT29mY1M+Y+tpSXSYQIlm6/JofkPWX5FIfX+ILrGFU3eDyGL6tC/6/QIKM9glK/2JLtlYI1xOp1QzmtfJD00AgNVLIdl+jJNmXlsLD0Lm/LTzA7f16FZ/gkBo0ZuheY39fKRLEfiZ1EmRghmiF7zB9BjDKFAOue2wjYoYTPqA3X/fBX/va13DCCSfgGc94BmZmZvC2t70Nv/d7v4cf/OAHeMxjHlMc841vfANHH300zjzzTLz4xS/GxRdfjJe+9KX49re/HWWE6cLCJUAKjqRO2Z7XwF3RJMVIEUJ2kpd0ULohSZCozwgjOnoHfYQGISdDpPIiRe3aq/M54wp2NgUdfCxKBZMICL82nsWtWPCwEGQHrRAJ0jovLrO+svhRVyTIDBrP+HKbN0gG4GiOlozPGRjYcRn1kWoObG+tOHqfKJDcqKXbltlt0QJmBrUCSI07hgP5uXp9NhWWbfO/UmhAExu++UiBpegGP/1PYN+wcP4C0Ss7eDltUIjUADBwXzX+gvtxHZEgJnx/rGrj55LRIOHpkLAu+S0w4nx1DZ37nBIdsV0VpIfr9LU9ZH8S3VElQQh5yivfHuT5CST/EURRGmlRdJTTXtVSYJUKnRdksjEI8/jxQheIYIYjIj8I4BofVo4QpbsaGQlC/KHJD7DyySZwxc/9ewBoQv2PKPrDZzJt80gQt+mJDz5Hwh0EADNeTbECFlvo78aCNTTQGiAKhaKKNVWvl0KhUCg2Zvh7I3a+i/u/9Nm76u1ljSyoNWWuMsr1Jy63zAWX8B2pry6KXilFeoj3xciQVG/qC0x1e9IC4R6fRLvcB54u3I6J26s4IiS97zci2oM/OPLjQhos+cxbqNUo6v/yg8+GitEgac1g9g1ONW0U9cFkBxFFdUPSmsGyXjBHgrAvsFgz2D1yPCXqBMv6IF01g0MEyDCLBKn7B60f0NYSjiNBWjQuDZYBp5cYuqiQJcamwW8ALDXA9AS+wPm6D/7yl78cbV900UXYbrvtcOONN+I5z3lOccyHPvQhvOAFL8Cf/dmfAQD+4i/+AldccQU+/OEP4/zzz+8174IlQKKnX6OOyoARx5uqG0FnNl9GLpSMXGIYS0axahATo1M0WGGskcYLwghGx6Rg/FJjVTJ+7seFiY1Rhk8SIURGGGgKbd5BGmqB8G7LOlbScKYGj+uCNHCFkNioOYPXeCMX1/kgIs8Yp8ZuxjnCQnta+KhUJ8T5+1yYW6k4+qgiSNLIpTVBIiPHJtUYXxNkKayRA2TYWyh+5DzcANlj1br3XJ5pkrA3qyFLJFaUUcwdmtamNeIH3QGIK0G3za/sI4wuYMTVobRl7rtBTbAp9nwx4eIqTYnFtoHTYrFuE+bwJkCsIbpeNKjW+5CI01/J9sS2RVEgyTHpIj2iPgQSAxAkQ5AxQKjrQRiP+Ej6O4mPTDYnPrLtDuIjIjmGkuQAzLB1ayXUSI8i4SG33WtUo2EcAoSHNO4HwZN3ts8MGlezBpZnJtc3MC7yw/3B1QaZcnngZlorY3+ggIF92ogLv88GfewfyynmDg+3S0GtEiAKhaKMR7QGiEKhUCxO8IOAfGsg/WLS/5X5wgSocxNIh2Z6TKVd3Pd60UR7MiaSN4mQyeUync7/FumNxiX3/OUnE1lRLOvHJr5JcW8v01v7By3FGPB9PvsSgUJa7LxIOsBt8G3kFmEQ1wmxtYLDWPYbAgC1jZfn+iFMhnAkBw2TuiGGH6AuFUsP9UHYPwhqMOVu+IfG1u1oqLtQunwdmNbpTCNBXO0PsmsYUGtlqcXAbVsdwBIzA1kwnesGD9FgqfP8DV1dEa4HsoYI6yZ4SG/c++AHH3wwal+2bBmWLVs2cvwDDzwAAFi5cmVV5rrrrsPJJ58ctR166KG47LLLeqzQYsESIJFnPG3vQsUA1uxZqjNST7lsJ5sbjaFcnpDLmrLOjB2mWEdKiFSjQ6TzbxZkiGEvpikUSwcAVxQ5hOgZyKgQJkKY7e3F/opQstkQIUCcz2+mbZKQuECE+JA1t19xMfRAhHCdkBmXG1AWR+8bDWJrgZCvCbIOU16HZZgbtI5wWWpcCJ6LBpGs79C0WErOyLiCTNOmQUs20mOpDxuwfvEBJnfMDTE6imTSKBNFAu/cNjIYA4KFLNqF6LVxnXwaGz7FXUNDftuainDOc/HzSKf/s33Wx8wncnohFF+IjfXtSIWz6I+E8JBtFOR9Pzl76Q2Eu3hiMoFlRERIL+IDCPU8hFyxlgfBEwtx8fNUjkYTIX0jPgrER9imQAo4J1JcA0QQHYL4MGm7P87ifc8aIBDFznnbEyLuR8I4BpCaRkSEkCU8yH1IjSU+zMD4MGirz/5rDE0WAdLD/rGcYu7wSLsUaNPkjgqFQmHxSDvc0EtQKBQKxXygNeF+rEGWeam0PQopN5CBKn2U35rmaZ1NNlauyd6SUNJQk8sn6SJGrGiJTKGkLbkpL5AYpfZOQqQyRj4IKR+Ulg9M1gqny22pozHk98kYlxbeODnfHnyEkgzxxAfBkxieIDGEWrH0pkp8yIenDRoizGDgx9YKpXc9LM1p8lsYkTq/rab75IelpwEswYwd7yJCWhDWgrAELQaw5MlsMe598I477hi1n3766TjjjDM6x7Ztize96U048MADO1NZrV69Gttvv33Utv3222P16tUj18dYsASIofjcLqFo6LrGVEgP2ZeqpJosxduZAZYREVKHkM2iQxKZQJRwQyIrxvhC5aEhN+KpnnQHKBlHIdO/SWWkWhLzG5ssxxdHMhSRHVwfxM/MrC2ZaFvm+iOShsFiIIwJa+MxLZIcgBT8njERgiilliUM8i+QnYdz6QGl4uizSYnVYBjVBRkg3MgNqcHAtC4nYOuIn8bm/yMX7gbyBlGue+g+RCY++oatdWFIIWNNl4xiDsHObFAWtUC+DyFXHJ/a3E7uK2lcvBZ/9di3jMJrG87zqNKHt2nCeDER4hHbIJm+b6Qxz/ZdXPBR0ua3RTsl2/L4FcgSQ7Kf3wc9fPykXJQiS77y3ouUVKlMeE/5+EiOku1UJpAj4Y/iOUS6q4j8IEmGkE+HBaAQAUKhj8mSEvFRqv8xytYwqw0UipjHZpPXZoM8CBiKi3mxdrgi5+TSYfGxIHc8bJTi7A1UH/vHcoq5wwwGmM6qWykUCoXFzIZegEKhUCjmBdIXyPep0k3j7xQp2R6ByP+WTVrpy7mN/HZnHP+gbYmGjlqfifqFn7FjX3wtkVQoUhavJREotsf3+uTanC/Pb8f+QZ4vaKbCPLVtACZPnS/9iOz/k+9LqfOZiAAQ+Qgh+9jXJ9D6tVRS55vUHze3qfOZXAiF0EWaLABNOl48ZD30n8rsMO598J133okVK1b49j7RHyeccAK+973v4dprr53tMntjwRIgfdDlU+tFjtQIEZO/jYaOOEcz8kIulmI5L5LagIwoMbkOOYaXQCZOjZXKpHR52p6Oo2QhTiYycuxQlf5OICNBgLxweloQiUPnjOgvFUMicVwJ5UJIAKI2CENojWIoPC6Z2ZIxk7KMlozNxuIZ5gaNTzplHAHhXgV5MXCPf8vCRwMXqsaGbiCKJll9XDg9LYYe1sIHzfeTzQQzF9AUWOsffOHn7QP/gZ3VJr5uofJ1m7RHRviu7Tg3QtowMl6oSoKYZHzBZvA8vmBauiiJgsHO1yl2jgptqZ70QJCQ8ccxtBlCoj+8j0mMbKlCT+F98heNl+sQ/WGbfH9MjlAsK9NdATG5we2S1GiFLMXF0eNjZseYlBCRr6VaIKVtAAkTLphp1+ejTJCTIIaCDKfMapgcpEAKkrP3LcE0pn5tPwY0BdaGwZAa+xCAQqFQFKB1lxQKhWIRo+a3Aur3eYyKDyQjJUo6erRntxepTLId+Qd58op/MLp36esfRDIm0tnTP5j2j2j3D0F3PSSdtRlBXJT7gZjc6C5+Tj65QFqQvLCkrPg5iWOYjpfbpcLqPqKDJCli35cKo0+CIRn3AHjsH7R+w9RH6XyLYs21KJI+GPc+eMWKFREBMgonnngivvSlL+Gaa67BE5/4xE7ZVatW4Z577ona7rnnHqxatar3fAuXACkd6TE+t+w710GI9DF+JnuDyG/oxyXkhnQUZo4YJ+RVRgYt0WUKOlKD5JRlqbHk2S+dkZmOMC59sjuvD8KGyDoTZTHkPimxjJGLCgYwrQ1iED8knEaCoG2yQkg2XE18fUwsCyDUBqGBz/vnU2X54xkKIC2BlUUz9DVBAGAazoC6dFrTGETGko0Oh9PZ96ZX4aMmKYw+xACe6aUp12+PCafCYsPLqbC4xsg0JkPr2ONRMoq5A6c6AsTFgYH/PvvTlc8bA1fXw319W+cvBvwTGp4n88wZK6fItsmwVuPSYBGfG0wS8jkepckSbawr/VpkV4AlIcTGlRI5Eu0p6cFLSKJmIpKDmDhwF1mcXsrpkFEWphWF0OV4/myi9FZCV5QKi0KblKVyv09r5bdd2qxI1kV+DOU2efJD1gDxqa3coxmmbVGu/SHeS+IjrQUChG3fnvxgdxEgjKYJn6sohm4jOuyrT4nl+gwa9z1u7W+ij+cLXwH/++IMoBnCpx2bDfrYP5ZTzB2maQrTpBEgCoWijOni024KhUKh2OhBfE9rxD3HHOofg1vpVFNw+ndMmcyTOBYLckV1EXeSUTEVeUGClBY1m2gQSYI4mUkjQeKaocLB6afNI0F8vV2ExBg+IgSC9PDyQS3X88122dfnSBzCwkdo33F/ToJMmi0mjQKR2z4ixGWMGXifLq+rsQ9OU7972C7M130wEeGkk07C5z//eVx99dXYddddR47Zf//9cdVVV+FNb3qTb7viiiuw//7795534RIghNwojWGNqqSGREpWJO1yTNEmGMQfsyAivJg4b0ukSKSbCRHpFOd+KuggUSukEh0yMRnCCxJtJHRYx2uoD2IQiBA/hwmF0lMihHWktUEyIkSwtWRCxIhN/WNcW06EkLHFiwBb9BxkwAXSJeHR0sCWHmcCxZAvjp7XACFPKJSKo0sDxz63IRA97RxqgdjXNNefJUdcDRBXGL1x7VwbhEkUm9toYNNiUfDMrnPGsCGaODVLS91p/VlGMXeIHOhsFORvsDtfGxj7FRE2gx+Q9yDY87cJlyY+4MhduNgHICjMwQXPS0QITyLmRLpGaRwTQnUkSpEcVOjz+xZsRJX0gD81gDYhQ9y4iPggxMXQBbHBupjMAICGT/YWCdER1/QAOVliuaTmByEmRPoWOx9K0gIx8cFkR0p8MGkxbMukB4BiSiwe59qob/0PhntUx0eeeIKDk/yanAhxxxZT/LUb+JogKQniDd7QrseYJi7WPib62D+WU8wdpjFQAkShUFQx6cM9CoVCoViY8A+Jwb5Kd1cfjBSVPrHS3IW+PtN3EiKJ3pjoGIMMkb64rvE1vyCYeJAL56FjECHsG3RtUe1gQYSw71ASIZwpxkRrMc4XmH4A6YGjAqlBbtt4EiStG8yQD0q3MJgCR1TEuysflI4OA4WZ2c8YESPriQThh6VttIfT65YzAKFFg6Gxd8nTE0TUz9d98AknnICLL74YX/jCF7Dlllv6Oh5bbbUVNttsMwDAH//xH+MJT3gCzjzzTADAG9/4Rjz3uc/F+9//frzoRS/CJZdcghtuuAEf+9jHes+7gAkQkzu6xkAgCjo+CapMUTB6RUOYji8YI2krSkYrki1FeET9+Xp7R4d0kSF9DF72q+MMmFsUR4VIIiTsamLsBBESdOWGTpIkUWiakBq21k/W+uNHmaFjeUl4cM4/jgQBbL5xG7FRNnItAUsaS5LwicNGLyqOTrbo0RJOh+V2glnRlmz2viVA3cDZGV1hdLevaADMwEeAoPXGzRMlTl8LwhJRDH1SvxznDxwlo5g7WMc32afe7RccnpTg6A5X+8O0wW9c+w0Nznub1spHhxj31TOwT9uTk2AiskaEILEhJTIVSR9Em0TpCxpdMJZJDwBl4gMIBc35Atr38/EUJi0hM4wgSLKC5iTGRnqDnCc/sgLm8XrYKR8VOKdkm8kPSY5wOxMWniCxxz0qdj6kEOWRRYC4dl8EXRAbaURIjfTwESHCbtYef2KD7sgiMu7L2hj7vRoOrUyJCIH7fg7tl9WYOAIkIkH8h+R0++/+7NDH/rGcYu4wTQ3WKQGiUCgqmNYUWAqFQrF4wSaeXD3LUb5BzjJgaCRZ4h8iLuop92W3r106eIwYRP5frliut0hmCJnSvEUypeAPjPyCwGREiF+HXZxPaSUWSDD+oc3gGgg741Pmu7WECBDnReQHrSPHAqq+QZktZi5qgtg5kpogbjn84DXLWv3rhwSxafibkDaf9bmjMQSnwJo8AmS+7oPPO+88AMBBBx0UtV944YV49atfDQC444470DThEz7ggANw8cUX4+1vfzve9ra34SlPeQouu+yyzsLpKRYsAeLTg3SgFz8ShS3lCiNDEo1jge42trORTGVdka2ScuJ9pq/WXxhfHFtBFgYX7QMrE4tO11raTx4H9MrvZ3iHEAydrAXSVSB90PMRgDTPn29HqKWR5vvLdEDkzyMTFWAfdqyFIzpkQXP5aueWtUFyDx3riNpEHRGuCTJMiqin+7k+DJ86/+YY3qken2z+1HT9SXfMPQh7Ie1Dzc6MlJGyMCKUFWUbUurjti7I/hL5UZIvjXHtEflBYgxEv0N0Oqey6XyJfhO9p1xHIpPNJ5CN74mo2HehtocnQ7jd191I2tJIEAHift/Qg/yQfekPgtNpio9N+R8FR/SJdUY1RUw8jmDb/Dk0eygBolAoFAqFQqFQrCdU74+67k9NeB3hKxp1n2uFCu1dfsARqPIltfkqc4/yF4a2ik+vdm9e6xu1Jr7nkiSIFBN+Pbk2MpQvIxlfHNsTo3x8LAPkvkLfZ+Li5lKvfXVtyGuE1ObjGsIDw7668eH9jMKn2S0/+3vU+boPph7351dffXXWdtRRR+Goo44aay6JBUuAZA4tRjefUVfn2ciSzjJLXGR107aUse1igk3iI5TGjiIx2z+K/S2sKR9b+/UokCCRggq7W2mLQt8k4+vfcx9iY0eiyHLR6pYLpJP4LLvy/nkZxw5HrK4YE+1/yvIiRG80xpIgs2F5G1/YPC5w3ggSoxbmxnEgA1EM3Ye5mdaG+cHAM8Zi/xoynp2eLaapGRk6Nz2Zj1GRwEcSCId5XOiZ33NklTvz3OmJZDsaC2MdynxNJPzIXtaNBfjMzI1bVCQ9NLqxBfvVF6Xva7qmSuRHsdYHFdoLY00iZyK94bVMeCT6Cv3xuihbZzmahIR+stEfFNp9wXO/TUI2Jjz8+4TsyGp9RAXTC5EfLaFKevRKgeWF3Ytt4Add0LY2CsQYq08WSU8JntaER3YMsfH354iBK5Q+7ndQoI/9s3KznkJRwDRNYYoW7mWqQqHYsFCbq1AoFIsU/p413LtGUfgjh4/2fZjKvUFn8EPltjfMO2LO5Hmtku7EE1bUni2x5A+M/J/llUX1OUjoKfkEk5G+vUSCJP1EsV+Q5ybB5oQRciGyh0fHDuFxaoIAeU0Q1gFTjgJp2cfGdT9E1Ejr7w9bseS6f7AxVHxIetwokAGGzndo5QfiPQA01GBoGgyIbIL9CXyBi+0+eGHfWZYOYp8DW/h8M0MZnUfxAPkEdKaAkiHJeWnS81TKp7L8L1btv9iRLjKJDufkcm0jU2OFX4/IsPWqEZKNFUyOIbEjzmD51FUhJZbXYdhpKnelXiSdWd+uAukkU1/BZOmw5Mch22dgU2JJQxeKqBuf868RsrIGiC821JMEmcYAA9Nimtxra3P22RogvPbG1/oYUoOlZsbpmcIALdbBkiDADIYAlorvhM3z12IpGz9qbIosYyYuzjtE41Jwdcko5hTSCc5fJT6xDcJDHQTrwOaaHCb+GkZECGdFawC0cSqs+DrF1QRpKcxlgCgdFsuKej/FqLLo4muMfS9sZ6SHlC0RH1623Fes+QFEKbFSgiOtBZISHpLcqKa+YlJjDlNf+X6CJRBalGt+CLLDp7xKa4EA8GmviOKID7ZrXVEgNRKEH5NhY+FTYIUfSjKNIzDcd5rTYQGAMTAt2e83p8ICrPU04nLXyZghgQbG1kuZoBBSH/snd0sxN1hDS2CUAFEoFBWsmfDhHoVCoVAsTMj7L4K7D418c+41ve+U4zOlyXYfH6BsoFx2LF8gb5tYJPMHCh1Ff6DXQ9l8MlNM1Zc4W5+gmFccnEQnEyrcFlLak/NTREQIz2uSuiAU/A9ZjeB0WxzWkm+Qa4HUagajbUKmGdhIjr41g2fQuMgP6Q+0smiGGML4msGtsbo5XT4XYGdCxSd0pgataZ1v0N3dGpfJ2vkIATifoSU+2EfYovW+xKU0xDoD9/C03gczFuydpXT65Z0jBhc+32KYWEVfZriEgswwjkOMjCBFUiPolyiNmNcREyI+NKxm/CYxfH2Nnl2IbWKdYj6Sso4IsWutF0kvESGA84mFpSfGrlwXRB4+kAGaVhAewdDJXQPZ2h9TXPuDx5BBayxBMgAl25Y8qRk5W0dkgCXGvQJZTRBbIL3FOkd8WMJjgKVexpIn6wgY+GIOduw6AwzIAGbookImZ2TJ/UiMklHMHbgGCDXGpSdyFxCGgNZENTw8ScFFzVvX5n6H/aMP8jQ2QHR1xCcSjzNWiPg85DlEux1H3m5IMiSyI36nOna48B2NCI/ia5LSipBs16M+mOCwxzqRk/U+5KtoLxIihGLdj7jIeSh6HogXXoc9XmYIR1hwPxc0Z/3kanvAkR7UTX7we0F4VKM+asRH6y5rUiLEbRfDWFvxI940oTg5+Lvii4HYL28DgIaIiBCpz32/DLlLZ2fsTRsoZEuG8Hfarc3X0Zkd+tg/lpsv3HvvvTjppJPwxS9+EU3T4Mgjj8SHPvQhbLHFFtUxa9aswSmnnIJLLrkEa9euxaGHHoqPfOQj2H777TPZX/3qV9hrr71w11134b777sPWW2/t+66++mqcfPLJ+P73v48dd9wRb3/7231u1vnEunYJmnbBXqYqFIoNjHWtXncqFArFooS7P+IH/qJ7QOlDE/JFNWa0TEZeJO1SyShfoJdJ7n9jMiJR2+EP9N3C1Rb6Z0GICL9edC8vxhQfbkzmRbr//CBm5GeUfkGbG8b6B8T+Gi6SHnwbfjr+8L0/EEUihNcc+fucj88/EE3G3WfGNYMlESIfnpZESOtkLeFhE1alREiT+gOTB6cBeCIE7pZ4CYZoMbCvNMCSZohaTRDrG6TMR9i6zDDsIxzSwD8svQ4DDGCwFEPMTOALXAj3wXOJjfPOctwPUBqdSdQV9KThdWkoXVW30JVFh6QGDshTmGfjTTA2EPY6H5asm+JObyBHpceqLCjaj/CEuRzDqbGCqB1LTrf1yzpj6BYVCiKxoRQHx+QFz9kdJuuIcOibN3LiF6wW9gYDT1wAcZ5Azvs3lFEuhWgQzvPHIW+N+zA5T2ADsuFvMEjD3RoX3jbwBY34B8XKNL6mSNwOAwxcBMtc5KXXGiAbAOwY5+8q2VQ+MpUVXyXY64pyKiyW999REtcl5GxBUm+Cn7bwp7UR+tzyYlsiOqUNS74TWbqsBCb94aTaKzvC4754ewT5wa+Ij2VGelReURxDxf5AmlCyDX/sJaFSSnsV9FOITIGThZTl8el7CnONQ36kkR014qMtMAyy5kfST66gmfFprlqfCsuaO7ftf+jiVx8J4lJk2e+/mLeFNejyuM0SC6EGyDHHHIO7774bV1xxBaanp/Ga17wGr3vd63DxxRdXx7z5zW/G5ZdfjksvvRRbbbUVTjzxRBxxxBH4+te/nskef/zx2HPPPXHXXXdF7bfddhte9KIX4U//9E/xmc98BldddRX+5E/+BI9//ONx6KGHzvl+SkxTg4EWQVcoFBVM0wTMtkKhUCgWLPx9EcI9qb+v6qVA6KkgIyDS8YX29Eo/S7UlSQieo7KGXFdhbkGKUCSU68iKnyMZmwwM9/hCKrmf9w8s1yYuHsTEL+ja4pT5rLVcJJ1T5nNUSFfK/LRuMNxYmRpL+g9lWiwgLpAeFUev+Adtn4vCMMNADhT9gXa7Ma1Im8XrsK9DE1JizbYwOvsI2fdno0FCnZCFWANkQ2HhEiB9DVyf4yzPl5IK9quUrJBJthM93nB4mZglifqlPvG+j0y2ptL4ZO4i3LhsTMGmRCRIamtKc8k2IVsthuS9kgV9YrtUID3drhVHksSHhCyKVCuQFIekldqs8WtGPFrMef7igklBB4CoJkhpDbJw+hChJginzBqKNcbjbcH0iYugU+PD7eoyE02hqGGc48p208R2JbsGGaUjtUGjbEvKkFRsWEZwjFpHB0aZus5+2SfW1GsMJUTLbNcAZOTH2Do8+SAIjEivaEvHyPddJAb396ntUZpDbssfAlfnwxc/ZxLENMnQQnH0TLf8DCm/GZnQNvWxf1Zusnlq+OEPf4gvf/nL+Na3voV9990XAPC3f/u3eOELX4i//uu/xg477JCNeeCBB/CJT3wCF198MZ7//OcDAC688ELsscce+OY3v4lnPetZXva8887D/fffj3e+8534t3/7t0jP+eefj1133RXvf//7AQB77LEHrr32Wnzwgx+cdwKk73FXKBSbJtQ+KBQKxSaA2Vxfp2MKtxJVHyCP79Ge6UhCRHJfIar3yaNkilzKuD7BxK9XXV/J/zcKJV/hSP8hAgnSoS5q7+EbZBJEjmlBoWg5GfsAcUV/l/+wjx/RjxE+w4GpJ4nytYBhiY6BGzsAsrGt8Av68cTF1WOf4tAX2Jw9NvR98FxjwRIg/unYUegyXBXZKhFSGTOKGDEZUWKiMVFUSElfoqO020YsMDzlisgg2qaYhTXCeKXzFsek+9bF+nL4W/RBJW2OOU1rg/C8aSSIT4fll11gZjzCdgvL7Eqmd0iI6oI0cMahsUaBc/pFJc9NzPKyzAwGjqwQxkawun0LH9lxsYGTNUFa00apsFKGVxZDj2XkIRKpsMD5AyezfC1sfZJumY3E6m0kkE5xfk/e+c5RIQi8Azlb49p95EdygWNYD8KrP/WFP9xHgYC/WvK/WKd7LRVJr++ceF8bQoX3lciPqI0Nnej3ZofSsXGUSKqr9CrNnYn6KJ+DYpl02+ty42VqLLjPedZFz32NEorrfqRkiSx47l6j6I80EqQW+SFJjxqR0iQ2xMlR0+SRICIKxD70YgkTXxTdHS8ybn2GgDZ8wTlayh+bCcxTH/tn5ewkDz74YNS+bNkyLFu2bNbzX3fdddh66609+QEAhxxyCJqmwfXXX4+Xvexl2Zgbb7wR09PTOOSQQ3zb7rvvjp122gnXXXedJ0B+8IMf4N3vfjeuv/56/M///E9xbqkDAA499FC86U1vmvX+9MUMDTCtESAKhaKCGY0AUSgUisWJ5D7Oe4Qmu6QvouYlKc5Tut0t+vXFw1nJgNr6+9wey/RPXToyn2CH7tqYWKbDJwgIR2PiJcgetO6IBPE+QjGfc2BISaGssGexk7arQHoUESKiQAAU/YNGyLT+g4gkM3/gQIwZ+igTl9nFfWka73AJPkKZKQawkR0cBTIABcIkjQJxh2EIwtAYwNXvmKQ+x7j3wQsdC5YAkc6oPugkS0oEhtysnesxgRvr4u9XOjYdY4JQRAgLY5BGf5j0vGYZ7k/WQWL+kBfQJOMKRdPlfGyQIm+olBFERnqMJBHi7U6FCGF9bh5fJJ0PTJr/j/rUBYm3eZxnZt0Ok8sNyIWOOO8fr4+MyPEHcoWIAloYTAFRTZBizr9kezb5/jibva0P0mAJZtC6nIO+9ocrdDSECcXQjWV+h2hdLkDbPj3Ok/cFaAqsDQHytT/IFTM3zgFOBqGmgXFfH2ELjJQxiGqBEMRXzV9ccuoscZVJ8DVF3DSBBHHftZjoRbAh0bkPZF+NUbZd9kvSQ/bxuthYpOQIVYgP/z6QH7KgeUqupCQIxBj+PCR5Edf7kHOSbzOexGBChCI5O56JDyR9JNZUID+4Boh/T55o8OSHLHoOlNNeRQRJGxMfKekhCI9iLRDG0F5++YgOJkRad8nUNPbYFEgQGPLjQzEahP1xhdPJfSZAa0mQFkDriqrPEuOG/u64445R++mnn44zzjhj1vOvXr0a2223XdQ2NTWFlStXYvXq1dUxS5cujWp5AMD222/vx6xduxZHH300zj77bOy0005FAmT16tVZzZDtt98eDz74IB599FFsttlms96vUZimARolQBQKRQWaAkuhUCgWJ+RDZ/5WUt77VXxwVUifWqUv1WFK7SU9hXvdaDN9ODq5Ty5lgkn3sfggc+oPLM1fuDcf4fosEyHsw+vyCbr5Sj5A3yYWHhEhvI8GMKDgM3S0CB+OmAgRztLKF0KOlany7RvnE0R4SHooyJaUBAEZlIqjl0iQloLfcElj719lTZBQI6TFNAau5i/AJMg03APS7kHplhpfM5hf7dyt9xHaNQdSZAmFh63bjTwV9FxiwRIgvSNAUDFkkcDoueybfFyv6A85Nh1TNWTBEPYygumaxLzSAKbf7Zrx6yZD6sXSjShwRNGj0AgLlwaOjV7CIqVEiP3fEREygghpGuENdge1JeuhbRxJEsrk8vEIhY5Khs4SHtYQMjEyAxcR4gxWvP9Cg9iuGblpWCOIVoTYZfn+3Dw0hca0aGDTYS01M5Cs7zpAkCCWObYkiT3+k7C+QN8UWLM3rIocvui1d3LbH93guCfXhsjh7wkLvhiS7fJagcTpzR9dsl2PBIF/N/riCQWpDiRGt5P44G0+Jn5bXCjzb0n0vjvyg99HBIncjt5TNk86VpIfcJ9dRm4ktT8suSK/AxRqf/htgo/s6Kr7ISM8ZDqrWs0P+b5GfNRIjx6psoKJczokESJJkCGAgQ0CpiF8wXNbUL0FBk1cC8SQJTuMtfZoyZF4FCdvHRP9Q3/tvt95551YsWKFb69Ff/z5n/85zjrrrE6dP/zhD8dY6Xg47bTTsMcee+CVr3zlvM0xCda2U4AWQVcoFBWsHSc1o0KhUCg2Hoh7suIN56jtCiJ/XGHOvumwMrF0bDImnbcaIVJZQ+YLTObIIkNkXzYnJe3luTojQvoQIUXNJNZWIEIQUhmX/IL+gUd4V0j0YDUXQy99AOwb5GwwkW8QiB6SljVBhmTsfambuFQzGNTYJAWmFQXTbSTHNPsNi/7C0dliQE0cCQL7sDREeqtGHlfnI5ymKQAzLgJk9uTEuPfBCx2LInkqO4vSv7EhDW1Bd5ec3C7Kj5ITli5uz+cs7hv3pfPM8ntYWlc2l0jBU5wn2m9TlLFOWSO2g1y5L9muvCeKgw19iBvFsnKpLRm0bmxanEgiFERv4m0hO/QyJtnmYub5qdfCYEhNePX6g2zQ12ShaLJNGrm2h8EaBRv6NvpvHFxzzTU4/PDDscMOO8AYg8suu6xT/tWvfrX7UYv/nvrUp3qZM844I+vffffdZ7PLCwvSwc7bAl02z1RsThbZkM4n5y2tAYVtMdZk5/+I70dBpi/5Ec09js3rsM1FGzrb3/W+47w9pbAObu9KfVXUFbcbmeqq0N8bybiQCoty8oPa8CchSBVKyBS0bSBjRq013R8mghzi7+DsL8r62j+2gStWrIj+agTIKaecgh/+8Iedf0960pOwatUq/OIXv4jGzszM4N5778WqVauKuletWoV169bh/vvvj9rvueceP+YrX/kKLr30UkxNTWFqagoHH3wwAGCbbbbB6aef7vXcc889mY4VK1bMa/SHQqFQKBQKhWITReXedlY+voLu2r1Z9Z46HVPxG2ZjKtu97pO77lMrsqbQlt8/m6y9+mBgQV6+Gvegcvm+2XS3FffDVPcblCYT60b99lH6ycq+QdsnfIIFGdnX1w8WCqE30fbY48iSGiU/Xyld1SQ108a9D17oWLiP1o3ryCoxpSWHe5/PJR0XggpiHZTIJNuRPBXkUr1Jgyc5KcjyexEwEus1YgpCNN9Y7K+R8yc7l66JEa2TFcT7WpyE5Z2ntVQgnYzgycnywfLJ9GjvEn8op6qSxdJ9cSOEvH8pomLlFJjeuAh6UticDABbfCgtlF4aY5duWd5B4bs5hHF5/izLa0PgjJcdkkHI/WcD4LhgeuvyHQ3MsGi0x8E0TWHdiFQk46bZeuSRR7DXXnvhuOOOwxFHHDFS/kMf+hDe9773+e2ZmRnstddeOOqooyK5pz71qbjyyiv99tTUwjVzvVC4uKJKn70QcU9OpHajJ8TDFeON8RuI7FT8NEw/xb0ubjtkTKU/In9Kc/W4UI0uEGvrKMxTWgd/Xr72R1G2x8GQ5AgQv6bjC7U6PIlRqvnB/YW6HtV0V6W0JPKpFsDV8hDfB47sSAuep3JS1u9P9/dq0pulPvbPyo134my77bbYdtttR8rtv//+uP/++3HjjTdin332AWDJi7Ztsd9++xXH7LPPPliyZAmuuuoqHHnkkQCAW2+9FXfccQf2339/AMBnP/tZPProo37Mt771LRx33HH4z//8Tzz5yU/2c//rv/5rpPuKK67wOuYT8sZDoVAoUqh9UCgUisUNvu8iE9+LRZlUMP69qx2UTpbMy2LRvWwiW/Hr+XEd8rlv0Tb28SFGfkLZb2LRyB+Y+vd8KgjkGCXf5Qsc5ROUHyaFg8P+PW73xdF5WsmnRH49q8MY8u8BZNsQ/kQmPaRvEM5fyL5BluWC6cF3F9cECWn3Q70RKWsXHNcE4VT8dnt0FMioouitSH01MDaDzdAYlzK/wST5YObrPnhDYcF6BseO4kh9PJXjH+msyGRjCw7IbHzm6AMiQ2gKcqnBFAuIjLowGikhkvk3heHjE65m2zuJEGH0rC81skZed6+UWNJqpZ5J3ldjE2DB7a9Ph+X3J8//RwQRwxQOCqft8SFwbGBgjRunvioVRx86h4sPXRP5/ZgEaclgqmmLNUGmmhYgoKUB0AwxhMEStMk2UDRybSBXlhhXHwQyz9/sUmENXZ2QSdAijzjJZcbzMh522GE47LDDestvtdVW2Gqrrfz2ZZddhvvuuw+vec1rIrmpqanqU9EbE9gGknEfpftR5j4S56g8Z1MdJM5XSDlK2oBwznIEgujqSoWVXYiJgZk5LXwVu55kke/ziJBK6isxLicsTNyXvk+2S0/ElNYVRdTI9YiaHVl/NB/5fkPw6a+sfvtBmkwnhZRXQPI+TJAVPi+RJaVUIq2I0EjqfVA6LiE9qKDPNCaWa61NoQahLoibj9J6IEbUAuEvozsvTEuIiqG7SBCf+mow5vVEehh62D8rN8EkHdhjjz3wghe8AK997Wtx/vnnY3p6GieeeCJe8YpXYIcddgAA3HXXXTj44IPxqU99Cs985jOx1VZb4fjjj8fJJ5+MlStXYsWKFTjppJOw//77+wLoTHIwfvnLX/r5uHbIn/7pn+LDH/4w3vKWt+C4447DV77yFfzTP/0TLr/88nnZV4l17RKgXTLv8ygUio0T67QEiEKhUCxKmBbuOh/h/k66mpJL7uw6v4frY5TPL9NdIEJqfj0/znTIF32F/dPky3F+6d53Fs9NpXE0Tor8XF465kbWC5YL8SSI2D8nnKbJ53rBwS/o6gWbepp8niQ8/BwOlNxqYH2DPr2VqAmSXV44n2BaEwRoY98hBmiIeqfK750KC6IgOqz+IQ1sGi/T2sLqzifIPkIbJWKLoc9g9jUVN/R98FxjwRIgYKM3Cn2IjpqskJEGcBRJUowAkeNGkB1VuZpMhRCRY0Lx80RfiQzJxpiwXxXjZzzrUC9y7A1fYhCLRAivSVDcKRFCJqwDjoRgIsSj9QdFEB/w88lcgEMUjB2Vi6OX8v5xBEeDQIykNUG4PbSlhY7cNgymomLoxi2s28jBDO0rgAFarMMUBmgd62uP1TrYAuk255/FzISM7JBMKBjfIQMADz74YNS+bNmyagqYSfCJT3wChxxyCHbeeeeo/Uc/+hF22GEHLF++HPvvvz/OPPNM7LTTTnM+/7yDHdxkIud5WgfERkxZUSY8jDuB+HzPnp4R76NrmKQ9JTZSEsSqD1em1adRELY7HdFpH89FBRl/DEJ7dHEs9ju8H6/2R0ZaJHpTckPK50QI/GcWtqmwz+TTW/l+eQ2VEBfpdkiTVfgbs/ZHNT0VkBEfJcIjhZTxZIixtTpsnTZRE4RJEDg5d5HJ3/dS+qtA0sCfDIa4ds7o9dXQx/6x3HzhM5/5DE488UQcfPDBaJoGRx55JP7mb/7G909PT+PWW2/Fr3/9a9/2wQ9+0MuuXbsWhx56KD7ykY+MNe+uu+6Kyy+/HG9+85vxoQ99CE984hNxwQUX4NBDD52zfathbTsAaQ0QhUJRwbpCZKJCoVAoNn74BwEB9yCg65D3mF0oXPanl+l9SJNi9EdJRxfRIfqrpAglMjxmFCHC968dvkA/feoPnA0Z4pdeIjUQHmgb5RNk9CFCeA1jEiFGHOzUT8i37QbwPsCW/SfON9g4/yH7BvlhZ1kfGK7OR6kmCJMj4cHp+KHoAQiN19ViAIOGCK0xkX9w6A4N+/WGANDaSA+uETLt5h2S9REO0WDIESE0NVF9joVwHzyXWLB3lpEDqQOz/yiT+cbQn/EoHcRKR1dV56g5ZWGg2pgKRxOxwel5YJAYs4qezPGZzeEMTXogisxR7iFNCyHxXCbSGLytJporsfZ+vvDLweSGca+yAJJMiSVPYiM/ZFMvfhR7Knn5FbYXAxvJ4b7oDRFKRY9gWpEnkMKrAWT0RyNC32yoHNcDmTwCxBZPGlEE3a1txx13jNpPP/10nHHGGRPNn+LnP/85/u3f/g0XX3xx1L7ffvvhoosuwm677Ya7774b73rXu/A7v/M7+N73voctt9xyTtewvuDJiHRbONblqSX7/VeOxF/lqxDIk+RUrZ1SEG3iCqzQVDdINUjTQUmbiIKR8tFu8e+HOEaprlIkRkSolOYQekcVP7fjyzscrS0pfp7LkhjjBCSRwa9p8XPXbrK6HOJ3o5b6iskPOSYiQsQ4ICY/Sumvsp1qQC2VSZCuFFhujaLmW7iiLeyf357wQqGP/bNyc3VFkmPlypWZvZPYZZddspRky5cvx7nnnotzzz231xwHHXRQMa3ZQQcdhJtuumm8Bc8BZqhBMwc1rBQKxeLEjNoHhUKhWJzg+yQkl/ETXGrPgjOp+whHOPn6+gClbD8/ofBPzcIXCAgSoLLm8f2B5Zkm8wnatlEF0v0cwi8Y5hzhFwS8b1BeTdR8gwCih6RlNEjdNwi07kC37sCHuh31aJDIPwhRA4R1wHj97DP0ERgGLluMAUeE9IngqGEh3AfPJRYsAdIXqcOok3hKnXE9+iLnopQ1I2QqelNnJUrva3pSHf5x7rp89ER2Dx94p+6SHemS67NfpXWjY79KQ9jYiTEyF2Am69rkewYbQDZ0pfohc41STZAmydPHdT3icXFbi7iWSGnM7NfYYFQxdTbud955J1asWOHb5yP64+/+7u+w9dZb46UvfWnULlNq7bnnnthvv/2w884745/+6Z9w/PHHz/k65hMcXTAvZHqP83Le5t5Q4J0pncbzcWoXSBefxmqM8XOzlkRZicwoQaa+ynSu5ydvS7VA/FoKa5zgSZd86tH2z8ptHBd+Gwta9HviSKFQbJrYWApuKhQKhWKWSP1KaR+jz89Bly8QHX6/vvrTcTV/YeU+XCRGqeqK9YzhC5wr1HiFLtn0fU12TB8g3DNutdogAFz6cBKkT9mnxz7AUh+J4yxrfpTkUhKkVjO4piNaT29ZWxOEo0p4fGsaDCao/SH1L6b74IVLgDjWtzeEUehUWyIXpY5CXxdfUpPpExVSW0vpQetUIES/BRY0khe6a78ZXewvhX9VHSW5WE/C+kY7LrWJba/KFTqPeFwT7aeBCXVHokiQvAiStLokDZjrZaZXGr2UmOjP9M4+5x8TH1xMXUaBwBVTt6O5OHrI9weCTZWFEAUCatCgmSjsDRgvAmTFihURATLXICJ88pOfxKte9SosXbq0U3brrbfGb/zGb+DHP/7xvK1nfcAQAa0JRD8lZ9w4H6+8IIL7CqYXJRQZmfgUNYkdqFxYZRd6SOaorS3RMVK+62J4FGqyqd4Jf8/HuZYbKZtGf9TQVfy8z/iiSsoIk7GjP5KxURSIm8NwkfO2BQYDO2eaulQWQgdCHRDY84VgfP0Pq3ispUVYbE++bCzoe8GtUCg2Tah9UCgUikUKCveS8r5X3p7ydqd/T6LmFBP9pfuwkv6Rvr90HnlrPcIfme5jtd/74Tp8gR36JooEcfprsohkTEiHFSkq+wBzj2PwBMLvZ1wE3YgdJeEXjPdR+gjFQkxeHD2KAhH+wEGXb1Cs2/sR4R6uLpAgXf5BHjMw9nXo7pM5IqQBeV/fwNhsL7bUufFtAHwx9OEE10uL7T54wRIgfVNgeVRkx8r1J/04pfaExY3apCHi/mTu1BlY0pGmjYn0yP50Hpe3L+ikMCcluhKHZcn4pXqtjsS0URgL01EbBMbNyTsedHt54zqi8fW6IKX8f54E4R9LExbBbK8xhNbl+YMpFUdHlPdPGj2Z9w8il5/MA9gYaywboqgwekuhYPoSbgeQkiDTGGBALVpjvBH1vK1pMd1OYWBaTMMaZlskvcESzDgSZAqtS3m11I2xbZMZpBaj8/qtr+fBv/a1r+HHP/5xr4iOhx9+GD/5yU/wqle9aj2sbJ6QshOVj1KmvkoverKLxM75xHSpjuxqT/ankxXm6/k1zOw0b8v0VyVd0rZ2zCX1R3MV5jWpTvk3CiNkTJvqpHhNBHti+RoXyZpFn09/BaGnFW0QehhZKq3KWSxrf8jdq5EfNXLF/9iE4m4RCdI2WZQHEeVpsaK1EXzYG28n12i1VGR90cf+sZxi7rCuHYDa2RftUygUixvTah8UCoViUcK4eyBj/bnwbh3ZL9+Pvkyv+/rS/pL/sHAPHPnTCmNr98CpvuguRfr5SsNLfkAEAsKnxSr5DUvzcTv7CMUcnf7ARH+RCInWaoQfkoI/EIh9grydfuClh6OdnK39IcZ1+AWJjHh+LiyQxFb6gPSQyjVBgHK9YHvvKmsGD1wNYUQ1hFPSI9p2Y6bdfHBjpzGw9X+NQUsDLDFD+wq4OsOhHklDJIqh9zlBylhs98ELlgCZtAi6747PmxwVQ1gyYinJ4dvScSlhUeqTemoGsWS4hHMzDaPrMoKp0YxkWbcnJsrGjwRBEdrytUu5aE7B4Pp9mgsiBFa3NFzGzVMqgpQaP1kcHYiN3cARHoPGfhnZkHGxJDZgpWiQtDD6jCuSNO3agQYNGV8IaYmbPdQBQaeRs+SG00VTggSx8w9Blu01M1hHk90kthidO3Dc3IIPP/xwFJlx22234eabb8bKlSux00474bTTTsNdd92FT33qU9G4T3ziE9hvv/3wtKc9LdN56qmn4vDDD8fOO++Mn//85zj99NMxGAxw9NFHj7W2BQFC7twVYId8Fr0BwUMktkUStMUoteg0MYgNqNCF8rylMdFTKj1QJSQk+VFYT40QsccpKX5ek6/o75JlvVK/badorMlkKkq97u7+KkoprdLIjYgUaeNxsvh5R+0PSuqAZHpL4P4uQqMkz/O0LhqubeIPqhTd0ho4drvfXB3oY/9YTjF3mGkbmFaPqUKhKGNG7YNCoVAsSvB9E7uEpGuoiPRWoI+PsCJTnKZyv5098Dyqf5T/T3aVfICuPXvIW0zg7/crZEjtoWgA/aJCSv5A7+8TcumOel3sz6NuImSUT9Dpr2WJ4UgQ9gvyRG0b72cjLyVMqAlCjtgAMLJeMPsGednzkSlGPkDYiA+oAYXoE5EtpiXji6HPZKkU+mOx3QcvXAKkL0b5NgoERq0/8qeUzllTkUtlKBuSy5roXI6RyKTjIuMl9Qq51Ph4o5DKluY2QpWQNX48Lyyyw2U53yCPiUxdlR4kuZ9ivFu8DGWzPEpcHD2E2MV1QYjiHTbOKPr3KKTEMnkaLA5747ogbCS7DF1jhkkYHPlcfS0MWpfaKhQzCkbOMs1NFO42MK0PYxuYocj7l6TDQuvWawPiJsGQmpGhc+OG1t1www143vOe57dPPvlkAMCxxx6Liy66CHfffTfuuOOOaMwDDzyAz372s/jQhz5U1Pmzn/0MRx99NH71q19h2223xbOf/Wx885vfxLbbbjvW2hYcpOMeyNgHGXjRS1dqB5LzMCJIkgsuK1DQV5unpLOCzgvbEiifemwdNb1zoUfo642umhwQ6xr1gMAIx38poqMX5rL2h7NXPgoECEXORYorInmhK5CkwUr32afCwgSEEvrZP5ZTzB00BZZCoeiC2geFQqFY3DAEl+IIRb9c7T60dB9X9bklOtOxXX7B9N448+8V+kdFn2Q+Ph6fECKZH1KMD744eLKi5AestrPqmrycsrCWzB8oOyr7XW3v6xP0fj9HsiRO266UWLJGCEy5DjD3ca2PrhodLWy6+siXOAEJ0jhfXwPrV2wRzyuLojemtddHxqWv6vsUagWL7T54wRIg/mnZEeiVzsUr7d9fJCcKJ2hmBEoO/ZLBq7Wna0sNTUJ0FA1XB0pGrkRi9CZBCuvt2tewDkdbRMdKWnwkCwvbxTx/tS9LaiC5OTFm5WJI8Hn3BizrljFJESN+HQq9TGKMGgtY49I4WS52xHn/Utg5Jmdkp2mAqRFRJNNjOhgPOuigTifsRRddlLVttdVW+PWvf10dc8kll4y1ho0N0qG7/ufuYW83MshTd04JD8X6RzEkaW7Qx/5ZOf0SzSVaGC1yrFAoqlD7oFAoFIsYXZf2VHnPGEGKjCIhSuM6/YJ9iJBaX7qGLn/aKB9iB1GRzTEJCRLejCZG0rnBYyoPRU/iE0z8i+T0SXKEiY9oWZV21ps+HA0EH2GpJogkT/r4C0eh5BP0NUJgovgO+XB0MwdF0BfbffCCJUCyJ54riL5LPcmQcZx4xfC45GTOZDoMjpSlWnvBuNbG+fEo94UQtzwcLpOVa2djFrGksc4oBE7OL4xmmDcYyDCfjN0I62Sd5T0zbisphNQaH8nRFfYmw9xs+Fv8KyJD3owhDFubkn7o0lilhZDmpDB6khprAIMpDJGGusHVBgFilpcLIE173RwFMuWKIhHaCbPy9SuCvnGwvpsc5s8vPL+6o3nUybGoIB+12QjQv/ib2sC5xLA1mgJLoVBUMWw3nt8RhUKhUIyBNvjXvRtoDv2rRR8fo+LL6+JMqvN06E2fAy4pLTZL91XHOlI/oBE+tqIfsNRe8AV6eenn822FfUzk5D5k/kAeVEyzI3VUfIJSI+W1gnmM9xBSuSYI3MPKRhIOEIXReYQgI4A58g0Wt+MsMdMYRLVBZFF0IESBtGjRmgbTE6TDX2z3wQuWADGYxRO5Bfmi8aqRJjVWuMAG1/zzItIs9FcY4JIOKrSnIXSRwU4Ji9JY2Vcwgp0GUJIZpkyERPn4PDmSjGUZNrz+OFkBkh9KSoT4yeNtfuBXFjXyX5ykOLrfYUNoW+OJD2v0Wkd4SBJldE0QH07m2GtfCB02hz5v2yLoA0xBFEWHLaDe0gBohgVSZGDTXjXAkIAlGKLFwBs5K2lfh9QAzYwnQVo0aCLjCQxpMvaXi8CPklFsQKwvMkKx3sBpmzp/C8d52mIjeTJjoaGP/WM5xdxhWougKxSKDsyofVAoFIpFCUOW/TCAdY2U/d91JLc8nREfBX2Zn07IZw9CS7mS30/0p348li0RMikHUHwguuQDLBA4VTKk5EuUOjp8gX63Ej9fRISU/IEJEWKM8wd2eSX9vvf3CUYPR4el2N0jeGdfWhPE1g92/kJTqAlCBsT9rvZH7QFp9vn5QunsCyTr62uMTXnPPsSGDFpDWNI4vyFsVhq77fyJGGAJR3YIQgSwSe8HjvwYGgPQFJbQcKL0VIvtPnjBEiDFIuizOKZF4yVRMBB+XNpekY3G5UPKfT3mpVJbakyl3pKxK6wjbjd1A1jbh1HGD+WyR3LOdEWdREimJd4OzK/VLpnfuN4I88MU6Wl90SJxoEvGjtcpXuV+1RjfGR89Yg1P6w6ej+agOtvLhdQ5zH/oo0JsMeBpGngj51lf99p6lhiYpslO9bYH87uxFD5SLALU/Pjz4d/fEJxBZc5J6ljMOxby2iZEH/vHcoq5w0zb2IL3CoVCUYAWQVcoFIpFCnbNIPb+yMxIvN3H79oZ8eEUjkpJ1aWr5mur9RdlkzVE3EviXCs+EF3QWZo39skBndlhkvZOXyDrlERIYXytQLr3B6aOzpIDdEyfoJUItYIBOGJN+gVTtiv2C/o1Io8GSbPEQPgP2efHY9k3aKctR4Pwg9YN+wD9tr3uGRpCLVMMqPE1h9lfOJwgG8xiuw9euARICb0sx4ixNdIBBaNXGJMZ2QrrK1neNPKj79pKY7ty/RWRjkvO8dBuNzrnlHYAHR8HC/PYwr5lxYy69ieVLWyX6nwEstj4D5lTW3Xl+ZPLSAsgpa/jIBRAz2uCsOms5QccosHAGa5SPj9ZFF2OAbUYzAEZ26cYrRajVCgUixF9i3GrDZxbENkoTYVCoShB7YNCoVAsXvjal8KvFvri971+DqpPJsc6e/nakrZs7CifYMcaRvoOu9aV9HUdm6ofsOovFPvDu9FjDdF79vt3HM+oNkgkM75PMKsL4nRn0ztdpQzNXPzcsL5kbbIWiPTxpTVAxvEfttT4h6CZzJDbAKKi6ANj/YEDJ9PCVGsEj4vFdh880Srf9773wRiDN73pTb5tzZo1OOGEE/C4xz0OW2yxBY488kjcc889Y+s2RNlfJ2jEX5ecnzP+K47BCJnCdiQrdHXOUxubtiVjfZ9cjxgnt/N2E7a7xnJbYc3Z/iBZz4h99pEV6fEstSXbRG4fqHBTRCaIij7rYAmOFvmewUwuFV5bp5dDw7itJWt45DYQCjb67WSdLVi+wdDpYGMyRBONG1JjjZswNkMnPxRmvW/evi4MnREd9bepYT5tYARj/6hSN4Fcf3XsHKA4R9e8pfGzRWrw5IVN0j7OPFK2Om59f62bcKHPnzeJbb9OPqXHqaUhZM1c1+CY5ToyNK4vJGTtt1Ybr9x/DWOgr/3b1GzgfNu/Vv6e6p/+6Z/+Ff42JNbbNaBCoVAsQMyvL1BslHxpBfmuvww1XyEq40b5FZOxmUxXX5eOLv9fqb/ix0v9cZ1+QJR1ZHMW9iPVl312Yh99mvqi/9BUP+txfIJSRrqTpV+QkrGpXzAdw/2t6K89kMHtbSLnr2Oc7y66tvH+Qpc9prDdJnrZ15emuvJjJrheWmz3wbOOAPnWt76Fj370o9hzzz2j9je/+c24/PLLcemll2KrrbbCiSeeiCOOOAJf//rXx5ugaIxKZwB39tCHigOR1SZdxfRZFDvKMhk/j9iWrHXBcZfqICmQjhXzd6XGkgaJEgY30pO1u7yAoKoMibXVi6TnuQDlpxfJJB90MfxNHmA31jMwYlsWQoprggCc/88fMP9rIHZSHHhmaW0xdBuqNuTC6ZzvD3nI26hUWDMYoAFhxtXzmHFF0Bsy5XogJk6F1ZKxXUkqrBYGSwDIougtGizBzMQ3iRoBkmPebaBBcAZnfRN8nkwSmLCd2j7i8wZ5X+/ftj7kQoLItrGODrM/sj/RHZ3uXTDedPVfRzafsb9ZTF45ub6Hz4+fLYxYtHE2Yyi2WbdpgFqNIGMsEdE6i9YYm5KIWpjGgFoCfFq+RG+vNTbuJT4qnvCQ33OT2BdeWyrn++Lf+xp52AeL7cmXucC82z/Y30zSFDcKhaKC4Qa0D+vDBioUCsVCxfryBRoiEN8ndBAAo26win69RE/pfjX133XJRuPyIVWdJd9fpEP6/6TOxP8n+4v+xMJa4nZHgjiJolzqC636AoM+IKkTXJqXb7yj/XcJrHgfTGmny9veJ8jrdf5NcnqBUFrG8PpLxdCTD2XottJawWkqrKE4SD71FVzqK59+Xyw5SYXF/sFp5wMsp8Ky6e65XvA0Bi5jjF3dEho6P+HUZCmwFtl98KwIkIcffhjHHHMMPv7xj+M973mPb3/ggQfwiU98AhdffDGe//znAwAuvPBC7LHHHvjmN7+JZz3rWb3nqLKcNSSyNaMUOZQqlilzlCTnV29ixBT6UlJD6CkSIoWxEfFRmM8TD8ky68au0M5EiDNGRaMtjTE7+WrGjxxxkBq+lAiJjo9xztoOIqRJ96JQCIknbcSBdbF8xklYsgNR0SNj4g+rpbwAkm0wPsefh2tryRY6sjsoCh/BuJMvzvk30w5c8fQWA1BU+IhJDWs4bT5BWwBJ1P8AsMRpDWTIZEYPsMZ+FKs7WZn1jQvrwwZ6ZM5d+8IPTZQICm8zTKGtOk9BVwXszPfbfp6cNCnO23VVCEFWsCxfFEm7lAyX/n5Jdjg60zVCmgpvw6S+4tyl9ZtwHIxQn5EnJTi7GIXk1tBgvJOrMZ7ooMbADJOFyO9TY6yB8ePsqzUngvjI1j9LEqSLhEgJjtq+maZODFbmnIT8APrZP5bbFLC+7N+QtAaIQqGoY5KinpNgvV4DKhQKxQLDevMFsofapcIyxUf4eXOcm1gU77+qJEmB8MiIEXEPWpqnJF8iNap+w9K41P8n5i35C/3aU12pjzHxA2ZypbE8V18iRPpNQy8yf6AgNDIiJCJN8m32YAaPXyzTtyZIKIwedoz9goC97R40lpwwhmyKLcNzA/D1gMMO8wPS0UGo1AMBrA9wYMg9FE1oDYGLotul8wFr/POO0zTAEgBDY0ATXC8ttvvgWR2JE044AS960YtwyCGHRO033ngjpqeno/bdd98dO+20E6677rqirrVr1+LBBx+M/gCAWd9Z/QH9wuAq46vpt5I5uuZM+6O+ip7a+K419wqRS2VrOgrtdrwZLePm8T5UsaYw1lTny8LgovEmbPu5hEUXuiHWnIW/uX5uJ8CSGTK0TYS7Ze/RnQ6LpyiFuJW2ayFvPpSNkvdCnvVwWiyZDmvoU2YZz8ROYvTsXE2vv00F68UGzgam8n5CHb0iOPqQHzWSpdDei7CZZX9Vd58x4xzXEbL+lKkdl1EQabBIXplFkRM9FPtxlXO4acZLmZWmoyqlpypFfxSIjZHzpmPGIUd6oq/921Rs4FzaP6BuA4et0T/90z/96/zbEFiw14AKhUKxHrDefIH86vxzmQ9NyJX8d53p9Cs+xGIfevgSEctlutL3UrYy16i1xMcnmbfUV9Elj2PebnK50lieCyN8gWLfi2vJfHysQzoYyvuZbUdjTCYjfYJSLvj/gv8OgCd3pF8w+PeSJQnfIISs9PlF21RPhyX9gawrvI9T5Wepsdz96STpqRbbffDYESCXXHIJvv3tb+Nb3/pW1rd69WosXboUW2+9ddS+/fbbY/Xq1UV9Z555Jt71rneNu4xuyC9g5bPmE7boCKN8nCGKnyLlOUx5W5KJqc6oT85Vk0G9LesboWNcBL2mYFWFDJCSpcXj2Nk+Si475m7CVFdJPwGEvPCQF6VKIXUpS6GQ0cBwiq34VabDakRfbbsGLnRk35vMpyeLomdjYQAxfi7y8c3QANM0GCEzWZTJxoKFagP7nOuT2oMM69v30BEF4tdTP61mhV4RIXMFFz0hI1iskTLR1aSPNhFjxtE/L5BRIHK+RYA+9s/KLX4bONf2D5in60CFQqGYByzUa0CFQqFYH1ifNrDTl5U6vPs87yXugcZJi1/2DRZ8fWJsly+wc72j9mWOfX2RnujeM/cDlnyYIz+j7Fj28N91+B1z/6CQZYdkktoh8vFVji852VKRciYzjCkXMg8+QoR0WCYvij4JikXQvf4GjRkK2VAUXbbPFovtPngsAuTOO+/EG9/4RlxxxRVYvnz5nCzgtNNOw8knn+y3H3zwQey4445lFnNM+BO5hsq5VRuX8IPWcKZkC8WbNZ0le1kbX+Jzar6/VF9mqDp0dLWz8evKCShJkGIYHCwJwYxJhTtCXjEEcfhbJCxl03HO4IlfCSKfTdC2MynhRyeW36/QhbRxi2dXyam226WaINzXmmSbvZgd4W6t+4K2LCPlTYOGSDgebSqsAUJ0CafGmpQEkZElXTKLHevTBsqC12SM/dj9dngPJO8T1KIwqPTqZaiYRgsmP/drFz3Uc33Z2gA/SUYEjJD3bYlJsKeaf5ObjNx0xHpH/JZ4te4YyTX7NgAwbJNG66rOyWmrRpEZUZ2PZIc4vRVRSH1VgpQDYPh7KNJe+TRYQJkEydYlipszsyvbuLaHrPHRGFEcnV8byIgXaozf9tEw0iRNYAL72D+WW8yYD/sH1G1g2zYwmgJLoVBU0K5n+7A+rwEVCoVioWG92kC+tSDY+yl+75D6yMdyG5qYDAk6+UY7ly+1pX7ELn9f1xprckV/YWVscUxPH2BMdmA0CVIam6pkn0HqCwz/6rfxQiaeilNWFQfkDkkhJH2C/vYYcU0QToeV+wT5tjrxEaYPObs2/1A0+tcKjvcn9w02sETHwAy9n48JEYD9ivY+vDFkI0JgI0hkVpjZYLHdB49FgNx44434xS9+gac//em+bTgc4pprrsGHP/xh/Pu//zvWrVuH+++/P2J+77nnHqxataqoc9myZVi2bFne0QKVB9wDRjg0MnKjwwpJZ51JTyohH8uVrUlkPMO5kMmS7DNyfGE/knHFMcJQRY4/MV7aErmmrvGe0HAGxjsTgdi0UEEX64lk8gLpmaOQCnVBjDNQBBDX85BGz+n2CqUeQzCt3bmoJgh7G6sGz4anNU3r2F1LhHABJC5iNGydXxKxYWOZxpAvgg5X1IjD1KaaNsrhF/YLUeGjlgZAM8QQrtg5WlvsiNq4KDqskWxA1hA1M71Y2y7IkLoumcWO9WoDHTzZ4c6tlFjwbUKm9N7/daGg37+acB7H+mM7mBEnqa4udNnJRMjmghXzJr5+f6Gc2Elvp6TOtE3KJ/1so8iIGh4pieLtZ7mQuSQ5yNURMnCRH/YqBxi6qEMDmIZs/lE4+9sU1tgQqDWOQLDj4QgLXweEjRSRTWtFBGISFc6OtA3QtJY7lQc1K4YekyAAQj2QEYjSXrF8YwL5AcTkB8swiVxK8RWKOCWT8QGaPfrYP5ZbzJgP+wfUbaAWQVcoFF1Y30XQN8Q1oEKhUCwUrE8baNgXyL4oIHamJ7dXI/1+ElWfW4W9SH18ci3yloSQjct8jIV7XCTj5P1p5i8s6K2OkUsR96klX1/NBxi3V2qDlMby/AbxA9GJLu8L5OUJv2NUs8P3GdeXfFaUyKZjPd2Bsk8QfJ8tfILsKjT2Fjh8/LGPcEgGxhEhwxYwplwYfRISJC2KDjRoyPjawaWi6ENqPHEyPQE5sdjug8ciQA4++GB897vfjdpe85rXYPfdd8db3/pW7LjjjliyZAmuuuoqHHnkkQCAW2+9FXfccQf233//sRbWKwJE9Pc63qlRSuYr9nUZrqoMITZQ5Umj1pKxqhjGLgOX2f5RZIgbVDJamd7ICPYgQuSYivGT0R7+HY8B9+d7ZlpnoMorDQtIjR4ZGGfkrLMwML8p6xsKo5N9EpUfQfAfRFwAqcV4xo7JEyZGZlAmQWThI2ZvW0OQkSCloujTNMDAtFHdkNliiAbDESWDRvUvBqxPG2hJhoLzln/4DbyDPIW3OeJcp8p7SZSk7f59tq6yzS2SH11ySOx8erGZXOh1ERp+DIIMmbjLP/9R04Ow7wblfr/N9osv3MS+e6KE55Ft4IsuxOMKx2hWUZBsbGUYXhqSJ2TY3lkyY+jIDUGCRMRHA+Pe++sodkClREhpaWkuv5T8kPsA5G3G1SJJyY70N7aB7w/fydnbwD72j+UWM9ar/QPQtsbepCgUCkUB7Xq2D+vbBioUCsVCwobwBXp3Dt9adPjzIhRIgtIcVV0lkkH6+LxY9yQFt2G5r+b3k767wljfVhpT8hUmA0eRHplv0Q9392qg7FiJW+wwJvEFBrnYFyj3qeQvDGPdPaeb39+CRQ9Gi9UQfBaBEA3S7RMMo6XjIBAfAIKPsKdfcCidLU3rH4Yetyh6yAxjt9k32BJ8ZEhLBtMYYAkNJ4rOWGz3wWMRIFtuuSWe9rSnRW2Pecxj8LjHPc63H3/88Tj55JOxcuVKrFixAieddBL2339/POtZz5q7VRdQcxRlhq92Fqd9BQddajCkXFHG97mTS6bMkuex0EFJe5bCShimbIwp6yj2jfrhSOaK1iGOizR+qe507ZEPziQ63AHMxqBw3P1YR2rUPuPssxU74ubjnH3h6epAgqRfqkjWhO2asRuYUC+kbw2QNjF0IW8g95tgPI0zf2Tz/AHO8LhIEM75NxfhaBoBYrGQbSAwgrjoi5IxHaXL9CM/OkmTdOr8WieZc8SVbdf4ko3sKzdqXX3XAIQIEXdxl6ZZHL0+d1lmOHqCbDorIwaZREFjbHSIxKi0WkkqrFFIiZCM+LCNYW45T02uOln6w1SaazLbtNiefJkt1rf9S4sPKhQKhcR8lbSqYaFfAyoUCsV8YkPYQEPCd1QiQUp+HzE2RadvsODrysZk/ijh5yutp+Dv8zprvkAel7wv9Wf6Sv66ET69LmT+wy49Qsb78GQbu0JLvkBWUPSlxv7Cqq/Pj01lecFBhn1/XT7BbPfcDkk/YA02DVb94Wj2C7IvEaY7EiSvKRLEfFF0g1AfRJARbbYn42Gx3QePXQR9FD74wQ+iaRoceeSRWLt2LQ499FB85CMfGV8RYTwnU60r0dHb6BVOrH5GsMthTyilxxpFeFRJkHRMD4MkZaWNkOsoGSxpN1ISRh6fIoGDXDb/cUgXhfiYdhm9msEr6S21F/ZF6ioZO/9aGQogk0kLIbUwkaErEiIwPnQtNn6u3+X/G6JBkyTyD8XQJ2N9ra4G7QhWd1T/poI5s4EC1CCK9qhFZRRhOt7Xxsl55PVcKm8K51ZprtKaC6hGPbjzNIsCMSKiw8kVHs7pNV80t/Hqs/bev0t99iuFCcfZiPkswQFwETcfeUJIQssESkRHsS7ImJARIZHuvP5HkfhgWV4jkEd6NE3cVtMT6TS5nNAxyTVZH/vHcps65tL+ERklQBQKRRUL0T7MxzWgQqFQbCyYc19g1dEyYrt2C5K6iWo6xvYBjk+E1CI+RpEgfi2l45P47yKdNV9hwU9YJDuKvsFwT1p8WDpt40NRIjFcu/dFZscg9xf6B5hT2dK2n7fiAEjk/SYlhdS5X/gFeYf5wegucmQ2iPyHTHIkpEeQdf4/4R+chARZbPfBExMgV199dbS9fPlynHvuuTj33HMn0sthb71QMkodemuff3G6iqM/c+519Md98UlbSo9VtK1CZ80/GMkLBSXDU5KNIi/cfMXfEqEzDk0DiimxeJuNJe+HIFxst53QOKdqriP3Pvrwt5aCc5aNoz9mYhwZXz8kJH+JC6MTExyAyz1Z+CVJflUmSYXFJAinwmpgqqmwuoqiT2NgU2AlRdG5ANIkGDKzPEJmU8R82UAyMQEh2wH47ztvk982WV+0XfqYuN1QNgYoXGM62XhbjEvX6ucZYdTJRGOkHUvXYsSG+/33AgRhZ5CetaIMGhMc6UVdugAjunmupI9JC9lv20OUR4ngIGcEjMhzywW8yUVlGJAzHPGFn127CfWM5Pwi9RU1xur3+2XAdUDQtsKMlGuBWB2ycHohFRZ4fE+k5Icsai5lZKF0LnTui6TbbRLEBxdA97+tjel1bdCFPvaP5TY1zJf9AwBqzXpPcaNQKDYe0AKwD/NpAxUKhWKhY759gZGzfG59yp3ekS5/W5dcGs3flSIr6pH+tRHrkDIlHoHkG9MtX3oQujRvV/uodFhZG9/HlnyB4l3plrzmDyzWBIlWnGv0NUE8/xH7BIFQhoa9hqlP0NfLnGO/YLwveSqsmXbgHp62/sDIN4gQtdHCYEjNhEXQF9d98JxHgMwZCGMbueqTwyXdKBADpbOsJp9/1+NxKUlQ7SsQIkI+IlPYWVciQyiRl47BLjIj35UiEdJpzNjPxs485AYwWoMkQgg+rDE1bH5MpKNeHD0yfOnekfEFjtAatxa7QFtg2HgHMPhpa0dbpwbP5v0L/sNSASQyhEFjDcHA9fFrWE/rl5oauxkM0BBhqhn63IAgZIWP0Awjw8hF0aN6IABaiqNDxoWmwNoAaNz3NCU0/Hvjt1MSRMpSNq7+WpID4ldPfhTm9NuM1CiP/IqULxqzYWwLxZhSUfSRJEiyf+llDbld4LmYm4gJj1AMvdTvj2fUFtL3sYwvhm4o3j9vf139Inb4hDAwbxcNkBdDb918XAydiQMfejaaBAFQrAdi2x0RQtQvUoMPuSQ+3DHxOj25IUgRWSQ9JT9kTRCu/9Hwd1r0zRKLLfR3YwG1ZkE4OBUKxcKE2geFQqFYpHC+QAMELzS39zH94payenleYg+4qTQP5boyudRnlqYmYH8fzy9lCzpKvsDi/JUxmf8vkY9kTRjQ6QNM9AZZUSO4MC5bC+sf5QtErMc/MCkiNzqLo3u/IU/itn3KZr5NFA9G+zWV6wQ3zq/Yt06w9f0h9gEC3s83dO0hwiPUB2lhnNO+ox4IGkwBvgZIgybUAMFwsgiQRXYfvGAJkLEiQCqg0pkm5xhzXGYDU7lk23TIJnbQNxqR0LbEGKdGp6gn0hfmLhmsLp0Rccq6+o4VREh2iNJjYRAXSIfc9zIDXCqOXmd/BQmSrjaJMyxFg+QkSFgvs76l0LfW9RnX51/dbA2ZkYwvGxLODRgZOlOOBBm4cUMRCTJpBAj1YI5pDmqNKAIkARHIDhP3mfh9NBZxO6X9Jn0tkBqI7ZOUi+ZI5wWCAR/nq5edooHc8JvJRWBQH0d28EvxGpOZDcdWeD3iYjC9KCz9JpBhFVbYyH0wQZ+P4uCLOHdBBVCyD/DH1sBdKA1djQ8fWs3r48iS1ICywRftslg4j3G6sz4ugi5JEJfayhhjSRAgigYB4IkQAOJpmBgmJSEk+SFlmPwQ0R9Z8fO0CHoTtj3p0YiDO4F56mP/WG6+cO+99+Kkk07CF7/4RZ9a4EMf+hC22GKL6pg1a9bglFNOwSWXXBKlIdh+++0z2V/96lfYa6+9cNddd+G+++7D1ltvDcA+2fe85z0vk7/77ruxatWqOdu/ElrPyioUCkWOjeVmW6FQKBTjwRDl6ddR9kfVlYQxNYzyF1ZU1sebeL5yP9/TmfLcqY5Cu2zzxwb5mOw2luULurysHGTKx7x4e+xl3X0xZbteHJM22iWGjuwjihYaOzk7o0HkFypanMwPwQ9J2v6STxCQt9giBVYHCSLl/KvP7BKnyWcZY+LU+V1F0QdmKK6JbNYYToE1pGaidPgL4T54LrFwV0mFvzHBJErV6FX0VsdQLtfVH517o2Q71lNbY3WO5DVt7ytXWkMnKdVxPKVMSYd0Wo6cp2N+03UzRIX3ZEYWUfTdBd2pIevbl8rUII1N6UbPMrLxaTwsnNaT1gAZwvT6U8wDksPa+ZURxEU0br4/mlR/1wlsCn81mXHmHGM81Y5Nth8dunsc05G+mbnQweA6Me691W8662KE6AoReTEOKvIlPSN1p3U/5hITXun0tX/zaQOPOeYYfP/738cVV1yBL33pS7jmmmvwute9rnPMm9/8Znzxi1/EpZdeiq997Wv4+c9/jiOOOKIoe/zxx2PPPfes6rr11ltx9913+7/ttttuov1RKBQKhUKhUChGYdYPRffwI4790HXBH5j6uvr6AE3NCdXlu+xq67MfXf6+cdYyStY/ADxCF/W6He72J2bHvKKxsL6aXNG3VxIdcXzaHv5AliMXaZGOSX2AJZ9gLf3UXDwoshDug+cSC5cAKaFEinT9CUgypGqoCgYrk0/kRvWXZNN56+0UDGNhjdmcaRvq7X3kiutimeSvZJSsnInHoKIj2fcgYxJ9hbWVjF70GYinSMWa5BgSc5F/DbKBzIj/4j6TGaq0j8j4pcnoDs7RJw1f6G/CexhPekhDN3TjmQwZurA3fp0UM22DmXYw4m88c3LNNdfg8MMPxw477ABjDC677LJO+auvvhrGmOxv9erVkdy5556LXXbZBcuXL8d+++2H//qv/xp3dxcIRB0D53CXURepE7/6W2+S98W/Qu0PdxpFc8voj4QICOMp1oNctrCrZRmpM11j8ThQmdwoEEPRw+WF48lIo2WydVd0psdTpixLEac5M36+kg4YmfosjgzKdPp1unE+osIgip6oIY3G4DRUQB690TShDcjOUw+W41RWIvWV7RfzmeS9nK8QDRIiPxBvp8djTPSzf+PbwL744Q9/iC9/+cu44IILsN9+++HZz342/vZv/xaXXHIJfv7znxfHPPDAA/jEJz6BD3zgA3j+85+PffbZBxdeeCG+8Y1v4Jvf/GYke9555+H+++/HqaeeWl3Ddttth1WrVvm/ppn/y0dOgaV/+qd/+lf7UygUCsUiRMHHZISPaNRfTV9fX2FxTElXMj6TQYdeBH+fIernQ6z5whC/H+k7S2SL20Jnqi/7fBIfon1f8AOmuhyM3OdUR+QbFGOkX0+Or22nbYm/kBJ9fXyC4b1xf4h8fnJM6xoyH2DpIWeYXFb4+qT/UPoJuW8Y+RL7pbCqYUPfB881Fm4KrJZg2uQbO+7nJh3cpSdSuT/t4i9z0m4okaVYprNf9KXz+s1qO4k20WmSOd18vo3nT2V7yqWHx8vEU2b7Hx0TsWYDCnOZRAch1BFhY2TkeBL6hP7WuPkoHGMDROFvPFHLOyc0EcD5ALPQN9ZAxubVpxDGxgavdTkD7atdgE25Txi6ouZD11dKhRVy+4VlyVRYM2h8SJyvBeIPQoNpAANQyAtouChSG9JemQbTNMAk6FNIfdw0W4888gj22msvHHfccdWnkku49dZbsWLFCr8tn0T+x3/8R5x88sk4//zzsd9+++Gcc87BoYceiltvvXWje2LZO7l9LQP477d3kjfwtQ6kQ5yaMBZCT6RXvFIi05v8YH0I/R4meZ0topPeERxkIrVsmwwFGeMcI9K+2DobELU/RNosub/iNPOv4pgYud+NnZeaUOycGvii5nKM33brkDY3K4YON2mtGDrbvcaAWvLF0AmuQLkojJ7VAvH1P8SHOBgAw6FLNeXCdFtClAoLsIXRYftIOsE5BdZgEAxk9lkmX4Y08qRCfpRqf0T1P/wrQl/0/RY/OLNAH/vHcvOB6667DltvvTX23Xdf33bIIYegaRpcf/31eNnLXpaNufHGGzE9PY1DDjnEt+2+++7YaaedcN111+FZz3oWAOAHP/gB3v3ud+P666/H//zP/1TXsPfee2Pt2rV42tOehjPOOAMHHnjgHO5hGUTq4FQoFHWMeqJSoVAoFBsn7K2nvU+TDnGT+N+q42t+PomKz8+PT9tLcydyI/2FHfq8y5yE7zL1IYrmSF/N74gR8iP8hJQoSPXJdZXbjN+39O7Q3+LzGnjfqKQj+AJBwWdht03wVfj5jffvxTMWjkbLPgwT/IEE4SeI0+NLnyD7AuMvQvyhcUpfWw8YUZ1gu3zyDzaXiqJzfZBw0MpF0dEMMYTBwJB7gNr6CqfQFjPE9MWGvg+eayxcAgTRd9ii4lPpZwSTs7agNyVJ+hi+sUiRisFOdVChvUSGeOM4l0autK6SIewygsm+lgxglQhBzfgFoiM1yOx8TFfCxovYMWsQFk8QqWHC0YpIEHJFhwFQawsme99kmxygDoPH5mbY2ik9MQKgMYQZtz2yKDoILVFUFD0tfCTrgQwNYUiwhY8mvEkcOiZ5lMw4OOyww3DYYYeNvZbtttvO56dP8YEPfACvfe1r8ZrXvAYAcP755+Pyyy/HJz/5Sfz5n//52HNtUBj7+0ZcxyAlN8Qf2MnbICI/SsQGojEA5Pkh7U1BJiZhWKewSekr3PlX2LcIhSuiznR2NSJEqCZHAPhtQXwQkxa8b60J1xNMliA5u8VY8C4Lu1mqBUImjLXHNKkF0hi3DjGGi6HzPjZc18TdBBjANLY4m70QAwwTKkBEgtAAdt/aNhReMwaE1pIgTRMfGCYvakXRgSIRYo9LcmHVtsiQyGTEh3/vtpn8KEV7JMXPKXlNiZJJHOl97B/LAcCDDz4YtS9btgzLli2b9fyrV6/OCNypqSmsXLkyi4CTY5YuXZrZyu23396PWbt2LY4++micffbZ2GmnnYoEyOMf/3icf/752HfffbF27VpccMEFOOigg3D99dfj6U9/+qz3qRdaY/8UCoWiBLUPCoVCsThBcPdbJB78cm0lH12XHnT7C6v6Cr67XsRIFynS4SuM/XAk2vPF+ZaCzy3VFfVJeVRk5W5InSYIl8aOIkKMJxVGjDGInqUzbnL/0DMA0ybHEXycKPGNJtSL8x9YXyBFo3kn2T+QPRhNgHH+Q/YJskTNJ2gLpjuiw0dkuH3gHfCF1EM9EDShCDrLjiqKHtLit2hgfN2QSSNAxr0PXuhYsATIOCiGuTkUWdpMAeuJO7PCRNK4SP2JTLVf9KXto2T8qZScW4YoJkFqRskIh19yjkomfSwZMQHbknQ/vCOV5JrkThbkeRvO+Ml5xVipP6hLPpD0QPBC5WTREEGCOIaXDZKvN8xqKciUDJ5fJCAKGcEXKR84gmQgZFLG15MohnyIG0eEwMCRIrLwkSyQLmQnBLPIo2SAuXf+pag9ibxu3TrceOONOO2007xs0zQ45JBDcN11183Z/OsN4mOTRAdvS8i+FGQqcu7HPRubzlOJ/LCydfIjIj5GfQWLF5Li4qBgk/iqzF9QOT3+Yq1rrvTcL+jhddh9gbdJxd+Qjrm8jUrnLsoFgkTuZzS/cReRxl2SmWAXLenLRlm8523RRo2B4SLojQlxuXJZLmLEkyCAMzEEGFcc3Y1lMsMXQO9IkRQRHwBGkh8c/RErCWvndTEJWDpPJjCDfewfywHAjjvuGLWffvrpOOOMMzL5P//zP8dZZ53VqfOHP/xh/4WOidNOOw177LEHXvnKV1ZldtttN+y2225++4ADDsBPfvITfPCDH8Tf//3fz9vaAGiKG4VC0Qm1DwqFQrFIQYkvybXJ/k6ktw0F+Yy0KIzP/HqpbCKXyRS2i7Kd7e7eLfVNCn0lXUV/Y9pX2B4pJ/aHXWtybNYGqcvd67IK2S93i3c18xWGA5V+P9L+sEYT/BKpyy7dCek3IcQkiKH4gUpWRSFGJJ3A3nrHBc15W/oZU9TG1IqiyyLqLbki6MIXOIk/cNz74IWOhUuAEPo5mkZ8lkWjVZqr0OfJBSmXzBkZgg5daV/JUHXKpPNFcgkJ0oFOAwfxvuRwRCJfW1vHPoVjIZ5wLsnUjJMb2+3hjPVERk/MH/3KdOiLjJMgPVIjWEPN2Em9nu2tjK218fthx3gmXCaBzC/YJQP0d/6Ni1FPIv/yl7/EcDjE9ttvH43bfvvtccstt0w8/waBc3xLpHVBiue8iV+LJEeCPjKxbOGc8fNR1lZcH1AlBAL5QGUSJFmPgRwD8ZRJEgWCRKZj7hokIeHnFsdc2tJ8rO2I1lGcw2SkfC8YsQP8vkSGUNLeGMATIo2N4KjNz4RJQoJY1SaQINnSOr5UabH2moysXxLtc4ysIPwE6GP/WA4A7rzzzihNX40APuWUU/DqV7+6U+eTnvQkrFq1Cr/4xS+i9pmZGdx7771YtWpVcdyqVauwbt063H///VEUyD333OPHfOUrX8F3v/td/PM//zMA+M9tm222wf/3//1/eNe73lXU/cxnPhPXXntt57oVCoVCoVAoFIpJ4VNh8fs+df0KJEWu14kWb8TycSX/Vyo30jfYwx9Yby/se42cqPjrZk2CdKDsn6z4BVMU/KsQTcU7ypSsKOnIPhdHUvT8rLv8gxEJ0kFixGMCgTHgB6hLr4h9h/Jh6C7IB5+l7FykpRr3PnihY0ETIKO+S1Q9K8ro+kiKagxGR4UU9HbZ21pfff76uLiNXFs8YyZb0RmRINU5RFvJ0CI3VDU9kgHO+uS2Ny6Jvo75sigQOBIEqRJkI/m9TIUVybp1k9t5K9HBFAHBcLmeFoQGwdixs5hlSvVAQnEjLnwUH4DGOKNDAEeBNE52aMiPmy0Io3P/8Xevr/NvXGzIJ5E3BMil87HOdusll1EYlLz691wzRNT/sPrycVkbT+7bqDKvuICI5kjOsfR9Cb2uYZ1zvXrVgojoiPUWSJBk7bbmR+jwfAvXy3CnMyEey9veJsIRF3yBlciyTKqLonYT1QKxazD9a4G48eTSesXv3aKGLhTX1yphWyWOoCNB+Dj41FcyEgSivQlhuDI1VoSU5EgjP7itFP1Rqv3Rmf4Kvo0cTzNb9LF/LAcAK1asiGxgDdtuuy223XbbkXL7778/7r//ftx4443YZ599AFjyom1b7LfffsUx++yzD5YsWYKrrroKRx55JABbP+mOO+7A/vvvDwD47Gc/i0cffdSP+da3voXjjjsO//mf/4knP/nJ1fXcfPPNePzjHz9y3ROjRZwLUqFQKCTUPigUCsXiBMH7uK0fOPhkQnnpESrko/o1mLrPsfacXDxHIpjoK/VLv1IkW9MRtSc+P6FPrq3q0xMuq9QnmMmKtWQyiTB/Tum+lf2Cxm3HD0OX5i+lw0rHZNvlPcmOfTlcJ96hUo3g6ADwQ83o9gkaE3yepVRYKXmREhotTJYiX9ykh6gQN6Utgm6zxAzRTOQLHPc+eKFjQRMgo2xb9endLp0Q3/VUV2bRcvliLRESBjbVRen4cp9s97sV+9CzcaUxGREiDZxJ5pS7WZHrkqHkPQv6Njmmsr/SkLC8MWI871dq/ETx83QNtrlQDMkppSjfX3z0rAAgi+ga45xnBr5Iko8qmYAE8fn+Knn/eEkNwdcJaY3xcrIo+kw7QGsIjWmxxNUEmQZ8mq2JI0B66OD+vs6/uYB8EnmbbbbBYDDAPffcE8nIJ543KpjwRw18PZAicdGYSrH0ZFvWD2koOLFNOp87J5tYV4n4yEiP2tekd9RWYqD4Pbm5vB0SNs4ZD0+sEuJaHSkJwiplzQ9hpHjbtPAkARMYvCu1yA+ZkgpNrMPbNUdi8PxohMH0E7kLptbJFQ2p2CGnF8MWprEXQ9Sa/D0zQMYAbWvXBtc+cK++SLojQVzUChHViRAMYtJjUPpwWa/8UTSQRIiPEhkMwhpq5EdjbO2RBvZ14Op9sOzAHbPGvZ8l+trQuUg3WMIee+yBF7zgBXjta1+L888/H9PT0zjxxBPxile8AjvssAMA4K677sLBBx+MT33qU3jmM5+JrbbaCscffzxOPvlkrFy5EitWrMBJJ52E/fff3xdAT0mOX/7yl34+jho555xzsOuuu+KpT30q1qxZgwsuuABf+cpX8B//8R/zsq8RtAaIQqHogtoHhUKhWJQwzqdEQFTvIXWqd+tIPOclJH68aHxZPFtn7hfs2Z/0mZJMpX1kwfRkvZmOHrKZL68kIzqqPkDExy20ibogyf52+gGlr67kCxR+RqnJuAcHie+3+R42ZW68P9BupySIHSPke/gEbS0Qu8W32ezLILKEhTFkM18Iv+BU04Yi6CavE8wOjZkWvl4IDKetajHdDjBlJqsHvKHvg+caC5YAYaM3LvoMqX40ibHpks+MX9IiGbDU8JUMgGzvIlDScVVXfkfhpFFjpVyXTMl2j2Rxi9vGvadIfqTxg9y3PO7DFFtLQkLGezXDKkrMr3NNzkkkiKUrXClzlqG8HkgLQYRUIkEAm/OP33MkyKQ5+capAbI+IZ9EXrp0KfbZZx9cddVVeOlLX2rX1La46qqrcOKJJ673tU0KGsATGDUiw/7Ym/Cj79vy7XgsRe3+vJWySMeT3w6yCSEiMSoNVg3plW2JEAGfbxC0huzJyY6s3fEAUrc9/cnWxxAkRy0ShLkKgyAbHR8gIkG8XeSLMk6FleiKPisK6QJtdAf6RYJI4sMYYADQ0Ik1codFUXQGGyRZNyQlQpjwMIAPrxgkRroGGe0h1pNFfcjID75q5PYBR4YgebV/4bvNF8jjfAljLITcp5/5zGdw4okn4uCDD0bTNDjyyCPxN3/zN75/enoat956K37961/7tg9+8INedu3atTj00EPxkY98ZKx5161bh1NOOQV33XUXNt98c+y555648sor8bznPW/O9q0KJUAUCkUX1D4oFArF4gSRv2+KXGk0/hV9FoWRoBZR0ll8PJLrlunqry2rJmOKbc6H1pGphkRDMRtMQbY8V0VGdNTGFX2N7l8pK0w0D9+6prxDyRdoIL47+czBh5ctpLqXteww/X2CYe388GgaCTLw+2j1GQRSwQh/SI0EacU9eAsugt7/PraG+boPvuaaa3D22WfjxhtvxN13343Pf/7z3odXwtVXX128/7z77rvHeth5wRIgs0VKmhSJqBoDIcZH49JzoSSXyBTrh5gwtsT8jsyVV2ir5u+DbCsUSu/5y1HK6Zeux9uPyvzRezZGiZGsfU6ZrLTrtbG1tfo1FgohkVhcDcTOv7j+B7m+1ODJokf+lVVRd75AT5RU8v61MGictrR/6Dyxvn8Cx59cT98IkL54+OGH8eMf/9hv33bbbbj55puxcuVK7LTTTjjttNNw11134VOf+hSAfk8in3zyyTj22GOx77774pnPfCbOOeccPPLII3jNa14z1toWDAyEl97CBz4YxGSFk8+IDyTvUTnf+shEsh0Exyjyo8+VoT9nKV6MtEfV6xTBXkCaBFHsXOgheTEo3hev1rhdHlugQIgUangkMn5sYQo/vraGCnwKLrhFecMZLo5NoQZIVBQdCMXOS7vPdT7SWiB+TqBIhHTk7O2sD8L7NkYNkECydM/bBwvhyZeVK1fi4osvrvbvsssuWe2V5cuX49xzz8W5557ba46DDjoo0/GWt7wFb3nLW8ZfsEKhUCgUCoVCMQlSf1KpbcTld9G/l86BXE9UfLxDNr1VTdeU9aPSV9mv0vhOn1+6b9JHN4YfsKSn1/g+PsDCfnQeCyTzdq2j13eiUhOk8l0AED08OcqXJ2+z5a2x9A+W6gRHD0TX0mLBYFBwDkSyYgcm9QXO133wI488gr322gvHHXccjjjiiN7jbr311ijbzHbbbTfWvAuXACEqO1BqqIWujSJEKmRIlruvIttFhGRGs4vs8GNKxkzMUXD8zZYEqdkUdtCVDGYmI1GZv2rshA7P4Bqq9IltuK9GOpb/p3NHB5HX2FEISe6Pm5EcoZEZ/8hbmgxPiZKCsUujQFJdad6/lBCRxlGSHtwH2Nx/k6ZJnqEGZgSrOzMm63vDDTdELO7JJ58MADj22GNx0UUX4e6778Ydd9zh+/s8ifzyl78c//u//4t3vvOdWL16Nfbee298+ctfzgqjbwwIT67DO9zT7SCL6nc5OvcMEEVyyD8vQ4XoEarIFuZNU2Kl70uo2JLwPrnyE+cggaKnInhMemr6bcMnpJiGTaPXG4gSHwVixLTpKV/aPz5+7r3UkSJEjwS7xOuy/YJANYBp7BUVOUHTODsDd6XFUSAEFzES6oH4yA4+UDLKIw2zs8WF3HuO27XF0YskCJATISWUIj94TCn6g1NfSb2F2h+WFHTnTRPfsEzCTfSxfyynmEMQ4usuhUKhkFD7oFAoFIsSPgVW7fqdKu+9grLOSEXp/rMwvg8RMvrhaNE/qi+6Bw4y6diRPj+eo+DTK5IiY8hFu5muxR+3fJ/SRA9BkVVS9AMmt61+fOpnrG2nvsBo3nwNHrUDLiI4vK8PcRRI/NB0nSzhouijUPYjBkSFz53MMCJEZo/5ug8+7LDDcNhhh429nu22286nap4NFiwBwkavN7xhGq236pipGNmiw2qETGQ/RToqO4cRa8nHyPaiHS4ZmB46+hZKN4U5SjLEDabSnxifks5s/8g4Z+Do4ujldFiUzSX75CKzwuhkgnfTmLBoJ7A+UmHJeiBAyETDa2RHb0s2rG3KaWDMoAltbglDMjYqZALMRwRI6WljiYsuuija7vsk8oknnrhRprzKYOAcv/COXRgkdTxMnA6rQSiCbrrb/SvEdjOa/CC57ddKybZoT/ephpKxS1kHStr9pu2LiBCyFyQgF/FB9jgYgq1xQsbX9vDTcb8rik6NkGm43S2D63fw2huxRIJLe2VreEiCJR5rwgC3RuMusGy3AQYEM5THNCdJbNSHWB/Jw2ZQTYXFNT9cDRB7HMmumR9C4Poj3CaIEB9JMjDiXBbFP2QESVIAPYr4kMSH3zahndtEO7m0V1wDRKa/CqQIQANxjswSCyECZFOEaY3N16tQKBQFqH1QKBSKRQqCvSdx90p8KxjduI0YPgp9b0u9vPTpebmyX62mx/Toq629NLbcRqKth9/PNUSkR0WuuGbmBVhGuN1K4+q6jV//7PyAQUs+Pm1199yASy3NguXR/J7czhquKSxe+vgE+Vba1gRpXZvz76GeHh/I/YIyFVZr2OFjW+y9q02NP6kvcKHdB++9995Yu3Ytnva0p+GMM87AgQceONb4BUuAsDNoXJiSNch0OyKgIFMkSEqEQ2p8U+d+0h+fRhR1eEIEuXykJ3HqR3rZWAn5msGaKyKE5yLfUOlPjGB0LKQMpIxL4yL3OZGtGjc3eWSuCOEJYjZycIbK/6qyktjQ1Ywe+VfANCYeEXyKkZHzBZA6SJAGwFDuG5lQFB0NGgRDmBo7q8ugpQHQWC/nTDuYgxogc0+AKLrhC58bhCLnTH64guiS4KgWQS8UPpdt4PZoGxhJfKSRHrX29H0NNQMY2cBwfocTJAwsEiGtKI7uiujZguQiykNoIsCSHQRXgNwEUiQlQaTNFRd/5E5kJkGAMIknY1yzcXoISIgRN6A1wCAxtrx/vHC2vyISxBY3R6gHYshaGSJLghAcsWIAtNGjIaFou1tHiQgZDMQa20BoyCvSUuFx+fsqyQ1+lWmuOPJDEiH8OuB220a+ADrC+4Hx5wk1hbX0xEK78Ntk0GKyR5YUCsXihtoHhUKhWJTwESAgX7ya2/u4CPv5BN1L1SdYHSLkCOk9rIwU6fIZ9nkYOvLFiXaDvL/cVvH7JfevcnzNt5fJSH1iXnnbXvMBRm3ZXAU/YLI2n3jA3Vcb9lewR1DeOvv9DYXT43V0PBSdrT6+B6eW1979YLR8hpAfGgzEh51z0LRFEkSiRoLMtA2mmhYtDZyv0PoLbRH0dsIaIOPdBz/44INR+7Jly7Bs2bJZz894/OMfj/PPPx/77rsv1q5diwsuuAAHHXQQrr/+ejz96U/vrWfBEiBjR4A4UO2szCYo67cnatJhTDlkLvG+VyOmUPbthXG5YSrKizkyI+Q9d6FzlMHqRYSY8g9NaodL+ysdfFk0iNAP5HMYXlctFI7XxroSm8WTZ47K4lo7aoKI1fj3IvytWg9EtvnXEAbHO1IjQQauzwB5mJtBFAlilycYX2Oc4XNF0AVzPFsoAbL+kZIZEUEh25pCG29H0SEU60BBJ38Z+5Af/r1oi7aT9rFg4rdeRWpQAGQWzl0s87YnFfjqSFxMmUjSq/Ekh7+gMf789q/pRTPPY4Qt4NOT63KIdkDK5f0cCeIv5hpypAT84CwSBAZmANDQXToaONLG7WVDIR1WdByMJRSG4TKLr5NM6coLJo7ukGQIYNNk1dCICzBJfAB18iON/OD9T1JfhbGIzgOOBpktlADZQNAi6AqFogtqHxQKhWJxgh3bEPcrFL92Dvc3Ox1Cid6RY01FNvMJkug3hf7C2HHbE32lMTEBkfj9uC+VLelD4r9Lt8VY3yj1uLbSYfWfb+pHTP2AFfliSizhwPSi4rPOokGM9a1FJAjg/X3xTtq3JOaH09lFgtR8gpzi2gDVSBCWkZEg7Ed0t/d+m1Pnc7YYfnB6knvUce+Dd9xxx6j99NNPxxlnnDHr+Rm77bYbdtttN799wAEH4Cc/+Qk++MEP4u///u9761mwBMhskZEQNciTNBmfjYu+4RW5RF9RzxjrKLbXZOV8HTKzQh99JZ8k4mNQPR657zIeH1n9RHasz1COy3+9etUE8bqERS+QIAByYqRi8KpTiP5SEfSRRdQhiqTPwReCeuiZjZtbMRrpd1luZ99zI9q65MaYrxdq5EdJtNIX8c4Zu1BShPqXzriLjWS8P/Wji8RgMDKTUrnQjPpqMrU+0R8/JSOKl5fWPAJ+vGdpAnkS6eUQM34vIz1kzQ8A2cMA2X6YsoysF5K2ybHRGFP/cmT6O/SUMKEJ7GP/WE6hUCgUCoVCoVDMHfy9kHS4jJAfeU/b4UsCRviTeuosFiYfMS4lDvrcx5TGdB4DeZ/aRYL0QWntc+GT7HkTbMmDZL50bNd6xu0b4Vfswrg+wRpK/sFS+1w8nDfuffCdd94ZFSmfi+iPGp75zGfi2muvHWvMwiVACLPzJiQkRFG1NA6F8XUWWDKFcVTIyIiQ8hKLzKxtN5JkLMgmelPDVZivxB/IeUuRIDKKI92P1DhmkSJGtBXWF5EmpTnEjhtQJpuxv2IHJbubylap5vQg5YP8W//bm/x4gCzja9y6Y4IkL4peiwLhLw+rZRmfCIujQvzBBzgKJCqM7ougT2b8NAJkA6DwJDsqfxy9EZEf0RjnDOdoEcj+UPeDhKyVd9/5yOEc+qvbYhfifaobdRMZBAtKrZY/14RhEdKRrBtvEpmoxb2JiAg+P3m6BnkqLDHGXwOJY+85CLdt39vzuiTr64f4tFlwxIQ4taURNWKhbtfNsFIUHRSKojdc60McpSQqJI235bl9XRApByFbIkMGA1Qhoz54W0Z3VGuAuH6uAWKcDj5PBrbPfpeN/95PkgVQI0A2DAwhj0BSKBQKh1kFmCoUCoVio4C/3ZNPlPL2yMF5BheJUf5Anj8bU/GzVWUMEBVRL7ifsnHBFVT2/xXWURwjbh3DdrKWTtniNHY8CmMKbdHtfR8fYDqOQmSFXEPqcxylP/NByom8XCEKROjNFwdxb+58fehOhTWuT7BWD4SzxXDEBz/0yTItGrTU+v5JMO598IoVKyICZD5x88034/GPf/xYYxYsAWKIovCx3vAnfv1DMuIELY0vRTLk1o0iOcMer4qe4jmU6I5PbEGGOIGSrAlC8dPNiT4pOw4RwvqKY9g4yvl79EcGifUnx8rP5+d3P2KGYnuTZFPhPIDeccj/hSynkUkLoxvniMtyAKYkCME6FAk2/yDrJtg0NfLTIwP42h8UaoBAfFAFg+eLoTex94cNYMt1Y7ID16CN8oHZIuhKgGx88HU9RP2Pahs7f5M6IUxiRO0GwnFM2TbA2+4Hnj9Wuc3vIbYhTKC8Yix8LdInHWRauNAo9MnrXT4vjWvgIcSGSl6BwebZJHeukB1DIpeslYwLplMb7AkTEqZ15AnXB4Hod8csrMXpZTIDfBHJRiqWDXyO8amuPOlBEIXUjS2K3or5klRY1JhwbdbKw2FsiisumE4AWuN+Z1u7b1wTxJAVEMXQIyLEfxjiM0sfvZEpshhpHQ6ZAovTkyVpsHzqKy523jT2930Q+sn92TZ3HgyMOFeM1gDZCGFaKAGiUCiqUPugUCgUixOG798A536hsUjv2GVe0o/YdxeNrYzpIZu5DKO+5P5X+tyqY/L2Ln+fHJPJC//kWDWBC/NU/X+Fcf699AGK8XJMWYcR662sk4+HcIPZB5PDXqa6fe3ghkR7iW5JZxZ+Wn/Pb++fR6XCCuMLR2gMEqRxB26mbdCYIMdojUuDZWwB9JnoadbxMF/3wQ8//DB+/OMf++3bbrsNN998M1auXImddtoJp512Gu666y586lOfAgCcc8452HXXXfHUpz4Va9aswQUXXICvfOUr+I//+I+x5l2wBAjYkT1LmOjbX5ui3FlsTU7QolxKikgJaXASP1HJmJUMlFzzKENTk+kjNwkR0jW3P91ZV2IEs32JjgGLxmYpkBluu2D8AoFUMJxkwlPu/onrQiGkdM988SJxfADnWI0dx0xSyIcWuCj6KIPHjmESjG+DurGDCUZqqrGPqmsR9I0UDfyT7NTAFy8nYzzpEREavn5H+PNjU1kDS34IkkSOjbfF97lAfGSkB3+lR5AgElnop7ywY2aXEKJE3FMT/vxkQ5Rui6syH/sRrqRDVIcjE4okR0RskCUNEFR3RoI0COSGJyXs+qVsPIezWjISJCqkbhKDLAwlIUSCNM6WM9ljAF8E3V/0O+IDLjJkYOfzH9fAICJCAHch5y7rWvehxPn/wtj6Bx69UhoFkhRD94QHECI/GuPJD7h+T3Y4coQLoPNnMVsoAbKBoDVAFApFF9Q+KBQKxeIEWd8NO6n59q0v+vw61EgSUxndRTbUZExnX+7j6xpTai/53FL5YhRJsoZJiJAyNVDuL62ny58ZZIxfb8m/6LdNuBWNx1J9n5JFe19gdMAre8q+OvYzYP2RIED8cDQXRAfCvav9a9ZrEfS+uOGGG/C85z3Pb5988skAgGOPPRYXXXQR7r77btxxxx2+f926dTjllFNw1113YfPNN8eee+6JK6+8MtLRBwuWABn3yb/qZ9phhdIIEx81UhmT5QMsnK1x6Bmf2cb3Ufl7LsbE7XkbdafHMvk4r7+8W2XDZpK5nD52+EXnLMLAXEd4n+6T1wXkujsXWEmJle5YSW9JJ4mDlOxPp6WWY0s6ZDhcFObGr/GiSvn/ZDorzufXksGA3yM2dla2QWPaYBiNFkHfaGHCH4n33BeRIIhlbR9VxsZkbTyWIrmwBsp0GG5HaDfJtlff4+tBhXOf9aWXLXxxSpkxSk70lASRj6rwRQoPMWIMa0ptBz/dYUI/Qdg2I0yDXI7cNzbhqaxvt7YjbpMyZnRRdLK/aT4dFomxPmLHGiQyMgWWSInFHwjXBpG/aeTSgjEJwvK9anIEGZK1P5I0WAA84eHbmni8LILuU18hnBOeLJwASoBsGBhC8adZoVAoALUPCoVCsVgh/YAyFVPmj6uhi4lIdGX6krT3qXwsG+uv+gvNqD5RKyQZU/IfRvOnuhMfe9/UWH3SYpVQ9O+N6T9M97HqQ0SlT24D5ZogqbPSiL7EYVpMh0XJwvh9x3cxTa2d+wcLC2Lfh5NpyT4HyD7A1pEpaa2PRuiV7ZNivu6DDzroIJupo4KLLroo2n7LW96Ct7zlLWPNUcJkj4UvIDBhMpI4IeQGkXXU0m5RKjfm4oTOaGxNj7S5VGrrWACfp4VxY8HryRVI3b3nqRz39Fh2bvfdF7ZtJfmaQ0U8QW1lkh+gyjzR2KKMc+L1MAgEazhYtpRBRhqWkpGZLwfckJpef4q5A6Hy1TKFv5JMMj76upogJ8kR6mvcZOSHbC6QH9KnPVKtSeTFWmvECq8napey0Xuxj5F8/J7S41pbf+lzSMZLh3wgrEzxM8p0zwacyk/MAUEMSBnu8/K83fD45MOTbRydIdNLjfqwk/5qWiqpT4yN1tSYeM3ZPMg+l9mir/1TG6hQKBQKhUKhUMwNTM2P5rZ7PyxD4q84T21chy8s1d8lU/LvZXrLvsiSPyza7671zPGDAn18f6X9MyP233R8NmO1F4571Z8YvTf95ulyw4pjQ1Jf4g/sU8qmHceHyL5DcbPLkR9S12yx2O6DF2wESJeBGgkzggQBOtNhpPn57HJMIpP2Z0tI+oXxFr1yXERSFtrjNorWVRqbjivp6SNn3FPStTEGgtUV/X3XkY5PVIVtEwxYmgqrOM4Ew2IgP0PK1peu37aPSIUlWF9ZcDgKezMx49s37E2mzerK+9e6R8ejkDdjEHLnuByAk3j/oBEgGwTsLE9rf3CbEX+V2h9y27+XdT+cTHjCnv/c97xBIBdce5TyyuTERLEOSOgeCX+G+XMO4RxLzjk/DYlQVb7gaEiwC+49kw6NiwRpgKwmCCEqIl5NhQUTgr8gXnlf3fEONURcG9gu2BPXkD3O8qIJgE3twanI2AAS74vbLqXCCo+JOB3u96I1ISVXC5dSqrUqBu44cIosII4EkXVBYIrsLA3EhzLq006JC35N014BvtaHjwQRER8+BZasizPgAugADawcnzuzhUaAbCC0AMaIBFYoFJsY1D4oFArF4oT0BRL7UkK3kXIYeedhRWvOsFRntpQCKZFIZ74k4bfK+tM+pONiP59cW01P5mcr+rYqsn47n7c2ruT7y2Ti6TOfXvp5FA5hYdv4tRb9h+5NNRWWoeIxK303xkqFJXdKRoYIZ+kkqbACaWLcMkQaLJntxSBPhYV+97E1LLb74AVLgMy6CDrgv4edhdCHqFq5EjliKP3yx/qN/O76fjE+miAu5O2fwI3mC4Ooqw3hDOb1jDZu8Xa6xpJcp0HkdZnyPtQMYXqqS8PDesW5HLYNbxvvlK3uKxs/gi1Y7vchIUHc50DJr2uRBJHO1cYZOFcUHc5/R0Y4UZt6UfSawRu6Gh8t8TwxCcI1QEzB2LGhsyd3i5m2mdggkYhM6ZJRzB2CYxeB/EiJDrHNtT2ISQtBklTJDz4n0lRXbAOZIJHprvgr5wkQJ8tplSD6JXpGlxjxPUovCN1i3auwfSTUs5+e3MmfvncGJCqOLuyb9/MTKzP+KiJKd+WIiIgkIXQWRZfvrQ4T7Ucu69YW9ckxst8WNPcF3QpGlMmPYHUc89K642AoLo7O2xBtRKE2CBCTIX1/s+Vvc5ICSxIdAELxcyZGBizjiJCs8LkRhAgThmaiGiB97B/LKeYOmgJLoVB0Qe2DQqFQLE4YovBAs+GUxcHol7ZH6+Q35f7aT0pJPCVFpE+PlUW+wMTtU/cTylu3fP9qejIfWMFvmM5X9xV2+P0Q7oVT318mk+j1/RTceEDuA6z5C+NtruMp/Ha8pnBbaWWFKw8U6v/29QVCzuOdlgUPJ4WH8Iyx99wwsPfKxvkMZkmCtG4n2E9iKKTJ59q//pkQ5xecoQZTAFpqJ3oYerHdBy9YAgTeATVLGIwkUKpF0AtPFEVP//op4oZIn4kvzFNHXtzHJ6Fw/IlzyXS1RTpjYzXauBXWVpHrNIjsWKvoTE/n0nzRWNHg0+wV1hIauqNBSsavRIKE+eJZyjkA5WIT5a49PNEd9wVHY93gGREJwvkBZSQI5/9ryGTGztcNcV7Bxgy1BshGiIzg4L8m75NEBwyFugcRWVKI/DCwP8SS8ABQjPqQER8GReIjRIOI86fwtZDkSPZj6fp8xAcQLhT43EGwl8T6CP6cii46SkSIiPggQ/7iBsYeI8OFVd1FkK11wWsKF2321BZXn/6chy8mLqNAePd4mL0Gsmsyfj7xmbX2ABp3RUiuzyAch7jf1fxond0aABiSJRl4TQ2TJGTJWXGxaR8MYPuEmPTgcS1feCWftUy2WsrfB8Spt9za+dU/UCDJDhn1kRQ9Z6LDHisjokfgCqEji46aLRbbky8bC8atBadQKDYtqH1QKBSKRQr2BbqbFCMfCIPww3mf0WjHYbXer9dZX8ooWQo3hk7ATBABkrd7Hxw/jVeR7eU3TGWr2wW/H8LtNRMWNd1Vn2Pi4/P6UNeZ+gB5TLT/3tcWz5XtpJjMFMcmsxV3Jm0UC0fwGcjvMPsvZkOCyOww9tX4B6MN4vogcp0c/aERIAELlwCZFOmXtICo2NCIsdKBFclJmUrxItsXn9jFdYkCspG819/RFp0ncRGjVKa63YFOmcr5WpON7E4XRulK1uWNXZ91ltp6rH2kbnIJw1I7lsmzkzEuVFRcliRM2Dlc6GfIcDi5PQk0AmTDgus5VA+xCX9eJn1N39cQyQsnt0ExqsNPM4L8KH3P03b5HYpCV/lCgc8ZIFw8CDlZTCwNfU3XHeWs4v1Ornf80ynpuTz6GjuM75IVdiKQG2Icf6bOUBvksr6fi6LL6yjAEgPDcAXMKfrkASLjokdq601Z5OK+iAM+Kt1UWleEkRY45/6OaE7+zY1IwDnGYnvyZaMB3/wqFApFCWofFAqFYtHCR7aXQMn7HpfgUcRIzQdYaC76wTI/YCIj/HpZfx+fUgWZv7Ei28e/V5s79xXmPtOSD7LXGio+2tms15MVNRbItUnOqO6HLa8rG9PlT8wYnm5/32zQUrjNlg+G8jY/RN2I10mx2O6DFy4BMtsb39pJVpFJ2eLo5E5JDPGkkSdDMqIjOJTSfvEwc0d7gQQpySJumxMSpHCYajI2755J5gzy0dh0nRC60m05L0bIRtuJ547XIHeGD5yJx6Q/SHZc7AkNbK1YYBr2UkMyho2Tf5pc7gxzw/4peDZkZWMnDRzv58Ct29cHweQkCPVgfjcWo7exgNjvy05w8Zr+pTLBcc5tFI0P8hS+ej7qg3y/LEZuhCxHhBggIz5qpEdXbWyx18m2ET0Ut5A7JwF26dv3TYiuEtV4hH7x3p0jXo9wpkcjDNf2CSba8ycGgVCQC5Q2WbQRxIWY1xFHefDnLmXy7ZCX1Pc3dkGcF1XmLpVHxKc+IyA8f2JgGoBa3lP4OiDRcXdRQln7OJCF0AuRHwBsaiveT4NQ9NxvIyYG/XuXKs4XQufX2SzUrbHnky9qA+cYs70OVCgUmwbUPigUCsXihLDvUSR96aHkRL6I5BK9SoZIPYk/ysoW5jQVmfCEXt5f8wWy3rQ9ks9JkD4+wlJkidzNLl+hnKskI0VQGydRGoNYvstfmC7c1wRBIituz6lyXPl+Pl6fOOgGMMLvEPn2pIIOsiHz//HSMv+g+67INjGekZIc/FqSk6+zwWK7D16wBIihzu9QFb2GdDits1ofTj5jPZOw69QQd6XHKtnNqL1PjZBkfLot1zBJSqwuGT5WxQJN6Vg2OKkuNpwmH5vYnWxd+XbPVFitXIv8n+uTrSOLosf0UOxY9G7YfmFvROEbxF+tFgS0DYwJtT+MkGn9exPVhWzRoJ0kAb5b3ajIUr0PnVvI4ufswPXbxdof5F4hnMKoFj3PUl8Z8WpcFBPnyGzi4ufWrxyMtPVLh/eM9GmHUU8/pD+c8jsXQj5Dg+EnEgQ5Q60RKbHcEt17e4DcFZF837CN5XOLvLznOSkpjO7KZ/gLKm/MEE4GAnzuOtkGcWHmdTirIy/sozH2aokjNQJTQlE/QDZ1ldiHsBaxRrh5XdSI4WPErKyoC+KPO6fE4h1IPiNOjzUS0hyV6n9wu6v5ASBLfUWOEOGi5/57P4ColxPq5kxyTdbH/rGcYg7RmpCOTqFQKFKofVAoFIpFCb5/814Vdm5Q7ocbhVIq+2iuSmcp+qT0q5OOzl2Jyf2wkCj6Anu0l+qDlEiOPv69Wnvsm4v9il1janN1zRv1j/ABSpmgs9sPCIRb3NApR5f2e4QvMF1shz8w2nFKfLv8AL1vMLZWKYJvhN0J9j15f5+sEeyzwCBOWzVpCqzFdh+8YAmQ4LEaD96/Nupx49gPNFpv+pESIlIkLareRYhEhIE42+uGzjkWC8YyMzoFfRMRIU7fSIOYHg/XmT5JXZuvZKwyA0fxcc223T7aY5AURheyUcocPi5knbz5ujoMH0sR4qLorp3cAeAn0qOi6CNIkFDjOBQ/AoLBY2NIqbED0BrjC6LDbU9S+MjOa6LvX01GMYeoFD+Pan+kRdG5H7xNop9EzQTyREdEfDDR4dqNIEDg1DPxkZIe4b04X5KvxGgCJN0WdpOSc4N/IpKiYK0nDwLBUSVCuBYIEwONndPXBElID28UyUjGUVzQ2HM4kCaui+uRyDaS5AnrkIRGLMsysbwb49fltvmHgICsMLoc3wTxLiLEH18TF0W37eJD6/vUQlcEiOv3UR9MTjEB4oueiwLnBqFNkh7ROTR7+9TH/rGcYu6gNUAUCkUX1D4oFArFYoW4H0JIhdWZFquCUb8VtedES8RIH1IkHZX3x76l0rjYF5i3x22xr68kVyMXutZb8tX1KpBeWXfRF8h+vnQ+IZT6CkuL9n7AMUiQMEXJ61f3BQLCR+EXWztaJMbwhPECZH0PjhJJI0JqPkFJgshPhB8SbQG0NNnD0IvtPnjBEiDjRIAUiYwaeZLk4ivqKVmBguXJQufE9z5LlyX7KmmySobJO6ekp0wUVaoatWgcy8QGq2oYs3mTQxH76sV8yQ8S6yhNJnUhl5PbaeqsdI1yvyODme6cWHN0OEv7JPYrPQgyrUy3rFh8mvoKOQkSRV8SG2g7lg0ep8MylbA3QKS+cr7LSVlfux6tAbK+YZ267OwVfyb8wTt+7feRTDg3ZCqrSFamuvJP29s/n9qKCQ/eBiLiA267RHzIfok+uS/lD31YmD8iqXR0kcCXOw3ctvEJn8SFc5IWq3GGxhX+ZkKEXDs/fS6JXPuGkLM7/OoudUxQzYXQIdvcGCP1G7iC61SX5YLmDUmew/fbbQMMCGbo9tiICDSE74WPFIElaNEWotc4XZZMjQVkqbDST6sLEekByC9NnO5KtvmC6HZ8kAvHjQYI++ZTYSFEiMwSiy336UaFnteBCoVCoVAoFIrFg9w/RNGrRLGmh+8sKRdva5ld+vj/CnLyljfzjSP1X4V7yq4UWZGfsuAD8764Qmqson+wQ6bULodEc6X+s1Qvgs5Uh5SN/HipT684f67LzpekwyrpMsEPmDpRTaIzPshiTG2/IwH7PqsPLP2GiY8w+DfCgrt8ggMTCqCz2pYMGrIPQA9AExMTi+0+eMESIOMgMzJdSAoSpXp6fW6lL3xHf5bSRBjQkrHuNEwj9iFdQ+99GrEPtfWNo7+XbGqM+iIjL/JcgEW5gh5p+GZ9/GYBEr88NWexzOvHxo7hWeHZ5I4bgWFrRqYaGGoqgrkFO3I7+j0RUhqLpM8kr75dECLyu9MxN5MfeXtZdhyk+S8B/t6z6UtJEpYzOe9dIUF8nk5vyNDtaK0ZAhPMMZMY9pUbhW55jdjjVOEljoviuOiqETblV+uOrS+ALiupAHylZqPqWBYxCUIk43H971npxoTnGgtSvGHiwx1oJj9SOSTnxRyYpT72z8spFAqFQqFQKBSKWWPce6DOur4ldPm6SnVGCvI1X97Yc/bw7ZX8g2W5MUmQ2aAP4VKQT9siYsKvfw59b6P8fqNkKmssjp3tjfssISNE+vhaJiFBFtt98MIlQFryDpqREKktRn3+USRFChFZEcunckmbiY1uFA3C/Y5Z7owGidqT+bM2cqJ23yskZjzOy7g5nXTkG0uMZOo3k+uj9H1Bd3S4Etmoj9+LCYt9lI9LG6SeeG2JDhO+CobXHLFpcs3xjPNRD0TOLckQ3hHP7pKJHMGc948hC6I3ZLdnkU0ugkaArH+QgY8eKKW8Cn+Up8gycgx52Sz1lXjlwttc7DyK7mjaYuSHJEKKKbDE/jR9fpxT4oP1+B94+YPPREgwGsYAbQtfJ6cWCWJcyjri1HVtauycXW1cTZAWQdbLuHPXCBIE4RUGrqi46GMVxlkJ93sQ/Sy5waalkLaPwpTRGn0+MN5GGNcaYOAGDp3dcUXS/SMjsFEk1DgSZGBEOixht1w9DkMEasVvjzSig7ATI0PT40IxdoxBEvlh+3zND1HMPERAhT5Z+8NHThnXN2kNkEX25MvGAk2BpVAouqD2QaFQKBY3DLn7LHQ4kXg7Gle/7yxGbiR6ilEhBZ/gSB+gdC0l7qKSb892mR7y0XKj4IPMv5j490ZuJ4eja5yfPJUpjU/bkPsGpU4pl80ndaXrhXgQuuQ75PvwzFdqxP8wX+nYBD+eXFfygc3CH1irDyx9IOlD0Hyfyj5Bg5ABpsH6yQTDchsDFiwBkj6M3Ilh4Un/ml4gIkwk0gJFvI6MkRV+MN6WRjctpB6RAaJWSFzPIowpFkwXc8ZTC2cU4lOuNk6einI+I+RzWbHNxqJTnvL96KFbypX6qgSJSC8T5jP+aWzfTslxF/47afL8NIWC6WGf5pYEsU9QA01T+kWxi/eFkCjP+8eItg1gaGGmwLrmmmtw9tln48Ybb8Tdd9+Nz3/+83jpS19alf/c5z6H8847DzfffDPWrl2Lpz71qTjjjDNw6KGHepkzzjgD73rXu6Jxu+22G2655Zax1rYQkNYyiGp/DBD1eQevQVLoHHndD/nKNT+SYucp8ZGSHgDybbfuxveLc6WnMef0VdFx4O88b4uoECAQgiFqBFF9EEMmXMQQdyKuCyLPNyEDMnlNECSF0RFIg4jocBfq9hy3Nsr3VYkP8eoNGnXIGt8f2t36DSwJ4nQQDMwwrDkcYIQaKO54+IvXNszFNyBowrHw62zD+z4fNYUvi9sWBl+mvAJCzQ8mNXzRcxOKoRdfERVIp8HodVXXu8gu/DYWKAGiUCi6oPZBoVAoFilasg91SQeQvMfo6ycsIPXVSdQe4ir93mQ1fzt8gEDqwyu3277Yv9clX/TV+baCr68wxvvohNsp0iN88qkvj/d5zmqCiPmisW7AKF1h24j9T+bhe1vhB5Tjcq8fYFrOPFDwBRJCRoR5IkFa52doAf9gKJEBmtYdM5P5BFsythbwhL7AxXYfvGAJEO+I6Ym+h5sMqpElpi8xUooU6Vxb6JXMcC3fYLVgemGu0BYbyrJMbTs3jnXZ/LxOWV6Wz6JBCrJdhrDUN8oIdhnAyKjKMcL4pSYvX1M8w5xHgniSI/25iJ3Ahkxn8SNpAGXR9NmiJQMzQse4hvWRRx7BXnvtheOOOw5HHHHESPlrrrkGv/u7v4v3vve92HrrrXHhhRfi8MMPx/XXX4/f/u3f9nJPfepTceWVV/rtqamFa+Y6kZIfBo7IQHDqNuT7a5EfMgIECQnia3xw1EcT1/toHDHSNGXiwyAnPCTZIU1qHxKE/NWXRUtCr/t+SUKEIC8C3BgmIgj9iRCen8mDNj73fE0QT7q485bcmS23m6DTronsRVMT2pgMiQuou+MkbSSJNSGXDYSH2/Dtxh68JsjYCA/4uh9hf/mYoEqEAIiKpMslgeCiSeDIldGIwsX5bUJ8+MiOxl5p+wgRTn0lIz84yiMtgM7nQyPmmQX62D+WU8whxrwOVCgUmxjUPigUCsWihBH3RXyLk0ZTpIk7+inuGGBQjBzJIjtYdkSUSM0HKJeRLUXeeyU+p0w+ko31xtEPua+vpKcz0kO2i7mCTy7x+6FbvrQO3yX8fCPHStmkP+wvRfsafQ7ynjYal3j9/L4UfIGdIS+z8AcCSEkQX0fYIIr28EXSCd4nyLU/iQL5MUk2mMV2H7yRegYLKBilErIwNAkmRhIixBsAP5DPLNMhg/isNiyX5MorrbVL3hTmkvO7M6MkMw6K4W2lPtTXlB0DVHSJ9q7jmMp2rj2Vk7+SpX0CchKk5rBlXf7zKIXAsaJYdmSKRzKRwZPhbunSU2cx96eYtPCRnQsjDee4hvWwww7DYYcd1lv+nHPOibbf+9734gtf+AK++MUvRgTI1NQUVq1aNd5iFiAI8GmpgOTVACF9lRgk29Kx8krSjw/ynGGIZUQN6qDeICI/QjtFr13ERykVVpr6CrDfb9bDRIjMd9m4EFAS4/I8mMGI+bgHEmmxWK88VyFeAXEuC5UsXnrlixNpF2uyQHQcI0iBPueWk/NP5hixz8baNEMhDVZ4Ygf+8ss0xhU7h7goCzVAWCfcmHCAeG75m5gvOsuT67+fZfIjOjiO+PBEoOxP1JLsNwjjZok+9o/lFAqFQqFQKBQKxQQguIe5yhfw6e1k9nBy7bo/vU3s0RellEplpVxaOyTx6UU6Uh9X0W8o24MTqctPV/QX+ra4cPko0qOTBHHbfF/btRaJkh8x6xftcj9G+RvT/pq8X3NljUXZzmPt7o8nd7lVkdb8sKdHKIieyqYnxGQRIIvrPjgt79OJ8847D3vuuSdWrFiBFStWYP/998e//du/+f41a9bghBNOwOMe9zhsscUWOPLII3HPPffMamGGqPrXC5T8FefIjSWAYv2RoizlMtkaCu9r+xGle0jkS2vP5eJ1pTKjt6ncX5nPQ8oXx1IkWzzm6edUk6vMXdSR6DGpbG1MguK+p21Rn6nIFH40R8wtIzdK71uK221bCHPzrxNaZE4x1P1nZR988MHob+3atRPNXUPbtnjooYewcuXKqP1HP/oRdthhBzzpSU/CMcccgzvuuGPO5lyfNpAdt0Bw4PqPOn2PyoWecwBH7w3gCQ6DUMeDiQ0j012h0BYiPxqOHgEy8oNlm+SvhJKMEetpjNUr23ic3yWxTr/7yb7IdXryxx+bpD01HAY+/RZDfj5gIqVyvIPjPh6bykq5IGuC7kRWzpm9R9IefX+Mf+8ODFL4tFOu1gZ8fQ1ZgNwAgmxAtOb4Lz8uiS4gIj/CK++DifehCccmOkcKx3ASE9jP/k1ea6kL9957L4455hisWLECW2+9NY4//ng8/PDDnWP62CNjTPZ3ySWXRDJXX301nv70p2PZsmXYdtttseOOO66n60D90z/907/uv/WJ9XoNqFAoFAsMG8wGEgV73/Niu9dvBaHuiym0F314iY4sfWsinvrF5HpHtxcWRUEuHKPC2HT+VGbUdgfkmFQ/CutK19/5+ZTel/q6tnmNleOa3iJa2cKNo9+Pgk+vhnTfE0eAjOCAe7AzakP+sZcyu7DrOiU65iIqYyHcB88lxiJAnvjEJ+J973sfbrzxRtxwww14/vOfj5e85CX4/ve/DwB485vfjC9+8Yu49NJL8bWvfQ0////Ze/uoS6rqTPw5dftLY7oBgW4QUBxHQSf4AaFpNROR1gZdRseeiWTMEhFh+QttAm0WS2aMJpiRZVS+TBuSyEeYiF8ziYkhC0UUHU2D2glL4yK9oiFCkG5jEDqgdL996/z+qPOxzz77nDp1733ffvvlPL2qb9WpffY5Ve+tfav2U3vvH/ygKLWNCC0sBjlyJEmYSPrMkryptkQIWSIZmmdFS/tz45r58XZrOHtkpTH4vLhM/zYZB2nZ1PFR4xKux3MvmZN0fIEM0joiI6dVNL+gD3h/JR5fYMRdO5EF76tYe7cExoIaPK2IoaGfZh22sLkpeKT9dsv2AyEhMinKjF43xrHHHos1a9a45fLLL59q7BQ++MEP4tFHH8Uv//Ivu7b169fjxhtvxK233oo/+IM/wL333otf+IVfwL//+7/PZMyFtIG8xkfHOsClvnLrgHFOayJv9ivzxbaftu4H+VQNHFEB1bU1bmnDdaUxUp74aJoWo0azpQ0WpeK2IUtj+nd6OjJk5ObmZRwpE8zZztOsm8URJ/b4yT5XE6Vhn+780zZNiAHyN7CXefA3DNOVBU56Xs+loX9ru65EOb/49FBRG98egRQNVyRdlOrqZoyEPq6vIUNGio1p01UZtiqxRPoa1aXQcuOqcF60XbFjiI4tXgc5H5Oi1P7NZ+7TN77xjfjOd76D2267DX/1V3+Fr3zlK7jggguyfUrt0Q033IAHH3zQLbQW07333otXv/rVOP3003H33Xfj9a9/PX7wgx/gqquuOjD3gXWpS13qQpcFxII+B1dUVFQsMiykDVSW9LCeXeLb4v635BLoy5DoA39zxBezuUwr+/Rof94v5UMM5+rPQzR/xP0jfXT8hEywjbTPL/K9wa6H/sR4f8pXR2STun2fvnl4XfStQgTzcnLCebQ+vJz/0I+T8AXadaLffT3Z3yVARJCEJAP3CVKZVtPUV9M/oy6G5+BZYlAKrNe85jXB9v/6X/8Lf/AHf4A777wTxxxzDK677jrcfPPNePnLXw6ge6g+8cQTceedd+K0004bNLEkwwrEaTQKdOXe/kwWO5JkeWQIC8vjGdBTxYtCmXCPy1dH2ONcfRCl/WTtXuVkdDCPeH9quzNaWkWJTlwEnNTPtWn4VCxuXYfzzuil26l2t04aormZsaHsPuWPrRH6KDjDYuUBuO+i25crhCRNDMrk8SE6iPHVtr/qJtz19EfPmWAo7cLebDutBWLTA0EroGmnJ0AQ/g1SMgBw//33Y/Xq1a595cqVU40t4eabb8bv/M7v4C/+4i9w5JFHunaaUuukk07C+vXr8fSnPx2f+tSncN5550097kLaQN2gqyfBnLh6RIgOha6ug9KEJNHeUU9Ij87p7h39UPA1P0yxc1/zgxY/9+QCjcigURgAIVEQ2k4p6oO38e/nyH5/YY4NwIjIae1zUXbXhHbRUDbsc2z2K2V/lLVb7+rlaOhWuWvJX6/aFQ939TfojVJjrnPV3ez4vJ/mJgldtIdqVbIwupV1GPuT5tRpYpvsup2jjmXd/JSxNdZ8tCA3YUawDSblB2+7Tlqb3zZ77LY2CODOi9I6qjHiRkgVpmUkBI0KCdfhUl65CBFS8wOWCHHXRYL8cNeMgh5PcePnz1yv3Hzgnnvuwa233opvfOMbOOWUUwAAH/7wh/GqV70KH/zgB3H00UdHfR555JFie3TIIYck0wZee+21OP744/GhD30IAPCHf/iHeOSRR/CpT30Kb3nLW+b3PrAWQa+oqMhgoe3DQt4DVlRUVCw2LKgNtI5lu27R6mTd3lhF/525QlpXyX099+N1/UKdkk9P6ivV/qXzCNtCHx+fb5+vj45f4puT+vN2yZ8oHVPO95fWFe7TGWWpvs6XnJoP8dN1z/n23PDKH9IECnyBbgKh41Zb/4HVkfAHimfI+DFsfWDA1/+lmWCmyQZzoJ+DZ42Ja4CMx2N8+tOfxmOPPYYNGzZgx44dmJubw8aNG53MCSecgOOOOw7bt29PGr29e/cGKXL27NnTO3ZxGiwQp0qqi5L1JYsdsbYcIdJ958OLItyXn48zGMobTmc0jVyyPkhkADSC2iCSvLjtDRe9jkWbw65x6lsL12NjSHyd3h9HHIDFRpDq4IJOrQqF+CYxftFx8T50gjph+Kxy51+lfzOTyy9h9Oz+Lu2jNvMiJ8ugq3ccF0SnxZGmQQmra/fbsNj5wic+8Qm89a1vxac//enA3kg45JBD8OxnPxvf/e53Zz6PebeBxhEcRQiY7Y65ACz5oQ3BEUV+NH5duXW4SAgonuqKFD8n0R4S8SGRHg3ZT5Ergj4i++z3yJF4Bq1WGBkyBEqDFkXvyEBlbgK677wjTBS5aO2NQWOucfOprFxjnf+2sLmRa1V3HrXyZIDq7KoyNtgSvsFng44EsZ/2Z8XKNMY8kE9n98zFHPyM2M7abGhhf8eAwhEXDUjRdQV3YAquILoeGZkmJDKcZRoRfcENIfzNM/3NHCX/1P5PYfsE2wiID8B/18OaHiH5AbIeReC4Pj1zyqD0rRYrw+9jVq5cORURvH37dhxyyCGO/ACAjRs3omka3HXXXfgv/+W/RH2G2KMLL7wQb33rW/HMZz4Tb3vb23Duuee67/X27dsjO7tp0yZcdNFF824DKwFSUVGRw4G0DwfyObiioqLiQGMhbKDzGdlaID7PT6xIIEUyj57Efy0IkVobsTyVY9umjfoWg+cjBZkMca4d4ZlK8O9Rn6T3O7EawH2+vkAmXRsk6/OTHHVRfw3uVxV9f8H5I/5AOrg0JHOLpXyAdFDirYt9hcQPGA5CSJDEeUz6AiWno30kN7uHFETv5hnWA7HPoEp1L4V2dUk6zCoTTIncwYDBSSG+/e1v4ylPeQpWrlyJt73tbfjzP/9zPPe5z8WuXbuwYsUKHHLIIYH82rVrsWvXrqS+yy+/PEiXc+yxx3Y7WmGZAL11QxK7xD4ZNbKOCfZJ7Zk2KY9gWrcO93P5vv6T7tOJdd63QK4Xpf3oBdrTJ3fMnMEdPKdeUoGux7LtQhkkXbjMMz7+8Y/j3HPPxcc//nG8+tWv7pV/9NFH8b3vfQ9HHXXUzOawUDbQOm5TcDcGkoxin3D3clGdDNpGSYocYUFrf/D2aCoJ2RSoLK0JIkWXpOYT1QhxJI7fx2uF+HVpUqnJ0oXV+bA6VUYWGRMw6SUr9Iu+S9T8UaLBbgfHQYTNwwXVJ9b3yM1twHFpNmdb84Pric4h3T+Le7FS+2f+5LNOA7hr164g0g0Ali1bhsMOOyxpW0rt0WWXXYZPfepTuO2227B582b82q/9Gj784Q8HetauXRvo+OlPf4o9e/bM/31gRUVFxSLDgj0HV1RUVCxCLJQNHPLCM4A4dX0P8v4d4Xm21EeXwxD/X278gf64Ib6+EnB9k+iMfH8WWpCbEEV9J/Xhcf0L4AeTUOrjm4oEGfgcvNgxOALkOc95Du6++2488sgj+D//5//gnHPOwZe//OWJJ3DppZdi69atbnvPnj3pm78hJAijdrgRDdJo8T8WY2EDec1l7H47R9PQqHi/Cyvw+6LIKDuG8uMHjCyNBCFy2UiQYFujOBLETUtghcmUAxaYnSPOIGtyboPwQNKXyrltKiecr1wfcV+GuQUQs7+mg/g3C94yT0DTQbt+OdbXRYYYvVbWpsCx635/F/Zm34K3Q7ZaJQtPD4FuFdq2h6zp2c/x6KOPBpEZ9957L+6++24cdthhOO6443DppZfigQcewE033QSgS3t1zjnn4Oqrr8b69evdzdSTnvQkrFmzBgDwm7/5m3jNa16Dpz/96fjBD36A97znPRiNRviVX/mVQXPLYcFsoHNA00XH9SPYviD1ld1n61UQWQXzqSAXPQcwajqDM2osaaDFyA9evNyCf/f6vos07RXd5kw9jQaxPwsu/Zs1DE0Lrbs0cTwSpDH77LG3LTNfylyPDbpUVtD+zSMbRdFaMkCba9b0pqmcGt31t9evIibD6tTwkShj//d0dstGcNghiGNftL0t6WPm6iJAFGBTZCmARJ50kR8uEsTYI3o+zOslLspRk2iQTi6258FvGIf9ybK7bOSHGc+RSXY88XuvWDQUoqgPTWUmRIn9s3JAeRrAd77znXj/+9+f1XnPPfcMmOlw/NZv/ZZbf+ELX4jHHnsMH/jAB/Drv/7ryT5Pe9rTAABf/vKX8Vd/9VfzZwMPopvpioqKA4ADYB8O6HNwRUVFxQHGQtvArpaEgm514G4JIgikW/SCKBH+WBroob7DkoiQxHb0LESe2yK/nunXGwlC9GQjQRI+OXk7HQUibYcnjsiQw6dRIJ2YEvtSWepjtc+uPCIkihBh5zX6m/BxJP2kr/MDJs55kR+Qn6eEM1Obp264tXxWGBv50aX29uppanwrY9unjgAZ+By82DGYAFmxYgWe9axnAQBOPvlkfOMb38DVV1+NN7zhDdi3bx8efvjhgPndvXt3Mrc0kEkNIRQvGoSeP4Bq0rqlmiC5HH3dfqYjlxqL6FIazqimZsTz8wGIUmKJtUHcNti2dVyqxP54O5cjMLXujCHbTy/5nE56PtyR6+Aj7kONF5Pj+qiRAegPiNm2xo/I+/9ZH/obGWgls9TSGZCNnjfw3gzSM+wKIKmwFkiLLjUQrwWyEKFvQ6NMvvnNb+L000932/bm55xzzsGNN96IBx98EPfdd5/b/0d/9EfYv38/LrzwQlx44YWu3coDwL/8y7/gV37lV/Bv//ZvOOKII/DSl74Ud955J4444ohBc8thoWygbsx3sIEp+KzNJ3waLFrvYwQx9ZUaadj0V8qkybKprxpT9LtxNUBakfiwRcgl0oPXAnGfzKKVRIE0CL9DLfllb7VPazUCXOorWy9EK+322xohWgOt1mZdmXIYPK2cNxpta3JoNjAnuTtPriaIgqmp4bqYtFnmOtbGvgaRYeZOyqbCsrbJ7uNRZPTTjKcVPFlq77PcTbG/23Q3c1SHvaMMzE9nfZWtFWLlNFFijjmof2RlgPgHo/sjBX+/VH0t8FSR6I4niCyxxIet+WEiP2jBdrsNBbSkcLsvIK/CYvITYmjob2kawHe84x1485vfnJV55jOfiXXr1uGHP/xh0L5//3489NBDSduybt26iezR+vXr8d73vhd79+7FypUrsW7dOuzevTuQeeihh7B69Wq85CUvwUte8pJ5s4E1BVZFRUUOB8I+LNhzcEVFRcUixILZQPu85ZzoBsQ3Y7dLPRDcP8eRqi0i1RLhtUP6nnIlX53bV1AjhPvL+JhJPx9xPeV8fXS8fl+i/BjYJ5OrCSLp6/flkX7se9LnA/TzSciJfkDyXBzp873duee5tALmJu8PdI5N66tg9YhdXVCq27V32/ZFaFoPZBIstRRYE9cAsWjbFnv37sXJJ5+M5cuX4/bbb8fmzZsBADt37sR9992HDRs2DNZr/HMTIYi2SCFDkEjkSEx45B09XDs1uKk6IX0F00UjyGuDELlZEiE5wyjLhQaX7i8xhqIhZAa81Ajmj4u86SzozpIgdFB2sI7KEH+lCoye9n8Tu4cepXZGUHkDZ4fRiGqBTEuA+Feue2QG4GUvexn5YYhhSQ2LO+64o1fnJz7xiUFzmAXmywYGdT+asPA5DPlh94mRH64miInoaOCjO5qO/GgM0dEYmZHZLxEfCnGkR5CiCr4dGB794c4n+R4psm7JEUuKUEKkIT/s3eXoSY8SIiQ47xpoWrjryl7blgvpCAZzLWrlC4c32ticzmh0hcLNFety2LqD8SbAEKNe1uyyFy9tszbN9TVHbHeS/VqZ3wcqQwu6Q2jX5tjoROxvpTbH4cb27VRdEQixRUkPKAREBwBPdBg5Wvzcblv5kPwAKZhu1idFif1zB1OOI444ooic3bBhAx5++GHs2LEDJ598MgDgi1/8Itq2xfr168U+k9qju+++G4ceeqh7GN2wYQP++q//OpC57bbbAh3zdh9YCZCKiooMFoN9mC/7V1FRUXEwYN5soElj718Q5Q5ocs9d8oip8r7F7iU3QaBRcqQIe4AcQogk/YgKyRohYo1g6wxnPrJOLu1fTPsGw/mJvkRFnkuFvkjI0GgQyW8a6aa+PMGvF/RjY0j7xOPtORbuBwQS/kJ4H2FycnwCOjxY7g/kA/vap+E8vLeQZcUwNVFt21TkxDw9Bx8oDCJALr30Upx11lk47rjj8O///u+4+eabcccdd+Bzn/sc1qxZg/POOw9bt27FYYcdhtWrV+Ptb387NmzYkCx6lEUuAkRM0k52C92iv4cQ1uZAvz1OpzEEyVRYffvJHEiarDCsyn7R5SJGIckXFhTKpsZy28QwBNs6HJPvR9yXgu6LjFQ0b2LUAh3mYs/JUZ2CTLaPGyg8p10fYoCEr5br7/4OsZmTDF+yCBI3esKYLmUOOllbAN19vUgIHIDg7XpbEN0yxlpJ7y0MQ0lA1jQBWwcLFtQGAt13gzh/3XajozbqRLYMsqt5Ydos+cFrYlBSg9bskMgPSnA0SieJD0p4DEnDRouf03VnlvnNBDzh57bNGw+UCGzQpYmDbXOhFP66UjbMghRH76Jq/M13d13ai5F8khvS7pPK278DN3wpWQQ237a5m0NATolF9vM2KLii57wPfbTwPzc+DRgAk4ar6xCmh0Rwp1jyp9ZkfPoZkB90juQ6oN97XyCdtLlFRX0nRWlA6nzZwBNPPBFnnnkmzj//fFx77bWYm5vDli1bcPbZZ+Poo48GADzwwAM444wzcNNNN+HUU08tskef/exnsXv3bpx22mlYtWoVbrvtNrzvfe/Db/7mb7qx3/a2t+H3f//3cckll+Atb3kLfuM3fgNf+MIXcP311+Pb3/72PN8HAlP/eFVUVCxdLLB9WPB7wIqKiopFhAW3gS2gGp/qnT5/SDVCtFIIUsMHO9m24M/yeugcyA4pxb3r5P14ogz1+Qh+RJ7uCjDPXk3YV5KV/Ibczxeg1zdot8vT4GfngFC3S69PQP14vSQIGYduB3Ogx0rOqUhCSHIpHbQPO5/iC9HU38f9fwk/YKRT0fRXkj/Q+wkUOh+H0mGmjGlwoJ+DZ41BBMgPf/hDvOlNb8KDDz6INWvW4KSTTsLnPvc5vOIVrwAAXHnllWiaBps3b8bevXuxadMmfOQjH5n9rKWzW0iKiH9/ZrAcEkSIWD+EGKVuHOX35y7KzNySFzE3gCXoNXTaOa9SY4ZGLD22aOyE+QQGLHGMTgcQnkeynTVYOeSMDt8vGfdJwY2eNs7H7Fy8sU39jlkjZzGr+h9ugD5VB4nRmwYLagOpY5e1J/cb4gPKfEeIgz8QE75rvJB47rtDIz86fTrokyM/eGosAGjZQUokiP20xF8D7fpZskNLfZAmQcZGn1I+JRagyE+CveEgPzvKUAPk7wDAXc9BTRB2rVvSgtcEkeDukYT7rCzsDZAm+sn9WEcM6HC/BqDSJAj/k2nlI+eCY0Ro+6VjSkH6PaFt3XddufMY6JKuEX6dTIMS+2fl5gkf+9jHsGXLFpxxxhnOxlxzzTVu/9zcHHbu3Imf/OQnrq3PHi1fvhzbtm3DxRdfDK01nvWsZ+GKK67A+eef72SOP/543HLLLbj44otx9dVXY+XKlTj00ENxwQUXHNj7wIqKiooFxqJ5Dq6oqKg4AFhIG5h89sn4b6wfrshHltVT9uww2C/UM/fsnHt8gNJcivx8BXNLQXxBWtIjtPGXn6eZR+/8ctDmhb+Uv1KlH++KfJ7JcdFPguS627lpFfhvUphJEfQSuYMASudy0BwA7NmzB2vWrMEvnvo/sWzZKllokr9fxqAkvw+il5D35VdzZn+0z+pUcjt3/nAdKj0GDZkLZNw23x+OSfeLsjm9PevccRuOpUS5YA5KmF+uD5cTzlG3L3yrXpxjQ7aNoznuo/04qnOIBg45+wq7++z6KNJXuc+uzb2h34Rv7tt1W7uhUf4NfprGaPzYXuzYfBUeeeSRotz0FvZ6PO6P3o3myYnr0aD9yeO474LLBo9REcKe82dd8j40P7Oqc/Yu02FKrJE26X10V/uj0T711ch8d0ZdZe/G1ABpVJj6itf86KI9YL47rRj5QaM+krU/7KclGibIUdGSnH6UHKH1bOynJT32mz62BojdPyby47aTGZu0Tm3bdPJGT9sql+dSa3QFv3TYpm09EJsaamw+TTu06t5YMp/QgLL1NOy26eO2iZzSMP3Npzl9irZpqa/9NEUCaRvZduumOHowj+5EOBkglO9OuJ+Tl+EMSeovi+A3LPr9cBEdKrLlQU0QdDU/oBBeF+76UKR2Tvc53vc4dl71PwbZpyH2D6g2cFaw5/15F7wPoxX9572iouKJifG+x/GdPxpm1xc7rP17GV6LZaNVUKNRlzFg2bJuHejSx7Yt0MjFrVTJy3FSrnsl6ONy0XNvI8pGc7DbdM7B86vdr8JtQUanZCQd7rnW7kPUR9xHn4cbokMh3Ef60nua4D7GzMnKx8+t/n5G7O/ukfy48TOsfO8kP6fGfaJ95HnXjdUwGTu+S1lKxjHPoEGkbgP3AqPX6Z+9tU3dS8e3zzZGFua52D0723qHytc5VACUe84J0/2655imjZ55RmYdAFY0Y/fcs6xp0UBjWTMO1kdKY5lqsbwZ+zZ0ulY2+zFSneyqZg4AsLKZw3LVySxXY4xU97lc7ccIGsvVfqxQYzRosaqZwwqM0agWI3NT/bPNHH5WaYyUwppmBVaq5djz7y0OffY/LUkb+IunvQuj5au6a8bc85c+X/QhSzQkdon+wpQPz+nK7E+t0/nRZyZqnnPPUoLenJ+vvw8ZJ7kv3S/nS4yOk9u8yFYmxuE2KTU/Z0u5Th3JRX2ieehwLMFHmPQFBvvD9ZQ/kGbngOr8OQCCT5rFY6Q0lo1ajJoWy5oW7U8ex13/5Zr6HIwZ1ACZLyiT90+E7jFcqU6psRKWTkwcxGqH8Hoh2VohbN5ubRyyjrZGSFAsHbZNmL/2Nwep2iDT1AWRZP16rFeWC+fO9/mxEvVAzES0EbT32xpp3U6vaYh+NzXvw4qi0zna86tDef9/3O5181RYdGJGqe5qCEgF0cm71ggLqZO/mnlNnNcC6T7LChf1YlFRpUsfUu0PS37YGiCw24Brc0XPR4Qoa9qg4LlU80ORG/8RITsk4iOo/aF0RHZkI0CEtxTitxLaoN2nwWoA5UkRSogom+tShftsfRAFoBmNTWSI7dd20SFt05XcGOmACFGq8zF0bEjjbkLoZdjZJLuhTA46U6dHAao1V7K73uFl3bb7qxtbpXyxdIUgBFrBX9ugn84smL4tMXqkcLuG+X3Q3UN49xZRZ2Nd2i9Chri3Psh8dYOAENFQcS52/mcWTJD0sO9Op7vB5DU/Ollf/Jy0m8LnMSGC8MFhElT7t+BQre6+xxUVFRUCqn2oqKioWKIgxQ6UfdYIUvCy7QEMCK/BQXXKzjbnIyeyiGqG8CLq3JfYV++Xzy/wifUUSs8VSc/5+YL9xMXEoztcxEagj8hGY8E9h6bkxeNk8+r1H1I/n7Au6ZF8gID1Qyb6RPMg/0eT7vMFpj2mUm1gdy7th31WVz4dvnbOia6984OY53rMoh7wdN0XExYtAdKHJDnCENXkiBSBeJNoe1nBo0GEiPLzlnL3uTGMMVXkTQ9eKF28bqj+AUSIbOy0OwfS9RwYMqPX5Ydncuk+ZJtsUF3SuJJBk3QHekH6A/E5d/sEEkSygOyHIf5zhJN0tQTopIgD0Q4UGT2lQeyZMWLe22lD32h6HkuCtLp7o39qgwcUkSgzIVkqPKjTV8GTHgqs8Ln5ApI3o1QTkh/2LShl3hjgb0DZCBCbQm0ZKX4uER8p0kMiPqSUVxycFKGprQBKhPjtVjddiitGeNhC51A+FZZiRMgYMMfadLJNC6W7CBFl3iyjL1hqDbToZLra5MqfdwCWBHAXq9but8ERm0JhdEcq2PyujTULfp8lP1RrzEdQQN18VTSgW2MVrGx38fs2Ny48mWLqeqhWe6LFmi6NbkMDQfF096lC40v/hrnfW4JUBCElPuw2LXpOtzn5YYugB59W54QoJZGrDZwx7PewoqKiQkK1DxUVFRVLE5r4WlriY7PR68zn1ucbFFPYBwpkHSIpoiD7CVm9kODRiPoRmZ/RrTKHlvPbcb+hfTHOygo+wIjECNQzv6I8fNbf10d80H3gbVFfktKL+Qwl3x8dJyIzuM/Q7mNjIyEb+T5tHzou8RsGXj96zkE6cF9g5GAM111qfE12WaLD6Y39gVJ9YM37TYCl9hy8eAmQVkesagQpfJeBM8UR+FXr2jV42Fr0hZbkeDVePpa7uMILHfSiY2MEbVIOP3pxTPC9ixleYqTZWOI5cHpokaqyPg6R8YkN4SB9Cb20PbKuCch/d3jFwhvtsmxmnNQ+qZ2M2Zf3r9XASMU1FgajxBFVH0TnBYET2KxHsO3UKe9CJf2PYJhJQIsmNCp0LpAfXrbtTYFF9ZagI/A62aDGh1bBp7sD1k1MmKDjg1Lfe14jBOY6orVHbHo5wF5n3Q0jLYze+53nNy8MhqeJaoK4S5y3EXX+72za7CezN64N4bb9LnXrtmhgwpzZ+iB8Hzmu4E2sHnPD0zZqFa8Hnzl9pG+gi89jGhNYYv+sXMXMoHT/z2tFRcUTF9U+VFRUVCxtBH4YKauyULNX1mN8J6ksMglfjFibo8TnZjICyGPFfsbiOVh/nUCCSBjkNysAL4wuQvRfkTZhf7ImCIYdQ9Zvl5lndoxSv2EgZx6SuS+g2IfZPZSX1Pjw9UD810oDQYaYqbDEnoMXLwFSghRBkjA2WTKEqqJkg2vzjv2uP+2bJkHyRdF7SBB7fA0nPAQShB6Hio0TTaEi7k+RIKJuf7qsY06SE/vQdkGHKFdisATdqbm5dtH4AjwKhBqshB9zMnASxRxExPrCy1AjGK7DCUv7p58r9ywmZCpmBq2MWXGL9g5eBQT5JI2n0JEd5rtK68T4dZ/aiuaTbFRMcvRFfvBUWLYP3bYorwVC7mAluxzBhkhErV2ZHUW27T4dFki3dlgr7QIsLOkBaJPLmhlHRe2O+Vu410q4nNGhbGSXJS3Itr15gf27c1mBvIAnRmRCxCTQ4/epXBah3eP3ap1omKBQM1XmTKX+SCGIGCU4bORHNEf3nSe5sxUxS2Yf2L7oc1KUhpBUG1hRUVFRUVFRUVExFbpI+QRRAMRkCN9OECKD/YGkjxhFQvxRnQydkydBov3k2HhEguQH6yVBwOTI/Ipfdu7zCwp+RO5XE1+ClvyctC8Ff8Dk54PtC3Qw317Sn5nUb5/jBf0pvyE/ltRxpZDydXIx6icwc3XJ8pnPRfIBThWdscSegxctAWL8P4MREAcpNGHOQN+XGBU+GSbP64ZE9UJoaiyaLx2hk4jmIOQha92cEKXEouNFtUGIxypKdzVBXZBciBwnNrnOQJ81iHwcagzZIYipsOLDZH2IkZLarbwwnt2QSJBgbOW/Dgr2/E1SCyR1RNa6GcLDmzfXZidAiQ931lRcC2TqkDSN8ISnZCpmB1v/QyGoBWJrf9gCgHbbFQJ0hQHzqa9GTVzs3G4vM8bCblvig0d8hISI/fR1RILDKfyCtKTfmHxvbWF0V/8jSH3l325o0aA1NT5c+iso18bTYelgng1abaI8tMJY25DP1hdGB0BrggDw331jO6JUWApw6e2EVFhuu/U3N7DjBLLks6AmiGrtta/9Ncz/DLRdm8G1IG/22/GDFH5UVwnsT609f0FBUf8JwNX8cIQHqQVCP23Kq2ixMtPUACmxf1auYmZQLeLaMhUVFRUG1T5UVFRULGFo859G9zzVlwKfvlHW9/vA/HPBsIkof147RJKL/O25tFjOL2R8ccKjFVUspdLn/j06z76XnekcpkmHxUkC8WVpclDULxfK5tPgp+aT8gvy4xZ9nZHfUKi7QedIv4bsQGL/YoEvMHiTOzgTSNYGNr4b+oK0/ypbH2Hnw2i1Xhg/oB960WPREiCwrO8QCHU7RNUJgkQlHCTyW62hjiwhkqgTwo1mqhBQNG9iPOebCPHr8TiynNc5UWF0YqB0wdwkYycbs4TRk+bibNGBI0G6Asix0fOG2Bs8enQu958Ka4FMXSeyRoAsOPQIhuQgDlxa+NzW/DDkhyNAlCc8AgLEEByW+LA1PyjxYQmNFPHBo0O67ZDwkCJAyqM/OliyY5ki9T+MPkuKUELEkhtduyn8xYiQEYCxIS326yYkQprWX4WW6DAkhy2O3raNKTDWhDVBgt8Nvx8KMAVDTPiJz/2p4K/x7lOH28Zx39X9sH1IYXSN/pogtM3+1rRaNp62SLpbOnkNc7NNb3zcOpWhp6DA2FDCw6hy24p+Krdtf6/0yH927SomP0zRc6enwXTmaYm9+XLQoEX/A2xFRcUTF9U+VFRUVCxNWOeFtn6ZMBVv9LK+fUAC+p9FcgRJghiRyQ6dl+FzTJAhqWLpnDiQxhX9eykfoOsTzo9Hg1CZoE9EKHj9fQRFMC5iP5yXjUkQOj5XVOznSzj+ZH8iywbD+3A/YELfNL5AToLYD+102APW5MM/h3a+jO7Fz9a90Dkhlthz8CImQBAbr1QInOuTMHZCLY+gm93NvcQuZI0YGR4l4q42ckWQMQJjbPuy4k1cZ7LgkTU4UmosXiQdvp+1CkPTYjlFgnGM9tHhnJNeqAmiuYxgdMLrXLZoiHXRPkE7HYd9hXKRIIFMoNgcNzCMBBF0JKFlo0eZ3q7JmEEVGz+aCmta5reEjxzKV1b0wDlvdegUbsiXzhEfnUxHhISRH5T84Gmw+DJiBc0l8kMiPlJRIHY/RSoShNbrGKkxgI7s6Gp5N2hA63YojNTYkCFmHxSrGRITIWhatFphGVq0SmF/23Tza5uOJCHF0Bt08nZfdz0pNE3rC4rpTqQrpG6ugUa7aA4zeUQ57Yzd7cgNFdgFama1QkeGGCLF2rXg03Ylhc6hmX23BdJtmiheHN3l/QqXJBEc/K7wezf/d4weTCgU20fvrZSfq4sGUaGca2/YNlsceTiFCSx9H6PawNlC6fh+raKiosKi2oeKioqKpQkF6psiLnbmqHfyfX4K+hyQ8zFSYoRGVRSlwWI+w2g/mYv0YrPzaYXHKPrIub/Nugc4EcJ9fL6r4FrzPsvI/wWqjz8LshefE/0CaDaPwJ8Xp/HK9Yn8fNQ/R2WkvwP3Jzp94QvItH/gz3OrKv8l5D5Afk4CJySZlBm4+0roSF3gGySfTs6+IDrFg/BSew6eJinEwsOe/aHRIT3yye9qyWvzXCQ3r8S+VPidLFvW1gtmJLNjTaE/279Ur2bnaMh8rDNvRpjFOVESGTHomMoN2NRFj9yYhUvF/KC7C0w7cRWS/DD9EaTlkRTCgudeRgdEhkR+WOTIj5GJMHF6oZPkR9/+hhAzVtaNT4wYn18fwiiVcJ3WR7GfE9fU6bsMneNfB+mfgk+yjxMGokmRxuSkQyEccZLrl5iD+NKICvcHfVU4HqT+ifH5WKn1wSi1f9UGVlRUVFRUVFRUVMwfZu1pTfkKBT+Z6Lfrm05uf8rf2Pvmac+YDEP8jXL/6fsN0cF9f/PywoOkMzNOcCyFQ2Tn7fyKZdroC5gLiiX2HLx4I0BKUBLelpMveVM1ClUjjJpUM0SRcThzi3CfM6oNYWaJvqJIEFJYiYeviVELdJzg3LD9mo2lKaPrWXgyrZhh1SGDSxlhcR35fY5dJgQrPTzOAnO9nFCNmPRwNWRzbX92fOG5NfL2/0Am1NOl2dHxPj4DxvrSAkjQ6cgPrX1+wKnz/pmxeo3zQRL2drCgC27QYSofS4I0OliUeVVaAVHdDwW41FfKRILY1Fc2EmSZ6qJDljWGaEA+8iNFfPA0WLadg5INnKTzhcobJ0cjPmxECL1M7D7b3iiN/WiSkSD72wYjaD+aiepotcJIaYzhi6O36M5Zlz6rK2ZO37DI1QQJokDsJ1QXxaPhUtl5I2c6KxWaDvep/e8WJUeMsAZcxIgCuggPEgni3woyv2XmslYmwsRGmvCbGWfb3G+EP8bgk9hICTkixK+rmORRCGp+aNUdgyM9bISHCmXC9Snuykrsn3iAFVPhILqZrqioOACo9qGioqJiaaLL4WPSAivfRvfn0JMBBhBu26lOlrkFgHtsLMkOE0WMMPdOML55Tpw0EiRbID0YN+3nC7dlf6JzV/nDdO6rVOaXQJDp4Iq4TtrP6Y0Gj3VEfkUqw3RG8wrkhIOm87G63Tj0f9pH8AP2hix1si75DvM7usPXxitL/YTGz+ge0XVNgUWxeAkQ64iZFA36DWMCvJ4HgDBUzco1XEaxK9pvUJ3OsFiYGiE2JRbXJeb5s9tkTrZIerIuiJuLDnUV1AShhAQfIyAr3Bj+DPD8gLGusK80ptfrQ+y8YKI/0xuRJsxZlzoOMQ+g/dvw32N6UFZGM5loYmTwYPa+Dw/Fc79d2pdEcmdba2f87ODTkiAlqUhqKoIZwxU9R1j4nBIfdlEmaqHRGI1MfY9RG5AftO7HssYTHrTmxzLVFhEf6RRYYaQGAIzY6zNRhIa9v+TfUTXG2Nxp2n2N3TY6HOkBmELn2tUIaSzx4eqAeCKkGZmi6S0wUsBY+zRXWiugbToCUWmMW1PTwxRCp/VCunahJgg1Jq2xpbYwiNZhYXRLhtqTYe+kzPxsuiz/s2HvKuFNhmaLGTe4CSan3RZH1+6G1Vy/9v6M69N0LD62DrfJavLFAnOofp85H8rvC4gPgBEgyqe+GpF2VvjcXj9dzRxMjBL7Z+UqZodaBL2ioiKHah8qKioqli6UNr4u6wHO3Wfz54wCgiT7wpb04jT/zRHqhfDawYEfL6r/S8YTfHqdPu90EokQNs6s02ElX3qmz40gurmvMjEGJync/oAr0OI5S+mk42kiHPWh7eRcSu456j/kMrxD9DJ0IBb+0SatBWL9gdSRqTXxMzgfoimCjrKkRjkstefgRUuAKK0nCtXSElsrIUWQ0Ko2pI3/QSNCRIoOkTzm8IbE6bH9SLH0gAwhNKNjk7lxsfMpKZDu5sF0CUQIjd6gOqhx5CSIk0sYxbSRS43BCYuCSBBm7CSbwg24ZFz9eiIPIO1LDZ/Sggw9IT2Gz67qcDBu9PzwZI1R7p3h43cFA0EdoDmZiplBN+atF1v43Nb6MNuKEiDotptGu+iPkbIRH7b4eUeILDPrtuZHQ4iQZc24iPjgpIclNSzZkUotRWU4xpxRRkdiAD5v5dhGhBBChJMhjf3eGzKk1U1QKJ0SIT7cxBIotJi6sVWu5keDVlvCQpF2oSZId+CAJlemPQ30szGEJenv7KG1lxomkoT27bR6WXjSgrw84NrpuPDb3X7zW6W1v84100mv/+hTyfrdPK0Ys0FkM4j2AFlXEAgQ5dpp9EdAgDiysLtuXNukKLF/Vq5iZqgESEVFRQ7VPlRUVFQsUViXiHlG6Z6J4ucK7hvLgoqk/IB2TCqqBHlOiLDoEDnyQ94XTIv6GKVC6dMSIZKM4NvKRYNwH1oYJEH+HtE+6s+LH5uoL4+SIFRf0DfjPOSnJvATQpAT5mV9gNzhGMjY0+xdb4Fs5CNkPuFSEsT9AQjhEZRuJi9Fuxc6YR/x1XQkyBJ7Dl60BMikiFjYVGJ8kn4q7OCNS65NDF0DosLpPBzN6eMhYqzdvfkbzA3hhUXanJ5UgfRMWqwcxMLoHDokQSLmIpinJy+Sx5Q43kHGjvvaSN8g44xkzFOIwtdIX0W+JvAGjv9AFIfABZRzaPSA8KuSKnbk0mNlDqkYJaFvB0nY20ED6gRW5gvqFr+tgKA+hbSuVPddpGmvPKERFjsHUER+0GgPTnzkIkD4fqAjG7jcGE0k1zEBAFRjCqLb+F5zXojhtOmsXBuxJ7avJUu6wuoAtCmyrrQzv1aDUhoNFMbanFdzPSrzVpL91IrYIRtVouBtJPw83JycjTA3+Nbkkm0Hp4PJ8vsl0m7nZPvSOSozD62UjwZBcLqidX4IdJs25kgPOw/bLpEfoOdLIYgU0WS/JK+53DTmqcT+BQdUUVFRUVFRUVFRUTExqMODgfv8inyAksedjwdEY0Z+P0mW+RZzvsD8PuZflNLdm3EDWXqM1ufGj4OmxaIygm+rhASxw3H/Gp9LMIeETy7Zr+chNPDfFfnz4j6ca4j7GKoi8YAc/FkAR5pEvtcpEKXCsm3wae+9rFwQffLBl9Zz8OIlQFLFiChS5AYVyb2BCgwnQgSDGPytiaGKEFwwXleSBCHHEOX1E9sGfO/IxR6El6mMcZSON5in35daz8oDorHL7etD1FcYuxfSjxI1ln16Ej8qqTH62qkx6xveGcCeKfaiRX9UVX0Tb/6gws/IlKnuLQD6I2fXeTSG3XZEiGKFxIlMLvLDyqbID0po9BUmzxEilghpLTlh9ykfvmHTYFnCo4sE0S5yRBqv1SqQaZSG1t02JUSU3WfaXHq5AjhilN5YCehuXJRnIyjpbMkM22xvtFRnu6OaIOQmXREdlggQeVVu00BkQrWEMBH0g7RlwImgFPlBI0NEMkWFOmIiRIfyk6LE/lm5iplh0kjgioqKJwaqfaioqKhYomD31M7e53xtTD75IrRF0v+SJkJ6HwHZS8ySz65vLikSJAvJMZ97kbmQBClCbmx+PFIfghIfotgHTF+K6Ej1T/jhAh3S3IeSG6UvQ/fqkcflrmSfpWKKB+El9hy8eAmQEpTc+AZRG7F8MmWWe/2XOlBUPCZLjxVEYQBBnRBezDxZLJ2nxCL5BUMDJbUZPWYOybogzLBFxk8iQYyDzhkZ0Gtfu+OwBkhcR+e0i3QRI+IMTTyId/ylUoHZU4tEX9qe0s9FEk5DPlgqCoQ6MYO+dqDAiLIZmBNEa4E4h6MdE8Z4Mo9pUAtkWtD55mQqZgZt0lzBFnimhc8VSX/VtCb1VetqgTRKB0XPFeLUV8vMOo0EWWaiQJY3YwDAMkOMLG/GYtRHQJYwImTEclM0BV8QS0aMzFd2rBs0GAf7bKosW+NjpLrUWDwtFk2J1ZcOK7xRVaDF0RttiqY3rdtHa4LMNBUWlLm2TVSdNvZSw2835ubG6SJ3bURnUPzcitFtWNthvmsaUTosbsPBtuPfkbIb1UBGkTZFtknqKxv5AQWX+soRIyQFVrCffU5lnkrsn5WrmB1Kz3tFRcUTE9U+VFRUVCxdOJ8Yuucp62NL5fOxMiwji6iap6iicA9KBX6/gtRYkc/ODeM3uJ8w8A1KRdJ1wrdn5099eMzHBwh+vgQJEvj66HhgsoifDXP+w+glaH9SEv7BtO+Pv60n6qfnlMnweVAfoN+XSIcfKKT9A29gOK/QZZcQQLST1gIJ+yv/OK60iyNwL09O6wtcYs/Bi5cAKYkAmRZKJQ2jboUvSsNkBUIkqu+RIkM4RSn1t+1CbZBcXZDgoiQGMxXC5sdmhkWqCSIZHdhrkOgO2sm6u2ZDXZrplPTTfdwUcCE+LszYEnljG6ihl+YfWEr7o8P70q+EkXd/H9tOdSgQ8oKdJHoCGPMS1AKxIW6w3xmzRizs9IZPhb8SKZmKmUErkBogflGNhhp1n43ydT8aSniosOh5Y7aXqTYoeG5rfliiY1kz7oqkC8QHJT0ARNuW8LBEByVASsgPCkt2LFdjjLUtfN61BXVBlIkQ0Rq0TkgX3VFOhNBIwFYrR67Q4ujj1iTMYjVB0DZd98Zf41oblWa/c+qD2CB7fWpzsw7V/a01/C1WQGxYWT9Xbx+6/u6FEmsaHAnTiUXF0G1XskhEiJ8DlSF/MHpDWfCn5hEgnATxn8oTH/bTEB3tKNx25EcDUxhduwLpsG2TosT+BQdWMQsojZrjv6KiIolJXpqsqKioqFj8UOShSmkF3eqIfEi+hNxX8KCRfYBJUsQ5k+hDVKJGMH95mtzHBjV+I8KD7GM+PQDu5eZOT+wvFIkQp17wFc4iHRaZo+SzC0gQcF9gog/TyfWFgnCKuAst6c+bqk9QtSMgSoKpueOj/9M+ofaiWiC23fwhuj+Djv2OgPMNaiPX6il9gUvsOXiasqDzi3bChYNSYJxUyeyzqRcC48jHyemEeXjXxDi32hnkQLd1Ptn+bg6xTju+60/6cn1ubDOu2zb6/Ha4BLpBHBDSPmrjmW7fJ7XOjpXMO7A4wnY4rg77Upng3GbWKXRiPkS/4n25joyM4nPQHQkSHSeAwAHq1s0PnDFqlvXVzDhpYuymJUDodzm3DMFXvvIVvOY1r8HRRx8NpRQ+85nP9Pa544478KIXvQgrV67Es571LNx4442RzLZt2/CMZzwDq1atwvr16/H1r3992MQWCxptCp/DLUp1N0820kMR4sOSHV3Rc1P4nJEfNu1VF+nhIzi6QuhjLFet27e8GWOZGnfrahxEfCxXYyxXYxdNYrfp0sDLjVTb8baC+gAA4L5JREFUyTX7s4uTYzpsW7BtyJsRun02osVvd/Nfbo+lGWOZaoPtBpYIsqTQ2EXB0CLx9hw27hy3Zukib+y+hkTjOFLKROAERevN0hXqJp/kb91F/ujAwd9daFwGpNi3NusICQFFFtpGCoZLRcR1o8iCgITQZBxIJEQjjCn04XPh5Ee0n+pQ4TjSeev6TmCgCErtX3XGzRgDzntd6lKXJ94y8N2KioqKioqDBe5tMjDfUreimP3v/b2gsD454pvrdGiIPkDNFjuPyH/IxuN+QuJHTPoCzT7eHuhtwzHpWOH44Sf3H6q2W0QfoPBbK/4NcrJkXDsPOjfxtzyhw/eJfZGKzIHqoH93PjdFx+Cg/XN9dHgOXN9Al4r60HavX/AFUll7CokeTdqpfzD0B3af7RS+wEH3ZQcBFi8BMilKcpTlokuEdjFKhI8xYbSKqFsiQabRNw1y6qQLNJiLvB7K6OwYKjNGWmdaX3L/BKct9eMyVCaJ/FdjYaELlwF47LHH8PznPx/btm0rkr/33nvx6le/GqeffjruvvtuXHTRRXjrW9+Kz33uc07mk5/8JLZu3Yr3vOc9+Nu//Vs8//nPx6ZNm/DDH/5w2OQWG5SGc4AD0ZfYvigvdiWyNGUVL4BOMWJ9qDyt7TFSbTK6I4gAMaRKH7hcKqqEbqdqnJSA95X02BRhXGYIBhUgU/C5QBVtY59mV+p+RmxXwnrufkgh6sOjN4JtrktqS/UNxlBh34RunkpL9+idGKX27yC58auoqKioqKioqKg4KMFfPi5A9lGMESG+T8pfmJmPKJ/eHxEtfWNbSCRIdg4FMrPq3+MjTCHp95sv53qP/3Jo34nHHzjmUH/g1FNdYs/BizYFVq74ZW9BIyBd0yNQZJ1Mqrc9yN1Hx2hYPxc6F+pQmjhlrMEi+QnF+iC8L9VvxpbTXyVC2ErSYZHPoHgRC5OjoP0VhLnSPlQmOOdhu7K8COkXhAGydrdO+1A9EPSzOQd/Iza38LyY822VK6ZPEcNElFP9qXPux1ThSSBj8TlphF9hbfp0YXFdbYEDRpxkcNZZZ+Gss84qlr/22mtx/PHH40Mf+hAA4MQTT8RXv/pVXHnlldi0aRMA4IorrsD555+Pc8891/W55ZZbcP311+Od73zn7A9iPuHectfsEz6iQPml4esgJAdpb6Bd6ivr3LeEhy12LqW9klJeNdBpkoISGUN/ESWyxOXi47n5jDHU9pUaWzzCFkrvjFejNObQmd397chcS13fZWhd8XMrDwVXDL3RZF1plxargXXWdwXUAUteKDRNi7Zt0DQabdv9Oduug6/doQBv2IghMVELqjW6oXy9H7pt7Q38Jw3DdUSDrfFhmtw2IQoE00JVuN8YHvoLIkvbcsiRKGLaK0KAuNogvI33achvCCdLKg4OHEQ30xUVFQcA1T5UVFRULFkorbu09DaNbYr4kBwdgr+QOrfF5wLmo7Nz8H2ow8UKsDkQ/10wDvfjAT5FMfG5UX+P5COMfIq8QHrKv0dQVPu3pCZI7zjU9+V1pnyB0cNopEPwD7Jtrru3T2oOvN32obnXevyAbi6SL7HvuZT6AgMd8fj2023qbhLa+CsqQixaAiSHIVEOySLnFg1koykOHOcLjGqF8DohtDu5ooI8hSQPYVgcyRtS/z0nxpUYT24gk4WCMsXRkySI1REU1Y31SyQI1Zt2sBGiJeHzl1Lh0VVxPsGBI27nPybScZD9AERiI9IN5EkQ2+5eV9ZmDCH/n9VP+ogFkLTqHK/a1wJxztEZeP4UwpuGlAwA7NmzJ2hfuXIlVq5cOfUctm/fjo0bNwZtmzZtwkUXXQQA2LdvH3bs2IFLL73U7W+aBhs3bsT27dunHn+hoW2aJAVf+4MUPleK1P9QJu2Sgq/xYWRs6qtlJg3WssakizJEiFTzY1kzFokPGvERESDm05Id0xAgDbGVLdPXGg+4nUcLhQY6qBHSQmGsGrKurTI7gFgXxNYAocXRu+3O3voxFNA2PlIDnTnXuiNRtLI1eOTC6Cqo32HslrZ3L7qr+6Tgr3Vjh52dotstPAmijU03NsHqt3bH1QQRbLK1M85GkfnZ9u44yG8UDdEG4vUEYgJE+W2FmPhQcMQH345TeGnX5gqg2+0JUWL/yOFUzAiq1VB9eZwrKiqesKj2oaKiomKJwqVZIi9yUj9c4qVj3j8CIyiCLlYF/20RiqpH9ULcQ1U4n4AI4fNnvjynN/BRsXbFdHLfnh0n8B/yc8B8hwqT1QQRSJDg2TJ0lXmfH/WzIewj+f0kEoP6D0P/Y6jbdgt0I5RzTUJ/eZ+p2hEoJsLkpFt5/3/c7ueZqQXCD8I8+Ds/n/O7Gm+o6etqgWByLLXn4MVLgOTSVJXAGZ20Ds0KEzlYR0nf+IwQifRRciWgA8OiSVogQgB7UXRrbkjTJhEhrkB6YKzKo0G8bnaY1FgJhdHtXLnhsfMM9DKjY9ulouh0nZ8JaoxSzG6fUeuzK5EBpbLUOUj1RBacOg7Z/HQ4fjcEN3zygboy6BquABI3eu4tc6ipLiU3fh+RYvYfe+yxQfN73vMe/PZv//aUEwB27dqFtWvXBm1r167Fnj178NOf/hQ//vGPMR6PRZl/+Id/mHr8BYd1/jLygxc+t/UpRo2P5ghqVrCi55T8WG6iPJY3YwAwNT+6OhsAgjofluwI00+1EeEhEyDDKhk3xFvtCBBzcUmESANfBN2SIZwIMTutUrFAOlpExdFbNI74UIQU6cZWQNOi1Qqjxt6gd6RHsjC6DUxxNybmUmf2ARpAY671QNZc93zbjOV0GUJFIjRUa4Z3dpzImCWwW7y/28du/l2HPALCg3yKxIf9pIQH3cfIj5D40K6vLrlzS0+43/65A6iYFRT5rlVUVFRwVPtQUVFRsUTRAu5tThuOb9ulF5gL/HZZOaGoOUD8ZhRCEXXvt/MtKd0BGTKUCIEibfEc+UvOOSIkeoE44+czQ8okCKiPku5D1I+TILSP3eA+Oqov5T+Mxwn18mAKrpeTFykfoO+TKIgOgP7pAueifRmaOx2DF6qNVjaf4MVpwPkAJOem9QdqcmC1CLrH4q0BYgmQvmVIfwaxyBGQLqrO9bBtsWi6JBv1s/I6KsTUyTM9tA/V1cr9BhVHD3T7z0inWHBe6EvmTGWU5jIIzh39kZBkU+v8bxn05Tol3QJUcB6YLuYApPqcCWCyWX0c1JCIzkaEb2QjNHCzKoJOHaPZBcD999+PRx55xC00IqNiAJSOCmMr064UXPHzUeOLm7s0V8qnu6JFzmkKrJGTM4SI8kXFLQkikR+umLkaYwSbKqsjQsLt1hUkb/i8ehbbt5tLSwqxy+Mtb/Z3xxrNcxwWbCc6lyl7DtqgFgo/bz4lWHhO3bkHosLoPCVZsDTdTYlS3d9WGYOoyN/ZLYBx9PvvAScJ3CfC7W7RbBueTFD+fkazNroPwjYtVh7rVtAqszQq7iMcj3iMrLh6KK+9LvBjZTeSQ1Fq/3p+SyoGYsh5r0td6vLEXCoqKioqlia4760ln3wp1ZXyISb2iS/jCDVDxMLpieNQfJ/Ti9ifx3SlCqRzBL7CHiT9fDrez31X4osIwr7Q/yWd/4SPjOiT+2i2LcwlpYutJ1+qEI47GgPED6jNYyc/D6lzl9EZ+f/o4bI2TfrYyI+ufYH8gAPvyb7yla/gNa95DY4++mgopfCZz3ymt88dd9yBF73oRVi5ciWe9axn4cYbbxw2KBYzAVKKIZEiGblkpEipQU3pKnzxufctppxhK+hXnDas5Bz1qBKN3RAMOC67njO+uX7F48znQ5ZEbKTmkRPR+e1poNqyBQBWr14dLLNIfwUA69atw+7du4O23bt3Y/Xq1XjSk56Eww8/HKPRSJRZt27dTOZwQMC+3DTCl+d1DOp9QLv9qULlHLTGB+DreYxExpP2i4kPOx+uP7fw47B9+FidDC/c3l+cXSpmPmLrVK9UJN2e21xhdHveU7cbbj8jK2ThhBIQ0yGRIK6d6ZX0EbIlIBUQtqfGj/al+vM2pkO6P+u9Z5PG7pMZiFL713OZVFRUVFRUVFRUVFTMGpMQIgMgPqb1pWHM7E6SIIFMDwkiITOnlCN+KHpfeC7FQJ9fyYvLFMlH66H+wBSCF5Wn0DMNCsmNaUiQ+XoOfuyxx/D85z8f27ZtK5K/99578epXvxqnn3467r77blx00UV461vfis997nODxl28KbBa4tXmxX0k5C66uEK0uD8KZZPqh/CQu2TRc+11tEJflhKr64MwzE6qDaKMDqlAOtDljgemS4cV6LVjInIiuVyBQBDOxmLT3PkpToXFcwMy2Sh3H52z1eFelxdkpTnaPwVt4l87ft7cHAtC4KhSJYS/BfPsqQVi2qJaIDDtRrl1sg7hCJMo+cGZZ8O/YcMG/PVf/3XQdtttt2HDhg0AgBUrVuDkk0/G7bffjte97nUAgLZtcfvtt2PLli3zO7n5gHkjXykItT+6TwWYSAQfjcCjQZap1kU22DRYtu4HrfkBeOLBpsDiERU85ZUlPgBEpAclLvoIFCdn+oyNYRkpYIwGDcZdminVmu0u9dVIjbv0VboBzPxa3XT9rYGiRdJVVwwdLQDVYBnGaHWD5c0YY618cfSma9+PBsuaFq3W2N+OsKxpsb9tTPS1tbHmE0at0mjQXYfuDQOSCqs16af85d9d3xoKyqXRQmfLG20+ASkVFjQ6GY3wdw7+0J0NpXbTkA0u1BmxmXf9zLWvzLYmdkiyY8FNZeKnmxMnwTYhYIJoEPq6hoJLc+WiPkx0CN1H02VN9bpH6Q33gbr5XaIQ37qrqKioMKj2oaKiomJpIswMol3d3cA3ZvcJBc+zae4tuIMklSZLqBvinl1Y4XQ+v9BBFPv+nK7SlFjueYvX/yW6hFT3VnfKxze0Jkhwesg4yVRY9LmRzZ/66FLr4UFyH2Do+6NjOiT8hvG8uJ8PoV42N9o3QHR+hfPuVulBGl+gd2yGvkD3bK6CL6QteE7cxKZ9gfyAVm4AzjrrLJx11lnF8tdeey2OP/54fOhDHwIAnHjiifjqV7+KK6+8Eps2bSrWs3gJEIppitw1Kv1X7zVyYXu2xkdCf1DTgxZMTxRLDwqlS0RI6J5yhqybn5mPy5UoGLMSEsTolmqC5HIFpnL6+XXtDS9CmdCgxSQI18d9bKIOO0fbTI0wabcNwe+T/UwZYCJszyHXrdlE3d+J6nD9BMMnnUgpISKM0TN/OV8Q2bVgapQYvoGX6aOPPorvfve7bvvee+/F3XffjcMOOwzHHXccLr30UjzwwAO46aabAABve9vb8Pu///u45JJL8Ja3vAVf/OIX8alPfQq33HKL07F161acc845OOWUU3DqqafiqquuwmOPPYZzzz132OQWA2wR9ILaH6OmdSmtfI0PWwx9HJAftO5HquYH3abER0yAtBHh4YqiBwTIsC9H0NfcrY7Bi5/bcRq00EGNEEuE2NogQV0QrYAGQYH0/e2oOw5WHJ3WBAEAWhgdralL0nTXGlozg8YWPm/Qau32dYXRGzS2loX2RdHt71R33ZJLidqKRkHbG0trp4PoMbNtQ6edHfA2HVChftvKiqNDM3tFr3++j86TrycQRY4o0q78Z0SGAD5Vl/vUnuwQan9AaVMYfYr7iHm68RuChx56CG9/+9vx2c9+Fk3TYPPmzbj66qvxlKc8Jdnn8ccfxzve8Q584hOfwN69e7Fp0yZ85CMfCeokKeGh8eMf/zjOPvtsAF2o8emnnx7JPPjgg/MeWVeLoFdUVORQ7UNFRUXFEoXWQe0PRduZj60k00my9i+Qrv8r+QpTZAj9PeJ1fYOiEEDoIBJ8eXYciQhx3njSJhEhqeLokH18XXvaz8f9iMwjmfT3iSSIMF7K7+bWgWjc0Cum2bnp8RuyjcifSMaT5KkPT3wRWpF197wc+phDQoSdnPjECnLshWjq01T2z23+1tPcLg18Dt6zZ0/QvHLlyplkhNm+fTs2btwYtG3atAkXXXTRID2LlwCZlK7iD/PSzbGNKElFgxQQIiIZQnVyPcRQl0aFZCNCEkRINhrEEQJ822iSiidxptgeDgQWWDPdosGLjaLv64/I6QeSslEkCLjBDA1hbJkQdqSnU9THjkUyWhRmX2D8iGxEmHArzPvQAzed3Zvgzvxpt78jRUAmOzlK3sQd+ibeN7/5zcCxtnXrVgDAOeecgxtvvBEPPvgg7rvvPrf/+OOPxy233IKLL74YV199NY455hh89KMfDRjfN7zhDfjXf/1XvPvd78auXbvwghe8ALfeemtUGP2ggIIvgA4AhACx9Scs+REUPSfRHo1qk0XPbRonS2KM4CNCbNTH8mY/ALj6G0BIfFDSo3Hr/ovA01fxtFUcLYn8ADrSYwQbjWIjTTwhMjaRHd34XfscOrPaS4SAFEhnxdHn2hGgEUSGLDPFzm1hdEqEWIKkIWRH9ydTGLddVEyrFRoS4WHv67uVxpMArYkEAfx1r5X5HTBvhKhOt4scsTd5mmybYuva2laNjgSwNkN3N7TKfFpiw9lac7OjzLYm29T2KWY/i0wNkRFTYCm/7SI/7H4h8gO2HWAEiXZF0VEyr9R0C+yflZsvvPGNb8SDDz6I2267DXNzczj33HNxwQUX4Oabb072ufjii3HLLbfg05/+NNasWYMtW7bg9a9/Pb72ta8FcjfccAPOPPNMt33IIYdEunbu3InVq1e77SOPPHL6g+pD6Q13RUXFExPVPlRUVFQsWbjIj5FpoA9RvZ3DG3+JJBGzvQB5QkRoKyVD+qJCpiFCAt3UV0Vecg50TxINAtmPGGdYif19yReFJf+etB6cc6EP/HNwToa70/w5Efx/drjU3ElDNhsM/5tE5zs+H0oLUSAx+wLn8VRwUSDd85MKfILTYOhz8LHHHhu0v+c978Fv//ZvTzUHANi1a1fk01u7di327NmDn/70p3jSk55UpGfxEiCTQkpPxcFC1aL+vB8LVwOYoQFcxEVWjzgX1o/1D3zXxoCJkORngcxxBCwwMYy+L2JHfqQ/NjKBfssgCLKpYxXbA4Mi70/NQ5pzLwnCDZtZzRIm0XyY4RP0pvt7/TOpBWKNaJ/MALzsZS+DzkxOKmr0spe9DH/3d3+X1btly5aDM+UVh7KFs+E+AQSpr1y6K9aV16foiBG7bot6h0SGLfAN+NRXgK+5YftK5IeFHSOs5xGTHlTnmMyeyra68Smx0GCkNMZaoUHbERB2HGVDKlpDmHS6WztOEKbWGaqxOSdjDaeHRpg0Jm1Wa77TlsAI5qm7dFqt0mi0kSGyyhiIRgE2HRa9GTJrPk2e22fIS+Ee23QJ7UC03xgm09+ZG3h5uu1MBdNrZTSIqSJzpSbJDhs1SnMn6CM/IqJE8U8d6aGyYDomRon9CyYyW9xzzz249dZb8Y1vfAOnnHIKAODDH/4wXvWqV+GDH/wgjj766KjPI488guuuuw4333wzXv7ylwPoiI4TTzwRd955J0477TQne8ghh/RGcxx55JEiMTKfqHVVKioqcqj2oaKiomKJgj8EUfKjxMdWINebPktKmdWrkz0OEP9dcjymO9BReLwlJIg0Xi8JUgA63+CFbDafVJ9eXSXjg41R6DdMzS+3b5I5Rn1LfXopJPo5EsRth58TYeBz8P333x+8NDeresCzwuItgm4jQPgyqQ4JrZYjRFJ9WFvEJPMbcbqfhemJoXqJcSU/uViQ3Ia16XDbpURhfeJtexyZOWT+BKqV99P5K430MQbHkh4nQKSb69Xhfr6u8zwEl02Nr+gnP5+5c9Z3nME5kaycyhY/t4zvzHL/9S0VM0Nwz+HIkO4k88LbtnYHLR7euFRUOpAbER28D9ARGpT8CNNfxUXSG3QLJz9sUXSrhy4UfB+NNOH1Rdzc0bp5BrVG4Pvkok1GRC9N4eXGU9oRRXQ9PL/9X3haOJ0XrLftbj8QFkUHOgOhpE+66JAUACMPWFsko5gMAScdRFmyzUmMaAGTZXPi5EekLzh5OjhOd+NrzxFYn2nCM0rtnxliz549wbJ3797Jx0YX8nvIIYc48gMANm7ciKZpcNddd4l9duzYgbm5uSBU+IQTTsBxxx2H7du3B7IXXnghDj/8cJx66qm4/vrrRWL6BS94AY466ii84hWviCJIKioqKioqKioqKuYFOWdHX78eH2LSLwfIKbOkuUQ+Qq4n9AP6vkj6T8THFnE+tE/mvNhML0Mfh6xfq6iwfNwk+t9YH9kvmtbT679L7eubi21P6Z/GV5k7N3Y8rYLvhNIq7Mu3g3Hm5yU8N96A5+DVq1cHy6wIkHXr1mH37t1B2+7du7F69eri6A/gYIwAGeLJLSx+Hjn8UymyMmmtACBbI0Qset5tu9ogmXA7F1jA0mEFOQUJ2xqxrxPUBClNhdXJKO9s0nF7xMzqfFF0H4rmM9tZ2WAKdIPrEPYH89C+Dw20CE4n1QtvqDQXoucOQptgcDUbUNnzFZ7gYJ7Rgbv2blvDF0Byf5IZGETV90OD6fyLFQKUhmqs8xxusQXOo9ofqiuMLtUAkYqe00gOl/KK1fzwtUC6VFihfEh6ULLDghc/b8Q7Nw8f2dFhbAqdj6GEFFhdRAhUGMEBDZcSy9YGSaXDmsMIDcYundVyjF1NECi4Yuhd0RCzTlNfFabCQtvNZWSiRGhR9CgVFhTQsHogNBXWGIYc0OYa735bolRYrfIpsEz4iUt5BZOCz9Z9oimw6I2ftV/WDlmTQ6YT2dECcxPIELJCighJpcByJAkpdK7Jtq8Dorv8wVOYwRL7Z+WA2Yf+7tq1K0o5tWzZMhx22GHYtWtXss+KFSuiqI21a9cGfS677DK8/OUvx5Of/GR8/vOfx6/92q/h0Ucfxa//+q8DAI466ihce+21OOWUU7B371589KMfxcte9jLcddddeNGLXjTxMZWg1gCpqKjIodqHioqKiiWKVht/kfWPwD809dXhBRBFTeR8gYid8GJ6LMlXx+uESAXO7fEA+ZRYiHU4f55tty82N0RH4OsaWByd+hlth5SfMJUKi/m8vC+P+BDd/JivzT1DhvV7gwgL3lfYZw+AptGPfIL0XEc+ONJuV8VjYrrcvAprgVhF9iXI1LMz9RMqqT3h5FToXoDWNqNE9zlNGqyhz8HzhQ0bNuCv//qvg7bbbrsNGzZsGKRn8RIgk0R8AOglPahMyhCWECKDyZD0XCIiBJANu0CEuOwvtB6HjQRxBIN1whmjMqQmSEFh9MDoSMWSGAnixTX5W0S2JDaIgXELbEdsSInBC+qVOKGEsWPt1O7I4YG83Rg/SdbqZQrj8ahRTOT/s+vaHSGCAkhmvzZvlk9Ngmh6sjIyFTODjRpQTWtqf7RomjYqfG5rf1jywxY2X6ZsTZCY/KDFzkeq7bbR1fxIRX1w4oNGeoygA7LD1wMJCQ8e/UExhoprhjhCxJAejBDp6AvtxmzdnSkM0ZEnQih4TZBWKzRoMIfuh7KBcustlJHRAfGhtPKECGzR9NbvQwtaFB1ozNv2TXdPT5nVRvt6IC2MrdRwubQaYvO7i9zVBNL2BlCju/Zbp9WnttLmPyPDyY+ACAG7KYb/pG+vRGaGnmK+j/5Um2PgxIglPABERc9FIiQgPeBIEFgSZFKU2D8rh/LQ33e+8514//vfn1V5zz33FE5yMvzWb/2WW3/hC1+Ixx57DB/4wAccAfKc5zwHz3nOc5zMi1/8Ynzve9/DlVdeif/9v//3vM6t+LxXVFQ8MVHtQ0VFRcXShctm0j0XucdE6X06KV1VCn2+QEAmRKRaIb3+QaoDg4mQgEgpIUIUQr3cZ5UgQbpjjn9WI6LDkiBkrBQJ0vXTCEgQcD8fbZdrAEtEB6gutsvVAY58gvRc5ubBxkNCJnLiFdQCce2xQzL2DMLTKqnJm0lZH4Dra12CWmVTzhdh4HNwKR599FF897vfddv33nsv7r77bhx22GE47rjjcOmll+KBBx7ATTfdBAB429veht///d/HJZdcgre85S344he/iE996lO45ZZbBo27aAkQpeU3/3SqBoYTSJz5HDGS2idFiHAyJMn6MoNGa33wqBCpD5ePZLkRI8YJ8B6uaaNBMkbSn7OMcZQMo52fObZsJIjUxg0VM4aRjDAHILAZUT8Kr4MYushY0fXJGGB+Tt346KkFQs8B0LG95GRp0zYVtDzN1JwrZgAFF/3RGBJkZEkRFaavWmaLnbP2RrWuGDqP/HDRHtCu5oclPXzkx7iY+OCkByc7+qI/fB1ycgdLUlWNddORF2gwgidDGnSEBlRXMN0RIRroQiBacy34GiA0jreFQgvVFV5vuz4jW0EcLZajK6wONFiO1q27eimkHgiA7iZDdcXUG3QkyKhpDelhSRhSJwTkszF3MDQSpK8oui1sbuyyIziUNQveZlOz4+w0/I0iNy92HXbb2kBhPyRTljA7ItHB+uiGyCovl0zL1WjoBkFESLdovz4pSuyfkQN86G8f3vGOd+DNb35zVuaZz3wm1q1bhx/+8IdB+/79+/HQQw8la3esW7cO+/btw8MPPxxEgezevTtb72P9+vV473vfi7179yaJm1NPPRVf/epXs/OeCUpvuCsqKp6YqPahoqKiYmkiSGOu3YvCvXU7JPSRI32+QAi+PTqm5OMTtgMyo48IUWH/iAhhPkYpM0wu0wuAMNsLGUd6kZfOK0mC2C5Rv9h/GBEczneX8xuSVSXr8m3hC9SBDJmb1Je2y8eDaH69WRDY+UydZxtNQifgSAyV1hc4K8lD60zS4Q98Di7FN7/5TZx++ulue+vWrQCAc845BzfeeCMefPBB3HfffW7/8ccfj1tuuQUXX3wxrr76ahxzzDH46Ec/ik2bNg0ad9ESIClQUqSXDKGQHPd9+6R2XkSIy+TG6Sl4XoSSOZWAG8usbKy/NNVJEpoYlCJZxggPGZsarBlhouOXfkgm0SeRJikiZVYocUTVB9GZQlnnrQCp8HkpaAFzR3yQehsWPBoj1DGs8mgf+cFlfSos7Yqkj1RHggzBCC1ajEyxdGCsR2hUSz594fOWnNGmY3/RmmRcI6XFclFePiyKDq1MkXX/6YgrqLKzMa2RtbYGhAzR8T72okmsI9HPmRypLQMx/VVKRmXaCKkRnSYFaD6RKX+v5uPNlyOOOAJHHHFEr9yGDRvw8MMPY8eOHTj55JMBAF/84hfRti3Wr18v9jn55JOxfPly3H777di8eTMAYOfOnbjvvvuyocJ33303Dj300Gy+1rvvvhtHHXVU77wrKioqKioqKioqDihSPjiLAb5A0XfG9Q/x7c0Q+SLrKHPUT6I724+SG8LYhX66qG+uX4nOSfoLJEgfSs53RIakwMmOhcI8PQe/7GUvy0an3HjjjWKfv/u7vxs2EMNBR4BQ5HK/iuTIBGxvxOQCMglCZVJRHUBxJEgQZteEOqPIDnpIjOlNRoFE5waewZWYYiDSkWJSI3bY6iUsrJ8vIKXCkgxlYHjZeAGZov2UIiPCHXl8zpqcOiRk6dz7jFWK5ZX6268DBL3SGKzNhb65N9Fn99urWvQWvxroE6/og7K1P+inRmPWaaSH20YY/THin/BRIo74AE95pbNpr0ojP1JpsIoQmGoWEUKvYQAwkSC+nUR9AKQ2iCdWWiPc0ogQG8Xhoj9sAXm7rzPeI9PWGHLDpr9aptqutojSYhRIozS06mqAKNVF8+i2G8dep90nMRiGBOtq+1BbST6dQbHHTxLiOZNLdFC7QAgEKQokOM10mxAeVMa15W6AJFKD7OMRH47oUDrsr4iNV6QgOo34ULr7+tD+E6DE/lm5+cCJJ56IM888E+effz6uvfZazM3NYcuWLTj77LNx9NFHAwAeeOABnHHGGbjppptw6qmnYs2aNTjvvPOwdetWHHbYYVi9ejXe/va3Y8OGDTjttNMAAJ/97Gexe/dunHbaaVi1ahVuu+02vO9978Nv/uZvurGvuuoqHH/88Xje856Hxx9/HB/96EfxxS9+EZ///Ofn52AJlF7Y+/uKioqDC9U+VFRUVCxhtPY+PvSrSUWz+1/oZdu5qJAeX2BxNEgmEsQ9AxG/opS6iusK/HFWp0TwcN9eBqKPj/uomD+PR4HI+uJj6Iu4EP2GOUKC6uI+wYRMaj3lPywlcWz0Bs0EE5w/q9+dV++3E49N+BvkZNzXRJt02Lqb8LSZYA70c/CssXgJEK0RERY5cHa2hBxJESJSO2+LjKggQ/oH9UGKip4TA+gMKjF09gfAurdyxdHBZO2OTE0QMRUWEBVGd+qtTw5EFzWOzLi4WRGj2KV68jLeCBJZShKEaiOjxckMNzdzbIFNEQyLGxcZ2cDgUdmeWiA6lHX/uwMKlcb5//hkwpMVGF/6Vag4aKCAjtgw9T+6eh9h4fNuvRVrfywPPru0VsuaNqj70dUCiVNe0eLnOeLDps2y20AmBVbhr2JrCQ2EdUHGuqsIYguvj10US8Nqf/jaIGOtsELt7yI9VIPl2I8xGiw3upebec21y9CYMVul0GgfEdKiq/2xHB2hgbarB9LV+miwrGkNwUFIFJPyalnTYj/5VIYQGTVdREm2KLqz+529N/cw5sbJXPdSKixzB2QJUa3tDYn2Rc9b8wWzxc/t+NoMoE2odXAz6oeEvakCaaMovc+yPyGKbCt4MgP298MTHO7TnjdX5wO+9ofybVAaqtHud+5gxcc+9jFs2bIFZ5xxBpqmwebNm3HNNde4/XNzc9i5cyd+8pOfuLYrr7zSye7duxebNm3CRz7yEbd/+fLl2LZtGy6++GJorfGsZz0LV1xxBc4//3wns2/fPrzjHe/AAw88gCc/+ck46aST8IUvfCEIWZ4vpFKhVlRUVAAQnWAVFRUVFUsA1L5rkvkg8eJxye+BSFhQZHxzOX9doJu/wCzp4LVBWLr9ZGp71jcgQrhfT6oJ4nx9bNxEYfQhJIhUUziqtRGQQrFPUCJBRF8f1U908TT5YkF0wjlIuiT/X5KsYceZJGm4H5DOJ/g/oZN/BnoVPeA4ORHsM37pw/nSx8FJgKRC1HKgrC17oB5EiCSYXJrHL9ofsb7GQExChFBjSl7ndRdyX3H0wpogEZFh+9DoF83qd7h5y8aR67Qd/WqaBPGycnEkqsvNJbQHEYki7uey9uDIOaA/CGI/tz6gFoiFDvvThiD/n0R8AGEBJCviEudPAU2Gy8lUzAy++Ll2ZIhSvuj5qGmj2h/Lmrar86G0+6Tkh43osEXPfcRHWPsjF/UhER9R9AchO3gqrVQhdJrqysIWQbekiCVELBnSooveGLli510RCFsbxBIhfr0JiqPPwZhfQ2YAIKmwGizHGHMYmU8AusHyZoyxVqb4ue4+HSGixaLolgTxxc/NPlMUXRtyRGsSEdIdoP02oCgSxOxTZn4dKUJu/Fptoj06O69BfqK0sW32TsnYDpEIIT9rzkRJf1baxkxQlAqLmim6bckPU/TclndxRdAbKmsWQ3y4CBBLkkyKEvtn5eYJhx12GG6++ebk/mc84xlRGPGqVauwbds2bNu2Texz5pln4swzz8yOe8kll+CSSy4ZPuFZoNXI5p6rqKh4YqPah4qKioqlCesLbAGMyIOH9V8xgkSEkL4qGiZHikg+umRUB/HZUV2pzC9BXzsXyBEhGSLEkwDErwdELzg7/xx7yRmA/KIzEPjlRBIEcG/9B1lfomgV6r5K1/9NkSCRr88eEvMFhn2tSs3OgTAuOTzulwsOP+H4y/oAme8wAN3HwYgNpVlNYPElaP/3s8/07lxPc7u0CJ6DZ4nFS4DkMIQYkfokokWitFlCyFtfcSORCMkYyijVFR9fks0UR+coTomVKIzejYPwumo1VKPC/sG8477SOjVg4ZxZe2Ts8sZQnEff3KQ5gNkXle9TjOhHxP44Ecpj6Lyp1bVN2hZXnh4lqUhqKoLZwqa9AhCkubLbUuorC1egm7S79FeIi57b9Fi+Nkg/+SFFfDRunRIgZV8MLkejP/x33xg/ZUkQYhB9Re+uv6nz0bXRYuhwdUFaNGYcTXR25weqRatH/pxDA+ja6Hm2qbGkouitVu5v0Jq/my1+3phjVMpf950p1VCG1NDWACljt+EJjKgmBr8h43djZJ9LjUXsHLdv9KaRmeNAJW8HiC3gPw28Ez8Gu64Qkh9u29tHu9/30aZdB3qsjCr8HkoosX9WrmJ2KD3vFRUVT0xU+1BRUVHxBED0Wnva9xX1oxD6iFEcFmJqKWEuRHcREZLyI7pxmT/RjQXy3Od9et14wtyEvqKvL4MoEiQHOobx1VG/nujsL/HjRb5AmcTo9fGV+CJtO9Vn1fcdiwTuR5Xmo5kfEKQ9R4Kkjm3GWGrPwYMqyl5++eX4+Z//efzsz/4sjjzySLzuda/Dzp07A5nHH38cF154IZ761KfiKU95CjZv3ozdu3fPdNJJlKbNSsioNpFuYdoQ66H9+xjtTCYZ98Wb0VtRuXBC+iXvdY4n5mzfLnZg401yIUU6o/3S35h8Dhxzvi723jeqJas7n+Ftumd5AuBA2EBOYqX+wpbcsCmiRqSfI0EK0lAFERiqjdok2VLyw5ItqSXQLXypGjKeNCfaliNeKFlE5bhOWjCeEkg2BVkf+mTsfa0tam//1v4TjiBR1qEPiI5/ajA03+/aEX6BGAGRMh9RPwn0WUDJiyhPx5bGGDBuSn4mRHCf/as20OGA3gdWVFRUzBOq/auoqHgi44DYwD6/WKn/L9W/D9Ij8Dz5BlOPK9Oke5x5qkj7iDnYv0nX4759/ruJoQvnOuuxNUlzxj5LvHVR3+xYgqxW8vqkWELPwYMIkC9/+cu48MILceedd+K2227D3NwcXvnKV+Kxxx5zMhdffDE++9nP4tOf/jS+/OUv4wc/+AFe//rXD5+ZNWa5ZWjfnAyBSIRwOd6Xb/PUDZIsugvSXZQtvJEVjH0kmzgOToK4PprrY2PZl62ZvLLpUJAwzFQfuQCjcXk7eLvfpLrsumvT/X0ivZGsDvenjg2CAdJyG59jt66ENtZPGtvtV5EsP5/8mLUZt1tXg+4LkigxegeR4ZsUC2oDlS9+3jStq/9h01+5gufo0l3Rbf9p0l2RSBFeA8TXAvFRHitMLZARNFaYdFLL1X6sUGMsxziIBLF1RGwEiU2pZdvt0tUX0dkl1WcFxk6/j1jp5rZc7TcprqyO/WGkip2b0qTd1kfZH4zVqDY4NyPl04tZMqQhheO7c6ZJmy9AT6N0ljE9tp0Xtbc1X2jhe5h2930w6Zy6Tx2TIDZSoiHrCixVlA73A4Esj8KgkRggeqheuq93sTqaWIc2tTx0Q6I/RL06PCZaD8Seh0Y74kgNutthKLV/1QYCmOV9YF3qUpe69CwLiAW1fxUVFRWLDAtpA5XkewO8fy3nm8s5P3I+QONrC3xugPfRtYKexHZSBz8e1jfwCRF/YuBX06SfG4/pIuOJvj2iy73hb8bjPsKkI9/6CDX8y850/k7ON1HdqZd96XiKH6NOyIp96bg60S7P081fC+NGxyL4AFOwY7HtXvC/AYDATxjMWcmyk2KR3pNNikEpsG699dZg+8Ybb8SRRx6JHTt24D//5/+MRx55BNdddx1uvvlmvPzlLwcA3HDDDTjxxBNx55134rTTTpvdzIG0YaOQQtSk/UKInFgrRAqlo218mxo62j8qhNSt9xU9t7JR6iwb8mYNlbmsopogLFbM5/Yz/ROpsKJQtkRR9CAkTQO0oDrNEUjz8bnILxjdki5YfTDRYNodj4K/3uy6awv0snbSKdqfkLUGbVAtECbrzg396rmTkAh/cz9AQuibBlHedbK5/0Jlk8P9MPbILHUspA2kxc8b5aMEghogpuaHdaovb8ZhDRDn6PcO/RFx9gfEhSMc8mmvKLEAwJEeYd0PHXy6Y8p8SVpjBGifMZSr/dHA1AKBqQWiWoxJzY+xqQ0C+O0GjVAHxK/vwzI0MMXPdQOoMVo7vm5cTRTAFkPv6oGMlQ5qgNCi6N2nMrVBGl8DpBNEV5+j6S7fpoU23vtWa7TjETqiQ6FpWrRtg6bRaFty7UupsBQAGCPTeuOgG1MPBNZmdDZcw9gkUyNEaeGnyVzz7ufM3eT63wGQYQOjZ1fJnzsZAWLWaUqrgIRpELS5ouiORNERMWLrfihLgjTaR8VMgBL7Z+WWOhbSBkYPjxUVFRUEC20fFt1zcEVFRcUCYsFtICU9GuXJDynTCU8XRftLyPgA3SrZF6W0AuJC58IYkQ6pSDqbi/Pj2amY4w/8hU4t9RGSPiW+PVIg3PnDFFy6+24Xm1O3IepJFkUnvjbXnfnognbNZeT092TqgcdB1J/w/THXaOhL5D5INsekTrdLqAfM+7p+sR8waHEfRiP9ulNfoH3st21aG1/D5Fhqz8HTvBOJRx55BEBXnBMAduzYgbm5OWzcuNHJnHDCCTjuuOOwffv2Ycot4zl04Zg0EkRos5EhKhXZkdrmx8TlWESIlxd0mvVkNAgb130RM9Eg7kvNGONkJIiO9UZjOv3CmLyd9qFzCWQRyyb2B22CbHZe4lxCZ5/UJwvGwoq63Fgq0B3JwjhQXT+2Hhyrmmy+4jEULk8wzKcNNL5qV/jcEh5xlEcXYbDcRIGMTDslPyTiw5MdhOgw5McKFyXioz7cOon4WAG6rU20ho0MCaMelhMZOfojjpKIdY5ZNEnrojjEiBBO4LBokBVqvyOAlqv9YU0UE9VBI0FcpMzASJBlTevrtbCFRoKMLOHVtFAK5FNDmb+9ajRUgy4CxDj3s5EgLCokjqrQIeEAsh4QC/AkhekT7BeiNLpoDsQRHELEh9PJokPieehonJgI8efBpRAbdPUxlNq/agNnex845LzXpS51eWIuBxDzav8qKioqFjnm9x5Qh+vUhyZhGh9hQbv4Ug6P6pDmnYoK4ZlfEn68wOfG/XmA/x10PkLqPyJj0fHN72cwH21lyHh0OzjG8LM0EoSC+h4jP18gE+rxfsu4PdqO2six6kRfMm6kg89Rh+tZ8PMbnUPA+u5iGRXrp/sEfVxuKhLkILknK8XERdDbtsVFF12El7zkJfhP/+k/AQB27dqFFStW4JBDDglk165di127dol69u7di71797rtPXv2TDolMzFz5iUW2MIyoqX7cvIlGDhewMhKxZcmHWsCBHOJ9iFkVzPDpvREjO4UY0h9ivdrOMa02FNWIuv0quG0qKR/yPxmiBoBEmO+baBS6YgJWhB9KCypAPgaF7boOUUT3dFRHe3Exc1LZMfmS26Lhtt9Y/blt222oLmkbwxzLMoXRh/rBiOlyc+FH8fNQ9mIkq7Y+TjSTguet2hMZERrdNEi6C26ba11Nw8z5jhjqJSa/o0Nr8x8arLN1kUTZe63lBa2jSEN+vFxcnNBxk4r9im1KdKf6+FECTBVHZCl9ubLrDDvNrBGgFRUVGRwIO3Don0OrqioqFgAHFAbOGN/VxSJkRlH9Glxfx3vl5tvytfXc4w5H92gcUox4TkPIkQKfXndeAie7wYfb9HcMj7BUvk+ZHyA7nG81L9n5FxWiAXCUnsOnvgyuPDCC/H3f//3+MQnPjHVBC6//HKsWbPGLccee+xU+hxyjC+QZn3pPt5GMHUkSGpOVn8qEoQhigKhcgOiQAI5cW6ZfUIUSLKPRr4geiAr/W2YLimKRELiwo36Z5BleDUZX2fmYn9fc7rYXETZYJ3/WIdtM3GitoXLEwgLZQNthIBCTHzQWhO89oeLorBRCeBpquI/mI2ksOSHlPaK9muEqA4eveFk7Rx6FjsuJWlcEfdgHJ+qy5+LMPIDkAuj22Owx+bHCYkde+7cOove6Nrji7ghc6ef9G8KdPc6PBLE/q07Ofv3N/ecdp9x7tPaIFFUBNi629Zu3RMIOpDXCPvxAuW8X1TkXJoP0aHZ2FE0CRmfzkWzTyoXkB62yZ7n0ju3FErtX7WBE2He7gMrKioq5gnV/lVUVDyRsWA2MOVPs9spfx5Hn29Q0k/HIEhGg+R0pfx8PWN18nQcQY/o40rMowDcdyjrzfTvqweSmm/Gj5dqz0aMiDKysuLxe/ylkT8Qwjkr+ZPwvllZ4QGZRI1M8QTcYYk9B09EgGzZsgV/9Vd/hS996Us45phjXPu6deuwb98+PPzww4H87t27sW7dOlHXpZdeikceecQt999/f7eDGrShC0dfGFyqP28TZAYRIXS9MB1WWdFzJmPlyOcgEsTqFgonxaFzfkhqaIMLXfu+/ryxdmYUI13M8ESGjP1JU6FrYntuf0I2MmgZ9Bk/ZdfdWJ4l97LEGygZTzdfSnz4bR14QYfD+g/7licKFsIGNk3bLQqh4x1dSqVltrh5QHi0CMgPtCYtVli0vEsbpbFC7SeprfY78mBk0mCJ6aOgo7RXEvFBSY3lqoswKVmWE8JmeVDcvA30UyLEpsPi9UvsMbnjs8dl96k4FZZNscWLorvzaNOGwbfbublUZMoXPrcF6peZNGaWSHGFz+GJLVoQPSJFHBFi+4AQC/YihP9svIGxRcWHpsKyxcUtWWJKrLh+2uiy41u92UWQ52m2woLtfs5dH7JtjkmTY4XSJDUYPHE0hQkstX/VBs74PnDIDXdd6lKXJ+ZyALAg9q+ioqJikWKhfIEq5SujnxZD/IOlfsGe9t5i6Rm/YDIdFj9G4qOTiIkorRPrE+gz4yRTYRE/Ex2L60n5+QKfXutl0unwie+RtUfr9li11B7rzsrw4+TPb9q3R8eaOI4Uy1DkBwz0qFhGmrt0zGD9Afci9DSPqEvtOXhQCiytNd7+9rfjz//8z3HHHXfg+OOPD/affPLJWL58OW6//XZs3rwZALBz507cd9992LBhg6hz5cqVWLlypTRYbHgkSF6NVD8qmyueRPtLBZKEwueUBImKpbMi5sE6TdmVkEkWPaeHZsduVShjdZnCSJ2MMV5SYXRaQElrwOhTxsHkCxmxcDZSFN329QXW/QRdyivAF0qi7XQqQKgLwe4gi4vdcG1cT3SiaB8/pzDUDuH8ma5gV2a/XxcKIZmVYI7CAdr+3aSAqBg6Da8jA+geo1yMEh0HidGbBgtpAxXg6kJ064ZgaDzBYYug2/oTy12dj7j2B63/wVNfNY4c2Z8seE6LncdptHz0BuCjIqIi6JlzS+/7bP8uvVWYKmqktCmKTtJjqTEaqK4IOWz9jsYUNt/viqPb9RUKGOsGLVqMFLCPGJcGGnNAZ5zUuFs3mNOjjuDQ2hU7X9aM0WqF5c0YY63QmPW5doRlaLEfDUmV1R3XMtWiNfazMUXRtbIps7pr29SQQ9OgK4KuOiugFbU95rondk3bC79VHUFADaIlFNpOWDfG3tuCdVo74tTaDW3OjRne2yxio8Ii6P5vTm+Eyoqgk2372cQyMTECfx4aOHLIEkZNo7vC9ZOi1IZWGzhbG8hfMKmoqKggWGj7sKDPwRUVFRWLDAtuA7Xu/EUj5o+bxEco9XEp59k+ySdI5bkfkGxHxdIzxc5p32yB9EDeqCA+RKmgeeT/A9HXIl8Y3W1jcFF0OofI12d0U9+Z76MDnWn/GvNBAsG4rh9Y36CNHCeZP5e1x0/HoW1IzpH7KIkSel6pv499XWMZ5hgEwgH5idN08grxg/gALLHn4EERIBdeeCH+9E//FDfffDN+9md/Frt27cKuXbvw05/+FACwZs0anHfeedi6dSu+9KUvYceOHTj33HOxYcMGnHbaafNyAMVRIJIsR44FzrVxNljSkVp3jGxGBojZ5QSShdFLfiiC8YS5OBkyllunc/B9RdaUzrdl7Tqhi63Tebi5ULmUHtIeMcp0P523NDZiGQkx2ysYH3aOoj6SLDoSJNoXnMspDJ00bskyAbZt24ZnPOMZWLVqFdavX4+vf/3rSdmXvexlUEpFy6tf/Won8+Y3vznaf+aZZ042OYaFtIFhgWzziTjd1Yh82n4u9RJohEgYKTGyURnwERMuHVQB+UEjPnyaKBPJQQkSsliMVLhwOSvrIj2UP85GIF/iaBC7nxVDN+vdHFp/XhRN+8UiSeBTh9G+NBIk+Fsof87p34NG5ti/JYCgNoWUCiuI/LBEhApTYQWgBi4iGXRQFB1Kx3U0aDslJUC2FbmXSi3wMsEYjOjIkR++jUSsULIjmps/dp8ejJy3SVFq/w6SG79psCjvAysqKioWANX+VVRUPJGxoDYw5TMb4tMa4huk6CucnmkTo0JS/Vm/ZB9pnc6Vj5v144W+wrgIOt+OVcQ6/WfUn/j6xNTzOj1G2ieow2cuye8n+A1F3x+E8QVfIF0f9E4d9wFyHZIfkGaD4XOAleN+QJWUnRpL7Dl4UATIH/zBHwDonJAUN9xwA9785jcDAK688ko0TYPNmzdj79692LRpEz7ykY/MZLKDYKMfDpA+1XZv106sS5DJFv+Z9fEOgUbshJsvvazNsaPzNZ6A7JiasL45XX1j8YiOnvOQ1T+DE6QyP05UZig++clPYuvWrbj22muxfv16XHXVVdi0aRN27tyJI488MpL/sz/7M+zbt89t/9u//Rue//zn47/9t/8WyJ155pm44YYb3Pas3q5b7DYwqPEhFNtphDaOoG6HdfgX/KJJUR+cYR8lvoq2fUyG6WI54jHGprA4gKgoeiCLFuMEx9/FfghF00nhc2kfdOOKmpeAF1dP7befyhiXRoXnAqBEiQJ5OYeRBcY4JV9DSUCRrpKseZFkkCXpEyYkSbZPr+EZKD8BSuzfPA296LCgNrA0EriiouKJiQW2D4v9HrCioqJiPrFobOAkfq++PtL+VvtokGlgIi4GzSvXB8wfVTDPqX1mA87FTAqWB74sDHwInWAMg+LzNIs5GR0lj+qdfOpBfX6x1J6DB6fA6sOqVauwbds2bNu2beJJATBsZkFy1yZjGVJha9L+VHoseqFnwtek7YAEkWT5Ok2HRduJbJAOSwqP4ymzeCoswIeXSamwFIgehKmwhFA5CqWNzkYFxiMwJBpQ5hKPU16xkDbaH/R8IQxvc+OzNFquL7xlYXOKQuckWOMk6Ar0pEiKlCw9joQRFc8j/0Hg8+dxebNgiUpY3QmM3hVXXIHzzz8f5557LgDg2muvxS233ILrr78e73znOyP5ww47LNj+xCc+gSc/+ckRAbJy5cpkrtFpsJA2kNaCCCIHWDRBFBVioxIQ1v4IoiZcRISNgPAREgBcH4AUDGfRHz7CQ0fkB4/2oJAstrX0VHasqawnPDgJEl8LRptJh9VdZE3Xrs0MzPrIjNCi7Qyh7uTH8OsNFKAbMkeSzkqbVFbu06S7QoMRdHevCBKRY1iERmljnu1xkfNjjs/+rS0xYnN42nX/aU022Xb2khsfe47o2e/sZnyPSdo12cd/RiWVdAcF70vno0gXu832uygPt99+B3wblVdmn42omRgl9s/KLXEs6H1gRUVFxSJCtX8VFRVPZCy4DdTsKSMXDSH52JL6IMtwfx0g+wUlOe4HpKmtgJDQkPrn+kh+Q8gunshXlzsf06bCUirvZuI+K6ub+evcsfTojPx2zCco+vVKZDLtkY6Ezy7QAe8CTPkAe8mThB8x9GfylPjkU0cu4MmxxJ6DBxEgixJtD0lCCRLpry/l8qPtOaNn5VLbudogQ+qClNYECUgOM6arCcLGSv4wIDCWfSQIJzMiEoQasuD8+vFStUBiI0fqisDvpwbG6cy1AeGGgjsWV5+EngpBNjJITDYyktwPSQ273QfyZ3bntEsjpukAknWVJmqcrbN4QW4+IkD27duHHTt24NJLL3VtTdNg48aN2L59e5GO6667DmeffTZ+5md+Jmi/4447cOSRR+LQQw/Fy1/+cvzu7/4unvrUpw6b4AEGT4Nka36EhIcvfr6sGZP0TZbk0EHtj+VqLNb+sCmveOqrFcY13/Xr/sA07RUlPlzaKmJaAiIkc6x2X0gEEGIElhDpiANbByQwKsoQCs6YWMOSIUGwHy0aU1OkBbAM0N05pITIHIDl6EiguXYZoFoTBdI4EqP7bDGCAtAGtUCcDKsFos01OmpaVwtkjG4bbQPYTzNlGv091t33Am3TXeetgmq0mbIiN47W3vs7JpsGS7XeCOVIEGu77M0UEP+EBOYHToEMFa87e223FQClxRogjvwwMt2fwhxTwwrGk89JsdTefDlYUGuAVFRU5FDtQ0VFRcUSRavdA2L3UrFfBxBnWulLFdVXE0QiM3i79LIyl8sRIdR3l5lD1Cfx0nMnC0dO2LmJJAjgnvSmqgdCQf2FwXEwf6F9JPcPmM5fZlYDfx/VGfnUXN+CWiCkTZKJ/IG8Lx2fnmsiI84vOEfh+ZN0AAjdvVwn/xvoeB8fz293QtP4A5fac/DiJUAmSX0gho8JBEmKFOkzfCUMcIrUADPYOSKEjifJKqFgEmeH7dQz0SDZSBCzJpIg6JxMUSQIvThTJEjKcFnDaA0mZYatgcgYMH/9x8Ywa7iSBp0ZNpBj4wYo5ViTjFUwqJkTEBu/nHEmER4R88vHN30WhPk1+/fs2RM0p4qb/ehHP8J4PMbatWuD9rVr1+If/uEfeqf09a9/HX//93+P6667Lmg/88wz8frXvx7HH388vve97+F//I//gbPOOgvbt2/HaJRzwy8uNMrXj1jWGIKCRX/Q4ueuFgUhP2ydC6n2x3K1P6j94dbR7evmEEd9BPU+BOLD1+8IMSrxQOe+qMFdUrdiiRBaJB2q9WmnSkgQHUeCtDAyhgRpnWyDlqTCcmOpBiPd9bVRHq25LhvVYhlgiqFrAG0XVYJOptEkIsRc12PA1AkJC6ID3sQ3DbqoEBLd4e2ivau058Gfs0kiQbr/VSCeIkKKQH9q6bYittiR9qSdRnoIi2ro/u5ubaY1QErkKmaHVA7mioqKCqDah4qKioqljIQvja+LXXMEiVPS4/tLtQ/1CYL45ACZCJF8h6mXntkxBL4s54OTCn0Lvr2hJIjzG9qnRNnPF/QHAhIkKEIu+fuCiBfazv16hT5De/xMJvCnsr7hcZDnVTLnXlKDzDvyAfY9lxrZpB/RHYsyfwOmX9vza7d7xsvOpbD/QXJLtngJkEnQF9ZmYUkRnj4r+Wqrjtt4Hry+cLsh+yQSZKi+nMwQZPQERo0adQs694QeyXBRg0CNKSVTJNmkTqZH6ucNmByWJyE2SIiPgxpOLlOqP9Um6Zqv3IAlhs/sP/bYY4Pm97znPfjt3/7tmU/puuuuw8/93M/h1FNPDdrPPvtst/5zP/dzOOmkk/Af/sN/wB133IEzzjhj5vOYL9joDwmOCIGPwgj2mz8GrfnhC6O3Lq0VTX1FU2AB+boflvyIx5Vky+2QlR0bW0wjQ2xNkJGK62OMzI87r80xMiQFJ0E6fS3GZgRa+6OrHdLZANvWqBZjHZNnLr1VIhVWq0cYqXQqrBxsKqyh4KmxukZjLII7MrZuPik/4kyMvc/iplGHamKSik8u3Ex+w2yEjGJtyhyGYuePXQPKzJMSHzUFVkVFRUVFRUVFRcVBAObod4RHoY8rW4+XjlGaCqt0bC4TRGsU1vMt7UOQJUFy8j0kSBEYYSG+lBv5tOS5Rb6/kjmUjJk7nqH7JJ9fKRgJUnyMJfOi+u1mv8uhbKwl9By8tAgQipLXU9tWriHSR0q4/hkSJGf8UgY51z/RFkV4UDkSLdIXKdKH7MU5wAhE0Rs5FBiUQUYjQ3wUjZcxVBED3DuXHqKi75ySNhcFQveB9p/a7A1KgXX//fdj9erVrj1VgPzwww/HaDTC7t27g/bdu3f31u947LHH8IlPfAKXXXZZ79yf+cxn4vDDD8d3v/vdg4oAsWjYiefbfJ8tfj4KyI+4La2DFFJ3REr+jz9ScuQHJz8yFZsA0FogIRFC+7fCOkdjDE2qSHpAeKgWLSE6WlIEfYQWrSVJDJniojegkgXT6Tx6i6BDrgViQet/0DbA1AFxn+jeAiFkRkR8AIGR0kpDWVZDI23ALAsSGT7INzsFNlVzWZUwVX3mi09J+K5ORX6gzP5ZuYqKioqKioqKioqKGWHCF3ujVPSz0M3leVqsHp1RJEjfwzGFJC+lw8ph4PEOKWheHAUSzAdx5EXJOEDwDFhCnBSTK6k5DSU76DgFfsbw5UU4f2E0V8mPOMHcSrHUnoMXLQGitUZJoSULlWNTQ8Fwm6bI6kuNlQuBk8LfpFA4iQRJpcByjCwZQwiRE0kQehwpEsQeirlaaCosqXiSi8AAXD0QirA2CFw+QtUo2YAAgaNMDI2DYOT0dLVAkm8/c+hwtxjtkTE2qQiRgCxh00hFdNBzIJI2/HzavpP8qiSOpZQAWb16dUCApLBixQqcfPLJuP322/G6170OANC2LW6//XZs2bIl2/fTn/409u7di1/91V/tHedf/uVf8G//9m846qijemUXE2zEQJcKKS54PlJxLRBa/JymrxoFUR/p2h+OKDE67bprM+Py1Fec/KDEBzdJI+GCGVuihbS1VI/2BEEDhNez/fJzZ3xwXcipsCzZMWbtI1IE3RZEb2EjRAwRYnVAIVULxEd+tKEMqwViI1pcbRBz/DQNlrK2QKnwZ8AYBGpDOvtpCBF7R+U+EditMPFV3OJ4FHQrtE4SRfRTKwhFJoSTH0qzbdPPriuE0R9EPjBSyhc+p8ukWGo3fgcL6FeioqKigmOenvUrKioqKhYDugep2BfXl85KAE+ZpTlhIenqS4uVI0IyPkExlX2mj0iapPyHdD5SPRB6mM5XZX2OSKfCIs9/ruZIw1JfufNjBcmYVhdJex/NBXY8kOdXOHeWVRP6+jI+Q6Et2Obzo8fHjse2i4QGWw9cEikfYI8/UZTh83N6+cvQ5jth9vMXKYdiqT0HL1oCpDMi7CxmwthyZImSDFYoYMZk7xNbQiRHhgwlQijxYIaLiBA6Fu1bUhMkU/Q8Vw8kyN3X6jwJYk9niy7nOkCMIjNCgbHRRkYFFy4tpB6RIJ03j8hynRANDp0H78sJhNj+hOPmjBU1cMEuYX/WANJ50j+xPbeWBOEDUN1OBxnc6Iw9jwNRomOCMbZu3YpzzjkHp5xyCk499VRcddVVeOyxx3DuuecCAN70pjfhaU97Gi6//PKg33XXXYfXve51UWHzRx99FL/zO7+DzZs3Y926dfje976HSy65BM961rOwadOm4RM8gLCFzx0JosL6H574IG2K1P9g+326K1Lvg9X+sPtStT8o+UFrfnDiwxMioc1uEjenDRRaZv9G8MSIeCMKsAuMX3Bsv5gKy5JC1NY1rhYILYi+HPsBvQxDaoHYIugjQ2k0JtqC1wIZmciSVqkuskUrNEpDmwgRpXw0CY3+6D7RGZLWH7S3iyFZHBAHJJ9VLwliTYqGO6EpIoT8NeK/BeTtoL6H2+4WzWqB+MXI2+LnZJ8yx9ilwNKuy8QotaEHyY3fQYNW+xulioqKCo5aA6SioqJiaYI+80nrUqaUHHgWlVJCJEeGTPlydOy/g9yH+vpymV8A9/QWkhThsxvI8/UgEoT7+HjNXxA/X+AvS9X8IPOiU7M+MvocG/WlPsGEzxBhH/BtPj/Wl+tIvsQs+fQsQidj/kVokD9lwvfo2lmbRKJ043c704nVC7DEnoMXLwEioe9GN0GQcHIkihZJGVKpVogU1UG3JaOXkrUGjRZH5/OSokG47lwoW2k6rKEkiPXUC1En1AgpjbAgOjUgQHyhasThcZGRI+ML+32bd+LxcLfk+PwYrEzCeA1BbMRC60eNn3ReIoMd6Fbuhyc09Mp6LafHPBi1N7zhDfjXf/1XvPvd78auXbvwghe8ALfeeqsrjH7fffehYWnqdu7cia9+9av4/Oc/H+kbjUb41re+hT/5kz/Bww8/jKOPPhqvfOUr8d73vjeZimuxgr61TgmObtuSGpag8BEegE91ZUkNwNT+sNEfQu0PS3r4fnnyQ4r6oH8pS36kSA8OKmfJkFH4ZQ7sYTIaRMHVzhhFLGVnXMawBd67NFY2qqPVTZceC53dG2PUnUvdxXTwWiAjGwFiozlYLZBWd30s8eELo2s3Z5pejBZDd2SHVh3vreRi6J35JufYRoQokjpL8bsuMzhJfxWkwzKTcySInS7dbfq7Iegfk99kQt72xIwO28wSEDfmHIC1uf4u0gPRpz23U+EguamrqKioqKioqKioOOihtS8AabfpPoq+580e+WS6LMlPWNI2xCdokSuOTkgTsTA6Px7i00u+RM79f6WRICqvX4qSCDLF9KXCYr4uqi/2CRLZpE+QtJHt0DeZqQNMn2tFPxzTR90PSjgffanwEctmI0/4p91H26fFEnoOPrgIkD7kLnACrbWcMitHhEi1QkqRIyj65DMhbVkMzSk4CYYcV2rOKUeZbdYskmMWEAyXHy9PjCwopHkGhm2G5EYPSkLfJp3Kli1bkimv7rjjjqjtOc95TjLi60lPehI+97nPTTaRRYqoBkjmF8hGf3T9aC2P+X2Lmtf6kNJc5faN2TE1Ko4IifXINTO6+WhDWsjz6AqdCzVA4FNdWT2cd6e1QNq+GiDQyTokdn9qjk5GFRZDJ3dx9O0RR3QIcr4Nk90kpZhgSU/fIShZ1SzQKJ38rpRgqYX+HjRosTh+iysqKhYnaoBYRUVFRQUwGSEyqX9uUh0JFPm7JBKkdJ58nIwvrAjsvbpO9wTPcSXzmOIcl8xponlbSGTEQqN03CmeUZfac/B8u8gXHq0OlwSyNUakdp4eS+uYhabbfPy+MD6EzLM4h1ybDXvT2oW5uQcDQSbYn4GTzX2h24Sc0EdpyMchgf+OadamdXCh2f3SxRf1ZWMk90vzoX1oXy3MIdGnbyxqx6Q+quc8B5Z8VqxvyVIxL6D1PwDj4Of7E786tN2muOp0xLU/OvkwEiSV+qrbn0571SjlojpGUG6RQPen+gdjuPbwR6yBr1lSAirL1+05aWwEjdITE0l90QdhmjMa6WNstotuMOmchEgHK+fATzWNnpD256D8Et0kmjE136fYQuBk7R2V0I9Hf8jzIn3dWOQ3NbE+GKX2r9rAioqKioqKioqKiunA/XjMn9UL7psbIKNaHaXISo7N2/h2zr9H/YCBHzGhL3c8gpx79BGPJSE7wE/oIBxjn6+KZrhVwXmAuB705e2anT9hzKyvL+M7FOfQ54cTEPsGVbCdfUyVGBrWppi+ofPLYok9By/eCBDddssQKIHPkS54EolASZBkrRCpRgivD5JLiVVaF8Skw9JSiisqa1Nh2WPJpcJKprqiqbDCcxQURefFk8w32+fj82OGRdDlguj0XEi1QKTQuGReP8o4d5MKYXWyvvbtZKdD9/SFl41D2IS+DKk+3bxdmWI/Dj0W10d5y6il/fZvQn+AuNLJMZ8RIBUyFDzxYRGlwYIpfK5I7Q9SAL37NLU+VOzUp+j0ePKDjk2Lnnf9Y/JDSnlFCY+mgG9vbU0O028M7fW50+Dt4djYRpoKq9VS6iu63l8LxEWHmPofLVpzrTXdudMNWmOoZlkMXesuIsSSITYNVgNAK4UWvt2cgqAWiEaXxkrTNFh2H7Ub7tMYJ3eK5Vogros1QcSkdufF7yh6i0Ygamjqq0DO7dfhvMl6QAa5NvNbRdYnxVJ78+VgQfBCR0VFRQVDtQ8VFRUVSxyWpKA+Mb4NxD4w2p8jVz+E7BPTYpWkv8qlw5JkeU2QVJ0Psi7WDxHlQj/c0OwqyVoggg/M+7zI2ADxVcm1QJxeyWdnjiXwG9r9VrXzCSbS3wPCeHE79f3RY4tSW1GfIAXzLwYuOO4DTPkVEX61o2OR/I+SX1Lb8yxNdBiW2nPw4o0AscZuyM2tJU34wpGIErFRIVF0iDSXtg0JkVxEyMBokIB1pnok5pvLmWWiSBAx8oXJEgRMcYswEgR83euTojbsQiNJVIvQcc8uviiaRHt9MjPM5hIcQ6Yvk0320UIbnzf7TBoKTRyOro8SxlbROYrIjujV7AmgC5eKmUEqgN61ty4qw9YCsZDIDwCu+LmVSRU/57U/Onmqv4z8sJEcDfkH0ye1dLrCfzwiBAijQUZKdXOB/zFr3JzMOWLHxOud2JoocH38+aGEkZexheX9OWxgI2VaT0iZT1+snvzNQKM9fIRJ7pODRzcEUSEw97+WIFG+FkYQJRGtwxMNiuxXOiQoFDErlLRwER2CIeXtpB/XExRFjxYdfCp6DO580EVPT4KU2r95tIEPPfQQ3vjGN2L16tU45JBDcN555+HRRx/N9nn88cdx4YUX4qlPfSqe8pSnYPPmzdi9e3ckd+ONN+Kkk07CqlWrcOSRR+LCCy8M9n/rW9/CL/zCL2DVqlU49thj8Xu/93szPbYk2H1NXepSl7pES0VFRUXF0gO38Xad+r4k+ZLfiJxMoj2KCpHk+ral/oJc4KNrE/IcGTnqh7P6ldbwzy9dH/eYZnW0bD463nZ9WjZWcB78auTrY/uTPjSrWzh0qT1qY3rFdgjtQp/AJ6gzOpg++in5FQf3p35A+qmlflP4AvWA5SDA4o0Aoei7we3NmUdjrDJRIqxGhVgrROtwPF4one+n21IB88x6EA3C9dlzYqNBSmuC0P5RJAgCvSJjbJlZfpwEYYEkuaBQx7qmdYTHDM8Yu77wOjNz4X3D8Y0OjWh+tq/4FnmuT89xUNbX6zJRIBl9lLxNMc5xFAuhn6dECfN7sLC+ByOcw9w57cOTPYKv/cExUi2R0z6lk1D8nMp1fePC5yMilyI/un20lkb/l5DK+MiOLvpiBOWiQVqt/TYAKRJkXPhdzNUC6fSMfBSI7uTb4AwUjqPiWiIUQbSH9nU/7Kd14DcmyosXQ9eS8eCGwhIHUyRrpfXTgzZqf+hxJtlk35duuzZKfgBhZBvVofh2SHZQ0qOgPFgSi+HNlze+8Y148MEHcdttt2Fubg7nnnsuLrjgAtx8883JPhdffDFuueUWfPrTn8aaNWuwZcsWvP71r8fXvvY1J3PFFVfgQx/6ED7wgQ9g/fr1eOyxx/DP//zPbv+ePXvwyle+Ehs3bsS1116Lb3/723jLW96CQw45BBdccMH8HTCQf3itqKioqPahoqKiYumD+7oK6/4CCH8n+qJECmp8ZP1zJdt87gk/Vm+kBvHlAYijRiJ9oV+vGLwgelbW+gwTj5uCv0osiM76RX5D9kgbocRPl9DRWww9cywSso/bLgwE3kfoOgJp32HZ2LPCYngOniUODgKkDzkHeCTbyiRIUnUBCTJkPsli4FPozGC+i4hP4EPrxSRzluZR2jbruUyMaY3ZfBpD+gZCTqZiZuDpr6L9U9DsJXUyptG/GDFCl15qhLgwudQ2SLdqMadDYqQjL7oIk1aPusgPwyDsL9CpZmlcKZHLt/k+3g+J/bl+84HcqZD4n1nehZXYPys3D7jnnntw66234hvf+AZOOeUUAMCHP/xhvOpVr8IHP/hBHH300VGfRx55BNdddx1uvvlmvPzlLwcA3HDDDTjxxBNx55134rTTTsOPf/xjvOtd78JnP/tZnHHGGa7vSSed5NY/9rGPYd++fbj++uuxYsUKPO95z8Pdd9+NK664Yv4JkIqKioqKioqKiicuOHnAMdShP834BiIJMk9jAcgSGxPrnBST+psK+s2X320+/JVTzaPkXBixIefbpcFmmPpdkQP8HDxrLN4UWEMxKOytJzVWpFoomM63pZRYfG50HKldCIMTC6OLYW+6X2YIEiFzSRlpPB2ui7p0mBIr6sMLJKV0gsoxPbZvYgz3qX3frO9Mh5+5MLgorI23C7qpnr75cogFkGbgB+SZbVJLxewRRXsEb7WHxc99uiefisn2oYXO5XFalyqqDyOlwpogiegPmt7Ktqf+cf00LVagm43l5IP+cRqsrq85H/DngxY2t1ExTg90sM/qGJHoGaeHpLZy6cYSdwK0qD0vcM9Rcs8TFEMPIiAEBUEsMWsz8kG9Ddcu9es+ksXP+YGoRB/YceNji27kosiP/PdVYfrnolL7N182cPv27TjkkEMc+QEAGzduRNM0uOuuu8Q+O3bswNzcHDZu3OjaTjjhBBx33HHYvn07AOC2225D27Z44IEHcOKJJ+KYY47BL//yL+P+++8Pxv7P//k/Y8WKFa5t06ZN2LlzJ3784x/P+lBDtHWpS13q0rNUVFRUVCxNtBkjT/12PL19Kuy+z084oD2ZEiu3Lc2d75NSYQH+925IKiymk/vieGqrSI6m4mLyQRotJJ6BEv7BaNzi9UQqfUm3tF9oi/x4bK5eb2Zu1P8nyc7i+dDW/4yOX2Xn7ZqmmMOBfg6eNRZvBIjOGC8JKQ8H/2sH4WjMqNrIED6u0W1JEBcRIoXU0ZRYPJwulw7LygnpsKxx1bzgOT8uq5PJuJd4XZEkZsCl/UGaLLiQOdUgWfio+5uZi7MRCqIDTJdioW1wdGfQp0UXGkfeRqYhazYsrkskJcgRvQjGQLqIEZnTxMXQWZvYx63KabAo++uOmejt5hgpI+dAkZM7BaQfBUmmYmagqXxsDYmgADohNGwRdAm04Lmtb2FrWniipGXOfp1Mf2XJj77UV5z46AOVccXQTXorv6+NUmHZL94YPj1X63SadnMNjOHTSnURIdq0dUZmTM5TJ9+YfcAYI4xUizGJ0x1BYw62mHm3v4UyER9dWqtGaTS6u4Bbci02wnXZKI0WPvpGEx3a7FPu2leG7FDiTU1g8lSiGDqzRaISkP1WD7d7xIYGNz8ioSHs54QGJ1FSfRzRwwug++unITITo8T+WTl0aaMoVq5ciZUrV048/K5du3DkkUcGbcuWLcNhhx2GXbt2JfusWLEChxxySNC+du1a1+ef/umf0LYt3ve+9+Hqq6/GmjVr8K53vQuveMUr8K1vfQsrVqzArl27cPzxx0c67BiHHnroxMfVh1oEvaKiIodqHyoqKiqWJqJ6vNyxL/nXKCQ/opS6iiLn40u0B3661PzsNt/Hi6MLfYKoiO4h0ctI/j6e2r60KLp7pmNyVgcdm8P0VRrQllyxfj5NCpgHPiziK7S+Pt4O7/uKfX/0oPn+OI2V1MedOM110XT+bNxCPyI/N8E5ojqsD5BNx05fBzrMs79mz/PB34BFgUgEyVAMfA5e7Fg6ESAS85uKWkiyuy1KIkOSESEBS9vK++h6iv1NMLtBYXTpuKzOlMwQsPFDttHu83OVfEtRQXRrywNdbK58HKpXc52QLzSNeD58TLbudOmMXqkP1a1DPXxcsY8wdz6HwKZS9jd57Co6b9PCOqL6lorZg0cG0NRUXSRC69rDIuhhJAKt/5EbKyRCws8UaMFzqai516eyi5cLC6fTdldgnd3shuN2pE03N3q+dLKt09HGhJHtozRsMXlavNwVU6fnzRFV8jVBC59bXTQKxOqyDnxF1m07ANfuHf4Ii4IrHT4TCNteEV1HePNEyQiQGz0V77fF0VNLoBNhP/mHRJqvlvdDfgaaNh1Wqf2zNvDYY4/FmjVr3HL55ZeLet/5zndCKZVd/uEf/mGquefQti3m5uZwzTXXYNOmTTjttNPw8Y9/HP/4j/+IL33pS/M2bjHo/Vpd6lKXukhLRUVFRcXShNaxT42u2+3S34ZSP6HUlmo3KIoISe3ryQ4T+Fnoo7xwnJGcqC8cd0gkSBz5wfoGcxHWNeK+6EgQsZ3rCI5H2i/MgbZp+XEz2c51CMck+RGTx850JMFkUxEoLgokkFXBeZ4WQ5+DFzsWcQRIGzk2JkIuL6D9I0U1PmycF3P7MV1ifZBAvvXF0aeB1rJXh++z61IkSKrgubR/vuYKIGBYGXoZ1IKxHcMs6p/y+KS5mzZp7kXHkzkfpeNTxjvbdxqUGNGDw+YdlKCOcgmp6I9un/yHydUBoX08kSCnvholvsA86qMp+KI3UGiFedlIkEjevCEyDggNuEiO3vFo4XPVYqyHFzgvH6dMt41QSe+3Jr6LDpkY7rWSAwD+k5shRiR5WaeOiA7abaqaNqU3kUbm/vvvx+rVq11zKvrjHe94B9785jdnVT7zmc/EunXr8MMf/jBo379/Px566CGsW7dO7Ldu3Trs27cPDz/8cBAFsnv3btfnqKOOAgA897nPdfuPOOIIHH744bjvvvucnt27dwe67XZq7IqKioqKioqKioqJ0Wof2k/R52uaBeZrjJzeIbVMpGgMSbcUCZLARH4ywTcl+r+k8VM+sCG+sQnmJ8kkfWn22W8ev24T+z+HnqdpfAYDn4MXOxYvAQJAjMagKC1mTsPLxHEmN3IRCTKUrLDza4R2Aa7oUkrXLJAgSKK58rnRCzgI0UOB8WHHQPtoyKFxJUgYtWCuffPLEB8lKEmXlTR+4tgqTVHPE1SGFacyFQuDFKlR1DeKINFZMmQWKCE/qKwlQRo0Lh3WQmJkjE5IjhxcAZNKaWhiVPh2CbTSULSPAgBmrCiRMpRUSU3HRYVIr8/47dTPwEwLoKPM/lk5AFi9enVAgKRwxBFH4IgjjuiV27BhAx5++GHs2LEDJ598MgDgi1/8Itq2xfr168U+J598MpYvX47bb78dmzdvBgDs3LkT9913HzZs2AAAeMlLXuLajznmGADAQw89hB/96Ed4+tOf7sb+n//zf2Jubg7Lly8H0NUOec5znjOv6a8qKioqKioqKioqJor2o31ypAMg+7ZEp31/W1QgPfJxFfjwEjKiD0zQUeIr46mwvD5ATIWV1cXSaEHQm8NQMoSfcw2XNiqaE9FV9NJwqn9qXoU+wT5/YPY8FxI5op9xBo/EQ5+DFzsOLo8Oh01ZJS0ShqbGkvQJ/bMF0vuKo1O9vJ2H9hlMlAqLhNB1+4WxcvtBvtQtCXPSsVzYx+on61aXOZe50LUoNM6NEa5LOpJpubTvF+mjfYmOXHhfiWGR58LHVsHxK2F+SX+gFOo2SyOkC5eKmYEXOE/tl2RoYW6L1LprY0RINkJESEHV6e3aeNqroeDpsFK6g/kE23Y+cTF0OQ1W/twk50lSjrki6GadF0LvUly1pl6Lj+ZJp8ma7IISnf/8TyDmAWTyUiQG6ROktCqN1lA9+/ugYO7ChHbepOznDAxTqf2bJxt44okn4swzz8T555+Pr3/96/ja176GLVu24Oyzz8bRRx8NAHjggQdwwgkn4Otf/zoAYM2aNTjvvPOwdetWfOlLX8KOHTtw7rnnYsOGDTjttNMAAM9+9rPx2te+Fr/xG7+Bv/mbv8Hf//3f45xzzsEJJ5yA008/HQDw3//7f8eKFStw3nnn4Tvf+Q4++clP4uqrr8bWrVvn52AppJQGdalLXepCl4qKioqKpQtq5+06b+v7Lej7zZgkJVZqjkCYCkvYLx6TnUefjJMV9OXkcjIlsP14QXQBcvonHfu+EPrY6CN4UTHz1Nh0n8744YR5imnmybzFVFQSJFk6RtCu/LYmc9DsETsxdio9lrg+CfSA5SDA4o0AaRPfVos+RjFV4JzqT+myF5xUMJ0XSu8rkN5XHJ2u5wohsUiMIBIkOE4iN20qLKHQkhzWBscU+yJHuiuI3oQMqlSUqGsHNOgx2x18DNKuQyY30uHaSFdBn9WRYl5te1SUCWR83hZOUz4OOqZGeE5SinLng/Tt/g7aDz5VbrEy5vdgYX0PNkQ1QFIprVRYzJw69SVCJDkeJQbM1yaVvIkWPi8hP0Y9UXtjYreldFhhUfQ2SH3V9fHprzoJGTR9FE19NUJXFN3r61IxjvWoO5/KRKRooIXCuOcdgr40VQ00WijzN227Y9aqc9qT4udAdym74u7WPCtSNM39XPhi5519IoZNGU10O7BJKSNoPnPXeMoe5eRBhpOIjQJdUdorkRDUxWnRxDEK7J+Vmy987GMfw5YtW3DGGWegaRps3rwZ11xzjds/NzeHnTt34ic/+Ylru/LKK53s3r17sWnTJnzkIx8J9N500024+OKL8epXvxpN0+AXf/EXceutt7pojzVr1uDzn/88LrzwQpx88sk4/PDD8e53vxsXXHDB/B2sRd99YEVFxRMbksOqoqKiouLgh24hppu3KeZ7SIhsRpaUTMo/KPXhvj62XVQcXeqbygxD/HQAkr66rFwkAx8FAu/mdL46Lud8jPA+PvOgppCOAgkeRanvC4ie81zWF+7zMuux7y8hi9AH6duEPnZb6m/ORd4HKrjtUs+vfT7AFKjjUWl/HPRYErLBcU6AxfAcPEssXgKkD6mb3mSaK0opJsiQ+SJCaH9aF0QiOfj4Egli5hSF2EmYRT0QyVg6g5YwLM7wQU6FpRPGQcd1POQxKKnCDFmijc8hm3YKjLzQ7HMKpELgujkr8wPC+vhpifO2fd2Jtccx5VwdNJlATqZiXtDY6AXzy8LrGeTqG4wYDWCLfPti6W0U7SEVQrf1P3jNDykio2sfRn5YmbEQwZdKhTUyNyUtuTFN1QsRxyOExwgtWnMsjTFc0zjNKToiZIhs+sK1qax6U1pxQ0GNiLS/FExPkJGPj5HTAUZ+0H0KYfqrpB4vo7gehGThVJEgJfbPys0TDjvsMNx8883J/c94xjPAo1FXrVqFbdu2Ydu2bcl+q1evxnXXXYfrrrsuKXPSSSfh//2//zd80tOivuFdUVGRQ7UPFRUVFUsfk9TVLSFESsgQyT/IU1rR/gIRkkyJJfn/+Nh98hkSRJRLkSAczk/VI0cQ+ecsuZJL9a8JeVKiz66zF6ezxIjUlvGTpfyI/qVov7/vvJQQHYEP0DX6Pu7xWiI2LOjE6DizuE1aBM/Bs8TBnQJrUuRSZM3LeAP1psLf5nPMSbAQb14t8IW0qJhLaS66Z/88wTK/fUtFhYQS8kOSnSR91nxgvmukHDRY6D+HSqxDfl7w+2b79yq1f9UGVlRUVFRUVFRUVMwj2v6MBoMxj76zKCXWDMYNUlAtfLnMPGbldJ+lPgHic9tCPssdJM+NS+05eOkRILTOR9bYJGqFSP3EXH/52iC9dUGk9lQOQGl/ap+kL1czpA9CLRCOQbVAonWk/068WSPODSgaLunc+YsyGt9+9p0eHX4q9unG0GGbdCy9BqLP6Oeo5lKWdgjMuc8tB4sRP1gwaQ2IijykaJn5JDjs37FR7VTF6+cNOVIjF4mxGI9lvlBg/6oNrKioqKioqKioqJgddMqHZrd5vd20ov7IYrGGRqlvML+tSl5wTs2vwL+W6pOVSSBf+9b6F0v0COtai4+QSb9eDjpfS1jUmxoj58AvJGPc+Do1l34dk8hK/kZFfYXTPp8usefgRZsCS2tNg4CyiHIDUnCDFYWxJVJjSWFvpSmxStJh8VRYVm8go/P1QOAJAS2kuYrOA6sZ4iLAWrPW0KsmkSbL7RN88Noo1XItECoT1QJpNVSjwtC1IF0WCYFL5QbUiNNqSW1g42uiSzwekGgzlt+Qfwr9g3A53oeuCnOgfeywURovJ8z7mkC6Wby1XZKKpKYimDlyJAhPbTUEksM/qjWS6d8oFaXCmm+k0mDZ+Uhpr2xNkO5YWH0PpTGesjbOCC3mMOpqrOgRRqpFC4VWj4x+aa6dARspjf0Z3bY+yCxAsydK2wuKaQ9JspNimw4+p0JpKqZqA2eLmgKroqIih2ofKioqKpYmtA7TJ1mSw9WhEMgQCVLqrFzqq9S+lG9w0nRY3L/H+5XUB6YQ/HXZ1PcEyjxcaTKelA5fqgWijP/Q18pI1wIJxrQ+LMF/5nx93AeY6DM05VWcTiutU6xtMsCXx5FNhZ/rz+V0Ylz7p3VzNVLT3C4tsefgRUuADEEUbYEMKZItfs7IjJR8igjJ1AVJkiBAbJipfk5cJAiOoCi6Ej6HghtMcR8G1QJRjaQrJChoTj9ukCLSJGvIwloiUs4+cR4IjYlcb6OABEkYtaxxc3MgOQB5H6rPrtDzDXKQtM+UKAlreyK9EL5Y0CgtFja35EhDCIOmgDDJ1RIpmo9AmwxJfyXrDIuhp2p8jKCiouidPBwRMSogPbq6IOWwdUQa1aLVtoZIXscsyQ2OickNciMnbmdki+uAzIr8WFjurTist9rAGaMSIBUVFTlU+1BRUVGxtNGam3D6gJMjD6L+7Pk35XeTdEi6OREi+gV1cjsojp4iPvh65qXoZFF0NnZEgpTC+bSIfy7jywpIEBA/FnvZOehjIL7wDNkHSP2HyTk72U5vlvgIfGyknem145YSFiX+Qd8e1gEJHqlzZIkWfIP09mjKFz6X2nPw0kuBZaC1dksSqTRZqfRY8SBxP66fzCfZr699aN5A+uNAP3kqrCGhcbnTEYT05dVkw9smqCkSpbPKqZD2DRgyd1FHabB65KVQtV4kZKNx5sP46MKlYt7RCITHYsO0tTumJU1Gk5C+BwjTkk45TBT9MKTPwXKnMy1K7d8T5HRUVFRUVFRUVFRUzCty/rhJX5LJpcwqSUHl9HA/IOsb+QkL5zok40ZOdsi5cT5Bs90yH6EO5YL1nFtCmELnr+s7xvSuOOVV6Iec6oXdpK8t47+k/XTojyzyCRbCeTYCYqN/PjPBEnsOXrwECM3pNyS/n4AsCTJoTjP8qw4lQQrksgWWSlBQ7yO3T6UMcsExxU782Zzrklx+0xjKIoM2zaH09e2duyqS60NJ3r9J/fLbtm3DM57xDKxatQrr16/H17/+9aTsjTfeCKVUsKxatSqQ0Vrj3e9+N4466ig86UlPwsaNG/GP//iPk01uEcJGGSxmtFN+4cYlBHS2/0HyCwzMWyQIAOgp3/joH+DgIZqmQan9Owi4yYMKSmuoti51qUtdEstB9FtfUVFRUTGPsATEfEUPl5AgJX0MVFvgK6PtfWM5uQEyE56nZA2PGeiJUOLwH4oZ6RFrnCxBLLXn4MXvSeOYkBjJRoS0ujwShMtGbK9QHJ3NIXlM8aRjPRKxUEJYlEaBtHHfaB85ZvFiTxmDNpRJGUoxooEZv0HF0BOGs9dQ03FTn0PA+kjF03uZ3NTYUt9ZGuJ5Yn0/+clPYuvWrXjPe96Dv/3bv8Xzn/98bNq0CT/84Q+TfVavXo0HH3zQLd///veD/b/3e7+Ha665Btdeey3uuusu/MzP/Aw2bdqExx9/fPgEFzlarTAWCJGxMe0tMfFtgbmf1hmfqtExnc7wi5UiN6T0V508Xe8/vvHAcyDJ953H+SU9Ju1oPwtI05QtKx1jUkxjf6cdd55sYEVFRUVFRUVFRUUFQSKCovjF5j4iJOdHnDYSJLXN9iVJkNS65A+0ugI51lfK+pKUYWPlIPoP4/nI/kJ6jH416FfqVtBa9B8qrjfhQ0v5M1PZZQL5wq9jVNRcJ9pLoX2KsVBvwscwzUuLS+w5eEnUAAEwqPARNZxKyukHsAJHmdogqfx/JTVBeB9bGJ229+X/8wcFKAXV6jinoJWX+qXA+kxUC4SOR9bDvIBxMXR6TmkdD2jki6GDyiHOjWfawvx/JCegUeU+pRyFQs0P3hcQxuJ9M7A5/LpjDfu4Megx0v2mrxOw854S81UD5IorrsD555+Pc889FwBw7bXX4pZbbsH111+Pd77znfI4SmHdunXiPq01rrrqKrzrXe/Ca1/7WgDATTfdhLVr1+Izn/kMzj777OGTPIBotUoWQh+jQTOoWgXtqyI6pNUKIzJWC2CUnFf3/SophD7W7dQprbr5pO+C2sQNbks+LVFhyYeWXOBDSQ/fzxBNukGrG4zNwvU7ea1cBE8fGTNLkmTSKOzJBivYP82hCf3ln0QVfE6DpZb79KDBfL3FV1FRsTRQ7UNFRUXF0oZuoXWX9cH68Gh9XduWrP9Lfyf66oTk6vLm2qj/ysqkaoKwfc53l5PL+P7ofHL+uqxPL4O49m3anygWQKf+Mn6eEPrlpH52vaQYuqiT6yJtKX+f2J6bnwR63EwuWwgdiTogKvQDSmNH5xLC+gRYas/BizcChIexSUsJeqJEBkWFpCJC+LypfEI2WRNkaCQIPRf2B6CPsbXHxs6lGOkRjd+j183Zr0pRIBELyy6sOL8f3U4cn3RxSowwn1OJw471i3Ii5vq5PvHYvayvMM/A3vU59/r0l6Lkehz4ILpv3z7s2LEDGzdudG1N02Djxo3Yvn17st+jjz6Kpz/96Tj22GPx2te+Ft/5znfcvnvvvRe7du0KdK5Zswbr16/P6lyMkBzoByuGpLSistOm0poVJiVIAP93XLSpy3psmKLfw8AeLcD3M2Onc+Zm5qm/Su1fdcbNFkPOe13qUpcn5lJRUVFRsTSRsfHch0ezvSSjRPp+O4ZEhPDt3iwx6X2DIkF6UmeJWV36ZOy2+SypBaI06yuMJ/rsWtk3VxIFUuQ/ZLr7IkNyfcM+7BzQdR3qSEV7TAVJF48CYe0zc6PM4z3ZrFPhl2CRemQKMfREZ1JlzaxOSKR4ipQwfXMaMmdm2CbRlazxcSAgGZ9pdAiY97x+A4ziRNEXM5yzZX77FgDYs2dPsOzdu1fU+aMf/Qjj8Rhr164N2teuXYtdu3aJfZ7znOfg+uuvx1/8xV/gT//0T9G2LV784hfjX/7lXwDA9Rui84kGKRXWNA7+ioME82SyJwkDPthQav8OljdfKioqKioqKioqKp6wmIUv60D5w0rrgVj0+QEnxNTPPdJ8ZjnFaX1sQ+ZyoJ4BS8edYn7z9Rw8H6nwS3BwEyAWQ1inoSRIqjZITiY3j5IoEHly+TkxqEyOwGy/AtZYqhMi6uD7i0gWTFRsPmKYc+xuDrbfLBnbQvTWAeGI2N4BfQdiSOGjY489FmvWrHHL5ZdfPrN5bNiwAW9605vwghe8AL/4i7+IP/uzP8MRRxyBP/zDP5zZGIsRrVZooVzaJJ4eaZJ0Sa1uMIYSIxMoIWIv97HWJpVU+CVLpaaKa3f0k8EpmdQYY+go/dWQAuj0OMesXsosSaEh0Tx9ssWpnabdn+w3WTdJh39DhkWZaBZ5ktTjZTTXg/BcThMVstSKv1VUVFRUVFRUVFQsWrBnQuc3K/QTFb3cPEkkSB9y88v0L4oCyYFGTcwyCmTSsYP90vglesuGL/L5TUh0DKp3PAAT1/7oGXfQcZeONU/PwTQV/nOf+1xce+21ePKTn4zrr78+PReTCt8u/KXnEiydGiAW/KKTctRRg8Zy/Yl5BHm9DwBRXRCpJgitB8JleT0Q2ofmIQz06Ph4bBv/BMJ6IDOqBZLa52p1BDU8gKA2hc0b2CpPvWkEOf0oujx49PjtDtLX1gHh/aRce7YvmRfNvZfM98f0+k+f55Cn8XPz1OEn15EdixcYYfP1bSqwdkFfFDoS+1BCMJr9999/P1avXu2aV65cKYoffvjhGI1G2L17d9C+e/fuZI0PjuXLl+OFL3whvvvd7wKA67d7924cddRRgc4XvOAFRToXG7hDPOUgt7Unxqqr7zFGgxHazrGvAagxxrrBSOXrhrRQGJlv8VgDIwWMIdcDGUNjBNURFLrBSClHVjRo0EKjoSRDYURcKvWVJTdatGLR8zaxHsmRc0gJIE56tPA1PcZoMDZF58doAsKkZBxxP6lH0tURCcmNrt0vvt3r12zp+nf7I1JAC9vBZ2K+CXI1Gf2RMhVCPlb/20AMMR87cxq7vMA62OYTmDqdXOkLFgc6MnKpoaa4qaioyKHah4qKioqlD+tf8g9A3t8k1JWw4CSIWCeEyvD9Um0QK0/9c7wvq2kbySf69tYDoW20NrDVIfnrWnR+t0n8gGQcsb5HJNuNRWv8Rv6y6DmP+BED32Gm7q+kKzhf8hzDOsTENxjMx8gKc436F/gNRV+j5B+0/dD58VwdECXrGvS8PO2t0sDn4D179gTNK1eujPyBNhX+pZde6tqGpMJv2xYvetGL8L73vQ/Pe97zBhzMYo4AobU7cksf+qJDErrE/IGpuiBcho8tyQ6pByLtl1jikvA2KjNBLZAcoxymjEockzu2UCbK6ceOjzvapNyAkQ47px4mOldThMvGDkO5qxubfBbpS+gQ8wlKujncHKZzAA4Je1u9enWwpAiQFStW4OSTT8btt9/u2tq2xe23344NGzYUzWs8HuPb3/62IzuOP/54rFu3LtC5Z88e3HXXXcU6Fwus07tvvyTjC20T535i3bVBsYiI9NhS5EWnN25roQfV8qCyrflHdUvRIGPooNVSPGMNVwB9bKNozHGloj+kc5Oq3+GKn6MjRlrYSB1PkLhC6fAkBy2GnvobT+q0FyMdNGuX1rld0sZuiPZKhbZHWhcn17OfQfF5avbJ52U3tSI/W9MTwDUF1gGCvUepS13qUpfUUlFRUVGxNNHqjA+P/AYU/jb01glJ+Qwlv2Pk52PbfB452cCvlenD26Tj5P48YV+Jz6/bH44T1MHgMkMiP1rWl60nX6rT3H/I9wv1RbTgo5S+Hjr9HJfKDhP4+jTRwWSnej7kuqJ5KXk8PaOXoDH8ObgkG8x8pMIvxcEfAcKNUZPhdCSGlusSIkIitrjVcTSIajL7NWEkiSyRE8fhc48iRXSS8bYyURRIH2w/LUdlACH7KTPNOh8Fkh0/wQ73zhuBRciyupn50ICLIFKD6Z8l6Bju3eWSsfqOeZZz5j8wKZmB2Lp1K8455xyccsopOPXUU3HVVVfhsccew7nnngsAeNOb3oSnPe1pznBedtllOO200/CsZz0LDz/8MD7wgQ/g+9//Pt761rcCAJRSuOiii/C7v/u7+I//8T/i+OOPx2/91m/h6KOPxute97rhE1wk8GRHA6gWY62wjPxtx7pJ/q3HWmFEZWEjRBQaNABaNCTqw/fRZr27nMeAu96ttWt196UdCYO3aI1+ux1Gg4jH2RP5EclrHUWC5ONbeP9GXLeExqwwpAB6X9omf6+fP5f9KbKKp8T6zcCoOCOL8M0WPq8eW2a+fm5enZhXQFVNkiYuUFRyvqa5wa2oqKioqKioqKioMP4ktg3Efrds/75npYT/LeUzFHyFg5Dzx6X2Se19bdyfZ6NABEQyQyJF3DjkOU4YS/Qrpv4+ga8u7Y9M9aFt1KeY9ENmfI8l/sSh/raiaI4SpPrxdoG4mWisAc/BpdlghmLDhg3BC80vfvGLceKJJ+IP//AP8d73vrdYz8FPgEyCoaFfC40gvG1KQzufyBjTCIlzTkPkJBSRJgMxHzrnA+I855GI6ZtLH3s9Cbv9hje8Af/6r/+Kd7/73di1axde8IIX4NZbb3Vs8H333YeGfP9//OMf4/zzz8euXbtw6KGH4uSTT8bf/M3f4LnPfa6TueSSS/DYY4/hggsuwMMPP4yXvvSluPXWW7Fq1arhEzyI0KWu6pPp0mKV64ShSPovdUt4jLXGaAL7WhIl4qJBBhIl0yCshzK/ttiSGtxZr9ERGjxFlibrRZhPwyecemoTkkPP2KbNw1egOLqjRoBUVFRUVFRUVFRULAJMQ4KUgvu4+HbBC8scQSqsAvmJMM/+0GLyYkZzKX3RuviZc8bPp8Ups+ZJ/zQY+hxss8DkMB+p8Esx2Jvzla98Ba95zWtw9NFHQymFz3zmM8F+rTXe/e5346ijjsKTnvQkbNy4Ef/4j/84dJjJUZoiK5cSKxJNpMMKhFqkUlxF4w1NhdU3Z7pv1t4fHhKXGlvYn04tVThHdg55mFsuhK10TB+6ltAlgTOpTke3TudZlAYrNwZkg9Nn35JhhJNiHlMRbNmyBd///vexd+9e3HXXXVi/fr3bd8cdd+DGG29021deeaWT3bVrF2655Ra88IUvDPQppXDZZZdh165dePzxx/GFL3wBz372syeaG8eBsH9RDRBXNyKuRTEmKZlarYI0TH1FvX2f/l9PXgzdrkvpqmjKKpsOS1pC/enUV24sck23CMmPbtvO0xePp+mvxFRYuglIjjBtmJVvXDSO1dOa9Fdj3Zi/gf0byefSpsKikT2pCIWSVFidCVbeFLu0VioyfcE2TX8VrIOln4JskwR7lkoHFbUL+8U7Nz5fLtdjdmjtlIlR07E4LKgNpOk561KXutRFWhYYi/45uKKiomKecMDsH085X1hTEkDR/XmyYLrUXlIcnW+n0lqlxgDCVFg55HQHcgUy0jyseMl8JN06sc715/oBQYHtPr9d0QtpCZkorVaqT+lpLJkn/dT9/sMFfxd6Hp6D5yMVfikGEyCPPfYYnv/852Pbtm3i/t/7vd/DNddcg2uvvRZ33XUXfuZnfgabNm3C448/Pmic7r5WZ5ci5MiQ1A10pi5IKCf8oWdJgtD5cB32k86B7zOfStpPl0R/sd5H7rxrLRtJshoYpEBvSJhEOQG1rC8cXyBdJCPC59HzVZLqcATESUpHymgNMv6Co4/NXcp1mO0zCXThssSxUPYPAGhRa+owt9sUrfY1KLxj39aeCB361snvyZKGpYKydSyMcx+UTAiJBlsLhKaiosQFJ0I4IeLGFPbz/na8bo7deFLtj9bp5GN4UoKTH440soSRPUdQ/hwhJDf6YAkoej7tOpWxc6OFzoPC50YuKngO+x0JP2Hb7SC2nf7U0etVAwH5QRFc3wpR7Q/yGZEbGfvgZNm+IJepWaI6JMHcujm54weA4Jzk04kVo9T+VRs4UxtYUVFRsdhQbWBFRcUTFQfE/gU+JYEI4S8h5/QU1AcRdqR9hVwut11CVKSIfS30pbJDa4FMgazvy4LW5xX6iX4vLdTvcPvS7VmfIcjzpqAr7ts/fvZ8umdXNrdJ/HGpZ/NS2aA2yJSUyTw9B2/duhV//Md/jD/5kz/BPffcg//v//v/olT4tEj6ZZddhs9//vP4p3/6J/zt3/4tfvVXfzVIhV+KwSmwzjrrLJx11lniPq01rrrqKrzrXe/Ca1/7WgDATTfdhLVr1+Izn/kMzj777KHDZSEZqWwImzVUUkopq6sn158dU+VC23idD4DUxNB+jL56IFSWzsO20/3S8RCZ3logdvycbrKvy5Un5xSkIVjJeiGJefSlxPJzgZfRHSsc+IQ1xHx+Ua75VL5A+M+p8vNlIOYAhDxvaXzSxSkK+toiJrOYK/pVHQRZxabGQto/6yznBazGWqExxbatY3ykeN8GUOPOwa5MTQ80GKmxcex3F+4Y3YUzVvZTYwTtiAG73pBfNKkWiN+nMYJyhIVNiQUgSIslkSDdsYVfMiqXivyw/Wjtj7G2fcLi55T8cIXiWXSMJUKk6A8v48mR1pBKrgg6IT7sOLbouUSEpAiViR32UvSHDtv5myZhf0I6sP29hd36zI3d734fiA0k7b4AEwI7Hxi9zLgBMaT01MEZJfaPTn8pY0HvAQ/QG94VFRUHCQ6AfVhMz8EVFRUVC4mFtH9aa2TrffRFheTqhHD/HB8Xgk9R8l3xVPVchm8HdXIL/GI0FVaBfGpfX52P/v3mec3M38lroHtwZHVACqA0oIX0YLzuBvUlOn9f6TgJ/12gMzdv0j+bmj7hd5wlxLrEqXFFH+fkk5uv5+D5SIVfgpkmNL/33nuxa9cubNy40bWtWbMG69evx/bt28U+e/fuxZ49e4JlGhRFhwxNjZWTn28MvbmfL5a3b1/fuKndbQ+TWhrWl5pX6VwmOG1RFEhurEn+LEKfA5ZjnkcNpZYnMCaxf0CZDXRkR+KnpYtQSOxjxb2HwDr+aRRIOK+YmJi0Pkduf24MKfVVKXj6sF6ZeaoBQmt72L81b+8iQ+AiRGg0SDGCiLJh34Ve2yPaVeWXhKyUKiuWKZirIXmmTncl6i60f9UGzpsNrKioqFjsWAzPwRUVFRUHAgt2D7hA99rJaJD5G1BsnigVVo9OSUbM/FKKPp/gAXg8GuQzy8jKmVumOKDUc++Uenrbp8E8PgfPOhV+CWbqzdm1axcAONbGYu3atW4fx+WXX441a9a45dhjj53llNIYSmqUpMMKBAr1J+R6U2FF+xah42XKOfWmihqgvqxwTynBktiRcepJMlkExyk49IY4I2fw1VBt2fJExiT2D+i3gdyhG6arCk14WAPE1wcpLd5Na2MMQYqg4JEeNq2VtFAEqbDYF9jrBusTrkvHwaM/+PrY1PEQ95GIERv5QduDuTACI9pPoj+snnS9kP6/hydDzLrbEX9/srZBs+gP1y7PIVXPQyY9WJswdjE5PZAXn5YUKbV/1QbOjw2sqKioOBhwUD0HV1RUVMwQ834POKTuh5Xv6zOL+n1DU2GV7BvaPolc7wvD056XctFJUl9F/Qt8Y7MiRaKxZ6FvWn9don/RS4Q9WGrPwfPzOusAXHrppXjkkUfccv/993c7piwuWlQvpK82iCTPxgj3Z0gQHskg6k8cZ46BpvsmqQVCP/n+YG6ZudB9BcY0yaRO4LQPcgu2Pf0SjHTxm805R5y280m0MUh1SST0Ej6SwS91Ig6A0rpoqRiOlA0Ma37YdEs2IsMX9rZyrgaIc9Qr8xk67m26Juvs70iPBrQuhk0V1VcLZKy7GhypSJCuRkf8j0OsAQId6AzrjBAyxcwHZH7depz+yh4fLV7eyfoaH3bbnRdtUmKR4ucWjlBx56qJzncL/7cbM8IjXPfRHy7KA4CvCYKo3REe1vRm0l/pwDapeF0LN0mmb1Svg9rNQI9y8tLC5URddpun4dJ+PuG8FXgdkPBlFB9FMylK7V+1gZMhfx/Y1qUudalLYjn4bW7S/lVUVFQ8AVBkA3OkQq/vqe0nQxI+ONGPKPm72jaWSW1nawTL62IUCPXjcV+egIkjPFyECArGYHMD89Wl/J9srG6d6mV+wpQuSU9yrrFOO27KPzdJDeHsC90pPyJ9Zub7C8aeNZbac/DgGiA5rFu3DgCwe/fuoBr77t278YIXvEDss3LlSqxcubJsgNyNrpDDjyKZzw/wRovXBrF/xCB3X5uvCRLV/Ggh1fkIxzHjs1yFrhaInYtS4fi2zX5KYDJRLRD+KeQmjPICUr2JMRWUyxWoGvg6IAZdfj9ZR1A3BFaHInVFEOcGlOqGaIR1PILzgf5cfURGrNcx0J+W1dEzn7CuSizXnRMVWFmpbWK06P/BHPqDusQwif0D0jZQA53jW6nwkzjSW6U7h7tujYO/MXINWmiztBijQYPOFjVoMUIDaGBkLqaR+QKOLHmRqr8AHX/3AzupvbyF+J0OvyxS2ixa64NHfdCaH74NQeSHjbKghA6PjPGyrAg6IUdo8fOYKPKkk5UJFlbzo+UyJBKEFz8PCqHTBRDID0IC2D9J0A6EpIddwhsraT+/GROJD6DopjA20UpY87KaFP1QWpnfDHss5ouodWfW6TEJ52eqKJAS+2flnsCYtQ2cNJy6oqLiCYJFZh/m/Tm4oqKiYpFi5veAgPFLtQBG3XYfWdDrFyM36lKNkERtENGPyMfh/kTuR6Ty2RrBiXVpXGl/SV1f69PjfkLu84v2I/bv5Xxige+wk0v57fp8XVYHrfsb6ZL8aayN+xFTctHcbB/heO18nRyXdcfe43tM6cz4D6leKqvsI9QUj78OS+w5eKYRIMcffzzWrVuH22+/3bXt2bMHd911FzZs2DDLoWIURopMHBHC5YYgFwkizkMTEUEmN34uimMIdEYP2VeeNopaBKaLHg6Tmch3r/OscE6nneeBq7WB2BnJ90vrubYZYCmxvvOFWds/X/chdqqHEQUqqk1Bo0DGNnrBpsNyBbu9098TA4r08+udzjgSpNvv4dvi6A1OaNDF9WeyPookJD/oeGMtR37YucfkhyUd4mgYe+4sSeL1hOe3r/i5jf5wshEREtf5oH93IH0p90Y00P2UpODr0VslZJuTH7Ay4X4a7RH0TUGHMkqYHx0jjgwRSBzXXwXnhhIg9HxPgqX25st84YDeA1ZUVFQcYFQbWFFR8UTFzO1fyt+V8/Xl/FeR7GQRIeJ4pZgkasGSL30+xB6fHZDwj5XIJOBkNe2fkQvGTfjbonNcPB1h3AKhnN8v9Vwr+eoK5xlFhkx4fO6pdha+076xlthz8GAC5NFHH8Xdd9+Nu+++G0BX8Ojuu+/GfffdB6UULrroIvzu7/4u/vIv/xLf/va38aY3vQlHH300Xve618146hkUhET3FkofiIn1HSRflF4IvyGzvgDnk5SYlGgJPjMypSmvFi104bLEsZjtX0mB7nGBE5jWzqAptyTQy94SE0Eb+1K0CXvHCZLk3Bwxktg/k9cc+JhhSqv5QK74ebcNR4bRdlr7Ayi4BCclAUpIYb6/zzaU2sS+OU/5LFKEUvs3jzbwoYcewhvf+EasXr0ahxxyCM477zw8+uij2T6PP/44LrzwQjz1qU/FU57yFGzevBm7d++O5G688UacdNJJWLVqFY488khceOGFbt8///M/QykVLTfddBOAxWUDKyoqKuYbi/k+sKKiomI+cUDt3yzJBiczD6+sD31RWsK0DzMl6SEPhswepaehgEiZNx/cYvd/zWJ+i+A5eJYYnALrm9/8Jk4//XS3vXXrVgDAOeecgxtvvBGXXHIJHnvsMVxwwQV4+OGH8dKXvhS33norVq1aNbtZlyARwlbWt5XTYeXC3IAwZRVPd1WaCisnkw3pm3BfIaK0VIX7ppqPhhCeRvrai6xkaEkXWChaQqZUl3Po2dWcrp6xesMAM/2j0L6ZGD7d/2O8VMi8DBbS/lmHt2JOcRdF4CJBGjRq7PaNdQOotiMDdAOosYtKaBRJh6UbNOhkG9OnQYMR2s7Rr1qMoNFq1aXKMhjbb7gGRsq2dcHJY60xUsrdMzXwJMjIRV6kvycRYUL3MfLDRn+49aLUVz46I0h/lan9Qc99t+4jRnjtDxoFQqM+XMoy0Ggenw5LAic7+uBJEZAbERVuw7f7dRJZQfpFeUhZX/HNlQIyuOtM2lzIsI3ZFUKIaf9gh8z8aHTH1EV8qunvyUrsn5WbJ7zxjW/Egw8+iNtuuw1zc3M499xzccEFF+Dmm29O9rn44otxyy234NOf/jTWrFmDLVu24PWvfz2+9rWvOZkrrrgCH/rQh/CBD3wA69evx2OPPYZ//ud/jnR94QtfwPOe9zz8zd/8DTZv3oxzzjkHwHzbwEzEbkVFxRMeB8I+HDTPwRUVFRUzxgGzfynfWR/ob0QuLZaUDmvIGDm/Ft9Ptwcel0tln9Jf4GObN7/dBHPp5gPoweehc3FQX1hpCq04vXdmXrN8r7LPzxg8E5P10tRZVnA+sAieg2eJwQTIy172suwNp1IKl112GS677LKpJtYxsgnqcYiRyhAhvXVB+kiQkrFTF3MJCULmGc3Rzs/+LaQ6HgmDW1wHRDpemssvOiYADdPFjzV18beAarxBHmycjW6aF9C1ITYeQ4gPyfjwNmm+RXVDCo1hNGc7BpDN7xfMYQoEaW4yMksdC2b/AOcsbyypgRb79QiN1mhV51RvjAN+fzvCCC3QGALAECNQLeb0CFBAAw3oZQD2dzVAVLoWCAxBsk+ZNt2gUV2URuNkdHdpoyNCrGkYa20ztQb2o4XOxqhI1l4iPbp2v01TdNmC5wB6yY+xbjBnZmpJECdryI+xbjCnR65ft15Q+8PqYEXQA/KDkCH7LQHT+tRmWiuzDbRt49raNvzUrSE+ANhUUmLtD63idIMF5IcvepcgPuxPkPRHlUgP066pjLImUln2wptMMyfdmN9rzWuBdEp0q3wfe0h6NjVASuyflZsP3HPPPbj11lvxjW98A6eccgoA4MMf/jBe9apX4YMf/CCOPvroqM8jjzyC6667DjfffDNe/vKXAwBuuOEGnHjiibjzzjtx2mmn4cc//jHe9a534bOf/SzOOOMM1/ekk06K9D31qU/FunXr8PrXv37BbGBFRUXFYsNC3gdWVFRULCYsGvtHfUulzvPsy8JyPV7Jj1hcD4T6EXNjC/V3s+uSzhIf5bQvRFs/YoEzPpAR6oCU9OO+OoUJfIM9SPrvkJhn4JfrmU/O/xfNg/kMZ6Az6jcFDvRz8KwxP/k85hu6jZc+ZOqDJN8ylGqCcAaMyUS6gnx9ibmmWDWpFggfuw+8H88jmNgv6XB53dqEHB8TmQtB63y+PQKlEdVO4QV3pZxzclt6HFE24eybCtZhyD7zb0/TH1lZZ3Q+Z2mE7He0b6mYGeyb6/uNUzyuB0JqSxjn/v62wVw7QguFOT1yESLdunK1QBwRINQCsQ7/kDjw0RR2TNcOYE77OhwdKdEt+7TuCpabZS6zjNmyT2unx+kl48yZ8W3Nj5bMs9UK+6Jj8OTHnF5GCI5ljvyY08v8OUqQH3PtMszpUXdOE7U/LOmx3xEhYe0P169t3N/Vkh/Wcd/JduRHVAidpL6ysrpV3U+MVkBryI/WkB6UBCGEh2rNeuu3I/LD6FF0m8rA8WF+ab3OoI3pDvq2HYGttJ+vCvqReTviA8Hx2WgXrS0B0i2WLJriYhxkA/fs2RMse/funXxsANu3b8chhxziyA8A2LhxI5qmwV133SX22bFjB+bm5rBx40bXdsIJJ+C4447D9u3bAQC33XYb2rbFAw88gBNPPBHHHHMMfvmXfxn3339/pO+XfumXcOSRR+KlL30p/vIv/3Kq46moqKioqKioqKjoBfUBcV+e3S5J+QT0+ytSPsUS/Vyv5ENMyeb0MPTWAnHjZ3x7s8DAc6IS64P0Rfq5Xsh+xAL/n9RX6pN18utQT9LXV3KoTraE3BP05o5nKAY+By92DI4AWbRIMbccPREhYjTItEgx0/ORCqtPdylK+tPokwKURHVMFPkhQWMYM0r6de8Xq8n6T4ks6wyExyUd4zyFvynjnOyTqZgdOs62Sz/VaoVW0dRJOkitxOMnxrrBcjV2nwBM6quurelCrsRUWCNlU2ABI4zR6gYjNTYptRB8/0ZKYwzVRYmgIydsNAhgU2B5jJAHr+3BIz5oW9eugpRX9LM7h3Lkh5WzKa4sUWJ12pRWfl7yBdmX+srOIZf6itdX6Ut9FaS6EgXsJyNN2U1RUPScynPyI6FH0TZpPTc3q8B8n4IgNU2iQfyGT5PlyHqmx81V+3VN6qNMYRZL7J+VA4Bjjz02aH/Pe96D3/7t3554/F27duHII48M2pYtW4bDDjsMu3btSvZZsWIFDjnkkKB97dq1rs8//dM/oW1bvO9978PVV1+NNWvW4F3vehde8YpX4Fvf+hZWrFiBpzzlKfjQhz6El7zkJWiaBv/3//5fvO51r8NnPvMZ/NIv/dLEx1SEdpZ37xUVFUsOkzhMKioqKioOCmR9c9PY/75okIJsM+Lc+iJBSucwRGYa2OgMO46L8jD+uMR+iuEptdDvY0sct9Kz8dFNkt4q22dSv+MQ2GdmMo/g+Zlg1um7hj4HL3YsHQLEYso8ftl0UwcDZm0oZ6UvQah0Tq3cjxAGG5QoDVakc55/TGaEmecenAaZCKpApuKAodUKUE1IdBjioiEyo57v1NgQHgAcuUFJjlBWORIE0CYFlq8NwjPmWYJjJLRFx5Nps5Ef0X7SlitYTgmNMZHjOmnhc5r6qhR9ReetLhfF4eYet2vJmW/70NRXdL/dRyFdppwMYci+FSPoTXGwwVSsbe8hdXvtICd9dXw7OFX0B1Bm/6wcgPvvvx+rV692zStXrhTF3/nOd+L9739/VuU999xTPs+BaNsWc3NzuOaaa/DKV74SAPDxj38c69atw5e+9CVs2rQJhx9+uMvxDAA///M/jx/84Af4wAc+MP8ESEVFRUVFRUVFRUUf+H36NC8Cp/QznTN7ebr0xeOiGrr9ctO+cDy0Pm0SRWTIBHoXCPQ8Liq/3awx8Dl4sWPpESBAWTTI0AiJvlx+rCh61iAOLYjuhszpnGenfpYpN+/q9rHgrh1Fhiwyzq2GalSYGxCluhJGiTjhumPo18UZ2KAOiJmM1ZWsA9J3DqZ0CoZ5E6f/Xiit5XBFJlMxO9g0R2MAy0jqq/26QaNbX/tDaSyDdfi3aLXCHEYYmfofI91izipVXS2QrvZHG9UC6aI+NMYmMqT73tl1Y+P495G8id8VQ/e1QQDTxjnlnmNPRnwQ4kMqdu63fZHzOb3Mtbt1VvS8tZEcrhaIjdLw+23KMFv8fK7taJz9bWM+R0Zn93fJ1f7YT1Jf8cX+3VtDaFDyg37CyCFoQ1cTxKaIsimuXEQEEKSQsj+VTiaO/ODF0BX9m2vSH2GbBMW+O1RUmf80GUfT/3VoT5WitUDs8WmTBsuu+8+pIkAK7J+VA4DVq1cHBEgK73jHO/DmN785K/PMZz4T69atww9/+MOgff/+/XjooYewbt06sd+6deuwb98+PPzww0EUyO7du12fo446CgDw3Oc+1+0/4ogjcPjhh+O+++5Lzmn9+vW47bbbsvOuqKioqKioqKiomAhRSin7Fljhy859vr5cJpNcTZBpiJWcPy3pE4z7FBdD53V9pfELojySMPoDn11uDHoMCRKmqJh5AaKXrBO+t1xUScrXOBXZUeoLnFRPSu8CPgcvdixaAkS3Glp4jVQNMTo0j59kKBPpsJLF0YcUNAIjLLhRk4x3yhDn0mDROXHDlTJ6NryttBg6QY4xVrorRBsYUXBDluivdeesKyySlByfGbDQIBOdifmJyBmqSfe5+RWODXhGhe23BX/lPnYOU5IgJXn9DhKjd7Bg3DYYtw1GTeuc7I3SaLTuiqG3Gsua1hACDRrdYDl89MCYFEFfDqCF9kQI0BVNBzryw33u74gOvQxjtBiZNFFj1WKkFVpos67Rmm9do7QplG7mDRsVAhc14kxt5njFIuiW1BBID5hjTREfPO2VrXHi1k1dDwDYp0cB+WHrp9iaKJb8sHU/cqmvLPkx144cYdXVcelqgrh6LvCEh43ysDVBxqZmBS183rZNZyYNwdFa8sOeOOf4T5MfqrW/R749RX4kiQ9OevBPgigwg8pRc6bIb4QVs7atMXOH7kxga0jwtvt91ZZVac2n6o7PcThtA92Mu/M2KUrzmg60gUcccQSOOOKIXrkNGzbg4Ycfxo4dO3DyyScDAL74xS+ibVusX79e7HPyySdj+fLluP3227F582YAwM6dO3Hfffdhw4YNAICXvOQlrv2YY44BADz00EP40Y9+hKc//enJ+dx9992OPJlXlNZ4q6ioeGKi2oeKioqKpQ/uNxtCglikfIh9REgPCRL5Dbk+9pJ0RFRIY+faJy2GnkpzlUAyDVYOxAflX1qjPjdhTJ1wVfHxmH+LZnyJfIBJsqOAXLHzQayDF2YvITL4C9OiPjomyPmgfjzLxvTpEo5naszTc/CBwqIlQFLQLLSmmBDJRYVkiJDBJAjbnyVB6PiTRIFIJEgKpSRISV9AZHIHQZv/ikL5QsNYyugGY03i+xKMeBTRMQBJHSnDL/Tl85LmOi/Q6H9t/+CweQcNNIxpMiSIjRAYtw0aWxdE+xogrW4wB6DRIyzH2Dn3G0dUdHcKLTRaUwNEigTp6n/sB1xUSCYaxEy0hUJjvNldBIhCA+3IEItUuisOnjqqj/jo2uJ6H52umPzYZ87NGKZIOSNEcuTHXDtyBeftXFpX7JwUpjfkB438kIqg21ouPPLDkSNtWPB8UORHS2xktCj3Z3R/TloE3fTLEh/kmg+jQGJj1PEUlBEJxSyP4ey8/clpTbu1k+Szm7uCbrQXaomdtdxIq8Q5FaPE/lm5ecCJJ56IM888E+effz6uvfZazM3NYcuWLTj77LNx9NFHAwAeeOABnHHGGbjppptw6qmnYs2aNTjvvPOwdetWHHbYYVi9ejXe/va3Y8OGDTjttNMAAM9+9rPx2te+Fr/xG7+BP/qjP8Lq1atx6aWX4oQTTsDpp58OAPiTP/kTrFixAi984QsBAH/2Z3+G66+/Hh/96Efn52ArKioqKioqKioqYHxf1snBSe++l50pMnWAzUATkyBunoHDvsC3Js2xLwqE+/D6xpo2aiUxl3xNDGE+1Hco+K2UNn5e8fhj+RSieZnvT5IcoKQKMiRCD7lCx3aRI0BIkmQIjNSYQ2SDl6U1hMlMiAP8HDxrHHQECIclRAZFhgzRn0s75YWyJEgR+ozTrI1XCrNIpRUYuOH6JspLWEoKCKTGkgE/3hmSIjUF1sLDOsSlggq8GDo3DWM0WGbSYdnvAC1m3pg6IQAMOdD9OI6hMTLecFo7JB7fEib9f3NLZoyE48jJd3Pz65T8kOYjFSpPRX64YyByfhyf9kqaR6DfkC003RUlQuh8aYorWgQ9hYmvJs0+zbqi4wXriQEp+WHAyRHXJukV50aML3reVlHh2zBBgXO6TeSDcbTZMQMjvxhCfz/2sY9hy5YtOOOMM9A0DTZv3oxrrrnG7Z+bm8POnTvxk5/8xLVdeeWVTnbv3r3YtGkTPvKRjwR6b7rpJlx88cV49atfjaZp8Iu/+Iu49dZbsXz5cifz3ve+F9///vexbNkynHDCCfjkJz+J//pf/+u8HWtFRUVFRUVFRUXFzJHzqU1JguTHLfQPDtArpsKymManVxgl0js/4TFsWp2BLhsFUkBO5OY0U8zQ/7ZYsBieg2eJg54AsdCmPkSBYD9D3IdpiqJTozaLuQwZbwgyRrM3z9+s53IAYI9xwUmSHPt8IKHhX7nOyVTMFJ2zvCM5FIwTXSmMAB9R4JzvHfNIa4FAGUe8btBAo1EtGsA46FuM0RDCo0FjIjwamxbLhVuyKBAAUiQIAPFHv4HuLQhOkSM+cpEfwXaC/KA1P1z0B2yh8yYkPjQhTHpSX4V/i5DkCIqdC6mvPCni17W4GGIM5nJ0i/JOf+f8938XR35ou83+ZqZfkA4LXEe4DVA9XrqE57K1kqB09GKKs3/0bRmyowtzZnODqQeifWetyUsveroaIEX2z8rNEw477DDcfPPNyf3PeMYzXBi+xapVq7Bt2zZs27Yt2W/16tW47rrrcN1114n7zznnHJxzzjmTTXpalIZcV1RUPDFR7UNFRUXF0kXO5zZNCsRJSJACzKwo+kKjL81Vbv88+Pdy/rdZEiiDkCM2FoD0ELPQpMad9XwWwXPwLDHP3veFhW61W3oE5fZEhXvuVJB1pmWy/aW5UHlhf16fDj+nRe5c0qlJ45G2pFNM63AfO1xVoiPSGfplOSQ9ti14w7lgnOBzUpm+vgR07rnjmDmsI6pvmQDbtm3DM57xDKxatQrr16/H17/+9aTsH//xH+MXfuEXcOihh+LQQw/Fxo0bI/k3v/nNUEoFy5lnnjnR3A4k2tY4xU0tkDFNmdSS1Eom1dKcqTExZwp2d+mbupRNPn3TMszpkSsIPqdH2Gc+beTCnB5hTi9zqaLm0G3v0yO3z0ZJzLm2Efa5tm5Oc2YuYyjMoRGXNrHP6qG6xlBkDDruyBEX3fGMupRVGCXJj33meLvjWmbGGJFzM4oXcx73t435tOmx4tRXluTY346w3/TZ3zYR+WHlu3ov/m9N01/ZRbcK2tQI0W28oEWY+soQIcq1de10W7nFkB+mNoiL/CAyaMm206tcXyenvWy0WHKFjtuGOviYSsPrJwSO7Q86plZkLHNedEee6XaK251S+1edcRUVFRUVFRUVFRULC1s3rrR+XJ+/UNI/VEeJzy4nl5Ip1ZvaZz4nfmPf9fdNk+gqiyqg4w4eQsasdM7H3AZiQaigJfYcvGQiQDh6U2P11QTpy+vHCxp1Qp4VnbYWSCnDKtUB4TU7UsXQh6Awj2EvK9tqqAZlzK3EXrJzlMzpJ+iSIit6a2sIssnCQ4B5D9m+3TxMB59vlt3N7bf0cJhtZjq0whwkmYH45Cc/ia1bt+Laa6/F+vXrcdVVV2HTpk3YuXMnjjzyyEj+jjvuwK/8yq/gxS9+MVatWoX3v//9eOUrX4nvfOc7eNrTnubkzjzzTNxwww1ue+XKlcMnd4BhCRAAGLcKQFf7o2kbdCU7NNAAjakJ0mAENGNSC6TFHLqaFrYmSAPt3uJwRcxdMfTwDziG6mqCoO0KoisbOeGLowPoiqKjxViPnM4xYSBHwo+hK47Oojn4+O5c6CZo49EeQJjuKtgWoj7mdPfTZ2t+dKSOL6I+1y5zER+OSDKfJUXPPflBCCso7DcExv62CSI/pKLnQf0P+13QXdFzrRXQmqiGgPSANyytifwg5EBQ88PIOuIDhPjQhAx269bGmz8K+4zsjGR3+M+XtVEK/vdFdcq0su3GZjbmp8bYfFcU3VldEwXSGBIE/reo6zvFLWKJ/bNyFRUVFRUVFRUVFRWTo23lV7UXIqPILFLCS8hGtEw5ptSf+wKzc8Pkr8YH/jkIfitpboIc1zUlSjO5JP2XCf/hLDFxtpkev6UoPymW2HPw4iVAtH2Nk2CCdFG9qbFSaahKSJA+5IzckILofcXQS8aTwIsolRAkk+7rAS9sPmkdEIUZ1Q/hc0uG4fXvyxeJKh/7/2/v3IPlKK77/+3eqxdRJAUIuhJIRjhUBAGCLQUh7CpSQRVhUxUTcAoSHEAhUBCUAHIZY8LD+RFH2PEDcMAqh4fjBEWGSkJiSOEiF8tV2DIP2djBBhkbpSAOV4ApIZ7SvdPn98d093T39MzO7OPendX5VM3d3enH9OzuPTvd3znnRPupaPy6tdv9ygHy+c9/HhdeeCHWrVsHANi0aRMeeOAB3Hnnnbjqqqty9e+++27v9e23345/+Zd/wdjYGM4991y7f9asWRgdHa09nkHChDtSgA1/pPTiuRDkhE3SIa+QLrq3BGEEwCS1MIJEe1m0IIkAoWyYJggFqcNjeUnRAZsTxAt9ZV67ydEB3V5CCoUEsGKIzQ8ScceKCR4ubhgqt36R8AEARbk+qoS8MnVsEvRA/HDDXrmCR1bX9/woeu6Gvco8eTIhJBr2ShUkPTeiRPiYDioVP0KhwxM2HEHEvvFOOdz6Iip8FN6VU2QKAnvlarimLP2qWTnD1vN+noxthfs+EASJ1EPSe0/S64BubkoZttinDMMwDMMwDNMY6oa8qhJqvm4orKkIXx+Oq9c3Lgd1cmtu3dww3WuqjqHdzcLoQmhoc7zaa5ZmvtvL8Xj9C3+C3oOp6bDNg5sVAqvDWH9tQ2IxvaddeKypouDQfQsVNWj06jxruL3t2bPH2/bu3Rvtct++fdi+fTvWrFlj90kpsWbNGmzbtq3SsN566y1MTEzgwAMP9PZv3boVhxxyCH79138dl1xyCX7xi190eOLTSJu8BW4OkFyZ/kX181lk9RLKm/40JJOfDLz42DLaR7QuyZyg0a5+NgYRFT+i4ynwIsmJHzYJet7DBCh+b+Jj9ZOeZ7k/pG1D9rMQ3tbOI6Fjsxlplwvt5x47FDac/a7nR1jXE0Riz2uMr4icwOIdS8TrmTK9ryc/P0Pm+sswDMMwDMMwQ003eUI6PWQ4F9hf5wZTfN69Xnyf8rXCQf6aDNk8eHA9QIpwDVkNBbbUE6SGF0i+TuB1UaJUFnqQ1FGTy8Jg1aGOt0e/XA1jam2ENOmtyOoqAlrVx9PTZElmzBXHXrltjf6mPDE7kH7PyxKrmDoAlixZ4u2+/vrr8clPfjJX/ZVXXkGSJFi4cKG3f+HChXjmmWcqDevjH/84Fi9e7Ikop556Ks444wwsW7YMP/vZz3D11VfjAx/4ALZt24ZWq1Wp30HA3O1PBCQq9fIQQkK2EiQ27JXONYEWpCKMSJUmGxewjxPUwgwkSIS07q0zRIIJNeKHwhJKJytPbVEaGmtEh8AKw2FlCdfNa+P14XqDAFlorUR7V7Qiv/Bx8cJPRu7WC70+zL62nh9BEnPj8WHraiFjQucRcUNfpY+xXB8yEDcyMSQMfVWU9Lws9FXmCYL2oa+0QBB6f7i5N4AgvBWc5xQ+9xOj27bIXncUAsuIE+buGQFrG7PQVzrUlaIsBBYCLxClPUWkfh+M70iLYEN/yew97Jgq9s/UY3pH6vY23aNgGGZQachkm2EYhumCbtaiysLem76BeP9VvEAi7UujxsTC1lclUt9GcqnaX81j2nW0CiGyYmtu3rpVpI/cOl/huOF7XZS0KVwrc9fbytbeisq8MVRcj6uxdmhC6qcvsja5qDJdriXWZsjmwc0TQFxqiiG9EEEqhZ4qyQVSMrj88d1+qobByvUbiBgFRi8XBqusLyIdDy9ezzN+RccrEyUqGVhn8cwYi6A7E72nqF27HwDPuPbDqBQZtZK6hWOFngf2y9WvRg6QF154AfPmzbO7+5V/48Ybb8SWLVuwdetWzJ492+4/++yz7fNjjz0Wxx13HN797ndj69atOOWUU/oyln5AStqFcCEI0KGvgBbQSrxcICYHiPE6GNE/UiMijZ+aCggTUM4FjMkHonRdGXzALaiI+OELIQDQEqk40ALZfaCWFklgc4UYJiqceyiIuIKHKc/ti+T6MOVFwocRNVzhAwAmVEuHu8raTerE6WEIrCznRyoIuXk/vBwgjtBhQl9NJqkcpJRM13rtowCMYKIFDtL7KBQ+lPmtQTznhyNs2AToRvhwc4I4j6HwEYbFAiJeJQ5Fd82Eu20983NhxQ9fCIEACJT+/OhdpPSjDpeV9i+yk3NzgSQie586YchinzIMwzAMwzDMwKMUYG5gNGKDuz5XJmC4VBFCOhVB2hH2USSCeGuIznjK8nsgEEGKjt2rG5or3USNyAK9M97YOqCevnnre3XFhsixwzD7Lv4x0jEV5vqtORZ3fbJQwChZ3ysVO8K6plpsfRR6faAbhmwe3GwBxKWdUbPVSFeLGbhqxqybXCB9S4aeH2Q9RbmD9oIoXYyraP8rGYzwuJ0KD120M0akbypqhTEUe4qIbNVwCtXfOjlA5s2b5wkgRRx88MFotVrYtWuXt3/Xrl1t83d89rOfxY033oj/+q//wnHHHVda94gjjsDBBx+Mn/70p80SQLQngBB6QVymC+SAghSZXCEFgYgwqT1CpE6OboVEpb07TBJ0mH2kn6Y9hQKIQioWlAkhaT3t4aETpdv21hOj/q9hKJpEPT8Cr5CiUFeu8GGTnFuhI0t27ooaMa8Pk+R8gjKhA4AWPlKBxAghRGkydFf4MEJIKoA4+UBynh+p+EVIRY9QADHihn2MiRv6eSzZuQCceun7mz2a3x34wgdlZsdVMYpygBS6DYe2yTmcbeeJH85zOLZPIPvdUXkRRGjBxB5A6PevQ4Yt9mljiOWCYxiGMUxDeBOGYRhmiihbjwo9hMPXZTc9A/E1vyIxxVzfe2tU5Z4gJhSWiIkbQOciSFFdd6xVo7zox5yXR9VyOOt7VaPUVEm2XrQWGtw4Z+ay5obnSlFfAqElLKvjFZIJG/q4/VxHtAoKvPOPe6qkdXt1M/SwzYOblQOkCqS6uyCOtW1SCIZeux5V/SK3q1dUTnWOUa1a23++WHEXH3GVGIGNzznSh7h/M2fOxIoVKzA2Nmb3KaUwNjaG1atXF7b7zGc+gxtuuAEPPvggVq5c2fY4//u//4tf/OIXWLRoUa3xTTekF67T59mCOQAvkXaYcBvO/sTbl4VqMqKAWfxP9KK+u7nCQRZeyhcSQk8M0xeQ5e9QkLktJFZu+3fHiCzMle3fGa8RP9L2Mip+eOdpxBNzjKBNVuaHvLLjdsNeuYKG83m4+8kJe+XmATGhzsxnTkAmbtjnRuBwHgHYkFdWrHCe67bWA8R+uQJBw+vfKY88N4Q5QISzoWATBfVCISV2bJuPpKDffP3gYrkbGzxksU8ZhmEYhmEYZlDp+yV1LwT02onZe3RSdfsx9Xu9ptnF+Qii6Nysp2tmXa7R1RrLdE0BK6+Pdnlj/BDNg4fHA6QmpeGwqrQPvUCqhroK6Vd+jUGgisLbBXVUzZ7mATEQPNW1nctcrE1jUOEqZUGdmmzYsAHnnXceVq5ciRNOOAE33XQT3nzzTaxbtw4AcO655+LQQw/Fxo0bAQCf/vSncd1112Hz5s04/PDDMT4+DgCYO3cu5s6dizfeeAN/9Vd/hTPPPBOjo6P42c9+hiuvvBK/9mu/hrVr19Ye37SiF8pBpBfI0/fXLJYrEkhvuAg8N6zvo/bCECpdoBcEiVQYkESAMI8qFQIozd2RhrJKX7eEgiJhU+4oSNg7Xgg614dTFxISyoogLVOuMfk/YiIIUBz6ym3j7dOiRbpfRMrz4kfoTeKKNn6bTOwIE68X5fxwxSgrbiATPDzxQ/cVXitkoojZEbxJbf7NrJOEJ4L4z2Pig2hTHvaPsF2FsYV37rjuvd7dOOa1riv0NZXxXiHT1vTljIXc8zUVCi6yK1PF/pl6DMMwDMMwDMMwDNN0hmwePLwCSN3YfO2omxC9xO2sUjL0qBtZyTl1G/KqHWXnX1foqCj6tE2kBHR/3jEXvrZtUOoeJ1AhmVMbIaRtrMF2QkoYKqtbqqi6Hai+Z511Fl5++WVcd911GB8fx/HHH48HH3zQJkZ//vnnIR1h8Utf+hL27duHD3/4w14/JtF6q9XCD3/4Q/zDP/wDdu/ejcWLF+N3f/d3ccMNN/QtF0m/sImbldR5OiQS+5mnCdEhFaSSIEGYEGneDSlakGTyghCgRjBDJlnuDyJAAi0y+UFELieIhLDJ0Q0T1IIU5IXESnN9UPYasKGx0lH6d8a0C4eVC30VhLkC8qKHnwNEWgEoJny4+T4SCnOBZN4xJs+Hm/Mj0WJHWc4PN+H5pA5jlShpc34oFXiKxEJfUZuE507ODwAQ5kuhnDBX5Lx2BA2b48PUoYJcH+5zjdcXnLKYEFIBa9/MRyuQ2TQRiBzIBBKhbavJCWLbJCJ1gRYmIFb6O0uS/PetE6re1dKQO18YhmEYhmEYhokwzDcoM0xdhmwePLwCCIB2eUEK84FUzSfSLheIF8OvQw+RsJ8qYzDHCmMAhonQw/h+ZQmUejBWoFxk6DpOXXB3cbS82/7r9F3leHXGVFQ32N/T5OfuQdoatc6M3vr167F+/fpo2datW73X//M//1Pa15w5c/CNb3yjo3EMGqQEVCIgJCCESPNPCQFXbTTeAi1BEILSJOfI8ntIoYAWoBKBRCZQJDCixRCTEN0mRgegpIAkwgyRQAmT64PsY5oBROTEkAm0IEnZsQBpEnUjMEi78t6qdO6ux0Xo4RF6guRCVhWIHgBygkfm6ZEXPoy40anwEcv5YZOgJ7Iw5wcI8BKet8v5UUH4sM9D4cPNARKIHlGPEPc1InWdfaWIwOMjFEHcTWXdCu9JJvKS1D/XKt2fStACJAiChI5N26Xxr3RR14wLP4ZhGIZhGIZhGKaEbtcP+0R/1vuKGK558OAKIBTcfupS947/XnmD9FANruQFUncsvfICKUueVCWhEgLvjSrjyiWGQk/CZwkFUGzN1TFmbQ1IxPC5oVsqixydGNA2bdqN3RtnN/TJA4QpwVkMV1JAGrECqRAiSSBRyHmCxJKiS0FeUnRIoKW/WCYxuqnjJkeXJD2PEKlzekiR5lpSaFnhoaVXqrOk6NkXs1XznzlxvtSuV0jieH/EPD3S/ZnwAWSiR+jxAaQJzN1wVybBuQllZRKfG4EjTHYOwCZDT/Rr0s+VK3wYUUTJNHyZ3k8qyw1CVviAn/DcJjcXgfCR7rPiRfg6ffN8EUQFHh+BAAIUeHoEr4u8QGz7Elx75Hl/mEd96ta7IxRCjO4hTAdkh2BFEP0WQQhA6u9+N+ZpyO58YRiGYRiGYRhmiOl3hJgIfQk7z0wvQzYPHlwBhKlMW0+U/Z0BVW4bhSoRJL06TM8wi95axSIYjw+yeSSMt4V5LSOrz+H+LJF3mrED2qsDgJPrQyDNCZIg0blBTK6PVFWU2f8UqfhxdT4QIBM0Wm1Wx5NAzYvl/TDnBGTiR7ZfesKLm+fDJjyn7NH1GlFOO+MFkr1fRR54+T7Ncy/BuXmkbH8hJBxPD5Hts+Xw9xW9pYFXhk087rwubW/KIv3440gfqobAspH5XFHYtdGU7Uob5Mv9Ctm4yJYJm1yvMJdKHarYP1uPYRiGYRiGYRimItMgVkwVU+utwPScIZsHN1MAMSsadYxEiWdFNwnRayVDLyqr41nS69wmlY45zQaZdFATN1fH9I2mayolSy/Dze8xVagEQFKhDtMz9IK5UDqPgXbKUkpACLKeBkIQkOYkx6R+LQVBaM8PKQmTCpAtwqRqATKBhACQJkYHSSSCANKhrOyKdhrCqiUUJtQIWkI54od+BAABJAQrILgeIQnS5OiGqr+LruCRwBU4fNEiLU+Pa7w63Dwfpq8w54fx3nCTmJfl+1BOmfEESQLPD+UIHWHODwo2pRzhJJbzw92cnB/CDYEVPmrPkJyHh90XaWs+muwj99oDxR4htsxpbygzTzb3hyNkGDHEeH14uojy69nxmXoq9fKg4Nyy91Ho8+riN6yK/bP1GIZhGIZhGIbpGcrc9Ffxxl8z6SxbYytbV+s02krQrqMblb0w+tXWCb1Q9nWir5hQ+MZzw0SMqLH+11G+2k77jdUzyxJO3Vp5g2NjLRm/13fF8xTOPLbwJsAekD/v8K7BDhiyeXAzBRBDXSGkrggSq183DFY34kG7Y9USTvQ42uQBqTyebkURRRASnbvI9WAsdUJf5YxWD+gojFad8l4aVPYAmXoSkSV2TtLVXuXGsAIgJemwSul734qEwtoHYEQKIEnDWymINKyVUNY7REFAgtL8IJSG2jI5PqSgNLk66UfoR7163iKCFKl40kKqTprXabmf+LzISyV3+vA9O9J9IvdaBV4eRpgwz2O5PtyQVwBqCR/khMQKk52HYa9Kk50DWcirROaTnTuihbC5QByhI3idE0XcfB9umCygOORVgbgS8/woC4OVluc/ZxLCN0nGvmqnlzAUlrff/FRJbYuTbH8m7pAzHqOa6KfdXJMN2Z0vjUG5XzyGYZiAhoRbYBiGYTonFBHc120FBvfaPLZu5s5TY+t+Ybtw/TGWO7hMBAlzBAPZDdJuWUwEiZU74ynN5xuuBValSCCJofsuDIUfDa/v3Ojsrl0Fa31pbsdIm+iYnX4c3HU8e0N1ZP1MoGC9z+236tpcBSHFXRO0ckVULBHZwOus+3V7qTRk8+BmCyCGOgvgdT0oKoggU+IF0qngULNdpUToRbk+YsfsJJdHB+daWXmuKQpMaRzDLgWLHui7xXAOkKlHwQofBKn/L1Qqguj32ggfUidBJ5t0PN0vBGEmtKeDFBjRooeSAlLIQiHECCAzRCqIzBAJpCDrEeKKIUon2klFD2gRJEt+boUQ8+0s+ZokwT+Anww9ED8iggcATCid86NA9HCFDjfXB4BconMT/sqIHVWFD4Kb70NWS3ZuhI+Kyc5FktlYgWy/LXeFkSDJuVlTtkJImegRCCXZ6/zn2W6tWujKnq22oofIhA9TRyD9/fAu/jIhxHqBUNZZmgBdt3PcSUQ3SdCHLPZpUyAiUP9+1RiGaTjENpdhGGZ4CdbNXJsfPq/lFQKUiyFVboAO16vCtlVFkNwY2qyDtRMUwno1vEEKvUDC8qr9O2tb2WI+pfPd4C12+y694djrU8/6yoSRQNAo7LtMVHH7KFtfNHNk5IWNcC5b+eZnM48NxRIU92/DQne5tpiNZbjmwcMhgADZG97FYnU3obA6Ol6nuTuqiDhlIkylY3QouHTZZ688LLoSLgJDOZXUC4WFrgWeyhAqCCB9OO5+jDC5IBTBah56EZcktEcBUhsi9YK7IAihH5EKIWkydLIXMyMAlP4slRcKKxUPpFCYoUtTr44sNFbLdKJ9TRNkwoM0QoR2M5BCIaFM/PD9QMpxhRBPBAlCW5lzMJ4eadtM+AD80Fiux0da5ic9N14eRvxwvT6MOGIFD3M8EwLLSYLuih/2mkGHyHIFDy/Zufvoih8Fyc5zwoXjERLuiwkcRiwBkAt91Vb4cMuQlXn7CvAi+OmLtXRfanhJCyH2Ok7pcpnVtRd46RfARmUznZK5O8Y9z27sUxX7Z+oxDMMwDMMwDNM5ev5blVAQb7vGVtcTopOQWHU8QWLrdkWhsEqOG72ZORQrYh4ldYiEyaq9hqcAIWM3UsNby4ou+FekTOyo5MnRbl0tFGOmI2VA1bU/ngdbhkcAGWSmO4cGUxlO0lQAe4BMPRQ8J2HfY/M7lF1D+UnRXdwk6IoElMjEAaXdTRNKV5NN/g+TBF1fnUAiSdsImQqwcFacyc/zkR1X2jBZRtBotfllLPIACb08QvEja58JIea16SdLgp619Z87ogv8ZOambZjAPEuCbsYr4CY/t49mP4nyfxPTPxkBLH3pixfCEygK39JQlDDtndf2eQHecVAufkT7cYUO+PU8IcO7uLU+HP4dNEFd13XZu9MF/rlShfNsy5Dd+cIwDMMwDMMwA8sU3pQ8VXR04/OwUiRu8Vs0eAzZPHj/FECmI5F4Hdzx1VWnp5JaocfidXOua7HyHv9YNEXkiI1z2sauFNDuHn5V5x5/pi3mLTehgQK3TIKEgoIQaeJzIQRIeyG0JOlHBeiQTWg5d8dIQDrhs6CQeoFIACQxokNjtSAgKQuJ1SKVPgdZgcALjQWyHhctExrLWUGfqHzq/pc8JoC4Hh8AouGuTJt2Ia9svg8nSbpJdG77dTw/TKgrAFnoq0i+D6U9PAqTnSeBB4gRKtywV4HnRy6cVYnnR5jrI/QIsbpV6AkCtx55gkLOMwT+flsWwbVdwv5B5vEh9D5B1hvEJkvX5aYdwREAPQ+QtAJpVz5hcuh0EwKriv2z9ZheIYTgySLDMIUIXilhGIYZXkqimQghPK+PWteLZWtrRWuEsTbhMcO2pcdxyorO06sj4vsDoqHsTX3zKEV0f+GaW1gu/f1pWeGQisdacDy3r9zzGscpHJMoeF5SL9qXM4/tt/dHpXMpq9vN8IZsHjx8AkiXobAqJ0PvER2HwSrusLfeJlX76yTXR00qiyFVXcG8vusb7kpJzE1ZB2MaKNgDZMoRSqR5HoTzPYPxLFCpNkItgBSEFjyEXnlOFDDSSsMzjbTS/B2KBFpSYUR7N3g5P2SaIXqSJCQIiUzQEulzKdIk5y0dSkvaEFdZknTzGoAOk+UnO495iJThenXEhI5wfzvBw4SrmowKH/FcH67oEQofinRuDyfUVpJIuInOuxY+CKkDTlXhI8gBEg17FesDoTCSFzxCj5NS748yj5LgibW57qOATX4uBDlJ0NOlLpK6vJX9XwhK9/uhugSUCf02gjRpeqcM2Z0vDMMwDMMwDDPwOGs/fRM9bIeRxawqwkesbdDOG2sboaF0DFX6ccs6WReMCByFZZE6dr0uJiDo0N3RNjWHmmsTEyIECgWVfL2iz6XgeayeOZ4omOe26yM8TrgsHX1PC8ZZ53hlDNk8ePgEkKp0K2p0kwi9U0rEiJ4LKT2gL7HwXCFBEdCq2H8PBYgq8QQLz73qONx6gyCesAAy5YgEEIkASdKPpoRA0OGpZOqdYRJip54g6eNk0ko9QKAfpYJKWukivRRWFHGFEIN5nYkfETGECJNIc4ZIHY+oBYVJSPsayDxEXFrBXQRJ5ErIC0kV9fYIvUIy0QOAzffhCiHW08MRQgBkic1NyK02woc5XujxQZTm9yAyzwPhw012bh6Rfs454SP2uhPhI2yLmBBC2X74ZaEAUih+eB4gcVsQ2kTrwWGED+d5KIZA5wixFc1TY5oI/gU1ARLp/w8poKYGFwx8uC78GoMUnU3cGIbZP2iCOzfDMAzTFeEa15QIH0Vt23l9RNoVih9la4XtzjEiQES9P8L6dSPLtPMOcWn3fkWFowp9CeH/3JeJFSV9VvImESWXFlWFkApjccfjChnuuPICB/mvKx6na4ZsHrz/CiB1meqwWYMepsuhb0l/psCrxGMKhYZuQ1m1a++V98IWKfcW8LI6TM+wngFC//C4+9IPmMzd74L0b066EC+l2SegiCBIQFAmegj95ZAQaaQtHVvI864Q0B+5yQUSeQ0AJLUe7NgsarPaHNg2Ffkyx3N5mPFJT/iw+yjL12EFkkD88Ovoizqnjm3jiB/pa9jnpk1+0/vNR6Q/L/I+u+ARyAkNOQED+f1FXh6I1C0rR7AfiIsf7YQPT/QoMAUiKPByfdg6mSl298Foau45wBE/gnPK9gsIou5ygFSxf7YewzAMwzAMwzA9Q4r619ntFvv7sdZWJn5Upa6HSCf1qgosnVKjeZVQWKXtZb3jVaIHAofLtN2v0dUEWDNk8+DhFUA48TgzDTQlv0hdSCUgKo8h066cqYd71z5JQJDOa6CQ3iFAqRcACR22T5en3gjpBVeCtF2igDTxR7r0L0kLH0JAUiYETKKl83s4dxhERBBFLSjtDRITQhRaNgRWQnmPj5jg4eJ6hLiiB4C2wkfoCTLpPteeH64Y4oof5O5HJnh4IofZ73h+AACZR/PcWYAvEj9sonOvzH8dEz/ydc3nhCyPB0U8PcJH4/kRERCKQmD5z8nWMZReZwX20QgihCzXhyt+uCKIHYfxLhLCCiJmTK4YYs9DIdXjurgmq2L/ALaBPUdRmy8UwzD7NQ2525BhGIbpHCLyPLkrRz5xF2RjYoh7w15MDInl4g3XGE0fbv5e53gmZJcdr9ve5EwIPUGKQvrH1jedfUJR6gVSVs+cU7u1UlOuHyvd8Oy+X3Yi5xwnOq50PpjrW6clMPPG8OZet41ZK2kXPcXtoyyii51/huVuv+GEtQhdXpbb1w2r7x47F27fVm4zNm+/N5vuiGGbBw+vAAJMuQhSaoxDYxdzeRuWhOdt6KVI0G9Pio5oZwibiF1ZbFeH6RVCAWIyDeEDHfNUwAmFRboMUl9cSesyYOyQyQmSXn+odAFfKiQk0NIeIkIQRvQXtqXDWRkxYUQkOuwVQTphsAB4obHS19n+tK/s+yBr/vC6SdBdoSN9FF6dUPDIeXs4OT5ioofJ9ZH1lQkhiRPOqlLIK8rED1KO8BGEvspyfaSfYyzReT7kVawuvLBWxeGysjqe8FEUEisieLhiR6c5QADYKFaAcxGqOyChr7WFcPKA+Ndumc02F+R67tGCLwSRTtcmACkEVNKFUa5i/2y9/vDqq6/iz//8z/H1r38dUkqceeaZuPnmmzF37tzCNu+88w4++tGPYsuWLdi7dy/Wrl2L2267DQsXLgQAfOUrX8G6deuibXft2oVDDjkEALB161Zs2LABP/rRj7BkyRJcc801OP/883t+jiGUJKCukrcwDDPMNGWyzTAMw9QkjTucrpkpBTJrZ3of1bjmFmbhvwgpEI1eIGS+nREP/APkxZRAfPFyl4RtY0KIcI7jDq3MaUUIO8ejsJ4jZmQiTVBFP5qb+iCdczAiSKwMgIC5IZCygBA2vrFewzCCiAkBLbWIYQQNNzKAQCaCuHM+Z7CCnDbmhlG4fYaahR6HPUh23mk9R1RxdAZXf7ADCASL3PhjbcJHR+TIiSCRuXahWAL/62Lbk/+8YwZgHtxLhlsAaUdBmKloIvQYgyBYlI3B/GgECm5fx11VTZ4Gug3VVSaWTKfnR+7Y/RBgVIUg+u3CHjG1EJPZojdA+uIJEC3nd8hcCCgBRSq93oLMQkVqkUNKAiFNjt6SAi1JSAQhoTQsVqLSvB0mN0iiZJpHRMhMAAHZfB9GEAGQE0WAlhU/QuFDiuIfxmgYrIi3h1s3FrbK9RQpEz2I0qTnpn/X28MIH25dojT/hw1z1U74MJ+dk+i8rfCR6H/dQMwQShTm+rD/lsp57T7aNpQTPEq9Q9okQ8/2k//axd0XfLwknF06tmuWEyS9YiMBkMySnxvPp+yCkUAtZBfFUm/6udTHgQBkN+tkVewf0FcbeM455+DFF1/EQw89hImJCaxbtw4XXXQRNm/eXNjmiiuuwAMPPIB7770X8+fPx/r163HGGWfg29/+NgDgrLPOwqmnnuq1Of/88/HOO+9Y8WPnzp047bTTcPHFF+Puu+/G2NgY/vRP/xSLFi3C2rVr+3a+AHpwxc4wzFDTkMk2wzAMUxNS2vNDAa1WJhIQZc/boQWFMrGkVByRkeOoSLLzXP9BO7eNI4YIEbR1zyt2s3RMvAj7MLvN21UmmJjDlQkhEl7/7UWSdC0VSJdZKWuRiSTm2l6JnAji18zWZU2bTEgx43HaOCKI248rmlgxxj0XUwRHyDBzTa/MERyopG2sjfDn1HDf1tjanTffhSN4CGTvht+/N2Ui53vR7XRqAObBvWT/FkD6TT8SoVehqsgwZGHCrCo8KKdUQYioJZz0Q9ioCnuATD0q3YSA/qMXhc2PuSB7BwXsxYMAoPR3Suo765VdpJeS9EWY0v/6Mu1HKrvYLwWhJRUkCESkQ10ZEURAUiaEALAJz6VegZYgTMIXO6S9Cqt46s7VmpcMPRA83MdJyoe3AoDEEU2Mp0cV4YPgCx4xjw8A1rOAjIeBEgiTnKcChBFDkCWtT+ALIUZ8cBOdV/T4KBM+PLEkIp5kbcgbBxAII0B64RhcwNXxADE2zN4Vozuwr4VWRvSWCtdOQ/1Mwfn5kgT3YjlTAJFeuCfIzUVqMc13vjz99NN48MEH8fjjj2PlypUAgC9+8Yv44Ac/iM9+9rNYvHhxrs1rr72GO+64A5s3b8bv/M7vAADuuusuHHXUUfjud7+LE088EXPmzMGcOXNsm5dffhkPP/ww7rjjDrtv06ZNWLZsGT73uc8BAI466ig88sgj+MIXvtB3AYQSxR4gDMMUQg2ZbDMMwzAdoEiHgSZ/oT92vR1b0yoTSgrEES+aSyyEVpmnh6kXhrByw2Q5IbKi4bFMO3cdMTz/MiEkCDeVC4sVW/8Lw2K5Ya/KvEGEntva6BSmnVmSSL1BjMBh5lJWxADSuarMBAvPs8PWiYTDcsfvKBmxcFhmjmlFC0fcyNWDL4LkyzJBIqaglIogsZ2h0CL84wGx534jQc5HZ8arp649iIA17fPgXtOMLNsMw0wrpFSljekhJPyFZhNOyb726xYpaeTsd3NYkLP4bxb8AV9AUPDrZAnFZU5oCENT+WXSbkXE6nieHgXih9vGPaZ77rFxklOenqPzngVlrqeH/946DYD8Z6Qfc7k+3PJc3ezRfP6hCCGCetFrEvc61R47eB2OI8A/BpWLH5FxpMnHCbkE6ZHzyMop6pUS5hsJRRoj3kQ3d5wdUNX+GRu4Z88eb9u7d2/nBwewbds2LFiwwIofALBmzRpIKfHoo49G22zfvh0TExNYs2aN3bd8+XIsXboU27Zti7b56le/igMOOAAf/vCHvWO7fQDA2rVrC/tgGIZhGIZhmClFz1Ps1o6CdYtCb5GYl0g7Eb5sHE5/xcf0Ep9U6zfqDUJ+WZmQVAXr/V9xTG36KcOdv9n5aEVEUd1wXlpEu0OFY5sOqh53CufBg07fBJBbb70Vhx9+OGbPno1Vq1bhscce69ehGIbpN+FFRdHGAOiN/RPGAyTJ7tYX+jWUsGGRYB8BSgQokaAk9VhQ2mMhSQSUkuk+JZFob4hECb3JdCPhlElMKolJkkjIea33TVIr3VQL+5IRTCqJfUkrfVQtXSe/7VMj0c2v0/L7UOHW0m3ydRIlMaFamDDtzbmZch36yuybSNL3QTnl5r1KEvOeac8PJbP3MdH79CPCz0N7fAjn8zEeHSIxn6XIfb5ZPWE/f5iyXD3/e5H1m17syoSyfW698HlCECqtK5OgjtJl4fEU0v5VfpOT6WbHlCDbZ+p5bZEdu/SYVHwObnlk6+rul6r2T9vAJUuWYP78+XbbuHFjFwcHxsfHbUgqw8jICA488ECMj48Xtpk5cyYWLFjg7V+4cGFhmzvuuAN/9Ed/5HmFjI+P25whbh979uzB22+/XTjmnlwDKuKNN954K98GFJ4HMwyzP9OtDSTXviuVrTMoBU8YKFp0rbJOYfoK+iQib8vqR357SPlCSK7cOXZJXe9Ybpt2IojpwzsO5eq3FUEKyq2IYIYRfR+Dc3VvmFOUu4kt7ddpYxxkzM1suefIvadh9AHhnat/LNuH1ybrIy+yZP3lyoK+CoWPoDy8gdC7iZHc4+aPF960KChyXFMWG0e3cfprzoMHnb6EwPra176GDRs2YNOmTVi1ahVuuukmrF27Fjt27MhN4qedbvOADAMxV7j9eRxMHhWztAENMXr9plf2L100NknPKUto0Ep/lIlEuq+lf9dI6FBA0P9HKl2gl5S6llL6GUpJkDJNfq5IPyqCEISWdrVtSQWhw14JwIbAMvtMTpD0UCYHSMsPi6XJ5wHJX6jGPEPcROhFYa9MXg+zz4Sy8l7r526oq/Q6MQuJ5eb58MJdEUAqPQOb40N7c5Tl+jDhq8qSnHsXO1YEEU49ePWiobD0Y9twV26YLOiLYPf49sIT2QWhdzHmXITai1zTJn9RG30NAEILOs5r6LfNPje5PkTq02vKSLs+kySYXCAkhM37AZn+lJPU32vtZZ7mxQHkZGQ8Vali/wBrA1944QXMmzfP7p41a1a0+lVXXYVPf/rTpV0+/fTT1cfZBdu2bcPTTz+Nf/zHf+y6r17ZwDQJOjsqMwwTZ1CToDdqHswwDNNjemIDjVigZBoGSwsBNmxUFRHExeTFLcJNRh60i4bJCgX4MF9ILleIVxivW5QsPZYbpF1IrAht84KYw3SbE0SPrTAxullDcHOC6L7d8Ff+c3991ktobsdSkBQ9EpIKgBcKKxZySiALsWyPQ36dsF/bzsajQu4xGoor0k+0je0rkgvE+TqYqFW2r25EkJrz4EGnLzPLz3/+87jwwguxbt06HH300di0aRMOOOAA3Hnnnf04XDkN+SBKGeA7nJj9hHQluM3W2fe07h0i9957L5YvX47Zs2fj2GOPxX/+538GQyVcd911WLRoEebMmYM1a9bg2Wef7WhsndAr+ycTQEymC7fWU0CZO/RFmiR9UgCTIs0poQAk6WtMCtCkTLdEQE1K7c0goRKJSf3abJNKYiJpYd9kC5NJ6hWxb7KFCe3RMWG2JN23d3IEe5MR7NOeFnuTkexRl+9LWtiXtPBOMoJ3dN19qoV3khm5zZSl5bq+Oc6k7tM9hn7cp5zx6HoTSmKvPva+pIV9kyPYN5me24R51OeRKInJRGJyspW+D5MtTE6m71G6tVJvD/0+UiLt+4pJqd9rmb7vidCfi7MlQn9+qZglJoX1sHA/X2naOh4T/ucd37KyzNtDTqb9mufZlnpdpJ4YaVuzXyaZ14bdN0mQE+kmzL4J7bkx6Xh5mM3rQ/cZbtYzxGzZ+N0+3ONl5xWOEU6//vtkxuX/D3XxT13J/mU2cN68ed5WJIB89KMfxdNPP126HXHEERgdHcVLL73ktZ2cnMSrr76K0dHRaN+jo6PYt28fdu/e7e3ftWtXtM3tt9+O448/HitWrMj1s2vXrlwf8+bN8zxFXHp2DagS3njjjbfybQAZqHkwwzDMFNMTG0iUeoGQApTjjRF4TFTZACDn7RF6fhTdzR6pG++f4Hp0ePODsDw8hhV7/D5s/+5mxlE43sgxQq8ORfpmuIKtYJzCeGuo/PtlQx6HZTA36jl96MV5r9zp260T9QRxvFW8cMqmPvRzle2L5bn0vFWCNf7wJsBcGGqExw0f/XG7WyxUcyzEs3e8aD0R789uwo6pq1vMa86D69DrdcAq9FwA2bdvH7Zv3+7FjJZSYs2aNdGY0Xv37s3Fy2amiWEQi5i+QIoqbXUxd4hcf/31+N73voff/M3fxNq1a3OLfYbvfOc7+MM//ENccMEF+P73v4/TTz8dp59+Op566ilb5zOf+QxuueUWbNq0CY8++ih+6Zd+CWvXrsU777zT8flXpa79A0psoPnBs2F8hA195HoWpPtEFjaJTDimVBQx4ZlIb0rnCzGhnbLQWGmZCQFlkoInTrgoGyIrCCOVD4+lw2bpzXhbVNmIhG2nIKIhrsLjuuPyy4UNb0W6nAD/nHWicy/MlfEIMe8fwb5/ftixiMeH/RycCy/z2nyu5gLPDXWlss/a8+Kwn39+S8uKwz7ZzVy8uf2btuTWzUJhpQna9UWjMhe0WT3o/YJgBQ0oV9yosKlwc89JjzlB9ly5x/fPzz9f/3/HPnZIVftX1wb+6q/+KpYvX166zZw5E6tXr8bu3buxfft22/bhhx+GUgqrVq2K9r1ixQrMmDEDY2Njdt+OHTvw/PPPY/Xq1V7dN954A/fccw8uuOCCXD+rV6/2+gCAhx56KNeHoac2kGEYpmHwPJhhmP2ZXttAPxQW5R8rhEMsDGll+3WEEL9hfn0sUrcwVFZ2EkEfbllQzxVMnP5z9UPxJuyrXcirurgiCIDQicXDLSsSQWLlrmdJ+DwYdjQMFOCLIMjmvW55Vs/vLyeQBGNpl0Mzn7uToiJH6NWRC3VVsK/o2NFQXkV9dEC/5sH9WAesQs8FkFdeeQVJkkRjRsfiTm/cuNGLlb1kyZJeD4lhmC6hJKm01aXuHSI333wzTj31VHzsYx/DUUcdhRtuuAHvfe978Xd/93fpOIlw00034ZprrsGHPvQhHHfccfjqV7+K//u//8N9993XzVtQibr2D2hjA0t+R7pK6lzBDbJKnSbhhs0K6fpcCy7Aovuqfm691KMLLpSGhqrvf6fdV7R/ndjAKhx11FE49dRTceGFF+Kxxx7Dt7/9baxfvx5nn302Fi9eDAD4+c9/juXLl9s7Z+bPn48LLrgAGzZswDe/+U1s374d69atw+rVq3HiiSd6/X/ta1/D5OQkPvKRj+SOffHFF+O5557DlVdeiWeeeQa33XYb7rnnHlxxxRXRsfbcBjIMwzQIngczDLM/wzawgHYJ05nuGYT57SCMocf0ax7c63XAqvQlB0gdPvGJT2DDhg329WuvvYalS5diEhM9/AK1W9yK60AitygWqRfUySeekfFSZ7/w9rs9OG1NXD2TI0Pk+xVu/gz7PGzXZr/IYujHylBQ5sW5E6Jgf1ZOACCdOm6ZcPqXfrl5bt8mHRfeVLCx5IVT17xVImhvY87n28IMWwTHl/FHt08Kjx+0RayPsL3ps/A4+nbysA/zVghksfIFoPam3g/Rux4qMEl72/5wT2ICAHJ3bsyaNSsaAsbcIfKJT3zC7mt3p/C2bds8ewEAa9euteLGzp07MT4+7t11Mn/+fKxatQrbtm3D2WefXXoO00GRDUz2vmPzG9Ck/oxb5OU8IEkgkwOkpT/vlv6MW/o2hhal/04yzeEhZBoJU0iV5gcx3xVAv85uiSCp0viUgtIomIKgdJlAlhsESOsAqJQHpB1l+T8oeG3yfJBTruDn+rD5P5C9zrxzhY1bSib3BwAYDxBkHiBtc34QUg+Q9CScHBuhRwiyuu4dJ14bf18sL0j6mgrLs33+nSteLhC4bcgfH/J3r6Qfq9Nf+iHYz6tSiFDHfnuvIQptuLXT2tYpJawNJADUyvKBmP8JU0clQDLRuQ2sYv+AzAb2g7vvvhvr16/HKaecAiklzjzzTNxyyy22fGJiAjt27MBbb71l933hC1+wdffu3Yu1a9fitttuy/V9xx134IwzzsglTAeAZcuW4YEHHsAVV1yBm2++GYcddhhuv/12rF27tmfnNjXXgQzDDBvG5nZ6bTsIlNu/FgQppGEuFAS1AOjzJYWiQO7evLKI6I0fkf5UUC/M1RiZj6bVitrF5qqR8ty8NXteOk8F/LmqOx8F/LmqfsyXOccC8vNV26fTj3SOEZkDuvNVdw7a8XzVrVvQJnwsm6v6/WT9kzsuWWOuqucVkH6fFLSBpGBM4fyWsvfKPBek+9U5DgUgoHMMiGyOY+Y37hyHhN6c+Q2EgnL2A4CUic1xSDLNe0gyAUllnycgKKFAMoEEoGQCCZXOf+QkWiKtC6ntlJzEpEjQgkofRfo4gQQtEGaIBJMigYBCIhUmoCBNH/qcIAgtISCkwiyhsOeNLCRTU2lnAwFYO+h7S0ReV6SwZmFyjEiLSN2c7S1bS3Rta6FdLbCpXv0Sm1my3gfUtKVuO9dmlpb54y1b/7OHE8KxP1mdmE11j+fapOj6nXDq5tbV3OM7fThvYbheGLOv8fICG1vVTps2ZWuCgG9rRdbGrBV1sxZYdx5cZS2wH+uAVem5AHLwwQej1WpFY0bH4k6Hb4h5wx5B/XhehbT7nIvKWahlhozXX38d8+fPr1x/5syZGB0dxSPj1f4f586dm7tz4/rrr8cnP/nJXN2yO0SeeeaZaP/j4+Old5SYxzp3H/eSuvYPKLaBP7vt//VvoAyzn1LHBta1f0CaM2PmzJmdDq+QAw88EJs3by4sP/zww3MXtbNnz8att96KW2+9tbTv73znO6Xlv/3bv43vf//7lcbZSxvY0+tAhmGGlrrXtv2kp/NgE/IUAPb2a8QMwzSdobaBAK/JMUyP6Pc8uOpaYD/WAavScwFk5syZWLFiBcbGxnD66acDAJRSGBsbw/r169u2X7x4MX784x/j6KOPxgsvvIB58+b1eog9Zc+ePViyZAmPtcc0ZaxNGScR4fXXX7fhUqoye/Zs7Ny5E/v27at8nPCur6IEwMNIt/YPYBvYT5oy1qaME2jOWDuxgXXtH5DagNmzZ3cyxKFgf7SBdWjK/0sd+Jyaw7CdV6fXtv2kF/PgF154AUSEpUuXDs1nBQzf988wjOc1jOcEDN95DasNbNI1YJO+U00Za1PGCTRnrFM1D27CWmBfQmBt2LAB5513HlauXIkTTjgBN910E958802sW7eubVspJQ499FAAwLx58wb6i+TCY+0PTRlrE8bZ6Z0hs2fP7suCXid3Co+OjpbWN4+7du3CokWLvDrHH398D0dfTDf2D2AbOBU0ZaxNGSfQjLF2YgP7Zf+Gmf3VBtZhGM+Lz6k5DNN5Dcpdzy7dzoMPO+wwexf0MH1WhmE8J2A4z2sYzwkYrvMaRhvYxGtAHmvvaco4gWaMdZDmwf1YB6xKXwSQs846Cy+//DKuu+46jI+P4/jjj8eDDz6Yc1lhGGb/pZM7RFavXo2xsTFcfvnldt9DDz2E1atXA0jj1Y+OjmJsbMwKHnv27MGjjz6KSy65pJ+nY2H7xzDM/gzbQIZh9mfYBjIMsz/DNpBhmDL6sQ5Ylb4lQV+/fn3lcAcMw+yftLtD5Nxzz8Whhx6KjRs3AgAuu+wynHzyyfjc5z6H0047DVu2bMETTzyBL3/5ywDSBGGXX345/vqv/xpHHnkkli1bhmuvvRaLFy+2xnUqYPvHMMz+DNtAhmH2Z9gGMgyzP8M2kGGYMnq9DliVvgkg3TBr1ixcf/31AxcvLAaPtT80ZaxNGeeg0u4Okeeffx5SSlv/pJNOwubNm3HNNdfg6quvxpFHHon77rsPxxxzjK1z5ZVX4s0338RFF12E3bt34/3vfz8efPDBRoWxadL3isfae5oyTqBZY2Waw7B+r4bxvPicmsOwntcwMoyf1TCeEzCc5zWM5wQM73kNG036nHisvacp4wSaNdZBox/rgFUQREQ9PROGYRiGYRiGYRiGYRiGYRiGYZhpRravwjAMwzAMwzAMwzAMwzAMwzAM0yxYAGEYhmEYhmEYhmEYhmEYhmEYZuhgAYRhGIZhGIZhGIZhGIZhGIZhmKGDBRCGYRiGYRiGYRiGYRiGYRiGYYaOgRRAbr31Vhx++OGYPXs2Vq1ahccee2xax7Nx40b81m/9Fn75l38ZhxxyCE4//XTs2LHDq/POO+/g0ksvxUEHHYS5c+fizDPPxK5du6ZpxBk33ngjhBC4/PLL7b5BGuvPf/5zfOQjH8FBBx2EOXPm4Nhjj8UTTzxhy4kI1113HRYtWoQ5c+ZgzZo1ePbZZ6d8nEmS4Nprr8WyZcswZ84cvPvd78YNN9wAIhq4sTLNh21g72Ab2D1s/5ipZtBsYB2abC+rMuh2tQ5NsMF1YHvdfNj+DT7DYgOHzf4BbAOHgUGzgU22a4Nuq5pgg9imDBk0YGzZsoVmzpxJd955J/3oRz+iCy+8kBYsWEC7du2atjGtXbuW7rrrLnrqqafoySefpA9+8IO0dOlSeuONN2ydiy++mJYsWUJjY2P0xBNP0IknnkgnnXTStI2ZiOixxx6jww8/nI477ji67LLL7P5BGeurr75K73rXu+j888+nRx99lJ577jn6xje+QT/96U9tnRtvvJHmz59P9913H/3gBz+g3/u936Nly5bR22+/PaVj/dSnPkUHHXQQ3X///bRz50669957ae7cuXTzzTcP3FiZZsM2sHewDewNbP+YqWQQbWAdmmovqzLodrUOTbHBdWB73WzY/g0+w2IDh9H+EbENbDqDaAObatcG3VY1xQaxTRkuBk4AOeGEE+jSSy+1r5MkocWLF9PGjRuncVQ+L730EgGgb33rW0REtHv3bpoxYwbde++9ts7TTz9NAGjbtm3TMsbXX3+djjzySHrooYfo5JNPtkZvkMb68Y9/nN7//vcXliulaHR0lP72b//W7tu9ezfNmjWL/vmf/3kqhmg57bTT6E/+5E+8fWeccQadc845AzdWptmwDewNbAN7B9s/Zippgg2sQxPsZVWaYFfr0BQbXAe2182G7d9gM0w2cBjtHxHbwKbTBBvYBLvWBFvVFBvENmW4GKgQWPv27cP27duxZs0au09KiTVr1mDbtm3TODKf1157DQBw4IEHAgC2b9+OiYkJb9zLly/H0qVLp23cl156KU477TRvTMBgjfU//uM/sHLlSvzBH/wBDjnkELznPe/B3//939vynTt3Ynx83Bvr/PnzsWrVqikf60knnYSxsTH85Cc/AQD84Ac/wCOPPIIPfOADAzdWprmwDewdbAN7B9s/Zqpoig2sQxPsZVWaYFfr0BQbXAe2182F7d/gn+Mw2cBhtH8A28Am0xQb2AS71gRb1RQbxDZluBiZ7gG4vPLKK0iSBAsXLvT2L1y4EM8888w0jcpHKYXLL78c73vf+3DMMccAAMbHxzFz5kwsWLDAq7tw4UKMj49P+Ri3bNmC733ve3j88cdzZYM01ueeew5f+tKXsGHDBlx99dV4/PHH8Rd/8ReYOXMmzjvvPDue2Pdhqsd61VVXYc+ePVi+fDlarRaSJMGnPvUpnHPOOQAwUGNlmgvbwN7ANrC3sP1jpoom2MA6NMFeVqUpdrUOTbHBdWB73VzY/g3292/YbOAw2j+AbWCTaYINbIJda4qtaooNYpsyXAyUANIELr30Ujz11FN45JFHpnsoUV544QVcdtlleOihhzB79uzpHk4pSimsXLkSf/M3fwMAeM973oOnnnoKmzZtwnnnnTfNo/O55557cPfdd2Pz5s34jd/4DTz55JO4/PLLsXjx4oEbK8P0E7aBvaMpNpDtH8N0xqDby6o0ya7WoSk2uA5sr5lBYVjsHzCcNnAY7R/ANpDpL4Nu15pkq5pig9imDBcDFQLr4IMPRqvVwq5du7z9u3btwujo6DSNKmP9+vW4//778c1vfhOHHXaY3T86Oop9+/Zh9+7dXv3pGPf27dvx0ksv4b3vfS9GRkYwMjKCb33rW7jlllswMjKChQsXDsxYFy1ahKOPPtrbd9RRR+H5558HADueQfg+fOxjH8NVV12Fs88+G8ceeyz++I//GFdccQU2btw4cGNlmgvbwO5hG9h72P4xU8Wg28A6NMFeVqVJdrUOTbHBdWB73VzY/g3uOQ6jDRxG+wewDWwyg24Dm2DXmmSrmmKD2KYMFwMlgMycORMrVqzA2NiY3aeUwtjYGFavXj1t4yIirF+/Hv/2b/+Ghx9+GMuWLfPKV6xYgRkzZnjj3rFjB55//vkpH/cpp5yC//7v/8aTTz5pt5UrV+Kcc86xzwdlrO973/uwY8cOb99PfvITvOtd7wIALFu2DKOjo95Y9+zZg0cffXTKx/rWW29BSv/fpdVqQSk1cGNlmgvbwO5hG9h72P4xU8Wg2sA6NMleVqVJdrUOTbHBdWB73VzY/g3uOQ6jDRxG+wewDWwyg2oDm2TXmmSrmmKD2KYMGdOagj3Cli1baNasWfSVr3yFfvzjH9NFF11ECxYsoPHx8Wkb0yWXXELz58+nrVu30osvvmi3t956y9a5+OKLaenSpfTwww/TE088QatXr6bVq1dP25hdTj75ZLrsssvs60EZ62OPPUYjIyP0qU99ip599lm6++676YADDqB/+qd/snVuvPFGWrBgAf37v/87/fCHP6QPfehDtGzZMnr77bendKznnXceHXrooXT//ffTzp076V//9V/p4IMPpiuvvHLgxso0G7aBvYdtYHew/WOmkkG0gXVour2syqDa1To0xQbXge11s2H71xyabgOH0f4RsQ1sOoNoA5tu1wbVVjXFBrFNGS4GTgAhIvriF79IS5cupZkzZ9IJJ5xA3/3ud6d1PACi21133WXrvP322/Rnf/Zn9Cu/8it0wAEH0O///u/Tiy++OH2DdgiN3iCN9etf/zodc8wxNGvWLFq+fDl9+ctf9sqVUnTttdfSwoULadasWXTKKafQjh07pnyce/bsocsuu4yWLl1Ks2fPpiOOOIL+8i//kvbu3TtwY2WaD9vA3sI2sDvY/jFTzaDZwDo03V5WZZDtah2aYIPrwPa6+bD9awbDYAOHzf4RsQ0cBgbNBjbdrg2yrWqCDWKbMlwIIqKp8DRhGIZhGIZhGIZhGIZhGIZhGIaZKgYqBwjDMAzDMAzDMAzDMAzDMAzDMEwvYAGEYRiGYRiGYRiGYRiGYRiGYZihgwUQhmEYhmEYhmEYhmEYhmEYhmGGDhZAGIZhGIZhGIZhGIZhGIZhGIYZOlgAYRiGYRiGYRiGYRiGYRiGYRhm6GABhGEYhmEYhmEYhmEYhmEYhmGYoYMFEIZhGIZhGIZhGIZhGIZhGIZhhg4WQBiGYRiGYRiGYRiGYRiGYRiGGTpYAGEYhmEYhmEYhmEYhmEYhmEYZuhgAYRhGIZhGIZhGIZhGIZhGIZhmKGDBRCGYRiGYRiGYRiGYRiGYRiGYYYOFkAYhmEYhmEYhmEYhmEYhmEYhhk6/j8pTtgj14HPcAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the spatial grid\n", + "if __name__ != \"testing\":\n", + " nx = 50\n", + " ny = 100\n", + "else:\n", + " nx = 6 # must be even\n", + " ny = 10\n", + "Lx = 1\n", + "Ly = 1\n", + "x = np.linspace(0, Lx, nx)\n", + "dx = x[1] - x[0]\n", + "y = np.linspace(0, Ly, ny)\n", + "dy = y[1] - y[0]\n", + "X, Y = np.meshgrid(x, y, indexing=\"ij\")\n", + "\n", + "# Define rho\n", + "rho = X**2 + Y**2\n", + "plt.figure(figsize=(20, 3))\n", + "plt.subplot(1, 5, 1)\n", + "plt.imshow(rho, aspect=\"auto\", origin=\"lower\")\n", + "plt.title(r\"$\\rho(x, y)$\")\n", + "plt.colorbar()\n", + "\n", + "# Generate the PDE data for phi by fourier transforms\n", + "# since this is homogeneous PDE\n", + "# and we assume periodic boundary conditions\n", + "nx2 = int(nx / 2)\n", + "ny2 = int(ny / 2)\n", + "# Define Fourier wavevectors (kx, ky)\n", + "kx = (2 * np.pi / Lx) * np.hstack(\n", + " (np.linspace(0, nx2 - 1, nx2), np.linspace(-nx2, -1, nx2))\n", + ")\n", + "ky = (2 * np.pi / Ly) * np.hstack(\n", + " (np.linspace(0, ny2 - 1, ny2), np.linspace(-ny2, -1, ny2))\n", + ")\n", + "\n", + "# Get 2D mesh in (kx, ky)\n", + "KX, KY = np.meshgrid(kx, ky, indexing=\"ij\")\n", + "K2 = KX**2 + KY**2\n", + "K2[0, 0] = 1e-5\n", + "\n", + "# Generate phi data by solving the PDE and plot results\n", + "phi = np.real(np.fft.ifft2(-np.fft.fft2(rho) / K2))\n", + "plt.subplot(1, 5, 2)\n", + "plt.imshow(phi, aspect=\"auto\", origin=\"lower\")\n", + "plt.title(r\"$\\phi(x, y)$\")\n", + "plt.colorbar()\n", + "\n", + "# Make del^2 phi and plot various quantities\n", + "phi_xx = ps.FiniteDifference(d=2, axis=0)._differentiate(phi, dx)\n", + "phi_yy = ps.FiniteDifference(d=2, axis=1)._differentiate(phi, dy)\n", + "plt.subplot(1, 5, 3)\n", + "plt.imshow(phi_xx, aspect=\"auto\", origin=\"lower\")\n", + "plt.title(r\"$\\phi_{xx}(x, y)$\")\n", + "plt.subplot(1, 5, 4)\n", + "plt.imshow(phi_yy, aspect=\"auto\", origin=\"lower\")\n", + "plt.title(r\"$\\phi_{yy}(x, y)$\")\n", + "plt.subplot(1, 5, 5)\n", + "plt.imshow(\n", + " phi_xx + phi_yy + abs(np.min(phi_xx + phi_yy)),\n", + " aspect=\"auto\",\n", + " origin=\"lower\",\n", + ")\n", + "plt.title(r\"$\\phi_{xx}(x, y) + \\phi_{yy}(x, y)$\")\n", + "plt.colorbar()\n", + "\n", + "# Define a PolynomialLibrary, FourierLibrary, and PDELibrary\n", + "poly_library = ps.PolynomialLibrary(include_bias=False)\n", + "fourier_library = ps.FourierLibrary()\n", + "X_mesh, Y_mesh = np.meshgrid(x, y)\n", + "pde_library = ps.PDELibrary(\n", + " derivative_order=1, spatial_grid=np.asarray([X_mesh, Y_mesh]).T\n", + ")\n", + "\n", + "# Inputs are going to be all the variables [phi, X, Y].