diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml new file mode 100644 index 0000000..09b0cf1 --- /dev/null +++ b/.github/workflows/ci.yaml @@ -0,0 +1,62 @@ +name: Build, test and publish + +on: + push: + branches: + - main + tags: + - "*" + pull_request: + release: + types: [published] + +jobs: + build: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + with: + fetch-depth: 0 + - uses: actions/setup-python@v5 + name: Install Python + with: + python-version: "3.10" + - name: Build sdist and wheel + run: | + python -m pip install -U pip + python -m pip install -U build + python -m build . + - uses: actions/upload-artifact@v4 + with: + path: dist/* + + test: + runs-on: ubuntu-latest + needs: [build] + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: "3.10" + - name: Install dependencies + run: python -m pip install -U pip + - name: Install package and test dependencies + run: python -m pip install ".[dev]" + - name: Run tests + run: python -m pytest + + publish: + environment: + name: pypi + url: https://pypi.org/p/portrait + permissions: + id-token: write + needs: [test] + runs-on: ubuntu-latest + if: github.event_name == 'push' && startsWith(github.ref, 'refs/tags/') + steps: + - uses: actions/download-artifact@v4 + with: + name: artifact + path: dist + - uses: pypa/gh-action-pypi-publish@v1.8.14 \ No newline at end of file diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml deleted file mode 100644 index e1d68ed..0000000 --- a/.github/workflows/ci.yml +++ /dev/null @@ -1,29 +0,0 @@ -name: nuance/ci - -on: - pull_request: - branches: - - main - paths-ignore: - - '__pycache__' - - '.pytest_cache' - - # Allows you to run this workflow manually from the Actions tab - workflow_dispatch: - -jobs: - build: - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v3 - - name: Set up Python 3.9 - uses: actions/setup-python@v4 - with: - python-version: 3.9 - - name: Install dependencies - run: | - python -m pip install -U pip poetry - python -m poetry install --with dev - - name: Test with pytest - run: | - python -m poetry run python -m pytest \ No newline at end of file diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml deleted file mode 100644 index 52d647d..0000000 --- a/.github/workflows/publish.yml +++ /dev/null @@ -1,50 +0,0 @@ -name: nuance/publish - -on: - release: - types: [published] - - # Allows you to run this workflow manually from the Actions tab - workflow_dispatch: - -jobs: - ci: - name: Build & Publish w/Poetry - - strategy: - matrix: - python-version: ["3.10"] - os: [ ubuntu-latest ] - - runs-on: ${{ matrix.os }} - - env: - PROJECT_NAME: "nuance" - PYPI_API_TOKEN: ${{ secrets.PYPI_API_TOKEN }} - - steps: - - name: Checkout 🛎 - uses: actions/checkout@v3 - - - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v4 - with: - python-version: ${{ matrix.python-version }} - - - name: Install Poetry - uses: snok/install-poetry@v1 - - - name: Setup Poetry Configuration 🛠️ - run: poetry config pypi-token.pypi $PYPI_API_TOKEN - - - name: Install Dependencies - run: poetry install --no-root --no-dev - - - name: Build Package 🐍 - run: poetry build - - - name: Dry-run Publish to PyPI 😬 - run: poetry publish --dry-run - - - name: Publish to PyPI 🚀 - run: poetry publish --skip-existing diff --git a/docs/index.md b/docs/index.md index 0c1eed5..939c482 100644 --- a/docs/index.md +++ b/docs/index.md @@ -61,8 +61,6 @@ Efficient detection of planets transiting quiet or active stars markdown/install notebooks/motivation.ipynb -notebooks/star.ipynb -notebooks/templates.ipynb examples.md ``` @@ -81,5 +79,8 @@ notebooks/tutorials/exocomet.ipynb :caption: Reference markdown/how.ipynb +notebooks/star.ipynb +notebooks/templates.ipynb +markdown/hardware.md markdown/API ``` diff --git a/docs/markdown/hardware.md b/docs/markdown/hardware.md new file mode 100644 index 0000000..27dfcf8 --- /dev/null +++ b/docs/markdown/hardware.md @@ -0,0 +1,102 @@ +# Hardware acceleration + +When running the linear search, nuance exploits the parallelization capabilities of JAX by using a default mapping strategy depending on the available devices. + +## Solving for `(t0, D)` + +To solve a particular model (like a transit) with a given epoch `t0` and duration `D`, we define the function + +```python +import jax + +@jax.jit +def solve(t0, D): + m = model(time, t0, D) + ll, w, v = nu._solve(m) + return w[-1], v[-1, -1], ll +``` + +where `model` is the [template model](../notebooks/templates.ipynb), and `nu._solve` is the `Nuance._solve` method returning: + +- `w[-1]` the template model depth +- `v[-1, -1]` the variance of the template model depth +- `ll` the log-likelihood of the data to the model + +## Batching over `(t0s, Ds)` +The goal of the linear search is then to call `solve` for a grid of of epochs `t0s` and durations `Ds`. As `t0s` is usually very large compared to `Ds` (~1000 vs. ~10), the default strategy is to batch the `t0s`: + +```python +# we pad to have fixed size batches +t0s_padded = np.pad(t0s, [0, batch_size - (len(t0s) % batch_size) % batch_size]) +t0s_batches = np.reshape( + t0s_padded, (len(t0s_padded) // batch_size, batch_size) +) +``` + +## JAX mapping + +In order to solve a given batch in an optimal way, the `batch_size` can be set depending on the devices available: + +- If multiple **CPUs** are available, the `batch_size` is chosen as the number of devices (`jax.device_count()`) and we can solve a given batch using + + ```python + solve_batch = jax.pmap(jax.vmap(solve, in_axes=(None, 0)), in_axes=(0, None)) + ``` + + where each batch is `jax.pmap`ed over all available CPUs along the `t0s` axis. + +- If a **GPU** is available, the `batch_size` can be larger and the batch is `jax.vmap`ed along `t0s` + + ```python + solve_batch = jax.vmap(jax.vmap(solve, in_axes=(None, 0)), in_axes=(0, None)) + ``` + +Then, the linear search consists in iterating over `t0s_batches`: + +```python +results = [] + +for t0_batch in t0s_batches: + results.append(solve_batch(t0_batch, Ds)) +``` + +```{note} +Of course, one familiar with JAX can use their own mapping strategy to evaluate `solve` over a grid of epochs `t0s` and durations `Ds`. +``` + +## The full method + +The method `nuance.Naunce.linear_search` is then + +```python +def linear_search( self, t0s, Ds): + + backend = jax.default_backend() + batch_size = {"cpu": DEVICES_COUNT, "gpu": 1000}[backend] + + @jax.jit + def solve(t0, D): + m = self.model(self.time, t0, D) + ll, w, v = self._solve(m) + return jnp.array([w[-1], v[-1, -1], ll]) + + # Batches + t0s_padded = np.pad(t0s, [0, batch_size - (len(t0s) % batch_size) % batch_size]) + t0s_batches = np.reshape( + t0s_padded, (len(t0s_padded) // batch_size, batch_size) + ) + + # Mapping + if backend == "cpu": + solve_batch = jax.pmap(jax.vmap(solve, in_axes=(None, 0)), in_axes=(0, None)) + else: + solve_batch = jax.vmap(jax.vmap(solve, in_axes=(None, 0)), in_axes=(0, None)) + + # Iterate + results = [] + + for t0_batch in t0s_batches: + results.append(solve_batch(t0_batch, Ds)) + + ... +``` diff --git a/docs/notebooks/exocomet.pdf b/docs/notebooks/exocomet.pdf deleted file mode 100644 index 23c315a..0000000 Binary files a/docs/notebooks/exocomet.pdf and /dev/null differ diff --git a/docs/notebooks/single.ipynb b/docs/notebooks/single.ipynb index 8e9849c..26507db 100644 --- a/docs/notebooks/single.ipynb +++ b/docs/notebooks/single.ipynb @@ -40,7 +40,7 @@ "outputs": [ { "data": { - "image/png": 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lEvL5vNYaxzpeyL5LcwVBBBcSdl2AnzEulGRBbARUgqZQKEitZ9lsVinAbF3AKiGkKqkyODjY4CaNxWLYvHkz5ubmap8lEola/TmT0LTNvA2FQlprnC5zmM0VFHtHEMGEhF3A8TvGxa8gdIJoJc2KBteFikrUMWxcwKrfjEaj0mcOQIOFb3V1teH7S0tLSKVStTGqhKauT61YU69SqUjHygSxStSxuYJi7wgiuJCwCzCtinHxEoROEO3CD9GgWsA02xNVx+bNm5WfDw0NNTxzMhGnYnFxEf39/cresOVyGcvLy9LvRqNRTE1NNWS6ytC5b1kyB8XeEUSwIWEXYFoZD0dtf4h24WJ9U4mGUCgkbYOlQ7WA8WKxtjkGU5iD+My5iMnFxUUsLi5KRa6p4DIbM//bXiz3TBR7mZfIbUsQ7YOEXYBpVzwcTbpEq3C1vqlEw8zMjNX3RWQLGFeLte0x2Iol9ryFQvL68ENDQ1hZWZH+TbSM2RZclqE6D6bjcJ2XyG1LEO2FhF2AaUc8HE26RKvw4rIzLVr8cvnZWqxdj8EkGm3amQ0ODuIVr3gFjh8/Ls2a5S1jNoWPC4VCQz08huo8iMcBnIn/Y8dkOy+R25Yg2g8Ju4DTyng4mnSJVuLFZScTDS7f9xuvx2ArcmQcOXIEgDqjlRe/rcxmZ8ehWvzp5iVmlVRlBFPJFIJoHSTsuoBWxcNRTTuilbjWXBML7BYKhZoL1ma/triEHuiOQbYf3b5d24qpMlpNsXIiqoQRG0yLP9n5s7FKUnklgmgdJOw2MFTTjmglrjXX+DCAcDiMRCKBSqXiORRBJrJcQw9UxyAr7gtAu2/dc5XJZOpq1zE2bdokLZzMI/aP5Wk2dMN18WdjlaTySgTRWkjYbWCoph3RalxqrsnCALyGIsgE3MDAgKfQA1m82fT0dMN+RMR9h8NhZTuzgYEB6W/zbtlYLCbdRtY/FjjTSUOsz+eaKOW6+NOVSunv76cELYJoAyTsNjhU045oNTKXnYslyDUUQSUaVdiEHvBjcKk/J+47lUpJhd3g4KDWpcqEWyaTkf6GDLEIsZdEKdXiD6hPpgDOnHddlw2aWwiiPZCwI6imHdF2WhUGoCvU6zoWP7YXt9VZyZPJJAYGBmo160RyuRwSiUTDs2oby+g1UUpc/OXz+TqLpcwNzUNeAIJoLyTsCIJoO60IA7AJ2hfRlelQWbFlYx8eHkYkEqmLk1PtW2Ultxm/yqJpOpfNJkqxxZ+LNXRiYoIsdQTRAUjYEQTREfwMA/BSqFcWgwbYuSzZ2GdnZ5HP52tWwqGhIaRSKePxyFqC2YxfZZ0znUu/LKQumb18CzSCINqHvPQ50RWUy2Wsrq4q+z4SRNAJh8OIxWJNCwCV4BgdHcXU1FTNXcgYHx+XirpisSi1SInPWLlcxsrKCvL5fN3nKysrCIVCdXFnNs+ojWAyWTT5cyn+LrPquexPRjNuaIIg2gNZ7LoU6hhBEC+jEhHDw8O1+DWTdVDnCl1YWMDo6KhxO+BMp4doNOr0jJpEkMq6KFIul7GwsFCXoDE+Po54PI5IJFIrnRIKhVCpVFAul53EnS6ZgrLrCSIYkLDrQqhjBEHUI1rOAHkxX12Tep1Ym5+fRyqVAqDPsAXOZIC6PqOy8fOIGa4yVIJT/CyRSGBpaan2b9tFIYs7jMfjmJqaahDJlF1PBJGN2AudhF0XQh0jiI2CzaSsEmXxeNz6d2xcoTbbJBIJRKNRZUkU2TNqE19nsui5xBjyog6wWxTaWB8pu54IGhvVs0Uxdl1IuztGUCwf0Sp099bi4iKmp6dx8OBBTE9PS0uAAGdcny6fy7B5dorFonE71t/V5Rk1CcZsNmsUTK7tyly+r7I+8teM5ggiaNjct70KWey6kHZ2jBBXPNlsVloklSBc0a2m/Q43MFn+wuFwQ19WkVwuZ9yOWeRcnlGTWMzlcujr61NaGsrlcoMVzhXdGEweAi9WkY3oHiPay0b2bJGw61La0TFC9nLVVcAnCFtMws1lUlY1uWef2woPm+SEmZkZAOrerrxAsn1GZSJQRCVqdYkc8XgcZ511VsM4ZTF2uvlDZ330IsA3qnuMaC8buRc6CbsuptUxLaqXq6oCPkHYYhJuLpOyzjrmIjxcJnyZqJMJJNtnlBeBa2trNQHJI4paU1xdPp+XJmVks1lks1mp4JRZ0nTn1yWWUDVmSvwiWsFG7oVOwq6LaLf7wuSe2QgPCNEaTMLNdVJWWcdce9KaLGc6XJI1ZDARWCwWpX8/ffp03b+9xtWx0i0m6x9vSVOdX1eryEZ2jxHtZ6P2Qidh1yV0wn2hiyfaCOZsonXYCDfXSVlmHXMVHuJvAmeSMGQWNBFenJgWYbq/q0qbHDp0qO659/oM8qVb+OM0WdJk59dVgG9k9xjRGTZitjYJuy6gGfdFs1Y+FkvHi7uNYs4mWouNcGt2UvbijhF/M5FIoFwuaxMrgJfFiWkRZvq7TuTwz73s2JLJpDJ7mEcsYpxOp6Xb2VjSXAT4RnaPEUS7IGHXBSwsLEg/N026fln5MpkMEonEhjNnE62nHatpk/CwWfyYEitYzNra2pp2EaZapPX19WHz5s21MehcwvxzLzu2aDRqdCfzok72b0YoFMLq6qpz71sdG9U9RhDtgoRdwCmXy8pJV7eyd7Xy2ZSDoAmY6FZU96/t4kfXsuyss84yWvOYGFPFmB06dKhhDAMDAzhw4IBxLOKx6b7L/i6z6omfJxKJun2w1mR+CDKaTwiidZCwCziqF0E6ndZOjC5BylR+gAgirU4Wsln88GOQxZsuLy9jeXnZ+FtMjNnEkrExRKNRz25LVZzexMQEAEiFXSwWw8jICEqlEkKhUIMwFM9VK+YJqm9HEM1Dwi7gqF4ELPjZ9Xtra2t1jb+p/AARRMTFRjqdRiqV8vWedC28q4pDM8GLMdvM20KhgEQi4dltqXr+VTX/2N+YJU1VxoTHNE8wkRYKhVCpVIzjpwUmQfgDCbuA4zXYWPUCYdl9bNKk8gNE0JAtNubn5zE/P+/Ly54XHDJUhXdVIREyJicnlWLG5CoFzjynJ06cqIlZ12fRNG+Y5hTbLFU2T4iWNlXhZNX1owUmQfgHCbsuQLdqL5fLtZ6YbMUtfk9WroFNmlR+gAgauvpszb7sRcGh6sKgsljF43Fp0V+e8fHxhmQLUfjI3KwiOjFr47LUzRsmS6CtZTESiUjbDqpiDlXXjxaYBOEfJOy6BNmqXbYqFl8C4XAY/f390n2WSiXEYjEqP0AECtOiwvSyV4kemVVI1WNVNYbt27dLhZ3OQjc3N9dQLiiZTNaJq5MnT+Lw4cPS35ydncXAwEBN/IilV3RWTJ21z2QJFMVfPp9vcE3LsoBNiSTMzcxDC0yC8A8Sdl2Kqp2QbEVsmjSp/AARJEzWIt3LXhenZdOpgX9+ZGM4efKkdCGkKociijrxN9h/kUhEKewAaN22zVoxddY/XvyxeYLVwGP/+QHVtyMI/yBh16XoXlKiRUM3afKTeiwWa+mYCcIWUUQwdC97U5yWqlWXCHt+ZC3CZmdnMTU1hampKeNCSFfUWGZ1TKfTnoWSq8uSPffFYtHa+sfCPmzGqHPHqhI4aIFJdJJeysgmYdel6KwWsr/JJk3KQiOCTDgcxujoKFKplNWEq4vTAswuQgYryru2tqbcXywWM07+LPZVBv+Mis+hTRyfbn8mVIkNgNr6p/uOSDqdRiKRQCKRcBLmANW3IzpDr70LSdh1KTp3VT6fl658+UnTZN3opdUL0d3Yvux1JX5UIm14eLiuDt3Q0JDW7an7HR6dEMpms9rnMJ/P12L2Tp8+XVe8WLU/Jl7FmELxGVaFcPCI1j+b70xOTmJ5ebnORTs8PFwrU2Mzl9CcQ3SCXszIJmHXxajKJtgUEtVZN8Qg6W5fvRAbA1OJHxnLy8sYGhpCKpVCPp/H3Nyc9jd4i5NLkgZjaGio1n8ZUD+HlUoFsVjMWE9uaGhI6kpVWSBs4gxF4Wr6zvj4OPr7+xtctKx4cyKRqBVGVtFrFhOie+jFjGwSdl2OqsI8D1t9AKi9iFRWh1Ao1HOrFyJY6Er0NIuuxI+KlZUVvOIVr9CKuomJibqxykp8RKNRRCIRrRBaWVlBuVwGAGMtPf5/dfvjYRm0qmfYtD+Zq1T1Hf6c6ATo0tISUqmUMsGkFy0mRPfQixnZ8lmlTXznO9/B2972Nmzfvh2bNm3Cgw8+aPzO448/jte97nWIRCJ45StfiXvuuadhmzvvvBPnnHMOtmzZgl27duHJJ5+s/W1paQkf+tCHcN5552FgYABnn302PvzhD+P48eM+Hln7sL35FhYWMD09jYMHD2J6ehr5fB7j4+N124yPjyuFos1KnyBMLC4uYnp6GjMzM5iZmcH09LS0vVUzeBEDqrInjP7+fq07M5fL1T1bOvhn8cCBAw2lP8ROFdls1ulYfvzjH0s/P3bsWG3/PNlsFjt37sTU1JTUShYOhxvGyGLo2DhN85Au3tAUGymjXC5jdXW1JpIJwivM0s/T7RnZHbXYFYtFnH/++Xj/+9+PK664wrj9zMwMLr/8clx33XX46le/iv379+Paa6/FyMgI9uzZAwD42te+hr179+Kuu+7Crl27cNttt2HPnj147rnnkEql8NJLL+Gll17C5z//ebzmNa/B7OwsrrvuOrz00kv4u7/7u1Yfsm/wbiCbQqKim0SV3aeaKLt59UK0FtvYKJcSPc3gEujPMPV75e9/0yLH5M4Vn8WlpSVtHTzmurVN/jh16pRyXHNzcxgfH7fK6mWUy+UG4bu0tFQXK2gqUcMyYWX3iqvFxMVtS3F7hA29lpG9qVqtVjs9CADYtGkTHnjgAbzzne9UbvM7v/M72LdvH/793/+99tkv//IvY2VlBQ8//DAAYNeuXXj961+PO+64A8AZV+XY2Bg+9KEP4aabbpLu92//9m/xa7/2aygWi+jrs9O6+XweW7duxfHjx6VlEVqJbGLTFRJVxers3LlTWuKE4l0IW1zuldXVVRw8eFD6t4mJCfT39zc9qZbLZUxPT3v+vgzxmFrxG6pnkUdWE88rU1NT1udZdd1kY2binbdashg73b0yMzPTIB5VHTdk5152PDSPEb2Ei+boqhi7J554Art37677bM+ePfjIRz4C4MxD/9RTT+Hmm2+u/T0UCmH37t144oknlPtlJ0on6kqlUt1K3bUcgV+o4lGmpqZqkyy/+giFQsosP9WKmI9TAvSNw4mNi2tslM7qy8fDNfMCdgkZyGQy6O/v1xYGnpycrMWGuVrJxd/SWfJMFnFdTTwvuASG6+JxV1dXGzLvX/WqV6FYLKJQKGBwcBDRaFR7rwByV7jsXrINdKe4PWIj01XCbm5uDul0uu6zdDqNfD6PkydPYnl5GadPn5ZuoxI3i4uL+MxnPoMPfvCD2t++9dZb8fu///vNHYAjMjeC7cTGSkSogprZORInZgZlxhImXLPJbPuPNvMCdgkZiEQiiMfjSmHHd5SQWX+YO1Ms8itjYGBA+TebeB4vMa4sE1WWROJynmTXLZFI1M2pmUymLhYwGo3WBJ2pJqAO/l4ql8vK/dhm8uoELbltiV6hq4Sd3+TzeVx++eV4zWteg0996lPabW+++Wbs3bu37rtjY2MtG5vKjeAaj6LKuuvr66tzafDCjVa7hA1esslEazAgFx4yC4zNS1clHlkJEB5m6Ra3TyaTiMVidXFhsueBZYXGYjEkEgmlyBsfH1davXmLoA7VOZ2cnESpVJKeQ5axWqlUpD1yWRavzTNt8gLMzc1hdXUV5557bm1/Nq5jk8Bkf9fFTbpk8voRt0cQQaerhF0mk2kIPJ6fn0c8HsfAwAA2b96MzZs3S7fha0cBZyxVb37zmxGLxfDAAw+gv79f+9u6EiF+YxJWiUSiznXBZ6fxqCZDWbsffv+9WNeH8B+v/T35LEubZB3Xl64s/kSVeVsqlWr1IAuFAtbX1zE3N1fbfnx8XPncMzHFxhMOh2siT1bOxaXHrIiud20ymWwQb3zRYtn5MLURkwlpkxegWCxienoa4+PjWF9ft3Ydq46Nb3som8fEEjSmfaruTVrIEr1GVwm7Sy65BA899FDdZ48++iguueQSAGce5gsvvBD79++vJWFUKhXs378fN9xwQ+07+Xwee/bsQSQSwbe+9S1s2bKlbcdggyn935ShBqgzEFn2nWr/rCG5DMqMJURss8lUFjfTC9jlpct+Q+WukxGJRIwttiYnJ7X7EMcjKw8CNJ95p+pdG4/H6/YtWg3F0BTZPiqVCoaGhoytBnXuUH5/trA5RxbXawo/4UvQyLA937SQJXqNjgq7QqGA559/vvbvmZkZPPPMM0gkEjj77LNx8803I5fL4Stf+QoA4LrrrsMdd9yBj33sY3j/+9+Pxx57DF//+texb9++2j727t2Lq6++GhdddBEuvvhi3HbbbSgWi7jmmmsAnBF1v/ALv4ATJ07gvvvuQz6fryVCbNu2DZs3b27jGZCjE1a2k5Cuor1JuHm1xBAbE1PLL5PFTfcCVt3HhUKhzuon9iS1gcWE2bTYMmErAprphaoax/LyMoaHh2v7FTNYbc7L4cOHcfjwYaXLmvWvdS0jY4Kfi1SCuJmFps35poUs0Wt0VNj94Ac/wGWXXVb7N4thu/rqq3HPPffg6NGjePHFF2t/n5iYwL59+3DjjTfi9ttvx+joKL785S/XatgBwFVXXYVjx47hk5/8JObm5nDBBRfg4Ycfrq1af/jDH+J73/seAOCVr3xl3XhmZmZwzjnntOpwrZEJK+ZaMVWqV/2bUSwWEYlEkE6ntc25XawLFHRMqLC1uKlewDo3KLM8exUb4XDYWL/Olkgkon0O/HhGisWi9PMjR47gyJEjGB8fV9aws0Xlsi4UCr6LOtvFYqsXmrSQJXqNwNSx6zbaUceOvQxE14oYY6eKObIJXk4mkxgZGfE8iVHQMaHDpQaajFbUjHOB1YjUjYFVrVc9BybXpu3iya/zMDw87Cxox8bGtGVheHQxdrpCzCZavYCkBSoRZHq2jt1GQ+Va0VWq5ycnm8DsxcVFRCKRhuQSGyjoeONi+xJs1s3ViVZ2fN9XVeIDcCZ2LZVKAUCD6OJrtKmeEVNJIf4c+3keBgcHnYWdbeF2AHXPv5ikYZssIqMZN3YQ9k8Q7YKEXcDRxcqJFg9ZY3IbcrmcMrPWy9go6Li3cbHSNuvm8jvOaXR0FP39/dLyIKOjo3WxajyyFfL8/DxSqZSnXqcy1ya/KPL6LNvgklzCGBwctC7KfPToUYyPjyOTydTKwJAVjPALsqyaIWEXcGwtHqrG5KaK9wz2EnJ5YGzj/YjewYuVtplsUF1RYyZ2xAzQVCqFpaUlqStweHhY+VsqUQfoFzF+Bt+z35E9y7IyRTzZbBZ9fX0NhYTFLHqb+YCHCXF2HU2JKouLi7Xwjl6zgpGo6CwU+mMHCbuAI2tdJrN4NOuqKRaLdS5f0wOjKhFBQce9jVcrbTMv+GQyKY3ZEv+dzWZrIQWZTAbFYhErKyu1v/NWaVcrok686aySsmSEdDqtXBSFQiHlOY5Go5iamsLy8jKOHDki/XssFqsT0QCwdetWrK+vW8fI8ftLpVJ1xZXD4TBGR0eRSqVQKBSklk+gN632JCo6C4X+2EPCLsCoatHJ3EKqF4/N6txUsNh2XLZV9InupROlIWz7pPIhBaKoA+rrPXqxIuoyyWX7Uz0n8/PzSouXqRxROBzG8PCwVNjx5Ypk7lxXisViQxFmBitNoro2LvdDN1jBSFR0Hgr9sYeEXYBxuZF1LisRlulnCsxWPTC6uD+it+lEaQgXa3SpVNLWW+PvaVsroiiQmLtX9gza1ODTYbIA2qISlSIsCSufz2sXgSoRwyykYpKE7Vi7xQpGoqLzUL1Be0jYBRiZGxZQ38jJZBKhUEjqHpmYmEB/f7+0AKxrrBw9YBsb0ToFnClrwluq/LTAqO5P1bY6QeN6j8oEEkuaMKGqO6fCZAFk2IgMG1GZTqdrFvZQKGS07qtEjJckiXK5bEwgCRI053UeqjdoDwm7gDI3NyedaMXWYSKqZuNiT0VxpTw0NFTnuhoeHsba2pr0t+gBI1TuPtsaiy7YWoLHx8e125qeHaDRLehiqeG/CzTGAMoYGxtDX1+ftOcpL9LW1tZqY9GJDDYG1aKQhxen0WhUmmjBoxPYLjGUJhdxEK1g3TzndYOr25Zm2/JtFEjYBRBdTJEphs1mApJZIcR4pOXlZSwvL2NoaAipVKrhIaIHjJDdR6Iw8MMCoxIyk5OT6O/vb4hrU5HL5dDX16dseC8WAmchCzZjkrlrbWAJDTIBrBNAMgHt0vJLJkomJiZqSRGlUgnHjh2r+/uBAwcawji8FBk2jTGoVrBunPO6xdXtQtAyrYMonEnYBRCdG8XLpLe+vl57CQwODjrF/qysrNREnyyAOig3MtE+2ERmWw+tWQuMbLHCigizv5fLZayurhrdtrOzsxgYGKglKejE0OzsrLR+nM1CybVvrSiATQJoaWmpztoHNBZJlqGKD2REo1GcPHmyQdTx4+Th54RisYhCoYDBwcHatbG1gPL7C/Kc0k1z3kZM+Gi3yBK7OwVFOJOwCyAq8SZzJYk3sqqenbgfL/T6pECY8ZJp6YcFRix5wv43k8k4j+nAgQPW28os56IVTyVWxCxaE64xcry1z+Yc22St2yZdMNickMvl6iyIQ0NDiEQiDVnEKgvoxMSE1B1NeGejJXy02zopa9kZlHckCbsAorJQiG2/ZDeyzQRvU+xURa9OCoQZm5e+zEXox/0iC0/I5XIoFAo4fvx40/t3QXwGVM9cKpWqdaaIRCLKosmy/biI4dnZWUxOTmq3sW3n5SWTd2VlpcEFL4Z2AHoLaCKRcP5dkSC6xDrJRkr4aLd1UhcuFYR3JAm7gGKK51DdyKYJnsGKncpii3TwAdo0gW4sVC99MeM6m836fn+ofruVok61+BFfjKa4Vva/fPbowsKCsniyap86CoVCw3hlPW9NeHnpFwoF621tLKBe6MVYsmbp5oQPV9ptnfQ7XMpvSNgFGF08h66WnM0LgU324XAYsVisrlzBiRMncOjQoYbvZLNZY+NyGSQEewPVhCW60MT71ub6m7ZxnSxZfTb2vVKphNOnT0vvax5RDIktulSZtbaB9exzXfFk2T5ZRwpVBwlWsJgfPztuF1wFJXAm0aoZXF6+YuYxOzcbLZbMlm5M+PBCu62TLuFSnYCEXcBRvfB0tef4tkIya5xs1ca/jBcWFqT7DofDDTXyTBMoraR7B1cLQLlcbugrapP9KdsmHA5b9z3m67MxVEkSpixPWWyfLLOWjdFmUnctPM4+i0aj0hZlPLlcDlNTUw3HKwvlEGFzTTwex9TUlLZlmBdsLaAqXGMpdYJxIy02uynhwyvtsE6K94xNuFSnIGEXYFQvPN0El8/nkUwmG6xxzF0iWldkyReuGX3sRSVOlBsxK6vXsbUAqO7R2dlZhEKh2n3oco/E43ErYScWD7ZpgacTAF4CpHXCwat1wTaxQVb4l082keE1XlckmUyir6+v7jrxmbiiBXR8fByAucC1a1IHUH8++X168ToQwaeV1knVuzio1lASdgFF9cIbGBjQTnCyl044HJYGJ7tM5ul0Wln8uFgs4uDBg3X7SSaTGy4ra6NgsgCYXsJ8/1HV/ba8vIzh4WGrJAUTphZ4KhFWLpeVbkbdPSw+V6J716t1wUtiAw/fS5en2XhdnpGREYTDYWzbtk16TsWX4dLSUl2ZFlWBa9dj58+nydJHi83ewdU6aRsmolt8BvG+IWEXUFQTmU2gso1wcp3M2YpbZn5WWTQ2UlYW8TK2L2Hd/XbkyBEcOXKkzppiG//FRCEbiy5swYtVnH2XIcZ96coNsf17We3bPDfj4+PKBRggnxu8xutGo9G6tmliwoguzjAcDkvLRagKXNvOGaOjo3ULAltLHy02Nx62YULdaKAgYRdQdIHqXr8LmIvLyiZzXQ9L3U0fi8U2TFYW8TIuwt0kApmVmrlMxZg3GUwU8sgsQWz/st/TiQGdNcjUcUJc6fMCxCbxQvY8yQSiSzybbgEWiUQwMTEB4Mzcs7a2VleE2CVWzUvLNUA9l8gQrby2iwzK9t9YuISAdKOBgoRdQFFN4tFoVDvB6YSTTfCxmHwhm+RszM/spg9yHALRGmT3LrOCiayurhr3d+DAgVpgsq5+lI6lpaW6TNlwOKzsi6qyittYg2ziU8WVvkuCkep5Ep8rFksns4iJJVBUc40qFk3VVUJEF9dm23INkM8loVAIi4uLdfeUbO6ztXJS3N3GwjWBqdsMFCTsAoxsEi+Xy4hEIrWXFCuDADQmRvDYuCS83Kw2N31Q4xAIMy4vb10sVT6fbxB2LkWy2XaqIrsq4chTqVQQi8UA6Bc5KjFgaw0ydZwQ3biuCUY2MY7MyiWian8kXi+gsUUZbz2VWSr5VmWmRaTq/AwNDdWVgpHNJTKRqGqTZmPlVB0rxd31Lq5WuG4zUJCwCzj8JC5OlqpAYxm2xWVlv6Pbryg0u+GmJ+ww3Qemv7N7V7WocL1PcrmcMibPRtixSdu0yDl06FDDswW8nHEu7k+E7zghlhsS61z5Hb/jUhJEFC/8XKOypDLrqSjI5+fnMT8/XxNNNmMQBTBvlXUpzD4/P9+QCc1jsnKqjjXIMVTEy3hxoXuxwnWTgYKEXZcgm9BUgcayuB3b4rIuFgTZi11mJSC6D9N94HKfqFyb6+vrzuNSxYC6hCjYxF3J3LQyISRLJmLPXCwWqz0Pqjp4qudSlfChw0tJEJV40bkwdVbW2dnZWkyeieHh4bqWa6pSJ+J4ZZhEmO6l3I0xVMQZmqmT2m1WOBdI2HUJtkHAbIKTWfdEZCsU24mTatT1Nqb7wA9LU19fn1KMDQwM4OTJkw2f8zGgfG1GQO5OlE3azbywxePjfzOfzze4OuPxuLYOnirT98CBA9YvKVNClA7duTC5lJvlwIEDdW5Um5d0K0RYN8ZQEf68g7rJCucCCbsAw69e+bICOlh2l8m6B8h7NKomyLW1NZTLZaPVg9wXvYHpBeryglVlcjNrMRNpp06dQrVaxdDQEKLRaEM5DP5lqwp2FydqVdyVS3yf6fhYIoZYPFlnveKfk2QyiYGBARw4cKDh+6aXlI3rlYVJ5PP5ujGqxIvNPnXnb3Bw0LotGXPh6somidezFSKsl603vQq9g9SQsAsoru1zgJcnOJtMQ8A+AwioLyqbTCbJfdHjhMPhhjgzvritywtWtS1wJr5JjEOLRCKIRqPIZDINXVMA9Uqd72ghIrr4VFmjjHQ6jb6+PqWwFPftKhLF54QVSxZZWFjA6Oio9G+2CVEs2YEXddlsVmoNtN1nMplEIpGQtowLh8NIJpMIhULWLclU5082R7VKhMmsN17LufSisAja8QXpHRS0c0PCLoC4xMrIkh9sb2xZHA+fDFEqlbS9Ycl90buUy+UGK6/YqN7lBSvLkhUzERnsHgMgFQ6q+1tcfDBULj4mHHnXLfs99pti1wgZuqLhMuuVS1kOlhjgEm8mzgmy+UTVhcIlySocDmN0dLQhTo4/9mZRFYJu1oVm8yJ2id/q9Z7YQTy+oLyDgnhuSNgFEJf2ObyFgp+sxBterBIPNMbxiK4vVa0ptoom90XvYuvmcHnBmrJkeWZmZqSCyabVFW+9Y/8W/y4rElwsFhtiynK5HKampqxf/jxDQ0PWz0k4HFbGtKlcS6oEC9Fq6eKysk2yEseu+ptfcXqmNm3N7Ev2InaJ3+r1eOMgH1+730Gy3upBPDck7AKIrcVNVwF/fHwcU1NTtWKeYvwOg92ES0tL0hIGpvH1avDpRqdZN4fOImKzcNFZwUytroCXrXemxQkbp+gOFsciWqsAs2V9ZWWlFpdq85ykUinpMyc75ypB6WINVMULerWC6AoSm4jFYtIQEnavyCyO/Ph4YeZaLkX2InYRw70e6xX042vXO8ilt3qnzw0JuwBiCu7etm0bXvGKV6C/vx+rq6sIhULSyYpZNkwv0kKhoI014l82LhXjie6lmRe8ySLSbAwMy4w1tRYD9IsT2zhWPhyBPxYbgeoywduec5WgnJyclBZwdr2WMitIsVisayUm4iUmmEcVF6xrW8jghZnp3rMVKS5iOEixXq3A7+MLWjyaDa691Tt97UnYBZRMJoNSqSQtunrs2DEcO3bMuA+Vlc4FVmyVjz1ihUg7HUdAtBYvbg4bi4gqQccGJkhcEhbExYmqT6wN/LHYTN6uE7zNOVeJk0qlYt0JxHQteSvIzMxMQxINn+3rpX6eDS7xUirLnnjv2YoUP5KDOila/BRPfh5fEOPRdDTbW71TkLALMCMjI8Zq+s0yPj6uDHJmMULlcrnB8hGEOAKi9di6OdgEKKs9B5yxCvO1FMW+n6ZFSDKZRDKZrBMvtvT1NU5zNt8fGxvD4cOHpd9l58Vr32YdpnOuEifFYhEHDx6s+31ZJxAZ5XK5LvuYPfcrKyvSJJpUKlWz3LlcC1t466PNQmBtbU358uWtcbJ9id1AGM0kB3VyXmyFeJLViFxdXXU61qDGo6nwq7d6JyBhF2B0AdVeYKvs9fV19PX11QVEiz0agZdjhHTuC/a/Qbmhifbj1Q3HCw3dizuTyaBardaJv2w2K902Ho8jn8/XbSerj2ZKwGDFhWXCjhdWtkWR/UQlTmzqwMkQk6aAxnaFIoVCoSa8vHTJMO1fLP8yMDCATCaD/v5+rK2tNdQM1JVVEYVwMpmsc+OL3UB4bBY2vHWs0513Wime2LnwKhyDHqvH49pbPWix5iTsAo4qoNoLovuKPZBsZS6Df2GJyAqeBtmsTviPrRvOVPpCJZBUSQ25XA6ZTKbhBS+KOlk8GGBOwHAp6SNO6mKChUzoyT53cZ+J58vrS1Mm6gB5QXMedj29ivqlpSVlSSXgjFhkFqHDhw8r5ycTqhhFryJYJGiuxVaLp2aEYysTsvykXC5jeXlZ+jc+BMGPcj6tgoRdwPEajySu4HUrep0rJRQKoVQqNXx/aGhIWmk/qGZ1whtee3fy2LokZate3rXo+tu5XE4b3ByLxZRFdP0o6aN66cs+B+AsENhYSqUSTp8+Ld1GZ03zUlgZOGNti0ajTcfWLS8vY3R0FJVKpaH9YTPxwbKaezx+iZ8guhZbncjRzLlrZUKWF2Rzm2mhojKOBA0Sdl2AGI8kaw/Ek81mG4qv6h5I1UM/NDTU4P6KRqPamKggmtUJb8gmU1HkqO4d1sbKy+ratvepalXNU6lUGhYl/MtEtermLUZe3Cyql/7AwID0cxG/2ompOloA7rFxmUym1u7Ny/dFWPFl13hLE7qae4B/4ieIrsVWJ3I0e+5alZDlivjspNNpDA8Pa5+nZsId2g0Juy6Bf7mI7YEymQzW19driRa5XA7r6+tIpVLGmA/2cMmsgqL7gxVr1dUY63SaN+EPqsmUh61WZS8SlQvUhK1rzzb2VHTlZjKZhoQCcfyixcjLqlz10tc9O7J96JIdbM6T7nl0eVYTiURDXKMfzzqfiBIO27dDVGEjYvwSP0Etc9LKRI5mz50Xd6rfAlr27PDdZmTowjqCaMwgYdclsAdCVrNOZrnjm2uzCu26B5K1cDKhW6WzJuxE92NjjWGrVdcXiS7uzCRW0uk0UqmUMQYMkK+w5+bmsL6+jpGRkdpvmyxGXlblqpf7+vp60/sA/HWB2yC2k2PXUDzHYlIEs/IWCgWpy1s8RldRJLMi24gHP8RPO8ucuAqiVgbzez13Xt2pYsckhlcB7cXSnMvlMDIy4us4WgkJuy6gmeKf4qSrwvZmj0QiyhtZvPG7sRAlcQbbyUq0uJjQTe6qe1DW+1QXG8bEn2p/i4uLWFxcrPttk8VItirX3d+2mavs876+PieB4IcL3PUFxzpwiFZQfvGYz+cbRHc4HEYikWiIpVMlosiSYhjbtm2r1fgU+9YCbuKBv2e9zlXtKHMStAQNwF04enWnqp51VYkaG7wKsaNHjzZ8FoSadTJI2AUcP4t/ihOua7FV/iY2rVRlvR0zmUyzh0C0CdukHZdJ0jS56/qUAvXldWSMjo5ieHjYeqKVvVhM7jVW7211dbWuxqTs/rbNXI1Go861sFTWIhsXOG/9d0FVUoSFaAD6AsHsfPD18vjxsOOW1R1kDA8Pa4/Li3hoVji10joWxAQNERtR7NWdqntmvOI1IVFE1eklCJCwCzg2q+qzzjoLJ06c8LR/VjhW9aJQvWx0K1XZZMRWXbbijqx9nUe8xrlcrm5xMDQ0VLs/bVxgshUvYL4Hxb6jqpeuKOrCYX1rPqDxxaJzr+ks56r72+alz0RjKwUCQzwGUz05W3TzFH+OxWspc93qykjoijCrxrCwsIDR0VHp34IunIKYoMFjK4q9xiO2Ko6RzW2so5IXdJ1eOg0Ju4BjcwN7FXXAmVX4iRMnGrLTZG4OEdWLSDUZ5XK52gtch1hbKwiuh40Ku8blcrlBAKysrNQSbGQvaLExu00XlXg8XqsVxV7w09PTddvI9qNyiTChpRJ3sudLVlNvaWnJuMLn72/ZhO9nTJYXQSL7Dqsnt7y83NB2jZ2DtbU1bQFgwC5JQ/X74jFMTU1JBacpK1E1BpZ96zJXBUU4BTVBA3C7B73e+zbf8yquwuEwtmzZot1GFxZg6vTSSUjYBRyT2TgWi1lnkqlW52L/12YnNJugb9WDKCuYGqQV9EbFZDlWufnZd3WlS1TFbsfHx40vsLGxsVrrOxWs9I+4Oje9IExWOhmlUqnBKsVP+H7FZHkRJKrvVCoVjI6O1uISRTFaLpe1Y0mn07VtdS9h25i+hYUFTExMIJVKYWVlBf39/XXWYdlxsevF6gSqthEJsnACgtmHluF6D3q993Xfa8aNbhPmtG3bNkQikYbtgl76hIRdFyC2wAHOuJ3S6TT6+/sbLBoifOxRKBRSWk78bD2jcoHpVjm6oPigrKA7RadN/l5edDZuDhYErVr9m1p/HT58GKFQyKqYr0q8AOqafa5xOLKsdfG5Mrlcba61F0Fi+o5qXKpEkPX19dqikF8Yql7CtvcQs7BFo9FaDFO5XFYuDth+WVKMbhsRvlMJo1nh5PezGqQ+tDxe7kE/ww1sLYaq62FaaLD7QBYburCwIP1OUN5TJOy6AJngYVXbbQJBmaizcYf5dWPKXGCmVY6pA8ZGJQhZcV4Cjm1EHbtPdNYk0++6LEhE65FOVPLtg2wYHx9XFgS2fa5crrVYy88kSJqx/sjc0+KCkr8Osn3KRNSWLVtw6tSphs/586WzmrLx66wvqmNUfScej3sWZ616VtsRf+lKu6yJqnNqYzHUXQ+VAJ2YmGgoch0Oh2tVJcrlsnJuC4qll4RdF2C6gflJVyxF4OoKESvuN4NL9wtdjAwAHDhwIFAxDO0iSMHduvtMdPOrCgir2j3pVv8sY1RnATQV82X3oMxN6joZj42Noa+vry5bly/FojoOE7bXWlY1XxVDJtKM9YcXFy5lYQC1iJKJOkAflwc0vnxVc8vY2JhyzlBZXWQue5t5J0jPartotTVRd05tMth110NlieYFXKFQwPr6eu151xkg0ul0YK4zCbsuwMbkzW7UWCxWJ6ZcXSHNVtwXcc0K1Flnen2SlBG04G7dfZbNZussOjIRpmr3pLr2S0tLyGQyNVfq8PCwtOWU6t42xcjp3L2Dg4NSi4T4TDBBt7q6ilAoZG1JE61CNtdaVTU/lUopj1HED+uP6nyrFoa6RaXufKm+19/fbzW3qVz1OquL+LntvBO0Z7VdtNKaqDunsVjMU0wnfz3EMKdcLlcrtyObN1iIhgyXZ7DVkLDrAlxN3rIHTVUpXsfs7Jnell57fsrGZToOtgJcXl7GkSNHGvbR65OkiF/B3X7E/ciSC0R3BS9AXJF1ZRDLiESjUetnwbYGpMzdK8bX6M6dSjyy/pOsLIJNTJ8M/loHRTzInmVZKza+o4eKVCqljH304/6XCTPVeRweHpb2ILY5v17G2unY2aBjOqdeYjr5z2VhTqaFoNhaDwhOQguDhN0GQFYsOBqNWpUxsLXg2U5QslgdcYUfDocxPDwsFXZBiWFoF37EsfgR9+O6D1cBokucEcvk2Lp/bLMweXevbJ86i4ROPIr9J9k5U7mIpqamjNc6SFmcNq3YTPDHpwp4F88Jy8LlMV1r8b5Tna90Oi0Vdjbn1/VZDULsrBfaKUZtzqnq+bT5ru0cwSObp2xbcrYLEnZdQDOxG6piwVNTU84vA9Vv2kxQNqUkxBZPQU3zbzfNxLH4EffjZR+uAsQ0wbIixi64dlPx4lJyeTGwc6YTvaZr3Y7nwuXFzc6ZbcklHlXlflkdy6mpqVrsm5iFC7gXumWhA+LvuFiEZdg+q90aj9cJMdrM/Gf6rl8LoqB5kkjYdQHNuF90admyGAWbsYgra9UExbaXJXTISkmIE1tQ0/w7gdc4Fj9cd1724SpATBPszMwMKpVKrU6ZzcvFFLOZzWabfim5vhh4S7VqX6Zr3crnwuuL28sLUpZBrKpjOTk5qY19011r2X23uLjYkLEv1hoUW5/ZYvOsBsWl7kInxagY5uFy75uuhyzGE7CzODP8TDr0AxJ2XYBX94tNWrasRp4OMVZGNUHpMhh1pSTEia2VgbkbAT9cd1734WK9sIn/ZDGfLi8X/iUthh3YdkLRYRKPIuw8NGt1a8Vz0cyL2/U8AI33j84dz0SWiE4IqbKFVV4M/l7QFZn2A9v4ryAtatspRlXH7qfF0JRdHo/Hsbi4qGyFyJDFlnbapU7Crgvw+iKwScvWTaYyxLIjqgnKa/891f6CNsl1C36JiFa4/8rlcsMCQNfCB/D2gg+Hw+jv73f+ni1irBlLNpKJgyBbo5t9cYvHJB4/j+z+0bm1VVYzXWkLVbaw6TjbYZkyPVNBjL9rV3yn6tibvS78O4R9l0e8X/L5vFTUsaLqwJljl8WWdtqlTsKuS/DyIlA9cPzNq5rkWGmJtbU17Y0rm6BUNcx4VKUkZMcVxEmum/BDRLjsg02gMhc8u26qTNK5uTmt5c70glfR6peSzIJmEy+nShho5UtB9Tt+nCP+mGSJUrrjU/1OJpNBpVJpuC/4F6yLKDUdp1eB63r9kskkBgYGUCgUMDg4WNdlI4jxd+2K71QdezMLD5l1TrcvVVJUJpOpuwdN++kUJOy6CFf3i82DqJrkBgcHUSqpe3yKtYDECVwn7FxKSQR1kus2/HDd2exDVzeOj73UuezC4XBdsDzDNrhd9oJtx0tJdSw2v9GuxUu7E5bE49ftS/b7Q0NDmJubq1lxh4aGsLKyAuDlmmPJZNJJlJqO04vA9XL9mumo0ClaaWkul8vSjGTALjZVt1+ZdU63L9U1EL0JQe1AQcKux1E9iKyqNtDY6kuMGZAhyzLjH3JZRe9oNOpUSgLoziDjjYpN3TjbLNJwWN3b1WtT8CC6P4H2LV5sEp3i8TimpqY6do5MJVSYqGPMzs7WkjBYYg1DJ0p194KrwPVy/ZrpqNBpvC4SdRZNUyHxZmJTdSFJqsLYLufatbVfOyBhtwEQH0RZ5hkTXrLJVMTmxvXrJRr0SY54GVUGNk8oFFLGuzF4d6vqJSL73OYF64f702+XqV+LF9O4bBOd2hHqoBsru0a2JVQOHz5c92/bFms6gSIKzFKphKWlJWnnFC/XT/cdU0eFbkS34DItCJuNTdWFJKVSKWn2s0xEqkJEdAW2OwUJuy7F68tFJuqAl2vbqSYcPovVNv3fL/dfr01yvYguA5uHJd+4lKawxfUF66f7rBn8WLzYjMs20anVoQ6259Dr4k0Mgvc6V4bDYWkCiDhe1+tXLpeVIS42HRW6DdOCyxTnbYpNNaESaaY4YNk1OHnyZF1PbD6TOkjXiIRdF2I7MYoTmikDVhfHIH7XpfF4s/TSJOcHQcoQZi79kydPWn+H1SWT0UwFd5cXrN/us2bj0JpZvNiOS/Y7qkSnVoU6qMYqa10oG28ikah7sapg429GiKssSTIrsNdEMB7bjgrdhmnBpXpuZaLOK/w7RBRzPCoLP8vgF++9paWluiSeoEDCrsuwncRlE9qpU6e0+1bFMYiZQACk1d9tx+919Ry0h6cTdDpDmL9+unIWJryULTEhu3eBM2ULxHPkt/us2XuzmcWLy7hsE51aFeqgGisf/pHNZmu9gWWlZJjbS9cOMRKJNC3EdfGg4rn1mggGnPGGyFy8ftLJxaBNQe52eGXY/g4ePKjdTry2pvi/IMZ7k7DrMmwm8WKxKJ3QdIhxDHzRYl1dMdVEKZtIOi1Kup1OZwibJjgXvJYtMSGz+MnOkRf3ZydKptjgOi5TolMrXqpsPhALnMtg8w4TdzKXqI07X9d1RyW8+DmrWCwqx6jKttXNg6q5u7+/v6XPb6fnXRvhFo/Ha+E+rRS5NslbYpFo05wXxHhvEnZdhmkSd335xuPx2kPGT74uRYtNKxzbFmKuyMRjkNyUftPJDGGbCY6hq4EIqOuS+SEoVJbAhYUFjI6O1v7txUoQ1HjPZsfl1Vpo+6yJ84GNOzWXyyEWi6FUKmF9fb0hQWJ2dhZTU1OYmppCoVDA+vo6+vr6aqJgZmZG+Rt8UWM23y0vL9dZLnW1FG3PrXjcKjHVSmHQ6cUgw2smO8N0r9nei6ZzLV5bkxAMwvMvg4Rdl6FzN8nEkwl2YzZjjTGtcGZn7VuI2SKbDNhv8Z/1kkWwHRnCqgnStkwJ8HJsjOxeFeuSqcrgeEF3D7OAelf3mUhQ4z2bHRdvbbJ5SbrE+YrXZGlpCZOTk6hUKjh58mSDaGOYsvMLhQISiQQSiUTd58ViUSnqWDyUab5TibqxsbGam1d3jmXHzZdiYbRaGLRrMai6Z8TPZRZNk/A03WsuFklVIoVqDtLNrZOTk7Wi0kHDWdidOnUKW7Zskf7t6NGjGBkZaXpQxBlUD8vAwEDDtjrxpIK31PnlYlNZTFR4ESWqyUCkmwoZ27xM/bQYubrKba+TaP3l66LJSumwbOxmr5Es/EBEfJnpzrlNOY6g4ce4bK0ntlYglbCoVCqIxWKIRCJKYecV3RwUjUabmu/4seoEhGkh1K64OlP2rR9eD9U9Y3MvmWJtTbUXC4WCs0XSZRGkMqSwYulBxVnYve51r8Nf//Vf44ILLqj7/Bvf+Aauu+46HDt2zK+xbWhsHxYviJOKizVGhioDjUeWNelVlLiMN4iBrSLiedOtIP2wGHl1lcsKccbj8bo6ULL7gN27qrpkzV4j22eCF6e6l06nY5I6ha1gc7ECeQmct0UVp6krx6SLdRPhu1zI0AkI00Ko3XF1PCovjRevhy7L2dUSx2PqACHWXhQxzSm6RRBfvH9wcLA254rzXJAxR7IK/NzP/Rx++qd/Gv/zf/5PAGdWyr/+67+O9773vfjd3/1dp3195zvfwdve9jZs374dmzZtwoMPPmj8zuOPP47Xve51iEQieOUrX4l77rmnYZs777wT55xzDrZs2YJdu3bhySefrPv7qVOncP311+MVr3gFBgcHceWVV3puWt8KVA+LySoRiUQaeteJweTj4+N1tXfY92RMTk7WxSXpfte0CpYlYMgC3cvlMlZXV1Eul7W/Z0sQA1t5ZOctl8vh4MGDmJ6elrpvwuEwYrGYZ0ud7N6SNbsGzkyQi4uLmJ6erj0j6XQaU1NTSCaTCIfDNXeYboVdLpetXMk21990PDL4RYRujLq/9To6wcajSoDQte/i4a26q6urNavuxMQExsbGrMaqWxRGo9EG9yz/HZsEDuBMl4vJyUns3LlTG0oiQ3bcPLZj8IIu+5Y9t6r7XPbZ0tKS8v5XHb/OEqcbI2DXAcL0vvY677O5bmZmBjMzM7U5WJzngo6zxe5P//RPcfnll+Paa6/FP/7jP+Lo0aMYHBzEk08+ide+9rVO+yoWizj//PPx/ve/H1dccYVx+5mZGVx++eW47rrr8NWvfhX79+/Htddei5GREezZswcA8LWvfQ179+7FXXfdhV27duG2227Dnj178Nxzz9WKVt54443Yt28f/vZv/xZbt27FDTfcgCuuuAL/8i//4no6WoLrwwI0tgGLx+PI5/PI5/MA9HXnVC6+aDSK/v5+HDlyxPOYTd9xDaIFUDsmHtVqEwBWV1cDFQ/FY3Jd++1OVl0nmYAEzryAxAlYLADLozqeo0ePSjMZ+RpQXixluvtOZfm0FTDi34J4//iJjfBWWVlc23eprMaqXqEipnqHExMTSKVSWFlZQX9/P4aGhjzFEjOXsUrYeBUQrFB3KyzBNtm3LvM1KyvjUvTalPWuK4TPi3LZu0lVe5HRTHhKt4f0MDwlT7zlLW/BFVdcgT/7sz9DX18f/uEf/sFZ1LH9vOUtb7He/q677sLExAT+1//6XwCAV7/61fjud7+LP/7jP64Juy984Qv4wAc+gGuuuab2nX379uEv//IvcdNNN+H48eP4i7/4C/z1X/81fv7nfx4AcPfdd+PVr341/u3f/g0//dM/7XwcfuP6sOzYsQOHDh2q+0wUP7qXMbOmsIBm8UU4PDysnXBZ0UcVqgwzm6QL8YFSPXxsO/4Fks/nMT09XdsmaC4125eMn6LCtQeiX8HXi4uLGBkZaSilwxq5u2RN8zFAOmuzKgbGz1InvYQphlP17NkEkYvJGTYxsjpM91+5XEalUsG2bduM49cRCoVqC8Nm+8eKtEow2NzfXu5n2Xh1RgHd+XJ5x9nWXhwbG6tlRsvgs6Bl7zmd2GWJOrr9Bsl44CzsDh06hPe85z2Ym5vDI488gm9/+9t4+9vfjt/6rd/CZz/7WWMfyGZ44oknsHv37rrP9uzZg4985CMAzpzgp556CjfffHPt76FQCLt378YTTzwBAHjqqaewtrZWt5/JyUmcffbZeOKJJ5TCrlQq1V14mdXIL1QPi+rc6kQVj2wylK2cY7GY9G8qVOVRkskkRkZGEA6H0dfXp50UbQWEaTv2n0uAdyceTJeXjJ+iQpUVJrt+fX19yiKwrosP4OVrJ/6WS9a07H5VvVhU6DLLk8lkIEuatAtdDKcuEcKFZmN6Af0zobL8uv5uPB6v84KMj4/XEoFMc4VtElkrLME2SVaqbQC9yLYpes3+7mcGuRgTJ+tIokts0VmaXRPEeIIaj+ss7C644AJcfvnleOSRRzA0NIT/9t/+G9761rfife97Hx599FE8/fTTrRgngDNxWmIMWTqdRj6fx8mTJ7G8vIzTp09Lt2EP6NzcHMLhMIaGhhq20RXivfXWW/H7v//7/hyIBbKHQhV8rhs3j3jjmjKObIRHNptVTux8PIKpAKWtFcV2O5MAZGJO1yuwlajGxxJk+PH4PfHL7i1ReOvqeKXTaaytrdWtoPn/Lx4DQxe4rmpJViwWawsN1f3K6pm5vEB0hYyDWtKkXagCy22fPdNCqdmFSjqddrKUzc7OIhQKOf+uuHhn9xq7H1W4uHtbZQm2uYdV27BEAdmiTpVNq7pnVJ836wkQO5KI2fb8Il63iLa1mvILVt7y55qR2y48xdi9973vrfvs0ksvxdNPP12znPUiN998M/bu3Vv7dz6ftw709Yr4UDQzCcgEgi7jaOvWrVb7zeVytQrxIixA2GZVY7PKdNlO9xLSTbztejBV4xsZGcHIyEjLRYV4b4mTvM66wdrJuWASqKrFCStUG41GtbGnrkHNtpbfoBAEd4/Ns2f7rOsWDiZYSInsnKiuKxMpLPZYxLUHrQqdiBB/o9WWYJt7WLYNSxSoVCrSa+2HlcqPmpxs7KZse5OllhUvV23HLyRsRHsQ4nGdhZ0o6hixWAx/8Rd/0fSAdGQymYYXyvz8POLxOAYGBrB582Zs3rxZug0TH5lMBuVyGSsrK3VWO34bGbp4nnahciHp0NVL0mUcDQ8PW/+G6qVcqVScXKK2lhKb7by6GoD2PJiml2QnJoZWiBnx/vNyD7NAc1XA/MzMDCqVitPLpR3Fnv2ile4eV8Goe/ZcnnWvNcBU4iKZTNbq4ungk8mGh4frYq2y2azSUsUw7d+UFJDNZjsu0G2RXWu/OlnYLtBtUF2TtbU1bTY+g8Wfq7bjFxKuZZU6hbOw+8pXvqL826ZNm5TCzw8uueQSPPTQQ3WfPfroo7jkkksAnLlZLrzwQuzfvx/vfOc7AZwRF/v378cNN9wAALjwwgvR39+P/fv348orrwQAPPfcc3jxxRdr+wkyfE0d3QTE0NVLCofDygyjSqUifQGbMpJ4dJYflXiyFRc227m4s8Vxt4N29UcE7CvDM5q1qvDw9wBftHh5edkq4xp42Q2mEoWuLxc/XyytpJUtobwKRj/cay7PmJjUperqwNz/pvpzgLwTSTgc1saI29wfquNiWbVBswSbEMfrVzKVKWGPbaNLduDHKJsX+Gxe02KyVCohFotp5wSbGM2gzCHOwu63fuu36v69traGEydOIBwO46yzznISdoVCAc8//3zt3zMzM3jmmWeQSCRw9tln4+abb0Yul6uJyeuuuw533HEHPvaxj+H9738/HnvsMXz961/Hvn37avvYu3cvrr76alx00UW4+OKLcdttt6FYLNayZLdu3Yrf+I3fwN69e5FIJBCPx/GhD30Il1xySSAyYm1gpvJyuWx88fIxSjJSqZRUqEUiEcRisboMRuBMQL2MgYGBujipgYGB2kMpoxnx5GJlcHVnt+vBVL1UW+Fy81IZfnFxse66Dw4OOncVAaBcfIyPj2N4eNha2AFn5otkMolQKCTdr+vLxWT5DYL7068XqUgrBKOLFdTWoi5LhDG9YE2ijt+PreAUM39dF0S5XK5raqDp8GLpFs/V3NxcQ1yz+I6ySXbg0Rk8ZmdnMTk5qT0u9p4UY/eY1ykcDiuPcceOHdi8eXOgrLDOwk5W9uI///M/8T/+x//ARz/6Uad9/eAHP8Bll11W+zeLYbv66qtxzz334OjRo3jxxRdrf5+YmMC+fftw44034vbbb8fo6Ci+/OUv10qdAMBVV12FY8eO4ZOf/CTm5uZwwQUX4OGHH65LqPjjP/5jhEIhXHnllSiVStizZw/+9E//1GnsQYC5jnXizjSh6CwXMuGYy+UaJq5MJtPgjj158iQOHjwIoHEF3Yx4atYtJTteL/1Km3npq16qooj2w+XmpTI8+/88XkSdDpUFbnx8HJVKRdtmylQjywWVBSUo2W6tchm3QjC6WkF1wfutTL5gyBadMmEmikvTokx1vJ2KvfJzgeJ6jcVzJbOmigsKU7LDwMCA1JWvs7ia5i/+PRkOh5HP5xtq56VSKanl79ChQ7W/B4VN1Wq16seOfvCDH+DXfu3XjI2be4V8Po+tW7fi+PHjxmKZzWJ6MNnf19bWpJaMnTt3GjO5ZL+xurpaE2fi/pibNRKJOLnUAO8vyXK5XFeXjuGl12gzk12zL33VeZXRbB9V1W+Njo5Kr9nOnTsBwHp8DH5i092L4m+x4q9iHI/pOstW/X7Gnfl1n/lBK0RmK4+xHZZOUxC7TRjB6OgohoeHa/ecLEs+m83WxV4Xi0XpO87m9/hzy58jAC2zGrdqgWIzLtU9JoN/Ry0tLRnnDvE4eLet7PpMTk4atQmLg9SNO5vNIhaLKffVygWgi+bwVKBYuqO+Prz00kt+7Y74f9hmmbHJSYbNCldmudC5UfntdbXLZPCWIZdJa2FhQfq5zUrYNj3fhM4CZhsQ7mJxaHaV71pvzmZsmUwG8XhcGfuiuxdlvyVeC5NVQHQTZ7NZXyfTVrk/vdKK8iutjDFsRxxZMpnEwMCAUmRlMhkkEgnty/7IkSM4cuSINiOWt+SIiwlxOx3i/asSpWI4RDOirJXxmTbX2KVuIJsLbEvF8Mdhsgoyi6ttzLBu3LlcTnsNurbcybe+9a26f1erVRw9ehR33HEH3vCGN/g2MML9wfRzsnZpHcR6M9qUC2CITZxNk1a5XFYmbZjqaInH4sX1ylA99C4tglTuYFN3DoZrjKGXyvC6YOOhoSFEo9HaOGx/l8d0X6rEjKq3rp/xS0HMmG2FWApyvT6be1xW+5C3sPHnTDc/meatUqmEpaUl50SiiYkJ9Pf311miC4WCVrjowiFYPT7bRCsvCxSXucWUkGXbD5e1FXTtDMKOT/zOyspKbfHJvwNM1y8SiWB1ddU4blX7RX5cnX6WnIUdyzZlbNq0Cdu2bcPP//zP11p9Ef7g5cH0Y7JWPWAsSJQFk/Kw3oyFQgHr6+vGosmiSDOtdGxqDAGNglQVyMxwXQXrXu4uqzVZRqypOwfgzQXppTI8+9vs7Gxd3a9EIoFoNGollsVA5FKphPX1dW3bHx6ZmGmHNa2V1qyg0Q7rmis2lirVHCVr+1Qul50WnSKqzjoM1aKMF2AuRYt1FiNd31YR1wWKi4XQNiHLtODnhbiLhY8dh+o7c3NztXZyNoJR7LVuGreuOkRXljtxbR9DeMer5aDZyVr1sPD9aGUPfTQarbkjt23bhlKphHw+b90ZQ/dyNtUYAtTWHB1+lMngsREYqknRJMplriDb8avuCd29Eg6H8apXvQrFYhGFQgGDg4M1S53uPPP3hiwQmZHJZGoir1k3tt+TaZCtWUGmWYuPrZfCReC7CgYelsyjgmXLiosyPlnP1RJlcy/Lzoks3MR2geLagtE2IUsljmT1VVXHnUwmEYlEGsIvSqUSTp8+Lf0OYC5QzCyqp0+fbui1vrS0hMnJyboyOjypVAqpVErqeQrCXOFbjB3hP52yHHidWHh4wWAr7FhBSRc3M4Bak26vE7iXMhmq+B7TuTNNoCqhpStt02rTPy/Y2e/p4I9H91Lj74tEIqHsF8vTzmciiNasIOOHxcdWsLkIfC+iny202EJGBrNSs+3j8XjtRc/+Gx8fx6lTp6x/1zYcAqg/J14Wi7zLVJU16iKUXTLnZfVVw2F5qZjFxUVMTU3VYibFBBcV7Lrr4oxVi07g5Vquoqjkr9Ho6ChSqVTgFoBWwo5vpWXiC1/4gufBEI20wnJgWlWbrFIMG0HhMqmKbgZxnOK5yOfzddlL2WxWul9T0KyXid8Uo8bDH4dXV6JOTLXD9M8fg83vmVbLIktLS0ilUkrLHf/73VB/bqPhh8WHxUTJYJ/z19b2+dPNZ7JSTcDLBY/ZXCSLieWzZVn8nCzEREUymcTIyAiAl0URH6JgKkbPnxPXJAlb17CLULatH6jbx/r6uvRzVkAYsMvYF7v4iNcvmUxiZWVFW1aJ1bbjE3Fkc0oQF4BWwu7uu+/Ga1/7WvT19WHTpk1QVUjZtGmTr4MjzuDnjWO7quZfnip3qmyyld30Lt0qAH1NN3YuVO5AWQ2qZDKpXO3ZWnu8igVZLJoMk1hS/Z0FHrcS2TGYhL9ptSyjUChIhZ3qnpUdd1Dqz/UyLj1aXSw+7OWtEmyyazs1NWX1XA4MDEg/n5ub0y78mEDSLSZc4ud4FhcXMTIy0mA1EhNAZH1beVevzoJ24sSJBlchi501wdydbBwMlVCWWeyy2axV7DCgT5Bj3hzTQnF4eBijo6MN+xctqqYECKCxtl3QxJsOK2F3/PhxfOMb30AqlcK5556L73//+3jFK17R6rERElpRGFeXZQvIXalMUNi8SFXdLXTIYsn4kiKqBzwajUone/ZgxmIx7epLhuwYZZMjGyMrAcI+E49LJj5tYuRMVoNWoBPQ7DzrxLKt9ReQl2DxyxLUTZNykFE97364RtnnLj1Kp6amjDU6TcKLzRmqepxMnMpe7q7xcyKyLFn2LPHPts7Vq+uhLDI7O2sMeRgdHUW1WtUmabHxmKxeLKHKpnWiTdKIamHMWF5exujoqPLvru+hIGS4esFK2A0PD2NmZgapVAo//vGPKYGiQ+hElI3g8+IG1Ako2xepKnbCFb6kSLFYlG4j1tiTnRfe6sfi81THrzpG1eTIx93xq2oelfg00YmAftX1Z6vZWCxmFMuyNj1zc3PSbFvb33e1BHXj5Cyjk25m0/PejGtU3FYUUV6vrY3wCoVCCIfDyhZ3OquzTVyZq8cCUJfwkbl6dT2UvTA4ONgQP6ya1039DYrFYp3rVGdBt7HuyxbGIqp7wksMdrPlpjqFlbC78sor8cY3vhHbt2/Hpk2bcNFFF2Hz5s3SbV944QVfB0icQTepqtqfiDedl4xC1d9Y+QoZsgdLl/UoPqgm18jAwID076Jb0tQL1cZl10xGnZ/p8PxkYrJQ+IlurMvLy7XK/SZXBf/3xcXFOlGXyWRqK3Fx0vTTEtTtdNrNbHreXRYerosUr9fW5vllhgqZ4FQtzgB7F6wug1JX9kecR3XnX7To6RgcHFQKQV0WsGxe141fNo+bPEQ2ApUtjE2xhzzlchlra2vKfWYyGZw6daouTlAmrDv9DNpiJez+/M//HFdccQWef/55fPjDH8YHPvCBtr5cCH0chfgg8GZ6/qbzklGoetgOHDigjFtxeemKVeLZJC/GZfCoVslik26VEGb/X/Y3WzGsmxx5xNX6+Ph4gxBn7hTVS66Tk4nO2soq97uMR3Zd5ubmMDQ0hJMnT0qP009LULfi1c3sp3XBRly5xCK5bisLRZDFgPHYFMnlx69yeYqLZVsXrE0GpW1xcpvzbxJ1bDwyKzrv9jb9DkNWnD4Wi+Gcc87RvrP4ws084rhUlQdUsYeymGMbAR6NRhtCjpaWlur2102hHtblTt785jcDAJ566in81m/9Fgm7NuPF6iC76by481TlPWSV3zOZjPVLV1UlXvebgF07LN3qVoVsRaoTCzaTEFuts/MNoKEPoThZiC72dk8mohhg18gUYG4zHtX5l507m8B1kV6tP+fFFen3gqDTwpm/trK4TtmxmcKGVOMXBZK4WNbVRhscHHTKoJQ9X7Jxmc6/bm5Lp9MYHh5GpVJpKCkllh5hookXa7rOLnxxepualLyVTXbd+HNkut/Y/MCSIXK5HPr6+rTzp0gikWioY8fgny/V+eU9F0HBuY7d3Xff3YpxEAZUD7Wpgn+hUGioxu6yUmbYxlX29fUprQRMrNlOAKqSIjalRnQxeCqTvGp1rxMLtpMQ+9/V1VXtMQP1QqndcWMqMcCsqqoAc9l9JsN1gaILXFfh5f4OOq6uyFYtCPwWzvxcAZh7R7PPxZIXrhZ3WYFchi5uzlSWhe3T9byYSmowdOdfNabJyUmcPHlS21mB1eQLhUIoFosNhYVF65WIWOsSsHOtyq6bbWkjlSXOZv5kxYlVC3IGf05V59eL56LVUIHiLkJ1k+senpmZGVQqlaZvONsX8vr6ep1FyktcG4+XdliqYr5sYlI97Gw1axJwrmPlsT2PTNB4jS3y4oKzKZ6sCjC3vc9s42gYoVDImOCyEXC1lrVyQeCXcNa5yHRzg8uxqeLmVKLOxm1nKsviAqt/B5wRhTaeMP78i9+Xjam/v79BvIjCzSaxzcu9YxP7x+9X1TJR/F2TJY65e1WL9Ugkgmg0ql1oyxJ6dHNXkNyyJOy6DNmkanp4/LjhZDd1NBqts4zJ4hS8xLWJrK2t4cSJE7XsNX5Msu/qMnkBtShSZXC5iCTTS89W2LAxenF/2fRxlWHzwtSN3/Z66tzsPGL/xiCtiDuBi7Us6Ikkphez7l5SvaxNFndZqRDeZSeLV5ahK8vigkxEupQwkn1fVtvPxktgQzP3ji72j+3XpWWiKSmGd/fK+r6yCguqUjGsVZwIu+am0jidhoRdjxAOhzE6OoqzzjpLminkxw0nm8iKxSLm5+exvLysdH/qHkI+PkEmoGZmZhpiPfhSI7LvmF5qqng/2aSiKpTcDLIOGjrh5vICcenjKqJb3YrjD4VC0vtMFxjNo3Kn62IWg7Qi7hS21rJOx8OZsMlWVc1ZqrAQ/nO+XValUkEoFJKWCpFVFdDBn0O/a4oC8hp2Lt+fnZ3F5ORk3Wd+ifl8Pt8wd6j6/fKf6a41O5+uLRNdjmlpaQk7duxoiKNTlYph4T4qdJ6LoCycSNj1GDaJBc0gvlj6+/uxvLys/Y7ut1l8griqGh8fx8DAgDTWg7WeUhUOLpVKxiLAoljS1Wvj8Utc8OfRRrjZvtBNL0zV+FUuKJUYUN1npsBoHtVx66wMQVkRdwNBTiSxmY9crY7sc5dOEDZWusnJybqsUdlvuBYL1z2nqhp2tt+XWblF8RKLxZwteeLcIZt/2Xb8Zyqr2I4dO7B582ZjRwnZ9Va52HWGDRl8qRiX5yToCycSdj1Gu2842zpvJhekKOBmZ2cxPDws3XZlZQWlUknq2uUxuSC9xgrZigs/XLiuVgGb8g5iFpdq9c+7I8RxeA2MFlEdd9Bdid2CX/FwfmO6f3Rzlm6Oa7YThMjw8HBD1qjOKm4r7mzq76kSCnSxtyKqzHKgMTvfBjYuVTyu7PdVBZR5C5quz7fKmxOPxxs6WqhKtZgMHuJzIlp8TaVZgrZwImHXg9jecDY3rwmbCUYsYKqKTxBRWQJlLc5k5HI5TE1NeV6BqbA5Zj9KTXjZh032spjFpUsm0Y2DXc+jR48qey96tbAFfUVMNI9MbNi+JFVznEtB8XQ6bXyWl5eXsby8XFfHTmfdN1naGKb5hh+XKqHAdr5SZZbLLF7Dw8MolUpYX1+Xtgrjr5MtpVJJabVjyDpKsB7ftpZBlmQhC7OxqaTA0HkvdKVZggQJux7FdMO53Lym3zFNMGIBU1V8QitwERY2Qf024sKPUhOqffD9cl3iC2WYSjdEIhGrY9E11G7GwhbkFTHhD+I85XKNZVYWXXcBBqt7xpIoZMH1Ija9WQH3+Ua2MOKtj7JFk2iFY1mxkUhEWdBX9/vi88Xml1AopBRCLs+1LtSFh3WUYEkui4uL0rnFlLiVTCbrYqP52nam+URn8e2mGF8SdhsQv29eXeHQTCaD5eXlurp1LtYxxuDgIIaHh7UNp2V4qZsmI5PJYNu2bU3FublM+rpCvl5WrJs2bVJmcelKN5hi3XQT9tDQkK+xiET7CVpfTNV4XOLqRLGwtLRUi6MLhUJYWVlRegWYa1HVLcImFEL0lIyMjGBkZKTuuEzHw1vhEolEbZ+m2GIR3fNlqt8pmzOAxnnJ9r5h5861ry6DdxPrYqN1IS+mhYFqDg/ac0LCbgNiWj15cZ+xB4ZvCL+wsFA3QQ4NDSGVSiESiRhN8yKFQgGjo6PabVwnNRcGBgas9+VHfJhuW5sVqzghl8tlbRaXahI3HYtunCsrKw1V7ltJ0CbXbidofTFV4/Ejrq5SqdRqyNnMj3198lcnW3ipCrHbeEpsjod/7ryWN7KBF0Li86WaM1QJUabF/IEDB7S9eU2Y3MQLCwvSd4jLokA23wXtOQFI2G1ITAKj2QD1cDiMtbW1uobKwJkXPfvMywNcqVS0kwMz5TfzclcF2Zo6fPCorGZswlFNlOK/VVYBFWK9OZsVtriNeM7y+XzD74gdNXTXpF0r3CBOrt1Mq1vZuV5/3Xhc4r1s+rKannXRRSki/o2VaLL1lJiOx9S/1CW22AS7TqoWbrI5Q2UVE4Xg2tpag+vYxlpnsgyq3l/z8/N1/X7Z8XkpdaP7fhBctiTsNiC6l7GLlUs3Ob/00kva73oxt0ciEcRiMWUcnB8Zk34F7fMZW6JrQDYxycq9+J3I4hqzppr0RGurLjaxHSvcoE6u3UwrO1d4uf668di4P4Ez4RSZTAZ9fX3GBY5ufrRtr8hgJZpM32PnVvcci2VVFhYWpNvpWvzZimqdJcvm+ZL9Di/6VNc0nU7XvR/4MlYqyyCAWocaHeL9qxoD33JMl1jYyuekGUjYbVDEBvauWbG6yXlubk5q6REZHBzU9mXk4SdfVYaTrNCvF8HQioryPLK/ycq9jI2NKccXjUY9iU+XmDXdpMX+l52f/v5+6YQsWiLZsfE0K8KCOrl2M60qN+NVhOvGY2uxm5ubw7Zt26yebz4xYX19HX19fcaSGjpWVlawbds27Ta6Aup8Vi6jXC4rF8iqFn+2otrGkqV7vnQ1Rtk5VwnyVCqFVColFYU8bC4Tf0vnDRJ/U3c/28z9QS3LRMJuA+M1MF2Xsbm2tmbtPkyn00ZhJ5vQgEZhWiqVGgpTNiMYZOfGZqXrZx0tVRzPyMgIwuFwyzNGVZOT2HpNtDby10ycdFW1CZsRYUGdXLsZvyzXIl5FuF/jUZX+kCEuFPn72jX5i9XCU7mCefcqYLe4dC1GbhLV/Pxms+BWPV82Ne5UmchimIcJ2W/pvEGi1VR1Ldm7xGQckF3TIJRlImFHOKPL2LRlfHwcQ0NDDQ/40NAQxsbGrARLOBw2tgMyFfq0xXal6xLvY0JmGRAnPj+OTYUqVlB8MYkTNItlkU26qtqEzYiwVomQjY6f5Wb4TFAZNtdf16nE5j61/R02Xplg4HvM2vQ7ZgwNDaFcLmPTpk3Sv0ejUWkRcC9WTB5+/tOJape2aoyFhQXpottmDpSJOrE/q818pvotVtJGRHbOeOusq3FgcXGx7j7LZrOBiO0lYUc44+UlnM1ma9my/IM6MTGBVCrVkEHmdbWmG6vX2C4X95HNuRFdljIymYz0xcTHt/ETn8wN7cdL2bb1moiLwPVDhFHNu9bg1arPIz53zcST2gbmh8NhYyydDJuyF7OzswiFQhgcHLQq+ZFOp7G0tKT1ZIhWcJu5ySbcZW1trZaZrpqbTMkgKkShy/C6SGPWtHK5XKtlx1C1bFP91sjICCKRiNGSxs+h/f390n2p+l+rEldsi1S3EhJ2GxwvVh5XVwT/UMp+IxqNapsuq8ZrEg9iw24bcSY7Hy7uI925Ya4cQO4uyGQytfIwqjpa7Ddd4/iaSVDw8nK3mdxHR0frWps1ix8ihPAX2XPH143zU4SL199V7LuUveBddbJM/Hg8XhMnpkWczLposhTZhnyILkWZELVJBuHnJhFxrF5c1cAZESp22WCoWrbprPWZTAaJRKLmVhaznWVlYmSo+l+r3NVBiO0lYbeBaSY70dYVsWPHDgwNDdV9phOTur/ZPogTExOIRCKoVCooFouoVCrKFTj/EKrOh2sMl+rcMBcl0Gi1sy1touoGYcJrFpuIbCIVLTCstEskEtFO8H6KOiKYqBZFfN04L9guSG3FvtfY2NnZWUxOTkr/Zpv5r3MzurogWSa+yqWoqnFpYmhoSNvKkR9ruVxGJBKpE++5XK5ujohGoygWi3X7EMcsorKG6QS86MlgRgaVtU0nYIGXY8lPnjypvF+CENtLwm6D4keJCFl2Kk8ikWgQdTJxxk8IslpJqvHK+gum02mUy2XjJMFgD6HpfLjGcKlWwaKLgVnxbFyXpm4QJlyz2FQiXzaRMjEnq3fFtwkSj4XobbwktphEm65QsVdXvE4onThxQivS+AWcqf+yC7pzpIpVHBwcNHoYRLFrsrCNj48b53o2Vtm1iUQiDTF1xWIRk5OT0qQ3Hao5TJXsJntnAFB6iObm5moFntfW1qRja7blZDsgYbdB8atEhKzopKziOqB/0GSw1ZHO4ib2F3Spj8c/hKbz4erW0RXJFP/NunHo4INyva4IXbPY2LmXHa/s5QCgLk6I7Wdqagqjo6PSEgYEwWNaYKjuVb43qOx7JlTPxuDgIBKJBIaHh/Ff//VfOHbsmHY/bDHo8oyqYvXETFX2b3GRJH5HhW5M4vwGoOFZZZ6I+fn5hiSopaUlJBIJ6bVhVkSRQqGgTCbxcgwiqjk9l8sprazs71NTU87z7MTEhLJ2YLshYbdB8bNEBP+SD4fDytWQl1WsydUbCoVQKBSsBR0rPCmKC5vzwR+nyTogWwWrkiZKJXm/Vh7eDSFLseeZnJxscBXoJn2bLOdmi8jaZPkRvYfLAtJmgaF7WYvfc/E+6KzyqrgvFUeOHMHo6KhVkhT7DdnC0ZR0wsNnlPqRJS57VnUxiLlcTnltVB4GWYtDHa7HoHuXmboYsQLPLrGCLt2JWg0Juw1KJ0pE+B17kEgknEqsAKgVGRVxOR+2bku2wmUWzP7+fulEz84Lm9yPHDkiLQvCJ06oXjTMbRKNRq0tjDbXpdkissTGxOWesFlgqOJqZei6L8iQiStXUQecKemzvLysHCuLPWOF4VnWqrhwlCWdqBBDP5pNHBGz6gF5YXVxHy6f62At2FzPPY9uARyJ6LsY8QWebWLJg+KCZZCw28C0u0SETXq+Del0GsPDw86iTvXwMetbPB439pp1cVvKJksb8air9WYK8o7H43XWRJsAddssNpsisqJVIQip/0TncFkw2SwAZHG1/f390lANVfcF03iZy9NUosTLWLPZbC2pS+c6dvVu8OfO9fm3KSjspbc3+55r+8hsNovBwUFMT083jMk1AYxl0arKnuhiB9nvmeILgcY2i52GhN0GRxV06iVrVYdr1tm2bduU8Szz8/M466yzrPfFkD18rpnBtm7LeDwunSynpqa04lG1fzaxqkQfQ5akYPNiEzt5eOnFy16GPEtLSw1V9YmNhe0C0naBweJqS6USSqWSseyPa/cZl7InJviximJON04XKzcvVPzsw8vjpbf35OSk0kshwmej5nI5rK+vS7dzSQBjGbCs7Inq/ksmkygWi1LLohhjvby8LHUhB6HECQ8JO6IO3cTQTHkUlwrhNqU/VA++aQz8w+clM9jWbSkrpsnGEIvFnPff19fXsIKVIU6i7HjYb5vEOlvhe3HT+5WQQ/QetvGVvAjM5/PS0hOshaAs21KG7v6TJSf4JeqA+n6jYmKRbpw2ZYWY54K5cwFvfZhbFSpRqVSsjgNorNupEoOqbGBdYl4mk9Hef+VyWekuFmOsVXF0qnF1ChJ2RA2d0GH/X/Y3mwlbNXnIHiib/R0+fNi4jWkMCwsL0u10LwJbq4KqFpIuM1VV+822xl0sFpMGKs/Ozta5wW3Euhc3PcXYEX7A7jXZMzQ0NFRnTd62bZtxf6FQCKurqw33sao0h45kMom+vj5trTN+f6asex4WasGeOV1ZIdZthj8XKnepKlGF36+XgsLAy+WqZGVBVGJnYGDA+XcYqjJSuqQaPhzEpQB9Op1uOG+q37cp8txOSNgRNXQWF913bF76LpOH1zptOlirHzbBA+pVoc3krjPL68Zgm4zBu2tt421U502MbWSCfG1tTSvWXbNYO5GQQ/Qmqnt+ZWWl7t/Hjh2rFYyVISZY8TXvZPe+qgzGxMREXeLVtm3bpKVB+P9vk3XPj0vWFpAtwNj54GMAxfHbzmeqxRwvIk29Y8WuMZVKpWH7AwcOSBelzcQtFotFadyg7vyquvUwV63qu6yYvM3vBG3xSsKOqOHlpmWrMpvYO9sMI5kVL5PJ1MSIbUFLvvJ5Pp+vc2WqXMiyVZqMcDiM4eFha2Gnag6tesFMTU15qsw/PDxsjMMDGmPxeJpxnVLPVsIPXF6UY2NjOH36NI4fP46tW7eiv78fhUIBkUgEhw4dqtuWLVx07aBkixMxu1a26GHxqTJki55MJoO+vr5axrwsWUCsz8fEiEr4xuPxBuu8S/gJ25Y9x4VCQTrfil1jVHO7VxGXSCQwMDAgFYWyhCxTBqzKVVsqlTAyMuK0IBUTQoK4eCVhR9TQWVxUbWcOHDggbeqtEk4mk7UqiyoejyMWi1m1v2Fj6O/vR6lUklqmVDEVslWaiM5tqkI1IdnEpcmui2oSS6fTVsJOF9Bs4y42ZccGbaIjuguXe57dj0NDQ1hcXGwQcyImC7hfPWbFeZDfr5hIoXKjqqxdqjIu+Xxe24fXJQ6WZbmL1jiVkHFxR5rCS5aWlpSFjVULz0Qiodyn6rgXFxexuLio7PkrbivWJU2lUoGc60jYEXWoJjXdZCgGwupi71Sigbk6ALnoYN+zcenu2LEDhULBOWbEZuVlcpvqXBjLy8sNK10bK6ms92I4HEZfX1/Di0+Wmi8LulYJO/4c8EJO5yZyoZm2T8TGQjYXife8eL/aPPNra2vaThOAPz1mxXmwXC6jUCg0WOEAt6zTXC6ntebr+vB68crYCl1bK2sikajLVHXxwuh+R/WOWl5eNhYPNnlJVK5vG0NAJyBhRzQgm9RcYwh0Pf1Mrg7ZSp2PMTHFuJlW7DyqThQybNymOnfzkSNHcOTIkTpRZIpLkwlJ/rf4l0Qul0NfX58x6BqQv0j46vWmkg9+lJHwKg6J3sGmg4vo8lOJDNtYVCYiZJ4G18WG6TdV8V0yRDeqDpUrGVDXtGPn0kscLH8d+H0C9TGFNh4MvgSSzhuka7VmOm4e9o4wxSvrQlC6LeOfhB1hhWvmVDMrwHg8XjPDi9XHeTHQ39/vehgNqDpRiJTLZWVdPfHhNhW0FEWRrE/j6uoqQqGQNh5GVpldFi8DNL4gZRMmE3W2lg+XSc1LaRmit/Eq9FXWNNWco2o2v7S0pHVb2lAsFrV/tykqznAp4K7qscrXjLTJeGelY5aWlqzmQp1AZfu3iaO2CTWRFY0HXvYQsfHahsaYRLjundUtSRMMEnaENWxCEAPvbVe+stWjiI2lSObK8ILtCt00JtnD7VrQkp0Pm5V9oVBQVtuX7VuGH5YPl0mt21a8RGtphdBXWaOi0ai2TAVvyXH5bV3BYeDlriutyPKXlXtiiRWA3fk9fvx4g+VeFzdmEqhs/zYLbnHu0MUfshCTY8eONZSZEd892WwWY2NjKBQKVrHGDNO7oNsy/knYEU6Ew2GMjo4ilUopXX22JT3E1bntylY2mU5MTCASiVi3GePdjiKiq0E3Jt3DrcuclYmiYrFodfymeBRbweVq+eDxqyF3UFe8RGtpldBXLVhU91mxWKwrHGxrNbRZgDGXY6vvcbEUC6A/v7o44Pn5eczPz0vPg82Cz2Yb1dzBPhMLOZuSLGy3lSE7dyq6KeM/WOWSia4hHA7XdVDg/10ul7G6ulqLnVCtHsXYCltLkYz+/v6aC9QG1Qp+cXER09PTOHjwIKanp5VFjIEzk4JMnPLHzkQvj2xiW1xcdO59K8OPVSRbnepw7Y0o22eQV7xEa2ml0BfnJvaZeP/JMjNnZ2extLSkzb536U7BhKrNvDQ0NGS1T5H+/n7rmGhZeIcMcX4ul8tKD4H4u7oEuampKU8tG1tBNpttKF7Mz93dDFnsCF9xqeYurs5tJvWhoaGGIqXsu+Vy2bq1i+y3XIp+AmjItJIVwOzr62twK4gTm62lToVLAogtreiN2E0rXqK1dMK1Jd5/KhHBLOIq652L+GBdL1isWKFQwNLSEo4fP96wrWxes/0NEdX5dSlJ4pL4AdTXABVFs6wWoIx2WvB5j42NR6mbkr9I2BG+4VrNXWz1o5qMTM3pM5mMsVI6j+oFomstIwo8m8KfMreAWM/Oj4bjtq4EF5g7WlUmYG1tDeVy2fl3bctIEL1PJ4S+y/2nivlTLR63bdtWl2Al63qxvr4uFXXNUCqV6hKfdC3JXKxRoVDIyTrJSn8sLi4aF7MqXJP0moGJSJt4xG5L/iJhR/iGShhVKhVpbTVx0ovH49J6bQC0Qcg2fRtZZhzQaGljqFaLw8PDSKVStRIDMiHlsopnK2HTpJnJZOqOjblzWmnlKJfLDckxMiupyapBEDZ0UuizMAldXJZomVYtxBKJRJ2oE59dQB+r2wwzMzM1S5zMoiRzSfPb8X2jeQ4cOKAsnCwrzZLP5xGPx6ULXFlxdhViGadmEJMrGDZ9fPlr323JXyTsCN/Qxc3EYjGt5U2cDPh6bab9mxgfH8fJkyelk56YKCHjwIEDRgHjMja+/pNuzMlksq4nJZtA/LRy6IoQM1ZWVpQ1toK8aiUIHaJlSYZYE072fIyMjODo0aN1n9ksNv1ENi7Vs6mylCaTyYZ5WRWKopoLXLtFyJCVcQJeLjyvC48RF/B8Yl8oFJKWtrGJ9+y25C8SdoRvmOJm2OrcJv1fNim5mun5bhayPozFYrFulapanYrjkRVVtVn9A/XnQ1d3i7lWZBYNv6wcLm5gXY2toK5aie6gE91IbFyMojVclUglirogoSsUL37uEn/nim3sM6Be8G7evLmuIoNYFoWVthGrHejmS3bvyWICTe8e3fui05CwI3zFJm7GdpUjm5RsC2Cm02kkEgmUy2VlPSPR9WBq6yMrFcBb8nS9CoEzQpMPINbV3WoFLmVcXAjqqpUIPp0KSFeJB1UiUrlcdmr7pUJWdy0WizllxNssIBkuz6aL+FIh6xYB2Hk9GCbrGBNqsVis1pbMy6JAluwWjUaV+xLruOpKw3QaEnZE27G1bqkecFNnB+BMXJyXxARdH9V8Pi+Nm2GWPFOc3eDgYIN1QiWEXawYNtvKGlj7AZUsIbzSyYB0Xa9Yl8QqV1TdLlSxYIyxsTEMDAxoe+YCzcXfuljsZL/Hd4uYnJyUhtvYXFuXjGmv3gtVstvU1JRxf+L7YXZ2FgMDAy1bkHuBhB3hK7IVuChcZFlTuubeMmzKcXixSJ111lmYnJzE4uJig0VPFTfDLIu61fH4+LjS2idOTi5WDK+Fn5u1Pugq1BOEDe0MSG+2Z6qpdZgLlUqlLn64XC5rRR3wco07ncBsNsvY1rrHZ7mqukWo5ivba2s6lmbd917vPdX3XCyS7YCEHeEbqhU4j8xSx1ZKfE9AG8tVOKzu7OAVlu3pYtHiXQSyOAxWBkAW5yeuYF2sGLbb2lobWMHOQqGA9fV1adsi4GWXMivoSTXpCC+0KyDdpmeq7h5WBfOLyBaoMsTjMz2f2WzWWM5J1SNah43YlcFnubLfErtFiItihsu1VR2LH+57r/ee7u9BSiQjYUf4ho2AUE2QpVKpoVq8zQOsWnmrSprISCaT1vF2piBb1ctClTDCrxB18YCylaTtqtN2Mo1Go1b1AAcHB7uqWCcRTFytZjJMlhvV4oe5zmyEkM28xvdplfXTZrDj48dtej5t4+lsrGHsd2WJBzKxWygUpC0MbUqBiMiOXfw325/r9RRrzpn2YZMwIcMkfoOSSEbCjvCNZlba4ndNEzKPSkyJDyAfHAu8PIGUSiXpClOMt2OTN7NqAfKaeLKXhWmFaIoHlBUENu2Tn+BsVuLLy8t1tbhkyGJr2L+Dsloluodm3Ic2iwtb15lODOiy12XlM8Lh+n7aYpkN2bj9KMrLJz/Ijkc3x4gWP/Ydm5qfunlfjA0Ux6CLLZRdTzbviqi6ZIj7cE2YkKFL4AtKIhkJO8I3bE35Nisl11gGcfWoS0wQv6MilUrVtQTL5XLo6zvzyLhaq3TWCZvSC7KCwLp9yia4iYkJ6eqboRJ1YqagjfWRIGzxEgBvG4Zg4zrTZbqz8XnJXpcdl2rcfCjK0tKS0pWpgyU/qOKcTXPMwsICRkdHG47BZFXVlUI6fPhwrSap7Nh1sYXi9dQJU9ZSUmcMaCZhQkSWwBekRDISdj1Ou2tEiWJKNWma0tRdYxlUKzVxclXVoBNXjqwsiaxJuM14ZKiEpmoVKrYokv2Wqm2QbIJTtXYzIWYKdluxTqL3sA1DMC02C4WClUBkVppCoYDBwUHPGZCqcR87dqxm2fIi6gC9uBkbGzN+f35+vpYQZWpNxrBZlLLz6SWz2KZLTzab1S44mTHAtme5iOodGuTe1yTsephOxUHxYkp185tW6S6xDLZuW9X5kGWlLS0tYevWrdbHLJscVCJSJ0h5VBY02cuLfb62tqYUirLWbsPDw8q4PgDSVkB+xEYRRDO4LC5sa1/ymFqJeZ1LVeM2dapgSVi6BbNO3KgSoUR0tTplz7etWDN191Fh06WHeVLi8bhym9nZWezYsUP6N1n9PlMsIsOLtbkdkLDrUYLUtNjrzW8by2DjttWdDz9qVImTlu5FwCaNUCjkKa5GnIhs6/WJrd0ikQjW1ta0wm5paam2IuYJ8mqV6H1cFxcq15lNDJmfc6ltuIoIX1qI1YqTVRFo1moum5NU2ftsDrNhbW1NGutrirGzPS7mztbVR1XN82L9PttYxCBDwq5HCUrTYldXsLi9TSyDjdtWdT6Wl5eVk7usirpNIVDdi8Am69SESbCqWFpaqgUKszpaMje0iEtbIoJoF66LC9skK/F59nsuNdXgFNHFzdpUCeCR9bXl96cqUry8vIzh4WHnBAgGHyMsClJW2FiXFWsjiAuFgtZF7lXEi3RDLDEJux4lCHFQru6LZupN6TpG6NwAqomVTaaq39aNR/UikMXzeIW5ml2qxatcChMTE0ilUlhZWZG6hCh2jggqrosL2fam+aUVc2k4rK/ByWfcAmcWZbZWQ52nQyXq+NqUMo4cOYIjR45ILWKsm4ZY1F1WRopZ1lgyBauDyRdsbkY0qa4Jy371KuJtfiNINN8crknuvPNOnHPOOdiyZQt27dqFJ598Urnt2toaPv3pT2PHjh3YsmULzj//fDz88MN126yuruIjH/kIxsfHMTAwgEsvvRTf//7367YpFAq44YYbMDo6ioGBAbzmNa/BXXfd1ZLj6xRshcPTzjgoldVKNXGYtg+Hww117oAzYnB6elrbSSEUCtXqFtnC4jVUFkfVeID2PfgHDhzwXBF/dnYWS0tLtfMbjUaRzWYb7hmZG5Ygeg3d89yquVS2X7bvaDSKWCyGfD6P6elpZTa7SogwEWMLs2apxsRQuTkLhQJGRkYwNTWFnTt31sSbjGPHjmFubg7T09M4ePAgpqenjQkjNpY0luQlm8NYjcFkMlk3RtHQYJq7uyWWuKMWu6997WvYu3cv7rrrLuzatQu33XYb9uzZg+eee65WrZ/nE5/4BO677z586UtfwuTkJB555BG8613vwr/+67/ip37qpwAA1157Lf793/8d9957L7Zv34777rsPu3fvxrPPPlt7se/duxePPfYY7rvvPpxzzjn4p3/6J/zmb/4mtm/fjre//e1tPQetpJNxUAsLC9LPVWZsG3eHrLCl6WGPx+N1K9dsNotNmzYZXSC6IGLZWHhkboN0Ot0SwZfL5ZyagvPw7hF2n8Tj8br9scBkKj5MbGT8mEtlcwbbL18XU5cUJqKbU/gxr62tKcUhL1bK5TIikQgmJydRKBSsu/owi55NUonMK2CKXTNZ0nSCi5WoYuisvLK520utu06zqVqtVjv147t27cLrX/963HHHHQDOBDGOjY3hQx/6EG666aaG7bdv346Pf/zjuP7662ufXXnllRgYGMB9992HkydPIhaL4e///u9x+eWX17a58MIL8Za3vAV/8Ad/AAB47Wtfi6uuugq/93u/p9zGRD6fx9atW3H8+HFtNs5GpFwuN7TPYqhqBqm+w7aXuWkjkUhDKxsbZA2qbbeZmpoy1r1ilMvlhgr0NvEoruzcubNWaDmfzxsz7LzgpdYTQRBn8JJVu7q6qp3fxH2oFpvlclnZQWJycrIWlyYr3itbMJoWkmyu0L0HZDB3sAzVviYmJhrEsO49Yku7y4TZ4KI5OuaKLZfLeOqpp7B79+6XBxMKYffu3XjiiSek3ymVStiyZUvdZwMDA/jud78LAFhfX8fp06e12wDApZdeim9961vI5XKoVqv453/+Zxw8eBC/8Au/4NfhbWhUq6t0Ou15pStz05oyslT9XlnZDxW6IGJV3SuVS1R0EbN4FOYKsHWXpNNpbbo+cyVls9k6VwP7/y5uaBleM4dZHI3KBU8QvY5rWApDZ43LZrMNHRVkrk32uUzU8UWWVcV7xXmDWa8mJydr7k0Rvki8iztYh8odLpZj0sU3u/6eyjXPCPLc1jFX7OLiIk6fPt3w8k2n00pryp49e/CFL3wBb3zjG7Fjxw7s378f3/zmN3H69GkAQCwWwyWXXILPfOYzePWrX410Oo2/+Zu/wRNPPIFXvvKVtf188YtfxAc/+EGMjo6ir68PoVAIX/rSl/DGN75ROd5SqVR30+iqbW90VBOSzL3O0LliVcjqsoltw2SxdyxYd319vW7lmUwmMTIygnA4rBRqqglC1hFDd0z9/f213+RdPEtLS9LVMCseKssME39bdDWwSSoWiznV8uLx4kamfrLERoZZfdbW1qR/54vvumaC5nK5mqhRCce+vj7pd8fGxjA0NGQliKLRaC2LVazppoIVSubLsqgshjym/t427nDVPDUzM4MTJ07UlY1phqDPbV2VFXv77bfjAx/4ACYnJ7Fp0ybs2LED11xzDf7yL/+yts29996L97///chms9i8eTNe97rX4Vd+5Vfw1FNP1bb54he/iH/7t3/Dt771LYyPj+M73/kOrr/+emzfvr3Ogshz66234vd///dbfoy9gJcCtl4yz4rFIjKZjLYquopyudwwSS0uLiISiSCTySgtdrpeqmKciEoc8hOcWPxTl65fKpWUGW829ZVcMmibxaXXL0H0Gja1JVmXCZ1ASCaTCIVCUlHEhKFKlB06dEj6+eHDh1Eul2sLbV09On5OtQl7GR8fV4aqVCoV5TlReVdETFnQOjE8Pz+P+fn5pkVYkGrEquiYsEsmk9i8eXODRWV+fl5p4t22bRsefPBBnDp1Cv/1X/+F7du346abbsK5555b22bHjh349re/jWKxiHw+j5GREVx11VW1bU6ePInf/d3fxQMPPFCLw/vJn/xJPPPMM/j85z+vFHY333wz9u7dW/t3Pp+3atOyUTG1oZF1ZNCJQVlcB79qdU3IUMH26TXRYWVlBQMDAwiFQlarW3FC0P0u+5tKoJnqK+lKAZjG6lq7ybXXL0H0CjZJD7J6mOzftv1u19bWaskOrjCRYxojXxTZBIt3E2Pc2DGJ7wQAtRhkv0QXoBfD/Hi8hgWpCrrztf46TceEXTgcxoUXXoj9+/fjne98J4AzL6z9+/fjhhtu0H53y5YtyGazWFtbwze+8Q28+93vbtgmGo0iGo1ieXkZjzzyCP7oj/4IwJmHYW1trWGFsnnzZq1FIxKJdEX9miAhE1y6FarswWd1jlRWHp3g8Fp/qlQqIRaLaWvjqbBt3cNTKBTQ399fE7qqBIt8Po9kMun5uFTime/dGwqFjJ0+bAKLXXv9EoQfBCHo3UYE6Yqm83OazvLHZ7V76WZhM0bgzDlVuZN5BgcHjcfEvxPK5XLD/OrX3GBy63opMmyywrpkBreajrpi9+7di6uvvhoXXXQRLr74Ytx2220oFou45pprAADve9/7kM1mceuttwIAvve97yGXy+GCCy5ALpfDpz71KVQqFXzsYx+r7fORRx5BtVrFeeedh+effx4f/ehHMTk5WdtnPB7Hm970Jnz0ox/FwMAAxsfH8e1vfxtf+cpX8IUvfKH9J6HH0E2sNiZs9uDLMrRk6ASEyQqYyWS0BXlTqZSzsPMCv7LMZrPKrFm+e4WIbX0lWXkFoF6E686Z7LrISgGYKsV3Q/V2orvoRNyTbL6zMQDoiqazz227yrCivzbZ/i7ISj6pcA21KZfLSlexH3ODaf6xuUb8tQUarasqgrBw7aiwu+qqq3Ds2DF88pOfxNzcHC644AI8/PDDNX/7iy++WGdZO3XqFD7xiU/ghRdewODgIN761rfi3nvvxdDQUG2b48eP4+abb8aRI0eQSCRw5ZVX4rOf/WwtWB0A7r//ftx888341V/9VSwtLWF8fByf/exncd1117Xt2HsJ24bJtq15dBla4v5ND49KyCwuLkpFHb9P0+TQCkwuUVX3CpeSO6oYGDHgWXxhqa6LuB+Gba9fgmgWl7gnv6x6zQhJ9tu6RZRLJvrCwkJDNQjALsxChaqXNXO5sjG6hNQAZsuXX3MDm/vFklM27w1xjKoYQFl3DaDzC9eOJ0/ccMMNStfr448/XvfvN73pTXj22We1+3v3u98tdc3yZDIZ3H333U7jJOpRiTke2/gx8XObDC2XSVkUMrrJThRIOnHSLNFo1LlzxPr6uvRz24lE9QIsFot1E5TsJWV60chepDZtfAiiWWwXjX5Z9XRC0vSc8GWfdLHILgJH5VlIJBJYX1939jzoSj4xt6wqttkUX60TdX7HqIXDYYyOjiKVSlm/N2RjVJ0/lbDr9MK148KO6D5sMr4Y/MRqmy2rE4CmrCgRk5VJN15TuYJmUYk6lfBMJBLKGD6+xIBu8lJ1BJH1dLQN4uaRCcxOdkAhNgY2i0Y/sxlVZY90LlaGWPZJNaf54TFgAf0qYSKWhxI7+8iwiSVzTWhj2GbHuuLy3tDVYRUtf0FduJKwI5ywjftgiJOczUveS7kUFa6FdZnr30W8+kk6nUYikZAKO1Xsna7EAI8sWFmHKNJsXjSql5qrICcIF2zmDFurngnd3KBysarGZKJZjwFrCaZKyMrlcnVdGVzG5kUU60RvIpEIRCkkXR1WmeUviAtXEnaEEy5CSTWJsZc8q9wtexhUsXGu8TGuJT4OHDigTKoQjy0ej2N5edm6n6INbOKwxVRiAHh5Fe4qcmXnjp/EZDGVQZjUiN7A9Vk3vWC9ZpPzY1HFnQH19z8/llAohEqlYn0c4nHLrEIi2WxWWZAYOLMoHBkZwdGjRxv+VigUpK28bOYLV1EsE73Dw8NIp9NOoq6V2c+mRYLunRYUSNgRTpgmQduGyXNzc9rAe6AxNk5cddrEx6geUrbSPHXqVMNkZxJ1fDuf4eFhz8JucHCwzqXjRRjpSgyIQcMubcV0Y2GTWCwWq5VJCcpKlegNvMbC6V6wXj0BNtZ7WZ9TLy971XHzC93V1dW60IlsNlt7DicnJ1EoFKRzkmtbeBvB6yWWrFkLVzuyn4NohXOBhB3hhGxytBVzDFHUAY1mfZnLV3Ql2LoCxIc0n887NacWEQsje808Y6IunU7XtbpRvYAAOL2URLerLLNYBt8Y3ETQVqpE99PKyv6uL2zb0BNT3TQbTMcdDp+pcZlIJDAyMqKcz1QLuKGhIemiVTV2U+hFMxZ6r/OG6Rz5acnr5rmNhB3hTDOrGVkrLwZv1rdt2mzrCuDdv37EzvG/yzqliBZIwK72EesDy6M6x7LPZBOwqrgyn1m8trYmrc7eztZjBCHiVyycCvGFrRMDNu5Iv0IQdA3smTWQH2ssFnMqDWUT6M+7nCuVSkPpIzYewB8x64ru3rCJM94okLAjPOF1NaObKNnE4ZK44OoKcI0zs/3dTCYjdUvK6ijJWFhYwOjoaN1nsnNsW2IAkKfo85nFqqw31qqoW1erRHfTTCycKya3nuo3JycnneLmbNA1sGeLLXGsqu+oSkPpFuWqeZc/J50oAs2jOl5Z7OPs7CxCoRAGBwc33Fwm7/xLEC1Cl8zgalHzslL24+WgSwqJxWINf7PJRJ2fn1cKLVvC4XBdkgSzGjLEcTNLn8jMzAymp6el9ZkIotXI7stWJOao3Hr8c6gaSzQalT7rzcBcrTJmZ2eVwkUGE22yMYqfl8tlLC0tKedddk50NTBXV1ebmr9YIp1pH6rrofIybNS5jCx2RFtRxegxd6aLRW1gYMCX34/FYlhdXdV+z+sK3eV4TK4mlctI1/nDVNCZD8oW3bJBaI1DbEzaEbxu6/JtVyA9E1guVCqVpkpD2XpHdPMYX4rFiwXP1Qooux4mQbjR5jISdoQzzQao+lVtvVAoeKp7JHNb6pIp2ArdCy7Ho9tWNfnpJmbWQzIWiyn3y65lsx0t+H11YxYZETxaHbzu4vJtRyC9lzARFmtnIzzF59PFO2I7j7kKKK+JMuL1MCV6AJ1v89VOSNgRTvgVY6GaKGUPqKquXDPBu/zvq1Z7rEZcM5OBHxmuqslvYGDAODHrJjOb1brthN7p2BuCcEVX/qQTixTds2aaM0zCU/Z8uiw6FxYWkEqlrDphuAgoPxNldN4HoPNtvtoJCTvCmlaWIeBRmdp5N4WXKuWqyVo1ufT392uPq1gsolAoYHBwUDsWlwxX2XhV7hmbzGFxMrMptMqwdem0674gCL+RPZumRYpO9DUjCFXZ7XwpJFnRdhOq53PHjh3S7WWFjOfn5zE/P18X3hEKhaQdMfzwUngVYSxOsVKpBK7NVzshYUdY0+oyBDziCnRiYgKpVEoppEwTqm6ydp1c2ESZz+drnyUSCUxMTFgfj+oz1XhlmCZ2cTJzyTYeGxur9Z81Xdt23hcE4Tei9V63SNHNI35YrU3xfF5KeuieTxmbN29W7ksM72i29SM/h3rdh4xuLzDcLCTsCGvaWYZARjQalVrGbFbYpsKfthOUShwtLS0hlUohGo16WrXz32Hj08Fa8Kjq1TE3MmvZZrNPnsOHD9f+v+nl0a77gmL4iFZjEkGqeUT3Ny+WO5UFXxWSoUvsKhaL0t9RLQxNC0Z+weZVQJXLZRQKBemcxM5ns7QjLjKokLAjrHERQO3Cxg2oclnyteNkE5ToajUFGxcKBZw8eVKZ8atCFIvpdFp/0ECtoHEqlZIKu3K5XJcQ0ky8m+kF1Y77gmL4iHagW6S4Wr7Y3/x6DlS/o8tKVRWEZ92CZM+tqTeteI5cBZTJc0CW/uYhYUc40UkTt1gV3TTZylwnPKzjgywAeWZmpiGmzyQkIpEIDh06VPcZm1RV4k4mFk1178SgaVn5GHEyV9VxYmVc2DlVdaMwTbatvC8oho9oF14WKTrLtJ9Wa5t9ic+Fan5kng/Vc8s+F4urN7tgs8nE3UhJDq2ChB3hTCdM3CqBpuqLyOLDvGRwFYvFhoSFpaUlnDp1SrkfFrArg+8tK6KyJoouVl0/XnFyti2bICvjosoQtplsW3VfUAwf0U5UYsck+lpttbYp6QHUPxc2YRK6CgWjo6NIpVK+LdhMc1OnPUC9Agk7IvDoBJqqL2I4HLYq9imb+FQWsxMnTkg/HxsbQygUklq6GDIRorMmplIp6YTKKrSLk6ytqJqYmEB/f79ykm5VMHMzdDq2k9h4qJ4nvqQGUB+P1g5vBv8bqqzUYrFYS26wtUDq4ldNc4tL7KvqmfWjtBTF4L4MCTui5TT7wJlWebK+iDYZoKoJbnl52Wl84XC4wQUrIis7ohqf6Gpl2MaZhcNhqTsWgHbyVI3Jr2BmrwQxtpPYuOgyU9vhzeB/Q/acix4Ck+BsJn5V9V3VnK96llWt1GyhGNx6SNgRLcWPB85kmeEb2wN60aRzaQJqEXnWWWcpLXYmUScTISoX7NjYmPT8uMaZsZg+cdLP5/PK8x9kl+dGL19ABIOgxXuq6meKz6xrpq3N8ai+u76+XjfviAlkzTzLMsEYtGsSBEjYES3D5oGzsebpYkuy2WxNkJgChicmJowrQ5WI3LFjBw4fPoyVlRXt98Xfc3Uv9PXJH0kvoiuRSDQIO92EF3SX50YuX0AEg6AtfmyfWdfi7DbHo/quzIII1CeQeXmWVUaCoF2TIEDCjmgZrhmrOmueGFtSqVQamt6zKu2qyY7Fw5jiSWSugnw+7yTqTO4F1xpSqlpUOtHlOuGRy5Mg9ARt8aNa9PKWeS/F2UOhkDSWl8flmHUJZDbojARBuyZBgIQd0TJ0D5wX87nobj148GDd3/m2NyqBYiMmRVcBgLqacCpY6RCTe4EJS1XSh2x7VS0qL2UYdKt5cnkShJogLn5kMbCmwsl8UWPxeBKJhLY2HsO21BKDLTS9zC2qRWqhUEAikQjcNek0JOyIlqGbBFdXV6XfsTWf6xIqWNsbMaHC1TXMMstUY+WRlQ6RIQpLU8yf7lhNv2fzElIJ3Y08KRKEDtfFT6uzNb0UThaFm67/q27BrToXMnFXLBbrFuMu8daqRerMzAwqlQotSAVI2BEtRfXANWs+N21XKBQaynp4dQ2rfsvWQseQCctcLoepqSlfLG8ydBMeBR0TRCO2cb82z0g7sjV188Pa2prx+3z/Vy8LbvFcyBK3ZJY8l7lGF2cttockSNgRbUD2wDXr0tA96ADqasqZBJqNa1jVeodh8zLwGuTrx7lyyQDeyEHHxMbGTyHWroWTyiUqdo3QwZ55v+LVMpkMEomEsWi6y1yTTCZRqVTq+lgzmEuWOAMJO6JjNGs+V7W9EdEJNBanZlqp6sYq6/XKtypj+Gl5A2AMbjZBQccE8TJ+C7F2Lpz4+UFMKrOBPfN+xhDaWNBss3fZ31QWyPX1defx9TIk7IiO4tV8zk8AfNsbU6/TZDJZV2cpl8uhr68PAwMD0t9hE49qwlH1emVJHGy1b5swYVMBXmdVcInnCWIgOEF0Cr+FWLsXTmyMYlKZifHxcQAvLxRbEa/WTLyv7G8ihw8fRigU2tBFiXlI2BFdhy7g39TrVJZhauoAoZtwFhYWlONkq32xUr0qYcLGDaSzKugq4qugoGOCOIPfQqwTCyfbPtGMiYkJVCqVuqz/ViVQeY33Zf/fBMUHv0yo0wMgCBdUEwATdGwy5eEnU9uJb3JystYaR/V75XLZGMNSKBSkCRO2E5soVFUdK2S/I/u+jHA4jFgsRhMisaExzR1eSCaTmJqaws6dOzE1NdVyi5KrCI1EIp7nDS+o5hqdtdRFrLoK216FLHZEV2HjLtGtDG0nvkqlYvy9ZhDdOzbHZdP/1vQ7BEGoaZUbsh0lUVThHsPDw0in0zh58mSD9ZDNcyJ+zRu2x+WlALsf2/cqJOyIwMAmAdZZQjYZ2LpLVJOpKZtW3F8oJDdq20wg4+Pjyk4S4n5Nx2Xqf6v6HZfgZJu/E0Sv0+6yGX5k4srqY66vr2N+fh7Ly8tYXl6uq1fH1/aU4YdAsj0umwLsMpc2gLa6ubsJEnZEIFBZo8TJwI+4FXFVLotNk8XWyX5PlmUrxs/JhOSBAwfqjs10XDoLYS6Xw8mTJ7XjBMwTbTtqbhEE8TJ+ZOKq6mOK8PXqGK2KA3Q5LpsC7CpLKsUHyyFhR3QcnTVKNhn44S7hV+Wy/enGxLfwsRlLMpnEwMCAsaJ7My7kpaUl7ThNEy0VKyaI9uNHJq5rDJq431a4n12OqxkvDBUllkPJE0THMU1Msr+7BvyXy2Wsrq4qXQ/8/srlMpaXl63HYzMW1f5s9yUL7DbB71uVvcv3b7QZH0EQ/uFHJq4f2/qdQOVyXKqkFQDaOZtQQxY7ouOYJqZm4z1c+rPaJCi4jkeXPeuyL7ayLhQK0lp9qn3b/D4VKyaI9uOHK1S1D6BzMWiuxyULj5GVYCHsIGFHdBxdQkOzk5Ep/kQs7msSdV7Go7J6pdNp532Fw2EkEglUKpW6sQ4NDWFlZaVu23w+j2QyafX7VKyYIDqDH67QdsSguSZeuR4Xc6tSWEjzkLAjAgE/CeiyYl0xuRL5CUO1bSaTwcDAAAYHB32tQJ9KpZz3xRA7aIiiDnj52Gx/n4oVE0Rn8CNWrJUxaF4Tr7z8PvWwbh6KsSMCA4vziEajvsV72LgS2USiqqW0bds2JBIJz+NpReFTVYkAERbbp/p9MfaQihUTBMFjKp5uW1zdFgoLaR6y2BGe6FS9M9fftalbF4lErGopNYPf1jDbpIYjR47gyJEj0hpWVN6EIAgTJgua3xY2CgtpHhJ2hDOdEgRef5cXVcVisSHGLhwOY3V1VfpdvpZSs4g16ZqZqFxXr7Ozs5icnKzVsKI4FoIgbDBZ0FphYaOwkOYgYUc40SlB0OzvsliPWCyGRCLRMGG0w/zvpyBWrWrj8TiWl5dx5MiRhu/wRZEpjoUgCBtMFrRWWdioRp13SNgRTnRKEPjxu7wbl6++DrTe/N8KQaxa1Q4PD0uFHfvNgYEBrK2tSf9OcSwEEXzaHQpjsqCRhS1YkLAjnOhUYGuzv2tjLWvl5NQqQazKhNPFFYodMBgUx0IQwadToTAmC1qnLWzU5/plSNgRTnQysDWdTtcV2rX9XRdrWasmp3YL4mQyib6+Phw6dMi47cTEhOdSLgRBtA+KjZVDiWD1kLAjnGmVZUu14hIf2nQ6jVQq1XQvRb/cx+VyGYVCAQCUAqkTgrhSqVht19/fv6FfCgTRLVBsbCMkdhshYUd4wm/LlmrFJXto5+fnjcV9eZHYSmuZrAWZarUY1DiUUIjKWRJEK/HLTUg13hohsdsICTui4+hWXF4e2rm5uYaSJq2wlqlakOlWizpB7NfkXywWUSgUrCd7PluWIAh/aUc2vJcEsl4RPSR2GyFhR3QcnXhzfWhFUQecEVpTU1MNBXqbRVck2HW16NfkPzMzg6WlJefvbXTXBUG0Ai9uQpP4krVfLJfLxme3mTmmXYLQy+9QQeNGSNgRHUcn3lweWl2brVKp5HurLN2K0GW16FeMSLFY9CTqGBvZdUEQrcDV42ArvsLhMPL5vLVQa2aOaVdiQjO/E9Qwl05BwTVExzH1Uk0mk5iamsLOnTsxNTWlfNh1FrRWmOXD4TASiYT0b/l83no/usnfBZbA4ZWN7LogiFbg4nFw6blq07+V7wHtdY7xuw9sK3+H+ly/DFnsiEBgWnHZJGuoJlG/+r2KlMtlpYXMxeLWTIwI77oYHBw0bs9IJBJ1Y9/orguCaAUuHgcX655uW5klLx6PS7c3zTHtSkygBAh/IWFHBIZmM21lk2g2m0Umk/FjeA2YVru2k5LXGBGZ60IUbDzZbBbRaLQmnLPZLLkuCKLF2LoJXRZ4qm1DoZDU8jU1NeVpjmlXYgIlQPgLCTuip2hnrIVp0nGZlFzHrXJdTE1NIZVKoVAoYHBwEP39/U1ZQQmCaB6bZ00WvqESX6rFoKp2ZalU8jQ3tisxgRIg/IWEHdFztEuw6Fp3eZmUXMatc13EYjFEo9G6/RIEEVxUpZNULlRAnh2rqknJFple5sZ2LZYpAcI/SNgRRBPIJtd2TEpeXRe9WMeKILodrzFmsuzYVsTPtnOxTPNS85CwIwgHZMKITUbsb+3Ai+uC+ikSRDBpZqEmWvqWlpYwOTnZtkUmETxI2BE9j19WKp0w6oRocnFdUD9FggguXmPMVAvJSqWCWCzm6xiJ7oGEHdHT2AguG+GnE0bs/8v+1mrRZOu6oHICBBFsvMSYUTYpIYOEHdGzqMTYwMBAzU1hW71dVfy3UCigv79f+rcgiSZ6ARBE8HGNMaNsUkIGCTuiZ1FZqQ4cOKD8jhdLWzeIJnoBEERvQtmkhAgJO6Jn8SqsZJY2VVeHwcHBrhFN9AIgiN6EskkJHhJ2RNejipHT1ZnTIROEJvHWLaKJXgAE0btQOSMCIGFHdDmm5AixzpzODcu+r5oQ/ehnSxAE0QqonBHBIGFHdC22JTx4wSWzurlY2npFvNHKniB6BypnRPDI+4+0kTvvvBPnnHMOtmzZgl27duHJJ59Ubru2toZPf/rT2LFjB7Zs2YLzzz8fDz/8cN02q6ur+MhHPoLx8XEMDAzg0ksvxfe///2Gff3oRz/C29/+dmzduhXRaBSvf/3r8eKLL/p+fETr0JXwUJFMJjE1NYWdO3diamoKyWQS4XAYsVhsw0yAi4uLmJ6exsGDBzE9PY3FxcVOD4kgiCbwMhcSvUtHhd3XvvY17N27F7fccgt++MMf4vzzz8eePXuwsLAg3f4Tn/gE/vf//t/44he/iGeffRbXXXcd3vWud+Hpp5+ubXPttdfi0Ucfxb333ovp6Wn8wi/8Anbv3o1cLlfb5tChQ/iZn/kZTE5O4vHHH8f//b//F7/3e7+HLVu2tPyYCf/wmo260YQcj2plXy6XOzQigiCapRsy84n2salarVY79eO7du3C61//etxxxx0AzlTLHhsbw4c+9CHcdNNNDdtv374dH//4x3H99dfXPrvyyisxMDCA++67DydPnkQsFsPf//3f4/LLL69tc+GFF+Itb3kL/uAP/gAA8Mu//Mvo7+/Hvffe63ns+XweW7duxfHjx7WNmonWQnElbqyuruLgwYMNn6fTaYyOjnZgRARB+AHNhb2Ni+bomMWuXC7jqaeewu7du18eTCiE3bt344knnpB+p1QqNVjVBgYG8N3vfhcAsL6+jtOnT2u3qVQq2LdvH3bu3Ik9e/YglUph165dePDBB308OqJdyFyrhBrVCn5+fp6sdgTRxdBcSDA6JuwWFxdx+vRppNPpus/T6TTm5uak39mzZw++8IUv4D//8z9RqVTw6KOP4pvf/CaOHj0KAIjFYrjkkkvwmc98Bi+99BJOnz6N++67D0888URtm4WFBRQKBXzuc5/Dm9/8ZvzTP/0T3vWud+GKK67At7/9beV4S6US8vl83X9EMNjIrlVXwuFwwzPHoHgcguhuaC4kgAAkT7hw++2341WvehUmJycRDodxww034JprrkEo9PJh3HvvvahWq8hms4hEIviTP/kT/Mqv/Eptm0qlAgB4xzvegRtvvBEXXHABbrrpJvziL/4i7rrrLuVv33rrrdi6dWvtv7GxsdYeLEE4UC6Xsbq6qrS68X9PpVLSbSgehyAIovvpmLBLJpPYvHkz5ufn6z6fn59HJpORfmfbtm148MEHUSwWMTs7iwMHDmBwcBDnnntubZsdO3bg29/+NgqFAg4fPownn3wSa2trtW2SyST6+vrwmte8pm7fr371q7VZsTfffDOOHz9e++/w4cNeD50gfMWU5Sr+PZ/PY3x8vG6bIHbKIAiCINzpmLALh8O48MILsX///tpnlUoF+/fvxyWXXKL97pYtW5DNZrG+vo5vfOMbeMc73tGwTTQaxcjICJaXl/HII4/UtgmHw3j961+P5557rm77gwcPNrzseCKRCOLxeN1/BNFpTFmuuvpWFI9DEATRe3S0QPHevXtx9dVX46KLLsLFF1+M2267DcViEddccw0A4H3vex+y2SxuvfVWAMD3vvc95HI5XHDBBcjlcvjUpz6FSqWCj33sY7V9PvLII6hWqzjvvPPw/PPP46Mf/SgmJydr+wSAj370o7jqqqvwxje+EZdddhkefvhh/MM//AMef/zxth4/QTSLrn5VOBzW/p1icQiCIHqPjgq7q666CseOHcMnP/lJzM3N4YILLsDDDz9cC+5+8cUX6+LnTp06hU984hN44YUXMDg4iLe+9a249957MTQ0VNvm+PHjuPnmm3HkyBEkEglceeWV+OxnP4v+/v7aNu9617tw11134dZbb8WHP/xhnHfeefjGN76Bn/mZn2nbsROEH5jqV1F9K4IgiI1FR+vYdTNUx47oJHxLsHw+r61fRfWtCIIguhsXzUG9Ygmiy5AJtampKWXv12Qy6dQPlyAIwgT1mw4uJOwIootQJUNMTU0hFospvxcOh2nyJQjCF8gLEGy6qo4dQWx0qNk3QRCdhPpNBx8SdgTRRVAyBEEQfmMqcM5Di8vgQ65YgugAXuNTwuEwxsfHG9wg5GYlCMILrm5VWlwGHxJ2BNFmmo1PoWQIgiD8QFfAXDWv0OIy+JCwI4g24mUilUHJEARBNIupwLkKWlwGGxJ2BNFGvE6kBEEQftOMW5UWl8GFkicIoo20Kz7FJRiaIIiNCXOr8pBbtfshix1BtJF2xKdQjSmCIGwht2rvQcKOINpMKydSv2L4CILYOJBbtbcgYUcQHaBVEynF8BEEQWxsKMaOIHoIqjFFEASxsSFhRxA9BAVDEwRBbGzIFUsQPQYFQxMEQWxcSNgRRA9CwdAEQRAbE3LFEgRBEARB9Agk7AiCIAiCIHoEEnYEQRAEQRA9Agk7giAIgiCIHoGEHUEQBEEQRI9Awo4gCIIgCKJHIGFHEARBEATRI5CwIwiCIAiC6BFI2BFEj1Aul7G6uopyudzpoRAEQRAdgjpPEEQPsLi4iNnZ2dq/x8fHkUwmOzgigiAIohOQxY4gupxyuVwn6gBgdnaWLHcEQRAbEBJ2BNHllEolp88JgiCI3oWEHUF0OZFIxOlzgiAIonchYUcQXU44HEY2m637bHx8HOFwuEMjIgiCIDoFCTuC6HIWFxeRy+Vq/85ms5Q4QRAEsUEhYUcQXYwscSKXy1HiBEEQxAaFhB1BdDGUOEEQBEHwkLAjiC6GEicIgiAIHhJ2BNHFhMNhjI+P131GiRMEQRAbF+o8QRBdTjKZRDweR6lUQiQSIVFHEASxgSFhRxA9QDgcJkFHEARBkCuWIAiCIAiiVyBhRxAEQRAE0SOQsCMIgiAIgugRSNgRBEEQBEH0CCTsCIIgCIIgegQSdgRBEARBED0CCTuCIAiCIIgegYQdQRAEQRBEj0DCjiAIgiAIokcgYUcQBEEQBNEjkLAjCIIgCILoEUjYEQRBEARB9Agk7AiCIAiCIHqEvk4PoFupVqsAgHw+3+GREARBEATRyzCtwbSHDhJ2HlldXQUAjI2NdXgkBEEQBEFsBFZXV7F161btNpuqNvKPaKBSqeCll15CLBbDpk2bWvIb+XweY2NjOHz4MOLxeEt+gzBD1yEY0HUIDnQtggFdh2DQjutQrVaxurqK7du3IxTSR9GRxc4joVAIo6OjbfmteDxOD20AoOsQDOg6BAe6FsGArkMwaPV1MFnqGJQ8QRAEQRAE0SOQsCMIgiAIgugRSNgFmEgkgltuuQWRSKTTQ9nQ0HUIBnQdggNdi2BA1yEYBO06UPIEQRAEQRBEj0AWO4IgCIIgiB6BhB1BEARBEESPQMKOIAiCIAiiRyBh12HuvPNOnHPOOdiyZQt27dqFJ598Urv93/7t32JychJbtmzB1NQUHnrooTaNtLdxuQ5f+tKX8LM/+7MYHh7G8PAwdu/ebbxuhB2uzwPj/vvvx6ZNm/DOd76ztQPcQLhei5WVFVx//fUYGRlBJBLBzp07aX7yAdfrcNttt+G8887DwMAAxsbGcOONN+LUqVNtGm1v8p3vfAdve9vbsH37dmzatAkPPvig8TuPP/44Xve61yESieCVr3wl7rnnnpaPs0aV6Bj3339/NRwOV//yL/+y+h//8R/VD3zgA9WhoaHq/Py8dPt/+Zd/qW7evLn6R3/0R9Vnn322+olPfKLa399fnZ6ebvPIewvX6/Ce97yneuedd1affvrp6o9+9KPqr//6r1e3bt1aPXLkSJtH3lu4XgfGzMxMNZvNVn/2Z3+2+o53vKM9g+1xXK9FqVSqXnTRRdW3vvWt1e9+97vVmZmZ6uOPP1595pln2jzy3sL1Onz1q1+tRiKR6le/+tXqzMxM9ZFHHqmOjIxUb7zxxjaPvLd46KGHqh//+Mer3/zmN6sAqg888IB2+xdeeKF61llnVffu3Vt99tlnq1/84hermzdvrj788MNtGS8Juw5y8cUXV6+//vrav0+fPl3dvn179dZbb5Vu/+53v7t6+eWX1322a9eu6n//7/+9pePsdVyvg8j6+no1FotV/+qv/qpVQ9wQeLkO6+vr1UsvvbT65S9/uXr11VeTsPMJ12vxZ3/2Z9Vzzz23Wi6X2zXEDYHrdbj++uurP//zP1/32d69e6tveMMbWjrOjYSNsPvYxz5W/Ymf+Im6z6666qrqnj17WjiylyFXbIcol8t46qmnsHv37tpnoVAIu3fvxhNPPCH9zhNPPFG3PQDs2bNHuT1hxst1EDlx4gTW1taQSCRaNcyex+t1+PSnP41UKoXf+I3faMcwNwRersW3vvUtXHLJJbj++uuRTqfx2te+Fn/4h3+I06dPt2vYPYeX63DppZfiqaeeqrlrX3jhBTz00EN461vf2pYxE2fo9LuaesV2iMXFRZw+fRrpdLru83Q6jQMHDki/Mzc3J91+bm6uZePsdbxcB5Hf+Z3fwfbt2xseZMIeL9fhu9/9Lv7iL/4CzzzzTBtGuHHwci1eeOEFPPbYY/jVX/1VPPTQQ3j++efxm7/5m1hbW8Mtt9zSjmH3HF6uw3ve8x4sLi7iZ37mZ1CtVrG+vo7rrrsOv/u7v9uOIRP/D9W7Op/P4+TJkxgYGGjp75PFjiCa4HOf+xzuv/9+PPDAA9iyZUunh7NhWF1dxXvf+1586UtfQjKZ7PRwNjyVSgWpVAp//ud/jgsvvBBXXXUVPv7xj+Ouu+7q9NA2FI8//jj+8A//EH/6p3+KH/7wh/jmN7+Jffv24TOf+Uynh0a0EbLYdYhkMonNmzdjfn6+7vP5+XlkMhnpdzKZjNP2hBkv14Hx+c9/Hp/73Ofwf/7P/8FP/uRPtnKYPY/rdTh06BB+/OMf421ve1vts0qlAgDo6+vDc889hx07drR20D2Kl2diZGQE/f392Lx5c+2zV7/61Zibm0O5XEY4HG7pmHsRL9fh937v9/De974X1157LQBgamoKxWIRH/zgB/Hxj38coRDZctqB6l0dj8dbbq0DyGLXMcLhMC688ELs37+/9lmlUsH+/ftxySWXSL9zySWX1G0PAI8++qhye8KMl+sAAH/0R3+Ez3zmM3j44Ydx0UUXtWOoPY3rdZicnMT09DSeeeaZ2n9vf/vbcdlll+GZZ57B2NhYO4ffU3h5Jt7whjfg+eefr4lrADh48CBGRkZI1HnEy3U4ceJEg3hjYrtK3UPbRsff1W1J0SCk3H///dVIJFK95557qs8++2z1gx/8YHVoaKg6NzdXrVar1fe+973Vm266qbb9v/zLv1T7+vqqn//856s/+tGPqrfccguVO/EB1+vwuc99rhoOh6t/93d/Vz169Gjtv9XV1U4dQk/geh1EKCvWP1yvxYsvvliNxWLVG264ofrcc89V//Ef/7GaSqWqf/AHf9CpQ+gJXK/DLbfcUo3FYtW/+Zu/qb7wwgvVf/qnf6ru2LGj+u53v7tTh9ATrK6uVp9++unq008/XQVQ/cIXvlB9+umnq7Ozs9VqtVq96aabqu9973tr27NyJx/96EerP/rRj6p33nknlTvZSHzxi1+snn322dVwOFy9+OKLq//2b/9W+9ub3vSm6tVXX123/de//vXqzp07q+FwuPoTP/ET1X379rV5xL2Jy3UYHx+vAmj475Zbbmn/wHsM1+eBh4Sdv7hei3/913+t7tq1qxqJRKrnnntu9bOf/Wx1fX29zaPuPVyuw9raWvVTn/pUdceOHdUtW7ZUx8bGqr/5m79ZXV5ebv/Ae4h//ud/ls757NxfffXV1Te96U0N37nggguq4XC4eu6551bvvvvuto13U7VK9lmCIAiCIIhegGLsCIIgCIIgegQSdgRBEARBED0CCTuCIAiCIIgegYQdQRAEQRBEj0DCjiAIgiAIokcgYUcQBEEQBNEjkLAjCIIgCILoEUjYEQRBEARB9Agk7AiCIHzg8ccfx6ZNm7CystLpoRAEsYGhzhMEQRAe+Lmf+zlccMEFuO222wAA5XIZS0tLSKfT2LRpU2cHRxDEhqWv0wMgCILoBcLhMDKZTKeHQRDEBodcsQRBEI78+q//Or797W/j9ttvx6ZNm7Bp0ybcc889da7Ye+65B0NDQ/jHf/xHnHfeeTjrrLPwS7/0Szhx4gT+6q/+Cueccw6Gh4fx4Q9/GKdPn67tu1Qq4bd/+7eRzWYRjUaxa9cuPP744505UIIgug6y2BEEQThy++234+DBg3jta1+LT3/60wCA//iP/2jY7sSJE/iTP/kT3H///VhdXcUVV1yBd73rXRgaGsJDDz2EF154AVdeeSXe8IY34KqrrgIA3HDDDXj22Wdx//33Y/v27XjggQfw5je/GdPT03jVq17V1uMkCKL7IGFHEAThyNatWxEOh3HWWWfV3K8HDhxo2G5tbQ1/9md/hh07dgAAfumXfgn33nsv5ufnMTg4iNe85jW47LLL8M///M+46qqr8OKLL+Luu+/Giy++iO3btwMAfvu3fxsPP/ww7r77bvzhH/5h+w6SIIiuhIQdQRBEizjrrLNqog4A0uk0zjnnHAwODtZ9trCwAACYnp7G6dOnsXPnzrr9lEolvOIVr2jPoAmC6GpI2BEEQbSI/v7+un9v2rRJ+lmlUgEAFAoFbN68GU899RQ2b95ctx0vBgmCIFSQsCMIgvBAOByuS3rwg5/6qZ/C6dOnsbCwgJ/92Z/1dd8EQWwMKCuWIAjCA+eccw6+973v4cc//jEWFxdrVrdm2LlzJ371V38V73vf+/DNb34TMzMzePLJJ3Hrrbdi3759PoyaIIheh4QdQRCEB377t38bmzdvxmte8xps27YNL774oi/7vfvuu/G+970P/9//9//hvPPOwzvf+U58//vfx9lnn+3L/gmC6G2o8wRBEARBEESPQBY7giAIgiCIHoGEHUEQBEEQRI9Awo4gCIIgCKJHIGFHEARBEATRI5CwIwiCIAiC6BFI2BEEQRAEQfQIJOwIgiAIgiB6BBJ2BEEQBEEQPQIJO4IgCIIgiB6BhB1BEARBEESPQMKOIAiCIAiiRyBhRxAEQRAE0SP8/yRBS584J3xuAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -82,12 +82,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "7b9ed0e01802472a9e3fc32af26a4655", + "model_id": "dc911f91a4344ab898f00cac7e971e8a", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/167 [00:00" ] @@ -173,7 +173,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -229,7 +229,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.10.14" }, "orig_nbformat": 4, "vscode": { diff --git a/docs/notebooks/tutorials/GP_optimization.ipynb b/docs/notebooks/tutorials/GP_optimization.ipynb new file mode 100644 index 0000000..1046ce4 --- /dev/null +++ b/docs/notebooks/tutorials/GP_optimization.ipynb @@ -0,0 +1,273 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "os.environ[\"XLA_FLAGS\"] = f\"--xla_force_host_platform_device_count={os.cpu_count()}\"\n", + "\n", + "import jax\n", + "\n", + "jax.config.update(\"jax_enable_x64\", True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# GP optimization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "nuance requires a Gaussian Process (GP) of the light curve to be built and optimized before searching for transits.\n", + "\n", + "In practice, any `tinygp.GaussianProcess` object can be provided. Here is an example of how to build and optimize a custom GP on the light curve of the active star [TOI 451](https://ui.adsabs.harvard.edu/abs/2021AJ....161...65N/abstract).\n", + "\n", + "## Loading data\n", + "\n", + "As in previous tutorials, we will download light curves of TOI 451 using the `lightkurve` package." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/homebrew/Caskroom/miniforge/base/envs/nuance/lib/python3.10/site-packages/lightkurve/config/__init__.py:119: UserWarning: The default Lightkurve cache directory, used by download(), etc., has been moved to /Users/lgrcia/.lightkurve/cache. Please move all the files in the legacy directory /Users/lgrcia/.lightkurve-cache to the new location and remove the legacy directory. Refer to https://docs.lightkurve.org/reference/config.html#default-cache-directory-migration for more information.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import lightkurve as lk\n", + "import numpy as np\n", + "\n", + "# single sector\n", + "lc = lk.search_lightcurve(\"TOI 451\", author=\"SPOC\", exptime=120)[1].download()\n", + "\n", + "# masking nans\n", + "time = lc.time.to_value(\"btjd\")\n", + "flux = lc.pdcsap_flux.to_value().filled(np.nan)\n", + "error = lc.flux_err.to_value().filled(np.nan)\n", + "mask = np.isnan(flux) | np.isnan(error) | np.isnan(time)\n", + "time = time[~mask].astype(float)\n", + "flux = flux[~mask].astype(float)\n", + "error = error[~mask].astype(float)\n", + "\n", + "# normalize\n", + "flux_median = np.median(flux)\n", + "flux /= flux_median\n", + "error /= flux_median\n", + "\n", + "# plot\n", + "plt.figure(figsize=(8, 3))\n", + "plt.plot(time, flux, \".\", c=\"0.7\", ms=2, label=\"PDC-SAP flux\")\n", + "plt.xlabel(\"time (btjd)\")\n", + "plt.ylabel(\"normalized flux\")\n", + "plt.legend()\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This star shows a clear stellar variability that needs to be modeled (but not removed) before searching for transits. In nuance stellar variability is modeled using a GP." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Identify rotation period\n", + "\n", + "Even though the rotation period of the star will be a hyperparameter of the GP, it is useful to have a rough estimate of it. For that we will build a simple Lomb-Scargle periodogram." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "P = 4.955 days\n" + ] + } + ], + "source": [ + "def rotation_period(time, flux):\n", + " \"\"\"rotation period based on LS periodogram\"\"\"\n", + " from astropy.timeseries import LombScargle\n", + "\n", + " ls = LombScargle(time, flux)\n", + " frequency, power = ls.autopower(minimum_frequency=1 / 10, maximum_frequency=1 / 0.1)\n", + " period = 1 / frequency[np.argmax(power)]\n", + " return period\n", + "\n", + "\n", + "period = rotation_period(time, flux)\n", + "print(f\"P = {period:.3f} days\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Defining a GP\n", + "\n", + "The next step consists in choosing an appropriate kernel and define a `build_gp` function to build our `tinygp.GaussianProcess` object.\n", + "\n", + "Here we choose to implement a simple Damped Harmonic Oscillator kernel (SHO), probably not completely representative of the stellar variability of TOI 451, but sufficient for the purpose of this tutorial." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import jax.numpy as jnp\n", + "from tinygp import kernels, GaussianProcess\n", + "\n", + "initial_params = {\n", + " \"log_period\": jnp.log(period),\n", + " \"log_Q\": jnp.log(100),\n", + " \"log_sigma\": jnp.log(1e-1),\n", + " \"error\": np.mean(error),\n", + "}\n", + "\n", + "\n", + "def build_gp(params, time):\n", + "\n", + " kernel = kernels.quasisep.SHO(\n", + " jnp.exp(params[\"log_sigma\"]),\n", + " jnp.exp(params[\"log_period\"]),\n", + " jnp.exp(params[\"log_Q\"]),\n", + " )\n", + "\n", + " return GaussianProcess(kernel, time, diag=params[\"error\"] ** 2, mean=1.0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that we set the `mean` of the GP to 0, as nuance include a baseline model by default.\n", + "\n", + "In order to optimize the GP, we compute the negative log likelihood of the GP on the light curve and minimize it using the `scipy.optimize.minimize` function." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/homebrew/Caskroom/miniforge/base/envs/nuance/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "from nuance.core import gp_model\n", + "from nuance.utils import minimize\n", + "\n", + "mu, nll = gp_model(time, flux, build_gp)\n", + "params = minimize(nll, initial_params)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's plot the results" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 3))\n", + "plt.plot(time, flux, \".\", c=\"0.7\", ms=2, label=\"PDC-SAP flux\")\n", + "plt.plot(time, mu(params), c=\"k\", label=\"GP model\")\n", + "plt.xlabel(\"time (btjd)\")\n", + "plt.ylabel(\"normalized flux\")\n", + "plt.legend()\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "That's it, you can now use this model to search for transit while accounting for stellar variability. Next step would be to clean for flares and define a more robust systematics model." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "nuance", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/notebooks/tutorials/exocomet.ipynb b/docs/notebooks/tutorials/exocomet.ipynb index 2cddbf1..f096f47 100644 --- a/docs/notebooks/tutorials/exocomet.ipynb +++ b/docs/notebooks/tutorials/exocomet.ipynb @@ -4,26 +4,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Exocomet search" + "# Exocomet search" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "```{warning}\n", - "Under construction\n", - "```" + "In this tutorial we use nuance to search for exocomet transits on [$\\beta$ Pictoris planetary system](https://www.nature.com/articles/s41598-022-09021-2)\n", + "\n", + "```{note}\n", + "This tutorial requires the `lightkurve` package to access the data\n", + "```\n", + "\n", + "In order to run this tutorial on all available CPUs, we set the `XLA_FLAGS` env variable to" ] }, { "cell_type": "code", "execution_count": 1, - "metadata": { - "tags": [ - "hide-input" - ] - }, + "metadata": {}, "outputs": [], "source": [ "# in order to run on all CPUs\n", @@ -32,14 +32,35 @@ "os.environ[\"XLA_FLAGS\"] = f\"--xla_force_host_platform_device_count={os.cpu_count()}\"" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Download\n", + "\n", + "We start by downloading the data using the `lightkurve` package" + ] + }, { "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import lightkurve as lk\n", "import numpy as np\n", + "import matplotlib.pyplot as plt\n", "\n", "# single sector\n", "lc = lk.search_lightcurve(\"beta pic\", author=\"SPOC\", exptime=120)[5].download()\n", @@ -59,191 +80,136 @@ "# normalize\n", "flux_median = np.median(flux)\n", "flux /= flux_median\n", - "error /= flux_median" + "error /= flux_median\n", + "\n", + "plt.plot(time, flux, c=\"0.5\", label=\"raw data\")\n", + "_ = plt.xlim(time.min(), time.min() + 1)" ] }, { - "cell_type": "code", - "execution_count": 3, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "33" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "lc.sector" + "The raw data shows a flux dispersion of about $10^{-3}$, which is mainly due to $\\delta$ Scuti pulsations in the stellar atmosphere. In order to search for exocomets while modeling this signal, we will define and optimize a Gaussian Process (GP) model of the data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gaussian Process\n", + "\n", + "In order to define a GP able to represent the pulsation of the star, let's find its rotation period using a Lomb-Scargle periodogram" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "P = 0.021 days\n" + ] } ], "source": [ - "import matplotlib.pyplot as plt\n", + "def rotation_period(time, flux):\n", + " \"\"\"rotation period based on LS periodogram\"\"\"\n", + " from astropy.timeseries import LombScargle\n", + "\n", + " ls = LombScargle(time, flux)\n", + " frequency, power = ls.autopower(\n", + " minimum_frequency=1 / 10, maximum_frequency=1 / 0.01\n", + " )\n", + " period = 1 / frequency[np.argmax(power)]\n", + " return period\n", "\n", - "plt.figure(figsize=(15, 5))\n", - "plt.plot(time, flux, \".\", c=\"k\", ms=0.5)" + "\n", + "period = rotation_period(time, flux)\n", + "print(f\"P = {period:.3f} days\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## GP kernel optimization" + "We then define the GP kernel as a mixture of two SHO kernels (implemented in `nuance.kernels`) and representative of a wide range of stellar variability signals." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "from tinygp import GaussianProcess, kernels\n", "import jax.numpy as jnp\n", + "from nuance.kernels import Rotation\n", + "from tinygp import GaussianProcess, kernels\n", "\n", - "\n", - "def Rotation(sigma, period, Q0, dQ, f):\n", - " Q1 = 1 / 2 + Q0 + dQ\n", - " w1 = (4 * jnp.pi * Q1) / (period * jnp.sqrt(4 * Q1**2 - 1))\n", - " s1 = sigma**2 / ((1 + f) * w1 * Q1)\n", - "\n", - " Q2 = 1 / 2 + Q0\n", - " w2 = (8 * jnp.pi * Q1) / (period * jnp.sqrt(4 * Q1**2 - 1))\n", - " s2 = f * sigma**2 / ((1 + f) * w2 * Q2)\n", - " kernel = kernels.quasisep.SHO(w1, Q1, s1) + kernels.quasisep.SHO(w2, Q2, s2)\n", - " return kernel\n", - "\n", - "\n", - "def rotation(period=None, error=None, long_scale=0.2):\n", - " params = {\n", - " \"log_period\": jnp.log(period) if period is not None else jnp.log(1.0),\n", - " \"log_Q\": jnp.log(100),\n", - " \"log_sigma\": jnp.log(1e-1),\n", - " \"log_dQ\": jnp.log(100),\n", - " \"log_f\": jnp.log(2.0),\n", - " \"log_short_scale\": jnp.log(1e-2),\n", - " \"log_short_sigma\": jnp.log(1e-2),\n", - " \"log_long_sigma\": jnp.log(1e-2),\n", - " \"log_jitter\": jnp.log(1.0) if error is None else jnp.log(error),\n", - " }\n", - "\n", - " def build_gp(params, time, mean=0.0):\n", - " jitter2 = jnp.exp(2 * params[\"log_jitter\"])\n", - "\n", - " kernel = Rotation(\n", - " jnp.exp(params[\"log_sigma\"]),\n", - " jnp.exp(params[\"log_period\"]),\n", - " jnp.exp(params[\"log_Q\"]),\n", - " jnp.exp(params[\"log_dQ\"]),\n", - " jnp.exp(params[\"log_f\"]),\n", - " )\n", - "\n", - " return GaussianProcess(kernel, time, diag=jitter2, mean=mean)\n", - "\n", - " return build_gp, params" + "initial_params = {\n", + " \"log_period\": jnp.log(period),\n", + " \"log_Q\": jnp.log(100),\n", + " \"log_sigma\": jnp.log(jnp.std(flux)),\n", + " \"log_dQ\": jnp.log(100),\n", + " \"log_f\": jnp.log(2.0),\n", + " \"log_jitter\": jnp.log(jnp.mean(error)),\n", + "}\n", + "\n", + "\n", + "def build_gp(params, time, mean=0.0):\n", + " jitter2 = jnp.exp(2 * params[\"log_jitter\"])\n", + "\n", + " kernel = Rotation(\n", + " jnp.exp(params[\"log_sigma\"]),\n", + " jnp.exp(params[\"log_period\"]),\n", + " jnp.exp(params[\"log_Q\"]),\n", + " jnp.exp(params[\"log_dQ\"]),\n", + " jnp.exp(params[\"log_f\"]),\n", + " )\n", + " return GaussianProcess(kernel, time, diag=jitter2, mean=mean)" ] }, { - "cell_type": "code", - "execution_count": 6, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/lgarcia/mambaforge/envs/nuance/lib/python3.11/site-packages/nuance/combined.py:7: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", - " from tqdm.autonotebook import tqdm\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ScipyMinimizeInfo(fun_val=Array(-117498.48092716, dtype=float64, weak_type=True), success=True, status=0, iter_num=6)\n", - "ScipyMinimizeInfo(fun_val=Array(-128778.69631561, dtype=float64, weak_type=True), success=False, status=2, iter_num=23)\n" - ] - } - ], "source": [ - "import jax\n", - "\n", - "jax.config.update(\"jax_enable_x64\", True)\n", - "\n", - "from nuance import Nuance\n", - "\n", - "# rotation period from literature or Lomb-Scargle\n", - "star_period = 0.5\n", - "\n", - "# building a Nuance object\n", - "nu = Nuance(time, flux, error.mean())\n", - "\n", - "# building the default rotation GP (provided by Nuance)\n", - "build_gp, init = rotation(star_period, error.mean(), long_scale=1)\n", - "optimize, mu, nll = nu.gp_optimization(build_gp)\n", - "\n", - "# optimization\n", - "gp_params = optimize(init, [\"log_sigma\", \"log_short_sigma\", \"log_long_sigma\"])\n", - "gp_params = optimize(gp_params)\n", - "\n", - "gp = build_gp(gp_params, time)\n", - "nu = Nuance(time, flux, gp=gp)" + "And proceed to its optimization" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "nu_cleaned = nu.copy()" + "from nuance.utils import minimize\n", + "from nuance.core import gp_model\n", + "\n", + "mu, nll = gp_model(time, flux, build_gp)\n", + "\n", + "# optimization\n", + "gp_params = minimize(nll, initial_params, [\"log_sigma\", \"log_period\"])\n", + "gp_params = minimize(nll, gp_params)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's see the cleaned light curve" + "Let's see the fitted light curve" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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gbNy4EUeOHInL4s9kMsHlcgH4t8/EUpPXvXt3jB49GmPGjEHVqlVRq1YtvP/++ygqKsLQoUNRsWJFNG3aFCtXrlR+EwgEMGzYMDRq1AjJyclo3rw5Zs6cqTruunXrcOWVV6JChQqoUqUKrr76aiVnPUtubi4aN26MUaNGKQurJ598EpdffjkqVKiAzp07Y926darfLFy4EPXr14fT6US/fv1w9uzZoNe6efNmtG/fHg6HA506ddLUWAp2XZMmTcJHH32E7777DiaTCSaTSWnX008/jWbNmsHpdKJx48Z44YUXFLfNWEFbIYzGFJfLVeb1AYzqWPznP/9BkyZNyrQ9Ai3xdoW6GLJCXQxeCOXvrgs0lPeOOGfOHGRnZ8el/fTAJ8sycnJyys19tNvteOqpp3DfffeJLCkJjCRJ6NKlC2688ca4WJZkWcaJEyeUv+12e8xdBD766CPUqFEDmzdvxujRo/Hwww9jwIAB6Nq1K/766y/cdNNNuPfee5UFjyRJSE1NxZdffomsrCxMmDABzz77rLLo9/v9uP3229GtWzdkZGRgw4YNePDBB7nXkZGRgWuuuQZ333033n77bZhMJowaNQobNmzAokWLkJGRgQEDBqB3795KccxNmzZh2LBhGDVqFHbs2IEePXrg5ZdfNrzGwsJC/Oc//0GrVq2wbds2TJo0CU8++aRqn2DX9eSTT+LOO+9E7969ceLECZw4cQJdu3YFAFSsWBELFy5EVlYWZs6ciffffx/Tp08v3YMxQJIk7Nu3D0BJn9EbU5xOJ9LT02MitBnNZfT52PP/8ccfyu8F8SPedSxoyqNV9qLxQpAFEZGfny8DkPPz8+PajkAgIG/fvl3Ozs6Wt2/fLgcCgbi2J1wCgYAMQG7VqlXc2g9ABiC/9dZbcnZ2tuxyucq8DZHSrl07GUC5e+6XEi6XSwYg22y2kPuX2+2Ws7KyZLfbXerzS5Ikb9myRd62bZt88OBBWZKkUh/TiG7dusnXXHON8rff75crVKgg33vvvcp3J06ckAHIGzZs0D3OyJEj5TvuuEOWZVk+e/asDEBet24dd9+JEyfKbdu2lf/880+5atWq8tSpU5Vthw4dki0Wi3zs2DHVb2644QZ5/PjxsizL8l133SX37dtXtX3gwIFy5cqVdds3b948uXr16qpn9O6778oA5O3bt4d0XbIsy4MHD5Zvu+023f0Jb775ptyxY0fd7aXtMy6XS968ebPSVwsLC1XbyTg5fPjwiI4fjGBz2QMPPKC0gf2d1WpV7vulPhYGAgHZ5XLF7T6QZ5SRkVHmbTh06JBy/uuvv77c9QWXyyVnZ2cr/xJJFglH5i3bZNSCqOP1euF0OnHy5EnUrl273JWwJ6Z2ch3xbL9soKXTQ5IkpWJ3rDR4RscXwWmJD92f4mFZkmUZFSpUgMVigc/nUzR5siwr7jehHCOc/dPT05XPFosF1atXR5s2bZTvatWqBQA4deqU8t2cOXMwf/58HD58GG63Gz6fT8n0VK1aNQwZMgS9evXCjTfeiJ49e+LOO+9EnTp1lN8fPnwYN954I1555RWMGTNG+X7Xrl0IBAJo1qyZqo1erxfVq1cHUJJzv1+/fqrtXbp0wapVq3Svcc+ePUhPT1f5cXfp0kWzn9F1GbF48WLMmjULubm5KCwshN/vV8UZRBu73Y5x48YBKHneeuOwHCNNMJkDAIQ1F9Duq06nE263GxUqVIhJGxMdovF2Op1wuVwxsyyFwokTJxAIBMq0DbTr3i+//FLu+oLdbofL5VKeX3n1QhCuUOUcu92OFStWKC4CNpst3k0Ki3gLXTTVq1cPaxD8+++/YbfbsW7dupiYLSVJwvbt23Hw4EHu8SVJUnyiy7XZ9CKH7k+tW7cu84ne6/Uq/uny/483IAJuKBmi5P+fVSrU/QFoxiGTyaT6jixOSJ9dtGgRnnzySQwbNgw//vgjduzYgaFDh8Ln8ym/WbBgATZs2ICuXbti8eLFaNasGTZu3Khsr1mzJq688kp88cUXqmJqhYWFsFgs2LZtG3bs2KH827NnjyaOI9qEcl08NmzYgEGDBqFv375Yvnw5tm/fjueeey7o70qD2WxWxVjo9dNYLSzsdjvWr18PWZbh8Xi4fYgHu9i9lJUtvMVZvHjkkUfKvA1snylPrs1AyTuXnp6OevXqxXVRWFrKZ6sFKoif8COPPILMzMxy9yIBJQNCPF4k+l7Rfuih8Pvvv8Pv92P16tUxGUDdbjf69OmD6667Dk6nE0VFRartXq9XuV/xyMAhCA26j8Xj/bTb7QgEAgBKhK5AIACTyQRJkkLKECXLstLPYpVR6s8//0TXrl3xyCOPoH379mjatClyc3M1+7Vv3x7jx4/H+vXr0bp1a3z++efKtuTkZCxfvhwOhwO9evXChQsXlN8EAgGcOnUKTZs2Vf0jqaZbtmyJTZs2qc5FL1p4tGzZEhkZGSphnP1NKNeVlJSkPB/C+vXr0aBBAzz33HPo1KkT0tLSdAPVY0E85pDNmzdj6NChaNGiBcaMGaN5V/T6ncPhULa5XK6IMwGV91hFoORdv3DhAnw+X9wVdbm5uWXeBja5QbwXV5FQtWpV9OzZs9wuKgCxsCj3eL1eZZV++vTpcvkixRP6Xtntds29W7VqFfLy8riTDanYHYkLVSiYTCacPn0aZ86cgSzLmnbY7Xbl73hPIgJ96D5VmvdTlmVIkhS2YG82m1FUVITCwkLY7XZYrVYcOnQIWVlZIWWIIosQADHLKJWWloatW7di9erV2LdvH1544QVs2bJF2Z6Xl4fx48djw4YNOHToEH788Ufk5OSgZcuWquNUqFABK1asgNVqRZ8+fVBYWIhmzZph0KBBuO+++7B06VLk5eVh8+bNmDJlClasWAEAePTRR7Fq1SpMnToVOTk5ePvttw3doADg7rvvhslkwvDhw5GVlYUffvgBU6dODeu6AKBhw4bIyMhAdnY2zpw5g+LiYqSlpeHw4cNYtGgRcnNzMWvWLHzzzTelucUhwVqSeMTKYkHXIFi7dq2mVkaszguUXO/y5csNK46XB8xmMx599FG0adMmITTeZd0G1mIRCATKnRdHQUEB1q9fH+9mlAqxsCjn0JWjgfInYJIBvLi4OC4DOn2vSCwD3bY+ffqgd+/e3LYR95KUlJSYuLjQmreVK1fC4XCohFKz2az4ILdp00ZzfrfbjfPnz0e1TZcykWo0SZ8qzQJUlmWcP38ef/31FwoKCiISssiiQJZlFBYWqo7t9/t1j2kymZCcnIykpCQkJyfHZGHx0EMPoX///hg4cCA6d+6Ms2fP4pFHHlG2O51O7N27F3fccQeaNWuGBx98ECNHjsRDDz2kOVZKSgpWrlwJWZZx8803o6ioCAsWLMB9992HJ554As2bN8ftt9+OLVu2oH79+gCAq666Cu+//z5mzpyJtm3b4scff8Tzzz9v2OaUlBR8//332LVrF9q3b4/nnnsOr7/+eljXBQDDhw9H8+bN0alTJ9SsWRN//vknbr31Vjz++OMYNWoU2rVrh/Xr1+OFF16I9PaGhCRJKquoXj+P1RjN61f0gvaff/7htsHr9Sq/jXTh7vV6cdttt2HcuHHlXjlHhNJ4Lyri0QbWYmGxWGKeolmgRQRvl3PMZrMqgDERtBQ89IKQiUZKlmVFQ0V8RMsCui2pqanctv3999/ctpHJ7cKFC8jMzIz6vaeP9c8//3CFUjKh8iblK6+8EpmZmQgEAgnZJ8oT8Q6KlGVZEfo8Hg8qVqyoeubhBFfT281msyKYFRcXw+FwcH8fatA2AE19CAA4ePAg95oIdrsdCxYswIIFC1T7TJkyBUBJsLeRxn7SpEmYNGmS8ndKSgr+/PNP1T4vvvgiXnzxRd1j3H///bj//vtV3z3xxBO6+wMlC5IdO3aovgvnuoCS2JAff/xRc+w33ngDb7zxhuo7Oig92tCxOORvorigBflz584pbnTRhKcEIffS6/XCav1XXKHbZrfbVa5QkSzcyXWvXr0asiyr7kN5JRbPKNFhn315U7ReLFxave4iJdGD1YxyM7Na0liau/XaRmALmAVrG60JiYWWi25LcXEx1ypCnj3bNkmSkJmZCaAksNvlcpVb8z4hnj7QROg6e/Zs2M86Gq5QxNIA/JvNiUCCq0lQdrB3iL5/5J6eOHFCib/Qu4ayfjcFoRGpixwLHYsDqN1KNm/erHy2WCxRLyQqSRLuvfdezfdEwLfb7fjyyy9VbSWYzWZlXIx0wU/qqQDqgpLlDfrdTgSXrrI+P/vsW7RoUW4XV/F+dqWhfN5xgS6JMJiweL1e+Hw+fP755xrBik4nGI9qrnRbWFejYG2jJ97SaEb0BGa6LTabzdCkywoVbAXdo0ePJmTfCBVJkrBjxw4cOnQobi5zI0eORNeuXcN+1tHIfEZnVWJ9hmVZxpkzZ7B79+6gwdUWi0XVjx0OBw4cOICzZ8+iuLiYq6mVJAm7du3C0aNHw263ILbQGbs8Hk+pFhdms1llkaWDp/Pz81XnjLYyix6vCHQgNisc6gmLkQqR9HUT63l5JFrxXJHCjsuxGqtDVTIdOnQoppnUok2iLQwjRSwsLgL8fr/yORH9Q+12OyZOnIgXX3wRR48e1WibgPhlhTKKsaAz4fDaRoSwypUrR9x22pqTmZmpepZGbSOQCZ7VNPMEjETsG6Hi9XrRo0cP9O3bNy7XYTabFd/lSJ91tDT+fr9fZZkwmUyK4BcsuJrdRgt0SUlJmu2yLCu+7RcuXBBWiwSDpGY9f/58VMZO+vmSmhCAeiwiLnPRhNevynI+oMdP4hZYHomWsitS2HG5NGO13uIhnOrU9NhYHoj3wjBaiIVFOUeWZZXfcCJmQTCbzUqb9EyTJpMpLiZL+pz16tWLSBNWGmGL5B3PysoCAGRlZSmCI83ll1+uaYMkSYrJfteuXaoB9sCBA8pnMmmWZ39Tu92OgoIC5OXlxe06iNAdbj8lk0MgECh1VigCbZmg351gwdXEbYY+DoG3qCgqKlLiI2h3rHDbHQ1XHYEWk8mEAwcO4OjRo6XWbtJ1cejjA+p+UrFixVKdhz2n2+0u9ftcWgsKe/7yVv+AsHXr1rien72PkcojkiRh2bJl3BpRXq8XO3fuxPHjxzXjKW8Mq1y5ctjnjxfxXhhGC7GwKOd89NFHqr8TNQtCsIFfkqS4DORGMRYEPVMqEZQKCgoiNluSAnv9+vXDpEmT4HA4kJWVpWhjCLz7Z1THgv7ctm3buFdhLS10u+N1HZGeM1JXKDZbE90H9CwTPAGe/tvv92viMwisK40sy0otCPJ3uAIcyYQVavyHIDzo56EXeB8q9HgClPQHYpmgxzaXyxUVNw3WWstrT7wor9pieq5KhGuIVB7xer3o168f10Jtt9sxZMgQ9OvXL+h42qhRIyUtfLSIVayfJEl45513lL/jUUw1WpTPVgsA/FuZmcbj8STcKleSJEVA2b17tyZ4FAD27dsXF5/CYHUsAKCoqIjbLuK2RHxyIxnEzWazknlm37598Hg86NatG5566imN3y8Lr44FGfRoi0dxcTGWLl2aUINUaQbneF0HEdr0zPOhXE+ogrXf74fP58M///yjEfitVqvKMkFbIYqKijQCPF2Fmq5JQV8T+cy6WB07dkzZbrFYwhZcJUnCnj17cPz4cZjN5nKpBb5UYIO36WdFu2iS8Y4eYyJ5n9kq0Swmkwl+vx/5+fmq87Ntiwbs2J2I82goRCOeK1R4zzxa95HW3LNWDzL+nz9/XqNkYvtFLBYVN998M3r16hV1ecXr9aqKYCaigjhUEkfSEIQNm4IPABo3bpxQAiSgbierWacnJ3ayKguC1bEg8AYRMti9/fbbURnEyeR5/vx5LFu2LOj+dLBlmzZtAABLly7F1q1bNVXE2Yk5nkiShPnz52Ps2LHlKkCNCNXr169XtTuYzy+bECCUBajL5UJBQQFOnTqFQCCg8QFnrQ7k74MHD2oCuOnPbApKtq1Gwd+lcWcS9VRig5HFKVzoujiAWuNNC3ZkbKKL6W3cuBETJ07Ezp07Q36f7XY7Nm7ciObNmyM7O1uzPScnB//9739RpUoVxVWUwL5DoRT2C9YWgsfjQatWrRJuHk0k9MY81rof6X2khepQrR5EiWGE3+/H+fPnI54P3W43Vq1ahd9//z3q8orNZlO9v+U55bF4c8oxdrtd8yJHO6guGtCaMFYAZzWg7N+xTjFKD3r169dX/R0skIrNVx9pG1l3BkI4KQ/NZjM8Hg8GDBiAG264QbPICcXPtazSuXo8HgwfPhxz587VVNcNhXgskuhzjh49WtUfvF4vsrKysHHjRm4/oZ9FUVFRSAtQp9OpPAdZlmE2m5XJlU39yrpIGQVws9/TbTl8+LBqkcITUsN1Z2IXMZe6sBbteBM27qY0sO89PVazQk4gEFC0wV6vFx999BHefPNN7N+/P2Rhy2w24/jx4wD47qZ2ux3ff/89AO28RltnaXfBaCgqkpKSNAq78gLrChUrRd3BgwfRvn17ZGdnK2O4JEmagpWR3kcjy4uews/r9eKll15SHcfv9yv9xOfzIScnB6dOnUJOTk5E80gweaU0FBcXq97hvXv3lhulG8ulPcqXcyRJ0giM8fap5GE2m5UAKjZ4mxWk6b+JVuSPP/7QnTCiKQyzEzNrjmUnV3rQtlgsqmrG4UALB/RiIj09Xfns9Xq517hlyxblGOQ4xcXFmgHP5/MZ3qNwMm2UFjaDlV7tBBp6wox0UogUSZKQlZWl3N9AIKAy8dvtdgwaNAiDBw/mWq7ofsWrkM7DarUq+yUlJakWC6xVgbVgsAHc7LOk7zfdFrfbrQrQ5k2awdLZshi161KDTg0brXgTo+ccDuT9p+cPo1gmWotst9uV4o2BQCCswGfSft77HAgEdLPeSZKEhx9+GKNHj0ZWVpbS7kiEaXLthM6dOyeUhTcc9OocRYLR3EpcsNesWQPg3+xkdOV2coxIMIqp01P42e12TVHMrKwsrFmzBq+++iqys7ORn5+P0aNHw+fzRTRfG8krpcVut6v6HZv+vjwhFhblmMLCQs1AkojBkZIkKSnf2FV4sAFk586duOmmmzSTHjluLIVh2vy6detWTdvpQSUQCCAlJSWi85BnlpSUpFpM0Oc6f/684TX6/X5drQ5Qoik3+r3H48HGjRtLFS/Cgzc5sQu0YCZfSZJUrhKlWcRFgtfrVT1rNrNSMPRiGkLF4/GoJpxgKWVZ2HfKyBUq2LFjUcPgUoFYnoDwF2gAcOzYMZw7d07XWhVq8DbPrYSOdyAY9RM9y/Ojjz4a0fjBs6jS4wI7RmRlZeG9997Dhx9+qPGjD7d/ut1u1bUXFBSokhaUJ1hNf6SCryRJsFgsePTRR7nzBn3PSY0n3tgQjXmZlXHoaywoKFD6Bm8R7HA48Nxzz+Hll1+G3W7H559/jh9//BEbN26MaL6OZRIRs9mMyy67TPlbZIUSxIWUlBTNS5uIk77X61UmDqNVOG8Ayc3NBQDk5eVxrTOnTp1CYWFhTDJg0Oe77777NG2nJ7u0tLSomM/pe0ALzzyBnxY29+/fr3Ip4i04je7RTz/9hIcffhgrVqyI2oCmt/ALV+vDxr6UZhEXCXa7XWVJYu+lkcucJElYt26d6u9wYZ8lHVBN2kNX5Wa14fSYkJ+fr+onPLctvTGEaJBDEYhPnjyJxx57DE2bNsXVV1+Nm266CV27dsU777yjupcNGzZULC4VKlRAhw4dVBWWLybowPlwF4eyLOPEiRPIzc3VtXaEcrysrCwkJSXhp59+UvVFu92O+fPnY8eOHdzfsf2EjuWjY+hOnz4dUcAu73pcLpdyTaxbKD1m0ONgJMK0yWTSxKQdOXKk3FotogF53l988UXIc2tycrLGshSNeZmn/CA8/fTTyM3N1X1WJCMdUDJ+Va1aFUBJ+vZw52uiJIsVkiTh1KlTyt8iK5QgLlitVlSvXl31XVlXrg4F2sTH5iwPJqTs27cPQImQT1eCJcft1asXRowYEZPVPev3y06YbKaeSCA+oOR89ADJCs/sNdILj/3796sGcJ7waTTh05mDoqWJcblcqqwvpH30sUMZPO12uypbRpMmTcrUB9psNqNZs2bK3+y9NPIH9nq9mDRpkvJ3uPEkADR+5OQ7ejHBttfovaLvt1FFY3ZCJ37UwQTYAwcOoH379vjxxx/x8ssv49NPP1WC9ZcvX46ffvpJtf9LL72EEydOYPv27fi///s/DBw4UClGeLFRUFCgCUQOBdbKy1ughrLgI2ld16xZo1rsm81m/P7777q/YwU3WoC02+0qK0ioi2dJknDy5EkAUL3fhKZNm3I/s+zfv1/5HMnYlZSUhP/973+q79atW4esrKxy5+MeabpZ1rJslJUJ4BflNZvNiuBOCDWmjNceApsog35/NmzYoFiwec+qSZMmynhlsViUd8Soj/Cs7JIkoW/fvujXrx+3XdHA6/WqLEHl1Q0KEAuLcg9rIk7EFS4dY9GyZcuQ2+j1erF48WIAfI07Oc6OHTtKVfmaQAR7MqgYTdSSJKmK0EU6wLAuPfTftPDMq+5NLzwGDBig0nawg7ksy2jUqJHuPYq2pcvv9+PIkSP46KOPsHPnTpXATd8rdrGox9q1a5XP8QisPHDggNL3JElSxQoZmcftdrvqmUaS/vDw4cPIzc1VXTctXPISHujVqggGm342Eh555BFYrVZs3boVAwcORKNGjXD55Zfj5ptvxooVK3DLLbeo9q9YsSJq166NZs2aYc6cOUhOTlaCdlnWrVsHk8mE1atXo3379khOTsb111+PU6dOYeXKlWjZsiUqVaqEu+++W6XlliQJU6ZMQaNGjZCcnIy2bdviq6++UrYHAgEMGzZM2d68eXPMnDlTde4hQ4bg9ttvx9SpU1GnTh1Ur14dI0eO1LgW6QVoy7KsFLKLxBWKR7hZociCIBSXR/pYFSpUUG2jFVhmsxlVqlRR/iZxDsHi3zwejyKw8t4LEtgNqBcPgNqC8ccff6jaEg6SJCEzMxOnT59Wff/YY4+ptN3lBdZFKRShnmdZJn1almVuViby3Hw+n+F5bDab6pm89NJLqFWrVlBrEGsFJinUWeWY2+1WLNi8Z8WmSQ4210iShGHDhsHpdGoCw1evXo3Vq1er2qXXP4z6vt42doFeXos0AmJhcdFTVpl+ghFJ1WJ2sDIawCJdVNBBe9999x327t2L3NxcZGRkaM7lcDgUUyjrnhPpBMRaJXj53IGSCYO9RlbApheZrIDh8/k0wgENETj++eefqGhiCgsLUVxcjFdffRV33nknGjRooHKdIISiVQtFkxPrfn7jjTeq/tbTZgbrh7xA9VDazgvIJ7BV69kaF3///bfmfLzPLDwhNZhAfPbsWfz4448YOXIkKlSowA3eNlqwWK1W2Gw23aKUhEmTJuHtt9/G+vXrceTIEdx5552YMWMGPv/8c6xYsQI//vgjZs+erew/ZcoUfPzxx5g7dy52796Nxx9/HPfccw9+/fVX5T6kpqbiyy+/RFZWFiZMmIBnn30WS5YsUZ137dq1yM3Nxdq1a/HRRx9h4cKFWLhwoeqe6QVoh1LgUA+97FrhZoUiAiEpXGgkeJIMY263W3PsvLw8ldDGq3gcLP4t2LuamZmpHJcdF2kLIs1LL72EQ4cOwe/3Y9y4cUotDD1IbAnvWRQXF0dUNTpRCNWVxuv1Yvv27Th37pwyHgerh0Hmmnnz5hkq9eh77/f7MXHixJCyMtF9w+PxICcnB0eOHMG+ffvw9ttva9pvNpu5z6pixYrYtWsXAGDbtm34559/AOgrW7xer/I+0wsa3rH13h+j2E9JkrBkyRJFxnC5XCqrYY0aNZR9E6HAYaSIhUU5x2hyKstMP8E4e/YsAG17Q8kIBJQM8noDZbjBtASv16tyTVm6dCkefvhhtGnTRvelJu1ni+lFOgFZrVbVPaHNvPTAe+LEiaDXSN/Lo0ePas6jN5BLkqTSDoY7oPEE45SUFEyZMkX5u2LFisrncIs4sWmV2f39fj86dOiA9957L+r9XJIkFBUVqc5vMplCvkdssDS7IDF6R9l3hQ3g1nsXaIE2EAhoAlHpRVq4rpPBgrf3798PWZbRvHlz1fc9e/ZExYoVkZKSgqeffpr7W5/PhylTpiA/Px/XX3+9YTtefvllXH311Wjfvj2GDRuGX3/9Fe+++y7at2+Pa6+9Fv/9738VK5fX68Wrr76K+fPno1evXmjcuDGGDBmCe+65B/PmzQNQ8v6++OKL6NSpExo1aoRBgwZh6NChmoVF1apV8fbbb6NFixb4z3/+g5tvvhk///yz6v6UJkBbD/o49MIx3KxQRqmE2ee6c+dOpW+yFgM6gYIkSao6JUVFRQgEAlw3SPZ8xNWVx6ZNmxQNLjtP0H2Y3jZx4kSMHz8eOTk5mD9/PgDjLHIkfkovA1p5KlImSRJycnKUv0O1BttsNtx///0YNWqU4vZE+rDJZArL15+9j/v27VPaQFtujRJwSJKE119/Xfk7NzcX3333Hfr37w+n06lkQiSQ/sV7VrTybfjw4UEtxqwLGFnQ8CrD6y1u2cKPdN8vLCzEXXfdhZdffhlOpxNHjx5Vxn32WeXl5ZXb4O2wfQrWrl2LHj16cLfNmzdPk8dYEBs++eQT3HfffSrhjcXr9cLn82H79u24+uqr4fV64xaDQQJYWeGIthj4/X7VQMAK7sXFxartrB9muO5Qdrtd5Q4B/GtWl2VZM5nSudvNZjMaNmyobMvMzIzYHYue5GnNHL3IsFqtmufHDkT16tVTPvMWOtnZ2bjiiis0baSD64PFYrBIkoQ5c+agZ8+e8Hq9yj2wWq1YtGiRsp+e7z7JR29038xmM1JTU3W3T5o0CTt37sQzzzyDnTt3Rq2fS5KEl156Cf369dNMmKHeI7a+CUkAQNrn9Xrhdrtx9uxZ1KtXz7DtJpMJHo8HBw8e1Gj+c3Nz4fV6YTKZlOdJBNu9e/dqrosIdF6vF3l5eco29jmR3zZs2FDJOkQyxoTDwoUL0bp1awwaNEgjZD799NN4/vnn4fF4kJKSgtdeew0333yz4fHo7Gm1atWC0+lE48aNVd9t3rwZQMlix+VyaaxOPp8P7du3V/6eM2cO5s+fj8OHDytWh3bt2ql+c8UVV6iuvU6dOopGFCh5RoWFhTh48CCaNWumG5NFguBDsVrIsozDhw9zt9G/t1qtKC4uNhQmeXUOiCWT/V1ycjI+/PBD1KxZUzXWAeoECvT4AQA//vgjbrnlFnzzzTfo37+/RgNOsNvt+O6777jnJtdNYPsbLUTyUmvTVeKJEEu7axHMZjPS09O5z4GNB0x02HeZCLXBxkJyL0+cOKG4PZFxgLiKGVW4pude9jnS4x1tnTdKwMH2p23btuGVV15RfsfCLob0oF28SPp29jf0+2GxWGC1WlWLZJqjR4/C5XJx3V9JfCGrOCPXRZLSAP++hzk5OUr2TODf50L6YSK6uesR9sKid+/eePTRR/Hqq68qN+nMmTMYOnQo/vjjD7GwKAMkScJrr70GAJpsFjR2ux2jR4/G5s2bsX379rgNkvRiIi8vT8nIQAorEbKyslTaEaOq2OQ7QO0vHK2F0wcffIDhw4erviODLlnc8ALYwj0/64tNW1A2btyofJZlWTXYsosyQK3FY11JZFlWrCykjZIkKYM4GcSKi4vDqpb6+++/49FHH8ULL7yAe+65R/ce0JMPT3PFm/T1IMoNs9kMv9+P5cuXK9cYzSD+v/76Cy+++CKOHDmiETwaNmyo9EmjInB0dXRAG8xot9vRo0cPxR3BqO2yLOPgwYO49957o3F5YfHJJ5+gRYsWQfdr2rQpTCaTppJyamoqmjRpwu0bTz31FIYMGYKUlBTUqlUrJGGbfhdMJpNmIU1nYCL9bcWKFbj88stV+5H7vWjRIjz55JOYNm0aunTpgooVK+LNN9/Epk2bdM/Lngf4tw8CJeNTSkoK17rA+1uPQCCgWowFAgFunFFubi5OnjwJSZLQtm1bzTtMZ51ha5XwMt4UFRVh2rRpAKBy9wLUWfBsNpvqnX7mmWdQrVo1PP/886hWrRoeeugh7nhitDgAjIu90u8JL8YlEAiorHYkgyLvnS0uLua63iVi6nYj7HY7nnvuOeXvUMdCngWZzEN6cyt9z2n3KToJCKAO/Kb7rFEWRV7hX4LFYuFuKy4u5o4trHW4Zs2aAEpkVp4ykrVstWnTBn369FHkLZojR45wlUFkscrra2SBXFBQgObNm2Pu3Lno3LmzYgWnIe6EZIES7fS2sSQii8V9992HNWvW4PPPP0deXh6GDRuG5s2b66aqE0QXr9erdNBgLjhGC4+yQk+QtNlseOedd5RtrDaXfonq1q0btIBdsHvBTiys7z7Ntm3bNAsL9hz050gE2qysLNSuXVu1mKAFn6VLlyqfTSaTalHDyzvPpqdlIUX+iM9oZmamMmgR7VGtWrXCCo4mbZ88eTL69+/PDdAG1AuvUDVXNPSAf+DAAXTt2hXJycmqWi4k0FDv94WFhUhJSQn5+oigNX/+fJXvqyzLOHDggKKha9WqlbKNN1nRQhNrMSL9EFAHftPZwgg2mw0NGzbEJ598gkaNGqnqFhw4cAAejwcmkwktWrTQda8DgEaNGimazSZNmqi0Zy1btlQJm7TFgly70eRWvXp13HjjjXj77beVCuXs/WSpUaOGYdaf0tKqVSvY7XYcPnwY3bp14+7z559/omvXrnjkkUeU7+j7Eip0Ol7WIsEL5g5lccH2aVojTx+TvCPsOEqgNcHFxcXweDyK8E7PKQTanY3ti6xlmU0RTMYij8ej21+CxaixQioNfUxWKWG321XZgIggeuWVV6JKlSqYOnUqWrdujeLiYtjtdtx3333ccyQnJ6ssOokOe5/DFURJX5IkCXv27FG+581t7Nz75ZdfYu7cuao6DKRNrKcBYJyAg7VQs4o3tp8aZZ6i+5Usy4pLNm/BJEkSDh48qDnGypUrVdZ3wooVK3Dfffdxz33dddehV69eeOGFF7jtInLZxo0bMWzYMJjNZk1K5UOHDinvYLQVp7Em7IVF165dsWPHDowYMQIdOnSAJEmYPHmyEigliD20mdfI7E1PFvHsmLRwQV5oQKtpYt1L6Gs7fvy4RhtM/561JrAEAgGMHDkSQ4cOhd1uR3p6uiYLAwubGjTYOWiIBtBkMsHhcHBrEVxxxRUYN26c6jd0LAI9oJJJkGC325VBknDkyBHlM7tgIkL33r174XA44PF4VH6go0ePBvBvLEekPrUEtgIr/Wz16n8Y3TNWkCHHSklJUU2IrFWG7P/4449j+PDhcDgcIdccYbXihKSkJKxfvx4jR47E2rVr8fHHHyvbnE6n6t6y7N69G507dw56f9lJBih5hg6HAy1atEDr1q1VAf0OhwMulwtmsxnt27c39L0ngjb5TF9ny5YtFR9+3tgSigvPO++8g6uvvhqdOnXChAkTlDiiXbt2Ye/evejYsaPhtUebihUr4sknn8Tjjz8OSZJwzTXXID8/H3/++ScqVaqEwYMHIy0tDR9//DFWr16NRo0a4ZNPPsGWLVvQqFGjsM5lMpmUvsXWBIk0eJt1eyMubno1RSRJ4ipZ6Liw2bNn46233lL6j81m0xyL9tffunWrYftYateuDcBY60+/A7z9jJJR0H2TXYBYLBb4/X6lXUQBsW3bNgAl7+i7776LG264AT6fT1VnhoauD1MeCXUMJwv+48ePw+l04sKFC6qMaGlpaZpjsXPviBEj4Ha7cdttt6n203MZDTbH0M++UqVKyudWrVppnonRe8QuQsi7OWLECI2F2OPxcGMp6N+x16DHn3/+iT///FOzsCC/If+73W5kZmaidevWmmMkJSUpi//yViwvIrvKvn37sHXrVqSmpsJqtSI7O5s7EQpig9G9pjN50JOFy+WCxWLB+fPnNXEOsc4aRftFmkwm5W/2RWHbQAv2NptNI+iT34fiArNr1y7MmzcPU6dOVeXdrlu3Lnd/h8Oh0kST66AnbJ45mFxHRkYGjh07pgnOIvf6zJkzANSTN13vA1APmKzFxmw2K4GnBDoVHqsBJLETJ0+ehM/nU7kZsPc5nMBt9h6QY7G+sPXq1eNOJPSiYvz48fjzzz9V94y+XgKdYcpqtSrXIkkSt5+vWrUK7777LhYsWBBW1W46AJ71j9+wYQOAEtc+ntsZDX0dycnJmgJ6BPqa7Xa7RsPPpk7U04brFVDjwb4zejUS6PbyJnI6xWqTJk2wfft23HDDDXj22Wdx9913Y/DgwXjnnXfwxBNPYPLkySG1LZpMnjwZL7zwAqZMmYKWLVuid+/eWLFihbJweOihh9C/f38MHDgQnTt3xtmzZ1XWi3CIhYKNfdZ67lUAcP78ee47zMaFsUoa9lihpkbmuSyRvsp7F3jzDe866PeKzvAFQOUGyp6joKAAXq9Xo9wgZGZm4tFHH8XChQt1FQB6x9YjHtkX2XOy5w61Ley9t9ls+OWXX5S/WWWkJEmqOkk8axeBHvf1xjoe9Pxx7tw55bPVatU8MzaRCg0tKwUCAdU5WZdfWZZVrvz0vMjr47yUzTyXQhreNqfTicLCQgwfPhxvvvmmqr2bN2/G+++/X+6K5YXd0tdeew1dunTBjTfeiMzMTMV/Pz09XZlsQ+W3337DLbfcgrp168JkMuHbb78N+pt169ahQ4cOsNvtaNq0qcb3EygJwiPBhp07d1aC+ICSdJqjR49G8+bNkZycjPr16+PRRx9VBc0kOqwrCc22bdvQunVr/Pjjj8jMzFQEh8aNGyM3Nxe7du1SsmT4/X5kZmbGPGsUm3ea/G02m1WDGgliItCDOk97RAtawcy+ZEFAhE+6DTxI4Bb7HS1I67lCeb1e/P7772jevDny8vKU61q1ahX+7//+Dxs3buQWNysuLlZlSdFLVUmug85GA0ClbSG+pIRKlSqhVatW6NWrF1599VWcOnUKc+fOxdatW1VaWTaWxe/3axajNDz3DkCbRtdmsyn9izdZe71evPHGG+jVqxfmzJmjDLa8miIHDx7kZk8i+/