\n", + "# Remember we can use a subset of these input variables to generate each library\n", + "data = np.transpose(np.asarray([phi, X, Y]), [1, 2, 0])\n", + "\n", + "# The 'x_dot' terms will be [phi_xx, X, Y]\n", + "# Remember these are the things that are being fit in the SINDy regression\n", + "Laplacian_phi = phi_xx + phi_yy + abs(np.min(phi_xx + phi_yy))\n", + "data_dot = np.transpose(np.asarray([Laplacian_phi, X, Y]), [1, 2, 0])\n", + "\n", + "# Tensor polynomial library with the PDE library\n", + "tensor_array = [[1, 0, 1]]\n", + "\n", + "# Remove X and Y from PDE library terms because why would we take these derivatives\n", + "inputs_per_library = [(0, 1, 2), (0, 1, 2), (0,)]\n", + "\n", + "# Fit a generalized library of 3 feature libraries + 1 internally\n", + "# generated tensored library and only use the input variable phi\n", + "# for the PDELibrary. Note that this holds true both for the\n", + "# individual PDELibrary and any tensored libraries constructed from it.\n", + "generalized_library = ps.GeneralizedLibrary(\n", + " [poly_library, fourier_library, pde_library],\n", + " tensor_array=tensor_array,\n", + " inputs_per_library=inputs_per_library,\n", + ")\n", + "optimizer = ps.STLSQ(threshold=8, alpha=1e-3, normalize_columns=True)\n", + "model = ps.SINDy(feature_library=generalized_library, optimizer=optimizer)\n", + "model.fit(data, x_dot=data_dot)\n", + "\n", + "# Note scale of phi is large so some coefficients >> 1\n", + "# --> would want to rescale phi with eps_0 for a harder problem\n", + "model.print()" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "942df264", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-25T20:46:06.327909Z", + "iopub.status.busy": "2023-07-25T20:46:06.327651Z", + "iopub.status.idle": "2023-07-25T20:46:07.117539Z", + "shell.execute_reply": "2023-07-25T20:46:07.116832Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature names:\n", + " ['x0', 'x1', 'x2', 'x0^2', 'x0 x1', 'x0 x2', 'x1^2', 'x1 x2', 'x2^2', 'sin(1 x0)', 'cos(1 x0)', 'sin(1 x1)', 'cos(1 x1)', 'sin(1 x2)', 'cos(1 x2)', 'x0_2', 'x0_1', 'x0 x0_2', 'x0 x0_1', 'x1 x0_2', 'x1 x0_1', 'x2 x0_2', 'x2 x0_1', 'x0^2 x0_2', 'x0^2 x0_1', 'x0 x1 x0_2', 'x0 x1 x0_1', 'x0 x2 x0_2', 'x0 x2 x0_1', 'x1^2 x0_2', 'x1^2 x0_1', 'x1 x2 x0_2', 'x1 x2 x0_1', 'x2^2 x0_2', 'x2^2 x0_1']\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABRQAAAF4CAYAAAAln3XaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOy9e7hkRXU2/lYfYAaBGeQ6gw6IRkExQkQZMV5QJxJi+DLRECFGuUWjMn7yGy+RRAGNEWO+KBoRJFEQDcELERMvRECBh4A3CImIEjVECDiIMYBguHXX74+9q2qtVatq197d58yZmVrP0zPdVetWu/vUu9faVbWMtdaiUqVKlSpVqlSpUqVKlSpVqlSpUqVKlQpotLEdqFSpUqVKlSpVqlSpUqVKlSpVqlSp0qZDNaFYqVKlSpUqVapUqVKlSpUqVapUqVKlYqoJxUqVKlWqVKlSpUqVKlWqVKlSpUqVKhVTTShWqlSpUqVKlSpVqlSpUqVKlSpVqlSpmGpCsVKlSpUqVapUqVKlSpUqVapUqVKlSsVUE4qVKlWqVKlSpUqVKlWqVKlSpUqVKlUqpppQrFSpUqVKlSpVqlSpUqVKlSpVqlSpUjHVhGKlSpUqVapUqVKlSpUqVapUqVKlSpWKqSYUK1WqVKlSpUqVKlWqVKlSpUqVKlWqVEw1oVipUqVKlSpVqlSpUqVKlSpVqlSpUqViqgnFSpUqVapUqVKleaZTTz0Vxhj/+dxzz4UxBv/5n/+58ZwSJH2sVKlSpUoLT33wYSHm7cWIV5UqVVocVBOKlSpVqlSpUqXNmlww5F5Lly7FE57wBKxbtw533HHHxnavF1199dU49dRTcdddd21sVypVqlRpsyaJHVtttRUe9ahH4ZhjjsFtt922sd2rVKlSpY1ONaFYacGJAnPudfnll29sVytVqlSp0mZE73jHO/Dxj38cH/zgB/HMZz4TZ555Jg4++GD84he/WHBfXv7yl+N///d/sddee/WSu/rqq/H2t7+9JhQrVapUaYHIYcdZZ52Fww47DJ/4xCfw3Oc+F/fff/+82BuKD5UqVaq00LTVxnag0pZHH//4x9nn8847D5dccknU/sQnPnEh3apUqVKlSps5HXbYYXja054GAPiDP/gD7Lzzznjve9+Lz33uczjqqKNUmfvuuw/bbbfdzH2Zm5vD3NzczPVWqlSpUqXZksSOXXbZBX/+53+Of/iHf8Dv/u7vztzelogPOaydBQ7PF5ZXqrSlU12hWGnB6fd///fZ6wlPeILavvvuu6vy991330K6W6lSpUqVNlN6/vOfDwC4+eabAYSzqG688Ub83u/9Hh75yEfiWc96FgDgtttuw3HHHYfdd98dS5YswX777YePfvSjqt6rrroKT3/607F06VI87nGPw4c//OGIJ3Um1W233Ybjjz8ee+yxB5YsWYK9994br3nNa/Dggw/i1FNPxZve9CYAwN577+1X9Dsds/axi7761a/iwAMPxHbbbYftttsOL33pS3H33Xf31lOpUqVKmxI9+9nPBgD88Ic/ZO0lc/DPf/5znHjiiXjMYx6DJUuWYLfddsOv/dqv4brrrvM8KXwombePOeYYPOYxj4natbMWf/SjH+G1r30t9tlnH2y77bbYeeedccQRR0x1VmLJNchhba4PAP7lX/4Fhx12GJYtW4btt98eL3jBC/C1r32tWH/J9e+ijYl9FXcrLTaqKxQrLWo69dRT8fa3vx3f+c538M53vhNf+tKX8JjHPAb7778/Lr/88gjwHL+1lrXfdttteNvb3oYvfOELuOuuu/BLv/RLeMMb3oDjjjuulz9f/epX8cY3vhHf+973AAC/+Zu/ibPPPhvLly+fapyVKlWqVGnhyQWDO++8M2s/4ogj8PjHPx7vete7YK3FHXfcgWc84xkwxmDdunXYdddd8aUvfQnHH3887rnnHpx44ole9tvf/jZe+MIXYtddd8Wpp56Khx9+GKecckryIRml22+/HQcddBDuuusuvOpVr8K+++6L2267DZ/5zGfwi1/8Ai9+8Yvx7//+7/i7v/s7vO9978Muu+wCANh1110XzEdHf/M3f4M//MM/xFFHHYXjjz8el19+OT71qU/hEY94BM4555xiPZUqVaq0qZGLPx75yEf6ttI5+NWvfjU+85nPYN26dXjSk56E//7v/8ZVV12F7373u3jqU5+atDmLeVvSN7/5TVx99dU48sgj8ehHPxr/+Z//iTPPPBOHHHIIbrzxRjziEY/opa8PDgEx1nb1fec738Gzn/1sLFu2DG9+85ux9dZb48Mf/jAOOeQQXHHFFVi9enWnjqHX39HGxL6Ku5UWJdlKlTYynXDCCTb1UzzllFMsAPukJz3J/tZv/Zb90Ic+ZM844wx79NFH27322ivJT2nDhg320Y9+tF21apV9xzveYc8880z7f/7P/7EA7Pve975iP//6r//ajkYj+7KXvcyeccYZ9ogjjrAA7DHHHNNnuJUqVapUaYHpnHPOsQDspZdeau+8805766232gsuuMDuvPPOdtttt7X/9V//Za0NGHLUUUcx+eOPP96uXLnS/vSnP2XtRx55pF2+fLn9xS9+4dvWrl1rly5dan/0ox/5thtvvNHOzc0xfHI+3Xzzzb7tFa94hR2NRvab3/xmNIbJZGKttfYv/uIvIrn58jFF3/3ud+1WW21lP/CBD7D25zznOXbp0qX2oYce6tRRqVKlSoudNOz4zGc+Y3fddVe7ZMkSe+utt3re0jl4+fLl9oQTTiiyS+f50nm7T4xEccHRNddcYwHY8847L+uPRqXXIIW1XX1r166122yzjf3hD3/o226//Xa7ww472Oc85zlFOkquf4o2JvZV3K20WKluea60SdD++++Piy66CK95zWvw2te+tpfsn/zJn2A8HuNf/uVf8La3vQ2vfvWr8bnPfQ5HHnkkTj31VPzv//5vp47vfe97eM1rXoPTTz8dn/jEJ/Da174Wn/rUp/Cc5zwHF1xwAR5++OGhQ6tUqVKlSgtEa9aswa677opVq1bhyCOPxPbbb4/PfvazeNSjHsX4Xv3qV/v31lpceOGFOPzww2GtxU9/+lP/OvTQQ3H33Xf7rVLj8Rj/9E//hLVr12LPPff0Op74xCfi0EMPzfo2mUxw0UUX4fDDD/dndVGSW9UoLZSPjk499VQ85SlPwbp161j7c57zHNx///342c9+VqSnUqVKlTYFotjxO7/zO9huu+3wD//wD3j0ox8NoN8cvOOOO+LrX/86br/99mL7s5i3Ndp22239+4ceegj//d//jV/6pV/Cjjvu2GsLMNDvGjiiWCtJ9o3HY3z5y1/G2rVr8djHPta3r1y5Er/3e7+Hq666Cvfcc0+n/iHX31Ff7JtMJrj//vuLXlas0JzWdqVKC0U1oVhpk6Ac4ORoCLhpVCfxSpUqVdr06YwzzsAll1yCr371q7jxxhvxH//xH2owtvfee/v3d955J+666y6cffbZ2HXXXdnr2GOPBQD85Cc/8bz/+7//i8c//vGRzn322Sfr25133ol77rkHT37yk3uPa6F8BICHH34YX/ziF/E7v/M7UZLzvvvugzEGy5Yt6z2GSpUqVVqs5LDjM5/5DH7jN34DP/3pT7FkyRLf32cOfs973oMbbrgBq1atwkEHHYRTTz0V//Ef/5G1P+28naL//d//xcknn4xVq1ZhyZIl2GWXXbDrrrvirrvu6n0uX59r4IhirSTZd+edd+IXv/iFOt4nPvGJmEwmuPXWWzv1D7n+wDDsu/LKK7HtttsWvW666aaZ2q5UaaGonqFYaZOgHODkiILb2WefrfJIcJPkJvGTTjqpTuKVKlWqtAnTQQcdpK7+k0RXbUwmEwBN4bCjjz5a5X/KU54yGwcH0kL6eN111+HnP/85DjjggKjv+uuvx/7774+lS5fOxFalSpUqLQai2LF27Vo861nPwu/93u/hpptuwvbbb99rDv7d3/1dPPvZz8ZnP/tZfPnLX8Zf/MVf4M///M/x93//9zjssMOm9jW1mn08Hkdtr3vd63DOOefgxBNPxMEHH4zly5fDGIMjjzzSj6mUhuAQxVpJub5S0nQMvf5DsG/fffctPttw5cqVM7VdqdJCUU0oVtokSAJCKVjOIsiqk3ilSpUqbbm06667YocddsB4PMaaNWs6ebfddlt8//vfj/pyqw+c7LJly3DDDTdk+TT8WygfgQb3AGC77bZj7T/+8Y9x1VVX4a1vfatv+9CHPoSLLroI22yzDb72ta9h5cqV+PSnP4199923006lSpUqLUaam5vDaaedhuc973n44Ac/iLe85S295mCgSR699rWvxWtf+1r85Cc/wVOf+lT82Z/9WTKh1WfefuQjH4m77ror4vvRj34UtX3mM5/B0Ucfjb/8y7/0bffff78q30V9r8EQ/Y94xCNUnPre976H0WiEVatWFenqe/2BftjnaMWKFTjmmGOKfMpRqe2KuZU2BtUtz5U2SSoFSwlu2mu33XbL2uqaxH/7t397qrFUqlSpUqXFS3Nzc3jJS16CCy+8UE323XnnnYz30EMPxUUXXYRbbrnFt3/3u9/FP/3TP2XtjEYjrF27Fv/4j/+Ib33rW1G/O1/JYRHFwIXyEQD+7d/+DQBwxRVX+LaHH34Yr3nNa7B8+XL84R/+oW+/4YYb8I1vfANvetObsGHDBjz96U/HySef3GmjUqVKlRYzHXLIITjooINw+umn4/777y+eg8fjcbSVeLfddsMee+yBBx54IGmvz7z9uMc9Dnfffbefq4EmZvnsZz+r6pVn9/3VX/2Vupqxi/rg0BCam5vDC1/4Qnzuc5/zVbaBprL0+eefj2c961mdO8aGXn+gH/bNmkptV8yttDGorlCstEkSBUu3wlADSwdu559/Pm644YbobKo777wTu+66a9YWncSf85znAFg4AKlUqVKlShuf3v3ud+OrX/0qVq9ejVe+8pV40pOehJ/97Ge47rrrcOmll7JzdN/+9rfj4osvxrOf/Wy89rWvxcMPP4y/+qu/wn777ccCPI3e9a534ctf/jKe+9zn4lWvehWe+MQn4sc//jE+/elP46qrrsKOO+6IAw88EEBTcOzII4/E1ltvjcMPP3zBfPz2t7+NJz3pSfizP/sz3HfffVi5ciUuuOACfPOb38RnPvMZ7L777p73O9/5Dk4++WQ897nPBQAcddRReNOb3tT7+leqVKnSYqM3velNOOKII3Duuefi1a9+ddEc/POf/xyPfvSj8Tu/8zvYf//9sf322+PSSy/FN7/5TbZKUKPSefvII4/EH/3RH+G3f/u38X//7//FL37xC5x55pl4whOeEJ0b/5u/+Zv4+Mc/juXLl+NJT3oSrrnmGlx66aXYeeedB12TPjg0hN75znfikksuwbOe9Sy89rWvxVZbbYUPf/jDeOCBB/Ce97ynU36a698H+2ZNpbYr5lbaKLRRaktXqkTohBNOsKmf4imnnGIB2DvvvJO1//SnP7XbbbedfexjH2tPP/10+653vcuuWrXKPvWpT410bdiwwe611172EY94hH39619vP/zhD9vTTjvNHnHEEfaRj3xkp3/Pec5z7JOe9CS7ZMkS+0d/9Ef29NNPt894xjPs3Nyc/exnPzt43JUqVapUaWHonHPOsQDsN7/5zSxfCnOstfaOO+6wJ5xwgl21apXdeuut7YoVK+wLXvACe/bZZ0e8V1xxhT3wwAPtNttsYx/72Mfas846y+uWPt18881M9kc/+pF9xSteYXfddVe7ZMkS+9jHPtaecMIJ9oEHHvA8f/qnf2of9ahH2dFoxHTM2keNHvnIR9q3vvWt9uyzz7arVq2yS5YssQcffLC97LLLIt6dd97Z/vCHP/SfP/7xj9sXvOAFWf2VKlWqtFgohx3j8dg+7nGPs4973OPsww8/bK3tnoMfeOAB+6Y3vcnuv//+docddrDbbbed3X///e2HPvQh1a7Eh9J5+8tf/rJ98pOfbLfZZhu7zz772E984hMq3//8z//YY4891u6yyy52++23t4ceeqj93ve+Z/faay979NFHd/qjUQkO5bA212ettdddd5099NBD7fbbb28f8YhH2Oc973n26quvLtJRev016oN9s6ZS2xVzK20MMtZ21CivVGmead26dTjjjDOiJfdAU1357W9/O+68807ssssurO+SSy7B+vXr8e///u/Ye++98ba3vQ3f//738fa3vz3S9ZOf/ATveMc78A//8A/YsGEDdt55Z+y333546Utfile+8pVZ/3baaSeccMIJ2HPPPfGnf/qn/qyNd77znXj+858//QWoVKlSpUqVNgG69dZbseeee+L888/HUUcdleXdsGEDVq5ciXvuuQc77LADAOAlL3kJnvnMZ+INb3jDQrhbqVKlSpUqTU19sG9j2a6YW2ljUU0oVqqUoY0JIJUqVapUqdJioi9+8Yt40YtehH/913/tLGh26aWX4td//ddx1lln4eijj8bHPvYxvOtd78L111/fec5VpUqVKlWqtFioD/ZtLNsVcyttLKpFWSpVytC3v/1tAMB+++23kT2pVKlSpUqVNi7927/9G+bm5rDPPvt08t5www047rjjcMEFF2CnnXbC3/3d3+GSSy6pgU2lSpUqVdqkqA/2bSzbFXMrbSyqRVkqVcrQxgSQSpUqVapUaTHRt7/9bTzucY/DkiVLOnm/853v4GlPexrOPvvsBfCsUqVKlSpVmh/qg30by3bF3Eobi2pCsVKlDG1MAKlUqVKlSpUWE/3t3/5tMe8NN9yA3//9359HbypVqlSpUqX5pz7Yt7FsV8yttLGobnmuVClDf/u3f4ubbrppY7tRqVIxnXbaaXj605+OHXbYAbvtthvWrl1b9Bv+9Kc/jX333RdLly7FL//yL+OLX/wi67fW4uSTT8bKlSux7bbbYs2aNfj+978/X8OoVKnSJk433ngj9t13343tRqVKlSpVqrTZU8XcTZPOOOMMPOYxj8HSpUuxevVqfOMb38jyL8Z4rSYUK1WqVGkzoiuuuAInnHACvva1r+GSSy7BQw89hBe+8IW47777kjJXX301jjrqKBx//PH4l3/5F6xduxZr167FDTfc4Hne85734AMf+ADOOussfP3rX8d2222HQw89FPfff/9CDKtSpUqbGN19993YfffdN7YblSpVqlSp0mZPFXM3PfrkJz+J9evX45RTTsF1112H/fffH4ceeih+8pOfqPyLNV6rVZ4rVapUaTOmO++8E7vtthuuuOIKPOc5z1F5XvrSl+K+++7D5z//ed/2jGc8AwcccADOOussWGuxxx574A1veAPe+MY3Agg3Lueeey6OPPLIBRlLpUqVKlWqVKlSpUqVKm3qtHr1ajz96U/HBz/4QQDAZDLBqlWr8LrXvQ5vectbIv7FGq8tujMUJ5MJbr/9duywww4wxmxsdypVqrQFk7UWP//5z7HHHntgNJpuQff999+PBx98cCpf5Jy4ZMmSzvM97777bgDATjvtlOS55pprsH79etZ26KGH4qKLLgIA3HzzzdiwYQPWrFnj+5cvX47Vq1fjmmuuqQnFDqq4VqlSpcVCiwXXttlmGyxdunQq+5U2HlVcq1Sp0mKgWWIaMB2u9YnVHnzwQVx77bU46aSTfNtoNMKaNWtwzTXXqPoXa7y26BKKt99+O1atWrWx3ahUqVIlT7feeise/ehHD5a///77sfde22PDT8aDdWy//fa49957Wdspp5yCU089NSkzmUxw4okn4ld/9Vfx5Cc/Ocm3YcOGaJvE7rvvjg0bNvh+15biqZSmimuVKlVabLSxcW3FihW4+eaba1JxE6WKa5UqVVpMNC2mAdPjWp9Y7ac//SnG47EaW33ve99T9S/WeG3RJRR32GEHAMCjT30rRgtxk9HjoVrn3nCT4dDspGwr7Vbq7qPP93fooJ8pbyGfKZA3iNu9HNVFVbl2zVbbZozgZW1cl1HsjLwe/v9I6B1B56N6pC7ZTnWMhP+SZ2QmoU3oCO2T0AbK27TPGesPS/W8Xs/E651D6JujOsn7OSI/R3yc82OaYK7V6fTNmQlGmGCO+u76Wp1Nf2gz5PPWvn3CbI7Q+MB8gcVc+9kAmHPXFcAcgDlj2vem9ddgDgYjjNq+UWtzDgBwz70T7PXU//Tz0lB68MEHseEnY9x87V5YtkP/p2f3/HyCvQ/8EW699VYsW7bMt3etTjzhhBNwww034Kqrrupts9LsyOPaKQuAa30WinTwZjEvhXc9cE22RTinyfXBOQYkA/h64JuGbSm5HL6p/Cbml/iWwyRmBw57ELWPYDv1UH2yTeLjyFiGbRTXpM4Y+2xvbJO45vhLsa0L16S+rc3DxI8Y1xhPi2sN/4Rg15aJaw7THnzwwZpQ3ETJ/X4edfofYbRt/l7Ekx2+krH4gK6cjZSOZLsWkBXIdo3TJt4DMFQ2xcfeB35mVeE3HTrUfier6aawZ/X20CZsROOOdaf8NRqP9DfFo/VD67exPvlefE7ZpLo0W57f2lgH9ce9H8dtwWarY2KFb5b7MiH2qG5rgUmDNax97MZgm9fE6bThj3M88TxmMuH8rd7oPQA7ngC25Z+E93Y8aT4DwHgc5oDxGHbixjHGw3gIV+GLU2MaMBtc6xurbQ606BKKbpnoaOnSxZdQ7Juw67KzJSYUtUBsioRiHFzZSG6mCcWo30Z6hiQUU4FZn4SiC2oCr9bOA7m5goSi+t5M1MBrVJBQbPpN+962AY/BHGmjn7duL+5c2+e+l7mOwGuE7sBrlAy8OIjMajvPsh1GgxKKXn7ZMgZSOVq3bh0+//nP48orr+x8YrdixQrccccdrO2OO+7AihUrfL9rW7lyJeM54IADeoxgy6QFxbVZJhRz/TWhyPg1bEvJlSYUUxim9c0koUjwUcM2qa8kocjwa2BCsRTbJK45/lJs68I1qc9jU9smca3hsb5t1F7NOWNa7JpUXKu0yZLHtW2XYLRtIa7VhGIsI0OzaRKKHfwbI6EYEmSJhKL0jfy/YAlFtd/G+uR78bkooZjkQXlCcRS3RTqmTSj6dncv4MbQthkloQiSUISSUAR9PwkJRUsSinbi9VgzAVqchhnDkgvg7xfNKPg+w6MXpsG10lhtl112wdzcXDb+krRY47XFewdgE6/NiXqMx0hwGnItpgDyTYWsMsaFLjs0WSTXeWKbP++xNZi0twKuLeY1GM9wOpjlNUj5vCnS2E4Gv0rJWot169bhs5/9LL7yla9g77337pQ5+OCDcdlll7G2Sy65BAcffDAAYO+998aKFSsYzz333IOvf/3rnqdSNxkbXvNGfXR38M6rnwtNU46lC0c07NmYtKl9dYsFNxcLaddj3OtpwcLRfGNapc2IpgDAekzjJkQb87uakW1b8oOLHopOaVSzWX/3KpnR/F6YhcC1bbbZBgceeCCLrSaTCS677LJkbLVY47VFt0Kxk4beJad+dzl9QkbDQDZ5yJmEClBZJqO0J3hdUtFn5a3gSdmQDkt5x0/1ubEYq9vx74M+a8lcKO207daasCKibXeBmkGwyVxxT7W8r9bbcvq8DtZm+KoR8KDPtHYMmpv3EZFxfBM0Kzlcu7vJH7XyXk7omVjj03POB98HgxEaG3TqGRF9lKjO4DzI9zfCyEwwtgYwzWoGVU9rl+qU78cYtU+H3OOvCWCV9+1nt4JiDOPfOxpjhDlMMLaj1l/3lKl5muRWmYT+ZjXjGM21G9uRX0EycTxke5iz6y5+1I7w23W4M/Y/UutXczRa27GZCUYYYWwnmDOzT2ROYDEZMIn1kTnhhBNw/vnn43Of+xx22GEHf2bG8uXLse222wIAXvGKV+BRj3oUTjvtNADA61//ejz3uc/FX/7lX+JFL3oRLrjgAnzrW9/C2WefDaB56nfiiSfine98Jx7/+Mdj7733xtve9jbsscceWLt2be/xVJpNsi5585rSrfFrvAx3EjZTeDcF1tEHZ504N18Yl+IBwbiErMcc1ta+JXLW2DAcL2M8tjl+im8OWyW+xVgYcK9ZpMAxy+lwc8oIHCcD9iGNbSaBXwRjQG07/PKDbjCrG6dGHidce6Nz5LmpTr86wjQ4RnHNrSqkuCLfN7KToI+9h9cRfB1hBIe9YZXEnBl73f5/NH6PiA6JaxM7amRbPKUJRIdvE2CzwLUhOFhpM6IuAEyAm5ZviR72JEEL3ZgUtTssyejQZDU55iOQwjaHfYbNmci8D7YYZCn8zD2po5U31C8b/mfuij42LvA2r1PakPqN+OpMfDljncIvza7g9/3gOmR/+r4gfu+/KhveczYXx1r5lXWOTV4Tfs1Ms3KQ8TRWzMj4VYqNXtPaD74E38WXzNoBWNvIhxsONOGiCZeM9gGwLUCZCelrgrv2/ajd3mwbMJu08Sd5b4yBdXyjEcxkAmutx3g33vmAk4XCtfXr1+Poo4/G0572NBx00EE4/fTTcd999+HYY48FsOnEa4s2oTjzVRwdc3tSpoM/moCYeLJjqsExkGn1qVvFmBDlL40qhSCbBUkX8ceKmTKAP5nUiE7D2l2bElQSvwNeheBI2nFtPOiS6O0+uuAlBF6UaOAV2lhI0/QLPY5ImBMCqJZlZLmOoN8Fb3NtEBUScMFvOmQtwEIj36x9DzKW8rbv6VMVOlFDBlXkvb8ObTLRJRy9faofcbtFFLBRBJ5z4CZ5MMHYzsEfIuLG2l6zADL+4vDrS4Iv/jc+IWNsrsGsV1FMmhBvkFwpnXnmmQCAQw45hLWfc845OOaYYwAAt9xyC6uE9sxnPhPnn38+3vrWt+KP//iP8fjHPx4XXXQRK+Ty5je/Gffddx9e9apX4a677sKznvUsXHzxxfX8qz5kMdMbnxz+JO2jJw5Km0nVWqSHwVhnpD6Jc3Lss8C4Ah5LeIwiawkeavjm5CwQB50sGSixLINhKhY61oBLWippgrAVd0zsU9zKYRsg5lfTjGNE5t4ocShxSBILUkce/8YwzdEZpC+HbWMLzLnEYg9ca/QpD9MMADvBBC2uariGxvcRkZnYNpHYYkuTSHyY2AfGaLdqy3suMrYR3L1D0/EQs9/g2gQWW28CuDYMCSstSjLoh0Nd1Ac3tDkvUlcy95c4FdvOJhc1uVRiUrWYwppuH3mcFfvnpxYrGRKy1IqbhmKI1uVsGLYRNjQkS6G3DCeDzoSs5V+Rhp5siqX9rTKZCFR5FfvqeyJE2+IEZLBmiDzzhcJWuKOIdJiRgZ2QB5ggCcgRgIlp261PKloYD2U++QcAI9skEEVSEWMQHnBIZ09UEb9vP3v4nrQK3PvRpIVfkVRs+81oAjsZYT6SiguFay996Utx55134uSTT8aGDRtwwAEH4OKLL/ZFVTaVeM1Yu9AbQvN0zz33YPny5djrz965CZ6h2K8vqU8D0ihI6LbRee5i1l9x85+SS/EleNRzqBwoJHTlzlgccv6UXrjF8v/b/iFnK8qzp1y/dv5i7uwpjYeePaWdX0XPVZxLtAPkEHlWZCXWTc+immsPjFffk4Iq7uyp0Kafqej8aPrDykNZpGVrjH27PNOK2gv23VlTlpzbGM6ecudONTrD2VPu3CmgObx+hBHu+fkEu+3zI9x9993FZxdq5Oa1W7/3qMFFWVbte9vUflTaOORx7Z1/tgBnKPaA9K6Apiem5dojXSU4p7XRfEuXjiEYNxDfep0hnME3pkbgG+VvsCzm7Tpb0dkoPVtRwy2Jj6mzhem5iV1nBnedq1iCbXMJfaXY1oVr9D2Tb/FK4hoAbG3GxEbAwAaTJlssrlVM2/TJff97nv02jB4xW1zrdYREF+QldCWj35RtjV+2Sdmov8COyhvezuSMRYVX7zO8j/ZLOCvRGbWbmI+NNW5X/XTtGk9CjvLDlvRblTdpK/OenYdoczptop/IT+I2z584T7GRs8PPU+wq0EIKrsBaGFKsxRdZYQVampWK1stOiJ4JMHF9E89PeR8aP4jLJ38/EzypuDaMFu8KxYmBmZQDyuAVF+6PryAI409ydF3ZLWgyKZ/SR5atc3nLP0PIC32dKxmlfcYrACslFy3JtzEPUaw+cWvlOld2kCeRbhzWtlro1mfDL45c2cG3Qkvetq/t9ysyxAoLv6zZmmZ1dtverOY2UWBFV3bQdRlsG7SxyRWL3kWyAkNuQWtWQrhtYXOYGBtWdbSBCF2x2LQ7fmBiGj10VccEzQrJObcms3BVB1+5CHSt6hgrKzbCqo5hqxW3NhPx9Tbj3Jr9zi201YojazHGGA/NfCXH/G95rrR4iZ4vnWecwgjbNtzFiyz2iak0kk0uBFTaoya//bfDnwzu+sCKwdWUGNcX31qeXqvzCSZJfLPgeiK3yaSmrVqMV+ULbGv1d2GbXLWorch3OhwGJVcsolmN73RpKxbdavySFYt0VaLDPLqSUeoL2EO2WbsVjATbnMyccryHXK3otjvPuZX+tt1abSbIrVZ0bZ2rFa1RcU1bhb8p4lrFtM2IDKbDLE2lu1csoORuMMKh2kjITbeiUcp2BI3sowwSU1JKHFXoU2plIOUySmtu1aK2CC2vk7Zz/cb9YyVfRieBS5PiaftdSOJ4cnrjfufj9KsV5apCqSe8D5uUeX8zWGPDakWqM+gl258BtloRhoxpZIGJsxWsudWKjVx8b+lb3OpF/xkMytn2Z201Y7sC0Ye5vVcqmkTgPJwqrvWjRZtQ7Et9FmU4stFMU2AkZ8foflg6kwh+VZ+ip5kIiY9GzLaaPuVzdEaVNoO5z9ogpN1oliN86rUK/dHZUkRG3RbtgjYQEDXhjCd2FhUC6GpnUcVPPzlvMG6919qWsSY4CsHXBGBnMUZnSBGS5zDSM6aSiUX/W+JnUDE7yJ9BlW+f/dmK9PypZowj8ZtpVpZMhL45M8HEncMI09i24Da9Xn7+lTx/yv1I5tAkTF3XHPj5U07/pD1zqlKljULT3JMoMJE0I3GF6SHChTgVdHb42MpHZjR/crirYGt0ZMYQjOuDb45H9GtYRWXC2cAc3ygeencdr8A3jlca3pmoPYxfYJvnb8gnFls5+tBMJgWdDig8wR782cHRucLkwVpyKzQbZuCZ83IOZ0eiPWAlzCjgEOQDP3GeopZUBOCit4BxLTYa/czgOYM2achxzSUVG0zi2OexWcG1ZtQmXItCXBsZgwkqrlWaPRkDNZlUSsmVgjmddM5XgMiKuUeVTwCYHIv3LwIroVtmjjSZ1JioPxomU73kffF5i9QfmzkrUbruXQm+eVkpF6BM4KK4XGq7Teu2yqVzbWJ80o6Xk1+Dxk8vWauXvg92w7Zhqp/ZorLCpjNo4bYP619Z+CLIyYepMdGkotuT7nnJFmq3BZqOw+lqt0CHpCLCl+q3Trc3Km2+j52rOLLK9mf3ozCIMs+J7dCN67aJFUuTiptR8c5NlRbvN2B7vAaSW4hWnIzsSjom9CT192iPdFgT+xPx5D8nl83nSNqlclbwdelxb23cpsuk9XgVio6w6tpwe5q6RF/yq1LsTbyd7jssfwB+SUI7shP/+foVIzBk9cioOTS+s33kdbiKzxNrBvk2JvpCW3q6GSs2XJA17gAKTW+qGqZsH6tcDU0Gn3iY02kxHvDakp96bVY0j3im2uigLPZpGCPt9NUp5SNMKpTN6OD6BmKcJpPCN9vRn2tj/e1/GTyUmKLhlcS7HC8xm5znJ6oNoVvTq2EjAjZOBPYNrfJMsYPq4O0BIyheUKxrZEYhWddltxDjZJvEMw2rJnaUxLWS6s8ark3aH8BiwbWKaZUcuYRkr6SkQTbhKI83UuXV9lhG9asLrIbIlPAZ/T3bfabxsDbbyuTdUPulbxrU5dWWX/ucfy4npY2vwKbt+P1EvJqegveanWKoU6+/1KXcJ/jzTgrtJPSU9PXiNcavVHSfGZFzAjHPFZxLqOJaP1q8CcU+NIPEI00uZhONLshKBVsJe0mdKf8yOiJ/cnLaZ6bThKCL8vYJbjP6s/25pCKxb60JwYkMuhTVgTf+jmRSMXyO+ZjdllyCLW7n+rSkohuSDKDYqhDFD8rvXwhJwdKAbBaBl7NPA6+uIIwGXk4H043Q53yIAqS2bSKmrKBXT+yOYaK+CZpzhrl+27S3v6Jx8Y+/H7kl9ENelbYQKsWzkp9EAf9UmNeBdyW8nbLaQ6ycjllg3AyTiuTYIY5vrinzEEw+MNN8TCUQXZuGY6n2LhmA45bEnC78AsCwQsOsVL98WNa83EMniolxoq+EmC0EjPPvMzodrrn3jY4YqzRco7xaslFPXG4euFZpM6HeqzMyqoz+SguQl6rPppOLKTllLKofWgJMJpZyMrQ/kp0yqdgpJ5KK0pecLAQsp+Ry303m2kewQEK6rL2EDXWMKX4IWzMkmly03jfD+zUZoEnGJa6L16lBlBu/+PFq9gH4rFA2UUtXINLPXjf5Yxkpfzj0s0wcppKK5L1h8vOXxqq41o8Wb0KxT1A1Xy+kE40eb2SwxV663rSusleZD/3G6oIuk5Nl30+JvRJ/Ao8PvBJyPsjxn2N+z86SkEG3JXriz7Jd9BG3J5GMac4hJDI0+UiTgU5+kuFxgcwESp/ksaN0Pwm83IrEIJdqJ4lDcN1jjEJSUAZcJPBywZP+PiQVx3bUyjY+BP2NjOubON42qejeO72NnAlyvi9ci7FtXzA++GqCrfZFgq+JDU+cZkljawe/Km36ZGb4AjAvuDcc88p1zQbneowL02JcSnc5BsZ4Ffgktmn4JrHNKro7MawD2yQm9cE2TYeKbTbgWhbbPJbksC+PbUNxjeKZxLYuXOM6+uHaBBqucUzri2sAFi2u9aHTTjsNT3/607HDDjtgt912w9q1a3HTTTd1yn3605/Gvvvui6VLl+KXf/mX8cUvfpH1W2tx8sknY+XKldh2222xZs0afP/73+/lWyVCXQDS50XVmvyrYUq8vA6rvpIyij+RXc3nLuAu5tevBZMR762xTWKx5Aai1U1hTPLpfZbJamNgkKroy7db3R8IXyBkyXct7Wj6rHyv+KS9bz6bNnHGdRfZifw3Ub+qE6l+E/0WqM7Q1yYlR4Yl6MI43JgMsRX6MDLEbss3QpBpP3vybaQ/VIvT+9s+nzQ0I8I7Cr6PRp7fOB0zphqr9aNFe4aimBtmQzb7Mc+fcMbP81q/NfS/WK8ETE2XTciTNl1OPs2w8dvkmMjkZBuA0uxKe9w/y+0InfrTt/Z6kX4jLwaaoKbRCVKIBYzfNgOBLNrS9AU97liH5OH1sIRPP9TezZ/+3MRWPz1XEZacTdjyy3MVnZ6xNW1BFXKzYdviKcpVa/rjYi3NJ3eIO7VCDnRPtpNzrPzh8sR6c0ovfJEXcqA9PZMxWcTFgJ355H5bzXmU4ZD76HB/2x5Yb5qAq+ENh+SPzQRz1hWDYScC+yqZztYYAKxt9Tk+C3rulJ0xOEww7NzgGZ81XGljEbvLno6i6bsEMC37L8uTxbwE3vXCunhq5/IazuUwjuKKHIPURT4UFXGJDGlkQreKmQLfrLsZDjq1wmQe3xwOgeoPUQYtSuYwi/ubLkjmz1wEQM83pLgFNHN2U6AlxjY6R0U/EYXHMaSKtTjsmtg5jKxlZwYzHRlsi4uTxUXINFzz+gR+Nb6MmjN2/Tm+slBYY5sWICvHtQlgt2K4RnmG4NqD1jbVnxcZrvXlv+KKK3DCCSfg6U9/Oh5++GH88R//MV74whfixhtvxHbbbafKXH311TjqqKNw2mmn4Td/8zdx/vnnY+3atbjuuuvw5Cc/GQDwnve8Bx/4wAfwsY99DHvvvTfe9ra34dBDD8WNN96IpUtnW7l4c6V5ideAZi4rZXVxhtoJdVdT6NYTdqmz1jmbERzp2EYnyZ/ipTjFwCzBbQmLwsTmzsA7pGjLkIIt1sVwSRsuXtP9sW0jhQOGOwIiE7cCUZgqfWL95H3oj4urdNpxjaNgTxZ8UfW4RB+54v72oPWDHcdLdZIY2f82mgN+23CdnKfYnqUYbJnwbkQM+3HIgiwtLz17g67EnBsB1vIChVqBFmOaqHcy8nrde2Nsc5aiUz9bSAOwMLi2OdGiTSgWfZNTIphJflDI8r8frT+lp1cAxpQReak7xCNcLIUzanIzE0gx+4bNbr0TjFD4SVKwNZIPviBBUQRgbaAzNLnYBFUgwZaATN9HA9GmbWyDZ6PWJ5pYbIIpMle2/7sCLkCbRCTB0gi8WrRziRZrSQZfbcA0MhN24L1/74K7lmcu096W0Grt02Cr/QxAK9Yydj61h9Cnirg8BLAqmf7S96iSGd6D8Ihgz8uQ960tGow134XFNsZgAouHZpX9qVQJ8FWeU3HPVER/qh36i7DPsv/ivmmxjsztSVckzkmMi+7aOx6kKXfpDN+QCgiJg9rDs8i3DvxjOGLhkoWUf2hy0Q/R+8YnPZ5szLQPTCz6z0g/NKP4FR56hYdmeuKwX7GW7vYG2yZoKztTnANUXKPvx3YEjB7G2M6FRB9LADa6+RgmGGOuxdZh1Z+3oXjnZehYsVni2sUXX8w+n3vuudhtt91w7bXX4jnPeY4q8/73vx+//uu/jje96U0AgD/90z/FJZdcgg9+8IM466yzYK3F6aefjre+9a34rd/6LQDAeeedh9133x0XXXQRjjzyyPkd1GZCnecVTkM9wDK35TeXcExJyUSjXk1aYJhih2NKQbDZxcsWCRB7CfZ+VaFdbKQn8nQPLenT5ZKJRaZHaw/+pHxJJe5oA71EiZC6s19N8oGOeVj1Z95mknpobOuLrFA9xsC052+xZ10wTRVnDwkkWeiLrZDftwEwBxhrISs/Bx4Rl8ukIsTP0q0g5M/D8klFND546LeGrOAxYXzGzOvW50pltHgTiiU0LX5ps0mGt2ga1vSYdLuGfypoSQBRZG3KTkKG2ZH6hRyd3Vil6JSQNqu0EprOJsGY8iFMfqGFTGrtbBqqPDNLAeBNePJjZfAVTf38s6yYGf0aSPAlq2VqlaABMXe2vskzpSgPNTuy8Cs6GL/hKwRZ0jHxfmxNE+Ao7VEgl1mt6D02k2AfhgdiANRVHSKB6NsQV8n014EEX+FroQHaRLEN9tWFatDhd9Qkcy3mpilbmKCh283m6+yrShuH5j32KtHfxZuPUbIrPjRdOl6lwghdLsI45XMRxmWwMrl6MRkhCCxSNJb0hwAh5rcEhwLe8eA1POijvDI0QXjwJr7ZVDtLLCJUcG4qP9u2zTA8cjwScxzJfpZcbN2Nnif732uEiqHfX9/ylfiuorKv1uz15VcrNg/uRMJRWa04Cl9iiy+TFlvJwzAF11LVn8cqpoJ9bZsCrk2LaXfffTcAYKeddkryXHPNNVi/fj1rO/TQQ3HRRRcBAG6++WZs2LABa9as8f3Lly/H6tWrcc0119SEYikZO1tQE/fPWVbKm+LxDBoIIU5yJTJB0hf60IcZEqBF9fMV8Yo880WCncJnib2ulYs24IR/kJbMcLWJKYcbkW9OH2kWcobpa1lICCiH5Jsov2+3sS8OC5UhW8nn2k08XHU8cmzCR91mx2pF8jXRr4xdcpPQI66Jq7Ys5d2ZiG61IkvYUXn60yJJRfobsKZNRIqkImwjg4kNY2mrPPukorU8gKXnLo5t+Az6HlymvckxQLOq3lV9du9Hk3b5/0i5l5yeNgaubcq0aFO6Dp/6vHqTFa9S3pTPXbKF7epY5B+LIhvJdXxm/Jr+1HvyOVlFs+R6yvftSoikvDZhCP7BB9xLXvE5VbG5pMpzOMw+LT8p8K1L1p2rBLiD60dxu9UPr08dak/b+5A7c4q1dRxqH+sYJfu8nHLQvbNVUv1Zqy498X2zPw9jbIe/Km0GJDEn9RpIvTCxy1aHP1m8K2hTfczhEBIYl8GdJMblsHEovuX0y36NPF6k+QcVJwPnTRVb6YNxWlGylF7OFzBGw68hJIuphPZRUTstbEaLq3TaLcQ4qS9VWIzSloJrAHDPPfew1wMPPNBpbzKZ4MQTT8Sv/uqv+q3LGm3YsAG77747a9t9992xYcMG3+/aUjyVNgL1COyyRVccT5edSGecZNSURDY1Q7kxlMjPkihEOdtG6c+EWil92meb0ZelMqicGZ9qdz6+CxP0WvLeURZ61Ovf7aQd6bKN/Uyhlxw5HrfqUPODJBCjwi90+3Pu7EPCxwqx5Iq6zJBqrNaPFm1CcQhNnWwsDeoyPAZsztDlCtqTwVZBwMWDKMHTFXANTRCWUq8Ajfwv+tX7YRkwZYK6KOhSgqF8Bcy4neqVSUWNN8eT4qeHsZfIUppV4EUPtXeUS/rRwGsi/udtIaiTRA+0123o9nPVnzU+BwZjKTQjmkzxqrQF0YwSjkUY2AfzpH70wLqEnU6cEzI6NibeS/3yoVVKbpZJRWpHwyYtKZjjF3K5BKRvTzxoUxOS1r0EJkZ86UrQlOTDMoobXfjFMMvq2DQrkrYczjmSyUMuG2NTXJl5FOkY+4dmaVzTsG1zwTUAWLVqFZYvX+5fp512Wqe9E044ATfccAMuuOCCmY+lUn/qKphSVK05qbw8mMslFpNY5Wyo+rqVqEnFSC7wRNchl1RM8ZXwpHSW9vtkXAL4CSUgxvdxfW17ZCfBT/WUBPMpfQkq7s8lA6fMaenJRQWzE9fGtWl6cvrS/hjlN8yTh6q+gj7VHk0KDl1BPw9bnmus1o8W75bnnoFTlkyPpCLIH21OpotH+Xv0+jUZo+uSOqyBMgPGgJTdJpbhbbQZ9qmLklvEhB3ukNDPfMz1x7bUsxXbNrpsXPprTXtuhHW8Qq9xfdZLNu3p7c/uYHsgbB+mQZNWsMXxpM6davjB+Cc2/MBGNjGJGYBuV6Z63faycGHyW8TmPP/IH45Pt4SNjCVbxtLnTs25LVtofWu3dk3o1meQpCJpi7aI0b/BGZyn6LZ9075ZB2ATxEFfqVylzYCmxbUSbErIlWBgliWDI6l7wCKs0zBI4pyyXTiClEKMizF0IMbpEJDHN2Y7dXG4HSO+dH4APsc3im3Ul1luf9bORAQ4tk1EP8U2g3j7c59jPcLlmO3WZ++pPNajxbmRabcgJ84DZp+1Iz3QHN8xFm1duOa3Pm9muOYw7dZbb8WyZct8+5IlS7Jy69atw+c//3lceeWVePSjH53lXbFiBe644w7Wdscdd2DFihW+37WtXLmS8RxwwAHFY6lUTkPyBQxHckBG5ztVT/ocPv38KbFdWZ3vY3vqVuhoTqbdAqDYHBB5qjiRtpNnbzFG+kttE53J7c/EpFEarSEyRNba9i3DR3B+oq7RL2M8ZfiaPqHHy8r+4Dnvp43kPbPJ/OpxnqLU5+3q5ykaNoZ2O7IYN9s27WCLtAX7rXy77Rlev+9ptz3T78Wg2W5tWnhst0OTbc6WVmoe2QZ06LZnCt3+/JaWWNGBETCZkPZR0EkKtMwsX0RoGlzbEmnLSCh2zMGSTAm/DFC0/oSsn0AFf8lwjTorZapdAsmJ2fMKfZyVoR4BK8JI3icLuLBBcN81nyNmP4tS+TZ4IrJG8MuiLXzIht9IyMSiRAo3OYubDKpRVoJ2BVv8ObI2rgTtiq9owZeT94VV0F2shVI48H7ki62A6ONDo0EVb/eyBr7wC+iB9m3AVVolkxZqaZKkcTA1kt+3O2fRKgGoDdWfw9fh9I8A8zC6zp160I7a4CvYnfXTpomFuvW9RK7SZkA2Hw+VyLOPpfcuGm4oFGGFoqMP3qnBo8Q6DYMizNIKmKUxLqc/5tVCiTRRjFELlOXwjfnSZbfFt0RikfqeTCwCHgcNsRhXg+YXKeBY/OU08UTTrhVsmSAUa8lhW1exlmZeD4VavH5LzltEqNqsFSHrwrW4nSYaGyybWNNUhIYr3BLjWpBtpLd2zlZcy8oAwLJly1hCMUXWWrzuda/DZz/7WVx++eXYe++9O2UOPvhgXHbZZTjxxBN92yWXXIKDDz4YALD33ntjxYoVuOyyy3wC8Z577sHXv/51vOY1r+k3oC2YzMhiNCLz0ozvV8LD/Tx11YROakjolvGLXnBFs2MFjwA3K/np/FoasCp8NHOVClIVleVFWxzOBB4PZZZy0DDNtlMPj6+8RhcuUfyUUBl5QDFPKQRiqX1FH7mXyYTCqTA34tdly6s/Sx2cP9YT6yNpR/ZTCPcHpUnFppFeW5pUJMVg/K2NSCoCwFyrg+5GIH4BiJKK7NmYMaz4SlGBluKb4XKaBte2RFrUCcWpAq+MXv+25PdXEIglg7CeAZiJ3hAdeS+7AzAX0CT4owCsb/CVmDHpwb+9g6+IlOBMXDQdGDkIJitmuoQjeYppPJ8VicTw2QVfWiXo9iJ0VoKmqzrgA6aWnwZvREdqVUeUcCT987mqY2yBOTtpgi9jUVol0/tlJqRiJjC8SiatcOmCrK0wNpMmIHS2YLCNnYSkK5F3dyBb8nkYleaBcnuDBhB/+FXwY81hkuBJYV4O79TF8wpvcaJRxGFZjKNzvzKG1NWRQUC3BJVVAkHpp5+bhG4Fv1TsazHUP+ASOAQgenDGQ80WG0likbnFsAwEO+JrkasETR+aWRO2HqYemlFcow/MXD9PHFqMYHtjG5Wd2DlMjPUPxkpxrdHdPohrH6CFpGd6tWLApo2Da3pkvOni2gknnIDzzz8fn/vc57DDDjv4Mw6XL1+ObbfdFgDwile8Ao961KP8tunXv/71eO5zn4u//Mu/xIte9CJccMEF+Na3voWzzz4bAGCMwYknnoh3vvOdePzjH4+9994bb3vb27DHHntg7dq1G2WcmyLJrcalCcB+VPKjzdtMJRyTUsoYoiSjIi2tdFeL1uIWzd+Up7aDJxH4Kqz6zq+0vmSiMPKIx2FShiah+epN3dXQblUf6K4FdSpsP8hEV3SbQeynkDEtSxJ6GT3WIHoexPm5nriffF9k4Uzwq00MkqSi0wcin0pKGli/YhGT9tscOVMu4QieVIS4tu0DB1YJWkkqNkOgv1H+Plwz8fBvHs9SrFRGizihONvAi5FbzVZ4U5XdTgWIm1O9W9Vbqssok6mGM4n7bMCNIQdikldzLhN8ydUXynu2HUvTHznBfYyYVT0xGJduGeMTYYi83XYxqhOgSUR585SAQBp8udWTLdFVHb76pe9rKLeqQw6/dBt01Ofd77+qI0p8dqxWbHh5MMaqWBpgDpOw/blFSFclcxbVn8fGtluuDR9nG3zNOu4aY9iW5yEylRYfGVuOO31In98zfnT8srOYl+oz+tiKhytwzhYIJ/EIiPBBm6HL9Q1MLiajkBy+dfd1HfchVyB4XppspCvyjSX3FKnwCEVboXPHfNCt0F3boIHpjviI+tyQnPVCXGvkw7ZnAPx4j8xqRTXh6MbhvgkW+YXVitPiWhy1uveLA9f68p955pkAgEMOOYS1n3POOTjmmGMAALfccgtG5CytZz7zmTj//PPx1re+FX/8x3+Mxz/+8bjoootYIZc3v/nNuO+++/CqV70Kd911F571rGfh4osvxtKlS3v5V4lTV3XmEmIVnDM/l7DKTbfpjzVSdNAdTqEx3ItLPVEUpchG26TFNO13S0XLtloGuGaCKdRP9X7VvU+l4IR+LbFIslW+GnTu79TZs2Jbs+Ch7lL7vJ3wI/6u/ND8XEh1E+xL8kRXwE2H/nI4WRWyoV9yqU+XTVRtJkLSvmor00++CuYLf+jMYYr6wGLgEeArODv//RbnVmjsrmvDwZKKTq9/Hjdw+7O1YfuztWH7s29vcXhkQB/mzYoWAtc2J1q0CcU+gVfvvKMmkDFGu5KrDT1zoj9hMpnjS85+/K3N8FC7FIdCP4kABW+8ujG2w3RaKkx8UWY+9/TB5ng7fGSDoasVFR1+fnK6Et9HtPTet6dvLpxj/AYiTjZKWZpUdGcyTmCbedGtXrR8K5kk2u9Xc9BVHe2NCzs3sUWIZpVFSARqZys27Q3PXMEfoztXcQ4TllSca9Fi7LY6E3JtEzvCnBlj0iYVG33hrCm+pW7UJBXhbDWysd74pKiJ8MFN/nOg+k1zbtXA5F+OakJxCycLjhdA+r6/ByXioYwfFEziv+0s5qXwLtGuY09CPodxCk8W4yh2KLwsp6e8H4pvjDr7TaxT9mn62j559JBnUzCrOa9KDI7aUtolhklsY/ZIYpBiW4o0nJM4Rtv6Uk4HxTWKdwDah1W6PYqTNKkocY3Zac9BpG3uHOLUuMZt0rAU12L5xY9rffltwT7ayy+/PGo74ogjcMQRRyRljDF4xzvegXe84x29/KkUqCk0kv9bH6Y3dc8d2w88eT1SB81dhEYNtBAnAsGTSJqsW/mtCWj6uEGr69EyR9F7LcDUdUe+EcyyxsbbSSmfDbo0yIovELcfybT82XBQ2u/Jk/JP9X++yIRL5wbqPyd8saZJ7GX1gf/gZFIw0ucuNmtHs/15YjmvSyqGGwPVFZ9olMtO3VZqOY6RCcvmDfsD4YG5+n4E2PkpN1YTiv1o9indjUAu+ShfvcitiOwAvk7dWsCYaU/q0/g1eU0u87nT95Rf00yyCT3qmQfqtSjlk/9rcobzpPT5FYmJdjkBR59j27ItOmwe3ecvuG4nO7Gh0qamry/ldDSVnkP/uNCerAjdyMZTT9dE3LdK5hgGeoXMuCKnr4bp/p/BtdSIVeru+aq0mZItePWkXjjYgXuD8a5EjzYPS8wqkUnZKR2XfG8TfBopeowlZ/r0vhdRZDK4GN3Tl8iS5rhSM2/P5XG6KkFTmlhEWNUn0ZCqDs2qMxfczKcwrJlnA140eFd2i+xwqasStOaLhmtebyGuNVWm07gW/FxcuFZpyyC3JVq+hurJ8+gPWaiOlFzcWOZj1y9ZrRad8qn0z6KPjEm87+JtST0LP+ePosf/uafsF/qVC+v8dt8BY2S6TPweho+BjUfj77CTtd/V1p2qSOg2uk/Fv7l8X1TdOVfZeUjVZ2PCeYrG8G3OQ6tDZ6jiWj9atCsUhwZS2sqIYpNGvknZsEndQUcPw+qTCEWPQaxXzA+2y7awlT0sOOJNqtT1pTKgNrz3qxW7sqXygrBrYbj/rs8EOXaQrHv0Y7m/bEk6lSWPjPz2Z8O3iMmtYLlK0H7LPfjZU47o9mdyCqG6Rcyv5hA8zkCqWEt4AsnXm7PtZX58fJViM2G225M9b/rcKQDt9uRGDmbSnofFtyvz7c6iomVHlcxmxaKBPHdqzoyb4MvC63SeUltu23Oz8sT487pmHYDVFYqVOrFB+6qHPtBRsCVS3YV7Q/AuhVWKnqhJys4S41imMPBZxSbHqQ5dSTmjH/GhYhvR6fUIbItsBSxKbn8mssG1Vk74YFpb8VEeDlAp2ei4D3d+o1/JR901bfEUim3Grc5vKHesh1xh7+SkTIRH8pr5C8G3ObuzEWO8c1ukY1yjW6F9MlMewwF4jBkzHvjV/PONa052MeFaxbTNh7QkXklhlj5JRTnPdPNo/bp8akt0ajt011boZuq2Qkbq5QJstSLzI+gp2gJNxbR+ZpsCICEWQzkWcj6eDgctprTXUhmjC72YfZvYLu3COem3VYbLdBOdwj03NKfLX6LE/QoTopdSeS/5mW6Ee4fkeYoydqVvyZjpSkMaqnF5erIk1wOAn8Lh9BnuizXwlZ/jnwsv0sJWI7ZJPr/12Rhlm7NtoJkuD5Z/IHLbMxBWMY5GwHgc7M1TEq/iWj9avAlFYFgQJYOCHsQmhqwNreKk1JEAvFSjnM8TE3ZkV/AZIJJjwK7x+76OQi6iSyPOo0ho44IASo3Xz4wsIuAkZ1dmywjdsrqlmPCJrHqoPbmpsMxQuClIVYKmLWxLMuFOnTvV9LWfDS/24njm60xFV0nTHRw/sXPtlq38uVMA8BDmWKGWpnJlOEgeAB6abMWqPzc6Cs+dwlbN1mpx7tSDtrVDz51Cu23aTODOnZoAgBl7nofMqAnGZgwOzSqS/gvD52dBf6WFpqJVg3H8MpwS8630qXmT0tGBd8qASnFONStxri/GZfQzTCK+S7ydJb4VYxuQxjcWHel9qYJkNEBl1aAJRtGHZg7beDAto6uW3YIVcfHbnMnDJ+2BGVBWrMWRxDVXSGuWRcjGMB7b4jYd19xnVuRE4NpU1Z974FqDVxzX2En/ACbtF74YcK1i2uZDbuVg6ZmHw2hIQCgpCXLF/NHiB23+EYDZVciFh60kJilNLnYGvj36rUmyJQu2MNxzGEN+C1lPOvhbAe1MxZRuQxKVGo8uExqoXMpOlKxT9OmyifMUtVsTo9tKVX6mxmiRFZOSdc++SFsjEOJln1S0CFukneEReFIRJKE8ok4pP6uRTRdoMaZ/gZZ5WKFYca0fLdqEYvF2rRwpP+ZechmZoUFYKgArSRYGed3dlJwMwKIEI+mPAysdClIAwXxlPB3BF3lfFIBpqzpU6+nAzLYXPaqYGRj8igvqlwXAzjYBOitBU19lmwXyiUVr2iMmwgpJWQW6qFiLbVbe0QqaDZ+ryhyShqA8xgWGDYLIxCJtixKUiSqZc27tpZk0iUlYHzTlqj8/BLQBFj2YvtVPD7P3su4cq4fDlXE89DB7ALBzbcXMENhtyU+bKs0DWfSOiyK46PuTJLmiTr4ETxbvFKxLPlgbiHO9MM4KfootchzUd4LNzD71WeryUJHBN2LTSPyRYyF+SZ/EaOM+RbcRvFF1x9Y2K5hG7IdhU9xyst0PzUAfell+tmJJsRb2wEzgHjU16yJkE2sw8hjp2lqcSqxWfAhzWVxzlKv+3AfXQluj2ycZCa6N7Rxgxk1iFA3Gu1X4lSrNirRtzLOv8lyib2jQmAzkunndw5ecth4JRtpDV5c3fal4TImZisakAjr3WWGJHl6xjFZsh9f+5RzayDX+XGJRu6WgOyukPu0KsTZyCRToj/hT+tKyAYetE3TPqxxPq1jqD7cVXIfXTyHfx6w2LaskFcNX3yYLR02PGZN1j23CMFqpSONodz8Fk6jyrCQVqQMA/8JdgRYgFGjx7ZvFCX6bNC3ahOKQwCtHvWMwdYKcjc2oGqXnjw2WuJCBBJ1fmZBTAtokKC3orf316HIk0FECtLYzo88k2kNfqho0TBs0+QmybTZoA9F08OW99zcbKuTx9sJVHc3neDuYk3Uk12bQYi2AEoD5AeRXddBiLfxGgrRJPWRVh3agfXMwflhRIas/s/c00ALI70IGZA3/nJmE7dXOTyv0AZjD2B+i7/TO+jwMa4edsTH7m/NKG4WmxbUpcGnjhGNxj8Q5FWtFWyfGSX4j+GQMldA9FOM6dfC7+bZJCwIVpblV+Ul8E9hmwC60DyhaXCWI1ZrMYVsqbMq0CXySD81yuGYR45rrp8OdFteC9olol2351Yq++jMAuVpxDqFQy7S4Fn5THbjmI/HFhWsV0zZvmn2V57y++AEH7UvrSBWP0vTxFdk6n7ZN2kh++hmcP97WHBjVbdHUHl113pU4ZH6yLFSkM6nGNlhBH5Sl7IQkFm1XIqEUv7Pn2kxCBxkD3Qat6YuQysmIz9RcToeGjklZPUsY7JOxadcs2AxrEU3SX9P+eBV9AEsqAuS+wMBrN8q1afQVbn9OVnkWSUWx3dmOTANdrn2E5kBmd57iZBKfpzgjqrjWjxZvStcqr1nry+h0KyTpq1NvYV9SZ7vdSONV9aY+o0NG8BvEk6r2nvlCfSX6OI9uM9IjSbFvFFv6NTe8T/NX2mnbrfTJTbbRZyEHyUdvCEz74jy5oi0W4TDYHD8ldjC9sO/a/AtB55DAQh5q7/S5Q+35QffxFOPkXbEWeiC9PNy+OWzeCPmRWuhlgsa2XKI+tqO2L24fIxy8P/bjCJ/nqxrmkFelSkkcK8HIAt7BeNeBdZyXz8Wqzb4Yl+HP4pv4zHWabp5SHZ2YKPg0yvHkcA/TYxu1U1KQrATvKE0IP8U+/97zBcyi+JXCNcpPi6z0OTydFmtxeEdxLcKbTBGyhcI1p6/xZ/6xo2Lalk2m56tYL1n52FWQJcfjznjUEo5pmbhd01HCwxKGQm/kEuOl7QmbjCclq1w3rd+QPiP6NFkf8tho1WXMa1velA6dn+lpXxaCN+ub7pYjm7jGKp+J30MJLYvIAL4wiRE6E75E1yjSl+iD7mO2SIsMl438X/1jCv9HfwMkLpWyI50v+Z4mD2mRlhlTxbV+tHgTihpNE0x16SygbKDldPXs04OT+AfZFcRonzsfEJb6mw3kegRdSVsFwRRI0MVkS/SXy6TO4koGRBkk6Qq8aFtp4EVJVsrMBV4luqYNvCjRRKNvy0w3atXn0gqbiUrOpXYWksbtlu4hr0qbPhU9pJqG+mBhB+9UeKfoiuUL5pW+GJcbTyEf19eBbxmcjHXluyN865M4LLAXJRV7+JeqBE0/d/GkdAb8yvP3pdRDNo1vyJmCExsn/yQ1ST89udhFfXAt5ov9mtcHZRXTKvWgoQlGIE7g9eXpm1hM6egtm/OpyCpnLEkqDjKmJpj6gH2hnUIqCj9SSckOfrXN9NCj6GCygxONvElPBubVJGVyY++i3CpAZTrPVnIWfTaVMDQmVH2mf7xd5dxnQBXX+tHi3fI8hPrekNLfYpcs/X1riSHXr+lJ9bm/C3lzbhDPBuQ8iKQ9E3+OZFL8RrkcVuejPjNf6XkfxLZ6adv+MA7D5VM++pUTlvcz58XFoTwpO2RgvGJm0FG6/VlWgnaVMLXtz0blaWQN4u3PdOuzO3eRnkvlfHMW2FmJVpybCKWdvR+x8xTpZWpE+blTtN3LwcBtEeNbnRty1Z+1KpmuEnRX9efmrK1wYD1sc77jROH3VTNb3+eiKpqhGufc4KcUaZrANNU5e8vNR/ap0samWSUVo5vHHniW5M3hU0pWYkxCD5v3GatVeDL6Kc7kMNjxUpYEvsX6BJhRuJPYSCDH69DwUY7Hs5AakAruMn+s4KGjYwMV2OZ9cnjR9Kvbn03Y5OwroRJdoLLgGKYe9yFwRvJTHRT7So/1cKZGFvxcYkOqHQtco5jYhWuAq7Ac8BNAhGu0+nPQPX+41nxJYav1HMjRIYsU1yqmbT40Mjautt6DSqTYtJ8Azq4t0qmiMfThhzwHsqsitCarboMGGLhEdtz7iE/oodM8sccUtODEfKTApt0vyH6JLyxgA9fhRcn25yguCzpYOEHsxO2B31B/TLimxsQ6/KV140e4t2iqGvPrGOmH0EMpgfnsNkH4IMyJyyKqNsv7HeojuSyen+qQ3xsbf7ho9Do7WXYqVEaW+umKtMgxgMg0FaHRVGjOVXmG+Cz67MjAjCkfeT9PicWKa/1o0SYUXbFX3jhjI2J+7OLN2Te5/pSdhIyqhkzCwZ4AurR7qo+MX/SlwDbiY10KwkQ8XI9hE5eGUEhcI9N2K6Nm0ZzTQQKwbDTN9crEYnSovfTHBUfUDf9dcV26H4a15Iq10HOnXL92oL0LmlzbxN38tUFRE+CEdubGPJ87Jas/N/383KnO6s/TnDtlt8KIVtE0zfEe27R49/DAG+QUDV0dsiUvo9+syKJ7oh5A8ga6xI+hP+2sLU2vMoen8JJVeuyJcZrOFL8RU6/EpUgfxV/iVw5JpI7Owi30RhyF2KZb5VGHEO6FbW1QyrazseA3jqxKi7VouNbEHM2PiJ2/Do5t056pOLFzGFnrE4u0L49rwEOTOVaALBQk63ee4nzi2siOMEZcpMXZn32V5/64VjFt86NRNOdMT+5vvejXkrGfOisRWe0Cf1QdqeBO54nOWJQ6ydwWzbs0x0KmbzWxyGIwGldoGSvN90xfKrFI9POCYJr+BnMiKyR5RvmjRKDrJbknVb6VCaNKn6eotVE9PBGX55euxkhJedNVm6NLZ3Q7/v6C3JtIm4aNnsu6Ai1NR3wvQAu0NI3ke3FJxfYsxSaRGL6XqEALoBRkaT/TsxKJL40weR8VaJk9nlRc60eLNqGo0sYOxJS5NOpP9CUTjoUBmOpiV5KxI2gsTTAaabxvADaPyUX6NCw6w4OpIFMo0yMCM98ngjoP5jz4cmAefkatHEksOm1aYtEFX3RFh5FfDF3VQYYkgy9XBdonE0mCsHRVxwQ8AdkkHd1qjPmrkjnBHLbGOHiYqpLJVmY07ROMsDXaqtBtsNVsDXtYBGRN1cttGNK2AZ8Lxty2sNbOlgwOlWZPxiJ60D9T6oGRndjXhXcpvQldRYnGSK4nxsmpM+WD5KM4mLiGKj4Rf3h/oXySm2AbKA4Rvw2UwdOPTl5vL64E3cr44EB7aEawzLeoiUUeJhoTV4F21FWsBeiHaxEZgCYE44dpTmtrVbRPLLD1qMUs98BsI+EaSyq2Y5jz9zpBH8zDGNs5PDRvE1ClLZH6bBfuS33WB2VXSA7yTwOtaeWM6OE6+ZRJ5kvif7IqtEjWafbLK0KX9AE8e0c5BL6olCi+olq3bExsdG7qVuJZ/baDJsO0/oQeck+UuJXIJg4lP38fcDfJQ2JyaUeGtJqO5n9DvhvaF5KaIaaWiU6xg0LIsqQiG7jlBVoIOGerPgPsS/UFWlw7TTrOQ1GWSv1o0SYUXeBVSlPfH/UJxGajJqtvOGwZ0W9Ffx9dGd6SAEz1yUb9mi3e1x18NTLthKXxyBm5w6LW7itYCR75dIn5Qtemw02+EmZSsCPaEqs6AL4Ver5Wdcz3asUxC8aUVR30bAqx2mMEImvcti+yYoSs6hjDCqQVSUWiz4WCs6KhZ2yMuw4kq7RJ0TzFXp564WGHLylVfYcwFOfmC+NSfElsI/NcFz512dHlu7Gt4bKys+0Qery/ecyj+gwZZMlqfIprXFdJuEVdCQnC1BEf84ZrgI5tnbiGUIBsHnCt2aJciGuisvOmgGsV0zYfmq+EYn5VIecD0iskJzad1nIPNjR9Q1YjSp/TK7bjPrl6cV6Ti/QhkcyUsWk7nQyF87fPikUmG/SXJRaDn2ybsuO1gNz96i+p4W2NTpHQbPm6EoEgQ+6bOGQ+ATwfS5J4UcKQKEkmC1v5MDZxr2kcv1NkmQ/a9ud49aRLBrb9E5tIKtJrRLa5K9ufk0lFa8NKxPbLbXwj8u5Ln4+iLBXXelH/yHaRkktAdr1mQla8Mn4k5bT2hJ6svPgcyxg22Sd1JnQlfaR8cizifeSPpkP6QOwxn+k2ZqnH85tmdYccG/OT6InGZvR2oD18XowD8NWcPd5Jfwmfa5MFWSI+b8+EV+tSacEV2k+Hkjqwnm6FkjyuWIs7jF6rHN3w8mmltEqmrP5MyR1uLytY0v9dlUwuM4rOwBi3elh1aRhWMVOrTj0Las7kGPaqtBmQnN+meWVopvhXgHUl/Fr7fGFcSjaNK4SP8kDEVRpPCp9Sduj/yMsm8SvXJzHSX1Ml0lLbTcBAEAxRsM2/9TwaLtL3JmrLEcOv1HvCPwTXwnsd1xq8MiomaLgWip9Mh2tjoY/LcFxz/FHF53bcixXXKm0eNDL9XqVUWuW5i8ftuNESjmyOV/Rp7bxNl01/DjK5vqaB66E+6zxiYIpsVo6u0vZtsWjUl7vB8NBg2WdVBwiEKLDk/ZK8lE/xMQsz1O+OsWq+WcM/l05rVI6NLaHHFnwnkS9ETr1WKr9p+CVUCIjX9Znwf0JelaW8BVWe7Uhpn4eEYsW1frTZJBRLaebJRSAb3CXtpAKEaYK+Ersl/Vqw00HsT0gGcFLPtMtJtaTiNHo6+RL8PfyIWDK2+1R6ng/5oeQCr2J+NUCLAy5JYx+w6bY0H8bWLIrKzxM0Sc++ryGFXCpt5lSYXKQ0NfalYoY+ONdHPqMrJ6MmOReKuubAbJIwEyF5LM1FUdO1D3m4rg7D5j/nSHtY5ipAW2tYv39P5Cbu4R7gE4MAZnqj36VLYtC0uKYlIxuZGNek7oXAjiG4VjFty6UhyUVH01Z5Tq1i1BKL5T4NFPTy/SfeoqRip6DWryUfC52aVmaoHpFo67yaqeSa68skzXKUChF7kQmJOdrWZSvujxm0BGJKf8q3Xn3ZKs/yM2mQCcaNVOW54lo/WrwjtzN8JWimKxkzNpO6Uz6K9pmsVvSrDkyiX8gr9iMb0p4cg3iv+9NhR/QHnQI5VP4ED/PT8D6ZPJTBn1hdKPksGZPk8R/JIx634tGS9xB8coWH0+WCJbryY0jg5frpqgy13YanL241R4omdhRWbSgrPIKe5n8aMEX/tzrcag5KbhWHDMImbaAVr9gYMX43+fsVHK1MWB0yW8ByKyOHvPrQlVdeicMPPxx77LEHjDG46KKLsvzHHHMMjDHRa7/99vM8p556atS/7777DrkMWyyVrqTvjUc98W8qzEvo74VzHfKdckKm6eMYp/qh6MniTvti9+FFOKnjW+RLSlbzl/EL3JJEsZ752t3OcMtjmcQ57qsFwSepB0EmYJrEvrACH+AJOO0BWXqVoS43YXZ1XJuIOZ8mI4Oekd/mTHHNryyM8Gnj4Vq0Cn8R4lqlSkNWM5asXMz10xWLMsEocy6aDr1NLqjiPKX8UR8Bh0gHc5zrloNhsq6d6RY2pQHBH3ToPjB5H/JYtb1zlaL8HRBfIt6EfQ9Nok21K/WR98mpM7pWhF/aJ23Z1Y0mfy2obtWXRH/wJWxFZr45vpGTN5G8/39k0tcN3IbXpSUI3WdvQyjSViW69/N0fmLFtX602ZyhmKMhakp+ntl7soxRTazUR2NjBZGs4JH2hp5BZUp46GSUCmZVX3SQlCq6ZGNbbSCh8XjxlJ58e0m1TOslWhn3o3ZBr5e04Pbib81p8me0tLqGnDvlD8JX+qlj6oH23s3+505N7BzgDrI3QscszlNk50iRipgG6Dp3akyvVts/66Is2hbsMrl+s9h9992H/fffH8cddxxe/OIXd/K///3vx7vf/W7/+eGHH8b++++PI444gvHtt99+uPTSS/3nrbZatBCyOCmVAOqgaX6FxdiS0zEA66bCuZ5yOYxj+GbTY5HYqtmcFt+6MNT3W3cTnsE2a0LQIvnmAduKzlRsbeq45qS0b5fesOi45oqQLUShlsV2nuL0uObsYtHgWl9Mq7R4aT7PUCzJFUzauSGnR+tPnb2YPHOxaIwi+ZLxTTtDkfOSBEsiRqKA1udsRbUitHVFIkHGagKLwh9P7zzGieNViS2SZBwlewhWt/ZUXpe79HzKMKjO9uZAG5LmB70UbOrv4PfvxSX0l877yeNIY/VLyi6FsO/ORKRCua8x2CHnJjoIAinaAvibIVf5OXmWItAUaWEXDE0isk+BFnpAprWhQIuvCj1bTAMqrvWlxRsNDgy8NErMz932kQ+k5HwbqcjPl7EuhV+9BNr9dzRp9+C3/AkDP8xX18N00CCN8iC87wy+mA8KcDobUj948Bi+OLBZdtCh9t5Wvj2bWGxvELxFB9hKYpGmH92NRfpAZ/6FasVaJu1Fc2faNu/t1AfauyrQLnDqWyXz4clcd/XnSXuTR4IxVyUzFXyN7RwmsNia+A47wQRzwi8akFE9W2GECehh9pvqAbuHHXYYDjvssGL+5cuXY/ny5f7zRRddhP/5n//Bsccey/i22morrFixYmZ+bnE0FNeGYJhj78ApaiObbMvoUOVKcU6zKzGry9ccv8Q3FvRkxizUSzuD8I3Y1gKSSDaBizGvafUUYhvxi0U3QpBhmwjeJLalirXI4DQEzR1hG3nw1feB2bSFWhgmefkW9xYY16L2FtdYUhGyLfCPMMIYwNxmgGuVFieNoJ9POA1NEklA3X4e3PoG+akUgrqyt9NHDdyG8OoxjMS68JbyUFnXRuM8jg8zqwTNA0vRG9tiat2qQQQsSVsNvNEVJHkoN19qXjddeZtJH0g4p4TCEb/WZ5DyKxRpiXST8Ui9oU0v8uI+0EU3RsihvSZaUjEkN9v0YSKpCABmZEOCF7xAS6+konjW5/xqlPW8Ma40c9oiEorTUMlPNOVmTnaqACxjM2W7D39ydUdGjxp80X7CMG1V6Cj0IdcoWRGaBYI8WPJ9UfAlreXbXeCkJRZlkrZ7VQe1l0osyig5XtUBNDdT87WqIwRZQYonHBWtvl226as6IFd1mAkmdg5bm3alowjA/M0lWaUxggW7rDL4ovy+bYQo+Twlja0JK1l6ygHAPffcw9qXLFmCJUuWzMQ3Sh/5yEewZs0a7LXXXqz9+9//PvbYYw8sXboUBx98ME477TTsueeeM7e/udJMVt5nkmDTUpfavlhXjHNdbAoOThem6Rg3GN8IUzm+dWNbl1zMK7BNKipdseivN9dn+KTOAwziQ34lvndG2GaGiWvpB2aLc7XicFzj5TWVFYyuXWKYtxXj2pxYnbhYcG0IDlZanDTLFYpdFZsldSUec6sc+yQarbuvlbYpD8B80VdG6mjSpzr04OQi0emlLPzihaAgTkZaaZ9N1anEIseBiMUG37IrFpWVg7rVRNVml8wSWbd00k+32YlY5N5MRTjSkEoK6joTlZ+FXWlTJhWZbmK34Q8pwOirNeBJRRviO2vgV09qScVgIPyOwm+wtWrI9z80qTgvVZ4rrvWhRbvZ2wVeQ19Jsh2vUv6Mr1nZLpmcz4rNJI+wGdnS+DXd7rAFFxikdCi2Ij/al4GYrARvZF/4mLSPxLW0yv8WMFK39huwRu9LtQNxJWgLdv6h46HjsyA8rk0ZizyDCkTOnUFFz1Z0/bM61D5X8EU7f4pWvRpS/Znad4fP+8Pr2/MqaJXM4Ec4L8rZcofmNmMZ+QPtZSVNeo7irLeGDSnIQv1etWqVX024fPlynHbaaTP1DwBuv/12fOlLX8If/MEfsPbVq1fj3HPPxcUXX4wzzzwTN998M5797Gfj5z//+cx92GypL/4kaBAGlticFdYp/FnKyEY8ic+d+CZ4Q59h7YPwDaRfjku8j7CV6Il0CzljFTmV1zT4ptiXY+bfnZjvRLuV9kFxCxGPJTxMraVYJjDMyn5+tmIO11y/fw+CRcRGCtdS5yamcE07G3gaXHNYRs9VTFV8dnooPjibDtec3sa39vMiwrVKmwcZw88kTL1KdaVeGnXZyJ+lqJ/VmKvwTNulTUNeOT3hfciDlJy5mNIRPliVR+/nTqtnLBKZyA7jifUzPaovwk6uvZW3kb1YLeMVuqwiw6b7xLWcGRk+Bukjg2UxRld9mRLjofokj0F8JmEnP7FL/PC6+A+d+cP0On463bMCLOIPsORMxRT/jKniWj9avCsUpyTyQKYfWeiTVE/bSbvT6FdkI1vT6keQz45jBmSISbXf2XePQLQ+Su3Yc3JTf78p+T56W162FD/Hbk37BDHmL9WRI7+iULxPnTvj+IB+T5Ep7wSm3Q6m8Y4wcqsPhbzUM4TGdtRu/+rXNwuSQWG5XDPmW2+9FcuWLfPt87E68WMf+xh23HFHrF27lrXTLdRPecpTsHr1auy111741Kc+heOPP37mfmyRpP20B/59F8/fXXPXDDCxlz9dctKfnH+ZPqZXw4oh5DAIhdg2H1R6fVJj7nMt+v42hO4cxmTVELnmyI3eKlrZPN7lcIrrGWFOYJbGI3GtizQ8GrfLRUYKTk0wao7tWGAagmuTuu16iyN2DzhgAjTkb7XLxiwKD/mVex0kj1no0hN/RnJl+yyoC48Yb+GYO41En/OgZ43lizwi/Y18Fp6czS6A7bgg3oZpzwKkONeqNoDHP2dyFqSOT/g7q9uVlP5ZkTXkDMfI5gx+9FTHPCQWK671o8WbUHRPxh1NEVRlzaSSQ6qyDh6aNJd5rJQsSd5lfSqQtUbwyM9tG+PXrjGZPKOgq21UdYj3RTzuo5iwI/tuBhX6vW4hm5PzZAG29djpiQIyooP2a+25L8WQoIX5bFrgatVYcRQ+lQPUwIf1U9U+GWmSZ0+VBHSpwMvfRHmDzXp0LUHZfG7654xtVmDYxgsXHLkAzsmN/QlQ3Be3RYwGe36VoplgDsKmAWAnIqnZbj8zI8yhOah+DhbjNlhrVorMFhyGPsEat+NZtmwZSyjOmqy1+OhHP4qXv/zl2GabbbK8O+64I57whCfgBz/4wbz5UwllN3qZpJmqUnsYk9OZwOIkznXwF2FcTk7DuBSWJrDH8WpJRd6etpPjCXOwbl998BXhFzjlsI3w+LfWDMe2FrMYLwImRbLOf6em5eHb7SwfL7lG4bz18ABN+xE4bHBBrzG2SSrCtO+NxzXHa9DvIRjlnbQJPLn1WeoZW9Mb1+iDslbrYFxzyccJRphrMXNCzl+cazFtPh6YDcG1cdHEVmlzpdzfYVcyUG4N7tJP9aVk6UOJCXFNS2JqOmRSMYIqoSeXVNTu9ekWaFq8RbZDzreOx/nD+qkccZYOwunU7LjMGsN7BeSFnri9+T9KKqbuQYSsv8a5KcXZcGrJFyQThNIWg6zEPQXTQT8TtXQo9DKlEohSpxx3jsfbZPdD5DxGbYxupQtrA9w257C9WAzKAb61zR/ShOogScURmgItpFCM103tj9Bsc/YFV2wDv/wPwOuxvlDAbKniWj9avAlFSfPxHWl/yCnz2mQ7pZ2UTg0eSxKfkiVSLexFsUJifDEfBU0ycejiOiYQewykMvLa+YgStJleKacFX14sBEu68chS5B1rsuHECx98tZ/7VoEuO3dKtBl+7lQo8KLfqCzmc6cmbFyzPXeqSRwa0HOn5mDnbaXHBMPO2FioNSdXXHEFfvCDHxStOLz33nvxwx/+EC9/+csXwLPNg4wtx5w+1Fdl1y9wEN6lcK7QfkmSs4Al6U8ZPs0A26QPrj8znhy2abpzcrGNAmxTsTH1IyDYRjzxuNbqUrEtgWtqAtGN0IAnDcz0ZyoOxTWfIKQP0hYjrtFCMJbKNZ9n/aBsCK4t/DrKSvNFBt2Y0kX0FznL8xNT+lKyqTMX5XmLNDHo/dZsUBnBL/XJWCi9iCA175sgn0ksNlMt7UdIKkJin4hxGL8Wj7iBEoUsoxZwQBuKNeQcepI4o9kxtmpQS661XFpxFTWpKF0Mo0V0nmLLmIrEiJtkpSO5JCB95HKoesSHqPKzyhP8ii5fq4PKx/y0nAodb9vj4MklCk34OrUCLVTe+074YW2jawRgbOH/CPqepTgfKxRRca0PLdqEonHFVpMMMzAi/riz/sjZJqEvmfhT2lM61Vt4hbcrAItUp/xT9DNVFGgivoEBGPWl1Ukn+Fzwxey2szQFFznG0BdX2oxtJIIv50BJYlGgVUmxFuuvAQm+mjcsZKN2tEOb2U0JmhuSsW3O03KrOqyxfqWINYa8D2eoUEs0MKPD7aySaS3flsWGT7SaVFvz+SG0N4SW6nKH25PgC+h+T4MvALBbNSs2SEDmrIwxwkMDkn+Lge699162cvDmm2/G9ddfj5122gl77rknTjrpJNx2220477zzmNxHPvIRrF69Gk9+8pMjnW984xtx+OGHY6+99sLtt9+OU045BXNzczjqqKPmfTybDVmkJ8cpqAifhB+5n3ZWH7lZ1tqlnKorN09Ttj4YJ3UKfakQLIlvDi98u/X82rVT9VPdFDct7+exV4wxXagTySnXMptYjC6ce0ujqNiyVqzFHe7fVayF4prDLbfyRl+NQ7/MRo8sQlZaAdqtDGxWIPJh9cW1bPXnjYRrcxi1qzaVys+mXzGKSpW6qM8ZiSkaskW5y2YuhEytO0rJyErSJX9DWoKRUdL/NPCVJRcNaYlxhM73WlEUil8hJuAoVFYJuqM9kVjMVoD2HC5BlbPIfWdXqmVkuKx42yAPjdlie8nbjvZegSUVE7xqH7nXkFhPVxrqPAGCAjq79+nK0c3/ZLkL818kFd11ZXFjuuozgLBKEe23SO975G+xT1KxVnne6LRoE4qdgVdqnhpIJWpK4LIjBivzJRHM5YIJz5OMmmKZnE8dcVxCnyHtBACLZEWfFnx12rWsT7Mb+nJcHcEXgKLEomjPrergHMR+ZlVHsBN/W1GyceCqjlmuVsxVfx7DYGsZAvohus8u2HL6RfDleF0VaCBqZ8GX14HQ1gZkbnXirA+vn2DkD8fvK9eHvvWtb+F5z3ue/7x+/XoAwNFHH41zzz0XP/7xj3HLLbcwmbvvvhsXXngh3v/+96s6/+u//gtHHXUU/vu//xu77rornvWsZ+FrX/sadt11156j2YJpnhKKXnePn2sXa5eb02Kdil8dPH0fovUP19J8Gr4NwTYgj28xRgUtGw/bUiMigYHgoSsSnFQK17g/uRBL+LIRVysWrcJPtYHo6IFrLJEo2wmu+W1aFNdIUnH2KxT749oQHKy0OGmahGLf87ipTA7DbEZnbmVjKgkotznLVYwTG/PEMpbwi+RU4crFlA1+zx+30RWFhsq790RvwAjiHhKVoNkiBpdBi0bheXmfSCwKuXxiMZ0sdL2GfqKrDGmz4zMpWYo8iSrSgHgoiGiRSy6piMDKxqImHGVyL8MDxWZIQorK0cS4x2q3ApH5yJOK6oBMIqnoVyO2GscgN0PWnztgJ26RkClLKtKVjTOkimv9aPEmFEtpCIaVRDIKfwrvupJ4MLqsuq0scy8vl0sX8URGY1ORPkU324mbmAE5T3AoklVmSx9fKNcjgJ+wG8m2Tlg+PmbXBl+Zn5CJLqeDrqrgfnnlcruY10scsUGInUEVOdu892dK2fSqjrAVjJ+zmNzaTM2QdnqovVagRSYVAX21ohFyjty5iUyXC9pg28PqJ+ycKRd8zXmdIfiaw4SdReWDL8AHTO68qOAj2Srmgi/An884JgHZnAk+zZpcBc8hcn3okEMOgc0Ejeeee27Utnz5cvziF79IylxwwQW9fKgUk7FpHOlLXfO77kABbwbvsliXwyCNdwDGFeOb0Kdii6K3L76pD85ScrLfCHbLZTl+EZzp0JnCw5gv4JH0yRvuwjbSxo74IM5ZhHODw2UZfrZi9J5eqx645t4D5avw++KaSyBOi2uumEs4z7EhVwjGFWqBQXsecHsusD8P2IAmFWde5XkArg3BwUqbH3WuMlQm+lyi0JGUohJSPnfGonYWo36GItUX88gzFOUcxEIAbZ6TycGWTzuTka72VmVziUXAgwirm2EC3kWJRWpXJg9Z7GVDOxGf6mxFmiwUPwuayHO/ALXIivtIoI3pY5hOfM3w+8vsx6CootdAdib0cJviTMTounG1Rhj2KwdtsEWHyLY/s3svfqaiSxbya97+eFxS0VJ/w/mIFjRHQM5bFD/26CxGd7Q+LZU+Y6q41o+2zJFb8urDn6BZBomqnRLds7LfR5fV37NrQYHaxrydtnLXo++YBX/0nSX0ZSuPARwIC+wCBKRZm5/lkzxJE7P8/geStSa6+Zsgf226+LXzK9zqi1lU8aP6cjZnRROYwa9KlSg53OmFPSW414F1faiYfwDGZXX34Z01lV7fQqwPuGmSPEmdci7rws5p8Dhjt0/VUOvxz5A24/+n/b4dAQ9o+8SCvDe9/MjRQuPaBEYNVMYwURVKiWcLsWKiYtqWTcbY7Gsa6rP6MceX+7X10S95+45P8md9pqsG2ft+PH19ahp7jCvH2+VHql9rLxmT4f93TvmLYRoqHGtuLLZ0vNP6I//P+NKpU5VdDF9IQxXX+tGiXaE4iyRd0R+WZiMlZ/M8ydUTCblO/kxbdhWI4EleB5vhVZ/MJPiU9+yBE3l0w1YiCrnsKhHDXZFjCCs2qAOhr/v6GiYj/++slil9cgbYF8VlmtXk3K5WwZmpJqs5UofahyeV/EB7Y6wPvGZRJVOuRKSUqpJZUv2ZtvGViyO/UoPZabeIUX1jUd2S2WnbR4avCJkj61OaFSKzP2tqoVYoVlqkVJLQG3A/kpoysnN/zl6mfyjOdfKW4JeYQ7MYp+hL4lbLl8UglScoV/WnMFGMh7mSwxhlpaKmk0KvtBVfQ35eUmRPKqV+UN2tQ3R1fbxkBC3OBeyzxI5pHBIrE/PBMV+VGHClbxEyh4m0T9JC49oIvN3h2lzk18ivVqTyDNOswZxpeBcDrlVM23KoJOnWlezPrSpM8UmeFARROW21ovQtqugs+MLKaL1fW61IVyoyeDT5VYglPCk5DUBi+2h9DZ2sQrXHlEYXK9iiripUQMsk2ol+v0pRCwRdTOQgRw0WA0XQ5DGJ+Nm641yDCcNscEtZ6ZjiLyDqu5TT/HU2k7qUfnr5ovEjlolgXoP0EWDG8KsPc/Lcl3br89j5RX6YI9NsYwbgtj1jAvZjbOw17zEy+ZuEgVRxrR8t3pHbgS9CLilZ+iq23cWTsZ2SUX0psYtuOXWM2lgLdKk6i3hMCBoK5bx94ocBmfQS16LhN1xO2kTGx+R1JDohdRFZ1i/axbWwCo9l70O/FxePomwr41ZvhPfus2gD/MH0tH1C+CasPWzso3L0s3sy4/jlq+Edic+tnOcbYZxrI+1jjBT9zSoOx+vej+2o0QPDtno1bSMv3/A3r7GzMeOnTWOMBr8qbSGUw5bSV0tFuDeFjSSOduBBkleR7fQXis7E9Uzqga5Ptqd5mjm69Bokr6ficxanNJ3gchRv0t9jU7hL+w2F8UnZNN453IlwDYE/iW1MRzeuoZVzblB8crgW3pv4PcBwBJgtrgHI4hq1R/GItRNca/SNGK4BYbUixbUxRhzX2tdiwbW+dOWVV+Lwww/HHnvsAWMMLrrooiz/McccA2NM9Npvv/08z6mnnhr177vvvr1925LJrdwreaWoa5WjXO1YYiPXZ8QrJaP5Jvm0MTQ84aX1p/RJv1IydLdnF09KzgEI63e2CaAF/ubFvg/vsOR1AEUHU9BOvySi30b2KE/TZ4UMHPwJH62Uh4A9GmYJXbbVE9mSflN5+Tnyi/iu+GelfbjPJtZH/dDamT7RIfmN4bcQVI6OH4ovjn9kdLlWf/gR8/HS68Hggi/Rbftni2nAwuHa5kKLd4UiEsFBF7mbxwG/LW+vS9Z26LdpHSkxOVSj6dDsCj5NP9Ut9TJ9womIV9EtbXbyWFI5k3BrcibXR/2iAY0hfhNbTgv9KK9lsGdaXbFl+oTMasBHgyYmr4ym1ZUr1pIq1OLPPLHtikTQH6/2Q5Y/lIZnaJVM1w7S50xqVTIfxqitaNloYys52KWRB9dzD0bUqq/UPMFDmCMVM2UFTHKYPZrqmhO0lTrbc6fG/jdDLp2dzOv250pbHhkLZI/mnNXPrQujephMwnAC51TsSuiJ2Ar81iAw1a/ipcYneRxG0bFQ3xI8shCJ5l/StsMvwpArSFZajEzDXo5DZCwMcYQSq1nI4x0v1kKKkFn4FfPObuNiuMgGQF9cs4BfWQ+CMePW3ggG4xYzNVzrW/25BNcenrTYlMC1piCZowbXxhaYs5MAsvQ8RZBJpMW1CaAUIWvl3NmJIMXGNlFcu++++7D//vvjuOOOw4tf/OJO/ve///1497vf7T8//PDD2H///XHEEUcwvv322w+XXnqp/7zVVos2NFqUVLotOberpYRyxVQcyXMP++iOdEFfrSwhXEshUB5ZxEWesSiJ3ZNTv5Iy+ShMK9gi5azAkaaRzMugMQqdja230QYlCq/18Q6fssmcrrV7nUFuaKEWjh4ZPsvjS++6CkXxSsVOlCL3ERqq2cR79jmKzXm8GF1m8lnTTwu8QPA1/9ObHUWO1A9jRg25D1CqPluEAi1+1wLa6+2xj4yB/BxccZbGzKaJZ5sbLV7UtMhEMt2UCmpKTXfqn4GOTn2ZpFfSljLuXAAW9Q0JwBL6Onm6kosuwFImaxYE0YlVGI2CLxL40Mk8K5MYCauW6fyJolktvNNDPg6UAfBkRVEWfLV2aMiWhyPwNpEgdFvDSqo/++ALcVIRSFTJNEBI7qWqZBKNrK1JBs6RAK7hIVUyWcVMWoSFJxW19gkmmPjEZGN71udPyZUwfeQqbQbUhWva3ehAKsXALqzK6emDc4MxTuFh/NHNdaYvAVCzenhWjG2FOuUh/JpclFjU8FKVKcA1VTiFizq2MVwj+JvCtr64FooPxIF35wOzFsOmrv48Ja5N/Jg5ro38nsaAaw/RDc8Ev0YU42Tl5zY6m3P2FgGuDcG0ww47DIcddlgx//Lly7F8+XL/+aKLLsL//M//4Nhjj2V8W221FVasWNHbn0oNjWCbRDchbRXstMnEkgIuXUcGqQnCTHukA/G2amkzKuYidIzEtaFHEMhjj4YmF2VFaNnfWiM2XQuZf+niBYiYI0qghXmd90BJVwkXtJsM106zb6ybxkuSuC/J5F57c8ESVQh4y2JLRU+j2xbYEbd24TKSe4YgQHk1PUbwhKG4Sso6jyYb2gIeu0bJT+NxKefDKeOuhSVfnQEr0ELlwAu0AM11p8eX+e9YJhFH9ELOPkZaKFzbXGjzSCimvr+B0U4Os5L30kKP1JG9B8+0Uz1RfqqUR3xm/ND71L8JG/Nprqu65AwmeejkYcX1IrOeqpPadM1iJmSxkHvcZGV77L/nd87wGbhlJecrEvmgWMjKL07M1vRJDRhYNTq0M6pSZysqsEMG4LpI8GXC2SjNKj6wPvregAdfjQy/BrL6s28HqYLZUjiXSmhshxFWm7gvmldiDvrdSg5RGbPldeHYmLTPIZyjOLHNWVNDzzvMkdt2NkSu0hZEQ+Ku3Jyd4U/hXW71upPXZHs+R+mFcan+JDal8KYQ37qwS8UpqUNgGzXFiGEO18eCtxQm0otF+ii88PaYnzoWP7gieuTFKcA7C5vBLQRso3YLVitOe2awo77Vn0twzesjuBaqLsPj2pjooLjGEwjhTESfrGnxy9s1biU/r/zszhgeizOFZ0VDcM1h2j333MPalyxZgiVLlszMN0of+chHsGbNGuy1116s/fvf/z722GMPLF26FAcffDBOO+007LnnnvPiw5ZCMsFYSqnt+CWVnbuSglriT5OT54XTNgmLuSrQmn6agKRnLpact0jnJwY9cj5VPeX9LomoVYPurARN52bP35jxuvycB8/XtAsQ9m72aCf2LE04gfcxInL8CgV/WV7TwZJQzVzzKokOZPg1CHNdDhapfUPcJrKezQo5Ik956DXQ2oMdkpCUOtuLQasys7HQMEsZZwjPTLtlgNprVypO/A8S/gsgVaJz5ynOS0JxClzbEmnzGLlVXtPoyJCx6QCM6SmVS9lM6CiSzenp8p3YSo6z5PoKXcWyDqQKr4nWH03eGTuO1Gubae993bU2a/S2Ar1hm3dY/zKrCpaUZlEls7T6c9eTHbX6pQ1nRWn8amXM9pwp1ib8ma9zMNwZV0NelTZ9MtYmX1NTX/zr4C3CuoRcEW9PHFF1T4FvvfmU90Owrcuu16ndA0hbfb6fLpnk96nglCbb57sg/fJsxWmI/hlRrKLYITFM4lrxn08BrmkrHORcnsM1SSlciu3qeAjM04OyKTBt1apVfiXh8uXLcdppp83UN0e33347vvSlL+EP/uAPWPvq1atx7rnn4uKLL8aZZ56Jm2++Gc9+9rPx85//fF78qJQnt9qxNCHZtd26tIpyl4zWJv9CtQrQuRWT/ExIfgzctNWxu+yFtoGymn9Sl/ucGkvK9qxCGZfc9H70kZ2RD0KnnNZLQyqVr2Rcis2cjDxTUZP1kO3/zziQst/hx2KgGqv1o8W7QnFaSs3FJT9emX3X1IjsvqpDaU+ukND4lTZVnvB19XfyJ/yOSOhQ5bt0pXRAtLlrTZ6EJG0KVv50RbGT8zHVp34v7lmX7R6zczCjj61CpE+/6GqSAkpXuqQPeGZXJbOLUk9++faQJoCVbaEiZrPCQ9prKjNP4naliqbuW7OaYy7aoDI7koVh+shV2rypJKmYvXFjjJqBAt4MZjX2E7KlOCV5xVxWgl+dmJXDlS6s7NKh4FvJSsUktmn+036BX6qP0g+yAlC9BqS9UWPEl5ywqfqQkFX9FNufe2KZurJRvO9LKVyziLEqt+WyFNe0baEU1yS5VfOxrXiloUsSUj1jmHa1YqNH0zcLGoJrjv/WW2/FsmXLfPt8rU782Mc+hh133BFr165l7XQL9VOe8hSsXr0ae+21Fz71qU/h+OOPnxdfNjfqSpwNfdhN/166CglpVZpln9ZfWsk5ZYNO911+aHpZxWRBqerNqarQKf5u3S4msHz7s4UKIN5m28cqR0eGAGh9Tq/sT7VrOjWeCDcTAKj4J+FsXknaRXBX9msyqj60cWLqjBTR7OxqdpgvVN7/WPK+RH6QH0l0nfmPOPyYUt9NA2qBfxZPIxWaBte2RFq0qdTcSo6+L0a28FXC732NX1lZRaavb1nZgv4sP3lFerRriYQt8j6lX9VhjX9FehWd6rUDiVNSct6ObOcyEb9mz4/BRG0Nf0qW++DbEOZUKueqXDbv4StlelFy7Zy8jd4nKme2OiaMp6mS6VYqalUyHU08P3khrpLpeJuql6PwWeNpq2HyKpnuHKigQ62MSSpmumrPWuVn+lQpqpA587Om6grFLZpK53htvkV/XCy23cXj7ScwoQ9/wbgjuQ7dOXxL2hd6ItKwScprNmQ/FAzRsE25BlSHt4UEtql2ZHvCjuCPx6dgl/dBkU3qI9hGeIpwrZWXuKZXgJ49rrn3Gq5R3hSu8c8jv805VHoOlZ8prjk8krhGsYyuOKS45j4DYXXjYsI1AFi2bBl7zUdC0VqLj370o3j5y1+ObbbZJsu744474glPeAJ+8IMfzNyPLZVKKzinKjoDfOWifDE+k68snaz6rNgtqR4NhDmZzhypKtGyT/anKkPL95r9FH+o9JzWR6tFB7/cmwZAZCVo38d4m1dcBdrpEHq1C6i1S5Am9qyxzTZsE/c58iEYeVnms/V8jActfEk58dm2OpJ2NLsKeV6Ay9JxGz4eqc9VUo7sSFnSHtlBrD9cLxPJeZusGjN5tXJMl5NzPo9oH233P07e7is8Bz2zpMUWq/3sZz/Dy172Mixbtgw77rgjjj/+eNx7771Zmfvvvx8nnHACdt55Z2y//fZ4yUtegjvuuMP3/+u//iuOOuoorFq1Cttuuy2e+MQn4v3vf/8g/6Ya+bvf/W4YY3DiiScWO19MXUFHj5eZDEhCluie5GzGQVEuoZbiLxqffE3yuvvoywZmyndVYkflmaT6mxkre+0yNv1clpHrTCx28Md8pjuxGMnJtoaPBleUx7L3hB8gwZkMuJAIvhAFYC54kQEYTQy69xbNuYZSRiYWU+1hIo4TkS74YsEWCcjGtl/w5ZOJIqlIXzSpuCUfsLsl0rxiGtKYoL4m8VzeG/tKMW9iB+rvh1tFvMqYc/hWijtdemaNb91YxbEtjzlKHwqxbdIT2yY6tqm4Rq9VEa6FcXNsa/qKcW0iE4eYGtfGk9FgXHOyOVx7eDKKcM1h2MOebziuTWDwkJ2LHpaNExi7JdEVV1yBH/zgB0UrDu+991788Ic/xMqVKxfAs4Wh+cY1LYk3zctRadIxl2wcIW9Ha0/a6ZAHeA7FKDI8eRjrSyUXU+NnuqntxBhkYpG/tL6Qt3FA4ftaW6E96HdJJG/bO8Z5AwAS55FolwAdJeo0PVzOKsk9K/RbE+u38rPRdTEdsg+SN/hpIz3x58gmeB+XMZ2yamKSyEp5mVy0ka7W5oh8huQPP+qgywT+UcPjeX07bTMhiUg+b+70spe9DN/5zndwySWX4POf/zyuvPJKvOpVr8rK/H//3/+Hf/zHf8SnP/1pXHHFFbj99tvx4he/2Pdfe+212G233fCJT3wC3/nOd/Anf/InOOmkk/DBD36wt3+Dtzx/85vfxIc//GE85SlPiZz/whe+gE9/+tNYvnw51q1bhxe/+MX453/+51765bwxLfVVZdyS3k69BUxSd1JXGW/JWKSczfTBkskuoyelwyaYUrIl+qN+21bisgjAkOGXfb0qQbfSjS1Fl29PWXN6TXttlYtiNdl0W1zRjBdrsZ47XSUzbGUI3IEs/9zqmFilSqY1zSHS4JUw5VaOVJVMTEbsKegE7dYwGyS8HkMvR9vv22ThFtfvHnO5A+znsDXGgT9R+fkhAHOwoBUyZ72SY4xhS+K7N2xXmpbmG9MAxEmYAjLiT7OvvdLcgck4lsS5hG8pn2eFcVl8E7ZzupL4JnUoU3Mndjkdie8gxp3wHaQwR+1r/+lVCTrhN+MnWMt5OCYx4RyuRfqCnr645s0xLJsS1xCqP4/QJBNdwF6Ca0Z+yX5IaVyb2Lk2kdAf10Ll5zCSEcWv1urWAFyxFtitmiNDFgGuDcG0e++9l60cvPnmm3H99ddjp512wp577omTTjoJt912G8477zwm95GPfASrV6/Gk5/85EjnG9/4Rhx++OHYa6+9cPvtt+OUU07B3NwcjjrqqAEeLj5aCFxr4v3ZBGy5owVU/o5+a+OjBjz1+MlKO6mK0UyG3IMDzZ93qvpzVBnaymrPhsjpdrWK0BaIVns21Pbbpr+roAttsy2oGTEn01iH1AwGbPCBYYsl26vV+bsVtkY0C1BleC9jpViOTsN0lHyEAWdc57TVnz0ESkgU9wkMzUgcyvSIYUmepjnU19Zktffh/9Z3UTU6/N9cEJpUdHKs6jP/JYTELNAUaHHboL2voUBLuDdw7WirRLcK2qrPzT3Q0JvkNC0UrpXQd7/7XVx88cX45je/iac97WkAgL/6q7/Cb/zGb+D//b//hz322COSufvuu/GRj3wE559/Pp7//OcDAM455xw88YlPxNe+9jU84xnPwHHHHcdkHvvYx+Kaa67B3//932PdunW9fBx0V3HvvffiZS97Gf76r/8aj3zkIyPn3/ve9+L5z38+DjzwQJxzzjm4+uqr8bWvfa2fETuDFyH/sKPgVeSD15vZapaSS7SrfpTwddlAhl9cn9y4UzrUa4cCWUD1MXd9GhnTyZ+7Nn7+Ez4EGRNm9ozfjF/RF/w2yd8lk/Uvhd8BNv3c9peu6nDyVn0fb4t2bk0YD4FcsnIDLZ/jT63qkLJFW6AReACIlYphVQdd0SG3PNMVHmyFIvJbxuyMl6/XLc+LkxYE01CAOSlKzYuZ+bLLZjHeYUY4p/gS8Sk+qzwZvaxf9qX0FOpglOqX1xSKfSLP/Utgm8If4RFIMJG4PmylO9LXV2KtjrFKH4hcCvfkdbL9VysC6MS1ktWKTo+Ga45KcS3aFk3wayiuAYhwjfqlraSnuAZAPdZjseBaX/rWt76FX/mVX8Gv/MqvAADWr1+PX/mVX8HJJ58MAPjxj3+MW265hcncfffduPDCC5OrE//rv/4LRx11FPbZZx/87u/+LnbeeWd87Wtfw6677trbv8VGC4Vr06xC7KurhJ9S6TbqlM5UW9cWaVUGfJ7uuy062IHaLn2hNlO8g7dCE9CjKxYDE12FGJzQVitSO6D9oG1UjssyavuzqxUlf0tWsWmZzZaPyhkpF7tE+yzzJUBlJCf4IlnyP9VhhZ6S7c+qj4oN/7/nMQkeI66P4ePTVi7KcQs+9XuiKxM38y3P11xzDXbccUefTASANWvWYDQa4etf/7oqc+211+Khhx7CmjVrfNu+++6LPffcE9dcc03S1t13342ddtqpt4+DViiecMIJeNGLXoQ1a9bgne98p2/vcv4Zz3hGpOuBBx7AAw884D/fc889Q1zSScOsgt8cnW+iPzZNt8LjSqEn5WSXjduMVewr8hGf1GUz/EKfalPRE+kokc/o08av8Xr91gQgSl0n0//acB0GKmBpMo63S7/2/Wt2qD7H37bRgipdxMwTO9MWa5nA+psat9ojdyi3o4ltgIUdtm3lk9lmRQZ/kps/vB5oAjKY+ClJ6RPvSftIbU6dOGZDQytszroqZyVOs8Q0oD+uFfw8AfScW5mBMtuq/hRmAT6pGGGdOs/FOtT5Wch18nThW0lfDge78E3rZ/M24mvXhTutMqYvde3kGCG+/pStDozUsFbKs5WDKVuuzUVhFCe7cJ+qodhExRK4VkIpXPMFWtAT1yxUzGw+x8XBOouyWIM5YT9XfAxmwrB1LPSOYeYF34bg2hBMO+SQQ2CT1R+Ac889N2pbvnw5fvGLXyRlLrjggt5+bCq0sXEtR/L3W7oNX67iy/Fo/fS+l8m0fxey+IumS65a1nRGK5ulDMI8LfukfdfHC7Og9QvRvXyueAsvxhIXbtHb3PyrFHoRABLhD+NNdOYCx6zCHrwMlxt7HjoI1rdTeZlNolPKNZ/JuHqMIwW5tK+Tx3+I2y3i+z6tnWE0w3HK434cMY9bpRjpa+XCGk4hZ9wqRedbY6Nph/vRA6n7zxnRNLgm58YlS5ZMdT7whg0bsNtuu7G2rbbaCjvttBM2bNiQlNlmm22w4447svbdd989KXP11Vfjk5/8JL7whS/09rE3ol9wwQW47rrrcNppp0V9Q5w/7bTTsHz5cv9atWpVX5f6kSWvAko9BFF1RrJkFYcmU6CnyD4Uno7POZ2sbwCfqpuMrUt/cX9xdJ3QI/s0//q0Z/yJtkOlrhH738R9CeIrLPK8syR1xSLpz90kqgfgi5s5TZ6uSNRIe0LkVnNotrqqB86SLMj5kD1eQ45WqFRGs8Y0YP5wzT+oL8QFT4WYl9Wb0VGMc6UY1wOvVDsZm6X41osK/SsZq6Ri/hJM8e1Gbx+gK8I2zU5XW6I/Cl5Jv6X9Vi9CNgsagmsp6kqajJX+FNaVJmDcivv5pCG4VjFtfmlTwjVAXxVYIlOiU6PUg4Lk9uietjWerpWZ1DdttaHr66KUrNYvVyKm+Er4PU8kk9AbtScUabZ8X8/JfoBccgVdl43WjqXjMD30Sd6UrXmcSrVkHVut2CUvwzEpQ5bbzldicChNg2urVq1ic6U2DwPAW97yFhhjsq/vfe97CzLeG264Ab/1W7+FU045BS984Qt7y/daoXjrrbfi9a9/PS655BIsXbq0tzGNTjrpJKxfv95/vueee7Bq1ar+AVMBJVf75cg9XMg8CUjq87K8w9LH7Ao/a1fssxUQfXhshl/44frU1RYFfMkHTjYj16VX9NPVE55fGa/J6XHNlshQ+2JFBbMj+G3SkONxgZDlT3PcQOnKDZB2yo+gg5471TzAac+q8A+MGp3W63FqtC9U/pDJZ7rignBFqznID8oirNBwcvLcKf9EWD7FhQHIKkV57pRcudioaTyba1eAuFWO7typUXuyhVvdAYwwZyYY2+b/YBOgZyzOOhCrKxQXF80HpgFpXOvzMItR4mdYgpFZjErYkHpnhnNTYFwxvkGZQp1NYSuHb+qQJTYhZkrJSfsprAqywVgXv5Xt9NITbKNwQzEn+lokv8DBGC/piYdiIEyxk9NvYiyabXIU9zyuOXPUdyCzwl46Mr+45rCrWXFoYuxCe/5itMLHXYpmNaFPHpK2xk96tuIIc5i0KyPp2YrkbOBWbq6VGjuMWyS4VjFt/mihcU3bNlxCqYe5JWcTdvHmeOiKP0p+ZR8Zi/NRWxmZO/PQCh4pkztfUV+RmF6pOPHzvr760MkyKFR4Qz4nnluB8KCG8luLgFNk3M00HcAy8DbqvX2PIzbwIch5MsEvuPt+IRv43CicX5I/qGIr/dp2tsKvbWArEH2MRexROU23oEgfdd1yWbniUF1RSHUIaGXnGGo6lXamm1yb7DUkfd4m/exXFLYqnf6RAcauj8iN0BaJc8AezlLEmIA9EjtCp6RpcO3WW2/FsmXLfHtqdeIb3vAGHHPMMVmdj33sY7FixQr85Cc/Ye0PP/wwfvazn2HFihWq3IoVK/Dggw/irrvuYg+P7rjjjkjmxhtvxAte8AK86lWvwlvf+tasPynqlVC89tpr8ZOf/ARPfepTfdt4PMaVV16JD37wg/inf/qnYucdJZeBWuSDnwFk2F9sGXW5kFOXkk0dfl/6xDZ3r96HJ8Uf3+Z369D4WFtCUZf+XD8LdnxbmDQjLErpYQFIbEMrviLDId0f/YqFY3KloZScbo0fPuwCLhF8uUCNAru3Qv8g5B+H8i2SG5oQ2tj2c9gilivSAtIP02wRY21syFEakgVfvo9cnjFFSXoYPhsHOcyeFmZR3tezCzdvmg9MAxYW17qoFPJK53dNUHt4pOHcrDCuD76VYIjrTD1x12bmPviWw7b0fYKObSldansC21JYlUegblxresUFSGaj9auawjXe2+LoYsI1EtC2u7UimsQoGNxJ4hopRgaAFWmxRE8C11iip+LaFkELjWsjM0keRSOJ/vb6JiG15J5uI33MTapPJgS9jwUBlqYzV3BFtU1tsofmpD2hv0/BFmZL8SmfWEzPpS6x6KcpOicbOqdTSTK/kwwWxxIHYhCZLuKLa0sEfXwBBtHF4iY+NJ5obBqSSUVnT8KL04O4QAtzQwzDfyb21ASgSehQdTcJPRYiQdcvdfhvlSaO2f8EmQ35z/moFWixgNv27AToz84lCA1slIBszmRsFxKZFnAXWeXKZcuWsYRiinbdddei83oPPvhg3HXXXbj22mtx4IEHAgC+8pWvYDKZYPXq1arMgQceiK233hqXXXYZXvKSlwAAbrrpJtxyyy04+OCDPd93vvMdPP/5z8fRRx+NP/uzPysZnkq9EooveMEL8O1vf5u1HXvssdh3333xR3/0R1i1alWR80W0EQIvjTrDn4IgpFSmOAATM4WWKB0aOEledquvzOFZeWJn2uAr10/9SgZghCeppzj44p9S1zoXgCWDL6C5QBJZMiFttkpmO26WWJzhakV3ozGBZcEXALa6I1kls21WAzADpJKKE2vI5BWCrYcnc8BoLOSBsbH54AtAVPl5HlZyyAP0+8hVmj0tKKYBw1fed8zZXbIlP+MsSw/MyMkMTTJKjiy+Kf2erwPDUtinyWuzM6DjWw7bcjY1bIsqJpboKcY2K9q7eSVFD8yii6Nd9W5cc7aTD8zmaxV+Ia4ZGczadrUi1ee/iK6HZa0l1kYTjYVJRbhV/GRUiwTXKqbNHy00rqW2FmvfcWniMdY16kxAdiUce1eQVpKMatVoMczo/FShN5dgnI/kIl1pqFWCbsago5M7O1H6L5OOdN4OnxxLO2uTVYhestUv46totWIS5RXk61qtKNWYkoRf45OaVFTuKWI9FMMUfqePyiYSfTK2tkSeykhfaNVnJqv4bpV+TX/4310MoosmBZWkIpMbGdiw1Dbc57hVin4grj3wG1qcZYa0mHDtiU98In79138dr3zlK3HWWWfhoYcewrp163DkkUf6Cs+33XYbXvCCF+C8887DQQcdhOXLl+P444/H+vXrsdNOO2HZsmV43eteh4MPPtifk3vDDTfg+c9/Pg499FCsX7/eH3kxNzfXuzBZr4TiDjvsgCc/+cmsbbvttsPOO+/s27ucL6XBgZdCyQfkWQcK+N1vXOFR75uJnLqlTOFXAzBj4vtv8Xmq7WNCtcpHdMh2lSen039Q+qmQTeg0saxtb+jdUwxtjKmvONouJvkNmMKkHoVXflediUW21y1lLbNasZW3blx2+lUdDfhrh86HFR1AelXHqN3qEG0Vswq/D54AetvEV4k0ltzh9XxrGPwWNL41DDz4AjAyY3+wvbM5a3AYYxSd5VgqV2n2tJCYBqD5UyrBIOVnNwQPk4ueNVsdPEmc02QVbCzFuAjfCnyRUySzK/1S8CnyrwDfUjjF5ARD160Ixxhij+FeuLhF2EZ9dthmoY4le8RHpFvBp1ZnJ645rd6HAlzzWMZxzfXPFNfaz0AZrjlMg+wjuBYf39FucbZG4B24Jd8mE43lx3rQ7c+uYvQsaQiuVUybP1pwXEtQn+SdJPkbzSUiJ9pqXNqPcO+ZstG1pdm1dyUYJ5D3xfFnWcSFPqCIeJ0dwUd1pNudT0ocKeXg4gS+FdrNj7nEIi3YEuInMh+TBz7RNuhWl08yieVoDEvUTJaY111b/DSzwQwTrUcMgjRhSNQ5cRZbsevQ8kg3VD3tozJ5T0H+Z8Nywyb3FYYoZZeEGPVvBT53bn8W90RUtzVC1kjX29Hxiwa/OtJBUeRnK+f27xsiU1qgZbaQBmDx4drf/u3fYt26dXjBC16A0WiEl7zkJfjABz7g+x966CHcdNNNrAjZ+973Ps/7wAMP4NBDD8WHPvQh3/+Zz3wGd955Jz7xiU/gE5/4hG/fa6+98J//+Z+9/BtU5TlHXc5vDEphWvaeKhEgJXnk3CUDFU2OtCf55awEIKogLfWJz1GAo/QnbdoEn2j3+uUk2b5Pyaqk9YsAiOlUr5HrMzzwUnSmxu/Nicle6k7qUfyQujrHL+VKiKBP6nypaSiq/kz63IqO3MHRLAAjARnVzc6pSt0EGn4DOSboF5+zGM5kpHrmDDkTC8qT5xlTXaG46dFGwbSSn2HBT0J9cJWzlZuTlH41eZbgL8U4tXK0xCRFdwpfoj4nm8PBAtxTeVJyibGm2iJ9qpzAthRGJL67dDsZoPY9UbxzbxJj8WcrJseQ8Jn6wiKpGNdmRdPgmnxYJnFN8oS2OKkYV29ObNGE8FHRP24rS7uzgt3/s6bFtJKjUhnNEtdyxU+Gfs99qkDTZKO2nb+rgrPUn6oSrVVjlpWPm1XJJikjz0IEoJ6TGPEiTNnp8xT1do1SZyxaxa+GH/EKd5JELK0CLdulXrZaMYrDrchyaTyuj9gt4c/5Og/kk3gS42O4i/kdifGkeDzMKveDpfyqPwkI7vLVmnCeYkTyPEXHN0LY1kx/NIR/1rTYcG2nnXbC+eefn+x/zGMeAyuu69KlS3HGGWfgjDPOUGVOPfVUnHrqqTPxb+qE4uWXX84+dzlfTBb5oGoG31kyGEr5k73xTfcn56jSJJEaQCmHkHboy82VpfNor8RggWyX3d79JYFXinLj6TPWXEDbQ64XabN7q6+rWIt7eugPxJ8B+QPtgaLkYo7mM9E3RnO4PWsjQdisD46fYETO0eonV2lhaN4wbdYkb9YKqBPzUkkm2p+ODYr5B/FJnh7z9QLGCcX3Cr0Tjhm5VFKx82FZiU+d/qWxJyvXZYPIhDPZ244BuGZb2Vk/VNNI4prkTz0oSz3YcsXHYpn0gzIqO+8PygbgWsW0haWNhWt9EoMlerrkmwS9/tuSyb4SmyVJxS47uURhic1piRZu6UtaklBvixOOmoyW02sYUh1l+ueNWr94AjCxynAKyiXoinhn4EOZ7XQysM8YZiHHaB6KslRc60czX6G4YDT0x5cIhpJm5E1xTqf2B56wEa2YIPzZlRyEl/5RRxU15eQidFulX+3rwZeVJ/a1pGJyrLSfjkXqlH0gX4sLRFxSMcEbrQgBEO2+i/gNc4DpoXbYAG10Xf2WLSWYSv9YrPhIkoLUL3G9vU5ltUeojKllFpRoFYktYoRNVsvUqt05UyPE26GBeJUhDb4aV8N2sHBDFjanMVvtVuf46XSzHt/dDM5HEDa2pllJOUCu0qZPxg6/cepM9GQNx35k9Wv6UjjX9iV1lmJcX3wTnyOdgrcE3zJwG7cX4F80hVMlbopO+MPxi/QxTNQuKHc8SjY6HY5V0e2xrVXmPyb91/AI+oXrwrUIt5o2tsJ+AK71qf5sEOOa0+mwTKsCTROFGq5BYhcAdfU8wTW++irg2pzEL4JrYdszfHKRHucx6wdlQ3CtYtqWSX3PMCyR79oenSoEI5N+mr7B1Z1B7l2h3//mVio6Xq0qtBU8Q7Y/W0WOrlJ0fjk+tp3Zxn0gMu07zxtWI4qkom93fE0HqwDtvPHzaQs6DGOITYZnlsh5F6FWf0aQYecpUn3g73mSkeOM8Iq1GQi/tJsNK/TTfgFZbqhSR7q9HZ/fq61cSq3dOL94gRfO475McendNRoBZtzq8BeykXPbpaPrijaJSXho+3xBScW1frRoE4rTBF456quy66cRBUyFStXgq9C+ngzk0tmD7hX7ncGT6+gRfKWuTZGcwqCFH64jmXR0b0lEFFXLdCCW0F98oH0bCCXCJDIk/cKws0IkgAH6F69YSp07xXub/lmfO+Xais9TbNv6FmmJz6NyuslNog0WJsaCncVID7NnZyuSMxTNpNfT7EqVOsliMAhNlYgskM390rM6Un0dOJOzG83BoqWrkEsOw1K5Nznndj4467DdmVgUfUwnuUtP2mN9hl2j+Pol2kuxjb3r5uX9La6xp3nQL1TS22awfiVi2z9v1Z9FUhEIgXgK16g2l4iciGDWaMEGwbW4nVhhl4Wer0jOAEaMayNrIQuPVVyrNEvKbXnuS6lkXo6/q4Jy8vxFJbEuz0BM2SlNLubOV5T6I9kMr6Ouoi2liUWZjPSk+qAXa3GTlDxT0ScVW44oqQga/zT/sKRiK6+ep8hIzOvOrpx3W53F5yn6BBYbZftvx3mK1FVyT8HOUqQhC8SwXD8ZBrkkrE8NG6G3a2OSCAmAJfh8v7Qb8ZC61n7MJP7243WJQv5VmbbgivHXt71WIwtM/CfAt/e/ra40e1q0CcVBgVcB9b2N6nKBTgbFsgmZksBKtanOl5kATLGfCsDkxJZKvqu35spEWSRH2zIBmKXt/L498pX7QiY2xbfktaCXkHSkAqpcANZZAboFu9hIIthSvjUHuobM6vNZJTN17lTzPq6SyW6KIMIp051UjNqhVXlu3o7pzUdphUw7Sm6dGUr1DMUtmwY9KMvMu0U2y80M0tFnOMUY18HTJ8GYms+zfRRTEjiW05uSU7FNmeZ1TBfsAvfoNejCtqjd+Sk6OLZ145rkZf3tHGxln0EZrgn5qADZjHHNAuE8X8KRwjUrgvG4lBiYXHwNCpKKWhvBvpGJca1JHrbeLCJcq5i2+dAIdqodHamVglkZJaHXt19NNPZIMnb5JxNuoxwAZWRlsq/PqsXSxCLzk8p4X4Os0YJQdWDxHMvqOZM5wM3VaqGWKLYij5ByqxWpf8pKRRpnxYlFii2xKm/KxIlBWIcfigz73FFdWrqtDVncZ9ArFVbyiXb/XuJmFNn5RnmZ2UNMat/zhtHJr8YSOGLGTIhd3W0BtZVLKrJtcTOiimv9aNEmFGe5QjG14i3vQPCjU2+CJ/WzUld76PfgegAmeU3sJ/toEG8fy9y3Jy8XsSNXbdD3Gk/nV0DlhGtel1DA+pTr6WMJOlNSOT+R68GX16G1oyv4ajVKHcY3x7yRbbINOjKi/AgiPY1xer5UA3Rh3OFrK1/VEbY4hM+uVwu+AL6qY86QbV/0f4hVjDC9korhZkqr8iwDsjipyLeKzc9KDjswmLMzDgArbSSy6MYg5Sc3r6sTO7Cua3Wiutp+CozrwjdNN1udl6kSzWAkh3sJfEvhmDotE+zRVtAznJRKE7ih2hKY0qghc7x6vRLX0V06BTO1B2ap70rFNe9nCBqiCCaHa75L4JrXtvFwja26Tzwso9ucZeXncHwHx7VZHOshtz9PYBYFrlVM23yodIVi8tzAwsCsNPGYW7WYSjSG9ni7tHamaUlVaNmfWr1YunJxIRKLNiXT6i6r9My3SAO0cjRgCYY4HU2Da3cY0fxTvFqR4lYq6ZlILPo25b1bhTeYp7XBkoreXYcz7YioPiiyAh61URppW7aTPr9KUNMpfba8n2459pfbEFb1q2kTkX6c7e+CbF02zY+4+dCnQMuMqeJaP9oiRu6Sk9orSVZ5dehN6kjIJe116EjKpnhEv7GWTyCavpQe0u77qH7yPsWj6uywmby+pX25a+SATvqi6aDtmTEwP+R1yPFSXy3CFqmu+TLxPbFodUZPTuh5KdY2n/0L/KZRqzLn2iYZftemBT4T2wREcqIP7VzGtcX8zeex2xbdyo3ncVocwwx+VdpCSMOeAjzSqAjvpsG5hFxvjMvJRviV0O37bbIviU+Rjox8hieJbSkskTIpfYnvJbIT6THJ65X6TfiYoAMvkdAr7Uf+pa4tldH62fU0gDUhjiB2LLXZg/rgmqRJywfCF+GQstpB8kq8czJRu5IUTGEiEDBt1mcnOqqYVqmEXOIx9eqUh2WvEjupvvL2SZRklLY1WfpZ66eJOU2f9t4YG5J9RCd9T3I6kWyqLeWXlNH+Yh2PSx6Gz/F4U4WsjMnsMRB6dSccoCHDk2kzCA+eDG/3KzMN6TMeggKPsTEPtUPt56Y+mpTTxpPrA+kziEK+dLtR26UtDQJdQlDlEYVSrBgHgyMhx/Sx78lEPKx9hlRxrR8t3oTijAKqLupMLPbUpVKivZfd1M19gZ2i/kxfMriagrqSisXUJ/CS9npQn+9q0O9pSLJPn93b/0Gua3fgZW2Qta5vCqIBlnetIyBL0bS+5Chnd16qPFsSJPZ6zdSNSpsDDcDCIryb4W+teC4s4SvBQN8nOhfw76drzDmsKuLPYf/Q77ZQXk1AzhPmRgnEAXpmjWtBb15PNHzlIZekkFzUMUfDqtyDspzcrGkYrs27W5U2Mep7FuM026xTdkrtl9jOJRn70DTnU6aSp3Fbmb4StlTiMPSX6TYm0QF4kOmdRxpyLae4/lNPc5tbfqormbqIqOJaP1q0W56LaMgXl5rIErrYvZjGI/RRPUlZ0q7yJ3h9u0vQu2RQgiep28tb0m+4fsVW5J8RPkj5lGyu3ab1etbMd2ipbTGGlJ1GpvnAdCAhT9o9q6ZXfFF+TOQaRWMi18d9ZhWgpU+WKJKyggZVyQSQO3eq2YrQfE7dRDTVMC1Gxr0Ph9ZT824Lh1blWWsDXPDEt4gBLojStoOFc6foDSHdFka3oc2aJgO3PM/6zKtKG4ei1eEFVPTkNadSEdd+2lmsS2AWk0vIFGOcnFtzchoGRvLt3EErRPfAsCy2FcgyLBL2ZX8SyxP8XXIcHhRsUzFQtAN8JxGz4UGO4B3nZfgux9TiWtNkmRzTnyJybeYL1zwvw5tQ+dnjGvmSNH4gVIUGwRa/orHlTeFavLVSq/I8wpwZN1snYf225zmCjfQ4j9k/KOuPaxXTNh/SVvFJ6vN9lxQj8bwCeGSyPrW1WfZp7byNVlsfMduykjOVjY5AMHp151TxFk0PraycOm5BQmJKTm5/nth4/qNVoJ1uKDxy9ymt+BwdEWXIHEyuTwNZGrAR/z1OKSDDcJfM6zIulPytXb8rTOOdlkxw2+OX7yJnMWr2qSycv/wS+CsheQa0Mz8ttxVdYpPQbQFfmZnYYduXtXs7K/RE7eTsx45bhWmo4lo/WrQjd4HXrF6ebOHL+5F/5XT0lemrv49cVqe43iV22LVEor3AftdYI73SFhL89HssvDZuDXtqLMl2kMlT8De8JrpWKm9rP/odWsBY0wCd7JP6U3paxLGi323pat6Hfi/meY3fBub0eFnx2cm6VYru1TztaVye+DYXVPInQaCf0bysFU+CELY+MxnfHlZvhM9N29hyWWlzDN6+qdGVV16Jww8/HHvssQeMMbjooouy/JdffjmMMdFrw4YNjO+MM87AYx7zGCxduhSrV6/GN77xjXkcxWZIiXkuhT/AdFhYZNPbGYBzCTnVbopX8ycxR6d05/qT2BbxDcOoFDYUy6T0UP+Qv145/Gz0CGzL+QqiFzG2MbwUOrRrquMR9X0AroG3zQeu+T+fAlwDAnY4nKL8EabZsGXZyj7E2KThWsCwFrOcHiJLcUz6UKnSQpJLOvZ9cR3dW6bltmi5PTopV9gmxyJtdvkq+wD47cBGjIHyyvd9tj9Te9SWpm9kwmpFE/XFuiWPMWhfVvRp7e3FEuMPSaQgB+KTMZY4QHkIcLH/Kb/7TMCG9NmIN8g42OD8BTyRDcFDxmtpm8JnhYz8rMnZhD7+3kT+RD5SH0g/2zIt5Js24+UjmZHjNWKM7Zc6MgHaqY8jwkNkK208WrwrFOXN5ZQkq0J2my/7dea4UhZTMhq/xlsyEilnC/uafkv6dG9pa0p3yfg12dx1UPkVhX118XbTfrYdfKLdTYZW4+VS2fFEj6Yoj2l5hBGb0hhbmL5KJrUlLz75bMiTU8rlAjDw6s7sSasPjrj7vSs/W2d9Ii46aXNnKbobDFch04xmfp7i0APx+8rcd9992H///XHcccfhxS9+cbHcTTfdhGXLlvnPu+22m3//yU9+EuvXr8dZZ52F1atX4/TTT8ehhx6Km266ifFVSlN7z9lJs4K+Etwrwbo+mJXiL+Xt8rhLdx77urFN6uiDb1r/NDLatN6FX7KPtwdsS/mithuOa4FX057DNc3zaXGtaZsfXFO+RQXXtMrPKq55fq7WsJuY0DeCsirLiEJjbXdJ4bGx4ecGz4qG4NqsC8NU2ng0gmUrZmdBLkHetfIRICsGEz40K4vjPm1loecvaHNaGMkjB5AvuCJXNbKzFXPAplhP/VWnVl+mCrb0Ldbibmr4Cm3jC7Vw0udWWqjFrSIHAFqF2Wtq9frViqA8ypxtWx89P+lw18bBhpExkuCHwxXZGkai8rjYNAEtzkUYq+o3VvASHW5YakSWuBxQ+liRFapDeS99seTqS18s4TdEyMs0NTBjvHZfmV86S310FZ/Bk5YzpIpr/WjRJhRLA68caYmmUuNd29LYNqqkjoRPiTt5lb+AT+OR999UxiLTJ2QXKrlI7ebkOgM2MVmnQxgSryiBUiMTgq+cL9H1dO1qENhecOJffM1F8EVn5/Z/Y0VIqF3IpJeND13Vn03rnDWWgbyFbQPM4JCskBlMhZsXt1XMrejwFTJbVlf10gAsAGNVNM2USUWtzQdkDvFCADbrlRxjspKkr1wfOuyww3DYYYf1trPbbrthxx13VPve+9734pWvfCWOPfZYAMBZZ52FL3zhC/joRz+Kt7zlLb1tbZFUiEMzw74CPV1Jx2TV5J4Yp/2CtekqwrcUZiZksvjGugi2ZY788M8ZStoVu+psnJHRsLDXQ7OEbd7OtwypUEIbLPIPzASQJVCHbcHWfyMDcM13pXHN+PfduBbGKC96jGsAwgpDxMd6OF4LEdSDJxxT25/D9ilR+dnrCtufw3bolp9iYptIHNmAx7OkIbg2BAcrLU7qKpJSQjIQ70pQ0t9PKumYSzTmkowlx93QbcZMp9gandrKrPpj+N+ntiU6pSPevkzuvWkSEc1sJhOLTKbVmUssShuNw5zHzZkysSgrQ7fCzbxrSPRD/G3aW33tP8XVn4Pl0ObdI0BuJGurj07/rR2/PdnEqiMeQI3LrbtkJqhur0Qky9yVn8GHBQh3lXaqh/OLtKxgcD47GKfXUk0qevkArjSH62VHgBmDb2dGuCcwIwM7ccttTLhGIwtMDOYDTiqu9aNFu+V5FuRWNadeSbLKK9Kd2FKt6Uj41Ic/4uvDIz4z/lwfZJ/l7YqOlO6oXehP2xRtVpHp+i6lftKn+hXpN2lfZLv2vUpevw48MQ7qlzXxbyMxlvDeJNpTPPoEmCwEbuV2MPc/3yrm+rlOWg0TbNtz08Yrasr/AbDtz5Tk9mfenqmA6W3M/3TozuQY8gKAe+65h70eeOCBmfp3wAEHYOXKlfi1X/s1/PM//7Nvf/DBB3HttddizZo1vm00GmHNmjW45pprZurDZk8avgx5ZWgw3qm6Ejg3A4xLYlcJT+JzjjeNT8oW8YinB7Z19Kt4V8qPRF8KH1Lfb4tDqe+pWC/zgc+9RlxLhmuaTkkzwjVZwVkTRYRlaTlH/sgOy7c/0z55rIeUp9uftXa1T7TT7c+MF2kcnSVNg2mVKgHdW5UlzRkbvSKdia3TTZ9eCTplWyuw0lV0RdruquasbVsGeDIudU2S/Mp7g5BASm2hjvVw3VrVZqdTVnqWi8fS7e6NkIfC1746qz8zx5S2FJnu97aUh9i33o/2c0qHIpvVnSJpQ7ZHF7db3sO3+F8jaSP+TD5kfEldp/mo7uyo4lo/Wrwjl8FTR9AzhDoDLelPVleGIRmoFdrWeBXZTn25/kJf+hYU6GOvz/VIyRQFXkOoz414wXe1IMSCWxLAkeBPq/48E9Mz1TW/gBG3heBr1gEYP8uxx6tF0FWrVmH58uX+ddppp83Er5UrV+Kss87ChRdeiAsvvBCrVq3CIYccguuuuw4A8NOf/hTj8Ri77747k9t9992jcxYrLRD1/BsrwrsOjE3O/1NiXAnfrPFy3qgQh/veexTxl+BhH9uabIfNZFup/q7oZIFxjT4Eo20p0qo8aonEiAexncA//FZ9QR6UDcG1zki40qZCqbMGZ6K7I7FYrKdg63S3jm4/uni6EpUpSiUVtYThQlPObqpYY7o9Y2jIjcJGuibzQV3hSLa/73Q7zfScSmLOt90ZU8W1frRotzxnqe/80PH9avON+scg+eTTFRFsscw57aIJeavYK+W1HTxKP2z4nNOX0+POL5D6pG5b2q71C1+s4GPvFd9Tk5mx5PISnZEN2U7lc3ykPdopGPGGgbKP0ndrhOPOfdOqtdF1DOvRE0R4ZZXMrnOnTPs/3SKmmrBkK7QJ27TmjF4NM2yJNn4LV3eV5+BAWXuiyrN1VexGGJkJxuAVMmdFVllxUioHALfeeis743DJkiUz8WufffbBPvvs4z8/85nPxA9/+EO8733vw8c//vGZ2KgEsJVfWnffn0YOCzNzYKfNBAY18qFzaowbgG/J/ginFJud+GTDuKi+AmxUcSdlU45HubfI8gv9arvzXbZF7Xy+V78T1+7sSZcdBLl/HF4l8Nq0OKPhWtNsdFzror64ZtqtXYW45rZCS1yjOGUIvlFcc+T4Gc9ATKPbnOfMWLTJStAGc2Z+HpQNwbXSc8orbXrUN7FV8nvsquYM8G3S2tZDrVJz0574O2ttUlta9WUpG1d2dkfohOrQUqcmK/WwKs1EhyYjtz+ndMo2WdU5VQVaPvzw/GjnV8FDtziXtDtQ8/MpHA7FwJja+pxc2EB1EJm4rYmvjNMNEIxp8cKEj24FohE8TKdCqo6crLzngeiziRDQcPelTJBtqzATu/QScN5w6ZJ6ofjD+tgJmaBVoBu97Y/EbXu2RMYiFGiZMVVc60eLN6HYEXh1iqdupEtI+0PU9HcEc9pqjtR5VNpPMBdoMD5FEeXJDkXokzbT8Qj540/8AXXFMqlrGPUTHy1lsmk7TIfoUIMkKpNsbwGXBl/EHy041M6d4j6EoErDiGSQxr6jhT13ygdfflzUjvw2+A2CAdhNg3aYvTFhNPQmiCUmTTiwWhZuCYdiT0S7+0ALsrjPwMRYcdj9CJNFtoh72bJlLKE4n3TQQQfhqquuAgDssssumJubwx133MF47rjjDqxYsWJB/NkSaBYP06M5L2swbzOLc1Ni3CB8E3q6cDjHm7xFIOPqlVjUcCrSG/dreJfDvVTiNfraWz0pOODtAdsi3wn0sDYQXJO21HeaTg2THMsC4ForOwTXPC/4A7Hm4VfANfg2JRnRyoQzyBpcM4LP4VpITND2Ru9YBr2i8Nh8PiirtGVTalsxpdxK2dIEpJbsi3jaP4LUGYypYi/aeYvh75TrkucYaslFzW+aWEydrSgfMEg9XecqRmcmkgSh1u9oaLEWRywJCRc3WNYfn5voSBZwaedlhHl56vMU6Rze9qttShLPGhtWzjNYSPGT+xgTn7cYFWhx5iF0QJEF1S2iLOvkgOSQEWTlsLmduEALpB/0jfc73Eu4Pn5b046K+up8b39wZkx892M1/sLx60t4Km1UWtQJxWl+JDJ4KTZb+OPM6c/pSB2AryXlhgRgmvZIj+5aJ28qABuaXEwGdKI/ETqoAjKpx2IQIZj6mrLtIvhK+Re1CyBh/opRpcOl9CBmVf2Z1FYDTaCG74wkFQkn/2Yy3zZZkUEPswd4kRatQmYjTnS3b6MiLd4VUaTF8UNUyGxd5AFZ0z/zLc922OqQ+Tr7KkfXX389Vq5cCQDYZpttcOCBB+Kyyy7D2rVrG58mE1x22WVYt27dgvu2ydKUuFZCpb+UsodiGfmkWNyjJRk1PyNJxYfUfNvYSTtmMnyDsY34V4IDuf4ctkV9FOuEopQehoXK2B229SlCpuIaJFbquMbxWv/iFgLXWH29XrhGsSisRnTkcM1hFi0wZsGTihK/pi08FnCTJxXn60HZEFzbGJhWaePR0C3HqZWEOq9eaMX3w6iJxmaHiuaffu52V6GVrqRgrnALnVZk8k9L+hUlFpMjCnac2SHFWlIVoIF2ptQyWW1vqoCLT0BS/KDzs3HtAaUN4qQihJ5oHmdZLdImWOPay7xH0Uw+J3hsiz8+GaclB4msSNAxWyRrRy8BtUlY8u3eDimy4vQm7ND/m75wc2SIkea/MKqgm6w4NOF+iy4wgUFT8bm9eP6ezEHdjKniWj9atAlFY/PBjEbazXU/o2U2u1dt9JQziFZ6DA3AOgMs4Z+8wU/xbswALBd85fizicVWsCvISvk5aFUHQB+yxDrVd5zP29WUI0zUCYdVq7QtgHfg91vFiC6XVPR+sW+Gf0v0xqdpsCyYCubJSo62iVZ41qphOjNziLdxwLThlGh3N11y+/PEyoBs9gfsDtXZV+bee+/FD37wA//55ptvxvXXX4+ddtoJe+65J0466STcdtttOO+88wAAp59+Ovbee2/st99+uP/++/E3f/M3+MpXvoIvf/nLXsf69etx9NFH42lPexoOOuggnH766bjvvvt81edK3TQE10qoN/YVYF2yO/wZ634oE3IJvhHVHboSPipjysC0bieFeWQMRb4r7aovbirXsCrjt4qDIjpIrZZM6ZfoY2DjVZP8bZB1l0SDngJc870O1yI8njGuETbr29EL17ykXxkT45oRmEXTgXMKv8c1M01Ska62d5EWTyrO/kFZf1zbkg+v39woVRRlKJVUcHZUknDMrTQE4tWM2irG5jgcIS8SmHQLMuOZQXIxRSxZmAqqiD2tEjTrRzOV6ElErS08PJGJRZqolODsEoYaEqVWKxoq6yTFasXwQMzQbFWIveTKRDqv+66AA5SV4wgbjbeZjlcFD8FndjSHib0zSocciv/s+g0QXV4xxGQ7wX2tcjOIz+QSU7EIx9nlbActVyp6WyPATKiytIz3cx62PFdc60eLNqE4hErxLHkvlbuDz9jJBnOkLymngIB6TpXKl9eV7NfktfvlnB6iQ29XzloskoMayETBVwd/FHMYYROcN/d9yHbGDxG8afaIbyz4EmNhtkh8Jd2Jgq8UsQnZcEeVa895wntreUjnVyq2fIZcBHk+om0vQAPo4UtjNwfGYmKbSnJye5hzUdv+zG3wlY0AndxJotChJ0Cesrq2ZmvYBPkn3UNpoVYofutb38Lznvc8/3n9+vUAgKOPPhrnnnsufvzjH+OWW27x/Q8++CDe8IY34LbbbsMjHvEIPOUpT8Gll17KdLz0pS/FnXfeiZNPPhkbNmzAAQccgIsvvjgq1FIpQ03p2P5yHTdLnclB/f5XKEnr7ExYCjxhMqX4RnlNh64cfol+VTZlJ1ahtNvgd4fOJPaIuV8bh4ZfEb/mrBirio9F7fmzFTVcYz5JbHICCq6FtjSuGUsxR1ygvriG/Ap8A4TVMIk/LssuAPxKCsP622M9HPb5lTf6sR6gbYZvf6btdPszb4+3PzscGxPZ2T8oqys5tmQaIb0FWVLJmWRd25WZbSXhKH/fXWckSr+0sxi18xfjIwxiffF5ikEmPo8xfdZiyTmLXWcsJnlFP51C6VmKkp9ug9bOVmSrHVt99IxZug3akVytyMgnB8UWaMaDFo9YChJQbFH++D0F7A7eIURdA1hSUdVvxPZny2EtSgpi9u1RzCp8df5EyT6hT/oN1hfOT0xdb5ZbnfZ7yFDFtX60WSUUSylKjuVI/ugT+rJJyj6/L/VG2qIr+571QevP+VXqM+EbmlQcQlpScRaUuoad7SK5VWQL8Rw4jT5+zUngtZBk4wPtZXKRsSttLqlI5eW1oDc+s6hqN7b6Npj5oAmGFWXpK3PIIYfAZhJX5557Lvv85je/GW9+85s79a5bt65ucd4YxO+4e4t34UNjA8n5tBdm5myW4lvX3C76c+PLYt8UGFKCy9Jm6TUZ5k+Pa1AgE1GPa5610We8M8b4UtLM5rCspB/Ir1aaT5qIBOTM9Q/AtS25GuaWTFqhk1Jy92laYpHZMJPeSXNZKKWXrFF2yMywf5Y0xJcS/1xS0ZFWuCVHXfxshWGU6BMJw64kU2fA3MpTPpbQEmcqIvD7pN9QUnxXQ8IhibSUzDwl5VhyMOorC3OTBVqkjnn486m41o8W79pMt5JjyKuQjI1faX/EK6MrK1sio/LKGUbXl+NR+wv6qJ7I35QO1m7jdk2fsKP6ISnHL/2SvDk9Q9upDwW+JXk7+I1FADr1+plId/NetFMdNvBYG/NbKttBluhwNwnan6Y/Z8Wa6GbC9dGzWDT5iY0n/Vw7ECZ97aZzYkcYt7KzDsG8XwNelSoBGIx9RViXwTipo0SuD76pGNelR9hK2ejE9pSOjna1rcOuhnc5PInwYwB+RZ872oNNJdHb9T3k9KVI4lqEU65/9rjWSQLLmj+1cF20n210zIbkUeb0SYuBst0mMKDZjqXrAULSZSGwo2Japb40glVfJeS2WOceBKcKxYyM9a+UT5qtLt1Sn9QjbeYeLFDd1CeqI/XeGEu2HXNZabvrAYj8C6W6aVsXj9QXy6Tbk7rcGHxDx2/Hj5l89u+JfNe0ZLrfW+N0Ni//mfZnyFK/Un05XSbfV9zu9ZhOW9H/Gkkb5IEsu0YGYKGZpnNEZecHSyqu9aNFm1DUkn1FiT8gH3B1BGHFNq3yyuhIyikyKV4XdLHgK+LJ64n6S/qkHqT50u1pn1U52saCAsXXFL8yNtUeHR/yNpNBYBsESTtMVozdTzsZfZrvUSAVtTk9Rv2tQbbTAI7wWUWne2+JnAVCQtAHXCH4AkIAFtrbF3jA0wRPgV8GWXTSjhKQ0AOyCYwPvpyO0G54ApHIj63pfBJeqVIf6sK1vq+IZol1ibk0JR98KORV9GbxDR06kPclwgxlno50dLQzf7v0CV+YjyjkV9o13GRUoCPyg7Wb5DVPXk9px/lVgGvqtWH9PXBN0SNxzRK5LlyjOuhDMIlrQMCu8BkRPk0EBkY4166QsIl2qoc+QHMPyjiuzd+DsoWiK6+8Eocffjj22GMPGGNw0UUXZfkvv/xyGGOi14YNGxjfGWecgcc85jFYunQpVq9ejW984xvzOIrNj1yCrc8rqQt6ojGVdKTJRS3RmLObSi5qtrp0a/o0PVoiUL6obuoT1dH1nibiupKKJuOHEfxORkti0t1Fri3iVfqbz3o7b2v5iF1GjCfIBaPcFnOI9NNkIAMkmvCSvFKHRkRflHQUulhS0Sclbdwn/FUTjsbDWq92aoMlFUWSVPMn8JnYLyEb9TlfUklF9wWOTAiB5ympWKmcFu+WZ3mzCLAfVO5vtpcZgyjQSpFe4YnoysqWy2i8jZ+Szwoew3hUPRk7qb7ScZXIZ4u2mPC9arpUP1qZLD+5dvIyel4hlNKR8iW0m/ZzXKhFk81VyQz6AhDr40x4ZZrgy2oXqGjAQK/Kz2j0GiAAn//hyl8E/2Oe2LhC5sgFR+AVMgF6Zk1coGWqCpmtWy4gWwxnTTm5SpsBabg2lMh8WW6+QMCkt+xoOETcUeyV8Rbhm5AqxS9Nfwm+DcU2tRgZkXO+dPmQ4tevFdcT4RryNvvgWsSnYTANCpTrnsO1oG8grrGbCB01h+KaOyWx2Z5HR+QMuqAr4JSGa6nCYwAw8g+84jFLmsQIKDANmDNjdkYwMJn5g7KFOmvqvvvuw/7774/jjjsOL37xi4vlbrrpJixbtsx/3m233fz7T37yk1i/fj3OOussrF69GqeffjoOPfRQ3HTTTYyvUppSK/6A9Pfcdws+K76SwbFUoRUgV8250RrbTJylLYYk9coCLlKPrAwtz1Pk15L4S+9HC/58WPEUea+f4xW+ORGtyjSt6mwMuW+3iM5Sl2c0QvQH3FDm7FafVv3ZAZ11Oj2P05A4TzFCzNDPoKPV6Vk9LHRsfeZa6WjafwmPJQhigowhb2w7Fu8fN6nLgbCL0Evql+0ycnON9PKIYbPLFPyOC7sYr8e0Xy4NP0ntbkPuP4yo+GzhDt7HfFA9Q7EfLd6Eokaz/s30CMg6E49DgrCE/VxwkdPZFYBJe9pNvNbHJkU2yXLGzmBFyPozqDJ4TWVyAViOn05AqaDKxSKyozvQittt+084vB/qdZIBmI0a48BKlSU2tYvpA6MIHaQyXXu28jOcWhJIkeArFGKRxm0YdxsE0iQhECrHzZkQmNGiK7NIKvIiLU2fq745H2dd1YTilk1+VdYUJJ8FlBvvtt2Fc6mHaimMU6cbyav4pfNk8K0PthXillCh8ui4Q4Ikx0GmwL4PzWRfEQ5q/omOrB9JzGoEi8fgAo/oXmUecU378Sjai3GNPBxzuCbCKGo8Kj6WSyoC/GGZQfywbETsAwIDYQBReMwPuR2uTx76tk23KMthhx2Gww47rLfcbrvthh133FHte+9734tXvvKVOPbYYwEAZ511Fr7whS/gox/9KN7ylrf0tlWJ0zT3UfQ3UlrtWUsAdiUZNf2pqs7SxgQmKuIyTXJR2uOJxlC0hZ5FmSr0IqsyA6EStCbnkoK0+Io6fpFY1CpApxKLLAGJdgZVEotWyAEmTipaNHjkhdvZmyYVHe6SOR5k7meVn/10nkBbmTxEG+ckAqvwoIppYSb8M7DWreZ6BEaGMK0LRtHth4HEUGS7GGZnuwUsTfQp/mljA20zwU+elCQj8nzN2YmlFZ8Tt6ZTUU0o9qNNdstzn1eSbOZV4A/XZfkrI6vaT/BHvL14xLlUCR2aL2pfpt1/Jrpluyarbm9j/UJG6i/gV8eo9Onfa8Zeot3raSeWrCx5RXNiZMOwcTJZYVNeSyPbmU4jro322YTtYK2e3AHKqe3P8Rbo8L9zaaL12cQ251Q7+m9/bj7r259nRUPP5NiSQWqzog6cKaHBmCdtd2BPJ84l5JI2U7yDebq3Rnf2AZHdyHfxvgjbiI+RDxkZ1S/Jr/mS45V6hY+Rfx164z1SGo/Qh5jmBddAdMpxOTsgnwGOaxoRbJK45uUpu43xLXesh6PS7c+Un25zTrXT7c+0f5Y0Dabdc8897PXAAw/M1DcAOOCAA7By5Ur82q/9Gv75n//Ztz/44IO49tprsWbNGt82Go2wZs0aXHPNNTP3Y3OlESaYG/Dq1GvSW3Fj3szWZpRtmdb0af5ouqW+lJ7oLEUhX7KdmW2zJvJyO7UmS89XlP1Onp3DqIzZCLnc2YpuG7QhvEwWer/cwUq3PEc81A+nM6GHGZX9hrycDkP7LOdt/5/19mfpoxVtVvri/RD2hUzUbxDBOdMV+Qskz1MUvktbbEty1KfbdtulQ7shfgAwdMszZk41VutHizahOEvqDLQ0kjeoGb26fFpYlSn1TfGrK1jIHXaf9KeDUgFZMjjr1Jdn1oK1WfL3ol6/IzG59Pme+9rK6QEJvqYlZUx9VpzLQEpLTPapDkdltMm8dIJfCCCwgA8M+7zm42dcaRGQTL6IRMxQ6oV3BTiny+kd2YRmF28JT9TfE2s16olbnQnJLh2Ze4AheNypW9Nbai8XE/XFKcE/9VghcE1LKqZ80HiURF+OirCsQ0cOs1LYqD0o25g0BNfcdVm1ahWWL1/uX6eddtrM/Fq5ciXOOussXHjhhbjwwguxatUqHHLIIbjuuusAAD/96U8xHo+x++67M7ndd989Omex0uypT3KRUi6xGHjy5zSq/ig6SwqwaDq1BGWXDtXXRGJQ6tTG1FUEprQITlZH5FMGjxN9udmrq3BMMWWeatFzGYfqtFI+kdgroawnJXpo0k3Tn0iyRnBYaqtQRp5zyBOJMoNM+LoyVaP5wb9pcG1LpMW75dkFVTP+nci/+c4/GMqf4HU6I13s8CDeqco4dtPBl/Ah0sX0WP7HHPUTedIXtSPTl5MnsmxM2nec0CX7me6C6+NtduhJXcvO9pQftl3Qnfl+mL72bfJ70IhdM3KRI1/brV6F162Lmq0Htn0PuG1oXq3mC5EFLDI/S78dWsrRLWKStO3KcqsGbYvbR/7cqY0dqFXagqnrzqTgp0n/DDrnj4zOTowrwbeEHXVezfGo/QTfurCtlY18zOFeHx7wNpfw9Md7yPtmZW6PMGUaHMx9tym9zmwOszI4o9nWcK2TUrg2D/eGVL+15Mwn/WfFRS0AGMRb9zjejACVR/Jy3TqGSpybtMd5sDY02yubbZcT/3kx0a233srON1yyZMnMdO+zzz7YZ599/OdnPvOZ+OEPf4j3ve99+PjHPz4zO5WmJ5lUHBesd5Fnasf9YYtw1Aer3t/NGaueMToyE6ZHsy11Sl1SR8qf6KxwY9X3KUrxq9uaW7uaXsonddOwLmU/bIdutj5LvdKmtEe3Pks/tK3PaSBVxpQbAMD72fuuYCzmb7bvwgOIc7dTn7xvUcgNpe+0ngnNIh+Yv2juZZp7ruB+UpeUl9edfC72qdKipMWbUHQ06x+XMt9kzWs3xwmd2WRldIiQiWSioCenW/Eh0mVlP7mRlWcXygBLCbxyfbJd8mSDNh/AiMBL6KJxBQ2m1OtB+cUY6edcUtHbgtKek5f2xXdIZZmPVJ9rk9eRSGiyPgjUnEkExsFJ5Ycn2qJzp0wIvqg+2+o07YXRzp2iiUjX5w7dpcGXuxHxh9nTgAzyhg6Au0kx4bwYd/En/kZiJM65CRd91N4Eak+rp6V6huKWTdExFBnqrFpXeDMYbOdsdejswrgCfEva0TAmw5PuV/AjJyvn5YHYJnk0nGrsJM4M1nBMwaQuHIymcCdGxiwxKWqnBtCBWa1yVqhF43GdGq55kZ64FsGbKIMWXaSog7W5836ZfsdpW7xrsQmWl3PhWEbGYchn8vArnIVo2/PkW92W41sygdDimhHtaoLDhPOA5/NB2TRnTS1btowlFOebDjroIFx11VUAgF122QVzc3O44447GM8dd9yBFStWLJhPmzqVrBjUKPebya1alMlGzXbu/MXUeYvaWYsyIUjlqW15vqLUJc9qzJ2tSBOLqcSgl8mcqzgkqSivIS2+EulAM5PS8xNtwo5LKtIHKLJQiwXm5TzFcFZiY4QlKGmASrNeHrvbfoZlVCa029aWer8giCUCXdLRd4oQTbgTPsd+OPdUO+4z9Y/YZPykTW03iX5yuZgvhF+73JF9P05+lqJ6zrG187JKsZ6h2I8WbUKxT+BVQmz1QrET+SCs0ZvWmfpZNTKxkHawq6raxBOGFkgk9Rggl1xU5pjIbt/gK6VTa+9dCTrRlgq2tJAi1e5jDNGhfe05veFwfsuTmil9ZEJW4yQikQ6Z3OClLdP2ywElr0CkPcBfE3yxFR2Oh4CuIfY8+EfffvjsgqVchUxZoEV9Wm3amyU5yRugpEDLYgi8nFylzYAs8hhEf7pT4l+q4JVmszPZ2BfjNAGlcFkRdgme7v7psE32JWUUnq6HXepDM01P4nMRb+Z6MWhWOlJfdQrvLFFklG89hWsAeIDn3SjENQWMB+GaVxU/LOsqPBa0yOgq8c3QoL7tcYXHDGmnuAboBckA+ASko4kxKC3QshhwbWNh2vXXX4+VK1cCALbZZhsceOCBuOyyy7B27drGr8kEl112GdatW7dR/NsUqSuhmF5BWI5xVEdJsjFf6CSWpwk534bUg+XuAi5UVZ/CLTSxCCAJsvKeV0ssOtmY10aj0Iq1UFtNBWfdDzfc5h66Hb6wI5OKlFyy0g81k1QMq7nDPKutVDRknvaJPoSYyhhe+dn3K/FrlEDsAkkKAab1EYZ1sW4EHjq0ZsyBkahrx+WQi+vmemM5r5+0RzlTTRf1Dbxys6qb6A0o2eIqGZOTM2TgLOko/gbcCkl3DWYMZ542JVxbDLRoE4qdgVcfMv2Cs+LkYyYQ6xuElSYZhwRguWBJuzY0iZcKpvq2p/xlk0nPACwVJmi2U0FVjlcuVpABmCovx6EGTGRcKg9RR4BF2iiqkkl7BOD57c+pgccGiWIHY8F5mlRs2NoqnK1OA8CtxAje0ielATksu7kKJJOKTZt4Akvanb8lVZ8n0Q3D4qiG6eQqbQE0C8zzN2LdykqSjqlfXhLjErioJRkH4VuHLQ0/Gt18rEmsonN4NGfq7W7q0jEsttO3EnQOV+Xc3zWNO95iXMvhE7MlVism/PO+IL7lkZhVhGtSr8M1Dikc0CnwcmHGS/FawzXT8tKVivJhWbQaBhzXaL/DNUP4HIUV+8ard7g2Eu3yYZlrd3i2GHBtCKbde++9+MEPfuA/33zzzbj++uux0047Yc8998RJJ52E2267Deeddx4A4PTTT8fee++N/fbbD/fffz/+5m/+Bl/5ylfw5S9/2etYv349jj76aDztaU/DQQcdhNNPPx333Xefr/pcaXqaRaXnLh2OL5VszCUatSRjKsEIxCsYZXIwskPediUXaWkDuWqxs5pzR2IxRWwlog1+Rg/r3XAsTzrSZGCKN1X92SUIu6o/A2FVIicOxjKpaJ0+P2cbyh22P8PJgM32gazyGSFj5luDHU4OG02s1ZsjKxVbcz6pGFxUvLIcyE3sLcno8UWNhJG4wYZPLmlI8NnmnoomFS3VmZL310AkI03MF9oD4Pk/FRZGGgyAk06qCcV+tGgTimYCZM7U9VR0X1SCZfRvMRGIRVvQEsFUo0PKJuS6+MU5jNHKREUfuyfu6ld9EedR5eSGBl+SR/gnck7xdjGiJwqgqA4Fe1if8jmlwwDx95iylbn2flVHIvqMFhUaftkiu7JNdUO7GCQ4kvhJ/ZOfKQBZB5wULC1hC3Ie2EG3gwVlLhhzfWz7M7t5Kdv+7G7a6PZneaZV41B7vpTlN1DzUbGrJhS3bCrFtVJS8a8L7/pinXb/jhxmdfMPwjehJ41fen8yuTgrbItdScsxfwm29cFHBa+obg1e6DViUKrcn/j2DlzkvA1DxFOCa645h2utQBGupYJpgl8xDivHeoDgmpDzq2UsC4/Etj56lTgG9dn+PCLtjlLbnB2ltj/PmhYq8PrWt76F5z3vef7z+vXrAQBHH300zj33XPz4xz/GLbfc4vsffPBBvOENb8Btt92GRzziEXjKU56CSy+9lOl46UtfijvvvBMnn3wyNmzYgAMOOAAXX3xxVKilUpqGFFahlDsvMbfSMMcn+3NnNGp/M2qSkMw1XcnF1LZoqUPbEk2TktpW6iGJRW0bNfXPtfmtyLCqLbldWo7PzZrxlufhW6DlqkTthJWQbGx52syZfv5i0MHOVCRzv09MsuxcC04MnwhgkfaZbH+WIZcRLrD7nzgZSfujJKJsFzjv3Sb3Or6b8LLzFJmzhFcZP11l6C+xH5v7Qvmlh0HY+mzkA8zZx0g1odiPFm1CsZRSwVnvB7BKYBLZktuEc3pEd5TkK+CPeS3o4fdJnbl+8sce2WB97R+qciK5dsM/pF0lGbSw8dj0dad2Mjoi3oRsJ5/wVxuHGqixz4XFWqD0s0CLRFyznssYGIhorliHKNSC6KfctuUPtdcOrqfbweQNpQzKaBsgbyJHGJlx+Iz5ObzeWjO4gnWlSpIo/hVjXgJzmN7cXDsE4wbiW25u7N2folljGKGsD+Q6RknFvhRhS0JPoj3lZzHeMRuGRBGFcqW4NuT6MHmiE8N0WXDs0nBJwzfpkvqgzMTtoV/ZigijPihzZybmKt3Okobg2hBMO+SQQ2AzK6/PPfdc9vnNb34z3vzmN3fqXbduXd3ivBGJJvtKirEAJQVZ8v1zmKi29IRbXEwlVdQlK6Po7pLVzmgsOWORJkZTScUuf7QxShm1mAv03FkqISmTil16NBmaJFT5hS7/TNFCTTomhWUCUbPJ+Nv/WTIthsgip7W2DE+xnZSekj5BWZvuFofFlbqdXr7PEy0Urm0uNNt9D4uI3EqQQStCLDr/eDrPeEx0Jf9AlHaVt2sbm+J77o8y6lvIP2BiS/PRt2nfx1A/S/VkfgOdvnaQlO+cNNt+Iz73JjrRsWuvt6f4/bVh/WWTqDbZyp+09hP357TM82S9JT9dqrQAZDOvKak33nXYnSnGleJbF0/X3JnTyea8NKORc12mPcXbZV+3azlf5joW4U3q2vS9N1FktOu+0XBN0dnYL8A19znXn7Rl4kscYVkckHR9BhocSrWrroh2LdHhZOdj5X2lSrMit9qxdMVj14rbXH+fVZVacl4+dJbnLfZJ6M8Zy+Tn42GA9pDcXZ++1zFVlV6TSfGm6mgMsaWS1KO0JUXnY4o0iv0uO22/6rXrm6WvUpei29uT/ytkTUF/pc2CFu8KxSFBVu4BQ8fc3GvrGFsFwZlmtlVM4Q189K55+m1i0coSS/ts28dvuuWihWy7tKE9nXALB8gqBec39St7qL2iw9ulDtoCXvYd6+1soJr/Vn04JXibD3TRBDXjbZJrotolEqmfkw3/KNe+4NwpjWxcIVOeOxUtcm3H7M6aUrc6i2Wh7HdljT9L0Z0pNZd44jpHP7f/zbUDp+2ucAt7cot5qIY5UOes/ai0CGmahIr4efTCO83uEIxT5syGP80b8Qls03m4njx+JWRT2JbAnVx7Els1/0QSLcY7ffuzxs/whpsUmCmuj2zvGLeGa3TxIDT5WeJaqySJaxCDLcE1YYspbv3ndTfbT+2XKVcguuM8KK7B4WLb74zRlTV0KzMAhmsAohVH2rZnil+OwqqmcJaiw7T5WHk/BNcqpm0+NB9VnoHu8xCp/Zzu3HZobXVk+tgAZTuzu59sf8+5qs5Ut7b92clPs/05t0rRyaaqQKvnH4rxUX66TVleLzfjTbv12VG+ynNYpUgnclr5WcYU6ipDz9L0+/MUreE4YVrgCEGNqs8ayx9sEfIqpSqiLlrJZwS/lfpIYRdpR7ov+zQZAbZ0uOy60X6r643Gk+mL9Pgxt7v6ZMVnet8yQ6q41o8WbUKxa3WEuh1r6H2S6Q7AABKEpeyQICWSTR1+L4Kehle3Ed0LN7Ok4DGiP61D9uf7LOkjY0kETKw9ZR8xpYIGqT9XCTqro8ueDJQEbzQfCgVqwOTeKtc7JPlaMNB4qA8+QOGOJQNBdaz6D8yfO6XNhzJyFJpz505Z125aLsvDNBpkUYPhnEUA7oaHcNDgix1qTxKQtB1tXxSQuWEpBVrqGYqVZkmdq/56UPbhVdKB9r8M3tlRRl8O47SJQ8E3aOo1HIzAS3l4VohfUr+cvUK7oSIJ/nx7F353PfDyiU7/ZXH+zsSk1X1JuMXbE3iew8+Z45ocLwUzgXFsrBHgKvyOtB9INMJM5WcDf35wVHgMaLBOSSKyzy2rw7Vwlhc5Q9HxgD8cGxE7Tb9JFmhxFVTpULfkKs+VZk9zZoK5BKiMM2dxLHSV51yBl4k16jmLuo/5Ai59qjo72zRxx1c69ivYolGfYi0ysWj9nBMm2yGFWrQEJC3Ukqv+DLQzJ0kg0jlb2/osz1P0Q7Ut4hte+dkvViExB9T34IGgfy94WsW0wnQgGiNR3nZKN6K/HQqr+gxEiTuWVBTWvJ7Iv+C6JsOgk8jzb4Cfh+jlLedl/9vmHlar+NzIhZsC+jUw/9HqGPAwo4QqrvWjRZtQ7KJZBGXF1ZyB5uZ2yCpHJ6v4m0oyaj/HrgAp8FjCYpR+3U5xnxjL4ABMC1yUAIbKpPXMZlWHZova4cGLYsN1kPgnJxv7WF4lk57/wc0Qbjpe4ps3SKNZP2ErlZ9l1pQOSnjpocyv5BBJRTQAG4JN+N7U1feJRSWgolWfXbus+kzbnfqRNyVWMIoCLbOmeobiFk4WZXiTI/+32k9RSUXnLpzrjXEamgnsUhNwKo8VLEb0M/G0fqmbdQ3DNi35xngFBiX1KL6kHphRfk1e80/zV5XXsMMNo0s2stsT15TvKrkCX0Y8PjqiKgI2MeOluCZuVNTCYwi4FhdiYSFZ/Jk8LGtWLTbNsvCYU6mtQHKmXFKR0oSlJbmOWVE9a6pSilKJxhIaK4VNUuR+01qysW+SMaUrtYIxShaSOaRvcpFOP7JoC0sK0pWJrVCqYIsYceSnrOjM5hgiGe6b6djTqxUdjyHXLKr+bF2VZ9PyI1n9uckz5VYlIkoq+s8ungD83B/m7BBPNQ97KN5Q/CiITGVSESQuAmd1rvjcZyvuh2SEZAtt8lmyETqZnAK6hC340NFOk4OOhyYh2QKSxKVx8lR2SMVnY8MqRS84D3BSca0fLd6E4iwCL0nie+4KyIpWgND7OYFjyRWNiYBQTXB6XspXykNvoA2/LxZ2kgFYfD+tjkEeKJ9KZEUJPS3AKuhnegzxwxuifXrAFyUyE7yphKeaqARiO8jIQraRAdNBx3GSuqqD6WkbIjmvWv6QXL+SVGQXjHRQ5dqPyIAlFb1+I58YtqGZD8ZMO8Z+258daTdGrt35Krc5+zEoKxVnRXWF4hZOXbhW8jWX4mIh3nXi3IwwLoVv+oOxNE+YZ92Emlm5qMlGGKZgIsWUghX5KqZQ3cr1KdXDHpgpOjofmCkY6iECnFfDNQhe5iORnxdc0/RIXCPY16geiGteLP7R9DnWw69UZFhWuP2Z+DuBxZzhhccAuWUybpeFx9w2Z1d4bD7OUKwrObZsGsFOtZU+tWK2z6rH0m3NXkciyagWP1ISjF3JxVRl6JIt0VoBlmkTi/H2Zn0bdOpasKQh4c+tVmQJRzSz3ky2QCtJxbAq0RHfFk2JtcmkItp5nWayaFKSZ9EQLcNzPAASUBT6Wl6q0qt1b0Dgs9XnMUcJ7IJL3NcoTBMxbewb4QMfNpWlvvlknyFhtRwD1e/74pWKwX235pKajbc+F90796SKa/1osy3KopIVrw5y29M6D6ZPdCcPyE/IqLYU3uihUxGPZX25h32sz2baWZ+N2pkd0a7pV9sy/Ux3SodmE6KtgzdlR7bnrmnn98P0Gf07zlHue5pPopOnbT7bQvvq1yYmY7WIC9qnlQpv7jD71MH1CwkA7onXkFelLYAkRvXErKyuBHXi3IwwLolvkT+KLtHP5zgb9edkNR9jndzvnL+q/hTeqfo79EgfIPsSnxVbqo0O2ykyJfcdiHFtKD4l5WaFcUyn6fU3Z1vs440SnzQ5E5nW+iVpmDWx8XlP/uiOeca6immVpiGXkCxNTLot1rnVj13nOqa2TWsyWltXQZeRmUSFVejYZAGXlD15TVKFW6SMbGf9vm2iymg6HUXbkgt4fHtCJlW8xSTatb6uIiq+n8h5kWzwJvrZeyTeCx4D2JRc1q7im5RVdLmptc8Ua03Grz5TdYZX2shC5iKAh4pr/WjxJhRnGViV2Oigzu1lHUFXUqaUCm7cu5NOPbM7Sl/XvFtKWnAwRPc0gdcgOwOoSLYksC6Q4f3h0VQy0CU8NLGaOki4lNQAS+Ur4ZnKld72afC1JT9tqrQIaRoMnBbnMl19drXNIqkYUQ+/5xPDOnnncS7LUuJ6diYVS3T1sduX+lzX+bq2LZaV4lD20nXgiYY3NoFDFZsqba7UZ8Vj15bq2VV57k4qTnNMTpR8nBVQdegsrSYdJQELvp+uCtJ9qz/3JZlk7FO5eT7O5bPGKgnBaYJLp3e4bBepuk3i/5R8zlaFsc2GFu+W5y4a8jeY++Fq+uRklDoHMaWHdNE5O1lh06/ADo3qdjSyUrvhUfQZPk95HlKeMOpXZIMct8vavYzl29pS/Jl230bHasNb5qv8Pr0OcaYiIaZf2hPtfnja9YUun7o2SVlwHiYPwtPaYKpcWztU+f1JIEh9D2wtOvt+Cs5T9G0KUCKwqudOtTZdhUy3rUxuCWt4wkWiQM+qY9I/FcvPn5LtEH2yIuCkPUtx1pQKDkvkKm36lFsd3vsr7sJATd8AnMtuie7CuBQe0u3ECT4Vg7L9bk7KHO9RgEleTmCb9zeFkykMkDYp1kg94G1cr5s/jedJ4ZiKXxQ/NIwhtj3JaZ62zxeuOZ4UrlEjyj1Ao1LT2OIOEHCtAwMluUIsTi8t0kL1+MIBHkMplgXfHN65Ii2G9YNNFmyLXktsm3TbrhVoCVuf5+dB2RBcq5i2+dCoY7WgRrliLV6vAlja9mhpW+pO3esBISlIK0fn7g1l2xwmqiytsNx85lugp93+XFIJ2vFH561K3laH3PocHQnUkrb1WV4vuVV56NZnajN1nqL0zRE9YzE13zAoNmAPjvx5ihaAaWf79j18e6O/aJuzNNyKwihnJRJIYv3y/sGJGDD5rnbWJzCcDov5S2wz/xQef5lkHxTZVF9Xu2nuNc1Y3KfOiCqu9aNFm1DMBV59SE22dRov4Pf3djpTtqqzgrupyppGNGp6o3tqOdmIP16eJGonf9av6062E3sb41B7jT91oD2zCV0fZaTBkeZrVl8ukJOBmtAXgkarBnyyLXnulIgm04GcjoKs8jMLIpUvTESRHCLbTyRBSM9SlEnFMBZ6c0KMsRunhuajQMuk4Ka3D1nw76iPXKXNm2b1QDxKoiUNdvDNB8ZJPi15mcGuyF2135Lu8HefmrdzOjsTi2E6KsKwJNaQ/mRikPiQLUIm9dEB2+htbJew02ugYVgOE7twzTsrxtsX1yT+eriiTkTfI3lYpg2UKhNXJFt4rLXJCo8x7KIPzRB/NuJMstY8LdAizzUDFIwzoVI0bZu3B2Xoj2sV07ZsKk1ARsnBzC8nJNzSZy+WVngG4irPqQIuXdWhc2cr5oq2pM5IBODnrb5nKmrECsu0/mlnJFJ+dy/fPLzQr0suqej4O5OKCPMshFxzHfgcHSUESVLR87TvWexhXBuJYmnw5+DCkLmO4UoLYv6+IGAAvSGYpkALPZzQmyUASOUteBxMcVLen0TuUtvSvOIf19FWfDbBkJOnl4f97+TcwOhtoCH3cYbc3Sl2Zk0V1/rRok0oNr/MgV8NyVT3DdKiZNwg+5kgLPHLL0oyzkMAlksulgZg6XZL2k3EXxqAqd9JMtiSAVmYUL2hVPBC7acCtVRQqARvJKZIBnIsKFN9aRSlAr6ojYKd1ENBVPVdDML7lzjMnjmtj8IDtwfBsKKDJhUb0ZBUFFBGxicOUwZfpeGSis17PakYBVsmXaAldVj4UJrAxDcThXKVNgeaAtdy1BPzpsI5/+cXK0gVDwEQr2BU53SCGZlCJJ5H9Yv2W9IdrlGcKOzbLnAF6WlRw4sIA1N4I/n959g+5e183qPgjmZXw2CvH0obGUsXrmmVn1OYPwTXNB6lU3xOa6FNbKWiAUsqNiyk8Fh7saz4ouVq/KBfL9Dik4rghVjogzXXPjFNMkEmFRvzs39QNgTXKqZtPjRtURZJ9LfRlXhklaATPqQSjWOyso/xt39TsghLVwGXMrnyitDgjwS4XS14SvA71tTqQ9424X6Z/FiNsf6hvLZasW/15xGRaz67+3lybyCTk9Fyt2bQ6cItYU72l8+2iGToSkSJtQ5r+GzPL7RyJ0Azb0CDDVGysQE+mshjGkk8yUQAllSkwjZxaWQ7S1w6vtaemgi0MQ9PQJLiLJnL5HSFyzO84vN8wEnFtX60aBOKxsaBkS39nvoEbGKZbC4Ys/IPItLV3dersvO0AZgaYEl52sfv4FkwRYWnCcCIj2pQBT2AiXSKMXQFUCwAzOl2+ohsqj27qkO7Hm2H5GH6FX2somTuWhkqQ4x433mIJa+Rd1SuHgH+f/a+P/qyoriz+jvID6MzOIIMHEEwbgCTgASTcRLNggwZkGV1ZeOPQ45IEE88TE50kvXIbgJKsrLJGkGzRDYGRU6CKLtGF00gZBRZzQA6hk00yNGEhBGYIUpgnFEHnNf7x7vdt6q6qn/de9/3fb/fW5zHvNddXVW33/v253bd6qppREcQVSL94NtNFpFn2wnscvzZMoNLjz8baG+MAqeiDTdqQxwNqwmJX8lh9MuJJFwrJfGnkIN5GU7HLIwrxTdpzZaqRVvOxrCN2xTgl2SPGw/tHPGq0OGwgvYQ18i6L8jgWEP4crCJ8DD9wvKL5WkOzJiOwBYYENdAGBPBNW+Eiy6x1CYV1wD8RiErrQeW18jKOf7sIhWl48+W/bHxzALOqcgxzjkVcTt2KrqK0c6OVcCOLJr+Nz01uDZi2vKhVIEUiWJHnlPOyRyHo+Zo1MYS/gwnocQXG8fHkKhAoM7F2qPNKX7pGDR3MLpZwjbhaEXpupPRis2/uUeg8dFmRzhakctyxKs8A+PHTkVe5ZmMMBbhw/R/WcefmbyAEJZYpwPjlBMSOCChtcY5HRmOOxneJMBjW9epCWRS1aQP60D/BiYbbxqaDuocxHaR+wgGtz7CESCcA3ytWI9zKvZMI66V0fwWZRHIbcZyXtlkbfjK0C/LQi+tL5CZWdlZqqbJ+IorREf72rkIrtlqY3Law0nwvMheaY7FeUf8RA6Xy8do166NVdq134LRfgcaT0KeaGfzEudPsD1KRI6hY71tgnMgIg+QPF6kJVh0rQm/Jv5zFhZq24zjjr+JBTH/heMN+eOf+yKnu+Y10kgAHTCvT4zT2oN1tSO+peQw2zUdAbZplIFhEmmVoKM4Js1lil+Vael4hVfDxFzsnBmuaW3YJgWzuP4UriUJY5dlnxX+FHbJWCZvYFzbRJDpcolJsh1mzGKDM2LaSKWEKzXnVG3GlFMRWpOnjVX5TVgtWjoerVUu1sbEjiDzqs4uahFXjsZ24evh/Fwf5k0VfvG6EH/qOmPfS03151RxFBcokFpNpArSuPKzrxadkIMZSDwSNsLY8LMiQyK/NEp8TlaExzrd4vjEGMlOg3gkeQl7VB1G6TMIckm7oe2CnD5pxLUyWlIOxRKqci46yoj2qJILkH8TW8rbULIadUJH9XXVUMkmo3CsLjO+Ka2mmK0ab6YNZEM0BNVsogf8nWibLa1vaN0jjbQUqAjvEo5FJ08fn21WI6tywRAclHE9uXJbxlLMK3E0VsmMUaaDrkZX5++7T1yb4X1I0YMyiaLOxRiWddCZoJW8qRlpaVNppGPf8nL5cypE5zgiW17mcOxpEayt4twnv+aEzJUhORVrqzBX1e7ospxqTrpc2Rm6h4TLEUpGyqVl61DEVBXJmBG5GJVl2UvqI7JsVjRHbqRiEDHBnEZFkYpiezsuiA5MtiP7pA2S5ODSZAr2i3K170HjFT5n83Ed2u8jZjP77RhpTkBpS85lxQYqtol28vzLpHmhcd6xPy2L+UDedNkm4pE7/yZNJIfWLkUh4nZ3VGNIp6K0rOS+RloGNLHdXhlUhHV9YVxGewqXACL4pskR9chjQ9xrr7kcwyQckO2S8EGyMdCjrP9EBuFBujW5mGLfnzSO26z9JjhheZHrSu4PI99rHzzBXHCclKLqLeXF2BF8HdYEMqJRidBf5L0bM1QUxYhpK5umkWsT9VVKJZGLOOJQc8JpckqiFV10HnaCrYIJcRJKPDGnYsirOxVXKXxkvMIf4yWRjiZsk2Rzee5f7uST5GhjcbsxcmSiS2VkFH28zxhoXjH+cOz0w8ALlIE2jZQQ3SfATdQZad1ngWc6lt8oxWUGEMEiBvFYkZdHG8YiE7VryhkzoMNzxLUymtsciiUbqCJaoL++1JpBfrjaL0WolByM531GaQOAnDxUyRxUhspJFW8h4lGfNUCuu5fE9ug6pZyKxB48nrVZYQ4lGf4raPjFvFeKLsPttnJ7YCPXC2wewNmCxjF5/PqmH5vfGljxO8Ny1AqZyHjp56n3tN+/mHeKTIKfbP+5rayG+hp+69pNw2XbZMuW/BHhJMtygZZVxuVHbAu04H4pFwwuxOIKtPC564PGHIorm5IPshpSv+5STER4p+ntgnFRfOPtGr7xO0Kj4FtEDpFRgm0A7TXzvMEl2EbkM3zJwQertMUwhuME1q3MR4BrzKgorvFluw9c87gl45okx8O2go21uGY9gCLFmJVMTjvS5ft1vFrhMS/S8lyKoBZocfkQcwq0rMIYB6gYGbQFWqCRNw+4NmLayqEapyIvHBRzKqYKs2TlTUTjpCIusRyLsfyKUm7F2ryK7m88t7Jz61QMi7VwXp7bsLWL5lMEAL9E8cIuXfMpArDV1aB8in7M9DYI7wNwzkULIO4RcBtGFp9bEabg1Oa7BQBDcykOWqCFLP+NDQZJICqaWtH0UtDEUVFtO6oxLQCtBXbvhM1C9yNuu+ftswIvNPdAbt4ssgu/B/avnY6Txkx1eGAl/Pw2sg8aca2M5tahmLvxyiX/HZdsyBZM0gbucCNk5PGSI0wltElox5tgMYhuwKBdCNXxeBGhXczuHjdf3C6/U9Q3YNHNF1DmcLNFZeY6FuUtiNDuN0chX8DDBgeXINhPN2pylUxRDkDgVHQyWlCUv3exQiYgEA1/IEiYIhVdGN9IGsSDC7TQq4sXaMELuivQgjdlQYEWL6ZNZu8KtIxFWUZaDOqKfSV4Zxbivy0V4wbAt5wiLkHybS4DL0qLhW3IJqkSdMqJKOFfIEP57HRn4xr7vmaKa4HOPFwjD8sw7OCbBGx3hKe1tbDwGLQ8fpvWKMTX4XnQBLW4Fi/Q4rRinMI4hwu0WGBFDAC5ETysGi+vTxo3XiubVoGFVdmLvkz7mUcg5YTEDsdUYRbNySiN288qL2u8UoVoybkYK9wCVuZtHXqhM6/WsciLtXBeXqE5tFcu1CKRL65i2/nLqf4cVH5mfG0laBM4FYMiLcyBaAV+gHY9bXchzXLpHJzNuo0fZGUVaDENs7cHtE0W+AIthNhY8Oq8bO9UbHjcwyksAhiWILRi7WwI+2oD56ZpTTTMPskR6pyQRBmSFYxlU0n/bcvMtFDdP56MuFZG83vk2Va+FHIOytSLUMaxs6gMJRZWHSNdh9AWHI+WeCZAj4+hfnU8uyYum9iLrom2a/xYvyAf2cV58VxIY4M2gFCXJFPTy+YC6yHE2xX5xEbpuiQeRTb9bZjARlUOs7kd1yKB/J0gHq6f8XqbiG5DdABA65twvNAswu2fSDscjbdovFvo3fFnJ8NCe/QLJ7PHR76w6bgN/zsB+fh0V5pVUZY777wTzj33XDjqqKPAGAOf/OQno/yf+MQn4Mwzz4TDDz8cVq9eDRs2bIDbbruN8Lzzne8EYwx5nXDCCaVTsLLJDvRi1BnnIrLaa7EBtsX5BXuDtVlI/cF5ItiGZcjy9XWubW+vJ49faBeuCfNKmBXFSnyNeG2WZHK9wm+F45qG96p9oOkESpxHkU3HFOKayGOoLkk3128BjGX4hW3in/F4h0MOryx47PA/J9s+PqV9Bv0ZGfQZYRzw48v0+DMu0ELMZPgx1GZnTF6/sqmP487OKam9cnQGMiPHprWj0hJ/Np/JOxItfca8/Og0KcaC7Mgt2JLDy4u1aEe3JTukI9MA4I8ucwetk82PNvt2ptMIchfM9AAGP87seZB+7fiza3OUdfwZL1vKWMpj289GkGWA9gPltYbyWibbsvEBbHEdqE9qBzxG42M8od1A7HYRhFa4BiuMnbYb6iSMjRmIRlwro/l1KNYSv3kWbqZjFN14OUrktYqOjeSqEq9DaiPrXF5eKq0/5VgM9Et9bDMp8adl6Lza5kvi85/ZXKnj1e9J7gs2VUq7Jj+6+eL6m3+1jdz0fWLxUnBQ3BxxmwJkQu12uvkiG7AcOyy0my9JD7SbL9pIN0T8TwhvvgLVrC0nn+JQVJuTo/SI2t69e+Hkk0+Ga665Jov/zjvvhDPPPBP+/M//HLZv3w6nn346nHvuufA3f/M3hO/Hf/zH4ZFHHvGvL3zhC2WGrXDCDjPpVU2FWFeEcbljlR+rzCvYmcI2gOC6sh2LwPtkmZ0di5yYPZw0mUl5EQwJHJDKWN6uyZLwrhrX0Pi4E7NyHc7ENe90xPp9X0Q34Q2xT8KlAN+YfdKfveUY2dBEwTgJz2L5FPt2LM4C00ZamhRzNpY4HVMORq5LlBHJyZidSzGDT8qbyB2L1G5LeDUiuROJc9PKPMypyHlFHYrzj8hTqmFL/3K5qZyKjlJORcKbwSPxyzLAA4ZBzk0wuCo0kkH42/eSEy5GVhsHynZIcARGPzdtljs1MW9CRlRvjk1cliKXOww9VBMnppHbe6R5w7XHHnsMzj//fFi9ejUceuihcNFFF8GePXuiY37wgx/AJZdcAs9+9rPhGc94Bpx33nmwa9cukfc73/kOPPe5zwVjDDz++OPF9s3tkefByELRD8/Y+ntb9zcrjg9ikxVdhfZmj8uU2+X6a+X441oa1c5JrjxNfhe9fds8L7pE/SZrVyn8CfSjHsLLn9jpMQl8I+HyLS5HOvvss+Hss8/O5r/66qvJ53e/+93wqU99Cm655RY45ZRTfPsBBxwA69at68vMkRiJ6S1qqa81fmKD3MM1VIslSTzow56+1sxGTvJaF3uNhp6wvfQ6GH+1DUiOAdn3micHYZV0LYv8PbVH9vLaRxppKZI7hltCq8AGx6S7ylR1mQnJoZhD5PhtRX8Onzt6PLWxPdac4m1ld58jSW4pb5j2oX+SdLRHoOscQUEe91lEp2UAnoetAnDM3LZ1k8PtidnXCdiXJ51//vnwyCOPwO233w5PPfUUXHjhhfDmN78ZbrzxRnXM2972NvjMZz4DN998M6xZswY2b94Mr371q+GLX/xiwHvRRRfBSSedBA899FCVfXMboZiK5OgU3WGVl2pLIqIjUYVTHVcazRFpS0VzpKpnpqpCS3010RxxGbgd3eRLdkhjBR6xT+HVfkf69wf6dyPoC6JxuA2NrGT0JLJrymcSUYxIH2g8htok8aSIXIsQuSjOoaF9TIYFECMM3b9qVCLIeaICWQIfrvqce6OUS+Fx7dzXdPzu3bvJa9++fb3a52gymcB3v/tdWLt2LWn/xje+AUcddRQ8//nPh/PPPx8efPDBQfSPNKXOmJeJc7UY12u0ovYZ2Nos9fcRha+2W6U9LkfDNY5tapQhGitGQkb0YFti9wYzwzVpnEJ4bDyKEclm9ki4VkIGj8OygLXhzzzikM1BTeS96+sr8r5vPGt11+DaIKaMtESpJnIxN2JRHFsQqej4U3xaZejW3rBf4o1FNObMS6oKtBTRKEX1yUeeLRkn8edUf5Z0BuMEOxy10Yj0M+FhvO6Ys8ZPByPcJ3rjw/hYcszZoM+4rSHLbUJjRV9l0x/1YxptrHYzGDYF4w1tT+lXow8h0afZMKOHfPOEa/fddx/ceuut8Md//Mewfv16eOlLXwp/8Ad/ADfddBM8/PDD4pgnnngCrrvuOnjve98LL3/5y+HUU0+FD3/4w/DXf/3XcNdddxHeD3zgA/D444/Db/zGb1TbWORQ/MAHPgAnnXQSrF692ufZ+ou/+AvfXxJaOQR1dkDayIvoiWzAIvmo1DFCvKzIK9nD2lL5FWtzK4Y2K30Jx2LS2QgQ2CPqksZGeLTNlyzP0nnDY2PXwdsE2wKd/NoRjyhbvXZ5s6NtgKt4sJOQ2GUCu4gMN5Z/dosvP4rV/oTohsvyXFNIDWk3qJ3mUgRoN1l+Ewc076LjGYLqnImtXUcffTSsWbPGv6688spB7HzPe94De/bsgde85jW+bf369XD99dfDrbfeCh/4wAfggQcegJe97GXw3e9+dxAbZkUzxTXh7yfrpVAV1mXoiDoYFYzLwjdBvmiX9Bldr9RflVuR2yKs8dP29hpiGJblCGxswW0x/ZwvuHZhHuWxVsdETSeXL9nBdXIeNh+ibP5dWvBrvzx/TLbwXpoTcX4lXAOEa5i4o5E/OMM7LI9l/KFZ+6CM4lr4oEx6zktxquXnuRT5sWef42mQB2X1mDZS/zTrvVoq/2FpfkRHJcekYzJj47U8i7X5FcVj0oKzkOdLxLztNcl8NTkVsb0SL9Yh5VPEcrgdNfkUcb/LpyiOQ/PiZSCZ0z4gOggPhMRzJbb5FC1xOgKyyzSf/XjsmCT87fsgl6JGSJ5146SxpuUXn02hV6AN9xllDJNPtpUCj2/HsiRegDAfoqCPy8H5F2U+I+rqi7rgWt/BH9u2bYNDDz0UXvziF/u2jRs3wsLCAtx9993imO3bt8NTTz0FGzdu9G0nnHACHHPMMbBt2zbf9vd///dwxRVXwA033AALC/VxhkUjn/vc58J/+2//DbZv3w5f/vKX4eUvfzm88pWvhK997WsAMA2tvOWWW+Dmm2+Gz3/+8/Dwww/Dq1/96jrL+A1eXy9ERRuxhEy+mSI35pkbsPbG2dKXwCteV2BTgXNRGcvHhbaGc0CuIWiXeAXZki1MlzRW3jAo7Ww8/Yx0SnYrdkh6xU0gKDzQ8uZeUyvfqPaQzwBtRAfhaTdBqh7EQ/sEh6biROR/i96p6H5uzKnohyOE830WxA2YVTdV4DddJFk9UKfiUAl2hZ9j0dK1Y8cOeOKJJ/zr0ksv7dU+AIAbb7wR3vWud8HHP/5xeM5znuPbzz77bPjFX/xFOOmkk2DTpk3w53/+5/D444/Dxz/+8d5tmCXNEteqI+27/GgSenN0RPENIN/ByLENOehEXFHXTnYNvL8C27DNpC9oD+2OygCNL7RdG4vtkXj4d1SEa3ycoHMwXJPa8Nhmzde+k15xTbgWrnP6meNfiHPkgZgF5CwEj3ftzwn30YdmtL0t0OLGuQdlOHAYOxUBwgdo84RrIw1DM92rAYDJyJMYi6yrcTymdKRk5DgYPS+EBVxSfKVFW3AhFF4UpatjMRgn8OYUapHsJDoivOS7c/PE+rAzEPdhp6LjCx2RrYyAB8nGuRJ5UZjBCrRwJ6N/WZkPf0ZjLeOxWI7QLzoLydgwutEGemm/lyXwWEEfbTOhLVwOGhfwYRt9+wCeRKen8gXQf/DHzp07yX4MYJqCau3atbBz5051zIEHHgiHHnooaT/iiCP8mH379sHrX/96+O///b/DMccc08nGohyK5557Lvn8X//rf4UPfOADcNddd8Fzn/tcuO666+DGG2+El7/85QAA8OEPfxhOPPFEuOuuu+AlL3lJkWGdk9QjIp7xHJF4YVBsSMp0i5vQZw2Ex6Ob1ZDzWwNAHlObkG/Kw3Szz/g6rGmdN95OhPU4pYYBfZyzgegP2t3df7sp4KZGZbBrwDZIY4O2RlYwRw2vX5isNtYVp6cDjQ2mkObjwvIl2dwGzuPkSPYz/cQGMP47s14B1eNlAPtpIRmO0ahymNEAYKwB65kgnGCqhFyMtQAG/3Cbt1MxppmX6USYqTIU4dBwNT8aEvnQ3EzgtglYn0/RWuMPlqwyba6aBQCYQP+RirWRGW6MizgYim666SZ405veBDfffDN5qiXRoYceCj/2Yz8G3/zmNwezZxY0S1zLoS64F+QajInyGFWPcSX4JmIbQIBvpdgG0F4DwShnY/MHbhfQ2AQmZmMbwuM8DGNt0GKst0FY80twjfclcY3LbMWEc+DYY5iVw8PfC/qJDRzXBFv8tUPzk4pglteD/1xs+AV57JEmgPBiZdPPbozxWNZcgwGPd7bBJ/+gTMUy2o5xaqpDxjKcf20BtfVNNbg2RigOR/OGaY5Kqj4DQJDfT4tmxLkUJR1YDpahjXP8PNLQ5VHEUYsTMISP80j9C+zv2DkL9zd/0bgfv8d8lGfi7aZ6nZ34OhbacYx3fyPLXb9fM2Ca+5DbRf+dEP1uavma4w8QCHIdv1vPeLtFNmEeJ3MBpg9Y2tyI7T7Bf9Nk/TMNjLfr7RTSW0Dx6zhAu04bi7ABYTjZOxmEGwRopp99lwXAa6GZ4oCxJhzWmGBQm/8sAKe1AsQBbpBlUlta+R728B4PKA+5R8P9/rJNs5dHYtCUGH5NwhgQ+OmF9UNdcG3Hjh1kr3bQQQeJ/O94xzvgd3/3d6My77vvviIbSujSSy+FE088EX7pl36ps6zq2Mb9+/fDTTfdBHv37oUNGzZkh1Zy2rdvXxAa2jcV55+ywishMyojGCtsxBI5qlq5lm7ARB6ml30uzkeFxkkyiX61vbVbup8N7OfkZVbkoFJ4wAq2i2OpPp0vtD0lO2lrpE0lvABKenJkBDIjctBLPCbG5ViEMoG9DUhzHiyieXQVnOS0NEoRq5SqY1qmq3RKqkhaW3JfA9NHP/pRuPDCC+GjH/0onHPOOUn+PXv2wD/8wz/AkUceObxxM6LBcW1S+cqkTjgXkRUdH4yL4FuKj+FbJ2wD1pfIsyj1Sfjg2rm9MRxUxwNuo5gcxQHEE86hrLcTrgW2CjzBnCpjgNkuzE+ScnAtl4fYYqg9USwzoe0Sf4B3tM8CiNiEoxRpuwnUuEhFjmn8yDOOvu+V5hTTRuoP0wB0XMPHeGOvUqqJcEzJyRmnHqtWqj7HeGJ5FmMRi65fep+TX1HKA0nsxuMa3thxaSwvdgQ6pgeTEeRi/lhOxBiPFqmokRqJODRhJ5jTS7ZCHEBBANWwny/tluvCfYpM0UFn0Bj0r2hPZHzwnsmyCl9wZFri75s64JoL/nAvzaH467/+63DfffdFX89//vNh3bp18Oijj5KxP/zhD+Gxxx5TC2WuW7cOnnzyyaBi865du/yYz372s3DzzTfDAQccAAcccACcccYZAABw2GGHweWXX140XcVVnv/u7/4ONmzYAD/4wQ/gGc94BvzZn/0ZvPCFL4R77703GVop0ZVXXgnvete7wg5tI9VjGRkf8ZZDFqIe8KgsZSx/MBGjgBdFR2RT7BoS19fa0U/FTRxBEZ/XwgVDkte0FcuqJWbDTPQK103mGKCdg+Y9ND8hC5RnKHtq+Wp+6rkkRWy4tqWc52nPnj0kcvCBBx6Ae++9F9auXQvHHHMMXHrppfDQQw/BDTfcAADTY84XXHABvO9974P169f7NfuQQw6BNWvWAADAb/zGb8C5554Lz3ve8+Dhhx+Gyy+/HFatWgWvf/3rZ3+BPdPMcK2WwgCDbCLRezGK/C1GZZTgW08Vo7PXF27TBEgEPpaThW2Ev6d1PTrvBToq5qTLPVC2bZXfVSjHhUfMgCL3EfoYZp9gr4uamTUNFZk40vxS35gG0B3XeCReKeVUJU5Vf+5bX5YcoNWNa6pGd6FUBeg+iFej5tfMIxpT47V+vKXRedUaqUVkmtC5acR7e9rJALQnpqQ91MBL7SyhcKnQEt2qweGHHw6HH354km/Dhg3w+OOPw/bt2+HUU08FgKkzcDKZwPr168Uxp556KjztaU+DrVu3wnnnnQcAAPfffz88+OCDsGHDBgAA+N//+3/D97//fT/mS1/6EvzyL/8y/N//+3/hR3/0R4uupXhFO/744+Hee++Fu+++G97ylrfABRdcAH//939fKsbTpZdeSnKC7dixIz5gXiI6ErLUscGYvGgOx0tlWuDRHEmd6LOYrN/1JZLby/I0PcxmTrblk6I5JJk5Y9UFV5gXVa+XZWl/hQ7xM5eTAgnEJ0V4tHLqV1cfqRHIzLBPstXZwz8D/SxFHHKeQIUFOSrRt8sRHvzPi/MNVZQFfBRlYZLfQnu+/OUvwymnnAKnnHIKAABs2bIFTjnlFLjssssAAOCRRx4hFZr/6I/+CH74wx/CJZdcAkceeaR//dqv/Zrn+da3vgWvf/3r4fjjj4fXvOY18OxnPxvuuuuuLDCcd1p0XCuhSrzrC+Oi4wJ+gTc3UjHJo7wHoNfJ8as8UCZNMRwGeQ2NRilqY3Pk54zV5rIPXMvRp/AHY5oXxjV1LjEOCvYSXCshC2AQHubwh3MkhY2wpp4j7yOq+qcZYBoAwJ133gnnnnsuHHXUUWCMgU9+8pNR/k984hNw5plnwuGHH+6Lk9x2222E553vfCcYY8jrhBNOKLZt3qhvTAPoD9e6RC+WRCzGxueOESMbayo+R/pjzv6cStBSPkOuk+dU1PTGKkBLUY9hpWb9e9GuMxZNmfMgJBaxKMkxjN/lU3Rt2QEMWB+S4aIF1QItUZngeS2Wx3XiaEBGPsJQiBKUow+F/ItIdnSpjkQuBuNY9KEWjYj7iF1q+/zs14bybJ544olw1llnwcUXXwz33HMPfPGLX4TNmzfD6173OjjqqKMAAOChhx6CE044Ae655x4AAFizZg1cdNFFsGXLFvjc5z4H27dvhwsvvBA2bNjgU1v86I/+KPzET/yEfx133HFeH8/ZmKLiCMUDDzwQXvCCFwDA1Pv5pS99Cd73vvfBa1/7Wh9aiZ984dBKiQ466CA5FFQ42lv0o8nFJ8Gl2jVvoiTDj+XjULRDy9u8wRsvIcei5xPyFNJ+ps+273NyK/oHacK4LnkV29x4DS+P/GDrJm1j+qWxRpalzQvmDXQ210z0YR102qpySkX1Mxmx6AkcORJEKSLT/Wfs68Oy0WMwEo1inQxpIqffqwdCbiueKOFLJrkUDTRPA5vMUsTONpeib7KtIEPap9cR5HKxTc4VkPNLDZK8XljWcseV0GmnnQY2Muj6668nn++4446kzJtuuqnMiCVEi4prJaRhYA7e4dy4NRjn15RwbAzf+D2+NZCHbSW5g4NFrbU1sM1AXs5gtHBJSxhuJ/ZK+YJNuIYSXCR8lurnOKaOC9d6beyguAaCnFxck+bKNUu4huaSvydTwXFNQS+xJ4K16oSjibDQbCwbHGpze7kRKJeiE4smkfxJxjAOmvzAxuVHcyZZ73wEmC4DfUfe1yxrNcvg3r174eSTT4Zf/uVfzioicuedd8KZZ54J7373u+HQQw+FD3/4w3DuuefC3Xff7R+2AQD8+I//OPzVX/2V/3zAAcVbo7mjvjENQMc1qfCGo9x7qJRTUYpqLMmXOJXR2sLH+ryJaIzEL+VXlPImYp6cfilX4tSGMOcijuZbBROSe1HKqdjqa/Mk+n4GJjj3Io5q7JpPccJkTXU1qtF1YZo0fVy+YTIwT5tbcboeAtLheKb7CSHPInlPIB29t0XrJx5Ln3SRBvl+i2FywNf0+a2agbYB8fhTXsLNiwV2j8bbuQ5o3gs8/lIMNYXzupyI5DrxdGA9wj2e1t43zQrXculP//RPYfPmzXDGGWfAwsICnHfeefD+97/f9z/11FNw//33w/e+9z3fdtVVV3neffv2waZNm+AP//APB7GvM2pOJhPYt29fVmhlZ+rrm8J3aKmNWMkmTDPPyGODBPKel/NBMsl9sAED55hB/Zk2cruCzZdNjGELj7pRaFa5YHME+saDtEU2X1geH5e9F4Bws0OS77JNkx/HNmPA9Uo8fH74ZgwEGYqNrUrjbVadtk4uBj08Z2i1VvCo5SF2ZhRoCYS6DZf77VKZUzHGb5CmgOXdjUi29H560WSj5SYC2g2Y5lzsi7oWZRlpNjQUrhkbru8SqV93KQbmYF0uxkldfj2xIT+AuGAE+JZTwIWsGSaQw9dRusSgTUWkIFkXbKOY0u5CtIdjxGYBdyRHX9KJKPEo8nvDNUjwROzMwjVJTvOG6xFllOAaghwrfFFdC7TgDV1QoMX9xKxBNlogXwYxqJ1871jwWCY/KHNWD/OgbDZFWc4++2w4++yzs/mvvvpq8vnd7343fOpTn4JbbrmFOBQPOOCApDNtqdNM92qIau+j+G805nDEzsaYkzHXwRhzLkqOyKDoChonFmVp+mOOxansWCEWm8GDwa0h4+wIHYvYYTi1y4K7cdCcj6Ez0a80bXEXvMija8NOwAUk0xEtuAKBU9EqPMSp6OHYEqfitLF1KgLQAi3tZLWo2WuBFgLGQEERLfu2QQs6vGm1VFzrZPOjRJAkvM2lGCyTtAMaFMrzsgxCJuFS3eW5fmtQsAjQsZgP63BjwnYA9WF7B5q3YmNr166FG2+8Ue0/9thjg0CSgw8+GK655hq45pprsnSkglFiVORQvPTSS+Hss8+GY445Br773e/CjTfeCHfccQfcdtttJLRy7dq1sHr1avjVlAHEAAAA9MdJREFUX/1VElpZQrkbrxwKvt+cyXI/zpjDsVmjix2Nwiasa4SHyJMbuViwAetz8zU1IbQx7USk5hP9fnLTm61ANpHXtss25FV/Jo48K/OQaxHG8c2X52FjfDffGNlm4Q6+53DzBRBuwHDEBrENKwbWZjmICrx4M2YZE/oCiGMUmo0dfpLouJB8XB2TB10556Ex1m++nE5XKdPddPSfvN4IC1LmuJEGoVniWi51wT7qDIkISmFcwtEYczKK/MJ6OZWNZUI6epGsKbRfWsslnArsqcQ2si4HeNduJgLbVBwLcYbYmoFrAY/S3guuFfAEeIhJwEZAbOFXijBBmFeCg+5rC3jYzRWyy/cLP3DysMyPxaCLlKML91u8xkDsVMSbU/Ab3EY0mjQpKhFMm9urNRJhGQz/oKwK1xp+XohRje7ugSaTCXz3u9+FtWvXkvZvfOMbcNRRR8HBBx8MGzZsgCuvvBKOOeaYQWyYBc0a02qLrgDo+RRjv9McZ2PMyag5GKfjTLZzEcvmkYtZUYlIJnY8+rFGj0Sc6ow7FtuIRurcw1WdcX8sWpE4CI0crejsaG0MIyUlByRxAqK1NXA6ou8pcCoynjZycRqpiKMR8dzgSEWMOLKjscd8iqZhDLx20Lb5j63TEnveiAPQkK4W7Nm+zj3YImoF1bhNko+fo0l7O2ILnwsG7NyBGMixeEoERyS+F+uTOuDaSqQih+Kjjz4Kb3jDG+CRRx6BNWvWwEknnQS33XYbnHnmmQDQc2hl1yPPeFjk/kn97qWNGNfPMYzhougwBBDvmJO89F6x4XN2NA0o2T3d7NANWDBe+iNHdsWOjPUWsYgqb2gbNX2sYG9ks+VJkm30dmmzpx4VQxsTr1/h4faQzR6/Vo2EhZjMZeNU5Lb4vYwEDArx78ct8shipB8df/a2tpsqz4wnyqCfA9/9AvgIxkGOiTlHpZkCVt9br1kdeR4pnxYd10ooAwM1vMt6sBaLaOyAb5hfwpOWh9mqYJvnIXfJwni+LiJ9KlblYlsC14iNOFqR2ZXnIKyLVlxMXJP0i1+L1CiRNGfsvYqDeK4C5Ynjz+ofFGJEsshnh3MGf25l8pQeXrTfLHd4UGagxbKBH5R1ORp29NFHk/bLL78c3vnOd/ZjGKP3vOc9sGfPHnjNa17j29avXw/XX389HH/88fDII4/Au971LnjZy14GX/3qV+GZz3zmIHYMTTPFtI6UG3mISSqkF5PL5XAnIB1nO0UuljgWcWEWGhkYPwrNjzjz9875KEUrYucePtosFaAJC6vEIxqdHa3O8Ah0rlNR4iO2uTEAxKmIiR9ndqQdf9bH0lsN8fgzASWYruvIU0Yj3PE9R2RzpwOTH6tGIlKoScq1jc3EFnQboMpvuvA9j+G8brzhvCjikI0NHJYxfOkXzjzN25Hneacih+J1110X7S8NrSwm7ZvqEOoabEBS+mO63OPgjiRWXhRutoN1iFXQTDmhcr36sUqQQY5Fkx6j2pGYX8leyamYrU8iTY7SXlPdu9imgjFRx2uuXGj+1Los0nyz5drUeQ+RL/XnFlWvjF2sKpsjzS8tOq6VkJBXcGY0FL5VYFtAscWCy++6tgly0g98bOhUnCUtIVyr1TUYYUDtaEsNpulYNvslYAjasWMHrF692n8eKjrxxhtvhHe9613wqU99iiSbx0eoTzrpJFi/fj0873nPg49//ONw0UUXDWLL0LSkMC1COCovRjzHYK4czbHYZ6XoWEXnmFNxaJJ04UjFIArUhJWig8rOwrghKFUxOuTPq/pcmh+xE6WchYyssWAqbCPRfzl9s7hJSTkIG9KcitYoORhHWlSaXd36Icm5kfmrgIxtX1m6NFKqbpZXfxb4RT6u38b7Y7Zb9h7vXfG40j9eIkfR59us5/O8Ip/eFlRkFnloczhPCT6FX5Wn8STkqITti81TVyLfgwl/Ixlk+DgnS9AVNUWQY317KE/Lf2EhvPF0fzaufbgqzx1eI42EqRDvsjAuJa8G30RbpD/k0F6qOx/bguus+Puprgat4R1vGxLXFPwqxjVGg+OaZAu/FyDYZ0KdGr8ms4SsGxtzbkP6+kW8mrbLt0Vhlee23QRtmGaxwe+CaatXryavIRyKN910E7zpTW+Cj3/847Bx48Yo76GHHgo/9mM/Bt/85jd7t2O50iozSb6qZRdUgo4dk47J0Ko+S3xBxWfGl6pAnaoGrfXha8PXwatASzwpWiXMW7yyc7yCtSRHlc/6TURvTjCAYXJTY+bimYyxeYbEeMz0pS73BRdqjcBvUF/F+Og4/Hx5Lr6Qhsa9WhHNr0Oxjy9IczQmNk1446VuwlKyJuzlZVvyEq8XQv4YX2DfxJLNV3ANyN6wj9lA9CBb8I36BG2+yA2/ws/1Ad/8Uds5X3xsq1sdh2Uzu8g1K+3hZ3aN3B5pfkWbQx7D32vEfg+i7MbxRq6by1W/e9rObfXzm3I6kj6jzpdDFWulce3mi8o2zU873GBJ7ZNmM2a9LupMnAibta5kkc7S10jLgGzHV1S2gEkKzlVhHKYSfFPsVx+asXVHxLYG30LHIbU1WNv4Gsts5rZ6bCPrZSauBeu6YFdkrIx1VueJyMafi3BN++1x7JD4JLm4jcuQxkjXha8FgOIA++3I/IwH4VAUGwN7THjd3BaMh+6rY/NR8qDM4ZiIcdBil7WG3wY2bSZrKSmleca0j370o3DhhRfCRz/6UTjnnHOS/Hv27IF/+Id/gCOPPHIG1q0cynE6phyP2LmoOQhdxWmt8rQ21jkCsbNsFVj/kng5H+eRrh1g6izDDjPiOBT6/Dh0TfgacLvEQ/tb21POQu5UXGVs4HzkPNrc+/ll1xcdA/S6AEIH4YKxzpcWdSLiAw7G2Gm+RcePxkz7KJ9rw+8d+BqkHzzftMHxg+P3BsSAReg3vB+1CbK8Q0+QY7k8JDNYkrkTUYoDwTzMkShs0ZDdAq/UZwQdsfYeaZ5xbR6pc5XnmVGfd0D4+05FdqAzJdoa4H8/kqxY4vsFtEHwsoRoLpPBZ6h91kA0ub01zF6lKEp4Pa0tXXJPOVuwLvK1+EahCrTRx9K2Ri9KpGRsKMfL5p81vkaf14WvcZo8Y7oZwTZBqIvwSNcl8MjXyb4zfp1cNtD3Tgf5ObmF2hIR7VySd4hBNA4gWaBFNNwEhlpojiz7+WlyNLpIlebiLJnE9mbB8i/DSbZmmksR2jwugx2NHkjsSPNPaiRfQ8k0ESW/nVycS2BcFb4JBcu0Ii48JisL2wDoQzO0W+DYZoD3tXLJe2RvDraR4mUcY9ii3a79EVxrzdBzHCK9PKeiKAfZxHUV45pkIxTiGlKGdUWgI7CX67HN/0iOYJBlBLjmZbbCvUzH4vqFH29RgRYkmBdocSwW2t+rzxFscQr66ehpHi8Z41wuRdfm8icCTB0CQzwoa8wanPbs2UMiBx944AG49957Ye3atXDMMcfApZdeCg899BDccMMNADA95nzBBRfA+973Pli/fj3s3LkTAAAOOeQQWLNmDQAA/MZv/Aace+658LznPQ8efvhhuPzyy2HVqlXw+te/fvgLWia0ABNYKCzKMlHiWXKiGfExYS0Sjxcw8XrRb1/Ls1hT8XliFwIeUY5SlAWHxGuVoHOKtaRyKvJCLQt4wW2t9TaXVn+eQKufE8+n6HQG+RQbfmtlWTj7ipRbMeBpZLkCLVw2L9Ayfe8k5hdomQ60FEAwmaakSDMu3AgZ9LaRYzBHc+yZ7RG9aiwK6UxVfHZmAziVrIq0M6X57C1l91ISD7lKpKOdqma+pSPMho4xvN20UwXKlHemcb+WTXPrUExtvEpIzEcYVY550xuxXjZhSsVoaXPF+Wqci4b9YddswKodi9rmhN3kT3npBiztRGRtjV5sI9vXhBsyvAES5jXYBAUXI4zRPgtteKMF5Dr0DZqiWnE0Tt9EN6GuzTQ/DWEDRxSD0k/kowItXqYwQQDkYt1vAKWpb4Cfyg1/ylN+uvlqdRh/owTo87Tqs7sZGSpCsWbcSMufumBeEc7lYFwXfBMcjCK2cTsNlGMbACneEvT7hUJ5aCau8zq2RXMGM4whlyfhGrj1i8pMYl0M1yTMAFmu1F6LaykeopZsKITrBsUWLoeoZrgWYBayC4A4FacC2i9IwsZo4THtS9BuUiyt+uw3sc516P400IMyXKCF4gHCOPTjJ0XHYNgHZTW4VoNpX/7yl+H000/3n7ds2QIAABdccAFcf/318Mgjj8CDDz7o+//oj/4IfvjDH8Ill1wCl1xyiW93/AAA3/rWt+D1r389fOc734HDDz8cXvrSl8Jdd90Fhx9+eLF9I+VTrgNScjxKTkeep5A7GjUHIwAteBLyVxZlUZyLOUVbJKdj0I4eIPDqzq5d4gFDaiV7m6geSwq1lFR/xjxa8ZWSIi0LSJ4j7HTklZ/p/gVVdfb80+htHGTAC7Q4wgVdcgq0gNPvHIfOjma1d5OYLNDiMREBYtPmcymS5RMDZyvS8H6PH639bFvk2QHIkGA/iv/1fLiP24IulfCi9/iSHQ+xAd8O8jyKA9CscG250Nw6FIPzGrGE7AkqjgjR2DkrlxuJ9KD3f6gz4lycykEbG26bSfCgm3ZiR2zz5ezTKi47ufjmvIeIRSmqg+hvbAo2hMrYcKPC5ggknvjnHD4SPYLmjGxqMmwmU45tYPPjSemXNpB4c2TAqg/TNPnSpi/YfCm2+s0XmVe0EdJAi9ni4dqQZphGqgDbWDmrhJsFdAPjNlsTC7DKTG9Oek+QbYFOVsm4kZY+cVwrpQgOFuFcDsYNgW8xbMN2pbCt4QkejLGq0HStau+iRcei05vAtmxcQzZatpbxIAbJHm+2hj0g4A2E+vrCNel7wrhG7AVNjoJH2lqPKYJBklMwj7+1YfqxNc6/02wi33HEqYgv0m243c/ZAvg6pXh6m3b8oMy1ewQ3Uju0D8qYA9FXem7e90o1uFaxDJ522mlgI+uccxI6uuOOO5Iyb7rppnJDRiIkHYXNIV7kQyLJ8ZjjZIw5GMOqz1PbpehFKXJxQiIkbcNnojwl1aDFqESt3dRFK9LrR05BsIFTkV9PrPoz5+nqVMTynEqt4rN0zVKhFVykhTgLHYPRohKhaQcAsP69bTxfxKkIQByOUSLY1IAVvzdxfBYaXDC03yiRiE40wkJVN+KVKj4HTsRgDOJBl0PGc3nsvSRH7IPpfY+vEt0zpHm9M8C15ULzm0ORE86dJL0qqSgSMsUWkVOEtUrS+5Q9OUVcqJ4Ig5aHisvFGwOe6zGX3MJeM785Y2P2M1LllLYLfaJsy/4tIEmewfJy51XiR3Jq1umpjEwnBgi8mD9x0yn+2SljVvLTo5GWAVViXjbORf9Ge8A3oahLFbYV6A/xK4JtBUT2rwk5JrbO93QSY2hcixaFKbCpaM7n4ea8wcNsu0vuRXi3gE/qV1QwN12eYYw00lDkHJGlzsic6MZosRO1OEtoh5ZvMeSzUZ5Uv2ory68otiO7cwq2xNpiJM6P4dely1QLtEQWxsFSDzEdpXORFkrlFV1H122KichQ+qzUzmwWt08ltvItIX4oxh560764rHFbNx+0dByKKeroZBQLpUiU8lgrSfCnOgr4K52Kqf4ltfEq1Mk3bZ2cjJqMTCddzuY96hBMjZHsGBp3K74TdVzMuaqJiTpkhY2YVTZoQjt/4jmc49F0eI00EqIKrOuMcaXOr0z+vPWS8cSGCIXJZkVZ8wv5638OrqnOvhngWvRBWYxH1RHKUh+UWYnHpPkrKeoYjlEJ/km3edYoGJeu8jybh2gjpo3UjUqdizl5G/tyKsp85ZWrpcrRomzG15dTUepv+QQnaaUTMsWTqvzMP8tFVmhfrs6WP9/Jh31deAwZj9v52ISjTlcs8Aay9OG9Lf0FcpI6Y/1zBwkjrpXQ8nEoSlQZ1cgrVaqOPPwK+q3oLDS2fSX5I1U0RVuY7VI/tmGqI9x4USeVsiljN/Ncf9DOK0EDhDZKerhNzRzRNgiJb5AUnZKc1Gep3cvRNg58U8PnUuLh/FyvQqqTUZnjLH6g7T4C0Zrw+omMMErRuDbte3OyMY//3OoMNkrNUYPcKs++ujPhGxgM+PdZ8hppyZO7Pyx5ZVEhzhVjHGm3IOFVX9gWqw4dwzZRt+ZURPYEGCC8z8Y1jjOJdZbjGm2DkCRMEjBnMXEt2342JsC9GAlzycdFcc2iW39uO8IA2VmKsIn/RoN5MmGfRX3QfO0CTsrtCSxDmMYfkrk/hUFTeZS+RloWtABWrMCsVWJOEXYuppyMzrGoORhjVaT1is9hxJrEm6oKzfsdjzSe25eqBC22K07FWD+vAC3pxn2SfavYeM6jRUdK8xOr0I0rSfPr4ddokKyY0xE7BXH/EJGRvuIzAICh1aK90Z5ZEqB89r6sMIWVRX18rNVkoudXFusg8kJ4CnSi92rEYcRBmjMmWciwC424VkRzm0NR+v13peDHn4rsQPmqtKgDMbeTH+SY+B+yaWQq9mXkWAwS13MbjMBj2z6u38aKtmi5p5xO4b1PGM/bXVJ7v34iGz1Taxu7JGpTTqGWRpaad0ri4foFGSC1u8/A9IABUOzBU0dyVIDMj+cCf51i3irESPQQGcbbKs41bjPspyno9WRRfzBxAL5AC78I18Y/Iytp7qi2fnTYDv6qwmT2bSJ7Y6zfgLVV4aaJ7Oci15QbN9KKpFIcLMK5BMbV4ptkM8GShm9qH7YntEUuzILWcGYfWYYM9FewhevF7UKxltwiZBqu4ctiS2trGlp/Z4lrWEcS17i9Gq4Fevj1UdspxnAZ0zcSDgb8zbSHPxwb2NSKYpNpAIwVMM3LEy4IG4x0uqJj2BbbTFZYMGAq2BUpawuQAYChRccA3M9rADCpwbUR01YMlToVeY4/ADlaDiDMw5jKuYgdcFq1aKmASyy/Yiq3olYNWsqryO3ro1iLK8SiFWrBFaB5PkW3juF8ig6ocfVnnnMRYKHNZ4gXcDSfWKcDUF58xfPDdG0Tcy4iq6T8iwDQuUALvRlwnwHw5geXXvHrNjT7nYZ1ut9o7x944cupgAYcW2EtdvhbHlachd3b4KGtyemKz/weSar4jMfhMV6vdP/E+gmv128a30HY5947fZxnEDgZca2I5tahGDs6nEWC1zr3PsqvQxkbsaijUduESWOETViwAWv4ghxUCxaNETaAhtpJ0ny3956tThzVgTacvDJl2y6T6CwEyK8CjTcdThHZiLSLNbdFuG1vr88t5HhjxMegedE2OMDb1U2bDeZc3NgBlRn0Y8BhGyz5+th3g/UEG6zGMadt8Bw/+1njzZuXJ15HaLR3BZLr4pOBDZ1+tNZ95+3vxTsVAVeSbgu04CrPtOoz+l2imwqAqVOx99xT1qAfUeG4kZY+dcU1iRjWpXCO/JS0H3gE31Qno//bFjCL2ZWFbRnORYIxQlGyzg/NpBtjjFVCsRYAaJ2LGq+3GQTcEGwBLK8dN2tca/UyrBZsK8I1gFAPCP1Av4pAJra96fEPyzSZgvz22qxvC+ePYRO09yLesShNboBz7eM8XPUZP+RrH8ClH5SRdmgflLmCY8M8KKvAtRHTlg0twAQWKiKFJlY+JJdyQO4nDkIZw7CjETsZNefidIyr0JznXOR8sYrQovMQrVpaJeg+i7XwCtBav1T9GUw7p7j6s3MqSjyS4zGnSItbZ0lRFuwItHIVaWNsUPUZzwVxKvq+sEALcUi69bjxqOGHMrECLc10BHswuilt1nQ3DtDCTYCw5W0/T8cY1kb4mnbLuokM4Z4k4IUWsog86f5I0Cny80vy9120erObCiwTT48hCnqmEdeKaPkeeebHsqSXQsaGr4ASx8rUo2QWvTR7mR0iH7EF/EZMPfIs2Ebs0XTGjoxJY7A89F6yR8utyI+LSfJpm/AFobHiZ3Bywu/IsO8Iywhs4e3B9yVcE+eTxmDd6JpF/gjx65XeG+W9yo9t9NfdLLza3wuWI8wf5TE6T6OnyzEx9V8Ij4n1TTnLUuFyNdJSIgv9f+GFMrriW5/YFmAKlqkcixZ1grCWM1tiuEawBB09zsE17Si0b5NsF7AlbBO+GGkcvzbbEdfYGKOMIdcU4VHtJ/ghyJCuTSIrvw9wLaKTbKBi+gIbjaw/Yw50/IMGy0zQN10+2k1Om86D8Vk9t2LXQvMSjZg2Ug25I6/aS6OcI9Xacemc49Gartbu8Fhu7nFo3E/1WHEstokeM85oRzZi+/CRYdzPKbARzeeCobJyeLQjy9KRa2xf1+PPWBY+/izlU5SOR9O8iaC0U8Dx8vxn8PkUtdyLbRvqS2xJrMRjmuAQaWzTF2x1JH7H52w0EP7reZw9EblMr2V9Gp98HVjOMPu2EdfKaH4ditM7p2G/uQI5yZvaRL4qWX/ELqZbdCwGNkTsy7lR1ijDqZhDmlNR2nxl2YXtQZtAnQdUnpSu5Pcfk5MzVvyOC/RI14bb0Byom1j3VC31W8kgvnmd6gsX/Wg+xci4JGWOEf+MyGZt5T5tGmmRqQ/MyxynOhYdJR6chXpBWc8lGQJPxF7VmYn69bHoQ6xwi9XalfeSrlhuRc0m3rYYuMbkqnIy8Vp6AJdNCm8RHmcSWektxcSkTun3HnwOHYTkQVlHijsR6cOzkUZaCpRyLDpK5WrU8jCWOBZzKaciNO7jTscc0nIollCsWEvMgUdlhDkTu+jPJe/0y9SXu+rNoqI00SU4AvUBQr/kvBPHKRCjOBFVWSUUG58pW3UqcqfkSHNB8+tQzKW+HIyZTsXa9Sa68aql5CYxXtEze+MFMOjGi1Dhxqsvyq6Syalgs5ZzTalrzNlY9kodfvNYRi/jxA2ssEmLsS82+tgOr5FGAqjHur4enInjCuypsb1uz9Toox8HcUbN6WPpWeBarZzqMdiBirBPjCbtgyIYI/N3UKU4aeX2OdpJjZi2ogkXI+GvPii3onJNARgAOe+iJl8q4FJCJXNCnI0Zc1DraExF99WMb/vidoSVnWmUYqlNPMIwNWaWTkTdCGljVyurkyUAoDkfbZon0pcNV3MEayOuldHSdyhy6hLRWHlkjFDmUWiqF4Qb/tAGUad2TIzp1HSljj8H1yb15TgVNVtcu4A5uceppGgOHiGnRnOIcx9xHtu2P9rO9eBrSvDgPmIL5hfmQSTl+9Cdv0ZsJ/NpQT72LMnj+tzmjMgWohSFY8uER4jEEI+IiVEbYbv7bNHnQcgfDa94jbT0aQLiUd4qqsG5DN4ovgEkj0JTfegl2cF0xni0qtCBrkSf00euR2pH+ol9yvorVnYW0npouMYjw3vHNX4dmGK4FtPDrwdaOUa6FhDaBIzjWFq15/Myp+tnHw5IjoPT8YnIe2lOnV2knZ0ZC8aFOOCwjLaxFB9N+6CR9yOmjaRQzNlY4nisOQ4d9Bm9arQUrRirDk1t6+/4M58LzalYUgFaO9oci1KUbOdVnbF9/FhzcNS8sUFzFGqOP+14dIwn5STk/cZYlzYajGHHoiFsnx5ftqgdgveA+N3nuE2ILzfyUPssRTMCtEeMg41pgxMJveIxaqP3aRDX2oj08yPMUh96z49LD3LsecS1IprfoiwT6O6pltylOZEEtFxskkdaJ/xvijsVlWT3YhEXJwPz5iS4F5Lbpys+W9EO/BVYg66nNKk9uSxBlwFarEXjNdNrJ7JNOx88ob3nE8YZQN+Tjehic+FkoKFkolpbQhl0ELUf68F2ExLs4mKJnf7a5DnzthOejAIt7TBy3akCLVa9fpSCnk80HuyMMOgnhy8AaLt1NwSWprgHaKs8Ox1SIvu+N17qhj5j3EjLkLo6FR1xrEvhXArjIvhG/iRYoZMpv4BtAMqCRXErwDWBR8M2uSiLjnsEpzRcc/oR7pI1LFgjG1vQIikVIZOwxssHLM+piuMau2wZ17BNJbgm6QlkRCo/Y7sAkWHz6QjJUHENwwIVGdge4Bpi5N+nr7gZyJMNar+L8GaHFgiD1hCEYeE4X1MTwFiPP77omPsJ+3b326A3DLzAGDQ42BYX6JdqcG3EtOVDU6dbeK+0Xym6IspIOBX3A5UvORV5kRfuHNOKuZQUcMkp3MKLtmjVoKVK0KliLVmVniFeqIVXd8bk+nHlZ2f7BMl28+cqO/MiLZgHYEK+G1zEhRdewfzRQi5ujK0v0LIAXH9YoKUxs8Ux3E7eA94Go/e22X9Asw63gQtutQeAEH+8WQ3I8M+Ih1R8Fu6h8FBPJrPiM75tsjoP//P1UMdMd/LwfRaXK900YL5gzEBYMuJaGc2tQzF1XDfLG12yWcMrT4YTMcWjbsIyHIzRKpolzkUnJ7YBYwtJfHOGdNQ6FslmAF0z24B57PE37nLlSmwivcG31Aag44LNE9kE0c2RuJFSNk14LrFivHcgm0mVh10b6w82Y9wWoV+VKZqNnIpIPhHg8IttwCyRQjeM3OkoKGafyQ9G3pE6sq3d+AfiNmDGGeDa3UQBvTFwnyfW9F+kxfJrKBg30pKnFK6lSMW9HKwrwbhIv/oATToOvWCC65VwJ9BZ6lzs66EZjlZcaHssGmAAtyMhBCsbXRm4FvAxzMrBNY5LubimPnDrgmseGCJ2MZHk9gCNJSS1gYyD/D3mkaCHfOZ/Auxmg9hI1IUX6V2Y+Josn1w2rtHNH5Thdv+gDLV79DUQPCizjc6hHpRV4dqIacueavL7aU5IzeGIHY0pJ6PmYOTRdL5SseBcxNfEnYspx6LjkRyLUhVo1+eus8SxSCMzEC+yzTkOnc3YIedtNqhSM5LdOixt4FSc8oDnwdeFKz/jufLzbOk8+OswEDoVnWMQrdW8gnWrv+FHOts61NP30wrPABNoKzv7fuLFapS5CyVtrTHuvsEAgHcqAgQPrqaNU5AilaL9JWAAEz5bmGICGcP4Gl6LRPBLsRRuWsedx6/GCWllnkB2AK5eTHt56L3rm/KZ5p4FyWTYjmVJ9wadacS1Ippbh2KKajdlxRuy1CaMyxMcfgAgb44AkhEexF5+g8sdh0gPce5hHrSCxqM30ObL6UY35F5HzLEYi+oIZLLNTkFUB5kfvvli85O/mWKbIzwewo0PHx9s6vC8oTnGG8lgrtxnr5BBmAn7pbnl187f698Piuhw9tBpAL93VDZ75BqQDO9URMJ8RIeykWsV0j8m9JyNyLQAQruP9SCRGhZ9ecZYcfp6IWvYAlAwbqQVTzm4V4RxqcjGAfGtl8jFkodmCGsC/dJaOLHIZllvsO4H8tiDMAHXJGefJLtd2vrDNdIP+bgWYBTTQdxdBgJcI/Nkqd4AYyDsjz1Ik5x+Lc/0jcovketHlhFs52CBf2+W/QtsYBbGAXR9UIb/HYRqcG3EtGVD0+PC8e9zEoCNTDEnpORs5I7GVCSj5mCUohdTkYupqEXuWHQ8UsQidhzyPneduM+34whEkCMT2+tKRys6h5yzW4tWdI4+F4mInYrtnLXAst/y76W916eOx/b71JyC/F+Vx9uhOxr1iEPb+4OXKc5MwbCFe4TJxFEobAadF00SDNDuhQh4xiIRBQchoFsLjl+WyeM85ELb9x7+ODYi291n7Le1Bj2Q5mME/t5pxLUiWn45FBPkIkSyHZKpXFexvFWJHFWhLpuflyqhJ5AfyUUV2k31a3qJDikPVSwHlSIz0J/KrcjtkGxL8XA5wdwlZEbs4DLUz1yOhfQ8KfKM8n4Q4jby33Z0TkJwNDmLsRunzKF0E2AhbPc5plYwAIw0Y5JyGKZehVSEcbn4pvWJ+jVdFdgm6KHrS3yO4vgl9yVxjdlEcEDDEG5XBq7l0BC41klHiiI2lWCVijGaPPKee+UQfy3u+n9DLBFzBEsySNs0D2Igz/3cg/Z8LBsk8n6kkRLkchTiVynlVF9O5WTU8i9qORdz7YoRj8KLVYLOrvSckVtRaiu1dWpTRqVtNi645uazNv96DkWav1Hi41Wfk4VYYn2mn3yKrq+YmAzRYAN1mzsjyIJ8H1iUT5Cd5M/pw3CNdPCoxBHSFp/m16HY0+YqRkVRjp2qTBZuvETejI1XpR2ifFVGhd4h5eTIRU7NmVCwcZ2RXk7SZg87/Czj6dHOXq95QKSQnwM0mzMY4GdqO7xGWpnUAfuKHIspG7R25aFZNXX9rWc+LIv1ZTkVU+TX1ooLSjkDAQbDtajOFEXGdLVz1jjaGXVy7I04IovVRbCsxKQ65ZWvkVY0dXEsdtLb0ako2dzVqaiPK3c21tqUtiXNHy2YozkNF3kxmDoRe/YvMHkzrSatOA4diXAjjcmBpZ62ZzEITMLjUFvEEdeKaH4dihr1HNmBozmSm69Udc6+ohUjVTSpTGBP06kOUTaPVNTkE2eTUDET6SB2S+1SNAeWI+nB+ieMH9uKNl45URNiFII0hm8G1f7QNm4/14E/SxUyo4T1Wicj1FmNXYFMI8rPs7WNzOAOy/B3KcjL5XHRHLi5iWKU2xV+aPmHq/Lc4TXSyqYOWJeFcakK1IXRilFsE2yj8uK6A9l8PLqGOH51+MNK4RqiYlwjYynfTHGNy5IwJud6i3ADyZd0SjbGcNAKPCni9lr5HgMTxkzen4xSxOOC79BhWRj+YSFsDz8PiGdeSeVrpJFAjl5MORq1Csy+H+IVpEudikEEnlIVGsuRqkFrVFMFuqQC9AK0FZYJb2OTdN3xiso0clC6Fl75WesPZfN/ddtilZ2xfF9l2vEr19fyt++xbBI8h9vJe6DvcQQjAAWiaKSejTv5nBxNRhcnHeYLbKB6SdC/FKXoQzuprEC29n6xaMS1IprfHIqxzUtuHHHuZoHJ0zYZJDdVKh8Vl6Elu9cKq3g9qIMluFdzUDmenKItORUzfUoH1OdkknwHyN6SYi0sN4LPJ4X0+5QdjG/KYpCNVK7XBXROnGyfvoGNCXJCZSazJ/Kc/e4SFZ4gfxbmAfpezMeErxvPmSXTRfqZeSEPk8nl4+sBUH7ejon8ANu+qX3hBUcT2fOJwF9nM1Zrz0lkP82bAv7zXCSvd+NGWvrUJdI+hnspmX1gnC8oIowVs4wDWe+n8p1simvcptLCLQRjnD3uGljOYC1fMIBbj6hKABCLtSRxDVMtrvm2RcI1NBdkKYxhn3S9yK7cXInBhoKDofDnIOEgf+9wp81dxfSjN/xnOB3QTg7/qjnO4g5jUY5giZHPb4ODtBZgm9c4bAfP32IbiBWfe4eTGlwbMW3ZkFblOUWpKtCaU5HnY5ScivtJrkT6Y+N5Cr3cSAXnqR7byG6v1dmYyqsoFWwpLdbSRz7FtgKznk+RFmJxYCMVcGmrMU/HoYI2kcrPscrQWn5EnLcRTGGBFgByL0/zQYbvXf5EqUCLK+wCBuelNc2+ga610TyMpkEhh6VQUfFZuEfyFZ9JeyvbBGPwjcu0ze2BJHD08Me2dgEPs49s4RAW43Fev+szDVbbtjiLh3Kup+etGji5I65l0/w6FGPUJapAAr2YPJJ4PrEJizkZcxyMJRWiU85FZYMV3YAJFTOTlaDJRgjJLinWIiwqQQEWgDChvV+UaHET4ndCbU6/SydLHGLCZy+Db744P9fJNmN4I6PxTCsqt5s7dVMHLYU20s0QuW4o2WxRHR6IwOr6eQOZcyxF4udfBFCnIjA+jCpMmN+AsU0jwmkAixIK+xuAlmnQBPZNhGTVuJGWPk1g+jOrORtQgnuxYioRXgnjVHzTHqBRTwdpF7Gtq3NRclrmPjRjN+yS02/azuxNPDAL1tlaXGMOPwAgS14Rrok4lca1mAMw7YiMFB4T+BFbAFGA7LD8PQjyBH5ic/OG8AOV5cXgnzEgNHPj0Vgsm+O5eKFYJzF6+pE8KEPjSh6UubHDPSirwLUR01Y85RxdlpyOkqMx5WQsdTDGnIs4WpFXhNaqQedWguaORbXKs9aeqP68nzgA49WfubMNLC3g0syUn6sFBBQxp2GJU7H9Ptr1AutxfbUFWqzjY/1agRash/Lg24Dp4t06GcOKz9N/kFMRy2tAJaj4bIFt6mDayK7byaWNgMa0Tfg+xii8ns/trRDuGy6L4xzI/B7f0DhsD5HDbj6sgXafZ+g19UojrhXR/DoU3carhmKbtcJIjpwoSb4Jq4rykCI8JCegl9s05lbOVKIW25tx216T4Fj0sslNubwxSzoWobVFjOogm438qI6i6s/Cxs+/DTYHTg21JdjsYH3uMrRNhLhha+YTDJkDTJITNuZ05Bss6ZpVecGGrHHzaX+XzU/IsjkArIPNE5bNBxmLXJh8fv0YTdm03QKKOkSbQByNCKBXfO69yptFgFk4bqRlRN1SQLWkYV1JdL/2sMt91PAtB9sizsWpbCwXyqpCY+xiMi3vc/2ph2YRXCOyEw/MorgGIZbMBNf4dXg1NJJQfPBFMDnENbKEB2s8dVpG+YG1Se+t0s0gJLhebRDz1DJUmba527PYd4Db3QUyp6JzAFIZGGiB/WsaNW2kootSxMbaRo5xF+tEo0kY8kFZDa6NmLZ8KFUIJUa8KnMgOxF96Ig7GWMOxqD6MbJdq7I85dOdi5pj0enOiVh0/bgKNI5KdPblOha7Vn/mlap5nyOsN9dpWBqpOLUj/E6wzcQxaIHIkfgB2uWWRDkCoPcGJhZI9CF2RuL26RotOxljhPdNxriHcAi0sDfONp+dB44Iav61MHUq8s0sTPeXZO0VAa+5nUBNoTMQg2prDnEOYrl8c4o+e9mWvm/xjUYpBvcFQE3pi0ZcK6Oll0Mxh3guqFQlS0zuSFpqFYjwJPNUafISbeKPuzQfVUwmv6bMOYtV0owSGif+Ebp7ZnxNri2jSqYkk1yrptfJEMcr362iM5BP5lu3M5u/aL7lZlWelXmMmxvLPkd1tzsfzi/NUSDPz0E5auQkpp9GbYS8S5XuvPNOOPfcc+Goo44CYwx88pOfTI6544474Kd+6qfgoIMOghe84AVw/fXXBzzXXHMNHHvssXDwwQfD+vXr4Z577unf+JHyqRTnML5pGJXAP3UNlPRruoTxxdgWrBGtnuSNILIzK7+itl5NBCUpXEPya3FNxZkOuIZ1EH4IMUgizBPaFweIQL5V5JXerGs4ZQVMK5CXwuDWXiPz1GCc0G6t0O6ckMsEy0Za3oRzHeY6JlP5EwHiBV9SuReJHDMRc/jxnIOpHItcZ6woC+7j+ktyK2KdWl5F3qbZ0crm8xN+X1qRla45FSUdMR5JFq7ajPMpxse273PzKfIq0EaRESU2TjRWMt5E+tQxYbCItzIyQQHMxCbTUP7Y2CL4GqFuLmh5OhQ1Ko0KyXm0UHP8usSOio1XjcwcKnUczsxTL3qImA05G6Eh7OhJVrWNQ38H0mZqYJWaXpA2VzERi7Hhsh1eBbR37144+eST4Zprrsnif+CBB+Ccc86B008/He69915461vfCm9605vgtttu8zwf+9jHYMuWLXD55ZfDV77yFTj55JNh06ZN8Oijj5YZN9LSoJwHa13lp6gU27rqG5JqnGGpth4vqaRATQ4epXiKHqwNSZU4UGuv6YI7mWPl59Oto3Gw3MADYtpII0mUrGTc23EAQXePsmurQBfpEP7oaissl9inFsBZYeFcuEBL29jDHAw5j1GHZc6NQMf+xaQR14pobh2KUvXlZBXmHOoS0ZHiYRS1ORbNkSFfdCqSKsuMgf/QY/IiUYrV0RzIviAqkvMSWyAktwGZhBEdOVUyWznCHEFkvVc2cyl8kCL4UhGZor4IidEW6F81egRfQ9eFEMkgofEZ/NweR8YKYf1a1IfrVuZWbo9XfF5sH0QtnX322fA7v/M78B/+w3/I4r/22mvhuOOOg9///d+HE088ETZv3gz/8T/+R7jqqqs8z3vf+164+OKL4cILL4QXvvCFcO2118LTn/50+NCHPjTUZSw7iuFa6pVNJRg3BL5pOnuMwm/HQ3RdD6OfZWwLogVtqj20T4v2j631UhvBNY4JiFK4lnLYZeNaag2P6KD6bBF/OF7QG7Fv1pH3quzYPPo+IcpQ028hdAja/IrPI43UN5mC6sw5VBq1WButqI2TdGqRilSeXA2a62z1TFg0on6dpVGKKRKvW4kU1Nqc7Vo1Zmk+vDzF1gVj0xGO0QrTaG5gKqs0ijGHtyv5is+kMTbA5kUnSjLdS2hXAtzLHH2K7Gx+pY9GMxqRZ64dkiuM5tahGKPeN2S5R6T5cTHpGJfSl9x8YX0p+V5m3LEo6iQ31lSPtiHi9mkbutIjYtHNF76Zbt5LR8Sidig345JDU9p8GUs/c1s4f/CZbwgiPNHNm8Yf2QBJWKge8eLvLbt+onOKQLHjY9L14rGSU9P3s3HcLlGH4HS0uN2G7cHPx4I/9jz9PAxKuQeUxa9m/O7du8lr3759vdi1bds22LhxI2nbtGkTbNu2DQAAnnzySdi+fTvhWVhYgI0bN3qekYalTjhXg28F/aL+XGwT2gJsc7jGsK2VATK2SbIkG9F1EJmR9iSuIV3VuEb0xXlycS3+2ar9UUzkYwTM4tcjXyPi13RKuCNgSoo/y1GKeP0eKbge0+pi/focKQ/KJLscZrF22/CL7QAIy4bDM0dVuDaoRSMtJi0wB2POK0U5DkZ8FFpymGn6tDGSvvAI8iRwDHJHWsnxZ+zICh2O1Hno7MI2iW0VR5+dHdgGyTGnORWlY83TF213c8WdkdqR5pizE//LjxXjcfzY8wJy7uGx9D2gY8z0uLQ74oyPNhtmQ/SYMxoHTg85Io15oV1wmQzaD2G+3mac6ETEMiWnokF8AMjxSPVqR5ot6yNOR2mcifMFtgwAKCOuldH8OhQl513OK0LFG7EcR2PMBqVP1V25AcM/5tZ2q2/ALHphmX6e2MbEvZB9ge3uphu3W9yOZMaiFa1lbdhGZx/TGYvokPR7HkUv0mnYNWAi1wkx+eHGKMXDZUub2GADYwV72XctbgiRfiIPlPkAOo70Yf2SLBD4sX7sVPTXIUQk4s1XMA+m3YDhfFLsWqxvD6M43LGwxJJSTt6pWvECgKOPPhrWrFnjX1deeWUvZu3cuROOOOII0nbEEUfA7t274fvf/z58+9vfhv3794s8O3fu7MWGFUG1uFaAddkYl8K3lE6lL+lcnAjjJZmQwDZJF/sbV2Vx3ciukmhFInMecQ3bgvpFXOPXGchDn5WxoiOOrPHyvUEwFoQ26b2l15OaY3I9aHzwoIzL478rPBbceEW/gGnELvIZ84YYZ3k70HbL5Fg0DmPa3ODaSMuCuCMvJ8chp1KHY04UY8wWTX7KuejHeweZHnFY4ljkjjuc44/2pXMqcmcj1je1o40CdDaIbch2yamI7aN9VE8QtemuD3g7dTrGnIqeN8LjnHqYR8ql6Ij4uxRnIH6vRTHyfInUyQgeKFyUolHGYSefelyaCAjtsZzHt4PYDsZSZx0IfMx5qDoo2Xs3Vs2jKOkR3gdjhqIR14pofqs811LJnVKimqUXybOicmzjblkuJ1Hpkuu2uBolli+NZW14PfG/64kNKmZ6Pe6j0WV5Oda2eietXcayipWNPKcLV6kkMoldoR7fRmx0bwXZEyBVMkUeJtOrxAu5RffqbIznx4PRdRtA8rk+w2Rz+Vx/M4ckMN7w/nD9wm10XoFegLDuRfmJ/rbSJL4eP7VctqVj6YS1/KSfzFtTHZP8FvgPCqhcr3sqKFrxueEAGKYKZmsLsB9AwTgA2LFjB6xevdo3H3TQQb2YNdKMKGc3L1Vi1mSlKAPjivCtENsCvJF0LMhjfRurCE1wzcswId54ebIsFdcam0R5Eq75doRr3qZFxjWw9JrxnIBnqsc1QN8LuhaOqyEONrgm4Gpgi6X6uS2EeBu/NnT5wefmf9Oq1CBTM53k54qu0+tH/07/MWyiphjkMU2Ycy/ct5um26I/kXTFZ1fZ2Xrbh3hQxuzOHTPSsqcSp6JUvdmR5FQMKjkLPypcRTpW6Vmrzsz5cVVlP5ZVhOaVnFOVoFNVoHEFaNeXVekZbHb153YeaEVodwPAKz87m6Sq0NOKy22FajwHALR9Aa1f+y2e03jVZzL3Tp4BkYdfF67o7Ko2u2s0rJ9XfJ5egUVyodVlQpRx6y+AIbchwRrcgGRQ8dntc4gOtNi7PgnUQGkDtnE0CIYEoPR9plXpJRlqAtHJbQI2Dpli2Dh+aVO+Bu8ss8WAjtldaMS1IlpeEYpddShUFMkY05PZnpWTSosYIXKwDJvORaXIok/0kV4tqoPJk45qtdjS2kWf7lvKJ9koyK6t/ux1BnMaGdMsNvz74hEKYsSEJJ8vXqmftDSWt7H3YKk90vyq/CXk5kawF1PO3ETnwUVriPpDhMmt+Oz+nbdKmatXryavvhyK69atg127dpG2Xbt2werVq+GQQw6Bww47DFatWiXyrFu3rhcbRmqoT5wrxDeRco5JZ7RH8TM2VlhfgzUplT9YkB3gDR5Xegwa2cZtmktc43YRfiYf8Qefg/uGmDyBJxPjuP7U/NVQIL8Aj42EN8HchFglRt/zMZntVrShxTL870gjzSOVRjfmHJlOHY/WZEr8XK6UZ5HyhBGLXJdmT25uxRRp1Z9bG2zQJpEWjUh15R9/lmSs4uPcZ+E7zJmTIBoRZp9PkUY3tp9x1GLLIN0M5PTFDAAIjj5r8iRZgmzL9cbmhzn7AgiK9UVkjjR/NL8OxRrqepYjc2wyH2Op/BynYiX1FWzVW9BWX3J6ptLrGzKILUqpzePQuiv0Zq/9CdnR6pj5f1rR9tz+arIdXgPShg0bYOvWraTt9ttvhw0bNgAAwIEHHginnnoq4ZlMJrB161bPM9KMqMsDtARV407BuCodg/1B9kRzap7uZEwMjPUXXOsgOCU5+YjTtn99RdfRu37todkc7armENNGWvpUemRalRP5sWk6hqwOPQ8ULcqS+cfZxdGWKnCTo7fvwilDF2IJqG99hZAQHEfukaLwlKkz52jzoDA44loRLS+HoqMuUR2ZY7IiOjT5me3ZkYr8cypSUdPB/xgG3sTF7ML6xUgK8Qa7kTvJ4ElsPqLRG0J7qkgLl036ko40KrsowgMT4s2K9ojwBBEZuRtU/287Vox8SY3vQuJPzUVw9CA/Qu53VfMqoT179sC9994L9957LwAAPPDAA3DvvffCgw8+CAAAl156KbzhDW/w/L/yK78C//iP/whvf/vb4etf/zr84R/+IXz84x+Ht73tbZ5ny5Yt8MEPfhA+8pGPwH333QdvectbYO/evXDhhRd2npeRKqgG4woiFkUqjVbsGoUf+ZyKUoxG4GtycqIUE1SFa7H1rWdcE4mP9/yJOZd0SRiZiQ84MpBci2BfNChCwLFFibxXPkfnSI1KlNukis8As8M0gNlgGgDAnXfeCeeeey4cddRRYIyBT37yk8kxd9xxB/zUT/0UHHTQQfCCF7wArr/++oDnmmuugWOPPRYOPvhgWL9+Pdxzzz3lxq1gkvIZllZqVmUXRiymbNR05MjTciuSMYlq0FJeRc2WWLEWrE+ypaT6sxgB2LTJVbBZPsrIH7NU+Tk2lkcp5urhPLlOx0FTHGVSbsVnE4sITEULljjejFC4JdATDgsiF3P110QpzoBmhWvLhebXoYiLisReuVRzjCyDJzvpvSY30R5NcB+TFzsmxuYuuvnKOSJWmdBetAsiGzw2tt14hFUyyeZL48FygF2boFPdJKBrxJ/xeFWXwuPnhcuW9HNbsL3cdjb3oj0li6I1gWzDdGO51FajfheAj4IJc6Vuqp1M/qcgRHm4dt/MNmBdA55Fsh1eBfTlL38ZTjnlFDjllFMAYOoMPOWUU+Cyyy4DAIBHHnnEOxcBAI477jj4zGc+A7fffjucfPLJ8Pu///vwx3/8x7Bp0ybP89rXvhbe8573wGWXXQYvetGL4N5774Vbb701KNQyUoRyca0G77riW4AZlak+NDxS5IsytXFMdnADJ2BbOxbQ+kLlFmEbW5d7wTU3HskpxjV0LWQMvq5ov/bZqmuwiFnAx1Oe9r1ceEwlQTZ/X/WgDL38gzKLCrQoRHI+4bGSbAjntR0nRCAKOObHCjkQecVni9vR++lPe4BUHrbyVUh79+6Fk08+Ga655pos/gceeADOOeccOP300+Hee++Ft771rfCmN70JbrvtNs/zsY99DLZs2QKXX345fOUrX4GTTz4ZNm3aBI8++mi5gSNFqavTMafoS0kxF022JI/zSjLJuEixlqmMlj/lVOTFWsJ2WuVZLMiC2qSjz5Ju7lTE+tvrtORfZ1fAB7joSygD97fteoEWMlYp0IKJF1PhBVpIMRfExys+T3mBVHbGlaJ5xWeDeCVbQkNpxWfyL0C0D8sQ+wx6Ce3Ks6mErojO2PFp6Sg01mMEPgM+F7fK3yfNCNeWCy39oiwlTkUAXwQkIG3TpSWdV3j4zb3lyd69HYLM0gT3scItQeZwJ8ONh7yk9s4kJJfIwPoyE9qTAi4uj4SlNpkFtGi4jRDgNmwbk+1MauzxCe05j0HzAfxzq5MXTOH8NBl+K9+bZyJjvWA2DzbkMbAIBVrwZwg/T4ezRPZcngWSaNjL4vzoX9PIpZPmvg/L7GeWYbkQTj4uKINzG0uJ7HunWsApHHPaaaeBjXhDpSiN0047Df7mb/4mKnfz5s2wefPmMmNG6o9y8E7CuBx8k/hysA1AxiIuT8pEbkyIa5I8CSetDXBtKgNYYRSERQAU2zB+AV8jW/liEbJ5wzWvVMERppP3+6kRx7fyJVzTMCuwR+TvqUAL1iXozeEXiUJFcG0h3rXG8WuloMfHQdgmXbxrtu63I7dbtzG2pr2faf4EB3tQVjqmkM4++2w4++yzs/mvvfZaOO644+D3f//3AQDgxBNPhC984Qtw1VVX+Ydl733ve+Hiiy/2kfbXXnstfOYzn4EPfehD8I53vKPcyBVIzqkTo0mk4AqmmFNxv/BHyp1iWrEVbwcuuoJ0ScVb9pPiIa2cCSxEC7Y4eSXFWjT5uFiLVqilbZ8gXW1BFt6GeVcRQAGYgCG6XTETUszFWADbXoteMMXNxyT4/qfXTudnOs/teuaL2JiwQIufK6X4Cncq+sIqFkghGqnADADd7/jiKB0JF2fx7/1eEwAHOLi1ui3MAlOLWDGVKbYw8BA2ahYsGD622VPy+yfjhOBiLwzrLFCTjKAz4Hf3GSY0md6Xhe/xGIvvG9n2r1eaEa4tF5rfCMVYtEXqFaPSCJAcHTVRHhP2isnJie5IRS3GIjLcvEiyLXoxOUVRHUhW16gO8qQfv4dw0wsAwVExtUiMtHhY29ql8HO/E4+8EGXjPnwtlrXxa1HmjYy1Sj97z3UZzT6NJ7BN4MW6RX4T8vP+4DtGCOX78I7KtOPQz9+3AwA5DiY8lnORHH3H37vfUs1rpGVAXXAtF+e64lusH1EWtmmyeJsgM5AnjRFkBrjmsYTJJutHK2O54BqXx3VKuCbyx+RLugRZhF+QLY7V+tl4ch3C3HGScA7b2sozoWwuSxvL7A3sDsYJG0GMYfy3wbHJOrwKxXtZ0OJe39QF03bv3k1e+/bt682ubdu2wcaNG0nbpk2bYNu2bQAA8OSTT8L27dsJz8LCAmzcuNHzjNQP+SiyxCtGORGNJRGMmmxJliSD83F50rVP++qKtdRGK+ZEMLa66fXjNvk6WQGVxq7wWHQbRahFIkrHn7UCLVwfdmrHirhMqzXboECLYfIApuu7jz5EelyUohSpaJpxYaRiaxN/jovJAPjFUSvcYkzLIz4Iw/2IrLHgDSTtILZzHSKkur5GZ6wAC44qDPI3IkhT+dh7ib9PGvdqZTS/DsUuVOtsBMg/YhaTGdGVXenSyUnoTG6+uJyYYzF2XAyA3exSGaKuRMqTZI6r0iqZbu3DDj3XluFUpLYpC4O2seCbB24b+hxu1OLy1I2dJF+yN/HeKO+j/HhuLYTIodjhnmgFGyfOq81j7Hqlo2PSGJFn+mRwrII50pKhGozLwbccbJMcXBK2xZyLktyYPMmxqMgI1u9U7mBBZg6uyakoesI1JkN0hMZ4BHkpXJP4Rfmi7vZzoCeJcezabBwDyXiBxLHcVo0nRpaNBWUfwx2EAX6GWFVT8Vl+IEbb5x3Tjj76aFizZo1/XXnllb3J3rlzZ5CS44gjjoDdu3fD97//ffj2t78N+/fvF3l27tzZmx0j5VOJgxFAP8Ls+zOci5pMLkcaL+mKyaF6qFMxdgxaG1dC2hHoqf5J4EAkYwMnoH78mdspHUFeABs4UnVd3KHrbI8v3F3yKQ5RoAUffW6PQsv628ZYnyU8KpCJzkL34kBE/xXhg/eleCIQFIUnk34/5/C2omjpH3kuJWvjjwc4Tax+TDpHF4CojxyR8rogdPGW2huTVSFXtLOCSuQYO+NFwgJdrPjnhlJ2xfq7XlPJ+JnOnzRXyvxljc0kY5ujz9k2NQfGMRANdaw5RrVRjyNqLg/ijrMe1lZRR67cFL7V4k8O9SG7z2sViKylKV2J9ax4XRbkcRw1EwD1JGGH9bXGtq7U171GK6+d70EwMXMOetUdnC0rHztE5H0VrjX8O3bsgNWrV/vmgw46qE/LRpoBTSPkKO3vKV6FHxteTMLHfmsJH0EGoEeWA16Y+CPamm7t+PMsKaa31CZ+bDq3r+WZzi8++pwas9gkZYMRgcNAPKhiSOK6I7b0AFPzQR1wbSXS4q/QGpVGFtbKzqHcaMVYv0DVkYpCW7IKZcLGWDQHlSPbUBTNgZ7wJ+1OVMmM2seIP2DMqmCJ9AXyhOiDrM+aLiavZFFN8arRHn3+aVkT2JFtV+yzFMGI/+1Cwp8FPg7d99KDI3CKXyMtP4pF03f5AdZE5cdkxXQwilaITslWIhWjcnJxLehDnRp+aaRFKQ6FaxHKxrUAl2R9ORH0Nbw1/CrZjPeFY3nk/bS/IPI+pV+9vxD6/DwJ+kX+RY5G7IBpq1evJq8+HYrr1q2DXbt2kbZdu3bB6tWr4ZBDDoHDDjsMVq1aJfKsW7euNztWIrljuPxVSyVHotX+zGrOWF5KhhjhmFEJWrexn5u9oirPkaPPqcItrY74d9NGCcrFabQoxJiNfVAyahHx8QItnqeP76zrhi8WLVhIMRiJQlxutGHJuEwaBPrGvVoRza9DkVPOxqtmQ1bCX5KPKrMv+5iYJJe1VR1/JragdUrIPdWOk+UVHxHjmy+L25gtinzROSbJdfonXI9lY7iMiD7hM762rOqbKTkqvw0WsEBeTGZgayuLHxGT5pgf+xJt5rxMLuU38blgORElPWF7eKzMxtqxqDnLNTU3T+xGmj3NCuO6YhsitTp0LLcibxPkqXI4rjFcknDNyW3HyfLmAtf42s/s5bgW2qJ9FvRxm7AsG8FMTa+EUzFCtvj5Yu9xv/Q+irE5ROQZeh2aLG4LwpCs+wYL0Knis/taWBIri9p6f0DW0Lxi2oYNG2Dr1q2k7fbbb4cNGzYAAMCBBx4Ip556KuGZTCawdetWzzNSv6Q5GnMdjjlHonNzLBK5idyKkgw+lvPE5PAq0HQs4kOyu+ZT1No0u4MqzyDlPww/S8ehMW+JU1GqCI1tozkUZTncTp/zkMlwffyINDlty+S4Qw85FZ8lGZyMQaU3HZ9w3Let9izIihxn9nkUSbuVjyZnHG0O+rBOQZ6aYxHrN1SunFvRQJ9OVInmFdfmleb3yHNqo1RyNCZ1F5WqdKnx8Y0XPk7FZZRWcPY6sHx5LG8LqlpqMiKVoP0fs1Yt0w0zVJ77Y7KsPVoB2shtxJbmuJokX6ySyeV6gWguEA+v/GyJDMdu/TXyfvfZiW+PWiH9gmxvhzObhZGTNszPf/5Cv7F0DyINt14J0iUQ+U0otrvrdHXKvG4251UVn/n3BtPvPTj2zL8Ibgjmt8hep8TY9vIGORoG9EspGTfS0qccB6BEKbwrxUqJn+BOBbYp7VlVnPl4FZsUbJOwEeMPFOLatKUVRzAmE9cA2rWwFNcwzjhTCnBN0qvjVgTXoBWPl0IRMzkvxynEEPD79zaYK5GkuWTvo5hpaZe/Lvc5hokKvoJ4za2gAPsts0CZq0A3Ns41W/cbtb7bi/B/no7DDhd5XzqmkPbs2QPf/OY3/ecHHngA7r33Xli7di0cc8wxcOmll8JDDz0EN9xwAwAA/Mqv/Ar8j//xP+Dtb387/PIv/zJ89rOfhY9//OPwmc98xsvYsmULXHDBBfDiF78YfuZnfgauvvpq2Lt3r6/6PFKaUpGBAHKFZlmW7lSUjs5y51FQTZjZJVVzBpArOqcqQvNKzKlKzU4OrrTsbI5VgHaypePPOdWfNd1TvW79QbakqjyD9fz7bVvlmev0Tjwb2rKA8nXQqsttvi5/LcZOK2G748yGVn2mcl3FaZQPxICvQo3lumuZ+DmRKz73RdO1eJp2wlV5ZujnccFDhbuVMQ0HflCF+lqywMC62dsAXXPFPVLbbpuhbrw/imz8LQNi5DJQ9WgM5zLoUxtQHz7+TI5C8/FD7Y9mhGvLhebXoZii2jui3M2VxN/XJqyrc5FvwCR5uKw6loNzK0Y2YGSD465tQdjUkT9qOl7MPYX0k01JI0Nua8SQTWB4ox/esCPb/ER4HJxiDdqg8Q0SOBFkvG1EGtWpGGw2hH2D7oBk12UVfkCbRmjBQt3MAWtT3ju7iV3YbiTOsH71ftEKY9FX3Pa3E0c2dt6ucCNlbAPC2Ch3TcAENBfUQB1CJ/AbMNe+KPkVRxpJo1y8K8G31IO0GLYBtPiW42CsdS6WPjSTxqdwrbmWQCZZCG04PoVrSEYxron6AO0ygFIBrhU7FQXskWQTW0AYJ2GPmw6iB+FaO12ywxLNpRXeS7bE7MDXwLFHfVDm5sr1WdYtfXfcFjKu+4MyqmsqT7vUpURf/vKX4fTTT/eft2zZAgAAF1xwAVx//fXwyCOPwIMPPuj7jzvuOPjMZz4Db3vb2+B973sfPPe5z4U//uM/hk2bNnme1772tfAv//IvcNlll8HOnTvhRS96Edx6661BoZaRulHK4ego5niUnI2iowpRzMGYci5yByGXoTkW3VjsAMSy+XicVzHmWMSOTqwTj8FOMz9fDqaYbp7PMbClcSJipyK/Ts+DnIpTnQvEIYfbnX3tXLVr237c3izmU93UqSiNdXIlZyB3Fk7nEcA2jknsdPTtaC4NG+csmL43zfv2t7WAr7EZ55yBxlDHIKFmrW4fAPHbGNvuhazR8y9iz6Bvd00WDNZvfCuFEgctmlPSjWXqRMcf0i85IZ14sPQ9H+PlmwaXrRJdOdLMaW4disZaMEpeJ1tbJAVA3lxFE62Hm6Lsfmx/iXMRJ12PbcA0x6BrE+RYFlVBdAtjtagOJ7No8+XsY1Ed6uaLy3WEojr4xk6LACQRG25O3AMsZfPVzo3rpxuA2OYr3GCxZPpMVqDHM0b4hbHcLr4JVDdYGAAKiEeETEWRnZgq0/8syFwJmyNulwRQmLgMVc7UWgvMeegiFa3RQb+WbGha7riRlj7FcE2jIrwrwbeYA5H3SzIYHgTjMrGt6qFZTsQi4+U4MR2HriUT19z4RcU1JJPPYQrXqp2KmATZfppimIXs59iUxDhEWZGIEiYKYzH8gTNPkseJ46cJZU35EKiz+4OsB2Ui9nGcRBOIH4ghXbbhM46/T6rBtQpMO+2008BGHq5cf/314pi/+Zu/icrdvHkzbN68udygkXonyfGY62RMRTBqzkUuP+UgxOMlpyR3SPJxkn5efKZrsRZxHHFcWuJUTDoagUYDuuPCNLqQOvLaaEHZwQcQ6uF2irqFKMbY9eICLbEx2E7s9OsrWtFFJU6htt2UaIcGp43TdZ2f7MJ9SYef89Ihmj5kwuDg2qH1R+J/uUzUJ225iE2aDlDGcj3sPR1Pg6d6pRnh2nKhpZNDEZGZWPLqTLk/xhRfXz/qXDmpdCMpOZk5boM/qMIcVGn5ebzSH7ZvK5n7CKtqi9IcW2yyFiIHJDU/HT82/A66BNcZ26OcyGdCse82qUcAeg38F3uxtx1eI61I6ox1ucesYzwxGZpdEv+sMTIxjqwxXXIrCjQ4rvGuDhhSxZs7lmNJ5Vc3y4BxI625qQ1lH99HB4r+3Pp2IAbyK18jLQvieQ1TOQ5LKTe6cWj5YgGWQtu0wjAiL9KXU6wF86eKjWCScw4W2BnhTdmh5VOU9aSviec/TF3HPJxEkp7XVtvVx1IvyWD2lMJNNgQNDFVFNOJaES1JhyIn7mCs2ni5DVOO07Bm45VKdi+1M8quCh2RE93kkE0Utas3x1Jyft2Yyu8QMjcumTf/6nVnXgeVFdnMJuzg/eI1Dr2Q2Q6Oz4z5Tm/QFdmKvNjizr8+Hok42FTWAtQKBqmRWuqMcV15Sp2KGTKycC1hVzauZciqoiFxrQspeqvW2syxtbyeUpiGMRCt/0Z63wcVyovth5JySu4JhnYSltCIaSMp1JeDMSdPY6qwS6l+yVGmVYSOjUsVbCG8A1Qz7lJdO7vKc8JuXDRG7Gffbarq86wIOygNauu7ynOJDJF3Vo7RKMDViewDygaBwxHXimhZOBQlkpyM2RuxHOdiiiflWOR2SPxCm1o5MyWHySBjtWqZ7HPv0RyVVTJD/aHowOGmbawmABwHSQVlTM3GQnVsCX3hZ1vmXEOLVFWEh7I5M8r7HAelQTZ5uzR52ljNRoApMmg8DjUi34HYzuWD8OeZ+JPvg9zvp+Y10kiYqvAN41YKu2IPu3IfmmlyggdWGRWhuZwYNi4nXEMPysjaq8mEENOIDQreTGXzeeK2sM+Sbm4jgKhT4qdOwcg85RIfK8kpWV9tecVnN86ROD/SGEG3qEfBz6Cys//cfyqPEdNGyqVYNGOOMw1XcNYcjLGq0ZquVFVoIiOzEnR0DKnyTMdqFaBXmbbqcW71Zy4nWeUZtXm+WJXnwHYb2M37wvZWfmqMVPXZ2cWjEzU7gyrORq/4zAmvnMbw6tBAKjvjKtHUARmIpX1cPwFc/q8E6E27GGkIYbtrCzas9F8RNngf4uH8lveRyaTvrQn5yBj+fgCaN1x77LHH4Pzzz4fVq1fDoYceChdddBHs2bMnOuYHP/gBXHLJJfDsZz8bnvGMZ8B5550Hu3btCviuv/56OOmkk+Dggw+G5zznOXDJJZcU2ze/DkW+qSl9RajI2Zgjv7ZPci5KvDmORW3z5W/K6efoeG0ssD8YZDuRh29ypbFYNtIbyABtQybpR/qA8bF/vR68Rk+Y3UintEjg65D6gs0Ll82vxSrjGHH+9j26Jiv1I73cLvZeHYvsFimQZ+RNMOI3bKy40Qu+R0PGTPmUGHvL3gcyTGCbbWyXTB5ppE7UFdcyMK4zvsV4YmMdpR6aRbDNrWNZ2KbIXO64xsclnYp+jaQyON60ci3FNW6fiB9UN7YxhnGpBVZ36oY2cPxQcUvRSXDKKp85cTuEa2uvX35Q5rCS2GYbTAtkCm1unDXCnyh1Kiame6SRqmiBOfm6HFEudTT24VzMkccdi86hhx2FfJw2RurnY6njbxI4FrFMLC+8RmQPORJNnYpJR2NwNHlCHI2YBzsVV8EkdAoq7U6Wd5oyea0eq/4usLOwfSGHaKHTUePNJTzWORqn76nz0fW3zE0b+hw4Il0u3qRzUegzMC3+Fci07TgA0VHoZFoQ+rxsNF4YK5FF44huSb+mexnT+eefD1/72tfg9ttvh09/+tNw5513wpvf/ObomLe97W1wyy23wM033wyf//zn4eGHH4ZXv/rVhOe9730v/Jf/8l/gHe94B3zta1+Dv/qrvyKFy3JpbouydKaEUxEAQHpMkF0IhsuPVYNOVHUGALmAi+MtqZqJ11cpMT2T2yWpvVSsJVoBWkpon6r+bECU6fO8GpCT2fvrc23Ojnawsa5aFtBFyQKQIi7eDrqAYn0uua0VZPFE+Lw6M5lLQHq4Tq6Xfw9MJ+8nvIhHex8b66YSmdVeP58DZpthfOSz70cXj743h3WdEtl7mWgyTZPInskcaaReKeEMjD66lmTFKBPfBsW2VGGyDGzLquTMPvdSrCUX17zO2eCaxxoB13g1aV+gBUDEHnfN5JIYFjVDAxzji74vPGbZdQBEMY7wc7HumhBQeBsl3GL4EsMpcq0c45U/w2l/XcVnET/JdygAfmo5sOgK8c+ZT4Zpf5YWqIqRRhqCSp2KscIrAPJR4FgFZ0mmVsBFK9wiVYTWCrYAtMVXUlWgA35UWIUXetEqQMeqP6cqP7trxwVZeMVpf+2oWAyv+oxtx5WgcdXn9jrauZTbaSEWXtXZF3gBWqDFycB9chGYVj4uFuNtAoC+Kj5PLHjnoK/sDPF11/g1erpgWwseOAmm+VsIWinaF3Qhly0BL990sTHtlsjztZ+FStBuuEHvvbFIP98kOn50z2VQHxbu+dB7X+/FNvdQy3zfdt9998Gtt94KX/rSl+DFL34xAAD8wR/8AbziFa+A97znPXDUUUcFY5544gm47rrr4MYbb4SXv/zlAADw4Q9/GE488US466674CUveQn867/+K/zmb/4m3HLLLXDGGWf4sSeddFKxjcszQrGLDoWKIj1y+7R2LWpRGottDORAGJ3BZcTGSrq0qA5ntyTPvWVjA9ksqoOMlWzEcnhEh8TD/8VkQT/+LI1xWKvIkvRmRziwvig/G6seExPeg6U2Enu1sbnk5OFHTrHrkfodECe+N3GH5MdwZwm1RfyTdz9J/risD7IdXiMtf+oT5yqwLSlH68tpj0XkR8YWRSy6zzljFVybjmN2I3mtHmYDzAeu5aT18PyK3Onazb+XUG8Q9BDck7BxORgn6OTv1UjEQopGMSqYKJI0F5KuAI8EO8gYA0H0vRBV39ooy1fxsC8aMW2kjsQjHHMiHVMRjDE5WuSiJi8VsQiQPgod409FK5YQPU6NoxKtb8NHoLnOWJGWnOPPUqQilaW184hH2R4XxegiFbFMSQ8u0IKPNseIRxZK7frY9r109FmLSowVZ5FWbuMiDGM2SVGImkCpXeALohZjsGJs0VFnjdTIxSGpA67t3r2bvPbt29fJlG3btsGhhx7qnYkAABs3boSFhQW4++67xTHbt2+Hp556CjZu3OjbTjjhBDjmmGNg27ZtAABw++23w2QygYceeghOPPFEeO5znwuvec1rYMeOHcU2zq9DsQvVOhjd2D709yFfOjKWkJdM+h7bWEqbrwEptS6rzjytreKYmErqDb7GL2++YrKLq4DmzkMhqZuzwg1Urg7pM5etju9jEyLOYxP1MzBSuc16zWukkQiVYlyBczEqo4/2Cr7oQ6+EvFkWQ1kUXNPGqzimfV+6aI1iD8qq5IrrP5ozj5/ye+4I7Lp2ytcX2/lA+vo1jNPkSjIVOVzG0JgGMGLaSqe+jjvHZKco5XQrtSvHqSiOS2ycUk7IHHtyjj/PkmqqPKfyKZaMITzcyVmw0My64nPJgZTpgLh9UXmKU9EqMjvBBncalo6V3ufw90xdcO3oo4+GNWvW+NeVV17ZyZadO3fCc57zHNJ2wAEHwNq1a2Hnzp3qmAMPPBAOPfRQ0n7EEUf4Mf/4j/8Ik8kE3v3ud8PVV18N/+t//S947LHH4Mwzz4Qnn3yyyMbl6VDkVONUTIyp3nh15R9447VolHSEDqM2Xh1UGxOTl8+b0tMbvzSub5258nI3RcuZbMVrpJFi1PM63qtTUSItyr9WXh/j2Zhe9hazwtcAd8ochr08KEvpjhF2DHKb+ppCzQFZKGPwPWcxNmtOyBmfARsxbaSGhnQwxqjWqVhSBTlVfAWgP8del7lLVV3GFI1IlKI7e6xEnVv1uZRyHYld8iP2RThisW0rFSKAaLVBoYw2KtHpKZVZ2bfYVIlrO3bsgCeeeMK/Lr30UlH8O97xDjDGRF9f//rXB7u8yWQCTz31FLz//e+HTZs2wUte8hL46Ec/Ct/4xjfgc5/7XJGs5ZtDkZN2kxv7q+VjEjmp1FxUfFxJO8rjRPiUnIjeLmvb/FEANNED52fyyFg+TsxX1TQZam9RPkVMUt4pZBuRaWQZvq3RJerx41luK5x3CsL+cDzVxcnY5vIJL5MFtI+km1CuURzL50zQ0yfha3N2+8+g2I3nDfEGfQaAJtZoeaZ6WJ+FJruVZTK9VaIu/7X5z2a4J5UdNrIjLQPKjSgsvpsEWa4mB/MqPL1hm8ZbgW0irgHE8wVLYzPx0K9DQ+EawiAis09cc2MdrqVwjJNtsgaiPs4bW8tl+yHMhYj5S3BLGUcxEdnL+L0d0ueoXo82Kt65ryrAI2Oj9wJkvZfmlOMi+yzeiuCxQ6XyKB0z0oqglGMslT9RkqGNcY4wnl+Ry9HyK0q5FaVcjXi8lFcxplPKqSjlU5SuDedT3O/HTPMNarJo3sQwv2Ds2nAb1h+MU3IptjImPp+jpF9r13IpSvMSy7NI+Fk/yY9oLCxY8LkYSTug3Ip2mkmX51ls3wNMoM1zmJp3R9N1m+dHFPIlTtkigoT+RnYQxW4sGCG3YrD90mRyDNbGp+wTxuFcidHcijX3zCnqgGurV6+G1atXJ9l//dd/Hd74xjdGeZ7//OfDunXr4NFHHyXtP/zhD+Gxxx6DdevWiePWrVsHTz75JDz++OMkSnHXrl1+zJFHHgkAAC984Qt9/+GHHw6HHXYYPPjgg0n7MRVFKF555ZXw0z/90/DMZz4TnvOc58CrXvUquP/++wlPbonqJPFjy11epXpyeAVSc1Fp8jV5UntFNeis3FOKPDI2lotRi+iYVT5F2+o2FqIVMj2PsEhEK2Qq+sTPXA8mYawqVxtHxtI2+t4GvNJ79zLKe3UsskukwC4TH2vRvkmaY3VOjbzoS22+HTkC/FFnZlfm8lFKtSH0c/AQddnSTHEtl2aJbxk8WdiWatd4C/MqqpWgtfE5uOb4hPdLAdf8GDZtHgek9ZbPIaA1VlhzRMzjsn1fex0iTnGZkh6m09sr2WjleaiNRBQxMGa3dH18XoiNJuTV1nkLYDBm+XbuzAfh+zANljGc65lGTJsvmktMi1BN/sQUb21+xdy8ilolaD9GqQKd4nftOfkUSyo/07yJ07x+PJeiVPmZ245zKa5COQmxrlQuRZ7bMGyXcym2c2B9DkctzyLXE6v4LFFOxWe8AtNciPS9QXYY1ob9YGKUoueTABTaPIpkoPX9yRyL/GICWVKbJbwccoB/5vYg2WpuRMkOrW8gmgWuHX744XDCCSdEXwceeCBs2LABHn/8cdi+fbsf+9nPfhYmkwmsX79elH3qqafC0572NNi6datvu//+++HBBx+EDRs2AADAz/3cz/l2R4899hh8+9vfhuc973lF11LkUPz85z8Pl1xyCdx1111w++23w1NPPQW/8Au/AHv37vU8OSWqswgncOcbjlIq3Yzl8Cb6o0VcapyLjnIS2yuOxaiDUN1MYd3COPae/EGRTRDSj296+aaI6Rc3X1Zo8/Yi3dgecW7j8qqcisFcQrjZYdcrylXGBe+lNuk9XuzYe9yvkboJtNTelNNR1Ills3HTfnnjpG3qgiT2AADihsy9TMuDbWa2jbQ8adFxLfbKoT7wLcWDaDDnYu5DM2xLykEYwbXkA7M5wrV2HJMr6mG2oHZSoAXrU9Y6gp8Q4pHq0MPXwWzw4/A6zmzWHJBcDu9XsUfQw/FQGxfoJTYqD8rwvDARsXuBabuB7Adl6ndthD/D1qk4lGNxpPmgmWIacIdN/itFJY7GGA92Lmq5EftyLKaKtaT4JWegG4ftkOxMORUdPydauCV0KgZFUYQiKaUFWnKdiu01WP37M9hW6x2OWJ5mP3cWLmAHIHI6knZDC6349+x3zQ92cMJORV6khTgXkS73OQjIM0o76VfaFFlBG/pXrP+F+5hc7jjUHImkaIskg+kICsQsUzrxxBPhrLPOgosvvhjuuece+OIXvwibN2+G173udb7C80MPPQQnnHAC3HPPPQAAsGbNGrjoootgy5Yt8LnPfQ62b98OF154IWzYsAFe8pKXAADAj/3Yj8ErX/lK+LVf+zX467/+a/jqV78KF1xwAZxwwglw+umnF9lYdOT51ltvJZ+vv/56eM5zngPbt2+Hn//5n88qUd2JSp2Kqb9mAPnOqvaYWKTfbb6yjo5JciQ+fmSM8whj1GNfjl880tzYnnMMWjryNbHeRvE4bjPOrV/+SJezvdEnjSVHx8C1QXtMTZhv06w8ZEGU5BkIjomFR9WcvUAXNFt2TEw9Vs2I6GsvWTxGZiBPZiAfsXs1htsbAookhx6FNi1IBfOFLga3sc/++ogepMS3+8Nosp7guDS6KDM9XjDIsWdp85c7bqRBaNFxLUYpzEthXC6+cT7tKDPrU49Fa1gYwzuPLwzXOE8OrgHIR5rZ2Oz0HrPCNX49bAnDuNZigaDHz9sUB6bt+HsD+fgz0CWaYxo5Zs0xEM8PxkswcazkxAEIYw8wXAPWz95LmKER+W4ZlnpxzC4yFunkx8DwVy/OhTCGzAcI7Zx4vpRGp6EgnH0vUEQ1uDZi2mA015iGSHMqpo6GYueadvQ5xhM7ysz5c49Cp45BOwefP44s8Eu8WA62j9vgjhQ759p+awI5+xkvPtKLj0Wr18T0T+xCeLRZOP7tj0MbS3T5I8qsncxzI4cfYebHm/Gxb4m4LiebH22OjQUAcvwYtwfvAQAffQb/uT0uzeWBb3NwO12wye0UsKXTNJgYHIluFnv+J2ZgKkE69sz5zRS/8RCDsIocR1YNxDoYv1HeA9LF3os0BKYBzB2u/emf/ils3rwZzjjjDFhYWIDzzjsP3v/+9/v+p556Cu6//3743ve+59uuuuoqz7tv3z7YtGkT/OEf/iGRe8MNN8Db3vY2OOecc2BhYQH+7b/9t3DrrbfC0572tCL7OuVQfOKJJwAAYO3atQCQLlEtgdS+fftIOe3du3d3MYmStBkrdTKmnIuxfiXnYuBUjPBX8XGe2JhUDiqNMjZfRZQaF9l8xe208e88doOt9MVsEJ2G2sYj0waysTGhzGwSNmpJ/amx3MakDU3eqdgcQfPnZei4OKIIdqXaOVvlT7eEfFRMxbiRZkNzj2uYMMblYBtAGrscTyH2RR+aSQ7KVFty7ab80bzBESp1KhZRKa7VOnwCzFfkpDBNWNslp2KMRHxKXJfkYOO415kEJ2GpXBm/Q2zKwmg+LoHvxhoIKnIKTsR2DjMwsyeqwbUR02ZHfWAawOxwDTsac52LOXkYQz15ORKnbaHDjecUFMdFciLGnIpDkORUpPY4R1+YKzGnLchNCPFchhql8g3G8ikSvkY/dybmkOTo60pYpuR3i+oUgAE/I9WVNv8GyjSgEXhTFBvjbisi/Tn6CJzV2FhB84Zra9euhRtvvFHtP/bYY8GyH8TBBx8M11xzDVxzzTXquNWrV8N1110H1113XSf7qleuyWQCb33rW+Hnfu7n4Cd+4icAIK9ENacrr7ySlNY++uija01aHIr9NSt9agVN7ehZqq0wcrOqCmPFOPKHVWBj+R9wOCCI1o7JDHgrV4QeF5Ii+6NyFuGufRYqNR0lunu+WcjT2eE10uC0pHGtNDVIam3oc+2olSUdq45Q9nrX4dpqca1X6pQCpnxIFv7M0Y13MQ1liyR3MfFxSH0jps0l9YVpAPO9X4vlXKypljzL6tQrkUoqa8+KZl3xufdTULEtjaZroG1QdHuV++w7h2/IbdyIa0VU7VC85JJL4Ktf/SrcdNNNnQy49NJLSWntHTt2TDtw/iT+6kKleapy9Mb6lT4xB5Xjz5EhORV5/qmIjGDjlZGcPhhXmdA+yDsVI9FZGBkrtfG8U5JtEVt4zinOn5JrpEVG0JVVoEUhId0GkmNbfZb2E96Of1rkOvm/EuXMi43MryZbbZcigyWdUz5rDdi+0aoWoFYwSM2SFhXX+sK7khyMXbFNoOwHZjm4BhB3Kqbs1zCKfZ4FrpExGbhW+6AsWB8Veakcwa2taR0iVuWOq8I7/L0oOiVM5Ho0PJR4OZGxxrdJfACRfY82T0LeX1+cRfuOYjuwHrFelD1i2lxSX5gGoOOaluuwtNCKRDU5F0v7YoVb6Gc5r2KuHgBafEXU0TGfYsuPeBLOu1ieQelaJJt53shWtyX2c12pXIpYDi/OIupjenhuR82+VD/Jm8h+j113CdMiLbxN5tP0iUVbqg0SlDiIc+2CHst46fiIXYsQ25FFI64VUdWR582bN8OnP/1puPPOO+G5z32ub88pUc3poIMOgoMOOqjMgNJNVuqoUu7RaK43lmeK9yvHqMUcVNqRa37UTDp6hvNPSXLQkSUxNyLA1M2MZTM9veedsgAkyZCUdwrlnJLGkmvxbeH99fTIEtUj5TLqmkvR6xGOoWFeEo1u2NxK49x1ANB1C/dHjk2ReTDhe2eTpgcfGfPvUzrYhsoK9pGjZOy7aPvl413T1vD4WHO4mvELBkGry/9sLevvicYjz/NLi45rGuXgnZrSQhmr5fLV5KUwibUncyt2wTVtTCmuCePmFtf8Qoj0olyKUx5pbp0NrbxcXOPrO9EjYSdgORgn0DVkYBO2mYn1772tjUxiL3tP5g2QoBQJuBtLEyLhXZBzMfh3qqCdW6aHNArtSEbwGabvfRYsM1xu4Hk7GjbSlPrENIB+cC3lVIwdXZYcX9IR1lj+RK0PO+b4MWbOy/MqpnIqYmcbzpM4RD5FbBvPpxjK0I89u+uaNLqkvI2Yx3/2C2B4fJvnUmxlyEeSp983O1ZuaK7EBbYx2m9NYBPW0coFL3uhAQ1nw/QajT+CjI9uS3Imdppn0OVOnM4DvvUwMAE59yIntz5P1+r2NqG9jWjkNIAjHns2tt3/BCDu7mUwv2uyQIpaNljFcydiCvqiG8gGjdx+CwhUTc2w9D3HXD8GvbcG8fVII66VUVGEorUWNm/eDH/2Z38Gn/3sZ+G4444j/TklqguU6a9SqokAyYlkTMnR+pT24orQMR5NjjCeRFYAxCM0ms99Vsmc8so62wiAUJdc5Zm2eb3Sd4hsI3L8WCarsOqz12Ft0BeL6MBVN5PReCD0Yx1eTisz6GfvUyRGe2B7udzA1nZDDlyvG4c/cxlWsTcWvaHNN44C8ZGJiXEjLSuaG1zrgnWl47tgWyWuEWybB1wTcWo+ca2VwcYr3x2xK8AehltaBD6g6wvW1Pb63dgyjAMRM7rgHddpFJ4Apyy9TnUcQGijpb8Bfs1k7rT5USLnjRX6LIDBmOXbQz6NZ5DI+5HmimaKadBW+eWvGiqNbExFMMZkaO051ZynbTRikY8Tx7AIROcwHKL6c3Bdggx3DXgOpUjM8Npbe300Y1CZeXoN0m9hwVjZRqHdRx02crpUfI5FuvKKz33TNBKxtcWwNvwsMKz6DArAgN8wiQ+LjAU14lDgt5zfOTjxc0rXz/RT2fQ9gSjtfayP6xfej7S4VBSheMkll8CNN94In/rUp+CZz3ymz7WxZs0aOOSQQ0iJ6rVr18Lq1avhV3/1V0mJ6l6o1KmYU8QkZwy/eY9FeZRGeORGd+RUzExVy1QiQUhkxwyjOqRKzVhn++QfXxuEyeybsdEE9xMLppkPLDOItrCyrJJIRRcs4IjrwBETYrSHMM7LtC2bk8H7SyMxWmH0I5GJ7cWMEblyhId7rNXyctvJwy3XL0QiOrEEWHx7ZSL7oRLaSxu93HEjDUJzg2sS5WBdqrhKDn8tthW2i4VbJHzR5BkjF6KpwTVp3JziGqnUzLGGRypGMKdt14uw8IhC3EeximGnoI8Gj+QVniFzKcrBS3hBxecC4jZ4LOLXiQlFG6qRm06OcL9Aro3L5cCMZJDP/gJwWxOlWHpfUEI1uDZi2mA0L5iW61TMKdzBHVpSJGOqmIsWnZiKWqyJWIyNkSpAa9GK5PowHymw0o7BunHlZxfVh2WIOgyPEsTRj5ZUeKbjaNVnrUBLUBWaVXzW2n0hFggLvdRWfMZ24wIu0+s1tFpzAwRBO+I3SLYxdhql6PXEs9C4yMPprQCv2hx+nkafYwHA9q8CSDWywYX3BUZAiCMqrrg2t18K+6LbKLanDORiGU1fKnKxdxpxrYiKHIof+MAHAADgtNNOI+0f/vCH4Y1vfCMA5JWonjnFHH2pMdEKjQ1PadVmqU/hD6pCp5yI0mdeLTPFr1GXzVeCUtWbxc1XZKzq6EtdF2kH8ebbOxUz+LleeSMijdPtj14Lt5WMQ/NUuLGQNnnuPd8Exeda2DRJtqTs0+aaOxwBQKyOKckYarPFddYAzgoGqaFpyeKaI+40zH2AlsI2rcKyNj7WztdnjmsSXwFOZo9PjZsjXCuiFMb7dqjCtNgDL5W3gGIP23pblzH2SDiUKQOcXbhNw6+M+cpuL5FRKqcrjRuvuaKlhmnY8ZhbFThV3Rk7erTx0lipXXKgxRx/tWMkvqjzsaNTMVVVWj4SbQNnbG5l61qnomhbcz2lFZ/9Z+I4DL8rTNihh/Vo7cF7gKiDMEdv25ixqXQYZ8LbQ10Z6GtyAahHIclMH2+1m1KqEzsgh4rpKKIR14qoyKHIy1FLlFOielGp6417qS4A5ca+cLNUo7sPWXgj1YVK7JnljXCJ/i52zfB3V7OhWxQaMgpQ2uCB0D5jwsfjSseNNAwtC1yrodSaFHMq9q2rr3G5/EsA13IelFVRqVOxlhI2ZjkpZ0GV2FCLs7F9W28kYOuQtyA1uDZi2nC0lDFNikDrJC/haBqSUo4qwssiB3Odj31RzHknUcm16TLyvps+v8PF/D1IlMKDHKdgkeOwlGYCWPNJI66VUZ+3j/3SxAJMJvKrK7kcSDgvUg5v1NZIvzZWahfa1NyKkp25Nkrjnb6YHCvLKKmSSf5Ic6psa23ST0ES5/y6rC/1uW3Xvj+5P0uu0Ob5FLlRSl03lon0GOl9F+JznQLC1HciycA5GLuSbeVx+dP8ij3feNgOr0K65ppr4Nhjj4WDDz4Y1q9fD/fcc4/Ke9ppp4ExJnidc845nueNb3xj0H/WWWeVG7aSKYZrfWFdLrZh3qi9BfhV0J6FazF5KfvY2GA9zarmPCe4ppC0BrZrL59bzmfF9tCutI7ctVjNO1wgIxyHvwtIvo/pxFiZRQo2BTIjpN4fSJjs2zvgUiWeZMkcGNNGWhlUkocxN89ibKzUHsoQ8vUxPjknoL6g85yDqWrMXUmq/EzzMcoVlqdt6WsLPjfzo1WA1iiVvxDnUozLqa/4PEQOxQUDJDci1xErmCX15aCAmHvRDZb6soTSf2Nw5PMt8jbhvThWskt73zeNuFZE8+tQjFHJhixnU8YdjLENUYwnN8m91J7BqxZs4W2xfikxvvBZTU4v6XD2FWy+pvzUJqIT/2FKmxa2+QrGcnuwTpI8X9HB/q0q0BJsBkIdoRMxMFmU6d9zGTE5CgUbLC5buiaboYPzcj2cl9tuw351A6jJk9oBQhTzTsTmn4FAwTkdal4l9LGPfQy2bNkCl19+OXzlK1+Bk08+GTZt2gSPPvqoyP+JT3wCHnnkEf/66le/CqtWrYJf/MVfJHxnnXUW4fvoRz9aOxUj5VBXfBsa21K4loF3asEWbZwkuwbXAJYOrpH1UcAap0/4fsT1g8tytk9aG9UHZcE6jech5PX6FZ0B8XVflcNkSthUsnYyvSbxmY9tdZqAh+OUQeP8GGtCuX5s2Bc4FR0Pt9ONx7b1TLPAtJHml1YZW/zKpZJiLzHnYqpwiyaLykgXa5EKmsQKtUSLrzA+kaeyQAu5hohTURobK9DCZXKnYvCZ6fHOP8PnXi/EQnia3wguziLxSe95G/7NGCMXd+GOwZoV1gB1NOJ/p+/pv9LiaRrHneqUFBx7bR8d4wuzSDwxKMHQx/VlOhWLIGpgx+KIa2W0NB2KpVSzGcvZiMX6Y1U0O2zAopWgcz/XRivyzRTf4AHbPGFHpMqPbJJ0WjQe2B8s23zRa2Cy+I020tm7U5HbIdgcOPGIHDyO6gzecxkxXmxn6aKnyDTo+lRHIJdDrtPItkuyiE5h82VRX9Au8bMNWETnUqP3vve9cPHFF8OFF14IL3zhC+Haa6+Fpz/96fChD31I5F+7di2sW7fOv26//XZ4+tOfHjgUDzroIML3rGc9axaXs3xIwpVcp59GpfjW1cFY61xM8GZXgtZkS7iW6yRM4lQmrnn5Traik9nUCdeArf8T2YmoPXzhDkveh/FCXOMbm1WHo2a/iHctn6pLkcnfBxjL9fD3XK9AIq+gk9guYaD0L5LB5ZKx/Ho1HbOMvB9ppELq4mzs4lzUqkJr/CWORfo5XQGa8GdUf8bOR8KD2nn1ZV+B2fMiZxuTwSl09mF5rY7U3JQ6FbF+yUFLZaQdjViH5BR0zkrcL43l/dwx6Z2MzWdXwdm9n/JRp5/k0GwdiDZwEOI+p4uDlnEOQelvSWv3wjhv2+5hA39W+jT50ahDSYahsqVnYyOczQfNr0Mxd+PVdVNW62Qs7e8a3aFsvqKRHTmOxQzeoaMVyeZLi+oI5LO2xq5kpKKVnyJ0dipisq0eUQf+LG1AIsQ3XIEM1i+953aKtqTkpGzlOhNjxQ2Usyemz2pjhWgNZIskh/5rqnw7SbIdXgCwe/du8tq3b1+g4sknn4Tt27fDxo0bfdvCwgJs3LgRtm3blmXmddddB6973evgR37kR0j7HXfcAc95znPg+OOPh7e85S3wne98p+TqR8qlofAtR1eKh8i3/Tw0Q5Q8Cp2SkTl2kGhFzamIcG3Kp+jibShSkVPUqYhtEOcLvfiYCbSRinwMRPBAsCGJcZrNkjyOTwE2ofmoWbe5Xht5UCaNZdcZmwuus9URPgwTnZwqji1O5H0XTBtp6RN2xvFXlbwCJ2OJczEYm3AuptokJ2HqGHQqWpFeWz/RipItsePPkhMvFqnInYzYHu24s3YcehVM1EjS1gGYdv65KEXncMR9Ej+Wq/F2JRp1iJ2MVujnY0FwLvLPIDgFrXzs2TsdOT80jjvOL/BhWazP4vdBtKIlvFE9DakOxPHI89zQ/DoU+6A+NmEp2bF+UbbSnmtbznUkNmyBPbFoRXWcIl/bfCUouXb7G+48mdn5oSK5rtSHOOIGUO6TNxX8+4no5huliF2yrdp7/J0ptqhjhb5Mm1TnH/ks4lNoHyd1k5Vn20wec9UCVHMNRx99NKxZs8a/rrzyykDFt7/9bdi/fz8cccQRpP2II46AnTt3Jk2855574Ktf/Sq86U1vIu1nnXUW3HDDDbB161b43d/9Xfj85z8PZ599Nuzfv79kBkbqi+YR23Ici5IMgS8rb7D2uQDXSp2KSZKcipI+Yb0S13buVIysccSJKVAS04K1OfFZkBlznGnEnXaxB1wllPWgrISsgn8Bn+AY5HIkWyVeTSYAqJH3WE7NdZZSB0wbaXlTX47GPpyLpXpr8yuWOBU5f2m+wRyqPf48HZu+XqmtNJ+idMSZ2BXJ78h15uZgTPXzKEbvAAS5PUe3Rj4IT4xYZPdG4nHjDL25kYkRys55mJIbcypW2DLI9m3EtSJa3g7FWdDQTsWMjUyw8UpR5WPqoiIhnEowcoDridqeUxggy466YTnUae6HpEUya4CHhzMh0+EFALBjxw544okn/OvSSy/t3cbrrrsOfvInfxJ+5md+hrS/7nWvg3//7/89/ORP/iS86lWvgk9/+tPwpS99Ce64447ebRipggYJqY3oWgyag3VwkLV4Dq4rRlnXPOfXsBi0VHGqlLpgWimNxcaWB9VGLw6ld4iItFnR0MVc5n1uSnJypih1dDo+Nu4U7ZVqZQ8VN9HjtUajEXOOVvdEs8S15UArz6E464iOxXIqlkRzxPRFHXHpMWL0R0HkRyrvVBdKHddq9bF/WXsW/gRjhadQTE/R9Vnl/SzJFsypwp8V2eLnSV665YiRJppDsWNmVPvEq7Fx9erV5HXQQQcFKg477DBYtWoV7Nq1i7Tv2rUL1q1bFzVv7969cNNNN8FFF12UvJTnP//5cNhhh8E3v/nNJO9IU7LWRl89KcnDt1lG4WvreMbx5yilcE2LUuwL13g+xRhlXkuLAxJGNG2WfSY8ij4NNyOycL+oQ/msjcN9XSLvNSqNvG9tQX25dki8OfOQOUaNfKzRgdoGee7QAdNKaCw2tryoNmIxJ9di6gi0OEaQqR1/Dsd2i1LUiB97lvIpYr6cIi2+PzGHJceetc+Y1MjRRKGVPihWnCVWsCcuE90TsChF4gcrlN8WZtH7tM/TRmjzKIoKpLZQjj/2bGI8GbKVvmiEYcmx5qG8eDPCteVCc+tQTG28etmY8SNjyQ1BZi6qmB4iz5bnn4rwVBVr4bZIvOh9b3mnBF5jI5shgPjGBm/wuF4rfOayeIGWQD5vt2K76+s1kT0Zg/iaFz0ejfg4b/C+tbFUThYJtvK+9rNJzr2IGc0GSz52F26+THAcjH127/34fpHK/cZrXrl04IEHwqmnngpbt271bZPJBLZu3QobNmyIjr355pth37598Eu/9EtJPd/61rfgO9/5Dhx55JH5xo0UpUHxTaOSHItaXyAzgms5D7swftTkCua2SLxD4hqRHeKa6vjyspm8ggItkizV4Rdp5/svMZ2HgGmSfieX21JV8Rm4jLiIGKlyrHJ9MTkCptHPAk6hPpFK2mNtHO96pqExzdFYbGz5Us2x6NQx6NTx55Jq0Lk5FWM8ufkUY5WfcyjlVJRyKWq5GNuxloyNHXsOcivyeVFyIOZWfMaycXGWgIf1TXNeWtKnkVZ8Ra2irMnhjkZjYcFMi7NweaKfzzsX9RuF6Kou5U9MDorzBQVYUk7EmHMw13E4q7yJWM2McG250Nw6FLtS9YYs18kY24TFxqecixJvrE3ZfAUbME0Gl5dKaO/0DORUnPJSW4JCK1bhx5svJe9UdoEWce7Ri1GfieyDcdaNo9eiEd8YlbyPbbDwe+IktJFxnCydC5FfmmPL+jRs1cbidv4v4VseAetbtmyBD37wg/CRj3wE7rvvPnjLW94Ce/fuhQsvvBAAAN7whjeIx6Wvu+46eNWrXgXPfvazSfuePXvgP/2n/wR33XUX/NM//RNs3boVXvnKV8ILXvAC2LRp00yuaaSWBsO2VBGXWlzLiaCvcSxq/IuBa0leaksvhce4HXxNVe4ptDU3kDtB/U5PEuNQlWltjVdkzuWDMhtioeGyNH7hgVUMp/yDMNYu3Te07cqOL2LDUqSx2Nj8koHpZrLklUMlTsaYczGWW7HEsZgTrZiqAF1S/VktvpLDU1GgRRovRyVSp2JsXrhTsY+Kz7w4C+WblDkOmcOP9AGvBN1gt2l/S/x3UheJSCtE4z7KF/Z5HgAAY+X8imgsbbShw88J0xx/TncsyrEZT2CzJhoxIzIxq7r0SDOhAxbbAJUmqbs8gRbyf1HSxstof4mcl/PhjdeCAJVuPB8ntbsNAL4WiY+3CTxmYsEu6P1gLR3v3nMb8Fj03m0+rDHt5mshzm+9jhRvs1BMrLeDjGd2eX58HW4e3DgLAEaQ40iZe9OsVHwR9NcPhi5mXI//3Mrg9hq0BzJOVzNOo1ZGy2YB6fLCqEz6HtkojCVyEhSM49cgXQ+bGzxH3lZFv8Mu6wQwuf46BX20jY236ML73oTVyiwc89rXvhb+5V/+BS677DLYuXMnvOhFL4Jbb73VF2p58MEHYYGtVffffz984QtfgL/8y78M5K1atQr+9m//Fj7ykY/A448/DkcddRT8wi/8Avz2b/+2eOx6JIVqcA1TBsZpTkUR37pgGx4rrcu8PYYrfKyGUwDeqWgXTJp/SFwzDJcyeMlccFxza1MJrrnFLIY3jS6ytoKyRgv2mAmAXWB8aN+AZXAdnlfClRx8INdLsUEcp7wXsVfg93jjdIJwPcK1SVgVYJqCf/7nR+4hpgO4/ukcMtAHAGMNWPylBPaxL6DvB2c1y1rDv3v3btJ80EEHiZgSKzb29a9/PanOFRu77rrrSPtZZ50Fr371q+G4446Df/iHf4D//J//M5x99tmwbds2WLVqVeFFjZRLmlMxFYvHHVf7hUUDOxX3s986djBN0FgsF8t0jp6JDXkdH/88HTeBiV2IjJnAfmUWVoFt+Rqn2X674B1+E1gg8lQe1O5kOifcxC6INizABCZN2yozacZO+aS54NeJ5QfX1chbAEvm3n12/e08TADMAtHHacEDFACY8PtudVvft9BuHmAChlzX9P1EtN+Ndfbg61gwFiYAYK0J5gn3AQAYY/17iVy/xIdvKaa4EYJuC990/LS9AQW+XptmQgjgAMG4ACAFHr6dwmQNVWOwPmezZe8BCI6S8U5Pz3DWGgzVuLYSaX4dijWk5SjKdDTijZjqXJwyOibBhowNmORYlDYcAHmOxciGjDgVNX7NKYk2PX2R6FRUeemGiJBwcx5sviT5fnOjO/uILE58ceVypc2XIiO2WZSvq1mAAbwTU7UzQXSDhb6T2OYM6AYyudlyZOk4feM57VA3pdACpaRDnG8B3fzmi2/g3IZL2/z1RTMCnM2bN8PmzZvFPqmQyvHHH686ow455BC47bbb+jRvpBqSMK4Q3zpjm/bQTHNYRpxpqs4ErgFA+MBs1rgmORUBFNyZ8uIb5F5xzfPSh2UqhuIHWRKOaQ/dYjqU6+3iOOTjuzwoqyUCCznXEP0O0XUoGCeOBaFPxbxMvr6pEteOPvpo8vnyyy+Hd77znd3tYRQrNuboJ3/yJ+Gkk06CH/3RH4U77rgDzjjjjN7tGClOeGnLOegrOfNIP3IkhbqoYwvL5PKwI0nj459jzrUpf+vQ47ySDV1JkulsiM0Tt1X6LMnHTsyYg5ETn2tp7qU2TU7rsLQQcxbSsS1fjq4cmkY2Th2NpgEB7DSU9LQOxJhzUXdQGtM8eNQcgcEACk7W2DAKHnv3Uk7Exk4NH2JjVb6IvN5pBTsIS2l5ORQ1qthAWGvjG68pU9QRVKiwP1mMAqfiPFLq+gdwbqYo6VTMkqFvzGZNtc7HLDldNi2z2vDMARmbB57SuJFGEqlwbZw5ti0WLYdryKXMNbQzpg20Vos4GXO+VelAzsguMgaep6Lr7cFh2gfV4Jrj37FjB6xevdq3axHvfRQbu+KKK5J24WJjo0NxcWkB8pyKAHEHXF9OxeVEkpPPzROOUoxRLMpySMIRk304+hz1LS+tL12rbVAyAN4jOGu9pU7EjrJqqAuurURatjkUA9JyOUUoK/l9jKemeEsgI4Mvx87a8RlVMkvzThXbhyiZs4q38VyKoj72WfmNJBeKjEvMXWw8ny0bF9DAi5uxgo4e5qlKhrb4a2BZancfZDu8RhpJo0J861RROpVfMae9Ftei63jBNfWFaylK8UpFWvqgvsQ5/MnZ1XfFqr5kZJCIW7UUkRO9jqHX9FluEjtg2urVq8lLcyiOxcbml1YZ+dUHleRcjFGqonEO5RZridoR8OuLa1/5FFMk2VAyPlaxWq2orbR3rfiMC7DkjllsEnMiZraR/mhnqWcs/jkGL9akx0fHzguNe7Uiml+Hop3kvWoIb74Sm7DiZPeBrkT1TE2WZG9sLB/H+rMS2mt9PTsVSVJ5VEBFmg9pDRSrNXvZIX9WgRZtrJMtfleKHKk6Jh8efK6v+ByMaV5EHu8P3iMbbeWGjunkMsTP7Jp7q4wpzbfEH2sbABzcE6+a10jLgHJxrQvGVWCbiG8xXAOIOxZlhbKdkk7tM5Oz6LiG7AtwjRORG3bHCrQEMhCmlRZoMUw+x50A1zJsDWQo9nN8CDAolxCrUd9bkT94z2wxGq9gQxZmu7xZ0hw5OaxpaotwTM2iPtaette0PHOCa6U0FhtbWqQ5GmscjjkFXVLFW1JFWyR5AW+FUzFWpGX6eaLyapTjVJTakg5Pdn284vTURmleOI/8ebEqPmu2SXpx0Rep+Iqr1uzGS+2arRoZLCPoCz9z56L/HNNplKIt2ZEuoDoGi52IqC9wIhr9vec1bNwgJyfGvVoJLf0jzzkbLpPhN+UbG+EIGd90JZPck4T0Sm5Fjd+1d0lqL8iOFmqRxkp5p/BRMvRezSOVww+MF+k3FtIFWtBYzy8ceVMLtPjPVJf/7Mc72VN+VY7LpYjVcx1oIyEmjJfGOTug1WeA2ZRDmFd57/ThrkZ5a4skI6IvmD9EbZ8JlONr53M6FSfExuO5wXYAgAEDVlr5/feaE2s/0kgzoK4Yl5l3MZpDWMMpADm3Yhdcc3yxcezzXOJal8Jjfh2a8pPCYE4Xz6XYggNtw+uuY9EwkuEaJp4fOLAV8yL53naQbQlIwCOKfQhDgPUH75v8UYWbDYJvtp2SbIzzglwfwzRhnv3XLeC/qJ/dRBjbYBqZPzRRpfcIc0hjsbHlRZpTcX/i1oujnYSQWpGVqV7b6KHtznkkFWuRCrUAtIU3pPyBeFwqR6KWT1ErvjK1FxVQAVrIpe8CLc7GqS3tceMwt2I4XzyXIi/OohZrUXTg+fJ5EpU8je21tHkU91t37Qs+xyIYWmxGGottAgA1/yHOldja535b4Pum4/Tnvs5JSAurKIVWGMAbaDLuS7IlEA42em2bBZZHscESXCRFld3c9hj3HtqtFSnMwvVjjE/QXEU1rmBa+g7FHIptyLSNWMYmLOlglDZPAHpy+5SDENtWk9Qebb4AID+hvbb5cjrJJqmRXVMhM7JRI5svgMbZl7ehAW6Lv04QN0aqUzFwWAK5SVfzQAEQB6C6qcLy3XWA7oATrzfyvrfNBNvw8Q2e/8z18/HCRsnxxxyPYNHPTthgYf1eJlbo29kGTHBk9k4WskEyGDfS0qdYxB9AiBXZcgWMy3Uy9uVcTD006+uB2RLAtfaaQMa1hnrBtYUQe4i9eKzivCUOS6KvkdM45dSiYxwHNIzDtgDic+1DPigTumKOSU0+wRfhszovzEYV4wQc5X0Sv+RIDsY6fX3jSY3MShvGYmPzR7HIwZpzZJKjMeZkTBVy0Qq3aNWgY45FLgc7kmLOtJZ/QpyKmJ87zjgvdxhObY07FTXCvN7Rhwq08DmR5HGHX18Vn4E5Trm+mKORF2Bxrbg4iyQz9n4IolWhp79v7CzE0ATgbh24MzH8DNbQpdU0uOq8eb4dgYSl/MAdlABhcRay0eQypvoMl2uF95wy+HC8x6CxHzPEteVAc3zk2da9ivUUHC3LOEIWvZZAXsGRMd7W0zHo6FhJDteryFePisV4ux5/VsYF1x37nfAufkwsxY/axKPPGm/MfoXEY2eJ92CxLv4eyZPGFlCgH9kpkvjdZo7Txka+m5jets/oO+JKqg2hH4MlVwj1iW+52JY4Hh1N+VGCbRKvOHaJ4JpELqLQ5h9/lqj2+DMZ4/k0HYpybd0VPmelDfFzkm+bRFg20dNhbVTl2DLsy7o2AUuSGKfgjzzPAEE1Tm7LQBvkEdNG0mgh8iqh3KPSMdmp49ChrLwfKT/a2uUIdCynYi2R49GJI9Vc/wJMgnyKko28TZsD7Uh3rl3ykWcqO/W9xY5E86PNWCZtb3DNtMflcbtmq0YGydP68Ofg2XOOLu1vpwQWIjKiR5djcpjtWE7wnoyT+fqiEdfKaH4dirVU61gEyHMqAtQ5FaedirxKp2INldjXh74S/T1T7A9bzTvVg2wAyNqI1Cw8fAPSezL/lO6+1CkboqT+0r7c9g4b3SKyHV4jjTQ0tkVVD/QjzHEq1sjQ+vq6jpIpLXxQ1jspOhbl5rfSibjY1Ict83Q9vdKIaSNVUF8FV0qpq1MxN7dijs4S6lKkpQ/KkZebAzKXZlVUJdd5nEupAiox6uWaNRmSMzJbZtjUlyMvKkfqUxyLvdKIa0W0/ByKjrpELHZW3dMvKkdOKppjCJ19UWa0R/aG0zvbInIzv17dQaV0lExb4RRnRep1IBr5gT7E9A34JEaLviD/dqHodQ13xMHrHkFqpC7UJWIxRV2i8LPtkNbuTCyopaFxrev1D0TqA6eUwzbSnRV57/viauQxebZlRd73QaXrbwfdIvpIxVmg4BpnkWBqxLSROlBttGKfMuOyyn+sKQdidvGVWAXlgqrOUn9pgRZRbsFiW1rxuU+KFnOpBAwSjZi4hr5W4RxHpdNV5Dg0dtgIRqmv1Ik4axpxrYiWr0PRUc2xsZyjYrXHxDQ7co8/i2MTPJEIjaBKZkw/OcastJcce0aUe0Q6euw5xh9zBPIuvGEhetKysio+SzYA59NtKcI+K78vxs+YHL6Bi8kWNnuyAzGBJtqc1VTGnCGNR55H6pVK8a3kGLSqMoFtRM5EP/4sjY/ZMI+4lpAdT6/RXo//+854UCauBaljz96eiC1Sv8efuFzKK/Alj3gL+gR5Nbg1RCqPFN7F8JvbEsgp+e4EvPPHnmeIGSOmjdSVao5EpxyLqePPsky5nTuMpOPTpUeftb5VMFErP+dEOqYiGaWqz7kOTjc2djTbV3RWZOdWfF4VcfhpVaCpvPD7ya8EbdH7idieNxYdj24+Y6dgzEFoUv0G5OPPGZQ9JhYd6GxLOQYj0YRDV2ruQiOuldH8OhStpU672KtGdu4mDG/AtE1YxJZk/qlAVkHuKb4RikUrSpsxtgFT7dLGYZ24nWyUsI2CDI1X0w1s8zVhY6M3985u124Zn5VtUL5bv3gEN/TUFjMR7BI+czuTC5MN33t7iDy2weG8wXtLNje5C6QYMRIby/UH12SUzWkzhn2WeMJ2ilhGdECiDdkKBoeRBqASXKvFuL6wretDs0DenOOapJNjlZOLsSQX1/DlC/PDnYpitDjChunaGM5hmFuXf+Z6QtlUZ2Bq+6BM0SGOszbApGpnoaJHe/CmRt5bipkqbgokOhUjWGSk69RwktuCdUb4Azu4jRZgiNzAI61sWpV41VKuczGVX1GT45yCgePPWPX4s+RYJDyG5tGLORUXzCTqLMxxKuYcfZYo5lTEDk03D1IeRu7Mk3MrynbkOhWpLKovGnWIHIcxZylxFs7wht8YlofRUOchv7aU49AYAGDOyrZdcUwaGzrxnAMwAB/lX9GYcDyBolynYun7kRaV5tehWEJ9bMhynYyVmzC3+Qo2YJq+2qT2UnL5mqiO1LgCUqMPRWehbfmkjZqXGdHDNkiENKdiwQ2938hxfvRvbIOF+/gTDTkKAfWJmx7lGhipURUZ73FkhripienWNkZ8rLQJwjySnIh+1aEptac+90W2w2uklUtd8K0G22L6A/EVEYspvsXAtRyMk5yKABnOQgXXAplOXouH2biGZft2ph9jCdFDZWv4SiIHmVOR8rZ9WRin2ZzEPjSG8wbvrWirRIG9GXjHbZExzgTyCY8V9ne2GSdglO/jcgLZc5rKY6QVQX04HHOjF2ujFksdi6mxsX7+eWinotovONok55vkVOT2hRGDYVTigpmI87TKTFRnHo9SjBWE4cVZNOK6prZZ3ycVX1lANvLCLUYZG3MQamREp2D4OR65aOXAQudAlDZSYjv9bDWnJJZB+FUThQIrGHSpbVKRFjw+kNUXjbhWRMvDoZhDXZ2MKk9G5GIgtnADJvElx8VsZvzcWZdx7Cs7ooM7CgHKjj9HbOebIspH7RTX3kikIv2s6NEiOgRSIzokXlsmWxwvvB+ELIQbvJROPwcZfVplTEmP1y9ssKygz+ua3RExtymveY00kkp9Y1uOczEQ2YNjMTluxriW4Ol8/FlwKor6PT8dp63vcQzVxkR4lbVT1Blb3wUZmrMwZW8nknCrYlyK5DntgDeZY2YdeT9i2khdqIuDUZWZEbUo2xL+LmsqQPNIRU12y08dgVrl56GciuJ1C5s16dh0alxuxefA0SfY7vtYlGKqOjbPl7gAsrNYHtvyYRtxu+Y8xJGIC42jL7cStOPHxKMU3bFnkfraAGq5DwuLtFhljDR2HoLoR1wro/l1KObkeepKJUfJkhuHiK2RI2NZJDkVS6lg45PNV/iHox5/jlGPP4HcDU7vVLBZoZ/zDeqcyH4gWrQ5z6WY/gE2XtVPvBZ7nkbqh3iEe05KjRqqSQXSk46iomQ5uRVj1BeuaWNKnIpdv76EkzCbMh+Utfx52NGZh9hSxp9NmiMy10FZuNYmAjrS+pR+ExkXdVIuFo2YNlKPVOpYrKWSsbmRil2o7wrJnLpUfc51vmGqvZ6+qlNLkYjZYwePxuhOXSpJ9wnCRZGIgR29mdE/jbhWRPPrUHS0HDZefVBNUvvS/r7Hlcqv0CMdEVPla59L9ORQxXTVrO1FESApYs7Fzk9ZelxYlwCuZ5M7/lfzGmkFUJ8Yl4ttXR6WldBQ+NMHPvWFcYvwoKyW+lhTivd9ARb3YMN87KmGIc2+ObN7xLSRhqC+nIqpI9Ch3v5+nDHHVJ96SilW9bm0QIuXOaM/6lghFpF/DhcbfiR62qbzVzsPjZ57UWyfxVxVOBHV6MUBHZIjrpXR/DsUNeoz0qMmF1XMppiOQGQkr2IgozCaIyehvdIXVMmc8RGxLMdgimLsWvQGH6PIaI89ab8FIUKEfX1iTqfEJfLjVjjiMMg5VUuWvRd0lZAbZ7hcpjMZ7SHptko0R3PkS5UZtBck/+hCtsNrpJVFi4FtKVs0+YG4yPHnQEZGTsWUzgJcU/V0wDWR8IOyQlwreVCWg0Vl0W5W7stYj2U7ma7KyHv6wCtbRIEu9MEKeJfSmTFfetqNTCNT+iu+s15oxLQVTauMib46yYY8x2KX3Iq5TkUpp2JNPsWUHqmvy7HnFMVyKcaOPUu2aXICnYrzMueYc4x4HsXU0XT8fS5WVKLkXJQciMm8iVIeRM+gDZSAXOD3+Qot+SyRGJWYGaU4V8eeR1wroqXrUExR7WYsNxdVzLlY6VhUdZDxLPeUtCkKxiQ2X7mbpC6bL4nwFImbKtvy8cgPaaORkcg+WDuxbKa714rP7vMk5JE3Zq3dXHZ1tKTyXtuoVVXGTNiXdSRMnEfKq8qJzaXnU3JYrXAwGGmJUB/YpsqO4BrWnSk7+4FZKqdij7hmUtcvvU84ZDsXaInwB07FBF5gG9RjzwEOMnyMOBVLHpRpD3B0+0MsFYuzRN4TPAreo+vPXeuZjBTeiQ/eBAxSx4lzDuHuSrAF65plbuCRRopRHw7H3DyLtY7FWBXoUAZtk6o/k34TVn7mRVpa3rzchCVORa1f1iFcL6v4HLNNy2mYin7U7OIORrmyM9WZcgxGq0Ob9rvkxVewk1Iq3GKUsTk2tXyh41DKo5iKWJSrOkNbmIW0W98fVywpmv4jOxEjNpZUepZyNuJiLSaEx5FmT/PrUOyjcrNEpZuxLpuwwsT2nYq1pByDUpVMPl5431ukIovSyHcWKvMRyBR0e346TouUqKn4LMkRnYrJDUam00yT4cfY0N7I++TmrIBEGTE5sTklMpUqlorsEmejtoGb/ts/SpWGzuPXSMuAcnCtFt9qcU3T1eWhWSCqwLEY4+kR17J0SLiG+WO4ximGa1wmKIEDyoMyUU/grJRlRLETZDwIZMz6QZmmB73PfVBWi315jsM0xmm4VBV5H5OJ+3rGkxHTRupCNU7GlHMxVRF66GhFyRmZe/zZVUSW5HRxKvICLQswiRZZyan4nBNJiK8l+pnJWhWJMgwrO4c8ZH4M1YUdh6n8mNQxOFHa0Xs21iAbeaGVVNQhvy654jMf2NxDqJIlZVq7cD+nOSClNmOp44/IYfwEqGPGzoZGXCuj+XUo5lCfG7K+nYuafE0mEZF5XKxrVEdq8xXbgKXeD3FMLBGEwzdGyUrKmHhEh2WfVR2KguzNhiJfI28XlqHI74GIM5QtltkLpxtXuslhn2OOQhFPxUqXCSfl0GQ7vEZaWdQHvuVGMM4A16ZiFMciGTsbXBsqrUfLK9gb4xNsrnpQxihaeVBobh19fB5DuUl5Aj4V3XDbjPd9EZdfgHcqNvHPGqalsDGHBLwLohTnLZXHSCMpVOJgrI1a7CNaMRxLeWJOxVikYmBroVMxRZIjsLbis8azCibqcehYpKIW7cmjFFOVnZ2emOMwx6YhiFd7Bkg4F4X+rGPSAACi0zHSjv/NoeAJVwJqon0YdNNjBo1MHHGtiJa2QzFFXSI9cmRHZWg38GVRHdlyS3k03pKxHalT4Y/asUNdb2JTh0k8IlYiuweTiZ2l77vYkDM/4uZsRse3BpY/RiiO1BvVPjRLycw9Esxla/KybFtBuMYflCXlNW86PCgL+bpgb+KzIL/aicjlWYqD6oM1i/R2/OqzIhETfcmIwmZc9AFlQmaJPX3TiGkrmxYSr1lRKtdiabSirIP+cHOqP9dSFwdXSaXk0gIt/Jo7VY9W5qp2DksLtvT1XXWhnEjEtAz6bzeDIrprHI4p/jmIRpRoxLUyWt4ORUeL5VScF5rhZqqaktGHi3ANisqum6PFor4WuqxojK7ylivZDq+RRuJUG42/HGgp4Fop9fWgTOWTm6ORkBnjh6C+caEP52KRrloque8odXYORSOmjRShPhyLJbkW+6KhNsizrvxcUqBlKOLHnJc6LaYjsrri88C07PIYjrhWRCvDoQjQ7bhYSq463so3+rFjYoEIaTxrSx0Rk/TkFk9ZzGPPEg2ZyN63K/pTP5to5IhuR0yXZmOMtMqYQ1Bx9AZk2hTjURZto/VZzU6KfkGl54FofOI1Uu/UN7bl5FbMlamk9RDlknFLDNdEm+Lduek81HEaRa9dk6nLKYq899hVYGOAdxD09UmxVB7xcYI9KazS2obEm0XY2IyYNlKKukYuluRXjNkgy64wyI+N/6BTTrQaJ1vtsedkf2YuxdS40orJqWItOdWfc49CR3NDmkkrD+TiKzyPIubBzr6aqtHTaEVubygn+WegjRHGZUc15h5VzuLXu7RKzzjnYph/MaKrA424lk9z61B0uZZyXlVU4mBM5aHKSW6vydVkkeEdEtpH+TM2T+yzmsxeyxOV0DE3ieydfsGGVMVn9TiTtDlyPNKx59imSiCsl4/prTJmCUkyJBvZGMl+/z5iS9RGrU/aDEptI400AJXgWjW+DYFt8sXojkVNFhk+EK7FeJW+IQqPFdkCQHMuqjz8GiBYr4KHUDw/MLDPXA3PDyxeiywjue8M1nubjXeYROxj71WnpPLe4ZUqg5PNxGp+zYxUJ6UN90hTXjk38PTf2C4N8Sy7UJKRliLVHo/Oya2YU7AllBs6FnPzKcYKtEhjZlGgZZWZkAIsUn9rr37sGevjzjopj2Iqb2Io1wbXMJUd2tnKsl4f/qwRz6PIHYfRsYqTUCvcIlV7rnE0ijkRWZvMo/ep7UYCHNSnGpn4zPsi1ZyjlZ5jNMLZXNDcOhRLqJcNWe4mrHYD5jYbwaamY7GWks2XyK9szrit2uZLowKnIrVHsUXjE3RGj29ZhTd3s6VsDricHMemr4yZ2MDwzVfUQZhLsU0Vfm+RQ1XRm6WL2RhzLqpzYI0874otfvMl6An0e7sGztWI14HS10grkuYC22LjY7jGZc0C16RIxVJcq3UqovfkQZmEa05vzPnY8JOn31ouRfF7QDaQ9ohupIPaScdGZeA+vuYnfrbagzKxOnXife3DMVFGLk5Ln7VrzygOJlZ7Fto0TDWSA7JvGjFtpJ6o1MGYci7GqkGXOhZD2fQ3zCs/L4CNOqv6KNBSQrlOxZwoRanKtRalKDkYV4FNRiVqxIuzaMQjClOOQ/LdDRBuhnMlumrPmrMSj9H7KI/0J2AaPRwgjHMgBsDl/rX0s8gDeTxMB4HG3CjGWmdjFxpxrYiWhUMxRZ03YargyqjFUsdiMFzZNPgx7KhYauORm4S/r82XQGRTEnUWCtGCwnea3HxJvEx/dkSHJgfzxjZfMVl8M5ZD2sanr3WOycyKRBTGxzaYuTJ4m7j5ajZU0Q2fJrNnioXKp14jjcSpysmYG7lYOl67mdIci8HwJYhrCYqu98je2qPPrSyuV7cn7gBU5Hg70zaIe8HElIl4J9jUtZiM6KCsleFtkvnUPkVOzhhOcnTjjAqYMTtGTFu5tApM9quUapyLup26DlmebAuVGf6QY0egU5GKmlNRdb5lHH3OddBJbTkVn2M5GsNIQu50pHr8Z8mpmbGoFUcuFixE9PjzJGivJR7BOG0L+byPLuJ47CW/ouggtKTPylEz6vho8LxyxHmxacS1MloRDkVO1c5FVWBGrsVs4/KciuG41Aax4Fee6/SqdSqWbM5i/V3zTmU4JqftmjxnR+oa8trECIxcmodFTNjcFC+uyiZLlNnXNQc2zyC3Vc1rpKVPzinGXz3SzHCtNMVH7vgSWQPgmjpGej9EPsWIvD4elKnUAW9iTkqNipyVNYTkiVGPmM+yz7nyc3gzMI2T6CjMHKvyDYkhI6aNlEl9OBeTOnp0KuZQKmKw5Ehtnf78e4hUgZaco88540psyiGeS1HSxXMp6rL0/lXIWbhg6NFlifixZ+1IdC7FohRTbUnSnzSWywpkhE05GThkWRiwqQ7V+TjEtm3EtSI6YLENUGkyoY+6F5aw73Ni5ccN1kJtjXdrLZjSsTF9mo0lMvqyZR7lLjUbGBnbLL52uu4G71cqWaOD6QDgYNiyVjJupGVMzqnYE85V4cMc0DzYbSYWbA4WOsrFzmx5MNNHvcZasJE599jRJ1kYbgPQQW7Xa60aH8OgXB1DzWcm1eDaiGkjrQID++doB74A9UHis6ZVYGG/8Ee/YCYwsYu3X15lJrC/R/0LYGEyg8VtVnpyyBgLtiPoGiM/49TaF52aPalEhRDZG424VkZLx0unRXZ0jPDoPVIxNlY2IE9O7RGxGKWOY2l8pUfEUsSPfeXY5IgnspdISmRfoiMyJrbI5RypLa6MKcgToy9sGPGYlIXlCe9LSD6KldAvyUiNA+U7GPBBXCeqfeK12HaPNBvqEd96OwI977gW46849tyJ/Jpr47hWqi8aiZiYr6Ei7yUZiTU+67hwDlnlfSGRuZNsy5SddR0RjCs55jxtL8sNnJTXlUZMG6mSaqIVcyIVa6IUZTn1+RTpGNaf+QegFWjhfVqewtae8sjDMCeidDQ6/w85VaxlSJJ04EjErjJ5LkRehCWVK1GWH7YFNVCUvInTNxrIS2ME/sgRZk1W7tHmlNwSf+pgQTEjrhXR0nEopqijs7EoD1W08mVGXsVQeZ6cWWy++nAQhkZSHRGZaiJ7jU/SEzlCpVV81o6H9VoZU5FRVBmz2aiKzrbKr8hoMth7nGBf3LzE5GdsbKIORKdPS2IfGyO0q/bE5C0xuuaaa+DYY4+Fgw8+GNavXw/33HOPynv99deDMYa8Dj74YMJjrYXLLrsMjjzySDjkkENg48aN8I1vfGPoyxgJoDdsi+vIwLXMAmKNYl0OHy/YHJWVwjXNPuToC8aVPijLdVwCwzVOAz4o0/CoLh8wxzjdNGxTiKHpMbH32Hb6AE14X0tcb45MjNNcBrC+HL2oTdwv5e6i7MBpPEYaqQeqybeYciymirVoMmVZad2lTkXSh3hLCrTIsuK5FFPFWXJkx440r2I83IGWW+05esyZOQNlh2roEOXVnjUizkLi1C38LtjYoEpzYnzsaHOnvIm5kBApuOLzKKYcg7GjybMqsDLS4LR8HIoxqtiIZW3C+tyAuY1OsJESNl+pKplcjrT5ynUWzmrzheWlnIU88iOySYtGWyibLdDk8g0Np66VMUVdbHwG0YhFq7TnywuIy2GbuewolQSf3hdWe8a6A7yy0zFJp2bXTWgG1Sb5Lf2+Pvaxj8GWLVvg8ssvh6985Stw8sknw6ZNm+DRRx9Vx6xevRoeeeQR//rnf/5n0v97v/d78P73vx+uvfZauPvuu+FHfuRHYNOmTfCDH/ygZipG6oMKsS3rwVmqINlSwDVJJ+dNvK8u0JLqx87C4CFYAvtAXg+0B2WibuGr6/SgjGOaDR+SJXMsCs5K7X0RITyKRt5nyg3wLjVWsNvrDr7DhDwF88SgkllUdmY6h8a0keaXjDGwoLy6UK5zsdaxqFWAjlV/lnRTmfSHHXMq9lGgRYtSTEX9xZyKCzARciKGf7BOn7tGOf9iPCpRcypKxB2McjVqS/5dBZOoE1BzHA5NOGpRKrYSOB5ZlKNExtgwYrFxYop+QWPlDRN3AkLGZ0SBE9HJzRiL+7R8ibMq4jLiWhnNr0MRb0Rir1qq2ITpsmx6A6aNkxWG42uiOgh/4jpjDr8hnYrCporarZsMIDgVxWhGqlNz5qnR4bayMmZCLuGZYHluPhJj+CaF24TlJTZVZINVuSjyTVbOpi1r7ko2WG6c3iXIj0Q99g0Ouetax7Xuve99L1x88cVw4YUXwgtf+EK49tpr4elPfzp86EMfUscYY2DdunX+dcQRRyCzLVx99dXwm7/5m/DKV74STjrpJLjhhhvg4Ycfhk9+8pO1s7HyaKDvm1DFgzNd1jLGNY2vFtd4JCQjgiHRh2A2ydPK0XFJfVDG7eG4w6ngQRnhEe0Px0edlRmkPShTnX4BTln2uUAv583AuKx+CT+dfMHGrHsMXP15XnBtpGVPmqOx1NmY41xMVYQujVichVOR83ct0CJRl4rPq8yk6uhzOMY2tuQdew4+ZzgRsys7JxZA7yA1rTNyASxxVi5gHgjbAUKnYNQm51wUxkhRjZLDMUXqX05fTrkCp2MsMlEttiI5KqUxfdGIa0U0vw7FXOpzE5ZUlXlsTBxceFwsh5LVhRNzktpIarxdNl8p4psqzYa+iUdIOMo8jhyTGeXN2JBgUiPztL6uZPkmrUJJ7pDUXGjXrsnP3PBJNNQRsdonXu472L17N3nt27cv0PHkk0/C9u3bYePGjb5tYWEBNm7cCNu2bVNt27NnDzzvec+Do48+Gl75ylfC1772Nd/3wAMPwM6dO4nMNWvWwPr166MyR+pAfdyo9OlYFAcuYVyLOdxycC1FsQdlCZrFgzKVMvFE6o8/eOsGUJ1xKEVEPhQ5F7N4Y/jfB97k4N1At1BjJMdINVQbxVhTIZqMn4FTMRxDf/C50XCzilIstUXSl5KpOfpyohKHJO447EemjX4uGVtKxkQcjFIUo9YeizJsKOfYs0ZYWhQCI8eua3Xn0Lzh2mOPPQbnn38+rF69Gg499FC46KKLYM+ePdExP/jBD+CSSy6BZz/72fCMZzwDzjvvPNi1axfh+dKXvgRnnHEGHHroofCsZz0LNm3aBP/v//2/YvuWvkORUxfHYkFOqsFpKB250RwA9RvCGM2J97775iY+fvCb5cWYxw4qh56P2k1z+3lGyTtshxcAHH300bBmzRr/uvLKKwMV3/72t2H//v0kwhAA4IgjjoCdO3eKZh1//PHwoQ99CD71qU/Bn/zJn8BkMoGf/dmfhW9961sAAH5cicyR5og6FC5rZfTwRzwn67+nLvb0dS2LOCclONjbGj5nP4Fs6sPuxbr2we9HKl8VNOYGXn7U9Wi0KHORZZXmPayhkmIms7Bnnkly0pUUlEnKn9H8ljgbB/izylAasa9kvufhidMMcS2Hzj//fPja174Gt99+O3z605+GO++8E9785jdHx7ztbW+DW265BW6++Wb4/Oc/Dw8//DC8+tWv9v179uyBs846C4455hi4++674Qtf+AI885nPhE2bNsFTTz1VZN8BVVe1FAjfKJf8VU0mAAsdoWhi5fJMANNoDpMp31pquzSW6bLWgumyinCdQ1JsnmC62bHGTKM0+JRJdjo+1yfyxHVG5QNMFwupQpYt8Ek1Mvz1JcjLFnQX6U3Yw99HZbs/r0rdMdlin5+z7tebvK4Z5OSoGQcAsGPHDli9erVvP+igg3qxa8OGDbBhwwb/+Wd/9mfhxBNPhP/5P/8n/PZv/3YvOkbqgWpxDSAL26rxY7FxLXZtXF8uBpRQCjeb/tw1v28K1jwJUzHF1sGCewQzAbAdbqeS6z3GBYDeMCKwoZGdRR0wRMU+QX/f19mFanCtBgddbuBrr70W1q9fD1dffTVs2rQJ7r//fnjOc54jjlm9ejXcf//9rV7223W5gT/ykY/AcccdB7/1W78FmzZtgr//+78PnI8jDUfOqTjJfMjhohT3R3bwC6AfMlplDOwXdK0CgP05+g3A/sLf8CpjYX/GH+2CsTBBfKvAwv7mevF7IpvwTGB/s8AvmAlM2CK8ykxgf8bCvAATmDCg0PSnxlEZrX1kHLNVsj2Q1VwLn7MULYCFScVCjfVoOnG7MRYWLBBdxliwGbaajEU+V1YncvvPHsiayNrfo54+aFa4lkP33Xcf3HrrrfClL30JXvziFwMAwB/8wR/AK17xCnjPe94DRx11VDDmiSeegOuuuw5uvPFGePnLXw4AAB/+8IfhxBNPhLvuugte8pKXwNe//nV47LHH4IorroCjjz4aAAAuv/xyOOmkk+Cf//mf4QUveEG2jcsvQlGi0iNjGTmoshPbi4MLjogFx7LSeaeKKmSWzMuQx55TvNGjX5F5044yez4IFjDPq9msNBsL8aPi2lihLcxvJdiXQzbjfQapx83cgpsrOzbfnC9GAoAGdqRk8fY5AjKNVq9eTV6SQ/Gwww6DVatWBWHtu3btgnXr1mXpedrTngannHIKfPOb3wQA8OO6yBypZ6o5Dt01Z3BpsZZ5wbWOGGdKojMTR6TJceag8FcG9ok8DucobkSPdZN2Zpu3FaKfiS7PY4vXVoy57XvUJ76PCBX4ybHkio0CGZd7PbHPwRyhHIeSTNEeo891Qt5SpDE38PKn0hyLOXkV1bE9H32WcinGIgNLCrT0QZIt7ohyKoKxSx7F3LyJmp1i3sSMhU3KrZgb1Ymvpa/vgudYzJHtnn3GcivG/lSMARHstDFSURddOPtX4Sk+zrwMKCc9VQlt27YNDj30UO9MBADYuHEjLCwswN133y2O2b59Ozz11FMkVdUJJ5wAxxxzjE9Vdfzxx8Ozn/1suO666+DJJ5+E73//+3DdddfBiSeeCMcee2yRjfPrUJSqV2bmg4pSaV6qAueiPF7bUEVyT2k28/GRceLmC7dJFTKl90PkUsS2JDZqOc5CQtFk9wnZ6nco86cqY2K5wZosqPI4l7Nh4mTD93TzZNF7iL+vJSaP2CCQvKmKyMTjYrKlubUgo5p03V6+gd5zKUrrT+4rkw488EA49dRTYevWrb5tMpnA1q1bSRRijPbv3w9/93d/B0ceeSQAABx33HGwbt06InP37t1w9913Z8scCeK4NktsGwrXAJYersVwQMI1rJO/V+wW9fC+4CFYGvukNVDDJe1BWaoIWPaDshyMU3CI2AcdsEjAQf4+0MPwMdsBZ0MMy3o4ljFPmh0mxo/5Yjwl15hLHTAtd+M15gaeX8IFU6RXLZU4F2O6YsVaYhWgNTl0fJqH8tM/vphjDDubuuRSlO1AuRaZU1EqxCLbF3cYcj2k3Tv5ZEel7Pxs7cOfZbmW/Kvbh+ey74VRJ1y1WbJVsiVWeMXlTdR4xHYt16KxoaPPoD78WVRmw+1Wbs5DwmeV9sj4PqkDruWkpyqhnTt3BlH4BxxwAKxdu1ZNO7Vz50448MAD4dBDDyXtOFXVM5/5TLjjjjvgT/7kT+CQQw6BZzzjGXDrrbfCX/zFX8ABB5QdYp5fh2KMUpuy0o1ZT87F3hyLuQntMzZf0aiOkuqYhVWciyIVu1R8jm2+NJLmV9lstY5PrhfieiehEzFn85fEcLz54ptKYZNWRWjDoUWHZMtB9hWn1sjYeHmbBF5x8+WOIaS+m4HuK1wIfc2rhLZs2QIf/OAH4SMf+Qjcd9998Ja3vAX27t0LF154IQAAvOENb4BLL73U819xxRXwl3/5l/CP//iP8JWvfAV+6Zd+Cf75n/8Z3vSmN03tNgbe+ta3wu/8zu/A//k//wf+7u/+Dt7whjfAUUcdBa961av6mp6R+nY49uBcjEbjzwuuEf4KXONzVIprmnyFr8+Kz35tyK2ujfUKcmf5oGwxou01GjryPoZx2jyUPzTjfDRKcd6KjQHkb7zG3MBLl/pwNOY6F2sjFnOdivLYRH8QcUc/80jFUkoWX1GcjhLx/gWYBIVWaoqzpCow50ZIik5EQ2WnnKmx+VowFjku24hG3E6rPCMesEmnoEbuJySN4RlaFoyt8qkVORuLhYPuhNT4NT6cEYe/N+H7pK5K6oJrO3bsgCeeeMK/8H4L0zve8Y4gzy9/ff3rX+//4hr6/ve/DxdddBH83M/9HNx1113wxS9+EX7iJ34CzjnnHPj+979fJGv55lDEm4qSnIjupjL1RCySsyma76kkfxPntTa0i+efKs0Pha+DX7ukr09KyW/6xbxTwtgg56LIQxcoLacV50vxgwXIzt/U8LZjEnm1uGw3HqCX7wjbTOwnetB7aGwGk7+Ix65B4RVtjI3LpULdvZK06csdV0Cvfe1r4V/+5V/gsssug507d8KLXvQiuPXWW/3G6cEHH4QFtH7967/+K1x88cWwc+dOeNazngWnnnoq/PVf/zW88IUv9Dxvf/vbYe/evfDmN78ZHn/8cXjpS18Kt95665hnapZUi2sAeWtFIs+iim2LjWuxa+N9Q+BaJpYNjqmBXmiwpmwOYpiUhXFcfwlh2xJYYKCx0zaX6dsLbEzaUyYvOj+p+RASTBnbLP983NBYVUI1uIY2XkPkBQYYcwPPO2HHXywXIqcFY5K5FleBUWVquRWlvIrOqYjzKkrjeU5FzsNzD9bkU+S5FKd2URlD5FKM8XO5sevKzZ2Y21dCkm6XR3Hq4O1Hj5dtaH7FkpyNXfMiTh2EUzDkcqZYJoCUi8AgG2Sg6zr/rLWphkXksT4ChQkdg6WQ7IBrLi1Vin79138d3vjGN0Z5nv/858O6devg0UcfJe0//OEP4bHHHlPTTq1btw6efPJJePzxx0mUIk5VdeONN8I//dM/wbZt2/ye8MYbb4RnPetZ8KlPfQpe97rXJa/B0fJ1KC4yFSe3z01qn7UppJuvzoVaRlp2VLQpXAR5y5Vqog3duFLavHkzbN68Wey74447yOerrroKrrrqqrgNxsAVV1wBV1xxRbkxI/VPNQXEenAqlukbDtfivOwaZunIy3UuZlLOgzJPQxScSZC4N0k9JOtBRxb17VystWcxnX8z0F2Da6Zw4zV0bmCX3sN9ftGLXpQlc6TFoRyn4nIkrShKX443oqvQ4bjSiBZoaeefOxNrHYQLgnOWy5pNUZYCwCtxMM45dcG1XDr88MPh8MMPT/Jt2LABHn/8cdi+fTuceuqpAADw2c9+FiaTCaxfv14cc+qpp8LTnvY02Lp1K5x33nkAAHD//ffDgw8+6B+0fe9734OFhQXiI3KfJ4WnolbGSlFzZCz3CPRyoNqjdKn3RTbEx0WPfsWoww2HfgwpX2bWsafo+P5W5t5kcTGVT3Bi46si8LUxubJm4RF1xyxrXiONxKk2xUeO3Dmn6LFngLm/hmiOxGJZ3fhSeRQ9Va5Duak8yBgr9HVZBmuiDSQZffBFrrf8mDOP7k3oHoJmgGljbuDlTbXHoFMy1bHamMwHITWb59zjzMGx48Ib4lQuxZpj1X5sRm5FfqSbU+6x5xw7eV7FXMotzsJ5c4rB0LEh/yxzNc4dRa597oJS5mivduKJJ8JZZ50FF198Mdxzzz3wxS9+ETZv3gyve93rfIXnhx56CE444QS45557AGCaD/iiiy6CLVu2wOc+9znYvn07XHjhhbBhwwZ4yUteAgAAZ555Jvzrv/4rXHLJJXDffffB1772NbjwwgvhgAMOgNNPP73IxuI18c4774Rzzz0XjjrqKDDGBJXQrLVw2WWXwZFHHgmHHHIIbNy4Eb7xjW+UqhmOSp2LufmnxKE95Z2SbKoZh8fHrklzEKZksvdmYmkie4k3JUsin5NJkM15YjJ5ZUyNNzePYszsQKbOaiZCf8EahdfrwXGL67IFOnP4JB6rbKSQDeoYzptrx0jLlpY8pgH0j2tOpjh0ieKapquv/MASlVR8jtno5eXpjT08KnpQlnJyCbxSrsQYv4hXA0ceYZxQMUMjZndsbmryJvZCEg4vA5wbcwPn01LFtdIci0M4FWU56fGpqs8xWgDbOZdiUodYmdnl/0vkHczIo6iNSRVmSdkZszuqny2Cq2CS7cwrdRzmyiyt8uzyG0oHDwzjKSL9RkBWIvG4zCRREFRkNLQMYGlm9Kd/+qdwwgknwBlnnAGveMUr4KUvfSn80R/9ke9/6qmn4P7774fvfe97vu2qq66Cf/fv/h2cd9558PM///Owbt06+MQnPuH7TzjhBLjlllvgb//2b2HDhg3wspe9DB5++GG49dZbSdR+DhU7FPfu3Qsnn3wyXHPNNWL/7/3e78H73/9+uPbaa+Huu++GH/mRH4FNmzbBD37wgyI9072BzXpVU8kmrKNjUR6jtOcks5fsiWy+ei3QotmQchpK/VhGYpOZV/UyhydkmfZDJMpN+67CJi9/ktBHxthiJ6K8EUOfxfc2g4fqrsYqPp+xuSrsS1ImVmrOR/9v32hnO7xGGoRmhWkAZbhWjW9LHddyxiEbsgu0RPEvA8dSTkU8lzUPzTKdhWk5DAutwpsb9R9dm/MxDssSH8IVXDbFPqu0y+9VnTbE4eR1Yczk8hTenHYRP52N0hil2JhExhrovTjLjDDtta99LbznPe+Byy67DF70ohfBvffeG+QGfuSRRzy/yw184oknwite8QrYvXu3mBv4V3/1V+HNb34z/PRP/zTs2bNnWeQGniWuLQj/9UG5zsVUsZZUBeiAv7DyMx2b6MdOQ2Oj0Xy0mrMV27WKzymidlCnYmkkZazas+aorCnOwguzSE5FXpgFF1BJUcn8daUFY5GzsMFR1C85CVOOQ+lPYFr5GURwMIqzT+Qv2Qgq+hzF4CcowoJlpt73TXO2V1u7di3ceOON8N3vfheeeOIJ+NCHPgTPeMYzfP+xxx4L1lo47bTTfNvBBx8M11xzDTz22GOwd+9e+MQnPhGkCDnzzDPhC1/4Ajz++OPw2GOPwdatW30EYwkV51A8++yz4eyzzxb7rLVw9dVXw2/+5m/CK1/5SgAAuOGGG+CII46AT37yk0XJHUtI21AU5Q3MTXbvdKk5jCaiDGdjYJPbmPDHD24TlUpMby21JZHMPl4wJrNAS2GeJjOxYBcEOdx2LBvrF/kgROqGL8g5JfLQxSrI+aTwOZmpHFFiyongu3LMQNsiU8uLk0wTtiu29kHYnmYz0xZwycyTxcYFcsHJi9svJqe3ZpqYn7c7vUZY33Hmfm6PNa2iAYAqgbPRcSMNQ/OIadwGTtnYthRxTbKlBNf4OluDaxpOofcqruHrMIbOhcAXLTrGMS3KE1k/tfVMtLuxC6jOEDMljBP0OKyaANiFiC0CYR0zzdMrYHNSP7+uDIzjeN6JYvo8vvWgR6AaXKs1Y8wNnEeLjWspp+KkMH9RTgEX7FSU8itqhVpKi7TsZ3xBARZTX6ClpHhHjLTiLClagAlMYMGPl/Io1hRncWO4Le4zH699juV1dH08h2FwjTj3oTDfrn+h2Sfst6ZxNi6Q9ok13hkYk5dDTqc0UsqbyMHI8URzKmog5rAhh2K8rA8XVuH1xkgf1OEBl983zRLXlgP1mkPxgQcegJ07d8LGjRt925o1a2D9+vWwbdu2PlVlUXWUR050R05kh2KTzJ9pYw5fl2Nii5V3KjOio8+cggCQf4ybjAmb1GPPgvzSo0hcdvVRKVv/Poj2KLyGGF/RcbqlTu7vreY10sxp3jDNURW2rTRcI7wzxLXc6MRYlKLAn5NHOAwqkG0pOvbMKSuqlMkr+JkmjwmL722Sp5aK8a4Wz6x+7SU2hPcXM9jijJi2pGgecK1LNGNprkU+Vhq/AHq0YigjpNRVxCIVc6k0SlHSUROFl3sseqqzX6wtyaPYSY+PFqy3n+RaZJGRJceScyIqc49KS+3qXw/vyDr+PP0neuw5h4z23rYQZoC8H5xGXCuiXqs879y5EwDAHz9wdMQRR/g+Tvv27YN9+/b5z7t37+7TJE9qJEWM+qx2udwoJ5pjHkiKUlxMKp0fC/P/yKPQxqxIk5rrVsbkPnybRQSM0TaNGeNGmj3VYBrA7HANAOJR5xKNuLb8KBdXNL5MnJxtlKBNR14WkBjhXiMjY3wnm3koR5QXBqliXUo1uDZi2uLRvOHaQhMX1yctdhVoHqVYLQfkqs7lcsIoxT5kl8jQogtLIiiHoL6iQueFaio/z6JadABtBdGOi0EjrpXRou8qrrzySlizZo1/HX300YttUhkNHc3BozIkvkLQrM47WToO8ZvcSBWA8ipJ0pFA3hb9njhvmXpVZwfiD8mqZQ+8uMUS+Q9Kmo4S3St44R9pWJo1rnXKJSwL1PuWCq7VzElOLsUyo7r111JPlQarcKfLA5NZrcmVD3bc2CVBS8XOkZYMDYlrpZGKOVGKqYIt2bpmHCQRi7jrO5dijIYoDDMUpaIU5WrL5fOE5ajvmS2lhVgc5eRRjP0ye/vZlshZPn7ZkQqpV4eiS/S4a9cu0r5r164gCaSjSy+9FJ544gn/2rFjR58mBVR8VKzrMbGhNl+SDbExTG51IntNprb5kpyKJRu1mLOwI2YWHw9j/SXHuXLy2wZHm0uuj8xpwbg+SdqkxWyxYX9WHmAb6YuN6cMJ2ZVsh9dIM6caTAOYPa4BFGJbTuGWlYJrc/CgLFpMTOKrKeASkUtkimM4r2RbYkzAz/DO4r742F6p1rmY4wQVcT5jXIG8bD6st+/5HTFtSdG84lrpEeguTsWSIi3y+AwepiImmxdn6avic+rYs+vPqZo8tSteuXkqk1VpDipEtwVTNLvwZ/EaCu1O6Y6O6QBI/NgzdzamjkLn2FlV5TmXIsece5PXh9whaMS1IurVoXjcccfBunXrYOvWrb5t9+7dcPfdd8OGDRvEMQcddBCsXr2avACgrQCZ86qkqg1YXKA+VtEv82dsvnIqZJZsvmJzwPnw59qIDom3JpqDb6xqeRrqJecU3yBFc32xf0sosVnR39sMHqSj0rYs52CsL3duhDB9VVeOTU7eAOBgrK1+jTR7qsE0gJ5wrQO+9frQbInhWnSs1leKadqDsg5Y1vuDMq3aM+dLPCiLrT1cRmpf4/d+GbKjZPt5L+UGJjalrodjVAyTYzI4jzV6/kcbSXW1SDAxYtrSot5xrWcqya+YUwk65lTMzaeYk0tRzsGomhU4yro4rnIIO/qk6LxYrkTJccfbuMza60k5UHm1Z10OdR6mnHPY3hKHYw1J1adjOiWnYZ6zUYl0BAAwNoxirHHqRXMrCv0EePPkatWfhzylPeJaGRXnUNyzZw9885vf9J8feOABuPfee2Ht2rVwzDHHwFvf+lb4nd/5Hfg3/+bfwHHHHQe/9Vu/BUcddRS86lWv6tNuStqGoqASMd4ERfNRKdUukSAnJGtcUZVMXunS8fEKmQXVMQPbfcVLZi+XW0Jo7LxVxvQUzCM0ORz4fDr7gN49OH7tM0CQV0nKs5SsnNzI9WObzYWVbO2ZghxUwjWK5P60EteelIevlclR5TG9foybRKYbz+sgT8smUOcwWKRaSSuB5hLTMEn4lolt2bgGEM+tuIRwLcgpmYtrhA/p13g0XON68dxJ+Cut2w5fNLzK5WlIwxUt15+MnUDXxNi9hCTLrbGu2nMOkfmGYdZkgYy1DUZgW+L6c/A95z6hmqTci/4+xoFbj/ow1eDaiGmD0ixxbZUxyWPBvFpyLmGnYirPolbFGaB1KpZUfw74Ghn4WnjVZ2etZmmq4jPlbXP7YT5cpZhWc8Y8tEpy9LoEG3i1Z6kv5xp4ted2jKvuTCsy+2rOkt6Ma+KVnlP5GUvmaSiaRi4Cm4ewUvWCkW8HnYzmnfg8E9+KpA2yYLgcvC+yoN88YN5Um9QX45s1jbhWRMUOxS9/+ctw+umn+89btmwBAIALLrgArr/+enj7298Oe/fuhTe/+c3w+OOPw0tf+lK49dZb4eCDD+7P6lzCf3kVzsXOjkUx+bm8actOrC9tvlK6I2Oim69ZUkpvxqaphqLJ07Wb74KNm7yp4N+Poof1841ZKWFbsJ20XX5PdAqOvVybcjZZVc7GJUK1T7BW8lOvoWlJYZqjCmwbcW1GC0hKl3PE9fmgTNOtOf3U7xGS51aKHGccu3Io9jCOPEDj71t8FHlqqRTvYvYrn/04EOTatpnIQENi+mdTbKwc10ZMG5bmDde4w7HGweicizHHoos4zHEQpvXl+Qe4UzHoN7RAS8ypqDngulAfhVNKdXBHnndQVhZmcfJjDkDngE1dQ66TcaF5CDOVaQEgbHdRgs7519VBuSB8/9y5WFtARXMqFjkbI2SNBZMEuoy+XBrY+TjiWhkVOxRPO+206FEqYwxcccUVcMUVV3QyrHeSIiMSVFw9c1aUs/kqEVdznaXRHLOmnM3XIlD2GloTzbFIVDzHAzkH1bnN1TcLp6WFOgBcuRg1OC1ZTHOUGSnmKGu9XwaVoOcWv4egXKyteEiWNX4Aap2IPd1H9ORcHBpLivZZmhNy1lSDayOmDUrzjmurjKmOWuxCWvXn3CjFpU41FZX7qjQ9FNU6QWVZ9Q7dMNoyjDLsi2ZRlbmIenTu4WB7EniPA1xmQSOuFdHS3jHMA/WYe0rmzfh1lubZqs07OSvwL9WTM50RntziLEkacnoqZQ+e3F562jWLn4mmo0T3PIHxSCN1oZ6q+mZRH7gmyi3IjTgL6kP/Cnxa3anAyRKgmRaMGWmkZUyzrp6copwiL4tJtJKzFduHrMycUwClrwrTQ8lT9cwRCPXxK1QLtXQBsAHBLypZrGI6lCUj1dLKcygWJrvPSm7fk1OxKJF+II+NS9oc6cdjczeJqUT2OJdX142aO7rXdbOWO97rY+3N1GTZUfD9dL2uRdvwFD7NiRZi0T7jcQVORRPhn21FUVv/GmmkGC0lXMvFgBJcKyliU1rxWeMp+buUeAV8bG3UZaQwIrqmqeumZJ+Tl3GdnCc1RJA9s+IiCKvU4ieZNFixsQ6kFXoZjEZMG6mScvIvcsop2FJTpEXW1U+BlpKKz5SP/p3kOBXb/rCas9Yv607v/0qqLGvyhi6Aouloi7XUOS0XlO+C92n6k/JFm9Pj3M9TcyqK7SZs9z/zkj/PGC/P5lLAW62zC424VkTz61C0k/SrKxU4F7M2X9oGrGtEh1j5UhgbdRLG5yx6faWbL12Jf5tdGTPx3QSVMQUZOTxJXQXXyjdfWTgibgBSeoT32PkpbJjoe5vkqaW2YiZqrNxcDXqvIeEqtqln3cbWv0ZaBpSDa12xbcS1tjsXrzS+gorPRuOVSKx47dbugj/2qNORNmtyk2tLbI3MlcFkifu3yjWO4qBV2uX3XGcR9gm8WQ/JMvqndhh5nivuFQLeOcG1kUZy5ByLJc7FHKei5liMVX7OoRw7U05FqtciPksrDhf+wVKno1CdWaj2nBvZGKsErenk1Z5XeZ2ML/hsRXnUDks+p8g56biu6JjEfIY68PzSas7TAiyW9MdIjTRE4wcN1otFB1Ys4r05EWdAI66V0fw6FHOozw1ZxgbMRVpkO9/oYMVhFm7YsiMVU9cp6cRj2PVGN185TsWCzVfUZo2vT8+/5vQLNriJ8cpXgJ11noTfV7D4JC7Rb5iETdEQCxnZYFUulrmbtJqNrbeJo5RV9CpzFX4PAyHbGKE4Ug6NuBbpT/w9lETfd8E1gUSnYsXf7kwelKn8TD7X5z8LskujHAumRnUK9kUMU0UMVyiGNYRH0dnH9Wg4SOQPBSMjpo3UI5U4F7tEKy4YIzoWJX5JA7ePRylq47S+IY8rc/mSQ21VxDknRjgqDsCYjhxKRk46h2SSzxI7Us67UsdhKWH9C2DDqMaIfVJfytnoeKQ/I6M4InNkhoNifTbcThnlfVQHvgGoGF9DI64V0dJ2KMaodhPWR2RHzVGxHB1iVEPHvFMlTsWeKXn02W+YpOuWNrGsL8YTkwPl0Ryio08hMZowxu+vK7Stl42VLXzffO6kOzZW6Ot1Q1Sou08yk/rXSCONuKYJLYi+7wvX5vFBmUbag7KEU1GkEnMjTrQcyn3I1EdUfVRHAd71jYvqtc3RvmXEtJVNC8J/fVGJYzEqp9DzkOtUDMcl+ns4+lxy7HkWFHPsaU5FbUzMCZlzfTxicRbHqbtSro0pZ1+svzinYhB1wftjhiT6YzQrZ2EGjbhWRsvXoYipNrIjJbZ289WFv6ZIy1LwmNccERupnnqezuxjeiv9axwjFEfqi1Y6rhXwVucmrqBOD8okynlQxmU7W2Zx2TmR9wUkR/Khh282wgc0snAoR2Px9S3m8j0L3SOmjcRoCOdijs4YlR5/lnUwmRn5FGuJHxUuGlvwhx87Ujw0aQ7EmRVjmVOHY6kvzZ9C7iXcPdZXKX/OjjNn0YhrRbQyHIojxWkpOetmuTEsjFIUaZ6mtidbesffoedonr6DkUbqk/rIJbxUaTneuC32NQ2lfxl+VZ1Ii0QsHCPzLcWd20jLmfpwKs5bReihaLGiDDWSciXOytm4kqgXR+BSpZXxp73saeU4FGuPiaXE1kRzqMeMQn5Rfk4i+xjVbkL7yqOYosJNjZybiUZzRCPoco7g1drBKVM2P0Jdjd8DY1RO7ihxTI7c0n4hiX2RjJlEcnR4jTSSRKXYNmtcy6WuuJaSV0p9ONdm5SAcKJVH7vgc3cVyE5GI5TqArqMVcrMjHrvYXIJhXXX1RSOmjZSgPiIW+zj6XKSvJ09HSXGWIWgW0X4pJ6OLtqyt9FxaPKYv8pWgoS2Us2AmpJ3kRpyBYzCn0vOi0GLaNYTuEdeKaOU4FB2V5qDKTGqvjx/IqRgwJXJOBXmkMnNO5TriSpyKOAdg7vEwqa3rZi33eJhr13JxZfyUkkVAiJ60PHUstmvGJCaxj5ki9GVhcWqelLlV8WaG02WsrX6NNFKU5hXX+izQ0qHiMzOA2ie1a3r7fFDm5Ap9nR+UKVTiVFRzA2es3aW5gfH7ofdkhumsLjbWjFcp0jfoNQrXNKS+EdNGKqEu+Ra7OhW1ys9dCrTk5HksKc6i87V/Mzl5FCXnW8ohFyu+kuPMi1VmrqGqvImJMZLTbwGNxY7DEqKOxUlxdW4ng9snRS+m8ylKbU2BllpwEKu42EhfgSwtd6IBH3RvUW7G4P0ANOJaGc2tQ9FObNaro5L8TUhiAxbdIA3hVMxJZJ+rT5MnjSvNoZUh00Q2VblygoqXpTxJPeW8VYVaSFvK2RqRYy3Z8OjvbZynliQZUXvjsmr05/EJSGRRX99IJeXbyH2NtOQpF9c6Ydu84poiP7AnYEoUg8nEtWwHaZcHZQ5r5uFBWc7cZuibVeR99Y244JCset987pTSJIZxuTKwHULV5ppTAQFv33AyYtpIHajUuZhTBTolryT6sCZSsbQ4Cx1rER/9O6ktzoKdY76ac2IzlFPtWYs4lOXJf/O5VZhlmXlORLmqdbneVUae81iUIncS5h5vzqnCHHM2lhyjNlIhFe8sLLini/Fq8kU52SqHoxHXimhuHYq51OsmLIdqozqEKI1mQP0PMHW9qSiU2sqYXTZfKYptqobM9eidjrQ57dQrWLDFjQOf54SQ2IZliOnhG6waHbljgrmPf/ZjNPnC5jAXowaL5rAwdWiXvlYuRq1Y6gXbShyLMTE1uCbx5lAOrsWoNvq+FNcSNPMHZZodkfUxpru3yPuUvlwi30lHWQJJD8A6FRvLcPr1it0S3gU2DLRLq8G1EdNGEqjvIi6l8nILtNRUfC6JUow5FUsoHZHonGplkRbxys6Wfaa8PuIxoTN2zLk2AtIfVS6Y0y7HmBeY01dyNnbVPeQxa/HPIRaVmBSod80dJIy4VkRL3qHIaa43XyVUm08xRQVRioNUxhzQex9svqLXWqlEcTyGfGlR3Sphus1qvYxi6mRv/HNXKo4qydjsDUHjkeeRaqkztqWob1zr4lRMUV8Pl7r8XfX1N9nXtcwo8r54bOlDujmgaEqSkjEVPIPQwHpHTBupTyqNVpwF5R59nmeaVeXkrvpSkZPZcpj+ErldnLizok6FXGZ1fdIRa0RzEYmo0IhrZbTsHIqOOh+HXqq0nKp+9nUErIZW6u9npJFGGmmGNPiDsnmgxcQyWERHVldaqnaPNNJIc099FV1ZCVRytHmkkUZaebRsHYoAHSI6eojm0McVLMp9RXPEqCTpfe+6Zx8dEjw96C3KRJEv8hba4KLLB/o5YJvxxjOaCkOK8uvNHqGxz6NhMZqF/Kq8HAPbNdKSoRWJa10elC3xyPtFocj1lDyBn2VxlaF0icXGYtR30IgWwjFPP7kqXFtso0ead+orSrE0l2LusecciuVS5HkUZ7khjx0jzq2kHEQAzigCsrTwyywqL5eSMTbI+xiLOKyNRpwWYpHHiu0z8LHXRCWSMdr7vmnEtSJa1g5FR1V5qHKOPyeS2RdRJn/vlTEl/hzKyTdVQNlJ7GcZuVKZxB4T33yVYoJc6bNMhqS73A5df5FzUeCtOV4mkXZN2QXMZgEEVc5Eu/wcFiN1phHXImPm+UFZLFpRaMtJ5aHmWlRsKan0nKJecgMLvCJeWVpsTJRvByw2JukTqCrFh3RdeLyCk8k89/OMayMtC1oA41/9y847/tzFqSjyZ1Z8LreD8+fZQ4qBZBRmmSXFohc1p582JnYNOQ7ELk7OWR8JL6XU9xstqqx0qmM6/ClbIwBT7lgip96GXmjEtSJaEQ5FTFUbsBjVVMjsmMherIwZRL11qIyp6Sr9Q0lVxdSV5smNbcxyNlbKBq04ib2mMzY26UAt1I1oFlEbnjo4A6tt0zZXAADW5BdvWYx1v6Ygi3uNNJJCyxbXSihwYmX+0eBxQxVmSenu2+GpYWjpQzIeeZ9hZtW67p2Igp4h1ula56I0Liantq8PmiW+jZg2UkPYuchf3eTmORVTlZ/FcYptOU5FSWKpU1Hry40UlGiV4nSUecM/Rl8JOqPSc5FdbAHVHH5d8yimqj73pacPKi3WIkUWOv5OeRUj8oNCLGKxFl1mzDm46I5DjUZcK6IV51B0VLQBS0V1pKopFxmWt/kqphL7cnn7qPbc1blYQpW6ktEcCbm5R8SCyItKJ+Kika2IyExszpLHrvsgjmYDzuUsi7Jcc801cOyxx8LBBx8M69evh3vuuUfl/eAHPwgve9nL4FnPehY861nPgo0bNwb8b3zjG8EYQ15nnXVWsV0rmgbOcbvscC31oKwkfQTi7e3Yc58PynL4+UOwmMy+nIoCietR11Qei4VhsQdUqXEV1Am3csdKOzSL+nrewY3J60fKoa7Oxb6iFfumlEWxY88A+VGKfVAqCq+6ejLzpKQqPXNK90/lxexbiDhBCV+qsrKXY72+BXREWWvPkZ2imLOwKxVHKXZWqHf1AUFYxhBOyRHXymh+HYpusyO9elUz/Jevbl465J2qSmRfckRM5Rtug5mM5siQIx8Rnu0f+NwsKI0d+LiU/t72u6GbkylIUcph2TtG1YbQF/6mPvaxj8GWLVvg8ssvh//f3tnHSFWdf/x7Z3B3oXQXEdllEWS1pkgFQSgUNfWXsBHUpFJtI4ZWpAajQgql8Y3KS0MtYFvjS40EG6ymIK1Jay1psHQVG9sVBIuKIr5hodZZVIILoqBzz+8Pdu7euXPf77nv308y2dk7557zPHdmznfOc895zosvvohzzz0XU6dOxYEDB0zLb9myBVdffTWeeeYZdHZ2YtiwYbj44ovx3nvvVZWbNm0a3n//fe3x2GOP+b4UuSUCbUuNrrmtM0pk3Cjz1a6LIGEAQpl571S3ZfnwfYwiN7Crpc0O9bmeUW9TX+wTPCLQtAq8UZYNwlge7a5db7MUk0qUy56jyo1ohp9lzv7acQ5Yuq2j93+fwVkX72HB4ePqKW+iW6L6iljmSxS9gcMobIlQ17JAcgOKdmRpJ+MUkIhBnhNBZ1eEcI4nkmhTUBJuXpa5++67MWfOHMyePRujRo3C6tWr0a9fP6xdu9a0/Lp163DTTTdh7NixGDlyJH7zm99AVVV0dHRUlauvr0dLS4v2OPnkk6Nwh2SVsGff5/G3Qg5dJvmAN8qyRVxBRSvSFlRMInEGH0mKsU0AGZkVJADpDCgCUmd1eFoiZkeYy8NMizmUc7JXRkDKajaHF9yeF0UAzWMbtjd74gio6Wcf+iSsHZw9L18O6oMZcQc5A85Q7O7urnocO3asponjx49jx44daG9v144VCgW0t7ejs7PTlZlHjx7F559/joEDB1Yd37JlCwYPHoyvfvWruPHGG/HRRx8FuBikBupaeO3bIXvmvaM2x90RSboh5bUKY3kJJgTWugQTdKOxyIhoJgdvlGUPP0FFrxusBDnf7eYsXpc9+/HAmH/QsbzkH7x2m6+4wWpZc9xByDDyKHrJiRg1lkufa3b4clNZUGskEJYNnKHoifQGFPVIGIRJG3xZnSY8JrKXhd9rYrgenjdnsVoe5oAS8rIvSyyX70m0w6Qqr7tBmuquhCCiZXvG4KKPNlzb5VTO6vrZBQ/9XpOwPn4BA4rDhg1DU1OT9lixYkVNEx9++CHK5TKam5urjjc3N6NUKrky89Zbb0Vra2tVUHLatGl49NFH0dHRgVWrVuHZZ5/FJZdcgnK5HOCCEEvSrms+iepGWU07VZol70ZZ6Kk8JAcv3eYGNsV2tqj36vSEvtmYmRbL0i443DST4Y+ZvR5/X/hvO/yBF2+UZRc/eRWdgoJOG7R4astHPUHattuYxe9uz2bBRefNWpy/o3EHAyvLiv3kTfQT5KvOl6haHBeW53hp143NZkuYK8c8fQRtN4HxUo/1SzV5DpM+K5EBRU/0idsA6egHG4q3eGll8KU4JScQqnXdlR/UTnU4GlOJEunqUVWgUDAUE1Cqygj7tu1eN/rlVJcfhOj1Sf/crqxZOTPbesopQkAoyomlX8a3yVjGAkWYdH7AiR/oirPtTvVb+uCWHjtctSMJ4zWxvEZmVK6b1f8+bfBTX+Xtq7ZHARThzSc/qPAnlD3d2v79+9HY2Kgdrq+vl2KWnpUrV2LDhg3YsmULGhoatOMzZszQno8ePRpjxozBmWeeiS1btmDKlCnS7SA60qhrJnpl3pe70DUnW93qmsEPx3Zq6tLZ76H/VlQBUbDQMjstcdJIfRt2WmBRjxf9MJZ1e25Nn+qlrw67P7bCzEYnuw2vm9ruU/cCE3a7fnStp0vr7u6uOlxfX2+qa3Y3yl5//XVXTVrdKLviiivQ1taGt99+G4sWLcIll1yCzs5OFItO22kQmVSCiqrLCHsBBahOm3koCsomg3yrc4tQUHYTSHNRzth2EYDV7deiApR11RXQm72iCIGyzy+w2bkFRYUqCoZyKsou5hiduGpOwVwVZWFdpqgIlIVSU5fRhsr/5vb6uya9dQqoLsXFrH23BDkX6BmvOJVRBERit0o2YOeQG2ejJICu5ZHsBRT1+ByECVW4G3zZ1Wsx2LAcwJgNvkzrdVHO2LbdQNE40LArGyYeBk5SMQs6+qFiv4v6vAbmtIFbJYioAgH0qcde9HaUXp+b/O924OeqXFyDrgjwuwtY5ZzGxsaqgKIZgwYNQrFYRFdXV9Xxrq4utLS02J77y1/+EitXrsTf//53jBkzxrbsGWecgUGDBuGtt95iQDFKwtY1uzq96pppG+6Cim7adU3YuuZFv6LUOqu2HK6nbT/t5eaQD18dA5XaTcGesYcCy+dSEIACL4HXAEFQk2t5wh+lZgaJVM0NiB9dq5QfNmxY1fGlS5di2bJlskzT4I2y9OAlsOgmqCiDgqJANXzGjUFFfRAwiZgF4fwH5pzPq5TxGlTzEuyzrQcCqs5GT0FEw7kyqMwu1NsQpJ2C4n8RXWWujnNBEwGpBP60vzYiox9Duq0/IQTRtTySjSXPbvC4pEuoIpKdMhNB0C+AjOVhTrhd3mUkgLpLycNnLOv18si8nLLqku2TyflSl2a5rSuKr3vAJc9uqKurw/jx46vyRFXyRk2ePNnyvLvuugvLly/Hpk2bMGHCBMd2/vvf/+Kjjz7CkCFDXNtGJOND12TXaYvMdB5G2+3sjPNHndu2TZeKmxyrLJ2ulLdxO/CPWUnXzWsqD0eEv3oUIULp1x3tcNA4qbtBe6wnFAJo2v79+/Hxxx9rj9tvv920CRk3yv72t795ulFG0oHfnIpR7Phst/TZ2HoxIXEVs92J3SxtDppjMSziXpZthtcl2H5zMCoKPO3sHMe8Hlfo5z1FZSOXPHsiPwFFQO5AKe/k+EtDEgo/khoLFy7EQw89hEceeQS7d+/GjTfeiE8++QSzZ88GAFxzzTVVA7dVq1Zh8eLFWLt2LUaMGIFSqYRSqYQjR44AAI4cOYKbb74Zzz//PN599110dHTg8ssvx1e+8hVMnTo1Fh9JD2EEFUm6yKIeS3YprM3GZON53JgCn+yozLqvPKzSePBGWf6QtQu0fVAvX8PgCqZBQ48BQdmbvrhFy5uY9s4vryQ1aEkCke0lz1HgYymV57xNRgzLwzzX53P5WKB8U2Fi0k7Nsik7W2Qve5aBYemT71yJIb8HicpxhUTPnj+BKvxN1/EYBLrqqqvwwQcfYMmSJSiVShg7diw2bdqk5Z/at28fCro+5MEHH8Tx48fxne98p6qeyvKzYrGIl19+GY888ggOHTqE1tZWXHzxxVi+fHkoeRxJzMSha7KJK41GggmagzasnL12aTwS1ae7vE65w4+u+bixsXDhQsyaNQsTJkzAxIkTcc8999TcKBs6dKi2WdmqVauwZMkSrF+/XrtRBgD9+/dH//79ceTIEfz0pz/FlVdeiZaWFrz99tu45ZZbeKMshche+uw2lyLJDrKWWrsl9tyHiujJKS/fBqEIKEHrdZFTUdRmA5FHRLqWFfIXUPQ4UHKVd8oKm0T2poMvt0ns3bbtd3MWP+Uk1qMlsLci7IGihAT2Ms/1TMyDHte+hmWnicKY5tWK4zr5nRLv45x58+Zh3rx5pq9t2bKl6v93333Xtq6+ffviqaee8mwDiYgs6FoSbpRVbbqis0d/XGa+xMrrsjUtzptkKdhsLFCexZqbfQkKeOoJdaRlbMuHrvnQNN4oyx9eN2qxwmpzFk+2mORRrCkDb5mW3JbX5yysbGpy4vzeHHxBNm8JCyub9D5Ul7feHMaPf2HkQowLpwBkweKaujk3aPnqk+F/5nyQc2UTka5lhfwFFAE4bqhSU9xh8CUz4bvPoKLnXTFtK3NZ1uvgqzLQ8DI4s51ZGCzY6XoWo1U7+uTwHs0w3wHSf31xBxEBf0E7xx1ATc7XzpHkc7QDQr85NvIrUsQladM1F9ToWpZvlBmxm3kfIGDoa5ZiBJuNxYXf4KIb3Yhrp+fo2/Wja/40jTfKkkdRKaBooxXliNJNOc1S9Lrjs2kbhqCi2UxGuyCh3U7PtXb5TwPvZbad252gLc932NXZDqtdo/3OFqwEEN3aFPWsRFMbTIKeXu2qBAClxONMKtE2cdHGXh4HTom982ZHdLqWBZKbPCKKZJceRM4x75RdXRbnCi/+GMv6SXYvIYm9J5vtK5JTj5t6VZvXwsB4mf02G9BcbXKCELrnsHku7/rIrUtaVbWY1K2/JtK1wW+S3xzf9coUUby/adE1GT57Gai6Lau3y2rDMTPbg/pTOd/Lkhm7Nmt0SOZnzOF/H0jJmy88Pjezw4svbq6DU31WGmSnTV7bMNQhfVhHTSM2VAKOdkFHJ9zmU5SZE1Hm5izV9dq8FkKTQXINmp3rZ/OV3ryH6d3LQL8xSlH33O+GKVZ1yyybCpLqD3XNE8kNKFoh+40TqrdBiVNdMvC5M6a0YJ+RsHMCVOz2Y7/q49wg7YSEr/7UKRjmFyGpf/cy6JQeuEvonTBV+H+QbJN1XTOt2+CrifY56lrcN8psdma2adB/ew54vZnjWD6MQKRM9wNqnbS6oiKJNlLTiEuCBBZlbdISNXabwgBpHIjXYtxJ2evOyk7lvWzEUpDUSRYgtMChfhMbff3GzW2CBvvMzg/7U+9lF2hvFYdTrWn9YbRFXfNEFvqxyEjd7phR2Gs1myOtSMyXIHOWXh5J6k0rQrJE6nQtybDP9wQ10gGry8PLRnKKm6Bi1Ds3hzWTMQ7SPIPQbRDTyUezHbCzQGiBQz9k5ytDekh/DkUX+QUzi8+8VL3nCzl5pMwI433J83sdI6lMfWGFQLxC5nfmWEQ5iEhCyGJfF1SviFwk6H+km42R5OJH16hpuaaoFCLLregG2btEJxU/G5skcbMXPV7yPYZqR4QbwMS+Q3RE6PcWEwqgIMIBKXXNE/F/A2UgY5mYyw+B79kcMvIoRonxeujs92yzj+XISkJmzci8oWM6G8Pop4/Pg1ZvGJcsGW+DNTbLs5N0M06DORSJW/Kqa04z3Z1sdetLVBojZQm7TR2ylyxXNNiH2ZH1uWH0hyZVuvXHVTmbMtKum1M9Yb0/1DSSEpyWH6eFqhx+ui92kHyJSSSqGZOVdmTmJ/Rbl4yZhFZ1BPr429kl8bq5qimKrzF1zRPZCChWCPqGyhh8yUpiL2v5cE3AykO+qTAi7REGCm2XU9Xk7vJYuZMbYWlgT7vajPwo+y6b4J3n8wIM3qza8HLcqEVu7JMCcygSr2RJ12Th9/tg40eVvVapPMLO1au1KZzriPtGuFv3AgQofbUnAatNUWyJSkMsMB1fRTWTg5pGfOA3n2LQXIpWQUWzpdJmy5kLJuc7LXs2tmm3MYtlHR47Fdmbd7hZUmy3YYvVUmI/m7zIJIxNTox1ysrr6Aanb4dlwNJw3FVgU5LE2EqVo0NybKiBuuaJbAUU9YQ8+Aq9DqA2qOgi8JjYGY9mONiq2A2q7I4Fmc3hUC41uxdHQRz2y2jTro6wfeIMRRKEtOua2Y0yGTfU/NoW5MefrJn3sr7bfnTPi/+yxnxe3E1QtydD++PS/NDbpaaRAIQRVIx7t2dZrRvr0QcVrWYpmmG6W7PLjVC81ptEzIKhQQOJsnd6NmK6QYsxUGnz0fQy09H2E+7FN9vAYHU9gYKIUUBd80R2A4pAqG+u7CViiSFnXwZZAUJPWuK1SVFpI5z3Rm+7vg1bn8L8mJjUnfrgawUBnyIVt+EkMaT9R4uP2feBbpRlbOZ9JNhcby86lKl+O2ltJ+na+tK1uI0mScLPbMUgQcUkL30uGkzzOlB3CvIFCQJ63b057LorvkS1kYqbwGHN7ETJO0GnmVSlfaSueSLbAUW/5CmpZtYGQnHjZ+Dr9T2Q8JZ51bPIcjwRQsLBha5l9kYZySTVN8PCb8MVQezg14iQWIl6h+gsImsJc5iBtzTvZp1Z0hRsJDWkf5fnpCJUwMc0fud6hWNWVSEElATffSMkt/idXZbmGWmEkEShiJTNFHBCoHcwon+eERL/fvnRNWoaIbmkCBXlnARuC4qAmujOm1hCXfNEPr7RvgbwIc7mMKsrzA9hGmaPOPmf4y9pKuDb4w5V9f8gRE8c6Tw8zt53rWth9+8J0g/TPIp2GGz3lPoigm5DeioOh+q0SSu2y7LlmWNKcj5OzkRhKzWNSMJPPsU4MNuYxYk4llm7neWX5FyIZrMJ/S5x9jPrsRjjEuU8L4+OnYTp2sGDBzFz5kw0NjZiwIABuO6663DkyBHbc9asWYP/+7//Q2NjIxRFwaFDh6TUa0Y6em4ZhBRUzARBA476axv2j8QoB4YWbXnLIRVgMAhIHQzI0iVjPUGXT5ueL/NtdltXFHcR/Sb5TVBAhCQIz/1JejWtJjhpp1tx3kQLEkS1O9dNvUH7CVmXzXj9A9rVG0T0eKIIL/ewVzts/4cLHXWrT3G4S00jCSXOJcxeWq7ZfCWi2KPvwJyHu1VWwco4A3VxUICoCRB62TjFChl1WFducyzr71/CdG3mzJl49dVXsXnzZmzcuBH/+Mc/cP3119uec/ToUUybNg2LFi2SWq8Z+Vry7GK5sOcqVQHFbpslM1RhvzWTY6MGP1QVKHiQLr/LsXV2u1pWHcL1drLL2LYiBISinJipkaLwec0SJ5/LuEJfKuXTrqCY+lXpx5O8uoBLnolsvPazLvp/X7qWNILqbJpw+xmwKKfppBNh6aiJjmg2ydIYcaKaIHro9joF0l0P/iqiR/bi/phzaRiRSFEpoOzy5lcBCtQIouhFKCgb2ikoClTd59isTJIoQqAcYWdRVFSURXwDryDtFxQVaoy2h42iCAhZg0MF1jey9KlIvJ4bNwnStd27d2PTpk144YUXMGHCBADA/fffj0svvRS//OUv0draanreggULAABbtmyRWq8Z2f22WBHpDDcbQTSZQWG6PCwry0K8XPeIf2jWzGCwat9h1kvWb9a4JiXXIZYxmCr8PwixIgm6JnOmO5AN7cth0CTzOph1//xATSOSiWLpc9J2ek7ygDzKJdFhbZgS5g7VcRDqzEQSSNe6u7urHseOHQtkSmdnJwYMGKAF/QCgvb0dhUIBW7duTUS9Se6/SBJI8RI5kk+sllBTewlJCGEECyVoVdVNvShSeYQUcJS1zDfqPjOy8V4O9CDr/hFSoRD7FF1/FOM2ICcUMnAXKLJPOIVDCsOGDUNTU5P2WLFiRaD6SqUSBg8eXHWsT58+GDhwIEqlUiLqzdeS5xzBnZ4JSR5CqBA+Ah9+ziEkCVCLCMk2fnSNmkYIISSpBNG1/fv3o7GxUTteX19vWv62227DqlWrbOvcvXu3JxviggFFJ/zmG5R1flgk1S43RJWbUSYR5hoMPW+iLGLKvxgrwudSrxwunSQhElb/n8a8hUmwOY2aFiZp0oak5jeOEj+6Rk0jCaWAAlRJy24LQEgLeJNH3DkT00RBEVANAmB2LCgnlkUr2epuoxLPALrW2NhYFVC04sc//jGuvfZa2zJnnHEGWlpacODAgarjX3zxBQ4ePIiWlhZvNuqQWW8+A4oJ/vHuezaH141Z4kTWAC7o+xjn58BuEJLgz6ctUpLeV59vufmKzMsT5eBVCPhKwpWpXwMkFKLsN9J8Qyooae2fg5BHn2WQpsBoEPzoGjWNOOBlcxY77AKERUVBOYefRbMNWirHilBRdpER7cRVjf53QMXOtG+cEkYA0QuKElM37Gcjljg2b4lA10499VSceuqpjuUmT56MQ4cOYceOHRg/fjwA4Omnn4aqqpg0aZI3G0OqN73fxKB42iTEXtBE1pJLB92FVp9vKgNCbZlSonI8Az6mkjRedlX1/yDECYm6JhPTDcfcYPjcO9bj1idZvsfU9wfKkRiWzWnsj3tg2qiAUNNIzMjOo1jI8fA4r4S1GUyiCUv8ZHwd3dQRZjw2Qbp29tlnY9q0aZgzZw62bduGf/7zn5g3bx5mzJih7cT83nvvYeTIkdi2bZt2XqlUws6dO/HWW28BAF555RXs3LkTBw8edF2vW9hjpgEZH9AQgp6eB4lJD7zFrCWZHNRk0acgCOH/QUiEZO5GWdx4/Q6bXf8Q+wFZG7loOH1+REjteiXqjWeiaM+kjVDbpaYRQjyQy+BdyNjt+swdoX2QMF1bt24dRo4ciSlTpuDSSy/FhRdeiDVr1mivf/7559izZw+OHj2qHVu9ejXGjRuHOXPmAAC++c1vYty4cXjyySdd1+uWfC55DgGhCihx52FKIw5LqRRVQOT0unpJE6EIAZHGJWl5WRJGCCEkO1C7CEkNMvMi2lGEgnLIdyn0y5WLikA5M8lYSWKIY4kxsWXgwIFYv3695esjRoyomei1bNkyLFu2LFC9bmFAkRBCIkKoKoTCXZ4JIYRkAz+6Rk0jbpCVR5GQtBN3zsW8QV3zBgOKhBASFdyUhRAiCxVMXEPih5uyEOKLIoBy3EYQQmqhrnkitJ+iDzzwAEaMGIGGhgZMmjSpKkkkIYTkElX4f5BYyaOmhZpHkZsypJZQ8h6yi4sGn/e0bKGmpZY86hohhDhCXfNEKAHF3//+91i4cCGWLl2KF198Eeeeey6mTp2KAwcOhNGcfxK6IyYJiZjewtiTzhNvhJ68XvXx4GcoTlKjacQafodI2knqcjdfusbvY9xQ19IDJ6IDBR/pgoo+ziExkiSJo655IpQ+6u6778acOXMwe/ZsjBo1CqtXr0a/fv2wdu3aMJpLPlkKRsqKvuc4ih87vPS9RHwthCp8P0h8pErT8nSjLEnfiyTZQkiEUNPSSap0LQEUExXtqKWQwB/3XgN6DACSpEBd84b0gOLx48exY8cOtLe39zZSKKC9vR2dnZ015Y8dO4bu7u6qB4mBHH8J8ooSxtInkhi8LmV6/PHHMXLkSDQ0NGD06NH461//WvW6EAJLlizBkCFD0LdvX7S3t+PNN98M04VE4FXTAOoaiR/OjCdZhLomhzTpWlHJzvy8opLsoCQhgeFHPJdI76U//PBDlMtlNDc3Vx1vbm5GqVSqKb9ixQo0NTVpj2HDhsk2iRBCvBPGeNzXcmfV80wyr0uZ/vWvf+Hqq6/Gddddh3//+9+YPn06pk+fjl27dmll7rrrLtx3331YvXo1tm7dii996UuYOnUqPvvss0CXJOl41TSAukYIyRERaBpAXZMJdY1kEc5wJNKISNeyQuy3fW6//XZ8/PHH2mP//v1xm0QIIaEQ1ZJnr0uZ7r33XkybNg0333wzzj77bCxfvhznnXcefv3rX5+wWwjcc889uOOOO3D55ZdjzJgxePTRR/G///0PTzzxRNDLkjmoa4SQvBDV0jDqWrxQ1wgheYFLnr3RR3aFgwYNQrFYRFdXV9Xxrq4utLS01JSvr69HfX299r/oWabzBT6PaDmml7m59vFXxTZhtsm5FuVNjwrj+SalDGUUY5ma9gx1qrrX9dPya5YbKLpiFufAqi6TMopiW04Im9crf23KCP0x4VCm8plTDK9XyhcM5Y3lFF39ussmFEUrqz9Xe0sKuvN1FZ+oD7ryunMLVUUNbcDw3FC//q/S45+remqfV/mh9L5WdY0U3TU0lNefU1V35f+C7rixDsVQX9VrotZPY901r4mqNtVjJ2YpCEnLB78Qx3zdwfoCnwNAzRIjY/8J9C5luv3227VjTkuZOjs7sXDhwqpjU6dO1QZVe/fuRalUqloe1dTUhEmTJqGzsxMzZszw7FNa8KppQF50zeK8JOmaanjNUtdC0jSL50KYvG6mg250TVQfr9JORdfxVpmp1GiaVt5M0/T1FmrLGvVQr2t6TTPVH8P5el0z1Uql2iajlmhl4KUeE22wfK7U+mnQMH3dVTptqM94PRw1DQAKorYdE40100FN1z6LX9e8aBpAXZONTF3rPhL+rJyyi8+X6iCuqsXOjGWL74FZ+bKhDbPvkLGMsRZje2WLsmVD1fp/y7oOvazrLNSe4/rXVd3rVcd7nutjIGXt/Mq5ovY13TEBYbBF9NQtqo5VyuiPq1A121WdbpdFAeWe/yu2V/4XPZ2YVp8o6J4r2vlqlf+9/5dFoarOynNVZ0fvsYL2fpSFAlX02qRdO1gcF0pV3VoZ9B4X4sRrwuQ8IWrrETjx20FfXggFquj9TVFWC1VloZ2DnofSm2a78rynTu1w5XeTAERFWHRlexzR6kAlfZZetASg6OrRl1c0A9GbeksoleEXoOp+rqioOl4xUlF7BU8R8sdqQDBdyyPSA4p1dXUYP348Ojo6MH36dACAqqro6OjAvHnzHM8/fPgwAOA5/NWhpCS8fPacyuZ3pishmebw4cNoamryfX5dXR1aWlrwXMl/v9a/f/+aJUZLly7FsmXLqo7ZLWV6/fXXTesulUq2S58qf70sj8oKQTUNoK4RQpJH3LrmVtMA6ppsZOra6ee9G5KVhBDinqCaBgTXtZaWFtTV1QWyIY1IDygCwMKFCzFr1ixMmDABEydOxD333INPPvkEs2fPdjy3tbUV+/fvhxACw4cPx/79+9HY2BiGmYmgu7sbw4YNy7yfQH58pZ/ZQQiBw4cPo7W1NVA9DQ0N2Lt3L44fPx7IlqrZU4DpTA4inyCaBpzQtddeew2jRo3K9PelQh76BiA/fgL58TUPfiZF16hp8UJdc08e+oUKefE1L34C2fdVlqYBwXWtrq4ODQ0Nge1IG6EEFK+66ip88MEHWLJkCUqlEsaOHYtNmzbV3AU0o1Ao4LTTTtOWQTQ2Nmbyw28kL34C+fGVfmaDoHe7KjQ0NEQiMn6WMrW0tNiWr/zt6urCkCFDqsqMHTtWovXJJIimASd0bejQoQCy/33Rkxdf8+InkB9fs+4ndY26Rl3zTl78BPLja178BLLtqyxNA6LTtSwR2qYs8+bNw3/+8x8cO3YMW7duxaRJk8JqihBCSA/6pUwVKkuZJk+ebHrO5MmTq8oDwObNm7XybW1taGlpqSrT3d2NrVu3WtaZNahphBASD9S1cKCuEUIICUooMxQJIYTEh9NSpmuuuQZDhw7FihUrAADz58/HRRddhF/96le47LLLsGHDBmzfvh1r1qwBcGKjigULFuBnP/sZzjrrLLS1tWHx4sVobW3V8i8RQgghYUFdI4QQQpJHYgOK9fX1WLp0aebzqeTFTyA/vtJPEjdOS5n27duHQqF3gvr555+P9evX44477sCiRYtw1lln4YknnsA555yjlbnlllvwySef4Prrr8ehQ4dw4YUXYtOmTVwW4JI8fV/y4mte/ATy42te/Ewj1LXkkZfvS178BPLja178BPLlK4kHRcjcY5sQQgghhBBCCCGEEJJpQsuhSAghhBBCCCGEEEIIyR4MKBJCCCGEEEIIIYQQQlzDgCIhhBBCCCGEEEIIIcQ1DCgSQgghhBBCCCGEEEJck8iA4gMPPIARI0agoaEBkyZNwrZt2+I2KRArVqzA17/+dXz5y1/G4MGDMX36dOzZs6eqzGeffYa5c+filFNOQf/+/XHllVeiq6srJovlsHLlSiiKggULFmjHsuTne++9h+9973s45ZRT0LdvX4wePRrbt2/XXhdCYMmSJRgyZAj69u2L9vZ2vPnmmzFa7J1yuYzFixejra0Nffv2xZlnnonly5dDv5dTFvwkJGyoa+nu7ytQ19Lf31PXCJEDdS3d/X2FLOtaHjQNoK6RmBEJY8OGDaKurk6sXbtWvPrqq2LOnDliwIABoqurK27TfDN16lTx8MMPi127domdO3eKSy+9VAwfPlwcOXJEK3PDDTeIYcOGiY6ODrF9+3bxjW98Q5x//vkxWh2Mbdu2iREjRogxY8aI+fPna8ez4ufBgwfF6aefLq699lqxdetW8c4774innnpKvPXWW1qZlStXiqamJvHEE0+Il156SXzrW98SbW1t4tNPP43Rcm/ceeed4pRTThEbN24Ue/fuFY8//rjo37+/uPfee7UyWfCTkDChrqW7v69AXctGf09dIyQ41LV09/cVsqxredE0IahrJF4SF1CcOHGimDt3rvZ/uVwWra2tYsWKFTFaJZcDBw4IAOLZZ58VQghx6NAhcdJJJ4nHH39cK7N7924BQHR2dsZlpm8OHz4szjrrLLF582Zx0UUXaQKVJT9vvfVWceGFF1q+rqqqaGlpEb/4xS+0Y4cOHRL19fXisccei8JEKVx22WXiBz/4QdWxK664QsycOVMIkR0/CQkT6toJ0trfC0FdEyI7/T11jZDgUNdOkNb+Xojs61peNE0I6hqJl0QteT5+/Dh27NiB9vZ27VihUEB7ezs6OztjtEwuH3/8MQBg4MCBAIAdO3bg888/r/J75MiRGD58eCr9njt3Li677LIqf4Bs+fnkk09iwoQJ+O53v4vBgwdj3LhxeOihh7TX9+7di1KpVOVrU1MTJk2alCpfzz//fHR0dOCNN94AALz00kt47rnncMkllwDIjp+EhAV1Lf39PUBdA7LT31PXCAkGdS39/T2QfV3Li6YB1DUSL33iNkDPhx9+iHK5jObm5qrjzc3NeP3112OySi6qqmLBggW44IILcM455wAASqUS6urqMGDAgKqyzc3NKJVKMVjpnw0bNuDFF1/ECy+8UPNalvx855138OCDD2LhwoVYtGgRXnjhBfzwhz9EXV0dZs2apflj9llOk6+33XYburu7MXLkSBSLRZTLZdx5552YOXMmAGTGT0LCgro2oKpsGvsG6hp1rfJ/mvwkJCyoawOqyqaxb8iDruVF0wDqGomXRAUU88DcuXOxa9cuPPfcc3GbIp39+/dj/vz52Lx5MxoaGuI2J1RUVcWECRPw85//HAAwbtw47Nq1C6tXr8asWbNitk4ef/jDH7Bu3TqsX78eX/va17Bz504sWLAAra2tmfKTEOIf6lo2oK5R1wghJ6CupZ+8aBpAXSPxkqglz4MGDUKxWKzZRaqrqwstLS0xWSWPefPmYePGjXjmmWdw2mmnacdbWlpw/PhxHDp0qKp82vzesWMHDhw4gPPOOw99+vRBnz598Oyzz+K+++5Dnz590NzcnAk/AWDIkCEYNWpU1bGzzz4b+/btAwDNn7R/lm+++WbcdtttmDFjBkaPHo3vf//7+NGPfoQVK1YAyI6fhIQFde1QVfm0+U1do65VSJufhIQFde1QVfm0+Z0XXcuLpgHUNRIviQoo1tXVYfz48ejo6NCOqaqKjo4OTJ48OUbLgiGEwLx58/CnP/0JTz/9NNra2qpeHz9+PE466aQqv/fs2YN9+/alyu8pU6bglVdewc6dO7XHhAkTMHPmTO15FvwEgAsuuAB79uypOvbGG2/g9NNPBwC0tbWhpaWlytfu7m5s3bo1Vb4ePXoUhUJ1N1EsFqGqKoDs+ElIWFDX0t3fU9eoa0A6/SQkLKhr6e7v86JredE0gLpGYibmTWFq2LBhg6ivrxe//e1vxWuvvSauv/56MWDAAFEqleI2zTc33nijaGpqElu2bBHvv/++9jh69KhW5oYbbhDDhw8XTz/9tNi+fbuYPHmymDx5coxWy0G/a5gQ2fFz27Ztok+fPuLOO+8Ub775pli3bp3o16+f+N3vfqeVWblypRgwYID485//LF5++WVx+eWXi7a2NvHpp5/GaLk3Zs2aJYYOHSo2btwo9u7dK/74xz+KQYMGiVtuuUUrkwU/CQkT6lq6+3sj1LV09/fUNUKCQ11Ld39vJIu6lhdNE4K6RuIlcQFFIYS4//77xfDhw0VdXZ2YOHGieP755+M2KRAATB8PP/ywVubTTz8VN910kzj55JNFv379xLe//W3x/vvvx2e0JIwClSU///KXv4hzzjlH1NfXi5EjR4o1a9ZUva6qqli8eLFobm4W9fX1YsqUKWLPnj0xWeuP7u5uMX/+fDF8+HDR0NAgzjjjDPGTn/xEHDt2TCuTBT8JCRvqWrr7ez3UtXT399Q1QuRAXUt3f68nq7qWB00TgrpG4kURQoioZ0USQgghhBBCCCGEEELSSaJyKBJCCCGEEEIIIYQQQpINA4qEEEIIIYQQQgghhBDXMKBICCGEEEIIIYQQQghxDQOKhBBCCCGEEEIIIYQQ1zCgSAghhBBCCCGEEEIIcQ0DioQQQgghhBBCCCGEENcwoEgIIYQQQgghhBBCCHENA4qEEEIIIYQQQgghhBDXMKBICCGEEEIIIYQQQghxDQOKhBBCCCGEEEIIIYQQ1zCgSAghhBBCCCGEEEIIcQ0DioQQQgghhBBCCCGEENf8P8HymmXYmCEWAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Get prediction of rho and plot results\n", + "# predict expects a time axis...so add one and ignore it...\n", + "data_shaped = data.reshape((data.shape[0], data.shape[1], 1, data.shape[2]))\n", + "rho_pred = model.predict(data_shaped)[:, :, 0, :]\n", + "if __name__ != \"testing\":\n", + " plt.figure(figsize=(16, 4))\n", + " plt.subplot(1, 3, 1)\n", + " plt.title(r\"True $\\rho$\")\n", + " plt.imshow(rho, aspect=\"auto\", origin=\"lower\")\n", + " plt.colorbar()\n", + " plt.subplot(1, 3, 2)\n", + " plt.title(r\"Predicted $\\rho_p$\")\n", + " plt.imshow(rho_pred[:, :, 0], aspect=\"auto\", origin=\"lower\")\n", + " plt.colorbar()\n", + " plt.subplot(1, 3, 3)\n", + " plt.title(r\"Residual errors $\\rho - \\rho_p$\")\n", + " plt.imshow(rho - rho_pred[:, :, 0], aspect=\"auto\", origin=\"lower\")\n", + " plt.colorbar()\n", + " print(\"Feature names:\\n\", model.get_feature_names())" + ] + } + ], + "metadata": { + "jupytext": { + "cell_metadata_filter": "-all", + "main_language": "python", + "notebook_metadata_filter": "-all", + "text_representation": { + "extension": ".py", + "format_name": "percent" + } + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/1_feature_overview/example.py b/examples/1_feature_overview/example.py new file mode 100644 index 000000000..45f4c2d88 --- /dev/null +++ b/examples/1_feature_overview/example.py @@ -0,0 +1,1430 @@ +# %% [markdown] +# # Feature Overview +# +# This notebook provides a simple overview of the basic functionality of PySINDy. In addition to demonstrating the basic usage for fitting a SINDy model, we demonstrate several means of customizing the SINDy fitting procedure. These include different forms of input data, different optimization methods, different differentiation methods, and custom feature libraries. +# +# An interactive version of this notebook is available on binder. +# %% [markdown] +# [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/dynamicslab/pysindy/v1.7.3?filepath=examples/1_feature_overview.ipynb) +# %% +import warnings +from contextlib import contextmanager +from copy import copy +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np +from scipy.integrate import solve_ivp +from scipy.linalg import LinAlgWarning +from sklearn.exceptions import ConvergenceWarning +from sklearn.linear_model import Lasso + +import pysindy as ps +from pysindy.utils import enzyme +from pysindy.utils import lorenz +from pysindy.utils import lorenz_control + +if __name__ != "testing": + t_end_train = 10 + t_end_test = 15 +else: + t_end_train = 0.04 + t_end_test = 0.04 + +data = (Path() / "../data").resolve() + + +@contextmanager +def ignore_specific_warnings(): + filters = copy(warnings.filters) + warnings.filterwarnings("ignore", category=ConvergenceWarning) + warnings.filterwarnings("ignore", category=LinAlgWarning) + warnings.filterwarnings("ignore", category=UserWarning) + yield + warnings.filters = filters + + +if __name__ == "testing": + import sys + import os + + sys.stdout = open(os.devnull, "w") +# %% +# Seed the random number generators for reproducibility +np.random.seed(100) + +# %% [markdown] +# ### A note on solve_ivp vs odeint before we continue +# The default solver for `solve_ivp` is a Runga-Kutta method (RK45) but this seems to work quite poorly on a number of these examples, likely because they are multi-scale and chaotic. Instead, the LSODA method seems to perform quite well (ironically this is the default for the older `odeint` method). This is a nice reminder that system identification is important to get the right model, but a good integrator is still needed at the end! + +# %% +# Initialize integrator keywords for solve_ivp to replicate the odeint defaults +integrator_keywords = {} +integrator_keywords["rtol"] = 1e-12 +integrator_keywords["method"] = "LSODA" +integrator_keywords["atol"] = 1e-12 + +# %% [markdown] +# ## Basic usage +# We will fit a SINDy model to the famous Lorenz system: +# $$ \dot{x} = \sigma (y - x),$$ +# $$ \dot{y} = x(\rho - z) - y, $$ +# $$ \dot{z} = x y - \beta z. $$ +# + +# %% [markdown] +# ### Train the model + +# %% +# Generate measurement data +dt = 0.002 + +t_train = np.arange(0, t_end_train, dt) +x0_train = [-8, 8, 27] +t_train_span = (t_train[0], t_train[-1]) +x_train = solve_ivp( + lorenz, t_train_span, x0_train, t_eval=t_train, **integrator_keywords +).y.T + +# %% +# Instantiate and fit the SINDy model +model = ps.SINDy() +model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# ### Assess results on a test trajectory + +# %% +# Evolve the Lorenz equations in time using a different initial condition +t_test = np.arange(0, t_end_test, dt) +x0_test = np.array([8, 7, 15]) +t_test_span = (t_test[0], t_test[-1]) +x_test = solve_ivp( + lorenz, t_test_span, x0_test, t_eval=t_test, **integrator_keywords +).y.T + +# Compare SINDy-predicted derivatives with finite difference derivatives +print("Model score: %f" % model.score(x_test, t=dt)) + +# %% [markdown] +# ### Predict derivatives with learned model + +# %% +# Predict derivatives using the learned model +x_dot_test_predicted = model.predict(x_test) + +# Compute derivatives with a finite difference method, for comparison +x_dot_test_computed = model.differentiate(x_test, t=dt) + +fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(7, 9)) +for i in range(x_test.shape[1]): + axs[i].plot(t_test, x_dot_test_computed[:, i], "k", label="numerical derivative") + axs[i].plot(t_test, x_dot_test_predicted[:, i], "r--", label="model prediction") + axs[i].legend() + axs[i].set(xlabel="t", ylabel=r"$\dot x_{}$".format(i)) +fig.show() + +# %% [markdown] +# ### Simulate forward in time + +# %% +# Evolve the new initial condition in time with the SINDy model +x_test_sim = model.simulate(x0_test, t_test) + +fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(7, 9)) +for i in range(x_test.shape[1]): + axs[i].plot(t_test, x_test[:, i], "k", label="true simulation") + axs[i].plot(t_test, x_test_sim[:, i], "r--", label="model simulation") + axs[i].legend() + axs[i].set(xlabel="t", ylabel="$x_{}$".format(i)) + +fig = plt.figure(figsize=(10, 4.5)) +ax1 = fig.add_subplot(121, projection="3d") +ax1.plot(x_test[:, 0], x_test[:, 1], x_test[:, 2], "k") +ax1.set(xlabel="$x_0$", ylabel="$x_1$", zlabel="$x_2$", title="true simulation") + +ax2 = fig.add_subplot(122, projection="3d") +ax2.plot(x_test_sim[:, 0], x_test_sim[:, 1], x_test_sim[:, 2], "r--") +ax2.set(xlabel="$x_0$", ylabel="$x_1$", zlabel="$x_2$", title="model simulation") + +fig.show() + +# %% [markdown] +# ## Different forms of input data +# +# Here we explore different types of input data accepted by the the `SINDy` class. + +# %% [markdown] +# ### Single trajectory, pass in collection times + +# %% +model = ps.SINDy() +model.fit(x_train, t=t_train) +model.print() + +# %% [markdown] +# ### Single trajectory, set default timestep +# Since we used a uniform timestep when defining `t_train` we can tell set a default timestep to be used whenever `t` isn't passed in. + +# %% +model = ps.SINDy(t_default=dt) +model.fit(x_train) +model.print() + +# %% [markdown] +# ### Single trajectory, pass in pre-computed derivatives + +# %% +x_dot_true = np.zeros(x_train.shape) +for i in range(t_train.size): + x_dot_true[i] = lorenz(t_train[i], x_train[i]) + +model = ps.SINDy() +model.fit(x_train, t=t_train, x_dot=x_dot_true) +model.print() + +# %% [markdown] +# ### Multiple trajectories +# We use the Lorenz equations to evolve multiple different initial conditions forward in time, passing all the trajectories into a single `SINDy` object. Note that `x_train_multi` is a list of 2D numpy arrays. + +# %% +if __name__ != "testing": + n_trajectories = 20 + sample_range = (500, 1500) +else: + n_trajectories = 2 + sample_range = (10, 15) +x0s = np.array([36, 48, 41]) * (np.random.rand(n_trajectories, 3) - 0.5) + np.array( + [0, 0, 25] +) +x_train_multi = [] +for i in range(n_trajectories): + x_train_multi.append( + solve_ivp( + lorenz, t_train_span, x0s[i], t_eval=t_train, **integrator_keywords + ).y.T + ) + +model = ps.SINDy() +model.fit(x_train_multi, t=dt) +model.print() + +# %% [markdown] +# ### Multiple trajectories, different lengths of time +# This example is similar to the previous one, but each trajectory consists of a different number of measurements. + +# %% +x0s = np.array([36, 48, 41]) * (np.random.rand(n_trajectories, 3) - 0.5) + np.array( + [0, 0, 25] +) +x_train_multi = [] +t_train_multi = [] +for i in range(n_trajectories): + n_samples = np.random.randint(*sample_range) + t = np.arange(0, n_samples * dt, dt) + t_span = (t[0], t[-1]) + x_train_multi.append( + solve_ivp(lorenz, t_span, x0s[i], t_eval=t, **integrator_keywords).y.T + ) + t_train_multi.append(t) + +model = ps.SINDy() +model.fit(x_train_multi, t=t_train_multi) +model.print() + +# %% [markdown] +# ### Discrete time dynamical system (map) + + +# %% +def f(x): + return 3.6 * x * (1 - x) + + +if __name__ != "testing": + n_steps = 1000 +else: + n_steps = 10 +eps = 0.001 # Noise level +x_train_map = np.zeros((n_steps)) +x_train_map[0] = 0.5 +for i in range(1, n_steps): + x_train_map[i] = f(x_train_map[i - 1]) + eps * np.random.randn() +model = ps.SINDy(discrete_time=True) +model.fit(x_train_map) + +model.print() + +# %% [markdown] +# ### Pandas DataFrame + +# %% +import pandas as pd + +# Create a dataframe with entries corresponding to measurements and +# indexed by the time at which the measurements were taken +df = pd.DataFrame(data=x_train, columns=["x", "y", "z"], index=t_train) + +# The column names can be used as feature names +model = ps.SINDy(feature_names=df.columns) + +# Everything needs to be converted to numpy arrays to be passed in +model.fit(df.values, t=df.index.values) +model.print() + +# %% [markdown] +# ## Optimization options +# In this section we provide examples of different parameters accepted by the built-in sparse regression optimizers `STLSQ`, `SR3`, `ConstrainedSR3`, `MIOSR`, `SSR`, and `FROLS`. The `Trapping` optimizer is not straightforward to use; please check out Example 8 for some examples. We also show how to use a scikit-learn sparse regressor with PySINDy. + +# %% [markdown] +# ### STLSQ - change parameters + +# %% +stlsq_optimizer = ps.STLSQ(threshold=0.01, alpha=0.5) + +model = ps.SINDy(optimizer=stlsq_optimizer) +model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# ### STLSQ - verbose (print out optimization terms at each iteration) +# The same verbose option is available with all the other optimizers. For optimizers that use the CVXPY +# package, there is additional boolean flag, verbose_cvxpy, that decides whether or not CVXPY solves will also be verbose. + +# %% +stlsq_optimizer = ps.STLSQ(threshold=0.01, alpha=0.5, verbose=True) + +model = ps.SINDy(optimizer=stlsq_optimizer) +model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# ### SR3 + +# %% +sr3_optimizer = ps.SR3(threshold=0.1, thresholder="l1") + +model = ps.SINDy(optimizer=sr3_optimizer) +model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# ### SR3 - with trimming +# `SR3` is capable of automatically trimming outliers from training data. Specifying the parameter `trimming_fraction` tells the method what fraction of samples should be trimmed. + +# %% +corrupted_inds = np.random.randint(0, len(x_train), size=len(x_train) // 30) +x_train_corrupted = x_train.copy() +x_train_corrupted[corrupted_inds] += np.random.standard_normal((len(corrupted_inds), 3)) + +# Without trimming +sr3_optimizer = ps.SR3() +with ignore_specific_warnings(): + model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train_corrupted, t=dt) +print("Without trimming") +model.print() + +# With trimming +sr3_optimizer = ps.SR3(trimming_fraction=0.1) +with ignore_specific_warnings(): + model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train_corrupted, t=dt) +print("\nWith trimming") +model.print() + +# %% [markdown] +# ### SR3 regularizers +# The default regularizer with SR3 is the L0 norm, but L1 and L2 are allowed. Note that the pure L2 option is notably less sparse than the other options. + +# %% +sr3_optimizer = ps.SR3(threshold=0.1, thresholder="l0") +with ignore_specific_warnings(): + model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train, t=dt) +print("L0 regularizer: ") +model.print() + +sr3_optimizer = ps.SR3(threshold=0.1, thresholder="l1") +with ignore_specific_warnings(): + model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train, t=dt) +print("L1 regularizer: ") +model.print() + +sr3_optimizer = ps.SR3(threshold=0.1, thresholder="l2") +with ignore_specific_warnings(): + model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train, t=dt) +print("L2 regularizer: ") +model.print() + +# %% [markdown] +# ### SR3 - with variable thresholding +# `SR3` and its variants (ConstrainedSR3, TrappingSR3, SINDyPI) can use a matrix of thresholds to set different thresholds for different terms. + +# %% +# Without thresholds matrix +sr3_optimizer = ps.SR3(threshold=0.1, thresholder="l0") +model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train, t=dt) +print("Threshold = 0.1 for all terms") +model.print() + +# With thresholds matrix +thresholds = 2 * np.ones((10, 3)) +thresholds[4:, :] = 0.1 +sr3_optimizer = ps.SR3(thresholder="weighted_l0", thresholds=thresholds) +model = ps.SINDy(optimizer=sr3_optimizer).fit(x_train, t=dt) +print("Threshold = 0.1 for quadratic terms, else threshold = 1") +model.print() + +# %% [markdown] +# It can be seen that the x1 term in the second equation correctly gets truncated with these thresholds. +# +# ### ConstrainedSR3 +# We can impose linear equality and inequality constraints on the coefficients in the `SINDy` model using the `ConstrainedSR3` class. Below we constrain the x0 coefficient in the second equation to be exactly 28 and the x0 and x1 coefficients in the first equations to be negatives of one another. See this [notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/7_plasma_examples.ipynb) for examples. + +# %% +# Figure out how many library features there will be +library = ps.PolynomialLibrary() +library.fit([ps.AxesArray(x_train, {"ax_sample": 0, "ax_coord": 1})]) +n_features = library.n_output_features_ +print(f"Features ({n_features}):", library.get_feature_names()) + +# %% +# Set constraints +n_targets = x_train.shape[1] +constraint_rhs = np.array([0, 28]) + +# One row per constraint, one column per coefficient +constraint_lhs = np.zeros((2, n_targets * n_features)) + +# 1 * (x0 coefficient) + 1 * (x1 coefficient) = 0 +constraint_lhs[0, 1] = 1 +constraint_lhs[0, 2] = 1 + +# 1 * (x0 coefficient) = 28 +constraint_lhs[1, 1 + n_features] = 1 + +optimizer = ps.ConstrainedSR3( + constraint_rhs=constraint_rhs, constraint_lhs=constraint_lhs +) +model = ps.SINDy(optimizer=optimizer, feature_library=library).fit(x_train, t=dt) +model.print() + +# %% +# Try with normalize columns (doesn't work with constraints!!!) +optimizer = ps.ConstrainedSR3( + constraint_rhs=constraint_rhs, + constraint_lhs=constraint_lhs, + normalize_columns=True, + threshold=10, +) +with ignore_specific_warnings(): + model = ps.SINDy(optimizer=optimizer, feature_library=library).fit(x_train, t=dt) + +model.print() + +# %% +# Repeat with inequality constraints, need CVXPY installed +try: + import cvxpy # noqa: F401 + + run_cvxpy = True +except ImportError: + run_cvxpy = False + print("No CVXPY package is installed") + +# %% +if run_cvxpy: + # Repeat with inequality constraints + eps = 1e-5 + constraint_rhs = np.array([eps, eps, 28]) + + # One row per constraint, one column per coefficient + constraint_lhs = np.zeros((3, n_targets * n_features)) + + # 1 * (x0 coefficient) + 1 * (x1 coefficient) <= eps + constraint_lhs[0, 1] = 1 + constraint_lhs[0, 2] = 1 + + # -eps <= 1 * (x0 coefficient) + 1 * (x1 coefficient) + constraint_lhs[1, 1] = -1 + constraint_lhs[1, 2] = -1 + + # 1 * (x0 coefficient) <= 28 + constraint_lhs[2, 1 + n_features] = 1 + + optimizer = ps.ConstrainedSR3( + constraint_rhs=constraint_rhs, + constraint_lhs=constraint_lhs, + inequality_constraints=True, + thresholder="l1", + tol=1e-7, + threshold=10, + max_iter=10000, + ) + model = ps.SINDy(optimizer=optimizer, feature_library=library).fit(x_train, t=dt) + model.print() + print(optimizer.coef_[0, 1], optimizer.coef_[0, 2]) + +# %% [markdown] +# ### MIOSR +# Mixed-integer optimized sparse regression (MIOSR) is an optimizer which solves the NP-hard subset selection problem to provable optimality using techniques from mixed-integer optimization. This optimizer is expected to be most performant compared to heuristics in settings with limited data or on systems with small coefficients. See Bertsimas, Dimitris, and Wes Gurnee. "Learning Sparse Nonlinear Dynamics via Mixed-Integer Optimization." arXiv preprint arXiv:2206.00176 (2022). for details. +# +# Note, MIOSR requires `gurobipy` as a dependency. Please either `pip install gurobipy` or `pip install pysindy[miosr]`. +# +# Gurobi is a private company, but a limited academic license is available when you pip install. If you have previously installed `gurobipy` but your license has expired, `import gurobipy` will work but using the functionality will throw a `GurobiError`. See [here](https://support.gurobi.com/hc/en-us/articles/360038967271-How-do-I-renew-my-free-individual-academic-or-free-trial-license-) for how to renew a free academic license. + +# %% +try: + import gurobipy + + run_miosr = True + GurobiError = gurobipy.GurobiError +except ImportError: + run_miosr = False + +# %% [markdown] +# MIOSR can handle sparsity constraints in two ways: dimensionwise sparsity where the algorithm is fit once per each dimension, and global sparsity, where all dimensions are fit jointly to respect the overall sparsity constraint. Additionally, MIOSR can handle constraints and can be adapted to implement custom constraints by advanced users. +# +# ### MIOSR target_sparsity vs. group_sparsity + +# %% +if run_miosr: + try: + miosr_optimizer = ps.MIOSR(target_sparsity=7) + model = ps.SINDy(optimizer=miosr_optimizer) + model.fit(x_train, t=dt) + model.print() + except GurobiError: + print("User has an expired gurobi license") + +# %% +if run_miosr: + try: + miosr_optimizer = ps.MIOSR(group_sparsity=(2, 3, 2), target_sparsity=None) + + model = ps.SINDy(optimizer=miosr_optimizer) + model.fit(x_train, t=dt) + model.print() + except GurobiError: + print("User does not have a gurobi license") + +# %% [markdown] +# ### MIOSR (verbose) with equality constraints + +# %% +if run_miosr: + try: + # Set constraints + n_targets = x_train.shape[1] + constraint_rhs = np.array([0, 28]) + + # One row per constraint, one column per coefficient + constraint_lhs = np.zeros((2, n_targets * n_features)) + + # 1 * (x0 coefficient) + 1 * (x1 coefficient) = 0 + constraint_lhs[0, 1] = 1 + constraint_lhs[0, 2] = 1 + + # 1 * (x0 coefficient) = 28 + constraint_lhs[1, 1 + n_features] = 1 + + miosr_optimizer = ps.MIOSR( + constraint_rhs=constraint_rhs, + constraint_lhs=constraint_lhs, + verbose=True, # print the full gurobi log + target_sparsity=7, + ) + model = ps.SINDy(optimizer=miosr_optimizer, feature_library=library) + model.fit(x_train, t=dt) + model.print() + print(optimizer.coef_[0, 1], optimizer.coef_[0, 2]) + except GurobiError: + print("User does not have a gurobi license") + +# %% [markdown] +# See the [gurobi documentation](https://www.gurobi.com/documentation/9.5/refman/mip_logging.html) for more information on how to read the log output and this [tutorial](https://www.gurobi.com/resource/mip-basics/) on the basics of mixed-integer optimization. + +# %% [markdown] +# ### SSR (greedy algorithm) +# Stepwise sparse regression (SSR) is a greedy algorithm which solves the problem (defaults to ridge regression) by iteratively truncating the smallest coefficient during the optimization. There are many ways one can decide to truncate terms. We implement two popular ways, truncating the smallest coefficient at each iteration, or chopping each coefficient, computing N - 1 models, and then choosing the model with the lowest residual error. See this [notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/11_SSR_FROLS.ipynb) for examples. + +# %% +ssr_optimizer = ps.SSR(alpha=0.05) + +model = ps.SINDy(optimizer=ssr_optimizer) +model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# The alpha parameter is the same here as in the STLSQ optimizer. It determines the amount of L2 regularization to use, so if alpha is nonzero, this is doing Ridge regression rather than least-squares regression. + +# %% +ssr_optimizer = ps.SSR(alpha=0.05, criteria="model_residual") +model = ps.SINDy(optimizer=ssr_optimizer) +model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# The kappa parameter determines how sparse a solution is desired. + +# %% +ssr_optimizer = ps.SSR(alpha=0.05, criteria="model_residual", kappa=1e-3) +model = ps.SINDy(optimizer=ssr_optimizer) +model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# ### FROLS (greedy algorithm) +# Forward Regression Orthogonal Least Squares (FROLS) is another greedy algorithm which solves the least-squares regression problem (actually default is to solve ridge regression) with $L_0$ norm by iteratively selecting the most correlated function in the library. At each step, the candidate functions are orthogonalized with respect to the already-selected functions. The selection criteria is the Error Reduction Ratio, i.e. the normalized increase in the explained output variance due to the addition of a given function to the basis. See this [notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/11_SSR_FROLS.ipynb) for examples. + +# %% +optimizer = ps.FROLS(alpha=0.05) +model = ps.SINDy(optimizer=optimizer) +model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# The kappa parameter determines how sparse a solution is desired. + +# %% +optimizer = ps.FROLS(alpha=0.05, kappa=1e-7) +model = ps.SINDy(optimizer=optimizer) +model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# ### LASSO +# In this example we use a third-party Lasso implementation (from scikit-learn) as the optimizer. + +# %% +lasso_optimizer = Lasso(alpha=2, max_iter=2000, fit_intercept=False) + +model = ps.SINDy(optimizer=lasso_optimizer) +model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# ### Ensemble methods +# One way to improve SINDy performance is to generate many models by sub-sampling the time series (ensemble) or sub-sampling the candidate library $\mathbf{\Theta}$ (library ensemble). The resulting models can then be synthesized by taking the average (bagging), taking the median (this is the recommended because it works well in practice), or some other post-processing. See this [notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/13_ensembling.ipynb) for more examples. + +# %% +# Default is to sample the entire time series with replacement, generating 10 models on roughly +# 60% of the total data, with duplicates. + +# Custom feature names +np.random.seed(100) +feature_names = ["x", "y", "z"] + +ensemble_optimizer = ps.EnsembleOptimizer( + ps.STLSQ(threshold=1e-3, normalize_columns=False), + bagging=True, + n_subset=int(0.6 * x_train.shape[0]), +) + +model = ps.SINDy(optimizer=ensemble_optimizer, feature_names=feature_names) +model.fit(x_train, t=dt) +ensemble_coefs = ensemble_optimizer.coef_list +mean_ensemble = np.mean(ensemble_coefs, axis=0) +std_ensemble = np.std(ensemble_coefs, axis=0) + +# Now we sub-sample the library. The default is to omit a single library term. +library_ensemble_optimizer = ps.EnsembleOptimizer( + ps.STLSQ(threshold=1e-3, normalize_columns=False), library_ensemble=True +) +model = ps.SINDy(optimizer=library_ensemble_optimizer, feature_names=feature_names) + +model.fit(x_train, t=dt) +library_ensemble_coefs = library_ensemble_optimizer.coef_list +mean_library_ensemble = np.mean(library_ensemble_coefs, axis=0) +std_library_ensemble = np.std(library_ensemble_coefs, axis=0) + +# Plot results +xticknames = model.get_feature_names() +for i in range(10): + xticknames[i] = "$" + xticknames[i] + "$" +plt.figure(figsize=(10, 4)) +colors = ["b", "r", "k"] +plt.subplot(1, 2, 1) +plt.title("ensembling") +for i in range(3): + plt.errorbar( + range(10), + mean_ensemble[i, :], + yerr=std_ensemble[i, :], + fmt="o", + color=colors[i], + label=r"Equation for $\dot{" + feature_names[i] + r"}$", + ) +ax = plt.gca() +plt.grid(True) +ax.set_xticks(range(10)) +ax.set_xticklabels(xticknames, verticalalignment="top") +plt.subplot(1, 2, 2) +plt.title("library ensembling") +for i in range(3): + plt.errorbar( + range(10), + mean_library_ensemble[i, :], + yerr=std_library_ensemble[i, :], + fmt="o", + color=colors[i], + label=r"Equation for $\dot{" + feature_names[i] + r"}$", + ) +ax = plt.gca() +plt.grid(True) +plt.legend() +ax.set_xticks(range(10)) +ax.set_xticklabels(xticknames, verticalalignment="top") + +# %% [markdown] +# ## Differentiation options + +# %% [markdown] +# ### Pass in pre-computed derivatives +# Rather than using one of PySINDy's built-in differentiators, you can compute numerical derivatives using a method of your choice then pass them directly to the `fit` method. This option also enables you to use derivative data obtained directly from experiments. + +# %% +x_dot_precomputed = ps.FiniteDifference()._differentiate(x_train, t_train) + +model = ps.SINDy() +model.fit(x_train, t=t_train, x_dot=x_dot_precomputed) +model.print() + +# %% [markdown] +# ### Drop end points from finite difference computation +# Many methods of numerical differentiation exhibit poor performance near the endpoints of the data. The `FiniteDifference` and `SmoothedFiniteDifference` methods allow one to easily drop the endpoints for improved accuracy. + +# %% +fd_drop_endpoints = ps.FiniteDifference(drop_endpoints=True) + +model = ps.SINDy(differentiation_method=fd_drop_endpoints) +model.fit(x_train, t=t_train) +model.print() + +# %% [markdown] +# ### Differentiation along specific array axis +# For partial differential equations (PDEs), you may have spatiotemporal data in a multi-dimensional array. For this case, the `FiniteDifference` method allows one to only differential along a specific axis, so one can easily differentiate in a specific spatial direction. + +# %% +from scipy.io import loadmat + +# Load the data stored in a matlab .mat file +kdV = loadmat(data / "kdv.mat") +t = np.ravel(kdV["t"]) +X = np.ravel(kdV["x"]) +x = np.real(kdV["usol"]) +dt_kdv = t[1] - t[0] + +# Plot x and x_dot +plt.figure() +plt.pcolormesh(t, X, x) +plt.xlabel("t", fontsize=16) +plt.ylabel("X", fontsize=16) +plt.title(r"$u(x, t)$", fontsize=16) +plt.figure() +x_dot = ps.FiniteDifference(axis=1)._differentiate(x, t=dt_kdv) + +plt.pcolormesh(t, X, x_dot) +plt.xlabel("t", fontsize=16) +plt.ylabel("x", fontsize=16) +plt.title(r"$\dot{u}(x, t)$", fontsize=16) +plt.show() + +# %% [markdown] +# ### Smoothed finite difference +# This method, designed for noisy data, applies a smoother (the default is `scipy.signal.savgol_filter`) before performing differentiation. + +# %% +smoothed_fd = ps.SmoothedFiniteDifference() + +model = ps.SINDy(differentiation_method=smoothed_fd) +model.fit(x_train, t=t_train) +model.print() + +# %% [markdown] +# ### More differentiation options +# PySINDy is compatible with any of the differentiation methods from the [derivative](https://pypi.org/project/derivative/) package. They are explored in detail in [this notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/5_differentiation.ipynb). +# +# PySINDy defines a `SINDyDerivative` class for interfacing with `derivative` methods. To use a differentiation method provided by `derivative`, simply pass into `SINDyDerivative` the keyword arguments you would give the [dxdt](https://derivative.readthedocs.io/en/latest/api.html#derivative.differentiation.dxdt) method. + +# %% +spline_derivative = ps.SINDyDerivative(kind="spline", s=1e-2) + +model = ps.SINDy(differentiation_method=spline_derivative) +model.fit(x_train, t=t_train) +model.print() + +# %% [markdown] +# ## Feature libraries + +# %% [markdown] +# ### Custom feature names + +# %% +feature_names = ["x", "y", "z"] +model = ps.SINDy(feature_names=feature_names) +model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# ### Custom left-hand side when printing the model + +# %% +model = ps.SINDy() +model.fit(x_train, t=dt) +model.print(lhs=["dx0/dt", "dx1/dt", "dx2/dt"]) + +# %% [markdown] +# ### Customize polynomial library +# Omit interaction terms between variables, such as $x_0 x_1$. + +# %% +poly_library = ps.PolynomialLibrary(include_interaction=False) + +model = ps.SINDy(feature_library=poly_library, optimizer=ps.STLSQ(threshold=0.5)) +model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# ### Fourier library + +# %% +fourier_library = ps.FourierLibrary(n_frequencies=3) + +model = ps.SINDy(feature_library=fourier_library, optimizer=ps.STLSQ(threshold=4)) +model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# ### Fully custom library +# The `CustomLibrary` class gives you the option to pass in function names to improve the readability of the printed model. Each function "name" should itself be a function. + +# %% +library_functions = [ + lambda x: np.exp(x), + lambda x: 1.0 / x, + lambda x: x, + lambda x, y: np.sin(x + y), +] +library_function_names = [ + lambda x: "exp(" + x + ")", + lambda x: "1/" + x, + lambda x: x, + lambda x, y: "sin(" + x + "," + y + ")", +] +custom_library = ps.CustomLibrary( + library_functions=library_functions, function_names=library_function_names +) + +model = ps.SINDy(feature_library=custom_library) +with ignore_specific_warnings(): + model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# ### Fully custom library, default function names +# If no function names are given, default ones are given: `f0`, `f1`, ... + +# %% +library_functions = [ + lambda x: np.exp(x), + lambda x: 1.0 / x, + lambda x: x, + lambda x, y: np.sin(x + y), +] +custom_library = ps.CustomLibrary(library_functions=library_functions) + +model = ps.SINDy(feature_library=custom_library) +with ignore_specific_warnings(): + model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# ### Identity library +# The `IdentityLibrary` leaves input data untouched. It allows the flexibility for users to apply custom transformations to the input data before feeding it into a `SINDy` model. + +# %% +identity_library = ps.IdentityLibrary() + +model = ps.SINDy(feature_library=identity_library) +model.fit(x_train, t=dt) +model.print() + +# %% [markdown] +# ### Concatenate two libraries +# Two or more libraries can be combined via the `+` operator. + +# %% +identity_library = ps.IdentityLibrary() +fourier_library = ps.FourierLibrary() +combined_library = identity_library + fourier_library + +model = ps.SINDy(feature_library=combined_library, feature_names=feature_names) +model.fit(x_train, t=dt) +model.print() +model.get_feature_names() + +# %% [markdown] +# ### Tensor two libraries together +# Two or more libraries can be tensored together via the `*` operator. + +# %% +identity_library = ps.PolynomialLibrary(include_bias=False) +fourier_library = ps.FourierLibrary() +combined_library = identity_library * fourier_library + +model = ps.SINDy(feature_library=combined_library, feature_names=feature_names) +model.fit(x_train, t=dt) +# model.print() # prints out long and unobvious model +print("Feature names:\n", model.get_feature_names()) + +# %% +# the model prediction is quite bad of course +# because the library has mostly useless terms +x_dot_test_predicted = model.predict(x_test) + +# Compute derivatives with a finite difference method, for comparison +x_dot_test_computed = model.differentiate(x_test, t=dt) + +fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(7, 9)) +for i in range(x_test.shape[1]): + axs[i].plot(t_test, x_dot_test_computed[:, i], "k", label="numerical derivative") + axs[i].plot(t_test, x_dot_test_predicted[:, i], "r--", label="model prediction") + axs[i].legend() + axs[i].set(xlabel="t", ylabel=r"$\dot x_{}$".format(i)) +fig.show() + +# %% [markdown] +# ### Generalized library +# +# Create the most general and flexible possible library by combining and tensoring as many libraries as you want, and you can even specify which input variables to use to generate each library! A much more advanced example is shown further below for PDEs. +# One can specify: +#
+# 1. N different libraries to add together +# 2. A list of inputs to use for each library. For two libraries with four inputs this +# would look like inputs_per_library = [[0, 1, 2, 3], [0, 1, 2, 3]] and to avoid using +# the first two input variables in the second library, you would change it to +# inputs_per_library = [[0, 1, 2, 3], [2, 3]]. +# +# 3. A list of libraries to tensor together and add to the overall library. For four libraries, we could make three tensor libraries by using tensor_array = [[1, 0, 1, 1], [1, 1, 1, 1], [0, 0, 1, 1]]. The first sub-array takes the tensor product of libraries 0, 2, 3, the second takes the tensor product of all of them, and the last takes the tensor product of the libraries 2 and 3. This is a silly example since the [1, 1, 1, 1] tensor product already contains all the possible terms. +# 4. A list of library indices to exclude from the overall library. The first N libraries correspond to the input libraries and the subsequent indices correspond to the tensored libraries. For two libraries, exclude_libraries=[0,1] and tensor_array=[[1,1]] would result in a library consisting of only the tensor product. +#
+#
+# Note that using this is a more advanced feature, but with the benefit that it allows any SINDy library you want.
+ +# %% +# Initialize two libraries +poly_library = ps.PolynomialLibrary(include_bias=False) +fourier_library = ps.FourierLibrary() + +# Initialize the default inputs, but +# don't use the x0 input for generating the Fourier library +inputs_per_library = [(0, 1, 2), (1, 2)] + +# Tensor all the polynomial and Fourier library terms together +tensor_array = [[1, 1]] + +# Initialize this generalized library, all the work hidden from the user! +generalized_library = ps.GeneralizedLibrary( + [poly_library, fourier_library], + tensor_array=tensor_array, + exclude_libraries=[1], + inputs_per_library=inputs_per_library, +) + +# Fit the model and print the library feature names to check success +model = ps.SINDy(feature_library=generalized_library, feature_names=feature_names) +model.fit(x_train, t=dt) +model.print() +print("Feature names:\n", model.get_feature_names()) + +# %% [markdown] +# ## SINDy with control (SINDYc) +# SINDy models with control inputs can also be learned. Here we learn a Lorenz control model: +# $$ \dot{x} = \sigma (y - x) + u_0$$ +# $$ \dot{y} = x(\rho - z) - y $$ +# $$ \dot{z} = x y - \beta z - u_1$$ + +# %% [markdown] +# ### Train the model + + +# %% +# Control input +def u_fun(t): + return np.column_stack([np.sin(2 * t), t**2]) + + +# Generate measurement data +dt = 0.002 + +t_train = np.arange(0, t_end_train, dt) +t_train_span = (t_train[0], t_train[-1]) +x0_train = [-8, 8, 27] +x_train = solve_ivp( + lorenz_control, + t_train_span, + x0_train, + t_eval=t_train, + args=(u_fun,), + **integrator_keywords, +).y.T +u_train = u_fun(t_train) + +# %% +# Instantiate and fit the SINDYc model +model = ps.SINDy() +model.fit(x_train, u=u_train, t=dt) +model.print() + +# %% [markdown] +# ### Assess results on a test trajectory + +# %% +# Evolve the Lorenz equations in time using a different initial condition +t_test = np.arange(0, t_end_test, dt) +t_test_span = (t_test[0], t_test[-1]) +u_test = u_fun(t_test) +x0_test = np.array([8, 7, 15]) +x_test = solve_ivp( + lorenz_control, + t_test_span, + x0_test, + t_eval=t_test, + args=(u_fun,), + **integrator_keywords, +).y.T +u_test = u_fun(t_test) + +# Compare SINDy-predicted derivatives with finite difference derivatives +print("Model score: %f" % model.score(x_test, u=u_test, t=dt)) + +# %% [markdown] +# ### Predict derivatives with learned model + +# %% +# Predict derivatives using the learned model +x_dot_test_predicted = model.predict(x_test, u=u_test) + +# Compute derivatives with a finite difference method, for comparison +x_dot_test_computed = model.differentiate(x_test, t=dt) + +fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(7, 9)) +for i in range(x_test.shape[1]): + axs[i].plot(t_test, x_dot_test_computed[:, i], "k", label="numerical derivative") + axs[i].plot(t_test, x_dot_test_predicted[:, i], "r--", label="model prediction") + axs[i].legend() + axs[i].set(xlabel="t", ylabel=r"$\dot x_{}$".format(i)) +fig.show() + +# %% [markdown] +# ### Simulate forward in time (control input function known) +# When working with control inputs `SINDy.simulate` requires a *function* to be passed in for the control inputs, `u`, because the default integrator used in `SINDy.simulate` uses adaptive time-stepping. We show what to do in the case when you do not know the functional form for the control inputs in the example following this one. + +# %% +# Evolve the new initial condition in time with the SINDy model +x_test_sim = model.simulate(x0_test, t_test, u=u_fun) + +fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(7, 9)) +for i in range(x_test.shape[1]): + axs[i].plot(t_test, x_test[:, i], "k", label="true simulation") + axs[i].plot(t_test, x_test_sim[:, i], "r--", label="model simulation") + axs[i].legend() + axs[i].set(xlabel="t", ylabel="$x_{}$".format(i)) + +fig = plt.figure(figsize=(10, 4.5)) +ax1 = fig.add_subplot(121, projection="3d") +ax1.plot(x_test[:, 0], x_test[:, 1], x_test[:, 2], "k") +ax1.set(xlabel="$x_0$", ylabel="$x_1$", zlabel="$x_2$", title="true simulation") + +ax2 = fig.add_subplot(122, projection="3d") +ax2.plot(x_test_sim[:, 0], x_test_sim[:, 1], x_test_sim[:, 2], "r--") +ax2.set(xlabel="$x_0$", ylabel="$x_1$", zlabel="$x_2$", title="model simulation") + +fig.show() + +# %% [markdown] +# ### Simulate forward in time (unknown control input function) +# If you only have a vector of control input values at the times in `t_test` and do not know the functional form for `u`, the `simulate` function will internally form an interpolating function based on the vector of control inputs. As a consequence of this interpolation procedure, `simulate` will not give a state estimate for the last time point in `t_test`. This is because the default integrator, `scipy.integrate.solve_ivp` (with LSODA as the default solver), is adaptive and sometimes attempts to evaluate the interpolant outside the domain of interpolation, causing an error. + +# %% +u_test = u_fun(t_test) + +# %% +x_test_sim = model.simulate(x0_test, t_test, u=u_test) + +# Note that the output is one example short of the length of t_test +print("Length of t_test:", len(t_test)) +print("Length of simulation:", len(x_test_sim)) + +fig, axs = plt.subplots(x_test.shape[1], 1, sharex=True, figsize=(12, 4)) +for i in range(x_test.shape[1]): + axs[i].plot(t_test[:-1], x_test[:-1, i], "k", label="true simulation") + axs[i].plot(t_test[:-1], x_test_sim[:, i], "r--", label="model simulation") + axs[i].set(xlabel="t", ylabel="$x_{}$".format(i)) + +fig.show() + +# %% [markdown] +# ## Implicit ODEs +# How would we use SINDy to solve an implicit ODE? In other words, now the LHS can depend on x and x_dot, +# $$\dot{\mathbf{x}} = \mathbf{f}(\mathbf{x}, \dot{\mathbf{x}})$$ +# +# +# In order to deal with this, we need a library $\Theta(\mathbf{x}, \dot{\mathbf{x}})$. SINDy parallel implicit (SINDy-PI) is geared to solve these problems. It solves the optimization problem, +# $$argmin_\mathbf{\Xi} (\|\Theta(\mathbf{X}, \dot{\mathbf{X}}) - \Theta(\mathbf{X}, \dot{\mathbf{X}})\mathbf{\Xi}\| + \lambda \|\mathbf{\Xi}\|_1)$$ +# such that diag$(\mathbf{\Xi}) = 0$. So for every candidate library term it generates a different model. With N state variables, we need to choose N of the equations to solve for the system evolution. See the [SINDy-PI notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/9_sindypi_with_sympy.ipynb) for more details. +# +# Here we illustrate successful identification of the 1D Michelson-Menten enzyme model +# $$\dot{x} = 0.6 - \frac{1.5 x}{0.3 + x}.$$ +# Or, equivalently +# $$\dot{x} = 0.6 - 3 x - \frac{10}{3} x\dot{x}.$$ +# +# Note that some of the model fits fail. This is usually because the LHS term being fitted is a poor match to the data, but this error can also be caused by CVXPY not liking the parameters passed to the solver. +# + +# %% +if run_cvxpy: + # define parameters + r = 1 + dt = 0.001 + if __name__ != "testing": + T = 4 + else: + T = 0.02 + t = np.arange(0, T + dt, dt) + t_span = (t[0], t[-1]) + x0_train = [0.55] + x_train = solve_ivp(enzyme, t_span, x0_train, t_eval=t, **integrator_keywords).y.T + + # Initialize custom SINDy library so that we can have + # x_dot inside it. + x_library_functions = [ + lambda x: x, + lambda x, y: x * y, + lambda x: x**2, + lambda x, y, z: x * y * z, + lambda x, y: x * y**2, + lambda x: x**3, + lambda x, y, z, w: x * y * z * w, + lambda x, y, z: x * y * z**2, + lambda x, y: x * y**3, + lambda x: x**4, + ] + x_dot_library_functions = [lambda x: x] + + # library function names includes both the x_library_functions + # and x_dot_library_functions names + library_function_names = [ + lambda x: x, + lambda x, y: x + y, + lambda x: x + x, + lambda x, y, z: x + y + z, + lambda x, y: x + y + y, + lambda x: x + x + x, + lambda x, y, z, w: x + y + z + w, + lambda x, y, z: x + y + z + z, + lambda x, y: x + y + y + y, + lambda x: x + x + x + x, + lambda x: x, + ] + + # Need to pass time base to the library so can build the x_dot library from x + sindy_library = ps.SINDyPILibrary( + library_functions=x_library_functions, + x_dot_library_functions=x_dot_library_functions, + t=t, + function_names=library_function_names, + include_bias=True, + ) + + # Use the SINDy-PI optimizer, which relies on CVXPY. + # Note that if LHS of the equation fits the data poorly, + # CVXPY often returns failure. + sindy_opt = ps.SINDyPI( + threshold=1e-6, + tol=1e-8, + thresholder="l1", + max_iter=20000, + ) + model = ps.SINDy( + optimizer=sindy_opt, + feature_library=sindy_library, + differentiation_method=ps.FiniteDifference(drop_endpoints=True), + ) + model.fit(x_train, t=t) + model.print() + +# %% [markdown] +# ## SINDy with control parameters (SINDyCP) +# The control input in PySINDy can be used to discover equations parameterized by control parameters in conjunction with the `ParameterizedLibrary`. We demonstrate on the logistic map +# $$ x_{n+1} = r x_n(1-x_n)$$ +# which depends on a single parameter $r$. + +# %% +# Iterate the map and drop the initial 500-step transient. The behavior is chaotic for r>3.6. +if __name__ != "testing": + num = 1000 + N = 1000 + N_drop = 500 +else: + num = 20 + N = 20 + N_drop = 10 +r0 = 3.5 +rs = r0 + np.arange(num) / num * (4 - r0) +xss = [] +for r in rs: + xs = [] + x = 0.5 + for n in range(N + N_drop): + if n >= N_drop: + xs = xs + [x] + x = r * x * (1 - x) + xss = xss + [xs] + +plt.figure(figsize=(4, 4), dpi=100) +for ind in range(num): + plt.plot(np.ones(N) * rs[ind], xss[ind], ",", alpha=0.1, c="black", rasterized=True) +plt.xlabel("$r$") +plt.ylabel("$x_n$") +plt.show() + +# %% [markdown] +# We construct a `parameter_library` and a `feature_library` to act on the input data `x` and the control input `u` independently. The `ParameterizedLibrary` is composed of products of the two libraries output features. This enables fine control over the library features, which is especially useful in the case of PDEs like those arising in pattern formation modeling. See this [notebook](https://github.com/dynamicslab/pysindy/blob/master/examples/17_parameterized_pattern_formation/17_parameterized_pattern_formation.ipynb) for examples. + +# %% +# use four parameter values as training data +rs_train = [3.6, 3.7, 3.8, 3.9] +xs_train = [np.array(xss[np.where(np.array(rs) == r)[0][0]]) for r in rs_train] + +feature_lib = ps.PolynomialLibrary(degree=3, include_bias=True) +parameter_lib = ps.PolynomialLibrary(degree=1, include_bias=True) +lib = ps.ParameterizedLibrary( + feature_library=feature_lib, + parameter_library=parameter_lib, + num_features=1, + num_parameters=1, +) +opt = ps.STLSQ(threshold=1e-1, normalize_columns=False) +model = ps.SINDy( + feature_library=lib, optimizer=opt, feature_names=["x", "r"], discrete_time=True +) +model.fit(xs_train, u=rs_train) +model.print() + +# %% [markdown] +# ## PDEFIND Feature Overview +# PySINDy now supports SINDy for PDE identification (PDE-FIND) (Rudy, Samuel H., Steven L. Brunton, Joshua L. Proctor, and J. Nathan Kutz. "Data-driven discovery of partial differential equations." Science Advances 3, no. 4 (2017): e1602614.). We illustrate a basic example on Burgers' equation: +# $$u_t = -uu_x + 0.1u_{xx}$$ +# +# Note that for noisy PDE data, the most robust method is to use the weak form of PDEFIND (see below)! + +# %% +from scipy.io import loadmat + +# Load data +data = loadmat(data / "burgers.mat") +t = np.ravel(data["t"]) +x = np.ravel(data["x"]) +u = np.real(data["usol"]) +dt = t[1] - t[0] +dx = x[1] - x[0] +u_dot = ps.FiniteDifference(axis=-1)._differentiate(u, t=dt) + +# Plot the spatiotemporal data +plt.figure() +plt.imshow(u, aspect="auto") +plt.colorbar() +plt.figure() +plt.imshow(u_dot, aspect="auto") +plt.colorbar() +u = np.reshape(u, (len(x), len(t), 1)) + +# Define quadratic library with up to third order derivatives +# on a uniform spatial grid +library_functions = [lambda x: x, lambda x: x * x] +library_function_names = [lambda x: x, lambda x: x + x] +pde_lib = ps.PDELibrary( + library_functions=library_functions, + function_names=library_function_names, + derivative_order=3, + spatial_grid=x, + diff_kwargs={"is_uniform": True, "periodic": True}, +) + +optimizer = ps.STLSQ(threshold=0.1, alpha=1e-5, normalize_columns=True) +model = ps.SINDy(feature_library=pde_lib, optimizer=optimizer) +# Note that the dimensions of u are reshaped internally, +# according to the dimensions in spatial_grid +model.fit(u, t=dt) +model.print() + +# %% [markdown] +# ### Weak formulation system identification improves robustness to noise. +# PySINDy also supports weak form PDE identification following Reinbold et al. (2019). + +# %% +# Same library but using the weak formulation +library_functions = [lambda x: x, lambda x: x * x] +library_function_names = [lambda x: x, lambda x: x + x] +X, T = np.meshgrid(x, t) +XT = np.array([X, T]).T +pde_lib = ps.WeakPDELibrary( + library_functions=library_functions, + function_names=library_function_names, + derivative_order=3, + spatiotemporal_grid=XT, + is_uniform=True, +) + +# %% +optimizer = ps.STLSQ(threshold=0.01, alpha=1e-5, normalize_columns=True) +model = ps.SINDy(feature_library=pde_lib, optimizer=optimizer) + +# Note that reshaping u is done internally +model.fit(u, t=dt) +model.print() + +# %% [markdown] +# ### GeneralizedLibrary +# The `GeneralizedLibrary` is meant for identifying ODEs/PDEs the depend on the spatial and/or temporal coordinates and/or nonlinear functions of derivative terms. +# +# Often, especially for PDEs, there is some explicit spatiotemporal dependence such as through an external potential. For instance, a well known PDE is the Poisson equation for the electric potential in 2D: +# $$ (\partial_{xx} + \partial_{yy})\phi(x, y) = \rho(x,y).$$ +# +# +# **Note that all other SINDy libraries implemented in PySINDy only allow for functions of $\phi(x, y)$ on the RHS of the SINDy equation.** This method allows for functions of the spatial and temporal coordinates like $\rho(x, y)$, as well as anything else you can imagine. +# +# Let's suppose we have a distribution like the following +# $$ \rho(x, y) = x^2 + y^2$$ +# We can actually directly input $(\partial_{xx} + \partial_{yy})\phi(x, y)$ as "x_dot" in the SINDy fit, functionally replacing the normal left-hand-side (LHS) of the SINDy equation. Then we can build a candidate library of terms to discover the correct charge density matching this data. +# +# In the following, we will build three different libraries, each using their own subset of inputs, tensor a subset of them together, and fit a model. This is total overkill for this problem but hopefully is illustrative. + +# %% +# Define the spatial grid +if __name__ != "testing": + nx = 50 + ny = 100 +else: + nx = 6 # must be even + ny = 10 +Lx = 1 +Ly = 1 +x = np.linspace(0, Lx, nx) +dx = x[1] - x[0] +y = np.linspace(0, Ly, ny) +dy = y[1] - y[0] +X, Y = np.meshgrid(x, y, indexing="ij") + +# Define rho +rho = X**2 + Y**2 +plt.figure(figsize=(20, 3)) +plt.subplot(1, 5, 1) +plt.imshow(rho, aspect="auto", origin="lower") +plt.title(r"$\rho(x, y)$") +plt.colorbar() + +# Generate the PDE data for phi by fourier transforms +# since this is homogeneous PDE +# and we assume periodic boundary conditions +nx2 = int(nx / 2) +ny2 = int(ny / 2) +# Define Fourier wavevectors (kx, ky) +kx = (2 * np.pi / Lx) * np.hstack( + (np.linspace(0, nx2 - 1, nx2), np.linspace(-nx2, -1, nx2)) +) +ky = (2 * np.pi / Ly) * np.hstack( + (np.linspace(0, ny2 - 1, ny2), np.linspace(-ny2, -1, ny2)) +) + +# Get 2D mesh in (kx, ky) +KX, KY = np.meshgrid(kx, ky, indexing="ij") +K2 = KX**2 + KY**2 +K2[0, 0] = 1e-5 + +# Generate phi data by solving the PDE and plot results +phi = np.real(np.fft.ifft2(-np.fft.fft2(rho) / K2)) +plt.subplot(1, 5, 2) +plt.imshow(phi, aspect="auto", origin="lower") +plt.title(r"$\phi(x, y)$") +plt.colorbar() + +# Make del^2 phi and plot various quantities +phi_xx = ps.FiniteDifference(d=2, axis=0)._differentiate(phi, dx) +phi_yy = ps.FiniteDifference(d=2, axis=1)._differentiate(phi, dy) +plt.subplot(1, 5, 3) +plt.imshow(phi_xx, aspect="auto", origin="lower") +plt.title(r"$\phi_{xx}(x, y)$") +plt.subplot(1, 5, 4) +plt.imshow(phi_yy, aspect="auto", origin="lower") +plt.title(r"$\phi_{yy}(x, y)$") +plt.subplot(1, 5, 5) +plt.imshow( + phi_xx + phi_yy + abs(np.min(phi_xx + phi_yy)), + aspect="auto", + origin="lower", +) +plt.title(r"$\phi_{xx}(x, y) + \phi_{yy}(x, y)$") +plt.colorbar() + +# Define a PolynomialLibrary, FourierLibrary, and PDELibrary +poly_library = ps.PolynomialLibrary(include_bias=False) +fourier_library = ps.FourierLibrary() +X_mesh, Y_mesh = np.meshgrid(x, y) +pde_library = ps.PDELibrary( + derivative_order=1, spatial_grid=np.asarray([X_mesh, Y_mesh]).T +) + +# Inputs are going to be all the variables [phi, X, Y]. +# Remember we can use a subset of these input variables to generate each library +data = np.transpose(np.asarray([phi, X, Y]), [1, 2, 0]) + +# The 'x_dot' terms will be [phi_xx, X, Y] +# Remember these are the things that are being fit in the SINDy regression +Laplacian_phi = phi_xx + phi_yy + abs(np.min(phi_xx + phi_yy)) +data_dot = np.transpose(np.asarray([Laplacian_phi, X, Y]), [1, 2, 0]) + +# Tensor polynomial library with the PDE library +tensor_array = [[1, 0, 1]] + +# Remove X and Y from PDE library terms because why would we take these derivatives +inputs_per_library = [(0, 1, 2), (0, 1, 2), (0,)] + +# Fit a generalized library of 3 feature libraries + 1 internally +# generated tensored library and only use the input variable phi +# for the PDELibrary. Note that this holds true both for the +# individual PDELibrary and any tensored libraries constructed from it. +generalized_library = ps.GeneralizedLibrary( + [poly_library, fourier_library, pde_library], + tensor_array=tensor_array, + inputs_per_library=inputs_per_library, +) +optimizer = ps.STLSQ(threshold=8, alpha=1e-3, normalize_columns=True) +model = ps.SINDy(feature_library=generalized_library, optimizer=optimizer) +model.fit(data, x_dot=data_dot) + +# Note scale of phi is large so some coefficients >> 1 +# --> would want to rescale phi with eps_0 for a harder problem +model.print() + +# %% +# Get prediction of rho and plot results +# predict expects a time axis...so add one and ignore it... +data_shaped = data.reshape((data.shape[0], data.shape[1], 1, data.shape[2])) +rho_pred = model.predict(data_shaped)[:, :, 0, :] +if __name__ != "testing": + plt.figure(figsize=(16, 4)) + plt.subplot(1, 3, 1) + plt.title(r"True $\rho$") + plt.imshow(rho, aspect="auto", origin="lower") + plt.colorbar() + plt.subplot(1, 3, 2) + plt.title(r"Predicted $\rho_p$") + plt.imshow(rho_pred[:, :, 0], aspect="auto", origin="lower") + plt.colorbar() + plt.subplot(1, 3, 3) + plt.title(r"Residual errors $\rho - \rho_p$") + plt.imshow(rho - rho_pred[:, :, 0], aspect="auto", origin="lower") + plt.colorbar() + print("Feature names:\n", model.get_feature_names()) diff --git a/examples/5_differentiation/example.ipynb b/examples/5_differentiation/example.ipynb index 136065426..6ab030fb4 100644 --- a/examples/5_differentiation/example.ipynb +++ b/examples/5_differentiation/example.ipynb @@ -1,42 +1,30 @@ { "cells": [ { + "attachments": {}, "cell_type": "markdown", + "id": "ebb914a6", "metadata": { "lines_to_next_cell": 0 }, "source": [ - "# Differentiators in PySINDy\n", + "Differentiators in PySINDy\n", "\n", - "This notebook explores the differentiation methods available in PySINDy. Most of the methods are powered by the [derivative](https://pypi.org/project/derivative/) package. While this notebook explores these methods on temporal data, these apply equally well to the computation of spatial derivatives for SINDy for PDE identification (see example Jupyter notebooks 10 and 12, on PDEs and weak forms)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "lines_to_next_cell": 0 - }, - "source": [ - "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/dynamicslab/pysindy/v1.7.3?filepath=examples/5_differentiation/example.ipynb)" + "This notebook explores the differentiation methods available in PySINDy. Most of the methods are powered by the [derivative](https://pypi.org/project/derivative/) package. While this notebook explores these methods on temporal data, these apply equally well to the computation of spatial derivatives for SINDy for PDE identification (see example Jupyter notebooks 10 and 12, on PDEs and weak forms).\n", + "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/dynamicslab/pysindy/v1.7?filepath=examples/5_differentiation.ipynb)" ] }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:09:29.880939Z", - "iopub.status.busy": "2022-07-06T23:09:29.880342Z", - "iopub.status.idle": "2022-07-06T23:09:31.307218Z", - "shell.execute_reply": "2022-07-06T23:09:31.305943Z" - }, - "lines_to_next_cell": 2 - }, + "execution_count": 2, + "id": "e594eade", + "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "import matplotlib.pyplot as plt\n", + "\n", "plt.ion()\n", "import numpy as np\n", "\n", @@ -51,11 +39,11 @@ "integrator_keywords[\"atol\"] = 1e-12\n", "\n", "from utils import (\n", - " plot_kws,\n", - " pal,\n", " compare_methods,\n", " print_equations,\n", " compare_coefficient_plots,\n", + " plot_sho,\n", + " plot_lorenz,\n", ")\n", "\n", "if __name__ != \"testing\":\n", @@ -75,11 +63,13 @@ " gen_data_lorenz,\n", " n_spectral,\n", " fd_order,\n", - " )" + " )\n" ] }, { + "attachments": {}, "cell_type": "markdown", + "id": "a46d1cac", "metadata": {}, "source": [ "In the cell below we define all the available differentiators. Note that the different options in `SINDyDerivative` all originate from `derivative`.\n", @@ -95,17 +85,13 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:09:31.312738Z", - "iopub.status.busy": "2022-07-06T23:09:31.312428Z", - "iopub.status.idle": "2022-07-06T23:09:31.318358Z", - "shell.execute_reply": "2022-07-06T23:09:31.317449Z" - } - }, + "execution_count": 3, + "id": "5cf7e864", + "metadata": {}, "outputs": [], "source": [ + "\n", + "\n", "diffs = [\n", " (\"PySINDy Finite Difference\", ps.FiniteDifference()),\n", " (\"Finite Difference\", ps.SINDyDerivative(kind=\"finite_difference\", k=1)),\n", @@ -118,11 +104,16 @@ " (\"Trend Filtered\", ps.SINDyDerivative(kind=\"trend_filtered\", order=0, alpha=1e-2)),\n", " (\"Spectral\", ps.SINDyDerivative(kind=\"spectral\")),\n", " (\"Spectral, PySINDy version\", ps.SpectralDerivative()),\n", - "]" + " (\"Kalman\", ps.SINDyDerivative(kind=\"kalman\", alpha=0.05)),\n", + "]\n", + "\n", + "\n" ] }, { + "attachments": {}, "cell_type": "markdown", + "id": "a562a7e5", "metadata": {}, "source": [ "## Compare differentiation methods directly\n", @@ -131,42 +122,28 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:09:31.323195Z", - "iopub.status.busy": "2022-07-06T23:09:31.322776Z", - "iopub.status.idle": "2022-07-06T23:09:31.326658Z", - "shell.execute_reply": "2022-07-06T23:09:31.325747Z" - } - }, - "outputs": [], - "source": [ - "noise_level = 0.01" - ] - }, - { - "cell_type": "markdown", + "execution_count": 4, + "id": "98524f44", "metadata": {}, + "outputs": [], "source": [ - "### Sine" + "\n", + "\n", + "noise_level = 0.01\n", + "\n", + "\n", + "# ### Sine" ] }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:09:31.330293Z", - "iopub.status.busy": "2022-07-06T23:09:31.330008Z", - "iopub.status.idle": "2022-07-06T23:09:32.316519Z", - "shell.execute_reply": "2022-07-06T23:09:32.315303Z" - } - }, + "execution_count": 5, + "id": "182a5688", + "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -178,34 +155,26 @@ } ], "source": [ + "\n", + "\n", "# True data\n", "x, y, y_noisy, y_dot = gen_data_sine(noise_level)\n", "axs = compare_methods(diffs, x, y, y_noisy, y_dot)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Absolute value" + "plt.show()\n", + "\n", + "\n", + "# ### Absolute value" ] }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:09:32.321402Z", - "iopub.status.busy": "2022-07-06T23:09:32.321185Z", - "iopub.status.idle": "2022-07-06T23:09:33.386267Z", - "shell.execute_reply": "2022-07-06T23:09:33.384935Z" - } - }, + "execution_count": 6, + "id": "457c4469", + "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -217,63 +186,61 @@ } ], "source": [ + "\n", + "\n", "# Shrink window for Savitzky Golay method\n", "diffs[3] = (\n", " \"Savitzky Golay\",\n", " ps.SINDyDerivative(kind=\"savitzky_golay\", left=0.1, right=0.1, order=3),\n", ")\n", + "diffs[8] = (\"Kalman\", ps.SINDyDerivative(kind=\"kalman\", alpha=0.01))\n", "\n", "x, y, y_dot, y_noisy = gen_data_step(noise_level)\n", "\n", "axs = compare_methods(diffs, x, y, y_noisy, y_dot)\n", - "plt.show()" + "plt.show()\n", + "\n", + "\n" ] }, { + "attachments": {}, "cell_type": "markdown", + "id": "425f940f", "metadata": {}, "source": [ "## Compare differentiators when used in PySINDy\n", - "We got some idea of the performance of the differentiation options applied to raw data. Next we'll look at how they work as a single component of the SINDy algorithm." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ + "We got some idea of the performance of the differentiation options applied to raw data. Next we'll look at how they work as a single component of the SINDy algorithm.\n", + "\n", "### Linear oscillator\n", - "$$ \\frac{d}{dt} \\begin{bmatrix}x \\\\ y\\end{bmatrix} = \\begin{bmatrix} -0.1 & 2 \\\\ -2 & -0.1 \\end{bmatrix} \\begin{bmatrix}x \\\\ y\\end{bmatrix} $$" + "$$ \\frac{d}{dt} \\begin{bmatrix}x \\\\ y\\end{bmatrix} = \\begin{bmatrix} -0.1 & 2 \\\\ -2 & -0.1 \\end{bmatrix} \\begin{bmatrix}x \\\\ y\\end{bmatrix} $$\n", + "\n", + "+\n" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, + "id": "1a747b08", "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:09:33.395957Z", - "iopub.status.busy": "2022-07-06T23:09:33.395672Z", - "iopub.status.idle": "2022-07-06T23:09:33.401695Z", - "shell.execute_reply": "2022-07-06T23:09:33.400708Z" - } + "lines_to_next_cell": 2 }, "outputs": [], "source": [ + "\n", + "\n", "noise_level = 0.1" ] }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:09:33.404670Z", - "iopub.status.busy": "2022-07-06T23:09:33.404454Z", - "iopub.status.idle": "2022-07-06T23:09:33.430406Z", - "shell.execute_reply": "2022-07-06T23:09:33.429484Z" - } - }, + "execution_count": 8, + "id": "2840e73f", + "metadata": {}, "outputs": [], "source": [ + "\n", + "\n", "# Generate training data\n", "\n", "dt, t_train, x_train, x_train_noisy = gen_data_sho(noise_level, integrator_keywords)" @@ -281,19 +248,15 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, + "id": "716cf784", "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:09:33.434079Z", - "iopub.status.busy": "2022-07-06T23:09:33.433770Z", - "iopub.status.idle": "2022-07-06T23:09:33.700691Z", - "shell.execute_reply": "2022-07-06T23:09:33.699518Z" - } + "lines_to_next_cell": 2 }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -305,41 +268,22 @@ } ], "source": [ - "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n", - "\n", - "ax.plot(x_train[:, 0], x_train[:, 1], \".\", label=\"Clean\", color=pal[0], **plot_kws)\n", - "ax.plot(\n", - " x_train_noisy[:, 0],\n", - " x_train_noisy[:, 1],\n", - " \".\",\n", - " label=\"Noisy\",\n", - " color=pal[1],\n", - " **plot_kws\n", - ")\n", + "figure = plt.figure(figsize=[5, 5])\n", + "plot_sho(x_train, x_train_noisy)\n", "\n", - "ax.set(title=\"Training data\", xlabel=\"$x_0$\", ylabel=\"$x_1$\")\n", - "ax.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:09:33.706134Z", - "iopub.status.busy": "2022-07-06T23:09:33.705806Z", - "iopub.status.idle": "2022-07-06T23:09:38.674620Z", - "shell.execute_reply": "2022-07-06T23:09:38.672267Z" - } - }, - "outputs": [], - "source": [ "# Allow Trend Filtered method to work with linear functions\n", "diffs[5] = (\n", " \"Trend Filtered\",\n", " ps.SINDyDerivative(kind=\"trend_filtered\", order=1, alpha=1e-2),\n", ")\n", + "diffs[8] = (\"Kalman\", ps.SINDyDerivative(kind=\"kalman\", alpha=0.5))\n", + "diffs.append((\"Smooth FD, reuse old x\", ps.SmoothedFiniteDifference(save_smooth=False)))\n", + "diffs.append(\n", + " (\n", + " \"Kalman, reuse old x\",\n", + " ps.SINDyDerivative(kind=\"kalman\", alpha=0.5, save_smooth=False),\n", + " )\n", + ")\n", "\n", "equations_clean = {}\n", "equations_noisy = {}\n", @@ -368,13 +312,9 @@ { "cell_type": "code", "execution_count": 10, + "id": "df54c95c", "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:09:38.684121Z", - "iopub.status.busy": "2022-07-06T23:09:38.683272Z", - "iopub.status.idle": "2022-07-06T23:09:38.695906Z", - "shell.execute_reply": "2022-07-06T23:09:38.694023Z" - } + "lines_to_next_cell": 2 }, "outputs": [ { @@ -391,8 +331,8 @@ " x1=-1.994 x x1=-2.042 x \n", "-------------------------------------------------------------------------------------------\n", "Smoothed Finite Difference \n", - " x0=2.006 y x0=1.996 y \n", - " x1=-1.994 x x1=-2.020 x \n", + " x0=2.006 y x0=2.010 y \n", + " x1=-1.994 x x1=-2.034 x \n", "-------------------------------------------------------------------------------------------\n", "Savitzky Golay \n", " x0=2.006 y x0=1.988 y \n", @@ -413,31 +353,41 @@ "Spectral, PySINDy version \n", " x0=1.941 y x0=1.958 y \n", " x1=-1.902 x x1=-1.920 x \n", + "-------------------------------------------------------------------------------------------\n", + "Kalman \n", + " x0=2.003 y x0=2.003 y \n", + " x1=-1.988 x x1=-1.995 x \n", + "-------------------------------------------------------------------------------------------\n", + "Smooth FD, reuse old x \n", + " x0=2.006 y x0=1.996 y \n", + " x1=-1.994 x x1=-2.020 x \n", + "-------------------------------------------------------------------------------------------\n", + "Kalman, reuse old x \n", + " x0=2.032 y x0=2.008 y \n", + " x1=-2.015 x x1=-1.998 x \n", "-------------------------------------------------------------------------------------------\n" ] } ], "source": [ + "\n", + "\n", "print_equations(equations_clean, equations_noisy)" ] }, { "cell_type": "code", "execution_count": 11, + "id": "a7efb355", "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:09:38.702986Z", - "iopub.status.busy": "2022-07-06T23:09:38.702250Z", - "iopub.status.idle": "2022-07-06T23:09:41.034989Z", - "shell.execute_reply": "2022-07-06T23:09:41.033800Z" - } + "lines_to_next_cell": 2 }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -445,6 +395,8 @@ } ], "source": [ + "\n", + "\n", "feature_names = model.get_feature_names()\n", "compare_coefficient_plots(\n", " coefficients_clean,\n", @@ -457,6 +409,59 @@ }, { "cell_type": "markdown", + "id": "3e2b29a0", + "metadata": { + "lines_to_next_cell": 0 + }, + "source": [ + "\n", + "We can take a look at the smoothed values of x that some differentiation\n", + "methods implicitly calculate:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f9a15ac6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Kalman smoothed')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtsAAAFiCAYAAAAnXRSIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOy9d3wd1Zn//z4zc6vuVW+WZFm2hW1cwcYU0wymEwJsQiehJJBssskXUkjYX3aT7JJsks2mV5IQQhJC6L3aYGxjAy7YYOMm27IlWV26vc7M+f0xV+JKlmTJllzn/XrJvnfmzJkzc2c+88xznvMcIaXExsbGxsbGxsbGxmb0UQ53A2xsbGxsbGxsbGyOVWxj28bGxsbGxsbGxmaMsI1tGxsbGxsbGxsbmzHCNrZtbGxsbGxsbGxsxgjb2LaxsbGxsbGxsbEZI2xj28bGxsbGxsbGxmaMsI1tGxub4xIhxEtCiFtGu6zNyBBCfEcI8bfM52ohREQIoR7udtnY2NiMFraxbWNjc9SQMcR6/kwhRDzr+00jqUtKeamU8i+jXXYkCCEWZo6j5xgahRCPCiHmj6COXmP1INoxTgjxJyFEsxAiLITYIoT4rhAi52DqHSlSyj1SSp+U0jjYuoQQDwoh7huNdtnY2NgcDLaxbWNjc9SQMcR8UkofsAe4ImvZ33vKCSG0w9fKEbM3czx+4HRgC7BcCLHoUOxcCFEIrAI8wBlSSj9wIZAPTB7lfR1Nv4uNjY3NqGAb2zY2Nkc9GQ9xoxDiG0KIFuDPQogCIcTzQoh2IUR35nNV1jZLhRCfzXy+VQixQgjx40zZXUKISw+w7EQhxLKMh3ixEOLXw/E8S4tGKeV/An8EfphV58+FEA1CiJAQYq0Q4uzM8kuAfweuy3jGN2SW3yaE2Jxpw04hxOeG2PVXgDBws5SyPtOWBinl/5NSvp+pb4EQYrUQIpj5f0FW2yqEEM8KIbqEEHVCiDuy1n1HCPG4EOJvQogQcGvm/LyZadtrQHFW+RohhOwxyjPn/b+FEG9lyr8qhMgu/5gQoiXTrmVCiBmZ5XcCNwH3ZM7Lc1ltfSJzTewSQnw5q65ThRBrMue4VQjxk/39ZjY2NjbDwTa2bWxsjhXKgUJgAnAnlr79OfO9GogDvxpi+9OArVjG34+APwkhxAGUfRh4FygCvgN86gCO5UlgblYYx2rgJKzjexh4TAjhllK+DHwf+GfGuz8nU74N+BiQC9wG/FQIMXeQfV0APCmlNAdamfF8vwD8InNMPwFeEEIUZYo8AjQCFcAnge8LIc7PquJK4HEsT/nfM+1fi3Xu/hvYXyz8jZljKAWcwNey1r0EnJBZty5TP1LK+zOff5Q5L1cIIRTgOWADUAksAu4SQlycqevnwM+llLlYHv1H99MuGxsbm2FhG9s2NjbHCibwbSllUkoZl1J2SimfkFLGpJRh4HvAuUNsv1tK+YdMvPBfgHFA2UjKCiGqgfnAf0opU1LKFcCzB3AsewGBZaAipfxb5nh0KeX/AS5g6mAbSylfkFLuyHjL3wReBc4epHgR0DxEWy4Htksp/5rZ/z+wQl2uEEKMB84EviGlTEgp12N55T+dtf0qKeXTGWO+BOv8/Efmd1qGZQAPxZ+llNuklHEsA/ikrON8QEoZllImsV5s5ggh8gapZz5QIqX8r8xvsxP4A3B9Zn0aqBVCFEspI1LKt/fTLhsbG5thYRvbNjY2xwrtUspEzxchhFcI8XshxO5MCMMyIF8MnumipeeDlDKW+egbYdkKoCtrGUDDCI8DLM+rBAIAQoivZcJCgkKIAJBHVvhFf4QQlwoh3s6EdgSAy4Yo34n1sjAYFcDufst2Z9rYc7zhAdb1kH38FUC3lDLar/xQtGR9jpH5TYQQqhDiB0KIHZnftz5TZrDjnABUCCECPX9YITg9L1SfAaYAWzKhMh/bT7tsbGxshoVtbNvY2BwryH7fv4rl/T0tExpwTmb5YKEho0EzUCiE8GYtG38A9VwNrJNSRjPx2fcA1wIFUsp8IMhHx9HnuIUQLuAJ4MdAWab8iwx+3IuBqzNhFgOxF8tQzaYaaMqsKxRC+AdY10N2+5qBAtE3y0n1IPvdHzdihahcgPXyUZNZPuB5wTL6d0kp87P+/FLKywCklNullDdghaT8EHhcHOJsLDY2NscmtrFtY2NzrOLHitMOZOKOvz3WO5RS7gbWAN8RQjiFEGcAVwxnW2FRKYT4NvBZLK8rWMehA+2AJoT4T6xY7B5agZosY9mJFWbSDujCGrx50RC7/kmmvr8IISZk2lIphPiJEGI2lqE+RQhxoxBCE0JcB0wHnpdSNgArgf8RQrgz5T8DDDggNOv8fDdzfs4a7vkZAD+QxPLMe7Fi17NpBSZlfX8XCAtrEK0n4xmfKTJpFoUQNwshSjLhLoHMNgPGsdvY2NiMBNvYtrGxOVb5GVY6uw7gbeDlQ7Tfm4AzsIzA+4B/YhmFg1EhhIgAEayBkLOAhVLKVzPrX8Fq+zaskIsEfUMzHsv83ymEWJcJ6fgyVnxzN5YHeNC4cSllF7AAK2b5HSFEGFiC5T2vk1J2Yg22/GrmmO4BPial7MhUcQOWV3kv8BRW3PziIY73RqwBpl1YL0APDVF2KB7COh9NwIdYv3E2fwKmZ0JGns7E138MK+Z7F9Z18UcsrzjAJcCmzG/xc+D6TJy4jY2NzUEhpOzf02ZjY2NjM1oIIf4JbJFSjrln3cbGxsbmyMP2bNvY2NiMIkKI+UKIyUIIRVh5sK8Enj7MzbKxsbGxOUzYs3nZ2NjYjC7lWHmyi7DyT/+rlPK9w9skGxsbG5vDhR1GYmNjY2NjY2NjYzNG2GEkNjY2NjY2NjY2NmOEbWzb2NjY2NjY2NjYjBG2sW1jY2NjY2NjY2MzRtjGto2NjY2NjY2Njc0YYRvbNjY2NjY2NjY2NmOEbWzb2NjY2NjY2NjYjBG2sT3KCCFeEkLccgDb3SqEWDEWbRopQojvCCH+Ngb1eoQQzwkhgkKIx4QQNwkhXs1aL4UQtaO932G2rSaz/wFzzwshpgoh1gshwkKILx/q9h1KRvN3EEIsFUJ8djTqOtyM5rEIIR4UQtw3GnXZ2BxJCCHqhRAXHO52HImM5nN+f88smyOL49bYFkKcJYRYmTH8uoQQbwkh5h9svVLKS6WUf8ns47AY0MLi34QQ7wshYkKIloyhcP2hbks/PgmUAUVSymuklH+XUl40UMEj0Bi5B3hDSumXUv7iYCsTQuQLIR7I/DZhIcQ2IcQ3R6GdI23HYTOGMy91aSFEJOvvnqx2JTLnJiSEWCuE+KYQwnUI2zbqL5w2NkcD/Q1mIcT1QohuIcS5h7NdRxO2MWyTzXFpbAshcoHngV8ChUAl8F0geTjbNYr8ArgL+CrWLHaVwLeASw5jmwAmANuklPpY72gMBG4CsGkU2/JTwAecCOQBHwfqDrh1Ry//lFL6sv5+lLXu36SUfmAc1rV8PfCiEEIclpba2ByHZHpqfw1cLqV883C3x8bmaOS4NLaBKQBSyn9IKQ0pZVxK+aqU8n0AIcRkIcTrQohOIUSHEOLvQoj8zLpvCCEez65MCPFzIcQvMp+XCiE+K4Q4EfgdcEbGYxcQQlT08+LFhBADTuEphPhfIcQKIcQtQoi1/dZ9RQjxzCDbTQG+AFwvpXwtc2yGlHKFlPLWrHIVQohnM179OiHEHYOdrEzIR0umF2CZEGJGZvl8IUSrEELNKvsvQogNA9TxXeA/gesyx/6ZwTz/Qog7gZuAezJln8tq8xNCiHYhxC6RFc6R8UQ+LoT4mxAiBNwqhMgTQvxJCNEshGgSQtzX01YhhCqE+HHm990JXD7E8b8OnAf8KtOeKZm6H8q0ZbcQ4ltCCCVT/lZh9ZT8VAjRCXxngGrnAw9LKbullKaUcouU8vGsfUohxBeEENsz3t3/zlyXKzOe3keFEM6s8ndkfseuzO9akbVugRBideb3Wy2EWJBZ/j3g7Kzj+lVW+y7I7DsghPh1toErhLhdCLE54+l6RQgxIWvdhUKILZl9/Qo4aMNYShmVUi7FeiE5g0F+K2H1hvxGWKFckcxvUC6E+FmmrVuEECdnlR/wehJCXAL8Ox9dq9nX84RMvWEhxKtCiOKs+j4uhNiUOWdLhaUBPetOFkKsy2z3T8B9sOfFxmasEUJ8Dvg/4GIp5crMskGfjwNs/x1hPT/+lrn2P8jo571CiDYhRIMQ4qKs8rdltCUshNiZ2X/PuoVCiEYhxFcz2zYLIW4bou23ZuoIZ+7vm7KW9+hzIFNmQWZ5Q6buW7LqGUrrlcz33ZntHhJC5GU2XZb5P5DRkTOy6vxxRpN2CSEu7bevg35m2RyBSCmPuz8gF+gE/gJcChT0W18LXAi4gBKsm+ZnmXUTgBjgz3xXgWbg9Mz3pcBnM59vBVYM0Y6/A//ILov1AvQH4BXAm2lDF3Bi1nbvAZ8YpM7PA/XDOAfLgN9gPfRPAtqB8zPrvgP8Lavs7YA/05afAeuz1n0IXJr1/Sngq4Pss3+9fc4PIIHazOcHgfuy1inAWiyD3QlMAnZiPQR66k4DV2XKejJt+T2QA5QC7wKfyzpPW4DxWL0bb2T2rw3S9t7fNfP9IeCZzHmpAbYBn8k6Lh34EqABngHq+yOWp/w24IQB1stM/bnADKxelyWZ487LnPdbMmXPBzqAuZnf6JfAssy6QqAb+FSmLTdkvhcNdFxZ+34eyAeqM9fGJZl1V2J54E/M1PctYGVmXTEQxgoXcgB3Z87DZwc5p32uh6HOd7/r9oeDbPNg5jzMw7quXwd2AZ/Guk/vwwoFguFdT38boE07sF7WPZnvP8ismwJEsXTDgRV2VJep2wnszpwPR+b8pMm6vu0/++9I+gPqgSeAVmBOv3WDPh+ztr0g8/k7QAK4OKMXD2Xuyf8vcy/cAezK2vZyYDLWS/q5WM/auZl1CzN68l+ZbS/LrC8YoP05QAiYmvk+DpiR+Xxrpp7bsnRhD5b33gVclNExX6b8UFp/e+Y+n4TVU/kk8NfMuhr6PVMy+05njlsF/hXYC4jM+lF7Ztl/R9bfYW/AYTtwy1h4EGjM3HjPAmWDlL0KeC/r+wrg05nPFwI7stYtZRjGNvANrIe9J6vsO8A/sUTOmVX2t8D3Mp9nYBlLrkHq/Rbwdr9ljUAAS/QmZG5Wg8wLQ6bM/wAPZj5/h8GNoPzMDZ6XdRx/z3wuxBK/cYNs26fe/ueHoY3t04A9/eq7F/hzVt3LstaVYRmonqxlN/CRsfU68PmsdRcNJVz9flcVSAHTs9Z/DliadVx7Bqonq7wHy3u6Fkt86+j70iKBM7O+rwW+kfX9//joBfBPwI+y1vkyddZgGdnv9tv3KuDW/sfVb99nZX1/FPhm5vNLZB40me9K5jefgGXUvp21TmBde0MZ2ymsa7Pnr2KwdmWWPwL8YZD6Hsxeh/Wysznr+ywgMILraSBj+1tZ378AvJz5/B/Ao/3OSxOWgXAOWQ/UzPqV2Ma2/XeE/mEZzCEsI1PZT9mr6Pt8rKevsf1a1rorgAigZr77M3qTP0jdTwP/L/N5IRCnr/HaRsbR1W+7nIyefIJ+zg4sfd6e9X1Wpg1lWcs6sZxQ+9P6JcAXstZNxdJejcGN7bqs795MmXJG+Zll/x1Zf8drGAlSys1SylullFXATKACy2uLEKJMCPFIphsnBPwNy2vXw8NYNwHAjZnvwybTbfT/gKuklPGsVbVYnsPvSilTWcv/AtyY6cr/FNZDPSmsbB49ISkvZcp2Yr3FZx9rVab9LiwDqALoklKGs4rtxort7t9WVQjxAyHEjsy5qM+s6jkffwOuEELkANcCy6WUzSM5H8NkAlCR6fYLCCECWMZqWVaZhn7lHUBzVvnfY3kLwDoH2eV3j6AtxZm6s7fpf/4aGAJphfd8X0o5Dyuu/lHgMSFEYVax1qzP8QG++zKfK7LbIqWMYF0Hlf3XDdLWgWjJ+hzL2tcE4OdZ57QL65rq2VfvcUvriTDkecC6lvOz/vbup3xlZp+DMdxzNpzraSAGOy/9fwMT69h7zktT5nz0MJLrzcbmcPCvWD02f8w8e4BhPR/70/8e7JBSGlnfIXMfCSEuFUK8LaxwuACW9zq77k7Zd8xP9j3Yi5QyClyH5Q1uFkK8IISYNkSbkFIOpBX70/r++roby9AeSkd6NURKGct89DG2zyybw8xxa2xnI6XcguUVm5lZ9H2sN8ZZUspc4Gb6xp4+BiwUQlQBVzO4sS37LxBCTMUynq+VUvY3RDZjdW29lCnX0763sd6uz8Yy7v+aWf53+dHAsp64r9eBKiHEKUMc8l6gUAjhz1pWjeWJ68+NWC8AF2CFL9T0HEqmDU1YntJ/wXoR+OsQ+x0J/c9dA1Z3Y7Zh5pdSXjbINg1YXoLirPK5UsoZmfXNWB7+HqpH0LYOLO/FhH7bZ5+/fX77wZBShrCuuRxg4gja0cPe7LZkXnyKMu3ps26Atg67nRkasLo1s38Hj7TiOfuc08wDevxgFY0UIcR4rBCR5aNQ3f6up5Gel/6/Qc+xN2Gdl8psg4WRXW82NoeDVmAR1nPnN1nL9/d8PCCElWnoCeDHWF7mfODFA61bSvmKlPJCLOfTFqzwzJGyP63vr6/VWD3lrRyYto7VM8vmMHNcGttCiGmZQRZVme/jsTzVb2eK+LG6uoJCiErg69nbSynbsbqU/4z1wN48yK5asQxfZ2Y/uVjdcv+flHLAlIBSyn9gedgWCyEmZ616CPgVkB5s28z2W7Hehh8R1mA1T2aAxYKsMg1Y3dj/I4RwCyFmA5/B8lD0x48lAJ1YXV7fH6DMQ1gxqrOwYtZGg1asOLge3gXCwhqg6sl43GeKQdI1ZrzrrwL/J4TIzQxkmSw+Sl31KPBlIUSVEKIAGHbavYxX5lHge0IIv7AGCH6Fgc/fgAgh/kNYA0ydQgg3Vk9HANg63Dqy+AdwmxDipMwD6/vAO1LKeqyH1RQhxI1CCE0IcR0wHSsmG/Y9z/vjd8C94qNBsnlCiGsy614AZghrkKwGfBmre/SgEEJ4M7/bM1jXwYsHWyf7v55agRqRGQg1DB4FLhdCLBJCOLCypySx7rNVWA/gLwshHEKIfwFOHYVjsLEZUzI9TYuAS4QQP80sHvL5eBA4sXpf2wE90wM8YGrY/ZHxvl+ZcTwkM+01R1rPMLT+H8DdQoiJQggflvb+M+N9b8/sc1j6OpbPLJvDz3FpbGMNfjgNeEcIEcUysjdiPSDBSgM4FwhiGRADGZAPY3l7hwoheR1rEFyLEKJnANtU4KdZ4R+R/htJK0/3fwGvCyFqMov/iuV5H45B90Ws9H8/wepybwT+G6tbbU+mzA1YXuq9WIMyvi2lXDxAXQ9hdVc1YQ3Ke3uAMk9hvd0/ldUtdrD8CZie6U57OiN6H8OKo9uF5XH4I5a3fTA+jSXgH2LFuT/ORyE2PYNQNwDrGPlLwpewBsTtxIrhfxh4YATbS6yXtQ6s3+BCrNRa+1wP+63I+t3+A8sr1Iw1wOj6zLpOrPP2VawXpnuAj0kpOzKb/xz4pLBGxu83f7iU8ingh1gvcyGs++bSzLoO4BrgB5l9nQC8NdLjyeJXQogwluH7s8zxXZIJ0TgohnE9PZb5v1MIsW4Y9W3F8vD9MlPXFcAVUspUJiTsX7DiNbuw7sPReim1sRlTpJR7sAZhf1II8T8M7/l4IPsJY72gP4ql1zdijaU6EBQso3gv1j13LlZYzIEwlNY/gPVsXoalI4lM+Z4Qke8Bb2WeY6cPY19j+cyyOYz0jIC1OcIRQniwBoPMlVJuP9zt6Y8QYgdWeMFABruNjY2NjY2NzXHJ8erZPhr5V2D1EWpofwLLU/v64W6LjY2NjY2Njc2RhD2N6FGAEKIea5DIVYe3JfsihFiKFQP8qdHo3rexsbGxsbGxOZaww0hsbGxsbGxsbGxsxgg7jMTGxsbGxsbGxsZmjDhmw0iKi4tlTU3N4W6GjY2NzQGxdu3aDillyeFux6HE1m0bG5ujlaE0+5g1tmtqalizZs3hboaNjY3NASGEOO5miLN128bG5mhlKM22w0hsbGxsbGxsbGxsxgjb2LaxsbGxsbGxsbEZI2xj28bGxsbGxsbGxmaMOGZjtm1sbEaXdDpNY2MjiUTicDflmMLtdlNVVYXD4TjcTbGxsTmGsDV7bDgQzbaNbRsbm2HR2NiI3++npqYGIcThbs4xgZSSzs5OGhsbmThx4uFujo2NzTGErdmjz4Fqth1GYmNjMywSiQRFRUW2aI8iQgiKiopsz5ONjc2oY2v26HOgmm0b2zY2NsPGFu3Rxz6nNjY2Y4WtL6PPgZxT29i2sbGxsbGxsbGxGSNsY9vGxuaooqWlheuvv57Jkyczb948LrvsMrZt28bMmTMPd9NsbGxsbPpha7Y9QNLG5pBS3x5hR1uEyaU+akp8h7s5Rx1SSq6++mpuueUWHnnkEQA2bNhAa2vrYW6ZjY3NsYat1wePrdkWtmfbxuYQUd8e4b+f2shflu/kv5/aSH175HA3acxJ19URf+550nV1o1LfG2+8gcPh4POf/3zvsjlz5jB+/Pje74Zh8PWvf5358+cze/Zsfv/73wMQiURYtGgRc+fOZdasWTzzzDMA1NfXc+KJJ3LHHXcwY8YMLrroIuLx+Ki018bG5ujkeNRrsDV7rLCNbZs+1LdHWLKp5bgRlkPJjrYIadOkxO9GN012tB3b5zhdV0f33V8h9Ktf0333V0ZFvDdu3Mi8efOGLPOnP/2JvLw8Vq9ezerVq/nDH/7Arl27cLvdPPXUU6xbt4433niDr371q0gpAdi+fTtf/OIX2bRpE/n5+TzxxBMH3VYbm0OBrdljw/Gm12Br9lhih5HY9NLzJp82TRyKwn9cPdPuOhtFJpf6cCgKHeEEmqIwufTYPrf65i3IVBqtvBy9tQV98xYctbVjvt9XX32V999/n8cffxyAYDDI9u3bqaqq4t///d9ZtmwZiqLQ1NTU25U5ceJETjrpJADmzZtHfX39mLfTxuZgsTV77Dje9BpszR5LbGPbppfsN/mOcIIdbZEjXrj3F1N3JMXc1ZT4+I+rZ7KjLYLbofR6Sg53u8YK7cRpCKcDvbUF4XCgnTjtoOucMWNGryAPhpSSX/7yl1x88cV9lj/44IO0t7ezdu1aHA4HNTU1vblSXS5XbzlVVY/4LkkbGzj6NPto1Ou36zoOazsOJbZmjx12GIlNL0fbm/z+YuqOxJi7mhIfk0t9PLB05xHVrrHAUVtLwU9/Qu4Xv0jBT38yKh6S888/n2Qyyf3339+77P3336ehoaH3+8UXX8xvf/tb0uk0ANu2bSMajRIMBiktLcXhcPDGG2+we/fug26Pjc3h5GjS7KNRrwFe+6CFFzfsPaLaNFbYmj122J5tm16yPa9Hgmdhf+zPq3Oken2O1HaNBY7a2lHthhRC8NRTT3HXXXfxwx/+ELfbTU1NDT/72c96y3z2s5+lvr6euXPnIqWkpKSEp59+mptuuokrrriCWbNmccoppzBt2sF7bWxsDidHk2YfjXp9JLZprLE1e2ywjW2bPtSUHNmCDR91NbodypBendH0+mTvM5E2D+rBdjR5o45EKioqePTRR/dZvnHjRgAUReH73/8+3//+9/cps2rVqgHr7NkW4Gtf+9ootdTGZuw50jX7aNZrW6tHB1uzbWPb5ghhuLF6/QcE3b5w0qBiOlpen559RpM6rcEEZfkucpyOAx6MNJx2HUmxizY2NjbZHC96bWu1zWhhG9s2h52RjKjv362XSJssmlE+aN2j4fXp2afLoWJKiUvTelNBHWjdQ7Wrvj3Ctx7bQDRpkONSue+aObaI29jYHBGMtl43hhuoD9XjVt0kjARTq2uAblY0vde7bLD/a3JrrDZlbb+lKU7U0YDQHChmGOH1ExNpFu8KMS3loSa3hir/+H3aOhi2VtuMBraxbXPYGUlc3IF26/X3PozEG9Gzz1hSRxGCpK6T43SMuEux56GyP7F/u66Dxs4YqirojkjeruuwBdzGxuaI4ED1GkcXISXKmpaGXoO5KdLEkj2L0U2djng7xZ4SNEUlpZvE02miRhcF7gK6E924lVwSZogCdwHBZKC3LIje7fNc+XQnutF9Hkw1itvrJeqMoRg5vNwSZ12oFK/Dy/VTbxjUeB+JIW5rtc1wsY1tm8POSAzo/XXrNYYb2LHtbSqbElTmVEIsxh48/GBzCh0FDZPbTq3gwQ+6SUfjaJrKN6tTVBd5IRYDb9//tROnUQnck9/BTtONOz9BwgGTlCBl779LPFOmZ0BJtkEN9Pn8s3U/RTd1NEXjrrl3U+UfP7gBLvr9b2NjY3MEMBy9zta1Oy8uYHnDO9TFVvFak6SjzjKKg8kAXkcOkWSIUunDRMcRiRMkRXcKhOHCdOkk4klShkE6nUQ6dNKRKKZilY2KFFJKfIoH00wj4zGQOvkOk6BpkudRiEhJHgYR07C2cab4wwf3owq110DPNt4vqL6QCl/l8I1wW6tthoFtbNscdgYzoAfzPteU+KgMtrB71Wu8WenGpTiJNdTjcnp5Ivwmqe5ODCQLVnUxs93Njtg44qefiVdtImZWsuJv60jkjacwGaYLJxtXvIt/0zKUkhLM9vbe/5trZ7E7r5wJsQ4qQ23MaWrqU2YzAZpnlFP5kILn0kv5oFxnaep9dAExGUdoDlwOP5guFow7C93UKXIX0ZXopD5UDwxsgE+sSFI2bjepeCE5oozTa4v7nC87RtDGxuZwMZBeN4YbWN24hc6wRHV2817XchShYEoDEMT0GIF4V69RLWNRTHTciRQRmSKS6ES4JIlQC6Z0IDy5KDKK6YBELAZuiaLrGCqkolGEO00i1IIjpYPmICy6MfMdpMLdCJ9ADXag5TtwBjvRcgRqNIXwShLhNgwVHP5cHE5vr4FuyjSkUuzVA/xj82OkZXwfD/oF1Rcyt8yaCbHnReL02mKeX9dELKXjdWr7aDXYem1jYRvbNkcE/ePi+scF3jsvl8q9O8Hrxdi5k7pXH+XPizQS7ZIuvyA3Kok4JFLRKEiZdJaqvH5mHmuSCvPfaCU59V3iwkRhL+PrDbbklNPt8qPGY0wItyJNE6Ts/b/BV8KvT/wYaVPikCZ37X6dsoaG3jLNBYL7L60kmuNGksSjv4zeLAnlqmBI0k4FUgKScYTu4+WGeoqLw3RoYVQTKgMK9dQPaIA/Vv97iqqT6LrCZ6b/G5rbil+sya1BTxTw7WeXklRacZllfPfjC20Bt7GxOaRo7m5c+fV0GG421DXx0s5XaAnGMNUgiulG1RKcQAkdImKlclPyCKTSROKWUS2jCWSOQjQqyUsZnLdVUrKtlXRJAaIxzsPzLyDlCeAUTs5o28Cq4nmYTnDF0lzStpayxmbSJQWM29pGe+VkHpx1MlqLm5RM8C+715HT3YK3eByJdAxnUqIX+Ohqi9NWPYHSht2sPlcnoXUiChzIYAci30Ew0krKo6HrCqZDJx2LYWIZ4c1GgGd3PMviPa8BovdF4oLqC/nSx04kEskb0Ji2Z/i06cE2tm2OSLa9X0eqq5tij0p7OMH7//s3fC0fYjY1IXJz2TPBwHBU4EilMIRKt09BVwEhaR7nRDVNigI6CZ+TzvEpSpLdaFEVw2cSHO9gsliDv8vBWWveo8otMRUFFIHI/N9QUIkOFBtxupw57NJyKVcUmotVGiv87K7JpznPg3SnQNGISklZWwJDaMjsu0roqHoS6hzMfUtSEnmf8WYB3sh3KbnhUpTiGB3BIJonh5rcGupDlgE+zldKV6KTlvRmHlu3rNf7Pc1zCSH/M6iqJGkIVjdWUlNy8mH6lQ49Qgi+8pWv8H//938A/PjHPyYSifCd73xn0G1+97vf4fV6+fSnP32IWmljc2zSGG5gbevaPnHWXkcOoUQIDD+oJlJXMaVOa7QRdzSFcDiJmN2UKIKztisUf7iX1qpqXiydR9TrJBzOI2/LW8yq240S0DHb2ikTb1BvuJnoNkDT8AbDSN3gpK1vU+2WmG0Jq2yHQX15OaKjmlIjTpdSgrO7mVM2bketSoBmzTLYEPDyj4kfRzedaCUpbn7rNZKJnbg9uSTiITy5Rawq9LF2rhdFJjBVSAVDiBxJJNyMzHFQ4vbTHu9CptOUesuoSzbz7I5n8Tpe44LqC+kwKmls6htycjzm6e6PrdkWh93YFkI8AHwMaJNSzhxg/ULgGWBXZtGTUsr/OmQNtDkkpOvq0Ddv6fVcFz23GDH5IlrTBnpujHequ9g+xc+4PX5mB3OpbG5BTaRJuK0BMkZmLlRpqpiGiimdBCaVkqvAKTUL2J1YiaGAoessyVNBJsBMMv/yL5MnPPvEas/CwwubUwRdblyKYOZpRez49Pn8JfUiDg3iug5mGlQTDBUpdFpLnCiAKa3FUoKpe9B2zcMR8TK7sYtx9WG08fnojfXk/vphbnbFrVCUgELenleoXHAimqLRlehEVTQE9PF+h9gOwkSmfaBG0NzWVMIj7ao8Wrs2XS4XTz75JPfeey/Fxft22Q7E5z//+TFu1fGHrdvHF9lGdv+QEHciRZg0JjEwAd3AG1E5ZavG6St2o02oocFvUNmaZlxIxWxKEHGWo7trCBr5pBSN35xewz233c7pngR4vRTEYszwetnTGeOHrT50Q6KmEpx7wyXkEe+j1zM7Yzy/x0lQN3BpKjPPGUdB0Q3s6Yyxu6iKSflO2jfuglaNMiNOe0eQSFspZ2zciFKag9kWQ+Rp5JpJtnoWknIHcEoHF217jUpNo1kEWXVGIeGObTiEZTy2OoJIv4Ncp4uGaDNPbn+SmB7dJ+RkcmnBPvHtx4tW92BrtsVhN7aBB4FfAQ8NUWa5lPJjh6Y5NoeC7IGMuN1se+4htFCcViWIcHs4sb2Tm3LSvF7lZPMMk82uGCgm2qxS3g5I7ny1ki94LqFlThVhI8Y/Gl4kJONIBFLPJda6gC6fwh0XncNpE6YyIXwJqxu3sHzHTkz9HbxqPgklyKZSN2efvu+lNRX49umWyPl8QT6M7eHRNTtIuBXUpJ+CvBTuzkqSymakqeBWE2gOQRW5BEWSybKIGmcF/sfXEwntZvyuF3o96GYkDICSm0vZngCVThO9cQ/RhgfwPurjjhsupanCTXXKh1pcwjJFoznSjq4LplbMYlfBNmKpFF6nj/lV03hn91Z+tuwlDFPi0U/Yb2jJoezaHO0HhaZp3Hnnnfz0pz/le9/7Xt991ddz++2309HRQUlJCX/+85+prq7mO9/5Dj6fj6997Wv84he/4He/+x2apjF9+nQefvhhpk6dysqVKykpKcE0TaZMmcKqVasoKSk56PYewzyIrdvHLNnp+HoyhvQY2VXJHAJ8FGctg3FK0gaz6h10BnN5v+ZE9ICXd5I+5qc6qWpNMC7qw3/XXb0GcuHeGLHdDlJpiSEEESH4dbOLiTee3mfMzktrG4m1tVNZkkNH2EXjpElM7Zc6cCrw7QGyTf3oqY2ku2I4lAS3L5yPc+lOWlJedIefwpMup+Bfr+ltj7FzJzWPPsrd762gPqlSoyaoqG9G5OUyPRDkJGUCe8x2KtsM1PJy1pu7WXVGIYFwPdLvwGtKIvKjkJMntz/N01tf4pzK87nz4pN6w0yAEWnv4QhDsTV7bDjsxraUcpkQouZwt8Nm7OnxXje54vwm+Ayp7k4SqkZaKKgnmwR8TqRSjJCCwpOcOGSYoNsB7ozbWoDUHKRKPAS/+QlOmncNU7HEQfugCJWthBI6ergapyzF6XASieQBoCcKeH65n7BRjp4niGodKEIyviBvn3Zmj6SfWg0/W/d7uqNx4q44mqJiEEZIL18565Os39PN69s3Ag5ivrcIFTjRhJcJRZ/mlKoTqJzSkvHYX8Oezhg7TTcTuhopeuphZFqnKb+cPb5qxuemmViUT3rrVnJ//TD+UAi1shIcGpdf8zH+qLhAjuPJBid3XvwF0lpbb5aTX3/wQ6I5HSAgpb+/39CSQ9W1OVYPii9+8YvMnj2be+65p8/yL33pS9xyyy3ccsstPPDAA3z5y1/m6aef7lPmBz/4Abt27cLlchEIBFAUhZtvvpm///3v3HXXXSxevJg5c+Yc0aJ9JGDr9rFJ/zCR9mgrOdJBhCRVKR8BUnTF03iTCqdt16j9cBd6RQnlG1uoSId4K3cSW3yVFKVjdJeV0fn1bzMrJ9EnY1N9e4S/7diIx5ciGEygIHE5VDSVXi3qOzFNEmDIdKv9x/wMlN/79oWT+NlLW9FcLv4Wz2Hi7JkfpYEtn86EuQuYsXdnr0d9Q5ZWl+2NUma4aPQUsqPLx9Q9rcxJOdjgbGXV6QUYxBCFTiLhZswcB8GYiuFo5em6Z3k7dymXTbqYDqOSNfUtJISk3F81LO091GEotmaPHYfd2B4mZwghNgB7ga9JKTcNVEgIcSdwJ0B1dfUhbJ7NUKTr6ti57Dnq3n2ZiladRqWb5AXFuMLQON6PRILhQWqWx1cAkVwHOQ4feUoBEdkCwrTWKQKvv5jJU07vrX9HWwSZLmSy/zzqwxHiqkGuR+sjzj2iNT53PHsi50Dpq3icCq80/ZM5FRN70/D1PGgUoaApGudUnoNu6pTmFNMV3YsamYWbXD5z6pmcNmEqkUgLb6UsMWwNFlBTorNpp5Pn6uK8vHqjJVZX1H7kaTFNHNo07v3BzzB27OS3e5yk4wmU7k6+tOFJKrA83nogAIC+q56uF95H1p5DabFJpxaka2knF5w5FUfleJ6pe5qw0QnCGvUvRbw3tCSbbG/FoZqCeKweFLm5uXz605/mF7/4BR6Pp3f5qlWrePLJJwH41Kc+tY+wA8yePZubbrqJq666iquuugqA22+/nSuvvJK77rqLBx54gNtuu+2g22gD2Lp91DBQmEhJyo1JElcwTsQvCEY7yEtBODoP0Vpiea5bHmJCzARfJd5rr6Uor4ZkXZp2t4scn5cTF83E0++e79GFHi2IpwfX68pCLwI4rbaYq+ZVDVs/BtK4HW0RPC61jx5Bf0/zQoB9tLpy706aKibx65VtpAIhlEmWXi/aHWR2KI89shNPbhHNIsiSsyvo9oYR0oSkg7bYR2Em+c4iYnlpGuOzcTtOYHLp7H3afji0ugdbs8eOo8HYXgdMkFJGhBCXAU8DJwxUUEp5P3A/wCmnnCIPWQttBiRdV8f2V1fw8sb1rD+5Afds8Agnlz1voKHQlachdQ0Nk7TbBAFCKEgkTn8eDmc+LcEUQhYiopOZX1vErHEVzC2b1yfnabYg5XudfGWAKYH7iFZON2klRtLUaI5GWdu6FrDS8AWSAYLJACcUTCGejiEBTdFImEGqCnycU3su86tOGLBel1JKtbucjem9+4hVfxHb7S6EGYUYXTspG1dMe4eftgnXU/38X5BpHZEJN2nMLaO7sAwjlaatpQs1naL09cV0/S1E4IZLeX9Cq5VeSwBI8r0uKrzVLNnU0qdLtb+3YjSmRd4fY/mguOuuu5g7d+6IRfaFF15g2bJlPPfcc3zve9/jgw8+YPz48ZSVlfH666/z7rvv8ve//33U2nkcY+v2UUB/I7s71kVOIhdd0wklwginCQiKO1KctV0h0ZDH6+NPoMiI7+O5bsor529PbcTh1zFMye0LJw2oLSPVa69LG5GhDYOnkx3IAO9vXAL7aHXtFdPZvakF3RGgbFJVH70u79IpbYrRVFFOQJ3IRe/k8cykApIVDUg1Auk0nnSKiFPHoSqo7iAO73o8zm0sbYqS0zil95lyuLS6B1uzx44j3tiWUoayPr8ohPiNEKJYSrmv+85mvxyKwRbpujqSbyxl63OL+d/Jl9A+cQIubzfOWD4FtPFBZS2XLZO0lgheG38xpjcHJ43klGzEIIUiVP51zhfY1azxRNM6SlxVhJJ+Ti+cxKLafadm399EN/3LNKQbeKFB9JmLoCcLSKmnlGAyQHusjTxXPvPK5jGvbN6gMz/23zfAax+07CNWg4lYzzKHx8OMq6+k8PLTegeK7tq6h1/XSdImYJic17GF2R+upCrPSWOylT+mX6alW0WqondChQm+Wn6zeDsyXdgr1tkPlKbuKE+vbeSqeVVDTnM/GgzndzlQCgsLufbaa/nTn/7E7bffDsCCBQt45JFH+NSnPsXf//53zj777D7bmKZJQ0MD5513HmeddRaPPPIIkUiE/Px8PvvZz3LzzTfzqU99ClVVR62dxyu2bo8OY6XXfYzseJBAOkQZRaQNk05SyGQBatsEztvwPom8HKZv3cu8tEqjX2NFSRFBnx+Xx9PHc71jU0uvN7ondGMgRqrXB3rs/UNLhmuAD7YsW8P76/UePPzm/SjJrgCanubm556mbZybeEkXH84UmA4dka8S1dtBMynzFbA7tIen654F08GTG0/mrnMuIRLJOyxavb9zNBoc75p9xBvbQohyoFVKKYUQpwIK0HmYm3VUMlbxWP0ziUQffZS9jhhvVJUSK+lCdUQRmBieFJ2imHUnXsSmdD7/36IJnFNd3Xtja+7uPkZtsRrh5dVJQkmzj+gN9ADqL6wD0VOmMbyAdV3LiesxPJq3d6ICTdGI6zHG5YzrHU3eY1wPNYVv/30PJFaDidg+y0pqe2Mbm8tbILWZsniQ9o4ghckw4yPtmGouTdUukm4NZOaBZgJCsLHjfUzfHsYbnyQU8vfW7VAUmrqjtAaSvL29gw/2BA7JYJvh/C4Hyle/+lV+9atf9X7/5S9/yW233cb//u//9g62ycYwDG6++WaCwSBSSr785S+Tn58PwMc//nFuu+22o6I78mjA1u2DZyz0usfIXrz9BWLRAEGRoKJdJ1Ak6E50gOIn3Tkdo6sCol6WlM8gx5/DpgluJlenmD13Gt/JKx/QGBvMoXCwej2aDNcAH7aGZ/S6cVMLRtNOyksKaGvrJl1ewaXr3wDDYMF6F63zJqHuaqS9Jp+VJ3noSDWhawbS8ICzg6iyil9/sJ7rTrgNh+I8LFo92DkaTY5nzT7sxrYQ4h/AQqBYCNEIfBtwAEgpfwd8EvhXIYQOxIHrpZR2V+MBsL94rP5Tja9u3IKeKO4TNpFNtgd7rW88MhSkWm2gvbKbt88uJWFEoXApWsqPREVEZqLpJ2A6Sug0dNakvFzf58b29TFqBxK30XgAVfnHc8/8b+zjrb5r7t2DerBHwmBiNdDyoYRtcqkPh9dDt9uFy5fPzNOKKPjXazB27qT61UdxJXSERyF7nmA96kFXUzSHd5KnnNx73v7j6pk8vbaRt7d39Hqejsacr5FIpPdzWVkZsVis9/uECRN4/fXX99kmO5/rihUrBqx3w4YNzJkzh2nTpo1eY49hbN0ee0YaPzuUF7y/kd0tY+R0O9ALTAJOSWlYZfpmwTLn6QSpAQE5foHi8aD6vYTiaV7KreaqvPIh9W0s9HqsGYkuD7a850Wj0wRXaSlz/v3/kbduPnp7B1VvvE7F2i7M9hgOxmM2KjxxzjRk2U4MRwRVmgglScRI8mT9A5x96qU07S2HHe6jWqt7sDXb4rAb21LKG/az/ldYKaZsDpKh4rEaww29U4eb0iClm7QEY4DBM+sv5r6PXd17s/cY2dFHH2WP6eLH06+iJa8U4ewiv2Yxubok5jMpCitoChR4PaBpzKk6gWfe9JHSowA8ubqB02uLhxSR/Y0yP1ARqvKP38eg7llW3x5hyZ6WUe9GGymDduktOp8Z5y3krmXPsfqdl9mWr7C+rALDHwMBmi6ZWF/HvBM6kG0GlJxJTYmPq+ZV8cGewCEbbHO08IMf/IDf/va3R0Xc35GCrdtjz0jiZwczavfxZMsoxZ0CvVilK9eFTPmJtFdx4+oPmJuUXHjndN5tSaCUl+EpL+WXr2yjLR5GNyXLt7Tt18s6Vno9FEdCHuoBtXredADS136y93m5OwFPzvoE3d2FOMOT8Pp34izfiOkxcKARTAZZ0foKmuZC5E+jNTYRl1Jqa3U/jkbNPuzGts2hY6h4rJ6Y5SJ3EXvCu4kkk5hqFIRB2P8iqxtnUhn094qGGY5gdnTQcPplxHOTOPO2IxxRTEXiSnuJaTrJMj+aTODzOPA4PIz315DrDRCK6SgK6IYcUnwHEtGxHp19pHliBvOkOGprmVp7N5PqruDVF97hw20QyE0jPd340gbhytdYkYRVy1fyhXcuYtI5V1BTW3tIB9scLXzzm9/km9/85uFuho1NH0YSP9vfqF3duJ0Nwd19jOyKNp1gsUrI54CEj3T7NIzQeLSIG/3smRRcfhqltbVMzdS5ZFMLZfkuUmlJRziBz+1AN81BNft41+uhtNpRW4vrvIWseeEdtAZwmDqpVBH+Ng9Xvb2cpZe6STnSxHIc5LpcNCRbySmOo5gfcnbl+WjuSsDW6x6ORs22je3jjP6CkD15Qc/MhR7NQzydBJEGBFKJ0dS1mNceWMa4Hd2U7mrDMXUqe0WQvaXbESe241CsS0lRFLSqYio8Di6ovpAKXyUJw5rCVk8U8Ix7A+G4jjTB61IHFd/BRHQsB3DA0Te9rqO2lhk3lpP7yBqUQJh0u4uF8afZlquTn3LTrSTYvuIJ8h54krzvfpeaRecf0cdjY2PzEcONn+0xaltjjRg5O1nSvhV9b4RArIuKtjTBYpWI30FxR4KZOxSW5SwgqEwEBP4KNzNvnI+j334ml/rIcTqANKqikEobeF3agJpt6/X+2UerwxFu//BF5m7ZyyzHFCtnd9ZEOYVODw16KytaX2Fd17J9xhHZHF3YxvZxTHboiKZoXD/1hl7D+PU9S3iq7ikUVKQ02NCxkrqZOtrsAi58VKW1uIjVV0Kq0I2mRSlx1JCWCRZWnccJJRUDxz374b5r5/B2nZWQYKgQkqFEdCwHcBzqvKajQU2Jj/+8/hR2tEWYkOjC2NDCFuNV9moGIqHRmihkd7SZ6nvvRb/jDtznLewdhGljY3P0o7m7OevU3Szf+zqmSNIRD1AVcRBwSCK5TvK609TszufURi8LzrmYS+YuYE3KCwyuw9mGstuh7JOeLxtbr4dHf60uXxclmmyldFcXi9qDlIkTeCc/xp4TUwSCu5AFLvJcuewJ7+HZHc+yeM9rttF9lGIb28cx2aEjXYlOEkaCsyqt1DvnVy9i9Z63iEUDGNE4zjTkdcZpLs3j/svORfGlId9kYmEZoegOhCNEiSufCycvGFHmjsE4XCI6ZKhNe2RYLwrDZTRjDT86r+U0TvGjrfjQ6j7WNF6dNJ+lZTn828qHmPCnB4g9+ijea6+1jW4bm6Oc/nmyQ2lrOvUIKYLpJCWBFNVNJbzjWEjYW8WuU31MveoUakt8DOfOt/X6o7rGQquZNx3XeQt7Ew38PXcR6bSJ2B7kjPALfHiyJKA3IR1mH6N7WdMy7pp7t21wH0XYxvZxjFt1E9fjtERb8Dg8OPRSlmxqybxxr+Qzr+6m0ZvE0RHkpavG017io8Pjx8jZDUoaVY3QHlMGTJV3sIx19+P+9t1/f/XtEb716AYau2Mg4fn3mrjvmjkH3K6xjDWsD9Wjuj3kayUE03vJyekkkcznvYrpNBXkUPnhWtvotrE5ymkMN/DDd35MdyJAXA8yPpVDgBTBaILiWJpz9uZSuNPD/VOup1v14NA0VLQxCbU4lvV6rOPCe2K6OyedgrlyD0V762lOFhHsOo2PPfYW3VOTrDzJQyD9kdEdTAZY27rWNraPIpTD3QCbw0NjuIFHtv4DVajoUue88qu4/5VuHnxhA//10Co2//UJSt6r59SOXGZujXHL091M21GOIzYHhIlQEwBIkebT02/l47VXjfqNX1PiY9GM8iMiBm9HW4RoSkdVBKoqiCWN3tnGDrS+nm7XnkFHo0VNbg2aopEmhKI6SRafjFmpsfisGv4xpZSfXnkeG06sQd9Vz5a/PsGz9/yIrc8tGbX9jzXf+973mDFjBrNnz+akk07inXfeGZP91NfX8/DDD/d+f/DBB/m3f/u3A65v6dKlfOxjHxuNptkc5zSGG3h087M0dncTDThIGyZd8QDF7Uku2Kxyx99aOP/1VmLaBJy5uTgcGmndRDflmHmdj1W9HkutzmbK7FpcZaW010yl01/E+qrpPDLlJqa3jOczD+zh5JUx3AFJfddOuuNdvLTrRZ6te5rGcMOYtGc0sTXb9mwft/SEkIzLGUdXopPdu3aTbM0jf289naqHekceFdLE7OpEm1hD7VXX4p+7gA3rd6KrG5CKgUuz4skaugMEOw9/qryxxBospNEdTYEcenDncOsbq27XKv/43pzhDr2UPV0xXtz7R7qjIaQagoSXf46LozeU8cjUq9CFwjOv7eIbDQ8y5aKzer3c2V2nAIm0QTJt4HIcvtm6Vq1axfPPP8+6detwuVx0dHSQSqXGZF89wn3jjTeOSf02NiMlO5VfMBzBUKJo0o2I5nDCLieXvbKGSvIQvkq8117L7LkLeGFtCFJpdAPuutTKNbJkk63XI6nrUITI9JkPYdNeylMm7R2SnYaL8clC3hXXkGjZgu6oY1w4TmdZa28c99zCc8iR1rTvQB/dPtzYmm1hG9vHAf3jzRrDDXTGOzGlSUdwL2o4yuRnn+XtwkvoVNxo0qS6qxGlqIic22/vDTPwA9+trmbxLieruv6JW3Oi4OTplUlkeudhT710IAw3Fq+mxDfswZ3D2cf+ul0PNkYwO494WluOpwOCMSe6ANXhwZmvsHm6F91UKEyE6HL72fLKCoqfepjADZfywQnlPLfNj0wXYpoSJHxufg7NgTjj8j3DNrizJ0oajZ6P5uZmiouLcblcABQXFwNQU1PDDTfcwEsvvYSmadx///3ce++91NXV8fWvf53Pf/7zSCm55557eOmllxBC8K1vfYvrrrtu0OXf/OY32bx5MyeddBK33HILBQUF7N27l0suuYQdO3Zw9dVX86Mf/QiAV199lW9/+9skk0kmT57Mn//8Z3w+Hy+//DJ33XUXXq+Xs84666CP3+bYZ7B7f03Lav7wwf0koyEiqRDjWgTBAh8iWElOfQWXvreMqoyRna3Z/1Hd96X5SEmVdyAcDr0ea63u3+6e+RC6TTcuXz7TJ0u2LHOTNiSFez20lbkJueLIVApfKkmDq4vdXU8hpMbj6y7EkahFUQUOReGuBf4Rt8HW7LHRbNvYPsbpiTeLZjwbnz4/l2Vdf0E3dWQyyWlLm5n+QYDSbW3cNcfNju4kNUaY8TmCvO/+D55F5/epr6bEx2dLLuKS8InUh+ppbvPxXF38sKReqm+P8MqWjQT1vZw7aQanTZjau3w44vfWtjZ++tJWNBVynI79PngOZFT9UPF+g9U3WjGCPefB5yvF63RRlJumK6GS55FIzUvtolN5/3WF7pwCtHSKiVqSxkgTD8VfJliXQyinkCrzGppaPUgkqiKQEpK6uY+xnUwbJHUTRYApwaUptCf29sl2MxoDei666CL+67/+iylTpnDBBRdw3XXXce655wJQXV3N+vXrufvuu7n11lt56623SCQSzJw5k89//vM8+eSTrF+/ng0bNtDR0cH8+fM555xzWLly5YDLf/CDH/DjH/+Y559/HrC6JNevX897772Hy+Vi6tSpfOlLX8Lj8XDfffexePFicnJy+OEPf8hPfvIT7rnnHu644w5ef/11amtrue666w7q2G2OfbLvfdOQfGxuJRMrkrSkN/PsjmcIJroQyRRSQMSrMy4Y5NTVXuZ0NzPl+isHHH+RrTNLNrUctlR5gw1YPBr0+lBpdfaMvx99X4jztFN57uU6Iu3g3ejljOjLfDgTQt5ODKEiFYFU48T9r5GM+5nsr6EjnEA39520dSCt7tHz/hnKbM0ePc22je1jHCt2LU1HOEVaN3nw7S2U1yQpU3Lo7G4mvytBlbeCFG1U7N1Bpc+H94ahB81ZwuBgcunJVFXBy6s3jriL7WC9AfXtEe59cglB/7OAwcr2l7iXr1HmrRyW+NW3R/jZS1tpDyVwaAr4GfDB038K+5G+8a9u3E7UsYkSVxWhkH9YD7fRyB3b/yFw58WfI621EUmFearuKVShsiJ/M5+85kzqN2+j9L017PV30DXVi+F24I+lCHjDtCbex+taABIMUyKEJc7ZJNMGzYE4hpToukRTBaoiqI/v7JPtpj5Uf9DC7fP5WLt2LcuXL+eNN97guuuu4wc/+AEAH//4xwGYNWsWkUgEv9+P3+/H5XIRCARYsWIFN9xwA6qqUlZWxrnnnsvq1asHXZ6bm7vP/hctWkReXh4A06dPZ/fu3QQCAT788EPOPPNMAFKpFGeccQZbtmxh4sSJnHCC1bV78803c//99x/U8dsc2/Tc+zkujc1NQR5Z+x5Kw0vk+lOEk92ohokhwBfROW9FN7NandT+yzXD0GtLaw80JGI09HqgAYswPE/7cPX6YBmp9o6FVmcb+D3UzpvOt6ur2bzkbUoeeIbKrhB718fYcv4JvDQ1TSjHAFMDIdHyPqA1puFSStEU0Wdfg2l1T29l/wxltmaPnmbbxvYxzuRSH7oBad3EoSloiXxSXWHagztRDcm4TS2YLhNtYk1v92NTXrklrO37CsdAwjDSUeij4Q3Y0RYhTgtCSYHUMGWS95q3cYI/b1jit6MtgqoIHJpiDRwy2Gf6+p6UWopQMKUBCBShDPuNvzHcwLLOB0n6IjRKhVzHlUwunb3fYxvpNM0Dnfv+D4FIJI9FM6ayomk5Hs1DkbuIlmgzL6ReRp2osrzUpDhdDt0h0hgEikFRIjjESs7wV3PSaefhTbQNGEKS1E2kBAWBRKIIywNe7qnunShJVbTeF5aDRVVVFi5cyMKFC5k1axZ/+ctfAHq7KRVF6f3c813X9VHZd3a9qqqi6zpSSi688EL+8Y9/9Cm7fv36UdmnzfFD7+Q0gTiKswtv0TZixHEFVCJqGndC4kymufZNndn1HvK++11aZ596VOh1z4BFoM+AxdHQ69FipC8jY6HVg52DmhIfNddfQPqUGpJvLKXq0UepfCtE8YYu/vGJShKqQtIXxV/UgJB7ObvyfBDT+9QxmFb39Fb2DK63NXv0sbORHOPUlPi4+9KplOa6KRY6yq4YJ77s4ZQ3E3xmtY8KZynuc8+l8Le/wX/HZ3nXzOXrD7/HH16v47+f2kh9e9+R1wONzB7pKPSDGd3dGG5gRdNyfL4gLtWNcIQRzg5wBPB59WGL3+RSHzkujRKfi9JcN3dfOrW3/e/s3sp/rfgRT21/muboXrwOL3E9Tiwdo8hdhGHq1Ifq99vOx7c9RkTvZmJRIbk5kjmzdqO5u/d7jD3diJ8+e9KQD7aeh+Bflu/c57ca7Dxki6kuDVSh4lJdSAHuojKc46uZQin+mKRyr0FUcbN0zzb+8NjbqHLf8BGwPN1CgIlEAFJaHvCJ+dXcNfduPjHlmlHLCbt161a2b9/e+339+vVMmDBhWNueffbZ/POf/8QwDNrb21m2bBmnnnrqoMv9fj/hcHi/9Z5++um89dZb1NXVARCNRtm2bRvTpk2jvr6eHTt2AOwj7DY2/em59888OYy/5lkiYhOmEiScDJLXZXDJVjdffFFyWu15FD34Z1pnn8q3HtvAr17dxrce23DE6XUPPQMWDVNiGLJ3wOJo6HV9e4Qlm1r2OfYDYbjaO9LyB6LVg+GorcV3x2cp/O1v8Cw8lzldPq59NI7eNR4z5ibYDUG9laXNLxBMBommo73bDqbVPb2VPYPrbc0efc22PdvHKNlv0WdOKYWuD3nmmefYXDiBtwqrcAdqmfneMhS/D+/NN+GoraW+PcJPs7rqBPt21Y3GyOwDqaO/p1lTNC495TRe2ZNLwgwjhMny1hdZOPGUYXluBhv0Ut8e4ZdL3yLqjaFIL6YrwI7uetxKDqrQaI6043U6h3zjbww38KPVP6Ap0oRu6oSSIYRQqAt9wM/W7egzU+dgYjaceMP9zdo20PFlZypxq24e2foP4ukYilBIGWk8nhzOmXsZTat+Q1eOhtQM/JEoiXgn6VARZiKB4nb3aYfLoTIu3zNgHGCVY/yopoSMRCJ86UtfIhAIoGkatbW13H///b0xekNx9dVXs2rVKubMmYMQgh/96EeUl5cPuryoqAhVVZkzZw633norBQUFA9ZbUlLCgw8+yA033EAymQTgvvvuY8qUKdx///1cfvnleL1ezj777GE9CGyOPz4aXxGkJb2ZTZHHUZQAEhUz6SYZqYT6Cqa8t4xKb06vZr+9qp7GzhiqKuiOSN6u6zgi9Lo/Qw1YPFi97h/jfnqtNQDvQMNeRhrrPVZavT8ctbV4b76J+OLFRBPFqM2TILedlCeIkkoTFxFMadARb8ehOHCqziG1uofswfWjga3ZFkLKfQPojwVOOeUUuWbNmsPdjMNCfXuEbz+7lKTSioaT8yZGeWfv67RIFdMdQyZ9aLrCNeEzuO7ii3pj/ZZsauEPb2zvje8uzXXzvzeePCajr0dSR+8ofCNJNB3hhIIpxNMxFo4/nxd3vUBnvAOH6qDQVcQNJ97YOwvmgbBkUwsPrHyXVOELpMw4Ug2C4cbQ3XjC56NqaU6dVM6kMhcV3mr2dMXQ3B3Mr5rWK1Armpbz4KY/E06FkdJEEQoezcOkvMm0RJtJGAmEUPBqHu6Z/80DFraeB41ummgH2L3bE5PuVt19XgDeevkP/KHlaQKaD3QHOXWn8vUL5jBrxnTUkpIRt7VnUE5/Ybex2Lx5MyeeeGKfZUKItVLKUw5Tkw4Lx6Nu99zHCdFGPO95cv0pQvFOdFMBITFSOZSsn0taL+WGao2LLz+tV7MfWVXP75ZsR1UEhin5/KITuP6Mmn3qP5R6PVr01ya36qYp0oQAKnyVJIwEW5rivLr5Q5yaQnObG58/jFNTUIxChKIjTY0TJxjUFOdQ4hlHQ3eQk8dN6R1Mf6gYDa0ejPiS19n0w1/wi2mXk3SHkWUdOIs3kPCrfLnma1RPribHkUOeKw+n6txvfbZWD4+Rarbt2T5K2J/YZQ/kW93YQcj/DIpIElOCvNZkknSakMxFIDGlhnQIcs4/oc+gGqurzwF+enOyDho7NgopjoZTR2O4gT98cD+d8Q5URUVKSXO4FQc+yh0ncsesSv7wwf1oQsPj8BCMSH739nO9gpp93iqDLeibt4DXC7EYeL0YO3ciAW3SJIydOylPazhjFcjwuaTzNiG9Blo6F12LQ7ybtmgpb3qeYnmbRGIihECg8HqTj1tm3tz7UPBqHgKJbkxpUugpxKvl0JXoJGEkCCaDqIrWOwuYnigY8YOs57huXziJRNoc8UPwo/NSwFmV+xr7HbUloOdRFDNJpcMs2vUUqj4ds7MTAOH37+PhHoyeQTlSghCMKHWgjc3RynAN1B1tERKiDTXvA8xMfLbUJOgaiqEQ3XsmgZwaCgt8zLz+FBxZdZ1eW8zz65qIpXS8Tq3Xq5vNodTrgRjqPNS3R1jduJ2I2EaRz4VqFNLQHcTn1Vne+DRGKkWQOHm6g24lAZmYb4EgX3fSrSRI+wUJCd5qiRSCZMZ/qBg56GqMdSHJupC1lWLk8coelfNbz2BCYSkVvspeA344MyAfzEvHhbPKgQObOn6o/XoWnc+cCdV889UVbF6ylarFHxIYF+axT5SjSDCkTjQdJaZHKfaUkOPIGXQ/tlaPHbaxfRQw1ACVgcIrZuadBlLHSJrgkXijadJOFUNLIRBommRcXi7zq6b12c+Bdmf1b+toeUDq2yO8vGM9pgmqopI20ng1H4mOk0glJnJ/Q7c14Of0/6Q+VE8wIvnThr8hZZpXdglufucSnt/uJm2CQ1X44tI/UhXpwGxvRykpwWhthZ6enYy65AOfzyunccKJRGUrT13tR9e6EUIQD6dRXK2o6RhGKh/c3ahCYCYKae/u4tfLf4wfFenLYWr5LILJEKaUmGknF0+4ljyfYGdgB8/tfJaeMeLdkSTfftPqhXCZZXz34wv3e94OdsDS/rZvDDfwcv2LdOshcIKqQaxCYLocyHQao70d0dkJFRUoWaO/U0aKpJHEpbr6eFB6BuVoqkA35ICpA21sjiVGco8mtG1ECx5FmiZSiZAOGxSmdcLR2SidZXi9E/j4hTMHNNJ6wjOOBM0eqJ59syIV0JLejABUo5C/vbuOmGsNUg2jKhLDBNJecERRpYlqmJgKGMEIZp4DJQ0IMAQYwShmngNNgikUTAWsfwAhMQ0DVBNMLMtRmKhSklY7Wdz4HOpegUAihIpQFF7c9SIz8k4hmfJwYskE8nyiT6jfgepu/+0GeiEayfYD7ddRW8v02lrGO3Sif/qAiYyn+A870f/PQNVNDFUHQZ+QkoGwtXrssI3to4DB4r16cmIGkgGCyUBveEWBz0WF0AnpIWLSwGHolHZJZu5RcJx9IyUTCvuEPWRzsB6MkYhR/+T52d93N7v42UtbEU6TdLGO4tBBAUW6kImJlHur6Agn2PZ+HWfHGinyevnDzncwcxK4oioJd5K31iwhkTyFwniQLncuu1Ia49rawDQs49owQM0Iia6DwwFAVfdeJrglRnMziqOaly73ocYklLxFdO98jBIVoYSQSYEuBLqIYKZSxE3I6eigpTJAV6SNhCqRiXJMkeDh5Zv53pU3UVNdw5rWNcT1GB7Ni54qIOR/DFWVJA3B6sZKakpOPqDrYbjsb/v6UD1pQ8elujBMA1MxWTPLw2ynSUoFp2kiDQNj715wOlHcblJGitZYa2bAjaDQXYgpTVyqC5emIgToxsCpA493jtVQvuOZ4d6jjeEGnt3zVxQtjKKDN2JwcqvGgufqkV4neyrizL7rQmrn1Qy6r0Op2YPx1rY2fvbSVlRFkOPSeuvp8dq7CvYQSgX49frtxGQAicQ0wXC6QE2AFJi6CQqoRhpDk2CCKQAJiilQzIy7FVDMvstUaSIMy6BGmggEzmScmAMyIwEBQdqIYaoSxRTopkQRJqppIFQHLem97A0/BwiWtQnKc8pwOxycUjaffFc+yfCEA9LdsdbrbNznLST+7LMYHR2UtybpSBiZlzhQhIqUEEwGBw0p6RlAaWv10ByIZtvG9lHAYANUenJilnpKCSQC7Ak0k694mbZsF9XPNNCghnAlTdLlhZxw5uVMuu2KQXOxjgYjEYWeQYQxPY5X8/Dp6bfyyNZ/EEvHSOhpArvPpjvpwal24YtNxlO0neq8cQQSEYKimbYGB5ppUPjDHxGMdGC0tjJ5Yjlv3FxN3JNEUSSTWhppzzuZLk8emqEzIdRqGdgCqztSVQFrdsR9PmfW5xoB8iMK+SGDQK7K+dteRd9QhOYLUNKis7L6JDbXlpEfCtE1rYmuAgdIg6K9IRoqvJh040g6MHYm2PT4i5xf5eXuSTfQlG9mQn62gDCRaR+oETR3x37P88EOWNrf9jW5NXgdXoKpAFJIVKFSNm4i3XoX7aIQn1dDUVQ8aRBdXVBYSFJJI6VEEVYPRHusHUUoCCEo85b1Dsqx4wD7IqWks7MT9zBDcmyODvZ3j/WETzSkV2JEozgTKdIKONI6Z69JMM5XiffaK5lz3uD5s0eD0coTnT2wXmqdvLyjnVOMcvakdxLNe46wGgbNJJ02cRgmEgmqgkh5kCogJMKUSKlgoAAK/nAKh6Fz4RudeBMSV1LSWuJEyfVTsrOTpFNkljlAQFlbus/npEshkltOXYGL/GSYwnaDt6dMZM+MGMIVQ4Ll9ZYSw0iCULEStElQTBLBMJ3OOI3hJlRFIddRSNI/iUbdg9txwrDSuMLY63U2jtpaCn76E5JvLCX8xz/i3LkbpaQIyr0IJIbyUUhJnrMIRbr7aHL2AEpbqwfmQDXbNraPAgYL73DopcQSkqgIYSTySIWn073LTWjVq1Ts3kvl1KkYXZ34r7oR3+2fHfN2jkQU1raupTnajCJUgskAK5qWE0vH6E52kUinMApfwZvnRJqCtAbFwkG0sxm3IVnw5nL2KLXMrFvLuL0fsruggj2Vs6nubOUTLzbx0qU+XIbJtvkJrn/+78T0cqqDzVR7AW8Fvs99DjU/f8CY7Z7PxGI0ueIkWtci3LuJTHDjSqY5dd4kCp99E2NjM5gmxZ0mDf7biBuleDcWc0boBT6co2JoCrkB6AxNQw9W4gs7KP79zwh6FTyK4KTPfQ41P8hJkwp4vcBHLJXC6/QxviCfFU3L95up5D+untk7sn+k7C9cqMo/nnvmf4N1rWvpTgZY27qGhJAsia0gLaDIWYTA8ir59zZbPbV5fsIiiW5IrDcWcKgaEoNmpRmP5kFTbLkZCLfbTVVV1eFuhs0oMlT2jFe2bGTxjlWkc94HqaMSJD+kIwRc+2aaibPP6802MtaMRqaRHW0RFFcn7oJmDGLEi9/jnXbBkpYQOYYDlDiqKUBKpJDoikBKBcWUFMWD6HGVGbtMxjW3o0RyaCnQKO8Oke+Hyk7JCdd8FRKJPto8lHb3/xz5618x9lp6fcL2FD9PXU2yuB1VSj6+9h1MX5yQF96ZV0ogH5AgpIIR70YKBVVRQZh0Ga3ga0eg4HNtYllbB+8H8/cb611T4uP2hZNYvbOL+ZMKDyg7ykjCOx21tTTllbPZX0PJPx9AuFwkK8pJeDXSGpiK9UIhaUAxvAhU8rwONNX2Yg+XA9FsOxvJUUrvNOzaVhLqLrRoJZWtfjrCCT4Z+JBTlz2NWlKMUlxMwU9/ckiEu6ddwxGFZ+ue5q+bH0IVKoY0uGLSx3lr71vWQEihkUyqmFIgEoUUu0Oct7yJ/LBJV4ePJydfi2qaeNNxrt30Co/OvARdKGjSZFHwn6w5x0VOQRmdrhSnRcqYqBdQM246lUkP2onTPpq0Z4g29mRAUYWKpqhcUH1hr6im6+pIvrG0V9D3dMbYabqZ0NVIRaCFXe+8zAaf4IWqK2lRJyOFoDTSyTfe+B3jY53IjHddLR8HimDLZ25iozNJ9YQqlhlvDWuq3NHq/h0OjeEGVjdu4dE1HxL3vIupxHBJA18oxb+82MncdQGUokKW3HILzzsU8v15tKqvk5sjiZvdFHtK8Dq8o5a39XjBzkZybNGTJao752kMEUV1xFCjxfj0dk7Z2MVZK7uoVIsoevDPh0yve9p1IDHbPWF/9Z0dPL7tCUzTBDWCKiSqrmMKyO8y6SzUkIoCUkDSg9pWgZp0okU9XLLzTeZEJLUfu3lAh8dw9Xoo+uv1rq172Jl2MMmnUPjn34CU7I7Bjy/6JF3joiDAH1RZ1PwqG05SCORrmIrAFAJNaJgITNVEEVZ4XL6rgGumXIPP6R/QSXIotbr//rR0irs73qHktefYq0X49c3FBAocCMVF2sghj+mYwVnctuBUFs0oH7M2HS/Y2UiOQXpi4Yy8lchUkqTYxa7mM/CkHVS37OwzI+ShFO7hxg/OLZvH4j2Le2OXz69exPSiGfxm9a8wkgY5psSIRHDpIdydcU58pxk9XcyfzrmWLm8+DlOHmMkHk07CcLkpKy+kIw3ajGsQ1e+xU+/ElCav+PdQ6k3gdQS564y70RMF+xW+xnADv93wG7oTXThUB8XuEgo9RVT5x1sPpqSPyVdd37vd1MxfD/61H6f99U3EY14cUkGmkuhOJ3sKK6mKtFlhKrqO2dZGQ04xf1oNhjOPFTs3klfbREXpBAIkBpwqt+fB2B5KHFT370gesFX+8Ww1HSiJOKp3AyZRDFXBnYaKxiioKmZnJ9OefIlXT/oksepycn1XMqdmN3WhDxiXM27Upv61sTla2dEWIa5tR3XE0RNupBbF0MI4wybnbFMYpxaR993vHlK9hgOL+e5xRpipJJ2p7sx4GgmmRDUNTCGQCDq9+cikRiJYQ1EwQTRxAkY8nwnFXjpcUHzqCczMSmXIovP77Gc0BoP31+vpi6BnXsX0ufPZuW4LywMu4s0pZLdAptOYiTDlmwtZsHYjm2bkEvKprJmVS1ehCkKCIVEx0BWTrngHf/jgfgrdRShC4Y5Zd3JK+fzDotXQPzQIms+5mJIlz1PWFOXa5wSPXlFE2qEQ8IcJmpsQ+VtIaPmAbWyPJbaxfZTi8wXRvetJGzFEzIVwxsHbjYhW4Jw/n8JPfeKQi/ZIqPKP59PTb2FF03Jy44LEG0vxtmsk604m7Qujdbu56b1nMPJiVDbGGNdl8lZVGapp4MAkrTqgpIwz5pdSF/DR7XDiUhTOuvp8coMVPLvjWVyai9ZoCy7VSTwd4+X6l8nTT+kjfG/XdfQKmebupj5Uz87ADgJJK21fQk+QMOI49FIeWVXP8+uaUFQxqPDXt0f4n7Uhop5ywsmEFcfs9uLLdTHjU59A/bOVAcXY24w0DfYUVaELhcJwBx1aDulAlPbQ+zgLi6ksVaDSqrfHu/z0yiQyXYhpSGt0+QF0/x7IA2xyqQ+3LEV0XYXTvZOLZ43jLK+CT/0FMjeBGQhS7YYvrX+cturrmfHxK9Hc3fxs3Q6aI+3ousChl474OrGxOVbw+YKkPe9jiAiaSyITXtS9k0h0laLNTVJ0hGt2T+arzpZdrOh4m5AZR+oGuipAWjnBVSnJC1ohMTXrc9hQdiI5UR+7tCnE3So+r4IocNPtceFSFGZefX6fVIb96R9Tnq3XQ83WuKMtgtuh8MDSnUPqXFNeOT8KdBBNpQmrIBWJomr4vArTLjiTklfbKV/eDIaBu2EcLy2Ygpsg4YpODFcUKSSKrmM6IJDsRkrJbzf8mpP2LGDl1jhKYiIiVXTItTo7NGjK7Fryvvtdgt/+NrObExT/uZmVl9awerxBLDeGqQme3fNXit1lRCJ5hzSX+vGEbWwfhTSGG3is/vf487pJJ4O4VZWYkUNpS4qIYtJ8zsXMOkjRHu1JDPrX1xhu4KEPH2RvqBFSKVYGFcpWTSbhO5nyNp0udy5xWcEZ760FAcq4cUx06vjLS9CEiu5wceO5tZheJ59xKH1yTWvueSxrWtY7M2I0HSOQ7GZd61pUNiIcF9IaM4mrrfxjTQseUYLLEyR3wmuoqiScClmj2VUnutSZU7CAXz7fQUckRSyVZkZVPrGkPqCHoufhUFlg5TKdXpnPlHJ/b9qu9Lnz0TdvwQgEiPz+90xUk2jSpMudizOq84knwxg5QcbHAgTc/87iGy4m5lF5wfkhCekg5BdU6Z8kFPJz6ZwKSnLdvcc9kry+I/W09I0bPL+3fHrSySTfWErkr38lvXUrpq+E+JIlJCeVU3PFIq6p+Rw/WbycZLyQX+7sQL+w4IDygtvYHM00hhv4ILSMYi8o3X4ChNGbayjfWkh3bh7NF5x8RGl2dl2au5u1rWt5adeLdERbMdMpJAqKCboCIFATDkyhMm9lktl79zJez8VI+thReQp6gUqVy82ZMyso9LkYX+QdtgZkG47xpMEjq3bjdirkOB2DOjv++6mNlvEc13E5FCaW+AfVuaH1+grS119B8o2l6O0dnLTsXd6sr0EXCr62ILPly2yZrqAaku4CMEyJhkrA7GZJ/AXMHInm9eMKXsSVJ557mLQ6U/+i89EmVJN8YymVf/0rC16qZ81nxmOYoEoH8XSCny17CRmch27A3ZdOpbLAe8gnMjqWOSKMbSHEA8DHgDYp5cwB1gvg58BlQAy4VUq57tC28sihPlRPKthN+fYmVL9g/A6Dzcq5RJQ8XJWVTJl98KI9mjFm/eu7feEkNuxcSjDchmKkMAS05TrpnJZDV6AQkHj1FDVqErXyowGNRSdO49uZ+L2hvBb9pyRf376eda1re8MZFs6LsqxpGaFIDN2rEGu5hDxPAC2VoqagnLSRAhe9Mz+6krNp7A4jhCCtSxo7o5Tmegb0UGQ/HHKcDj591sQ+585RW9vrvXKdcTp5m7dwb1uYFS+/TZeh0KCdwMm7PkT6Izx4mZdEYAkdmhPSAs3hxhQ+GsL1eEQ5rvwoU6umUeX3jeg3O9BBUQN1N/ccjwS2/PUJfjXrKnSh8Oziev6z4kPWx0J0RpOQ0umKx/jf5zeT63UckthFm7HD1uzh0xNyYUSjBFPdFCZMCpIQ7i6nO/fI0+w+U6C7dqCWvU4qlSBhRtDSOgLQNYGhO0HX0HafgJrWcCYKuGT7UqZ96muo+flow9TrocgeDP7Iqt10R1M4kgr4GdR4jqbSdIRTpNIG4bjAqUXJcToOWq/nXFvHva+uoK4zQdfGRhqNuZy/eRP5nhZiTslr51nhGRGfhqqqmEKiE0L3v0zC42Zq9YIjRqvNvz5Bcs/pGNM+wFCSGKkQhmsNSS1NKlbN/z5v4nNpQ/bi2oyMI8LYBh4EfgU8NMj6S4ETMn+nAb/N/H9Msr+3Xq2ti1hHM0mviTshufzDNFfOTdJ8wclMmV170DfFaKSDGqi+YsWgqSPITx5djSPWTeJEDeFWMFRA6iildRSHqpgX6uCqs6cw8dI70E6c1qdrtQZLSJZsahmyjVX+8b3xweU55Wzp2kxXohNV0SjyuVCEiWLmIpQQptaGTFTidTrpSnTicXi5beZneqcvX7HRABlGUcChCeZPLt5HlLMZ7kxhPeLnbY/wZqiMxkASkLyens1s4xkSboEzZVqZqKSJnk6A6caMm8TLn+PFPYLndpssKLwOnzFl2L/ZaExe1B/3eQvZ89K76EKhKBmmy1fAqleeYcX0bbjKEmA6Se+5FMMsH7Xryuaw8iC2ZvcymGb3zoAba0NNpMgN6UzfGuecbQraEarZ2bmxO5QVEI9ZCa8ViVQVpBSQyCF/Vzmp2CTO37mbynNPp7bIy6TPfOyA9HooevJ1ux0qDk0hrZvoBoMaz7oBad3E6VDJ8zg4vbaEq+ZVjYpeT6+tpXtbGz9hPaauo+hn89V1j3D2unc4YY/Opilulp2eR2ehE1QBUgU1ypKm53h974vU5pxKmTLviNBq0VVB/q5ugpOa8JtOAp4wWsE6tNwtmB2XEU0VM6l08F4Bm5FxRBjbUsplQoiaIYpcCTwkrdQpbwsh8oUQ46SUzYemhYeO/b317tr0Fv/88O+ohsTQBJc93864YC5Fn/rEQXdD9jAa6aD616dGIrQ0NZFSXaipJEWRFM3yDPTqrVDQQjpVgHCmyakwufbqa6idN32/dfa00TAk7aEE9e2RAbvosj3dNbk1ALxW/wZdWgSHqeHWKvnKhQuYMG5en0l2eji9NsLz7zURSxp4XeqghvaBzhS2oy1CDBXN5UA4u0hUbGBr0kcsJ4U7rgPgShikhQN990nk0kyoJEJXNEUag+cjD+HpvAbVLO7zmw310nYwE2EMhKO2lpm3Xcczi+vp8hWgJpMEO94ilpaomgNElMKy7eREx4/adWVz+LA1+yMG02xrJtaXMVNJtLQkrQACzlrZxTi16IjT7J7sIs1GB9H8xwmbKRCJTDy2AUkPZls1qu4mGJ+CWxSRk69y/tcvHFW9Hmz7HJdmedVNyV2XTh2wbE2Jj7svncrPXtqKpgi8Lm1QQ/tA9Xr1zi4kgpwcD7FEii3nX838aBPle5sp3xtjxocRHl80lU2zHIAJjhSRRBhD0VmTeAWhv43TM5fW2GRcSulh1epUdCJKsh1EAM0ADDc4Erhy9+CKlttaPYocEcb2MKgEGrK+N2aW9RFuIcSdwJ0A1dXVh6xxo8lQA0Iqgy1s/t0PiM3RcSR1cGmkywrJ+8p/jOrAmv29TY80NrDs/Xf5wjP/R73qx2XqPDbjYrq9eZhxF1rHeCjsQrhS+N05fOnMi6idMHW/dWZ3Lz7/XhMvbtjLax+0cPvCSft0VwLsaHMwufRkqvxWe79x2tdY3biFtg4/edXlVBZ4qfKXDjqr5n3XzNlvXusD9S5NLvWR49SsLlLPLoQjTm5eObF0M6bmAj2JRCWBj5AsI0wZfragG0lQNIRIkcx9nTPHXchJJaf0CuNBj+IfoTdl6hWL+M+KD9n87BLGvbWYzRM6QBYgRBqpQG5pHV+Yca09COf4YFiaDUe/bg+k2asbt7Os80H0VJhAtJPcqInQ01z7pk7lGGQdGUqzh3Mv92YXkSadsXaEMNBEZqJd3YEwXcgdc3EGKqgqyaUlJ5fTp1cM6TEeqH3D1+u+7e0/t0BlgXfQfZ05pZTKAu+Y6fX8SYU8s6aRWFJHUVQWXHkuRVef3BvbXfHM05yx1OBt19WoeQ24yj8ARyQz/YBAakGU/DUo6vv8ywm3AYdXqx3Ph2nP6+TNU310F7QhHQ6KKrZx29TLbK0eRY4WY3tYSCnvB+4HK1/rYW7OAdHHA2DKPtkvvqJvQesI0pXnx8xzoSgqxV/6Ap6Tz99/xSNksLfpgbw4PVk8+nuEe/Kbhv/4Ryra2qnQdVBVykJtNE6cQdwX54nTXEjFicDkhmk3cNowDO3sNu5oi6AoolcwV+/s2ufB99oHLfsIWZV/PHpxAf+9fCNp0xL+/YlcTz2DlT2Y+Lr7rp3DK1s28lZgBxEjRpMeRhEKhXnjaA3vxRkWCKdClbGVUHg6M95V2HKWxEDHUHRw7WBFYDfTxuVSU3LOQXXbHkz8Z+286UzIc9K55FHEhyGWnJlLMBdUHCgKtKQ3c+WMq4ZVl83xwdGu2wNpdsr3LqmcDiYYDgqDOjM73Jy1OsWkOefh/c7YTFgzkGbv717uyTDy7I5nCCa6wJBII41qRa/hD+vMezeKt62IstQmnjxvLt0+HzmKMmxDO7t9B6rXPexPg7MZK70+c0op9107u3eSmjOnlAKlH43FOe1UUj//G0VdJs72UhKBOWiTVpHIAWvKSkjLGCk9yj933s85wU+TNn2HT6tvfRTjvU6kafLGOQXkkU/Um7S1epQ5WoztJiDb5ViVWXbMke2haA8leHHDXkr8btr2trN5+TKcaoiCTifC4SBZlkub/9A+m96u66ArmqQ830MsqbN410pWBx9DFSpeh5cvFn+C8p3d7GoLs/mFN6juaKCivQPhdNKQW0ZDZS3TP3Epl5X6ebcizriupTjII02IPJ8YcXv6C+b8SYV8sCfQ+x0Y1OjsfyxDidxgXpD+XoUDja+rKfExI5Vmw2aFZEIjpZsgIG2kUVQNR1kuSlhg+E4kvyvO1M5m9kZcBHI1JAKQGIbBn99+lpSZpMJXfcDdygcb/+motVJNyXvv5YYnWnn4E6VE/IJwMsiSPYuZt58Z12yOCY5bzX5685voOe9iiih7FIPytM6C5+qo8FUespkhe+gZMOjSNKKpdJ97ucebnUxGCSVDCANMYSIk5IV0dEXl5LWlnDf+FGpO8eM+byGzDnKCmWNFr8+cUpoxsvfFs+h8Tsov54WX60inDXxdCtct72bnRIUd5WXsnAG6IwGqJJwMsbT9L+C6hI7w5MOm1YF772XGljArT/HTmNONjDl4dsczVPoqOaV8/rDrsxmco8XYfhb4NyHEI1iDbILHYuxfDz0eivr2CK990EJ7RxDR2Mj4hm1oXgMVhfYCB0LGWbzntf1OFzta1LdHeHJ1Ax2hJN3pZkpKmlnesZ6oHsKhOpDRGJv+8i069+Ty8ymXoo+bjzZuHv8WfgglN5efzrueREk5vqSP+06fw2R3N9rqN4npLXg0b2889UD7HSqerb9gZqcsAsvD0d/orG+34rC7Iym6oymqCrxDitxAXpDBvApDdeEOeSy5NRjSwDAN3A43fkcup447jZNKTiJhJHDopUQieVTt3MTuRwVhn4rs835iktYaeG7zwxQWFXDnxZ87oG7A0Yj/9Cw6H/2OO5jzpwfo3OHjtSkJShNuEq60PbnN8cFxqdnv7N5KovFVTKJgCrwxg7N2u6kgj5xrrz3kebSDsRR7uxJIJJqi4HZYBu2altX8Ys3/EUlFUHSJripgOFBMlQuXtJOjeHih7DKWjp/Cmjwf9101xzrGzLEOxfGi10NRO286366uZkdbhKqdm8hdHuOkum5WVhfTpM4lPW0tpkhjCoNYOoy/bDGTvSGq84vR3JXA8PY1mlpd+acHOHu3m1d8BgkNgskAf/jgfspzym29HgWOCGNbCPEPYCFQLIRoBL4NOACklL8DXsRKIVWHlUbqtsPT0kNLTYmPe+flsvnZ1YzbtJiKRDcylOLMD3WWjs+jNLeSuB47JMZLfXuE3694h065BVeeE2fJ2yg5KSJ6GE3RSKeTxLuDdBlhWvKKrKwUiSCdnjwaxk8lsvAiWiKFaI4AkXQdr2xRufykSkBaoWwM7KEfTjdZf8Hs/30g70VPd+b0qjxaAgk+NrdySDEd6CGRHarR1B3l6bWNfbpWB0p5OFT6qyr/eO6YdSd/+OB+NKHhcXi4pOaSj2auDGT2PWMRH+S34Wl+ioQRRcdEmk7UtgpkboCC+jYiRpwNyrNcdtL1vXHq2ee0//kYLY9PNq1zF/D+sk0U7txNbmmSqLMbI95Ni/k2jQNMa2xz9GBr9r705NLOJ0XEMDEViTtlMH1TBLW4GNd5Cw9ZW+rbI73p8kCiKoLCHCd7o008U7eSZzY9QiQVxMhMQ07SRf6OCpKhCZR2bCKy8CLaIoWoUiHQGePtuo5h6cDRoNc5Lo3WQHyfYxqpXu/vPPS+QJSexvpv/Iji3/+U6kAr7vZikCeTmr4eRY2jpkzCdLE+/RobQrC89WX+dc4X+sxCeUi0esl68t/7AMcJDqKGgoqDZDLG2ta1tlaPAkeEsS2lvGE/6yXwxUPUnCOGdF0dud/5JvPDEcymJpTSEhCC0z/2r6x3rSKux1AVbVCP8P4Yzlt7z8yFT7zdQtDzJs4SHUVNg6ngcxQRMqN4dAW64whD8sbZ+SjpEGJHkC5nMQ7TZNYdN/Fe8WSU5e/gqngVicHboQ8Z13ohilCZ4J8w6HTeB9pN1v/YBovXiyZ1CnKcwxqJnt3jsGRTC26HgkNRaOqO0h5rZlnrUt5aHOPWuZdy+dRz9ml7//jEgY7llPL5lOeU94mBH+gh8Nw2PzF/Hkg3uTLOlGU5eLri1J3ZTdiTplNKltet4P3OLXxz0XescxKqx6GXcv8r3fsMSNqfx2ek9MykmZ73cZTuTq5f/hDteW2snJvD0j2LWbVyF3cvuNcW8aMUW7P70hhu4Gfrfko0GiAqo+QF0yAk1y03qL3qVtznLRwVr/ZwNLtHL7qiSbqiSTRVwTAl0ruTl1uXY+yOEE6F0AwJKrgSJnL7TNJdFbhUpVevWbLdqnAE0X1Hul6bhmRzUxAkPP9eU590fwei14MdS2+eclNaqVtVL9q/fJ2bZAPnBVLoG7vwftjBGxc5STg1opqJqgkMKemKd/KL937OdZPu5Mk3nYdMq5MzLkLpOJnL3n+Vl07uIuKXROIBFm9/wQ79GwWOCGPbZmASbyzFbO9AraoCwLPwXLw330R5bS13hU9ndeMW9EQxTV0x6kPL9xmgOBTD8UD0PEC6o3EivjAOoaLH/AgliKpJnMQoS7g4feleAiRYek4BiiExNYULc8NU69M5YeZEaudNx9Ue4akPw8RVE83Mw+M0kICmaL35rwd6aTiQbrL9HVuPsN++cNKIZzPsX/eVZ3h4c/f7xGJL0B0RdOD3mz9gU9d7VHMliaTBrngYr1PbJz5xsGPJzhEOAz8EZLqQKv2TtMT2EEuWsG2CB6E1csPix1k7BVr9fiJ6DpFQnJdef4St+c3opk4sIUmICyn3V/U+QGDwOMkDpbfNJXm0C4ia5eR1NZB05GEKN/FgV5+Xq9GesdTG5lCyrnUtgUSAooiBGTCY2eLkrHeCnHDVrfju+GxvuYO5zoc7GK7n3ivP99AdTeFza2i+elyVr9CdiKIm0qCAO27g0CXXvZFg3Iw8dk/JYdpZJ/fq9fPrmoildLxObdhp8Y50vV4wpZjXNrYyLt9NNCvuu77dirc/EL3uT7Ze72qLIJFMKvWzt8vkt7IGb6mKeup4vvDMZgoeifCXCxdgjt+N6YmDaiIQRJJh/rrtt6BdQqVr1iHR6tKyAlqDQbQ6P4vCO1m8qAw1rhEi0Me7bWv1gWEb20co6bo6Yo8+itHRgdHRgTaxps/gGj1RwPPL/SREA/G85ykvcOB1urhr7t37Nbjr2yM8vbaRaFKnstA76E1bH6onlo7hdmiAxMTA5Y5TkJPLlfpJaE88TGVjnNK6Dl5fWIQ1r7oApxPXlBk4HfPo9AVpabJeBL5ywdn86cMNaJqB1+lkXtk85pUNnNu6h/4pn4bDPsZp43beD+5GAiI+kYdeD6GpkON0cOfFBTSmtqOFa2iJtrC+fT0nlZw04KCQnvMWNlvIzw8Rjkmeb1xDXHRbqZ16kaxoeRVHt6AjfCK5HgcIK13VQMeyP/EabFBRKOSH5DQcKpRW5tDucmJOuplxa16BGRLTaeXIbV7xLtEzfaRdXkKpDlKODTSGJA5vJz5fEWXeylHNq96/zQ6Ph5m3XcfaJ5roKFSxRuRHWb16CTW5NeiJglGdsdTG5lCypmU1z+x4mmAiQECkKEnrLHipkQpfZZ/QkQPNHNGjD+2hxLAMrZ57L5bUqSrwcvKMbtaFXiaWCmNKCYqVZWTRm13M2qsw7d4f0jr7VDxtEbTSj1Lt3XftnBEbVdlhDW6H0msgDrX9UN7wt7a18dOXtvbq9UhDOZ5e20g0laayIIeOcIJCn4vCHCfRpL5PLHc0laY1nBhVvfa6VJDQEU6gmxJNxTpOoOOLXyf+0EOojSdQ0FpAd00XjrKtmB4wMIkbUWTuC+zpglxlaq8uj5VWd5rgmjCe6ZPOYs+yDkLSjVkYA5I8u/ExBFDmOHGfnlFbq4eHbWwfoSTeWIoMR3BMnYrR1bnP4JoegcrJDxATBg6KMczIfuO3+whLMIkAvC5twJvWrbrpiLdjShPNJTiz6FpqCouY1RAg51v/gxkIgsMSpplNgpVBSbw0F+n0sPi9FFJ/l1j+U+T5JLkuH/fM/wb/edY9+xjX+3s5aI018fy2t5CpYl77oLS3O61HBPvP/JUtdji6eKX1abr2tAOgp7xEzfMQscmYvhb+8PZv8JgJksKg05HEFJKXtj3DjYEFeHNOZUJXIxWBFhpMF/+nVxPOayFRsZKkoiL8Er/iIdfhJ5ju3qfdRs4GFGcZhTnVgOwV6OyUVJefXME/Vu5GVQQ5Lm3QGMfBBhUFYykeXrmbpu4oOR4PM66+Eu+4MsJbmhCeLsxYIXm7XmHtnChStlkvHLmriXu3kZvr47H6jVxT87k+s6hp7m5WNL03op6S/gzU5lda3kUkNqCaBnpOgtXhdTSubOP00jtG3VtjY3Mo6JkhMpjoRkmbuOOSs/b6qSA+qGaP5DrvE5JgSBDs19DqufdWN24nIraxfPdTxFNBTEWgGBJv3ODGx1uZ3aKR/2PL0B4sNOFA7sOebfqHvjV0xoCh9br/oMifvLaSoLYVzREjickDS19mfCqAP2RQnvLQ6owRUNOE0Qg5vBQU5FAZTqB0qDzucJJ0pog6NdKpPHyOKZxeO5vTa4sHjOV2aRpIKMxxMZBeP7+uiQVTilm5vQNFGXwa8/7a1/Pb99Fqp4MTF51OMkfw+OI91HtnItskhcFCzGlrwZFCYiKUOMnCFzh3YkWvB364M16O5Pfqq9UL2Zl2oLVuxKjYhpl205UT4NmtT6Ao+fv0jNpaPTxsY/swMNSbcU9u6uhf/9rHq+06b2Gf7XoEKhyTyNwkcbODXMXXJxRjoP30CH5lQQ4Ap9UW75MvtWe7kBIgz5UPSAQK82sqmbclTeAb/4PZHQDDsJzZxcXUfvKz3HJKCX/ueJ5EShLNWUaunIyhdhFJaUT1EOta1/Lx2qtGZMA1hhv404e/IuqNofk0RNfl1sQI65po7I71xt7dd82c3mOoKfFx+8JJLK3bTNTzPpuDbRjSsCpUw3jGLSWyM4dUZA+K2kpuZ4wdNR7STg1hSgxF8He9DtfyEjRT59/efII9hZXEzzgbOXklqppGESp5poYMxDCkwOFUSCtmn7abShTv+BeJJk4ixzyByaWz+zxwm7qj/GnpDiIJHYemIDK/z0DiNdCgIrAeaJoiMAzJ7QsnUVPiY8eMmZTsNFAbdVLSJGxWoAYj6N4YUgqEYoAWwauOJ5YK8culb6HEpyEcXcQ9Ud7rWo4iFDRFG1ZPyXCZN+sM3ti6Cd1hgBQUBXTS7iBadQcOxW/PVmZzxDKQlvbMEGlEo2iJFGkFHEmdGZtTvQMiB9Lswa7zofS6x0C/dE4FJbnuIQfMAXQYm1nccT/JaKhPfLY3bvDpFyPMDueR9+Pv4ll0PjsOIif/YGS3e29XjP99bjOBeGpQvbbC8d6hME/n9a2r8L3cyq6gJF2yC48WB8XEANZLyXoPqA6JyAyq17XM1JwAJqhuE1mpYKoChMQNpKVAN9/i6XeWU9EtGGf42D1rKpr7dNwOF7GkgSlNFCFIpY1eB1SvU8ulsbkpyLPr9pJI6UyvyusThtKfgV5UBtJqrljE5V2v8dgH7ZSEO2jPmQDbNJjyNlJLIxQJSpwX9z5Akc/VJ4Z7uKE9B8K0s07G9Xg70ZIGcCQRUuKLmgT8EUz3TjrCxbZWjxDb2D7EDNWVmK6ro/vur2C0d2B2dPTxajflle+z3Z0XF/D7TSvRJCSNJNM8n0RPFIB/8P1kC36O0zGgod2zXTJnHUl/GwKBKhTka28S+O3zlkfbMEBVUfLyyP+f/7HSBzUtxxPwUOjMIxTbSyQdAIdAUQSyN+vI8GO+6tsjvLxjPVLoqKafNN2Qs4ot0Q4iMh9VyUU4uwiKnfx9tc5N8+dRGWxh+6sr+F3QIFy9AhmJIDUDxEfZThQjjY89zN7SQNsp0FHk6E2hJ1UBCPT8boqVJsJUsKewiuquRoQ3gI4Kpo4ggRpI88nH9pJ0K7h0hbYJuXw4r4bNPomppjF1D5q3E4dvDbmeejT3HHy+GKZnC62xYtLCxJHbhsslMGSKlFLJ5NKThjwf2eet98UpEwqUSFvG/uRSH77CPFIqePfsYXbLVt7vno5e0YDoOQ8iRXe6EbfIQ6aKycsN06g9w5LGFEkZ5oSCKcTTVqYbPVEw4u7kga6/M09fiNnWzhsrH2fPhCQmOmagCxnczZ0Xn23PVmZzRDLYRF49AyKDqW5yQzpCwLVvppk4+zy8N980oGb393gu2dQy5Iyv/Q30/t7MgdrWYWzmF+/9nEgyNGB89hkX3N5nwOaBvAQMdp4GerHQTYkhTVTFEtlgLM3Taxs540RBU/MyNu1YzxpHK1JNQoc1m47qMpFlgKIgMjNZ9kFITCEQUgKCzFQDIEAKBRQTUDNlAUzCapzXUx+guiSKhLz1y0hv/zuR0ETSWglK6gS+dPFp5HmdfY7VoSi0BuIgoSLfzc72CC2BBAU5ziGNzezzMZhWA5x92Rm83r6SuJHEa6aRbUWkzVNITlsHWgIUSdKIDhjDvU/o5wHEUw90DdXOm85/7m1mxaPriOV0sOFklcaCbkg5KS7byqKSc5lfdYKt1SPANrYPMUN1JfYOiCwqwuzowOzq7PWQZG/XGmvk5R1v4PV3EjbaESgk0mle3byJVetzewV9oP3sL1VQz3bevN0EXCvomfGKtMHu1YuZlJmgRgJKfh6h//pfPiyfzuT2CA69lFhCktK6qSrwMSf3fNYEghgk8WgeKz57mHGL9e0Rvv3sUuLaDtLeBPl+nWAqiOkM8kF0C5TmI9On4yx9F0MYvNv9Npt/v40vv/IEuxUfifNnoKZjGEkP+GOgSKQQKKaJU48jgx62+05CtpXiql5JTswg6VIwNcVSdlWnqzKOZ49BdVcjVcEWPrX0NZ4oK4Z4GoHBtU+1MnNz5KMnwfvduDcWs/WshaRnrUG4O5DSJJUKEU4leHXDY3xoNJJbkSSR0nEpgs5IHLcaBD2X4tw8NPf/z95/x8dxnff++PtM2b7oiw4SBEFSLKIoUpQoUoUSZTVLbrJk2XGLYivXiZPYubl28v2l2zfV99qJc5PYTpwojm1ZstUsq5ISVShRotg7CYIgComywPY65fz+WOwSnSAIFkn7eb1kE7uzM2dmznzmOU/5PKuA8fquE123yV6SI+9xY7tGyes9DB2I8uRCH5Y+fIElaCmVuxZ+gSe7UgQz+0G3qfZU05WIcSp+EofqJBKX/McrZ59nOtn8u/5D97KiL0Lb4//JgWWlvD7fZHPXSzgyB4a96EXyLuLSwkRzOeEcXRC55FCS694M0aBWFjpETuQx3rC0dsLn+QOX154TX4+sT9kY/D6JTBTLNsflZ3t+7294u2Up80t9MIJjpmr1Pl2+nmxh4dIV/uXFo8TsLoQeJCF1XjmxkZeih1BFEss9Qu4kb1SLnOWsWTamljO48+3OQYIUKAULPPd3/p/CthFIBBZWns/zux3+H0tAxK9gaAYycARht2GZO3l5x4tc76mgZeXdEFg3qmbo6Z09WFLSWO7hrpUNoxY+Z+LrB9a3TLqgaQ74+LPPreXInjYaD+8i8fPH6bBdHD2h8M4tKqbDxFZtMlYSWfIifaFynEr1hIuimdQETMbVi+7eQH3vcRL//kMqSsrZuNiiFC8JdwaH/wTNgSvPuO8iTqNobF9gTGYgjS2IVOvr8H7mMwUPxPyBeG6FnewmWfo0e2I6mUgCKeUwlwicmkJoKMvWtiBrWqumfLgnewjnV/uwncfoVTaDGDa0JUghEV5vztPg96G4XES+/ud8o8tFou0IuipwaApS/wDCEeR31q/jmrmLuD22eFSO9qbOyUOWIwlrW/dRov4nUVWJtCTVzmakkiFlpnJ55l4bu7QbS0lj2xrCTpCxujkhXcwZOIFqLiOrS7AzlIVMbN0m4dWQAnRTYkqbSrIMVPhRvJU0WhpZGSMuDXSpYCuCpS1uFlcHSS26if2KxdwBi9/55dv01DqoO9RPbW96nMtlzlAPdrqcTPAyXDW7QctgKBZhO81Lxzbic3qoC7TQrQeREurL/JxKRKgvL8GhiYIneSxpTkSIG5bWTvqSLNzjpbWkPN/iin/4C15KSsKluZeSFDB0tJHHj/fxhQ+t4GTCyauDe5AiQ6WrEsM2UIXKk+2PzihHbypvWd/KtRzftAujZz/KHIWS7hAxv7/Y7KaISxJj57LPF+HJYy8SSYcIiwwBw+K6N0LUyxJKv/kX0/IY559nn1OjN5xmKJ6ZMV+P/F1CHCFjZlBtgTRH52dH//Jv+LtTXhIdbaQNC4em4HKoBY7ZsLR23P7PlGc+VfFmfmHRHeti8fLdRE+9im0L0BNY2CAkVt54FiMN7pzxrEpJWcQg4XCRic3FkxWk/WUs1bMsSacnz9nOpKkesjllDTLUfZS4arBviY+EV8PSxPDhJNbIYyo2iiPJiUCSbquLX+zax+otc7ln3aeYtzRndI/N9R55Dc7E12nDnnLR1Bzw0bxhBWxYQWrRHPjzv+Up50fgSAhr8Q5UkcFC4HPBisVhPr7o5jMuvM6VqzsG4hxpuYrK6o1c9tpeXptbW+wueQ4oGtsXGJN5KvIFkX1XXEO75WTJrddR+8XPj/vdzw8/zr5YljJ3BZG0BU6wbEEoJunpqcXOZnh6R04/dLKQ5VQPYNA6SLrycaRtnv5Qgj9scdlr3aMWAZsHNLp3HUVVBVnDpsznYGFpI8FYFfF4KTBexi7/YPeEEpgWhY5m4ySaVg6CsJGGD6HGuayyldTQSRKZGNKycGVUHEFJtiWGEGBLUA3BnKEeNFcIb+3b2FknDpnl117N0F8qeek6L1W2h6jbItokiNpLcfkSOKvaOEUGn6jGB1jSRBUqfbKPDq9BomqIak81nuUefvsTf89l7SHweLDa2zEHgtihEOmNG+myHXT6a/jQ3hd4ynMtssyFlDY4bEiUElMM1HiUgaFdOEp9CIeTtMdECEk0G6dMlNJc0szhzvGkOZUX+0yE6t5wM8vmzuHW51/gF4n9SHeUWGQJNZ2VZNQuojsU7r3/Fq6NVdER7WAoNchzx19El6Wk5ACmZxd9SSb0ppztPM9rusaW3EbWWEqV6wXCahJHLDFjvfgiijifGDuX90Q2kjRSNGQ8RBMplvVUcLx2Hu5br6Nuw82T/m5sUaBtSw50R0DAG0eCfOkDCwrSdjA9vh55jLR2hMc6niWaCWNbFr6E5DOP9rF8yEPZt/6KA7VLSHS0EYxnSGdz9TbLm8qmzD0eyTuWJRmIpukYOC2XN1XxZnesixd2P8rm4JtE7TRoNoqt5GKlUgx7r3POCsWUqFmNeW0WLckMJXGThoalGH43Wric/zKWY/v8lOHmgbsm966Pvdb5GqjOwU72aVliXhe+vkHkth08fb2fmI9CtkkOEktTSGmSV10dbN/xv1n/UoD13hW03HA3zUtbC7rdY9P5zsTX0y04dW+4meCAjfnmCVwDVYTdN+JregWcGVJGlIOJlwlai2nmtKGbly60bXnWtS8TzdOR99a4+te4ac8mLj/Zw1u+WLG75AxRNLYvAsY+dHmv9omsyj/VrMNye3jGmsOfDowmwKB1kIOJTcSNCEdDUeq89Xxp2W+TttLsb9d5ridDbcBNcpg8JwtZThVe2jWwC5CUOPzEslGIeVAH6rBONWI7NuH79D2ndWMHOgp1KUIBVYhpVco/sL6F7zx7GE0R/HBze0FZYyRhlaj1NJb7SGazeBw+1uuNrNlRyTttu5GpNJXdLh66pQkMHcXS8BhJlqU3E56bYduqVgbLy1DMUgxHivCHb2XdkqvYFfwFhm3iUzTWLlrGod5+Lqut4J2IQtIEh6rz2SWfZ3d3P9u7OunJbkMIga1ZCKlh2SY9ZTbz7r4rdzIbbi4QvP7BT/EfW06QNSx0bH5L7aV7s87hKp1DlztQbRNL6qx4xcn80DEaTmUIVrv5yb2NWJ4SIopBtncl5hXlzK8eL+80lfE6nRw9vbWV60pr2fTQG8TaejFdpcT1CApg/se/kQooNG64mUZ/E2+dOExv6Bls0YOtRqgsl+gVA/zGki9PO2dzMjWDY/1xElmDIcVFVjZB+y18pONR6mUHR/xPw7q7iuRdxCWH/FzujnWxce9pr3ZZBrZkr4b5NRNy9mQGVnPAx11XNvCzrSeoLctxdtqw2bC09qzTAZoDPoLWQR5655+JZxOYlgKmi2zffCoSAv8X7sG94WbmD8SxbIlh2jg0BdOWZ8w9HptG8czuk7y4t3dC722+eNPni/DS4e+z+eSrxJQMlpL3IAsQNgq5FBBh2vgSJvM6VY6Ur0Gk5zHoreOLi7O0rLxslJKL80g/29qHWN1SMe5abDnSz6b9fezrCo/y1DcHfOitreitrSwBPHl+utqHeXUnz7y0DT1xAssxhOo9hqWbw2knp4eb8AqedfXzevwZ1vzL4yyuvZV/19aRRMXrVPnmvVdMalifC18v3rAGV7dNrKcXK1wDyiJoOowiUoRFrunN7175e4Uuk/n5goQ7rqg/o1LJmbh6VGGo7eTp5mvxZTrRjU1YVhZVcZK1ssXukmeBorF9EdEd66Ij2kHg1XcojcXpWXI1psNJTVUJId3Bsf44mitER7QDl+rKSUxlIqiKikfzsmHOLVSpizk2GGdZjcLb3naSI/RD85hueKk71oWu6IAgkY2DAeLYcmpP6Ax5SuisbGLFTesL269prRrV+GCkZ2aqBz1t2Lidak70fyDGP75wmOsWBgppMpb3OHFRy+eWfZpETwfVL+/F+b9+F8fQEDebJghBb5MfT9UesroGmk3GBYdXl7BzrR+H4se2k2jSgWXpiNYbmLf0Sr4Sm0NHtINIXPLvu/8bKSwOtGepLnEztyTXxXJ3dz///ZwTSyvH2yhwOs3c9TDSuB0l49Re8iSXyliopeUFPVf1+nV8xnkbR194nb/qNMjKkzgjHtZuf4TGSASAnjonlqWTSVWg6AkGohG2bD3Er9191YREPZYQZ/JS/rPPreXgpq30/vRRnpq3DtW2eKTlRmr//G9ZRs6rEo+X4o7chVq6l6h1mBK9GkWLY2j9wKIJ9z3dscyv9mFaYEjQNQUt4sfKBnj6ukHsjidwir18de0fzagos4gizjd29G0f5dWee6qGA2YVNTWnOftM8zVv6DRVeqjwOsdx9tmkA3THutjet50n9z9MLBvDUgEFNEsghmrprAwXOLs54OMrdywq6FZrQhmXezwR8t5bZVietHswwX+9fpwNS2tGGZnz6jPs73qMzftfJSYyuZSNEe0nFUviSgpu2BzD77TQFy3iytJlnLjuJjqOJglU5s63e2kLi1pPp7R0DMQLbdP3doZpKPcUxrvlSD9//MgeDMvGsiWLG0owbXvCdJexOfL4FzDXnys2vDOQQPRt4uBQL9vLoqBnC553WxVESnVeXKPxcnobQ0EdBTeRWDVb2xq4/9rmWefrsVz95NLLsevbMJwCYZvEMpGCwR0ZbBo1XwIlrjMa2mcaR34B0RdOgRDUlbqI9Vdy5Rtedq6LEi8RxESETZ0bqdUXF4vbp4GisX2RkO/OaKQSkO3ksyKCs28nckklAyV+XMO5gd/Z8T1M2yRlprClja7qGJaBQ3VQqy8eV4QxkbF7pmrzkeMxbZNS2024x48yMIfBzFIU/yBeabHs1z+B3to6alU8k8YH+fEcH4hxKpwmGM2wu+cY61cnOBR/lZQV4skOm+ePKnzk2QFaN51EmsNpLULQXVrL89fUES0z0YRCVgUhBFHNzmmeKGkUw4vIzKMks4rVjQuA0ykt/7r1l0hh4RKlpOQgadModLHs7fdhyywuqol13oIoi1Dh9vLhxbWsbrwMM13Ops7eURXmAb+Lk0YSwxodwtMDtSxpbeWbA3GO7Gmj7s2XqXTaSIcOWYOGk2lMRaC4h5CWg2yiiu6HHyPlidK8YXxO3ljMJEevOeCj+f5beBZwvXmCivgQQ+5SOhQ/jX/wB/CtbzF/+dW4ZDWZyOUopScwiOJRHFOmeUx3LM0BH1+9YxHfefYwqqXiCBmozgEsTcWVVAmFozx/eA9v7KgsNk4o4pJCd6yLjZ0jcrWTBivf6ODo5TDkKUWfRuh+osK5sZw9Hb6GXDOdH+zNyftFsjEsoYEtsSwnWvtVODOlLPv1T9BTWsux4bSHdQurC5HEs+Vs25Ls7w5jmJKN+05x5FSUj61uYlv3URLmW/zjW9tIivQERjY40oJVhwW3bh+i5YYP4bn34wXPtXMgjn5s36TnOxW3bGsfwpYSj1MjljI4FU5TX+ZmfvXoIvOx+4DR0cNrrryW5sAHANiydTPP7X6cY56jpFwSSx2uc1EFGa+Jx7sFO+NFCIvtJw5y3bIv0BxomnW+HsnV7jdP4N7bTHDFUVAz2NIqGNyfaHkQXXFMO31kOuMYG9FIGRpaf5Brd/ZRIbM8f1MVqu0mpmcK0rFFrp4aRWN7ljGdMNFbJw7zzPFniWbi1EUsBqXNoeubeXuuSVngELa/n99Y8mUMrR/TNql0VdKbOIUJVDgrMKXFFy9/kMhgKYY9OKoIY6Iil5Ehrcm6enVEOzBtk7K4JDwQQwm2Un1CQ/EPceVgOx+//yYW3b1hwlXxRMecCvnxfOvF14mIYzhUJ6LiNXaGU5gyhQ0IYZNULX52RwnlXaGc6gfQXdHAP934AOnWU5jqdnRVAZlFEcqwlrZASotKv4vbWz80oTxRvXcOtq2QJIIqnHyi9dOU+gTNJc2cOOVk4449ZAwLlSruWrCSO1c0nLHCXFUF118WoMLnHOcpGln8Ytx/N5mXN5M9chSx82VUaQ/rxUo026B0sJfQV75Cx+c/Qv/6y5m/cA2N/iY6BuJs6z6K5gqyuvEyGv1N5yTZlQ9ThjpBM7LMCXZix0OE/+iPaPjJj0fkgZZxKnuYFYEVU4YLp2sgAKNe+I3tkuQ/Z9mKn2OVpZARPLMliZQ+/C4HiaxRbJxQxHnHmXi7YyDOzw9vJppJFLza151wsTIeYl6r4NSNi6dlvE5UODeWP8emIMD4/O18M53BRD8inQVVAVNDMwVax1Wscc/nY59dijZnzqQNa84GzQEfd61s4D9fPU5GsVBETsLvP996HiuwEaElUYTNWE+2Oykxhhajmis5VFLFPd+cS+mqJeOu+VTFgy5dIZWxOGkkxzVgW91SwZPvdJMZLvi8+8p67lzRAIxvqjOSn5oqPZM2h1m3Zj3r1qzn+P4tbNz1KK9px4kpWSxVQUgFkCiOBEJYHJHb+P+e28NvtX6eNVd+uLCPiebTVBw5Ha5Od4JnvxuxYCtpt8AmZ3D/rP37fOLGB3GZC6c1B6fL1fl5ki8MbWy3KXnT4GjMTcyjAQlIpZAJm0a3VkhfLXL1xCga27OI6YRn3jpxmL996/9giwy2GiGeFrilzjFDJ+VUaKhsIKykMbR+mkua0RSNofQgbt3D/Ys+SdpKF5Q9OtT4tB6a/IPs0pVCOG7s+JpLmlGzJsGeY7gMyMa8DHnK8EizYGjDzCuex0JzhTAqfoWTOEJNoWhJbKmAsE/TtQAbhYOX+Vh2NI2oKKf/Y59D+FqprZhDl9mOQzcQEjyan3A6DJYHG50bG++nwlE34bV48s0UTvuDmOoAn19zNR9cdEXh+0Y/fPO+5YX8wHULqwvfTVZhnm+ys/XY4BmbDeRzCAH2bn8U3+Gfk4j7sZ1pqjjOlV37OOVK8ZD6GtZbW3Ec/gUfb/kffH9/nKj/SRA2Tx/XWFxyHdc3Xc2Dt5Wz89QRrqxbeFYhy5Fhysp/+GsaIr0gBPbgIJmXN9P8xS8Mawk/gWmbHBo6SK23dtL0jqmKwSZC4YW/tJZY73EW79zMwJIAZX1eQrqLIFkGY1kUIQpFtEUUcT5wpmclL0Ma8W/C1kJEhEWpoZI65uZkwM/yW69jSev0HA5nsygF6AklJ+TsHX3byWQSKJkslgBv3CTbuwQl0oC7agn3fW4tzYHT3RFno2FNPm2wO5RE6kOIkv3Isn0oqnFauQqBYtn44yZr9mUoqbmbFx1XEagvJRhLc8JVQesE1/yB9S0THjOfQqKqYIxsBjOMdQurJ+Trsec9Ug1k7HtwMr6et3QdX1y6jjvyhZ4ntxA2FIQrjSDXu0EKCIsM/7j/X8i8toW1dz44Sl/dtiV3XXk6VWeyPO7pcnXV/3uEoXdO8qP760h4VCxhEc1EeKzjh/zF2m+Mkk6dzIA/N67+In37XkZkbBRpk9UlaTnIwZ4IjeWeaRdlvh9RNLZnEWcyRLtjXTxz/FksJYGGm2zWTSTeSG/ockKeGNLzDpqdxKM5Cgb1V1Z+dVx78zym89CMyytWKeQVj8wJby5p5sGeBRx9fQ/1HVGM2BN0NbRy+Zc+VzC04exfFpN1Xvv5kUfJEmFeVYC+eA8mNnrWJKMPNyjIF15is7hXxfebDzJw64dIZD3YO3uIRp2U6h/nI5c7aSov452OXjYfGKLEIxgY9PGzDg2/+yhehz6KvPL3qMk/h2CsGq9SM27M6xZWjzKypzr3Qj6jKs76heZtaIahEqoyJjIiueetLWieCK+tKSftFASCKcJWP29u/T6JRWuhxMYydQbSvQSTz/H6yRco9Sl4HW7aOl6moeJ0t8fJ5uK4wpj7byFy/B3i3+8AVQXLwhwIArC9bzvhTJhqdzUpM8m27kM8/Zq/oD4wNt9zJh4zgODaxRyST2I5LQZ9KrTVU+Wdj7+8hKxhjWoAUUQRs40z8fax/jgp7ShCNTBTFdhKkp70cp6dO4ctlaX8WWktzdM81mxwdtA6yJPHniCWjYEAf9zik4/2UhGH4G/fxuINa846JWXksaeSp/vmfVfw6BtP8U7mMTJKClsZIX9tgzducd2eJDfXr0f/1P28M8zXY48/8pofH4jxV0/ux+/WJuXr/PlPxAUT8fVUaiBnuwBp9DfxwHW/z62xe9m663WO7d7FjvI9pNyn31VJl+Bfy3ex/3tfQC7/EkOJWso9DtoHE/xs64lCUelEHHk2XJ0KKIT/4A/4zMOn+M9P1ZHwatjYhNIhNnVu4nNLPz9uDs0mV7tuWs+yV5/nNUvF8qYQCEoCB0Eu5K6VxSY3U6FobM8ixj7gLl0phP/yHccGU0NINYIhYyi6wDFQTixbhjstIfRBlrc4uWvp6ZD9WOm8sTjTQ3OsP04iY+LUVWwpkZYoyO4l7D6+s+MhTNtEiSX5zKMHuPJwPwBKwMPy//l53COkrPLHm+6qeOyK/cHbyjkUf5OXOjcSz8YxpUlYhikNW+hGBlMBTVdJeYenpSK5IVbHzX/9XXpKa/nrx/dh2OERFdfLC8evUuNs27OPaNBgcCgNGGRMG/yjW6Cf7ctnOuc+k/Bgd6yLhw//FFWo4IQvbvgtygIdfPfoD0gpFkPlOkKCM2Ojn5T0B0rxlYLQI6hINKFjaIOEs5CVbgSM0qmeaEyTeVA8936c1LPPYnV1A5B68gmCV81nk/YKkUyYSCZMnbcOM12FYacKrYt/trVz1EtkptjjHCBb4aLpZISYS2XFqWfZ4fsI0tOCx+0uekuKOK8YJW9nj5a3A/D5IhjuPVgijuICNenFCDfiwsby+c/aW3yunP2T3f/MUGoQ1TTxJCxufmUoJ+/3V1+fVb4e+1x3x7p4bMu/83bqHQzdwhYgEGAL9Kxg9V6TD1ddTeuXPjvCuxueUCFjpARsMJoF5Kzy9VTnPdN0jkZ/Ex+//pNw/SfZ8twP+Nf+XxDzCmyR+y/h1Xjhag3b/DlR6yYGTs1HUUVBbWY68opn4mr3hpuxfv/3WfZnf8Z1W8O8uL4SKQQWFq92b2bDnA00+ptGq4nMIlfrra1cs3gVh7c8x5Z1JaRtH7Y7jaf0BGtaPzDj/b4fUDS2ZxFjc6NHhqruuj5G0kiiqQqqUHCabpJZAS6BYoBRXoFfD3D7/GVn1UXvTLmGLl2hL5LGlhJFCD61bi4v7OlFcQzx4z0vU1oVpz7rJNh9gi5nkmpNQynx4//CF8YR98jznM4DO3LF3hXr5P/u+AEZEcTGRCCQloplqoSCy7j+nS6qRAd1kRBPfKiObKUfj6+S+279U3R/07hubGMrrvPX/ont3bx2qJ9IysAwbUyLUWR6tiG06Zz7TMKD2/u2E0wF8WpeNKGSttL0Lq0Fex61A0lEtI/FhxMs2CX4txW3Y6fLSB2/AV/VKajcjaENDoduBVkzi+mwRhUwTjSmyTw6emsr3s98hvi/fg8Zj2P3D3DooW/DJxaxoGIhA8l+bpnzAZaXLuC5bfsKrYvrylxTavROB92xLp49/gwhLUO4VhIYSLK4d5CKpifQKj7B2ts/UvSWFHFeMaoYbMdoeTvNFWJv9FUCpTrmYAVBEUcZmA+ZcoxygWsGi8GZcramCH66azMZ/yC2bWFpAp+Ey3u1WefrnlBOcWRhrZ81rVUErYN8+43/Q0zGwSmBXGqXsGzK4ya/HlvB2t94sJAidynw9WTnPdN0jpFYd/sXqd+/hBe3PMRmTydJl8AGbFVBqkm8czaSDp7CGV9CMuM7Y270dLkaQC0rQ62t49odIbatLCVSqqFqDmwpC1J8o9REZomr81ADVaz75QAHlqsMBAxsVae0/DCaKwQUuXoyFI3tWcZEoaqeUILt7TH6rX6ktLGx8SailMVtrtq2nTqlA/1/fImFy1vP6kGYDjmkDZuaMidOTSNjmiQyFg5PiGzFM2TtNIOpKCKYwpm1aOhOgGkjXC6cN60/52sx0nsxaPXgyiYRqkBRQSKRwsY2S4hkl/FS0+VUJsP87sCv+J+tn6N3ae2o1JnpeDiaAz4+sqqRvZ1hHGpOR/Yrdyya0DiebQNuqvCg16nRPZR7ed220sHh+Ju80PECMSNKiCF0Rceluqj11qK7vcQanfiyfm7Zl+SgHUW1LZyWgZEqR55M4qowySjDzSBQcGlu1tWvO+OYprqGrpvWk3joIeyhITBN6o4OITq7SQClpeXU6Is51h/ngfUtdA0meXpnD4kJZCbPFrlFxwASJadxa9v89J4AjmwKX+lmbnDdSJHAizjfGJsO1hNK8ONt2+l1PIZFhlB6gIpUmvqUzVVbDlKn9F9Qzs5LpZ7IhrAtC820kQpctT1CXcIx63x9KpTmZOgUL+3v5ReHfoksfYmszOa6oovhLoymzprdWT5+4wO03nrvhPt6t/P1Z6+bN+mx5y1dx4NL17F855N87+h/EhbpnPQioOgZPLU7caT2UZ+9g7vWTe00OBuu1hZfBoqgpifNJx/p4Sf3NRD3Q5QQTx17Es2qwGUunHWuhtNdJStKF7H27U5evr4cvwlJV7youX0GFI3t84SRxDWQPEV28AC22019WTmZcB9XHB7kxhMeqk+exP/A7fg2rDjrY0ynWHF+tQ+vQycj+hHedmKOUpJKCNs00CmnNJth6dEQ120ZombQRikrpfQv/mJUQwGYvhj/SIz0Xmw6UostFYRiga2gplXi4aVkQpdhZsrxWH3ImlpCH/8mqzesoHWSfZ1pDOfquZ5NnJbLimCYNi8dPcB241kURwgLExDoiobf4Sdtpcfl6NfMz5D+8tdwmxlIhEnrTrTyIBkT0AElt2jRVZ1Xe17lnb5t/Nr8351U83Sqa6O3tlL6F39B+A/+ADsUpvZUis/+VxenFiQo/cRX+f7zIQx7sGAgTNa6+GwRimfImhaIXEe7kw0eQOLKStRsrNjCvYgLhpGc3RfOYPTtxfIHaamopzIbZklb5IJytmnbeB06cyo9bDk8QKeyF6PsAIotkYqgYshg3WH7/PD1/l6SGRO1dA+Z0pcBO+/MznVTz3pxda9j5c030DrBdXgv8PXGfb0cORk9Y/+INVd+mMbWlTz/6r/zYmQbSWf+G4nhyrJffY7OFyUN5b827vczKWIcydXLDofZsDnIxpurSEoYJMj39/4LvtAnccnqWeXqjoE4f/zIbhJZE9d1v87ndn0PN5KTFTYyEy62cD8Disb2eUL+Yfnxtu1si72I0AxskSCRdFA2GGfd5j6qBgyUec0z9kpM13vw4G3lfG/ffxAx+9kWtsHvR0gNnz6ICIVYtDdEzckkSnWAsr/6q3HhyLNtnjL2+NcuFmzp7SQJ2KYL1ZSs3ih4ru4aLEXNtVuvrsNZVcrC5WPN7NH7ms5xz4cnZCZoDuTksh56rZ20EOjuQWwySHu4sAaJLSX+Ec1yRuXo++GKf/o7vvbwL3njnb0c91RxxFEBEmyZSz/yulxEM1F0VSecDvOdV59FT1w96X2a6tq4N9wM3/oW4T/4AzotJ3vratBkiGMvPEVi+TrKSkuJpJNs63Zy75VXzso1zsTmYhkeFD0OQg7XxQrSuiCUSiG6LGg458MUUcQZMdLYfOP4YaySvdgiQUf0KLXhzAXl7LHpiNJzjGzZr1BFEs2wcadt1u8xueyP/nbW+fojqxp5p32QpHIEvfq1gtKIBGxTJz1wOZ5wK2VVi97TfK0oEEln+c6zh3E71SmvZaO/id/44J+zdOeT/OPB/yDuNE4X+msZYtXP8vOXE/zBfb9f+M10VEimw9VLDyd54SaFrJ6LDKLEUUsPYA7ljOx8J+lzxda2IN2hJKoiCNlO9pZeTe3+nQxdmcVwSUKpoWIL9ylQ1NQ6j2gO+FgyL4tQbDBKUaxSlkZL+fxTMZoqWlACVXjvu2+cV+Js9v8nH13GZ69vmZJQDa0fW03lGr4g0DTQ43MwomGUrMmvbquif0HVpHl/I70x+e5ckCOLTft76RiITzrG7lgXj3Z8D2/lDhx6jMCgRe1QFIfIEIgHmRs9RZ1H4YaVc9+TgvhrWquo9DmRUmKmKhEy7/bQwPJxZdmtfG311yclJ721Ff9vfpGt132EttpWgkoLkZ4bsLI+rIwfGTMQ5IxUW0osW+JzaoQSWba2Bc96vO4NNxP9y7/nH++4l6c/6uOxDwZ4ef0QqbKXOOn8GSn/yzzX90+807tt5hdlBEq1WtInb0aaPqStFF5QUgiSwsP3Xjsx5fwqoojZRN7YVH0dmDKDZgbwGzprd6UuKGc3B3xsWFpL2rBJi37sik2gpLEVsFSBbtisnHfDrPN1/tj3Le+lovE5VJErXkSCsAXuI4vxtS/mppZF73m+tmyJIhRURYy7lpOhtnEDWuQz6N2LwHBgS4FUQWoGr6qb+OGP/rywbb4QViAKBZRnA/eGmyn71rewnXNJhxaNaDNvE1F2gz40+8Xlw8ewBbw2dyW7PbcQ00swFJHrDGyadEQ7ZveY7xEUPdvnEd2xLsKZIfwuFSEy+BUPtz5ygMCRfgz60c7BQ5LHdLwCLtVFPBvDkiYIiW2ANmTg9WYJDGYJl+n0NLhZNslYzqZaeiw6oh1kIyEq23uJ16kILYkrbbL4eJzdS02YO5fy0lI+sqrxPUfcMCyXde8VBcPX47uMn+56GduWuMwFfPbG9WcsiD3WH8fy+Zhz2TxSJ4Kkh+pIp29DlHYjRIiK9CG0Sg+au4pIXwsH+iIg4OkdPWdsxTwRuluWYnbsQ1Ey2M4stgKqmkIKgarGCWVifHfnP3DPgo+zsmbVOXkx1rRW8fTOpST6A1iuYyjOTmz9JGa2DF2JkXDv4q2d9TTfWqx0L+LCoC/Zg16+D8VMIkjgHciweMcAxsDJC8bZecyv9mG7jmPaGRAKimXiSVnc9+QAcz4yZ9LfzJSvu2NdPP/qv7MpvBXTIRAChAG6aSM6rsRhXE3J3HI+tuG9Z2jDeL5uqvTww83tZ9WdEVHHXPdHaevahZi7CaEYORtVgSecOyl76O/52Of+17hC2Jn0E3BvuJnggI26Zz9qbTeWK4tigtsB61clZvUe5bi6h2TGwpYSl9RQIz7CvcvxznkDsIlkwrhU16wd872EorF9HpDv9rex74f0x5JIaeHOXMk9KUFt126URYuwhgbPyUMyHXTHuuiIdjCUGqTaU4NAEM3GWRJqZsXr7/DczSbhMh1NqFx2/4OTjmW61dLAqG26Y1307t6K0dONpVpUDZisfSvM0kNJ6k0vrbfNp7tl6UXP1RuJmeQ6ngljX67La+ef1THyL89BG8qqyoj29BETAm/gEIgMRgpuef4k6377y7zlb+BniRNnlJsai5HnPb/ah9MMkFYVwEZICZYJuoopbSSSUCbEo4cf5dWeV/nKyq+elcE99hp/894rhkPm6/j+a28TVn6BUFPgTGJUdvHL0H/SfGIO18xdNKpB01R5lEUUcTYYOa/+5c0txD0ZBCW4Rbzg1bY4/5w9FkHrII7KHaTTKTAtSmMWn/z5KZYPeiY1+s9G3WLks6i5Qnzz1T+hN92H7VYQMtcF0puy+Owvo8z93C2XFF+fD66G8Xx9Nu3tR3J1iWcl6cE02cArMFzQjmrysPoKNc+VkW66e1Qh7HT7CYw978Ub1uA+FME+vAL7sj0ILUHGivHWwCY+EFt7Ts6Qybk6l94UK6tAWEOQHlZKcVns7W3nqtrVRa4eg6KxPcvIexAS+n6SngSK7UdzRDDsQY5v62VhMIgVDM6Kh2QqdMe6+M6Ob2PaJra00BQNVSgETCe3P7qJ6sP9VPc5OLWoist+7UvjqsnH4kzV0i5dGaep/cihfyB9og1pW1zzVoilB+PUDlooNdWUfeuvqNtwM4vO2xU4e5xLruPZ4GxzFMe+PI+/vJXvdL2CdEZBClKaTWepwapnn2fN577Gi3tzxU3TrT6fqAHCF65cys6fP8uOFRE02wAETX0pdl3uK0QrU1aSlJGkI9oxaWfJqY41UfvohvL1vLXTydt7v8+xOTa2ZhBVsnz7pV/yO+vK+eHmdhIZk75Impoy57gmGEUUcbYYOSeTGQvcKrIkhi1tkpZFoCOMcXh2vNpng3d6t/GPO/+BeDaKljVxpyxufnWI5UNeyv76r6Y0+qejbjH2Wbziyj30ZgawRa6mRNjDhvZzSa7/Uq6W51Lh6wvF1XB2fD2Wq+EKfvhUhl0l20AxQUDGafGPoV/wQZeC17G0UAg7U65e01rF/6qOceCRvbRFg7y9zo2wLPoTp0Y1uhm5j9nhag8HN20l+NPNPHc3xMokaQRPHX2OSvUynnwzVeTqEbgkjG0hxO3APwAq8G9Syr8Z8/3ngb8HeoY/+icp5b9d0EFOE4V8OWcjXajYaoisiKI4DbatDLMqsZDq40Pn1UPSHeviuY7nSBpJ6rx1DKUHWd90M2URg5K/+zbVB3tB16k3vSy67rP4zmBoT4SxpDK2yv61rrcJRXqpiGdJOQVlYYPalBPfb34az70fv6DeoelitlrRnw+MJLnm+26hffMxng7uRLEsDIdgzxIfnbE3+b3/+jv+aP39nHBVTNuTkD9vVQiOD8b58ZYOqktcfO22z3PDP/whXd4sDT1JgtVudi32FljDtm1SpsH+dp1/3bsbRRFnfPGd6Ro3B3xo117GiR4fx0jmPpQSK5VmW/sQhm0Xmn04Na2QR3mp3Kf3C96TnO130WMmyKiDSMuJYqiUJcJY8xpRhs4vZ49Fd6yLH+z9PolMFMsyQQHdlGfU1J4MZ/J2n8zs5fWu57GRuboJCZ6UxQMHq7n+G39+yfH1u4WrAf7yN/6Yxx76ex5WN5Nx2khNkFIFjw0+xscWQkPgg+fE1S/u7eWPrrma6x76V1KDWRTpwlQVpG3zq6O/okpr4YOLbqBjIJ7Tkt/ZM2tcXeNNExkY5Pj+ANtXq2hZHcub5pUTb2HYy4pcPQIXvUBSCKEC/w+4A1gCfFIIsWSCTX8mpVwx/N8lSdpw2oMQjfopjX+Yq2pXUaaW0dofQzHTnEifRPH5zpuHJO/RfuvUVvqSvXTFu1AVjVU1q1i5I0L14X6wLEilQFHPeRwD0TRb24K4dKXgOUEf4mhwI1FSdMxxYSuChn4D36c/Tekf/eEo4p5u0c6FwLl0l7zQuG3VnTR669CtnJ/Z0hSClSrbdj+N76tf4gZnjtS2HOnnO88dYsuR/kn3lZe8auuLYVqSRMYkkTXoblmK/2tfI1rnZ/+SEo7MqUJmvWBpYKs4NQ/ZU+t57p0M3YNJfE7tjEVEZ7rG+fl73J9EkRJMFZH04YrUsbqlAl1RyBoWihBkzNnRji3i7PBe5exgLI3THaGi7jCalkbRwjgzaWq2Hz+vnD0ROqId2NkMImuiWDKXp/14H3UJfcbjaA74cOkKT2zvZsuR/sJ5n8zsJel/mqyVGtbPlngTJp9/Jsn1XxhvaF8KnP1u4mqAj33uf/HbQ0txZW2GdQqwheRXp36ON/vWOXP1CVcFZX/1V1x+SsUfsxDD4ce0neEHe7/PU3t3843H9/GzrSdmjavhtOb3qr2DCFPD8CWwlSRhdQdCHypy9QhcCp7tq4E2KWU7gBDiYeDDwIGLOqoZYqQHweerpNcw6el/g0F/FrftoinjGeUhme28s45oB0kjSdyIgYS0mebBy3+TRn8T4YFgTiTV6QTLwvORj8zYY9ExEOePH91N92ASBNQFktyySqNErUd2dfFK9ynmxrMMlWtc+3aYesrw3PfxcfuYKEx1vnLxzoRLSfP1TGj0N/H16/6Uh1/5R95I7cs7o8CysU50knzk5+z7+AP88SN7sKXkyXe6+eZ9y1m3sHrcvvKSVz9+o4NE2sSyJaaVa1P9j9pmTt5aAYaBM6GCqaKrPixVMF98jM5MLbVlOfWT3nCacq9jSkLNX+PJlFI6oh2Ytklt+Vzs43toOhym9lgFV5ovsvzeG2kYIYlWzAO8aHjPcnaX0cXrfQZzsl6iiUGuO+GintLzytkTIZ6NMZQJYQ/LYd71XJDlpzRKvzVeU3u62HKkfxwfPHhbOf+w6wWEkUQKUEfkaF//pfGpKhNxNnDBOfPdxNV5rL3zQXr/7gF++gEvtppL1cno8L2j/0m/1sy3nxyYMVfPr/bhXnozC07+Hp/86d/x759qIu0CIQRSSrZ2HsKwm6gtc88aV8Npze+Vf/RH3Lyljy3XefCZAoc7y11rnZTYrUWuHsalYGw3AF0j/u4Grplgu3uEEDcAR4CvSim7xm4ghHgQeBBgzpyJK7UvBJoDuWKT7+z4HolEmKAdw4uNnTYQntOFLecj76y5pBlLWhiWgUNz4Nd9pK00qU0vkXricZCSbm8V3a2Xc8VtH6J0hsfJyRZZqKoAfYhYyQu83KPgFgorfhUidYUDwwv+hMHlJ1XK/vqvxxH3RGEq4ILl4k2E2dR8Pd8v5UZ/E/ff+Lt0vPzHRBOnUCybmv4smCaJRx/lrZb12FLicWokMybb2ocmJHDIVZq/uLeXpMMsdHIztMNEszEYVuRTMXH2NILtx1uxlDs2XMe/nDhKXzhNdYmL9YurqfA5J9z/WLy4NxfCzrfFzl8fl+oiZaYwRBZvaRUf3N1GvZF7YZgHD9F899l17CvivGDWOBsuDd7Oc/aT214lkg4RFhkCSYPLXutC8TWcV84ei+5YF48d/BnSslBtSWnEIuOvY9fXv8ri5VfTPMP9bmsfyoX0dZVk1mTT/j7KGt8kboULMW53xuIzT4a5/rf/5oyygsFYLqqZf5YvNF+/m7gacobphz7x58gf/X/84tZSMi4VW0BYpHluz2PY8roZc3V+zGpZGVeES1j/UoLnPuhHYoEao74SOk/IWeXqPNwbbsb84he57MUf8prTTdglUbKDNJWXcVVt7bldtPcQLnoayTTxS6BZSrkceBF4aKKNpJTfl1JeJaW8KhAIXNABjkXeQ6cnMiAkpaaOpmgE71pHT2ktm/b3srUtOKEe6rT2P0kor9HfxBcvf5BKdxUVzgrcuoeGsELkz/4Me3CI7spGvn3TF/nR8rv5862hGYcC51f78DpVDMvG1PqxpclgxEFfNMljrWsId95CtP8abn9Rm7DxQn4fY8NUk2nEvtuQfyk/9Fo733h833kLuZrpclbU/hqUVWCrCo9/uIbeGicyNMSyo9tRRE7DVRGC1S0Vk+4n78X4ws2t/P2nrmTdwuqCZGQWi4yuIKXkc8+9zr0v7OZ/DXbSUO4ZluDN6fC+cTTIM7tPnvF8J7vH3bEuHj78U1ShYkqLGxw3csycS0c4g93TAx7PrF+/Is4bpsXZcOnw9o6+7SSNFA0ZDyVxe5RX+3xy9kTjyCTjuZbsCExF5Znme/j+KZ0/fmT3jLlkdUsFCIilDCxbsr13Gxs7nkeK4aiYVFi+w2DNVR+bNCd8LGcD73q+vlBc3TEQ543aJVx5z//mpm0JFEsihMBSBUHxDpqvfcZcnUdPfQuvVy3EkzApC2VRLImCxbahZ7DU4Kxx9VicrJ3HnrI6fGGLqsEsXlz0xHsm3Pb9ikvBs90DjNSmaeR0UQ0AUsrBEX/+G/B3F2Bck2KyVXBeaq+5pJnmkmbUrEkqOoTwSbJmBpfQcS+6cVQ1MYKzzjs7Uygv3y5118AuVgRWUPXL3cRTaYSmsbNmEae8VWiKg3Aoyda24IxW8nkZoP96/TjbOqOoQiWrhUFkUDxBHH3liFgT1pqGSYl7slDguykXbzJciAKe/DyIOQ+Q9qfRfU7iXoU3rynn2rdCZPb/iC9/7PfpKlnO6paKST0lI+fzhqW1hc/e6ejFo5aSNUOARdTtAxFjbds2lFQPe6+9CUUVtFT7Od4fw8hIWqp9ZzzfyXIB8wvUOm8dp+IDPNKThhV3oEmb39nxKCXt7XCWhWFFnBe8Zzg7j+5YFxs7X5zQq927ci1/Pcuc/cD6lglD692xLp45/gwxJYNUBaVxi5Zt1WyqrUPDKDSrmgmXrFtYzSeumcNTO3qorO4m5vsVUk3nLG2pQNZFIFiB57c/Puk+xqtt5Dyf72a+vpBcnbv/Xj5/0+/x9uAPCPtUpCLIOGwqG59loeez3LHgurPm6oIc3/YomZV3Y8fbUJSNSC2XvB3NhtFdx2nx3TArXD12TH9zMEsqcCNpz5uojgjCTrGpcyOrzrEPw3sJl4KxvQ1YIISYR46w7wc+NXIDIUSdlPLU8J8fAg5e2CGexmRhxJFSe5qi8ZWVX+VLmWs5vPUIjixk7DQLbvog3f7LMOz2woN9xxX1BEpcZxW+OlMo78Hbynm046eYtsnBkzv59NMHqB4aAkDxeREOB6gKDBfXzTSE1hzw8dnr5nH48beJxRREeQIUA2ftHpIlPvz7r2bxnbedcR9jK5zfbbl4E+F8FvDk79dANI1h2/hcGmlsTE0ibYW3ri5j/1I/ioRM+CEW+u5Ec94CVI/bz9a2IE/v6EFRxaiF2zce30daSGJlJqgg0JACtl8RoCqi0N2wmIqT3ehKFcFYGo9Dm7YRMtk9bi5pxpYWnbETWIaOkHVUGP0EpU6H6mfOI4/gvGn9JaeM8D7Ee4KzRyLv1W6UpUQSfaw7qlBv5Opr9rkqMOzwrHF2TygxaQvwHX3bCSb6UAwLW5FctT2CI7Yc0aDmdiRhKJ5h0/7eGfHjnSsaeKP7baK+J0FLF2o9bMuB6/AKrrtvzRmfr7Gc/W7n6wvJ1fk5lJ1/Pb/esY1/1XaR8GpIRZCWWY4YP+VaWcXZcnVetlJTBPX1VfQeCNN01MmhlQZCCmzNxlLis8bVI3GsP47lcBGIapzqmYNav4+ymIHhysnCFo3tHC66sS2lNIUQXwaeJycj9UMp5X4hxF8C70gpnwJ+VwjxIcAEhoDPX6zxTrYKznvlKl2VDKUH6Yh2sMrbgGdzF9K2EYpC+eevwDnmwZ5Jhz+XrpDMWPSYCbwOHWAUkf9s72aG1CHq/bXEe9vpEmGqVRUsi2uXz+XVCh/JjIXHqdJU6ZlxDmLHQJxf7N9MovJJkBaqKkEKVCRuEePDa120rppIpGBqzGYu3sXC+Vo0jNVZRUA2Ogel3ItQk+iKhhAmaZeCNyLor1MYiL7K1rd283X+J9fMXTRqP0OJLKFEhsUNpaNaBieyBk4tgIhchSx7HalkwSFpX2ryD/qHkakyXF3whY+f9tDB9AulJrvHWdMmlbVwqg40l4tgkxeZ7aAkoWEfipN5eTN6a+tFK6It4r3D2XkUvNrZMGEsAgmDxW+dREYs1JaWccbYuXK2aYE23AI87yzJz+Vg73EsM4smJYotKJNOVl63jFfx5owpVfDG0SBbjw3OiK+fP7SPbOkzINMU2rBLwYI9Cg82t7Do7g1ndV7w7ufrC8nVIw3chjsfZN+/PMCL13qxFQFCkLaTfH/vv1DlqjlLrtawpY1lKwzaKs7GBm54w+LUPJuhSg2kRDoPsrb5Fm677OyKWie7vyM96rrHTaimES01iOGEoEugZAdxqa4iVw/johvbAFLKZ4Bnxnz2pyP+/UfAH13ocU2EsYZu3shoLmlGUzSG0oOoikZzSTNm+/OIkhLUkhKklJBMnvOD3TEQ54eb29EUgWVJHljfQkO5hxf39tITSjCQPEUy+RpoESKZIUpTFv12M92uU6BrBP3VfOmWBQUDaaYhtLdOHOb/bnyNqGMbmtdCAHmBVonAU1bG2hvvOuvr+17CmV5CMyGh/P3yOTV6w2luWVbDovr5pLUynur8EVJKjMwgaihKsMoJQqIYJpaeYOepIwUCz++nrsxFKJ6hL5yi3OtkfrWPnlCSU6E0Uh/E17QXv8NJxjZosMtJKCGMkgTVQxDqV0l0neTWDStGnfNMsa37EH2RLMIqI6HGuXFJmP0DbyL6e/iVP0HVoQiNjzxC78q1/PnWEImsideh8c37rnhfk/jFwHuBs/PIOUosqt3VJCIDrNuXpdFVh2w4P5z9qbVz+dXOkwRjaSxLFnSPhT6E9L+FrSgYqk3VYJbKXj/d96zgS031pA2bgWiaZ3afPGu+7hiI88eP7KZfewFnIIYQAAIhJYHBLF+67IMs+rVPntV5vZdw4bi69PQ+Aq3cXL+encEt9AdcDL9EkUqc54+/eFZcbdkSVRH83u2LKPXkVEbKsjt4teMNhiptkAKpRomJIzQH1hTOeaaYKC0quiNO39Mv8UaNihCQqfWzt7edTVuyRa7mEjG23y2YyNA9LVWnc2/zb2Jo/TSXNFPTl2HokUewIxHsSARtXnNOk5Jz8wTkH7yGCg/BWJq0YRdeBk9s7+bVvs2YegSwsSQMeXReXHwjL87xI3QNh6xH39xe8Ij0hJKkMhYnjSQepzatEFp3rIt/P/BPpPyDaHoEACmGucLSKHf5+a2rfq8YPpoCM1U1mF/tw7YlB7oj2Ehe2NPLFXPL2bDwBmpK3fxg7/fRfH4SRhJDs0CoWL402Bnqzeyo/eiKQiJj0ljp4a4rGwoeu61tQSSguwdBWPjVALZIkdEt3IZJNuphyF2Kls3SeHgXjDC2Z3Id8i8xM10FUkHRE1iWQjQTQbqyVJRUkMhm6F1WT8NRkzd3HKc75EBVBKFElmd29Yx+iRVRxDCm5uzcvHOpLoKpAWzbQlhZAp1RzK7keePsUo+jYLyPNJ5PZI+SVZNgq0hFoe64ws+WP4B9NIl+LMfZLl05a77OjyEu+9DLD4CQSAnCBnWglk9FW1j04G/N6NzeD5htrh7529YPf5bf+uKv+MmGMo4szhvcNkeir9Md+zCN/qZpcbWq5Cz1rGkXcrljgSpKgnEQbvLC21pmcg3v6VyHyZrYpQ2b9d40hxMKb6ka/WUCaSfZ2PkcpxK3I8zK9z1XF43ts8BEhu74B/FKGv0+Yg//GzIWR1+0CGtocNa6j02WX9Yc8HHtYsHm+AHAPv0D3cTp6yBsrUGprKAhUDpKZu+Hm9tRVTBGvIjOhI5oB5pmI6QstO4GQIKWqOeu1t/kqtorT29fDCONw0wjCs0BH3dd2cCPtxwnkbEIJbN859nDNJR7SFtpVKEyZCXIeHOhwxzJChA2O449wcorri60Vp+sSAtyMkXCCIBUMWSaSlcVl1VcxpXHenG9+ASdlY3MGeymvvFDM74GE3lHSmIfJqv04cLByewbRDJhIg6LKmlRu+8UdtACh4P8xLNl7iU2k7B6Ee99TIezr7/6BB7NizuexQ6nZr1j5EScnTfeOwbihQJD0xEBcrraUgrCvjnY/opxtTlny9f5MajePVhaqvCZyDpwdC7H3LB+1LZFvh6N88HV+d/3lNZy6r6vc9Mj36GnUSNRogGShBljU+cmbqz++LS4WlVzi8mRcN20nqZdP2KbZWMP67f6Y6EZXYOJuHrsnNacl1EXV1m6J0zvjeVopkVSCaF6O7Ajle97ri4a22eBqaTqSktiBDPdbOt2YnY62bNpFw1ZlcbDh9HmNc9a97GpQpqG1k+F10UwE81rOYEUJHUXXq8TtdQ34dgbyr2FF9GZsOVIP6+02ViWRWkySlinEP5CKrizq1nduKCwfb75TSJj4XWqfPPe928YaSRmWpSTl2lSFAXLNtE1BU0RHOuPs2hOMxnTIGNmc/dE5MufcvmCh/QB/ua1vyJ26oNIo2JSwlvTWsXTO3tIZpw4Ex9i/dI0O4deoyPaQdcik083O1i7+x0A0s89i3Hfx2dklEzkHfmLD63nWH+cqLKXV3p1FngW0h/s4PLOOKcWVaNU2VztzvB8ZTnJjIUtJS6Hckm2bS7i4uNM8qJ9yW5e7XmJmBklgkmlLYY7RjZcEM7Of7fx+Bu8dGI/cSRSEYiUk+uczbzgcY+T2Tsbvs4X1kXMXnTvbozhPG2kQOudi7tiCQuXj+7oW+Tr0TiXAsqmSg+WBMOycepqgavzC61vPL4PQzSirPsKy3f9M2+tU7BVgYXkxWPP8dLWqmlyda4Ga01rVeE7vbWV1Ws/weahxwhW6CDhbdHBbbGus446T8TV4+Z0oBXPffdRtuO/UBDYAoS0KfM5sLKO9z1XF43ts8BkpCn0Ibq1J0G32di3i18evBaz/iq0upX8zo5HWXzfPbOqoDBZSLO5pBmhSBQUbGyEKSlJWNy47RhrNywmdMt1bGsfYnVLxYxk9vIdyBRvO7rfy8IByGhZUm4NhMAj3PzubdeNGtvWtiDdg0lUVRCKyxnLVr3XMJM80JHeBaemUO514NbVQji50e/j2opP8MvYf4CWREpr2KltI4WgLGQQ0gcxtDaaXDeMLvAd48365r1XFP7uzu5kd0jJFf8yyMAtq6je0wWqitXVTfKRn1P6//3hWV+DqTx+3TGDLf3PkjKSuISLvXME+xsVVEvht41Ovnnv+tNyV5vb39XSY0WcP5xJXtTyHseQaexkORZxorFWbIfAe4E4G0BzhdgWeZSMmkLPWuiGwrotg3xwVSWNN7YUODtfmzPduT6yy6+j+nVcVVnyISFv3OJOo4Hrf31tka/PgJnm7OdTmNy6SjxlUurSR6X+jDRgBwIBqtsb8Mf7iZTmRA/iRhzNsZu5rjvGGacj+XokV48dW0PSwYo9MTaur0CRkqAZYXvf9rM2tqfi6pHQWloIPBEB24utgCoEn1+zCpe58H3P1UVj+ywxkVTdR9Y6efq4RrW3iv5EkKxziKpohkFXCSfUEpa1tFyw8emKjoKCYliUxEw++fNerkhUEL/man64uR3DttnbGS6EssaSyGQhxI6BOL/Y1oXwHsMz51kQFh2VgK2BIhAIMkqaN4O/oqHCM/phFmP+fwTezyHLs80DHetd+NjqpnESZLfMW8tre7OktTYURbCh7zB9Aztpa/UyUOXAFimkezd9kRacSjXzq32TerPy+9Rip4t/U4bBdk8pxvx6VhzuBClJPvEEnhl4t6d6iTX6m/jKyq/SEe2g951X2ayeojRiEParHN30KLddcyvNS3PHayj3vG/nUBFnxkSc/ScfXca27qNsGjhEfyqK5bTRY07EQOCCc3ZHtAMrkUCYFrYC3lSG607Z9K5cO4qz/+Sjy6bN15AznAfjGVTXUC5XWyGnFmXZXL83zf3/46PoEz0vRb4eh5nk7Of5ujngw6EqXLOgio+saizsZ6QBq7vdXL30KtLv/JQX11diqwJbSLKuXXQNLsWv1BaM0y1H+vnOs4dRFYHXqfEnH11WyNMeiY6BOPuSbmJOL1IV5GQMbAZ7j8NZriOnu+Cw2tvJOASVQwYgyVZ7MNUhNizKje/9zNVFY3sWsLrxMrb0u4kaQUyS2NopgoEAjrRKs9OCZPKCkFRHtAOX5mZBtoz+6Elu2hJm2aEkri/+GvvHaMXmV8kjSWSyQpD856FEFuHpRAobIYZDmMOFGVKALW129e+iO97NV1Z+lUZ/Uy7MtaOHZNbE49BGhbkuROvj9xKmI0HWHPANp2JcxfxqH5VPPEz0/z3PQ3cuZOs6P2RVcEfwN7zJ55d+nuaAj4ff7Ch4swZjNv/1+nE+e928wr7zhu+Lx97gqaPP0efr5u3PzOULD1lUhXKa28t2HGLRDDyBU73EGv1NNPqbOB5WeK3nVQbKNSxN4MiamAcPFYz7cyleK+L9ieaAj+5sHGVQUuUK0BcJIfrm4zTKLihnA2j9Q4SyYazhIvNb306z4K7P89YEnL1hae0Z+Tr/3dM7ekhkLPSq/ShaqpBa6EuYbLhy4nz0Il/PHkbytcepjTK0YbwB2xCpwvjST3l9tT2cuw0oaQxHOw9ct7bwLv72s4cZiKZRFYHPqU0YfSjcK1lPuvZqVGs3UgqkKoicCs7ofKbDsxJo6DVQbEmwSgeyo5rbvJ+5umhszxIur1rOy12biGejUB7EheATj8ZowklPfUuhA9n5JKm8/GDKSuGPWyw9kgZVRQtUTSvvbKJmOSMF+edV+2iPtWKxJ/dUieH8PyHQhIZAUO+vJ2WcFrNvDvj45n0Th7kuROeu9xKm610YSWjGTes5+KOf83bJBzF5A9UXQQA92T18d9836DM+TsSsBQG2LTFsydajQfZ2hvnKHYtYt7C6oLYzENIBBZdaSsoxyNuL59FuX4epajzd6eDPBs7P/Zu3dB0f372B/4y/gGrCr1YrtDhTZ+ucKaKIURipQqJhsO7gYdbufp2mSvcF42yA7s59gES1JQiB4XHgvGk980un5uyJ+DP/+UA0jaIKFs4x6HMfRAgJUqJakmsPWsy5bs6EYyny9exhOnw9yvgMtKKv/yTZ6GEo7cq9WrGxRB9dg0kgdw80Nac+kspaZE2bh988QVOlZwRXj2iiEyjl5MmlKPEDJEssQPCK7GDticMFacHZhOum9TT86EesfTvCxvXluG2B4S42t4GisT1tjBRwH1kVnO8cGc6EiWaiaAiwJZrDRtZaeG8Y34HsfJFUo7+J3666hy2P/Sl2KAKGgVpfh/Om9YUHf2vb5KvakQa5ZctCt6qRgvzlxjwWvarz9tUZDNfp37o0N1krQyQdwa27aS5pLnw32Wr2fHbueq/ibD0Demsr+z9wL9mwBztejeqK5GQaJUSzIR4+9HMqXZXUBW4mHPZj2pK0YZHImHz72cMAhVB2Ro9hl2RIyUGEVPAP6ZgVGhXJMJF41Xl9+Ro+J1pCBQ2CPo0nkm9yf2zN+57Ai5ga+QJBYFwk6GS8B4/mxZOxsaKDLNSizFHSeO/73AXjbICIZmBnQbNzXQoca9eit7bSDDywvmVcnU0eY/nTpSvjmqjEOIzIt2QHfHGTa/ek0b542aTjKfL17OFs+frUmpuwdgTB6gZV5iLGviP8ZNdLNFXexfxqH16HjtdlkjVtNDUnfzqWq2075wgLxtK4sqWUHnfRfkUSYQtsNcZrXW+dF2Nbb23F+5nPUPviD0l5dRKCQnOb9zuKxvY0kA/JJLIGfeEMNaWuQq5UdzbXObLaXU0oPYQhTRQhcSSy1B8Lo35+fAey80lSHVu288ISP4bu44X1Jmsiq7mrtJbm4e/zbd1f3Ns7zlszciU+tnlCvkWx3PQiD2VvRXQeR8xtw2OlSPsUyl3lICVX1qzk9ubbp2UEzbTwpIjpo2MgzkZfC7F0HEe2FD3fOGH4+1jSwKsZ3HeDh0y4hYffPEEokc2pnKiwrX2ooLbTrb2O3+XExmJ5cCkLu15ld5nBkKsEfWiQuekhYHzu4GzA6fAQLFEw9Fys/XWO0Lb1G/zxmj+ZcK69X3NLiziNfCOX7lASJDy9s6dQj5DvGpkw48SxCGQMavdN3jXyfHH2WycOszlxKNfIRgN/BLLp+oLq0ER1NnmM5c+xnuc7rqjnQL/GLhNy0hCCpXtMWq7/0IyKP4t8ff7hbaonsnUJHusIiprzZitaFqvyWf73MyX8/+68oeA0m4yrx7+zj/FiWM01tsnpSlJupqYeyDlAa2khY6Xxhw1QQaksJ22lJ9z2/cTTRWN7GsiTWK4lahqnrmLaNsf645RWuohlowwk+7FtG7el40hkuWebQr2jelY6kE0XHQNx/jlhkKjxojiSIFRe8Bxm21ObC5JqE7aaHzPh85+NrHzPe4We+lEfpiihosdNX71O2pvBRtKbOEWDr3HahnYe7+ccrvONjoE4T2zvJi1UNFVBUbPDaT+nt5Fakv6Im3rPHK5Z3ExTpYdvP3sYTQWvQ2d1SwV7O8MEM92g2wTcNXSE+til+jiw8kPc+84TZJwe5mkZGk7Wwqolszr+/LzMZJN4sxDVcnaDLSUDqf4JK+uLuaVFQI63E1mz0PAjmbFOc160A0WoLChbSF/fMdbtC81q18jpoGMgzndefY6EJ4ktNRRh05dezlODTbz8+D4+cHnttPk6j7E1HZ37B6F8WG9fKrgSNXh+++MzHnORr88P8vf08MkIVracbHAhrrpdBa5WtBQp/RjffraGb33qSu6/dgquHnH/Af5SNBHzXw7iDXLpSnBZxDwv459f7aMmmcTpKiFWqmEroBCf0LP9fuPporE9DRQ6OGUNFCHIGhYep4bPF+G/DjzEUGoICwsA0zTxp21S0SGEXjUrHcimwshJfmRPG5mwH6U+i1CygIJQFLJKX2Gbsd6aySb8RC8bo62N2jc2oi35EDFZh/NkAsf8E7g8AUySbJhzC43+pilXq++nlezFxMhozEA0gxQKWrgGUa0CFlKAtAXScqMll3P8pJN4vJf51T6+9akrR92jhnIP27qdvDq4h2g2BFIh4JtHqMYgo7tY274NNA08ninHM1OZQ11ReGD5Ffj6niPmkrmiXCkRUk4kmFDMLS0CYDjkrhFK5BaZHqd6uglYSTO2tOmPnsQZirN41yDmgDFrXSOnwqi8WjPE6RWwwDY9uEp9mHauAH26fJ0f70jO1lwh9nl35/YvFci4CMyvoae0lmP7e6elaFLk6/OPkfc0kjQAgT3Qih04hKqnc1FIIdHcQ2hJCrVUk3H1yL837e/F1B14a2wygCJz2ten9OSU4zkXrv5anZtMOkr5kDbctr2EnngPV7F61O/ebzxdNLangZEkNjJnuzu7k1g2ij2iY6OhguV10ZTxTNiBbDbJa+Qkt23J1YRR9Qi2liq0fZVaDBVH4XhjDehN+3snnfBjXzbJR39OQ+cRvjz4n3SW15MedPD4vBJi0RSgIVLzzlgh/35ayV5MjGxYlDVt0imBp78cxVoMLbtJO1SEEIADR3Y+T+/sQVFE4b6MlJLKzYMruTZWxbbuQzzxRoao4UdxHCXREKQ366a2P4vV3g4bbh43lomkqs5038c2HtmL4JP6OvZufZE3V3gQQIm/hJU1q8b9tphbWgScLvabLGcbJNLIIhHoixejcPKCcnbS7idbcRSQOXWntBc7OY+sX8M77Jlc01o1bb7On3P+7/94/QdEtTRCCKSwKcnGaCifzx8/sptE1sTr0PjSBxYUUlWKfH1xMJLrsqYFHgdywIna3YQ950jOuSDAUXIcYQzx9E7lDFx9+h7luTBMCoREComlCEKhngnHcq5cHYylaR9K02SXo6oaA2UC7NQoRZKxY3u/8HTR2J4mJvJyaLFmFKEwsmm5OyO577ko9VnPuA5k50JeExF+fpL7nBoHuiPEVQ3F340iZcFZoitO7llTO6kBPdmEH3s8o62NxKOPgmnSGD5FY2KAlz70W4ikSjpjkY3O4Ue9Ue65Ojjpy+D9tpK9mBh5X8s9Th64czGDP9zF0J4tvBrwYJWpWLrE6xHcUFfDlv1nvi+N/iYaFzdxZVWcbd1H2Xx0I9tcCjuuruVzD/dSMsE4RkpV6ZqCgGnd9/z4+5LdJEufZk9M50hFhk+/Ocg1bwxwst7F4t98YMKUpWJuaRF5TOad3tG3naSRotpbQ6w/Qqc9QI3PN2ucPZmBPpKzT6UO49LjCKmgYFF73MnNcwNUrVww6ncz4evuWBcv976GreZiP6plce2+JD3r19K9O4Sq5ArrNu3vK/L1RcbIe+p16PzOrYsY/OFO1Cff4r9/vSQnAyhB0TIsmj9Ie1tg2vckz4U/fepXbLNskLk0vIlwrlydn5MLls3D/98q174xyMYby3HbYLjGK5K833i6aGyfAxr9TXys+QF+cuQHoFi4ENz/0gDL2k3wj99+puQ1GeHnJ3lvOA0CamSaYDzn9cub/6al4FCck5L/RBN+ouNVvrwZGQqDzO25rzXAW8vaMWIZVIdASzSjDedGTrZafb+tZC8mJorGzPOpqH0mQ95SbDUFUsWpalRXxdAV/7TvS3Mgp1GsdmlISxKs0HlzpY9FrlxeXnesi45oB80lzRzr19FU0DUFw7QxbTmt+94c8PHgbeU81raJk+kkZa5GEok4JxdVcdUhg4ZeQWnGPeXv3+vkXcTM8NaJwzxx+FmiVoiwDFEtoKHfmnDbmXD2VAb6KM525KTdQCCFwqCzgedOmfzZFOkd0+XrPZHtxEWmMCZf3OJG70r2VVWBDOU+lFDlc3BioMjXFxMTRs7nVBF/VpCNzoPSrpyRjElliUnXWd6T5oCPe5uWc+z4m7m27cA7rl7uGNO2PS8rOBOuHjsnY/fdN6xIok2pSPJ+4umisX0O6BiI89grDhD3IhxBPp2Js3j/w5xsWUoHbpaOafQxU/KajPDzk3xrW5Cnd/QQjXZj13XiSiik3CqKUAEXP2/7GY/0RpFGxYTembETfqLjlQ0EwTAK2/TfshLNrTPfUU77YC/e0jAeu2nC0OfI47yfVrIXG/nrm38RG8Zc5tbdCl0WLNwN2ESyEZrKy3hg/Vy2tQ8xp9JT0Oud0mNS0kzGznBqTs7gfWFDJV1tP2X+czp7tTdQVYmmaNzb/Jt4HTr4wbTgK3csmpaxkuvu932C6V4M2+BwKE6dKKP+cBCrP4NQlClzxIsoYiJ0DMT57uYtxD0pBCV4RZy1u1LIssVsmSXOnspAH8nZj72zn/SIfgWlURWjylV4/qbKzT4TXwdDxzHF6YjrsgNxmhcuw9daxdM7e0hmLDxOlTtXNHDnioYiX19kjOVqKzOHppV3YVoDp1P6JZR6HQU5yOlyNUBDxs3KdskLFaBIyYAV4yevPcV9qz83aiE4E67Oz4+R6Sxno0jyfkHR2D4H5Emu1t9IbzjLzo7XSPp1Hi5bheX28HSfjz8dGE+0Z0teUxF+nnivciR58r9fYl9FEN2EtMOH1Bzodjm2TJNR+mjw10/LOzPR8U46krStKKHhVIba3jRztGo0JY5FnDmVfm5YeBWrGxdMGPos4uIhP0e9To0Dwk2kYTEZrRdvyodiK1RUOOkKhXn6tZy29pPvpKkpc+J16FOGzHPdHedwKhIeru0SHFwIB6M/AcVBa0Uzlp3B0Pr5k49eOe05Xyjs1PeT9kdxOFWcqoJTdbLeWEA9bVA9XCSZnLzIp4giJsKx/jimpSK1GLa0SVoW9MO3A7PH2Wcy0POcrQzA44M2Aog7PMSrq/A53RPK+E3F2RMdb8/uNhjhSPRZeqHfwjfvHd+0ZrJ9j0wpmWq7Is4dI7n6YNAi3LgEw7Ft5G3kZHiQV/a3nxVXA7mi31etQtt2CbzedZI9x3fzzfuuGOW8O1uunjDFapqKJO8nFI3tc8CovNKKZzjkGGDfwgqyx9PU+WsJ6Y4pC1imi+k8BDU73mDZkb28uaYWiUDTMnhdZfgcJqpwErVrzipN4MHbytl56ghX1i1Ec4X4Qf0RsrdVYymCtW9HuKainK+s/GIhXWA6cn/FgpsLj8IcDacQikpdOkw4KHCUGbisNNJZSX/Qn5O21FVsKXFqWkHacqr7U15RD9G95F0vEkA3AZNj0cPUeWuG58bpcPemYRUEYFyOaUe0g1P9vpyR4WykSzow7SSqIih3lbNCW4g98F9I2y56touYEeZX+xB6GGk5USyd8sQQ/U1zMW0HNVUls8LZ0zVaHOFuMt5h1REZ50ZHhjtHcOJ0Pepjj6e5Qux0nCp8r5mSqgXLC4WfZ3M+Rc6+cBjJ1UhoUE0G4jaWzbCMiGBH8B10sQCnHjgrrtZbW6mcfzmK2YatKEihkDF8RMPJUe3e83NjKq7OY8oFocdDJh3FH9GHPdsVRc/2xR7Auxl5knvu2Mvs7pVUHI8zUOZEOIcY1BbjmIAkZ1rZfiaCFEDGARVDBg5TYtZWc8eiu6l0V9Jc0ox5Rfm4PL/JxtEd6+LRju9h2iZtHS+zpKuJSDaM15T0Njh57tYA2yoO8HXguobrx41lon3nNZ8TGZOGCk+x4OYCYVTYelsXg0YtzlCQOx5L8vT1y7DNEjaH+1DtKizLRhGCjGnidehTvuC7Y10cCR1BFQJLygm2sDFss/DXWOUcJChqrqL+wdvKC/PNsgRC/wDRaAWl+j3ctCpBuc/JqppVVG7eTSQQyNUNFD3bRcwAmitEac0hMqkMQkvhCGZYtOc4Oxdey6DmnjXOPhNfd8e6+JXzEJAL65dGLBa6UmfMzZ5sHCOP91TbRuKqUSjc8SZNVs2/cdKxTMbXBXnCYpHkBcFYru4fTKEPBnDWSZL+XD1U2ooj9WPY6Yppc3Uejc3LEdG2nOwrII1ymIC6p+LqieoPJlwQFj3b41A0ts8RzQEfd7lWcKT3MSLlTtw2fGzfLuRd17D4ztFegPPqJXC5aOhJ48rYZJwq0qHS4GvgqtphbUs/o4h0onHkvYtDqUFM26TSVUlv4hSvB7cQdQtCXheWKlBUlV5zkB2TNBQZKS31zfuuADjdgTOSQQAep1YsuLlAyN/3p3f0kFFUkNDvryRbfwrN0Uta6+T2ut+gtaK5UKDj0pUpQ8cvHnuDoWSMumwZkVQ/riQMVHiRuokQNg7FiUt1FirQR3pBjvfHkUhaqv30hBI8uW8XSUeGOl81vYlTXHH5CZr0BlY3rh917JTnKFZfH1gWqCqduOkeoRd8KWBkcWixlfylh45oB4oiqfPWkIgPse5QlFUJi5qjzzJwzYMXjLOPHdmKnUygeMAWAqGpzL/qllHbjDSgz2Ycwd7jWPJ0weflxyUNlRMXE4/U4zct+Oodi2go94xr+14skrwwGMXVgJLwU9HpIrl0uNhV2MyvF3ygoXXaXJ1fOLX1Hkd4QLNsTFVBcwxRXrq00Pwmj6m4+ont3XxkVeOZ0048HtLJCP6IhlQEsqqCdzp6qVLfv4u1orE9C2j0N/Fbnjs5uPGvqT+Zpi5oUf4/3LjHTKrzJaVktLUR/973qB0wuHqL5Om7fahZeGjff1PrrR330p9oHJorxHd2fBvTNrGlBQiG0oOY0sJhQHNnku56JxmXijJcQy+Bd3q3sWtgFysCK7iqdjVb24J0h5IFaamtbUECJa6C5jPANa1VhQe2iAuDY/1xFFXQrKTplzaxSgtbNzAUFYRNdVWMDYtzBS7jGsqsbyloyzcHfLx14jBPHX0OSw0TVSGQFNy0KcNjq1dhVmah9CRlHj9u3UNzSTMw2gviceYM/p5Qgr5wBrvThVlpYNg9RLKDSPZyUj/Gta6vAqfniNXenvNqqyrdJdX8654EVk/7JRPe7o518Z0d3yaZzWCaCr+x5MtcM3fRRR1TEaPhUl0EUwPY0kYgCRwPYfUnqA8GWdp44Thb2XuYsEdgqQKJoC65AlF9xaTbn804fMf7UJ05TWUhoX7ALDTqmWi/iaxBMJbFMG2+8+xh7rm6acK235fSova9jLFc7Ugrozr/NpR5CsWIZ+Lqkd9npQfbM7wbCToSh6aMO/5UXL31aJC9neFRze8mmhNWezvOjE20RMNWBKYVZ/OBIbbt2XdJcDVc+IZNRWN7ltCQcRPL+OhZVIJSZVM+QYj7fEkpmQcPgS3pKa/nieU3kVTbkSk/CRlnW/chGhePNrYn7CQZ3VnwZg+lB1nfdDOV7kri2Ri/CP6AmE/FFwU1o6D5dEq9tThVB3+37W+wpc0LHc/xtdV/CAROh6bk+ON5HXrR0L4IyN+DQamj2RZetQfcPqQQCCHoSR+kO3bZOC/0yaEk3372MB6nWjBqd546Aii4ZSNpa4jqLslLN+tY3hM4XW602O2saqrgrqUrCgu9sV4QgCe2d7P1aJCGkgr6IndRX92Orh6izlvHUHpwnC7ryIhnZ2k9hg01l1B4uyPaQTKboX9Ix1JifHfzFmrubLjo4yriNNJWmip3AKfqJB0JYgTKUAe9k6YlnS/OPqXGsQXYqNgItkofxx85Xax2LuOoHrKhTuY8ipaCo3HFuEY9I/drWmCYNrqmTCjfOr4ZUBHnE6O4WlrUxIK04wFyzW1KvY7Ctmfi6pHf94SrkChYKiAltVoVGSkmrFGYlKunmQIqgYxTUBK1SDscxF1uSjyCTPjM+eUXAhejFqFobJ8FploJ9ThT/OcHNEwFNFvhd5wpxtLbeZNS8niwBwY40XA52XQAwQmEnsC2Vcx01bjNJxqHFmtGUzSG0oOoisaq4c58337jrxGxBGldI3NiLTLjR85RuG3FKt7ufQnLtvDoXlJmklc736aeD1Jd6sK0JB6nWiDqooTUxUW+6HXTr36BCG1j56pc/lxOUUryetcbbO08yH0t/4PltfMLL1vTlmgqozxqV9Yt5IVOlaydRlgaipYATUNk3WR0EwWD2+ffRKN/8rzSjoE4taUuNEUQjKVRdYV5ZXWEho4W5mDeK56H1tICQoBlMSdyCtvh5Hh/DI/j0khJai5pxjQVLCWGpmiQrbokXizvd4zi7ZIcz8WNGE5FO6OU5PniLqWyEplQAIEQoCiCZNacdL6czTh6HSkkAhsVFHispJyrB8bvN39dPrV2Lj994wSaIvA4tSnlW4s4/8jf630/OUbg8f9m27VZwJOL6glB11CS7zx3iNUtFaMWYRNx9cjvUYKAjWKDreRSQUvExFraU3H1dBadWksLzqwkWqJiKzaoafoHTHzW9LS7zzcuRsOmorE9TRRy2zImli35yh2LWLew+vT3pw5gOjTKUwoDJYKNqR24YmvGpXDMRI3kjEgmUQIB5qlZPCkvA72r0Up68IkFrG5cMOFPmgO5qvWO6E60WC6/9Csrvzoq3/T1ntcwomECAxl6Kn1YuqRmQKWfBn566KfozgymNEkaCYRQ2LG/hF2ZkzhUhY+tbhjlETkv513EtNEd6+LHx77LyZoTWAH3cIUMyOHQZDTmAZHmuy9v4c9vrysU6gzFM2w+0D/KqG0O1PJ1/ievdb3Fka5fMVAniZQq2EYcbA+KEZhyLCO9CghYOs/koPksbw+ApgrWN908rrUvAMkkak0NSInqq0RIGzns7bkU0Ohv4jeWfJnvbt4C2SqcsvqSeLG8nzGWtz9zcwnke/5msgifD81Zg5Ry0oLb88FddYYHRYKtSCQCM12KxzX1onG644ioWSxNKeh3G1qGrW3BKRvhfOWORaPSD/LHK+LioDngo+GD1zDw0P9l20iCk/DqwX7SfV08+U4337xv+Rm4+vQibeeWH/OaJk7vSEmAPfU4xnL1NfMrqfA5z3wCySRGdTmlSYmhqoTdbhDmJcPVF6Nh0yVhbAshbgf+AVCBf5NS/s2Y753AfwGrgEHgE1LKjgs5xmP9cRIZk2A8g2HafPvZwwCkDZu56SGqnt6Cep3JgFthqMTBbr2Pth3f5isrv3r+C6U8Hqy+Puqsk3xGhHl07QKkS6PEFUNz3czIvNc8umNd/O1b3yKZzeJxOPj6NX8wrJ08op1qSTMaCuESFZdhko356J1bRsy1B2cmgSNdQWUpVLvr0eIraYtX01CRWykGSlxFsr6E0BHtIGkkc5LYtkQq4I9bSK8bQ/NjCokiVMx0Jdvah2hY5eHFvb2Ek1n6o2l8Lg2P8zRdXDN3EYbWT+cpFf+QRUpXScRrqLVWkvAGJvUUjFWlOTmUZGvnYeyyOJGkRmWJSqW7kkZ/0/hI0nAER9o22yuWkrAV6spcJDOTewQvNK6Zu4iaOyduEvJewruBs2E8b//7lgP4G9KUKBpGNEyXL0v1niG0ec2T5jWfD2ScCmV9WUxVJavqrK21+dStE6eQjMR08kyTPo1RK2lF8PSOnoKiRL4pykhlqLRhj2pKUsTFh97aivuWWyC6adTnEonHqZHMmNPi6vwibXCHH8WUSEVBIqgQLqQ6Po0kj4m4+qUD/XicKi/u7R2VejERV+sDYSKeWkwVUFKUebzIxOTHu5C4GNH2i25sCyFU4P8BHwC6gW1CiKeklAdGbPYbQEhK2SqEuB/4W+ATF3Kc86t9WLYs5LbZMldM4naqqNEIX85W8YXdWTbXDnGgyk99+dwJ807PB8wRhWOWP0qJTBGoXDTl8bd1H6I7FAfbwaAaZOOxN/j8itGXtNHfxG+VfpgDP/7fNHQn6S19kh89uAgHBkKLYloCafk41baGTKqUvki6qDRyiaK5pBmJJKPYoCtopuTaN4e4ufVO2m67h+++vAUzXQnZSla3VBSMlMF4BtOSpLIWliVHEaVLdZF2CNIVGt5kFqu7iVhN3YTyaXBaqSaSzhJNmgjAtCUKOpYWxZQ2Q2kVl+piy5F+vvPsYVRF4HVq/MlHl1EzHMHpdlfw8qJ1DGUlg11h6krdF3W+GW1ttO84xInKRhYub33PR3HeLZwNo3lbVQSxFEhjkCg2ul/B29iMcqoX7333TZrXfD6g9w4Sycui2SbXp0LTMrTPlGfaHetip6d/2GMpEZYgoJcQzkgaytyFvF5NpagM9S6AKCuH6JjPECQzJooQ0+ZqgIbAfER0N1LYIFXSVgCvfnZcPTZNpTngm5SrjUAZnpRK2OXFFCpdQ2HqtIubRtK2/QBH9x1nwbJ5tK5ackF5+qIb28DVQJuUsh1ACPEw8GFgJHF/GPjz4X//HPgnIYSQckKB3/OC5oCPr9yxqEBUpgWqIgj4XQxkMpxwV7D24A5uiPk4cWOuyNCSNoOpQbpjXbNicE/m1RgZmekuL6NPZIhHTlDhLhuX95qHma5CYiMdp5ASXu15iVvmrx03zpoTEdy7YyAlexeopCwT0yxBsSVus4U1tbexpcumoTyXA1xUGrmUIVElKKZNWdhgTnea+jkePLXz+ehiF8F4lg1La1i3sJqOgTiWLbFtmUuTtiWmfZoou2NdPHz4p6iGSVYV3PPUKcpOPkbwgXqWfnTdhPd/pFKNBBY3lrJhaQ3/8uZRTNOPik6lV6UrFObHL6QZiKbRNQVBzkNZM+zZPt5Yj2lJNEWQBbLWGWKh5xFGWxt7//Av+c6cmzHVEK4DYf70/qve6/P/XcHZMJq3M4ZJ2hlGkS4wHXhTUVLRQRSfD+dN68/L8Sfj7FNqHAQotsQWgtetDE0T5FWPxHTyTHf0bSdhpwvqFdJ0EOyvY9BIjzKYispQ7w7YoRAJrzrqJd9Sr1AXqJ02V+fRM3AM4QTVBEVYXOHu4ZN3f/qsuPqHm9tHCysMxPn2s4cn5Gp9IEzM68NW06go2LbG2oUXr9i2bfsB/vIn2zARaHuC/CnQumrJBTv+pWBsNwBdI/7uBq6ZbBsppSmEiACVQHDkRkKIB4EHAebMmXPWAzlTiG7dwmoayj0c64/j0pURE08wNxlESqgLw5cbf429zgE2dr7Iy10v8VrPq+ecTjKVxE9NSwtIycsrannuzhJQsqSSAyzwL510f6sbF/DYvitIubeh2aW4/Arbug/xZjqI5gqyujGnTGENBMEwADAT5QgpcHvSmKaTDzTfxm2XLePtg/uKSiOXAKZqTtGR2oNpauhSw5IWplDpV+bztuXnZyPmVUN5rkhspJFiSxtF5PI6C/uNdmDaJoGUg8G0RUaDxsEeFiW6KJvq/g+bWgqwsNbPuoXVaM51/PuBnWiaRFMlxwZ7UZx+dM2PYdqnXxztw7UJShpLd2DaEpdTw+VQLlpo0jx4iA69DMvhpDIZJpxIXRJh0vOMWeNsODfenk5aRZ63nz+0j2dOHcQWadBTOOM2Df3WhL+ZDYxqDmJJ7lp5uo5FqayEOEghsFSNnZaXtsenlkWbUEVqzPlLACnRLBtbUVFOzaEh7UKrdHJNaxWrWyoK760iX188TMXVef3suekhPBs30n9PGSOt7b7oENl4YtpcnYcdT4AzR8ACmJcJT33vJ+DqvP2TH/em/b1oKuiaMo6rjUAZzrRG1uFCIlBVc3r53ucJR/cdx0RQpZgM2hpH9x2f0Ng+X70SLgVje9Ygpfw+8H2Aq6666qw8KNOVghkZIs5PvMb971AW7UeUlSEzaWrbQ+xdDEkjRbW3mpSRLKRzzFTbcZSETyhRSGHRFYXfNztJ1zjZfFM5KDZC6kgly67BbQzu6JnU0F/fvIat0aO4HQJVqPxiay8J7yMgbF7q8fH1a/6AqCNJ24oSGk6mubyth1c678asBb9dw22XLSsqjVwimGj+AoXisIFUAl+zCdKBJ2WQObGGTU31JMwaZCxNU4WHxJjc54nINY/mkmZsadHjTqNHFRr6DNB11MB49Zs81rRW8fTOHpIZq6BUA7k854aKr7G9bzubOjfSntqKWWFQwZ3YmcrCiyM17Nmus/t4wHiE/7zjS+h+x7Q7qJ0PaIsvY27iv1FTSYZ0D2ppkqiyl+6YUWxqM03MlLfPRr6rOeBjadZge9JB1gxgZiLcuDdEg12CNNOYBw9NmkZyrpztdWoc7Inws62dhVzXmv4M0gOmqgCS0rSHrGNyWbT8GEY6WYBx518TE0jLwlYEwrZxhMoZdLpGGdaTPdNFXBiciav7Imlqypy4IyE+6q6noyS3bs0/GA7FP65F+1RcnYfLW4ItBFKAakODu2bSMU7G1WNT5OZX+/A6dPDnov0juVofCJN1uVFVC1Co9PjGNdC5kGipcKGZBkFVRROSBcvmjdsm3yvBtE00RZvVmrtLwdjuAUaeTePwZxNt0y2E0IBSckU3s4aZSMHkJ16q18PBbD/d5TqNUYOYM8XGzs1EsmHC6RAlejW6WX1O2o6jJH4sciEjBImswU6RZMtn6ggGTBAKUmQBCLirsWxzXN72yHEI/Q5WXSHo7fdxyjqCqkqk4SOZzbKjbzsv1x8he2sA1ZJ87kfdfM2K0n/1J8dVrRdJ++JiovkLYNg2Tl3FTkmEEEipYNtOyPjxZlN0o6OYvRyJDhJwNzK/evmo/U59bwXoWs7nYudSObSWlknH2Bzw8c17r5jwhdDob8p19xMKdb5KYIDlc1Run3/l6e2Gc7aRktVWkIXzDbqXLrjoRkNjaojf3fcEe1rq2DFX5ZVenS39z16Y4uiLg3clZ7tUF+HsYK6hjSIJtA1gHE2Mk/0baVzDeIP2bDm7L5wCCeUenVAipwyiqHEEw938FI0+NUbJBKH//HgmMs5GFq/lz39w35sI5+n0lBXmVlau/0ihlgCKfH2xcUaulhKnpmEYFntqFyDF6bQggKGoQvUEc2Wq+9od6+KpkmNIE1RbUhaxMOZUTjrGqbh67HYTOtuSSQbmlSMEaLaNVAW3X3XxRBOMtjbKv/8P/J7poMNdwbJf/8SEXu3tfdsJZ8JUu6tJmclZrbm7FIztbcACIcQ8cgR9P/CpMds8BXwOeBP4OPDSbOf+nYsUTE+ih4d+rQFLAVXC9akjKCUqTd75tA+dJB5ezPefD/GBy50z1nYcOakjySzfff4Ig/EMihAkFkE6oqDbkLFETovYdmJjoyqOUXnbhQrjrEFDuZeeUCnPbQFVhVCyFL9fINQ4HkcuJGkKm7KISbBS57V1FdzqChWr1i9BTDZ/dUXJFdO4glgWaJlyPJlOUp4wA8ZCNGeI8nmbMaWJ7tnN7ohEc00guzcGecO4Me0haEv2L/HTEzVZdGI3i7h50t9N9ULIayAPpQfxOBzDTXFGbDtCjUQoCnMqPSy6yHPRPHgIFJV59VX06V0o2Woqy1suWHH0RcK7krOn09BmrGH7gctrz5mzt7YFeWxbF+0DcZDw9M4ebmyohOEO3AhAUSeUYRvL18FYmq1tQV7c20sia4wrcgzG4+CUWJqCBA5cofPpqyvHad4XcfFwJq5GwFA8gw+YkzrI21Wuwm+FVPGoJdx1+dk1y9ret52InUAKgakJTNWi4WR6yt9Md1E24XYeDzKeAOlCSAuhq1RexBQS8+AhZNagubaSxr4uSkiN26Y71sWmzo1EMmEimTB13rpJa95mgotubA/n830ZeJ6cjNQPpZT7hRB/CbwjpXwK+HfgR0KINmCIHLnPKs4lHaLTEceUJmVDJpFSDXQHmqIRSsQRtocafTHRVI5Jz0XbMT+pN+3vpabUhVNXyRoW/nQJLkslrCmgSEABqeNX6rh30a2FF/5Izdm+SI7p815yj1On1FHDKv+nWTIvy+rGnAzWK9rPCVY5GCzXObDET2dVO78/SwWfRcweJpu/+Zf9z3cEyYptWK4QSsLgM5tf5GDNcd5Y3IAtsmg4iNl9PN72GK/1vMoNFZ+jvcfJ6paKUXryheMNG8YhO4YlJG9eXYpiS152vcX/nOH8mEjrfRRGeLYn6/h3oaEtvgxsi+yRwzQ0+tDd3kmb8rxX8G7l7Ok0tBnrdYTZ4WyAn23tpK7MldP8jntBB1vJteKupZTMGBm2ifja69ABSGQNnJpGuc/mmgWnixwzzvk8nTxMpCTXhjvusNjRt73I15cQzsTVj73dldO1lpJIQ2J4HaYMRxBdlLJoVDrGliP9bGsfmpSrId+iXaJaNrYQXP1OiJqmzITbzgas9nZqEhoCgaUKVKDe13DejncmjORpxeebUOZze992kmaSOf45RLNRbpnzgfdezraU8hngmTGf/emIf6eBe8/3OGYaXpuT9aEJjUiFhiphhVnLmpX3s637EE+8kSFq+Attb2ejM9f8ah9ep4Zp23icGqvK6lj0z508/oE69iwpAeECPcHJ1BEePjxIrbd2VBvuhgoPhmVTX+5hcX0JP9lyouAlX9+6fNQD+1ulH+bp1/8PBy7zEhgyiTfo72WP3bsaE83f5oCPY/1xnA4FNBXDBENzoDmidF7bTUlZmrCexUIipU3CiCNsJ9/dvYVsZEGhccJYEs8bxgf2fIft7QPsucJNZcjA0tVc8WS6fEbzfKTW+7hClTGe7Yk6/l0siBHF0T1l9qwX11xqePdy9nBDG9tGVFSgSmvUwm2s13G2OHtNa1XOG50x0RSFCr+gtNfEVFXCLg9DtoUwLVy6UvjNSL4WwOKGUhbW+nFoCn3hDLZMF+Tf8uNqueFuLv/xM7x+eW4fJpJg73HGtTMu4qJiKq52OVWa/F76IkOcrCrB1mzyeSRLK1bxmzeuL/x2y5F+/viRPdhSTsrVcNrQtVUBlkLpgA91Zc5gn2lNwmQw2tpIPPIIaX+akrABTg21qpy0NbUn/UJATBJbm8irvXK4i/Zs4ZIwtt+t6I51sb1vO4bWy53P9pHRBY19Bg3faMDtb6JxcRNXVo2fyOc6oceujCufeJhoX5brtwc5sMyFqZogbBJJB0lntmAc518kHQNxBqIZJJLOYJIKnwOfSydrWKSN0bHMmhMRrt8aoX2em3CJijNjnNFjN9sPbxHnhvnVPoQjiGmbKKYDhMErN1QQ92kktCw2eTKHjJXFMhJkUxWjGyeMKb7pjnVx7MhWBve08daNAWx3koTfSZ3LjW5W841fzSzPNY98oUrSSGJJiy9e/iCXtbcjSkpQ/f6cq+YS8GybBw8hDROlrAw7nSuOnnf3XRd7WEVMgJyCjoVf95EWYbqdcar7Y6MWbpN5HWebs7t+tbGgs63KJGZW4NLhh5vbaSj30BzwjTL8LSnZfnyIAz1hTItJOVtvbaW0roWRYjHWiRNw3RmuTZGzLwmMWuxhU5KKA6edCm5l9L3ZtL8Pw8o53TKGNSFXA3R27MK2JbaiggpPXXMta1auZfAc6sgmQ54T3SWVxEo1pK6j2HFcquvMPz5PGMvTYwui82mRC8oXMpDsn3WvNhSN7RmjO9bF3237G04lTiEti8DdtTz4VII6Mbrt7/kqRhm53/jwZxmHgjOuYrr94IxjKUlM0zXKOF41r5yndvQgkURTJiVuDVXkKuI9Tg2fL8LrPUfRzWri8VKq+2LU9iS47fE0B+dXs/Kyy6achOdSBFrEuWOikGLQOsjceSfYPxRCCpOwWwPFRbTUga1YpyWehIZt21iRy8imyrEVA204N/obj+8jkTUwLfjszSW8OvQQ2f5eBq63sF0pkLkUpnL9cuLxUgx7cEZ5rnnkO16GMkMYlsEPdvwT97zWSe8ySdgl8dkLuKG+5eI77Dwe7J4eLNumr8bJAb2LhcU0q0sSLtVFMDWQK5CUNk5XCWq1e1xK0oXg7LeHdbaFBFOA5gzTUOod9bw0B3w8sL6FTfv7eLstSCxtksgo4zh7rARgmaWjmbl0AVCwIlOPq8jZFwcdA3G2tuWUMPOSkCMXZVUPvchzWoqRxvaerhDfOLKvUCS7ryuMZUtiKQOHdpqrx8pNDh7bj+WGPNmnfQrvZD0EZiAMcUZ4PFhdXZyaU4KeDqDppbgc7ovr2R7B0xNFRV2qi5SZwrCylDrLZt2rDedgbAshvi6l/NvZHMy7CR3RDpJmCkWogCStWnQ54tT0Jy94eFttaQEhUCMekkoJptQQWR9Oq4kPX35nQXLwG4/vYyiRIZk10dWcLmZekzNt2Ph8ER7t+B7JbIbekIE7che6OYePNSzl0cV3Y6oa+5KVtEzRfGEmqi5FzA4mCik6S07wd9v+BsMysKWVK55FopsSNaNiuyWggjBR0MHy0+S8Bq3MzdyAl+sWBugcTBJKZoimTCw1yA93bKKkqh9dGFiqCULHlgpIybGTNnc3K+eU5wq5/FpLWhiWgaqoJFJR/uMWjbSnGgsVJZvilV3t/MWwLvNF88olk6gNDfTWunjoRhuZ3opjx9FLUonk/c7ZaStNqbMMkMhkhky6C2uMZ/tCQamsxI6DpWggICZVTg4lR3Vz7BiI88PN7QwlMkTTuYXvWM6eSDHljnQpEjGcDy54NdXM7UXOvqSQ79DYHUoWima/ee8VBYPb7Ozkla4j7Lq9fPgXAqSCWykpyP4BuBwqixtKOBVOc/2iHFcnsgblXucoucklbgXFtrGFikQhbfp4emcPX7plwTlz9VhY7e30BnRevTZA3OsAGUWNaAVFtovC1cM8LVwuZCY9anFdaNAmVExpcf+iT54X7p62sS2EeGTkn8AKci1435doLmnGo7mJZMJIbFy2xlxnHUpD+sKHt5NJ1Joa0iWX4T6yHH9zgmjpYfylIV7ufYIr6udxrF/HsG1qy9wMxjNoqqDErfPVOxYVPKCv9xzFtE2k7cRSwjhLOsn2NLCnYTGmqlGRDBMhMCUZn4uqSxHnhm3tQ9hSjkr/8DXsGm50kGtmgwIgCFY6kZYTy9CAnM76DU23s/NAGVHDT5lH4Z7VTfxwczuJjEkwmkU4B/E1vojtiBE2Ejn2UBTUlIKtOHAobpzGfNKGfc7a643+Jj405zP85OgPSJlRMsLE9unkqMdG6Bmymb6CMsPF8sp14mZfRSuJygEsPUvAX0PYTrOt+xCHbf2ihuWLnD0aLtVFJBPOebaxcfoq0BfUYqcvPGfXGR5Ayd0VCSVmKdcsGt3NMW8El3kcBGMZXLqC16nzlRGcDbBpf+8oY/mIM4sUCvmdG85YkbMvMRzrj5PImqhKTs8vmbFGtT//v8+0Y15djfSFAQkCLMNFT08N9b7Tsn+6omDaNpU+Bwe6I5i2pC+SIZE2QUJdmYuo2csubx9YABKZ8VJrNaPoYla4GkanIVUCPXUO0rqKSHlQnBaO1HKOn3Ty/b0XJ4LSU9/CntolNA2cYI6mFQokOwbi/PzwywSTQ9T7akmZyfPmgT8bz3ZUSvmF/B9CiH85D+N516DR38TXVv8h2/u2YwWDtPz4EWq644hJKl3HYlZXeB4PVl8fjXELvf4qDEtBVVTq/dWk7Qgd0Q7mV1+JriiEEhkEAqeu4nNphS5UkG9UYjOQPo5UJEP2O5R4/Szvb+Nw7UKGPGU4sack43NRdSni3LC6pYIn3+nOSf0NF045S1bwbPuzZC2z8GJHity/hcCpeLDCS7hz0XX85rVr6Gg9PS/HFtSmnWE03UCqw2QkAakgI/WkEgtxyUqcZdWF+34u975jIM5jrzjIuBdhet9GVRSQFtgShMCWCg4715ThYnnl2rYf4H9v7sZsXotwhvn/s/fe4XVc19X370y5vaB3gCAAdoqdFCWqkCLVrG5bsuQSx47txCl+5SRf4hQnceLEjt83sZM4dmw5tuWqajVajSJFiRJFsUrsBQRBNKLj9jblfH9cAgRAAGwASUlYz+PHgnTvzLkzZ9bss8/aa+cW7CGkpDAtwdOb00ij4VJvy09y9iAMzmxjWBjuFHY4dEk4O+1U8HebhF1+JAKnwz6tm2NtkQ/bkjT1xRECHJp6WqDd/7nBwbLLa2Grp9r/SXdokrMvM2SbwWj0xTMgweNUqS3KBtr/8sw+YmoYf3kTQgFx0mDbb8/EqZdw+8JTtn/9960rkuL5d9soz3Fni2krghw+Eck633gbSMtw9ihCkA7V0BTKobJQjhtXD95Z+YvSqTgzkqTfRqpxLKGi29lizEvB1Y1dMf5lcyep8mVoxQv5P8fWkXfy3//9sxsJB17FVvuIGRHKfONr9zcY5xJs//Owv/9mPAfyXkT/VsPR8BYg60gmxvrCSYy3Rs5saMieXFVZcWw7xqylHM71kbLDAxZkFf4soT69o4UtR7qHNELoP3eFv5LVVWt4ruFZAlo+4VSMW5c7qHwjwlLzEULuHJYdBNlZwhsZe2BSDrdqm2yacPHR2BUjZdj8yc3TaepJsLQmj/JcD1vqCzHabifj2IdU4jiCrQhxcqKmnVgqqDLI3OJsM5rh967/JZ7jcXD94lqeb3uNlHXSElgCCPKOB9CSOSyrdHPfOAWW/YF+wJFDNwLFVrCwcGVsHBmVa7TruOXOlQCs29N+0bJygwOuI3uPYUpJvpmky61Qkaxl1tzZZKJTeK4+eTlsy09y9iAMyWxLcBjyknG23t5DwitQ1CS2ECxxdI7oTnH7ovIhloHDC9j7Pzc4WN6+bRNa7ACmBkiBM78JzdUHjB1wT3L2xcXti8rpjaXJ8zmpzPewpb6bR946TjRpoOY2gTbIms8WGMlcFEWhMn9QguzkfWvsig3woMep8TvXZLsjHu2Msad9M6+GbeTJbqV5yTBpxeL2Refm1T0ahsuQ6hvakbl+chJgKDa218dHlpewsKDgknB1VyRFJhQhLxGiz5/HcV8Rsw8c5GiNj7TSgaao2EYZLkdiQgoj+3HGYFsI8R/Ag1LKY4P/vZSyd0JG9B5CS7SZf337/xEPhXCucfAHr+ZQ0pHi+P632GMcw0wVsLRi2mkTerw1cgJoCRTz79d8hqTuxBcO8onKWZzIHGJB4YIhQfDdiyvY0xQadcIvLl7MptbXsew0uV431dPq+K+P59GrJlFkmqZeA9f+76IVFGLLrIuFItRxaW06WRF/fhir/W9vPE0448Fb3gdaon9HEgDhjiCNPDSzaIgLQj8Gv8Szev7HCDg9GKkkftuBlUhiNs4mGavFo1p8+IY5Y963c7m/Pl8Y232QZNyP6s/Dp6dwdMS4dnOYuUeSzPqnmbiHZXcmet4Mv86fzHGiplJ0+pKkZ2zloFvQ1tTKJ2q/hK6kL9m2/CRnj4z+pjZIjVi4jxMumJ+jIdNZd4LWYMmo82i8OTstLDxxSSiYrfl5zXeYFccPceWUGUM+N9wycLS5NDhYTrdreBWTcEAHKUnZqQnx2p7k6/PDcB757MqaAW1+TyyNkBLV2YMQcoCrddsBiRo0RZyRq4e76DQe6UPY2a6ilqJiST95uWO3Tj+Xezt4Z0U1MpSsf45uK0bY40MqEkVPUZmbc1F3UAZfYyuZxgqH6VHdaLEYU2KdaLNmUhv0oeEgZadAMch1TUxhZD/OJrMdBZ4VQtwvpYwLIW4G/k5KuWLCRvUewbaWg7T0xRBpH7Yrwy71BPPS3fzY3kjrXkAqrN15F1+7c+WQiTXeGjm1poZdZbNp9xei2BZRNcoT9S8S9Kgc7D2AlQ4QiwUHJvhYE354Y5ENTevpdqQBgQ1EfCq2nWaqK5+m6HEkMMU/ZaBjHgzNdJ/tQztZEX/+GKv9b47HQS/dSMWCjB+hn/SusXVcuheZnE9loHLUAKL/Jf5G6xESRgKv7gMEi4xSlv73k5jxHppyjzLndz4yYvvbfox2f0eaHy3RZh5v/AGBsjSmqfDJms/g3PIq+U8eoyzjB6f/orhHDB/b8OucSqZ58NgrPHmtkwOeKHE04vE07cYBvnrPmqxnrq4M3I+LOJ8nOXsEVAeqsW1Be6QPTI0X3Vczo+MZKmNdNOHmW2Pwz3hzdnXpbDJtO7BFViZgSnitYR9XTplx2rw71wCluD3Nlc19rL+hIOsrrCr9hkNnxCRfTzyG88i2ht4Brm4Pp9AcPThzjp9q0S6hVl9Ku1pEYc7oi72ReLAl2sxW0QhSIgXk9WZYE6zhmnuWjHq/zoWr+8/bP0cr9m0nGOnkwIJCPCmJxxNA9Z7y2J4Irh5pXIOvcWcozMrO/RRoFpXHDzD9/rvQ6+rQos3kVm5HTbtAWMwP3IaZygX/uA5vAGcMtqWUfyuE+DiwUQiRIes095WJGc57C2aqAKSCosewbQ3bNY22WpN4Oo2Q+Sh6nIzScdqDMZ4rvMauGAdakkTyi/t39VH0DiwjTb6rkhOxLv5r45soyZlDHpyxzjm4sUhP6mQy7OSDryBx2yq9qR7cmoeMadHY147H4cCluvjOzm9j2iaaonFv9e/zw5f6zoqQJyvizx9jtf/tsffjChxDlylQ0jiTIKTE73Th8RYQ6Z5Gd/LMAUQsE6Uj0Q4SVEVlVkMeJW1JUNJUxLsJ2reMOcbRFgQjknqkEdM2KfUV0ZvqwRfrYOYv3sQ81otJL9rU6rPS2F4IRnrhDL/ONXkuEnoXbeUeLEXBxkKTWYVl/9y9FAHJJGePjsxJGYYqJLbTSWvdPKqObeNIQzuGc+qo/DPenH3wQIaS1jzqr+wBYaPqcVThGDXQOZfzaYUFTNuUZoMEWxEolkVx9JRYZrSg6VwC6Em+Pn8M55GlNXnsaQrRF0+jK4L84LtY6sl24hL8GZ2PXPVhfvhS3zkv9nZ07KDbDKNImZUr7Q5x93yBb4x7dS5c3Y/+OZps93Ag08mb04pJuDSSepJSJX/CdNCjzdnB11j3ulkUOkZZVxOKz4dr1cqBa5O0o+S78znW08srHc289c7eCePps5GRrAY+D8SBUuCzUspD4z6S9yCWVkxj7c67SNstOBvTFBx5lfbCEtRIHBlUMKWNC8eID8Z4rPAGJlrCQ6qymDzPu9jJfFx9Gm47TVP0OJapIzMF502K15ZfyxuNG7BsCyHh7qc7uGL2bPqu+wi6WcT3XjlCWunAtItpLg+RMBI4VQdJI8muE4cx7PyzOvdkRfz5Y6RAoLErxuzp3bwReg6nZWYNfdMavkgGly25cdpqls25BXP+6J0e+1/KPl+Yp+qfypYFKApBxUdk6xtgmlkrQYfjjJmzke7vSKSuufroTfZgS4sTsS5MU6B0pZCGiVZZiR2N0H3Px9mb9lE7hp3ZhWKksdUW+bjxihIAljgSBP7hX9hW68AWEoeiYQvIceYObEVeqoBkkrNHRmOkEU2TKNKFJQx0bxito403AlPxvPE62nXldEcZlX/Gk7PTET+J/FIU2UO2470kPyc+LnPGuWolndt/iiArHbCFYO/+jSxfeNeYAfW5nHuSr88fw/ka4MYrSuiNpXn9na0k8o+cbHUoUSzJKmsqV06ZQfE9Y+86jLSI6mk/hilsUE8534wXVw9fqB3tjFF6qIm2mhxsp4P8qCSuO6hyLJ+wjPFoC4OjnTE+u7KGlGEzJdWL/9le5KAfPrhjZG+yDymDFDoriKTtCePps5GR/A3wVSnlG0KIK4BHhRB/KqXcMO6jeY+hutDH1+5cmb3ByXU8vOA2TE3HPtGKP28vwuUlkLMdzbWSsYpTzhf9Ey1YlCFStBN3qgdLkxS2uEgpDgTg0BSsCyDFJSVLeTC6nB271lJwXEXtnkqi+whXfqqU19M+pJFHub+M7miKnmhsoGmEIhQqK4NnTciTFfEXhsGBQP8LNezZgeWxENjZjQk9jW6ZSJ+PosqTzYn8I8sbBr+UbfdBPCUCp+bAsAxEMknZ0dBJz24QOcGBbMHwY5xpO3zw/PD5wvzr298jkcmAkCS6Z6Kkavhx2MUXowbloXZac0r4fqIMa9PEOn2c5vCgK0OClIU53bRqcTbPdZJwZ5uA57ry+OL8PxzYFbqEAckkZ48Al+oilOlBOGxUBGsKHDxxkrM1afOZnBj2oiUTyj/9nF1UnEtTWCCQYEsUIQmkItSWX/ic0evq0GbMwKYNS8sWxb2uH+OWaPOABexIQdO5zNdJvr4wDC5s7OcVzchQmXqcQ7pFf0jsT1isXvLRId8ZCaMtoqzjxxEOiSIlSEHQ0seFqwc3UnLpCj/e3iZSoAAA0IhJREFU2ICRSEKT5Ka0Ro8/263SxGD7YZsD+ycmY3wmnv7qPXMpeHot0WgMraICOxbFPHCQHZgkzARV/ip6k2FSkQVE4v4J5emzkZHcMOif9wghbgWeBK6ekBG9x9D/ALywpxTjSCN54W46iiOoAqYEC0gaiYF26eONgYmWbkF64yQCFlKF5hkJsNPUaWVIkebmq50E7JrzJsXl19yP6+G3+M+Zt2NWaOiqwt/sPEjtqpVDJnq+X1AQKcSpOslYaYI+cU6EPFkRPz7of6EXqNNpYztSkNXsKYKuQiearpyxde7Rzhgp0Ykzt4loJoRiSJxKAI9D8vFj+ZR07ACXCywL7733Dml9C6OT/1hb87u636KlLwa2A0uJoJs21Z4KOjpaaCqtZYpfp6VwBqZpUTTB2eLhYxueQWmwXZhKHyKZQ3VIEppWwp21d7OkZOmox7hYc3uSs0dGf4GkEIKEEac7V2BIQV64mz53kJTu4tY5JRM6hn7O7rFB0cqQ7AEFLClQmjJULx+fOVPqm49l9YKWASGIagY7O3Ywr2jNqAH1uc7XSb6+cAzmlaa+1+iZbYGSDbSFKbneNZ+pc85cajH4OG29CZ7e0cJVswTb1BYAbCEo6DNYMu2GceFqOCUrSaYtVBVK7RQdCDqrphCMnyDlDxCzdAIeQTo0MRnjM/H04d31uB97DLu7m0x3N9rUatprclnf9GvC6RDhdIhSbyl/cN0tQ+raJgLn3EFSSnni5DblJDi1InQZKXRNoafUhVnehBQJjvQdptRbNkSvNJ4V3P0T7anDjbzaFT+1PyQBIelMdFLiz2dpxUwq/Of/EtHr6ui879OYe0PkJUL0enJosF3cevL821qOoLm6qczNwdPpwbJN3LpnwHIQuBRFYh9Y9L/QE50luOJXoJbvQJE2SY9GnunB9ObS3BdiyRhTwucLk8h5iqjaC7ogk/CjxRdCpJLYqy9krSZNE7WqEs+9Hz3t+2e7JT2Y1Le1FCClhXScACkxPbtp765C7Y5Q2XwYM9rJlEARutd9UbLFw184Q/TaSoqknYt0O+n1SzxSG7GS/XIISCY5O4vqQDWaotEWbcUGDit7UPyLCTmK0GyTGmXkZhYTwdlHO2O8/c4utqQ8aLaNqdsc1OIDn7nQ82Rqr0M7eAiztBFktp9JY8te7qy7e8yAerCkZPDfk5gY9HN1R6KFdNHWk/IRQILb1ghO/ziNZyGX6z9OW2+C9nCK1w90srF1AwSTqJbEVgSLGqHu937ntO+eD1cPbqTUZiQwLElX0kJNpXCljtPndyH1FNLOEI1KPBPI1WPx9JSeFlBUHAsWYLW24LnvPo7k2CidCtNyp9OV6GRN1Y2nuQBNBM6rXbuUMjneA3kvYugWkI+PtTzHwbIYh1Ix8otq6CbK6qo1A1ntiajgri704W+PonYILGmDIrL/y/ipC1zPrdUrxiWrXi0TaNKm1x1Es0wqju4B1qC5+ng78nPMkInWqXH/jAdIWakhbiSTVevjizO9/Ptf6Hv+5xcUPb6BIzUK2xfn01Mh6fEEICZ4bFOCdKhxwP5pcMbiaGeMiNJE0CeJZTRsCaawicXdJHu9/Kh6JX/VdISKvjZct9x6WqYEzk9CUeYtR0TnIQPb0WUOeUG4InKEK19/nopkL0hJ7fIF/N39Sy56tnh4BqV491YOWibSdoCiIJxj7xRcakxydrbwe2HetTT1PoW0nfQhWZXeQflRJ9V2jJo/+vpp35kozq4u9KG8abHVJTA9KRCS/dZOHt+1a0S72HPF9Hl1OA4UYcrjA/rfd7rfoSXaTHVh5TnLESZx/hiLr/t55adb/5t3Umns/jpWKTC7VvBcX5Jn3nqX2xeWj8rVg6UfT+9o4fUDnUTtDhy+A6gKSEVBMyV5VbPGhasbu7Le1bYtB3y9Pz3dTdd//hxXeD+/ud8NCDQEue5clpXlcUvtxZlHw3m6PNxO70MWZmvLQHGkS+0jaSYxrAxB58Ta/Q3GeQXbk8hi8IqwqztNWtW54chxmmb5Sdgp3I6s+XxLtJkKf+WEFUwtKFzAS0eeQ1gWtg1lh130KDfSEJrBDxv6KL7nVNHA+QQojV0xGg2de3f/hs48Bc3djVGf4djdy1hv7ydhJMhx5dCV6KQt1sqddXePeI0mq9YvHGf7MiwPt+P4zUPsytV58u6p2EIidRU9cQV5ykyOdOg8Gj/O2p2tWZcZRWDb2eoZU9oYIk5OjQuhRLK7mlInE89Bz2RQLZMmbyEVoROohSN7tZ7rlnRjV4wfb2xAt2tI2wfIC0LQ7WJNOEmwrw00DVQVtbDgkmWL+895eHc9vd//KSeKdVTbpiq3jrBLDMjFJv2HL19YmVxsJQVqEksKpJXL1e37UfwX33VjqfBw5btdvH2VC8WEkJbg8d0beXFbesAr/0Lm0VXxIG/GIeOxUW2JsMwzShon+Xp8cTZ8rbn6aIi/ha0x0CiMjlq6exdRUyJo6Irz6JbRudq04MsnO4vevbiCNw91YSsdYItsh19p448aLHTWjDjGc+Hqwb8HCbfOL2N5XQHFWzYSbt/P1pIEUrpRZLbxma5p3D5nwcAO98XA4N0ZM5XBz6kNg5Z0B4+0PokqVFKmwcLALRNq9zcYk8H2KDibF+YQM/d0iinhdsplgM+8nKb+01W87mjj1eYNbGp9nQcXfZnaotwJKZhaUrKUTxV9mle3PIK/twct7qDXF6Ug36LHhi313azb035e2Yo3D3fy7RcOoZmlKCtWote8QsYRZL1tou37N7ScXPpSvbTHTwCC5489z6LixZdDkdj7EmfzMmyJNrP/he8ji9O8vrgMSzVxJV2kXQrS9NMT84FIU5LjpiOURCKoKfJxrDNG0jBJ0wXObmTTcu680k2uz0lPZxlPHOpBN/rwWBmqwm0ohQUjFtv041yC4v7fVRxw05mazYzyfD6SW4vnpa9hKkpWslJZMeb5Jhr9L5pMbx+iciWf6H0ZSwnRYnXhkVl7q8nM4KXFmXg73y9QrCBCakg7Ra7MFk5ZrS2kXt14WuZvIvmrfdHVmMc2oNp9SLKFjC4thpm0x4WzlXQtZksXTHsHS9j0aWlCrQ1Qfu2o353k6/HF2fD1y+8+TlRke1mAgLSTgvA8IorgRCgFglG5OpmxsGzJd144NNDo5oGrp/Cjt7egOuIgbVQpufXtNDV/cceo4zxbrh7+ewoDLqoLfSQ9HuyuLpw5TiIBFVvXEIrgnrp7Jqwj42gYzMFqTzd/aDuprsihVYuypX4tCW+CoF7Iwb42XjkxsXZ/gzEZbI+As31hDl4RVjTsw//QnmyluaLQ68xDER3ku/IHGr5cU145IQVTjV0xnjzkJFzmwq72odoGMrWZE+1BPDlZLdL5ZCsau2J854VDdEWyenR3ZQIKNISUoGgImcKTCuNUncSNOA7VQXeii0fe3chHZ9wz8AB/EKrWL1Y280wvw5ZoM//+6teIOY7T85kK9HQG3JDWNFTh5XeXLyMRC7J2ZyuJtInHoYGAtt4EGdMibnXgrXwFFAtL0fDKP2J+cBr/tGEvPmGRMU3ufee3VMS68P9/XxtxW/J8f5fQe2nRngHd5njKh3VU0KwFaFp0I5Wdx5j5yY+M2/nOBwOFp26VDsNiv8iQVG0kNv19OSczg5cOZ8PbSytm8lKzh1gmgVe4mdfWReadRgASjz2Ga9XKIXNsovirsSvGN3ZEiPtvxMw8j3AlAJuweoAcfSFQdsGcLXAgnEV4DS+KIwlY/KbpORbMumFIAHShTXTei7hc+PrFY8/z4olXsdSsP7+wbLT2KkxPLRWag6unF7D5cPeIXB1NGFgyawpl23JAZ//M7t1oRdsBiWJDXsggf9Ut48Kdo/0eq6GB1tIati7Mw2mECLgCKJ4APsdFSBkPwwBPKxYdvX00SjdK6z5+9ukqDL2D7mSYeNoEqUy43d9gTAbbI+BcXpj9AWWyYTvh8nKEENjRCOVtKbRajd5UD6qiDRRJjtcW+GCyONoZI610oGgZbCkQEvxmiEXOo9x9z0cAWLen/ZyzFUc7Y6iKQNcUMoaFjYYHQLVPWnYKkmYKVToBBdsWZCzJ1qM9Q6x+LocisYnERGczz+Zl2BJtpjHSSGfzQdItTQgsDF0HbFRpU6BVccfM+5lXUsvRzhhfvHEaKcOmtshHa1+Cb79wCCEEmqcXoVhI04d0JtBc3Wypz6U3FCevvYWEVEg7XKilpag5OeP2G6sLfdx9tZOnGyRehxubNDuJ8dzUNZiKilY4j78tmcrEl7GMjoFiJqsbc0oDO0syJFwaOgaWnd2iry1aOJkZvEQ4W952aAouVJyaE/ett6I0/ArF7wfTxDxw8LSgZDz4a7RupCXk0txZjlV1BN20kY4Yq2bGWV5ecEGcrSqCRAbUVCFeRYBiYyPoIclvDr7AndUfH2rbdgFNdN5ruBz4GrKB9g/e+R6WamfX6qbEF5MsM6ZQdO1UKvM9pAyb+VNyR+RqoQj0k97ZQhHUFvnYUt9NH9tBjYOQ2BpYDpVq7/hkl0f6PUZ9PYeee4VvL7uB+MydSLdKSsQpV3ImrJnNWOjn6a7eMKqU1JYEaXMUIPNzKc2dgoi3UxuYy7vtU4gYE2v3NxiTwfYIOJ+tNG3WTISuYR5rBCD5wgtc/Wf3ohUUUuYrH2hlPh5bKsPJ4rMra3DaxaSkG5QkCBshLebs3kL5be3odXXnla2oLfLhdWoYpk2fLVFSNUhzF0KPI4VEADYSI62gapKMlGD5KdZnETm5Ffp+z5DAxGYzz2TL9PbxQ2xq3kp9YjMuXcdob8eyTZIeNZtrlQJLUQnHinlsU4zH5LsoqhhyrKOdMTxOlaKAk4NdBWhCQzgT5PvcNHSk2XxkHSHTQ2+gjJJIB1Vdx5FeMe5dHCtzc0jafcSTWZ/27hNRTL2AAitJr8tLQ2/qjMH2RGasqgt9fOHmXB7asZ5MtJ24S6JKgSkkprQG3He+es9cttR3j+u5J3FmnA1vN0YaUYRKkaeIrkQne0pMro5EMEMhhKKAxzPu4xqrG2mP5kbNOMC2UaTEUiSKnjzvDHNtkQ9NESgimylVM7mke+pwlbyLENmW3a80ruOtXcXodiGJtIWmCMrzPHRHUx8Izr6UfN3PTyntMD8/8FDW1OBkwOzISMzGq9meuwB7VytIxuTqaNIg4NZx6ioPXD2FLfXdPLHrHaz8Aygn38+KZbNsX4opv3/VuPw+OH3xaR44SKMjFzMvjYqJbfhxOGFN1Y1jxjsTxdX9z86B9Vso3PA0ZZkIvbP8pLw67fETuHUP9826kw9Pzb2oPD0ZbI+A8yE6va4O7333Ef2fH7B3bpBHV6ro7a+hJ4KAQBEKmqLx4KIvX3DAvaW+m954htIcF/G0Scqw+dqdK9nWUs6B3b9kvziIKhTWLrGYuv8t6urqzitbUV3o47Mra/i/aw9gWDZmLIjVvBJf2UacVpKM1wYkipoh25pKAVT64mmwfazd2XoaWbwfMZE6x7FeDG8fP8S/vv1vWEoEqcTJ13NwREOseKsXgJdXlRF3ewAfxfosWtMWEklNkX/IsfolHH10UJxTwMqKz6G5e3h1Ty+vuZ/G9JoEHSb2oatZdXgbFfFuPJ/8woh+rRdCnv0+yE7VQSwRJtS5GaGvoNvKQUcybe7UMb9/MfTSqe7duHrb8RgWMY/A6fDi8eTw+Su+MOS57tfbrtvT/r6e+5cTzoa3qwPV2NLmSN9hADZau6mdUUxpj5V1cUokxn1cRztjxNMmTl0lkTY52hlj9ZySbEDw/Gv0bOjgxRIHMa+BasP2jm3cULV6TNeQsZCxbFKGBYAUCs72Shw5uzHc2aI6qSaJae8w3XkHrWYcy8q6Sli2/EBw9qXi635+SolOYjm/QigZTkr1ETa4D88kqi2mvDDIsc7YqFytKwrxtElFvofbF5ZTme/hxxsb6I2niTkO4bZNsFUEFjkRk1Ul1407Vw+Bx0Plsb0os4ox3WlQ0hhSo8xXPupXJpqry8PteH75n8hMjLaAxfO3lqA5NExpcf+MB7KF7KnYReXpyWB7FJxPcKrW1HDCmeSRFUFCXtBJ4M6oqEJlSmDKgHb7QoLtxq4Ya3e20hdP0xdLU5HvGfTATOOpLVNJetvIWC402UpjvJkLUWqlDBshBA5NQZPgNOpYuX43x6Y3cXwaJ2s6svon3S4kLwCLqwQ5spzn3237QGhXJ1LnONaLYdeJw9gihVRTgE2P2YuWo6DEPbTYi2k5sQTFFyWTykd3u/E4VZCcdizN1UdgyjoSmQy6BiWlN5OJTsGkHU2TGHEvthLG4zjBwtZ9iLzc07y1x4M8qwPVeHQPSSNBKN3H8ZI0wZJNLH0jjyuvXEnd4tljfn+i9dKNXTGat3SR0iFUkG2xraPw+Su+MKSZzaRu+9LhTLxd4a9kddUanqr/DV7NgxVP0OKMUdQZnbDMtktX6AinsKVEEQKXrgyM1Zw7lV+/u5Jkx0HsqnryoylMV+q83xNHO2MYlsSpK9gSXJrCR9I6HdtjbL7GixQyKy/wHqCldwE+R/FAW+uuSOoDwdmXiq/7eUHN249U4iebjYFiKETbVtDLAkxLQemKjcrVI4293/M6Py9OxrEbHNnklz9i8sCLMeq+MdRbe7wDXauhgUpSXJN6hzfSEp87gNMTIGWN7Fs/+FpM1O7CgTcPUWg6qHK52FdjELZjFDurSZqJgXFdbJ6eDLbHE4kEbXNK0BQdzQLTNlGEwKN7TtNuny+OdsZQVMGs8iAdoSS3LywfYnVDMhfdDYYzhWnq5P/6JYyl9513cURWSqLSF5MgoCDgYfE189mmNJ2UKWS127ripThXweNwcPucBZip3PPSHL5XMVE6x7FeDAtLp/Niiw3SOLkVKbFUwdPXLiHScQ1pM4A/XYlhmEyp8vKlm7IijOHHaow0oqqS4kCQQ70HefzwY/i0IBpXk7ItdFc3/miKj7/5OhWJHryf/Pxp82k8iKvCX8mDi77MT7Z+l55UI454Bls10II6rTMW4D1Dc4eJzFg1dsX4x0e2k2r0YRbMxqPtoSghMOpyaO4LEe5pH7imk44OlzfKfeUkjDixTBQhbZy+PLSqXOxoBLOhAVbfcOaDnANShk1xjhOnppE2szuR/TjuysMK5BDsE3TXGvRooKY6iWWi53Wu4Xyd73Ny7ZqriP7jz9m5UJD0gpACVajUVqX4wrJTgVZjV+wDw9mXgq99vjBp36skxfZsKptsC/V05xwSoYX43Q6SGZMphaNz9Uhj7+ebsLIL1RFBsWyEkCzfHmL5onsmhKv7kVy/geiPfkSbHmdfdZSMw0WvEqfIDowZ60wURw44RoU0mLqG+w//ijenOQiTJBI6TL6zmBOdPhodsYvO05PB9jngTFsv2qyZVPxMwRlPEzQUbBd8buo9iLyZ7DpxmIWl0y9YQjLQHTBtkut1Dhjd9/83l16GffhKNGcPq/e+Tmu+wH9SSnI+qC708fV75w9om5bXFdDw1nYcPQoxW0EoJrbp5jZWM33pzIFmNvj5QFS1TzTGmnNXTpnBR8Mf4fH6/806YgiQKGTKWyjoaiNKkETGRFcUrpleOHCc1XNKaOyKsX7fyQAxUI0tLRrDxzBsA9VK02N1cN2cJDtaJHY0hjedoiTSiVpZMWLHyPEgrpZoMxua1vNOeB+GS6Gpyk1Ot8W60g8hjiTQj45t0TSRGaujnTGMeJJ8I05XaiqaeYRMsRepuXh6cxppNAzJEk3O/csDIz0/p+RKTlLJKIY7hdl8DDjlSNIaLBm3+1db5MPr0DFtG69DH/Js1Bb5cOgqUcUFaSeKFgMVnqp/irkFV5zz+2Ikvq4u9BG68hYWv7WJTWuUbINhLUpZPqcFcZPz9sIwGl+3RJv5yeF/I+07AfbJQNsWkHGT01JEyCUGuPojS7P3fHDzmgGuHkkadbKW5Ns73gFsbFWiW5IczTdhXA1g1NcT/vu/x+7uYf/1ecS9TmSmEFsYhDtmjulfPVFzbcCJRLPpdLnYuaKatLeLSnIJaYJwx0yea0jy4rbsu+RizvfJYPsscTZbL3pdHe5bb2XZtqfA6WRuUwa3V+VboT4MO59tu7MNZi7kpo41SasLffzd/UvY90QnPPE4L92hk3KqPGus5QvtM4dsdZ/rOQefR9YuQXRvQMEGqaAaCvLFTVy5aBV6+cX11Hw/42zmXMm+A/jSJlG/ysnuM6AbmDUpKlMe5lbmMLciyG93tQ0pqB3sQPCFm3Ppt64TCEzLwsKmoWkv3s4T5PSl6c538OaqYm6efhclgxZug18uF0JcLdFmvrPz27TH2zGFxJ2wyDgUcrtcdNuFFJ1lFmaiMla1RT50r5te3YMjZPKxBh3Xg3dzxAryitJMYUAnEvEPjO/97ujwXsCoxWoDcqUktq4SWH4tyrbeAUeShp0H+Vaoe9y22c/E2X9zSx2vf/dpXiuLEg0IhCmxM5nzlpKMNPe0wgLUYw6UlAbOFAiLzW1PcXf06iEdjicD7fPHWHy9vmk97fE2bNsGIRCWxBO3kfVzUQMzqPRnuXr1nGLKcz0Dx+lvXjOajr6xK8aW+m52dvyGlJ3IvgMEeJI2S+ffPiSrPV5c3Q/zwEGwJe1FDl670k/EJ7CVXnRZgJqaekm4emAhYSngDHG8speIVyEqwvjtIpTU1CEZ/dVzSi7aXL+kwbYQIg94FKgGGoH7pJR9I3zOAvac/LNJSnnnxRpjP862mcgPCvaRnqOjmhazt3bSYLtO+17/8c53oo81SasLfRRXeFhfpZFyqoSDGoYd4T+3/xtfWvJnLClZOvDQuXRlwFLoXMYxdc4Krqm/hrXxrYiUG1QD1Wwk8fgTBP/qK8D46sI+qC+BM8252M9/QfvTzxN9IBeUfq9niaYKls0u56MzFg7R9PUfZ1tD75C/d504jCIUqoNTOdB9AMO2kFJwONNNgaqTLLQI5ai861Q5XnaEL5/siDrSPV49p+Scf2djV4wXj75DIpOmSA0SlSEyDgXVklzZCOvmBS751nZ1oY+/vrqI3W8+QVXXcSqVNAlXGU+ceIy0L0aLVAjod1FbNO+SjO9i4f3A2RX+Su6f8QAP7fkhqlB5Kq+RTzqTFDdnHUkuNmfXLZ5NwbTpeNa/w2MfLsKS0JvuHSIluVDOdq5ayZwXnmKTUJBKVsaSsKOse/cJPnPNlyf5ehww2nzb3r6Nl488NxBoA0jTyW2/DbPo5hmcWL5kyLUazNejFUpC9jr/7ePv0hZrwT3lHVT9ZAmVJblqb5qa3z/VxGY8ubr/3hafbGSz72o/oRwNTdHIIFESNThl0SXh6upCH3+1OMDu7zxKLNDIVtOgzllNj8tgRdENbGotumTvkkud2f4KsF5K+U0hxFdO/v2XI3wuKaVccFFHNgxnaytl2ga5GZ2QX6FtTgnTlBS64hv4nktXJtwxQZs1k/IeiaWCoQtsRRA34/zXrv+kLjCXQ4fLMGNT6QinKM5x4nXo5zyOW2+4n3ee20nc6MUVS3PF4RPEDz2O596PotfVjZsu7IPSkW+kF9TgOWdZkq5IisauGGZTEwdeeJ2ip35F+/w8MHQgDapECIVcdz73z1850CJ3+NxdWpPHnqbQwN8LS6dT3/gqSSOBhp+MmUGkg0iRwdmRR6KqA4Qgkuskafawvmk9n57zu+Nyj09V6EuSQYNcIgRSNlN7VK7ZFuWqVR/lqruXXBYv75Kdm/E27kSrqMCOmRw7uh3Lk6Y0x008k+LuK5zvy7k5DO8Lzk5ZKVSh4lQdJO0YbXNKqAg4sFMpai4FZxcW4ElDTsgiElCR2ANSEjOVyz89tZd42jxvztbr6lj5R3/Guy99k7eW6UhFYiuw7sRGrmi/hnBP5SRfnwPOlq+/u+VRNrY9gmGlQRXZLHVGQ9+/iOC8Imb/3gMML/sefJzRCiWh3+XGQvceA2ywVcAiJ2Kc5kAynlzdf2//zGwiNxAgVp6DrSqoCjiEypVTp/DRGZfuvpfs3Iz3yNvsX1ZCyqVi2TGCzmLW1F7NyvLcS/YuudTB9l3AypP//DCwkZGJ+5LjbDRG1YFqdLeXkF9FNS3KOwyq8j18ddWp710Mx4SjaR+ld/0B9z3xDX5+fwkJt4oU0JfuZVvXGxBU8MqPYIdKcWoapn3uHZQq/JX8+fw/Zu+//H84OkO0ljmhI473ZHZ7vHRhHwRnh7G8Wfs9m9fuauX5d9t4bssxrOZmRFpBrLydualXEaYTqSsgIceVyxfn/+FA5nm0bcPyXM/Qv/O+TGOkkXea23ih8VlsJQG2gymd3RwvtEj7naQxSBsGz9Y/zZz8OdQWzbqge9zYFePpHS3EMwbluRW0di0i7n8RLaPRqRsUGS5cq1ZeFpIMo76e+GOP0SbCtNopqvwFeCqr6W55HVtmfcErc3Mu6RgvEt4XnO1SXXQnu7CljRDg0lzIdALMi8vZ/c/olEVXU7n2FwgpsYVAMW3S8QRr971DjrwCw7Zx6iq2lOfN2e7VN3DXro0cCL9FOKBhK4KEyPC97f/B71/x1Um+PkucLV8/vv85MrkvI4QNWlYehOlEP7AQd6SCWZ9aPuSYozXCgZF3VWqLfOj6frT8XQg1DULij1h8/JUkdf801IHkQt7H/WPriqQG7m1nWxebtu5CrapiZ1UcJFhCUuQpHJLoudgYzNPP1LpQLSe2Qxuw+8PPJZuPlzrYLpZSnjj5z+1A8SifcwkhtgMm8E0p5dMjfUgI8QXgCwBVVVXjPNSz0xhdV3sThnWE2v9ZS2lEJfqd71D+7X+nek4djV3ZCWvbcsIcE/pJQI3k8EfGVD712HEevrecWMAGCWCDsEk59qGIMtKmOaRo51y2AKfOWUFq4Rq+r23CUkC1JL/77GN45y6lpWbOgKXUhawiPwjODmd6QbWHU5iWpEyzOdrVi5QKBb6j9MxrYH9SoTARpYz51FyxiDW1Vw+ReMTTJpYtefDWGUO2DYfP5Qp/Ja29Cd7t/CU5qRgZReH6F0NcdaSen82aQkR3gJ3KarqlyabWTXx58dLz1v4NHl9HOA0ZAzPZjeH3IhSNWF6Ct2+bxoJL2J59MMwDBzmRp/Kj+6eRlBKHP8D0eJgcRz5eh4uMZYxpdfU+wrhyNkwsb4/G2f1FkkIIEkac0B1XIPc8C5p+0Tj7tEzhzb/LTVt/xKM365go9FoR1u0+gtvMywYzto0ixAVxdt3dv8PHv7KOh+/yE/NqSCHozfTxUuMrfHblvZN8fRY4G75OafUYwQ0nXUcACZopuOexLnxlNnM/u3zAynQkrl4xveg0bf9gNHbFeHvXW6jBtWiaRNjgTZjcsiXOtZ/7xxG7oJ4PVw+eo/368a7uMEZbOxtK5mFWurECRymVTky3gw9N/dC4NO47X5gHDoKisuWmeXTnxgg48jFw09wXYsm5q2bGFRMebAshXgFG+pl/M/gPKaUUQshRDjNFStkqhKgBNggh9kgpjw7/kJTyh8APAZYsWTLasSYE/QVepm2iZKLUqRqKy4mMxTAPHKQ1WDIwaZFw6/yygUrx8cJgEuhKpzkeKKbiWA+xrgVY3n0ompEtgxOwsKKK1cvmDSHX89kC7Fx1BdbWLeT0pAgFVHaX+Niw7hjUKOge94QWF70Xcabtx8EvqH5NXjhhEImnMcMduDIZbHeEnnnHkM4UaUXi9xRy05Lbuab82oHz9DfS6I6lMUybb79wiPJcz6jXr7Erxn9tfJOYnkAx8ynItFKV7KDM9PIn0z7PT1x72dO7feDz+a484PyLXPrnanmeBwEsViIkjx9n29Q00hMCofCmt5XbTurDLyVaos0c1pvZX6nR7vBiG14MK0PPkW6kF7RcG4/DfUlaE08ELiZnnzzOReft6kA1mqJxIt4GZJvb1JX7KLf8WK0tpF7dOOGcPTxoa5mxAO92HV/EJhTUsZGkAtvR+mq5Z+F8CgOu0zTb58rZel0dyxfdxZG3nmT9qnwsVUEK2N65gcMNAb5++z2TfH0Soy1iRuPrNw938p0XDmE46zHynkcVmVMHk4LVL0dY06OS/38/eZrE41y5+p+e2ktYeZ1MLiAkKKBLyfKP/B865i3j6AjuJefD1cPn6K3zy/BvfZPWph2sm1uEXX4Y22HQoRlUaOUsKl58Tscfd3g87Ao6WFcnsN2CiOhDjcHTm9MsLLi0uywTHmxLKdeM9t+EEB1CiFIp5QkhRCnQOcoxWk/+f4MQYiOwEBiRuC8Vsnptk3xXPt3RKM1KH4VHTjVKGD5pCwOuiavEjabQ3W7mfuZj7Hnol2g9RVjlDaAZAAgUlk2ZyoqpRdmxn7SBG7xNdLate2unL8fZ+hLdShMmNn16AMOyKQp3EXJVjMs24uUgIxgPnGn7cfi13lLfTUtPAlXa2OkMdSfquWf3ixyY4+CVGUEyisR269ge12mBXm2RD8uWGKaNriloKmPei6OdMWQsgOY1MXQT09CpTHnI+X9fJz1vGS3PulECDUglRaE3yA1Vq0f9jcNtx0bCUF2ixpUlcX4qToDqABWwBQkRZUfHjksabLdEm/n25m+QbjlOdLaOLSSKJwOWitucBuE65lUJbp+z4JIvCsYLHwTOHt7cxs4YtObaFL7yDpC1ADxcs2RCOXt40DZ9Xh3p9nuxMs8DIKSKVEwyjqMsr1t9mgvF+XK2576PsuJPnmXbYotQUM02/hUpov5neeVYMZ8rvOmCftf7ga/HWsSMxNeNXTH+fd1moq6dOHL3oappEKBYEs0QrF6f4BPTPoTnbz56Wtb5fLg6rh3C9O/PBtoIhGVzjWc+2sJbz3rxdTZcPXyOLnEk8K99mB6Pm/SMDnCYIFR8uv+M7dknGkZ9PdHvfIdt8/zYWgbFyMdSUrhSC8DIu+SSpkstI3kW+DTwzZP//8zwDwghcoGElDIthCgAVgDfuqijPAv0Z0p6Uz2oNlTYuQONEhoONdHlqZkw+cjAGEYggcy7u/G2ObFbpmJPOYCqmSiaOlB8c/yEk2+/cAhNBU0oIDin1r0V/ko+vuz3+cFr30TtDXFoSRLRFKKrR8Xpjb0vtxHPF/0LrmAgSne6hW0tTqoLFwIjv6Cs7m6kaWBnMihCUN3TREXoBNoxN29bHpLuXFS3+7RW4f3He/DWGQP3dri/LwzN3NQW+VAiYYhW4kTykXWbmbr6Ttyrb2DLW41EIn4KtAeI2ye4uWbRiKTan4lv6UmAgLU7W/n6ffNHrm8YNle3PLeOXl8ATAl6Gk1kC/fFCGMdD8I82+M1RhoxIiGCoQxGnoazvRrbVUo6UYzpycHr0Lmldu4l0yheArxvOHtwcxtFKEMsAFv0AB0Nrdh2zoRx9kh8nQxUcftTgkfW6OBIo6oWgYJ30Vx9wKkM6oVwtl5Xx8w//zof/++v8NO78oh7VVBAkmBT9y+5JTrrfbNwPF+cSSoynK9fObYZo+DXOPV4NgCWoFg2vrjFpx5pY8UnvoLvU58c8Vxnw9VwirNaU3tI+tcilTQAii3JSUhW5s5jS303vfE0JTluEmlz1ADzbLl6+BwtePoRDthOnl++BNgDQqCq4Ha4BrLal4qr069upNXqpalOgC6xRQYyOchk9WUhabrUwfY3gceEEL8HHAfuAxBCLAH+QEr5OWAW8AMhhA0oZPV/+y/VgEdCS7SZxkgj9894gJSVojyk4Il9DbO5kZZAMf9dLyFzDHTHhMhHBmM4CUwt9vPHv3mYTeE6thdZZPwSTdXIWGleObqZ375WRlckha4pFPgd3L2oksKA65xa96asFJ5gAb6mCCGXyU3Nz+JtL6F6V5TihdqIHdk+SPZQg227hN5Li/YM6Dav9+zmqmi2KdHOjh1IYHHxYoo70iQef4JpL2ykZN5HSWpO3EaKhS37QFEIr15GuhxQFby6jxLvyGK0FdOLTiuEHDymwRmQ3y1pxht4AkVVcGcMSuK9qIUFNHbFWLurlb5Yhr64TkXuTJZWTBvxfP3V8aqaDZETmdHJHk7N1eT6DcRfPYJ9o0QRKWyp4FS9FHrzWVS8eNwdDs7leOUhBdHTR8hp44xG+b13jyB+9z68lWUXrG99j+J9wdlwum67o8hJbSRCo+3ku7PXQJ8G3omR/PVjOF9rs2ay6l9D7C8O8u5iiWZJ4qKPnSd3eBq7YnznhUMXzNnu1Tew/O0Pw69/wY8/WUHSoyKQRDK9bGhaz+/M+d0hn/+g8fW56PSP7XuT1xq+B7ox0FVZsSW+hMWnnuodM9Dux1hc3T+mrGtTJ7HgrxBqAilOBvQJi4+/koEHF7P27X6uzlCR6xl13OfC1f1z1Kivp+fnP6dRKcRKgXCksi3nBdxTd8+odrAXg6v7CyOb/QkccSfVKQ+9ZQGWlN3IFYHll8W8vaTBtpSyBzhtP1pKuR343Ml/3gxccZGHdtYYrNXWFI17q3+fBoKU3vNxcn/2Q1rrFmPaUJQM0+cqmhD5yFhwrlqJ+uTzbMu7hmhLL2rdNqSSwpY2r7duQDg+hK75MEwb0zq1nXQurXv7XVhiMyrQmlq44lg3JSeaQVEI/fVfo/3yF6eZ65/pAXq/kPvw37rwihBvdyfwO3zYpNnQtJ7XWl4jlO5DEQrr9j3N7313P0WHOim3LP60p5em3DKqelupiHezb1UNP1uRJm6mceDAa3vGbH4x2pbu4MxNZ1sXb7/7BOrMNAVxi948nZeum8Nr/rm43mlFUQSzK4K0h1Lcvqh8TGnI4FbRHod2xmxCfxeyEpdAUIZEQzHc3FR7FzeeLPZc39Q+ZpbpXHEujgmFmw/wu89GOVGTQ+mxEHV334x/9YLzPvd7He8Hzu5H/25kW7QVG1hn7aZ2bgWt2gxMh4NiK0mf6r+onK3X1RH+y39g/8H1SLEXQxGotkl3+zGoy85dVRHomnJBnA1ZOcm8p5/i2s09Wf22omDZFi8deY7Z+XMGmqB9UPn6TDp9o76exONP8Hz388SWe0Ao2YY1pk0wYvKJV5Jc+6Vv4R4h2TQSxpLf9HOW6tqBVGPZIBeJO2Vx1SY/u6/9A+p71Qnl6vSrG7HaTlAVlAh3FGk5UaWHQq8Tn8M/ZJwXm6vNAwdp81lEphRgaxI1P0BJThEfnXs9Ff5LXBl5Epc6s/2ex7aWg/TFkxR5C+hJdfDvbzyKlliA06rmj4qqKN+/A3X5TLq6wzh9ORd9K0Ovq2PfTffR1uPFTJfi6jTxFe+gQPcjNInD00OhmY95sgp6uC6tX9M1Fir8lTy4KGsdV+Jqx5P8OtKOA2B3dA5pdgNnfoDeT16tg7f1omY7O3s3kLDCJJJhNEXj5caXiBkxbGx0UyERbqPZmaDIsgCyshFvmLaF+aSW3csjdW1EjGwPkaSZJGWlzrowb7hsRFcUOtu6EE1NzDrQQv0sJ8enuLEUlTcXekg0Hceuj1LsdyGAXK+D5XUFox6/unDkVtFjoeH15zhSLenV0xTF+tAsH7LGx7TCsoEFxHg7HIxVkDo4YDi2703273ickr4+5r/YiTa1GteqlRd07klcepy6z7kszLuWpt5nEVaATlLsqcxhxht70ArnXTLO3lVQS4/RjjtzHNURwUKw8cRm5rVfQ23RLLxODQEjcvZnV9awraGXpTV5Z3z29Lo6cr7xDVZ84y/ZttgiHMj2ZEgYCf5zy7f40vK/YEnJ0g8MXw+1IvWOqtOv37GfAy+8jrrtaY5V9LLp6hwsVck2lDFt5u6P8oC1hOn/9Men6bPPZSyDuai2yIdl7SHq3g1CIpAIS1J32MPjlV9AdgCdTRPK1WZXN1gWmrOXQM5uTN2Bolm4dN/AO+hicPVIC7tWZ5KfrpSYigmWwnXeBSxfdP9lJYeaDLYvAI1dMZ7enCbiN+mNN4EjgnSksV2tiN7baF99B4t+/d98ueNNjllOZtZKqgtXXvRxatPqkL3tAFipIGgG3ZkedKnz6eV1uMy6UTMS6/Zks4rr9rSPSaIV/srsxC6H8ANHif3gB7QXaLSWOal4+TFmLVs2sMI/0wP5fvFqHSrByFBc2olbsXGqTmxpoykacSOGLbP2UIawEWlJedspC7n22nx+8QczsfOCpNQ+TEOioCCRCATXV6wclVAGkxJw2gvxd0uaefvdJ5h1oIUFR1ro2VrAKzcUkPHmkcbG7esj3pPH3KocVkwvPKus1UjZmdGyXsf2vcn3Mi9jLndiCyeqKtErAug+35AFxHg7HIxW4DT4+nzh5lwePfIjMotVtMU13PKSxLz2AeYGS6g+4xkmcbli+H1eNmsKwvagaklMaRKbcyVVW5++5JxtpvNIdc3BU/wOQkkTVVI8tOeHfHX53436LDR2xfjxxgYM22ZPU2hMR4t+uFffwEz+lU98/6/52R0B4m4VWxVEjdhA1+Ez+em/H/j6NCtSRtZOH3puPf/8cgPJ3E4yH/MidIF9slmNsCU5MYtP1X2cGZ/4w3M+/1hc3brj19iBZxBKtkuwsLLn0qsfQLYpeJwaibQ5YVxt1NeTfnUDKAr7prmwXVDtLScq0kMKIyeaq0e6NtWFPt5JHiEadJIXF0QdCu19DsxULvgv6PTjislg+wJwtDOGNPKoMD9Ku70FzdlAGg3DTuF0dDNj0XKUtT6K332bYkCLN2HcdM15r3bPFyuWz+TpfT2ciBnoSgaRdFOYiKFWBAn6BNeUj7zNcr4k6rnvozRsepaHb3ZiKWAJnaU/+l+uSUhm3LH6jA/k+8Wr9WhnbMi23g3T57LP2EU8EwbLwmHYpBUbhArCQkRzmPtWlJKONKgqSn4+x75yP1HtAEXuXMx0GF11oCkaEkmhu2hMV5DBpHTjFSUD97Ij0cIjG79HfWgd1kJJ/SwnJT9z49ScxHKcSCKoiiCRVlCEYPWcYlZMLzqva/D28UP818Y3kZkCRCaf2xeVM7UsjaF10rbzt5jSJtdyEXKYXOdZSNni26gOVI9Y8DmeL/Dhx8vuQGQozXERT5vsOnEYU4GciElnQOGni5fjkGU89dTe92zmbhKnc1pQK8Mbv46Y7yVAZX/lMa6u9FG869Jx9vK6An7jd9IeqYTCvQg1iWrapONhdnbs4M66u88oDTsXvnavvoFr+Rfkf3+Fn9+ZQ9yjYmuCUCbKf+38Lv987dff93w93Ir0yroC7l5cMaBVTr26EfPIEfa800xy+UyMWTuRDgMpFJASRUr8OPmDBZ9hxsK7zuncY3F1dzTFi6/+mjfST5JyCVBAMSXetOTzpfdCzSpefWw3ibR5wVw9xFPbkty+qHwg451+dSN2NMaBNdPZcJVFNKATzXRQ6i09ze5vIrl6/b524mkTp64OFIBqrj42ikNEPBD2Cqx0gFionF2XGVdPBtsXgH6SiUT8OJ01pHgX4ZCoCB6YV0fdjNnE7ruP6P/8AMXvB9PEPHDwogfb1YU+/u/vreDV7z9Cz45d1K/oQ5UmznhmIIPYX+Q5ONA5XxLV6+ro+z+fwmp4ChI6bSUBnrm6iOfePsT/SUpW3bdmzAdyvFfHlwr91y+eNsn1Orh55lxu6vw4b/72H7F7eihuS/D43RV05jpBl6CaHFqWouNEKbU3fJjeu67l9Y5f0xftozfZR5G7hC/O/0PaYq0DxZSjZbWHv3gBdEWhI9FC3PcMe1IniOXr6GmLSEDnmbtLaZldDCJ7r/16gCumB7lt2rzzJu+WaDM/2PvvRL0hhE8l2rSSR3Z0ojS/QLHDgEQb0jbpU0w04WDpojuYWr4CuLga0MauGGt3ttIXT9MXS1OR76HMzLC9r5N0UMWUGoqrlsLC4Hs2czeJLIZz2vK6Apw5JTzd4MLncCGFRfftKyhu6LtknF1d6ONbn17Gaz9fS9NmF4cW9RL3CsJmjOcPPc2iUZ77Cwl6BwomH/kF//upKpJatnCuL9XDbw6+wJeWfuF9zdfDrUgHB9q9X/xDzIZjtOfAkWvKSM9OZG10T+qmVSHIc+XyxcUPsqRk6Tlz12hc3R1NYVp7eC39DClXVuKjWNlA+4uFH2HFLZ8H4Ov3zRuQDp0vVw8eh9epcaA1zKNbmli3p52/KI0T+NGPaBMRfr3ES9Sro2k6Ht3HmqobMVO5rG863dd7IuDSFTrCKWwpUYTApSts3fciiVA3ZXFJt0/FTMyjJKfmsuPqyWD7AjCYZCJKnHWtRThVJxkrTdCXJSu1pgYZiWCGQgOe25dqrPeWQvhnb9He5KS1UKXumhWYqVwer9/F6z0/RVUlmqLx4KIvU+GvvCASnb7idszUFk6k4th6HFtvgbxuvnMoRtezR7h61e1DXhhvHz/ErhOHWVg6nSunzBj31fGlwODr5/OFacnsQu5rxF1fSUVTnIquTgq6G3hhVQUHZ3nJTURJFPto/Pq9LFr+eTYcWEc4YWCnSrDVCOHITNKRKXiNSmqLfKfZzY2kyW7rTWDaksp8D1+4OZfntv6WtnAbWDZRr4alKdiq4MjsXAwlja5omJYFQnDXFQu4csq5kffgMbwb3kHY7ECqJhKJq2wDfvMqYtJANEcQGMzcL0hrRSy+4iqmzjkVaF9MDei2liOYnoNUB1yEMu1UVKq8fOJt1IyJ5dS56W2dl6acnQXc+6VQ7P2KkTit28ohafcRT9ooQsFdvOiSc3Z1oY/yO5fQ87v/zRMyw4br81AsSXe6l1eObqZSv37EpiUXEvR67vsoees2keieDRUHEcJGCsnrTS9xdeXCgYLJfgyf6+/l+T6atOzAm4cotJ30zPTw6w8XEgrooGaAk4Gv7uamaXcw03cV4Z4gb0Y6B6Q8ti25fWH5iHroM3H1V++Zy4uv/prX0s+QdEmkqiAs+7RAu7ErRsqwBxYH54KRdOG6otARSoKE0hwXsUicvT95lIqMxkurZpByplFVHQuJQ3VSrM+6qFydMmyKc5w4NY20adIWb+W15g1EXDYRt0pORJJJVNEtLz+ungy2LxD9JLO9vRmrxSJjZXDrnlOa00QCpbwcIQR2NILZ0DCiFd54YrRJ5Fy1EvXnP6ekuYWSVklbeAf/l80k85tJ+2LMLCojZYeHuFtcCIkauguMCEKxULQUQk8ip2/m+XaLLS+/xZ/e9M9U+Ct5+/ghvrn1m9giw0vNDr7CV7hyyozxuBSXHNWFPjRXH9/Z+QMSmTTtMo3jigXo5Uv449d+TEVfN0uPpzm6LJe2AomiwsbEu5QfP8TTm9P0eS1MO4Nb9WLHqvn2C4fwONXTtvlGClA/u7JmwLv1h5u24s9/CqOvmXBQxTADINNYUkcVNmU5VTRFm3AqbtIpSaZnJT98qY/ie0bPDAyfZ8PHcO2ydFaPfrLJoKpAxrSRAiJuG2fGw1ve68EqZH+6mqld2XNNhAZ0tGeiJdrM6z0/JeXrJqFGwAuHEgJFmlSH06ScJn7L4G9WT+G4K29MYn6/FIq93zGc04ZbAJ5Id1J7GXC2XldH8GtfI+c3/4hiS4QE07Z4fud+XJnKEefYhfC1XldH9+9/GXt/A5Q0oWgJBDYZmeI/Nv0zf1T3GZaflEi8H+f64Gs38PsSHqzlaxB1LxDzZ7PLkPWzDLgDfGnJn1Gg9gecPSTTFqoKeV4n+1vCPLrlOGt3tp4TV/94YwN3FO/hjfSTJF0CW1VACqTt4QbnLUMC7XNpYDMWV/d/t98UYe2uVuJpEzMao96Zx6/uuhVjxi7QVXQFcpxBPn/FFwj3BDHsnovC1XDSRcWhY9o2XoeOiB2EvhDVkRQ9ORorDygs//iCy5KrlQk9+gcELdFmHjn0a1ShYkqT+2c8MBCsarNmInQNs7kZOxQm8dhjGPX1EzaW/kn08KYG/umpvTR2xQb+m15Xh+9Tn0LJywOHg0a8pFvbKLDzQSp0xruxpE1PsoeWaPOIx16/r33IMUcdR6QRVbNBtbNV2oqNEBJ0A2cqRbqthYNrfw7ApuatWGovqHEsrYtHD/+KN1o3jTiG9yL6HWtsw4dUJIFpTmRZGR33f5bYV/+Elz+/EIJ+pIAqfxWqUNh14jDSyKM4/WEyXUuw228hncwhbZqYps3xnji/3Nw4cI8HB6imbXO0M5vxcHr6CBQcI2ntJdbVRUFnCk9UQekuJ3lkDYnO5VhGHknDpNRbxrzAjTi6P4ozM514xuBo58j3eqR5NnwMZiYXRemnGEGux8N1ShmOvQtJt82nu+UWMnYxxdVlWLpj4FzjrQEd65lojDRikUZ1JECxQZGotkQKSV+hF03RqFt2C3WLZ7N6TsmYhDzSPZjE5Y9+C8DORAcxI8ZrjkbaCy8PznavvoGli+8iJ2JjqQJbQsq9H7fz8Bnn2LnwdT9mrV5Orm8KqePXIk0XQgqEkMRkmu/u/T5vvvgQ8P6e64NdSQoLg6Sn9RELatmgVwhURSXfW8iXlvzZaW4tmiIwLWjuSWDJrMTkbLna41Qpz/USN97hV7FniLsE8mSgbZsuYi038vyJmQP3c7Dsoy+eHtU57Gy4evD9Kwy4+OKaaaxxx7G7e3izporUjL2gp0GoOFQfd9XezZKSpReVq+GU487C6jw+Pd1N4da3SemSaL6HQFph6ZzLl6snM9sXiMauGC8efYdEJk2pr5TeVA8pKzVodVZCwX33Ef3fH6NVVGDHohOqATxTVtC5aiWxhx+GUIgp0Q40yyB0QiHAXcyf2saO7td5qv43rG9ax18s/crAouFcV4LVgWoUBRQFbAaSmyAk4VxBUbdN3vcfI1m0nPx8B3RKJCYA9fHt/O/u4+R78gYkLe9VDHaskXSDVEhkinEWFZG/cjmv9r5NMlpPqbuMmBEjkokQdOawsHQ623b3kUnmUKIvYE55gDcPdxNOZuiOZJBAPGWScJgDWYB+0kPvJaLEiSYg5nuWmJ1BuA38sRShgIo3aRDtmk5aq8UhNVzaTOZVqdw+ZwHHTzj5bfdubBkb0MSNhJHm2XDizfcL8vuK6IqmsUmT7puN/vJW1PyZ5Hf6afcHsHPz6HX6hhD1eGtAx3omqgPVpEwD46R0BiSWLQmGJNX7da7s9lDz93ec1XneD4ViHwQMz5wNtG4/8jQaXmIkOHznIoqbY5cFZ9dcdwcr//M5Xl4IcbfA0FO0Ky+RYxdQWzRv1N94Ppm76kIf//yZFWx6XqFx0w72L4tm9cIqxJ2C73c9CS9C7eIHhkgfRuOJ9xqGu5LYWg9m4WFsJev+BILZuYv44qLPjVjb5HFqLJ+Wz5Nbm5FS0tqXHJOr+3mitS9BIpaiMbYds2IjQrWQSrYNu7Q9JFrWoGSmoTlPtXKvLfJhW5IDrWGQsHZX64iSlbPh6n5Lvf45oxkZlm9+EZE/E6/3KBHFBFQQErd+qlvkxeTq/vvz440NGIkk27r3EqisxzYh6dRYdchPzZcuX66eDLYvAKe6OkmSQQPTbkUoknBM8pPXThHdXy2+msCzz2L3dCMNY0I1gGf2EC6h+GtfI/TXf015Vyt/9PpPaa6agfZ7V/F456tEjQgAkXSYHSe7lsG5V7qbqVyWBu9lY+ZhokYYebKFLRLq6uPc81wHxT0WoT//c+q+9lc4VBcZGR/4TF88BZzqnDb0N7x39IGDHWu60y2srJtD3dxqXLrCjzc2DMwdiFHqLWN11ZqBwsfie051nvzOC4eIpkwUoSCEja4qWLbEtCW1RVmpyu3XRumJSt6NrGNdi0lbXwhp25D0kWd0c/2bXeREbSrjDkJfmM5/n3Bm2wMrJQMtxw81tVMcdOHUVTKGRcqwR/xdI82z4cSrufp4odEJ0sKhuBBdhZBpQpM2Pa4AHtvgc9dVYhQWj6g/Ha97PBaxVvgruTrvY6yN/QxFAcs0KG/R6aKa/e5CGmZOZcZZ2v29HwrF3u8YLQgt0WcRjj2DpbYAgvV5KjPq8ilpvTScPYTr6upYfvsX2djyv8SFxGGaaGaUawsOUF14+4jHPFe+Pk1//ekbSVaobPrR3/GzWzwnLQGzAfd3u57i+lfhtoU386vNxwekD8OtBt+rfD3YlWRqZQ/dmo++dJq0aSBsLy31SzFnn7KVG/zc93N1MmOhKgq2PJ2rR7Kz+9Gz72Ald2FN34qipJAKA8WQNzhv4XltJppzqB1hdaGP2xeV8+iWpgEXpZHu89lwdXWhj/X7TjUP6zjWDRkD4Q4Tr2xDVdMomiDoyOEPF/zBkATYxeLqwffHr56gvaQB6XWRSgexNYPn5q1g+WXM1ZPB9gWg/8aX+Ctoi60g5dmIz+XkmYbHSYkbKfFX0B1NcdyVx9UPPkj47/8eNJ3od76DNqVqQjIloxV6DH3BLKPgc58j+j8/oCLag9bxFv/Z0040V5yssAZTmjRHmwaOW1vkw7YlxzpjeJzqGQsPsufzgfMWcopfIWqEkEKSZ7r48KttFPdYYNu8kD+Hx96QOMoXQsVb2RS4kNhKnHAmzStN61hUvBgzlfue1AgOdqzxKHO4eebcIcRW4q+gI3w786oEt89ZMCKJrd/XPtA1LmNYaEq2TbMiFB68dQaaq49vbfsmkUwUwzLw6B5cUTcyY6FJA0uPIzIKcw4lKDO9RP7xm/TWzOHLC5TTWo7XFvnwOjVM28bjHL2r2GhkNZR4ffze7D/mvza+iRnLYBhNRBwR7t39WzK5BVzx+U8wY+X8Cb3+Y421H2umXs2mPRkySgdKwqQv90WSrkPohfWokfJz0iG+1wvF3u8YLQiNxYLoifkI3zak5SbuMDjy8eso/pdnLzpnw+lewnU33cunf3qI/01sIupVSDssXom8TtEbNdx5zUdOO+bworuxMs+jLUDcq29g1ZQqnM//kIfEu8RdCraqEPMIfmu+iHgthUfMobwg57SA/r2q6R6epb5r7gIeb3ybjGVjZFKUGLeRNPJO44Sz5eqRePKFR14hFt+GnL4NNAMpxIC93xcLP0L54gfwjNJ8ZnldAev2ZO3wRsvQnh1XZ3+7ZmToONaN2RvCTqWYk9nIPinI1QrJeOCOmjtPK5QdT5yJq2uLfAi9l7bgeqQVJ+lMYQkdp+ZDyNLLmqsng+0LwOAHU3VbuHQdp+rAtFIIRzfd0YKBB6BpX4J9lQupFknKju0j9erGCduWHD6JRnrBlK86KSfp7WVPdRl9Ti/IRPYLJwPucDrMG62bThZ75oIEyckM9RgYer5abi+di8N/HAEsKl5Mfs4R9v7Dv7I+fxZr567BFCpK93zyojpaaR+qCyxnI9U5ZUiRpjHSSDqkn3F76XLMooxGHoPnjlMp4oq8Gg412ZhFI2cmBneNe+DqKQQ9joHjPVP/NK3RVgxpABDNRMkJg6IEURtm4xAGH9m0njKRQ+Qf/4VvnfBitDaMWmB1tiv+syGrK6fMoKN2L79q+DmZoIs3yjV2HVzJX1flMeOOkT3CJwL9Y+3XsQ5/6XztzpUc3l3PkQ3/zIYFGcDGcIKDlkk5yPsIo2XOaot8uM06wva72FoXKVthXWY3kdlzWBCzLipnD84wDua65dfcz/F/f4Xnl7mIeR0k3PCjlidgTx13XjH/tOMNL7obrcnNWFlwva6O67/0LfqeeYhfxJ/FVLPtvaWWwZ6ykfiJZk50LcTtmTrkOTkbOcB7ha/L877MtpaDPL05TdLIQ1MUXLpyGo/Ambl6ODY9+zgvH/4N6ZnJATvBwa4j5YsfGLJoGd4V8mz5+my4ujzczh+/9mO2K/msL57LhqtqSdf2oTpTdKohSrXTPbUnAmfi6utqW1jf0k1B2CLmksSUWhyJZThl0WXN1ZPB9jliOEn0T/SUZvLw4d/Sm85uuy+e1odu13Nt5ZUA/GuHj1TZEtRkgj9OH6T6scdwrVp5UfxbR3rB6IUlBL/2NUJ//ueYmUJAYZCsGgQc7j1KQ28bHoeDuc4HiGcsSnPco25XjXa+pRXTqC5cOPDfG+fl8r27/ozWrkg20EZiIzBDlfz+pu1EP/thNvg66Eq14nNkuwmajtG3ly73LMpIRDe48rs3lub7rxxBUcR5BcDhdGgg0M7KcCTxRDn3vNCKO7abKZkQM+64E899H2V/2ofR2jDm9vJ4rvi37HqGx9t+Rsqd1eMrto7hj9M64wbmjMsZzh5jzZPqQh8FDdvpDHUh8OKUJhYaN19RelnNpUmcO0bj7JEWXE8c6mVvdAN5zkKOdXXz4tRKXm3Ov6icPdqCQK+rY3HNdbwgd2YDXhRsxeQnW9czr6R2IEDplzNsa+hFUwTluZ4xpSRn2rpv7IrxXMcVZJIWdul6hJpCKBKhpBDl+7Dj+7kjeBfVhcvP6pjvNb6u8FdSMauSIrWTbQ29VOV7Buz9RuKRswl+jfp6nln7E35efAg5J5m1qpBZ6YgfJ380N+v8MtrCa6zxni/Sr26ktKWegro8cEcwp25H6mmEouPTfUM6RU40RpsjLdFmdnW9RsaRoa1IoTAs+Yx3Bpk5yy67hdtwTAbb54DRJkB1oY83Wo9k7aMQtMdPsK3rdVRFpSnzNtfmfg5Td1BUEKCzw6J19mKmHN16WqZkolb7oxGAe/UN8P/+H/P/+d959ugy5MytCD098L1QIoVqBulRYrSF99AXrx5o+jHWCvJMhHO0M4bl81EmJdGIjZA2upTct+tZFjVsY9/TLfR9NAdLCOKZBE/v24yGh7uuqsKrnK7vnQiruIuFdXva6Y2n6YtlmF0RHHUhMxah+qImqhRY/cslCQY678yo4MajjVzxpb/O3mugtit20QpD6l9+nB+1/C9xv0AqAqSFpTlxeOro9eTQ2HVx79NY88Soryf+2GPMinXx5myVtM+Bt6iINbVXX7TxTWL8MRZnD0d1oY/7Xav4zs536I73IVWDoNdP3OG8qJw9Fn/W3f073P6v7/LrGxxIPY2iprH8b/PyjnJuWnzboOK+FLk+nb6YgYDzkoT1Y0DHHFjEoWZwV64HkcxamQlJym3zRPgJzG83Eph3L97KMlKGzWdX1pwmUxt8vPcSXw8U5tk2bxzqyi5i8kZexJwp+E2u38CmH/0dj90WRDrI7iSfrFUK6F6+tPwvBqQaF6uQL7l+A9Ef/Qi7q5vyzA7kfDemBggFGxuBflGy2v0YbY5s3fciiUSIslCaqFdlxQGF5V+8Cr1u5C7YlxMmg+1zwJlcDTy6h3A6hCTbHEYRCtFMjGZjM0KfQq8niKb0Ub5/B1akm8SgTMlEr/YHE8CQF8TqG5jV0MDnn9zAQ4EaqDwEtkDRQEqBoscxTQspwtRVGvT2erl9YfkZxzYS4QzOuuiKgun3U2InKUz2ctX2l7ipYQvC4WB/kYm0LGyc2JrJC82PoVgBVEXjr678c6oLhz5Y71UXiAHNf46bvniG9lCKXK/jnMafXL+Bqf/xc4J3eekNClABBLK0mfpcD8eWVpBXV86VJz9/LjKRC4FRX8/BR76HslRFd2vYGmgCpnuW0Oyo4vl321i3p/2iZrVGmydGfT2JX/wSaZhUlc/hC8+30XPfdcy85rPvaSecSZx7YFfhr+T+GQ/wvXf+B6RKd/FuPB1XUP76xeXsUfm6ro47lt3BsXdeYssiBygGqHE29vwM+9UIhj0Hp65iS4nf5cChKUNaj5/N+foxnK8TaZMCfQ55CRc97t9iqHFsBWxFEHMr/Lx0P8rml+i1FxDwOQm6db5+7/wRZXHvNb4ePI9azTiWJc9r/PUvP87LL/4Xr93mI+Xi5A4FSKmgWB4+NvePhmiiLwZfG/X1hP/+77G7e+go83DkCoFvSgOGw8SybWzTS+bESszUqaLQicZIc6Ql2syG5g1E3BDxuCnsNVk655aL3pH7fDEZbJ8DzuRq8OCiL7OjYwcvNj5Pd7Ib0zaJZiLUR/YQmHKY6/J/lzlvCXI3W6gzZmD39gxkSo52xohnDJyaNuBvPBEP1kgviPJVK1n68MMozzXx6MdyQDNwWCpJuQbTGUG430UE9tPDIQKBu07TjZ3PeT+7sobmngRrd7aSCpbz+sr7uCLTTXlvK7MOJ9h4TX5WwwYIJYOVkdgixgtH3jyt4c3FCiDPF6Nlv/rnUyJtUpHrYV6dBY42OhK5VDNjzO8b9fUkHn+C+K9+RUbxkTl4A1p1PWZeF44MZLwGDs2NpcCuE4eHXLOJLgxp7Iqx77dvo/a4cGUyJFIWyaCOUOCweAvdXUS584qLntUaaZ4Y9fX0fflPkdEYbZlO2nIVKl25XL/iE+jDAu3LVWc6idFxPoFdykoRcHrJcTjpTHRy3fQOqtZfGs4eja9ve+0ZDs+0CfmydTQpXbIl/jTIPDJmMYoQpE0Tr0M/7+6Co/F1IjUdj1XAgvztbI1vIaULbE1BKhms6VvQemLEQjOJxgvZUt89qoTucnyWzsTV3dEUXofObQvLaOpJsLQm74xadKO+ntSrG9mROMxPg7sJXeXDVrOFUVIKsBz441egmotxmdNPG9NE8nU/VxcpPpQSFw9/tIBojoOYM0O+o4yueIh86yqsdO0l5+rXdrwwpIHNisMKNV883ervcuXpyWD7HHAmkqjwV1Lhr2Rx8WJ2duzg3Y5D1IeOENQLiRjdtNqvoi7yU/Oqj8JdhwAGMiUuPUBHKI0tU2P6G18oRsz0zMl2Klv0539Oyf/20FbppSKq4bhLZdO8OnZH6wk68miLdjGnMDMu500ZNoUBF4oqsv8O6P3Lf2BGw3aK1v4Cd8Ii7lORUs02GnF3I6XCob7XaImerh2b6ADyfHEmnfBnV9awraGXQCDC2paHkcLire7nuLPvFm6svXqIC4tmZPjL4hjl6RDR734Xu6OTFm8B66ZdRTqdT+GxDO25MRRPGhSBKW0UqbOw9HQCn8jf+7WHN5NqyaCV38VV7z7ChpsdoAikAEtaCL2R7ui0S5LVGj5P0q9uxOrqpmt2GQ8vdSCDfvT8Qr5c7KRi2O+6nHWmkxgZ5xrYNXbFONHpI2UY9KRbANhT1MWyykvD2aPx9ex/+Da/98Yj/CD1BgmnQLMltmKywrODuiVfwqUrNPckxu28p/F1NI950/6AZc3lfL/rSWLCRqoKUs/gLn4HmXeYWNP1dO4Frqo+7fiXI1+fiasH19j8ZmsziirY0xQaKDwd/v2/WhzA2PgI9TtfIW6nWXtLPjGvOtCFEgnCcqF13YxDnXPR+XAIV8+9i2X2o0SDOjm5ZUTpI25EEZaHTKQK5yXm6pZoMx37d2BJm1TQQyA9clb7cubpyWD7HHE2JFHhr+T4CSfvvANWQT2RRBOKM0J74gSKUCi+L5/fiycoF7kDmZLU1beflb/xhWK0TE+/fpu//mtKdnYDoPz0+6yp+3PqnU56Uh2EUwl2dkY5dGTvOU/iUYt+Bv276fPq8K9eQGRRkOCRRzEzCTK6hYVAnpQjx2WEx579T74YuB5t1sxx20KaqNXwWNvYg3WAMXUfVtDEpbhJihbWtzzPvvDbXBn4FIZtk5+O0dHYyt71m/Ht3gCWTYu/iO9e+2mSupu+AgVZrCB0gcfnJSCCzPRdx7WVV562EzBRMOrr2fvbt0m1ZMiL9tBToPLmMj+2nhUk2rYNUqBmqrl1ftmIDRguJvp12nZ3N42hFJZaTGHxVEJKisZI45AF3XtRZzqJLM42sHvzcCffeeEQqiIQOTPwFiTJd+cQyUQGmtyo+fkXlbPHKpa8tu5vUV58iIfanyTqEcTdgrfiO5jb/Bzlix8Y4JbzkWudDV/XFvmonvN51F1F/Hf9T4jamWwgKWzQE3invMb69gacv3yD1f5pTJl91bjw9aXg6n5ka2wy9MXTzCoPkhhUYzP4+51tXaz93/9iz4IO5PVuQjlBbHGq3buUCsLyEIjfzhdvvHlEbftEYjhXd1Wk2FznI+OFqAhhpn0oiUW401O5/Yp5l5SrW6LNfHvzN0gnj4FpsmxbL/PiudR84/Ss9uXM05PB9jngbB/yxq4Y337hEN0RL47UTfgL9+FwHUGKbFY45dFoq/JS9MqpTMmURVeflb/xhWKsTI979Q1YJ/237WgUu6sb719+g3u+8UV+YG4GqWIFN5PuzT3nSTzaefszu4O342qnL8cXewsR6qYn1kdCcYLDQCgmKBab2M/cR7ZxxZEUnrvvxnPfRy+IxAd3DbNsyYO3zmDF9KLzPl7/MQfrHUfaxu4nhmAgSiIdw8QmJUMgBDnOIOF0iEh4K0p7AR29IVTToLLpIC2+IpryKzle6CRV0kHQtDCnnUBzZ7CVGGW+GSTNBMunTuXK8osXaPd9+U8pSUi0GbfRXaBilTbgwEZTXVjSQNoahcZNmMY0CgOuS06C6Vc3YkdjdC+bTiQvBrk5hJQUqqKdtLs8hfeiznQS587ZXZEUuqaQr01FyT9A08leA5sKVKYPy25fDM4+U2Z+xS2fp/XnR1mb3EXSIYh4Fb7f9STXvAqGPee8g47Rztuf3R2M5QvvQist43tv/xs9RhSpAFJB1RLIikO8YNu8EdrKVf/zY1aVXEvd3b9z3nw9OHNp25LbF5aPSyDY2BWjK5LCHkOL3c/XpTku+mJpOkJJcr3Ogc9NSfWi9HTT1teD4drNW1f3YDg0hBRYQsk66koFxXagxK5gcfEqPrFq8UXnweFc3VmRIjNrJ4pqo6lOpO1CjS2i0nEd3cnUJefqrfteJBQ6QW5akvK4ycOk9qb7RpxDlzNPTwbbZ4lz2Z442hlDU8ka2ydyENEFBEs66El3AODxBAgsn8GuZIpKw0/xsV6Kd27mq/fcf1G0RmNlegbauff2gmlih8L0PfYrvB+ZRsL2YBJFUTvpiqTO2U1i+HkHZ3YHb8f169+3tRyk/nAXb0RfxrLCWXskQwXF4LU6jfDxUqoeeZrKxx/He++95x10H+2MEU+bdMfSGKbNt184NGY3tP7vjHafBmfIvE5toCrfpSsc7YwNXIt+g/4W7RnQbQp9Lqa4l3I8to32aCNIyfaep1izN0F7IJdZRzuRJnz3mk9j5GRIzdyG1I7Ro1uARkWghOb4UbqSnQSdOacFjBOJfjmGXpPHUvsxtk/zoSkWkRwdM+MC3CRariehzcLjvPQk2J/VbhNhHr7She12I3w+VlbeMNDBczAuZ53pJEbG+XK2YdrYmTyuLbuBNztfIugIjJjdvlicfabM/NJFd/Dy2+8QUwWWKkg4GdBvd0dLsWw5Lnzdj3V72k/LmC8pWcrvL/gaT+76DQdTu7CFROgpsMFWJWGfwkvLPWyObuVTX1nH8kV3nRdf9we8PqfG/pYwj245PmLm/nz5WlMFt84vozLfM4Sr4VQgF0+bVOR7BgL98nA7B372M+p3vsIyp4PXr/dieiQZVTlZ/ShAKEjDi5Aq7thNeMwZfGLppZE49HN1VX4+9x/5Nb9aFsDUbGxNkLZMhKUQ6yqnzZ2Y0MTf2eDYvjd5Zd/ThAOScJGgMGxSaQZwrVo54ucvZ56eDLbPEueyPVFb5MPr0MEPpgVfvnE+U0qzOm4JlPvK+bXxE9IrPCjJBJ8+FqbisccoX7WS6jmXtrJWr6sb8N+2Q2GEy0V5l4UrFKIwB1K4SPUWDnGTgLHJbDSMdU3NVC5rN/kxbC8e5R4KxU6OK9uRmoWNYO+0XOoTy3FE3fzx6z+h4qGHSL74Aq5bbkUrLMC5aiWtwZKzGldtkQ/Llhimja4paCojdkOLWh2klXZ0qxiPUoRtSW5fNDSzMjxDJmBgi/CfntpLSnQiHN38ycoVXDllBisXx1nfkqFQCZBKRshpj5O7u4udc9Lk9Zn0BZy8cFsAbyJJ0zwXNfuLycxK43EnSDo1Ao48pBbCoYMUafKdxZQoS/Gk6nhjr8XyuonfRkuu38CBXz/Nu6WlbL86RtrnJBGAab46bDNOLFZJqbKcLt1zVs4IFwPmgYOgqHRcNQPbESc/WEbE5SbfnT+qA8nlqDOdxOi4EM5+8NYZTCmtZlfvpjGz25cDZ0+ds4LPNH+E73c9ScLJEP12cPoXWLuzdVz4uv97I13Txq4YP3ypD8O+Hq8ym3L3QVpSb5H2GlgACKQCkYDKT+8I0vfiY/iOvkzNrGuoCladNV/3B7ztoRQIKMlxD5FyQJaD//bxd4mnLXRV4FAVFFWcFV8X+pwAI/poDw7k9K4OIlvfpGHTMZ7v28jbdQK5yk8kqIGQ2ew+IBBI200gfg2xjJurq2exeM70gd/45uFO1u/roMDn4EMLzuzydaHo5+pGVzlVJ9rpu9aB7nfg0CQZaWFLJ6XmbYQ8pZcFV++of42UJimP6kSVDCszU5n9D3825iLtcuXpyWD7LHEu2xOjra76X+JvtG7CcmjkB8vosVroWDwV5ViIPW/+kpnFl95urF+/Hf77vwcpKT7Ywa3PKxys7sUx/2NsloUDZLulvnsg03GuBQljXdN+Uvc6NTpCOVx9xWdYYAXZ0P0masZFSDVwBo5jxOfQlFdBRXsYq6mZ+EMPgRC0/uwJvrf681geH4bWw4I6g1Xzl4+oX64u9PHgrTMGuq15HTq1RacaRHRFUkStDuLBZ5FYGEg0cyGd7aX8+t3DPNXQzO8sWcltM647LUNm2pLaoqyeLyU6yeT9FtM2+d/9u5C9a9hR/zQpEaXJ7sZKB+g9oKGqKwkk1hH1Oun1BbBthaSjiBxnB29/yCRpbSRpO7BMF5FMCNVQeWD6J8nYaR7blGB/hxvDSqIrh1m7q3VE+63xQH+V/cFfPcV/zrqDVGkHZuAQVU4HMT1CN1H8Dj8yvZiI4cfrUE4j70tROW7U12O2t4NtUdaWRJupEQpq6CPIRybx3sV4cPbqqjU81/DsqNntiewqeS5Yccvn4UVO028vb16Hos4ZF76G0a/pEGu8vjwqqu7inpwrOdj+CuuMgySUZNZPWkDCo/LYh4vI6TOxtbdYsuMlatY+wWMLs3xt2zYfmlPIiuUzR3Uy2VLfnXVGGdSmvJ9LDrWFaelJoKqCjGmT43FQke/hQGuYR7c0DcmEj8TXwOkdl8PtpF7dSAHQqJl8r6UDQ01jVh9CTHVgq4CtZDvCSRWwURH49SDpvptoaS8DCbstlfsWnQq0//rRd8mYWa3/xgOdfOuBhReFqzP+JDK/HV91I3GHgZSSgJ6D1bGGZHrKZcHVLdFmNopDRNySCAZFUYVlqz55WTxv54PJYPssca7bE2OtrqoD1WhK9gWv9imox1r4yU152OktODd38OWr/+qcAu6JeAjcq29Am1JF4he/pGH7en57pYopbOzu34Dhp5sqNCW7fD/fgoSxrmltkQ/bkhxoDYOEtbta+ZPbbuOdTANt0VakZROu7cUbi1MV6wQrmz9BVWkPSl6f5iAZb8QVyRBZdJjN0RRvbfkt09+axZ1KHcsXXTXgldt//v/38YVDth4HawPTajsSCxCorh5i1lu4q3SkI0oS+PHBdygOuqktmjUkQ/apGwK0ZHYRtwMkzVbMTAzVVrFC7Wx987+QxTbVSYu2Qh+ZzioKui16PTksecVDqFgQqlqIrDmE4bWIebykiGe9tNUMqtTwmjNI9s4i2ltFYcBFKn4YQRqQCCFIpK0JKRLp1/01JSRPT60jVtaFN2mSRifk1Cj1lrG6ag2Lixdjzs8d8R5fisrxAau/TNZWsm71R/g/V8+iNcemOlA98NxdrvZRkzh7jAdnLy5ezPqmV8bMbp9rV8mJmlvD9dtRj8IbyacxZQftoZm49Arg/PkaRr+m/UF4a1+cjlCaLUe62eN08dV7vsLcRCv/tvERUu53QcmgyezuZDioYegK61fm8kZcxWjdjsPM0OXN5dGtBTz3diO35pmsuH4edYtnD7l2y+sKWF5XMCJfRxIGNhIVgRACVRF0hJIgoTTHNaRx2Eg7GuW5Hp7b0sDRzl48iqR0y3G6f/gftIkIWxYH2LQ0n0SNB1xJQCLFSXcRIQEFTC8+t8rNdTeyumo1b+y1eDTadFLrneHpHS3cvbiCbQ29WFKiKGBLiCbH7sx8vhjM1S/lzyEezMD0bZguE8ORocZfTSQT4Y6aO5m3dM1lwdUt0Waef+cRjJ5uqmOSHp/khtLVTJ2zYsjn3ks8PRlsnwPGa3uiX5PcGGmksG07WyrWEwk6KQhniPd28OO3foTHU3tWThIT+RDodXV4PvkJWps2YgpJTsgglAOrd/+Uohv/nFmrs+151+1pP++ChNGuaXWhj9sXlfPolqYBgozFgqyuWsNT9b/BIVxkXDa3317K7LrPYHV1k3rxBVrTnTx8fzEpR4qMdyfJUClCj4GaxFYlh+yd/FviCL//F49QVreM7wQXYupOVCPNX+T2ct1N16AXlpzWJndF9SzeCG8CLQzCRtMNLMUEbIR0I0nz/LHf8tm5JXx2XopNxzbjdGd4+eAhDMOmU7ohWg2FUZAmYcum6GgP9QW5JF0KgahBpKuAXncQXVWYHzVxLVvN/uBCMom5OB3dBL27aI43nLpIWoiIupWEUcDana188cZpeJ0qPbFsdkZKicepTojmLv3qRnY4bX60aiHpogZsESItFdKdV+E2Nf5w4bWn5q6fEe/xpagc79crahUV2LEo7cVO2kcItC9X+6hJnBsulLMr/JUD2e0idxHhdJi37p5FtXSQCsymqr0B1y9+Sdcd93LclXdWhZgTObf69dtxRaBKSdJt4xKbga3cEbyDBXVzL4ivYeRr2h+EP72jhS1Huod0V1w9Zwbf+tCf8cqxzWzu/CVKKkGfksSybQRgKYKUz8aeuQdDClxCQJFKT+9snuwN8sKLh/nCeoXCjJd/F7Vn5GvDsMnzOFEU8Dg0vnjjtKxH+K5W4oMy4f3j/qvFAQ6+sYsp0U6mvnaIJsWL1ZTG9iRIBZpZ//ZbFE5N8eKNZYQCOrYqwU6RtchSQNgoUiAtD87IVTj0IH9y1YoB/lteF2PtrlZaehOEEwZb6rvY0xTitoVlqEKQsbJ87XdPjD46/epGjick/7boY0SkRrrkKC63jbS8YKfpSYYp8OSyqHgxFf6R5+/F5OqWaDPf2flt4l2t9HpsQCWQkSwwhzaze6/x9CUNtoUQ9wL/AMwClkkpt4/yuVuA/yCb0/uRlPKbF22QE4R+T+76+fm83KARV7bSl6ehaDFaIzsh9g5vtr3KV/jKmAH3RDdW0OvqmHn/H7Lu8A8J5YBqSubuPU7Z3r/FH/0czlUrJ6wgYXldAev2tA8hyG6rnIQRJyajKELBVxHk3ZoKXOp84jfX0r7tNVKiATWu4neGSOVFSOnyZNYBEDa2lmZfjkZs8y5S80vJS0bodQd4/c2tvPXWBqybq4nKGBmZx4muWhxxL0siu9lbkyZ88jiKncaDi4RQgASWLWlo3cPft/0Z8XSEtK4iTVCkTV63gh1U8SoniKfcBGNxnDKDJ2Hz6V+10VqsUd5pYns20nnfp6nL91DzJ99Br6vj7wat3A/GSvj+u99D9rdlt3UQNrq/GTM1i5Rh8/V75w94web5nBNi2ZRcv4Ejv/kxv767iFTwMIqexE4Uo2kGlUVOZGwGsVjwjMe52JXjg63+Mt3ddC2s5ufOt7AOb0NTNB5c9GUq/JXZ6xdPj6gH/aDjg8jZi4sXs6n1dcLpMF3JTnYEA7x8Zy7OQxXorho+9u42Hotug8oqdI/7jIWYp+RxyRGbvlwI+vXbP2l7kowqibsFGd3GVgzWdj/O3F05fPWeWyeEr6sLfdy9uII9TaHTnunqQh+fK7yJW6KzaIw0EstEeWzfr+jL9GEJwBKgSBQps4XwTgtnyW4ohkTaxUNmgtJjgojrBMFehajbyfObjlP94uvMvutGStJplE4/Hd06LpeL33N0kAjHqct3MbU5zbyGBub0RmnyF1FXU0L+048Q6sq6qoRe30q7R6Ehr5PX2lL06mUYRbNQqw9hOg3W13izCRUBUs22fFSwQUKO5UTxu7i+eg0zfVcRiwVHvq4SMqZEIsn1OkmkTYIeB//ysfkTqtnub8O+I38ubXoAR85xXCW7UbQkiiMFVoC5/lXcP3/VmLvpF5Ord3TsIBTrIqc9gq0azDqcYGWLjynfuGrI595rPH2pM9t7gQ8DPxjtA0IIFfhv4EagBdgmhHhWSrn/4gxxYnHclYdaMJfSFged/gNQcBxLtxG2QCqZ07r/DYdLVya8sULdTffyJ8DBh79NaX0fQtfZVpii8vEfUfrwwxR/7Wswb9lp1dsXipG2LFtaUxS4C3GqTuJGnKfqn0IVKt3JLgrchdg1gq5QEdIvQc0QVARKLE7CbwLZwnBbaBS1J6nq60azLXrdAWxFZf3c2WTmbkO6d4KwUZ0Sf+gt7n0uTMwTwuUvJh3UMTSBO2HyqUeb6MvReer2QjK6ICbjZHQFXGpWn2iDraok/BJFCoxIOUpBDIeZwWnaVJLL1LtvoRYGijqHb0cPziJVF34IgHXHX+ZoqAFbkQipYEYrMRUGrtF4Xf/GrtiAzVd/1X3q1Y3EHnqI5vIMtiqRGT/oKVRHDEV6MZP5Z90AYSIrx4dvLw5uye5YsACrtYXu21dgOXrId+XTm+qhMdKYLczd1UpfLENfPENFrueSO6dcZvjAcXb/TuSLjS9mi9wtD7b7BK6SHjLJqewpm4Vp2RQlw/S5nGcsxBwujxvvBfGKWz5P2b7ZbNv5HM/HdxH1KKi2JKNItjz5H3xEzad69Q00dsVYv699XJ+9Mz3T/UkmgLkFV/Cbgy+wvnEDtg2oCVBs6E8mALYA4UoTF1A/zwa5n24pIO3i9emSzSfKcTQe4urOjcxwgUEONa29tHkTRDyC0BGb5ucMOoocRDyCQNxGe9Hg7SIHrTk+Qo4Sjlw3C7P6EDgCoPhQzDS2uic7DgHCtJEKqBIMIVAVhVw8fLjsQ+SU1wzZFRsJRztjKKqgpsjL/pbwEMvA6kLfBdvMwthcbff0Ep9m4yzejbNkD2hJBCrSduJNLeGjMz5Mhf/MEquLwdWaq49XjvyWUKqPUJGgKObi+sMpau8eavXX2BV7z/H0JQ22pZQHAES/5mlkLAPqpZQNJz/7CHAX8J4k7uGoLfKhe9zExXRc7Sl05xF681SkkCjWmbv/pQz7ojTDqbvpXsrVfA7+x9f46U0OTGmh2oJPP3KCln/9T753x4Mk0MbNp7ofw4PH6kA1Ht2DZZtZPZ5QcaoObGnjVJ30ptKY4Tk4lRxMUyWU8xa4BRBC2AAKjqaZuBP7qAi388ebf8austk05lZwcEEGnAlQJCCwVEDLYPmilLemcaVtRMjA1AT3PdnG3EMpdszz4Y2DGVAxdLJBtjz5ulBA2IIphwTXbG8iFfSR65uF6S5hSqCCmn+745yLPW6Z+iFumfohfnvodX62fSN2fAoupYYHb50x4AowHoTYX9Hf0pMAAc++fog/Xf99VNppLk/jNAW+VIqoM4k0cvAkF/CpJTfgVYrP6dwTUTk+Uie3yDe+SSNeKqIGem4PJ5bkkzdvAVrkNXpTPQPe2oeaYiiKYHZFkPZQitsXTbxDwHsJH1TOrvBXckv1Lezuepe2+DGkKgkVH8fbnsec7W+wf+4tdHWHcfpyzliIOVweNxEZualzVjB1zgrKX3yIh048TtSrEPeqrFvmpuin/0hNTgn/8HYf8bSF16mOaxH12T7TFf5KisybsNvycPr6ME0VnK3g3QNKCgWyDXI49U5TbAtbURCOJFKVmFOOYlbBBulFqhLVTPMOHiRebE2gmtmGWhIx8LcEbKFk6xhlDMm7CCGzDn1SIEQ2wy4kWBrg0FAR5Om52JrguoqVrK5afdZ1VaNZBgLjstgZjavLe1qx+/rYO8fP7lVtuL0R0DMgFTQNfKqbP1p6y2XD1ULv5Yope4m3t5ObdpB2JLh6t0G5knea1d/RzvceT1/qzPbZoBxoHvR3C3DlSB8UQnwB+AJAVVXVxI/sPDE8IOpfMZa+dpz002E2Lyyl11aZXTcdQ+tke3uElJVCN4tO26aqLfJdlGY4kC2ajOT0IBueIqexi5DLoq3cQzqVQywUo1dzj+pTPV4YrHd3qS4eOfRrIqkYUgpCyQShOPR1VWCl89BUQYHxIfxF+wkZ+0E6EUoavQQKPn4d3u4l+HNKeDtRRjTTRqZ8PZpunjzTyayGhPL2DCXtaT796xO0lrooP5GmpDUOuoYaD9DnKMAyTMAELZ3dBkVipr0gHQRLa7n+Y5UjZq7PF7fNuI45eYuGzKPx1LBlvcctVCHBtIiF+njHp7Hnei+m4kETKh9+O03o3msQlctZWjHtsiG74dKqN1/bzfry67GcLpg+g5zZW9AKguiR17h/xgOkrNRAdsosig28GHO9joGX4iTOCWfN2fDe4O0sZ+sszLuWhPkSLuEjlA5z3fQOlq7vpKLjTY5ZTmbWSqoLVw773tDF70jyuInCils+z4nnQzzb9QpJhyDm0/jVGpXyt35KW3wRwiqgLybHXc4yFgY3/PrNtma6e/3Q60dTBYX+OiodyziR3o8lJQ5FJ+3djFCj2Sy3qgACqdpIBEKe7Fh5ssWwFCCFGFANDv/bFmArCqAgsbPWfOJkR0dhZZMl+unB9Zz8OUN44lwwUlZ4orn6mOGgLBajvcjB43cXEQsInLqFiYLf4cetu/j8FV9gScnFaXo25tgzBpozRMz3LLt6YkT9AuFwolge/v/2/ju8jvO888Y/z5TTD3pvBEGQFEWKFEVSVDclSlaxLEu25TjFji2XbBJvLGez/iXr7DrtSnn398aKnXjXji3HcYks2ZHVGyVRokRRYifFTpAg0TtObzPzvH+gCABRSZRD8vlcl8QD4ODMPYOZ79xzP3epKFlC/lc+c859c+QDzMWi03PubAshtgBl4/zoG1LKp2ZzW1LK7wPfB1i/fr2c4u0LwkQXWW1xgIz7Jnqf/Dn3/2I/7cUm/17dT/qd/XSbafI8RfSEBN7QvXhkyfCglCUl89vEfcmy63BF3yHqdmM0tVDRHMdKN5AJh0n5dHRdRzpyTvOnRi5F2qkcvrP1bUxbJ2SncRL5mDIP3ZD43Qa6XUSqZxWioJEcvyRuJ8jNaeU5T4Slv/k12s6aJN59CS24E4P4wPKasBFSkCvdfLnyAZZ9UWB3dbO8uIgr6+qwTp0aKLIrLkIL1uI524Lf1UEoXYbliZMKnMDxtKMJFzga9tLbCNzzoVk/DmMjDeMVsQx9fzgNJ9I03O99vOEtQywpCeDDpjeZBinxphIYvl4sDfKSOpHaEtwP38+n1j046/t1oYxMrRJIOhuPk/FWUNDTRld9kv6AgU+zEKkQSTvJTZU3D//uXC6XXizMp2ZD9uv26OibH2+1m45kMwAHS7q4tjpA6d53KXUctNaDJJbX4B1M05ho2uF8nmPX3fxpXn5tH7F0L7oDEa/ghHEMb2EzqbZbsKN19EZTc2rDECOPSSJlk7QsPC4dxxnQa00TdPf4Ec56PnPDInJ9LgKBD9OROUJ/qp/OPo33ToawgjuwRAShga7pIBxsIRG6hqZpSMeBcb5GH3C0h4IpUgJSw8n40TQHkVjMjUtWsKl+xXk71+NxPlo9XcbT6ppwO20Fgrc3lUFuDi6XJINNgTuf+5Z8bFLtn0+GtFrPP4ybKFpYIrxe/B05OH2rsG69edwA1cWo03PubEspb7/Aj2gBRp4VVYPfuyiZrKrXrK/H/6lPEfnho3SsK8ByEuhd/ThFBo4AKWzcOWcJRzr4x1fa8eslww775pXj3RsvnPEiMzdX3oKohOXdp8nhCfTyPDY1Pc/TN6wACX2JOjzmFef9+TMhGs1FS1xBZdBDa28c27KRMo0ACgIuPr6hmp9vB3ffR0hbB8jJB59WTDwdpjHcSNKQxPP+E8QHOd1u3U3ADPBA/ce5sf7+cze6+bbhlyu6oviefJ+Ms5Qcn8ZDm+rYf6aPJ/buQ3N3Q6qYTRtWzHi/zoexRSweUxv1YPflO/P5WcN3aIk2I5G8cPo5/vy6/zVhu7tvuM/w1vF9CL+f0oZDdFVXkPL00VGTgy+Yx5Jl183Lfs2UodQql5Mh2dtPbiKCXpmiy52AgjRR+onEJQJBNB055/fnYrn0YkJp9mhGa3YB9b7rsdg6qjvJdaEwJY39OD29hL75TYxFNTSkApNOO5yLc2w8Pa0KVvPljQ/z/T3/TDIaIiZS2HoG3YzgrnoVuwm2H/dPq0DvQvV65LFszcTRhIaU1hi9PoOhw3N7W3loUx3RaC6rS24fjggfOfw+qd5F2J7TfPiqMq4qq6M12kJ/qp9cdx6VgcoJv7YzXl7dmyajdWNpMZYUlNDQ4iKUiOGkiqjwV/HJ5XMzl2AkU2n1VJHuqbT6nQ2V7NsYxMjPJaynyHPnI4QYjGZvmNN9mwnJjENxYYx0wREcI0Ykz0GkcnB6rsTjX8Sy1Rff8JqJuBjSSHYCS4UQixkQ7E8Dv7WwJp0/U1X1um/dxPGX3qQ9omHThnQbaI4DyQgIL71iFzKoIYI6Puc2Qsk4O5vd1BavnXVbx0bhv3xnPk80fo94Jk4snWBx6ZVccW0NltPOe2sd/LnvDvxi4hBn9uosKr+ePR276YmmCMhl1BT4yBidw9GCmSylTSTyI4+nz23wlTuX0dQTBxjuw+pz6xQHa2iKQK/RRL/WgZA6vb057O55HU2TyMFlRQ2NgBmk0FvINaXrpjxG4z1h37ishDWL8tl5qpcNdQWzlr8+U1vGPtjtbTtOOBXGdmwkkq5EF7s7dp/ztzAyaf6b3kjhYz/iI61tNOeU8i+3fJ5MhU4y93VyXTCw3pqdDER6LFJNzXjsDFXd7xH80BESLheZQhcZR8dtuMjYGZqjF60PmM1c0pp9c/VG2hv3DXcnOZCfy4GPF7Hu5SpWN/dQIzPEf/ozFn30wSmnHc4mk+lpkb6CO8ofJhx6j22NTxL2MVAEriXJrXiFVF837+6NU/vhO4Y/a6zezq9ee2jpi/HIC8fwunVMTRtezR34t5YlJbeN+OyxDuTEX99aOdq2scWF8+HATaXVk50jk2n1vsXl/PijN5Bc1ACGgVfPkOfO59ryjdxVe1dWRLNHEgiEwL8HaaXQ4/kEZQfXHolR0d7I6ofvuKic6alY6NZ/DwDfAYqB54QQ+6SUdwohKhhoF3WPlNISQnwFeImBNlKPSikPLaDZF8RUyx8tuWX884ceIt0fRrae4o4zT1He34dV7dD+6U1sj+8nx5VPY18L7dpziICbN3sOcH2kaNYvpPGctXgmTle8i5SdpE++xZ5NGjlOIXGSg1WBAqGl6d3xY/5K/JouVwzbEQg7iCYNyvN9+FxuHr7ma+xs7iakHcQjyogn8ycUmMlEfjrLSUPi7qQKcffeS15+iFBfLv/+WhgjmI+TJ0AbyN8r8hXx0bqpl9nG3kzGbvfGZSXz5mRPZEtLX5xEyqY1E8fnNlhbvoydIX2wXEggpeR06BTNkSYaOk0yjkNhKkpHYwtHTrzB9a1tmMuX02yWkqnQMWubSQhJrlGJJqI0hhuzTrxh4Jz4E72RwyfeIlhmcWyjG5njZnHJElqcXpKJJJZjoWs6VxdfvdDmXlQozR64vioLPuhO4tGCNBQk6Lp+MW82L+Erb/0bNVvfIGf3bv7sL/6eXWnfOdMO54LJRql/oJ9ruL9U45fhXxHDwRY6jpkmnb+XF1rfwf1UI8mSO3h2TwuaLkbp7dDnB9wG7f3JCfO8Z0uvLRsMTQxEwXvjfOuFY/gGHe+Z5DiPp4+jiu7nOUI60p6hFemxWj3ZOTL0dxir1Uc2L+XnN+gkvScRZhopBWk7gxAiKx3t5kgTjx/9J4JmJ5aRJN82CMRgc8EK6n/vixftpMiJWOhuJE8CT47z/VbgnhFfPw88P4+mzSmTXdwNnVEs00VpXRUdpyEQXcJaOnD29xC6NsGRJV5sJ0pB0MCyTSoC5SSd0Jw4PmMjOmvLl7H3+NNknAzDs3dxMHwFaOkOZMZCSEFBJIWMp+iwvEhN4CDQtSS2Y+JkSrCNBHs6drOl41XivihxqZHquxOPOX7nlame+ic7niPF3WNqPLr1FKn+Ypy0jaFDpfsqWvuhZlEzK8squW2KKvOhKMh4N6OpmItpVxPd2Bq7ojy69RS6Dhlb8tCmOjYuKkF3/wH/Z/+/kLEzxK04x/uO88ieb/GA+z60njAdXd3o6TQ17afBcbB7ewisyCG1aBsJkcbRw8QdN7laIGtHm2dOnqTwyZ+zONrCj28rJRVw0+tz0GWYHFcOt5R+hAPtpyh1LadIH53iczFNJFsIlGYPMLI7SWPkJNKQyEWtZDJLaFq8isX0YLc0U7pnO5/+0hdHTTucq/NqqlHqQ729kyV38Ptu+FHrr0gYFjGvQBcJQn7JjxIvIHek6Q8vpaLQR0Y6o6YtOo7kcHMIBDy7Z/y2hbOt192RJJYjMXRmNFQl27R66HPH6jVwjlZPts1FyV60nu5hrfZlGnn1xhxeu94m4QN0CyklmuOlwOfnS1d9OescbYD3Dr1IX8cZCkI2hmGxslXjQ6fd1P/FB47228c7J1whvti0+mJII7msGCmYrtwcFssomWMDo4Hz/uMF/vCRb9KS5wx34kg6IWzp0JPooTnSNKsX1XhRCN39ZR7Z9R1CqX4GGuRpCKAyp4Y1iSLcL73JymNxdvsqwTaBFAiNTNoF0qA92k21K4AELMfCJYIIM4avMDRh28ILbag/Utwr833nCLlPW87vr/4EAMfORrFKJo+w98bS9MVSrKjMnfay8FxNuxqVA9kbHx4FPFChbuE2DYT8oCVkmb+Mjy25n4bQKU70HadU5NDT2ULDtu9wQ3sNYb0PV14TR1fGMTtLWPrxh4hdJcnpexuvVoSNh2srNmRlpAQY1U/76G1LieYkKfaXYPh9rC29hqtybuE7z3XT3BMAAXsP7edvPrVm1jsEKC59hqZLPnni14QjJpYWxyzvozbdR/rwPuCDce619fVzfi5NFDUer7f33zz4m3yjerAXd3QvYb+Go2tIkUaUvY6uh2kN16I7xcOzG2qLA9y7tpJf7DgzaUrMXOv1UI7zZG3zslGrgXFXB4pzPONq9XgkXn2N/n/4NtcHq5GJBIFAA7/6hEHGXUgsaGLqJgKJR8/l9qp7uWPJDVmp082RJl5reo2wxyHs1Snugzt8V5/jaP/54wdwpOSpXc38zadWDzvcF6NWK2c7yxgrmEWe24l0nh0YL93TTcETW6j6nd/GrK+nzF82ECE++wqvN73GtpY3h6fgzaY9I0/i9WUb+Fjl13hs31YMTeCk8tm4uoB7V15NVbCazPKTJF/fivXzJ3lt/3Wki3tI6iaEqyhOhUnVerll6Y2sKy1iS+Pr9BpRkBp+yicU5dmsPB5PyIe2O9XFOySU5Xke+qKpUcMJpmKuxt0O3dhae+O0h5KjRgF3hJI4Ug4POxoag2s5Fo500GJJutpOYzs6L7puxVnuI7l0G5rHjUYR77lL+dzGNWw9/GNiVpgYYcr95QvuaE8U0cicPEnf1/4YGYnSmu7krUVuwgGdiCtMuRbgrtq7OHbWJJbqQNcHcs7j6Q9uwAsxPl5xcbOudB2vnt1CND2Q+59X2UDg/o1oIzQ7/tOf4RvU7LlmvKhxbfH4vb03j+jF/X+6fkVMSGx0pJnCV7oHvWgfZsfNxJqKYNDJGWpbOFlKzFzr9ZDjfbFpNTDu6sDHr60+R6vHkjk5cF89+vMn+faKj5IOJpB5rbgqvCR8Et30gCbxuYK4dFfWFEKOp9XNkSae3/cYmXA/tX1JevIMbjymUf/7o1NHdp7qxZESn9sgnrLYeap32Nm+GLVaOdtZyEiBydy6ifjTT+P0dGM3t5DY+gap3bvJ/9Y/UlVfz56O3cQzCUr8JSQy8XnJo91QtZQXd6awHAdD07hryarhCVRmfT1mfT2r6ur443/4No2uPFz9vTyxpoq0yMN1RHBFz1bySoP88Q2fYl9lnJ6IpDAoMDx9wMQO90wvpqmWmUZ+5quH2qe8eCcaTjAdu84n2jNRkdLY/MP/+cAqfr27mR0nu6jM99MdSXK2J05pnhu3YZCyLJIZZ2BComOR73jo6W3huq3N5LSG6dLr2VKWhy94moTpIHQXuqmT8mjs69qHJjSW5i+jK97J7TV3LLijPdFDUer1rQMtGauqaMvXMAMBluZV0C0jw3ZbJVH8bp2+6EDrL5/rg/zI+R4fr7j4GYpuP3Pq6eHuJG8stdhYX0hZy7mavVB5qJP19r7xri+h7y3h0YafEYvHiHkBLQ26g1W2leMvvMSi9rupyamhcsUV03Kk51Kvs1Grx7N/vP0Zb3VgPK0eYsjJjj/+ODISZX95OYlFjcjSBiw3ZNw6Lt3EFpK8LGvrN55WG54+vrX974j1dtAbFKD5yIlbbFh51znXxoa6Ap7a1Uw8ZaEJwYa6guGfXYxarZztLMesryf/W/9I/Kc/I7H1DfSiIuyWZpKvb6Wj1M2Ws68QSvcTSvdT7q+Y1TzaicRvOpEL7+bbWLOohuWvD4yMLd3+E5oKq6juOktBuIOQruOtKOfKz93P9ytPYMcM3u58YdYi8zNdZprOxTud/Z6osn2m0Z6Jcvsm6tF+/7oqDp7tH7Z/Q10BB8/2YzkOfpfJomQvHbsOELc6SPT240k5rNjdRVmvQ7O/jTcqBAnvcjS9FWFkcITEa3i5uvhqjvYeIZGJk+vOm1aHlrlkoohG5uRJYo8/TqsI0eIk8TpFmIXFJA1JrvaB3bXFAf7mwTWz8jdSKGAgur2t5c3h7iT7kBz7TDVf3JND/kvvjdLsuXa2z1ezr1v7Marqr2HHtsd4tvNVwn6JsAWOHue9lRZ7Y//JbzxvsfqMTelf/iW1I9qfzpbd09Xr2dTqoUj50MyKkQGMmejAWPsf2lQ3YfR97OrAeFqdeGYXdn8/0e99D5lI4oRCHNm8lG3Xxkj7joPLQk8XousWPnd2RbOHGKvVO5tP0BfdQrT1DMV9NtL7QZ523V989Jzfv3FZCX/zqdXj5mxfjFqtnO2LALO+Ht/v/DbJt98mvW8fMJAL2HBNLprQWZq3jK5EJ5trbp9RB43JmEr8phO5GIpyG3V1iG9+k5r+BpxwLxgGCIHd1MyJN35N5OYcXL4yYjkWLza+OCtpCjNdZpruxTvZfo8dm/vsnpbhfOCpfncsO0520xtLj1r2BSbcp/Hsr8z3cfzASSqP7SP69z/n8ds0wMLS4Z6XeynrTKMV5LPII/jGHYtprltJIHAdHZkjo4belPnLaAw3ztqAhwthvBvtUJ52a8DmJ5+qw7LSuIqK+a01nx93MMVUBVoXg3ArsoehqbZD3UnyPHl0xTs5cus13PjanlGa7bl1ZlNk51Ozq4LVfPKe/07V3mU82vAzkskQMa9GwqMR8+n8/DZB+5sxir/7/+K838bym9ZSv+7Kae/LZMxEr2dLq//6yfeJpSw6QklK89z4XeaoAMZMdGCsXu881TtjrW7ojFJ16hCBr/53Qo7Ebm8DCR2Vft5fNVAAGfVruHUbSxPk5kGOu5LNNbdnTTR7JCO1GrOXN9qewwp10uuXCM2FJ35unvZYJuvqdbFptXK2LxJGDrwZygUseXk3+jUWCQaijusmiTrONNI7mzlR3s23YSyqIfn6VmI/+Ql2axtYFgiBqVXSZQgcJ4JMxtnR8CZHe4/w8DVfwxpsB3g+T67ns8x0oRfvQFGiPW4+8Exo7Iry7J4W+mIp+qIpqgp9w/ZPtk9j7S898B6eb34TmUiyc5GNrZVS3J2hP8cgpUu04iKCX/wi7ls3UVZfj7srSkMnwwMkhhg5sXOhGXujqgy1D+dpNxf2Yzku8jIGkaD/nOmQCsVcMbI7yYm+4wBsje9l5W/eTc73nziv/O2F0uyxUe6IX6BbkkjQ4KXbCokZfsyTjXj/Pck3WttY/tHNw/bOl17PhlZnHAe3qeNIidswsBxn1vR6KFo9Xa2uDLVTuH1gFdju6UUIQXuRyaErg2zfkEPKZxDJMTEGU0ZyjBxWBW/l5uqNbFy0sCPXJ2KkVjd2HeDts2cpCNlIw+LKVuucziOXOsrZvohw3/pB/nZLqpPW4zu48zAYv/0bLLvx3kkdopkK8WzmRDV2RWlIBVhy/6epvHUTycHc2tTrrxHt8+E6fCV66XGipRJXb5R0IsVbDf/Gy7GbsUzXeVUbL8Qy05KSwIT5wDOhoTOKpgtWVObS0Z/g3rUfTHYbu0/j3eCG8vxO/uejNBUnqOqyqWy10DMWoVwDQzOotnPI+9tv4h1cDl7o6u6Z3KiHblRDEW0nEsVctIjqiMAMBIksysf0+rO2NaHi0mRa+dsvv0JiyxZy//Ivh6+9iVhIzbaS+eQv+gwfz6nj2e5fktIzRO04Ca+GoyWw6ncTa17KW4+/QWX7aVrKFvP3R9LYLg+mz5v1ej10rIbygVOWhd9lzppe37isZFQB/kQ1N2Nzsp3uHjAMDta7ePz+EjJug7hXUO0uJ6r14zODaBik2jZx4OwSjhzuo/SB+S0OnKlWG54+njz8xqSdRy4HlLOdRUx1Eg/lb297/Cf8tGg/hp3Ek0rz+e8+Rmn9HRCc+LPPJ3IwG+I3rhP3pS8CkPnUJ7ni5bdwH7VIhCvRynpJuuMEOjJEt+0nuaiaYGE+na7AhAMUhrYxUZ7iRL/THGk6JzXiQvt2TpYPPBNG3giCORHceSdojuijIv0Aj73TONBDNpNGTyf50xUu6DrAzkMvEtbSHLjXiy696Jbk8y8l+QPfPbRUeKhJB1j0j9ePErqFrO5u7Iry54/vJ5a28LuMUak3EzG280irS6Pa5+OPrv4qLXlOVqS8KC59xmrGePnbB3+7jJUNHlw7a1h15AyVPc3DI90nczayQ7Mr+fKdf0FH5ghPHXuCvlQEHIHtzmDXnOTNohiBd/6NJq2URNGHKOoXdC1aNtyCdLJc6Zno9UR2nu++jjxWY3O2Z8pIvc73u7muvmjUz1v64qO7qMQTaLEI/002UPLGC8hIFLu7G3P5clpEiCNXF7Jlo49ojgtN05BA1AvlRgWba24nHVnEM42JBdHqt4938q0XjmHojEq7mYjpdh65HFDOdpYw3chiS24ZPyypIOo+iZ4sIFfr5LW6PIyf/IorPvOJCU/g8xHi2ciJmsyJM+vrWVlfz5eefoIfdTwLiTRC2HxkSy95bRbPVwnOJnS0RIKnXtrL6r1bWfrhmzDr69nVvpN9XfvwyCJe3NuHTBfhkSXjHrexojyyBZ6hGcMpK7MR2Z2NYzb0t9rZfII3e17hjXbJay3PEj5zB5bjYGmdaHYxyVg+veEE9d2nSehuftn0NPuuT5C+XkPgQ3ccalssUl6Nvq8+yNq7fp+JFhzH3tin6mM7m+w42U1zXxxdE/TF0pM+WAGjItrdKyv58SoXMjeIWVjM12pquEk52Yp5YHzNPjd/+3jsGE2lHthssKX4Hn5z9w7SeQUsu0g0OxrN5b6V91MRqORfD36fWCxEzIqhawkiQcEv7swhry9KwruD0531xOK5bN+ZYf/7Z/nTmjR111wxvI/Tuc9Nx4mejZW42cr5He/vNJwTns7Q0Z+iNNeDlUqjxWOUdJyhR7g5+v7bpJPNdKyvQz8dp2txhLfvryGdHyBqZtB1A9uxyXPncW/dfcN52Y1dUV7c+f68a3VjV5RHXjhGVziJaWgQZFJHvznSNO3OI5cDytnOEqYbWWzojIIsx+XykCJFjyzgPfda9odzefhP/4qr/v5/TSre811QMJ3ojFhXhmd/AUYsRSrUQ8qlgWWR1k0QAt3KkAn3c+jNFyh47EeceOgOvp2/GxuJLS3w5eIKBHBCN/BiQxf3eq4eFa0eK8rN6YEWeIWeQnqTPTSGG0n1m1nVt7O2OEBzOoreLyn0FNLY107COIH0HiZlp0EaFIduoTedT5cZwOc/yc41KRx9oEerHBw51F+dR16wmGU33Dvl9sZObpvXlBI55t9xGLnkSsbCaWmhcamGbbopLl1Mv5bM2hHyikuPiTR7KH/7aO8RuuKdOADSj+aNkSgP8+i6T+BJxTHD2kWl2evLNgzPdnjq2BOEUmE0yx7cP5DeKKLqCH7nJO4jy0h1VPL+W++R++1/GE6bmeo+N10nOtv6LI/9OzV0RsnEE7hSSWxLwwz1YYfCZKSgBxeGY5Mq6eG7t1eAkSF8SwU+zUvcdKjJrSQcOYvP8I/bZWShtLqhM4quCUxDI2M5WDYTrracPvQ2L+57nGjyNMUhOWXnkcsB5WxnCdNdMlxSEsAjS0iHbsHWT2L0FVEcM+gLeGkUfpbM4wCF6TCd6Ew0HaEt041jOhjFbvLv+zjHOt247DN4MuVYpsAKtOI72ol9upm9x17DucaDqZtYmkRzHNJOglTwFd7t9bB3x9PDAjWeKC+vqcXQDNpj7VjSwqN7qJrk+C/UWFiP7iGeCJEK9eDFQyweI6nF0dI+pDtCv3sPJdZiNh8/QveVJ9gl3IAY/G2B1+Xlvit/e9JK9fH6dk+nj+1scl19Ec/ubSGesvG59XOWYeGDtBGnq5sWEaLj+uVUFAiW1K3HXR2mX0uia4bK01bMG5Np9lCHkj0du3nq5LN02V04CJyKsxipOgpbU/SZuZy2XCx9fe5bAs6EyTR7qFh6KMrtpNP0Z/qJF/pBJNG0FI6RIrTiEK7WXlqtBlo6epD/439gf/GLVJUtRg+naYknsXXznAEu03WiJzr2Cz3CO3PyJNaRo5R3RuB0nLjuQnhySIRCeFNxfrPvIK2pDuLF3bxyl0k0aCJ0A6kJAsES4vEOwukw5f6Kc7qMLLRWD9QkGQjAciQP37183G2dPvQ2//T235IQFj05AjQdT/LyzNMeiXK2s4TpLhnWFgf42PVefnj4LXRsMp5W2sLr8UcSeEKH2XbmCJV//BpXfPWbUxbgzBdT5U4/duw/sKUNQEZa7F+Tw7GeBmRPGL9zGMdx8CYTPPNRNzxVgcwsAaeZDGkEAn8iQsTlB6nRk+jBSDt8e+8/8Udrv8qSkhXniLKVhErjWnZFn8GlmXx/77/zhSu/Mu7xn8/CwaE88sp+DbvhFD/PvILo6ySjwf3/2Y6jt/LEXQa4Q4RMG18wgb/6KHWNERzNi9C0YV9bExq/e9VD3LX4ngm3N9G+zffAgLG57iMZOibFb+4iHJccXHs1761sQNdjmFd4eHD1XVznzsXwdLOh6goV1VbMG1Np9pBjKoFfHnuSUNiLpsVJFDfQlqjA1xOl6uwxYj85gWCgAD5bHJGpIupDUe7GcCMe3cP77ad48sSTSC2OJgWYcaxFDWytdrN7XQ11hzxsePZXrDl8ik9ccR0/XH4nZl4OP/j1bko3LxpuITie9ox0MoHh1xOlbsznityQc43Ph3Xq1PCqW+7ZM/xhsJSmwiri/jjdywop6TpDbynsXuMllVNA1Mxg6CYWzoBuSzmukw3ZodXj5bk3do127k8fepsX3nqUsAnedB45oRArGxN86Kwf82uf5c1UgCVdC7sKsVAoZzuLmM6SYXOkid09ryO0FD5RRFx0U3pVF7edifJSvQdL2uiWw+f/6S/JK3OzT4tjJYuoKfCRMToXvHDsnClb4UaSVnLUe06FTqHrkivKqmgMnSGeckjZpbQVhfn+A2XI9qWYh2tZr71H3dEmmoO1vFu2CmvZfmzTwnYcYol+vv/uI3xd3MXXyyvY3d+Gq1bnUG+an763l7h3B1KLAxo4SR5580X+7q4vsHll2Shb5mO5MnPyJGcOv8N3eQMrFUf09LHhqEVqiU1R2CaUY5AyYGMoTcm/n+XtDxXzfq1BSVzSlavxywerMHwBNKsXU+jomsHvXvm7kzrak+3bQnRyAXjl4ECU5oXD77NpXQzdTLCrYycibZG2WgmtvYVMThwrN0SN4aPPK/n24ZO401diakHWPpA/aZGwQjHbTEez15Wu47kTrxIxwkgjgjv3LJ4rm/itX/WwuDyPzLFjRH74KPGnnyb/W/9IS25Z1gzrmCxSPLIl6PqyDRR7y/nFiR+RsZLEnCiO1HA06Clw6L3WZM86H5u3lWNlIhjB4+R1CqLGIg787+co23w1el0dhadO8d8sg+blV7Ns9cCDx5CT6dgDXZ40TQw7nCP1er5SS4Yc7KGhMzgSp6sLkZODEwphVFXRXuyiozKJ5T7JG7cWgNnJOxt9I1JFaohEzuIzBwbSPFD/AAFXcML7c7Zo9dDnj+f4D0W0w6agO0eHlECzixHlNxH68HV8e3eYjNO/IN2usgHlbF9EDBX29SR6cfR+4k4GaSTI+Jt45co0tEBRZ4ZQrsmhRfDO3u/QanqRmoUUFqXBIDmewKxNaZwp4z6d59QOpEtY8eH3+SmnI9lM2ujDa3hJJDU0fwJLxLAKOhB5fUROb6L4SD83v/s+zcF29t9YTJLVOCv3oYkEhg12pJPnz/wby/f38O7dpSSPCbq63FhuN0JLghSDY4lt4p5d/PJYPp/23Drq2EwncjBeZ5Mhhgo5ry6+mvVlG86JhAy1QDxW65BaI8mLC7oCOqf9Jdh0058j0G1JZVsK6ZVUBSq5c9ndNBYdIuJkwAVSd5F2TJCCymAVIAm4pvY6J9u3+c4VHbqZ5OZEaDJ+yTNnQoADEkoSBjFTwyq2KOgyaddcNGo2MqkR7Q5yRbExPPjnchNwRfZTFazmC1d+hX986xekaMCU+fiCIU6ugbIdfZTAcB/uoz/5Fd8q2njeLU9nk6kixWMnMK4suYa//dBiHtu/lW1tLyP1MFI4SClwHD94e3nrJj+WO0HGOkRHvcDdnCbccYgTT+yipKEHpCRX0yioKCfwmc+wLVhLujdDkVfndNRGmC7qKvPHdaZnO8o7UquJx8+JXltnz4CElvwKDqxaiatCUtqYoavG4u1VFThug65cHaHraJqGAwSCJcSi7XRE+yh0l3J33Z3TGkiTjVo90vGvDLXz3us/JRxwMOwcRFLgjVXT2b+O11wVvLE/jKEJKgt8WZFjvxAoZ/siojHcSDwTJ+nE0TUQepKAEaAmp4r2WDuZkiJCdje6AzIaIpbKQdpenGAIkPSlLExdX7AisvEu0s0rq/nK2j/ikd2PEE4mwfax/b3FFOYsx+Xt5VPXrONX7zURd+8G10lkJhdhxtCDETybNpF71xr0732Pr554gcajHtJnErx6U4aM6aYvz8U+HfYvKkJ3bMyEA5ZAS3txNBj4n4ZI5SA9YQ62PUNr28v8Qe7HqEx5weejNB7n6+VeTvUmqSvwULpjK4kR4nv2zH6+HdhDwjAwsbjDs5qrrTLweHgjvp/nOYhA8lLDc/xR/3qW/ezNAaFuaqK92KSlzEVlJE1ldzm6JenO99Jl5hKSG9DPZLgr+iZXtYZZ+pVvoOflYay4gtL6ev540MEPRSU/3P9THBHD0SXRdIJcT2BaucsLFcEej+GbSaoZXBkMTcexJWknQ7srg6ZLXCmHKDUY3UsR/n7yzErCaZP2/iT5ftecp7soFOfLxkXL+WN+gx8e/mfQ4vSnwxy4poCDK3w8+IKP1acG+nAfP9RIcnEFZUtr6XEm7/Yw10wWKZ5sAuMnlz/AwWP5hDhGzA7jCjaCmQIhCPhy6ZP9mGYcW0Cmbi/bc3XeNoqoPlhGXUs/TjAOToyrnvgBhT0m4qbP0WE7eNwDNSkd8TCmqVN1KkHi1K5hZ7jU5+PreXFOOR7qtCSlB94jMcJJFoBeV8fZng/eU1P4gZaPdKiHgiBkLOyWFrTi4lHR666rqjmbFyRs5vH0NRtIVTYjNIn+oUoCmoeYYVFMAEEUTddxnIFUkbRlY6fzSMfXkLDqWbN2E1XB6XWZyTqtHuqGEjnK4//+/2frMpuwF6QWRaRySSauxUnnUV7ioTeWwrblvKUmZiPK2b6IqM2pxZY2aSuNRCJwiNlR2mNteE0fn9/4ELGWRkpe3k2yfyfvaBp9ruhghwcdR1pY0lqwIrLJqtw/VvEn/GrfHpxUEb0JL5rPh54owa+V8pf3LWFncyVbOh6lgziOo1PsreLm+z9EoDiA+/rryD1ylJWDQln45kv867UVWEY7/TJAHs3Ymo0wNDRHkpeMYCUEK5sExyvSJHwhUpZF0ZkQSY/G4Z//Lf2RGhodD7VakoozR1k7KLZHl5fS7I7i9uSQjIc4U5JH840VSAcIhPjPzq084xgY6SSJoIblFXiTkowOe49soe50K11XVXOgJoftG/PQJQN9sF+Icdfzbl7dUE+3tozyYAU9hpfiq65k1Y3Lz8nlHFrCffVQO97QvfiD/UQiknUVBdy78uppP0wNRUUau6Lz1upvIjsG2h26ebVrFz2Jdmw7A2KgqwoCNhW0U3fjR/BXVwxU4CccqvIl915Ted49zRWK+WLjouVUFnydFxtf5N22HUQzETKuDE98opyq/eXkv/QeS/JMDCtDZ0snrqLCBXVKJoumjpzAaDkO6YwEMoMBlDL+8r5N7Di5imf3tJDp7ybtaqCg/Bgel4aIxUA6mGg4jo3t9tAV1Oi4TmeXGUR3vOhSsi0quPnNbu6OPEmL7qIqLUnG+rBOFXDV6Q4Cj3YSKi3F6eqiddEVw3q95sxRtOJi+rq60IqLsTs6QA60OdpduZIfbfwN9Ew3Pmwe3PsM6YJiqpuOUuOWH7xXShACo6aGtiKdtmUGZr6HrmX59Gd0Dq3SSOll9OaZOPZphJlGZnJwXMZwoWPSNNAzBnnufIQQPFD/AI0dNtvOSsp8VXQnZhbhzTatbuiM4okc5ZcN36X/SpuIX6OiyyZa4OLGqg/hX7KBZ/e2EEsNDAx6aFPdBfUzv9hRzvZFRFWwmi9d9WW+vfefiKWjuAwXXs1PkXEF99Tezfqy5VC2gUzuWvq2H+bLz4TYVirZuSEHhMQJuPlI4V0LlrM92dP5hqqlPLU9TlNvHNtxaO1LUFPgG1F5vZbrI19nZ/NRrGQRG6qWjurXPeyMbr4NUbce1/7DCPNVMrqFppfxqWfOkDbA7OomU5xHxbFuytNeWs04O26q592lGhG/G086gx7y8e2r7iNjO5i6xh/29LBIStqKdP79bi8JzUVfgUl+r07MDJDRNTRXHIQgIkvQvDFwm5RHEkS9kpQJui1Z0WHy/nIfT9yrk9YKiPt0FjUlSQU9HPuNW3mpdyPxjE2PpWMGvfhdJivuWYU5iTB5TI10PB8nWYDPbXDXklXTipSMZKGnRw5RWxygMhRk9d5l7Dx0igPVkqM1BlJIbF3gurqOD990NcA509kW+gakUEyHqmA1V+Xcwptnt5O2MrgMEwyTbTcVsvGQn/KG9/lKeC/76jeAgFStDYPj0OebyfR6yBHvj6WxnIGIpT7Y83nod2uLA1xXXzT4+5sxPH00hhuJpiM8efJJpJT0p/qI57vAjmPqPjJaCoSBsGx6cmDLpnwSfptgKMK7OQb5vTqOiNNwtpiKbpPlUUnr4nJeXHYttsigS5O7SkNUSEmy1Ed1WlDSaoOu05xTyqPrPkF/roXL3UM67fCDOzfgtgXa2nI+dmYP/uIIbgtSHgN3PENXrcXbq8px3AbdwQrQBI4oQGg6TiYPRw9hW150kUEzLHRNH1XoWBmoJGknqc2pxUrm09/ejci0nHeEN5u02tr7As+/8T3itTqFoTQRr5eoTyc/r5w7191DVbB6xN9/dNOBy1GrlbN9kbG+bAN/tParA22XHEFXv6S3oYaGQ92UfmpgrPfQpEn3T3+G9e5BLM8StpVpiG7BTw92EOnbxY3XXbFgF+l4260tDnDvNZX8YsdZ8v0m/bEM915TOeq9VcFqqlZM/aCwbHU93oYkWjiA29XNlzbdyDXX6OPm3/HMFt61PkzqZD/J/DZuPrOLtrxyLE2nMNZPb7CApvxKFqVaaC3zYOvgsiSONvBv3IBM93KEI9FLjqMbFkZGYGGSNDKUdsWo64TFR/vpKM5ny63lRIMGmmYgHYv+2iB5wWL0knux301QFfSg9cbZWF804QS2IRq7ojy69RS6Dhlb8tCmuvP6m2ZLz9qh9n65Xd3c2t1N9Hev5LiTRhMCoeuEvZLmSBNVwepR51G23IAUiqkYmMDXCb4PYee9itdl0J/qY5/WwLHPVPPFPTl0bm/jhcq16LbNW1sa+WJwP5ni0gVxTibT6//5wCp+vbuZbUc7CXhM0hmbZMaZ5PcDw4GeVUVXjepk8tTxF7GFA+housA2BEKCv6CQuAyhleQh7SiWS6M7V6Oz2OYQQV63HTwxiAffRU+ZpNwZXq7xk/E75Pea6JrB9UWFlHaleXd5EbJmL/6SLqSQSHcUki5S7hQy5eaJFZDXX0I4RycnbBPJM/Fp3uGUEIcwOgJT6KSlg9QzCKGj6xp+vZgP193BVWV1w871RN1EkHD3morzWo3LFq0+fehtvnPyBySqoC9HA1yUWj42L7+Ta1d+ENAbe/5czlqtnO2LkKG2Sz/ftZOGMxmElUO/Ex81ec+sr6frow/y7Ugt/b4EVsW7uEiTKG/j8UNBXmuzsu5Ev66+iFcOtmM5Dvl+17j9lqfDRBGZc9pqbb6Nnrr1yJ1tFAV9tOQfZE9dJS63jtPZRm+8Fnc6j9JbP8lhWilw+XAlt5MQNpoMYdcUkZsCq6+GpF2K3rYE3duLkSrAr2vcU9FBZdBHW1knr1x1nKidIqknMAxzYDKYt4j7lnyMdaXrsJL5w1PBfG5jSkcbPhDeynw/3ZHkOTe6qRhZ4DSfrf7Gs2FRspfiZ57grOWi6cqbcDW9y/6SBJo0kIaOEBrH+47zyJ5vnVPgmy03IIViMkZN4ItXU2B/guriRrqso5T7y2mPtfPchjzeii+i187FlDaWleCR108TyO/F9HmzSrNriwPcv66Kg2f7sRwHn9uYtnaM7WSyIv9q9rYdpzo/F1vvpT/Vz66OndiOg5aIo7n9aKk0iUIXOFGQ2sBqraHhyg+AE8MxXaBlcOXnkCaGUV5Epwzz2gN1RJ04DjaSk+hSQCYHXUikaeBoKTTTAFNDKy0CO4qdH8Qy07i9RcTTXQMpIWkTiYMUgkKzmHjXKsjko+s2/3XjjWxcNNF83nM1qjjHM6O/YzZptSdylP37f0LEbeAJewiGkqw8Y/PR3/oai1feOOlnXM5arZzti5SqYDU1HhsndQJdZ9zJe2c8BVBdQ56+j27NIZMKgCtJMHOSVGcuxw+cpHbz1Qs+CGCI2SwCmW6F9rLV9bgakvSarQhTw5dbSlviFP7Ko3i1Vj5W9yBPtb8yPNr9t67+A5J2Eo/uGbU8OF4fWMPTxyN7vkW37KU3EUKzi3BEAr/mxev2jJ4MFmRG+97YFaUrnMQ5z6KTsRGG+cqnG9sz968e20W6P4zW18NvnD7LY4tvx/Z4cOqD5OUfZXleEc2ZLnTNoNxfPjzxc6YdYxSKhWbsBD4nVcg9i1fwRONZ2mPtdCU6iWoZ5MoM3vZ6UpFFJMMeArEIub2t9JVWcfzASVhdnxV6DbOn2RsXLT/HWb2tZvNw9HtIc99vP8WvTzyLo4cBgaYNTJA1rRQ+t5uEncLlGXTMTYHI6Pi9+YRjSTSh4ULDcixyvIKkbRLwegilU+R6PUStNJrbD8kUIduF42ToDCcpyx3oGlIZqKQ12oKE4QDJdPfbY2rEUzYtVgy/y7xotTqROEOybAtBV4j+oA4eL7oVZO3Gj03paMPlrdXK2b6ImWry3pKSAKbPS0oswSUO4KWHhOMlE8nFneqi6P/8kpN5f8rf7Q5nzbLOXLQxmuxhYmRh3paOfbSE23E0STzlJ5gvaUsfGzXaPWknuany5tEbCDLqc4dev9WyF8ux8GoFQB+ankBa+RQ7N/CpZR8ayLE/j30ftSQpzm9JcmyEIZlxzukxPnJ7s3FzH3vTuK3cIHm2iYJoHz26l3fra0jld1FICeHcFTjBTpKGJF8vACS9yZ5xp0RmU6W+QjER403g27iohMqCr/Fi44vs6diNRwvSlzqOu/Iw7lQDd7zhY1fe9XRLE7OrC+uHL/NX138yK1oDDjGbmj1aa6rPqS8aioJva3oPQxfsOirJkMaLi49fV0Z1ft6wY94abWHL2VcGouNCR+KgCUmZv5S7F98znE890plP2kmOtiTYcqiJPI+P7niUav8y1uSuG9zHD8amj9X9yfbp0a2nMDSBfR7pftmi1fGuQ+j5h7C1NCKVh0imCcaqkNZ1pNffNK3PvZy1WjnbFzG1xQOT96ZyJAeWfnII/ez/RWtL0iy3417iQXPaOPL0q2TyV1FcnHtJLutMJ0dsqACTvQ/xRMdW7MBBHJHCsnxcXXw1R3uPTOjoTUZtzsBY+LSWRrcLENGriHZV0eKt4PutfZQ+EAWYsfBc6JIkTD/CMJs5diPt7uoOkd51DMNy0RcsQDhttNTvJuML0u46Q070fr5w5VfIGJ2YVglne+OTTomc716zCsVMmcjRqApWc1ftXRztPUIo1YPL0Cj2l2Nl+qDmLL+5/yyRXh9LynJpzBiku3soqSxZ8NaAs810tWYoCv7qoXb2pE5ROaiDOU4d68tGOqEbuKZ03XB0fGRUerImAVWuKO/se5/+WIae/hQH4zp/3fz+eUeUh9P9BntMzzTdb6G1ur3/FIcb3yW5rBmpAa4EMh1Hc/KQ1nV4zKphm6bj7F+uWq2c7YucoZO2oTM66uuRPx/4XhmZoipOvfkML6RfxhYxdlVK7t7xOpQH6IgW4srNueSWdWaSI7ahaikv7kyRSi8BVzdfuPZG1pctHx5LPNPpm1XBah6+5ms0hhsxrRLeOSLZEe0eFt0dJ7uHpybORBxnYyluuhGGC8mxGxr2Y1olRKO5eEwNI5OmteUE0jpLxfG9fOV4F02LVxGr6GRXQYDiYDldTox7V7vZuGg5jV2V/PVzQzcQNSVScXEzUfu2Ia3Y07F7MBqbIJQOc3hdCceuSHDdjl600z1UnUmjVW2gIxrFVZDPomQeMH6U82JjplozHR0cmRs+Kio9CSOLP3ecGNDr1t4433rhGD63PmNH9kL1ej60GkY7youSvejhEG3JMyQKnqdJ9qK7HAp6Pdhuhw3uJaxe8gDJ4BWjOkJdrsWP02FBnW0hxIPAXwArgGullLsmeF8jEAFswJJSrp8vG7OdiU7w8Z4wzfp6urzr4eBRCjqi9NKLUw5/uPVRmqqXU2emqby7Corrp9jquTZk67LQTIRussjT+bZLHPm7pb4oB8/2D9sCnJc4ztZS3HQiDOd7oxiadhpPp2jvy+AN3Ys7mcPm93/Oq+s6MawEL9zm4nMpF7evKqP3wd/hQPevSDlp8jUvG6quAKYerJGt592litLsC2c8zQZo6DRZXXI712xYN5xWkufJ44R9nK23lbC7P8Vnf9nDwx3v0NAeolYkyNkhyHzrH88t/p6GDdl27cxUa+YyJWFk8Wd3JInlSAyd83JkZ8POudRqGH1OGpk0X3njUT7tS/H6cujMiVJkm5zypnHyIT+vho/e8Cfn3BMn0upsPNcWgoWObL8PfBz43jTee6uUsnuO7bnoGO8EByZ8wqzNqcX0+gmVgtPST2+6F708gm9JL1pjiPhPf4bvd3572uKdTU+z413UMxW681niauyKsuPkwKk5We70WFsAXjnYfl7iOF9LcTM9fkPR7J5ED5Zj4WQCWHYnhnWGdGgRHTkWPt0itztJKB9aK32s/J3fJre+nocjNeesIEx0A8mm8+4yQ2n2BTJWs8db4RpKK+mKdwJQklNJv+jirWvi3LTjCDec7cR19dU4Pd0XrWaP1evzcUrnS689psajW09dUHR6ro/xhTj1DZ1RYukMLtsiHDvNc8tt2pYmsK0MkQCY0TQlEcHtK+8Z1dpvJONpdbaca9nAgjrbUsojAEKIhTTjoma8E3yyaODI5cpX5HO8nRum+xYfBeEE2hLBjSfeYtWfvU39hz+F+9ZNUwp4trTymeyinkuha+yK8ueP76e5Lw4Snt3bwt88uGba+WoXQ7HIdI/fUDTbciwc6ZBKJGkPhbAcjbM9uZT2h1jZEeFMvUOoyIcrv5AV/+X3h8+x8VYQJrqBZMt5d7mhNPvCGavZcO4K1+aVo9NKQqkQ3Xb/YFpJkOt2+Fl1uoeS5hYSW98g+fbb+D918Wj2RHo9107phej12EFa2cj5Hj+zq4P27igY3fhqt3HE6iftk9R2a2juQta4K7mz/t5JO46Mp9WvHmpf8HMtW1joyPZ0kcDLQggJfE9K+f3x3iSE+DLwZYCampp5NG/hmMgZmWw5qSpYTWO4Ed3jxfB4keEUml+nKyfBazmC9xYn+PyT/0bF448PC3hLbtmkk8QWupXPQt1ABiICFro24HzEU/bw6sJ0hPlSKhZpDDcOd27pDrVStcuiz6gnr8eg3+Vlc9cebrjlTpaUummp9LBk2XXTSs8Z7xhly3mnmJBpaTZcfro93RWuoYfPa0onSSuRUKUXkt63j8gPHyU2qNnt19zAGU/BuPqTDddONun1jpPdl51WjyRz8iTdP/w3CmvqIf8YGZHEn3STDqbpX5RPXqCIe6/5g/PS6mw417KFOXe2hRBbGL+C4xtSyqem+TE3SSlbhBAlwCtCiKNSyjfHvmlQ0L8PsH79+nE6T1+ajD3Bp7OcNNQpI5FJoGk6iaAHEkkKetMkNEFbXR4lLx4n8sNHOf7Sm/zzhx4at93UXObNzYSFuqiXlATwuwz6YmmQ4HPreEztsls6a4400ZvowZE23aFWtJ4+Nhy1OFlVSzqdJNcOsy7WgufWL1BfX8/MMkzPJVvOu0uR+dRsuDx1eyYrXCO7lYyfVtJKCaAXFpI5dowjjz3Fd46aUF0z7iCcbLh2skWvDV3w7J4WNF1cNlo9kszJk5x84ge0lp3CXtGBxAZ3AictKfeVc/vSj0zZvWUysuFcyxbm3NmWUt4+C5/RMvhvpxDiSeBaYFzhVgww1VN4VbCaB2t/b2BqV/XA1K7njj1LT1kSTyiE0Rti9+oAtXkVNEb8k7abyoYn/oW6qGuLA/zNp9aMygHMhmXa+WQofSSTiOFEwly3o5dVpyxK3m+mqF/jbG4ZV9yynqX/9X/NuJBrMrLhvLsUUZo9/0xXr7c1vcdJthNKhei0+oiuLuLg8hxuedfPyqN9lADNi1ZgSUlxXwd9onRc/Vnoaydb9Brg+f2tl41WD5E5eZLk61tpePlxfnSbRrjEQXdbFPS6kW4f19av456rP33eTvZIFvpcyxayPo1ECOEHNCllZPD1h4G/WmCzLnoau6J8/6U+Mk7h4FSqG0i2G6S0DtLAU/dvRfR3o9tR7nyyCy0883ZT812FvFAX9XjbvVyWzpojTTy/7zGinS0UNYfp9zjknO6iUq/HqZIs3XgVa2ZQvKW4+FGaPft8oNdLEGY+S5Y20NIXJ+J46Tf72LKphD3XST77uI+a9lPonjq6ACPSSPkbZ8i4b5ryGrwc9bqxK3reReoXI0NOdvzxx2k147yx3CHpyacwCpE8gazykxconjVHW/EBC9367wHgO0Ax8JwQYp+U8k4hRAXwAynlPUAp8ORgQY4B/FxK+eKCGX2JMDb6uvNULzJTQGWwglb2kgwEqCksp6fjNM4ii9+Ov8lBGWblmTTBrWmiUxTjXM5VyJfK0tlUN9/mSBPf2v53RFvP0OtzcDwZfJqbyrYUFs3oRUUz6pKgyH6UZi8Mo/W6AD0aRMj3EWYEEHhdxaS8Cd77ozXc/FYPX31zC03ldVTse4f87Ta9T/580gLKy1WvLxethgFHu+9rf0yL3cvByhQ7birByqTo8zkg9VlJG1FMzEJ3I3kSeHKc77cC9wy+PgWsmWfTLnnG5sxtqCsY7inqMkvxuVx0OHEygUKiXp13lrdhSYtTXg9d2/q46sl/o/Lppwk+/DDE4xgrrhgl4tNNpbhUe3Be7EtnU918MydPcvzwc2RS/QQjBgldo6Yxw0feD1ERqJx2ZwTFxYXS7IVhrF5vql/B8W0fI2mcQHoPYBOlK97N26kMB9aY3H82iZl4F8Pdi15QR+bYsVEFlGOvzctZry8HrbaOHOVs1wm2rDJ5b3kJ0okTDzjUdproeg5rl65X0ew5JuvTSBRzw3hP9B+0NlpNR3wp39n6NjJdxDOr2wjmvEmgs5fGoMPrN+exx/Fw92sG0X95jFo7SlW8e5SIT6cAZraiKXNxA7hUbirnux8T3XxHLkMWFOjEP6xzttiLtE2OGJv4+EdyKfjw1EvWCoVi+oyv15to6FxPIHAPb3ds4c0z7xGx/YT1fn7+kUICiRysG33csD/Cil6T6oJCTrf10/TsDhY/s4XlH71d6XUWMZda3Vag873NBq2rPUhXCi1WiG5E6F+cq9JG5gnlbF/GjNfFZLiP8aFctMQVFAc9dMTBCRbQ79ch1U9hAnr9kn+9vhotVIpuSn7n1Ze5ZkTkpPLWTVMuzzV0RomlLNymTjxlnVdxylwsf15MS6qTCfSF7MfYm++iZC+Rf32W+OOPIyNR7O5utOrVZDQbqWmYmgEVlRxYu562lIclXZdHoZFCMV9MrNdlnO2NI+Q+NDOGJW1s4SFQXs5xV4LXNwXYvsbLlUcctq+4DyhDj8f4o8eeokbp9bwykV7PlVa3mnGagnEi9TUkDIFm5+KILvA6+M0yrsi9iZurNypHex5QzrZiXEZewG6thC9c+RU6MkfYcvYV4p4k/cluLH8nouI0MuXjVx/PoWqbpOi948PLlUWDIm4Wj19M6TE1OkJJHCnRhMBjajO2cy46fyx0N5HpRjimEugL2Y/a4gB/ti6HE++fpq7AQ85f/C2xrm7s7m7M5cuxu7s563ThdnIxnFJsI4bl7b+s22gpFAvFhqqlPLvnY6S1Djy4yMnbRVe8E6EJ8ooqOWOeoT/PJJ44QOmBDGGtmKbyJVTseJ7IDx8l/vTTlD78MKXxOIb7Cig+d2VK6fW5zCQaPZleX6hW/88HVnH8wEkqj+0j+Kc/56QZH87LFkk3jpnAwAWmjbALMGOryfTWcaClmCOH+yh9QAVH5hrlbCvGZfzCkeXDAxbebX2PnrCDpcXRNTemGaPJFaGID/q9TpYjCJDMOJTmuXEbBinLIplxpm3fkMh5TG3WO38sZCP+mUQ4phLo892PoeXH4OOPc42mI2NRHMNEr6rC7u7G7u3BWFxL7qZboOQEBXoS4fhYV7aKtw9dPi0PFYpsobY4wF/et2lYrw3PpuHpk+F0GKEJygoXcbq7g57lYdyNfmqONABgVFXh9HQT+uY3Ef4AOPa4mq30ejQzjUZPptcXotXWkaOU+nz4HnmEFruXlwad7AQZIjkOtUkX6YIC7qi+FZG7CCtZhJ3MvyxbHi4kytlWTMh4hSMjBywIovQkdQoK3LjyyohvXklXbA9lzT3AaKc7Pk4x5cCAARPLcfC7zEkFpjnSRGO4kdqcWqxk/iiRe2hTHcmMM2v5egtZoT6TCMdUAj3RfoyMxhievuHjmjwe4ehbeyl/9RkqO89id3fjuvpqnHQKmcngRCMYi2vxf+pTdN2wgqe6f4WR8WJLmy+t+SxF+greO/L+ZdNGS6HIJkbrdWB4+uSQ051youieKH5/N8HKEImlG9m3I01lf4SyTAYMEy0YPGca5ci87unq9UjGOqWXil7PNBo9mV5PR6tHfvbJ3YeHtboqFaLVHefQEhfbV+eRcNJEchwqenUihjmcl33tyjuH00Uut5aH2YCQ8tIc2LV+/Xq5a9euhTbjkmXI+fXoHlqjLWw5+wqa0NHTFl9uWUr01+/SqAWoOnuMurpynJ5uWoM2rZU+Krtt6j888Rj4kY51VbB6eGiK5VgYmsHGnM/w611N+IP9xCN5fP6Ga9m8cuq+3xcDQzcmy3EwphEtmWlRzcgbnzB7CZY/h5aO42DQt+tqZDQARjd327u4csf7aAX5tNXls+yjn6Uy5aW9Lp+WPIeeRA+vN71GoaeQ3mQPn1j2IDdV3nxJFCplC0KI3VLK9Qttx3yidHtuaI40DY98L/eX0x5rx5IWHlvDTsZZI1ajv9TI6mNnKT9zDHP5cjLHjqEVFaEFA8NO93h6PRWvHmrnx9tODTuln7257pLQ65lq9dDvXEjaSWWoneMvv8U/nJSkPWFw93B/6BTvLO0m7IWIX6OiR9JaYpLnzsXnzWVzze3jtvNTWj37TKbZKrKtOC+qgtXDF+9bLUk0oQ84XvRw+PpVPJmqIZU+i9F5FZ9t3k5XBby9youu62jRFJ9/8t+oGCeve6xj/fA1X6Mx3IjlWMOOXUwcJ5H7KnFhI3M0TvaWsKTr0hCMmUZpZtq2aigaU6TZtMROINrbKUqkaM0xSOe1USSLaFt2gOccmzdX1eHOCaAHc3jN/Q6fXv2bPHbsP7A6LRzpAJLeZA+6ZlCbU3te9igUirln5Ipkb7IHS1roQscfyON4qpPmzD74kMnLV23k89s9rDnZApy7OjlVXvd4jIzo2rakK5yk8RIooD6fiPpM9HGkVnf1hjjy6g58P/s27+YXEF9ZhqxoJIPOr0gQtExKCyqIOO3Eq3OomMTJPh9bFBeOcrYV58Wop+KcWgzNGHa8eiKSSOGL6LokVZ7k366RuPQiopkYBd0GwjRpq/Ph7D5N21s/ofqNp/B/9rOcTbbSX+Ib5VgPRbhHfn5+wE1ZvomTyac92s2rp95h26nD/NdNN7Jx0fL52+85Eqq5EsHGrijtp5qxunvo6OvFcAmMRQkaS3QkNnbpaTo0nYyhIewSkoF+8gIuluRW0JvsYV/XvlF/m1urb6PAWzi8AqFQKLKTAd0yebD298gYnXh0D48d+w+64p04AI4X6eomWXyEXz5YiK93Daf37MUKBVnZVkpdVfm08rrHY8gp3XGym2f3tvD8/lZeOdg+LwXUc63X86XVupSIPU/y8pIE29f0kXFHke40mVgpmIKMR+LxmlTo1VM62YqFQTnbihkz3vLWw9d8jZ3NR7GSRYTtVhAOjuXCMTtJaAJLM8joOp0FHrRUkFC8lxc/XYoT8OE4FrLxB+hCx+mQaHl5dAdTmF7/sCM3FOEeiqBua3mTvkwYhIMdOEjMEfzw8F4qC74+KyIznkhfTC2m4IPiGXw+zvbE+fuzLlIdHTiWw6bjb7O4JMpuEeWoN0BJTCdW4cFt+2jUTQxPGstxozmu4Yecq4uv/iAyZgtSkUVU5S6lKpi9x0ChuNw5V7fWUlscwE7lsK3pPY5Yb9GTiSIlGE4uwm3xo7LT9N2Yg3QsXrzqZr5wsIE17VPndU9EbXGAhs4omibmpCjvYtfribTaMvtZkXqPFS7JC7emCHt1Iv4M5X027R4N0xPFredghG5gdXUB9668WqWLZCnK2VbMmPEKQ5aU5PPstiAZJ4EwJSWVPmJWmIStYegGactCOH4KuZFUpIyu60/gyDfJizi05EqE0KiMGvTKGNdtbSPf7qX+2rsorUyR6ThJ4ZGjlK64ArNyQEiGnPvHdx0i6TmI7gQxDIudzUc55pgzymGerkgvdEvA6TBStI//6Fs0exOUH2rndMXNpKo3UpCJ0efLxfD08vz6CElPkETQJFZchN+fx4NrP853t5wgrXXgd0r5vWuXkjE6hx96yvxl7Gw+yq+3p3jmZIIXd76f1TcxheJyZzzdAvj+S31knCUIM59NV/ZzoHcbnqCGjcROC8CD9LSRXnSa/1jsJuK9j6U/f5PShmZg4gJ4fL5xpwqPVyB4PjUnl4pej9TqyCOPDMwvaGnh/TW3kVi2AlfRWWJVbTRGQ7SYA2k/pQVVRJx2rMocyswAoY7l6Mk63LKEu5asOifwcTE9cFzqKGdbMWPGE83RwlbA7aUP4Q6eYcvZV7Adh6SVJtW2CTu1BI+psfHDV3HmaBORRAy/Bk5XN316Cj0tuaovQNF7x9H2PUHvf7wwsFFNH7V0WVVfT9WKaip8NfzwcAOGMSBGv96eQmZOTUtYZirS89Fi6u3jnew81cuGugIWladGFYpOxshpYWg6+0sSPL7Zgy5duFeW8JG9fQhvP51FEcy4jatSIksKqSiowpAR1pZew121d1EVrKb0vspzWj4OURWs5phjIjOnsvYmplAoPmA6en1Vzno+uepDw0XvP37/p4QS3UgJugwQNbp50TjCO5+p5v62jYR3bMMMh0iuDlCbV0Hp6d6BFBPDxG5pQausRJjGqKj32BxnYEaOYLbp9UitvnFZybR/b6xWy1gUDJOOMg9n8n1kSrtJXfEeCTOFdKXIDQkyhbnYPg8pr5sK+UGqiJXMn3IQUTY/cFxOKGdbMWMmKgwZKWwbqpZSW7yWa0rXjWrZN2rccMGf0RhuxLRKaDx2Ftm8gyte20Zpcy82A/1f7ZbmgeXNqqrhpcuRUZTVPh9fz1xLS4mHTq2eX59uwp93kngk7xxhGdnlBODFhn0khaQsWDUsRIanj7B2FGGm6I4UjBLpuW4x9fbxTv7HL/ZjO5JnjrxJ5bJ3CLjdGJoxLK4ADcd3UNmSpNJfORxJijzyCM7g0JmeW1bz+M3QFwDThty0Rld+DzmLXyNVWIgPWLb4sxwIv0G/k8SreYcd7aH9PN8WVgqFIruYjl4vKQlQFQwMa0CZv4wtDdt5s+U1pDdN1BKUeEsIpUL8qOw09t3lxOxeCvv8eKw4H8k4pD1uqiMuipochBBYpxvP0etSn2+4wPLNVGBGjuBMneq51Ou3j3fy548fwHIc/vO9Jh6+ezkf31BzzvuGotfGiisAhp3soSm8rquvpsWf5v0qydurHLR0ASl/lHw7ictfQZfWTnzRQOu+Ty//TZJ2cnTwJYjS6osE1fpPMWucT27Y2GjFn63LoXTP9oGnfl0H2wZARqPYXYN9n3u6kZnMqCiKFgxw7Euf4R/jz+DoGTTb5E9qH+LG6zYBo7ucDHXSsGxo64/jiq/BY9XzB7cv5YnG72E5FrYtuKXwc4MPDfMjUH/15EFe2NeK4ekluPgZTHcMj65jORZ5wo9XGiB06OpCz9jc81w7mfIiKjsylId1OusKaOw/Rbgih23r/ITy3VhYFIggH2Yl29xnKBosdvzEsgepzamdduR8LCoPcO5Rrf8Uc8l0ruHmSNNwn25d6IRTMXoiFkgDx+imyl2KzMSxhcTV1Y8jHa7f3s2qVp2Sht5J9brvy1/l74+ksYSGIR2+sXkR9euunNTeiVrtzbcePfLiUX713lkcCY4jyQ+4+PZtpVS2njrHsR5alQUGxqd74izyVGCdPs2RdcVsX+snVZRDSMap18oIOTFsl47fm4stnQsueFRaPX+o1n+KeeF8KrPHRivOeAqo/9IX8dy6adyIgBONIAcHMAiPB+k4tOaV02jmsG/vL3BWJkEKhO5w+om/o+jwXtrXVNGT6Sfd10OBnkOz3Q2mSUluJZ3xVjT3bjT9BIf7YqO6bbiDZ2hORzEitaOGAcymcI2MfBRk4oBE8/SA1NClTjqdQkhJ3pl2eos8CCmpCENXnsbj9xXhFS50y+Aj25M8tzGOLUohPw9XIEChaWBJiy9d9WXK/GXs2POtUa36RrZvnCmqbZRCcXEznWt4SCOGViiPtiR4LvwEup4hjSCGg8fvxRA6QV8RJ2KNbL2/nr1pnbtf7CTtjmB6R0e9h/Ta9a8/4cr8RfTYGjfFzhJ8pYnoYNoJMJzPPJT/XVtfP9zVZLr7Mld6vSbh4VeOgyMFQoA7EePA//4uwb6GYcd6ZPS6OdHKoVqD7evyEHE3jpmBW2tI5wcImxY1uaWEI2fpcWfIdZeMH8U+T5RWZwfK2VYsKBMtc5n19aOKa8z6+mEHfLigJBqlJa+Mf168mZg/SXL5VjRdgpRIBMe9NjsTLxI5YJIwNdwZGyfWjOlyIXSNTstCOg6plJ+kiPPSu6coKo3RHQrhuF28cuI5rFQCx6XzpWu+QpG+YtIcw5FpKqUdqXNuFsC4DxBDkY/rvQW8vuw+orgxCjXy4ikcw8F0BEm3wGsJpCPp90lsIZHoOCkvGW+GU5/egMycpThYSr+WHLct31BHF9Mq4dhZE6tE5e8pFIqpGXK6q1xRth1Mk9Y68ODi/uvKqM7P47Fj/0F3qh+h65TmLSKUCvHEJ3T0tE03UQr6MniSNtc6lTyzZjlp6SHkdWElCpDxPBpTiyl+/V+p+eGjHHtmC2d8RSwKtVN+8uBwJDz48MOkeuK8dNaFZdm8vMvL/7ihhMrWU+MWZc6kOHBkseJYvR763shCxuUtLXxh3d08VnszHidDMBWj8vh+tLpymhOttBTpeHPLiDUn8bjaefLD+YR8Gim3xeK4i77CAMLroTS3knDfccLpMOX+inOi2I1dUV49266i0pcAytlWLCgzyasb6YAbi2qwjhylJ+ZBNmYwcxtIOCbSNhCaBRKOL3Xj0jT6PToIh7juY927cW7pF8h0kverEry8NoeQEcW0JZz1s/blMKUFffTn6Gy7UqMvoJGx4Nvb/h9W+TeRzJRSkvLTbWscef4NKm8cKB48c/gdvssbWE4GQzP53cc7KGuOjSoWAkYtKY6MfNgtzVREonxDe46GUIacRg3LlaKiI4MwDJpEP1VOPprfR8/v3EM47PBjew8SC00zqa6/g5Ptv6bfSaJrBteMs+xYFaweGHX/3PtknJ5ZqU5XS5QKxeVDbXGAv7xv0znXfJm/bDjdJGHFsaSF4fLi9rqQkRje8ipSyRgvfFqSyBxHGlHcKT9ux0W6eS1xGWf7mmKOF/t4UV+Pk8jFrBD8YXs7iz0eZDRK6Jvf5FDZKpLl6yiUKfrcAQ68/UuC7YeHdba1qIqOT36WOi3JKcdDujdDcUGA7kSKI8+/QWmVd1xnemQ3kFF6nbGGv4c12PpwcEV1LcfR+k6SSRRR5YWO2hghVzvP3R4kaUJvMElBpJR0Tg590oWw/dh6G92Lcsjx5wKSRCY+rpMNs99JRGn1wqKcbcWCcz7LXEOO94quKK4n3ydtV4Pci3QyIBy0ZCE+p5uoS4BwEFKAo5NyCiht7wMrQ1mvSako44fF5RDPw5XMYdWpNhbHcmjRw7yyKpekoYMj6BdJ9vW8SCKYR1vrBrRUiq7G7Rx6NkZ5PxyrdUitkeSnTfp9kiavTfmgKGseD06oHynBtXw5mePHhos+z6R1mqwcFhfXoLt7acvrYElnOxVnSoajOcTjLB8TuXn1UDu+7dUDI+vDeXisZaN6kVcFq8cV19msTldtpRSKy4/x9HpsusnQ0JxEJoEmNDKGwPF78ToQDztYIgK4QM/grn0XIeGtJSl8cYeYtpvChiVE3Drv15XjcnppqZC4bDexvG6E2UefLEW3MlR3nRmVTvhI9Sasd5sxcHhw99OIdffR0aWjS4eSF5+jbzBSPjL4MdQNRBtHrztr8ziT78NX5KHVlYsVy6MyFaLzlny2X++gI3FEB7uEQHdKSRcE0X0BvJqJTLbhrSwn5dgQS6K7LKRdwKqSW/n0mlsBRjUPOHY2Omq1UWn1pYVythUXNR9ExmuJObXs6djNqeQ7BHLceB0ft4QW8Wt5AKSG0Ew23ns3ucI7HM1YfewM//10/8CyZbid8mgXTq6LCtPHNftLeG1DHCHSOG6JP6oR0HqpNnbRUt7Be26d3WnB556LURXJQbeS9Ac1dMuhsiODTDkITcNJJhGBAAKwOtqHX5+1DP5l00M4+YVoRRlyFm1BS8cxPlrLH/AhFl15/YSDIpaUBPDIElL9RbjH6SYwkbjOZnW6aiulUChGMrIOpMxfNux4J+3ksAMuiNKT1CnMM0jZEg2NXI+PjniMgJFL1JL0rDqBsAzeu9LHXjzYArpTvRSEo+Qkt7DieDn5ROivTdGpOZSH3ewr8JIsaiE/5CLk8nNsucY96RdoMVxc2RLCyHXYtWrAcU5mYlR22piLF3MmnRlcQUzRdHUQdyBNpjaIKyN5dr1DQhTSUyCwM27QHSBArmcJMeIs9dXSlelDZtLUBGvolBEsaZERGppukjEEQfxYHR/CJo3fKeWTmzYN98MeCooorb70Uc62Yl6Zi6WsDyItZdx31RqaI3eMivCuOHOMvW3HWVu+bNQ496FUlNUrrmA15xbkfCSUZtdrO0lox7FKT6OZETyWw+JQG+3FDnkRQX9Ao7XGz/pjST73eCetK8sw7VLaf+vz+LQkNYXn5gC21+WzN3KEfY2NJGPdlHor6E51kQBqS+voTfbQvqyW+srJJ7JNln4zkbjOZjss1VZKobi0uRC9Hq8AeyIHPJFJoGk6mt9LgZXBsl1UBMrpTrWQRCdoBpDhCJ6iXNJCcqgqheHKpSvjUCh9GB+tJGOlyKQb6LAygMPhRXHezdUoiERpWAVSSmynkL4CKIj40B2Qogdb+Ejn5+PGQdMr6JZhilyFONiItIVXc+FYPSC9aGYGx5H4vOXE0410E8HnzQGvpF8MtFEdKm4c2sfanFqsNRP3w1ZafXmgnG3FvDFfS1ljRX7jouWjnOwhxivCHEk98Nc1NRw/cBJvz0GcFR5qPBXYFafYwxtEnAxur58rb/xtck71EXEnOBlq5dnuKuj3YWoB/ueto/exo9TNP7zzt3TEW7E9Nrh0mqxDBFKb8blco7qFTHWjmyz9ZjJxna3q9LnuO65QKBaOudDrmTjgSSeE1/ABkrSdQdN0LK8XR9oYwodbdyGtPrw5RUQzESQ6V7graeo/jWFLgjnlhJ0evJXlRO0EMpMmoHnpHfE9K5UmkirBcnoQQGUwH5mI4vEGSdtpElqapCPQpIFtOzi2iZAgtPSoXOuW3vhwQGd92bn3msn6YSutvjxQzrZi3rgYl7JqiwPUbr4auPqDb668kT+ObBoVPW+uaeL/7vkWff4EEfk+pfZthJJxdja7gaXsbD6B4emmP9VLeziMowECDE3D55N84qoyNlT9yagcvgu50c2XuKq2UgrFpcl86fVkDvjQALIJo+FCI22nhp3ypBOiIJgHSCzHQUsMpHL4XAPR57Hfi5LBsWOYwoNl24SSCaQURNMJPLqXdNsNWKTx4uLWqwrI0SuoKfCRMTpH1cZ8/6UWMk4hOw/0UfrAzI6T0urLA+VsK+aNS2kpa+wNojHciOVYlPiL6I2dpd14DhFw82L7Tn55uIaUeRwhdIIeHSk1EAASiaTAF2BD1RWjPvPVs+0XfKNT4qpQKM6XhdTrsfo6VTR8pFM+noM+0fdaeuN8Z+vbkC7ClpJMpAtTmCR0m/V1V/J2yqFyUINrvXVsXlk2aMEH0evZeChRWn3po5xtxbxxqS1ljUrzyKnF0IzByIqBZZsUevNpjJzE8vQgtAxauhwhJL7kehzHASPBXSuXcMeSG865mVxKDyYKheLiI5v1eqKBXJM56I1dUVL9JlUlAWrLhgoUofSeSho6o3SFkzy/v3XYac41yjC19ik1WGm1Yjos6Lh2IcT/Bj4KpIEG4PNSyv5x3ncX8E+ADvxASvn3U322GvurmEvGy2c0PH2j2l71xPvoT/Uj04U4RheaE6A6r4jfWfoHRKO5U97AJsvZVj1TL32ycVz7XGo2KN1WzA3TyT9/+3gnj7xwDEMT+NwG//OBVQDT0tmp9Fjp9eVBNo9rfwX4MymlJYT4B+DPgP/fyDcIIXTgX4A7gGZgpxDiaSnl4Xm3VqEYZLylw80rP4i22KkcHnnzRaR7LyDJM0u5tXrzuFHsiZhsBLHqmapYIJRmKy46pkr1aOyK8ujWU+g6ZGzJQ5vqhn8+HW2dLA1E6bUCQFvIjUspX5ZSWoNf7gCqxnnbtcBJKeUpKWUaeAz42HzZqFCMx1RLh9FoLmZsA9XWb+KN3cBHq36fz1/9G9N2tCdj5I3DchwaOqMX/JkKxXRQmq24GJlKr4c0tTLfj9+tk8w4s7ZtpdcKWPjI9kgeAn4xzvcrgaYRXzcDG8f7ACHEl4EvA9TU1My2fQrFMFPlMw6JezgcxKetZEPV0lnbtsoRVGQJF6zZoHRbMfdMV6/nQlOVXitgHnK2hRBbgLJxfvQNKeVTg+/5BrAe+LgcY5AQ4pPAXVLKLw5+/Rlgo5TyK5NtV+X+XX5kW97cXG5P5QBe+ixUzvZCaTYo3b6cUHqtuNRY0JxtKeXtk/1cCPE54F5g81jRHqQFGLn2XjX4PYVimKny4hYib24u2zmpVlGKuUJptmKuUXqtuNxY0JztwYr1rwP3SSnjE7xtJ7BUCLFYCOECPg08PV82Ki4OpsqLU3lzCsWFozRbMRsovVZcbiyosw38MxAEXhFC7BNC/F8AIUSFEOJ5gMFinK8ALwFHgMellIcWymBFdjJVXtxC5M01dkV59VA7jV3qRqG4ZFCarbhglF4rLjcWtM/2XKJy/y4/sikHULV7Ulwo2dhne65Run35oPRacamRzX22FYpZY6q8uPnMm5uNEb4KhUJxqaL0WnE5sdBpJArFJYlq96RQKBQXB0qvFXONimwrFHPAVH1dFQqFQpEdKL1WzDXK2VYo5gjV7kmhUCguDpReK+YSlUaiUCgUCoVCoVDMEcrZVigUCoVCoVAo5gjlbCsUCoVCoVAoFHOEcrYVCoVCoVAoFIo5QjnbCoVCoVAoFArFHKGcbYVCoVAoFAqFYo5QzrZCoVAoFAqFQjFHKGdboVAoFAqFQqGYI4SUcqFtmBOEEF3AmSneVgR0z4M50yFbbFF2nEu22KLsOJdssWUu7FgkpSye5c/Mai4y3VZ2jEbZMRplx2guBzsm1OxL1tmeDkKIXVLK9QttB2SPLcqOc8kWW5Qd55IttmSLHZcD2XKslR3KDmWHsmO6qDQShUKhUCgUCoVijlDOtkKhUCgUCoVCMUdc7s729xfagBFkiy3KjnPJFluUHeeSLbZkix2XA9lyrJUdo1F2jEbZMZrL2o7LOmdboVAoFAqFQqGYSy73yLZCoVAoFAqFQjFnKGdboVAoFAqFQqGYIy4rZ1sI8b+FEEeFEAeEEE8KIfImeN9dQohjQoiTQog/nSNbHhRCHBJCOEKICdvQCCEahRAHhRD7hBC7FtCOOT0mQogCIcQrQogTg//mT/A+e/BY7BNCPD2L2590/4QQbiHELwZ//q4Qona2tn0etnxOCNE14jh8cY7seFQI0SmEeH+CnwshxLcH7TwghLhmgezYJIQIjTge/2uO7KgWQrwuhDg8eM18dZz3zMsxuZzIBt3OFr2eoS2XrGZni14rrZ6xHXOu1Vmr01LKy+Y/4MOAMfj6H4B/GOc9OtAA1AEuYD9w5RzYsgJYDmwF1k/yvkagaA6PyZR2zMcxAf4f4E8HX//peH+bwZ9F5+AYTLl/wB8A/3fw9aeBX8zR32M6tnwO+Oe5OidGbOcW4Brg/Ql+fg/wAiCA64B3F8iOTcCz83A8yoFrBl8HgePj/G3m5ZhcTv9lg25ni15P15ZLWbOzRa+VVp+XHXOu1dmq05dVZFtK+bKU0hr8cgdQNc7brgVOSilPSSnTwGPAx+bAliNSymOz/blzZMd8HJOPAT8efP1j4P5Z/vzJmM7+jbTvl8BmIYRYIFvmBSnlm0DvJG/5GPDvcoAdQJ4QonwB7JgXpJRtUso9g68jwBGgcszb5uWYXE5kg25ni16D0myyR6+VVs/cjjknW3X6snK2x/AQA082Y6kEmkZ83cy5f6j5RAIvCyF2CyG+vEA2zMcxKZVStg2+bgdKJ3ifRwixSwixQwhx/yxtezr7N/yewRt/CCicpe3P1BaATwwuf/1SCFE9B3ZMh2y6Vq4XQuwXQrwghFg51xsbXJZeC7w75kfZdEwuRbJdt7NBr+HS1uxs0Wul1efHvGl1Num0MZcfvhAIIbYAZeP86BtSyqcG3/MNwAJ+ttC2TIObpJQtQogS4BUhxNHBp8f5tuOCmcyOkV9IKaUQYqKelIsGj0cd8JoQ4qCUsmG2bc1yngH+Q0qZEkL8HgMRnNsW2KaFZA8D50VUCHEP8Gtg6VxtTAgRAH4FPCylDM/Vdi4nskG3s0WvZ9GWC0Zp9gWjtHo086bV2abTl5yzLaW8fbKfCyE+B9wLbJaDyTtjaAFGPn1WDX5v1m2Z5me0DP7bKYR4koGlqxmJ9yzYMSvHZDI7hBAdQohyKWXb4HJO5wSfMXQ8TgkhtjLw1Hqhwj2d/Rt6T7MQwgBygZ4L3O552SKlHLndHzCQO7kQzNq1ciGMFFIp5fNCiO8KIYqklN2zvS0hhMmAgP9MSvmf47wlK47JxUY26Ha26PUs2XIpa3a26LXS6hkyX1qdjTp9WaWRCCHuAr4O3CeljE/wtp3AUiHEYiGEi4HiilnrejEThBB+IURw6DUDhULjVvnOMfNxTJ4Gfnfw9e8C50RvhBD5Qgj34Osi4Ebg8Cxsezr7N9K+TwKvTXDTn3NbxuSW3cdATtpC8DTw2cHK7uuA0Ihl5XlDCFE2lI8phLiWAV2b9QehwW38EDgipfzHCd6WFcfkUuJi0e0s0mu4tDU7W/RaafUMmQ+tzlqdlnNcgZlN/wEnGcjT2Tf431C1cgXw/Ij33cNABWsDA8t2c2HLAwzkCaWADuClsbYwUOW8f/C/Q3Nhy3TsmI9jwkA+3avACWALUDD4/fXADwZf3wAcHDweB4EvzOL2z9k/4K8YuMEDeIAnBs+h94C6OTxPp7Ll7wbPh/3A68AVc2THfwBtQGbwHPkC8F+A/zL4cwH8y6CdB5mkS8Mc2/GVEcdjB3DDHNlxEwM5uQdGaMg9C3FMLqf/yALdno5OMg96PV1b5vp4DH7+gmn2NDRyXvR6GnYorZ5nrSZLdVqNa1coFAqFQqFQKOaIyyqNRKFQKBQKhUKhmE+Us61QKBQKhUKhUMwRytlWKBQKhUKhUCjmCOVsKxQKhUKhUCgUc4RythUKhUKhUCgUijlCOdsKhUKhUCgUCsUcoZxthUKhUCgUCoVijlDOtkIxDYQQrwsh7hh8/TdCiO8stE0KhUKhmBil24pswVhoAxSKi4RvAn8lhCgB1jIwelehUCgU2YvSbUVWoCZIKhTTRAjxBhAANkkpI0IIP/BdIA1slVL+bEENVCgUCsUolG4rsgGVRqJQTAMhxFVAOZCWUkYGv/1x4JdSyi+hIiYKhUKRVSjdVmQLytlWKKZACFEO/Az4GBAVQtw1+KMqoGnwtb0QtikUCoXiXJRuK7IJ5WwrFJMghPAB/wn8NynlEeCvGcgDBGhmQLhBXUsKhUKRFSjdVmQbKmdboThPBnP//hlIAm+p3D+FQqHIbpRuKxYC5WwrFAqFQqFQKBRzhFpCUSgUCoVCoVAo5gjlbCsUCoVCoVAoFHOEcrYVCoVCoVAoFIo5QjnbCoVCoVAoFArFHKGcbYVCoVAoFAqFYo5QzrZCoVAoFAqFQjFHKGdboVAoFAqFQqGYI5SzrVAoFAqFQqFQzBH/H6SL4wyzYAyqAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[12, 5])\n", + "fig.suptitle(\"Training Data Coordinates\")\n", + "plt.subplot(1, 2, 1)\n", + "ax = plot_sho(x_train, x_train_noisy, diffs[2][1].smoothed_x_)\n", + "ax.set_title(\"Savitzky-Golay filtered for Smoothed FD method\")\n", + "plt.subplot(1, 2, 2)\n", + "ax = plot_sho(x_train, x_train_noisy, diffs[8][1].smoothed_x_)\n", + "ax.set_title(\"Kalman smoothed\")" + ] + }, + { + "cell_type": "markdown", + "id": "b25b489f", "metadata": {}, "source": [ "### Lorenz system\n", @@ -466,52 +471,42 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, + "id": "8836dd56", "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:09:41.039987Z", - "iopub.status.busy": "2022-07-06T23:09:41.039750Z", - "iopub.status.idle": "2022-07-06T23:09:41.044014Z", - "shell.execute_reply": "2022-07-06T23:09:41.043178Z" - } + "lines_to_next_cell": 2 }, "outputs": [], "source": [ + "\n", + "\n", "noise_level = 0.5" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, + "id": "83cdbcfc", "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:09:41.048536Z", - "iopub.status.busy": "2022-07-06T23:09:41.048231Z", - "iopub.status.idle": "2022-07-06T23:09:41.244831Z", - "shell.execute_reply": "2022-07-06T23:09:41.243652Z" - } + "lines_to_next_cell": 2 }, "outputs": [], "source": [ + "\n", + "\n", "# Generate measurement data\n", "dt, t_train, x_train, x_train_noisy = gen_data_lorenz(noise_level, integrator_keywords)" ] }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:09:41.248445Z", - "iopub.status.busy": "2022-07-06T23:09:41.248209Z", - "iopub.status.idle": "2022-07-06T23:09:41.442458Z", - "shell.execute_reply": "2022-07-06T23:09:41.441152Z" - } - }, + "execution_count": 15, + "id": "caca39a4", + "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -523,39 +518,28 @@ } ], "source": [ - "fig = plt.figure(figsize=(8, 8))\n", - "ax = fig.add_subplot(1, 1, 1, projection=\"3d\")\n", - "ax.plot(\n", - " x_train[:, 0], x_train[:, 1], x_train[:, 2], color=pal[0], label=\"Clean\", **plot_kws\n", - ")\n", "\n", - "ax.plot(\n", - " x_train_noisy[:, 0],\n", - " x_train_noisy[:, 1],\n", - " x_train_noisy[:, 2],\n", - " \".