z111/Izc1V+jmZFAKBQMiuV5IkYcCAAcrfbF+gnwfrFsAK6/S+7OJUL/WuUUYy8pnuQ2za0WA1WHjnB0oqZnu9Xt1Maw6HA5IkKT7sxJ+dTbFap04dzJo1C7/++is2bNiAX3/9FRs3bsRTTz2lEgwOHjyIMWPG6LaVpXv37pBlWeX+MmTIEFVWIqAkoJ92zTWZTHjsscewd+9e+Hw+nDp1CqtWrcJ1110HoGSMWrBgAc6fP49z587hnXfewZQpU1THWLhwoWaOmjFjhq7GmyWcZ2QEnUGGJ5C/+eab2L9/f9DxnF3IsvvTQplR+l/eGEoK3xFLM2m3XgY0XrV1+v7MmTOHe3wAmjgYAPj7779V7aetuURgPHv2LAKBQMiacz2MrovdL9TFR58+fVCvXj3DTH5vvPEGNm7cqJyTfZdDVRCxSiaHw6GMYWwqa3JceoyjFT1sn6bHOlpQp5VQvGujny/dx4uKirgKFz03aHYRQl/L3r17NUofuv10G/SSC9DjuSRJWLhwoaquCns/eMHnxBWZtQqaTCYMHz4cU6dODTnDV6IQ9sJi5syZ+PbbbzF79mw4HA60bt0amzdvRv/+/dG9e/ewjlVUVIS2bdtqBg098vLycPPNN6NHjx7YsWMHxowZgwceeEClqV28eDHGjh2LiRMn4q+//kLbtm3Rq1cvJWjt+PHjOH78uPKwFi5ciFWrVmHYsGFhtT2eWK1WRYvA+pe6XC7s2bMHc+fOhdPpVDr2yZMnsW7dOlx33XXIycnBhQsXkJWVpQwqZZUzOZgZk97OukWxfz/wwAPK51Cx2WwhBSfzBCvWKqJXGM1ms+Gzzz4DUJLsID8/H1999RWWLl2K3bt3IycnR1eooAdCI82n1+vVpJSlBy224NPZs2eV9mVnZ+Paa6/F9OnTMWjQIN1B2e/3Y8eOHVizZo1uykb6t8Tdipf3/vfffzecdOn7OmvWLGzduhUnTpxQJmt6QUd8yAG1hohokLp06YKuXbsq1gkiHDgcjpCrdvMsPvQ2ct2stsxkMmkmPlagpK9FL/UuT5PKLrRpd0gySROh06jv0BpIOs0wUBLUSLvasHg8Hmzfvh0HDhyA2+3GP//8o4pzoQVmk8mkctcrTxq3aEFbcvSsDuESLEW3z+dDcnIyV3DjJZwASp4NG0tAW2xZ3/lgkH6clJSkqv1z5swZTJo0SaPZ5WmEjYR6WgFDKw4BKPFPBNYdhy3+pie8u91uwwByglF6UUIgEMDw4cOxZcuWoEo8v9+PVatW4ejRo7rjrtfrxfjx4zFkyBBu7QlAa408d+4cJkyYoOk/9L1yOBzIzMxU3SO2reyY53Q6uVYJAKoFrp4SikaSJBQUFGiUNYRjx45p+oXJZEJOTo4qOxvvt+y10PMIUHIf6HtBp8Vm49TI8Whlo9vtxrBhw3DTTTcp+7BJLNgx0OFwID09PeicVN5qWoQ90u/atQt9+vRRfWez2fDmm2/ixx9/DOtYffr0wcsvv6wqk27E3Llz0ahRI0ybNg0tW7bEqFGj8N///hfTp09X9nnrrbcwfPhwDB06FK1atVIEbJLTunXr1vj6669xyy23oEmTJrj++uvxyiuv4Pvvvw9aDTJRIFp3QCtAksmKmCrpl5e43Rw7dkyTni2cFKN6bSLaGFYzQ78QrCsIC0kNKUmSyopkMplUWjOv16t62dlj/vbbb1iyZIkSBPvbb78BKJl0c3Nzgz7rCxcu4IsvvlB9Z2QVMXIr+OKLLzBkyBB8+OGHANTuJKyZma0WrAdvMUC3gXVjsNlsyrHZuBLaHctmsykTfmFhIcaNG4c777xT14WIvu8ejwfJyclYsGCBJmNV3759lcExFE3t8uXLcfToUTz66KNISkpSPQs6SJutE0GEKZ/Pp1gnyPncbrduYTsW3uRFfybH9Hg8qknh66+/Rl5enkpLSwtQbCpFvQBV3kRDf0feB567B+vbb4RRNpxDhw5ptpF7nZ+fD7PZjLy8POTk5MDn88Hn82kWNZd63B1tyWH7XagWC1YgCuafzlpD6fHYKOEE2x56YUIUczz0BF9yTFJB2G634/7778cXX3yBRx55RDXu8JKMGMW/GblpZWZmqgRKOg0xC0l4wKN58+YhLYbtdju2bt2K5s2b4+jRo9x59MSJE5g/fz4mTpwYVEgMpd4DOUdBQYHyHI3aKkkSRo8ejcmTJ+PLL7/U9CfCokWLVAsFQDu3ms1mVK5cWfmbvt/suEni+QD1XMeTN4jl59SpU6q+WK1aNcP6K36/H61atVKloCawii/6uoK5T9P1f3gLTNb7gdePDhw4oHo/yHHIuE3kMN6cxGaCK0/FGsNeWNDZUVj0Mm5Eiw0bNqBnz56q73r16qW4YPl8Pmzbtk21j9lsRs+ePQ3dtPLz81GpUiXDVaPX60VBQYHqX7ygfRrZNhMhZteuXYrrB1CiBSYDde3atXHo0CG0adMGw4YNw9tvv10qM5vX60X9+vWxbNkyZGRkaMzCeq5QgPplXL58uapoDB0UC6gHFTbYkH7p/H4/unXrhoEDByInJwcul0vxlz548KBqsNabvMxmsyqwmlxnsPtEFlb0frRJFSgZJPSC72kNL61BZAdUnkBoNPAY5bdnB1ciCDidThw4cEA5P0+LTk8k5J1YtmwZd18ymfAmB57v6YwZM7B69WqsWrVKlXoX+HcBxrpw0FpWEqStFwtjBCtIsdYCMkHR2WeAkntAa8LYhU9SUpLKrE2bv51OJwoKCnSfE/3MJUlCdnY29uzZo5nQggXFBoMEbpMqtTR02+hj79u3D/v27dNU/aYpz4GwoUK7pZF+wsukpWdV+ueff3D69GlNf6MJtlgjLhrk3aDHYxpWUcK2kT4vO89IUknhyIKCAkydOlXTBvpYPBe/TZs2qcYIepFBoBNZsPD6Jk2DBg1U56evnY7NMxrPs7OzQ54XSUzCvn374PF4NL+jBdNgAm0kWfN40JYRepFIgoIJ9Ng7ceJEeDweXc8BoOTZ0ymv2YUIC3GVpJVmxDLCumWSPqFXM2PatGma98Ho3Oz8znOffvDBB3HLLbfA7/drrMtGsEV7eYsPUteG/puGxH3w5iTaSsi6YSc6YS8sevTogeuvv173Xyw5efIkatWqpfquVq1aKCgogNvtxpkzZxAIBLj7sMId4cyZM5g8eTIefPBBw3NPmTIFlStXVv7RxcjKGrvdriwY2JesZcuWyud69eopHXnp0qWK331xcbGSRvKPP/7A7Nmz4ff7Iza1HT9+HMeOHcP777+vyipBrBP0C9qyZUtds+nixYvhcrnw5Zdfwul0qkyRfr9fY86mX1L6pWM1PvR1bd++XcmuA+gLO+vWrdNsM/Khdbvd8Pv9eOaZZ7Br1y6NxYKFN2gdPHgQM2bMUP6mtdFkcDaKU6Bh21i9enVFKbB7927VNnqSoQPS6AUQHXRPwy4a6fay8L7Tux763GyyAkmSlMmWdeGgBSA6zz5QslgINbtGMN9YMkF98cUXGqGL1i6xC5/Dhw+rBC16Yfbbb7/hpZde0u1j9GLH4XAoCw0jt61IhHkjVyo9pQCBDhyPtG5DPKFdlyL5jdvtVvqKz+fD0aNHsXv3bhQXFwcdX2W5JI3xoUOHgt5Ho/bRLhperxfZ2dlo3rw58vPzVW7DRFOq5/dPFwhlt2dkZKBdu3aK2yILzzLCzgXBMEpSEkzIoq1tZrNZFS9Fu/k4nU5dl6tg1nUCbYV0OBzc5BOEUPpVKPUeeLFZ7PnocYZ2vWNjsnjvZbAYCxq6ZghrvfJ4PMjNzcWRI0dUrkp+v1+j5CGZDr1edRVtuu0//PCD4QJY7zoIdOwhqYP0/vvvY/ny5YYuyry5y2w2q+Y8Xt+WJMnQna6oqAgZGRlcpWA4i9FEI+yFRbt27dC2bVvlX6tWreDz+fDXX3+hTZs2sWhjzCgoKMDNN9+MVq1aYdKkSYb7jh8/Hvn5+co/OhisrKGFKbYiKz1I0gOSLMvYuXMngJKFAOvmsGXLllKb2shLOXHiRLzzzjs4duyY4cvAG7TffPNNPP/889izZ49qcLFarSoNByuw0ecxCm4H/vWDLyoq0riSsfuxsNmfCEeOHMGff/6JN998E5MmTQpqliamfNryRSonE+hjnDp1StcKxIPVctGDNTsB0do9Wf43wxZtXdAb2Og2NmnSRDkGb7ImEzX9TMj1sPe6QoUKSjtZ6wxdGTYUSFu+/vprbgVZnmDFHl9PSJ43b56mD9HaJbZA3sCBA1X3kl7UDR8+HNOnTzcMbCSwmdb02hpMmOdtT05O1r2/9MTLE5xKE5Qcb8jCgA5CD+U3Z86cwYULF5RUyfSCgASVHz16VFPbxGjxSrtHsMJdKPEZ9DtMgsszMzMxd+5cZR/WmvH777+rjsEW/aJxOp3Yv38/XnnlFcO2VKlSRXnnoikYBQuqNtpOklWQsU5vX1L3Jxi8tOWs0MwuBDIzM3Hw4EHDoHhAX2vOy4jIzqcejwe1a9fGokWLVBkHicsqgRV8HQ6HYYwFKydYLBblPrFWpho1amDWrFnw+Xyq5z99+nRuzGLXrl3Rr18/leKWfQbsPdHL/gVoZQxaOSNJkkYJSUP3619//VVz7IyMDOTl5cHv9xsG5bOKOxqyuOUtlEl6ZAAxrfMTC8KuY0HHM9BMmjQp5DSOkVK7dm38/fffqu/+/vtvVKpUCcnJyUoH5+1D8moTLly4gN69e6NixYr45ptvggrVZJBOFEgnXrZsmep7WmOQk5OjcmUhBdcef/xxbsC81+sNqzgagQxMJO0w+4LRf+/ZswepqanciYYMkux1ACUuI3fddZdSo4AV2PRqHqSlpWkKXQUCAWRkZKB69eqGvrrshHn48GHUqFFDWdSQis9AiaZ24sSJAEoEYSOhhA7gNRIK6WOQglZGrjz0PWOfI4kx4UG/L5UrV1Z8VemAwFCKLbGTHQspZESPE3qBh1arFVWrVgVQYm2hIQGhvMJVvL6nN3kTwYpX2TSYppK+v/R9WbJkCe666y5d33Wfz4cmTZoov9GrKxNMK12aOiP0cXmTsp5pHlArMvTy0+u5QkmSFJKgFi9olyWjAHZ6f7fbrShpWrdujT179nCtyUVFRUFdmtjMhMGsEnrP1mKxKH2Zfh68ZBR00DELLRCxgg89phqliqVj+cxmc0TzCw+2hk84kLk+JSVFKZTHg9T9CZbq02w2K14S5J7pxa+QDFZt27ZFx44d8dlnn6FRo0awWq3ccZBXcJMmmMtSQUEBXn75ZVXRzGCuRMuXL1dleWLHWl79KQI77s+ZMwffffcdWrZsqTrvgQMHdK8rNzdX1adOnjypOy8CwD333KM5BoFVoNJy3qZNm1Q1dYySIvAUkBs2bIDD4VCS4PDmvEAggKSkJJw7d06VGZFGT2lHz8vHjx+Hy+VCs2bNuHWxEo2ote6ee+5RAqRjRZcuXTQpNtesWYMuXboAKBE4OnbsqNpHkkrScpJ9gBIt8U033YSkpCQsW7YspMwPiUYohcmMAvPofMlkeySuCpIkKfErx44dg9ls1hTlMwre1vMPZ5/J8uXLIwowt1qtmsksNTUV3bt3V7JKhcqjjz6qDIZer1el/fvss88UrcaRI0eCZnQi1/nDDz+ottGDGx0gN2PGDPTs2VO5B7z7QAvg7PlZ/2oautromTNnFIH70KFDSvaVYFoZ3jlZyG/pxdyECROUqtE0Pp/PMFc/LSzRfZ6+zkAggBEjRqj8t2kXhVCyuYTLwYMHg/qu5+bmGt5Hkn7QSJtppKVjfaR5240wclkJloKUjrFgn1uogfvxwmQy4dixYygsLORa0Vg3KV7sBP3+sgKYUQY83t9675PRWO3z+VQCidfrVd43dswgrlo7duzg9gm96scAlIKasixzg7fr1KnD/R19v3jJAWiMYguCLVCNagkQSPyV3r08cOCAJnOQHuQYhw4dwvDhw9G4cWNNtiWg5N0jfWTbtm2KVeunn35Cu3bt8Mcff2jSsvLOT7s40XWZaMjYRvYhQnVSUpLhNX366afKZzr4nsAqYem4NlbRSZ5TcXGxyrWZF4dCw3orEFiFIqD12qB57733dLcdO3ZM1Xfp/g6E7rq5fv16tG/fXldJdOjQIZw+fRrHjx/XZJdKTk7WXWCxlvU9e/YgMzMzpqUBokV01Af4d/UWDoWFhSo/zry8POzYsQPVqlVD/fr1MX78eBw7dkwJ4h0xYgTefvttjBs3Dvfffz9++eUXLFmyBCtWrFCOMXbsWAwePBidOnXClVdeiRkzZqCoqAhDhw4F8O+iwuVy4dNPP1UFYtesWTOhNWo0ehO03mKC3Z8tXe/1eiNaYLndbgwcOFD5m+S5B/5dibOBzHRGHxq6jbyBj3XDoIUrvUwpkiTpptfbtGmTJhlAMOiUsjS0kLV//35Vv+YdI9TiUzSnT59WBnG9AliEcNza2AJ5+fn5GD58OJ566inl+02bNmHHjh249tprdQdCcg/0Ar3JopJ+xxYvXoyioiK88cYbqn3dbrciHLCaXLqvejweVa0B+rx//fUX3n//fVVRMFJTpEKFCrDb7di3bx8+//xzPPnkk0pf5VnuWI0VPSGxAnawrD20lYaNdwGgWIyWLVuGu+66S5NSGoCqbgMrRJGMWFarlTtOBHO/KC4u1lh9CfS7zDsOcQfiTcq0e1iicu7cOeTn56Nly5aqd0yWSwpMEisAqXpOvztsP2UzHbEZ1MxmdR0fuk/RrlgkGJtgMpm47//58+exbNkypThcIBCAw+FQqiiz4+CRI0eUhTevjhMdl8i+D8GCXPXGH3rfO++8k7tPKARboNavX1/5zC6aaIuSkaJqyJAhmurMepDnuGfPHvz222/IzMzEVVddpVwvW6mavo7k5GT89NNP2LdvH3bu3KnSoutps4nV12Qy6e5DZwWjr5tV0PGsvLR1g4xXycnJkCRJU53ayApFjsPuYzabkZWVpbIG0f2fjYmllRXhKEDZGid0DCOgfidOnDihuhd0X6UzRLG89957cLlc3AW23+/HqVOn0KdPHyxfvlyxwhOMskLR17lo0SK8+OKLaN++PRYtWqQ8j0Ql7IVF//79VX/LsowTJ05g69atmvLlwdi6dSt69Oih/D127FgAwODBg7Fw4UKcOHFCtRpt1KgRVqxYgccffxwzZ85EamoqPvjgA/Tq1UvZZ+DAgTh9+jQmTJiAkydPol27dli1apViqvzrr7+Uzsb6reXl5amEkEQmFI0iPZgFW+ESTXW4k77JZFK9UIFAQPGzJPUi6IF94MCB2LlzJ1q3bq2ppm21WlGpUiUAUBVtI5Dc7MQHnU0zSoRK+lozMjKUY9LHIWzfvj3kayXZnmhXJgJtXQiGzWbTFe7oCVnvmRH3HSPCWSCz1iu3242tW7firbfeUr57+OGHsXv3bmRnZ6sGNb04Fz2zsM1m09w7vZgMci9ef/111fd16tRRmepp6P5ENKKsQEUGbLPZjHfffRc//PCDMuF8/vnneOGFFww1XRaLxdA6lJOTowRdsgtgQB3MOmrUKO453G43FixYAAC49dZbkZSUpDqP1+tVJjubzaZUciftsVqtyv2jtwEl7xn7HY3P59PNekc/P/a85NrJNpPJhNOnTyv332azKd8nKmfOnIHJZOJWG/77779RpUoVJejTZrOp7qXRPQVKNMVkH14cS1FRkbKd3CuiUSdBreQ49Dhx+vRp+Hw+LFu2DAsWLEDLli0xYMAA3H///aq4R/a+JycnK8+Ll9yETaGtt4337pJ5m1UG0ccxsroBwe+nEXRAeV5enmobOS+xOBkpYUJxASXHAv4VoGlhHNAG4hLq16+vitFgBUbe+SVJUlL+y7Ks66rFLkyJUNu0aVPDdLLswoKMVydOnECVKlWwZ88ezf56kHefp0Qk1qDk5GQEAgEsWrRI2W60mPvpp590t7GsX7/esG3sO0HLMvS2atWqcY+xadMm1XzCYjab0f3/13dbvXq1KokAfQ7efEkrH0m9oUOHDpWL1LNhLyxYAcpsNqN58+Z46aWXVIVBQqF79+6GmgdeVe3u3bsHFQZHjRqlO2EHO2d5h9YMsKtzI1599VXcc889ulkoWIhml9W8WywWTY5supgRoC1MQ/D5fIomVs/fkTy7QCCgKu5FDwhsoByrSaDbx7oi0bCDjs/nU3xeef6soWLkikKfkxeztHv3bnz55ZeaAYolnPbQlUKLi4uVQYt+T86dOwdArUGTJEmJ4aH313u/6Ew1NKxGlkC+YwUQus+xz4EORCeTOZu7nJ7kaaHI4/Fg4cKFOHjwIIYMGcK9BkBb+I1tw549e1CnTh1UqVKF66JAhAW9yYEOAp4/fz4WLVqEGjVqqPrGvffei08++QQAsHLlSowYMULZVr9+fcybNw916tRBUlIS+vbtqzr+zJkz8dhjj+leX6iMGTNGM8aMHDkS//nPf1CnTh0UFhZi+PDhAEru2TfffIOGDRsmtMWiT58+qFChArZs2aLKXrd27VqMHDkSN9xwA/bs2YPjx49j5cqV2LNnj6IQC8Y333yjPKdNmzZp5tLly5fjySefBAC8++67aNeunTIezp07V1GIrVy5UqV46d27N86cOaMIJ1lZWcjKykJeXh6+//77iO8FPW6yaeZJXyTpMlnIO0FqmxD3Ub00ojyCpc82gtQMAkqUiTTk3Q1FDgi1r7JZkdi06vQ407p1a+Xznj17kJ6erigq6tWrF/ScHo9HlTzG5/Nx5+xbbrlF+UzHdXk8HmUc5I1DvLic1atXo2/fvli/fj3uvvtu1f6huIrx7jU9lyxYsEAZKwD95xusOGQ48PoufV56vNVTBLJxliz0XG+kuOVdL22VprMnknk0WvFKsSDslhEtmiC+6A3KtJaH1kKFMoiS+g481wv23ERrzhOS6QmOtRYA/2queS8ZeVl4WjCXy6VocywWi+r6Dh48qGhuWM05m6mCV0WTh14GB54ZMpzEBQ0bNtQdIOnBjHcPDh48iFdffVU3fTKBragcKnXq1FGsIbzMQ3TVcjbYkAyEP//8M9eiUlRUBIvFotHOyLKsGbhDSafL89mn/bZJ3+SliiVxDITi4mKV73qw+0cP6uzC9dixY8r1s/VWaIwmT7ptLpdL40d84cIF5VotFovqukkgaKVKlWA2mzW+7LfffrvhtYXK7t27Nce+cOECiouLsXnzZpUl2WQywel0wmQyJWRMG8kOdujQITidTuzbt09ZALrdbthsNhw6dAhnz55VYsq8Xi8WL14cNFaAUKFCBWXfpKQkzX2QJEnZ/scff6Bhw4Z46qmnMGzYMJw+fVrZ5vf7Vb818jE3yuJFv3N0BhoCXViOF5NH/ue5URFrWn5+PjIyMtC6dWvDpB7B2s7CJnRgoY9NsiESaMWEJEmGxVL9fr/qXSfjDl2QTpIkTd2bNm3aaDJ5Edh6Dtu3b1d+f/ToUdVz4QVv68XmsPeTuOOaTCYUFxcrssGWLVuQmpqqJKzgjUP0MZ1Op5JZjJcExMi6QMd1sMenXaB4VbNp6IVstBg0aJCqb/D6MYEW8mno1L0tWrTQbGczLur1eV7NFqI4Ir8l/5cHi0Xiqo4Ehui5E7CB67zPeuj5xrO4XC7s27cPx44d4/pi0wHYkiShffv2qu161UR37tyJr776CgC/YBI9wLIDlVGQHSvIhhoAzouD0Hupw7GCHT58WNfMTw+cvAlPr3YBCy89XijQPqy0sEG+W7VqldIGNsUhHevAW3AmJSXhhx9+UCVSAP71M2bR08h4vV4lTSbPGkYgCzP62TidTrzxxhs4ePCgUjwRKAmotlgsIT9HOsCRzo0OqIWV4uJijcY0WMpgNqiQR7BsRXSNglihN7k1bNgQt912m+Z7VoubKBBFybFjx5TvaKWJ3W7HyJEjAWgFm0jrMrD9zO/3q8bSV199FRaLBStWrMCECRNU+9LvhZH1k06AAGj7DL1wIHEYeufRIxAIYM2aNZrviR/+nj174HQ6kZWVhWPHjhlm92ExskoYVQIn7SKw103uGcm0Z/QMc3JylHfR5/Nh9+7dmnpGdB0LMuawx6Svhe5nkiThjjvuwOzZswGUWFOWLFmibOcFb7NjJfnbaE4IBAL4/PPPAQDPPPMMXnjhBd2MfCaTSfVuezwezfXR8OIY6fPqtY3M2RcuXNA8I7oAIh1gH203Snq+YAvy0vFveq7F9AKJ1zZ60c9L9kAsesHeNVp+Kw/F8kIaFatWrYpq1aqF9E9QNugNyi+++KLyOdzMAUSzYYQkSfj9998xcOBAXH/99Rr3Nz1/dpZTp05pMhXRv+VpNenr4aW8IwMk6wrFDgrsABIO5KWmXYCA8BYW586d4y6cAAS1FvGEZR6RLiwAvrBCnuPo0aOVirRms1klnKxcudLwuBaLBQsWLNBoWElgLHs+vb5z8uRJwzSZBN7CcO/evXjhhRcwc+ZMWCwWVSrMa665RpN1jgcbN8Trq+T58ARpvSwuBIvFElI7CGwVYpLNJisrK6b1dowC+Hnb6tevn5BuUB6PB506dcJzzz2n+p5oGN1ut6L9pccSkqY4VIze2cLCwpDjovbv368Iu8GyvdFjKivc0YtyPSWKURuMIEVBSTY/nltiMNgFO004MWTsOUmNhMLCQuzbt8/wuRAlmN/vR25urvI+0wI/XSOC9H927KLdOem2u1wu1Ts6ZcoUlTKAF5hNuy/RY5jeot1kMmnG1yVLlijHZu8Pm3WMXmTQix5CYWGh7lhNLEts0WI6doMXd0WnM9ZLQhFt3n77bd1teq5QtBWC56JP3zueZd7tdoeU5Ym2WJSHYnkhuUKF46svKBvCnaBDXWTQLzgx+xL3lZSUFBQXFxtqUy0WizKIbtmyBZ06ddLd10go5A1UdBYJ9sVq1KgRd4B1uVwadyyehi0USE5vthYD2RYqzz//vO422hzL02KQe28kzJaWYBYZu92uBMvr9Ste+4z6Td26dTXn05usbDYbJk2ahO+++05xS+FBJn5aQ0h8xQsLC1U+tpIkcd1BQoG97z6fT9Ei8t5Tkg5W734EAgGMGzfO8Jx0n3722We5+7z11lvcJAjRgtd+q9WqyThH4NUdiTeSJGHOnDkIBAKKtRT4V6AbOXKkKq00Dcm8FSqfffaZ8pl2NSFpj40Eefo9S0pKUsbCYBpcWoil3TIA9fjLGzt4GcsiIRAIoHnz5pg2bVpUjgcEj7GgMXKzdDqdmuxd7L5Op1Oz8KM1/XQdC57rLzkPgX7OaWlpmn3pMSNYDQ3gX999o1oXPIUVmxKXPSaBLoC3ZcsWzb5Op1PXjYhcK/ue0OM2Lw6SvkdvvfWWsvA1elaREKprFZvNiYbcG17yIjZ1MK/fhpLqnK57FWpCgXgS0qi4c+dOTJ48GRUqVMBvv/2Grl27JnTgyKVAuEJkKPvTmiVSzOqJJ57AHXfcga+//hr3338/GjdubPhyezwebNy4EUBJcCed9YvwyiuvIDs7W3fC1muvw+FQBFr2xcrMzMT//d//Kf7lNOzfob6UbDYR4F+tK9v/eT6SkcBWS+edH+AvvKJhHpVlmStQsG0hQjntcxusjzVp0kQ35obNNOJ0OnUzEwH/akSNskKRSuA0ZH+Hw4G0tDRF2KUrvYYLqw2sXr26YR+z2Ww4evSorhtLo0aNwnq/edl1+vfvHzXBUI958+ZpviPZXnhE0z86Wni9Xk3FaTJ5ezwelcsbC2spCsaPP/6ofHa5XKhcuTIyMzMVywf7DhDNdVJSkirm5rvvvsOYMWPg8XhCqsBNYGNB6G28RWK0YmHImPbEE0+ElXXRqL+wGnAWI40unTEqFJfDQCAAp9OJDz74ACdPnsT48ePRvHlzbtwDeReNXObo+YgX70dbdDMzMzWCJO1qSYq9Ggmbdruda5EisWC8VML0sUjKVD2MntPevXuVNrPQqb/Z5ABGcUPRJNjzJxjFWBB++eUXzXbaov/jjz9yrXChuIjSWboSfVEBhOgKNXv2bEVD26NHj7AHVEF0kSQpJBM8/cKHIqi0aNFC6bRkUvvoo4/w6quvYtq0aXjooYeQk5ODhx56SPcY7ItDD+KEjz/+GJs2bYroBdG7DrPZrPTRP//8U/l+6dKlGneQSBfFxOwpSZJubvTSEkxQIG3nxajoDX7hUFxcbChQkPtvsVjg8XjwyiuvqH5L4AXjmUwm7jM3mUxKNhz6u2BuYQAwefJkbvsAvrsGEdBI8gByH4O5duidA9AuVPPz85UJizeh5ufnY/r06bq1TIIVsAOCL0BjvajQg+TV5/XjRDTf064kNGazOeiYybpOBYO+J6tWrUJWVpbSP5xOJ959913V/s2bN+e2hewXipBBL5jZ+0+nWyfKIJpw3LyMCFY3RY/S9GH6/WDH+yeeeAJAietKsPt38OBB2Gw2bNu2DW+++SY++eQTnDp1ShPQTerckOe5d+9e1bvPaq4JvNgyeiwiwjeN1+tV9aVgGm+9AHW9WEeHw6E6vtvtDlsJSCDpXskCg4Wchx0LWRe/WKWo1qvXwxJpfTM63e2WLVswZswY1XZZljXpf40g8keiE5KE1bBhQ8yaNQs33XQTZFnGhg0bdE1D1113XVQbKNBi5J9NQ2uHQ+mMvIA32mXjjz/+CCoc0OnXAGPTpdE18IQrj8ejDMSsP6NeENWxY8ciKkbHQ5ZlnD17FkeOHNEMNEYZJcKBXgTxJnYyySxevFizLRpWxDNnznADfml3IrfbDYfDodmPfp48f9Vp06bh6NGjmu/NZrMmCLuoqEi3z86aNUv5zPYveqLmudrRMSr0exROsSG2XazrGFmwkHSzLNOnT8eSJUt0fci//PLLoKZxoywx8aRKlSpIT0/nTsSJqGnjLYIkSYLP54Pdbtdso8e/0lQSHzNmDD799FP0798fn332map6MYEWrNl7RzLkBeu39HjC9ttg2ax4bi+RQNfDCed+GaUCD2adpTXsevvu2bMnaHtcLhd8Pp8q5mnSpEmYPn26YiWgC2qS9L50jQZA3W/ouY1nbWQXAWwb6WMZFcgj7Nq1ixvTR7LPscdnx/VgfYykIjdi+vTpmu88Ho8yNwcbG2I1xoU6JvGsEUDwdpFFrB6kSCMbs6kHSTSR6O5QIUkib775JkaMGIEpU6bAZDKhX79+3P2I2VAQW4xSWNLoVZE0Oi4xy9Faa/o4wZ7vgw8+GPQ8hIkTJ+pua9asmeY7kupUkiR06NBBs50M7vQgW1RUpNHkR6r9cLvdePXVV/Hkk09qhP5oVWynNYe8AGyj5xiNwddms+Hll1823IdoWNjJjD4/r50vvfSS7jHZZ/Lll19y3egAtfaLFZbooD9eyliygCGaH1JsKZzsSezEzy4C6HSxvHgV8g6x1hbCu+++G9SCEk52nbLkqaeewlVXXaX5nlj7Em0ypF2MaLKzs7mudOx7H85inn1mpK/u2rWLW4WaLkLJugUS3/tg56cX1+y95wXi0uglmAgXko0IiJ7mma4jw2P16tXKZ55QSwj23tvtduzZs0fjP0+78djtdm5QLrsAIBA3Tj1Yt1r2ntHB26H63PPmp2rVqnF/Z7FYgmYnpDFyWTXi/vvvxwcffID09PSgY1isLBahjp10xsNIfq+HyWSC2+3mjjU0ZCwwSnmfSIQ0yt9+++04efIkCgoKIMsysrOzce7cOc0/4SJVNtDp14ygzZyhLPi6deuGLl26qMyQJpNJNfmGK0AbvXgkJSEPoxoXPG1uUVGRshii27h48WLNQjjSweDMmTP46KOP8NNPP2kCsMtKuCMmdx7RGHxlWcaqVasMt5MBjV340Pcg3Lbw9l+7dm3Q37H3nV6YPfDAA5r9yWS/f/9+VRpY2hc2GGxwMvtMateurfRVnrY0nBz8etDXnUgLCwC49tprueNNKIW0yhqr1aqZoIlQyKvMy1qKIn3n6CJkNpuNe2/IfOrz+TQWWjqY0wj6ObB9MVjl61j0q2gdk03hHCnB7p/H49G1IOTk5CiLZfadbtq0KdxuN6ZMmaL5/ebNm5XPPOGQFtTp2k0ESZIUSxT9fMN1kbn33nuRkZGh6QfhplSmkx6Ew7Zt2+B0OlFUVBSyS1K0Ke2Y9O2335aqQrzf71cKXxpBKxAumqxQhJSUFKxduxaNGjUSwdtxxG63hzSI0AJ2KBMg8Qek0yiePXtWpdUJ1yJl5Cdv1CYj/97SWgdKK4A/+eSTcbPMGV17NGIsgt2bo0ePKkWjWC1OaXw/I30mrKASrA2DBg0CUNLXabfN0rjLsYM8PTbyJoBg/TcUTTEtJCbawkKPaFn1og1PcCKLCp6bFKE0CTSIuxWg9Zkn0BWOScE5Ql5eHlq0aBFWVqjLLrssrPbGIotXqMUEgxEtN61ghcYkSeIWdwOg0hyz8pDD4cATTzyBd999FzVr1sR//vMfze8Bvssv3R951gh6PjaZTCgqKkLFihXDFpLXrFkDp9OpcU91OBwqC4yRAhDgJ3EIh+LiYixcuNBwn1gpJYIlAQgFvSx4oVC5cmWlRo4RRMlgsVgS3g0KiKBAXrdu3cSiopxQGm0GGbxYrVy4wkGkiwejLBS839EBbMGE/tIKYrzjl9VCw6jt3377bamPH0pmqby8POzfv5/rAkQIZ+ArjeaXJdhx9GJh9IILQ8HomegJrUaEEjRbGgE3XrABrYkCb0yzWCwwmUyG7bXZbGFlg2OtHSdPngRQshDlzalGNUiuuOIKLFu2TLPgYKH7Wii+8DSJ+KyiTbB3zeFwaMZE8jddO4kdd3w+nyrRBS9IGuC/u7SFw+VyobCwEC6XS3ke7Lny8vIMi9QB+mOOz+fTuMQVFxerFi+8+gw0pVVoWSyWqCjFIiHa6WsjwcgLgUDHBib6ogII02IhSAxCDd6mJ71wBTc6zSL921Ay1tAYaYQiLd7Fy1pE+7QG85sNpbp4uARzb4kWqampZXIeI0wmk5KxhibSAS+ai7JIzfKl8Vel4zqAkveTuEjwhLNouIzSC6RopQWNJnrpohPRN5g3NhYVFcFut2uug/6bzu8fCnSApiRJShICEoAbLoWFhUE190btC5atKVLf+fJEKOMpO59s2LABixYtwrPPPqs75tEZ8FhhkB7veMluaCv/+++/j5tvvhlAySIjPT1dtQg1mUxKIg2j+VSvH7Rp04b7PZve1ohgLnXBiGdcbrzHzo8++uiiLCyd+EsfgYZQXaFozUc4wak+nw9jx45V/qYn0xYtWoR8HPa3pYVcM29x06BBA3z33Xfw+/1xWdGX1TnDXdiFSyjWSKJpZaH7G51FKhrn1IN9D9haAKFSmn7Kao3Pnj2rVFPlmfAjXfzQ0O0N590uK3iCcqL6BvOevc1mg8fjMSyEeeHChbBqx9CCOn2cQCBg6Iqnp5xZt25d0GQZRuPF7NmzDX+bqK5r0SSYckuWZe6Y8t133xn+zu/3K+Oh2+1WuYAFE2bpvnH48GEsWrQIzZs3V6zy9LslyzI8Hg8+//xzwziF0swbsZ7b4mkZu/HGG+N2bkIoSl/Sl2IVxB5txMKiHGI2m0PS+kWaP5yd5Oi0f+EeM9IBbejQoZrvCgoK4Pf7uT6NI0eORP/+/bF+/fqgwVSxGMiMXLeiiZ5QHy1C0R49+uij3O/pIH9e4Sc9SuMKFS0/8JUrV0blOAQiBATz4Y4GO3fujPk5okEoVYTjgV7WG97iiB4bzWZzxLUe2AxqRrEHev7l0YpX0CPU4mHlmWDzqM/nw8MPP6z53mQyqeqQsAwYMEBRmNhsNpXyJJgigM6iFQgElIrtgUAANptNk8ksOzsbDz74oCbVO024cx4bDxQrZFkWSX9CoKw8IqJF4o3ygpCIpV+10WLAqBItj3D9egm8webw4cPIysriphElPpqZmZlBa0pEq/ATDT0ZxJJoBS3qEYqWUs/0XRoNZ2my60SDKVOmRPxbXhuIdj4a1dBDPWeik4hZoSRJ4vq/BwIBrt83fd8lSYraOGz07pRmMUZbDsOtZpxoLmuxINjz07OwkQrzen36l19+UZ7p6tWrVS5PwZ4nPf/S/S0nJ0dVMwMoGTeJUmvatGm6xwzX/Zc+x9SpU8P6bTjs2rULH374YcyOf7FQXuLoCCH5IPTv3z/kAy5dujTixghCJ5aaP7oAGQtPe2NENDW2S5YswX333cc14ZP7EUqGhVjcO73gvPJ6HiP0FgGlMdNGOnAmgrDKa3taWhrMZnNCaujjRSKa8X/88UeuoiIjI4Nb3Irub9u3b4+K1SBY1h29RWQo70zfvn2Vz+FaVRPh3Yo1we6h0XaXy6XUZzGClYl49YmMzk/652233YZt27YhPT1d2R4IBEIqzhpuHENZvasDBgwok/OUd4LVbUk0QlpYVK5cWfksyzK++eYbVK5cGZ06dQJQko/4/PnzYS1ABLEn0qCoaFWRBkLLMhQqr7zyCpKTk7nCWnnU4EZCIgRU6mlXI3WdKG/aGBa2/R6PByaTCX6/XxWrFE3Ko5tKvAMlWXw+H/r06cPdtnDhwpCytUTDjWPZsmW48sordbdHS8gL16JoVPn6YmHx4sWG2/ViKWRZhsViwdGjR+FyuSKO7QrGhx9+qFrg2e12TaxOKKmyw332pcmSFw5sMb5LkVAWDeUtE2tIrV2wYIHy+emnn8add96JuXPnKp01EAjgkUceQaVKlWLTSoGGUARpvaqy0Th2qERbaPzyyy9Rr149zfeJJrTEio8//jimxw9FYNXTwkdqTVmzZk1EvwMSY1HCjnu//PILvvrqKyxYsAB5eXkxOWdpc8fHg0Sz3hgpUPT6VawUGGzBTRq9hQXP0mLE+++/H9b+ZRU3Fk9ee+01w+1GaWKJm5TT6cTXX3+t2UevWnM4sFYjWZZVgngoFhMgvpmXjEhEK2YiQgdvk4yDiUzYrZs/fz6efPJJ1QrYYrFg7NixmD9/flQbJ9AnlBcyUqErmsJaaQqP8dAbIBNBwLwYCEUzolfALR7PIBGeO9uGNWvWYNu2bbBarWLiTGBoS3yoxKO/6QmOsdKSC/7FKN6QzEV6+/z+++9Rb08gENAkUJk5c2bQ34VjsbhUrP/liapVqwIoef4k42AiE/bCwu/3c81kiVr86FImWEo8PRL5OUZDe7dx48ZoNeeiIxTXNb19EkHIjwd62qNp06YhOzu7jFsjCJVIlB6JqvkVxAa9d5u4Ql122WVo3LhxmbXH5XKprCNutzukuS+c7IyJmBL6Uoeec+liwIlK2I5bQ4cOxbBhw5Cbm6v4hW7atAmvvfYaN0WoIDbEUoiL5uQZ7aw4sixzr33//v0hH0MIB/r88ssvEf82WBXgWLB169YyPyeLno/s77//rimeJygfrF27lvt9PISuRHd7uJgxmmc/+OADvPnmm2U6n0ydOjWiBDkNGzYMed9I09QLYgdJUUyKaSb64i/shcXUqVNRu3ZtTJs2TSmHXqdOHTz11FPcLBqC8kc0Fy3vvfde1I4liD2hBKzqEU62k4uJDRs2cL+/VC04FzPx0BQePXq0zM8pKEHPQi7LMlavXg2gbBVVkSYLCEfps3v37ojOEQnlMQlFPJFlGU2aNEl4ZUPYCwuz2Yxx48Zh3LhxSnYCEbRd9sS6aE20IIvPaEGClwSxQQjD4aNXZTweFpxEpjwEHQYj0ro8pYFXT0NQNuiNh7TlfNeuXWXWnkhjtspbulKBGroflqZeVFkR0Sjv9/vx008/4YsvvlA6+vHjxxMix/6lQiwn6EQWLulsHAJBIhPrKunljUT3Cw6FaGT6EZQfvvnmm6D7lIf5qLwv6C91lixZAqBkYRnthDixIGyLxaFDh9C7d28cPnwYXq8XN954IypWrIjXX38dXq8Xc+fOjUU7BQyxzDaT6BaBi0FASVREFiNBrIhmscxokOjjnKB8UJaKuEjPFU4MoiCxyczMRHp6ekIvFsNu2WOPPYZOnTrh3LlzSE5OVr7v168ffv7556g2TqBPLAezaFSTjRUnTpzAzp07492MixYR2C6IFdFO5FBaXC5XvJsgKKfQhelWrlxZpueNhFdffTXKLRHEA1mWL86sUL///jvWr1+vMcc0bNhQ19dYEF0kSVKyBMSCsqq6GQnCVzS2CIuFIFYkmsUi0RY6gvKDyWRShPwDBw6U2XkjXVhs2bIlyi0RxAO/318uskKFbbGQJImr1Tx69CgqVqwYlUYJjPF6vQltBhOUXxI5vkZQvsnMzEwo96MKFSrEuwmCcookSYoShiSxKavzCi5dysvzD1s6vemmmzBjxgzlb5PJhMLCQkycOBF9+/aNZtsEOtjt9nLTwQTlC7GwEMSKRDPhC4uFIFJ2796t9OWytPL+8ccfZXYuQeJx0bpCTZs2Db169UKrVq3g8Xhw9913IycnBzVq1MAXX3wRizYKGMxmMxwOR7ybIbgIEQsLQaxINBO+cPsTRAMxZgrKCkmS4PV6E2oc5RH2wiI1NRU7d+7E4sWLsXPnThQWFmLYsGEYNGiQKphbEFvEpCiIBWKSFMSK1q1bJ5QLp1DOCKJBWbpCCS5tJElCo0aNEmoc5RH2wgIArFYrBg0ahEGDBkW7PYIQiHXwtuDSRbjYCWJFeUiTKBCEy/Lly+PdBMElhMvlQkpKSrybYUjYI7zFYkGPHj00peX//vvvclER8GLA6/UKi4VAIChXJJpvsMfjiXcTBAKBICzKQ4G8sBcWsizD6/WiU6dO2L17t2abIPaI4G1BrBB1LASxItFiLMR8JSgNov8IBHzCXliYTCZ8/fXXuOWWW9ClSxd89913qm2C2GM2m+F0OuPdDMFFiJgsBbEiLS0todygEmmRIxAIBKGQ6G5QQIQWC4vFgpkzZ2Lq1KkYOHAgXn75ZSGQCAQXAUVFRfFuguAiJdGSe4h0s4LSkJWVFe8mCC5BrNaIQqPLlFKpjx588EGsXLkSM2bMwH333Rf273/77TfccsstqFu3LkwmE7799tugv1m3bh06dOgAu92Opk2bYuHChZp95syZg4YNG8LhcKBz587YvHmzarvH48HIkSNRvXp1pKSk4I477sDff/8ddvsFAoFAEBqJZK0AEq8SuEAgEATD7/fHuwlBCXukb9CggSpIu0ePHti4cSOOHDkS9smLiorQtm1bzJkzJ6T98/LycPPNN6NHjx7YsWMHxowZgwceeACrV69W9lm8eDHGjh2LiRMn4q+//kLbtm3Rq1cvnDp1Stnn8ccfx/fff48vv/wSv/76K44fP47+/fuH3f54ImIsBAKBIHKExUIgEJQ3Lly4EO8mBEeOEm63Wz548GDEvwcgf/PNN4b7jBs3Tr7iiitU3w0cOFDu1auX8veVV14pjxw5Uvk7EAjIdevWladMmSLLsiyfP39ettls8pdffqnss2fPHhmAvGHDhpDbm5+fLwOQ8/PzQ/5NNOnUqZMMQPwT/8Q/8a9c/Es0AoFA3O+J+Cf+iX/iXzj/duzYIQcCgTIfL8OReaNmm3Y4HGjQoEG0Dsdlw4YN6Nmzp+q7Xr16YcOGDQAAn8+Hbdu2qfYxm83o2bOnss+2bdtQXFys2qdFixaoX7++sg8Pr9eLgoIC1b94IouYFoFAUI5INCtrorlmCQQCQTCSk5MTKm03j5BG1mrVquHMmTMAgKpVq6JatWq6/2LJyZMnUatWLdV3tWrVQkFBAdxuN86cOYNAIMDd5+TJk8oxkpKSUKVKFd19eEyZMgWVK1dW/tWrVy86FyUQCASXAIk2GSbaQkcgEAiC4fF4Ej6jXUjh5dOnT0fFihUBADNmzIhlexKW8ePHY+zYscrfBQUFcV1ciHoDAoGgPJFok2GiLXQEAoEgGI0aNUp4a2tIC4vBgwdzP5c1tWvX1mRv+vvvv1GpUiUkJyfDYrHAYrFw96ldu7ZyDJ/Ph/Pnz6usFvQ+POx2e0JNjKJmiEAgKE8k2mSYSOO5QCAQhEKipe3mEdJIz8YWGP2LJV26dMHPP/+s+m7NmjXo0qULgJJS5x07dlTtI0kSfv75Z2Wfjh07wmazqfbJzs7G4cOHlX3KAyLGQiAQCCIn0RY6AoFAEIzMzMyEd+MMyWJRpUqVoBpyWZZhMpnCctEpLCzE/v37lb/z8vKwY8cOVKtWDfXr18f48eNx7NgxfPzxxwCAESNG4O2338a4ceNw//3345dffsGSJUuwYsUK5Rhjx47F4MGD0alTJ1x55ZWYMWMGioqKMHToUABA5cqVMWzYMIwdOxbVqlVDpUqVMHr0aHTp0gVXXXVVyG2PN4nesQQCgSCREWOoQCAobzidTni93oS2XIS0sFi7dm1MTr5161b06NFD+ZvEMAwePBgLFy7EiRMncPjwYWV7o0aNsGLFCjz++OOYOXMmUlNT8cEHH6BXr17KPgMHDsTp06cxYcIEnDx5Eu3atcOqVatUAd3Tp0+H2WzGHXfcAa/Xi169euGdd96JyTUKBAKBIPFwu93xboJAIBCEhcvlSng3TpMsfGoioqCgAJUrV0Z+fj4qVapUpueWJAktWrRATk5OmZ5XIBAIIiUQCCSU+1FhYaGSlEQgEAjKA4WFhahQoUKZnzccmTckiwUPl8uFw4cPw+fzqb5PT0+P9JCCEHG73SJ4WyAQlCs8Hg+cTme8m6GQSIscgUAgCIVEt1YAESwsTp8+jaFDh2LlypXc7SINauwxmUw4d+5cvJshEAgEIZNoxnGHwxHvJggEAkFY+Hw+WK0R2wTKhLBVNmPGjMH58+exadMmJCcnY9WqVfjoo4+QlpaGZcuWxaKNAoakpCScPn063s0QCASCkLHZbPFuggphsRAIBOWN8qC8D3tk/eWXX/DWW2+hU6dOMJvNaNCgAe655x688cYbmDJlSizaKGAoLi6OdxMEAoEgLPbu3SsyMQkEAkEpyM3NTfhxNOyFRVFRES677DIAQNWqVRXNeZs2bfDXX39Ft3UCLuXBx04gEAhoHA6HyMQkEAgEpYCkm01kwl5YNG/eHNnZ2QCAtm3bYt68eTh27Bjmzp2LOnXqRL2BAi3lyYRPFqECgUAgkk4IBAJB5Hi93oRXLocdAfLYY4/hxIkTAICJEyeid+/e+Oyzz5CUlISFCxdGu32Cck55WgQJBILY4XK5Eipg2u/3x7sJAoFAEBYNGjRIeLmq1HUsXC4X9u7di/r166NGjRrRalfCE886FkD50fzVqVNHWYgKBIJLl0SrY3H+/HlUrVo13s0QCGLOo48+ilmzZsW7GYIo4PV6kZSUVObnDUfmLfUo73Q60aFDh0tqUSEQCASC8EikRQUApKSk6G6bNm0a/vjjjzJsjSCaDB06VHfbtddeq3zu27ev4XEyMjKi1qZ4YrFY4t0EQZTIzc1NeGtr2K5Qsizjq6++wtq1a3Hq1ClNdPrSpUuj1jhB+SfRctcLBAIBYLzQ+c9//lOGLRGUJbS1v1atWob7XizzV+3atePdBEGUsFgsuHDhQkJbWyOqY3HvvfciLy8PKSkpqFy5suqfQEDTvn37eDdBIBAkAImWItEos0rNmjVRt27dMmyNIJqEuiAIVgk+kWKCSsN1110X7yYIokii1QRiCdti8cknn2Dp0qVBTYgCAQC88sorulXaBYKLARFHFBperxfJycnxboaC0eRcoUKFuPgxC6JDqEXELpX0x6L21cWD1+sNuiCON2FbLCpXrozGjRvHoi2Ci5CLReNzqTB69Oh4N6HcUV4SKZQld999t+a7REuRaGSxyM7OTng/ZoE+oVrHLpV3V8hsFw9paWkJF6/GEnbrJk2ahBdffPGSWekLIqdp06blovx8eSLWvt+JbmJNRC4V4SQcLr/8cs13iTYZmkwmfPPNN9xtdrsdhYWFmu87d+4c62YJooDRopB2k6pQoUJZNKdMMHq/xCL54mHv3r0J51bKEvZIf+edd+LcuXO47LLL0KZNG3To0EH1TyAgtGvXDlZr2N52gkuMVatWxbsJpeJiCfCMJrx7kmiTocPhMNTk8jLppKWlxbJJgihhJEjTioABAwYYHqdmzZpRa1OsMQpEF259Fw9OpxMejyfezTAkbKlv8ODB2LZtG+655x7UqlVLaOsEhgjLVnS5GIXYaI4h48aNwxtvvBH27xo1aoS8vLyIzikmbS28fup2uxNKQ2w2m9GiRQvuNo/Hw40HSfQJPZqQnPXlka5du+Lrr78Out9ll11muL1ixYrRalJcSXSffEF4JLocEPbCYsWKFVi9ejWuueaaWLRHcJER7YXn9ddfj19++SWqxyxPxFrr6/P5Ynr8aGC32xX/eIvFonK3o/tbr169sHr16pCO2bFjx4gXFgItPI1xTk4O0tPTE8olSs9VU5Zl7rsQC0Wa2WzGww8/jDlz5kT92KWhb9+++OKLL+LdjIjgueJFQmZmJqpVq4Z//vknKseLJUZ9U6+fm0ymhBdSBWpcLldCJcHgEfYIX69evbhUmhb8S3nxlzSZTFHXlNx///347rvvonrM8kSsJ4FEEvr0uOKKK5TPixYtUm2jNYy8a9FLf1ya+yoyrqgxm8343//+p/ne6XQmnAVTL6A8OTmZO87G4v1LSUnhJk148MEHo36ucEhkb4Rglq9QxzGXy2W43el0onXr1iG3K9b06tVLd5vR89KLnYt34byXXnoJ9957b9zOf+utt8bt3JGSaMoZHmG3btq0aRg3bhwOHjwYg+YIQoEXVBgK8SiSYzRw84SPYJhMJsOKuYLSEY+YmGgG+AfT5NCT77vvvqt8Lk2fSvRBvqwxm826xZsSTVgNNeCV9I9YJKMwmUzc+xLve5XI/TrYXGaUgYy+r02bNg16rngL3zSzZs2KyLK1b98+7vfxtla0aNECzz//fNzOL8uySlEVD/r37x/W/on8XhLCbuE999yDtWvXokmTJqhYsSKqVaum+ieIPZFaARIteNJI+6JHamrqJd3PLkZXKIvFgsGDB4f1m+bNm3O/pwdd3gBMf3f99dcrn8uDC1iioacF1ROUPR5PwqWfNrL+0n2FCGCxeP/0FhDxFvrivbAxIthzoFMJjx8/XrWNXhzu37/f8DiJFlMTCAR00yTrxQsB+jIDr49NnTo1ssaFyVtvvYXWrVtzCytHy5UtWB9OBO+bRLKIRYuw1ZMzZsyIQTME4RCp1iwaE8WqVavQu3fvkPc3WgSFO3GuWbMGtWvXvqRdT2IhbHTv3h3r1q0DUFLsLVTat2+P7du3K39369YNv/76a9jnd7vdYWfb6dSpE7KzszXf032cJ3zo3b/SvBvxrs8wcOBALF68uMzPO3LkSGU+YIsE8saoZs2aJZy2Tc/663K5uOOMUeadaBNvwT7eCxsjgrWN3s4mV6DvazAlXTys/EbUqlWLK3R/+umnuOKKK3RdPXmLkcqVK6OgoEDzPWv1rV69Os6ePRthi/WpXbs2LBYL11ocLSvRmDFjMH36dN3tY8eOxX333ReVc5UVkiQl3DjKElbriouL8euvv+K6667D4MGDuf8EsSdSQSYaE1WjRo3C2p8d0KpWraoM9OEukOrXrw+g9FrDeJs+Ew16Eg7WR+iJmA3sjDSDislkQt26dcPan7TZaOIPJwNRaQbqeAuA8VrYDB06VPlM9yGz2YwGDRpo9k807S/AFywff/xxNG7cGJUrV8a4ceMA/PuMe/bsGfU2yLKMQCCgeQeibR2pV69eWPvH2jJ89dVXR/zbYAsL+p3473//q9pGv+vBYizOnj0bd0s/rdG3Wq3cd6tFixaGiySeVtxkMqF79+5Bz//HH3+E1tAwMZlM8Hg8MXUDDNZPYu1WHYrlJdwFfEZGRtz7ZDDCmk1tNltIKdwEsSUSIeimm25SvaxESI8lgUBAMwjecMMN6NKlC4DIBKJAIFDqwWDYsGGl+n3VqlV1NUOxpmHDhjE9frABiwhagHbwpwX5MWPGaH6bnJyMzz77DD169FB973A4wlpkyrKsnJvtQ/RxeFo6EkPCauVKM5HFW7NrFBDdpEkTzXc1atSIynnpe0Z/NpvNXJ/uRHODAkr6C/tOWa1WHDx4EFarVRGuiQY1FJ/8cDGZTLBYLJrnEqxfhTuGh+v2EevipldddVXEvw02B9KLWKN00EZuKAMGDIDFYol7spQXX3xR+XzgwAG0atVKtX3WrFlwOp2ahSn97mdmZnKPPXPmTI2rWFnRqFEjpKamcseFsnJN9fl8MR2/Q1nMhyvPOZ1OXXe4RCFsCfX222/Ht99+G4OmCGJJhw4dVJN/NCos84QWFnbQoNtw9OhR3d/dcsstmu8uu+yyuJez79u3L+bNm2dYWCuWPPbYY1E/Jj3xnjp1ynBfWZbRr18/9OzZUyN40IHfvMl46NChaNOmjUagiCRTEDk+uyA4ffq08pm3WCB9Z8mSJSptZXleWBi9D9WrV9d8x3u3IoE3uV155ZV45ZVXuNrTvLy8uAtpLHa7HTNnzlR9ZzKZ4HA44PV6lQUFecYHDhxQ9ps/f35Y59JzITWbzXC5XJp+FCyRwuzZs8M6f7gYvZesFUCPWCWDmDt3ruH21NRU5TOrNabfdT2BGyh5LoFAIGhCiBtuuMFwe2mh32+n06lx0bvzzjuRlpameefoBTPvfaxZsybsdntQ99dg7mBPPPGE4XY9KlWqhEqVKgWNhSsNwcbmpKSkmFqcQzm23pjILiAJgUAgKvJbLAn76aWlpeGll17Cf//7X0yZMgWzZs1S/RMkJpUqVYqa+YxniuVhsVgMTc1VqlTR3cYbWA4ePAiz2cwVaMIZHOhqquEOKtOnT0fbtm3jJkzGOmtTMN9WSZLw2muvYc6cOZp96YWG3mSRlpbG9V0P57pkWdZ10whWrI487xYtWiA9PV3zfSREW1geOHBgWPsb9cVYuhnQ4wBpw8KFC3HzzTfD6/VqnqnFYok4o12sIH2SxeVywWaz4fjx4wD+teSVphiinsXAbDarBGEgtOrQRsG6hEhinkIhmEtsqHNEpASz3NJKKyOXyGAxFl6vN6jlJpZKpunTp6vmbY/Ho+mDKSkpsFqtYWuxP/zwQwBaqy87PrPjPLvQuP/++4OeizfXe73euMcKuFyukOSiG2+8MaLjs8+KtdYD+kUa6ftOyywWiyXh40zDfqoffvghqlSpgm3btuG9997D9OnTlX8isDux+Oabb5TPSUlJURNKQ5nQAL7bUiAQUF7kdu3a6f6WN0iSPPg8M+nWrVvRrVu3kNoV6X2IJItVtImFdoW+n36/HzfddJPuvhaLRXEzYH3m6QGap1Gx2WzYt2+fRovudDo1wvnHH3+s2waz2aycix1g6fvDE7jJROZ0OlWTWmnua7i/DaaA6dOnD1566SXDfd57772Qzs+buKOlYDh8+LCmDV6vF6mpqUhLS8POnTuV7R07doyKG2MsYPtQ8+bN0bp1a/h8Pk0/pu91tBaUCxYswPHjx3ULPfbt2zfiY9NxT+H2U6NxMphgQwR2+pwLFy5U7ROsPT/99JPutmCxEbSlnO3v9LgQLO7H6XQGVbbEUjju0qWLqv3NmjXTLIbIwsDItZi9X7169UKtWrXg9Xo1vwtmwWAXUqEEWvOeNXHpiWW8QCgCeCgumpFmqbJarejYsaPyN0920rt+ejz44YcfVN9fdBaLvLw83X+0mVgQH+jaEKyGjAyADRo0MNRyfvLJJ7rbgq3wP//8c+VzxYoVuYMuObfRy2E2m7n+zLIscweL5ORklbBlBD2QhjPZkkC3SIOUo0Es/J7pZ1S1atWQNHCpqama/YJN0mazGQ6HQ3PPeb8z8k2VJEk5BqsBp6+F10/J79j+36RJE26WqVDQ60MVKlTgBkdeeeWVhsfT6/s01157reH2efPm6W6jtV+lgTchO51OJbieFkwrVKiA4uLiuGsoedCC0dKlS3H11VcjMzMTkiRp+gndp6xWKwYNGhTyedh+cuedd2Ljxo1o1qwZHA6HrmBYmneetoSEG9Nm9KyIBlrPukbftzlz5uDdd99VYusIJpPJ0M1IrxYKAJW1kQe96PN6vap3m34OjRs3NmyDy+XSjUEg9yfWyRvo1Np5eXmacY30VaPnxdsWCATQvHlzTR+ns7sBwYXzUBYGvD7scrlgt9tL7YFgRLAsbk6nMyTvA6N7O2rUKN1tkiSpro/Xp0MZE+mF4UVpsaCRZTnu/sWXIkYvst7k4fP5VJpp9sWlBTnWNYD2Z7Xb7YpAwXv577jjDuWz2+1GRkaGajutbY4kAMlkMnEFe4vFwvUn5xHpS2kymeByuVC1atW4ZWWIdbGmYAO6xWJRFges5oxuG+84bdu2BaAV6ps3b665rmBas3/++QeAOqYilN8R/H6/SvgYMGBAxGOZ3u/++usvvPDCC5rvyyJxQteuXQGUxMSxBLPYvfzyy0GP36lTJ+UZ04IPERbsdrtGS0riFhINuk1XXHGF0rdNJpMyZvKUISaTCcOHDw/5POw7cffddyuCBnuv6H3Z53XzzTcjOzsbXq8XzzzzjOE56Xc0XGHNKCsUmQP0XJ7oc91www24/vrrNcKlLMuGQpXR+YMJY/Q9s9lsqnPT76vD4VAFR7M0aNAAqamp3IQf77zzDoDYLizq1KmjvMsA351QL5iXtOuRRx7hKgEuv/xyWK1WleUR0LrvBHP/i9Ri0bp1a5jNZq7MEi25siwUGUYLYNaqmZ+fr9knWFwjCxljE5mI7vrHH3+MNm3aIDk5GcnJyUhPTzfUcguii5FmmH7J6f3y8/NV2lry4tJWjWuuuQaA9mUkC41rrrkGFotFGaR5Lz99TlmWNcKnyWRSXKCMBBzegOByuZCcnMwdyIjAHwqRBAsDJVq69PT0oBNieebs2bNcVzOiQSeLK7vdrllc0X/z+kbnzp3hcrm4FosjR46ovgtmzSJ9hx1gaXc4o+DtQ4cOqXK4m0wmVKtWTbUwLi16ipdQTO+8olE09LXxtIFJSUnIzs7mLizoNj3yyCOa7Xo+/TTXXXedIgzT15meng6z2Qyz2ax8JiTqhMjr72SsIQtVcn20UsJkMkXsIvG///0PLVq0QLVq1VC3bl2NBt5kMinCop67n91ux7333mt4nqysrIjaBxj3A9KGYJmmyD267LLL0KhRIzz++OPKNovFYiiUG1kSgil26HmouLhYV+lhZEXz+/1ITk7WtRiRNujNY9FYcBw+fFg1h/LcCfXeK3L+jh07amQGchyv18ut80ErROjxqlmzZpr7EalFLRRLSyzp0aMHAoGA8m7zMhkSjBZXRvFE7IKPJ7voLczoPk73JXZcTUTCbt1bb72Fhx9+GH379sWSJUuwZMkS9O7dGyNGjDAsRCKIHrIs4/XXX9fdRmjWrBl3n2B+6OygnZqaim+++Qbvv/++6je8zs0KiOygYzKZMGrUKKxbt85wIWD0IvO0M+FUr2S1jnoQDTvh77//BlAyobPmz1gvrE0mEzZs2BCTWgD0c9TLkkGeud/vVzRNhYWFKrceesL7v//7P80xPB4PWrdurTn+8ePHNRNjTk6O8pmukA2UZMYKpRIyGfB5NTJ4gefJyclhubYEw2QycQWvkydP4pdffjH8XTipWfUWIXrWgfPnzxv+NhRBobi4WGXZJM+UHRM2bNigTOCk3yQabCByjRo1lMmbpIAlCzRWix6OrzMtINaqVQsmkwlWqxUpKSkqSy6BuBvpZdbzeDxBrU/0OcONCTHKBkSOFUybbTabYbFYUKVKFXg8HpW1jq5Hw8Po2KwlnIWe+2jrGesGzFozaKxWK/bt2weLxcJtJ/ldLNPy2u121cIynIBn8rtAIKDJMET6G3t8oGRMpa2Q7MKbHb9DsViYzWbcddddqu+cTqfufBYtK1CwBSjddqPrePDBB3W3BVOQBrO+6KXWpZ8zbYlPxDGUJewWzp49G++++y5ef/113Hrrrbj11lvxxhtv4J133hFZocqI5ORkXcGD1sLm5uYqn00mk/KS2Ww2RZCjtV9EQ8SbUFq1aqWkRSS/IS/inXfeqezHCu08Ac7r9aJOnTqGAXhsfunKlSsrJl9eFoXMzEy4XK6wC9IYDWCsH3tSUpIysHfu3Fm17YorrgjZLSLUrD/0dSYlJaFatWoxccEKZaLo27cvrr76avTt21eZiFjNGa395h3D4XBotIeAdvIk3xE3D9Z1qHPnzqq+rMcjjzyCpUuXchewsiyrhH6SrjFSaxZLxYoVEQgEuMKRxWLRZAGi8fl8QQW2YO10uVxo2bIlN1aFnph49y+UYoVWqzWogsLr9aJKlSpISkqC2WxOWL9gOubE5XKhSpUqiuDVvn17zJs3DxMmTEB2drbqnfT5fEFTkdKwC2SeRZdm2LBhmDlzpiYmx2w2o2bNmmjVqlXQIGZ6cRmusGYUS0aEqVAWK2SuSUlJUY1fwQRyI2tLsGxObIY6stBo3ry5qv/7fD7D++JwOHSFXyIQBisk2KBBA92sQsHiujwej+rd4o1RZF5kBVTSNxs1aqQRfs1ms3J/2fopbO0OuiZNpNZ6s9nMTXevJ3RHa547efKk4XaPx6M8XyPLg1FmMaOFQyj3K5T76XQ6MW/ePMPYuUQi7B5y4sQJlc8foWvXrpqgH0Fs0KtsC6izF9CLD7/frwh09Cqajncgvpus1QEo0Z6lpqYqrkAA8Prrr2Ps2LEqbTM7WbhcLlWMhtVqRVpaGurVq2cYgGcymTRFt4jJt0qVKli0aJFqf5Lfe9WqVSpt1qFDhzRa6FC1/mzglyzLyj1kF3ZerzdkjeBLL72EHTt2BN2Pl9LRaEIlFqVwoQc2WZa5g3qVKlUwf/581aLUarWqBGBayOLdY/L82D7i8/k0Lh1utxsDBw7E66+/rjFRBwIB5V6zWnk2yO2KK67gmpRZFwir1Qqz2Rx2dWIeNWrUwK+//qpyGyQ8/PDDCAQChlquYHnjAbWFjn1eWVlZaNCgAaxWK3fhEEzAPHToUNDz09jtduU8dFuIpvipp57Ck08+mZBuUIC6/9NWFa/Xi5SUFHTv3l25Z3T/aty4cVi+4LTShwhapH9IkqR6Z8i23r17cxcPhw4dUtzNjDBaoAarP2A0nrHKJT0sFotyP61Wq2pMrV69umFfpMe6J598UrWNvle8Nhw8eFD57Pf74XA4sHjxYrz++uuqZ7Zv3z5dyx45rt5Cm7zDwaxWzZo10439CvauE4UeDdvnyLjK+u8Tq7EkSZpnmZ6eDofDAbfbrWk/e/xgcTqhKGPuuece1XV88MEHirthLOMV6XGWVoACWitrz549wz5+sILRoRR/DRZgDpQ8wwceeAD33ntvwlfdBiJYWDRt2hRLlizRfL948WJuPnBBbNDT/j300EPc72vWrKl08OLiYmUwJYOIxWJRBlJWCxcIBFCtWjVlgCEDWM2aNfHQQw+pBi16kCcmWFq7T/xWgw0obCE4q9Wq8t9mhW6Px4OKFSvC7/erBJj9+/drJuZQ/aLZQZQsbshneoF9xRVXhJVtJxxNJ90Wl8uFTZs2qVyFCLwc2eEcm6BXVZx2EQFKBjv63tITDG9RRH7LTlwmk0kTeN+gQQOkp6fj4Ycf1lgsLBaLok1lxxw6m5LJZEKNGjW4sR9swCPZJ5KMSWw/TklJQYUKFeByubiaLq/Xi7p16+KBBx7gjpnHjx8POlnT2kl24jKbzcp5eXUj2IUkS6huWHRWHDIeZWRkKPeDCL5du3bFf/7zn4Q14UuShI8//hhz5sxR/L4BtQuNy+VCamoqWrdurdRQMJvNKgE3WFpYWoCjFSVASZ9g38MWLVpwFTBmsznk6rtGgj+bpYnFqB/Q6YW/+OILzXZyD/UUFQBw4cIFw/PTsFbHYHU06Hudk5MDv9+vpGolbe/WrRucTqeucE/3b6P3RE/ZQxZ1L7/8sm7fDxajsmfPHtXikLfIbNy4Mcxms8at8f/+7/+QnZ2Nhg0basYBUnvCZDJpFh3s/Mgqidh+GqymCFBiPab7AT2XuN1urkzJ47XXXgtpPwJ9Tp4AT/dxIyWBnmWwdevWhguHYG5kQEnq3y+++AItW7bUPc6ePXuQkZGBI0eOqMbYRCXskf7FF1/EhAkT0Lt3b0yePBmTJ09G79698eKLLwbNvS6IHnodi55I6MHs/Pnz3BeH/o58ZgcSkj0CKJlIyKBttVpx2WWXqQZ9+iUjBfLogZe4GQB8oYdQr149w2BgVvht0aKFsvig3RWSk5M1Zmi9DCEsrBlVkiTdPPzBAhFZQgk0p49nMplQt25dtG7dGklJSdznH+5iRQ+e5sZkMikuLQSPx6Pqb8E00uS3rLBDXKRoiNWsYsWKGq2rx+NR3EP0+hBxNbJarSptJ3n2Ho9HJXyQwbpWrVq47777Qg7iJlmEeDRt2pTr8kTcGZ566inuZJecnBzUqkb3YVagoIUFntDDBq+yeDwerF27lpsJh3wXCASUSVmWZeWYrN80yfoS63z1pcHr9aJz587o2bOnSmAnCyMi3DudTvh8PqxevRrZ2dm4/PLLVc+BFcTbtGmj+lvPlxoA15KXlZUFu92uEUrpBArBFqDsGEJjJMgAxosS0taioqKg6anZrFt0e4zGTLq/kPg2+rcEntBOb7dYLMjPz1feBTLmv/baawgEArqxiPfffz/cbjfsdjt30XjNNdfggw8+CFrJnp7zwoWttM2LUzp48CAkSdK1TrlcLtW89dlnn8FkMsHtdmvSf//xxx+oX7++6liNGzdWuUux/ZTNKqUHfR5SeJJ8T+IZGzVqhOzsbN2xItwaVEZFeE0mk2as0kPPkn3ZZZcFdR0Npshxu9249dZbDRfyycnJSv8NVakQT8Lu7XfccQc2bdqEGjVq4Ntvv8W3336LGjVqYPPmzejXr18s2ijgoDeI6Pk9m81mVYVM8sLxOnrz5s1VweH0oGS32/Hss89i9OjRsFqtqFSpkuoY9GQkyzKSkpJUq316YEhJScHDDz8c0jVKkqRaqbNaFjLYmc1mlRbI7XZragmQfYcOHRpW8GDVqlUNB7Zw3CIicQshmmE9DdnevXvDPiY5brC6CTxkWVYV06MF9by8PM3+kiRBkiSNyySxNtHQ+c3ZfPepqam44YYbkJ2drattJO9BIBDAddddpzouUCLg+Hw+5bqJQGyz2fDcc8/h1VdfDX4DUPIesZNgnz59uO2mrzclJUVXC0ZccIyg33Oe1YP0RZ42zSij1O23345WrVopsREsRABISkpCZmam5nzsMcl7m8iaNtYyQb+bZrMZycnJinDAvuO00MdbANCwFgtWQKD3v+WWW3QFCEmS0KJFi6CBoYMHD1a175lnnlElpAj2LOj2sGMoUbqYTCZuX2Vd4ghNmzZVlCo1atQwXFgYBdYaLZgAdR8MBAKoXLmyKosZ+Z3FYkGbNm0wePBgzTEuv/xy1K9fH06nkzs+Wq1WXHnllSEplCJNn0oUeV999RW++eYbZGZmauYg4tIEaOt7XHbZZUhPT1f9plOnTvB4PLjiiitgNptVC+CaNWtq+jFd64HM6TShzGW0+yrwb7wiaT8R8Emc4m233Rb0mIRIi8U1atQIkiSp3BH10Ht+Bw8eDOvZ6ikXkpKSDJVJHo9Hd4xKRCJaRnfs2BGffvoptm3bhm3btuHTTz/VdZ8QxAa9zkwPqPRgIsuykkLOZDLh7bffxttvv60MiuPHj1derOzsbJWmlR1oLrvsMowaNUr5Lfn/6aef1kyUubm5Kn9w1q+9SZMm3OtwuVyauhv0RMsOJkbaNdZsTlcqNRoU2AmDDoBnt9P+0sEIVmRQry05OTmw2WxcgXT06NFBAxr1uP3225Xn4na7uQOcyWTC/v37Ve1OTk5Wafbpe8kb+DIyMjSWAuBfaxONx+NRjuFwOFTHrlSpkmqQpdm/fz+Af11NKlasqNrnscceQ9++fXH48GFIkoSvv/4aW7duVdrvdDqDBsTS8K7zscceU/yHWcHQZDIpwZR6ZvSkpCRuHFuobSDn1msfDfssiNCXnp7OddOg33nS3/x+v8ZSSfB6vQmvaWMtE0aay+TkZN2+Z1RMj5yHcPfdd6v6OHtfXnnlFV0BwmKxIC8vD36/37Ctbdq0Qf369ZV3q23btqo2BnNhMRqjyDF5rjQAMHLkSO7vSHa7hQsXonfv3sr3PPdU2hpjtEjjCfb0WJiWloakpCSkp6fj8ssvV9pLLD82m40bsxgIBJQir6zAXrduXQQCAaSlpXGTidDH83g8KqsibUE1smIBJYU7i4uL0aZNG7Rq1Up3fCLPlX6mHo8HlSpV4mYco63EbHIAu92ueqYksxdQct9ZdyS6PaxL65VXXomvv/4aFotFtQClK36bzWY0btwY2dnZynxCKxzpY/IC5QcOHKirYDKSC8aMGQOn06kslJo2bapKsUxbqfQUucHmC9Yqx/aV559/Hk6nE4WFhZp3mZbBWrVqFfIYlQjEvXVz5sxBw4YN4XA40LlzZ2zevFl33+LiYrz00kto0qQJHA4H2rZti1WrVqn2uXDhAsaMGYMGDRogOTkZXbt2xZYtW1T7FBYWYtSoUUhNTUVycjJatWqlCjAuD+gF/NADGpv/mlCjRg3UqFEDN954ozLgdO/eHffccw+AEuHi2LFjyv70oMQKCm63G2fPngVQIozQ2tMaNWrAbrerBk+/3686nt6L36xZM9XLQ5v/Aa0Lx969e7mF93iVNSNND3ju3DldrSsd2B0KofixsxMmEczIBMkSqdBGx2YsWLBAt2I1KxiazWaVBpSOheAFK5JnQbtONGnSBH///bfmnC1btlQ9f9rqQAuCbJph0jfpwDza1aF58+aYPn06UlJSlIUiWXwQzbTe/eVhMpm4muq0tDRu8Se/36/EP/h8Ptx8882aY1osFhQVFRmel+7DbD+h3SV4ExD9PrBCodvtRk5ODiRJ4moC6XeZLEBNJpOSQc3lcqn6tpE1IJFgLRNG+9ETvJH7IXssuo87nU7Uq1dP2YetC0NiyXhUq1ZNKZRmNI7UqVNHZQmkFzJA8CD+Xbt2KZ95xe2AEjc8NpUp8K/VDlCPS2Sx3aVLF9X5eWmPWVcyGlqY410HrUyi34UKFSoo9+Tyyy9Xgph5Cqa6desqCyj2WcyaNQtNmjTB3r17uQXO6Ax5rVu31p0beJZdFvYdogV0o7g6OgMWOzfQfYFV6rhcLtV3dAX6QCCAKlWqqNLR0mPwf//7X9WxKleujNatW8Pj8XCLwxFoAZ1YUwiLFy9WPvP6e9WqVXUVhPSzYfuYzWZTKdGSkpLQokUL5W96DtB7fsHGNFbhyLrN3XDDDYoFm72GKVOmKJ/JeBDKGJUIhNxCsmo1+heu/9vixYsxduxYTJw4EX/99Rfatm2LXr166VYifP755zFv3jzMnj0bWVlZGDFiBPr164ft27cr+zzwwANYs2YNPvnkE+zatQs33XQTevbsqRKUx44di1WrVuHTTz/Fnj17MGbMGIwaNQrLli0Lq/3x5KqrrsL333+v6WREYwtoc3kHAgG88847mDlzJgKBgGZx0rNnT2RnZ2uy/dBCDjvIEQ0sUKJZkGUZu3fvxqOPPqpoHegXpqioSCWc65kxHQ6HZgFCr9TZ39HmYHqb3+/X7Et8IuvXr29oseBpR2jhmv7trl27QjaJhprWlHc8IsiyQcF+vz8qyROefvppruWDFIpi7yXd/+g2sZqrJk2aKL+nNWQ//PADKleubFhIyOv14q233lL9TQZZ9ndkEL/jjjuUZ0X3ZXJPyUKCpwUyEuoA4LnnnlM+86xPtMXA6DiyLKs0ZERbF4prBe3XzO4fLK0r3a9IBXP6WERo1RO2gH/z4AMlwsTEiRORl5en0aaFYw0oL9ATPFswj0aSJJWrIL0v0YbTsFYqUqmc7V+jR49WCpwZ3U920cvWkMnJyVG1j4V+n1nBirTpzJkzQRevrGtZq1atFIGOdktioc/JWs+MrLNsOm9WGUQSNJD7V1xcHPT8LCSddChWYtZiEMyNi4YsPPTeIRI/SJQkdOYxGvoZeDwebrYpAErmR5qMjAyNuzMt64USD9awYUNNPB6rpNJTFull1CJIkqT7rOj5iv6cnp6u3IdQ0s/rKRCCjWmSJKl+y0vmQSzY7KKJXkBmZWUlpBupHiGP8t988w2WLl3K/ffUU0/BbreHvbB46623MHz4cAwdOlSxGjidTsyfP5+7/yeffIJnn30Wffv2RePGjZVCfdOmTQNQom37+uuv8cYbb+C6665D06ZNMWnSJDRt2hTvvvuucpz169dj8ODB6N69Oxo2bIgHH3wQbdu2NbSWJBpms5kbUEZ3TtYVymQy4YYbblA0XmytCNJxWTeko0ePKppNVlBISkrCPffcgyVLlqB+/fqw2Wxo0aIFhg4dqsRXsC8lLVgHyyFOYCdJtkAXfSx6wLJYLBrhMz09HV988QX69++v+p5tJ7HE0Menq07TWrMKFSoo5zEqskY0THoLKtqUTSqUE1htMI0sy1Ep1DRgwADVRPHoo4+ifv36uOWWW2CxWAyFVr3sYPfeey9++OEHbjA/AMUd4YcfflCumT4WW+dCT+s6evRoWCwW7Ny5Ew8++KDyrFjhj/gdG2mBjLRQ9ETHK55lNNnQWjI2SPuqq64CUJKCMliMBd0+dt9gVgFac8ebkInAxAbMkm3Avxas7OxsDBo0CA6HA7Vq1eJed3nStIVLgwYNVFran376SfnscDhUiwX6uaSlpanGZ6/Xq9RtIfeJ9F+v16sStkwmE5o0aaI735L4OfZdNZvNqjHC6XRi9uzZeO+997hpM40soKSNtK88DZvKk4a4AdarV0+VAt0IdruRC9HAgQNV7xWtDJIkCQ899BBmz56NvLw83SJxADSunzTkd3puMH6/XxNATqDfV97ivUOHDspnMq/Q75DX61U0+iQzGVGy0Oeh7xG7wGQtEgRSs4Ief3njNTsXE3iZFEnabdpSzbPw09dolNiFpbCwMKhLGTknISkpSbkPdPE7+ji025Je/zSbzbjuuutw9dVXq6qVE9j5gb1mOnOgXoFMwLiYYCIS8kh/2223af61aNECCxcuxNSpUzFgwICgxV5ofD4ftm3bpspAYzab0bNnT2zYsIH7G6/XqxGskpOT8ccffwD419fXaB+gRDO0bNkyHDt2DLIsY+3atdi3b5+h9sbr9aKgoED1LxGgX2TWZ5sO5iVaE9raULlyZbz99tu44447FK0CWTAQjXOHDh1gsVhUqQFZjZ3NZkPbtm0VwZNdfPDaSwfXEubMmaN8DlZZ1W63Y+zYscrftNDNi42g8Xq96NChg+Z71oLD+iDTVac9Ho9msCH3qHfv3vj+++9V22jXAJ5wTfjoo4+Uz48++qjymbXYsNhstogDBIF/B12v16uaAEaOHIk1a9YoiwIjoTUpKQkLFizADz/8wHVV4AUtEw1ZcXExmjRpojwD4o4D/LuYJdD3gF18ulwutGrVSqXdo4tBulwuxe84HGgTNhv8zJtMjaAr19Om9+uvvx67d+9W/LeNoLfTggh7fp5gRC9qeekQSbYj3uKXTIzkXpYHN6dYYrVaFQuWyWRCvXr1MHHiRAAl/Z1UOX/jjTc0GloaNllB3bp1lf5rs9lUQktSUpJh/+jYsSMAcF0MeYH73bp102iJgZLYJzJOscchfbi4uJj73Ok6STz3UTKHEJ5++mnNMei2sr/3eDy6tZxq1aqleq/ovuz1elGzZk3cdNNNyoLDbDZzM/vQCxLWZZBYs9kshAT63aFdiQC1YoKnjacFSp5Los1mU4KcK1eurATys5nF9OIC2L7Hug6zCxSXy6VcP++e05Y3XirxQCCAChUqqCxJZPzQI5x4QaPsYrQLLZ3lkfYYGDVqlHKN586dU76nXfz0hHriSvvbb79paq2Q7eT+Lly4UPPeEssRvR+BndtKM7+XNRGpkI4fP47hw4ejTZs28Pv92LFjBz766CPDyoUsZ86c4brj1KpVS7daYq9evfDWW28pQseaNWuwdOlSJctMxYoV0aVLF0yePBnHjx9HIBDAp59+ig0bNqgy0cyePRutWrVCamoqkpKS0Lt3b8yZM0fVCVmmTJmCypUrK/+iUUirtPA0RfSA4HA48OKLLwIo6ZjHjh1TCV1JSUkYMmQIPvjgA6SlpcHhcCgLBjL49OrVC4C+hl3Ph5rVsNB4PB7F1Yl+1vRA6HQ6VS8hG5thNqtrWdBCN/1CejwezQCrFwDNwgsYJIKYLMuqF93n82ksRDzsdjt3EifoZULh+fLTsNmi2IA8Gjp724cffohAIKDKlqQ3qJO4ARr6mWRmZuKee+5B9+7dNSkcA4GAKiUwwel0KpMiPXgTNxBCOAsBVkPOautCORbbZ/ViLngDvpHJmtRxIbDaPqvVGpKQzk78eufnjRG0kMRW3SX9zGazcYVXcuxKlSqhdevWF52bUySQ8YUIdsSCYTabFVeVq666SiWAssI2u3im3ZzYYo5srAQLGbdsNpvm+bPupeSd4wlOdHA467ZFvk9NTeXGH7BB/sHiv26//XbNd3Rb2SQfx48f133P2KJktKVVb77i9XV6O1tzo0qVKkrALc+6WFxcrLQvIyNDZf2mnx1vrKV963kW9+LiYvTu3RsffvghevTooZsRUc89iF0k0e0h1mO6SG6TJk2UPv3aa69p4hbp58/ex8qVKysWCza9sZFVVi+GTO+ZE6vDXXfdpXscm82mvGPkvtJZ67KyslRzOO0KrVc01O12K8fgya30PNSpUyddiz9Z4NIcOHBA+UysUuWFsGaC/Px8PP3002jatCl2796Nn3/+Gd9//72hoBRNZs6cibS0NLRo0QJJSUkYNWoUhg4dqnogn3zyCWRZxuWXXw673Y5Zs2bhrrvuUu0ze/ZsbNy4EcuWLcO2bdswbdo0jBw5UmXGZhk/fjzy8/OVf7zq1GWNzWZTFg4Ej8eDfv36KVqzAQMGID09Hb169VK0znRnt1qtqFKlisasTiZLIujoCZuh+FCzlbnJKt3r9WqE8QEDBsBqtSIQCGgyTLGTH+vLzfvcunVrzcBMB0DTg4csy6pFiV6QNgBNgT9JkpRBg/c7Oug8MzNTmdzYPNt6kwGbkYoHvZ1XJ2P06NHYvXu3KqtH//79kZaWpnJdoO8fPQnzBjZW21VcXIzk5GTNYo6uQq3nLtOqVStl0iP544PB9hGeEEPuy8CBA1UF0Iygz92iRQuNAE63m/WNNxKiWHchdvFK3LSCQS8m2FSYtDaOpxCgJ1tePJssy7p+58Q9KhAIKOlmL1Y3p1Bp2LAhnn32WTz++OMqIVaWZTRt2hTZ2dma1Kq8fqp3D9lFt55/PKFHjx6Kqwf7DrHvNlE08eZwIw0puUZW4QOUKKNI/yQaaz3FlJErLN2PWeuxw+HQdaMiRVJXrFiBn3/+WaPwYucrSZJUdRUIRjF9wL/vOU9YrF27tuKq7HQ6VeM6PTbzXHjoOYGnuCD1S6655hrNOKknhNOLCVIwkEDfP2I9psfvvLw8jB07FtnZ2UrhT/o8dN8kikjCuHHjlPtPH5MOjOfBWnwIR48e5e5/3333BfWYkWVZlaSHLC6IbMPWU6LvkV4/3b9/Pzwej6585PP5VJZ31puGPH82eQOgXnQGe+cTjZBb+sYbb6Bx48ZYvnw5vvjiC6xfv17JBBIJNWrUgMVi0fjx/v3337qpw2rWrIlvv/0WRUVFOHToEPbu3YuUlBRNlplff/0VhYWFOHLkCDZv3ozi4mJlH7fbjWeffRZvvfUWbrnlFqSnp2PUqFEYOHAgpk6dqtteu92OSpUqqf7Fm+LiYlW+56SkJLRq1QoTJkzA3XffDZfLhSZNmmDRokWoVq2aEvAXCv3798eQIUM0WR54BPOhpr+vXr26MqCwpluz2YyXX34Zu3fvVlUCB/jpXEMREHk+8IFAQGnzwoULle+tVqtirn388ce5ExYdlEsPEhUqVFAmjLp166omD6fTqWQJIcJvcXExfvrpJ6xcuVK37bRVTJZlwzoANpstaCahUaNGKfee9AN2UUkWMHPmzFGycRB3Jd7zpScAWoAoLi5WrCZkUchbKNDXY7VaFd/htm3bhjSQEuUBgaft93q9yM7OxosvvhhyylP63N99951q8cBaGcginkD3W14qThp6srVarYqmOlgbjRYfrCWNhda+sppokiLaZrNxBaY+ffpg4sSJ6NevX8Kmjy1rHA4HBgwYoLj5kYw5ZnNJyuPLLrsMaWlpqvc5mLDNWjPoxWOw96J27drYtWuXZjHMjh3Ex1xv7LbZbMpvWI09ceE5f/68xm01NTVVaS9JBhCsn/AENz1/d6DkPSf9k/2t2+2G2WxG79690aVLF25CAfqaWdcf3tzudDqVrIlAyTtGYpV449o111yDyZMnY+fOnQgEAqp3kvbsIDENNKyyhOdqqafMo89DF5orLCxUxnmSnIEHsR7T955exAEllmu2sG7fvn0xYMAAzXjSsmVL1QKOcOjQIcP5mx576PmJ987QsUPseEuPryaTSXlmJpMJe/fuVXkvuFwu1XUFixlu0aKFomDU84Awm82q1MyscpR2i+UVgiXQWS/LAyEvLJ555hl4PB40bdoUH330Efr378/9FypJSUno2LEjfv75Z+U7SZLw888/o0uXLoa/dTgcSj7qr7/+mltMpUKFCqhTpw7OnTuH1atXK/sUFxdrTMtAyctWnh4coDbrAv92Yja4muTaZgMGjZBlGePHj4fD4Si1AEHf13/++UcVCE67wtE1BzweD9555x1lG5mg6GPSqfr0nh15znR6PFKp1Ov1akzs5EXv3Lmz5lh169bVtYy43W7FP/PgwYOqbWvXrlUG3Dp16ij1FapXr67JPEU/T9pCEMyloLi4OKRnSwarxYsXY8WKFdz75vV60bNnT7Rr1w5Op9PQDYtMQCRIj9bAkKxgtJUKUD8rerEkSRIGDRqEhQsX4sSJE7rPlNW2kYlaT6sUScpTSZLw4osv4rPPPoPH41H5QttsNowePVr5m73vubm5ShtZgYzn1kC3k3bZCNY+Ap0JjvxNtsuyjO5McTNaE8arvkwWvmxmL6Ck/9x+++0hu2xdCrCCHi1IACWCqtVqVaVP5SVCoDWbrBKBFnjYd4aFKDzY7HMZGRkq5UMw6x0do8daUum0zqy2lhaW2Zg6PZKSkjSxQmyxVRpeOln6WOT7UKxpdrtdtVD/8ccf8eeff2ruM+uOppeKlm4HEcrpMYtWSPE03awCTU+Y5l0bW2eIjDcpKSlYtmwZ5s2bZ6hgJNfJLuTIvMGzXCcnJ+OVV17Byy+/rBGc6crx9DY2cQULa7EYP3688jetSAJK+lZqairq1aunWUzT5yguLlalyHY4HPD5fMq726xZs5DcmQkLFixQjqWXopxeGNarV0+TmlkvDgaAKu4n1EySiULIaZzuu+++kNIghsPYsWMxePBgdOrUCVdeeSVmzJiBoqIiDB06VDnn5Zdfrvgcbtq0CceOHUO7du1w7NgxTJo0CZIkYdy4ccoxV69eDVmW0bx5c+zfvx9PPfWUkqUIKBnku3XrhqeeegrJyclo0KABfv31V3z88ceqlJblAdYvl/6efvmJu1M4EGGM5JcujQBBC1MDBw5EVlaW4utOD4Tt2rXD5Zdfrvh4sxMrm0WFbpPb7eamciPmzZYtWyqmUuK/zy7M6Oqg1atX15hd2UJ7bLYHMhE6nU5V26tUqYJAIIB3330XV199tWIxSU9P1yQBoK1vrLbZ6DnUqlVL9cyHDh2K1atXq/YhcQ7FxcXKs83IyFD1IZPJFNazZwdfWgNDtJa0lQrgBwuSSbBKlSqKYoF8D2hN+fQimRbQ6OMRyL0mzzzUGIv//e9/yt/0wsJkMuHee+/F7NmzAWhjHIhGsEqVKkELObL+zbTLhhFZWVnKZ1Y4oe8BSRNMc9ddd+H111/nHpetF8PStGlT5fih3stLAXrMpYUXks3F6XTqPmuC1+vFpEmT0KFDB00/pscC9p1hIfM067JC4pmAEsGO967Q0PUd2PecrknA9n924WqUzY7As46xBVJpjh8/jttuuw3vvPMO+vTpgyVLlijbDh8+jM6dO4fcN81mM2699Vblb9raTO5PYWGhEjc2adIk5d6H4vfucrlUx6TvF0/TTd8/YvUyEkDZayHQblJWqxU33ngjCgsLkZKSopsViswH9HYyb5BYPLNZW/GdjK+sxYAcj/ebUFztAG2sIbvokSQJFSpUgNlsNkzcUrVqVe4cTt5d2p0ZKLE6EXiLoJSUFCX2wWzWpoAnbSPvaE5OjmZhkZ2djQYNGnDbzr4z0Za/Y0nICwvaZSRaDBw4EKdPn8aECRNw8uRJtGvXDqtWrVK02IcPH9ZoCZ5//nkcOHAAKSkp6Nu3Lz755BOV0Jyfn4/x48fj6NGjqFatGu644w688sorqgl+0aJFGD9+PAYNGoR//vkHDRo0wCuvvIIRI0ZE/RpjTawm9kiEMT3oCZRoSMmgTA9gbPwHK/Dm5uYqAiWbBzsnJ4frrpOUlKTJykHccsxmdYE34F/tc4UKFTTJCCpXrqxodCRJUmkQkpOTlUGJzl7WsmVLBAIB1K1bF9dff72yP7l+1uxO3yvaZ9RkMqF+/fq6z4EddNq3b6/6u2vXrkqcg9lsNqyGHM6zZ+Nn2Jz1vLbpCVhGCxradE8L7sC/2i0joZhdbAeDbQs7uZF75nA4NP7ppII3oBX6iZtLad9betJhhZNgi0HaSscufGjrEs+Ni56IBcaQsS7UbC42mw133nmn8p7q5eBn3xmWGjVqoGrVqsrCvl27dti6dauq5gob+6BnudCrM0EsrXXq1NFYfcnxduzYgdq1a6NmzZpB+zurSALUOf95i/cRI0Zg+PDhsNvtqoUFmRvC6aP0+xQIBDRZ8FJSUtCvXz907twZ9evXD0nZ5nK50KxZMzgcDtX9o+e11NRU9OnTR+USS4/HkiSF7L7M0rRpU9V911Mw8hQ9ZC4bMmSI0h9599NkMimLh+TkZM2YQS9e6ftF0vXqwc4RZJHp9/s1ypm+ffvqjqm0BaOwsFCpZ0bmClYBRWqcAGo30VatWqFWrVoq131ZlpWMXISNGzdi8uTJWLFihXIe8uydTqemSCCtpGEXL2yfDHVxmQiEV3giBowaNQqjRo3iblu3bp3q727duqk0dTzuvPNO3HnnnYb71K5dWzFjlXfoSYtMHNFabERLgGDbo6eZ5fnC0tACpdlsVpke6QGM1cC0bt0a1113Hb777jsA6kmUDaSlJwBWICBCZkpKiuLHSwgEAor/ZpMmTZQBNj09XbFm8IRmXhwHgR5cp06disOHDyvXzsLz36SZNWuW6rx6AjwdxB3Ks2c1SzyXLKN0rGyVaL0FDTuZsII+UCKIhJr1KRhsW2h8Pp8q6xV7300mE/x+P5KSkjRtKSgoUGnx9Kw34cC2j74HvGwj9GKHtYqNHj0ae/fu1b2P4VSXv1RJSUnBV199hebNm6uEl2DPuri4WLm/7LvEphWn3xmWBg0aqN6fn376CXl5eapgbuJaSs7Bs3ywPuc0Xbp0wcsvv4zu3btzq0dLkqRR2vD2Ida0zMxMjYb2yJEj+PPPP1XZfAiBQABpaWnYt2+fqk/abDYlcUs40PcxLS1NSaNLvrdarWjWrBnq1KkDm82msv7o0aBBA8V6ffXVV2PGjBnKdROOHz+Ol19+WbWwaNKkCdLS0tCjRw/u+6uHJEkq18sjR47giiuuCOoiy1P0kHuqt4ii+wXdl1nhl/4tCZQmcUhs8hYa+ppbtGihWIxTU1M14216erriBcHCuicFG7/Yueq5557Dli1bFFdfGpJkhkAWSxMmTFAWFnT8h8vl0iQhIFYlr9erOTd9nVarNWR350RA2LHLOWxKzkQPpjTKHhVsAGV9Q4m2rU+fPirtG63dIq4ItDWK1tKzCwm9rBAEOmCQdYWiA3x5+bxDSc3JaiYJV111VdAYC/q37H5Wq1VJF2sU/BcubI0IegIi94DNHMOmqGUXejzfYVoAY7VnZLBu0KBByFmfQiEUH22v16tKC0ignz+txGBjZYK5x4QCO+HR94BNkMDC3qtq1aoproI8obI8ac3ihdlsRr9+/dCkSRPV+xXsWRvFAtHPkH6+en2dCCAkFs3pdCIzM1OlOKDPwfPj/3/t3Xl0VOXdB/Dv3Cwz2QlJSAJEQggkxMimkRdFhLwQEJCloBQtIqi0FKQIKGJRqJTiUrAqrbT0pXhQT9WXgtYFpQp4rLiC7E0BQRAIVIUEIRkmuff9g/dennvnzmT2O0O+n3M4h8ls985zl2f5Pb+nvLzcYyhU586dccstt0CS3DPdiCN23oiVKXUul3EfysrKUFFR4XYOqunRy8vLdaEx7733nlsvsr88TWiPj49HZmam24rnYhlkZGTgpZde0q2srmYhVImVf4fDgfj4eN18pgMHDuCNN97A7Nmz/ZrfaJyE7m2SdnPUsmjdurXXe4TxODK+TnyvzWbD9u3bUV1djYyMDK+hPWKHx9dff63di+Pj492y4AEXf8f6+nq3RW3F30MNx+rWrRvmzJlj+tuKx3ljYyPGjh2LZ599Fjt37sSECRN0rzVm5FIbTuJ+zZ07F1OmTNHOr/j4eHz66afaaGbXrl21CfPGc/no0aPaXM9Ym8/GhkWM82d4MRr4k5rSWOE0rjarXmwKCwt1kyGN8boul8stdMTsd0pMTNSGTo2TxQHobhYOh0NbpEgdLejVqxeqq6uRl5eH4uJi5OXladm51P32tv8LFy7Evn37tMfiBcpYcTdehGpra3WjecYwLuOx4WlbQhnHKWaUESdCmvXcNsdsZERVXFyMTz75BP369QtbpiLxM+12u1vlQGQcYjcuvmV2I66oqPBrtEXtzcrMzHRrOIi/gSRJbplaxH0xi31XQwXN4t5D2XC7nJmdX95GZ9XnPTX4zeYRAeapjcU5DWI6TXH1XuN5blbWLpcLTz75JG688Ua31x84cEDXCBKZZfAzY7fbtYqccTVnwHsYkDhxWgwnzc3NxcGDByN6jIplUFxcjIEDB+rmgBnn8olrIqgpicXtdTgcusnSvt7T7Xa7rjNMURSfwqicTic++ugjfPjhh9qxpZZLc6Gw/twvHA6H7pjxNu9GDBmy2WxaWJynEfuGhgZtHSDj31WyLKOwsBDPP/88rrnmGtPfVo06AC7OYxPPncmTJ+vCk42ZC9VyFhsnHTt2xPDhw7F7927tt62oqMCjjz4KAFqDUpIk09Tz4vpSsTSfLXa2lEyJlV9fhmdjiXE0xnjz8xR3LFak1MaAp/AbkTjBzBhSNmvWLN3NQpIk3ShIWVmZ7qKZlZWFY8eOYdCgQV57fMQbQUZGhq5CKv6/oaHBLcTFSHy9sRddHUr1RL1B+HtDVrejW7dubpV6T5WhQHrpvb1HzJEerp4d8TMvXLig/dbt27c3fa34O4o334yMDN3xIMsy/v73v2PFihVee6LFY72wsBCFhYXYv38/Pv/8c3Ts2BE9evTQnlcUxTRUzOyzxPJSF5dSJzh+//33bvvGFLOh4a0H2KzBbwy7VMvQbKTBOEoiZtrztJaG2TmTkJCAfv364U9/+pNp41VNoWsMU/L1HFRHTwGYhrH4msXQLNQvksdoQkKCFmarKAoyMzN12y1Jki50UhzNsdlsbmnC1cnS/o4oGxtZV1xxhU+/n91uR1JSEnJycrSy8zS3RiXO1fH2e4sdSv6MlGdkZGDy5Mn461//CkVR0LdvX6xcuRI5OTlux2JDQwPKysrc1qEA9MlQEhIScODAAZSXl3vchp/+9KcALi4wa2zgqeeR+pme0gAbV1MXG8/qeTF27FgoiqKbR/TKK69g8eLFbvsGAPv27YupDp3LpxZKMclbj4d4c8rLy9NWXG+OeDFVb07q+zp27KirwBlHBb799lsAF3vkxEp/p06dPN7s1Z4S40XTl1Aa41C1t9VkxYumWYVC7J0xhiJ4W3BOnIjuba0MM3a7HevWrcOf//xntwpF586dAQA33HCDrjLUXM+tmebm4kRiBWh1jRPgYl79lStX4sEHH3QLvfMnBMHpdKJLly5ITU312hNdVVWl3YTi4uLw1VdfoaioCEVFRVAURct6B1wa3VIZy1Nd2A7Q33jV96WkpKChoUGXbEAVa0PylwtxbSdvo7NG4rlRVlamu+41l4XM5XJ5TKOpjsqZzQfydTEv4xwLo0ArU8Eeo/5+p8vl0hrjYmIHkdrxYRxhVOfmGVdEV8M9/b2Wib3lvo7cmF0/1c8RVxBXNTY26o478d5itsibsYPQl/1KTEzEc889h8rKSrRt2xbJyckeR6RLS0sRHx8PSZLc0rc7HA5cffXVAC6FeaqLuJqNkB0+fBjV1dVYs2aNWwNPPRfU38bsXilJlxKjqFml1ExWxg4lddVuVfv27bX1roCL93P1HpqWlnZ5ppul6BRLKcgA95EA8ULobeL58uXL3SY8ivMdPE18VRsZTqdTW0/C02vFlLYOhwNHjhzRnlMXgmou3tTfibfGoWqxPMUbkLFhYKxQKIqiqyQawxO8bXdDQ4P2nFqp9CVGGriUqtFswnV2drZu6Nhs8lmoGgGB/Pb+cDqdWiy3enOaPHmy21yEDz74wG0ukHjzME7e9pQJy1gxSkpKMu1tVrOtiDdbb9+vvlcl/v7JycnaqJjaS2gUayvARit/k2yImZfERrrxOGnXrp3bdUo8N8Q5Uc2F3iUkJGgdJGZzHMTR01dffRWvvfYabrzxRq+T/0XGkEhPlVKz87qxsVE3j2TYsGHIzs52G9n1lVnKVV8/QxwVstlsphkKXS4XNm3apHU8bNy4EWfPntU6vsTXBtMwEvdDXfvALA2qkfH6qd57zO57YqeJcY0j433J08KovkhMTEROTo62AJ16jTRSjzfAfZTV5XLhxRdfxJYtW9CvXz+v2yOGDQIwzYYlSZfSwno6PsURGuBieaanp+saFTt37tT2Rx3x27lzp67DsKioCA8++CDGjBkDu90eU3U93iFinHghEdMJRhNPC6I195zT6dTmCrRu3drtomBMVdtc+rpWrVppi/CJN1iVzWbDsGHDAFwcRjYOWXsa8g3mhI+Pj9etKaBeOAcNGoTOnTtrMZ/Gm6VxXyVJ0jVEjKEF3rbRn/ziZjz1QnmbjOovb8dJJIhzDi5cuKA1opKSknSxwsa5QMaFHAH9YkeeRluMv6UxtMnY23zFFVcAAB599FG3EBLjZ3kazRBH85KSkjzexKPxGhMLgjmGxeuOp5Wsn332Waxfv97jdUqWZYwePRrAxUZ/c/NlxDApY4VRrEzZ7XZ06dIFDz/8MPr166dN/m+OcY6F8RrlbXXy/fv3ayPKTqcTy5Ytw0MPPWQaDuOLQOZ9qcRQJ0/3CfX+06pVK5w/fx6VlZUYPXq0dp6+/vrruP322/HBBx/4ve2etGvXLuB7k1g5Nu5PamqqVm5VVVW6jg1jeYWiI8J4jTQmkFBDloyT14GLv3t9fT369++PCxcueN0e41wYTwkW1N/G0z3NmLXKmPbXOO/J6XSaTvxOTk5GY2MjrrzySp/WgokmHLGIceJBrGZoCDTvdbh4S7MoVoaNz4knsRpHaTYZ0hi3rhJjf9WLU3NrM/Ts2VPrZRezPKkTtMMRBqLeXLKysrRsEer6Gzk5OaitrcXu3bvRs2dPjxVPQF/5NIYW7Nq1C7169TJ9n5iit76+PmQ9/7785r723NbX12PBggW48cYb/eqJCyVPDS7j/B3jHAbxmFHPTfEGYjbaYqzwpaena39T02+anQvJyclui18ZV/8WG52HDx/W/j9mzBgtlCMpKck07l2tNHIdC/8Fk1rYU+Nf/Mz8/Hykp6d7rPA4nU6MHz8e+fn56Nq1q9s2pKWl6Y4VcbFLb+eaJEkoKyvD3r17tQm6/s6x6Natm1vsvJgO13g+iKnHva1/4yvxnPXWoPFErewa1wdRebsWyrKM9PR0PPLII9rfAj3HxOvKhQsXAq6M3n777fj8888xYsQIt/2Jj4/XHj/++ONeQ+pClR61uRFpRVHgcDjcMjn6et8XX1tfX6+tzG0W/qzuq6dRLfU3r6qq0rZN5Ol4NS6E6M+2Rxs2LC4zX331Vchy+YeKt4m3zY06eJpMLT6nDtmL9u7di1atWune11wFzul06k740tJS3WuDTWPYHLUxAVy8KRw8eFAXouTtZtPY2KhbDMgYyuTt/b5cLAPV3G/ua9iBzWbDbbfdpnscSWLOdW+Va7MeM+MEaV96n8T3TJw4ETNmzEBFRQWmTJli2pvqqdFjlgdf7JUzrmEinoPGNS7U93KORWCCSS3saX6XWOFTFEWLRzc7n9QKTf/+/d22QZZlvPXWW1i6dCnWr18PQH+O3XrrrXj33Xe1x8bzNj4+HuXl5QFXgsQQE5XYkSMe89dcc40u3C8UFTBf1uPxRjxXPL3fU+VYXFAVCC58yNN6J/6SJAlz5szRHhv3R/2ejh076n7zSFyXzcKt1BFzMW2vyp8w2eYa0YC+wW0mJSVFFwJsvCd4Ol67devmNpoc7hDfcIme2icFRLyxqK3saMvaIkkSli5diilTprhd7IwrkhqHDI3xjGaMFzNZluF0Ot3SnJoxhhiImU7EylpFRYXHFIqhupjKsuy2wnRzw66q/Px8r6sxe5u8rX43EL6V3EXGSebeFvZT+ZOqMBzsdrtWeTBbNE9llilEndgJXIyb9aUhJX7+Qw89hMTERFx//fXaZxrPBU/HZkJCgts2iekuxeeM8elmjZVwTo6/3BlHtvz5HY3ntvrY5XJpDW51IU5vc8DUCajt27fXlaU6h2jo0KHa69UKjSzL2gRYldn12FNIpDdix5Hx88Trtng+ZGVluaUeD+S7RcGOWHhbz8eX94qZu4IJH/K2RpA/fA1jba4hF46wSbHcjRn4/A3jDYa3RCvN3avMjlexgw+wJuQ3VHiHiHHGTAGyLPt9UQw3WZZRWVmJ2bNnu13svJ04CQkJ2oXC7GLvKXOFWQyjJ+KJrCiKlnrPeJJnZWX5VDH3lyzLOHbsGADgyJEjKCgoQGFhIaZMmYKmpiZtaPSqq65yGz43WyhIpMZT+0K8wYdbIHM6PM1FiKTmUjB6es44N8aXbTe+pqGhQbtZGdckkWVZSzRw4sQJXRm6XC78+te/1n2W8Tj+1a9+hVtvvRUOh0PX85qUlKQbBaPgyLKMZcuWYfHixX5X+iRJwttvv43ly5e7pZNVe3B96elWe2SNoxrG+HL1tYD7pFZfv8sXYkiX8dwxrseiSk9PD/lCjd7WyfGFuu2JiYl+NxrFa1t5eXnA4UPGsMdg0u56u97KsowbbrgBQPOV33BUjsURhZ///OfafqrrVISTLMtaR5infQvmXiVef2M5tTcbFjFOnE+hZmgIZPJaOHmq6MuyjG+++UZ7ndnkbfXGYzZhUX2tmmlHfezPpGFjj4F4w2+uh1FM3RjoBdTpdGo3SbXSuX//fgwcOBCdOnXS9nnPnj1uv826deu0xy6XC06nE5MnT9YqDr/61a8wf/58AJdCoczIsqyl6YtEL0lSUhImTZqEBx54wG0xOW+C7ZUMhtPpxI9//GN06NAB1157rcff0my19mAnnqsVju7duwOAW+yveAwlJia6LeZnXCBPrEC6XC78+Mc/xqJFiwDoG3mSJOGWW27RvTdWb3TRwOl0YtiwYRg7dmxAlYYhQ4Zg2rRpbtcsNfyjS5cuQYW+dOvWTdeQVI9ls0ZHqLKDrVu3DpMnT3breVYn5Jpdu8MRbhNMmBpw8by78847sWDBgoBGCkJxbTNOXg5k5MWXbXI6nZg9ezZ27drldhw3l242FHr06IE777wTwMX7mlpeTqcTP/rRj0L6XUZiaKm3fQu0PNXyKi8vD7r8rMQ5FjHOGPcYjTHQniYriRUiwH1Co/EGYnxsnAyppkkNJuZW3AbjsLJZqJanbfeV2OMobm+rVq1QX1/vdhETJ7aLldi6ujrExcXh3nvvxdy5c9HQ0ACHw4EJEyZgwoQJzabZe/rpp7WVRsM9OVeSJPz5z3+OqUlpdrsdWVlZePfdd93OMbEc9u/f75aVydgL5U86X+BSSIqnkR1xHoeasUqlngsicVK2GternptiucuyjDNnzrh9FwUmFJOMzYQq/EOSJN1xKx7Lxon8oTpnKysrcf3110OWZbdKqdh4EZ87c+aM3+l6myNJEvbs2YOmpqaAVjm+cOEC5s2bpz22IsGB3W7HqFGjsGnTJvTs2TOguSK+fk99fb3pcWyclxWOyrEsy5gxYwa6dOmCkSNHat9p1gAONbvdjqeeegoffPBBWOpaYgr9cJVfJMTeFpOOcR2IaJu4DXierGSWf1+8CDkcDi123CxWsaSkBADQp08fAO69rb5c2I03M2PDR2VW4Q62l0vdztzcXAAXe6aN4Qme5lhIkqQb9pUkSbeCq5j7u7m4Xbvdjri4OPTu3TtiDdNYm5TmrbFqnBejZqvxxNeK4B133IE333yz2UqUJF1KN9u2bVuPI2sqcU5LVlYW2rVrp4X+GRvO4k3tpptuirprSywJxSRjI1mW8d133wG4uKinmDkuEGJorXgsGyuM/jaOzYj5/BsaGnS97XFxcbpjzyzdbqivH2VlZQG/N1yNRn/169cP27ZtQ0JCQti2w9txbGxEhKNy7HQ6kZKSgjFjxgC42LnqKZNdqBugAFBYWIiysrKwNGLEjtZYHrHgXSLGGS+40RYGpfI0WUlddAxw335JkrQVhc1iFUtLS7F9+3Zcc801foXUiMRKls1m0+Wcbq7hIGbCCDTuX5Zl1NTUAACOHj2qqwSK8zzMPl8Mg1MUBQkJCbqQM3UienNxu9EwfyEWeBreFhu8atpDkXFiqC83e1mWcd999+Gjjz7Swqd8mdvR1NTk1pAwLmglnmPiCsrG/RJHxV544QX87//+b8xOJowWoQ7nE8NfQpG4w7hImnqNCXatGzNiiKzYiWRGPGd8PYciKRquoervmZKSgsTERN0ihqHm6Tg2Pg5H5djbehPG4z/Uq1X7M38zEGoDXh2xMMvMFwtYg4hxdrsdS5cuBRCdE7ebI16IzCrvixcvRlNTk+kFMhQXc+PNLNAbZqAXcDHDkHEER9wes88XGws5OTm6lUm9VRg9bb9V8xdinbFxasxyJYZK+dr49/cGdvPNN2PYsGGorKx0m8dhnIclzrlobiX5xx9/HKNGjUKXLl3wzTffxHSmkstRQkKCVh6hqMSJowZiSJ+x0yYUowXGuXDGBrmxk0WVkZERldcpq6+hxt/TihFh8X7ap08fj4s5BsNbdjNj50uos0T5M38zFCKZ5SqUGAoV4yRJwrRp0zB79mzExcWZzgWIVrIs624mZmFcNpvNa09tsCE1xhzT4mOn04nHHnsMjY2NXuceBDOZUExj6m0ehC/hMOEItaDmqQ2AlJQUKIriFiIiVvZ8vRn5G1oRFxeHZcuWaY/FY9WYltM4auhNQUEBXnrpJRw9ehRA4HOJKDxcLhfuuusuVFdXo3PnziENO/G2ensoQkyM1yvxOqooisc1biK9hk2siIbrv9jDriYVCEd5qdnNjIyN0wMHDoS0PhTu31icX2pV4zAU2LC4DDQ1NSEnJwdTp06NqRu/0+lEZWWl9tiKiUpqhh21d0yMcbTb7Rg8eHDY42bV7zY2coyp7bxdINWUu7E2d+FyIPbSqSvviryt1eKJ2Q3MW++Vrw0RSZKwc+dObNiwAWlpac1WENVJtdEQP07u7HY7cnNz8eqrr4akbHztITVLUhAI8Xpl/O5AEh20dFZf/43HQ319fUTXHDJey8JRHwrnbyxJErKzs/Hwww/HTAexGTYsLgMOhwPvvvtuzN34jbGSVmy3sfdWHPGJRA+QWfo69aLl7TmjM2fO+LyKNYWW3W7HuHHjMHz4cL/SGzfH0w1MURS3BoGvx6rNZkNycrK2oKK3Y0acXAsA7du3d0t1S9ayqpfalyQF/iorK8Onn34K4FJj3KyhwxGL6CWGeRrnLEaCt2QsseI///mP1ZsQNN4hLgPRMHEsEMZUmFZtt3jzMsaz+xI3a7PZglrhtLKyErm5ubjyyit1F8HmFgg0bkMsL6gTyyRJwksvvYQxY8aE9fxTjzGXy2U618HTsWqMVVdTEQPe528Y53mo6+RQdIl0bH9+fr5uYncoyLKMn/3sZ9raPOnp6R5DQWI17rwlEEf8ZVmO+OiJ8VoWzgns5BlHLC4TVg+BBkqSJNx3330+hWWEmxrG4usESOPCZ4FUKiVJwpAhQ3Do0CG3Hkez1WA9hR5E6xomLYW38y9UFSGzVVl9OecbGhqQmpqKH374ATabDR06dMChQ4eaHeGMlhSaFF1ee+21kIRBiZxOJzIzM5GZmYmnnnoKlZWVUZk6nbwTr3VWjCwZr1GxWCe6HLBhQZaSZRl33HEHkpOTLQ/lKSoq8ivvdigWyAM8V0rtdjuWLVuGTZs2mVbsxGxDsiyHbDVcCp9gGs9q+fvbiFQUBUVFRdi5cycWLVqEr7/+GuXl5XC5XF7DZ6JhMihZx9OxmpWVFZZF19RGbP/+/b02KtR5Pzweo484YiGuL0EtC89MslS480I3R5ZlrZdl0aJFflXYAq3o+UqSJNx8881YsmSJaYPLuDBbuFcdpcCIk7mDSdeqln9cXJxfvbniKvLDhg2Dw+GAy+XyKXzG6hSaFFnqcTJjxoyIphb2J5z33LlzTHscpTp16qT934r1Roz1B4YGW4N3C7JUpPNCGxlHHfyNyezXrx+eeOKJcGwaAO8Vu9TUVPzlL38BABQXFzN7SpQSQ9qCaTyrFanGxkbs3r3b54qVJEnanAqGzJE3xnA745os4eTtWmc81jmfLDqJZde6deuId0jY7XaMHTtW95gij6FQZCmrwy2Mq2v7M2zrdDqxcuVK3eNIDvvGx8fjtttuQ2FhIdq2bYu9e/fG1OT9lkIMGwmmUq9WpCRJCjj0rqCggGFN5JEvK2xbETsvNiLURShZaYxuVhwnkiRp62eojyny+KuT5awMtxC/099KudWjLcDF4ea2bdsCYC/e5c7YCPbneBs0aJD2GbzZkidijLynjhYrQpDEY72pqYnzyWKAVWmBeVxYjyVA9P8CyehkdZrfaGjckHfXXXed9v/k5GTU19cH9Dnq8WW32/063mRZxtixY/HJJ58wNp18YqwUisfMv/71r4gfQ+Kxnp6eHvGFVMl/VjUsmI7Yejw7iYJgdZpfq0PJqHnGxl6wN1x/3+90OnVrDjBTC3liNh8oKSlJNxKqPo70MVRYWIjDhw9H9DspcFzIsOViLYQoxjFzT3RzOBy46667cNttt+H8+fPaRGp/qb3E+fn5fo08cFSLfCWu4SMeKwkJCRg6dCiAi8ehr2v9hIosy3jmmWcAALW1tRx1iwFNTU2WlJPYoOFxYg2OWBARhdn06dO1heYC5XQ68eKLL6Jr165+Td7mqBb5Sq2UZWRk6MLtXC6X9pwkST6v9RMq4qhbXFwc6uvrkZKSErHvJ9+IFfnz589bsjZVKBaupeDw1yYiCqNQrdVit9tRVlaGlJQUv0ceOKpF/khISNAdK3a7XQuTsiIjk91u181N2r9/P3ujo5B4bWvbtm3EE4rIsozTp09rj5nQxBocsSAiCiNxVeFgQpE48kBWkSQJrVq1AgCUlJRE/NiTJAlFRUUALo6qBJpumcJLvLbdc889EQ+9dDqdumOTaYmtwYYFEVEYhbJBYHWyAGoZGhsbIcuydqzKsowzZ84AAKqrq9GxY0fL1xxihTH6iMdEfHy8bsHFSLDb7WhsbNQeMy2xNfiLE/0/Dq1TuDAUiWJBRUUF4uPj0bt3b12CAKfTqc2pMGaJihT13ElOTmbcfIyIdCiSJElo3bq19phpia3BM5NaNONELzYuiKilysjIwJ49e9CpUyddpVDsCbYqvERdnyAuLo6NihgR6ZElWZbx3XffaY/F0QuKHJ6d1KKJEwKDWbyMiCjWeUpNLEkSMjIyAABdu3a1pGKvNiy4PkJssGLhWHFkDQD27t3LzkILcJyIWjSbzYYXX3wRH3/8sfaYiKglYoIAChUrjh/jHAuHw8FJ/haw/Krx+9//HoWFhXA4HOjduzc+/fRTj691uVx49NFH0alTJzgcDnTv3h0bNmzQvebs2bOYOXMmOnTogKSkJFx33XX47LPP3D5r3759GDFiBDIyMpCSkoKKigocOXIk5PtH0c3hcKCsrAzTp08PavEyIqLLgdl8IHHy9r/+9S/2ApMpq0OLJUlCZmam9piT/K1hacPi5ZdfxqxZs7BgwQJs27YN3bt3x+DBg3Hq1CnT18+fPx9//OMf8eyzz2Lv3r342c9+htGjR2P79u3aa+6++25s3LgRa9aswa5du1BVVYWBAwfi2LFj2msOHjyIvn37orS0FJs3b8bOnTvx8MMPs1LZAqk9dFYM2xIRxQKn04m4uDgA1k3epugnHhdWrSEhRh2Ul5fznm4BS3/xZcuW4Z577sGkSZNQVlaGFStWIDk5GatWrTJ9/Zo1a/DQQw9h6NChKCoqwtSpUzF06FAsXboUwMV4+bVr1+KJJ55Av379UFxcjIULF6K4uBjPPfec9jm//OUvMXToUDzxxBPo2bMnOnXqhBEjRqBNmzYR2W+KLszYQ0Tkmd1uR1NTEwDr1wZguGr0ioaUwOpcHADYvXs3R9csYFlN6sKFC/jiiy8wcODASxsjSRg4cCC2bt1q+h6n0+k2qpCUlIQPP/wQwMUMAE1NTV5fI8sy3nzzTXTp0gWDBw9GmzZt0Lt3b6xfv97r9jqdTtTV1en+ERERXe7EydtWLJBHsUE8LqyKAFAbwABX3raKZVeHb7/9Fk1NTcjNzdX9PTc3FzU1NabvGTx4MJYtW4b9+/dDlmVs3LgRf/vb33DixAkAQFpaGvr06YNFixbh+PHjaGpqwgsvvICtW7dqrzl16hR++OEHPPbYYxgyZAjeffddjB49Gj/60Y+wZcsWj9u7ZMkSZGRkaP8KCgpC9EsQERFFL+MCeVb0Aos90USeqCNazz33HOdYWCSmuh2efvppdO7cGaWlpUhMTMT06dMxadIkXat4zZo1UBQF7dq1g91uxzPPPIPx48frVhAFgJEjR+K+++5Djx498OCDD2L48OFYsWKFx++eN28eamtrtX9Hjx4N784SERFFAafTiYSEBADWz7FoampieEuUkmUZ3bt3B2DN5G1ZlrVjMy8vj3MsLGJZutns7GzExcXh5MmTur+fPHkSeXl5pu/JycnB+vXr0dDQgO+++w5t27bFgw8+iKKiIu01nTp1wpYtW3Du3DnU1dUhPz8f48aN016TnZ2N+Ph4lJWV6T67a9euWriUGbvdzpYvERG1OHa7HbNmzULHjh2RlpZmyb1QraSeP38eO3fuZLKNKOR0OvHCCy/A5XJpYUiRTPXqdDoxZ84clJSUoGvXrnC5XFx92wKWnZWJiYm4+uqr8d5772l/k2UZ7733Hvr06eP1vQ6HA+3atUNjYyPWrl2LkSNHur0mJSUF+fn5OH36NN555x3tNYmJiaioqEB1dbXu9f/+97/RoUOHEOwZERHR5UOSJFRWVuK3v/0tunfvbkmF/sKFC9r/GTsfndR1JFJSUiwJQ1K/b9y4caivr2dnsEUsbcrNmjULEydOxDXXXINrr70Wv/vd73Du3DlMmjQJAHDHHXegXbt2WLJkCQDgk08+wbFjx9CjRw8cO3YMCxcuhCzLeOCBB7TPfOedd6AoCkpKSnDgwAHcf//9KC0t1T4TAO6//36MGzcO/fr1w4ABA7Bhwwb8/e9/x+bNmyO6/0RERLFAzZ5nFTUUC+D6BNHK6gUWrf5+usjShsW4cePwn//8B4888ghqamrQo0cPbNiwQZvQfeTIEd2B0dDQgPnz5+Orr75Camoqhg4dijVr1qBVq1baa2prazFv3jx88803aN26NcaMGYPFixfrLkqjR4/GihUrsGTJEsyYMQMlJSVYu3Yt+vbtG7F9JyIiIt+ok3LV9TQoOlndALX6+wmwKUy1EJC6ujpkZGSgtrYW6enpVm8OERHRZev8+fOYN28exo8fj9atW6OgoIAVSKII8afOy1ktREREFNUcDgcmTZqE5ORkhkIRRTE2LIiIiCiqMX6eKDawYUFERERRj/HzRNGPTX4iIiIiIgoaGxZERERERBQ0NiyIiIiIiChobFgQEREREVHQ2LAgIiIiIqKgsWFBRERERERBY7rZAKkLltfV1Vm8JURERERE4aHWddW6rzdsWATo7NmzAICCggKLt4SIiIiIKLzOnj2LjIwMr6+xKb40P8iNLMs4fvw40tLSYLPZrN4c8lNdXR0KCgpw9OhRpKenW705FGYs75aDZd1ysKxbFpa3dRRFwdmzZ9G2bdtmV73niEWAJElC+/btrd4MClJ6ejovUC0Iy7vlYFm3HCzrloXlbY3mRipUnLxNRERERERBY8OCiIiIiIiCxoYFtUh2ux0LFiyA3W63elMoAljeLQfLuuVgWbcsLO/YwMnbREREREQUNI5YEBERERFR0NiwICIiIiKioLFhQUREREREQWPDgmLWkiVLUFFRgbS0NLRp0wajRo1CdXW19vz333+Pe++9FyUlJUhKSsIVV1yBGTNmoLa2Vvc5R44cwbBhw5CcnIw2bdrg/vvvR2Njo/b85s2bYbPZ3P7V1NREbF9bulCV9YwZM3D11VfDbrejR48ept+1c+dO3HDDDXA4HCgoKMATTzwRzl0jg0iV9eHDh03P648//jjcu0iCUJT3jh07MH78eBQUFCApKQldu3bF008/7fZdmzdvRq9evWC321FcXIzVq1dHYhfp/0WqrHnPthYbFhSztmzZgmnTpuHjjz/Gxo0b4XK5UFVVhXPnzgEAjh8/juPHj+O3v/0tdu/ejdWrV2PDhg246667tM9oamrCsGHDcOHCBXz00Ud4/vnnsXr1ajzyyCNu31ddXY0TJ05o/9q0aROxfW3pQlHWqsmTJ2PcuHGm31NXV4eqqip06NABX3zxBZ588kksXLgQf/rTn8K6f3RJpMpa9Y9//EN3Xl999dVh2S8yF4ry/uKLL9CmTRu88MIL2LNnD375y19i3rx5WL58ufaaQ4cOYdiwYRgwYAC+/PJLzJw5E3fffTfeeeediO9zSxWpslbxnm0RhegycerUKQWAsmXLFo+veeWVV5TExETF5XIpiqIob731liJJklJTU6O95rnnnlPS09MVp9OpKIqibNq0SQGgnD59OqzbT74LpKxFCxYsULp37+729z/84Q9KZmamVvaKoihz585VSkpKQrLd5L9wlfWhQ4cUAMr27dtDuLUUrGDLW/Xzn/9cGTBggPb4gQceUK688krda8aNG6cMHjw4+I2mgISrrHnPthZHLOiyoQ6Xtm7d2utr0tPTER8fDwDYunUrrrrqKuTm5mqvGTx4MOrq6rBnzx7de3v06IH8/HwMGjQI//znP8OwB+SrQMraF1u3bkW/fv2QmJio/W3w4MGorq7G6dOnA99gCli4ylo1YsQItGnTBn379sXrr78e8HZSaISqvGtra3WfsXXrVgwcOFD3msGDB2Pr1q1BbjEFKlxlreI92xpsWNBlQZZlzJw5E9dffz3Ky8tNX/Ptt99i0aJFmDJliva3mpoaXaMCgPZYjcfMz8/HihUrsHbtWqxduxYFBQXo378/tm3bFqa9IW8CLWtf+HI8UOSEs6xTU1OxdOlSvPrqq3jzzTfRt29fjBo1io0LC4WqvD/66CO8/PLLPl3r6+rqUF9fH5odIJ+Fs6x5z7aW/907RFFo2rRp2L17Nz788EPT5+vq6jBs2DCUlZVh4cKFfn12SUkJSkpKtMfXXXcdDh48iKeeegpr1qwJZrMpAOEsa4ou4Szr7OxszJo1S3tcUVGB48eP48knn8SIESOC2WwKUCjKe/fu3Rg5ciQWLFiAqqqqMG4tBSOcZc17trU4YkExb/r06XjjjTewadMmtG/f3u35s2fPYsiQIUhLS8O6deuQkJCgPZeXl4eTJ0/qXq8+zsvL8/id1157LQ4cOBCiPSBfBVPWvgj0eKDQC3dZm+nduzfPa4uEorz37t2L//7v/8aUKVMwf/583XOezu309HQkJSWFdmfIq3CXtRnesyOHDQuKWYqiYPr06Vi3bh3ef/99dOzY0e01apafxMREvP7663A4HLrn+/Tpg127duHUqVPa3zZu3Ij09HSUlZV5/O4vv/wS+fn5odsZ8ioUZe2LPn364IMPPoDL5dL+tnHjRpSUlCAzMzOofSDfRKqszfC8jrxQlfeePXswYMAATJw4EYsXL3Z7vk+fPnjvvfd0f9u4cSP69OkTup0hryJV1mZ4bkeQpVPHiYIwdepUJSMjQ9m8ebNy4sQJ7d/58+cVRVGU2tpapXfv3spVV12lHDhwQPeaxsZGRVEUpbGxUSkvL1eqqqqUL7/8UtmwYYOSk5OjzJs3T/uep556Slm/fr2yf/9+ZdeuXcovfvELRZIk5R//+Icl+90ShaKsFUVR9u/fr2zfvl356U9/qnTp0kXZvn27sn37di0L1JkzZ5Tc3FxlwoQJyu7du5W//vWvSnJysvLHP/7Rkv1uiSJV1qtXr1ZeeuklZd++fcq+ffuUxYsXK5IkKatWrbJkv1uqUJT3rl27lJycHOUnP/mJ7vlTp05p3/PVV18pycnJyv3336/s27dP+f3vf6/ExcUpGzZssGS/W6JIlTXv2dZiw4JiFgDTf3/5y18URbmUcs7s36FDh7TPOXz4sHLTTTcpSUlJSnZ2tjJ79mxdarvHH39c6dSpk+JwOJTWrVsr/fv3V95///0I723LFqqyvvHGG5t9zY4dO5S+ffsqdrtdadeunfLYY49FdmdbuEiV9erVq5WuXbsqycnJSnp6unLttdcqr776auR3uIULRXkvWLDA9PkOHTrovmvTpk1Kjx49lMTERKWoqEj7DoqMSJU179nWsimKovg/zkFERERERHQJ51gQEREREVHQ2LAgIiIiIqKgsWFBRERERERBY8OCiIiIiIiCxoYFEREREREFjQ0LIiIiIiIKGhsWREREREQUNDYsiIiIiIgoaGxYEBGRz+68806MGjUq4t+7evVq2Gw22Gw2zJw5M+Lf701hYaG2bWfOnLF6c4iILMOGBRERAYBWOfb0b+HChXj66aexevVqS7YvPT0dJ06cwKJFi7S/9e/fX7eNubm5uOWWW/D1118DABYuXNjsfgHuDaY777xTez4hIQG5ubkYNGgQVq1aBVmWddv12WefYe3ateH/AYiIohwbFkREBAA4ceKE9u93v/udVpFX/82ZMwcZGRlo1aqVJdtns9mQl5eHtLQ03d/vuecenDhxAsePH8drr72Go0eP4ic/+QkAYM6cObp9aN++PR599FHd3zwZMmQITpw4gcOHD+Ptt9/GgAED8Itf/ALDhw9HY2Oj9rqcnBy0bt06PDtNRBRD2LAgIiIAQF5envYvIyNDq8ir/1JTU9169vv37497770XM2fORGZmJnJzc7Fy5UqcO3cOkyZNQlpaGoqLi/H222/rvmv37t246aabkJqaitzcXEyYMAHffvttQNudnJyMvLw85Ofn47/+678wffp0bNu2DQCQmpqq24e4uDikpaXp/uaJ3W5HXl4e2rVrh169euGhhx7Ca6+9hrffftuyURsiomjGhgUREQXl+eefR3Z2Nj799FPce++9mDp1Km655RZcd9112LZtG6qqqjBhwgScP38eAHDmzBlUVlaiZ8+e+Pzzz7FhwwacPHkSt956a9Db8v333+OVV15B7969g/4sM5WVlejevTv+9re/heXziYhiGRsWREQUlO7du2P+/Pno3Lkz5s2bB4fDgezsbNxzzz3o3LkzHnnkEXz33XfYuXMnAGD58uXo2bMnfvOb36C0tBQ9e/bEqlWrsGnTJvz73//2+/v/8Ic/IDU1FSkpKcjKykJ1dTVWrVoV6t3UlJaW4vDhw2H7fCKiWMWGBRERBaVbt27a/+Pi4pCVlYWrrrpK+1tubi4A4NSpUwCAHTt2YNOmTUhNTdX+lZaWAgAOHjzo9/fffvvt+PLLL7Fjxw58+OGHKC4uRlVVFc6ePRvMbnmkKIo26ZuIiC6Jt3oDiIgotiUkJOgeq5mUxMcAtGxKP/zwA26++WY8/vjjbp+Vn5/v9/dnZGSguLgYAFBcXIz/+Z//QX5+Pl5++WXcfffdfn9ec/bt24eOHTuG/HOJiGIdGxZERBRRvXr1wtq1a1FYWIj4+NDfhuLi4gAA9fX1If/s999/H7t27cJ9990X8s8mIop1DIUiIqKImjZtGr7//nuMHz8en332GQ4ePIh33nkHkyZNQlNTk9+fd/78edTU1KCmpgY7duzA1KlT4XA4UFVVFdR2Op1O1NTU4NixY9i2bRt+85vfYOTIkRg+fDjuuOOOoD6biOhyxBELIiKKqLZt2+Kf//wn5s6di6qqKjidTnTo0AFDhgyBJPnf37Vy5UqsXLkSAJCZmYlu3brhrbfeQklJic+fIcuy2+jJhg0bkJ+fj/j4eGRmZqJ79+545plnMHHixIC2k4jocmdTFEWxeiOIiIi8Wb16NWbOnIkzZ86E5fOHDBmC4uJiLF++PKD3b968GQMGDMDp06ctW0CQiMhq7HIhIqKYUFtbi9TUVMydOzdkn3n69Gm88cYb2Lx5MwYOHBjQZ1x55ZW46aabQrZNRESxiiMWREQU9c6ePYuTJ08CAFq1aoXs7OyQfO7o0aPx2WefYeLEifj1r38dUBrZr7/+Gi6XCwBQVFTEMCkiarHYsCAiIiIioqCxW4WIiIiIiILGhgUREREREQWNDQsiIiIiIgoaGxZERERERBQ0NiyIiIiIiChobFgQEREREVHQ2LAgIiIiIqKgsWFBRERERERBY8OCiIiIiIiC9n8sbaafEBfBGQAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -256,10 +222,9 @@ "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize=(8, 3))\n", - "plt.plot(nu.time, nu.flux, \".\", c=\"k\", ms=2, label=\"flares\")\n", - "plt.plot(nu_cleaned.time, nu_cleaned.flux, \".\", c=\"0.85\", ms=3, label=\"masked data\")\n", + "plt.plot(time, flux, \".\", c=\"k\", ms=2, label=\"data\")\n", "\n", - "gp_mean = nu_cleaned.mu(None)\n", + "gp_mean = mu(gp_params)\n", "split_idxs = [\n", " 0,\n", " *np.flatnonzero(np.diff(time) > 10 / 60 / 24),\n", @@ -268,15 +233,16 @@ "\n", "_ = True\n", "for i in range(len(split_idxs) - 1):\n", - " x = nu_cleaned.time[split_idxs[i] + 1 : split_idxs[i + 1]]\n", + " x = time[split_idxs[i] + 1 : split_idxs[i + 1]]\n", " y = gp_mean[split_idxs[i] + 1 : split_idxs[i + 1]]\n", - " plt.plot(x, y, \"k\", label=\"GP mean\" if _ else None, lw=1)\n", + " plt.plot(x, y, \"0.5\", label=\"GP mean\" if _ else None, lw=1)\n", " _ = False\n", "\n", "plt.xlabel(\"Time [BTJD]\")\n", "plt.ylabel(\"Normalized flux\")\n", "plt.legend()\n", - "plt.tight_layout()" + "plt.tight_layout()\n", + "_ = plt.xlim(time.min(), time.min() + 1)" ] }, { @@ -285,30 +251,22 @@ "source": [ "## Exocomet search\n", "\n", - "All the above is data preparation, now is time to actually search the cleaned light curve\n", + "All the above is the GP preparation, now is time to actually search the light curve.\n", + "\n", "\n", + "### The model\n", "\n", - "### The model" + "Here we employ a model template of an exocomet transit with varying durations. We note that this model is purely empirical." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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mYcVR+3z66afatWuXEhISdOONN1pdDmB7poaX6dOna8eOHSosLNSKFSu0du1azZo1q839y8rKVFZWpieeeELbt2/X0qVLtWrVKs2cOdPMMgGYhBVH7fPmm29KkiZOnKjk5GSLqwHsL9asF965c6dWrVqljz/+WCNGjJAkPffcc5o8ebKeeOKJVsd0hwwZEvxDLEn9+/fXokWLdNttt6mpqUmxsaaVC8AErDhqn8Dn3k033WRxJYAzmNZ5KSoqktfrDQYXSRo3bpzcbrfWr1/f7tepqalRcnJym8GloaFBtbW1LR4A7IHwcn47d+7Uzp07FRcXp3/7t3+zuhzAEUwLL+Xl5UpPT2+xLTY2VikpKSovL2/Xa3z55Zf6+c9/fs6hpsWLF6tnz57BR05OTpfqBhA6hJfz+5//+R9Jp/9x5/V6rS0GcIgOh5d58+bJ5XKd87Fr164uF1ZbW6spU6bowgsv1KOPPtrmfvPnz1dNTU3wUVpa2uVzAwiN/v37Szr9tfdVVVUWV2NPgSEjJuoC7dfhSSRz587VHXfccc598vPzlZmZqaNHj7bY3tTUpMrKSmVmZp7z+OPHj2vixIlKSkrSW2+9pbi4uDb39Xg88ng87a4fQPh0795dWVlZOnz4sPbu3avLL7/c6pJsZd++fdq8ebPcbremTp1qdTmAY3Q4vKSlpSktLe28+40aNUrV1dXauHGjhg8fLklas2aN/H6/Ro4c2eZxtbW1mjBhgjwej5YvX66EhISOlgjARgYOHEh4acNf//pXSdLVV1/drs9VAKeZNudl8ODBmjhxou6++25t2LBB69at05w5c3TLLbcEVxodOnRIBQUF2rBhg6TTwWX8+PE6efKkfv/736u2tlbl5eUqLy9Xc3OzWaUCMBHzXtr2zjvvSJJuuOEGiysBnMXUtcevvvqq5syZo7Fjx8rtduumm27Ss88+G3ze5/Np9+7dqqurkyRt2rQpuBIp8IEXUFJSon79+plZLgATEF5ad/z4ca1du1aSNHnyZIurAZzF1PCSkpISvF9Ha/r169fihm3XXHMNN3ADIgzhpXXvvfeefD6fBgwYoK997WtWlwM4Cvc2AmAqbhHQusCQ0ZQpUyyuBHAewgsAUwXCS0VFBfcp+3+GYWjlypWSGDICOoPwAsBUSUlJysjIkCQVFxdbXI09bNmyRYcPH1b37t119dVXW10O4DiEFwCmY95LS4Eho3HjxvE9VUAnEF4AmI7w0tK7774rSZo0aZLFlQDORHgBYDrCy1dOnDihf/7zn5Kk66+/3uJqAGcivAAwHSuOvrJ27Vo1NTWpX79+ys/Pt7ocwJEILwBMN3DgQEl0XiRp9erVkk7PdwHQOYQXAKYL3F26vLxcJ06csLgaawXCy9ixYy2uBHAuwgsA03m9XqWmpkqK7uXSFRUV+vTTTyVJ1113ncXVAM5FeAEQFkzald5//31J0tChQ5Wenm5xNYBzEV4AhAWTdk/fz0hiyAjoKsILgLCg88J8FyBUCC8AwiLaVxx98cUX2rdvn9xut77xjW9YXQ7gaIQXAGER7Z2XdevWSZKGDRum5ORki6sBnI3wAiAsAuHl0KFDqqurs7ia8PvHP/4hSRozZozFlQDOR3gBEBYpKSm64IILJEn79u2zuJrw+/DDDyVJV111lcWVAM5HeAEQNtG64qi6ulpbt26VROcFCAXCC4CwidZ5L0VFRTIMQwMGDFBmZqbV5QCOR3gBEDbRuuIoMGRE1wUIDcILgLCJ1s5LYLIu812A0CC8AAibaAwvDQ0N2rBhgyQ6L0CoEF4AhE0gvJSWlqq+vt7iasJj48aNamhoUHp6enDYDEDXEF4AhE1qaqqSk5NlGEbULJdev369JGnUqFFyuVwWVwNEBsILgLBxuVxRN2k3EF6uuOIKiysBIgfhBUBYRdu8l8B8l5EjR1pcCRA5CC8AwiqawktFRYVKSkrkcrk0YsQIq8sBIgbhBUBYRVN4CXRdCgoK1LNnT4urASIH4QVAWEXTLQKY7wKYg/ACIKwC4eXgwYNqaGiwuBpzMd8FMAfhBUBYZWRkqEePHvL7/dq/f7/V5ZjGMIxgeKHzAoQW4QVAWLlcrqiY97J3715VVVXJ4/Ho4osvtrocIKIQXgCEXTSEl8B8l8suu0xxcXEWVwNEFsILgLCLhvDyySefSGLICDAD4QVA2EXDiqPNmzdLOt15ARBahBcAYRfpnRe/368tW7ZIki699FJriwEiEOEFQNgF7m+0f/9++Xw+i6sJvX379qm2tlYej0cFBQVWlwNEHMILgLDLyspSYmKimpubdeDAAavLCbnAkNHQoUOZrAuYgPACIOwifbk0810AcxFeAFgiGsIL810AcxBeAFgiklccEV4AcxFeAFgiUjsvhw8f1pEjR+R2uzV06FCrywEiEuEFgCUCK44iLbxs2rRJklRQUKBu3bpZXA0QmQgvACwR6LyUlJSoqanJ4mpChyEjwHyEFwCWyM7Olsfjkc/nU2lpqdXlhAwrjQDzEV4AWMLtdqt///6SImvS7tatWyVJl1xyicWVAJGL8ALAMpE2abeurk7FxcWSxGRdwESEFwCWibRJuzt37pRhGEpLS1N6errV5QARi/ACwDKR1nnZtm2bJLougNkILwAsE2nhZfv27ZKkIUOGWFwJENkILwAsEwgvxcXFam5utriariO8AOFBeAFgmZycHMXFxamxsVFffPGF1eV0GcNGQHgQXgBYJiYmRvn5+ZKcP3RUWVmpsrIySdKFF15ocTVAZCO8ALBUpKw42rFjhyQpNzdXycnJFlcDRDbCCwBLRcqkXYaMgPAhvACwVKSEFybrAuFjaniprKzU9OnTlZycLK/Xq5kzZ+rEiRPtOtYwDE2aNEkul0tvv/22mWUCsFCkhJdA54XwApjP1PAyffp07dixQ4WFhVqxYoXWrl2rWbNmtevYp59+Wi6Xy8zyANjAmeHF7/dbXE3nGIZB5wUIo1izXnjnzp1atWqVPv74Y40YMUKS9Nxzz2ny5Ml64okn1Lt37zaP3bJli5588kl98sknysrKMqtEADaQm5ur2NhY1dfXq6ysTH369LG6pA47cuSIqqur5Xa7VVBQYHU5QMQzrfNSVFQkr9cbDC6SNG7cOLndbq1fv77N4+rq6vTd735XL7zwgjIzM897noaGBtXW1rZ4AHCO2NhY5eXlSXLu0NGuXbskSfn5+fJ4PBZXA0Q+08JLeXn5WTcmi42NVUpKisrLy9s87v7779fo0aM1derUdp1n8eLF6tmzZ/CRk5PTpboBhJ/T570EwgtdFyA8Ohxe5s2bJ5fLdc5H4A9yRy1fvlxr1qzR008/3e5j5s+fr5qamuCjtLS0U+cGYB3CC4CO6PCcl7lz5+qOO+445z75+fnKzMzU0aNHW2xvampSZWVlm8NBa9asUXFxsbxeb4vtN910k6666ip98MEHZx3j8Xho0wIOFwgve/bssbiSziG8AOHV4fCSlpamtLS08+43atQoVVdXa+PGjRo+fLik0+HE7/dr5MiRrR4zb9483XXXXS22DR06VE899ZS++c1vdrRUAA5B5wVAR5i22mjw4MGaOHGi7r77br344ovy+XyaM2eObrnlluBKo0OHDmns2LF6+eWXdcUVVygzM7PVrkzfvn2DE/oARJ4zbxFgGIajviahrq5OBw4ckCQNGjTI4mqA6GDq97y8+uqrKigo0NixYzV58mSNGTNGS5YsCT7v8/m0e/du1dXVmVkGAJvLzc1VTEyM6urqzjmh344+//xzSVKvXr2UmppqcTVAdDCt8yJJKSkpWrZsWZvP9+vXT4ZhnPM1zvc8AOeLj49Xbm6u9u3bp7179zrq+50YMgLCj3sbAbAFp857IbwA4Ud4AWALTl1xRHgBwo/wAsAW6LwAaC/CCwBbOHPFkVP4/X7t3r1bEuEFCCfCCwBbOLPz4pSJ+gcPHlR9fb3i4+PVr18/q8sBogbhBYAt5OXlyeVy6fjx46qoqLC6nHYJDBkNGDBAsbGmLt4EcAbCCwBb8Hg86tu3ryTnDB0F6vza175mcSVAdCG8ALANp604CoSXQN0AwoPwAsA2nLbiiPACWIPwAsA2nLbiiPACWIPwAsA2nNR5aW5u1r59+yQRXoBwI7wAsI0z57zYfbl0aWmpfD6f4uPj1adPH6vLAaIK4QWAbeTn50uSampqdOzYMYurObdAdyg/P18xMTEWVwNEF8ILANtITEwMdjHsPnTEfBfAOoQXALbilHkvgeXchBcg/AgvAGzFKSuOAvUF6gUQPoQXALbilM4Lw0aAdQgvAGzFCeHF7/eruLhYEuEFsALhBYCtOOEWAYcOHVJDQ4NiY2OD92MCED6EFwC20r9/f0lSZWWlKisrLa6mdYGuUF5eHneTBixAeAFgK927d1fv3r0lKTg0YzfMdwGsRXgBYDt2n/cSqCvQJQIQXoQXALZj9/Cyf/9+SV99IzCA8CK8ALAdu4eXkpISSVK/fv2sLQSIUoQXALZj9xVHgc5LXl6etYUAUYrwAsB27Nx5OXHihCoqKiTReQGsQngBYDuB8FJRUaGamhqLq2npwIEDkiSv1yuv12ttMUCUIrwAsJ2kpCRlZGRIst9y6cB8F4aMAOsQXgDYkl2HjgLzXRgyAqxDeAFgS3adtEvnBbAe4QWALdF5AdAWwgsAW7JreKHzAliP8ALAlgYOHCjJfuGFzgtgPcILAFsK3DeovLxcJ06csLia02pqalRVVSWJ8AJYifACwJa8Xq9SU1Ml2We5dKDrkpqaqh49elhbDBDFCC8AbMtuK46Y7wLYA+EFgG3ZbdIu810AeyC8ALAtu4UXOi+APRBeANiW3VYccTdpwB4ILwBsy26dl8BNGXNzcy2uBIhuhBcAthUIL4cOHVJdXZ3F1UgHDx6UJPXt29fiSoDoRngBYFspKSm64IILJFm/XPrkyZPB73jJycmxtBYg2hFeANiaXYaOSktLJUnJyclKTk62tBYg2hFeANiaXSbtMmQE2AfhBYCt2a3zwpARYD3CCwBbI7wA+FeEFwC2ZpdbBDBsBNgH4QWArQXCS2lpqU6dOmVZHXReAPsgvACwtdTU1ODqnsDX81uB8ALYB+EFgK25XC7LVxwZhhEcNiK8ANYjvACwPasn7VZWVgaHrPr06WNJDQC+QngBYHtWh5fAkFF6eroSEhIsqQHAVwgvAGzP6hVHzHcB7IXwAsD2rO68sEwasBfCCwDbC4SXgwcPqqGhIeznp/MC2AvhBYDtZWRkqEePHvL7/dq/f3/Yz094AezFtPBSWVmp6dOnKzk5WV6vVzNnztSJEyfOe1xRUZGuu+46de/eXcnJyfrGN75h6RdTAbCey+WydOiIZdKAvZgWXqZPn64dO3aosLBQK1as0Nq1azVr1qxzHlNUVKSJEydq/Pjx2rBhgz7++GPNmTNHbjcNIiDaWRleAp0X5rwA9hBrxovu3LlTq1at0scff6wRI0ZIkp577jlNnjxZTzzxhHr37t3qcffff7/uvfdezZs3L7ht0KBBZpQIwGGsWnHU3NysQ4cOSaLzAtiFKS2NoqIieb3eYHCRpHHjxsntdmv9+vWtHnP06FGtX79e6enpGj16tDIyMnT11Vfrww8/POe5GhoaVFtb2+IBIPJY1XmpqKhQU1OT3G63MjMzw3puAK0zJbyUl5crPT29xbbY2FilpKSovLy81WP27dsnSXr00Ud19913a9WqVbrssss0duzYc/5La/HixerZs2fwwb+MgMhk1S0CAl2XzMxMxcaa0qwG0EEdCi/z5s2Ty+U652PXrl2dKsTv90uSZs+erTvvvFOXXnqpnnrqKQ0aNEh/+MMf2jxu/vz5qqmpCT4CY9MAIkug87J//375fL6wnbesrEyS2hzuBhB+HfpnxNy5c3XHHXecc5/8/HxlZmbq6NGjLbY3NTWpsrKyzbZrVlaWJOnCCy9ssX3w4MHBmf6t8Xg88ng87agegJNlZWUpMTFRp06d0oEDB4JhxmyBzgvhBbCPDoWXtLQ0paWlnXe/UaNGqbq6Whs3btTw4cMlSWvWrJHf79fIkSNbPaZfv37q3bu3du/e3WL7559/rkmTJnWkTAARKLBcetu2bdqzZ0/Ywkug85KdnR2W8wE4P1PmvAwePFgTJ07U3XffrQ0bNmjdunWaM2eObrnlluC/Xg4dOqSCggJt2LBB0ukPpgcffFDPPvus/vKXv2jv3r366U9/ql27dmnmzJlmlAnAYayYtEvnBbAf02afvfrqq5ozZ47Gjh0rt9utm266Sc8++2zweZ/Pp927d6uuri647b777lN9fb3uv/9+VVZW6pJLLlFhYaH69+9vVpkAHMSK8ELnBbAf08JLSkqKli1b1ubz/fr1k2EYZ22fN29ei+95AYAAK1Yc0XkB7IevrgXgGHReAEiEFwAOEggvJSUlampqMv189fX1OnbsmCQ6L4CdEF4AOEZ2drY8Ho98Pt85v0IhVA4fPixJSkhI0AUXXGD6+QC0D+EFgGO43e7gBP5wDB2dOd/F5XKZfj4A7UN4AeAo4Zz3wnwXwJ4ILwAcJZwrjlhpBNgT4QWAo1jReSG8APZCeAHgKOEML4HOC8NGgL0QXgA4SiC8FBcXq7m52dRz0XkB7InwAsBRcnJyFBcXp8bGRn3xxRemnovOC2BPhBcAjhITE6P8/HxJ5g4dGYZB5wWwKcILAMcJx4qjmpqa4I1jCS+AvRBeADhOOCbtBrouXq9X3bp1M+08ADqO8ALAcQLhZc+ePaadgyEjwL4ILwAcJxydl8B9jQgvgP0QXgA4zpnLpf1+vynnOHLkiCQpIyPDlNcH0HmEFwCOk5ubq9jYWNXX1weHd0KtvLxckpSZmWnK6wPoPMILAMeJjY1VXl6eJPOGjggvgH0RXgA4ktnzXggvgH0RXgA4ktkrjggvgH0RXgA4Ep0XIHoRXgA4kpnhxefz6dixY5IIL4AdEV4AONKZtwgwDCOkr3306FFJp++jlJKSEtLXBtB1hBcAjpSbm6uYmBjV1dUFh3hCJfB6GRkZcrv5mATshj+VABwpPj5eubm5kkI/dMR8F8DeCC8AHMusFUeEF8DeCC8AHMusSbuEF8DeCC8AHMus8BK4rxHhBbAnwgsAxzpzxVEo0XkB7I3wAsCxzuy8hHK59JmrjQDYD+EFgGPl5eXJ5XLp+PHjwe9mCQU6L4C9EV4AOJbH41Hfvn0lhXboiPAC2BvhBYCjhXrSbl1dnY4fPy6J8ALYFeEFgKOFOrwEVholJiYqKSkpJK8JILQILwAcLdQrjs4cMnK5XCF5TQChRXgB4Gih7rww3wWwP8ILAEc78xYBoVguzTJpwP4ILwAcLT8/X5JUU1OjY8eOdfn16LwA9kd4AeBoiYmJ6tOnj6TQDB0Fvi8mPT29y68FwByEFwCOF8pJu4QXwP4ILwAcL5STdisqKiQRXgA7I7wAcLxQhpdA5yUtLa3LrwXAHIQXAI535oqjrqLzAtgf4QWA44Wq8+Lz+VRZWSmJzgtgZ4QXAI7Xv39/SVJlZWUwfHRGYKm12+1WSkpKSGoDEHqEFwCO1717d/Xu3VuSVFxc3OnXCcx36dWrl2JiYkJSG4DQI7wAiAihGDpivgvgDIQXABEhFJN2WWkEOAPhBUBEoPMCRA/CC4CIEIrwQucFcAbCC4CIQOcFiB6EFwARIRBeKioqVFNT06nX4L5GgDMQXgBEhKSkJGVkZEjq/HLpQOeFYSPA3ggvACJGV1cc0XkBnIHwAiBidHXeC50XwBkILwAiRlfCS2Njo6qrqyXReQHszrTwUllZqenTpys5OVler1czZ87UiRMnznlMeXm5br/9dmVmZqp79+667LLL9Oabb5pVIoAI05Xw8uWXX0qSYmJi5PV6Q1kWgBAzLbxMnz5dO3bsUGFhoVasWKG1a9dq1qxZ5zxmxowZ2r17t5YvX65t27bpxhtv1He+8x1t3rzZrDIBRJCBAwdK6lx4OfM7XtxumtKAnZnyJ3Tnzp1atWqVfve732nkyJEaM2aMnnvuOb322msqKytr87iPPvpI99xzj6644grl5+drwYIF8nq92rhxoxllAogwgbtLl5eXn7fT+6+Y7wI4hynhpaioSF6vVyNGjAhuGzdunNxut9avX9/mcaNHj9brr7+uyspK+f1+vfbaa6qvr9c111zT5jENDQ2qra1t8QAQnbxer1JTUyV1vPvCSiPAOUwJL+Xl5Wd9AMTGxiolJUXl5eVtHvfnP/9ZPp9PvXr1ksfj0ezZs/XWW28Fx7Fbs3jxYvXs2TP4yMnJCdn7AOA8nZ33QucFcI4OhZd58+bJ5XKd87Fr165OF/PTn/5U1dXVeu+99/TJJ5/ogQce0He+8x1t27atzWPmz5+vmpqa4KO0tLTT5wfgfJ0NL3ReAOeI7cjOc+fO1R133HHOffLz85WZmRn8IAhoampSZWWlMjMzWz2uuLhYzz//vLZv366LLrpIknTJJZfoH//4h1544QW9+OKLrR7n8Xjk8Xg68jYARLDOTtql8wI4R4fCS1paWrv+YI8aNUrV1dXauHGjhg8fLklas2aN/H6/Ro4c2eoxdXV1knTWLP+YmBj5/f6OlAkgitF5ASKfKXNeBg8erIkTJ+ruu+/Whg0btG7dOs2ZM0e33HKLevfuLUk6dOiQCgoKtGHDBklSQUGBBgwYoNmzZ2vDhg0qLi7Wk08+qcLCQk2bNs2MMgFEoM7eIoDOC+Acpn2ZwauvvqqCggKNHTtWkydP1pgxY7RkyZLg8z6fT7t37w52XOLi4rRy5UqlpaXpm9/8pi6++GK9/PLLeumllzR58mSzygQQYQLhpaysTCdPnmz3cYEvqQusVgJgXy7DMAyriwil2tpa9ezZUzU1NUpOTra6HAAWSElJUVVVlbZu3aqhQ4e265hevXqpsrJSn332mQYPHmxyhQD+VUf+/uZrJAFEnI7Oe2lublZVVZWk0yEGgL0RXgBEnI6uOKqqqlKgCZ2SkmJaXQBCg/ACIOJ0tPMSmO/i9XoVG9uhRZgALEB4ARBxOrri6NixY5IYMgKcgvACIOJ0tPMSCC+sNAKcgfACIOIEwktpaalOnTp13v0Dw0Z0XgBnILwAiDipqanBpZYlJSXn3Z9hI8BZCC8AIo7L5erQiiO+oA5wFsILgIjUkXkvdF4AZyG8AIhIHVlxxIRdwFkILwAiUkc6L0zYBZyF8AIgIjFsBEQuwguAiBSYsHvw4EE1NDScc18m7ALOQngBEJHS09PVo0cP+f1+7d+/v839DMNQZWWlJDovgFMQXgBEJJfL1a5JuzU1NWpubpZEeAGcgvACIGK1Z95LYMioR48e8ng8YakLQNcQXgBErPaEFybrAs5DeAEQsToSXpisCzgH4QVAxGrPLQL4jhfAeQgvACJWoPOyf/9++Xy+Vveh8wI4D+EFQMTKyspSYmKimpub21wuTecFcB7CC4CIdeZy6baGjpiwCzgP4QVARGtveGHYCHAOwguAiHa+8MKwEeA8hBcAEe18K47ovADOQ3gBENHovACRh/ACIKIFwsu+ffvU1NTU4jnDMOi8AA5EeAEQ0bKzs+XxeNTU1KSDBw+2eO7kyZNqbGyUJKWkpFhRHoBOILwAiGhut1v9+/eXdPbQUWVlpSTJ4/GoW7duYa8NQOcQXgBEvLbmvVRVVUmSLrjgArlcrrDXBaBzCC8AIl5bK44CnReGjABnIbwAiHiBzsuePXtabD+z8wLAOQgvACJeW8NGgc4L4QVwFsILgIh35nLp5ubm4PZA54VhI8BZCC8AIl5OTo7i4+PV2NioL774IridzgvgTIQXABEvJiZG+fn5kloOHdF5AZyJ8AIgKrQ274XOC+BMhBcAUaG1FUd0XgBnIrwAiAp0XoDIQXgBEBVaCy90XgBnIrwAiAqB8FJcXCy/3y+JzgvgVIQXAFEhNzdXsbGxqq+vV1lZmZqbm1VTUyOJzgvgNIQXAFEhNjZWeXl5kk4PHVVXVwef83q91hQFoFMILwCixpkrjgLzXZKSkhQXF2dlWQA6iPACIGqcOWmX+S6AcxFeAESNM8MLK40A5yK8AIgadF6AyEB4ARA1Bg4cKKlleKHzAjgP4QVA1MjNzVVMTIzq6ur02WefSaLzAjgR4QVA1IiPj1dubq4kacOGDZLovABORHgBEFUC814++eQTSXReACcivACIKoHwEkDnBXAewguAqPKv4YXOC+A8hBcAUSWw4iiAzgvgPIQXAFGFzgvgfIQXAFElLy9PLpcr+DOdF8B5TAsvixYt0ujRo9WtW7d237HVMAw98sgjysrKUmJiosaNG6c9e/aYVSKAKOTxeJSenh78mc4L4DymhZfGxkZ9+9vf1g9+8IN2H/PYY4/p2Wef1Ysvvqj169ere/fumjBhgurr680qE0AU6tWrV/DXSUlJFlYCoDNizXrhn/3sZ5KkpUuXtmt/wzD09NNPa8GCBZo6daok6eWXX1ZGRobefvtt3XLLLWaVCiDKnBle3G5GzwGnsc2f2pKSEpWXl2vcuHHBbT179tTIkSNVVFTU5nENDQ2qra1t8QCAczkzvABwHtuEl/LycklSRkZGi+0ZGRnB51qzePFi9ezZM/jIyckxtU4Azjd58mSrSwDQBR0KL/PmzZPL5TrnY9euXWbV2qr58+erpqYm+CgtLQ3r+QE4z8yZM/Xiiy9qx44dVpcCoBM6NOdl7ty5uuOOO865T35+fqcKyczMlCQdOXJEWVlZwe1HjhzRsGHD2jzO4/HI4/F06pwAopPb7dbs2bOtLgNAJ3UovKSlpSktLc2UQvLy8pSZmanVq1cHw0ptba3Wr1/foRVLAAAgspk25+XgwYPasmWLDh48qObmZm3ZskVbtmzRiRMngvsUFBTorbfekiS5XC7dd999+sUvfqHly5dr27ZtmjFjhnr37q1p06aZVSYAAHAY05ZKP/LII3rppZeCP1966aWSpPfff1/XXHONJGn37t2qqakJ7vOTn/xEJ0+e1KxZs1RdXa0xY8Zo1apVSkhIMKtMAADgMC7DMAyriwil2tpa9ezZUzU1NUpOTra6HAAA0A4d+fvbNkulAQAA2oPwAgAAHIXwAgAAHIXwAgAAHIXwAgAAHIXwAgAAHIXwAgAAHIXwAgAAHIXwAgAAHMW02wNYJfCFwbW1tRZXAgAA2ivw93Z7vvg/4sLL8ePHJUk5OTkWVwIAADrq+PHj6tmz5zn3ibh7G/n9fpWVlSkpKUkul8vqchyntrZWOTk5Ki0t5d5QIca1NQ/X1lxcX/Nwbb9iGIaOHz+u3r17y+0+96yWiOu8uN1u9enTx+oyHC85OTnq/yCZhWtrHq6tubi+5uHanna+jksAE3YBAICjEF4AAICjEF7Qgsfj0cKFC+XxeKwuJeJwbc3DtTUX19c8XNvOibgJuwAAILLReQEAAI5CeAEAAI5CeAEAAI5CeAEAAI5CeIkwixcv1uWXX66kpCSlp6dr2rRp2r17d/D5yspK3XPPPRo0aJASExPVt29f3XvvvaqpqWnxOgcPHtSUKVPUrVs3paen68EHH1RTU1Pw+Q8++EAul+usR3l5edjeqxVCdX3vvfdeDR8+XB6PR8OGDWv1XFu3btVVV12lhIQE5eTk6LHHHjPzrVkuXNd2//79rf7e/ec//2n2W7RMKK7tp59+qltvvVU5OTlKTEzU4MGD9cwzz5x1rg8++ECXXXaZPB6PBgwYoKVLl4bjLVomXNc2Wj9z20J4iTB///vf9aMf/Uj//Oc/VVhYKJ/Pp/Hjx+vkyZOSpLKyMpWVlemJJ57Q9u3btXTpUq1atUozZ84MvkZzc7OmTJmixsZGffTRR3rppZe0dOlSPfLII2edb/fu3Tp8+HDwkZ6eHrb3aoVQXN+A73//+7r55ptbPU9tba3Gjx+v3Nxcbdy4UY8//rgeffRRLVmyxNT3Z6VwXduA9957r8Xv3eHDh5vyvuwgFNd248aNSk9P1yuvvKIdO3bov/7rvzR//nw9//zzwX1KSko0ZcoUXXvttdqyZYvuu+8+3XXXXXr33XfD/p7DJVzXNiDaPnPbZCCiHT161JBk/P3vf29znz//+c9GfHy84fP5DMMwjJUrVxput9soLy8P7vOb3/zGSE5ONhoaGgzDMIz333/fkGRUVVWZWr/ddeb6nmnhwoXGJZdcctb2X//618YFF1wQvN6GYRgPPfSQMWjQoJDU7QRmXduSkhJDkrF58+YQVussXb22AT/84Q+Na6+9NvjzT37yE+Oiiy5qsc/NN99sTJgwoetFO4RZ15bP3JbovES4QGsyJSXlnPskJycrNvb0ra6Kioo0dOhQZWRkBPeZMGGCamtrtWPHjhbHDhs2TFlZWbr++uu1bt06E96BvXXm+rZHUVGRvvGNbyg+Pj64bcKECdq9e7eqqqo6X7CDmHVtA2644Qalp6drzJgxWr58eafrdKJQXduampoWr1FUVKRx48a12GfChAkqKirqYsXOYda1DYj2z9wAwksE8/v9uu+++3TllVdqyJAhre7z5Zdf6uc//7lmzZoV3FZeXt4iuEgK/hwYX83KytKLL76oN998U2+++aZycnJ0zTXXaNOmTSa9G/vp7PVtj/b8P4hkZl7bHj166Mknn9Qbb7yhd955R2PGjNG0adOiJsCE6tp+9NFHev3119v12VFbW6tTp06F5g3YmJnXls/cliLurtL4yo9+9CNt375dH374YavP19bWasqUKbrwwgv16KOPdui1Bw0apEGDBgV/Hj16tIqLi/XUU0/pT3/6U1fKdgwzr2+0M/Papqam6oEHHgj+fPnll6usrEyPP/64brjhhq6U7QihuLbbt2/X1KlTtXDhQo0fP97Eap3FzGvLZ25LdF4i1Jw5c7RixQq9//776tOnz1nPHz9+XBMnTlRSUpLeeustxcXFBZ/LzMzUkSNHWuwf+DkzM7PNc15xxRXau3dviN6BvXXl+rZHZ/8fRAKzr21rRo4cGRW/d0NxbT/77DONHTtWs2bN0oIFC1o819bv2+TkZCUmJob2zdiM2de2NdH0mfuvCC8RxjAMzZkzR2+99ZbWrFmjvLy8s/YJrGSJj4/X8uXLlZCQ0OL5UaNGadu2bTp69GhwW2FhoZKTk3XhhRe2ee4tW7YoKysrdG/GhkJxfdtj1KhRWrt2rXw+X3BbYWGhBg0apAsuuKBL78GuwnVtWxPpv3dDdW137Niha6+9Vt/73ve0aNGis54fNWqUVq9e3WJbYWGhRo0aFbo3YzPhuratifTft+dk6XRhhNwPfvADo2fPnsYHH3xgHD58OPioq6szDMMwampqjJEjRxpDhw419u7d22KfpqYmwzAMo6mpyRgyZIgxfvx4Y8uWLcaqVauMtLQ0Y/78+cHzPPXUU8bbb79t7Nmzx9i2bZvx4x//2HC73cZ7771nyfsOl1BcX8MwjD179hibN282Zs+ebXzta18zNm/ebGzevDm4uqi6utrIyMgwbr/9dmP79u3Ga6+9ZnTr1s347W9/a8n7DodwXdulS5cay5YtM3bu3Gns3LnTWLRokeF2u40//OEPlrzvcAjFtd22bZuRlpZm3HbbbS2eP3r0aPA8+/btM7p162Y8+OCDxs6dO40XXnjBiImJMVatWmXJ+w6HcF3baP3MbQvhJcJIavXxxz/+0TCMr5bbtfYoKSkJvs7+/fuNSZMmGYmJiUZqaqoxd+7cFsv6fvWrXxn9+/c3EhISjJSUFOOaa64x1qxZE+Z3G36hur5XX331eff59NNPjTFjxhgej8fIzs42/vu//zu8bzbMwnVtly5dagwePNjo1q2bkZycbFxxxRXGG2+8Ef43HEahuLYLFy5s9fnc3NwW53r//feNYcOGGfHx8UZ+fn7wHJEqXNc2Wj9z2+IyDMPoeL8GAADAGsx5AQAAjkJ4AQAAjkJ4AQAAjkJ4AQAAjkJ4AQAAjkJ4AQAAjkJ4AQAAjkJ4AQAAjkJ4AQAAjkJ4AQAAjkJ4AQAAjkJ4AQAAjvJ/X1aDX8Qz1FEAAAAASUVORK5CYII=", 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", "text/plain": [ "
" ] @@ -318,7 +276,6 @@ } ], "source": [ - "import jax\n", "import jax.numpy as jnp\n", "import matplotlib.pyplot as plt\n", "\n", @@ -333,23 +290,32 @@ " return signal / jnp.max(jnp.array([-jnp.min(signal), 1]))\n", "\n", "\n", - "plt.plot(time, exocomet(time, np.mean(time), 5), c=\"k\")" + "_ = plt.plot(time, exocomet(time, np.mean(time), 5), c=\"k\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Linear search \n", + "\n", + "We can perform the linear search by specifying our template model with `Nuance(..., model=exocomet)` " ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "28b50c0a86984a8ba03d84f142fd63e6", + "model_id": "4bf9da14b72f4c3ca5738a9519784e0f", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/1455 [00:00" ] @@ -383,7 +358,7 @@ ], "source": [ "plt.subplot(211)\n", - "plt.plot(time, flux, \".\", c=\"0.8\")\n", + "plt.plot(time, flux, c=\"0.8\", lw=1)\n", "plt.ylabel(\"flux\")\n", "\n", "plt.subplot(212)\n", @@ -394,16 +369,23 @@ "plt.tight_layout()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's compute the SNR of single exocomet transit events as our detection metric" + ] + }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 17458/17458 [00:18<00:00, 962.87it/s] \n" + "100%|██████████| 17458/17458 [00:27<00:00, 643.46it/s]\n" ] } ], @@ -415,6 +397,13 @@ ")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now plot the first three highest SNR events" + ] + }, { "cell_type": "code", "execution_count": 13, @@ -422,7 +411,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -441,12 +430,13 @@ "i, j = np.unravel_index(np.argmax(nu.search_data.ll), nu.search_data.ll.shape)\n", "t0, D = nu.search_data.t0s[i], nu.search_data.Ds[j]\n", "linear, astro, noise = nu.models(t0, D)\n", - "# plt.figure(figsize=(8, 3))\n", + "\n", "n = 5\n", "min_snr = 6\n", "ax = plt.subplot(n, 3, (1, 3))\n", "ax.plot(time, snrs, \"-\", c=\"k\")\n", "ax.axhline(min_snr, c=\"k\", alpha=0.2)\n", + "\n", "# remove x axis and spine\n", "ax.spines[\"bottom\"].set_visible(False)\n", "ax.spines[\"top\"].set_visible(False)\n", @@ -509,8 +499,14 @@ " if i == 2:\n", " ax.legend(loc=\"upper right\")\n", "\n", - "plt.tight_layout()\n", - "plt.savefig(\"exocomet.pdf\")" + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These were found by [Lecavelier des Etangs et al. 2022](https://www.nature.com/articles/s41598-022-09021-2), who first removed the pulsations of the star using a Fourrier decomposition of the light curve (detrending one harmonic at a time). This was enabled by the high quality factor of the $\\delta$ Scuti variations, and would have been challenging in the case of a pseudo-periodic stellar variability." ] } ], @@ -530,7 +526,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.10.14" }, "orig_nbformat": 4 }, diff --git a/docs/notebooks/tutorials/exocomet.pdf b/docs/notebooks/tutorials/exocomet.pdf deleted file mode 100644 index f0e0e8e..0000000 Binary files a/docs/notebooks/tutorials/exocomet.pdf and /dev/null differ diff --git a/docs/notebooks/tutorials/ground_based.ipynb b/docs/notebooks/tutorials/ground_based.ipynb index 17eb880..158050d 100644 --- a/docs/notebooks/tutorials/ground_based.ipynb +++ b/docs/notebooks/tutorials/ground_based.ipynb @@ -42,8 +42,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/lgarcia/code/dev/nuance/nuance/combined.py:7: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", - " from tqdm.autonotebook import tqdm\n" + "/opt/homebrew/Caskroom/miniforge/base/envs/nuance/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], @@ -95,7 +95,7 @@ "outputs": [ { "data": { - "image/png": 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8HuFohqgX02AwaGqD2+3G9evXcevWLdUBj5obKi1zZ+ezzs7OWQllgUAAn3zySdi2jo4OdHZ2wu12o7OzM5SM6vf7hR0AsdyoioLg+YxJUnFms9mEmZujo6MoKiqK6bjBHrLx8fGYLjLDw8NwOBxcQSZNKA3vB01OTuLq1auorKycUw998KS7cuXKmI+RqUQZ8Q6HA729vbO2K81TV0NtNQBR712yknHms2vXroV934aGhlBUVITKysrQttu3bwufb7FYIr6PWnou29vbQzcqwVXLZrYhErVTTDI5UcrtduPOnTvCRMMHDx6E/v8lSZp1wzg2NoYbN26gsLAwbm3q6OgI3TS43W5IkoSampq4HV+v2IMaZ5IkCT+YsfZeuN1utLe3o6enBy6XK+Z5bEoFmklf1F6sfD4fOjo65lzG6MGDB+w1iYHo/yxR9STVBA1Kn51klTOar27cuBHxZnD6sK1SKTClpLp79+6pGmUT1dWONnTs9/tVXzu09ubOF5cvX0Z3d7diFQwAof9/0fs1Ojoa8QY1KDc3V/X77fF4Zr2vfr8fV65cifrcdMcANQHiWcZFlK0fi3jVYqTEkmVZ89Cx6ES3ePFi1cfIpKGjeLl3717E7aKRirnO71NTNUApOGaGduxkWVZ8/4LTqJSWts3Pz1e8ydA6tWcmNcvgqpGJPe1tbW1x/X4oHau7uxuffvop2tvbo940iBKiHz58OOu5vb29uHr1qmJwnE4YoCaAqKc0lh7U9vb2uTYn7PW5opX+qRneV+vhw4dYt26dqn2j9RpQOI/HE3GI32g0CgPUuV44RAGxWuxBjV20eYM+nw9ut1uxEL7dbkdxcbHw8WijGNFuXpW+w/FO1J1P2traUvba3d3dwuuy3+9XXFhj+rXi0qVLcLlc8Pl8cLlc8yK3gAFqAogmx4u2y7KM3t5eDAwMhH1Qr169Gve2cZhf/+KZRRv8zKkJUrnMoTaiEYn8/HxhD5SWaguRnjuXMlUlJSWcgz4Ham7glOae5uTkwGazQZIkYTJttB68aDevSj3sTJCLTA+9jaLvdbRrQfD8fuXKlVnxRSAQ0MXfNhcMUBNA1EsRqfcjWCPN5XKhp6cn1OUv6p2ZKzXZg36/H52dnXA6nbhx40bort7j8eDWrVvo6+tjT2wcRFrCVOmOWannRWR63cx169ahpKREuO+DBw/4vmogKilXUFCgOM0n1qk2c71x4QpSsVO7AIpSHeLa2trQv0XVHNTOfRR58OCB8DEt80ozqdSU1nJgiRBpQRYgeq/3gwcP4Ha7hTcf/f39c25bKmkOUM+dO4dt27ahvLwcBoMBx48fj/qcM2fOYO3atTAajVi+fDmOHj06a58jR45g6dKlMJlM2LRpEy5evKi1abohGuKRZTlsCCdSjTRgqss/kfUplU60wYQsj8eDiYkJjI6OoqOjA06nE52dnbh79y7u3Lmjau4MiXV1daGjowPDw8Pwer2hGxWl92bBggVYt26d6koQ2dnZs+a7LVmyRDHTt6enJ+NKmcQq2Bs2nSRJoe2imwFRYJto7CGPTfC7OhePPPJI2O+ieajBpWpFovWwKiU7ann/7969mzE3q/HMto+Vz+eL+P+tptdbqZc0EAikdfKr5gBVlmXU1tbiyJEjqvbv6urC1q1bsXnzZjidTjQ1NeHFF1/EqVOnQvu8//77aG5uxoEDB3Dp0iXU1taioaEBAwMDWpunC0o9FcEeTKUaaYC2VUi0Et2tKSVkRQq6lebOkJjSEqZKS+IGe0MrKyvhcDiivs7SpUsjblf6fHo8nlA9v7lelOc7v98/6/M/fZuox1vNcqWRaFlWNRJ+V7UTfVe1mhloKK0IJuq9VFufNHhzKcsyrl+/DqfTia6uLs29oplyk+pwOHRRtSDS/3c8Vv5K5/dRc6reli1bsGXLFtX7//KXv0RlZSV+/vOfAwAef/xxnD9/Hr/4xS/Q0NAAAHjttdfwne98Bzt27Ag958SJE/j1r3+Nffv2aW1iygWXPI10QQgGen19fcluVoho2dVYekTdbjfKy8vn2qSMojTNQjT8azabw3pdysrKFO+cs7OzhRdBSZKQn58fNeFGlmXcuHED2dnZsNvtqpbZzCRKqzUVFRUpPh5Ljcm5TvmJtQZzJovXTdrMQEOSJBQUFET8vouGddUGmAaDAV1dXWGBtVKQbTKZIr5mOve8abV27Vr09vZieHgYFosFixYtwvj4OEZHR5GXlweLxQKXyxXK4SgsLAwbibpz586cr+mR/r/jMf1AD8F3rBJeS+LChQuor68P29bQ0ICmpiYAU3eFbW1taGlpCT2elZWF+vp6XLhwQXhcn88XdsJW6nlKhfz8/IiBSHBFqVQOj4s+sLF8GTJprpKS4NxRpQzuoFiy5SMFhzU1NcIqD9GK7qvtxQu+v16vFxaLBdXV1aqeR+K56LFm0s8lA99kMvEGQ6N4JphESooSnSfmWgXG5XIpzoWdrrCwEAaDIWKAmmnndofDETYyJUnSrE6BsrKyiM9Vs4RsUFZWlqpyVrIsZ3zlhYQnSblcrlmrp5SWlmJkZCQ0wXdiYiLiPkpD4AcPHkRBQUHoR0u9x2QQfQD9fn/M63HPdZnE6W2ItC2WL4OoNzaTBOftBuvadXZ2Ku4fy1BrpIuTJEmoqKiYtb2ioiJqkBzL+6Y2USRTRAtARf/HShd+WZbR398fsTdlLjUazWZzzM/NVNGmmGnpmYo0rUY0fCvarjZAVRucAlOBlVLFiUzqRZ0LLQmIou/x/fv38dlnn4U6r+J1rtVb550WaZvF39LSAq/XG/pRKl6cCkrDabFm1tlstlkBiZq5iDN5vd5ZQVKsd8uZfuGLNG/X4/HA6XQK948lWUV0h26321FTU4PKykpUVlaipqYGdrs96vFiqQgARL9oZxLRhSa4XZQs2d/fH/EmJTjv94svvkBHRwdu3Lihqh1qem8yvSdGK7/fr3hD4HA48MQTT6g6VnDK10yiwFD0XiWiTNTDhw8V5zYnMll3PpEkac4dSGNjYxgZGUF3dzecTmfchuajJd7pWcID1LKyslkBWX9/P6xWK8xmM+x2O7KzsyPuI+pOB6Z6KaxWa9iPnthsNmEPilIhZyWyLIcCkkcffRQ1NTUoKyuL2IsWzcyANNYLmJahjflI1Bs+MTER8eQe642A0vCsJEkoKipCUVGR6jqXFoslpjmJcy0UP5+IvsfB7UpzRmc+Fqmix+joKK5duxb6XdRjq+Z9zM/Pj7oPfUlpgZTq6mqUlZWF5pFGo3VqhiiDPhHnWoPBoHhuSdfAJhUef/zxuB1rYmIirnkq6TpdI+EBal1dHVpbW8O2nT59GnV1dQCmLq7r1q0L22dychKtra2hfdJVvJMSgie6YJJLMBix2+2orq7GokWLZgX1oh7OmXfjsd6dZ3ptRaWTSKSe8lhuBCRJSkiB9crKSlRXV2u+uWN2/xRR4kkw+FT6bkwPWpQqeoyNjYUCV1HAq2a6xswpVCSmtKpQTk5O2LxENb1cogBVKUM7UkCRiF7wrKwsWCwWYe+fUt1kmi1YBjArKwv5+fmoqamZFQekolMnXUdQNCdJjY6O4ubNm6Hfu7q64HQ6UVRUhCVLlqClpQW9vb3493//dwDAzp07cfjwYezduxff/va38eGHH+KDDz7AiRMnQsdobm5GY2Mj1q9fj40bN+LQoUOQZTmU1Z+u4r2esSjz1+12C8tDmUwmxeLNQbHcKauZ6zifeTwexflewaVlp/8fxZKJHetwvBoWiwUrVqwAMBV4qplzFqznG0sm+nzh9/uFSYXBwNRiscBms0WdSxatp8Tr9cJmswl7r3NyclBWViYMcnNycjL6e6pFtCHtmTcDauZ7iq4DSjcwMwMKv98f1yWQg4K9p48//jiuXLkS1lEhSZKq6UIUbnp2v9/vn3Ujm4pgMV1XEdMcQX388cfYvHlz6Pfm5mYAQGNjI44ePYq+vr6w5d4qKytx4sQJ7NmzB6+//joWLVqEX/3qV6ESUwDw/PPPY3BwEPv374fL5cKaNWtw8uTJtL/rj3eAGumEplS7FFCXme/3+4XljYqLiyHLMsbHx2E2m1FaWors7GxV2erznZpKDMGSQ0GxDJEn6yKxbNkyxaHN6WItlTRfiG40rFZr2P9LYWFhxAB1+uci2mfCaDQqVv7Iy8tDUVERhoaGIlaIYPa+etG+0zO/i3a7PerKYKLrQHDeYqQ56cFqL8FzrNIQrdLNiRKj0Rj2Wa2trYXb7cbdu3dRWFjI4DQOErEaZCzStdSU5gjqqaeeUrxrjLRK1FNPPYXLly8rHnf37t3YvXu31uboWjwD1MLCwogBYaxfgOltU6oqkJubKyz4nunU9J5Mv3MNBvpaJLOXOlgVQOmGJyjTp3aIhm1nzgcX9Vx4PJ5QgJqXl6f4PTYYDMIAxW63hz4f1dXVEW8wZq5iRGJKCUNZWVmzplCpCf6VviuSJEUMUO/du4f29nZUVFTAbrcLe93MZjMcDgcsFkvU6iEzRUrystvtDEzjaC6l4USKi4s1VwJK11Xk0jaLPx3E8yK+aNGiiNtj/QJMPxErDevGuxd4PlEzVDM9QFEa6q2oqAibmxScv5Tsi8XMJLxIwXFRUVFG955qIQpQpyfCRJsCoHQjND35KVLZsUyfhqOVaNGRrKwsPPnkkxEfU6qkYrVaFf//o9UjDq7WJ7qBCeYY2Gw24fVm5jUimPdBiSdJ0pxXgJuusLBQcV6w6LWCPfLphtFHAgWzq6MtlWc2mxXniU5PiNL6GqLVSgYHB0N3/0qvnek9ZSJqS3cMDQ2FLnqiYZZgNQu99FxMT8qqqamB2+3G4OAgjEYjSktLGZwi+ipSQUqfEZ/Ph97e3qhVPbxer+obVLvdDqvVqnrRCApns9lgsVjCbtqNRqNiSangEHuk9zE4v1ukuLg46tzSGzduCG9SppfCeuyxx3Dt2rWwG2ez2YyVK1dCluWwVZEoefLy8hRrkZaUlKieXxx8/0TX/FWrVgmnaXk8HixcuFBdo3WCAWqCVVZWRg1QjUajYpCodJcdaRL2dKI7qpGREfj9foyPjwsvonl5ebzACagtohwsdm2xWIS90XoJTEX0FDzrhdrVfpR6T3w+n6p13kdHR4U9aJFqdSaq6kOmqK6uhsfjgdfrRUFBgaph/DVr1sDlcoXmgpaUlKiqUW2xWKKuLKR0kzPz2rBq1aqIbbdYLAxMU6SiokJxbn9hYSGWLFkCQDnhGfiyM6myshILFy7E559/Dr/fD5vNFkrOEs1rTsdFFxigJoHSkpTAVA+pUsCjVEYm2hxUpSQpn8+nODelsLBQ8diZTMuk86GhIV4c5hm1qwAp9ZCpCU6DRAFxPIcP6Us2m01zcpnSUphKKisrNc8fDYpU4SOWtlPiSJKEvLw84aiLLMuhqTp2ux09PT3CG5bpveMWiwWrVq2atY/JZErbOacz8eyWBKIlKYGpu6toJxOlMkNq5qCKinRHC1B5khPTMjc3OPSXrsWSaTbR1JeZ20WrCAHx+TzoJUuYYhecVqDVzJqspF+iKTrA7NE4pWXb1ZQcFMUEsS4QlEoMUJMkmHxSXFwMo9EY+j2YhSsq6h9taEZNVrgomBoZGRH24nB4P36CZYLUlPyi+Uf0/VW7ZnpFRQWTFee56upqVFVVaXqOmlWsSB+UpnjNnKYxvTLHdGrr0ooWAoi0xDkwNYXk3r17ukyi4lkviSRJEpZsqqysxL1798ICzpycHFRXVyseU00vjOiOSqn+Ii+IyrT0ft2/f19xf/5fpx+1SVLAVCa3lpuTnJycWUP6antsKX3ZbDZNJYSiVQAgfVm+fHnEVfgiTQsJJqe6XC4YDAaUlpaqzgNQOifMPD/NnPMaLGumF7wy6sjq1as1F0pWs8yhKAFLaXUJnvzEtPaGer1exeVEGWTMb1pLwc38XnZ3d0e9UaX5oaSkRHWAyilY6SVS9r1Syb5Yk1MlSUJhYWHEa9T0c0ukRX66u7ujlkZLJgaoOqP1Q6lmXkksq0gkcnnNdBfL3EHRXN+SkhLdnAxIPS09mloC1JkljoJESZQ+n4+fn3nEYrHAaDRGnVtsNps5/zQNBbPvE13yKy8vL2oniuicoqdyVJyDmubU9L6JkqREePJTplSgXxQspGOJD4qPYI+GGqKsfNFNJrP45x81c0uXL1+ehJZQIlgsFl3UkxZdx9QsQJMsPLulOYvFothDmp2drXkoiCc/ZaKpEXl5ecKeZ1GPiNalT0kfBgYGIm4Xvc9qp3GIpuyILhrM4p9/lKZeAVMdCOw1p7kSnVNiGXFNFAao84BoeT7gyyFktRdIh8PBk18UoqQmpZ5qUcY25/qmH7/fj/7+/oiPiXo01SbC5efnzypJ53A4WAEig0TLK9BTEgulp2DmfiTRbpCSiXNQ5wHRUnsGgyG0mklubm7UuZNmszmmQtOZRilY0Prl5lzf9KP0PRIV2FZ7g2iz2SBJEsxmc2iemtIqQ0ywm3+iLX/K5CiK1ejoKBYuXBjzwkDJxgB1noi21J6awElUP42+JMuycGgkEAho+j9csGBByuchUXyJEqIkSYLJZFKc31VUVARJkmaVfhHdNJaVlXG0Yx6yWCzCz0rwBoZIiWjE5u7du6Hlt0X01GnCAHUeUVpqT81dkWixAPqSUgkYm82GBQsWoKenR9WxtCavkT6IgtBoAaPZbFYMUHNzcyOWfgnedEY6Hs1Pq1atwuXLl8N6z7OysjQX86fMpDSyotR7KkmSrjpNOAc1Q0S7K1qwYAGHjlQQlfUKfrElSVK9wovW+pikD6Ihd6Vat2rk5eUx6YlCnnzySTgcDuTm5sLhcODJJ59MdZMoTUiShNzc3IiPybIsvPboqfcUYA9qxrBYLLBarRgZGYn4+OrVq5PcovQkGjqZHtyrHYLjlIr0JLpJiVaTuKioSDh/OVgTUctyg7zBmf+URsWIlEiSFLH+9vDwsPDcobdVDdmDmkFWrFgxq5fHZDJh3bp1KWpR+hEV3J+epa+2TAcTXNKTqJczWu+nzWYTDstXVlYCmLqozMziF2Vts7eViESUaiSLzh16C1D11RpKuBUrVkCW5YSvZDEf+f1+YQb39N5QUUmp6YxGI5Md0pSWVaRmWrlyJW7fvh2WpV1RURH2WbDb7bBarfD5fDAajcI5Y3oqB0NE+mKxWMKWVVVDb50mDFAzkMViYWAag/b2duFj04f4OXQ/vwW/P9MzYbV8p5YsWYKysrJQABrpRkWSpNB2Ua+G3no7iEg/bDab6oRdAKEcCj3hED+RCm1tbcLHZgYZapLNWGw7fUUq0yLLsqb5o5IkIT8/X3hBCBbS9vv9c+qxJaLMJElSWKnJaPRU/zSIt+BEUbjdbk37BwutP3jwIOLjBoOBiQ9pTDTk7vF4sHDhwjkff2YdVC0XGSKioOB1pre3N+q+elriNIg9qERRRFtmMlJv6PLly4X7r127ds5totTxer0Rt4+Pj8/52JHqoIouLkySIqJoysrKUFNTE3U/PY7qMUAliqKwsFD4WHZ2dsTe0EjZ2FarlRUT0pzf7xeWaotHHWEtQSfLTBGRGtHqc0uSpMs66BziJ4rCbrejr69v1hxDm82muLLLzGxsvU1AJ+1EVRziVRGDQScRJYLdbheO/jz22GNJbo06DFCJVKipqYHb7cbQ0BAsFgsWLlyoKuCcno1N6U9U2kmpl10LSZJQVFSkqjyMz+fjZ4uIVLHZbLOqjwCzy9zpCQNUIpXsdrsu5+lQ8ogS30TbtfL7/aprF7K3lYi0qK6uhsfjwfDwMMxmM4qLi3UbnAIMUImIVJvZ+xAkWmFMK7VzUHNzc3V9YSEifbLZbLqcbxoJk6SIiFRwu93CntL8/Py4vIbaXtGSkpK4vB4RkV4xQCUiiiJS+afp4lH/FIhc/SGSycnJuLweEZFeMUAlIopClL0PTGXwx3O43W63R13IIR41V4mI9IwBKhFRFKLsfQDIyYnvVH6XywWXy6W4TzxKWhER6RkDVCKiKETLmwLAggUL4vY6fr9f1bKEelw3m4gonhigEhEp8Hg8uHfvnvDx3NzcuL2W0lSC6VhiiojmO5aZIiIS6OzsVOw9BYCJiYnkNOb/lZaWssQUEc177EElIoqgt7c3anAKTCVJxYuaY8WrYgARkZ4xQCUimsHv90dNVAK+XD4wXqKVmSoqKmLvKRFlhJgC1CNHjmDp0qUwmUzYtGkTLl68KNx3fHwcP/zhD1FVVQWTyYTa2lqcPHkybJ979+6hqakJFRUVMJvN+MpXvoKPPvoolqYREc2ZmrmgFosFVVVVcX9ts9ksfGx4eBh+vz/ur0lEpDeaA9T3338fzc3NOHDgAC5duoTa2lo0NDRgYGAg4v6vvPIK3n77bbzxxhv45JNPsHPnTnzjG9/A5cuXQ/u8+OKLOH36NN555x20t7fj6aefRn19vapsViKiVFi2bFlCjhstOFa7HCoRUTozBAKBgJYnbNq0CRs2bMDhw4cBTK1osnjxYrz00kvYt2/frP3Ly8vxve99D7t27Qpte+6552A2m/Huu+/iwYMHyM/Px+9//3ts3bo1tM+6deuwZcsW/PjHP1bVrpGRERQUFMDr9cJqtWr5k4iIwvj9frS3twsfz8/Px6OPPpqQ13a73YqrVtXU1HCYn4jSltp4TVMPqt/vR1tbG+rr6788QFYW6uvrceHChYjP8fl8MJlMYdvMZjPOnz8PYKoA9sTEhOI+ouOOjIyE/RARxYMkSYrr3S9dujRhr61UFYBzUIkoU2gKUN1uNyYmJlBaWhq2vbS0VJhQ0NDQgNdeew2fffYZJicncfr0afzXf/0X+vr6AEz1RNTV1eFHP/oR7ty5g4mJCbz77ru4cOFCaJ9IDh48iIKCgtDP4sWLtfwpRESKlixZEnE+aEVFRUKDRKUi/JyDSkSZIuFZ/K+//jpWrFiB6upqSJKE3bt3Y8eOHcjK+vKl33nnHQQCATgcDhiNRvzLv/wLvvWtb4XtM1NLSwu8Xm/op6enJ9F/ChFlmJUrV6KqqgqFhYUoLy9HTU0N7HZ7Ql8zWl1VzkElokygKUC12+3Izs5Gf39/2Pb+/n6UlZVFfE5JSQmOHz8OWZbR3d2Njo4O5OXlhSUYVFVV4ezZsxgdHUVPTw8uXryI8fFxxSQEo9EIq9Ua9kNEFG82mw3Lli3DI488kpTh9WirRHEVKSLKBJoCVEmSsG7dOrS2toa2TU5OorW1FXV1dYrPNZlMcDgcePjwIX73u9/hmWeembWPxWLBI488grt37+LUqVMR9yEims+UhvgdDgfnoBJRRtC81GlzczMaGxuxfv16bNy4EYcOHYIsy9ixYwcAYPv27XA4HDh48CAA4E9/+hN6e3uxZs0a9Pb24vvf/z4mJyexd+/e0DFPnTqFQCCAxx57DDdv3sTLL7+M6urq0DGJiDKFUg9pUVFREltCRJQ6mgPU559/HoODg9i/fz9cLhfWrFmDkydPhhKnbt++HTZ3dGxsDK+88gpu3bqFvLw8fP3rX8c777wDm80W2sfr9aKlpQVffPEFioqK8Nxzz+EnP/kJFixYMPe/kIgojUiShNLS0llTqQBgYGAAixYtSkGriIiSS3MdVL1iHVQimi9kWUZHR0fEx1gHlYjSWULqoBIRUeIpZeqrWYaViCjdMUAlItKZsbEx4WMPHz5MYkuIiFKDASoRkc7Mk5lXREQxY4BKRKQzSpn8OTmac1uJiNIOA1QiIp1RWk2KhfqJKBMwQCUi0pm8vDzhY5OTk0lsCRFRajBAJSLSGYvFElYrejr2oBJRJmCASkSkQ1VVVSgrKwvbVlFRwRqoRJQRONueiEinHA4HSkpK4PP5YDQaGZwSUcZggEpEpGOSJDEwJaKMwyF+IiIiItIVBqhEREREpCsMUImIiIhIVxigEhEREZGuMEAlIiIiIl1hgEpEREREusIAlYiIiIh0hQEqEREREekKA1QiIiIi0hUGqERERESkKwxQiYiIiEhXGKASERERka4wQCUiIiIiXWGASkRERES6wgCViIiIiHSFASoRERER6QoDVCIiIiLSFQaoRERERKQrDFCJiIiISFcYoBIRERGRrjBAJSIiIiJdYYBKRERERLrCAJWIiIiIdIUBKhERERHpCgNUIiIiItIVBqhEREREpCsMUImIiIhIV2IKUI8cOYKlS5fCZDJh06ZNuHjxonDf8fFx/PCHP0RVVRVMJhNqa2tx8uTJsH0mJibw6quvorKyEmazGVVVVfjRj36EQCAQS/OIiIiIKI1pDlDff/99NDc348CBA7h06RJqa2vR0NCAgYGBiPu/8sorePvtt/HGG2/gk08+wc6dO/GNb3wDly9fDu3zs5/9DG+99RYOHz6M69ev42c/+xn+6Z/+CW+88UbsfxkRERERpSVDQGM35aZNm7BhwwYcPnwYADA5OYnFixfjpZdewr59+2btX15eju9973vYtWtXaNtzzz0Hs9mMd999FwDw13/91ygtLcW//du/CfeJZmRkBAUFBfB6vbBarVr+JCIiIiJKArXxWo6Wg/r9frS1taGlpSW0LSsrC/X19bhw4ULE5/h8PphMprBtZrMZ58+fD/3+la98Bf/6r/+KTz/9FI8++iiuXLmC8+fP47XXXhO2xefzwefzhX73er0Apv5wIiIiItKfYJwWtX80oEFvb28AQOB///d/w7a//PLLgY0bN0Z8zre+9a3AypUrA59++mlgYmIi8D//8z8Bs9kckCQptM/ExETgu9/9bsBgMARycnICBoMh8I//+I+KbTlw4EAAAH/4wx/+8Ic//OEPf9Lsp6enRzHO09SDGovXX38d3/nOd1BdXQ2DwYCqqirs2LEDv/71r0P7fPDBB/iP//gPvPfee1i1ahWcTieamppQXl6OxsbGiMdtaWlBc3Nz6PfJyUkMDw+juLgYBoMh0X8WRkZGsHjxYvT09HBKQYbge555+J5nJr7vmYfvefIEAgHcu3cP5eXlivtpClDtdjuys7PR398ftr2/vx9lZWURn1NSUoLjx49jbGwMQ0NDKC8vx759+7Bs2bLQPi+//DL27duHb37zmwCAmpoadHd34+DBg8IA1Wg0wmg0hm2z2Wxa/py4sFqt/DBnGL7nmYfveWbi+555+J4nR0FBQdR9NGXxS5KEdevWobW1NbRtcnISra2tqKurU3yuyWSCw+HAw4cP8bvf/Q7PPPNM6LH79+8jKyu8KdnZ2ZicnNTSPCIiIiKaBzQP8Tc3N6OxsRHr16/Hxo0bcejQIciyjB07dgAAtm/fDofDgYMHDwIA/vSnP6G3txdr1qxBb28vvv/972NychJ79+4NHXPbtm34yU9+giVLlmDVqlW4fPkyXnvtNXz729+O059JREREROlCc4D6/PPPY3BwEPv374fL5cKaNWtw8uRJlJaWAgBu374d1hs6NjaGV155Bbdu3UJeXh6+/vWv45133gkbjn/jjTfw6quv4u///u8xMDCA8vJy/N3f/R32798/978wQYxGIw4cODBrmgHNX3zPMw/f88zE9z3z8D3XH811UImIiIiIEimmpU6JiIiIiBKFASoRERER6QoDVCIiIiLSFQaoRERERKQrDFCJiIiISFcYoMbgyJEjWLp0KUwmEzZt2oSLFy+mukmUQOfOncO2bdtQXl4Og8GA48ePp7pJlGAHDx7Ehg0bkJ+fj4ULF+LZZ5/FjRs3Ut0sSqC33noLq1evDq0kVFdXh//+7/9OdbMoiX7605/CYDCgqakp1U0hMEDV7P3330dzczMOHDiAS5cuoba2Fg0NDRgYGEh10yhBZFlGbW0tjhw5kuqmUJKcPXsWu3btwh//+EecPn0a4+PjePrppyHLcqqbRgmyaNEi/PSnP0VbWxs+/vhj/MVf/AWeeeYZXLt2LdVNoyT46KOP8Pbbb2P16tWpbgr9P9ZB1WjTpk3YsGEDDh8+DGBqqdfFixfjpZdewr59+1LcOko0g8GAY8eO4dlnn011UyiJBgcHsXDhQpw9exZf+9rXUt0cSpKioiL88z//M/72b/821U2hBBodHcXatWvx5ptv4sc//jHWrFmDQ4cOpbpZGY89qBr4/X60tbWhvr4+tC0rKwv19fW4cOFCCltGRInk9XoBTAUsNP9NTEzgt7/9LWRZRl1dXaqbQwm2a9cubN26NezaTqmneanTTOZ2uzExMRFa1jWotLQUHR0dKWoVESXS5OQkmpqa8NWvfhVPPPFEqptDCdTe3o66ujqMjY0hLy8Px44dw8qVK1PdLEqg3/72t7h06RI++uijVDeFZmCASkSkYNeuXbh69SrOnz+f6qZQgj322GNwOp3wer34z//8TzQ2NuLs2bMMUuepnp4e/MM//ANOnz4Nk8mU6ubQDAxQNbDb7cjOzkZ/f3/Y9v7+fpSVlaWoVUSUKLt378Yf/vAHnDt3DosWLUp1cyjBJEnC8uXLAQDr1q3DRx99hNdffx1vv/12iltGidDW1oaBgQGsXbs2tG1iYgLnzp3D4cOH4fP5kJ2dncIWZjbOQdVAkiSsW7cOra2toW2Tk5NobW3lPCWieSQQCGD37t04duwYPvzwQ1RWVqa6SZQCk5OT8Pl8qW4GJchf/uVfor29HU6nM/Szfv16/M3f/A2cTieD0xRjD6pGzc3NaGxsxPr167Fx40YcOnQIsixjx44dqW4aJcjo6Chu3rwZ+r2rqwtOpxNFRUVYsmRJCltGibJr1y689957+P3vf4/8/Hy4XC4AQEFBAcxmc4pbR4nQ0tKCLVu2YMmSJbh37x7ee+89nDlzBqdOnUp10yhB8vPzZ80rt1gsKC4u5nxzHWCAqtHzzz+PwcFB7N+/Hy6XC2vWrMHJkydnJU7R/PHxxx9j8+bNod+bm5sBAI2NjTh69GiKWkWJ9NZbbwEAnnrqqbDtv/nNb/DCCy8kv0GUcAMDA9i+fTv6+vpQUFCA1atX49SpU/irv/qrVDeNKCOxDioRERER6QrnoBIRERGRrjBAJSIiIiJdYYBKRERERLrCAJWIiIiIdIUBKhERERHpCgNUIiIiItIVBqhEREREpCsMUImIiIhIVxigEhEREZGuMEAlIiIiIl1hgEpEREREuvJ/bLlM3C00ghkAAAAASUVORK5CYII=", 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", "text/plain": [ "