\",\n", - " color=pal[1],\n", - " label=\"Noisy\",\n", - " alpha=0.3,\n", - ")\n", - "ax.set(title=\"Training data\", xlabel=\"$x$\", ylabel=\"$y$\", zlabel=\"$z$\")\n", - "ax.legend()\n", - "plt.show()" + "\n", + "fig = plt.figure(figsize=(8, 8))\n", + "plot_lorenz(x_train, x_train_noisy)\n", + "fig.show()" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, + "id": "83289533", "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:09:41.448635Z", - "iopub.status.busy": "2022-07-06T23:09:41.448396Z", - "iopub.status.idle": "2022-07-06T23:14:29.433278Z", - "shell.execute_reply": "2022-07-06T23:14:29.430961Z" - } + "lines_to_next_cell": 2 }, "outputs": [], "source": [ + "diffs[8] = (\"Kalman\", ps.SINDyDerivative(kind=\"kalman\", alpha=0.0015))\n", + "diffs[10] = (\n", + " \"Kalman, reuse old x\",\n", + " ps.SINDyDerivative(kind=\"kalman\", alpha=0.0015, save_smooth=False),\n", + ")\n", + "\n", "equations_clean = {}\n", "equations_noisy = {}\n", "coefficients_clean = {}\n", @@ -583,14 +567,10 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, + "id": "46679130", "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:14:29.451420Z", - "iopub.status.busy": "2022-07-06T23:14:29.450431Z", - "iopub.status.idle": "2022-07-06T23:14:29.461840Z", - "shell.execute_reply": "2022-07-06T23:14:29.460329Z" - } + "lines_to_next_cell": 2 }, "outputs": [ { @@ -609,9 +589,9 @@ " x2=-2.666 z + 1.000 x y x2=-0.692 1 + -2.616 z + 0.995 x y \n", "-------------------------------------------------------------------------------------------\n", "Smoothed Finite Difference \n", - " x0=-9.999 x + 9.999 y x0=-9.714 x + 9.764 y \n", - " x1=27.992 x + -0.998 y + -1.000 x z x1=26.425 x + -0.533 y + -0.964 x z \n", - " x2=-2.666 z + 1.000 x y x2=-0.907 1 + -2.624 z + 0.998 x y \n", + " x0=-9.999 x + 9.999 y x0=-9.914 x + 9.933 y \n", + " x1=27.992 x + -0.999 y + -1.000 x z x1=27.444 x + -0.845 y + -0.987 x z \n", + " x2=-2.666 z + 1.000 x y x2=-0.745 1 + -2.645 z + 1.004 x y \n", "-------------------------------------------------------------------------------------------\n", "Savitzky Golay \n", " x0=-9.935 x + 9.935 y x0=-9.604 x + 9.651 y \n", @@ -637,31 +617,44 @@ " x0=-1.683 1 + -9.076 x + 9.149 y x0=-1.752 1 + -8.919 x + 9.042 y \n", " x1=28.807 x + -1.369 y + -1.015 x z x1=26.175 x + -0.609 y + -0.954 x z \n", " x2=86.435 1 + -7.282 z + 1.365 x^2 x2=83.111 1 + 0.519 y + -7.134 z + 1.335 x^2\n", + "-------------------------------------------------------------------------------------------\n", + "Kalman \n", + " x0=-9.999 x + 10.001 y x0=-9.948 x + 9.962 y \n", + " x1=28.136 x + -1.042 y + -1.004 x z x1=28.021 x + -1.038 y + -1.001 x z \n", + " x2=-2.674 z + 1.003 x y x2=-0.589 1 + -2.644 z + 1.005 x y \n", + "-------------------------------------------------------------------------------------------\n", + "Smooth FD, reuse old x \n", + " x0=-9.999 x + 9.999 y x0=-9.714 x + 9.764 y \n", + " x1=27.992 x + -0.998 y + -1.000 x z x1=26.425 x + -0.533 y + -0.964 x z \n", + " x2=-2.666 z + 1.000 x y x2=-0.907 1 + -2.624 z + 0.998 x y \n", + "-------------------------------------------------------------------------------------------\n", + "Kalman, reuse old x \n", + " x0=-9.981 x + 9.982 y x0=-9.650 x + 9.700 y \n", + " x1=27.960 x + -1.014 y + -0.998 x z x1=26.752 x + -0.692 y + -0.969 x z \n", + " x2=-2.665 z + 0.999 x y x2=-0.831 1 + -2.609 z + 0.994 x y \n", "-------------------------------------------------------------------------------------------\n" ] } ], "source": [ + "\n", + "\n", "print_equations(equations_clean, equations_noisy)" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, + "id": "5efd645c", "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:14:29.472262Z", - "iopub.status.busy": "2022-07-06T23:14:29.471494Z", - "iopub.status.idle": "2022-07-06T23:14:32.118310Z", - "shell.execute_reply": "2022-07-06T23:14:32.117140Z" - } + "lines_to_next_cell": 2 }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -669,6 +662,8 @@ } ], "source": [ + "\n", + "\n", "feature_names = model.get_feature_names()\n", "compare_coefficient_plots(\n", " coefficients_clean,\n", @@ -681,14 +676,60 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, + "id": "a649820b", "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:14:32.124453Z", - "iopub.status.busy": "2022-07-06T23:14:32.124240Z", - "iopub.status.idle": "2022-07-06T23:15:39.732563Z", - "shell.execute_reply": "2022-07-06T23:15:39.731003Z" + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "eac99578", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.92, 'Kalman smoothed')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAHyCAYAAADIjsICAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOy9d3xje3nn//6qWrJly73OjD29z9xpl86FS02AhGwIvSRLSHazYZPNL6SwyZIsWcqyEJLshiUhAQKhhLIhF5IQAjdcLnD7XHtmXGfcu63e2/n9IR1dWZZsyZbrPO/Xy68ZSUfnfM+RdJ7v5/k+RWmahiAIgiAIgiAIgiDsNww7PQBBEARBEARBEARB2ApE8AqCIAiCIAiCIAj7EhG8giAIgiAIgiAIwr5EBK8gCIIgCIIgCIKwLxHBKwiCIAiCIAiCIOxLRPAKgiAIgiAIgiAI+xIRvIIgCEJRlFL/qJR6e6W3FcpDKfU+pdTnMv8/qJQKKKWMOz0uQRAEQdjtiOAVBEHYZ2TEkP6XUkqFcx6/uZx9aZr2Sk3TPlPpbctBKXVf5jz0c5hSSn1ZKXW1jH1kBeMmxtGulPqUUmpWKeVXSg0opf5AKVW9mf2Wi6ZpE5qm1WialtzsvpRSn1ZKvb8S4xIEQRCE3YgIXkEQhH1GRgzVaJpWA0wAr8557vP6dkop086NsmxmMufjAJ4FDAAPKaXu346DK6UagB8BNuDZmqY5gJcCTuBIhY+1lz4XQRAEQdjViOAVBEG4S8islE4ppX5LKTUH/LVSql4p9YBSalEp5c78vyvnPQ8qpd6Z+f87lFI/UEp9JLPtqFLqlRvctkcp9f3MSul3lFL/u5QVWC3NlKZpvw/8JfChnH1+XCk1qZTyKaWeUEo9P/P8K4DfBV6fWSF+OvP8zyul+jNjuKOU+qU1Dv1fAD/wFk3TxjJjmdQ07T9rmtab2d9zlFKPKaW8mX+fkzO2DqXUN5RSLqXUiFLqF3Nee59S6itKqc8ppXzAOzLX598yY/sXoCln+26llKYL48x1/+9KqYcz239bKZW7/d8ppeYy4/q+UupM5vl3AW8G3pO5Lv+QM9avZr4To0qpd+fs65pS6vHMNZ5XSn10vc9MEARBEHYSEbyCIAh3F21AA3AIeBdpO/DXmccHgTDwZ2u8/15gkLQA+zDwKaWU2sC2fws8CjQC7wPeuoFz+RpwKSek+DHgIunz+1vg75RSVZqm/RPwP4AvZVa5L2S2XwBeBdQCPw98TCl1qcixXgJ8TdO0VKEXMyvA3wT+JHNOHwW+qZRqzGzyRWAK6AB+FvgfSqkX5+zip4CvkF4x/nxm/E+Qvnb/HVgvN/pNmXNoASzA/5fz2j8CxzKvPZnZP5qmfTLz/w9nrsurlVIG4B+Ap4FO4H7g15RSL8/s6+PAxzVNqyW9sv3ldcYlCIIgCDuKCF5BEIS7ixTw3zRNi2qaFtY0bVnTtK9qmhbSNM0P/BHwwjXeP65p2l9k8kc/A7QDreVsq5Q6CFwFfl/TtJimaT8AvrGBc5kBFGmRiKZpn8ucT0LTtP8FWIETxd6sado3NU27nVk1/jfg28Dzi2zeCMyuMZafBIY1TfubzPG/QDrs+tVKqQPAc4Hf0jQtomnaddKr02/Lef+PNE37fxlB3Uz6+vxe5nP6PmkRuhZ/rWnakKZpYdIi9GLOef6Vpml+TdOipJ0LF5RSdUX2cxVo1jTtDzOfzR3gL4A3ZF6PA0eVUk2apgU0TfvxOuMSBEEQhB1FBK8gCMLdxaKmaRH9gVLKrpT6v0qp8Uw47fcBpypeAXhO/4+maaHMf2vK3LYDcOU8BzBZ5nlAegVSAzwASqn/LxOi7FVKeYA6ckKB81FKvVIp9eNMmLEH+Ik1tl8mLdiL0QGM5z03nhmjfr7+Aq/p5J5/B+DWNC2Yt/1azOX8P0TmM1FKGZVSH1RK3c58vmOZbYqd5yGgQynl0f9Ih4PrTo1/DxwHBjJh269aZ1yCIAiCsKOI4BUEQbi70PIe/wbpVdB7M2GqL8g8XyxMuRLMAg1KKXvOcwc2sJ/XAk9qmhbM5Ou+B/g5oF7TNCfg5ZnzWHHeSikr8FXgI0BrZvtvUfy8vwO8NhPyW4gZ0mIxl4PAdOa1BqWUo8BrOrnjmwXq1crqzweLHHc93kQ6XPolpB0A3ZnnC14X0sJ7VNM0Z86fQ9O0nwDQNG1Y07Q3kg6P/hDwFbXNVaoFQRAEoRxE8AqCINzdOEjn7Xoyeaj/basPqGnaOPA48D6llEUp9Wzg1aW8V6XpVEr9N+CdpFcfIX0eCWARMCmlfp90bq7OPNCdI1gtpEOeF4GEShfUetkah/5oZn+fUUodyoylUyn1UaXUedJi+bhS6k1KKZNS6vXAaeABTdMmgR8CH1BKVWW2//dAwSJdOdfnDzLX53mlXp8COIAo6RVqO+lc5lzmgcM5jx8F/Cpd2MyWWSE+qzItoJRSb1FKNWdCrz2Z9xTMaxYEQRCE3YAIXkEQhLubPybdamcJ+DHwT9t03DcDzyYtxN4PfIm0MCtGh1IqAARIF6c6B9ynadq3M6//M+mxD5EO/42wMkz47zL/LiulnsyEF7+bdL6rm/RKaNE8Yk3TXMBzSOewPqKU8gP/SnoVeUTTtGXSBbB+I3NO7wFepWnaUmYXbyS9ujoDfJ10HvV31jjfN5Eu+uUi7YT47BrbrsVnSV+PaeAW6c84l08BpzPhy/8vk2/9KtI5wKOkvxd/SXp1GOAVwM3MZ/Fx4A2ZvGFBEARB2JUoTcuPZhIEQRCE7UUp9SVgQNO0LV9hFgRBEATh7kFWeAVBEIRtRyl1VSl1RCllUOk+uT8F/L8dHpYgCIIgCPsM004PQBAEQbgraSPdR7eRdH/a/6Bp2lM7OyRBEARBEPYbEtIsCIIgCIIgCIIg7EskpFkQBEEQBEEQBEHYl4jgFQRBEARBEARBEPYlIngFQRAEQRAEQRCEfYkIXkEQBEEQBEEQBGFfIoJXEARBEARBEARB2JeI4BUEQRAEQRAEQRD2JSJ4BUEQBEEQBEEQhH2JCF5BEARBEARBEARhXyKCVxAEQRAEQRAEQdiXiOAVBEEQBEEQBEEQ9iUieAVBEARBEARBEIR9iQheQRAEQRAEQRAEYV8iglcQBEEQBEEQBEHYl4jgFQRBEARBEARBEPYlIngFQRAEQRAEQRCEfYkIXkEQBEEQBEEQBGFfIoJXEARBEARBEARB2JeI4BUEQRAEQRAEQRD2JSJ4BUEQBEEQBEEQhH2JCF5BEARBEARBEARhXyKCVxAEQRAEQRAEQdiXiOAVBEEQBEEQBEEQ9iUieAVBEARBEARBEIR9iQheQRAEQRAEQRAEYV8iglcQBEEQBEEQBEHYl4jgFQRBEARBEARBEPYlIngFQRAEQRAEQRCEfYkIXkEQBEEQBEEQBGFfIoJXEARBEARBEARB2JeI4BUEQRAEQRAEQRD2JSJ4BUEQBEEQBEEQhH2JCF5BEARBEARBEARhXyKCVxAEQRAEQRAEQdiXiOAVBEEQBEEQBEEQ9iUieAVBEARBEARBEIR9iQheQRAEQRAEQRAEYV8igneHUEr9o1Lq7Rt43zuUUj/YijGVi1LqfUqpz23Bfm1KqX9QSnmVUn+nlHqzUurbOa9rSqmjlT5uiWPrzhzfVOT1E0qp60opv1Lq3ds9vu2kkp+DUupBpdQ7K7GvnaaS56KU+rRS6v2V2JcgCMJeQik1ppR6yU6PYzdSybngevMaQdgPiOBdB6XU85RSP8yIL5dS6mGl1NXN7lfTtFdqmvaZzDF2RMSqNP9JKdWrlAoppeYyk/U3bPdY8vhZoBVo1DTtdZqmfV7TtJcV2nAXCoL3AN/TNM2hadqfbHZnSimnUuqvMp+NXyk1pJT67QqMs9xx7JggzThW4kqpQM7fe3LGFclcG59S6gml1G8rpazbOLaKO30EQRD2A/miVSn1BqWUWyn1wp0c115CBKkgbB4RvGuglKoFHgD+FGgAOoE/AKI7Oa4K8ifArwG/ATSSPr//CrxiB8cEcAgY0jQtsdUH2gIDcgi4WcGxfAyoAU4BdcBrgJENj27v8iVN02py/j6c89p/0jTNAbST/i6/AfiWUkrtyEgFQRCEVWSi2v438JOapv3bTo9HEIS7BxG8a3McQNO0L2ialtQ0Laxp2rc1TesFUEodUUp9Vym1rJRaUkp9XinlzLz2W0qpr+TuTCn1caXUn2T+/6BS6p1KqVPAJ4BnZ1auPEqpjrzVrJBSSis0QKXU/1RK/UAp9Xal1BN5r/0XpdTfF3nfceA/Am/QNO1fMueW1DTtB5qmvSNnuw6l1Dcyq9sjSqlfLHaxMuHHc5nV8O8rpc5knr+qlJpXShlztv0ZpdTTBfbxB8DvA6/PnPu/L7YCrpR6F/Bm4D2Zbf8hZ8xfVUotKqVGVU5ocWZF7itKqc8ppXzAO5RSdUqpTymlZpVS00qp9+tjVUoZlVIfyXy+d4CfXOP8vwu8CPizzHiOZ/b92cxYxpVS/1UpZchs/w6Vjhj4mFJqGXhfgd1eBf5W0zS3pmkpTdMGNE37Ss4xNaXUf1RKDWdWOf975nv5w8yK55eVUpac7X8x8zm6Mp9rR85rz1FKPZb5/B5TSj0n8/wfAc/POa8/yxnfSzLH9iil/neuyFRK/YJSqj/jzf9npdShnNdeqpQayBzrz4BNi1NN04Kapj1I2inwbIp8ViodFfB/VDqtIJD5DNqUUn+cGeuAUuqenO0Lfp+UUq8Afpdnvqu53+dDmf36lVLfVko15ezvNUqpm5lr9qBK3wP01+5RSj2Zed+XgKrNXhdBEISdRin1S8D/Al6uadoPM88VnUMVeP/7VHqO8bnM/bEvY2N/Rym1oJSaVEq9LGf7n8/YH79S6k7m+Ppr9ymlppRSv5F576xS6ufXGPs7MvvwZ2zAm3Oe1224J7PNczLPT2b2/fac/aw1HzBkHo9n3vdZpVRd5q3fz/zrydiaZ+fs8yMZuzWqlHpl3rE2Pa8RhH2DpmnyV+QPqAWWgc8ArwTq814/CrwUsALNpG9Kf5x57RAQAhyZx0ZgFnhW5vGDwDsz/38H8IM1xvF54Au525J2VvwF8M+APTMGF3Aq531PAf+uyD5/GRgr4Rp8H/g/pCfeF4FF4MWZ194HfC5n218AHJmx/DFwPee1W8Arcx5/HfiNIsfM3++K6wNowNHM/z8NvD/nNQPwBGnRbAEOA3dIG1l933HgpzPb2jJj+b9ANdACPAr8Us51GgAOkF7l/17m+KYiY89+rpnHnwX+PnNduoEh4N/nnFcC+FXABNgK7O8vSa8Y/zxwrMDrWmb/tcAZ0tEH/5o577rMdX97ZtsXA0vApcxn9KfA9zOvNQBu4K2Zsbwx87ix0HnlHPsBwAkczHw3XpF57adIr0SfyuzvvwI/zLzWBPhJh66bgV/PXId3FrmmK74Pa13vvO/th4q859OZ63CZ9Pf6u8Ao8DbSv9P3kw5Lh9K+T58rMKbbpB1mtszjD2ZeOw4ESd83zKRD4Ecy+7YA45nrYc5cnzg532/5kz/5k7+99AeMAV8F5oELea8VnUPlvPclmf+/D4gAL8/YlM9m7tvvzdwvfxEYzXnvTwJHSDtTX0h6PnYp89p9GZvzh5n3/kTm9foC468GfMCJzON24Ezm/+/I7Ofnc2zHBOlVbCvwsoytq8lsv9Z84BcytuAw6aiurwF/k3mtm7x5R+bY8cx5G4H/AMwAKvN6xeY18id/++Fvxwew2/9IT9g/DUxlbmzfAFqLbPvTwFM5j38AvC3z/5cCt3Nee5ASBC/wW6Qn3LacbR8BvkTaiFhytv1z4I8y/z9DWrBYi+z3vwI/zntuCvCQNiqHMjfDJBnRntnmA8CnM/9/H8WFiDNzA63LOY/PZ/7fQNq4tBd574r95l8f1ha89wITefv7HeCvc/b9/ZzXWkmLRFvOc2/kGcHzXeCXc1572VqGIe9zNQIx4HTO678EPJhzXhOF9pOzvY30KuITpI3bCCsdBxrw3JzHTwC/lfP4f/GME+ZTwIdzXqvJ7LObtNB9NO/YPwLekX9eecd+Xs7jLwO/nfn/P5Ix5JnHhsxnfoi0sPxxzmuK9HdvLcEbI/3d1P86io0r8/wXgb8osr9P575G2uHQn/P4HOAp4/tUSPD+15zH/xH4p8z/fw/4ct51mSY9AXsBOROWzOs/RASv/Mmf/O3RP9Ki1Uda6BnW2fanWTmHGmOl4P2XnNdeDQQAY+axI2OTnEX2/f+A/5z5/31AmJUCcoHMgkTe+6ozNuffkeeUJm3Dh3Men8uMoTXnuWXSiwXrzQf+FfiPOa+dIG2fTRQXvCM5j+2Zbdqo8LxG/uRvP/xJSPM6aJrWr2naOzRN6wLOAh2kVy9RSrUqpb6YCRfxAZ8jvXql87ekbzIAb8o8LplMeMp/Bn5a07RwzktHSa+g/YGmabGc5z8DvCkTVvpW0hPrqEpXOdbDo/8xs+0yaU9l7rl2ZcZvJS1COgCXpmn+nM3GSef65o/VqJT6oFLqduZajGVe0q/H54BXK6WqgZ8DHtI0bbac61Eih4COTHiRRynlIS0YW3O2mczb3gzM5mz/f0l7RCF9DXK3Hy9jLE2Zfee+J//6TbIGWjrU/H9omnaZdJ71l4G/U0o15Gw2n/P/cIHHNZn/d+SORdO0AOnvQWf+a0XGWoi5nP+Hco51CPh4zjV1kf5O6cfKnremaRrrXAfS32Vnzt/MOtt3Zo5ZjFKvWSnfp0IUuy75n0GK9Lnr12U6cz10yvm+CYIg7Eb+A+nolr/MzE+AkuZQ+eTfp5c0TUvmPIbMvVYp9Uql1I9VOn3HQ3oVN3ffy9rKOiG59+ksmqYFgdeTXhWdVUp9Uyl1co0xoWlaIXuy3nwg3waPkxa7a9marJ3RNC2U+W8NWzuvEYQ9iQjeMtA0bYD06tDZzFP/g7RX7JymabXAW1iZi/h3wH1KqS7gtRQXvFr+E0qpE6QF7M9pmpYvBvpJh9D8Y2Y7fXw/Ju1BfD5pgf03mec/rz1T7EfP8fgu0KWUurLGKc8ADUopR85zB0mvSOXzJtIi/CWkQ2m79VPJjGGa9Irhz5AW43+zxnHLIf/aTZIOa8oVRw5N036iyHsmSXtCm3K2r9U07Uzm9VnSK906B8sY2xJpD+2hvPfnXr9Vn30xNE3zkf7OVQM9ZYxDZyZ3LBnnQ2NmPCteKzDWkseZYZJ0+FTu52DT0rlbK65pZgJ0oNiOykUpdYB0uPJDFdjdet+ncq9L/megn/s06evSmTshpLzvmyAIwm5kHrif9Nzk/+Q8v94cakOodJX+rwIfIb3a6gS+tdF9a5r2z5qmvZT0IsEA6XSycllvPpBvgw+SjiqcZ2P2d6vmNYKwJxHBuwZKqZOZogZdmccHSK/Y/jiziYN0SI1XKdUJ/Gbu+zVNWyQd3vjXpCfN/UUONU9afFoyx6klHf7zXk3TCrYr0jTtC6RXmr6jlDqS89JngT8D4sXem3n/IGmP3xdVuoCQLVPQ4Dk520ySDqn8gFKqSil1Hvj3pL2w+ThI32CXSYfW/I8C23yWdM7iOdL5KZVgnnTOi86jgF+li4bZMivPZ1WRVlKZVeZvA/9LKVWbKRxxRD3TMuHLwLuVUl1KqXqg5JZAGc/zl4E/Uko5VLpo03+h8PUriFLq91S66JdFKVVFesXfAwyWuo8cvgD8vFLqYmZC8D+ARzRNGyM9GTiulHqTUsqklHo9cJp0ji6svs7r8Qngd9QzhcvqlFKvy7z2TeCMShcuMwHvJh2GtSmUUvbM5/b3pL8H39rsPln/+zQPdKtM4ZES+DLwk0qp+5VSZtJVpaOkf2c/Ij3BebdSyqyU+hngWgXOQRAEYUfJROXcD7xCKfWxzNNrzqE2gYV0pNoikMhEyxVsbbgemVXon8o4iKOZ8abK3U8J84EvAL+ulOpRStWQts9fyqxCL2aOWZIN3sp5jSDsVUTwro2fdA7fI0qpIGmhe4P0JBXSLYouAV7Sk/hCIu5vSa96rhXO/F3ShYnmlFJ6UaETwMdyQpED+W/S0n18/xD4rlKqO/P035BegS5FVP0K6dZEHyUd/jkF/HfS4TsTmW3eSHq1doZ0EYT/pmnadwrs67Okw2KmSRdK+nGBbb5O2oP59Zzwm83yKeB0Jmzn/2WMyqtI58yMkvaq/iXpVedivI20gbxFOu/5KzwT7q0XBnsaeJLyhfqvki5SdId0TvffAn9Vxvs10g6TJdKfwUtJt3RY9X1Yd0fpz+33SHu+Z0kX9HhD5rVl0tftN0g7Ld4DvErTtKXM2z8O/KxKV4Nct7+wpmlfBz5E2qHiI/27eWXmtSXgdcAHM8c6Bjxc7vnk8GdKKT9p8fnHmfN7RSZceFOU8H36u8y/y0qpJ0vY3yDpVYw/zezr1cCrNU2LZdITfoZ0bpaL9O+wUo4hQRCEHUXTtAnSxRN/Vin1AUqbQ23kOH7SjtQvk7bpbyJdf2UjGEgL0xnS9+UXkg7R3ghrzQf+ivT87fukbU0ks70ervxHwMOZuc6zSjjWVs5rBGHPoVdzE/YJSikb6eILlzRNG97p8eSjlLpNOtS1kGgWBEEQBEEQBEGoGLLCu//4D8Bju1Ts/jvSK5bf3emxCIIgCIIgCIKw/zHt9ACEyqGUGiNdlOGnd3Ykq1FKPUg6J/StlQg1FQRBEARBEARBWA8JaRYEQRAEQRAEQRD2JRLSLAiCIAiCIAiCIOxL1gtpluVfQRAEYafZdG9OIYvYdUEQBGGn2Va7Liu8giAIgiAIgiAIwr5EBK8gCIIgCIIgCIKwLxHBKwiCIAiCIAiCIOxLRPAKgiAIgiAIgiAI+xLpwysIglAm8XicqakpIpHITg9lX1FVVUVXVxdms3mnhyIIgiDcRYhd3xp2i11frw+vVHMUBEHIY3R0FIfDQWNjI0pJAeFKoGkay8vL+P1+enp68l+Wi1w5xK4LgiDkIXa98uwmuy4hzYIgCGUSiUTEKFYYpRSNjY3iXRcEQRC2HbHrlWc32XURvIIgCBtAjGLlkWsqCIIg7BRigyrPbrmmIngFQRAEQRAEQRCEfYkIXkEQhD3K3Nwcb3jDGzhy5AiXL1/mJ37iJxgaGuLs2bM7PTRBEARBEMpE7PrWIFWaBUEQ9iCapvHa176Wt7/97Xzxi18E4Omnn2Z+fn6HRyYIgiAIQrmIXd86ZIVXEARhD/K9730Ps9nML//yL2efu3DhAgcOHMg+TiaT/OZv/iZXr17l/Pnz/N//+38BCAQC3H///Vy6dIlz587x93//9wCMjY1x6tQpfvEXf5EzZ87wspe9jHA4vL0nJgiCIAh3IWLXtw5Z4RUEQdgEy2//+S3bd+Nn/rroazdu3ODy5ctrvv9Tn/oUdXV1PPbYY0SjUZ773Ofyspe9jAMHDvD1r3+d2tpalpaWeNaznsVrXvMaAIaHh/nCF77AX/zFX/BzP/dzfPWrX+Utb3lLRc9LEARBEHYrYtf3HyJ4BUEQ9inf/va36e3t5Stf+QoAXq+X4eFhurq6+N3f/V2+//3vYzAYmJ6ezoZM9fT0cPHiRQAuX77M2NjYDo1eEARBEIRcxK5vDBG8giAIe5AzZ85kDV4xNE3jT//0T3n5y1++4vlPf/rTLC4u8sQTT2A2m+nu7s72ybNardntjEbjXRn6JAiCIAjbjdj1rUMEryAIwiZYKzxpK3nxi1/M7/7u7/LJT36Sd73rXQD09vbi9Xqz27z85S/nz//8z3nxi1+M2WxmaGiIzs5OvF4vLS0tmM1mvve97zE+Pr4j5yAIgiAIuw2x6/sPKVolCIKwB1FK8fWvf53vfOc7HDlyhDNnzvA7v/M7tLW1Zbd55zvfyenTp7l06RJnz57ll37pl0gkErz5zW/m8ccf59y5c3z2s5/l5MmTO3gmgiAIgiCIXd86lKZpa72+5ouCIAh3I/39/Zw6dWqnh7EvKXJt1U6MZZ8idl0QBCEPsetbx26w67LCKwiCIAiCIAiCIOxLRPAKgiAIgiAIgiAI+xIRvIIgCIIgCIIgCMK+RASvIAiCIAiCIAiCsC8RwSsIgiAIgiAIgiDsS0TwCoIgCIIgCIIgCPsSEbyCIAh7EKUUv/Ebv5F9/JGPfIT3ve99a77nE5/4BJ/97Ge3eGSCIAiCIJSL2PWtQwSvIAjCHsRqtfK1r32NpaWlkt/zy7/8y7ztbW/bwlEJgiAIgrARxK5vHSJ4BUEQtgFfOM7EchBfOF6R/ZlMJt71rnfxsY99bNVrY2NjvPjFL+b8+fPcf//9TExMAPC+972Pj3zkIwD8yZ/8CadPn+b8+fO84Q1vIJVKcezYMRYXFwFIpVIcPXo0+1gQBEEQhGcQu753EMErCIKwxfjCcf715hyP3VnmX2/OVcw4/sqv/Aqf//zn8Xq9K57/1V/9Vd7+9rfT29vLm9/8Zt797neveu8HP/hBnnrqKXp7e/nEJz6BwWDgLW95C5///OcB+M53vsOFCxdobm6uyFgFQRAEYb8gdn1vIYJXEARhi/GEYqQ0jZbaKlKahicUq8h+a2tredvb3saf/MmfrHj+Rz/6EW9605sAeOtb38oPfvCDVe89f/48b37zm/nc5z6HyWQC4Bd+4ReyuUB/9Vd/xc///M9XZJyCIAiCsJ8Qu763EMErCIKwxTjtFgxKseCLYFAKp91SsX3/2q/9Gp/61KcIBoNlve+b3/wmv/Irv8KTTz7J1atXSSQSHDhwgNbWVr773e/y6KOP8spXvrJi4xQEQRCE/YLY9b2FCF5BEIQtptZm5v4zbVw93Mj9Z9qotZkrtu+GhgZ+7ud+jk996lPZ557znOfwxS9+EYDPf/7zPP/5z1/xnlQqxeTkJC960Yv40Ic+hNfrJRAIAPDOd76Tt7zlLbzuda/DaDRWbJyCIAiCsF8Qu763EMEr7Dk0TSORSBAIBIhGoySTSTRN2+lhCcKa1NrMHGysrqhR1PmN3/iNFVUd//RP/5S//uu/5vz58/zN3/wNH//4x1dsn0wmectb3sK5c+e45557ePe7343T6QTgNa95DYFA4K4NexIEYWdIJBIEg0EikQiJRELsurDrEbu+d1Dr3FDkbiPsKjRNIxaLkUgkiMViKKWAdO8yk8mU/TMYDNnXBKHS9Pf3c+rUqZ0expbw+OOP8+u//us89NBDO3L8ItdWfsyVQ+y6sKvQndiJRIJoNIqmaVn7nWvXjUaj2HVhyxC7vnXsBrtu2s6DCcJmSCaTxONxNE3DYDBk/yBtMOPxOPF4nLm5Oerr66mpqcFsNmM0GkUAC0IJfPCDH+TP//zPsxUdBUEQtpJUKkU8HieVSqGUWmGrNU0jmUySSCRwu90YDAYaGxsxm83i2BaEEhG7nkZWeIVdT673VymFUiprJAsZu/7+fjo7O6murs4+p5TKGkkRwMJm2c+e4J1mN3iC9zli14UdRxez8Xi6lYvBYMhGcBWyzVNTUyilaG9vz4Y6K6UwGo0igIWKIHZ969gNdl1WeIVdTb73txRjpm+Tm5ivG9JoNAqkjatuJE0mU8n7FgRBEARh4+gRWclksmy7rkd16fvRV4D1bSS1SRCEQojgFXYl+d7fcgSpUmpVsQvdE5y7f10A6/s2m83ZEGgRwIIgCIJQWVKpFLFYLJunW45dT6VSq57Lfb8eDZY7bxABLAgCiOAVdiGFQpjzCQaDLC4uUl9fj91uL9uI5QpgXRzHYjFisXTjcIPBgMlkWpEDLAiCIAhC+eTb9UI2NRaLMTU1RV1dHTU1NWXb3UICWK/tob+eb9dFAAvC3YEIXmFXsZ73V9M0pqenGR8fp6WlhTt37hAKhaiurqa+vp76+vrsdqWSHwItAlgQBEEQKoMeUbVWapLL5aK/v5/m5mamp6fx+/1YrdYN23UoHNmVL4Cltocg3B3IrF3YFWiaRjAYxOfzARQ0PIlEgt7eXtxuN1evXuXgwYOcO3eOa9eu0d3dTSqVYmRkhIWFBUZHR5mdnSUcDpc9Ft0gG43GFeI2Fotlx+jz+QiHw9n8YkHYCf7oj/6IM2fOcP78eS5evMgjjzyyJccZGxvjb//2b7OPP/3pT/Of/tN/2vD+HnzwQV71qldVYmiCIOxiotEoLperqNjVNI2RkRFGRka4dOkShw4d4tSpU1y7do3jx49jMpmYmJhgdHSUmZkZJicnCQQCG+rRm2vX9dSlfLseCoWydl36AAs7gdj1rUFWeIUdR/f+zs7Okkwm6e7uXrWN1+vl5s2bdHd309HRkX0PpI1YTU0NNTU1HDhwgKGhIaqrq4nH4wwNDRGNRnE4HFlPsdVqLWt8hVaANU0jGo3i8XjweDx0dnau8hQLwlbyox/9iAceeIAnn3wSq9XK0tJS9jdRaXTD+KY3vWlL9i8Iwv5CD2H2er2Mj49z/vz5VdtEIhF6e3upr6/nypUrWQGqY7PZsNlsdHR0MDs7SzAYxGAwMDY2RjAYpLq6GqfTWZHUJn3MsViMSCTC+Pg4R44cWRHZJbU9hK1G7PrWIbNyYUdJpVJEo1FSqVRBkahpGmNjY/T393PhwgU6OjrW3afBYMBms3Hw4EEuXLjAlStX6OjoIBKJcOvWLR599FEGBgaYn5/f0I1Ezz8yGo2kUqmstzkajWY9xX6/n0gkku0bLAiBmJ+ZwDSBmL8i+5udnaWpqSnrwGlqaqKjo4Pu7m5+53d+h4sXL3LlyhWefPJJXv7yl3PkyBE+8YlPAOnf1W/+5m9y9uxZzp07x5e+9KU1n//t3/5tHnroIS5evMjHPvYxAGZmZnjFK17BsWPHeM973pMd17e//W2e/exnc+nSJV73utcRCAQA+Kd/+idOnjzJpUuX+NrXvlaRayAIwu5DT01KJBJFnb8LCws88cQTHDlyhGPHjq3rJNY7K3R2dnL27NlsZBfAnTt3ePTRR7l58yYzMzOEw+FNrQCbTCbcbjewMrLL7/evWAEWBLHre8euywqvsCMUKmCRX105FovR19eH3W7n2rVrZa2a5u7HYDBQV1dHXV1dNvTZ5/PhdruZnp4mmUxSV1dHfX09TqcTs9lc9vnkt0pIpVJEIpFsLnJur0DdUyzcPQRifn4w/QNSWgqDMvC8zudRY3Fsap8ve9nL+MM//EOOHz/OS17yEl7/+tfzwhe+EICDBw9y/fp1fv3Xf513vOMdPPzww0QiEc6ePcsv//Iv87WvfY3r16/z9NNPs7S0xNWrV3nBC17AD3/4w4LPf/CDH+QjH/kIDzzwAJAOfbp+/TpPPfUUVquVEydO8Ku/+qvYbDbe//73853vfIfq6mo+9KEP8dGPfpT3vOc9/OIv/iLf/e53OXr0KK9//es3fU0FQdhdFOquYDAYVojDVCrF4OAgoVCIq1evYrFYStp3/vwgN7Krq6sLTdMIBAK43W6Gh4eJRCLU1NRkI7uqqqrKPh8pbimshdj1vWXXRfAK206xAha5Bm15eZmBgQGOHTtGS0tLWftfT0waDAacTidOp5Oenh6SySRerxePx8PExASapq0QwCZTeT+TQpUidQGsIwL47sIX85HSUjTZmlgKL+GL+TZtGGtqanjiiSd46KGH+N73vsfrX/96PvjBDwLwmte8BoBz584RCARwOBw4HA6sVisej4cf/OAHvPGNb8RoNNLa2soLX/hCHnvssaLP19bWrjr+/fffT11dHQCnT59mfHwcj8fDrVu3eO5znwukJ4fPfvazGRgYoKenh2PHjgHwlre8hU9+8pObOn9BEHYPxXrr5tq2YDBIX18fbW1tnDx5sqDd26gtVEpl73MHDx7MRl+53W4GBgaIxWJbktqUL4AltenuQez63rLrIniFbSW/R16ucdP77A0PD+N2u7l8+fKGvbLlhDMZjUYaGhpoaGjIjtHr9eJ2uxkfH0fTtGyeUF1dnQhgoWxqLbUYlIGl8BIGZaDWstrQbASj0ch9993Hfffdx7lz5/jMZz4DkJ3MGQyGFRM7g8FAIpGoyLFz92s0GkkkEmiaxktf+lK+8IUvrNj2+vXrFTmmIAi7j7W6K+j2eGZmhrGxMc6cOZOdUJdDuXbdYDBQW1tLbW0thw4dIpVK4ff7cbvd3Lp1i0QiQW1tbdaxXepKc+548u26ntoUjUazYxABvH8Ru369IsfcLuTXJ2wLue0AckOYc4nH40xPT6OU4urVqxsSu5XAZDLR2NjI0aNHuXz5MhcvXsTpdOJyubh+/TpPPPEEt2/fzlae3EirBD0HWDeCqVSKcDhMIBDA6/Vmc4D1m42wt6mxOHhe5/O42HKxImFPAIODgwwPD2cfX79+nUOHDpX03uc///l86UtfIplMsri4yPe//32uXbtW9HmHw4Hfv36O0rOe9SwefvhhRkZGgPSKztDQECdPnmRsbIzbt28DrDKcgiDsPfTUpFyBl2/Xk8kkHo+HxcVFrl27tiGxC+UL3nz01Kbu7m7uueceLl++TEtLC4FAgBs3bvDYY48xNDTE4uLihsRDIbueW9sj165LbY/9gdj1vWXXZYVX2HJSqVS2yEOxKofz8/PcuXOH+vp6jh49uqnjbdYw5mMymWhqaqKpqQlIC3OPx8PS0hIul4tEIsHo6ChOp5O6urqyvbj6NdHfp68Ah8Ph7LUymUzZP1kB3pvUWBwVMYg6gUCAX/3VX8Xj8WAymTh69Cif/OQns/k4a/Ha176WH/3oR1y4cAGlFB/+8Idpa2sr+nxjYyNGo5ELFy7wjne8I9sXM5/m5mY+/elP88Y3vjE7CX7/+9/P8ePH+eQnP8lP/uRPYrfbef7zn1+SoRUEYXdSSm9dn89Hb28vFouF8+fP7yq7ZTAYVvT41VOb3G43ExMTBINBhoeHJbVJWBOx63vHrqt1hIG4oIQNk1/AopAQTCaTDA4OEolEaG9vx+/3c/z48ZL2HYvFChqIsbEx7HZ72bm/G8Hv9zM+Pk5zczMejwefz4fJZMoaUofDsekwJj1UKpVK4XK5MJvNNDQ0ZAtliKHcfvr7+zl16tROD2NfUuTayhe8cohdFzbFWiHMkLZZExMTzMzMcPLkSUZGRrh69eq6+13Lri8vL+PxeDhy5EjFzmMtHn30UY4cOYLb7cbj8aCUytb+cDqdK9oZbQTdrmuaRjAYJBgM0t7eLgJ4BxG7vnXsBrsuK7zCllCsgEUugUCAvr4+Ojo6OHXqFMvLy3syzEcvBNDa2gpANBrF7XYzMzOD3+/HarVmc4AdDseGegXqK8ChUAibzUYymVwRdqVXijSZTAXDygRBEARhMxTqrpBPLBbjxo0bVFVVce3atQ2l/ax1/O1CKUVjYyONjY3AM5FdLpeLO3fuYDQas3a9tra2bAGcOy+Kx+MEg0FZARaELUQEr1Bx1vP+AkxPTzM+Ps7Zs2ezleIqFYpc6ZDmcrFarbS1tdHW1gZAJBLB7XYzNTVFIBCgqqoqGyZVU1OzIQGc3wYpVwArpVaEQIsAFgRBEDZDKalJekGoo0ePZh3A+irmZtlpG2Y2m2lubqa5uRlIi1S3283CwgIjIyOYTKYVAngjqU2F2hvmpjaJABaEjSOCV6gYpXh/E4kEt27dAuDatWsr8mL2quBd71hVVVW0t7fT3t6OpmmEw+FsC6RAIIDdbs+GQNvt9g2vAOeOJ78atgjgyqM7dITKsRcjPARhP1Oot26hEGa9kOOlS5ew2WzZ1/aqXV8Ps9lMS0tLNnUqFovhdruZm5tjaGgIi8WyIrJLanvsDcSuV57d8rsVwStUhFIKWHi9Xm7evMmhQ4fo7Oxc9fpuM2ilsBFxarfbsdvtdHR0oGkaoVAIt9vNnTt3CIVCVFdXZwWwzWZbJWZLOUb+e/QK2frrIoA3R1VVFcvLyzQ2Nsq1qxCaprG8vLxj1dkFQVhJvhO70L0uEonQ19eH0+nkypUrq4RdOXZdP8ZeFB0Wi2VFalMkEsHj8axIbdLt+kYju/IFsO6IyBXAktq0ccSuV57dZNdF8AqbRjeIaxWwGB8fZ3Z2lgsXLlBdXV1wP3oZ/82yl4SzUorq6mqqq6vp6urKFrBwu92MjIwQDodxOBxZT7H+nnKPkZtfVEgA5/cKlJv92nR1dTE1NcXi4uJOD2VfUVVVRVdX104PQxDuekoJYV5YWGB4eJiTJ09mc13z2a8rvOtRVVW1IrUpHA5nK0AHAgFsNltWAKdSqbL3X0wA587FRACXh9j1rWG32HURvMKGKbWARV9fH3a7nXvvvXfdsJ670TDmopSipqaGmpoaDhw4gKZpBAIB3G43Q0ND+P1+qqurSSaT1NfXr2gSXs4x8gVwLBYjGo1mjahuJE0mU9HJzt2M2Wymp6dnp4chCIJQUfJXDgvZ7FQqxdDQEMFgkKtXr2KxWIrur1K2Yy/bdQCbzYbNZstGdukCeGxsDJ/Ph8FgyK4CVyq1SWp7lIfY9f2NCF5hQ5Ti/XW5XPT393Ps2LGSWgRVaoV3P6GUwuFw4HA4OHjwYLY6ZCQSob+/n1gsRm1tbdZTvNbEY61jFBPAfr8/W61Sb4MkAlgQBGH/UUpqUjAYpK+vj7a2Nk6cOLFttmA/2Zzc1KbOzk4WFxdZXl4GyKY21dTUZItb5qc2lXqMYrU9YrEYPp+P9vZ2EcDCXYMIXqEsSumtq2kaIyMjuN1uLl++XHLs/l4NfdpukW6327OVIlOpFD6fD7fbzfT0NMlkkrq6umwItNlsLnv/uQI4FAqhaRoOh4NYLAakP3M9VEoPgRYEQRD2LqV0V5iZmWFsbIwzZ85QV1e37WPcrw5xpRQWi4Wurq5salMgEMDj8TAyMkIkEskK4Pr6+g3lQ+Z+polEApfLRVNT06raHrl2XQSwsJ8QwSuUTCm9dSORCL29vTQ0NHD16tWyb5gbyWXJRylVkf2UeqztJveYBoMBp9OJ0+mkp6eHZDKZFcBTU1Mkk8ms+HU6nSuqYpdzPF0A6xOOWCwmAlgQBGGPU2p3hf7+flKp1KruCtvFXg9pLofcyC49tcnv9+N2uxkcHCQajeJwOLICuNzUJt2pIbU9hLsJEbxCSZTi/dULWJw6dYqGhoayj1GOUEqlUiwuLlJbW7srqr/tFoxGY9YIAiSTSTweDx6Ph/HxcTRNywrgurq6dScumqat+Fxy+wHqr4MIYEEQhL1GKSHMPp+PGzducPDgQTo7O7dU9OgVXa1WK9XV1QULYO5H1jsvpRS1tbXU1tZy6NAhUqlUVgDfunWLeDxOXV1d1rG9XmpToSrYa6U2QdquS20PYS8jgldYE03TiEQipFKpouIllUoxODhIKBRat4DFWpTqwQ2FQvT29lJdXc3MzAyxWGzFzf5u8gSvh9FopLGxMVtBM5FI4PF4cLlcjI6OopRaIYBzDR6UZoj14+jb64YyVwDne4oFQRCEnSMajZJIJLIrd4XE5eTkJNPT05w/f56ampotHU88HufGjRtAek6Rm8daX1+/78VVOednMBioq6ujrq6O7u5uUqkUXq8Xj8eTjezKnRNtNrUJihe3lNoewl5BBK9QFP0G19fXR09PD7W1tau2CQaD9Pb20t7ezsmTJzd1wyslFHlubo47d+5w+vTpbCGH3DzWqakpIpEIVqsVm8224TDe/YrJZKKpqYmmpiYgPcnweDwsLS1x+/bt7Aqx0+nM5miV85kWKpShaRrRaDTrKTYajVkjqXuKBUEQhK1HD2EeHR3FbDYXbBcSi8W4efMmVquVa9eurXKEVhqv18vNmzc5fPgwDQ0NWUdrboeCcDiMpmnMzc3R0NCwYcf6fsRgMGQdA3pqk9frzbZB0jRthQDeSJ9jSW0S9jqiBISC6IWp9JDWQit909PTjI+PV6yAxVo34GQymc1duXr1KiaTaUXhrNw81pmZmay3c2xsbN1VzM2ylwtkmc1mmpubs0WwYrEYHo+HhYUFRkZGSCQS1NTUYLfbcTgcZRuxQgI4lUoRiUSyz+kCWF8BFgEsCIJQeXK7KxSz63qY7NGjR2ltbd3S8Wiaxvj4OHNzc1y8eBG73Z4VUPkdCvx+f7Y3/Y0bNyqyirlfMRqNNDQ0ZFPLEolEVgCPjY2RTCYxGAwsLy/jdDrLnhNJapOwFxHBK6ygUAGLfMOYSCS4desWQEULWBRb4dVXkTs7Ozl16tS6IctGoxG73c6hQ4eA1auYJpMp6w3diIjLH/N2s5XHtFgstLS0ZNtI3b59m0QiwczMDH6/H4vFsuLaVaJVQr4A9vv9NDc3iwAWBEGoAIW6KxiNRpLJ5Ipt7ty5w9LSEpcuXcJms23pmOLxOH19fdhsNq5du7auHdYdoz09PUVXMZ1OJw0NDVvi2N5KttppbjKZVqQ2LS4uMjs7uyK1SbfrtbW1FRHA+alNfr8/uzIvAljYCUTwClmK9dY1GAxZIaoXsDh06BCdnZ0VPX4hITs7O8vo6GhZq8j5+8lfxYxGo7jd7qyI05u919fXU1NTIwIrB5PJRE1NTdbTH4lEsqHjgUCAqqqqrId9I9eukAAeGhrC4XBkn5MVYEEQhI1RrLtCrp2MRCL09fVRV1fH1atXt1yMeDwebt68WXAVuZhDO//5QquYHo+H5eXlFek5uojb7QJrO+2avihw9OhRIO18cLvdLC4uMjIysulrV8iu3759G7vdvsLpIrU9hO1EBK+wyvubf7PSV17Hx8eZmZnZsgIWuQYtmUzS399PIpGoeBsEq9VKW1sbbW1tAITD4ayXOBAIUF1dnb3Zb6Th+34iP9enqqqK9vZ22tvb0TSNcDiMx+PJXju73Z69dna7fcMCONdTnEqlCIfDK7zIIoAFQRDWZq3uCrq9XVxcZGhoiJMnT2ZXALcKTdMYGxtjYWGBe+65B7vdXrF959eniMViuN1u5ubmGBoaykYnNTQ03PWO7Xy7bjabV0R25V87s9m8qag4/btmMpmyEYNS20PYbkTw3uXkhzAXuslomsbw8DB1dXVbWsBCvykGAgH6+vro7OzkwIEDRW98xQovlFul2WazYbPZ6OjoQNM0QqEQLpcrmy+U2+9up1sgbXf16bWKWyilsNvt2O32FdfO7XYzOjpKMBjctPNA/07qBlYEsCAIwtqU0lsXYH5+HpfLxZUrV8ru5VousViMGzduYLfbN7SKXK5dt1gstLa2ropOmpycxO/3b9o5u5dZ7zrmX7tKRMXlziXWSm3K7REsdl2oJCJ472JK6a3rcrmYnZ2lq6uL48ePb+l4lFJEo1F6e3s5e/ZswarQpbJRYaiUorq6murq6lUN3wcGBla1QNrMsTbKdt74yzm33GvX1dWFpmkEg0HcbjcjIyNEIpFVArjc45UigPU+gWIoBUG42yilt24oFOL27dtUVVVx6dKlLb9HJhIJHnvsMY4dO5ZdRSyXzbYbzI9O0p2zd+7cWdUCaavzl/PZiTaK5XzmxaLiJicnV6Q21dfXF+yfvN4xpbilsB2I4L0LyQ1hLub91XMuXC4XHR0dmxKfpZBMJrMN1J/73OduKoS5kjfCQg3ffT4fLpeLqampbM7z0tLSvm2BtNHrqZSipqaGmpqarPMgt81ENBpdsXputVrLbpdQSAAnk0kSiUR2G71SpB5OJYZSEIT9SG53hWJiV6+LceDAAWKx2JbeDzVNY3R0lGg0yvOe97xtF5LFKOSczbdN0WiU+fl56uvrt6UF0nY7sjdzvPyoOF0Aj42NEQwGK5balDteEcDCZtl/s3NhTUrx/kYiEXp7e6mvr+fKlSuMjY1tqQdSD2Hu6urC5/NtWjRu1hO8FrktkCA99sHBwVUtkBoaGjZU7XC3sVnDmEt+m4lUKkUgEMDlctHf308sFqOmpoZ4PE4sFtvQJKOQocwVwEqpFSvAIoAFQdjrlBLCnEgkGBgYyNbF8Hq9LC0tbdmYYrEYfX192bZ2m00H2kq7Xsg2Pfroo4RCIaanp/ddC6RKXsfc1KbOzs6iq+exWIxQKLSp1Kbc8Utqk1AuInjvIkoJYV5YWGB4eHhFAYvcKs2VRu/le+7cORwOB5OTk2W9v5KCbCMYjUYsFsuKaocejydb7bCSLZBgZ3J4twqDwZBdPYf099PlcmUreCYSCWpra7PXbyOTjEKGMpFIrCjQphfJMJvNIoAFQdhTFOuukIvf76evr4+DBw/S2dmZ3W6r7Lrey1cPYXa5XJu21VspePPR2zat1QJJt0uVaIG020Oay91vodQmj8eTTW3KDR/fiCOk1NSm3EJYYtcFEbx3AaV4f1OpFIODg4RCIa5evbpidW0rDE0ikaC/vx9N0zZUhVm/4ZXSvmCrKbcFUkNDw7q5Lmux3Tfu7TqeLoDtdjsXL14kmUzi8/mybZCSyWR2dX2jXvZCAtjn8zE+Pp7t8SwrwIIg7HbW666gbzM5Ocn09PSq7gpbYSf1Xr7Ly8tcvnw5K2a22yZXmu1ogbSXQprLQU9tslgsnD9/fkVdlMHBwYKpTRs5RqHUpkceeYTLly8Dz6Q2GY1GEcB3KSJ49zmlhDAHg0H6+vpoa2vj5MmTq7ap9Apvrre5q6urYvvV2U7jut5Ns1ixh/Hx8T3RAmm7V9Bzj5c7iQAKetmdTmfWy76RUPjcYxmNxmzPytxJZK6hFAEsCMJOU6y3bi7xeJwbN25gsVgKdleotF2PRqP09fVRW1vLlStXVoi+Stjk3SSaS2mBpDu2d2MLpJ2MjCtUF0UXwHodl7q6uqxt30xqkx7BlZvapJ+71Pa4+xDBu4/JD90s9IOemZlhbGyMM2fOUFdXV3A/lQp90jSN6elpJiYmsiHMdxv5xR5yqxjntkBqaGjY8jYRpbCb2iAV87LrbZD0/Olyw8w0TctOznQDmftavgDWjaTeK1AMpSAI20UpqUm6eDhy5EjW2ZpPJQWvXofh+PHj2eim/GNVwpbsFsGbT34bH70//W5tgbSbrqPBYKCuro66ujq6u7uzhUHdbvem8qdzz1FqewgggndfUkpvXT2kOJVKrRtSbDAYshP+jZJIJLh16xZKqQ2FMJfDbvIEr0WhKsa6p1Mv4pR7o9+OSpHFxrldlON5zvey6/nTS0tL2TCzXAFcLMxMj34oRCEBHIvFiEajQPq3YTabV+QJiaEUBKHSlNpd4c6dOywtLXHp0qU1qyJXwk7mdnPIDWEutu1m2Ev3Vd2xvRtbIOns1uuZWxg0N3/a4/FkI7ty50XF5pKpVKqozS+ltocI4P2HCN59RikFLHw+Hzdu3FhRwGItNmsY9RDmQ4cO0dnZueH9lMpeEbz5FAr10UN49RxWTdOwWCw4HI5taYG03aFPa4nP9cjPn47FYng8HhYWFtYsILaWYcwnVwDr3zFdAOuT0PwQaEEQhM1QSmqS3sO+rq6Oq1evrnvv2eyqq348p9O5KoR5M8day/m4V+36ei2QTCYTVqt1w90JymWni32WQ6HILn1epHfGyBXAufa51HMsJIAltWn/IYJ3n5BfwKKY93diYoKZmZlVBSzWYqOhT5qmMTU1xdTUVFnH20tspRE2GAwrclj1VXK/38/169dRSq0olLEVLZB2Ioe3UiLRYrHQ0tJCS0sL8EwBsdnZWQYHB7FYLNTX12/4eLn5v/rYIS2AY7EYgAhgQRA2RSkhzIuLiwwNDXHixIlsxMt6bCZVaXl5mYGBgZKPt1fF6lag1OoWSKOjo/j9fm7cuLEihLe+vn5LHNt7+bMwmUw0NjZmu4joqU0ulyub2rTZ3OlyUptEAO8dRPDuA0opYBGLxbhx4wZVVVUFC1isxUaMVSKR4ObNmxiNxrKPt1n2q3E1mUxUVVXR0tKC0+nMhvCut4K5GXZTDu9myS8gFolEsoVGgsEgoVAoGwK9EWMpAlgQhEpRaneF4eFh/H4/V65cKavuw0bspKZpjIyM4PF41g1h3uyxtmIfuxGDwYDdbsdisXDgwIEtb4Gks18EWrHUpsXFRfx+P08++WRFKmgXS23S59xS22P3I4J3j1NOAYujR49miyqUQ7meYD1kuru7m46OjrKPt1n2q2HMZ70WSFVVVdkb/UZbIMHuzeHdLFVVVbS3t2M0GgmFQrS2tmYnGcFgEJvNlg2T2sj1KySAcw3lxMQEPT09qzzFgiDc3ZSSmhQKhejt7aW1tZXLly+XfX8qN3IrEonQ19eXDWEu53iVErx3A8WKM+bWptisgKtkJFWpx9su9HlRTU0NyWSSEydO4Ha7mZ+fZ3h4uCILA2sJ4PHxcbq7u7FYLFLbY5chgnePUor3N7cn3noFLNai1Pyb3J5/Fy5coLq6ekPHKwVN05idncVqtVbU67nbWUsQbkULpJ1sS7Rd6Dm8+RW0Q6EQHo+HsbExgsHgpltI5Rq9VCqFy+Wiu7ubaDS6qghWrqdYEIS7g1J66wLMzs5y584dzpw5g9Pp3NCxyhG8S0tLDA4OcvLkyWwoaTmUI3iXlpZIJBI0NDRsS52K3cBa12a9FkhWqzVrl0qNTNpPkVvF0O16fgXt/IUB/fo5nU4cDseGxpkrgJeXlzl8+LBEdu1C7o67yT5D0zQWFxepqakpmjuQ743dzA+sFMOYSCS4ceMGZrN5y0OYY7EYvb29VFVV4fP5uH37NiaTKdv37m5Z4V2PtVogRSKRbKXItVog3U2GMZfcQiOdnZ0rrt/t27cJh8OrBPBGjpl7XH0FOFcAG43GrJEUASwI+xdN0/B4PBiNRiwWS8HfejKZpL+/n0QiwbVr10pu0VKIUuxkKpXi9u3beDyeskOmN3KsgYEBIpEIVVVVTExMZFvNNTQ0FG2buF8o9d5erAXSxMQEgUCg5BZId4Mju9AxCy0MeDwepqamCAQCm46M051Uktq0+xDBu8fQV3X7+/uLhhXpBSw26o3NZz1j5fV6uXnzJj09PbS3t2/6eGuhh2cfP34cp9OZvalFo1FcLhdTU1N4vV5SqRRTU1M0NDRsaDWuVPaKuF6rBVJus3f9Rp87kdorVZo3SinhXYWuX36lTYfDkc0BXi+3LZVKrXIKFaoUmUqliEQi2ed0AayHQIsAFoS9jx7CPDY2RltbW0FhqXc7OHDgAF1dXZv+7a8XuRWJROjt7aWhoaHsEOZ81rOTenh2e3s7x44dI5lMZtsh5tapCIVCjI+PZ8NR5f5XegukhoaGrF26GyK3Sg3bzr9++ZFxm+2hLLU9dg8iePcIhUKY8w1IKpViaGiIYDDI1atXK1bevtgKb27V5+0IYR4bG2NhYSEbnp3bG9hqtdLe3k57ezuBQIDbt28DMDIyQjgcpra2NnvT2qiXej+xXgukVCpFXV0dkUhkw5U8N8J25xZB+ndTbuhcoUqbugAeGBggFout+M7l/xb1Cd16xxABLAj7l/zeukajcdX9NjdV6Ny5czgcjoocey0Rup1O84WFBYaHh7Ph2YlEIvtafp2KRx55BIvFwtTUFH6/H7vdno3s2krH9l5hrRZIg4ODRKNRamtrs5Wgt4vdErm1Hkop7HY7drs9G9mV60DQI7t0x/ZGU5ugcG2PXAEstT0qjwjePUChAhb5IjQYDNLX10draysnTpyo6M2lkLGKx+PcuHEDq9Va8RDm/JtjPB6nr68Pu91ecn9Bo9FIV1cXXV1dWTHicrm4desWiUSCuro6Ghoa1mxcvhvZKsNRqAWS1+tlaWmJ/v7+VYUytipkfa8YxnwMBsMqB4LP58vmCiUSiRUCeKPGuJAADofDK4yoCGBB2P0U6q2bb9d1O2uxWLal28Fmqj6vRaE5xEYc9AaDIevYzhUjepqOw+HYk47trYoSK+SY9fl8jI6OMjU1xezs7LbMhSphYzdyzM3av0IOhGKpYU6nc0N1cgrZdUlt2hr2zkz/LmSt3rq5hnFmZoaxsTHOnDmzJV67/CrNegjz4cOHs3kQlTxWrujxer3cuHGj7ArTuQYkV4x0d3dny/67XK5s4/Lcsv/iTXum111NTQ1Hjx7FZDLhdru3tAUS7O7Qp3IwGAw4nc5sQZlkMpkVwFNTU9nf9OLiIk6nc0O5eLmTZBABLAh7hWLdFXLtusfj4ebNmxw5cqTidrYQeghzY2Pjhqo+r0W+4I1EIjz99NM0Nzdv2EGfL0ZSqdSKNJ295tjejnuzbpf08NzGxsZsZJc+F9Jfr2Qx0P1i14ulhnk8nmxqUyQSYW5ubsNOF4ns2jp29x3gLma93rp6fsvIyAipVIpr165t2Q1dD5/WNI3x8XHm5ua4ePEidru94sfSDaMexjUzM8M999xT1rHW+/Hnl/2Px+NZMTc8PIzFYsmGSZVS9XAv5PBuFN1Qmc1mWlpaaGlpAbauBdJuKm5RSXJXyIFs+yOfz5fttZg70djIb7kUAaxpGhaLBavVKoZSELaZ9borGAwGkskkd+7cYXFxsWzbt1H0EOZTp05l7WIlyRW8esXnSh/LYDBQV1dHXV2dOLbXQbezhVogud3uVS2QGhoaNuXY3quRW+uRmxp28OBBEokEjz/+OJFIZEVtFN22byTNsBQBDOk5hs1mE7u+BiJ4dyGl9NZNJpM8/fTT9PT00NnZuaVfcIPBQCKR4Pr161RVVXHt2rUtu5EopYjH4wwMDGA2m7l69WrZXsZyC0nli7lIJILL5cpWPdSr8eoFsPKPtZ3slqrJuZUONU3LXrPNtvDZr4axEHa7nSNHjgDP9Fp0u92Mjo5WxNNeSACPjo5it9uzOXF6oQyTyVS04rsgCJunUAhzPqlUitHRUZqbm0tK36nEmAYHBwkEAhWt+5GPUopkMsnw8PC6FZ8rdQ+qtGN7P1FsHmEymVbkTOstkGZnZxkcHNxQCyT9eDsxV9qJz9RisdDd3U13d/eK1Kbp6els7rQeAr2ZyC4dTdNYWlrC6/XS09MDyApwMUTw7iJK7a07OTmJx+Ph9OnTW14VGcDn8+HxeDh//nxZYcUbIZlM8sQTT9DT00NHR8eG9rHZH3dVVRUdHR2r2vkMDw9n84RyWyBtN7vt5qWUwmaz0dnZuaqFT26ei37N1grz2akqzTstsvN7LerVSXM97bkCeCMTYd0RZLFYMBqN2ZQJvUiM7vEXASwIlSWRSKzbW3dpaYnJyUlaWlo4ceLElo8pHA4TCoUwm81cunRpS3/rer5uc3Pzpis+b5TNOLb3I6V8BoVaIOnRSeVUMN4NNnYnjpmb2tTT07MitUmP7MoVwBuN7NI0LStuJbWpOCJ4dwmleH9zC0W1trau2/qkEmMaGxtjbm4Oh8Ox5WJ3amqKYDDIlStXsqGfG6VSK6H5ORt6npDL5WJ6ejo7kVlaWtoTeULlshFDVeia5RcNyy3glOvl3KkqzbvtmPnVSWOx2Ir2HBvNoc6tDl3IU5wvgE0mU/ZPBLAglEe+E7vYqq5eKKq7u3tbxqWvclqtVg4fPrylx3K5XMzNzXHo0KFsRMtuoJhjW8/FjEajzM/PbzgUtRz2SpsgvYWPfs0KtUDSHdu589O7VfDmk5/alEwms5Fd4+PjK1KbnE5nyZFdyWQyu63U9ijO/pqd71H0wlRrhTDrhRj04k0DAwNb2i4mFotx48YNbDYbly9f5qmnntqyYyWTSW7dupX9sW82Z6nckOZyyM0T6unpyRb68Hg8jI2Nrah2XFtbu+fzhCphqPKLhuW2QJqcnMx6ORsaGkpq11NpdsIwlnueFotlVQ61x+PJhppZLJYVoWbF9p1rGPMpJIDzV6ZEAAtCaRTqrpBPKBSir6+P5uZmLl++zNzcHOFweEvHlFsZ+fHHH9+yY+kpFIuLi7S3t1esndJWUMhJ++ijjxIKhbKhqE6nk4aGhg3XWChlDNtFJeZHhSoYF2vNtxOVhfeCyDYajTQ2NmZbf+mpTS6XK5vapIvftVKb1jpuKQI4twfwfhbAInh3kFJDmO/cucPS0lK2/ywU741bCXRxfezYMVpaWkilUlt2rEAgQF9fHwcOHKCzs5Mnn3yyIjfj7cp11cvEHz16FHhmJW5ubo6hoaFszktDQ8OmijntFFtxHYu1QNLzq5RSRKPRbSsushcMYz56lIcedRGJRLIVoAOBQNFcq3KOW0gAx+PxVQJYN5QigAVh7e4KuczNzXH79u1s/1l9262ytbq41kOmt/K3GovF6Ovro6amhqtXr3Lnzp0tO9ZWoLc27OnpyYai5tZY2A+O7Up//koVboHkdrtZXFwkGo0yPDy8qfDdckilUtsecbdZu15KalOh710ymSw5CqGQAM6N7NLHsR9Tm0Tw7hCleH8jkQh9fX3U1dWtKmCxFYZRD2FeWFhYIa63asV0dnaW0dFRzp49S21tLfBMRejNsJ0/zvxj5a/E6TkvejEnvWebXsypXHaiIvRWX0+9BVJjY2M2v9dqta4K321oaFhz9XKj7FToUyV7alZVVWX7U0LxXKtoNLrhc9VzfHUKCeDcMKmt7hkqCLuN9borQHpy2t/fTyKR4Nq1aytSOrZK8M7PzzMyMrJCXOeOuZL3eL2dku4wh9WtDfca+StxejGnXMe2Hsq7Fxzb2+Hkzc1fra+vZ25ujsbGxmz4LrAlLZB0dsqRXcnzKJbaND8/z/DwcHZuFA6HN5ziWE5q015fARbBu83ke3+LGUW9TcDJkyezN9lcKm0Y8z2yuZPiSn+5U6lUNuSlUDulUkVdsXFtZUhzueTnvASDQVwuVzZPqLa2NtsnsBwP3XaxE7lFhcJ39SqHlWyBlHvMnTCMW+l9zv/e6QI4FArx9NNPr3K8bOT8CwngWCxGNBrlZ3/2Z/niF7+YNdSCsN8ppbuC3+/nxo0bdHV10dXVtWqbStv1VCrF4OAg4XC4YBVm3VZW4v6naRoTExPMzs6uaqe0m2xyJShWzGmjju2d6L6w3ccrVDW70OrlZlsg6eyFVKVyKTY3WlhYyFbT1lfQHQ7Hhu16sdSmP/iDP+BlL3sZr3zlKyt2TtuJCN5tpNQCFkNDQwQCgTVL91fSMOaHMG8loVCI3t5e2tvbOXXq1KprUI5h3Gteptw8odyQH5fLxdTUFKlUakMFC7aS7TaMhao057dAyp9cbLQFUu4x93PesFIKu92O3W5nbm6OCxcuEIlE8Hg83L59O1tsZDORB/px9O9sIBCgpqamkqchCLuSUlOTpqammJqa4uzZs0XzWStp13Vb29bWxsmTJwveFyslRBOJBDdu3MBisRRsW7jfBG8++Q5GPZc137GdX6Qxl+2ez+y047zQ6mUlWiDp7He7Ds/MjXw+Hy0tLVRVVa1IbarE4kCuVgmFQtvSF3yrEMG7TZTi/dUNVGtr67o5NpUwjLlFJXJDmLcKvTJkobAqnXJCmottt1eMa27ID6wsWHDnzp2Kezw3ynYbxrXOM1e8FWuB5HA4sjf5tVog6dwNhjH3uEajMet4yS82orfeyhXAGwmVikajW17ZVBB2mlK7K9y8eROTycS1a9fWdGRWSvDq+cFnz56lrq5u3eNtxrnq8/m4ceMGPT09Rdsk7hWbXAmK5bK6XK5skcaddmzvxqrQlWqBVM4xK81O2XV9ZTk3tUlfHPB4PIyPj2/oGuajLzDsVUTwbjG5IczFvL+Qzme9c+fOmmIwF4PBQDKZ3PC4YrEYvb29OByOLW9wr7ddKLW5fSVyeLfTuFbqWPkFC3SP58zMTDaUNxqNEg6Hty1PaDcaxlwKVdcstQXSRo9ZCXbKMMJqB0ahCVqhapv6JK0UJwIUL9YjCPuBUror6PmsR44coa2tbd19blbw6ulC0Wh0VX5wITZjKzVNY3p6msnJSc6fP79mRMfdJHjzKcWxbTQacTgc22YXttvmFYrcWo/1WiDlOrYLOWXvRkd2LrmLA/nXcHR0dEPRcXq4/l5FBO8WUor3d60CFmthMBiyecDl4nK56O/v5/jx41ueYxeJRHj66adpbm4uqbl9JYpWbSdbaTRyPZ66t+7mzZtMT09z586doj3v9jKbNcSltEDKLZRhMpnuKsNYCrnX8NChQ9ne03rqQ64ToVDu+V76/QpCuZQawqxHT+Xns67FZoo7BYNB+vr6iqYLFWKjAjuRSHDr1i2UUuuuWsP+TlUql0KO7eHhYdxuN0tLS9kw1IaGhg2twpXCTuTwbsbeldMCSe+bfDfZ9VJyhwtdw/zoOD2yy+l0Foz4DAQCu7q92HqI4N0iSi1g0dfXx8GDB+ns7CzrxrYRQ6W3OFpeXuby5ctbLpKWlpYYHBzk1KlT2UIFpVDOzbiQQNqP3uRcb113dzd2uz27kqnf8Ovq6tZcydwIu32Fdz3WaoGk97nT81mdTue2GavdLHjzye09ne9EmJqaIplMZr97ZrOZurq6ove8Ukkmk1y5coXOzk4eeOABlFKfBl4IeDObvEPTtOubPztBKJ1SuitEo1H6+vo2FD21UYev3vHgzJkza4YwV+J4ua0Eu7q6SnrPfrTJlcJiseBwOGhsbKS1tTUbyquvZG6VY3sv2/W1WiDpfZNTqRQ2m43q6upta0+0m1Z41yM/Oq5Q7rm+im6xWGhoaMiurG+UnbbrIngrTKne38nJSaanp9cNBSpGuYI3Go3S29tLXV0dV65c2dIfpaZpjIyM4PF41iy8VYhK5DDtdw8xrLzh66tw+SuZutDbipL/W8VWC+zcFkiQzq977LHHWFxc5Pbt2ytaIG20ymEp7CXBm0++EyGZTOL1elleXuad73wnkUiEeDzOt771LZ7//OdvyEB+/OMf59SpU/h8vtynf1PTtK9U5iwEoXRK7a6gO3lPnDiRXcErh3LtXzKZZGBggHg8ztWrV8t2dJa7ojwzM8PY2Bjnzp0r63ddybZEO5GCsl0UqlFRyLGtd3bYqGN7rzuy88kNG9f7Jvf29hIMBrl+/TpKqS1tgaSzE71/IX0f2Ow5FXIi6JFdv/Vbv0Vvby8mk4kHHniA+++/P5trXQ47bddF8FaQUgtY5FYz3OiXtBzDuLy8zMDAwIaNcDnowtrpdHLlypWyb3Klbp9MJhkcHCSRSNDY2FjRVc3dTDEveaGVzNyS/xsVcts9sdhuQ2w2mzGbzZw4cQLY+hZIOjsheLdqhSW33cS//du/MTU1xRvf+EYefPBB3v/+92MwGHjb297Gu971rpL2NzU1xTe/+U3e+9738tGPfnRLxiwIpVJKb129ToXP5yvbyZtLOXY9GAzS29tLZ2cnBw4c2HAF1lLuC7nCulArwUodR9M0xsfHcbvd2XtK/qrmfha8+azl2J6YmNiwY3snQpq38zMzGo2YzWYOHTqE3W7f8hZIOju5wlvp4+ZGdn3mM58hEonwohe9iJGRET71qU/h9Xq5//77+dCHPlTS/naDXRfBWyH0PlVQ3Pur58CVWsBiLUoxjJqmcfv2bdxu97aEMFcqN3i989J7iba3t2Oz2Qquau7FolWlUorhyM8T0oWcXq7eZrNtqlrfVrHZXJ/NUmoLJH0ittHrVgmPbLlslzE2mUy0trby4Q9/GEgX7pmbmyv5/b/2a7/Ghz/8Yfx+f/5Lf6SU+n3gX4Hf1jQtWqkxC0IhSu2u0NfXR3Nz84acvLmUWoxSX2k9e/YstbW1mzpeKfZWbyV48ODBLRPW+mKA1WrlwIEDeL3eVaua+5VS5xCFHNt67m+5ju39tMK73jGLtUDSC4JutgWSzlb34V2Lrb6+VqsVk8nE7/3e7/H7v//7RCIRBgcHS37/brDrIng3iR7C/PTTT3P27NmCXzo9d3ZpaamsAhZrsZ6h2uxKayGK3bRyC3RsVlivd7PQWxudPXuW6upqEolEwZt/KBTi+vXr2dyXzdzE1mK3CMX1KCTk9CqRuRUPGxoaNrw6UQk2Us1xq1irBZLevqfcFkg6O+EJ3i6Rnd+6ILdC6Xo88MADtLS0cPnyZR588MHcl34HmAMswCeB3wL+sEJDFoQV6CHM/f39HDhwoGjLPr39z+nTp7N2aDOsZ9fzi1xuNnxyPSE6Pz/PyMjIuu2NNnscvZ5JT08Pra2tWZGrh1Z6vV5cLhehUIgnn3wyu/pbW1u7Z1ND8tmI3TOZTCuEXK5j2+/3F21DsxeqNFfimMW+G6W2QGpoaCipenEpx9wP5H5vqqqquHDhQknv2y12XQTvJsgtYOH3+4sWsNBzZyvZ/mctw6jnEZ08eTKbq7hZdIOVf46xWIwbN26gmapoP3KWuGZkM+vIxXJ9NE3LhozprY0SicSKbXJv/l6vl5MnT+JyubI3Mb0CXaEwqbuJXCGnV+vLr8KrFyHa76FP5VCJFkg6O1VBcjsEr/5b2wgPP/ww3/jGN/jWt75FJBLB5/Pxlre8BU3TZjObRJVSfw38fxUbsCDkkJuaFIlEVtkZeCbENxaLldVdYT3WuifoxaK6urro6uqqyH2y2DwilUoxNDTEkjdI57FzGCyFBX+prCV4p6enGR8fz9YzyR9P7qqmx+PhzJkz+Hw+5ubmGBoawmq1Zh3b29Wub7eS79jObeUTDoezBbAKfae3Ek3TdnVEU7EWSLdv3y6pBVLuMfdKvZRy2cxccLfYdRG8GyC/gIX+o8qfrC8uLjI0NLQlubOFDFUqleL27dsbKhaVjz8cxxuOU2cz47CZs8fLvYF4vV5u3LhB24Eebi7B5LgHg1K86FQzDpt51T5KoZBh1J0G9fX1XL58OXuN1zNsVVVVdHR0ZG9iwWCwYPGH+vr6HSk0sFtQSq1oQ6MXIXK73YRCIZ544gmcTicNDQ3U1dVtecGzvTJh2UgLJJ2dWuHdjmNupjn9Bz7wAT7wgQ8A8OCDD/KRj3yEz33ucyil2jVNm1XpL8dPAzcqNmBByJAfwmw0GlfZWV14biZ3tlx0UVhusah88m1yIXsbDofp7e2l2tnIsrmNpUk/BhWouF1PpVJlr1YrpTCZTLS0tNDS0pIdr8vlyqad7JZopZ2mUBsav9+Py+XKrqjrIm6r50A7HdJcDsWu21otkHT28wpvNBrd8ELRbrHrd+8sf4MUK2BhNBpJJpPZvp7Dw8P4/f5NC89i5AveSCRCb28vDQ0Nmw5h9ofjfK9/kZSmZQWswWDAH/URiUaoMTtwzboYnR7l4ImDJFJmwkkP1fYYwZAFb9gJsGofpRjH/HHrq46bzQvOXZ3LD5MaHx9HKZU1krs5TGo7DEduEaLl5WXOnz+Px+NhYWGBkZERTCZT1lFQ6UrGe0nw5lOsBZLL5WJ0dDRbSVJfOd+JEK/tCmnegub0n1dKNQMKuA78cqUPINy9FOuukJtTq2kaU1NTTE5Oblp4lkoymeTWrVukUqlNhzAXs+u58wjdSX/69GmCmhUt4Ka51sqiL4o3nHbwb9Su5wrecDicrcNRTl5wIeFss9no7OzMpp3ook6PutHvuU6nc9c6trcjkirXse3z+Thy5Eg2BFqfA22VY3un7F0lziF/QaBQCyT9O5ZIJPZNMcp8NuPIXoNtteu789e/S1mrgIVuOPQCFnq8+lb9yHMNlW6kSg1hXs9D6w3HSWkazbVWppZCDM76ccfC/HjuR2gGxdzMLCdqThDtiDAcHGQ5EGLA56MqaMVgTHEqfoVQopFwNIHNaiQcTeANx0s2jKlUKlutcW5ujkuXLhXNodoo+eIkHo/jdrtXhUmV0vx9v/cXzC/4EI1GcblcK/KEdAFcTr5LIXaiXcJWUagFktvtZmFhgVAoxFNPPbVljoNCbOcKbyUE73333cd9990HgKZpL970DgWhAGv11tUd2fF4nJs3b2Iymbj33nu3LTVA73fb2dm57v1hI3bdGNdo0LRsK0Gv15t10kfcYbzhGNFYEpvVRJ3NjDcc37Bd1++1+nzlzJkzJef2l0quOOnu7iaZTOLxeLKFB3W7X+nqvJVgu+2eyWSiuro6WwxMr2Ss10mxWCzZa7XZGih7aYV3PQq1QNK/Yy6Xi3A4nLXr29EScrtWlQOBQEUE707adRG8JVBKb12j0cjs7CxTU1NbciPPR/c8Dw0NFWyFoBs/o1IkNS1rBAt5eXWDpcVipBYXsc8ukhrzMxqOMeJNEjB7WAiP0OF0U+uO43BaMFtcxM1BbKqOIUJoykRSNYJzklvTEYxVLfTNN5AkhYVqXnCytNVZpVS2CJjZbObatWvp1eUNhFGVg9lsLhgmlVvUSb+J5V7nvboaWSqFzs9qtdLe3k57e/uKfJeRkZEVhZwaGhpWhPuUwnZXad5OQ5z7HfN6vZw+fXpF5eytaoGks1NFqwRhN1JKb12DwYDf72d4eJienh7a29u3ZWxTU1NMTEysWknOtYPAiv8XteuJBKnlZaqn50mN+hiNxLjtTRAzRkh6XNSYvLgCnnRxvuZmUjdvsWCw8KOEE5PRQtBi4TlHarEvp/CbHQzNB0hqGkalyrLreuSbx+PJ1uHIPyd9zMXufaW2N9IxGo0rnI6xWAyXy8XMzAw+nw+bzZZ1bG/WWbvXyXdsRyKRbHrOZh3bOxW5tR3HzP2OhUIhDh8+TDgcXlU5W3dsV3p+s12Cd4sit7YVEbzrUEpv3WQyid/vz4YdbUc/2Fgshs/no7GxcdVKsi5qQ7EEw3MBjrfWYLOaeNGpZmb9HtyxWTqSiqXJBW72TtDmWSThWsK+6KM6biBiTnG4ysSc1kjYUkugaZoACUb8Ls6EDdiDRhoWFplriTNlqsJgqcahxfFYJjEve2iYucN4tQWtpp5acw0Ri4WhhwewHT1LXc9J1Boh3rFYjMnJSY4dO0ZHR8eK8yk3jGozlBImpYf+7GfWm1zk57vkNiu/efNm2SFl213NcadybpRSJbVAyp1gbBYxjIKQJt+JXaz7gNfrJRgMcuXKlYp0V1iPRCKRdbbmhzDn2sFYIh3dZTEZMCjF8bYaklqKplSEhdFZFm48jME1Q2phAW1pCS2VIpxn120GL66QmUnPBG01SYyaBc/oAAGrxqKqZtneRHs4zrLRxvhjcxhDIeZMNTQ0d+GsqiVpayL84ASJ4wcwHDqEYY3ffCKRYH5+no6OjhUpV4Vse7W1uFOuXMGbj8ViKditINdZq99z9zOlCNCqqqpVju38a1WqY3s3dV/YSlKpFBaLhZqamlWVsyvdAklnuxzZoVBozzuyRfCugW4Q1+rBpyf/WywWjh07ti1iVw8JslqtHDlyZNXreuiSzWIkpoWIqTDaTIix4YcZ8j/GtD/FuBZPr6bG3PygNsJBu5mqTuhequZ6q4ZVi6K0GYJRC3OYqQ6aOZA0czBgpNttojpu4Mq0gYUqIwZTCynAbotQa/cTMicxqBjWSAKjL4ivaYpbw7cYGfgnTs3U01pXj6G7CeeBY9SevoihtRWlFLOzs8zOznLw4MGs2M09n9xcoq0WvLmsFSalrwCPjY1RX19PbW3tlt7Yd3v4dG6zcv1a6XmsY2Nj2VxpPdwnX4DtREjzbjDEW9kCSWc7V3j1dg+CsNtYK4RZJxqN0tfXRyqVoru7e1vErj6XMBqNnD9/ftXruXZwaNYPaLTFQizcmSHy/UnicwGmohEMQCo2xrQ5Sk1UgRHG6wzcaoaaRJS4YZpJa5jbCQOq3o+lOYrPYCRuiIBSpNC44wwTDxuZ1TSUClAV9jPbFCemEnjNBpbVFM2LtSQHlhj9DsxXmWi3OWjvOoSxuxvTiRMYDh1EGQx4PB6Ghoaoqanh2LFjRc9Jt+1rCd5Kkt+tQHfWulwupqenCQaDjIyMZB3bW3nv3O3dEHId23qHAt2xfePGjRV5rIUc29sdubVTFHIq5zq2oXALpM2khG2XXd9M94XdggjeApQSwqxpGpOTk0xPT3Pu3DkmJia2/KalhwQFAgGuXLnCE088UXC7OpuZWMzDwsRN3IFhbo97sSQSHFrwY6wLczlqZcSZwppKUJuAWQXWpCJiMvHggS4CdSmqVS31Nh/BBSeqoZoQCezNhzjlOEe1ZgE0bKkUjZEond4gXn8YR9iHCtvwRZZQCx5+2OZn1maiNhUmaIUhq5U7VSmq4l6OT49jm3yE0//vS2h1tXhrWgk0ddN0/uSqyXydzYxBKSaXQ0TjKYw7LFDyw6QeeeQRqqqqmJmZYXBwEJvNtqEebqWynQJts8fKLYAFK/NY9Tyh3F7JO9EfcDca4kItkPJbR9XW1tLQ0IDT6SzJ0badgnevG0Zh/5EbwlzMrgMsLy8zMDDA8ePHiUaja/bFrdS4pqenmZiY4Pz58/T29ha8D9bZzCgtxdyt25jHJ9FmZxlN+IhbElR75riHtPCsTcbobw+SUhA3aMSUiSFnAz5HnK7IQezVHoIhsKdaiVV7CFU3c7L2MKOJWUDDiR1zfIIT0SYWon4s8SidgU7GWEQLhTga8PNUewINL4/YNUat9aiUwqBFeNXAk1QNPILhWxqazUaooYvF6hYOPesKcdvqVcA6m5lYIsXQrJ/qTJ7wWmx2hXctcp21PT09PProozidzhWhqbotq8TKXD57qXZFIcd2bq50fhHQ3eJY3mpKmU9UqgVSOcesBJXK4d1JRPDmUYr3Vy9goeeYGo3GFdUctwK9VUBzczOXLl1aMa5APIA/5iMUirPcP0j1zT6U9ybKotFSE+eE3w7GGPYUGDQIW6O0GqswNLaSbGzAUhVEqz8K5jrqA4ewGG4z7/bijVnoOfhCOpocPDncz7GTJ6jv6Vk1tubMn04L4POFsDzeT71/ikCiF19qAUvAgE2LEDIZCSWcxKxuftgVQQuEmNA02kbiDAze5J7qFMlr91B/4Sq1HT04bGau9tTzD9en0VKKh4aWeOX5NuyW3SFUDAZDwd53+WFSDQ0N2xIBsJvJz5WORCIreiXHYjHm5uZobGyseKGyQuxUP9xyjX+hCYZeKVJ3tuV62AsJ21QqtS1VSkXwCruNUlKTUqlUtnDT5cuXs05MPcd3K0gkEty8eRODwZAthqUXpNR/w75QDNfAbexPPcbV3l680RQmY5gle4JbzSkciSTXa+KgFGajlcnWOqoaumlv6GHM4idssOAMO0kkb+GJ1eCNWKhprKHV6WRuuQrqLHg7mnCk0uk5cS2F2ZfAVHeYLtLXKWgw40zFiUQT3JqcJRadIVJ/gERyirg/xsGFFOP2JP98SKMtlmSuNkL9YogZzUT7dJw7X5ngTMLF2POuUn/uKrWHT2U/g0g8iS8cx2hY/564lYK30LEaGxuzLSX1Yo26rap0ysl2U0kBmr8IoDu25+fnGRoaIpFIZO3PVjgLdgvlrmSX0gKprq4ua9cLhY6LI7t0RPBmKNZbNx+Px8PNmzc5cuRINkQBKNivr1Loq2EHjxxHWaoJRBIoUxR30s18aJ6nJ37I0sAtHndPUOexkTQmOaaSHPVphOxxorYg9ZY6Onvu5WBPD6GDzdQ1HwDAH/PxXGUkpSVRSRuPDAdxzXixazZec+0SgzNJ/EENh2qi2VZ6GwZfAqx1bZw+cIgqVzdBSy9uP8TjCfyuAJOtCRIBG50zYzRqDpJWWG6dI5wwM1e9yOmnJ6l64hvcq/UQu+c01zuamPBWUV/VwvxshAsH6zjasvu8TcVyWvUwqVQqtSL/d782KS+V/F7Jjz76KKlUiqGhIaLRaNF+d5Vir7ZLMBqNq1ogeTyegi2Q9NDxZDK5LX0p94NhFPYPa3VX0NEdyk1NTStyTLfSrushzI1tXVQ7mwjFUjhszwheQzzO8r89zPceHiLh95EwJThn8FNjiXGrJY6nKoW73kBP1XHmW6tQDfV0d15gNjhDLBnDa3FQk7JjjidxhcKoYD3WUBM/de1eBuajhJN+DpgOcbneTntTPQ5LbXpcMR/3tj2blJZc8ZzDUsuMO4zHPUx9XQPhqKKutpGQL8r8EYXLNY9Rg0l/kGj0Bo0GGyndrqfMTFmXODvwL6j+b3Mi3kTniSvMH3sWY0sxqqtMjC0FmfGEOd629e2eNkJ+scZgMIjL5craqrq6urIibnaSrbZ7+Y5tvcL5fnEWbBVrtUCampoqGDq+17ov7CQieCneWzd/m9HRURYXF7nnnntW5fTo7QsqiTcU5fqtYQyJCKfP3cO/9i8TjAYwm2PUtdxhxnMD3ze+j2lihnjSSqpFw5lI4kYRMBmoa6vl2KFOTh9/IR0Hz1BjrsEfjqOF42iJdEXEGvMzX+BQKIQjNMCzujs4deQgtXYLHXXpCoqzRndZuTV6GPKiL0qduZmXHnkVgbifOZfiti2AFltgzhTAceUaxkgAw/gEMW8Y87KflJbCmjSRUhqjgQl+MDmEd9bCtL0eAtcw2I+zy1NZs+SHSenCZKNhUvs5NEgPMzxw4EC2V3Kus0C/2evOgkqsVu7UCm+lj2kymWhqasquRsRisVUtJnTv81Z/h6RKs7AbKCU1CWBubo7bt29z+vTpVcWKtiJyS9M0Bm+PMzw+zcmTJ3hqKkxwap5qq4lXnm/DFAoR+fLfof34x0yg8NQ20GCOMNoSJZVIYnKYsHUeobv7NC5tlOXqThxmO9F4ktvLc1RbrTy/8xnBGo/HsS4/gam+h2e/8CJ1divdTWm7HvQsYTWkaK9+pmZG7pwg/7l2h5UWazfhZDNxa5CX9BwCoHdmjglLBF/iBtNGcDZfpLqqA8P4DDFvBIvbT5IkYGKsPkE4sMTY8D9jf/RJQq2nMdd3oDk717Xr27nCu9449JQT3VZ5vd5sxA1QVk/bncjh3U6MRiPNzc3Z8Ga9PsV2Obb3Kmu1QNJDxy0WS1Z/bOUCSjAYXFFbZy9y1wveUry/egELh8PB1atXC9688hu4b5Z5l48vfq+P6poampvbGVuOMDDrw2qNs+gf4sjwdQ49NYi/tYqoEQyGOAozXlsVtsY2XnL1pdS0N+Gw1GaN1VrVjufn5xkZGeHy+bMrKg87Mq0CAgumss7PYTPzolPNee0G6mmwhLl+cwrNUENb0wHuba/Fbo9x4WiKx+ev43PPsrhsIF5jwjK9gMtqJGg00xhSzNS48PkfptbzOP5vn2Li6kuo6Wylzr53bpD5wqRYmFRDQ0NJ+Rv7Ef03mO8syL3Z66uYupGsra3dkIjcL4I3H4vFssLDHo1G6e/vx+VyMTc3t6UtkILB4IpWKoKw3ZTaXUEPGyzWXaHSjuxEIsGjT/Xy9HyS1raDfG/Qy5QrTF2NmYk5Dydu/Zimf/463lory7Ua/U0ai2YDk9YUFmcTh07fh68uRSwVI2yxcTR1jJMNp6lRjTw0tEws6ccYcmDvaMBhN+Pz+ei/0c/lnjMrWirpdn0mYiIajZY8/mfsunNFGyGbyc7Y6A1iwU66G49x35F2mmrNXD2ctuuxqJfRcY1QxAj+OZxBC/N2SHa4sasBfIFB2qYdxBeauHXlKhxsoKO2geo88b3dgrdU52CuLYLVPW31yrwNDQ1F77fb7cje7loZ+vEK1afQVzH1KLjc1fKNiLjd4BTZCgqFjo+OjuL3+3nyySe3tAVSKBSSFd69Sqne36WlJQYHBzlx4kRWpBSikobx9sQMDz19m9qGFo53NTLlcTMdcBGNLuJzPU4w5GPWMoW9VqM+obg8Y0b1dHPt5HMJHuymo66RanMN3nAczWCGjB0vVhFxaGiIYDC4ojeejt4jLxTXyhb0jryeuT6fj/6+Pl5w5iBPzSeoMhq5ORnjRaeaaW8w0+JwMjI1QqLxHjq7OiBi4jsPPoYn+s8sWnzYtQjNmp+E1cdXw1GOfG6OWscB7nv+aZxXLqD2YHhwsTCpwcHBXREmtZsMR6Geim63m7m5uWzVcj1MqlQRt1dDmsvFarVis9lob2/H4XCsaoFUU1OTNZSbDTHbD6FPwt4lkUis2VsX0gVY+vr66Ozs5MCBA0XvAZV0ZM8suHi8t5/6ljba26torrWy4IsRi8dJ3pkiMjfJfPgWmj3O2AGFz6ax0GThnvaTLLbVYjRDtNqMSsCx6otUWw201TZQY65hyhXCrGx0NDhZ9EXxhGJ4luaYmpriwoULBSMu/OE48/4ExlSirPPIt+uRSITBG71c6HQy4G2gymRkdNZEt/MZuz7nmaMr2cmBI108NdfLwMgiQdc0Rpefkz4vA20RzNoSX4+64IfDmB6z03OkgYsXXkZbXdcq4bsdbMYu5Pe0LXS/1R3b25Fmks9OdEMoZvPyVzETiUS2s8OdO3ey6TsNDQ0li7j9HAmXi9lspqamJltpfCtbIEmV5j1KqQUshoeH8fv9XLlyZd2bUiVCn1KpFD98+kl+OLFAc8NBxpYDREyLeFJ3ODQ9j1qYxpQ00hOy0m5UtLjg0qkrNLz5pzH2dGf3U2wlNzfM2KAUVkOKxx57jJaWFk6cOLHqOuTuZ2kxgtOZoLQ286uZmppicnKSixcv4o4q6nzuVW2Gasw1tFa1EtbCtFd3MOD1kWg+zfNrDzHhGibuu04gOYFPi5A0xlhuncM8ZWTqS9fxfvsLOJ9zP3XPfzFqj4bEFAuT0leAIS3yvF4vTU1NWy6adrvRsFgstLa2ZlvgbETE7dcV3kLouT5b3QJpP3iChb1Hqb119YrI586dWzcSoRKObE3TGBgZ45+fnqK9s5NI2AykWPBFqF2Y4mjfTcLJENGWOdxVbibrUlQ31nHw4nNwVc0TqK6jvaqe800X8YejPDUaY9STtuWtp6xgXplChJZienSYmipTtqhmPrpt93qDRGNRero31urP5XLR39/PyZMnCSsbs/HCdr2juoOAMcAR51F8vmrmaiY52vVcRjy9uMOTWFy3MS1aCddCbSqCIWBiePI68cE+qg8d5fSln6CtqWfXhDSXS35l3kAggMvlylbc1ymlV30l2M1tkEwmU0HH9uzsLIODgyU5tndr94WtIJlMZr8z67VAqq6uXjEnKmd+tx/s+l0nePXCVGuFMIdCIfr6+mhububy5cslfSmMRiOxWGzD4wqFQjx6/VEGmURrMBOw9GGqixOOuGD6aZrGEpywGQiYDDSgUdPajv3ET9D0Uz+3anzF+tbmhhknwn6Gbj7NqVOnsi1j8tH346hOMLqwzHzAzmHSYVH+cJwZTxhNg856W1FjmUwmuXXrFpqmZY1vyhBfIbxzWxHoBs0fjtM76WXSFWJyWdHTfA/x5h48df9GMjiH1ZsgqsUJ2SPcdnqxkEQ9/mVOf++fMTz3WUSrC5/TXqJQmNRTTz3F0tISY2NjG1rRLIe9NrEoNKnIzRPSqx3W19dnV8vvNsFbaPJbSguk3EqR60UaxGKxHVm1EO5eSumuoFdENhqNXLt2rSRhsdkVXr2jgzuqONjdTWudjUVflOPmCKZvPkD16BAhc4qBevAkQnRWN9Pfc4x4zwGitY0cTdVysuE0bfY2asw1xCMhzGq1qNRt+8yyl6nbgxw42k1nZ2fRcem2vclhZXIxkt1PqXZd0zTGxsZYWFjIVrT2h4vbdf09/nCc4dkELk81LjccbrvM0cMXeHD8KRYaYvjmFzH7FsEexpZK4vTB4NwNgl8dpLqrh+rGczR2NFLD3p14K6VwOBw4HA4OHTpEMpmkv7+fYDDI9evXs3a/nBXNjYxhr/S7L+TYdrlcqxzbuWlgO+Gs36n50lrFKIu1QNI7iOQuCqyXQrcfanPcNYK3EgUs1qIUw6iHB9flhQTpx2w/3I43GCSxaGIpOEpiZpZDowtMtUSYqzHgjGg8TzuA6dWvpP7kBW48cWNF+wKd/JXcXMNTU2VibmoMj8ezYuVaH5vJFEUzhjEoIxEtSjDpYXhxgIDyMRCapdlrxJCs4nsD80wsaBg1Gyc7annl+bZVxjEUCvH000/T1dVFV1dX9gZUOL83jS54veE4FpOB5xxrYnI5xKEmO66gmTbny3hi6WHauxzUnFT03HYzOzFLvVtjribJj5vcOPr+mXA0ypTLB9deTF2DA0fV3v+qm81mLBYLR48exWKxrLrx66tylQyT2s0rvGuRO6nQV8t9Ph8ul4vJyclsGx+j0bjthmq72gjkU+heUYhKtEAShO2g1O4KXq+Xmzdv0t3dXVbhlVJXeAvZdv2YPT09HHE28b3+RRa8YcJ9/bh7v0M1XgxVMfpb4kQcNpbOdFF7+CrWRQ/3Nj0LR23NihocsLZt97sXWZ4Y49ql89mV62JzDn0/y8E4Co26jNj9x945BmZ9oFHUrsfjcW7cuEFVVdWKmiZr2XW9WF6+Xb/a3Ui11URPlYXqhhgH64x0O0xYx3/ExJ2H8NgCaAqcARhcHqJ+uJ+F6Sc5eP4nOXzwJG01dex1jEYjNpuNuro6mpqasiuaelhqVVVV1rFtt9srYpN38wrvethsNjo7O7PRSbpjOzcNbCdWInfKkV3qcTfbAmk/1ObY+yqgBErx/pZSwGIt1gtpLhRmXG018tTNp/BE3Bw/fZFwXMOgDHSoeYw3bzGTMDJhryIVbOG4J8mJF78K530vQ2W+3Pn9+nSKGZ5oNEpvby/19fUrWi/M+dx8Z2CcaExjOtZPZ6ORhcgkR5094IjTWm2iy1bHWHSIR2Y0JnwLeAMNhJSiwXSchXCQWX8VDtszAc96sYazZ1cWwcodYyHvsS54dYMciCRorLFyrNXBY6NuYpFaTlbfxz0HLDRW1RA8GMLlacc7MkJ85CaWQIT6sAGPMvBPN25ivjlKdc9pXvaTL6S2rppZT4RpT5hOp412594uCpV/489flcsvX18uuz2kuRxy84TgmTY+09PTBAIBfD5fdlKxVV51nZ0OaS6XUlsgzc/Pc/HixU1/Z5LJJFeuXKGzs5MHHniA0dFRDh8+/AjQCDwBvFXTtI2H0wj7glK7K4yNjWW/m/ndFdajVEd2rm2/72QT7sVZZmZmuHDhAimDBW84zuU6WPjS13jcE+bfOhOg7LSpMM7DJ+m5+mKqogscqu0mFdZotDTSWN246liFbLu+QphIJFasXOvjCkcTRJJJnnO0CZvFmH3fi041Mz6riPgTOGxmhhYWmfJPE9XimM2wGA4z4o5zzNTyTOHLTCulw4cPr2jLmDu+cux6hzOdamIzVpOI2HFWKc4fbiDV+ZMcfcErme19iIG+7+CxudEUVEVMPBFdZPihL/MDZyuvuPclHOk8TipZxYwnDCg6nFUVc3BvpzDUv7+5K5qapmUd23fu3CEcDq9wbO+VisZbNZco5theWFjA7/fz+OOPb1sbyN0WubUepbZAcrvdHDt2bNO1OXaDXd/Xgjff+1vMKPr9fm7cuLFqJbIc1uvXlx9mPOfyMz3ey5xtliqngy/d/C4HLBfQ+mOcfPphDsWr6KtqotoYINJ+ko53vZL6gy0r9rmWMc43PHquTX7xrUA8wPenH2Yi5GMp7CUcNTDnMWOtDWOOJzjYbMFiSuD2L0IkQk0wQSrgJ+C2441FcKmHUcla+u8MUOM9S9JsxOUOk0iaVhXByvU269ek2ApvIcP+oipT5nELJCL0Xu8ljglf0EZdw0XOv+I+xsZ+gHtggMBykuVaP3UJN4uLS0z8zx9T+7z7+Xy8lRQKg0HxjucezIpefySBNxzHqBTJjGHeS6vC+TevZDKZzf8dGxvbUJjUXgtpLge9WnYikaC+vp62tjZcLtcKr7p+vSrlVdfZ7Z7g9SjWAunDH/4wv/Irv0IwGOR//s//yYtf/GLuueeeso3xxz/+cU6dOoXP5wPgt37rtwA+pmnaF5VSnwD+PfDnmz4RYc9SSneFWCxGX18f1dXVXLt2bcPOnvUEb65tn3OH+PGTvXQ12Ll27RqhWIrv9S8SHxsl8eNH6IzOEGyyYDFEMJo7MVw5R6qpBlfCi81k40jdUWZcM2seM9e261FUhYpvecNxwtEEM94Iy4EYN6cXON5pwmYxc+8RJw6bFaNpiZhvgqFbyzyyPMjIUhCPmscQqMed9NI41s3kjIWTdceJRGDK4+LUyVNo9hTzofls6yMtYV1tP0u060D2OZsJhm/1EYylcAejtDgPceZlv0Js/jb2W//KVPUiKQVNQRizj/HItz7JUFcP7vrnMOdxYFR2jrdV8/KzrTiqTJuy67vB2Ztbb6Grq2tFq74bN9IRfhuJttmJQo3bcUzd+WqxWIjFYpw8eRKPx8Py8nK2DeRWVTEuNYKq0lTKrhdrgfTlL3+Zd7/73Xi9Xv74j/+YV7ziFTz72c8uu4vIbrDre2dGXyalFrDQiymVUsBiLdYLfcoNRQr4fUwExmg86mQxOIfSqkgm3Jif/DbR0RDWcDW1qSjDdjvq2n04urupb14dXl2K91nvHzwxu8iBw6exVj/joQnEA9z2jqAMUUzUEot4MSQDJCNgSLgJ+XqJPBngueMRlmM+brekiJjvkGpQ1Id81BlThDUrbaNz+CzLfEf9I2ZfjJTRymlfO8tf/Qa1dTUYmpsINrfzEA1ojlriNjtKGUhpGtF4ipedbaW9Pu3p1Q1jIB4gkPJhMtnwhtPj1Q397Owso6Oj9Bw7xY9G/RhqW1mKRGgKJamxnyVy4TBNA7dwR5ZIhqvAGiOSWmLiB98mUH+c9iMdLNPMrYUJlpIRqo1N3Bo3EI4mGFkMcaSlGrvFyAtPNO060Vuqp9RoNGarQAJFw6QaGhrWLF6wG4z+VqJfT4vFki32oHvV3W43d+7cyRZr0FeAN9suaqcE71qVMjeD3gLpE5/4BIlEghe84AW0t7fzZ3/2Zzz11FO8+tWv5v3vf39J+5qamuKb3/wm733ve/noRz+Kpml897vfBfhKZpPPAO9DBO9dSampScvLywwMDHD8+PFspdyNUEoxSt22T8x7mJud4dXXjnD0UDp/1uMPEX3sMWyDjzFfo3A1+fBZbHgP1tDUeIDGlmautV/KCscac03JecNzc3PcuXOHQ0dOoJltBCKJrIAMxANENBfL8QUWQgGM8RiB5CBzE36WmcP3RJKgyUOzK8mMPUZLvIrpGgNNwRZMdX4MoTiW6DKJgSkGayNMe7/BUrWiMeagdzjFwZSDuboU3dZODDVN+FOniFiqGHfFaHdasBhqeNW5nlV2HXgm5Dsczz522MykYiFu9N2g/eBhJmdjpOpgPBqlOqIRNbZQf/LVJCcGcLnHWbKHQNNo9qcYcA3iX/CQcLZT6ziPN9KGN5y2e/82uLQn7Hqp5Lfqy422uXPnTlbQ6Y7t3WK/t8r2FEO3sYXaQObPgyrl2N5oBNVm2aoUKb0rxnvf+17e+9738pznPId7772Xr33ta/zmb/4mBw8e5Gtf+1pJ+9otdn1v/urXoRTvr15MwmQyce+99276C7OekXLYzLzgRANP3RikpTrJqTOneXj+IaaD08SCI8Ru+fFP1lKFidpUFOeRQ7zibW/Gb61Z5S0t9Zi6h1tZ7HirOvHMhDDMhrnaU48/HmBg8Qckl6aZdA3RNKvhj9hoWHYyb6nhYLQRi0rwbE+MpmiKmoiJpkCKRJ2VU3NmHq12EtNM9LfGmK0OkDI4OOBZoMZQzfWmWryanUZ/Nc9bHqdmZJhFkwOfo5FqY4AFYwvx2np89UZCNjuxyBFefe8hNGOYeDJBKBHiR7MPE4oluDXtp1Y7SpVF8coz3fhmFwmFQly9epVZb4yU5qOlrooln6Khzcn5+mPE43Ee1iw0M0Z4fJLm6VnGaiO4rUkWWqN4F8YxWo08tqhhjzqIxjVaEs/FYqoikgqSNEaJJux4w3V71jDmUyxMSi9e4HA4soJOX5XfTyHNxSgkPgtVMdaraubmumy0XdR+riAZDAapr6/nrW99K29961vRNC3r0S2FX/u1X+PDH/4wfr8fSAsXp9PJ0tKSXsp0CihejUfYt5TaXeH27dt4PJ5sMaXNUMr9r6bKxJGaMKOeBV58/0VaG2rTY/H7Mf/1XxBZCjPcESJijWFzxLj3zEuZr4LjDYc523JiRY4urG/XU6kUg4ODhMNhTp67hx8Mu0lpEQxKceaAhTnfJNPTj2ByLeIKTMKyg7ghCcpOMhoHZxBLKIa/OgEoUkrhiBkwaUmilihoiojBSEqZuWU3UpUI0hS34LLbiWPHr4Vo9npJJGIYl/0sWMxMWm9iShmYalR4PK1o1iqCwTO85t5T2KwGbAZ7VvDqucLBaIJqq4lXnm/LtlC65557WA5rpLQlmmutLPmgtslJ17H0itPNqjoaY+eZud1HeO5x/KYgWsqEKWxm0T5GeNaNam3DnXwRIX8DWkrDZjWRSmnYLUa0VDqPeLfZ9Y1GUxUSdC6Xi6mpKfx+f7Yqr+7Y3il2og1SoePlVjEu5NjeTB2UvZaqVC4Gg4HXvva1/MzP/AyQrlFQKrvFru+uX/0m0UOYR0ZG6O7uLvol8Hg83Lx5k8OHD69oxr4Ziq3wZotBaXFGh25xJBN6NBeaxWwwc0+ig/HH/5Fj01ac/ji1qSiNL78f60//FMpoZK2SDGsZRv0cjx07RsxUw8RourLj+MQi33j6SSLePrzaPPe6/XTaIxzwmXi+N0EimcDAAikM1Kai1Og9+sxmbNXVOJraUCYzLSYrI6oGc8KIPTbHYjiFajdwwx7En4xRnVhEA8Yw0KwlGbOFuH4whi1uwpycIGCcZNkSw5DUUP0P8a3bita2FmL19ThquknVaGjxGqY9kyxYHiXprWLuRz/kcscxjh4+QpQoRoPCF04QS4SwWU3ZUGmz2YzD4uBnz/wMwfMBlj0L9P34WyyOu7HHAlSFbTQlx0jcidPSeIyJFitjsccwRR0sWCaxhA5SbbLxXHMTsHNGYqtYK0xKb/zudDpxOBz7OqwZSvM851fV1NtF5RZx0sOkSskT2u+CN7eSo1KqYA5/IR544AFaWlq4fPkyDz744BaNUNiLJJNJ7ty5Q3t7OyaTqeBkNhwO09vbS1NT04oaFVuFPxxn0RdiZmyExlo7P3Hfs7K/6+T8PIv/+2P4fAsctRhJJTSaGjsYPnMIX12S9qr6gmIX1rbr+jm2tLRw8uRJhheX8MTnaTQrRocGeeTJfoxhF357iMuLcSzOCMeDMbxmA0mDB2PKgCUexpoyYNBAGYwoo4ZyOjlpMNKVamTB72TCUEVj0M9EJIizwUyyATBEsCfj+FHENCMGDXwmA0GjgpQRLWlES0aI+wMktQnGR0f5zPyXOF/TibGlDUOykfnQIUbmvdyc8VFb5WB8KUh1bIkDdcZsFwdPJIQ3HCcaT66w60ajkaqqKs4dOMALrtzLcuC13Pq3f2R89Gniyos1keT0/AKB5G36Hxyj+vS9xDlPMmrBYFCEYknsmRzm3Uglvq9Wq5X29nba29tXtJvTOxXU1tbS0NCwp4tWlUIpNnYtx3Z/fz/xeDx7vUpxbO9kqtJWh1IX+vz2ol3fN4I31/s7MzNDT09PwW30Uvr33HNP2QUs1qKQkdKLRrjcbtzuZV7/grN0tKRDbQzKiOf2LQyPX8cZ0zgUSFFjjGF75y9gvnJ51X6KVT7MP6amaYyPjzM3N5c9R5/LR2pggKnRUVwBN8vNC9QQxO2MMRnXqI2bqfLXUZ3SqO2ox9jRgaGjA0NnJ4aWZgx1dYQ8HsKRCO2HDwNQDVgDEZ7+7tMkDGfpaW+jpytA7/KTzLvMzEYGCCWr+aHZiDPazg+jI6QSEYwxA2eWE9hQLCcbAQ13FUQCbmqecLFkjmFffgj31cO4WzrRiJOMmwn6YgQOLHE96mNw7BZd9h6S3jNYzSaiyRTPO+Rc4bVVSmE32amtqqXWUsvAuXswNi3gdN/EGIhiiJpJmiLcmRog4rLS1X6e+q5DmIOLdFY5iaUijPvv4LAe25Gm99tJsTCppaUl/H4/Tz31VDb8ebPNy9diJ8R1KpUqu6BXfruoRCKB2+1maWlpRZ5QsbCyjRxzr7CZ1gUPP/ww3/jGN/jWt75FJBLB5/Pxn//zf8bj8aCUMmmalgC6gOmKDlrYteSGMC8sLNDa2lrw/jM/P8/IyEjZ3RU2ij8c51tPjjM1PUNrawsXzh/JTnYTd+6w9L//mEfrXaSaIW6EunNnMZ25wFEtvqLNUCHbXkzwLi4uMjQ0xOnTpzHXmLntGuKpvn9mfGyRp5jDELURt0Y4GrLit8NylSKJAZ/ZSL21mqtV3dDWgrGlDZobMNY6CZJicnySk6dOZEOqfaEYX/7+TeZCYY4c6OI5JxwE4n5stz0kEjG6onGuOJPg8vBvox7wR8A4SnNigVQsgs9oxK0MRJM1uFMhwrfHmF0cwO6JMzL3HarrTrKMHS1xGJcbqrt7OHfuKEop/OE4j425sZoMRe26TmNNIz3P+XfMt1xDjT/Ozfle/DYvyWQC0/UpZseXaT+ywJF7X8Pzjh8kqWkYlXomlLqEVd697PAt1G5O71QQDod5/PHHs3aqrq5uS8XabhS8+RRzbLtcrpIc23utaFW5bPQz3E12fV/MukoJYY5Go/T19eFwOFaU0q8UhVZ4XYEoU9PT1Frg0KEeUqZ0eFUgHuDJh74ETz1J1Khxz4IVR00j9nf/KsYDB1bso1B152KGUW8XYLVauXbtGtrcHOGvfg1+/GPujWv4DFZm68I8aDGRDFZT77fQaavD03yRsYsHmWxp5sVn27EVqrLo8624+QcCAfp7e3npuQPY6xqps5lRJifz0XE0lon5qzhYc4gx/wjLtmpiy1YsVhuxqiiJAz00RkzUeSYxRaNUucxYE0bcVVEMCUWzK0n3wzMsVC0QsHQwfjCJo9NBVZWRWmstJoOZhZCLVGycI3WHCYbMJAsYJn281eYantfxHOKBCaLWi4wml2maGCc+tUDQFqZxClwLUxiG7xA+Vs8wU4QNHpb8MZaii9zX+ZxdI3q3wwDrYVIOh4NoNMrJkyez7Xx2U5hUJaiEkTKZTDQ3N2dzBfU8oampKQKBADabLWso7Xb7jhjG7Zq4BQKBDVdy/MAHPsAHPvABAB588EE+8pGP8PnPf57Xve51fOUrX/lZ4IvA24G/r9iAhV1LfneFQjY2mUxm25HkF0ncKjRN48bwKDOzC9xz+gi+KNk+ton+fhY/8SeMVoeImKAtYiXwwmdx4uyLsJvtK9oMFbPt+XnDqVSKkZERfD4fpy+eYsk1zo2HvkVgfIQ5c5AeTxWphiRdgQQ3rEYW7dCYaOGeloOM1/SQanCiVTXScObQqtSocDiMz+CjvTrdqikWizF0q5crBxw0th3Habdk3lNPq719RdHJp8bdTLsXqOsyoyIXOX/CSk/ETe/QCD8ITOBIupjXNJatgIKaMAS9XqonnsbQZMYbG6ahsZ361naCiSA15ppsAbCuBhvL/tgqu56bCwzp/OkqSy3hgy/AYDxG9XIvrugQt9o0fA4/c+P9zI8/Qdfx59F4+DKjHjsWixWDQa2by7vf0nlyixItLS1x4cIFPB5PtqOGxWLJOrarq6srfv67IaS5HPId2/F4PLsQUMixvdeLUa7FZuYPu8mu72nBW2oBi6WlJQYHBzddwGIt8sVnIBBgpL+Xanst1U4nRmWgzmYmEA8w8J0v4n/6UZyhKubsimB7O9W/9OsYMgWGcsmv7qwb1vxj+nw+bty4QU9PDy3hCOGP/wme/mF8BisGTAStGtEqP3PNEezNNcSOmjl98CpHml/ErclYwf0XOz+9aNTqQl9mnt3+XOaDc1xf6GNo3o87liQZS6ElDRiwYNasXG1/OadbujDeGiAF1Gp1PNvgJnHnBsanBzHEZqiOGWha9vIyU5hgqB73xCLDBzQ8B9wYm5ykLFWkkmauu5borrqHOtvKzzX/ZtdWU8erTp9icM6P3dhE14ULDD0+SM2tWxwJzDObaKMnNcPZ8RA/PmvC2FpHaEljMDZOwm/kctcFuuqb2A1sl+HQjcZ6YVJ677b6+vqy81lz2a5Kjrlshec5P09Ib/aut5UAshOPSvVLXo/t8rBvRXP6D33oQ3zlK1/5L0qp9wNPAZ+q6AGEXUWx7gr5gjcQCNDX10dnZyenTp3alu+3XhfDYrZxuKcbX5RsP9z4070s/eX/4aG2CF6LkeUGDcv551Ld2klrdduq8OVitt1gMGTPPRKJ0NfXR1WtldomjQf/4aO4ZiaYrklx2G8l3GTGb01SnYxT19DEszq66Dr4PI4cOEEiYcWVSWUqZttzBaSeBlVsnqQXl9KF+ownnGkFpKFhpanuEJ2nzlF78tkEbo4Tinvp9Hg4FRxlfOk6fmYwaBBUIZrCGt1ejXHjPA9/ZYBbrR1cOvsiTO1HCSSXCHurqDJVrxt+7Kgy8cITTQzO+dFUBwfOH+HGjQE8Ez+iyxsjlbSz0ODFNvgdJrx3cDsuUa8chJMOLIkgl4+20VhX2fvVRtiJlWSz2bzCURuJRLJdHfQWNLoA3i47VSm2QgTmX6/8fGmj0YjJZCIUCq1ZCLTSbEdBsEgkUtGIWNgZu75nBe9aBSyUUllxNjIygtfrrUgBi7XIFYQzMzOMjY1x9eJZrpltWa+oMkV56Dt/ie/px7jjTBG3OjDZa7Gdfz2HbQ4K1Yheq9G87gmenJxkZGKEA84qIl//CkO9oxhIcb36IGFlZLi6BmPHJIn2BhxtJq52XMMVWeaelku0WJ0MqMWC+89Fv6b9/f1EIpEV/f5yqTHXUOM8SjJWR9A9xYnaSzwyskxj/BiYIpxuOcjVzpM4bGZed+HKynCue5+L9ye8jP/4x3j6+mianqHN7ycQTTBs6sY2nkBbiHBIjeM5XIutpwFPnYnz7ZZVntp8TzCkjeOJNgdz3ijL/hg1Rw/BgXbcN3qpun2bwwENSDB+00UiniB6wMpUYpbFuSCPTgzyoobzHG7twFJdh2aqwmQ0ktQ0wvG9G/a0FoWMcKEwKT2fdXJyEmBF37tybsTbXckRtt47WqjZu94zU++XnOsw2KpQ5+0Ke6qU4L3vvvu47777ADh8+DCapl3b9E6FXc9avXVNJhOJRAJN05ienmZiYoKzZ89SW1u7LePyeDzcunWLY8eO0dLSwvGccGTbyCCLf/m/6a9NMGB34kg5SR1sp63jQtFc3WK2XZ9LLC8vc73/Os4GMyN938Q1cYexGg1zqpUlo5dZZwMtMTC1nOWnn3uJ6ub6VSvIxeYOOvocYmJigpmZmZJSvXSh3llv4zHAE0ngtJmz+3fYzLzizKEc234/J+MBHvrOAxybmoPwHRqSLrxVMVzGKoyxWoaDM3j+5VOEGi00tp4k3NjMpYMvKtuuL/mi1Hceorq1gZnpfyGyNIYtlaQ+YmQ6dIdQJEi4/RCx2AWsS1Zuz9ziTKNGe3M9luo6lKUasylt10PbbNe309lb6FhVVVV0dHTQ0dGxIp81107p+ay7PSVnO1Y98xcCpqamcLlc3L59m3A4vKKzw15zGOQTCAT2hV3f3d/aIiQSiTV76xqNxnTIbX//thWw0G/EfX19pFKpVYJw1u9h/olv4n/6cdqCJnxGIyFbJ2ef8zP4Y1VFV1aL9a3TGbgzQDixTGDycRa/P82IuYHm+joCJgs1sf+fvf+MkuxMr3PB5/jwERlpIn1VZbksiwLKwDSAbhi2Z5NsNrlo7hUpiSNp5K6uhndRs/RjlmbNDLWW7p0Z3RmJI4oUSUn0bJLNVjs0gG6gATRQhfIuvffh7Yljv/mRFYHMrMyqLIvqVu0/3aiMjHNO5Ilvn/f99rs3hLrbqXWA1K6jyUHS1jJLtSVSoY4bXedbv38DruuysLDAzp07GRwcvO3n2RVNkNAcskWLsCzxwv4W0mWLZ/e0No+xWUh9sVhkRVE48Wu/RiKRoDAxw/Rb56iPzNNdTZNxI8QJc622iH9tEckwCC0biE90IK2Rs211fo2O8Lo84IOdRJbmMP78TxALi7xUWGD5ksrQSpb3Dxlo8Th1rUSgK46kBPnOhVkKFZNlU2JvKkq96nHMdIg9omYY94Lb/Z23kv00ZFKGYTRlP7eTSX0crtAPu8iWJKkpgW5paWnmJefzeaanp5Ekad2c0P06t4clt6pWq/cU7/YY//3idqNJjZ3PS5cuIcvylk3X+w1ZlhkfHyebzfLUU0/dNMbhjoyS/t1/x5lUlWVDJ5+0iO/qR5MiJLX+TYtd2JrbJUkim80yvzRNLX2a+TPXmA+64HWRUyp4IYWUl8IMP8GhwaPoaoRArIWucGhb778Wvu9TqVQolUqcPHlyW02xRqGeKVt0twQ53BsDn3Xy45u43QJFSTLwxU/S1dXFwuwk77//LtH0FWS9AIDmGFj1MunJc4hZmffnxxFPfpnO1p3NkaLNCl7YjNdTLO5uo56fYOqDv6QQXALZI+GskF0u4AcLGJ2voEpJdu7uQdhV3riyRKFcZakmsbsjgmM6HDQdktEfycfkW+J2O8ob51kbPNXYAZYkqVnMxWKxR86E8WE/SzR4vaWlhf7+foQQTSPQH8WGwUbcr4L348aP1Ke+nWxdWC3OLl26xKFDhx6KgQWs3hDVapUdO3bQ09PTPLey6fDtq9NMzL+GNTGElliVZCXjHcSPfpGyHbjlzipsXhguZgp8ODqGWT2PvjTKkm7S78axAy5LnctUo70sdYRQgxVq1Sq+l6NV7qY92MHe+B4OtR1pEvFm778W2WyW0dHRZiD1dtAg24WCyUVDxfUFrRGDnpbNZz6FEExMTJBOp5uLQtl0eLugYg4+xXRiD6qoYkyOE56foL+ogYCiblO4/HVavv0e6qdfRX3+eaQb3bStFvVoQF3XOY4GVGjZi/g//wucb3yTyHdeI1KzKZY0qgUfs5zBiwum6yM4AZtEW4JUKkVlMkdAkyk7Lu+cPsdAKt4kgXuR9t4KD1P6dDeksVH207D9345M6uMoeD8OGfVaV8WNeclrGwZjY2NomtZsGNyLYdiP2g7vY/z3g7US5luNJrmuy/Xr19m7dy/d3d0P5dxs26ZarRKLxdZ5fzRkvW42S/XNb9ITtamrsENESfccQVP76dZ30hVN3PL9N3JvtlTj9JUxAukpojOnMf0sqbrMVFihHvBo8zqoxI7T1rWbQllF+MFbPj/citsrlQqXLl1CURQOHz687c9kLbeHDRVdlW95Do284GAwSFdXF2XT4cO0gdP7IpI2SFRdwsufJyBP4EvgyoJg3WNheZQzf/H/Ity/h4MnPk9n++5bn9dNvN4G7W0M7DzAwg+/i3PtG2QNm7jtMqKt8OHQd9ASneztfZGEvspZHakOKpN5IgGZ5ZLDDz+8wM6OWHMNfpAqwUcZG3nKtm3y+TxLS0uMjIzc1zzb+4GPY552La9LkkQsFiMWi7Fz5851je1Gw+BBNLYfFH5ceP1HpuDdaGCx2RfK8zyGhoawLIsnn3ySRCLxUM5tfn6e6elpgsEgvb296362WC6wsnweZeIqETNK1A2yI9zBwV/8dVDjt91Z3QwXx4b51gcXMWYnKMsrHDMlllJQDpm4iXYy0U40vRVTvUpYVtjVkcT02+gKJ+iNda0rdm+FRhGazWYZHBwknU7f0ecSDWrsD2p0J4K3vE7Hcbh8+TLhcJjDhw8zNjYGfCSd6m1b7VzvTnWz/3NPIQrPMfTuf2GkOIbmeIy0ObRP5wn/+Vdxv/0d1FdeQW692Xq/XHc/Oo9NzCokTUP/6Z9COXqU3B/8Ibbp0Fmw8YwiK3qFc/NFroQjJPwD9KjPousagVAIQy/yiZNPIuxa09wJaBLA/e6APszZkHtFMBgkGAxuSyb1cRW8j5KMerO5qoZcvFwuEwqFmk2VO5kTehjRBbBKjNuNK3iMx9hOtm4jeSCTybBjx46HVuw24klCoRADAwPrvrNF08GtlDHe+jpDrRnqQlBqldBPnOJIOMn+6BN0RRN3xOuzS2n+5HtnUNOjFOoj7BEVluMO/Wj0+a0Mt7yIH+5Hdwz2tXcwcChM8EbMzp0cBz4qQg8dOsS1a9fu6Hdhe9zu+z6jo6NUq1VOnjzJmTNngI283sHu1AC9bZ/As7Isv/8+p2ffxbdL2KpLoiIYTl+j+pejhHt3k+x5CiV4kDY+8tO4Ha9H9Cj7PvllYnsP8fobv8NitUrY9egu1lhSLnPpUpGuwSdw2ItrG2iagh4MEQwEeOb4IQzZb94LruuSSCSaxcr9WlMf9gzvvfKsruukUilSqdSWebaNAvlhGMltxMfF61vt3N6qsd0wDLsfje0HhVqtdtdmlI8SHvmCd6OBxVY38VoDi4cVxNyYwwM4deoUp0+fXn9OToXr82+SHf+AfMyiBY1+NcLB//GfE42uLth3QlSe53H+2nl+cPU1yukSnlLEQyNvKOyy4hz+5Jc51LaX18Y/QNGqTBYlfClERlTY19rH4ZYTDCR6tlXsNqRjkUiEEydOUC6X73pRvlWXuVwuc/nyZQYGBujs7KRWqzWPs3bGKWio7O+Krppm0EOt91VEsgMt7VKqX+ZcO+zPQke5gvPXX6PVsfF+7ucQr76CpKqU6y5vDWcQvkC6jUNjrbuPD770tymfv4S0sEg4Nk4wbJJYLGAnHQKdefZ0OLyybwBPCCbcBeIhHUJ6s8niOM5NHdDGgvcwDQ3uFffzPG8nk4LV71SxWCQajT6U7/CjPjccCATWzQnVaqtNlbGxMer1OtFotEmUt3qweFhrYrVapafngefHP8aPAbaTrtAwiQqHw+zateuhrQkTExNkMhmOHz/O0NDQTe7QMVzMt15jxqjgKj47qga1Jz/Fru5D7I7v2RbHrj3e9PQ0P3j/XdKFCwQoUUjY6MsGfVWJ3SdeJnLkswQn60gSXJktsVAwsVyfk7taPorZ2cazhO/7jIyMUKvVOHnyJKqq3lOxtRW3W5bFpUuXSCaTPPnkk+v+tlvyuhnhbE+IROokpemLtK28w2y4hCt5JCownB0iPzHEYt8A7os/R2dyJ74X2Davh5O7CR36B4QnziNy1ygHyijCo+3SGOV8mkPPp2iJ7ueFva14QjDNCrGghqZpRCIR+vv78TyPQqFAPp9ncnLythF0d4IflWeCjdgsz7Yh571y5Qqe51Gv18lmsyQSiYcWofMo8/pWje2ZmZmmfLjRVLnV8+LDUqjdS/rCo4RHuuC9lYHF2tc0DCwarsGVSuUmgrrfaBRq/f39xFtTLJXsm8yLSsUV7He/x2ClTtaGQdvn+N/9daKJjjs+XrqY5sOL7xO4foVyNUvVayOvqexOw4kjT9D/xZ8mGmmlbDrMZQRz5QVCvqA3EqJo1XALR1hxW8hkTF46ELklORaLRa5cucKePXtIpVLA1tmA94KG2/PRo0ebX6a1MzpbzSAVTYew0kYq2saiKDAT76KtEuLyQpavXC/QYbnI9Tr+X/4l9XffQ/uZn2a+aw+5ik1vMkj1Rkd4K2Ismg5Cltn50tNIwzPEzy0hxS1yEZeaXSA6eoWsnuJIqp+wFmFRu/m+1DSNjo4OOjo6mh3QtYVKI9D8Qcqf7xUPesd1Y9ezWCwyMjLCwsIC5XK52SRoxPk8iHP5uCTNd0PGaw2wGoZh5XKZfD7ffLBo7D5snBN6mJLmHwdifIwHh+2mK2SzWYaGhpomUXNzc7iu+0DPrRFfGIvFGDxyjEzNw/KkddwnfB/rj34HTb5EWJeph21qz32ScGvqjotdx3G4cvky9sXzDFcukY66SJpBQLKp7orRe+IT7N/9EwjXYFhPk61YaIpEXzJEtmzx2pVl4iHtpsjCzVCv17l06RJtbW3s37//ga1723F73orXfSHoSySZtE9QbRtEKYziLn/IcmgOIUGi6jNWGMX96r8lsv8gof6XWC4H2NXaui1e16QQTz75MtHpPUSvvEalnmO6zUbUTZRv/BZPPvdzdB18hrAWIb0JryuKQmtrK62trcDNTr3hcLjJaf+9yp83k/OePn2aXC7HxMTEOt6/1ybBVvg4su7vZVd5O43txrPQ2sb2w/TmeCxpfoDYTvfXcRyuXr2KqqrrDCw2y+u7X2gU2LOzsxw9ehShGM0svam0z4maRTxkrEq1/uTPmFby+MnVgnH/y3+bWKp/07D5rVBxKlybvcbpoe/TMzHNfM0ELUaPtEReinDwuRc59IXPNF/fcEhcKHRwZiqFL9eI+TpRLXrb6CGAubk5ZmdnOXbs2LobfCuziLuB7/sMDw9v6va88TibdZDjQY2gEgbvCEUxBrpE/65eFttWGN+lsXL2AvKsSSLgES8sU/2D3+MHuw+ykDrCRF6hvbXGIWkQ2HyeOB7UkGSJTMlC7Whn1y/9GgNv/DEjkxdYibgM5H0KS68zmoe9z3yx+XtbSavWdkB7e3vXBcA/aPnzveBhy6xUVSUUCnHgwIF1TYKGTCoWi21rN/NO8KhJmu8EsiwTj8eJx+PNB4vG7sPaOaFkMonrug+NGB8XvI+xFbYzmuT7PuPj4xQKhXXpCqqqYlnWAzu3RoG9b98+ApFEk9eXFh16eqymGVvua3/G6MJFiHnsKynkTj7Nrt0nSek7KJRlRHBrfl2LUqnE1bNn6Tz7PlcKM8jtGt2mQz7g0hnu4cXP/CqdoRtxRhrrPDEqlkvd8zA0ZVu83pDkDg4ONou1+42GU+38/Pxt3Z634nVZklgpW1iuIKxH6Rv8BLHOg7RURpHHv8dKaAHwSZQ8rkxfoDK9QjHex1RxkAMdfTfFE258/wavB2PtDH7572Ge/kuGZ98mYcoMt9cwf/BfCc1/wAsv/p11v7sVt28W2ZfL5RgaGsJxnObIzv2UP/+ooRHXs3fvXmB9Tv3aMZ2G+u1+4EeZ17dqbOdyOebn59c1tkOh0EO5rx7v8D4gbLf7WywWuXr1Krt27aKrq2vdzx5UwduQMEuSxKlTp1AUhblcrZmlNyXJ5Cs28ZCB/c1vYo+N0NepEvBk/OefRupKbRk2v7YIllSLsl0CIfHda9+lmJ6mvjhMOCNh6wrtlSh6Rx+t+56gp+/m7N6N8zWKJHFmMn/LeALP87h27RpCiOa1rcX92uG1LIuLFy/S1ta2qduzLMu3LbQaHeJCLc6ReoT/Nv4WS5U0tu9yOuwgf3IPy8s1Ts6WCDoWJQXyTBJID7GoaQgvwR+NfsDP7Po5DrXtufn9bzg+LhRMLs+VGC16WMe+ws70Abyhr1II2MxEXDj9HWbTI9jtgwQycUZnVTSCt5VWrQ2AhzuTP38c7oMPC2uvbbMmwUaZVEPycy8yqUdd+nQn2Lj70LivlpeXyWazyLLclOA9qDmhH5dZn8e4v9gqW3cjTNPk8uXLJJPJm9IVHhSvCyEYHx8nl8s1C+y1vL60JJGv2fQC+Quneffqf8OMCWbjLurgINGBfaT0HZweM/FFbUtebxR4QghmZ2eZHLpE7Nz3+ZAl6lGFckQj5rXS0dXLidhB9sTXc9Pd8LoQgsnJyaY8+0HtOjaeH4Btuz1vxEe8buN7HmenC2RKFogA+fARgk/spTT6AZ0rP6AQNHElhUhJYCuXcM1FKq27SNfDFM2WTed5b+L1tEm57wVEq8zK9Q9wFJuK4ZNbGuL1r/0b2vqep2LvRPWi25JNr43sa8ifGyM7k5OTD2Vn80cBm+XU53I5RkZGsCzrvqjffpz8QNY2tnft2rWusT0xMYFlWUxMTDzQDZMfF15/pAre7RpYTE1Nsby8zLFjxzbtIj4IYmxImBsuzA2sy9KTJaIBBXdomNw3/goz5CMjoR46iL5rL1E9xlzaJFux6EuGqFhuc/6mUQQ7wiTQMookHEZnR0nWffafn+Rim8NSRCXhyHz+uWeQT34Kp1bCq1e2POe1XdSXAuqWu8q1Wo2LFy/S29tLb2/vpp/7/djhzefzXLt27bZd5u0cJxrUiARUbFvlF4KvslTOka9XOL80RDSgsRAOI148hT13HaZnCJs6S0kT3y5SnK9gxVX+sPIt/u6RX2J3283nEg2ohA0VQ5EJB1Quj+cxWwYJPfkPSF38MygskTBlzhVHqJhjjGtTyH4fh+LPkSlILBRM9nduL57lTuTPDxMPmzRudbyNi77ruhQKheYO8N3OUv0oSZrvFGvvq8XFRer1OqqqrpsTWmuAdT/w4xJf8Bj3D9tNV2gYuBw4cKA55rAWD4LXG7OmiUSCEydONL+Xa3ldkWUiuoyfyzH7F79HISHorMjIqR4GnvsCe1r2Mpf2b8nrjSI4qElcvXoVN79E8erXmVbLLEc8nliSOBntpePJT7O3ZTeZ6bktz3m7vN4wgwyFQuuu7X7DNE0uXrxId3c3fX1997SeNnjdcRw+GViNGapaHiOLZdpiLVQ6nmDgyDFali4hX32LEcPGkUFz8+SG5vmDhUXaWl+kNdTJTx7ZtWnRu57XBZ2JZ1AO76Z15msU/WV0FxblNPa5r/FBxGSg7zOYlkvQUDGtW8um12LjyM7Gnc218ueHybUPW7l1K2y2m7lW/SaEWNfY3u49/KO8w3s7rG1sVyoVpqamiEQizQ2TO4mC3C6q1eqma/KPGh6ZgrdBiLeSMFuWxZUrVwiHw5w6dWrLm0tRlPs269OQ6czNza2bNW1g7TxKm7tE0DbJ/MFvc6a7ji+B0trG/he/TGe0B+EaXJpdYjZXYzZbY7A7RjyoNWdX2mMG47kVsrk0olyh1bJRrl2lJsHOvMq+aowdv/z3UXYeomiuRjhsd9d1K3OJxkPG4cOHb+muerc7vGXToVCzqeRWKGaXN80x3HicO12QOyNxOiNxlipFLi6PkDeryJKEZAgiR48THthP/OI1Apk6EwGbTEDBq0A+k+dvnPf4xedepDNy87U3JFBzOROEoCcZpFrvpOPn/wnVH/xHlpcmcRSI5W2k6+OsdAR4Jz1LWOkgOFeiOxHcFjGuxe3kz9VqlcnJSVpbWx+4/PlRKng3QlVV2traaGtbNX/b7GGisejf6n572MRYrrukqz5V2yca2Py4t3MdvRt4nodhGHR3dzcds6vVKvl8fl1nvfFwcbeS8cc5vI+xFttNV2iMuJw8eXLLe+9+F7wNCfP+/fub60gDa3k9F6oRVASZ//QfGA6XWI64rCR19j3zLHta9m6L19Mli4VskezMCB3CIvPWX1E3qqTqKstRn+zzR4juOkJ/dC8RPczKPfL6RjPI+43GzrVrlpmfGuPQoUP3PRWjETNUrruMLlfIlCwUSaYtHGXPK79Az4mX2fPdv+aDlQ+pBMq4QmPBSpOffIORWAddbS9wqndXM8O3gY28vrO1lWo9Tv9L/4TRC39IbXwEW/VIFCyW330Td8DgunsIRZaRZYnn97Vtcca3xsadzbXy53K5jOM4OI7zwHNaH3bBeyfH26h+c12XfD5PJpNhfHwcTdOaTdpbqZQe9rNLue6yVHaItQq2eop+ULy+trENH0VBTk9P37fG9uMZ3vuEOzWw2MoIYS0URcG27Xs+N9d1uXr1KoqibCrzbaBBOhlDwf7jP6Zk5vEjEJLiZI8/CyJIRIswV66hqzLP7W1jNlvjif54k6xkSWKlVKeQy7OsjdDiOVSnpvjMfBDDl4kFk7T/k39OraW92TU2zRp7o3dX2Pu+z9jYGOVy+ZYPGQ1s3OFdK9UCNu0yl02HN64uM7+wgCxL/OJLxwgGt5ZUlU2HXMWiat+ddLozEucXDq/u9mYX+tnZ0U1nPEXZ8lhKnuLk3DKTr/8N/7kLHAJ4epnC+Hu87Uzx+Vd/hYgRW/d+H0mg6oSMItW6iyRLdCXb6f6Zf878D76BfOU7jBs+BUVGm17BNvLsejKOJJRmTuG9LHAbCeDMmTPrunk/qu7Pm+FeSOpuZVIPkxgbTuGTeR9vOLOpNG6tm7jl+Rzpjd1V42QjGsTYwFr53drOej6fZ35+Ht/310VGbVei+OMifXqMe8N2s3Ub6Qrd3d0cOHDglt/F+1XwCiEYGxu7aUZ4Ixq87hRVxPffojA3itYuMbgSYvGTT7EreWRbvJ4uWZSKBeYqBQ7EVT789n/GNGxm4y471AD7Dn+KXXs+xfCsyrWCDaJO3Lr762yYeG7WoL8dtsvrb15fYWUljWnW+KWXj5GIb/0w3HjPjaaet8LadbnBw0XToZp3COmr95IwknS88j/y6eUTnHv/PzNdt7DQwQxjGVNcPpvGl57mmZ7n1xW9W/H6QEsPe179pyx0vMf59/6c4W6PfEBHmz2DI9V54omTqEoYT4h7Ll42yp+HhoYIh8MUCoWHIn9+VBvZG6Gq6k1uxrlcrqlSikQim2YkP8xGdoOz51dssn6Jn4hEHiqvb7zOjVGQjcbKxmehRCKx7cb2j0sj+2MteLdrYDE2NkaxWNz2DIqiKPc8b1oqlbhy5Qo7d+68Ze7fWoIIDA/jnT2LHIOcIXNt3360qoQ6aZMKOU2ZVKXu0hox6E6sdluiQY3ndsc5ff4Ke9p1ovkUkXNn8SUVw5fpjvcT+p/+KXIySXHNbNFMrUblLoixIeNqaWlh74EjrFRc4kHplkYba3d4y6bDty4tka/Y2L5HIqgTDd7sFLmUKzM5OclATzumHGJsucb+LmXT4yzmTV67uoSuyCwvOZy4hQHHrdDY7b1eqNNhdOB7AT4czyD8AHP6Tvb88q9z4vV3GC+MUYmAYfmY4xeYm8iy7+f/IXJqvYN2NKCyvzNCdyKwgeCi7H/lF+jqOcjbv//bLIZTJCzBu73nuTZ6iVD3DqzZp4mqkdvO9N4pOjo61uXfPSj354fdJb1f8uLtyqSSyeRDi+uBG+7fviBuSBTrJb4zlCaoa/QlA+xubSOsRZqvacroLY+WSPWe75/bPQCsbaw0JONr589kWV4nGd/qvR6bVj3GdtIV4KP8+sOHDxOLxTZ9zVrcj4K3Xq9z+fLlpoR5q3Nby+tqNkv9jW9hJiSqisLswEEUOcXQrMrO2K15/cX9Sc5dHiYa9EgFwgx97bepGw6dVRVJN9jzmZ9n7+DzFMoympSnPWawXDTvitc9z+P69et4nsfJkycxHcFcrrbtnN7t8nq2XGdmZpaOeIDWtj6yNY+6t/lxGrweUBQW0h6n7pLXG7u9c9XVdWd9zGA3z3/5/0LLO68zPT8MWglJuCSmMqRzX2Ph2QB7j3zqpvfbnNcj7D3+aaTWVpa+9TvIuRiFZJGqe41ro2Mc3vtTKFLrtqOQtouGs3FDZWfb9gNzf36UlVu3QyAQWKdSqlQq5PN5hoaGsG27aeb0sEwaYT2v1x2fCzMFIoZKyFCaRe2D5PVbNaM3NlbWNrbn5ubwfX9dssNW7/XjwusfS8G73Wxd0zSbNvq3IqeNuBdJc8NQYn5+nieeeOKW2/hrDagk22bH999kKuEw0Ql078KLhzmWPIJdXzWZ6E2GNrXjn15Y4cLVEXp3dXHu2hWWJiZQ9Bb21PPE2/sI/7P/BenGeaybGVZkQnf4F8zn85y9eJWOvl2Ek0m+P5RZN2MEm3d11+7wLhRMrswWyVQsCqZDR9Tgi8e6180uTc4vMz01SVtXnBVRZW6piuPVGMrM8OrgDiJBjbJdQpYUyqbF965WmM8KYkEV2+OWjpMNzM3NMT09vc4JsSEFapxv6cZC0xYzyJQsJF2j6/gpguluxme+iRKfJiN83q0sUPl3/zf2fPLzxF/+zE33WoNwNyI2eJT4Kz+Lc36GrDSDGl4iWnawF5exe3fRlmxlLltjeKnM/s7ofSt6G9e4mbFTNpttFnaNzyUej98xAXwcxPigTB82k0mtrKw059cbDxP3a+ZlI8p1l6rlUXYrTFmLLC9foWw5CH2ZiNTOkb44T7U+iyGSWJ5PPmfiiRqRmINlByia8aa87252Fu40lkhV1XUGWLZtk8/nWVxcZHh4GMMwmvfW2s/Mdd1HNmbrMR48tpOusDG/frvyzXsteDOZDMPDw7f1kFjH6xIM/M1fM9JTR9E16ol22nY8x65kL+WqekteX8oWOXPhCl2dKa4vLvH2+a9CQiVgeEiGTvzVz7J38HkiWgQRdNbNDN8pr9dqNd4/e5FISweDe/swHbFufvjkrhY8IW5Z/G6H1xeyRUaHh0jEWzFiMWzX5+JMEV2VbyqMy6bDa1eWmcysFsOWuz1ebzhKN4q81tbW5k5Ug9eLG3jd8wI8/fLPsHJmiPS1DygUr7PYWkEg4b75X/BHhun57M8TCa/3wdiK17t69hM8dJzS/DyOWyQslzG8Gu7l36XU8k8QfoxwQGU+Z96RX8dW2Mi1uq5vKX9uFHaNXbo7lT9/HJLmB8GpkiQRjUaJRqPrTMLy+TzZbJZKpUJbW9sDT79QJImC6bJUtKmWalxeqJKpWrSFdXanopzcGadUdynVXfI1Z8143Efz4A+L12/V2G5ERm3W2H4sab5H3M7AYnl5mbGxMQ4ePHjHZj2qqt4VMTZijjRNu6WEuYG1MzqTr7/FhykTNeiQadc5euIFsis5MpU6CS3elAitnbkRQnB5aIzvX18h3Bbnh5deR5ueIOHZBEpJ9ilJ2v/nf9Ysdhu/3yBXxbdJL1S3dW2NcPvJuSUKwV4yaY+V8TniAZU9XVHmCnkuLVeYWqlj2g5CBPji4QG6Wla71RIgr6zgnD6NNZkmv1AirefBVlnJJrh4/QeE1CwjVpoRN0lFUVFCMeLJOexgCFSDrK1RV8O85pylpb0FocqM5scJ+t0s2xZqoI+8GUN3xaaOkw34vs/169dxXZdjx45RrVbJZrNMT08jyzLJZLL50LU2ikCSJboTwVWXy/44R49EuHTur5gdLXOlpcSsoXHs7Fd56tow8s/8MvG2RHPxudWCFEhEeOUf/BwX//o/UXTGCAgfp25SP/MOM0damTBlhCSxVLTu607vRqw1doKPXHobc9p3Kn/+cSHGjVgrkyqVSgwODpLL5Ziammp2MhvF3Fbd9M3uh7X/lq6vMF2YZ0di1eDu28OXsWs2meoUdWuBqirwqp24okbRn+X9kVEuuGcJp7vpNsPs0AuIlMOH4y5uUKa/86dRpEFev5YmoEpIssSR3jjdicC27qfbdYJvB13XSaVSzVzuhrKg8Zn98R//Mbt3777rYrder/Piiy9iWRau6/KVr3yFf/Wv/hW/+qu/yltvvcXU1NSFGy/9VSHEhVu81WN8jGjw7u3SFW6nnNoMd1vwrlWJnThxAsMwbvn6tby+9OEV5iorFNsFva4KJ09S8cKUq+o6Z+SNs7Rj0/N8/cw4La2djIxnSc9/DfQCQjbotCLs+fTPs3ffs83M3o3ZtJfPT2/7+tLpNBevDpPVOilZAaYuL5OKG9Rsl77WELPZGq9dXSIe1LFdnyf646s7T0ENIQRKsYh99hzWVIbylEvWs/GlGssFnw+mvkNUVIjX8oy6reQ0Hykc5pRrIRIq9VCUPD2k2trIGnHybRrR/nbKpsPwYhkQxIOrjQHFg9gt1qrGM8ry8jJHjhzBcZymK39jJ0oIQTAYvInXG+vwT54cpHhogJmL3+W18XeRazoXknn8+dME/nCI3me+zMDA0XWeHZut5WEtwtHoYdQXn+Hsxb+huDRMwhZodY+Vr/57isd+gcteEiTprv06totbuT9PTU01n3nuRP78o6jcuh3WysDr9To9PT3Ytr3OzKnx81AotOk53Y7XgXU/L9ddzo6lEbkcmYUFgrpNvq5SkSyKBUF+zOPdDz3iooKvKDwhciSMNtLZFMFkN7GdERYL9Xvi9Xsp5LdqbC8sLFAul3nttdeQZfmuY4keNV7/WApeSZK2lB03DCwsy+LUqVN39QB1N8R4q5ijrdDYbV0en6U+N4quObSVFXInd1Ikx2BXnP3RXrqiiZu6mrZtc/nyZaoiQFtXD2Mr18muTKMQR5E9EoEYu/7OryLHbu4cNsi1VoPlbUi3XdflypUr6LrO7sEjLI9lWSyYZCsOc4UcVXmerDvBgqcwVZxA8zup2z6Vtyf4smvSNj5NcWaBWqXA1RadouFSOeKD4YKvoBaSlEyTYrDCpO9Q1kwUuwVbqhK3FA7Pl5ht81mse7QVItiTSxSEIGAkmemQ0YREWsuSitSIxFo4GF3dad5MjlWv17l48SKpVIr+/n4cx2ka7TQ+11wux+LiIlevXiUejzMYjyMHo7THw81FJBpQaXF6ubLjCEv2JK5pUbHbmQ/YTNcKGL//FySfeprPvXwE4LYSplgsxJO/8CusvFlhbOUKAU8i6Y0SffvP6Dj1PO3xfVSqYtsOj/cDG80MGnOt4+PjmKZJNBqltbX1lvLnH1Xp051gM5nUxizFxj2mqqsk950ryxSqNkgyXziaIhJQeWs4g+VWWXZmGa+9DcKBeh3DNsn4Jo4q8D2FgK3jGzauruArNkL1kIwSVcmh2pImVw+yUArgBPNUVRfhSvzBB/8r/aVnMSPHiURaqdRd8lWHoC7zyoEOuhK3lrndb+l2MBikp6eHnp4ehBAIIXjttdeYn5/nqaee4plnnuHVV1/lpZde2pa7o2EYvPnmm0QiERzH4fnnn+dzn/scAP/m3/wbvvKVrxy7byf/GA8Mt0pXmJ6eZmlp6bbKqa1wN8aJ9XqdS5cubRpztBWavL5SpHb5NJVklZWYT74/yf5khFdbd+C6xqa7pY2M+dlslY6uPhYKeWYmPqCma7R4QTzdJfzE8XXFbgNbGVBthcYscrFYZODAESpzFSIBlfdGM+SrAVZKFpbjUTRd4kGViKHy7kyGciZHSz7Nc+khxMwsZn6Fs20qyBAP72ahq47qC5RAlhW/wqJeZ7YGZaWKqxi4Uo5xYdPuWRiewDPHSV+KYHgKhddWWGgNc6ZtH3Wjj2XRyt6drSTDYVqdAoLNZdae5zX9Uk6ePInrugQCAWKxGDt37myqcmZnZ1lZWSGSzbInkkANxuhoiazj9WhAJbPvacqVAlJxhoqkYzkqV1ssLp/+GtLkGX7u1Fc40tW/QRq9ntsDcpDBtr30ferv8va5P8M7d56lqAMUKU38ZxLtX2Tw6Kl1O3UPAxvdn+9U/vzjoty6FXzfR9d1EonEOjOnxk5mrVYjGo02G9uGYdyS1xuztwC6bcHyMvuKo1yfus5EIExRV8jH86zoCnayiis0kD3KuCAkMqqFAN71fXrKU9RLIVrnQrx18U+Y6DhIPn6QaKLjrnj9fubwbmxsJxIJvvGNbzAyMsKXvvQlnnrqKV555RVeeeUV+vv7b/t+jxqvf+ymVWvRMLDo6em5rYHFrSDL8rYLXiEEMzMzLCws3DERR4ManxpsZfG//SFWdYGzHS6F3h727TrJYPLgR6HxG1AoFLh69Sp79+7FD2icO3OB+eUfIhkFVC1Dohrgc7/8s8Q7b23OtZ0HgEqlwqVLl5od9bLpYDn+KgmGXQraReb9HGW7iuP3kasUUEsekrbIfPkiX7Nq9JTCnG/fQWGPICb71BM5rIgHyCCBExdMhwWqA0LVqOsOWs1GlhyyWoirsoIZrGGIOssdFeSiRqflkcakWAvgOBnsUIlszkYPT1N0+njz8l6Eoq6TSTVijXp37UUJRKjUXQxlY1duVQpUKpVob29HVVWy2Sy5+XGyM15TrpFIJAhrEQ7GT3JNDeMmo9RFjnnbpWYIDHeF+Qun6aoNk3r+5XXyqa3ITfhBug9/CXMiSM97VyloDpmWadKTJZbERXZ3fpp48NZ/0+3gbr8Xt5M/Nz6bhvz5R3nW527RkEmhBVFiHatxJFa16XooSRJFwlyYtKk5EpbnIUmC4wNBMuYkS6UPmKzOUFPTtFd1ykEHhIbrhbEVC0W18II+CgI1kMGutaPF50Ctr8oo8HBDDlnFBUngKQqSL5HXQVauo+cXqKSPIxJ7WJQkhC8QIs1PP9V1yweu+02MGz+zZ555hqeffprvfve7fPDBB3zwwQe8/vrrnDlzhn/9r//1tt6j0UFuuJV+3PfCY9w5NvubNZq7oVDolukKd/Pet0I6nWZkZGTLmKOt0NhtXf7DP6NijjMW8DmQj2G9cpwDLQfpjG2uOGuMYKVSKZ55ajd/+uEo04uvo8k5gkaOVFmm8+BRPv3Ez2z6XHAnsG2bS5cuEY/HOX78OJW6iyxVmc3WQMDujggBVaZkusQDCuNTaRYvpKmni8SqIyyFPb5JlZH2Nir9FsQrJChTVS6gaDEQMr7kUBSApFA3VCzDR3g+qvCpKD44KoYMamCFdGsOwxPMeQ62XGZFsvBqC7jVTrxMjVNxnaKI8i25nUA0vI7XG7FGibZOIskOqpbX5PVS3W3uprW3tzcNTltbW8nlcuQyswzNrXpXNJq3qqoSVCIkpGPIHTvxCpcohMdwJKgZPlZ1lj9+6/cQz3+ZgNF1W27vCKV4/tjf4lpwL/aZv6EUqFDVa5jF15k8m6Xl4CfumdfvRU11p/Ln/x54fbMiu9GkjbWmKNZsZM+iXi1y7dq1VWmvCHF+2qXmSNiejyQJnt/bhu/5hEo5hoaWcJfGSakzZELwbsykOlimEFxGSCBLDrKQQBHoqHgCUC3wVAQCPBVbkkgHNCbDArWzhq/VCVsfEqiOUF05gWjdf0e87vv+A3X03rdvH/v27eMb3/gGb7zxBmNjY7zxxhv8xm/8Bn/0R39027/ro8brH1vBu/aihRBNZ8EjR47csxvYdiXNjuNw5coVDMPYloR5MwTOniG6OMRwj4UuFMwDu3kl9TSpUOqm167tcu85cISCazG08kOCS99HU4q0Z2N4hsUnX/hpuncM3PbYtyt4FxYWmJqaWveZRoManz6c4usXFsi4s6x414g4Evl6Grcyg6tIWJE0ipAoxn2GsHm/zcCSJ5EFFD0wdIEPIK0e2xMS1YAFkdW5adlXQALZqGNYIQylilQLUDUMKgGXQjgM5RD9xRrh6j5Wog4isUQ+nKeEy2TVZO9rf8rRaCte/0EKvVHy6UUWFhbo2n2Q748WMbQ6QV3hiZ4I52aKm3Zo1854NLrEhUKBTCbD2NgYhmEQiCQ41LKTmt9JPbqIYoaZuFpDaHmKHfMMz19k+vWz+AM/Tc5VQZJQtRCw3t59sVDnjesroGhk9F6Ml9ooXngfvV4jpmYppnPU1Rpp+xeQlRRhLfJAbOq3i83kz4VCoSl/NgyjKf17WIT1KBS8sNEQZfWe2n3jgdlxHM6OLlKplajUXSS1zuzMJaqj51nEZa69jC/poHtkXQndU1FcBUe1ABnPieL6LqrvEMQjpJaoOdoqMSo3HnokEJKH5AXwNRNZ8UGAIwvUYA7s93AX6yy27CcU1JHE7ZUDD8O10nVdVFVF13VeeOEFXnjhhTv6fc/zOH78OGNjY/yjf/SPePrpp/mt3/ot/uW//Jf83M/93CXgDeBfCCGsB3IBj3Hf0ZjH3Lt3b3On5UHD931GR0cpl8vbkjBvhtDyPOFz36MacnFlMJ8YpDPURiq8ecRPY93s370PSV+daR/MnWXUXCBuBvC8AM8cPsGTz3z5novdRsN8bWJFo0gfWSrjej7ZsoXwPVpW5kiMXeOyp+PpeWohuNCaJxsvkw+7uH4Z2QdNdvE8qBk2MkU8IXAVCUeAJHsI30GSQEgmji8hJAlT86lIEr4M+B5IIEmCWN2jLlfwDQtalplTbVZqQfRSjOD7WQYNlWjnIIXUKeyAYGhoiB279/PetEl1YZmwofL0rjhnp/IIwaaqqo3N24bEt9GUNCIJBhJRPCnBrpZuBg6s8DfnvklFqxFwJeryMu++9tskjj2JJJ6GUrIpjd6IVW4vgrKbuQNPIS2eRa3YKHoeq/QO5vgotb3/R6KBjyT6d8Pt98uw8Xby53g8vi4C9EHj4+D1rfjuZm7vZefOnXiex9nRRWrmImXTQZKhOFFg/vxfM2kWmFVayIQE7p4lhkM5FNnB1WxkT0KogJDwhQSShCIEnuyiAsJXUGQbTwIUBwFUVQXPNxC2AYpDLeTj6RYB9T3cbJ5y/QCRcHJbvP4gG9lrYVkWwWCQY8eOcezYsTv63UeJ1z/2Hd5G9I8sy3dkYHErbEfSXCwWuXLlCrt3776rnLqy6VAoVlG/9g0qhsCXoG3HE+TDbfji5mOvLa4PHH2S167NkranyM9f5chYmmxnnYRs07X/BHsPn9rWOWxV8Pq+z9DQUFMWvvEzjQRUEiGduZVlLDdPqGqj6AKpHiRutqFEFnAkBUWrI3wZfBnZMBFCoR6s4ig+ngzceD4XSEhCQzKDILsYroLsycj1EO3FCGjgBBw8xcWwdDyjxnKLTzBYpcPMk9YAyQXFBiGw25cYVmGplmfn5WnMM/+FSHcrbc98ir+6NE2upNAW0elMBFgo1Dft0G6MUYKbs1sbEpddRoZs2aQlEmc20kbykEl1vkSoUsYOmBTcEubM76D07CIYi3M+m+ZF45PNqAPTEbx+Lc1M1iQaVIkFD5GjSuTgPibH/hpDzBG3fTKLQ3z49n+l9YnnONRyig/Hzfvq9Hgv0DRtnf1/rVZjdnaWfD7PmTNnmvKfZDL5wEyJHtasz+2w1hBlo+GYpmkc7O/gxMgKl3OL1IJXyRvzlEJlfFdDEj6GA66qEqxr7MtozJuHcII2qhpFV8IEWq/ixz1sbBxbxyAEuopFCfBR/CABpRWpvBtXug6eg6zVUPUSvpAJCQun5QNC5TxS+ATFehjlNp/bwyDGezW2UBSFCxcuUCgU+Jmf+RmuXLnCb/7mb9LZ2YksyyeB3wZ+A/i/3q9zfowHg4bcNp/Pbztd4X5grdHl8ePH73g9aeTGO3/xZ1zpruNLIKVSdPQ8wbNdn7ipWG3MB5dKJQaPPMm7YwV8kcdamsAdfoNEwsY1FPYl9vDkp+6t2G0Yai4sLPDkk08SCoVues18vk5YEmQvXGHP+EWWfI2RoEu5L4trrGDqAhsHV/HxNZCFi8DDQaLuekiA5qi4sgKuguIaSJKPUG0MV8FWXVRXQZY9graMKwvMYB0hrZ6fkASW5iG0KqCAr4CQcYMevmJSaS1QdhRCuWXkf/8NWiNBDr30U4wXPC7PFUiEdWZzNVrDCr6A9m3wesNBfuNY0/56huV8hfZQmN7WXXzlxb/FX3/wVUQ9Qz3oYXs1li+9RcuuIjt2f4ZdiZ51HCxJEmXT4fVr+Sa3JwPHWUiB7E9T8VaIaBbp8hRv/7f/N5/70r8gEk7eUib9sLGZ/HllZQXLsjh9+vR9dX/eCh9XwbvZMde6Ja81HFMUhcEdKY6PZ7g8sYgwZ7Cled7omKHWopKJTyD7CpLmIjyJsCWR02U8hdVNEAlcTycUMNCkGBVrtWgWco1QABwXXF/guj6yLEC2QamA7CLbgCzjRrJIxjkUawJJfJJi/cAjwesN3G3D/FHi9Y+14L0XA4tb4VYF79pd1q1I43ZouDjaly9jShH2aBm8cID8gV4QENXXRyw0Io4aIfAjK2mmzHNoToFMaZSVoMTenMyhgRP0v/Qr2ybFzQretTOuW8nC88s5SmffIyddot5hkw56JGzBQNGjKJkUXIOAGUALm3hCIa8DQkGygmiKSVgEcYVPXfiobiu63oYtl5EDNpIiE7B20xoeIOfMISc1VCH4gt7KW+Uhlsw6vlwmYmkUYhWUwAiiw4NA5YakEzwhUCM5qsEcI1GFUdVFSCX0y8t4bheyfAhbpNCDQZ6I9LJUWm9eATfnBm+GtXOIDbv2eDpAyJjH6u0gn/kBpZKN5snUXQdjfBK/bydz6hJT5SlaA61EtShVBwJBiWhQpWy6qLJGW7STvmQQSf1Z6mN/ilpdwlZ92i/OUK/B0nMDCD90W5n0x4VQKEQymUTXdXbs2EG5XG7OCW0mf74f+DhmfTZDwxBlLltjLF1DSBJTmRqHAy7tp98mePqHPG+oGCmJ6y0VarJHQQsiSzKS7yN8DaUcoCe7i4PdA0RCA6RdDdP28IUgriYQwXmiAZWVos2h5DEWCnkqfppICOYzEq3aLkbJENBWELIAbZIygORTVnUkyuiBa3h2nqT6JG+Nm3zh0P4t76F7Na3aDhoh9/eKRCLBSy+9xLe//W1+/dd/HQAhhCVJ0u8Bv37PB3iMBwZJktbNzZ48efKhPezerYS5gQavu/Pz5PIm0bBKVx1yx46jo9/Ey43rbG1t5fjx48znTXwhiKo1pq++SVhSOL6okd6R4MQrv3hPxW5jY0BVVU6ePLnpd7lQrGJfvkz0ygWuBOJUwi6+XqKeXEJEPTKGhQ+osrO64yQ0EDKSrxCzNFp18BSNupDxfB3FMBCGjKapyIrAdjx0uQJumIAqoQpIqYK0aVJxXfB9DNckKmqEbImCouPoNigeriwhawJsCUmyKbVW+UEEAp7JOx/+MdHKbuaju9B7ekEEiRgqxZpzV7y+mcQ3m80iFWq80Pc85uI4y0s/oBLyMGxYmjxPrVhmav8gr/R9ko416rxS3SWgruX2GHsjnyR8tMzl61+n5k0Ttz3MzDJzv/tv2f93/heKjrKtEaiPA7qu09bWRi6X48iRI/fV/XkrPCqSZljldsvzuTyWA0lCnixgFpcJDJ2Gd79HKiqTbvXJ9DjMBB1MTUa3FYTsgKsiPAGKixMJEFQMDCWC6UBS66SabuNQax/C09D1EEbQoWDlcPRpFirLlEUeX7aRJdC9IK7kAGVszcXxfTQvCAELyUhTc7/NTiXB2ekQnwxs3TB5GMqt+2Ve+ijw+sf2LVxcXGRiYuKuDSxuhcb84UY4jsPly5cJBoP3NEtUNB08q05w6DQjqTy+K4gfPkxvfC9hESGiRZqd4mo+TT69yBNPPIEv68zlaphuBdc3cYZmiDkBBopVDkX20fGzf5+KI5grby87T5KkdQVvI3ZhM2frsulQqFgEz/wQ+7Wvs9LegtUqkyi2oMoWA2WHV+d9KsLhdHAXOi6O6GSyJYkS0PEiGcIBm55UK0vlFepuBV+SUbQ4qttNn76PJ3ZJBJUQV6cMdMKoopuj/QauE2D/7h4OqS9zdn6S0eIQ0SMe2XKcpUUJWR3Gt3UU3QaxquyUhIQnu4RX9SJYyPiSjxOcw69V8Uybjnw731tK8mTqGVQRIarFmvEJd4q1du2H9h7Ctm3Glnt59/JfoV69SjEpM2kYOIUZ9FKZhVKGw+0HSARCqKpO0FDpikFLSOfZ3S0MLVXIlCxioW5e+sKvU/ra73M9ew1TE9gzU/j5P8d56stkSmB5PlXLpVx3HxlihI8WurXy54aV/Vr35+24H273eB/nDm9DhqZIEntTEVZKdYTvEVoc5v2rIyzaVTS9RGrAYT5WYynqs5CwsZHBV2mtdXLQP0Y9EqEl0kPX7hT9HQoLI2mCtTw6Esd3RHHtJEeOnKTqVrg0ZaP5QXrDKWAQ0/KoiTp7kmGqNRUpuIul+gw1IuDFENoSjgL4ARAyTmSKZbPIMlF2ZX6eg217NpXSPYzd83vJ6kun02iaRiKRwDRNvvvd7/Ibv/EbLC4u0tXVhbR68j8NXLmf5/wY9xfFYpHz58/fddF5OzQ4by13NyTMlUqFkydPNiNs7hRF08ETPvELZ8j6kDMk1D29BBItBEqru1+NfF6vXmFucpTBwUH0UIz5vIkiSTjC5PS5P8PRstSCJnEtSMcnXiWiddxRJi58tB42vE36+/vp6elZ95rG+YRGrqN+9S/w3AQjYZ9MzziV4DKloIPhO7iqwNEkJCEh14M46CDrgEZA1nly3xEyFRtvpQ3HV+kwdHw7SCzq8sn9HYTUCK8PTeH6dUxP5VRfN7laiYM9MTojCa4vr1C1XHYmI1xZepsLi+METAvfqhLyPEwMJKWIp5mYhoPkyyBUyrJLLWBTi1xAqqWZWzzNLuUoKfWT7N7fRqnuokjSOl6/kwfwtRLfHTt24Hke+fxBJq+nuHL2TynhMx8Ms5LL4F3+ISulHJ/q/TwDLasbMLGAuim3CyfCvl0/S335L8mkR6npHmfKU4T+9/8H8V/9Z0iyxGzOxHa92+7S3ek13Ssax3oQ7s+b4eNQbq1dIza6LKdiAfIVm6g5xYfnLnBZnUeXHeonqgQcheWoh+HI1FQFDwmhrjaL1ZCOoUVIqr082bKPlXSAWrWGKwRPJvsQssWRvU+gqQpnpwsIX9Aa6edAz0m+dX2Y+WoRI+BSk6YoK8uYbh7HNwAVIbvYgVWDK9mVQDXJ5L5JV/TvUDRXx8424/WHtcN7t89mjxqvf2xP162trbS1tT20HZ3G3MuePXuaDmR3i3hQwx8aZkH2QRJ0aTHE7n2ElTCGZVA2Hd64usT8wiKyLPGLLz2JLyvNXLyqV0bkLuCoaQKyxw4zRts/WS1212bnrc202wyNG1AIwcTEBLlcbtOZpcW8ybffHUE+/yFOOY3TXcfQp5GDCkLyEZ5Ki6nQXpXRhUF3tIXU/l2cD3YiKj7dqkzVrRCw0xymHbU2TaRNZSEvsbMlxdySQVeiDaek4wA9sdX8291tbSiehqY0OrQantlJlxKlWs8QC2lM6GmEFLox/6Oi+RJGWUZ2JJK+hylL1GQJ8LFCNWyhIxkWjmxz1RxFHvUZXjzP8d4XWS5ptEtH8L0gvYZDXbbQQh8VkXcyV6PrOgf7DrKjs5/5fRN856vvkNUrVOIVTDdI1c5CLc2enjAxOcyn9rete+9UfH2gfeev/J8I/dF/ZWLoHJVkhenKMLVr/z92P/NrzJfjjCxWGF2+9yDy+43NFrm1sT5ws/thLBa7K/nzwyh4y3WXhYIJSHTG9ObxGjK0mu0xvlKlV/cxrw/j5kaZ7Vmm2CVTMzJUAg5CdXEkCdnRsEQISQRB0lHjTxONHGMgYtDbGlpteMQT/NyL7SwU6ti2jVwvUMwUmbk2TCgU4nAijmwECIeClOouNcslaKzK+UJahLD/JNl6ADW8jBNI4wmQfYEveViROpInUauWEYbNB5nvM5/W0QhuKqV7GAXv3TYvFxcX+ZVf+RU8z8P3fX7+53+eL37xi7z88suk02mAy8AF4B/cvzN+jPuNSCRyT0Xn7dBQbzWeGxoS5vb2dp566ql7usfjQQ3mF5gr5UmnivQL8A/s4UjrEdLFDGXT4c3rKyyvrFCv1fjFl59AN4x1nN1dvEI6P0ZvWcK0ZAY+9Xl6Ol/g9JiJL2rb4nX4SL2VTqeZmJjY1NtkMW/ynQ+nUC5dQMzPM+A6tAWnmGuzIeKRCVlIvkCWfRRXJih0ZF1BCrYTcHYQ8vtxXI0EEm1ugmq6yo6eAYbSFgPtYa7Nl+gKhElnVv+Wu+N7KJkOgaiC7Gp0GEmO3OCAK6aMLgRLGYn9rV9gZPE6sYjMXNoknJhAq1l4zhC+U0dVZBxZoxa08CVQXAVbk/DVDEIoXK+f5S/+YJyfGOwk8YlXOLskY1oudVewv0UgXJfW+t3xuqIoq2NNL3ye3v1P8id//jVse5ZiqIYk6lwcH2Ypa7K/5Vl2yrAvoPLJLbm9nfS+X+at039GdnqMpbDLW2Ke47/3r9n/lb/P+9UQAVXm7HThlrt0Hwc2+55s1/25paWFYDB40+9vhYel3Fos1JkvmPQkbkRpStI6ebnl+WA5VIZHuZYfptZ3FTflI+s1gjUDOwCOHcaSqtRUA18VSF4cQ03Rqx8iGpDpjrWg2B083ddNfJ/GQqGO57qEJIvZiRGWJ6+hqioDkQRKMEo0HMYHPrvvKO9P5NBVBZdBpkuTjNpnQJkHycXzZRQXPM0B2QE0lu0MvfVJFKlnS4n8w9jhvZeGxaPG6x/bN9AwDFzXfeDHEUIwNTXFysrKXUuYNyIieTx74U2WfJuxUBHn+afRFYWoHqNu1lnIFpmYnGJPXwe+FqFi+YDfzPYrjq3QPlaiw5aoKzLa5z+D0tlJMVdrvibdkMLchhiFEJw7d45IJMLx48dvuvlLNZtvfu1dxiYmkfQCmU4XLykR9EKg5ZDMJOG6CvlWlEMpOl94kREvTkFAq+mQtktkyhZC0ulQonRpYUI7X6Ru+9SpYHg6Ud1id0eE2VwNgH1dUdIli8GuKJGA2uxqz924vt5EC+lSiGCgk1lmaRGDTJdm2NEWJOJGiUTLvDC4i/aJORYufEimUqIcsLmcVJkNhPD1OjXDxpcEqm0QKJUpvPs+6dZd5EJBRL2TCxWPIz0KU+XVBQJuHy20GcJahFDrXlIvJMh9+CEFdwpFstDdOpmV89SdOBG5ldBYgsO9+xAiyVzeJB7U6G35iBQqts/Fwz9BTgqykP+AmJbF9tLk3/8d3N7P0t3WiuomKJrxR4YYt1uAbpSG3638+UETYyN2YGSxApLE3o4QnTcEEkXTwfcFbm6UzPgVipaLozuIHYv4kSy+rJA16oCMjISn6HiKhouL7MpgR2gJ9PLpQ6nm7v7qzv1qh390ubJKupbEQCTBk0cONGOi5hdn+PasiREIEImE+MRgF7Ki8lR/nLdGMkTlLqrVfjQjj7AEkmSjlKMElBIYBRy9QsCXKNp5At4y3aFdmNbDjcoA7jqrD+Do0aOcP3/+pn9/8803G//38N2f2WM8LDRMyx4UGgWvpmlNhclmiqa7QSSg8uyV7zPmLxGwy/TtP0o51gHy6q5yulRjamqa7mQEpa0fy5ex1mT2zi4vsnLx21RDNYZDsCexl/3HP0uhLOOL2h3xuiRJTZnpyZMnb2oclk2Hb71+kYmLowTcOulYhPdTAjTQdJO6JuHJHrIsEfB0YvF2jMABkGRi7GZlJUa+vJqyENWrRE2JvTv343gSimRTs11CunJHvN64PtcxCPk9aLKM4pXp1nuQtRxBrw89ladUnKKcT1OsODiqT03xqOkC1OKqo73mcG5/HmlpFOWrH2CHXsJtP0TFEVyesRhoUUj7mXvidQBPS9Bz8osULn3ItHMORQLVVrEyI1yu1RgPBmBI8OSug0SNYHOXuRF9BFB121gOdVHoriEv5/FjJYSUpfL9f4/U/xV6dg5uO7boYe2CbpfXN5OG5/N5RkZGsCxr2/Lnh9HIXizU+f13Z/B9gSxLPBVdJfbmzK6dYeb0GWqlHIWoSX7nHEKrowAuAk9SVsf3okFQDZxKB5KlQm03htHHl47sZzZfR7gCS9zM65IEMcXg5MmT1Ot18vk8c8tLvPZhGU3TiUbCPD/YiaobKFIrb143yBZCpOUPEIF5kIugSeArSLhIjoJQLezie5SdY5iWS9BQb+L1h7HDa5rmXTeyHzVefyRcmh8UGnEI4XCYkydP3reHaft73ydcLZCSdepuH9Lu4wwkd6BbOiulFUpLGXp7evA1Y104vSxJrBRN1PMjBIWHQBBp76HlxZ8APsr/S5esdb+3FYrFItVqdctda1Gtsvw7f4S1vEy5L0chZGFpgOpQsjVkzSCajyMCMbxPPotz6hSpZIiXb8ik4kGNyqEUl2cyLM9N0WYofOrpY00Z1YuD7ZTqDhdnilQsl7Cxejs1zr+nJbiO2Dde39HuTooVlcWCiWx30GuVCYQTJCnw1P5nYT/EP/lTzF4e5YPTF/Dtq7iKAoaJ7+n4Rg1bF7iOxIKQWanP4hRsgrFR0Nvw1L2UbZsPl2ZJGimEr93VXE08qBEK6wwcP0HlYhCK8yh6ADWySKSgstCT5nvL57mYu4SX203C6CQSCfGZY30ko6tFb9F0EAL6Tj7LzNAMxVyOsKMwbtSoZr/JsN3KjugAn9C+yEYH6I8Ld0NU9yJ/ftDEWDQdTMsjHFBBQNVyMGWJUqXO8vvvMHbxfSb7lql2KDjhIiHTwNctwg4YwqGqqAhJw5VccA0MZxeVXDvxYAjJaufUvp3sSUVIxQOMLVc4N13g9ESOct0hZmjs7oxwZbrM5bJDV79FVyJMOBxGirSxLOUJKx6zKwWuXx+iNShha1HCssoLAz28l+6g6FlIAZ9KXSasZlE8gVINUJV8vLKBGbCZLhZJZ4rIssTz+9oe2Ge5Ge7VtOoxHuN2UBQFx3GYmpqiWq3e191kb2gIf3YYJSJT0VRW9vUTlmTiRpwZa4aJ65dpb21Hi0Ru4vV0yaJ0/T1kUWUwrVFIGhx5aXVuVwSdO+L1er1OuVwmmUxy8ODBm9ZE4XmsfPXreJdG0EI6cwGNbM8URNOryQmyQPYkdCdCMBBld+8+vrz3C3iuiu8F6YomqNRdri8UWZmfplVTePr4YSQteF94fV8qynLRYrFg0hUP0iHVsEWCgWScpw7spCSKZKplzk2e5vLSJYQooJgqQvFxNBfJMHGEz/VOgWpB3T6NO5GnLTSACCUJKKuxLY0C9G7nZeNBjZChsvfAU9RHDZTSW5RUGV+XsGt5LBm+k/0hVdtlYkFtFi6fPtpDe8vqbrvr6OzQThBsVynIadzly+QDPrMBF3vhddJllYMD/bf9mz9M3I18eq38ua+vD9/3KRQK5PP5pvy5paWF1tbWm+TPD6PgnS+Y+L6guyXAQr5O1oSS6bBy5SKTb3+P5WQBL2SR7Snj+Rq+UUNzFITiIiSDcGQ3jhfAr7SjFhN4pkRIixBUIgy2R2mNGgx0RLbk9ZlMjWxRkFqq0J0I0NXVhRdIsEMUiGqC6ZU8o+MTxFUXS4kguRqf2beH0WwSgmNcqryN6ZWQHRfJB6E6CFdmqJZhd36OsXSoWcyv5fWHUfDeL2+ORwGPxlbSA4Drupw5c+a+xyEI18V+800qss6b8W4WjsSRpyZYMdO0FRO4NZdPfuITmI74SAZzY7F76UA76bfexZu/TC0IqEF2/d1/TFT/KDLopQPtN/3eTecgBHNzc8zNzREKhdYVu41iVMoXmPovv8+ClWGmx8YP1VA0CdwIyDJCNxGSjOgRWFIrUqijuShH1xy7XikQrszwpeePcvXqVYQQ637eRZDuRHDdjMRW57/Z9X3uaCfXp5f53oUl4q1dRMJhwuVi81q+P5Qha4WY6zvGU+1PUL72ARWzjhMtgicjSQ6hqkGiEsCwXYY1hYoyhC8F+LBygYAbpF0JoksGvf5nMHOJbc/VNM97jazp1UMvkX//LOXXv8FQV42ZsEswV0QYEQpBDeIL7InspFC0OXPhCq1BadX8Kbw6h1GpKuzp+Sx+RKEwdBUZQVfVouYUUWM5pgrzhNXwI7HLez/mirYrf25paXngxBgPagQNhWrOBEkiGarjXXmHP3zz20x3lMl1CQiYRM0gReERdFQKmo8ZimATQPVlcCJ4kgflPaj+DqSqhOMoBDWZsKFSrruk6yt8Z+oDlool6q6GoYBaipOv7+L8ZI2YIVh4d4Zf/UQ/XYkA8aCGosiYvkR7RzvP7W8jqMLsUobry8uk0yYRfyexYCeRQIACdRTzDNJihpGeInXDASlDrerSrs7SF95BWAvjPcS5MLi3Gd7HeIztQAjBpUuX6O7uZv/+/fd1vch99xu80+sxFojhdbQiVXt4un8/ucUcpmny/PPP46JuyutzQ1epZN9jMWGTD8O+oy/SmdwBbJ/XAbLZLENDQ0QiEXp7ez8aubjB67Jtsfxf/4y5xTGmdlirLsktVTBs0FabqpIbRFNCBJSdtAcT/MzA59kV711/ILdOoDjBp44OkMlkEEIQu8+8Pr6Y57UzQyhGKz0tLUS9JUJqiICc4OpEGsV7nrDWTVtsnJnsPK5TwpdMFFfGC9QwdQ90H9W1sCI10sV55PQuCnTR1t72kZHVHc7LNs97Da+/cuglSmMpVr75x5xul5iP1vDNKpYC12LXaOt8hpicIFMoc+H6KHHVJZFIoIfjhNUkvf6zJFqzENdZGDmH7km0uDlCk++xq7+FoplsHvNRwL1+b9bO98JH8uf5+XlKpVLT9DKZTD6UgrcnEUSWJRbydWQE+vxl/uO/+wbLMZNCn4yIZAjZCopqEi4ZFHQJV40iyUG00inkUAqRVwhJIWqWi+z5eEi4eEiK1LyvrsyXmc2ZlOsuQU1hUbKxPMHIUhmz4jPvLbCvM8xnDqdWG0GyRMWBttZWntnfRliXmV/JMXZlkeGJHLIEu8J9TNBFXSmg+Cp4Hp7wsdExVZO3Rydp144QDWjoqrSO1x+GpPnHqZH9aHz77iOEEExOTmJZFs8+++x9fwDLf3CW5bJLVY1gRRSiPR1YVpDRySk6ep4irsZX5R3OzeZJEd+m+t2/5HRXGV8CceQwQTmItEbiFL0NIXqex7Vr1xBCcOrUKT744IPmz8qmw7cuLZGdX2b48lWKbTa+IWNodbrqLkK3sYI2niQhSSoBpZu2cIoufZAvHtm17rhCCMbHx8nn880uesMhcePitfGcb3X+a18rhCC3soAoLvF3PvsUli8TD2pcPj8F3JCZCkFfMsRstkbWChJPHgW9iOlmEJKHInyssEnOLeH6YaRAFkl4KJ6DbWewFZBrnciyz5HOPHNzYYSAd8eyfOZwatsEtFbG1PXZT+DtSJL6vd/ljViM0aRLJb2EarfjqDXOVhc41rmf5w4PElAE+XyeXC5NrFbEUwLsT7WQ3Pc/MKe8w9K198jETNxAATFr8bYdYyEd4CcO9D8S5Hi/iWor+fP8/DymaRKNRjEM4766PzcQDah85nCKI0md0g9eZ/za9zmvy4wPSsieguWHCOGDamEoEnJnC1pdI8ET5AoGyVCMdKWO4kFbTKNYBl2REa5HzXJ487vv8GbwPIvJccqah786tk5ZqKgiSK7cia3vp+63sVIv8N5smc+G9xMNRJoPXk2DlqDGrt5Ofr6tjYVCncVsmW9eXGBoxsaWqmhxgbOjCIEaHqAAtu2yYJYoOUv0RLp4dc2M/8NArVZ7XPA+xgPD8vIyuVyOvXv30t/ff1/fuzA9z6X5CRY6FVRLI7FjB7LQuXRpnP62CKFQaN3cYlPeGtRAqVN650/Q8Ti6ZDC/p4P23ucQrgE3qPB2vN54bslkMhw/fpyhoaGmIWWT1zNFRs9dp+ZLmPtBC1TRtAq65OJIGo6rIqkCiTipwAH6Qgf5yYMHGUiuV3osLi4yOTnJ0aNHiUQi5HK5TeMN75bXAaxqkeriKL/8qUMILUg8qDExkkbcyBb1hWCgtY2lHLT4OzHlBYyYw3zxMsgT+HUFSfOwJB9LF2BbeK3TKHKVTP4Me6+Pstj2U3S1pji+I8Hr19JIAl6/lubVg+10JbYXsbOO1088xd6+Htr/4/+HP9LL5HUD2yxSWB5hWqnR6j5LQE7ypYN76IhqFItFstksCTNPXSgc6GgnkPgcP5AkLo5fpawJDGWZ069/i67SK6ipji0l1w/btOp+8/pG+XNjXGdkZIRarYaiKKTTaVpaWu6b+/NadCUC/MqpTq688yaZkdf5IFUl2x/GCZYRZgJdtZHqQUAi0BUl5HVAdS+YvWi0YFYAfNqjOmN1B1mu42t5yl6dyakafzFSZoeZJe9omGqEnBIlqgmCoQDnLIm6LOOKBK1eC/mqTdF06G0J3szraPR1tvGVRIKFQh3XccnkC2Tm+nDiC7hyDRUPX5KxZQlVEkxWhpkttxMxonTGjSavA+v8DB4UHhe8jygaEuZIJEI8Hr/vs0Rl0+HNt65QjbZSMXz0HQNkSyblyjIn9vawp3cPcxNzzXiDjeZTua9/lQmjSF2FhNzKhUQ35ck5EpqzLSOLWq3GxYsX6e3tXdf9bWChYHJ9eJ7K2FUmkyZKvIDiadgBn4GyzK68hBKP4CWSOHKdVFRjIN7KF3YcoTP2EZk7jsOlS5eIRqOcOHGieZyGkcb9+IJ5ntfMX95Kbt6QSlUsl8HuGJ1xg6Ams1B5lqpfxtZnCHsO4VodRS+gODYGYYSnYGoueCqOqLNSXgJFZq5YZrloEQ6orJQsjvTG2N8Z3eTsbg/lwAH6/+n/zMu/9Z8ozqZYHiiSUzNE4yXsoEMkEUVW4mhahI6ODjo6Oti/hgjmJ+ZZohNTegk5cw1ieSJlGbt2nZVdOyiaXR97wfugO7Mb5c/j4+MA9939GVbndwtLWfj2V/GmLlAIS4wmw6xEbCzNQVc8hGMQ8XfS1/kkeiBOrlqnmNUIxFtQpAKJsIZGlSXrArlamZIfxbZ3IAJV0E2GomMQX1ytPgFuPEN6+HhyGSGbSIl5sp6BIsJ8bylCRjrHrugeUvpuOoIdTXfHxjwawOhyhVzFQVYN+lISGXmejFtG1qzVLGwJPEDINvjQGojRFTeaneCH5eRYqVRobW194Md5jEcXD2K98H2f4eFhTNOkq6vrjgxztoOy6fDN77zDWEojE3OQQnVaHYfgcpbnTx1iz44e3nvvveZr13L7qT1Bzn/4J5Sqs8zGXTqVENnOo8wuG2Qy6W3xeiM9IhQKceLECWRZXhc5uFAwuT6Vpn5tiDE1gNq5hBKuIYdqBDwXQwgSHljBViJqL/3xJ3l54DB72tvWHbvxOdbrdU6dOtUsPLYT9bNdNAr3bDZ7k4Fm4zib8XpMj5CrOrh6B4HwE4Sl01TSo2TUOiUdhFpH4GO25FiI+fyVc5X4a/PsjH+K54+fJKBKLJZsyqbLG9dX+Kknu++KP+VUiv3/02/w07/z7/jj8CKOXCdfK6PrC+jtl0kqRyg7SbqUtiY37d0LlmWRzWbJLecIWd1IoSL1SoFqyKXanUec/QaRYy9T7N/ao+NRm+G9W0iSRDi8Oq7T19fHysoK6XSaUqnE9PR0U/6cTCaJxWL3zOvFfBnx7neZufId3t9jk96lUw64+NUAEmWEBAohgqndtOgtqE4XbjlOXGtn0bPQdInWoI1Xm2FhMYPk+9QTaeRgAUmvMO97LEoel4SNj4SHhCOppAFfBlQbydbwjABXigcpOsf4otS1LvVhK14XvmA279EdGaCgzZP1R/B8A19yQXZxfAOh5nGlHDvCyXW8vvbzfpD4cVJu/djM8OZyOa5fv96UMJ87d27LLN67Psb4DNX8EoX2JcqqTqQrx6A+wOFPvEhfSzuqp+L7frODudakQhQXeXfidYpxiakWSO3cgySp9MSTlKvitkYWy8vLjI2NcfjwYeLx+LqfNRaw0tgUuamLVDunkQwZySiDHULyFKKmhDG4E7sjRM4q0BNoYSCxk1f6XiUV+sjwo1wuc/nyZXbv3n3TXPD9IkbTNLl48SI9PT309fVt+bqNUimAyUwVqx5jX+DTFLUPkCNZtIRHKb+AUjRRFRepksCRNdAqEHARTgAheVwavo6htKGrcZAkmsG/dwm5twf1//D3SP7WHxNesVhJmBTMAkLKcjpXouhP0x86SEcghaGEVuVea4jAmcgRzMyTKgtGzQ+Zbi2hC4/0+Du8smMHtOy6p/O7VzzMrjOs3l+xWIy2tlVCWCt/buz+NuTPmzWzNnPrrDoVxmeGOPOt9xC5IvOpDMZgHVdSyGg+muuhuwECeoTORC9f2vNFWvQO3hufp1CexZKXmbE/IOwXmM4XwFuVEAbMALqiIsfmEaqNrFcA96NiF9bfXhIIT0XS6shaHSiTNnU+WJ7m7PIlDFoYUD5Db2hH0+F57YxabzLIZKZGRSxRlceRAysoikdzhfMkJLMLJ3OQrG6xM1wGO4bvGw9F9gSrxLhjx44HfpzHeLRxPwuoWq3GpUuX6OzsZHBwkPHx8U13I+8FhWKV6vw48YhHIJOAA0na/Tife/lpOlvXc+1Gbh/PzpK9fpaYZRCvGIR3nKI//uwNY8bbG1SVSiWuXLnCwMAAnZ2dzX9fW/CWV/KUr4+C4yKFi0haDYxVoyhJgg4Rp2/PcY6lPkGL1ktXNHHTMS3L4uLFi7S1tTE4OLju+Wvtse4Fruty5coVDMPY1ECzcV/EtuD1oumQisTpSnSyp3s/Y5X3qU9PcDVzlZykUgu6+KqFpQhQVOpKiWzlB5S/mSO44xgly6clqqOryj0Z9knRKB2//A/Z9Xu/R4YRliMSbt0n6w8jOnx+mJ7BdJ+hI9iBd6OAjwYMuru76e7uRl9JceHyMlW5hlzwKAVrnO/wCMx/g6OT0Nvy9D1/1j9KkCSJUCjErl2rzzO2bZPP51lYWGBoaGid/HmzZtZWLtyLK4t8+5vfprw8QaaliLffIhf2UeugCA9Jq6JKYdqSuxho72R35DALGYPJvMdKIUtNH6GlMg9Vk3J0gWK8Sr3LQlIEmiwhKR7ClxCag4+gJt/4jghAslf/p/E1CroowoTAeyxYF/mjs8t0hk7h+2D7PjFD3ZTX22IGBdNBkcIoVj+SMQzCR5IFNGIhtdUY0+VMgZ6gjVsL4UY1VFV9KE2SezGjfNTwI7/D24jkaUiBAoFVKUvDzfF+Inj+DI7uUpZVJDlOPBnmEwcO0R1ZzcZzcPA8b1Pzqcy3vomJTMbrREgqZnCQLrWfclW9pZHF7TIGGyQyf2WMH3z7e1R7V7BCZSK+hI2DFCiguz6LR9uIdyRo1cK0hzroDQ5yPHWUVKilOR9UK2bJLM42pU4bcT+IsTGjdDtnzUYRv1Eq9elDnbx2ZRlDiyKrX2B3Z52Cu8y76jvYsSrJlSx5oVIRESTNRhEyqmaCkCkqExj1Oor/Mof7e+jepuzpVkh0tlJ46jjzK6M4FEFzUT2HQm6eD2oeI3KJfFVid2Q/ISXJZw/ubMqtepIhggEDS99NpOSQrL5HogIVI8v13/vfcX7yF0n296/OAD9A59Nb4WHm523sPK+VPwshKJVKTfmz7/vNLrFshFkqWVyeK+ELsF2PVw50QGWZv3nj3zOhZqm0aEitAiRBDOioCCwrgNnaRleih5aozN74HsJBF9tJ8/7ctyjIM0ixMkKx8YICT3FB9kGCerAGjoEqg+vfuD+FCjirhAgEimEcJ0ldk1EDecADBSQEyDaSYlOzQZEEtmIzYr9LQEoSKClIsrRuRq1adznUE0UNR/jOUgXX8VaPI0DxZdxyN53OSwQ7uvj8kTb6wj6VfJoPp8fRNA3btqlWq/e8U34r/Dh1gh/j48fS0hLj4+PrmrwPgtdDQ1eRbYesISN8l/6WDr588lXigfhNr13L7Y4wmRt5kxm1Sro3TLKWIND9PIYf2JZB1dzcHLOzszzxxBM3SQYbXDs/u8IP//J1cHTqhkmsZRgrtoKQXTQh6NZSDOw+zhd2fZGQlFyXV9vgdWFXmRkfYf/+/c1m4lrcjwZFtVrl0qVL7Nixg+7u7k1fs/Y4W/O6TEhXGWhpZyD5WSrdFZ6tFPjGD/8rF80sVtgCxQG1hqLYeAKmxCV2Xy7g9BwnmYoQ0pV7NomKx0L4B56jOpWipo6jSyaSmUdbHOGal2Ass4xaPsnulh6QBK8c6GjyeleshX3RZzln/xArXiNYm6VFLuLKHu98/z/gZdOkDhxrKpceNh523v3G4+m6TiqVIpVK3SR/tiyLeDxOMplEDUZZqTg387pT4PJrX+d84SKzSQd7Xx0PhagnoXoCR/XQ/CS9LZ/iUOceUpEIA63tCCE4fe4MF+cyKIlJPCNDLVpE+IDiIvsytmGBBKos8BBIsnKj8JSQRJPam8qqdZAASUCwwlnnL5AmpxiM/QSeZ9DbEiRQsm7i9UzJoiWs8yufSPLu4iLfy/o4dQcPD8VT8SQfVZHpbA3zs4f20h8VOLUSFy7MIssylmVRLBaJRqMPrKn9WNL8iMCyLC5fvkwsFrtJFnu/ibFczVG8+jb7Kx5F3aXtE/voTnUQMz4ixcYxN+5MivIS5UtnqLQqVBWL1h17aQvs5FhvirChbmlkYVkWly5dIplMbpkxKMsys+Pz/PmfvM1sSKBLJprromklJMsj7OhEBgbwggqarFO2TKxqkITVzemyycldAU5PZFlYXML3PX7p5aeIRDYvBO+FGIUQTE9Ps7y8vK4xcavjbHa9XS1Bvnyih6LpEAuoGIqg5vawUFlhxB1B64hh2gqy6SBZEVBqoNZBgFBdVH2C0IrNYMerRANb7y5vF9GAyo42HRJPUc9MUdHKSELFsk00u0y0Pc4c1xmuVpCEjn2lzi+dOEw0oNKVCPCrn+hnvmBi6Am+dXGRbOYSPh4LwiPy+musfOonUafnCSir8T6u6z60HbuHlZ+39nhbEbEkSZu6P0/NLfHueJGaL5OzVKIRiaq3wuyFr1F3lpnuLiFkDVuWkV0Z2Q3gqw5Ofxetod142TBRVWM2u8hy7k3eO71CxHaptkgIBVA8PCQUyQV59d73BcgSIDQQMdRABWQJjRCu8NFFHN1v5TP7v8TEsseF+WWq2SrB8CJEzuEGTaTG3qwCHrVVbZRYYmenxUA8QoNNG8YqC4U6ILCVJL3VdqbKJjXbRhESuqvRVpV4eV87pw7vXjO/1gWsNpkmJiaaRmFrd8o3ZnbfCx7P8D7G/YDneQwPD2NZFqdOnVoXyaMoyn2PM/TOfB8tPEWoAuG9vXzp+Bc3LXZhverI9GyuvTvE7mIUs0VnX+oYRrCFA93RW/K653lcv34d3/c5efLkpjONsiyzkC7xrT97hyXfRw8uUe+YxoinUYUHHrRHUuztf4rP3yh210qtT+5q4fRkjlw2T7FY4JdeeYK2ls3Hd2RZvqeCN51OMzIysqn6bLvHWcvr8aBGQAXfjyD8IK6W4MSTv8bQxT+nWF9AUmqg2yC7+KEStgArfp2OuWViwd0c//QX7nkcKBpQGUhquNoxYpNBvNIkZqtFyctTz5t4cZ+a9B7kn0P1W3j9WpqffqqrORP85aMHeSLbwWJliQ/mfkBtaZiAIxPQBZV3v0eGDrRImojiEI/Hqdfr972RsxU+7oJ3LTbKn33fp1gsMruU4Qej41RsiZyt0hIJYnk1loa+R7Z+jWwEzJ46PiooCngqviIRC3TQFenHXt7JjuCTDE3VqQTKXPqbvwJphOlgB1JfBWQHTzdBskESeBLgaSgSrMqxFBQUJC9KKKBRNUHSTGR8gpqCLXxsy8OTbCTJR5ac1fe4AV8GWj/keqVMn/gix3d0EjIUNvJ6Q/LsCcHOtiDttRhWpUhBEoCL4UsYqsGXj3TzQn/7jXdfNeG1bZsPP/yQhYUFSqUSwWBw3U75/fob/zg1sn9kJc0NCfO+ffuaDrBrcT8L3opT4Z2zf0E6kGcy1kq3uwc59gxHEjuJaB/dCJt1MJdry3zvnd9GbrEwfIUOrZd4ywsElTDdieCWcqd8Ps+1a9e27MrCagd3IVvn9Le+y3SwSqZrHkWvoqlV4nWXoJAJ7R1ADocAiZ5ID6Wag+4dbkquJpeLTE5N059KIAXjVG2frfZd73aHtzGvqyjKtuKhbldYNz5bIQS2beN7AbTqU/RLfeQsm4SAsnQR9DwaELOgqvu4qkVB9/HlOc5e/1068xN0/9QvI93jfGNrUMLT28lbn4XS60TrObrsMiVkstYITtBBSFV0o8SKOMdiuRdINMn9xM4bn7j+Mu9eqlKduMpQS4BzEZPkB5c48fTzvHKoC9css7CwwIcffohhGLS2tt73xW0tHrakeTNi3ErOZLpgqRFC7QF2uAk02ee1i2PMLL+HCMyzkKrjqAJkF1CQXZWAr2PTQ9HvorDYyWIwg25MUs2WKbke8TrYukw6ZiI0CVnyQcgovoyn+HgCkAEh4QkNz+rGdiLosodOjGDIoFM5hEqC2RU44y3SEtI41pPCcw2igaNo6g7eKP0VQnbWdYg94YO6xFB+iGq5HUORGV2u3DTvU/UdDCVCZzDFXK2C7Qex3SAF4qQ61E3NWjRNIxqNMjg4iBCiaRR27do1XNddl6d4L7O+P06d4Me4e9xLY7RarXL58mW6uro4cODATeuBqqpYlnU/ThMAP51mcnKUid4wEaKYbfsomxapDRtva5uwDf6Z+8F1ynYZYaiEvAT0HUeWpFvyekOi3d3dTV9f36brdtl0mMk7XP/+WWa9EpneJTSlhB/PouMiFEE01MKeniN8ftcXSYVSN2XhzmSrzM3NkwwpxHfuwBZbf68lSborXm+o63K53LbjobbD67A611yuu7w9kl3NL/d0OtVPslT5AbK+hGyX0BQXX/JxjRrj7RqxxDxmeYzKty7wyqv/mFTy3sYr2sIKRTnARN8g8lyY3XM29a4cE4pLjTSmarEovctA8EUCari5u97gq2M9nRyjk/2pDt4Y+mtyo2dYjsD5UIDg+etEdz7Br716mJBkkc/nuX79OpqmNYuWjfE+P6q4E16v2j5VAhgtnfT3RTAU+M7lCeZmryBznYWQRTVVRbHD+JoLtryqmJKi1OwOaoXdFOkijEV55H3SK3lyyRGKXSWEalEjjaI7CCFQZBsAT5LxhYLwDTzfQJFASB6SF0ZxowRFH4onCOge5bJGXO+gIxqhPRVkZCWDqrnU7SLT7mkwih9dpAR+aJS53DXqzgBXF0roqtLk9cZ1N3Kk8+7qve/LNp5QQKh4skxMVWiN3Pzd0jQNTdM4cOAAQojmCNjY2Bj1ev22I2DbxeOC9z7hboix4R6cy+VuuVN4Pwvemfw0k1c+JOoZKIZG+85eUDpw3fW7Ixu/1BWnwtsT32UmM4YekYnUFE48fYyO3b1bdn/X7oQ+9dRTWxp0lE2Hb12d4tqVMyyFHIo9M7iajS88kpZHdzVCy4lT7N1xlLZgO1Etii88JC/I6TGTdMmibppk84t0dKSQg+HbSrDu5u9lmiYXLlygt7f3lvO693KcoumgEWRfci9zokas0yWR0SiKXnbEp5EnJzgfs/FkAZpF3XAY6nAIzb/B5/6/yyT/9t9HisXu6LrWIqhJq+6/vTFq1g4Cr3+VtuvXSKvw3byMvU8jH7aJqHFURWahNsWVuSQawaaJQTSgMhDvZnTnTi57WQrlHEIvkxHjLL4nqO7+KXpT7UxNTXHy5MmmDKixuDVkQPfbBfFhEG6D/KqWR8eaZki57jbJQJIlju9I4AmxzgSi7Faw60WUy5foriywlCxRknRcyQbhg2OAr4PXgWqfxPI8dNXBk3IIewnfdqmiYwdNllpMFNkHJISngWaBL60WuUiAv6oU8AWuFUAJzRCQXSRZ4AH1msyIModnt+EFHEqewnRNoje0m8/u/CKVqkK7sgct8NO8lv0LPKl2470BedXc6sPc28ybPXz+4CDV5ufikq/Y9CSDlKseXcGd9OhJijPzZOUQqqeCJFPxNieltaZVjTnpWCzGzp078Tyvmac4OTnZjJtoaWm5Y0ORH6dZn8d4+Gi4Bx86dGjLnUJZlu8br3uex+RXv0rJk/EjCnJUQagGvncz5zaO21hby3aZC+e/gfBVyqrMp/ufJLV/xy1jhxo7oYcOHSKRSGz6moYp1sTpUSbNApm+GZxgCUevEpBXY4dCwRYGu47xU7t/hlRo1WdjrdTadW3SM1NEwnGCiZbb8vrdNLJd1+Xy5csEg8FN53U3w53yesl01mXsfuHgfpQrKovVSYzIBFJ1jEXdQqg2rm5TM1XysodrLfCNr/0mn//kP6Rz4OgdXddahDSJV3YkecqW4GQP7acdyt8f4+v7PIYlj0CohKPL5JX36VdeRpHa1vFVk9cT3XDwM7yvwPDVK5TCFo48QmlGZ3wiyosndhOJRBgYGEBVVXK5HLOzs831tFEA3y81zsPa4W3wer3uYijSun+/Ha9bno/tllmZOEu4dBEv7FCIVcEOInQXzwFsA9XtQCFGvbgL6h0EZR/JvEo1Ns15oLa7hKfXUBQLT5KQfROEiuTpN7jXA8lbtaJSXcBHIK2yvXARRpEMc6C75B0dXzOoOSmyS4fYn9zDM527aYsZTC5k2Wvv5UzlPYrGhY94XfGxw2f5/R/uI6JF6UoY9LeGms2R4aUypuXS2xoil/UIq3G8egEUFWQHfAWPzZtVa5V+jTnpUChEb2/vTQkYvu83G9vxePyOGtvVavW+Rrt+nPiRkjQ3JL6JRKLpZrgV7lfBO7M8wxvnv01NKlLskRGmoN65n9A2AuSXaktUZ8aQXZnpYIBYoI2Y3s/eLUixYfqg6/otd0LLpsPFuSWuTfwN+cQlilEVV7PRPRVJsikEJSbbO5itZvmE3sfAhgy+Tw2GuTY2jWlmefb5kzhC2VZG4J0SY2Ne91YEvxm2S4y1Wo3h4WHQgliWTLoEQUPl+X1tzC8K4sEeunte5WLPDOOvnycfuYYXX0aSBJKQWAl7TE0ME/q//yb63/971Lr7mtLR7kTwjmRR0YB6w/E5iviVf4jt/C7FqxP0FnV2na9x/qkQyY4knpZnqjLGYq3Ok63P4ZjRpsFGWIvwfOfzTOSWwS7hWh5uNEuuAP6f/h7iH/7j5vE2Lm7FYpFcLrfOBXGzEPg7wcMgxrXkt7JSpyPl03jULa554JnNmbx+LU0iqFKsOxiKTGvEYXj464RXRkm3mHQICSMoUBQdSbUQkoysGrRoO4l43ZQqS4jaPLZcwIuUUCQPyffB0Ve7sT4IX0XSPBTJA09CkV2QPLzGV1GApIAWKt34b+nGP4IdBE/YoM2jsCp9VkSQJeciP5ztY1/8GCg+x9ueZKCzmz+9+EessIhsfDR351JkvDTKe6PtDHZHUSSJy3MlJjJVRpYq7O7SiWsa17OTmAEPfBt8BaPUR2to8yLhVhJ4RVFobW1tuis38hQXFhYYHh4mGAw2Z6VvpySoVqtEo3fnev4Y//3C8zyGhoZwHIeTJ0+ukzBvxP3i9Wq1yqWLF0mNXyff76N6UE62sMcYpCuauOn1G7lv4coPWXJK5EUntgLXOvew7xZN7LGxMYrF4i13Qsumw/BimcrCEh3jZ7kwKPACJaRQHhmB6yuEtFbixm4+1/dRsQsfSa0n55dZmZvnxFOHUYzwtnj9TgvRarXKxYsX2blz55bzuvdyHNd1uX79OpYnYZoqK0KgKDJ7UhH+VnAXE7NBenY/x99MfJ3lmev41ECxcQIOGd9DQmbFr/CN7/4/+fyx/4HIE5+6a14PGwodyRuqlS99jqjk8fQP3mRlv4flV6lFCsgxg0rgA1bMKMLXmgX6WuOsVDBFoDWF6F+GfA4z6CGnrmO+NoXY94+ax9sY71OpVNapcRprcSKRuOtxo4fN66VShRN9H0kmbsvrccHKlfex59+gFnQw20xi9QBF1UW1DBxXQ1NbSMUOcSp5kPMTJlO1ZUx/GD+2iJ5cRjJKSI6GbDi4kown+whfWZUaCxdFs0H2mkkKksTqf69+QquULttIgOetcryPj6RV8bUJ6oE53k5P08lLFM0Unuuzp6WTLxz/Z/zbs/8rs96VpqGkbGSYXx5DtfaSK9cJ6wqKJPHWcIaa7TG0VKFouti6SdUrYUseqALJVVHsMMlgK0H15ibcrdIXNiZguK5LoVAgk8kwPj6OqqrNRkokErktr/+4KLd+ZAreRvF0K4nvWtwrMTbkOmMro+xQdYxlg+WIyz4i9B4bvCWJlE2HxXKBMysXmFmZpq5JhMwAx3e8gC+FNnVubLgj345EFvMm/+3KBPnCdWYLi7ghCU9xwKhheyqKgC5pHztbniBTLrNYqjGQ/MjAIqzLzIwPE1VVTj13ClmWCXDrjL0GtktYQgimpqZYWVm5KZpgO9jOcRr3w+7du7Ftm531DMv5ZToSETAF7SEZVZUJaxF2dQwQ64TiSgtCfIAeXKASsJmVBV87WEO+kqbn3/47vv/SzzOmJkAI9nVF7iind935qyr6r/1dWn7795CnyjhugsFzDr26ycqhbtL1PCUvx/nse+wPvUg8+JEkvyOU4lT7Mwxl5hBaGZ8ydkeZc4sSkf/yO3DoqZuO1yhwGyZgjaJlbm6OcrlMOBwmmUzS2tp6R3+LhyFpXkt+S0tQtj76zsaDGpbnM7ZUaTodyorETGEBPzeMvjRKOlkmGq9SDThMGjK6paP7OhGxk5DejqKaqNRZMN/E0SUwwLODKKoJgKd6mJKEKwOyj+8a4KkosoukfiQ7Vm58FM2zExKKEHiSQAE8cSMQXpJWTS6kVXMrz6+CpDJsfw+9mGCkECQa8elqbeeZvk/zrbn/zNpVSlIEvmxTs1f/tVR38QWEDZW8a+O5AVq1bgoFQaAUx1c0QpbCvqDNntTtd3hvh83yFPP5/LZkUo354Md4jO2iYXbUcOy/3YO4qqr3XPAuLS0xMTHBobY2lp0yOi7PlOrkBgY40X2zwzGsPk8UqhZ2xcXy4pFTTQABAABJREFUarx3+S1mohJlJc+O8C50LbEpr9u2zaVLl4jH4xw/fnzL61vMm7x2dQlh2Qyfvo4SD+CreYRRx2fVPiBCK10tB2jzn8WxVhVJDV6PBVRWFmaw8nlefO5U87u5HV6/k0Z2IzLuyJEjxO5QFbUdXm8U0319fSiKghAZFrIZWsIGxYyLruu0h2UGEt282v15RhYtiu4seEV0R0JRPEqaz6qhrsvXzv0hxliJxfghENwRr2/2t1K/+AV2e7D33CVGdyzjSCbIs6RDEheLPyDCs2RKrDMnAprN7KVKgYWKhUMFlSKjyXkO/of/DV76yU2PH41GiUaj7NixY13RMjY2dtexfQ+b1/MFQdX+6Jhb8fpKyUIUxhjOvU45YFPvrpI0BaYuCJoC1dVQQx10Bjrp1g9wrL2bube+z3JwEr+1jBGsIuPfGGPysA0JJB/BDdmz4rLGdmoVyiq3ex/9ZxPejUY26g23ZMVafaEk4UkuC/Ylip7LQvYV4kqAbAUyfpaXe7/EH4xdB231XSXFR43O4dX3YPurblelurv6+UR0hBDUHQ9LqlGsV/EVCRQHw5YIKlUOtj1DKrg+MQXujNdVVaWtra1ZO1mWRS6XY2Zmhkql0nxGbGlpuUlV+uPE64+8pLnRHS0UCrc1O1qLeyl4bdvmg3OXQAuxe99B3vnWm7ghlZgls+/J4ySTWzvrmY7ge9fTzFUnuLL0/2fvv6Psys7zbvC3T745VK4CCrkRGuhudG42g5pBJC1StCxK5jcaS7LHSxI/aSxpxiPPWrbW2GuN9cc3lpz02bJlS7Zs08qBEoMoZrLJZmfkDBQqx5vvPXHvPX/cuoUCUACqAHSwVj9r9eoF4N5zzk3n2e+7n/d5rjC03A9uyFB9CPnEEcwNdoZnZ2eZmJjgyJEjt/xiNf2YmarPF8+c5VzrRcyFeYJMg8QNu/IJCU67gGe7WOU+Li02EVpwZU6zu+Dz0pUqfhgwNzPDR4+Os3/P1udbNkOMUkpOnjyJbdubmtfdCLf7XqyXfPcygrXW13VEV1ZWmJ+fRylFEAREVpbDY3keGn+YmZk+Vhb+kqXiJDVH0cqG/P5DPocn00ycfh41upv06G78UN5btIFlUf6pv8t7/8NvUT17ibwMEX91mfnMHoJBh7FSHgfBtnKwJm/pnWs4Pc629A5qepKoCUYccikH2y4cp7DYQD/xxG3J7U5d4mKxSF9f3x2lLW9GJ7iQstfcChGaQmrdPE/SpppMUQlbKK1ZjDSXT88ReCewzRj1QBUrEVRMTT4yaJsuVnoH6EFcS1DCpnP5HLPFNrGnSRBYIgInAUOuqpUV0ukgtIEwQRuyK4P2c+iUQBoJiARTWViJxtQu2k5QhkJgYSUeWhqYiUNiN1FCY5gRQnQtlE1TAzGJOc1rnd+FlR+grzPMQrtOnKqsyzXoQkkTR+XYO5RBq+4xokQSxoqhgofnRhxfvEw9DEjSAZKIXKIZ3dGgnbSpV521+0tvd0cpdVezuesNRW4nk6pWqxw6dGjNBXqrCIKA9773vYRhSJIkfPKTn+Sf/bN/xpUrV/jUpz7FysoKly5d+j3g72itoy2f4B28qdjsPaPHe4cPH9508XQvvK6U4pXjp6m2Ah5/+Cjx177OkshQcROSHSX6ChmG8+UNnxtI+MbZZaQweX36JEajhRsOknYjMuNPkDIzN/F6rVbj1KlTt/QZgWu8/s1zS8zWAuwrl+iYTfyBKjLdwBAxRuKSVmkK/XuIK4+wolMcm6yT92xeulIlThLmZmd4157ipuXF67HZddhW53VvxJ3MsXqS7yNHjpBKpVBK0d/fzyN0R6NWVlaYnp6m1Wp1j2VleabvIzT1LBcbLxK2ZpCxSduJiVIxoaloWtCKnyc/X6O4/XH8MHVvvC4EpU/8AH9DaS6/sMwLeyKm7YjO7BSzowYfGDnMiDeCKcRNvD6YHuLZgQ8xV+vQbM/gt6pMZQWf05M8/bnfgwd++bbnvrFouTG2L5/PrxUtt1NJ9F7HG4n1vC6AvHcz/wSJIpGKlSTiqycuktQuY/ZdJJuv0UwpEgtCw0FLTau0C1MP4EV72JnOo4+9yOfFC1TLK7QzbSy3AdpACLla5JoguhJlw5AgugbKPawVuKpbz1qxjbS7dKyga1olFCiQIkFrE9EzrlxtcqNjOpynHY8yu7yfctqkEtcpeB74Y2BPXjuh2cY2BOPlFFnPBLpy7umKj20Y7Bmx+Nr8JYJYYRgaoTWFSFHKwOH+AyjpMd3y1wyuCikb4x7MS13XZWRkhJGREbTWtNvtm5yyO50O27dvv+tRpbcjr7+td3iDIODEiRNrEuat/EhN07wrc4tqtcorx06xIPqxTJNvHf82YSVBexl2VPsxDj5+2+e3Y/BlmzoTdMI5lsotyvUMT+3Yw9i+get2hpVSnD17liiKrguCvxG9uZ75ZpWzre+RRJO0TQ2hh2c0iFWG2DMwDAsnN8AjxWepWrCr3E8cu8xUfeqNBmF9iaHhETKljcn3TrgTMXY6nbXu7LZt2275uLs9T8/8yjCMtWI6iqLrntfriDqOQxzHpNNppueXWZyrY9k2tpelvOODTHR+j9hqYiiPmVxIbVeHwDyLrHXw5ibJ7vwAhdT1O+3rjRYMM6AZN8nZt+589YrezG/8B9Sp0ywYOdJfqZP6QJF2vyQm4puTx9nluLhWZm3mZyRX5EDm3ZxpP8+sOc10ucJCy6S13eZ9Z04y+MU/w3zuYxuaPmz0Xq7vEkspqVara11ix3HWzK826hK/0cS43q1wTqyQ87q/jcXOAn986XOc7VyiI1skcQxBjM7ZeCJEBQXQgv62TS2d4GX3sBzFBPUCcWyQWSpSSmbwMgaqTwEJwomRWkDigjTRVrxOqqwgcVFhEVuuEqIyQKYxTU2WHZiiQEdKtA+e12HQ20lK7SaVsTCdGi9dCmnLClb5NUx3GWFG1+3eGs4SsTuBHw+g2zG2aYHloJMEYUpQFjZZCtkcc7WQBSPi6I4iD47mCWNF3rPoGLNghGQq/cS2IhGC/UsBzb02f3zqBYasvWjdbQq6poEwBA/kIzLOvRmzwa1lUr/1W7/Fz/zMz9DpdPi1X/s1vv/7v5+HH35402Tsui5f/epXyWazxHHMu9/9bj760Y/ya7/2a/ziL/4in/rUpxBCVIH/G/Dv7/mFvIO3FD2X4iRJbst7G+FuC17f9/nuy69zNchQLA/z5dPLtM5MMj9mk5hFdgwP8J7+R64zobzu+YmBVArDTah2TmGnfYy0zyFd5H0PH70u+1ZrzeTkJHNzcxw9evSWTaAer6+0QqYqHdJBi6nmHM3RS2TsFaSt0QjcxKVUOsBD2ffRETn2DGVphQkzVR/fD2itzJIv9DE4tuOuFsCGYRDH8S3/vTevm06n76qgXo+NeF1rzZUrV1hZWVkrpm+8nlQqxbZt2ygUCkxNTTEwMMDk3BKNhQrCyDBmPc1s4RWWGzNESZvYaxGYEtNN0LrGcnQcb2kW1/r+2/L6Znd+yz/0MXI6xnjtc3w2Y9EkpDN/lWOp79E3MsDpq8ZNs7wAu0uj7PXex/daX6ZjQuw1CIUkjucofOY/svOn/h+0IrWp61kf26eUWovtm5yc7F7j6u7vjV4Mb0Yjez2vN1dCsuteRzfLGvxYUq0u4V9+CdVXJdNXpVZoYihJbCWkYwPcEpY9zsLcNuodAyOuUW19C3dklran0VogbI3smUAmAilWq9v1ubm90SMAbYAAQ6axjRzF6FEcylTqbTKpBFt4GEZC1X4Vy/FpJFWkpBs7qLtGmGuOzMJHZl9GNwbxk36MdowhwIxHkHQLXgHk3IB8GVzbZLoa8IwQ7BvK0Cl6pF2TxfY0PisYcrXpLsAwE4Jsmk4k+cbUMn6YcHGpw57BDGnH5NFR955MJnsQQpDNZslms4yPj6+NyP3u7/4uP/uzP0ur1VqLNnzmmWc23ex6O/L627bgXV5e5ty5cxw4cGBtvmwr2Coxrt853PnAg7TmOlhejfZUHe0XKZkr6FyGZr5M8RbHaPoxgYRmVKfT9kkaJXzTxG8PM/YD72Lbup1h3/c5fvw4Q0NDG7pRrkcv7D6Xa0HFx274dNwY6bWRiYVthRiVMXAOEy2M4nt9DKYd4thACIjqC9SqVUZHx7Ft+64z6m7n5tj7vLY6r3ur89xIjEEQcOzYMUZGRhgfH9/UMQzDYGBggIGBAfbsjVmoNGk26nz2eIuk/SxG6XmwGkihiUyNTUQiBDKpcubSl5nYl+LI6C6aQcJsLeDEdB3XNIjxcUsXcSwwMHD0NZnwjeQpbBv3p3+Kq//6N/gfzTISQfRqhR1PSrJDO5hut0lnYhJfr3Wec57FDzy4n20zBb559TVWzEmcSkgte5nXd8HU+T/H9B1yu47eRKh3gmmat+wSdzod8vk8fX19lEqlN83coveaazPdz22xs8AfX/4jTtfP0Ex8VJhgKhNbC2RsE3sxpu1joIn7+ilk8ux2n2XylQ4yrnW7u3aLC6OLiHSF2Ol2epEWZth1LJe4aKva7foK0MoAaeNIF+QYRjBG3A5JlCRNEcu2CUOXkZxNJQrY5vZR0AUqUUQtgAeGB9lTaFNtb6fSMGHwq0hublrGZod2RxIT4MgVkHksNwJpYsY2jmcxWI7ZX8jhRwkvXK5Q8Gw826CUV/jJNI3mDLhTFNoZbC2Z62tQVVOoqIKfniEbHCVl9DE2nGK5EdLwE/Kp+5/j3Ntx+JVf+RX++T//5zz77LMMDQ3xq7/6qxw7dowPf/jD/It/8S/ueJwe4ULXnTWOY4QQfPWrX+Uzn/lM72H/FfinvFPw/i+NVqvFiRMn2LZtG9u2bdvy/eVuCt6eDHd4+14aKwkDeZfjF5dY7jTxchLPz+D070TpjY/b9GNCJQgjSSup0mlJcv4OknSDIw88zQOD1xrISZJw6tQpLMviySefvG1x2OP17eU0k8ttjEsn8Acn0V6DaiZEaI1IUljWdqpLu/HdLIvNkGLaJuVamHGD2blpRke3kfK8e+L1WzWyW60Wx48fZ9euXYyMjNzV8XvYaId3vSJsM8V07/vSG+HZvTthqd6mWa/xB8cCYgIMS0Eg0a6PtBSGCsF2iFnk1NyfMzFX4Miu/Tfx+u249CZeFwL7b/0QmWaLSngO366hfcnsxHm+GH2eUvQ0O8ujN83y5jyLp8d3sdx4D5Pmd4iChEg1WMjDV9rHeM/v/hcuHPpodypmC9xuGAbFYpFiscju3buJoohqtcrs7Cxnz55dk6yWy+U3ndevNsR15zOFYG5xgemLryJTE0RDPn6+iYpclBVTqgsqqQyl4gFcUaQ+WyTkAm5GYmXnCew2sR2hAK26ObmCVbWW3Z2/1doEZXd3ZYXG0AZCptFhP3EwRJKYpEWGDNsIgiwDRZumDyU3xRN7+nnpSg0RjSHcRUa8iKvROQJjCmkGdEvYVbmzAMNsELiztIISwlC4oUKpIqZiNdUBXCdgRy5id6FwHa+HUrFnIMPVjsYOfVJ1RWRCKrAohQluZhCZ2GilSbkWSmnSjolWmnonwnwDYiN7I3Kf/vSn+fSnP80nP/lJjh49yu/93u/xC7/wC2zbto0//dM/vWOx/Xbk9bddwauUWjN4uJv5zx62QoxxHHPy5Ek8z+OJJ56gHUpOz/vM1yKWWxXIhDRkiYH8OMX0rQ0nvnZmidkWZDMGSXiJolfB1ord3i5YN3fcKw4PHTq0Nnd5OxRSNrH2mWhfwA1nMUST0JCIRELoklaSvtwBhPs4rm1gmgYPjxewDc3MlQv0l/P8xIcfpxEkdzSwuB02IqzevO7S0tI9fV7rcSMB9yKaDh48SLm8seTsTsinbPJjZRgrky8P8J++mWW+bRB7r4A7R2DHYIAwGxj5FdpRhf/+nX/D33j0U6zUB2h1LKYrPk/vLTPfbiGXKwxZaar9Hr7qzoPe6D7YIyvhOCx//EeRf/I8I40lrkYusxOvkDNb1LRDrfkwOed6qXvOs3h4bJjJygEqSw2aA3VEx6GVEiylBVT/kmcLaWR5/z1JtG7sEjebTVZWVpiamlpzf3Yc574Gm9+qo661piM7/NGVz/H60gk6YRPQKMNESQNtmGwLO5QrDgd3PsLAI0/SiiJKkw2+8cVXYMhC9NcwRUySmwckwopR0sYwJaDAa4Ey1pwY16KBtE1SewRX7aLVyWIY4GWWiWWbWAnahoWvE5KkhhRtVqoJC3FA2nUo51KMlz2e2VPmG+dWaMcPczy4SEuc7c7yrkIpA6IiY0WPimyScgxkVMBpN5C2T2y3kaZgIvkmjat5RlI7GCmmyHgWJ6YbzAeLTIVLjIQl8p0lnp6V9Ccdjh/tw8uMMlFbYK4zRdEQ7HbezXKjKytLWbwpecqmafKTP/mT/ORP/iRaa+bn5zf9XCkljz32GBcvXuRnf/Zn2bNnD8Vicf3u3zQw9kZc9zu4v7jVYnpmZoarV6/ednTnTtgKryuluHDhAq1WiyeeeIJQCi5Wlpha6TA7vUig8izYJQZzmmwuQ865WVbd4/W5WoKTVmxTIaPJAhlDo0OP/oNPrz22Vxzu2LGDsbE7f1V7zsqtMGFfa54kvMgSbRpWk6ZSWCgyZpa+4iCqNsxwMUU+7bBrIIPRmodOxE9+5EnakbpnXt+okb24uMjFixfv6fNajxt53fd9jh07ttb8uPGxm0G3qCrAUIFMoY/f+HaaBfUSypxBhwrtRChDg9PCVS6xBX/07d8E+fe42i5TaUVrvN4OEurLDVIzF7GeenLtem/J60LQeu/HKHzeweNFapmYRn0FyznPkhdB5b3knP6bGhGjxRQ7iqM0555i0ZYYGoLYZzpn8BfNFxg8U2Lvk++7qVjeChzHYWhoiKGhoeskq2fOnCEIgu7GR6Fwz1F063E7Xu99nscuLfEHX/wqDfsk7VJMnF/BDD0MK6DcUUjDZefDj3DAKdLfyuH82Zf4s90ORi5GWyFKKAwrRqJACLQRIwzZ3cCFbpCCtru8qxVKuug4jSn7CcM8Qns4XgMlBInVoK4jhAPntEanJHGQonZsFCnLPLStD18P8fh4ifNLj3C+eZxp9Q0iGmCuUxaaEcKISVsGpYxNLmXSjDStdbvKkdlgsbVCZaVMX9a5xusXK1TbMRPtGso1SXVMCoZAiAhsEzuVYzBbZHlF4IcJhiHoRJK0Y5K2BUlyfz672yGKIj75yU/y6U9/GuiOomz2O/N24/W3fIZ3PYIg4Pjx45TL5S1LmG/EZomxXq9z6tQpdu/ezfDwMAC5lMGTe1P8+cUJ+jodhG6RXxrj8Q/tvSWp9Lq1pZRJSJv+akC6lkIKTXr7CIXV3NjeHMztisOeEUWPxHIpm/3bE2oXGmy/3ORCySBQLokXoOyInEixffujzCxBFCsyrkXOTJi4eJYH9uxhaKg78J6/RbG+WdxIjOtdpe/kmr0VrCfG6elppqenbxvRdKdjrEczSPAck7//3h1MVHO8uNLi0kpCoioksYmRqiNjBxnmqTgz/On3Pkv/8BEeHXyG6arg8mILI4wxz36XKdVGPf04BbEHuN6o4UayGhsu4hx4gLnTGtNYZntdkz1+lf4nniGbNhjL3jybnvMsPn5kF7tm07wwOcFKSjCRSGyrQ+wlfHvic+yNs5i77tw02QzWS1YBLly4gBBiLdg8nU6vmV9tdpb+Rtxq8QDQSdq8MPU6L15+jcgKkKbATBxo9lNaGsFMLLLlMp/4ofeTzaWZPf4qzl/8Kd8pW7x+IML0OnhugFQGCAmrczyGnWBKE524YPvdjDsrvBYdAGhMlLNCZXkEw6pSLJwlzCziCg1aEDdGcPN1cDsIwyA0+wnmnqPdsZhvNlmo1NnXZ2G6aY6MlmkuPM3pzjzSqVwzvhIa4c0y06wjlU26FBOLENPQRJZCm+CJNDGwksyi6kNU2jENP0aKgJa4SFNPYSYdBmKLsZZiOFZM9m9nNqnhupI+u8yAl+Nwv03ZLVJI2SzOXL1vi5rNQgixpR0h0zR5/fXXqdVq/NAP/RBnz559A6/uHbyZkFJy+vRptNZbljDfiM3yem8t0dfXx6OPPooQAgd47uBA1wm5s4LdbjCv0+x/pMCTI49uKGfu8Xo5a9PUAZXF75KRksTU7HYOMFrqNrJ7Rlh38uG4kdefOzhAdaVO9X9+iW8MV6jlYkJT40UW/SG4O/aw032SuZaLH0ocU9OZv8iO0UF27jzUnSm963ezixu5shf9WKvVePzxx+8pw/PG8/TWD73i634lOPR4/Wfe/QgT1XGuNC7z6sJ3iTuz+HYIVoRvxWhClnXAf//Wf2PHyI+wc2SU6WrA5cUWLork85+hOn+BoDWNP9T1Obktr5fTZMYfgQmFax4nZzQIlqYQQwbT1ou8O/fhm64151l8+PAQewYyfPuKw6z3PItxQqDb1EzBUuebNF9PM7jj8F3v2t/4nq2XrC4sLLC8vLym7LIsa22sKZPJ3NW6+3a8rpRCaM2rf/JZ/s2VCq3+KYxUC9vugBVjatA6RWn3AXYOjFNspZj4xp/QAi4cSqikDGwnQgrQ0kSsWStLLKHRgFLimsmUkihpIwwDYSgMt0GiOlhpialAGhrLcxBGhEahV+dyQeBrD1+moLWfr0/sx0nyXJ1dZGd/lg9sf4YXloqcDv4UKSrdeV4AQ6OUouInhMpnuwGxOX3d0LCNi+nAciUmUV1zzsVmQKwUmXRMo3UV2iGJLUklmlwMmfIA27LbSTvd6KaZms/RHUU8x6SQsvEbFdpvQiP7xvSFrTizv914/W2zw9szLLiXXbz1sCyLJElu+e9aa6amppiZmeHhhx++yXZbmz4eHZqhSWJmkU6K8oE9tzxer1u7EgV0/IuY0QJWGkYbaT707KO4pubVV18lm83eVrrT6ygrrTGE4LmDAwgrZLJznpWp15kZhoblobWBJWFntcNHn/3bHDh4mNma35XCBDWuXjq34eu6F6wnm9687vj4+Ka62Vs9T2+R1IuquJsF+43EePNNeRTTfJZzS/NIuw0qxBEthGPiipgQg1bNpRmcw+gUyNq7iRJN8dXTRJ0hor5LZF94iZndddrxMxRS3jWjhhtcGkeKHj/53D5mducIP/vv+Hahw6I2qF44Tjr1ACcskwdG2jc5SOY8i+2lMst1gxFVZK62hDZaGHFCNRUQnPwGrxTKvO/o+F3v8t4KPZlUX1/fmmNvzx07iqK1XLdSqbTpz2ejxYNhBsy35zhx7k+Z7iwTD0SgLbQyCdvDJMsH8LwEL7ubTibP7z7/EsuVl1B2QPVxH6FNIq+DiUIakm62ngAdg7K6TVZpI0yNRIAVIdb//DQYRoSTniY9skgsTCK31nVp1gKtDZL8DCC7kiZl0FJNzGKIKcpE1Z3MtPdSkwYDqYgwmIXIwrOGCHSzex1G90RW/gph+wGScDuWvxtLXEHaPnKVHAPaKJUiI4dRWqO1JkwUuVyT052rxJFBTUbsaBYZCip0PEU03MeIyiDVIu1WBgLNxVjxoYPdTvv8PZhbbBZRFN2XhXGxWOS5557ju9/9LrVajSRJegXSNmDmnk/wDt5U9HY9ezxxr1LKOxkfwe3HoXIpm7FSis+udIgyOdr9s+wYHeL48us8M/LsTUVvj9drvkLaTXILExzwfRqWwVNPjpNxzbVds9tFKm3E672iN3j+m3wu7XK2X9OyQdsKJ3AYLe/iE4/8CA5lzEOCSq3O3NWLHDly8K7GvG6F9e9pHMecOHFibZ1yP6WvvfVDb755KyakNx5jPTbi9e21ElfmXBbcb2NEC7iqjrJ8ErdJjMWcVaN64ctcXXyc0cERmr7AmjjH99oSd7vEeeUvaOzc2Z0bTvXdntffu5OZg2WMz07yYmaGS56gvbLMrA+VpRFmKg9tyOsDeZedhREG1Pv5SqOFk8wS2CGBEZE0/or0Sgq42Z33XtEzI9y5cyfQbQ5VKhUmJibWipteAXwn86sebtcUiM4cY/Zrn+Uvd5aIB1NYuRWUtpB2jBl7SDOPoco0l8Y4/u2rNAdnqA9ZYEddjw1Tkiir675sSHRPn6U1aAMlFD2JsdbdnXchzG69qUwwJZZQSDRKmIBcdXIGicDUanUjVoPwwfKh+CKJcwlZ+RCznSGSSoyhl7D8DH3J97FS/DywmvQgALdCXIMwToiNBtKudY+5emkmBVq1MmnHoC/rUO9EiNVrnW5dpa4ncTsG2jTZ0bFwDE1czq26aKV5/uIKfihJuebad6lduzszyq3ifnD724XX3/KCtyc7ajab900SC7cPqO/N2ZimyZNPPrnhl8YQJlNLZxC5BTytGU+PoW7z4+91a1utV+k0FxhaMKmmFEedUTK5Ii+99BL79u27Y4Bzr6M8kHdZWr1xBOY8raVZxq4oZvsdbGkhO8PgtDGNcQqlg+RSNvtcc60YeeKJJ+6pk74Reju8vebE4cOH13YD7yeUUpw6dYrh4eE7zjffChs9Z6Ob8mhumCHxECvmMpEVow3wwhjiPFFQgv4VTKVYXHyRvmyaatvm0YN7CE/MkYpthtsJ8tgxauOvMvbIe9eMGjYynBgpeuQz/Xw23k18bhYRm9gNB2flIpkHhm7pDN1zPDTjApa/nygfYLQlyvQJrVkq3/ki9d0/1pV23UesX1isd+wdHx9HSkmtVqNSqXDlypW1XLe+vr7bdonXRxKkXJOQCn/2wp8wdfY404UWecdGCEEUFpBYxPWd2MMXCWxBwGXCZQffEsjBZbSywY3BTyHMOrJnUiFYjQai67SoLRIcSBxMYaDc9k3XJQBtRsSG7P7J6JGo7kYaoFaNMHTX4RlQqSlippDDp7CXPoyVHCYRJsPDZbJhP6cvdYgLNWxvoSvBMsC0OuAuYqsCTesMUtVIPNk11VBghGUKnffhBwNoU7Ojz2VbySPxBKeTOmkSpPQZThoseBbHHi9RSaq4RgbtjxK2hym440jHWfsubSW+4G5xL1l9S0tL2LZNsVjE933+6q/+in/0j/4Rzz33HH/4h3/Ipz71KYCfAP7sfl7zO3hj0PvtT09PMzk5ed8ksXdCb2eyWq3edi0RV6vsbs2TpNrM6A7Fgd0o3aIZNW4qeHu8fspqQ2ORb1sVVBkM0yK9ZycvvfQSg4ODHDhwYFM+HOt5PZey0e02K8+/SHtQ08p0kKaBIU00/fQVn2J3edtakdhcmOPZpx7bktJpM+jtvPaaE+vVbvcb09PTpNNpHn/88ft2T9qQ14sp9pRHSJbeRZj7HqIdIZNON5khFQMN4pFLxI0aC5X3EEQF6rl+BkopCsJgLFAsXT3D4rc/z5GP/d078vpI0UP//U/Df/j/MJOt0nQFKqzQ8U6w4g9T98u35fV061Hod/Cb0wg7pI3Phdk/49LVEo/sP3Jf3qdbwfM8RkdHGR0dRWu9Zn41PT2N1vo686tbNU5v5PVCymbuwlmO/85/4lKugd4pmR1eItGDYMUkfhbL0Kh4BK1t3E6LCc4h9yyBHXT/EwotbVACYUVoQ6/t7pqrS3spFAIDLcSqD4eLWq0yhblqfGZIEqURhkKr7o4wSne9q1bncFn18lgbcUIivEXMvhdQ8x9BizwDg30UE8XMpTRRexAnf3XNlFJYLUyj+1sKdYgymmvHErGJiI7SaWewrO4aL+WYPLyjyFyjyqX4Cq7dxjXaIAXzOUU5MXDTaY72P0q9ZXB+rkXGs2hXfI5sy7N/OPem8HoPd7MGfzvy+lta8AZBwGuvvUZfX9997yaaprnhXEov7/Z2czZNP2a21ma0bkM1R2QkpPuLd5SXCCukbc1QrU+wNCAZbKSRA/s4ffr0bd0a16PXUV5qhBhCYFkhxxZf4+zVVwmGAkITOoaJcpcZbGTI7ThMw4/XTJ02Y4J1L1hYWFjbdb1fUqf16N1s9+7dy44dW49O6mGjTvB1VvmrndpCyuaR0X2caF5iRZ/FcW0yYUC6A9VMAk6HRAua5gyHai+RlD/KgmPgPvgUqQvnmaFFpGHlf/4OWVwKjzx1253WBX+BBbuDGhuiuTSHqUM6KyHt0xfRh/YSRDc3aXqOh7M1n2OXBqixBzJLtHSViQHJtD5B6S/+E8HHfxzPzm7abXKz7+NGME2Tvr6+tZ2GMAxZWVm5rkvcI8r135NWkFDvJCitCNqT/NEr/4PpnKbZp4ktC9+0MGOBHWSI5TCma2KYIbKZQabbxNkYmaTwbJ9EhwgrgHTYndlRrBpQCdA2ltZggVQmSjpdonO6jxPreEIoE0MLtBkjiLqF7bqXrbXGMmPsdoHYSoDkusA+IRLIv8LcxBgNK8uXTi4yVvIgHCaZ/yhx+Uu4peluXq+hUZmrCKtJYK5gimjVQVIAFnH1AR4dP0JQSoiUZqzgkXIttKeIZAxRhDLgdLpEXVlU8hlKhks1aGAYJQbdcXzfJkjrtfvVm0GMvSy/u8Hc3Bw/8RM/gZQSpRQ/+qM/ysc+9jEOHTrEpz71Kf7JP/knAH3Af76f1/wO3hgkScLx48cB7lnCvFmsz7u91ThUT1KsJyZIaUlDAQWbplqkKLIbzvBCt+gdLbpUXjvLUMNDKRs9WubEmdO86/C7NqVIu5HXe7/NlS9/nWk7ZGqoQ2iqbk6KFhipPnJm33XJBHcywbpbGIaxVuy+Uc2JMAyZnJykUChw+PDhTa1PNjJX2iyv5zyLv3FkGOe0iTSyXE59k7AS0olbBPZq3FsqpKmrOP7XKJd/kJafpfPA42SmzvByto4GTpz5CrZpsf2DP8S20u2jWUShwL5P/Sy7Pvd/ULcEkWHQbM1x1vg6j7aKbCvtuu7x63n96kwZKZ6l434L7U8SWZKa5/OVF/4Tufw/YLC0Y0tO0lt9X9degxDXOfHHcUy1WmV+fp7z58+TSqXWeH1942U9rxtRyHf+9b/k+eISy3tMAtfG04LYaWOpDrF0QWaJm/3QLpFkZ5C5GlgRlpBIM0HrbnauNiSGoUDILiXrbm4u1irPC4GMUl0llxMgzKAbQ6TAECC0JlFdm8purSy76i5DoqUFsY0dZDBlGTeU1PvnwE5YdcFCOpN0xASqsZ8vnVxk/3AWP9HIuHBddq9tt5AiIIk9kihCO6trBAFau7Q6KUquzfa+FEfHCzSChHaQENNBSROj7dIWMcrSiMigmSuxO70bz/IIEauKNdZV6N2NoTf63novmc1vR15/SwveZrPJ3r1774uE+UZsJGnejGlGT3pUj5tcbfqMySpOZPLcoV13NIVoRg0cbPZdlLxW7KNRyfLCjnE+9dBR0unNSXd6HeXezW0husr5+dNUmwltT5AEKYYqBWopxY7sfgrpIsQ+r7zyyn2Tg2+EJEmYm5vDcZx7jia4Febm5rhy5QrlcvkNcXpeb5W/njg+fmQXD1Y/wXeXMpyvTqCLNp1GQFomdEQCXoivNS9xmtLcEGOH3k1pYC/PPv5PqPzOv+VlPcerBc3JP/8/OTxxlYGn3kO5XN5wh2G5GVHpSOzUKHGhSbldxSwe52qU0J5u8t/CFj/z3oOMFL2brj3jWpScFOXUU8xEJzFlnW2tKpf7I76dTPDlr/42O4eeJVSSZ/aUeHxsF5lbxGxsBltxc3Rdl1x5EJUqMe5ZEHdzE0+ePIlSilKphJMp8PVLHaYWm0Qzx1gpnELkDdquAkOjtUOoPYi2kRb7aSdV7Mx5hFVB56tgamxLYJgrSCNajbDtMSCredQCLdPY0gOrBSruBs5bAuIMGDHCvP57oYVESgctFMK8oUnWq32NmDjdgPoQ5BugmmuRRiaAkBTzbfYUR1iohbTChFaQkNg1Ul4TuJb95zkJhlNDkZBYXRdJlNmVcScZJpZb7OjL8P37+5Fa48sO31w4i2UmJEYHLT3myyGOX8DMD5IxLXK5IoJDGF6RKCP5wMGB62ao3mhJc7vdvqusPoCHHnqI11577aa/3717Ny+++GLvjz9y91f3Dt5MBEFAX1/ffR91uRV6poZ3yrvtSYqTcwvsT2Y4nu/wQN8ehCF56DaRRNAtCoMrs1wsF1CRRIkyzx16YtN8eyOv51I2jUaHL758htM7FZV017zICF1SuBzse5Qh1+HFF1+855i/20FrzczMDM1mk2effXbTEtatoF6vc/LkSQYGBu56RrSHrfD6SNHjbz46wmytiJgUTPU51JZfA7sOmGBGJLZBJ9bUG39J3vsQo4O7OPLE/87pr/xnuLLMxRFB68QXyVUv8Oi7foztg9tJpVI3vYa5WsDFxTZZd4D3PvnjRC/9NleyBvPpkFr7Kr99/M/xzL/NkdGhm64941qkbdgzMo5/9T20c9+iU78CZsKMJfmtr/0nRkZ+GFSJUtrhB4+O3FPRuxVet22bVL5M1s4xusPCVNF1ea3FYhEnU+CbEz5zVR81e5Hl4CrJ8CLNVIRhByRGQowAXQIjjQ7SoAQkGqt8BuG2MKwALUBKs1vc9qJ56Ba2QnelyOZqIYo2uoZUQnVHlEQH0WtU6+5jlDJWFVprzpTdz113OV4Y3diq2A2IZZsg2A6Lj6MHX0M4q5GmRkyuPM1e63EWaiHLzYi6HxHpPpzVXWEJWHab0cEGw94g0/5VbioTlaIVxyTSZfdAhoxrMVPzsUODk7NTZPwqgWth+mlAkWTTRElCzs6RKXo8MJyhE0rGyh6jq2tDKeV9U8TeCXfzm3078vpbWvAODg7eds72XrDe3KKX+yelvGPHue7H+LJN27gIzZDIhO+blowdOHzHc+acPFazybwtieOEEdPG2bOHVqgobmHzozfbAzDR6TC3MkXLk4ROhBYhkkW2tws88e5nsMMm7VqDp5566q6NhO6EdrvN8ePHyeVylEql+7541lqvuWk++eSTnDt3btOdpTtlA9+InlX+jX/38Mg4KesHSYWXKKQdqkbMaxN/TseA7pYgtDMdrNJ3sC6bzO94ivmBPrI/9veY+ux/JZvYtNIdRl/6FpFR5PJwP67RLfTK5TKFQoGFRsTnXgmYjosk5jxWDtzBFCtJjSA6ixlfYcm/xJcutfjkQ0dvKlYLKRvPEgzmi2SiAzTTC7SNAIIQhKStZ3m1/mcIw+PyGZu58Agf3/3Buy56t/K+bmRasWtXfi2vtVqtcubKLMvfPcNiJ6Kx/Qo608YWkli7YEpUnMFLmejGAOjXyQxcBStGSgclBEIaJHaMpa8VpVJZIJJuRp7QyCiL0R6goyycYhthdD870+2A29n44g3A9tc6yOt3d7uy6NVzGRHSiQinnsBJtxH5Y5hOgNYC25BgJyw1QkxL8NyBAVbi7+EXv4ywGqtvKJjaIGVlaUcRTpIjMUJEFKKTLJhpiFPML9fxOx1UElLMZugww0R7DhWFSEtixJBKFI3BYUbigxwpZtjT14+S3oa7AG/GDm+n07mvfgHv4H9d5HK5N3wh1rs3TUxMsLi4eEdTw/WS4ulqlZajyauAkeF91JzMLSOJegjDBifNeVSYwRUh4zufwzS2thO6ntcBrr7wGrOmT8eJiO24exsi5lD5cb5vdJzqzDxPPPHEGzI2BN153ePHj69lsb8Rxe7MzAyTk5McPXqUSqVyVxnKm8FGvN77+4xrUbYHGC/+AC8zwLnlr+AbMTg+kSkJvADUIjr+c+aan2R3sI3cMx/kxfibdKwGKTePWJ7lyvNfo3rgGQwZUigU6Ovro1gsstRK+M1vTjBfDxFo3rV3Bx/Y98P8/pXPMp9NSBTUo0n+5OTr7Cx/YENpsyEEnVBxeGQ72wY/yQsXfo/J+SsIM6ai60zOf5Gi8V5UVODQaI6jO4p3/V7dK69v376d7du3o5SiVqvx+pUJ5s+eprkww/T2BvQ3wQ6RdtwdLZIelpnB0v0YUQeiOtKTaBu00wFToRGgNKYhAd01ltQKpS2MNUdkgdQGZuQgzRgsHyGup+vVhwFgmmq1ybz+9W78/ZOWhPQE2qwT1nbgDZy/xv3uJAv1BUyrxHv291F7PSZBdwvx1ea5aSUUcx1mlhtE2clrF6UMMCySRJIEEUuVBr/9jYvsHyuS8SQn2t8l9ptoYWIogem18UUKj34e63u2u3az4cOHh27i9jeD16WUb0rCw5uFt5VL8xtx7F6xttncv24EUJtavUG+49KHhkIBI39ncsvaWXZfjXk16eA6Ba48kGYv4T057enIRFcNItsjQkBriLZM2JfZixU0sJAMbtv2hhW76+d1m83mfSesHunm83mOHj26ajiwtSJ2I9zNMUZyRfqcHehIk8sqDm3/Ab628gdYuVmkoTENqOfb/KU+Rfp8jpnaLj50pEBnfIzIv0Anga+P5dj/veNknn4f73nuCInfXMuBnGzbtJqaPudh6oaJ1hWsUgZqHZLYIHZDsCZ5YfFziEuTfGT8g6SMvutudEcGDHbv66OQGsZXI5wZuMRXn/8cbaOG0jYqDkm7aUztMVlf4Nsz32PY3cfu0uhddYU3+xu9lWlFL6ogOzXHgf/yW1ws7CNT1ETuCpFIiC2FmQiMeJBIBEjVRGZeRFnNtZlZU8VoUyPs1QYWgBKYWoA00UZXy6ylQxIWsdwmtu0j7Oga+XErqluFFigNRtdhovt4BSJyUW6IsaokEm4Nq3yByO/DFQ5oidImInJ4cLiffaVBDo/lEWaINXMMYfjX5M8aos4IKasMeg7UMmgLS9o4WpNK72JwZBdpK0MYhixU2iwvV8iUZolUk1wrJnQEViTIyBhV2kZfKs/kgs2uonfLRd+bscN7L5Lmd/AOtgLDMAjDkNOnT5NOp3niiSfu+P3uFRWLjQCqVfIyYsLRzGUSMsK4pZy5h/mLr+GLFpmojCoVMTz3nni96ce89PoZzg0GNMoBmAkidukLSjzYd5ik0aZUKr1hxe76ed10Os3Vq1fv6/GVUpw/fx7f99f8RKrV6lvC6z3Jc6ttsif3CCFLnFk+hwoE2mvTtiVoSSPWzK58noXmB/no4YfID2nyy99hrtxgSjjMts6x79wAP/A3P44K22tGT5dqmlrdIGvbxEpQa8ekHns/j1SmOB2fJbEUiA7T7Zc4tbiPp8d33xTh8/CQxdD2HAOFDDnPYjD/4/zON36TRmuW2E3QeomIFzHEu2mFyS0jgLbyPm4GtzOjWuw0uTx9iplv/HeCdJrlQ1WEMEAopHQwpQGWjZQeKkzR8TtY7hKUW5h0DacSRFdabCddCTG6S5fSAFNh6BgQqMTrFo9WAra/VozejtPlzRON3WNrILaQwgR7XVqDAcKrdmfoE687LiXA8AIO9NX52J7HybgW37o0TSVZXPX2WD0XgnZko+xFTGOWxFi9MmXSlx4iN9hHEuTZVXY4N1fn4uQcg+UlamIGt1XB9yIsYZFrZqkXHbbZ+5lYsNlRTNZ4/cbP+c3g9b9ujey33LTqjUQcxxw7dowHH3xw08SRS9m8a28/X3m5imfOkYol+f47y4l65ltqYoJBx2Bvvc3y4TxHdzl3nY8HYJ5fIdPyWOlrIwEzVUPXS2Sz/ewYHcKyLJrN5l0f/1ZYH6HUm9dttVr3TFjrcSuTjLeq4F0/U3NiuoGf9GPU3wfO58GrdYsnO0YX5gnlCyy1OnxnYhhDjaAHPfLnq1iyTlo0iL/9PI2SwY53P8bAwABaawbma7yycIW5ikQZI+RTVzHRZNMDxO2YxAohsYiTOqcWztGKAsrx02SM8lp3NWULtpW6Oxk5hhhMD7HtuVG+/rl/Q6fW5li/B7KBKiRM+XNcuTSJw3c55H6MHzx84Cap9O2wFenTRnNUzSDh6y9fIfrzz2FoxVFbsZcJLtplDDNCKAscjTTaYFe6M7fQJUNTrcmFTDNB9Fip95EmDtJUmNpCiu6MD9rGTi8iRNegomdcBb0imTVjivV9UUn373ScJowKuJk5pO4aV8WJi2kptLEaYG/F2LkpnMLU2vNNCX1Biv7BQbaVUwwVPE4uT+J5Pn4Sr5Gy1jax3w+lOlZso10fK3JJxWlMo8zOzIMMumWuLvtgOOway3cd2oPLGCsRSiQMVmCk6lO2xqkODDBa8rr5kbfJa3yzZnjvVtL8Dt7BVqC15uWXX2bfvn1rkXt3wloE0PQ8YeciZ0baOKZLbBt3lDOfv3qeU1e/R7OoEdYco+VDfPDAjnvi9erMAn5jHvIxMs5gIkG6FNwCo16ZBw7s5/Tp03d9/NuhF6H00EMPkc1m7zuv9+apS6US+/fvX+OQt5rX636MKUrMvP4EQtXQLECkkW6nyx+2j3aWWYq/wfcmXFJyBDn2Icz5r2EmVZJUm8uN7zL7RYMDP/Q3KZW6gVADi3WOLV9hvt5GKU2cTYhbaXa96+MMfm2eRaoYpkEYL/H5C3+KKX6IhUrqul3TtC0YK3q4bvcevrs4yt9579/nz7/yL5lgAWkYRPIq/e4uLGMf/+07V3EsE9cy+eChgTeV1wEuzV7kf37lv5L4LZpDGstcQRgJNjaRYaB0Cq1NzFhi0kKpACMDygjXIoBITLAVwgi6ZpDd0eou95qAMtHaAm2AkWBY8XXbuRvUs2tmVhisrR+Aa+sALbrndxNQiijMgRVg2vHa46xUhcQv4tkBaFBmRCEX4zkmjSBhz2hCdXmFxqp+WitB4pdBeaj0eTDrYEiEFpAYZMQg+/q3MbkMK76mVMixZyBDkwAqAX21gGpakSLBUSlkKsdwIY9W+m3B6+8UvG9zKKU4d+4ccRzzrne9a0tSnVbc4lLrFH1+h44Rc2jRJX9g922fE4Yhx48fx03loArtMZN6KsIpF8na92YAkT51DN+WSCvClDaGSDD8Mg89+iRjYyMsLS1taM51L0iShBMnTpBKpa6b171VQP3dYGlpiQsXLmw4T30/iPFu0ZNAuabBAyNZzs2Nk3Sexre+BlaINDTC8klKC4T+d1hUBWIzRTbpQ+4YwZ31mfFcLCFQv/97JGkD69HuzvWukRL/4CMpLi62SdsCQ+xgoXGVTpJwPK4x3TqLn2nh2wFLtQqdRFCwfd49+P3Efo66H294zXuGdjL40Z9n+f/8Nd41pZlMu8ztTHhhOFzdka9xpnWRzJkynzi6+Z3erRDjjXNUWR1z5T9/hmiyQV/S4WrW4M/GJXOWyWJxgTADmB0wQ8xVybhUxmrX1uju3qru+aUW3R3dVRIDwEzQQne7vVp3Jc1GiLEuoqCHXlc3bA0hMXFzs91/EALCHAiLMMij/X4stwViiVX3K7RIEzdLmGaAcOsYbsCNb0miYa6xh+aFDjZNJpY7WJkGMT5EJoYrUUogtMB0akQiwDS74wmOpdCpmGJxNz94+CBpK8PFxRZZ12LvUJaJ1mVaMyHO+Rod16I/FDw7meaFdx/l4vQSF6YW2DeU4eFhq9tVvwUBvpFqGri3Gd538NcLb9R3rRcl2G63efTRR7fsV5FL2XjNJa7YIUrAaGaEtpu7pZy5Nwo11VrAik32zroEZTh85ChJ4tJcdVq+G6RPHqNjgJ+vYKY7oDU6dHl43wd4+OAjRFF033m9NzrUbDavi1Ban497r+iZgu7du/emRIq3mtdznsV01Wc4Pci+1Ps43/kOWk2g6HSLKqGI7Rihlqh1vk6k3oXl51ADY8h6G6NloDGYOvEVRmxJ8eOfBGDHYIH/+0cOdGd4HYPBtCZq11lZWGHIe4JO+3kCt03iJMxUr/Dbr32WJ/o+woHhgbVd0424dk9pjA++58f4s2/+W9ykTccSlFtf5U9f66PWLhImkm0lDyH0m8brQrc5/xd/zFeufpdaQWClJfV0jDIMEtNAKg90Gjfaja2mCC0faQoMUyLdAFMka41oaXfjglQvFAG6tAsIaSC1AYZGGP56r6Y1rCb9IaVFFJSQzR1kKTNUhIVOB7TAj7prC8MIsPITmG4DjNV1lKkw3SYyyKANuebfYZiKSNtIKTDojlLNriR811+hESSsyAqBqmAamm6mg0BFJRJDkvKWSaQkERIrMXBcj6fHHubJoZ3M1wNaoWTvYAZhhfzl1SXK0xU6GXC0wJIGS+UMcTPLd2cbPNBvcrgf4qy1YQ3zZnlzvFPw3ie8EcTo+z7Hjx9naGiIVCq15bmUZtRAacXQcsxSZKAMgbHt1uYbPcOMsZ17ef3cCituPxc8kyjjUGwnfOv8Ch95MLslYmz6MTNVH+KI2tRpUvtq2AgiU6Njh52jIzywrRt4fz+LUOh+wY8dO8bOnTtvCpi+H4S1fuf4VqH2b1UnuIdeV1NJzXv2l4nNg3xn6XXaYr77AEOBFaJMl44/T2BmCH0HMxiib2wH82oGJ5rjq06WD/z3/8J2y8R86CHgWoRBF2XgEADvrbX4xl9+jZcunqI+vIhyAiJRo5W1eHn5GwxZR1juGPjxxq8pN7KD9I/9DEP/5tc52Aj53ZSHHGqAZSK1QsYRjmXetmN4I7TWtEJJo+rfJJ3aSFKV8yy0Ukx/+Uuob36eTGjQyu7kUsllqX8RP2XSSUFoa2ItQBoYaExhARKlbYhSmFqD3QEjWTUwNrqjQFJiYnYNnoTqGltA16BCSgxDd2VPdAtkUJhW151RCpO4vZe49iBe3yVIrZBPhil5Y0xXIzIUEVrgpZapBi1is4EQCYYZoG0DlTgY6lbkomkJE/yYZhhzaamNlWsQBCamspBqdZJIWxhWRBiaWEqABxmVYKP48IEnSFsZvnx6Cc8SpFyLQqHD6eorLC+cpJ6PGWyblAKTYN9+hvfsYtQUXFpocWDIJmhWeXV6Atu211w079UgZivodDrvFLzv4A1DkiScPHkS27bp7++/64QAOTVNNhTEJkwOGuRVvKGcudPpdF2f+4ZodrYzGUFnoMRoIjkVjzN5pXpdnu5m0HOJNoVg4dQJzPIlLDMilhpil34xwOHdXSff+83r60eHHn300evuC5vJNt4MFhYWuHTp0trO8Y14q3kdutyeci0ODWwjU/t+5jqvM995gdiKEHYHww7QCirxJZbDAk7nIbSxn3y/gHCewF7kpQGXhctf4ANfUIx+9EeBG3kdoMyuXbt4sOnz0ssuX730x8yXYyyl8ePLTLev0N/IE0pFO5R0bsHru8r72P3As1w+9Q3cOKFm+1TlF3HSz9FYKRMkCq3ZEq8DtCPJ9BZ4HeDSq9/mxEv/DW0kzBc0jZRNbCgS08KJiihhEUYWOrYwnCvETh3DTFCim5xrRl5Xkmz6SKO7nSt7u7pi1XtSGYjYXVtjbVToApjSIBWn8Nt76LS2E7XH8IwUVtrG6xjssQwma5IhW2AjGC+nOD4/Scs5hdv/OoYRrjkxm6k2MrQx1xlWmmanu4zQAqRFo+kyGfgsd+osmCeRPSdnDVqbyM4QTauD8Ja7L0RAKtKMD+9kd3n4uhzdR8YLLEUz1GvnKTRCJkqKom+QTjwGi3sZTz9Ko9rHkVEHHftrjvc9P5hePNSbFTf414nX/1rt8PZmJQ8dOkSpVGJ2dnZL3SzoGk8ZwmC2uYRveIjYxty+/abHaa25evUqCwsLPProo6z4Glm9iGn5LFtFHDVAy4eaXV/L3NsMmn7MF47Pc2K6Tnu5QqowSGhVSEUJsZPG6+TplHbQChJyKfu+EmPv/Tty5Aj5/M2LgHs9V2/R4rrubZ2e7xcB3y2ul0AJvnsloZzdRrtTwTASUKC0BqeNb0UQKXwxh6v7kTik9xykufRVJlI+38yGvPe//hbGj/49Sg8fuiUp9RezfP8nPkryPyxOzE5SGb2MU69RMn2a+iqdTkTl8gTuyjBHg2TD45gHD2L/rR8i/qM/ZjAJsUKbxHIBQSwt4kRuae6sEytOXa7jOsGa9Ko3l3ujkUXOszj/6qt8/otfopWv4W3LUNZVLqZmWbZThFmJlc6TmDWk8ru7p9JBGyZSWpjaRjQHCNtDpAfPXNMmGQqV2Bh2QDdcQKOVgWVcm89F0z2WUqBNhFDIMI9hAqKJZZqYysMxx2gZaVTjEQYNl5Lpk7WKBG6E1mCagt3lYSZrfVysXCYSNdz8ZUyngci2Nn6TNKAthLtMs97i1KxLpKsY9jESql2C7z0GozuWTLfQV0IgMTGzOapN+JNzMyw2InKeRdqLmdQv0kpmsGYXSLKKlmkwUTA4cPhJQqk4P90CIViOLB57YIwHPIsgCNZmy3rxUHEcE4bhG2ok1Gq1Ni0vfbMhhPgq3e4SwAHgx7XWv/8WXtJfe9zP3bzermGvCXvy5Mm79pKoT80yb2UJSTBzG8/t9njw8OHDNKWNmjqLK2Nm3TSx41KtRbxnwOpGsWyS23su0X6Y8PrlRYQStNMeqbhDYJoISxFbBYTqRhfeT17vvX979uzZ8Dd6rzu8WmsuXrxIo9G4bud4o/NsxYzyXo+xEdaPLQlDMFJ4khfmF1mJp7p+DK4PbpOOK8A8TjsIyEVPUEieIrV9Aaa/RcWrM53WfOvc53mWDDz9/lvO0pZzKT783AdxqPKZxa8TWwlKtFGNr1A3DdrxMK+HAZVKwv79CX03NHIydpYP7PsYUafO9IVXqOYCQpaJxOeR9gdJ5A6uLHf44BbWuK1Q8vJUh3yttilev3D+Ap/7oz9mpW+RoM8ipxJmchAZoLSLKbJYmT46zYgkEljpGoZXQ4sIKTQicVDKxDQjsLqxf6a+NkrULRyN7jpAGuD41/5+HQwNQlkk/iAiOEjJO8Cu7AAXO20qIkJrQcoxyXkCLUzKWROtIeNZHN1RYqkVc3WlQMcfIDX2VUx71cRSgOler54z3RB0t5hUYYHFpsNK3ES4S4SZxev01AILtINIT3UNNE2FkILE8ciaAyyseJyabpBxLeqdmD0DGexsB3/6CtrqzjKT2CRjgwjhMjnnYArJgm/wyJ5xdu/efVM8lOd5+L5PFEV4nveGNbbf7pLmrXL7X4uCtzc/22q1rsuH7Tk1byWrKmtnOZx9lM8tvYAdWbzqWgwV+lhPjb3CzXGcNcOMAjFUKlQpYxgNjHyNTuSATG2pyKj7MdV2xEozZLm1gB6rYKU0wgAR2jwQ7CW2csxUfUZKqftCjFprLl26RK1Wu22+7r2QTafT4dixY4yPj28qruKt7gSvl0DZpHhm4EN05qs0/UUiKSHOgYi7pgeOj1IS35qmEw/jplrUB1KkE8WFcsKSzDH6F3+FuSJ5+NF9jK4aDG10zo9+6v0c+ne/RfWs5upoAsEyVw/vRTb7if02cVLnlRNnODg+SLlcvmlxYX3wAzQmpilceZ2sbNIWGtvJkBVlglt0kW+FZtjtHvcMK2ZrPoGuMtOaZa4DtuHh+w6XJju0P/ebfC4bUx21wGsxtpTlfH9C3W4SO2mUHRKoEEPWMYIcOtVEWAolbXScIklcXA2MnEabIcoQmLHVjR2QHtqUgIEQElYjC2DdjE6UQWNgC3BFP53GgxScHNo4iWcqDFUkn9tFvi+L0jBacKmshBQLDu1EESea3YNp8ikb1xpjZslFGZcxnJMI5+Zid208WBkII8EpXgLLJpV6nNA8TpsZpBKgMphuE1PRzf5TaaTvYho2OC180yFQFr/3wgyDThqluxEXmeIcibyEG1ZJcuBEDkkwQOJmOG0WONDXjSnYVk5dN8PreR6jo6OMjo52d+hbLSqVCqdPnyZJkutcw+9nd/jt3AnWWr8fQAjxaeA54I/e2it6B5vF9PQ0k5OT1+0ark9g2Aqafsw3l6GWL7NkGzxbPkBgWDSjBlk7uyb57RVujuNg+DGt+gQrroXtZxgsQ4sOUysd+rKbN67quUSHUnFhfhG3FJGkwUh1F7zZyKGYOkq1acDA/WsY3DivuxHuZQ3Ry1zOZDI37RzfiLdS0rwe68eWxkr9xPoDvD7/eZZkBESA7OplzRDpTVAPRmn7hxgrjTO7YxfB/EkyDYOKbfCXr7xCupYl2bH7trO0T777o1z43AkudabRZoSZzFF1LoDqJwnadHyf106e4+COQfr6+q4zIR1MD/HRh3+MzzRWMFsTFEVIqCVm38sU7QGUdGgEMSNsbo63GSRoxHW8nnEt2mGCHyYIQ7BUr3Nipk76+b/ij/xJKkMWMt0BK6ZlSLSwMNQA2JDoANWaxDAcrEx35AuxmmePBivojuhqA6UsTGKU2YsQEujEBgyEFSCta6kIa9BgKgtb5XH9ZwkaO3h8fISVVkTasdjZl6aQspAKHtleIAkaCMsmFpo40RwcyXBkW4GZasB8LSTo7CaaM0iN/fm1SMMbzilEgtYmAo2M8wymB1msaiyjCaIO1qrfiBIQl7GsCIy5XlWOVg6x6OeVU2VWMi1m6gFp2yJWmq9fvIjNN2jHMZU8BMJC2y796Z08O/xupgz3Jl63bZvBwUEGBwfRWuP7PseOHWNiYoIwDMnn85TLZUql0n11W3878zpsndv/ly94gyDg+PHj9PX13XTDvZuCFyBaDrAjC9PyWUqPMNuIyGe7N5Mbu8095FI2zzYn6GvPshxpRLaImXV4/8HBLcmZCykbIaATSRQrCCMEYaK1QJpwwU0xrjRjq8ZF92PXdT1h3W4m4G7PtbKywtmzZ3nwwQc3la97P3Z47xe59uTNRjjIY9m/jdu/yOUXjnPKbUBxCikECInQkpwh2ZN7gF0jmpP1Bi008402K1IRO3M0Tn+HehIysmPnWvf0RuQzLg/+/U8R/H9/hYMXba7mDCa9hJVSC6VjBnF4YOc2Oq0a09PTQFfq0tfXRz6fpxVKvvvoh5jv1DAiH0cZJJFBOWuQS1lbkj5lbMGK7hpWhFLxlYsnORN+AUlEJ/ER7X2IjmTuzAy6f5lKGiQmkRBcHK1gZQ0SLGK5iJASM7SRaY1wOggr7s7lWmF3lleATBwsU3Uly0aENgUi8kjaJSwrADMGoUAayHW1WjelyAadIWf2Mxgf5EonT9q0ySfv5aMPlfCsLCkzu5ZhV/djrl5Y5uDBYZba3SiEvGfTCGIWGyGVZsirCx5SiY0UVQgBMvRAeZjSxHE0VqZJLOaxUjVUJwE3Rku12inOgNaY0iRrrRClmwgtkYZFEmVphwZzfsBI3iOTiimUp7naaRJ2IhKdxxESlVH0DTnU2wn0QTnr0A6S68xErr9GQTabxXVdjh49ipSSWq3GysoKly5duq/y57c7MQohfhz4KPDDWt8hg+YdvOWQUnL69Gm01jdFCd5twVv3Y2SnQ1FqLpsmp6JFxtUAOSdPFEUcO3aMUqnEY489ds1oyQrJcpa0u0LgNpCZBzg4NMQTO/sYLaY2ze09l+iFeoCmicBHCQND2RDlCcIxhOeu8fq97thorTl//jztdvu2u669c90NV/YSMHbs2HHT+NP9PM/9PgZcb8aUtfr5xIOf5HPHfoe5MATXR2oJjo8ZCzK5Vxkoj/LM7oepRt/H5+KIec4x60Xk7AbZSyeQHYOv3GaWNmNn+cRzP8Wf/cU/55II6JgGCwvHcd0SS/IArnbYvm0MpULOnTtHFEUUi0XK5TLFYpGU0Ue5/De5EvwOgWyhjQSVLFJ1v0aJ54DN5zRnXRMh4jVef/lKFaUgVoqJ5Q6L7UVC+zVmz84iMis0szbSsGmnQkwEaSuHYRQIQhehVjBiSWhKlOljriqxuv/JbtErACUQyuxKlQ2NoUEqZ1W91ekWiqu47pctLWTYT786wjaxnSDO0rAtluodXMfm448MI3XXBCvvWUitWZmLKJVK+CIFaEaL3d/U3qEMs5UOExWDhr+HyO/DyS5f/+as+mkJobo+IkJgxjso5PIkhTrzXAYj6ZppaoHExkyyuN4ittVAqwSJjQg9TGOMlVqZqShAKQ22ZqwMl8OXMGqT+GYRKRoYfg6rlCaj91J0BmhngzvyejqdxrIsjhw5AkCj0aBSqTA11TXTvFH+fLd4u/M6bI3b/5ee4e0VUgcOHKCvr++mf79bYjTbi0wOV5m3Mxhug+LVOcZKKZrVJSYmJm7ZLc1MTzAoKuxvJfTv+ChxTpFORxuc4dbIpWx+4OFhJq9Mcd430E5IYiUYKHJxh/zoEh8+VGDkPhS8PZfkXbt2MTIycsfHb5VstNZMTk4yPz/PY489tqXopM2cJ45jTp06hWma9PX1USqV1nat7pfE43rnZoUrByiNj+Ne+BZhbgFUiGkoMGIiMUtOxTzU9zAzzXnmwiksb4QwKTDZN4nlz9Oc+kPM1IeYG32MnNe/4TmNUgn3J/4O/LvfoNjMMXjRpnKkRsdJMW+epSIPc3jXLnbt2rUmdZmdneXs2bN08KgFHtbRA7SWT2MSI5G4U2dIjxzc9I5EM0hoR4qj23M4XooLy9N8eenL+NY8WploHZGpL2BrST0TkFY2EkVsKiJZwEhXCAgwVQDSQscuUrtdAyp79TfRI7nVbilmiNTdWVcVZgnr21CNMexUFZFaQdsCE0UiLbDba9cqhIUhSzj+ER4c28+7945R74S0mk0Kho+YX8HKBOTKCpvuLmjOs1gwNYW0QzlnXifnCqUim7JxTJvQvPVvS1gxOvYg1UAKgTCXKDl7aVmSdk2DbZOEGTBDsu4IwowIOhJX2MTpmHRs0EhZyFYBV/eTcUz6cg6DfTFzcQq3mcJULYjy9HcUK9kBVpp5hGjTn2rz7N4+pNa3jaZYb2zR+5307pU9+fPVq1dptVrkcrm1LvFW5c9v5xleIcSPAD8GfEJrvbHz2zu4r7iXwqTVanHixIlbRgneLa/nhSRKFGcyI9StKWw/YTBW1Ot1Js5N8MADDzAwMHDdc5pRg0y9zrMzcNFtcWTPfo4+snvLZlW5lM33HejHiupcaM1THa2A7aMElOMOqbzHxx/evcbr94KeS3KxWFyL+rsd7qbBvLy8zLlz5245/rQRNvud6Cn2Op0O/f39lMvlNdXZ/Sp4b0xkaLWyjJU+zuLi55BqEbxW10zRDgjVEpfCPyGxhnDDfvzGXkQuIqrNUct0qI/OMbIYo2di6gcGbnkvHips45mn/y8svfAfqNnQdtoI9W06ZoM+fYDvTXb40OFhHt6+fa05WalUuHz5MvXYQgcZnhj+3/jW5T9GeStIJ6QdXSJbcLG9cWBz91+tNbvKLn39WTqh5AvHF8h4FkuNEINFdPJXOEaLRkZjWAbNVEJCjBImSg5QlxKZ+KCamMRoUyKdqJuli+iqsMRqsQuryQqaxEjQ2un6a0gLrBDD6a4FbooN1KCjIgTbSbWf5sHxXTy9p4xnCVqtBrNLdVxZozUXUC6X6evrI512EULgLwtynsV4qft+9Li9E0mkEBRTNu1QEic54IaCd+38AqkcTFxyTo5ixka5PtXKDKGIuwoAKTB1hj53hE58Aikh8WQ3gcEuE1cewCKFaxukbZNtZQ9pz0OlgRcpWhmJIRQal4rKYNU0l5Y2x+u9z7HH7cVicW0zaSP5c6+xnUqltrQ2frvHEm2V29/yHd67uYH1JLiVSuW2hdTdEqNqLTAcNyFOkconSNHilRNnKDrqpm7z2jWFIarRQNiCxJHEhZC0lbpjvt+NCIKA6Qsn+ZBbx5NLrFRSrOQ0kRPjyAJDxX6Gitfer7steBcXF7l48eKGLsm3wlZmfZRSa7EKm8lJXI/NvKaeudb4+DiWZVGpVLhy5crarpXruvdtBmq9BKo/7xLEkke2PcjF2nlWLB/s7nmE6bOw8Ad8/aJJuz2MX7UplWqYwy1yzYR8WzLX16I2/QUKpQXyqU+QxM6GNzbzoYewPvB+8l/7Ni3Tol3tEPZ3UGaL3z37eX4u+ymGs4WbpC4LlTpTx2c5W22QWBZu5KONhCC8jLrwHVo7f+COO7w9gpheiplL6uzaVuPV2ldJRB2lE3Qco1G07RDththKU7chlimkDcpooo1uhp00EkwTiDJIt7Uq+Vk9UU/VBBhi3ViMkYBpYOUWEdlFNAmm1+rOuqDRkbuWbACglY3ldtiVKVFM5Tg126Dg2Qg3yyP7d5J1Tdrtbm7imTNnSJKEYrFIHMcopTBN86a8wQfGbE4FF0nUqrEG187Xg1AWIhFoy8SUGTJ2llx5mdriPDLbQWoLmeSwRAZkhqieop1dJHCrmLYmrzIMZwZotQ9RKJewbZNPPbWNbEbyhdePUw9rKMMikQbLhQ5hpo1hSNKmjVYaqfVaRNWtcDsnx43kzysrK9fJn0ulEsVi8Y7y57erm6MQ4mPA/w58TGsdvNXX8w5uj7m5Oa5cucLhw4dvWUjdLa9nOk0O+UssZWL6iHHdcZaXlzm+dIzve/Q5Uqmbf0s5J0/UalDNKXL1hIf3PnhXzsxSSq5cOMNwZ5Z9uVOcSSSBExBri8AWPDnyNA+NDt/5QHfA7VySb4Wt8LrWmomJCZaWlnj88ce31BjbzFqvFyVZKBTYvn071WqVEydOANd2re6XLPpmXh+F5CNcXvhjakaMtgK0lWBaEETLfOXy5xDND1GtZRBFEyPvMVTzqbg14lLEwswC4qRB84l33zIjd/f4UXbPHOXkzKsITHwZkxgXaBklJlaG+MqZxbVd4vXNyaVqk4XjM8zN2hjRIxji62CDMAPC5gW+cOUv+eF9f4vh7O3jN5tBwkuTbSQmdrPKrv4MCEGStPCXjtNwLxKmArStCJUi8RK0stGGSxx7XaNJUUcpG4fV9BAjWbVMThCrO7omdM0iYY03RTdrCI3qyp6N6+MBAVAGMsoRVo4gwjHy1gCHhgfJetY1Xjds3v/4AXKehe/7a02BTqdDPp8nDMPrHNx73L693P19h5GkHbdZsto3nn0t9tDUAmnEEJfw1AiuZbDLW+JMWAdLrj7OgGCIql5BeSHS6sYkxnGeIyP76VDAdzO4jsnBkQxP78vw1YnvYs5fpuNppBDYgUeQtkjJAUru4KZ5/XbYSP5cqVS4ePEiQRBsSf7carU23dB6s3E33P6WF7xbRa97mc/nefzxx29bSN0NMTb9mMZSiKcTTKdFZI6wPFPj8SM7ObRv93XdkZ7rYiFlk66u0LYVZ0cSTNsjlhEPDT9z23y/G9FbkB88eJDGudN8I7dI4Eh828TU0DYdhvMphvPXfsxbLXh7BhP1ev2WLsm3wmY7wUEQcOzYMYaHhxkfH9/ybuudHr++u5xKpVBKrd3ggiBgZWWFmZkZWq0WQoibdn/vBuslUCnX4keee4RL31rg9ytfp1KsIoQCK2baazKx8j9IGQfBzSBbBzg4ajKyvUz1pW9ScTrkI58z575Ktd7HUPnR6wwi1sP+ob+JcfEq2bYgtjtExjKG8KjLRU4vTjKcPXLT+zbcV+RDRz1WXq+w0hmkFbfQ9hKnhyMuJt/gS38q+OHHn+bxvYM3na/n0NgOJVppUrbg5PwKr3ZeJBSz2IkPkQZl47UyxFZIrMCLXLTbT2ImqKSBSPvXikMBCRYq6AejgjAkhvC7/6bA8D1kNrhW7AoQRowhFMLqoBHdLqgGgYIoj8EAKnQwnDqgsYRJxrUYy6dACxzLWCtcexLubDZLNptlfHx8rXs+Pz/Pa6+9huM4uNkiUSxYakAkFRdn5qj6PtJLrit0ZeB175qhs3qN3VklYbWIlEe9JcmsdHDSJpGwsYRPObWHojrA1cVzmNtCTG2CtGiaGcYZ4cHRfezpH2DvYIaRoodWiqefP43MhMTa5fRAnchLY1keWWOQMJYEid7Ubv1mnRyFEORyOXK5HDt37rxph8GyuguwW8mf38bSp/8KVIDnV6/532qt//Nbe0nv4EYopTh79ixhGN5Rgnu3vL4yuUROhwwGiiknRWXlKrtKLs8+8W5Sbuqmx9f9GNOMUH5nTZppFEtbfm09/4rt27ejapOUVYCtTZqG2TWrERl2DefuKdcXrjULbjevuxE2u+kgpeTUqVNYlnXHtdfdnKenONuzZw/9/f3EcUyhUGDnzp3EcUylUmF2dpZ2u82pU6fW7kd369gNN/P6p546ymunKnxh8rO0XJvITkjsGG1Izs+cxWM3GXucVv0gA9susePwdrKnX2Ss0SJ0I+a+8Ae8Uk0hto9vyOsZO8sHHv+/UqnMs5wsE1khiapTERfJqr1ondlw7GiglOMHn9rLxYUWlVcEs8ESsb6IMGPCOGFp8nUWF4r89FMfYfSGYmm983Ldj/FjxVJHElQl1U6DdHSa2ZWXkJaJ7baxY5PATFCmxNUlAkuTRBYYMVqEKKHQRkjidAC1OtYVX4vrWxcx1DVsFGhlIdZF//Sw1rdWBsIfJmjsJm7uxdFFBrIuac9irOQBG/N6KpVibGyMsbExlFI0m03OnTvHpUuXmJiY6KqVskUAlhshlVbIy1dqhPYs2A02vhggcUHYGJ1DWBSZac3TqP8FFKNuoa5AiDSD2T4W6pe6ph5mDNJEeIKlts+jgwP4octjOwrsHcqyFF3Fn32NbX7AREmSjtJYqoQwRxi2DpLE7qZ5HTanYuzJn9PpNNu2bUMptSX5c7vd3tS4wluELXP7/1IFby8CaCPp0UbYKjH2nBSDOU3UGOewniTydvDUhx5i+/DAho9VWmMIwdFokavpNA07wrY8HMu9Zb7fjeh1TRcXF9d2rKtLV9kf1jEredpWyFAtQ2tgiH5rz3VF9FYK3l40QS6Xu25OabPYzLlqtRqnTp26pcx8s9joPD1n7MXFxbXucpIk1z3G8zzGxsbI5XLMzMwwODjIysoKV65cWVu0d+Uv6a25d9+QR5fzLOSzH+LAZ6oci08T9NVBdNDaJiAgiGbwMh59xg4eGnycfaOHueqWWX71d2mlYlqmSTTxdUrGCCozuCHJCcvC/5FPkf2d36csqsyaISqBRjvmzGyTJ0Y3dmuWWjOeGyGw9nFZXUGqBjEGiReynJzgf34vxXcvaJ4eH2KwNMq2oTKmaV4n6QWYaUgWwyVMd5ooXMbBx/ZzZGtlpnMO2mmBEyMzDsJoEkUJ2gy6getrH2T3f05qCWn7YAVrUqc4KCKFixMHyPX3eAFCaxCi20igq4IyoRuz5JchcVAobFsiZJ4H+w/y3M695Owsr1ytsdwIbzkD05P2ep7HE088sSbt3d5cYanexjLTXJqJUR5ghtc917AD2guP4uXnUQSYdgsRl0hMH9kucdG/jJkDjAgnMtDGEEbzIZLFGmZ+DsPqIJ0IlEmYCIzOATLlLLsG0muGJ9WvfovWiqTeL2m6PrEjKJbGqPsJnm2yK1fmg4duLZ1bj7vN6rtR/hyG4XXy52w2S7lcJpvNksvl1hyht4qpqSl+/Md/nIWFBYQQ/NRP/RQ///M/zz/9p/+U3/zN31y7zx87duxvaK0/v9Xja63v/ib0Du4aW5XNHT9+nOHhYQ4ePHjH55qmSRiGt33MevS4Op6skqRGeLw6TX6xjPnMHp7Y8xB5N7/h45XWLDcmiYRLfyRo2wktK2Yr3/L1js+FQoGr3/4C1UzYjWITkkLLRqU8WkFy54PdAkopzp8/j+/7t1Sg3Q6b+ax6JjljY2Ns3yC1YrPnuVXBu7S0xPnz53nooYfI5XI3rdts22ZoaIjBwUFarRbj4+OsrKxw4sQJtNZrstZ8Pn/PvN584ClKC8eI40tEkQ1WjBTQFj6t6FW2Zfsx2v08VtzB/hHJRTfNpP4qcRjykmlgv/oNBozniAZHNuT1wfQQ737sp5n65q9TS1dQ2iQRy8z4V7GXM7d0XM55FgN5l119/aSa76eyYrPEGaQbgGhwMfw6v/5lwUd37SFfKLJ9uB/btq9zXn5sR5F2qJisRnh2g0rtq6S8BRplgeV71F2BIEIKB89OEck0iaqijTZKut2iVmtMK0RrA9uQYCbX5MirH68UBqbSgAVGgjDjmxRS0F0emFgUwvcwO7sfU3voWJFKG2RTFodG8xwczTFWTN2R1w3DoFAorDW2XdelWq2ysrJArl2njcfUoqYdSsz0JKYdrl3vNakZoATSihFRiXZljItJm5R/Cru83ppZYCRZWn4V3BYYYVcGHXsgUshwOyPbSrSDhIG8S86zOH32EtV6FctSmFrjJoLUaI5m4DHgDZIvpPjAwc3x+t3CMIxNyZ+z2Sz5fP6uR5XeaF6Hu+P2t7zg3Ux3cX1B+Oijj24oPdoIWy14e06KuXiJs4UVkiBk22GPUt/N5+s9diDvMrXS4a8u1JBOP6cHfHKepK9+maeGnr7jOTdyfG50IhozbZJBjWs1UTrFim1jG1l2FK7vtmy24O11T3fv3s3w8N1Jp+70Wc3MzDA5OcnRo0dJp9N3dQ5gwwW6UopTp04hhLiuu3y7+AJgTZYJ12YWL1++jO/7FAqFNWnHZhYJPefmHkzDYHnkccKzGVSwhD14gthtIUSCMitEOsuV9hnSl0c4N1/guUNPMn5okqtnvkPKN5g0HL792ssUx57k3Q9sPM9b3DbE0iNZlpxG92bsRmTiMTzKtzSgKqRsXCvDuP0ETaOPmu0TqgooF1NprMy3mc/m+MPFiG0Lj1A4Mch4yaaSpBgfKqIjg/0jWapzx5luvkgnnuuaUXkaS0v8gRZCWAgjjyBEKAcRNbHNkMQOAI1W5uosDwgRIlMJptQgNHL1I7PTNWScQq5/CQqUNtBhBsOJECK5FlGEATKPY9gYDKKCHANqJ56R532jR3hgoPsevs/rv6WkbCP0pL258iCjnYiJ+SrO1ZC42Y+RMTCMa78vISBVnEAnaey4gHADhKnRysJ0K2A0QQsynTSp0CbTd5T6QoZ2cJpwqIGwO5hoMC28aIR2Iq7r6s5OL/OXXzlFnBkmCAXFpMpcv02kQtKew/fveIbHRvZumhTvV1af67qMjIwwMjJynfvzL/3SL/Hyyy/jeR4vvPACH/nIR7b027csi1/91V/l0Ucfpdls8thjj/GhD30IgF/8xV/kH/7Df9h76F2R4jt4e6NXEG7W0BC6vH5jo/N26HF1X9RmKklYSFpwYAg7n3B8+XWeGXn2uiZy7/FZz+Klc03qJYGNSUFaGGJzv6X1Sqr1yQf12QVskSLlxZiRi+9AWg7exOubRc9sq1wus3///jcknqS30dCLe7xbbLR+WC+Rvl1CxPpj3KhG6e3+zszMcPbsWbLZ7JZ2f2/k9ZydRRnfRztpQ7K4up0n0VaIlrPM6q9hJM/w8iWDRifLrm0P0niwQ/v496inIybH63hnXyFTO3BLXt89sJM9wx/g2NJfIGwDy2jiuSco5nasmjBtjELKppSxWWp4pDJPYUXzxM5id9xHtKjnj/P80iDFFXj+zCxjOUFFphkfLNKWJlJrdpVCpqZOo/Q5okyL2DaJhMIvtLu9aNNFhAVMU2PoFRRNpDLRhsB02gih0EJjCIlEY9I1O+76bwjQJhqjG0GkNy500aATF+Iy28znEOFumnaAYwpiRzNa8vBsE8cy2D+c6zYmNsnrvSZvT9qbypfJDUWs1Fv0Vxe4WJkncS5giu5HK7uTUteuUzmYysHwDxHrMrYTYFhnke5qFKICxyhjRbsJkzPgRGBITGVjmnmyxjZScpSZik8p2x1Zu7i4yBde/Da1jIef9kknCiObw7OH2Jd5iqfHx2+Z3rER7pesf738GbrNx0qlwn/8j/+Rz3zmMwwODuJ5Hu95z3uuk4nfCW9XXn/LC947IY5jTpw4QSqV2vIs6FYL3kLKRinJuXoFPM1O6SLT6bXYghsfawjBUiMkjBVO0MbTAdlmlgw5RlI7UFpeJ3u+UbLUczlcH9XT9GO+9tIVamaR86kQ34vwdEBsFBgppDk332JX37Xsv80UvL1A+K3M626EW51LKcW5c+fW5Ghb7TDfiBtnisIw5PXXX2doaIgdO3ZcR+q3+uFvRK7rZxaV6pqVrKysMDExcVe7v1JrRvqz1IpFgpokzJaJLIWJD0KRix2aGs42j2GtbEeInTx35ONEseTcxWOERgdRuIo/YVOf7WOkeHPnvJ20qY7U0HWFLU1iKbCWBIUB75bSl2td6wKHm4N88UKWefN56hUflVmh5baRagJMC59Fnin/HXaO7KQxscS5iTmCqE5y4kUm1OtERZfEiRHaQChITNAijxQxOkpjRXmcakiwvYHA7MqOUV035d5baGpMnVwzb6T7EI0JyriebAwQsUXcGSFeGcPOT+JkprFMiSk8BrydiPgwlqExybCz1EcpY7NnnZrgxgXMZtCbWw6TNitBjWJfh9naNEp6YLRWZ5S6Ba+jQmSmhYhToNPYwT5CVUG5sxh2CELRsiPs8g7q/gytuRZ2tgXp2upBLEhsTFOwK9+/tlvbDBK+9MffYtIuQKrDYn8dM6Uw0wZ9qRx783s4MFTa0mvrzSjfT6xfcP77f//vaTQafPSjH+Wb3/wmv/Irv0KpVOITn/gEP/dzP3fHY/WKaIBcLsfBgweZmZm5r9f7Dt5+uFWU4GZgmuaWxngKKRuB5uJ8BTuOKRRt2tkMfV4/K8HyTfze4/aplQ4qDhirO0Q6j+mGNP2QodV+zq24/VZKqkYn4qWawfndBtW0hasUqpPjgeEHmVhU1/F6D1rrW3JRo9HgxIkTm1a83Q2mpqaYmZnZsunkRriRk3tNbMMw7koi3UNv93doaOg6L4KTJ0+ujTttZfdXas2O0ihh8900m1+maSTgBMS2RpgNRHwJ8i7NzrO8cDEmkC4Nx8DYu4fg4jSh2cEqztBoVZg7nWLkXU/ddI6cZ/H0wSeZrR5HJtP4pkGkF6mq72DZe4GNN3VynsWHDw8xUvB46YpFMfo+ToV/QuI1AUUjmmRCvMCYej87+0fYO57j+JUlLs8s0wqr6IlzzF/5Nul0Hw1PYkuD0ItIDEBYSFxMZWMYIbqaoFIdwMS0Y5QZARot1Foz24QufyuBxkIpE8NMMMSqf9AGEUNaGUTtMeKVhygYOxndMYKTMbAtQZxobNtg/1AOhL5ux3OzvL7+N7PejLIRxHiZNJn8LC2rq7KSJN3Yo9WvXnfmWIIqoNo7kUoT2ZdJF1fW5o0tYePG22n5VUQ26D4eAcolCcsk/kM8sLOfJ/eU1hyiv/CVr7NiaBy/iG1LHlh0KLz/KLvzR3mw/4Etr1dud1+4F/Tkz7/0S7/Ez//8z/PTP/3TzM7O8oM/+IMopXj/+9/PP/7H//iOm45vV15/Wxe89XqdkydPsmfPnrvaldxswdsjLhH75NuTPCMDriZNfC8hZdkbGk/lUjbPHRzozvkIwfPHX6GqilRMg5YDerHDY2WHl6auyZ6fOziwRmgLCwtrplG9ofCmH3Nurkm71sB2a1TyPspQKDfEjQXZlIkvm9eF3d/uS7/ZQPjNYqMicn2H+cCBA/flR7i+4O2R+v79++nv37hbejcwDOO2u7/5fH5t9vdWBXyv2+q7Gfx8CyE9DExiQ2MaCVHQRKbPE5NDpi7RTj5OHOwH83FkKSKpLiK9Nn7fFRp/8Duon/sZjHWFWzNI+OKpKyzXbJTpgg5xpeKZxSWesr5G7pm/e8vX17uBfu3MMklngO2pH2DMe4mgtsjkUEJbd/MfIx1xpXmeg+W9PHVgG62Fs3z3m5/hu30RlYxAK43ZZUMSsmCZGFoyaIxTn8rhdiApTSC1jdYG2grWZMg9mKtxfBjrnBgFCKUx3fb1pKhBCBPbtlG17aj5fVjFBQb7O+wojPF9O46SMjP0YoQ242a4GdT9mDBpcyV6iUvVGXxjjsQBM04TJx5CdHebDSfC8EJMrbBwyMpdILcTW1fRZrfRAV0JdjVqEdeXUaU2evAqphFjGhpMsGWWZ4bewycfukZ2lZeP4cxMYecMroxPgZ3gZF2KTh7HBsc2yNm5te/GZrrdUsp7iiXYDHqzP//yX/5LhBDMzMysGdZtBRMTE7z22ms89dRTPP/88/z6r/86v/M7v8Pjjz/Ob//2b5e01tU34PLfwZuMnsfDwMDAHbNbN8JWed01FHl/mjEajKglfBXTsmJkZ5aU6d3E7z1un635iGmHy8JmyTPIGjleuxIxlO4u5tePNPW4vdForK1ZhoaGrruOVq1JgE86sKmmE7ShEKkWI/2jKK2v43W4xrcbvT+zs7NcvXqVRx555A0xi1NKcebMGaSUPPHEE/elabZ+/dBrYo+MjLB9+/b7tnjfaPd3fYpBbxSjr6/vlk2WHq8j+lHxo5B8t2ukaMdoQyONkERPYhl7MYwdDGYLpOSjTPgvEw6miCvTuKFD6PosfumPkP1lzAf2XXeOuVrAX7xWR9rPQfgXpMUUHj5x/TWmmk8ynL25SF6Py0sd2mFCLrWLB5NnmfT/ksiBSId0jEtcbW0jig7z0LY824b6iHMdLrz8h7zgteiMagqtFULhom2IVAoMD1PmEXYVHQqstiQyQRsa3BApEoye6/LqR3Wt2DVIlIMWCtOK1jjwJkgDkizBymPQ3Icn0uwf7yaOPLy9Z7Z177y+foynZ1iV8SxevVqjI1s0jMtYdueamll01yUm3R1foiz54CiOXSLKtGl4p8G65ksiVYHq8gCCmVUFGxjSRlBkxHqI0cEx3rWvzP7hLle/fvp1lpovEOcDmqkQW2qaD25jZ6bIkaFxMva117gVXr/fjewb4bpd1+tf+IVf4PDhw9RqNb7xjW9sufH1duL1t7zg3ehGp7Ve6yzeizx2M8TY9GO+emaRSqVKvVblf3v/w6S/9AX6aoLFrMnO8pFbGk/l1nV238MKr0V1pqSPtDJoDXM1H6UNBvIuS6uD9lnP4sKFCzSbzes62725oU6UcGGhjZuyCVJthDbouCGOWGExmmTce2RTQ+29LnM+n7+rRcVGuLHgvRtHyK2cZ35+nsuXL98VqW/V/ftudn9znsWze/s4cXGSZWeYmjqLIW0s0sjYJXKaIBRaOCRGk45xlU64BxnkKZWKVJMqbtWmGHcI9RKVX/81yv/g/4VRKgKruZGxhy1SeGoUQ3XI1FeIM21Ozn+Lwpmj5A8+csvXVPdjPEuQS1k0fRgdf4bspbO02m3argZCEIIVf4kvnDxDa+k8aedllocMYtNDYiAsRSoxCI1BZHuoSwzNMZqLNtIL6Gw/TZyqd7P0hOrO+NzwVYuDAobd7ro5rkLGNjIYxM7MI8xrv1FTgOkKxjMldg7vYjhXZKG5m5xnk3ZM9vT1vSEzLoWUTSVe4nT1OKFZBR1gmGlU4oKh0drBdGvrinmTvmKWA9k+5q+a+JUU4YCA3k9TgFYxOjWF4RjoVAO0g9QKK84yzHv5yAMPrb0W3WyS+sx/I5Udx0g1MYkoeAWaZgzaoWSN8Uj5GTJ29rqu9a0Mz9be5zeBGG9clPdMRLaCVqvFD//wD/Ov/tW/Ip/P8+lPf5pf/uVfRgjBL//yLwP8KvD37uuFv4M3DLfim57h4MGDB7ckkVsPy7LuKGnu8Wmj1WRpYYEffvcB+k8dp2YGnB6McawUURLy1NDTG/J7LmWzP2XjZQOqsz6xTEjZmbXCFFgbaepxe7O6xNWrV3n44YfX+Gr9PHBjcZrFUotWOkJZMWZkorFoxm3y7s1ziT1F1fqGVU9NFQTBfVFTbYQwDNcaEjt37ryvxajWem0j43Y+H/frnDc61m5m97fH61emFslkHuBC51LXe0J3pc3KlN1InuwJsk4fQVhGyTzDPE263KIdmPj6Ao4MmO0Pmf6tf822n/p/Yu7etXZdMzUfpTRjhRGa4RMk8RxhJsQXMZ87+RkGMoPszO/a8DVdz+sJo4OPUlo6xcnkMoFrIHUDWXietNPH773s49fPUDdPYeY0oZVBi5jGQAjEaCeD9EskkcZJMqiGwjB8Eq+DdAK0Fa/u5urreN1UIDEwlY0UEmHE1/H4GjRoJXBknqKziyPF76M41M0MXmlF9OVc0o65JTnvnbD+N9MzJbu82GKuHiLlBYy+Jda0yXD9ekU6DGcO8qOH3sV3ztQ5feV7MDB/LUJR2Xjxdvx2hLf9KtJMuvLtuICMRzCMYcb70ms7u62wwYnv/haddIR2IoTWDJKl2LeHPmsX1ZaJSiVrCq/N8vobodzaCJ1OZ00VWiwW+cQnPrGl57/deP0tL3hvRG+m1bZtnnzyyXv6UE3TJIpun4NbaYVMT89QSpmM79xJjEVbdjg9GKMEtPyL5OOdd3RbzoZthsUKnkoTRoNYhkUuk1BpdgnREIKUBa+88gqFQuGmIrQ3N7S9L03NnGOuNEdWRSgMjNBkvzlIprCbw2PdL990pbOhTBquFaLru8z3A+slzb1idKuOkJvF0tIShmFsamd6oy74veT13bj7G4YhKysrG+7+Sq0pOgI3W6Qx8wiKl1GZJchXSEjABKkXMYRNTU1ybGaeqRXoyH0MliRDGZ/61OtcKWlm9QzP/Mb/j+0/9/9G5HIUUjaemaazsp84FYOIMU2YVnlw5jj/+f/OgfEdZDMbz1UVUjYp12IkD6W005XOHvgH7P6NX+PPa4KZ4SqaHKEzwXQwRdAvMLyguz1paEw/g20MULAfol4tEUQRoqlpBzZJ/+uY206AESMMuOb+YIDqkqOK0xgqjdEc5v/P3n8GW5be573Y731X3Hnvk2OfTtNhenpSTx4AAxAgQEEUSBG2aIku6epS0q1bLpfKtFRFfblV/kJS5VJZLvm6yvdaLtG0SIkiL0iRohgQBxgMBpM653By3jmt+L7+sM/efVJ3n+45PRjizlM1Mz2nz15pr7We95+eJ3bWMLLLPXEIKUDLGLHxuV67kJGkwBGG9WsMp/MgBF89PbJvldzt2JxRHSqExLVVUAGxjNAqiQwTKGUi06udLH+3VVtIDqTH+dLhn+Vb/8vvs3o4wLfCXnt2rAQEqpMZthRCBhC7oAzS+jC/8tyrPZEqgODf/y5pFTAgFvlevyJK+qxKk3RYQDXOkDBOcXlGMuhGOyyU7jXLDY8uWvWw+CgtVmEY8vWvf51f+ZVf4Zd+6ZcAtry3/vE//sf8xm/8xkv7cqCf4ieCbrdRpVJ5aDub7dhLIrvSClhdW8OMmkxMHkA6afB9Go5GCRhNDFO1Mw8UltRxlYG4RTvop5o0CVS9F5h2R5oEmqXZ21hEO4LQzVoflfkiw1GTbEVxzYlJeQauo5joT/LCWOcdvpnXt48Qdbup+vv7962baju6weh+d1RBh5NbrRaXLl36yDofj7r/+1V/U6lUL7Eda00hKTmUHWDmyqsEwiMWKxhWqxP8WG3q0TRu+n3KXoGUnWK1KgmLaY4MnIZ+8G9dYCUd8c0DNb70//7XTP73/wy5Ifg1nk8Qa835uSqRHiWwxjH0AhBTqa/zzZt/wt89/d+S2mXduRuvS+P/QPO//F+IqNF0JCouczP4BnEjiZeJ0JaHUgJDekgZIwwT08gSRbLDw16WZtPFSheRiQbYLYQIEVLtSGB3lJdd8DMgmxszrLustTSgDIygn3Hri4waR5FhmoRrIKTgs8cGHguva61p+DHNRkQuYfHG8QG+c2UV3wtoGYsIywMtO/ogm6lRQVod4H93/GucGJzkw7/6S+IDV8HaaM/WAr81QnNlEHvsA7QRYAgIowQ67sNtPs1nnh3vdHtsnM/id/+EwK/gOpKylNixQTHZh1mMWZ0LOTZUImkbPeG0vfL6x9G5BR/NfeGTyOufqIC3G6gdPHhwX6SwH0SMzWaTm1fOk05nSeYKSNHJsi7rjiF8wTPwTLnrDO8OeB7pOGBEt1lP93Ni9AmODA5yuOD02qWvXviQJ554YtdqaHduaL5SZtm5ihG3cSNJXbiYkcEdM8lAvcn7d6pcmzOxTdlrpdqMxxmISimJ45gbN27sW5v0dkRRxOzsbG+u53GQ+sPCcZwd1d+uYq2vJO1QEYiIJ8cPMX0zoi7fQ6WLdJznNKAQKolSFrWgTtrJEzTzDKtXkMkVxLDiqr5FQjRoGku88j/9Fgd+9Z+SyQ/xwqE+WoEiYog7xXlqpsFyqsK6a0OpzPR3/0eef/2/xdaFHcSxmwIljPPs3/5V2r/3/+J3+2xq6RKRFUHeQEdJlJKgDQgcwtozFJxThF6KcrWB19AIp4Y58Tbm8LXdL5YSqMhGCIklDULlo5wyphEQawkotDLRfgajnQUtwPLAboOfwOAoBC+wKh1ODZs0vegj+9LdC+1Qb8moClehlQUqQAiBbbRJ+EmiRJHQqXbyAAKIbWw7hQwOsP6Nd1iWA8RhcUsW3NAW1Iagbwa0JAaUn8OKRniy/2coJDbGGLyI0rsfkjh/hZZj8qdHBZVsE2FmkMrmgPkZgtZh8k4GrXTvu+xaadxLsbKLj6vC+1E++6u/+qucPHmSX/u1X+v9fGlpqTcD9I1vfAPg4kc8zE/xE4Lv+5w/f558Pr8v7/QuD90LYRgyc/MqWgmyw5OY0iCXsNCeR9oXhAZMx6uk1c525u0QbY+VrAdyCZnu4+XD/b0k8xdODrJaaTB76xoD48O7VkM3a33IdkA1U8ezFG1DgGFSES4rFcH3G+sAW3h9c8DbDUQf57xut036cQSjXYeFdrvNZz/72cdSmX5Y3K/62/RjfC9mKZZM5MZYrz5J2a0TGzEID0OCliHlYJqbwW2OZ58k7RiUohgj6qMqE9TGR2iXFvBlxJvDDX7u//Gv6f+n/2fk2BijeZe/9cwIb90skrQLfOf6Cwi7ROg0sSLN0sxF7kzdYSp1ckeL6+68PsbXXv3v+J/e+b/RsDSRERNRIupvoMLUhm1OJ8CLhY3ULlJogsAgaqRRWmP1X8Nwq52Z1M32QV2NjY3RJCPKErQz4NTBae0aEHc+nsAKDxGvP80KkzSdkHyiweHBocfK600/5gc3Ol2yXWXqtZpPFN7EGLzdCXQ3VXcVG/F6mGUq+QYrpQTh9Ftcz3yA77R7525ZaWicxMlfB7sCUoESSG1jVJ5lJDvM8dFMr1p769YF3rrzTW4NR9SkQyQktjiKofOMWc+zrlyStvGJ5XV49ID3k8rrP/m3zgbm5+eZnZ3d10DtfgFvd4b2hWee4iU72bvh0q6J9AMatiYwYvKW80BSBGgEDS4PhaQiTc1RvDT6fCdItqBaXGF2bu6+rbmZhMWLhwq8t7hEv6gThxAJCyNKMb5S4PJJE9dymPMuM2o+w6mx4V4rFXRusM2t0vsdiELnIWs0GvT19e1bm/RmtNttzp49Sy6X680PPCo+SoX3ftit+ltpvs+VSpuoFSLTKYSIOxVLo7P/GCAKWW0KHENgEDGcc3FNiRGP4fUtMBdmSZWglg8wy8vc+IN/xcmv/B/JZgYYzbu0AovFksBsmQxkllHlGqWkx8LadT545/foMz/HaHKErz03SsY1Wap4LFTajOcTO0hFnjxBHDm0rIDY7Lz4tYwxrDoaAxUmkMLGVf1k7TStyhWS9h3MIYUqzCKSd0cuujzYOVGJjhzMYJyAJmZyGcvRYDZBKGJlYkgIIwtphhiJGogEfn0KrBjdmGAgeZChdIGFcpvbq01G8vcW5/oo0FrTDOnN9yyU2vQZg2RaFhXDRFuC2PZoD8/1ssBSSWKpMVSCyHNYqURcurLA4kCCeqG20eLVEeFKLA9TyzSwNuaeDJ3AaB1GNp6ijc+Na9e4k8wwv+Zj/cX3MdIHEIkVKo5CmS5am1g4JEWWSApaQUzSNnoLnJ0Lnt3xcbQ+BUHwyII2b731Fr/zO7/D6dOnefbZZwH4jd/4DX7v936Ps2fPIoTg4MGDAP+n/TreT/H40X13d73l9zNQM03znrzenaE9evgwzzzdv0VUqtG1MtIa9hhwKd9nsmrixpKVXAHHvMspYbvO8u0rPH3y3q25XV5fKLfRTgtZlyy7NilLkG8lqCQHcSxobtgSjfdlerzeDXj3y/3gXtBa43keKysrj6VNOooiLly4gG3b5HK5T0Swux27VX/Nc5cotkKaTY81PYZuDWIabZAGiJjY8CGqsK4u4JSHSVqZHq/bPAtJj6oXUW83uO1qZow2/N//n3j/6L8jPznK0eE0CxWPpYqHEQ4xLN9g1fsOSaWpyRp//MF/xJQ/x3hiinyqU6lseNE9ef3w1PM89+Zp5pLnUabqxKnS6whQRSkQEhUMIQ0Py7JJ+Vn8uQKm6xEMXEcmmiA760mDrXobnby9S9wuoAKJmS4iLa/TzbT59zVIZUKYI6q8iGofQfkGZkozmHFYqQWPldcBGoFGuzCYdZgvtjg3V6V94wJO4X2abgOlBYZBL1CX0Fmb+AeZr2XQzUXaa7/PylCrF/grDExvkrBdJu5fAaNjLYRIYFTPQDBElgZrM9eored4f6XB4vTvsjqk0VIQKRPZGiXkOFk1SSrXR0l6H4nXP44KbxRFj+Rz/Unl9Z/4m0cp1fNSexQPuftht4B3szrkSy+91AsMu1nbeqvMpcEAK4bAEjwz+OyDq7tAXbVQAkaaJmUzjdJxT/ghina2Ou34fDvkB7cWuNm6wpoOKFgwXpeYayPUbUBA4CWQRoBheb026VzCQmt9z1bp/UKz2eTcuXNYlsWxY8f2fftd64NTp07h+z71ev0jb/NxBLzb4TgOozmX1158klurLd66c43bSznKjSxxukqsJTqyCcIUfjnDHaXpS4YMZmyStoFjZQjbT+FYbfqHq1TX7+CHad6LFdN//J/pe/pv8OrxQVzb4PkDOf7gzSoTB15gOrxKM15nJWFTrC0xZ/wVF5dPMtr3AgfyBf7tmzMoDSnX4O+9PEGsNS0/JlGvov/d/5WrY5JQmB0bAUN17AgkEHeq0oawEalpZpaWiac+ANsDGSA2WGJzCBVvKC+CSdAexfQczKEbd9uFjHgjSxwTC402QEcGmCYFa5i08RTazxKbMa6dJmUbDGVtjo+mefZA/rHM7GqtSduClVhx4WaJUGnWLy1iVU7B5AxxooThRsTi7rlqDIiSKG8Ur53n5rzJ9dEB7MkfEdkeQhvE2kb7Bu1cDeH4xEJjIEjJAU4NPAd9fXzuyXGmV2sszFdY/vFFnmw2KKZT1AY84qTGdIHY4ZnBk/zs1HGkcqm0Q8bziYdWrIzj+LEkvzaj0Wg88kL8M5/5zK7P6Ve/+tXtP1p6pB18ip8ItNbcvn2btbW1fVH43Yx7JbLn5+eZm5vbMkO7ZeQnDGk4GksJptJTlCUP7N5KexqJoOoohGWRlKletXJlZeWB51Zvh7x7p9yZ/S3CXE7RsD0aKY0SmsAps1YLGHQFjmVs4fV1Ibh58yZKqcc2rxuGIefOnUMIwbPPPrvva4dWq8W5c+eYmpqiUChw5cqVfd3+44JlWQzkUpw4MsATTxh8++Iy0/PPsVKpEebjTkeSAbEZop0Z5ks3GbZOM9GXQABJsx+iV1iRP8QZX6OxvMoPJxRnVzKEv/strFde5m++fIg3jg+wWGlTWVsm3/801up1ovA6pbTBUnMVLf+Ia4tf4vWpE1yYq/InZ5e38LprG3hBTKVUR/7X32YmPQNZB73JFUEYGtV2ESSxDAE6SVByWK9mCAsryMzSRvK5c+5b0qMa0BIVJ1DNQVAgM0toa6sPdjfYVZGLEY6TaX+O0dwByAnWiyVSGZdcwkbDY+V1gJQFNSmYL7a4stwg3axwwb9DMLyONkJAb+F1NGi/n6j8AvMtTbH8HmLKwzDjznkpCxXkaa4mkSPXwAw7nWnaJGcc5szkGUoVxddeOcJA0uD3fzTDjRsf0EoFhFoikSA1+dwArjfFz5+eYmog2fnePgKvfxwV3kfFJ5XXf+IB78rKCvl8nomJiX1/2W4nxm5r1f0qlPV4U+CaUA+0FupCInpVYQnYyubdd9/d1UpnN1TbIe24Ti7hoitDmFHI00uKgdYyf3UwwkoOU9JXKehJTgwP0Z/IMF5IQOTRbDY5evTovs7rbkbXFP706dNcvLj/HQjz8/PMz8/3Fg+rq6sfOVj9uFuhM67J8bEss9VhquYArbVpWoGLYYbEVogh66jsRbzSIKVmP36UwLEMXj/aT83LkplLE1IiDkwucpuWEbLor9B39kfU/Rf42y9OcnQ4zWvjksPHJillf4n/+Pa/o4wgMEKkOY3OLPC/3JphnC8wUwxIuBHrfpP/8EGFhheyMt8m01jEegYMsw6OgiDReYGzQQBGDEYDGgWUX4bJVQynTizEXZ0HoYl1R2CKlg22RmNBbCCVwui/vlWRmY1it59G2z4iNhBmiEGIqW2EdkhZKVJWi+HhLLHSjPe5j5UUlVKkHIMj/Slmiy1YXmNlsYhv5pGlNkysdFq7NtkoqTCNX34W5eWJfYFr1/BHr4DdBClQkYulBLFUYLcRWmDEHeuiQvwqkCWRMGj4MSEGx4qLLBkB7x0aRNtlVM7HtYcJozbj5pP8zfE3GErnePN6Ea00y1WfN9x7C1nsho+DGBuNxmOZ4/8Uf31Rr9cJguChrQT3gu3v9jiOuXLlCkqp++t+GAZpXyA1FIMykVOg3rRIy512QFugO72cQkAYdcQgTdPc07ltnuGdjRvUDBtbezgqIheFtFMgDB/HMnhuKk+1FTJeSGBLRblcZmRk5LHN6zYaDc6fP8+RI0e4ffv2vm+/W91/6qmnyOVyeJ73sSSh9xtjhSSTQ1n6889z8YMlpsOzxEa4oekQg9kiTl+i2Ryh4SUYKySQAp4cO4Rc8lmOziOHbIrxNFfdGpT6Cc5epREofvmzRzg+kuGVcYODxw5QOfx3+fff+zf4qklogBYNPOtd3pvNs1L1mCm2SDompabmT88vk7ZN3rpym0TrCvHAGq7T7rQubxaY0mAkq9AaQpdOouvrkF9Cjl1BOvVOa+5uc7qAViYqKGC30wRGAJkiYiPY7VZ2ewhd4voRJvXLaD1A0wvJJx0mMzA+8fHwOoBrwhNTed65XSKoN1lefofg6KWNQFX3EvHxxrUhThCsfoa4lSYyFzGHLxFbbbq93HGYxm4Oogdugdk5d6ENiPL0Ra8RCItcIiLrWtwptRGNOYLUZep9TZARbghZPU6+dYzhtMFkWpFxDM7OVh+Z1z+OCu9fx2f1QfiJB7xjY2MPZSL/MNgc8HYriA8SY8g4WaSGlVRMw5TcWW0xv7q8ZbZmOzk2wgYfDjTwIk1gaCaiEa6cu8qpU6f2bNSeS1gkjAwztRZzTkA+znJR9POifQdbx4xYk6iEolEc4/pCRH+6gRHUWFucJZlMPpa5noc1hX9YbPfv7S5U9qMd+XG1NN8PGdfktSf6Wb4lWawlIKQj/qQhjgx0okTkXqVRfYl6uUgJn/qIy7HxPsbyh6i2J7gxkOTb5/6UsF6knmizrm9jXbL5VsLiF16YIGGJjVam44yZb7DWfhfPqiHsBhJJWZ7D9vsRiSRecgaEYEat0mpI/D6bVlZjpQKyKgY0hu0Rq7s+dEBHdEq1UX1FsFoI2fUVAi10J+4NHQwZgpRoFAKFlgYyUUTLcCt/aojbfWjlIgyDOEwgdUysE0grxvUinig0GE3BieNZQixySfuxkmK1FXCrrFivFFlcKLG+ukwiu06tf50os4Th3rVLihUYURojHCWbaeEnpvFbfcTpeYRbJ7Y8hBbo2MILMljJMvGGInUY2VitI2BM0ESx1g5IJJrMTq9QmP4Qb3KVwPZxCPD7Exzs70frkFezRwnKNb5/bZ75psWBoTw+zn2FLHbDx0GMH0XY4lP8dCKXy3HixInHvp9uBXF8fPzB9jZSkgolB9dTzDSzrDVHiSsBV8XarrwOUDdCLCUYqprcUQbvX3yP54+e2bMKeU+bY73FndCk5ThIKdGihoHGMgQHBpJEDc0PbxTJJS1uLZXoD5cpZLOMjo4+lmB3dXW1Z4uYyWS4c+fOvo4/7Obf+5Pg5P3A5lbTpP8yt+7MQqLR+UuhESJG2WtUw3eYX4FhewhtJxlI5/lbT53kz2dmKGWaROZB5pfXUAPzBHqN6WstvpW2+IVXD5OwBOOFBEKOczz/c5Ra3wA7QioBiXWceB6l8wgh8IIYyxCEfoUPr75PPb9EMLICdp0WMUiBEUliqTq8LgAdAS3MUovW2CxGZrnTLSgVsdjlO9ECFScJm2OEtQEYvIqwGsiN5HgXce9fLl75DEbtKSpuhryjSOgmR9w2fRnFk0dSaNN97Lxe9yJulWIunF+mVmkwu3oFfegysdXCQG0VqdJAmIDSl0mLw0T2HcKRN4ndUieprwy0cghKT6LcZQwzQMhOEkCHKezy51HpQQJDYQJv3SzSrq9zqfw92v0lJJqkLykYY3z5mf8NRzKH0EETr17m4vXbzNYlkwM5POFQbQWfuER2F58EHZ39wk884H2cF9MwDKIoYnp6ek/tRwAZO8OpdZfvTvgsGHlmb72Drh/ns09M0vCjHV55AMutZe5kPNymokFEMqjzhTNnHmjOvGW/CYvPHutn5qIiNAKqpslldxDXKDPdP0tTzxK3XLI8xWRfgluzizjNmC+++hLvv//+vi9s4zjuqWV/FFP4e6HbSlUoFHZksB+GGO91/3zcD2ndi2iGIR51TGHh2QrMCsgNg3a7k020hz4gZogGp5mvRSwtLlBeuNlTfj5WGOOdoVGaso5fizFkA1NfJ/7Qp3r8a7395RIWw8fP0PdmjWbq/Y5gEgoMnzXzHciniI0mro7wVJO43+zYAmnQRkhVAcKGMIlGEAt/U5ZXEgqNZTdBboS6CtCiE7QSIYXszDLZBspLIYjRQiBND2Fs/e5iJQkqT2IzyHA2RVndZsB1UFrz0vBnSY32cTgvaBfnWVuco9Vq0chm6evro6+vb99b+epexF9dWue7d0JawRqyukRz7CLt/ALa8JCmvzVDLoA435k7jtaxzDJSuAirhmF1RC1iATKWyGSp851rE7Qgrh1hSL1Kwk6TNDyCUGKqVcyVP2L6yBKx4xOYBgk9jOsmKCRSjKdHODP2FCkrzcShkL88v8BqvUm7WeJ2uEh7sEB/fz+5XO6BpPdxEGOr1XosXqCf4lPcD6urq9y4caNXQXwQhGGw6pj86UQCr7hAVa/x5UNvEIbOrrwOkFE2oQF30h4Nr8FrB088lOVW19P3w5kyhC4BFoHRGXOIhQYpabUsVBzjWAYyaLC4uMrzr50iqq1sUWneD3RbzcvlMi+88EIvib1fwahSiqtXrxKG4Q7/3r+OAW/di2iW2+QSFrmExYrO4bSO4yfLGIlqT7nfkAGxW8Q3Q66sx4wkKty6sspAPs0LmVNcCaBlhyx7bSpFD2E1UJTx3qtRfeLu/HcuYTE48RxHf3ydc8ZVsH0Mo4aXfpdqrYBp5GkHEeNOiYW1b1OZaGA6jc7ojFQoBWgHcMGH2K72FJS1u4x3qIaZqCFkRMzOwi7QcWmICsT1ScLqAInRD5FWA7Et2O1sFDQJEu2ncILneerwEJVWyHNTORxDcno8zeLNC9SKK9RqNSqpVM8K6qMotd/ru/qLiyt8Z07jqTVk8w7+2DmE2wSjM54EnZhXaxCxhVX5G6TEMZS5QjP9Q7RbxpDd3jQL1TyM4ytE/8rG+StUkMNfeoOhxGFs02AgJSk1A1rtgOT7f0ZioIqKI5AaYVlk+g7x5NABRtJpIA0MM3ogwr+wSLnRpN1a42a4RGMgT19fH4VC4YFjSB8Hr0dR9Ilum34U/MQD3scJrTW1Wo10Ov1QrVXKNDAjh3SQxEgYrDZbzJVa9KedXQfthe4EBUEQEjqSwEzRjuBh9ecaukhNLeMLiZdpUlTreE4TQ7qMJ5Pk0wcwmg6Xrt8mlUry6pmnME1zh33BR0W73ebcuXNMTEwwMTGxb9vtYnMr1W5t2PtFjB8XubZCzfevFxFCEhIQaoWpDbRwiYIQzOBu748Mcfre4/jwETw/op5NcmzsGAklKBaLlMtlnhaTXBtokRY3WQ4rVJwS05UiS9/waD/5JLDhFXh8iMHaaS6eO8s7J3XHJB4Tje6QllaEhtfxxkVtkJvuzJ9IA5Qklp2ZFjq/AhuiVUaysjUbKoHAQIcpMHzARkiJ9lzQXqfNSShQEq0MhLzb0GyYCjs3wzPOZxjO5JmvjjOaVaxXTYw4hzAFfRmXipfi5MmTKKWo1+sUi8WeYneXJNPp9CMnM7oWRGs1n1trDUrNCL8doQcWSQ5d6RDULpuOYhfTH0HYZUIvRiUlkVvHsts90Q4AzKhzbRFoLSFKQf0p3GyKWEMrbFJmkR8ufg897hE7LQZbksCKcIcSPNX/NC+OPMdwYrhnR5FNWHzlmYneSEXSEpTLZdbX17l58ya2bdPf309fX98Wj+guPq6W5k8D3k/xcaErsjQ3N/dwnUfSYMU1UUIz4eSp+E3ulNY5kJ24t4COFASeT9MWxE6aWDz8PHwmYZF2LCoIwnYffqzIqgjDcznmDvPUZIYhd4g/ffsKxUhx6NBBRvoyLDbW9pXXu+JRiUSC559/fst6aD/WEJttk06ePLmvVoE/CbRCzYd3aiQSEUIKnhhOk3Etnhg9wa3qZSKjhbIiYguQHoZZZqLQop8cx0fTPDOZQ8YdS8Px6iSlqMShwgjLYo5SrY604U7fVe78h38LL7wOdHj9zFSevP4y8XtXmOmLUFKhwxKt5Lvo9deJ/SLzhe8jMiudESTZUZWKtYEpLQj7CVuDNMtj2IXLWJk5hIwQhoeV8jon1w3+9EYue+OcdWxC1A/FF4mbAYmJd5F2HWHs3oWpIpec/ypP5V6nahqM5BwipTvOB5agP5tgzbI4efJkRyiy2aRUKnH58mWiKKJQuJu8fdSiyhZeX2lQasVEag05ehE7td5r8RZsyJRs2CW1Vl8G/xCxsYpOfhOdLYLRtSAywB+nvjZIcvx9hOWjlYFWFn7pNDKYpG3F+JGi2o5RCMJL73MpvUY1X0eKgHQoODL5Ij9/7G8ykt6akMu4Jl86Pdbj9ZQtqdVqlEolZmdnEUL0Ev6bPaJ71/1j6tz6aeP1n9qAt2txZJomJ0+efKjPitglwKPhhrih4uTQMC9M9TNeSOyaBZahJFEKQdk0/CGKjTzfubzKl58eu/9sUPdYN2aE22GEJQWu9Gm7NYTl4YsWRiypBR7DUjEc1Zg4fZzDEyO9be9nwNudu3nyySf33I79MOjOAz/99NM9Q+vt+OvW0tyKIDY1IzmH9RqcGXiNlXqVpSggUpUN3Xs2SEZjUOTDxh8QRja3lmwulg7x3zz9Cxw5cgTozJqn7iT5XlAlXakhdYv1nOKthVuYb8UMHTlFLmHx7SurrAmb5ZEcklVCYghjYuWhjQAQSGWgYwNtCQQhWio6UV0MQqBFiNYmOrIQUqFjB2m3OsHrZmiIdQLVHMa1UxhWSCjmwChjmp22aCEkGFEne7rtGtlOyDOHHJ4bG8YQHV9dQ4ieD58OWlQ3XupSSnK5HLlcjsOHDxMEAaVSibm5Oer1OplMpkcG91vsbvbYBfjetXVaQczVpTrLK3XarRCRmcYZ+XFPUXvz+QpARikCvx8UxGELI0pArQ+RaBPrTrDfDSdjBGgDHdqY8SB90WdI5Q9yYCDBqQOKP7z2Q1rxHSKrwVBLUBOSGMmBoSN86fDPc7Jwclffxe1CFgMDA72xjHa7TalU4vbt27RarS0e0ZZlfSzE+OkM76fYjsfVYdPV4RBC8Nxzzz3cvW1I0oHAx2bRX6WQcXl+qp/TI7u3MwdBwI21eTzTpOqM0owM3ry1wMTgxJ54He5yO0LTj2ItUcUwYwK3RQmFCFb4jCFYuHmJ14/2kRsYJZ+0d/Xh/SjYLB61m+WjlPIj8WU3iX306NFdbRfh4Tn5J91K2QwUShs9X1TQJG2DyYERiivP0nS/Sc2mEy0agG5zJ3qTmpckW32KarvIG8cHmJqaYmpqiiiKODd7jb8M/pzIbxKHFeqO5i/zCwz84EcMTB0jX8jw7SurlJs2jv15RPxXtN02SrVR6g5N4eJMzEB6CS07nUUoidYmZpTHjMdQ9WN4lT6iSIGoYqVndy/lanpVTwBiF+GN41RfIaqukZr6EbHd7ATVu0DFEis8yNeO/izPTY70+Hwzr6edrRX+dDpNOp3mwIEDRFFEpVLpdWq4rttLbN+vO/J+vL5WbhPGRdzhd1HpJbTZ7iWxNd1g10LWTqBqT6LdMnHyu4j8MsiwozatLIgKGKs5cmMfEFle59NCY6kcZnSYIxM5NJovHB/k/J1l5MoKlcpV2lNFcn5MJE2mBo/z8yf+Joezu1usbuf1fD5PPp/vrXnK5TILCws9j+jumsd13Y9NjPKnjdd/4gHv43ipLS4uMj09zdNPP8358+cf6rP1dsgH9iHsYpNsMuSp/iM8NTXESDa75Xe6D9x6aY4/vfLnCHeIWhgwsDpEfsQiVuqebVLb9/edK2sorQm1yUTqMEt6mTAWGJFASINA2fgNh5VKH1/9wouM9G/NFu0XMc7OzrK4uLjvqprwcPPAf90C3pQl8MRd/7RTQwc42Pe/54ezV7h0+xLeylmKrk871yQVCGIjxI+LKNMkFgUW2rf55rVrfPHI04zmXQJtUGwPI80B/FyRhNEg9D2KqXWKEoI//EOMo69wZdnDSlSpui6WnyK022grQgsfDBvlJ3DWDhHbPr6axNcCMzOL6dYhsQ5ITNkmVqC0CypGK7Eh0sJWktSgI4ewNcXa2gTSruIMruNkSyDVlmLwbk+0G/dxsNB3T9+9qq/v+S6wbZuRkRFGRkZ2+CUqpbZkQrsL4KWKx7eurGKbBknb4InhNFppTNOn2b5Frn6N1QEfc+xKpwK/GRp05KLDHLJ1DGGW0Kx1AuBEDd8bJJYhRpRAiKAjUqU6jsv4acz4ME9n3uBQYZwginn1iRR/dOcPKOkbCBGgDFh1TJItl3TyVX7+4Jd4amjywTfaLkgkEoyPjzM+Po5SqpclnpubAzqL9mazieu6jy3wbbVaP3XE+Ck+eejqcBw7dozbt28/dDKnLm2umeOMFkPmjwacGhyhadxEmMOAtYXXddjmxx+cx8yPcdtapmI2sC1QSuyJ12Ert9fbIVlL0WomEE6AMg0CXOpeyB98/13+/mufZ2psa6C4X7xeLBa5evXqfVu/hRCPvK/t88D3wkcNqj9upGyJbNHj9bF8grF8gmvLdezoDItn3+PslE8kArQEIRVBuE7F/Q5KTrBSTfPWjSLPTOYYzbu0I1iq93Mw8RWuy+8R2nfwqiWadp3V0WXi3/9PyFOf4+p6RMI2aETHyBZv03BugtBos0Zy/F06Rrcb/9EQhClU4wDCP8HxviP4SRvpzVJNvouZmt/SbbUFm+hWxyZBbZLWyms0ZJnUwXfAbiLuEewC6CDDYPw6E7nCPW10lFL35HXTNLckb1utFqVSievXr+P7Pvl8nv7+fvL5fK9L6V68nrQNlBdQKP2YtdEbkF7HsL0dixEdW6i1lwhbp7EsHxI/QiSLIKNOwhqNitKoegE9fBNheZ1CgDIwVYbD5lc4fOI4hhQkHYOEbTC9WMMuXqM8WcJ0NJFhYJhJKnKYpLy3XtD9YNs2w8PDDA8Pb6mMd11fhBD09/c/1g6un8ZRpZ94wLuf6M6PBEHwyBZH1XaItiz6W20WMi3WvNtcqFRIJ14nbaV7JBZrxfrqGvnkKlUjx6o+QsuokHEKTLVixmFPPmObVRzn12PWipO0SBDIMmaiiowE/SWXk+ZR+o8+S7RLS9VHJcaufVIcxzvmbvYDcRxz6dIlDMPY0zzwX7fWp6QlOHm0j1ZE78WfIcerY89y7XaBqJyjZnpk/BvUc0UMWUGHEREhYShRHpytV5lbnuW/ef0ANS+k2TJ5KvcZqII75rM0e5tGOsSzKhSrZ1FXktScCfoEqEQSz9ZghSgBwojQsYVhhPSZZVJjTzG3/ATFKsjwKJnhW9T194E2HemqGB2axHEOpSTSae5o7VWxi5CaKHaIYxdTL2On1zoKj/eCBpRJ3B7lkPtlZtY0B/uinjH7Zr+5vS5et/slRlHUqXDOLrJcvkZ/JkFfX4EfzIYsVkMyCRNLChbKbZbbM6xG36FiLcHRANP2e/NNmxH7SYLiS1jROE7fFaR9Cy00OkqiPZeYNEJWwfAA2RG2DlxkZOHwOgeTp/n6M0dwN/z1zhbf42rxEhFxp5M8cjCbOUTzFZrWKb53KaTf9RjNf7Qkk5SylyWGzpz8Bx98wOrqKrdv3yaZTPYy6PuZ0Pq0pflT7Ib9HE2ZmZlheXmZ559/nkQiwczMDHEcPxTH1+0kijZDqkmNAv2JUZSuUw9q6MjpBae1aoU+KnjJcRbsWZaDKYy2QSRs/Ey0Z//QLrenHZMf3SxSihza+TaObBCaIW7LR4YGg+MjGO7OhNFH5fXN9kkvvPDCfWcmHyUY1Vpz584disXilnngB33mrwtStuSVQ1mkm94S0B0fyTC93mLRfBk/ehNpr4LoTLMEcUQYlvn+zDkqa8c4NJDgw9lqj9fLjYDxvmHgDVaSFp6+SatRITTbrPVdg8sutdRxTG0SxoJ6/BQqmiFOVTeCtw2LPw0IA+IkuvgKtI4wki9Qb0sq9RuEue9iZ9YRMto9A92FBqUcguph2qsvIWmRmPgBwml0tCju9bHYRDRPM54/yHypzULF443jneBuM69rfe9E9nYkk0mSySQTExMopahUKswtr/Pji7fIJS0KhQJvL8Qs1iKym3i91g4xfZ/p5fcID51FWFW0qXYk7FEmYe0oce0pUomAQeObVNwWkbUhUKk641x++SCJ7DSG1eqocEcSITNMqJ/nH7z4OsM5l2o7xBCCP/rhbVbq08gnbqBsDxuJijPkzQP45dPcWAxJHYg+klDX9sp4HMdcvnyZRqPBBx98gGmavbGmVCq1b0XETyu8n2C0223Onz/P8PDwrvMje0UuYSFdmyVt4ZmaoO1TaTd6fn3VdkgYhjSKS2jpMDJ2kvO3v0810UQHIT4GwyLgtcPZPWWBuyqOazWfmhcyWykRyRgRpHC0zVClxfBygb4DhzANY1ey/SjE6Ps+586dY2hoaE/2SQ8Lz/M4d+4co6OjHDhwYE+f2etCqTsztFs28OMOmjOuSd+2FpNYa44Mp1mpT1C8ucZobYo7XgG7/zpNAeSqKCKw2piRQRDE3FxtslLzmCt7UJIcHvk8pw9ofmD+gEuz76A8yWpekfLnGNcZIqtAaq2PKOXSHK13lfTRscCIk8Rjx5FiFCOxQkqlGUwMkbQOEDQN/FTn+ggBcZxCGm2cdHkHQcYRoCU6ttHKRtDAHLjaIYP7QUPUPIBa/zx9x4bRSnfa++i0IWmlEVLwxvGBhyLGzTBNk0S2j8UlhcoWWAhD/IpHtVym3YhZXJMsNWKEu4Yx9C0sdw1s3btOW0/UQMcO7aWfQQTjDI7foWFcRaPRUmHGCtuOiJJLxLKMJobIxcQjFcFg4QXC2kkm831cXW7wxvEB1rxV/uzmnxGEFQxDQeRg1AfpLz5NM3uUSjvEkoJvXl7jF58f3VcFS8uyMAyj9z7sZom7ScHdMuiPgmaz+VBCPp/iU+wVURRx8eJFbNvmpZde6iXF7uXFez/ksgkk0IzT+KHH7epthtMZMnaWSj0kUjFBdZ1aI+DYk8eYWW+zHmfxsEhZTVIYnOjP77mducvtt1YbLFc9TEMg2llcCdpsEJsx0nTJOPl95/VukllKuSf9koet8Ha3b5omZ86c2XOyci+crJTi8uXLlEql3ohGX1/fY2/h3A0pW9K/rSsp45qcnshxc/YYxfXreG4FIgVO1LFn1U1a5h2EcQDLTO3g9blSm2OjBb52+Of5c/O/Mj13hVazyXpGIK2bjNRSCOc4ul7C9C5Tc9pbuUoA2ibHQeLqCxjhGP19NvlkTKvxHVoDZ4ndNmLTV6IVW/6/80OIgyzt5VcIGgcRtEhM/AjpVO8b7KJBhRlE/Rgqp3st34sVjxsrjS287hqPxutSSqxklrkwQGczrMQRqhXRqJZp1wMWVyVLTYUUglBUyFuXiCeugd1AmzvHk1TkENcOEhRfJp+Kccxv006WiZM+UilUZGHoPFErj5lcAruBEDFCKxJ2H5nmV3lq+BRXlxsM51xyCYtr82VqF76PPXGd2G5iILBiSSQHyXmvU6klubZUp9qOeOP4w9kO3Q+GYfS63rp2X6VSienpaZrNJtlNgp8f5Zn5aUxk/8QD3v0IsNbX17l27dq+zJ1mEhbPJUPer/qUM03OV68jozRnBl+GFIiwzezsDINDw4xkMhwdKPDB7BPcktNYykDnl8iSIGnvrdWqq+JYbYfMlIq8X71DaBQJpUccWGQY4quNgNFEwOA9rBMelRir1SoXL17kxIkT9Pf3P/gDH9P290KM3Zmhw4cPk81mqdVqFItFbt++jW3b9PX17bvC5f2w2/EaQhBEMYmxEeyZEi0vjV8fIEoXiQenMXSM1prQt5murVOQfUgBjiF55UiB+VKbM5N9jGVc3vGXMZKzGI0Gpl3CSc9jRItUQgvVX6WZqXV22n2cNvwBl6MPWNbvgJvETJuEzc+RuLCIf1Ldnd8RYJg1hB3smg02TEC3wIiwkrdwkgrLXcbckGvqms53PHrZkEEU6NjBqx/A9NPMFlsMZW1yCavTRaHuEmW1HZJ4xIAX6G1vMOswV1J4ZpZMwSKZUyzdWUTlzmIVPkTaLZTQHeGKbfYEcegQVI4ia6cZTw3D4Hni+F1Uoo2lBDISJAMTP9tHzEInQJcgYoHtp/iFk18nlXiSxZJgsi+xsQBo8+bty7SWV8ByQYVYzTxDM0c59tILXF33cC1JIWPjmuKhLYf2gm4iYbcscaVS6c3/mqbZq/4+bJb4p7H16VP85NF9xx88eHDH3OmjBLzZXIpn20tcSWSIA5P1uk+tKXl9JMSRFnMzs6QzGSYnJ5gaSHNtpUEoTCzdsTOxdMxAau8t1F1u/2CmzJ31JpU1g3qyyboIsaVNoZln0krx8pHdg+hH5fXHmWTubv/s2bM9K6i9Yi/vlG4Su6+vj5deeolGo8H6+jpzc3NIKXttnI+aIH0Y3G/7Wdckl0/D6jiEd4idRmf+U2gMJfFZpakXuLJoU0jZO3j99ESOQdelL3yF2UQL4d3BpY5hBSQSP6Q2X0Wkl1h56jbIXUZuvCyq8RqhN8RwxsI3l1gO/4pafqFT3dz867GB0rJjI7gN7aVXMNsn0dRxht/GTi+AoTrnco9zV0rSXnsGN8xSbYfMldok7U6P9XZed1LGI4/SbF4nzJUULZkklRcczGpWbhVR1IjcW7j9FwitGtL22HEHa9Cxi7H+HHlewks1cY2/Ikwv4yd8tAATQdIcplK3Ec4qht1RddaxIOukeWXg53GD01t4/cZyg+Kb3+TO8AxxqgJGgNACxx1myPss/c4Qtg45PJSmudHNtp/cvrkjznVdxsbGGBsb6wn1lkol5ufn0VrvOvK1F/w02g3+xAPejwKtNbdu3epJ7O/WstPNXO71i663Q85ag8y7VaK25LAaoW1mqXoB8/PzzM3N8fe++CwhZqdtI2Hx+ZODrCzYmPUAw26QFtWHIuPMxnY8vU4+rWiupYhjGxmZlL1DvG/D3/Ma98wsPwoxLi4uMjMzw3PPPUcymXyoz+6FbJaWlrhz584jbf9B5NtNcDz99NMkk0nCMOw91NBZgK+vr9NqtXj33Xf3RQnwQce7HXUv4v2ZCo4h0ZbgV08kuP3WNUwzwVx2mdgINwLFJraVZjA5yhP9WQYyDktVj0qpTdIxGMt32mcKxjiHMye5ULsN2mMl6xFaAbHT6siEbz6tyARtIKxWxzdXxsRGnVhJfOvPkKlDO6yDpN1GxdY2J/nNJwmIgOTIexsfYKutgWDLZ3UkUXES4ReY7EthSsGRwVTvpS/k3ZnnXMLCb9y9p7a3Oz8IuYSFkIK5UpuL81WCUGGaknS6gTv6HVxxqXegvbPWoCIbIRXKzyAk2NEgx8b7ef0AXHz3x1wZ6pxhKCRWmILCIUQ4h2W0CaUELZGtPOn4DQ4OvMZY3qXSWO+dl44V3rmzNCYaKCGRGo4u5Pk7v/BFkmPDfD6IeftWGdcUJBxzz62SD4vd7k/DMOjv7+8lorZnifcqDAb0fv9TfIrN+ChdNl3+uNdc6KMEvI1EhrOJUebTipIveTZ5kJJX5NriLGaxwd9+7Qmkk+7x+pdPjVBbvIg138CITfqcMo24+FD7zCQsnp8qsFL1udiUVOs5TMPBc1sUs20CqfFib9fPSikJw12sYO6D7pzzyZMne3y4F+x1DdFNYj/s9veCzcJXAwMDhGFINpslm832hHyKxSJBEPDjH/+YXC7XE+jbb+u6+6HL7QNpm6eHjnGr/g5Fh544ZSxDsGqkCzcZjg9zZODevJ6Sfbwy+CX+tPpHYEp8aqzlIR56B7rc3hkt7UEoAZZH3XmXdvF1yvE6zvCbGNY6mJs4eSPYUwoMa+c9ppUJdg2/FmFkrmMXpsG4ew8YbIg8be/4ag8R148xMZTEMSWjOYdnD+QBuLHS3MLrWsdb+OdhuP1evD6QtnliIqZR/AFxdgbDaG+Ice7M16vYRdQO8/Tg53n5iMN73/v/Mpts00yEG2saCWYGGUlcY5nICYmFRigDISyO5s/w5SOv8t6tdu+8QNA89w6edwl/tIYlYoigL13gywd/kWf6z1DzIi7MV2l6Ue9a7CfuNbsrhOgJfh46dIgwDCmXyywvL3Pt2rXeWFNfX98DbVN/GhPZn4iA91GIMQgCLly4QCaT4YUXXrhnANYlxr0GOtV2iHZcDrR87sQG6602bt5lbX4Owy3w0ksv7bjRRvJJTvSHBMtzZNuKIWPkoQPQejtkpepTbi8SWw2E6yMaOUSyRGhlqBSr3Gv8/WECXq01165do91u8+KLLz40UXS/q3tdb601N27coNFoPPIc9f3uh+4sVzfBsduiJ5lMMjk5ycrKCs8//zzlcrmnBJhIJHoL/f32gduMbnZyoj/Jes0n/expmu9eo5xrEW8WSRIQtAo0W2nykybZDRLwopgg1jS8aIM4XNLB0+R1k2LiJqHozJ0YYlsmVklQJtJqg9CoXhVXg4zRdouliXls0bEZ6GZyTRTh/dqYYGtQDRBLtKF2bw82QNfGSDDCaMEFBEmnc24Z1+SN4wNbiM+rd+6puhftaHfePPO7WQGyS5jd7Z2drfLBdAU/0jSjOnX5Dk1xG8PtnGPvqdVAkEKFaYTVRJgBWhnYuRliQ/D+21eYHWsRJDqtz3HkQvAMbVXDs+tgagwlwMuQ9l8klz8K6C3nlXVNqn/4eyw70xCbmNom14gYePopkmPDPfGu7jzQXoP7x4XtWeKuLdSFCxfQWlMoFOjr69s1afTTaF/wKX4yUEpx7do1PM+7L388SsBbd1Io4EDL57bS3KrewoqgRZkvvPjKjrn20UKCv318gr+YLrGabdEyHO40b/FC+ALpXdTUd93nhhDWqOPxoa9JK0WtUEVLjTICRGzwzvK7HCyM7djmwyay5+fnmZ+f7805Pwz2MsP7UZLkD8LmJHYmk9n1WGzbZnR0lPn5ec6cOdPr6pqZmdmSwNvNnm0/sZnbNZOsnB2nGDfQMupoWgiN1orILFLx1sgnh3u8rgE/VCxW2mTdTkAXeFnGwueQufPM+U1IFjGs6C6va9Cxgy6NINIlDNsjFgE6MUeYPY/bdwVtVYmNuxwnFETeMFL5GOnKruchRESi7zItL01i5NwWNeZe19YOLQ9JWH6ajJ1iKOsAgqGs2+OuHbzuRVsS2du5vXs9H4bXY2OOevB9rHQNpI8h1c71BxCHSaL6BJnWy6j0Gt98+w+J0g3qqY2TE5I4dhDapB6uoy2fbtZCaps0T/La4FcYSed443iqd17Lb/8V1/zvURmO0EZA2teEmRRHB57hsweeIWW5jEIvqfE4uF0ptacxJMuyGBoaYmhoCK31rsJgfX195PP5He/aTyu8nxB0s4xPPPHEPSXwu+gS41572XMJC8N18FWCJ1dCwpE6UWhTyi7y6onnd9xkjbDB+fWzZDI5SjJkfD2PjMKHIuN6O+SvLi5x9vY1YmOQA7bLXH0Os96HLdsYtiZdvvfx75UYwzDk3Llz5PN5nn322UcihftVzKMo4vz586TTaZ577rlHJp3dAt6uIFkURQ/lqWwYRk8JsPvAF4tFLl++TBzHFAoFBgYGdvU6+yjoZie7WcGWMLkzdIhIX0dtFnrSIN0KUxmfFw71EWuN0tAOFfV2wDcvr/H0RIb5Upuq12TFu4NyYmJTsmGce/cahTZxawwHBVYFEvW7isvQ8YYVgF0nNuO7AWskiTHQii2WQloBmB3hC9hJfspGqBik2qHmKCKHU4UXmZo4iLmhaDi2SZRpuyR/N4myW7sz3LUeuLXa5OhgkoRjbpmLybgmQ1mbhCWpeyGr1RVsv4FIJyHR3lG4jsMksZfHIETYEba0MLVibqEBWROcznVTAmLt4gU+pG8QyxhDS0wvRb84wNGppxhKZxjLJ7acV/hn/5UbV7+HecLHQeEZijDTR37g2JZs7/br8EmAEKJXWdmcJV5ZWdliH5FOp8nn849MjHNzc/z9v//3WVlZQQjBP/kn/4R/+k//KaVSiV/+5V9menqagwcP8vu///uPxSLtU3yy0G3FHRoa4sSJE/d9Hz9KwJvPp5FAS1oMqBamdulPp3j9xedxnd1F3MbGD/DkmsQzXcaKFvUnzZ6ex4NQb4d8+/IKC4tL1P2YJw4eQ35whXafIowlWG1ky8Q1xa7b3Cuvd7kxDMNHFp283wyv1prr16/TbDYfKUn+IGxPYu8FQogtAn2e51EsFrl16xae5+2bPsFu2MztNS8mNp8Bfx6VrPSCRCFisCqM9Ic9XncMSV+fzY9ulVFKIyVkXYulUgtvPuT28hDm1LWOn/s2NJdfJNk4gZLfAWseUCBbJIffQci7pB0DKInRHodaBjFyeeuGNMTK7rQ3C420myTH3sRwdrZN74AG3R7l5ZEzjGbzD8XrwA5uX6y0ubHS3BOv25ZPOZ6jKs9SErOQ9DpzxsYux6o7/sBR/QBG9VVSyZDL3p9CwQNbgRJo5RAHGVTsYsgKkR1iSg2xgRslOJL+OY5kT3Nq6MCW81r64Hv8+Y1/T7lfIWIDBxNbDzCUeoKfm/q5LbaCj5PbH6aI14UQglQqRSqVYnJykjiOqVarlEol7ty50xtrSqfTFAoFGo3GI406fpJ5/ZO10noAtNbMzc2xsLCw5yzjwxJjJmHxxoEUqz9coRFWubxiM/XiF/ANj0ZYJ2Nvba+qBzWUViRTw3zo5PEyeTJeipdbAaN73Of8aok7d6Y5Oj7AYvk96jLAkR59zjTJWDCQEFDZve0J9kaMXV/i+/nk7QX3ygQ/yOfvYbA94A3DkLNnz9Lf38+hQ4d6L1CtNUopoijqCVV1XwK7LZY2P/BdH7hSqcTi4iJXr14lnU73BDL2ojh5P2yvYi5WPLz+FIFfxBDh3VYhDcg6DTHDWP4FAIIopt6OyCRMgjDmd344R6UZUPKuYowVMQy/U7HtQklAE1UnCKrPQHYO6VQxtAlEnd/VIITqvCgNOjsXBkIFGFoQyxhpSISWnXHcyEaFeYSIMO0SGoXY/LbQoCOBliZEAsNpbakAG9LgSycmeXZkfE9Zzm4SZXuiYPPMb9I2UEqTcEy00ixW2qQ2WoEzrkkurRhNlVi7s4alG+jh9U6LViRgQ8hCA3Hk4DfGMJwmwgRDmNhSE7ebBE4Ebifj3LlpNJb0sLNXiYwYlE0cC4Qa5PUnfp6Xpw71Atj5crszt/3u+xTf/BPePObTchV5H4xslgn7Zf7mqeOfuAD3QdieJW632xSLRf7lv/yX/Pmf/zn5fJ4f//jHPPHEEw8V+Jqmyb/6V/+K559/nnq9zpkzZ/jZn/1Z/t2/+3d88Ytf5Nd//df5rd/6LX7rt36Lf/kv/+VjPMNP8TjwMAnErnXOXltlH2mGdyDPZ5qz3Exp4rUW45/5DCQ1zahB1snu+plGIsVNcZCiWGM5HTLaapGxd//d7VitNLgzPcPBkT48mcQLYwbDmFKoyAQhq7mIdNRgrb2IFDuDsr3wenfmdWBg4COJdd6rq6qbxM5kMh8pib0b7pfE1lr37FeklA9c3Luuu8WerVKpbNH06FZ/H7byvds12cztazWf6eUDuKVJPLdFqBTSCjc0HiJ8ir2AUEjBfKkNWpN0Db59eQ1TClZXl4nNBdTEFXCaO+0Am1kst0bQjvDWnyeTqGAkSwix89i0MhBBP05rHIZ+tNVnV0Nr7RnwCzij72AYHkLEGO6256irx7HtltTKgcqrfOGzE5yezO2J1zcHvNu5HcQDeV0aHjV9Gz/zXZrcxrBrQNCJXLruTOKufIjWEEcJotoRwrUzHBt2WIn+kjhRBSPqnJiwUd4AlkqCqhKnfYShiZWAOM0XRv4uP3fsxd651b2IxYpHc+46Z3/029wZjWnaGjfSjOoEE6Mv8pVTP8Nk/tHX1Q+L/bAjMgxjyyig7/uUSiW+8Y1v8G/+zb9hZGSE5557jtXV1YeKGT7JvP6JWHntpaV5s+rgbm3F98IjEePoIEFtBfBJWsOsRSskRHJXosvYWUIVct6/QT3ZJpdVuEsO1dbeZm8WFhZYnJlhamqSFhXG0+OMZCxad2ZIqIjJqkk5oVnxVhkOAsQugdiDiHFlZYVbt27x9NNPf+QWhd2+q64/2P18/h51H81mk3Pnzu0I1LvBrlIK0zR7f+5+14ZhPPCeMk1zy0K+6+964cIFgJ6ITyaTuS/R3+v+3Zzhy6Vj5OglIv828eZbV4KwWqwGN5kuFTk9NswXTw7xzctruKZgsV5FGusYtRnk2FWMRLlnpaNjiRBgCE2sDKzUGkpfI8JCV47h5G5gOBt2BhuHb1gx6I3nQQtibYAEjQHKQsUuUghU+QSxVsRGFXNwfYdNEQKMRLvz53hDqUprpNAI5ZA0+lhtVgDu6b27GV1i3K3dGTqLhVYQE8kyM8150uYg7881CCmBEJyZyPHe2T+gNLNMMpkmsAU1q4lht4m3Lwy0RJoehtXCMEIcYRC3NXF5ijABMrYxBEgtEZ3IHiyFQKEU6DhNXH2BAaefiUKi16rVCmKuXr9BfvZNpp+OwNa0DUHOynL80Kscrk1+rMHu/TwQHxVCiJ59xG/+5m/yP/wP/wNf//rXuXjxIl/84hdJJpN89atf5Z//83/+wG2Njo4yOtpJC2YyGU6ePMnCwgJ//Md/zHe/+10A/sE/+Ad8/vOf/zTg/SmF1prbt2/3rG32WuF7FF6Xg4PY7QaD9QalvgSe1SYMwl2DzS5qvoJkilS8SMkAv9Xe077K5TJ3rl1ieHgY3CRJIXjjxBDTb2nqYR3PVmQDOFg1KERplN55Lg/i9VqtxoULFzh27BiDg4N7Oq57Ybd9dZPYBw8e7D2n+4UHJbG7LZtaa+I47glVddd99xurklJuWch3E3TXr1/vqdMPDAw8UNPjfu/OLrfnEhYnJ/PUyqN44TTSqXc+a8SgYC2+zNW1OV6cPMQbxwdYrHgknSrLZQ+tIF++xPLgNWR2Gtv1t+zD0BC3UxhYGHaRKHcetfYCQfUQieQus+QKYj+PUTlNa+B7OwLWuDmJLL2MH8eI1DJO7ibS2FlN3lXROTYx17/IkHuMeGOtsxde38xB27kd4MZKg1YQI6Wg7XfmXS/M13AMSVOVaLo/5tbyWdbbxU7yWqjeeXUD3d4hhi46SuCvPo/2J5nsa1Dzvk2YaW0Eu502ZiPKYeg0Sb9MK1PdEKiSoByi4ovkh6d651b3Iv7i4grXbq/RnH6LcDiBxkcqTSwNJg++yJPRFCPZj7dS+ThE2xzHYXR0lH/0j/4R//Af/kP+2T/7Z9RqNX75l3+ZVqvFz/zMz/Av/sW/IJu9f8Lvk8zrn4iA90FoNpucP3+eyclJJiYmHuqzD0uMURRxeWWZAaXI5XPQbO3a3dFF2kpzsvAkpVYdq1ylLXzShkcqbN13P9WWz4cXr2GLiDdee4l2qLldFqwt1fAkRBmTxLrm6mAncL4ewsHZm+SOPrljW/dqR+qKelUqFV588cV9kfXfToyzs7MsLi5y5syZffP27AaQ3ax/d66ni+2k2H3wuz9TSlGr1RBCEIYhUsot1d977XOzv2sYhpRKJebm5mg0GlvsER7K+3Fj9tSjTirVBN/EUBFxt61Zg6ENIhXwF1dmONjXz2je5RefH+VWcZ2V2+9Ra9ygPVHDTNS3+Mbq2EVFGUw7xq3bhMkyOrOEVpo4yqKUiUTvbsMn2Kj8xhCZqCi1IbSUIGpNEteOQnoWKzF7fx8/2LBisBCxhTJ9jCgJRpJaI833rq3vSZL/fi/wLlHeLi9yR/6AUuyzEoHX7sOnjN+u8vb8GoGIkIMWUaxwPQfQxCLYOnusIVYWVrKElDEoRRRCGGcwc8uYJhhOBQAlFEZogZad2SwtUH4/3uorTLrDfHhtGlmZxUhmaTYtZH2VcvWHtEbWqSVCzDCNZ4MyJyktHMeOYureR/Pkexg8jFjfoyKRSBBFEb/5m79JOp1meXmZDz744KG3Mz09zYcffsjLL7/MyspKjzBHRkZYWVnZ78P+FJ8AhGHYG4HZiz/7Zjwsr2utuTEzg20ajFkF7LWYDxtlnGwf59fP8uro67u2KecSFlHWpK1t+msWKS+4b0tzrRVw9fYcjfIqr798hgjzbvIuYdEeznJs1aBlCT4ci5jPRZTKN3gp2tnBdb+Atyvq9eyzz+7L/Pz2pG2Xe/crib0Z3ST2kSNHOgmBDWzmdSFEb72ilOoFvr7vE4YhQRBgmuaeqr+JRIKJiQkmJiaI43hfND02iy997bkxMtVj/KfSBWLnrjWgoQUxDf7s+gVODHaSncdH0mRdkwu317h94TJzgx9i5paJnU0FEg0ol2T7JeJwntBZRyIxE8vYmZto099FnQnC5jjNpc+S7Ps+trU1kI1b/UTLX0RrFxGDt/oChlXGzux8t4revzYOJzZpL3wR2zuOOShYqvpUH4LXu9/PboJV3QD4s0/0E2vNWs3n7TuLtFjkZvMtYj1NoEMiGYFNr315y5OvBSpMELVG8VdfxMAh23cR37qNb3vEvWshUUEKwjxm2MDPVMBUHcsG5RDWDpEIDzO9uMr33lpmdLCAb6Ypl1eIb79JfWiJeq6NNiTEFmnrBKrxArOtkPxqi4n+1Mea0H6cc+qGYWBZFr/yK7/CF77wBWq1Gt/5znceukPik8brn/iAd2VlhZs3b3L69OkHZhZ2w8MQY88G4cgR0v39LFstLD9k3B6jJJos10q4QvbIq4vh1AijmQESKY92pcHzpSrJ0uo997NebfK73zpLMpVmcHCYdqjJJCyGlM0T3hGEkKybc4w0ihgaCm1JOaFZmr24a8C7GzFGUcSFCxdIJpOcOXNm3x6O7r62tyPt55yMEIJWq8XNmzd3ZP27xLfZbmXzsUkpWV9f5+bNmzz55JMYhrGl+rvXFinLshgeHmZ4eLgn9V4sFpmdne3ZI3QtXO6Fbnaw5ceYtk/SSHeEIbTo6ENEJtgb1j7mCm1WObewzDPjIzS8iO9ceJc7pR8RuQ7CamLozou7ezerIINT/xzDkzfQTp0Vv4QONNJpIu0mwrhHl8F2Tz8rQgeSsDFJVD+Mq0ZoexY6PEyCMqQX7hv0CgGt0hTSmyJtGhTSKQ7nDjHoDtEK4j1J8ne/z83CFn6sOD2RZSyfIOOaBMYS9agI2mWuvky73kTFBkZ6DdNpd5IBSkEInrYRdhPdvS27LeTKxLA9hO5UagytEWGKKM6gtMYwlzDtEKFNtI6wlSZCIn0bIZOko5dxc4f4/IlBHENwYCKD8htcvHqW9VvfpTWiqDng25255oQ1jKy+wKW2yU0VYl1c4StPDX8sxLgfbU97ged5PSIcGRnhq1/96kN9vtFo8PWvf51//a//9Y53/PZn/FP89cH9vrdudfLo0aNbgp69wjAMgiB48C/Safs9f/48uVyOgZMnia9fR0lBqg1Do+Ms1Fe5sbbK0YKzwwkhk7D4Qn+CNxfraNOn3db3rAhXWz6/++3zKK0ZH50kwuw5MHSRHz6AXH2PuZxCaEnTVritFu+vvsdgcmhLIL0br++HKORu2Lyv2dlZlpaWHqrivldEUcTZs2d3rOe2B7vbeR0675lLly5x/PhxbNvucXp3fbeXxPZeND36+/vvu9bczOtJx+ArTw0zeewE4tsjGIVVYhV1qpAiBtkkosm15TrHRzI0vIhvnZ2n+N5/oTp2Gz+1Bs4mGyANcZjGLn2Rzx5+jcC8xfcW/wQtQgynitt3EcNZ23FMWgvaa89huivYAwtb/k7FBu2lN3DiAq0w7lRF2zkiP71rwLvFbSEWNOd+BrN9gkzKYjDtkLSNfeX17jZurjT4z5fOct17k0CuYtj1ziy0iDpjWLrzj+qOggnQsYWKbKLmOOHqqxg4JPvewXHuELpt1MZ8s45tTJWjQIHYK6PSRXyzI1BlxjY6nCIRvsbPnj5C1jU5fCBLSvhcvPYhM1f/hJURk1ahjBGboE2yzhSD4iVuLdo0am1uesscH01/bNz+cWCzNkc2m+UXfuEXHurzn0Re/0R8M7uduFKKGzdu0Gw2eemllx65OrnXgHd5eZnbt2/3bBAaw8Okl6aRGtbWZ4gLA3x4J8ASZaQQfGGTJ27aSvPq6OvMpi8T3jpHRin0wuKu+6lWq7z14wv0DQxyaLSftQ1hnkzCImNnkUJytXwFv6AhFYG2+HBYYWqFtXoRufoFRjNbffsMw9hiX7Cf87TbIYQgCAIuXbq0ox1pP6CU4vr164RhyGuvvbZlwd6d6wHuSWpzc3M9debNc7hdcnwUktws9b7ZHmF6eppWq0UYhhSLRYaGhrYsQBYrHteXm6Rsg2ZZ89wTLzFTrrFeKoNSxLGDkVohirLYbo2bjQt4Myu8O/007UrMXO2HNAsBMREgelZAXZhmjK3zqPXXqKlFPJVBJm+CDO9maXcRdNgteNWYUH0O5WWRroltRiit0fVx4sJNjETjntdHRQaSBH5zFB3nGbXTlGsm51pVYq15Yii1p1kfKSWLFY9SI2AgbXN9oUmlGRIbFUYHqyy3F1hrVWn4K8SxQhkK4fggPeLeSSkwQpRbQ0p9lxg1vbZsU0QbilwSGRtIZWDJJkgLQ7qgm2g63psKjVACW40RxqP0WxOkUg5Ka4SU9GVcVtauUi/9Z6oHAkj4hBakWgaem0KXn8RvFkgnBAktaPt7WyjsBz6OCm8Xj7qfMAz5+te/zq/8yq/wS7/0SwAMDw+ztLTE6OgoS0tLH0lz4FN88tC19/so1cm98vp2gcv20BDx9eukfYGoNTrB7nITz4mZW17bwutdjE0e5rX3f8DbEzFmrbVrRdjzPL7/zoe4ToZjU8Os1YMer29G9tAJjn3HZDmpaUtJw42I2h4VL2K5VuJo/70D3m5FPJvN7vs8bXdfly5dIo7jhxKG3CtmZ2fxfZ/Pfe5ze05id1EsFrlx4wZPPfXUlrGszdXf7rXqCvrshde3a3qUy2WWlpa4du1ab1vZbHbLWmIzr8+XPU5PeGAYZNUQZT8BG23NsdAYWjFTv867M8/w7u0SjYbP6q0fsnbwMmGy2luB94LdIIde/llceYgL8zVqfoK2NY5ILBCHAmHWENZuPYcCmVwi0X9ux98EK6+h2hOYCYETQxjFGEYRJ728czPb1gd+7RB+7QQRGi+MKLcDzs0+HK93xShbQYwUcGmhRqUZ4lgGrx4pEGvNrfIif3z5Larmh2i3jhQhoNAbHW09zZPumkabHevDMEvQHEdVnmU0m0X6P6CduIVymihDI7VJHNuIKAdhDuWXaWVqiA2vYhHb6OggicZnGM2OYJkSIQX5lEOjVOLi+38IuQAzGSFlhIkglBk8z6UWOJhSkbIh7ZofK7d/HPgo7gufVF7/RH4zvu9z7tw5+vv7P/KL/UHE2A2sG43GlrZfOThIanaWFxYconY/5bGTnFsv05ezqDfNXclsZkjiFyJ0Oub46tyOfXWJ/pUzT/POdIO1mo8Udz260laaqexBLhYvkE0PspxeJa4OU/FjHC/JlVDRvD6LRYMvnxphdGPOYLOQVFfe/3G0IsHdyvHx48f3/YbtqkjncjlSqdSWeZ17ZX+76AbKURTx/PPP7yC6zVXde5HkXqu/XXuE0dFRlFJ88MEH1Ot1FhYWsCxrk7+pvit7rDV5a5BBZ4Sqs04zjgnbaYy4gJAhoQaDBgv+KtPebeJiAWOwAmZELEEHCVAGQtcxhAJlI2UCK1GjXDtAtXWQKNUm1X9uZwW3i3sEuwBCWyQdgYwl0vAQiSWs5DTaaIG2iUOJYe3eXifNCOEUUZHLcMYg9BoEbUjnE5R9wXvTZRYq3j1boOpexHItwDJNbtSqzJfaXF9ugIDF9hIz+i/w61W0aIFoEyPRQmEmva2mg4BCdOaS1MazqQyQCq0chAgwMEHdrQwZQL7uElmvUDdbSPkhgU6C3YRYYvlp0m6adOokg/Ip0laKN44P4NoGuYRFY/YG//7N/8B8vyAwJagkmgBSBxhIuDw7PMXcnGS11sLXMX6rjq3zndayx5zh/DgqvFrrR/Za1Vrzq7/6q5w8eZJf+7Vf6/38a1/7Gr/927/Nr//6r/Pbv/3bD51Z/hSfTMRxzOXLl9FaP5QOx27YS8C7W2AtNzgrFUpOlZPcMAYYtiaYyBe2JJ83Qx6YREmBrQRGuUE79ra0NXc1LJ4+8QRnlyLW6sEWXt9y3AcPIiOH62mTphPRSsS0WorK4nWC8jFSpwe38HqXn7rdZ4cPH2ZkZOSRr9u9EMcxt27dYmJigoMHDz42capkMrkj2N1LEnt5eXlHEnvzZ7qdXN1z2U3T40G8bpomg4ODDA4O9uwbgyDg4sWLaK17mh6dgOsur7f8iFtrTZLOIVb8yxhuJ+BFdIJerCUurd+iURrBa93EmLgIqWqvktoNdlVQwCp+kX73CTSatUZAtSWIjKcwFJjJWYzELuKlG4KUib5zGNtamf3aKE77BaSlyScsml5EhMLom8Zwmju3te1r11ogDA9XuuTMiGatRn9/gvW25AfXi9xaa96zqtkVe/JDTVYIbq02aXoh640QxzRoeCHvziwS2zeoGD8mdJoIw9sYtY3vnbDXBipIoKIU/toZ8McZz4S0xZ8RjS2C1e5YLSpAOBD3IbwMEQ2amRrajNAILO2Qso8xLD/P4MQQP3tqqMfrutHgG7/9/+PKcJ621SQw6xixi7TyjCfG+NzAl9Atk8vzNRaCmNVilYFErmc/9dOAZrO5qwf6g/BJ5vVP3LfTJY8TJ048kiT2dtyPGLsKh4VCgeeff35rG81Gm1UqlERrNc6NXWElrDK/ohkUz2CIrUqS9aCG7itQ8AzWrZh2aan3d9ttA0zT5AuJxJbZni6SRhLXcBEpm6LlULNzBCLGS0kcfIzVBlq4/OXFFX7phXEyCQspJXEcMz09zerq6mNpRQJYXV2lWq1y6tSpfQ92N8/19Pf3UyqVgL0Fu2EYcuHCBQqFAsePH38gWW8mSbhb/d1NIONBWWIpJbZtMzU1heu6PXuEmzdvUq63KRgOApfR4RR9ySwj7iQrqat4JYFOlQiaOQxHo6IEZmq2Y1qfACYFMRqkwIhMImHQUaVwwQiwZJKUnaG6lqHeDFFKkcwubVVv3o77XBYpQ6Q0+MrTWd5Zfwslb6GN4l3yvh8EOMllovQVimqA1VBgG7C0ZuPoHCIsUWkoUnKcofwopmUylnd7Cojfu7bOerFNO5Kk0ymOjaZZrXjUdJHb4Q/wVBl0gDIDpBawXTEaNmQaBQIBQiGlgtiGyEVvDP9I3Z2vkiAkCc/EDSxePv5zTPY/x/f/7He4cah61xYiNmk7JpF08VaHefV0PyrWxFrTipq0Z2e4/O9/n9J4gsioEbtNtDJIJ3IU5AAnB8f5pePPop52mVmrc+vmDU4ezLA8P830TY9cLtezzthvqw/Yu1fffuBRFshvvfUWv/M7v8Pp06d59tlnAfiN3/gNfv3Xf52/83f+Dv/23/5bpqam+P3f//19PtpP8XFg8z3R7TrqzlJ+1IDqfryulOLKlSu9cZvNz1aX15uW4kLrOlE8ykrYRK856Ni9q86+eV8TE0ilmctFeFGbdPkmLw+/gtaa2dlZlpeXexoWhXy4K6930RAW50YnqRpLRFjEOqClk9BsM9Mu7eB1pRRra2vcuHGj132236jX68zNzTEyMsKhQ4f2ddvdJHahUODkyZO8/fbbwN54vWuHFAQBzz+/0xJyO7o8vTmxvbmj62G7uhzHIZ1OMzg42NP0mJ+fZ7VUIydtpE4wOpQi6Rg4huTY1AGmbw5BbhEdRwgDtDaICFiorxG2fdypt9HOKsLY0jmMDrMEy1/k1OAp8kmb92fKVFtRh9fNPpql58Gdxtzhi0uv3dewtwlQxRCuvkrKkLx4NIdrGSzXPAgERmr+gdocAE7uFobVJF55jfnmBAnLoLwcdgQcwyZzy5KsaDM6UMB2nB283mw0aTYDnst4DKZtJvsSXJyrUmxUqfjXaLnnUc4a0ggRWiKIt0YlXbXojXZmETnoyEb4Q3hrL2JFwyTtReqJtyG93hGn0iCRJJw0h3On8C5LluRNatk6mJ1OSIFL6E/hrb9EcrifgbTdE+NqVFc5/z//j1wfjmmlG0R2Gy0keWeAlHOQv3XkK7xyoPOcfM6L+Kvvv8vIaD92XOfK+Q/21e1jNzyMN/dHwaMGvJ9kXv9EBLxdwYRuwLafAkjb23276LY63UvhsDU8zoqZIat8vIXb2Gee45mxSd6evoOw27x7p8wXXLNHahk7i5kvMJuGqrQZm6+jo4ggjjl37hyDg4NbbAO2z/Z0MZwaYSJ1hAuLS9TdNDVfdzzTLJ8wspj33+Fw/rM4VmZLNnp5eZlCofDQ4h97gdaaO3fuUCwWGRwcfOjB9QehK5DRnevpBpx7IcV2u92Zuz548JFmweDB1d8oinq/87D2CIdWiswtrxO3lyjNF/GbIdK0MZxVtFMnmV5EK4HYbJ4u4G5qU4MZ4QgHwjxa13HJ8pVDL5Nkiv84Uwc6Nkfay2Hmtgk67AW6ozw8kLZQok2k20RBAjO9txk5AGFEJEbeA21iCI2NBJXCkQWqhsQXSdbn7tB47whR6HJgSPLKiRSpRJJisE5gFqnHNnMrBZK4qNoKffZ3kKLc8dyzIjT38N3bdM2EUB2bpjCJiIbQ9Scp2AYieB/PsWgnWyAUOkgSEOOmnyBWE8z9f36P/sE7XLPad3uf4ywqHiDtv0oU5bm+1MB1Q2abd2gG1/Av32RxIkHTDQlJYPkCxxlgwBzlYPI0Xzn4bMeXz4KjgwlU2eXYoQPAAZRSVKvVXmt81yKgOxe+HxWWR/Hqe1g8anUX4DOf+cw9P/+tb33rkbf7KT5Z6AoE7WfX0b0C3q6X7/DwMFNTUzueo9bQKItmBt9tEpWKjGUGCcKY1bUaA1ZyB68DCNel2T9ErrHGYLVJTvcRRiEXL15ECLGl/fdevA4dX97vXFljNj+GTxGhAhCgtCaIPNxMiGPJHq8LIWg0GkxPT/PCCy88lsVz18FhcnJy37e/V3Gq3d513U6yXC7HsWPHHul92OXrrotDd7/d++ZRNT1Oas2x9QozS2tEzRXWZtYoN12kdLBUnii2EBvqx0JEaAzCuI01ehXDWWP7CLgRJzCKn2Mqe5xfeXWSlZrPBzNlQHd4HU3OXCLOrG/5nNad2VTkNmHGDbRrB9DeBCPjCZK2yXrDxws0RmINN31vjZkt19AAO71M7PwXgvIx4upJLPMAmYTLYD7BSrXFu7NN1i+u0Q41ozmHz58YYrg/i1aavpRJqar5YKbCaqVN2FglE15izr5OK18BK0SLzvfRU4buUsKG+UNnfdIRjzSCJKF3ANt7kWEnh2W8T33kPWLHxxARsQBDSZROkxMnSbwd4yUvofubSEOjEICL9qag8hqu1cdaze/YCcYawRo3Lv0nauNt1vpaqCCFFAG56DiFQoGDyac4NTTZuz4Z12Qyb/LiU1Mb38ldt4+LFy+ilOophmez2X3h448rkd1qtR6ppfmTzOufiIC3K1Hvuu6+z44YhoHnbW0DmZubY35+/p5evvV2yPejHK3EMBI4M72CQFLyiiQtm0MDA9SbekvAmbbSHO1/jjfzbxK2Y1YPx/S9+w7rioeqVqetNE/nX2d1/Rwps8JNH8pDq0CMlgGhLFEyBcPxz9Lw8qxVGty4cQPHcTh16tRHvVw7EMcxFy9exLIszpw5w9WrV/c1w7SbQEZXdfpBcz3lcpmrV69y6tSpRxI02w33qv4+yuyvlJIDo4McGO0kVFqtFvqOzcpymkAvUdKdnh0h9P2zrbGLo/t54cBRltdX+Prpv81UfpRvXV7FlA360jYtX2F7Y6h2AsNtb/Hf0xtf1w6rgU1QsUEUOVxfimkGBjgROjLgIUbnDbPdI94YMFQNTy4BgpZ2ISwQWxphmZxr1lm4bKDNBSQRoWhgBilS9QRm0URo8DMrGFkJCMIggTANIiIMNArdaVVmIz7tnW8nJRxF/USrryDaGWrhKu5AgsiqoYwQITvexNIsMBycIP3H/5V3+h3WD7UIJRvfiUvaGcSovoEKcmRdA9P0WVUXKVVXSVUugh4lTDXIB5qSDimkB5joH2A8OcHPTDzLSPru4n47SUkpKRQKPeP1rgfe9PQ0zWazpwpeKBQeWb/g42hp9jxvT37on+J/feiOmdTrdV588cV9Dah2C3i7idMnn3yy91xtRr0d8t01RTt3gFA1cfwbLKzcoCYg60wx0Zfcta253g65VDjFYnieRj7DkYVFLnoXeXLySSYnJ/ccjFXbIUprnpo4ys2Z29RzAUQW2mlhBhKsNSLdpuFFlBsed653hJTOnDnzWJLYt2/fplwu8+KLL7KysvLQNk/3w/Yk9ub9fhxJ7O3YzOuWZX2kri4hBGODBcYGO/dYEARkppe5uVjktIj5oJ2GZLDRlqtBxli5G1ipNYSxNRAQcZannF9keKCPn3v9CUbzLrfXmoAgn7TwQo0rNXH6QwyxNZkdNdMYlgZ2JqZ1DP7aawgNLT/i7FyVmheiACd7B2HuIZndkbnoKE7bPonBC8SF67TLY+TrE9wuP4FpZ1n2LXxl04hi1pdDFioLTCXukNchph9Qq/s4ooiWN1nprxAVarRsBUJ3zmdDm8TQG7O6XVcE6LU1m0IRexnC6uu06qMIXFryHImpt8HyO9vQEh06OHqYhPc8B348y8WDK3h9bSKjs8YyRQIzOsSg+AJlmSBhGUgJjim5vbyCs/4fKSabNBMBhhFimGBaNsfGC0xkR/nM2PH7zuhud/vozoUvLy9z/fr1nip4X1/fIxf1Pq6AN47jx9J59pPEJ+JsisUiIyMj++71BluJMY5jrly5glLqvjNE1XaISqcYNDVrkSBswivWMab7fVq1Muv1gIRh7ZjRWaq1qJiDpHyfNbvN++/9iF/81f/+oReEo5k8g/ZBGplpMtZl4jAglAIv0cTXgqK6xcW6Qf28wqs0+NqZSXS4N3/Ah4HneZw9e5bx8XEmJztZrXtZID0slFK9GZkXXnhhx3cRBAEzMzMMDg7uev0WFxd7SYv96gbYDXuZ/e2S+IMQS5tS1Meh9JdYLClkcBVtc/9gVwniMEtcPcPY1ARj7jj97iDfu7ZOox1hGBJiRdIWqFVNmOkDt6PSaACRMlCxjZQ+W13rNkGDG48zks5xfaWFDk7RZgwz45ByLz649Wmj3UgjOsF7F70ZJY2h28RWG52vojUgNY1KP4bt0e+3CS1BELWo5MssFhSIEEvEhIYBGOhmPyqKEVYLYfho4g2hqw1/PTauo5YYkUvcmCJugZSrhE4Lw24RmhFSxmjZ2X4YeqzNXOC7ozaN4dtooRDKRJgmBnky3mc4PjaFHyqePZBjprqAV62xulShnrZIpjoexxUrAaaLI/v5/NjP8GT/EVTsMl9u90Q9HlRt7XrgjY6O9lTBu7ZYsHdP6M34OESrGo3GpwHvp9gVzWYTKeWOcaH9gGEYvdnPvXaHVdshWsPQQIaVRZ/x9QzzxVUyY1PMVq9hV5IkjNQOXq+2Q3R+Am4WKQ8ucm2+Tt+hJn2jfQ91XrmEhRSCuG+So+8lWVEeljZYHGhiNR3KtSZLqsSbVwSV9WW+duYAQRDs+zMcxzEXLlzAcZye3oWUctdOuEfBvVSeuwHlzZs3ez6421GpVLhy5QpPPvnkY9Eg6WIvvN4NzB8EX0nm2jZxaohF9ykMbxad2lBSFoAIsTPLO2g0jhNk6p9jMPkkjrlCeqMVeK3uY1uSWivCsQS6PUOcXeoVPg2g1cih/XGkuYhSG23Nm+DVpnDjYQYKLgf6XWbXPaKoswVp1fbUzhxHYFgbEedGtdWwfeTwHVaiGcL2FazqEF6cRMiYOBGjXYtmpJluBDzhrbNmGtTSMfX+FsJtgwzvaolsO4Zu8NvL0PcgULGFUTmOGRyjxTJ+6izO0CUwg05yXwNKotoT+MXX8Koh50Y9Wv2rCBmjpEKQIi2PEtdeYXJkhCf6JZN9SSrtkFTkc/PD97DyYKAQIiaOXBBZUnqM10Zf5dTQ5A5efxC2z4V3VcG7I475fL431rTX5/yT3rn1ScYnIuAdGRnpkdd+oxvwttttzp07x9jY2AOzsrmEhSEkxaFx5OIiWeUTz86xMtamfyDCD4u8NP46APOlVm9eJykzSCdBy14jMjTDsXykxWAmYfFzp6ZYHPt5Ft++yF9FaZaToJNNIqGoe03q8WXK9SQD9sus+SZ99wpmHhGVSoVLly5x8uTJnoE7bBXIelRsnus5ceLElu+iSzQvvvgi6+vr3LhxA8/zyOfzDA4Oks/nuXPnDs1mkzNnznxsM4qwu0BGsVjE87ye52/373d7IVXbIVppMkY/NF4hdtaRqcbdF383o9qFkugwh1l5gzgc5L0bEiswWdXLZF2TIyMd0ZR0woL5Wb5ZKuJvmrmNAWKb2E9jJHcRu+hCCHxzhelShfW6RpoKI7WCk5vd8ms6Zkc7VufzEEcbLUdyI3Pczd72jkV2PIFlQGx0KqxBfwsjSFKJE/hWhLJCVLLZuw4dMY8IrTTYFdAJ/NowTqKEMAIQEm3VEUaMsbEcCCMX7WcxWm3soQ9RIkKml4k1GHaL2Ig6QbnSQJNg5AYg8O0YDIEmg6lcjlh/g0NDRzkxnuH4SGeO5fqNC9ysXCLOxbhK8bnFgIsDgqtjSVJOiiBIE/ppVOz2LBiEFLxxfOChgs/NquCHDh3aMj9Wr9dJp9O9APh+VbOPo8LbaDS2qKZ+ik/RRTab5ejRo49l2913cBRFXLx4Edu2H9gd1g04i30jyMV1UgSkyy2Gn5zEMVY5kDQ4Wuh042zm9VzCIujvp3pT4oaKXCzxhLqvH+9uyCQsvnBykGo75OgPbP4ojJjpbxK6bcpGBME1lm6PMmL4pNJZVqIEkb9/VVe4m8TuzlJ3sR+8fr8kdlec6plnnqFcLjM/P8+VK1fIZDIMDg7S19fH+vo6c3Nzjz2JvR27dXV121L7+/t7vH6vrq4ur0sB7ShJrArIjdKkpDNhswNKYnhT+PWDvO9X6Tdi7IsrnJ7IknUtfvH5Ua4tNegXAd+fPU/o3r0PYkC1juCVToN4C7dQ2bH5OEwjlKbmhazUDFbqPg1vo3V4W3W3Nwe8/boY0ChNkUiVMKwGGKq3f0yFzKwTZ9axNFuqz7GGFnAOemsbpQHd+R8hN1LU25fgvcBVdMq93ePQAhWmodxH6L5DYuIK0q0hZIQWuhOLK5OweZhw6SXsYIXE+AXauRW0FaO1AOniqgkOyC/ipdI8PZnl2QN5AP78R7f40VvfxRudw0vUMZwaNpJYDJCyDpALz5AzJnfl9ZQt95z02q4KHscxlUqlZ6PpOE6v+nu/uOHjshvsHvNPEz4RAe/jNlBuNpt88MEH92x12o4uMa3eyOLe+BFpFVCeu057eJCE7SIMj0ZY58c32yitezZFE9kMQ4xRljfJ+DEldYm6VyXjPnymMpOwOJ4Y4cDBp7HPXeQ/D47hCwgKKyDbxARUs+8SlcY5N+/y4sD+JQwWFxeZmZnZteV7u0H9w6I717NdbXJ7q5Pruj1SVkr1zOLPnz+PZVkcPHiQMAw/1oB3M6SULC8vMzs721OP3E0goxko6l5EPuWQS1j4seLWSpNYJRC1cSjMg4x2ZDwNDXGcornwOqo1QsIMmBMaQyl8q8lY3qUdKiKl6U9b3D7/nyg/VYJEq7MBDSpOELZGMe0quw++dn6slYGKJe24jmmaOEPvYuQuwjYf33vYT3auhxGigjRx20VaEUIGoAVxbGGYIQSJjgKjUFuFtWSIap8gKg4R9l/GpL416Bd0Alq3jorauIUGKnSRVogILQxtEHsJgigBkQRhYokIMXQdYbc7is2ojfbnTppaKw1aEmBTNm0KYUhaSJzMKFJlGeE1DmUOIaQg43aqPfrah6TPfgP7YEgmUPhSEQuLQ898hWuVH6Dx8MU6csOCQSvNQNZhfaNFMsWjV1u3e0I3Gg1KpVJvRqhQKNDX10cul9uyj4+jwvuocz6f4lN8FHR9eH/84x9z8ODBPdnvdXl9vTmE/c4swoi4VV7nTvUWCSvJE4ND6Ai+c2VtC68nbclUX8xq2GQ2XaZqCFYq15Hicw993N0Z38Hnn+OFb99gYSBE+jbKiojjkMi5QSl4mXo94spinXYp5qVdlKMfBd0k9m7roI/aubWXJLYQAtu2d/jbr62tce3aNZRSPXug7ijTTwL1ep3Lly/z5JNPkslk7qnp0QwUdT/GEAI/VswWWyitkNJGYyFUsCPYNYBYCWK/QGPxWexIQjIg0GAu1DkymMKPFSslHymg79Z7tIcXtrB3HEv8yjFUkCOOjV2rtan+q9Qbh/D9w7QDRcKWBFGMUiDYulbU8dYAswthQDI/TdgYx28XSKaXO+3DvQ9uEt7aTU2ZTu66F9wKvdEJxt3gdruLBGAYd5PlOjKIoxRq7RDu8DkorKONYGNwSWw4V6QIimdorx8kNtexjr5LZNcwZYTQAsN2SNDHcePLDFjDJAoGR4fSVNshRmmO7Lf+Z4KDmoRboWnHWAjy2SnW28MMitNYsuO4sRuvJ0zrkTnWMIxNjh6dVv6u4Knn3VvU8uO0G/xpwyci4H1c0FqzuLhIrVbj9ddffyjl4kzCwj0+ReuvNrJhM/PceaLeeaEJyZTzDEprBrMOazWf2eUilcVbfOW1Y1z+z9+BUpmFIZe3P3yXV59945EJq/3Mc8xfXONwxaShnqDo1IjNAHSqkwlzV3Cs49T2IRPcVUVstVo71C272O4N+DDotnJsFy950FyPlJJUKkW9Xuf48ePkcjnW19e5dOkSURTR39/fa5H6OEiy20JXqVR4/vnne9dpu0BGtRXw5rV1Yq0xhOC5qRzVZshStY0fKprRKE47h5Uqdja8cegSkKof2T7KSHqENR+E0DRaAQkzptpoMZCQKA0XF+q8Pfsd6meWOwqFm49TGcStIYLyUdKTf7l7F5PoWADEOma9ZmLbHtqs7FB7VrGBQO2YQeptRoLhNtCRiYgdovYwXvUJRJxAKJd8NiadWcfTZVrxdRBRp0IrDHynQbx8nDA5iMnsrttHgLQioFOhFYQIISGyIUqghUS6QccSSLbRsUSaAUhFrFzQEYahMGKNRhC2BpBCIawGoWthJ5IkGaGfV/nSE0dxbYML8zWuL9V59+33iG//Aa2cR+gq6p5D6ETMfelpbrU/wMBGxTZjqREGMja5hIWQgvWaj5Ade5Kg2doXkto8IzQ1NdWbEeoKAyUSiZ5IRhzHj0XoZjM+ilffp/gUj4rV1VXa7TavvPLKQ+k3ZBIWqVNHqKuApgGqVN6SwO3O2XZ5faXcYH32Gk9MjDN40OEvVyJcK4U55FJv+ww/Yje/d+pppr/3XcxoCcOOUDLGiASGGRFEZWScYLyQ5EZR7GqV9LBYWFjoJWd3E538KInsVqvF2bNnH5jE3s7NQgjS6TQzMzOMjIxw4MABisUit27dotVqUSgUGBgYoFAofGyJ7dXVVe7cucOzzz675Tpt1/SotgK+f71IrDVhpKh5MUEU40eathrEjiwMZ/c5WSPOk6x/mSAaREqB74cgY8rVOvVaklpLcXauRtsP+I5ukUhstQ8KageJvSEMd5Vk/s6u+xBGTGr82zTmbKbXJzAESAnmLpcxCgoYVmnXwFka4OQWIBbE7Qz4KTB8DNsDGXdEorZ/aFMgq+9Vxd0t2O0YMHSukTKItUTFdkc4avgmoVOho6/R2VCsLGRUIFP7GdQdgZOdxT/wPobd3EisSwzLIUmBCf4GP3P4FP0ZB0MI3p+psLpygzu3/5TMZIVSXwRaEJkRmcwAbZHAFDZ+O8PR0QRj+c69sJ3X9zP4TCQSW4o820Utu9XfKIoe+/MQBMEja4d8kvFTG/B2Vf5M0ySXyz2STY9x+Ejvz+HCHIcSp3DdLBWvScMPCCKjI3JRKbPSqvPqC88TmzG3hgt8P9mk6Thcuf0W82qA/+3zpx6JtJqTh9GWzVSziBdI5gdjpnMKw2iCtnDCFKFSpKyPFuhFUcS5c+fIZrM8++yz9wwcH5UY5+bmWFhY2DFjtRfT+VqtxqVLlzhx4kQvM51KpXoL/mKxyMLCQq9FamBggP7+/sfywHYtL6SUPPPMM7u+7Lo/a4UgTZOhlM1Ktc3lhQaXFqvEsUYm50im34TETqIRgGUrghYEvks2YZNyTPwwxtY+BwoJIr/JeqlMqVVFj72zUcm8Cx27tJdfI24exJI+KkxgGPea89YkYwMvdlERRH4eMz2z9ZyMvSVUhBmBGWEaAY6WRKVDRO0Cjfr/n73/DrIkv697wc8v7fWm6pa37X3PtBuLmcHAkAAEERQFCkI8PZIiKUUolqEQl4qVYkNUSLHxFFC81Qu9F3pvl6tdUSIlUgtQNAAFggABDMxg/Ex7V93V3eWrrrfp87d/3Lq3y7XvnunBzono6O6qm3nz5s3M8/u6cxTq8SZhxEeKg5g9V0H1CV0TKcHPziHU1m29grvvoVqAggx8vGY/ugwIoi2E4qKoHhCgaBIRGgQCAtdENQKkpyBcA6F5SBkgNZ/QTxOJpEnIDHZlD3UlzjfPrPCZg/2YqkLkykXevHIJkU6iiggBRULDQyaTtGQKZJnBVIqm4zOciTKUyBDXNV7ak7tpTxLRyNcfTVZ2qxmhUqnUFQtKJpPouk4mk3kkJPlRS/NHuBUeRfJRSsnU1BT1ep14PH5fYoUim0Xp6aXhrqC7PkNWjEpEZ6lWwncyuH5IvubQajW5fvkax588SCaTQU7so1y+QTGehJU6+sUSA0eH7ovX60acRHyU0VIeRzh4MsQzagihEYunMFv9zJdbCCG39PO9W3T8ZC3LumUSG+4/kX2nJHZn3nCra8FxHE6fPs3w8DAjIyMA6xwOyuVyt90zEomQy+XI5XKPpN25YzFVKBQ4evToLdcOndlfO/ARispAQuedaxWuFRokTA1VgOnrSLF1x50gjqg+T2CNkIpC3NTw/ADFd9g/ksRu1rh8o0azBWWnSXTi7PqIMoSwsg8FiKSmbys+pZotUqPfpjn/MwStUWQAqAJNrP+eZRDDrsWIpOdufYJUiZqotV8fCgJPJ/TSYKex3Z62YrTi01a4stH0BrpZBcPqKlZvObu7VpF59e8gVCDQUJFIfNTEcjuA7Z4DgRqkaBQPQn0n8WoDpWcGOXYJRXdWXyvQRJws21CrJ/CUEb55ZoVfeX6cQEqWb5zjTPFbNLItFsyAQA3QPR3FTBE3tqMEKQ6PP0OtFuf4tp7uvO5GXrdt+5Hw+u1ELWu1GpqmsbKy8kCilrfDT2si+7EIeB82MXZM2rdt20Zvby+nTp26r/0oqSTq+DjBzAxxG4xCjWpO4dJShbraxHcVctTYk1Y4ceSmCNbw4Am0fBFTUQnUFc63vsd0OcMT0cl7PoZMKoY/MMD85Qpan48ZadJjQS0KgiyKmUfX3AdqR+q0GW/btu2OwmH3SoxSSi5evIjrupw4cWLTXE8n2L3VQ6OTcX3iiSe2nGvQNG1Ti1ShUGBmZgZFUbok+TCsXjzP4/Tp0+RyOcbHx++4v3RMQ0FQaLoEUnB2sU6h4eGpSyi5V1CMAiibkweBFLiuQZ+6i77+Xup2iEQykIoxooWMTQzx395ZwBcGLTGDGaqbXAlMZwJN7iaMSNzsK6j67UXNZGQZM3uGoDmOXd6DahZQ44vtQPougtBN0Dz01AxqpIDunWqrIhsthNKuFitKgESiRHykuoRqthCKReAbqPpmEldZo1ApgDBse+pFq7iAojkIzWkfq68RYqDKHFgBiieRmk2oWqhxB0IFTS+BHwMlxNQVCKIY9DCRi7FQttvVnbffoLg0QyOmQKaIrUukUEjEnqBo57lilxC6QkbrpT+i8KmJl9o2RLTtCtaKWrwfbUhrZ4TGxsaYmppC13VKpRLT09MYhtGd/Y1Gow/ludtsNj8KeD/C+wLXdTl9+jSZTIajR492PV3vFUIItP37SLyRR5EwP3MWy9hOYbmCFkDVchmJegyJKs89e+JmsnzXkyT+6i2qyQaaFTLTPMNifYRkdLOt4Z2QjupoQ9vQz14hZwj66lWm+hxC28XL5EnFGqhikF1Z5b6rux2+SqfTt01id87JvSay7yaJfatgt16vc+7cOXbv3r1OI6QDRVHWtXs2m81H1tXVmT0Ow5AjR47c1XM6HdNQFYWFqsP1YotCw8dyJAgLkT0JqrN5oxDc5iAj6i76BuNYXrvUmYrE6MPlYwdHmc43CQ1Jw6mjRq+jRtdbEalBlpSyjTCu4xv2Zl7ewNXCbBAdegV7+Vmc1giBH0HT1ievhVrDWvgcevy/tceP7gChSFTTRTVLhNEKWFX8Vj9hEEGPFzCiJYTiwKrdUPeYNp7WVS0s2an6orQHnqVCEGpI3Vp1sJA39xNqEGah+HGMQg6XIrXxs2iZG6C6CEVpvyaIcSD9M5juTlak6PL6lZUmyvSbnCl9h3LSArMJhChSQURzBK1+ao19JPU+3GiKnoTKcObmtf1B8DqsF7VcXl6mXC7TaDQeSNTydvhpTWQ/FgHvw8TS0hLT09Ndk/a185T3A23fPoKZGWQQoWdaMB21kKHKhfpp7OUhdg308+ln9q8L5HYdfgbzvW9RNXxCxcPzS5ytvs6OvhzSN29rTL8WUkoWZqYZnkzhXBcsKhbFKHiaRAk94hGd7ak4YWBzoxzw5H20Pt0qQ3sr3MusT4dwM5nMbed6tnpgSCm5ceMGpVLpthnXjcfWEfvZsWMHjuM8tBap+7FKSEZ0Pr4vR7Xlc6PY5NtnlwmUCn7ybQxa67OWaxC6Krq3nYP9Ozg6NsQ7N6ogQ1IRlZhd45unV2hYAV4YokulLd4Q3rQdUoM4rmxh+XnQGpjJ6U19R24rhm56QIhGAPECkegPkW6cwO9BUT2kGwPzNoqOWwTCa48DAYrZQjFb616jqh3zd7oiFcI3UCL19uzvxveQok2Oqrw5KqQABEjVAi+JsHUwQVUUUA1MEhjNHprNCiJVAcVHoIL00cNIe0BJ0Qk8lWotypHMUUpanIWyTeAHXP3BN1nQLrIyYuCkCm0v5FBBpOLYVkg0GGc4soNsJMW+gQSHhgfX2RBt+k4/gLkbKSWZTIZMJgO0r+FSqcTVq1exLIt0Ok1PTw/ZbPa+7Qc+Cng/wu3woJoPHVSrVc6ePcvu3bvp67v3AHMjtP37if/4x0wW4vwkn0cd30G+dQ61tY+l5SbVlM7f/+yRdZ1h2eE+9JhB6EcIAp3AWsKWRaCPuuXdNa8D1EorpPoNFMUkbxaYi4CjBQw0GlSIc2g8QsTTKRbbtkj3yuu30sq4Fe4lkd1JYjuOc19J7Hw+z9WrVzl06NBdV5E6ibxOV1epVHooXV1r/X63bdt218FCh9t/MlWgbrc/b7HloevnIDOPstVuJDilA/QOpPibJ8ZoOT7v3qiQimhcu1HkD96Yw/UCKpZHNt2g2fMW6ppTqAJeYwi7oaBpPr6rs7EEYNUHicaX2xVZAAHSKBEZ+AmqPYBfeBIlWL+VmajhxeZozb1MfOz7q11SdwdFDVESJfREad3n7GKrgFzStTtSJAQhqFIhWK3MhqFst0yLsNvmrEoBQZakOkKidojatEeQuIExfhYRXwHFb59zqUKYwMt/nIX6Dg6PJajqdpvXQ8nUT37CNfcVKn11Aq0tnhn1dYzoIL6fI+WeYDg1SDpmsL0vxp7B5G3VmD8IXg/DsJvUBu5b1PJ2+GnV5vipCXjDMGRqaopms8mJEye6D74HmTkF0A7sp/id7/Pj+Dj1uRLV8RECO0KpusBYbpyBXA812ycVu3lhDfX287OlKG8aJeqmx1BWIWlGuJrPc3IaIqpK1NR4eV/fLYmsEyyqkQT50UOc7GuyEF3BEyWMwAXVRm01WNYXadR3kfIUvn8hf9t9rkWnhWdpaWmTfcDtcLdqjvc71wPr24affPLJ+36gmKbJ8PAww8PDhGFIpVIhn893FfFyuRx9fX13bJGqVqtdEYt7tUpIRnSSEb3tradVMDLv4MsyviKRoUDZYiZW0RQahT5mRMhQskXCEIz3pliuWtyohrh+iKYJCs151IEfouqVbva0TXIBRsRFiwfYIr9q3bMeqh5g10aIpmYIVtcrihqAXkMJ67f3BpYQBhECN46iWqhrAlrRmcO5269MgDBcVHX9HHP3raQCQQTfUxHR+qbfK4oglApSaChCA2mik4Ib+9AaNmZfDam4hKqPkG0C9bSAIBBIN4bmD5CUx3l+cgeD6QhX5xco/uUfcTJewIq3cGOgKRahrpJO5YiZcQxlB3Z1GD1IMJyM88z4wB0tCj4oYly7GI1Go+taBqvVKqVSiRs3bqCqanf2N5FI3PXC76e19ekjPD6Ym5vrqveu7fLpJF/v575S9+2lqRq8Ge+nWK0Rq8Ro2CXKy9cZTo4zNpKjbgek18QGyajOM7koEfsqSxmHuJdmpnWZeD7Hjy/V74rXO9XEcsOint7GW8N7WQoVtLCI8EuUkg6GVWeqeg7qKgk7vCdeBygUCly6dGmTB+7tcLe8vrZqfL9J7GKxyLFjx+67FVPTNPr7++nv70dKSb1eJ5/Pd7u6ent76evru2NXl23bnD59mrGxsfuyxExGdKKGjq4Kspkoc/Xz+Ll329XdLd9WJVAsSk2PMPDx/ICEqTLaG+PdSxLH98gmdCotDz15Dm1jsjlUGND34aRNqi2XQGz+vqTTg4uOkZwF0aZioYEiyhhGCz2axypvR09eW8fR8aGf0Fp6lubsy0QHX0Nb4/Zwz7gddaxtaZbtbjaEJFjlZghR9FWpK6lACMJLIPwxsuETuCtR/FIeJbeANnIZJWIhFA+EQih1Qi+Fu/QikXACLSY5Mp7hs4cizBebNL/3Tc4VryL7XIRUSLjg6Rp7Bp6gLz1MbWUnJS+KG0A2rt8x2IUPjtfXvudWopbFYnGdqGVvby+pVOquj/Wnldcfi4D3QUvwnVmQnp4ejhw5sm5/D7pvdedO6kacEBjMV5ipRQnVJkN9vexIDBEztC1nbHpHdvGLF97g9bEQRa1Qn7B4dbbESilCOqoznI7cUoyi05K9fft2fCPF6ycX8HMDqNUSwolioKJLn9GSh8hlSPeCKEmKDYeFisWeOxBjGIacP38eKeUdrRw24m4y9qVSiQsXLtzXXI/rupw5c4a+vr472kfdCxRF6S7ooR2QFwoFzp8/j+d59PT0dFuk1p6PlZUVpqenN4lY3CtGekHJnMHlBkI6BKFK6GdQouXNQR4KrrbEyZltVK2QTGzVdCcMKDktlq0ahZqHPvgqZqywbvu2lY8ExyQR0ZCqTSCVTdVkRfFQMJBoiA3G9aIjpXiLLLUMVUI7TWvpeczeMyjaVcRqNlYGOuIeMsQdhKGKUHw2fd1S4DhRDL25+XeAIiW4/QTNPQSKR1yT5GZtXC+OiLdwMNHsGI7ZWr2WYoxFJikv56hWB9FlGiUaY664hFMrcumV36cZ96jFVSQqCB9di0EsQsyM8GTuAIe2P8tCSZIwNXYOJO7Kjy8Mw/fdxP12fn23mhGamZmh0WiQTCa7Ihm3W5g2m81u2+FH+AgPEx2eCsOQp556alNXTsdy8H4WnEoySX1kG3rdIeG7lIpXEKbP7uFdDKVzt+T19K49PPuX73JWCRgs2rQOw7fOXyNfit2R113X5dSpU/T09DC2fZzTpxYhOYqwL7dnMq04utYg5rXw/SWMtEZUbrtrXu8ElCsrK/eUxIa769x60CT2xYsXAe66bfhujzuVSpFKpdixYweu61IoFJienqbZbJLJZMjlcvT09Ky7fur1OmfPnl2nC3I/2DUQpzdhkHdnofd7CLN5y84tlADUFjNFi//wo1kOjaWYLVpYnk/dgYbtcHGpDlqVePo8G5vQPLuXanmQtKmRVQSFrcrIUsNaOYERK4BqdUWjhApCtv3ro9kprEYf0VT+5nlUQ2KDr+JZgzjFw9h6hXjP1Kr9X2ffa97nAZZlMtAQStDeoSJvVnyh/f+QdrDrR5FBEr98gkg4QXx2HhlbpjF5AStTAtVFCoHAQGAwFtuGM3eAeacfXfUQAVRrNUzfxvr6f+aqeonlnhgr2QZSUQgVhYnMUX5216fZnh6mNqxxZaVxz7z+fge8txOjXCtqOTk52RW1XFpa4vLly11Ry97e3tsWej5qaX5M0ZHaf1itThshDIPMtlGUWYuFQCGolNlzZJKYkeBwppehZGZLcrN37mDbe+/xzCy8ToGg4VHwLyHFbop1SU9C35JQO2qrhw8fJplMsli2WCjbFPUotaCfdLMHkvO4isp0j0MiP42TTVIoDDIgW5wyNYYz0Vtmg13X5eTJk/T39zMxMXHPAeWdDOrn5uaYm5u7r7meZrPJmTNn2LlzJ7lc7p6O614Ri8UYHx/v2iCUSiUWFxe5ePEiiUSCXC6HZVmUy+UHykbXbY+ppQZXKwtIpUlACykDhDTxyntQzVMo6saA00aNLuKqy8yXVfqTadJRnVL+OmF2lohZIpq8gRrNb008oY700zRaGtFUirqbRpgbAmtFErpJQi+CuuH975ShFWLV2w4fgUAibrYxqx5yQ3E4DHSE8Fa33Xr/iu5v9punrSAd6ahYh3RVHqVnYIYx4so2+uMvsmCZWKUqilPEVlzK6Spa7hpe1CI0LVTFRMEgbcYZzwyRLe5AHRthsV7BDVb48ZUfUa8uEw64JFs6itFkqBIh25dhcPgwpq5yrO8wveY4b1+1kKGkavnsHLg7UgiC4L6E8x4E9+LXt3ZGqFM1KRaLzM21hUw6yaJUKrXu3v1pzQR/hIeD+21p7oyQdNR7t+KLTsB7v8/mnr07iLx2GWMljZNd4onnTpCI1NiTjN6S1xkdJaf3kLELVDSb6sxVhDaMKqBYd2/J6/V6ndOnT7Nr1y76+/u7vF7xY9jNgxjKO0jTpmYq1AyfRLlAOjfCpUqTAZrE78DrneQAwPHjx+95EX6n7+lOSezbBbv3qn3xIDAMY1NXV6FQ4OrVq92uLlVVmZmZ4fDhw/f97OrweqHhEI/6XA1+SGDWb86t3vIjBth+wJVCi52DSfrTJnatzM6BKCu2zkrdJZ6eQTU2VFglSHsc1zMpBx6GAmYsYOOwXhjqqNYojbkXSI69AsqagFWAUH0UpYKhxJCBglBvkq5QwUgsoUVXCKwMTmMItDpCCdH1FooSgBq0LRM3ik3dDUIVRNgNdiWr47lr9xEIVKmhyV4S2jBW5TBuLQ7NJSq9MzRGppARi0AJUJEoiopGhAOZJ/jZsb/Oj+tF+hMmNUfSFxOcOTfL3KWT1EaXUSOgmwWiEoZEhv6xJ3lx9CUO5XZTt33euVG4Z17/oALeu+X1W4laXrx4Ec/zyGQy9Pb2kk6n1+3zo4D3EeNeiVFK2Q2utvKLfZhI7N3JoTf+gKWBGFk3w7a+PRTtAsn4bWZrkknU/fsJr58i4SoYCw3eVlTUcA4jHOK5nRPrtpVSMj09TalU4sSJE90MTiAlB4ZTHBhNsfBOkeSyzVTEo+lHcKMWyZWA+KCDk6jy3K4naTj+LTPMHdJ9kOTArb6njhqkbdu3neu5FSkWi0WmpqY4ePDg+36jbWyRqtVqXLx4Edu2icVizM3Nkcvl7qnVE9qk+PuvzvD61SKuukyQuwKG3X7IS5UwUPGtDEZiZf2GKujxRcTwj7EWPsX5BYFqFYn16uSdKnXjPKpR2yR41RF2CgKdVv4goRujoVkYKRd1w2GHdi/CmiBUDIS/gDTaxyBQIFDAaK7aEG3xwRTQY3nio99H0Zw2Ea5iY0ArfZ1WZRuReAmBi2I22tXgLSAU2t69bgRQUPTmzUCa9jmToYLwkmj1J+iJjhAhglXzic0sUI0FeMPXcHEIsnMI1UHTdDRFw1QTgCBrZjiRe4HvXiqRijfJ66dQqku07AVCpQdFASkEiZpgIrubiclPkM6kGMoOkTCSzJUtZNha58X3uGaC7/c911ZNtm3b1p0RWlhY4OLFi8TjcRzHIZfL0Ww2SSaT9/wev/qrv8qf//mf09/fz9mzZwH4F//iX/Dv//2/7z6b/tW/+ld87nOfu+d9f4QPNzq6Elv5xa5FJ+C9X6QO7eWJP/ljZrIGvTWVbT3jlNzSbXldUVXiTz7F/je+w+tjDtr8MueyZ4n4+xFhhOd25jZt29EVeeKJJ7rctpbXFy+79Fx6h5V+uBGaVNMNGkEJ3b9KOprjmR29WF54S153HIeTJ08yMDBwX0lsuP3o190ksW/F650k9o4dOx5JQeJ22Kqra2pqilKpRDQaZWFhYcuurjuhbnt89Y05fnS5gOOH2MZptNx8O9i906lXbPwAkCE/upSnLxIwmYtTlzqtwEUAnr6wbnYXQAYmbnk3nuWjKWD5EI2Em2Z4VdVCqiCs/TiLoA/9ACGcmxXU1aSzarQdEaRkU+dUdy6X1blcCUGoYltJdFSIVtvV6q6pLt1ENAhkqCJEALQ7y2SoIBQJhKzNhq97X7la+fV6IBgiGR4k5veh3LhGI3MDb9sV3GQeVivO7fWMQUzNsi/6Mp8YeYa4Esfx8+TSOiNGhP1Onu+dfI3Kjnn8SJPAtNHDAE0zEOkeMkaEiWS7U2Erj9275fX3yzJr7XveL6+vFbUMgoBKpdLVuTEMA1VVkVLedyL7cef1xybgvRcEQdDNZm7V6rQV7tfIvFQqcVlVGIzHyBBlsbjM1fwF4vEMSePW8zGqqqI+/RSJS6dRJCzMXUDbO0CfGYXQQirbgfZCsSOcEIlEOHbs2LqLOR3ViZoaoZRsf3IP/d/4BiteiKeqNBSFpUQVPX8R3xynaNUQYYTlqt21SekQ5PLyMlevXl1HuveDrYixY2mUTqd54okn7mmuB9qEuri4yNGjRx+5b+idEAQB09PT9PX1dRf7hUKBa9eu0Ww2SafT9PX1bWqR2oi67fG983leuZjH8UKU9Cya3mj/UkCIR7T/LEINtmwfFoqPorhEY1WCVoqx0SFqvg1+HUV47TblDfndACBUUapH0Lx+LF8StgaJ9J7edHx+oGO3ctDKoWm7UFQPLXUWNbmaXVbvMPeuBGjm5pnaDjrBt1A9ovHltjWBCG4Z7N7Ean+T9NcFuzJQCL0kMohDa5zAGiYffQ89WEA3JE7fTvRYAy/eICqbWKqPZkTRVEFE09H9USKqybh4ihuLCULtGlPuT7DqV6gqPiIGgd4k7UbRvQi7DzzFJ5/4BdyGS7FY5Nz18yQSCcx4mjBc78V3N3jcM8G3w8YZoWazyTe+8Q1+67d+i2KxSKlUwjAMnnvuubu+f3/lV36F3/iN3+CXfumX1v38N3/zN/nH//gfP/Axf4QPHzr+5vl8flNwtRUeJOBttVqcKpfp7+klp0gqdpX566fwcxmULbN8N99THj1C+NZfkXAV3LkyyaEWk/0BcTJEjfWJ3itXrlCr1dbpisB6Xt+2f5KDV0x+4HpMawqqZ7RlEGoFWrELLNW3EdX6tuT1Wq3GmTNn2LNnzwN1RW2VyH7QJHbHHu3AgQP3lRR7mOgUSIQQvPjii0A7sdLp6orH4/T19d1R6Kdue5y8UeXNa0VKTRdhrKBm31pVZZY347lb8GIkdR2r+gQxpYfA89i3owfVjOI2HPYOpGgFi1RTm73oneokRtiPokrs1Qa70O1ZLxIJiEiFlg+KCKGyF8M3iQz+CFWvt4PUNdVexGqF9U6aGwJUNUBNVNoaIRICRNdkV0qlrfkhO9nu9h8pVQgUJCGCcAvD3javy8BEuimkm0M29iD9ATynhRK8Qnl7Hj1ZItDc1eq5AEXDUKP0iG0cz/wModPP1LzHlfwCpgTPh13LF7h46XucPVjGN21QQpRAkklk6U+PkNNz7FJ2c+nMJQzDIJLM4vtQqHFPvH6/IxUPgofF6x1v385IkmVZvP3223zlK19hZmaG0dFRDh06xMsvv3zX9+/jzusfuoDXsixOnTrF8PDwXc94dh7m9xLwrhV12vHMx/jBuws0y4vc0GBifoH47sxtt1cUBQ4cJKEnOD4PF60WCzuSaKZJIFyUVU/UVqvFqVOnGB8f73rRrUUyqvPyvr6uAqQ79zGmb3yTZm8L3TFQAGNaZXCPpDcVcGHG5sxsBV1T2DuU4jOHBsgvzlIulzeR7v1g46xP5/gnJyfXCT/cTauTlJLLly/jui5Hjx593zNlG7GViMXGFqlqtdptkTIMg76+PnK53Lr53rrt8ZdnlvnRpQItrw5mARG5to4EVS0AvdEmia0uSwEqIRklhUxEmK/6VFoSxz5AmL3eblVahVxt9ZVOiqCxB7W5p51wCXwCL0HgRtGi69vQjWgBP1LAFCkUmSD0Tby6RDXrbb9e4RLcgQTv+CspQCooutWe610rshHefGGn+txZuiqavdr21H6JIsG1BvGKz5A04sSVOEH2W7Ti1/EEeECQOonqRSEwsCIOigK6FhLX4xjuDoL6XtKRfqRIsSKrFJVTLDeuIjuCW06CSCsO1THG9x8iEhlCVRL092vdyn9HDKLXL9JwQkb6s4ROFGmm7vhs+TBVeG8HIQSJRIIvf/nLfPnLX+bv/t2/y1NPPcXXvvY1/tE/+kds376dr33ta3e8l1988UWuX7/+UI/tIzx+uFvO9X2fs2fPYprmXbfk3m/A2xF1mty5l9cPv4x78SKtRg/q7A16Bvo5XTjJs0PPk9A3J4YVRSHMZskMb8cLL3I1U6PVvM5KJMXOWF93oez7PqdPnyaRSHD06NFN52Ejr0eCz3Piv/4fTPU6NBTwdZ+KDT1yhbpxmmb9GO++WULXFA6NZvjs4UGa1WJXX+JBxwo2JrIfVhL7yJEj7/sox0YEQcDZs2eJx+McOnSo+1nWdnU1Gg0KhULXwrJjZ7i2q6tue7xyocD1QpPlmosnW5g9b6x2W7XPnehWOlexIZmt6Q1iqUVyXhpPMal6KpVqk1LDRdKibl5AaBssBEMBXi8hAsNQcQMfQvAbE4SBgqrc/N50PY+m2Rgi2l5DODux5xIYfW8Sic+A4q3n9U582gl872IJFojOB+u8PPSbaJYAAQAASURBVGjvUyqEvo4MFJAaqmGh6hvT8jfPixroOI1J/Noe0maW4dgAjnRZsS/QGDpLI1Yh0BzUTt+zUEAYDMRyPNv7GZrlUUolnUKzyYGRJI4XIGyXhWtnOKnO0TxURZpWO1AOdVRdJ2nsYVtqhE+Ovkh/rO22YVkWxWKRQVGgXHMY7k3jNnUC/c7e9T8tvA5tUcsXXniBF154gX/7b/8tjUaD1157jf/pf/qfSCQS/O7v/i7j4+O33cfjzuuPTcB7Ny3NHaI6cOBA12rjbqBpGr7v33X1oVNBFkJw4sQJFio2TEwQr02hSIXotEtjDJZqJXb2bl0tVRSFmi+pP/E00TdeZbzewmxM4WVtIrpGMmretSVQco3VQfiZn+PQv3qFiuoTD7KUe0oUEzXiiw5vaIssVQJCL8potoe67fL6e2cY64lx9OjRh3KTrFVzfJC5nrV2ALt3736kcz13g7sRsVgr9LNr1y4sy6JQKHDhwgVc1+0KXzWkSdMJ6E2FLGunCKNTSLGBxG5GhVsfUCiQYZyxvmEc18BQFUIJO7J7mbcVluSPQCugRprttmMJQZDGKe1HCUxSUcFINsGNkoN0BiFa2+BlK4n2v4Me9KKZDn5pP8Lqw5A9oKwAm71wN2WCt8oMhyAdg8AIkKjt7G93WOfmR5ZSXZ3nDgklKAKkr4BvIoWK0BvtZC4ghEGPPE4qtR+/mSdvv4PsnSMQa/lZEqghBDEUBDllN9t6NAYjOzl7MUfD0pmtB0QHfRbzlynIZfweq5s1VgIdXUnQO3qcsb7R1Vmem21NG8UgPM+jXC6va/PtZEu3es58EMTYOe5HCdd1+fznP88//If/ECkls7OzD5S4+nf/7t/xe7/3exw/fpx/82/+zQMJynyEDwc6Io2Tk5MMDw/f9Xb3GvBKKbl27RrFYpHjx4+TbwaIiXFy597juiII52oYR3pphTXqbm3LgLfznsaxj5H99iJ9eo1dMzaV7ZI9gz7JqH7XvvZreV0eP070OwOMF5epo9CMN/A1H5GvUs40WM7PgjOIcAOKTYfTF68QCVsPJYkN69dfD5rEnpqawrbtxyKJ3RE0HR4e3rKgAOuf7du2bcN12109a7u6crkclhIjRDKYNumNm7S0S/iJ+dX2XtZXT7cSfRSA7oMoMdafxgqULq9P9MVoOAF12VoNKG8iDEyc2jiqD9GoYNdgghuFJn6YJnByGPpKl9fViIeePY1ae5rehInlBDjBEGb1s8TDaXztTZqxKije+uMT3CTTjn3uFpob7W5sQRgY4CtIIdF0uz0PTIhQbBRtzT47x3Vzt0g3An4fw+oJAjlJJBPHaVnULp+j0j9LsOsqqmKvrhmUmyXzME5Wm+TL2/4mKXWY/3ZlAUMLWanZpCIa+VKDYOU05bF5lGgJqduAQEWAojMePcIO8xjHsjvoj93shohGo4yOjjI6Otpt8+3Y95mm2RVv3Gps8sPcuXU7dIpQX/rSlwBYXFx8IHHKx4XXH5uA93bozLd2iOpeM4aKotw1MXYqyCMjI12fq3RUR5+YoHIyQYjHWaeMtrhA0JhkIDa09VxNIPjBxQLa+CG8s7PsYZrJ6zUyh/bg6DA7N0tQDu758yipJCPPfIq+c39BMRZiKwpu1KUQBITNbxLQh0sEykdQm/Cx4+Ps2TFx1/u/EzrE+CBzPR1BkomJibvyCHzUKBQKXLly5Z5FLKLRKGNjY915iFKpxPLyMtOLJa6vqMy6K4jMHIpigx+2hR42nA7pq4RBlNBLoOgNVLMJUqB5KjG1DyPi0BNLMZmLU7V9GnZAUm5nuWoje761jmTVyBLSKOC30oRS5fi2DIMpk3fKk+DPEGh2932F8NHMFdAWCaQOfcv0VP86KfEs6XSKOesadXeOAIEUYdvSZ8MzNvBNfDeCmaje/KGAUNEIrAQQwa2OYqSvoGv2ms+uELhxvFYP0dRSe9+BILKyEydqQKzQFscgQFNMJszD+PkJvBtvUhmaRc/N4xKsOxwVndDvAbcHodpUWyZlLcOJiQNc0ZqkMlBpecTn36PKG/jZFVD9NhGHEhnGScReQNcSWI5P1NxapbUDXdc3VQjWWgF0lBA7Ik8fVMD7qLF21kcIcccM8O3wD/7BP+C3f/u3EULw27/92/zWb/0W/+E//IeHdagf4TFEZ9Tm0KFD99z2ei8B79oKcmdsKB16qP39lJK94DVZkiYrl04SJmMc6glhCypQFIVay+ViYhtVdYJFZYG8uYxZucJMKk16McLc9Pw9WQIBCEWh9zNfwPz+/xNFqmi+gaMFzCcdIvnLWIGP4SQIfIOFxWWeymU5+uTmyvH9olPhfRhJ7FQqta6S+kGh0Whw9uxZdu3adU+LdcMwugJ+a7u6rsxf5UJB4AkT1DJK9i1UnHYgt3EeNVTb40qs/7kqIJGwSMajZBSxjtdDuWrFswFufRTf7keIcD2vz1SRjYMEie+te30y9zrInRjqKEEoScdVUmaMTx74DNeKx3nl0iv42csQL7RHjTZiNYHeVkvuRLztKnK7IU22dTuMABnq+KjttmVl8zxwZ3eEoDi9eI1tGME2cvooL+wdY26xyvTpU5RTc7h7L0Gk2a5Yr66VVCAM4vitAeLeEwTBOKfNCEcnAhACXVXoT5lkyyvEC2+S33EOzZAEStg+GN8ELUqf9yx7eo6SNlMMJTO3/O63avPt6Ms4jtMVecpk2tXfD8J94f1YSzSbzXWjj/dj29XB48Trj33A23mIRqPR+1IfhLsnxluJZSSjOp84NsHijxKMLBT44YRPolZjwbjIYn2IZHSzGEPLFwRhyMjkEHN9/YSLC0SdJt6lS5T6+4moWXpHRik7LQbvMYDv+ezP8+Jrr5Nr1XhXkVyLRWiYAW64QqCEqFGPSi3Orz79Gfbs2Dqreb8QQlAsFrEs677meiqVChcuXLgvT9tHgbm5OZaWlh54flhV1banbzLD2foyleUZiv4salhqtyiZdIu5q57rIMEnglcfwSseQlVslNQlItk5hGtgKXUWKw5uq0ah7jDeEyOX1Hnt+jVE5i1EtLnuGITmYWSn8JwRUHSKDY+Zsg1OHyo6AfaaF0Ogr1adAwNVCIiukFaOE6k9h1GfxHHPgl5HSDB8n6D36rqKrkBFBElkUEMTEpR2u5OitxCaj2epRHouoEZuzvrKAAIrg6L6RNNtoQ+BjuZnGe1/hlI9Sbk2h1VfxDQbxLQY6lRARV6iOXyVIFFpV3KFspoyVpiIHyTuHSBqDHK6UiHiaxi6oE/00RNLs3sQWrUm2tl3eLX/AlZP+eaTL9BQUdnTt49t+jgHR1P0pUzSUf2uRCtgc/W3o/q9tvprWRa+v8Xi4kOOjoXRw8DAwED333/v7/09Pv/5zz+U/X6EDw63Cno64yyNRuO+q5R3y+u3GhtKRnU+sa+flb2DlF97m/fUJOXBZfzUbt5ePkl/MrOpyquqKtWGi9QijO/YReNGHSmrbLvqMBtboGmFnNjzMkK/dwu7zNFn+cQPvkuzcYnFEFaMGPWojW/Z+JE5PNGPtIfJjmbYvWvXQw0ohRDYts3ly5fvO4l95syZ+/a0fdjozA8/qAhmp6tLiya42EgQtau8cbGAyJxEVUrtdtu1lUwJhCZeYxSRvnrzF2uS3ZY2y3RlHreVWsfr71yv4LW0TU1TvtteJwW0aW+x4nC92ObyjDxE1XmjnShfRaCDm/5zavNfoD86gKErxE2Vs7NVlqoBrdaTqO5+wsh5or0nCYwWaBu4SYBQQZWSINzQnQVIQhRCUPy25dEW506VAtw4hpomGx6hWt5GrSLwVIVcWufqX32XJW2exck8pJZB8W9OeAmBpkVIM0FGHOV6rRdTjxPRVEIZEjM1dg/GaVkusamrvGVfp7jnEugeqlwNsr0kKWOMXZHnefnAgXvmddhc/a1WqxSL7VECwzAQQtxTt+nDwPtR4d0Y8D4IHidef2wC3q0eop1Wpzu1Bt0Jmqbdlhg7/nXLy8u3FMtIRnXM556k9afn0YIo9kIV0Wt3Z3E3IhXVWK5L8jUHY98eBq6/Tf+szsLCWbL/4Df4SfUG8toiilD4O4c/zWDq7kv8wjTp+fzfZO8f/C5ne1SaiSah6oMWoMoVFB2U3tMseceAhxfw+r7P1NQUwKa5no6/LnDLpMTi4iKzs7MP7Gn7MLC29erIkSMP7QGyULa4VixSFKcQmQsI8+b1IUOtnaXtzNyE7XkXLVpF5E6jSJtIzwIIn1AJMVtRfEJGe6JEdZVQQqUVUPDnEZHC+jZhgFBBM8r4Rh5dpLC9kIiugKUT2kOImIVUtgi6lAZBEOK3oixLh9qKT0TNMaQexQpDdJlAmjPU5Rx0MtpAGBioZovASaJFa11Sb7cySwyzCpq7ng2FQNFdFKmgKhJE+3OFmsBQNSQ2vnkdw1xCMQvUA53pXSo2JqgeimYhNa89PyaTjBr7+PzE5yhVErTcgHIqhudLooZCfyLFcCbCwPxVLv/3/8ofT8Rws3lU1SVQfFQJQtGIahkmYvvJmsZd++/dDhtVv5vNJmfPnuXq1atIKTdVfz/McBznoc3oLS4udp/zf/Inf8LBgwcfyn4/wuOFjh9tNpvdcr71bnE3AW8+n+8GPlslWJNRndgLJ4j86BVOKjG8ZZvMWA+mLrZsa1YUhbgBiiso7dhH8uJ5lFjIqeZlrCKUYnGYWSGqxnl5X9+tXRy2gBCCsS/+Mp/7N/+CP90mWO5tBxRWrI6ULpH4NbZnt5FNp2+p2Hw/6Ihrua7L888/f89J7Gq1yvnz59m3b9/7vvjfCgsLC133jof1bFooWyxWLearDraoEE9fACXY1H7shwbN+ZdAr5JIX72pU7F2Ptas0/Cn2N7zsXW8Xm75qMrmISehtcUulXakiS8ljh8gg5BmS8PQjhP0/WDdNkasQjj4PYpLn0NXM8w7IQ2n7TE7EgdfT6Orz6O4BwjsC5T1iwSxAij++hbmta3OrG0oC2/+f6M/rxQQRsEaJ9Laz0h8G4WaTqluoxKiyRkK/hVKowuEiSaB5qzOQLdVtNRQQ5MZPp77NOnwEL5vIpvVLq9n4wbDmQip+hyz3/x93tNCKvvLqHqLQJEQKESUNNuSP8Nkcg8ZM/lQeF1V1XWq35ZlcfnyZZaXl1laWtpU/X1U+LAFvI8Trz82Ae9GLC4ucu3atftqddqI2xFjEAScO3cOVVU5ceLEbSvI+tNPk/zGH6JHl3EVlZg0UMQnuLRYQ0oYyd5UT0xGNJ7pTaLHUqT29OK98jXqs8tsTyaYnl/Ei9lko3HKVpPFRvmeAl4A/WPPo/zoJ8haE5FsIs0WQqkgNReFOKHicrb2KsdqE/e8763QyZL39/djWVaX+O52rmd6epp6vc7Ro0ff9xaQjbiViMXdom57VFs+6ZhGMqKv+/mPLxc5Nb9IzSigR1dVmbuEIJB2miCMARJBiFQCVLOEEl1GV9Zmix2EXqbRbFFWamTjOSSS3oRBQo1RVba4nkWIMFoke64zpO4gX7cxVIW//sR2TpVnWFHm8dgq4AWUFnbqB9iFKK6Xo9oM2DnQyxPDKRw3wCXGpdYideYJaCClSugl24IdXg8YLVhtjxIiQAgVNdRYOwsc0J7fETKOKkICLFQUFCkIfY3L9bPI+AxCaaAajfZ8rfDxTR+N9kogkCoyiKEKAyWMgxFle28fhwbiVC2Po+NpFqs2CVNjR9bA/9M/YPHkj7k4qhAkW6D4BKEOKJgMMBE7yEsTx9iZ2X7P2d+7QUfkyTRNDh48iBBiU/X3drO/94v78T69H9xOuOZ2+PKXv8wrr7xCoVBgdHSUf/kv/yWvvPIKJ0+eRAjB5OQkv/M7v/MIjvgjfJCoVqucPXv2gazxOlBV9Zae8Ley+dtyP5OTpMeGeGlpntcSHlrzAg13lOt5i2q1to7XVVUlorIqOJVBvJ3g2uUGzjaNVDHLdFwnHnPx7dh9BaXq+DjJY59Cu3qJMNYkNAIwHXTLJSJ8mlTxgv52R85DQEecKpVKEY1G1y2k7yaJvbS0xI0bNx6bJHZnnXHs2LF7Dgpux+tvXSvz2lSRhYqN0nuxqzHRgQBkILCWThBU96L1/3j1oNptzKqrEURXuVdImmGFquWRjRtdXk+aKgU3g79BGyOSmiUoVEnrOXIJg6YTYGgKnz48SLXpEY28xA8ap9AilXUHFEnOYrVOYTsvEEhJww6oNT0mcxGOTGSxHR9NS+AHI5ycO0yxfhGSZ9FjeYSyel9JsTqSfHNtonY+8Jr3aqs2K+DGCNx+YtZhhDuKHqpMN0GGFTwxj5G5jpabAs0hFB1bo9WybiggiGLYR+jnGM8NHGY4E6Fqebywq5elqk3DCdjRF6P+6jf40Zk/o9UT8u5YCJpCoEhkqKCKJIfjv8Bndh8jvjqa9LB5HdrV30QiQSaTIZvNdi1+pqen0XW9y+sP2zL1/WhpbrVa9yWE97jz+mMX8IZhyOXLl2m1Hp4gw60CXsuyOHnyJKOjo9153dtBRCIoR55g++yPiQSCZsLj+/oy8ytVkLB3OMVnDw+SjOqoqkpMFwz0tH1cSzu2MVaroagK0Z/8hNJLaYqeRBEK6UibjOuW11VtvBNRCiFwfv6LxH7vjzB8h0pMRfMSQAPTd9Hjaeq2zzfPX+QXnzj+QNngcrnM+fPnOXDgAIqicOPGDeDugt1OQiESiWyqCn8Q6FQXbidicTt0lBpDJAqCj+/LdclxaqnBufkagVLHzFxF6KttRqsfWQtBouG1hnAqO9EzV9ATFxG62+WPbueTELihhZb9MTU1ykrwFH61n5Waw+HBXcjWNpbdC5sUF5VAw9QNAtlCV6MYmkJMS/CxwZ/h9WLADf+HmyvDqwjMPEH6FVzreRKRYZ6c6OHQWIqZokVvIosx+2nOLy5xo+SiJa8g1RYCgRImQV0iIIBQEPomunWYSGoGW1tVQQ5YNaxP4lW30bR6MVLXEbqFHs2DWoaeOZCy7UG4yq9KRwBEau1FQKgh/RR+GCGp9vHF3Z9iMHGzcnNypooMJStzMwSv/hfmoiXsIUk+KYk5cYQIUdEIQpOs+3EMuZM92XGGMre3QHlQdEhKVdVN1d+1s7/ZbLZb/X0QUns/SFFKed+B9R/+4R9u+tmv/dqvPeghfYTHDGuf97Ozs93K28NYBKqqim3bm36+dgxqo83frWC8+AL9v/+feW4x4EeZaWajfbxZ+yGZ4BAHhge6vN6ZdU1GdTyrzvRIP2MXE5SCgNrCRZyBFOWGT1q/aW1yL7wO4HzyM8SurKCHLQKlnTj0zQDTugrpNKo+wFvXorwc0R6I1zeKU+XzeeDekti1Wo1jx4594EnsMAw5d+4chmHc1zrjdry+ULZZrjp4QYiiV4lmz3dt+9aOJ7nWEHblQDvIDdd/L4GThGi5S/BxTaHXNHCCkOWqx0rNYf9IiufTL/Jfpn6IZ95MFKtGi1jmBjuTk4RhiO+H7VlgU2UsG6PUcLAvf4L4xJ8i1toJCoj2vU5lOY5aP4Tnh8RMlWwyxoHRNPmaQy5pcGmhxmAqRX35INXyJG5sHhGbJZaeQ9NbBMrNe6zjqHDzHwp4BoETwy3vxLOHCa0+LBkhHrVxwxUa5hJ63zViZh1FtdqevGv8e1UUAj+CtPuRleOkI7s4vC3DcCZCMqKRjGjUbZ/5GzZ2o8i5734bXzlFtdejEA8IBQh01FDB9xP0+J+lJYdJRfT3jdc3ej5blkWpVOLKlSvYtk0mk6Gnp4dsNvtQqrOPeh19v6NKjzuvPzYBrxACx3E4deoUvb29HDly5KF9qVsFvJ153XtVfO559uNEr72KrUlqy4t4OZd4JAESmo7fzep23vPChQs4jsPBX/91rP/rPyNs1DFrBY77g4jxXQjFI2oq1C2P71/IE0qJIsRdtUP1bBsjnNiHXbqC6DuDkAEChVRVJcTDiZWYc86zWN+55Zzx3WB+fp7Z2dluq3ej0SAMw7sixY5C4tDQEKOjo/f1/g8T9ytisRbVlk+IpC9pkq87VFs+yYhO3fZ490aFmtPAj11AbNXqrvkIGSKiBajuwKnsxOy56ZHbvUIDDdUyCaMFXKOEGwRYbomB6BP0qicYSeXoyXyWr169BEq4TvZfVX2Em0CGUV7c20fL9dnel2DPUAJl6hmuX76K1Mug2CgbRTUAEVkgMvJd7PxL3Cil8UOJ7Yes1F3iegKCXqTXJKgdQNcsdsYSJBIqheYkBf01glBB+jHs4n6SRgzbqCIVh1CGBH4ctzoGYQRNGOiVQ6jmZUJRg1j1ZiAe0q4OeypxVJwEGIpGEEqc+nYizl7C0ORvPLmfE2OT3WO/stzgykqBTPkMSyvvUcrUqcVDRooxbK1JPV1GVxNEtB7saoZdA4P0GjGC96EaulUA2qn+JhIJJiYmurO/i4uLXLp0qVv97enpuefWvPdTJOuDTmJ9hMcbHR4Mw5CnnnrqobXjbcXrHYXke1V81p9+GvurXyNUApSqh6iCMFooepWm07uJ12dmZlhYWOCJn/95whuz7F+4wOtjDjuKi2gjszw1Mk4yqt8Xr2d6koh9x3Guh5Cw0aRHGG2AJ3ArUyymVAzvRapW5r4D3rVJ7LXrn7tNYp8/fx7DMHjyySc/8Pvf87xu99n9iubdjtfPzFVZrjk0nAA1dbHtU7+KbqdyGMFaegYRRJCs6QIWbV4PiLRnWoVEBfTEEvlKBd1K0JswMDWFvqTBZE+WvX4P582ldbwu9DKlhkM6ZvDU9iyWF7B/OMWeoQSnZ6tET07QnH+JxNj311dfVYgMfpeGHxI4hwiQVFsOJ29UiegKsyULVRE4PoQSVCKY3i6Szj72RwNmm1coWRUsVxIgMRRBLmWiCIHrBxTqHqEfxW0OI0IToVdJJvIYLEHyGp7ZJBa/eb668fhqq7ROkhRjFPO7SATb8KTBJ/b1te+T1arsYsXm1EyV2Ssnqa/8OXNZm8DwCTSJBAIVdCWKpqYQ+ac4tuswEU28b7y+1fMsGo0yMjLCyMgIYRh2q7/Xrl17pNXfh4Vms/mBe2c/Cjw2AW+lUuHUqVMPbKC+FdYSY8fcfmVl5b4Un9Pb93HI2Mar4ipx12em8iau8TyqjDLWE+tmdcMw5OrVq4yMjLB3716EEBg/82nsP/5jEo4gvDRFayBHNpYkaaSo1D1CKelLmeRrzl21QznNKj3jSQxLBTtBoHvotPA1SctuoVd7qCWWsGWRupW5pyxzR1Sk1Wpx/Pjxbga3ozh7p7meer3OuXPn2L17dzfr9UGiVCpx6dIlDh069ECzCemYhoIgX3dQEKgKzJUsmo5HMqrRm/apBS5ShBtV/gmQhNJHoKIqILQamtAI1rb9OhHc8h6i8SVUpQVBCEjC0KPiVLHsJRZLksCoocs4jl5ff4D2CHrzEGVfY6FiMZSOsmcoQTKi89zkDt5eeoKrhWUsdRkzMbep2qtoASgllL4fcKEQ5dx8H3FDJ6IrDGXa+/KCENszGUjl+Jm9g/zFqUW8YBLbbxGJVlHtcRKxFIrqtj+7lG3FRCmJ9J4HERL6GqEfxfej6JHSTSYUoEgBdg896hDbE08Qi0Xp6WlyZV5wvdmLpkToiens7LuZtFis2PzRG++x0HqdEJd0xmZkSedyRqXQp1LNJAjjCTw7wHcF0tcgiOAE4UNrD7wT7rQw3Gr2t1gscu7cuXuu/r4fcz4/rcrTH+HhwbIs3n77bYaHhxkbG3uowdHGgHdlZYWpqal7VkiGdveW/vTTJF57BQ2PgnWShpImCDV2ZEbXKbYXCgVSqVRXtNH/uc8T/r8uknAV1KkFlrYtsWItM5jKUrXunddF4JDpkcRmRqk1mrjJJVQpsCI2YQitxatUMz7P00vd0u+J16GdxJ6ZmdlSr+TDlsRutVqcPn2aHTt2PFCL/O14XdcU9g4luF6ZR8+eB2W9zU4Qgl3ajXRGUQUEEhKRYJX7AAGeIhGBjqK5IKHiFWg0p0n5YzSaGrpmsFix+Ksgj6OmgaX1B6g62FaIXXUot9x1vH54LM2nDwzw48vHKC3VSQy9vX5bBRIj36ehWVilp1iouth+BdcL0XUVQ4GdgwkiuspMsUUmprNvKEnNcvFr+7GqDkJCVFfIxHR2RxJcL1osFC0sWUKLL6CmrmDGFlDMMkLYBKaDgmx3aK2FAKSCKiL0MML26HMIaxzX91BV6M/oq5/rZrD7H79/hcrsOZZ6TqP32fimjUAgAYM4ZqSPViMB9ePYzRSuHyCE8r7wehAEd+TAO1V/0+k0vb29D636+zBgWdZjG4w/CB6bgFdV1YfW6rTVvoMg6M5u6rp+x3nd2+7v6RMkfnyNrA2RhYv0fO4FIrrOjt5EO6tbrzM7O0tfXx/bt2/vbmd88hO4f/ltmr7NFd8gvLrAUl8/I5EbREQPrh+SrzkoQtzWEqUjsrWyssKxY09SUQRvL52koftIxSdvRkANCIsNdqUNBNxTltn3fU6fPk0ymdyUwVVVlVqtxuLiIn19fVu2nOfz+a7VxP3MATxsdEQsjh49+sAiFsmIzsf35aiuCky8fa1CiKTe8rhRajK9YiH7K5tvLAmECp7di2wOEThpkhEfIWOooU2ghMhQQfoZZKsH1AZBrLTq8ScgiCBkBKspqHtVLKOIOuCsywIHATSrfYSuhyY0MjGN49syVFvt2aHBZJZ/+MwXeHV6jj87dZZmpICib1GJFgFCq9FKvoLVeJ6qncKI1KiGIamEJN0fEHM19g0N8+1LU0zVZ9FSU6jpWQLVR01coOrk0MIAiQaqjgxBIEBxEIpEVR2INFF8pd3r3YGvM6Qf5fndL7E300+r5uI2q1SX4qQdk4msRsWS9CZNUhGdpUaVpWqRsz96nbx9DtOo0ZBJXCXkdE7DVS2C4Rg+PgJIaHE0kSHOPgI/ghlVeOdGhZciuUcy53O/2Kr6Wy6XWVpa6lZ/O+JXW13T70fAa1nWBz639xEeb2iaxt69ex+JmFGH1+9lXvd2MD7+EvEf/pCDBYFtlEh87CXsCDwz0p7hdRyHS5cuoarqOu0Hdd8+MiM7aAaXebsPxPVzFJ0I/dEBVBGhark4bnBHqzNoc+fU1BQH9+/Fiw5x7fuXuC5NMGNYSR9bD1C9Gl5tlj+9+g0G5PPE1d674vW1SewTJ06sa0PuiFPNzMzQ19e35X3dSWI/SIfUw0TH8eHAgQP3nODYiDvx+umZGn7sIsbGBDMQ+DHs8n6UoB0EJ6MqUa0HK1SRSkAoQdObSC8CWjsJrCoWdSoocie6Bz2qy0K+RcMDkRWwIScfakXqbhNTiW7i9WRE5+88N87hsTR/9k6Es8s28YGz63egQmL4dezENZpLL1PJ9yMATRVtYUsE47ko2/ri7BqIcXm5yfRyk5JdAz2PYjaImBqV0OZiU6fmQZgqk0hfaVe8RVutea0a9cYCq4rCYGQH+9KH6Fd6MVpxWnXJouMyltGo2qLL63XbZ7FW5uQbb5OfmsEdvICfquPrLRAS3dOIGgmS2l4ESUaNQ4hMD01ZwPZCUhHtfeH1+0n63m31NxqNfmDdE7eqXH/Y8dis8FKp1C0FKB4UqqpSr9d58803GRsbe+DMZPb4x1Df/gZlLLDr1Gd/hL9zN2cq12jVdrE0s8TExGbvW2GaGD/7Myx/95soUqH/epFLSZevX3bJmj0MaU9weGhonUjGRnRmVYQQHD9+nKYTMDCwi13Xn+Ja+A7leIiiSJASKUE9X8cfjdx1lrkz1zwxMbGuJazT6qSqKocPH6ZQKPDee++hKAq5XK5LkrOzsxQKBY4dO/ZQ5q8fBA8qYnErJCM6yYjOXMkiRKIKwbs3KsyVLazQQ/UVxKoOQ+dRKEMN3+rFrexFt0aZ7Olh+1A/Fa1OsXSeqlLHCeIIBczcRUCCF0WVMWjtAWeMvswwBV0BRWLJJlHFXXdcqgqxodfxWjO4xRf57nmNuhW0W5BW55LiegIjzHF06CA/LL0H+rXNH1CAojsY2iz6jq/iWz0IdHyzQVlrUZZAROXbS2lQBMaQjaK11nv6abW2xUCotNWppUIoApQ1M0YqtC2G1vwfmSTtPovuDTFdFLy0Z5BkRKPSdKienKW5UqNSs0lpJf7jGxcoeldQVsqsxKp4UQ10BeE30aUFsSxhb4KYlsILK+3537CHrPcUMVWjP2kw2huj0LknHqOAdyM0TaOvr4++vr511d/z588TBMGm6u/7UX1tNBqPRULrIzy+MAzjkSn3dkSrTp48SSwWu+t53Vvub3wcbd8++q6co6/l482cJP7EAZJRsyu2NTExQaFQWLcQFULQ89f+BgP/6X8nERf0FwJK6TLnlmdo1vswNRXbC3lxb/aWvNvpPMvn8xw/fhwnEFzOe+R2H6OU/0vsiI/v69h6iKJbeC5MF+aoRF7npaGfpd7UbsvrnSR2IpHYlMSWUuL7Pk8++SSFQoELFy7geR69vb309fWRSqUoFAqPVRK7I5Z15MiRLV017gcbeT1harx6Oc/0Soum38TsnyJQN9jRh+BWdxLY/URUiMd0joxniMaP8E7tTRyj0p7p1VycZg41WlsVfQowDBt8SMVNXCkJVRfXcZEINn4iLVrC1a8j7d185+wKxYbHcDba5XWAUsNj92CSSyc/RQNIbAx6gUhqGRn/rzhWEoFJ6GTw3F7yQqdYEghV5dxVH10RNCIuRs8yulkCxSFUHAAagBKFaOdW2yBg1al+y1XFZukm0WSKMfMIe/Rj5GQaIQXPP5kjDEO+fWqO1kqVat0iozT4k9dsnLBIvvQDVhywthUhUgfNQ1vV84iYOQajuxnWj6KHWRas1Q4yXbyvvP6gPLux+mvbNsVi8ZbV3/dDjPL9Erz8IPD4rvAeIprNJvPz8xw9evShkG8y3sPz+/4ahW9/HUsLuXH+Mj0HnuXUtfOUHPj0sRdxm1WazeambY1PfZKhH/8ARbrMmzZuRZLK7EOoNjU5i6L1kIxuna10HIeTJ08yODjI+Ph42/8zqnBiWxanfILhKyt8W1yiGbarZraVgbzCe19/hfhzn7hj9fhu53pSqRSpVIrt27fjOA6FQoGpqSkqlQqGYbB79+4PPDsUhiHnz59H1/VHJpaVjmm4Xshb10osVG0CpYIauYwRKwDtZGfXwseN4dW34TdGSUeT9KVNnt8xyI7BLzL11f/Ef5bzFLPVVe8BF1VzCYTADxSs8jBZfZADQ/1cFk2arkeh5SLREaxPEgklQIvPESrfZ2X5M5yaVfnC0WEajt/NCIdIolqMoDmEEltAChdF3eIhJ0CoIXqi0Baj6ngOCtqfzMy3CW7DqQ1Wt23/HRKGAlo9+K0cSm4KobltSwfEarszECogNfTqxxgZHSKXMtcRViZu8tKBUf7YXiArF5jX3qHWmEUqFiIWwzdCtMAHwrYXn5kjkhgkE7UJZUCPnmMgOsju2HNEwySVlQXqpkah5iCU23dUPG64XfX38uXLRKPR96Xy+jCtCz7CR7hXOI5DsVjkwIEDD8371fzsZ4j/LxfYv6Lzemya5P59fOfi94mU+njh6AlSUZ2VlZVN22n797N9eCev+TeYzjUIC1OcSffSEx5lR1+OfM255UzhWqeI48ePoygKBnBiW5Z33e2MOAf5kfUungBFCHzNQuouVrFEMTHItFFgIDp0y2fYnZLYHV6PxWKMj48zPj6O7/sUi0VmZ2cpFosA7Nq166HZ/NwvOomBcrn8yMSyOu3N5xdqzJZsJAKRuIweLXZf021n9mM45f0IIBLR2N4X52N7chwe24H4qxFepdLmUd1BV11U2nO/EnACFyOU5BImAymDS0sNyk0XGSTXVUoBhBqAsYjf3Em+7vLalSJ/66kxAinX8boEZBjiLn+ChtRIDJzcZJIrVIgk6kAdEgXgClKu+vzSTtIHQBRuikspN39+WyOwVdVl6UeRgYlv9aG1DhEVo0yMDxDXzXXcPpqN8rF9w6y0oM83qYUNrsy8SxA5j296+KaCiNRRFImQEqHopIxhDvcf4ETvS2zPtq/nhYoNSK5fruC9j7z+sBPLkUhkU/W3VCp1q7/ZbLYrFvmoq78f9Gz+o8BPdcC7dl53cHDwoWaasx//GbS/+B4Np8n1apU3fvRN5hJZDvQ8yY+nyhzqV7ZUhhaGwfgX/ga/+Hv/kYspg9cDKKorzDt5JpIhl+oew9kXNvn/1Wo1zpw5s2nGuW61JfMLlkTufJaxhWnyikVN0SAzy4KSxLaL/LULBsN//QtkYsaWWeDOXM/Ro0fXLZbvJGJhmib9/f0sLbWr2olEotuWFY/H6evre+iWK3eC53mcPn2avr6++xaxuBM6FgZDmfYCIBapU4p9F80oAB7ItsKwoD3T49V3EpQPM5RI0/QCGlbAKxfybO+b5IQf41I+5K96217KgdpqB5KBitA9IrkV4s4kp2erTOTi1CyV2WYfQSg2pJs7EKB4+KJEs5Hk/PVlRvvSpGPt292yPU5dXUA644T+eYQmkIHb5lgRIrZ6fitbLNZW1ZTXvOsmD0EEqJoD8QpKZQ+6V0cqpfY58uMgNaSbQigex3te4OP7nmau7GxJWIGUaEaV5fD7tPwVEBKhCES8glD89koCDZMM6USOVCJkNDnJwd5DRLUoMSWH7xno0kVrqhzdkbs5//YYV3fvhK2qv7Ozs5TLZd566611vr8Pk5w/Cng/wgeFlZUVLl++TDwef2jBLrTbk9WJCcLiNAlL4r9+mXO5Pvb27+KN6w2e25G+pcXhxBe/xKf+t3/BG0iqZYNiYpElZjGUGDFj63bmThJ7aGhoHVd1eL3Y9GHkaX7hqsWP6m+zFIYsxjQcw8Eyq2j2OYaSz/DSrq3bme9XnKrzTCmVSvT29jIyMkKhUOCdd95B13X6+vrI5XLv60hDGIZcvHgRgCeffPKRdLB0eH3fcIIryw10VVBx80R73wY16NKtQlvkyavuRNj9DKdNml6A5YarvB4nrYp2dbezc3lzW4CkGSUhNWqWSyaukUsYxCIatcYOgt73UPX1yWxFa+L4Ek0JcJyAU1cX2TOSJRXVEAIcN+D09FK3u8xZeRHcLNGBH6Kat/er7rYh3+LncPtAV5UahBH0MIdu7UaXvVQaChE3zt7hIV7YnWN7X5z3ZmubuD2QkljEY6VxlrJ6GXrLqFrb9kkoHkIJEKGCpkYZMif5/LZP8+TI/raIJlC3feKmSjqqU4sq7N3z/vH6o+yk2qr6u7KyguM4vPXWW49s9vejCu+HEL7vc/bsWQzDYO/evSwvLz+0fdctj6oN5gsvE/mLbzA61WK2N09yYDtNZRojiNNw42hriHGtNUHiqacY/u738GfylPwsbtRiZvs4hwYmMbTWJsP7paUlpqenefLJJze1E3VEMXriGk2lj6EdTxFc/gmqq1GJOZSSCk7Cp3X+u/Rl4kR+/gvrtpdSMjU1RbPZ7M71dI41FdGIGcptxamazSZnzpxZJxrRWXg3Gg3y+TynTp1CCEEulyOXyxGPxx9Z9uhhiVjcDh0Lg5bncz3fpOY0cBIn0aOzqARthlvzzFCFynhihKHsKI4fMFO0meyLU7M85ss2Gdel1wtQfQhMF3U1uxsoAYQSuxlFI2CxFpJN6PQmI6QrPRScHKq+sPkApUCVMbLmAIeGejk0qKI6K5w/tUg6nUap5jkw2sNzqXH+4hJYsZO4nkCPzyM0C5TNowUyoB0Ib/zapEBFEqwWawk1fCuCZjqEikRRffB7UFWXHbsMsuEXWbBuEPoKgRej1lAJPIe+ZA+f2bmPnf0xJnqj1CwfTVOoNB0atk8gJQsz73Jm6at4kRqKEN2WaQUQjoFmGOhqD3FTkDNjiFZIzu8npsUxExnenm8hZQvHddgWpWt58NOETvU3l8sRiUQYGxvbVP3tzAg9aLWm2Wz+VApbfISHh4f9nJdScvXqVSqVCsePH+fkyZMPbd8d3ot96jPE/9P/gdOyKeavEZ3spy8Zw7UlDacdJG7cJh3VSY4Ms+vws5yf/zE3eiuYlRqx0V5Ge/fyxOjmgLTTJr13795NM7EdXs8lDJYrFkNf+B/5hf/3An/MAlVNQQqTUEi8oMWNs/+Z5uQwyeh6m72FhQVu3LjRTWKv5fW4qd5WnMrzPM6cOUNPTw8TExMIIchms0C7YpzP59e1PudyOdLp9CPj9a2O52FjLa/PlyxcPyRuapS0c+uUmWFVZDiMkQsOM7a7BynlJl43A2Wdn26Utit9sHroLcsjZwiWai7ZuE7dDkhHdRqlfnyrH1WfX/+euouuCVIxk6G0wYmJGEmqnDu5RCaTQa1V2N4X5aVDfbx7vcS1fIty4xC11jh67ifEs1PtOdu7xFphLmDNmqYTHWuoXoq+2ChJJnFbacxwCDvUqVk+Ma9FPKbzswcHODzaVvx9bnuauh2gqUq3KuvUZ7k4+0c0YyUUo4VEoGoeCL/9pl4C00jSHxnkC8MvE60qnM9fIJPJYCYynFpqV7iFgJQn31defz+FGyORCP39/VQqFQ4ePEi1Wl03+9tJbMdisQe6P1zX/cA7OR4VHpvV3sN8gHX85cbHxxkZGaFWq90yK3uvWGsz0Epv57DtEe1N0FduIisKJRqgz2AaO/GscNM2HXGJ6Jf+Fql//b8Q8TW44pAccvGUAr4boKw+laSUXLlyhVqtdktP4nRURxGCqi1JxGJ8fO/P8a2WR3H6Kp5eQKgNLHzODers+cuv0xuN4r74MlXLI24oXLt8ft1cT+dYAxmClLy0J0c6tnV1tlQqcfnyZQ4cOLBJwlwIQTKZJJlMrmt9vnr1KpZlkc1myeVyZLPZh/bAeJgiFrfDQtlmoWpRqDtcXi5Q1n6CETmDUIMuQajdcqfAUBJM9GZ5bjjHW9cqLFUcTs1U0HSH1xcWuByZ5dpICWk6IML1Bu/WMHZzFEsPMFQFXVFZqli4jglbVc1DCAKFoJVhKK7z+aOj7BxIds/PmTNnGOmJszhboeHbPNGzk+nqICW7Rr3UgtgSevoCZny5exxhYBA2xtrBZWq63V4FEKiYld2k1BQlYw4UF/wETnOUsDhAomeWIHEGRfdBKAxFdzBoDPOJ3buImyrzhTpffW2akf5BhKqj6zqmaWIYBpbX5Lvn84Qy5PpSjXjpPa70/oBGwur68YZuHLWRIWKopPptpCLImUl2Z7ZzYvAIA9EBDExKpRIXrs0yPd9kMBOjFWo0tmrhfkToLCzfT3REqzZWf1ut1qbZ356ennYi5B7vw0aj8VGF9yPcEUKIh1I16AQ98XicY8eOAawLPh8EaznaCTPsDaMcLnj8JOujrJQ5p59hMnqUbCLHYnhrXu/5619k///8Ljeikoht4EZmSR1sbgp2FxcXuXbt2i2FOju8Xm4FCCCTSVD92/8n+n//P3HWrBJGlgl0D6m4LFZbfP1b/3c++cn/M6boJRXRWJq7vimJ3eF1ISUv7smRiupbPpc6SePt27fT39+/6ffRaHRT6/P8/DwXLlwglUqRy+Xo7e19aO3GlmVx+vRpJicnGRgYeCj73Apref3qSoti3cYRS8TGL6wLXAEIoZf9PLv7SQ6NpfiL08toiuDUTAVDU5jON6hbPqypT4hVP9tOQhvVp9Tw8QJJLhmh2KjjBxJFgdDbPJfsCwvXl0Q1hb/z3DhPjLcTELZt8+6779KfNJivt1heXGA4ESUTTXNhsc5CJY278FnC0jHM7GmUaAGJjRFtwhbWhHCzKt3W1VAJQx3ppbDLu4kbJkhJXyyHKVI8mZokosbZvjtO3GyvT7766hWGc3F0M0o6HiESibQ1YDxJy3V563qBy8srNCuX0MTbeJEGGGp73ElIQiS6b5KNJ4ll0gxEhvm57X+N7Zl2C3MQBJTLZS7cWOHaTJX+VARXibT1a95HSCnfV6eCDq8rikI2m+0moTqzv9PT01iW9UDV359mbY7HJuB9WMjn81y+fJmDBw+STqeBrf367hdVyyOQIbJVYaXZQP/Zz5N849tEQ4ee2ddoDEySjEd5vfA2E95Id5tNolE7dtDz/NN87NU3qCkm/lslLu5MYuhxThdOcqLvaa5dvEYsFuPo0aO3XDAnozov7+vjtKgy2JskKrIsNz5GqMWR7ltERRMhdcq6xko8QP63P+ONgkJrcojphSs8u2s7Q31jzJct0lGdSsvFDwNycYNCw21nHbco4szNzbG4uMiRI0fuKhtkmmZ3NqHzsOp8Vw+j9Xl5eZnr168/VBGLjajbHgtli7eulbk4X2e+YhFoK6jpG4hVQYcuAo12a7FKRMlRLfdwjjoN2+fZnT385bkbuMa7/CA/hTpYaWczg/XfcSAhaAyQMNoy/VJCIEOmlhrkWw5a1LhJnh0ooCoeavYMLbVOM5gEkt1kwJEjR0gkEhw65DG/UqZaKRNerCPtBDEjja6ME/GOkV+eAnMFz9eRbj+mzNI/sIQVZKmHFwAdjQxfPvJlhuKD/OFbU8xUFvGDkLjsYbynB1M7SNx4EiO5hO6PcHTgMPm6Q38qQlr3mZ+6wcf2DeMLlbihkYpqzJdtVAVeuVRirtjCW1hirraAGHuPVtzqMrEqAkI7RcaYZLgvwVAv7M3uQpMptmVGGEyku6dkYGCAWLqXhpGnZdl41Qpuo8m7777brXY+yq6DD8K+51a+v/F4nHg83l2slstllpeXmZqauufqb6vV+ijg/QjvCxqNRjcIGxwcfOj773C0HlpMLyxy+Oe/iPrt36fXcem/Ms3SjgHGBxzqdkDLDddts47Xe5Ls/cTnmX7jD7jaE2BWl7i+8Bbbe0ZJ6IluR1Wj0eCpp566ZVDY4fXpuYDQadKwfX73XJ3yxCexi+fI0qKerhJqgqV0SFCb5//zl/87eyb+FsVlh4PDSQ7u3sNSzSUdld11S29MJ193Vnl9M9d27PvuNmmsaRoDAwMMDAwgpaRarVIoFLh+/Tq6rq8TtLwf1Go1zp07x759+x6Z+BnAYsXiR5cLXJyvs1S1cYMQJ2hhDL+Kqje36GyKMWo8C0Lw5nQFL5AMpQ0uLzex6wF/+NosybTSVltejcGcaLtKLAWEoYJ0k2QTOpYTYnsBXhCyWLFwAogpmxM5ZmwFx1hhKLuX3kR7jWNZFqdOnWL37t3kcjmetD2WijWqlQo/urRCXPgMJhUkGtnkTgq1Ufy6JJBgRGv4+jSpZBPL1fA9BVVVMTSPHUMmuUiWczMBVadJ0wHDH2dY7SWlGUzmYhweS7NYtRntiXV5vT+hsjh9gWPbe1CMaJfX50pWV/16qVbi5NX3qHGBMFkiNFvowgJdoErw3QQaUdKJFAOpFKPJYZ5Iv0Bf5GbyRVXV9udNZKiqeWzHxWk0UEKbt99++54s/D5MuNVaYuPs79rqr6Zp63x/77TO+WkeVfqpCXillFy7do1CobDJX/dhBrwJU2Fhfh5V1dg2McHg+H7EO69yfB6utxqoO1WKYYqqs8JyrczR1XYnRYhNolGRL/5NUqdOkajVWK4HRM9eYfClz7FUX+Qn7/yEJ7Y9wcjIyKZjWNdGtfpnKG0S1QXzZYvAM4lGd1AMz9HSHRTFYSlm8N6AT78ZcuXqX1JwJbX0dn643OAH16sM94KpK7ywbQcCKDTc9rHG1l8iHcK2bZujR4/e1+xA52GVy+W6rc+FQoFTp04BdOeD7iYIeT9ELOBmu1Op6XJpqUbd9qnbPkTrxCPlTRngwIqDkiSqZNkT+QQFP01cVxGi7e/nySaoLUJc0FbVjVXZnvnpVHgFGGZAUmjsGkiSjunETZULi03SqSa23mzb/Wz1FYiQerDMqcI5koFBfmFmXTIgFdVJTfTDRD8H9mzn+nKNpUKZ87Ml6i0Pz99By96Jv9pVNNAb5YnecfaP6bw69SyuaDIYHeTFHTuptnxOTAzxhNfPXNkmGdHoS5nYruTTB7eTiGi8cqFAvu7geiGLhTKn56+za89e9sWiBCHrrCBWyk3qN67iLJ6nZKjYAyU007o5MyyAIEJWnKBX206fCh/vn+DSYoAMJcWixUt74uvampIRjZf29rUXqXYCt1llfHycYrHI9evXabVapFKpblb0YV5HH0TAGwTBHT/D7aq/vu93Fw23qv7+NGeCP8Ljg+Xl5a5C8MZOooeFVESjUMjTbLbYtm2Skf0DWO+9gqdeZSpTI5g5yfdtg20Rg4V8wFO34fXMx3+Gw6d+TFC7ykBDo/bWm1wZOchkchvTF6ZJJBIcOXJka//6Ddw+ko1SKDSZL1s4XgiRKK4+Sp55Ip6Hr3sIGbKUDjAbC5w9/x8IEj9HvNnPGz+8zq7BBDFD4+hECqSk0HBRFWUTr0Nbx2NhYeG+7fuEEGQyGTKZDDt37sSyrE2qz/fS+ryyssL09DRPPPHEIx2dqNse3zmbZ6bYomZ7VFouXgB69iJGcmGdTkYAiEBBqTxFbmyMctNFCEhGNVZqFpYXEIQSxw/xoa223OHz1VEnIUD148SCHQQBPLOjh12DSYoNl3hEA9tHBJsTBEINUTPnWahMcqPYRA1srl+5yP79+7vFnWREJznSCyO97NkxzmyhwVK+wrnZItVGDVsTNH2VwAe7lWQy9yx7syme2p7hzek2//bEDD5zeIBqy6cnLCAQzJZagCCXNEAKPn2wj0REo7KG14u1JlPnpti+YwdDIgIIUlHtJq9XbRorl6jWvkMt7uBFWqD4oLp4SJRAhSBGRMkSV0bYru3jmcEhFlaizFg6sysFXtqTuyWvx7R+blxxOXToEOVymcXFxa6FXyfgez+1ZB4F7sZucKvqb6lUuuvqb7PZ/Knl9ccm4H2Q6kpnXtc0za7K4Vo8rIDXsiwunD7Jpw4ME8/2dUnJ+czPIv/kT5ksa1w5P031SBZNCwmDdhZ4tCfGiW1Z5svWOsshEY8T+fKXaf3O75BwBOHlKa7kXmNeuvzcgS8wMrh1sLuVp27HimQkGyWQIXXHJWbuQG0ViYpr5CpxrmdKTGULLMTLSKGh2RpOfJIyr1F3aiiOirZygGdGX6TSUBnJRkhGbrZidc5zMplc50P4IFjb+rxt27Z1rc+tVouenp5btj6/HyIWHSyUbYpNhzCUzJdsGq6HpjkQmwOx4dqSENQOIoJxPNnLgpWk5bpMrTTY1Z8gFdO4sJyg4UYxUxsqwyEEys2gN0hcwCpvQ3CQv/bEIE3H5/sX8lTdACEV2rewzyYI8MOAb196h7O2wS8+9yQe6ia7g45Ix+RAikMTvTxzwKPcdLm2UOS1y3nqrRYFS3CgTyWlxxhN9PP3n5+g2vJJx7Tu9RHVNUxd5UDM5Pi2TDeIDVYT1R/fl2OhbPOTi/O8cqOIpWUoXKuBrPPpg/0EIdhujfrMKd6eWcFOrSC3FVCEj7pqbdTJlAthMBB5gkPZJ1FlhJf39eL7IZ5fpS9hUmi4VJrOpjmezmxPodDEVxQMw2BoaIihoSHCMKRWq3UDYE3Tuq15D7rY+qAC3ntZtN6q+ruysnLL6u/9ZoJ/9Vd/lT//8z+nv7+fs2fb1hmlUokvfelLXL9+ncnJSb761a92CfsjfLhxvy3NdzPS8zDg+z5XL53j6HCEvuFdXWHH2M//LXb/7v+MpYWYBYdrSY94j4uU4va8LgTjv/DLXPsv/zeqkYCZYIXw9W/yeqqXT23/FDvHd255HFtxu6qq63i9Zntkk70YwZPE68vUZQQ3GrR/F7fwEOB9h5Ln0fL7ieop/LBdPTw+mWWhYm/i9c55brVa953E3grRaJSxsTHGxsbwfZ9SqXTXrc8zMzPk8/n3xd5woWxTaNgUGx6lVlu80YzdwOx7F7GR20MIrHHc8j4uKjUSUR0BbO+PYWdj5Ose5ZZLqNho8fW6MQE3ed1vDqCHWVqOz97hJIfH0lxZrnNurkYowansxcye35TMNuOz3Lhe4n/7tstY3OcXntmJYm7mpw6vj+US7B/NcmLfKJWmx43lMq9eWqbRarHclOzKQtqEnrjJ335mdEteD5HsGkjeltffvrrC996+Tq5/gPlrFr5sETc0Do+lCKXEm5vi7elztLI3EIkW6BaoXrulWipoUkXV4piRPnLaKKPqU3xu/258P2RJVsnGtDvyuuu6KIqyKZHbaDQoFoucPXsWKWV31jWZTH7olIjvZy0RiUQYHh5meHj4rqq/9xvwfhh4/bEJeOH+iLHZbHL69OlNkvtr8TAC3lKp1J0P3dhaY3zqU7jff4V4pcKTNzyuDC8QZAdxuYamPUPd0nnrWplQShYqNi9HtC45asePob/xJPGTJ9kxI3nFeIPsx3+Wi80rDHlDm9Sat2yj2hDw/uqL2/j6KUlV5CnbOqpTx9ctAunjBzqmFAQEOGGR5RVoRR0CTxDRVJpejTeuz5PQ+lis2Hx8X/vhZ9s2p0+fZmxs7KGqYm7E2tbnMAwplUrrWp87lWEhxCMXseigbnucmatyYb7GxcU6AmgFLSK51zF6ziM2zYMKEvEYUXsSUxOEwKcO9tOwA05sz5KK6vxkqofp0n6s+gqR7HR3y8AzUU2na+2j6lWczCuUnAEWKzmOTvbwf/ncbr511uCd0jxWYBOo+c0HLSH0orRkk2mrwdfeXuBE0eYzhwe6ZNapWofIrp9fx4swGzeo+TqW53NhvkoYhiwvLXHFXWRkoJ2pjxs3s8of35dbR5Zb7btVK1EslsgNDDG13GS2aGHLErPvvMmANct7K9cpR328iRBVtUFIVBkSqgG61IAoapgl4g8wljzBx3aOMJyNkozoVFsu+mJztTMB4oaC53kIIVAUZR1JbCXpryhKtzqxY8eOTX54mUyG3t7etjjIPS4IH5eW5nvB7aq/b7/9NqdPnyYajfL000/f875/5Vd+hd/4jd/gl37pl7o/+8pXvsInP/lJ/uk//ad85Stf4Stf+Qr/+l//6/s+/o/w4UZHaT+ZTN52pAe2vp/vFh29j63WD+r+/QyN7OdG8zSW4mDP3WBK34Ed2qSjeldJeSteT4/v5GMHf46Lr32dIPAJb5wh+JlnaZlbJCdXsSW3q21eH1rl9b84vUREEyzX4vQ7KtdK/x3fs8gnQxQlxE5Y+N4yZ0t/jicnyORfYnduFE1ReOd6u9K2lteDIODs2bPE43EOHz78yHhU0zT6+/vp7+9HSkmtViOfz29qfY5EIly6dAnf9zly5Mgjf27WbY9Xpwq8frVEywmwvRDFqBIdfBXVaLSDu86LJSh+GrP+Iql0hhB4aluWpuuzvS/Bczt7qbQ8wpWQpjaPtsbGSIZt0cebdkY6/TGDuu1RqDskIzq/+NQouaTJ61cK5OsxlmrbiGSvrTtePVJGS1ynXN2L66v86ak887Xgrnk9E9cpOwqW56Mv1FBVKBYLTJ1bZKivrasS09uqwHfL66FrMTe/wI6JMZYaAQuVOn1Jk7mSRbp0jfcuvs3V1DL2aAVVtUD1238kaL6Cr0SRZDC8YbaZh/nM7kPsyOVu8rrepNj0UJQ2r7uuixCiO8vawVZaGWsLKpOTk3ieR6lUYm5ujnq9TjKZpLe3l56enkeeWHkYuJsK7+1wu+rvzMwMX/va19izZ899dXh8GHj9sQp47xVbzetuBUVR7ls0Q0rJ7Owsi4uLHDt2bMv5UGGamF/4Oaz/9HuEAtT5CnpykgZFVqxlenxzyyAV2jek8Xf+B0rvvkdFgaLWh37mBsu7YF+mxM7e9QHvrdqoFOWmDdKuwSR/P72fxfowlt/A8z/Fja9/ldcaCrP9IWGkggg1IkFAUOiBvjmaqkckpdMWWYrTlzTJ1x2qLZ/QaXH+/PlHPkezEYqibNn6/N5779FsNrutz48a1ZaPrin0xE0UpUFfMsJ8YxEteR2hbV7AqDJKLp4gYZgkozoN26NhB/TEDYazURbKNmN9glbiCit+HoJ2VVcGAtV01olWBVIgA5/rjXn+v2+0M5I7BxL88vN70V5XeGd+hILxI9To3PpssGx78iICNEUgJZRbLtWW3yXGassnRK77rju/W0t2L+zOEYRtf8KoJiiVSiwuLnLx4sWuInBvby+jPTfbsDbu++LVWSrlErae4VrBYqFWJRJbxov8EKexwhk1gH6QaChhRx9SQwslvhJFV3uxbJswNJFujGi6h7ipd483HTP4xP7+LjnHjXaSS0pJEATdf3eSX3daSG3lh1csFrl69SqmaXazonczm/ZBVXgfVqVmY/V3+/btpFIpfu/3fo9vfetbfP3rX+ezn/0sn/3sZxkdHb3j/l588UWuX7++7md/9md/xiuvvALAL//yL/Pxj3/8o4D3/09xL/O6nST5/QRqhUKBS5cu3XL9IISg92/8LY7/60vcSCqcj1YpV8/T0n2a3gn82/A6QPazX2DgjTc4793g3M4EzF2kpmTojw4wmNpc5diS2/2gK8y1azDJYDpC1fJQhcAPJzj/nQp/WfgRgRngxFptLQjFxXVUCGc5Xf4Oxyd/kVBmNz3rdYL3JYm91XlNp9Ok0+l1rc/nz5+nVquRSCTYuXPn+1J9q7Z8Kk2PmKGsWgiF+KlzaNECrAlQBaCEGpHqpxlOTpJNmDRsj0LDpSdusGcoQbXls38kSSamc7qVJ1TD7vZh0K6MdvelN5hbbqGrCj+8WGC8N8bOgQQv7+ujZnm8c72CaR9EBtfW87oKRu9JnNYkup58aLweN1QqlUq3u840ze7a63a8PrNY4Mb1azhGDxeWLSqWRxhImrVrFKuX+NPUVcqjTcJIEwUJSlsMVQsUhEgRMVJUainC+h6QQ/RmRsnFMrfl9TAMu5zeWfMqioLv+3fkWV3X182c1+t1CoUCs7OzXRugR+0k8iB4mLwO66u/u3fvRlVV/uAP/oA333yTS5cudXl93759dzwfHwZe/1AGvFJKpqenKZVKnDhx4pH15YdhyPnz55FScvz48dteaPpzz+F+/xXCfAEhPJrV13BiCU7nz/Gp8YEtg1RoZ7JPXblC7ot/E77zTQrpFog6YbFCoXmcnevdCrpiFmvnfKB9w3uet+51yWgflpXg5MmT9L3wi8RfvYBeOI/THyJDDVsEKCiIEEIbLEWyf9shKqV4dy7jxsIyXmWJp489+b567m1EJ1MnpWRpaYlDhw7hed5dtT4/KNIxDc8PKTUdglCyVCmCuYKq19a/UAJumkxkiE9OHmGxECEZ1VCIcXgsxXC2ff7OzFW5WppnUbkAkZt2B2J1hhdxUyNDDQV+kCSh9nGjaPG983nmSjbHt2WwHAPhTRC3EzT4M/T4ys0NFUBtoWsxnEAyV7ao2z4xXSER0Tk4mmIgHUFBkK87KKyf1+60RK1tb+pgbaa+QxinTp2i5UnMRIaJoT5SiQSuF3J5sU6tUkFJBezctZuyUaVRmWGx+UNaXgE3kW8fs+j4GoFAgUBFJ04inkRTNHTVJPRNhNeDcA4RepFNc2idLHYHnesgDMNu4BuGIZZlIYToEuSdrpeNfnidauelS5fwPO+Os64fxgrv7ZBOp/nSl77EqVOn+Gf/7J8xPj7OX/zFX/Drv/7r/NEf/dF9tTkvLy93F92Dg4MP1UbuI3x40LHgO3z48F1dR5qm4fv+Pa0BpJTcuHGDlZWVTXofG6FOTpI98TGmz72LHkLu2g0uTma4Wp7jcP/eW/J6GIZcvHyZ8FOfY/Kv/pirliBVVmko00xvn98y4N2K2xsNZ50SdUezw/d9zpw5AxNP0BdkKLd+gCN0iNRACSDSAhs8b4U/Of1Vfv25/xEFo/usbzXrfOfkFY4c2MPQQO+mY3k/EY1G6e/vZ3FxkV27dmEYBgsLC1y8eJFkMtkVtHwU+hyqAqWWS8sJaXp1iF0g2n9qs799CDHnWX7+0MdYqbmbeD0Z0WnYPtMrLWaKLRpmA3PNuHkYJFH1VdEqQE8uElTy9EcnmK/Y63g9X3dpuj4ptlOxB1HjS+sOxYivQPo6XusAixWLSstDFdCbMB+I1zdyXGf+utp00Du8nkq1eX2pjt1qEhRr7Nq1h8ZyC9cq8+7yOZrWDIXsEnKshh9ptT+xEraXJqEADMxIgrjSS68xTrKxlzCaoen4OG54V7yuaVqX1zsBsGVZAHfN60IIUqkUqVSK7du347pud6Sp2Wyum3Xd6tr7IPxqHyWvm6bJZz7zGarVKk899RS/9Eu/xLe+9S3++T//5/yTf/JPOHHixD3v83Hj9Q9dwNt50EejUY4dO/bIvvyOIfzg4CDj4+N3zG4IVSXyd/4HBv/1v6Gv3MOCVqYvmSMZiSBVa8sgtZPJ3rlzJ/3Hj7NSmsetTeFEW1Brce7GDzg4NL6prTm5Zh8ddFqa16JSqXDu3DnGd+zmtRs2Tm6C5nILES5hqE10YeNnZ8GNoKoeotbgzff+lE8//bcJ/CxvnC2yvGgzNjqKLz74SyWfz3P16tV1IhaduYSNqs+d7OSDJkM6BJFJBGSyJY4qy1wsXcNLLm+6ewI3AtUnmYyewHfTpKPhukC32vJpOh66pjCSjbJQCwk2qiyvNaeXoDvDuOUjtBQNkAykTUIkZ+aqnJ2rka/ZtNwoenAALVZAiJvXgKL6IEsYmdPUiwHlUorpV5vEIxqZqMavf3xbdy5nLQHeqiVqI9YSRt/wGP/9vQXyczXevDbFjqTHbNVgvlGnHC5Tjymc/PEZnJUGNf0GQdwjRgNXBKBIAiQi1JG+SZw0u3IHOD70BCkzwUAiRb5Z5evvLQIZSETXtXDdCZ1nhKqqLC4uUi6XOXDgQPs725Al7rRA3w6xWIxYLMbY2FhXcfx2s64f9grvrdBoNEgmk+zdu5e9e/fym7/5mw9lv7fyBv0IH07czXfZEUOs1+v3NK97r+NKQRBw7tw5VFXdUu9jK5hf/CKD584glZBLqTxes868NcUT2rYted11XU6dOkVvby/bXnoJ1fOpXfw+S31VhF/gyrm/4vDQ5CZeh83cvlV3mmVZnDx5kp6BEaquoGWCW32R0H4dLQSMFqHig+4haWFbs/z3H/6vvPz0l8jGdmDXLL719jTDw6O8t+CSTnt3/Sx9FKjX65w9e5Y9e/Z0A647tT4/aPK9w+srNYvx3jhxNc+p2nchM0OgbvChl+A3x9gZfxFJO7GxkdehPdc6nI3QcgMq7vpdBFaWiN5Y9SQCVB8lfoWWPcKteV2iNZ8jvu1PUNaOTQkwUq8TCXZTaoTk6y7T+RbJiEo2pj8wr0Ob48bHx8n2D/HNU4sUlhucnLvBtrjNYl1npRUyX/F4evcQ5XfPM5N/lwXzKq1sC4YaBEKCCAmEQCCQoYKKIG4kyUWHGIqO8NzICXr1Mf5rJY+jtj2P75fXW60W165dY//+/QghNnV13Q2v30rT48aNG6iqumnW9XEVo3xQdOwGR0ZG+LVf+zV+7dd+7aHs93Hg9Q8+ilmDO83wNptNTp06xeTk5C3ndR8GbmcIvxYbFRW17dvJPv8Mn3rjJ7wW9fCrp4iKfSSNFAl9PZF1grPDhw93lSfTL3+O3v/+v9IKW6iugXv6NFfGz7Bz+NCW5LgWGwPetabzRUtiaC6f2j9AJh5wrXkN6U4RqAGmuUI92W69aaFw3rtG+J3/B4XMCBG5ixf3HKdhKevaYj4I3E7EQlGU7sNoK9XnDknea5tK3fb4y3MzFOwlThVO0fLncII6MhugRyrd13Xncpw+wso+5lWTE2MaDXziZvtYO0TjeiFCgBZmCa0J0KrdeZbOpS/W7tNYhtQpfLHMsHwaQ1NQEEgpkEgMTaXlhQR2f9uXdrVi3A11NJcgMo2SsdC8NHbpIGGYJV93+cZ7CxwcTXNiW3ZdVnWrlqjOzzuvWyhbgGA4G6Fh+7xxtcSZ+Tq5ZISGp6H0pLl2/Tx57U2C9BRnWi2IqDAYJZQmpmNgRwCpIGwVhEq8cYiosYOxbJadsVHcepyDo21S3p4dZTyxnflyW3RlKHPvC565uTmWl5c5cuRIlzTCMFz3p9MeebfB70bF8a18bg3DeN8f9GEYPvKA92HaFwwMDLC4uMjQ0BCLi4tb+n9+hJ9OdOZ1U6nUHed1N2LtKM+dYNs2J0+eZGRkhLGxsVu+biOvK6kk41/4eT71jd/nXRmQKxSJH3SouzWG4sPreL1er3PmzJl2Env1Gk4cfZbdV65QrFcxWwncwjmmxl5l157n75nXO0ns/fv305QmRrnMS3v76U+a5CsRqo2/wPEdpO5TNQNC3aYhVK5Ii/qrv0MivZ+ssZv+4T0M9yY2tby+3ygWi0xNTXH48OFNQjm3an3uqD739PTQ19d316rPHXQCP8vzOT1TpdKYo6B/G3oWQAluCkauvj5wUnj5F1h04eltW/O6guD4tgyqEFRaLqEari8S+wn8+igiM3vzR0odISSj2eiWvG77IWFrFHv5KWKDb3SdIFQgSNSoVd/C8m5qKPjB/4+9P4+OLL+vO8HP22LfgQisCSRyQ+571kbWxmKRLFIiJVKiSDZpyaRbGstSa9pq96F8xjrjY/ex3X3kGWtsud0jaSRLlizJkkVJFHeyWEUWi8WqygSQG/bEHoh9jxdvnT8iX2QACSCRSORCqu45PJXMBN4Sy7u/7/d3v/fa94XXRxdKdAbdVCyBk30DGNfnuZHOUqPAy1e/h9Q5jdlVwZRNJOdVc94PS0BEQiLGcOwgHcIwXilCSIhzJDpA0KPw2Wf898Tr+Xye8fFxTp++pUJcr+qCZrG4kafHRmj39IBbObfT09MtT4+7/dztBh5EkV2tVjdMh9kJHjVef6QK3q3g7KCcOHFiW/lwG2E7sz5LS0vMz89vGgjvYDO3ZPdHf5Luixd577zGklqj6wcrlLub0lcnh+/GjRtkMpnb5Ni9sThHDv4EV6/+GYZpkfFkmPz6n5B6ochTfe/ekhwdYnQcF51OuSzLhNERBYFyQ+dwVyfv7/o4X5z6I67lx7AFE0u0mvMrhozmsrlkqtiNSRDS2Es5+v2HyJtdRPT+OxL0bsO27bsysVjv+qxp2hrX52g0Sjwe31T63C75WSkVmVZfp6hlyBszyKqJ7jIQ3RVQ9DXh7IbuRs+fRLI9aIbFdKpC1Oei2tCpNtYSTYffxcU5kQ7jGZaWFZSO6yBqiJ76upsHZB3Jvwp2hZjnMKf2HGuR0dfGFNIlFcsGWwtjGUEkymt+3bJBkGu4AktYRh4B0HLnsSw3umHznYksNc2kJ+xtdXwlEYpVg2JNB1tA1Q2+N5qlqhnIggCCwGSyQk03cHnTrBqXsWyDWqULRTmKUTK49pVLFNxp9MFxRHetGeeAhS2Z2GYDXZaRbQPLlpDkEJghDnWdp9M1SNgn0xf23bYY64l4d0SIAHNzc+RyOU6fPr2mEGwnv3aJlPM/wzA2NMjYCBs5HTvOpJVKBU3TWgYZ9zseYTtzyveKWq22azExH/7wh/n93/99Pv/5z/P7v//7fOQjH9mV476DRxtOgbh//366urru+vdlWd5WwZvP57l69SpHjx7d0iV0M15Xnn6a/a+/Qrp2nbxLQ3/ruwgHn1/zu6lUiqmpqdvk2BGfi54zz1J8e5mKu4rlq3P15T9jkhTP7nsfXb7N77u94F1ZWWllzft8PuT6LV7f0+Hjw2ceZz7VxV+9+Z+pa1nckkndrSK4GzQMmTk1hFCcxUuNbjGJKT5JSO7cMKLoQWBxcZGVlRXOnj27refhVq7Pd5I+t/O6U/gJCCSLk6ieb2KG000peJt/hgQYpot68hlceheWaXFlqUhsE15fKags5ur4PTKytv7ZK9PQA2tSEhRJwOeSGUoEOLUn0uL1b151kSlrmM1lGWb+FK7QJHIghwQ47Q+p+/vI1W4MdRAA/ebn5G54/eK1AjXdoFQzkESYy9TRLYuIV2GpUMeyIF1u4HVJ6NU6o9/6ItfNWfREAUGuYXpKmKLVfN3sm07UCDelywqSHqXbv5cD/nO8e+Awc+nbZ4vvhdcdY8nTp0+v8ddp3/0FWrLn9vlf5+e209jeyNMjlUpRLpdbao7tenrcCx6Ecqter+9aLNGjxuuPfMFr2zbT09Pk8/l7mtd1iGOzD4tlWYyPj9NoNFqF4lbY1C05EMD90z+N9bu/i1+FS1MvI1+WUXp6eCzxBHMTTXnERnLsoFfhhdOnqeU0ite+Rt20cJdKZN58hWRkPwciB7e8P8MwuHTpEj6fb03OX9Cr8NzhTnKVBiGvTMirMF0+x5Q6h6DW0WkAAobtxkbD9ugINtg1i3zmLVyuBb61HGO+eoBn+57DNt23zYFsNRuyU5imydjYGMFgkOHh4R1101wu1xpL9nbps8/naxlfuVwuVgp1vnY5hdvV7Lb6gimWqlcpVZKgVDEUEQER2wRBbosZML3ItVNEhSEakoTfJaEbzSy+68kKumFh27RmamzbxqOInPSEKc/vpeYqIHVO38qYdeD82TaRZRvFpTWzf4GAR6avw8tSoY5o61R1D43MWRRfCkls/ozlHEOwEcQ6gm0guvJEOm4gEUL0NjBN8HsC3CjP8O9e/yZRpRMvg8iChyuLZbrCbv7bD5bI1zQ8skyqWsDrLVJqmFS0Iob36wjeSrP4dyksrl5Gy/Ux62lQ7x9H8tRat+NoNwTTDbaEQgxZ0EBQSMhdvPfgfvqjnbw5W9hw/mgncPK5K5UKp06d2pLYNiLJzQwytkOSjjMpNIvDjo4Ostlsc/YO7ms8woMgxp3GF3zyk5/k5ZdfJpPJ0N/fzz//5/+cz3/+83z84x/nd37ndxgcHORP//RP78MVv4OHgc0+23c7r7sRtiNpXlhYYGlpibNnz95xQboZrwuCQMcnf5Zjv/H/5OWOOp5Ujouv/Feefu8/wC/7mZ2dJZvNcv78+dvWKEGvwtPDeynmf5zCpS9SEXTSUhZ95GVekWVe2v/jmzaSnR3sdrm3szbZiNcR9nHi4KeYWv5zimoaQZAwlDqCaGEHy0h1H2Wjin/1IqtimoNHPoggBQFlQw6/H7zuNOXr9fqOY5C2cn1ud5j3er238fr+hA9Nt7h29RtUIq+CuwyStcFZROTCU8TFo0h+G49LQhREplNVXIqIKAhreL3aMBBFgeN9IbITJu3ta9tUENZJpXWzKWUOeqQWr/dEvLx4vIuFXB3BMqnqINsetPTzuL1/DtItHpUkCO7/AurqGdT8GWLuIIrHhd8rU9VMoj4X+ZrG31xaxu9SKKkGCFaL1//q4goeRSRV0kiVG2iGhSIJ2MDYQgFREAgodUR5lvn0LGWhzkQ8D54almAjrv9aC4ApI2thPEIUr7GfuLeX9+07xrH+piJzIZ3ZNW5PpVKtBtCd6oKNGtvtu7+GYWxb+ux4eni9XgzDYP/+/WSzWSYmJtA0bU2iw243nR/UqNJOnsc/DLz+SBW864nRMAxGR0fx+/33PK/rEONGHxZn5iYWi3H48OFtLT43c0sGUJ58Av2NN6iOvIIlgPLK90m//zFenv8WZwbOMjAwsOlxS6qOEh9goHqBS7lX+EGPTigzzeXX/oLuF//RpsRoGAarq6scOnToNqdU0zTxKgL9MW/r3k4ljvLq0vcoetLIqgu5BnbNj+BuUBU9SK4KlqwjaQ2U6/OInXWqh2IkKzmu3VDWyHhKdZ3RhVKTBO4wG7JdNBoNRkZG6O/v3zX5+nrpc7VaJZ1OtwyXRnIuMqqI26VQrOu43FdIyVPgaXYwTctsKnUkbnU0TRehxpNExbMEu4NU6gbPHo6TqTQNrpxu5uHuAH63QtgnU1ENvjW+wHR2BsObw2VbmDS7yyLNXVksbho5iUiSjVv0USvFmElXWCmoHOoOIFo6HkHHH/Yi1jR6fCdoVESq/lcwzDqCa23Gr+jSUaQZbGsRoxFlSdJw+fbwncLr5I1xTHRAQKoe48nOj5CtahRVnYpWoWaWcYkyqvsybpJYLhP8RQS5Atws/mWdSucieriMoFSRlLU71pINWC6wwgiCC4/fjUeWSXjiBKpHyMwvQybJ3mAUxRemNx65p8+Rs7DSNG1HudEOSW5kkAHbl0g5z507xSM4pmu7EY/woKRPO9nh/eM//uMN//4b3/jGvV7SO/ghgG3bTExMUK1W7zlfd6uC18lpNwyDCxcubGuhuBWvS3v2ID3/HP43/4pEXSIz9hbjA8fQtSAhd2jLNYpp2wSjXYSOvYe3b/x3kh6FzqJK5eIPSHaf37SZ7YzoRKPRNU1s5998LhFv1NOajwv7ZELuBInOnyCZ+jqiNoMquJAs0HFhukwsUaUo6Bjpy5Tyc1wZPMWxvqeYXw6hiN77yuvODLXX693RM3kjrJc+q6pKOp1uGS5dyrvJaRIel4tiXSeZKpK/8W0me14HTx3zJpe3N5tNCzzGPrpc5+npDCPYEA+5CPtc5KtaK592Pa+/Mp7hxkIWTbwpPb55PL/HRNXXjut5ZAG3LLGQreNRpJtxUZ3Yho5oavREvCwVG/RGvcjiMKb2NFnvq2uOIUrg672IOz6GUYlh6yHmyhFkj8L3M0FSq71Uq1FMEwIumaeGYy1e13SLumGg62DYVQT3KgJ5XJaO7ROQXGnU0CqKu0hJtJuv00awQbQETC2CXD3HcOIQQ+Fe+oMhbiRzlJIZrmRWiMVinOqOgstH1O+6p8/SysoKS0tLnDlz5q6fH1vt/rbzu/Pvm32nHY71er309/fT39/f8vRIp9NMTU1t6OlxL3hQvL6TgveHgdcfqYK3HY6h09DQ0K5Y5m/m5rjRzM12sJlbMjQfwN6f+1m8//Mb6BK8HcjSuPhths++n1hP05Rh/ZyQ83cj80VmUhVWjV780jHceoOeSpny2FWuel7hyJMv3mZYVSwWuX79OqFQaE2x2y7PXD8wvi/azy+d+RyXkpOMTBfJl206SkuU3SuIigRuCVexE5ecJemvoJfLiC+/wkqXm2znefYkgizl6/zx6wvYQKmu88xwnErDuOeZoEqlwtjY2BoTi92GIAgEAgECgQBDQ0PMrpaYrC5QzxW5smBiayre8Bz0C83iU6IlJ7IRmwO3lhu9sod68SidER8vHImTLDYwbRu/S0YQbnV/HSdHgJqVo2fvGOnGWxCsYSq1lpmFAEiWCJYIsoGpe0CQCVtniPu66Ai4qTQMMtksRrVAfzyCath0Bt0MJfyIvJv54j6uNL6A5Jq9/b4lMCUNkwKSaKGLM6hWBbttLWj4rvK9yS7E8j5ckorR+SaSu4BlgaKoiFK92a22LUxhnaGl0kAUS80utLOQALBEfK4u+uWnkeRODsU7KWolNB16PF14fH7efaQTt2iTzWbJZJJcWZpqGmLF48Risbsya7Btm+vXryMIQsvI4l7QTpKKorSIcaPYo/Vd4o1Ian08gmOQMT8/v6Yxs9N4BNu27zsx6rq+KyT+Dv7uQNM0RkdHiUQitxVwO8FmBa/TMI3H4+zdu3fb59mK1wE63vfjMPFtknqVxaBF+W//gMALH+CDBz+MKIob8jqAdHMMRDWipMWniTVeZsFboV5O8Z2v/wmB9/2j25ybnZljWZYZHh5e82/OAn39s8aJnVnO+6lXLSar3Xisy2AXUBUbzZQRlCKaKSEIHlRTJzvzHcYXr4FvmMe7X6ChBvmLt5Yo1QwqDZ33HO3aFV53NhZ6enq2FV+2U3g8npb0eS5TYWZkgWSpyLWlEoKmsSJOog/9ANx1EG9Sr7A2b9fUw+jZJ5ECPp4/3ElPxMubs035ryhAXTfwKvIaXm/Oo+7lG3/1GpNSnfZPZcjrosuqk7r5/03AsmRKdZ3eqLfF64urebTsHHu7wjRMSNhwoj+EW5bIVt5HKr+CFJ267Z4lxYBoCpMUjqaqaoEdc2MLBzEsD0XR4JUbMiDhNkETbGzFQpQNFH8GyZMFRQXRxiuwRj69IUwRsxHGJQTocR/B1A7yzOEDmLZNQ7MpajYdsRhPHunEp4jkcjkymQyFQoHCPRiLLi4ukkqlOHPmzK7sdq7f/W0vfLfy9NhobGg7nh4dHR2EQqEd8fOD2OGt1Wq75s3xqOGRLHidWZgTJ07s2ozYRi7G9yqp2sgtuXW+SATj+fcz+OaXyesGYdui0LPCTGKRodD+DeeEinUdlyxyvD9CYy7H8KFTjM2/xZjXpIGbxjfeZrkW54UXTrfO68z1HD16lKWlpdb5typ2HXS4E3RUCjwZjZKKRHCLZylPfJ9x7btopo3gKtK10k3Bb5CKFRhHYio5ijCT5Xqkh2rIRVW38dCBYbiYSlXo8LuoNgzK6s6cH7cysdhttMu1PG4FTYYik9jBVXTNjR0o48bGvPlcsmyaMh7BAkTQgsjFxxnq7GC4O8DezgCnBiJrTCDWy8EqeoXvrLzKcn2WulgA5GZhaEkIiIiKhKRZ6LbdbDpLOlheMgUXVrlKoabT5THoCGt89gPnSJV1wCbkVTCtZszCX7xpMprtRQrMrpVIt0GSG2ApWEoDiVt1KQCijtbxJrjnUC0JKTYOoo1tN3e6nWJW1EVnaKcJG9B9IFkItohtuLFMD5YWpt99hJ84+G6Ode3hzdkCFjYBbyfnj97uJuk4Jdq2TbFYJJ1OMzs723Lp7Ozs3HK+3okTc7vd9y3P8U4SqfbdX8uytizW23co1scj1Go1QqHQlvEIDwsPI5bhHfzwwfn+7bS5vBU2KnhLpVKrYbqTnPateD3ojXD4sY+T/+J/pqE2CONm9cYEM32b8zo0d3gPdQVQDRPBPshgOc9MdRRT9TNXzfDnf/vf+dgHf7JV9DrGmUePHuXatWut82+H1wFKuQz73SbRoaexlZPMZv4GMz9FxmXQsG00pflfG9BNL/VGHU29xpdyq/T6H2Mx04Fb8pGraPRESnSHPffE69VqtfXe7+Q9uRu087pLlrAkD7pRxqPWqLlnqQ6+geSqNOVUG6UkWF7E7HPsj+xjuDtAItScMX3uSHP+95m2/Nr1r0XAI1MtjsPArfgVwRJJ+HoQysVWwQtgWwrJYgNVtyjUdPpDIslKjvc8eZazDVjKq0R8Mh5FvsnrS+gTH6Ju/g2Bzuk7vxAiWK4GUtdlHCG/SbPAb9z885pdbVjjS+K8HGtggW16sLQYWmEYH7381JnjnOhNMLpQQpFF3Ag8c+h2Xndk5u3qutHRUSzLoqOjg3g8fsfxnrm5OfL5PKdOnbovhd+dPD3W8/pWRetGnh75fJ6VlRXGx8fx+/2txvZ2i/5HeYf3hwGPzurpJqampigUChvOwtwL2onRkTqWSqV7llRtBtu2KQ4OEpnbj0+Z4/W4C5aukxNCfGA4vOGckCOnsrEJuhU0q4wQ78S93KBqmVjeDKXvfJNsl5fA+WNr7kHTtNZi21l8O92pjR4guXKdP/7WKF6vj3hngheHopgWLA8d5Pq116jnaph2kelGGEl307BdlFwKdmiVULWG6RlFMCV0tx9LSOA1jqF4NbK6zehygomk/44SqPXzQXdrYrFTlFWd5bzK2GIRRRbRDYtUcpFLuS9Rik7jEo3mA1/3gupG8t2U5rZYQIBGmP2uF+gaPEpvzINPkVv30X7P7X8uqzpTuTQlVSeZK1KXLExRA0tCkkFAIS71UNFW0L21prTZFtAbHvSaiM9jQqNKb1TkqQtNA69ooN0Go4mPnu/jevo0C9VpZF8SYYPno22JWJoHUanfJlUSRJACOfDnmqNN0lpydIjREsBsRJE0AbwqgunHIwbQbIuIkiBXtqC+H7MaZ9++Xh4fHLq5AyFvay5MEITbnBIzmUxr1j4ajd6WvWxZFmNjY4RCIYaGhjY99m7iTgYZqqri9/vXkOVW2CwewZlP6+zsbMUjPCy8U+y+g7vBysoKs7Oz9zSvuxHWF7xOA/j06dP3rWFqBjpw7TmDWLnEKwkX5BfJvfF1Xjq1Ma9DUyrtdcvYArgVCffwU7iuJzHNDLq/yOrqJf761TQffv7nsIrWGnMqB9spdos1jT/99hVM06K3bw8fGIpiWt1ohzv59txfIUyPkNIEUP003CoioMoq2CKKqVJjhdXSX9OQBvEKp1C8LjyuILbt4XqyzESycte8nsvlGB8f5/jx47u2gbHZedfzeiFXYubaHKVSAW/HBMaeCUxJQxTButkgbt/ZxfIwwAv09z2+htfh9jzY9fcrifCdy0ne9kxjKs1xIgnADnAmfprvpy4Bt86n2TUKNR2PIiHbGiGzzrueOofL5cLr5TYjp4+e72Nqtcrl5Q9R0V/Dn3gTYYuab7PJdofvpQ1+rr3ohVvxiBh+PPpeeoJ7KFailIqduAw3vVEPJ3oTDPc0Y5q2y+vt6jpd18lkMszNzVGpVAiFQi2Ocxq8tm0zMzNDtVrl5MmTDyQOaDu8Dmyb19tny51RhWw2y+XLl1tF/508PR7lGd4fBjxSBe/i4iKWZXHu3Lld35WRJAnDMNbMBd9tBMJ24ZxDEAQO/uL/ncz/+X8QqFWI1wQy+ji5PacRhd7b5oTa5VTPDseZLVtUUiGUYIDkjTFuRDUCnlX0//J/cWX1fcgHDrTuwTCMNTtNWxW7tVqN134wQjgcY19fJ+lyg1LdwO+WqZk1TFmCsBvb0NF7pjBKCbRoClu0QNapSAqKoCEiYlkaulkHeYEfpF2IHokh8QCDynMUaxvPYDaJqd42HwR7XGUEQ922icVOzDTaz5uradxI13gybLIwOsmblkqjt4rgOA4KFmCAp3FrVxNukqKIqUXJpEN0dZUYCnkYHui4MxlOZCk06kzWy9QqYJoxTM0PWhfdnSHigSARn8hr1f8K0k1FsNjAMnwkvAmq1Tq2z8XT509s+XDtiXj5lfec4//4mkVevYzhvwZoCK4qYCJYLizdT6OwH3d0FlHIbkqc5mZ/D0i2m3ruOB5jCKGoEAtb+FwSXvy8eLSTb41VqVsKolfgw2d61ki/drJL4PF4NpyVcQzIYrEYqVSKeDy+5Zz8/UZ7lziZTFIqlRgYGNixQYZT9O/fv78VjzA1NdWKR3AMMu43EW6Eh52r9w4efRSLRZLJJI899tiuKxQkSaLRaNw2F3w/lBDOOWq1Gvs/+gkaf6kzWVuktyKRK89RHVhGFHo2nP9dz+2mbfPU3r/Pl//iD0jVTBpujfTiJf7qy/+eo3vez+MXnlhzD9vhdV3Xef2tUUTZxdEDe8hUtBavx71dfPDQx/hLwU9jeQK9kCOte5FMESHQwBRNDEFHNBVESQNpmTRZJCPO9ewl+qJH2RvvRVPDd8HrAkeiJrnUMmfOnFnjorsV7pbbN+L1pxIKiyPj/KCsoQbTWAcncQeXbjkKO8Wus8Nrg23JmKUhipVeeuN59vgTHBmMb3oN7ee1sFnKqtxYHKfYkVmzc9rrOkK3v4uiYKz5fUHSiPoV6o0G1arN8y9sbb7UE/Hyj967j9/82jRl9T2k5w5B8BKidwVZriAqerO5fYdHsjNbvGFBfHOhY5gyGF5kIwF6P3HxOB3uOJ8+NcDr0zlGKQJwck+klUe8U15XFOU2VVcmk1nT4K1Uml4huzX3vRO083qxWGR+fp4jR47sKPaoPU1kM08PJ9GhfUPuQZlR3s/G1MPEI1XwOgvZ+wFZlqlWq4yPj+/aXPBGqNVqjIyMMDg4SCqVwvZ4OPzRT/PaV36H2c4yUCf11l/y3I/9Y0zTc9usT7ucKhjYS848SKq6ylD/fvYsZygJWa4acPwvv4jrH/4yb83m6Yt66fA3O91OjMpmX7h8Ps/169c5e2KYtxYbpMsNNN1qdUWrRoiQK0y5kUKUwlh+H522n7ruQuFmV1TQUQQdVRKwRAO55MJLiaqhI1RErtezCFKcd+27PcvLycDLVTUWcjUe3xdlcnaBaH+Ad50+ua2HmXOMmm7Q0CxePJ7Y0ta+rOpMJsu8PVfEsm2mUyn06gLZcoFvTmt4am7KYS+S0kAW25wUJQsMBUQdQbi1o2VbCh7tKAd79+B126iVIldHFm9zfW6/zqVcnWSxTtDjIl+OU3d/D8OnY0s6Zv5dlKwujGqZUf9/RWgbi5QA0/KSz1t0hV184unDTTfOO+BAV5B/8uIFXp3Yx0zuHDeKyxTKMpZUxOWuYlR7sLQgpgRipI4o1VrzOrauIMj6xsTp6JlNBb2RwKUfxC93EvYpHIoHGOjwUddNDsY6Ofw895SvtxXWz8o4MkZBEEgmk+i6TmdnJ6FQ6KERZDKZZGFhYY2xxk4NMhxsFI/g5AO63e5Wl/h+40EQ7zv40UAkEuH06dP35XsoSRKapvH2228TCoV2ZS54IxiGwcjICKFQqGmiKAgc/uin+f6f/Xuyrga2rSN/7b9z4bO/gol/w/nf26XSPj72yZ/jC1/41+SMIoKqU5yZoepa4tJ8ib6ol56bxcR2mthjY2McGNyDlhXIVLQ1vO6YTr2370NUckOsuAsEtCs0hCU8mkRdlJozrXKdumTjqvqxRQOPvExeL5PPXmUmG8Hr7iUee55I8OgaA831vP7E/hhzS6t4agbPP3522w2Isqrz5dFVqpqB3yXzgZNdWxac7bx+I1WBcolUpsK3rybRfavUh9IIvjSyq44p2E3+spsqJuzmbLVpAbaEXhkkpD7Dwb49BNyA3mDy6iiSJLV43dlxd64zWVRZKdYJuBUWszVWxHFk961kAkwJozbIb31jinLA3Yolcnwvi9UGnR74zPMnNlRrrceBriD/04v7eWMmz0I2yPWVPWRzDep2DW9oBVNupjRYrhSyN40gqq383pZCq12c0+azYVkKlhqlURrCJ0dwGYOElTgeReSxfTEsbDyKzEfO9nJhKAbYa2aYdwPtqi4ne/ny5cuoqoqiKExMTNym6nrQKJVKXL16dc3Y3XpPD8NoNje229he7+lRLpfJZDIsLCy0XKE7OzsfSNygqqr3PV7pYeGRKnjvJkT+blGv11vRBDvN8b0Tstks169f5/jx44TDYTKZDJZlEdo7zIWDT3J9/Cv01UzqnlmKP/gah9/7M8DGBlbQzO19rv89JGtJRjwXmTh3heWJGqt7/Syl+1n4izdxH9iPGI3wc+8aoNFocPXq1U3z6JaXl1lcXGx1W4PBZie12tC5nqwQD7qh3MHzHR/la/VvUtdFyuTo3NuHVjJwVQrI5SqWZKDZbmp+CSwTw6VTknUsScdlCzR0kfTk23zr9RXePxwlcuYktT17Kem0suv6Y16mkiW+fWmawa4wp44caBlj3KmzW6wZ1HSDlYJKuW7wtctpXjweb82wts+OlFWdL7y9zBuTGQrFGt1mivnwJQitQsCgqnopNYLI4RKCO9cWBQQggh0EwwBLRtdlPIIPvdFBh3QQzbTpjAQ5c7yLgFte4/oMYLrDFEoi80WdqdwsRXuJoO6h7P4+UuBmlI/SQI9eYjXzOBgpfP61gfUmoNgSIb+LT7xrPwe7t9d5K6s615Yr+N0SHiHGk71dXFkuI0kiumHiiYnohk0o8B6K+jCKb4ZUNY1a6kHWu5FibyN40lhUMAWrtbNtqB0YtT2IWgfDkcNE+uOUGwb9US9dYQ82rJF373ahuxEMw2BiYoIDBw7Q3d2Nrutks1kWFhYol8sbSqTuN9pdJNvPuVODjI3gEKFj7OYYZIyPj1OtVpmamqKjo4NwOLzrJFmr1R6qpPod/HDhfjWdNE1jaWmJY8eO7SjHdzuo1WpcunSp1Sifm5vDsizCHV28+MTHSX7hP1MI5kmaGbJf/Q8889FfJejybcrr7ejp7OKll/5v/MWf/W/M+N3YgouLi1dJLJuEEsP8j08P43K5uHTpEolEgng8ftsuoNPEPnbsGKFQiETidl5Plxss51UmkjpBYQ9ZK8bzB4a4WnoVtTaJp76KVANNEinLEqbbxAJUAbwIeHSdslyirBb5b69PMS5HONV7hs6Dpwh4e1nMQE036I95mU5V+M7oDeIBhcefPkHdsCmW6tvasV3Oq4wny/jdMou5OvsTPhIh7+a8PpWlUKzSZ1RYqhgIQh3Zv0ypZ4JSoITk1kG4WeWumdcVaA65gm27sCtDiLkniIU70AyLjkSQE4ebxbbj+uyM0nR0dFCwfYwnyximzXSqhoiNYZaxuqduFZiAVu9kcjFCQzPwRdemJngV8LhgeCDeamzcCQ6vy5KAYdlcGIpwZbmMSw4Q9vZSrhtolo2uVTGtFNFYhdVimaqqIysV8M8jyHVszKZPidaBXunCRgbTh1np5URPP/GQj7KqE/EpJEKe1o698/oP9+z+GOB6WJbF9PQ00WiU/fv3bxgr6TS9H5R5YrFY5Nq1a5w+fXpNUbid2CPnZ7az+xsKhQiFQrd5elSrVSYmJu6rp8eDMLx8WHikCt77Adu2uXHjBoVCgb179963Ynd+fp6VlRXOnTvXku5IkkSx2uDt5TL1xBmquXGu1ccBAenil+juOoB04OSmRhfQLHoPhA+QzWS5pt5goP85XLWLrPosykqB0MIrVOxzLBXiPPHEE5TL5VYencvlanUmFxYWqNVqnDt3rrUz40hQyqrMRLLachTu8Q5wOvRBJFnl4o0iPs3Fheg5TpxWsMoVVr8/wl+rY5hWBUPwIMgqgulFlnQaog2ywXLYoKJZdL81yrFXv8t3QntROxJUop34Eh2UggGKxQKDPV40X5pvzq8wkxRA7SIeCPHC0USL4ICWLNi0QNUN0kWNXEUj5FXIVFT++PUFgl6ZqWSVrrAbj6xyOrBCZmGe761apHWROn5U1wpi5wwIOog2ZVvC9OWQ3Pm1wysC2KKJ2fAjIaKUH0Mvx+iJC7jdfp4fHmBvp3dNh7N9LkXTNOaWVvnK1SUuZZaQ+76JgEHDXUG01zZ13MEZJKWBVurBMqWWayQApoyh9qLbIpmyyvhKmd6o544Lh2LNaSw0i5J98QDvO9HFa5O55gLAFnjqYAyPIqPqhynUnkWR4DsTOVTDxO85Rslc4krp+9SkWRA1LN2LXdmPXDrJs4cG6e/wYdk2qmbz4vE4Ac/2ZnN3E5qmtRaj8XgcaHZLu7u76e7uXiORmptrZmA7Bhk+n+++LMSXlpZIJpN3dJG8G4OM7RCQz+fD5/PR09PDyMgIkUiEVCrF5OTkrscjVCqV+24q9w7ewVZIpVLMzs4Si8XuW7G7vokNtNyY376WxpK6KJ58DmH2r2lYbjJL0yx+86/of/bjW/K6g2KxyOJshiNPf5b823+LXYBMZxG9/iapyg3GVty8ePo0tVptTTPVmQUsFotrmtiwOa+DjYXN/oSf1aJKQ/VyKvx+Bo48ydXsm0zPXWZRLWMYIoZsgSmDbOHWTMpuEVWywZAwZJu3hCWuLc4TG/8idakHr7mPkitKf7yDQkFioLOTru4Oqg2D70xkydc0BASeP9KJp60h2j7yU6ob3MhU0E0b3bTIVTW+ejlNb9TNTKpGyCuDbfOhbgH9xjwXJ1WSmkRNNlHdKwQiaQiuUg/lsFwNTPHWjm57EYoNJkLTO8MMY2XPMuA9hj8R5Jnh+G283u76bJpmc6RkcoXlZImMKtCwwLBADFzH48/cOo8FWukApuFB8qTw+JJr3nut4SPo9rCYq/H1K2me2B+9Y4N4K153coYPdPnxuZpGV4WaQcQnkyw2eGMmh+QuMlkYp27UKRaD2GoXZkNGEkAS4N0HYhzoDt/kdc9D4/WNvDjWq7qq1SqZTIaxsTEsyyIWixGPx++bqqtQKHD9+nVOnTq15Q7onWZ/nU297Ta22z093njjDbq7u8lms2vWM46nx73e94+6N8ePdMFrmiaXL19GURSGhoZuc2neDbRn/Z0/f37NAlcURQq1ZpB9fyRKduBZ5iarhPMa4x6d/X/yu/T8D/8Llu3a0OgCmh/A6elpSimNPd0HWC6o6EeP0pgap+JdZALwVIoUx1JM+t9Lb7gpBTlw4AC1Wo3ZxSTff/l1Ai6Rg3v7W5bj7V8MJ8qg3V14IunHsnyc6o1woj9Mb7RJpi8vZcgNxHGvdqLwCmZDQHHrKIaMpUg3nYwUtFCerCDwhc4y00kXasOg1MhSX1bpmJpB0dKEe70U3Umum0V+UDRQDRdKoxcWz7GUPUhX1ItFHUPK07BUkjmLfdFekjmBiN9FplwgValQ1vMgZxA0iXrDx41UHSlwg0vuDKJSp9DjwURG1v1YSgVR0FqffCtQwKz5kDZ45giWgmUG8JpdROU+ElEvhxJBYj4XTx2Mbfnwd7lcHBzaw5MVF1NjVzEkAU33YNolbFNCEG8VvYKi4pLnUPxzt+J8aLopmkYA0YxQaui8fC3L2GKZ4e7gllIvaDYKRATS5QZeRWa4J0DQo9AV9qwhr7Kqc/Fa0zW5WNWJh1z0x3ykyw0ei/YSvNHH5fQkeTWHYHgJk2DfwT28dKqH3qjnNiJ8UIQIt2I7Dh48uKmMdzPjq8nJSer1OtFolHg8vmsSKScy4fTp03cl+d1NkjRNszX7tFU8wr1Ivn+Uowvewe5itxefjoFNLpfj2LFjLC8v7+rxnXPMz8+TTCY5f/78miaRJEkU6vUWb5f6hxmvj1Ez5wA33pGvYvn2YPn3b8rr0Bx5uDI+zcCBI3S7LMbKK2SmxkBQqSo2grHE9OgfMxj5RXqjHezdu5e9e/eiaRrpdJrvvXmRQk1nX3839Xodt9u9DV6vUmkYHOkNtng96FEYCOzljzL7WLXeoK6lwNKQbANZamBIEhgyWBIoKgY2muHCFgQafp2ynEEk3YzZSQq4zSDBpQSpXIyvz3u4VHNRs72oWpSRuRyH+0J0hby8+1AHb84WqOsGV5fK2Njohk2pppHUDeqqRilTojSnsVQ1UQ0bmxo3pGWGjRtkgl1UQwpKcAXTk0ZVVCxRa9680Pa/FoRmeoAN2B7Eej+hxrsIeno51LM9XpckiUQiwbtDUa6VZinP5XDbNtlqETk6stb1WPchVQ8iCiCEJxCUm+MrzrU0BtEtk6miimWnubpU5LPP7N2y6L0bXn/5WgYLm5WCwKFuP/u7AsSDHURdcTJlnSWjTtpSCSkmPsFgsLeTnzjX/9B53TRNRkdH6ejo2NSLo934qn0G1lF1BYPBVpzhbpjS5vN5xsfHOX369LZn0R1sJ9Fhu8XvRusZZ6Rptzw9tnJ//2HHI1Xw7uaLXK/XGRkZoa+vjz179rCyskK9Xt+148OtXLnOzs4Ns/4kScLjEhAFgcVMDVUN4+4/QEl+g4ZpcTlkEf/D/wvhg58jDbcZXZimydjYGIagUPPsw6N1k1BK7O2XWOoQiV38HmXdQPfleXWpjPzNKQ7s/wg/fvIIQY9CVbP45pUk4UgXUjCIJcLs7CzVarXVDYtEIoiieJvhQDtROn+/mKu35Miz2T3gPkbSyqGILiQTalYdFB1T1BBkHVGqkJJMvhsTsBtVvNUwsm6y2vBjhqo0fGkEdxnbriMaAkgquqxh+Mr8YLxIt5iiEl9EcZVB0dEMD0YyjJk6SMZVIhfPYCs1hEgaEECyEDVP05NCVinZNxschgm2goKNbcrNMNqblg02IHpVbBsEoW3cxZKx1SHEyilC3i4OJuJ84GRiTXd6MzhukWCzL+GjQ+llxXobxAqSYCCIMrYpYlsiiCKCaCBYMpJoQruxhQBIOgTH8QhRgj4Zv1umqt05E3H9YmczwyinYxwPulF1E1WzWzsCB7sDHOw+xGSyly++MUnOMumIRhjs8LUWSg+SCNtRq9UYHR3l8OHDrYf/dtBufOVIpDKZDBMTE3i93laReLekBk2VRzab3ZXIhLuJPVpPkuvnazeKR8jlciwvL3P9+nUCgUDLIGO77ujv7PC+g4cBwzAYGxvD4/Fw7tw56vX6ro9BWZbFtWvXsCyLCxcu3Pb9EkURvyIgGgLpUgNVcxHueRfexRKuDNSFLKtf/y803vVZ0vTfxutOE3slU6DsH+BKso4oCHz06Isk+4b5/nf+gJSdI1SFdEHia//9j+g++xLvP32AoEdBkiTmV9LMNQLE4p2MF2pY5hL69esEg0ESiUQrt3w7vA5g6B76fYfQGkGmze9StpeQ3RVE3Yegg6qIGJYLAR1JMNBki4ZtIWKDbWNbAoYgUPHblIIFXiWP27SQLIuKx42tB9DNCPlCL5mCSVisUPhumYblRQDSsg9RqFM1vdQEF7as4dYFbEsmKTRQfSKCYCIEV0kpVTLeIpa4hE80bu5d21i3hcI7b6gASIiChWBJ2HoEu3AWxTzI4f5uPnymZ9u83q40Oz0Y5u25AhXdRIqO4vYX1xhB6eW9YITYl/CT86XWHkwLITYG8Adkag2LnqiXhm6ylFe3LHh3wuvpcgMQWoVy1OfmxWNdJIsqX3l7juV8hc5YB/sSwYfO686sfHd3N319t3vAbIaNcu0dVZcoii1e30muvWMSeebMmXtWR23V2N5NT4+ZmRlcLldr93e7M7m2bf9I7/I+UgXvbiGfz3P16lWOHj1KNNrMtdssoH6nKJfLjI6OcujQoZaUcj1EUcSnCFwYivLVy6t0+EKkcwOIXUWiE4u47RxmdZXHvvlnGP/jPyQS9re6wM7uVX9/P/hiLM7m6Y9ESZd89AcUKvYsK0f2Yc1NQU2g4dYx1Tkmr/83lrv/AT2RCK+/fZnORILBrijpcgNPKMqBvc2Ffi6XY3V1lfHxcQKBQEv67MwEbPTQc7qLlYbB8d4EB3o+iGpVqNQtkpUCLy99mZq9gGkI2K4iptsAQWiaJPgKmIZOtaOGhdIs5HQ3WAK2AgYWpgC2JWFKOsKet1h1lZCUOg1MbMFGkgxSsRqCDHVfBfwFBMEC0bxJaiApKmBhSm2zsGIVsSEiWh4wvfjyAWodxZvdWBHb8GCbfgSliiQZyHYQnzlEo3IWWYjil9184GSCA113np91zCzGk2VsG4bifvaG9lFIvkDF9wqIdUTJBE1Bs8NgKUi+THPhgMWa5DsbJGQQIRYywG7OQPdHva2O/VbYDnG1d4x9inxbfp5lWSjlRT58PII72o2AsC1J9f1EpVJhbGysNbO2U4ii2CIEZxc0k8lw5coVDMOgo6ODzs5OwuHwHUlybm6OQqHAqVOndn3+ZTOS3Mwg405ZfbIsk0gkSCQSa+IRxsbGAIjFYneMR3in4H0HdwNBEO55IeUYQg4MDLQWw7vN686IRCKRYHBwcMPPvyRJeCSb54/EWcrXKdV1qsUQ+dhhIo0JTLFO0GogXf5dDv/Yr9I3MHQrj/dmE9vtdrP34BGyNwqtXWCX6OXxvSfp8P8y3/rWb6MVU6QjNbylaa5e+T32Bz/Jkf2HGR0dxR1K0Cm5mgWNJNI9EKUv6qFUKrVyy52Rpng83lqob8YJYZ+MV5HZF+0h7nuJjs4cE6VRykaOvF9DrpTBNNFNLwgGptTAJZgIoollmRiK3TR4xEayZWxLwrj50llC0xDL9lSQoosYok4O+K6poRgKFgI1l4ktQPvWrAZougRSA0EyQbAwbcfuyQbBRJTaNlWlm58v+2b0jnXzZ22QrACK6MNVP0yjdADZitARdPHhMz3b5nXHgHIqWWFPh4/xlQphn4Ihz0Li7WbP/ebP66aEUTiJbINhzoJnZc3xvPYAthKgO+xBN20qqo5bFumL3rnRere8Lt7k7PU7t2o+yTP9NpHHTiCJ4kPndV3XuXTpEgMDA/c0otCea79//34ajQaZTIbp6WlqtdqaOMM7Naad3ztzZmsH7Z1iK08PuLvd3/WeHvV6nWw2y8TEBJqmrdn93exYP8qGVfAjWPDOz8+zvLy8ZpYWdpcYU6kUU1NTnDp1aktZn3NOy7YJ+xTiITe6GGfeNpCOeZmbUzm96qVrbgb5D38H3//0y8Ct0PkjR44Qi8Uo13VEQSBVUhFsiPuC+F1Pk053Eew9x8Lcy2ikEQ03cqlM6nf/LQvnH+PEY88ztkTroecUSe0dL8cRLp1OMz8/38oK6+zsvO2Dv1l3EWClUOfibJGqXAO7BlYDARtbamDKIopuEbYrWNhYugtVBtOtIZkSaC4kUQMFcNcQqGEZbpB1mr3b5iyOzzRRLAtTrFCyFYSm40TztebmFq1grCEeACwXku7HzO5HUgRqsQUwTZBUJFtGEj1Q34toiByKHKQ3GOd4YoCxBY2Yz9VyJ9wOijWj6TDpbv58vqqB2EByF7HEMqZLb16bt4FklDHUTmy1G0EykF01dKMMknFz9kgCPYxo+TnSHedUf4J40LOrxLTVe+pIi2KxGIODg7tyvntFuVzm8uXLnDhxYlclte27oIODgxiGQTabZWlpiWvXrhEMBlvGV+slUrOzs5TLZU6c2Douardwp91fVVW3VfjC9uIRnMVB+33/KIfTv4NHDxvN0sLu8vp2mthwy1wz6FUI1HVCXoWnD+5hJuOlp7+f+qv/la6qxaq/SuEv/j/0fu5/Be+eVhPbUZ05vJ4uNRAE8LtESnWd60suovt/lhXzFby5MfJeDU3K88Y3/9+sjJ3j5As/STjYxdK1zBpub1/oOyNN6XSay5cvY5omnZ2dJBKJDXe51vJAN0HPYSr6SWbzi3ztcoqxcgVVuYytJBEUA9t0I9kSLq2BYjfQFAlNtNBFsDAR0TENGWwDhKayTkDGtsWbsUAipiCgiCaSbeOzDUxToua62fa1JQQsZEVrNrRvErq0LkxH4Fa8jmTKt8aBEMD2g+HFrx/FK0U5ET+AFIxRj5p0hzx3zesWNl5FwnJcjbGpmzm06MtIsrlmzdHIHcdr9xIISHjic5SkW9dtmmDmhxGxGOjw8eSBDlyyxMEu/66ZPG61E+zEa2maxhPndr9BuxM0Gg1GRkbWeHHsFtxu95pdUEfVNTU1hcfj2VTV5TSO7lexux6beXo4zzdd11v/tp33zOv1bhjjODU1tamnx496I/tHpuB1ZEimaXLhwoXbOje7QYy2bTM7O0s2m+X8+fN3/BKIoth0c/QqLVlzw9QZiu6hFFCoGxojuWU66hL+69ep/dZ/pPxTH2Nmfn5N6HzQq/Dc4U7yVY2gRyLkVSjnPcSUPcRjbgKuBMWlL+CZvYGsFlkQNAJXv8ZoMMfQ0ffitjvpCYU3LJLaHeH2799PvV4nnU5z9epVDMOgs7OTeDze2u3ZrLvYE/HyD59+gv/yAz9zlQlK5lUk2QIKxMVuIiGLhN9NWV1AxwRbRNIVkDWQRCxBwq4HsRUNCxvRcIOiNvNwbRFMEV33E1F1ypaMINeaRAjNjq7pQqwHEdzlm8ek9W8gI7kUzN45ZEXAoIJp+FCsCF4xxCHfuxHdQZ4+2E9/uKPVGMiWmjMw7c2COyHsk/G7mg6Ttg1+f5nL1a9Qc9/ApZTWvfgmguVDUkPYnRfRMZpFvwXYCqYewsieQK/0MVIusJhU+dwzQwTcu1tobPSe6rrOyMgIPT09dyUtup9oN4243w7BsixvKJGan59f0zBKJpPU63WOHz/+UBYO63d/NU1jbm6uZbBytwYZG0nDstls675dLheqqu5aVt/evXsJBoNIkoQsy7z55pv3fMx38KMD27aZm5tjdXX1tlla2L2Cd3V1lenp6Ts2sZ1zOs2lsFdBMywWsjUinhAXhh/jEilS3/oa80EdrZJj+s//BY+9/xdJrVQ5fPhwy29gI15fyqtY2PRFojD8DEq2SHZphFhNJy1rKMnvUf5+gWef/RzPHYlvaSbk8/kYHBxkcHAQXdfJZDLMzMxsONIEt/NAQAlwInGYzrODoC1wbTVMprKAGJ4FpYDLX8Ulyij4sVQL0bCwTQtDBAQTUxTQbBlbEJpjO+gIWM0GtiigA7otINgCbqChNHdsm56NN3e4mj+6dhTXBqyb1ynYzeJWsAE3pq7gMruICAcYiMXwWL08s38/3WFPK8XhzdnCjnhdRKCmG4hCM1kjVVmlFvwiLk9mzc9aWhCxdBZFFugLyyyqSWirIcx6F4V8L5LQ4LtXFogG3Bzrj3Bqz+4aqm7E67Ztc/XqVWRZ5tixY4/ErKbTCDp06FBrd/J+oV3VBbSMr9aruhqNBvM31+G7MQO8k+uE5rNGURRM0+Tq1autaKK75fX1hl/rPT0ikQjz8/P09/fvSiP7UeV14Q4yowcu5m40Gnf+oQ1+Z2RkZEsZUrlcZnZ2lpMnT+7outoNsA4fPrytxe3i4iKmaTI4OMhKvs5XL68iSCpz+ndx+3NEPWE65vMc/+o4XRWJWq1GZWiIwX/2/8DV1m1qd291BsrbTQlEBM7t9zD39b+k8d3vsNgtEW3YjHdV6YkMEjz9GEcSJ+nydbWy87YT7u7Eu6TTaSqVyrYMflYKdf7mUpJr6QVqVpqoIPCBE0NEwjGqms74ag5VWOUHyxep2RmQqqB7EdxFRENGsgTqtoRtuhFcFRRdxrZchBpgmR46rSJZj0Q+2AC5DraEbSrY1W608l4C0UkEXx5b0bA1BXCj1wN45CC6VUERXZhUkUUXEVcvB9xP8+6hAy3zh3Zs5zXaCFOrZS4vlqlZWb62/CdU5CnABrG5SHJqccv0YGsxJLkESjNY3cTJ3hWxLRf15BNouZM8NxyjojY4m7Dp92otWU4sFtv1Qsv5Pu3du5dEIrGrx94pcrkcExMTOzKN2G04EqkbN26gaRrd3d2t9+JhZtMahsHFixdbkrCNdn9h+yS5HpqmcfHiRf71v/7XTE1N0dvby+c//3ne85737Jgk9+7dy5tvvklnZ+edfvThr8x+dPDAeV3X9bs2jXQWeYIgcPTo0U0/r6+99hpPPfXUjq7LMcDK5/OcOnVqW4vbUqnEjRs3OHnyJOW6zpdGk1QbTVXPSye7EeQG429/jeuv/jkFt0FJMonV3fzEJ/8FXb1Da859J14/Omjy7ZE/pTH6NvmAjWQqIBoMyh188KVfJdS11tRnO5zljDSl02kKhQKBQIBEIrFlbJvD61OpCqpRIeBKcmbQgz8SZLx4jfnSIppQoqo3qKsGWBKWbaMIFoJtIdkmDQFMwbylwBL0pgoMAa9pYgnQkGQMpJaXhWDL2IKJLFggiEiygKmLgIxlulD0XvRKAtF2YZomYXcHQ7H9xH0hzg5Gd5XXVwp1JlerFGsaX706x4ryBQT/dMv4QwBE0wWpl7Dq+3EBNgZm91+Cb775ngP1Yh/1+Y8BcHYgRMQrIFsNDod19saDrVjJ3S60HOfjYDDI0NDQI1Hs7tSL437AUXUtLCxQLBZbiojOzs6HUvQ6cJoUHo+nFc+0Ea/fTaJDOwzDYGVlhX/6T/8pIyMjyLLMr//6r/OBD3xgx7vtjyqvP3IFr6ZpdzXr48h/h4eHt3xxa7Ua4+PjnDlz5q6vab0UabtYXl6m0WgwNDTEYq7Gm7N54iE3M7klNO9lgm4vmmFz6FqO8F9+jYAhEfAHUB67gPdzn0WQ5dYHe6PQeefB7ZVtZieuEoh2cnkhx/T1v0Q1S3jcGU6sSlzfI9F/5HH88T4G/AcwG2Euz2kYtn3HcHcHzkB8KpUin8/j9/tb0uf1D4OyqjOxkGF2ZoaTRw8ynjGxsNENC9sGlyKSrCQZK79MwZpBkSQ8UgCxegAPnZRrEj5fGU1aoCzOoVs6SM3i1ueyCclBcqqGZpcwbQFQcKuHMbNP0hm2MV0LuBSTUilEwOUjY10n7FFASeISTHTJhd2I0GldYDi+hwtD0V2TCa8U6vzuKzcoGEusCK9gKHMg1poxCLaAbcvIgtSMRTJimIaIJdYQ3aUNj6cX91NbfIHecIS9nT5+4fl9dIXcFAoF0uk0+Xx+jdnSvZoqOGZvWzkfP2ik02lmZmY4ffr0A8vb2wq2bTM5OYlhGAwPD1MsFlvvhdvtbr0XD3IWZn2xuxHaDTLan7HbNchox3/4D/+BTCaDoih84xvfIBKJ8Hu/93v09vbe1XU/qsT4I45HvuBVVbWlMNmzZ8+Wi/OdFrzt87TDw8Pb/vxXq1UmJyc5ffr0Gl5PlxqcH4rSH/ORLOX569f/f6xMfZ9gTafT9nBQ7uPoz/0qoWj3hsWuA4fXgx6JxdlJGjQQ/QJ/+e0/oWzncOsKhyo1jlTcDL/4PxB54umbRol1fjCTvytebx9pcr7Pztzv+sZiWdWZTZaYnJzgwN4+5isKFjZVrULZyICkUTfqzFauk9dSCEoFSbLRDAuwMG0bRVDABsPWsNAAAUGwiXl8uCWZVL2EYVpN3w9AEiUw3XjMPtx2L0E5Qq6i4XLr1Go+9gaHCMtuvEYezR0nr5rIoshQ3L+rvO54c1xeKpIuN8jxMsRex5TanqOmgq/0Ekb5MKquUlXB5ZIQev4EKXDLSVwr92As/QyGbhEPudjfFeB4X5j3n+gCvamwy2azrV05J0LvXmAYBqOjo8Tj8btaw95P7JYXx25iZWWFpaUlTp061VI7ZrNZBEFovRc7Mb7aKdYXuxuh3dPDecbatt3y9LgbXv/e977Hf/pP/4nz58/z5S9/GV3X+Y3f+A2efPLJu7ruR5XXf6glzcvLy8zNza2R/26GnUqfCoUCV65cac3T3g3az+nImtOlBmElzrGe9/Pt6UmW1Qkuyw2GP7CfwyMZ3KqPrrdGoPEf8fzCz2OKImXVoKyat3Ukgx4FwWhw+fJlDhw4gCr6UUouzr/755h+/RsoxTfI+xqgqgS+9hpXTnRyKbxCQ/OTXB5kf0cnulnn5J7wHYPE2wfiHaObdDrNxYsXkSSpRZJer5daMYeRm+dDz5wlWwcrk2+5BR7uDuB3K4R9cVKVAb5w+RI6NcJiP6f2DfDWbAF3TCRVbOAN9DCnuVDNMkUmEAURHR1NaObvVvUILjy46eV0xwu8VrSoVG0oH+HgQJg5atSrJr2+KKejKgnPMYYO9qEaJmYjgm26mVqtcj1ZZiJZ4bkjnfdMjkt5lWxjgVXPFzGFPNC4Sd4iluFFTT5FLKgQiqbQdQtFdpE1VzAtDQR17dffBlGq4/KW6Al3c6ArSMAj3/ZetOfR2bbdypldHz91JzgEdPTo0TVzcg8Tq6urzM/Pc/bs2YfaZXXgzD/Zts2RI0cQBGGNUYRjfHXt2jV0XScWi7WMr+6X5Hk7xS7srkGGqqqcPXuWT33qUwAsLCzsqBssCALve9/7EASBX/iFX+Dnf/7n7/oY7+BHC/fCuduF09hzZtzuBs6oEqzldceNuVzXeX2iSrF+nFqkTLw2y42wAfkUmT/8Fzz9iV/DH+2mVNcp1Q0ifuU2XneLNqOjoyQSCY7uOcpSXuXg4U+RXPkilcUUy6EKbrvGzGv/X06Nvc3U8Q+TbNi8PVdgqNO/bV7fbKTpypUrmKZJR0cHiUSCQCCArdWprkzwwoUjVCw3NypNXqcM5wa6b/K6TKpygS9euY5BHWyB/m4P15I5ysxQ0NPNQhgZ1dCbjTdBQDNlekPd9PqHKRXCBF1Rqg0Tn0fn6hygd6GZHvoGwhjlGvWySY9X5uk9XlyNPE+ef5yGJbCcV6lpxq7zerFmsFpSWS02qClvY4bfuGWSBWAqkH6Rodh5GpQRcDFXgrph07DXeopYCBiGBQIMdHjZE/Px7kMdhLwKeJXWe+FE6I2Pj9NoNFoy9LvlEidNpL+/n56ennt6HXYLpVKJK1eu7LoXx71geXmZlZUVzpw505ISO++FpmlrRgIikch9V3U5xa7b7Wbfvn2b/tydPD0Mw2j9zJ0+N7VajcHBQX7t136NX/u1XyOfz++ouH9Uef2HsuB1Fp21Wo0LFy5sKsNpx04K3rspqDdCOzEGvQrPH4lTrOuEvQrFuo6pCWilEuFggoVElTnRg2u5yJ7VBO8Zu07o3/0m+ud+nldmyy2JU/vDO5vNMjk5yfHjxwkEApRVvemirHvoOfdjnKkOk//Kf2VSr5D32mipDCzdQB8IYsgCZctGtn3cbcO/3ehm3759qKpKOp3m2rVrVCoVRFHkyJEjeDwewoKxzi3Q22ag0MknT7+Lr11O43EJTCZrxMNu9sR8uOUyuWqUgNhBplwDn4SFjYzMgP8gT/U8yfUlHVlwEZITJAJhbkRXifldrJZVFFHk3N4wxZrOfm+FA10xDhw4sObLu5irM5+rt4rxO0X9rEe7NApgOa+yWimwzLcwxdVmzJANsiZi1LoxC48jawPE/D7CxRy+kERdD7KaSiF7l6jI03jCNxAEoymTsgVcbo14p8h7j3dRadweR7Q+j07TNLLZbCt+KhKJtGToWz2Yi8UiV69efWQJaDvf8fsN27a5fv06oigyPDy8IRH4fD4GBgbWxP+srKy04n8c46vdMsHYbrG7HncyyNgq9ghuz+Hd6a7Bd77zHfr6+kilUrz44oscPnyYZ555ZkfHegePLra7aFpcXGRhYYGzZ8/eN4XERikOd4P2tcR6Xg96FWaSBW7MzXGgZw+J+ABJ6Q2s5bfImF6orXDlt/8NfR//ZS7mfRvyerVaZWxsjAMHDrR2SMI+mZArjmvPT5P1jeGd+SpFT4mqYpNTR5G/VcV78HFsO4pmWjcp/e438r1eb+v55Yw03bhxg0KhgGmaHDp0iFAohKSZW/L6T5861+J1tWRzODJIPHyaicwCIZ/NTLrCeDaPTp2Ay8f+zhjPdvcxFOnlB1Nq24ytQiWzEa8bHO8wCQsVTj5+DkmScAHDPcp94fVMpcHUaoWMdRE5/I0mt9+EaSpoyReIWscx60XCPjd13NRyRTySiLbufRAFG49LpDfi5YVj3VQaBuYG4of2CD3TNG/jku1Inx2lxL59+3bdDGqneJBeHNvF4uIiqVSK06dPb7hOcrlc9Pb20tvb21I7Og7O90PV1V7s7t+/f9vPz61ij7Yz+1ur1daYVu3k+QiPLq8//FXkOtwpvsAx04lEIpw+fXrbH4S7KXh3UlBv55zBm4QIkEqnKaRKeDpj6EJTzhoaPAXyVZL1GmN6iOOTs1T+z9/BeubDxBOhNQ/vhYUFVldXOXv2bGvxfLszXw+9R47R8we/y8rydVTB5I2eRawK6N5pavIwYW+CutlLWfXuuAvqZIFVKpWWJGplZYWJiQnC4TDH4zFET5BYwH3bOUwLwn6ZeNDNYq6GqlnN3DhboDcSIW6dZyUZxsCFJdVIuAJ8/OBPsS/az5n4LWKqqAavjjd3wwMumQ+cTCALNgszE+zt69pwQb7eun+7BhZwK6agrhuU6s0swJWiykpjDLzLawgxoksMuJ+iEj9GXdPwWRVePH6Qr1wvkatquKwoPknF8P2Am8nA2BYIRgBFCLKvI0alYWzrGl0uFz09PfT09LQezI4zn8fjacnQ26XBTuPk9OnTj4wl/cLCAul0elMCetCwbZtr166hKMptjZPNsD7+p1wuk8lkGBkZAWiR5N3uxDswDGNXYhzWG2Ssjz3aiCSr1equuDk6hmiJRIKf/Mmf5I033ngkiPEdPFhYltXayXrsscfu+jvvjPzcCUtLSy3FyE6fde2NbFjL66VSiZnrl5veB24/dk2np/8xSv4qmalx8j4LtVjh6l/9e/zHP0P/wOAaXl/fxG6do8XtEeRDHXx3oE72+uu4klmKPhVVSkLqi0S0M8RjJwnEo0BzJninvK4oCt3d3ei6jqqqDAwMkM/nmZubw+/3cyQaQ/aF6AjdvnbYiNfLNYU+3z4OdfupFDMk7RKFmobREOns7uB4vP/mfW7N6y5ZJL14A68icPjw7S7D94PXS3WDjH4VOfENEI1bSixbpEd/CdF7Aq9V5V0HEnz7RoNcVcUlCsRDLnRBob2eFW0XIa9Cb8RDttLAezMDeCu0q+jWJ2u0GxK1P5Od+djh4eEdFy67jUfJi8PBwsICmUyGU6dObeu5sz7+p13VpWnamjjDnai6dlrsbnatG6m6nOfXelVXpVLZlQ2PR5XXH7mCdytUKhVGR0fZv3//XS/wtvuhcYKvQ6HQXRXUG2E9McJak4zPvf9pMvUKqp1lonidyWSJVMxC2xui5kuRXunjsfl59K99hdSzzyGFwwQ9EtevX8cwDM6ePXvbF8px5iurOou5OmF/iI5f+V8If+c7rLzyR0yrVWRDYSlWhuxlkoEOXp3pYSF9fMfSH8MwGBsbIxKJsHfvXgRBoLu7G8uyKBaLzbnfxRsUvN5WweUU6e3k5FVknr6ZA+u4KaL7GAzuIxwYRJTrfOjEPvZFO9fcq/Pnzz6zl6W8Sl/UQ9QjMDIywvC+oU2Nl7aK5LkTijWDum6wnG+wWqqj6haRoElVHG9GMTStJsESEL1dxGL99OkuFlby/MyzR1iuQqaSQZZE8sYSqv/LSK5Ci0htSwZbxGX2UCkH2HPAw8Hu4F1d43rpsxNTMTY2hmVZdHZ2IkkSyWRyTePkYWN2dpZSqcTp06cficgE27a5cuUKXq+Xffv27Vji40gH9+3b15JIOTvx4XCYeDy+bYmUU+zu2bPnnordjXAniZRpmqyurt5zwVutVrEsi2AwSLVa5atf/Sq//uu/fs/X/w5+uOBILjs6Ojh8+PBdf78cnt3qe2PbNuPj46iqek9NbNi8ee44PT954QyW6KJY15EEgTdmcyjKe9C0MPn5N8mbEgVPg8TrX0JRX0Lu6SHsk1lYWNjyWew8+4s1D2e6ngHFRS2xhDp9EdkoUnTJxO1XES9dY67nELZ+jkioc8e83h5fc+7cOURRbLm3OyNNqRvXya4baYLNed0p7GJ+Fx1BFz63yN5OPx861b2Gyzfj9UTQxdjYGLFwuLXW2Oh12k1e74540IRpjMhXmt4bziktgSP+FzkQfjdzC8v8+BOD5A0Pmco8siSSq+qUGgZCXMHTVkMYhoKNgKpbFGsGT5++u/dnvQzdkT5PTEy0pM9+v5+5uTlOnDixK276uwEn5udRWmvMzc21DOt2utZoV3WZpkk2m23txDteN9tVde1msbse63kdaPG60+ReXV295133R5nXf2gKXif79n5+gavVakv+0d3dfc/HW0+M7U7PTrEaC3qBOEPRPnq813hrWUJXIrgCLkrFLGnb5GzmMsbfLBP99MeZvr5CNBrdVFIJ3Ob0+NyRTrjwBBnbjZr8EwpmDUOok3LLiHqB6clvEYrIFAYev2tiVFWV0dFRBgYGbnvNRFEkGo0SjUZbs6bpdJqRkZE1JgCbkdNzR+QmIRzqbJHlVtfXE/HSE/FSLpe5eLGZY3wn57/thLhvBEmEVFEjVapjCypVUqyml9DdOXBbzfEeGyQjgtt9mC4ljKxm+MD7T5GIBinP5RGAQqOEq/NtJFex5fYoAZLhAz1Bh68HyRCwbOGe5pDac2advNXJyUlSqRQul4vp6eltSZ/vJ2zbZnp6GlVVH1im7Z1gWRZXrlzB7/dvOUdzt1gvkXKMr6anp3G5XK3vxka7UE6x29/fv+vF7npsJJG6du0a3/ve9+75/VldXeUnf/IngeY9fepTn+IDH/jAvV3wO/ihwnazb7eCw7ObPbd0XWd0dJRwOMypU6fueRG5/vfbm9gXLlxoSUyD3mbm6bPDHeSrQbKJZ/iKK09u9S0aiIiNeSKv/T4H3vNjLM8NoGkaZ8+e3fQ+1vK6xLsOvEC1M8srwRBXp65g51WuRG3MWAnTGiN1fYqDkeMsJ55luO/uZjedtYrf7+f48eNr7nmrkSZd11seEs8e7qRU37jofP+JLk70hwDhjsZSDq9rmsbbb79NX1/fHc3xdoPX3YpEQzeZSr9BOfR1TKV2i6NtiClHOeZ7FxRW+Mxzw+zp7uTiTV4v13VsAbAFJLmZQ+y8q34F+mMeOoNuFFnYUM58N1gvfZ6fn2dychJFUbhx48Z9c32+GySTSRYWFh5azM9GmJ2dpVwuc/LkyV1ba0iStEbV5TSGHFXXVv4q97PYXQ/nftsL4Gw2yx/+4R/yS7/0S/d07EeZ1x/5gtdZBBcKhW1l3+4UTrD9iRMnds0xrn2Ht9FocOnSJXp6ehgYWBslYNs2HsHD0Y6DZNQ04ytlyrEYnBNZurZEztAYXq6x8Fv/G+4f+zjK3iNUGpvPpTgh6e0zLAD+YD/nvT/HW9MXsQuXyLtUFM2NZggkJ17FvP4djA99GOnUyW192crlMpcvb6+wbJ81HRoaakW7OF3Jjo4OAmIc2x1unXsnpOVIwk6ePHnfArRXCnW+djlFxUwz0xgB9wIoZfAVkFy1NXInA5nV5S6+uZzjVz/cLHYBDnQFODkQ5rtzi0jePIhrZfymXAdphfmGQUQootsJyurtEQs7xdLSEo1Gg6effhpBELYlfb6fcHYTLMt6ZPIBnRiH8M3dhPuF9sYQNA112iVSjvFVJBLBsqxWsbsbTbm7xfT0NJ/73Of40pe+tOOINwf79u1rLQTewY82Nvo+J5PJlvv6vTyrZVnGMIwN1wa73cReD9M0uXLlCrIs36a4cpQRfpdEwO0j6ndxKXYaXTIJTyxTDcyxZNfIvvzbHOh7ltjH/h413SK4ScG7ntcN3cP+2AEqHQrLRRsjUCadn8FVF9ERKAYLzOe/z+tfeJnA4Q/S+8wHEbaxs91oNBgdHd1WYQnNgmvPnj3s2bNnTbRLuVwmHA7jSSTwKWsbqUGPckdDrXY4c833Mz3A4XXDNFnMq4S9Cun669D9bZANpNbOLtDYQzn/JN+ez/D4cA+RSNPk0eH1t28UcEkCBnm8vlTrHBZg0lTfGaZFwB1C2sW+bi6XI5VK8cQTT+B2u9dIn0VRbPH6/VobbYSlpSWSyeQj48UBtMynjh8/ft8a6+sbQ+v9VcLhcMvTQxTFB1bsboRyucwnP/lJ/tW/+ld89KMfvadjPcq8/mh8+trQ/kY7Ulmv17uhfHc3YNs28/PzJJPJDYPt7wVO57lUKjE2NrYmdN6BIykQBIGQO8Rze97N4WiOdKVMpmeO7r1DzHztv/FKdxm/6OfG1GsMJHUCZ5/iueMbxw5sNsMiIiDZEWK+C3R0H+Xy6jcJqmlqnjwJl8bbpk7lj36T4Nf7kZ5/jvCJ8wRda3fTHUMHvVZkdfHGjo0H3G43fX199PX1tWQgS0tLXLt2jVAo1OpK3s1u48rKSquLuJvv43oTi69dTjOWmmRB/CJWJI2NDgggWGtcliUBBLlCLJymQz5EumIy2LaJYVk2Pq+JIetNJ2fhVhdYkgywGwjUMYwKV1dTZIrSPTtO2rbN1NQUqqqukfG0z6Q4O/Ht0ueduD7fzTVdvXq1lXH9qBS7o6OjxGKx2xpU9xter7e1gHTMSlZXV7l+/TqaptHV1XXf3Gu3wuzsLJ/5zGf4vd/7vXsudt/B3104sV7lcnnNjuhOIYrihhJjx+F2N5vY7bhTE9swjNb1QbPIe+noMK8uZ2kkAqxeThKaLpEPe/hOZoXYH/wpwSef57nT/XfF6/tivQyvPEtGSJKqKzSUZUS1iMfQ6RTKZBSdr4/+GUff+CahJ95N74UXCPrXznQ6HCdbDW5MXefQoUM7esbIskxXV1crB7y9kerdYKRpOygUCly7do3jx4/vqrpvI16fSlWazQQ7zap2Cbt3bO3MrgWSlSBYeQG/4KO/uxNTUNYYYymSSMSnIEsCi+broBgtXhcBlxAm4JFpGDYeReDN2QLPHbk76fVGWFlZYXFxkTNnzrRe342kz5OTk6iquqaRer+Kvvn5ebLZ7CPlxeGoyNYrF+431vurFIvF1lhTo9Foqe8eRrH78Y9/nF/5lV+552L3UccjV/A6qNVqjIyMMDg4eNfZjluh3dzCsiyuXr2KbdtcuHBh17/0oiiiqiqXL1++rYu9WQ5fQAlwIBqgO1Dh9eQyN2oFUscO0TM9jystoPst9NU3KX+rSL7jxwgO3S5V2myGxfm7Z25KhF+09jKbvkZm/FXiK7OMdOqU3BYp3zSd314m8vpf8viRF6gdO44thBBtN69N5qnXiui1Kp98z8ldcdlbLwNx5J0zMzPb2m20bbvlJHnu3Ll7frCuJ8J2efih7gCiXKckvoEpp27O9NjNmV1bAtu81QlGAUFEcQewjaY7o2Mispyvs1xQaegmhmUhrL9kWwIsRKmGgkTYFcLCvmvHyTWHvGm8JIrilg/79dLn9lnT3bbjtyyrJZ3b6XzsbsM0TUZHR+ns7HzomYWOWUk0GuXixYv09vZi2/YaiVRnZyfBYPC+vnbz8/N86lOf4rd/+7c5e/bsfTvPO/jRhiMvDgaDnD17dlc+s5IkrfHKsG2bubk5UqnUrjexHZimyZtvvnnHJvb6++sORnlp37NMrU5R6s6jGgssmRnMagXDvEj52ykWPS9x5PSp2865Ga8HPQrvPzZAsdbLi9Ywc8Ul1EaF5MK3ySfHcdUFlkIGc+EU0vRfs+fyV3ls71OEz70X092Bqhu8NpnH1OuU8xk+/swxYrHIPb9GG8XnrR9pSiQSW64hUqkUs7Ozu2KoeCde97gEBLIUzTfQO66DpwzSrc+VBAj6AOd8L2G4vTSCEcoNm4hptXZpizUDbJtSXWe11EDsnVt7ESY0isNEwwqSKBL2ue6Z1+GWyeNWu6gbuT6vrq4yPj7eShDo7OzcNcmx48VxL/Oxuwmn2a/r+kNXkTmqrkgk0trk8fv9a+aw73czApqbG5/4xCf4+Z//eX7mZ37mvp3nUcEjWfA68uLjx4/vah6os+MqyzKapnHp0iUSiQSDg4O7/uF3do7r9TrPPvvsmofIVqHzDvyyn65aN2JD4l1PPMWVg6NkX/sOBS2DjQ+XMYH5n/5fGJ/+e8jHj9/2+xvJgW//Oy9d4TO8HlDJHRxAnHkb92SRlCJhiWFWDIvM6BfIX3mNRmcHRfEohuYnLHs5OtRL3dj9B4YgCEQiESKRCAcPHlyz22jb9m3h3467p23bu/JgdQLmq5qB3yVzck+Ymm7gVSTS1TzW/AKlK6MopJAS5q0sPlOCRgxDlEBQQKjT4XPTGY5zIXSaQsnHQl5lKd/g/FCEuUyddLmBhRvLUJCU9QncFiDip49A4zx1VcbtuzvHyTVH22FhqSjKhq7P09PT9yx9Nk2TsbExotEog4ODd/379wOmaTIyMkIikbjrfM77hXaDKkeWOTQ01JJIzc3NUalUWsqIWCy2q9KxpaUlPvnJT/Jbv/VbPPbYY7t23HfwdweCINw3ebEkSa3dVKeJDXD+/Pn7slhcXV2lXq/zrne9a1tN7PUoZ8poyxoff+zTLJ1axPrel1nOFViM1/DVlnnj2/+OYPrD9L33I7cdY7Mxn1t/72X/zSij1b0HeHXhW9TnJsmvTlLVfNgIpEI6pdlvk1q8SFQZJuk6gSX6UCyV4/v6MMTdbxBsNNKUTqdbztzObGM4fGukaWFhgVQqtSsZ7M78c003aGgWx/tDLV4v1BpMrKS5PvtllsSrWHEVSTZbqU6WfdNEsj5EvPEcA4EwT733KKmyxttzBYJemTdnC5wfglSpzuRqlYZuYVsWIiUEwOSmessK4TX33jQWNSnWNCI+94553bbt1izq3Zg8buT6nMlkuHjxIqIorlln7eSapqamaDQaj4wXR/vI1JEjRx6JxvpGyQ+O8VV7M8Ln87UUj7vZvKvX63ziE5/gM5/5DJ/5zGd27biPMoStIoDYSZDbPWJhYaHV0dvtzuybb77JiRMn0DTtno0ytoJTXEiSRKFQ4F3velfr35y5HmeneaMvnjMX5PV6W1+E6UyGt1euU5z7PomLs2iuOsNZ8Bki0cefQX7pY5QM4a5dCQEqeoXVWpLr+evkciVGb1yib0mnKEJE0zGMACudOYr1DhTZh8+7n4G+fj508iiG7sIxngB25Iy4XWRLNeaWUzQqBQRDJRKJUCqV6Ojo2JXdwbKqc3GuyNeu3kB2NyhWDYZ6TaYzKwgNkXxlmb2VDJbYoOHNM5eogWiBICKacXzqBWQzjrfhpjMi0tFlE5LinOvfy/VkmXjQzUKuRkOzUQ2DN2ZXEPwz5JSXEV2lm9m7zWuxDT8yCrHGixyLnSXoVnjxeIKeyN13uZ0irrOzc1fluU4zIpPJtKTP291tfFQLy5GREXp6enZVVXIvaDeo2qpIsCyLUqlEOp0ml8shy3KrGXEvKoxkMslP/dRP8W//7b/lueee2/FxdgEPf4Xyo4MHzuv5fJ6LFy/eF3nx5OQk4XCYcDjMpUuX6O7uZmBg4L40sWdnZ8lms2iaxlNPPdU6R3uOtRPzsdHvz8zMUC6XOX78OLIsM53J8PLCd9FyN0gvXCTYMLFEk96yxIvusygf/1nKknfHnOpw+yuz3+fq3BhCJUvDtAnrNqtBA09DoV7pwleN4Yr2Mbz3KB88d5BSvTmm4xhKte+O7ja3F6oN5pbTaJU8htps3DkNjN0omMqqzvhKhWvLRZIljVRRJeJTqGkGppVhpfY2in+MuquGpdjYzV7zTUhghfDXH8cuDjEU9HPiQD+SKHKoO3Abr9vYTCRLqJrFZHYU9/6/WvPkMiv9eNKfYDDuJx5UCHpc/Njp7h3xulPEGYbB0aNHd+3z7jQjMpkMqqoSjUaJx+Pb2m103NBt235kxpNs2+b69euIosihQ4cemWvaTsxhuzIim81iWVarOXQvqi5VVfnUpz7FT/zET/ALv/ALD/M1eaAnfuQK3nq96Wh3P7pCFy9epKOjg8XFRU6dOnVfBvfXz/W89tprPPXUU8DGcz0b/f56w4iVQp3ffeUGul2nJF3m8aiN663vYqsqtiBQkUTQTxM+/16kWGzHc57Jcp6ZbJaJZBXZ1rEXFpFXX2ZctMh5VOxKL0SSWKJFh6ljuQYQzCdwBwbY2xXALUu4FLHlDL2bxLjeefqJoSCTV0dxuVzouk4wGGx1we60u7WevMuqznK+zuhCiVS1wPdWXwGpRkNMIsslEOrIuoCkhjm66mGpo0jVrVMJNEAEES+y2UGv+QJCOUAo4KcnHuFQd5B0ucHh7gATySo13SBdbBD2yQSCNf5m+m+oilcxlTrN4N2bF2gL2KYPsxHDV36OuHuAs3sjvOdIF/2xuyNGXddbBVNPz905dd7teTKZDJlMhkqlsqX02cnS7uvru6/XdDdwCstH8Zp2YlDlzGul02kajQbRaJTOzk6i0ei2n62pVIqPfexj/Jt/829473vfu5Nb2E08/FXKjw4eOK87Wa73w3RyZmYGaM4wDg8P03lzh3M34TSxZVnm8OHDvPHGG1y4cAFJku6qie3xeDh48CCCIKzhdV3MMZiYpjz1A/wFlXBDpDfvYUk8jPfc08h7+nfMqWVVZzqT5Y35GWxUktk3MWsT5CwTqSZT8gh4LVBMieGCheY5RtLXizcwyNH+Ht59qIM3ZwtrUh92i9vX8/rTh2JMX7+MYRhNM8+bKqJ4PH7Hz85WvG5h88ZUjnRFQ7dryNIyijCDHZqi7q6DbNIKyxUAQUIQfATtPfir76ZLDLNctjjQ28H5fbFNeb036uMbV1IsZcoUwn+EK5pcc421pecRSyeJ+F10BFyEfQqfemKA4Z67m012lAxut3vbufA7gbPbmMlkKBQKW0qfHS8Ol8t1X6/pbrDdwvKH5ZrWr7NCoVDL+Gq7qi5N0/j0pz/N+973Pn75l3/5Yb8mD/Tkj5yk2eVytYrC3YSTQ6pp2q4YZWwEJ2JhI9Ldaq6n/fcvX77M4cOH1wSFL+VVLBsGojHm88eJdfoY+qmzjH7rv5AuLpBxy2jaNMdeXcUaepxC3/N3TUhlVecHUyoWPvyih5N7QvSeOUW19jieL/0FOXUOgwWWbI2ACmm/SVlYRG58nY6lfubm+nBFexkc6gGPa81Mykbd4bvtGLc7VC5nKnz/7TGePDVMR0cHtm23drdu3LiBoij4wx3IvjCJqH/N8ddLls/u8/CNqcvk62VSWQ+iJ4OuTGCZIEkFbBogCOguG50KS2Goed2Iri48YomGVUMigFsboFQQ6Qj62dMVxS1LpMsNNL3Jokd6A7w2mSfkU5jKLpKpfJuSNAly9SbBtt+tAIiIZoSIK05dtyi1zR5tF07zZd++ffdFydCOjaTPmUymJX12JFKCIHDp0iX27t27aT7yg4bTFBgYGLjvMT/bRXsBvhP55/p5rXw+TzqdZmJiAp/P11q0bKaiyWaz/PRP/zT/8l/+y0eh2H0HP+SQZfm+JSxUKhXy+Tznz5+/r03s7u7u1uiFMx7lGGbZtn3HJnZvby99fX2tv2/n9aW8l32RAQoXIphXr7GcmqCOzYq8xIE3/4L64kkK8RcJ9t9dMd9eUEblAU7uCaEcOcRryW9ybfoiyDUCao2QKqFYFksxm7xwGVMYp5b1M710AGOxm2qgn654D3XdaHH7bvN6Ml/j9bdHOTrY1VIiObtbo6OjrZEmXyiGhkLEr6w5bzuvO0V6rqoxkSwT9htkG9epS6tI7kV0XxrdVWumI9yMEEQAbBcuIYZcPUhI3Mve4CCzlTIFj0RHOEDM79qU1+ezNUqqyVK+TooRAuuKXbMRRKkP4/UqeBUZ2wbNcE6+fTijQOFwmKGhobv63bvFeumzE7OzXvrs9Xq5fPlyS7L+qBSWTpPpYTgfb3ZN91KAt6+zHL+bTCbDjRs3kGW5xeubPQd1Xefv//2/z3PPPfcoFLsPHI9cwXs/3gDnAWHbNocOHbovxa6TE3zq1CkCgcCaf9tOsZtKpZiZmdnQ9bgv6kEUYClfRxG8HO8aJOg3GXn8HPVZAf/sMjlvnWsJAVfhFfp+700q7/0Y/UePbbvwXR954HcraNUSNybnePEjPwtuWFmd4o2RL3G1NEnBo2FrFpVwgYYgYtsZGoUFLo/YdFg+js/FMY6foNbTz7dny9R0g0qjwoWDHhL+yM3i2kbTrWZxHfVuea2OQ+X8aoHFpRXec+4gLn9TGicIQkvSduDAAVK5El++tECxvAKWxXNHEuzt6yIQCLCcVxlPlvG7Za4n07xd/AEp+wroGiXJwqoriN4ykiGDqDcdGkVAAFFQ0Tv3IhChamWxGwGC0h4GPUfpFRV69h0kEQ1zsLv5/i/nVcYWi1xPVkiXGtR1k1jAouT5AVltHOTabf0t6Wax65L9uLTzhH0BBEQ+cHJjR+7NUKvVWs2X9ubJg0C7WQmwxqykUqkQj8fxeDxrDOQeFnRd5+LFi49UAe7IvXdrt1mSpBYROhKpTCbTcuFuN74SRZF8Ps9P//RP88/+2T/jpZde2oU7egfvYPfhzAqWy2X27NlzX4rdzZrYoiii63qL0zcrdsvlMleuXNnQ9bid10UBjnXtIejvZSZ2GM/UGyivjXE1WOGa7MGlv0nf775F+ekfp/+Jpwh5d87rUVeU/sIAR04cxR1wM56+ysz8CIVCBrNeRzIVqj6Dhlyi7Bsll5wk6fbScSWB35PggNaBtH+YN5NSayb2xeMJAh65VVzfLa8v5yrMzS/y1JF+oolbz7x2A0VN05hbWuUvXhunoekEAn7ef6qf/q6ONbw+maxQUXUso0Ipf4XrxSVsbRkhXESR1SavtwZ0aRW6IlGk6lGU+jDdgQR7oj667TTHT3Xj8kc42OUn4JE35PXukIeoT2F0oUi2VMA9+Maa+5SAYO15Dg31UWk0GyQ2cLQ3SG90+6otZ+ymq6vrgY8CrY/ZaY+WLBQKBINBIpHII8HrlmVx5cqVlmfJowBHWr1bu83tfjcHDhxY48Jdr9fXGF85Pgf/4B/8Ay5cuMCv/uqvPvT36GHgkZM0W5aFruu7drx6vd4yfHEW27uZ4+Y4BGcyGU6dOrWmi23bNt/97ncZHh7edP7BcZTM5XKcOHFi02J8pVBnKa/SF/W05j1Wa6t8Z+VV6sUsK+Nv07kgMdOhIjTC+Bsye/3neemj7yfUGbnjfayXFg2HdYrZVU6ePNnaBSqrOl+5Ms9M9RLXi6/j1yyq5IlWBLJ+k4ZLA0vEq8ucX5Y4v2qTEcJcDR+mGPFQDBWIhVz4o9Cod7I/dJjpZZk9MR8xv2tTqZTTNV5aTXF5agkx1EUs5KVqZOlN1IkqXeyL9ba6zuMrFabTFfbEfCTzNbo8BsXyCsV6Ds2McH1ZwqtrXGncQOn+LoasgmhiijaC7gLBRrIk3IaNJDeoekxEWUDCR4zD+BtnEQRwSyIn4924ygVqvl4Ul2uN5GsxV+etuTwBt8w3r6ZYKahYcg4t8DqWewZTUEG6FachWRJ+V4gOb4wXuj5GgCFMCw52+e9qxsdRChw7duy+xHHsBPV6nZGREfbv349hGC1JTjgcbhktPejYAse4bmho6L7vgG8Xpmly6dIlent7H4i0Wtd1stksi4uLfPazn2V4eJjl5WX+8T/+x4+akcXfPXa+f3jgvG7bNpqm7drxnMhCn89HMBhEVdVdX9g6TeyTJ0+uaWLbts2lS5fo6Oigu7t70+eWY+534sSJTYvxjXi9old4Pfk98uVVblz7Pp3TJjMdKpYWxGWJDJlH+chHPkR48M4+A+t5/XSPwuLs5JqIn2Q5z5euTVDRKkxmrmJxg7pVJFqCmiQg2RIFr0FAE3AZIsdyBjVZomIcwlT6qAckejr8XNh/hImcSGfAzaX5wrZ5PZsv8YMrk9j+OIlYsMWhwBpX5WLNoNowuJ4s0+FXGF/MEhFVPFaVlG5zKZ3GZdeZr1YJkqfiyUAwi+muIdysbEVDQZA1JCxsSUCUPHiIQvkIHeJxgnIHXlniZH8ALXODohLH5/ffkddvfjIQ9AYZ5Vu4+kZb9ykBA77j/M+n/ldKdYOa1pRr+91Ka0Z6O3D4anBw8JFSIo2MjBCPx/H5fKTTaQqFAn6/v+UhcT82mLaCM34QDAbv+w74duEUu5IktUYa7iccVVcmk+GXfumXUBQFWZY5deoUv/Ebv/EoFbt/t2d4d7PgzefzXL16laNHjxKNRlvmFru1k+N0kURR5MiRIxuGzudyOVZWVloh7IlEglgshiiKWJbFtWvXEASBw4cP72hu2TGluJS6wtXL46TLc1jFbqJSnlguxBONOkfe8x7Cz7wX4Q4FRVnVKVR1cquLoNc5fvz4GjJ3HvS6VefVlW8RCxnkjSVclsZKLY+OCpaIX7dJNDS8ukBODFKUPOiNMD53DrdpUAiVAQXBCBArneSF8CA1j58Dg24ODe0nGIi17i1ZyXFpRiebrTGxXOLAni6yVZ1je21ezfw5NaOIjcGA8CLP7X2clYJKra5zfTHPIZ+FV6ujVnNMK5dYpoDbrCImh5AaCsn+DEp4Cd1tADa26Wo6JgsQIsDp+EFqHpPrpTEs20ASXEi1YazcE4i2l9O9bg77yuzZf5jLyVqri35uMEp/zNtabOSqGuPJMmAzk8lh+97E8F9FcFcQJKslqXKbA5yKvpuXDp5ldsW1o5kpJ7Pw5MmTDzRcfitUq1VGR0c5evToGtf1dulzLpdbI32+H1Ei7dA0jYsXL3LgwIFdbYDdCx50sbse+Xyen/3ZnyUUCrG8vIzf7+eDH/wgn/jEJ9ZIMR8SHhmG/hHAA+d1aEp7dwNOE3tgYIC+vj5SqRTFYpGDBw/uyvHv1MS2LItyuczy8jK5XO62xb2T0JDJZDh58uSOFvztvH5tYoZkYQpVdxOkjq/u5r3LcOrMk0Q/+BEEj2fLYzmFpVrKkkstc/LkSTxtv+PwuojAW/Mr9HaVSOrjRESRkdQ4pqGi2SYddQskg3hDZykoUjd96LZC0DRx2QauhhexshdLiCN6LY52WmiKlwN9Ifb29hIIxbGxCbqC2Kabl69lyBTLjM6scrA/QU61ePJAB5WGweHuAKMLJXI1DcOwCfsUFBGKpSpSo0BDW2amkiNklcjXbVBukAtoGHID02Ui2iaWeNNQTBCwBBsJCwkRr8tN1Jug09vBkdhxguYBvj6ika00GzIXBgMMSRl6Bg8wkTO2xeuzqRqWaVLiGoGhr9xKbwAkS+Y90V/hx4+e2vEstKqqXLp0iYMHDz4yfLWZP0i79DmTydyz6/PdwLIsRkdHH6nkhwdd7K6Hruv84i/+Iul0GsMwqNVqvO997+PjH/84xzdIeHnA+Ls9w7tbH4bFxUUWFhY4e/ZsK79NluVdmw92Fsztcz0O2k0sYrEYHR0dayJdJicn8Xq91Go1enp67ilsOqAECIQPYDYiFPu6ECtjXFWmKJkmy8Ec/kyVGxf/C099/1VC7/84lYEDa2ZfHJRVnXxVY2VuimjAy8EjJ2+7Jkd+ZJkuOqyz9Ckw6DaoKFep2pOU7SSWaSN7FGS3F3cRJNMmbFdQtRiC26DmaSAgoFg6DSVLzft9fpC6AtgUJ6u8JQi8a8mH4PPw6p4GuuDnhqkQLEdRxH681XmKUoXXynNk/QvoSgNLsBnT/hvzfzOPvy4TUS1MUWFZKPJ4McPVmMjy8A0qvgYVbORokUQ6ihzSsC0X6BKyKeFS+3H7gzwxeJrDiR4WVj2UtDIdtkBnxMIr+fH5LhDs6mQhmaVLrvCux8+hmiAmmzFDIk2nbGeRcaQ3wEpBpW5UGEnOoQlpqIEhJpAlA0mqNXN7BfAJASIMs5T2MJspsS8ewLS3n9GXyWSYmprizJkzaxY0DxPObnP7joKDjaTP66W29+pGuBGcmbyDBw/eJjN8WHjYxW61WuUzn/kMP/dzP8ff+3t/D4Dl5WX+9m//ltXV1Ueh4H0H76DVxD527BiRSAS4NU+7G2hvYp87d27DJrZt2wQCAYaHh1uL+1Qqxdtvv40sy1iWhcfj4cyZMzs231zD6/EuLL+b8dV5dFWiGFSZ6KiRn/pbhv/37xF+94ewTz5JJODekCdsGxYXFzDVCo+fPXubuY3D63XdQBG8hMU4Md8eejts3MJxlhuXSKpJlKBBQC+jNmpIhkVc00m5LWRDQHNr1H01PN4yhq0gYvG6qYJlMznZIDwiAzI9dS+6RybUiDNlhNB1E9sXQpsbpWi6GFmBuCkyIud5FQFV81A3XPhNjahRoyFbCMEV8BTJhhqksdE6BGTbRLBEJMHGRMKyleaNiwaCaCPjIuFN8FjXExRKAWQ7gFzv4EJsENOC9EAGAYGVbJmwnuHxx05hSS6mcpkted0wLS4vldB1HcOewrv3261i19kqSPAkLqubydUqK8U6EZ+CDdvmdadhfOTIkdZn/mHD2W3eaBRoM+nz5OTkXbs+3w1M02R0dJTOzk727Nmza8e9FzzsYteyLP7JP/kndHV18Qd/8AeIokixWOSrX/0qN27ceBQK3geKR26H916lT5ZlMTExgaqqLet/B3Nzc0iSdM+zD/dqTlWpVBgZGSEUClGr1VAUhUQicU87W07XcTw/yUj2bUK2RN2cZLBWImBphGsurMJeAoF+/Ccf4z1PH1lj+PD1y0kWF5cIh4L85FOHNiyIizUDSQTTovXfsE8mVSnyu9+7RM0oUNAqHO3qRJMyKJ4MqVINNI1QJUK4kWder7EaymMpOrIBiYIHy6XjtUyKigtFk/DVml3Amq9B0fJSV0BSo4imTI+VptCRB0ml5DWbH1BbAN2DpxxGqMVAMgjpNp2aQZdRZlX2MDGwjO6+uZuKSLTSg+ZrEHN3oAoCA/JjUA9wJKiQcLswXGGmShK5uk1BLdMVtXjf0b1cXdBIZTJoqson33OKiN+95vVpD7Wv6QZTyQqDCZFrlVdYKI9Rl3NYpgiihSCYCLLRIkZB6+e8/xPkiwHS5QaCAO8+0MFHzvXekRiTySTz8/OcPn36vpnD3C2KxSJXr17d0W6zI7VNp9O7Kn12OuUPY7Z5MzzsYrder/MzP/MzfPKTn+Rzn/vcAz//NvHODu/u4aHs8Gqaxh3WG1ticXGRxcVFTp8+vaahVygUWFpa4tixY/d8fU4Te32s0XacmB0/AMd40zFZSiQSO97Zcnh9Or/IW5nX8MsaeiPJuxfq5KMFolUXK0IHHXo3sUOP8f4X1873Fmsaf/LyGDYCPT3dPH8kfpuJ42a8DvCVsVUuLayyUl8h5nNxqDsE/nHGM/OgN9DVOl6zTkUoUzE8SA03umwQ1Q0sl4qIjmKL6LofQ7Bp2F5sTxlVFDC59Rz3WzoSAvEquNBJ+WyyHhkQQG/+VwAUDBTbxG2b1GQAgYYEkm0jIGBLYCOCqOCR/UTFPUhGlH1eD4NyHL9ngKmyQrEhUFYNBjt8vHg8wZuzBQrFIoV8jk++5xSdYf+a12cjXj/YHUAUBMxUmj+ZuAR7v4XkqbfuSQJodBEqfZLHB3sRBPjBTB4b6A67+YXn991xVKlUKnHlyhVOnDhxmzfMw4KqqoyMjOxIHdVuoLib0udHMebwUSh2P//5zwPwm7/5m49EHvIG+Lu9w3svcOJOotEow8PDt33A2gPqd4rNzKm2GzqfzWaZnJzk5MmTrR2ver1OKpVqGWs5rnh3Q5JBj8JzRzpxz2gsVGZxu00aRhAtoGCs5pkLmkhKnkgji/TaCm9cfZ1zH3iByPB+krkyc3PzHN7bQ0P03NZ5XD8HtF6KU6z5Odk1jKqZTKeqHA7HUK0q/QmNwF4RS/fi9wpYuo+RhQJFfZpLmdep2GXyERvbtJBMA02pElYFdEHEBpS6jRHU8AgQqcgI7gJupUSH3kDQQZNBk8AUREzRpOYGxZ1CMAVKiCQqcYoxlYjiRlIUdBogiGCJmIFOREFnoGOQ3lAHJ8JP0hMKE/Qo6LrO3HKK784ssZhvEPW78YTCyHjoFVcJhgXOvvvMmoVF0KOsmSGu6QYCUGxUmK1MMFP6PrZcAclE3OhbJ0Hc28GecIxa1eD0QIT5bI3BTt8di93FxUVWV1c5u0H3/mEhn88zPj7O6dOnWwqLu4GiKHR3d9Pd3Y1lWRSLxdZMnNvtbpHk3exkO3PEhw8ffmQ65Q+72FVVlU9/+tN87GMf47Of/ewDP/87eAd3gmVZjI+PtxIW1je8dmOH12liHzp06LZ5/vYm9maLxmq1ytjYGPv372/9vqZpa3a2Ojo6SCQShEKhbS9+HV4PzylkigJuX5mMa5rSiQL11WtENTe5RAWhNsPSwgq+//AmTz37ApHzpzAMg++9NYLi8nJosJtMRbstPWErXgc40R9muVAn6A7gkkVcposnuw/wRHeGSsOkKxCmauX59vzrTGeXsQyTVKVOUbawJIkADWzTQjAEJGxMyUA0wUZCFi0EbCQbXBj4TRufDSW3hYAEloQpmiCCYjVdkW1kRFFEUkQUycQWZCxEJMmDaAYR9BgJ9z4ausm7+gY4Hh9u8bplWcyvpHljfpH5XI2Qz4Xmt9F0g4OhBjcqZT703jPEgt41r/9GvF5pmGCDNjnFmyvfRzwwhuBeJ9k33ZwLfoRwpIdD3QFm0jWGEn4aukVX2I1psSVyuRwTExMbGpk+LDgcutOG8XoDRUf6fOnSJQRBaEmffT7ftr8jDof29PS0ojwfNh6FYvfXf/3X0XWd//gf/+OjWuw+cDwaq+M27PSDUa1WW6Y4mw30y7K84zmi9rme8+fPbzjXc6did3FxkZWVFc6cObNmJ9fr9TI4OMjg4CCaprVkz6qqth4A2yHJoEfhyX29pEtPUtCKDAjDZK3r1P01qvk5Oooyc9Eimq9OrjHB9T9d4ExQpNozTN/AkzREd0u60471To/rC+KwT8anNH/HLYvUdQOv4ud4fPC2wnlc1HG5T/D/b+/N46sqr/3/9xkyz9PJCAmQAAESAkqFWociisqQ4Fht1dav1t5Wawe9tXbSa9Xa4Wp7e9vawav+qrWQMENVquJQvVUsGYAwZyDjOZlzTs649/79wd3bJCSQ4Qw74Xm/Xr5ekhPOfjjDXs9nPWt9Vn54Fs3eVhJjFY721OFLBFk+RVjKLCIkE3093USEhRHjc4FkgqxIkiPiyI5J46hcj88gk6SAyZuCzeMmkkTsJhfmqF4yYtPpd3khNxVTZByzkguwtv4Lq72XAY8Hpz0Fn6eE9JgkLkixUJydSWzYJ8mLsLAw8nOz+UJCMq8faEfxefA47Rzc/xGJMRHMzcsjatBLNDhL/o8TLXS62zhu7cIlydikQ+A4DJEDSMPePkUyo0gRYDCRZMhheUopS2dmcKy1iY5+N7ERJvLTR8/qqp/J3t5eSkpKgm76NBrqOKLhn/OJYjQaSUpK0gKsWvp88OBBJEkaU+mz6lpdWFg4pI84lIRa7Ho8Hu644w6uvvpqvvKVr+jJyEIgAIYmsefPnz/iZ3SygneySeyuri6OHDlyRttGeHg4WVlZZGVlIUkSnZ2dnDp1iv7+fhITE7FYLGOaix0XGcaS3ATaezNweFLJNmTgpRtXTDr1sU34nA10RhjpDffxvrGR5t1bWfFaOZ15WcxYsQpvXxwdds8Zsf1ccR0gKymSzIQojrT14/HJzEiO+j8BObiyLYe08Bz+5j1Ka4+TgQGJvAwTJ2ydZKRFkxITgdkQieyT+LjtH5iiOjEbHCiydPrU1gxR5giMmDAbY4lRFHp8/RhlF0bD6c5bc0QY0eFheGVIikhmbko2c5Pm0ulwU9/upavfgLUPXPZYErIseCSZhcnZzLV8YtpoNBrJy07n1s/Gs+dAO0g+fG4Hh2v2E2lSKMzLIzrsk/d4cFzfV9eD0+ujtrkPp1eivWuA3pZ/4Yv7iL75bRiGh17JhGRdiSErl8zkKPLTY2nvc+P2yhgMkBQdftYxg1arlbq6Or/FUH+gJnX8FUNHK30+fvw4TqdzTKXPg8f3hSKGjoQqdo1GY0jErqIo/PjHP6arq4s//elPQuwOQnclzTB+c4uOjg6OHDky5NR0JGw2G93d3cydO3dcz6/29RgMBhYsWDBqX89oQVFRFI4ePYrH42HBggVjFiZqkLRareMKkuqN2uH2Ud3Sjjmil6O9h4k3DtDadJDwpgjsSTYGjAbiB9zMGIigUMkhdfFlJC0tgggfceFxmggcPuPu6uLTCYXhQ94Hl0aNNodPM9Dw+vjrP5uwuyU6nb1cviAWl1chLRrMPV3Myc/HYZCID4+j3+VjwNfP7JRUYiPDqOuro9PZR31zGC6PgX0n+/BG1KEYHZijrWRH5dHvNDInMQ+noZ3Zliga+xuwdcXQ3D2Ap7eQCCWZi2YncdvFM896gtrv8tLZ5+TokSMkJiczw5KMs/+0+53JZCIqPpnD3SbsXpmTtk56wj/EG9ZIn68Tn1tCMTr/L0stDyneMAKSNxY6PkO00cKNSxZx+bwc4iLDRnTuHI6iKBw7dgyv13uGYVoosVqt1NfXB620eiylz2qgXrBggW5cq0OdlVbn8a1YsYIHHnhgKohd3S9wChGSuO71epHlcxxrDcJut1NdXU1+fv5ZjSbdbjc1NTVceOGF41rPWMypxprEHjzN4Fyofh5Wq5Xu7m5iY2OxWCykpKSctUJncFw/3NZPXLSP+t4WHEoN1pbDOHvcmA1OTANRGI3d5PZHEhsdwdzcTxNTdAlZ6VlnJKDPFdfV32vpdgHKWccM9bu8HGvrZ/v+Ntw+me4BD2sXZyIpCnNSIjlVd4yktDiUOPDITgbcp80iU2IjiI44/e9W5DBq6r20D7RR1dIMUgRGwkmIDmNmShTtfR7yUhJJjchg9cLTs3r/+s8m9tV1YzYZcHokFmTFk5sazeqi0Uf5qQaddSePo2CkMD8XV//pUltJkoiMS+JIjxmnZKChY4DwMCOz0mJosjk40lxNb/g+lJQGDObTn+ch6RbJgGRbSax3KV9YkcuKgmRtj9TS7QQMZ3Vnbmlpobm5mZKSkqA7HI+G6sURrNLq0UqfU1JStO+papo1c+ZM3bhWK4rCkSNHMBgMzJ07NyRi96mnnuLEiRO8+OKLujkEOQvnt0szjL3XRx3pY7Vax7TBVsVjYWHhuNZSWVmJxWIhNzd33H096vgEdUj4RL8AEwmSg0uWvLKTeTO8HO09Qm1DM61dh6BPJtwIvjAfcf1xzBvoI8JsRM7NJ65gDp+afTGyIuP0SPy9thG7Z4DYiGiuKJjLoVPeCbkNDqa1x8nxdjsNHQPERYfhcgxgUWx8aum5ez5VZ8m0uAj+Vd9Nt7OfOZlGXF6FmAgjHk8Ec1JTae7tJj/TRFZiNDVNXbxeZSc+MhaHS+KmT2WzJPfsZTlut5sP9lXSLCUSGxc35N/rcrk4cLKVVw/Wcbi3C7upCWPCQcLDBsB8ug9dC4TqvL9Bb7+r/UJinZdzydzUcwrvwaju3mazOSQ31dFobW2lubmZxYsXhyRQDy597urqIiIigvj4eNra2s6ZDAsmoRa7Pp+Pu+++m+LiYh5++GHdfH7OwZRY5BRB94JXrXIqKio65/fW5/Px8ccfc9FFF415Lf5IYqtVWAsXLpzwxlJRFPr7+7FarXR2dhIeHq61NI0moIeXIi/Mk/jf9n9wrMVGV2cdYc0GvIl2knvj6EpwUNDvJEVSmJeyDKV4GdmzC8iISzo9ZrCmHYdbIibCxMUFKRN2ER7M8Lju83hJ9rRQVFhwhufJcIbH9X6nj6IZCQx4Tp8+97m8zEiOHuKa/K/6LjZ91EJidBgDbolVC9MoyU0869olSeLD/TUc7jaSnJKK0fDJv9fr9XKgrpW/H2ijutVNjxskg4v42GbM4QfxJZ5CCj8d2Q0M+zJJYTjbLiXWu4S8lCjuv6pgXCMFVXfvxYsX60as9Pb2Ultbe9bxWoFkcOlzZ2cnBoOBpKQkbDYbs2bNEmJ30PWfeeYZqqqqePnll3XT3nYORA/vWBgcsC688MIxnXCZzeZxlT719/dTU1NDQUHBqH09wKjXdjqdVFdXk5ubS0ZGxpivOxKDHW0HB8n6+nrCw8M106vBol/t/zmdsT1tVpGbkIVs/QddUT68cV30OnoxO42YPCkcjDFgVmRijztwtrxHU807pGbN4liEkw6XE6/RQYQrAbmhiRSWkp2QNGop1FjITIwiMzGKklwvxxta6B3oZMWypWPKlKvOkrZ+N+nxkWQkRBJmMhJnMnDhrET21fVg63cTaYwhP/l0IIuemUxP7ycBfrRyYTWTHqZ4qDtWS1pWLr09CrERZk51DXCsrR9LfBQJ0WaSLHG0nzyC01SLObwDg9GLZDj9LTYCKGCQjchSLAaDAqYBwIwJE5nxyczLSOKKBWnjErs1NTXEx8dPyt3b3zQ1NWG1WlmyZEnIAvXw0mebzcahQ4eIioqitrY2YK7P4yHUYleSJL761a8yb968qSR2BecJZ2sdGo3xljT7I4mtzvksKiqa1HfIYDAQHx9PfHw8+fn5DAwMYLVaqa4+Pcc1LS0Ni8UypIdzaFw/fRKbFnMtbzs/5s0+hbD5kfT0n0CWFAbMJk5Ex9Bu7Oc9qkh75yTh+2L47Iy5KHmFKMYECjJOx/Hmbtc5S5zHwuC43tTeTWtDPReULBpTdc2ZcR0kRSEqzEzJzAQtrg8uzy7IiOOCvEQtrp9N7KoVW40njhCdkEqyKUKL6y3dLrKS/s89OSEJp8lOv9QP0ceISD6EFNUO5qEJG03wKiA50okfWElaWB5L8pNIiDafs09XRVEUTp48icPhoKSkRDcVW4P7iCfixeEPhpc+2+12KisrCQ8Pp66ujp6enoC4Po8HPYjd3/zmN+zbt4+//vWvU0XsBp0pecKrjhUZyU3xbNjtdk6cOMHixYvP+btqhnmkofNjKXVS56EOnz0aCBwOBzabDZvNBqCJ3+FGB16vl5qaGrzh8TS6QDJ388GJVjy0EO/xoPR20KcYiZa99Cb2kOW2k+Tz0RNtoD86BW+0kciIFPKSLMR4FpMcNmPETPBgZ8NzBUz1lL67u5uioqJxfVGHOyiOVGI9fA3nWltrj5M9B6wokoeeDis3XbqA2LhYXq1u50hbP15JwQAUZsdhMhho7f4X/7K/Sn9YL4b/O9VVvzUmQFJMmDzJ0L0cj2zAlPouCjJmYwS50gYuzJ7P1cWjl14NRh3ybrFYdGO7Dwx5//SSlVZLsFSH6EC5Po+HUItdWZb5+te/jsVi4YknntDNpmqMCGXuP0IS130+31mFqSRJHDx4EJPJNO42jffff59Pf/rT5/y9s5lTybKsrW+0a7tcLqqrq5kxY0bAewbdbrcW191ut+b4PDxhp06maO31YDNGYQ538/7RbiTsGAzVSO5mvD4ZlwmSexPxxlpJwEmMDzzhs0lLXEREWjaX5p+9cms8cR3QTAbHK5YCEdfVcuJ/1XVibWslLTWVzxbP4L2jnRxp60dRYFZaDBFmIwoKhxub6Rr4mIbII5ijbWD0aXcgE6crtwyAUTHiceQg983H3ZfH7JRULHERzM+OIzrMPKZTclUsKYoyap96KFC9OEpKSnTTR6w6qc+ZM4fU1FRkWaarq4uOjg66u7tHLH0ONHoQu3/84x/Zs2cPFRUVunmvxogoaT5b6VNfXx81NTXMnz9/3JboTqeT2tpali5dOurvnK1MeqxiVx0RU1RUFPSs2OAg6fF4NGdIs9lMTU0NeXl5RCckayVR/U4ffe5+IiLduJ3hNDe0Y3QeptPYwkxDG0azE7dZQZGMdMUomIyQGpFMcvwcZluuZlFW3pCSndGcH0cKSOqNQpIkXfSh9ru8bNnXytGWLiSXnYWzs7l8QQZecxv/PFVLU1scCaYcTrX3sUTq5FTTEU6kHKY7sRNnlAcMn3xdZGcM8eYcjESwLPFy4qRE3jnagxJuwxvVyYqcQi6bs/isvTyD8Xg8VFVVMWPGjElXC/iLwVnpRYsWhfz9U1FLsIqLi0d0txyp9Hkirs/jQQ9i99vf/jbR0dH84he/0M17NQ70sQucHuhO8KqjTjIzM5k5c+a4n3ssgtdms2mnVRNJYqtj1kIxD9Xn82ktWXa7naSkJCwWC7GxsRw8eJCEhARSM2fw9uFP4rrTI2GK6KXO+RGKc4AuxynkPjOmyC7mOJyEKRIdUacdk2MkI7OiM0mxLGUgZSaz0jNJiQvXvDzGE9fhdMVPW1tbyNpbBqOuvb3bzoG6NlYW56CYI7ggNwmH28vbRzpIig6nvacLZ+9BPH2HORppxR3XhWSWtWNcg+H0F8cEoEQSK8+mJOoiDtfF45EVFEysWZzJp+ZmICuj+5gMRq1UjIqKYs6cOboRu+3t7TQ0NOhqzKF60FVQUEBycvIZj6ulzx0dHXR0dABocT0mJiYgr60exO4LL7zA9u3b2bp1a8D2LwFElDSPRltbGydPnqSkpGRCvQTnKn2SZZlDhw4BnFEmPZagqAqA/v7+kI2IiYiIICcnh5ycHC1IHj9+nO7ubtLS0ggLCyMm3DSkJAoyP3EZjkukx5VFrPsj8lxxKM0NFNd6kIzQGuujIUmiO7yfqt6jHDpZT5WvgMtnzKOgqIiEnAxa+3rp9bUTExFOU4+Dg+1OUuPNfHjUhdcbQUyEidVF6USHGTlw4ACxsbEjjpAKFGfLBPcO+PA47chuBxGxicgYqe35FxX1/x9enweXy0zayYsYsMdwUjmOLbWT/ggJHxGgeDAZTmd+TYBJmkkaVzA/3cKNF+Sffm9i2+l1ZKF4XSyI8NDdcBCjPQUpLY2EhIRRXwN1M6hmNfWA2sPm8/kmXdbnT3p6ejh8+PBZTxWGlz4PDAxgs9mGuD6npqaOa3zI2VBnBIZS7H73u9/FbDZPVbErmMb09vZy4MCBCSWxx8LgJPayZcsmnMRWBUAoSjvNZjPp6emkp6cjyzLd3d20tLTQ3t5OfHw8sbGxxIQbh8V16B3IwC3n8L91zbh9CnZHN7Hej+k1HqHf48CEQqJTwoBElbmJrpYuDM0mIsLCWRSXiSE5hU/NuQyvLwyXLJEcFT+k/HdwD/DqonRiI8ycOHGCgYGBoLe3jBbbewd8OAYG8PVZSUhMoMttIMVswGSEjo5WDjXsw+lrxB3eiiGyG3e6B9n4idBVT3SNSji4k0kMm0NB1IXcesEFxEaaeS2+nX6nB8XnJiu8n4bDbSQkJBCRlkZ02OgVRJIkUV1dTXJyMrm5uUF5jcZCS0sLLS0tuhpz6HK5qKysPOs4pMGlz7NmzdLGgp04cUJzfU5NTR2TM/pYCLXYBXj55ZepqKhgx44dU1HsBp0pccKrKArHjx+nr6+P4uLiCWcMJUnio48+Yvny5Wc8Ntm+HrUcKzIyMiRW5KOh2tsvWrQIl8uF1Wqlp6eHuLg4zfRq8A1ZDRrmMBeK0UVsWCzRjVa8//u/9FXv428ZPXyYGkl3FCh4wRdDbkcU89tiyYrv49CsMDrDkmk39RFhzCAipof8+NnUttpJDZuN5ErghiV5ONtPkJWVRXZ29pj+HWcrcxrt90Z6bHiWekDuoq63iSglld52D+8f7yTFEofD2Y3F28Tryqu4whynn0CG+NYZJHpMxCsO+mPcuJQY+mOMDEQOQFg3p6NkGOG29aSHF7J4ZiKlSzNHzIarLtw2m42+vj7i4+O1cpzhDsN6mh072HZfT6ZZg2f/TvTmr5Y+d3R00N/fP+nSZ1XsZmRkhEzsPvLII/T29vLss89OZbGrjw/Z9CAkcV2SJHw+35Cftba2Ul9fP+lZo6Od8A5OYo9kTjWWJHZdXR29vb3jbrkJJGrLxrx58zCZTJrpVWRkJBaLhdTU1CHCfnDsMZjctA+04Whv4ciRvZzqrsMue2gOi8YuJWI0SBjCXCS4DJgNXmSzgVlKKh0xici+hRARTl5aNPkpKbx52EZCRDwuVxg3LMtG6mokLCxsXHFhvBMexhrb1Zh7qK6NN6saSMvIwOdxECsdw9hXz6EuB00x3bhi+iBiAJAxKQooBiSTctqEQzkdz3FbiPUuRbbPJiU67qxxXa0gUg1Go6KitJPGwQ7DahJ0rHugYHDq1ClsNpuuTLPU2b+T2QONVPqszgOeyAm2HsTuxo0bef7559m5c2dQnLMDhChpHlz6pLocR0dHT/qDpSgKH3zwwRmBUR1/MJI5laIoWpAebbPodruprq4mMzOTnJycCa/PnyiKojn+DU8SKIpCX1/fOYPkGc8py+z/+AP+fPI1rHQhGyRkVzyzHS4MGOiNHcAb4cbsjEYxKMxwRNGZrJBuzKLW1EeMORmFCC6MnM3apcu008rBItvu60f2RhMXHqMFP+ATt2mfjKIAJhfd3iZyLUYyInOZnZx1xu8V5SSQlXRa+KjjHCpP9WAyuelwtZOXrlDd87+09vYy4OglsqmImb4wTkUfJ9ztoju5m/44O7JJ1r4IJmcU8Y5oEozReOPDcErpmIwRWMwLkc0tGKNsKM5ZhLkKUID0+AiuLc4kJ/nspwKKomhltp2dnbp1GFY3kJGRkboqwerq6uLYsWMsXrzYb5lOdePS0dGhvSfjKX1WxW56enpINjWKovD444/T3NzMc889p5sNzATRxwdtehBywatWiNjtdoqLiyctJN9//31WrFgx5H7kjyT2oUOHCA8P11ViT51VOpJrrsPhwGq10tHRgcFg0EyvRjuVtnvttDnaqD95kr8f20+LZENRfChGL/FeiXhJxhpuJtYHkkFBMknE+mTkyCjCw8Pp82ZhDAsjUprPgiQ3MzOjmJU963QZtNuN7I0mM/60h8lIolYVqk6vj2NtdvIzYokOM3PhrMRRf8/lUbhyURqxkWZNaLZ0u/jgRCczkqOxu31ckJtEvEmh/O8f0NRRS5vZR4RngJ5oK8boTlzhMh6TBLIRjMppoWswABIGoxHFYCLMFInJk8aihIswOfNxus3ICuOO66rHivqeJCUlYbVamTNnzlnHbQWb+vp6enp6KC4u1k1idGBggOrqar/N/oUzS58NBoMmfsdS+qyOGVUUJajViYPZunUrv/3tb9m1a5duRi1OECF4VcHrdDqprKwkNzfXb6cjwzPBo40/GGupU39/PwcPHmTu3Lkj9hWEAtXEYqy9scODpGp6NVKQ7Hd5qag8xD9te3H52jHKChkDRryuASSTG1+kA59sBsWEpTeGvlgXJlckHbE+8IURSR+FShhlLCQqfgbt0ckc8MXgjXVzgoOYTOEYFAP9fcnavL2iLAuH2/pJi4vgWJsdj+LAEbGP2r5KZNlHjDmBBZFrKEyZQ0uvi9TYCN4/1smMlChiI8woikK4z0dvbz9HrR30hlcxYGol0diN0zCAS1HwmmTwxhDhiMMdDibJQFh4Hz3RHghznf7HS2CS4okMiyUhLImc+Bwi3fOQ3IlkJSQS9X+B+o2DVt473omiQFZCJF/+7KxxjSaA0ycfx44dIyIiAqPRSGpqKmlpaQHrRRkLgx2iZ82aFZI1jIRath9oc42BgQE6Ojq0WY1nK33Wg9j92c9+xtGjR3nxxRf9djJ16tQpbr/9dtrb2zEYDHz5y1/m/vvvp6uri5tvvpn6+nry8vLYuHHjqKVnE0QfamN6EFLB6/P5qK6uJjY21m/VUP/85z+54IILtM/5ZJPYqmeCnpLY8ElvbHFx8TlPplQ/D6vVitfr1UyvYmNjz3jN+11edlTVUdnagM/tIVty0icdwDPgxBprJ8nrQiIcV5iXaK8RAwZMxgE6SEEyySh4mKm48cYbiCUOKSwKRcrAHBmBJbIYxWDAo5yeL5+Xkkh8WDxFuWHY3RJN1ggijTFUNvaweGYCTq+E26OQEGPG45UpnhEPGKg61UNLt5t+l5fMxEgSosyEyzL9/R10OVpo6utFcrlJkHtZ4GzE1dtPlcVEd5oLe4QCRg/IRoxIyHI4klnCKIUhm72n+3KJIDYsmblxxfg8EeQlzAR3GjHhsXh9Mr0DXj6q755UXO/t7aWqqorIyEhkWdYmB5ytpSnQqK14AwMDLFy4UDdi1+FwUF1dzcKFCwMq6tTSZ5vNds7SZz2I3V27dvH000+za9cuv8XY8yWu61bwdnR0cOjQIRYuXOjXUk5V8PrDnEp1IQzVfLKRmOzcX5fLpZle+Xw+zfRqcJDsd3k50dFBl9tGTIQJRYqkyvYRR221KO4B4vvDWXncRZhTwqWYORIbizWlneZYicgwNykeHwnOMCTbXNwmE50RJuKj6+iIlTEqYRDuodcUTrTBRJQ3nst8OVgNYbgMJry+aHyR/bRHHqXL3AEG6XSwclrI68+nQ5KJc5lwSmYukHto8vlw+CTS7CZccgy+SDvdGadoj1GIkt30xvXiC5cwy2a8KOCNxiCbUbxRmEwKTqMRTC6MRg9mKYaoqHAMcjhmJYnlqVeSFpl+Rjb6SGsfbx/pJCk6DBmFi/NTz5kJHozNZuPkyZPaaeVIN2SLxUJCQkLQgpMq4NLS0nTlEG2z2airqwu6ucZIpc+pqalaD2Koxe4vf/lL9u/fz8svv+xX05jW1lZaW1tZunQp/f39XHDBBWzdupXnn3+e5ORkHnroIX7yk5/Q3d3NU0895bfrIgSvPwmZ4O3r66OqqsqvSWyAffv2UVRUREREhGZONbwyZqxx3W63c+DAAQoKCgLSUzwRJjv3V71fWa1WHA4HycnJWCwWEhMTh8T1lm4nYCArKRKrvZeDre00nGqi212FweHAoJxC9vowKzIOM/QRhdEHzkiFNJ8Hr9mHQ47FZwLZF0Wi4sBuNmJQDEhRbgYwEytFgcGExWwgygS97njiXLPodScyI9qJS/FgNsjEmxRq7UbSzBJGn5d+dxgD7kgiw7swyD0YPQoxHg/1aU7kSDtyuBO7yYTB5MagyJiQQAnDZzTgMZgwmrzIchhGowcwIaEge2NQpGhmxRXiHogl0pdLYkQq8zLiuLr49HzXT06RnZOK63a7nZqaGm1yx1hamgKNKuDUwxG9VDGor9WiRYuCWt2m9sfbbLYzSp/DwsJCLnZff/11nnzySXbv3u3Xe9P5Etd1KXhPnTqlmVP5uxH7/fffZ/ny5Rw6dAhFUc7IaI21r2e0cuFQ4u+RCV6vVxNaZwuSe2s7cMkOulxWCjJiWWCZQXpsIorVSs/Rk/ztX4209zdzLKsdc1gnkllGkcJwmYyE+Ux4jRAle4jxmHFFePCaFPp8SSgRAxhkIwmSh3iPhN0UjlGRMTtjGUhuxxvmwW0yYJDCMLliiTA78HrjwewkvMdCVEQ3XoOBblMURk8EJkcqc/rttM5swRHuI9LnwedJwBfXhwkTvkg3sjcOs9mMyZtDgvcC+t1ejBjw+QxEpNRhNhiJCDdQELWMC3JmMy8zdsz9RGOhtbWVpqYmSkpKRvxcSZJEV1cXNpuN3t5e4uLitCAZqP4ydRxSqEyXRkOdQ71kyZKQfgcVRaGnp0crfXa5XKSkpFBQUBB0IwlFUfjtb3/Le++9x8aNGwOeBCgtLeXee+/l3nvvZe/evWRmZtLa2srll1/OkSNH/HkpfezEpgchievd3d3s37+fRYsW+X1U3/79+5k7d652ojmdktiSJHHgwAFiYmL80kai9jNarVZ6e3uJj4/HYrEM8SkYHMM8XpmCLBOxMV7iIiLo62pFaW6h81gdWwfq6TdE4onqIUJ244r0onijMRp8yHIYcT4ZX5gbo2zEFeGl3xiO0ReJYvCR7JYxhzmwhxkId0egyEYiFAkpwonHaMKLAa/RRKTsw0MYUW4zLqMZU1g/vjAfXgwocjhgwCwZCEfCY5IxGN1IhGFCJkw2I4VLeDCimGRMchxxYXHI/XOQpWjsTgNxhiyKM3PpdXopmZlIp93D8jlJzMsceqo4mbiuOnwXFRWN2G85vKUpMjJSa58JVNWSoijU1tZiMpl0VbKvit3RXqtgMbwc3el0EhkZSWFh4YhVEoHmzTff5NFHH2XXrl0BL4WfrnFdl4LXbrdjNBoDkuV67733iIiIIDU1lby8vHH39ciyzOHDhwGYP3++bso/1NLqs7nYTQZZlrVs5OAgOWCIovJUnzas/oLcJC3rqSgKJ06cwNZjx5iUw0FrE+3SO7T0toHPgFt2IHvCiPHJxCpd5HYpGFDoIYrjKQac4R7CXVF4zDIxXiMegwmMXjzODExRHaQ4ZXrj7BgkE5ISBeH9GJxJmCK7SehNwBDRh0E20RJjQAp3YlDCiDLIJErRDPgiiAxLxeBbSExyF91SC3JYJ1FyOi7ZyZzwy0gwzOGjk90oQEZCBFeXJLD/VBux4XEkRsSfNeCNd2YhfGIYMdaeNrUXWw2SYWFhpKWlkZaW5jeh5fV6qaysZObMmaSnp/vlOf1Be3s7jY2NoyYGQoF6Cp6UlITJZBpSJZGWluY31+fRUBSFP/3pT7z22mts3rw54PP46uvrufTSSzlw4AAzZ86kp6dHW0dSUpL2Zz+hj93Y9CAkcd3tduNyuQKSBKqqqkKWZcxm84ST2Or9t6ioSDejWNTS6vEYPI4HVWhZrVa6uro0gyWPOZaqZvuIcR0+Gb1IagYfNbWTGR1BY2sTAwM9+AYM2J0+DDHHmOHqpT+sEy8K1hgDDmMYBk80BgW8RgVjhAPkMBIGDFgjwwiXjBDmJBonLoMZr+H/9oCKiSSnEWe4hzDjaRdlh8mIIodjVMyYTBIRRvDI4A2TkAxGwswmoskgLz4DxZ2GLIURHR7FxTPn87ePXbT0ujAYYFleEktyEzhhHSA8zHhWMTuRuN7Z2an5S4zV4Xuw0FIUxe8tTeo4pOjoaGbPnq0bsauasRUXF+sm4aSegvt8PhITE+no6GBgYICkpCTS0tL85vp8Nt59910efvhhdu3aFfCxlNM5ruvDcnAYUVFRZ7g5+gO73c7AwAAFBQVnbN7H0tfj9Xqprq4mNTWVmTNn6uYmcTYTC39hNBo1MTU4SDa3H6elx0RvXBzxsXGayZRqbhQWFsbyCxZjd/uw9nmJ8H0WT9yH+Hwy3b4WiFHISo6jIOnTFKcUk67E09/VS8WRA9QOHEcymwiLsBETLeHyGpCUCMxSOBHh0RgMKaTLPuIjPfRJRnqiJJwmM25zLAOGHLLTBnDgwWvvACIAA75wcABZ8WkkmnNpaZhJW1M6kjmD7Mw2ZqVHE26M4ooZFxATFsuS3ET6XRIF6TFkJkaxMDN9TAEvLjJszAFRdQLt7++npKRkzDdPg8FAQkICCQkJ5Ofnaz2m6ngdNUhONBupzr2bPXv2GX1woaS1tZXm5maWLFmiG9fUkXp2Z86cqY0GO3XqFP39/QEtW3vxxRfZtWsXW7duDbjYtdvtXH/99TzzzDNn9Fed7QRNcP4SqMSUx+Ohq6uL9PT0M8oyx5rEPnLkCLIss2TJEt0ksYNRWm0wGEhMTCQxMXHIiVZD3SmaOhS6YmJJTIjX4rraCtbV1cXSpUtx+hTae0+X+OZkJOPySAx4JQwYWLnoGqKjvBgwYLd30tFp46P6Hpo9Cj53GLK5m9jIk7QY7AzEgEGRiTbLOMxeJEM0YRgIN4BHMeBVjAyY4sCoEBHtZMDgQvLKKN5IFCmBtOh05pnSmJWRRbcM7x1vxd5jxKfEY4mezTWL84a0Hc2Id3K83U5MhJmCjNNVWgUZceeM7eOJ6/BJFdLSpUvHlUSJiYkhJiaGvLy8M8brJCcna32/E/msql4cCQkJ5OXljfvvB4re3l5qa2sn7djuTwb37C5YsACDwUB2dvaQ0uejR48SHR19hhO3v/jggw/47ne/y44dOwIudqd7XNflCe9I4wsmS0dHh2YjvmzZMi34jrXUSR0PM2fOHF1t/sdjYhEIFEWhvbOXumYrbns3cZFmUlJSsNlsmjumipoddcsO3jl+CpdHwWR2saIgmVmJOcSGxQ753RMdnXQ6e2jscKOYnDjcEh5XGB0ON2FGI1nJEcSZ4wkPM+KRHWSnGKlpbSfOHI8sm7kgN4Uut43dJ9+mUzqBy+fEiJEEczr5ybmsSFtFdZ2B9j434WYjyXESF86JoiAtbchaAv36BaKHZng5+nizkercOz2ZscHpGYGtra0sXrxYd2LXYrGc1eBmJCduNSkx2VOvl19+mb/85S/s2LEj4JsFr9fL2rVrWb16Nd/61rcAmDdv3rQqfZrmhCSuK4qCx+Px63Oq5lSRkZHk5uYOEYZjTWLX1NRos1D1sqHr6uri6NGjLFq0KGRlnbYeO/XNVlz9XUQYZVJTU3E4HBgMhiEjngaPFfrHsc4hc3lHavdp6XYx4PFxvN1xetqC20pKXAT/Ou5CMTmRDW5Wzk+lvtOFgoLD5QMDJEXGosiRzMrw0ePtpr7dC3I4J9u9JPjMFGTlsnxeJqDw9pEOLa6nx0ewakH6uPpt/UFzc7MWq/yV7JlsS5NevTh6eno4fPjwuE7BA43aNy9JEvPnzx/13jC89Bnw24n8Rx99xP3338/27duZOXPmhJ9nLJwPcV2XgleWZbxer1+eS+23bW9vp6SkhJqaGhYuXEhkZOSYxa4afBYuXKib8TCTNbEIFL29vVRXV5/ugzWZtFPhwV/8pi4nHzd0j1ouNZzhM3gHG2sAQx4b3mMD8NrBRg7aKqmz15CXaqHDbmBB/KdIi0zH7ZOpszkwGNCMKsaTwZ0M6il4REQE+fn5AdtsDTdiiI2N1YLkSIFYHQWgp9m/cHoD0d7erqsZgWMVuyMx2PV5MqXP5eXl/OlPf2LXrl0B3xwrisIdd9xBcnIyzzzzjPbzBx98kJSUFM3coquri5/+9Kf+vLQ+lMj0YFoIXjWJXVxcTFtbGwkJCVpvmyRJ54zr6n1u9uzZuhoP09LSQlNTE4sXLw54pcZYcblcVFVVIUkSBoNBM7Mc7C48mbgeFxlGa89pF+fspEgyE6OGCOl9dT1nxPW9tR20dvVzqL6dixdkc9jqZkZKFDHh5pDGdThdFtrd3U1xcXHAYtXwlqbw8PCzjs3z+XxUVlaSlZWlKy+O7u5ujhw5EhDPnokyVrE7EoNNRidT+rx//36++tWvsnXr1oBPxThf4vq0FryyLFNbW4ssy1pfT2VlJQUFBURHR49J7DY3N9PS0kJxcbFugo+/TSz8hWo2MH/+fJKSkrRTRqvVqpXiWCwWjBExvH14YuYP52KkHpsjJxo41NBGf2Q8dp8DW4+Rz+TnYHf7mJ8Rx+mP+WkBHaygKEkSNTU1JCYmBrWsSFEU+vv7tSA5OCkRFRUVMnfEc3Hq1CnNJE5PYre6upq0tLRJjy5RS59tNtu4Sp+3bdvGb37zG3bu3Ol3I6CReO+997jkkksoKirSgvcTTzzBRRddxE033URjYyO5ubls3LjR35UB+rjJTQ+mtOBVk9htbW3aKLK6ujoiIiLIzMwcU1xXN9kLFizQzRxLdTxMf38/RUVFurnPDe8jVk8ZrVYrfX19JCQkkJaWRnhMAu8c6QxaXG9stfFhzTFc0RlImDjVNcCK/JSQxnVFUTh+/Lh2EBHM8viBgQHtlHF4S5PqxZGbm6srLw71MGm6iN3hDD9sGGvpc01NDXfffTfl5eXMnTt3wtcfK+dLXJ+2gle9SQ83p6qpqWHmzJnExMScta9HryeogTaxmChdXV0cOXJkVGe94UEyLCqOiLhkZmamkhAdmFJsdQNht9tZtGgRA16Zlm4n1af6zmlOEUhU1+P09PSQz3gcPIbK5XLh8XgoLCzEYrHoJpHS2NhIV1cXxcXFuumv86fYHc7g0ueurq5Rzch2797NL37xC3bv3h0QozqdoY8P4/QgJHEdTvsCTAY1iS1JEosWLdLuBw0NDRiNRrKyss4pdtUT1OLiYt1ssgd7XujJMVc9Bc/Pzyc1NfWMx1WHetX0yhAeTURsIrlZFpLjAlea2t7eTkNDA4sXL8ajGHUR11XXY6PRGLKxNSqDW5rsdjter5eZM2eSm5urmxja2dnJ8ePHtaSVHvCn2B3pucdS+nzo0CHuvPNO/vrXv1JYWOi36+sUIXgnmwlW+3ry8/PPKFU6dOgQycnJpKSkjPrF9/l8HDhwgLi4OF052Kl9xHqaDwifODaOdQMhy/IQZ8iYmBgsFsuoJbYTQVEUDh8+jKIoZ/TGTsRp0V94PB5dZlp7enqora0lOzub3t5e7HY7iYmJpKWlkZycHLIgWV9fT29v75DMY6gJpNgdCafTqQXJ3/3ud0RHR1NQUMCmTZvYvXv3iBvRaYg+bsLTgykpeEdLYsNpLwun06n9fLQk9vHjxxkYGGDRokW6SWKrZphpaWkB79MbD+oonYULF47pFFxRFOx2O1arlc7OTsxms9+nBsDpah+r1XrGSMhQxnVZlrWqOz3tGZ1OJ5WVlWRmZuJ0Ounp6dFamlJTU0Pmg9HR0aGNHtWLI3ogxe5IqKXPHR0dbN68mcbGRpYvX84f//hH/vKXv1BUVBTQ6+sEIXgnI3gH9/UML8lUB33X1dWhKAppaWlYLJYhJi/+nmXrL/RgYjEctbSss7NzzKN0RnoONUh2dHQQFhaGxWIhLS1twlk/teQ7NjZWd8GnqqpKdwkLdWzC4LIiWZbp6enRThljYmK0IBmsMUCDT+fPV7E7nO7ubn7961+zceNGIiIiWLFiBevWrWPVqlW6uS8ECH18iacHIRO8Ho+Hc+w5RuRsSWy1TUOtyEpNTcVisRAXF6fd+/XaBqSeoOrNDFOdRzwZEyE1UWe1WpFlWdtvTXSSxPCKLb0kLFQfB3V6h15QP1uFhYVau8vgliZ1v6XG9WCZRanO1XoTu8ePH8fn8wVF7A7H5XLx8ssv87vf/Q6v18uiRYtYt24da9as0dV9IQAIwTtRwdvQ0DCkr2fw8w3v6/F4PFitVqxWK16vV+thrKurY8GCBboy69GjicXg2WSFhYV+EySDg6Q6f248QVLNllssFl25EDocDi346OmzZbPZqKurO2vwUZMSapAcPKIqEI7A6sbG6XQOcQMNNbIsaw6XoSpFV+fx7dy5E4vFwocffsiOHTuw2Wz84Q9/CMmagoQ+FMr0YEoJ3nMlsQfHdUmSNN8Iu91OcnIyiYmJ1NfXM2PGDF2Z9ahVNWM9QQ0WgZj8oJ5mWa1WXC6XZno1VoM+tVzYYDCERJCMhtobm5OTo6sDkrF6cTidzhGNEwcni/xJe3s7jY2NlJSUBC1xfi5Usev1ev06KWM8NDQ08LnPfY4//vGPXHjhhdTW1rJjxw7eeustdu7cqZuJFAFACF4YX+mTLMscPnwYn893xmmQKnYlScJoNI74YfZ6vZw4cYLW1lYiIiK0TOR43VL9jV5NLIJ1gjreIOl2u6mqqtJduXBfXx8HDx4ctb85VLS1tXHq1KlxBx+Xy6UFSY/HM2F34ZFQg4/H49Hm3ukBVeympqaGLJHywQcf8MADD7Bjx46Q936HAH18EKYHU0bwNjY20traOqYk9nBkWaapqYkTJ04QFhamxY/xuqUGgvb2durr61m8eLFu+oiDdYKqVtpZrVb6+/tJTEw86/ui7jfi4uKYNWuWbmKCXufUq/uN4uLicZ2me71ezThRbWny5/elra2NpqYmSkpKdCPg9CB2m5ubufHGG/ntb3/LihUrgn79ECMEL4xd8KoZtpSUlDNuhmMZOq8oCnV1dVqfoMFgGHIzVp2FExMTg/pl0KuJhcfjobq6moyMjKBuus8VJNX+Zr3NjVVL0fU0Xw5O32Tb2tomPc92uLuw6tiZnJw87g2TWjUgy7Kusvh6ELv79u3j61//Otu2bRsy2/o8Qh8fhulByOK61+tFluVz/t7gJPZw08ixJLHhE1FZVFREZGSkZq7U3d1NXFyc5hsRzESyoihDRtboZeOvmoGZTKagGi6prTPq+xIbG6u9L2azGa/XS1VVVdD3G+dCLReeN2+ergwDVffxye43hr8vk21pamlp0WYS6+Uzrwex29rayg033MAvf/lLLr300qBfXwcIwQtjywQ7HA6qqqqYM2fOGSd6YxG7kiRRW1tLWFgYBQUFZ2SxZFnWnIV7e3u1OX+BNvHRq4mF2oMa6n6j4TfjiIgIHA4HRUVFuioXVntV9FSKDgzpu/bnZk81I1P7fqOiosZkwQ+nv6/qQPNQO1wORg9it7Kykn/7t39jy5YtzJ49OyRr0AH6+EBMD3QteP2RxFZFZVFR0RkbdHV+qWquFBUVRXp6esBNfFQRDzB//vyQnzKr+Hw+qqurSUlJYebMmSG796r9per7YjKZcDqdzJ49W1cTKfr7+zlw4IDuStFV12N/Vw0Mb2kaPsrwXKjJ9ZKSEt1UKepB7FqtVq6//np+9rOfsXLlyqBfXycIwQvnFrydnZ0cPnyYoqKiM246Yxk6rzo+ZmRkjGkjO9x+X81Epqam+vVLrFcTC7VMZsGCBUGZ9zlWbDYbR48eJSUlhd7eXm34usViCakhQktLCy0tLSxevFg3vSoAdXV19PX1Bdz1eCQLfjVIDi+zUvuzzGYzBQUFQuwO4sCBA9x9991s2rQpKPP4dIw+PhTTA90K3skmsdXKKLPZzNy5c895jxtumhgeHq6ZJvozfni9XmpqakhOTiY3N1c39zi1DWjmzJlkZGSEejka6ucgKSkJh8MxqslosFH7rsdbLhxogmkEpbY0qf43Z2tpOnXqFB0dHX5Prk8GPYjdjo4Orr/+en784x+zevXqoF9fRwjBC2cXvJPp64HTDf0HDhyYsFvu4ExkR0cHUVFRmvidjLjRq4lFR0cHx48fp7i4OKTBZjitra2amZd6kx8YGMBqtWKz2QBCEiQbGhq0ubF6u8m73e6QGEG53W6t71ftx1aDZG1tLREREbpyT9WD2K2treVLX/oSr7zyCgsWLAjJGnSEPj4Y04OQxXWfz4ckSSM+5o8kdnV1Nenp6RP+zg6OH6o5n8VimdSJmdPppLq6mry8PF15S6j7IL2V5arjkAZ7Xng8Hs3MUvWNGO7EHWjUfdDgaQZ6QN0HhcII6mwtTc3Nzdo+SC/VDHrthRhSAABYrUlEQVQQu93d3Vx33XX84Ac/YO3atUG/vs4QghdGzgSPpa/nXEFRvWkVFRX5LUM3OENsNpuxWCzjPmHUo4kFnC5HUU8q9WIhD6dF5bnGIbndbmw22xBzpUAGSUVROHHihDbnUU83eT2VC6v92OoGJjIyktmzZ/u9WmKiyLKslfiFSuwePXqU22+/nT//+c8UFxeHZA06Qwhe/6E7weuvJHZ+fr7f5lK7XK4Rx+qMJ3mqVkbpzZ1f7fXU05hD+GR/drYeVFVkqU7cSUlJms9KoGJuW1ub5i6sp31QU1MT7e3tuuiNHdzS1NbWBqBVKurhNVP3Zx6PJ2Rit7e3l+uvv54HH3yQDRs2BP36OkQIXjhT8KrmBcnJyRPu6zl16hQ2m42ioqKAfQGdTqc27shgMGjlUaPdvBVFGXIiGOqblopeZ96pw8FVF9+xBrhAB0lFUYb0Z4VaVKooisKhQ4cIDw8nPz9fN+uSZVlz+k5OTsZms9HZ2am5pE9mDvNk1xVqsVtXV8ett97K//zP/7B06dKQrEGH6OODOz3QjeBVk9jq7MnJJLEDKd6GnzCq4/JiY2NHXZc6y1ZvlVHt7e00NDRQXFysq+R6S0sLzc3N40quy7JMd3c3VquVnp6egJiR6UlUDkaPlWTwSdvU7Nmz6ejooKOjA4PBQGpq6ogtTcFAD2K3v7+fG264gXvvvZebb7456NfXKULwwlDB64++niNHjiDLsl9nxp4Lt9utiV9Jks4YvK5XE4tQOTaeC7U/Kzw8fFK9nv4OkrIsc/DgQaKionRXlquKSj2Nc5BlmZqaGhISEsjLyxvy2OC+X3UOsxokA71+PYjdxsZGbr75Zv74xz+ybNmykKxBp+jjwzs9CFlclyQJn88HfJLETkpKOmO83VjiOpzuEWxvb/frzNhz4fP5tB7GgYGBEcflNTY2YrPZKC4u1pWHw1gqo0LBYOfqiYo31YxMjR+RkZFa8nQinw3V/Eyd4KEXUalOFlEPI/Syb1QPSZxO5xmHEWpLk9Vqxe12ay1NCQkJAY/rqthV27lCsQ9yOBzceOON3HXXXXzhC18I+vV1jBC88EkmeLJ9PXoxi/B6vVqG2OVykZycTE9PD2lpaeTl5elGjKiOjaF+vYYjSRLV1dUkJSWdIZImw3DHzsjISK0feyxBUl2X+nrpBb2uSxWVycnJ53QgV+cw22w2nE4nSUlJpKWlBaR0bTzrChTqPL7//u//5uKLLw7JGnSMPm5E04OQC15/JLGPHj2Kz+cLiSeBykjj8txuNyaTiYULF+pKjBw9ehSv1xvS12s4gVyXmjy12WwYDAbtwGEszsJqJZna66mn10uPc+rHs67BLU19fX3Ex8eTlpYWkBFhehC7TqeTm266ic9//vPceeedQb++zhGCF04Lr/r6elpaWibc1zMwMEBNTQ2zZs3CYrEEa+nnxOFwsH//fsLDw5EkScsQByPbdTb06tioOmrn5OSQmZkZ0Gs5HA6tH/tcJenqCUVWVhZZWVkBXdd48Pl8mgO5nsY5SJJEVVUVaWlp4z5BlSRJO5Xv7e0lLi5OC5KTPanQg9hta2vjhhtu4Omnn+ayyy4LyRp0jj52dtODkAre9vb2cyaxgVFFhprEVpOfetn0e71e9u/fjyzLKIpCfHy8VjkUSsEkSRIHDhwgJiZGdxVIBw8eJDIyMuDtNqqfh+osfLaSdLXCTXX61svrpTcvDhU1OeDz+cZdLqwoitb3q7Y0qQcOk21p0oPYdblc3HLLLVx33XV8+ctf1s17piOE4AU4duwY3d3dE+7r6e7u5vDhw7pzPB5uYiFJkjbrt6+vj8TERCwWC0lJSUENkqrpx9y5c0lOTg7adc+FOvvXn2YkY0UtSbfZbGcESVWE5+Xl6SqZos6wDEZyYDyoYjc9PX3SInxw6VpnZydhYWFa6dp4e9L0IHbVeXxPPfUUq1atCskapgBip+A/QhbXrVYrhw8fPsOccaxxXa+Ox2qyeMaMGWRmZmob+fb29iFjDP2RoBsPalI2IyODnJycoF33XAye/RvsCqTBJekOh4Pk5GStcgigpqaG+Ph4XSVT1HauiIgIXXlx+FuE+6ulSQ9i1+12c9ttt7F69Wruvfde3bxnOkMIXjidGQEm1NfT0tJCU1OT7kwZzmViIcuyNuu3u7tbyxAnJycHtH9ETQ4MHgOgB9QB73qY/ev1eoeYXnk8HmbNmsXMmTN1cyPzeDxUVlbqToSrJ85ZWVkBEeFOp1MrXZMkSQuSZzOUAX2IXXUe32OPPcbVV18dkjVMEfTxJZsehNSbw+v1TiiJrY7t00M8GMy5ksXDxxiqbTNpaWkB7e9Vk8WqU65eCGbF1rmQZVk7cOjp6cHr9ZKWlsa8efN007Orel7Ex8cza9asUC9HQ1EUzeslECfhI7U0qZWQZzsM0oPY9Xq93HHHHVxyySV861vf0s0eUYcIwQtDzS1g7E7Mx48f18bC6OWGBeM3sVAzxGpvaUxMjFbq4c8MsV4dG9WxCf4cH+UP7HY71dXVZGdn43A46O3tDVpi4my4XC7tJHwis6UDhc/nY//+/cyYMSMoZfJer1cLkg6HQ+v7HV4xoQexq87j+/73v8+6dev8+tx33nknO3fuxGKxcODAAQC6urq4+eabqa+vJy8vj40bN+pq/uY5EDsG/xGyuC7LMl6v95OFjDGJ3drayqlTp3QXpzo7Ozl27Ni44pTaNmOz2bQxhv52pVcryfSWHFBFeEFBga7ilJosTklJQZZlOjs7iYqK0iqHQmU8pnpxpKSkhCxOjUSwpz+olZA2m+2cLU0nTpzA5XKFTOz6fD7uvPNOLrjgAh566CG/rkHE9UlebCoIXkVRtP8fLbOj1z4Vf5gyKIoyZNZveHg46enpYzZWGg29OjZarVbq6up0N5O4t7eXQ4cODTkJH5yY6OrqIioqSktMBCtIqpuIefPm6epGp5ZXz5w5MyTlh6obt81mo7u7m9jYWNLS0khOTqa2tpakpKSQbSLUeXwPPPAA1113nd+f/5133iE2Npbbb79dC4z//u//TnJyMg899BA/+clP6O7u5qmnnvL7tQOEPm7o0wNdCN6xJrFPnDiBw+HQXRK7qamJ1tbWSc2oV8cY2mw2FEXBYrGM2VhpNNQxTXobh6Sniq3BqMniOXPmaG1TiqIMMb0ymUya6VWw9iR69eJQy6ujoqLOcFcPBiO1NKl7rubm5pCKXUmS+MpXvkJBQQE/+tGP/L4GEdcneTG9Cl5ZlvF4PGMqdXK5XFRXV5OTk6Mr8yBJkqipqSEuLs6vN4bBGWKTyaRliMd6I9arYyN8MvNOb+Mc1Ez+4sWLzzpTeXiQHO97M14cDgfV1dW661XXW3m1mjRqb2/n1KlThIeHM2PGjLPOyA4U/f393HjjjXzta18L6Dy++vp61q5dqwXGefPmsXfvXjIzM2ltbeXyyy/X+q+mAELw+o+QxXVFUfB4PONKYkdHR+uub/H48eM4nU4WLlzoNxE+2FjJ5/MN8YwYK83NzbS0tExKhAeCrq4ujh49qruKLYfDQU1NDfPnz9d6eEfC5XJp743aNqOOmAzE51JNFgerMmqsDB51OHv27FAvBzhtTtvR0UFDQwOSJDFjxoxzzsgOBJIkcd9995GVlcXjjz8esGuLuD6Ji+lV8EqShNvtPqfYVUt35s+fr6vTreEmFoHC5XJps34VRdGykKNldiVJ4uDBg0RHR+vuJPzkyZPabDk9ZfLVsu+SkpJxbSICHSTVjLneeq9VsTt79uygG42dDbUXKjExkfT0dC0xoRqSpaWlERcXF9DvhMPh4KabbuLOO+/ktttuC9h14MzAmJiYSE9PD3D6+5aUlKT9eQqgjxvV9CCkiWyXy3XOuO52u7XWEb0lsdWZ64EU4WprhtVqxel0arFjtPuTGj/7+/t1NTMWPomfixcv9mvZ9mRR4+eiRYuIi4sb898b/t4kJyf7dcqGGj9nzZqlq95rNX4mJCT4dTSkPzhx4gROp5O5c+dqI4/UliaLxRKQUYaDkWWZb37zm8THx/Ozn/0soNcScX0SF9Or4H3sscdoaGigrKyMSy65ZMTTvvb2durr6ykqKtJV6U6oHI89Ho8msDweD6mpqaSnp2sCS6+OjYqicPjwYQDmz5+vGxEOpzPmatnaZE6c/R0ke3t7qa2t1V3ZmtvtprKyUne9xIPF7nBXUNW102azYbfbSUxM1Eqf/Rm4nE4nN998M7fccgv/7//9P78972icLTACJCUl0d3dHfB1+An93BSmPiGL6+Xl5fz1r3+lrKyMq666asTTvr6+Pg4dOqS7Fg3VbCkzMzOo8VOSJC122O12LXYkJiZiMBi0MTomk0lX42oATp06hdVq1V3FluoRMtn4OXzKRkJCghY7JpJ0cLlcVFZW6q7HWQ+eF6Ohit2FCxcO+eyP1tKUkpLi18+iLMt85zvfwWAw8Ktf/SrgFZMirk/iYnoVvF6vl71791JeXs57773HsmXLKCsr4/LLL8dsNvPjH/+YZcuWsWrVKl3dSCdiYhEIhgushIQEurq6KCgo0EWJqYpatqaWyOgpWNfX19Pd3U1xcbFfM+YjBUnV9GosN0u1POxs5dWhQA3WehttdTaxO9Lv9vT0YLPZ6OrqIjo62i892S6Xi1tvvZXS0lK+8pWvBOVzLkqfBKMQ0hPejz/+mPLycl577TVmzZrF+vXrueaaa4iPj+fPf/4zAwMDfOELX9BVIk8tfQ3FeLzBDHYVVg0T+/v7SU9P19UYHfXEWe291lPblM1m4+TJk373CFEURZuy0dXVRUxMDGlpaWOOHaoXx7nKq4ONapyVmprKjBkzQr2cIYwmdoejOqWrfb9qT/ZkW5pkWeaHP/whDoeD3/72t0H5nIu4PomL6VXwDsbn8/Hee++xadMm3nrrLcLDw8nMzOT5558fVylKoNFr/0x3d7dm6OV2u7Uyj6SkpJAGSK/XS3V1Nenp6bo7cT5+/Lhmax/Im9hIQVKd1zhSkOzo6ODEiROUlJToqjxMFbt6C9bjEbvDUXuyVbM4o9GoBcnxbMY9Hg+33XYbq1at4utf/3rQvnPDA+ODDz5ISkqKZm7R1dXFT3/606CsxQ/oYyc/PdBFXFdPjcrLy9m1axdmsxmPx8P/9//9f+Tn54d6eRrq2L7xlr4GGpfLxb/+9S8iIiLweDzExcVpsSOUJc2yLHP48GGMRqPuTpxbW1tpamqipKQkoAclg41GOzs7MZvNZ50VryZUFixYoCsvDkmSqKqqIj09XVfGWTB2sTsSTqdTq+qaaEuToig89thjtLe388c//jFo3zkR1ydxsakgeFU6Ojq48cYbWbx4MQBvvPEGhYWFlJWVceWVV4bsRDVQJhb+QD1xVkt31DKP9vZ2ent7x3266C9UZ8RZs2bp6sRZnS0XimA9WpC0WCxERETQ3t5OY2Oj7hIqes1MT0bsjoTL5dKCpNvt1oJkfHz8qJ8Tr9fLl770JVasWMEDDzwQtM/TLbfcwt69e+no6CA9PZ1HH32UsrIybrrpJhobG8nNzWXjxo26Ook/B/rZNU99dBXXPR4PX/nKV3A4HMybN49XX32VpKQkSktLWbt2bUhPVPU6DkkVSGo1jepcq8YOdVpAWlpaUCcwqBVbcXFxzJo1S1di99SpU9poyGBPpRg8K16W5SF+Hnr14lBdojMzM3XVRw9w8uRJBgYGJiR2h+P1erW+37G2NCmKwlNPPcXJkyd54YUXgrbnF3F9khebKoK3oaGBDRs28MQTT3D11VcDpze0+/btY9OmTbz++uvMmTNHK48KViY2WCYWE6GlpYXm5uZRBdLw08XY2FitfDOQX2A1WOutR0t1IIyJidFFebUaJK1WK263G0VRKC4u1lUGeGBggOrqat1lpgNtsOHz+bTSwv7+/hF7t3w+H3fddReLFy/m4YcfDvnnaYojXjz/oZu47nQ6Wbt2LaWlpdx3330YDAYUReHYsWOUl5ezY8cOoqKiKC0tZd26daSnpwfle6QoCnV1dfT19bFo0SJdje3r6emhtrZ21BNntTKlvb1dG2Ooit9AJkr17BFSV1enGXqFurza4/Fo7WYOhwOfz8f8+fOxWCy6iRE+n4/Kykqys7MDaro6EfwpdoczvKVppLJ0RVF4+umnqa6u5uWXX9bVvWEKIgTvSLhcLhobG5k7d+6Ij8uyTFVVFeXl5fztb38jOzub9evXs2bNmoCdOnk8Hqqrq3V7g+/r6xuzY6Pa46CWbwZqnqw6y1Zv5WE+n0/rU9GbKcOpU6dob28nIyODjo4OXC4XKSkpWCyWs54uBhp1JJLe3stgu0mqiSObzcaJEyf41a9+xTXXXENlZSXz5s3jkUce0c1GZgojXkD/oZu4rigKNTU1FBcXj/p4XV0dFRUVbNu2DaPRyPr16yktLSUrKysg3yt1zqjZbNZdSa5q1Dme/tOBgQFtjKHaluHvebJ6rtg6evQokiRRWFioq/eyq6uLI0eOMGPGDHp6eujv7ycxMVFrNwuVMFdHIs2cOZP09PSQrGE0BveFB/q9VCvu1JP5H//4x3zqU5/CaDRy6NAh/vrXv+qq0m6KIgTvZFEUhYMHD1JeXs7OnTtJSUmhrKyMtWvX+s35Ti8mFsNR+2cMBsOkHI/V0tqOjg7MZrOWIZ5M32hHRwfHjx/XndmSeoPPycnRXTazvr6enp4eiouLtQAoSRKdnZ3a6WIogqTdbqempkZ3ZVjqKX18fHxIRicoikJlZSWPPfYYtbW15OXlaSdYoyXrBGNCPzvVqc+UjevNzc1UVFSwefNmfD6f9t3Kzc31ywZY9ZVIS0vTXeKzsbFRK8mdaBJ68Kg8WZbPOcZwLOi5YuvQoUNERETorvpONc4a7MUx/HRRdRVOTU0N2imi1+tl//795OXl6SpxAcEVuyNRV1fHU089xVtvvUV6ejqrV6+mtLSUCy+8MORVA1MYIXj9iZrhU8ujYmNjWb9+PevWrZtwCYlqab9w4UJdnWz5fD6tZ9Gfjo1Op1Ob9WswGLQgOR7RqppF6K3/VM1Mz549W1cz71SXS7V0Z7QbqhokrVarZr2vGpcEKkiqPUfFxcUhdSIfTqjFrrqGb3/728TExPDzn/+cjo4Odu7cyfbt27WRRIIJoZ/d6tRnWsT19vZ2Nm/eTEVFBXa7nTVr1lBaWjphceN0OqmurtblKeWxY8dwu91njQXjZaQxhhaLhdjY2DG/fmrFlt4Sn5IkDdkL6QnVi+NsxlmDXYXVsnTV9CpQZpV6nf8LoRe7iqLwwgsvsH37drZu3YrP5+P1119n27ZtzJw5k8ceeyzoa5omCMEbKFQRUVFRwdatWwkPD2fdunWUlpaSmZk5pi+SXk0s3G43VVVVzJgxI6CnlG63WxO/kiRp4vdswidQ430mi9p/qrfM9ETLsAaXpXd2dgYkSKozMkM9dms4ehG73/3ud1EUJSjz+M4zhOD1H9MqrsPpE7OtW7dSUVFBZ2cn11xzDaWlpWOuclKF24IFC0hISAjCisdGsDxC1FnkVquVgYEBkpOTSU9PP2vLjF4rtlSzJb1Nf4DTviqtra0sXrx4XAnpgYEBrbRWURS/nMwPxu12U1lZSX5+vq7m/8Lpk1W73R4ysQvw5z//mY0bN7J9+3ZdjUubBgjBGwwURaGpqYny8nItY7Nu3TrKysqYMWPGGV8sPZtYDHdsDBZer1fLELtcLi1DrFq7q5lpj8cT8PE+40U9pVy4cKGuzJZUl2iTycTcuXMndYMf3LsFTDpI9vb2Ultbq7sNjl7E7o9+9CP6+vp49tlndfVZnyYIwes/pm1ch9O9kdu3b6eiooLm5mauuuoqNmzYMOrpqNoXW1xcrKv7mmoClZ6eHtT5p8NbZtQxhomJidrrdy5DzFChnlLm5ubqrv9UdYlevHjxpBL/g0/m1WkBg/dd40UdKRjs/eNYUMWuPysbxsvGjRt5/vnn2bVrl66S/NMEIXiDjaIotLa2snnzZrZs2YLD4dDKo+bMmYPb7eY//uM/+PznP8+CBQt01QtyLsfGYOHz+bQgabfbSU5OxuFwEBMTM2nh5m/U10yPJbkHDx4kOjra7y7Rw8vXVNOrsQbJnp4eDh8+rFuxq47BCAWKovDjH/+YlpYWnnvuOV1VMUwj9HMDmfqcF3EdTifpdu7cyebNmzlx4gSrVq2itLSUJUuWAPCzn/2MZcuWcckllwR0Lut40Ut5tTrG0Gq10tPToyWH3W73pIWbv1HH4xUUFOjylFI1EfWncFP3XTabTUtOpKWljdnPQxW7eqtyA32I3S1btvDss8+yc+dOXR2MTCOE4A01VqtVK49SBcLKlSv5yU9+oivhNhHHxmDgdrvZv38/BoMBWZZ14TyoopZhlZSU6Oo1k2WZ6urqoPQcDU9OjJTBH4zas67H10wPYvenP/0px48f54UXXtBV5cc0Qz833qnPeRnX7XY7u3fvpqKigkOHDhEbG0tCQgJ//vOfdVWmqFYfFRYW6m6u+YEDB7Db7RgMBmJiYkhPTw+oX8RYUScG6O01UxSFEydO4HK5Al7lpiYnbDYb3d3dxMXFaaZXIyUm1ATB/PnzdfWaAdoYqUWLFoVsz7hz506eeeYZdu3apbtkwDRCCF69UFdXx3XXXccll1zCyZMnaWlpYfXq1WzYsCHkJbr+cGwMBB6Ph6qqKs3xeLipUlxcnGaqFOzscFtbG6dOndJdGZYkSVRVVZGWlhbU0jU4M4M//P3p7OzUEgSBMsuYCHoRu7/85S/Zv38/L7/8sq6+h9MQIXj9x3kd1/v7+7nxxhuxWCzIskxlZSWXXHIJZWVlrFixIqTirbOzk2PHjunSI+HgwYNERkaSn58PMGSMYWRkpDbJIdj3wb6+Pg4ePKg74yzVi0OW5UlNzJjotfv6+jTTq4iIiCGzmFX/ksLCQl31rIM+xO5rr73GU089xa5du3RXLTDNEIJXD+zbt4+77rqLP/7xj1x44YXA6fKoHTt2UFFRQV1dHVdeeSVlZWUsXrw4aF/MQDk2+gM1YzjaqCb1JqyaKkVHR2uzfgO9yWhqaqK9vX3cZhGBRu3TysrKIisrK6RrGR4kjUYjbrebpUuX6m7zpQex+9vf/pb33nuPjRs36iqBMk0Rgtd/nLdxvaWlheuuu45vfvOb3HzzzcDpiqQ33niDTZs28dFHH7FixQrKysr4zGc+E1Txpte+WHVGfUpKCrm5uSP+jsPh0PwiTCYTFosFi8US8CRpV1cXR48e1V2rjerFYTabKSgoCHlloMPh0EyvZFnWTpz15sasB7H75ptv8uijj7J7927dvT7TECF49cCRI0eIjIwc9Qbf39/P7t27KS8v58iRI6xcuZLS0lKWLVsWsC+qutEPtGPjRFDLsMbqcqkO9VYzxOHh4UMykP5CURTq6+s1szE99Rzp2WDDZrNx/Phx0tLS6O7unvA4Kn+jnjTExsaGVOz+6U9/4rXXXmPz5s26OvmexujnZjf1OW/jem9vL0eOHOFTn/rUiI97vV727t1LeXk5//jHP7jwwgspKyvj8ssvD5gIHWyIWVRUpMsYNZ7pD06nU/OLUBRFE7/+jhtWq1Vr6dLTPVjdp8XExPjdi2Oy2O12qqqqyMjIoLe3F6/XO6FxVIFAD2L3nXfe4Xvf+x67du0iIyMjJGs4zxCCd6rhdDp59dVXqaiooKqqiksvvZTS0lJWrFjht+Dl9Xqprq7GYrEEvez1XKhZ1smUYQ3OQBqNRk38TqZnVC0p8vl8FBYW6uo0XB0DMGfOnBFPw0OJ1WqloaFhyJxAt9utbWJCFST1IHYBnn/+ebZt28a2bdt01dM8zdHPrnHqI+L6GPD5fLz33nts2rSJt99+m8WLF1NWVsYVV1zht++9LMscPnwYg8HAvHnzdBWj/GECNThu+Hy+IXFjMrS0tNDS0sLixYt11Uqi5/m/6qHE4NLvweOoHA4HycnJpKWljernESgGH0qE6jvw/vvv8+CDD7Jz506ys7NDsobzECF4pzJut5s9e/ZQXl7Ovn37WLFiBRs2bODiiy+e8I1ZL46NI9He3k5DQ4Nfs6wul0srj5JleULjdGRZpra2lrCwMF2UFA1G3UjocQyA2uc8WOwOx+v1aqZXapBUTa8C9TrrRey+9NJLvPLKK+zYsUNXRjfnAfr5Ak99RFwfJ5Ik8cEHH1BRUcHf//53CgsLKS0t5aqrrppwkleSpCFGhXqKUYEY2+f1ejVx5XQ6JzxOp6Ghga6uLoqLi3V1Gq56cVgsFt3N/1X7nM82mUKWZbq6urBarfT29hIfH09aWlrA/Vb0IHY/+ugj7r//frZv387MmTNDsobzFCF4pwter5e33npLK4/61Kc+RVlZGZdddtmYy6P06tgIp+fKWa3WgBpnDR+nk5qaSnp6OjExMaMGSUmShsxl1dNGQp2ZrEeziNbWVpqbmykpKRlzn/NIQdJisZCcnOy3IKkoypASsVCxadMmnnvuOXbt2qUrc5TzBP18iac+Iq5PAlmW2bdvH+Xl5bz22mvMmTOH9evXc80114x5NKDb7aa6ulozd9QT/qjYOheSJGniVx1jeK6kqep4PDAwEFJxNBKqF0d2drbu3s/e3l5tDONYk7SKotDb24vNZqOzs5OoqCjS0tL8bkqmB7G7f/9+vvrVr7J169aQJtPPU4TgnY74fD7effddrTxqyZIllJWVsXLlylHLo/Tq2KgoCidPnsRutwe1L3Z4hlidJRsfH68FSZ/Pp2VZ9Vb6bbfbqampCfnM5JFoaWmhtbWVkpKSCb+fgQiSehG7W7du5be//S07d+7UXaLiPEEIXv8h4rqfUMfJbdq0ib/97W9kZWVRWlrKmjVrRk1Qq0lPPc6LDUTF1rkYnjRNSEggPT19yBhDRVE4fPgwQNAdj8+F2uecl5enuwq8np4eDh8+PClTL0VRhrScmUwmLa5Ppi9bD2K3pqaGL3/5y5SXl1NQUBCSNZznnN+C98EHH2THjh2Eh4czZ84c/ud//kcLHE8++SR/+tOfMJlM/OpXv2L16tXBXp5fkCSJ999/n/Lyct58800WLFhAWVkZV155pZaBKy8vJzs7mwsuuEBXjo2q+6DBYAhp4JEkSSurVQeuJycnU1dXR25uru4MB3p7ezl06NBZS4pCRVNTE1arlcWLF/v1VHakIGmxWMbc/6YXsbtr1y6efvppMY8vtOhnhzv1EXE9ACiKwsGDBykvL2fXrl0kJydTVlbG2rVrNWG7d+9e3G43n/70p3WX9FQrtkI5yUBRFG1M3uBZsu3t7URHRzNnzhxdiV09e3F0d3dz5MgRSkpK/Oo14XK5tKo7SZK00vSzVd0NRw9i99ChQ9x5551s3LiR+fPnh2QNgvNc8L7++uusXLkSs9nMd77zHQCeeuopDh06xC233MKHH35IS0sLq1at4ujRo7rq4ZgIsizz0UcfsWnTJvbs2cOcOXMIDw+nqamJzZs366p0Ui0VVsfB6CXwyLJMe3s7R44cwWQykZycTHp6OsnJybooe1IDj95GJ8DpTU5HR0fA+6HGGyT1InZff/11nnzySXbv3h3Q05hXX32V+++/H0mSuOuuu3jooYcCdq0pij5uNtMDEdcDjGqYWF5ezs6dO4mOjmbevHm88cYblJeXM2fOnFAvUUOvpcKKotDT08PBgweRZZmEhARtjKEejKpUL4558+bpLhHa1dXFsWPHKCkpCehJ/fCqO7U0PSEhYdT9YX19Pb29vRQVFYXss3bkyBHuuOMOXnrpJYqKigJ2HRHXz8n5LXgHs2XLFsrLy3nppZd48sknAfjud78LwOrVq3nkkUdYsWJFKJfoVzweD7feeiv19fXIskxOTg7r16/n2muvDXn/rtqjkpGRoTtDBrVEbP78+SQkJNDT04PVaqWrq4vY2FgtSIZiE9XZ2cnx48dZvHix7hx9Gxoa6O7upri4OKiB51xBUj0piY6ODqnYfeutt3jkkUfYtWtXQEvVJEli7ty57Nmzh5ycHJYtW8Zf/vIXFixYELBrTkGE4PUfIq4HEUVRePTRR3n55ZdJT0/HaDSyfv16SktLyczMDGniWHWJNhqNzJs3TzdJbBg6oz4zM3PIrN+wsDBt3FEoKuD07MXR0dHBiRMnAi52hyNJEl1dXdhsNq00PS0tbYifR0NDAz09PSEVuydPnuTWW2/lxRdfpKSkJGDXEXF9TAT1hhOaupUx8txzz2nD4Zubm1m+fLn2WE5ODs3NzaFamt9xOBzccsstrFixgk2bNgFw4MABysvLWb9+PampqZSVlbFmzZqg9/24XC6qqqp06RKtug8O7otNSkoiKSkJRVHo7+/HarVSV1dHZGSkNu4oGBlidU7gkiVLdFWWDp/MvAu22AUICwsjMzOTzMxMLUg2NzdTW1tLQkICAwMDJCYmhlTsvvvuu/zwhz8MuNgF+PDDD8nPz9f+vZ/73OfYtm2bCIyCacn5FNdlWebhhx+msbGRmpoarXqroqKC//f//h8+n4+1a9eyYcMGZsyYEVTBqY7QiY+P11XFFpwuFa6qqhrSFxsbG0tsbCyzZ89mYGAAq9VKVVUVBoNBE7/BSCqrRqJ69OKw2WzU1dWFZM8xuLdXPZ232WwcP35cq+Ty+XwsXrw4ZGK3oaGBz3/+8zz33HMBFbsg4roeCYngXbVqFW1tbWf8/PHHH6e0tFT7f7PZzOc///lgLy8kNDY2ctNNN/GFL3xB+1lRURFFRUU88sgjHDlyhPLycm644Qbi4+NZv34969atIy0tLaCBSs1k6rFsZ3Cp8EjugwaDgfj4eOLj48nPz8dut2Oz2di/fz9ms1kTv4HIgra2ttLU1MSSJUt0UX41mJMnT+JwOHRRvjY4SMqyTGVlJbIsY7PZGBgYIC0tLeglbB988AEPPfQQO3fuDEoveHNz8xCDtZycHP75z38G/LoCgT8Rcf1M7HY7qampPPHEE9q9dsaMGXzjG9/g/vvvp62tjc2bN/O1r30Nh8PBmjVrKC0tDXivqp4rtsYyti86Opq8vDzy8vK0dpmDBw8iSZLmFREIr4zBjsd68+IYnGAP9Z7DYDAMOXg4duwYHR0dmEwmKisrtZgfzKq3pqYmbrnlFp599lkuvPDCgF9PxHX9ERLB+/e///2sjz///PPs3LmTN954Q7vpZ2dnc+rUKe13mpqaptVw6MLCQgoLC0d8TDWI+v73v8/3vvc9Tpw4QUVFBbfeeivh4eFaeVRGRoZfg6RqtKTXTObJkyfHZcigZohnzZqF0+nEarVSXV2NwWDQgqQ/emybmppob29nyZIlITP/GAm1V8vlcrFo0SJdZfQVReHQoUMkJCQwZ84cFEXBbrdjtVq1BEUwguS+ffv49re/zfbt26fV/UUgCDQirp9JfHw8DzzwwIiPGQwGMjMz+drXvsbXvvY1bDYbW7Zs4cEHH6Srq4trr72W0tJSv5ca67liS51ksGDBgjGXCkdGRjJjxgxmzJiBx+Oho6ODo0ePamMMLRYLsbGxk34N9ezF0d7eTmNjoy7E7nAaGxtxOp0sX74co9GI0+kMWoJCpbW1lc997nP86le/GlJRIji/0F0P76uvvsq3vvUt3n77bdLS0rSfHzx4kFtvvVUzt7jiiis4duzYlDe3mAyKotDY2EhFRQVbt25FlmXWrVtHWVkZOTk5k7rBd3R0aL2neru5q6enJSUlfrm5u91uzVDJ5/NN6gbc0NBAV1dXwE2gxouiKBw/fhyv10thYaHuxO7BgweJiooa1cxFDZI2mw1ZloeYXvmLyspK/u3f/o0tW7YEtZz6gw8+4JFHHuG1114DOKOvUQCIHl5/IuK6zunq6mLbtm1UVFTQ0tLC6tWr2bBhAwsWLJhUVY7D4aC6uprCwsKQ+4IMR02wFxUV+cWs0+fzaV4RAwMDYzJUGo1Q9cWOhdbWVpqbmykpKdFVgh3O3bOrJihsNtuooyYnS3t7O9dffz0///nPWblypV+ecyyIuD4mzm/Tqvz8fNxut9anunz5cn73u98Bp8uhnnvuOcxmM8888wzXXHNNsJenWxRFobW1lYqKCrZs2YLT6dTKo2bPnj2um0dLSwvNzc0sXrxYd72njY2NdHR0+HWEzmC8Xq8mfl0ulyas4uLizvoaKopCXV2dNps41KXCg1EdQ2VZ1t0Mw7GI3eGoQVJ9j/wRJA8cOMBdd91FeXk5c+fOndBzTBSfz8fcuXN54403yM7OZtmyZbz88sssXLgwqOvQOfr50E59RFyfQvT29rJjxw42b97MyZMnufLKKyktLaWkpGRccaanp4fa2lq/CUp/0tnZybFjxwKWYFe9IqxWK319fSQlJWGxWEhMTDzna6iWCpeUlOhuP9TS0kJra2tIR0mNxngNqtRRkzabjb6+PhITEzXTq4nupzo6Orjuuut4/PHHgz7uTMT1MXF+C16Bf7BarWzZsoXNmzdr5VFlZWXMnTv3rKKgvr5ec+7VU5ZdUZSg955KkqQJK7vdro07Gp4hVk9PPR4PCxYs0J2gVF04z/XeBxu1jDkyMnLCYzqGz2NOTEzEYrGQlJQ05s9IbW0tX/rSl3jllVdCZiixe/duvvGNbyBJEnfeeSff+973QrIOHaOfD+7UR8T1KUp/fz+7d++moqKCw4cPs3LlSkpLS1m2bNlZ73dqC1BxcbHuKrba29tpaGgImqCUZVmb9dvT00N8fDwWi2WIm7CKenq6ePFi3ZUKNzU1aXOT9bRXg9MHE93d3RN2Y5ZlWTO9UqdtqH4eYxX2XV1dXH/99fzgBz9g7dq1416DPxBx/ZwIwRssNm3axCOPPEJtbS0ffvih1sheX19PYWEh8+bNA4Zmo6cinZ2dWnlUW1ubVh5VWFio3YwkSaK6upqwsLBJl035G0VROHLkCLIsh6wcV5ZlTVip2Uc1Q3z06FEMBoPuxjooikJtbS1hYWHk5+frbm2q2B1vBcJojBQkLRYLKSkpowbJo0ePcvvttwd8Hp9g0ujnwzv1mdZxHc6P2O50OnnttdcoLy+nqqqKSy65hLKyMlasWDFEAB05coS+vj5dVmw1NzdrJ5ShEJSKotDb24vVaqWzs5OYmBjS09NJSUmhra1Nt4Ly1KlTdHR06O5gAk6LXbWtyx/7yMF+Hh0dHdpIqrMZjvb29nL99dfz4IMPsmHDhkmvQRAwhOANFrW1tRiNRu655x5+/vOfDwmKa9eu5cCBAyFeof/p6elhx44dVFRUUF9fz5VXXsmaNWt46qmnWLp0KQ8//LCuhJEsyxw6dIiIiAjdiDZVWLW3t9PW1qaJtlDN+h0JtVRYPT3Vw+umoordiIiIgK1NHUlls9no6OggPDxcM71Sg2RdXR233norzz//PEuWLPH7GgR+RT8f4KnPtI7rcP7Fdrfbzd///nc2bdrEvn37WLFiBaWlpbzxxhucOHGCl156STexSUVv1WSqsGpvb6elpQVFUZgzZw7p6em6Ot1taGjQXjc9HUyA/8XuSAwMDGh+HoqiaHFd9fPo7+/nhhtu4L777uOmm24KyBoEfkPM4Q0Wo7kiT2cSExO57bbbuO222+jv79fcnnNychgYGOCjjz7iwgsv1MWNVD11TkpKIi8vL9TL0TAajSQmJnLq1Clyc3NJSUnRZv1GR0djsVjGVXrjb2RZ5uDBg8TExIR0lu1IBEPswtCRVHPmzNGC5O9//3tefvllLrnkEt58801eeOEFIXYFgmnG+RbbIyIiWLNmDWvWrMHr9fLGG2/w4IMP4vF4WLFiBW+++SaXXXaZLk541RYgt9sd0pmswzEYDMTGxmK1WklMTGTWrFl0dHSwf/9+TCaTNus3lKZV9fX19Pb2nrdiF06PpMrNzSU3NxePx4PNZmPv3r18//vf5zOf+Qy1tbV89atfFWJXcAbn9QmvyuWXX35GFnjhwoXMnTuX+Ph4fvzjH3PJJZeEeJX+x2azsWHDBr761a9SVlbGq6++SkVFBdXV1Vx22WWUlpayfPnykGRfvV4v1dXVZGRk6G5MhSrEU1JSmDlzpvbz4aU34eHhWulNsDYasixz4MAB4uLimDVrVlCuOVaCJXbPxb/+9S8eeOABzGYzbrebq6++mrKyMpYuXaqrk3DBEMQb4z/Oi7gO52ds93g8fPGLXyQvL49HH32U9957j02bNvHOO+9QUlJCWVkZK1euDOoMVBW1zcZoNOqyBejYsWN4vd4zvDjUKQFWqxVFUTTxG8x+aNXDZOHCheet2D0bbW1t3HPPPTgcDux2O5dddhllZWVceumlujqhFwxBlDT7k1WrVtHW1nbGzx9//HFKS0uBM4Oi2+3GbreTkpLCxx9/TFlZGQcPHiQ+Pj6oaw80t99+O1/4whe46qqrhvzc5XKxZ88eysvL+fjjj/n0pz/Nhg0buPjii4NyaunxeKisrCQ3N5f09PSAX288+Hw+qqqqxiTEBwYGsFqt2Gw2jEajNu4oUBsNWZa1E/Hc3NyAXGOi6EXstrW1ccMNN/D0009z2WWX0d/fz2uvvcbWrVv55je/yQUXXBCSdQnOiX52xlOfKR/XQcT20XjiiSeIjY3l61//+pCfS5LE+++/T0VFBW+88QYLFiygtLSUq666iujo6ICvS03GqpVHehO7YzV3HD7GcPCIvEC155w4cQKXy8XChQt19bqBPsSuy+Xilltu4brrruPLX/4yPp+Pt99+m61bt/LpT3+aW2+9NSTrEpwTIXiDzfCgON7HpyqKopzz5unxeHjrrbcoLy/n/fff56KLLtKyZoE4tXQ6nVRVVVFQUKCNsNALXq+XyspKZsyYQUZGxrj+rsvl0oKkLMua+PXXRkM9dU5NTWXGjBl+eU5/oRexa7Vauf766/npT3/KFVdcEZI1CCaMvnZ5U5vzIq7D+RnbxxLXZVnmo48+ory8nNdff505c+ZQWlrK1VdfTVxcnN/X5PP5tPg0uCpKD6g+IRPxu/B6vdokh0DMkVXLv71eb8gMO8+GHsSu2+3mC1/4AldffTX33nuv7l4jwVkRgjfYDA96NptNs6g/efIkl1xyCTU1NSQnJ4d4paHF5/PxzjvvaOVRS5cupaysjM9+9rN+ObW02+3U1NSwYMECEhIS/LBi/6GeOs+aNYu0tLRJP5cqfj0ej5Yhjo2NndDNWpIkqqqqsFgs5OTkTGpt/kYvYrejo4Prr7+exx57jKuvvjokaxBMCrGL8R/nRVwHEdvHgizLVFVVsWnTJl599VWys7MpLS3l2muvJTExcdLPryaKc3JyyMzMnPyC/Ygsy9TU1BAfHz/pFqDhI/KSk5O1SQ4TiXuKonD06FFkWWb+/Pm6E3KnTp2is7MzpGLX6/Vyxx13cMkll/Ctb31Ld6+R4JwIwRsstmzZwn333YfNZiMxMZGSkhJee+01Kioq+OEPf0hYWBhGo5FHH32UdevWhXq5ukKSJP7xj39QXl7OW2+9xcKFCyktLeXKK6+c0Kllb28vhw4doqioiNjY2ACseOK4XC4qKysDcurs8/m0DPHAwMC4M8SSJFFZWanLXme9iN3u7m6uu+46vv/970/p7/GBAwf48pe/zPvvvw+c7kV+8MEHeeONN0K8sqAgdjL+Y1rHdRCxfaIoisKBAwcoLy9n165dpKamUlZWxpo1ayYU+1wuF1VVVcyePXvSiWJ/E8iqKFmW6erqwmq10tvbS0JCgjbrdyzicDwl1qFAD2LX5/Nx5513csEFF/DQQw/p7jUaKyKuB/Fi57PgFfgHWZb58MMP2bRpE3v27KGgoICysjJWr149JvHa1dXF0aNHWbx4cVBNIMbCwMAA1dXVzJ8/3y/Z7rMxPEOclJSkZYhHCio+n4/Kykqys7N1lznXywxgdR7fAw88wHXXXReSNfgLWZbJysqiubkZk8nE5Zdfzn/+53+ydOnSUC8tGEzN3Yw+EXFdcE4UReHIkSOUl5ezc+dOYmNjKS0tZd26daSlpZ3znq7Gznnz5pGUlBSkVY8N1YsjMzOTrKysgF5LURR6enqwWq10dXURFxenzYcfyRBUjZ1ms5mCggLdCTl1BnAoHbYlSeKee+5h3rx5/PCHP9TdazQeRFwP4sWE4BX4E1mW2b9/P+Xl5bz66qvMnDmT9evXc+21145Ypmy1Wqmvr2fx4sUhtfsfCbXEeuHChUE3NZFlme7ubqxWKz09PcTHx2tB0mg0TqqfONDoReyq8/juvfdebr755pCswd9cccUVPP300xw7dozt27fzwgsvhHpJwWLq7mj0h4jrgnGhKAonT56kvLycbdu2ER4ezvr16yktLSUjI+OMe3x/fz8HDhwISew8F2rsnDlzZtBNMRVFoa+vD6vVSmdnJ1FRUdoYw7CwMBRF4eDBgxPqJw4GehG79913H1lZWTz++OO6e40mgojrQbqYELzBZdOmTTzyyCPU1tby4YcfDjHLePLJJ/nTn/6EyWTiV7/6FatXrw7hSiePWh61adMmdu3ahcViobS0lLVr15KcnMyvf/1rwsPD+dKXvqQ72/i+vj4OHjyoixJrRVHo7e2lvb2drq4uoqOjsdvtzJ49W5zsjoLD4eCmm27izjvv5LbbbgvJGgLB9773PXJycvjNb36j9dudJ0z9XY1+EHHdz5xvcb2xsZHNmzezZcsWZFlm7dq1bNiwgZycHP7+97+zd+9eHn74YWJiYkK93CG43W6qqqr84sUxWRRFweFwaJMcwsLC8Hq9JCUlMXfu3JCubST0IHZlWeab3/wmCQkJ/PSnP9XdeKaJIuJ6kC4mBG9wUWfQ3XPPPUPMNA4dOsQtt9zChx9+SEtLC6tWreLo0aMhmYEbCNSeFLU8yufzAfDiiy+Sl5enqyxdT08Phw8fpri4OCjjGsaD2+3mX//6FzExMQwMDBAZGanN+g110kAvYtfpdHLzzTdz6623cuedd4ZkDYFix44dfPGLX+RrX/sa//Ef/xHq5QQT/dwgpj4irvuZ8zmut7a2snnzZjZv3kxHRwd2u53f/OY3XHLJJbqK66oXx9y5c3VnUibLMpWVlcDpE0yDwaDN+g3FvOTh6EXsfuc738FoNPLLX/5y2ohdEHE9WAR+qKpgCIWFhSP+fNu2bXzuc58jIiKCWbNmkZ+fz4cffsiKFSuCvMLAYDAYKCws5Pvf/z4ul4uamhouuugi7r77biIiIli3bt2o5VHBRO0nLikp0UWgGYzqFF1QUEBqaipwuuzaZrOxf/9+zGazJn6DXR6uF7Hrcrn4/Oc/zw033MCXvvSlkKwhkMyfP5+IiAi+853vhHopAoHg/zif43pWVhb33nsvFouFn//859xxxx3853/+Jz/4wQ+49tprKS0tZd68eSGN68H04hgvsixTXV1NSkoKubm5wCdjDA8ePIgkSdoYw1CcmOtF7P7gBz9AkiT+67/+a1qJXRBxPVgIwasTmpubWb58ufbnnJwcmpubQ7gi/6MoCl/72tcwGAxs3boVo9HIww8/TENDAxUVFXzxi18EYO3atZSVlZGTkxPUIGmz2airq2PJkiW66yd2u91UVlaSn58/xC0zNjaW2NhYZs2ahdPpxGq1UlNTg6IoWoY40EZgehG7Ho+H22+/nWuvvZZ77rlHV6cL/uKXv/wlTz75pO5KBQUCwZmcD3Ed4A9/+AMbN27kjTfeIC4ujm9/+9t0dnaybds2fvCDH9DW1sbq1aspKytjwYIFQRUsqhfHokWLAjJjeDKoTtEpKSlD5hNHRkYyY8YMZsyYgcfjoaOjg6NHj/pljOF4aGpqCrnYVRSFxx57jJ6eHv74xz9OO7ELIq4HCyF4A8CqVatoa2s74+ePP/44paWlIViRPjAYDFx33XVcccUV2o3aYDCQl5fHt7/9bb71rW/R0tJCRUUFX/nKV3C5XKxdu5bS0lJmzZoV0Jt7e3s7jY2NLFmyJOSlwcMZaylWVFQUubm55Obm4na7sdls1NbW4vP5ApYhVkvVzWZzSMWu1+vlS1/6Epdffjn33XfftBO7J06cYM2aNVx88cXccccdoV6OQHDeIeL66BQWFrJjx44hVVEpKSnceeed3HnnnfT09LBjxw6efPJJ6urquPLKKykrKwu4kFK9OIqLi3UnJiRJoqqqCovFQk5Ozqi/Fx4eTlZWFllZWdoYw7q6OhwOhzbGMCEhwe8xr6mpCZvNFtLRQ4qi8JOf/ITm5mZeeOGFadMKoCLienARgjcA/P3vfx/338nOzubUqVPan5uamqZl4/qqVatGfcxgMJCdnc3Xv/517rvvPqxWK1u2bOFb3/oWPT09WnmUv+fStbS00NraypIlSzCb9fWVcDqdVFVVjbsUKyIigpycHHJycvB6vdhsNo4dO4bL5dIyxHFxcZN6HVWxazKZQjo+wefzcdddd7Fs2TK+/e1vTzuxCzBnzhwOHz4c6mUIBOctIq6Pzmc+85mzPp6YmMhtt93GbbfdRn9/P7t27eKZZ57hyJEjrFy5krKyMi688EK/CivVi2Px4sW68+KQJInKykoyMjLG9Xkwm81kZGSQkZGBJEl0dXXR3NxMbW0tiYmJWCwWkpKSJv06Dha7oRKZiqLw9NNPc/ToUV566aVpJ3ZBxPVgI0yrQsTll18+xNzi4MGD3HrrrZq5xRVXXMGxY8em5Zd8InR2drJ161YqKipob2/n6quvZsOGDRQWFk5K4DQ2NmoD1PX2Wqt9R4WFhSOOdJoIkiTR0dGB1WrFbreTnJyszfodz+uoF7ErSRJf+cpXyM/P55FHHpmWYlcACNMqfyLieoAQcX18OJ1OXn31VcrLy6murubSSy+lrKyM5cuXT+o16uzs5NixY7r04vD5fFRWVpKdne23KQujjTFMTk4e9+uoF7H73//933zwwQds3LhRd1V3Ar8hXJqnM1u2bOG+++7DZrORmJhISUkJr732GnC6NOq5557DbDbzzDPPcM0114R4tfqkp6eH7du3U1FRQWNjo1YeNd7Sm7q6Ovr6+igqKtJdX4jD4aC6ujqgcwxlWaarqwur1Upvby8JCQmkp6efM0OsJ7H79a9/nYyMDJ544omAreN8GjmiY4Tg9R8irvsZEdcnj9vtZs+ePWzatImPP/6YT3/602zYsIGLL754XJVXqhdHSUkJ4eHhAVzx+FFnAM+YMYOMjIyAXEMdY6jO+o2JidFm/Z7rddSL2P3DH/7AG2+8QXl5ecD8VERc1wVC8AoEY6Wvr49du3ZRUVHBsWPHtPKoCy64YFTRpigKJ06cwOVyBd1AYyyoYjeYJhuyLNPT04PVaqW7u5u4uDgsFgspKSlDAp9exK4sy3zrW98iNjaWn//85wF9D8/XkSM6Qwhe/yHiukDXeDwe3nrrLcrLy/nggw/41Kc+RWlpKZdddtlZRWxbWxunTp2ipKREd6eCqtjNzc3FYrEE5ZqKomC327FarXR0dBAeHk56ejqpqalnvI5NTU1YrVYWL14cUrH7/PPPs2PHDrZu3RrQ03kR13WBGEskCAyPPPIIf/jDH7SB60888QTXXnttiFc1OeLj47nlllu45ZZbGBgYYPfu3Tz77LPU1NRw2WWXUVZWxkUXXaTdrCRJ4qOPPiIhIYGFCxfqrgRWdZQsKioiNjY2aNc1Go0kJyeTnJyMoij09fVhtVo5efIkUVFRWob4+PHjGI3GkIvdhx56iPDw8ICLXTh/R44IBAL9Mx3jenh4OKtXr2b16tX4fD7eeecdysvL+d73vseSJUsoLS1l5cqVQwRRTU0NHo9Hl14c6kjBWbNmae9TMDAYDMTFxREXF8ecOXNwOBxYrVYqKysxmUzaJAebzRZysQvw5z//mS1btrB9+/aAl6KLuH7+oa+7giDgfPOb3+SBBx4I9TICQnR0NDfccAM33HADLpeLPXv28OKLL/KNb3yDiy++mHXr1vH73/+e/Px8HnvsMd2J3f7+fg4cOBByR0mDwUBCQgIJCQnk5+fjcDhob2/nH//4ByaTiVmzZuH1ekNSLibLMj/60Y/wer389re/Denp/PkyckQgEOib6RzXzWYzK1euZOXKlUiSxD/+8Q8qKip49NFHWbhwIaWlpVRVVbFv3z62bNmiu5M4j8fD/v37mTNnDqmpqSFdS0xMDLNmzdLGGNpsNvbt24fH4yEvLw+32x0yg6+NGzfyyiuvsHPnzpCajIm4Pn0RglcwLYmMjGTdunWsW7cOj8fD66+/zv33309cXBypqam8+eabXHLJJbrp8enr6+PQoUO6c5Q0GAzExMTg9XrJzMwkJycHm81GVVUVRqNRG3cUDGMQRVF4/PHH6ezs5E9/+pNfxa4YOSIQCAT6xmQycemll3LppZciyzIffvghDz74IE1NTSxdupStW7eyevXqoFZHnQ23201lZSX5+fmkpKSEejlDiIqKwmQyERUVxdKlS+ns7OTw4cN4vd4hYwyDcTCwZcsWnnvuOXbt2uXXZL+I64LBCMF7nvHrX/+aF198kQsvvJBf/OIXJCUlhXpJAUeWZf7whz9w7733cu+99/LOO++wadMmHnroIS644AKtPCpQ5gjnYvD4hKioqJCsYTQUReHIkSMYDAZtHFRMTAx5eXm4XC5sNhsHDx5ElmUtSAZCsCuKwk9/+lMaGxt58cUX/Z7FFyNHBALBVOV8jOsGg4Ft27YxZ84c3njjDQ4cOMCmTZv4z//8T2bMmEFpaSnXXnut3yYcjBeXy0VlZSVz584lOTk5JGs4G83NzbS3t2tlzIPHGHZ0dHDixAmcTqc26zc+Pj4g4nfnzp385je/YdeuXX73LBFxXTAYYVo1zThbRmv58uWkpqZiMBj4wQ9+QGtrK88991wIVhlcHn74YWbNmsXdd9895OeSJPHee+9RXl7O3r17WbRoEaWlpaxatSpop6zd3d0cOXJkyojd0fB4PFofkMfj0Wb9xsbGTjpIKorCM888Q2VlJS+//HLIzEjEyJGQoq/+g6mNiOtTDBHXz2TTpk3s3buX//qv/xpS7aMoiiZ+d+/eTVpaGqWlpaxduzZowtPpdFJVVcX8+fNJTEwMyjXHw3CxOxqSJNHZ2YnVaqW/v3/CYwxH47XXXuOpp55i165dITsBF3E9pAiXZkHgqa+vZ+3atRw4cCDUSwk4siyfs/xVlmX++c9/smnTJv7+979TUFDAhg0buOqqqwJWHtXV1cXRo0d1OStwPGJ3OD6fT5v1OzAwMKkMsaIo/OY3v+Ef//gHGzduDEkJuhg5oguE4PUfIq5PU863uG4wGM4aU9SpAuXl5ezcuZP4+HjWr1/PunXrSEtLC8iJpSp2CwsLQ3a6fDbGKnaHM9IYQ3XW70Tai958800effRRLSkRbERc1wVC8AoCQ2trqzbo/Omnn+af//wnr7zySohXpT9kWeZf//oX5eXlvPrqq+Tm5lJaWso111zjtwDW2dnJ8ePHKSkpCVkp9WhMRuwOZ3iGOCkpScsQnytIKorCH//4R/bs2UNFRYXuXidBUBGC13+IuD6NEHF9bKjjCCsqKti2bRsRERGsW7eO0tJSMjIy/CJ+1ZGCCxcuJD4+3g+r9i8TFbvDURRFG2PY1dVFbGysNslhLM/7zjvv8L3vfY9du3YFbB6xYEogBK8gMNx2221UVlZiMBjIy8vj2Wef1QKlYGRkWR5SHpWenk5paSlr1qyZcHmU2h+zZMkS3ZhmqfhT7A5HlmW6u7uxWq309PQQHx+vzfodSfw+//zzbNu2jW3btunuBFwQdITg9R8irk8jRFwfP4qi0NDQwObNm9myZQsAa9eupaysjJycnAnFPVXsLlq0yO+9qP7AX2J3OIPHGHZ2dg4ZYzhS+9H777/Pv//7v7Njxw7RGysQglcg0COKolBbW6uVRyUmJmq9QWMtybFardTX11NSUqJbsQswb968gLozKopCb2+vFiTVXt+cnBwSExN56aWXeOWVV9ixY4euXKsFIUMIXv8h4rpA8H8oikJraysVFRVs3rwZl8vF2rVrKS0tZdasWWOKg3a7nZqaGoqKinTjED2YlpYWWltbKSkpCWgvqqIo2qzfjo4OzGYzMTExxMbGkp2dzYcffsg3vvENduzYwYwZMwK2DsGUQQhegUDvKIrC8ePHKS8vZ/v27URFRWnlUenp6SMGyfb2dhobGykpKQmZ8dJoKIrC0aNHURQl4GJ3pGv39/ezceNG/vu//5v4+Hj6+/vZs2ePCIoCFSF4/YeI6wLBCCiKgtVqZcuWLWzevJmenh6uvfZaSktLR6146u/v58CBAxQXF/t1pI6/CJbYHQmn08k//vEPfvCDH2gnwS+99BIXX3xxUNch0C1C8AqmPq+++ir3338/kiRx11138dBDD4V6SQFDURTq6+upqKhg69atGI1GrTwqOzsbg8HAn//8Z9LS0li5cqUQu2dh69at/OY3v+GKK65gz549xMbGct111/G5z31Ol26XgqAhBK//EHFdMCHOp7gOp702tm7dyubNm2lra+Pqq6+mrKyMwsJCjEYj7777LnV1ddxwww26rEQKpdgdTHV1Nffeey9r167l/fffx263s379em699VZmzpwZsnUJQo4QvIKpjSRJzJ07lz179pCTk8OyZcv4y1/+woIFC0K9tICjKAotLS1aeZTb7SY/P5+amhp27typu3l8ehK7u3bt4umnn2bXrl3aHMmGhga2bt3K9ddfT05OTsjWJgg5QvD6DxHXBePmfI7rAD09PWzfvp3NmzfT0NDAkiVLePvtt/nrX/+qy9dAL2L30KFD3HnnnWzcuJH58+cDpydU7Nixg7lz57JixYqQrU0QcoTgFUxtPvjgAx555BHN4v3JJ58E4Lvf/W4olxV01Pmxf/jDH8jOzqa3t5c1a9ZQWlpKQUFBSMWluj69iN3XX3+dJ598kt27d4dsHp9A1wjB6z9EXBeMGxHXP+H111/nnnvuYcmSJRw/fpwrrriCsrIyLrjgggmN6PE3ehG7R44c4Y477uDll19m0aJFIVuHQLcENa6bg3kxwflBc3PzkN7LnJwc/vnPf4ZwRaHh97//PXv27OHjjz8mKiqKjo4Otm7dyne/+11sNhvXXHMNpaWlFBYWBl1s6knsvvXWWzz++OMhHT4vEAgEgtERcf00b7/9Ng8//DDvvfce2dnZDAwM8Le//Y1nn32WmpoaLrvsMsrKyrjoootCIjb1InZPnDjBF7/4RV588UUhdgW6IPSpKIFgGuL1ejl58iSbN28mKioKgNTUVO666y7+9re/sWfPHvLz8/mP//gPPvOZz/Doo49SVVWFLMsBX5sqdmVZDrnYfffdd/nhD3/Ijh07sFgsIVuHQCAQCATn4t1332Xnzp3aSJ3o6Giuv/56Xn75ZT766CNWr17Niy++yIoVK/jmN7/JO++8g8/nC8ra9CJ2Gxoa+MIXvsCf/vQnSkpKQrYOgWAw4oRX4Heys7M5deqU9uempqbzbt5aWFgYTz311KiPJyUlcccdd3DHHXfQ19fHzp07+fnPfz6kPGrp0qV+L49SFIVjx44hyzLz588Pqdj94IMPeOihh9i5c6cYPi8QCAQ6RsT103z/+98f9bHIyEjWrVvHunXr8Hg8vPnmm5SXl/PAAw9w0UUXUVpayqWXXhqQkYStra26ELtNTU3ccsstPPvss1x44YUhW4dAMBzRwyvwOz6fj7lz5/LGG2+QnZ3NsmXLePnll1m4cGGol6Z7HA4Hu3fvpqKigoMHD3L55ZdTVlbGpz71qUkHMVXsSpIUcrH70Ucfcf/997N9+3bh0igYC6KH13+IuC4YNyKuTxyfz8fbb79NeXk57777LkuXLqW0tJSVK1cSEREx6edvbW2lpaUl5GK3tbWVG264gV/+8pdceumlIVuHYMogTKsEU5/du3fzjW98A0mSuPPOO/ne974X6iVNOVwuF6+//jqbNm1i//79fOYzn6GsrIxPf/rTmM3jK87Qk9jdv38/X/3qV9m6dSuzZs0K2ToEUwoheP2HiOuCCSHi+uSRJIn33nuPiooK3nrrLRYtWkRpaSmrVq2a0GgjvYjd9vZ2rr/+en7+85+zcuXKkK1DMKUQglcgEAzF4/HwxhtvUF5ezv/+7/+yYsUKysrKuOSSS84511dPYrempoa7776b8vJy5s6dG7J1CKYcQvD6DxHXBQIdIMsy//znPykvL2fPnj0UFBSwYcMGrrrqKmJjY8/59/Uidjs6Orjuuut4/PHHWb16dcjWIZhyCMErEEyEvLw84uLiMJlMmM1m9u3bF+olBQSv1zukPOrCCy+ktLSUz372s2eUR+lJ7Krz+P76179SWFgYsnUIpiRC8PoPEdcFU4bzJa7Lssz+/fvZtGkTr776Krm5uZSWlnLNNdeQkJBwxu/rRex2dXVx3XXX8aMf/Yg1a9aEbB2CKYkQvALBRMjLy2Pfvn2kpqaGeilBw+fz8d5771FeXs7evXspLi7WyqMiIiJ48MEHWb16NVdeeWVIxe7Ro0e5/fbbeemllygqKgrZOgRTFiF4/YeI64Ipw/kY12VZ5sCBA2zatIndu3eTnp5OaWkpa9asITk5md///vf4fD7uueeekIrdnp4err/+er7zne9QVlYWsnUIpixC8AoEE+F8DIyDkSSJ//3f/6WiooI9e/YQGRlJUlISL774IvHx8SFbV11dHbfeeivPP/88S5YsCdk6BFMaIXj9h4jrginD+R7XFUWhtraW8vJydu7cidFoxG6385e//IXZs2eHLJHd19fHDTfcwP3338+NN94YkjUIpjxC8AoEE2HWrFkkJSVhMBi45557+PKXvxzqJYUERVF46KGHOHr0KAUFBbz++uvk5eVp5VHBFL+NjY187nOf4w9/+APLli0L2nUF0w4heP2HiOuCKYOI65/w8ssv86tf/YprrrmG1157TRuDVFpaSnp6etDEr91u56abbuLuu+/m85//fFCuKZiWCMErEEyE5uZmsrOzsVqtXHnllfzXf/3XeWeNrygKDz/8MJ2dnfzud7/DaDQiyzI1NTVaeVRmZqZWHpWUlBSwtTQ3N3PjjTfy29/+lhUrVgTsOoLzAiF4/YeI64Ipg4jrp3nllVd49tln2bFjB7GxsSiKQkNDAxUVFWzZsgWDwcC6desoKysjOzs7YOJ3YGCAm2++mdtuu40vfvGLAbmG4LwhqHHdGMyLCaYWn/3sZ9mzZw9wetj6fffdF+IVnZ3s7GwALBYLGzZs4MMPPwzxioKPoijMmzdPE7sARqORxYsX8+Mf/5iPP/6Yn/70p7S2tlJWVsaGDRt4/vnn6ejo8Os62trauPnmm/nVr34VULH74IMPMn/+fIqLi9mwYQM9PT3aY08++ST5+fnMmzeP1157LWBrEAgEgqmCiOtTE4PBoIld9c95eXl8+9vf5t133+WVV14hMjKSe+65hyuvvJJnnnmGuro6znGoNS5cLhef//znufnmm7njjjv89rzDEXFdEAjECa9gVN555x1++MMfcvfdd/Pyyy+zffv2kBoknA2Hw4Esy8TFxeFwOLjyyiv54Q9/yNVXXx3qpekW1cG5vLyc7du3Ex0dzfr161m/fv2kyqOsVivXX389P/3pT7niiiv8vOqhvP7666xcuRKz2cx3vvMdAJ566ikOHTrELbfcwocffkhLSwurVq3i6NGjuv38Cs6JOOH1HyKun8eIuD69URQFq9XK5s2b2bx5M729vaxZs4bS0lIKCgomHNfdbjdf+MIXuOaaa/ja174W0PJpEdfPG0RJs0A/XHbZZdjtdvbu3UtcXFyolzMqJ0+eZMOGDcBp5+Jbb72V733veyFe1dRBURTq6uqoqKhg69atmEwmrTwqKytrzMFNncf34x//OOibki1btlBeXs5LL73Ek08+CcB3v/tdAFavXs0jjzwiSqunLkLw+g8R189zRFw/f+jo6GDr1q1s3rwZq9XK1VdfTVlZGYWFhWOO6x6Phy9+8YtceumlfPOb3wyqUZaI69OaoMZ1czAvJpha1NTU0NraSkpKiq6DIsDs2bOpqqoK9TKmLAaDgdmzZ/Pggw/ywAMP0NzcTEVFBXfddRder1czxsjNzR012HV3d3PjjTfyyCOPhCQD/9xzz3HzzTcDp/u+li9frj2Wk5NDc3Nz0NckEAgEekLE9fOL1NRU7rrrLu666y66u7vZsWMHjz32GI2NjVx55ZVs2LCBoqIirQVqOD6fj7vuuovly5cHXeyCiOsC/yF6eAUj0trayuc//3m2bdtGbGwsr776aqiXJAgSBoOBnJwc7r//fvbu3cvmzZtJSEjg61//OitXruTnP/85x44dG9Ib1Nvby4033shDDz3E2rVr/bqeVatWsWjRojP+27Ztm/Y7jz/+OGazWThGCgQCwSiIuH5+k5SUxO233862bdt4++23WbJkCb/4xS+4+OKL+f73v8++ffuQZVn7fXXWb1FREd/5znf8KnZFXBcEHUVRzvaf4DzE4XAoy5cvV15//XVFURTl7bffVpYvXx7iVemHL33pS0paWpqycOFC7WednZ3KqlWrlPz8fGXVqlVKV1dXCFcYOKxWq/L73/9eWb16tXLBBRcoP/jBD5S3335b+cxnPqO88sorIVnT//zP/yjLly9XHA6H9rMnnnhCeeKJJ7Q/X3XVVcr7778fiuUJ/MO5YpX4b+z/Cc5DRFw/O+dzXHc4HMqmTZuUz33uc8qiRYuUe++9V3n99deV2267TXn44YcVWZaDviYR188Lghr7RA+vQDBO3nnnHWJjY7n99ts5cOAAAP/+7/9OcnIyDz30ED/5yU/o7u7mqaeeCvFKA0tXVxfbt2/nF7/4Bddddx2PPvpo0Nfw6quv8q1vfYu3336btLQ07ecHDx7k1ltv1cwtrrjiCo4dOybMLaYuoofXf4i4LhAMQ8T107hcLl5//XX++7//G4PBwO7du0ctdw4UIq6fNwjTKoFA79TX17N27VotMM6bN4+9e/eSmZlJa2srl19+OUeOHAnxKqc/+fn5uN1uUlJSAFi+fDm/+93vgNPlUM899xxms5lnnnmGa665JpRLFUwOIXj9h4jrAsEIiLiuD0RcP28Qglcg0DvDA2NiYqI2K05RFJKSkobMjhMIBJNCCF7/IeK6QDACIq4LBEElqHFdmFYJBH7GYDAE3clQIBAIBAJBYBBxXSCY2gjBKxD4gfT0dFpbW4HTTpgWiyXEKxIIBAKBQDBRRFwXCKYPQvAKBH5g/fr1vPDCCwC88MILlJaWhnhFAoFAIBAIJoqI6wLB9EH08AoE4+SWW25h7969dHR0kJ6ezqOPPkpZWRk33XQTjY2N5ObmsnHjRpKTk0O9VIFguiBqCf2HiOsCwTBEXBcIgo4wrRIIBAKBYBBC8PoPEdcFAoFAEGqEaZVAIBAIBAKBQCAQCASTRQhegWCKcOedd2KxWFi0aJH2s0ceeYTs7GxKSkooKSlh9+7dIVyhQCAQCASCsSLiukAQHITgFQimCF/84hd59dVXz/j5N7/5TSorK6msrOTaa68NwcoEAoFAIBCMFxHXBYLgIASvQDBFuPTSS4VhhkAgEAgE0wQR1wWC4CAEr0Awxfn1r39NcXExd955J93d3aFejkAgEAgEgkkg4rpA4F+E4BUIpjD/9m//xokTJ6isrCQzM5Nvf/vboV6SQCAQCASCCSLiukDgf4TgFQimMOnp6ZhMJoxGI3fffTcffvhhqJckEAgEAoFggoi4LhD4HyF4BYIpTGtrq/b/W7ZsGeL0KBAIBAKBYGoh4rpA4H/MoV6AQCAYG7fccgt79+6lo6ODnJwcHn30Ufbu3UtlZSUGg4G8vDyeffbZUC9TIBAIBALBGBBxXSAIDgZFUc72+FkfFAgEAoEgCBhCvYBphIjrAoFAIAg1QY3roqRZIBAIBAKBQCAQCATTEiF4BQKBQCAQCAQCgUAwLRGCVyAQCAQCgUAgEAgE0xIheAUCgUAgEAgEAoFAMC0RglcgEAgEAoFAIBAIBNMSIXgFAoFAIBAIBAKBQDAtEYJXIBAIBAKBQCAQCATTEiF4BQKBQCAQCAQCgUAwLRGCVyAQCAQCgUAgEAgE0xLzOR43BGUVAoFAIBAIgoGI6wKBQCA4rxAnvAKBQCAQCAQCgUAgmJYIwSsQCAQCgUAgEAgEgmmJELwCgUAgEAgEAoFAIJiWCMErEAgEAoFAIBAIBIJpiRC8AoFAIBAIBAKBQCCYlgjBKxAIBAKBQCAQCASCacn/Dy9xbxHYI4twAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } + ], + "source": [ + "fig = plt.figure(figsize=(16.5, 8))\n", + "fig.suptitle(\"Training Data Coordinates\")\n", + "ax = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", + "ax = plot_lorenz(x_train, x_train_noisy, diffs[2][1].smoothed_x_, ax=ax)\n", + "ax.set_title(\"Savitzky-Golay filtered for Smoothed FD method\")\n", + "ax = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", + "ax = plot_lorenz(x_train, x_train_noisy, diffs[8][1].smoothed_x_, ax=ax)\n", + "ax.set_title(\"Kalman smoothed\")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "6b48431a", + "metadata": { + "lines_to_next_cell": 2 }, "outputs": [], "source": [ @@ -717,19 +758,15 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, + "id": "35a38fc0", "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:15:39.738608Z", - "iopub.status.busy": "2022-07-06T23:15:39.738368Z", - "iopub.status.idle": "2022-07-06T23:15:40.225042Z", - "shell.execute_reply": "2022-07-06T23:15:40.223990Z" - } + "lines_to_next_cell": 2 }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -741,6 +778,8 @@ } ], "source": [ + "\n", + "\n", "plt.figure()\n", "plt.grid(True)\n", "plt.semilogy(spectral_times[:, 0], label=\"derivative python package\")\n", @@ -753,19 +792,15 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, + "id": "43120452", "metadata": { - "execution": { - "iopub.execute_input": "2022-07-06T23:15:40.230194Z", - "iopub.status.busy": "2022-07-06T23:15:40.229983Z", - "iopub.status.idle": "2022-07-06T23:15:40.367220Z", - "shell.execute_reply": "2022-07-06T23:15:40.366431Z" - } + "lines_to_next_cell": 2 }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -777,6 +812,8 @@ } ], "source": [ + "\n", + "\n", "# Check error improves as order increases\n", "x = np.linspace(0, 2 * np.pi, 100)\n", "y = np.sin(x) - x**5\n", @@ -793,23 +830,18 @@ "plt.xlabel(\"Finite difference order\")\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "jupytext": { "cell_metadata_filter": "-all", + "encoding": "# coding: utf-8", + "executable": "/usr/bin/env python", "main_language": "python", "notebook_metadata_filter": "-all" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "env", "language": "python", "name": "python3" }, @@ -823,7 +855,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.10.6" } }, "nbformat": 4, diff --git a/examples/5_differentiation/example.py b/examples/5_differentiation/example.py index 071d5d91d..cc33876d4 100644 --- a/examples/5_differentiation/example.py +++ b/examples/5_differentiation/example.py @@ -1,10 +1,9 @@ -#!/usr/bin/env python -# coding: utf-8 -# # Differentiators in PySINDy +# %% [markdown] +# Differentiators in PySINDy # # This notebook explores the differentiation methods available in PySINDy. Most of the methods are powered by the [derivative](https://pypi.org/project/derivative/) package. While this notebook explores these methods on temporal data, these apply equally well to the computation of spatial derivatives for SINDy for PDE identification (see example Jupyter notebooks 10 and 12, on PDEs and weak forms). # [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/dynamicslab/pysindy/v1.7?filepath=examples/5_differentiation.ipynb) -# In[1]: +# %% import warnings import matplotlib.pyplot as plt @@ -23,11 +22,11 @@ integrator_keywords["atol"] = 1e-12 from utils import ( - plot_kws, - pal, compare_methods, print_equations, compare_coefficient_plots, + plot_sho, + plot_lorenz, ) if __name__ != "testing": @@ -50,6 +49,7 @@ ) +# %% [markdown] # In the cell below we define all the available differentiators. Note that the different options in `SINDyDerivative` all originate from `derivative`. # # * `FiniteDifference` - First order (forward difference) or second order (centered difference) finite difference methods with the ability to drop endpoints. Does *not* assume a uniform time step. Appropriate for smooth data. @@ -60,7 +60,7 @@ # * `trend_filtered` - Use total squared variations to fit the data (computes a global derivative that is a piecewise combination of polynomials of a chosen order). Set `order=0` to obtain the total-variational derivative. Appropriate for noisy data # * `spectral` - Compute the spectral derivative of the data via Fourier Transform. Appropriate for very smooth (i.e. analytic) data. There is an in-house PySINDy version for speed but this is also included in the derivative package. -# In[2]: +# %% diffs = [ @@ -75,13 +75,15 @@ ("Trend Filtered", ps.SINDyDerivative(kind="trend_filtered", order=0, alpha=1e-2)), ("Spectral", ps.SINDyDerivative(kind="spectral")), ("Spectral, PySINDy version", ps.SpectralDerivative()), + ("Kalman", ps.SINDyDerivative(kind="kalman", alpha=0.05)), ] +# %% [markdown] # ## Compare differentiation methods directly # First we'll use the methods to numerically approximate derivatives to measurement data directly, without bringing SINDy into the picture. We'll compare the different methods' accuracies when working with clean data ("approx" in the plots) and data with a small amount of white noise ("noisy"). -# In[3]: +# %% noise_level = 0.01 @@ -89,7 +91,7 @@ # ### Sine -# In[4]: +# %% # True data @@ -100,7 +102,7 @@ # ### Absolute value -# In[5]: +# %% # Shrink window for Savitzky Golay method @@ -108,6 +110,7 @@ "Savitzky Golay", ps.SINDyDerivative(kind="savitzky_golay", left=0.1, right=0.1, order=3), ) +diffs[8] = ("Kalman", ps.SINDyDerivative(kind="kalman", alpha=0.01)) x, y, y_dot, y_noisy = gen_data_step(noise_level) @@ -115,54 +118,45 @@ plt.show() +# %% [markdown] # ## Compare differentiators when used in PySINDy # We got some idea of the performance of the differentiation options applied to raw data. Next we'll look at how they work as a single component of the SINDy algorithm. - +# # ### Linear oscillator # $$ \frac{d}{dt} \begin{bmatrix}x \\ y\end{bmatrix} = \begin{bmatrix} -0.1 & 2 \\ -2 & -0.1 \end{bmatrix} \begin{bmatrix}x \\ y\end{bmatrix} $$ +# +# + +# -# In[6]: +# %% noise_level = 0.1 - -# In[7]: +# %% # Generate training data dt, t_train, x_train, x_train_noisy = gen_data_sho(noise_level, integrator_keywords) - -# In[8]: - - -fig, ax = plt.subplots(1, 1, figsize=(5, 5)) - -ax.plot(x_train[:, 0], x_train[:, 1], ".", label="Clean", color=pal[0], **plot_kws) -ax.plot( - x_train_noisy[:, 0], - x_train_noisy[:, 1], - ".", - label="Noisy", - color=pal[1], - **plot_kws -) - -ax.set(title="Training data", xlabel="$x_0$", ylabel="$x_1$") -ax.legend() -plt.show() - - -# In[9]: - +# %% +figure = plt.figure(figsize=[5, 5]) +plot_sho(x_train, x_train_noisy) # Allow Trend Filtered method to work with linear functions diffs[5] = ( "Trend Filtered", ps.SINDyDerivative(kind="trend_filtered", order=1, alpha=1e-2), ) +diffs[8] = ("Kalman", ps.SINDyDerivative(kind="kalman", alpha=0.5)) +diffs.append(("Smooth FD, reuse old x", ps.SmoothedFiniteDifference(save_smooth=False))) +diffs.append( + ( + "Kalman, reuse old x", + ps.SINDyDerivative(kind="kalman", alpha=0.5, save_smooth=False), + ) +) equations_clean = {} equations_noisy = {} @@ -187,14 +181,12 @@ equations_noisy[name] = model.equations() coefficients_noisy[name] = model.coefficients() - -# In[10]: +# %% print_equations(equations_clean, equations_noisy) - -# In[11]: +# %% feature_names = model.get_feature_names() @@ -206,50 +198,51 @@ ) plt.show() - +# %% [markdown] +# +# We can take a look at the smoothed values of x that some differentiation +# methods implicitly calculate: + +# %% +fig = plt.figure(figsize=[12, 5]) +fig.suptitle("Training Data Coordinates") +plt.subplot(1, 2, 1) +ax = plot_sho(x_train, x_train_noisy, diffs[2][1].smoothed_x_) +ax.set_title("Savitzky-Golay filtered for Smoothed FD method") +plt.subplot(1, 2, 2) +ax = plot_sho(x_train, x_train_noisy, diffs[8][1].smoothed_x_) +ax.set_title("Kalman smoothed") + +# %% [markdown] # ### Lorenz system # # $$ \begin{aligned} \dot x &= 10(y-x)\\ \dot y &= x(28 - z) - y \\ \dot z &= xy - \tfrac{8}{3} z, \end{aligned} $$ # -# In[12]: +# %% noise_level = 0.5 - -# In[13]: +# %% # Generate measurement data dt, t_train, x_train, x_train_noisy = gen_data_lorenz(noise_level, integrator_keywords) - -# In[14]: +# %% fig = plt.figure(figsize=(8, 8)) -ax = fig.add_subplot(1, 1, 1, projection="3d") -ax.plot( - x_train[:, 0], x_train[:, 1], x_train[:, 2], color=pal[0], label="Clean", **plot_kws -) - -ax.plot( - x_train_noisy[:, 0], - x_train_noisy[:, 1], - x_train_noisy[:, 2], - ".", - color=pal[1], - label="Noisy", - alpha=0.3, +plot_lorenz(x_train, x_train_noisy) +fig.show() + +# %% +diffs[8] = ("Kalman", ps.SINDyDerivative(kind="kalman", alpha=0.0015)) +diffs[10] = ( + "Kalman, reuse old x", + ps.SINDyDerivative(kind="kalman", alpha=0.0015, save_smooth=False), ) -ax.set(title="Training data", xlabel="$x$", ylabel="$y$", zlabel="$z$") -ax.legend() -plt.show() - - -# In[15]: - equations_clean = {} equations_noisy = {} @@ -275,14 +268,12 @@ equations_noisy[name] = model.equations() coefficients_noisy[name] = model.coefficients() - -# In[16]: +# %% print_equations(equations_clean, equations_noisy) - -# In[17]: +# %% feature_names = model.get_feature_names() @@ -294,10 +285,20 @@ ) plt.show() +# %% -# In[18]: +# %% +fig = plt.figure(figsize=(16.5, 8)) +fig.suptitle("Training Data Coordinates") +ax = fig.add_subplot(1, 2, 1, projection="3d") +ax = plot_lorenz(x_train, x_train_noisy, diffs[2][1].smoothed_x_, ax=ax) +ax.set_title("Savitzky-Golay filtered for Smoothed FD method") +ax = fig.add_subplot(1, 2, 2, projection="3d") +ax = plot_lorenz(x_train, x_train_noisy, diffs[8][1].smoothed_x_, ax=ax) +ax.set_title("Kalman smoothed") +# %% import timeit N_spectral = np.logspace(1, 8, n_spectral, dtype=int) @@ -320,8 +321,7 @@ stop = timeit.default_timer() spectral_times[i, 1] = stop - start - -# In[19]: +# %% plt.figure() @@ -333,8 +333,7 @@ plt.legend() plt.show() - -# In[20]: +# %% # Check error improves as order increases @@ -352,6 +351,3 @@ plt.ylabel("Derivative error") plt.xlabel("Finite difference order") plt.show() - - -# In[ ]: diff --git a/examples/5_differentiation/utils.py b/examples/5_differentiation/utils.py index 2c1fe173a..0b7c2a4df 100644 --- a/examples/5_differentiation/utils.py +++ b/examples/5_differentiation/utils.py @@ -116,3 +116,65 @@ def signed_sqrt(x): axs[1, 0].set_ylabel("Noisy", labelpad=10) fig.tight_layout() + + +def plot_sho(x_train, x_train_noisy, x_smoothed=None): + ax = plt.gca() + ax.plot(x_train[:, 0], x_train[:, 1], ".", label="Clean", color=pal[0], **plot_kws) + ax.plot( + x_train_noisy[:, 0], + x_train_noisy[:, 1], + ".", + label="Noisy", + color=pal[1], + **plot_kws, + ) + if x_smoothed is not None: + ax.plot( + x_smoothed[:, 0], + x_smoothed[:, 1], + ".", + label="Smoothed", + color=pal[2], + **plot_kws, + ) + + ax.set(title="Training data", xlabel="$x_0$", ylabel="$x_1$") + ax.legend() + return ax + + +def plot_lorenz(x_train, x_train_noisy, x_smoothed=None, ax=None): + if ax is None: + ax = plt.axes(projection="3d") + ax.plot( + x_train[:, 0], + x_train[:, 1], + x_train[:, 2], + color=pal[0], + label="Clean", + **plot_kws, + ) + + ax.plot( + x_train_noisy[:, 0], + x_train_noisy[:, 1], + x_train_noisy[:, 2], + ".", + color=pal[1], + label="Noisy", + alpha=0.3, + ) + if x_smoothed is not None: + ax.plot( + x_smoothed[:, 0], + x_smoothed[:, 1], + x_smoothed[:, 2], + ".", + color=pal[2], + label="Smoothed", + alpha=0.3, + ) + ax.set(title="Training data", xlabel="$x$", ylabel="$y$", zlabel="$z$") + ax.legend() + return ax diff --git a/examples/README.rst b/examples/README.rst index fdbe68683..410e26f80 100644 --- a/examples/README.rst +++ b/examples/README.rst @@ -3,15 +3,28 @@ PySINDy Examples This directory showcases the following examples of PySINDy in action. -`Feature overview <./1_feature_overview/example.html>`_ +`Feature overview <./1_feature_overview/example.ipynb>`_ ----------------------------------------------------------------------------------------------------------- This notebook gives an almost exhaustive overview of the different features available in PySINDy. It's a good reference for how to set various options and work with different types of datasets. +.. toctree:: + :hidden: + :maxdepth: 1 + + ./1_feature_overview/example + + `Introduction to SINDy <./2_introduction_to_sindy/example.ipynb>`_ --------------------------------------------------------------------------------------------------------------------- We recommend that people new to SINDy start here. We give a gentle introduction to the SINDy method and how different steps in the algorithm are represented in PySINDy. We also show how to use PySINDy to learn a model for a simple linear differential equation. -`Original paper <./3_original_paper/example.html>`_ +.. toctree:: + :hidden: + :maxdepth: 1 + + ./2_introduction_to_sindy/example + +`Original paper <./3_original_paper/example.ipynb>`_ ------------------------------------------------------------------------------------------------------- This notebook uses PySINDy to reproduce the examples in the `original SINDy paper `_. Namely, it applies PySINDy to the following problems: @@ -23,61 +36,161 @@ This notebook uses PySINDy to reproduce the examples in the `original SINDy pape * Logistic map * Hopf system -`Scikit-learn compatibility <./4_scikit_learn_compatibility/example.html>`_ +.. toctree:: + :hidden: + :maxdepth: 1 + + ./3_original_paper/example + +`Scikit-learn compatibility <./4_scikit_learn_compatibility/example.ipynb>`_ ------------------------------------------------------------------------------------------------------------------------------- Shows how PySINDy interfaces with various Scikit-learn objects. * Cross-validation * Sparse regressors -`Differentiation <./5_differentation/example.ipynb>`_ +.. toctree:: + :hidden: + :maxdepth: 1 + + ./4_scikit_learn_compatibility/example + +`Differentiation <./5_differentiation/example.ipynb>`_ --------------------------------------------------------------------------------------------------------- Explore the differentiation methods available in PySINDy on pure differentiation problems and as components in the SINDy algorithm. -`Deeptime compatibility <./6_deeptime_compatibility/example.html>`_ +.. toctree:: + :hidden: + :maxdepth: 1 + + ./5_differentiation/example + + +`Deeptime compatibility <./6_deeptime_compatibility/example.ipynb>`_ ------------------------------------------------------------------------------------------------------------------------ See a demonstration of PySINDy objects designed to conform to the `Deeptime `_ API. -`Plasma physics <./7_plasma_example/example.html>`_ +.. toctree:: + :hidden: + :maxdepth: 1 + + ./6_deeptime_compatibility/example + +`Plasma physics <./7_plasma_examples/example.ipynb>`_ ---------------------------------------------------------------------------------------------- Use the ``ConstrainedSR3`` optimizer to build a constrained model for the temporal POD modes of a plasma simulation. +.. toctree:: + :hidden: + :maxdepth: 1 + + ./7_plasma_examples/example -`Trapping SINDy <./8_trapping_sindy_paper_examples/example.html>`_ +`Trapping SINDy <./8_trapping_sindy_paper_examples/example.ipynb>`_ ----------------------------------------------------------------------------------------------------------- This notebook applies the ``TrappingSR3`` optimizer to various canonical fluid systems., proposed in this paper: Kaptanoglu, Alan A., et al. "Promoting global stability in data-driven models of quadratic nonlinear dynamics." Physical Review Fluids 6.9 (2021): 094401. A preprint is found here ``_. -`SINDyPI <./9_sindypi_with_sympy/example.html>`_ +.. toctree:: + :hidden: + :maxdepth: 1 + + ./8_trapping_sindy_paper_examples/example + +`SINDyPI <./9_sindypi_with_sympy/example.ipynb>`_ ---------------------------------------------------------------------------------------------- This notebook applies the ``SINDyPI`` optimizer to a simple implicit ODE and was originally proposed in this paper: Kaheman, Kadierdan, J. Nathan Kutz, and Steven L. Brunton. "SINDy-PI: a robust algorithm for parallel implicit sparse identification of nonlinear dynamics." Proceedings of the Royal Society A 476.2242 (2020): 20200279. -`PDEFIND <./10_PDEFIND_examples/example.html>`_ +.. toctree:: + :hidden: + :maxdepth: 1 + + ./9_sindypi_with_sympy/example + +`PDEFIND <./10_PDEFIND_examples/example.ipynb>`_ ---------------------------------------------------------------------------------------------- This notebook applies the PDEFIND algorithm (SINDy for PDE identification) to a number of PDEs, and was originally proposed in this paper: Rudy, Samuel H., et al. "Data-driven discovery of partial differential equations." Science Advances 3.4 (2017): e1602614. -`Greedy Algorithms <./11_SSR_FROLS_examples/example.html>`_ +.. toctree:: + :hidden: + :maxdepth: 1 + + ./10_PDEFIND_examples/example + +`Greedy Algorithms <./11_SSR_FROLS_examples/example.ipynb>`_ ----------------------------------------------------------------------------------------------------- This notebook uses the step-wise sparse regression (SSR) and forward-regression orthogonal least-squares (FROLS) algorithms, which are greedy algorithms that iteratively truncate (or add) one nonzero coefficient at each algorithm iteration. -`Weak formulation SINDy <./12_weakform_SINDy_examples/example.html>`_ +.. toctree:: + :hidden: + :maxdepth: 1 + + ./11_SSR_FROLS_examples/example + +`Weak formulation SINDy <./12_weakform_SINDy_examples/example.ipynb>`_ -------------------------------------------------------------------------------------------------------------- This notebook uses SINDy to identify the weak-formulation of a system of ODEs or PDEs, adding significant robustness against noise in the data. -`Model ensembles <./13_ensembling/example.html>`_ +.. toctree:: + :hidden: + :maxdepth: 1 + + ./12_weakform_SINDy_examples/example + +`Model ensembles <./13_ensembling/example.ipynb>`_ ---------------------------------------------------------------------------------------------- This notebook uses sub-sampling of the data and sub-sampling of the SINDy library to generate many models, and the user can choose how to average or otherwise combine these models together. This tends to make SINDy more robust against noisy data. -`Cavity flow <./14_cavity_flow/example.html>`_ +.. toctree:: + :hidden: + :maxdepth: 1 + + ./13_ensembling/example + +`Cavity flow <./14_cavity_flow/example.ipynb>`_ ---------------------------------------------------------------------------------------------- Demonstrates the use of SINDy to learn a model for the quasiperiodic dynamics in a shear-driven cavity at Re=7500, following Callaham, Brunton, and Loiseau (2021), preprint available here ``_. +.. toctree:: + :hidden: + :maxdepth: 1 + + ./14_cavity_flow/example + +`PySINDy lectures <./15_pysindy_lectures/example.ipynb>`_ +---------------------------------------------------------------------------------------------- +Lectures on PySINDy usage from Alan Kaptanoglu's Youtube channel: https://www.youtube.com/playlist?list=PLN90bHJU-JLoOfEk0KyBs2qLTV7OkMZ25. + +.. toctree:: + :hidden: + :maxdepth: 1 + + ./15_pysindy_lectures/example -.. Full table of contents -.. ---------------------- +`Noise robustness benchmarking <./16_noise_robustness/example.ipynb>`_ +---------------------------------------------------------------------------------------------- +Benchmarking PySINDy on low dimensional chaotic systems subject to noise, following Kaptanoglu, Zhang, Nicolaou, Fasel, & Brunton, (2023), preprint available here https://arxiv.org/abs/2302.10787. .. toctree:: - :glob: :hidden: - :maxdepth: 0 + :maxdepth: 1 + + ./16_noise_robustness/example + +`Parameterized pattern formation <./17_parameterized_pattern_formation/example.ipynb>`_ +---------------------------------------------------------------------------------------------- +Demonstrates the use of SINDyCP for discovery of parameterized pattern formation, following Nicolaou, Huo, Chen, Kutz, and Bruton (2023), preprint available here https://arxiv.org/abs/2301.02673. + +.. toctree:: + :hidden: + :maxdepth: 1 + + ./17_parameterized_pattern_formation/example + +`All examples including examples under development`_ +---------------------------------------------------------------------------------------------- + +.. toctree:: + :glob: + :maxdepth: 1 ** diff --git a/examples/data/vonKarman_pod/neksuite.py b/examples/data/vonKarman_pod/neksuite.py index 2bdd6c456..a5ae818ad 100644 --- a/examples/data/vonKarman_pod/neksuite.py +++ b/examples/data/vonKarman_pod/neksuite.py @@ -100,7 +100,7 @@ def readnek(fname): # compute total number of points per element npel = lr1[0] * lr1[1] * lr1[2] - # get number of pysical dimensions + # get number of physical dimensions ndim = 2 + (lr1[2] > 1) # get number of elements diff --git a/pyproject.toml b/pyproject.toml index 070b05185..60028b62a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,28 +1,92 @@ [build-system] -requires = ["setuptools>=42", "wheel", "setuptools_scm[toml]>=3.4", "setuptools_scm_git_archive"] -build-backend = "setuptools.build_meta:__legacy__" +requires = ["setuptools", "setuptools-scm"] +build-backend = "setuptools.build_meta" -[tool.setuptools_scm] -write_to = "pysindy/version.py" +[project] +name = "pysindy" +description = "Sparse Identification of Nonlinear Dynamics" +authors = [ + {name="Brian de Silva", email="bdesilva@uw.edu"}, + {name="Kathleen Champion", email="kpchamp@uw.edu"}, + {name="Markus Quade", email="info@markusqua.de"}, + {name="Alan Kaptanoglu", email="akaptano@uw.edu"} +] +license = {text = "MIT"} +requires-python = ">=3.8" +dynamic = ["version"] +classifiers = [ + "Programming Language :: Python", + "Programming Language :: Python :: 3.8", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Development Status :: 5 - Production/Stable", + "Intended Audience :: Science/Research", + "License :: OSI Approved :: MIT License", + "Topic :: Scientific/Engineering :: Mathematics", +] +readme = "README.rst" +dependencies = [ + "scikit-learn>=1.1", + "derivative>=0.5.4", +] + +[project.optional-dependencies] +dev = [ + "matplotlib", + "seaborn", + "pytest>=6.2.4", + "black", + "build", + "pytest-cov", + "pytest-lazy-fixture", + "flake8-builtins-unleashed", + "jupyter", + "jupytext", + "pre-commit", + "hypothesis", + "jupyter-contrib-nbextensions" +] +docs = [ + "ipython", + "pandoc", + "sphinx-rtd-theme", + "sphinx==5.3.0", + "sphinxcontrib-apidoc", + "nbsphinx" +] +miosr = [ + "gurobipy>=9.5.1,!=10.0.0" +] +cvxpy = [ + "cvxpy", + "scs>=2.1, !=2.1.4" +] [tool.black] line-length = 88 -extend-exclude = ''' -/( +force-exclude = ''' \.git - | \.mypy_cache - | \.venv - | .vscode - | version.py - | build - | dist - | env -)/ + \.mypy_cache + \.venv + .vscode + version.py + build + dist + env ''' [tool.pytest.ini_options] filterwarnings = [ "ignore::RuntimeWarning", "ignore::UserWarning",] -addopts = '-m "not slow"' -markers = ["slow"] +addopts = '-m "not slow and not notebooks"' +markers = ["slow", "notebooks"] + +[tool.codespell] +ignore-words-list = "pres,nd,hist" + +[tool.setuptools] +packages = ["pysindy"] + +[tool.setuptools_scm] +write_to = "pysindy/version.py" diff --git a/pysindy/__init__.py b/pysindy/__init__.py index e5a767bea..925fba3f2 100644 --- a/pysindy/__init__.py +++ b/pysindy/__init__.py @@ -49,7 +49,7 @@ from .optimizers import StableLinearSR3 except ImportError: pass -from .optimizers import SINDyOptimizer +from .optimizers import WrappedOptimizer from .optimizers import SR3 from .optimizers import SSR from .optimizers import STLSQ diff --git a/pysindy/deeptime/deeptime.py b/pysindy/deeptime/deeptime.py index f4d5ae0ed..d8d028955 100644 --- a/pysindy/deeptime/deeptime.py +++ b/pysindy/deeptime/deeptime.py @@ -1,7 +1,6 @@ """ `Deeptime `_ wrapper interface for PySINDy. """ -from sklearn import __version__ from sklearn.pipeline import Pipeline from sklearn.utils.validation import check_is_fitted @@ -217,10 +216,7 @@ def __init__( ] self.model = Pipeline(steps) - if float(__version__[:3]) >= 1.0: - self.n_features_in_ = self.model.steps[0][1].n_features_in_ - else: - self.n_input_features_ = self.model.steps[0][1].n_input_features_ + self.n_features_in_ = self.model.steps[0][1].n_features_in_ self.n_output_features_ = self.model.steps[0][1].n_output_features_ def copy(self): diff --git a/pysindy/differentiation/base.py b/pysindy/differentiation/base.py index 404bebb3d..c2a048010 100644 --- a/pysindy/differentiation/base.py +++ b/pysindy/differentiation/base.py @@ -12,6 +12,10 @@ class BaseDifferentiation(BaseEstimator): Simply forces differentiation methods to implement a ``_differentiate`` function. + + Attributes: + smoothed_x_: Methods that smooth x before differentiating save + that value here. Methods that do not simply save x here. """ def __init__(self): diff --git a/pysindy/differentiation/finite_difference.py b/pysindy/differentiation/finite_difference.py index 98878dc52..39f9bddd3 100644 --- a/pysindy/differentiation/finite_difference.py +++ b/pysindy/differentiation/finite_difference.py @@ -282,4 +282,5 @@ def _differentiate(self, x, t): ] ) x_dot[tuple(s)] = boundary + self.smoothed_x_ = x return x_dot diff --git a/pysindy/differentiation/sindy_derivative.py b/pysindy/differentiation/sindy_derivative.py index 2b5a0292c..533724b71 100644 --- a/pysindy/differentiation/sindy_derivative.py +++ b/pysindy/differentiation/sindy_derivative.py @@ -3,7 +3,7 @@ Some default values used here may differ from those used in :doc:`derivative:index`. """ -from derivative import dxdt +from derivative import methods from numpy import arange from .base import BaseDifferentiation @@ -33,8 +33,9 @@ class SINDyDerivative(BaseDifferentiation): for acceptable keywords. """ - def __init__(self, **kwargs): + def __init__(self, save_smooth=True, **kwargs): self.kwargs = kwargs + self.save_smooth = save_smooth def set_params(self, **params): """ @@ -52,6 +53,7 @@ def set_params(self, **params): return self else: self.kwargs.update(params["kwargs"]) + self.save_smooth = params.get("save_smooth", self.save_smooth) return self @@ -61,6 +63,7 @@ def get_params(self, deep=True): if isinstance(self.kwargs, dict): params.update(self.kwargs) + params["save_smooth"] = self.save_smooth return params @@ -70,4 +73,12 @@ def _differentiate(self, x, t=1): raise ValueError("t must be a positive constant or an array") t = arange(x.shape[0]) * t - return dxdt(x, t, axis=0, **self.kwargs) + differentiator = methods[self.kwargs["kind"]]( + **{k: v for k, v in self.kwargs.items() if k != "kind"} + ) + x_dot = differentiator.d(x, t, axis=0) + if self.save_smooth: + self.smoothed_x_ = differentiator.x(x, t, axis=0) + else: + self.smoothed_x_ = x + return x_dot diff --git a/pysindy/differentiation/smoothed_finite_difference.py b/pysindy/differentiation/smoothed_finite_difference.py index c5b0799a7..8f3365eac 100644 --- a/pysindy/differentiation/smoothed_finite_difference.py +++ b/pysindy/differentiation/smoothed_finite_difference.py @@ -18,6 +18,9 @@ class SmoothedFiniteDifference(FiniteDifference): smoother_kws: dict, optional (default :code:`{}`) Arguments passed to smoother when it is invoked. + save_smooth: bool + Whether to save the smoothed coordinate values or not. + **kwargs: kwargs Additional parameters passed to the :meth:`pysindy.FiniteDifference.__init__` function. @@ -42,10 +45,13 @@ class SmoothedFiniteDifference(FiniteDifference): [ 5.39752150e-01, -8.41980082e-01]]) """ - def __init__(self, smoother=savgol_filter, smoother_kws={}, **kwargs): + def __init__( + self, smoother=savgol_filter, smoother_kws={}, save_smooth=True, **kwargs + ): super(SmoothedFiniteDifference, self).__init__(**kwargs) self.smoother = smoother self.smoother_kws = smoother_kws + self.save_smooth = save_smooth if smoother is savgol_filter: if "window_length" not in smoother_kws: @@ -56,5 +62,10 @@ def __init__(self, smoother=savgol_filter, smoother_kws={}, **kwargs): def _differentiate(self, x, t): """Apply finite difference method after smoothing.""" - x = self.smoother(x, **self.smoother_kws) - return super(SmoothedFiniteDifference, self)._differentiate(x, t) + x_smooth = self.smoother(x, **self.smoother_kws) + x_dot = super(SmoothedFiniteDifference, self)._differentiate(x_smooth, t) + if self.save_smooth: + self.smoothed_x_ = x_smooth + else: + self.smoothed_x_ = x + return x_dot diff --git a/pysindy/differentiation/spectral_derivative.py b/pysindy/differentiation/spectral_derivative.py index c90e089d5..8df3a2a84 100644 --- a/pysindy/differentiation/spectral_derivative.py +++ b/pysindy/differentiation/spectral_derivative.py @@ -59,6 +59,7 @@ def _differentiate(self, x, t): freqs[: n // 2 + 1] = positives * 2 * np.pi / (n * t) freqs[n // 2 + 1 :] = (negatives - n) * 2 * np.pi / (n * t) + self.smoothed_x_ = x if x.dtype is complex: return np.fft.ifft( np.reshape(1j * freqs, dims) ** self.d * q, axis=self.axis diff --git a/pysindy/feature_library/base.py b/pysindy/feature_library/base.py index f60d56fc8..16149b27c 100644 --- a/pysindy/feature_library/base.py +++ b/pysindy/feature_library/base.py @@ -4,11 +4,12 @@ import abc import warnings from functools import wraps +from itertools import repeat +from typing import Optional from typing import Sequence import numpy as np from scipy import sparse -from sklearn import __version__ from sklearn.base import TransformerMixin from sklearn.utils.validation import check_is_fitted @@ -24,29 +25,8 @@ class BaseFeatureLibrary(TransformerMixin): Forces subclasses to implement ``fit``, ``transform``, and ``get_feature_names`` methods. - - Parameters - ---------- - library_ensemble : boolean, optional (default False) - Whether or not to use library bagging (regress on subset of the - candidate terms in the library) - - ensemble_indices : integer array, optional (default [0]) - The indices to use for ensembling the library. """ - def __init__(self, library_ensemble=None, ensemble_indices=[0]): - if library_ensemble is not None: - warnings.warn( - "Library ensembling is no longer performed by feature libraries. Use " - "EnsemblingOptimizer to fit an ensemble model.", - DeprecationWarning, - ) - self.library_ensemble = library_ensemble - if np.any(np.asarray(ensemble_indices) < 0): - raise ValueError("Library ensemble indices must be 0 or positive integers.") - self.ensemble_indices = ensemble_indices - def validate_input(self, x, *args, **kwargs): return validate_no_reshape(x, *args, **kwargs) @@ -85,7 +65,8 @@ def correct_shape(self, x: AxesArray): def calc_trajectory(self, diff_method, x, t): axes = x.__dict__ x_dot = diff_method(x, t=t) - return AxesArray(x_dot, axes) + x = AxesArray(diff_method.smoothed_x_, axes) + return x, AxesArray(x_dot, axes) def get_spatial_grid(self): return None @@ -143,29 +124,6 @@ def get_feature_names(self, input_features=None): """ raise NotImplementedError - def _ensemble(self, xp): - """ - If library bagging, return xp without - the terms at ensemble_indices - """ - warnings.warn( - "Library ensembling is no longer performed by feature libraries. Use " - "EnsemblingOptimizer to fit an ensemble model.", - UserWarning, - ) - - if self.library_ensemble: - if self.n_output_features_ <= len(self.ensemble_indices): - raise ValueError( - "Error: you are trying to chop more library terms " - "than are available to remove!" - ) - inds = range(self.n_output_features_) - inds = np.delete(inds, self.ensemble_indices) - return [x[..., inds] for x in xp] - else: - return xp - def __add__(self, other): return ConcatLibrary([self, other]) @@ -220,23 +178,10 @@ class ConcatLibrary(BaseFeatureLibrary): libraries : list of libraries Library instances to be applied to the input matrix. - library_ensemble : boolean, optional (default False) - Whether or not to use library bagging (regress on subset of the - candidate terms in the library). - - ensemble_indices : integer array, optional (default [0]) - The indices to use for ensembling the library. For instance, if - ensemble_indices = [0], it chops off the first column of the library. - Attributes ---------- - libraries_ : list of libraries - Library instances to be applied to the input matrix. - - n_input_features_ : int + n_features_in_ : int The total number of input features. - WARNING: This is deprecated in scikit-learn version 1.0 and higher so - we check the sklearn.__version__ and switch to n_features_in if needed. n_output_features_ : int The total number of output features. The number of output features @@ -260,13 +205,8 @@ class ConcatLibrary(BaseFeatureLibrary): def __init__( self, libraries: list, - library_ensemble=False, - ensemble_indices=[0], ): - super(ConcatLibrary, self).__init__( - library_ensemble=library_ensemble, ensemble_indices=ensemble_indices - ) - self.libraries_ = libraries + self.libraries = libraries @x_sequence_or_item def fit(self, x_full, y=None): @@ -283,19 +223,16 @@ def fit(self, x_full, y=None): self : instance """ n_features = x_full[0].shape[x_full[0].ax_coord] - if float(__version__[:3]) >= 1.0: - self.n_features_in_ = n_features - else: - self.n_input_features_ = n_features + self.n_features_in_ = n_features # First fit all libs provided below - fitted_libs = [lib.fit(x_full, y) for lib in self.libraries_] + fitted_libs = [lib.fit(x_full, y) for lib in self.libraries] # Calculate the sum of output features self.n_output_features_ = sum([lib.n_output_features_ for lib in fitted_libs]) # Save fitted libs - self.libraries_ = fitted_libs + self.libraries = fitted_libs return self @@ -315,18 +252,16 @@ def transform(self, x_full): generated from applying the custom functions to the inputs. """ - for lib in self.libraries_: + for lib in self.libraries: check_is_fitted(lib) xp_full = [] for x in x_full: - feature_sets = [lib.transform([x])[0] for lib in self.libraries_] + feature_sets = [lib.transform([x])[0] for lib in self.libraries] xp = np.concatenate(feature_sets, axis=feature_sets[0].ax_coord) xp = AxesArray(xp, comprehend_axes(xp)) xp_full.append(xp) - if self.library_ensemble: - xp_full = self._ensemble(xp_full) return xp_full def get_feature_names(self, input_features=None): @@ -343,13 +278,13 @@ def get_feature_names(self, input_features=None): output_feature_names : list of string, length n_output_features """ feature_names = list() - for lib in self.libraries_: + for lib in self.libraries: lib_feat_names = lib.get_feature_names(input_features) feature_names += lib_feat_names return feature_names def calc_trajectory(self, diff_method, x, t): - return self.libraries_[0].calc_trajectory(diff_method, x, t) + return self.libraries[0].calc_trajectory(diff_method, x, t) class TensoredLibrary(BaseFeatureLibrary): @@ -361,28 +296,19 @@ class TensoredLibrary(BaseFeatureLibrary): libraries : list of libraries Library instances to be applied to the input matrix. - library_ensemble : boolean, optional (default False) - Whether or not to use library bagging (regress on subset of the - candidate terms in the library). - - ensemble_indices : integer array, optional (default [0]) - The indices to use for ensembling the library. For instance, if - ensemble_indices = [0], it chops off the first column of the library. + inputs_per_library_ : Sequence of Sequences of ints (default None) + list that specifies which input indexes should be passed as + inputs for each of the individual feature libraries. + length must equal the number of feature libraries. Default is + that all inputs are used for every library. Attributes ---------- libraries_ : list of libraries Library instances to be applied to the input matrix. - inputs_per_library_ : numpy nd.array - Array that specifies which inputs should be used for each of the - libraries you are going to tensor together. Used for building - GeneralizedLibrary objects. - - n_input_features_ : int + n_features_in_ : int The total number of input features. - WARNING: This is deprecated in scikit-learn version 1.0 and higher so - we check the sklearn.__version__ and switch to n_features_in if needed. n_output_features_ : int The total number of output features. The number of output features @@ -406,15 +332,10 @@ class TensoredLibrary(BaseFeatureLibrary): def __init__( self, libraries: list, - library_ensemble=False, - inputs_per_library=None, - ensemble_indices=[0], + inputs_per_library: Optional[Sequence[Sequence[int]]] = None, ): - super(TensoredLibrary, self).__init__( - library_ensemble=library_ensemble, ensemble_indices=ensemble_indices - ) - self.libraries_ = libraries - self.inputs_per_library_ = inputs_per_library + self.libraries = libraries + self.inputs_per_library = inputs_per_library def _combinations(self, lib_i, lib_j): """ @@ -454,7 +375,7 @@ def _set_inputs_per_library(self, inputs_per_library): """ Extra function to make building a GeneralizedLibrary object easier """ - self.inputs_per_library_ = inputs_per_library + self.inputs_per_library = inputs_per_library @x_sequence_or_item def fit(self, x_full, y=None): @@ -472,24 +393,18 @@ def fit(self, x_full, y=None): """ n_features = x_full[0].shape[x_full[0].ax_coord] - if float(__version__[:3]) >= 1.0: - self.n_features_in_ = n_features - else: - self.n_input_features_ = n_features + self.n_features_in_ = n_features # If parameter is not set, use all the inputs - if self.inputs_per_library_ is None: - temp_inputs = np.tile(range(n_features), len(self.libraries_)) - self.inputs_per_library_ = np.reshape( - temp_inputs, (len(self.libraries_), n_features) + if self.inputs_per_library is None: + self.inputs_per_library = list( + repeat(list(range(n_features)), len(self.libraries)) ) # First fit all libs provided below fitted_libs = [ - lib.fit( - [x[..., np.unique(self.inputs_per_library_[i, :])] for x in x_full], y - ) - for i, lib in enumerate(self.libraries_) + lib.fit([x[..., _unique(self.inputs_per_library[i])] for x in x_full], y) + for i, lib in enumerate(self.libraries) ] # Calculate the sum of output features @@ -499,7 +414,7 @@ def fit(self, x_full, y=None): self.n_output_features_ *= osize # Save fitted libs - self.libraries_ = fitted_libs + self.libraries = fitted_libs return self @@ -524,19 +439,19 @@ def transform(self, x_full): xp_full = [] for x in x_full: xp = [] - for i in range(len(self.libraries_)): - lib_i = self.libraries_[i] - if self.inputs_per_library_ is None: + for i in range(len(self.libraries)): + lib_i = self.libraries[i] + if self.inputs_per_library is None: xp_i = lib_i.transform([x])[0] else: xp_i = lib_i.transform( - [x[..., np.unique(self.inputs_per_library_[i, :])]] + [x[..., _unique(self.inputs_per_library[i])]] )[0] - for j in range(i + 1, len(self.libraries_)): - lib_j = self.libraries_[j] + for j in range(i + 1, len(self.libraries)): + lib_j = self.libraries[j] xp_j = lib_j.transform( - [x[..., np.unique(self.inputs_per_library_[j, :])]] + [x[..., _unique(self.inputs_per_library[j])]] )[0] xp.append(self._combinations(xp_i, xp_j)) @@ -544,8 +459,6 @@ def transform(self, x_full): xp = np.concatenate(xp, axis=xp[0].ax_coord) xp = AxesArray(xp, comprehend_axes(xp)) xp_full.append(xp) - if self.library_ensemble: - xp_full = self._ensemble(xp_full) return xp_full def get_feature_names(self, input_features=None): @@ -562,26 +475,26 @@ def get_feature_names(self, input_features=None): output_feature_names : list of string, length n_output_features """ feature_names = list() - for i in range(len(self.libraries_)): - lib_i = self.libraries_[i] + for i in range(len(self.libraries)): + lib_i = self.libraries[i] if input_features is None: input_features_i = [ - "x%d" % k for k in np.unique(self.inputs_per_library_[i, :]) + "x%d" % k for k in _unique(self.inputs_per_library[i]) ] else: input_features_i = np.asarray(input_features)[ - np.unique(self.inputs_per_library_[i, :]) + _unique(self.inputs_per_library[i]) ].tolist() lib_i_feat_names = lib_i.get_feature_names(input_features_i) - for j in range(i + 1, len(self.libraries_)): - lib_j = self.libraries_[j] + for j in range(i + 1, len(self.libraries)): + lib_j = self.libraries[j] if input_features is None: input_features_j = [ - "x%d" % k for k in np.unique(self.inputs_per_library_[j, :]) + "x%d" % k for k in _unique(self.inputs_per_library[j]) ] else: input_features_j = np.asarray(input_features)[ - np.unique(self.inputs_per_library_[j, :]) + _unique(self.inputs_per_library[j]) ].tolist() lib_j_feat_names = lib_j.get_feature_names(input_features_j) feature_names += self._name_combinations( @@ -590,4 +503,9 @@ def get_feature_names(self, input_features=None): return feature_names def calc_trajectory(self, diff_method, x, t): - return self.libraries_[0].calc_trajectory(diff_method, x, t) + return self.libraries[0].calc_trajectory(diff_method, x, t) + + +def _unique(s: Sequence) -> Sequence: + """Remove duplicates, preserving order when python > 3.7""" + return list(dict.fromkeys(s)) diff --git a/pysindy/feature_library/custom_library.py b/pysindy/feature_library/custom_library.py index ece6298c5..b385478f4 100644 --- a/pysindy/feature_library/custom_library.py +++ b/pysindy/feature_library/custom_library.py @@ -4,7 +4,6 @@ from numpy import empty from numpy import ones from numpy import shape -from sklearn import __version__ from sklearn.utils.validation import check_is_fitted from ..utils import AxesArray @@ -42,13 +41,6 @@ class CustomLibrary(BaseFeatureLibrary): will be included. If False, all combinations will be included. - library_ensemble : boolean, optional (default False) - Whether or not to use library bagging (regress on subset of the - candidate terms in the library) - - ensemble_indices : integer array, optional (default [0]) - The indices to use for ensembling the library. - include_bias : boolean, optional (default False) If True (default), then include a bias column, the feature in which all polynomial powers are zero (i.e. a column of ones - acts as an @@ -65,10 +57,8 @@ class CustomLibrary(BaseFeatureLibrary): Functions for generating string representations of each library function. - n_input_features_ : int + n_features_in_ : int The total number of input features. - WARNING: This is deprecated in scikit-learn version 1.0 and higher so - we check the sklearn.__version__ and switch to n_features_in if needed. n_output_features_ : int The total number of output features. The number of output features @@ -95,13 +85,8 @@ def __init__( library_functions, function_names=None, interaction_only=True, - library_ensemble=False, - ensemble_indices=[0], include_bias=False, ): - super(CustomLibrary, self).__init__( - library_ensemble=library_ensemble, ensemble_indices=ensemble_indices - ) self.functions = library_functions self.function_names = function_names if function_names and ( @@ -135,10 +120,7 @@ def get_feature_names(self, input_features=None): """ check_is_fitted(self) - if float(__version__[:3]) >= 1.0: - n_input_features = self.n_features_in_ - else: - n_input_features = self.n_input_features_ + n_input_features = self.n_features_in_ if input_features is None: input_features = ["x%d" % i for i in range(n_input_features)] feature_names = [] @@ -167,10 +149,7 @@ def fit(self, x_full, y=None): self : instance """ n_features = x_full[0].shape[x_full[0].ax_coord] - if float(__version__[:3]) >= 1.0: - self.n_features_in_ = n_features - else: - self.n_input_features_ = n_features + self.n_features_in_ = n_features n_output_features = 0 for f in self.functions: n_args = f.__code__.co_argcount @@ -209,11 +188,7 @@ def transform(self, x_full): xp_full = [] for x in x_full: n_features = x.shape[x.ax_coord] - - if float(__version__[:3]) >= 1.0: - n_input_features = self.n_features_in_ - else: - n_input_features = self.n_input_features_ + n_input_features = self.n_features_in_ if n_features != n_input_features: raise ValueError("x shape does not match training shape") @@ -232,6 +207,4 @@ def transform(self, x_full): xp = AxesArray(xp, comprehend_axes(xp)) xp_full.append(xp) - if self.library_ensemble: - xp_full = self._ensemble(xp_full) return xp_full diff --git a/pysindy/feature_library/fourier_library.py b/pysindy/feature_library/fourier_library.py index 0f62797eb..accc5450b 100644 --- a/pysindy/feature_library/fourier_library.py +++ b/pysindy/feature_library/fourier_library.py @@ -1,5 +1,4 @@ import numpy as np -from sklearn import __version__ from sklearn.utils.validation import check_is_fitted from ..utils import AxesArray @@ -26,19 +25,10 @@ class FourierLibrary(BaseFeatureLibrary): include_cos : boolean, optional (default True) If True, include cosine terms in the library. - library_ensemble : boolean, optional (default False) - Whether or not to use library bagging (regress on subset of the - candidate terms in the library) - - ensemble_indices : integer array, optional (default 0) - The indices to use for ensembling the library. - Attributes ---------- - n_input_features_ : int + n_features_in_ : int The total number of input features. - WARNING: This is deprecated in scikit-learn version 1.0 and higher so - we check the sklearn.__version__ and switch to n_features_in if needed. n_output_features_ : int The total number of output features. The number of output features @@ -64,12 +54,7 @@ def __init__( n_frequencies=1, include_sin=True, include_cos=True, - library_ensemble=False, - ensemble_indices=[0], ): - super(FourierLibrary, self).__init__( - library_ensemble=library_ensemble, ensemble_indices=ensemble_indices - ) if not (include_sin or include_cos): raise ValueError("include_sin and include_cos cannot both be False") if n_frequencies < 1 or not isinstance(n_frequencies, int): @@ -93,10 +78,7 @@ def get_feature_names(self, input_features=None): output_feature_names : list of string, length n_output_features """ check_is_fitted(self) - if float(__version__[:3]) >= 1.0: - n_input_features = self.n_features_in_ - else: - n_input_features = self.n_input_features_ + n_input_features = self.n_features_in_ if input_features is None: input_features = ["x%d" % i for i in range(n_input_features)] feature_names = [] @@ -123,10 +105,7 @@ def fit(self, x_full, y=None): self : instance """ n_features = x_full[0].shape[x_full[0].ax_coord] - if float(__version__[:3]) >= 1.0: - self.n_features_in_ = n_features - else: - self.n_input_features_ = n_features + self.n_features_in_ = n_features if self.include_sin and self.include_cos: self.n_output_features_ = n_features * self.n_frequencies * 2 else: @@ -156,10 +135,7 @@ def transform(self, x_full): n_features = x.shape[x.ax_coord] shape = np.array(x.shape) - if float(__version__[:3]) >= 1.0: - n_input_features = self.n_features_in_ - else: - n_input_features = self.n_input_features_ + n_input_features = self.n_features_in_ if n_features != n_input_features: raise ValueError("x shape does not match training shape") @@ -176,6 +152,4 @@ def transform(self, x_full): idx += 1 xp = AxesArray(xp, comprehend_axes(xp)) xp_full.append(xp) - if self.library_ensemble: - xp_full = self._ensemble(xp_full) return xp_full diff --git a/pysindy/feature_library/generalized_library.py b/pysindy/feature_library/generalized_library.py index 08b93cadb..3e5e24055 100644 --- a/pysindy/feature_library/generalized_library.py +++ b/pysindy/feature_library/generalized_library.py @@ -1,8 +1,13 @@ +from itertools import repeat +from typing import Optional +from typing import Sequence +from warnings import warn + import numpy as np -from sklearn import __version__ from sklearn.utils.validation import check_is_fitted from ..utils import AxesArray +from .base import _unique from .base import BaseFeatureLibrary from .base import x_sequence_or_item from .weak_pde_library import WeakPDELibrary @@ -31,49 +36,19 @@ class GeneralizedLibrary(BaseFeatureLibrary): tensored libraries from tensoring libraries 0 and 3 and libraries 1, 3, and 4. - inputs_per_library : 2D np.ndarray, optional (default None) - Shape should be equal to # feature libraries by # variable input. - Can be used to specify a subset of the variables to use to generate - a feature library. If number of feature libraries > 1, then can be - used to generate a large number of libraries, each using their own - subsets of the input variables. Note that this must be specified for - all the individual feature libraries. - - library_ensemble : boolean, optional (default False) - Whether or not to use library bagging (regress on subset of the - candidate terms in the library). - - ensemble_indices : integer array, optional (default [0]) - The indices to use for ensembling the library. For instance, if - ensemble_indices = [0], it chops off the first column of the library. + inputs_per_library : Sequence of Seqeunces of ints (default None) + list that specifies which input indexes should be passed as + inputs for each of the individual feature libraries. + length must equal the number of feature libraries. Default is + that all inputs are used for every library. Attributes ---------- - libraries_ : list of libraries - Library instances to be applied to the input matrix. + self.libraries_full_: list[BaseFeatureLibrary] + The fitted libraries - tensor_array_ : 2D list of booleans (default None) - Indicates which pairs of libraries to tensor product together and - add to the overall library. For instance if you have 5 libraries, - and want to do two tensor products, you could use the list - [[1, 0, 0, 1, 0], [0, 1, 0, 1, 1]] to indicate that you want two - tensored libraries from tensoring libraries 0 and 3 and libraries - 1, 3, and 4. Shape equal to # of tensor libraries to make - by the # feature libraries. - - inputs_per_library_ : 2D np.ndarray, (default None) - Default is that all inputs are used for every library. - Can be used to specify a subset of the variables to use to generate - a feature library. If number of feature libraries > 1, then can be - use to generate a large number of libraries, each using their own - subsets of the input variables. Note that this must be specified for - all the individual feature libraries. The shape is equal to - # feature libraries, # variable inputs. - - n_input_features_ : int + n_features_in_ : int The total number of input features. - WARNING: This is deprecated in scikit-learn version 1.0 and higher so - we check the sklearn.__version__ and switch to n_features_in if needed. n_output_features_ : int The total number of output features. The number of output features @@ -98,16 +73,11 @@ def __init__( self, libraries: list, tensor_array=None, - inputs_per_library=None, - library_ensemble=False, - ensemble_indices=[0], + inputs_per_library: Optional[Sequence[Sequence[int]]] = None, exclude_libraries=[], ): - super(GeneralizedLibrary, self).__init__( - library_ensemble=library_ensemble, ensemble_indices=ensemble_indices - ) if len(libraries) > 0: - self.libraries_ = libraries + self.libraries = libraries if has_weak(self) and has_nonweak(self): raise ValueError( @@ -121,15 +91,19 @@ def __init__( "Empty or nonsensical library list passed to this library." ) if inputs_per_library is not None: - if inputs_per_library.ndim != 2: - raise ValueError("Input libraries array should form a 2D numpy array.") - if inputs_per_library.shape[0] != len(libraries): + if len(inputs_per_library) != len(libraries): raise ValueError( "If specifying different inputs for each library, then " "first dimension of inputs_per_library must be equal to " "the number of libraries being used." ) - if np.any(inputs_per_library < 0): + if isinstance(inputs_per_library, np.ndarray): + warn( + "inputs_per_library should no longer be passed as a numpy array", + UserWarning, + ) + inputs_per_library = [list(row) for row in inputs_per_library] + if any(x_ind < 0 for inputs in inputs_per_library for x_ind in inputs): raise ValueError( "The inputs_per_library parameter must be a numpy array " "of integers with values between 0 and " @@ -157,10 +131,9 @@ def __init__( "specify at least two libraries (there should be at " "least two entries with value 1 in the tensor_array)." ) - self.tensor_array_ = tensor_array - self.inputs_per_library_ = inputs_per_library - self.libraries_full_ = self.libraries_ - self.exclude_libs_ = exclude_libraries + self.tensor_array = tensor_array + self.inputs_per_library = inputs_per_library + self.exclude_libraries = exclude_libraries @x_sequence_or_item def fit(self, x_full, y=None): @@ -177,21 +150,20 @@ def fit(self, x_full, y=None): self : instance """ n_features = x_full[0].shape[x_full[0].ax_coord] - - if float(__version__[:3]) >= 1.0: - self.n_features_in_ = n_features - else: - self.n_input_features_ = n_features + self.n_features_in_ = n_features # If parameter is not set, use all the inputs - if self.inputs_per_library_ is None: - temp_inputs = np.tile(range(n_features), len(self.libraries_)) - self.inputs_per_library_ = np.reshape( - temp_inputs, (len(self.libraries_), n_features) + if self.inputs_per_library is None: + self.inputs_per_library = list( + repeat(list(range(n_features)), len(self.libraries)) ) else: # Check that the numbers in inputs_per_library are sensible - if np.any(self.inputs_per_library_ >= n_features): + if any( + input_ind >= n_features + for input_list in self.inputs_per_library + for input_ind in input_list + ): raise ValueError( "Each row in inputs_per_library must consist of integers " "between 0 and the number of total input features - 1. " @@ -199,21 +171,19 @@ def fit(self, x_full, y=None): # First fit all libraries separately below, with subset of the inputs fitted_libs = [ - lib.fit( - [x[..., np.unique(self.inputs_per_library_[i, :])] for x in x_full], y - ) - for i, lib in enumerate(self.libraries_) + lib.fit([x[..., _unique(self.inputs_per_library[i])] for x in x_full], y) + for i, lib in enumerate(self.libraries) ] # Next, tensor some libraries and append them to the list - if self.tensor_array_ is not None: - num_tensor_prods = np.shape(self.tensor_array_)[0] + if self.tensor_array is not None: + num_tensor_prods = np.shape(self.tensor_array)[0] for i in range(num_tensor_prods): - lib_inds = np.ravel(np.where(self.tensor_array_[i])) + lib_inds = np.ravel(np.where(self.tensor_array[i])) library_subset = np.asarray(fitted_libs)[lib_inds] library_full = np.prod(library_subset) library_full._set_inputs_per_library( - self.inputs_per_library_[lib_inds, :] + [self.inputs_per_library[lib_ind] for lib_ind in lib_inds] ) library_full.fit(x_full, y) fitted_libs.append(library_full) @@ -222,7 +192,7 @@ def fit(self, x_full, y=None): self.n_output_features_ = sum( lib.n_output_features_ for lib in fitted_libs - if lib not in self.exclude_libs_ + if lib not in self.exclude_libraries ) # Save fitted libs @@ -251,21 +221,17 @@ def transform(self, x_full): xp_full = [] for x in x_full: n_features = x.shape[x.ax_coord] - - if float(__version__[:3]) >= 1.0: - n_input_features = self.n_features_in_ - else: - n_input_features = self.n_input_features_ + n_input_features = self.n_features_in_ if n_features != n_input_features: raise ValueError("x shape does not match training shape") xps = [] for i, lib in enumerate(self.libraries_full_): - if i < self.inputs_per_library_.shape[0]: - if i not in self.exclude_libs_: + if i < len(self.inputs_per_library): + if i not in self.exclude_libraries: xps.append( lib.transform( - [x[..., np.unique(self.inputs_per_library_[i, :])]] + [x[..., _unique(self.inputs_per_library[i])]] )[0] ) else: @@ -273,8 +239,6 @@ def transform(self, x_full): xp = AxesArray(np.concatenate(xps, axis=xps[0].ax_coord), xps[0].__dict__) xp_full = xp_full + [xp] - if self.library_ensemble: - xp_full = self._ensemble(xp_full) return xp_full def get_feature_names(self, input_features=None): @@ -290,35 +254,34 @@ def get_feature_names(self, input_features=None): ------- output_feature_names : list of string, length n_output_features """ + check_is_fitted(self) feature_names = list() for i, lib in enumerate(self.libraries_full_): - if i not in self.exclude_libs_: - if i < self.inputs_per_library_.shape[0]: + if i not in self.exclude_libraries: + if i < len(self.libraries): if input_features is None: input_features_i = [ - "x%d" % k for k in np.unique(self.inputs_per_library_[i, :]) + "x%d" % k for k in _unique(self.inputs_per_library[i]) ] else: input_features_i = np.asarray(input_features)[ - np.unique(self.inputs_per_library_[i, :]) + _unique(self.inputs_per_library[i]) ].tolist() else: # Tensor libraries need all the inputs and then internally # handle the subsampling of the input variables if input_features is None: - input_features_i = [ - "x%d" % k for k in range(self.inputs_per_library_.shape[1]) - ] + input_features_i = ["x{k}" for k in range(self.n_features_in_)] else: input_features_i = input_features feature_names += lib.get_feature_names(input_features_i) return feature_names def calc_trajectory(self, diff_method, x, t): - return self.libraries_[0].calc_trajectory(diff_method, x, t) + return self.libraries[0].calc_trajectory(diff_method, x, t) def get_spatial_grid(self): - for lib_k in self.libraries_: + for lib_k in self.libraries: spatial_grid = lib_k.get_spatial_grid() if spatial_grid is not None: return spatial_grid diff --git a/pysindy/feature_library/identity_library.py b/pysindy/feature_library/identity_library.py index 17fbf75b6..70d8f231c 100644 --- a/pysindy/feature_library/identity_library.py +++ b/pysindy/feature_library/identity_library.py @@ -1,4 +1,3 @@ -from sklearn import __version__ from sklearn.utils.validation import check_is_fitted from .base import BaseFeatureLibrary @@ -12,22 +11,13 @@ class IdentityLibrary(BaseFeatureLibrary): Attributes ---------- - n_input_features_ : int + n_features_in_ : int The total number of input features. - WARNING: This is deprecated in scikit-learn version 1.0 and higher so - we check the sklearn.__version__ and switch to n_features_in if needed. n_output_features_ : int The total number of output features. The number of output features is equal to the number of input features. - library_ensemble : boolean, optional (default False) - Whether or not to use library bagging (regress on subset of the - candidate terms in the library) - - ensemble_indices : integer array, optional (default [0]) - The indices to use for ensembling the library. - Examples -------- >>> import numpy as np @@ -42,15 +32,6 @@ class IdentityLibrary(BaseFeatureLibrary): ['x0', 'x1'] """ - def __init__( - self, - library_ensemble=False, - ensemble_indices=[0], - ): - super(IdentityLibrary, self).__init__( - library_ensemble=library_ensemble, ensemble_indices=ensemble_indices - ) - def get_feature_names(self, input_features=None): """ Return feature names for output features @@ -66,10 +47,7 @@ def get_feature_names(self, input_features=None): output_feature_names : list of string, length n_output_features """ check_is_fitted(self) - if float(__version__[:3]) >= 1.0: - n_input_features = self.n_features_in_ - else: - n_input_features = self.n_input_features_ + n_input_features = self.n_features_in_ if input_features: if len(input_features) == n_input_features: return input_features @@ -92,10 +70,7 @@ def fit(self, x_full, y=None): self : instance """ n_features = x_full[0].shape[x_full[0].ax_coord] - if float(__version__[:3]) >= 1.0: - self.n_features_in_ = n_features - else: - self.n_input_features_ = n_features + self.n_features_in_ = n_features self.n_output_features_ = n_features return self @@ -118,15 +93,9 @@ def transform(self, x_full): xp_full = [] for x in x_full: n_features = x.shape[x.ax_coord] - - if float(__version__[:3]) >= 1.0: - n_input_features = self.n_features_in_ - else: - n_input_features = self.n_input_features_ + n_input_features = self.n_features_in_ if n_features != n_input_features: raise ValueError("x shape does not match training shape") xp_full = xp_full + [x.copy()] - if self.library_ensemble: - xp_full = self._ensemble(xp_full) return xp_full diff --git a/pysindy/feature_library/parameterized_library.py b/pysindy/feature_library/parameterized_library.py index ce4208cd2..3b1edf13b 100644 --- a/pysindy/feature_library/parameterized_library.py +++ b/pysindy/feature_library/parameterized_library.py @@ -6,49 +6,29 @@ class ParameterizedLibrary(GeneralizedLibrary): - """Construct a SINDyCP library to fit multiple trajectories with variable - control parameters. The library is composed of a tensor product of a - feature library, applied to the input data, and a parameter library, - applied to the input control. If the input libraries are weak, the temporal - derivatives are automatically rescaled by the appropriate domain volumes. + """A tensor product of two libraries with different inputs. + Typically, this is a feature library of the input data and a + parameter library of input control, making the SINDyCP method. If + the input libraries are weak, the temporal derivatives are + automatically rescaled by the appropriate domain volumes. Parameters ---------- - feature_library : BaseFeatureLibrary, optional (default PolynomialLibrary). - Specifies the library function to apply to the input data features. - parameter_library : BaseFeatureLibrary, optional (default PolynomialLibrary). Specifies the library function to apply to the input control features. - num_features : int, optional (default 3) - Specifies the number of features in the input data. + feature_library : BaseFeatureLibrary, optional (default PolynomialLibrary). + Specifies the library function to apply to the input data features. num_parameters : int, optional (default 3) Specifies the number of features in the input control. + num_features : int, optional (default 3) + Specifies the number of features in the input data. + Attributes ---------- - libraries_ : list of libraries - Library instances to be applied to the input matrix. - Equal to [parameter_library,feature_library]. - - tensor_array_ : 2D list of booleans - Indicates which pairs of libraries to tensor product together and - add to the overall library. Equal to [0,1] - - inputs_per_library_ : 2D np.ndarray - Can be used to specify a subset of the variables to use to generate - a feature library. Value determined by num_parameters and num_features. - - n_input_features_ : int - The total number of input features. - WARNING: This is deprecated in scikit-learn version 1.0 and higher so - we check the sklearn.__version__ and switch to n_features_in if needed. - - n_output_features_ : int - The total number of output features. The number of output features - is the sum of the numbers of output features for each of the - concatenated libraries. + see GeneralizedLibrary Examples ---------- @@ -68,54 +48,32 @@ class ParameterizedLibrary(GeneralizedLibrary): def __init__( self, - parameter_library=PolynomialLibrary(degree=1, include_bias=True), - feature_library=PolynomialLibrary(), - num_parameters=3, - num_features=3, - library_ensemble=False, - ensemble_indices=[0], + parameter_library: BaseFeatureLibrary = PolynomialLibrary(degree=1), + feature_library: BaseFeatureLibrary = PolynomialLibrary(), + num_parameters: int = 3, + num_features: int = 3, ): - if not isinstance(feature_library, BaseFeatureLibrary) or not isinstance( - parameter_library, BaseFeatureLibrary - ): - raise ValueError( - "Both feature_library and parameter_library must be instances of \ - BaseFeatureLibrary." - ) - if num_parameters <= 0 or num_features <= 0: raise ValueError("Both num_parameter and num_feature must be positive.") - libraries = [parameter_library, feature_library] - tensor_array = [[1, 1]] - - feature_input = np.zeros(num_features + num_parameters, dtype=np.int32) - feature_input[:num_features] = np.arange(num_features) - - parameter_input = ( - np.ones(num_features + num_parameters, dtype=np.int32) * num_features - ) - parameter_input[-num_parameters:] = num_features + np.arange(num_parameters) - - inputs_per_libraries = np.array([parameter_input, feature_input]) - - super(ParameterizedLibrary, self).__init__( - libraries, - tensor_array=tensor_array, + inputs_per_library = [ + range(num_features, num_parameters + num_features), + range(num_features), + ] + + super().__init__( + libraries=[parameter_library, feature_library], + tensor_array=[[1, 1]], exclude_libraries=[0, 1], - inputs_per_library=inputs_per_libraries, - library_ensemble=library_ensemble, - ensemble_indices=ensemble_indices, + inputs_per_library=inputs_per_library, ) def calc_trajectory(self, diff_method, x, t): # if tensoring weak libraries, add the correction - if hasattr(self.libraries_[0], "K"): - constants_final = np.ones(self.libraries_[0].K) - for k in range(self.libraries_[0].K): - constants_final[k] = np.sum(self.libraries_[0].fullweights0[k]) - return ( - self.libraries_[0].calc_trajectory(diff_method, x, t) - * constants_final[:, np.newaxis] - ) + if hasattr(self.libraries[0], "K"): + constants_final = np.ones(self.libraries[0].K) + for k in range(self.libraries[0].K): + constants_final[k] = np.sum(self.libraries[0].fullweights0[k]) + x, x_int = self.libraries[0].calc_trajectory(diff_method, x, t) + return x, x_int * constants_final[:, np.newaxis] else: - return self.libraries_[0].calc_trajectory(diff_method, x, t) + return self.libraries[0].calc_trajectory(diff_method, x, t) diff --git a/pysindy/feature_library/pde_library.py b/pysindy/feature_library/pde_library.py index 0df21407d..d6c8666c9 100644 --- a/pysindy/feature_library/pde_library.py +++ b/pysindy/feature_library/pde_library.py @@ -4,7 +4,6 @@ from itertools import product as iproduct import numpy as np -from sklearn import __version__ from sklearn.utils.validation import check_is_fitted from ..utils import AxesArray @@ -64,13 +63,6 @@ class PDELibrary(BaseFeatureLibrary): will consist of only pure no-derivative terms and pure derivative terms, with no mixed terms. - library_ensemble : boolean, optional (default False) - Whether or not to use library bagging (regress on subset of the - candidate terms in the library) - - ensemble_indices : integer array, optional (default [0]) - The indices to use for ensembling the library. - implicit_terms : boolean Flag to indicate if SINDy-PI (temporal derivatives) is being used for the right-hand side of the SINDy fit. @@ -95,10 +87,8 @@ class PDELibrary(BaseFeatureLibrary): Functions for generating string representations of each library function. - n_input_features_ : int + n_features_in_ : int The total number of input features. - WARNING: This is deprecated in scikit-learn version 1.0 and higher so - we check the sklearn.__version__ and switch to n_features_in if needed. n_output_features_ : int The total number of output features. The number of output features @@ -121,8 +111,6 @@ def __init__( function_names=None, include_bias=False, include_interaction=True, - library_ensemble=False, - ensemble_indices=[0], implicit_terms=False, multiindices=None, differentiation_method=FiniteDifference, @@ -130,9 +118,6 @@ def __init__( is_uniform=None, periodic=None, ): - super(PDELibrary, self).__init__( - library_ensemble=library_ensemble, ensemble_indices=ensemble_indices - ) self.functions = library_functions self.derivative_order = derivative_order self.function_names = function_names @@ -261,10 +246,7 @@ def get_feature_names(self, input_features=None): output_feature_names : list of string, length n_output_features """ check_is_fitted(self) - if float(__version__[:3]) >= 1.0: - n_features = self.n_features_in_ - else: - n_features = self.n_input_features_ + n_features = self.n_features_in_ if input_features is None: input_features = ["x%d" % i for i in range(n_features)] @@ -350,13 +332,7 @@ def fit(self, x_full, y=None): self : instance """ n_features = x_full[0].shape[x_full[0].ax_coord] - - if float(__version__[:3]) >= 1.0: - self.n_features_in_ = n_features - else: - self.n_input_features_ = n_features - - n_output_features = 0 + self.n_features_in_ = n_features # Count the number of non-derivative terms n_output_features = 0 for f in self.functions: @@ -404,12 +380,8 @@ def transform(self, x_full): for x in x_full: n_features = x.shape[x.ax_coord] - if float(__version__[:3]) >= 1.0: - if n_features != self.n_features_in_: - raise ValueError("x shape does not match training shape") - else: - if n_features != self.n_input_features_: - raise ValueError("x shape does not match training shape") + if n_features != self.n_features_in_: + raise ValueError("x shape does not match training shape") shape = np.array(x.shape) shape[-1] = self.n_output_features_ @@ -488,8 +460,6 @@ def transform(self, x_full): library_idx += n_library_terms * self.num_derivatives * n_features xp = AxesArray(xp, comprehend_axes(xp)) xp_full.append(xp) - if self.library_ensemble: - xp_full = self._ensemble(xp_full) return xp_full def get_spatial_grid(self): diff --git a/pysindy/feature_library/polynomial_library.py b/pysindy/feature_library/polynomial_library.py index 602f6eac2..75dbf5637 100644 --- a/pysindy/feature_library/polynomial_library.py +++ b/pysindy/feature_library/polynomial_library.py @@ -1,12 +1,9 @@ from itertools import chain -from itertools import combinations -from itertools import combinations_with_replacement as combinations_w_r +from typing import Iterator import numpy as np from scipy import sparse -from sklearn import __version__ from sklearn.preprocessing import PolynomialFeatures -from sklearn.preprocessing._csr_polynomial_expansion import _csr_polynomial_expansion from sklearn.utils.validation import check_is_fitted from ..utils import AxesArray @@ -45,22 +42,13 @@ class PolynomialLibrary(PolynomialFeatures, BaseFeatureLibrary): Order of output array in the dense case. 'F' order is faster to compute, but may slow down subsequent estimators. - library_ensemble : boolean, optional (default False) - Whether or not to use library bagging (regress on subset of the - candidate terms in the library) - - ensemble_indices : integer array, optional (default [0]) - The indices to use for ensembling the library. - Attributes ---------- powers_ : array, shape (n_output_features, n_input_features) powers_[i, j] is the exponent of the jth input in the ith output. - n_input_features_ : int + n_features_in_ : int The total number of input features. - WARNING: This is deprecated in scikit-learn version 1.0 and higher so - we check the sklearn.__version__ and switch to n_features_in if needed. n_output_features_ : int The total number of output features. This number is computed by @@ -74,68 +62,49 @@ def __init__( interaction_only=False, include_bias=True, order="C", - library_ensemble=False, - ensemble_indices=[0], ): - super(PolynomialLibrary, self).__init__( + super().__init__( degree=degree, interaction_only=interaction_only, include_bias=include_bias, order=order, ) - BaseFeatureLibrary.__init__( - self, library_ensemble=library_ensemble, ensemble_indices=ensemble_indices - ) - if degree < 0 or not isinstance(degree, int): - raise ValueError("degree must be a nonnegative integer") - if (not include_interaction) and interaction_only: - raise ValueError( - "Can't have include_interaction be False and interaction_only" - " be True" - ) self.include_interaction = include_interaction @staticmethod def _combinations( n_features, degree, include_interaction, interaction_only, include_bias - ): - comb = combinations if interaction_only else combinations_w_r - start = int(not include_bias) + ) -> Iterator[tuple]: if not include_interaction: - if include_bias: - return chain( - [()], - chain.from_iterable( - combinations_w_r([j], i) - for i in range(1, degree + 1) - for j in range(n_features) - ), - ) - else: - return chain.from_iterable( - combinations_w_r([j], i) - for i in range(1, degree + 1) - for j in range(n_features) - ) - return chain.from_iterable( - comb(range(n_features), i) for i in range(start, degree + 1) + return chain( + [()] if include_bias else [], + ( + exponent * (feat_idx,) + for exponent in range(1, degree + 1) + for feat_idx in range(n_features) + ), + ) + return PolynomialFeatures._combinations( + n_features=n_features, + min_degree=int(not include_bias), + max_degree=degree, + interaction_only=interaction_only, + include_bias=include_bias, ) @property def powers_(self): check_is_fitted(self) - if float(__version__[:3]) >= 1.0: - n_features = self.n_features_in_ - else: - n_features = self.n_input_features_ combinations = self._combinations( - n_features, - self.degree, - self.include_interaction, - self.interaction_only, - self.include_bias, + n_features=self.n_features_in_, + degree=self.degree, + include_interaction=self.include_interaction, + interaction_only=self.interaction_only, + include_bias=self.include_bias, + ) + return np.vstack( + [np.bincount(c, minlength=self.n_features_in_) for c in combinations] ) - return np.vstack([np.bincount(c, minlength=n_features) for c in combinations]) def get_feature_names(self, input_features=None): """Return feature names for output features. @@ -182,6 +151,13 @@ def fit(self, x_full, y=None): ------- self : instance """ + if self.degree < 0 or not isinstance(self.degree, int): + raise ValueError("degree must be a nonnegative integer") + if (not self.include_interaction) and self.interaction_only: + raise ValueError( + "Can't have include_interaction be False and interaction_only" + " be True" + ) n_features = x_full[0].shape[x_full[0].ax_coord] combinations = self._combinations( n_features, @@ -190,10 +166,7 @@ def fit(self, x_full, y=None): self.interaction_only, self.include_bias, ) - if float(__version__[:3]) >= 1.0: - self.n_features_in_ = n_features - else: - self.n_input_features_ = n_features + self.n_features_in_ = n_features self.n_output_features_ = sum(1 for _ in combinations) return self @@ -203,19 +176,8 @@ def transform(self, x_full): Parameters ---------- - x : array-like or CSR/CSC sparse matrix, shape (n_samples, n_features) + x_full : {array-like, sparse matrix} of shape (n_samples, n_features) The data to transform, row by row. - Prefer CSR over CSC for sparse input (for speed), but CSC is - required if the degree is 4 or higher. If the degree is less than - 4 and the input format is CSC, it will be converted to CSR, have - its polynomial features generated, then converted back to CSC. - If the degree is 2 or 3, the method described in "Leveraging - Sparsity to Speed Up Polynomial Feature Expansions of CSR Matrices - Using K-Simplex Numbers" by Andrew Nystrom and John Hughes is - used, which is much faster than the method used on CSC input. For - this reason, a CSC input will be converted to CSR, and the output - will be converted back to CSC prior to being returned, hence the - preference of CSR. Returns ------- @@ -231,72 +193,41 @@ def transform(self, x_full): if sparse.issparse(x) and x.format not in ["csr", "csc"]: # create new with correct sparse axes = comprehend_axes(x) - x = x.asformat("csr") + x = x.asformat("csc") wrap_axes(axes, x) - - n_samples = x.shape[x.ax_time] n_features = x.shape[x.ax_coord] - if float(__version__[:3]) >= 1.0: - if n_features != self.n_features_in_: - raise ValueError("x shape does not match training shape") - else: - if n_features != self.n_input_features_: - raise ValueError("x shape does not match training shape") - - if sparse.isspmatrix_csr(x): - if self.degree > 3: - return sparse.csr_matrix(self.transform(x.tocsc())) - to_stack = [] - if self.include_bias: - to_stack.append(np.ones(shape=(n_samples, 1), dtype=x.dtype)) - to_stack.append(x) - for deg in range(2, self.degree + 1): - xp_next = _csr_polynomial_expansion( - x.data, - x.indices, - x.indptr, - x.shape[1], - self.interaction_only, - deg, - ) - if xp_next is None: - break - to_stack.append(xp_next) - xp = sparse.hstack(to_stack, format="csr") - elif sparse.isspmatrix_csc(x) and self.degree < 4: - return sparse.csc_matrix(self.transform(x.tocsr())) + if n_features != self.n_features_in_: + raise ValueError("x shape does not match training shape") + + combinations = self._combinations( + n_features, + self.degree, + self.include_interaction, + self.interaction_only, + self.include_bias, + ) + if sparse.isspmatrix(x): + columns = [] + for comb in combinations: + if comb: + out_col = 1 + for col_idx in comb: + out_col = x[..., col_idx].multiply(out_col) + columns.append(out_col) + else: + bias = sparse.csc_matrix(np.ones((x.shape[0], 1))) + columns.append(bias) + xp = sparse.hstack(columns, dtype=x.dtype).tocsc() else: - combinations = self._combinations( - n_features, - self.degree, - self.include_interaction, - self.interaction_only, - self.include_bias, + xp = AxesArray( + np.empty( + (*x.shape[:-1], self.n_output_features_), + dtype=x.dtype, + order=self.order, + ), + x.__dict__, ) - if sparse.isspmatrix(x): - columns = [] - for comb in combinations: - if comb: - out_col = 1 - for col_idx in comb: - out_col = x[..., col_idx].multiply(out_col) - columns.append(out_col) - else: - bias = sparse.csc_matrix(np.ones((x.shape[0], 1))) - columns.append(bias) - xp = sparse.hstack(columns, dtype=x.dtype).tocsc() - else: - xp = AxesArray( - np.empty( - (*x.shape[:-1], self.n_output_features_), - dtype=x.dtype, - order=self.order, - ), - x.__dict__, - ) - for i, comb in enumerate(combinations): - xp[..., i] = x[..., comb].prod(-1) + for i, comb in enumerate(combinations): + xp[..., i] = x[..., comb].prod(-1) xp_full = xp_full + [xp] - if self.library_ensemble: - xp_full = self._ensemble(xp_full) return xp_full diff --git a/pysindy/feature_library/sindy_pi_library.py b/pysindy/feature_library/sindy_pi_library.py index 33547fa21..8d5f054a7 100644 --- a/pysindy/feature_library/sindy_pi_library.py +++ b/pysindy/feature_library/sindy_pi_library.py @@ -6,7 +6,6 @@ from numpy import hstack from numpy import nan_to_num from numpy import ones -from sklearn import __version__ from sklearn.utils.validation import check_is_fitted from ..utils import AxesArray @@ -73,13 +72,6 @@ class SINDyPILibrary(BaseFeatureLibrary): This is hard to do with just lambda functions, because if the system is not 1D, lambdas will generate duplicates. - library_ensemble : boolean, optional (default False) - Whether or not to use library bagging (regress on subset of the - candidate terms in the library) - - ensemble_indices : integer array, optional (default [0]) - The indices to use for ensembling the library. - Attributes ---------- functions : list of functions @@ -89,10 +81,8 @@ class SINDyPILibrary(BaseFeatureLibrary): Functions for generating string representations of each library function. - n_input_features_ : int + n_features_in_ : int The total number of input features. - WARNING: This is deprecated in scikit-learn version 1.0 and higher so - we check the sklearn.__version__ and switch to n_features_in if needed. n_output_features_ : int The total number of output features. The number of output features @@ -148,12 +138,7 @@ def __init__( interaction_only=True, differentiation_method=None, include_bias=False, - library_ensemble=False, - ensemble_indices=[0], ): - super(SINDyPILibrary, self).__init__( - library_ensemble=library_ensemble, ensemble_indices=ensemble_indices - ) self.x_functions = library_functions self.x_dot_functions = x_dot_library_functions self.function_names = function_names @@ -209,10 +194,7 @@ def get_feature_names(self, input_features=None): output_feature_names : list of string, length n_output_features """ check_is_fitted(self) - if float(__version__[:3]) >= 1.0: - n_input_features = self.n_features_in_ - else: - n_input_features = self.n_input_features_ + n_input_features = self.n_features_in_ if input_features is None: input_features = ["x%d" % i for i in range(n_input_features)] x_dot_features = ["x%d_dot" % i for i in range(n_input_features)] @@ -291,10 +273,7 @@ def fit(self, x_full, y=None): """ n_features = x_full[0].shape[x_full[0].ax_coord] - if float(__version__[:3]) >= 1.0: - self.n_features_in_ = n_features - else: - self.n_input_features_ = n_features + self.n_features_in_ = n_features n_x_output_features = 0 n_x_dot_output_features = 0 @@ -372,10 +351,7 @@ def transform(self, x_full): n_samples, n_features = x.shape - if float(__version__[:3]) >= 1.0: - n_input_features = self.n_features_in_ - else: - n_input_features = self.n_input_features_ + n_input_features = self.n_features_in_ if n_features != n_input_features: raise ValueError("x shape does not match training shape") @@ -429,6 +405,4 @@ def transform(self, x_full): ) * f_dot(*[x_dot[:, comb] for comb in f_dot_combs]) library_idx += 1 xp_full = xp_full + [AxesArray(xp, x.__dict__)] - if self.library_ensemble: - xp_full = self._ensemble(xp_full) return xp_full diff --git a/pysindy/feature_library/weak_pde_library.py b/pysindy/feature_library/weak_pde_library.py index e0305f43a..5aa3cbbb6 100644 --- a/pysindy/feature_library/weak_pde_library.py +++ b/pysindy/feature_library/weak_pde_library.py @@ -6,7 +6,6 @@ import numpy as np from scipy.special import binom from scipy.special import perm -from sklearn import __version__ from sklearn.utils.validation import check_is_fitted from ..utils import AxesArray @@ -99,13 +98,6 @@ class WeakPDELibrary(BaseFeatureLibrary): Positive integer to define the polynomial degree of the spatial weights used for weak/integral SINDy. - library_ensemble : boolean, optional (default False) - Whether or not to use library bagging (regress on subset of the - candidate terms in the library) - - ensemble_indices : integer array, optional (default [0]) - The indices to use for ensembling the library. - num_pts_per_domain : int, deprecated (default None) Included here to retain backwards compatibility with older code that uses this parameter. However, it merely raises a @@ -136,10 +128,8 @@ class WeakPDELibrary(BaseFeatureLibrary): Functions for generating string representations of each library function. - n_input_features_ : int + n_features_in_ : int The total number of input features. - WARNING: This is deprecated in scikit-learn version 1.0 and higher so - we check the sklearn.__version__ and switch to n_features_in if needed. n_output_features_ : int The total number of output features. The number of output features @@ -173,8 +163,6 @@ def __init__( K=100, H_xt=None, p=4, - library_ensemble=False, - ensemble_indices=[0], num_pts_per_domain=None, implicit_terms=False, multiindices=None, @@ -183,9 +171,6 @@ def __init__( is_uniform=None, periodic=None, ): - super(WeakPDELibrary, self).__init__( - library_ensemble=library_ensemble, ensemble_indices=ensemble_indices - ) self.functions = library_functions self.derivative_order = derivative_order self.function_names = function_names @@ -708,10 +693,7 @@ def get_feature_names(self, input_features=None): output_feature_names : list of string, length n_output_features """ check_is_fitted(self) - if float(__version__[:3]) >= 1.0: - n_features = self.n_features_in_ - else: - n_features = self.n_input_features_ + n_features = self.n_features_in_ if input_features is None: input_features = ["x%d" % i for i in range(n_features)] if self.function_names is None: @@ -793,11 +775,7 @@ def fit(self, x_full, y=None): self : instance """ n_features = x_full[0].shape[x_full[0].ax_coord] - if float(__version__[:3]) >= 1.0: - self.n_features_in_ = n_features - else: - self.n_input_features_ = n_features - + self.n_features_in_ = n_features n_output_features = 0 # Count the number of non-derivative terms @@ -937,6 +915,8 @@ def transform(self, x_full): self.dfx_k_j = [] for j in range(self.num_derivatives): + funcs_derivs[j + 1] = funcs + x_derivs[j + 1] = x for axis in range(self.ind_range): s = [0] * (self.grid_ndim + 1) s[axis] = slice(None, None, None) @@ -950,7 +930,8 @@ def transform(self, x_full): axis=axis, **self.diff_kwargs, )._differentiate( - funcs, self.spatiotemporal_grid[tuple(s)] + funcs_derivs[j + 1], + self.spatiotemporal_grid[tuple(s)], ) if self.multiindices[j][axis] > 0 and self.multiindices[j][ axis @@ -959,7 +940,9 @@ def transform(self, x_full): d=self.multiindices[j][axis], axis=axis, **self.diff_kwargs, - )._differentiate(x, self.spatiotemporal_grid[tuple(s)]) + )._differentiate( + x_derivs[j + 1], self.spatiotemporal_grid[tuple(s)] + ) # Extract the function and feature derivatives on the domains self.dx_k_j = [ @@ -996,21 +979,21 @@ def transform(self, x_full): for deriv in derivs[ np.where(np.all(derivs <= derivs_mixed, axis=1))[0] ]: + + # indices for product rule terms + j0 = np.where(np.all(derivs == deriv, axis=1))[0][0] + j1 = np.where( + np.all(derivs == derivs_mixed - deriv, axis=1) + )[0][0] + j2 = np.where(np.all(derivs == derivs_pure, axis=1))[0][0] + for k in range(self.K): # Weights are either in fullweights0 or fullweights1 - j0 = np.where(np.all(derivs == deriv, axis=1))[0][0] if j0 == 0: weights = self.fullweights0[k] else: weights = self.fullweights1[k][j0 - 1] - # indices for product rule terms - j1 = np.where( - np.all(derivs == derivs_mixed - deriv, axis=1) - )[0][0] - j2 = np.where(np.all(derivs == derivs_pure, axis=1))[0][ - 0 - ] # Calculate the integral by taking the dot product # of the weights and data x_k over each axis. # Integration by parts gives power of (-1). @@ -1066,10 +1049,8 @@ def transform(self, x_full): library_idx += n_library_terms * self.num_derivatives * n_features xp_full = xp_full + [AxesArray(xp, {"ax_sample": 0, "ax_coord": 1})] - if self.library_ensemble: - xp_full = self._ensemble(xp_full) return xp_full def calc_trajectory(self, diff_method, x, t): x_dot = self.convert_u_dot_integral(x) - return AxesArray(x_dot, {"ax_sample": 0, "ax_coord": 1}) + return x, AxesArray(x_dot, {"ax_sample": 0, "ax_coord": 1}) diff --git a/pysindy/optimizers/__init__.py b/pysindy/optimizers/__init__.py index 708e26aa1..d7fa4d259 100644 --- a/pysindy/optimizers/__init__.py +++ b/pysindy/optimizers/__init__.py @@ -19,7 +19,7 @@ from .stable_linear_sr3 import StableLinearSR3 except ImportError: pass -from .sindy_optimizer import SINDyOptimizer +from .wrapped_optimizer import WrappedOptimizer from .sr3 import SR3 from .ssr import SSR from .stlsq import STLSQ @@ -27,7 +27,7 @@ __all__ = [ "BaseOptimizer", "EnsembleOptimizer", - "SINDyOptimizer", + "WrappedOptimizer", "SR3", "STLSQ", "ConstrainedSR3", diff --git a/pysindy/optimizers/base.py b/pysindy/optimizers/base.py index 377f8a171..45d4842b2 100644 --- a/pysindy/optimizers/base.py +++ b/pysindy/optimizers/base.py @@ -15,6 +15,7 @@ from sklearn.utils.validation import check_X_y from ..utils import AxesArray +from ..utils import drop_nan_samples def _rescale_data(X, y, sample_weight): @@ -45,14 +46,9 @@ class BaseOptimizer(LinearRegression, ComplexityMixin): Parameters ---------- - fit_intercept : boolean, optional (default False) - Whether to calculate the intercept for this model. If set to false, no - intercept will be used in calculations. - normalize_columns : boolean, optional (default False) Normalize the columns of x (the SINDy library terms) before regression - by dividing by the L2-norm. Note that the 'normalize' option in sklearn - is deprecated in sklearn versions >= 1.0 and will be removed. + by dividing by the L2-norm. copy_X : boolean, optional (default True) If True, X will be copied; else, it may be overwritten. @@ -62,13 +58,24 @@ class BaseOptimizer(LinearRegression, ComplexityMixin): Initial guess for coefficients ``coef_``. If None, the initial guess is obtained via a least-squares fit. + unbias: Whether to perform an extra step of unregularized linear + regression to unbias the coefficients for the identified + support. If an optimizer (``self.optimizer``) applies any type + of regularization, that regularization may bias coefficients, + improving the conditioning of the problem but harming the + quality of the fit. Setting ``unbias==True`` enables an extra + step wherein unregularized linear regression is applied, but + only for the coefficients in the support identified by the + optimizer. This helps to remove the bias introduced by + regularization. + Attributes ---------- coef_ : array, shape (n_features,) or (n_targets, n_features) Weight vector(s). ind_ : array, shape (n_features,) or (n_targets, n_features) - Array of 0s and 1s indicating which coefficients of the + Array of bools indicating which coefficients of the weight vector have not been masked out. history_ : list @@ -85,11 +92,11 @@ def __init__( self, max_iter=20, normalize_columns=False, - fit_intercept=False, initial_guess=None, copy_X=True, + unbias: bool = True, ): - super(BaseOptimizer, self).__init__(fit_intercept=fit_intercept, copy_X=copy_X) + super().__init__(fit_intercept=False, copy_X=copy_X) if max_iter <= 0: raise ValueError("max_iter must be positive") @@ -100,6 +107,7 @@ def __init__( initial_guess = initial_guess.reshape(1, -1) self.initial_guess = initial_guess self.normalize_columns = normalize_columns + self.unbias = unbias # Force subclasses to implement this @abc.abstractmethod @@ -107,7 +115,8 @@ def _reduce(self): """ Carry out the bulk of the work of the fit function. - Subclass implementations MUST update self.coef_. + Subclass implementations MUST update self.coef_ as shape + (n_targets, n_inputs). """ raise NotImplementedError @@ -134,12 +143,15 @@ def fit(self, x_, y, sample_weight=None, **reduce_kws): ------- self : returns an instance of self """ + x_ = AxesArray(np.asarray(x_), {"ax_sample": 0, "ax_coord": 1}) + y = AxesArray(np.asarray(y), {"ax_sample": 0, "ax_coord": 1}) + x_, y = drop_nan_samples(x_, y) x_, y = check_X_y(x_, y, accept_sparse=[], y_numeric=True, multi_output=True) x, y, X_offset, y_offset, X_scale = _preprocess_data( x_, y, - fit_intercept=self.fit_intercept, + fit_intercept=False, copy=self.copy_X, sample_weight=sample_weight, ) @@ -178,6 +190,9 @@ def fit(self, x_, y, sample_weight=None, **reduce_kws): self._reduce(x_normed, y, **reduce_kws) self.ind_ = np.abs(self.coef_) > 1e-14 + if self.unbias: + self._unbias(x_normed, y) + # Rescale coefficients to original units if self.normalize_columns: self.coef_ = np.multiply(reg, self.coef_) @@ -189,6 +204,17 @@ def fit(self, x_, y, sample_weight=None, **reduce_kws): self._set_intercept(X_offset, y_offset, X_scale) return self + def _unbias(self, x: np.ndarray, y: np.ndarray): + coef = np.zeros((y.shape[1], x.shape[1])) + for i in range(self.ind_.shape[0]): + if np.any(self.ind_[i]): + coef[i, self.ind_[i]] = ( + LinearRegression(fit_intercept=False) + .fit(x[:, self.ind_[i]], y[:, i]) + .coef_ + ) + self.coef_ = coef + class EnsembleOptimizer(BaseOptimizer): """Wrapper class for ensembling methods. @@ -249,12 +275,6 @@ class EnsembleOptimizer(BaseOptimizer): coef_full_ : array, shape (n_features,) or (n_targets, n_features) Weight vector(s) that are not subjected to the regularization. This is the w in the objective function. - - unbias : boolean - Whether to perform an extra step of unregularized linear regression - to unbias the coefficients for the identified support. - ``unbias`` is automatically set to False if a constraint is used and - is otherwise left uninitialized. """ def __init__( @@ -271,9 +291,8 @@ def __init__( if not hasattr(opt, "initial_guess"): opt.initial_guess = None - super(EnsembleOptimizer, self).__init__( + super().__init__( max_iter=opt.max_iter, - fit_intercept=opt.fit_intercept, initial_guess=opt.initial_guess, copy_X=opt.copy_X, ) @@ -281,19 +300,19 @@ def __init__( raise ValueError( "If not ensembling data or library terms, use another optimizer" ) - if n_subset is not None and n_subset <= 0: - raise ValueError("n_subset must be a positive integer if bagging") - if n_candidates_to_drop is not None and n_candidates_to_drop <= 0: + if bagging and n_subset is not None and n_subset < 1: + raise ValueError("n_subset must be a positive integer or None if bagging") + if library_ensemble and ( + n_candidates_to_drop is None or n_candidates_to_drop < 1 + ): raise ValueError( "n_candidates_to_drop must be a positive integer if ensembling library" ) - self.opt = opt - if n_models is None or n_models == 0: - warnings.warn( - "n_models must be a positive integer. Explicitly initialized to zero" - " or None, defaulting to 20." + if n_models < 1: + raise ValueError( + "n_candidates_to_drop must be a positive integer if ensembling library" ) - n_models = 20 + self.opt = opt self.n_models = n_models self.n_subset = n_subset self.bagging = bagging @@ -302,6 +321,7 @@ def __init__( self.replace = replace self.n_candidates_to_drop = n_candidates_to_drop self.coef_list = [] + self.unbias = False def _reduce(self, x: AxesArray, y: np.ndarray) -> None: x = AxesArray(np.asarray(x), {"ax_sample": 0, "ax_coord": 1}) @@ -316,7 +336,7 @@ def _reduce(self, x: AxesArray, y: np.ndarray) -> None: else: n_subset = self.n_subset - n_features = x.shape[x.ax_coord] + n_features = x.n_coord if self.library_ensemble and self.n_candidates_to_drop > n_features: warnings.warn( "n_candidates_to_drop larger than number of features. Cannot " diff --git a/pysindy/optimizers/constrained_sr3.py b/pysindy/optimizers/constrained_sr3.py index f00445b9a..9eb2ae1f4 100644 --- a/pysindy/optimizers/constrained_sr3.py +++ b/pysindy/optimizers/constrained_sr3.py @@ -66,10 +66,6 @@ class ConstrainedSR3(SR3): max_iter : int, optional (default 30) Maximum iterations of the optimization algorithm. - fit_intercept : boolean, optional (default False) - Whether to calculate the intercept for this model. If set to false, no - intercept will be used in calculations. - constraint_lhs : numpy ndarray, optional (default None) Shape should be (n_constraints, n_features * n_targets), The left hand side matrix C of Cw <= d. @@ -128,6 +124,10 @@ class ConstrainedSR3(SR3): output should be verbose or not. Only relevant for optimizers that use the CVXPY package in some capabity. + unbias: bool (default False) + See base class for definition. Most options are incompatible + with unbiasing. + Attributes ---------- coef_ : array, shape (n_features,) or (n_targets, n_features) @@ -138,11 +138,6 @@ class ConstrainedSR3(SR3): Weight vector(s) that are not subjected to the regularization. This is the w in the objective function. - unbias : boolean - Whether to perform an extra step of unregularized linear regression - to unbias the coefficients for the identified support. - ``unbias`` is automatically set to False if a constraint is used and - is otherwise left uninitialized. """ def __init__( @@ -158,7 +153,6 @@ def __init__( constraint_rhs=None, constraint_order="target", normalize_columns=False, - fit_intercept=False, copy_X=True, initial_guess=None, thresholds=None, @@ -167,8 +161,9 @@ def __init__( constraint_separation_index=0, verbose=False, verbose_cvxpy=False, + unbias=False, ): - super(ConstrainedSR3, self).