" ] @@ -131,7 +131,8 @@ "outputs": [], "source": [ "import tinygp\n", - "import jaxopt\n", + "from nuance.core import gp_model\n", + "from nuance.utils import minimize\n", "\n", "mean_error = np.mean([data[\"error\"] for data in observations])\n", "\n", @@ -141,20 +142,10 @@ " return tinygp.GaussianProcess(kernel, time, diag=mean_error**2, mean=0.0)\n", "\n", "\n", - "@jax.jit\n", - "def loss(params):\n", - " gp = build_gp(params)\n", - " return -gp.log_probability(flux - 1.0)\n", + "initial_params = {\"omega\": 5.0, \"quality\": 5.0, \"sigma\": 0.02}\n", "\n", - "\n", - "solver = jaxopt.ScipyMinimize(fun=loss)\n", - "soln = solver.run({\"omega\": 5.0, \"quality\": 5.0, \"sigma\": 0.02})\n", - "gp = build_gp(soln.params)\n", - "\n", - "\n", - "@jax.jit\n", - "def mean():\n", - " return gp.condition(flux - 1.0, time).gp.mean" + "mu, nll = gp_model(time, flux, build_gp)\n", + "gp_params = minimize(nll, initial_params)" ] }, { @@ -171,7 +162,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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ywi4SsTTWy71iwz0aa7PZRBQ2JiZG/K60Wq14LoYPHw4A2LZtGwC3iCUnA8Y3sIhlWozdbkd5eTlcLhd0Op2w4mnN6lJut/XBBx901KkynURZWRm+//57UdzwySefoLS0lN0nggiDwSAWphaLRVw7irKazWYA8MiL5ShsaCIv7FKnE3BOpxJ1KgHgLoIcNGgQdDodhg0bBsDd4ZLyYnmXyrewiGVaTEREhIjYxMfHi4IQitS0BJ1OJ6zUFi9e3KRdGxPYVFRUwOFw4OuvvxavSZKEt99+m69rEKHT6TyKuuh1wJ1OkJaW5iFii4qKwn5L2ddIkoRTp06hqKjIbxG78vJy0ehALWLlDQ/CfRFjMBhw4sQJAEC3bt0UrwPuZ2nAgAEwGAwoKysTOxjs7OBbWMQyLcZgMKC8vByAd0P0lnLrrbciOjoaO3fuxE8//eTTc2Q6j8LCQtTX1wsP6HvvvRcAsGzZMm5RGURotVqvHrFyH1in0+mRTgBwFyJfQi4fhYWFKC4uRn5+Pg4cONCp5yBJEkpKSkTxXlMiNtzFmM1mEyJWHomlNBxJkmAwGDBo0CAAEN27eOHnW1jEMi1GnjuXkJCgeL01JCQk4KabbgLAdlvBiiRJkCQJ+fn5sNlsiIuLw5QpUzBkyBBIksSFe0FEeXm5VxErFylnz55VNDygSDsVgzHtQ+7yUVxcjP379wNwF1h1ppClsbyxSKy8oCvcm11UV1d7jcQS9IxQSgHlxXI6gW8J77uQaRXV1dVeW1O2BbbbCm6oqOO3334DAAwePBharRZ33nknAODdd99VVLEzgQlF3pqLxJpMJnTr1g1arVZRkW0ymTr3hEMUep4qKiowdepU3HDDDaIpTFVVVaelFtA1V0di4+LiRLES7bKEs72aJEkoLS0VDT/k3Ssph5yahlBxlzwv9tChQ515uiENi1imRdBDS+kE8kgsPbStYcCAAbj44ovhdDqxdOlSn50n0zmojb6po9OIESMwduxYSJKExx9/3G/nx7QMEiIkSuXduuSR2C5dukCv14sqdSrkk4tepv18++23Igr6+eefi9fl2/gdCV1zdSRWo9F4TSkIV+TWgkBDOoG88Q/5pw8cOBB6vR5nzpwR0faKigpOK/ARLGKZFkGRAnUktj02O3K7Ld6WDE7U1bmpqalCvL7++usejRCYwIK8YL2JWG+57t27dwfQIGIZ30C/671794rXtm3bJiJ3nRX1pEis2p0A8HQoCOfCrrq6OlRVVYl5kSKx6iJns9kMg8GAgQMHAmhIKQDYosxXsIhlWgRF3tSR2KioqDZ/5uWXX47MzEyUlZXh/fffb/9JMp1GY91qjEYjLrzwQlx00UWor6/HY4895rdzZJqHtqnV7gSxsbGKxSlNuGoRS9upTPsgkZqfny9eq6ysFIuLthZRWa1WlJSUtDgdwel0KrxMvYlYTidwj3NHjx4F4P69GI1G8bocmiflKQUENz7wDSximVbhq5xYwG3hM3PmTABst+UvWjvJEQaDAS6Xy0PEUnTm4YcfBgC8+eabOHLkiA/PmPElGo0GTqdTPNckYhvLdVWL2NLSUt4W9QF2ux0ul8ujPoCEUm1tbat/z0eOHEF+fj6OHz+O/Pz8Fj2HWq1WpBIAbhN/gkRscXGxOOdwRa/X4+DBgwCA7OxsxetyKKUgNzcXgHKR0pw1ZVvH5nCDRSzTKrxZbLWHW265BdHR0cjLy8O6det88plMy1BPcnv27EFZWRkkSUJxcTF27tyJXbt2iUlLjs1mQ3l5OWpra6HRaMR2GkVnzjvvPEycOBF2ux2LFi3q1J+LaaC5idBoNKKyslKkFdBzrY4oUd57eno6AGU6AVdb+4aKigrx/JxzzjkAGkQs0LrIp9VqFQsToqysrFlBJO/WZTKZhFcw0NDsgsSwt3EhXDhy5IhwjcjKyhKvq3+/er0eiYmJyMzMBOB+burr6wF4RtclSUJ1dTUkSWrTAiRcYRHLtIiIiAi4XC4Pi63WNDrwRkJCAqZNmwaA7bY6E2+TXF1dHY4cOYK8vDwUFRXBbrejvr4eRUVF2LFjh8dnUBQ2KSnJa140RWPffvttrsb1Ay2ZCOUesfHx8eJ5Vtsn6fV6mM1mEYmVO09wi+H2ExERIXJNu3TpIgSjvENWayytGiu+as4xxG63CxEbFxeneI8ijocPHwYA1NfXY9++fS0+p1ChtLQUTqcTO3fuBAD069dPvOetU6HL5UJSUhKio6PhcDjENZB7aZNH8P79+5GXl9emBUi4wiKWaREGgwFnz54V0QCK2PgiuZ/stj7//HNF5IHpOCiKYrVasW7dOhw5ckRRRLJo0SLcddddQvg4HA5F5MVgMHhtuSi/H8455xxcdtllcDgcePTRRzv8ZwoWSktLsXfvXuzfvx/Hjh3rkMmppZG4srIyRctZwlvULyYmRlzryspKse3c3oUs404XoOcrOTnZqxNAayKxdOzGjRtFMxLAfV80lZYQEREhRKw8lUCv14toYmlpqbDgqqmpCTtxVVBQgMrKShGJJR9YwHMHA3D/7jQaDXr27AmgIZJ99uxZ4bfdkgJYWmwySljEMi2Cto8B94NKBV2+SO7v378/JkyYwHZbnUhVVRVqa2sxbdo03HvvvbjuuuswceJEzJ8/H7NmzcKKFSuwefNmPPXUU+LfyLszlZaWii1lb91qiIULFwJw+8aSgXs4k5eXh4KCApw9exbV1dU4ffp0h2wXNjbhyV+XJEnR6KC5LnxGoxEmk0nkzdL19zZxMy2H0nco6pqcnCyszNpqZ0WNSGbOnIk77rhD5G8CTY/ZZrPZw16L/p+8ggGli0I4iStKndm0aRNcLhd69uypWPx5s5uMjo4G0JCOQYt/wH0tWnqNw71DWmOwiGVajC+LutSQ3dZrr73GdlsdjNVqhdPpxOeffy4iANRS+JtvvlFEbrZs2SKiLgR5Bntruahm1KhR+N3vfgen0xn20dimiqDkEVFfQHl3x44dw7fffismQHn+KokZdVEXAEUuJEHb2XS9ScRyU4v2QdeBxExycjK6du0KQJlO0NJdL6vVivr6evzyyy8A3OJnw4YN4v3m0hK82WvRLs3QoUMBNLRQDTfoGaX6jfPPP1+8J28IIYeELS1M1Cki8r83hbdnkmERy7QQg8HgVcT6yitw8uTJ6NWrF8rLy/Hf//7XJ5/JeOfMmTNwuVz45JNPAAD3338/fvjhB7zyyiu49tprcfHFF+Ott95Ceno6nE6nyHuz2WyQJEnYLVFEgfIkAe+RCIrGvv/++4rq3HCjuLgYTqcTjz/+OM4991zcfffdiry4goICn0VkIyMjYbfbceedd+KBBx4Q17q+vl5s/9Kz29Lnmv4dRZQo9cdut/tUgIcb9LsmMZOUlKSIxJKAbGkkjhYq1E0PUFbFNxWJramp8SpiKe955MiRAIAvv/wSjzzyCJYuXYpPP/0Un332GX799VcUFBSEtPWWTqeD3W7Hzz//DAC48MILxXv0XKjR6/VIS0tDSkoKAKWIbc3vKtzb/DYGJzMxKC4uRnl5ORISEsSDpqa8vNxrty5fbXHodDrMmjULc+bMweLFi3Hbbbd5TZJn2o/D4cChQ4dQUFAAvV6PSy+9FJGRkRg2bJgivys7OxuFhYU4ePAgRo0aBcA96JK1DkXiaItR3q1GzvDhw3HVVVfh888/xyOPPBKWnsCSJMFms+HLL7/E8uXLAbi3JO+66y688847YsuxrKwMSUlJ7W7n6nA4sGfPHhHd+/HHHzFlyhQAbpFjMpmg1+uh0+k80gkyMjK8XsfIyEgAQJ8+fQBAUdRTUlKi2FZlWo88nYAisXV1daipqUFMTEyLRQxdJ7mDhDznsilrrOrqaq85sSaTCVarFaNHj0ZkZCTOnDmDL774otHPSUxMRGpqquJPt27dPF4LtrbFkiRh27ZtqK6uRkJCAgYNGgQASElJabLpj7zbnby2oDVFkc39riRJQkVFBerr6xEfHx90v9u2wiI2zPnwww+xfPlyXHzxxRgxYgROnjwptowI6q/ekZFYAJgxYwb++c9/Yvfu3fjhhx8wfvx4n30200BZWRnWrFkDABg9enSjbYOzs7Oxdu1aRT4dTaR1dXVi0qUIRFPthxcuXIjPP/8cH374IR588EEMGDDAJz9LsEBNAT7++GMAwBVXXIFff/0VR48exbPPPouHHnpIHFtTU9OuCUiSJJSVlYnCE8Cdw+hyuaDRaESqQWlpKRwOh9d0Am/Ex8ejsLAQOTk5AJTRvbq6OkiS1ObufeEM7WzIRazRaERcXBwqKytRUlKCmJiYFgcMTCYTXC6XohGFXDg1VohHaULecmKTk5NFJP6dd97Bnj17hDXbiRMncPLkSZw8eRLFxcXi/isrK8OePXuaPNeYmJhmhW5qairi4uL8HtQoKipCTU0N1q5dC8BtI0hb/OQH2xh2u91rJLY1Xrs1NTWNfk9paalioVJcXKyw9gplWMSGMRs3bsS9996LEydO4JtvvsFXX32FmJgYHDp0SOF9R1seao/Y5ORkn05a8fHxmD59OpYuXYrFixeziO0AqCCDcrouvvhi8Z5OpxN+oUDjhQhAQ5QnNjbWw4rHG0OGDMHvf/97LF++HI888gg++uijdv4kwQOJg+LiYuzbtw86nQ733HMPfve73+GOO+7AF198gdtuu01Mcu1dGKpFEeDOc6yoqEBCQoIQQxSBVS9Oz5w54zWqqtfrkZGRIT6/uLgYFRUVYmK12WwsYtuI0+kUUXO6D7p27YrKykqUlpYiOzu7xZFYm82G6upqhWtARUUFamtrERUV1ej9Rc825cCTiKVxPicnBxUVFbBYLLj00ku9CiqyYSRRK/8jF7snT54UxY3V1dXNFn0ajcYWid0uXbp0yLY7Fd/V1tbim2++AQBMmjRJvE+7G01Bkdjy8nLU1dXBaDQ2KcyPHj2KjRs34qqrroLRaERJSYlXO8PG3A18tasT6LCIDVOKi4uRn58vinOsVivWrl2LK6+8EhUVFYqoCg0KNNnR4CVPK/AVs2bNwtKlS/HFF1/gyJEjYbGS7CysVquYOChKR6bqgDstID4+HjU1NaisrBQNDOQRHbvdrhg0e/To0eIIycKFC7F8+XJ8/PHHeOihh8RWXKhD4oByFLOzsxEfH4/hw4cjNzcXO3fuxPr16/GHP/wBQPsLOCi6ozajLyoqQkJCghCr0dHRqKmp8UgnoNQGb1gsFmRmZiIjIwMFBQXYvn27WGxyzl7boHoDu90OrVYrFhBdu3bFwYMHRd50SyOxdrtdXPuEhARIkiSaXvTs2RM2m82rsKHrp47Eysf5+Pj4JqOOGo0GXbp0QZcuXTBw4MBGj3O5XKiurm6R2K2srBQe1s3ljEdGRiI5OblJoZuamoqkpKRWWcPRM7xq1SpYrVZ0795dpFjR9zZHbGwsoqKiUFtbi1OnTqFHjx5NRmLvv/9+HDx4EDU1Nbj11lsBuBeo6sJqWlQC8NgNOXXqVMjPoSxiw5Ti4mLs2rVL8dr27dtx5ZVXAlA+LOpILG07NjYYtod+/fph4sSJ+Pbbb7F06VKFxRPTPqjgIy8vDy6XC2lpaYqIW3x8vOgwA0CI2JKSEtjtdkRERODMmTM4e/asQsS2lEGDBuG6667DJ598gocffhiffvqpj36ywIbEAUXB5eboo0aNws6dO7F7924hYn2VoiNffADu6PnAgQOFSE1OTsbJkyc9nmuKGHlDkiScPn0aY8aMQUFBAX755RchYq1Wa8hHfToCm80mRGfXrl2FuKJnk0RseXm5Ik+1Mex2uwg4dO3aFU6nEwcPHsTJkyeFV6k3SCSrC7s6wtpJo9EgNjYWsbGx6Nu3b5PHnj17FsXFxU0K3ZMnT6K0tBT19fU4fvy4Ih/YG1qtFl27dm1S6KampiIlJQUGgwEOhwMul0uMWddee61i0dZcOgH9zF27dsWxY8eEiG0Mm80m0rhWrlwpRGxTonf9+vW4//77cdlll+HBBx8EAMXOWqjCIjYMkSQJDodDbBP36tULhw8fxu7du8Ux3hLO1d26Ooq//vWv+Pbbb/Haa69h4cKFPDH6CIoWUERw8ODB4r3ExETFCt5gMMBisSAiIkJUn6ekpAj7MxJk8rSTlrBgwQJ8+umnWLZsGXbs2IEhQ4a050cKCtQpGPLICE3gtJ1KC4n2QCKIxE+PHj1w7NgxsetSUFCA3r17CxN2EikUpW3q+ylqe+655+LDDz/E+vXrRa4tbV8yrUMeOZUvIKi4i67j6dOnmy0gAtyijxasdD+RiAUaXyQ1Fon1d4Q9OjoavXr1Qq9evZo8jmo3mhO7JSUlcDqdKCkpQUlJicJS0BsUWY6JiUF+fj70ej2uuOIK8b7FYmn2mtAzmZycLEQs0LjIlLt90CKzMej6vPfee6irq8Nnn32Ge+65B2azuUXiOthhERuG0EREOXMXXXQRDh8+jKNHj4pcHbn1Bw166pxYXxZ1ybnsssuQlZWFQ4cO4b333sMdd9zRId8TbtBigMQURWV0Op3HlpPVaoVOp0NycjKKiopw8uRJkatnt9tFG1q5EG7J9tyAAQMwZcoUfPjhh1i4cCFWrFjRzp8q8KEFobxwh6Df+7Fjx+ByuTxSedoCPZckZPr06YNjx44JMVRVVQWr1YrIyEjRQjQuLg4REREoKytDWlpao99fW1sLwN2lKDo6GqdPn8Zvv/2GAQMGiG5QnBfbOqqqqoSIlbvDkIiVC5rm8o4lSUJlZaW49nFxcULIkIhtLLJKr1NOLEV9g8VkX6/XIz09Henp6U0e53A4cPr06WbF7smTJ1FfX48zZ84oGjpccsklCnFIO1ZNQc8kXVMSsdT57u9//zt69OiBBx54ABqNRmG9V1FRIdyDvEG5z/JUiyNHjmDQoEF+X4B0BqH/EzKQJAnV1dXCaJ1ueppU+/XrJypa5UU8hNPphMPhEAMjPUwdNbhptVrMmjULALB48WLhk8i0D3VEkPxdvW1rUQU72WdRFM/lcuGpp54Sg6o8r7UpdwI5CxYsgFarxeeff46tW7e28acJHmgLkJ43uVChCbCurk48X/Ict7bgdDpht9vFc07RcrkYqqiogM1mE5Oz3JmgKe9K+QL23HPPBQAsW7ZMjAWh7BHaEZDo9HZveBOxzYkS+v3LI7H0mSSUKV1AjVarFVZwQOBEYn2NTqdDSkoKhg4dismTJ+PWW2/FP//5TyxdutTD77a0tBR5eXli0T137lzMmTNHfFZLd07o+fDWie3rr7/G1q1b8dlnnwnbOnX0lRqKeAsUuFwu1NXVKYQ2pXvJm5uEKqF1dzIeFBcXIy8vD/v370deXh5KS0s9zLWTk5OFkKGHRb7NodVqUVVVJR5EWoV25OA2Y8YMmEwm/Pbbb/j+++877HvCEbrG8iYFauga0wRIUZxVq1Zh2bJl0Gg0+Nvf/iYGVYPB0OIIXE5ODqZOnQqgoRFCKGM0GmG320V0hSay2NhY6PV6IVbod9zeicdgMIgtYaAh2iuP7kRGRrapgUl8fLx4f/LkyQCAL774An//+99RVVXVYbszoYrc6QFQilh1TizQfOCAxmS5iKWFEn0H2WCpcTqd4n6IiIgQi9JgicT6GipSGzhwIKZMmYKrrroK119/vXBj0Wq1LU6nUkdi5dd0586d4v/Jtk4dTDp27Jjic9TnqT6eAhXl5eWNdgkMFVjEhhBWqxVHjhzBwYMHUVFRgeLiYo+bu6CgADqdDk6nU6z2LBaLEDR081dWVoqbXz640bYjvd5RxMXF4eabbwbgjsYy7cdgMKC2tlas2GnbzdvASPmz1GKU7qP//e9/ANyLDBIxQMtSCeTMnz8fWq0WX331FTZv3tzKnyS4iI+PR3l5OZxOJ7RarRCMlN5BIoOi3e2dePR6vRAgZrNZCCP5xGkymVBWVubhTNASqNnB+eefjwcffBB6vR4//vgjbrrppmbzCxklaicJulZ6vV6I2NLSUjHWNleoQ8fR2C4XsfJCP3nE9vDhwzh58iQcDociZYxcR0ItEttWhgwZgrS0NERHRyMtLc3DT70p6HpSzrjc/k7u50wBBnWrb5qXvc258fHxHvO8PHrf3p2dQIfvzhDhyJEjyM/PR1lZGSorK3Ho0CEUFRVh69atuOaaaxS+nKWlpbBarWKbPiYmxiMSCzTc/Fqt1iMfll7vSCil4MsvvxS5e4x3rFYrjh07hgMHDohFDNnq0LayzWYTgx1VBtPraug1ErrHjx+HzWYTPdMnTpyoOF5ujN4S+vTpg5tuugmAO70glNHr9eJZi42NhU6nQ2JiohD+6kgZ0P5tefq+hIQExba0fNu/qKjIa6OD5r5b3n3ommuuwRtvvIG0tDQUFRXhwgsvxCuvvMIpQK2EBCb9XqmwEnALXRI1cu9XbzQViT19+rQQzVqtFvn5+Th06BDKy8tx4sQJHDp0SCxqOqIrYyiQkpKCfv36NdrZsiliYmKEiKUFZV1dnYiyAg3F03S9o6KiADREYr3NuadOnVKkEgBQ/L01DRWCERaxIYDVahU3v/qGfeGFF1BYWIjnnntOTCz19fViu1Gv18NgMCjslAj6LJvN5tWZoKPz33JycjBp0iS4XC4sWbKkQ78rmKEFzOnTp1FVVSUWMfn5+Th+/Djy8/NF0n9LUgmAhugsidjCwkJs27YNNpsNSUlJHttobWk5+s9//hM6nQ7/+9//8Ouvv7b63wcLkiQpmkMADZMVAK/RmfZuy5MDRUxMDLp06QKNRqPIa6dn15uIbcl3y10IcnJy8O677+KCCy6AzWbDHXfcgenTpwsnC6ZpampqxHWh51Kj0SAiIkIEDUj0NOfJTIJTLmITExMRGRkpCpoA93X3JojVdmsAR2J9hcFgEM/NmTNnYLfbcfDgQcUiQS1iqeagsUgszf3y602fT7R2lyzY4LszBKDJ7//+7/9wwQUX4M033wTgFqFkhWS32xXJ5BRlpQpUerjkx8hvfm+5c53BX//6VwDA66+/HvLbIm2BBjGHw4HXXnsN8+bNE84BcsrKyqDVaj2KugDvBVl6vR4pKSniuNLSUtGqduzYsYrJNCMjo00V6VlZWZg+fTqA0I7G2mw2UUwj724mt90BGp69qKioRn+f6iJNb1itVkXE3ZsYosI99XPdEgsnoKF7FxEbG4tPPvkE//d//wetVot3330Xo0ePbrYTE9MQZevSpYtIMSHhqM6LbU6QeIvEarVaETmk+4JEDrm/0Ja2t0gsF+v5BqfTicTERJHOd+bMGUUqAdCwiCARS+25yb1EvSNJcyJdb29FnC0tuA1WWMR2IPIJR5IkFBYWYt++fYobzBdUVVUhPz8fn3zyCSRJwiuvvIKKigocOnRIkUMl366kSCwNmk1Fg2pra71GYjujiOPSSy9FdnY2Kisr8d5773X49wUbNOmsWLECL730ElavXo3bbrsNt912G6677josXbpUROALCwtbHIklYmNjxTUnO6yxY8eK97OystoUhSUeeughRERE4Ntvv8XPP//c5s8JZAwGg0crT6AhX5VELD17tbW1XqNkVClNRZrqjlxERUWFx/c1JobUObG0fdkSLBYLBg0ahD59+mDQoEFISkrC3Llz8f333yM5ORm7d+/GiBEj8Mknn7T4M8ONqqoqIWLlLiEUcVMXAjW3kHc6ncKqDWgYr8ljlRYVDocDu3btwvPPP4+tW7fiySefBOBpowiE/nZ0Z6HVakWTBcC9aKVCruHDhwNwLyozMjKELR+JWOqiSJ7dBAlUtYg9c+ZM2KT0sIjtINQTTl5eHk6dOoWamhoUFBQgLy/PJ99DjQsoSga4oyy//vqrx3c0FYmliZRa/AHuFTj1jKZBVL7N1Bm5UlqtFn/5y18AsN2WN2iR8vXXXwNoiPTt2LEDR44cwRtvvIFvv/0WgHJbWy5iG4u0UHGXvH2kwWBQtKptb4vUzMxMzJgxA0DoRmPLyso8uiARERERXm131GKFWv3W1dVh/fr1qK2tRVFRkSKfjoiMjPSI/KrtmiiSrk4naK1g0ev1iImJUURvL7zwQmzfvh0XXHABqqurcf3112P27NkhXyXdWshei66h3N+Uro/6ujVX9KfVamG1WsW4QNc/JycHQEP1O9BQpAm4uzWWlpZ6DVaE+nZ0Z0HzpXzXk67HmDFjALivb11dnXh+LRaLGB/oPpGnCtAYTYtW8v52OBxiIRzqO5gsYjsAmnCaqiSVJMknEdmamhq4XC589913ABqqWzdu3KjowAUoKx4pEksi1mw2iygMCVa73S4EDk2w8oT2zrLTufnmm2E2m7F3716FWGfc16Curk5c6/feew9vvfUW7rvvPlx22WUAgA8++EAcTwOhfCu4setIg6488jpu3DjRtrSpf9saHnzwQURGRmLNmjX48ccf2/15gYQkSSgqKvKaTmCz2RR5cqWlpUJEqn+vNBE988wzmD17toicnT59GocOHVIc63Q6PSKxapN1p9OpcB0hEesrwZKamoo1a9bgH//4BwDg3//+N8aNG9dsO9Bwgq6pt0gsRc69ecU2JUpsNpuIykVHR4v7iBaiGzduhMPhgNPpxA8//KD4t1u3bvXaOSzUt6M7C0r1oOf95MmTIp2ARKzNZoPNZhMR8ZiYGEVdghq1L3BSUhKMRiMAT4eDUIVFbAdQUlKCAwcO4LrrrsOWLVtQV1eHp59+Gn/9619x9OhRcZy6orAt2O12HDhwAIWFhTAYDMKIedOmTcJ/jgZEuck1DYQ0QGk0Go+UgoiICPHgqbsNtTR3zhfExsaKaB3bbSkxGo0oKCiA0+lEXFwcUlJShK/h7NmzodVqsXv3bhQXF6Ourk5MUiRiExISGr2OtNC54oorMH78eAwYMEBExYEGn9P2kpGRIXqDh1o0lp4zb+kEBoNB4VTgdDqFWFFHuM+ePStaSgJuxw55EQ9FXUg0q3da1NvSkiShqqpKLLQ7ogtfREQE/vWvf+Hzzz9HXFwcNmzYgKFDh2L16tU++45ghhYstMVPW8HR0dGIj49HQkKCWFzI7dGai5ari3wAYMSIEYiLi8OZM2ewfPly7N69G6dPn4bJZMJ1110HANi2bZvImSVrvZa0VGVahjpF5JdffoEkSTCZTOjdu7cIIlEXL8A9XqhFbE1NjYjGe8uBpoUyzfeh7t3cahH7448/4oorrkC3bt2g0Wha1Dbyhx9+wLBhw2AwGJCdnY233nrL45glS5agZ8+eMBqNGD16NDZt2qR4v66uDjNnzkSXLl1gNptx7bXXKvI3A4nKykq8/PLLOHbsGO68805ceeWV+PDDD/HLL7/gscceE8fRiqk9FBYWiujkmDFjMHbsWERGRqKkpASFhYXQaDSis47cAJ0mPZPJJCZW9bamwWCAzWaDy+XyELGtyZ3zBWS39dVXX3lEnsKZ2tpa4TyQmZmpKLgio24AWL9+vaJCnga6pu5B2lI0Go146qmn8Pbbbysi8b179/bZz/HAAw9Ar9fjhx9+wNq1a332uYGCOp2AxIHBYIBWq/UorFRPPGfPnvUoApHnxJJopf/S801Rc3XebVlZmRDMHe39fOWVV2Lbtm0YNmwYSktLMWnSJDzyyCNs3QT380uBjX79+gFoiIqbzWav5vhNYTabvYrYyMhI4bv95JNP4u677wbg9vodNWoUAHfgg+4/Sjfq7HE+lKEFIz2LpHGGDh2q8I+WR8hjYmLE4mbPnj3idbrG3twoaIyhhXOoP2etFrFWqxW5ubkttjw6cuQILr/8cowfPx47duzA7Nmzcdttt2HVqlXimI8++ghz5szBggULsG3bNuTm5mLSpEmKHLG//e1v+PLLL/HJJ59g3bp1OHHiBH7/+9+39vQ7hcjISDz88MO45pprACjtdLZv3y4mkvYOELRqppv+4osvhtFoVLQCzc7OFq1D5dsLlPcaFRUlJlj1RErbm9XV1aJnOh3T2cn+ffr0wWWXXcZ2WzIoX1kuYtWcd955ANwilibL9PR0IXabqjy2WCwi50qN/B7zBenp6bj99tsBuKOxoZL7TDsd6vQddb91b4WVcux2u7DNIuTjo3rLl+yt1CJW/m+8OY50lJ1Sr1698PPPP+P222+Hy+XCggULMHnyZJ8XuQYTdrsd+/btg9PphMViUfjCAu5Itrd0guZSPryJWAC48cYbce2114o2pQBw2WWXITc3F0BDpM9kMolFLhd1+Q4aa7OzsxWv0yKCggbUMjY6OhoRERGi6GvHjh3ietCzq9VqYbfbxeLVm4htrkFGsNPqEeuyyy7DokWLhEBrjpdeegmZmZl45pln0K9fP8yaNQt/+MMf8Nxzz4ljnn32Wdx+++2YMWMG+vfvj5deegnR0dF44403ALgvxuuvv45nn30WF110EYYPH44333wTv/zyS0D6SyYnJ8NkMuHBBx/EO++8g0WLFmH16tXo378/AIiuNq1JuPZmrXPq1CmRE6fRaEReDUVeAbewVW8vAA0PlDzio55IScRSxCcuLs4n0eO2wnZbSugaestzzczMhMlkwgUXXADAveqnzlh9+/Zt8XcMHjzYw1atrZZazTFv3jwYDAb89NNPIZP7rNfrkZiYKBaBJpMJiYmJ4vdHgkMdKZW3npUkCbW1tcIuj6CJTK/XC5cRErMkYunv3iz0vHnEdmTUxmg04pVXXsFbb72FqKgorFq1CsOGDcPGjRs77DsDmerqalHYQ1FYAIq8aBKxZ86cEWKkqe1hueesPP+aKuPvv/9+3HjjjQCA0aNHY8yYMUhMTFSMHX379hWLXLpvmfZDzyI5DhDnn38+gIbFJIlYWvBmZWUhLi4OtbW1otmM1WqFJEmw2WxCrGo0GsTExHjM96FukdbhObEbNmzAhAkTFK9NmjQJGzZsAOAeoLdu3ao4RqvVYsKECeKYrVu3or6+XnFMTk4OevToIY5RQ96M8j+dRXx8vJik+vfvj0svvRQJCQlia5e2BVraXtKbtY4kSXA6nWIC6Nevn1h5T5kyBePGjcOECRPwxz/+UUxwcvNxWok3JWIB9yBGD5V8oPPHCn3ixIno3bs3qqqq8M4773T69wcaFDXzVnRnNpvhdDqRlZWFHj16QJIkLFu2DIAyikr3RlNkZmYqrJTaY6nVFGlpabjjjjsAhE40VpIklJWViWfPaDSirKxMPPfk16p+9uh1oGESouI9ypclEUoWfnLU6QT0+VVVVUKYUHSvM7vwAcD06dOxceNG9O7dG4WFhTj//PPxwgsvhMT1bimSJKGmpkYsTMg9AGiItNpsNiQkJECr1SpawjYlSqqrq71GYjMyMhAVFQWNRoO//e1v+Oqrr7B48WJxveWOI0OGDBH/H07XpKMxmUyIiIhATEwMrr76agDA5MmTRc4rPYe0Y0YRVa1WKzokyu3qaDyg603dAEnEkrgN9Wh6h49YxcXFikpHwB11oMG0tLQUDofD6zEUASwuLoZer/fYHpEfo+aJJ55AXFyc+CO3L+kMBg0a5LHtQyJW7hogj7h4g5wO5BQVFYn8RjK2HzlypHjfaDTi6aefxr/+9S+F64B8VS2PxGZkZCAhIcEjGgS4HwTarib7DsA/g5vcbuuFF14I+Vyf5qBrSPlyFLWhfMuIiAhoNBpcfPHFin8n7/mtfqYaw5uVUkdw//33w2g04pdffhHWYMEMPd/07JGoVAsN9Xa//LpotVpUVFSIye3CCy8E0ODpCTTcC/RfdTqB2WwWCxb6jra0nPUVgwYNwpYtW/CHP/wB9fX1+Otf/4qpU6cq8vZDGdpJIhErj8TSbpfdblc0qqBFR2OihBxv6L6Q30Nms1kRhEhJSVEUD95www2ikEyeptdRC9ZwhdKz7r//fnz66ad4+OGHxXvqdAKKxALuwJRGo8G6deuwb98+AO45WB55p+utTiegoFeoErLuBPPmzUNlZaX4482eoqPJzc1VbL1SOsGBAweEAKOIaGM05mBAAxVtR9Fne4MGRW8ilt4zm81ee7i7XC6vOZctieB1BNOnT0dMTAzy8/OFrVi4Yrfb4XK5hIilaBstWujvU6ZMEa+NGDFCFG0YjcaAqzxOTU3FXXfdBSA0orEUUVWLSnqdJjX1AlIu5srLy7Fr1y4A7oUkiRH5Api2mimyJi/cJNQpBfRffwmV2NhYfPzxx3j++ecRERGBjz76CCNHjlQUsIQqhYWFsNlsQrDIU3xo25mCIOrirsZyYtV2S/IFEqWcNLZoTUtLw9dff40vvvhC7OhERES0eJHLtAwahyMiItCzZ0+RtmEymcQYIG9UQUVdPXv2xCWXXAIAePfdd8XnVVRUeKSPkIj1lj4ItKzrXzDR4SI2JSXFo1ihpKQEsbGxiIqKgsVigU6n83oMPUwpKSmQJMkjaik/Ro3BYEBsbKzijz+grjapqano3r278PWkoqzmkvSbikzU19fj4MGDABpW8vI8KKK5SGxBQQHsdrv4XVZWVipSD6jVnTwS216T+7bCdltKKioqhCBSi5H4+HhoNBpYLBa89NJL+Mtf/oInnnhCvB+o1iv/+Mc/EBUVhY0bNyoM2YMREgH07NGzSK/Tc6gWmEVFRSJNoKSkRNjlDR482Gt6EIlW8n9Vi2b5d5w8eRJAw2JVXmTW2Z6gGo0G99xzD9atW4e0tDTs27cPo0aNwn//+99OPY/OxGq1wm634+jRo3A4HIiJiRHXRqfTiYUlPZ/0XFMktrHnlhYw6kisvHFBVlaWx5xJ30duGQQVfDG+g66zmsjISEXkFXDvkNjtdvFMTpkyBQDw888/i2g87dIADdfbWw0M3Rvq1MRQKKzscBE7ZswYjyKN1atXiyIkvV6P4cOHK45xOp1Ys2aNOGb48OHCDJ3Yt28fjh07Jo4JdBwOByIiIkT7P7LLaa5AicTiihUrcN999ym2EA8dOgS73Y7Y2FgxEcXGxgqPP4K+U5IkkVZBEWCKxLpcLpjNZvHA0ARXV1cnIrHyvC1/CiCy2/r66689bIfCDYrOJCQkeHUSIAP1AQMGYPr06YoJLVC3CpOTkzFz5kwAwR+NpUpvuRtIYmKiEKL0HFEURt7woKamRkwyJGJzc3OFMJWLWLr2BoNBsViVR2LVfpMkZmns6Nq1q98i82PHjsX27dtxySWX4OzZs/jTn/6Eu+66q9mdqmCERAdZBWZnZ3t06AIaiuzULYPlc4Actd0SpSGo067S0tIUOe6DBg1CVlaW8C3u2rWrqIhnfAsVdsqJj49HRUWFh8BNSkpCQUEBunTpgoiICAwcOBCxsbGKgkB5cwu1iJW7ETmdTq+piQUFBUEfkW21iK2pqcGOHTtELuaRI0ewY8cOUSE9b948TJs2TRx/55134vDhw5g7dy7y8/OxdOlSfPzxx/jb3/4mjpkzZw5effVVvP3229i7dy/uuusuWK1WEXGLi4vDrbfeijlz5mDt2rXYunUrZsyYgTFjxigS0gMZipaRvQaJr+bC+i6XC1VVVVi0aBHWrl2r2EqgGzknJ0cMghRRlQ9SNOlZrVYxgandCWiyowmNJji5BQwNsFFRUX7dhu7duzcmT54MAGFvt0WRO/nkJ6cxs/KmthYDgblz58JkMmHLli346quv/H067UKe7z9gwABFWo5er4fFYvHa8ACAKAIjey25iJWLVbqW9fX1QtzqdDrFYpPSEI4ePQq73S5EEUXm5Lmx/qBr16743//+hwULFkCj0eCll17Ceeedp2gQEwrQgoN2uCjIAEARgKBrp04nKCkp8TpnqCOxtGD1VqynznGPj4/HwIEDMWTIEEXnMMb3ZGZmIicnB927d0dOTo4Qr/KdTqDhuhcUFCA1NRU6nU7U1cjt9kisqnNi5TvXWq220YAZzfXBSqtF7JYtWzB06FBRHDJnzhwMHToU8+fPB+D+hcj7eWdmZuLrr7/G6tWrkZubi2eeeQavvfYaJk2aJI6ZMmUKnn76acyfPx9DhgzBjh07sHLlSsXg/9xzz+F3v/sdrr32WlxwwQVISUnB8uXL2/yDdza0+iKDeEoDABov7qLe2vJCsLy8PPH/NLhT3gzQkPRPgxTQMKjV1taKqJbcnSAjI0Os1mlCo0ist8ID8p31J2S39eabb4ZNMYg3SPA0tk0FuItoMjIyYDQaYTabkZWVpYiqByJdu3YVRXzBHo2l6IdGo8GJEyc8tvBSU1MbbXhgs9mQn58PSZIQHx+PjIwMxaIUUFqe1dTUKJwJ5M0vSMQWFBSgtLQUTqcTERERQrwGgm2dTqfDwoUL8c033yAxMRFbt27FsGHD8PXXX/v71HwGBQwohY7GU/UzqdfrkZyc7NUr1lsBntPpRH19vRgPSdSEewFsIEI5sCaTSSxW5N22gIaGE0BD2iHVvsjt9tTpI97SCZxOp/g7dfUjSktLgzoa22oRO27cOLhcLo8/1IXrrbfe8ujJPG7cOGzfvh02mw2HDh0SnUPkzJo1CwUFBbDZbNi4cSNGjx6teN9oNGLJkiUoKyuD1WrF8uXLG82HDUTi4+Oh0+mEiJVvgze2ZUYDlbxD1YEDB8SE7s36Su3jarPZFCkD9Jk0sPXv3x8Wi0WIX7WIpRUfidjIyMiAiOBdcskl6Nu3b1jbbdXW1iqKAAhvedYWiwUDBgxA3759A+L6tYS///3vMJvN2L59Oz7//HN/n06bkCRJLFhJVKq38ChyqrbZosmJFq6DBg2CRqPxGoklzGazh70WQeNEYWGhiAKSgAYCK0f60ksvxfbt2zFq1CiUl5fjd7/7HR588MGQsAuiMZiKdmkR4U2YJiQkeO3a5S26Ks+P1Ol0CosmJnDR6/Uwm83QaDSKPGR5R0Sz2QyLxSLmYbmIVc8BchFL87zBYBB/nzlzJq666iqsXLlSfEYgLGDbCt/dnUhSUpJIJzh+/LiYvBor7qLBRz541dTUiMGPIrHybQi1QDEYDIrOYCSYacCkgY7OQZ1OQA8LrQADZeEQ7nZbZKfjzROys4tzOoouXbrgnnvuAeCOxgbjNbbZbAqPWPnrhDqaLm8NC0BY6tAzSM8ziVW5KDaZTCKPniJ+iYmJiIuLQ2pqKuLi4lBfX49vvvkGgHIXJ9CiMT169MBPP/0knvPHH38cEydODNh2462FxvGmctNtNptHTiy97u1YWvjExcWJ+SPUze6DHfIMBtw7jAMGDMA999wjFqFU7BcVFSXGgMOHD4u5XJ0+QiLW6XSKz62vr0d9fT327dsnmi19+umn4hyCeXHIIrYTiYiIQEJCghiUKMLanGWKum/2sWPHFFsCFGHxZpmk1+vRq1cv8XptbS0yMjI8qqVJ+JCILSoqgtVqFUI5ELefp02bhtjYWOzbtw+rV6/29+l0KnRvUD4UDVxkpxMqzJkzB7Gxsdi1axc+++wzf59Oq5EXWskjo/KoJ235q222KI9envsONIhTb24jQMMuCx0XExOD+Ph4aLVaDB48GABEFEbeAlPeYCFQ0Ov1WLx4MT744AOYTCasXbsWQ4cOxU8//eTvU2szNNaqfXobW3xSJLasrKxJsWG32716xAazQAkH5M9uz5498fbbb+Omm24SrzkcDrFg7dq1K5KSkuB0OsUuqfqak+AFGuYHCnbII7h5eXlCCDfnkhTIsIjtROhGUacUNHcDqb1ijx07huPHj8PpdMJkMglRrN4+JCwWixgg09PTYbFYPESsXq9HQkKCKDI4fPgw8vPz4XK5kJycHJCV7DExMbjlllsAhJ/dFkVZ1JFYeVpBKJCYmIjZs2cDABYuXBiU0Vj1s6aGctfVDQ8A986J2kuUIrpydwISxZIkiYUnjQeUpgUAw4YNU3y3fHEayGkmf/zjH7F582b0798fJ0+exPjx4/H0008Hba603W4Xz25TBXUGgwEJCQnQ6XRwuVxCsDSW+kHvqyvgmcClJekeFRUVQifQQnTXrl2Ke0I+9qsdCmihLE9NdDgcYqwI5pST4D3zIIRuFLVDgTrSStBARduNffr0AeAWsXTzZWRkKAyTG4Peq6+vh8vl8hodMhqNyMjIQGRkJKxWq4huBmIUlpg5cyY0Gg2++eabsLLbIjGnjsQGo8hrjr/97W+Ii4vD7t27FVtgwYA8nUD+rMmjLyQeKVVHXi188OBBOBwORW4kFQJR5FRd2OXt++i+uOyyy8RrWq0WI0aMAKDs6BWo9OvXD5s2bcKNN94Ih8OB++67D7///e+b7XoYaNTU1KC8vBwul0vRJtRbXqLT6YRWqxVCl+YKb895RESEV0ETzFG2cKAlY7ZGoxHHUdvwnTt34uzZsyINyJuIpWeD7gG11qDceIr0BiMsYjsRmrjUDgXyimI5dNPSjUeOEIWFhV6LupqKpMgN0uvr68Vny5sW2Gw2hZctCQZ5m9JAGxCzs7Nx+eWXAwD+85//+PlsOo/GIrHBvKJujPj4eMyZMweAOxpL3amCAXk6gTwSK4+k6fV6xMXFidz2w4cPi5+RUgn69u0rFqsUZXM4HOjXr59il6S6ulqIIbkopfvCYrHg3nvvRUxMDO655x6xQ6Nu+x2omEwmvPvuu3jxxReh1+uxYsUKjBgxQlg+Bgu0u0ZR1saQXzegYS7w9pzX1tZ6TScIpII9xpOWXB+j0Sg0wpAhQwAA27dvF/eRuvbFm1cs0BAQo0URiVi5i0mwEXozXgBDEwZFVOVOAydOnPA4XqvVwmq1ikmQxOSxY8c8RGxjfqCE3CBd3oL30KFDHpY/tF1BjBo1yuNnCCTkdltyW5FQRt1ikgatUC3iuOeeexAfH4+9e/fi448/9vfptAqKjDaWTkDvpaene3T0o6IueVtS+aQn306nYj/6PrmIlYuaqVOnYu3atbjxxhvFa8H03Gg0Gtx55534+eefkZGRgUOHDuGcc87B66+/7u9TaxG1tbUeYgLwLmboeVY7FKifc0mSUFxc7DUSG4q7M6GEXq9XBKO8YTabxRifk5OD2NhY1NTUYP369QAaujMSahFLedHqgBjpjsba2wcDLGI7EZPJBI1Gg4yMDERERKCmpkYUccjz2wi58bnJZBIT2fHjx4WIJWPq5nJWaQItKysTEWCNRoPIyEhR3UyT3sSJE8W/y8rKEpHjiIiIgCwamjBhAnJyclBdXY23337b36fTadjtdg9PyFAlLi4Of//73wG4o7HBUqxis9m8pu6oRQh1S6JdEHpG9+/fD0ApYuUttOX2fPSZ6nQC8qMMFGcRXzFixAhs27YNl19+OWw2G2677TbccsstXsfSQIHEprqoC/AuNuk+V3vFqu9/dRGwvPkJR2IDH2pP36dPH4/nlNKFyKZTp9OJwNKKFSsAeO6k0HxAIpasUOn+oUAViVhJkoIuLYdgEdvJdOnSBZGRkaJrD01Sdrvdw+JGq9WKQalLly6ia4fNZhPekSRim4rAlZaWiu3JQ4cOKVrO0urNZrOJG3/IkCGYMWMGBgwYgPnz54tjAjEKC7jFeLjZbRkMBlRXV4tIHAmbUJ6w/vrXvyIxMRH79+/HBx984O/TaRHynZTG0gmAhueX8uUPHjwIu90uxKxcxNLiE1CKWPpM2nakRSlZd6WlpTX6DPu7W1dbSUxMxBdffIHHH38cWq0Wb775JsaMGROw+fGNecQCTT+76nQCdf4spReoO/ilpKQEZOCB8YQaFKnbAssDVGSxRZ1KKR2A8uRpHlBHYg0GAyorK0UePeXVyvPvaWEVbLCI7WTIwory3+Rb++qByWaziZWTxWJBRESEoi0h0NAPvTGoXzJVNNfV1Xm0nKX/p9WeRqPBzJkz8fbbb2PAgAHimECO5JDd1oEDB7Bq1Sp/n06HY7PZxAAVExMjcpVDNZ0AcP+c9913HwDgkUceCfhoLNngqdMJ0tLSPIQFiVLybT148KBwFaBUA8JgMIhnt7i42GPx662wi+jbt68ikgu4hWCgF3U1hVarxbx587B69WokJSVh165dGDFihN87OpaWluLAgQOKdC0Sm2oR25jYpOdanU5QXl6uuO7qSCwtXJpKYWECF3VbYPnrJpMJY8aMUbxOuqKqqgpRUVEeIvbUqVPiPqTOf4D7PqSFcLDeKyxiOxmysqKVk7z9m3pSrqioEDceDWLyvtZdunQRk09jq3ga3OQiVt5yFlBWN2dlZXktNAj0ic5sNuPWW28FED52W+p82HBg1qxZsFgsOHjwIN577z1/n06T0KJUnU7gTazQLog8Eku7NL179xbiJy4uDlVVVULcHDp0CHl5eSgtLRXPurpjl3ph07t3b0XvdtoVCnYuuugibN++Heeddx6qqqpw7bXX4t577/WL/21eXh4KCgpQVVWFgoICYTBPu0RqEateWBAUOffWelYe9KCdPMqJpeMDfaHHtB5qR0ypR4CyaUltba2HiJXnYVssFsTExIj5nLpzNnYPBjosYv2A2WwWEVVvBV0AxICk7uoij8jIO3U1FoEjoeotEhsTE+OxXQG40wnS0tJgMBgQGxsbNBMd2W2tXLlSFMSEKgaDwWu3rlBOJwDcz87cuXMBAI8++mhAGvSrac4nFnBPTF27dhX554WFhdi2bRsAZSpBamoqCgoKFL6wgNsLloQuRWJJAHm7J+S920OJbt264fvvvxf5088++yzGjx+vCBZ0NNSLvq6uDt9//z0KCwvhdDqxdevWRiOxjbmKUNDDm4iVC1S73S7ek7cGZxEbepA7yYUXXgjA7TA0fPhwxTFqiy1AmS+t0Wg87qlg3cVjEesnvEVi5dAqm248EpryKsaBAweK/29ssKLKR7mIpRvcZDI1mi+VkpKCgQMHonfv3kEz0WVlZeF3v/sdgNC323I6nV4jseGQD3z33XcjKSkJhw8fxjvvvOPv02kUEpHq7f3G8lLNZjO6dOmC5ORkuFwu0aFM3k+dJhp6buUTT2OR2HAjMjISTz31FJYvX47Y2Fj8/PPPGDZsGNasWdMp33/ixAm4XC7Mnj0bc+fOxdSpU0WOLlmmqd0JmhIQZrNZjP9lZWVeF24ul0uRD0t1DMHaDIJpHOq+N2PGDNx8881YtGiRopAP8G6xpdYSdO+p3YmCDRaxfkCe20oDHr1OkCiVbwEASuF63nnnKT6zMSwWi4jgms1mMQGG4iRHdltvvfVWUNkGtRZK1AfCKxILuBdf//jHPwAAixYt8sgJDRT0ej0SExMVkdjExMRmC23UFndyn2b5ZwNQ/Ow0ZqhFszcT/XDgmmuuwdatW5Gbm4tTp05h4sSJeOyxxzp0oSdJEurr67Fz505s2bIFgDtw8NJLLymO8+ZO0Bh2ux1xcXEimEDONPLAhclk8upMECwBCKZ1GI1GREdHY9asWbjkkksU76WkpIg5QT4HqkUs/Zc0RrB6jAfnWQc5BoMBycnJ0Gg0sNlsXlsJkihV58Tm5OTg6aefxpNPPqmY3JpzDqD3JUlq0fZmsHLxxRejX79+qKmpwVtvveXv0+kwysrKhIgN1lym9nDnnXciJSUFR48eDdjrLEkSysrKFIVdZWVljYpumkTkkdcePXoo7HPMZjMyMjI80gnItg+AV5/YcCU7OxsbNmzALbfcAqfTiYceeghXXHFFh1Vi03j97bffAmioJv/ll1/EdamrqxMLCxISTS0+bTYbtFqtSCv57bffALiLdSjqXllZKSKxVNQFhMfOTDjSWHvx+Ph4dO3aVURia2trxRih1hK0gKLUFrlTQTDBItYPOJ1O6PV6cRNRYrV8wKFBTb16AoBx48bhoosuEn/X6/XNRnfkzQ5aYr4erGg0GhGNDVW7Lap6p1W2PJ0gWPOaWkt0dDTmzZsHAHjssccC8uemc1IXdjV2rvT6JZdcIp7Nq6++WrxPuygWi0VMYvHx8SKv3Ww2w+VyCYHUXPpCuBAVFYXXX38dr7/+OoxGI7755hsMGzYMmzdv9vl30e+eOohNmzYN3bp1Q319vchxJgFtMBjEQqOp+5cKbckphiK8DocD+fn5omENzSOB7CLD+IbGFqhJSUmoqKiA2WwW9w2lnal3ddWR2LNnzwZl+1kWsX6AIi402NDgIw/n22w21NXViZuqqWYGLdlClotYmlQjIyMDdiu2Pdx0002Ii4vDwYMHsXLlSn+fjs+hiZIisXIRGw7pBMSf//xndOvWDceOHcMbb7zh79PxgK6FeuejsWtEYrNLly549dVX8cgjjyi6anXv3l38P31WZGSkWMDq9XqYzWbhCW0ymVqUvhAu3HLLLfj111+RnZ2NgoICnHfeeVi6dKlP80Z1Oh3Onj0r/H1zc3PFjtnevXsBKIu6WtLuk4Id48ePBwCsWbMGhw4dEu+TSKH6Cqq3AHgBE6o0NoZQxz+NRiNSCmjRpE43IU0h79YVjA0PWMT6AVp1q0WsfDUurzaVr9i9Id8+agwSsVVVVWLbqb6+XtjzhBImkwm33XYbgNC226JILKUTNNd6ONQwGo144IEHALijsXLj/0CAcmLlOx9NiUqTyST8YnNycjB58mQRTSF/SEJeqElIkoTjx4+Lv0dHRzeZvhCO5ObmYsuWLbjmmmsgSRJmzpyJP/3pTz7LG3a5XPjtt9/gdDqRkpKicJyg4i4SDVRlDjS9+KTrPmjQIOTm5sJms+GWW24R0V6CnG5IxMbFxYXVeBBOeGtVS1aZNDbII63ybl3qdAL5/N+SRVWgwSLWj6hFLLUQBdw5sWpLDMBzsDOZTC1qOUpFAGfOnBEilj6L2s6GEmS3tWrVKlERHCrQdVOnEzTXejgUue2229C9e3cUFRXhtdde8/fpKKCcWHk6QXOisrFiS3XqjzcRa7PZxM5NVFSU2NkJxFQLfxIXF4dly5bh6aefhk6nw/vvv49Ro0aJSGlbkSQJlZWV2LlzJ4CGrkgkYik6661bV3PXKCEhARqNBs888wwGDx4Mq9WKpUuXivddLpcQsVQ0zAI2tJG3qpVbZdKiRy5iKysrhQag+06dEws0jCvBBItYP0BbPGoRS/6CgFuoqHNYACAzMxNZWVmwWCzIyspCTk5Os98nSZKINMibHchv2FCb6DIzM3HllVcCCD27LcrzVUdiQzH/tzkMBgMefPBBAMDjjz8uBGMgUFNTo2gnTUK0qahfYwsR9eu0kFG3nfXWrSucUkxaikajwb333osffvgBqamp2Lt3L0aOHIkPP/ywzZ9J15VagpPLBJnSHz9+HJIkea1zaA5KJYmPj8djjz0GANi+fbsitYiuPXVvasqxhgkNvHX2onlALmLpnouPjxe7PSRi5QI3GB0Kgu+MQwDquKEWsUCDmCwtLfUqYm02m2gb15IILP0bbx27murlHgr85S9/AeC225L75QU76kgsidhQvIYt4ZZbbkGPHj1w8uRJvPLKK/4+HQVykdkSS7v4+HiP1CFvuy10rdWLT4rEsjNByzjvvPOwfft2XHTRRbBarZg6dSpmzZrVpkV9aWkpHA6H2OYfMmQIAPf4bTKZ4HQ6UVhYqPBzJZrLXZVvH6empiItLQ0ulwu7d+8G0JAPa7FYxL3BIjY8oesvb2bgzX4tNjZWiFbKhQ3GYBaLWD+RkJAgRGxJSYl4XavVQpIkhYhVGxm3FoPB4FXE0mvytrOhxEUXXYT+/fvDarXizTff9Pfp+BS5VVo4WmzJ0ev1eOihhwAATzzxhIhI+Rt5ZFSn04kISHOLjZycnGZ3W7yJWHk6gVzEBuPE1JkkJyfj22+/FRH9JUuW4IILLhB+rC1h69atqK6uxv79+1FTU4Po6GiRRqDRaER3xSNHjghBQbUMycnJLRp/5X7f5Be+Z88eAJ75sEz4otfrkZKSoojEels46XQ6j+KvYCwEZBHrJ2w2mxCxZ86cERONzWbz6NYlz51qy02m1+tF21i5iE1PT/fadjZUUNttUdV2sFNTUyOisBqNRtwT4WpqDwA333wzevbsiZKSEg9jeX/hdDoVzgSU196StI/mdltIxFZXV4t0Ba1W6zWdIBi3CDsbnU6HRYsW4auvvkJCQgI2bdqEYcOG4X//+1+z/3br1q0AgJ07d+Lpp58GAJxzzjmKSCiNv0ePHvXwc23M89MbdD9kZWWJzwMaIrGUDwtwJDaciY2NVYhYCpTJPaeBhuJCErG00A4meHTzI3FxcWIyooENaLxbV0JCQpsjpjS41dfXi88IB/udP/3pT4iPj8fhw4dbNCEFC/JUAhYp7sH3n//8JwDgX//6V0D4HRoMBg+PWHq9vdCCrLi4WDiMOJ1OryI2HHOl28rll1+Obdu2YcSIESgrK8Pll1+O+fPnN7oApjF606ZNuP3227Fz507odDrcdNNNiuMoEnv06FGPrd3WRMr1ej0SEhJEagFFi71FYoMxqsb4Bq1W6zUSSyKWFk4kYqnhUjDu2vDs5ycMBgM0Go1HXqzBYPDo1kU3Y0tzYL0h94mlSGwotp1VE4p2WwaDwSMfll4PZ2666SZkZWXh9OnTisptf0FFF4BvU3ckSRLPcH19PQC3mNFqtV7TCcL9vmgtPXv2xPr163H33XfD5XLh0UcfxaRJkxSBBoLEIzVWGT16NN544w3hTCD/TADIz88Xzy5FYuXtY1tCYmKiQsTKnQlIxLYn4MEEP06nUyFiSV+QiCXxSmKWIrGBsPhvLSxi/QSteKiSVO4Vq+7WRYNdeyYjEqx2u12sujQaTchZa3lj5syZ0Gq1WL16tWjZGMw4nU6vLWfDPeImj8Y++eSTAZFeQQvS+Ph45OTk+CR1x2aziW0/+fPrdDrFPUDPezjstnQEBoMBS5YswX//+19ER0djzZo1GDZsGH7++WdxjCRJqK+vR0FBAfbu3StSEqizlhx5JBZwR0nbGil1Op1IT08Xi5YzZ8542GtxFDa8cTgcsFgs0Ol0sNvtogCQtIROp0NaWppHJLaoqCjoNAGLWD9Bq291JNZut8PpdKKurk74xtK2U3tEirzYhXokl5WVhWSzAzU9e/YMKbstg8Eg7g2OxCq58cYb0bt3b5SWlgbEtaZnLSIiAvn5+T551gwGgxCm8glHq9UKz0eKxHKzg/Zxww03YPPmzcjJyUFRURHGjRuH5557Di6XS0Rmv//+ewDAyJEjPfJbjUYjEhIS0L17d9G4AnDnyFKOdGsjsXa7HQaDQQRAjhw5Iu4zisS29jOZ0MJmsyEiIkIsaijCSpFYrVYLk8kk7le5V2ywpRSwiPUTjYnYqqoqOBwOMdkZjUaxqm5rYZIkSThx4oRHL2Xa4gzFZgdqqMDrnXfeCcrWemq8RWIZt1icP38+AOCpp54SW7f+QJIkHDt2DECDnZ0vnjW9Xi8iKpROkJGRAafTye4EHUD//v2xefNm/PGPf4TdbsecOXMwceJE0fp17dq1AICLL75Y8e/MZjMGDBgAo9GIiIgI9OjRQ7xHhV5A2wUnpRRs2bIF9fX10Ol04r7wZStdJviguV5+z0VERAi/YavVCoPB4BGJBYIvGMIi1k/QIKMWsZWVlYrWsPJuXW3NV7HZbNBoNOLmpM8J5WYHasaNG4eBAweGhN2WzWbzmhMb6tewpUydOhV9+/ZFWVmZX/OgbTabouWs/PX2Qo4ler1eOIxYrVZudtBBmM1mvP/++/jPf/6DiIgIfPfdd5g2bRp+/vln/Pbbb9BoNLjgggsAuH/3OTk56Nu3LwCI4j76OwCMGDFC/H9ruyRRigqJ2B9//BGAuyECvcfXPLyhgJd8sZSRkSHuD8qpV7sTBCMsYv0EFWl5a3hQX1/v1Zy4rX2NaUBTD5ah3uxAjtxu6z//+U9Q221ptVqPlrP0OuOOQixYsAAA8Mwzz/it0YVWq1VYbMlfby/0vDocDuj1ekiShKKiIg8Rm5aWxjmxPkKj0eDmm2/Ga6+9huTkZBw7dgz33HMPALcolbfzlEfCKWBx3XXXQavVIikpSQheoPUFu7QzRyL2wIEDAJSCJZjHN6b90PgwfPhw8Zq82FCj0cBms3mNxAZbMIRnPT9hMplgMBgUIpYGu7q6Oq8itq19janbi/rfh3qzAzU33ngjEhIScPjwYXzzzTf+Pp02U15ezoVdzXD99dejf//+qKiowPPPP++Xc+hIyyt1swP6r/r7uHOXb6mpqcHAgQPx3//+F7m5uQDc1+Luu+8Wx6hbH1MxX25uLr7++mt8/PHHQojq9fpWj71qmy1CLmK5sCu8oXSCUaNGoU+fPjAajbjuuuvE+1qtFlqtVuFOQPoj2IIhwXW2IYbRaBQ5TDabTQiTxkRsewcmtYjt27dvSDc7UBMdHY3bb78dQPDabUmShJKSErbYagZ5NPa5555TRBo6i470iVWLWJp41N8XbBNSoENjcHx8PF555RW8/vrr+OyzzxRRLnmrYTpW3gpUPo5TB67WQs0w5JADgtls5sVLmEP3m16vxzvvvINvv/1Wkc4SHx8Pp9MpIrE2m02MHcEWDOERzo8YjUbo9XqxDSVPKSARSwLTYrG0OVoqSRIKCgo8ROyZM2f8WvjiD+6++25otVp89913QWm3RaKFFjyUTtDS1pXhxB/+8AcMHDgQlZWVeO655zr9+/V6vUgBIlHpq10PmqSoSIwmHsp3p+8Ltgkp0DGZTGLi1+l0yM3NFYEIQt5hkRg4cKDH4sVkMrXZ+9tgMKBr164KsTpkyBAAresAxoQmer1eBMAiIiIUi2ha5Gi1WkRFRQldQHmxwbbwDa6zDTFoMvOWF0vuBDRAynPqWgsJH7mIjY6ORkRERFg4E8jJyMjA1VdfDcBtUB5s0ABDAw5NWDxxeaLVavHwww8DAJ5//vlOL14oLS0Vz3FUVBTS0tJ8tuvBkVj/kZmZiZycHIVlFqHX6xu9xgMHDkRWVhYsFguysrKQk5PT5nOgYt2rrroKANCnTx9Fy1mG6dGjh4duMBqNIiJLC1x1cVewLXx5hPMjVCnoTcTK3QnaC0148m0s6iQEBF8id3v5y1/+AsBtt+WPbeb2YLPZ4HK5xIAj3w5iPLn66quRm5uL6upqPPPMM532vbT7IY+M+tJIXC1iORLbuZhMJgwZMgRZWVkwmUyIjo5GRkaGR6cuNZQG0J7ui0BDysKsWbOwaNEixYJcnZPLhC/9+/dXLJzkjThogasWscG28A2usw0xSFSSiCXDapfL5TUntr3IB065oA22m7a9XHjhhRg0aBDOnj2LN954w9+n02qsVqvwB6UBiPGOPBq7ePHiTmvsQeJSHRn11WJDLWINBgNcLpfH93GedMdCndj69evXqbUF5C2r1+tx6aWXKlIY1Dm5THjT2MKJxg7axaOATrAFRMJLvQQYer0eKSkpostKYWEhAHeuKm0XUYeN9kA3pdyOSS5iwy1aE8x2WwaDQdGViVJEWKw0zpVXXolhw4ahpqYGTz/9dKd8Jy0M1W4Bvlow0vWuq6uDJEnQ6/XQ6XSKtrMmk4nzpEOUppxqvOXkMowaWgipI7HB1u2tTSPqkiVL0LNnTxiNRowePRqbNm1q9Nj6+no88sgjyMrKgtFoRG5uLlauXKk4prq6GrNnz0ZGRgaioqIwduxYbN68WXHMzTffDI1Go/hz6aWXtuX0A4qoqCj06tULgLt9INAQkU1KShI90in1oC2QSJOvxORV7cEk4nzFDTfcgMTERBw9ehRfffWVv0+nxdhsNrFilufBBtvquTPRaDQiGvvCCy+IVJ2OhMSkOjLqqwUjiePa2lrk5eWhqKhI7N5oNBoYjUZYrdY2N0hhApvG0hEiIyPDxm2GaR+kKdRese3RGv6g1SL2o48+wpw5c7BgwQJs27YNubm5mDRpUqMTw0MPPYSXX34ZL7zwAn777TfceeeduOaaa7B9+3ZxzG233YbVq1fj3XffRV5eHiZOnIgJEyagqKhI8VmXXnopTp48Kf588MEHrT39gMNutwt/v6KiItTV1YmfW56o355IG01k8oFPXlEr75scLgSr3ZbdbhfXS55KEGyr587m8ssvx8iRI3H27Fk89dRTHf59FHGlZ48KLHwRiZUkSQhWyrEtLi5WNFag76mpqWn39zGBB3l/y0lMTMTgwYP9dEZMsEG7sXKvWABBV+jd6hH12Wefxe23344ZM2agf//+eOmllxAdHd1obuG7776LBx54AJMnT0avXr1w1113YfLkyaLIora2FsuWLcOTTz6JCy64ANnZ2Vi4cCGys7Px4osvKj6LmgPQn1CpyO7SpQtiY2PhdDpx7NgxEYlNTU0Vx7Qn0kY2P3JRLBexwXbT+gqy2/r++++xe/duf59Oi1EXdTHNI4/GLlmyRFFE2RF0ZE6szWYTaQKUGw14FnUBbHofylgsFgwaNAh9+vTBoEGDFM0OGKalqNMJfFmA2hm0SsRKkoStW7diwoQJDR+g1WLChAnYsGGD139js9m8tjtdv349AHcEyeFwNHkM8cMPPyApKQl9+/bFXXfd1WQEkfrLy/8EIna7HRqNRgxAhw8fFrmxvrJMod8tpS0AbrsXwpfFY8FEjx49cM011wAIHrut2tparyI22LaA/MGll16Kc845B7W1tXjyySc7/PucTqfXZgftxWAwiDQjp9MpovDevouOY0ITvV6PmJgYzn1mWg0tqNUiVv5eMNAqEVtaWgqHw+FRbJScnNxoZGPSpEl49tlnceDAATidTqxevRrLly8X0caYmBiMGTMGjz76KE6cOAGHw4H33nsPGzZsEMcA7gnonXfewZo1a/B///d/WLduHS677LJG8zmfeOIJxMXFiT9t7YzS0dAERAJz3759OHjwIAAgKytLHNeeiAr928TERCxcuBC33347Ro4cCcAtfsI5h4oKvN59992At9uSJAmlpaUoKSkBoFx8cGFX88ijsS+++KJifPE1ZrNZ2KEBDcLSF5FRvV6vWJDW19fDYrF4jcRyOgHDMN6gOUOdEwsEl2NRh5/pv//9b/Tu3Rs5OTnQ6/WYNWsWZsyYofglvfvuu3C5XEhLS4PBYMDixYsxdepUxTF//OMfceWVV2LQoEG4+uqr8dVXX2Hz5s344YcfvH7vvHnzUFlZKf5QdDPQoCjp0KFDAQCbNm3CoUOHAAC9e/cG4J742rPSludP/e53v8Mdd9wBrVaL6Oho0f87XDn//PORm5uL2tpavP766/4+nSah1TEtGOXpJuHmMNFWLrnkEpx77rmoq6vDv/71rw79LhKVGo3G54sM+S5NdnY2YmJiOiTqyzBMaKLX65GcnCzSMisqKkRQMJjmk1aJWIvFAp1OJyJBRElJifA6VdO1a1esWLECVqsVBQUFyM/Ph9lsVkQSsrKysG7dOtTU1KCwsBCbNm1CfX294hg1vXr1gsViEVFLNQaDAbGxsYo/gQgVW40YMQKAOxJrs9lgMpnEROWLrWLKn0pPT0dKSorwNgx3gslui86NIojyZ44jsS1DHo19+eWXPYpHfYW8F7m80MpX23QREREi193lcsFgMHiNxPJ9wTBMY5jNZsTFxUGj0cDlcol25oE8D6pplYjV6/UYPnw41qxZI15zOp1Ys2YNxowZ0+S/NRqNSEtLg91ux7Jly0S7PDkmkwmpqakoLy/HqlWrvB5DHD9+HGfOnFFEo4IRvV6PyMhIJCUlYdSoUeL1sWPHem1r2N7vSkpKQlpamqLndrgzdepUdOnSBQUFBfjyyy/9fTqNYrVa4XQ6PSKxsbGxnBPXCi666CJccMEFsNlseOKJJzrkOwwGg7DBkrd+9JWolEd3bTabIv9W/n3BFFFhGKZzsdlsiIiIEB7ylBcbsjmxADBnzhy8+uqrePvtt7F3717cddddsFqtmDFjBgBg2rRpmDdvnjh+48aNWL58OQ4fPoyffvoJl156KZxOJ+bOnSuOWbVqFVauXIkjR45g9erVGD9+PHJycsRn1tTU4L777sOvv/6Ko0ePYs2aNbjqqquQnZ2NSZMmtfd34Hd69OgBwN1CkAzsp02bJt7n4oyOJSoqCn/+858BBLbdltPpRFlZGerr66HVakVuelPG54wn8mjsq6++imPHjvn8O/R6vciHpQWjr5sPkIitrq5WRGLlC1SOxDIM0xjqvFgSscE0brRaxE6ZMgVPP/005s+fjyFDhmDHjh1YuXKlmFDlFlGAu6PMQw89hP79++Oaa65BWloa1q9fr/AsraysxMyZM5GTk4Np06bhvPPOw6pVq4R40+l02LVrF6688kr06dMHt956K4YPH46ffvopqH7ZjREfHw+NRoP+/fvj66+/xnfffafY6ucOLB3PXXfdBZ1Oh7Vr1yIvL8/fp+MVl8slBFdKSopIMyGxxLSccePGYfz48ZAkCY8//rjPP99qtQr3FIqM+rL5QGlpqdip2bNnD6qqqsTf6fsyMjI4Qs8wTKPQbhGlptH80lntuX1Bm5ItZ82ahVmzZnl9T11odeGFF+K3335r8vOuv/56XH/99Y2+HxUVhVWrVrX6PIOJHj16oKCgwKN62WQy8dZ/J5Ceno5rrrkGn376KV544QW88sor/j4lDyRJEkV/8nxxttdqGw8//DDWrl2LN954A/fffz969uzps8+uqanxWmhVU1PT7udZkiQUFBSIRX59fT0KCgpErQLl04ez6wjDMM1TV1cHwF0c+ssvv4j5pbKyUrSzDnSCx0chxLFYLB43TEREBHJycvx0RuEHFXi99957AdPFrKKiAvv378fu3btRWVmJw4cPA1Dar3E6Qds4//zzMWHCBNTX1+Oxxx7z6WebzWZhb+Xr5gOUr0bjBRmTy3Nwg82wnGGYzofSCLKzswFAUSgfKHNgc7CIDSAGDRqEjIwMxMbGIiMjI+ztrzqb8847D0OGDAkYu638/HwcOnQI1dXVQrj42kM43KHc2LfeekssEHyByWQSRVXkjJKYmOiTXRVKoZJHYoEGEUvfEUzFGQzDdD6U1kki9sCBAyI9rbq62l+n1SpYxAYYFosFvXv35q1APyC321qyZIloROEPKioqRP7k2rVrhU0dpeb0798fgDvqFgxbPoHK2LFjMWnSJNjtdixatMinn00WWGRp56u2oOT73FQkFgiu4gyGYfxDfHw8MjMzERkZiZqaGpw4cQJAQ6oB4B5jqqurA3J3h0Usw8iYOnUqLBYLjh07hi+++MKnn92agYCqRH/88Ufcd999WLRoEX7/+9/DZrOhS5cuonkF58O2H4rGvvPOO436TrcF2o5LTEz0ucOIxWIRUZTU1FQkJiaKHFyTyYTExERe3DAM0yxRUVGIjIwU0dj8/HwA7h0eq9WK0tJSbNu2Dfv370deXl7AFX2xiGUYGUajsUPstkpLS5GXlycGgsbaNBNkjv+///1PvEai6LzzzhNRPrknKNM2Ro8ejcmTJ8PhcODRRx/1yWeWlpaioKAAgNs4vCMGf8qFliQJZWVlInIfFRWFsrKygIyaMAwTWNA4QvU3JGIB95xTUFCA6dOn45JLLsGOHTtQUFAQUGMLi1iGUUF2W+vWrcPOnTvb/XlUTS6nqKioSSEbGRkJl8uFHTt2AAAmTJgAwD3g3HDDDeI4dq7wDRSNfe+997B///52fRZd76qqKgANOcu+HvwpXYAKyOSRWIBzYhmGaR4an/r27QvA3TWUcDgccLlcKCoqQnl5uWiKEEhjC4tYhlHRvXt3XHvttQCAF154od2fRyJDTVMV5CaTCWVlZTh9+jQ0Gg0WLlyIjz/+GMuXL+eirg5gxIgRuOKKK+B0OvHII4+067PoelNhhLzltS8HfxKxlLsmj8QCwdU6kmEY/6DX6xEXFycisXv37hXFXRqNBpWVlWJsoS6RtFMYCATOmTBMAEEFXv/973/bbTVCBTffffcdHnzwQRw/fly819gWs9PpRFFREQAgOTkZRqMRvXr1QlJSkjjG1x2gwh2Kxn7wwQfYu3dvuz+PxGxMTIx4zZfFVvRZ1O9cHYmlSDDDMExT6HQ6ZGdnQ6fToby8HKdPnwYAlJeXi/kqKSlJpB4E0tjCIpZhvDB27FgMGzYMdXV1eO2119r1WXV1daiursaCBQuwatUqPPPMM4r3vFFdXS1EbLdu3bweI294wLSfoUOH4pprrml3NJai4xSJJRGblpbm00UHFfXZbDbY7XYR1ec8aYZhWoNOp4PRaBQFw5RSJQ+mpKWlieNpwRwIsIhlGC/40m7Lbrdjy5YtYit58+bNQnDIjfAJSZJQWlrqdfAguKVox7Bw4UIAwEcffYQ9e/a06TP0ej0SExNFtCImJgbx8fGitaMvKC0tFVt8cjs2oOGekqcxMAzDNAa1tqeuhfLdQvr/7t27i9cCaWxhEcswjTBlyhR07doVhYWF+Pzzz9v0GZIkwWq1KgRRXV0djh49CsB73iJtQ5NfH4nYhIQE9OnTB4MGDWIf4Q5i8ODB+MMf/gCXyyXSC1qLJEk4fvy4WLTExcWhoqLCZ0VdVDhGi5j6+noRGYmMjBR2XjqdziffxzBMaGMymWA0GsVcQwEU+f/LgymB5EHNIpZhGsFoNOKOO+4A0Ha7LRKk1KSAoO5QTfmHlpSUAICI4MXHxyMmJoYjsB3MggULoNFo8Mknn2DXrl2t/vcVFRXC59doNIoc1YqKCp+cH91TdO/QQglQRvYDqfiCYZjAJjU1VQhVeSSWRSzDBDF33nknIiIi8OOPPwq7q9ZAOa+HDh0C0GBjQn+nlqFyaICgoi+KugbSwBHKDBw4ENdffz0AtCkaW1VVJa5dly5dhKevt2vdFii1Rd6xS13UBUC0vWUYhmkOs9ksUgbkkVh1OoHZbA6oQAqLWIZpgrS0tHbZbdlsNtTV1QmHg3PPPRdAw8BQXFzssc1M4oP+DYlYFiWdx/z586HRaLB8+fJWLV4kSUJlZaW4dpRrBvhuEUIFXfJ0AnLAoOphX34fwzChT319vSKdwOVyQZIknDp1CkBDJDY5Odlv5+gNFrEM0wxyu63Wdl3S6XSiqUF0dLTw4jt58qQ4Ru0jq9VqYbfbxfYzCSHeHu48+vfvj6lTpwJoKPZqCXQtvYlYX3nEkvuBPJ2ARCylEyQnJwdUtIRhmMCmpqYGqamp0Gq1sNlsOHPmDE6cOAGXy4WoqCgkJCQACLxgCs+KDNMMY8aMwfDhw2Gz2fDqq6+26t9GR0cLwZqamirssuQiVg0NIIBbBAdil5RwYP78+dBqtfj888+xdevWVv1byomVF+A1lf/cGvR6vcKdor6+XqStkL2W3E+YYRimOXQ6HSIiIkQNRlFRkUgr6N69u0iLao9TT0fAIpZhmkFut7V06dJW5TZWVVUJl4Fu3bqJAeLMmTNClKojrHa7XRHJo/cDbfAIdfr27Ysbb7wRQMujsRQlJbPwxMRE8V58fLzPzs1isQhPR6DBt9FoNCIxMZGjsAzDtApyypEXd1Ham7yoi9KZAgUWsQzTAqZMmYKkpCQcP34cK1asaNG/kSQJ5eXlikhsXFyc2PKlNAO5xyfgHiTURV30OtO5/POf/4ROp8NXX32FTZs2NXs8RUnl1xzoGF9fynm1Wq1CxEZHR6OsrMxndl4Mw4QHtACX58V6E7GB1uqcRSzDtACDwdBquy3KaZVHYjUajYjGktBR5xjV1tZ2aGEQ03J69+6Nm266CYDbeqslVFZWKrbh4uPjfe7rW1paKgou5IVdlE7AqScMw7QGk8mExMREhYg9duwYAKBHjx4A3EGVQNvlYRHLMC2E7LbWr1+Pbdu2NXs85SlSxJWicvRfErEkQAB39La4uFhh0USwMPEPFI1duXIlNmzY0OSxRUVFKC0tFdc8LS3No6NWe1E3O5AkySMnlhc8DMO0lrS0NEU6QWFhIQCI1CVqoR1IsIhlmBbSrVs3XHfddQBaZrdF2/8UiVWLWBI6NTU1YvtXXd3Onbn8T69evXDzzTcDaDoaSwuQ4uJiOBwOGAwGsQhRO1C0B1rMeOvYRf3PAy1awjBM4GOz2YQfbEFBgdhRokhsIDrkBN4ZMUwAQwVeH3zwgSjeaQyj0QibzSaiquRMQMJUbtdFIoeKt7ylEwRaLlI48dBDDyEiIgKrV6/G+vXrvR5D15BaCqelpYlB35ctYCnKKrfYIhHbrVs3XvgwDNMmHA6HiMRWVFTA4XAgKioKXbt2BeBZvxEIsIhlmFYwevRojBw5skV2WwaDQURbo6KihFWWNxGrdh5QF3YlJCRwdM2P9OzZE7fccguA5nNj9+3bBwDo06ePeM2XqSB6vR5paWleRazcDYFhGKY1WK1WxMXFKRoa9OvXT9hr0X8DCRaxDNMKWmO3ZbPZFFXqNAB4E7GUekD/VUdifWnPxLSNBx98EJGRkfj++++xbt06j/cp6pqfnw8AorEF4DuPWCIlJUVE5uXpBLRQYhiGaS00nw0dOlS8lpubK/5f3hEwUGARyzCt5LrrrkNycjKKiorw2WefNXms3JmA8CZiaYvYYDDA5XJ5RGK5UMf/9OjRA7fddhsA79HYqqoquFwu7N69G4A7gkH4ehFitVrhcrkAKCOxDMMwbYV2BKdOnQqDwYCoqChceeWV4n3OiWWYEMBgMODOO+8E0LTdVm1trYdfKNAgTMvLy4XBNNls2Ww2RaEXbQ+zM0Fg8MADD0Cv12PdunVYu3at4r2KigoUFxfj9OnT0Ol0GDBgQIedR01NjdfCrqqqqla3RmYYhgHcNlsAMGDAACxbtgzLli1Denq6eD8Q5yEWsQzTBu644w5ERETg559/9tqSlCrVScTKI7EJCQnQarVwOp0oLy8H0NAtBWiI0JrN5oDcvglnunfvLvyC58+fL6KhVqsV9fX12LlzJwB3ty/5tfP14G82m73mxEZHR6OgoICbHTAM02rkhcQpKSke7asDsbiYRSzDtIHU1FRcf/31ALzbbZFoUdtrAe5KdYqwkmCl4w0Gg1d7LU4nCBzuv/9+GI1GrF+/Ht999x2AhsYWJGLleWSA76+fyWQSE4zaYgsIzIgJwzCBDRWNeiM+Pl5EagMJFrEM00bkdlvUPYmgyKq8cxMAxMbGAvDMiyWR43Q6hYiVV5qru3ox/qNbt24inWTBggVwuVwiKrpr1y4AShGblpbWIc4S8mYHJGK52QHDMO0hJSXFQ8impKQgKyvLT2fUNCxiGaaNjB49GqNGjYIkSXjllVcU71E/exKkNCg05lBQWVkJwJ3T6M0jNhAT6sOZf/zjH4iKisKGDRuwatUq6PV6nD17FgcOHAAADB48GIB7IUJthn2J1WoVno0ul0t41EZFRXGzA4Zh2kVKSgoGDRqEPn36YNCgQY1GZwMBnhkZph00Zrel0WhEFDY2Nla06yMRS+bR1DChtLQUVqsVxcXFXtMJOBIbWKSkpODuu+8G4M6NPXbsGPbs2QOn04nU1FSx1e/LJgdy5IVdQEPkv2fPntzsgGGYdqPX6xETExPwC2IWsQzTDq677jqkpKTg5MmTWLZsmeI9ErHyVSwNCBRlLSsrE++pW87KI7G8PRx4zJ07F9HR0di8eTPWrl0r8mEpCgsoC/Z8ibywS44895phGCbUYRHLMO1Ar9d7tdsqKyvzKmJdLhdSUlKEQJXbIVHUTi1iU1JSAn41HI7Ex8fjD3/4AwDg5ZdfxqZNmwAAQ4YMEcd0VCGEyWRCdHS0YnGj0WhExJ9hGCYcYBHLMO3kjjvuQGRkJDZs2IDNmzfDarXCZrN5FbFGoxFRUVFCoJJgBYCzZ88qXqNjqFiHCSwqKiowbdo0REdHY+/evdi2bRsAYMyYMeKYjuq0ZrVaIUkSoqOjxWtRUVHYvXs3+8QyDBM2sIhlmHaSkpKCKVOmAHDbbVFawJEjRwBAYRZNosabiKWtZ7U7AXVRYQKLuro6xMfH44orrhCv5eTkCCeK6OjoDoug0z0mj/TSYod9YhmGCRdYxDKMD6ACr48++kg0ODh06BAAIDs7G4C7wEuv18NgMChELBnmGwwGOBwO0QCBCnQiIiI67wdhWgx5sk6bNg3p6emIjo7GPffcI97vqKIuoMF03JuIBdgnlmGY8IBFLMP4gJEjR+Kcc84RdlsVFRUiotqrVy/FsTabTYjYuro6YZUUERGBiooKOJ1OaDQaEbUNxC4pTENUPTk5GcuXL8e3336LkSNHivc78rqZTCbxh5CnFnAhIMMw4UCbROySJUvQs2dPGI1GjB49WhQ0eKO+vh6PPPIIsrKyYDQakZubi5UrVyqOqa6uxuzZs5GRkYGoqCiMHTsWmzdvVhzjcrkwf/58pKamIioqChMmTBCejAwTCFx55ZUAgK+++kpEYdPS0oS4UOcvkgCRpxTQ/yckJHAENsDR6/VCqGo0Go8WwR1pdSVJEqxWq0LEUlEX+8QyDBMutFrEfvTRR5gzZw4WLFiAbdu2ITc3F5MmTfLoWEQ89NBDePnll/HCCy/gt99+w5133olrrrkG27dvF8fcdtttWL16Nd59913k5eVh4sSJmDBhgiiMAYAnn3wSixcvxksvvYSNGzfCZDJh0qRJqKura8OPzTC+pbi4GGPHjoVWq0VhYSF++uknAA2pBEBDWgBFydR5sQ6Hw6u9FuU/MoEH5b+q6WhHCUoXkC+MYmNjkZmZyT6xDMOEDa0Wsc8++yxuv/12zJgxA/3798dLL72E6OhovPHGG16Pf/fdd/HAAw9g8uTJ6NWrF+666y5MnjwZzzzzDACgtrYWy5Ytw5NPPokLLrgA2dnZWLhwIbKzs/Hiiy8CcEdhn3/+eTz00EO46qqrMHjwYLzzzjs4ceIEVqxY0fafnmF8xJkzZ2A2m9GnTx8AwHvvvQdA2X6UonYkQNQitq6uTiwG5UKEC7sCF5PJpGgPDLjTDDq6ww0thOSRWLPZzKknDMOEFa0SsZIkYevWrZgwYULDB2i1mDBhAjZs2OD139hsNo9ttqioKKxfvx6Ae4J2OBxNHnPkyBEUFxcrvjcuLg6jR49u8nurqqoUfximoyDxcM455yheHzp0KAB3xEztGaoWsTU1NSguLgaADmlVynQMmZmZwpUgJyenU3qM6/V6ZGRkKO4p9hNmGCbcaJWILS0thcPhQHJysuL15ORkMfmqmTRpEp599lkcOHAATqcTq1evxvLly0UFd0xMDMaMGYNHH30UJ06cgMPhwHvvvYcNGzaIY+izW/O9TzzxBOLi4sQfuc0Rw/ga6pR01VVXQat1P1ZpaWkYMGAAAPeii2gsnUCSJK8ilnNjAx+TyYTk5OQOa27gDYvFoujQpdPpRC42wzBMONDh7gT//ve/0bt3b+Tk5ECv12PWrFmYMWOGmOgBd8qBy+VCWloaDAYDFi9ejKlTpyqOaS3z5s1DZWWl+FNYWOiLH4dhvEJFPunp6Vi0aBHOP/98PProo+Ierq2tFcc6nU4A8Nq1q6SkBIBSxPIWMeMNq9WKhIQE8ffExERUVFQoagkYhmFCmVapRIvFAp1OJyZaoqSkpNHtz65du2LFihWwWq0oKChAfn4+zGazwnYoKysL69atQ01NDQoLC7Fp0ybU19eLY+izW/O9BoMBsbGxij8M05GQoJg4cSKee+45DB48WLxHXrBA45FYAB6R2MTERN4iZrxSU1ODbt26ib9THm5xcTE3O2AYJixolYjV6/UYPnw41qxZI15zOp1Ys2aNotWiN4xGI9LS0mC327Fs2TJcddVVHseYTCakpqaivLwcq1atEsdkZmYiJSVF8b1VVVXYuHFjs9/LMJ1FUy1G5YVaer0eFovFQ8S6XC4PEcsClmkMg8GAXr16ISEhAbGxscjJyRHvcbMDhmHCgVYn282ZMwfTp0/HiBEjMGrUKDz//POwWq2YMWMGAHf3mrS0NDzxxBMAgI0bN6KoqAhDhgxBUVERFi5cCKfTiblz54rPXLVqFVwuF/r27YuDBw/ivvvuQ05OjvhMjUaD2bNnY9GiRejduzcyMzPxz3/+E926dcPVV1/tg18Dw7QfKrYpKChQvG4ymTwEbkxMjBC2JGLLy8shSRI0Gg2SkpIAuO99hvGG0+lEVFQUPvnkEzgcDq951wzDMKFMq0XslClTcPr0acyfPx/FxcUYMmQIVq5cKYqujh07pshlraurw0MPPYTDhw/DbDZj8uTJePfddxWTemVlJebNm4fjx48jMTER1157LR577DFERkaKY+bOnQur1Yo///nPqKiowHnnnYeVK1d6uBowjD+xWCyIjY1FaWkp6urqkJiY6DVCK289W15eDofDgRMnTojPoHufi7qY5mhqB4BhGCaU0bjkyXohTFVVFeLi4lBZWcn5sYzfKSsrw4EDBzBmzBi4XC58++23+PXXXzF//nwMGzYMr7zyCgAgPT1dRGUZRo4kScjLy/P6Xp8+fUQHL4ZhmGCiNXqtw90JGIbxxG63IyIiQkTRzpw5I9IQMjIyxHEciWUaQ6/XN3p/tMfZhWEYJljgkY5h/EjXrl0BACdOnPAqYtlei2mMioqKRru5kY0bwzBMKMMilmH8AEXQevbsCQA4evQojhw5onjNYrGwOwHTKJWVlY2+x4VdDMOEAyxiGcYP0HYvCdY9e/bg8OHDACCskuS2XAyjRu5GIKdr1668+GEYJixgEcswfoB8PKmhx/fffw+Xy4Vu3boJ8VpVVeW382MCn+joaK+vN9YAhmEYJtRgEcswfoByXYcPH67wgh09erT4/+rq6k4/LyZ4aKyhATc6YBgmXGARyzB+wGQyQaPRICEhARdeeCEAQKfT4brrrhPHyH2SGUZNY3mvnA/LMEy4wP49DOMn4uLiUFFRgQULFmDQoEHo378/+vTpI95nf1imKbx1iMvIyOB8WIZhwgYWsQzjJ9LT01FRUYGYmBhMnz5d8V5iYiJMJpOfzowJFqhDnM1mg8FgYAHLMExYwSKWYfyEt0iawWBAZmYmC1imxej1ehavDMOEJSxiGcaPcCSNYRiGYdoGi1iG8TMcSWMYhmGY1sPuBAzDMAzDMEzQwSKWYRiGYRiGCTrCJp3A5XIB4C5IDMMwDMMwgQrpNNJtTRE2Ipa6H6Wnp/v5TBiGYRiGYZimqK6uRlxcXJPHaFwtkbohgNPpxIkTJxATE6No89mRVFVVIT09HYWFhYiNje2U72T8C1/z8IOvefjB1zw84eveObhcLlRXV6Nbt27QapvOeg2bSKxWq0X37t398t2xsbF8w4cZfM3DD77m4Qdf8/CEr3vH01wEluDCLoZhGIZhGCboYBHLMAzDMAzDBB0sYjsQg8GABQsWwGAw+PtUmE6Cr3n4wdc8/OBrHp7wdQ88wqawi2EYhmEYhgkdOBLLMAzDMAzDBB0sYhmGYRiGYZigg0UswzAMwzAME3SwiGUYhmEYhmGCDhaxHcSSJUvQs2dPGI1GjB49Gps2bfL3KTEdyI8//ogrrrgC3bp1g0ajwYoVK/x9SkwH88QTT2DkyJGIiYlBUlISrr76auzbt8/fp8V0IC+++CIGDx4szO7HjBmD//3vf/4+LaYT+de//gWNRoPZs2f7+1QYsIjtED766CPMmTMHCxYswLZt25Cbm4tJkybh1KlT/j41poOwWq3Izc3FkiVL/H0qTCexbt06zJw5E7/++itWr16N+vp6TJw4EVar1d+nxnQQ3bt3x7/+9S9s3boVW7ZswUUXXYSrrroKe/bs8fepMZ3A5s2b8fLLL2Pw4MH+PhXm/8MWWx3A6NGjMXLkSPznP/8BADidTqSnp+Mvf/kL7r//fj+fHdPRaDQafPbZZ7j66qv9fSpMJ3L69GkkJSVh3bp1uOCCC/x9OkwnkZiYiKeeegq33nqrv0+F6UBqamowbNgwLF26FIsWLcKQIUPw/PPP+/u0wh6OxPoYSZKwdetWTJgwQbym1WoxYcIEbNiwwY9nxjBMR1JZWQnALWqY0MfhcODDDz+E1WrFmDFj/H06TAczc+ZMXH755Yq5nfE/Ef4+gVCjtLQUDocDycnJiteTk5ORn5/vp7NiGKYjcTqdmD17Ns4991wMHDjQ36fDdCB5eXkYM2YM6urqYDab8dlnn6F///7+Pi2mA/nwww+xbds2bN682d+nwqhgEcswDNNOZs6cid27d2P9+vX+PhWmg+nbty927NiByspKfPrpp5g+fTrWrVvHQjZEKSwsxD333IPVq1fDaDT6+3QYFSxifYzFYoFOp0NJSYni9ZKSEqSkpPjprBiG6ShmzZqFr776Cj/++CO6d+/u79NhOhi9Xo/s7GwAwPDhw7F582b8+9//xssvv+znM2M6gq1bt+LUqVMYNmyYeM3hcODHH3/Ef/7zH9hsNuh0Oj+eYXjDObE+Rq/XY/jw4VizZo14zel0Ys2aNZw3xTAhhMvlwqxZs/DZZ5/h+++/R2Zmpr9PifEDTqcTNpvN36fBdBAXX3wx8vLysGPHDvFnxIgRuPHGG7Fjxw4WsH6GI7EdwJw5czB9+nSMGDECo0aNwvPPPw+r1YoZM2b4+9SYDqKmpgYHDx4Ufz9y5Ah27NiBxMRE9OjRw49nxnQUM2fOxPvvv4/PP/8cMTExKC4uBgDExcUhKirKz2fHdATz5s3DZZddhh49eqC6uhrvv/8+fvjhB6xatcrfp8Z0EDExMR557iaTCV26dOH89wCARWwHMGXKFJw+fRrz589HcXExhgwZgpUrV3oUezGhw5YtWzB+/Hjx9zlz5gAApk+fjrfeestPZ8V0JC+++CIAYNy4cYrX33zzTdx8882df0JMh3Pq1ClMmzYNJ0+eRFxcHAYPHoxVq1bhkksu8fepMUxYwj6xDMMwDMMwTNDBObEMwzAMwzBM0MEilmEYhmEYhgk6WMQyDMMwDMMwQQeLWIZhGIZhGCboYBHLMAzDMAzDBB0sYhmGYRiGYZigg0UswzAMwzAME3SwiGUYhmEYhmGCDhaxDMMwDMMwTNDBIpZhGIZhGIYJOljEMgzDMAzDMEEHi1iGYRiGYRgm6Ph/1ZI2g+Z9FTAAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -182,8 +173,8 @@ ], "source": [ "plt.figure(figsize=(8, 2.5))\n", - "plt.plot(time, flux - 1, \".\", c=\"0.8\")\n", - "_ = plt.plot(time, mean(), c=\"k\")" + "plt.plot(time, flux, \".