__init__( + super().__init__( threshold=threshold, nu=nu, tol=tol, @@ -178,10 +173,10 @@ def __init__( trimming_step_size=trimming_step_size, max_iter=max_iter, initial_guess=initial_guess, - fit_intercept=fit_intercept, copy_X=copy_X, normalize_columns=normalize_columns, verbose=verbose, + unbias=unbias, ) self.verbose_cvxpy = verbose_cvxpy @@ -210,8 +205,11 @@ def __init__( raise ValueError( "constraint_order must be either 'feature' or 'target'" ) - - self.unbias = False + if unbias: + raise ValueError( + "Constraints are incompatible with an unbiasing step. Set" + " unbias=False" + ) if inequality_constraints and not cvxpy_flag: raise ValueError( diff --git a/pysindy/optimizers/frols.py b/pysindy/optimizers/frols.py index 3239aef9c..90673c686 100644 --- a/pysindy/optimizers/frols.py +++ b/pysindy/optimizers/frols.py @@ -22,10 +22,6 @@ class FROLS(BaseOptimizer): Parameters ---------- - fit_intercept : boolean, optional (default False) - Whether to calculate the intercept for this model. If set to false, no - intercept will be used in calculations. - normalize_columns : boolean, optional (default False) Normalize the columns of x (the SINDy library terms) before regression by dividing by the L2-norm. Note that the 'normalize' option in sklearn @@ -84,19 +80,19 @@ class FROLS(BaseOptimizer): def __init__( self, normalize_columns=False, - fit_intercept=False, copy_X=True, kappa=None, max_iter=10, alpha=0.05, ridge_kw=None, verbose=False, + unbias=True, ): - super(FROLS, self).__init__( - fit_intercept=fit_intercept, + super().__init__( copy_X=copy_X, max_iter=max_iter, normalize_columns=normalize_columns, + unbias=unbias, ) self.alpha = alpha self.ridge_kw = ridge_kw diff --git a/pysindy/optimizers/miosr.py b/pysindy/optimizers/miosr.py index 29eabdc11..e2e5f677e 100644 --- a/pysindy/optimizers/miosr.py +++ b/pysindy/optimizers/miosr.py @@ -53,10 +53,6 @@ class MIOSR(BaseOptimizer): optimality (either per dimension or jointly depending on the above sparsity settings). - fit_intercept : boolean, optional (default False) - Whether to calculate the intercept for this model. If set to false, no - intercept will be used in calculations. - constraint_lhs : numpy ndarray, optional (default None) Shape should be (n_constraints, n_features * n_targets), The left hand side matrix C of Cw <= d. @@ -94,6 +90,9 @@ class MIOSR(BaseOptimizer): verbose : bool, optional (default False) If True, prints out the Gurobi solver log. + unbias: bool + Required to be false, maintained for supertype compatibility + Attributes ---------- coef_ : array, shape (n_features,) or (n_targets, n_features) @@ -112,7 +111,6 @@ def __init__( group_sparsity=None, alpha=0.01, regression_timeout=10, - fit_intercept=False, constraint_lhs=None, constraint_rhs=None, constraint_order="target", @@ -120,11 +118,12 @@ def __init__( copy_X=True, initial_guess=None, verbose=False, + unbias=False, ): - super(MIOSR, self).__init__( + super().__init__( normalize_columns=normalize_columns, - fit_intercept=fit_intercept, copy_X=copy_X, + unbias=unbias, ) if target_sparsity is not None and ( @@ -135,7 +134,8 @@ def __init__( raise ValueError("constraint_order must be one of {'target', 'feature'}") if alpha < 0: raise ValueError("alpha cannot be negative") - + if unbias and constraint_lhs is not None: + raise ValueError("MIOSR is incompatible with unbiasing. Set unbias=False") self.target_sparsity = target_sparsity self.group_sparsity = group_sparsity self.constraint_lhs = constraint_lhs diff --git a/pysindy/optimizers/sindy_optimizer.py b/pysindy/optimizers/sindy_optimizer.py deleted file mode 100644 index 86a54886e..000000000 --- a/pysindy/optimizers/sindy_optimizer.py +++ /dev/null @@ -1,111 +0,0 @@ -import numpy as np -from sklearn.base import BaseEstimator -from sklearn.linear_model import LinearRegression - -from ..utils import AxesArray -from ..utils import drop_nan_samples - -COEF_THRESHOLD = 1e-14 - - -class SINDyOptimizer(BaseEstimator): - """ - Wrapper class for optimizers/sparse regression methods passed - into the SINDy object. - - Enables single target regressors - (i.e. those whose predictions are 1-dimensional) - to perform multi target regression (i.e. predictions are 2-dimensional). - Also enhances an ``_unbias`` function to reduce bias when - regularization is used. - - Parameters - ---------- - optimizer: estimator object - The optimizer/sparse regressor to be wrapped, implementing ``fit`` and - ``predict``. ``optimizer`` should also have the attributes ``coef_``, - ``fit_intercept``, and ``intercept_``. Note that attribute - ``normalize`` is deprecated as of sklearn versions >= 1.0 and will be - removed in future versions. - - unbias : boolean, optional (default True) - Whether to perform an extra step of unregularized linear regression - to unbias the coefficients for the identified support. - For example, if ``optimizer=STLSQ(alpha=0.1)`` is used then the learned - coefficients will be biased toward 0 due to the L2 regularization. - Setting ``unbias=True`` will trigger an additional step wherein - the nonzero coefficients learned by the optimizer object will be - updated using an unregularized least-squares fit. - - """ - - def __init__(self, optimizer, unbias=True): - if not hasattr(optimizer, "fit") or not callable(getattr(optimizer, "fit")): - raise AttributeError("optimizer does not have a callable fit method") - if not hasattr(optimizer, "predict") or not callable( - getattr(optimizer, "predict") - ): - raise AttributeError("optimizer does not have a callable predict method") - - self.optimizer = optimizer - self.unbias = unbias - - def fit(self, x, y): - - x, y = drop_nan_samples( - AxesArray(x, {"ax_sample": 0, "ax_coord": 1}), - AxesArray(y, {"ax_sample": 0, "ax_coord": 1}), - ) - - self.optimizer.fit(x, y) - if not hasattr(self.optimizer, "coef_"): - raise AttributeError("optimizer has no attribute coef_") - self.ind_ = np.abs(self.coef_) > COEF_THRESHOLD - - if self.unbias: - self._unbias(x, y) - - return self - - def _unbias(self, x, y): - coef = np.zeros((y.shape[1], x.shape[1])) - if hasattr(self.optimizer, "fit_intercept"): - fit_intercept = self.optimizer.fit_intercept - else: - fit_intercept = False - for i in range(self.ind_.shape[0]): - if np.any(self.ind_[i]): - coef[i, self.ind_[i]] = ( - LinearRegression(fit_intercept=fit_intercept) - .fit(x[:, self.ind_[i]], y[:, i]) - .coef_ - ) - if self.optimizer.coef_.ndim == 1: - self.optimizer.coef_ = coef[0] - else: - self.optimizer.coef_ = coef - - def predict(self, x): - prediction = self.optimizer.predict(x) - if prediction.ndim == 1: - return prediction[:, np.newaxis] - else: - return prediction - - @property - def coef_(self): - if self.optimizer.coef_.ndim == 1: - return self.optimizer.coef_[np.newaxis, :] - else: - return self.optimizer.coef_ - - @property - def intercept_(self): - if hasattr(self.optimizer, "intercept_"): - return self.optimizer.intercept_ - else: - return 0.0 - - @property - def complexity(self): - return np.count_nonzero(self.coef_) + np.count_nonzero(self.intercept_) diff --git a/pysindy/optimizers/sindy_pi.py b/pysindy/optimizers/sindy_pi.py index c8c49bfce..d4c2a6203 100644 --- a/pysindy/optimizers/sindy_pi.py +++ b/pysindy/optimizers/sindy_pi.py @@ -46,10 +46,6 @@ class SINDyPI(SR3): max_iter : int, optional (default 10000) Maximum iterations of the optimization algorithm. - fit_intercept : boolean, optional (default False) - Whether to calculate the intercept for this model. If set to false, no - intercept will be used in calculations. - normalize_columns : boolean, optional (default False) This parameter normalizes the columns of Theta before the optimization is done. This tends to standardize the columns @@ -87,12 +83,8 @@ class SINDyPI(SR3): Regularized weight vector(s). This is the v in the objective function. - unbias : boolean - Whether to perform an extra step of unregularized linear regression - to unbias the coefficients for the identified support. - ``unbias`` is automatically set to False if a constraint is used and - is otherwise left uninitialized. - + unbias: bool + Required to be false, maintained for supertype compatibility """ def __init__( @@ -101,22 +93,22 @@ def __init__( tol=1e-5, thresholder="l1", max_iter=10000, - fit_intercept=False, copy_X=True, thresholds=None, model_subset=None, normalize_columns=False, verbose_cvxpy=False, + unbias=False, ): - super(SINDyPI, self).__init__( + super().__init__( threshold=threshold, thresholds=thresholds, tol=tol, thresholder=thresholder, max_iter=max_iter, - fit_intercept=fit_intercept, copy_X=copy_X, normalize_columns=normalize_columns, + unbias=unbias, ) if ( @@ -130,7 +122,8 @@ def __init__( " in current version of SINDy-PI" ) - self.unbias = False + if self.unbias: + raise ValueError("SINDyPI is incompatible with an unbiasing step") self.verbose_cvxpy = verbose_cvxpy if model_subset is not None: if not isinstance(model_subset, list): @@ -199,8 +192,9 @@ def _update_parallel_coef_constraints(self, x): ) if xi.value is None: warnings.warn( - "Infeasible solve on iteration " + str(i) + ", try " - "changing your library", + "Infeasible solve on iteration " + + str(i) + + ", try changing your library", ConvergenceWarning, ) xi_final[:, i] = xi.value @@ -216,8 +210,9 @@ def _update_parallel_coef_constraints(self, x): ) if xi.value is None: warnings.warn( - "Infeasible solve on iteration " + str(i) + ", try " - "changing your library", + "Infeasible solve on iteration " + + str(i) + + ", try changing your library", ConvergenceWarning, ) xi_final[:, i] = xi.value diff --git a/pysindy/optimizers/sr3.py b/pysindy/optimizers/sr3.py index 658ad7fa0..765d4c1f6 100644 --- a/pysindy/optimizers/sr3.py +++ b/pysindy/optimizers/sr3.py @@ -74,10 +74,6 @@ class SR3(BaseOptimizer): Initial guess for coefficients ``coef_``. If None, least-squares is used to obtain an initial guess. - fit_intercept : boolean, optional (default False) - Whether to calculate the intercept for this model. If set to false, no - intercept will be used in calculations. - normalize_columns : boolean, optional (default False) Normalize the columns of x (the SINDy library terms) before regression by dividing by the L2-norm. Note that the 'normalize' option in sklearn @@ -102,6 +98,10 @@ class SR3(BaseOptimizer): If True, prints out the different error terms every max_iter / 10 iterations. + unbias: bool (default False) + See base class for definition. Most options are incompatible + with unbiasing. + Attributes ---------- coef_ : array, shape (n_features,) or (n_targets, n_features) @@ -147,18 +147,18 @@ def __init__( trimming_fraction=0.0, trimming_step_size=1.0, max_iter=30, - fit_intercept=False, copy_X=True, initial_guess=None, normalize_columns=False, verbose=False, + unbias=False, ): super(SR3, self).__init__( max_iter=max_iter, initial_guess=initial_guess, - fit_intercept=fit_intercept, copy_X=copy_X, normalize_columns=normalize_columns, + unbias=unbias, ) if threshold < 0: @@ -169,6 +169,11 @@ def __init__( raise ValueError("tol must be positive") if (trimming_fraction < 0) or (trimming_fraction > 1): raise ValueError("trimming fraction must be between 0 and 1") + if trimming_fraction > 0 and unbias: + raise ValueError( + "Unbiasing counteracts some of the effects of trimming. Either set" + " unbias=False or trimming_fraction=0.0" + ) if thresholder.lower() not in ( "l0", "l1", @@ -359,8 +364,7 @@ def _reduce(self, x, y): "Total Error: |y-Xw|^2 + |w-u|^2/v + R(u)", ] print( - "{: >10} ... {: >10} ... {: >10} ... {: >10}" - " ... {: >10}".format(*row) + "{: >10} ... {: >10} ... {: >10} ... {: >10} ... {: >10}".format(*row) ) objective_history = [] diff --git a/pysindy/optimizers/ssr.py b/pysindy/optimizers/ssr.py index e8c9d671d..f5c3d9136 100644 --- a/pysindy/optimizers/ssr.py +++ b/pysindy/optimizers/ssr.py @@ -23,10 +23,6 @@ class SSR(BaseOptimizer): max_iter : int, optional (default 20) Maximum iterations of the optimization algorithm. - fit_intercept : boolean, optional (default False) - Whether to calculate the intercept for this model. If set to false, no - intercept will be used in calculations. - normalize_columns : boolean, optional (default False) Normalize the columns of x (the SINDy library terms) before regression by dividing by the L2-norm. Note that the 'normalize' option in sklearn @@ -94,17 +90,17 @@ def __init__( max_iter=20, ridge_kw=None, normalize_columns=False, - fit_intercept=False, copy_X=True, criteria="coefficient_value", kappa=None, verbose=False, + unbias=True, ): super(SSR, self).__init__( max_iter=max_iter, - fit_intercept=fit_intercept, copy_X=copy_X, normalize_columns=normalize_columns, + unbias=unbias, ) if alpha < 0: diff --git a/pysindy/optimizers/stable_linear_sr3.py b/pysindy/optimizers/stable_linear_sr3.py index 85d055b52..106e784b6 100644 --- a/pysindy/optimizers/stable_linear_sr3.py +++ b/pysindy/optimizers/stable_linear_sr3.py @@ -1,4 +1,7 @@ +from __future__ import annotations + import warnings +from typing import Tuple try: import cvxpy as cp @@ -67,10 +70,6 @@ class StableLinearSR3(ConstrainedSR3): max_iter : int, optional (default 30) Maximum iterations of the optimization algorithm. - fit_intercept : boolean, optional (default False) - Whether to calculate the intercept for this model. If set to false, no - intercept will be used in calculations. - constraint_lhs : numpy ndarray, optional (default None) Shape should be (n_constraints, n_features * n_targets), The left hand side matrix C of Cw <= d. @@ -129,6 +128,8 @@ class StableLinearSR3(ConstrainedSR3): output should be verbose or not. Only relevant for optimizers that use the CVXPY package in some capabity. + See base class for additional arguments + Attributes ---------- coef_ : array, shape (n_features,) or (n_targets, n_features) @@ -138,12 +139,6 @@ class StableLinearSR3(ConstrainedSR3): coef_full_ : array, shape (n_features,) or (n_targets, n_features) Weight vector(s) that are not subjected to the regularization. This is the w in the objective function. - - unbias : boolean - Whether to perform an extra step of unregularized linear regression - to unbias the coefficients for the identified support. - ``unbias`` is automatically set to False if a constraint is used and - is otherwise left uninitialized. """ def __init__( @@ -159,7 +154,6 @@ def __init__( constraint_rhs=None, constraint_order="target", normalize_columns=False, - fit_intercept=False, copy_X=True, initial_guess=None, thresholds=None, @@ -169,8 +163,9 @@ def __init__( verbose=False, verbose_cvxpy=False, gamma=-1e-8, + unbias=False, ): - super(StableLinearSR3, self).__init__( + super().__init__( threshold=threshold, nu=nu, tol=tol, @@ -180,7 +175,6 @@ def __init__( trimming_step_size=trimming_step_size, max_iter=max_iter, initial_guess=initial_guess, - fit_intercept=fit_intercept, copy_X=copy_X, normalize_columns=normalize_columns, verbose=verbose, @@ -191,11 +185,11 @@ def __init__( equality_constraints=equality_constraints, inequality_constraints=inequality_constraints, constraint_separation_index=constraint_separation_index, + unbias=unbias, ) self.gamma = gamma self.alpha_A = nu self.max_iter = max_iter - self.unbias = False warnings.warn( "This optimizer is set up to only be used with a purely linear" " library in the variables. No constant or nonlinear terms!" @@ -207,16 +201,16 @@ def __init__( "datasets." ) - def _update_coef_cvxpy(self, x, y, coef_sparse, coef_negative_definite): - """ - Update the coefficients using CVXPY. This function is called if - the sparsity threshold is nonzero or constraints are used. - """ + def _create_var_and_part_cost( + self, + x: np.ndarray, + y: np.ndarray, + coef_sparse: np.ndarray, + coef_neg_def: np.ndarray, + ) -> Tuple["cp.Variable", "cp.Expression"]: xi = cp.Variable(coef_sparse.shape[0] * coef_sparse.shape[1]) cost = cp.sum_squares(x @ xi - y.flatten()) - cost = cost + cp.sum_squares(xi - coef_negative_definite.flatten()) / ( - 2 * self.nu - ) + cost = cost + cp.sum_squares(xi - coef_neg_def.flatten()) / (2 * self.nu) if self.thresholder.lower() == "l1": cost = cost + self.threshold * cp.norm1(xi) elif self.thresholder.lower() == "weighted_l1": @@ -225,6 +219,16 @@ def _update_coef_cvxpy(self, x, y, coef_sparse, coef_negative_definite): cost = cost + self.threshold * cp.norm2(xi) elif self.thresholder.lower() == "weighted_l2": cost = cost + cp.norm2(np.ravel(self.thresholds) @ xi) + return xi, cost + + def _update_coef_cvxpy(self, x, y, coef_sparse, coef_negative_definite): + """ + Update the coefficients using CVXPY. This function is called if + the sparsity threshold is nonzero or constraints are used. + """ + xi, cost = self._create_var_and_part_cost( + x, y, coef_sparse, coef_negative_definite + ) if self.use_constraints: if self.inequality_constraints and self.equality_constraints: # Process equality constraints then inequality constraints @@ -320,40 +324,24 @@ def _objective( assert trimming_array is not None R2 *= trimming_array.reshape(x.shape[0], 1) - if self.thresholds is None: - regularization = self.reg( - coef_negative_definite, self.threshold**2 / self.nu - ) - if print_ind == 0 and self.verbose: - row = [ - q, - np.sum(R2), - np.sum(D2) / self.nu, - regularization, - np.sum(R2) + np.sum(D2) + regularization, - ] - print( - "{0:10d} ... {1:10.4e} ... {2:10.4e} ... {3:10.4e}" - " ... {4:10.4e}".format(*row) - ) - return 0.5 * np.sum(R2) + 0.5 * regularization + 0.5 * np.sum(D2) / self.nu - else: - regularization = self.reg( - coef_negative_definite, self.thresholds**2 / self.nu + regularization = self.reg( + coef_negative_definite, + (self.threshold**2 if self.thresholds is None else self.thresholds**2) + / self.nu, + ) + if print_ind == 0 and self.verbose: + row = [ + q, + np.sum(R2), + np.sum(D2) / self.nu, + regularization, + np.sum(R2) + np.sum(D2) + regularization, + ] + print( + "{0:10d} ... {1:10.4e} ... {2:10.4e} ... {3:10.4e}" + " ... {4:10.4e}".format(*row) ) - if print_ind == 0 and self.verbose: - row = [ - q, - np.sum(R2), - np.sum(D2) / self.nu, - regularization, - np.sum(R2) + np.sum(D2) + regularization, - ] - print( - "{0:10d} ... {1:10.4e} ... {2:10.4e} ... {3:10.4e}" - " ... {4:10.4e}".format(*row) - ) - return 0.5 * np.sum(R2) + 0.5 * regularization + 0.5 * np.sum(D2) / self.nu + return 0.5 * np.sum(R2) + 0.5 * regularization + 0.5 * np.sum(D2) / self.nu def _reduce(self, x, y): """ diff --git a/pysindy/optimizers/stlsq.py b/pysindy/optimizers/stlsq.py index 0bc09699a..62ebacd98 100644 --- a/pysindy/optimizers/stlsq.py +++ b/pysindy/optimizers/stlsq.py @@ -1,8 +1,10 @@ import warnings +from typing import Union import numpy as np from scipy.linalg import LinAlgWarning from sklearn.exceptions import ConvergenceWarning +from sklearn.linear_model import LinearRegression from sklearn.linear_model import ridge_regression from sklearn.utils.validation import check_is_fitted @@ -42,10 +44,6 @@ class STLSQ(BaseOptimizer): ridge_kw : dict, optional (default None) Optional keyword arguments to pass to the ridge regression. - fit_intercept : boolean, optional (default False) - Whether to calculate the intercept for this model. If set to false, no - intercept will be used in calculations. - normalize_columns : boolean, optional (default False) Normalize the columns of x (the SINDy library terms) before regression by dividing by the L2-norm. Note that the 'normalize' option in sklearn @@ -62,6 +60,11 @@ class STLSQ(BaseOptimizer): verbose : bool, optional (default False) If True, prints out the different error terms every iteration. + sparse_ind : list, optional (default None) + Indices to threshold and perform ridge regression upon. + If None, sparse thresholding and ridge regression is applied to all + indices. + Attributes ---------- coef_ : array, shape (n_features,) or (n_targets, n_features) @@ -103,16 +106,17 @@ def __init__( max_iter=20, ridge_kw=None, normalize_columns=False, - fit_intercept=False, copy_X=True, initial_guess=None, verbose=False, + sparse_ind=None, + unbias=True, ): - super(STLSQ, self).__init__( + super().__init__( max_iter=max_iter, - fit_intercept=fit_intercept, copy_X=copy_X, normalize_columns=normalize_columns, + unbias=unbias, ) if threshold < 0: @@ -125,28 +129,55 @@ def __init__( self.ridge_kw = ridge_kw self.initial_guess = initial_guess self.verbose = verbose + self.sparse_ind = sparse_ind - def _sparse_coefficients(self, dim, ind, coef, threshold): - """Perform thresholding of the weight vector(s)""" + def _sparse_coefficients( + self, dim: int, ind_nonzero: np.ndarray, coef: np.ndarray, threshold: float + ) -> (np.ndarray, np.ndarray): + """Perform thresholding of the weight vector(s) (on specific indices + if ``self.sparse_ind`` is not None)""" c = np.zeros(dim) - c[ind] = coef + c[ind_nonzero] = coef big_ind = np.abs(c) >= threshold + if self.sparse_ind is not None: + nonsparse_ind_mask = np.ones_like(ind_nonzero) + nonsparse_ind_mask[self.sparse_ind] = False + big_ind = big_ind | nonsparse_ind_mask c[~big_ind] = 0 return c, big_ind - def _regress(self, x, y): - """Perform the ridge regression""" + def _regress(self, x: np.ndarray, y: np.ndarray, dim: int, sparse_sub: np.ndarray): + """Perform the ridge regression (on specific indices if + ``self.sparse_ind`` is not None)""" kw = self.ridge_kw or {} - - with warnings.catch_warnings(): - warnings.filterwarnings("ignore", category=LinAlgWarning) - try: - coef = ridge_regression(x, y, self.alpha, **kw) - except LinAlgWarning: - # increase alpha until warning stops - self.alpha = 2 * self.alpha - self.iters += 1 - return coef + if self.sparse_ind is None: + with warnings.catch_warnings(): + warnings.filterwarnings("ignore", category=LinAlgWarning) + try: + coef = ridge_regression(x, y, self.alpha, **kw) + except LinAlgWarning: + # increase alpha until warning stops + self.alpha = 2 * self.alpha + self.iters += 1 + return coef + if self.sparse_ind is not None: + alpha_array = np.zeros((dim, dim)) + alpha_array[sparse_sub, sparse_sub] = np.sqrt(self.alpha) + x_lin = np.concatenate((x, alpha_array), axis=0) + y_lin = np.concatenate((y, np.zeros((dim,)))) + with warnings.catch_warnings(): + warnings.filterwarnings("ignore", category=LinAlgWarning) + try: + coef = ( + LinearRegression(fit_intercept=False, **kw) + .fit(x_lin, y_lin) + .coef_ + ) + except LinAlgWarning: + # increase alpha until warning stops + self.alpha = 2 * self.alpha + self.iters += 1 + return coef def _no_change(self): """Check if the coefficient mask has changed after thresholding""" @@ -171,6 +202,7 @@ def _reduce(self, x, y): n_samples, n_features = x.shape n_targets = y.shape[1] n_features_selected = np.sum(ind) + sparse_sub = [np.array(self.sparse_ind)] * y.shape[1] # Print initial values for each term in the optimization if self.verbose: @@ -192,10 +224,10 @@ def _reduce(self, x, y): "Sparsity parameter is too big ({}) and eliminated all " "coefficients".format(self.threshold) ) - coef = np.zeros((n_targets, n_features)) + optvar = np.zeros((n_targets, n_features)) break - coef = np.zeros((n_targets, n_features)) + optvar = np.zeros((n_targets, n_features)) for i in range(n_targets): if np.count_nonzero(ind[i]) == 0: warnings.warn( @@ -203,18 +235,27 @@ def _reduce(self, x, y): "coefficients".format(self.threshold) ) continue - coef_i = self._regress(x[:, ind[i]], y[:, i]) + coef_i = self._regress( + x[:, ind[i]], y[:, i], np.count_nonzero(ind[i]), sparse_sub[i] + ) coef_i, ind_i = self._sparse_coefficients( n_features, ind[i], coef_i, self.threshold ) - coef[i] = coef_i + if self.sparse_ind is not None: + vals_to_remove = np.intersect1d( + self.sparse_ind, np.where(coef_i == 0) + ) + sparse_sub[i] = _remove_and_decrement( + self.sparse_ind, vals_to_remove + ) + optvar[i] = coef_i ind[i] = ind_i - self.history_.append(coef) + self.history_.append(optvar) if self.verbose: - R2 = np.sum((y - np.dot(x, coef.T)) ** 2) - L2 = self.alpha * np.sum(coef**2) - L0 = np.count_nonzero(coef) + R2 = np.sum((y - np.dot(x, optvar.T)) ** 2) + L2 = self.alpha * np.sum(optvar**2) + L0 = np.count_nonzero(optvar) row = [k, R2, L2, L0, R2 + L2] print( "{0:10d} ... {1:10.4e} ... {2:10.4e} ... {3:10d}" @@ -230,16 +271,15 @@ def _reduce(self, x, y): ), ConvergenceWarning, ) - try: - coef - except NameError: - coef = self.coef_ - warnings.warn( - "STLSQ._reduce has no iterations left to determine coef", - ConvergenceWarning, - ) - self.coef_ = coef - self.ind_ = ind + if self.sparse_ind is None: + self.coef_ = optvar + self.ind_ = ind + else: + non_sparse_ind = np.setxor1d(self.sparse_ind, range(n_features)) + self.coef_ = optvar[:, self.sparse_ind] + self.ind_ = ind[:, self.sparse_ind] + self.optvar_non_sparse_ = optvar[:, non_sparse_ind] + self.ind_non_sparse_ = ind[:, non_sparse_ind] @property def complexity(self): @@ -248,3 +288,32 @@ def complexity(self): return np.count_nonzero(self.coef_) + np.count_nonzero( [abs(self.intercept_) >= self.threshold] ) + + def _unbias(self, x: np.ndarray, y: np.ndarray): + if not self.sparse_ind: + return super()._unbias(x, y) + regression_col_mask = np.zeros((y.shape[1], x.shape[1]), dtype=bool) + regression_col_mask[:, self.sparse_ind] = self.ind_ + non_sparse_ind = np.setxor1d(self.sparse_ind, range(x.shape[1])) + regression_col_mask[:, non_sparse_ind] = self.ind_non_sparse_ + + for i in range(self.ind_.shape[0]): + if np.any(self.ind_[i]): + optvar = ( + LinearRegression(fit_intercept=False) + .fit(x[:, regression_col_mask[i]], y[:, i]) + .coef_ + ) + self.coef_[i] = optvar[self.sparse_ind] + self.optvar_non_sparse_[i] = optvar[non_sparse_ind] + + +def _remove_and_decrement( + existing_vals: Union[np.ndarray, list], vals_to_remove: Union[np.ndarray, list] +) -> np.ndarray: + """Remove elements from existing values and decrement the elements + that are greater than the removed elements""" + for s in reversed(vals_to_remove): + existing_vals = np.delete(existing_vals, np.where(s == existing_vals)) + existing_vals = np.where(existing_vals > s, existing_vals - 1, existing_vals) + return existing_vals diff --git a/pysindy/optimizers/trapping_sr3.py b/pysindy/optimizers/trapping_sr3.py index 231f797dc..dad0aa8c9 100644 --- a/pysindy/optimizers/trapping_sr3.py +++ b/pysindy/optimizers/trapping_sr3.py @@ -1,4 +1,5 @@ import warnings +from typing import Tuple import cvxpy as cp import numpy as np @@ -133,10 +134,6 @@ class TrappingSR3(SR3): Initial guess for vector A in the optimization. Otherwise A is initialized as A = diag(gamma). - fit_intercept : boolean, optional (default False) - Whether to calculate the intercept for this model. If set to false, no - intercept will be used in calculations. - copy_X : boolean, optional (default True) If True, X will be copied; else, it may be overwritten. @@ -154,6 +151,10 @@ class TrappingSR3(SR3): output should be verbose or not. Only relevant for optimizers that use the CVXPY package in some capabity. + unbias: bool (default False) + See base class for definition. Most options are incompatible + with unbiasing. + Attributes ---------- coef_ : array, shape (n_features,) or (n_targets, n_features) @@ -235,7 +236,6 @@ def __init__( max_iter=30, accel=False, normalize_columns=False, - fit_intercept=False, copy_X=True, m0=None, A0=None, @@ -245,16 +245,17 @@ def __init__( constraint_order="target", verbose=False, verbose_cvxpy=False, + unbias=False, ): - super(TrappingSR3, self).__init__( + super().__init__( threshold=threshold, max_iter=max_iter, normalize_columns=normalize_columns, - fit_intercept=fit_intercept, copy_X=copy_X, thresholder=thresholder, thresholds=thresholds, verbose=verbose, + unbias=unbias, ) if thresholder.lower() not in ("l1", "l2", "weighted_l1", "weighted_l2"): raise ValueError("Regularizer must be (weighted) L1 or L2") @@ -308,27 +309,25 @@ def __init__( self.tol_m = tol_m self.accel = accel self.verbose_cvxpy = verbose_cvxpy - self.A_history_ = [] - self.m_history_ = [] - self.PW_history_ = [] - self.PWeigs_history_ = [] - self.history_ = [] self.objective_history = objective_history self.unbias = False self.use_constraints = (constraint_lhs is not None) and ( constraint_rhs is not None ) + self.constraint_lhs = constraint_lhs + self.constraint_rhs = constraint_rhs + self.constraint_order = constraint_order if self.use_constraints: if constraint_order not in ("feature", "target"): raise ValueError( "constraint_order must be either 'feature' or 'target'" ) - - self.constraint_lhs = constraint_lhs - self.constraint_rhs = constraint_rhs - self.unbias = False - self.constraint_order = constraint_order + if unbias: + raise ValueError( + "Constraints are incompatible with an unbiasing step. Set" + " unbias=False" + ) def _set_Ptensors(self, r): """Make the projection tensors used for the algorithm.""" @@ -428,7 +427,7 @@ def _check_P_matrix(self, r, n_features, N): # If PL/PQ finite and correct, so trapping theorem is being used, # then make sure library is quadratic and correct shape if (np.any(self.PL_ != 0.0) or np.any(self.PQ_ != 0.0)) and n_features != N: - print( + warnings.warn( "The feature library is the wrong shape or not quadratic, " "so please correct this if you are attempting to use the " "trapping algorithm with the stability term included. Setting " @@ -498,9 +497,10 @@ def _objective(self, x, y, coef_sparse, A, PW, q): ) return 0.5 * np.sum(R2) + 0.5 * np.sum(A2) / self.eta + L1 - def _solve_sparse_relax_and_split(self, r, N, x_expanded, y, Pmatrix, A, coef_prev): - """Solve coefficient update with CVXPY if threshold != 0""" - xi = cp.Variable(N * r) + def _create_var_and_part_cost( + self, var_len: int, x_expanded: np.ndarray, y: np.ndarray + ) -> Tuple[cp.Variable, cp.Expression]: + xi = cp.Variable(var_len) cost = cp.sum_squares(x_expanded @ xi - y.flatten()) if self.thresholder.lower() == "l1": cost = cost + self.threshold * cp.norm1(xi) @@ -510,6 +510,11 @@ def _solve_sparse_relax_and_split(self, r, N, x_expanded, y, Pmatrix, A, coef_pr cost = cost + self.threshold * cp.norm2(xi) ** 2 elif self.thresholder.lower() == "weighted_l2": cost = cost + cp.norm2(np.ravel(self.thresholds) @ xi) ** 2 + return xi, cost + + def _solve_sparse_relax_and_split(self, r, N, x_expanded, y, Pmatrix, A, coef_prev): + """Solve coefficient update with CVXPY if threshold != 0""" + xi, cost = self._create_var_and_part_cost(N * r, x_expanded, y) cost = cost + cp.sum_squares(Pmatrix @ xi - A.flatten()) / self.eta if self.use_constraints: if self.inequality_constraints: @@ -608,16 +613,7 @@ def _solve_direct_cvxpy(self, r, N, x_expanded, y, Pmatrix, coef_prev): problem, solved in CVXPY, so convergence/quality guarantees are not available here! """ - xi = cp.Variable(N * r) - cost = cp.sum_squares(x_expanded @ xi - y.flatten()) - if self.thresholder.lower() == "l1": - cost = cost + self.threshold * cp.norm1(xi) - elif self.thresholder.lower() == "weighted_l1": - cost = cost + cp.norm1(np.ravel(self.thresholds) @ xi) - elif self.thresholder.lower() == "l2": - cost = cost + self.threshold * cp.norm2(xi) ** 2 - elif self.thresholder.lower() == "weighted_l2": - cost = cost + cp.norm2(np.ravel(self.thresholds) @ xi) ** 2 + xi, cost = self._create_var_and_part_cost(N * r, x_expanded, y) cost = cost + cp.lambda_max(cp.reshape(Pmatrix @ xi, (r, r))) / self.eta if self.use_constraints: if self.inequality_constraints: @@ -681,7 +677,11 @@ def _reduce(self, x, y): TrappingSR3 algorithm. Assumes initial guess for coefficients is stored in ``self.coef_``. """ - + self.A_history_ = [] + self.m_history_ = [] + self.PW_history_ = [] + self.PWeigs_history_ = [] + self.history_ = [] n_samples, n_features = x.shape r = y.shape[1] N = int((r**2 + 3 * r) / 2.0) @@ -709,8 +709,7 @@ def _reduce(self, x, y): "Total Error", ] print( - "{: >10} ... {: >10} ... {: >10} ... {: >10}" - " ... {: >10}".format(*row) + "{: >10} ... {: >10} ... {: >10} ... {: >10} ... {: >10}".format(*row) ) # initial A diff --git a/pysindy/optimizers/wrapped_optimizer.py b/pysindy/optimizers/wrapped_optimizer.py new file mode 100644 index 000000000..a4ca9bb93 --- /dev/null +++ b/pysindy/optimizers/wrapped_optimizer.py @@ -0,0 +1,53 @@ +import numpy as np +from sklearn.multioutput import MultiOutputRegressor + +from .base import BaseOptimizer + +COEF_THRESHOLD = 1e-14 + + +class WrappedOptimizer(BaseOptimizer): + """Wrapper class for generic optimizers/sparse regression methods + + Enables single target regressors (i.e. those whose predictions are + 1-dimensional) to perform multi target regression (i.e. predictions + are 2-dimensional). Also allows unbiasing & normalization for + optimizers that would otherwise not include it. + + Args: + optimizer: wrapped optimizer/sparse regression method + + Parameters + ---------- + optimizer: estimator object + The optimizer/sparse regressor to be wrapped, implementing ``fit`` and + ``predict``. ``optimizer`` should also have the attribute ``coef_``. + Any optimizer that supports a ``fit_intercept`` argument should + be initialized to False. + + """ + + def __init__(self, optimizer, *args, **kwargs): + super().__init__(*args, **kwargs) + self.optimizer = MultiOutputRegressor(optimizer) + + def _reduce(self, x, y): + coef_shape = (y.shape[1], x.shape[1]) + self.coef_ = np.zeros(coef_shape) + self.ind_ = np.ones(coef_shape) + self.optimizer.fit(x, y) + coef_list = [ + np.reshape(est.coef_, (-1, coef_shape[1])) + for est in self.optimizer.estimators_ + ] + self.coef_ = np.concatenate(coef_list, axis=0) + self.ind_ = np.abs(self.coef_) > COEF_THRESHOLD + self.intercept_ = 0.0 + return self + + def predict(self, x): + return self.optimizer.predict(x) + + @property + def complexity(self): + return np.count_nonzero(self.coef_) + np.count_nonzero(self.intercept_) diff --git a/pysindy/pysindy.py b/pysindy/pysindy.py index 3a795b0d8..0c9071ea3 100644 --- a/pysindy/pysindy.py +++ b/pysindy/pysindy.py @@ -1,24 +1,21 @@ +import sys import warnings from itertools import product from typing import Collection from typing import Sequence +from typing import Union import numpy as np from scipy.integrate import odeint from scipy.integrate import solve_ivp from scipy.interpolate import interp1d -from scipy.linalg import LinAlgWarning -from sklearn import __version__ from sklearn.base import BaseEstimator -from sklearn.exceptions import ConvergenceWarning from sklearn.metrics import r2_score from sklearn.pipeline import Pipeline from sklearn.utils.validation import check_is_fitted from .differentiation import FiniteDifference from .feature_library import PolynomialLibrary -from .optimizers import EnsembleOptimizer -from .optimizers import SINDyOptimizer try: # Waiting on PEP 690 to lazy import CVXPY from .optimizers import SINDyPI @@ -184,16 +181,6 @@ def fit( t=None, x_dot=None, u=None, - multiple_trajectories=False, - unbias=True, - quiet=False, - ensemble=False, - library_ensemble=False, - replace=True, - n_candidates_to_drop=1, - n_subset=None, - n_models=None, - ensemble_aggregator=None, ): """ Fit a SINDy model. @@ -233,104 +220,20 @@ def fit( for each trajectory. Individual trajectories may contain different numbers of samples. - multiple_trajectories: boolean, optional, (default False) - Whether or not the training data includes multiple trajectories. If - True, the training data must be a list of arrays containing data - for each trajectory. If False, the training data must be a single - array. - - unbias: boolean, optional (default True) - Whether to perform an extra step of unregularized linear regression to - unbias the coefficients for the identified support. - If the optimizer (``self.optimizer``) applies any type of regularization, - that regularization may bias coefficients toward particular values, - improving the conditioning of the problem but harming the quality of the - fit. Setting ``unbias==True`` enables an extra step wherein unregularized - linear regression is applied, but only for the coefficients in the support - identified by the optimizer. This helps to remove the bias introduced by - regularization. - - quiet: boolean, optional (default False) - Whether or not to suppress warnings during model fitting. - - ensemble : boolean, optional (default False) - This parameter is used to allow for "ensembling", i.e. the - generation of many SINDy models (n_models) by choosing a random - temporal subset of the input data (n_subset) for each sparse - regression. This often improves robustness because averages - (bagging) or medians (bragging) of all the models are usually - quite high-performing. The user can also generate "distributions" - of many models, and calculate how often certain library terms - are included in a model. - - library_ensemble : boolean, optional (default False) - This parameter is used to allow for "library ensembling", - i.e. the generation of many SINDy models (n_models) by choosing - a random subset of the candidate library terms to truncate. So, - n_models are generated by solving n_models sparse regression - problems on these "reduced" libraries. Once again, this often - improves robustness because averages (bagging) or medians - (bragging) of all the models are usually quite high-performing. - The user can also generate "distributions" of many models, and - calculate how often certain library terms are included in a model. - - replace : boolean, optional (default True) - If ensemble true, whether or not to time sample with replacement. - - n_candidates_to_drop : int, optional (default 1) - Number of candidate terms in the feature library to drop during - library ensembling. - - n_subset : int, optional (default len(time base)) - Number of time points to use for ensemble - - n_models : int, optional (default 20) - Number of models to generate via ensemble - - ensemble_aggregator : callable, optional (default numpy.median) - Method to aggregate model coefficients across different samples. - This method argument is only used if ``ensemble`` or ``library_ensemble`` - is True. - The method should take in a list of 2D arrays and return a 2D - array of the same shape as the arrays in the list. - Example: :code:`lambda x: np.median(x, axis=0)` - Returns ------- self: a fitted :class:`SINDy` instance """ - if ensemble or library_ensemble: - # DeprecationWarning are ignored by default... - warnings.warn( - "Ensembling arguments are deprecated." - "Use the EnsembleOptimizer class instead.", - UserWarning, - ) if t is None: t = self.t_default - if not multiple_trajectories: + if not _check_multiple_trajectories(x, x_dot, u): x, t, x_dot, u = _adapt_to_multiple_trajectories(x, t, x_dot, u) - multiple_trajectories = True - elif ( - not isinstance(x, Sequence) - or (not isinstance(x_dot, Sequence) and x_dot is not None) - or (not isinstance(u, Sequence) and u is not None) - ): - raise TypeError( - "If multiple trajectories set, x and if included," - "x_dot and u, must be Sequences" - ) x, x_dot, u = _comprehend_and_validate_inputs( x, t, x_dot, u, self.feature_library ) - if (n_models is not None) and n_models <= 0: - raise ValueError("n_models must be a positive integer") - if (n_subset is not None) and n_subset <= 0: - raise ValueError("n_subset must be a positive integer") - if u is None: self.n_control_features_ = 0 else: @@ -340,91 +243,27 @@ def fit( trim_last_point=(self.discrete_time and x_dot is None), ) self.n_control_features_ = u[0].shape[u[0].ax_coord] - x, x_dot = self._process_multiple_trajectories(x, t, x_dot) - - # Set ensemble variables - self.ensemble = ensemble - self.library_ensemble = library_ensemble + x, x_dot = self._process_trajectories(x, t, x_dot) # Append control variables if u is not None: x = [np.concatenate((xi, ui), axis=xi.ax_coord) for xi, ui in zip(x, u)] - if hasattr(self.optimizer, "unbias"): - unbias = self.optimizer.unbias - - # backwards compatibility for ensemble options - if ensemble and n_subset is None: - n_subset = x[0].shape[x[0].ax_time] - if library_ensemble: - self.feature_library.library_ensemble = False - if ensemble and not library_ensemble: - if n_subset is None: - n_sample_tot = np.sum([xi.shape[xi.ax_time] for xi in x]) - n_subset = int(0.6 * n_sample_tot) - optimizer = SINDyOptimizer( - EnsembleOptimizer( - self.optimizer, - bagging=True, - n_subset=n_subset, - n_models=n_models, - ), - unbias=unbias, - ) - self.coef_list = optimizer.optimizer.coef_list - elif not ensemble and library_ensemble: - optimizer = SINDyOptimizer( - EnsembleOptimizer( - self.optimizer, - library_ensemble=True, - n_models=n_models, - ), - unbias=unbias, - ) - self.coef_list = optimizer.optimizer.coef_list - elif ensemble and library_ensemble: - if n_subset is None: - n_sample_tot = np.sum([xi.shape[xi.ax_time] for xi in x]) - n_subset = int(0.6 * n_sample_tot) - optimizer = SINDyOptimizer( - EnsembleOptimizer( - self.optimizer, - bagging=True, - n_subset=n_subset, - n_models=n_models, - library_ensemble=True, - ), - unbias=unbias, - ) - self.coef_list = optimizer.optimizer.coef_list - else: - optimizer = SINDyOptimizer(self.optimizer, unbias=unbias) steps = [ ("features", self.feature_library), ("shaping", SampleConcatter()), - ("model", optimizer), + ("model", self.optimizer), ] x_dot = concat_sample_axis(x_dot) self.model = Pipeline(steps) - action = "ignore" if quiet else "default" - with warnings.catch_warnings(): - warnings.filterwarnings(action, category=ConvergenceWarning) - warnings.filterwarnings(action, category=LinAlgWarning) - warnings.filterwarnings(action, category=UserWarning) - self.model.fit(x, x_dot) - - # New version of sklearn changes attribute name - if float(__version__[:3]) >= 1.0: - self.n_features_in_ = self.model.steps[0][1].n_features_in_ - n_input_features = self.model.steps[0][1].n_features_in_ - else: - self.n_input_features_ = self.model.steps[0][1].n_input_features_ - n_input_features = self.model.steps[0][1].n_input_features_ - self.n_output_features_ = self.model.steps[0][1].n_output_features_ + self.model.fit(x, x_dot) + + self.n_features_in_ = self.feature_library.n_features_in_ + self.n_output_features_ = self.feature_library.n_output_features_ if self.feature_names is None: feature_names = [] - for i in range(n_input_features - self.n_control_features_): + for i in range(self.n_features_in_ - self.n_control_features_): feature_names.append("x" + str(i)) for i in range(self.n_control_features_): feature_names.append("u" + str(i)) @@ -432,7 +271,7 @@ def fit( return self - def predict(self, x, u=None, multiple_trajectories=False): + def predict(self, x, u=None): """ Predict the time derivatives using the SINDy model. @@ -447,17 +286,17 @@ def predict(self, x, u=None, multiple_trajectories=False): must be a list of control variable data from each trajectory. If the model was fit with control variables then u is not optional. - multiple_trajectories: boolean, optional (default False) - If True, x contains multiple trajectories and must be a list of - data from each trajectory. If False, x is a single trajectory. - Returns ------- x_dot: array-like or list of array-like, shape (n_samples, n_input_features) Predicted time derivatives """ - if not multiple_trajectories: + if not _check_multiple_trajectories(x, None, u): x, _, _, u = _adapt_to_multiple_trajectories(x, None, None, u) + multiple_trajectories = False + else: + multiple_trajectories = True + x, _, u = _comprehend_and_validate_inputs(x, 1, None, u, self.feature_library) check_is_fitted(self, "model") @@ -543,16 +382,7 @@ def print(self, lhs=None, precision=3): else: print(lhs[i] + " = " + eqn) - def score( - self, - x, - t=None, - x_dot=None, - u=None, - multiple_trajectories=False, - metric=r2_score, - **metric_kws - ): + def score(self, x, t=None, x_dot=None, u=None, metric=r2_score, **metric_kws): """ Returns a score for the time derivative prediction produced by the model. @@ -581,10 +411,6 @@ def score( must be a list of control variable data from each trajectory. If the model was fit with control variables then u is not optional. - multiple_trajectories: boolean, optional (default False) - If True, x contains multiple trajectories and must be a list of - data from each trajectory. If False, x is a single trajectory. - metric: callable, optional Metric function with which to score the prediction. Default is the R^2 coefficient of determination. @@ -604,19 +430,18 @@ def score( if t is None: t = self.t_default - if not multiple_trajectories: + if not _check_multiple_trajectories(x, x_dot, u): x, t, x_dot, u = _adapt_to_multiple_trajectories(x, t, x_dot, u) - multiple_trajectories = True x, x_dot, u = _comprehend_and_validate_inputs( x, t, x_dot, u, self.feature_library ) - x_dot_predict = self.predict(x, u, multiple_trajectories=multiple_trajectories) + x_dot_predict = self.predict(x, u) if self.discrete_time and x_dot is None: x_dot_predict = [xd[:-1] for xd in x_dot_predict] - x, x_dot = self._process_multiple_trajectories(x, t, x_dot) + x, x_dot = self._process_trajectories(x, t, x_dot) x_dot = concat_sample_axis(x_dot) x_dot_predict = concat_sample_axis(x_dot_predict) @@ -624,7 +449,7 @@ def score( x_dot, x_dot_predict = drop_nan_samples(x_dot, x_dot_predict) return metric(x_dot, x_dot_predict, **metric_kws) - def _process_multiple_trajectories(self, x, t, x_dot): + def _process_trajectories(self, x, t, x_dot): """ Calculate derivatives of input data, iterating through trajectories. @@ -662,15 +487,17 @@ def _process_multiple_trajectories(self, x, t, x_dot): x_dot = [xi[1:] for xi in x] x = [xi[:-1] for xi in x] else: - x_dot = [ - self.feature_library.calc_trajectory( - self.differentiation_method, xi, ti - ) - for xi, ti in _zip_like_sequence(x, t) - ] + x, x_dot = zip( + *[ + self.feature_library.calc_trajectory( + self.differentiation_method, xi, ti + ) + for xi, ti in _zip_like_sequence(x, t) + ] + ) return x, x_dot - def differentiate(self, x, t=None, multiple_trajectories=False): + def differentiate(self, x, t=None): """ Apply the model's differentiation method (:code:`self.differentiation_method`) to data. @@ -685,26 +512,29 @@ def differentiate(self, x, t=None, multiple_trajectories=False): Time step between samples or array of collection times. If None, the default time step ``t_default`` will be used. - multiple_trajectories: boolean, optional (default False) - If True, x contains multiple trajectories and must be a list of - data from each trajectory. If False, x is a single trajectory. - Returns ------- x_dot: array-like or list of array-like, shape (n_samples, n_input_features) Time derivatives computed by using the model's differentiation method """ + warnings.warn( + "SINDy.differentiate is deprecated. " + "Call the differentiation_method parameter" + ) if t is None: t = self.t_default if self.discrete_time: raise RuntimeError("No differentiation implemented for discrete time model") - if not multiple_trajectories: + if not _check_multiple_trajectories(x, None, None): x, t, _, _ = _adapt_to_multiple_trajectories(x, t, None, None) + multiple_trajectories = False + else: + multiple_trajectories = True x, _, _ = _comprehend_and_validate_inputs( x, t, None, None, self.feature_library ) - result = self._process_multiple_trajectories(x, t, None)[1] + result = self._process_trajectories(x, t, None)[1] if not multiple_trajectories: return result[0] return result @@ -720,7 +550,7 @@ def coefficients(self): Equivalent to :math:`\\Xi^\\top` in the literature. """ check_is_fitted(self, "model") - return self.model.steps[-1][1].coef_ + return self.optimizer.coef_ def get_feature_names(self): """ @@ -733,9 +563,7 @@ def get_feature_names(self): library, :code:`self.feature_library`. """ check_is_fitted(self, "model") - return self.model.steps[0][1].get_feature_names( - input_features=self.feature_names - ) + return self.feature_library.get_feature_names(input_features=self.feature_names) def simulate( self, @@ -819,11 +647,7 @@ def check_stop_condition(xi): def check_stop_condition(xi): pass - # New version of sklearn changes attribute name - if float(__version__[:3]) >= 1.0: - x = np.zeros((t, self.n_features_in_ - self.n_control_features_)) - else: - x = np.zeros((t, self.n_input_features_ - self.n_control_features_)) + x = np.zeros((t, self.n_features_in_ - self.n_control_features_)) x[0] = x0 if u is None or self.n_control_features_ == 0: @@ -907,7 +731,7 @@ def complexity(self): """ Complexity of the model measured as the number of nonzero parameters. """ - return self.model.steps[-1][1].complexity + return self.optimizer.complexity def _zip_like_sequence(x, t): @@ -918,23 +742,76 @@ def _zip_like_sequence(x, t): return product(x, [t]) -def _adapt_to_multiple_trajectories(x, t, x_dot, u): - """Adapt model data not already in multiple_trajectories to that format. +def _check_multiple_trajectories(x, x_dot, u) -> bool: + """Determine if data contains multiple trajectories - Arguments: + Args: x: Samples from which to make predictions. - t: Time step between samples or array of collection times. x_dot: Pre-computed derivatives of the samples. u: Control variables Returns: - Tuple of updated x, t, x_dot, u + whether data has multiple trajectories + + Raises: + TypeError if data contains a mix of single/multiple trajectories + ValueError if either data different numbers of trajectories + """ + SequenceOrNone = Union[Sequence, None] + if sys.version_info.minor < 10: + mixed_trajectories = ( + isinstance(x, Sequence) + and ( + not isinstance(x_dot, Sequence) + and x_dot is not None + or not isinstance(u, Sequence) + and u is not None + ) + or isinstance(x_dot, Sequence) + and not isinstance(x, Sequence) + or isinstance(u, Sequence) + and not isinstance(x, Sequence) + ) + else: + mixed_trajectories = ( + isinstance(x, Sequence) + and ( + not isinstance(x_dot, SequenceOrNone) + or not isinstance(u, SequenceOrNone) + ) + or isinstance(x_dot, Sequence) + and not isinstance(x, Sequence) + or isinstance(u, Sequence) + and not isinstance(x, Sequence) + ) + if mixed_trajectories: + raise TypeError( + "If x, x_dot, or u are a Sequence of trajectories, each must be a Sequence" + " of trajectories or None." + ) if isinstance(x, Sequence): - raise ValueError( - "x is a Sequence, but multiple_trajectories not set. " - "Did you mean to set multiple trajectories?" + matching_lengths = (x_dot is None or len(x) == len(x_dot)) and ( + u is None or len(x) == len(u) ) + if not matching_lengths: + raise ValueError("x, x_dot and/or u have mismatched number of trajectories") + return True + return False + + +def _adapt_to_multiple_trajectories(x, t, x_dot, u) -> tuple: + """Adapt model data to that multiple_trajectories. + + Args: + x: Samples from which to make predictions. + t: Time step between samples or array of collection times. + x_dot: Pre-computed derivatives of the samples. + u: Control variables + + Returns: + Tuple of updated x, t, x_dot, u + """ x = [x] if isinstance(t, Collection): t = [t] diff --git a/pysindy/utils/base.py b/pysindy/utils/base.py index 7c6c5b25c..cc3a846ab 100644 --- a/pysindy/utils/base.py +++ b/pysindy/utils/base.py @@ -6,6 +6,8 @@ from sklearn.base import MultiOutputMixin from sklearn.utils.validation import check_array +from .axes import AxesArray + # Define a special object for the default value of t in # validate_input. Normally we would set the default # value of t to be None, but it is possible for the user @@ -89,29 +91,31 @@ def validate_no_reshape(x, t=T_DEFAULT): return x -def validate_control_variables(x, u, trim_last_point=False): +def validate_control_variables( + x: Sequence[AxesArray], u: Sequence[AxesArray], trim_last_point: bool = False +) -> None: """Ensure that control variables u are compatible with the data x. - Trims last control variable timepoint if set to True + Args: + x: trajectories of system variables + u: trajectories of control variables + trim_last_point: whether to remove last time point of controls """ if not isinstance(x, Sequence): - raise ValueError("x must be a list when multiple_trajectories is True") + raise ValueError("x must be a Sequence") if not isinstance(u, Sequence): - raise ValueError("u must be a list when multiple_trajectories is True") + raise ValueError("u must be a Sequence") if len(x) != len(u): - raise ValueError( - "x and u must be lists of the same length when " - "multiple_trajectories is True" - ) + raise ValueError("x and u must be the same length") def _check_control_shape(x, u, trim_last_point): """ Compare shape of control variable u against x. """ - if u.shape[u.ax_time] != x.shape[x.ax_time]: + if u.n_time != x.n_time: raise ValueError( - "control variables u must have same number of rows as x. " - "u has {} rows and x has {} rows".format(u.shape[0], len(x)) + "control variables u must have same number of time points as x. " + f"u has {u.n_time} time points and x has {x.n_time} time points" ) return u[:-1] if trim_last_point else u @@ -121,7 +125,7 @@ def _check_control_shape(x, u, trim_last_point): def drop_nan_samples(x, y): - """Drops samples from x and y where there is either has a nan value""" + """Drops samples from x and y where either has a nan value""" x_non_sample_axes = tuple(ax for ax in range(x.ndim) if ax != x.ax_sample) y_non_sample_axes = tuple(ax for ax in range(y.ndim) if ax != y.ax_sample) x_good_samples = (~np.isnan(x)).any(axis=x_non_sample_axes) diff --git a/requirements-dev.txt b/requirements-dev.txt deleted file mode 100644 index f37c72edc..000000000 --- a/requirements-dev.txt +++ /dev/null @@ -1,25 +0,0 @@ --e . --r requirements.txt -pytest>=6.2.4 -black -pytest-cov -pytest-lazy-fixture -flake8-builtins-unleashed -cvxpy -setuptools_scm -setuptools_scm_git_archive -jupyter -jupytext -notebook -sphinx==5.3.0 -sphinxcontrib-apidoc -sphinx_rtd_theme -pre-commit -hypothesis -nbsphinx -jupyter_contrib_nbextensions -pandas -pandoc -seaborn -ipython -gurobipy>=9.5.1,<10.0 diff --git a/requirements.txt b/requirements.txt deleted file mode 100644 index 7bf0e0c95..000000000 --- a/requirements.txt +++ /dev/null @@ -1,7 +0,0 @@ -scikit-learn>=0.23 -numpy -scipy -derivative -matplotlib -cmake -scs>=2.1,!=2.1.4 diff --git a/setup.py b/setup.py deleted file mode 100644 index 9b11dffc7..000000000 --- a/setup.py +++ /dev/null @@ -1,54 +0,0 @@ -import pathlib -import sys - -from setuptools import find_packages -from setuptools import setup - - -assert sys.version_info >= (3, 7, 0), "PySINDy requires Python 3.7+" - -NAME = "pysindy" -DESCRIPTION = "Sparse Identification of Nonlinear Dynamics" -URL = "https://github.com/dynamicslab/pysindy" -EMAIL = "bdesilva@uw.edu, kpchamp@uw.edu, info@markusqua.de, akaptano@uw.edu" -AUTHOR = "Brian de Silva, Kathleen Champion, Markus Quade, Alan Kaptanoglu" -PYTHON = ">=3.7" -LICENSE = "MIT" -CLASSIFIERS = [ - "Programming Language :: Python", - "Programming Language :: Python :: 3.7", - "Programming Language :: Python :: 3.8", - "Programming Language :: Python :: 3.9", - "Programming Language :: Python :: 3.10", - "Development Status :: 5 - Production/Stable", - "Intended Audience :: Science/Research", - "License :: OSI Approved :: MIT License", - "Topic :: Scientific/Engineering :: Mathematics", -] - -here = pathlib.Path(__file__).parent - -with open(here / "requirements.txt", "r") as f: - REQUIRED = f.readlines() - -with open(here / "README.rst", "r") as f: - LONG_DESCRIPTION = f.read() - - -setup( - name=NAME, - use_scm_version=True, - setup_requires=["setuptools_scm", "setuptools_scm_git_archive"], - description=DESCRIPTION, - long_description=LONG_DESCRIPTION, - long_description_content_type="text/x-rst", - author=AUTHOR, - author_email=EMAIL, - url=URL, - packages=find_packages(exclude=["test", "examples"]), - install_requires=REQUIRED, - python_requires=PYTHON, - extras_require={"miosr": ["gurobipy"]}, - license=LICENSE, - classifiers=CLASSIFIERS, -) diff --git a/test/conftest.py b/test/conftest.py index e38f14e55..5ea49e6b8 100644 --- a/test/conftest.py +++ b/test/conftest.py @@ -44,24 +44,24 @@ def pytest_generate_tests(metafunc): ) -@pytest.fixture +@pytest.fixture(scope="session") def data_1d(): - t = np.linspace(0, 5, 100) + t = np.linspace(0, 1, 10) x = 2 * t.reshape(-1, 1) return x, t -@pytest.fixture +@pytest.fixture(scope="session") def data_1d_bad_shape(): - t = np.linspace(0, 5, 100) + t = np.linspace(0, 5, 10) x = 2 * t return x, t -@pytest.fixture +@pytest.fixture(scope="session") def data_lorenz(): - t = np.linspace(0, 5, 500) + t = np.linspace(0, 1, 12) x0 = [8, 27, -7] x = solve_ivp(lorenz, (t[0], t[-1]), x0, t_eval=t).y.T @@ -69,7 +69,7 @@ def data_lorenz(): @pytest.fixture -def data_multiple_trajctories(): +def data_multiple_trajectories(): n_points = [100, 200, 500] initial_conditions = [ @@ -88,7 +88,7 @@ def data_multiple_trajctories(): return x_list, t_list -@pytest.fixture +@pytest.fixture(scope="session") def diffuse_multiple_trajectories(): def diffuse(t, u, dx, nx): u = np.reshape(u, nx) @@ -97,10 +97,10 @@ def diffuse(t, u, dx, nx): # Required for accurate solve_ivp results integrator_keywords = {} - integrator_keywords["rtol"] = 1e-12 + integrator_keywords["rtol"] = 1e-8 integrator_keywords["method"] = "LSODA" - integrator_keywords["atol"] = 1e-12 - N = 200 + integrator_keywords["atol"] = 1e-8 + N = 25 h0 = 1.0 L = 5 T = 1 @@ -110,21 +110,15 @@ def diffuse(t, u, dx, nx): y0 = np.reshape( h0 + ep * np.cos(4 * np.pi / L * x) + ep * np.cos(2 * np.pi / L * x), N ) - y1 = np.reshape( - h0 + ep * np.cos(4 * np.pi / L * x) - ep * np.cos(2 * np.pi / L * x), N - ) dx = x[1] - x[0] sol1 = solve_ivp( diffuse, (t[0], t[-1]), y0=y0, t_eval=t, args=(dx, N), **integrator_keywords ) - sol2 = solve_ivp( - diffuse, (t[0], t[-1]), y0=y1, t_eval=t, args=(dx, N), **integrator_keywords - ) - u = [np.reshape(sol1.y, (N, N, 1)), np.reshape(sol2.y, (N, N, 1))] + u = [np.reshape(sol1.y, (N, N, 1))] return t, x, u -@pytest.fixture +@pytest.fixture(scope="session") def data_discrete_time(): n_steps = 100 @@ -137,7 +131,7 @@ def data_discrete_time(): return x -@pytest.fixture +@pytest.fixture(scope="session") def data_discrete_time_multiple_trajectories(): n_steps = 100 @@ -151,7 +145,7 @@ def data_discrete_time_multiple_trajectories(): return x -@pytest.fixture +@pytest.fixture(scope="session") def data_1d_random_pde(): n = 100 t = np.linspace(0, 10, n) @@ -162,7 +156,7 @@ def data_1d_random_pde(): return t, x, u, u_dot -@pytest.fixture +@pytest.fixture(scope="session") def data_2d_random_pde(): n = 4 t = np.linspace(0, 10, n) @@ -176,7 +170,7 @@ def data_2d_random_pde(): return spatial_grid, u, u_dot -@pytest.fixture +@pytest.fixture(scope="session") def data_3d_random_pde(): n = 4 t = np.linspace(0, 10, n) @@ -196,7 +190,7 @@ def data_3d_random_pde(): return spatial_grid, u, u_dot -@pytest.fixture +@pytest.fixture(scope="session") def data_5d_random_pde(): n = 4 t = np.linspace(0, n, n) @@ -214,7 +208,7 @@ def data_5d_random_pde(): return spatial_grid, u, u_dot -@pytest.fixture +@pytest.fixture(scope="session") def data_2d_resolved_pde(): n = 8 nt = 1000 @@ -229,14 +223,14 @@ def data_2d_resolved_pde(): return spatial_grid, u, u_dot -@pytest.fixture +@pytest.fixture(scope="session") def data_derivative_1d(): x = 2 * np.linspace(1, 100, 100) x_dot = 2 * np.ones(100) return x, x_dot -@pytest.fixture +@pytest.fixture(scope="session") def data_derivative_quasiperiodic_1d(): t = np.arange(1000) * 2 * np.pi / 1000 x = 2 * np.sin(t) @@ -244,7 +238,7 @@ def data_derivative_quasiperiodic_1d(): return t, x, x_dot -@pytest.fixture +@pytest.fixture(scope="session") def data_derivative_2d(): x = np.zeros((100, 2)) x[:, 0] = 2 * np.linspace(1, 100, 100) @@ -256,7 +250,7 @@ def data_derivative_2d(): return x, x_dot -@pytest.fixture +@pytest.fixture(scope="session") def data_derivative_quasiperiodic_2d(): t = np.arange(1000) * 2 * np.pi / 1000 x = np.zeros((1000, 2)) @@ -268,7 +262,7 @@ def data_derivative_quasiperiodic_2d(): return t, x, x_dot -@pytest.fixture +@pytest.fixture(scope="session") def data_2dspatial(): u = np.zeros((100, 50, 2)) x = np.linspace(1, 100, 100) @@ -280,7 +274,7 @@ def data_2dspatial(): @pytest.fixture -def data_custom_library(): +def custom_library(): library_functions = [ lambda x: x, lambda x: x**2, @@ -300,7 +294,7 @@ def data_custom_library(): @pytest.fixture -def data_custom_library_bias(): +def custom_library_bias(): library_functions = [ lambda x: x, lambda x: x**2, @@ -322,7 +316,7 @@ def data_custom_library_bias(): @pytest.fixture -def data_quadratic_library(): +def quadratic_library(): library_functions = [ lambda x: x, lambda x, y: x * y, @@ -339,19 +333,16 @@ def data_quadratic_library(): @pytest.fixture -def data_generalized_library(): +def generalized_library(): tensor_array = [[1, 1]] - inputs_temp = np.tile([0, 1, 2], 2) - inputs_per_library = np.reshape(inputs_temp, (2, 3)) return GeneralizedLibrary( [PolynomialLibrary(), FourierLibrary()], tensor_array=tensor_array, - inputs_per_library=inputs_per_library, ) @pytest.fixture -def data_sindypi_library(): +def sindypi_library(data_lorenz): library_functions = [ lambda x: x, lambda x: x**2, @@ -362,7 +353,7 @@ def data_sindypi_library(): lambda s: str(s) + "^2", lambda s, t: str(s) + " " + str(t), ] - t = np.linspace(0, 5, 500) + _, t = data_lorenz return PDELibrary( library_functions=library_functions, @@ -374,7 +365,7 @@ def data_sindypi_library(): @pytest.fixture -def data_ode_library(): +def ode_library(): library_functions = [ lambda x: x, lambda x: x**2, @@ -393,8 +384,8 @@ def data_ode_library(): @pytest.fixture -def data_pde_library(): - spatial_grid = np.linspace(0, 10, 500) +def pde_library(data_lorenz): + _, spatial_grid = data_lorenz library_functions = [ lambda x: x, lambda x: x**2, @@ -414,7 +405,7 @@ def data_pde_library(): ) -@pytest.fixture +@pytest.fixture(scope="session") def data_linear_oscillator_corrupted(): t = np.linspace(0, 1, 100) x = 3 * np.exp(-2 * t) @@ -433,7 +424,7 @@ def data_linear_oscillator_corrupted(): return X, X_dot, trimming_array -@pytest.fixture +@pytest.fixture(scope="session") def data_linear_combination(): t = np.linspace(0, 5, 100) x = np.stack((np.exp(t), np.sin(t), np.cos(t)), axis=-1) @@ -445,7 +436,7 @@ def data_linear_combination(): # Datasets with control inputs -@pytest.fixture +@pytest.fixture(scope="session") def data_lorenz_c_1d(): def u_fun(t): if len(np.shape(t)) == 0: @@ -453,7 +444,7 @@ def u_fun(t): else: return np.column_stack([np.sin(2 * t), np.zeros(len(t))]) - t = np.linspace(0, 5, 500) + t = np.linspace(0, 1, 100) x0 = [8, 27, -7] x = solve_ivp(lorenz_control, (t[0], t[-1]), x0, t_eval=t, args=(u_fun,)).y.T u = u_fun(t) @@ -461,12 +452,12 @@ def u_fun(t): return x, t, u, u_fun -@pytest.fixture +@pytest.fixture(scope="session") def data_lorenz_c_2d(): def u_fun(t): return np.column_stack([np.sin(2 * t), t**2]) - t = np.linspace(0, 5, 500) + t = np.linspace(0, 1, 100) x0 = [8, 27, -7] x = solve_ivp(lorenz_control, (t[0], t[-1]), x0, t_eval=t, args=(u_fun,)).y.T u = u_fun(t) @@ -474,7 +465,7 @@ def u_fun(t): return x, t, u, u_fun -@pytest.fixture +@pytest.fixture(scope="session") def data_discrete_time_c(): n_steps = 100 @@ -490,7 +481,7 @@ def data_discrete_time_c(): return x, u -@pytest.fixture +@pytest.fixture(scope="session") def data_discrete_time_c_multivariable(): n_steps = 100 @@ -507,7 +498,7 @@ def data_discrete_time_c_multivariable(): return x, u -@pytest.fixture +@pytest.fixture(scope="session") def data_discrete_time_multiple_trajectories_c(): n_steps = 100 diff --git a/test/property_tests/test_optimizers_complexity.py b/test/property_tests/test_optimizers_complexity.py deleted file mode 100644 index e0fce4481..000000000 --- a/test/property_tests/test_optimizers_complexity.py +++ /dev/null @@ -1,115 +0,0 @@ -import pytest -from hypothesis import assume -from hypothesis import given -from hypothesis import settings -from hypothesis.strategies import integers -from numpy.random import randint -from numpy.random import seed -from sklearn.datasets import make_regression -from sklearn.linear_model import ElasticNet -from sklearn.linear_model import Lasso -from sklearn.linear_model import LinearRegression -from sklearn.linear_model import Ridge - -from pysindy.optimizers import SINDyOptimizer -from pysindy.optimizers import SR3 -from pysindy.optimizers import STLSQ - - -@given( - n_samples=integers(min_value=100, max_value=10000), - n_features=integers(min_value=10, max_value=30), - n_informative=integers(min_value=3, max_value=9), - random_state=integers(min_value=0, max_value=2**32 - 1), -) -@settings(max_examples=20, deadline=None) -def test_complexity(n_samples, n_features, n_informative, random_state): - """ - Behaviour test for complexity. - We assume that more regularized optimizers are - less complex on the same dataset. - """ - assume(n_informative < n_features) - - # Average complexity over multiple datasets - n_datasets = 5 - complexities = [0] * 7 - - seed(random_state) - for rs in randint(low=0, high=2**32 - 1, size=n_datasets): - - x, y = make_regression( - n_samples=n_samples, - n_features=n_features, - n_informative=n_informative, - n_targets=1, - bias=0, - noise=0.1, - random_state=rs, - ) - y = y.reshape(-1, 1) - - opt_kwargs = dict(fit_intercept=True) - optimizers = [ - SR3(thresholder="l0", threshold=0.1, **opt_kwargs), - SR3(thresholder="l1", threshold=0.1, **opt_kwargs), - Lasso(**opt_kwargs), - STLSQ(**opt_kwargs), - ElasticNet(**opt_kwargs), - Ridge(**opt_kwargs), - LinearRegression(**opt_kwargs), - ] - - optimizers = [SINDyOptimizer(o, unbias=True) for o in optimizers] - - for k, opt in enumerate(optimizers): - opt.fit(x, y) - complexities[k] += opt.complexity - - for less_complex, more_complex in zip(complexities, complexities[1:]): - # relax the condition to account for - # noise and non-normalized threshold parameters - assert less_complex <= more_complex + 5 - - -@pytest.mark.parametrize( - "opt_cls, reg_name", - [[Lasso, "alpha"], [Ridge, "alpha"], [STLSQ, "threshold"], [SR3, "threshold"]], -) -@given( - n_samples=integers(min_value=100, max_value=10000), - n_features=integers(min_value=10, max_value=30), - n_informative=integers(min_value=3, max_value=9), - random_state=integers(min_value=0, max_value=2**32 - 1), -) -@settings(max_examples=20, deadline=None) -def test_complexity_parameter( - opt_cls, reg_name, n_samples, n_features, n_informative, random_state -): - """Behaviour test for complexity 2. - - We assume that a model with a bigger regularization parameter is less complex. - """ - assume(n_informative <= n_features) - - x, y = make_regression( - n_samples=n_samples, - n_features=n_features, - n_informative=n_informative, - n_targets=1, - bias=0, - noise=0.1, - random_state=random_state, - ) - y = y.reshape(-1, 1) - - optimizers = [ - SINDyOptimizer(opt_cls(**{reg_name: reg_value}), unbias=True) - for reg_value in [3, 1, 0.3, 0.1, 0.01] - ] - - for opt in optimizers: - opt.fit(x, y) - - for less_complex, more_complex in zip(optimizers, optimizers[1:]): - assert less_complex.complexity <= more_complex.complexity diff --git a/test/differentiation/test_differentiation_methods.py b/test/test_differentiation.py similarity index 90% rename from test/differentiation/test_differentiation_methods.py rename to test/test_differentiation.py index 3297d3828..dcafa51ba 100644 --- a/test/differentiation/test_differentiation_methods.py +++ b/test/test_differentiation.py @@ -12,7 +12,40 @@ from pysindy.differentiation.base import BaseDifferentiation -# Simplest example: just use an assert statement +@pytest.mark.parametrize( + "method", + [ + FiniteDifference(), + SINDyDerivative(kind="spline", s=1), + SmoothedFiniteDifference(), + SpectralDerivative(), + ], +) +def test_methods_store_smoothed_x_(data_derivative_1d, method): + x, _ = data_derivative_1d + assert not hasattr(method, "smoothed_x_") + method(x) + assert hasattr(method, "smoothed_x_") + assert x.shape == method.smoothed_x_.shape + + +def test_methods_smoothedfd_smooths(data_derivative_1d): + x, _ = data_derivative_1d + x_noisy = x + np.random.normal(size=x.shape) + method = SmoothedFiniteDifference() + _ = method(x_noisy) + result = method.smoothed_x_ + assert np.linalg.norm(result - x) < np.linalg.norm(x_noisy - x) + + +def test_methods_smoothedfd_not_save_smooth(data_derivative_1d): + x, _ = data_derivative_1d + method = SmoothedFiniteDifference(save_smooth=False) + _ = method(x) + result = method.smoothed_x_ + np.testing.assert_allclose(x, result) + + def test_forward_difference_length(): x = 2 * np.linspace(1, 100, 100) forward_difference = FiniteDifference(order=1) @@ -45,9 +78,12 @@ def test_centered_difference_variable_timestep_length(): assert len(centered_difference(x, t) == len(x)) -# Fixtures: data sets to be re-used in multiple tests -# data_derivative_1d and data_derivative_2d are defined -# in ../conftest.py +def test_nan_derivatives(data_lorenz): + x, t = data_lorenz + x_dot = FiniteDifference(drop_endpoints=False)(x, t) + x_dot_nans = FiniteDifference(drop_endpoints=True)(x, t) + np.testing.assert_allclose(x_dot_nans[1:-1], x_dot[1:-1]) + assert np.isnan(x_dot_nans[:1]).all() and np.isnan(x_dot_nans[-1:]).all() def test_forward_difference_1d(data_derivative_1d): diff --git a/test/feature_library/test_feature_library.py b/test/test_feature_library.py similarity index 79% rename from test/feature_library/test_feature_library.py rename to test/test_feature_library.py index c33ae8e7e..8e98b1a0d 100644 --- a/test/feature_library/test_feature_library.py +++ b/test/test_feature_library.py @@ -3,8 +3,6 @@ """ import numpy as np import pytest -from scipy.sparse import coo_matrix -from scipy.sparse import csc_matrix from scipy.sparse import csr_matrix from sklearn.exceptions import NotFittedError from sklearn.utils.validation import check_is_fitted @@ -73,11 +71,13 @@ def test_form_sindy_pi_library(): def test_bad_parameters(): with pytest.raises(ValueError): - PolynomialLibrary(degree=-1) + PolynomialLibrary(degree=-1).fit(np.array([])) with pytest.raises(ValueError): - PolynomialLibrary(degree=1.5) + PolynomialLibrary(degree=1.5).fit(np.array([])) with pytest.raises(ValueError): - PolynomialLibrary(include_interaction=False, interaction_only=True) + PolynomialLibrary(include_interaction=False, interaction_only=True).fit( + np.array([]) + ) with pytest.raises(ValueError): FourierLibrary(n_frequencies=-1) with pytest.raises(ValueError): @@ -169,23 +169,19 @@ def test_weak_pde_library_bad_parameters(params): ), dict( libraries=[PolynomialLibrary(), PolynomialLibrary()], - inputs_per_library=np.array([[0, 1], [0, 100]]), - ), - dict( - libraries=[PolynomialLibrary(), PolynomialLibrary()], - inputs_per_library=np.array([0, 0]), + inputs_per_library=[[0, 1], [0, 100]], ), dict( libraries=[PolynomialLibrary(), PolynomialLibrary()], - inputs_per_library=np.array([[0, 1]]), + inputs_per_library=[[0, 1]], ), dict( libraries=[PolynomialLibrary(), PolynomialLibrary()], - inputs_per_library=np.array([[0, 1, 2], [0, 1, 2], [0, 1, 2]]), + inputs_per_library=[[0, 1, 2], [0, 1, 2], [0, 1, 2]], ), dict( libraries=[PolynomialLibrary(), PolynomialLibrary()], - inputs_per_library=np.array([[0, 1, 2], [0, 1, -1]]), + inputs_per_library=[[0, 1, 2], [0, 1, -1]], ), ], ) @@ -205,7 +201,7 @@ def test_generalized_library_bad_parameters(data_lorenz, params): dict(parameter_library=None), ], ) -def test_parametrized_library_bad_parameters(data_lorenz, params): +def test_parameterized_library_bad_parameters(data_lorenz, params): with pytest.raises(ValueError): lib = ParameterizedLibrary(**params) x, t = data_lorenz @@ -245,11 +241,11 @@ def test_sindypi_library_bad_params(params): PolynomialLibrary(include_bias=False), FourierLibrary(), IdentityLibrary() + PolynomialLibrary(), - pytest.lazy_fixture("data_custom_library"), - pytest.lazy_fixture("data_custom_library_bias"), - pytest.lazy_fixture("data_generalized_library"), - pytest.lazy_fixture("data_ode_library"), - pytest.lazy_fixture("data_sindypi_library"), + pytest.lazy_fixture("custom_library"), + pytest.lazy_fixture("custom_library_bias"), + pytest.lazy_fixture("generalized_library"), + pytest.lazy_fixture("ode_library"), + pytest.lazy_fixture("sindypi_library"), ], ) def test_fit_transform(data_lorenz, library): @@ -266,12 +262,12 @@ def test_fit_transform(data_lorenz, library): PolynomialLibrary(include_bias=False), FourierLibrary(), IdentityLibrary() + PolynomialLibrary(), - pytest.lazy_fixture("data_custom_library"), - pytest.lazy_fixture("data_custom_library_bias"), - pytest.lazy_fixture("data_generalized_library"), - pytest.lazy_fixture("data_ode_library"), - pytest.lazy_fixture("data_pde_library"), - pytest.lazy_fixture("data_sindypi_library"), + pytest.lazy_fixture("custom_library"), + pytest.lazy_fixture("custom_library_bias"), + pytest.lazy_fixture("generalized_library"), + pytest.lazy_fixture("ode_library"), + pytest.lazy_fixture("pde_library"), + pytest.lazy_fixture("sindypi_library"), ], ) def test_change_in_data_shape(data_lorenz, library): @@ -289,11 +285,11 @@ def test_change_in_data_shape(data_lorenz, library): (PolynomialLibrary(), 10), (IdentityLibrary() + PolynomialLibrary(), 13), (FourierLibrary(), 6), - (pytest.lazy_fixture("data_custom_library_bias"), 13), - (pytest.lazy_fixture("data_custom_library"), 12), - (pytest.lazy_fixture("data_generalized_library"), 76), - (pytest.lazy_fixture("data_ode_library"), 9), - (pytest.lazy_fixture("data_sindypi_library"), 39), + (pytest.lazy_fixture("custom_library_bias"), 13), + (pytest.lazy_fixture("custom_library"), 12), + (pytest.lazy_fixture("generalized_library"), 76), + (pytest.lazy_fixture("ode_library"), 9), + (pytest.lazy_fixture("sindypi_library"), 39), ], ) def test_output_shape(data_lorenz, library, shape): @@ -312,11 +308,11 @@ def test_output_shape(data_lorenz, library, shape): PolynomialLibrary(include_bias=False), FourierLibrary(), PolynomialLibrary() + FourierLibrary(), - pytest.lazy_fixture("data_custom_library"), - pytest.lazy_fixture("data_custom_library_bias"), - pytest.lazy_fixture("data_generalized_library"), - pytest.lazy_fixture("data_ode_library"), - pytest.lazy_fixture("data_sindypi_library"), + pytest.lazy_fixture("custom_library"), + pytest.lazy_fixture("custom_library_bias"), + pytest.lazy_fixture("generalized_library"), + pytest.lazy_fixture("ode_library"), + pytest.lazy_fixture("sindypi_library"), ], ) def test_get_feature_names(data_lorenz, library): @@ -335,14 +331,6 @@ def test_get_feature_names(data_lorenz, library): assert isinstance(feature_names[0], str) -@pytest.mark.parametrize("sparse_format", [csc_matrix, csr_matrix, coo_matrix]) -def test_polynomial_sparse_inputs(data_lorenz, sparse_format): - x, t = data_lorenz - library = PolynomialLibrary() - library.fit_transform(sparse_format(x)) - check_is_fitted(library) - - # Catch-all for various combinations of options and # inputs for polynomial features @pytest.mark.parametrize( @@ -351,6 +339,23 @@ def test_polynomial_sparse_inputs(data_lorenz, sparse_format): ({"degree": 4}, csr_matrix), ({"include_bias": True}, csr_matrix), ({"include_bias": False}, csr_matrix), + ({"include_bias": False, "interaction_only": True}, csr_matrix), + ( + { + "include_bias": False, + "interaction_only": False, + "include_interaction": False, + }, + csr_matrix, + ), + ( + { + "include_bias": False, + "interaction_only": False, + "include_interaction": True, + }, + csr_matrix, + ), ({"include_interaction": False}, lambda x: x), ({"include_interaction": False, "include_bias": True}, lambda x: x), ], @@ -358,8 +363,11 @@ def test_polynomial_sparse_inputs(data_lorenz, sparse_format): def test_polynomial_options(data_lorenz, kwargs, sparse_format): x, t = data_lorenz library = PolynomialLibrary(**kwargs) - library.fit_transform(sparse_format(x)) + out = library.fit_transform(sparse_format(x)) check_is_fitted(library) + expected = len(library.powers_) + result = out.shape[1] + assert result == expected # Catch-all for various combinations of options and @@ -417,11 +425,11 @@ def test_tensored(data_lorenz): PolynomialLibrary(), FourierLibrary(), PolynomialLibrary() + FourierLibrary(), - pytest.lazy_fixture("data_custom_library"), - pytest.lazy_fixture("data_generalized_library"), - pytest.lazy_fixture("data_ode_library"), - pytest.lazy_fixture("data_pde_library"), - pytest.lazy_fixture("data_sindypi_library"), + pytest.lazy_fixture("custom_library"), + pytest.lazy_fixture("generalized_library"), + pytest.lazy_fixture("ode_library"), + pytest.lazy_fixture("pde_library"), + pytest.lazy_fixture("sindypi_library"), ], ) def test_not_fitted(data_lorenz, library): @@ -431,49 +439,6 @@ def test_not_fitted(data_lorenz, library): library.transform(x) -@pytest.mark.parametrize( - "library", - [ - IdentityLibrary(), - PolynomialLibrary(), - FourierLibrary(), - PolynomialLibrary() + FourierLibrary(), - pytest.lazy_fixture("data_custom_library"), - pytest.lazy_fixture("data_generalized_library"), - pytest.lazy_fixture("data_ode_library"), - pytest.lazy_fixture("data_pde_library"), - pytest.lazy_fixture("data_sindypi_library"), - ], -) -def test_library_ensemble(data_lorenz, library): - x, t = data_lorenz - library.fit(x) - n_output_features = library.n_output_features_ - library.library_ensemble = True - xp = library.transform(x) - assert n_output_features == xp.shape[1] + 1 - library.ensemble_indices = [0, 1] - with pytest.warns(UserWarning): - xp = library.transform(x) - assert n_output_features == xp.shape[1] + 2 - library.ensemble_indices = np.zeros(1000, dtype=int).tolist() - with pytest.raises(ValueError): - xp = library.transform(x) - - -@pytest.mark.parametrize( - "library", - [ - IdentityLibrary, - PolynomialLibrary, - FourierLibrary, - ], -) -def test_bad_library_ensemble(library): - with pytest.raises(ValueError): - library = library(ensemble_indices=-1) - - def test_generalized_library(data_lorenz): x, t = data_lorenz poly_library = PolynomialLibrary(include_bias=False) @@ -489,12 +454,7 @@ def test_generalized_library(data_lorenz): tensor_array = [[0, 1, 1], [1, 0, 1]] - inputs_per_library = np.tile([0, 1, 2], 3) - inputs_per_library = np.reshape(inputs_per_library, (3, 3)) - inputs_per_library[0, 0] = 1 - inputs_per_library[1, 1] = 0 - inputs_per_library[2, 1] = 0 - inputs_per_library[2, 2] = 0 + inputs_per_library = [[1, 2], [0, 2], [0]] # First try without tensor libraries and subset of the input variables sindy_library = GeneralizedLibrary( @@ -699,34 +659,27 @@ def test_parameterized_library(diffuse_multiple_trajectories): model = SINDy( feature_library=pde_lib, optimizer=optimizer, feature_names=["u", "c"] ) - model.fit(xs, u=us, multiple_trajectories=True, t=t, ensemble=False) - assert abs(model.coefficients()[0][4] - 1) < 1e-2 - assert np.all(model.coefficients()[0][:4] == 0) - assert np.all(model.coefficients()[0][5:] == 0) + model.fit(xs, u=us, t=t) + assert abs(model.coefficients()[0, 4] - 1) < 1e-1 + assert np.all(model.coefficients()[0, :4] == 0) + assert np.all(model.coefficients()[0, 5:] == 0) - optimizer = STLSQ(threshold=0.5, alpha=1e-8, normalize_columns=False) + optimizer = STLSQ(threshold=0.25, alpha=1e-8, normalize_columns=False) model = SINDy( feature_library=weak_lib, optimizer=optimizer, feature_names=["u", "c"] ) - model.fit(xs, u=us, multiple_trajectories=True, t=t, ensemble=False) - assert abs(model.coefficients()[0][4] - 1) < 1e-2 - assert np.all(model.coefficients()[0][:4] == 0) - assert np.all(model.coefficients()[0][5:] == 0) + model.fit(xs, u=us, t=t) + assert abs(model.coefficients()[0, 4] - 1) < 1e-1 + assert np.all(model.coefficients()[0, :4] == 0) + assert np.all(model.coefficients()[0, 5:] == 0) # Helper function for testing PDE libraries -def pde_library_helper(library, u, coef_first_dim): - opt = STLSQ(normalize_columns=True, alpha=1e-10, threshold=0) - model = SINDy(optimizer=opt, feature_library=library) +def pde_library_helper(library, u): + base_opt = STLSQ(normalize_columns=True, alpha=1e-10, threshold=0) + model = SINDy(optimizer=base_opt, feature_library=library) model.fit(u) - assert np.any(opt.coef_ != 0.0) - - n_features = len(model.get_feature_names()) - model.fit(u, ensemble=True, n_subset=50, n_models=10) - assert np.shape(model.coef_list) == (10, coef_first_dim, n_features) - - model.fit(u, library_ensemble=True, n_models=10) - assert np.shape(model.coef_list) == (10, coef_first_dim, n_features) + assert np.any(base_opt.coef_ != 0.0) def test_1D_pdes(data_1d_random_pde): @@ -740,7 +693,7 @@ def test_1D_pdes(data_1d_random_pde): spatial_grid=spatial_grid, include_bias=True, ) - pde_library_helper(pde_lib, u, 1) + pde_library_helper(pde_lib, u) def test_2D_pdes(data_2d_random_pde): @@ -754,7 +707,7 @@ def test_2D_pdes(data_2d_random_pde): spatial_grid=spatial_grid, include_bias=True, ) - pde_library_helper(pde_lib, u, 2) + pde_library_helper(pde_lib, u) def test_3D_pdes(data_3d_random_pde): @@ -768,21 +721,17 @@ def test_3D_pdes(data_3d_random_pde): spatial_grid=spatial_grid, include_bias=True, ) - pde_library_helper(pde_lib, u, 2) + pde_library_helper(pde_lib, u) def test_5D_pdes(data_5d_random_pde): spatial_grid, u, _ = data_5d_random_pde - library_functions = [lambda x: x, lambda x: x * x] - library_function_names = [lambda x: x, lambda x: x + x] pde_lib = PDELibrary( - library_functions=library_functions, - function_names=library_function_names, - derivative_order=2, + derivative_order=1, spatial_grid=spatial_grid, include_bias=True, ) - pde_library_helper(pde_lib, u, 2) + pde_library_helper(pde_lib, u) def test_1D_weak_pdes(): @@ -803,11 +752,11 @@ def test_1D_weak_pdes(): H_xt=2, include_bias=True, ) - pde_library_helper(pde_lib, u, 1) + pde_library_helper(pde_lib, u) def test_2D_weak_pdes(): - n = 10 + n = 5 t = np.linspace(0, 10, n) x = np.linspace(0, 10, n) y = np.linspace(0, 10, n) @@ -820,17 +769,17 @@ def test_2D_weak_pdes(): pde_lib = WeakPDELibrary( library_functions=library_functions, function_names=library_function_names, - derivative_order=4, + derivative_order=2, spatiotemporal_grid=spatiotemporal_grid, H_xt=4, K=10, include_bias=True, ) - pde_library_helper(pde_lib, u, 1) + pde_library_helper(pde_lib, u) def test_3D_weak_pdes(): - n = 10 + n = 5 t = np.linspace(0, 10, n) x = np.linspace(0, 10, n) y = np.linspace(0, 10, n) @@ -839,18 +788,14 @@ def test_3D_weak_pdes(): spatiotemporal_grid = np.asarray([X, Y, Z, T]) spatiotemporal_grid = np.transpose(spatiotemporal_grid, axes=[1, 2, 3, 4, 0]) u = np.random.randn(n, n, n, n, 2) - library_functions = [lambda x: x, lambda x: x * x] - library_function_names = [lambda x: x, lambda x: x + x] pde_lib = WeakPDELibrary( - library_functions=library_functions, - function_names=library_function_names, - derivative_order=4, + derivative_order=2, spatiotemporal_grid=spatiotemporal_grid, H_xt=4, K=10, include_bias=True, ) - pde_library_helper(pde_lib, u, 2) + pde_library_helper(pde_lib, u) def test_5D_weak_pdes(): @@ -865,18 +810,14 @@ def test_5D_weak_pdes(): spatiotemporal_grid = np.asarray([V, W, X, Y, Z, T]) spatiotemporal_grid = np.transpose(spatiotemporal_grid, axes=[1, 2, 3, 4, 5, 6, 0]) u = np.random.randn(n, n, n, n, n, n, 2) - library_functions = [lambda x: x, lambda x: x * x] - library_function_names = [lambda x: x, lambda x: x + x] pde_lib = WeakPDELibrary( - library_functions=library_functions, - function_names=library_function_names, derivative_order=2, spatiotemporal_grid=spatiotemporal_grid, H_xt=4, K=10, include_bias=True, ) - pde_library_helper(pde_lib, u, 2) + pde_library_helper(pde_lib, u) def test_sindypi_library(data_lorenz): @@ -905,7 +846,7 @@ def test_sindypi_library(data_lorenz): model = SINDy( optimizer=sindy_opt, feature_library=sindy_library, - differentiation_method=FiniteDifference(drop_endpoints=True), + differentiation_method=FiniteDifference(), ) model.fit(x, t=t) assert np.shape(sindy_opt.coef_) == (40, 40) @@ -914,9 +855,28 @@ def test_sindypi_library(data_lorenz): model = SINDy( optimizer=sindy_opt, feature_library=sindy_library, - differentiation_method=FiniteDifference(drop_endpoints=True), + differentiation_method=FiniteDifference(), ) model.fit(x, t=t) assert np.sum(sindy_opt.coef_ == 0.0) == 40.0 * 39.0 and np.any( sindy_opt.coef_[3, :] != 0.0 ) + + +@pytest.mark.parametrize( + ("include_interaction", "interaction_only", "bias", "expected"), + [ + (True, True, True, ((), (0,), (0, 1), (1,))), + (False, False, False, ((0,), (0, 0), (1,), (1, 1))), + ], +) +def test_polynomial_combinations(include_interaction, interaction_only, bias, expected): + combos = PolynomialLibrary._combinations( + n_features=2, + degree=2, + include_interaction=include_interaction, + interaction_only=interaction_only, + include_bias=bias, + ) + result = tuple(sorted(list(combos))) + assert result == expected diff --git a/test/test_notebooks.py b/test/test_notebooks.py index d617a6aca..fbf23381d 100644 --- a/test/test_notebooks.py +++ b/test/test_notebooks.py @@ -65,15 +65,26 @@ def purge_notebook_modules(): @pytest.mark.parametrize("directory", notebook_scripts) +@pytest.mark.notebooks def test_notebook_script(directory: Path, purge_notebook_modules): # Run in native directory with modified sys.path for imports to work + if "17_" in directory or "5_" in directory: + pytest.skip("Notebook runs too slowly. Test manually") with _cwd(notebook_dir / directory): - runpy.run_path(str(notebook_dir / directory / "example.py"), run_name="testing") + try: + runpy.run_path( + str(notebook_dir / directory / "example.py"), run_name="testing" + ) + except SystemExit: + pass def test_external(external_notebook: Path, purge_notebook_modules): with _cwd(external_notebook.resolve()): - runpy.run_path(str("example.py"), run_name="testing") + try: + runpy.run_path(str("example.py"), run_name="testing") + except SystemExit: + pass @pytest.mark.parametrize("filename", notebooks) diff --git a/test/optimizers/test_optimizers.py b/test/test_optimizers.py similarity index 77% rename from test/optimizers/test_optimizers.py rename to test/test_optimizers.py index 9c001f2fd..c69ce9823 100644 --- a/test/optimizers/test_optimizers.py +++ b/test/test_optimizers.py @@ -10,10 +10,10 @@ from sklearn.exceptions import NotFittedError from sklearn.linear_model import ElasticNet from sklearn.linear_model import Lasso +from sklearn.utils._param_validation import InvalidParameterError from sklearn.utils.validation import check_is_fitted from pysindy import FiniteDifference -from pysindy import PDELibrary from pysindy import PolynomialLibrary from pysindy import SINDy from pysindy.feature_library import CustomLibrary @@ -22,13 +22,14 @@ from pysindy.optimizers import EnsembleOptimizer from pysindy.optimizers import FROLS from pysindy.optimizers import MIOSR -from pysindy.optimizers import SINDyOptimizer from pysindy.optimizers import SINDyPI from pysindy.optimizers import SR3 from pysindy.optimizers import SSR from pysindy.optimizers import StableLinearSR3 from pysindy.optimizers import STLSQ from pysindy.optimizers import TrappingSR3 +from pysindy.optimizers import WrappedOptimizer +from pysindy.optimizers.stlsq import _remove_and_decrement from pysindy.utils import supports_multiple_targets from pysindy.utils.odes import enzyme @@ -108,7 +109,7 @@ def test_fit(data_derivative_1d, optimizer): x, x_dot = data_derivative_1d if len(x.shape) == 1: x = x.reshape(-1, 1) - opt = SINDyOptimizer(optimizer, unbias=False) + opt = WrappedOptimizer(optimizer, unbias=False) opt.fit(x, x_dot) check_is_fitted(opt) @@ -138,9 +139,7 @@ def test_complexity_not_fitted(optimizer, data_derivative_2d): assert optimizer.complexity > 0 -@pytest.mark.parametrize( - "kwargs", [{"normalize_columns": True}, {"fit_intercept": True}, {"copy_X": False}] -) +@pytest.mark.parametrize("kwargs", [{"normalize_columns": True}, {"copy_X": False}]) def test_alternate_parameters(data_derivative_1d, kwargs): x, x_dot = data_derivative_1d x = x.reshape(-1, 1) @@ -165,24 +164,14 @@ def test_alternate_parameters(data_derivative_1d, kwargs): MIOSR, ], ) -def test_sample_weight_optimizers(data_lorenz, optimizer): - x, t = data_lorenz - dt = t[1] - t[0] - x_dot = FiniteDifference()._differentiate(x, t=dt) +def test_sample_weight_optimizers(data_1d, optimizer): + x, t = data_1d sample_weight = np.ones(x[:, 0].shape) sample_weight[::2] = 0 - model = optimizer() - model.fit(x, x_dot) - model.fit(x, x_dot, sample_weight=sample_weight) - model.fit(x, x_dot, sample_weight=sample_weight) - check_is_fitted(model) - - model = optimizer(normalize_columns=True) - model.fit(x, x_dot) - model.fit(x, x_dot, sample_weight=sample_weight) - model.fit(x, x_dot, sample_weight=sample_weight) - check_is_fitted(model) + opt = optimizer() + opt.fit(x, x, sample_weight=sample_weight) + check_is_fitted(opt) @pytest.mark.parametrize("optimizer", [STLSQ, SR3, ConstrainedSR3, StableLinearSR3]) @@ -425,49 +414,36 @@ def test_constrained_sr3_quadratic_library(params): @pytest.mark.parametrize( "params", [ - dict(thresholder="l1", threshold=0), - dict(thresholder="l1", threshold=1e-5), - dict(thresholder="weighted_l1", thresholds=np.zeros((3, 3))), - dict(thresholder="weighted_l1", thresholds=1e-5 * np.ones((3, 3))), - dict(thresholder="l2", threshold=0), - dict(thresholder="l2", threshold=1e-5), - dict(thresholder="weighted_l2", thresholds=np.zeros((3, 3))), - dict(thresholder="weighted_l2", thresholds=1e-5 * np.ones((3, 3))), + dict(thresholder="l1", threshold=1, expected=2.5), + dict(thresholder="weighted_l1", thresholds=np.ones((4, 1)), expected=2.5), + dict(thresholder="l2", threshold=1, expected=1.5), + dict(thresholder="weighted_l2", thresholds=np.ones((4, 1)), expected=2.5), ], ) -def test_stable_linear_sr3_linear_library(params): - x = np.random.standard_normal((100, 3)) - library_functions = [ - lambda x: x, - ] - library_function_names = [ - lambda x: str(x), - ] - sindy_library = CustomLibrary( - library_functions=library_functions, function_names=library_function_names - ) - - # Test stable linear SR3 without constraints +def test_stable_linear_sr3_cost_function(params): + expected = params.pop("expected") opt = StableLinearSR3(**params) - model = SINDy(optimizer=opt, feature_library=sindy_library) - model.fit(x) - check_is_fitted(model) + x = np.eye(2) + y = np.ones(1) + xi, cost = opt._create_var_and_part_cost(x.flatten(), y, x, x) + xi.value = 0.5 * np.ones(4) + np.testing.assert_allclose(cost.value, expected) - # rerun with identity constraints - r = 3 - N = 3 - p = r + r * (r - 1) + int(r * (r - 1) * (r - 2) / 6.0) - constraint_rhs = np.zeros(p) - constraint_matrix = np.eye(p, r * N) - # Test stable linear SR3 with constraints +def test_stable_linear_sr3_linear_library(): + x = np.ones((2, 1)) + opt = StableLinearSR3() + opt.fit(x, x) + check_is_fitted(opt) + + constraint_rhs = np.zeros((1, 1)) + constraint_matrix = np.eye(1) opt = StableLinearSR3( - constraint_lhs=constraint_matrix, constraint_rhs=constraint_rhs, **params + constraint_lhs=constraint_matrix, constraint_rhs=constraint_rhs ) - model = SINDy(optimizer=opt, feature_library=sindy_library) - model.fit(x) - check_is_fitted(model) - assert np.allclose((model.coefficients().flatten())[:p], 0.0) + opt.fit(x, x) + check_is_fitted(opt) + assert np.allclose(opt.coef_.flatten(), 0.0) @pytest.mark.parametrize( @@ -485,53 +461,49 @@ def test_stable_linear_sr3_linear_library(params): dict(thresholder="l1", threshold=1e-5), dict( thresholder="weighted_l1", - thresholds=np.zeros((3, 9)), + thresholds=np.zeros((1, 2)), eta=1e5, alpha_m=1e4, alpha_A=1e5, ), - dict(thresholder="weighted_l1", thresholds=1e-5 * np.ones((3, 9))), + dict(thresholder="weighted_l1", thresholds=1e-5 * np.ones((1, 2))), dict(thresholder="l2", threshold=0), dict(thresholder="l2", threshold=1e-5), - dict(thresholder="weighted_l2", thresholds=np.zeros((3, 9))), - dict(thresholder="weighted_l2", thresholds=1e-5 * np.ones((3, 9))), + dict(thresholder="weighted_l2", thresholds=np.zeros((1, 2))), + dict(thresholder="weighted_l2", thresholds=1e-5 * np.ones((1, 2))), ], ) -def test_trapping_sr3_quadratic_library( - params, trapping_sr3_params, data_quadratic_library -): - np.random.seed(100) - x = np.random.standard_normal((100, 3)) +def test_trapping_sr3_quadratic_library(params, trapping_sr3_params, quadratic_library): + t = np.arange(0, 1, 0.1) + x = np.exp(-t).reshape((-1, 1)) + x_dot = -x + features = np.hstack([x, x**2]) - sindy_library = data_quadratic_library params.update(trapping_sr3_params) opt = TrappingSR3(**params) - model = SINDy(optimizer=opt, feature_library=sindy_library) - model.fit(x) - assert opt.PL_unsym_.shape == (3, 3, 3, 9) - assert opt.PL_.shape == (3, 3, 3, 9) - assert opt.PQ_.shape == (3, 3, 3, 3, 9) - check_is_fitted(model) + opt.fit(features, x_dot) + assert opt.PL_unsym_.shape == (1, 1, 1, 2) + assert opt.PL_.shape == (1, 1, 1, 2) + assert opt.PQ_.shape == (1, 1, 1, 1, 2) + check_is_fitted(opt) # Rerun with identity constraints - r = 3 - N = 9 + r = x.shape[1] + N = 2 p = r + r * (r - 1) + int(r * (r - 1) * (r - 2) / 6.0) params["constraint_rhs"] = np.zeros(p) params["constraint_lhs"] = np.eye(p, r * N) opt = TrappingSR3(**params) - model = SINDy(optimizer=opt, feature_library=sindy_library) - model.fit(x) - assert opt.PL_unsym_.shape == (3, 3, 3, 9) - assert opt.PL_.shape == (3, 3, 3, 9) - assert opt.PQ_.shape == (3, 3, 3, 3, 9) - check_is_fitted(model) + opt.fit(features, x_dot) + assert opt.PL_unsym_.shape == (1, 1, 1, 2) + assert opt.PL_.shape == (1, 1, 1, 2) + assert opt.PQ_.shape == (1, 1, 1, 1, 2) + check_is_fitted(opt) # check is solve was infeasible first if not np.allclose(opt.m_history_[-1], opt.m_history_[0]): - zero_inds = [0, 1, 3, 6, 9, 12, 15, 18, 21, 24] - assert np.allclose((model.coefficients().flatten())[zero_inds], 0.0, atol=1e-5) + assert np.allclose((opt.coef_.flatten())[0], 0.0, atol=1e-5) def test_trapping_cubic_library(): @@ -616,11 +588,14 @@ def test_bad_optimizers(data_derivative_1d): x, x_dot = data_derivative_1d x = x.reshape(-1, 1) - with pytest.raises(AttributeError): - opt = SINDyOptimizer(DummyEmptyModel()) + with pytest.raises(InvalidParameterError): + # Error: optimizer does not have a callable fit method + opt = WrappedOptimizer(DummyEmptyModel()) + opt.fit(x, x_dot) with pytest.raises(AttributeError): - opt = SINDyOptimizer(DummyModelNoCoef()) + # Error: object has no attribute 'coef_' + opt = WrappedOptimizer(DummyModelNoCoef()) opt.fit(x, x_dot) @@ -679,19 +654,34 @@ def test_constrained_sr3_prox_functions(data_derivative_1d, thresholder): check_is_fitted(model) +@pytest.mark.parametrize( + ("opt_cls", "opt_args"), + ( + (SR3, {"trimming_fraction": 0.1}), + (ConstrainedSR3, {"constraint_lhs": [1], "constraint_rhs": [1]}), + (ConstrainedSR3, {"trimming_fraction": 0.1}), + (TrappingSR3, {"constraint_lhs": [1], "constraint_rhs": [1]}), + (StableLinearSR3, {"constraint_lhs": [1], "constraint_rhs": [1]}), + (StableLinearSR3, {"trimming_fraction": 0.1}), + (SINDyPI, {}), + (MIOSR, {"constraint_lhs": [1]}), + ), +) +def test_illegal_unbias(data_derivative_1d, opt_cls, opt_args): + x, x_dot = data_derivative_1d + with pytest.raises(ValueError): + opt_cls(unbias=True, **opt_args).fit(x, x_dot) + + def test_unbias(data_derivative_1d): x, x_dot = data_derivative_1d x = x.reshape(-1, 1) x_dot = x_dot.reshape(-1, 1) - optimizer_biased = SINDyOptimizer( - STLSQ(threshold=0.01, alpha=0.1, max_iter=1), unbias=False - ) + optimizer_biased = STLSQ(threshold=0.01, alpha=0.1, max_iter=1, unbias=False) optimizer_biased.fit(x, x_dot) - optimizer_unbiased = SINDyOptimizer( - STLSQ(threshold=0.01, alpha=0.1, max_iter=1), unbias=True - ) + optimizer_unbiased = STLSQ(threshold=0.01, alpha=0.1, max_iter=1, unbias=True) optimizer_unbiased.fit(x, x_dot) assert ( @@ -706,12 +696,12 @@ def test_unbias_external(data_derivative_1d): x = x.reshape(-1, 1) x_dot = x_dot.reshape(-1, 1) - optimizer_biased = SINDyOptimizer( + optimizer_biased = WrappedOptimizer( Lasso(alpha=0.1, fit_intercept=False, max_iter=1), unbias=False ) optimizer_biased.fit(x, x_dot) - optimizer_unbiased = SINDyOptimizer( + optimizer_unbiased = WrappedOptimizer( Lasso(alpha=0.1, fit_intercept=False, max_iter=1), unbias=True ) optimizer_unbiased.fit(x, x_dot) @@ -723,20 +713,18 @@ def test_unbias_external(data_derivative_1d): ) -@pytest.mark.parametrize("optimizer", [SR3, ConstrainedSR3]) -def test_sr3_trimming(optimizer, data_linear_oscillator_corrupted): +@pytest.mark.parametrize("OptCls", [SR3, ConstrainedSR3]) +def test_sr3_trimming(OptCls, data_linear_oscillator_corrupted): X, X_dot, trimming_array = data_linear_oscillator_corrupted - optimizer_without_trimming = SINDyOptimizer(optimizer(), unbias=False) + optimizer_without_trimming = OptCls(unbias=False) optimizer_without_trimming.fit(X, X_dot) - optimizer_trimming = SINDyOptimizer(optimizer(trimming_fraction=0.15), unbias=False) + optimizer_trimming = OptCls(trimming_fraction=0.15, unbias=False) optimizer_trimming.fit(X, X_dot) # Check that trimming found the right samples to remove - np.testing.assert_array_equal( - optimizer_trimming.optimizer.trimming_array, trimming_array - ) + np.testing.assert_array_equal(optimizer_trimming.trimming_array, trimming_array) # Check that the coefficients found by the optimizer with trimming # are closer to the true coefficients than the coefficients found by the @@ -888,19 +876,31 @@ def test_constrained_inequality_constraints(data_lorenz, params): @pytest.mark.parametrize( "params", [ - dict(thresholder="l1", threshold=0.0005), - dict(thresholder="weighted_l1", thresholds=0.0005 * np.ones((3, 9))), - dict(thresholder="l2", threshold=0.0005), - dict(thresholder="weighted_l2", thresholds=0.0005 * np.ones((3, 9))), + dict(thresholder="l1", threshold=2, expected=2.5), + dict(thresholder="weighted_l1", thresholds=0.5 * np.ones((1, 2)), expected=1.0), + dict(thresholder="l2", threshold=2, expected=1.5), + dict( + thresholder="weighted_l2", thresholds=0.5 * np.ones((1, 2)), expected=0.75 + ), ], ) -def test_trapping_inequality_constraints(data_lorenz, params): - x, t = data_lorenz - constraint_rhs = np.array([-10.0, 28.0]) - constraint_matrix = np.zeros((2, 27)) - constraint_matrix[0, 0] = 1.0 - constraint_matrix[1, 10] = 1.0 - feature_names = ["x", "y", "z"] +def test_trapping_cost_function(params): + expected = params.pop("expected") + opt = TrappingSR3(inequality_constraints=True, relax_optim=True, **params) + x = np.eye(2) + y = np.ones(2) + xi, cost = opt._create_var_and_part_cost(2, x, y) + xi.value = np.array([0.5, 0.5]) + np.testing.assert_allclose(cost.value, expected) + + +def test_trapping_inequality_constraints(): + t = np.arange(0, 1, 0.1) + x = np.stack((t, t**2)).T + y = x[:, 0] + 0.1 * x[:, 1] + constraint_rhs = np.array([0.1]) + constraint_matrix = np.zeros((1, 2)) + constraint_matrix[0, 1] = 0.1 # Run Trapping SR3 without CVXPY for the m solve opt = TrappingSR3( @@ -909,18 +909,9 @@ def test_trapping_inequality_constraints(data_lorenz, params): constraint_order="feature", inequality_constraints=True, relax_optim=True, - **params, - ) - poly_lib = PolynomialLibrary(degree=2, include_bias=False) - model = SINDy( - optimizer=opt, - feature_library=poly_lib, - feature_names=feature_names, ) - model.fit(x, t=t[1] - t[0]) - # This sometimes fails with L2 norm so just check the model is fitted - check_is_fitted(model) - + opt.fit(x, y) + assert np.all(np.dot(constraint_matrix, (opt.coef_).flatten()) <= constraint_rhs) # Run Trapping SR3 with CVXPY for the m solve opt = TrappingSR3( constraint_lhs=constraint_matrix, @@ -928,26 +919,9 @@ def test_trapping_inequality_constraints(data_lorenz, params): constraint_order="feature", inequality_constraints=True, relax_optim=False, - **params, - ) - model = SINDy( - optimizer=opt, - feature_library=poly_lib, - differentiation_method=FiniteDifference(drop_endpoints=True), - feature_names=feature_names, ) - model.fit(x, t=t[1] - t[0]) - - # This sometimes fails with L2 norm or different versions of CVXPY - # so just check the model is fitted - check_is_fitted(model) - # assert np.all( - # np.dot(constraint_matrix, (model.coefficients()).flatten()) <= constraint_rhs - # ) or np.allclose( - # np.dot(constraint_matrix, (model.coefficients()).flatten()), - # constraint_rhs, - # atol=1e-3, - # ) + opt.fit(x, y) + assert np.all(np.dot(constraint_matrix, (opt.coef_).flatten()) <= constraint_rhs) @pytest.mark.parametrize( @@ -977,7 +951,7 @@ def test_miosr_equality_constraints(data_lorenz, params): feature_library=poly_lib, feature_names=feature_names, ) - model.fit(x, t=t[1] - t[0], unbias=False) + model.fit(x, t=t[1] - t[0]) assert np.allclose( np.dot(constraint_matrix, (model.coefficients()).flatten()), constraint_rhs, @@ -1028,80 +1002,34 @@ def test_normalize_columns(data_derivative_1d, optimizer): assert opt.coef_.shape == (1, x.shape[1]) -@pytest.mark.parametrize( - "optimizer", - [ - STLSQ, - SSR, - FROLS, - SR3, - ConstrainedSR3, - StableLinearSR3, - TrappingSR3, - MIOSR, - ], -) -def test_legacy_ensemble_odes(data_lorenz, optimizer): - x, t = data_lorenz - opt = optimizer(normalize_columns=True) - model = SINDy(optimizer=opt) - model.fit(x, ensemble=True, n_models=10, n_subset=20) - assert np.shape(model.coef_list) == (10, 3, 10) - - @pytest.mark.parametrize( "optimizer_params", ( - {"library_ensemble": True}, - {"bagging": True}, - {"library_ensemble": True, "bagging": True}, + {"library_ensemble": True, "n_models": 2}, + {"bagging": True, "n_models": 2, "n_subset": 2}, + {"library_ensemble": True, "bagging": True, "n_models": 2, "n_subset": 2}, ), ) def test_ensemble_optimizer(data_lorenz, optimizer_params): x, t = data_lorenz optimizer = EnsembleOptimizer(STLSQ(), **optimizer_params) - feature_library = PolynomialLibrary() - model = SINDy(feature_library=feature_library, optimizer=optimizer) - model.fit(x, t) - assert model.coefficients().shape == (3, 10) + optimizer.fit(x, x) + assert optimizer.coef_.shape == (3, 3) + assert len(optimizer.coef_list) == 2 @pytest.mark.parametrize( - "optimizer", + "params", [ - STLSQ, - SSR, - FROLS, - SR3, - ConstrainedSR3, - StableLinearSR3, - TrappingSR3, - MIOSR, + dict(), + dict(bagging=True, n_models=0), + dict(bagging=True, n_subset=0), + dict(library_ensemble=True, n_candidates_to_drop=0), ], ) -def test_legacy_ensemble_pdes(optimizer): - u = np.random.randn(10, 10, 2) - t = np.linspace(1, 10, 10) - x = np.linspace(1, 10, 10) - dt = t[1] - t[0] - u_dot = np.zeros(u.shape) - for i in range(len(x)): - u_dot[i, :, :] = FiniteDifference()._differentiate(u[i, :, :], t=dt) - - library_functions = [lambda x: x, lambda x: x * x] - library_function_names = [lambda x: x, lambda x: x + x] - pde_lib = PDELibrary( - library_functions=library_functions, - function_names=library_function_names, - derivative_order=3, - spatial_grid=x, - include_bias=True, - ) - opt = optimizer(normalize_columns=True) - model = SINDy(optimizer=opt, feature_library=pde_lib) - model.fit(u, x_dot=u_dot, ensemble=True, n_models=10, n_subset=20) - n_features = len(model.get_feature_names()) - assert np.shape(model.coef_list) == (10, 2, n_features) +def test_bad_ensemble_params(data_lorenz, params): + with pytest.raises(ValueError): + EnsembleOptimizer(opt=STLSQ(), **params) def test_ssr_criteria(data_lorenz): @@ -1125,13 +1053,11 @@ def test_ssr_criteria(data_lorenz): MIOSR, ], ) -def test_optimizers_verbose(data_lorenz, optimizer): - x, t = data_lorenz - dt = t[1] - t[0] - x_dot = FiniteDifference()._differentiate(x, t=dt) - model = optimizer(verbose=True) - model.fit(x, x_dot) - check_is_fitted(model) +def test_optimizers_verbose(data_1d, optimizer): + x, _ = data_1d + opt = optimizer(verbose=True) + opt.fit(x, x) + check_is_fitted(opt) @pytest.mark.parametrize( @@ -1143,14 +1069,12 @@ def test_optimizers_verbose(data_lorenz, optimizer): TrappingSR3, ], ) -def test_optimizers_verbose_cvxpy(data_lorenz, optimizer): - x, t = data_lorenz - dt = t[1] - t[0] - x_dot = FiniteDifference()._differentiate(x, t=dt) +def test_optimizers_verbose_cvxpy(data_1d, optimizer): + x, _ = data_1d - model = optimizer(verbose_cvxpy=True) - model.fit(x, x_dot) - check_is_fitted(model) + opt = optimizer(verbose_cvxpy=True) + opt.fit(x, x) + check_is_fitted(opt) def test_frols_error_linear_dependence(): @@ -1159,3 +1083,49 @@ def test_frols_error_linear_dependence(): y = np.array([[1.0, 1.0]]) with pytest.raises(ValueError): opt.fit(x, y) + + +def test_sparse_subset_multitarget(): + A = np.eye(4) + b = np.array([[1, 1, 0.5, 1], [1, 1, 1, 0.5]]).T + opt = STLSQ(unbias=False, threshold=0.5, alpha=0.1, sparse_ind=[2, 3]) + opt.fit(A, b) + X = opt.coef_ + Y = opt.optvar_non_sparse_ + assert X[0, 0] == 0.0 + assert 0.0 < X[0, 1] < 1.0 + np.testing.assert_equal(Y[:, :2], np.ones((2, 2))) + assert X[1, 1] == 0.0 + assert 0.0 < X[1, 0] < 1.0 + + +def test_sparse_subset_off_diagonal(): + A = np.array([[1, 1], [0, 1]]) + b = np.array([1, 1]) + opt = STLSQ(unbias=False, threshold=0.1, alpha=0.1, sparse_ind=[1]) + opt.fit(A, b) + X = opt.coef_ + Y = opt.optvar_non_sparse_ + assert Y[0, 0] > 0.0 and Y[0, 0] < 0.5 + assert X[0, 0] > 0.5 and X[0, 0] < 1.0 + + +def test_sparse_subset_unbias(): + A = np.array([[1, 1], [0, 1]]) + b = np.array([1, 1]) + opt = STLSQ(unbias=True, threshold=0.1, alpha=0.1, sparse_ind=[1]) + opt.fit(A, b) + X = opt.coef_ + Y = opt.optvar_non_sparse_ + assert np.abs(Y[0, 0]) < 2e-16 + assert np.abs(X[0, 0] - 1.0) < 2e-16 + + +def test_remove_and_decrement(): + existing_vals = np.array([2, 3, 4, 5]) + vals_to_remove = np.array([3, 5]) + expected = np.array([2, 3]) + result = _remove_and_decrement( + existing_vals=existing_vals, vals_to_remove=vals_to_remove + ) + np.testing.assert_array_equal(expected, result) diff --git a/test/test_optimizers_complexity.py b/test/test_optimizers_complexity.py new file mode 100644 index 000000000..8a6486d83 --- /dev/null +++ b/test/test_optimizers_complexity.py @@ -0,0 +1,55 @@ +import pytest +from hypothesis import assume +from hypothesis import given +from hypothesis import settings +from hypothesis.strategies import integers +from sklearn.datasets import make_regression +from sklearn.linear_model import Lasso +from sklearn.linear_model import Ridge + +from pysindy.optimizers import SR3 +from pysindy.optimizers import STLSQ +from pysindy.optimizers import WrappedOptimizer + + +@pytest.mark.parametrize( + "opt_cls, reg_name", + [[Lasso, "alpha"], [Ridge, "alpha"], [STLSQ, "threshold"], [SR3, "threshold"]], +) +@given( + n_samples=integers(min_value=30, max_value=50), + n_features=integers(min_value=6, max_value=10), + n_informative=integers(min_value=2, max_value=5), + random_state=integers(min_value=0, max_value=2**32 - 1), +) +@settings(max_examples=20, deadline=None) +def test_complexity_parameter( + opt_cls, reg_name, n_samples, n_features, n_informative, random_state +): + """Behaviour test for complexity 2. + + We assume that a model with a bigger regularization parameter is less complex. + """ + assume(n_informative <= n_features) + + x, y = make_regression( + n_samples=n_samples, + n_features=n_features, + n_informative=n_informative, + n_targets=1, + bias=0, + noise=0.1, + random_state=random_state, + ) + y = y.reshape(-1, 1) + + optimizers = [ + WrappedOptimizer(opt_cls(**{reg_name: reg_value}), normalize_columns=True) + for reg_value in [10, 1, 0.1, 0.01] + ] + + for opt in optimizers: + opt.fit(x, y) + + for less_complex, more_complex in zip(optimizers, optimizers[1:]): + assert less_complex.complexity <= more_complex.complexity diff --git a/test/test_pysindy.py b/test/test_pysindy.py index 47a06ab5c..184d1bc24 100644 --- a/test/test_pysindy.py +++ b/test/test_pysindy.py @@ -22,8 +22,8 @@ from sklearn.model_selection import TimeSeriesSplit from sklearn.utils.validation import check_is_fitted +from pysindy import pysindy from pysindy import SINDy -from pysindy.differentiation import FiniteDifference from pysindy.differentiation import SINDyDerivative from pysindy.differentiation import SmoothedFiniteDifference from pysindy.feature_library import FourierLibrary @@ -33,6 +33,7 @@ from pysindy.optimizers import ConstrainedSR3 from pysindy.optimizers import SR3 from pysindy.optimizers import STLSQ +from pysindy.optimizers import WrappedOptimizer def test_get_feature_names_len(data_lorenz): @@ -81,20 +82,6 @@ def test_improper_shape_input(data_1d): check_is_fitted(model) -def test_nan_derivatives(data_lorenz): - x, t = data_lorenz - model0 = SINDy(differentiation_method=FiniteDifference(drop_endpoints=False)) - model0.fit(x, t) - - model = SINDy(differentiation_method=FiniteDifference(drop_endpoints=True)) - model.fit(x, t) - check_is_fitted(model) - - result = model.score(x, t=t) - expected = model0.score(x, t=t) - np.testing.assert_allclose(result, expected, rtol=1e-4) - - @pytest.mark.parametrize( "data", [ @@ -145,15 +132,16 @@ def test_bad_t(data): model.fit(x, t[:-1]) # Two points in t out of order - t[2], t[4] = t[4], t[2] + t_new = np.copy(t) + t_new[2], t_new[4] = t_new[4], t_new[2] with pytest.raises(ValueError): - model.fit(x, t) - t[2], t[4] = t[4], t[2] + model.fit(x, t_new) + t_new[2], t_new[4] = t_new[4], t_new[2] # Two matching times in t - t[3] = t[5] + t_new[3] = t_new[5] with pytest.raises(ValueError): - model.fit(x, t) + model.fit(x, t_new) @pytest.mark.parametrize( @@ -199,8 +187,8 @@ def test_differentiate_returns_compatible_data_type(data): STLSQ(), SR3(), ConstrainedSR3(), - Lasso(fit_intercept=False), - ElasticNet(fit_intercept=False), + WrappedOptimizer(Lasso(fit_intercept=False)), + WrappedOptimizer(ElasticNet(fit_intercept=False)), ], ) def test_predict(data, optimizer): @@ -222,11 +210,13 @@ def test_predict(data, optimizer): ) def test_simulate(data): x, t = data - model = SINDy() + model = SINDy(feature_library=PolynomialLibrary(degree=1)) model.fit(x, t) - x1 = model.simulate(np.ravel(x[0]), t) + x1 = model.simulate(np.ravel(x[0]), t, integrator_kws={"rtol": 0.1}) assert len(x1) == len(t) - x1 = model.simulate(np.ravel(x[0]), t, integrator="odeint") + x1 = model.simulate( + np.ravel(x[0]), t, integrator="odeint", integrator_kws={"rtol": 0.1} + ) assert len(x1) == len(t) with pytest.raises(ValueError): x1 = model.simulate(np.ravel(x[0]), t, integrator="None") @@ -237,8 +227,8 @@ def test_simulate(data): [ PolynomialLibrary(degree=3), FourierLibrary(n_frequencies=3), - pytest.lazy_fixture("data_custom_library"), - pytest.lazy_fixture("data_sindypi_library"), + pytest.lazy_fixture("custom_library"), + pytest.lazy_fixture("sindypi_library"), PolynomialLibrary() + FourierLibrary(), ], ) @@ -343,66 +333,54 @@ def test_score_pde(data_1d_random_pde): assert model.score(u, t) <= 1 -def test_fit_multiple_trajectores(data_multiple_trajctories): - x, t = data_multiple_trajctories +def test_fit_multiple_trajectores(data_multiple_trajectories): + x, t = data_multiple_trajectories model = SINDy() - # Should fail if multiple_trajectories flag is not set - with pytest.raises(ValueError): - model.fit(x, t=t) - - model.fit(x, multiple_trajectories=True) + model.fit(x) check_is_fitted(model) - model.fit(x, t=t, multiple_trajectories=True) - assert model.score(x, t=t, multiple_trajectories=True) > 0.8 + model.fit(x, t=t) + assert model.score(x, t=t) > 0.8 model = SINDy() - model.fit(x, x_dot=x, multiple_trajectories=True) + model.fit(x, x_dot=x) check_is_fitted(model) model = SINDy() - model.fit(x, t=t, x_dot=x, multiple_trajectories=True) + model.fit(x, t=t, x_dot=x) check_is_fitted(model) # Test validate_input t[0] = None with pytest.raises(ValueError): - model.fit(x, t=t, multiple_trajectories=True) + model.fit(x, t=t) -def test_predict_multiple_trajectories(data_multiple_trajctories): - x, t = data_multiple_trajctories +def test_predict_multiple_trajectories(data_multiple_trajectories): + x, t = data_multiple_trajectories model = SINDy() - model.fit(x, t=t, multiple_trajectories=True) - - # Should fail if multiple_trajectories flag is not set - with pytest.raises(ValueError): - model.predict(x) + model.fit(x, t=t) - p = model.predict(x, multiple_trajectories=True) + p = model.predict(x) assert len(p) == len(x) -def test_score_multiple_trajectories(data_multiple_trajctories): - x, t = data_multiple_trajctories +def test_score_multiple_trajectories(data_multiple_trajectories): + x, t = data_multiple_trajectories model = SINDy() - model.fit(x, t=t, multiple_trajectories=True) - - # Should fail if multiple_trajectories flag is not set - with pytest.raises(ValueError): - model.score(x) + model.fit(x, t=t) - s = model.score(x, multiple_trajectories=True) + s = model.score(x) assert s <= 1 - s = model.score(x, t=t, multiple_trajectories=True) + s = model.score(x, t=t) assert s <= 1 - s = model.score(x, x_dot=x, multiple_trajectories=True) + s = model.score(x, x_dot=x) assert s <= 1 - s = model.score(x, t=t, x_dot=x, multiple_trajectories=True) + s = model.score(x, t=t, x_dot=x) assert s <= 1 @@ -450,21 +428,24 @@ def test_score_discrete_time(data_discrete_time): assert model.score(x, x_dot=x) < 1 +def test_bad_multiple_trajectories(data_multiple_trajectories): + x, t = data_multiple_trajectories + with pytest.raises(TypeError): + pysindy._check_multiple_trajectories(x, x_dot=x[0], u=None) + with pytest.raises(ValueError): + pysindy._check_multiple_trajectories(x, x_dot=x[:-1], u=None) + + def test_fit_discrete_time_multiple_trajectories( data_discrete_time_multiple_trajectories, ): x = data_discrete_time_multiple_trajectories - - # Should fail if multiple_trajectories flag is not set model = SINDy(discrete_time=True) - with pytest.raises(ValueError): - model.fit(x) - - model.fit(x, multiple_trajectories=True) + model.fit(x) check_is_fitted(model) model = SINDy(discrete_time=True) - model.fit(x, x_dot=x, multiple_trajectories=True) + model.fit(x, x_dot=x) check_is_fitted(model) @@ -473,13 +454,9 @@ def test_predict_discrete_time_multiple_trajectories( ): x = data_discrete_time_multiple_trajectories model = SINDy(discrete_time=True) - model.fit(x, multiple_trajectories=True) - - # Should fail if multiple_trajectories flag is not set - with pytest.raises(ValueError): - model.predict(x) + model.fit(x) - y = model.predict(x, multiple_trajectories=True) + y = model.predict(x) assert len(y) == len(x) @@ -488,17 +465,13 @@ def test_score_discrete_time_multiple_trajectories( ): x = data_discrete_time_multiple_trajectories model = SINDy(discrete_time=True) - model.fit(x, multiple_trajectories=True) - - # Should fail if multiple_trajectories flag is not set - with pytest.raises(ValueError): - model.score(x) + model.fit(x) - s = model.score(x, multiple_trajectories=True) + s = model.score(x) assert s > 0.75 # x is not its own derivative, so we expect bad performance here - s = model.score(x, x_dot=x, multiple_trajectories=True) + s = model.score(x, x_dot=x) assert s < 1 @@ -539,7 +512,7 @@ def test_print_discrete_time_multiple_trajectories( ): x = data_discrete_time_multiple_trajectories model = SINDy(discrete_time=True) - model.fit(x, multiple_trajectories=True) + model.fit(x) model.print() @@ -547,33 +520,27 @@ def test_print_discrete_time_multiple_trajectories( assert len(out) > 1 -def test_differentiate(data_lorenz, data_multiple_trajctories): +def test_differentiate(data_lorenz, data_multiple_trajectories): x, t = data_lorenz model = SINDy() model.differentiate(x, t) - x, t = data_multiple_trajctories - model.differentiate(x, t, multiple_trajectories=True) + x, t = data_multiple_trajectories + model.differentiate(x, t) model = SINDy(discrete_time=True) with pytest.raises(RuntimeError): model.differentiate(x) -def test_coefficients(data_lorenz): +def test_coefficients_equals_complexity(data_lorenz): x, t = data_lorenz model = SINDy() model.fit(x, t) c = model.coefficients() - assert np.count_nonzero(c) < 10 - - -def test_complexity(data_lorenz): - x, t = data_lorenz - model = SINDy() - model.fit(x, t) - assert model.complexity < 10 + assert model.complexity == np.count_nonzero(c) + assert model.complexity < 30 def test_simulate_errors(data_lorenz): @@ -608,23 +575,6 @@ def test_fit_warn(data_lorenz, params, warning): with pytest.warns(warning): model.fit(x, t=t) - with pytest.warns(None) as warn_record: - model.fit(x, t=t, quiet=True) - - while True: - try: - warn_record.pop(PendingDeprecationWarning) - except AssertionError: - break - - while True: - try: - warn_record.pop(DeprecationWarning) - except AssertionError: - break - - assert len(warn_record) == 0 - def test_cross_validation(data_lorenz): x, t = data_lorenz @@ -674,210 +624,6 @@ def test_linear_constraints(data_lorenz): ) -def test_ensemble(data_lorenz): - x, t = data_lorenz - library = PolynomialLibrary().fit(x) - - constraint_rhs = np.ones(2) - constraint_lhs = np.zeros((2, x.shape[1] * library.n_output_features_)) - - target_1, target_2 = 1, 3 - constraint_lhs[0, 3] = target_1 - constraint_lhs[1, library.n_output_features_] = target_2 - - optimizer = ConstrainedSR3( - constraint_lhs=constraint_lhs, constraint_rhs=constraint_rhs - ) - model = SINDy(feature_library=library, optimizer=optimizer).fit( - x, t, ensemble=True, n_models=10, n_subset=len(t) // 2 - ) - assert len(model.coef_list) == 10 - - -def test_ensemble_pdes(data_1d_random_pde): - t, spatial_grid, u, u_dot = data_1d_random_pde - library_functions = [lambda x: x, lambda x: x * x] - library_function_names = [lambda x: x, lambda x: x + x] - pde_lib = PDELibrary( - library_functions=library_functions, - function_names=library_function_names, - derivative_order=4, - spatial_grid=spatial_grid, - include_bias=True, - ) - model = SINDy(feature_library=pde_lib).fit( - u, t, ensemble=True, n_models=10, n_subset=len(t) // 2 - ) - assert len(model.coef_list) == 10 - model = SINDy(feature_library=pde_lib).fit( - u, x_dot=u_dot, ensemble=True, n_models=10, n_subset=len(t) // 2 - ) - assert len(model.coef_list) == 10 - - -def test_ensemble_weak_pdes(data_1d_random_pde): - t, x, u, u_dot = data_1d_random_pde - library_functions = [lambda x: x, lambda x: x * x] - library_function_names = [lambda x: x, lambda x: x + x] - X, T = np.meshgrid(x, t) - XT = np.array([X, T]).T - weak_lib = WeakPDELibrary( - library_functions=library_functions, - function_names=library_function_names, - derivative_order=4, - spatiotemporal_grid=XT, - include_bias=True, - ) - model = SINDy(feature_library=weak_lib).fit( - u, t=t, ensemble=True, n_models=2, n_subset=len(t) // 2 - ) - assert len(model.coef_list) == 2 - model = SINDy(feature_library=weak_lib).fit( - u, x_dot=u_dot[:, 0, :], ensemble=True, n_models=2, n_subset=len(t) // 2 - ) - assert len(model.coef_list) == 2 - - -def test_library_ensemble(data_lorenz): - x, t = data_lorenz - library = PolynomialLibrary() - model = SINDy(feature_library=library).fit( - x, t=t, library_ensemble=True, n_models=10 - ) - assert len(model.coef_list) == 10 - - -def test_library_ensemble_pde(data_1d_random_pde): - t, spatial_grid, u, u_dot = data_1d_random_pde - library_functions = [lambda x: x, lambda x: x * x] - library_function_names = [lambda x: x, lambda x: x + x] - pde_lib = PDELibrary( - library_functions=library_functions, - function_names=library_function_names, - derivative_order=4, - spatial_grid=spatial_grid, - include_bias=True, - ) - model = SINDy(feature_library=pde_lib).fit( - u, t=t, library_ensemble=True, n_models=10 - ) - assert len(model.coef_list) == 10 - model = SINDy(feature_library=pde_lib).fit( - u, x_dot=u_dot, library_ensemble=True, n_models=10 - ) - assert len(model.coef_list) == 10 - - -def test_library_ensemble_weak_pde(data_1d_random_pde): - t, x, u, u_dot = data_1d_random_pde - library_functions = [lambda x: x, lambda x: x * x] - library_function_names = [lambda x: x, lambda x: x + x] - X, T = np.meshgrid(x, t) - XT = np.array([X, T]).T - weak_lib = WeakPDELibrary( - library_functions=library_functions, - function_names=library_function_names, - derivative_order=4, - spatiotemporal_grid=XT, - include_bias=True, - ) - model = SINDy(feature_library=weak_lib).fit( - u, t=t, library_ensemble=True, n_models=10 - ) - assert len(model.coef_list) == 10 - u_dot = weak_lib.convert_u_dot_integral(u) - model = SINDy(feature_library=weak_lib).fit( - u, x_dot=u_dot, library_ensemble=True, n_models=10 - ) - assert len(model.coef_list) == 10 - - -def test_both_ensemble(data_lorenz): - x, t = data_lorenz - library = PolynomialLibrary() - model = SINDy(feature_library=library).fit( - x, t=t, ensemble=True, library_ensemble=True, n_models=2 - ) - assert len(model.coef_list) == 2 - - -def test_both_ensemble_pde(data_1d_random_pde): - t, spatial_grid, u, u_dot = data_1d_random_pde - library_functions = [lambda x: x, lambda x: x * x] - library_function_names = [lambda x: x, lambda x: x + x] - pde_lib = PDELibrary( - library_functions=library_functions, - function_names=library_function_names, - derivative_order=4, - spatial_grid=spatial_grid, - include_bias=True, - ) - model = SINDy(feature_library=pde_lib).fit( - u, t=t, ensemble=True, library_ensemble=True, n_models=2 - ) - assert len(model.coef_list) == 2 - model = SINDy(feature_library=pde_lib).fit( - u, x_dot=u_dot, ensemble=True, library_ensemble=True, n_models=2 - ) - assert len(model.coef_list) == 2 - - -def test_both_ensemble_weak_pde(data_1d_random_pde): - t, x, u, u_dot = data_1d_random_pde - library_functions = [lambda x: x, lambda x: x * x] - library_function_names = [lambda x: x, lambda x: x + x] - X, T = np.meshgrid(x, t) - XT = np.array([X, T]).T - weak_lib = WeakPDELibrary( - library_functions=library_functions, - function_names=library_function_names, - derivative_order=4, - spatiotemporal_grid=XT, - include_bias=True, - ) - model = SINDy(feature_library=weak_lib).fit( - u, t=t, ensemble=True, library_ensemble=True, n_models=2 - ) - assert len(model.coef_list) == 2 - u_dot = weak_lib.convert_u_dot_integral(u) - model = SINDy(feature_library=weak_lib).fit( - u, x_dot=u_dot, ensemble=True, library_ensemble=True, n_models=2 - ) - assert len(model.coef_list) == 2 - - -@pytest.mark.parametrize( - "params", - [ - dict(ensemble=False, n_models=-1, n_subset=1), - dict(ensemble=False, n_models=0, n_subset=1), - dict(ensemble=False, n_models=1, n_subset=0), - dict(ensemble=False, n_models=1, n_subset=-1), - dict(ensemble=True, n_models=-1, n_subset=1), - dict(ensemble=True, n_models=0, n_subset=1), - dict(ensemble=True, n_models=1, n_subset=0), - dict(ensemble=True, n_models=1, n_subset=-1), - dict(ensemble=True, n_models=1, n_subset=0), - ], -) -def test_bad_ensemble_params(data_lorenz, params): - x, t = data_lorenz - library = PolynomialLibrary().fit(x) - - constraint_rhs = np.ones(2) - constraint_lhs = np.zeros((2, x.shape[1] * library.n_output_features_)) - - target_1, target_2 = 1, 3 - constraint_lhs[0, 3] = target_1 - constraint_lhs[1, library.n_output_features_] = target_2 - - optimizer = ConstrainedSR3( - constraint_lhs=constraint_lhs, constraint_rhs=constraint_rhs - ) - with pytest.raises(ValueError): - SINDy(feature_library=library, optimizer=optimizer).fit(x, t, **params) - - def test_data_shapes(): model = SINDy() n = 10 @@ -893,7 +639,7 @@ def test_data_shapes(): model.fit(x) -def test_multiple_trajectories_and_ensemble(diffuse_multiple_trajectories): +def test_diffusion_pde(diffuse_multiple_trajectories): t, x, u = diffuse_multiple_trajectories library_functions = [lambda x: x] library_function_names = [lambda x: x] @@ -916,34 +662,13 @@ def test_multiple_trajectories_and_ensemble(diffuse_multiple_trajectories): K=100, ) - optimizer = STLSQ(threshold=0.1, alpha=1e-5, normalize_columns=False) - model = SINDy(feature_library=pde_lib, optimizer=optimizer, feature_names=["u"]) - model.fit(u, multiple_trajectories=True, t=t, ensemble=False) - print(model.coefficients(), model.coefficients()[0][-1]) - assert abs(model.coefficients()[0][-1] - 1) < 1e-2 - assert np.all(model.coefficients()[0][:-1] == 0) - - model = SINDy(feature_library=weak_lib, optimizer=optimizer, feature_names=["u"]) - model.fit(u, multiple_trajectories=True, t=t, ensemble=False) - assert abs(model.coefficients()[0][-1] - 1) < 1e-2 - assert np.all(model.coefficients()[0][:-1] == 0) - - model = SINDy(feature_library=pde_lib, optimizer=optimizer, feature_names=["u"]) - model.fit(u, multiple_trajectories=True, t=t, ensemble=True, n_subset=len(t)) - assert abs(model.coefficients()[0][-1] - 1) < 1e-2 - assert np.all(model.coefficients()[0][:-1] == 0) - - model = SINDy(feature_library=weak_lib, optimizer=optimizer, feature_names=["u"]) - model.fit(u, multiple_trajectories=True, t=t, ensemble=True, n_subset=len(t)) - assert abs(model.coefficients()[0][-1] - 1) < 1e-2 - assert np.all(model.coefficients()[0][:-1] == 0) - + optimizer = STLSQ(threshold=0.2, alpha=1e-5, normalize_columns=False) model = SINDy(feature_library=pde_lib, optimizer=optimizer, feature_names=["u"]) - model.fit(u, multiple_trajectories=True, t=t, ensemble=True) - assert abs(model.coefficients()[0][-1] - 1) < 1e-2 - assert np.all(model.coefficients()[0][:-1] == 0) + model.fit(u, t=t) + assert abs(model.coefficients()[0, -1] - 1) < 1e-1 + assert np.all(model.coefficients()[0, :-1] == 0) model = SINDy(feature_library=weak_lib, optimizer=optimizer, feature_names=["u"]) - model.fit(u, multiple_trajectories=True, t=t, ensemble=True) - assert abs(model.coefficients()[0][-1] - 1) < 1e-2 - assert np.all(model.coefficients()[0][:-1] == 0) + model.fit(u, t=t) + assert abs(model.coefficients()[0, -1] - 1) < 1e-1 + assert np.all(model.coefficients()[0, :-1] == 0) diff --git a/test/deeptime/test_scikit_time.py b/test/test_scikit_time.py similarity index 90% rename from test/deeptime/test_scikit_time.py rename to test/test_scikit_time.py index 1a5115fed..9a695d1c6 100644 --- a/test/deeptime/test_scikit_time.py +++ b/test/test_scikit_time.py @@ -1,6 +1,5 @@ import pytest from numpy.testing import assert_allclose -from sklearn import __version__ from sklearn.exceptions import NotFittedError from pysindy import FourierLibrary @@ -38,10 +37,7 @@ def test_model_sindy_equivalence(data_lorenz_c_1d): assert_allclose(model.coefficients(), sindy_model.coefficients()) print(sindy_model.n_features_in_) - if float(__version__[:3]) >= 1.0: - assert model.n_features_in_ == sindy_model.n_features_in_ - else: - assert model.n_input_features_ == sindy_model.n_input_features_ + assert model.n_features_in_ == sindy_model.n_features_in_ assert model.n_output_features_ == sindy_model.n_output_features_ assert model.n_control_features_ == sindy_model.n_control_features_ diff --git a/test/test_sindyc.py b/test/test_sindyc.py index 5187832bf..4139e6fec 100644 --- a/test/test_sindyc.py +++ b/test/test_sindyc.py @@ -30,7 +30,7 @@ def test_not_fitted(data_lorenz_c_1d): with pytest.raises(NotFittedError): model.predict(x, u=u) with pytest.raises(NotFittedError): - model.simulate(x[0], t=t, u=u_fun) + model.simulate(x[0], t=t, u=u_fun, integrator_kws={"rtol": 0.1}) def test_improper_shape_input(data_1d): @@ -121,16 +121,17 @@ def test_bad_t(data): with pytest.raises(ValueError): model.fit(x, u=u, t=t[:-1]) + t_new = np.copy(t) # Two points in t out of order - t[2], t[4] = t[4], t[2] + t_new[2], t_new[4] = t_new[4], t_new[2] with pytest.raises(ValueError): - model.fit(x, u=u, t=t) - t[2], t[4] = t[4], t[2] + model.fit(x, u=u, t=t_new) + t_new[2], t_new[4] = t_new[4], t_new[2] # Two matching times in t - t[3] = t[5] + t_new[3] = t_new[5] with pytest.raises(ValueError): - model.fit(x, u=u, t=t) + model.fit(x, u=u, t=t_new) @pytest.mark.parametrize( @@ -183,7 +184,7 @@ def test_simulate(data): x, t, u, u_fun = data model = SINDy() model.fit(x, u=u, t=t) - x1 = model.simulate(x[0], t=t, u=u_fun) + x1 = model.simulate(x[0], t=t, u=u_fun, integrator_kws={"rtol": 0.1}) assert len(x1) == len(t) @@ -198,9 +199,9 @@ def test_simulate_with_interp(data): model.fit(x, u=u, t=t) u_fun = interp1d(t, u, axis=0) - x1 = model.simulate(x[0], t=t[:-1], u=u_fun) + x1 = model.simulate(x[0], t=t, u=u_fun, integrator_kws={"rtol": 0.1}) - assert len(x1) == len(t) - 1 + assert len(x1) == len(t) @pytest.mark.parametrize( @@ -212,7 +213,7 @@ def test_simulate_with_vector_control_input(data): model = SINDy() model.fit(x, u=u, t=t) - x1 = model.simulate(x[0], t=t, u=u) + x1 = model.simulate(x[0], t=t, u=u, integrator_kws={"rtol": 0.1}) assert len(x1) == len(t) - 1 @@ -235,78 +236,55 @@ def test_score(data): assert model.score(x, u=u, t=t, x_dot=x) <= 1 -def test_fit_multiple_trajectores(data_multiple_trajctories): - x, t = data_multiple_trajctories +def test_fit_multiple_trajectores(data_multiple_trajectories): + x, t = data_multiple_trajectories u = [np.ones((xi.shape[0], 2)) for xi in x] model = SINDy() - # Should fail if multiple_trajectories flag is not set - with pytest.raises(ValueError): - model.fit(x, u=u, t=t) - - # Should fail if x or u is not a list - with pytest.raises(TypeError): - model.fit(x, u=u[0], multiple_trajectories=True) - - with pytest.raises(TypeError): - model.fit(x[0], u=u, multiple_trajectories=True) - - # x and u should be lists of the same length - with pytest.raises(ValueError): - model.fit(x[:-1], u=u, multiple_trajectories=True) - - model.fit(x, u=u, multiple_trajectories=True) + model.fit(x, u=u) check_is_fitted(model) - model.fit(x, u=u, t=t, multiple_trajectories=True) - assert model.score(x, u=u, t=t, multiple_trajectories=True) > 0.8 + model.fit(x, u=u, t=t) + assert model.score(x, u=u, t=t) > 0.8 model = SINDy() - model.fit(x, u=u, x_dot=x, multiple_trajectories=True) + model.fit(x, u=u, x_dot=x) check_is_fitted(model) model = SINDy() - model.fit(x, u=u, t=t, x_dot=x, multiple_trajectories=True) + model.fit(x, u=u, t=t, x_dot=x) check_is_fitted(model) -def test_predict_multiple_trajectories(data_multiple_trajctories): - x, t = data_multiple_trajctories +def test_predict_multiple_trajectories(data_multiple_trajectories): + x, t = data_multiple_trajectories u = [np.ones((xi.shape[0], 2)) for xi in x] model = SINDy() - model.fit(x, u=u, t=t, multiple_trajectories=True) - - # Should fail if multiple_trajectories flag is not set - with pytest.raises(ValueError): - model.predict(x, u=u) + model.fit(x, u=u, t=t) - p = model.predict(x, u=u, multiple_trajectories=True) + p = model.predict(x, u=u) assert len(p) == len(x) -def test_score_multiple_trajectories(data_multiple_trajctories): - x, t = data_multiple_trajctories +def test_score_multiple_trajectories(data_multiple_trajectories): + x, t = data_multiple_trajectories u = [np.ones((xi.shape[0], 2)) for xi in x] model = SINDy() - model.fit(x, u=u, t=t, multiple_trajectories=True) - - # Should fail if multiple_trajectories flag is not set - with pytest.raises(ValueError): - model.score(x, u=u) + model.fit(x, u=u, t=t) - s = model.score(x, u=u, multiple_trajectories=True) + s = model.score(x, u=u) assert s <= 1 - s = model.score(x, u=u, t=t, multiple_trajectories=True) + s = model.score(x, u=u, t=t) assert s <= 1 - s = model.score(x, u=u, x_dot=x, multiple_trajectories=True) + s = model.score(x, u=u, x_dot=x) assert s <= 1 - s = model.score(x, u=u, t=t, x_dot=x, multiple_trajectories=True) + s = model.score(x, u=u, t=t, x_dot=x) assert s <= 1 @@ -382,17 +360,12 @@ def test_fit_discrete_time_multiple_trajectories( data_discrete_time_multiple_trajectories_c, ): x, u = data_discrete_time_multiple_trajectories_c - - # Should fail if multiple_trajectories flag is not set model = SINDy(discrete_time=True) - with pytest.raises(ValueError): - model.fit(x, u=u) - - model.fit(x, u=u, multiple_trajectories=True) + model.fit(x, u=u) check_is_fitted(model) model = SINDy(discrete_time=True) - model.fit(x, u=u, x_dot=x, multiple_trajectories=True) + model.fit(x, u=u, x_dot=x) check_is_fitted(model) @@ -401,13 +374,9 @@ def test_predict_discrete_time_multiple_trajectories( ): x, u = data_discrete_time_multiple_trajectories_c model = SINDy(discrete_time=True) - model.fit(x, u=u, multiple_trajectories=True) - - # Should fail if multiple_trajectories flag is not set - with pytest.raises(ValueError): - model.predict(x, u=u) + model.fit(x, u=u) - y = model.predict(x, u=u, multiple_trajectories=True) + y = model.predict(x, u=u) assert len(y) == len(x) @@ -416,17 +385,13 @@ def test_score_discrete_time_multiple_trajectories( ): x, u = data_discrete_time_multiple_trajectories_c model = SINDy(discrete_time=True) - model.fit(x, u=u, multiple_trajectories=True) - - # Should fail if multiple_trajectories flag is not set - with pytest.raises(ValueError): - model.score(x, u=u) + model.fit(x, u=u) - s = model.score(x, u=u, multiple_trajectories=True) + s = model.score(x, u=u) assert s > 0.75 # x is not its own derivative, so we expect bad performance here - s = model.score(x, u=u, x_dot=x, multiple_trajectories=True) + s = model.score(x, u=u, x_dot=x) assert s < 1 @@ -454,23 +419,6 @@ def test_fit_warn(data_lorenz_c_1d, params, warning): with pytest.warns(warning): model.fit(x, u=u, t=t) - with pytest.warns(None) as warn_record: - model.fit(x, u=u, t=t, quiet=True) - - while True: - try: - warn_record.pop(PendingDeprecationWarning) - except AssertionError: - break - - while True: - try: - warn_record.pop(DeprecationWarning) - except AssertionError: - break - - assert len(warn_record) == 0 - def test_u_omitted(data_lorenz_c_1d): x, t, u, _ = data_lorenz_c_1d @@ -500,7 +448,7 @@ def test_extra_u_warn(data_lorenz_c_1d): model.score(x, u=u) with pytest.warns(UserWarning): - model.simulate(x[0], t=t, u=u) + model.simulate(x[0], t=t, u=u, integrator_kws={"rtol": 0.1}) def test_extra_u_warn_discrete(data_discrete_time_c): @@ -515,4 +463,4 @@ def test_extra_u_warn_discrete(data_discrete_time_c): model.score(x, u=u) with pytest.warns(UserWarning): - model.simulate(x[0], u=u, t=10) + model.simulate(x[0], u=u, t=10, integrator_kws={"rtol": 0.1}) diff --git a/test/utils/test_utils.py b/test/utils/test_utils.py index 52fc5ff76..54578c43d 100644 --- a/test/utils/test_utils.py +++ b/test/utils/test_utils.py @@ -1,6 +1,9 @@ import numpy as np +import pytest +from pysindy.utils import AxesArray from pysindy.utils import reorder_constraints +from pysindy.utils import validate_control_variables def test_reorder_constraints_1D(): @@ -26,3 +29,17 @@ def test_reorder_constraints_2D(): np.testing.assert_array_equal( reorder_constraints(row_order, n_feats, output_order="target"), target_order ) + + +def test_validate_controls(): + with pytest.raises(ValueError): + validate_control_variables(1, []) + with pytest.raises(ValueError): + validate_control_variables([], 1) + with pytest.raises(ValueError): + validate_control_variables([], [1]) + arr = AxesArray(np.ones(4).reshape((2, 2)), axes={"ax_time": 0, "ax_coord": 1}) + with pytest.raises(ValueError): + validate_control_variables([arr], [arr[:1]]) + u_mod = validate_control_variables([arr], [arr], trim_last_point=True) + assert u_mod[0].n_time == 1