\", c=\"0.8\")\n", + "_ = plt.plot(time, mu(gp_params), c=\"k\")" ] }, { @@ -208,74 +199,15 @@ "metadata": {}, "outputs": [ { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b9ac779e678544899f2f24c3f0b74596", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/42 [00:00" ] @@ -408,7 +333,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -417,7 +342,7 @@ }, { "data": { - "image/png": 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w8HCmTp3a5XmcTif19fU+f4IgCIIgCMLgw+Px0Ops75c/j8fTrTnOnTuXP//5zxQWFqLT6UhNTQWUPelNN91ETEwMQUFBHH300axZs0Y7bv78+URERPica9GiReh0Ou29aglasGABqamphIeHc8EFF9DQ0KCNcTgcXHrppYSEhBAXF6cZK7pi/vz5PPDAA2zcuBGdTodOp9PCZnQ6HS+++CKnn346FouFRx55hPb2dq644grS0tIwm82MHDmSZ555xu//4Mwzz+Txxx8nLi6OIUOGcMMNN9Da2qqNeeGFFxg+fDhBQUHExsZy7rnnan0dXfKmT59OQUEBt9xyiza//qLHFqaeUl5eTmxsrE9bbGws9fX1NDc3Yzabu3UO9bi9z6P27c2jjz7KAw88cICzFgRBEARBEAYKbS43r9z8fb9c++pnjiPQZNjvuGeeeYb09HReeeUV1qxZg8GgHHPnnXfy8ccf89Zbb5GSksJjjz3G7Nmz2blzZ48sKrm5uSxatIjPP/+cmpoazjvvPP75z3/yyCOPAHDHHXfw/fff88knnxATE8Pdd9/N+vXru3S5O//889m0aROLFy/mm2++ARSDhMr999/PP//5T55++mkCAgJwu90kJiby0UcfMWTIEH7++Weuvvpq4uLiOO+887TjvvvuO+Li4vjuu+/YuXMn559/PhMmTOCqq65i7dq13HTTTSxYsIAjjzyS6upqfvzxx07nt3DhQsaPH8/VV1/NVVdd1e3/p76gzwWm/uKuu+7i1ltv1d7X19eTlJTUjzMSBEEQfq84HA4aGxsJCQnBYrH093QEQegDwsPDCQ0NxWAwYLPZAOW3/+KLLzJ//nwt/OTVV19l6dKlvP7669xxxx3dPr/b7Wb+/PmEhoYCcMkll7Bs2TIeeeQRGhsbef3113nnnXc4/vjjAXjrrbdITEzs8nxms5mQkBACAgK0+Xbkoosu4vLLL/dp62iMSEtLY+XKlXz44Yc+AlNkZCT/+c9/MBgMZGRkcMopp7Bs2TKuuuoqCgsLsVgsnHrqqYSGhpKSksLEiRM7nV9UVBQGg4HQ0NBO53cw6XOByWazUVFR4dNWUVFBWFhYt6xL6jnU4+Li4nzO05XUbDKZMJlMBzZpQRAEQegFXC4Xubm5NDU1aW1RUVGkpaX146wEYfARYNRz9TPH9du1D5Tc3FxaW1s56qijtLbAwEAOP/xwtm7d2qNzpaamasISQFxcHJWVldp1XC4XU6dO1fqjoqIYOXLkAc99ypQpfm3PP/88b7zxBoWFhTQ3N+Nyufz24mPGjNGsa+o8s7OzATjhhBNISUlh6NChzJkzhzlz5nDWWWcRHBx8wPM8GPR5DNO0adNYtmyZT9vSpUuZNm1at8+RlpaGzWbzOU99fT2rVq3q0XkEQRAE4WBRXl7O2jXruO3ae7n20nnk5hQBUF1djcPh6OfZCcLgQqfTEWgy9MtfX8fO6PV6vzipjjE/KnsnXdDpdLjd7j6b197W8Pfff5/bb7+dK664gq+//pqsrCwuv/xyXC5Xt+cZGhrK+vXree+994iLi+O+++5j/Pjx1NbW9tnn6A16LDA1NjaSlZWl5ZXPy8sjKyuLwsJCQHGFu/TSS7Xx1157Lbt27eLOO+8kJyeHF154gQ8//JBbbrml2+fU6XTMmzePhx9+mE8//ZTs7GwuvfRS4uPjOfPMMw/wowuCIAhC31BeXk5JSQkL3/mKr374mLVbVvCX2/+i9Q/0zYEgCL1Deno6RqORn376SWtrbW1lzZo1jB49GoDo6GgaGhp8FCk9rd+Unp5OYGAgq1at0tpqamrYvn37Po8zGo20t7d36xo//fQTRx55JNdffz0TJ05k2LBh5Obm9mieAAEBAcyaNYvHHnuMX3/9lfz8fL799tvfPL++pMcueWvXrmXGjBnaezVO6LLLLmP+/PmUlZVpgg4o1qEvvviCW265hWeeeYbExERee+01LaV4d84JSsCcw+Hg6quvpra2lqOPPprFixcTFBTU048gCIIgCH2Gy+WipKQEl6sVu3231t7U4t0MHYz0vIIg9D8Wi4XrrruOO+64g6ioKJKTk3nsscdoamriiiuuAGDq1KkEBwdz9913c9NNN7Fq1Spt/9tdQkJCuOKKK7jjjjsYMmQIMTEx/O1vf0Ov37dtJDU1VTNUJCYmEhoa2mVIy/Dhw3n77bdZsmQJaWlpLFiwgDVr1vTIxfjzzz9n165dHHvssURGRvLll1/idru7dB1MTU3lhx9+4IILLsBkMmG1Wrt9rd6kxwLT9OnT95lesbMvePr06WzYsOGAzwmKlenBBx/kwQcf7PZcBUEQBOFg43Q6AXj4rif48vv/ae1xMd7g687cbQRBODT55z//idvt5pJLLqGhoYEpU6awZMkSIiMjASXW6J133uGOO+7g1Vdf5fjjj+f+++/n6quv7tF1/v3vf9PY2Mhpp51GaGgot912G3V1dfs85pxzzmHhwoXMmDGD2tpa3nzzTebOndvp2GuuuYYNGzZw/vnno9PpuPDCC7n++uv56quvuj3HiIgIFi5cyP33309LSwvDhw/nvffeY8yYMZ2Of/DBB7nmmmtIT0/H6XR2O8V7b6Pz9NeVDzL19fWEh4dTV1dHWFhYf09HEARBOESpra0lNzeXs0+5gMKKnQCMH3EEG7f/whsvvsO4wzIAyMzMxGg09udUBWHA0tLSQl5eHmlpaeJNJBww+7qPeiIb9HnSB0EQBEH4PaEWSleFJYCSigIA/nTdH7W2xsbGgzsxQRAE4YAQgUkQBEEQepHOApQfuO+hfpiJIAiC0BuIwCQIgiAIvUhjY6Of0DR2sn9Ac0hIyMGakiAIgvAbEIFJEARBEHqJ2tpaXC4XpQVKMcmrLrqZr79aRpDZP1ZJEj8IgiAMDkRgEgRBEIReorq6GoDzL/oDACNHjyAqOtyn6n1jfRMAu3fv9j+BIAiCMOAQgUkQBEEQegk1C5OrrQWAWNsQvzHVdiXNr5ocQhAEQRjYiMAkCIIgCL1EeHg4ABEhSnHFEZnego4P/PUxAD56ZxGg1GtyOBwIgiAIAxsRmARBEAShl3C73QCEmMOYc8zZmiueyWRi2nGTAWhubtbGS2pxQRCEgY8ITIIgCILQS5hMJgCanU0EB1u0dpvNRlS0Yn1atPS/fuMFQRCEgYsITIIgCILQSxiNRqKiomhxNWGxBAMQFRXVpWDUMRmEy+WioaEBl8t1UOYqCILQ1+Tn56PT6cjKyurvqfwmRGASBEEQhF7C5XJht9tpcTURHKwITNXV1X51mdpa2wDQ65XHsN1uZ+PGjaxdtZ7s7GzsdvvBnbggCL3C9OnTmTdvXr/OITU1laeffrpf56CSlJREWVkZY8eOBWD58uXodDpqa2v7d2I9RAQmQRAEQeglGhsbKSuspN3dRkJinNa+d3KH5iYnoMQ8uVwuCgoKePvFj5h5wnTqahooKCgQS5MgHKJ4PB7a2tr6dQ7t7e1azGVfYjAYsNlsBAQE9Pm1+hIRmARBEAShF6mtbgAgyhqpte29MWlpVgSmsrIyLfHD6jWrAWisU4Qrp9PZ53MVhMGCx+OhydXWL38ej6dbc5w7dy7ff/89zzzzDDqdDp1OR35+vmZV+eqrr5g8eTImk4kVK1Ywd+5czjzzTJ9zzJs3j+nTp2vv3W43jz76KGlpaZjNZsaPH8///ve/Lucwffp0CgoKuOWWW7Q5AMyfP5+IiAg+/fRTRo8ejclkorCwkDVr1nDCCSdgtVoJDw/nuOOOY/369T7n1Ol0vPbaa5x11lkEBwczfPhwPv30U62/pqaGiy++mOjoaMxmM8OHD+fNN98EfF3y8vPzmTFjBgCRkZHodDrmzp3brf/b/mZwi3uCIAiCMIAICQmhuUnJgmcODtLaVdc7lc8++po//fkCGhoaaGhQBCx1U7bul2wSUm1UVlYSGhp6kGYuCAOb5tZ2Rt+3pF+uveXB2QQb979lfuaZZ9i+fTtjx47lwQcfBCA6Opr8/HwA/vrXv/L4448zdOhQIiMj93EmL48++ijvvPMOL730EsOHD+eHH37gj3/8I9HR0Rx33HF+4xcuXMj48eO5+uqrueqqq3z6mpqa+Ne//sVrr73GkCFDiImJYdeuXVx22WU899xzeDwennjiCU4++WR27Njhs/488MADPPbYY/z73//mueee4+KLL6agoICoqCjuvfdetmzZwldffYXVamXnzp0+2UBVkpKS+PjjjznnnHPYtm0bYWFhmM3mbv0/9DciMAmCIAhCL1FfX09FuRJ/ZLYoAlNKSormjvLMv17i5r9cywtvPU5IqIVpx04haajiuudqVSxK/3z6AU6/4ARqa2txOBxYLJZOriQIwkAjPDwco9FIcHAwNpvNr//BBx/khBNO6Pb5nE4n//jHP/jmm2+YNm0aAEOHDmXFihW8/PLLnQpMUVFRGAwGQkND/ebQ2trKCy+8wPjx47W2mTNn+ox55ZVXiIiI4Pvvv+fUU0/V2ufOncuFF14IwD/+8Q+effZZVq9ezZw5cygsLGTixIlMmTIFUGKoOsNgMBAVFQVATEwMERER3f6/6G9EYBIEQRCEXkCNRXr2hScBMAUpmfHCwsI097oJU8do4x/7zwMMeTuWJd9+AYCjSXHFc7W1aGNqa2tFYBIEwBxoYMuDs/vt2r2BKlB0l507d9LU1OQnZLlcLiZOnNjj6xuNRsaNG+fTVlFRwT333MPy5cuprKykvb2dpqYmCgsLfcZ1PM5isRAWFkZlZSUA1113Heeccw7r16/nxBNP5Mwzz+TII4/s8fwGMiIw9RMOh4PGxkZCQkLkYSgIgnAIoMYiTRwzlW9WfkJSmk1rDwkJAcASYibIaKHFpQhHtY27teN3Fm8C4IoL/qy1BQYGHpS5C8JAR6fTdcstbiCz935Pr9f7xUe1trZqr9U15YsvviAhIcFn3IHUcDObzVpMk8pll13G7t27eeaZZ0hJSVGKbE+b5pd0Zu+1SKfTabGZJ510EgUFBXz55ZcsXbqU448/nhtuuIHHH3+8x3McqEjSh34gLy+PnJwciouLycnJIS8vr7+nJAiCIPxG1KxXNbW7SYwZqsUttbW1YTQaiY2NBeC5J17Qjml3t7ElawcAZpMiVM0543itXxRqgjC4MBqNfmUEuiI6OpqysjKfto71ijomZxg2bJjPX1JSUq/M4aeffuKmm27i5JNPZsyYMZhMpgMqaxAdHc1ll13GO++8w9NPP80rr7zS5dyAbs9voCAC00HG4XBQXV1NZeluSgoqAKVGx94pZwVBEITBybqtKyiu3OXXHhMTA8D4qaN82jes2cQ1l8yj2dnIeadcTtrwRK3vYKT9FQSh90hNTWXVqlXk5+djt9v3+RueOXMma9eu5e2332bHjh38/e9/Z9OmTVp/aGgot99+O7fccgtvvfUWubm5rF+/nueee4633nprn3P44YcfKCkp2a/wM3z4cBYsWMDWrVtZtWoVF198cY8TMdx333188skn7Ny5k82bN/P5558zatSoTsempKSg0+n4/PPPqaqq0qxoAx0RmA4y5eXlAJx8+mzOOOcUrb2goKC/piQIgiD0EmpB2s4wGo3YbDb0ej0P3+11Vflm2VLWbV0BgMUS7HPMgbjdCILQf9x+++0YDAZGjx5NdHS0XyxQR2bPns29997LnXfeyWGHHUZDQwOXXnqpz5iHHnqIe++9l0cffZRRo0YxZ84cvvjiC9LS0ro874MPPkh+fj7p6elER0fvc76vv/46NTU1TJo0iUsuuYSbbrpJU+50F6PRyF133cW4ceM49thjMRgMvP/++52OTUhI4IEHHuCvf/0rsbGx3HjjjT26Vn+h83Q3ufwgp76+nvDwcOrq6ggLC+u3eeTk5FBeWsmM45XMJh+883+kZyhm1czMTM1UKQiCIAwuKisr2bB2I3NOOZGx6VOY/8FLgJJKt+MGZNOmTTidzk4DwOddfTd/vPpsAGw2m1/cgiD8XmhpaSEvL4+0tDSCgoL2f4AgdMK+7qOeyAZiYTrIWK1WanfXMypVyW6yftVGrW+wmCUFQRAEf5qbm6m21wFw+Z8u19r3rnAfHx8PwIN/fczvHBER4drr/lTuCYIgCF5EYDrIWK1WUocnsuB/rxJuGcKuXEn4IAiCMNhxuVzY7XZqdisCU2SUV/BRM+Tt/f7kc33rnyhtM7TX4o4nCIIwMBCBqR9QC3olxKSwZv1KLSBQLEyCIAiDE7XOUm11PQBDoiMAiI2N9XO1NhqNhIaGdnoeNbNeZGSkuGgLgiAMEERg6gdqamoAJad9fvl23nrhQwCqqqr88t4LgiAIAx81Re6HHyrreaRVsTDtbV1SUSvcP/bAs532R0VF9fIMBUEQhANFBKZ+QH2wnn32OQC8/cFrWt++sqkIgiAIAxPVwtToUCxMwSFmn/a9UQWmmaccydq1a3nz5Xd5/+3/af0Gg6EPZysIg4ffSW4yoY/orftHBKZ+wGq1AnDKHv/1huZavvlMSSlbV1cnViZBEIRBhhpvFBYSzsSR0/za98ZoNJKSkqK9z5w8kmGjU/d7nCD8XggMDASgqampn2ciDGbUPfVvVUIF7H+ILz/88AP//ve/WbduHWVlZfzf//0fZ5555j6PWb58ObfeeiubN28mKSmJe+65h7lz5/qMef755/n3v/9NeXk548eP57nnnuPwww/X+qdPn87333/vc8w111zDSy+91NOP0O9ERERgMBhob29n2riZrPz1W/76wDx+mPEjwSFmraKzIAiCMDhQH8aNTQ3ExST4tXeG1WolLCyMsrIyn+KSKSkpEr8k/O4xGAxERERQWVkJQHBwMDqdrp9nJQwm3G43VVVVBAcH+2Ur7Sk9PtrhcDB+/Hj+9Kc/cfbZZ+93fF5eHqeccgrXXnst7777LsuWLePKK68kLi6O2bNnA/DBBx9w66238tJLLzF16lSefvppZs+ezbZt23xqV1x11VU8+OCD2vvg4GC/6w0Whg8fTk5ODo+/8DBHHX0kAGecejZLl3+lWZnkgSkIgjA4UJM1NLU4sFhC/Nq7QrU0xcXF4XQ6MZlMsvYLwh5sNhuAJjQJQk/R6/UkJyf/ZmG7xwLTSSedxEknndTt8S+99BJpaWk88cQTAIwaNYoVK1bw1FNPaQLTk08+yVVXXcXll1+uHfPFF1/wxhtv8Ne//lU7V3BwsPbjGexYLBZF2g2Cp/7xArfcfT01jVVa/+bNm5k4cWI/zlAQBEHoLmq206bmRkJCQv3a94fRaBRBSRD2QqfTERcXR0xMDK2trf09HWEQYjQa96u46g6/zT7VDVauXMmsWbN82mbPns28efMAxbdw3bp13HXXXVq/Xq9n1qxZrFy50ue4d999l3feeQebzcZpp53Gvffe26WVyel0+gTb1tfX99In6j3i4uIoKirimBMPJ+QhJaNSe3s7BoMBt9uN3W7X4p0EQRCEgYvD4QCg2enwyYwnsUiC8NsxGAySCEXoV/o86UN5eTmxsbE+bbGxsdTX19Pc3Izdbqe9vb3TMeXl5dr7iy66iHfeeYfvvvuOu+66iwULFvDHP/6xy+s++uijhIeHa39JSUm9+8F6ATVLEsDDf/8Xjc11rPhmrda2e/fufpiVIAiC0BNcLhclJSUsXricltYmjIF9rosUBEEQDiKDZlW/+uqrtdeZmZnExcVx/PHHk5ubS3p6ut/4u+66i1tvvVV7X19fP+CEJqPRSEJCAiUlJRw5cxIAt/3tBtbOVoQm0UwKgiAMfNSi4++8uwCA9g5ueI2NjVJTSRAEYZDT5xYmm81GRUWFT1tFRQVhYWGYzWasVisGg6HTMfuKV5o6dSoAO3fu7LTfZDIRFhbm8zcQsdlsREZG+vhXqnWampub+2tagiAIQg9JjFfShB957OH7GSkMdsrLy9m6dauPJ4wgCIcufS4wTZs2jWXLlvm0LV26lGnTlDoVRqORyZMn+4xxu90sW7ZMG9MZWVlZgBIHNNhJTEwE4JqL5wHwz3uf5d1X/4+mpiZKSkr6cWaCIAjC/lC9AX5a/y0A4w7L0Po6xjMJhwZZWVmUlJRoz+h169b195QEQehjeiwwNTY2kpWVpQkseXl5ZGVlUVhYCCiucJdeeqk2/tprr2XXrl3ceeed5OTk8MILL/Dhhx9yyy23aGNuvfVWXn31Vd566y22bt3Kddddh8Ph0LLm5ebm8tBDD7Fu3Try8/P59NNPufTSSzn22GMZN27cb/n8AwKj0UhoaCjpI4YC8H9fv8tTLz8CKFosKWQrCIIwcFETDDU7G33arVarZL47xCgvL6e9vR23201DnUNrX79+fT/OShCEvqbHAtPatWuZOHGilvL61ltvZeLEidx3330AlJWVacITQFpaGl988QVLly5l/PjxPPHEE7z22mtaSnGA888/n8cff5z77ruPCRMmkJWVxeLFi7VEEEajkW+++YYTTzyRjIwMbrvtNs455xw+++yz3/ThBxIGg4HMyRk+bR/N/xyA4uLi/piSIAjC7xaXy0V1dTXV1dX7VVo1NDTQ0uz0aw8NDe1ktDCYKSsrA+Dhvz7JjOOP46Un3gbA4/GQk5PTn1MTBKEP0Xk8Hk9/T+JgUF9fT3h4OHV1dQMynikvL4/q6mrOPuUCCiu8cVlr1yoJIDIzM0VTKQjCIY/L5aK2tpbW1lYiIiKwWCwHfQ52u52CggI2rdtOoCmQkWPTSElJ6bTMg8vlIjs7m2f+8SoLFr5MUkw6//flBwBkZGT0y/yFvsHhcJCTk0NjfRMnnngirrYWzEYLS75eTHCIGZDvXBAGEz2RDfo8hknoHuoC+8LLzzFm6GS/fjULkyAIwqGK3W4nOzuboqIiysvLycnJITc396DOweVyUVBQwC/LNzD3mou4eO4fACgoKOjU0qS64zU1NQFgi07Q+rpbtFYYHNTW1gLw1cJvcbW18MBfH6PZ5eCX7zdoYwZqOZDa2lq2bNnCpk2bJFGFIBwAIjANENSaTLbEaF575z9+/W1tbQd5RoIgCAcPVVB56uGXmTJlCs/841VA2ejl5eUdtHmom+Ibb7/Kr69jMXQVNcNpq6sVgMiIKL8+4dBAp9MBsGFDFraoJOacdRyWoDDWrvYKTGqW24GEqnhobm7G6XRSUlLChg0b9n+gIAgaspoPEIxGIykpSkraQGNgP89GEATh4FJZWQnAu4sUQWnBwpc1C011dfVBszS1trZ22dfZZlid46ffvg/AzX+51q9PODQICFBKV27Z8Sujho/DYDAwMi2T7M1Z2piBJjDV1tbicDhwuVr5aP7nlOQr1iW3233QrbeCMJgRgWkAYbVaiY+P92lra1UsS+KSJwjCoYrL5aKiooKCHb5lFA4//HBtDVQ3fn3N3vEnAQavAqu6utpv/N4FxodER3TZJwxuGhsbqbHXU1KZx/jx4wEYnzmBncVbcLYo7pp1dXUDKrOt3W4H4LMPlvKv/9zPNVdfrwl1tbW1A2qugjCQEYFpgGEwGAB46K5/A/Dtlz8DUFNTIwubIAiHJKpC6JwLz/DrO+vU8/3G9SV1dXU+79vaW1m8cDnQ+TpsNBoJDPQKVQGBihUiJSVFEvUcQrhcLmpqali9IgsPHg4/SskUPOWIibS2Ofl1zVZt7EBScKpupD/+8CMA5dWFbM/2urgOpLkKwkBGBKYBhmryP+H0YwDIyy3Q+lRN0cHG7Xbz3//+V9xLhAGJw+EgNzeXnJycfvuNCL8NNVVzp327C7T4IFWh1Fe4XC7sdrufW9WG9Ru113vHMRUWFnYa26Su5cKhgSpYbFibRWhwJMNGKS70YyeNBGB7zi5t7ECJOXa5XLS0tNDW2saGrauYffRZAGza6E1/PlDmKggDHRGYBhhqVXhVS/nqf5/R+vpLE/TJJ59w8cUX89577/XL9QWhK/Ly8sjJydHctQoKCsjOzu7vaQk9wOFw0NLSss8xn7z/NdB50oXeRF1jv1+8yqc9ODhYe91RmHK5XFRVVeFs9rf+d+a+Jwxe1Ht009aNZKRlagk9LCFmhoTFkp+Xr40dKMKyej+XFFbiaKnnmOOOZkhYLNtytvfzzARh8CEC0wDDaDQSFBTk09bsUBbq/tIEPfLIPwB44YUXxC1Q6FVcLhcNDQ0HdF85HI5ON6WqlUAYHKibuilTpnQ55p/P/h23201NTc1BmdOGdb8C8PwTrwFQUuKNreootKmv83coxcUvOuNKrW/vdVwY3NTW1uJscZFbvJVxY8f79MVHJ1NU7PUGGSixa+qeoXCXcv+mpCWQmjCc3F07+nNagjAoEYFpABIdHe3zvqpC2SQ0NzcfdIHF5XKxbp1SPNfhcJCdnS2bUaFXUGvubN++nezsbJ9NaXdQU01nrd7KQ399gsb6Jq1voNZCEfzZe3N5/BGn8fEHn3LD3Nt92pd9/hNOp5MdO/pus6fOpaS0mGGJY5h63AQmjJxGbX2N35iOr8tLqwA44w+naH2dFbkVBicul4vm5mayVm+htd3FlCMm+PQnJaZQXF6ove9rS2h3US1dxQWlACQPS2BY+nDyS3eIi70g9BARmAYgak2mp//5EgDffvWj1qfWCDkYqBvasOAon2t3VcBRELqLWnOnI+Xl5d1Oc+twOHA6nfz87TquvP4SPvnmPS4492Jce2JdZDMweNj7u5py2GRS0uO57PrzeP7J17T2/D3xnPX19X2WLU+dS2trK4EBSsKGsNBw6hu8iSA6ukar5SAa6pW28Eglw54kfDi0UJ99a3/JIjDAxPipo336U1JSqKot1dafgRIXpAr0paWlhAZHYgkxkzF6JA3NtZQVKUK+JH0QhO4hAtMAxGg0EhYWRlxiLAD/efMxrW9fNUJ6E3VD++rT71DfVE2wKRRHo1eDP1A0aMLgpKKiAgCXq5Wmxmatvbupo3Nycmh1tXL73TcDcHjmcZRXF/H+658A0NTUJEL9IGXk6GGAUvR1ylGZXHTGlRgDgqju4I7XV5s8dYPZ2ubSMt9FhEXQ4PAKTBUVFX73VmOjcs+GhoeQkJAg1qVDDDV+KXtTFsMSR2PcUytRLWSbPjyNdncbeduL+22OnaE+p8vLy4iOsAEwdmIGANnrlcQPkoFXELqHCEwDlMjISNJGJAAwbfzxWvvB8o1W3e5efudpAI7MOJnmFu/GdqAV5xMGF6rL3JxZJ3Ps9GP47MNvtL6ioqJ9Hvvrr0p8yRf/+xZXWwv33f4oL7z5BNPGzeSN/75Ijb0egE2bNvXR7IXeRE10ozLuMGVDZzabMRgM3HrvtbS5W/noy7dw7BGu+0qDr1qMOlqYQkJDqKgp4tP3l2rjVIFNVSw5GhoJNBgxBRkpKSmRDeghhsvlor29nZy8bMaOHqe1h4eHAzB8VCoAuTmKm3Bzc7PfOfqTiqpyYqyKwJSSHk+Q0cK2rd7ED2JlGhw4nU6uueYaXn75ZVlj+gERmAYo7e3t6PV6xqZPoanZ4dN+MGhqavJ5HxuRRFOTQ9NYqf/W1tZSUFBwUF0FhcGNw+Ggvb2dzet3UN+kWA0eeOyv1NU0aP1dPQxqa2s1K+snnyxiWOIYTr/gBABuvesmGpvruPu2+wHweDxanJMw8BkSFsu5cy7V3qekpGiv3W5l3cvdqrjl7b0+9SZWqxWPx43RqCin1LpMixcv9hurroONDgdBJotfuzD4cblc1NXVsfanbBqb6zjq2Glan9lsBiAuOQZToJldufmAonAcCBtaVcFaVV2OLTYOUCy3sVHxPjGjA8WF8FDC5XJRWVlJSUlJr7gQ2+123njjDV555RWuvfZaVq5cKfHkBxkRmAYo6kK3KXctG7f/orUfrAdxcHAwbrebwAATf/rDTVjD4vF4PFq9lJCQELZs2cLwtAxSU1O1OjiCsD9U69J/F3wEwBOPPA/AbTferY3p6kGgZsXL3VpAdu4aTj3ZW+g0bXgiybHDWbP5B2qrG7TxA2HjInSNuqa1trUSaPQWgHW73Vo8p0prq7KxCw0N7bP55OXl0eJsIcCgBMxPO3IqACnJqdoY1SqmppZ2OByYjd7U42q7MPhRlYHfff0DlqAwph7rzZAXFBSE1WpFr9cTNySJgkJvXOZAsNo4nU7aWtvY3VBBfHy81h5rjae8qrQfZ3Zoo8Z/FxUVUV5eTk5Ozm9S3qmW7MVfLSEoKAidTsfSpUslnvwgI6v6AEUt0Hj6zAsA2F2paOKrqqoOyg/E4XBQX+ugtc1JdMwQQs0RgPfhUVlZSUFBAfZaJRbF6XThcDjE0iTsl4aGBtrb21m1/ntmH30Wx82eyuFjj2NHwWYt6L6ysrLTY9W4ko/e/QSzKYSzLzrJp/+BB+8HYMErH2ltW7duZfv27ezYsUPuzwGIN27I6ZOK22QyERMTA8DDdz8OQNsegclisdAXOBwOKsorKKrYRUK84hI95+zpBJtCMZuD/car96vD4cAcFOzXLgx+VOvAL+tXMHH0ET5CfUhIiGZlSoxLobjUKzANBKtNQ0MDpUVVuN3tJCR5BSZbbBxVu8v7cWaHLp0lNAJFebcvS9O+vHW0pCMrN3LYsBOYNm0an376KTAwBPPfCyIwDVDUTcRpZ58MwM4c7w+wr61MDoeD+vp6Pv1gCQBpw5OxBCm+2uoPt7q6mjfeeFM75vuvFCtYaalorYSuUSvPr/95E7WO3cw55UQATj/jdBwt9XzwxmeA4nra2cNFdcdbtf4nDss8muAQs09/5uSRjE2fwlv/e4G8PbVx2traaGhooL6+ntzcXLZs2dKXH1HoISUlJbjdblpamwkOVr7PqKgojEajtg6mDksCvBamvorlrK2tpbJ0N83ORsZkjtLam5wNLFj4svZeXYNVS1JTk4PgIK8QJxamgU1P6r81NjZSsKOE4spdHHvsMVq7xWLxyYSYlJRCaVVhZ6c4YH6Ly7taj06twZSUGqf1JSQksLuhQlNAyKa799jXd9VVuYucnBxyc3Ox2+2dPqNaWlpoqGukzF5A8pCRnHLyKWRnZ1NcXMyiRYuYMWOGFMo+CMiqPkAxGo3YbDaShyqL3PJvvKnF+/phrP7g1crlk44cg8Ucik6n81kM/vc/RYsfFBjMxqxsoH9qRQmDB8295ZsVBJtCOeK4CQBMmz4JgI8XfaCNzc/P9znW5XJRU1NDS7OTEns+Y8eM1frS0tK038W9D/wNgMv/dBk/fr2adT9vIm9Hsab1b25uprCwdzc2woGhFh+uKLHj8bjR77Gsq66UahKGwEDFPa6ttY2EhIQ+S9ntdDpxOJSA/eAQX4uSx+O1GqmxpOo9tXHbGgx7XPg6tgsDj57Uf1PjKZd++T16vYGZJx+t9UVFRfmMHZqeiqOlnqpyZeP6W4WQ7Oxsn010T13eVaG+uFD5fMlDE7S+hKR43O52SgoVS75kyus91IyKTY3NPP3wK3zz2QqtrzOBqbPMsHs/owICAshaswUPHpKjRzLt8GMIDg7m448/5pZbbmH58uV89tlnBzzn2tpadu7cSX5+fp+VbDgUEIFpAGM2m4m0Kpad4mJv5rDetjC5XC6qq6u1TYqaKrWgOJ8JI6eh1+sJDDQQEhzaqfZkVMok1m5Ypb2XQEShK9SHydZtmxmZOlZzbwmPDOW0meeTX76dzet3aGO3bNmiLeDqBmTNjxtxu9sZMy5DO29ISAgjRowAID0jibtufpDG5jpuuft6rrlpLn+48EyuvuRmbfzBcm0V9o36nS77UtlUjBw1TOtT1zmr1Up8orLZa21tpaSkpE/WGFUg/26JMpfg4KAux3a0MLW1ttHYXMem3LVav1iYBiY9rf+mFkn+9vtvGDN0MhFR3ti5vePr0kekKsdsUWJVfosQkpWV5XdsT13e1XuwpLiMUHMEIWFeBUBKmvJ7Ksz1pkEXK9Nvw+FwUFFRgcfjAeDxh57nnUWvcNeDt5K9bhugKFJqa2spLy9n8+bNFBQUUFysfAfOFhcNdV5hpeMzym638+uGzRgDgrBFpmA0mDjxxBNZsGABzc3NhIWFsWrVKg4E1bpVV1fH7t27f3O81aGMrOoDHL1eT2b6YbS29039JVXblpeXR15eHtnZ2dqmtrSikOREJVOVPkBHaEg4NXtqoaiLwtiUaYwZnUleaQ6N9UrmKjENC12hPgBKKvJJTRnq0/fnO64G4LKrL9RqMzU3N/st4OvXbiQwwMSkaWMAZUNtNBqxWCwEByubgrMunsOcY84G4IhxMwDI2rZSKywJskEYCKjJE1paWgjQB3LE9Ilan+p253K5qK1V1hTVhagvgp3V++G/CxVXY6fTe6+cfeIfCTZ5N8vq3JxOJ02NLX7nkix5A5PNmzdrr9W4YOhcy19bW0t7ezsFuaVsL/yV2SfO1vqCgoI0K2dAgGJZHD46FZ1Oz45tu3zO0VPsdjvt7e3U1zTy1osf4Wzx3uc9ebZqNZgqyrBG2rT2kJAQUobtEZgKurauCd1HtQAWFxdjt9upsdez5IdPOP34C4gIsfLmqwt8xpaUlNDS0oLdbsfpdFKwo4QzTzmXs884VyuLAcr9o2aG3bJ1C0nRwzHoDbS3wbXXXsuECRN4+OGHOf7449m5c2eP591V3cP9xVv9XhGBaQCjPpQT4pPILdzm1/5b6So4saamRsusk5CgLKz6AIgZEsf27dux2WyaRu7oUacyJnMUbo+bihKlcrjT6RTtveCHmp43N6eI6oZK0oam+fRHRYcTP0QR0I+dfgzfL/FqzKqrqzU3p+KSYmxRiZp1qmOR0FGjlLgTvV7Pw0/dzdq1a/nPG//m2ceU+JPPPvDW0hkIQdm/dywWCxaLBafTqdU9AiWluLohbWxsJNCobErVGCa1vS84/cTzAHyyoe3I3UaTs4Gs1VsBb1Ke2tpacrcprjMTR3rTTcu9NfCw2+243W7cbjd33/wws08+gTtvuF9bV/bWqquuep9+tJjAABMnn9V5PURV6DdbgoiJiGdXrldgUpWPPUF123rw7sd47vV/8d7r/6f1qfddd1DvwYqqMmKGeOOXgoODCQ4xExYcRWmJN+b4YNV4PNToLJnQu6//j/b2Nq684VJOPeEsft6wDHuFr7CrKn9aXa3cMu82qhsqqWms4v03vd+3KlQB7CzYyog05fnW3urBarXy2muvcd1115GWlsaOHTt6vO9SBfCC3FLuuukhtm/2/gbKyztPCtKT+L9DDRGYBjCqhmj4iOHUNlRp2vHe0l6qKcIvOfdKpkyZwscLvtT6vl+yCre7nfgERTOlN+hIjhtKU1MTCQkJWh0UW2QycUnRAPy0fI12vGjvhb1RHyqrVqwD4JiZU7U+1Q100VcfcexkRZN7299u4KdlXjcn1ac7O2c9YzMmaO17/x4yMzP9rn3kzMnodHpytm7z6xP6D5dLya755ofP0+zyajTDwsJ8xoVHhqLT6aneXbP3KXoNdeMbEGDAEhTmkw2ttEpxic7ZpBT7VGNbampquPamPwFw0cUXaeNVq4MwcFAFkdU/bOTrnxZhCQrj21Wfk71WWROU+DXlHlST0wBk/bqO0UMnEhbpLbDcUUljNBq1AraJtlQKirybzgO5D1wuFzu35LN8jfI8/vRL3w10T1FqMHktTKp3SExUHGVlXoFJ4u56zoYNG6ivr6el2cl//vUGz/3zDd568SPe+t9LHDPlBOKTY7hg7ll4PB4+eEvJarfq+yxOPfEsjph2BNfPvY2/3/Eviipy+c8TLzNh5DR+XuWNV29sbKSlpYXKst3sritn9FjFq8Ld6tHGOBwOTCYTRUVFbNiwoUfuyqpQ/a+HnmDpz5/w+KNP+Zx3b/aO/+tKqDpUEYFpAKPezHHxsXjwUFZQ6dP+W7Hb7Sz67xK25mcB8Ogz92l9WzYpD5FJ05TNpz5AhyVIiWFyuVxUVCjpxEOCwohNHALAs6//U1t0RcMq7I36sM/dmcuQMBtJQ71az6FDFfc8vV7Pky8/wscfKA+Xm/9yLc0O5TiPx0NJfjn2ujIOO3yK33lV1EQBezMp40hytntdcuQe7X+6clnq2G4ymQg0BhIeHEllZZVPe29iNBqJiorC5XIRaFCEJTVOJSRYcccrLVGUTCUlJZpSqN2t3EfBFm/GRlX4EgYOqqCw8KNPiAqN4cvFXxBiDuedt97XxhQVKYJxR4VfQWkuw4YO196bTCa/+CVVwE9KTKbc7nVz66mAowriWWuVdeqyc6+nqHKX5u7e2NjYbc1+Y2Mjba1tVNdX+tRgUpVTsdY4yqvKtHaJu+sZ69atw+V0sei/S7j4D3OZ/9ELvLvwVZ57/V94PG5uvOUaAGLjrRwxbjqff72Q/3t3MTfdcS0Wcyjnn3o5Owu28s3Kz7j4zKs47JjxHHnEUWwrzNbqCDY3N+N0Oln/yyYAJk1VBCY1QiMhIYGSkhLi4uJob2+nqqqq2+7KqqXI2eJi47bVhAZHkrV9leYO39ra6nOezjySSkpKfldCk/xCBjCqdiohSdlYFheW+bT/FvLy8igrquThJ//m0676S1dX7yY2MonYeEWTpjdAaHAkZWVl5OfnU1dXh15vIDjYQlR0uHZ8q2uPG8AegUoQVNTFt6Aon6Q4rzteeHg4ERERPpuQlPR47rheEeDff3OR1v7Lj+sBOPzoCVqbuhHqiNVqJTMzkxEjRhAdrVhADz9sKtsKftV8xNV4PKH/UNPE76tdtSBGhcdQVVXh195bqMlvWl2tBOxxD1QFt+ioWAC2bfdmKttbAxtkVgQ4m83WZ1n8hANDtWQ21jfx0/plnHDcKVhCzJx2wrmsWPeNtklUBRZVmWKvqKa20c6IkYrAZDAYGDt2rN/51WdyUnISu+srtOdoTxM/qFaw7dt2EhFi5ZiZ0/B43Py6dqs2pjveG6r1s6yoinZ3m08NJnW9tNniqKr2CkwSd9d9ysvLaW9v56xTz+fhJ/9GY1MDT//zJVb89CMff/ApP634mZTh3qyEc6+8lNoGO488dQ9x1mTeePdl7rj/Br5Y8gnfLFnGvHuU+N3jTz4Wt7ud5Yt/9rneujXrCQuOZNiYZEBxyUtJSdGE3JhopV6duu/qTuyclkRpxa84W5uZe+HVuN3tWoKKjmOg65ToJSUlvxv3PBGYBjCqBjUxTTGnlxYrknxzc/N+j907811HysvLqa6u5qH7/uV33OMPPg+AfbedqPAhWrs+QIc13Ibb7Wbr1q2Ul5cTFhKOPkDv41edtWqLdn0pEiqoqPFLAEVleaQkpWp9qnY2PT0dm83rOnL+n07HGh7H8/Mf16xMby54jYgQK7bEaG3c3tpeFaPRSGhoKEOGKPfxEUdPwe1xs2m9sultaWmRwNZ+Rv3uLEFhXHL2NX7t4NXSR0Va2Za72a+9t1A3jE6XkwBDoE/fg/+8F4B1W70pgvcW9ox7XPj2dicU+h914/f5/5bibG3mnAtPB2DWnOm0tjlZ89Ov2tiOz61N6xUXzDHjRwL4WGo6oloUU9KS8Xjc5O/0Wpl64p6upqvflb+TlPhhjJ4wjABDINkbvQJTdyzj6jUL8/akFE/zzltTxCYkUNtop6XZ2e3zCgo1NTUYDAYuPv9Snn/iNb5YsoijZ00hIDCAlPR4TEG+CpOJR4zmP0+9wg1zb+e9j97Gsqd+YKAx0MfVMyU9niFhNjZm/epz/MZN6xkzfBKGAD06PbjbPBQUFGhKv4BG5RlXtEtxsezO2qh+3zmbt2PQB3DuJacSoA/k1w2de2GoAtPWrJ38snyDz7l+LyEYIjANYFT3tvDIUIKMFsrLFJe88vLyfUr0JSUlfpnvVL9Wl8tFSUkJ27J3sTr7ewA+/uBTlnypBMP/39fvkptTxMqNywgN9VqO9AFgMXmL1xYUFJCSkI5+L2PXgw8/oL1WN8iCoC6oNfZ6dteXkz4sXevraDFNSEggMzNTy3Z3wdmXAPDUIy+xu7KG8upC0hK87jF6vR6LxVswtDMsFgtBQUEMH5uKMSCIdauztD4R6vsXi8VCVFQUbe2tGAOVTUZUVJTPd6pqxGvraijdXUBl6W6f9t5C1dY2NDZoLnigCG8x8UP8xu99fb1B73MeYeCgbvy+++47hiWOZehIpRDy2MkjCDaFsmblOm1sS0uLtiblbNlOoMFIeoai2e/Ku8NoNBIZGcnQEcq4vB3eGjo9EUTa29txu93kF29naGo6RmMgidFp7Ni+XRvTEw+T4gJlA63WYLJarQQFKenyk1IS8OChOE+xMnVHESsoREZGAnDBn85g6nETCAjc/3cy+cixXH7jBZgtXZcrABiWMoptO70Ccl1NA/ll25g8aTKg7MX2eAFrz1WdM4ggo4WiPEWprrpddoe8/HxiIxOwhJhJjB3K1pytfmNcLhdOp5Maez2XXnURN95+Fet+3qT1/16EbVnZBzAdffStEbE+AZpdSfS5ubmd+pSqfq2qFvWNl5U0l2nxGYpWIyaSM2ZdCMD5fzwLgA1bVmrH6w06LHvS6tbV1eFwOLCYQ9EblB/mqTOUzFIVNUUHHMfkcrnIz89n06ZNfn64+7KYCQMHu93Ojh07ugw8zVqtaK8mH+HNQLZ3vIfRaNSsQpdedy4AC79+h3/erwSk3nH3rdpY9cG1PyIjIzEaAxmaMJLcPG/NlZ48WIS+IS0tjfb2NiwhFtLT00lL882eqFqbzjv3fABqqut92nsLdd1qaKgj1OK1EqkbTJWvP/kB8ArbgQZF0EtMi/M5jzAwcLlc2O12Wl2tbN65nqlTvNkMDQYDo4aOZ+Om9VpbfX299uzdsXMHCTFpWgKQfcXNhYSEkJASQ6DBSP4u/+yz3ZlnXV0dZYWV1Dp2M26CEj+cljyMXYU7tHHdid1Tx5SUlBJiDtdqMFmtVm29TR6aCEDBLsUKZbfb5dnaTWw2W6cZC/cWZqOiovwKHKtERESQkZFBREQEFotFe5aNHT2WvJIczfK38rt1uD1ujpx+GKB4+7jb/ZVFkZZoykoVl7zuWJjUuRaV5JMYlwrAsNSR5HW419QxHS20agHv777+Yb/XONQQgWkA0zH7js0aT1mFV2Dq7Aexv8J2TqdTM/mrrk/jx0zS+qcdNdVn/I1X3qG91gdAsFGZi06no7KykiCjGf2eNeO+f92ujd2+SckSpCaI6A5q9pXdu3fjdDq193a7vdNaUVIcd+CxceNGCgoKqK+vp6CggOzsbK1P1boX5BWi1+lJG6E8rKOjozuN91A3w3q9nnfnf4RBH8B3q79kRFImI8Z4N9RducjsjbrwpySnsyN/i1+70H9UVlbS5m7F7XaTm5vr99tWrVDJqYqWvLmpRTuuN1HXxgZHvY91XbUkqXW9vv1mudZXkFtKa7uLaeOP19xsJBZk4KA+O5qbm/lg/me0tDZx/OzjfMZMGD+RnUVbNLdfp9NJfb0ilOcX7SQtyWsN39d3GxAQgMFgICYqQUseobZ3B3VTmrdTKWSaPkJJXDNi+AhKq/J7lCVXHVNSWkJMZLxPu9FoxGq1kjTUhl5voCDPO9ffi2tVbzBhwgQSEhIwmUyEhYWRkZHB+PHjtdjZzMxM0tLSSEtLIyMjg+DgYHQ6HRaLhYyMDNLT07FYFCWRKjgBHH7UZFrbXaz7WXl+LvvmW6zhcQwb5a2J6d5LF93eCpEh0VTuifGsr6/f795LfSaXVhaSlKhYRlNTUynfXaSlPFcFb3VN/vqbxYxOm8ThmcexZsMvv/F/cPDRY4Hphx9+4LTTTiM+Ph6dTseiRYv2e8zy5cuZNGkSJpOJYcOGMX/+fL8xzz//PKmpqQQFBTF16lRWr17t09/S0sINN9zAkCFDCAkJ4ZxzzvldJBZQN5NxtgQqOmTf6cx6owpLz/zjVaZMmcKTD73k028ymbQHwS9rfgLgzgf+rPXPOu1o9Hqv1uS0c08AlAU/OsaKxRxGREQE27ZtIz8/n625v6IPUDT0er2ev9x4PwDlJd5MVt1Z3DtmXzl51hlMmTKFH5cqKcoLCgooKCigtrqBupoG7Zi+KFwpHDhbt271uydVzS54A+Q3b9mCLSpJi/foqq6ImrEMYOTYNJ557EWOnDCLF994VhsTERHR7eB6ddOSnJyMva6Mwl2KG4paGLCgoEDc8/oBl8vFtq2Ku5GaNKGz33ZMTAzmYEUg2bFVsRD2dnFFVaG0s3gzoSFelzzVCqlamuobva7Gq/ckITnmmKO1NomLGxh0fK5sy97FW++9xqRRRzHusAyfcUccNYXWdhcbVnljNxoaGmh1tVJSlc+w4SO09n15Taiby/iYJIpLC/3a94d67sJ8RWBKGaYolTLGjqTN3cr27Dxtbt09V3FpAYlxyX7tZrMZozGQmIh4n/pTvxfXqt7CZrMxduxYhg8frrkRq7GzHZ9NFouFUaNGMWnSJDIyMjp1I1ctf+MPyyDIaGH1ynU01Dn4ef23nHDcyZqAozcoMUwdcbd5iLDEsLvaq0Tan/BbXV1NU2MztY12klOUeyR9eBqt7S4KdvpaHRsaGmisb2JbwUamHzuTwyYfxq7SHE3J8HsRtHssMDkcDsaPH8/zzz/frfF5eXmccsopzJgxg6ysLObNm8eVV17JkiVLtDEffPABt956K3//+99Zv34948ePZ/bs2T4axFtuuYXPPvuMjz76iO+//57S0lLOPvvsnk5/0KE+pBMTE7HXl2uS/95uIqC4guRuLWDBQqVI538/eU1zHwElSLmlpUUZV6Jo2Y1G3+DmH77/gaEJo5j/8n+1YMTY2FgMRj3trW5qa2u1737ahBmEhAaTkaE8gI6ZpViomhxN2vm687BQv+dH73mGylrlh3rLXdf5jDnttNM4/oQZvPj4W1qbbHAHBg6HQ6vLtfj/vufD+Z9pfWrxx8BA5T7bkbeV0SMmaP1qe2d0dM06YvpEnn3tn4RHejey6enpnR3WKep9eOKp0wFY9IFS46ShoUGzaqjV2oWDh9Pp1BQhoWGhPu0daWxsJGKI4ib3xZef+7T3FiEhITjqlTiOju5+agZH1dWu0u51eTYEKAL/iadP19pUrwChf9mxQ3EtWvndei6+/DyaWxq5+ZYbfcYYjUZGTxyOXm8gZ7PXFamtrY0dW/Jpa29l5ChvzOS+rEXqPZsQn0jF7lK/9v2hnrukuISw4CjNYjl2opJwYku2kr2sM9e52tpadu3aRVlZGS6Xi4CAANxuN2X2IpKTUvyuoZJoS6GwOL9b8xP6FjUOLiAwgIy0cWT9up5P3l+Cq83JuRefoY0zmQMJsYRp+y5QsuZFhkSzu65Ss4jvyy1PzaKoCkbJqYpwPnLsMAC2b1GKL9vtdm2ftWHVZtweN5OnjidjzAg8HrdW6Lan2SAHKz0WmE466SQefvhhzjrrrG6Nf+mll0hLS+OJJ55g1KhR3HjjjZx77rk89ZS3QNaTTz7JVVddxeWXX87o0aN56aWXCA4O5o033gCUmJnXX3+dJ598kpkzZzJ58mTefPNNfv75Z3755dA2C6qaiKSUBNzudkryFataVVWV39iamhoeuO8Rn7avvvAKprW1tTQ0NFBWpBx75IRZWp+a2SnIbOLDTxYwdrKvVq26xptNR+XcE/6EMciIxWLBZrMREqbM9btvl2tjukob3JHGxkbcbjcfL17g0966xwWhrbWNZqeyMXr9/ee0ftHkDgzUBbWpsZl7HrmNx/7zAEs/VYrvtbW1kZubi8ViweVqpcxeyLAOCR/2l7Bh8uTJncYZTZ48uUdzVDe7acOVB8Mniz/sdNz+3FqF3kWv11Nfq/y2w8JCfNo7osSHKKm9x44a59PeW1gsFkwmRRE1bIRyj0ZFRREYGEhtba0mdOeXbdPup6YmRcCyhARp5+jt2Cqh5zgcDlpaWqiuquP2u28G4OOPFzJmklf4CQwMVFyqgozEDUlm586dWl9zczM7c/IByBg7VGvf1/2mWmf2Ti3eXauNen+VlpYSE+V1o4u0hjEkzMbWLV5lTkchbMuWLeTm5lJTU0Npaanmgmgvr6HJ2UBqeqrfNVSSk9Ioqex5vJXQN6hrx8Txk9m8ax3/ef3fjE2fQkq6934wBweh8xiwWCxavUFVYGporqWpYf9ZD1VFU8EuxZqZmq48FxNTYzEFmsnd6bU6qvusjeuzMQUEMXrCMDIyFcFq2xbvb+b34Irc5zFMK1euZNasWT5ts2fPZuVKJaGAy+Vi3bp1PmP0ej2zZs3Sxqxbt47W1lafMRkZGSQnJ2tj9kb1Q+74NxhRH8wp6UpWn7xc5QZvaWnx2djV1tbS2tpKXqni3jJ5lOIi8uN6r8CkbkKy96RVvuUvXm3bvrSiFRUVe8zAcP311wOKNsQcEAI6t6bRCt6zaVixfpl2bHc0wG1tbdTY/TPqbVytZGtRBby9+T1oNAYDqkCz8N2vADDoA3jsqUc1n/va2lrKysrYnp1Hu7uNkaO9m5buLLKTJk0iISGB4OBgEhISeiwsge9G4c9X/IU6x26mTJnClClT+Nst//BRBuTn51NaWsquXbtEeOpj3G439bV7LEwRoT7tHVEtkbGRSZo1s2N7r81HCWMiKEi5X0JDQ7V79Ibbr9DGHX744ezcks/Tr/xDmcceS31SUlKvzkc4MFRXvAWvfoirzcl/3/pIqymokp6erq0LyfFDyS/M9T1HfhFBgcFahkSr1bpPF2AtTnKv1OLdzT6n3mflVSXYYnxjM0ekjWHrdm9WMjXerrCwsNPzl5eXs32LsukdPtJrqd97vR02fCi1jXaqq5Tnr7jk9S/q/Xj+ZacTZLTQ7mnn2uu95RYsFgsBRj0tTU5cLhdWq5XY2FjcbRAXr8SlF+1xN+/MC0lF/Z6LCooJ0AcSn6LUcdLr9SREp7JrV67f2M1bNjE0MYNAYyCR1jAiQqzs3LFLG6fek4cyfS4wlZeXExsb69MWGxtLfX29ogWx22lvb+90jJrtrby8HKPR6Ke56zhmbx599FHCw8O1v8H6IFN/QCnp8ejQkZ/r1QZ1TNtdVVVFq6tVs8Q8++pjBJtCOXbybL9zqS5zUVavkBQREdFpNhf1e1ECDT3aj8flclFf10hTSyPZ2dk0NTWh1+vJTD+M8SMP147vKkZFxeFw4HQ6yduhCIIvPvW6Zvl6+qlnALj2Gl/3vBXfrAV6VvVc6DvUhXn9hvUkxw7j+Sdfoaahkm+/8Bbfq6urY+umPTVNJozo9Dz7wmazMWrUKJ86TT3BaDRqm+sLLj/Dp2/Jjwv508Xee6y9vZ2ysjJqamrETa+PcTgcNNQrGsywcK/2fm9NuLrRM5vMNDU3+bX3BuXl5RQWKAHwQWblni4oKNAUTSFhwYSYvWvmc0++5HeO34sv/0DG5XLR3NyM2+3m6+++5KgJx/skigFv6nr1/klPS6eoYpePoF5YVIBtSKL2/ZvN5n1eV7U+7Z1avLvZ59Rna2V1GXE2X4Fp/Ljx5JVu0wrsqqVFVE+TH79ezdMPv6K57APs2pGPTqcnfVQyXTFmnOLWpSpRy8rKJKFSP6Jac6yxUXz4/kd88M7HTD1ugtYfGhqKo7mB+tpGLRFWRUWFUsg2Tfmed+1U9oj7894AKC4pwRrhm/FvaMpwdhV53VPV38iO/M1kjBijtSfZhpJfkOs37lDmkM2Sd9ddd1FXV6f9dcxaM5hQBcUgs4mEmDQ2b/ZqmTpuKpxOJ8UFirven6/4C6YgI8OSR9Hc4tU+hYSEYDQaKS5S/KtVH+mUlBSMRqOWzcVms5GUlERmZiYxMXs0DwZF+zptmpKS9f7778fdhpb0obq6GoCkxBQKS7qvdVA3GMuXKi5cGeOG8eBjfwMgp2AjD/7lcSpqFGHqtRcUl72ffljpd7zw2znQ1O3qfbh156+MzZjApCPHEhUaw9dLlvqM27E9l4gQK1HR3k1nb7pU7Q/1XjYFGfn555X86/5nuPHyO5mUcSTbC39lS9aOTo8TN72+Qa0JV1+v/IbD98RMJiQk+Gny1XvMHBTsIzB1N6C+23OpUTwRgi3ezbHb7dZS/k6bOF1r/ynrG7/z7E9BJPQ96m9146qtVNQUccppJ2t9er2ejIwMLT5SFVJGZAyj2eXQXN4BSsuLibd1LWzsjZp9LiElhgBDIAX5Pc8+1+xooc6xm4REX4HpsGkTaXe3aQV2HQ6HVkh0++Y8brn7et5Z9ArvvLJQOyY/Lx9ruE1LpgLe9Va1ho0Ym0qgwciWbK9SSBIq9R8dQxjik2O0emGgfGfl5eXoDd604uq+q73VQ1x8LIEBJi2lfXcE37KKUmKtvvfayJEjKLUXaF4XTqeTkvxyah27yRw3VhuXlJBMWZU3EVlvrcUDmT4XmGw2m182u4qKCsLCwjCbzVitVgwGQ6djVG2yzWbD5XL5bVo6jtkbNdVjx7/BiqrBt1njKSzJ19pVYUStr3T9tYq7XMYel6dgswVHs7JQWywWmpqacLlcvP3xiwBasbWOgaAWi4WEhARiYmIwGo0YjUZSUlIUwcgDY0aPpaioiFNPPZX2Ng+GvTxiYmJiaGiq1d7vb0OsbjDe/1yJVwsNtxAR5XXN+XTZ+4BS52nC4aM4dcZ5jBw1UusXF4Le4bekbrfbFZeOqtpSxmaOQa/XM2XckfywdrHmxw+Ql7+T5DjfeIDuZrnrDTrWzjAaAzn+1KOYe8N5PPqkUmz53bc+AsDR2Mwfz7lCs3oCFBcX+59Q+E2oGsnGPQJTWISyVuxLM6oITD2LXVSzPO1rE6jOZdcOZbMxskPcislk0iztf3v4tn1e6/egZR3oqJvO7775kSCjhelzjtD6xowZ43N/qc++jEzlmbk126s0KasqIjGhZ54poaGhGAwGoiPiKe6hkra5uZnCPUVkk1ISfPrGTBxOhGUIXy/2uruXliqKz/mvvEuQ0cK44Yfz7v/ma/uCopIC4mO8Ap9Si05Zb9XncqAxkLT4kaxY6VtTR+7j/mFf8Y9xcUqdt87SirtbIcCkxzYkkcIir8C0P8G3wl6KLdb3XhudmYHb3c7WLG980vrViqJ+4uFegSkhIQF7bZl2v/0e6s/1ucA0bdo0li1b5tO2dOlSzVJhNBqZPHmyzxi3282yZcu0MZMnTyYwMNBnzLZt2ygsLNTGHMqorkQjhmeQX7bdrx5DcXExbrebqjplAVUziTkcjWzZtX7Pa4eWsQxAp/N+9aqWoiusVqtm7h01crSmqXe3eTQLk0pERATNLoeWsGF/MQYdF+ZRqRO01zfMvd1nnFrn6f5/38mZF56otUsdnd+Omn7X7XazbZM32LM7mkY1dbhakHb8ZMVkP+vEmQAsePl/e8a1sjXvV8aMytSODQ4O7tXP0R0mTJjgp2QZEhPJ6TMvYMmPC1nxzVqOm34MOQUbufiSC7QxTqdTtK69jKqRbGhowBQQtM/ioKqyLDwsgupau197V9jtdrKystiyecs+lQDeuTRi0HvjMVVrl8ViwWw2awVAO3LFBd7SDL0dUyX0HFUg+mnV92QOn6zdV53VfFMFh5Rh8ZgCgtixTXEx2l1ZQ31TNWlDU+gJ6n0UF51AaXmxX3tXqOtoUd6erGVDfTexAYEBzDhqDj+uXkpjvdfC2tTYzI9rlnLKzLO59LLLqGmoZPN6RegrqSgkOdE7/47Ky44uysfPOJEdhdk+ZTt+D9aCgYhac25voqKivLUJA/zTire3eTAE6JSshx2U6kVFRWzdupVdu3b5JMlSsyhW1ZSRGO97r42dPBK93kDWOm8dxU2/biYsOIqEVG/oTFJyAq3tLsqLlTX19+CF0WOBqbGxkaysLLKysgAlbXhWVhaFhYq/7l133cWll16qjb/22mvZtWsXd955Jzk5Obzwwgt8+OGH3HLLLdqYW2+9lVdffZW33nqLrVu3ct111+FwOLj88ssBJSHBFVdcwa233sp3333HunXruPzyy5k2bRpHHOHVHh2qqD+UMZmjaXe38esaxXxeU1ODw+GgpqaGytLd2vjkoYqJNThYWSDtFYpA1NLSQn2Nos2984b7tPHdecibg5UFVIdBszopLnlKv9WqBNSGRyqWvOo9SRz254rgdrvJ2pPcISw0Umu//MYLWPjhZxw98QSWLv7WL2uWysF06TpUUV07zjzpD1w89w8sX7xK69vfIqh+v9u27CAwwMSw0coDeuYpRwLw0oInAVi1fAMtLgfTZx2jHdvVd9rXJCQkaNmFVC6+/A8AzPvrtVqbq62F/762SHv/e3ggHExUS0B5eTnhIUP82jsbO3RoOkUVO7VN476ycKqKgKlTp3LEtCO4c949+1UCNDY0YjZZtHuz4+alsyLJsZGJXHf7Zdp7yZDXv7hcLoqKitjwyxYKyndw2mmnan2dPSvU4vAGg4GEmDR25Snu5Js2KPGWozO93gzdUc6pCsD4uETKq7qfWlxTfhaWotPptYyQsbGxmofJRZf/gSZnA7fdcLd23Bf/W0azy8EfLjqDqceMJzDAxOeLluBscWGvK/Nb5zqi3s/HzZqG2+Nm9Y9ZgHLPH0zLv+CLGhoRHR1NdHS05kKq7rsMgTraWxWBKSoqCne7B087GIw6Ro7IIL90u6awrq2tpampiZqaGnJycrSaW83NzVSU2HG1tZCQ5LuuWULMpMaNYP2GDVrbth1bGZac4fPMThmqWF/zdyqW1N9DavEe71jWrl3LxIkTmThxIqAIOxMnTuS++5QNeFlZmSY8gfLlf/HFFyxdupTx48fzxBNP8NprrzF7tjcZwfnnn8/jjz/Offfdx4QJE8jKymLx4sU+iSCeeuopTj31VM455xyOPfZYbDYbCxd6/XUPZVTfaL1esebc9bc7tT51s/vdYiXA/po/3kLwntikP12lPMgLcr0L98vPKHWMQsO9bm/dCQ40GJVbpb1VMbtarVY87Tps8bFkZmYSGqqcLyJSiU+prqwF9l9kz+l0srtSEejOOPM0n77koXE8/eqjRFo7d6dUY6+E38bu3btxtrgo3a2Y8h/8xz1a3/6+P61AYkkxMZHxPjEcZ8y6EIAli37gjdffJDQ4kglTR2n9/bm5tFqtZGZmatkh00elMOcYpa7bPbf9g5U/K3FyHy/6QDumpqbm4E/0EEYVtu277cQMifNr74h6r6SkJuHBQ0Ndo097ZxQXF2sbB4BvVyymML+Ybdu2+Y1VN6yOJgdmo8WvvePrz/7vS62tqq5Me22z2WQ96kdUt2KXy8X773xEuGUIJ5zuVdB05b6tWrpTEtPYVaAISjmbtxNoMDJibKo2rjvKOfUaqakpVNWWaIU99+c6rm5ES0tKiQqN1uojRkZGkpCgWADShicyMmU867au0KxIn335KSNTxjNsdCpmSxAzpp7EshVf8t2XP+P2uBk7YVTnF8Sb9W9oRjIfvPN/HH/qUQQGBvrUvxP6B4vFQnJyMsnJyT77M6vVSmKqjbYWGDlyJGlpaYxIVxJ3GIw6Jh02HldbC5vWdx6PW11dTW1tLeXl5RTkKtbM1HR/t9NxoyeyeccG2tvbaWttI7c4h5EjRvuMSR2hpCIvyPNaUg/1mPIeC0zTp0/H4/H4/c2fPx+A+fPns3z5cr9jNmzYgNPpJDc3l7lz5/qd98Ybb6SgoACn08mqVauYOnWqT39QUBDPP/+8Vt194cKFB5wxazBiNps54rhJAAxN8mq9VHe6J156CICr5l2s9cXYFK1tVYXX+qS6pBx2VM9qmQQEKhvhulolFsDj9tDe6iYkNBij0aidIy4hGoDy0irtel1pHVwuF3V1dTQ0KKbiydO87lopKSl+9XcCAwPJzMxkxIgRZGZmalYt4cBR499+XLoaAFNAEE0tjZpfcndT4paWlxAX7Wvav/kvSjrUvz18K9m5azhiwrGaQBUQENAtQb0vMRqNml84wMNP3c3atWs588ITCTQGMvvosygo38HCd5R06ZKVsXdR14wWZzNBpiC/9o6orirmYEUZ1NykCC9d3Z9qYcZn//m6T3t5sb3TeFh1w9rY2Ig5yOLX3nFecUkxWpvb7U1qI+54/YdqTQTYsHIz363+kjNPOl9zx4P9W4gmTJxIUWUuNfZ6tu/YTmLsUO34/aUU35sx4zJwe9xsWq8I5/vbSKrCeFl5KdGRNp/2iIgI7drPvPBvTAFBPPjAQ+RuLWDLrvWccpJX0Xj2eWdQ59jNPf+4nZiIBCZN82Y16+zzZ2ZmkpaWxsTDx5CWlsa4ceP8xggDB7vdTnV9Fe52D5t/zcFut+NpU9Yog1HHxKljCDQYWbZ4OS3NTv7654e45NyrtLqIgGbQKMzfU4NpWKLWp65hx804mvqmatauyCZr9VaanY1MPXKKNs5kMmEJMRNuGUJxkTfU41CPKT9ks+QdarS1tREarjzI121doQXTt7e3U1pY2ekxav0Ie5VXYGptdZEWn8GQGMX9zWw2d+tB0OhQskft2qkkBKgoVwSiVrcLl8uF0WgkNjaWuGTFKlhZ7q2d1JU7gvoQ2bltJ5agMCKGKJakkJAQrFYrkyZNIiUlhbCwMFJSUhg3bhxGo5HQ0FDR5PYS6sZx/dqNhJjDeejex2hzt7I9WzHddzd2p9xeTLwt0actLDKER+5RXPJiIhJ45Om/aX37S9F7sLBYLF3GUt32N6VO2T+evldL5yspd3sPi8Wyp6BxCyZjkE9bZyQkJGgZv1TNfVcudup9/d6nr/m0N+5JYd6xJAN4A5YdTQ4sZotf+95zO/OEiwA4bMyxWn9LS8u+Pq7Qh2zfvh23282Lj7/FVX++jPghKVz554t8xnSlGPR4FPemI45WFJIrvl3Nlu0bGZ6WoY3prjCsCiVjJylxINlZirv5/tyV1I1mhb2M2A41mNT2zExFmWiNjeKuWx8gt2QL519yDqaAIE4/zxvTO+WoTGYffRYAV//p+k4F/r2xWq0MHz5cFJADHFUpEGhWFMkuh5uCggIt9izAqMNsCWLWUafx8eJ3uejcy/hm5SeUVRVy/6N3a1ZJ1Y25qLCEUHMEYXuyk1qtVjIylHt+2oxJhAVH8emiL/nxu58xBZo5/Njx2lzU53dMVBylZV6B6VBHBKZBwt5Cx0/L1mqv/3De2X7jrVYrpiAjIeZwSku8biO5hdsZluq1UHXHuuRyuaioUs6hZmdRU1dWVpVrwdQhISFarNPSZd6U0l2lFlcfBj+v+YEQc5hmfVBT+KqfQxbzvkN1uVu97icy0jKZfGQmOnSsW/2rNmZf2tH6+npaXa3srq8gMSnRr3/2mcfy888r+WzJQp+Ht5o4ZCAwatSoTrWvUdHh3Hnj30mNG0lVmWLJPdRdDg4mLpcLh8NBi6uFoCDlAexwOLrcWDY2NhISpggsDfWNPu1743A4fIoR7z12b+u1VqOu2YG5g8C0d/D70KFK9ry7H5nHq8+9xZMv/EPr21ehSKHvUGv5vfzEAl5//zkCDIE8/9JzmC3e76OjlWZvVLfO9FEpJMWk89yLT1JVV8rMWdO1Md3NGqc+T82WIBKj09ias1Xr21cMpBqEX2YvJDkp2addRd3Mnnre8ZrAfuUfb/RLRPLI03/jpxU/c+ZF3rCHsLAwUTIOcrRadJHKc7SpWtlX5W7PBxQLE8D1t1zBkLAYGpvqef6J1/i/TxcSHRHH7Xfc5pPYo7SshOgor4eFakUNDw8nIDCAk2aewZIfF/LuoleZNPpIzU0UvAKTLTqB8kpvyMehjghMgwRVmPj3g88B8NA/vUkbnG2KZnPZ0u+0NvWGToodSmFRPgAlBRWUVOUxerTXF3XIEG+wdVc4nU70BuXHqOb/VwUnNelDQUEBDodD2xRnbVvpc3xnNDYqrl+FFTu1WkvCwaW5uRlni4vCip1MPfwIwiNDibOmsCl7szamKzO76lJZuKsct7udlDSvL7TNZtPuBaMx0Ce2yWKxDLjg+PHjx/tYM9X5njf3NP732bukDFfcDWXT0Xuo64LT1eIjbOxrc6omtCku3P9DumZP4pkLT7tCa1PLV1RVVXUqmDU1NWIxd61EMhqNJCQkoNfrmThtjN+mXDj4qELwBZefxWXnXs+yZd9qSRNAEY7T09O7PN5isWi/6wvP+yPVDZXo9QaOOaH7BdhVOrqnp6eOJDffGy+3LwukyWSisnQ3zS4HaUNTfdo7zlOdxz2P3sratWu5/EZvJs+OczQF+a5Tw4cP79b8hYGLei8EBukJCtfTULGnrEyTYgVXLU9xSTF8/vX/sXjZ50w9bgKh4RaeePLf1DuqeeLh57XzlVeWYuvgRq+uu2qimytvvITocGW9vfKaudq40NBQTZCPj4+nsloEJmGAoQo2M06expCwWBqaaynJL6esSHHHmzXtDC2deFRUlHZDR4RFUldfC8DnCxWrz4TDlFz6QUFB3YojMZlMmvaifc8eQ01raeiQVlx1W4gbkuKTIrwzK5YaY9BQ1+TXt79it0LvoMYv5eYU4Pa4GTZC0Z6PTB/DttxN+znau1HJ21O7Jm24VzMaERHBxIkTSUhI0B7kQUFBpKena5rSgUZHa2ZXG4zo6OiDPKtDF3UDsLfA1FVKY5PJpLkldywK2tl4j8dDfZ3ifnf4tMmcf8qfAHj5rWe1MR0FM/Vebmpx+KyJnVmvbDabFoivIglo+g/1+RJpDePPf/2TVpAdlHtj0qRJ+z2H+p2fe+kpXHDqn7j/zkd9hI7uKBZV1ARIozJGUVyVp7mP7sslr6ioiB1b8wEYlpGqte+tPEhM9Lfiq6SmpvplxQsLC2Py5MndnrswOAhPCKCmsBWPx0NzjZvAYB2GQF+reUePjvRRKZx98sV8/eMnVJQqbuWVu0uJt/ln/uz4e/rgf//lo/cWMf5wb/IQi8Wi7S8TExOpb6rGscdl/VAv8yIC0yDBYvGmuk20KVlsnvzX85x2llLFPDzcm0kuPDxc20SEh0dQ76gF4NV3nwYgLEJZ0Du6vu0Lo9HI0GEpoIPWFkWb0b5HYOpYhykiIgKLxUJqQrpW56mrmAR1I7L2p40A3H79vVrf76EA2kBA/Q62b1XilUbsKdY5ZvQYnwd9V6iWp4K8IvR6A0lpSrBycHCw9p3bbDYmTJjA5MmTGTNmzKDRwndWDyMqKqrfE1UcShiNRqKionC1tmDe45K3r5TGbrdbWwM7xibtvV5oyphaxf0kNCKU2++/zu98naW1b3Y6uvUd22w2SUAzQOiqdo3NZmPs2LGdHOGPerxer+f2+6/n5HNnan3dVSyqqJvGcRNH43a3s2GVYq2vq6ujvLzcb7zD4cDhcJC7PQ+dTs/Qkcl+Y1S6Sj6hWu3V7J/qfSmWpUOHjsJzVGogrkYPDrub+rI2QmK81sWuwizmXnsB6ODDtz+luqqOmsYqUjvUGVP3jEajkbAwZT8ZFhlC2nBfIT0iIkIbm5ymKI7ytyseQt1NEjVYEYFpEKFqtydNUDRG36/5Suu7dt7lPmPVTURkZBQlVXla/SVA29j2xOc+OiYac0gg4ZYoMjMziR6iuDyoLnmqZsvhcGAyBeF0tWjv96VZKy9TLGRnnO/1tx4sm+rBjirw7Nq5C0tQGNE2ZdMwcvQwPB432zd7azbsi5xtOcQPSdEySvVEGzuQUethJCYmarUwhN5DLdbZ7HJgsShxGNXV1V2uF13V7aqvr/d5r24sGvYkeAgLD0Gn03HyYZdgjfTGznUs5KhuMpqcDkJCQv3aO0MS0Awc1N+qzWYjKSmJzMxMPyvgvlCVfZ0xZsyYTtu7QhWYJkwdTYg5nGVfL9f6SkpK2Lhxo894NbYpPz8fa7hNS2wCnd9/mZmZpKSkEBQUREhIiJ/VXu7LQ5OOlvSwOAMBJh0FK5tprGzHmq581ykpKYwcOdLnuaXeB0NiIjli/Ay+/GYRG1YpHiQTpngVCh0VT8OHD/eL8wSv0lAdmzpsTy2mXYrFv7y8/JDOJCsC0yBCDZS/et4f/fo61ioKCQnR3NrUSuUzT5iu9asbj54WDg0KCaTFoWyyLcHKpmLYiHRNw6paLKIio6iqKdPm0Jlbi/qD223fjSUoTIsF2FeWLKFvKCjIJyE6RbsfMjKHAbB9i1L1vqvU8OrGoKy8mOSEoX7thwIWi4XY2Fi5J/uAxsZGdlfW0tbeSrQtxqe9M/bObPfzt+sA/4e0urH4cflPAIRFKN9dUJCZ5havC3DHordGo5GIiAhaXE2EhirjpYDn4MJisZCQkEBMTMwBfW8ZGRmkp6cTFBREYGAgNpvtgNzZVCEnIDCA4486mc+//YjXn31Py7TZ1tZGTk6ONl7dmO7YtY20JK9FKDw8vMvPYbVaGTNmDCNHjhQF4+8ENSEDgE6vI368iYaKdgLNOqJSfZ+5HZ9bmZmZmsXoD+efTVVtKW+//TZBgcEMH5OqHbP3fnDSpEnYbDYCAwMJCQnxURqqa6wt0YpBH0BpsTex2KGcGEkEpkGE0WgkMjKSQGOgjwvbgtfe116bTCaMRqOmZT3iWN8F/6P3Fmmvu5v5B5RNcztO7GU1ZGdnU22vBSAiypt9R7VYTJk6ifqmGvK2KVqHzrIDqQV3Fyx8mRaXdxMzUNJN/54oKssnKSFVex9pDSMixMrOnblaW2eLoLpo2msriY2J9WsXhH3R0NBAXbViHVILXu+LvYPmV65Yrb2urPSWVigpUdLcfrH8f8q5o5TNgj7Qg6O5kdJSJUi540bT5XJRVFCCx+PGEqIITPuydgmHJhEREYwZM4Zx48b1yELVEaPRqHlv3H7vDSTbhvHi209w7PRjvOnr97jhgaJgamttI79kG6NGeq1Z6iZXEFSSk73umnHjjKRMC2LErGB0ekXo7qrMQny8Eqs0bcYkbFHJbN61jtHpE3wShXQWCpGQkMC4ceMYOXKkj9JQ3YsaDAaiQmO0ZDpwaNdiEoFpkKEGfZ439zT++fenWb16NaMmDNP61WK+qpbLlujrW9/RH7U7KcXBm/8/wKzXYpgq9rjSefAmaFAtC6pfa1mxMmbvGhQul4vGxkYt7e+44YdpfaLJP3g0NjYqqWx3F5GakurTlxSbRn5Bnva+swxPTqeTttY2ahqqfIpI90QQF36fqO54arCwpUO2ua7WJTXOZNo4Jb7kvU9fZ/H/fQ8o2e9cLqUmXHV1NT8tW0u7u43rLr2NgEBlXSqx7wLgf//7n58l2+l0Ur8n5W5oWKhPuyD0FFXYMluC+OjTdzhj1oUAfL3oB22MqjS02+3k/LoLZ1sLmRN65v4n/L4wGo3as1an0xE31kSozde61NmaZbFYCAwMRK/Xc+Xl15IYM5Srr73SZ0xPFZ3qOm2NjKGismI/ow8NRGAaZKg/GL1ez6zTjvYxowYEBGjBxx1/IFdddDMAD/z1MW1sT1zf1B9gYJCOthY1rbgHdLB56yatmKc3u4qiLa6rbfA7B3itFd99+TMAs2fP0frEOnFwUAPjy4vttLY5SUrxDexMTRlKYdku7X1nWqOGhgYqSnfT7m4jPsHm1y8IXaGuB81NiiAevCeGKTY2dp/1coKCgnjuDe86tnWz17XJ6XRqa9HNf7kWgORU732tnre9vd0vttLhcFBfq6xLYeFegU3WI+FA6BgYD/C3f9zC8KSxvPvfd7W2xsZGHA4Hzc3NZK3bhA4dE6d6S34cSq7NQu+RkJCwT5fTrtYstUD7mReeyKIvP2TK0eO0PrPZfMDux9aoWKp2i8AkDFASEhL8/JaDg4MZP368T5tqhj3v0jP4y433c9LZ07W+nizGWv5/s47W5j0CU6uS8EGn02lmYLVGibrh2PTrZr9zdKSivAqA0y84cZ/jhN5H3bAW7lLcl1SroEpqWir2unKcLcqmcm8zv2ohKM5XfJcTkr0F8LpruRR+v2iFYh2KhUmNYdxfQePU1FSf9x0VRiaTifLycmrs3iQQsXHeNPDqhkCNXVJ/Ay6Xi5KSEurrFIEpdM/6tb+NiSDsi7Fjx2r3uV6vZ+axs9hRuEnLPtrc3ExVlfIM3LJ5C7YhyVppEJB1VOiaA4lb21cmz9+yzsXGxLK7rnL/Aw8BRGAapKiZcdRMKKNGjfIboyZdiLSG8Ye5p/psLrpbiA+86X/N4Xpamz20trhpa/X41GBSNx+hoaGYzMqP73+L39b6OwZY6/V6CnJL+c+bj+05v5JdLTo6WjYoBwn1XijKVwSm1GGKJl4NKk1JS8bjcZO/U+mvq6vzEZpUK2FhnpJONDldEbi6SnsrCB0xGo2kpKRoApMl1NytWkYdM9sB6PXKOhYZGUlTUxMej4cvPv5G6x813luwNDDQV2DS6kDtWbvq6xSLuFp2QdyDhd/K2LFjNfe8KUdMpM3dyvpfvDXumpqU+N3tu7YyPNWb6a5jMV1B2BuPx9NlX1dJF/a2enbkQMoiqEp3W5yN2kY7rS5lXT2UU4uLwDSI2V8Gr31pqPanye2IGhcQGKzcLm0tHlrq3ASF+2p3QUnwoG7Gk2O9sVUdEz9UVFRwzvmnd/v6Qu+jBngWFRVjCQojLFK5V9Q4kaEjlODSvB2F2jGdLcQF+YWEBkcSEaVsMtWijYLQHdSHqyUkuFvj946lU9eagIAALYve06/+Q+tXU93bbDb0e7KROZ1OH+FMPYcqMKn3ck+ziApCZ9hsNkwmE2Mnj8AUaGbdam9a8ZaWFlqanRRV5DJqlNcdT4R1YV/0pCRMRzpaPVXUGl49Rd1fxifa8HjclBYp1tKusuoeCsgT4RCmq4J+PS3AqW6UA4KUDUdbi4d2l4cAk/K+4+YjMFDZoMyceioGg9ftT213uVzU1tT2/MMIvYq6GSwtLSU2yuuOZzKZiIyMJCElhgBDIAX5RVpfxzgmddEtLinyO14Q9oeaSEaNYTJbTF1meOqIulF46h8vABAeoWQSU+q/+d57I5K9PvphYWGYg5UMnGaz2UejqioPGuob0On0hIQF+7QLwm8lKiqKQGMgw5JGs2mzV2DyeDxsXLOVdncbEyZ7a+KIsC7si30JOPtz5Rw7dizp6elYrVa/Gl49wWg0YrVaSUhS3PFLCg791OLyqzzEUQv6RUdHEx0d/ZsKcKoCUusegckQ6F/YTBXEIiMjqWuo9mu32+2aJgLgxKPO1F5LGtWDh+qGVFZZgi0mwac9JCQEg8FATEQ8RYWF+zy+tKKYeFuiX7sg7Av1PqmrqyfIaNFchPd3/6gbhWNOPByAp1/5B22tbTQ1NeFyudi8foc29vlXntZem0wmpk9TYiVjY2M7rdtUX99IsClEm4sI/0JvobovjR09jm35m3yE8SWff4MlKIxxh3nd6qW2krAvVJfmvemOWzMo91dKSspvvs9CQ0NJTFMSPpUUle1n9OBHBKbfARaLheTkZJKTkw/I1K8V4utgYWqoaEcf4J/7X93wxMTEUOeopq1VsUqo2asqKiporPdqH+775x3a657EVQm9Q+XuUuJt8Z322WISKaso6bRPtTaV7y4mKTHJr10Q9oWqQa+oKGdIeIxfe1cYjUYt25NK9rrtgGJl2vLrNgAM+gCtmLdagHZU+jgiQ2NwuVxkZ2dra5Iao9nY0ECwKcTnGEHoDTSBKXM0jpZ6ivLKtb61v/7C4eOOxhRk1MaKS56wP6xWK5mZmaSlpZGWlkZmZuYBxSL9FkwmE+GRoZhNIZSVVvi07wuHw0FFRYVfTOpARwQmYb+oQdJ6vY7AYB21xcr7mgJvIoe9NcPxCTba3W1UlCibErvdjt1ux+12M/9VJbXqmKGTCTJ7f1ii0T14mEwmmh0t1DbaSUxO9GlXSYhLpLyqc4EpICAAe0U1Tc4GUlKTfdoFYX+oGnany4nJGOTXvi9U914VNfbI5XJhCFCULrffcI/WHxwcjMvloq6hjkCDt6i3quhRYzTrGxowB0nRWqH3UZWO46YocUq/rtsCQMGOEkrt+Rw+9XBtbHR0tP8JBKETVGVPfyl41LV0SJhvLaZ9eQrk5eWRk5NDcXExOTk55OXldTl2oCECk7BfOvqjtjZ5qM5TrAhDjzVr7apmWH0wqGmmi/K9ZtqCggLaWtv4dtXnAMy79WatT7KrHVzsdjsFuSV48JCS2rlLXWJiIva6ci37Tcf7oLm5mdwcxV0vbZjXNUCEXqE7qPdJa2srgQFGv/Z9obnlTZoNQGODoqVsa2ujvq4enU7P2X88SRsfEhJCZWUlOh0YA4w+gpDT6dTu+YbGekItYT59gtAbGI1GIiMjiUuKJjQ4ki2blPphX3/+HQZ9ALNPn66NPdhWAkH4rVijYqmqKt/vOIfDQXV1NTu35LMtW6nzWF1dPWgsTSIwCfulYxChoYNyN6xDhWl1c6EW1lXTTBcXlvqcq2P8UubkEdrruLg4hIODWkMpf6eS0CF1WJJPv2olSklLot3dprmP1NTUaBr58vJy8nILAEgf6bUwSaC80B1UH3xFYFIWle7636tC1T+euhfAx8W3tqYOS1Co5t4bEhJCYGAgFRUV6PQQYDD6xS+p52tw1BEaEubTJwi9RUhICHq9nqGJI9m0RUn88NMvKxiRnKllKTWZTKI4FAYN6hoZY42lqnr/Lnmq0vW1F9/mzjv/4tc+0BGBSdgvFotF20QnTlLcZ3R6MBi9SR86xq6YzWYiokIJNoVSXOjr0vXNF98DcOu19xAQqJwzMjJSHhIHEXVxKiooJkAfSHyKN4YkJCREE5DThiuWo71Ti2s1mAqKCQuO0h72IJtMoWe0tjo1gam7qPeYWu+tsNCbybGuvo4Qs1foiYyM1JQ5Or3OxyUvNjbWZ91pdDQQFhp+YB9EELrJYZMPZ0fRJipLd7Nl13pmHHe81iexS8JgQlWQxsbGUl1f5de+N+ravS13MyOGjvZrH+iIwCR0C7NZcb9rb1UKpnm6YUiICB1CdY03U15jfRMvvPU4AGdeMFtrT0xM9DtW6DtU4ba4pARrhE3TxquCq+o+kjzUhl5voCDPN7W49/gibFbvdyeCr9Bd1LTira2tWkHZ7qQVB68VW3UD/uDzN7W+z779gPLqIp/x6sNYp/O1MKm16FQBytFcT1iouOQJfcu4iWNoa2/l4fv+jU6nZ/Zp07W+ntRHFIT+Rl2D4+JtOFrqaahz+LTvTXl5OY31TRRX5TF2rDeN/mDxTBGBSegWqtUhZpSRgCAd487xzfXfMdhfHdvU0sjKdd9r7e+/uUh7HRyiCGDR0dGyye4nyspLiLV6U4p3dL2MiIgg0BiINcxGcVGx1h4QEKAJTKUVRSR0SCl+oMX0hN8fqjDS7GzCbA72a98fqgIHwLwns92dN9zvN669vV1z/1Nd8roqXNvkdBAS6v0NSC0coS+YcPhowoKj+DnrG6aOm05CqpKW2WQyiYVJGFSogk58ohJSUZynxKzX1NT4jXU4HDgcDjau2YLH4/apOzZYkCeC0C3UQFRjsJ4pl4QRHOWbArzjZlvNqudqdVLT6DXTvrfwLQBSbMO1tsjIyD6bs7BvyqtKiIvtPKW4qpW3RSdQUlbs0+7xeHC73VTsLiaxQ0pxj8fTtxMWDhlUYaSxqYHQkFC/9u4ybvjhtDgdZK3eqiWTmX7YyVq/+kC3Wq0kJCYQaDASGBjoV7jW7XbT4moiJMTid6wg9AaqUjE4xMx9dz3I+BFHcPvd3sRHUodQGGyo+4SklD3Fa4uUeOeKigo/b4Hdu3cDkLN5B3q9gYxx6Vrf/ortDhREYBK6RVeF0sA/WLu2thaAi8+9Ar1OT3t7O9VVddQ5lB/MHy+8TBs7WHxXDzXcbjdVtWVdukOqmv44WyLl9hKfdpfLhb28hmaXg5Q0yZAn9By1BlJDUy0R4RFae3ctTOq99uuO1XjwcN1NV2p9J8yepb3uWJjRaAwkwBDo9yDX6/U0NznxeNw+Gn6xMAm9ScdN4fSTjuD1//6H5KHeZEdioRcGG0ajEavVSlxKDHqd3ifJ196JHFRF+s6dO4kbkqzVHTObzYPGy0iKpgjdxmq1EhYWhtPpRK/X43a7O83qo9MpySDi4mJxe9xsydrJ5ddcrPWfdfEcQKkSPVh+KIcSjY2NlBVV0druIimlc4FJdbtLjE9g+covcbvd6PV6qqurqaurI3ebkiFv6DBvhrz29va+n7ww6FGzNDoam3G01GOLj+3xOdQ0tKOHTmLLrvW0tnkFLUuI4uIXEhLiIwCpSR9WrFiq3c+gKA/qa5RaTiGhYmES+gaj0UhERISmUNybjsK9IAwWlH2cnaiwWIqLi7scp663+UW5pCR4rUsd3asHOqJCE3qE0WgkNDQUi8XSpcCjaspGj1Nc73yEpRO9r8Vf++DjcrmoqanxphQf6nWp6xiHpr5OSIrH2dZCVbmSvKOurg6AvFwlc176KK+FabCY1YX+RbUi1dqVeykiMkLr6+49pGor33j3Bb8+g0F5rO1tPdUbdGwpWgPABx98oLWbTCay1yt1cToKTGIxFXqb9PR0LclOR7qbUl8QBhrqOhk7JJ6S0mK/dhXVlb+4Io/0oV6BaTDtA0VgEnodddMzbHSqX981N3vd8USjdvBRzeQFecrCljrCu6nsuFlVX6cMVfrzd/pqjgrzC4kIsWLZk7zDbDYPqoVP6D/UB2ldrWLVCQvfU+w6IaHbm0Z17QgIDCDYFOrTp98jMO3t3udwNOJoqQcUtxDVLbCkpISnnlWyd7a0KMfIBlboKyZMmEBCQgJBQUFYrVYyMzOlWK0waNHc92MTKa8q8WsHr6K2KK+cZpeDkRneOPbBtA8UgUnodYxGY6faWVtUMlHREQAEBgbKBrsfaGlpAaC4qIRwyxBN4AkPD/fZIKqpm1OHKwJTYZ6vwFRcWkRch5Ti4eFSv0boHkajkaioKOr2uMGFR4QRERGBzWbr9jlUCzdAk7PBp2/yNP/sSy6XC/tuO1EhStrm4OBgCgoKqK2tpbq6mlnHnQTA0ccfBgwuNxFh8GGz2RgzZowI5sKgR3PfT0ygsqZUc2XuWJtTVdRuydoGwKjxIwAlzGMw3f8HJDA9//zzpKamEhQUxNSpU1m9enWXY1tbW3nwwQdJT08nKCiI8ePHs3jxYp8xDQ0NzJs3j5SUFMxmM0ceeSRr1qzxGTN37lx0Op3P35w5cw5k+sJBQNUafLfse/51/zP8tOJnPv96oebHKhq1/kHNZFdcUkRMlDfguLMNotlsJjwyFEtQGCVFpT59JeWFxNu87nwi/ArdxeVyUV1dTX2d8hANiwihtra2WzWYOhIVFeXzftr441n8xddaQeyOFlOn00nT7nb+OEOpLh8crMQ5qS6mBoOBUHMEZoviTjxYKs8LgiD0J6pgNHLUcJytzezYosQ319fX+43Zvm0nQUYLSWmKcmywKaZ6LDB98MEH3Hrrrfz9739n/fr1jB8/ntmzZ1NZWdnp+HvuuYeXX36Z5557ji1btnDttddy1llnsWHDBm3MlVdeydKlS1mwYAHZ2dmceOKJzJo1i5KSEp9zzZkzh7KyMu3vvffe6+n0hYOEWoAvNNzC8acepWVEURGBqX9QBZvCkl2kJO7bj1hd5BJiUtm6bYvW7mxxUWovYPhwr1ldAuSF7qK6ajTU77EwRYb6tHcX9YE8LHEMANf9+UqssYoQFRsb66O5NJlMtDa7CQ8eAngTlKiWUafTSWCAd7zE4wmCIOwfVQk7edo4ALJWZwOKMmpvJVhefh6JMamDNgNpj2f95JNPctVVV3H55ZczevRoXnrpJYKDg3njjTc6Hb9gwQLuvvtuTj75ZIYOHcp1113HySefzBNPPAFAc3MzH3/8MY899hjHHnssw4YN4/7772fYsGG8+OKLPucymUzYbDbtT2r4DFx6koZcOHjU1dUpAs/uAoYPH6a1dybwqIkfRqRnUFJRoLXn/JpLu7uN0Zkj+37CwiGH6q7bUN+ATqcnJDzYp727qNrJa6+5DoCkNG9NMVVho2I0GolPt2LQKwH3bW1tpKSkEBERgcViobq6mpBgRXiyWCxiMRUEQegGqjdRVHQ4sZFJZGdv0vpUS726lygsySM5IU3r75hoajDQI4HJ5XKxbt06Zs3y1rnQ6/XMmjWLlStXdnqM0+n0qy9gNptZsWIFoDy42tvb9zlGZfny5cTExDBy5Eiuu+46rRBWV9etr6/3+RMOLmpAa1JSEtHR0SQlJUmAaz+ipnPevjkPt7udkaOH73O8uoGNi4tjd12FJlRt/lXxQx470SswiUZe6C5qhruSklJMAUGatlFt7y5DhijWouknHcHatWsJDVeEnK6SR0w5YTh6nUEbY7VacblcOBwO7NVVREcp6c0dDkeP3QMFQRB+j1gsFm3/PjJ9DJtysrS+ggJF0WoymWhrbaPMXsDQoUO1/sGWibRHApPdbqe9vZ3YWN+6GbGxsZSXl3d6zOzZs3nyySfZsWMHbrebpUuXsnDhQsrKygAlh/u0adN46KGHKC0tpb29nXfeeYeVK1dqY0Bxx3v77bdZtmwZ//rXv/j+++856aSTuqz98uijjxIeHq79JSUldTpO6FuMRiMxMTEkJycTExMjlqV+RHV5ysneAcCYCSO0vs4EHnX80GGptLa72L4pD4BtOduIiUggLFI5ZrAFbgr9i6p13LlrO23uVr/27tKZFTshIaHL5BEGgw79HguTWitOvWZzi4Ngs9eqJDFMgiAI3UONCZ05cwbFVbv4dY1SpsHtdrN+/XrsdjsFO0tobXcxbIRXYOqpG3Z/0+eOhM888wzDhw8nIyMDo9HIjTfeyOWXX+7jw7hgwQI8Hg8JCQmYTCaeffZZLrzwQp8xF1xwAaeffjqZmZmceeaZfP7556xZs4bly5d3et277rqLuro67a+oqKivP6ogDGjU39P27TuIDI0h0hoGKBmb9iXwTJs+mQB9IN8vU6zIWZvXkp6SofUHBgb24ayFQw1VOA8ICCQjdbxfe09QrdgjRowgMzNzn5n29Aad5pK3tzWruaWJYHHDEwRB6DFqbbETTj+GCMsQ/vPsi7hcyhrr8Xiw2+3kbM4FYFTmsC7PM9DpkcBktVoxGAxUVFT4tFdUVHT5oIqOjmbRokU4HA4KCgrIyckhJCTExyyXnp7O999/T2NjI0VFRaxevZrW1lafMXszdOhQrFYrO3fu7LTfZDIRFhbm8ycIv2dUbc6u/FxS4vdfaVvdwIaEBTMiNZPVa36haFcZJVV5zJw5w++8gtAdLBYLUVFRtLW1YglWEj5ERUUdcNyQWkx7f1ZOnV5HgCEQnU5HbW0t4HUJaXE2YzEHa2MHm6uIIAhCf6G6R5uCjNx47W1s3LaKqy/5M22t3tTim7O3YgkKIy7ZG1862Fz5eyQwGY1GJk+ezLJly7Q2t9vNsmXLmDZt2j6PDQoKIiEhgba2Nj7++GPOOOMMvzEWi4W4uDhqampYsmRJp2NUiouL2b17N3FxcV2OEQTBS1NTE263m/ySHQxN9Wp5OtZL6IjRaNQSqxw26Qi27srizZfeRa/Tc9SMw7RxnVWuF4R9kZaWhtvjJigoiIyMDNLS0vZ/0G9Ep9MRaAwkMS6ZvDzFvVSNy2txNWluJR3bBUEQhH1jsVi09fPMC0/kb7c+xKbctTzz6GvamE1bNzIyLVPzdImMjBx0rvw9dsm79dZbefXVV3nrrbfYunUr1113HQ6Hg8svvxyASy+9lLvuuksbv2rVKhYuXMiuXbv48ccfmTNnDm63mzvvvFMbs2TJEhYvXkxeXh5Lly5lxowZZGRkaOdsbGzkjjvu4JdffiE/P59ly5ZxxhlnMGzYMGbPnv1b/w8E4ZAnLy+PiooKNq3bTp1jN1MOn6j1dSUwgdfd7tiZ03C1tfDpt+9zxPiZxMQP0cao2iVB6Altba0H3Z3TYNBjMgZpBZw1C5OriWCLWJgEQRAOhFGjRmmxoadfcALnzLmEDz+fT+GuMlpdreQWbiFzjNcFe+9Eb4OBHgtM559/Po8//jj33XcfEyZMICsri8WLF2uJIAoLC32SNbS0tHDPPfcwevRozjrrLBISElixYoWWihCUVMc33HADGRkZXHrppRx99NEsWbJEe5gaDAZ+/fVXTj/9dEaMGMEVV1zB5MmT+fHHH+XBJgj7weFwUF1dTbOjhT9d90cAjpt9hNav1lHoDDXWI3PKSP545tWEBUdx7Y1XaP1ms1lSMAs9Ji8vj+2F2ZSUFpKTk6NZfPoavUGHMdCkCUxGo5HQkFBa212awBQVFTXoNJ+CIAj9zaRJk7S184bbriDIGMzLz77B2p+ycba1MGXqBG3sYHTlP6Ak6DfeeCM33nhjp317J2E47rjj2LJlS6djVc477zzOO++8LvvNZjNLlizp8TwFQYDt27fz7/uf54PP39TaOhYS7qi82JuoqChqamrQ6/XMu+dq5t1ztU//sGGDN4BT6B8cDge52/MB2JqfBUB1dTUxMTF9LnzrDTp0Op0Wh+tyuSgqLAXAsselpLq6usvU5IIgCELXZGZmsmvXLgDOPvlC3l30GstWfk5kSDSHHT1OGzcYXfkHZ7ldQRC6RW1tLW63m6OP88YYvvvmh9rrgICAfW5SIyIiukwKIZtK4UCora2lorQKgBOPOtOnvS+x2+20u9vYvH0jn376KXa7HafTiaOxCQBzsPc+H4zaT0EQhIGAmszh6psvISo0hrb2VuZefDUBgV4bzWB05R9cZXYFQegRdXV1AEybMYklXy4lNCIEo9EbN9IdC9Ho0aMpLCykqqpKa9tXvRtB2BeBgYE0OxSXuD9ccJZPe1/hcrkoKChAp4f05AxyC3MoKCggIyODJlVgsnh96sXVWxAE4cAICFBEC7MliHf++xa/fL+BU887XusPCQkZlK78IjAJwiFMeHg4drsdgCExkT59PUnlnJycjM1mw+l0YjKZxLIkHDARERE0NysCU5DZ5NPeV6gWI51ex+HjjqbWoQj/brebYLOiDbVYFAtTSkqK3N+CIAgHSMd04dbYKB9hCWDkyJEHe0q9gghMgnAIExERgcViweFwaG16vZ4RI0b0WMNjNBplIyn8ZkpKSmhu2iMw7bHq9LWQolqMdHoIDDD5ZMl7/Ol/ARBs6dz1VBAEQeg+RqORqKgoqqur/fpSUlL6YUa9gwhMgnCIk5GRQW1tLXV1dYSHh/epJl8Q9oWasbGqUrF6mvdYmLqKk+stjEYjKSkpbArcjNGgpBVPTEwE4MeflgNoWfIKCgoICwsT5YAgCMIBkpaWRkNDg5ZpF5R12Gq19uOsfhsiMAnC74CIiAgRlIR+p7a2lrKiSh5/4SHAa9Wpra3tc592q9VKxJBQEmPSaG9vp66uzudhHhTsjWFyOp0iMAmCIPwGxo0bh91up6amhsjIyEEtLIEITIIgCMJBoq6ujqpyr5uG2aJYmA5GAVu73U6zy4HerVzz8MMPZ9myZURHxBNlsRGbEKWNlaQPgiAIvx2r1TroBSUVSSsuCIIg9DkOh4Pm5mZKCr2FzQP3ZGzsa2uOliVPB6YAxapVV1dHW1sbVbWlJCYnaFXqIyMjxbokCIIg+CACkyAIgtDnNDY2ArB1yza/vr6ue+TNkgfGQK/r3aZNmwBYtvIzrU1NiSsIgiAIKiIwCYIgCH2OmmpWTfAw76q7tb6+doHzZsnTYTR4BabXXntNad9jXQIICgpCEARBEDoiApMgCILQ51gsFkJDQ3G5XISaI/jjNWdrfQaDoU+vrWbJ0+nBGOAViH755RcALj3req1NkqMIgiAIeyMCkyAIgnBQsFgsOJ0uAgJ8Y4QORpIFq9VKdLSVIJN/CvMzT7ywz68vCIIgDF5EYBIEQRD6nJKSEsrLy3G5nAQavFnxEhISDlqShTanm7qKFp+2w0bMQNfhSdjX8VSCIAjC4EOiWwVBEIQ+pby8nPLyckoLK1n+8xKanQ6t72BmpMvP3u3XdtSYU3wEJr1e9IiCIAiCLyIwCYIgCH2Gy+WipKQEgNPPPtmvv6Wlxa+tr2hvc/u1JQ5JR6f3Jn1wu/3HCIIgCL9vRJUmCIIg9Bmqi9tnH37Tab/H4zlocxl5lH8BxUCCCQzyCkxStFYQBEHYGxGYBEEQhD5DdXH77DNvraMhYTbttcViOSjzcLlcBMY0+bUbDAEEmhWBKTY2VorWCoIgCH6IwCQIgiD0GaqFaf3Wn7S2B+57SHvd1ynFVSorK31ilTqiMygCU0xMzEGZiyAIgjC4EIFJEARB6DPa2tr82oaNStFeHwwXOJfLRUVFBezxvHv20dd8+vUGiIqKEuuSIAiC0CkiMAmCIAh9RmNjI7sra3zaQsNDAAgJCTkoQkpjYyMAagK8kemjATjv7IsA0Ol1VFdX43K5+nwugiAIwuBDsuQJgiAIfYLL5aKmpoYflq7S2hKjh2IKUoSkyMjIgzshNRueBxYvXkxAayg5n7eg3+MV6HQ6xcokCIIg+CECkyAIgtDrOBwOdu7cyatPvcPL7z6ttS/66kPtdURExEGZS0iIYtFSY5g8HrBardSXtfm0S4Y8QRAEoTPEJU8QBEHoVfLy8vjl5zU4Gpt8hKUP3/0/7XVCQsJBs+YYjUZSUlLQ60EfAC6Hh6ioKDx7Si7pDDpSUlLEuiQIgiB0iliYBEEQhF7D4XBQXV3NSSfNxqD3fcQMHZkEKKnEbTZbZ4f3GVarlbCwMDaHr8aoNxMTE0N7kpmtbGH0mAwiraEHdT6CIAjC4EEEJkEQBKHX2L17N82OFlrbXbS2e5MorFr1/+3df3TU1Z3/8ddkkvlBfiEEEhIDhGhNRUlafmTj+sV2TY1gXaS0X+x6Sogt1Tawi2mloQYQlJPqnqVBQGW7in5BTmkXpEe/u2EhXfHLMQ0QQG1pqAoLGkj4JRkIZCaZme8fM/NJxmQgQ0kmP56Pc+bI3Lkzn/eMkzuf9733c2/7dUzDhg2LRGiqr6+Xx9umi45m1dXVyXnGN6JkNjPZAgAQGr8SAIAbxuPxyB5r0105+UbZxC/fHbTfUnR07/fVBUa+oqJN8ri9kqSLDt/qeXVH/qyzZ8/2ekwAgP6BhAkAcMMErgM6cvRDo2zmt2YG1QkswtCbAkuLt172yFHvW+yh/Rom6fjx4ywrDgDo0nUlTOvWrdPYsWNls9mUm5urvXv3hqzb2tqqFStWKDMzUzabTdnZ2aqsrAyqc/HiRS1cuFBjxoyR3W7XXXfdpX379gXV8Xq9Wrp0qUaNGiW73a78/Hx99NFH1xM+AKCH2Gw2SdKErIlG2X0z/pfx70htEBtI0pyXvHJe8o0wed2+xwKr5Dmdzl6PCwDQ94WdMG3ZskUlJSVatmyZDhw4oOzsbBUUFOj06dNd1i8rK9P69eu1Zs0aHT58WI8//rhmzpypgwcPGnV+8IMfaOfOndq4caM+/PBD3XfffcrPz1d9fb1R5/nnn9cLL7ygl19+WTU1NYqNjVVBQYFaWlqu420DAHpCIDGZ/8RjRlmUf8dYk8mkjIyMiMQVExMjSRrxpRiZ/NsxeTxemaJ8cUksKw4A6JrJ6/V6w3lCbm6uJk+erLVr10ryzVdPT0/XggULVFpa2ql+amqqnnrqKRUXFxtls2bNkt1u16ZNm3TlyhXFx8frd7/7nR544AGjzsSJEzVt2jQ9++yz8nq9Sk1N1U9+8hP99Kc/lSQ1NTUpOTlZr732mh5++OFrxu1wOJSYmKimpiYlJCSE85YBAGGor6/XiROf6q678iRJ+/fvlyRlZWUpNjY2IjGdP39ex44dU/2hFp360KVJ30vQyfedqj/UosmFiRozZoySkpIiEhsAoPeFkxuENcLkcrlUW1ur/Pz2i3mjoqKUn5+v6urqLp/jdDqNKRoBdrtde/bskSS1tbXJ7XZftc6xY8fU0NAQdNzExETl5uZe9bgOhyPoBgDoeWlpaRo5coT2799vJEvDhg2LWLLUUZTZJE+br5/Q3epVjNWsrKwskiUAQEhhJUxnz56V2+1WcnJyUHlycrIaGhq6fE5BQYFWrVqljz76SB6PRzt37tS2bdt06tQpSVJ8fLzy8vL0zDPP6OTJk3K73dq0aZOqq6uNOoHXDue45eXlSkxMNG7p6enhvFUAwF8hMzNTWVlZuvnmm5WVlRWxqXgBgamCZotJnjZfsuRu9cpk9qquro5V8gAAIfX4KnmrV6/WrbfeqqysLFksFs2fP19FRUXGnHZJ2rhxo7xer9LS0mS1WvXCCy/ou9/9blCdcC1evFhNTU3G7dNPP70RbwcA0E2xsbFKTk7uEyNLra2tkiT7UN/vyqXTbrlbvYqK8V2/xCp5AIBQwspIkpKSZDab1djYGFTe2NgYctf2ESNGaPv27Wpubtbx48dVV1enuLg4jRs3zqiTmZmp3bt369KlS/r000+1d+9etba2GnUCrx3Oca1WqxISEoJuAIDBKbCseFS0L0H68380y90qmWPa67BKHgCgK2ElTBaLRRMnTlRVVZVR5vF4VFVVpby8vKs+12azKS0tTW1tbdq6datmzJjRqU5sbKxGjRqlzz//XDt27DDqZGRkKCUlJei4DodDNTU11zwuAADGlDz/iJIkuZ3eoPuskgcA6ErY262XlJSosLBQkyZN0pQpU1RRUaHm5mYVFRVJkubMmaO0tDSVl5dLkmpqalRfX6+cnBzV19fr6aeflsfj0aJFi4zX3LFjh7xer2677TZ9/PHHevLJJ5WVlWW8pslk0sKFC/Xss8/q1ltvVUZGhpYsWaLU1FQ99NBDN+BjAAAMZLGxsUpISJDr8gWj7MoFt4Zn+oaYxowZE5H9oQAAfV/YCdPs2bN15swZLV26VA0NDcrJyVFlZaWxIMOJEyeCrj1qaWlRWVmZjh49qri4OE2fPl0bN27U0KFDjTpNTU1avHixPvvsMw0bNkyzZs3SypUrjX0zJGnRokVqbm7WD3/4Q124cEF33323KisrO62uBwBAV1JSUvT5uSbjvtvlVYw9ShkZGRo2bFgEIwMA9GVh78PUX7EPEwAMbi6XSx988IFq/s23zYTJJI25y6ZvzJ7E6BIADDI9tg8TAAD9lcVi0fDhw437Xq9kjbGTLAEAroqECQAwKLhcLp0/fz640OpUc3NzZAICAPQLJEwAgEGhq2XDY5PMbFwLALgqEiYAwKDQ1WboZjauBQBcAwkTAGBQ6GqEKSr66o8DAEDCBAAYtEwmNq4FAFwdCRMAYFAIJERRXexAmJSUxGp5AIAukTABAAYFj8cjSfrKd+Ml+fZhCrDb7ZEICQDQD3TRzwYAwMATGGGKsUUp2mpSxt0kSQCAayNhAgAMChaLRTfddJM+//xzTZpz9V3dAQAIYEoeAGDQiIuLi3QIAIB+hoQJAAAAAEIgYQIADBrR0V3PRA9VDgAACRMAYNAINSWPqXoAgFBImAAAg4bFYtGYMWOCysaMGcMeTACAkJiDAAAYVJKSkpSQkCCn0ymr1UqyBAC4KhImAMCgY7FYSJQAAN3ClDwAAAAACIGECQAAAABCIGECAAAAgBBImAAAAAAgBBImAAAAAAiBhAkAAAAAQiBhAgAAAIAQSJgAAAAAIAQSJgAAAAAIgYQJAAAAAEIgYQIAAACAEK4rYVq3bp3Gjh0rm82m3Nxc7d27N2Td1tZWrVixQpmZmbLZbMrOzlZlZWVQHbfbrSVLligjI0N2u12ZmZl65pln5PV6jTpz586VyWQKut1///3XEz4AAAAAdEt0uE/YsmWLSkpK9PLLLys3N1cVFRUqKCjQkSNHNHLkyE71y8rKtGnTJv3qV79SVlaWduzYoZkzZ+q9997TV77yFUnSc889p5deekmvv/66xo8fr/3796uoqEiJiYn6x3/8R+O17r//fm3YsMG4b7Var+c9AwAAAEC3mLwdh3G6ITc3V5MnT9batWslSR6PR+np6VqwYIFKS0s71U9NTdVTTz2l4uJio2zWrFmy2+3atGmTJOmb3/ymkpOT9corr4SsM3fuXF24cEHbt28P+01KksPhUGJiopqampSQkHBdrwEAAACg/wsnNwhrSp7L5VJtba3y8/PbXyAqSvn5+aquru7yOU6nUzabLajMbrdrz549xv277rpLVVVV+stf/iJJev/997Vnzx5NmzYt6HnvvPOORo4cqdtuu00/+tGPdO7cuZCxOp1OORyOoBsAAAAAhCOsKXlnz56V2+1WcnJyUHlycrLq6uq6fE5BQYFWrVqlqVOnKjMzU1VVVdq2bZvcbrdRp7S0VA6HQ1lZWTKbzXK73Vq5cqUeeeQRo87999+vb33rW8rIyNAnn3yin//855o2bZqqq6tlNps7Hbe8vFzLly8P5+0BAAAAQJCwr2EK1+rVqzVv3jxlZWXJZDIpMzNTRUVFevXVV406v/nNb/TGG29o8+bNGj9+vA4dOqSFCxcqNTVVhYWFkqSHH37YqH/nnXdqwoQJyszM1DvvvKN7772303EXL16skpIS477D4VB6enoPvlMAAAAAA01YU/KSkpJkNpvV2NgYVN7Y2KiUlJQunzNixAht375dzc3NOn78uOrq6hQXF6dx48YZdZ588kmVlpbq4Ycf1p133qnvfe97euKJJ1ReXh4ylnHjxikpKUkff/xxl49brVYlJCQE3QAAAAAgHGElTBaLRRMnTlRVVZVR5vF4VFVVpby8vKs+12azKS0tTW1tbdq6datmzJhhPHb58mVFRQWHYjab5fF4Qr7eZ599pnPnzmnUqFHhvAUAAAAA6Lawp+SVlJSosLBQkyZN0pQpU1RRUaHm5mYVFRVJkubMmaO0tDRjdKimpkb19fXKyclRfX29nn76aXk8Hi1atMh4zQcffFArV67U6NGjNX78eB08eFCrVq3So48+Kkm6dOmSli9frlmzZiklJUWffPKJFi1apFtuuUUFBQU34nMAAAAAgE7CTphmz56tM2fOaOnSpWpoaFBOTo4qKyuNhSBOnDgRNFrU0tKisrIyHT16VHFxcZo+fbo2btyooUOHGnXWrFmjJUuW6Mc//rFOnz6t1NRUPfbYY1q6dKkk32jTBx98oNdff10XLlxQamqq7rvvPj3zzDPsxQQAAACgx4S9D1N/xT5MAAAAAKQe3IcJAAAAAAYTEiYAAAAACIGECQAAAABCIGECAAAAgBBImAAAAAAgBBImAAAAAAiBhAkAAAAAQiBhAgAAAIAQSJgAAAAAIAQSJgAAAAAIgYQJAAAAAEIgYQIAAACAEEiYAAAAACAEEiYAAAAACIGECQAAAABCIGECAAAAgBBImAAAAAAgBBImAAAAAAiBhAkAAAAAQiBhAgAAAIAQSJgAAAAAIAQSJgAAAAAIgYQJAAAAAEIgYQIAAACAEEiYAAAAACAEEiYAAAAACIGECQAAAABCuK6Ead26dRo7dqxsNptyc3O1d+/ekHVbW1u1YsUKZWZmymazKTs7W5WVlUF13G63lixZooyMDNntdmVmZuqZZ56R1+s16ni9Xi1dulSjRo2S3W5Xfn6+Pvroo+sJHwAAAAC6JeyEacuWLSopKdGyZct04MABZWdnq6CgQKdPn+6yfllZmdavX681a9bo8OHDevzxxzVz5kwdPHjQqPPcc8/ppZde0tq1a/XnP/9Zzz33nJ5//nmtWbPGqPP888/rhRde0Msvv6yamhrFxsaqoKBALS0t1/G2AQAAAODaTN6OwzjdkJubq8mTJ2vt2rWSJI/Ho/T0dC1YsEClpaWd6qempuqpp55ScXGxUTZr1izZ7XZt2rRJkvTNb35TycnJeuWVV7qs4/V6lZqaqp/85Cf66U9/KklqampScnKyXnvtNT388MPXjNvhcCgxMVFNTU1KSEgI5y0D/ZrH49HF5tZIh9GvxcfGKCqKGcxAX0Qbd2PQzmGwCSc3iA7nhV0ul2pra7V48WKjLCoqSvn5+aquru7yOU6nUzabLajMbrdrz549xv277rpL//qv/6q//OUv+tKXvqT3339fe/bs0apVqyRJx44dU0NDg/Lz843nJCYmKjc3V9XV1V0mTE6nU06n07jvcDjCeas96sXf/km/fb++y8dMQXdMwfdD1DOFeuCq9UzXrmNUNSk9NU5l375T6cOGGOUXLrv0s9cP6KNTF+X1hJV3/1XiYsx6a9m9vXa8/u5ic6uyV+6KdBj92vtP5Ssx3hrpMPqN3/33MVVUdT1l2mhjQrRv3WnbrtWudfW43R6t4gezdO/4FOMxr9erVf9Rp521J+V0ubuMN1L+71Nf1xB7TKTD6Bdo424M2rnuqz18Wj/ZfKhTG2bq4tzK1OFOx0dNXZ2vmQJ1TJ3KTFEmTR2frEUzbw86zn8fOa21b9XpfJNTCm8MJKJeLJqkL2cOi3QY3RZWwnT27Fm53W4lJycHlScnJ6uurq7L5xQUFGjVqlWaOnWqMjMzVVVVpW3btsntbv9xKi0tlcPhUFZWlsxms9xut1auXKlHHnlEktTQ0GAc54vHDTz2ReXl5Vq+fHk4b6/X1J+/rGNt/as37PDRFjnf/KNe+/4Uo+yZbX/UjuPnej2WuNa2Xj8mgO47c6Gl77VxTqd+/MYB1S67T3FW30/f//vorNb8v6MRDqxrYU7+ANCLHJda9T8RaOP+tPd/lH3rMN1/5yhJkrPNreJNtbrc6un1WP5azS3961wurITpeqxevVrz5s1TVlaWTCaTMjMzVVRUpFdffdWo85vf/EZvvPGGNm/erPHjx+vQoUNauHChUlNTVVhYeF3HXbx4sUpKSoz7DodD6enpf/X7uRH+9z0Z+lKqb+jPq44LWwT/t1O5vOpQ3fdPb/u/vZ0e9Jd7v1Co4B/joMGhTs/z6g+1DXrP7NLBE58HxXXoxAVJ0mSzVdNzb5akTj0mPcEW0+Nf2wElPjZG7z+Vf+2KCCk+lp7+cHztq6MUE+2b2hNol67WvnW7bfP/J3hAO/D6XbRp/v+ePdms1xvOyunxqu6UQ5PG+no19x47L0ka2WbS3JybNSTREv6b7SEWC+1cd9HG3Ri0c913+7ibtPxvb5G8kscb3Mb5/u012jGv1GkRM6/3C+2cv6zj6wSe45Xk9Xj160Of6VS0V9V/PmMkTH9puGQkS3NiEzUuJ6lH3m9PGJfWvy6PCatFTkpKktlsVmNjY1B5Y2OjUlJSunzOiBEjtH37drW0tOjcuXNKTU1VaWmpxo0bZ9R58sknVVpaakytu/POO3X8+HGVl5ersLDQeO3GxkaNGjUq6Lg5OTldHtdqtcpq7ZtDy9lZScrO6j9f6pTTbXrv5Ek1OdvU0uqWLcYsSTp3xSVJevDWkZrz91mRDBFXERUVxTQL9KpbxgzVLWOGRjoMw2dHPtfOX51XfbRHjY72qdr15y5LkrJazXrs4Ttkjub6jf6INg69LTlpiAofvK1Xj3nko/M65WzWqc+vGGWffe5rw1LbojRj8s2aeP/YXo1pMAnr18FisWjixImqqqoyyjwej6qqqpSXl3fV59psNqWlpamtrU1bt27VjBkzjMcuX77c6UJDs9ksj8eXNWdkZCglJSXouA6HQzU1Ndc8Lv56iXExRi/IRf8QqtvjVVOrb1plaofrmgCgr7HFRsvmb8OarrRPo7nsb89sFjPJEoA+LcE/lbjpsssoc7l958kxXske33dGyAeisMf8S0pKVFhYqEmTJmnKlCmqqKhQc3OzioqKJElz5sxRWlqaysvLJUk1NTWqr69XTk6O6uvr9fTTT8vj8WjRokXGaz744INauXKlRo8erfHjx+vgwYNatWqVHn30UUm+i+gWLlyoZ599VrfeeqsyMjK0ZMkSpaam6qGHHroBHwOuxj7EIqskpyRHS6tGxFt1ydlmzKAZOcwewegA4OqsQ2Jk9frmC19saU+YWpz+hMnG9DcAfVu8LUZySJc6LFDjbPMlTGZJQ0iYelTYvxKzZ8/WmTNntHTpUjU0NCgnJ0eVlZXGggwnTpwIGi1qaWlRWVmZjh49qri4OE2fPl0bN27U0KFDjTpr1qzRkiVL9OMf/1inT59WamqqHnvsMS1dutSos2jRIjU3N+uHP/yhLly4oLvvvluVlZWdVuDDjWexmxXtlZwmyemfK9vqbr/AMJZ5zwD6MKs9WtH+Hp6Wjicb/vbMZjFHIiwA6Da73XfK7mprP/8K/Nvslayci/Wo6+pWmz9/vubPn9/lY++8807Q/XvuuUeHDx++6uvFx8eroqJCFRUVIeuYTCatWLFCK1asCDdc/JUs9miZZZLkNYZ/AwlTlFeK4WQDQB8WYzUr0Epd6bAyk6vNlzxZmI4HoI8bYuucMAXOxcwyKdpCO9aT+HRxTVZ7tMz+3tnAH2drm6/ALPFHCqBPM0WZjKSoJShh8rVj1hg6fQD0bTb/NUwuTxcjTJKiYzgX60l8urimjr2zrf4/zsBIk9krRTPCBKCPi/FPFXd20TtrZYQJQB9n83dOt3XYV6HjlDzOxXoWvxK4pmiL2Rhhcn5xSp4kM70aAPq4GLNv0Qdnh2uYAh0/TMkD0NcFRphau0qYxGyfnsani2uKtkQZX5TACFObOzAlz8Q1TAD6PIvZ1051NcLEog8A+jq71ddOtXXYBLfF5ZtibPaaFM3U4h5FwoRriraYFS1f72yrP1EKXCwd5WWECUDfFxPta8Ncre0jTIGeWgsJE4A+zmrxjTAFJ0xcw9Rb+HRxTTEWs6L8f58ut+9kI7A0r28YmJMNAH1b4DqloBWmPIFFH/gpBNC32W2dR5gCHUDRJpNMUaaIxDVY8CuBa4q2RHVY9MH3h9ri7Jgw8TUC0LfF+BOmwN5LUvvF0zYLG9cC6NsCy4q3SfL6k6YWf8IUuEYTPYczXVxTx0UfAhdJtydMJpnNfI0A9G3WaF+3T8dNt1u9XMMEoH+w29o3pg1cHhHoALJwHtbj+IRxTb4RpuD5/06n70LDaDo1APQDgWl3Hafk+QfMZbcxwgSgb7PZ2jt2XMaemIGEiZOxnkbChGuKtrTvwxS4wDCwNK/ZxB8pgL4vsDltx00fA9cCWK2MMAHo2+z29naqzZ8wOQNT8qJpw3oaCROuKTo6ypiSF1jCMrDoQzQJE4B+wOIfYQpsidDm9ihw6bTdyggTgL7N2qGdCoyUOxlh6jUkTLgmU5RJ0VHBmz4G/hvDqiwA+gGLf4QpsNCDq8O1THYbvbMA+rYYa3SnzuvAlDwrI0w9joQJ3RId5Z//3xq86EMMFxoC6Aes/tU82/xT8jpeyxQ7xBKRmACgu6ItUcZJu7PF33kdSJhYuKbHcbaLbgksWWks+uBiKUsA/Yclxr8k7xdHmLySzc7JBoC+zWxuT5ha/AlToOPHxnWYPY6ECd0SbQ4eYWpPmPgKAej72keY/AmT/0QjWpKFVfIA9AOBFYsDKxUHtkkgYep5nO2iW4wRprYvjDBF8xUC0PcFLpgOrIwXWF3KLBImAP1D+4rFvvar1cNecr2Fs110i+WLI0z+kw0LCROAfiDQA+tfJE9Xrvh6aM1eKYZFHwD0A4GtXK5cbpUkufwNWsdNbdEzONtFt9j8PbCBebNO/6IPXGgIoD+IT7BKal/04dJFlyTfFJfoGH4KAfR90f7ZPo4LvvYrMMXYbmeUvKfxK4FuiY3zrSLV3OySq6XNONmw2+nVAND3DR1ukyS5JV12uNTw2SVJvq0RTOwnB6AfCMz2+fzMZTkvtxqL1wy9yRbJsAYFUlJ0S+Iwq/SpdOHsFf1q4btqsrskqzT0JmukQwOAa4pL8HX6eCRtWLRHJ6LdUhyj5AD6D4vFLLlaVbe/Uf/2h7NqS/RKJin55rhIhzbgMcKEbkkdmyhJcvs7Yj3+HtlEejUA9AOBBWrcJskrr9z+8oQEOn0A9A8dO34kGe3YTUn2iMQzmJAwoVss/l7YtNuH6bEX7tGteSmS2pcbB4C+zNKhrfrBL6fqvh/dKYm5/wD6j8BCW9/44R2at3qqPP5ObAvnYj2OTxjdElhW3O31KtpiNi405I8UQH8Q1LkTHaVW/+pSrPQJoL8ItGMeSZ6o9msvacd6Hp8wuiWwQW1rm3/TR/+FhoFECgD6sugOJxcut0cut39rBDp9APQTgXOuVrfH2LTWV0471tP4hNEtgZONwCZprjZ/wkSvBoB+oGNi1Ob2Gp0/9MwC6C+MPTHbPMZ5WMdy9Bw+YXRL4KTC6d+4tsW/ce0QVpgC0A9ERZmMduyyq01X/G2YjT2YAPQTsVbfNZeXnG1ytrXP9ImKYrZPT+OXAt0S799F+pKzTVJ7wmSPIWEC0D8k2NpPNq4YbRiLPgDoH+L9bVizs02XXYGOa9qw3kDChG4JnGg4WlolqUPvLAkTgP4hzt87e7Gl/WTDbuFnEED/EOtPji652nTFxUyf3nRdvxTr1q3T2LFjZbPZlJubq71794as29raqhUrVigzM1M2m03Z2dmqrKwMqjN27FiZTKZOt+LiYqPO1772tU6PP/7449cTPq5Dgt03wnSxpU1er1fNTkaYAPQvcYERppY2XXH5RsvpnQXQX3Rsw5r9bZidhKlXhJ0wbdmyRSUlJVq2bJkOHDig7OxsFRQU6PTp013WLysr0/r167VmzRodPnxYjz/+uGbOnKmDBw8adfbt26dTp04Zt507d0qSvvOd7wS91rx584LqPf/88+GGj+uU4J+S5/Z4ddnl1vlmlyRpWKwlkmEBQLfFW/0dP842nW/2jZYPHRITyZAAoNsCo+TNzjZduOw7Dxtqpw3rDWEnTKtWrdK8efNUVFSk22+/XS+//LKGDBmiV199tcv6Gzdu1M9//nNNnz5d48aN049+9CNNnz5d//Iv/2LUGTFihFJSUozb22+/rczMTN1zzz1BrzVkyJCgegkJCeGGj+tki4kyVmH5P9XH1XTFd7IxIt4aybAAoNsCydF//alBtcfPS5JGxNGGAegfbhri66Tee+y8/utwoyQpOcEWyZAGjbASJpfLpdraWuXn57e/QFSU8vPzVV1d3eVznE6nbLbg/5l2u1179uwJeYxNmzbp0UcflckUvOrHG2+8oaSkJN1xxx1avHixLl++HDJWp9Mph8MRdMP1M5lMmpxxkyTpuco6SdLoYUM0dAgjTAD6h9yMYZKktz84pf855/v9yE4fGsGIAKD7Jo/1tWEnm1q07UC9JGnCzUMjGNHgEdbk7bNnz8rtdis5OTmoPDk5WXV1dV0+p6CgQKtWrdLUqVOVmZmpqqoqbdu2TW7/poFftH37dl24cEFz584NKv+Hf/gHjRkzRqmpqfrggw/0s5/9TEeOHNG2bdu6fJ3y8nItX748nLeHa1j+9+O1/K3DOnfJpeFxFs3/+i2RDgkAuu3hKaP1p5MOHT7lkC3GrGl3pOhLyfGRDgsAumX08CFaMWO8th6ol8fj1W0p8fpe3phIhzUomLxer7e7lU+ePKm0tDS99957ysvLM8oXLVqk3bt3q6amptNzzpw5o3nz5umtt96SyWRSZmam8vPz9eqrr+rKlSud6hcUFMhiseitt966aiy///3vde+99+rjjz9WZmZmp8edTqecTqdx3+FwKD09XU1NTUzlAwAAAAYxh8OhxMTEbuUGYU3JS0pKktlsVmNjY1B5Y2OjUlJSunzOiBEjtH37djU3N+v48eOqq6tTXFycxo0b16nu8ePHtWvXLv3gBz+4Ziy5ubmSpI8//rjLx61WqxISEoJuAAAAABCOsBImi8WiiRMnqqqqyijzeDyqqqoKGnHqis1mU1pamtra2rR161bNmDGjU50NGzZo5MiReuCBB64Zy6FDhyRJo0aNCuctAAAAAEC3hb0BRUlJiQoLCzVp0iRNmTJFFRUVam5uVlFRkSRpzpw5SktLU3l5uSSppqZG9fX1ysnJUX19vZ5++ml5PB4tWrQo6HU9Ho82bNigwsJCRUcHh/XJJ59o8+bNmj59uoYPH64PPvhATzzxhKZOnaoJEyZc73sHAAAAgKsKO2GaPXu2zpw5o6VLl6qhoUE5OTmqrKw0FoI4ceKEoqLaB65aWlpUVlamo0ePKi4uTtOnT9fGjRs1dOjQoNfdtWuXTpw4oUcffbTTMS0Wi3bt2mUkZ+np6Zo1a5bKysrCDR8AAAAAui2sRR/6s3Au7AIAAAAwcPXYog8AAAAAMJiQMAEAAABACCRMAAAAABACCRMAAAAAhEDCBAAAAAAhkDABAAAAQAgkTAAAAAAQAgkTAAAAAIRAwgQAAAAAIZAwAQAAAEAIJEwAAAAAEAIJEwAAAACEQMIEAAAAACGQMAEAAABACCRMAAAAABACCRMAAAAAhEDCBAAAAAAhkDABAAAAQAgkTAAAAAAQAgkTAAAAAIRAwgQAAAAAIZAwAQAAAEAIJEwAAAAAEAIJEwAAAACEQMIEAAAAACGQMAEAAABACCRMAAAAABDCdSVM69at09ixY2Wz2ZSbm6u9e/eGrNva2qoVK1YoMzNTNptN2dnZqqysDKozduxYmUymTrfi4mKjTktLi4qLizV8+HDFxcVp1qxZamxsvJ7wAQAAAKBbwk6YtmzZopKSEi1btkwHDhxQdna2CgoKdPr06S7rl5WVaf369VqzZo0OHz6sxx9/XDNnztTBgweNOvv27dOpU6eM286dOyVJ3/nOd4w6TzzxhN566y399re/1e7du3Xy5El961vfCjd8AAAAAOg2k9fr9YbzhNzcXE2ePFlr166VJHk8HqWnp2vBggUqLS3tVD81NVVPPfVU0GjRrFmzZLfbtWnTpi6PsXDhQr399tv66KOPZDKZ1NTUpBEjRmjz5s369re/LUmqq6vTl7/8ZVVXV+tv/uZvrhm3w+FQYmKimpqalJCQEM5bBgAAADCAhJMbRIfzwi6XS7W1tVq8eLFRFhUVpfz8fFVXV3f5HKfTKZvNFlRmt9u1Z8+ekMfYtGmTSkpKZDKZJEm1tbVqbW1Vfn6+US8rK0ujR48OmTA5nU45nU7jflNTkyTfhwMAAABg8ArkBN0ZOworYTp79qzcbreSk5ODypOTk1VXV9flcwoKCrRq1SpNnTpVmZmZqqqq0rZt2+R2u7usv337dl24cEFz5841yhoaGmSxWDR06NBOx21oaOjydcrLy7V8+fJO5enp6Vd5hwAAAAAGi4sXLyoxMfGqdcJKmK7H6tWrNW/ePGVlZclkMikzM1NFRUV69dVXu6z/yiuvaNq0aUpNTf2rjrt48WKVlJQY9z0ej86fP6/hw4cbI1eR5HA4lJ6erk8//ZQpguhxfN/Q2/jOoTfxfUNv4zvX/3m9Xl28eLFbOUdYCVNSUpLMZnOn1ekaGxuVkpLS5XNGjBih7du3q6WlRefOnVNqaqpKS0s1bty4TnWPHz+uXbt2adu2bUHlKSkpcrlcunDhQtAo09WOa7VaZbVag8q+OELVFyQkJPCHhl7D9w29je8cehPfN/Q2vnP927VGlgLCWiXPYrFo4sSJqqqqMso8Ho+qqqqUl5d31efabDalpaWpra1NW7du1YwZMzrV2bBhg0aOHKkHHnggqHzixImKiYkJOu6RI0d04sSJax4XAAAAAK5X2FPySkpKVFhYqEmTJmnKlCmqqKhQc3OzioqKJElz5sxRWlqaysvLJUk1NTWqr69XTk6O6uvr9fTTT8vj8WjRokVBr+vxeLRhwwYVFhYqOjo4rMTERH3/+99XSUmJhg0bpoSEBC1YsEB5eXndWiEPAAAAAK5H2AnT7NmzdebMGS1dulQNDQ3KyclRZWWlsRDEiRMnFBXVPnDV0tKisrIyHT16VHFxcZo+fbo2btzYaXrcrl27dOLECT366KNdHveXv/yloqKiNGvWLDmdThUUFOjFF18MN/w+w2q1atmyZZ2mDQI9ge8behvfOfQmvm/obXznBpew92ECAAAAgMEirGuYAAAAAGAwIWECAAAAgBBImAAAAAAgBBImAAAAAAiBhAkAAAAAQiBhioB169Zp7Nixstlsys3N1d69eyMdEgaod999Vw8++KBSU1NlMpm0ffv2SIeEAay8vFyTJ09WfHy8Ro4cqYceekhHjhyJdFgYwF566SVNmDBBCQkJSkhIUF5env7zP/8z0mFhkPjFL34hk8mkhQsXRjoU9DASpl62ZcsWlZSUaNmyZTpw4ICys7NVUFCg06dPRzo0DEDNzc3Kzs7WunXrIh0KBoHdu3eruLhYf/jDH7Rz5061trbqvvvuU3Nzc6RDwwB188036xe/+IVqa2u1f/9+/d3f/Z1mzJihP/3pT5EODQPcvn37tH79ek2YMCHSoaAXsA9TL8vNzdXkyZO1du1aSZLH41F6eroWLFig0tLSCEeHgcxkMunNN9/UQw89FOlQMEicOXNGI0eO1O7duzV16tRIh4NBYtiwYfrnf/5nff/73490KBigLl26pK9+9at68cUX9eyzzyonJ0cVFRWRDgs9iBGmXuRyuVRbW6v8/HyjLCoqSvn5+aquro5gZABw4zU1NUnyncACPc3tduvXv/61mpublZeXF+lwMIAVFxfrgQceCDqfw8AWHekABpOzZ8/K7XYrOTk5qDw5OVl1dXURigoAbjyPx6OFCxfqb//2b3XHHXdEOhwMYB9++KHy8vLU0tKiuLg4vfnmm7r99tsjHRYGqF//+tc6cOCA9u3bF+lQ0ItImAAAN1xxcbH++Mc/as+ePZEOBQPcbbfdpkOHDqmpqUn//u//rsLCQu3evZukCTfcp59+qn/6p3/Szp07ZbPZIh0OehEJUy9KSkqS2WxWY2NjUHljY6NSUlIiFBUA3Fjz58/X22+/rXfffVc333xzpMPBAGexWHTLLbdIkiZOnKh9+/Zp9erVWr9+fYQjw0BTW1ur06dP66tf/apR5na79e6772rt2rVyOp0ym80RjBA9hWuYepHFYtHEiRNVVVVllHk8HlVVVTHfGkC/5/V6NX/+fL355pv6/e9/r4yMjEiHhEHI4/HI6XRGOgwMQPfee68+/PBDHTp0yLhNmjRJjzzyiA4dOkSyNIAxwtTLSkpKVFhYqEmTJmnKlCmqqKhQc3OzioqKIh0aBqBLly7p448/Nu4fO3ZMhw4d0rBhwzR69OgIRoaBqLi4WJs3b9bvfvc7xcfHq6GhQZKUmJgou90e4egwEC1evFjTpk3T6NGjdfHiRW3evFnvvPOOduzYEenQMADFx8d3uiYzNjZWw4cP51rNAY6EqZfNnj1bZ86c0dKlS9XQ0KCcnBxVVlZ2WggCuBH279+vr3/968b9kpISSVJhYaFee+21CEWFgeqll16SJH3ta18LKt+wYYPmzp3b+wFhwDt9+rTmzJmjU6dOKTExURMmTNCOHTv0jW98I9KhARhA2IcJAAAAAELgGiYAAAAACIGECQAAAABCIGECAAAAgBBImAAAAAAgBBImAAAAAAiBhAkAAAAAQiBhAgAAAIAQSJgAAAAAIAQSJgAAAAAIgYQJAAAAAEIgYQIAAACAEP4/5i22tSW9inAAAAAASUVORK5CYII=", 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MmePVNm/ePOzcubPP5ygtLYXBYPA6T3BwMKZNm9bjeex2O8xms9cfQRAEQRAEMfLweDxw2l1D8ufxePo0x4ULF+JPf/oTKioqIJFIkJiYCEDYk95zzz2IiIhAQEAAzjvvPOzZs4cft2bNGoSEhHida/369ZBIJPw9swStXbsWiYmJCA4Oxo033ojW1lY+xmq14tZbb4VarUZUVBQ3VvTEmjVr8MQTT+DAgQOQSCSQSCQ8bEYikeDNN9/EFVdcAZVKhaeffhoulwu33347kpKSoFQqMXbsWLzyyis+/wdXXXUVnn/+eURFRSEsLAx33303nE4nH/PGG28gLS0NAQEBiIyMxHXXXcf7OrvkzZo1C+Xl5bj33nv5/IaKfluY+ovBYEBkZKRXW2RkJMxmM2w2G5RKZZ/OwY7reh7W15VnnnkGTzzxxEnOmiAIgiAIghgudDjc+Neftw3Jte94ZSb8/GUnHPfKK68gJSUF//rXv7Bnzx7IZMIxDzzwAD777DO8//77SEhIwLPPPot58+ahqKioXxaV4uJirF+/Hl9//TWam5tx/fXX4+9//zuefvppAMD999+Pbdu24YsvvkBERAQefvhh7Nu3r0eXuxtuuAGHDh3Chg0b8MMPPwAQDBKMxx9/HH//+9/x8ssvQy6Xw+12IzY2Fv/3f/+HsLAw/PLLL7jjjjsQFRWF66+/nh+3ZcsWREVFYcuWLSgqKsINN9yASZMmYcmSJcjJycE999yDtWvXYsaMGWhqasLPP//c7fzWrVuHrKws3HHHHViyZEmf/58Gg0EXmIaKFStWYPny5fy92WxGXFzcEM6IIAiCIAiCOFMJDg5GUFAQZDIZ9Ho9AMHq8+abb2LNmjU8/OTtt9/Gpk2b8O677+L+++/v8/ndbjfWrFmDoKAgAMAtt9yCzZs34+mnn4bFYsG7776LDz/8EBdddBEA4P3330dsbGyP51MqlVCr1ZDL5Xy+nfntb3+LRYsWebV1NkYkJSVh586d+PTTT70EJq1Wi3/+85+QyWRIT0/HpZdeis2bN2PJkiWoqKiASqXCZZddhqCgICQkJGDy5Mndzi80NBQymQxBQUHdzu90MugCk16vR11dnVdbXV0dNBpNn6xL7BzsuKioKK/z9CQ1+/v7w9/f/+QmTRAEQRAEQQwb5Aop7nhl5pBd+2QpLi6G0+nEueeey9v8/Pxw9tln4+jRo/06V2JiIheWACAqKgr19fX8Og6HA9OmTeP9oaGhGDt27EnPPTs726ft9ddfx7///W9UVFTAZrPB4XD47MXHjx/PrWtsnnl5eQCAiy++GAkJCUhOTsb8+fMxf/58XH311QgMDDzpeZ4OBj2Gafr06di8ebNX26ZNmzB9+vQ+nyMpKQl6vd7rPGazGbt27erXeQiCIAiCIIiRh0QigZ+/bEj+Bjt2RiqV+sRJdY75YXRNuiCRSOB2uwdtXiqVyuv9f//7X9x33324/fbb8f333yM3NxeLFi2Cw+Ho8zyDgoKwb98+fPzxx4iKisLKlSuRlZWFlpaWQfscA0G/BSaLxYLc3FyeV760tBS5ubmoqKgAILjC3XrrrXz8nXfeiZKSEjzwwAPIz8/HG2+8gU8//RT33ntvn88pkUiwbNkyPPXUU/jyyy+Rl5eHW2+9FdHR0bjqqqtO8qMTBEEQBEEQxOCRkpIChUKBHTt28Dan04k9e/Zg3LhxAIDw8HC0trbCarXyMf2t35SSkgI/Pz/s2rWLtzU3N+PYsWO9HqdQKOByufp0jR07dmDGjBn44x//iMmTJyM1NRXFxcX9micAyOVyzJkzB88++ywOHjyIsrIy/Pjjj6c8v8Gk3y55OTk5uPDCC/l7Fid02223Yc2aNaitreWCDiBYh7755hvce++9eOWVVxAbG4t33nmHpxTvyzkBIWDOarXijjvuQEtLC8477zxs2LABAQEB/f0IBEEQBEEQBDHoqFQq3HXXXbj//vsRGhqK+Ph4PPvss2hra8Ptt98OAJg2bRoCAwPx8MMP45577sGuXbv4/revqNVq3H777bj//vsRFhaGiIgI/PWvf4VU2rttJDExkRsqYmNjERQU1GNIS1paGj744ANs3LgRSUlJWLt2Lfbs2YOkpKQ+z/Prr79GSUkJLrjgAmi1Wnz77bdwu909ug4mJibip59+wo033gh/f3/odLo+X2sg6bfANGvWrF7TK3b3Bc+aNQv79+8/6XMCgpVp1apVWLVqVZ/nShAEQRAEQRBDyd///ne43W7ccsstaG1tRXZ2NjZu3AitVgtAiDX68MMPcf/99+Ptt9/GRRddhMcffxx33HFHv67z3HPPwWKx4PLLL0dQUBD+8pe/wGQy9XrMtddei3Xr1uHCCy9ES0sL3nvvPSxcuLDbsX/4wx+wf/9+3HDDDZBIJLjpppvwxz/+Ed99912f5xgSEoJ169bh8ccfR3t7O9LS0vDxxx9j/Pjx3Y5ftWoV/vCHPyAlJQV2u73PKd4HGolnqK58mjGbzQgODobJZIJGoxnq6RAEQRAEQRA90N7ejtLSUiQlJZE3EXHS9HYf9Uc2GPSkDwRBEARBEARBECMVEpgIgiAIgiAIgiB6gAQmgiAIgiAIgiCIHiCBiSAIgiAIgiAIogdIYCIIgiAIgiAIgugBEpgIgiAIgiAIgiB6gAQmgiAIgiAIgiCIHiCBiSAIgiAIgiAIogdIYCIIgiAIgiAIgugBEpgIgiAIgiAIghhwysrKIJFIkJubO9RTOSVIYCIIgiAIgiCIAWDWrFlYtmzZkM4hMTERL7/88pDOgREXF4fa2lpMmDABALB161ZIJBK0tLQM7cT6CQlMBEEQBEEQBHGa8Hg86OjoGNI5uFwuuN3uQb+OTCaDXq+HXC4f9GsNJiQwEQRBEMQg43A40NraCofDMdRTIYgRicfjQZujY0j+PB5Pn+a4cOFCbNu2Da+88gokEgkkEgnKysq4VeW7777D1KlT4e/vj+3bt2PhwoW46qqrvM6xbNkyzJo1i793u9145plnkJSUBKVSiaysLPzvf//rcQ6zZs1CeXk57r33Xj4HAFizZg1CQkLw5ZdfYty4cfD390dFRQX27NmDiy++GDqdDsHBwZg5cyb27dvndU6JRIJ33nkHV199NQIDA5GWloYvv/yS9zc3N+Pmm29GeHg4lEol0tLS8N577wHwdskrKyvDhRdeCADQarWQSCRYuHBhn/5vh5qRLe4RBEEQxDDHaDSivLycv09ISIBOpxvCGRHEyMPmdGHcyo1Dcu0jq+YhUHHiLfMrr7yCY8eOYcKECVi1ahUAIDw8HGVlZQCAhx56CM8//zySk5Oh1Wr7dO1nnnkGH374IVavXo20tDT89NNP+N3vfofw8HDMnDnTZ/y6deuQlZWFO+64A0uWLPHqa2trwz/+8Q+88847CAsLQ0REBEpKSnDbbbfhtddeg8fjwQsvvIBLLrkEhYWFCAoK4sc+8cQTePbZZ/Hcc8/htddew80334zy8nKEhobi0UcfxZEjR/Ddd99Bp9OhqKgINpvNZ25xcXH47LPPcO2116KgoAAajQZKpbJP/w9DDQlMBEEQBDEIOBwOtLS0oLKyEoaqBkREh0EqlaK8vBwajQYKhWKop0gQxAASHBwMhUKBwMBA6PV6n/5Vq1bh4osv7vP57HY7/va3v+GHH37A9OnTAQDJycnYvn073nrrrW4FptDQUMhkMgQFBfnMwel04o033kBWVhZvmz17tteYf/3rXwgJCcG2bdtw2WWX8faFCxfipptuAgD87W9/w6uvvordu3dj/vz5qKiowOTJk5GdnQ1AiKHqDplMhtDQUABAREQEQkJC+vx/MdSQwEQQBEEQAwyzKtVW1uPyqy8BAPzmkoV4cNVSAEBLSwsiIiKGcooEMaJQ+slwZNW8Ibv2QMAEir5SVFSEtrY2HyHL4XBg8uTJ/b6+QqHAxIkTvdrq6urwyCOPYOvWraivr4fL5UJbWxsqKiq8xnU+TqVSQaPRoL6+HgBw11134dprr8W+ffswd+5cXHXVVZgxY0a/5zecIYGJIAiCIAYQh8OB8vJyuFwufPm/73n7lh0b8SAEgcnpdA7V9AhiRCKRSPrkFjecUalUXu+lUqlPfFTntcFisQAAvvnmG8TExHiN8/f37/f1lUolj2li3HbbbWhsbMQrr7yChIQE+Pv7Y/r06T7xln5+fl7vJRIJTxqxYMEClJeX49tvv8WmTZtw0UUX4e6778bzzz/f7zkOV0b2nUcQBEEQwwy73Q4AeGHVanz6zXu8PTIsmr+m5A8EcWaiUCjgcrn6NDY8PByHDh3yasvNzeXCSefkDN253w3EHHbs2IE33ngDl1wiWMIrKythNBr7fC1GeHg4brvtNtx22204//zzcf/993crMDFX5L7Ob7hAWfIIgiAIYgBhAtOvOT/ztuSYDBwu2Yv9vx4BADQ1NZHQRBBnIImJidi1axfKyspgNBp7Td09e/Zs5OTk4IMPPkBhYSEee+wxLwEqKCgI9913H+699168//77KC4uxr59+/Daa6/h/fff73UOP/30E6qrq08o/KSlpWHt2rU4evQodu3ahZtvvrnfiRhWrlyJL774AkVFRTh8+DC+/vprZGRkdDs2ISEBEokEX3/9NRoaGrgVbbhDAhNBEARBDCCsIGNFXRFvy8yYBABYsvRW3jZSNgoEQfSd++67DzKZDOPGjUN4eLhPLFBn5s2bh0cffRQPPPAAzjrrLLS2tuLWW2/1GvPkk0/i0UcfxTPPPIOMjAzMnz8f33zzDZKSkno876pVq1BWVoaUlBSEh4f3Ot93330Xzc3NmDJlCm655Rbcc889/Y6vVCgUWLFiBSZOnIgLLrgAMpkM//3vf7sdGxMTgyeeeAIPPfQQIiMjsXTp0n5da6iQePqaXH6EYzabERwcDJPJBI1GM9TTIQiCIM5Q9u7dC7fbjbPPPpu37dj+C849TwiCzsnJAQAkJSXxjFEEQXjT3t6O0tJSJCUlISAgYKinQ4xQeruP+iMbUAwTMWKwWq2wWCxQq9U+gZMEQRDDAeb+UlshZI/KHn8+Zp4/C/4BvinETyZomyAIgjj9kMBEjAiKi4u5mwsAqNVqjB07dugmRBAE0Q3Nzc0AgOtuuAYA8LtbbsZ5c7xTCXc4OyD3k8NkMpHyhyAIYgRAMUzEsKe6upoLS++/+X8oPloOi8WCw4cPD+3ECIIguqDVagEATpeQ0CE1PcFnTF1NIwCgsbHx9E2MIAiCOGlIYCKGNQ6HAwaDAQDwl7sexWvv/gNr3v4PAMEvtbPViSAIYqhhfvAJ+jSMTciCPlYMuH7576sBANs37wIgrG9Wq/X0T5IYdVitVhQUFODgwYOorq4e6ukQxIiDBCZiWMMEImNdE7bt+Q5ymR8ef+4B3m8ymYZoZgRBEL6wlOLt9naMTRXT6spkMoyfNAYA0NTYzNspUx4x2JSWliI/Px8WiwVOpxMGgwF79+4d6mn1mVGSm4wYJAbq/iGBiRjWMO3ru69/BLnMD19+/jVkMhnvDw4OHqqpEQRB+MASObTZLQgKCuLtsbGx0OoE69O7n7zmM54gBgOr1YqmpiaYmltxyZwr8c4r/+F9hYWFQzizE8OKt7a1tQ3xTIiRDKt313nveDL0O+nDTz/9hOeeew579+5FbW0tPv/8c1x11VW9HrN161YsX74chw8fRlxcHB555BEsXLjQa8zrr7+O5557DgaDAVlZWXjttde8UrLOmjUL27Zt8zrmD3/4A1avXt3fj0AMY1paWmAymRAcHIyQkBC0t7fD5XJh2y8/4JyJsxARHcbHqlQqhISEDN1kCYIguqHD2YG29lYvgUkq7V4/eaoPcYLoDRYnd/89j6C+pRqr176Iy38zF5HROpjNZjgcDigUvhkchwMymQwhISGorxcyTgYGBkIikQzxrIiRhNvtRkNDAwIDAyGXn1qeu34fbbVakZWVhd///ve45pprTji+tLQUl156Ke6880589NFH2Lx5MxYvXoyoqCjMmzcPAPDJJ59g+fLlWL16NaZNm4aXX34Z8+bNQ0FBgVfxrCVLlmDVqlX8fWBgYH+nTwxj8vPzuUXJaDRCKpXC7XbjSG4R6luqcfe8P/OxISEhSElJGaqpEgRBdIvFYkFFSS1c7g4kJsfz9vb2dq9xLpcLMpmsR0GKIAYC5vK57+gO3nbsUAkio3W8fzjXAtPr9QDAhSaC6C9SqRTx8fGnLGz3W2BasGABFixY0Ofxq1evRlJSEl544QUAQEZGBrZv346XXnqJC0wvvvgilixZgkWLFvFjvvnmG/z73//GQw89xM8VGBjIfzzEmUVLSwusVitcLheO5BYhIiqML+jffrEJCnkAZs49h49nmagIgiCGG2aTsEnVhoXwto6ODq8x7TYHVGol7HY7pRYnBgWHwwGbzQYAiApLgNvthtFUi/wjhTh/ruDB01WQH25IJBJERUUhIiICTqdzqKfTL9ra2tDa2gq5XI6goKBha8k701EoFAOimBr0Okw7d+7EnDlzvNrmzZuHZcuWARB+0Hv37sWKFSt4v1QqxZw5c7Bz506v4z766CN8+OGH0Ov1uPzyy/Hoo4/2aGWy2+08+BYQqvkSw5fi4mIAwKwLLoLNLmw23n7tfSSnx+Przf/D3POvgFojftdqtXpI5kkQBNEbzc3NMFQL2nB1kLhmdXUHsZrboFIrfQQpghgo2B6ozWJDfXM1Fl5/F37asQX7D+wDcDMAX0F+uCKTyUaU+2rX2pEGgwEJCQlQKpWwWCxQq9WkKBlhDLrAZDAYEBkZ6dUWGRkJs9kMm82G5uZmuFyubsfk5+fz97/97W+RkJCA6OhoHDx4EA8++CAKCgqwbt26bq/7zDPP4Iknnhj4D0QMOEajEQBwaO8xLiwBwJI/3cZf337XLfy1SqUiTQ1BEMMOq9WKlpYWvP2uEFur1ggbIr1ezwWmZ594FQ88dg+aG02IiA6DwWDwcj0niIGCadUrywxwuTuQMSEdZrMZ321ZD7fbDalUespxHYQvnWtHdqa8vNzrfWBgIDIyMnzGEcOTEeM8fccdd2DevHnIzMzEzTffjA8++ACff/45t0x0ZcWKFTCZTPyvsrLyNM+Y6CssKPWLz76BKkCDX37ZiT/d/iDvX3nfM4hLjuLvh7O/NUEQoxcWLzI2ZTwAICZBUATK5XK+MdVFCOvXo488BgBwOp2oqKg43VMlRgHMwlRbJVg8o2IjkDlxPCw2E2orhLbh7pI30uhcO7LdZseSm/+EY4dLux3b1taGAwcOnM7pEafAoAtMer0edXV1Xm11dXXQaDRQKpXQ6XSQyWTdjuktXmnatGkAgKKiom77/f39odFovP6I4QnLkb9j91ZMnzwLCoUfbrvrN8jJyUFOTg6uuPFir/GUGY8giOEIcxn6fsd6n3bmRjx+ShoAoKT6KNxuNwCgoaGBp74liIGmrkbYX8XERyI1IwkAUHC4BIDgQkr33sDBlCZutxvnnX8u9hfsxJuvvAMAqCipRXZ2NrKzs2FuFsZ1dHRwLxtieDPoAtP06dOxefNmr7ZNmzZh+vTpAIRgrKlTp3qNcbvd2Lx5Mx/THbm5uQCAqKioHscQwx9W6b6+phH1LdXIPmtqr+NDQ0PJHY8giGGJ3W6Hy+Xqtl2hUEClUkEmk0ETKCSt2bF5r9cYghhIWI2vuroGKBUqqDWBSB4Th0D/IOzfe5CPo+LJA8/+X4/w1z/v24h7Fj+Ea66/nLdde831/HVXgwExPOm3wGSxWJCbm8sFltLSUuTm5nKXghUrVuDWW2/l4++8806UlJTggQceQH5+Pt544w18+umnuPfee/mY5cuX4+2338b777+Po0eP4q677oLVauVZ84qLi/Hkk09i7969KCsrw5dffolbb70VF1xwASZOnHgqn58YYthCnbdPiFebOHVcj2P9/PyQlJR0WuZFEIAg0Le2tpIGlugTNpsNjXUtAICJaWIdQZbOlnlNZGeeCwBoNbXyMZRenBhoRAtmPbRBQtZZuZ8cUbo41NRW83EjJfHDSIAJqfmHvYsC/5L7g9f75tZ6HNp7DIDgFknPmOFPv1fonJwcTJ48GZMnTwYgCDuTJ0/GypUrAQC1tbVe/thJSUn45ptvsGnTJmRlZeGFF17AO++8w1OKA8ANN9yA559/HitXrsSkSZOQm5uLDRs28EQQCoUCP/zwA+bOnYv09HT85S9/wbXXXouvvvrqlD48MfSwhfro4QL4ywOQki7ULdFqtZg6dSoSEhKg0WiQkJBAwjFxWjEajThw4ACOHTuGvLw8cpsgesXhcMBkMqG+VojJXLzkdt4XEBAAQHTZe/Rv9wMAPvn0Ez6mtrb2dE2VGCUwIdzY2IDQkHDeHqGLQn0D3W+DAbMUFxcVQxcchR83bfUZc/8fhf3ywj/8lrcdOXLEZxwxvOh3epRZs2bxmJPuWLNmTbfH7N+/v9fzLl26FEuXLu22Ly4uDtu2bevXPImRRWHhMcTpU/mGgvn763Q66HS6oZwaMQpxOBwoLy/Hzi378MjjD+Hdd94DAGg0GnIJJbqFbZQa6gSBKTJKXLfYesa0z6ogJQDgcMlevP7sGtz9wEKYTCY4HA66v4gBg1mYGlsaEBedyNuj9NE4VnqYvzebzZSpcYBgSuDC4nzE6hOh0aqRk5MDt9uNqrI6yKQSRMVH4Lk3VgEA8vYWIHPqWLhcLhiNRtrvDGPIB4AYFlQZyhEfkzjU0yAIAOApYT/9+H9otbXwbGfdpYolCAA8dmnd/z4HAEQcL7wdHh7OhSAWxySVSjF5rBCj+96n/+TnoFgSYiBhFqZmkxHhYaKFKTY2Bk2t9bBZhQx5TFgnTh2LxYJWkxX55QcxccIk3i6VShGfHIWYRD2kUin+8fgrAIC7li7hY5qbm0/3dIl+QAITMeS43W7UN9UgNjZuqKdCEAAEdzynw4kduT9AFaCBf4Cw4aUUvERPMAuTxSrEJQUFCzWYmFWJERcnrHP3PXQvCGIwcbvd6HB2wGRtRESkaEFKS0+Gx+NG4ZEy3kbC+qnjcDjQ3NyMgrxieDxuzLjg7B7HXnTZuZBAgnZnG0zNwpoRGBjY43hi6CGBiRhyGutbYHNYEZ8QO9RTIQgUFxfDZrPhwB4hEcllc67lfSx4nyC6wgQjPz8/bj3q3M5QqVTQaDQYm5kMAAgNiuhxLEGcClKpFPW1TXB73IiMEu+z9MxUAMCxo93XsSRODqY0efSxRwAAaeMSeR8rpRMZGclDD/66/CkAwLK7hLqTFCc7vCGBiRhSbDYbSo4JSUISU+N5O1UfJ4YCq9XK3e7u/LOQpXPRXTfxfspkRvQEixdpaW1GSLDWp70zYWFh/HVTaz0MVQ0AaMM0kjAYDDh48CAOHTo0bL+35uZm1FQKKav10aLApNVpEKIKQ3GRWFCVhPVTh7nlMoEoWBsEQHDLTUtLw7hx4xAbG4vo6GgAwAUXnwMAyCvaDUCIf+qv27fdbkdra+uJBxKnDD39iSHD4XDAaDSivKQSAJCcJrrksSBpgjidsIdVbWU9b9NFhvLXVDSZ6Am2aTFbWqANCe11bFfXzt3bcwEIAhPFkgx/cnNzUV1djeZGE+x2O8rLy3mpleGCw+FAXV0dDNXCWhYd553UISYyEWXlJfw91QE7dVgdNkNTJZKjM3h7V2GUPUdCw4Mx99yrAAAtTcL6UVJSgv4wZcoUaDQacqk8DZDARAwZ7AdeWVGFoEAtNFoxMx5liiKGAmYNWPfxNwCATz/6nPf5+/tDpVINybyI4Q1T/rQ0tcJoqoU2VLQwdaf8YZlm3/7nBwAAp9PJ+2jjOrwxGAxwuVx4/dn3MGv2BcjOzgYgWBfy8vKGeHYi7PlaZ6iHVCpDRLRg1WRxMglxSaisLePjqRbTqePv7w9jnZC4oaTmqFd7ZxQKBZRKIVMm+/eaq64BIKwNBQUFfbqexWLh6cj/8pe/nNrkiRNCAhMxZLAFuqqqCpGh0bydLSAEcbppa2sDAGzdvhlT0mcgeaxo9RwzZsxQTYsY5jAh54mH/g4A6Ohw9TqeaZgnTEkDAOzZvZf3kWvU8Ka+XrDYfPb1x7ytwdAEQBCch1smzfr6egSrwribGFP6JCcnob65CvZ2waJJbvCnTlNTE37ZkgMAWPHnVby9O6sxSx9+zfVXAADMbc3ocAp7IovFAqvV2uu1PvzwQwQFBfH3//rXv05t8sQJIYGJGHJq66sRFUEJH4ihxeFwwGKxwNxsQWlNPi64YBbv02q1ZPUkeoTFtrndgqA0aWom7+vOVUalUiEkJAR+Cj8AwA87vzgNsyROFYfDwa2Bbo8LE9OELGivPvsWHzOQ8UxWqxV1dXUn3Dx3BxO8G4wNCNWItX2YhSl1bArcHjeKjpQDEOKJiZOHZcj717/fAAAolQG8r7MFmcGUJuOPK00A4ND+Qv66sbGx2+ts2rQJEokEt9xyC29jVk5icCGBiRhy6pqqERMdM9TTIEYwRqMRhYWFp7RZYVaCo3lFAICMCaJFKTaWBHqiZ9i9syP3BwDA+RefdcJjtFptt+21tbUDNzFiQGHfc2lhFSw2ExbMuwQAsDt3Bx8zUDFoxcXFyM/PR1VVFfLz81FaWnrig7qZa2NTA8K04T7t6cezNLJMeQaDgeLnTgGmGGmzC//OvvRc3tdd7KtCoeBrwJq3/gMA2LNjr8+4rjz99NM+bTfeeCMAoLCw0KePGDhIYCKGDIvFAlNzK1rbmpGQGH/iAwiiGw4cOIDy8nKYzWaUl5dj3759qK+v5w//6upq7Nu3D/v370d1dXWP52EZjgqPlkACCdInpgDwLjxKjB4cDgeamprQ1NR0wo1kS0sLv3+60lMCG+aSfOHZlyA8OJq741Dih+EL+453bhPcrqack4W/3vsUGs0GVJcL2ehsNtspf3/V1dU+rn1NTU39sjSx+6vJZISuU9FaVhpBFxkKTaAWRw/n877h5k44kqipqQEAWNvNAIAApWDhUyqVPca+MkXchKljkBo7HocOH+J93VmlbDYbtm3bBkCwNLW1taGkpASqQOH833//fb8Fa6LvkMBEDAnMfF1aWAUAiE8SNfjkS030laNHj/oEK3s8HlRWViIvLw979+6FwWCAx+OB2+2GwWDA3r3da/GY5rW4uBi6kCio1EIsHcWUnH6sViuqq6tRU1PTJ4FloDEajcjLy8OX/9uADV9uRl5eXo/WS7aWrV39P5++3lw52X1bXF6IBlMN/vbIy7yPEj8MT9j3UlZaDm1QBFLS4zAuaywAoPCIuFE9lYxlDocDBoMBbrcbu37K9UpL35ObVm80txoRHi5myJPL5Tz2JTvzXGz79Qd+jcrKymGbIn04U11dDbvdjry9QrKGqy7+Le/r7fmhUCi4QiU8NBK19aJCr6WlxWfd27hxIwBg0qRJ0Gq1XKGjVwlufZX5xn4L1kTfIYGJGBLYA6WiRBCYkiilONFPrFYrT9LgdDhRcKgUl8+7FtnZ2VzbW11mwJ9+/wCys7Pxn3fW82O7c11gD7ay8hLERSX5tBOnB+aKZDAYUFtbi9LS0l4FloHG4XCgvFyI61j0h5tx86LrAQDl5eXdCm5sE11dLWiYz54wk/f1loaeZcqztJkAAD/9uon3Ub2v4Ym4RhQjNjIRAJA0JhZSqQwlRWV83KlknGNWni8+/h53L1+Mrz/dzPt6smJ2h81mQ6vJinaHFZF60cIkl8v5/TVn7mw0mg1Y+9ZnvL+n+5zoHibgAsDz/3gRAHD3XxbzfvY774nIyEjhPE4HSmqOIv+gWEy4s8XPYDDwdemJJ57gbQAgcQTAT6ZA8/HxVVVVp/CJiJ6gVZkYEtgDpbKiGv5+Suj0gi8vBdcTfYW5Hny29ltMnzEdNy/8DWobhQfKlddeiuzsbFx53WXYefBHAMCLq5/imlSz2eyzKeBa1rpSJMYn+7QTg09FRQWKj5Xi1uvvwKYvf/bqKy8vPy1CE9uknJXtG4fUneWHbT535gjznTFdjF3oTdhmwtQTK58CAGjUYu0m2vAMT9haUF5TjOREwWVXofBDREg038wCp+YlYbVaUV/TiKdfegQA8OVXX/K+vipvWJr7mgpBcRQZJVqY1Go1AgKEhAQz5wmFU1979x9wOCi1/cnAsiYW5JXgcMleqJXB0Oo0vJ9lw+uJkJAQyOVyLPvLUgDAuv9+xfuYW57D4UB1dTVf/5iQxXA7AbUyBM3NQkpzi8VCQu8gQAITMWCcTEafmppqhIdE8U0HWZeIvmC1WmG327F1wy4888pK3v67q+5ApDbOa+zcc6/CxTOuBADs3LKPt3cXI1BSUIkWixHpGWLCh65FRonBwWAwoKGhAdf/5kYcKdmHFavuRXZ2Nt587n0UHy2Hy+VCeXk58vPzT3yyU4BtUjwQNcNso8w2JJ1hfYamCgDA9Ysu9+nrDpVKBYVCgekXTgEAVNQVYuuGXQD6llaYGBrs7Q40meuRkJDA26Ij4lBVU8Hfn4pVur29HUX5Zfx9WdUxr74+zfG4wFNbJWzmo2IFgSkyMhIKhYJnyvMPEJWT+3ce5q/Jqt532O+UWaLXvv8h71MoFH0qdp6amoqMSakYlzQFNQbRLY8dy77PpqYmLmB1xt3hQZBScNFj9EfodTgcaG1tJSHrBJDARAwIBQUF/crow37whvoaROqifdoJojcaGhoAAKv+9qjw70PPIicnB8seuQPfbPocO7b/gt9cchu++N/X+Nsrj2Dp8iUAgP05B/k5OgfVOhwOmEwmHMgRNg3nz5nG+07kUkGcOkyDCgAmq3ecxrufvIYbbrkWv7niZnQ4O2C1Wgc1OL27zeL/PhAKGTc0NPhsKvz9/eHspJ2Xy2W9nqszzJrOhPz/ffo/HM0VsjTW1dWdxOyJwcRms6GqtBYeeBAbLz63YmPiUVNXyd+frIXG4XCgra0NTcYWAMA1826B2daCNouQ8ru5ublPm1qmgDTUCvdQTIIegJiZsbNi8ulHXsQFU+chNjEKABAUFEReHv3A6XRyF/DosATEJUfxvszMzJ4O65YmUwN+PbjFp519nw31jQgJDvXpd3V4EKQMQVOz0eeYE8HiNY8dO3ZaXZ9HIiQwEafMwYMHfYJcTxR4yDYSdcYaROmjfdoJoidKS0vR2NiIrRt2wdzWhJuvWoJLrpvtNcY/QIEHV/0JMYnCRiEmUY/Y8GSvLHmdMxex+7eosBhBgVqE68WHUl80hMSpwf7/H1z6RI9jKuqKcOS4MMHcYAaD7gLry0pF60FXYa26uhrNRjN/zzYqoaGhJ9x4hoWFAQBWPvIYAODXg1twy+Ib0dRg6vPmmDg9sFiVilIhVo0JGACQmJgIo9mAdtupubKxe8tQWwepRIq5Cy6E2+3iyQSAviWUYAJbnaEeSn81T2DD2hUKBWJihFIe8666AC++9TRiEiL5ZyH6RkFBAUwtZlx57aUAgBlnifGL6enpfT4P+947XEKoAsuYWVZWBkC0VBccLIbaEwGnzdty7e4AQtWRMDaJ62JfhPbO8ZoMimHrGRKYiFPi0KFDsLXZcO8df0V2dja+/+In3ldZWdnjcUajES6XC0aTAVHRosBEvtNEb1itVu52sOGb7+En98fdD/y+T8fGRSWitEIMqGUPhc7nLCsvQ2yE6GoTGBjYY0pYYuBgWs3Nv37V6ziHXfjOBiuujBUv7rrxNZlN/HVXy2RTUxOaG4X+8GBxLetL4L9Op4NCocC0mZMQrUvk7ez6p5JtjRhYuFKloBhSiRTxyeJ3nZyWCI/HjeKjgmB9soo/5nJ37NgxxIQnIX1iKgCguLCsX+dh9159QwNCNeE+7QCg1+u50MRISEgg61Ifqa6uhsViwcVz5vG2mRedx1/357fr5ycUsL73T/cDAHb/fACAcD9YrVauhKmoLkNMWAraW7sKTB5o1RFoNNVzj4i+rD/Mir3l250oyCvh7UxQI7whgYk4aVpaWmC32/HMo6/g531CusuHn1yO+hpBQ2u1WrvVVLCA1PqaRnS4nIiJifIZQxDdwbT/LpcLB4/mYMbk2VAo/Hi/SqVCSkoKpk6dioSEBGg0Gmg0QgDu1KnZKK4+wq0BJpMJpaWlyM/Ph8lkgtvtRkFpHhLjU/j5goODT+OnG50w//neUMiFIHX7cYFpsL4XtsnZ/sMeAMAfbl6GCSnZaGgw8DGdBWim4GEC03PPPs/7eipM25WxY4W01H5y8T52Htcwn0q2NWJg4WngS0oRG5HM6+wAwJhxQlbNQ7lHAeCk3ZqYS3pDYz0iw6Oh1gRCqw5HWaloBeiLMMbOU19fi/BQvU87Q6/XIzMzE2PGjEFmZuYJExQQAsza+OV/N8F2vFBt1phzMG3mJD6mP/HYzIshIVkQYO954A+8z2KxwG63o81iQ4vViPDgaLgc3m7i7g5Aqw5Hm70Vpua+C2pWqxVutxv3r/wTj8ECQPFMPUACE3HSVFRU4MiBQnz146dIi5uA3111BwBg2/c7+ZjuYg3YJkN0bRA1dZT0gegLm774GfUt1bj62iu92pOTk/nDR6fTIS0tDdHHLZiTzsqEx+PGscOCJs1sNnsFyZpbrGixGJE1aSJvow3r4MOEFFaTDQDuvGU5du/ejV93/oqdv+zE2vc+AgA4HcL3wYpvDhYH9uch0D8Iv7/nJkTo9GgyiW56LH4OEDevzY0tAIDQ8BAAgsa4r5tPpgQoN4ip7g/tz/e5FjE8qK2rgjbY+7uNiA5DpDYWR46IAtPJbDjb29vhdDiRV7SbPydjIxNRWlbEx/TFC4Pdlw1NdYgM1/u0d0ahUFDcUj9hAvGq51fwtrc/fJVbglQqVb88ExQKBcLDwxEdF+nT5+/vj46ODhQXCNbL8OBYuLtkl3d3eKDXC99zdZmh6yl6xG63w2gQE9nUVIgufWTd9oUEJqJPdM0OZbVa4XQ68b//rIfKPwjvfrga9zy8GNG6RPzyy06vcV1hi0p1RS0AID5J2NDq9XpatIleYdaiL7/8Cgn6NMyYPYX39eROolKpoFQqkTI2HgBw7GixzxhjXRNWrfg7ACAlLZG3s/S7xODBhNLf3HQVAODBpY9j8Z9/C6lUCrmfHH4KPyj8he+VWZiqq6sHRQPKNpTVNdWIDk+ATCZDWJgOZbUF3HJuNpt91rWWZsFqqQ0T7s/+xC/YbEJA/7hk8V5+7O8PABBdcoihp6OjA263G0WVRzBxQpZPf6QuGnX1tfx9fzecrAByRYmw4XW5hd/FmLR0FFcW9MsNlY01muqg10f5tBOnBqv/d+ms3wAAXvnHaq8kC/35/TMCAgKg0QoKY31oPG9nHjl7fz0AqUSK6NAkuDsEC5NWq0VUVBRcHR5ExRwXmCpqfU/eDS0tLejo6MBzT7/K2w7mHOGvSVnoCwlMRK+0tLTgysuvRmhoKLZu3crbmVb06LHDGJ82BYGqAEilUmSmT0ZRee9pf5mGrKa6FgF+gQgJE6qOK5XKwfkQxBkDe+BXGcqRnpbJH1JxcXG9avSDg4MRFKxCtC4Rhw4d8up7/dn3MP/Sufhp70ZE6xKRNS2D91HCh9OPVOb7WGLpj+3tonZ9MDSg7P5yOOzwVwjCEysW+uIzr/tcm61lJpMJCnkAlKoAr/a+EBoqJBhZ89/VuP7SRQCAEFUY7x/MjIBE32lqakJ5cQ3sThvSx43l7TzTYXgUDMYa3t7fDSdP1FAjaPkffEiIZ8kYnwFzWxMaDII1vC8ueVKpFM1GM9odVkTH6L3aiVOHWY+eeP5B5OTk4NyLsnnfyQhLgBi/lho7gZcoAAT3OJvNhpqaWmiDwqFUqHBcloZMJoNcLoe7A9DHREAikaKmWohLYoqYnmBWsi27vuFtpcWi6ycJTL7Qr4eAw+FAWVkZDh8+zCtHA0B+fj727NqHL79eDwD47LPPeA0Ul8sFp9OJsppjGJc+gR+TMS4DhsYKmI/70fZWmby6uhq6ED0t4kSfqa+vh8PhRH1TNRI71UE5UTp69oCLCItCvVFM1+x2u/Hep+JG+M3V/+T3o7+/P1k8TwNdv7uLL7uAv46JiUFUVBS0Og3kMj/U1ojr02A80Nlm1OF0QOEnfPdZk4XUwBqNGDfFXIfZvWIymaBSisUq+7OmhYSEQKVSQSqV4oEn7kb2+PNx7lli1sfBdj8kTgyr+5Z/UHCbzJiYxvtYTaOEhATUNVbxDGf9hd0zdbWCG2ZUnFA7KSpa+LfkuEtWd/FRRqMRhYWFvM9ut6OiRMgI2jn9OSVVGhhYdsuusN/yycDWwawJkwGImfJYkpnKqnJEhsVAIgW3MBmNRlRWVsLd4YF/gB9CVGF8D3cit1CZTCx/EB+ZhjFxmTh46ABvo3IavtBOdZTDcvA3Njaivb0d1dXV2Lt3L1paWmC1WvHBW59wM/DevXt5DRSXy4WC/GNwuhwYP248P9+kqRPggQcH9gimXZPJ1G3dEgCorq1EdGScTzsxerBarSgsLERubi4OHDiA8vJyWK3WbgV4q9UKq9WKrd/tRIfbifRx4qblRLFvzHKQmpSGshoxVmTdh98BAF54+nXk5OTwNOSAqPknBpeu3x13S9Hrodfr4XK54Kfwgz4sDp9/8ykfNxibP4VCgYSEBDgdDvgdF5YvvW42ZFK5l2DHslqx+8psNkOtDOL9/XV9Sk9PR2SkEL+w+v2X8MTzD/I+cgsdepiV71hBEWRSOWITxVgTplRJSUuC0+VAebHgEtXfxA/sfq6va4CfTME9L5LShGfk7p17+Xk7P1Nzc3NRXl4Os9mM8vJy5ObmorW1FVXHXbPikqJBDCxsneiMXq9HSkpKD0ecGPY7nzx1EgCgukxQ7DGlc019JeJiEyGVo5sYJkAqB8JCIlFfLz4ze7PCMxdTCSS48rJrkJ42HqVV4rOR9mO+kMA0iumcg9/tdns95IuLhTiPLds3YVLSBZgQfw5KS4RitGVlZUKRz/2HIJPKkdHJPSF9YjIU8gAczBWrhnd1KeFVyBsqERsT79NOjA5Yhjqz2YyywiqUF1XBaDQiPz/fS4Dft28fAHHxP5YvBEBPmSFo/rVabZ8tQR540NrWjJICIeX9+i/WYUJKNmbOm+YzljJGnV5CgyJw3fxb+fvwcCEdMtOwNjTVwGiqRUWJsBHsq0tef6vYt7a2wu5oh8JP3DC43B349Jv3+Hu2pjGrgLnVDHXgyVmYGBEREd22UyKcoYdZ+dauewsudwf/foODg/nrsROEFOCFR4Rnp81mO6n4s4aGBoSodfy8EdFhSIubgMKiY3wMu/f379/v48XhcrlgNBpRU1kDudQPkTGiNYTupYFDp9N5ZRjsmqK9v7DvJilN2BOVFgnPqPb2drjdbtQ31yA2JgZSmYRbmBjuDg+kcgnCwyJRbei5nAvDarXCbDajuqwOHngQqFRiTHoajKZankXWbDaf4CyjDxKYhojuHuJdzeqDTW2tsPH48ZtfcPbZZ2POrPle/aWFVahuKMWsmRciWKVDg7EBbrebL9BFhUXQaxOgChZjj+R+ciREpaLgmFhor3PdEkDQbFgtNjRbGpCQGO/VTowOOtc+cjqcuPr6y3HldZfhlb+9jaO5Rdiwbiusx6vbezweHDlyhD9QmpubER4SzYsxMs18bzBt2ayLzgcAHNx7BDnbDyK//AAk8HV5onokpw+mKHG6nDy5Q+d2Zum770+PAADMzUIK8ra2thMKQf2tYm+1WlFnqENFXQniYuN7HMfWNLvdDrfbjZ0HNqO0WlzzTkb5053Wmu7D4UFzczPajq9HyTFijGNgYCCPc4xNjIS/nxJFhWI9m/7En7E1qtbgnQocANLTxqOw7Ch/397eDqPRCLfbjSO5hcjOzkZ2drZX/bDaWgNCNRHc9YrV/CIGjoHMMKhQKBAZGYmkMbGQSeUoLizlfXk5BXB22JGQGAepXMJjmADh+eh2ATK5BKkpqSipPgpjnfBsNZlMXS8DQBS4N3z5IwAgNT0ZqWOE1PhlRUK2Uiqc7QsJTENAdw/xrmb1vLy8QZ9HY2Mj2m12/O3ZJwAA5rYm5Gw/yPt/+HorZFI5Zl9yHkJUOrhcLq9seYa6WoQFRULmJ2w4me9ubHQCaupELUd3Pr3FRwXLVlJKz5sS4syFJQ3ZuWUfps+YztvXrnsLtyy+EY/87T7MnHU+v09sNhvfpB4pyEN8VDI/hrlH9QaznrI6GS+98Q889benAADnnSvGzGi1WqpHcpphWvh2R5vXWsE2kCEhIVAoFEgZkwgA+ODf/+FjerMyMQv6xbMW4OZrfw9Lq/WEVexbWlpgqDKi3WHF+ExxYzwlfQYC/AL5e7ZJ7ujogK1N2KS2O9t4/8kqf7pqrek+HHqsViva29vx0/e7AABPPvUE7/N4PFCpVAgIEJIeRenivYp+9if+jCd9MNYgMsK7NmF6+lg0mg1oNQm/ldraWpSXl6O8sBq3Lr6Jj/vwX5/x11U1FYgME93xKKnS8EfwlvBDhDbG6z66/Y+3AAAmT5sguOR1eBAXF4eEhAR4jhsYpXIge9pkeODBJ+9/AUBIVNLdesfW1qamJmjV4Zh8zjhERgsWfRZDB5DXT1dIYDrNdHaDY5SXl/uY1VkqycHCarXC4/Hgo7fXwdTWjDVv/Qe64Ch8+P7HfMzO3b8gPTELIWFBCFEJD+7OdUHq6g0IVUdCety1nwW/xsbEwtBYxTepXf35m5qaUHBYcKtKTU/k7ScK3CfOHJjw86f7hdpd0WEJmJZ5oc+43952A39dXFyMdpsdJdX5yJ56Fm/vixaXPSCkUilC1DpY282oqi+BVh2O2+8RNxwqlYq0sKcRh8NxPEW4E84OO9RB3bsMxcTEICFVcHkxt7b06dz5+flwOpxotjSgoPwgZl04E1arFQUFBT0eY7fbYTELm9IgTSfhTRGAdmcbivMFRRAT0i0WCw7tE843Ji6zT/M6EVQXZ3jB1pfDh45CFaBB2vhE3scEZ+Y+GhuVgGqDmOHsZJ5pLa2N0IWFe7X5HS/Ofd3V13u1//aWG7zer177In/elteUICU5DcTIgX13MZFx2Lh9PQDgw7fW8f6ouAjBwuTyICQkBDqdDmPHCIodqVyC8ZOF8IiS0t6tnMzq2NjYiOAgwYIfGauDBBI01In7TkrI5U2//zd++uknXH755YiOjoZEIsH69etPeMzWrVsxZcoU+Pv7IzU1FWvWrPEZ8/rrryMxMREBAQGYNm0adu/e7dXf3t6Ou+++G2FhYVCr1bj22mtRV1fnc57hDpvzkdxCbP56BwCgzWLDNZfehP+8s95LuGBa+MGgsLAQFnMbPv5sDc6dPAcTpo7BlQuuwy8HfkR1eR2sFhuOluTinLNmQCoHgo8LTPX1QspTj8eDugYDtEGRkMoELRp7OIwZm4p2hxVVx4MWO/9gWeD+kSNHER4cjYho8q8ejdhsNn6vh6h1WP/d/+H1957Drzt/xc/btiMnJweAEDuSf1Csm3R4fyFc7g5MnCwmGmHpWHtDoVBw68XjjzzF22+7aYnXOLoHTy/MQrR90x4AQJhOTLTRWbvp7++PYG0Q9KHx0EdGe7V3R0tLC5xOJ35z5c1e7YVHSuFwOLrdRLA6OG+vXgMAUChEy2VhueAOtecXIZ6utraWj797+WIAwB1/uJOPJ+XPmQOzEpWUliBen8w3kUql0sd7IiI8Ek0mUanYn9T37F62trciJCTYq2/6zKkAgEZzHbKzs3mRZ3uHsPbl5OTwlPR11UZYLTY0mg2IivK2VBHDG3ZvhYVFwO12wWZtx8tv/w2AWKdNKgfgFrfuHXYXbw8JDUKwKgwl5WK8W+fESV2v09zSiNBgYQ+mUPghRK1DRYUo8JOFyZt+C0xWqxVZWVl4/fXXTzwYQmD3pZdeigsvvBC5ublYtmwZFi9ejI0bN/Ixn3zyCZYvX47HHnsM+/btQ1ZWFubNm8c35wBw77334quvvsL//d//Ydu2baipqcE111zT3+kPORaLBYf3FeLWxTfhwcf/jAvPn4MLZp2PirpCvLj6KTx+/7ODPoeKigq4XC68v/oTmNqasXSZoOW/6ffXwE+mwIfvforPP/oOHS4nLr50JqRyCTRKLaRSGf9OTCYT7PZ2wcJ0PDsl2ySMmyRoOQ4fr1bf2ReWPUBq62qg14lBkv0J3CdGNixFb8FBQQv24PK/8gVc7ifntWw2fPM9AGDhkt/xY3N25UIqkSJzqphopK9ZxNjG57w52Xj/Xx9j4W/+iN8uuYr3q9Xqk04JS5waFWWC5Wbulefzts7CEBOug1QamM0mn/auNDU1we12o6qhxKu9pVEIZO7Ot59vbo+n041PEdcnjSoEAHCsQMgiZTQafTbD6iDRZY8E7zMHppCprClBXEwib+/sLsmefZGREWi2GLnHSH/iQOx2O9osNjg77D4CU1RcBJ56+Hn+/jc3XYXsbKH2z90L7wMAXHrlXADAof0F+OBNIZukJjgIxMiBuSdfPO8iAMCaNz/hfa+8IXz/UpkEHQ4X8vLyUFpairxcYZ/lFyA8QzPHTkVlfTFydwtKHqfT6aMgYutms6kR2hBRaR0VHoeq6hMnjRit9FtgWrBgAZ566ilcffXVfRq/evVqJCUl4YUXXkBGRgaWLl2K6667Di+99BIf8+KLL2LJkiVYtGgRxo0bh9WrVyMwMBD//ve/AQgPt3fffRcvvvgiZs+ejalTp+K9997DL7/8gl9//bW/H2FICQoKQsakFCxd9ADmnX8NWm0tAIDfXrkY502Zi40/r+c1jCwWyykF3XWXWMLhcKChoQFtFhvWf/d/OGfihUgdlwhA0E7Mnn4J/u/b9/Hy239DemIWUsclQioDpFIZQkPCuMDEtBah6ghIughMcUl6BChUKDwmblbY5sLf3x9utxv5JQcREy2mFKcUzqMHtnhv+HozpFIZpp0/udtxushQ+MkU6HA5sXOLoNl/+6OXERgQhEC16I/f1+KynWtnjJ+ShqUP/p4LagEBARg7dmxPhxKDBBMsbG3tCPAL5N9HTEyMlwKFaTrVgUFobmnyae+KTCZDU0OLT3tLiyAo9Zb2OzExGaoADSKjxQ3xH++6GwCw8acveFvXDGiBxwV9vV5Pyp8zBGZF3Lj+J9Q0lmP6ued0O47dx5F6wTLQUCveo321MrW2tqL5uEAfrBUFJhZ7NP+aWUiNneBz3GXXCYJS8ljhebpi1b081via3y3g48jqOfxhrupxiYIV/d3/vgYAeGT509DqhCycMj/AdTyPVlNTExxtwlrmFygoBJ9+8VEEBWrx3r/eR2VJLTqcHSguLvYK8WDrbIulCWFh4jp3pHQf9hz+yWccITDo/xs7d+7EnDlzvNrmzZuHnTt3AhAWpL1793qNkUqlmDNnDh+zd+9eOJ1OrzHp6emIj4/nY7pit9thNpu9/oYDERERkEqlWHj39Xj6pYeRk5OD3bt3Y/mjd+LP9/8RLncHfvjmZz7+ZKvZl5aWdpsdirn5rfvoOzS31mPh7bd4HXfL7Tfy15dfdiUAQCIFIAHCtDoew8QEpjBNJNfcq9VqaLVaSKVSxEYkoaSkiJ+LBUE7HA6UHquGxWbCeefP4P2UjWX0wO6X0rJSpMRk8Lo7UVFRSE9PR2xsLBdu3v/3RwCEWKe6GuEe9pOLlgeFQtHnzWlPWaJSUlIwfvz4bo4gThfFJcVwecQ4zq4KFCacBKk1yCvew7OB9ZS22el0orFBEI6ef/KfCA8WNiAN9cI91F0wNNv0Oux2+MlEd7zAwEDMWiBslO1OG2+32Wxex7O4AAquP3Ngyp1tW35CREgMLr1OLCjcWQBRKBTQarWIihUydlaV1fK+viQAYTHL+3YJyZ6iY8XMn6mpqfze+u/6NdzyDgAr73sG4Xrht8Is8wCw7vsPMWPSHK/ipGT1HP4wD4eU9Div9lnzxb2SX4AUznZR4WNrdkMiAfyUx5NvqZVIT8rEjtwfcPX1l+Olp98CAK+EN3a7HS6XC+a2Zuh0oiJxYtrZAITMtWwcITLoApPBYPBJ+xsZGQmz2QybzQajUTBfdzeGbcoNBgMUCoWPJrnzmK4888wzCA4O5n9xcXHdjjvdKBQKHiDKYFJ8Ulos4iPT8MPmH3jfydRxOHjwIE/ZzGA/Ftb+8/afkBg1FlNneGusxoxPwkfvfYr/vP9/uH7h5QCEDa5UBoSGhHMLk81mg1zuB01QCAAx/S1zj0qMS0ZZtRh7wh4alZWV2PerUE166oyJvL8vcSjEmQHbaBSX5yMlcYxXu0qlQmRkJP+NjBmfhJSYcQCAa68VXHBXv/EmP6anius9kZmZiYSEBGg0GiQkJGDq1Kl9tlARAw/bkG7d8y2cHXafdkZwsKBxnzZNqJfVbBSEoe6ykDkcDphMJjQbhXOERWjx7SbBMvT2h//k43raDNgddvh1qsEUFOTt1lR0pAyAuGZp1cK9yjT8VB7hzKGyshIulwvf71iPiRnZXhr3rgKIWq1GSrqQFv7br75Hf2CK0bwDh6FVh2PiWekARCXPpEmTeJ0fXWQocnJykJOTgytuvNjrPCvve4a/XtRJGerv709WzxFAZwGXkTXmHISEimuQXCmB0ybWYbLUd0AdKfNaCydmZvHX+w7s4a9Z5r2Ojg401rXA7XZBFy4+Q6+79joAgLFOsFCSkO3NGWtvW7FiBUwmE/+rrBw+fpnx8fE9aiEvmH4hDuTvhuO4hN/a2tqvcxuNRp+6R4yWlha0t7fDZm1HXmEOLpgxu9txYzOTMWZ8klebVC5BaHA4tzDV1dUhNFgHmdz7FmKbhZSUFNQaK7w+R2mpUFfgwIGDiNTGcs0YQNXsRxNmsxlWiw31zdVIT0/n7Z03mp2z1b295g2oAjRod7ZBE6hFSoZYq+Zk0i7rdDqkpaVRyuZhQE9rVdf2kJAQKJVKRMcK9WnMx9MrNzQ0+FiK2Kbg26+EONlQXQgkUgnGxk5GyHEFDwCfzKRs09rW1gZ/hbgeMfe9C6ddCgB4580P+Bz3/nIIzZYGXDzjSp7JjASmMwOmjP3nP4TQgLFjxYxzSqXSRwCRy+UICQ1CUKAWpk5xdv1xhTOZWnjWMsBbWNfr9V7rZXdccePFePyBf+DxB/6BydNFq3lsbGyf50AMHZ3jNr/47Bv8uGkr3v2PqOSJiYmBn1KCDpsHHo8HHrcHzeUdUIUJghZTNP5huSgsF1Ye4q9ZiIbNZkNdrWBtj4wSFfhhEcK9V1/byMd3hSnee0pZfiYz6AKTXq/3yWZXV1cHjUYDpVIJnU4HmUzW7Ri9Xs/P0V1mo85juuLv7w+NRuP1N5wYN24cUlJSoNPpoNfrucBw7sxpsDtt+OqTTQAES05/bsrOFreufvrMWrXjxxw4Otpx4dzzeF9vFriYmBjBwhSsQ319PWJiYlBSUoLQEB2PX2IWLPY50selweXuwLE8QUiyWCzcupVfeAhjk71doEjLPzpg2v/8g8XwwIO0DLGeksfjXb2cxRRptGqs/ue/MCZ+It57dw3v727TQows2O9erQzG7666w6e9M3q9HkEhwgaypUnckHZ2W7ZarWhtbcX2H3Lw7bb/AQB0kVoAwJi4ieh8h/VkvW82NSEkyFeZowkSniEtZrEWXWVZNQDglt+Lrsxd72NiZMK8KY4WHAEA3LDwSt7XneadbXbHJk1AU3OjT3tvsDEmczM06mCfdoZKpeo23jc0NJSvhZddfxEuu/4i3teddw4xPFEoFHxPG5MQyd3VAWH9k8vlUARK4fEAzRUd2PXu8VCT48alwMBA+Pn5QSqV4qetPyNalwgAvJAtICjOjUYj6moE5XdEp1jN8EjB2tRQJ9y/QskHcf/JaoiWlpbysI/BLH8z3Bh0gWn69OnYvHmzV9umTZswfbpQrFKhUGDq1KleY9xuNzZv3szHTJ06FX5+fl5jCgoKUFFRwceMREJCQpCQkICYmBie/nPKcRe5r7/5mo/ra7Vwh8PB3Uyef/wNnH322Ti0V0wvyTSfP23dDm1QBMZPFjVmbC5dSUhIEAS6QH9ERcTxzUl1dTUiQqN4SnFAcHFhC/O4ScK5jx465nU+Y10TyuuKMHnyFN5GG9/RA7s/i/KFhCDpmSm8r+tDXaFQ8M1BxqRU/Gfdv5GQJmYui46OBjGyYRvAjg4n3xyGhoZ2m62wo6MDqcddnoqPlXm1M4qKiuB0OLHsISHF9wNLH4N/gLC2KAMCYWsXi8t2LXjMA6FNzQjRaHk7czVmCqhDx/byvrY2IY6JuWIBpPw5E3A4HNzKWVlTiplnLfBKNNOdKzBb28K0OjSbjD7tvSFmLWvibu6d2zuTlJSE9PR0hIeHIzw8HOnp6UhKSkJmZqaPNUsmkyEzc2DqgxGnh5iYGJ81JCQkBOHh4SgvL4e/Wlinjn0vrmVRE4S1s7y8nFshA9VKvP3v1QCAy664lI9lVqPGBkGIiogS7+XIGEF4MjaIAj+7f7urIcquOVosTf0WmCwWC3Jzc5GbmwtASC6Qm5vLc7evWLECt956Kx9/5513oqSkBA888ADy8/Pxxhtv4NNPP8W9997Lxyxfvhxvv/023n//fRw9ehR33XUXrFYrFi0S6goEBwfj9ttvx/Lly7Flyxbs3bsXixYtwvTp03HOOd1nrRlpMI2VTCbDFbNvRElVPndn66sEz4QZe7sD//1acCP433/X8/62NuEHtvfgr5g6YTrfIKjVaigUCl5lPikpiS/AOp0ORqMRHS4HAv2EORYXF6Oqqgr6sFieUhwQ/aS1Wi3CIrQIUYWh8JgYxwQAG77YCng8uOgSMX1wd4IacWbC3KBKS8oQogpDsFawGPSU0jspKclnYwsIG23amJ4ZBAUFwelycJe2rjFDDLlcjkC1YO15cbVYS4utey0tLejo6MDS2+/nfZPOEmM0Ff4KtNttPPao6/3DAqFrGsoRqhU3EVarFe3t7bjpNsG/v93Zhof+9CRs1nY+DyaUaTQaSk1/BsDuqVaTFXXNVZg8SczkGRIS0ut3HJ+QAENjJQ+c7wtSqRQulwvlhkKkpqR6tXeHSqVCfHw84uPjveaSlZXlFaM5adKkPs+BGD6kpKTwBEjp6elISUnhgotC7Ru36R8k3id2ux1Tp06FVCrlmT47XE4ufIsp71ugkAdAdVwREBwcDJVaiQCFyktgYvdgZ0v++o+/R0GemAW5c+2mM5l+C0w5OTmYPHkyJk8WFpDly5dj8uTJWLlyJQChoF/n/7ykpCR888032LRpE7KysvDCCy/gnXfewbx58/iYG264Ac8//zxWrlyJSZMmITc3Fxs2bPBKBPHSSy/hsssuw7XXXosLLrgAer0e69aJFZBHOp0TJlx48UxY283YtS0XQP/d8rb/IAT5hYdEo7i0kLd3dHSgurwOdc1VmHbOWby98waFafWZiZ9pFSQyCUKDIwAImQ8bGxsRERoNqVz48bKkD4Ao/MVFpaC0TMyUBwBbtm5GckwGouOFc/n5+dEGYxTBFv3q2mrodaJffW/Cz8SJE5GQkICAgAAhsPr4w4QY+TgcDhQXFcPl7uDrR08aS7fb7bWBXP+fjXC73WhubobBYOCKpb1Ht/MxqZ3i3SrqhbVw7dq1Xi5MDLVaDavZBovNhKRkMYaTCexjxifxBA8/7PwC9y191GeOfXG/IoY/zGq5d6cQ/5GVLbiQBwUFISUlpdtj2HeflByPDrcTNZWCy1PXbIrdYTQaYaxrRofLifgE0T3+ZLKUUYzmmQFLgMT2R+z+8guQIvHcACTPVGLcZSpMudlbwcTGsf3z0kUPAACO7Bf2YkxwamlugVophqowb45glRZNjaILHxvPFE1bN+zCUy88jJsXXc9rPZlMplFhZeq3wDRr1iwh2KzL35o1awAAa9aswdatW32O2b9/P+x2O4qLi7Fw4UKf8y5duhTl5eWw2+3YtWsXz4bECAgIwOuvv46mpiZYrVasW7eux/ilkQrLgpM9QzChv7/mA97Xl/Ti7Iey+9ccaAK1mHPBAlQYir3M+ru37wcAnH2eqDHrLeECW7ClMiAsKBJ+fn7Yvl3YkKTEj4VKHcgtUV1JSkhGRa2ohairMeLAsV2YMU20LpGVYHTB7tHmFiNCteE+7T2h0+kwfvx4jB07lu6ZMwi73Q5zy/GU4Rq1V3tXupaGeOrFv+J/H3wDQHARdrlcyD8oWrTnn3+Nl4AllUr4eboLWFapVOhwCmtlmE7L2zrfbzOyZ/HXu/K2+MyxayIJYmTCXNuqyoUYtbTjtQp7E0LYczY+SXiOV5QIxxoMhl43kyyleFlRlXB8sqhIogQiRHfox/kjYowCmighponRucwG29dddt0cSCDBjp92AxBjN1tMJgSpxHg5tlYGB4V6xeCxdhab+ciqB3jf9i1iWZ+TLYEzkjhjs+SNREJCQuDn5welKgARITGoN9bwvr4snGyTUVhcgOS4dIxNHwNruxnVZWJCjf37chEeHI2YBNF611vqSLaRlcokkECGuLg4LjDpw+Lgr/Tz0dSyuaalpaHRXAdTs+Az+9MmocjwxZfM4mP7mxaaGNlw7VZrE0K1oT7txOhCKpWKxTpDNF7tXelOsVNd5b1GHtwnBOgr5AF44vkHvcYq/AVLEYtN6SqUGQwGNB9PJhGoCgQgbi6Ycm7Fk8t85hCiEtcwspafGbDnXm1tLYJVYQhQ+nu193ZMfHI0JJCgvETMzNvbZpLdhxWlgsCUlCYKTFRslmD0xdrocDi4cM72dbrIUGiDwvHFN//nNbaoLB9REeK9xhRS2uAwNJt8i4Ozta3dISbLWfN/b/DXo0G4J4FpmME0WFdf+hvUNlWi9Xj63L7EMbEbtspQhuSEFIyfLGQZO5xbwMccLjiA9BQxCLRz+ubuUCgUSEhIgFQOuF1C5rLGxkbodDooFUHwwO2jPWOaiKnThTpLW777BQDw3tq3EabR84QQSqWSNhijlBZLE7mMEHC73TA3HxeYtBqv9q6w++WH70XLTmfBqr29HR0dgoXn3dVreE0TlmrXz09Y59h61Xnz63A4UF1djVazsLFVBorCmd1uR0xMDPz9/fnGuTM/bNvIX5P188yAbRJ/2vkjAgN6t3wyWBxwoFqJsGA9SkpKehzbGXYPV1ZUQRWg4XGdANXBIUT66u7LhHOFQsHr14UGh6O+pRr1NYLlqMHQhLLaApx/nujtw6zj2hAtDMYqn/Oy9TTQ39sF0N4urKckMBGnHXbTzZg5DR6PGzu3ChmZbDbbCYvYyuVytJqsaGqtR2JyIhJSoqFUqJB/RMhUZ7O2o7K+BBMmiIHQfSnoq9PpoA0NgdI/EFdccQUAYMGCBTC3tKKt3eqTWpJtGsaMT0JydAa++eZrNNY3o76lGudMEX+gPdWiIs5cbDYbWk1WtDusXgXzKPZjdGK1WtFyXGAKCe05nTIgbACCgoK8ijh2Daw3NjRC6a9GxiQhcD4wMBDx8fFISEhAaLBg0ZTJZF4xl0An6/xRwaVvzHgx3T2bCxO8Vvx5Fe+Tdsp6Ex4eTtk+zzBqG8vhG2LfM0yoj4lMQEWVmFGst/WNx3XWVCMyTMwCyorWEgQgrH8sbKOvMCHntlsWAgAuuULIHdBgEASnuETxfOwejYuPR6O5jivrmdDucrlgs7bD6XLg9hv+xGOjCg+XAQAvG3MmQwLTMIO5nWRMSkGwKgw5u/fzvs41lrrDZrPxKvRpY5MglUoRp09BUYkQ7Hx4/zG43S5MnDwOQM+ZybpD5ieFq8ONG264Ac888wxuvvlmuF3gWfI6B2qrVCr+Q51/8aXYX7AT8y4RKpLfsfQ28ZzdVLUmzlwcDgcMBgNydhwEAKSkJfI+cskbfTCrjqnluCtImGBhiomJ6XGjyFyUrpgt1D3679f/RnG+6Pq0/8BeqAJEgYppWHU6HX5/058AAGeddZaPdZNp+U0tZsikcgSHCpsEvV7vk8zm2lsu4ce53RSzdCbCA+zl/rh03lU+7T3BhJ+E2ERUGcp82ruDKUlrDVWI7uQiRQpFoit6vf6EQlNnqyTbY82aL5bfcTicXBgKCva1YMbGCeU6rK1CVmXmwtzU1IRjh0vh7LBj4pTxuPw3wp7uwzWfABDu8RMp9Uc6JDANM5h1RiqVIi0hA4eO5PK+7qouM9hmtKhAKBSbdlxDmpyQirIqITvKrl/2wU+mwIQpgqte5yyEvWE0GmEyt8DaakNJSQl+97vfQafTwePyQNKlDlPXz3Hd7y7jbdMyL0RMopiog+KXRhfMVcBQIxSEZPchQBam0QhbL0wmQWDShAjKm96UOCyT08pn7+NtlWVCHFPe3gLkFe2G0VTrcw1AcLMLUYfxDUBnmMBuNpsR6K/mAlTngucqlYq//2iNEA/wzMqX+vRZiZGF0WiE1WKDs8PuFVt3ojgSlkksM2sCjKZalBcKiR/6on2va6pBdHTsCccRoxu9Xo/MzMxu929dLedsj6VUiS7Gl8y9HF+sE+p8hoaJVn0WShEYKAjqVotwL1ssFjgcDjQ3N/OCtlGxkQiL0EIhD0B5lZhohxV7PlMhgWmYwdxOAGDa2efgWGUeWpoEQcnlcvUowbPNaEVFFdTKYO62MmbMGNQ1V8NqsSFn7y6kJ03iP56+BhGWl5dDKgPcLuEHVVcnJJFwd8CnDhODua9otGrs2P4Lft62Ha+/9xzvp3Tiow+mSW1sbIRSoeL3oVarJdeTUUhnq45SoYLcT+7V3h0hISE+/c2NzXC73Vj0h5uF4yViv5cVW+KBn8y/2wx5vNZIq8UrZqXrtdLS0hAYGIixE5KQk5ODi68QXYxJATRysFqtKC0tRVFRkU9heJa1rqRAKI+SkHRit3UG23ROOUeI3z2aJ3h39JZ22WKxwGJug8naiLg4EpiIE6NQKBAbG9tt3czOdM7y+cE7HwMAWixGfL9jPQBAHyfs0zoXy2UFmluOJ8Axm818f1lwtBAKeQBikwTF9xVzrkdjiygknelZQklgGoYkJiYCALKnC6m/D+8XkzZ0XdwZ3KxfW4MIbTRvH5c5Bh6PGzk7DiK/7ADOniqma++LVp8JVRIZ4On0W4iMjDzukudbhwnw1sb6Byi8NBwAqI7OKIS5UzU2NiJYLWbIo0D50QlbWyqrKhARGu3T3hOs0PWPm7YCAL788gu8+bxYguHJvz7PXzMhxmg0or6hDnKZAvX19T5xl8zCZLFaoAxQ+bR3JiMjw8vyBAiWL1IAjQxKS0uRn58Po9GI4mOlKC4uxoEDB3g/u/9KCwWBKWWsWMvrREkY2FoWl6RHgF8gjhWI2vfuMuUxzf2e7cL1E1NE4Ywy5BEnomvdzO5ISUmBSqXiybY6wxRKCoWC15ubMGUsFPIAbN8qpAw3m81oaxPc8w4dzkNKbDoUx4uM+wf4o6m1ngtKZ/qznASmYQjLbjJmfBJkUjmOHjrG+ySS3kNQ6xpqEKmL4u8nnp0Bpb8aDz/2FzhdDpw/W/Rl7UvcCE8rLpdwCxMAREREQCaVIzwirMc6TGlpaT4bC8BXuCJGB+xeampqRHBQqE87MTpptZgRogk98cDjsE2rRiv8m1e8B19/LxYxV6mFlOCBgYFQqVRi8W0p4Cfz525TneMu2T1obbMiUCkKPj3dm2lpaUhPT0dsbCzS09ORlJTU7ThieGG1Wrl73KUXX4X5l86FxdyGjo4O7N0rJFhiVsXSkjIo/dXQ6YWaXJ3j2XpCpVJBqVRCKpUiNjIJJaWiwNRdFjGmAH3wsT8DAJLSRIGJMuQRAwVL7vXJ2s9427I7HuavrVarmD5crcSYhAk4WnCE9zOBqc5Yg7iYRN6+LzcHAPDr1v38PGcyJDANUzQaDfwDFIjWJaCoqIi396R1YotxXWMNovSitlah8ENKbDrsHe2ICInBuMmp/ZoHTysuE9KKA6LA4+pwI1Ct7PUhwjYWer0ecXFxPQpXxJkPE9CbzU3QBlMNptEO2xDabG1QBgT6tPeEQqHwUcQ0tIj1mGQy4bHGrEudi28r5KLA1LmPxTXtytsCh0O0cHUX78RQqVSIjIwky9IIoqBA8Nb48F/r0GAS7plZsy/ga9DevXtFy2dlJfRhsVyA6msSBqZl1waHYfu+73tNu8zurynjzgUAREQL96xGoyGlIjFgqFQq+Pv7IyVDtJaef6HobWS3272UQyHBoTC3mvh7ZomytJl5Ih0AWPqnuwEAObsEgcloNPZapHmkQwLTMCcxNhUl5YUnHOfxeGBvd6DZYkRMnHcWlQdX3IcAv0DccfvdXj75fdVg6XQ6xMRGAx6Jl8Djcroh8zvxLaRSqRATE4OIiAh6CIxi2L3XYm5CqDbMp50YnbTbbVAG9C8jmFar7bGPuZ4w5RLbCEikEvjJ/L1c/lifxWLhm+aiqsO8fzRUrx8tGI1GeDweuFwuvPyvv3n1/fLjPv66tlZIGlJjqERMpGjx6WudGTZuyqQpAMCzgtbW1vrUU2T3X6vFjIzEyXwt7O3+JoiTgSmZFl0vCDmRsaLiOjAwEAqFghfoDtYEo9UqCkwulwv2dgfM1mavWM30iSkAgC82iEVxz+Q1k3YqwxT2sE/PyECFoYhrqWw2W7fjXS4XKktq4PG4ERfvLTBlTErF9p0/4aqb5vI2tVrdL+HFX6mAy+Hmfq4ejwcupxsdLscZrVEgBg62WTBZmhCqFS1MfUk+Qpx5sO+93WFDYKDKp70vx770zJte7e++sZYX/mQKoc5Wcj+5Avb246mfO7kGq9VqWEyC28nsaWJmT3KLOnNg688/Vv4TAHDXrX/Bpg0/AgCWPXQnH8cskLWNVYiN6X9MESsNsvDuGwAAjz4huj6Vl5cjNzeXv2f3cU19OWKi4n3aCWKgYPflXffdhp2/7PQqws2U4Gx/FxISAkubKDC1trbiyP5CdLidGD9RjD8P1gYhRBWGsyaey9s6W/DPNEhgGqawB/X4zHR0uJ04dlhIF96dydPhcKChoQFlxUJ15oTk/hU36wsKpQweD+C0C3559XUN8HiABqNvADVBdIVlnrK3O2BtNyNMRxnFRjtMu95ub/OyMPUlpo092M+/+Czetvime5B1dgYA3yKyOp0OCYkJ8JML5+7qGqxSqeBoFywDF108m7eRu92ZQ0dHB0zNrVi3cS2kEiluv+cmaHUapMUJhdzLi0W3zpamVrS2NSMhSRRi+hpryVzy/BR+0AVHwdzWhOzsbCz9/f0ABOVmXl6ecJ2WFuFathZMzZ7Mz3GiWGWC6C+dS9b4HU/aAHjXvWMuolHRerTaWtDUIApNx44X9e6aPCJOn4ySCtELqq+W2JEICUzDFIVCAZ1Oh4zjJs+Cw2IcU1eTJ3t/9PAx+PspkZAqCkxMq9CV/qbA9VcKP7CmhhZYrVaUFQtVzGV+wsLeOYCaILrCNKZlhYJQH5cops8lLf7opt1hgzKwfy553WVjOneW6JPfnUuTf4AfFDIFnM4OH+u6w+FAXW0DAEBzvJij1WqlNe0MweFwwG63491/fgQAuHbBrbzvlddfAADs+nkvbys6WgYASEoVYz76avXpnHHsw/+8z9t/PbjFaz4GgwHt7e0ozheepUkponDW03ObIE4WZmnvTExMDHfDA8R1NX3CGABA4ZFS3ldWVoFgVRi34LN7NC1lLFpaxTpjZ/KaSQLTMEapVCIsQgtNYCiKi8Qbt6sEz96Xl5chOjyB1zPRarUYP368jysBE8b6g80pCGWF+SXIz8+H6/gUpJ1OTW4ERE8w3/zaKqFmQ1yCsEj3JfMUcWZit9vhcDjRZrcgRBvi1X4iFAoFt/48uUKo79bZst6dNUAql8JP7t+tW3N9fT1MLccL6AYH9WsuxPCHFdT8zxfvAACWPXwH74uIDoM+NB4Hcg/yttJCQYhJzUg8qetFRwuJl3SRoXj7n2LK+60bdvHXBoMBAPDtlxvhJ/dH2ngx0yIpkYjBQKfTITMzE2PGjEFmZqaXsAQIVnW1Wo3EVEGhWVFWxfvKK0sREyEKXIGBQqKe6JhomCxGXi+0t5pjIx0SmIYxTNCJ1SeirLzEp70rNXVViI7w1dxnZWUhISEBGo0GCQkJyMzM7Nc8HA4HjE1CsdoOu5Ba3O0U/mUWJoDSQxM9wwLqjQ1CpfBwvZgNihidmM1m1FUZ4fG4EamP4O19TQLCUuUuuPZC5OTk8DTjPQnhMrkUUokMeYcOej3QHQ4H6urqYDYJSiFW9BugNW2k43A4cPDgQdTV1fE1KGvMOfAPEO4Pdp8kxqagvFJ8xh45chShQRFe90J/hBidTsczi00+Zxx+3fkr9KFxePmVF/gYVrvmWFE+JmecwzX3KpWKlEjEoKFQKBAUFNTjPRYSEoKQ0CCoAjSoqqzm7VU1ZYiPTeTv2dqYkTkGbo8b5UWicHWmJn4ggWkYw27IhNgkVNaW+rR3xWCsQkxM91XJdTod0tLSTiqlt91uh0whCEZMYHJ1CP9K/bovXEsQnWGb4MbGZvjJFFAHB3q1E6ML5pJkMQt1O5gbHND3NPMqlQqhod71m0JCQhAT030Mp0wmQW7pzwCATz/9lLczK1KrWdCQao5vXCMjI2lNG8EYjUbk5eXB6XTCWNeEoqOC1Wj2hRfxMcytKCkxGVX1Zby9vqEeUeHis1Sr1fb7Xpg0aRI/Ru4nx5ULrkVVQwl2bM7xGmcwViEuRnTHIyUSMZSw/WW4Ngo1tUJcn9vtRqOpDjHR4toql8uh0+m4NerQgfzTP9nTDO1WhjHsQZ6Skoz65mq02+xe7QyLxYJWkxXmtiYkJHQvMJ0K/v7+kPsLgpHLcVxgOl6eJCUtiWorESeE3bP1dXXQqEK5oEQuT6MT9r1bWgWBSR104mKx3ZGUlORVQDYlJaXHsWaLGRmxUwEATU1NPFENuxctrRZIJVKogoR4KkrtPHJhxYqbjWZkZ2dj/qVz8dvbfgMAGJsh3iPsu09JTYbFZkJxfiUAoNnUiGCN+P13FzPXFzIzM3ncyOSzJgIAPv/fl7y/qcGEZksD4hMofokYHjCFlS40Akaj4MpqbrEKtTz14V5jdTodIqN1CFaFoaZaTJpyplrmSWAaxrDYpLT0FLg9bhQeKfNqB4QHQ3NzM4qO9yWniT6mfU2DeiIUCgWSkhMhlYkWJp1W+OGEhFKBPeLEsHu2orIMsfpEn3ZidMHrH7UKqbxVxwWmzhmb+kpfCsg6HA7U1Rswd/LN/PosUQ3bILS2WhGgUPFNNBVUHrnk5wva7j//8T6v9qwx5yD7vIn8PUvOMHma4Ka+c9semJstOFZxENoQUWA6lQ2gTqeDWq1G9nkTkaBPQ7Opkfft3p4LAMg+J4u3UfwSMRyI0EXC2CIITDUVQrydPlp0nZbL5XyNDFZr0dQkJn44U9dOEphGAOmZ3pnyOvuHstdFBYLL3pgJybxvIBdenU4HpUaBAD810tPTIZce39RIz8wfBjGwMOG92dQIXWi4TzsxumAZm6wWQWAK0gT6ZGwaSOx2O6QyQCYV4kqYoN65wr2ltRVK/5OzdBHDB6vVytMjHykRC9LedMVirHjEW4Bi2WITUqIRotahuroax45nBpt54fle5zwVgoIEN8+pWeegtEpMwZx34BDkUj8kjxU8Q4KDg0kBSQwpbN+oCdKgtlGw0lYfF5hi46O8xjHlUnBQKFpMzbzvTHW1PzM/1RkC20yKmfKEoNTm5mYetMwe/CUlZV4pH0/G57o3jEYjJH4uNNWZkJ+fj5LCCkhkwNGCw1SDiTghbBFusTQhNDTMp50YnVgtx13yNIGDKjz7+/tDIpVAdjytJ1s3OwtFFqsFgQFUd2mk4nA4UFxczK1Lqx58HgBwxUU3IicnB39ZeSdSxyXy8SEhIVCpVNz1UqPSYusvm1BeIrjlTTp7PB/LBLCThbnZjU1Pg7mtCYYqIYV9eUUZkmPSeV0cliiCIIYatkZePH82Co4KQn5UgmBh0ul0UCgU3JKkDdaixUwWJmII6byZjNMnoaS0mL9vaWnxGltRWY7ocNEPeiA3oswf3E8pgdMmuOR1tHvgFyCBRCKhGkxEn3C5XDC3NSM8nOLdRjtsTbFa2yCVSBEQ6D+o64hCoUBcQiwXmJxOJ09Uw+KpWkzNCA4S3bAovm7kwBI8HNhzmG/Wvv9JiBVa/tc/+oyXSqU83k2MGfKgoaUGz7yyEgp5AELDg/n4k41hYrDn8aRsQQj77D9fAwDyS/KQlpJ+SucmiIGErXv3PnInb/vsm48BAIrjgj1zZWWWpJAQLUytZGEihhCFQsFz3Y9JTUdxpZiFpLO/KABUG8oRF+NdlGygYD8gP6UUjjbhYdTR7oE8QOIzhiC6w263o7GuBW63C7rwMK92YvTBXIkNtQYEq3Vi4oVBTEcbHh7GXfKio6N5ohp27RZTE0KCxax7Z+pD/0yDCd8bPt+Ga2+6EmeffTZuuW4J2p2Cu6daIzxD2fM0JiYGkydP5sczTfolc6/gbSqlmKlOKpX2Gh/XFxQKBbRaLVIyhGf0R+vehcXchhaLERnjRIHpVK9DEKcKs7qz1PsA0NrWjIW/ERUP7LnNlBNhYWEwt7XwfrIwEUMC035lTpyAFosR1eVCPSRWhd5isaDD2YG6piokJCYOyhzYD8gvULQwOe0e+AVIfcYQRHeYzWYYqgU3lMgoMYaJNqWjG3OrGcHq05ONTiqXcguTx+Ph7ezhbrI0I1Qb6tNODG+YkC2RiAq8o2X7AQCff/oVbwsLC0NGRoZPnBx7xt646Cre9uFHYrHZgcoA2zn7naOjHZu++gkAkJQqKjpP1ZJFEKeKQqGAUilkCl12x8MAAD+5P66/5Uo+hrmOsud3mC4U7Q4r2iw2r/YzjTPzU51BMI3TpLMnAAD27zrE+4xGI5qbm1FeVA2ny4GU1ETeN5DxAAqFAqGhofBXS+Fs88Dd4UFHu5tbmKgGE9EbrOZOvUGIddNHiwITbUpHJ8xFyW63Q+Hn79M+GMjkEvjJ/RGoDERtbS1vZw93c1sLtFqyMI1U5l11AVY99CzCNHrMO/8afPf194hLFoPUe0rXzYQUtSYQv+78Fbt370ZktCgkRUZGDsj8mJB+z+0PAQBefvNZAMBZx7P2DXTcMUGcLExJ8Ls7rsGX677F//77GSKiRc8QliyFPb9j4qIBABUlQmrx5uZmnInQE2GYwxbz2MRIaAJDkXdQFJiYZi3/sBDblJGZyvsGOoapqakJARrhdmlvdcPR5oGfUnKCIwmicw0mQWDqvPCSZXJ0wpQwdmc7FH7CJjE0NHRQN4xSmRQSiQThukjU1dXxdrvdDpfLhXa7FZrgIK92YvjT+Vl3yXWzsfHHr/H0Sw8jXB/a47jOKBQKXuxY7if3EpRPJs19TzDl59hxwnPa2m4GIArmVH+JGC50tnRGx0cgJlG0ygYEBPB7mT2/E1OE4rVlxVUAgLq6ujMyrp0EpmGOQqFAcHAwpFIpUhMyUFB4lPcxjVXRsWIEKFSIihcymAx0alK2ceACk8kNu9nN31PSB6I32IagzlAHVYAGSpWwMdDr9aRRHaUwJYzD4YBCITx02fvBQiqVQCKVwF8RAJvN5tVnarLAAw+CgzU9HE0MV1iK+t44kReEXq/nQhNjoNPcM2188lgxOdPyOx/hr6kmHTFc6O03NX78eK9xOp0O0QkRkEv9UFlexfsGMx51qKAiKCMAjUYDk8mE9DEZ+HzDf+F2uyGVSnmq09KyUsRGJPKN6UBvQtl5/QIlkMgAU3UHPG5AGSKmQLXb7bT5JbqFCdyVlRXQh8XyduYnTYw+2D1ht7d7JVoY7HVEJpfA389bYFKr1dzVOThE49VOjAx0Oh00Gg3sdjusVivq6+vhcrkQHByM2NjYPt1Ter1esHoer801WPdhuD4Uy+54GNt3/Iwbfy8mmiALEzGcYL+pyspKWK1WhIWF+SgVAOE5LpPJoNfF4dixAt5+JioASGAaAbB4pImTJuA/X1hQdLQcY8YniRvRmlKkJIz1GT9QMM2YRCJBgEaKlkrhhxAQLBooyd+f6Am2cFbVViAuJtGnnRh9sPWitc2EhLgkn/bBQiaXwk/u51WItLq6Gq+/+RoAMXEAxWWOPBQKBRQKBYKCgk7aMsTOMRh0FsB/d8c1+N0d13j1U8IHYrihUCh4+v0TERUeC2PTmV2T86SeTq+//joSExMREBCAadOmYffu3T2OdTqdWLVqFVJSUhAQEICsrCxs2LDBa0xrayuWLVuGhIQEKJVKzJgxA3v27PEas3DhQkgkEq+/+fPnn8z0RxxsoZ08TTCF5u4R45g6nB2oMVYgKUncdAy0psrlcvHXymAp7K1uSP0AhUqMYTrVSujEmY3b7UaNsQIJ8YlDPRViGMCKXZstzQgJDuHtgxk3ZDQa4fa4oPBT4siRIzAajbBarWhqasIF02cDAM6fexYAsn4SA49CoYBG073Lp0ajIQGdGJEwBb3D6UBe0W6f9jOJfgtMn3zyCZYvX47HHnsM+/btQ1ZWFubNm4f6+vpuxz/yyCN466238Nprr+HIkSO48847cfXVV2P//v18zOLFi7Fp0yasXbsWeXl5mDt3LubMmYPq6mqvc82fPx+1tbX87+OPP+7v9EckrIZDWIQWESExOHzoCO8rzq+As8OO9HFjeNtAB9J33sQERQk/gpA4P680ru3t7QN6TeLMwWKxoK7aiHaHFUkpg1MrjBg5OBwOGI1GtFlsMLc1Izo2+rRcs7y8HFIZEB0Rh6amJpSXl/MC4A6nEyFqHU+Xeyb63xNDT1pamtdzs3M7QYxE2H6zoPQgAMDe7vBqP5Pot8D04osvYsmSJVi0aBHGjRuH1atXIzAwEP/+97+7Hb927Vo8/PDDuOSSS5CcnIy77roLl1xyCV544QUAgM1mw2effYZnn30WF1xwAVJTU/H4448jNTUVb775pte5/P39odfr+Z9We3rqdwwHmNUoNTEDB4/s4+0H9wnC04QpokveQKdq7uxKEJbsB12aH2Ine/8YyP+a6A6Hw4Hm5mYcO1IKAEhLFy2hZ6IGijgxTAHTWN8CANCFizFMgxU3xK4pkQkxTEzBwyrWNzTUedWDovglYrCYMmUK9Ho9389MnTp1qKdEECcNW1vv/aOQLt9oaPJqP5Pol8DkcDiwd+9ezJkzRzyBVIo5c+Zg586d3R5jt9t9NtNKpRLbt28HIMQxuFyuXscwtm7dioiICIwdOxZ33XUXGhsbe5yr3W6H2Wz2+hvJsJvvggvOR2V9MYqOlAEAduz4BfrQOK8UqgMt2atUKu4uoAiUInVWIAJDZV5jyP+a6A6mwS8tKoNUKkNyupghijaloxO2PjU3mgAA2tBgAAObwrmna0plgEIuJn1g6XEbGusRGS5aupggRRCDQUxMDCZMmNBtED1BjCRYLHJCkpDQqaG+2av9TKJfApPRaITL5fIp5BYZGQmDwdDtMfPmzcOLL76IwsJCuN1ubNq0CevWreOFA4OCgjB9+nQ8+eSTqKmpgcvlwocffoidO3d6FRecP38+PvjgA2zevBn/+Mc/sG3bNixYsMArvqYzzzzzDIKDg/lfXFxcfz7qsIO5isy7chb8/ZT45MPPYbXYsO/wTszInsnHdRZuBpLMzMwe+yhAmugJnsmxtAzhwdFQKISNKPnsE81NxwWmMEFgCg0N7W34KcHS5DILk81mQ0xMDFdEtdmsUAeKAjy55BEEQZwY5ikSHinUVzRUC+E5Z2Lx2kFPbfbKK68gLS0N6enpUCgUWLp0KRYtWuSVDWnt2rXweDyIiYmBv78/Xn31Vdx0001eY2688UZcccUVyMzMxFVXXYWvv/4ae/bswdatW7u97ooVK2AymfhfZWXlYH/UQYVVVg4KVmHOuZfh8+8/wpMrnofNbsGNt13Lxw2m3+jUqVMRHh4OmUwGpVKJuLg4ZGZm8qrQBNEVdj8eLTyEuCgxfmk0udMS3jAhxdQsWP21umCv9sFCp9MhSKNCfHQyPB4P2trauBbUamuFWi0WrT0TtaMEQRADDfMUiUmMhNJfjSOHhFqhFovljEsG1i+BSacTgmI7V0kHhKq+PaXxDA8Px/r162G1WlFeXo78/Hyo1WokJyfzMSkpKdi2bRssFgsqKyuxe/duOJ1OrzFdSU5Ohk6nQ1FRUbf9/v7+0Gg0Xn8jGZVKxa1Mt95+IwDgh51fIC1uApLHxnmNG0zi4+MxadIkjBs3DhEREWQlIHqlrq4O1eV1KKk+iosuEl15z0T/ZqJvMCG6pdkECSQI1gZ5tQ8mMrkUqgDhWWAymbh21Ga3Qh0kWpgovo4gCOLEsKRkcj85woIjcPBQLu870yz1/RKYFAoFpk6dis2bN/M2t9uNzZs3Y/r06b0eGxAQgJiYGHR0dOCzzz7DlVde6TNGpVIhKioKzc3N2LhxY7djGFVVVWhsbERUVFR/PsKIJjExEQCQkpGAl/++Glp1OP766MNeYyiWiBguWK1WtLe3Y88vBwAAM2adxfu6yxRFjA6Ym2ZzczOU/mrI/eRe7YOF0WiE1WZBh8MDAPj444+hVqvhcXtgs1sR1Elgovg6giCIvsGUXVMmnI2CsoNoswgxoiM9d0BX+u2St3z5crz99tt4//33cfToUdx1112wWq1YtGgRAODWW2/FihUr+Phdu3Zh3bp1KCkpwc8//4z58+fD7XbjgQce4GM2btyIDRs2oLS0FJs2bcKFF16I9PR0fk6LxYL7778fv/76K8rKyrB582ZceeWVSE1Nxbx58071/2DEEBISwuuDnDcnG5u2fofxU9K8+sniQwwlVqsVdXV1sFqtPOHDkbwjCFHrEJMgxj5SVsXRC9M6FpcUIyQozKd9MOicVtxfFggAeO655wAAAQolnC4HgjSCpSs0NJTWUYIgiD7S1tYGAJh50flwuhxY/9+NAASByeFwDOXUBpR++x3ccMMNaGhowMqVK2EwGDBp0iRs2LCBJ4KoqKjwij1qb2/HI488gpKSEqjValxyySVYu3atlyXEZDJhxYoVqKqqQmhoKK699lo8/fTTPFORTCbDwYMH8f7776OlpQXR0dGYO3cunnzyyTMy13tvjBs3DhUVFWhoaPBql0qlfa7ITBCDQWlpKZqamnzaC4sLEB/l7V5LGvzRC/vurW0WREfE+rQPBjytuFQChVwU1i0WC8pLqwCAW5iampoGNWMfQRDEmYRWq4XZbEZUbAQA4MXVT+G3i68CgDPKE+ykHLWXLl2KpUuXdtvXNQnDzJkzceTIkW7HMq6//npcf/31PfYrlUps3Lix3/M8U4mPj4der0dNTQ2sVivCwsJ6jCEjiNOB1WrtVliqqzHicOk+3HTF73mbWq2mzegoRqVSITQ0FM4OBwIDBGtPaGjooMZfeqUVl3lbN2+4WUiaowkWBTa73U73KEEQRB/Q6XQoLy/HmPFinUWbtR1KVQDq6up8BCaHwwG73Q5/f/8Rtc4OepY8YnBQKBRITEzE+PHjSVgiBgSHw4HW1taTMqEXFhYCAB677x/Izs5GdnY2jh0uxWMPPQW324Xf/l7M5EgZ8oikpCS4XB0ICAhAQkICkpKSTnzQKcDSiktlEsAjPvbUajWsbUImJ21YCG8fbZ4LBEEQpwJLrPbUX18AAPyyZS8AwOVyeWXLMxqNyMvLw7Fjx5CXlwej0Xj6J3uSUCoggiBgNBpRXl7O34eGhvZ5E2u1Wnk9tJ92/8Dbf3vbbwAAmsBQREaLqecpMQlRWlqKgvKD8JMrUF5ejtbW1kEXmnQ6HcIjdWhvFCyhYWFhXsXPg0NGdiZVgiCIoSI8PBxmsxlnnzcJAPDg439GzmU5AIQC9iqViseSdqa8vHzE1GUkCxNBjHK6W8Samppw8ODBPh3PgvXLi2vQ2taM+/+40qv/zt//ib8mdzzCarWiqKAUAHCoWHigNjU1nZaaHX5+cpjq23H55Zejo6PDqyB3bKJoqae09wRBEH0nJCQEMpkMoeHBPn2siC1bV3/4ajs+fGsd7x8p6y0JTAQxymECz6G9x5CdnY2CQ8Jm1ul09slcztyXvv/yR0glUlx06Xn46vNv4e+nxD8efwXXL7ycjyV3PKKlpQW1lUI1+Htuf8irfbApPSjcz1999RVMJhO3MCkDAiGRiqnuySWPIAiifzC3vOzx5wMAqsuFmq12ux1Wq5ULTv/36f/wxTeiwMQ8VIY7JDARxCino6MDALDwD78FANy88De8r7a29oTHu91uAEBJaSmidYnQRYYiKi4CO3b+jIsuO9drLLnjEX5+fmizCmloJ2VP8GofbKLH+mo/AeCGS8WkJIGBgWQFJQiC6CehoaEAgAcf+QsAYMeW3byvsbERDQ0NyNmRh71Ht6Omvoz3nQ7vgoGABCaCGOV0V1zOerzwnMPhOGESCCZwFRQfQUri2B7HUapmAgBaW1v5/aVSK3n7YAvTRqMRiqhWn/Zl1z6Pq+beyN+Hh4cP6jwIgiDORJhbXlJaLPSh8TiQK7r1m0wmAED+YSFB1D13iLVYT4eybCAggYkgRjEOhwMmk4m74Z07aQ4AYMfmPXxMXwqKOh1O1BjLMCZtTLf9MTExlM2R4AWNmYVJFSSkFdfr9YMqTLM4PeZ2d+H5F/O+5IhxkMjIHY8gCOJUYVampLg05B3dx9uZ4rWirALaoAjc8PsreN9I8TwhgYkgRjFMGNq5TRCQnnzuEYSodfhl+698DLMg9YTNZkNxfgU6XE6MzUjj7XFxcRgzZgwyMzNJWCIACHFKTQ0mrPy7oF1kAtNgIxauFd4vXfwX3ieX+kPaKV9s58LrBEEQRN8JCBDq3J2VfRZqGsvRavJ2tystL0ZsRAJ/P5JqMdGTgSBGMW1tgqb/y28/R1xECjRaNSakTcaRgjw+Ri7vufqAw+GA0WjE0TzBzD4uSxSYQkJCEBQUNGIWQ2LwaWlpQU1FHX8fqBYerhKJpKdDBgQmBDGBSekvFsl1u4SCtvz98Zg8giAIon8wa9G4TMHbpOBQCe+ztztwqGgvkhJTeBuzSI0ESGAiiFGMyWSC2+1GdUMpYvWC1mf8uPGoMBTB3i6Y0HtzUWIWqorySgT6ByEiOgyAUPOGBCWiM1arFe3t7Sg6VsbbZDJBUulNKB8ImBDEXPJkUjluvfVWvPXWvwAPhIK2xyGXPIIgiJNDoVBAq9UiKi4SALDpux9539GDxXC6HLjwogt4m06n8znHcIUEJoIYpTgcDrS3t6O6rA4udwcuuXQBAGB8VgY63E4cPVgMAL2mFmfuejU1NQjXim53SqWyp0OIUQoTrhvqGgAA8867+rRdmwlBzMLkcXtwzz33ICtzstB+3MIUGRlJgj5BEMQpoNFoEB4lWI4+27CWtx87UgQAmDAlHYBQZmQkrbckMBHEKIVtYI8dEUzmaRlJAIDMqemQQIJDuUcBCALTiTLl1TXUIiIsahBnS4x01Go1AKC93Y5A/yA8/fJfed9gW5gUCgUSEhIglQnCkbPdAwDwuIR/pXLBwhQRETGo8yAIgjjTcblcUCh8M98VF5UgRK2DVifUaxopyR4YJDARxCiFWYdKCkshl/ohITUGABAUrEKENhb5R/P52BMVFW1oMiAqMnrQ5kqMfFQqFQICAmBvb4dC7q1VZMLUYKLT6TBx4kQEBisg9wixU+7j9RI7xzARBEEQJw9bz+edf41X+2cb1iJCKypWR1qCnZE1W4IgBgwmMBWXlCIiNAZ+nTRCyfFjUFx2jL/vqbCc2WyGw+FEo6kOUdHiQniizHrE6KO6uhrt7e1ot7dD4RfA209nfa7q6mq4PR2wtgrJTtwdxy1Mx2OYWDY9giAI4uRgdZUSExIgOe4HzeJINZoQPm6krbeD6wdBEMSwpbVVKOK5//AuTJkwzasvLXUM9n+5E263G1KptNuFjdVwOrj7KDrcTmROGsf7PB7P4E6eGFEYDAYYDAY0GJqwftN/vPpOl7BktVrR1NQEqVzCBaWuFiZK+EAQBHFqsP1CoCoQHo8bH739Oe+bMC6Tvx5p6y1ZmAhiFOJwOGCxWGCoakCj2YCzp53l1Z+YFI92ZxvqqoWED1ar1SeOicVA1VQJaaJT0sXaCiPNN5kYPBwOB6qrqwEACy6b69Pf3t5+WubB7lepTBSUWAyTRCZBQkLCiApAJgiCGI4wV7tLrr4IAPD1t1/AUGsAANx6x/V8HMuSOlIggYkgRiFMA3T0oJC1ZlzWWK/+1PREAEDB4VLexjacDOZ2V1lRDbnMD2ERIQCAwMBAqFQqEAQg3mvf/O/HbvtPl/sm86uXKSRwWAX3ECY4pY8bO6LS2xIEQQxXmPudVqfB2ZkzUVh5CB9/+S6SotOh0YrxqmRhIghi2MM0QEXHSiCX+iF5TCwAQK/XQ6fTYcz4JMilfijMLzrhuQ4fyUNsRDI/Z1hY2OBNnBhxuFyCVPLf/37M2/5671P8NasMP9ioVCooFAooQ6SwW4/HLoHVgRrcwrkEQRCjhc6CkDZYLEwbHRHLXwcHB484iz4JTAQxCmFa/7KyMkSGxfKED0qlEjqdDnI/ObSacNTW1vJjetIG1RlrkJIwZvAnTYxIuDWzbD9vO3/O2fz16XLfZG6lMj8J3E5BYHI4BOvWsaKCXuuNEQRBEH1DoVBwRVj2WVN5+30P/5m/HmnueAAlfSCIUQlzg6qoKkWsPtGrnfWFh+phqBMFJqvV6uVqx2rnGFvqcJ5+lk87QQDdPxhDQoU6HGq1+rRpGXkMU6ekD55OWfLKy8uh0WhGnNaTIAhiuBEaGoqamhpcffN8zJw7HaHhwV79I1FgIgsTQYxCLBYL3G43qurKkJiQ6NXHgvBjo+JRXVfh086w2WxoNVlhbTcjJlaswTTS/JKJwaWurg51NaL15qm/vgC5nyBUa7Xa0zYPFsMklQOuDiGTI4thkhyX8UdamluCIIjhSGfX/K7CUtf+kQIJTAQxynA4HGhubkZpQSVabS3IzJrg1c8sRCkpKTA0VsLpcHq1s3MYDAZUFNcAAGLixBpMLOCTIKxWK9rb2/Hu6x/xtvlXz+SvT2c2RVYbxF8lBTyAw3pcYJIAkuMhTCTsEwRBnDoKhQIJCQnd9oWGho7IxFDkO0MQowzmmrRnZy4A4KxzJ/I+uVzOBaPE5Hi43B2oKDEgJT0OTqeTj2Oa+PKSSgBAfFIM76NNJwEIwlJZWRmO5BZi3ca1AATrEuN0FqwFxPveL1CQjjrsHrg7PJDKAYmE0ooTBEEMJDqdDhqNBna7HS6XC3a7HWq1ekQKSwAJTAQx6mCudQdyDyIqLAFhEaJbFHNbAoDEFCGjTXlxJVLS42A0GhEVFQWFQsEz4h05lA+1MhgxiZEAhCx7tOkkSktL0dTUBAC4dfFNvJ1ZlwICAqDX64dkbrLjGfEsDS64HB7IFVKkp6eP2Ic4QRDEcEWhUJwxewISmAhilMGSOhwtykN6quiO1zkAX6fTwZHihFQiRUVZJR9jsVgQGhrKLUzHivKRFDOWC1BKpfJ0fQximGK1WtHU1IRVDzwPu0OMCbr/jyv566CgoNM+Lx7D5CcITKU/2xCVqYBUDuTn5yMhIYFqMREEQRDdQjFMBDHKaGhogKm5FdX1pcjKyuLtgYGB/LVSqYRC4YdQTSSqqqp5OxO22L/1TQZER8X69BOjl8bGRrTb7Pjyx/9i4/bPefsNv7+Cv9ZoNKd9XgqFAjqdDjI/seaSy+nh78vLy+FwOE77vAiCIIjhDwlMBDGKYLVmcnYchAcenDV9Eu9jVqLORIRGodZQ69POMFmaERYa2mM/Mfro6OiAXC5DoL9oRbpm7u+8xgxVStmgoCDI/MT3Lie83lOWPIIgCKI7Tkpgev3115GYmIiAgABMmzYNu3fv7nGs0+nEqlWrkJKSgoCAAGRlZWHDhg1eY1pbW7Fs2TIkJCRAqVRixowZ2LNnj9cYj8eDlStXIioqCkqlEnPmzEFhYeHJTJ8gRh0tLS04cuQIKiqENOH7cw5AFaBB2vhEPqa7jGWREVGoM9b4tNtsNjgcTljaWrzcmKgGEyGXyyH3k0MfJloe/7DsNq8xQ5UYRK1WQyLtZGFyeCBTiO8pYQlBEATRHf0WmD755BMsX74cjz32GPbt24esrCzMmzcP9fX13Y5/5JFH8NZbb+G1117DkSNHcOedd+Lqq6/G/v1i1ffFixdj06ZNWLt2LfLy8jB37lzMmTMH1dWiK9Czzz6LV199FatXr8auXbugUqkwb948n9owBEF4k5+fj9ef/zeeWvESPB6hUGdO7i5kpGRxq1JAQEC3RWmj9FEwthh4uyAoOWA0GnFg1xF44EFyWiLvpw0nweprPPzIw2Jbp8QioaGhwyYI2Nbign+Q8BugLHkEQRBET/RbYHrxxRexZMkSLFq0COPGjcPq1asRGBiIf//7392OX7t2LR5++GFccsklSE5Oxl133YVLLrkEL7wgpJe12Wz47LPP8Oyzz+KCCy5AamoqHn/8caSmpuLNN98EIFiXXn75ZTzyyCO48sorMXHiRHzwwQeoqanB+vXrT/7TE8QZTktLC6xWK0qLyvDxl++g4FApNny+DUVVh5EQl8jHdQ12Z4JPTEw0LDYTWk1WAIJLH0vPXFEmKDTGTxrDj6MaTIRKpYJGo8H4SakAAD+ZKITIZDIkJSUN1dS4y93/t3f/4U3X997HX0naNOlPhJaUliIlMqso7caPnm672Dx2K6IOHdvBzXuUusPUgRt2ZwxmAUG5Ot11ODBAZbuVeYPcYzsgO3ruU27ojjhuO5AC/sL6CwZaaSlgGwg0bZPcf6T5trENNGibtjwf15VL8snn+/1+EtNPvu/Pz6uujlFCmkVtzX5ZE8zKzs5mwQcAQFgRBUwtLS2qrq5WYWFhxwnMZhUWFqqqqqrbYzwej2w2W0ia3W7Xnj17JAXGu3u93ovmOXr0qOrq6kKum5KSovz8/Ite1+VyhTyAK01TU5Mkadb9/yRJunv2d1W24meSpNvunGrk67ycuNQR+GSNDuyvFNygVupYlvytNw5raNJwpQztOJYeJkjS2LFjNSx1mPbv36+qva9ICiwqkpeXF9VyBb+fnxxrk7vBK2+rZI7p+v0HAKCziAKmU6dOyev1yuFwhKQ7HA7V1dV1e0xRUZFWrlyp9957Tz6fTzt37tS2bdt04kRgInlSUpIKCgr0yCOP6OOPP5bX69WmTZtUVVVl5AmeO5LrlpeXKyUlxXhkZWVF8laBQSElJUWSlJAYutz3jKk/0I0TrpUUWD3s03vQBG8srx4TCJg+/HvH8NhgwPRh7TFljRhjDOvrvCw5MHbsWOXk5GjkyJHKycnRddddF+0idftdt7C7BgDgEnp9lbzVq1cbP5xWq1Xz5s1TSUlJyIpcGzdulN/vV2ZmpuLi4vSb3/xG3/ve97pdtaunFi1apKamJuPx4YcfXvogYJAZMmSIsTfSn7f+pySpIPdmPfjQfUae7lrXrVarHA6H0rPSZDHH6KMPO3qYLly4IEk60fCRRmZ0NESwBxM+LSEhQQ6Ho99sCut2u+V2u0PSkkeZ9MYbbxgrSAIA8GkRRSSpqamyWCyqr68PSa+vrw+7a3taWpq2b98ut9utY8eOqaamRomJiRozZoyRx+l0avfu3Tp37pw+/PBD7du3T62trUae4LkjuW5cXJySk5NDHsCV6Prrr1dsbKwyr3Zo//79WvP0Y7LZO4bOhbuZTUxMlMVi0bBkh/bt32ukNzc3q6WlVQ2NJ0J6bjvv4wT0R42NjZKkuKSOlfFibezDBAC4uIgCJqvVqgkTJqiystJI8/l8qqysVEFBwUWPtdlsyszMVFtbm7Zu3arp06d3yZOQkKARI0bok08+0Y4dO4w82dnZSk9PD7muy+XS3r17L3ldANKoUaPCvtbdcuJSxwT5TMconToT2ljx1oH35PW1adz4HCPN6/V+9oICvSg2NrDp0g3TO3pVzTEdwRP7MAEAuhPxmLfS0lL97ne/07PPPqu3335b999/v9xut0pKSiRJs2bN0qJFi4z8e/fu1bZt23TkyBH99a9/1dSpU+Xz+bRgwQIjz44dO1RRUaGjR49q586duummm5STk2Oc02Qyaf78+Xr00Uf1H//xH3rjjTc0a9YsZWRk6I477viMHwEw+A0ZMqTbnqSLLaUcnMd0Xc44nXE1hLz2+sG3ZDKZNX5Sx7wUJs6jvws2DnTee6kzFi0BAHQn4tmuM2fOVENDg5YsWaK6ujrl5eWpoqLCWJDh+PHjIXOPmpubVVZWpiNHjigxMVHTpk3Txo0bQ1q1m5qatGjRIn300UcaOnSoZsyYoRUrVhitgZK0YMECud1u/ehHP1JjY6O++tWvqqKiosvqegC6l5OTo8bGRp05c0Z2u13Dhg276CINwZXyHOkOnbvQJPe5C8biEYffOqzM1NHG8/j4+H4zTwUIx2q16qqrrtInn3yihFSz0q7t+P5fddVVLFoCAOiWyR/cyXKQc7lcSklJUVNTE/OZgB44c+aMjh49qjer39Xse7+vxx5erZtv+4ok6du3fk/Oq8fq108slySNGDFCGRkZ0Swu0CONjY364IMPuqQ7nc6ww1MBAINPJLFBr6+SB2BgCg6xu/6L18gWG69DB16XJF1wN+ujhiO67rrrjbxXSLsLBoHgKo89TQcAgIAJQLesVqtSUlJkNpt1/TVf1F/+ukOSdOBvb8rn8+rGvI75S7TMY6AgYAIARIqACUBYwTkdGemZqv/kI1W/8qZ++ovAHk55+YEeJrvdzvwlDBjhhl0wVBsAEA4BE4CwTKbAamLFP/q+JOnen8yWJM25e75irYFFWWJiIl47BoiacCvhsUIeACAcAiYAYQVXvMweO1L3/o8HjfQ5P/2+8e/Oq1kC/R0BEwAgUgRMAMLqPDdpzvy7tfV//1lVr1SFbB0wfPjwKJQMuDxWq1VXX311SNrF9iMDAICxNADCSkhI0NChQ3XmzBlJ0tVjM0NeHzp0KPOXMOCkpqYqOTlZHo9HcXFxBEsAgIsiYAJwUdnZ2Ro+fLjq6up04cIFmUwmJSQkKC0tjWAJA5bVaiVQAgD0CAETgEtKSEiQ0+mMdjEAAAD6HHOYAAAAACAMAiYAAAAACIOACQAAAADCIGACAAAAgDAImAAAAAAgDAImAAAAAAiDgAkAAAAAwiBgAgAAAIAwCJgAAAAAIAwCJgAAAAAIg4AJAAAAAMIgYAIAAACAMAiYAAAAACAMAiYAAAAACIOACQAAAADCIGACAAAAgDAImAAAAAAgDAImAAAAAAiDgAkAAAAAwrisgGndunUaPXq0bDab8vPztW/fvrB5W1tbtXz5cjmdTtlsNuXm5qqioiIkj9fr1eLFi5WdnS273S6n06lHHnlEfr/fyDN79myZTKaQx9SpUy+n+AAAAADQIzGRHrBlyxaVlpbqqaeeUn5+vlatWqWioiK98847Gj58eJf8ZWVl2rRpk373u98pJydHO3bs0J133qlXXnlFX/ziFyVJjz32mJ588kk9++yzGjdunPbv36+SkhKlpKToJz/5iXGuqVOnasOGDcbzuLi4y3nPAAAAANAjJn/nbpweyM/P16RJk7R27VpJks/nU1ZWlh544AEtXLiwS/6MjAw99NBDmjt3rpE2Y8YM2e12bdq0SZJ02223yeFw6Omnnw6bZ/bs2WpsbNT27dsjfpOS5HK5lJKSoqamJiUnJ1/WOQAAAAAMfJHEBhENyWtpaVF1dbUKCws7TmA2q7CwUFVVVd0e4/F4ZLPZQtLsdrv27NljPP/yl7+syspKvfvuu5Kk1157TXv27NEtt9wSctxLL72k4cOH69prr9X999+v06dPhy2rx+ORy+UKeQAAAABAJCIaknfq1Cl5vV45HI6QdIfDoZqamm6PKSoq0sqVKzVlyhQ5nU5VVlZq27Zt8nq9Rp6FCxfK5XIpJydHFotFXq9XK1as0N13323kmTp1qr797W8rOztbH3zwgX75y1/qlltuUVVVlSwWS5frlpeXa9myZZG8PQAAAAAIEfEcpkitXr1ac+bMUU5Ojkwmk5xOp0pKSvTMM88Yef74xz/queee0+bNmzVu3DgdOnRI8+fPV0ZGhoqLiyVJd911l5H/xhtv1Pjx4+V0OvXSSy/p5ptv7nLdRYsWqbS01HjucrmUlZXVi+8UAAAAwGAT0ZC81NRUWSwW1dfXh6TX19crPT2922PS0tK0fft2ud1uHTt2TDU1NUpMTNSYMWOMPD//+c+1cOFC3XXXXbrxxhv1gx/8QA8++KDKy8vDlmXMmDFKTU3V+++/3+3rcXFxSk5ODnkAAAAAQCQiCpisVqsmTJigyspKI83n86myslIFBQUXPdZmsykzM1NtbW3aunWrpk+fbrx2/vx5mc2hRbFYLPL5fGHP99FHH+n06dMaMWJEJG8BAAAAAHos4iF5paWlKi4u1sSJEzV58mStWrVKbrdbJSUlkqRZs2YpMzPT6B3au3evamtrlZeXp9raWj388MPy+XxasGCBcc7bb79dK1as0KhRozRu3DgdPHhQK1eu1D333CNJOnfunJYtW6YZM2YoPT1dH3zwgRYsWKBrrrlGRUVFn8fnAAAAAABdRBwwzZw5Uw0NDVqyZInq6uqUl5eniooKYyGI48ePh/QWNTc3q6ysTEeOHFFiYqKmTZumjRs3asiQIUaeNWvWaPHixfrxj3+skydPKiMjQ/fee6+WLFkiKdDb9Prrr+vZZ59VY2OjMjIy9M1vflOPPPIIezEBAAAA6DUR78M0ULEPEwAAAACpF/dhAgAAAIArCQETAAAAAIRBwAQAAAAAYRAwAQAAAEAYBEwAAAAAEAYBEwAAAACEQcAEAAAAAGEQMAEAAABAGARMAAAAABAGARMAAAAAhEHABAAAAABhEDABAAAAQBgETAAAAAAQBgETAAAAAIRBwAQAAAAAYRAwAQAAAEAYBEwAAAAAEAYBEwAAAACEQcAEAAAAAGEQMAEAAABAGARMAAAAABAGARMAAAAAhEHABAAAAABhEDABAAAAQBgETAAAAAAQBgETAAAAAIRBwAQAAAAAYVxWwLRu3TqNHj1aNptN+fn52rdvX9i8ra2tWr58uZxOp2w2m3Jzc1VRURGSx+v1avHixcrOzpbdbpfT6dQjjzwiv99v5PH7/VqyZIlGjBghu92uwsJCvffee5dTfAAAAADokYgDpi1btqi0tFRLly7VgQMHlJubq6KiIp08ebLb/GVlZVq/fr3WrFmjw4cP67777tOdd96pgwcPGnkee+wxPfnkk1q7dq3efvttPfbYY3r88ce1Zs0aI8/jjz+u3/zmN3rqqae0d+9eJSQkqKioSM3NzZfxtgEAAADg0kz+zt04PZCfn69JkyZp7dq1kiSfz6esrCw98MADWrhwYZf8GRkZeuihhzR37lwjbcaMGbLb7dq0aZMk6bbbbpPD4dDTTz/dbR6/36+MjAz97Gc/07/8y79IkpqamuRwOPT73/9ed9111yXL7XK5lJKSoqamJiUnJ0fyloEBzefz6ay7NdrFGNCSEmJlNjOCGeiPqOM+H9RzuNJEEhvERHLilpYWVVdXa9GiRUaa2WxWYWGhqqqquj3G4/HIZrOFpNntdu3Zs8d4/uUvf1m//e1v9e677+oLX/iCXnvtNe3Zs0crV66UJB09elR1dXUqLCw0jklJSVF+fr6qqqq6DZg8Ho88Ho/x3OVyRfJWe9UTf3pLf3qtttvXTMY/TKHPw+X7dB7TpfKZjCfdnfvTaSZJMpuUNSJRZd+5UVlD443XGs+36BfPHtB7J87K74so7v5MEmMtemHpzX12vYHurLtVuSt2RbsYA9prDxUqJSku2sUYMP7830e1qrL7IdMm6aL1W0/qtnD1mqmbEwaT7PYYzb39Ot08zmG85vf7tfL/1Ghn9cfytHi7LW+0/OdDNyneHhvtYgwI1HGfD+q5nqs+fFI/23yo6z1Tp0rI1Pm/ptA0ydSlvgrmC6nTOqWZzCZNGefQgjuvD7nOf79zUmtfqNGZJo8UWR9IVD1RMlHXOYdGuxg9FlHAdOrUKXm9XjkcjpB0h8Ohmpqabo8pKirSypUrNWXKFDmdTlVWVmrbtm3yejt+nBYuXCiXy6WcnBxZLBZ5vV6tWLFCd999tySprq7OuM6nrxt87dPKy8u1bNmySN5en6k9c15H2wZWa9jhI83yPP+mfv/DyUbaI8+/qR3HTvd5WRJb2/r8mgB6rqGxuf/VcR6PfvxctaqXflOJcYGfvr++d0pr/nokygXrXoSDPwD0Ide5Vv09CnXcW/v+rtyxQzX1xhGSJE+bV3M3Vet8q6/Py/JZuZsH1r1cRAHT5Vi9erXmzJmjnJwcmUwmOZ1OlZSU6JlnnjHy/PGPf9Rzzz2nzZs3a9y4cTp06JDmz5+vjIwMFRcXX9Z1Fy1apNLSUuO5y+VSVlbWZ34/n4d/+lq2vpAR6Przq/PCFqH/7ZIuvzplD/zT3/Fvf5cX29P9n0pU6I9xSOdQl+P8qtp/QlUxrTp4/JOQch061ihJmmSJ07T8kZK6b+H9vNlie/1rO6gkJcTqtYcKL50RYSUl0NIfia9/aYRiYwJDe4L10sXqtx7Xbe3/Ce3QDp6/mzqt/b+nPnbr2bpT8vj8qjnh0sTRgVbNfUfPSJKGt5k0O2+k4lOskb/ZXmK1Us/1FHXc54N6rueuH3OVln3lGskv+fyhdZzUNc3fcSPXNX+35/Ab//b5Jb/Ppy2v1epEjF9VbzcYAdO7deeMYGlWQorG5KV+7u+1t4zJHFjTYyKqkVNTU2WxWFRfXx+SXl9fr/T09G6PSUtL0/bt29Xc3KzTp08rIyNDCxcu1JgxY4w8P//5z7Vw4UJjaN2NN96oY8eOqby8XMXFxca56+vrNWLEiJDr5uXldXvduLg4xcX1z67l3JxU5eYMnC+1o75VVSdOqMnTpuZWr2yxFknS6QstkqTbxw7XrG/lRLOIuAiz2cwwC/Spa64eomuuHhLtYhg+qjmjnf/zjGpjfKp3dQzVrj19XpKU02rRvXfdIEsM8zcGIuo49DVHaryKb7+2T6/57vuf6ITHrbpPLhhpH30SqMMy2syaPmmkJkwd3adlupJE9OtgtVo1YcIEVVZWGmk+n0+VlZUqKCi46LE2m02ZmZlqa2vT1q1bNX36dOO18+fPd5loaLFY5PMFoubs7Gylp6eHXNflcmnv3r2XvC4+uyGJVqOl9mx7F6rX51dTa2BYZcZV9mgVDQAuyZYYK1t7HdZ0oWMYzYX2+iwu1kKwBKBfS24fStzYqQ5r8Qbuk2P9kj2p//SQD0YR9/mXlpaquLhYEydO1OTJk7Vq1Sq53W6VlJRIkmbNmqXMzEyVl5dLkvbu3ava2lrl5eWptrZWDz/8sHw+nxYsWGCc8/bbb9eKFSs0atQojRs3TgcPHtTKlSt1zz33SApMops/f74effRRjR07VtnZ2Vq8eLEyMjJ0xx13fA4fAy7GFh+rOEkeSa7mVqUlxemcp80YQZPWaSEIAOhvrPYYxfkD44XPNnfcbDR7AgGT3cbwNwD9W5ItVnJJ5zwdc388bYGAySICpt4W8a/EzJkz1dDQoCVLlqiurk55eXmqqKgwFmQ4fvx4SG9Rc3OzysrKdOTIESUmJmratGnauHGjhgwZYuRZs2aNFi9erB//+Mc6efKkMjIydO+992rJkiVGngULFsjtdutHP/qRGhsb9dWvflUVFRVdVuDD589qj1GMX/KYJE/7WNlWb8cEw0TGPQPox+LiYxXT3sLT3Gk1vOb2+swWZ4lGsQCgx4INOy1tHfdfwX9b/JItnoaf3nRZn+68efM0b968bl976aWXQp5/7Wtf0+HDhy96vqSkJK1atUqrVq0Km8dkMmn58uVavnx5pMXFZxRnj5FFJkl+o/s3GDCZ/VIMNxsA+jFrnEXBWqq508pMLW2B4MlqYTgegP6tu4ApeC9mkUkxVu7FehO/Ergkqz1GlvbW2eAfZ2tbIMEiKSaWrxGA/stkNhlB0QVPRw9TS3s9FkcdBqCfs9sCAVGrr5seJkkxVuqx3sSni0uK7dQ629r+xxnsabL4pZhYWjUA9G8x7QGTp7UjYAo2AFljqMMA9G82azBg6li/vPOQPAsNP72KTxeXFGM1Gz1Mnk8PyROtGgD6P6s5sOhD54Ap2PBDDxOA/i4YMLV1FzCJxuvexq8ELinGajG+KMEepjZvcEieiYAJQL9nbV82vKW10/h/X3BIHjcaAPo3W/uy4q2ddshtbm8Asvi5F+ttfLq4pFirWTEKtM62tgdKwcnSZobkARgAYi8yJI+ACUB/FwyY2joFTJ72VT+ZT977+HRxSTFWi8ztf58t3sAfZ/Cmg4mGAAYCo4ep0wpTwaEtVuowAP2cvX1F4pCAqf1eLEYmmVnts1fx6eKSLLHmTos+BP5Qmz2dWzVonQXQv3UXMAWH5NnZGgFAPxdcJa9Nkr89aPK0BOqzWIspWsW6YhAw4ZJirRZj0YfgJGkjYPJL5hj+UAH0b3HBgKnTptut/vYheVY2fATQv9ltsca/g9Mjgj1MBEy9j4AJlxRjtbRvXNsxd8kImEwmmUz8oQLo36ztPeEhQ/LaG4LsbPgIoJ8L9jBJHQ0/wfqMzbd7H58wLinG2jEkL9j962lpC7xGsARgALDGdu1hCs4FsDEkD0A/Z7N19IS3tddjwR4mAqbexyeMS4qJ7diHKdizFFyaN8ZMwASg/4tr35w2uCVCm9en4NTp4OpTANBfxXVq2OlYsTi4+Ta3872NTxiXZLaYZTGFbvrY3BzoYYolYAIwAMS1r4QXXBmvc09T56EuANAfxcbFdDRet4/yCdZjBEy9j08YPRLsSWoJBkzta//HmPkKAej/gnOY2nyhY/8lKT7eGpUyAUBPxVjNxk2751OjfdhLrvdxt4seCa7A4mkNzmFiZRYAA4fVGgyYPtXD5Jfsdm42APRvlpiOgCk4yidYj8UxD7PXETChR2LaJxS2tvcwdQRMfIUA9H+2T236GOxhipFktTGHCUD/ZjKZjAW4jPnk7QGTja0Reh13u+iRYGDkaQuuzMK4WQADR3BIntcXun+JRYG5AQDQ3wW3ePF4Aj1MwcUf2Hy793G3ix4JBkytbaHLiscSMAEYAOKMHqbA82AvucUvxbLoA4ABIDgLItjD1BrsYSJg6nXc7aJHgitMGRMN2/djiiNgAjAAJMTHSuoYkud2Bxp9LDIplpsNAANAcKGtc64WSVJre31mZ1hxr+NuFz0SnxC42bjQPtEw+F8bf6QABoAhw2ySJK/fL7/fr6bGZkmBzbfNbI8AYAAIjvY529QeMLX3MCWlsNJnb+NuFz2SmGSVTkhnTp7Xf298W2dOXZBi2tMBoJ9LvioQMPkkVfz2TR2sd0liHiaAgSM2xiy1Su9W16vyvF+tPr9kkoalJUS7aIMevxTokRGjkiUFWjMO/78TRqvG0DR7NIsFAD0SnMPkNUkfHDypMyfPS5IS4mk3BDAwJCQGRvucO9uimldOyNue7hiVGL1CXSEImNAjwdbZZEe88r81RqnZgQAqjtWlAAwA1k5bIEz61hh94SsjJEnJQ2zRKhIARMRuD9xzjf2HdE2eni1f+2hiO8uK9zoCJvRIcIPa+KFxmjhttJId8ZJCb0IAoL+K6VRX5X5jlDLHDZPEkDwAA0ewHhs1PlU3Fo4y0qnHeh+fMHqkY1nx9k0f24fkBQMpAOjPYjot7NDi9anFGxjMQqMPgIEieM/V6vUZUyMC6dRjvY1PGD0SvNlo9QX+QFva92NiHyYAA0HnwKjN6zcaf2iZBTBQBOuxljafcR/WOR29h08YPRK8qfC0Bv5Am1sDrbPxVvYvAdD/mc0mox4739KmC+11mC2Wn0EAA0NC+7zxc542edo6RvqwNULv45cCPZJka1+ZxRPYfykYMNljCZgADAzJto6bjQtGHcZkaQADQ1J7Heb2tOl8S7DhmjqsLxAwoUeCNxqu5lZJ6tQ6S8AEYGBIbG+dPdvccbNht/IzCGBgSGgPjs61tOlCCyN9+tJl/VKsW7dOo0ePls1mU35+vvbt2xc2b2trq5YvXy6n0ymbzabc3FxVVFSE5Bk9erRMJlOXx9y5c408X//617u8ft99911O8XEZku2BHqazzW3y+/1ye+hhAjCwJAZ7mJrbdKEl0FtO6yyAgaJzHeZur8PsBEx9IuKAacuWLSotLdXSpUt14MAB5ebmqqioSCdPnuw2f1lZmdavX681a9bo8OHDuu+++3TnnXfq4MGDRp5XX31VJ06cMB47d+6UJH33u98NOdecOXNC8j3++OORFh+XKbl9SJ7X59f5Fq/OuFskSUMTrNEsFgD0WFJce8OPp01n3IHe8iHxsdEsEgD0WLCX3O1pU+P5wH3YEDt1WF+IOGBauXKl5syZo5KSEl1//fV66qmnFB8fr2eeeabb/Bs3btQvf/lLTZs2TWPGjNH999+vadOm6V//9V+NPGlpaUpPTzceL774opxOp772ta+FnCs+Pj4kX3JycqTFx2WyxZqNVVj+V9UxNV0I3GykJcVFs1gA0GPB4Oj/vlWn6mNnJElpidRhAAaGq+IDjdT7jp7R/z1cL0lyJLP5dl+IKGBqaWlRdXW1CgsLO05gNquwsFBVVVXdHuPxeGSzhf7PtNvt2rNnT9hrbNq0Sffcc49MptBVP5577jmlpqbqhhtu0KJFi3T+/PmwZfV4PHK5XCEPXD6TyaRJ2VdJkh6rqJEkjRoaryHx9DABGBjys4dKkl58/YT+fjrw+5GbNSSKJQKAnps0OlCHfdzUrG0HaiVJ40cOiWKJrhwRDd4+deqUvF6vHA5HSLrD4VBNTU23xxQVFWnlypWaMmWKnE6nKisrtW3bNnnbNw38tO3bt6uxsVGzZ88OSf/+97+vq6++WhkZGXr99df1i1/8Qu+88462bdvW7XnKy8u1bNmySN4eLmHZt8Zp2QuHdfpci4YlWjXvpmuiXSQA6LG7Jo/SWx+7dPiES7ZYi265IV1fcCRFu1gA0COjhsVr+fRx2nqgVj6fX9emJ+kHBVdHu1hXBJPf7/f3NPPHH3+szMxMvfLKKyooKDDSFyxYoN27d2vv3r1djmloaNCcOXP0wgsvyGQyyel0qrCwUM8884wuXLjQJX9RUZGsVqteeOGFi5blL3/5i26++Wa9//77cjqdXV73eDzyeDzGc5fLpaysLDU1NTGUDwAAALiCuVwupaSk9Cg2iGhIXmpqqiwWi+rr60PS6+vrlZ6e3u0xaWlp2r59u9xut44dO6aamholJiZqzJgxXfIeO3ZMu3bt0j//8z9fsiz5+fmSpPfff7/b1+Pi4pScnBzyAAAAAIBIRBQwWa1WTZgwQZWVlUaaz+dTZWVlSI9Td2w2mzIzM9XW1qatW7dq+vTpXfJs2LBBw4cP16233nrJshw6dEiSNGLEiEjeAgAAAAD0WMQbUJSWlqq4uFgTJ07U5MmTtWrVKrndbpWUlEiSZs2apczMTJWXl0uS9u7dq9raWuXl5am2tlYPP/ywfD6fFixYEHJen8+nDRs2qLi4WDExocX64IMPtHnzZk2bNk3Dhg3T66+/rgcffFBTpkzR+PHjL/e9AwAAAMBFRRwwzZw5Uw0NDVqyZInq6uqUl5eniooKYyGI48ePy2zu6Lhqbm5WWVmZjhw5osTERE2bNk0bN27UkCFDQs67a9cuHT9+XPfcc0+Xa1qtVu3atcsIzrKysjRjxgyVlZVFWnwAAAAA6LGIFn0YyCKZ2AUAAABg8Oq1RR8AAAAA4EpCwAQAAAAAYRAwAQAAAEAYBEwAAAAAEAYBEwAAAACEQcAEAAAAAGEQMAEAAABAGARMAAAAABAGARMAAAAAhEHABAAAAABhEDABAAAAQBgETAAAAAAQBgETAAAAAIRBwAQAAAAAYRAwAQAAAEAYBEwAAAAAEAYBEwAAAACEQcAEAAAAAGEQMAEAAABAGARMAAAAABAGARMAAAAAhEHABAAAAABhEDABAAAAQBgETAAAAAAQBgETAAAAAIRBwAQAAAAAYRAwAQAAAEAYlxUwrVu3TqNHj5bNZlN+fr727dsXNm9ra6uWL18up9Mpm82m3NxcVVRUhOQZPXq0TCZTl8fcuXONPM3NzZo7d66GDRumxMREzZgxQ/X19ZdTfAAAAADokYgDpi1btqi0tFRLly7VgQMHlJubq6KiIp08ebLb/GVlZVq/fr3WrFmjw4cP67777tOdd96pgwcPGnleffVVnThxwnjs3LlTkvTd737XyPPggw/qhRde0J/+9Cft3r1bH3/8sb797W9HWnwAAAAA6DGT3+/3R3JAfn6+Jk2apLVr10qSfD6fsrKy9MADD2jhwoVd8mdkZOihhx4K6S2aMWOG7Ha7Nm3a1O015s+frxdffFHvvfeeTCaTmpqalJaWps2bN+s73/mOJKmmpkbXXXedqqqq9A//8A+XLLfL5VJKSoqampqUnJwcyVsGAAAAMIhEEhvERHLilpYWVVdXa9GiRUaa2WxWYWGhqqqquj3G4/HIZrOFpNntdu3ZsyfsNTZt2qTS0lKZTCZJUnV1tVpbW1VYWGjky8nJ0ahRo8IGTB6PRx6Px3je1NQkKfDhAAAAALhyBWOCnvQdRRQwnTp1Sl6vVw6HIyTd4XCopqam22OKioq0cuVKTZkyRU6nU5WVldq2bZu8Xm+3+bdv367GxkbNnj3bSKurq5PVatWQIUO6XLeurq7b85SXl2vZsmVd0rOysi7yDgEAAABcKc6ePauUlJSL5okoYLocq1ev1pw5c5STkyOTySSn06mSkhI988wz3eZ/+umndcsttygjI+MzXXfRokUqLS01nvt8Pp05c0bDhg0zeq6iyeVyKSsrSx9++CFDBNHr+L6hr/GdQ1/i+4a+xndu4PP7/Tp79myPYo6IAqbU1FRZLJYuq9PV19crPT2922PS0tK0fft2NTc36/Tp08rIyNDChQs1ZsyYLnmPHTumXbt2adu2bSHp6enpamlpUWNjY0gv08WuGxcXp7i4uJC0T/dQ9QfJycn8oaHP8H1DX+M7h77E9w19je/cwHapnqWgiFbJs1qtmjBhgiorK400n8+nyspKFRQUXPRYm82mzMxMtbW1aevWrZo+fXqXPBs2bNDw4cN16623hqRPmDBBsbGxIdd95513dPz48UteFwAAAAAuV8RD8kpLS1VcXKyJEydq8uTJWrVqldxut0pKSiRJs2bNUmZmpsrLyyVJe/fuVW1trfLy8lRbW6uHH35YPp9PCxYsCDmvz+fThg0bVFxcrJiY0GKlpKTohz/8oUpLSzV06FAlJyfrgQceUEFBQY9WyAMAAACAyxFxwDRz5kw1NDRoyZIlqqurU15enioqKoyFII4fPy6zuaPjqrm5WWVlZTpy5IgSExM1bdo0bdy4scvwuF27dun48eO65557ur3uv/3bv8lsNmvGjBnyeDwqKirSE088EWnx+424uDgtXbq0y7BBoDfwfUNf4zuHvsT3DX2N79yVJeJ9mAAAAADgShHRHCYAAAAAuJIQMAEAAABAGARMAAAAABAGARMAAAAAhEHABAAAAABhEDBFwbp16zR69GjZbDbl5+dr37590S4SBqmXX35Zt99+uzIyMmQymbR9+/ZoFwmDWHl5uSZNmqSkpCQNHz5cd9xxh955551oFwuD2JNPPqnx48crOTlZycnJKigo0H/9139Fu1i4QvzqV7+SyWTS/Pnzo10U9DICpj62ZcsWlZaWaunSpTpw4IByc3NVVFSkkydPRrtoGITcbrdyc3O1bt26aBcFV4Ddu3dr7ty5+tvf/qadO3eqtbVV3/zmN+V2u6NdNAxSI0eO1K9+9StVV1dr//79+sd//EdNnz5db731VrSLhkHu1Vdf1fr16zV+/PhoFwV9gH2Y+lh+fr4mTZqktWvXSpJ8Pp+ysrL0wAMPaOHChVEuHQYzk8mk559/XnfccUe0i4IrRENDg4YPH67du3drypQp0S4OrhBDhw7Vr3/9a/3whz+MdlEwSJ07d05f+tKX9MQTT+jRRx9VXl6eVq1aFe1ioRfRw9SHWlpaVF1drcLCQiPNbDarsLBQVVVVUSwZAHz+mpqaJAVuYIHe5vV69Yc//EFut1sFBQXRLg4Gsblz5+rWW28NuZ/D4BYT7QJcSU6dOiWv1yuHwxGS7nA4VFNTE6VSAcDnz+fzaf78+frKV76iG264IdrFwSD2xhtvqKCgQM3NzUpMTNTzzz+v66+/PtrFwiD1hz/8QQcOHNCrr74a7aKgDxEwAQA+d3PnztWbb76pPXv2RLsoGOSuvfZaHTp0SE1NTfr3f/93FRcXa/fu3QRN+Nx9+OGH+ulPf6qdO3fKZrNFuzjoQwRMfSg1NVUWi0X19fUh6fX19UpPT49SqQDg8zVv3jy9+OKLevnllzVy5MhoFweDnNVq1TXXXCNJmjBhgl599VWtXr1a69evj3LJMNhUV1fr5MmT+tKXvmSkeb1evfzyy1q7dq08Ho8sFksUS4jewhymPmS1WjVhwgRVVlYaaT6fT5WVlYy3BjDg+f1+zZs3T88//7z+8pe/KDs7O9pFwhXI5/PJ4/FEuxgYhG6++Wa98cYbOnTokPGYOHGi7r77bh06dIhgaRCjh6mPlZaWqri4WBMnTtTkyZO1atUqud1ulZSURLtoGITOnTun999/33h+9OhRHTp0SEOHDtWoUaOiWDIMRnPnztXmzZv15z//WUlJSaqrq5MkpaSkyG63R7l0GIwWLVqkW265RaNGjdLZs2e1efNmvfTSS9qxY0e0i4ZBKCkpqcuczISEBA0bNoy5moMcAVMfmzlzphoaGrRkyRLV1dUpLy9PFRUVXRaCAD4P+/fv10033WQ8Ly0tlSQVFxfr97//fZRKhcHqySeflCR9/etfD0nfsGGDZs+e3fcFwqB38uRJzZo1SydOnFBKSorGjx+vHTt26Bvf+Ea0iwZgEGEfJgAAAAAIgzlMAAAAABAGARMAAAAAhEHABAAAAABhEDABAAAAQBgETAAAAAAQBgETAAAAAIRBwAQAAAAAYRAwAQAAAEAYBEwAAAAAEAYBEwAAAACEQcAEAAAAAGH8f3cGLdYk2VGqAAAAAElFTkSuQmCC", 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" ] @@ -483,7 +408,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/docs/notebooks/tutorials/tess_search.ipynb b/docs/notebooks/tutorials/tess_search.ipynb index cbaf816..c1a84b4 100644 --- a/docs/notebooks/tutorials/tess_search.ipynb +++ b/docs/notebooks/tutorials/tess_search.ipynb @@ -6,28 +6,21 @@ "source": [ "# TESS search\n", "\n", - "```{warning}\n", - "Under construction\n", - "```\n", - "\n", "In this tutorial we use nuance to search for the known planetary companion [TOI-540 b](https://exofop.ipac.caltech.edu/tess/target.php?id=200322593)\n", "\n", "```{note}\n", "This tutorial requires the `lightkurve` package to access the data\n", - "```" + "```\n", + "\n", + "In order to run this tutorial on all available CPUs, we set the `XLA_FLAGS` env variable to" ] }, { "cell_type": "code", "execution_count": 1, - "metadata": { - "tags": [ - "hide-input" - ] - }, + "metadata": {}, "outputs": [], "source": [ - "# in order to run on all CPUs\n", "import os\n", "import jax\n", "\n", @@ -50,7 +43,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -103,79 +96,30 @@ "source": [ "## GP kernel optimization\n", "\n", - "Nest step is to define and optimize the GP kernel that will help model the covariance of the data, especially stellar variability. Here, we will use a mixture of two SHO kernels, implemented in `nuance.kernels` and representative of a wide range of stellar variability signals." + "The Next step is to define and optimize the GP kernel that will help model the covariance of the data (mostly stellar variability). Here, we will use a mixture of two SHO kernels, implemented in `nuance.kernels` and representative of a wide range of stellar variability signals." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ScipyMinimizeInfo(fun_val=Array(-66213.93588932, dtype=float64, weak_type=True), success=True, status=0, iter_num=16, hess_inv=Array([[ 8.30388760e-03, -3.62525461e-02, -1.48637315e-02,\n", - " -9.56907986e-05],\n", - " [-3.62525461e-02, 4.22357237e-01, 1.74987213e-01,\n", - " 3.72217108e-04],\n", - " [-1.48637315e-02, 1.74987213e-01, 7.26880971e-02,\n", - " 1.51564936e-04],\n", - " [-9.56907986e-05, 3.72217108e-04, 1.51564936e-04,\n", - " 4.80102329e-03]], dtype=float64), num_fun_eval=Array(28, dtype=int32), num_jac_eval=Array(28, dtype=int32), num_hess_eval=Array(0, dtype=int32))\n", - "ScipyMinimizeInfo(fun_val=Array(-66241.48990017, dtype=float64, weak_type=True), success=True, status=0, iter_num=86, hess_inv=Array([[ 1.17052493e+08, 1.03197068e+08, 4.79950205e+05,\n", - " 1.03581567e-01, 2.92011960e+00, -1.09655083e-02,\n", - " 0.00000000e+00, -1.13915045e-01, 5.84062696e+07],\n", - " [ 1.03197069e+08, 9.09817022e+07, 4.23138214e+05,\n", - " 9.15315382e-02, 2.56473696e+00, -9.70255060e-03,\n", - " 0.00000000e+00, -1.00430999e-01, 5.14927594e+07],\n", - " [ 4.79948228e+05, 4.23136467e+05, 1.96855003e+03,\n", - " 5.26261579e-04, 1.33642625e-02, -5.26789889e-05,\n", - " 0.00000000e+00, -4.67084029e-04, 2.39482104e+05],\n", - " [ 1.03726646e-01, 9.16597667e-02, 5.26816294e-04,\n", - " 3.50432101e-05, -1.22975355e-04, -4.50841833e-08,\n", - " 0.00000000e+00, -1.32414775e-09, 5.17890342e-02],\n", - " [ 2.92414707e+00, 2.56829773e+00, 1.33793740e-02,\n", - " -1.22975366e-04, 7.39545552e-03, 3.73610321e-07,\n", - " 0.00000000e+00, -2.74719558e-09, 1.45932800e+00],\n", - " [-1.09801754e-02, -9.71551524e-03, -5.27346186e-05,\n", - " -4.50841270e-08, 3.73610971e-07, 1.80276645e-07,\n", - " 0.00000000e+00, 1.05227473e-11, -5.48195924e-03],\n", - " [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n", - " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n", - " 1.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", - " [-1.13915043e-01, -1.00430995e-01, -4.67085941e-04,\n", - " -1.32400667e-09, -2.74327992e-09, 1.05084864e-11,\n", - " 0.00000000e+00, 1.00000000e+00, -5.68407602e-02],\n", - " [ 5.84062686e+07, 5.14927578e+07, 2.39483086e+05,\n", - " 5.17166335e-02, 1.45731815e+00, -5.47463975e-03,\n", - " 0.00000000e+00, -5.68407605e-02, 2.91432689e+07]], dtype=float64), num_fun_eval=Array(104, dtype=int32), num_jac_eval=Array(104, dtype=int32), num_hess_eval=Array(0, dtype=int32))\n" - ] - } - ], + "outputs": [], "source": [ - "import jax\n", - "\n", - "jax.config.update(\"jax_enable_x64\", True)\n", - "\n", - "from nuance import Nuance\n", "from nuance.kernels import rotation\n", + "from nuance.utils import minimize\n", + "from nuance.core import gp_model\n", "\n", "# rotation period from literature or Lomb-Scargle\n", "star_period = 0.7252520593120725\n", "\n", - "# building a Nuance object\n", - "nu = Nuance(time, flux, error.mean())\n", - "\n", - "# building the default rotation GP (provided by Nuance)\n", "build_gp, init = rotation(star_period, error.mean(), long_scale=0.5)\n", - "optimize, mu, nll = nu.gp_optimization(build_gp)\n", + "mu, nll = gp_model(time, flux, build_gp)\n", "\n", "# optimization\n", - "gp_params = optimize(\n", - " init, [\"log_sigma\", \"log_short_scale\", \"log_short_sigma\", \"log_long_sigma\"]\n", + "gp_params = minimize(\n", + " nll, init, [\"log_sigma\", \"log_short_scale\", \"log_short_sigma\", \"log_long_sigma\"]\n", ")\n", - "gp_params = optimize(gp_params)" + "gp_params = minimize(nll, gp_params)" ] }, { @@ -184,104 +128,26 @@ "source": [ "## Flare masking\n", "\n", - "As flares and other astrophysical signals are not part of our model, we need to mask them. We do that using the `nuance.Nuance.mask_flares` function, that iteratively mask flares using a sigma clipping approach around the mean of the GP model" + "As flares and other astrophysical signals are not part of our model, we need to mask them. We do that iteratively while reoptimizing the GP kernel on every iteration." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ScipyMinimizeInfo(fun_val=Array(-65956.33175846, dtype=float64, weak_type=True), success=True, status=0, iter_num=15, hess_inv=Array([[ 8.10930533e-01, -3.35111820e-03, 1.73959613e-02,\n", - " 2.42119137e-05, 1.13416703e-03, 1.05207667e-06,\n", - " 0.00000000e+00, -3.53138820e-11, 3.84845897e-01],\n", - " [-3.35111820e-03, 9.99319627e-01, -2.04977803e-02,\n", - " -3.30085103e-05, -1.47666603e-03, -1.31705818e-06,\n", - " 0.00000000e+00, -2.18499345e-10, 8.05959803e-03],\n", - " [ 1.73959613e-02, -2.04977803e-02, 4.99465666e-01,\n", - " 3.86077772e-05, -4.85582534e-04, 8.49953287e-07,\n", - " 0.00000000e+00, 1.99414128e-10, 6.13886760e-03],\n", - " [ 2.42119137e-05, -3.30085103e-05, 3.86077772e-05,\n", - " 3.49088340e-05, -1.33535877e-04, -4.49833098e-08,\n", - " 0.00000000e+00, -1.06004390e-09, 1.73239885e-05],\n", - " [ 1.13416703e-03, -1.47666603e-03, -4.85582534e-04,\n", - " -1.33535877e-04, 1.49613128e-02, 4.39805869e-06,\n", - " 0.00000000e+00, 4.68465885e-10, 6.94546810e-04],\n", - " [ 1.05207667e-06, -1.31705818e-06, 8.49953287e-07,\n", - " -4.49833098e-08, 4.39805869e-06, 6.80727871e-08,\n", - " 0.00000000e+00, 4.03115391e-13, 5.42832200e-07],\n", - " [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n", - " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n", - " 1.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", - " [-3.53138820e-11, -2.18499345e-10, 1.99414128e-10,\n", - " -1.06004390e-09, 4.68465885e-10, 4.03115391e-13,\n", - " 0.00000000e+00, 1.00000000e+00, 5.06838947e-10],\n", - " [ 3.84845897e-01, 8.05959803e-03, 6.13886760e-03,\n", - " 1.73239885e-05, 6.94546810e-04, 5.42832200e-07,\n", - " 0.00000000e+00, 5.06838947e-10, 2.14186359e-01]], dtype=float64), num_fun_eval=Array(22, dtype=int32), num_jac_eval=Array(22, dtype=int32), num_hess_eval=Array(0, dtype=int32))\n", - "ScipyMinimizeInfo(fun_val=Array(-65008.22280357, dtype=float64, weak_type=True), success=False, status=2, iter_num=15, hess_inv=Array([[ 8.08561351e-01, -1.93585987e-03, 1.44894790e-02,\n", - " 1.75253171e-08, -1.80155219e-04, -4.02853845e-08,\n", - " 0.00000000e+00, -4.29384267e-10, 3.86820788e-01],\n", - " [-1.93585987e-03, 9.99505096e-01, -1.68946355e-02,\n", - " 3.29890448e-06, -9.82128019e-07, 1.30496619e-07,\n", - " 0.00000000e+00, -5.26551219e-11, 4.87331262e-03],\n", - " [ 1.44894790e-02, -1.68946355e-02, 5.01824728e-01,\n", - " -1.41025462e-05, 1.37284928e-04, 7.21581907e-07,\n", - " 0.00000000e+00, -1.64175723e-11, 4.71411534e-03],\n", - " [ 1.75253171e-08, 3.29890448e-06, -1.41025462e-05,\n", - " 3.56791542e-05, -1.22075880e-04, -8.98156124e-08,\n", - " 0.00000000e+00, -1.12255804e-09, -2.57155514e-07],\n", - " [-1.80155219e-04, -9.82128019e-07, 1.37284928e-04,\n", - " -1.22075880e-04, 1.43751806e-02, 4.57664524e-06,\n", - " 0.00000000e+00, -4.55028656e-10, -1.04609443e-04],\n", - " [-4.02853845e-08, 1.30496619e-07, 7.21581907e-07,\n", - " -8.98156124e-08, 4.57664524e-06, 6.76348353e-08,\n", - " 0.00000000e+00, -4.36884027e-13, -6.16542181e-09],\n", - " [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n", - " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n", - " 1.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", - " [-4.29384267e-10, -5.26551219e-11, -1.64175723e-11,\n", - " -1.12255804e-09, -4.55028656e-10, -4.36884027e-13,\n", - " 0.00000000e+00, 1.00000000e+00, 9.80170632e-10],\n", - " [ 3.86820788e-01, 4.87331262e-03, 4.71411534e-03,\n", - " -2.57155514e-07, -1.04609443e-04, -6.16542181e-09,\n", - " 0.00000000e+00, 9.80170632e-10, 2.16479276e-01]], dtype=float64), num_fun_eval=Array(23, dtype=int32), num_jac_eval=Array(23, dtype=int32), num_hess_eval=Array(0, dtype=int32))\n", - "ScipyMinimizeInfo(fun_val=Array(-64203.70005695, dtype=float64, weak_type=True), success=False, status=2, iter_num=17, hess_inv=Array([[ 8.10490639e-01, -3.06704161e-03, 1.56486391e-02,\n", - " 6.11615910e-06, 6.30020370e-04, 2.03360901e-07,\n", - " 0.00000000e+00, -2.07627374e-11, 3.85132298e-01],\n", - " [-3.06704161e-03, 9.99302041e-01, -1.81659281e-02,\n", - " -8.47179378e-06, -5.93301057e-04, -3.32403553e-07,\n", - " 0.00000000e+00, -7.00246747e-11, 7.58121361e-03],\n", - " [ 1.56486391e-02, -1.81659281e-02, 5.00192611e-01,\n", - " 1.15056469e-05, 5.04727107e-04, 4.00335591e-07,\n", - " 0.00000000e+00, 1.13162819e-10, 6.87169796e-03],\n", - " [ 6.11615910e-06, -8.47179378e-06, 1.15056469e-05,\n", - " 3.41621563e-05, -1.17283531e-04, -5.03024703e-08,\n", - " 0.00000000e+00, -1.07067930e-09, 2.00799338e-06],\n", - " [ 6.30020370e-04, -5.93301057e-04, 5.04727107e-04,\n", - " -1.17283531e-04, 1.44752248e-02, 4.01418585e-06,\n", - " 0.00000000e+00, 5.89638957e-10, 3.04357849e-04],\n", - " [ 2.03360901e-07, -3.32403553e-07, 4.00335591e-07,\n", - " -5.03024703e-08, 4.01418585e-06, 6.82794044e-08,\n", - " 0.00000000e+00, 3.37768423e-13, 4.23849525e-07],\n", - " [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n", - " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n", - " 1.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", - " [-2.07627374e-11, -7.00246747e-11, 1.13162819e-10,\n", - " -1.07067930e-09, 5.89638957e-10, 3.37768423e-13,\n", - " 0.00000000e+00, 1.00000000e+00, 1.99054968e-10],\n", - " [ 3.85132298e-01, 7.58121361e-03, 6.87169796e-03,\n", - " 2.00799338e-06, 3.04357849e-04, 4.23849525e-07,\n", - " 0.00000000e+00, 1.99054968e-10, 2.14543867e-01]], dtype=float64), num_fun_eval=Array(25, dtype=int32), num_jac_eval=Array(25, dtype=int32), num_hess_eval=Array(0, dtype=int32))\n" - ] - } - ], + "outputs": [], "source": [ - "nu_cleaned = nu.mask_flares(build_gp, gp_params, sigma=4.0)" + "from nuance.utils import sigma_clip_mask\n", + "\n", + "flare_mask = np.ones_like(time).astype(bool)\n", + "\n", + "for _ in range(3):\n", + " residuals = flux - mu(gp_params)\n", + " flare_mask = flare_mask & sigma_clip_mask(residuals, sigma=4.0, window=20)\n", + " gp_params = minimize(nll, gp_params)\n", + "\n", + "time_masked = time[flare_mask]\n", + "flux_masked = flux[flare_mask]" ] }, { @@ -298,7 +164,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -311,10 +177,11 @@ "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize=(8, 3))\n", - "plt.plot(nu.time, nu.flux, \".\", c=\"k\", ms=2, label=\"flares\")\n", - "plt.plot(nu_cleaned.time, nu_cleaned.flux, \".\", c=\"0.85\", ms=3, label=\"masked data\")\n", + "plt.plot(time, flux, \".\", c=\"k\", ms=2, label=\"flares\")\n", + "plt.plot(time_masked, flux_masked, \".\", c=\"0.85\", ms=3, label=\"masked data\")\n", "\n", - "gp_mean = nu_cleaned.mu(None)\n", + "mu, _ = gp_model(time_masked, flux_masked, build_gp)\n", + "gp_mean = mu(gp_params)\n", "split_idxs = [\n", " 0,\n", " *np.flatnonzero(np.diff(time) > 10 / 60 / 24),\n", @@ -323,7 +190,7 @@ "\n", "_ = True\n", "for i in range(len(split_idxs) - 1):\n", - " x = nu_cleaned.time[split_idxs[i] + 1 : split_idxs[i + 1]]\n", + " x = time_masked[split_idxs[i] + 1 : split_idxs[i + 1]]\n", " y = gp_mean[split_idxs[i] + 1 : split_idxs[i + 1]]\n", " plt.plot(x, y, \"k\", label=\"GP mean\" if _ else None, lw=1)\n", " _ = False\n", @@ -340,7 +207,7 @@ "source": [ "## Transit search\n", "\n", - "All the above is data preparation, now is time to actually search the cleaned light curve\n", + "All the above is data preparation, now is time to actually search the cleaned light curve.\n", "\n", "### Linear search\n", "\n", @@ -355,12 +222,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "354744533f5d499ba18742d928356f0e", + "model_id": "92a760786a57463991b35cf850635521", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/1215 [00:00" ] @@ -540,7 +399,7 @@ " transform=plt.gca().transAxes,\n", ")\n", "plt.tight_layout()\n", - "plt.title(\"Phase-folded detrended light curve\", loc=\"left\")" + "_ = plt.title(\"Phase-folded detrended light curve\", loc=\"left\")" ] } ], @@ -560,7 +419,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.13" + "version": "3.10.14" }, "orig_nbformat": 4 }, diff --git a/nuance/core.py b/nuance/core.py index f2cbf21..50a1a08 100644 --- a/nuance/core.py +++ b/nuance/core.py @@ -2,9 +2,10 @@ import jax import jax.numpy as jnp +import jaxopt -def eval_model(flux, X, gp): +def solve(flux, X, gp): Liy = gp.solver.solve_triangular(flux) LiX = gp.solver.solve_triangular(X.T) @@ -22,6 +23,36 @@ def function(m): return function +def gp_model(x, y, build_gp, X=None): + + if X is None: + X = jnp.atleast_2d(jnp.ones_like(x)) + + @jax.jit + def nll_w(params): + gp = build_gp(params, x) + Liy = gp.solver.solve_triangular(y) + LiX = gp.solver.solve_triangular(X.T) + LiXT = LiX.T + LiX2 = LiXT @ LiX + w = jnp.linalg.lstsq(LiX2, LiXT @ Liy)[0] + nll = -gp.log_probability(y - w @ X) + return nll, w + + @jax.jit + def nll(params): + return nll_w(params)[0] + + @jax.jit + def mu(params): + gp = build_gp(params, x) + _, w = nll_w(params) + cond_gp = gp.condition(y - w @ X, x).gp + return cond_gp.loc + w @ X + + return mu, nll + + def transit_protopapas(t, t0, D, P=1e15, c=12): _t = P * jnp.sin(jnp.pi * (t - t0) / P) / (jnp.pi * D) return -0.5 * jnp.tanh(c * (_t + 1 / 2)) + 0.5 * jnp.tanh(c * (_t - 1 / 2)) diff --git a/nuance/nuance.py b/nuance/nuance.py index ed6ec46..5627909 100644 --- a/nuance/nuance.py +++ b/nuance/nuance.py @@ -91,7 +91,7 @@ def __post_init__(self): ) if self.compute: - self.eval_model = jax.jit(core.eval_model(self.flux, self.X, self.gp)) + self._solve = jax.jit(core.solve(self.flux, self.X, self.gp)) self.search_data = None @@ -111,7 +111,7 @@ def searched(self): @property def time_span(self): """Time span""" - return np.max(self.time) - np.min(self.time) + return np.ptp(self.time) @property def ll0(self) -> float: @@ -121,10 +121,10 @@ def ll0(self) -> float: ------- float """ - return self.eval_model(np.zeros_like(self.time))[0].__array__() + return self._solve(np.zeros_like(self.time))[0].__array__() def _models(self, m): - _, w, _ = self.eval_model(m) + _, w, _ = self._solve(m) mean = w[0:-1] @ self.X signal = m * w[-1] @@ -156,50 +156,10 @@ def gp_optimization(self, build_gp, mask=None): - :code:`mu`: a function that returns the mean of the GP model (jax.jit-compiled). - :code:`nll`: a function that returns the negative log-likelihood of the GP model (jax.jit-compiled). """ - if mask is None: - mask = np.ones_like(self.time).astype(bool) - - masked_x = self.time[mask] - masked_y = self.flux[mask] - masked_X = self.X[:, mask] - - @jax.jit - def nll_w(params): - gp = build_gp(params, masked_x) - Liy = gp.solver.solve_triangular(masked_y) - LiX = gp.solver.solve_triangular(masked_X.T) - LiXT = LiX.T - LiX2 = LiXT @ LiX - w = jnp.linalg.lstsq(LiX2, LiXT @ Liy)[0] - nll = -gp.log_probability(masked_y - w @ masked_X) - return nll, w - - @jax.jit - def nll(params): - return nll_w(params)[0] - - @jax.jit - def mu(params): - gp = build_gp(params, masked_x) - _, w = nll_w(params) - cond_gp = gp.condition(masked_y - w @ masked_X, self.time).gp - return cond_gp.loc + w @ self.X - - def optimize(init_params, param_names=None): - def inner(theta, *args, **kwargs): - params = dict(init_params, **theta) - return nll(params, *args, **kwargs) - - param_names = ( - list(init_params.keys()) if param_names is None else param_names - ) - start = {k: init_params[k] for k in param_names} - - solver = jaxopt.ScipyMinimize(fun=inner) - soln = solver.run(start) - print(soln.state) - - return dict(init_params, **soln.params) + mu, nll = core.gp_model( + self.time[mask], self.flux[mask], build_gp, X=self.X[:, None] + ) + optimize = partial(utils.minimize, nll) return optimize, mu, nll @@ -222,7 +182,7 @@ def mu(self, time=None): @jax.jit def _mu(): gp = self.gp - _, w, _ = self.eval_model(np.zeros_like(time)) + _, w, _ = self._solve(np.zeros_like(time)) w = w[0:-1] cond_gp = gp.condition(self.flux - w @ self.X, time).gp return cond_gp.loc + w @ self.X @@ -287,7 +247,7 @@ def solve(self, t0: float, D: float, P: float = None): (w, v): linear coefficients and their covariance matrix """ m = self.model(self.time, t0, D, P) - _, w, v = self.eval_model(m) + _, w, v = self._solve(m) return w, v def depth(self, t0: float, D: float, P: float = None): @@ -366,41 +326,42 @@ def linear_search( if backend is None: backend = jax.default_backend() - if backend == "cpu": - eval_t0_Ds_function = core.pmap_cpus - if batch_size is None: - batch_size = DEVICES_COUNT + if batch_size is None: + batch_size = {"cpu": DEVICES_COUNT, "gpu": 1000}[backend] - elif backend == "gpu": - eval_t0_Ds_function = core.vmap_gpu - if batch_size is None: - batch_size = 1000 + @jax.jit + def solve(t0, D): + m = self.model(self.time, t0, D) + ll, w, v = self._solve(m) + return jnp.array([w[-1], v[-1, -1], ll]) - eval_t0s_Ds = eval_t0_Ds_function(self.eval_model, self.model, self.time) + if backend == "cpu": + solve_batch = jax.pmap( + jax.vmap(solve, in_axes=(None, 0)), in_axes=(0, None) + ) + else: + solve_batch = jax.vmap( + jax.vmap(solve, in_axes=(None, 0)), in_axes=(0, None) + ) - batches_n = int(np.ceil(len(t0s) / batch_size)) - padded_t0s = np.pad(t0s, pad_width=[0, batches_n * batch_size - len(t0s)]) - batched_t0s = np.array(np.array_split(padded_t0s, batches_n)) + t0s_padded = np.pad(t0s, [0, batch_size - (len(t0s) % batch_size) % batch_size]) + t0s_batches = np.reshape( + t0s_padded, (len(t0s_padded) // batch_size, batch_size) + ) - ll = np.zeros((len(padded_t0s), len(Ds))) - depths = ll.copy() - vars = ll.copy() - depths = ll.copy() + _progress = lambda x: (tqdm(x, unit_scale=batch_size) if progress else x) - _progress = lambda x: (tqdm(x) if progress else x) + results = [] - for i, t0 in enumerate(_progress(batched_t0s)): - _depths, _vars, _ll = eval_t0s_Ds(t0, Ds) - depths[i * batch_size : (i + 1) * batch_size, :] = _depths.T - vars[i * batch_size : (i + 1) * batch_size, :] = _vars.T - ll[i * batch_size : (i + 1) * batch_size, :] = _ll.T + for t0_batch in _progress(t0s_batches): + results.append(solve_batch(t0_batch, Ds)) - depths = np.array(depths[0 : len(t0s), :]) - vars = np.array(vars[0 : len(t0s), :]) - ll = np.array(ll[0 : len(t0s), :]) + depths, vars, ll = np.transpose(results, axes=[3, 0, 1, 2]).reshape( + (3, len(t0s_padded), len(Ds)) + )[:, 0 : len(t0s), :] if positive: - ll0 = self.eval_model(np.zeros_like(self.time))[0] + ll0 = self._solve(np.zeros_like(self.time))[0] ll[depths < 0] = ll0 vars[~np.isfinite(vars)] = 1e25 @@ -546,26 +507,22 @@ def load(cls, filename): def mask_flares(self, build_gp=None, init=None, window=20, sigma=5, iterations=3): # for now assert build_gp is not None and init is not None - mask = np.ones_like(self.time).astype(bool) - if build_gp is not None: - optimize, mu, nll = self.gp_optimization(build_gp) - opt = init.copy() + flare_mask = np.ones_like(self.time).astype(bool) + mu, nll = utils.minimize(self.time, self.flux, build_gp, X=self.X) for _ in range(iterations): - residuals = self.flux - mu(opt) - mask[residuals > sigma * np.std(residuals[mask])] = False - mask = np.roll(minimum_filter1d(mask, window), shift=window // 3) - - if build_gp is not None: - optimize, mu, _ = self.gp_optimization(build_gp, mask) - opt = optimize(init) + residuals = self.flux - mu(gp_params) + flare_mask = flare_mask & utils.sigma_clip_mask( + residuals, sigma=sigma, window=window + ) + gp_params = utils.minimize(nll, gp_params) new_nu = Nuance( - time=self.time[mask], - flux=self.flux[mask], - X=self.X[:, mask], - gp=build_gp(opt, self.time[mask]), + time=self.time[flare_mask], + flux=self.flux[flare_mask], + X=self.X[:, flare_mask], + gp=build_gp(gp_params, self.time[flare_mask]), compute=True, ) diff --git a/nuance/utils.py b/nuance/utils.py index 2f773cb..327b66f 100644 --- a/nuance/utils.py +++ b/nuance/utils.py @@ -1,7 +1,8 @@ import jax -import matplotlib.pyplot as plt +import jaxopt import numpy as np import tinygp +from scipy.ndimage import minimum_filter1d from nuance import core from nuance.core import transit_protopapas @@ -106,6 +107,8 @@ def plot_search(nu, search, bins=7 / 60 / 24): search : _type_ _description_ """ + import matplotlib.pyplot as plt + t0, D, P = search.best plt.subplot(2, 2, (1, 3)) @@ -230,3 +233,61 @@ def simulated_ground_based(n=500, N=4): } return observations, signals + + +def minimize(fun, init_params, param_names=None): + """Minimize a function using jaxopt.ScipyMinimize + + Parameters + ---------- + fun : callable + the function to minimize of the form fun(params: dict) -> float + init_params : dict + initial parameters + param_names : list, optional + list of parameters to optimize, all others being fixed, + by default None + + Returns + ------- + dict + optimized parameters + """ + + def inner(theta, *args, **kwargs): + params = dict(init_params, **theta) + return fun(params, *args, **kwargs) + + param_names = list(init_params.keys()) if param_names is None else param_names + start = {k: init_params[k] for k in param_names} + + solver = jaxopt.ScipyMinimize(fun=inner) + soln = solver.run(start) + + return dict(init_params, **soln.params) + + +def sigma_clip_mask(residuals, sigma=5, window=20): + """Returns a masked of the sigma clipped data. The mask is set + to false on the +/-{windows} data points around the sigma + clipped residuals, i.e. code:`residuals > sigma * std(residuals)`. + + Parameters + ---------- + residuals : array + Data to sigma clip. + sigma : int, optional + Sigma clipping standard deviation, by default 5. + window : int, optional + The window of points around which mask is set to False if + a data point is sigma clipped, by default 20 + + Returns + ------- + array + boolean mask of sigma clipped values (i.e :code:` sigma * np.std(residuals)] = False + mask = np.roll(minimum_filter1d(mask, window), shift=window // 3) + return mask diff --git a/pyproject.toml b/pyproject.toml index 28cfce8..bb5ccea 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,45 +1,46 @@ -[tool.poetry] +[project] name = "nuance" -version = "0.6.1" +version = "0.7.0" description = "Transit signals detection among correlated noises" -authors = ["Lionel Garcia"] +authors = [{ name = "Lionel Garcia" }] license = "MIT" readme = "README.md" +keywords = ["jax", "astronomy", "exoplanets", "transit"] +classifiers = [ + "Programming Language :: Python", + "Programming Language :: Python :: 3", +] +requires-python = ">=3.9" +dependencies = [ + "jax>=0.4.25", + "tinygp", + "jaxlib", + "jaxopt", + "numpy", + "matplotlib", + "scipy", + "multiprocess", + "tqdm", +] -[tool.poetry.dependencies] -python = ">=3.9,<3.12" -tinygp = "*" -jax = "^0.4.25" -jaxlib = "*" -jaxopt = "*" -numpy = "*" -matplotlib = "*" -scipy = "*" -multiprocess = "*" -tqdm = "*" +[project.optional-dependencies] +dev = ["black", "isort", "pytest", "astropy"] -[tool.poetry.group.dev.dependencies] -pytest = "*" -black = "*" - -[tool.poetry.group.test.dependencies] -pytest = "*" -astropy = "*" - -[tool.poetry.group.docs.dependencies] -sphinx = "*" -docutils = "*" -jupyterlab = "*" -myst-parser = "*" -sphinx-book-theme = ">=1.1.0" -myst-nb = "*" -sphinx-copybutton = "*" -sphinx-design = "*" -toml = "*" -ipywidgets = "*" -wotan = "*" -astropy = "*" +docs = [ + "sphinx", + "docutils", + "jupyterlab", + "myst-parser", + "sphinx-book-theme", + "myst-nb", + "sphinx-copybutton", + "sphinx-design", + "toml", + "ipywidgets", + "wotan", + "astropy", +] [build-system] -requires = ["poetry-core"] -build-backend = "poetry.core.masonry.api" +requires = ["hatchling"] +build-backend = "hatchling.build" diff --git a/tests/test_full.py b/tests/test_full.py index 9450807..4bd48b7 100644 --- a/tests/test_full.py +++ b/tests/test_full.py @@ -1,6 +1,7 @@ -import numpy as np import os + import jax +import numpy as np jax.config.update("jax_enable_x64", True) os.environ["XLA_FLAGS"] = f"--xla_force_host_platform_device_count={os.cpu_count()}" @@ -43,7 +44,7 @@ def test_mask_t0s_not_equal_time(): nu = Nuance(time, flux, gp=gp, X=X) # linear search - t0s = np.random.choice(time, size=100, replace=False) + t0s = np.random.choice(time, size=122, replace=False) Ds = np.linspace(0.01, 0.2, 15) nu.linear_search(t0s, Ds)